bjackman/wa_compare_demo.ipynb

## wa_compare_demo.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict, namedtuple\n",
    "from itertools import combinations\n",
    "import csv\n",
    "import json\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import sys\n",
    "from scipy.stats import ttest_ind\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from subprocess import check_output\n",
    "from devlib.target import KernelVersion\n",
    "from trace import Trace\n",
    "from conf import JsonConf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wa3_collector import WaResultsCollector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from libs.utils.platforms import hikey960\n",
    "platform = hikey960"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dirs = dirs = [\n",
    "    '/home/brendan/sources/wa3-stuff/wa_output.9740fd1',\n",
    "    '/home/brendan/sources/wa3-stuff/wa_output.1fa4957',\n",
    "\n",
    "#     '/home/brendan/sources/wa3-stuff/wa_output.pre_util_est'\n",
    "#     '/home/brendan/sources/wa-stuff/wa_outputs-testing/nohz-updates-2/baseline',\n",
    "#     '/home/brendan/sources/wa-stuff/wa_outputs-testing/nohz-updates-2/vingu-original',\n",
    "#     '/home/brendan/sources/wa-stuff/wa_outputs-testing/nohz-updates-2/tick-instead',\n",
    "#     '/home/brendan/sources/wa-stuff/wa_outputs-testing/nohz-updates-2/full-stack',\n",
    "]\n",
    "collector = WaResultsCollector(dirs, platform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jb_list_view\n"
     ]
    },
    {
     "data": {
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AYGEUG4ClMOb5bAwjKwwhL/QlKwwhL/Q15qwoNgAAAAAzpWcDc6NnAwAAwN6lZwMAAACw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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f73c1b9f390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jb_image_list_view\n"
     ]
    },
    {
     "data": {
      "image/png": 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Hvyb59hM8nmOqu9+VxTSYlTcfxeM87PBb7WrXZFpzVAAAANbc2E97SZJ09691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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739e515250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for workload_id in collector.get_workload_ids('jankbench'):\n",
    "    print workload_id\n",
    "    collector.plot_total_duration(workload='jankbench', workload_id=workload_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jb_list_view\n",
      "1fa4957                         : pelt                            : 72.7\n",
      "9740fd1                         : pelt                            : 51.4\n",
      "1fa4957                         : walt                            : 43.7\n",
      "9740fd1                         : walt                            : 59.3\n"
     ]
    },
    {
     "data": {
      "image/png": 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sv2MRo6Oj+fTTT5k8eTKPPPIIAwcOZMCAAZ4grW7dup7W0ri4OGbMmMGgQYN4\n++23ffJJSEigV69exMXFlcPRlo3Y2FjPtFKKhg0bcvz4cQCOHTvm6QKttcbtdtOnT58KKaeoWuSK\nUpSYPJ+s8tIa9n4Gn94D0S2Mu9cWFHhmuzV/3m1nn+U4HQ4s5tnGVlrbj3Ky6xi61upZruUWpUu+\no4FF6jPwVLU6La/A8Upt2LCBl19+mW+//ZZ27doBRlCptcZut7NlyxZGjRqF1trTjbRRo0YsXryY\n+Ph4evfuzebNmwFwuVw0a9bMb+tmLn93ck1ISODpp58umwMsJ8nJyZ5prTVHjx6lQYMGWK1WmjVr\n5mlJLozcF0LkJd1uhQgwGSdg4RBY+RgMeg8e+BGa31Jw+sf3XEBFH2Sq7QeG7dlC57D2hPb5B00k\n8BRCCFFJuFwuLl68iMvlwul04nA4cLlcnvXeLZjp6ekEBwdTq1YtsrOzmTZtmucutBEREaSkpJCY\nmMiOHTtYsWIFANu2bfOMR0xMTMTpdGK325k8eTKNGzdmwIABgPGDQe6dbpOTk3nqqacYOnSoT1k3\nbdrE8ePHGT58eNmdkHKwdetWli1bhsvl4tVXXyUkJITrr7+e7t27U7NmTWbMmOGpk927d7Nly5Z8\nedSpUweLxcKBAwcq4AhEZSTBpyixqvRr7dXA7YSvH4c32kDMNfDnXdCukH/3tNa8uP8C+5wHeWnf\nXHof3M9ND7wGrYZCSET5FVyUGfmOBhapz8AjdVp8L7zwAmFhYUyfPp358+cTFhbGiy++6Fnv3cI2\ncOBABg4cSKtWrWjatClhYWE+XUhjYmI8rzp16qCUIiYmhqAgo0PgjBkzqF27NnFxcZw8eZKlS5d6\ntt2+fTs9e/akRo0a9OrVi06dOjFr1iyfss6bN49hw4YRHh5eVqfjiiUnJ2Oz2Qq94dCQIUNYtGgR\nUVFRzJ8/n6VLl2K1WrFYLHz++eckJibStGlTYmJieOCBB7Db7fnyCA0N5ZlnniE+Pp7o6GhPi7K4\neqnyHACslNLH7MfKbX8CMs5k0KppAXeXEQHBeRFWPwc7/gX1OsPt8yE8pvBtUnPcPPtrOtY6ifzt\npyVY63SgRscHy6W8QgghKh95FqPwNnXqVA4cOMC8efMquiiiEivo74a53G+fa2n5FCUmzyerePZj\n8PEgOLvHuIvtH1YWHnhmuTQLjzsYvDOFiLjtPHZkIzWjLwWeUqeBReozsEh9Bh6pUyHE1UZuOCRE\nFZR6ENaPIpv7AAAgAElEQVROg18/h65/gn5TwFLEt/lgpos+36fRJjqTMc3WMXrLdsKqRaF63Fsu\nZRZCCCGEEFc36XYb4KTbbeDJvgBzroVmt0D8ExARW/Q2/zp6kQk/X2BK50zqW9YybOsmgtr/ARpe\nD3InOiGEuOpJt1shxOUqSbdbafkUogpJPQhfToAGXeE3s0AVo+P8F6eyeXzPBb7odprwpEW0P3kK\na+eHoG6nsi+wEEIIIYQQJhnzKUpMxqqUH63h68fgve5Qp53xCJXiBJ7/O+ngDzvSSeh4jA5bZtGo\nehzWG6cXGHhKnQYWqc/AIvUZeKROhRBXG2n5FKKSO7Ubvp4EF07DI79AeJ3ibTf36EWe2HOBj7tl\n0H7XPFyNexHd+s6yLawQQgghhBAFkDGfAU7GfFZdbidseQdWPgE3/g26j4Wg6kVv931qDg/tyiDb\nDR90PE+Ln2YTEtUG2zX3F6+5VAghxFVHxnwKIS6XjPkUIgAkfwc7/w2/LIFareHu1dDo+uJtu+Zs\nNkO2pvNG+zBq1dtLgy3/wRLdGlv7B+TGQkIIIYQQokJJM4goMRmrUvp2zIPFw8HWEO7bCPeuK37g\n+d6Ri4zcns6y62oSW+8AHX9cTKyqRe12fyx24Cl1GlikPgOL1GfgkTqt/C5evMigQYOIjIxk1KhR\n+dYnJSVhsVhwu90VULrKae7cufTu3buiiyEqKQk+haggOZlwbLPRyrnpn7B4JKz6C9z5BfR+GqJb\nFC8frTWP/XKBZ3+9wJoeEbQI3kundXOoG1wf63Xji34AqBBCCFHJ7dmzh/79+xMZGUmrVq1YtmyZ\nZ92CBQuoWbMmNpsNm81GeHg4FouF7du3++SRk5ND27Ztady4sc/yxMREunbtSnh4ON26dWPHjh2e\ndUuWLOH06dOkpqayaNEiv2VTXj/wLl68mPj4eMLDw7nppptK49CrJO9zYrFYOHjwYAWWRlQmEnyK\nEuvXr19FF6FKOvo9LLgVXq4Dnz8E+5aD/Sg07g0P74a6HYufl9aaJ/dmsupMNj/3iaKFOkno9g9w\nNu1P8HVjwRp8WWWTOg0sUp+BReoz8EidFo/L5WLIkCEMHjyY1NRU3n33Xe666y72798PwOjRo0lP\nT8dut2O323nrrbdo3rw5Xbp08clnxowZ1K1b12dZTk4OQ4cOZcyYMZw/f54xY8YwZMgQnE4nYLRs\ntmrVyieYKkytWrWYOHEiTz31VCkceWAo7rkTVwcJPoUoJ8mbYN7NMP830OL/YEISPLQdhn0M//cq\n9BgHoVHFz8/p1ozYns66czms7B5B9IUDWNZP5UTdFtSJG1x2ByKEEEKUoz179pCSksKjjz6KUoob\nb7yR+Ph4EhIS/KafO3cuY8aM8Vl26NAhFixYkC8oXLNmDS6Xi/HjxxMcHMy4ceMAWL16NVOmTGHa\ntGksXLgQm83GRx99hNvt5rHHHqNOnTq0aNGC5cuX++R30003MXz4cOrXr1+KZ6D8zZ07l169ejFu\n3DgiIyNp164dq1ev9qy32+3cf//9NGjQgNjYWJ577jm/N57p27cvWms6duyIzWZj8eLF5XkYohKS\n4FOUmIxVKZrbCT9/Agm3wMeDjaBzcopx59qw2leQr9b8aVcGp7PdrLs+gjqO42T/+BrfdulDizYP\nlfjmQlKngUXqM7BIfQYeqdOS01qza9eufMuTkpJYv359vuBz/PjxvPTSS4SEhPgs3717Nx07+nY5\n6tChA7t372bKlCk8/fTT3HHHHdjtdu69917mzJnDihUr2LFjB1u2bGHJkiWlf3DlJCoqik2bNhW4\n/ocffqBly5acPXuWKVOmcPvtt3P+/HkA7r77bqpVq8bBgwfZvn07K1eu5P3338+Xx9q1awH46aef\nsNvtjBgxomwORlQZEnwKUUYyTsL7PWDD3+GaO2DiEej5GASFFL1tYZxuzcRfLvBjmpOl19qopp04\ntr3OuraduL7ecEK4vK62QgghRGXWunVrYmJimDlzJk6nk6+//pq1a9eSmZmZL+28efPo3bs3cXFx\nnmVLly7F7XYzeHD+XkEZGRlERET4LIuIiCA9Pd1vWRYvXsyECRNo0KABkZGRVbp7bWpqKj179ixw\nfd26dRk/fjxWq5WRI0fSunVrli9fzqlTp/jiiy949dVXCQkJoXbt2kyYMIGPP/64wLzkMT4il9yJ\nRJSYjFXx73wSbJ0D29+HLvfDTS+U3lNOLro0/TenUcOq+LZHBNFkcuHHWRyxhdIqdjg1ubLIVuo0\nsEh9Bhapz8BT1epUrThzxXno315+t5+goCCWLVvG2LFjmT59Ol27dmXUqFFUr57/4dcJCQk8++yz\nnvnMzEyefPJJvvjiC2P/eYKgGjVqYLfbfZbZ7XZq1qzptyzHjx8nNjbWM+8d5Aaahg0b+szHxcVx\n/PhxkpKSyMnJ8XQt1lqjtc53Iych/JHgU4hSkvwdrH8RDn1jBJ33rodarUov/7QcNx3Xnyc+Kpj5\nnWugfl2G3vcZ++JaUKfdOBoSXXo7E0IIIfIoSeBYWq655hqfbsrx8fHcc889Pmk2btxISkoKw4YN\n8yzbt28fSUlJ9O7dG6012dnZpKWl0aBBA77//nvat2/PK6+84pPPzp07GTt2rN9y1K9fn+TkZM98\nUlLSlR9cJXXs2DGf+SNHjjBkyBBiY2MJCQnh7NmzcjMhcdmk260oMRmrYnDYYc1UWDgYmg+EySfg\nt7NLN/AEmH4wi5tqBbOgS01U+jFyjqzm/ZuH0aLDZBpaS+eCQOo0sEh9Bhapz8AjdVp8P/30Ew6H\ng8zMTGbOnMmJEyfyBZ9z585l2LBhhIeHe5Z16NCB5ORkEhMT2bFjB++//z716tVjx44dxMbG0q9f\nP6xWK7NnzyY7O5s33ngDpVSBj0kZOXIkr7/+OseOHSM1NZXp06f7rHe73TgcDnJycnC5XDgcDs+d\nc6uaU6dOMXv2bJxOJ4sXL2bPnj389re/pV69etxyyy1MnDiR9PR0tNYcPHiQdevW+c2nXr168qgV\n4SHBpxAldOxHWHYPvNoYTv0ED24z7lgbElHkppfF4dK8eiiLN5Mu8nzLMHBlk7P1dda2bMNvQ3pR\n4wq72gohhBCVXUJCAvXr16devXp8++23rFy5kuDgS/c4cDgcLFmyJF9AarFYiImJ8byio6OxWCzU\nqVMHpRTBwcEsW7aMuXPnEhUVxb/+9S8+/fRTgoL8dw584IEHGDhwIJ06daJr164+ray55QwNDeWR\nRx5hw4YNhIWF8eCDD5b6+SgNNWvWZOPGjQWu79GjB/v27aN27do899xzfPLJJ0RFGbflnzdvHtnZ\n2bRr147o6GhGjBjBiRMn/OYzZcoUxowZQ3R0dJW+QZMoHao8BwArpfQx+7GiE4pSk3Emg1ZNS7kJ\n7iqXegi+GGsEnz0fh853Q3hM2exr3bkcxu3OICJI8UHHmrSsnoP7+5fZV0OR0/k+rqFB2exYCCHE\nVUUpJTeFER5z587lgw8+KLA1Uwgo+O+Gudxvn2wZ8ynEZTj0LXx6D1wzGoYthOr+70dwxbTWTPjl\nAotTspnRJozfN6iOFQ2JCaSEKPZ2upVBVO1niAkhhBBCiKuLdLsVJXY1jVU5tQvm/waWjYEBM6H/\n38su8HS6NXftyGD1mRz29InkroYhWAG2z+H8xWMs69yVgeoaFKU/yP9qqtOrgdRnYJH6DDxSp0KI\nq40En0IUYfuHxvM6mw2Asb9C+xGl9+iUvBYcu0j79ec54XDzfc9IbMEWcOXAzo/Ish9gfvd47gzq\nQ3XptCCEEEKIMnL33XdLl1tRJmTMZ4CTMZ8l53bB5tmw6WW48wuo27Fs9pPh1Hx+Kpt3j1zkYKaL\nOR1qcEvtYOP25RfTYPMrnA+vydyObbgr+EZqEV50pkIIIcRlkDGfQojLJWM+hSgFWsPJnfDFOHBm\nwb0bIKppWexHsz7VydjdGcRUs/CHhtUZ07A6QRbzu3r2V9j8T7Kb3cx7rWyMVj0k8BRCCCGEEFWW\ndLsVJRZoY1Vc2bD7P/Dxrcb4ziY3wn2byibw3JvhpNOG89yzI50nm4WysruN+2JDjMDT7YRj38OP\nr5HW+Q/Mbh3J9ao5DYks/YLkEWh1erWT+gwsUp+BR+pUCHG1kZZPIYCD38DqZ4wAtM1tMHwRVKtR\n+vtJzXHzyqEs3jh8kWdahDKpaSgW7wGkx76DnxdCeH1017H8p/ZZetGCHpRBBCyEEEIIIUQ5kjGf\nAU7GfBZu579h43RwpEOvp+DaP4KljH6SSbnopv/mNK6pYWV6m3CahlkvrXTY4fxB2PEhdHsUopqz\nk6Ns5jB/JL5M7mwrhBBC5JIxn0KIy1WSMZ/S7VZcldxOWPoHWPc3GPgajD8AXR8qm8DTnuPmiT0X\n6LghlcEx1VjUpealwDPjBGx7B779Cxz8GtqNgqjmpHORVexhIO0l8BRCCCGK8Pbbb1OvXj1sNhup\nqakVXRwBJCUlYbFYcLvdFV0UUYlI8ClKrKqOVTn9M7zRBuxH4cFt0Kw/WKxFb1cSBzNdxH+XRlKW\nizU9IvhHm3BU5inY+19Y8wxs+juE1oIBr8INT0CjeDSaVeyhDfWIJapsClaAqlqnwj+pz8Ai9Rl4\npE6L780336Rbt26EhIRw3333+axzOp1MnjyZVatWYbfbiYoq/r+d/fv3zxcgbdq0iR49emCz2ejc\nuTMbN270rFu7di1WqxWbzUbNmjWx2WwkJCR41ucuy10fFBTEo48+egVHXrUpr6FFN954Ix9++GEF\nlkZUBjLmU1xVDnwN/70TbnoRrn2g7J7XCfBWUhbP7M3kiWah/KV5qPEHOHk9/LwIGvWETn+EiDif\nyNeJi4VswYmbUXQtu8IJIYQQVUjDhg157rnn+Oqrr8jKyvJZd+LECRwOB23btr2sPBcsWIDT6fQJ\nkFJTUxk8eDBz5szhtttuY8GCBQwaNIhDhw4RERHhKcuRI0f85pmenu6ZvnDhAvXr12fkyJGXVS4h\nApm0fIoS69evX0UXodgOfgNzb4JP74Xh/4HrHizbwHPjuRxeOpDF1l6RPNUizOg4+/NC2LsUbvgL\ntB8NUc18Ak83br5kNxrNGHoQSnDZFbAAValORdGkPgOL1GfgkTotvqFDhzJ48GCio6N9lu/bt482\nbdoAEBUVxc033wzAhAkTaNy4MREREXTr1o0NGzb4bGe325k2bRovv/yyz/JNmzZRv359br/9dpRS\n3HnnndSpU4f//ve/l13mJUuWEBMTQ3x8/GVvW5EcDgdhYWGcO3cOgBdffJHg4GAyMjIAeP7555k0\naRIAK1as4NprryUiIoK4uDimTp3qN89nn32W9evXM3bsWGw2G+PHjy+fgxGVjgSfIqCd/hmW3AH/\newDajYBx+6HpjWW7z6QsF6MS03mhVRjNwqyg3UY321M7ofcUsDXySe9Gc4gzfMBGzpHJCK7DIl9N\nIYQQokgtW7Zk9+7dAKSlpbFq1SoAunfvzs6dO0lNTWX06NGMGDGC7Oxsz3ZPP/00Dz/8MHXr1s2X\nZ94bqGit2bVrl2f+1KlT1K9fn+bNmzNp0iQyMzP9lm3evHmMGTPmio+xLCQnJxMdHc3Ro0fzrate\nvTrdu3dn7dq1AKxbt44mTZp4uh+vXbuWvn37AlCjRg0SEhJIS0tj+fLlvPPOO3z22Wf58nzhhRfo\n3bs3b7zxBna7nddff70Mj05UZnKFK0qsso9VObEDEm6B2m3gTzug258hOLRs9/nZSQddN55nbFwI\ndzcKgVM/GTcTOvMzdJ8E1W0+6c9ygY/YxJfsphOx/IEehFRAi2euyl6n4vJIfQYWqc/AI3VauryD\nxtGjRxMZGYnFYmHixIk4HA727t0LwJYtW9i0aRPjxo3Ll8cNN9zA8ePHWbRoEU6nk7lz53LgwAFP\ngNmmTRsSExNJSUlh9erVbN26lcmTJ+fLJykpiXXr1nH33XeX0dFemdjYWM6dO0ejRo38ru/Tpw9r\n167F5XKxc+dOxo8fz9q1a3E4HPz444/06dPHk659+/YAXHPNNdxxxx2eoFUIf2TMpwg42RmwcQZs\neAn6vwQ9Hyuf/X5zJpuHdmWwqHNNbqpdDfZ9Boe/McZ21umQr5/vYc7yH7ZyPU2JpzlW+S1ICCFE\nJTaN5Vecx/P8rhRKUrSZM2fy4YcfkpKSAhhjMc+cOYPWmkceeYRZs2b5fUxEdHQ0n376KZMnT+aR\nRx5h4MCBDBgwwBOk1a1b19NaGhcXx4wZMxg0aBBvv/22Tz4JCQn06tWLuLi4cjja0te3b18mTZrE\ntm3b6NixIwMGDOC+++5j4MCBtGzZ0nNTp82bN/OXv/yFXbt2kZ2dTXZ2NiNGjKjg0ovKTIJPUWKV\nbazKhdPwyR1weA20GgSPHsrXw7XMnHS4uWdnBm+3r2EEnodWweFvodfzxt1svRwlle0ks4vj3E4X\nWpO/y09FqWx1Kq6M1GdgkfoMPFWtTssrcLxSGzZs4OWXX+bbb7+lXbt2gBFUaq2x2+1s2bKFUaNG\nobXG5XKhtaZRo0YsXryY+Ph4evfuzebNmwFwuVw0a9bMb+tmLn+PEklISODpp58umwMsBz179mTv\n3r0sXbqUvn370qZNG44cOcKKFSs8XW7BaGEeP348X331FcHBwUycOJGzZ8/6zVOV5c02RJUhTS0i\nIDjSjed2RreEJ8/DHcvKJ/DMcWtmHsyky4bzjG5QnaF1LLDvf/DrMoh/Ol/guYtjLGQLtQjnj8RX\nqsBTCCGEqKxcLhcXL17E5XLhdDpxOBy4XC7Peu8WzPT0dIKDg6lVqxbZ2dlMmzbNcxfaiIgIUlJS\nSExMZMeOHaxYsQKAbdu20aNHDwASExNxOp3Y7XYmT55M48aNGTBgAGB0lc69021ycjJPPfUUQ4cO\n9Snrpk2bOH78OMOHDy+7E1LGQkNDue6663jzzTc9wWbPnj155513fILPjIwMoqKiCA4OZvPmzSxY\nsMAnH+96qVu3LgcPHiyfAxCVlgSfosQqy1iV7AvG41OCqsP/zYLqNctv3yO3p/Pl6RxWdrcxPXIv\nrH0G0g4bLZ5hdXzSHuYsX/Izd9GdnjQnhnIsaDFVljoVpUPqM7BIfQYeqdPie+GFFwgLC2P69OnM\nnz+fsLAwXnzxRc9671a1gQMHMnDgQFq1akXTpk0JCwsjNjbWsz4mJsbzqlOnDkopYmJiCAoyOgTO\nmDGD2rVrExcXx8mTJ1m6dKln2+3bt9OzZ09q1KhBr1696NSpE7NmzfIp67x58xg2bBjh4eFldTqu\nWHJyMjabze8Nh3L17dsXl8tF9+7dPfMZGRme8Z4Ab731Fs899xwRERG88MILjBo1yicP73p59NFH\nWbx4MbVq1WLChAmlfESiqlB5+7qX6c6U0sfsx8ptfwIyzmTQqmmrMsl7zZo1Fd5lKPMM/GcY1GwA\ng96HauX0dz7Hrfnzrgw2pznZ0jOCaoe/gkMrzfGd7fOl38MJPucnbqMzzanjJ8fKoTLUqSg9Up+B\nReoz8FSmOvU3/lEIIQpT0N8Nc7nfftYSfAa4sgw+K1pWKsy9EZr0g1tmgqUcRzBP+DmD7XYnK7pG\nEP7rIji9C7pPzNfNFowxngvZwiiuI5ZoP7kJIYQQFUuCTyHE5SpJ8Ck3HBJVjtZw/jD8734j8Bz4\nar4byZbhvjVzki+y5EQ2m7qHEv7zXEjZAv1ehOoR+dIncZbFbGMg7STwFEIIIYQQV7VijflUSv2f\nUmqPUupXpdSTftbHKqVWK6W2KaUSlVK/Kf2iisqmIsaqOC/Cx7fCBzdARBwMmFF+gWe2W/PEnkxm\nHMxiTdvzNN72D3CkwY3/8Bt4bieZT9jOrXSgAw3Lp5BXSMYfBRapz8Ai9Rl4pE6FEFebIls+lVIW\n4A2gP3Ac+FEp9anWeo9XsmeBRVrrd5VSbYEVQNOyKLC4eqUdgSWjjDhvYjJYg8t3//88mMXK0w42\nx+2h1k8LoeUgaHKz3+g3lUxW8jP30LNS3lhICCGEEEKI8lacbrfdgX1a6yQApdRCYAjgHXy6AZs5\nHQnIwM6rQHndJEFr2PUxfDkBbpgEPR8Hi7Vcdu2x+kw23xw6yA9BC6l+NBi6jYeoFn7THieNBWwm\nnhZVLvCsLDe+EKVD6jOwSH0GHqlTIcTVpjjBZ0Mg2Wv+KEZA6m0q8LVSajwQBtxcOsUTV7PUQ7Dz\n37D3U7h4Hu5cAQ26ln85TjncvLdjF/9zzaV6i0HQpH+BfX01ms/ZyU205loal3NJhRBCCCGEqLxK\n6zmfvwc+0lrHAr8D/l1K+YpKrKzGqmgNm2bC+90hIwX6/hUe2l4xgWfKRTev//AdHzjeJ6TTH6Cp\n/262uQ5zlkyy6UJsgWkqMxl/FFikPgOL1GfgkToVQlxtitPyeQx8mnAakb9b7R+BgQBa6++VUiFK\nqdpa6zN5M5vwpwnENjYuzG0RNtp3bE/P3j0B2LR+E4DMl+J8VlqW51Eruf/I5XbzudL5xMTEUs1v\n4etr+GUJRB3pR7Ua0HLmGsLjoHUp5V+S+Q9++oW3mu8m6No/s3bPWdi7psD0y9d8zZfs4uF+v0eh\nKqS8VzqfmJhYqcoj81KfMn9pXuoz8OZzVbbyCCFEceX++3T+/HkADh8+XGj6Ip/zqZSyAnsxbjiU\nAmwGfq+1/sUrzXLgP1rrueYNh1ZqrRv5yUue81nOqsJzPrPOwconYPd/YMDLENcHoluU/w2FvGW7\nNX/fnMjEM+8R2vUhqtXrVGj6i+TwHhvoTCN607KcSimEEEKUDnnOp38XL15kxIgRrF+/noEDB7Jo\n0SKf9UlJSTRt2hSn04nFUlodCgOHxWJh//79NGvWrKKLIspASZ7zWeS3RGvtAsYCXwO7gYVa61+U\nUlOVUreayR4DHlBKJQLzgbtLeAziKuLKhu0fwRttjEeoPLwbuj4EddpWbOCptWZG4q88fnYOoV3u\nLTLwTCOLf/EdzagtgacQQghRBvbs2UP//v2JjIykVatWLFu2zLNuwYIF1KxZE5vNhs1mIzw8HIvF\nwvbt233yyMnJoW3btjRu7HtPhsTERLp27Up4eDjdunVjx44dnnVLlizh9OnTpKam5gs8cymv4TiL\nFy8mPj6e8PBwbrrpptI49CrN+9zce++9PP/88xVYGlEZFOsnGq31l1rr1lrrllrrf5jL/qq1/tyc\n/kVr3Utr3Vlrfa3W+puyLLSoHErSTceVA0c2wtwb4e/hsPUduGMZ3P5viKgEwyS11izdspoJx1/F\n2fb3VGvYrdD0GTj4D1toRm1+yzXlVMqyI12vAovUZ2CR+gw8UqfF43K5GDJkCIMHDyY1NZV3332X\nu+66i/379wMwevRo0tPTsdvt2O123nrrLZo3b06XLl188pkxYwZ169b1WZaTk8PQoUMZM2YM58+f\nZ8yYMQwZMgSn0wkYLZutWrXyCaIKU6tWLSZOnMhTTz1VCkde9UlrushL+geIcnFmDyy5A/5hg8/+\nCB3uhKfS4f4fILZnRZfO5Mzi1LoZdD+1nLRuTxDRrE+hyTWa/7GTBkQygLYoivcPkxBCCCGKb8+e\nPaSkpPDoo4+ilOLGG28kPj6ehIQEv+nnzp3LmDFjfJYdOnSIBQsW5AsK16xZg8vlYvz48QQHBzNu\n3DgAVq9ezZQpU5g2bRoLFy7EZrPx0Ucf4Xa7eeyxx6hTpw4tWrRg+fLlPvnddNNNDB8+nPr165fi\nGSh/TZo08bQcz58/H4vFwi+/GCPuPvzwQ26//XYAfvzxR3r27ElUVBQNGzZk3LhxnsDd23vvvcf8\n+fOZMWMGNpuNIUOGlN/BiEqlODccEsKv3BsVFMZ5EZY/ArsXQZ9nYdB7UL0yPvoy6xw5W95k84Vw\nYq5/kR61Qovc5AcOkcFFRnBtwASexalTUXVIfQYWqc/AI3Vaclprdu3alW95UlIS69ev56OPPvJZ\nPn78eF566SVCQkJ8lu/evZuOHTv6LOvQoQO7d+9mypQpKKU4cOAA8+bNA+Cdd95hxYoV7Nixg7Cw\nME8QVhVFRUWxfPlyevbM3wrQr18/1qxZQ5cuXVi3bh3Nmzdn3bp1tG3blrVr19K3b18ArFYrr732\nGt26dSM5OZnf/OY3vPXWW4wfP94nvwceeIBNmzYRGxvLtGnTyuX4ROUkLZ+iTGgNB7+Bd6+FbDuM\n+xV6/aWSBp4nd+Ba8yyzs1qxtfkDxQo8D3KGjRxkBNcRhLUcCimEEEJcnVq3bk1MTAwzZ87E6XTy\n9ddfs3btWjIzM/OlnTdvHr179yYuLs6zbOnSpbjdbgYPHpwvfUZGBhERET7LIiIiSE9P91uWxYsX\nM2HCBBo0aEBkZGSV7l6bmprqN/AE6NOnD2vXrgVg/fr1PPXUU5557+Dz2muvpXv37iilaNy4MQ8+\n+KAnnRD+SMunKLE1a9b4/dX25yXw7XPgdEDf56HTGFCV9WcOVzbuXfO5N3gMrZt0ZEqLsCI3OcgZ\nlrCNYXQhkqLTVyUF1amomqQ+A4vUZ+CpcnX6+b1XnsetHxWdJo+goCCWLVvG2LFjmT59Ol27dmXU\nqFFUr149X9qEhASeffZZz3xmZiZPPvkkX3zxBZB/DGKNGjWw2+0+y+x2OzVr+v+1/Pjx48TGXrpJ\nhXeQG0j69u3L448/zokTJ3C73YwcOZIpU6aQlJSE3W6nc+fOAOzbt49JkyaxZcsWsrKycDqdXHfd\ndRVcelGZSfApSs2ZvbD+BTj6PfzmDWgxsKJLVARHGs5t77HRVZ/guu14unnRLZ4u3CwlkRFcS1Nq\nl0MhhRBCiEqiBIFjabnmmmt8btAUHx/PPffc45Nm48aNpKSkMGzYMM+yffv2kZSURO/evdFak52d\nTVpaGg0aNOD777+nffv2vPLKKz757Ny5k7Fjx/otR/369UlOTvbMJyUlXfnBVULNmzcnNDSU2bNn\n0zpZVOUAACAASURBVKdPH2rUqEG9evWYM2cOvXr18qT785//zLXXXsuiRYsICwtj1qxZfPLJJ37z\nLO5Nm0Rgq6ztUaIK8P61dss78FEvqB4B922qAoHnie3oNc/waUYkS+qOYU7HmsX6o7iTY8RQI2AD\nzyr1C7woktRnYJH6DDxSp8X3008/4XA4yMzMZObMmZw4cSJf8Dl37lyGDRtGeHi4Z1mHDh1ITk4m\nMTGRHTt28P7771OvXj127NhBbGws/fr1w2q1Mnv2bLKzs3njjTdQShX4mJSRI0fy+uuvc+zYMVJT\nU5k+fbrPerfbjcPhICcnB5fLhcPh8HsDnqqgb9++vPHGG54utv369fOZB0hPT8dmsxEWFsaePXt4\n++23C8yvbt26HDx4sMzLLSo3CT7FFTl/GBbdDhunwz1r4bdv8P/s3XeYXVW9//H3PmXOmTN9JjOZ\n9IRk0kmFECAhUaQICCrFoKBYEBSvctWr3utVsHdFbFgvys8rF5AuvYQAgUB675lM2mR6OWVO3b8/\nhoSETCZTTpmz5vN6Hp/HfbLO2mv4RB6/s9d3bfLKM72qboRbYe2fSaz7C//lXcLTlR/izhmlOHtQ\neK5gD8+xhcVMTMNCRURE5Ih77rmHYcOGUVlZyYsvvsizzz6L2/32S8HD4TAPPPDACQWpw+GgoqLi\n6H9KS0txOByUl5djWRZut5uHH36Yv/71r5SUlHD33XfzyCOP4HJ1vTnwxhtv5KKLLmLmzJmcccYZ\nxz1lPbLO3NxcbrnlFl555RV8Ph+f/vSnk/7PIxkKCgp49dVXT/rnixYtwu/3c95553V5DfDTn/6U\nv//97xQWFnLTTTexZMmS4+Y49hf7n/zkJ9m0aROlpaVZfVCT9I+VzvfvWJZlH2g7kLb7Cfgb/Ewc\nl5pi6Y9fXUr9rxcz6+NwwU/Afepdq5nlPwRv/AKGTOUT4QtweQu5a3o+jh4UnuvYz3Ns5TrmMZTC\nNCw2M7Ku/0i6pTzNojzNM5AytSxL72QUkV452b833vq8y/+DrZ5P6bVEDJ74HKx/DL6xAiqmZ3pF\nPdB+EF79Lky+iuVFC3liVRt75vSs8IwSZynbuYY5RheeIiIiIiKppCefhkv2k8+2/fCXc6FgOHzo\nYcgfmrSpU6dpB6z+HVRdQW3lQha81sKPJ+fxwcoTT8nryvNspZkgVzEnxQsVERHJDD35FJHe6suT\nT/V8So/tfKqz8Jz1cfjka1lQeNo27HkO3rwDpl/PywXnMOWlZq4Z5ulx4eknzBr2cR5VKV6siIiI\niIjZVHzKKcUjsPav8ND1cPEvYfHtnZ8fe+T5gFS7Cqqfg3O+DpWz+fq2AL+Zlsf3J+Wd+rt0vlbl\nQdYwh1FU0PX7vkwz4DOVXlGeZlGe5lGmIjLYqOdTTioSgGXf6XyNSsX0zm22o8/N9Kp6KNQEG/4K\nc24hkjeMq1e20RC1uXpYz554xojzIGtx42Qxk1K8WBERERER86nn03B96fmMhuCNX8Hrv4Cxi+Hd\n34OS01KzvpSIdcDquyC/EqYu4dbNfnYHEzwwp4Acx6kPGAoS4UHW4MTB1czBhTMNixYREckc9XyK\nSG/ptFvps9Z9sO/Vzr7OHU90PuG87hkYenqmV9ZLjdtg3Z+htAomfYBHDod59HCEVQuKe1R4QucB\nQz5yuJTpKjxFRERERJJExecgFqiD134Oe1+Cxh0w5jwYvRAW3QYl4079/YH0fjIAdj0JO/8FMz8J\nlbNpjib43KYW7p6RT4m7Z+3NO6hjB3XczHl4cJ/6C4YZcJlKvyhPsyhP8wykTMeMGYPVg9ePiYgc\nMWbMmF5/R8XnIHTgTXjuq3Dwzc6Ta9/9PRh1Lrh61g45MNVtgJ2Pw8JvgW8IAF/YHOC95W7OH5LT\noynCxHic9VzJHHz07DsiIiImqK6uzvQSst5A+mWC9J/yTA31fBruSM+nbUP1i7D8p1DzSueptVOv\nAo8Jh7jufBx2PQWzPgVDZwHwfEOET27ws2lhCXmunv0m93E2ECTMNZyRytWKiIiIiBhLPZ+DXP0W\nePY/4PB6WPCf8IG/HX04mP32vgi7n4YF34S8CgD2h+LcuMHPnVPzelR4xojzNJvZRxMfZX6qVywi\nIiIiMijpPZ+G2/tYAXef19nPectmOPMzySs8M/p+MtuGPc/Ctofg3G8cLTwBvrszxKUVOVw+tGf7\niP/FRpoJcgNnk0c27z3uP71zzizK0yzK0zzK1CzK0yzKMzX05NNA0YBFzdMedj+YS/0qV3a9n7Mn\n4lFYcxcE6mH+V44rPJ+qj3BfbZjN55X0aKq9NLGHBj7DIjz6n4OIiIiISMqkvefzdk6835yvtTP3\nv9pP+HzV9wtY/cMTmxI1vvvxntI4Q2bGGHNJiBHvrWfqtCoAlt4OL33rhOEsug0W337i5wN1/CU3\n30PhkCbu/+FnicfcR8fvD8U549UW7p9TyMJS9ynnj5PgD7zMYiYyhWED9ufVeI3XeI3XeI3XeI3X\neI3PlvG3c/KeTx04ZID2vU42/zGPbX/zUTEvwvgrQ0xYEsKy3j5wyAixMGy5Dw6vgYW3g6fw6B/Z\nts35b7Rxfpmbr0/wnXIqG5sn2EgrIa7lTCx0vLyIiIiISH91d+CQej6zlG1D7Ws5/PPsch5cWI5t\nwxUv1HPxA01UXdtZeKZaWvfCx6Ow4icQ9cOC244rPAFeb4mxIxDna+NzezTdBg6wmwauYKYKz2Oo\nv8EsytMsytM8ytQsytMsyjM1XJlegPSebcNrXylk1wO5nPXdts5i0+RfI9gJWPdn8JbC7Jt45w/b\nHE1wyyY/t1X5cPag6q6llafYzEeYN+gPGBIRERERSRdtu80igUMONv42nz2PePGUJLjw3ibyhiW6\n/U5Wb7u1bWjYDNsf7rye/xVwuk8YdvnKNkrdFn+ekd+j4vNx1lOEj4VMSPaKRUREREQGNb3nM8uF\nWyy2/c3Hqh8UMOHqEOf/tZkhs6Jp2VqbMaFG2HAPBGqh6goYPg8czhOGbWiL8UpzlAPvLu1R4dlG\nB5up5bOcl4pVi4iIiIjISZi8WTPrheodbPxtHv+YOpT61Tlc/nQDC+9spXz2wCg8U7YXvnkXLPsm\nFAyH874NI8/usvAE+P6uIP85Ppdc56n/gdjYPMgazmIc+XiTvWojqL/BLMrTLMrTPMrULMrTLMoz\nNfTkcwCybVj383zW/iKfMe/t4KIHmhh2TiTTy0q9WAfs/BdUPw8zPg7Dz+x2+PLmKP+qj/Lrafmn\nnpo4f+cNnFjabisiIiIikgHq+RxgDr2Sw+Y/5dG8xcXFDzSRPyrer/mypuezoxlW/rrzFNspH4L8\nym6Ht8cSzHy5he9PymPJ8FMfGvQC22ignauZq9NtRURERERSRD2fWSBwyMGGX+ez52Evkz8eZMEv\nWvCUpO8XAxnV0QKrfgdlk2HSB0+6xfaIhG3z0XV+3l3m7lHhuZ9mVrKXT7NAhaeIiIiISIao53MA\naNnh5KHzyom0Wrx/aQOzv+zPisKz33vhbRt2Pw0vfR3yh8LkK09ZeALccyDM3lCc304/9XZbgJfY\nwWKqKMbXv/UOAupvMIvyNIvyNI8yNYvyNIvyTA09+cywmqc9LLulmDNva2PS9aFMLye9Drze2d95\n7jdOuc32iJebonxhc4AXzioix3Hqp5hbOEQjfq5mTn9XKyIiIiIi/aCezwzacW8uy79SxAV/b2L4\nwtQcKDQgez7tBOx6svNwobmfhfLpPfraVn+Mxa+38pMpeVw/4tSn1drY3MMKZjKSmYzs76pFRERE\nROQU1PM5wCTi8OoXi6h50suljzUwZGYs00tKn0gAVv8WEjE49787X6fSA3XhBO9e0cYPJvWs8AQ4\nQAstBJlOz+4hIiIiIiKpo57PNLNteOULRTSsdXPVirqsLjx7tRfetmHvUnjxa+AtgbO+3KPCszoY\nZ8maNia+1MwnRnr4+Kiev5/zTfYyi1E49de8x9TfYBblaRblaR5lahblaRblmRp68plma36cT93K\nHC5/toGcgoF/qFDS7Hmms/ic/2UoGtOjrwRiNhe+0cqS4R5+My2fspyeF5G7aaCaRi5hWh8XLCIi\nIiIiyaSezzRJxGDdHflsv8fHZU82kDc8kZb7ZrznMxqElb/qfJ3KvFshb2iPv/r1bQGqQwn+Pqug\nV7dMYPMHXmYxE5lMzw4yEhERERGR/lPPZ4bZNjz7kVI66h1c+nhj2grPjGvcCqvvgqGz4KwvgaPn\nf90aIgnuqulgzYLiXt92NTV4cTOJnhe6IiIiIiKSWmqGS4MVXy+kbbeTy55sIH9UPNPLSZqT7oW3\nE3DwTXjzTph+Pcy4oVeF56GOBB9e285VlR5G5576vZ/HaibIS+zgQqZicepXscjx1N9gFuVpFuVp\nHmVqFuVpFuWZGnrymWIt211s/99crlldh9OT6dWkQTwCb/wCQk2d22xLe77l982WKPfXRvhjTQef\nGuXltipfr29/P6tYwHiGU9Tr74qIiIiISOqo5zPFVv0gn6jfwfzvtWXk/mnt+Ww/CGv/CPmVMOtG\nsHr+YP1/D3Tw5a1BPj3Kw+VDPcwp6v3vRZ5jC9s4zGdZpKeeIiIiIiIZoJ7PDNr3tJe5X2/P9DJS\ny050nmS76wk47WIY++5eFZ67AnH+c1uQ+2YXsKDU3acl1NDEeg7wGRWeIiIiIiIDkno+U2jfsx4i\n7RYj3h3O9FJSYunSpRBqhtd+DAdfh+nXwbj39KrwfKY+wpnLW/jkKG+fC884CZ5iE+9iErn0bQ7p\npP4GsyhPsyhP8yhTsyhPsyjP1NCTzxSJR+C1rxVyxn+34+jdmTnZI3AYln0Dxl0IVZf1qugEaIwk\n+OQGP3+bUcBlQ3P6vIwt1GJjM5MRfZ5DRERERERSSz2fKbL+V3nsfcLLZU80YmVwF2jKej5jYVj+\nfRi9qHObbR98Z0eQmo44fzy9d+/xPFaYGL9lKRcxjakM6/M8IiIiIiLSf931fGrbbQrYNmz+Yx7z\nv9+W0cIzZWwbNv0d8ofBmMV9mqIlmuDuAx18aFj/jgB+ie2MY4gKTxERERGRAU7FZwo0b3ZhJ2DI\nrGiml5Iae56Flt0sbRrX6622AC83RfnUBj+LSt28Z0jft9u2EmIt+3kPU/o8hxxP/Q1mUZ5mUZ7m\nUaZmUZ5mUZ6poeIzBTb/KY+JHw6Z+dQz1Aw7HoV5/w6u3j+1fLY+wpI17Zzmc/LjyXl9XoaNzUts\nZwYjyGcwvEBVRERERCS7qeczyWIhuHfGUC77VyPFE2OZXk7yez5X/BwKR8GUq/v09atWt3HhkBw+\nPdrbr2VspZYX2MoNnIOPvj89FRERERGR5FHPZxpt+5uPirmRAVF4Jl3jNmjbBxPf36evf2VrgHVt\nMS7vx8m2AEEiPMcWzmWCCk8RERERkSyh4jOJ4hFYf2c+s77sz/RSki/ih5W/htM/Cs7Od2n2Zi/8\n0sYIfz8Q5o1zi6n09O+v3fNsZQTFzNCrVZJO/Q1mUZ5mUZ7mUaZmUZ5mUZ6poeIziXbdn0vRhDgV\nZxh20JBtw5o/wKgFUDm7119vjia4eWOAO6fmUeLu31+5jRxgG4e5mOlYmNhUKyIiIiJiJvV8JtEz\n15Yw/soQ46/qyPRSjkpKz2fdethwD7zrh+Bw9uqrm9tjXPhmG9cO8/CTKX0/YAggRpy7WMaFTGUi\nQ/s1l4iIiIiIJJ96PtMgcNDBwZc9VJ4TyfRSkmvXU51PPad/pNeF54O1YRataOUHk3z9LjwBlrKd\nEvKooqLfc4mIiIiISHqp+EyS9b/Kp2pJkLzhiUwvJTkiftj0D9j9NCz4JgyddcKQ7vbCb26P8ZG1\n7dw7q4DrR/TvZFuAWtpYwz6uYKa226aQ+hvMojzNojzNo0zNojzNojxTQ8VnEiRisPufuUz9VDDT\nS0mOSABe+zGEW2Hh7ZDXuyeNtm3z8z0hbhrt5fwh/T+NNkqc59jCWYzTOz1FRERERLKUej6ToPa1\nHF65tYgrX6/HGmAP5XrV8xlqgj3PwL5XYMTZMO3D9OUH+kNNB7/YE2LFOUUU9vOAoZfYznJ2M4VK\n3scMnPp9iYiIiIjIgNVdz6erhxNcDNxB55PSP9u2/aMuxlwD3AYkgHW2bV/X9yVnl/3Pexg6PzLg\nCs8esW1o3w8HXoeal2DkuXDetyC3rE/TfW9nkP/Z38HDcwv7XXjuoI417OMmFlJK/3tGRUREREQk\nc05ZHViW5QB+DVwETAOutSxr8jvGTAC+Cpxt2/bpwK0pWOuAFPVbbPpDHtM/E8j0UnrHTsCeZ+HF\nr8LKX0GsAxZ9B6Zd2+PC85174de1xbijOsQrZxczvaBHv9c4qRhxnmQjlzNThWcaqb/BLMrTLMrT\nPMrULMrTLMozNXpSIcwDdti2vRfAsqx7gSuArceMuRH4jW3bbQC2bTcke6ED1d4nvJTPiVAyOZbp\npfSc/xCs+SNgw6wboWRCn7bXHmuLP8YHV7fx3Yk+Kj393xr7ItsZRhGnMaTfc4mIiIiISOadsufT\nsqwrgYts2/70W9fXAfNs2/78MWMeArYD59L5NPVbtm0/3cVcRvV8JmLw0HnlzP5KO6e9f+C82/NY\nx/V8JuKw90XY/giMvwjGXwJW/wtFf8xm2rJmbh2Xy7+Py+3XXK2EWMt+1rKPG1mAj/4fWCQiIiIi\nIunR757PHnABE4DzgNHAMsuyph95Emqq9b/Mx1OaYNwVA7PwPE4iBqt+B5E2mP8lKBqbtKn/c1uA\nRWXufhWeNjaPsp4t1DKVSj7MmSo8RUREREQM0pPi8wCdBeURI9/67Fj7gddt204A1ZZlbQeqgFXv\nnOzWm29l1OhRABQWFTJtxjTOWXgOAMtfXg6QFddt1U4e/ulKFvyyBcuan/H1nOw61Bpi4tASWPVb\nlm6qh6r3s/itwvPIXvbFixf36fqOO+6gfNLp/J97FlvPK+nXfMvYybKlL3Ex07hg8cykrE/Xvb9e\nu3Ytt95664BZj66Vp67fvlae5l0f+WygrEfX/bs+8tlAWY+u+3d95LOBsp6BfL127VpaWloAqK6u\npjs92XbrBLYB5wOHgDeAa23b3nLMmIve+uwGy7KG0Fl0zrJtu/kdcxmz7XbpzcXkDYtz5m3tmV7K\nSTk7WnDtepWy1nUw4VI47eJ+93Yea+nSpfy1ZC4FLos7p+X3eZ6V7GUFe/go8ynAm7T1Se8tXbr0\n6L9MJPspT7MoT/MoU7MoT7Moz77rbtttj97z+darVn7J269a+aFlWd8C3rRt+/G3xvwMuBiIAd+1\nbfv+Luax7cduOGH+9jHvpn3s+Sd8XlD9PAV7X9D43o4ftQgrEcF3aCVtRadTPOODUDACtj0MOx45\nYTxVV8Ck95/4+SnG7w/FmfFKC9WLSzpfq5Lk+TVe4zVe4zVe4zVe4zVe4zU+u8Zb77u7f8Vnspjy\n5HPFfxcS64BzfzrwWlpd7Qcp2Xof0bxhtFZdTntr/O0Dh5LshnXtFLgsftXHp54N+PkflrOEMxlF\nSZJXJyIiIiIi6dbdk09HuheT7UL1Drbd42Pmrf5ML+UErvaDlK+5i8DIc2mZ+iFsd/9Onu3Ok3UR\nHnvuRW6v8vXp+wkS3MubnM9kFZ4DyLF9DpL9lKdZlKd5lKlZlKdZlGdqJOu020Fj/S/zGX9liPyR\niUwv5Ti+A69TWP0crRMuJTjszJTeqzGS4GPr27m9ykdZTt9+f7GdOnLJYc5xZ1mJiIiIiIiptO22\nF2JBi/+dPJQPLq8bOMWnncB38A3y9y2jafpHieVXHvfHx73nM0m+ujVAe8zmt9P7tt22iQB/YTkf\nYBbjKU/q2kREREREJHPS8Z7PQWHvEx6GzIkMmMLTioUp3no/7kBtl4VnKoTiNvceDPPQ3MI+fT9C\njL+wnHM4TYWniIiIiMggop7PHrJt2PznPCZcE8r0UgBwhhoZsvb3JNw+6ud+Li2FJ8D9h8JMzncy\np8jVp73wO6hjKIWcw/jkL076Tf0NZlGeZlGe5lGmZlGeZlGeqaEnnz208bd5RP1W5otP28ZXu4rC\n3U/RPvZ8AsPnJ/Xdnd1J2Da/rengv8b37SCjDqI8yxYu5fQkr0xERERERAY69Xz2QN2bbp66upT3\nv9BA4WnxjK3Dikco2vEoOa3VNE+9lmjBiFN+J5k9nx9f186uYJwX5xfh7GXBa2OzjB00EeADzE7K\nekREREREZGBRz2c/dDRavPa1ImZ92Z/RwhM7wZA1vyeWO4T6uf+G7fKk9faHOhI8fDjC3neV9Knw\nfJT17KGBa0ntSbwiIiIiIjIwqeezG7GgxWMXDaF0epSpnwhmbiG2Tf6+l7Eti+apS9JeeAJ8Z2eQ\na4Z5KHS//Vemp3vhn2cbjfj5LIsYSt8OKpL0UH+DWZSnWZSneZSpWZSnWZRnaujJZzdWfq+Akmkx\nFv6yNWNrcIYaKdvwV7BtmqZfn7b+zmNVB+P836EwOxeX9Pq7dbSzmr3cyEJy9NdNRERERGTQUs/n\nSTSsc/HkB8q48vV6fBXpf7WKM9SIr3Y1voNv4B+9iMDIc/tUeCaj5/NDa9qYkufk9ol5vfrefpq5\nj1UsYiJzGd2vNYiIiIiIyMCnns8+WH9nPjO/6M9I4elt2EzxlvsJVc6mYc7NxHPL0r6GI56uj/Bi\nY5S/nF7Qq+8lsLmXlVzMVKZz6oORRERERETEbOr57IJ/v4P9z3qp+lB6X6tiRYMU7vwXxdv+SdP0\n62itujxjhadt2/y+JsRH1rZz/+xC8lwn/vKiu73wq6mhnHwVnllG/Q1mUZ5mUZ7mUaZmUZ5mUZ6p\noeKzC9WP5zLmfSFyy9P31NPdvp+KN+/AsuPUz/03IiXj03bvrvxod4if7g5xz8wCFpW5e/XdAGGW\nsp2LmZai1YmIiIiISLZRz+c7xMPw2EVDOP3zfsZ/sCMt93QF6ynd8Df8oxYSHD4vqXP3pedzuz/O\n/NdaWHVuMeN8zl7f83m2EiDM5czs9XdFRERERCR7ddfzqSef77Dpj3l4ShKMuyI9haenaSdla/6A\nf9SCpBeefbG+LcY5r7Xwo0l5fSo8GwmwmhoW079DjkRERERExCwqPo/R0Wix6a485n69HUfv665e\nc7fVULL5f2meuoTg8LNSf8NT2OKPccP6dr490ceNo72nHN/VXviX2cE8xlJIbgpWKKmm/gazKE+z\nKE/zKFOzKE+zKM/U0Gm3b2na5OKJ95cx/qoQFWdEU34/d9t+Sjf9ndYJl2Wsv9O2bZ5uiPL7mg52\nBuLs60hwW5WPm3tQeHalnnZ2UMdnWJTklYqIiIiISLZTzyeQiMI/zy1n2o0Bpt4YTO3NbBvfoTcp\nqH6O1gmX0VExI6W3O1nP5+FwgvetbMMft/nqabnMKnRxms9BgatvD8ObCfIXXuUCpjCDkf1dtoiI\niIiIZCG95/MUDi7z4PbZTPlUagtPZ7CBwj1P4wo10jjzU8TyKlJ6v660RhN8b1eIP+3r4JYxXr5d\n5cOyuvy70WMJbP6PlZzJWBWeIiIiIiLSJfV8Arsf8jL+qhD9rMG6l4hRtuFuYrnlNMy+OSOF54uN\nEaYua2F/KMHaBcV8Z2JevwrPI3vhX2EnXtwsZEKSViqZov4GsyhPsyhP8yhTsyhPsyjP1Bj0Tz4T\nUah+3Mucr9Wn7iZ2grJ1fyFSOJr2cReQ2iq3a3tDca5c3c69swq4sDwnafO2EOR19nAjC7BI/88l\nIiIiIiLZYdD3fO590sPanxVwxXMNKbtHfs1LeBs20TD7ZrDS+7DZ3+CnamwVN230k+e0+MXU/KTO\n/xBrKCWPRXq1ioiIiIjIoKf3fHZjy5/ymPKJQMrmd/lrya9ZSvPUa9NeeALsjTiYt7yVV5pjfHW8\nL6lz19HOLho4i3FJnVdERERERMwzqIvPcLNF7Yocxr6vIzU3sG2Kt/2T9rEXEPeWpOYeJ5Gw4R+1\nDq7eU8gFQ9ysX1BMpSe5cf9p6X3MYyxe3EmdVzJH/Q1mUZ5mUZ7mUaZmUZ5mUZ6pkfaezxEvn9hv\n+MXRcb40Jn7C5z/b6+TnNc6Ujf/6kx7+8Y8mvr7W3aPxvZ3/oe01vNsfY2pgEeyxTjk+WT/vTSPi\nrGi1sCz425h2Lp/UebjR7dsDfGtn6ITxt03I5faJeSd83t34/57opYYmZh5zum0y59f4DI1f38pt\nwwMDZz0a37/xr7dCsKHn4wfa+jVe4w0f/7HGEItP+DR71q/x7xi//vh/52Z8PRqv8RkcfzKDtucz\nEYf/nTiUS59opGRSLCX3KN3wNzrKJhEcflZK5u/K6jaLr+xwcmGZzZfHxAk2dv2ez/7awAHWc4CP\nMC/pc4uIiIiISHZSz2cX2nY7cfrslBWe7rZ9uP0HCA2dnZL53ymcgF/vc7Bko4sllQn+Y0wcRwoP\nn91JPVWUp+4GIiIiIiJilEFbfDZtclM2PZqy+Qv3PIN/5AJsZ/Jea3Iy2wPwkY0unm9ycN/pMT41\nIpHSt7mEibGNWuqX7kjdTSQj1N9gFuVpFuVpHmVqFuVpFuWZGoO3+NzopnRaip56tu/HGWoiMPKc\nlMx/RNzufNr5wfVu5hfZ/OP0GLMKUruN2sbmcTYwnnLySH1hLSIiIiIiZhi0PZ9PfqCUyZ8IMi4F\nJ90W7nwc2+mhfdwFSZ/7iPsOO/jmLifjc23+MDXGCE/X4/wNye353Ek9T7GRT7FAp9yKiIiIiMhx\n1PP5DrGgxeE3chi+MJz0uT2N2/DVriJUMTPpcwO0xuAH1U6+tdvJAzNi/Gv2yQvPVFhJNfMYp8JT\nRERERER6ZVAWn/Vr3ZRMiuEpTu5TXysepmjHo7RMvopYXkVS54bOk2zPX+WmLgJPz44yPT99T60B\n6mlnL03MZhSgvfAmUqZmUZ5mUZ7mUaZmUZ5mUZ6pkfb3fA4EjevdlJ6e/MOGCnc9SaRoLB1lpyma\noQAAIABJREFUU5M6b8yGfx528INqJ98eH+fy8kRS5++p59jKAibg5sR3i4qIiIiIiHRnUPZ8Pn5p\nGZM/FmTCNT1/IeqpeOs3UrTjUernfo6EpzBp87bG4HNbXdRG4Dvj48wv6l1eyer5bCbIn3iFL/Bu\ncgbn7yxEREREROQU1PN5jOZtLpo3uxj7vuQVno5IO8XbH6Zl8lVJLTyrQ3D5WjejvTaPzIz1uvBM\nplfZyUxGqvAUEREREZE+GXTFZ9MGF5XnRnDlJmlCO07R9kcIDp1NuDQ5p8puC1jctMXJpWvdfHx4\nnO9NiOPL4E7XahrZwEEWMuG4z7UX3jzK1CzK0yzK0zzK1CzK0yzKMzUGXfHZtsdF0fjkvd8zf98r\nOKJB2se+Jynz3X3QwQfXu5iaZ/P8nCg3DM9Mf+cRAcI8wjrex+nk6r2eIiIiIiLSR4Ou5/Oxi8uY\n8QU/Y97b/9esOENNDFn9Oxrm3Ew8t6xfc0US8NWdTl5rcfA/02JMyUtOLv3t+fwna8jFzXuZhkWX\nW7dFREREREQA9XweZdvQuMFN5fxIUiYr3P0UgRFn97vwBPifgw6qQxbPz40mrfDsr1XUcIBmFjNR\nhaeIiIiIiPTLoCo+2/c6cefbeEr6X9x5GzbiChzGP2phv+d6tN7BHTVOflIVI2+AvMVkDw08z1au\n5Ux8J9luq73w5lGmZlGeZlGe5lGmZlGeZlGeqTGoji5tWOtmyKz+v9/T5T9E4a6naJn0QXC6+zxP\nWwy+ttPJunYHv54cY4Kv30tLigO0cB+ruJwZlFOQ6eWIiIiIiIgBBlXP54pvFuDKtZn7n/4+z+Hs\naKF81a9pH72YwKgFfZ6nPgI3b3Ex3GPzw6p4yp549qbnswE/y9jBHhp5L9OYyrDULEpERERERIzU\nXc/noHryefj1HOZ8re+F55E+z+DQ2f0qPF9utrhlm4v3lye47bQ4zgy2UwaJsIt6NnOIPTQwi1F8\njsV4BtdfDRERERERSbFB0/OZiEPDmpx+HTbkq12Js6OJtnEX9m0NNnxzl5Obt7q4Y2KMb4/PXOHZ\nTJAHWM2veJHNHKKKCv6d87mYaT0uPLUX3jzK1CzK0yzK0zzK1CzK0yzKMzUGzeOtxvVu8kfHcPn6\nts3YikfIO/Ba5/s8+9DnGU3AF3c42ddh8dqZUQoz9E8+gc1GDvAsW5jDaN7HDD3lFBERERGRlBs0\nPZ+b/uCjcYOb837V2vsv2zb5NS+R01ZD0/Trwerd48qE3XmwUHXI4q/TYuSm8UTbY3s+w0R5iHU0\n4ucSpjOOIelbiIiIiIiIGE89n0DdGzkMW9C3Lbe+Q2+Qd3AFjad/rNeFJ8DfDjl4ucXBozOjaS08\nj9VIgIdYQzE+PsUCPe0UEREREZG0GjQ9n+01ToqqYr3+nqv9IAXVz9E07cPE8it7/f3aMPyo2sn/\nTI1R3vXrMlPKxuYJNvBnXmEaw/kgs5JWeGovvHmUqVmUp1mUp3mUqVmUp1mUZ2oMmsdfrTtdFI3v\nffGZv/8VgsPOIlo4qk/3/X+1Tj5QkWByXvq2Nx9hY7OupJFmYnyed+Ol7+8kFRERERER6Y9B0fPZ\n0Whx78yhfGxfba92zebWrqFg7wvUz70F2+Xt9X1fbrb4zFYXD86IMjGv11/vl4AV4cncXThiNjd4\nFpBP79cvIiIiIiLSGwOq5/NPBWtO+Gx2uJK5kWEnfL4q5xBrPLX9Hj+xfjjFVWUnFJ7dzX92fYTC\n3U/QOOOTRwvP3qxnW8Dir9Fabr3wIMuAZWn8eU+PVLDf2cb4WAkTDuaRP65z/UvZzjJ2nDD+PKpY\nzMQTPtd4jdd4jdd4jdd4jdd4jdd4je/t+JMZFE8+19+ZR+tOFwvv7OFJt7ZN+co78Y9ZTKhiZq/v\nZ9twxToXVw9NcP2wRK+/3x+tVgcP5m1lfLSUheFRBBoCR0+7TbalS5eyePHilMwtmaFMzaI8zaI8\nzaNMzaI8zaI8+25APfnMhD0P5zL3v9t7PN7dvg/LThAqn9Gn+/1uv4NwApYMTV/h2UGM1Z5D7HI3\nc1Z4BFOj5Wm7t4iIiIiIyKkY/+TTTsDdIyr5yNbD5BT17Gct2fQPogXD8Y9e1Ov71Ybh/NVuHp4Z\npcrX66/3yS5XMys8Bxgez+es8Ahy7bcPFjr2PZ8iIiIiIiKpNKiffLbtceItTfS48Mxp3oXbf4Dm\nyVf16X6/2e/kA+WJtBWejY4Qr3r3sbBjNGNjRVj0/j2kIiIiIiIiqWb8ez6bNrspmdqzV6xY8QhF\nOx+nbfx7wdn715I802jxRIODz4+O9/q7vWVjs9XdwBO5O5gXHs64WHHaC0+9/8g8ytQsytMsytM8\nytQsytMsyjM1jH/y2bzFRenUaI/G5h14nUROPh1lU3t9n4QNX9zu4o9TYlTk9PrrvWJj87K3hgZH\nkPeFJlKc0GtURERERERkYOtRz6dlWRcDd9D5pPTPtm3/6CTjrgTuB86wbXt1F3+e9p7Pp64uZfyV\nIaqWhLod5ww1MmT1XTTO/jQxX+8P67mjxsFj9Q6en9uzp6x91W6FeTF3LwCXBCfgOsXDa/V8ioiI\niIhIunTX83nKbbeWZTmAXwMXAdOAay3LmtzFuHzg88Dr/Vtu8sRCcHCph7Hv6zjl2OLtj+AfvahP\nhee6dovf73fyj9NTW3jWOv087tvB8Fg+lwWrTll4ioiIiIiIDBQ9qV7mATts295r23YUuBe4ootx\n3wF+CISTuL5+advjomBMDHde9093naFGXIFaAiPP7vU9OhLw+W0uvj0+nrLttiEryjO5u3jeu4ez\nwiM4IzIcxwA4WEh74c2jTM2iPM2iPM2jTM2iPM2iPFOjJ8XnCGDfMdf73/rsKMuyZgMjbdt+Molr\n67fWnS6KJpz6aWR+zUsEK88Ay9nre/zxgIPRXpurKlLzTs92K8Ijvm0UJDwsCUzjtFhJSu4jIiIi\nIiKSSv3et2lZlgX8HPjSsR/3d95kaN3lovC07k+edQYb8DZswT9qYa/n3xOC3+938v0JMawU/MQN\njiCP+rYxJVrO2eGROAfYNtvFixdnegmSZMrULMrTLMrTPMrULMrTLMozNXpy2u0BYPQx1yPf+uyI\nAjp7QZe+VYhWAo9YlnV5V4cO3XrzrYwaPQqAwqJCps2YxjkLzwFg+cvLAZJ2/cYbr5I3Is585px0\nfP7eFzln4TnY7txez/+5+1dwWb7NqLPnJ3X9Q981he3uRlYse53ToxXMPOf0Ps8Xag0dPXDoyPaB\nI/9j0rWuda1rXeta17rWta51rev+XK9du5aWlhYAqqur6c4pT7u1LMsJbAPOBw4BbwDX2ra95STj\nXwS+aNv2mi7+LK2n3T59TSkTrw8y7iQHDrn8tZSt/wt1876E7fL0au6tAYvrNrpYfmaUHEcyVgut\nVpg1nkPsc7Uxv2MkY2NFuOn9VuBjpfK026VLlx79iydmUKZmUZ5mUZ7mUaZmUZ5mUZ59191pt6d8\n8mnbdtyyrM8Bz/D2q1a2WJb1LeBN27Yff+dXGCDbbpu3uiiZfPJ3fObvf5XAyAW9LjxDcfjZXieX\nlSeSVngedgR4MXcPVdEyrvFPxWP+K1hFRERERGQQ6dF7PpN2szQ++YyF4G9jhnHDwUM4uqjjHNEA\nFW/8nLozvkDCU9jjeTsSsGSDi4oc+HlVjPx+1ogxEizz7uWwM8C88AjGJ/lAIb3nU0RERERE0qVf\nTz6zVesuFwVjY10WngC+QyvpKJvSq8IT4D92OKnMsfnN5DjOfj7fjRDnSd9OcmwnVwem6r2dIiIi\nIiJiLGOrnZZtLoonnvw1K96GTQQr5/ZqzqcbLVa3OfjFxP4XnlvdDfwzbwtlcR8Xh8ZnZeF5pOFY\nzKFMzaI8zaI8zaNMzaI8zaI8U8PcJ587XBRXdV18WvEIrkAdkcKRPZ4vbsOdNU7+a1yM3H6cARQh\nzqaceja767koNJ4hCV/fJxMREREREckSxvZ8Pn9DCaMv7qBqSeiEP8tp2UPh7qdpmHNzj+ba4Le4\ncbOLKp/N3dNifX7qGSbGQ3lbGRrPZ2ZkKKWJ3L5N1Avq+RQRERERkXQZlD2f/n1O8kfHu/yznLZ9\nRApH9WieZxotvrzDxQ8mxLh0SP8K9de9B6iM57O4Y2y/5hEREREREck22ddo2EP+/U4KRp2k+Gyt\nJlI4+pRzvN5q8aXtLv48pX+FZ9CK8qx3N/WOIOd09KzozQbaC28eZWoW5WkW5WkeZWoW5WkW5Zka\nRhafiSh0NDjwDTux+LTiEXJaqwmXjO92joYI3LjZxc8mxjizqO+FZwKbF7x7yLPdvD84iRz60TAq\nIiIiIiKSpYzs+Wzf6+Sxi4fw4S2HT/iznvZ7/qLGQXXI4peTun562hNBK8qrnn2ErTiXhCbgoJ9H\n5PaBej5FRERERCRduuv5NPLJZ2e/Z9cn3XobNhMpGtPt9yMJuOeQk48PT/R5DQErwuO+HRQlPFwY\nOi0jhaeIiIiIiMhAYWTx2b7XSUFXhw0lYvgOryEwfF633//Wbien59vMKujbU2Ebm5e8exkTK2Je\nZISxW221F948ytQsytMsytM8ytQsytMsyjM1jDzt1r/PSX4Xhw15mncR9VUQzy076Xf/Wefg6UYH\nL8yN9vn+u1zNRKwEZ4aH93kOERERERERkxjZ8/nSZ4sZelaEyR8LHvd54c7HSbjz8Y9Z3OX3tgfg\n8nVu/jkjxrT8vv1zqXX6eTZ3N4tDYxgVL+rTHMmknk8REREREUmXQdfz2V7jpKCLnk9P0w7CpVVd\nfiduww2b3XxlTLzPhWecBEu91SwaIIWniIiIiIjIQGFk8emvcZL/jp5PKxrCGWkjmj+sy+88VOeg\nPMfmEyP6fsjQ+pw68hM5jB4khaf2wptHmZpFeZpFeZpHmZpFeZpFeaaGccVnIgaBgyf2fLoDtcR8\nQ8Hq+kd+tMHBJ/pxuq3firAxp45FHd2fpCsiIiIiIjIYGdfz6d/n5NELT3zHZ9GOR4m78/CPPf+E\n7+wMdvZ6vnpGlBJ37++ZwObp3F2UxXOZFxnR16WnhHo+RUREREQkXQZVz2d7Tdfv+PQ07aBjyLQT\nPo8m4LNbXXxhVLxPhWeUOMu8e4lYceZEut7SKyIiIiIiMtiZV3xWn/iOT1egDsuOE8urOGH87/Y7\nKHTBjX3s9XzNs58OK8Z7gxNwmfePs1vaC28eZWoW5WkW5WkeZWoW5WkW5ZkaxlVLrbtcFI47vvj0\nNG2no2zyCf2ejRH4wwEnP62K4ejywXD39jvb2O9q512hseTg7M+yRUREREREjGZcz+fSm4oZtjDM\npOtCRz8r3nIf4eLTCA0747ixt+1yYgPfHh+ntw4523nOu4d3dYxlZLywv8tOGfV8ioiIiIhIugyq\nns/AISd5w47fQpvTto9o4ajjPvPH4L7DDm4a0fvCM2hFed5bzYLwqAFdeIqIiIiIiAwUxhWfrTud\nFI57+8AhZ6gRRyxEzFd+3LjXWi2m59uM8PZu/ghxlnlrqIqVMi5WkowlZy3thTePMjWL8jSL8jSP\nMjWL8jSL8kwNo4rPRByCtce/49MdOEykcNQJ/Z7PNDk4v7R3hww1OoLcl7eZHNvBGWGdbCsiIiIi\nItJTRvV8Busc/HN+Odfvfvsdn/k1y3BE/bSNv+ToZwkb5qxw8/DMKGNzezb3QWc7S717mRcezoRY\nabKXnjLq+RQRERERkXTprufTle7FpFLosAPf0OOfZroCtYSLTzvus00Bi0IXPSo8O4ixznOYbe7G\nrCs8RUREREREBgqjtt0Ga53kVhx/gFBO+/4TDhv6wwEH7yo59ZbbKHGez91Di6OD9wcmMTk6JKnr\nzXbaC28eZWoW5WkW5WkeZWoW5WkW5ZkaZj35rHOQe8yTTysaxBHxH3fYUCAOzzc5eHZ2tNu5wsR4\n1Led8oSPhR2jcZpVp4uIiIiIiKSVUT2fa3+eT7jF4qxvtwPgadxG/v5XaJz5yaNj/nbIwVMNDv4+\nPYbV5U5kqHX6WeatYUSsgHPDo7oelCXU8ykiIiIiIukyaN7zGTrswFfx9pNPd+Aw0fy3T6UNJ+C3\n+5zcNDJ+0sKzwRHkmdzdzA0Py/rCU0REREREZKAwqvgMHnYet+3WFThENG/o0euVbRalbpvzirt+\n2pvA5mVvDWeFRzB+kL/Dsye0F948ytQsytMsytM8ytQsytMsyjM1jCo+Q3UOfEOPecen/xDR/BFH\nrzcHLGYX2Cd96rkq5xAe28XEqE60FRERERERSSajej7vm1PBBf9oomRSDOJRhi3/LofO/QY4Os9V\nummLk3eV2CypPPGk243uOjbm1HF5cBI+252yNaabej5FRERERCRdBk3PZ/Dw208+3cE6YrllRwvP\nfR2wvMXBe0pPLDz9VoSVnkNcFJpgVOEpIiIiIiIyUBhTfEb9FokY5BR1PsnNaa0mcsz7PZc2O3hX\naYIhOcd/z8ZmqXcvMyNDKUl407nkrKe98OZRpmZRnmZRnuZRpmZRnmZRnqlhTPEZqnOQW5E42s/p\n9h8iUvB28flis4Nzi07cYlzr9BOyosyKDD3hz0RERERERCQ5jOn5rFvp5tUvFfGBlxoAGLL6LtrG\nX0ykaCwxG6pedbN+fpQC19vfsbF5xLeNKdFyJkXLUrKuTFPPp4iIiIiIpMug6PkMNznwlLzdz+kM\nNRLLHQLAnhAM93Bc4QnQ5AgRseI63VZERERERCTFjCk+O5oceN86TMiKBrHsOAl3HgD3HXayqOTE\ng4aqXa0MjxVicZJ3r0i3tBfePMrULMrTLMrTPMrULMrTLMozNYwpPkMNDnLLOwtMV6ix86TbtxpA\nX2y2uLLi+OKzxepgc049p0fK075WERERERGRwcaYns9Xv1xI4bg4p98SwFu3gdz69TRP+wi7Q3Dl\nOjcrz4rifOsBp43NA3lbmBIZwvRoRUrWM1Co51NERERERNJlUPR8tu91UTguBoCro4m4t7OP85lG\nBxeWJY4WngCHnH4ctsW0qJ56ioiIiIiIpIMxxWfgoJO84Z1ba50dTcRyO4vPZxsdvKf07S23Njav\nefYzPVKhXs9+0l548yhTsyhPsyhP8yhTsyhPsyjP1DCm+AwecuAbFgfAGW4jnlNIwoaNAYszC9/e\nWlznCJLAZmJMJ9yKiIiIiIikixE9n/EI3D1sGJ+oP4TlgIoVP6Np+vVstSq4bqOb1+dFj45d6q2m\nJOFlZqQy6esYiNTzKSIiIiIi6WJ8z2fosJPcigSWAxyRAI5okJhvCM81OVhQ/PaW26AVZa+rlapo\nWQZXKyIiIiIiMvgYUXwGDjrwVXZuuXW37ydaMAIsB0ubOw8bgs5ez+e9e5gSGYLPdmdyucbQXnjz\nKFOzKE+zKE/zKFOzKE+zKM/UMKL4DNY6j/Z75rTvJ1IwkpgNq9vf7vdsdIQIOqKcGRmeyaWKiIiI\niIgMSkb0fG68K4/W7S7O/XkrJZv+Qah8Git9M7llq4uXzujs93wz5yAWcMYgKz7V8ykiIiIiIuli\nfM9nsNaBb3jnk09H1E8ip4DXWy3OKnq737PW6ac84cvUEkVERERERAY1I4rPwEEneW9tu3VE/CTc\neaxtt5hT0PlU129FaHF2MDJWmMllGkd74c2jTM2iPM2iPM2jTM2iPM2iPFPDiOIzWOvEV5kA2+58\nx6enkPV+BzPeKj5rXK2MjhXhNOPHFRERERERyTpG9Hzef2Y55/+1mbKqNoa+8TN2nPUNZq9ws/Wc\nKC4LnvHuZlysmKpYadLvPdCp51NERERERNJlEPR8OvFVxnF1NBP3FLMpYDElz8ZldW65PezyMyZW\nlOllioiIiIiIDFpZX3xGAxbxsIWnxMbZ0UzMW0JNh8UY79tbbsfEisjBmeGVmkd74c2jTM2iPM2i\nPM2jTM2iPM2iPFMj64vP4CEHvso4lgXOjhbi3hJ2Bi0m+DqLz8POAENj+RlepYiIiIiIyOCW9T2f\nh17J4c3vFHD5040UbX+YaF4lH2ldwPvKE1xenuD/8jZxYWg8JQlvUu+bLdTzKSIiIiIi6WJ0z2fg\nkJO8YZ3v83SFGonnDmFPCE7LtQlaUSJWnOKEJ8OrFBERERERGdyyvvgM1nZuuwVwBRuI5JZR3WEx\n1mtT5wxQHvdh0WXhLf2kvfDmUaZmUZ5mUZ7mUaZmUZ5mUZ6p0aPi07Ksiy3L2mpZ1nbLsr7axZ//\nu2VZmyzLWmtZ1rOWZY1K/lK7FjjoJG94HCsWxoqFOGAVke+EfBfUOQJUxPPStRQRERERERE5iVP2\nfFqW5QC2A+cDB4E3gSW2bW89ZswiYIVt2x2WZd0MLLZte0kXcyW95/P5G0oYc0kHUy7eTtGOR3lk\n/Of46V4nD86M8qBvK+eGR1EZH7wHDqnnU0RERERE0qW/PZ/zgB22be+1bTsK3AtccewA27Zfsm27\n463L14ER/Vlwb4TqHORWxHEF64j5ytkTshiXa9NuReiwYgzVk08REREREZGM60nxOQLYd8z1frov\nLj8JPNmfRfVGpM2Bp9jGHagjlldJdUdn8VnnDDA0nqd+zxTSXnjzKFOzKE+zKE/zKFOzKE+zKM/U\nSOqBQ5ZlXQfMBX6SzHm709Fk4SlJ4Ay3EvcUdT75fOuwIfV7ioiIiIiIDAyuHow5AIw+5nrkW58d\nx7Ks9wD/CZz31vbcLt16862MGt15HlFhUSHTZkzjnIXnALD85eUAPb5+9aXlbD5UxoeGTcK1vo6l\n+/LYtL+DL35oPtudAZpe2I4/savP85twHWoNHe35PPIbnMWLFyfl+shnyZpP1wPj+oiBsh5d9+/6\niIGyHl337/qIgbIeXeta17rWta7Xrl1LS0sLANXV1XSnJwcOOYFtdB44dAh4A7jWtu0tx4yZDdwP\nXGTb9q5u5krqgUOBQw4eWljOdTsPU/nKtzh01leZ8EYBa+eHeaBoPdf7Z+DCkbT7ZSMdOCQiIiIi\nIunSrwOHbNuOA58DngE2Affatr3FsqxvWZZ12VvDfgzkAfdblrXGsqyHk7T2bgX2O8kbEceKh8G2\nqY17KHBCyB2iOOEd9IVnqh35zYeYQ5maRXmaRXmaR5maRXmaRXmmRk+23WLb9lPApHd8dtsx//2C\nJK+rR4J1TnxDEzgifhI5+ewPOxjptWlxdFCU8GRiSSIiIiIiItKFU267TerNkrztdtv/y+XQyx4u\n/OEqCva+wJ+G38QzjRYfnrWH0kQu06LlSbtXttK2WxERERERSZf+vudzwAq3OPAUJ3CFGonllrGv\nA0Z5OfqaFRERERERERkYsrr4DBxw4hsex9nRRNxbyv6wxQhvgjZHmOKEN9PLM572wptHmZpFeZpF\neZpHmZpFeZpFeaZGVhefHQ0OcssTOMNtxD1F7OuwKC8IUJjw6LAhERERERGRASSrez6fvqaUSR8L\nMnfkb/GPWsDcXdP49rx95OfEmB8embT7ZDP1fIqIiIiISLqY2/PZauEpTuDsaKbBWUJzFBKeIOXq\n9xQRERERERlQsrr4jLQ4yCmM4Qy3ss0uY7zPpskZYkg8N9NLGxS0F948ytQsytMsytM8ytQsytMs\nyjM1srr4DLc48BW0kXDlciDqYpQvRtiKUWDrHZ8iIiIiIiIDSdb2fNo2/KV8GDdueZPSmof57tDP\n0+TyM/20fVwenJSUe5hAPZ8iIiIiIpIuRvZ8RtssHG6bHKuVhKeIA2GLisIgpXFfppcmIiIiIiIi\n75C1xWewzoFvaAJnRwsxbwk1HRY+X5CyhPo900V74c2jTM2iPM2iPM2jTM2iPM2iPFMja4vP9r0u\n8kfHcYUaiXtL2d8BeIOU6bAhERERERGRASdrez633u3j8JtuPvjpn9M+8jzGbpvC1y5cyfX+03Hj\nTMo9TKCeTxERERERSRcjez6DtZ3bbl3Beho95eTnxHDhUOEpIiIiIiIyAGVt8Rmqc+KriOCIBtkR\nL2JaaZDihDfTyxpUtBfePMrULMrTLMrTPMrULMrTLMozNbK3+GxwUDS0iXhOPjVhJ2OLQpTGVXyK\niIiIiIgMRFnb8/n4JWUs/Mp6xhc+xjeGfBZr6D4W57uYER2alPlNoZ5PERERERFJFyN7PkMNDvIK\nmoh7i6jpsMj3dlCkbbciIiIiIiIDUvYWn7VO8n1NxLwlHAhbOD1hCm1Pppc1qGgvvHmUqVmUp1mU\np3mUqVmUp1mUZ2pkZfEZDVjEOiy81BHLHUJbPE7cGaEwkZPppYmIiIiIiEgXsrLns2WHk6evLuOW\nP99Ga9XlXHCgghtm7+GajslJWKVZ1PMpIiIiIiLpYlzPZ+CAk7wRcVyhRgKeIfjyAlTavkwvS0RE\nRERERE4ia4vP4jHtAByIexldFKIskZvhVQ0+2gtvHmVqFuVpFuVpHmVqFuVpFuWZGllZfHY0OSgd\n2UDcW8yhiIMyX5g8253pZYmIiIiIiMhJZGXP5xu3FzByxDqmn/0qd5V/jLqRG/lI/DRK9KqVE6jn\nU0RERERE0sW4ns9wk4OCkkZi3hJ2BcGTE6FAJ92KiIiIiIgMWNlZfDY7yC9oIu4ppt6O4Ii7cGXn\nj5LVtBfePMrULMrTLMrTPMrULMrTLMozNbKyYutodODzNhL3FuN3hsmNezK9JBEREREREelGVvZ8\n/t+sCm7+zTfxz/gA17X5uHpMO5fERidhheZRz6eIiIiIiKSLUT2ftg2Bg05y7GainhJcnhAV6Mmn\niIiIiIjIQJZ1xWdHo4O80gAWCertXIbkhSlT8ZkR2gtvHmVqFuVpFuVpHmVqFuVpFuWZGllXfAb2\nO6mcVkfcU8yBt97xqZNuRUREREREBras6/nc/4KH5sd2segTL/CXyo9xeMxaPh6cTg7OJK3SLOr5\nFBERERGRdDGq5zPcZFFa2UDcW8y+aAzLtlR4ioiIiIiIDHDZV3w2Oygc0kDMW0JtPIqjAvf3AAAM\nTUlEQVQzpi23maK98OZRpmZRnmZRnuZRpmZRnmZRnqmRdcVnR6ODgqJG4t4SmomRa7szvSQRERER\nERE5hazr+Vz2b0VcctkPCJ99OdcHvHxoVIiLYqOStELzqOdTRERERETSxaieT3+Nk1xPM/6cEnI8\nYYZbes2KiIiIiIjIQJd1xWesOYLTirIv7qPcFyXfVs9npmgvvHmUqVmUp1mUp3mUqVmUp1mUZ2pk\nXfHptpuJeUrYH3FQkhsmL6GeTxERERERkYEuq3o+E1F45dLDXPHTp/hR2cdJjF/HR8OT8enQoZNS\nz6eIiIiIiKSLMT2fgYNOyifUkcgtZlU7uJxxvLYr08sSERERERGRU8iq4rN1p4shpzUQ95SwIxYm\nP+HBQZdFtaSB9sKbR5maRXmaRXmaR5maRXmaRXmmRlYVny07XJQOb6DJVcLIslYqE7mZXpKIiIiI\niIj0QFb1fC7/SiEXvOvHrJhxGQ+WxVmSn8/EWFkSV2ge9XyKiIiIiEi6GNPz2V7tIi+3ntWxIZQX\nBChP+DK9JBEREREREemBrCo+/TU2TivCxoQTtztGUcKb6SUNatoLbx5lahblaRbl+f/bu/uYver6\njuPvTx9uKQVaW2gpMAryJGAUCTIMYU6ZE11SMAiBhSjOmSXOyTZjFPyDLTGbmpDBYIvZxhgzDsZD\nVFhwY4RtZGNgCSuCPNgEKC0PJbMtATKxD9/9cU7nxc1duQvXQ8/Z+/VPr/O7znVd3zvffK9e33N+\nv3P6x5z2i/nsF/M5Gp1pPmsHbN/8P2yfv5AX3vIyi1/Zz4sNSZIkSVJHdGbN50tPz+G+T2/m7K9c\nx8dWruLTy+dy0rblQ46wf1zzKUmSJGlcerHm88Un5nHAUZt4cf4ijl62hZU79pl0SJIkSZKkWepO\n8/nUXJYcuolnWcjCqW3s78WGJs658P1jTvvFfPaL+ewfc9ov5rNfzOdodKf5XDeXJSueZ+3UPuQn\nexPXe0qSJElSZ3RmzedtZy7lvIu+wuXHvIclKw7hrDkHDjm6fnLNpyRJkqRx6fyazyp4ed02Fszb\nyIb99+Gdc51yK0mSJEld0onm85VNc9h/2ZOsn1rBssU/ZQULJh2ScC58H5nTfjGf/WI++8ec9ov5\n7BfzORqdaD6fuWuKo37pMe7ZazlLt+/Ngpo/6ZAkSZIkSbuhE2s+7/rsIk7+yDe4+5RFHHvAaazY\nvu8Iousn13xKkiRJGpfOr/l89u75HLDvEzy3zzIbT0mSJEnqoFk1n0nOSPJokh8l+eIMz08luT7J\n2iT/meTQYQX44rq5LN73KV56yzwWzzl8WG+rIXAufP+Y034xn/1iPvvHnPaL+ewX8zkar9t8JpkD\nXAV8CDgeOD/J26ft9ilgU1UdBVwOfH1YAT78lws54gt389j+B/HBuUuG9bYagjVr1kw6BA2ZOe0X\n89kv5rN/zGm/mM9+MZ+jMZsznycDa6tqXVVtBa4Hzpy2z5nAte3jm4DThxHcT18Mj944xcoVD7J+\nwfHMz4xThzUhW7ZsmXQIGjJz2i/ms1/MZ/+Y034xn/1iPkdjNs3nwcD6ge0N7diM+1TVdmBLkjd1\nmnLHNvi3392Pg7/9HZb85CXeu/873szbSZIkSZImaFQXHHpTpyif/Y8pvvq5KTZe9Y98dPOdrD7s\nAvae7+1V9jRPPvnkpEPQkJnTfjGf/WI++8ec9ov57BfzORqve6uVJKcAf1BVZ7TbXwKqqr42sM/3\n2n3uTTIXeLaqls3wXuO7r4skSZIkaex2dauVebN47WrgyCQrgWeB84Dzp+1zK/AJ4F7gHODO3QlC\nkiRJktRvr9t8VtX2JJ8FbqeZpnt1VT2S5A+B1VX1D8DVwDeTrAV+TNOgSpIkSZIEzGLarSRJkiRJ\nb9aoLjj0GknOSPJokh8l+eK4PlfDkeSQJHcm+WGSB5N8rh1/a5LbkzyW5J+SLJp0rJq9JHOS3J/k\nlnb7sCT3tHV6XZLZTM3XHiLJoiQ3JnmkrdVftEa7K8nvJXkoyQ+SfCvJlDXaHUmuTrIxyQ8GxnZZ\nj0n+NMnaJGuSnDCZqPXz7CKnX2+/c9ckuTnJfgPPXdzm9JEkvzqZqLUrM+Vz4LnPJ9kxePcOa3Q4\nxtJ8JpkDXAV8CDgeOD/J28fx2RqabcDvV9XxwHuB325z+CXgjqo6hmat78UTjFG77yLg4YHtrwGX\nVdXRwBbgUxOJSm/UFcBtVXUs8C7gUazRTkpyEPA7wIlV9U6aZTLnY412yTU0v3sGzViPST4MHFFV\nRwG/BXxjnIFq1mbK6e3A8VV1ArCWn+X0OOBc4Fjgw8CfJ96wfg8zUz5JcgjwQWDdwJg1OiTjOvN5\nMrC2qtZV1VbgeuDMMX22hqCqnquqNe3jl4BHgENo8nhtu9u1wFmTiVC7q/1y/QjwVwPDHwBubh9f\nC3x03HHpjWmPtp9WVdcAVNW2qnoBa7TL5gIL27ObC4BngPdjjXZCVf07sHna8PR6PHNg/G/b190L\nLEqyfBxxavZmymlV3VFVO9rNe2h+GwGsAq5vv4ufpGlMTx5XrHp9u6hRgD8BvjBtzBodknE1nwcD\n6we2N7Rj6qAkhwEn0HzJLq+qjdA0qMBrbrGjPdbOL9cCSLIU2Dzwn+gG4KAJxabddzjw30muaadS\n/0WSvbFGO6mqngEuA54CngZeAO4HtlijnbZsWj3u/PE6/XfS0/g7qYt+A7itfWxOOyjJKmB9VT04\n7SnzOSRjW/OpfkiyD3ATcFF7BnT6Fau8glUHJPk1YGN7NntwGpBTgrprHnAi8GdVdSLwMs0UP2u0\ng5IspjnSvpKmwVwInDHRoDQK1mNPJPkysLWqrpt0LHpjkiwALgEunXQsfTau5vNp4NCB7UPaMXVI\nO/XrJuCbVfXddnjjzmkHSQ4Enp9UfNotpwKrkjwOXEcz3fYKmmkkO78XrNNu2UBztPa+dvtmmmbU\nGu2mXwEer6pNVbUd+DZN3S62RjttV/X4NPALA/uZ2w5JciHNMpZfHxg2p91zBHAY8ECSJ2hydn+S\nZZjPoRlX87kaODLJyiRTNPcBvWVMn63h+Wvg4aq6YmDsFuDC9vEngO9Of5H2PFV1SVUdWlVvo6nH\nO6vqAuBfgHPa3cxnh7RT+dYnObodOh34IdZoVz0FnJJkr/YiJTvzaY12S3j1jJLBeryQn+XvFuDj\nAElOoZlevXE8IWo3vSqnSc6gWcKyqqpeGdjvFuC89irVhwNHAt8fa6Sajf/LZ1U9VFUHVtXbqupw\nmoO6766q57FGh2Zs9/lsi/MKmob36qr66lg+WEOR5FTgLuBBmmlCRTM14fvADTRHg9YB51bVlknF\nqd2X5H3A56tqVfsf5PXAW4H/Ai5oLxKmDkjyLpoLSM0HHgc+SXPRGmu0g5JcSnNwaCtNPf4mzdF2\na7QDkvwd8MvAUmAjzVS+7wA3MkM9JrmKZmr1y8Anq+r+CYStn2MXOb0EmAJ+3O52T1V9pt3/Ypor\nUm+lWa50+7hj1q7NlM+dF+1rn38cOKmqNrXb1ugQjK35lCRJkiT9/+UFhyRJkiRJI2fzKUmSJEka\nOZtPSZIkSdLI2XxKkiRJkkbO5lOSJEmSNHI2n5IkSZKkkbP5lCRpBJK8OOkYJEnak9h8SpI0Gt5I\nW5KkATafkiTNQpI/TvKZge1Lk3w5yR1J7kvyQJJVM7zufUluHdi+MsnH28cnJvnXJKuTfC/J8vH8\nNZIkjZ/NpyRJs/P3wLkD2+cCfwOcVVUnAR8ALtvFa19zFjTJPOBK4Oyqeg9wDfBHwwxYkqQ9ybxJ\nByBJUhdU1ZokByQ5EFgGbAKeA65IchqwAzgoybKqen4Wb3kM8A7gn5OE5oDwMyMKX5KkibP5lCRp\n9m4EzgEOpDkTegGwFHh3Ve1I8gSw17TXbOPVM412Ph/goao6dbQhS5K0Z3DarSRJs3cDcB5wNk0j\nugh4vm083w+sHNg37b/rgOOSzE+yGDi9HX8MOCDJKdBMw01y3Dj+CEmSJsEzn5IkzVJVPZxkX2BD\nVW1M8i3g1iQPAPcBjwzu3r5mQ5IbgIeAJ4D72/GtST4GXJlkETAXuBx4eHx/kSRJ45MqrwQvSZIk\nSRotp91KkiRJkkbO5lOSJEmSNHI2n5IkSZKkkbP5lCRJkiSNnM2nJEmSJGnkbD4lSZIkSSNn8ylJ\nkiRJGjmbT0mSJEnSyP0vty/dILHS7nAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739e5992d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jb_image_list_view\n",
      "1fa4957                         : pelt                            : 65.3\n",
      "9740fd1                         : pelt                            : 59.7\n",
      "1fa4957                         : walt                            : 48.4\n",
      "9740fd1                         : walt                            : 52.7\n"
     ]
    },
    {
     "data": {
      "image/png": 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z5gxaa/cAQL76IkZHR/Pll18ydepUHnvsMYYMGcLgwYPdQVpsbKy7tjQhIYFZ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739d2cf5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for workload_id in collector.get_workload_ids('jankbench'):\n",
    "    print workload_id\n",
    "    collector.plot_cdf(workload='jankbench', workload_id=workload_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>id</th>\n",
       "      <th>iteration</th>\n",
       "      <th>metric</th>\n",
       "      <th>tag</th>\n",
       "      <th>units</th>\n",
       "      <th>value</th>\n",
       "      <th>workload</th>\n",
       "      <th>workload_id</th>\n",
       "      <th>kernel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>exoplayer_dropped_frames</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>377.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>pelt-jb_image_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>419.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>walt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>exoplayer_dropped_frames</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>447.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>2</td>\n",
       "      <td>exoplayer_dropped_frames</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>pelt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>walt-exoplayer</td>\n",
       "      <td>2</td>\n",
       "      <td>exoplayer_dropped_frames</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>345.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>jankbench_jank_frames</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>279.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>avg_freq_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>2362.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>freq_transition_count_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>active_time_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>0.430654</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>cpu_time_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>560.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>freq_transition_count_0-1-2-3</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>active_time_cluster_0-1-2-3</td>\n",
       "      <td>pelt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>0.374898</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>cpu_time_cluster_0-1-2-3</td>\n",
       "      <td>pelt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>875.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>pelt-exoplayer</td>\n",
       "      <td>1</td>\n",
       "      <td>cpu_time_total</td>\n",
       "      <td>pelt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1435.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>avg_freq_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>2022.755795</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>freq_transition_count_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>active_time_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>0.710231</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>cpu_time_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1303.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>freq_transition_count_0-1-2-3</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>active_time_cluster_0-1-2-3</td>\n",
       "      <td>pelt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>0.737917</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>cpu_time_cluster_0-1-2-3</td>\n",
       "      <td>pelt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>789.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>pelt-jb_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>cpu_time_total</td>\n",
       "      <td>pelt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>2092.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>pelt-jb_image_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>avg_freq_cluster_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>1834.531885</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>pelt-jb_image_list_view</td>\n",
       "      <td>1</td>\n",
       "      <td>freq_transition_count_4-5-6-7</td>\n",
       "      <td>pelt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>9740fd1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>walt-exoplayer</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>0.746560</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>walt-exoplayer</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>613.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>walt-exoplayer</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_total</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1305.000000</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>exoplayer</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>avg_freq_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>2230.972105</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>freq_transition_count_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>2.223164</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1143.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>avg_freq_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>1356.729772</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>freq_transition_count_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>2.029097</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1498.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>walt-jb_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_total</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>2641.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>avg_freq_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>1825.935359</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>freq_transition_count_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>2.092561</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1418.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>avg_freq_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>1685.503584</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>freq_transition_count_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>2.152407</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>2001.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>walt-jb_image_list_view</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_total</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>3419.000000</td>\n",
       "      <td>jankbench</td>\n",
       "      <td>jb_image_list_view</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>avg_freq_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>1470.192363</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>freq_transition_count_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>1.542098</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_4-5-6-7</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1274.000000</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>avg_freq_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>MHz</td>\n",
       "      <td>1463.812994</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>freq_transition_count_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>active_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>seconds</td>\n",
       "      <td>1.698399</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_cluster_0-1-2-3</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>1045.000000</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>walt-homescreen_5s</td>\n",
       "      <td>2</td>\n",
       "      <td>cpu_time_total</td>\n",
       "      <td>walt</td>\n",
       "      <td>cpu-seconds</td>\n",
       "      <td>2319.000000</td>\n",
       "      <td>homescreen</td>\n",
       "      <td>homescreen_5s</td>\n",
       "      <td>1fa4957</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>297 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0                       id  iteration  \\\n",
       "0          NaN           pelt-exoplayer          1   \n",
       "1          NaN        pelt-jb_list_view          1   \n",
       "2          NaN  pelt-jb_image_list_view          1   \n",
       "3          NaN           walt-exoplayer          1   \n",
       "4          NaN        walt-jb_list_view          1   \n",
       "5          NaN  walt-jb_image_list_view          1   \n",
       "6          NaN           pelt-exoplayer          2   \n",
       "7          NaN        pelt-jb_list_view          2   \n",
       "8          NaN  pelt-jb_image_list_view          2   \n",
       "9          NaN           walt-exoplayer          2   \n",
       "10         NaN        walt-jb_list_view          2   \n",
       "11         NaN  walt-jb_image_list_view          2   \n",
       "0          0.0           pelt-exoplayer          1   \n",
       "1          1.0           pelt-exoplayer          1   \n",
       "2          2.0           pelt-exoplayer          1   \n",
       "3          3.0           pelt-exoplayer          1   \n",
       "4          4.0           pelt-exoplayer          1   \n",
       "5          5.0           pelt-exoplayer          1   \n",
       "6          6.0           pelt-exoplayer          1   \n",
       "7          7.0           pelt-exoplayer          1   \n",
       "0          0.0        pelt-jb_list_view          1   \n",
       "1          1.0        pelt-jb_list_view          1   \n",
       "2          2.0        pelt-jb_list_view          1   \n",
       "3          3.0        pelt-jb_list_view          1   \n",
       "4          4.0        pelt-jb_list_view          1   \n",
       "5          5.0        pelt-jb_list_view          1   \n",
       "6          6.0        pelt-jb_list_view          1   \n",
       "7          7.0        pelt-jb_list_view          1   \n",
       "0          0.0  pelt-jb_image_list_view          1   \n",
       "1          1.0  pelt-jb_image_list_view          1   \n",
       "..         ...                      ...        ...   \n",
       "6          6.0           walt-exoplayer          2   \n",
       "7          7.0           walt-exoplayer          2   \n",
       "8          8.0           walt-exoplayer          2   \n",
       "0          0.0        walt-jb_list_view          2   \n",
       "1          1.0        walt-jb_list_view          2   \n",
       "2          2.0        walt-jb_list_view          2   \n",
       "3          3.0        walt-jb_list_view          2   \n",
       "4          4.0        walt-jb_list_view          2   \n",
       "5          5.0        walt-jb_list_view          2   \n",
       "6          6.0        walt-jb_list_view          2   \n",
       "7          7.0        walt-jb_list_view          2   \n",
       "8          8.0        walt-jb_list_view          2   \n",
       "0          0.0  walt-jb_image_list_view          2   \n",
       "1          1.0  walt-jb_image_list_view          2   \n",
       "2          2.0  walt-jb_image_list_view          2   \n",
       "3          3.0  walt-jb_image_list_view          2   \n",
       "4          4.0  walt-jb_image_list_view          2   \n",
       "5          5.0  walt-jb_image_list_view          2   \n",
       "6          6.0  walt-jb_image_list_view          2   \n",
       "7          7.0  walt-jb_image_list_view          2   \n",
       "8          8.0  walt-jb_image_list_view          2   \n",
       "0          0.0       walt-homescreen_5s          2   \n",
       "1          1.0       walt-homescreen_5s          2   \n",
       "2          2.0       walt-homescreen_5s          2   \n",
       "3          3.0       walt-homescreen_5s          2   \n",
       "4          4.0       walt-homescreen_5s          2   \n",
       "5          5.0       walt-homescreen_5s          2   \n",
       "6          6.0       walt-homescreen_5s          2   \n",
       "7          7.0       walt-homescreen_5s          2   \n",
       "8          8.0       walt-homescreen_5s          2   \n",
       "\n",
       "                           metric   tag        units        value    workload  \\\n",
       "0        exoplayer_dropped_frames  pelt          NaN     0.000000   exoplayer   \n",
       "1           jankbench_jank_frames  pelt          NaN   377.000000   jankbench   \n",
       "2           jankbench_jank_frames  pelt          NaN   419.000000   jankbench   \n",
       "3        exoplayer_dropped_frames  walt          NaN     0.000000   exoplayer   \n",
       "4           jankbench_jank_frames  walt          NaN   225.000000   jankbench   \n",
       "5           jankbench_jank_frames  walt          NaN   447.000000   jankbench   \n",
       "6        exoplayer_dropped_frames  pelt          NaN     0.000000   exoplayer   \n",
       "7           jankbench_jank_frames  pelt          NaN   163.000000   jankbench   \n",
       "8           jankbench_jank_frames  pelt          NaN    95.000000   jankbench   \n",
       "9        exoplayer_dropped_frames  walt          NaN     0.000000   exoplayer   \n",
       "10          jankbench_jank_frames  walt          NaN   345.000000   jankbench   \n",
       "11          jankbench_jank_frames  walt          NaN   279.000000   jankbench   \n",
       "0        avg_freq_cluster_4-5-6-7  pelt          MHz  2362.000000   exoplayer   \n",
       "1   freq_transition_count_4-5-6-7  pelt          NaN     2.000000   exoplayer   \n",
       "2     active_time_cluster_4-5-6-7  pelt      seconds     0.430654   exoplayer   \n",
       "3        cpu_time_cluster_4-5-6-7  pelt  cpu-seconds   560.000000   exoplayer   \n",
       "4   freq_transition_count_0-1-2-3  pelt          NaN     1.000000   exoplayer   \n",
       "5     active_time_cluster_0-1-2-3  pelt      seconds     0.374898   exoplayer   \n",
       "6        cpu_time_cluster_0-1-2-3  pelt  cpu-seconds   875.000000   exoplayer   \n",
       "7                  cpu_time_total  pelt  cpu-seconds  1435.000000   exoplayer   \n",
       "0        avg_freq_cluster_4-5-6-7  pelt          MHz  2022.755795   jankbench   \n",
       "1   freq_transition_count_4-5-6-7  pelt          NaN     5.000000   jankbench   \n",
       "2     active_time_cluster_4-5-6-7  pelt      seconds     0.710231   jankbench   \n",
       "3        cpu_time_cluster_4-5-6-7  pelt  cpu-seconds  1303.000000   jankbench   \n",
       "4   freq_transition_count_0-1-2-3  pelt          NaN     1.000000   jankbench   \n",
       "5     active_time_cluster_0-1-2-3  pelt      seconds     0.737917   jankbench   \n",
       "6        cpu_time_cluster_0-1-2-3  pelt  cpu-seconds   789.000000   jankbench   \n",
       "7                  cpu_time_total  pelt  cpu-seconds  2092.000000   jankbench   \n",
       "0        avg_freq_cluster_4-5-6-7  pelt          MHz  1834.531885   jankbench   \n",
       "1   freq_transition_count_4-5-6-7  pelt          NaN     4.000000   jankbench   \n",
       "..                            ...   ...          ...          ...         ...   \n",
       "6     active_time_cluster_0-1-2-3  walt      seconds     0.746560   exoplayer   \n",
       "7        cpu_time_cluster_0-1-2-3  walt  cpu-seconds   613.000000   exoplayer   \n",
       "8                  cpu_time_total  walt  cpu-seconds  1305.000000   exoplayer   \n",
       "0        avg_freq_cluster_4-5-6-7  walt          MHz  2230.972105   jankbench   \n",
       "1   freq_transition_count_4-5-6-7  walt          NaN     4.000000   jankbench   \n",
       "2     active_time_cluster_4-5-6-7  walt      seconds     2.223164   jankbench   \n",
       "3        cpu_time_cluster_4-5-6-7  walt  cpu-seconds  1143.000000   jankbench   \n",
       "4        avg_freq_cluster_0-1-2-3  walt          MHz  1356.729772   jankbench   \n",
       "5   freq_transition_count_0-1-2-3  walt          NaN    14.000000   jankbench   \n",
       "6     active_time_cluster_0-1-2-3  walt      seconds     2.029097   jankbench   \n",
       "7        cpu_time_cluster_0-1-2-3  walt  cpu-seconds  1498.000000   jankbench   \n",
       "8                  cpu_time_total  walt  cpu-seconds  2641.000000   jankbench   \n",
       "0        avg_freq_cluster_4-5-6-7  walt          MHz  1825.935359   jankbench   \n",
       "1   freq_transition_count_4-5-6-7  walt          NaN    13.000000   jankbench   \n",
       "2     active_time_cluster_4-5-6-7  walt      seconds     2.092561   jankbench   \n",
       "3        cpu_time_cluster_4-5-6-7  walt  cpu-seconds  1418.000000   jankbench   \n",
       "4        avg_freq_cluster_0-1-2-3  walt          MHz  1685.503584   jankbench   \n",
       "5   freq_transition_count_0-1-2-3  walt          NaN    21.000000   jankbench   \n",
       "6     active_time_cluster_0-1-2-3  walt      seconds     2.152407   jankbench   \n",
       "7        cpu_time_cluster_0-1-2-3  walt  cpu-seconds  2001.000000   jankbench   \n",
       "8                  cpu_time_total  walt  cpu-seconds  3419.000000   jankbench   \n",
       "0        avg_freq_cluster_4-5-6-7  walt          MHz  1470.192363  homescreen   \n",
       "1   freq_transition_count_4-5-6-7  walt          NaN    28.000000  homescreen   \n",
       "2     active_time_cluster_4-5-6-7  walt      seconds     1.542098  homescreen   \n",
       "3        cpu_time_cluster_4-5-6-7  walt  cpu-seconds  1274.000000  homescreen   \n",
       "4        avg_freq_cluster_0-1-2-3  walt          MHz  1463.812994  homescreen   \n",
       "5   freq_transition_count_0-1-2-3  walt          NaN    12.000000  homescreen   \n",
       "6     active_time_cluster_0-1-2-3  walt      seconds     1.698399  homescreen   \n",
       "7        cpu_time_cluster_0-1-2-3  walt  cpu-seconds  1045.000000  homescreen   \n",
       "8                  cpu_time_total  walt  cpu-seconds  2319.000000  homescreen   \n",
       "\n",
       "           workload_id   kernel  \n",
       "0            exoplayer  9740fd1  \n",
       "1         jb_list_view  9740fd1  \n",
       "2   jb_image_list_view  9740fd1  \n",
       "3            exoplayer  9740fd1  \n",
       "4         jb_list_view  9740fd1  \n",
       "5   jb_image_list_view  9740fd1  \n",
       "6            exoplayer  9740fd1  \n",
       "7         jb_list_view  9740fd1  \n",
       "8   jb_image_list_view  9740fd1  \n",
       "9            exoplayer  9740fd1  \n",
       "10        jb_list_view  9740fd1  \n",
       "11  jb_image_list_view  9740fd1  \n",
       "0            exoplayer  9740fd1  \n",
       "1            exoplayer  9740fd1  \n",
       "2            exoplayer  9740fd1  \n",
       "3            exoplayer  9740fd1  \n",
       "4            exoplayer  9740fd1  \n",
       "5            exoplayer  9740fd1  \n",
       "6            exoplayer  9740fd1  \n",
       "7            exoplayer  9740fd1  \n",
       "0         jb_list_view  9740fd1  \n",
       "1         jb_list_view  9740fd1  \n",
       "2         jb_list_view  9740fd1  \n",
       "3         jb_list_view  9740fd1  \n",
       "4         jb_list_view  9740fd1  \n",
       "5         jb_list_view  9740fd1  \n",
       "6         jb_list_view  9740fd1  \n",
       "7         jb_list_view  9740fd1  \n",
       "0   jb_image_list_view  9740fd1  \n",
       "1   jb_image_list_view  9740fd1  \n",
       "..                 ...      ...  \n",
       "6            exoplayer  1fa4957  \n",
       "7            exoplayer  1fa4957  \n",
       "8            exoplayer  1fa4957  \n",
       "0         jb_list_view  1fa4957  \n",
       "1         jb_list_view  1fa4957  \n",
       "2         jb_list_view  1fa4957  \n",
       "3         jb_list_view  1fa4957  \n",
       "4         jb_list_view  1fa4957  \n",
       "5         jb_list_view  1fa4957  \n",
       "6         jb_list_view  1fa4957  \n",
       "7         jb_list_view  1fa4957  \n",
       "8         jb_list_view  1fa4957  \n",
       "0   jb_image_list_view  1fa4957  \n",
       "1   jb_image_list_view  1fa4957  \n",
       "2   jb_image_list_view  1fa4957  \n",
       "3   jb_image_list_view  1fa4957  \n",
       "4   jb_image_list_view  1fa4957  \n",
       "5   jb_image_list_view  1fa4957  \n",
       "6   jb_image_list_view  1fa4957  \n",
       "7   jb_image_list_view  1fa4957  \n",
       "8   jb_image_list_view  1fa4957  \n",
       "0        homescreen_5s  1fa4957  \n",
       "1        homescreen_5s  1fa4957  \n",
       "2        homescreen_5s  1fa4957  \n",
       "3        homescreen_5s  1fa4957  \n",
       "4        homescreen_5s  1fa4957  \n",
       "5        homescreen_5s  1fa4957  \n",
       "6        homescreen_5s  1fa4957  \n",
       "7        homescreen_5s  1fa4957  \n",
       "8        homescreen_5s  1fa4957  \n",
       "\n",
       "[297 rows x 10 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = collector.results_df\n",
    "df[df.metric != 'frame_total_duration']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping - No baseline results for workload [exoplayer] tag [pelt] metric [avg_freq_cluster_0-1-2-3]\n",
      "Skipping - No baseline results for workload [homescreen_5s] tag [pelt] metric [avg_freq_cluster_0-1-2-3]\n",
      "Skipping - No baseline results for workload [homescreen_5s] tag [walt] metric [avg_freq_cluster_0-1-2-3]\n",
      "Skipping - No baseline results for workload [jb_image_list_view] tag [pelt] metric [avg_freq_cluster_0-1-2-3]\n",
      "Skipping - No baseline results for workload [jb_image_list_view] tag [walt] metric [avg_freq_cluster_0-1-2-3]\n",
      "Skipping - No baseline results for workload [jb_list_view] tag [pelt] metric [avg_freq_cluster_0-1-2-3]\n",
      "Skipping - No baseline results for workload [jb_list_view] tag [walt] metric [avg_freq_cluster_0-1-2-3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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7wLoRsUBSR2BaRKwtaRhwb+H6FMV5VkR8KeX/Lp3jLcXXrEQM2wHnR8TXJPVN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\nuAD4ZNt+Z1V9tVebbXR+nXpJZrfz31NVX+lXb1wcJwFfq6r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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f73992cce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7LeDkiHgsn6GoZ31JfF748nNJKwFXA70iYqqkwUB+IblCw30+6Voi4i5JzwL7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\nIUyyAXAVcGC7POJfgSVV9c89znkpzbT9743RL38KT30596y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K6XUveUTxsdEjOVgaUVXP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\nkw4XMiGCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739d1f3b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3CkiaBGwTER+n9BygQ6TAJB0MnE42Db0bcHlEXCRpJHBmRDwuaTVgdERsmNbT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\nA12BjsD99Ql+0KBB9O7dG4C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3AtkD6c4hm2If6TznSjoXGAu8k+In3Xz4q6TOZB3qy9Ka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\nUDC3qr6aZGab8k+SJwIvBG4eXa/FODPJE9olDhy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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739d4f2850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mTbt2zFuwoMlebdq1a1AcP/vZz+jQoQMXX3wxN910Ex06dODCCy8EWOLr7Pbf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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f73991d6310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uD0TE+wCSXkhl/gfoCPwDOCEiHqmxnpJbc6/rq3t0RMwD5kmaTfYgAeA54NMN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\neTTwT8ARY9c8qN64OK4BHjfo/gOuue+u1TfcwM7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3T8tfXVU7Dznv6qrauU2FPxI4pqpu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739d4f2810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W9+iImAfMkzSb7EUCwHPADnXU3ePALZL+zJI6MTMzMzMzq2rRokV8+umnLFq0\niIULFzJ//nxWWy3rouRH4OfOncvqq6/Oeuutx4IFC7jssstqdrFfd911efvtt2vivv766/Tr14+J\nEyfStWtXACZPnsz222/PvHnz+NGPfsRmm23GAQccAGQvhLbYYgs222wz3njjDb7//e9z+OGHL1XO\ncePGMWPGDI466qgmrY+GKHrnXsDxwHrAzhGxWNJUYM10Pf99Coty5yHrXH5O0pWlTngFQTZ7YVYa\nka4kf299vn+wFH8R9a/fnwAPR8QgST2A0VXyz6e5kOwFwkFAQzv3Hy9H3pELL07lqFp3EfFNSX2B\ng8mWBPSJiFnl8YYOHUrPnj0B6NSpE717965ZF1V6y+qww00Z7tunD4sXLOCx0lvc/v3p26dPYcrn\nsMMOO+ywww6veLikKOVp6XCRXXzxxfz4xz+u+eq6W2+9lWHDhjFkyJClvs7uwAMP5MADD2Trrbdm\nnXXW4eyzz2bTTTetub7BBhvUHH/yySdIYoMNNqj5nvvLL7+cv/3tb0jioIMO4q677qqJP2nSJI4/\n/nhmz57Neuutx6BBg7j44ouXKueIESM48sgjad++fb2fbcyYMUyePJnZs7Ox4WnTptW/YupB5esP\niiTtCH8+8JmIOFPS54CHyEboBfw1InZIcc8F2kfERZJGA+cC+wCfA45ILwYWA1+JiD9L+iGwfkp3\nLHB1RNyR0toxIqZIGg7cGxGjSuWJiA6SDiSbdn5ARHwiqXNEzCrlGxET03r+ZyJi8yrPNiDFPVTS\nKGBkRNwl6ULgxIjYQtIQYJeIOCPdcy9wRUQ8muqmI3AH8FREXF4pn3y503H5M90J/L4eeU9N4Q/y\n12qpuy0i4rV07ing5IiYUlauKHL7s7Zh7syZy3yn69z58+mQ3uqamZmZrWwqrUP/eM4cFud2mm9s\nq7RrR/uOHZss/aKrVOe58/UZRK7TKo2RSBNaTLZuvq+kZ8lG8V/KXa/WMwyAiLgamASMTNPGPwL6\nSXoOGAhclOIfB3xN0mRJz7NkjXh5+qV07wfuAZ6RNJHsRULV+LUoXb+cbOnBBGr/meTTi9QzPpZs\nhsKp9b2v7NoVy5F33vFUrrsr0oaDU4DHyzv2ZkVWGsU3K5rWMOJibZfbpxWV22b9tO/YkQ5duzbZ\npy137JtLYUfu6xr5bu0kHQkcHBFfbemytBSP3FsRVBq5/9vDD/PFww5roRKZVTdmzJiaqZVmReP2\naUXltrmt+PZ3AAAgAElEQVSsaqPI1nSaY+S+kJ17Sd2AMcA1EfHrFi5Oo1P2dX6XASdFxJMtXZ6W\n4s69FYGn5ZuZmVlb485982uOzn0hN9SLiLeBz7Z0ORqDpM+TfYVe6Scp4LWI6NXI+WwPjCzL538R\nsUdj5mNmZmZmZmbFU/Q1961eRDwQETun75nvk46PbIJ8nq+Qjzv2ZsvBa+6tqLxu1IrM7dOKym3T\n2opCjtybmTWXVdq1Y+78pb8tU6v5T6OZmZmZtS6FXHNvbYPX3JuZmZmZNb+ePXsyffr0li5Gm9Kj\nR4+K32u/0m+oZ22DO/dmZmZmZtaWtaXvuTcza3Zem2dF5bZpReb2aUXltmlthTv3ZmZmZmZmZq2c\np+Vbi/G0fDMzMzMza8s8Ld/MzMzMzMzMarhzb2ZWxmvzrKjcNq3I3D6tqNw2ra1w597MzMzMzMys\nlfOae2sxXnNvZmZmZmZtmdfcm5mZmZmZmVkNd+7NzMp4bZ4VldumFZnbpxWV26a1FXV27iWdIelF\nSSObogCSzpS0ZlOkXZbP2PTfHpKOzZ3fRdLVTZ1/Y2pInUm6R9KUWq5Pk/SspEmSxtcSb11Jt0t6\nSdILknarEGfrlM7E9N8PJZ1Rv6cyMzMzMzOz5VXnmntJLwH7RcSM3LlVI2JRoxRAmgrsEhEfVLi2\nSkQsbox8cmkOBM6NiEMaM93mVFudlcU7AjgS2DEidqwS57WU1qw60roZeCQihktaDVg7IubUEn8V\n4E1gt4h4o0ocr7k3MzMzM7M2q9nW3Eu6Dtgc+Iek2ZJGpBHwEZJWkXS5pKckTZZ0cu6+X6YR3gck\n3SdpUJX0Twc2BkZLeiidmyvpZ5ImAbtLukDSeElTJF2fu3e0pMtS/i9L6p/O90rnJqZybVlKN916\nKbBXun6mpAGS7k1xOku6K41kj5O0fTo/TNLvUp6vpnLXVm8n5kbDb0nnekh6KJXpQUnd0/nh+fop\nlTOVa3RutHxktTqrUob2wNnAxbWVFRB1t4OOwN4RMRwgIhbW1rFP9gf+U61jb2ZmZmZmZo2n1k5d\nRHwTmAEMBK4CtgX2jYjjgK8BsyNiN6AfcErqwB4BbBUR2wJDgD1rSf9a4C1gYETsl063B56IiJ0j\nYhxwbUT0SyPPa0v6Ui6JVVP+ZwMXpnOnAldHRB9gV7LRY4DSEPH3gMciok9EXFN27cfAxIjYCfgB\nkF+K8FngAGA3YJikVSs9k6RewPnpmXYGzkyXrgWGR0Rv4LYUrlgtuePewBlAL2BLSXtWqbNKfgL8\nDPikljil/O6X9HT+BU2ZzYGZ6UXEREk3SFqrjnSPAf5QRxyzQvLaPCsqt00rMrdPKyq3TWsrVmtg\n/HsiYkE6/jywg6SjU7gjsBWwD6lTFxFvS3q4jjSVPiULgVG58H6SzgPWBjoDzwP3pWuleBOAHun4\nCeAHaWT8roh4tQHPtxcwKJV9tKQuktZJ1+6LiIXA+5LeBTYke/FRbl/g9tI094iYnc7vARyRjkcC\nP61HecZHxNsAkiYDPYFxLFtnS5G0E7BlRJwjqWdtcYH+6ee0PvCgpJciYmxZnNWAPsBpEfFM2qPg\ne8CwKvmvDhya4tRq6NCh9OzZE4BOnTrRu3dvBg4cCCz5Q+yww80dfvX553n5iScA2GXHbEXLhClT\n2mR4jwED2GnPPQv182nL4ZKilMdhh/PhkqKUx2GHS+HJkycXqjwOt+3w5MmTmT076yJOmzaNxlSf\nNfevkY2Anw7MjYgr0/k7gN9ExINl8a8Cno2Im1P4TuDWiBhFBeXrxyXNiYiO6XgNYDrQJyJmSBoG\nRERcJGk02dr5iZLWA56OiC3SfZsDB6cynxIRY0rpShqQ7js0xa0JS5oIDIqIaenadGA74NyyZ38O\n+FJEvF7hef4P2DAiLig7/x7QLSIWpTXrMyJiA0k3AvdHxB2SBHwSEWtWKOe16RlH1LXmXtKpwA+B\nBcDqwAbA48CJwL1ko/XXR8QNZfcNA+YCf87HA+4mm01Rqt+9gO8C36yUnqRDgW9FxEGVypfLz2vu\nrZCevu8++m6wQUsXoxCefu89+n7pS3VHNDMzM7MGa7Y196X8qpy/H/hW6qgiaStJawOPAsekNfnd\ngM/Vkf4cslH/SvmtSdZxfD+NoB9VVzklbR4RU9P09buBHfPXyTqvHaqk8RhwfEpnIDAzIj6qo/zl\nHgaOltQlpdM5nR8HlHbpPz7lBTCN7OUJwGFknfG6lNfZUiLi+ojonjrjewH/ioh9I+LNtNyhT0Tc\nIGnt0syEtEb/88Dz5fEi4l3gDUlbpyz2A14sj5crwrF4Sr6ZmZmZmVmzqU/nvtrQ6m+BF4GJaST7\nerI18HcBrwIvADeTdWprcyPZhn2lzeFq8ouID9P1F4C/A/mvaisvVyn8ZUnPpw35tgNGlF2fAixO\nm92dWZbGhcAukp4F/h/ZSHclVYebI+JF4BLgkVSGn6dLZwBfTdPrj2PJWvwbgQEp7u7Ax/XIs7zO\nlteGwNiU95PAvRHxQJW4ZwC3pvLvRFY/y0gvePZn6aUVZq1KaUq6WdGUpveZFZHbpxWV26a1FXVO\ny1/hDKThZJ1Gd/ZsKZ6Wb0V1/aWXcur++7d0MQrB0/KLZcyYMTXr9syKxu3Tispt04qsuaflryj3\n3sysVSltKmdWNP7HqRWZ26cVldumtRUN3S2/wSLiJABJo8h2e4ds/XsA3y3fkK+1SGvqH2LJy4vS\nM+1X2im/mcrxJNCurAwnRMQLzVUGMzMzMzMza1lN3rkviYhBzZVXc0g71e9cgHLs3tJlMFvZPDt1\naksXoTDade5cdyRrNp5aakXm9mlF5bZpbUWzde7NzFqLz2y/PX39jwAzMzMza0WafEM9s2q8oZ6Z\nmZmZmbVlrW1DPTMzMzMzMzNrQu7cm5mV8ffhWlG5bVqRuX1aUbltWlvhzr2ZmZmZmZlZK+c199Zi\nvObezMzMzMzaMq+5NzMzMzMzM7Ma7tybmZXx2jwrKrdNKzK3Tysqt01rK9y5NzMzMzMzM2vlvObe\nWozX3JuZmZmZWVvmNfdmZmZmZmZmVqNenXtJZ0h6UdLIpiiEpDMlrdkUaZflMzb9t4ekY3Pnd5F0\ndVPn35jqU2eS+kiaIumV2p5P0u8kvStpSi1xukt6WNILkp6TdEaVeGtIekrSpBRvWP2fyqwYvDbP\nispt04rM7dOKym3T2or6jtx/E9g/Ik4onZC0aiOW4yxg7UoXJDXa7IKI2Csdbg4Mzp2fEBFnNVY+\nzaRqneVcB3wtIrYGtpZ0YJV4w4Fq10oWAudExHbAHsBpkrYpjxQR84HPRcTOQG/gC5L61ZG2mZmZ\nmZmZrYA6O86SriPrDP9D0mxJI9II+AhJq0i6PI3UTpZ0cu6+X0p6SdIDku6TNKhK+qcDGwOjJT2U\nzs2V9DNJk4DdJV0gaXwahb4+d+9oSZel/F+W1D+d75XOTUzl2rKUbrr1UmCvdP1MSQMk3ZvidJZ0\nl6RnJY2TtH06PyyNcI+W9Goqd231dmJKY5KkW9K5HpIeSmV6UFL3dH54vn5K5UzlGi3p9lSXI6vV\nWYX8NwI6RMTT6dQI4PBKcSNiLDCrtueJiHciYnI6/gh4CdikStx56XANYDXAC+utVRk4cGBLF8Gs\nIrdNKzK3Tysqt01rK+rs3EfEN4EZwEDgKmBbYN+IOA74GjA7InYD+gGnpA7sEcBWEbEtMATYs5b0\nrwXeAgZGxH7pdHvgiYjYOSLGAddGRL+I2BFYW9KXckmsmvI/G7gwnTsVuDoi+gC7Am+Wskv//R7w\nWET0iYhryq79GJgYETsBPwDySxE+CxwA7AYMqzZ7QVIv4Pz0TDsDZ6ZL1wLDI6I3cFsKV6yW3HFv\n4AygF7ClpD2r1Fm5TXLPTTqu2BlvKEk9U7meqnJ9lfRi5h3gwdwLBjMzMzMzM2sCqy3HPfdExIJ0\n/HlgB0lHp3BHYCtgH+APABHxtqSH60hT6VOyEBiVC+8n6TyyaeidgeeB+9K1UrwJQI90/ATwgzQy\nfldEvNqA59sLGJTKPlpSF0nrpGv3RcRC4H1J7wIbkr34KLcvcHtEzErpzE7n9wCOSMcjgZ/Wozzj\nI+JtAEmTgZ7AOJats2aR6uIO4Mw0gr+MiFgM7CypI/AXSb0i4sVKcYcOHUrPnj0B6NSpE7179655\nu1paH+Www80d3qhLF96dVetkFjMzMzOzYomIOj/Aa0AXYBjZuuvS+TuAAyrEvwoYmgvfCQyqJf2p\nQJdceE7ueA2yEeCNU3gY8KN0PBrok47XA17L3bc5cDrwCtkId026wACylxSUh4GJQM/ctenAOhWe\n/TlgsyrP83/ATyqcf49spgFkL1beS8c3AkelYwH/q1LOa4ETK9VZhbw2Al7Khb9Ctga/OzApPecp\nues9gCm58DLxUpn/QdaxrxqvrBwX5Out7FqYFREQ4Y8/BfyMLkAZ/PGn2md0Acrgjz+VPqMLUAZ/\n/Kn2SX0iGuNT383qqo0Q3w98S9JqAJK2krQ28ChwTJqe3Q34XB3pzyEb9a+U35pkD/1+GjU+qq5y\nSto8IqZGNn39bmDHsnTnAh2qpPEYcHxKZyAwM6qMUNfiYeBoSV1SOp3T+XFAaZf+41NeANPIlg8A\nHAasXo88yutsKRHxDvChpH6SBJwI3B0Rb0a23KFPRNyQu2WpmQBV4t0EvBhLljIsE09SV0nrpude\ni2wZw8v1eB4zM6vDwJYugFktBrZ0AcyqGNjSBTBrJvXt3EeV878FXgQmSnoOuJ5sZPou4FXgBeBm\nsk5tbW4k27CvtDlcTX4R8WG6/gLwd2B8LeUqhb8s6fm07ns7ss3k8tenAIvTZndnlqVxIbCLpGeB\n/0fWKa6kWp0Q2RT0S4BHUhl+ni6dAXw1Ta8/jiVr8W8EBpQ2EAQ+rkee5XVWyWnA78hmL/w7Iv5R\nKZKk28h+RltLel3SVyvE6Z/KvG+qt4mSDqqQXDeyjf4mk63Jvz8i/lZLGc3MzMzMzGwFKZuB2sSZ\nSMOBeyNiVJ2Rrc2QFM3R/swaSpK/4sEKaQwegbLiGoPbpxXTGNw2rbgERESj7KXWaN8hXwf/O9nM\nzMzMzMysiTTLyH1NZtIost3eIb2kAL4bEQ82WyEaUVpT/xBLXl6Unmm/SDvlN1M5ngTalZXhhIh4\nobnKsDw8cm9F5ZF7MzMzM2sOjTly36yde7M8d+6tqHputBHT3323pYthZmZmZm2AO/fW6rlzb0U1\nZswYBg4c2NLFMFuG26YVmdunFZXbphWZpFa35t7MzMzMzMzMmohH7q3FeOTezMzMzMzaMo/cm5mZ\nmZmZmVkNd+7NzMqMGTOmpYtgVpHbphWZ26cVldumtRXu3JuZmZmZmZm1cl5zby3Ga+7NzMzMzKwt\n85p7MzMzMzMzM6vhzr2ZWRmvzbOictu0InP7tKJy27S2wp17MzMzMzMzs1bOa+6txXjNvZmZmZmZ\ntWVec1+FpDMkvShpZAuWYYCkPeoR7zBJ29Qj3jBJ59Qz7x6SnqtP3HqmN0TSRrnwDfUps5mZmZmZ\nmTWvlapzD3wT2D8iTiidkLRqM5dhILBnPeIdDmzXBPk3aChcUm1tYCiwSU3CEadExMvLWS6zVsNr\n86yo3DatyNw+rajcNq2tWGk695KuAzYH/iFptqQRksYCI9KI9qOSnkmf3dM9AySNkfQXSa9KulTS\nYElPSXpW0uYpXldJd6TzT0mq2HmX1AM4FThL0kRJ/VPeD6X0HpTUPY3sHwpcnuJtLunrksZLmiTp\ndklr1vO5d5E0WdIk4LTc+SGSrs2F75W0TzqeK+ln6Z7dJV2Q8p4i6foU50hgV+D3qYxrShotqU+6\nfmyKP0XSZbl85kq6OJVpnKT16/kjNDMzMzMzs+W00nTuI+KbwAyykfOrgG2BfSPiOOBdshH9XYGv\nANfmbt0ROAXoBZwAbBURuwG/A05Pca4BrkznjwJ+W6UM04Hrgasiok9EPJ7yGh4ROwG3AddGxBPA\nPcB5Kd5U4M6I6BcROwMvA1+r56PfBJyW7lumSFXuaQ88ERE7R8S4VKZ+EbEjsLakL0XEncAzwOBU\nxv+VbpbUDbiMrK57A30lHZpLe1xE9AYeA06u53OYFcbAgQNbughmFbltWpG5fVpRuW1aW7FaSxeg\nCd0TEQvScTvgl5J6A4uArXLxno6I9wAk/Qd4IJ1/jqzzCrA/sK2k0kYH60haOyLm1aMcewBHpOOR\nwE+rxNtB0sVAJ7IO8v11JSxpXWDd9BKhlP5B9SjTQmBULryfpPOAtYHOwPPAfaVsKtzfFxgdER+k\nctwK7EP2wmJBRPwtxZtAVndVDR06lJ49ewLQqVMnevfuXfMHuDSFymGHmzv88Zw5PPrYY6zVvn0h\nyuOwww477LDDDjvs8MoRnjx5MrNnzwZg2rRpNKaVard8Sa+RTSU/HZgbEVem88OA9hHxnbQG/5OI\naCdpAHBuRBya4o1O4Yn5a5LeAzaJiE/rUYZhZXm/B3SLiEWSVgNmRMQGkoYD90bEqFzZD42I5yUN\nAQZExEnl6ZXltS7wbET0TOEdgFsjYkdJxwF7RMT/pWsPAj+JiEclzYmIjun8GsB0oE9EzEj5RURc\nlK+PfP0A3YEjI2JIOn8S0Csivi1pbkR0SOePBL4UESdVqSvvlm+F9Le772bv/v3p0LVrSxfFbClj\nxoyp+QeCWdG4fVpRuW1akXm3/OqqVcq6wNvp+ESgoZvsPQCcWZOJtFMtcecCHXPhccCx6fh4sqnq\nleKtA7wjaXXguPoUKiI+BGbn9gA4Pnd5GtBbmU2Bfrlr+Xpak2z6/vuS1iFbdlDtWUrGA/tI6pJe\nlhwLjKlPmc3MzMzMzKzxrWyd+2rDwL8GhqYN5LYGPm7g/WcCu6ZN8Z4HvlFLGe4FjihtqEc2i+Cr\nkiaTddpLLwn+CJwnaULauO8Csk7zY8BLtaRf7iTg15Im5sufpupPA14AriabIr/Mc6YXBDemeH9P\nZSi5Gbi+tKFe6b6IeAf4HlmHfhLwTET8tTxts9Zq7/79W7oIZhV55MmKzO3Tispt09qKlWpavrUu\nnpZvRTV35kwAT8s3MzMzsyblaflmZk3osccfrzuSWQsobcxjVkRun1ZUbpvWVqzMu+U3KUlDyabY\n54eeH4+I0yvfscL5/RLon/JT+u81EXFLU+RnZmZmZmZmrYen5VuL8bR8K6qP58wBoH3HSvtJmpmZ\nmZk1jsaclu/OvbUYd+7NzMzMzKwt85p7M7Mm5LV5VlRum1Zkbp9WVG6b1la4c29mZmZmZmbWynla\nvrUYT8s3MzMzM7O2zNPyzczMzMzMzKyGO/dmZmW8Ns+Kym3Tiszt04rKbdPaCnfuzczMzMzMzFo5\nr7m3FuM192ZmZmZm1pZ5zb2ZmZmZmZmZ1XDn3sysjNfmWVG5bVqRuX1aUbltWlvhzr2ZmZmZmZlZ\nK+c1962ApO9HxKW58NiI2KuJ8hoALIiIJ+qIdxjwr4h4uY54w4C5EXFlhWtec29mZmZmZm2W19y3\nPefnA03VsU8GAnvWI97hwHZNWA4zMzMzMzOrJ3fuG5GkEyU9K2mSpFskDZd0naSnJb0s6Ysp3hBJ\n1+buu1fSPlXSvBRYS9JESSPTubnpvwMkjZH0F0mvSrpU0mBJT6VybJ7idZV0Rzr/lKSKnXdJPYBT\ngbNSfv0l9ZD0UErvQUndJe0BHApcnuJtLunrksanZ79d0pqNWLVmzcpr86yo3DatyNw+rajcNq2t\ncOe+kUjqRTbCPjAidgbOTJd6RERf4GDgN5LapfP1mo8eEd8H5kVEn4g4ocK9OwKnAL2AE4CtImI3\n4HfA6SnONcCV6fxRwG+r5DUduB64KuX3OHAtMDwidgJuA65NU/bvAc5L8aYCd0ZEv/TsLwNfq8/z\nmZmZmZmZ2YpbraULsBLZF7g9ImYBRMRsSQB/TuFXJf0H2KaR8306It4DSOk/kM4/RzbFHmB/YFul\nAgHrSFo7IubVI/09gCPS8Ujgp1Xi7SDpYqAT0B64v0FPYVYgAwcObOkimFXktmlF5vZpReW2aW2F\nO/dNLz/KrhReyNKzJuqawl7bBgvzc8eLc+HFLPn5CtgtIj6ts7TLqu+OdzcDh0bE85KGAAPqc9PQ\noUPp2bMnAJ06daJ37941f4BLU6gcdri5w984+mhefO45ANbv2BGA/86ZU5jw+j16cOxppxWmvhx2\n2GGHHXbYYYcdrl948uTJzJ49G4Bp06bRmLxbfiNJ0/JHAXtGxAeSOgNXAusDhwBbAKOBzwB9yUbA\n9wa6A88Dh0TEo1XSfh/YMCIWpvDciOiQdrY/NyIOTedHp/DE/DVJvwcmR8TPUrydIuLZKnmdA3SM\niAtT+C/AHRHxe0lDUzmPlPQLYGJE3JzivUe2NOBD4D7gzYg4ybvlW2u09zbb8FivXi1djKoGvfkm\no8aPb+liWAsYM2ZMzT8QzIrG7dOKym3Tisy75RdQRLwIXAI8ImkS8HOyUe/XgfFkHd5vRMSCtJZ9\nGvACcDUwoY7kbwCmlDbUo/poerXzZwK7pk3xnge+UUte9wJHlDbUI1u3/1VJk4HjWLKXwB+B8yRN\nSBv3XZCe8zHgpTqex8zMzMzMzBqRR+6bkKThwL0RMaqly1JEHrm3ohrUrx+jundv6WJU5ZF7MzMz\ns5WDR+5bD/dczczMzMzMrMm5c9+EIuKkhozaS3oyTYefmL4vfqKk7ZqibJKG5vIofa5tirzMWpvS\n5nVmRVPamMesiNw+rajcNq2t8G75BRIRuzdjXjeT7XBvZmZmZmZmrZzX3FuL8Zp7K6pvHH00/50+\nvaWLUdX6PXrwm9tvb+limJmZmdkKasw19+7cW4tx597MzMzMzNoyb6hnZtaEvDbPispt04rM7dOK\nym3T2gp37s3MzMzMzMxaOU/LtxbjaflmZmZmZtaWeVq+mZmZmZmZmdVw597MrIzX5llRuW1akbl9\nWlG5bVpb4c69mZmZmZmZWSvnNffWYrzm3szMzMzM2jKvuTczMzMzMzOzGu7cm5mV8do8Kyq3TSsy\nt08rKrdNayvcuTczMzMzMzNr5Va6NfeSvh8Rl+bCYyNir2Yuw1Rgl4j4oIH3DQAWRMQTjViWzYAX\ngGERcWWVPO8GXkunRkXExVXSGghcBawO/DciPlchzreB44BI8bYFukbE7ApxvebezMzMzMzarMZc\nc78ydu7nRkSHFi7Da8Cuy9G5HwZ8FBE/b8A9q0bEolqu3w4sBp6qpXN/bkQcWkc+6wLjgM9HxFuS\nukbEzDruORg4KyL2r3LdnXszMzMzM2uzVooN9SSdKOlZSZMk3SJpuKTrJD0t6WVJX0zxhki6Nnff\nvZL2qZLmpcBakiZKGpnOzU3/HSBpjKS/SHpV0qWSBkt6KpVj8xSvq6Q70vmnJO1ZyzO0l3STpCmS\nJks6onQpXe8h6blc/HMl/SgdnyHphXTfbZJ6AKcCZ6Xy969Qlj3SvcMkjZA0FhhRS/kOIxuRf6Gu\nH0cd1wEGA3dGxFsAdXXsk2OBP9QjnlmheG2eFZXbphWZ26cVldumtRWrtUSmknoB5wN7RMQsSZ3I\npnv3iIi+kj4DjJa0ZbqlXsO7EfF9SadFRJ/86dzxjsA2wGyyTu+NEbGbpDOA04FzgGuAKyNinKRN\ngfuBXlWyvACYHRE7pudat1Kxqtz7XaBnRHwqqWNEzJF0PTC3NMIu6dZayrIt0D8iFlRKXFJ74DvA\nAcB5VcpQsrukScAM4LyIeLFCnK2B1SWNBtYBfhERI6slKGkt4CDgtDryNjMzMzMzsxXUIp17YF/g\n9oj4/+3debhcVZ3v//cHkCkQAxcbu0USnACRNiCjQRMREWgFu52wbdo4gF4c4Gq34nXAodWf/ARF\nvbbSIuJ0HZFBQYINAUWGQBJAphYkorSAdhOJoGH63j9qn1A5VJ0MVFL75Lxfz3Oe1Fq19trfXayn\nqG+ttXbdBVBVi5MAfLsp35TkZjqJ+CDNq6o7AZr+5zT11wCzmsf7ATumCQjYLMmmVXVvj/72A145\nUqiqP6xCLFcB30hyOnB6nzY9Y2ken9kvsW98APhkVd3bHN5vdv5KOl+q3JvkwCaWp/VotwGwK53/\ndpOAS5JcUlU39en3xcBPe+217zZ79mymTZsGwJQpU5g+fTqzZs0CHv6W1bLltV3e9nGP4yuf+xwA\ne+7a+a7wsvnzV6l85fXX81fbbdeK67Fs2bJly5YnenlEW+KxPHHLCxcuZPHiToq0aNEiBmkoe+6T\nvAXYuqre11V3CjC3qk5tyhcCb6Ez2753Vb2lqT8P+HBVXdSn7+X23Ce5u6omj95b3sxAv6Oq5nc/\nl+RO4AlVdf9KXMc84NCqunlU/S3As4BNgDlVtVNT/x5g/ar6UJOwPxc4GDgQeAadlQDdM/c9Y2n2\n5i9r1ye2i4BtmuIWwIPA+5vy4XRWFBxUVbf3if3Q7nbAa4CNq+qDTbsvAucAW/fqL8lpwLer6ptj\nxOiee7XSjZdeyvZbbPHo+rjrLrbfa68BRSRJkqR10bqw5/584OVJtgRIMvIp+uXpeDKwHXAjsAiY\n3tQ/EdhjBX3fl6R7RcKqvlBzgKOWHZw8c4y259G17LzZXtDtDuBxSbZIshHwoq7ntq2qC4FjgMl0\nlrovaR6vTizLqarnVtWTqupJwKeAj1bV55q/Xapq16q6PcnWXf3vQecLn/8e3Y7OHfX3SbJ+s3pg\nT+D6Hu1GtieM3IVfGndGZuGlthk9AyW1ieNTbeXY1EQxlGX5VXVdko8AFyZ5AFhAZ+b3VuByYHPg\njc2y84uTLKJzU7jr6SwjH8tJwNVJrqyqw+i/571f/VHA/0lyFbA+cBFwZJ+2H2naXgM8AHyQzrL2\naq7zgSQfAuYBv2nip/ny4WtJJtP58uHEZs/9WcB3kxxM5x4AbwM+t5KxrK6XJfmfwP3An+jaZtCt\nqpayayEAACAASURBVG5Ici5wNZ1VACf12ZsP8BLg3Kr604BjlSRJkiT10JqfwmuW5Z9VVacNOxat\nHS7LV1u5LF+SJElrw7qwLL8XszxJkiRJklZDa5L7qnrdqszaJ7m0+T34+UkWNP/utCZiSzK76xwj\nf59ZE+daVUn2HxXbgiTfG3Zc0njmnnu1lftG1WaOT7WVY1MTxbB+Cu9Rq6q1tt61qr4MfHltnW9V\nVNUcHv5JP0kDsMEmm3DjXXc9qj4es/nmK24kSZIkDUhr9txr4nHPvSRJkqSJbF3dcy9JkiRJklaD\nyb0kjeLePLWVY1Nt5vhUWzk2NVGY3EuSJEmSNM65515D4557SZIkSROZe+4lSZIkSdIyJveSNIp7\n89RWjk21meNTbeXY1ERhci9JkiRJ0jjnnnsNjXvuJUmSJE1k7rmXJEmSJEnLmNxL0ijuzVNbOTbV\nZo5PtZVjUxPFOpfcJ3n3qPJPhxDDLUm2XI3jZibZe4BxvDvJL5Jcn2T/Pm22T/KzJH9O8vYx+vr7\nJFc1fz9NsnOfdgc3bRYkuTzJjEFdjyRJkiSpt3Vuz32SJVW1+ZBj+CWwW1X99yoedyzwx6o6fhWO\nWb+qHuxRvyPwDWB3YBvgx8BTR29yT7IVMBV4CXBXVZ3Q5zx7AddX1R+SHAB8oKr26tFu06q6t3m8\nM/DtqtqxT5/uuZckSZI0Ya0Te+6T/GPXDO+pSU5J8q9J5iW5IclBTbvXJPlM13FnJXlunz4/BmyS\nZH6SrzZ1S5p/ZyaZm+T0JDcl+VgzG31ZE8d2Tbutkny3qb8sybPHuIZJSb6U5OokC5P87chTzfNT\nk1zT1f4dSd7fPH5bkmub476RZCrwJuDoJv4ZPWLZuzn22CRfaVYlfKVPeIcA36yqB6pqEfALYI/R\njarq91V1JfBAv+ts2l1aVX9oipcCT+jT7t6u4mbAQ2P1K0mSJEl69IaS3Cd5OvC/gVlVtQtwVPPU\n1KraHXgR8IUkGzb1KzW9W1XvBu6tql2r6rAex/41cATwdOAwOjPZewInA29t2pwInNDUvwz44hin\nfB+wuKr+uqqmA+f3CqvPse8CpjfHvamqfgV8HvhkE//FPWI5uev4HYF9q+rVffp/AvDrrvJt9EnI\nV8MbgHP6PZnkJUmuB84CXjegc0prjXvz1FaOTbWZ41Nt5djURLHBkM67L/CdqroLoKoWJwH4dlO+\nKcnNwA4DPu+8qroToOl/TlN/DTCrebwfsGOagIDNupeaj7If8MqRQtfM9sq4CvhGktOB0/u06RlL\n8/jMqrpvFc43EEmeB7wW2Kdfm6o6HTg9yT7AvwAv6Nd29uzZTJs2DYApU6Ywffp0Zs2aBTz8RmzZ\n8touH33EEfzX734HwKYbdr5jvPe++yz3Kf/VNttw7PHH9309LQ+uPKIt8Vi23F0e0ZZ4LFseKS9c\nuLBV8Vie2OWFCxeyePFiABYtWsQgDWXPfZK3AFtX1fu66k4B5lbVqU35QuAtdGbb966qtzT15wEf\nrqqL+vS93J77JHdX1eQkM4F3VNXBTf0FTXl+93NJ7gSeUFX3r8R1zAMOraqbR9XfAjwL2ASYU1U7\nNfXvAdavqg81CftzgYOBA4Fn0FkJsGRk33u/WJq9+cva9YntGKCq6uNN+UfAsU1ch9NZUXBQVd3e\nq88kR45ul+Svge8BB4xcc692o+K4Gdi91/0H3HOvttp+6625ccqUYYcxbmy/eDE33nHHsMOQJEka\nd9aFPffnAy9Pc0f5JFs09S9Px5OB7YAbgUXA9Kb+ifTYNz7KfUm6VySs6gs1h4e3CZDkmWO0PQ94\nc1fb0dnAHcDjkmyRZCM62w1GbFtVFwLHAJPp7E9f0jxenVhGOxM4NMmGzf0EngJcXlWfq6pdmqX/\nt486ZtlrNbpdkm3pJPaHdX+Z0aPdk7vi3RXYcFVvLChJkiRJWjVDSe6r6jrgI8CFSRYAx9OZ+b0V\nuBz4IfDGqrqv2Xu+CLgW+BRw5Qq6Pwm4euSGevTf896v/ihgt+Ymez8H3jjGuT4CbJnkmuY6ZnX3\nXVUPAB8C5gHnAtcDNF8+fC3JVc31nFhVd9PZo/63IzfUA962CrEsf3Gd1/jbwHXA2cCRvabJk2yd\n5NfA/wLek+TWJJv16PJ9wJbA59L8zF2fU780yc+TzAc+A7xiZWOW2mJkybnUNiPL+6Q2cnyqrRyb\nmiha81N4zbL8s6rqtGHHorXDZflqqydusQW//ou/GHYY44bL8teeuXPnLtu3J7WN41Nt5dhUmw1y\nWX6bkvsvAT8wuZ84TO7VVu65XzUm95IkSatnkMn9sO6W/whV9bpVaZ/kUmDDkSKdpfCHVdW1g44t\nyWw6y/W7M9GLq+qtvY9Ye5LsD3ych2ML8MuqeunwopIkSZIkrU2tmbnXxOPMvdpq+tOexp/+sCq/\nbDmx/dU223DBlSu6HYoGwaWlajPHp9rKsak2Wydn7iWpLT510kl+CJAkSdK44sy9hsaZe0mSJEkT\n2brwO/eSJEmSJGlATO4laRR/D1dt5dhUmzk+1VaOTU0UJveSJEmSJI1z7rnX0LjnXpIkSdJE5p57\nSZIkSZK0jMm9JI3i3jy1lWNTbeb4VFs5NjVRmNxLkiRJkjTOuedeQ+Oee0mSJEkTmXvuJUmSJEnS\nMutscp9k+yQLklyZZLu1fO5bkmy5GsfNTLL3gGPZNsmSJG8f45yLk8xv/t47Rl+zmtf050ku6NPm\nn5o285Nck+SBJFMGdT3S2uDePLWVY1Nt5vhUWzk2NVFsMOwA1qCXAN+pqo+OfiJrfj346vY9C/gj\ncMnKHpBk/ap6cIwmxwNnr6Cbi6rq4BWc57HA/wH2r6rbkmzVq11VfQL4RHPMi4Cjq2rxCs4vSZIk\nSXoUhr7nPsn3gW2AjYFP01lN8OSqemfz/GuAZ1XV25K8D3g1cCfwG+CKqjqhR58HAl8CHgD+A3gd\ncC5wGbArcBCwA/BBYEPgZuC1VXVvkgOATwL3ABcDT6qqF/eJfRLwGWA34CHgg1X1/SS3AM8CNgd+\nUFU7N+3fAUyqqg8leRvwRuB+4Drg3cClTcy/A94K3Ah8Hnhic8qjq+qSJMcCTwaeBPyqql7dJ75D\ngGc31/LHPq/VTOCf+l1jV7v/CfxlVb1/rHajjvk6cH5VndzneffcS5IkSZqwBrnnvg0z96+tqsVJ\nNgbmAfsCPwPe2Tz/SuBfkuwG/C2wM7ARMB+4oleHVXVOks8DS6rqhCRTgacAh1XVvCT/A3gv8Pyq\n+lOSdwJvT/L/AycBs6rql0m+xdiz8O8DFlfVX8Oy2e1HhNPn2HcB06rq/iSTq+ru7pib/r4OnFBV\nP0vyRDpfUDy9OX5HYEZV3der8+aLh3cCLwD+eYxrANgryQLgP4F/rqrrerR5GvCYZjn+ZsCnq+qr\n/TpMsglwAPDmFZxbkiRJkvQotSG5PzrJS5rH29CZjb45yR7ATcD2TXJ7FHBGVd0P3J/krFU8z6+q\nal7zeC86SfLFSQI8hs5S+B2AX1bVL5t2XwMOH6PP/eh8+QBAVf1hFeK5CvhGktOB08fof8cmRoDN\nkmzaPD6zX2Lf+ADwyWY1AkC/b4OuBKY27Q5sYnlaj3Yb0Fn1sC8wCbgkySVVdVOffl8M/HRFS/Jn\nz57NtGnTAJgyZQrTp09n1qxZwMP7oyxbXpPl3XfdlYfuu4+fXHwxAM+ZMYOfXnYZm0ya1Ir4LFvu\nLo/UtSUey5a7yyN1bYnHsuWR8sKFCzn66KNbE4/liV1euHAhixd3UqRFixYxSENdlt8sCf8w8IKq\nWtrMCh9LJ8HfGbiBTnL/T01yP6WqPtgcezxwW6+l5s3zx7L8zP1ZXTPsLwJeNXo5e5Jn0pmRntmU\nXwwc3m8/epJ5wKFVdfOo+pFl+ZsAc6pqp6b+PcD6zbL8AM8FDgYOBJ5BZyVA98z9ncATmi80el7b\nGK/tRXS+LAHYAngQGFlSfzidFQUHVdXtfWI/tLsd8Bpg467X/4vAOcDWvfpLchrw7ar65hgxuixf\nQ7fk979n8402Wq7u7PPP56BDDhlSRFJ/c+fOXfYBQWobx6fayrGpNluXfgrvscBdTWK/A50ZdejM\nHh9CJ8EcSQ4vBl6cZKMkmwEvWsVzdb9glwIzkjwZIMmmSZ5K58uEqV1313/VCvo8j65l5z3uCn8H\n8LgkWyTZaFTM21bVhcAxwGQ6S92XNI9HzAGO6ur/mSuIZ5mqem5VPamqngR8CvhoVX2u+dulqnat\nqtuTbN3V/x50vvD579HtgDOAfZKs36we2BO4vke7ke0JM5tjpHHnOTNmDDsEqSc/nKrNHJ9qK8em\nJophJ/c/orOP+1rgozR3iW+Wcl9PJwG+oqm7AjiTznL2HwJXA6uyDH7ZFHFV/R6YDfzfJFfR2eO/\nfVUtpXOTu7OTXEEnOR/LR4Atm598WwDM6j5XVT0AfIjOvQTOba6JJBsAX2vOfSVwYlXdDZwF/G3z\nM3IzgLcBuyW5KsnPm9gG7WXNT9stoPMlwCt7NaqqG5pruJrOlyMn9dmbD51fKji3qv60BuKVJEmS\nJI0y9Lvlr4okk6rqnuZmbRfRWTK/cA2ebybwjhX9TJxWj8vy1QYuy9d44tJStZnjU23l2FSbrWt3\ny18VJyV5Op275X95TSb2kiRJkiSNF+Nq5r6XJJ8FZtBZCp/m3xOr6tQBnmM2nb3v3S/WxVX11kGd\nY3Ul2R/4OA/HFjp3/H/p8KJaOc7cqw16zdwvWbqUzbfaakgRSZIkaaIY5Mz9uE/uNX6Z3KsN7rn7\nbh66b/lflVxvww2ZNHlynyMkSZKkwViX7pYvSUM1afJkNt9qq+X+5s2fP+ywpJ5Gfi9XaiPHp9rK\nsamJwuRekiRJkqRxzmX5GhqX5UuSJEmayFyWL0mSJEmSljG5l6RR3JuntnJsqs0cn2orx6YmCpN7\nSZIkSZLGOffca2jccy9JkiRpInPPvSRJkiRJWsbkXpJGcW+e2sqxqTZzfKqtHJuaKEzuJUmSJEka\n59xzr6Fxz70kSZKkiWxc77lPMjPJ3l3lNyb5hwH2/5okj+8qn5Rkh0H1v5IxnJLk71bjuKlJXjXg\nWNZLMj/JmWO0ebBpsyDJ6WO0e2KSc5Ncl+TnSbbt0WZW089If39KcvCgrkeSJEmS9EjDWJY/C3j2\nSKGqvlBVXxtg/7OBJ3T1f0RV3TDA/tek7YC/X5UDkqy/giZHAdetoM09VbVrVe1SVS8Zo91XgI9X\n1dOBPYA7RzeoqrlNP7sC+wL3AHNWcH6pVdybp7ZybKrNHJ9qK8emJoqBJfdJvp9kXpJrkryhqTsg\nyZXNDO55SaYCbwKObmZ2ZyQ5Nsnbk2yf5LKu/qYmubp5/Kwkc5v+z0mydZ8YXgrsBnyt6X/jJBck\n2bV5fkmS45pZ5zlJdm+evynJi5o26zVtLkuyMMnhK7judyW5urnGj/Z4/pYkW3ZdxwXN45ldM9xX\nJpkEfAzYp6k7ql8szbEXJTkDuHaM2LYBDgK+ONY1ACtcBpJkR2D9qjofoKrurao/r+CwlwHnrEQ7\nSZIkSdKjsMEA+3ptVS1OsjEwr1kGfhKwT1XdmmRK8/zngSVVdQJAkv0AqurGJI9JMrWqfgW8Evhm\nkg2ATwMHV9V/JXkF8FHg9aMDqKrvJXkz8I6qWtD0391kEvDjqnpnktOADwPPB54BnAr8oOl3cVXt\nmWRD4OIkc5qYlpPkAODFwO5VtTTJlB6vy+hN5SPldwBHVtUlSTYF/gwc08R+cNP/4b1iaY7fBdip\nqm7tcc4RnwT+GXjsGG0ANkpyOfAAnZn5M3q0eRrwhyTfA6YBPwaOWcGm+UOB41dwbql1Zs2aNewQ\npJ4cm2ozx6fayrGpiWKQyf3RSUaWdG8DHAFcOJJ8VtXilejjO3SS+uOaf18BbE8n+T4vnUx9PeA/\nx+gj9J+JXlpVI8nxNcCfq+qhJNcAU5v6/YGdk7y8KU8Gngo8IrkH9gNOqaql0Pca+8VyMfDJJF8H\nTquq20Z9ETFWLPcDl4+V2Cf5G+COqlqYZNYYcQBMrarfJtkOOD/J1VV1y6g2GwD7ANOBXwPfprMF\n4pQ+5388nf9u545xXkmSJEnSAAwkuU8yk87+6j2bGewLgAXAqt7I7lvAd5J8H3ioqm5O8gzg51U1\nYwCh3t/1+CFgJCmvZoUAdJLgt1bVeQM4H3Rmw0e2P2w8UllVH0/yA+Bv6MzI79/j2J6xNK/3PSs4\n7wzg4CQHAZsAmyf5CvBZ4At0VhC8v6p+UFW/bWK6JclcYJckj+tuB/wGWDiygqG58d6eSa4d3V9z\n/lcA36+qB8cKcvbs2UybNg2AKVOmMH369GXfro7sj7JseW2Xz/nhD6kHHgDgOTM6bz0/ufjidbr8\n08suY5NJk1rx+lvuXx6pa0s8li13l0fq2hKPZcsj5YULF3L00Ue3Jh7LE7u8cOFCFi/uzAkvWrSI\nQRrIT+E1d0N/fVUdks6d6RcAh9FZkj2zqhYl2aKq7krydmByVX2gOfZYll+mfzlwA3B1VX0iyWPo\n7Cv/x6q6tEnCn1ZVPW8S1+xD/2RVzW3KF9BZ6j4/yZKq2rzPeZdU1ebNUviDgJdX1QNJngr8pqr+\n1ONcLwTeB7ygqv7UdY2nAGdV1WnNMvrjq+rcJCcA06tq3yRPqqpfNv18B/gqnQT6hKqa1dT3iuU2\nYHe6lu+vxH+fmf3aN1sJ7q2q+5JsRWdFwSGjb0KYZD3gSmC/ZnvEl4B5VfWvfc55CZ1l+xeOEZc/\nhadWOvuMMzho332HHcZatWTpUjbfaqthh6EVmDt37rIPCFLbOD7VVo5NtVkG+FN4g1qW/yPgTc0s\n7o3AJXTupH4EcFqznP5O4IXAWcB3my8E3soj96R/i86y/PcCVNX9SV4GfCbJY4H1gU/R/w7wpwKf\nT3Ivnbvyd/c/ViY58twX6ewpn98Vd887yDcJ+zOBK5IsBc5u4u4+z4eAk5P8AZjbVX90kucBD9L5\n8uKc5rgHkywAvlxVJyZZqVgehR2BLyR5kM4Kg4/1+nWBZvvCP9FZtg+dRP/fenWYzo0TtxkrsZfa\nbGQ2W2obP5yqzRyfaivHpiaKgczcS6vDmXu11ZLf/57NN9po2GGsVc7cS5IkrX2DnLlfbxCdSNK6\nZGQ/utQ2I3v3pDZyfKqtHJuaKAZ5t/y1Ksln6dw0rujceK6AE6vq1DVwrmfQ2RM/Ms0cOnfa33vQ\n51pVSbYE/p3lYyvg+VV119ACkyRJkiStNS7L19C4LF9t5bJ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Ob46dmeSCJN9Jcn2Srzb1\nbwX+Crig10x7kgOa9lcAf9dV/5okn0nyTODjwCFNvO8H9gFOTvLxFcRzUZIzgGtX4rr/pTn+Z0ke\n19T/RZLTmvoFSfYaqx9JkkYzuZckSYMwkrxuABwIXJNkB+CVwLOralfgIeDVTftJwCVVtQswD/gW\n8Naqmk5n9vzPdGbNF1fVnsAewBFJpjbHTwfeBjwdeHKSZ1fVZ4DbgFmjZ9qTbAScBPxNVe0GPH5U\n/FVVVwHvB77VrEL4EHAF8PdV9a4VxLNLE/8OK3HdP2uu8yfA4U39p4G5Tf2uwLUr6EeSpOVsMOwA\nJEnSOmGTJPObxxcBJwNvpJOozmtmnDcGbm/aPAic1jzeHvjPqpoPUFV/BEiyP7Bzkpc37SYDT6Wz\n7P/yqvpt024hMA34GZ0vGXrNbu8A/LKqftmUv8bDifWKjPS3onhubeqfP8Z131dVZzePr6TzRQbA\nvsBhzfUXsCRJr37uWMmYJUkTjMm9JEkahHub2eVlmoT01Kp6T4/2f2qS2GXNe7QJndnw80b1OxNY\n2lX1ICv3mebRLmkfK557RrXrd933dT3ujrt6tB2rH0mSluOyfEmSNAi9Eud/B17Wta98iyRP7NH+\nRuDxSZ7VtNusuTHducCRzVJ/kjw1yYpulnc3nRn10W4ApibZrim/amUuapSVjWdlr3v0MUc27ddL\nMrlPP9uuRtySpAnA5F6SJA3CI2aeq+p64L3AnCRXAXOAvxzdvqrup7O3/LPNEvs5wEbAF4HrgPlJ\nrgE+D/S6G333uf8N+NHoG+pV1VLgCODs5oZ6K7u8vbvvlYpnZa97lKOB5yW5ms4+/x379DP6XgGS\nJAGQ5VfESZIkSZKk8caZe0mSJEmSxjmTe0mSJEmSxjmTe0mSJEmSxjmTe0mSJEmSxjmTe0mSJEmS\nxjmTe0mSJEmSxjmTe0mSJEmSxjmTe0mSJEmSxrn/Bw2poqfd90ucAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739916d750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PLY82mZmZLQ137s3MzMwaJhb/PngzM7MWw517MzOzNkDSZmnK9nRJz0vaP3duuKQrJD2Q\ndvgfLWmD3PlLJL0p6WNJT0vaLXeunaTTJL2WO79eOrdA0kaSvg0cDvxfKv8uST+QdGtZG38j6eIq\n7d9O0vhUx03AKmXn95P0bLq/sZK2zp17Q9KPJb0o6UNJf5TUPp3rL+mtXN6ekm6T9IGkf6c2bQZc\nAeyclhp8lPJ+LZU5U9Jbkk6p0vYhqU2XSZoh6SVJe1bJ2z7dwxa5Y90lzU5/d5E0KrXvw/R5vSpl\nDZM0MpfulWLSLqU7SfqDpKmp/b+QpEplmZlZy+fOvZmZWcFJWhEYBfwVWBM4AbhB0ia5bIOBM4E1\ngOeAG3LnngK2AboCNwK3lDrHwKnAocC+EdEZOAaYnc4FQERcncq7ICI6RcQ3gOuBfSR1Sm1cIZVz\nXYX2rwTckc51A24BDsqd3w74I/DtdP73wN3puvz97Q1sDPwX8LPcuUjltAP+ArwBbACsB9wUEa8A\nxwJ/T0sNuqXr/gB8OyI6AVsBD5e3PWdH4J9kz/cM4HZJXcozRcRc4DbgsNzhbwJjImIa2f+7XQOs\nn9o4G/htPfWWzzbIp68D5gIbAduRPZ//qacsMzNrwdy5NzMzK76dgA4RcX5EzIuI0WSd2HwH8p6I\neDwiPgd+SjZKvR5ARNwYETMiYkFEXAysTNZBBvgW8NOIeC3lfT4ipqdzVUeBI+I94FHgkHToq8C/\nI2JilfavGBG/iYj5EXEb8HTu/LeBKyPimciMBOak60oui4ipETEDOKfs3kt2BHoA/xcR/4mIuREx\nrto9kHWMt5TUMSI+rtL2kvdz7f8z8A/g61Xy/qmsfYPJXqoQER9FxB0RMSciPgXOBfaop96KJK1N\n9sxPTvc6DbiEys/FzMxaAXfuzczMim9d4K2yY1PIRqZL6s6nTuNH6TrSFPqX0nTx6UAnoHvKvj7w\n+lK2awRwRPp8ODCySr51gXcqtL+kF3CqpI/Sn+lAz1L7k7fLrs2fK+kJTImIBTW2/yCyDvqUtJRh\np3ryVmr/umm3/llpav/z6dxoYFVJO0jqBWxLNnMBSatK+r2kyZJmAI8AXZZiOv0GwErAu7lndiUL\n42pmZq2MO/dmZmbFN5WsE563AYt2OOvOS1qdbHr71LS+/ofAwRHRNSK6AjNZOCr/FtlU94ZU2ozu\nTmAbSVsC+7HoUoC8d1n0RUSp/SVvAedERLf0p2tErB4RN1e6P7KXAVMr1PMWsEFpTXpD7Y+I8RFx\nANlSh7uAP1dpP1XaPzXt1t8xLVfYOpW7IJU1mGwk/S/phQtkyyA2AXaIiC4sHLWv1Ln/FFgtl+6R\n+/wW8B9gjdwz6xIR29RzD2Zm1oK5c29mZlZ8TwKzJf2fpBUlDSDrTP8pl+drknZJa+l/Qba+/B2g\nI/A58GHa7O3n6VjJH4BfSPoCgKStJXWt0Ib3ydZ214mIOWTry28EnoyItytcB/B3YJ6k41P7BwH9\ncuevBo6V1C+1oUPa7K5DLs9xktaT1A04DbipQj1Pkb1IOE/SapJWlrRLrv09S+v4Ja0kabCkThEx\nH5gFzK/SfoC1cu0/BNgMuLee/H8i24Ogbkp+0hH4DJiZ7uWMesqYCOwhaX1JnYEfl06kZREPABdL\n6qjMRpKWeIq/mZm1DO7cm5mZFVxaR78/8DVgGtkGbEdGxD9z2W4k6yh+SLa5Wmm6/P3pz6tkG83N\nZtEp/heRjTI/IOljss7+qqWqc/n+SLY+/SNJt+eOXwdsTTZFv772DwKOTu07hOylQOn8eLJ1979N\nO9m/CgwpK+ZGss7sa2Qb251ToZ4FZM9pE+DNdJ/fTKcfBl4E3pP0Qbq3I4E30vT475B1xKt5MpU7\njezlyUG5vQkq3fNTZCPvPYD7cqcuIRuNnwaMY/EXBHXPPCL+BtwMTCLbo2BUWd6jgPbAS2TLMG4B\n1qnnHszMrAVThL+y1czMrC2TNBx4KyJ+3gx1rw+8DKwTEZ80UR1vAN+KiPp2s28ykoak+j0qbmZm\nTcYj92ZmZtYs0tr2U8m+bq5JOvZmZmZtxYrN3QAzMzNrdst9Gp+k1cjWsb9B9pVsTcnTFM3MrPA8\nLd/MzMzMzMyslfO0fDMzMzMzM7NWztPyrdlI8rQRMzMzMzNr0yJCjVGOO/fWrLwspJjOOOMMzjjj\njOZuhjURx7e4HNtic3yLy7EtNse32KRG6dcDnpZvZk1g8uTJzd0Ea0KOb3E5tsXm+BaXY1tsjq/V\nyp17MzMzMzMzs1bOnXsza3RDhw5t7iZYE3J8i8uxLTbHt7gc22JzfK1W/io8azaSwj9/ZmZmZmbW\nVklqtA31PHJvZo1uzJgxzd0Ea0KOb3E5tsXm+BaXY1tsTRHf3r17I8l/luOf3r17N3ocy3m3fDMz\nMzMzszZkypQp/taq5awxd8WvWoeDas3F0/LNzMzMzJa/NBW8uZvRplR75p6Wb2ZmZmZmZmZ13Lk3\ns0bntX/F5vgWl2NbbI5vcTm2xeb4Wq3cuTczMzMzM7MW74orrmCdddahU6dOTJ8+vbmb0+J4zb01\nG6+5NzMzMzNb/iqt//505kwWzJ3bZHW2a9+eDp06NZjv8ssv59prr+X5559n8ODBXHPNNQDMmzeP\nTp068dRTT7HVVlstUd177bUXo0ePZt68ebRrl41vjxs3jpNPPpmXX36ZjTbaiMsvv5xdd90VgEce\neYQ999yTDh06EBFI4vLLL+fII48EoGPHjnUb5EUEn332GccddxyXXnpp1TYsjzX33i3fzMzMzMys\njVswdy4dV165ycqfNWdOTfnWW289Tj/9dO6//34+++yzuuPvvfcec+bMYfPNN1+iem+88UbmzZu3\nyG7106dPZ+DAgVx11VUceOCB3Hjjjey///688cYbdO7cua4db775ZuV7mTWr7vOnn35Kjx49+OY3\nv7lE7WoKnpZvZo3Oa8OKzfEtLse22Bzf4nJsi62txfeAAw5g4MCBdOvWre7YP//5TzbbbDMAunbt\nype//GUATjrpJDbYYAM6d+7MDjvswNixYxcpa+bMmZx11llceOGFixwfN24cPXr0YNCgQUji8MMP\nZ8011+T2229f4vbeeuutrLXWWnWj/s2pRXfuJY1tOFfF60ZL6lvh+KxK+RtLtXqr5N1e0iXLUFfN\n9yLpQknPSzp/aeszMzMzMzNrDptssgkvvvgiAB9//DF/+9vfAOjXrx+TJk1i+vTpDB48mEMOOYS5\nuaUFp512Gt/73vdYe+21FyuzfIp8RPDCCy/UpT/44AN69OjBxhtvzCmnnMLs2bMrtm3EiBEcddRR\ny3yPjaFFd+4jYrfGLrKRy1tqETE+Ik5aliKWIO+3gW0i4kf5g5JWWIb6zaoaMGBAczfBmpDjW1yO\nbbE5vsXl2Bab47uofKd88ODBdOnShXbt2nHyySczZ84c/vGPfwDwzDPPMG7cOI4//vjFyth5552Z\nOnUqN998M/PmzeO6667jX//6V10HfrPNNmPixIm8++67PPzww4wfP55TTz11sXKmTJnCo48+ypAh\nQ5robpdMi+7cS5olaTVJf5P0jKTnJA1M53pJeknSVZJekPRXSSuXXS9JwyWdlTt0Ucr/oKQ10sGN\nJN0n6WlJj0jaNB0fLulSSY9Lek3SoFzZP5I0SdKzkn6Zq/abkp6U9IqkqnMzJPWXNCp93kHSOEnj\nJY2VtEk6PkTSbalt/6g08i6pe7r2q1XquQtYHRgv6ZB0T1dIegI4v4G675D0gKTXJR0n6WRJE1L+\nLg08u0PSbIFnJY2pHmUzMzMzM7Ml96tf/YotttiCrl270rVrV2bOnMm0adOIiLoN7iptZNetWzfu\nuusufv3rX7POOuvwwAMPsPfee9OzZ08A1l577bplAL169eKCCy7gtttuW6z+kSNHsttuu9GrV6+m\nv9katOjOPdno9H+AAyLii8CewK9z578AXBYRWwEfAwflzq0E3AC8GhE/T8c6AE+l/I8Cw9Lxq4Dv\nR8QOwA+BK3LlrBMRuwL7A+cDpI70/sAOEbEdcEEu/woRsSNwMnBGDfcH8DKwW0Rsn9p0bi7PtsAh\nwDbAoZLWK52QtBbwF+BnEXFfxQoivgHMjoi+EXFLOrxeROwUET9ooO4tgQOAfsA5wCcR0Rd4AijN\nPan27E4HvpKez8AGnoMVTFtbG9bWOL7F5dgWm+NbXI5tsTm+lY0dO5YLL7yQW2+9lenTpzN9+nQ6\ndepERDBz5kyeeeYZDj30UHr06EG/fv2ICHr27Mnjjz8OwO67785TTz3FtGnTGDFiBC+//DL9+vWr\nWt+CBQsWOzZy5EiGDh3aVLe4xFrDbvkCzpO0O7AAWDd1agHeiIjn0+fxQO/cdb8Hbo6IfGd1PvDn\n9Pl64DZJHYBdgFu0cAvFlXLX3AkQES/n6t0LGB4Rc9K5Gbn8pV0YxgO1vsLpAoxIo+bBonF5KCI+\nAZD0UirzHaA98DfguIh4rMZ6Sm7Jfa6v7tERMRuYLWkG2YsEgOeBrRt4do8D10n6MwufiZmZmZmZ\nWVXz58/n888/Z/78+cybN485c+aw4opZFyU/Aj9r1ixWWmkl1lhjDebOnct5551Xt4t9586deffd\nd+vyvvnmm/Tr148JEybQvXt3ACZOnMhWW23F7Nmz+fnPf84GG2zA3nvvDWQvVDbaaCM22GAD3nrr\nLX7yk59wwAEHLNLOcePGMXXqVA4++OAmfR5LoqV37gUcAawBbBcRCyS9AaySzue/T2F+7jhkncsv\nSbqo1AmvIMhmL0xPI9KV5K+t5fsHS/nnU/vz/QXwcEQMktQLGF2l/nyZ88heIOwLLGnn/tOlqDty\n6QWpHVWfXUR8V9IOwH5kSwL6RsT08nxDhw6ld+/eAHTp0oU+ffrUrSsqvaV0umWm77vnHmLePHZP\nO4M+VnoLuuuu7NC3b7O3z+mmSw8YMKBFtcdpp5122umFWkp7nG7cdEljl9cSnX322Zx55pl1X113\nww03MGzYMIYMGbLI19nts88+7LPPPmy66aasvvrqnHzyyay//vp159daa626z5999hmSWGutteq+\n5/6CCy7g3nvvRRL77rsvd9xxR13+Z599liOOOIIZM2awxhprMGjQIM4+++xF2jlixAgOOuggOnTo\nUPO9jRkzhokTJzJjRjY2PHny5NofTA1Uvv6gJUk7wp8GfCEiTpT0JeAhshF6AX+JiK1T3lOBDhFx\nlqTRwKnAHsCXgAPTi4EFwH9HxJ8l/QxYM5U7FrgkIm5NZW0TEZMkDQdGRcTtpfZEREdJ+5BNO987\nIj6T1DUippfqjYgJaT3/MxGxYZV765/yDpR0OzAyIu6QdAZwVERsJGkIsH1EnJCuGQVcGBGPpmfT\nCbgVeDIiLqhUT77d6XP5Pd0GXF9D3W+k9Ef5c/U8u40i4vV07Eng2xExqaxd0ZJ//qx+s6ZNq/pd\nqLPmzKFjeitqZmZmZi1LpXXon86cyYLcTvONrV379nTo1KnJym/pKj3z3PFaBpEb1K4xCmlCC8jW\nze8g6TmyUfyXc+er9QwDICIuAZ4FRqZp458A/SQ9DwwAzkr5Dwe+JWmipBdYuEa8vPxSufcDdwPP\nSJpA9iKhav56lM5fQLb0YDz1xyRfXqSe8WFkMxSOrfW6snMXLkXdeUdQ+dldmDYcnAQ8Xt6xt2Ir\njeJbMbWGt/62dBzbYnN8i8uxLbblFd8OnTrRsXv3JvvTljv2y0uLnZafRr4/ioiPyNZ1V7JN6UNE\n/Dr3ec/c5zNy+Us/UT/IFxIRU4DFdpuPiGPK0p1yny9g0Y30yuv9ENioSrsBugMfpbxPAP+VO/fz\ndPw64LpcmQNznzulv+dWans97S6/p1rr3ij3ue5cREyuVH9EHFR+zMzMzMzMzJpGi5yWL6kHMAa4\nNCJ+18zNaXTKvs7vPOCY1Llukzwtv3XztHwzMzOz1qnaFHFrOstjWn6LHLmPiHdZdDS51ZL0FbKv\n0CtFUsDrEbFFI9ezFTCyrJ7/RMTOjVmPmZmZmZmZtTwtfc19qxcRD0TEdul75vumz40+ZT0iXqhQ\njzv21iy85r7YvLazuBzbYnN8i8uxLTbH12rVIkfuzazla9e+PbPmVP6WSa3of1rMzMzMzJanFrnm\n3toGr7mc4SGcAAAgAElEQVQ3MzMzM1v+evfuzZQpU5q7GW1Kr169Kn6vfWOuuXfn3pqNO/dmZmZm\nZtaWtaXvuTezVshrw4rN8S0ux7bYHN/icmyLzfG1Wrlzb2ZmZmZmZtbKeVq+NRtPyzczMzMzs7bM\n0/LNzMzMzMzMrI4792bW6Lw2rNgc3+JybIvN8S0ux7bYHF+rlTv3ZmZmZmZmZq2c19xbs/GaezMz\nMzMza8u85t7MzMzMzMzM6rhzb2aNzmvDis3xLS7Httgc3+JybIvN8bVaNdi5l3SCpJckjWyKBkg6\nUdIqTVF2WT1j09+9JB2WO769pEuauv7GtCTPTNLdkibVc36ypOckPSvpqXrydZZ0i6SXJb0oaccK\neTZN5UxIf38s6YTa7srMzMzMzMyWVoNr7iW9DOwVEVNzx1aIiPmN0gDpDWD7iPiowrl2EbGgMerJ\nlTkAODUi9m/Mcpen+p5ZWb4DgYOAbSJimyp5Xk9lTW+grGuBRyJiuKQVgdUiYmY9+dsBbwM7RsRb\nVfJ4zb2ZmZmZmbVZy23NvaQrgA2Bv0qaIWlEGgEfIamdpAskPSlpoqRv5677bRrhfUDSPZIGVSn/\neGBdYLSkh9KxWZJ+JelZYCdJp0t6StIkSVfmrh0t6bxU/yuSdk3Ht0jHJqR2bVwqN116LrBbOn+i\npP6SRqU8XSXdkUayx0naKh0fJumPqc7XUrvre25H5UbDr0vHekl6KLXpQUk90/Hh+edTamdq1+jc\naPnIas+sShs6ACcDZ9fXVkA0/HPQCdg9IoYDRMS8+jr2yZeBf1Xr2JuZmZmZmVnjqbdTFxHfBaYC\nA4CLgc2BPSPicOBbwIyI2BHoB3wndWAPBDaJiM2BIcAu9ZR/GfAOMCAi9kqHOwB/j4jtImIccFlE\n9Esjz6tJ+nquiBVS/ScDZ6RjxwKXRERf4Itko8cApSHiHwOPRUTfiLi07NyZwISI2Bb4KZBfivBf\nwN7AjsAwSStUuidJWwCnpXvaDjgxnboMGB4RfYAbU7riY8l97gOcAGwBbCxplyrPrJJfAL8CPqsn\nT6m++yU9nX9BU2ZDYFp6ETFB0lWSVm2g3EOBPzWQxwrKa8OKzfEtLse22Bzf4nJsi83xtVqtuIT5\n746IuenzV4CtJR2S0p2ATYA9SJ26iHhX0sMNlKn0p2QecHsuvZekHwKrAV2BF4B70rlSvvFAr/T5\n78BP08j4HRHx2hLc327AoNT20ZK6SVo9nbsnIuYBH0p6H1ib7MVHuT2BW0rT3CNiRjq+M3Bg+jwS\nOL+G9jwVEe8CSJoI9AbGsfgzW4SkbYGNI+IUSb3rywvsmuK0JvCgpJcjYmxZnhWBvsBxEfFM2qPg\nx8CwKvWvBAxMeeo1dOhQevfuDUCXLl3o06cPAwYMABb+Q+Z060t/9umn3HvXXQDsvuuuADz2+OOL\npbXiinz1619v9vY67bTTWbqkpbTH6cZNl7SU9jjdeOmJEye2qPY47fg6XT09ceJEZszIuoiTJ0+m\nMdWy5v51shHw44FZEXFROn4r8PuIeLAs/8XAcxFxbUrfBtwQEbdTQfn6cUkzI6JT+rwyMAXoGxFT\nJQ0DIiLOkjSabO38BElrAE9HxEbpug2B/VKbvxMRY0rlSuqfrhuY8talJU0ABkXE5HRuCrAlcGrZ\nvT8PfD0i3qxwP98H1o6I08uOfwD0iIj5ac361IhYS9LVwP0RcaskAZ9FxCoV2nlZuscRDa25l3Qs\n8DNgLrASsBbwOHAUMIpstP7KiLiq7LphwCzgz/l8wF1ksylKz3c34EfAdyuVJ2kg8L2I2LdS+3L1\nec19Qc2aNo2OK6/ccL45c+jYvftyaJGZmZmZWcuz3Nbcl+qrcvx+4Hupo4qkTSStBjwKHJrW5PcA\nvtRA+TPJRv0r1bcKWcfxwzSCfnBD7ZS0YUS8kaav3wVskz9P1nntWKWMx4AjUjkDgGkR8UkD7S/3\nMHCIpG6pnK7p+DigtEv/EakugMlkL08AvkHWGW9I+TNbRERcGRE9U2d8N+AfEbFnRLydljv0jYir\nJK1WmpmQ1uh/BXihPF9EvA+8JWnTVMVewEvl+XJNOAxPyTczMzMzM1tuauncVxta/QPwEjAhjWRf\nSbYG/g7gNeBF4FqyTm19ribbsK+0OVxdfRHxcTr/InAfkP+qtvJ2ldLflPRC2pBvS2BE2flJwIK0\n2d2JZWWcAWwv6Tngl2Qj3ZVUHW6OiJeAc4BHUht+nU6dABydptcfzsK1+FcD/VPenYBPa6iz/Jkt\nrbWBsanuJ4BREfFAlbwnADek9m9L9nwWk17wfJlFl1ZYG1Oagm/FVJpiZsXj2Bab41tcjm2xOb5W\nqwan5S9zBdJwsk6jO3u2CE/LL65777qLr+25Z4P5PC2/dRozZkzd2jErFse22Bzf4nJsi83xLbbG\nnJa/PDr31wB/cefeyrlzX1xec29mZmZm1rDG7Nwv6W75SywijgGQdDvZbu+QrX8P4EflG/K1FmlN\n/UMsnC5fuqe9SjvlL6d2PAG0L2vDkRHx4vJqg5mZmZmZmTWvWtbcN4qIGJQ2Xuub24StVXbsASLi\no9x95O9puXXsUzt2qtAGd+ytWY198klmzZnT4J927ds3XJi1OF77V1yObbE5vsXl2Bab42u1avKR\nezNre1bt0MHT7c3MzMzMlqMmX3NvVo3X3JuZmZmZWVu2vL/n3szMzMzMzMxaMHfuzazReW1YsTm+\nxeXYFpvjW1yObbE5vlYrd+7NzMzMzMzMWjmvubdm4zX3ZmZmZmbWlnnNvZmZmZmZmZnVcefezBqd\n14YVm+NbXI5tsTm+xeXYFpvja7Vy597MzMzMzMyslfOae2s2XnNvZmZmZmZtmdfcm5mZmZmZmVmd\nmjr3kk6Q9JKkkU3RCEknSlqlKcouq2ds+ruXpMNyx7eXdElT19+YanlmkvpKmiTp1fruT9IfJb0v\naVI9eXpKeljSi5Kel3RClXwrS3pS0rMp37Da78qKwmvDis3xLS7Httgc3+JybIvN8bVa1Tpy/13g\nyxFxZOmApBUasR0nAatVOiGp0WYXRMRu6eOGwODc8fERcVJj1bOcVH1mOVcA34qITYFNJe1TJd9w\noNq5knnAKRGxJbAzcJykzcozRcQc4EsRsR3QB/iqpH4NlG1mZmZmZmbLoME195KuAI4GXgU2AO4G\nNgKmAEcC5wH9gZWByyPi6nTdb4G9gLeAz4E/RsTtFco/HvgV8AowLSL2kjQL+H26/rj09/7AKsC4\niDg2XTsaeBL4EtCZrCP7uKQtyDqsK5G9wDgoIv4laVZEdJT0d2Az4A3gOmAi8IOI2F9SV+CadI+f\nAt+JiBfSCPQG6fj6wKURcVk9z+0o4FRgATApIoZI6pXKXgP4N3B0RLwtaTgwqvR8cu3sD5wBTAO2\nAp6JiCMrPbMK9a8DPBwRW6T0fwP9I+K7VdrbK7Vhm2r3VJb/TuCyiHionjyrAY8C342Ipyuc95p7\nMzMzMzNrs5brmvvUGZwKDAAuBjYH9oyIw4FvATMiYkegH/CdNOX9QGCTiNgcGALsUk/5lwHvAANy\nndQOwN8jYruIGEfWieyXOp6rSfp6rogVUv0nk3WEAY4FLomIvsAXgbdL1aW/fww8FhF9I+LSsnNn\nAhMiYlvgp0B+KcJ/AXsDOwLDqs1eSC8XTkv3tB1wYjp1GTA8IvoAN6Z0xceS+9wHOAHYAthY0i5V\nnlm59XL3Tfq8XpW8S0RS79SuJ6ucbyfpWeA94MFKHXszMzMzMzNrPCsuxTV3R8Tc9PkrwNaSDknp\nTsAmwB7AnwAi4l1JDzdQptKfknlAfpR/L0k/JJuG3hV4AbgnnSvlGw/0Sp//DvxUUk/gjoh4bQnu\nbzdgUGr7aEndJK2ezt0TEfOADyW9D6xN9uKj3J7ALRExPZUzIx3fGTgwfR4JnF9De56KiHcBJE0E\negPjWPyZLRfpWdwKnBgRn1TKExELgO0kdQLulLRFRLxUKe/QoUPp3bs3AF26dKFPnz4MGDAAWLi+\nyOnWlx5y4IHMfO89AHp27w7A29OmOV2QdOlzS2mP042XLh1rKe1x2vF1urb0vz/+mO023rjFtMdp\nx9fp+uM5d948AGbOnk1jqumr8CS9TjYCfjwwKyIuSsdvBX4fEQ+W5b8YeC4irk3p24AbKk3LT+ff\nALaPiI9SemZEdEqfVyZbAtA3Iqam6fEREWelafmnRsQESWsAT0fERum6DYH9Upu/ExFjSuWm6e6n\nRsTAlLcuLWkCMCgiJqdzU4AtyabY5+/9eeDrEfFmhfv5PrB2RJxedvwDoEdEzJe0IjA1ItaSdDVw\nf0TcKknAZxGxSoV2XpbucUT5M6vQhnWA0Wn2RN20fOAcYBTZ7IArI+KqdH6Rafnpxcgi+VKb/wLc\nV5rxUClfWTtOBz4tPbeyc56WX1AH7rwzd3zxi83dDGsiY95+mwE9ezZ3M6wJOLbF5vgWl2NbbI5v\nsem3v13uX4VXrbL7ge+lTh+SNsmtsz40Tc/uQbYmvj4zyUb9K9W3ClnH8cM0anxwQ+2UtGFEvJGm\nr98FbJM/D8wCOlYp4zHgiFTOALI17Z800P5yDwOHSOqWyumajo8DSrv0H5HqAphM9vIE4BtkewU0\npPyZLSIi3gM+ltQvvTA4CrgrIt5Oyx36lnXEF5kJUCXfNcBLuaUMi+WT1F1S53Tfq5ItY3ilhvux\nAim9nbRi8v9gFJdjW2yOb3E5tsXm+Fqtau3cVxte/QPwEjAhjWRfSbYG/g7gNeBF4FqyTm19rgb+\nKqm0OVtdfRHxcTr/InAf8FQ97SqlvynphbTue0tgRNn5ScCC9HVtJ5aVcQawvaTngF+SdYorqTrk\nnKagnwM8ktrw63TqBODoNL3+cBauxb8a6J/y7kS2kV9DdZY/s0qOA/5IthniPyPir5UySbqRLEab\nSnpT0tEV8uya2rxnem4TJO1bobgewOh0j0+SzUi4t542mpmZmZmZ2TKqaVr+MldSthu8GXhafpF5\nWn6xeXpgcTm2xeb4FpdjW2yOb7E1x7T8ZeUenJmZmZmZmVkTWS4j93WVSbeT7fYO2fruAH5UviFf\na5HW1D/EwpcXpXvaq7RT/nJqxxNA+7I2HBkRLy6vNiwNj9wX1/H7789l6VsQzMzMzMysssYcuV+a\nr8JbahExaHnW19TSTvXbtYB27NTcbTDL69arF8dPntzczTAzMzMzazOW68i9WZ5H7otrzJgxDBgw\noLmbYU3E8S0ux7bYHN/icmyLzfEtNkmtbs29mZmZmZmZmTURj9xbs/HIvZmZmZmZtWUeuTczMzMz\nMzOzOu7cm1mjGzNmTHM3wZqQ41tcjm2xOb7F5dgWm+NrtXLn3szMzMzMzKyV85p7azZec29mZmZm\nZm2Z19ybmZmZmZmZWR137s2s0XltWLE5vsXl2Bab41tcjm2xOb5WK3fuzczMzMzMzFo5r7m3ZuM1\n92ZmZmZm1pZ5zX0Vkk6Q9JKkkc3Yhv6Sdq4h3zckbVZDvmGSTqmx7l6Snq8lb43lDZG0Ti59VS1t\nNjMzMzMzs+WrUJ174LvAlyPiyNIBSSss5zYMAHapId8BwJZNUP8SDYVLqu9nYCiwXl3BEd+JiFeW\nsl3WhnhtWLE5vsXl2Bab41tcjm2xOb5Wq8J07iVdAWwI/FXSDEkjJI0FRqQR7UclPZP+7JSu6S9p\njKQ7Jb0m6VxJgyU9Kek5SRumfN0l3ZqOPympYuddUi/gWOAkSRMk7ZrqfiiV96CknmlkfyBwQcq3\noaT/kfSUpGcl3SJplRrve3tJEyU9CxyXOz5E0mW59ChJe6TPsyT9Kl2zk6TTU92TJF2Z8hwEfBG4\nPrVxFUmjJfVN5w9L+SdJOi9XzyxJZ6c2jZO0Zo0hNDMzMzMzs6VUqDX3kl4n65AeD+wH7BoRc1NH\neUH6/AXgTxGxg6T+wB3AZsAM4HXg6og4U9IJQO+IOEXSDcDlETFO0vrA/RGxRZU2DANmRcRFKX03\n8OeIuF7S0cDAiDhQ0nBgVETcnvJ1jYjp6fMvgPci4vLy8irU9xzwvYh4XNIFwL4RsY2kIcD2EXFC\nyjcKuDAiHpW0ADgkIm5L57pExIz0eQRwc0TcI2k0cEpEPJvOjQZOBd4FngC2S8/tQeDSiLg7lb1f\nRNwr6Xzg44j4ZZW2e829mZmZmZm1WY255n7Fxiikhbo7Iuamz+2B30rqA8wHNsnlezoiPgCQ9C/g\ngXT8ebIp9gBfBjaXVHroq0taLSJm19COnYED0+eRwPlV8m0t6WygC9ABuL+hgiV1BjpHxOO58vet\noU3zgNtz6b0k/RBYDegKvADcU6qmwvU7AKMj4qPUjhuAPYC7gbkRcW/KN57s2VU1dOhQevfuDUCX\nLl3o06cPAwYMABZOQXK65ab/e9Ag3p8+nXK91l6ba2+6qdnb57TTTjvttNNOO+200y0pPXHiRGbM\nmAHA5MmTaUxFHrnPj54PAzpExP+lNfifRUT7NHJ/akQMTPlGp/SE/DlJHwDrRcTnNbShfOT+A6BH\nRMyXtCIwNSLWqjBy/zrZqP4LadS9f0QcU9/IfercPxcRvVN6a+CGNHJ/OLBzRHw/nXsQ+EUauZ8Z\nEZ3S8ZWBKUDfiJia6ouIOCv/PPLPB+gJHBQRQ9LxY4AtIuIHkmZFRMd0/CDg6xFxTJVn5ZH7Vk5S\nxU0eBDi2xTVmzJi6/0hZsTi2xeb4FpdjW2yOb7E15sh9u8YopAWp9lA6k00lBzgKWNJN9h4ATqyr\nRNq2nryzgE659DjgsPT5COCxKvlWB96TtBJweC2NioiPgRm5PQCOyJ2eDPRRZn2gX+5c/jmtQrYJ\n34eSVgcOrudeSp4C9pDULb0sOQwYU0ubzczMzMzMrPEVrXNfbajwd8DQtIHcpsCnS3j9icAX06Z4\nLwD/W08bRgEHljbUI5tFcLSkiWSd9tJLgpuAH0oar2zjvtPJOs2PAS/XU365Y4DfSZqQb3+aqj8Z\neBG4hGyK/GL3mV4QXJ3y3ZfaUHItcGVpQ73SdRHxHvBjsg79s8AzEfGX8rLNrJg8elBcjm2xOb7F\n5dgWm+NrtSrUtHxrXTwtv/XztHwzMzMzs6XnaflmZtZsSpvDWPE4tsXm+BaXY1tsjq/Vqsi75Tcp\nSUPJptjnhycfj4jjm6i+3wK7pvqU/r40Iq5rivrMzMzMzMys9fC0fGs2npbf+vVeZx2mvP/+Ysd7\nrb02k997rxlaZGZmZmbWejTmtHx37q3ZuHNvZmZmZmZtmdfcm1mL5rVhxeb4FpdjW2yOb3E5tsXm\n+Fqt3Lk3MzMzMzMza+U8Ld+ajaflm5mZmZlZW+Zp+WZmZmZmZmZWx517M2t0XhtWbI5vcTm2xeb4\nFpdjW2yOr9XKnXszMzMzMzOzVs5r7q3ZeM29mZmZmZm1ZV5zb2ZmZmZmZmZ13Lk3s0bntWHF5vgW\nl2NbbI5vcTm2xeb4Wq3cuTczMzMzMzNr5bzmvhWQ9JOIODeXHhsRuzVRXf2BuRHx9wbyfQP4R0S8\n0kC+YcCsiLiowjmvuTczMzMzszbLa+7bntPyiabq2CcDgF1qyHcAsGUTtsPMzMzMzMxq5M59I5J0\nlKTnJD0r6TpJwyVdIelpSa9I+lrKN0TSZbnrRknao0qZ5wKrSpogaWQ6Niv93V/SGEl3SnpN0rmS\nBkt6MrVjw5Svu6Rb0/EnJVXsvEvqBRwLnJTq21VSL0kPpfIelNRT0s7AQOCClG9DSf8j6al077dI\nWqURH621Ml4bVmyOb3E5tsXm+BaXY1tsjq/Vyp37RiJpC7IR9gERsR1wYjrVKyJ2APYDfi+pfTpe\n03z0iPgJMDsi+kbEkRWu3Qb4DrAFcCSwSUTsCPwROD7luRS4KB0/GPhDlbqmAFcCF6f6HgcuA4ZH\nxLbAjcBlacr+3cAPU743gNsiol+691eAb9Vyf2ZmZmZmZrbsVmzuBhTInsAtETEdICJmSAL4c0q/\nJulfwGaNXO/TEfEBQCr/gXT8ebIp9gBfBjZXahCwuqTVImJ2DeXvDByYPo8Ezq+Sb2tJZwNdgA7A\n/Ut0F1YoAwYMaO4mWBNyfIvLsS02x7e4HNtic3ytVu7cN738KLtSeh6LzppoaAp7fRsszMl9XpBL\nL2BhfAXsGBGfN9jaxdW64921wMCIeEHSEKB/LRcNHTqU3r17A9ClSxf69OlT9w9YaQqS060v/enM\nmTwyejQAu++6KwCPPf74cku3a9+epydMaDHPw2mnnXbaaaeddtppp8eMGcPEiROZMWMGAJMnT6Yx\nebf8RpKm5d8O7BIRH0nqClwErAnsD2wEjAa+AOxANgK+O9ATeAHYPyIerVL2h8DaETEvpWdFRMe0\ns/2pETEwHR+d0hPy5yRdD0yMiF+lfNtGxHNV6joF6BQRZ6T0ncCtEXG9pKGpnQdJ+g0wISKuTfk+\nIFsa8DFwD/B2RBzj3fLbpnvvuouv7blns9U/a84cOnbv3mz1F92YMWPq/iNlxeLYFpvjW1yObbE5\nvsXm3fJboIh4CTgHeETSs8CvyUa93wSeIuvw/m9EzE1r2ScDLwKXAOMbKP4qYFJpQz2qj6ZXO34i\n8MW0Kd4LwP/WU9co4MDShnpk6/aPljQROJyFewncBPxQ0vi0cd/p6T4fA15u4H7MzMzMzMysEXnk\nvglJGg6Miojbm7stLZFH7otr1rRpdFx55ear3yP3ZmZmZtYKeOS+9XDP1czMzMzMzJqcO/dNKCKO\nWZJRe0lPpOnwE9L3xU+QtGVTtE3S0FwdpT+XNUVd1vaUNrezYiptDmPF49gWm+NbXI5tsTm+Vivv\nlt+CRMROy7Gua8l2uDczMzMzM7NWzmvurdl4zX1xfTpzJgvmzm22+tu1b0+HTp2arX4zMzMzs1o0\n5pp7d+6t2bhzb2ZmZmZmbZk31DOzFs1rw4rN8S0ux7bYHN/icmyLzfG1Wrlzb2ZmZmZmZtbKeVq+\nNRtPyzczMzMzs7bM0/LNzMzMzMzMrI4792bW6Lw2rNgc3+JybIvN8S0ux7bYHF+rlTv3ZmZmZmZm\nZq2c19xbs/GaezMzMzMza8u85t7MzMzMzMzM6rhzb2aNzmvDis3xLS7Httgc3+JybIvN8bVauXNv\nZmZmZmZm1soVbs29pJ9ExLm59NiI2G05t+ENYPuI+GgJr+sPzI2IvzdiWzYAXgSGRcRFVeq8C3g9\nHbo9Is6uUtYA4GJgJeDfEfGlCnl+ABwORMq3OdA9ImZUyOs192ZmZmZm1mY15pr7InbuZ0VEx2Zu\nw+vAF5eicz8M+CQifr0E16wQEfPrOX8LsAB4sp7O/akRMbCBejoD44CvRMQ7krpHxLQGrtkPOCki\nvlzlvDv3ZmZmZmbWZhViQz1JR0l6TtKzkq6TNFzSFZKelvSKpK+lfEMkXZa7bpSkPaqUeS6wqqQJ\nkkamY7PS3/0ljZF0p6TXJJ0rabCkJ1M7Nkz5uku6NR1/UtIu9dxDB0nXSJokaaKkA0un0vlekp7P\n5T9V0s/T5xMkvZiuu1FSL+BY4KTU/l0rtGXndO0wSSMkjQVG1NO+b5CNyL/YUDgaOA8wGLgtIt4B\naKhjnxwG/KmGfFYwXhtWbI5vcTm2xeb4FpdjW2yOr9VqxeaoVNIWwGnAzhExXVIXsunevSJiB0lf\nAEZL2jhdUtPwbkT8RNJxEdE3fzj3eRtgM2AGWaf36ojYUdIJwPHAKcClwEURMU7S+sD9wBZVqjwd\nmBER26T76lypWVWu/RHQOyI+l9QpImZKuhKYVRphl3RDPW3ZHNg1IuZWKlxSB+D/gL2BH1ZpQ8lO\nkp4FpgI/jIiXKuTZFFhJ0mhgdeA3ETGyWoGSVgX2BY5roG77//buPdyuqr73//sDyB0MHCz2gCag\nFhCt4SKCoImoFKmCVfFSa42tqMeq8NPWy6lK1apH6rV6rFopRa3HW5GLQgmtBCpyCSQB5Fa5BCtW\nqC2RCBpu398fa+yw2Ky1sxNWsveeeb+eZz17jrnGHPM71zcre481xphLkiRJkh6mKencA4cC36yq\n2wGqakUSgG+08vVJbqDXER+lxVV1G0Brf2HbfyUwv20/B9grLSBg2yRbV9VdA9p7DvCysUJV/WIt\nYrkc+GqSU4FTh9QZGEvbPn1Yx775C+ATVXVXO3zY6Pxl9D5UuSvJ81osvzWg3mbAvvRytw1wYZIL\nq+r6Ie2+APj+oLX2/RYsWMCcOXMAmDVrFnPnzmX+/PnAA59SWp555afuuy9nnnYaAM84+GAA/vWC\nCx5U/v7FF7PVNttMi3gtr115/vz50yoey5YtW7b8gOkSj+XRlsdMl3gsr3t52bJlrFjR6yItX76c\nUZqSNfdJ3gTsXFXv6dt3ErCoqk5u5fOAN9EbbT+oqt7U9p8DfKCqzh/S9oPW3Ce5o6q2H7+2vI1A\nv62qlvQ/l+Q2YJequmcS17EYeHlV3TBu/03AfsBWwMKq2rvt/3Ng06p6f+uwPxM4Enge8CR6MwH6\nR+4HxtLW5q+uNyS284FdW3EH4D7gva18DL0ZBUdU1c+GxP7y/nrAq4Etq+p9rd4XgbOAnQe1l+QU\n4BtV9bUJYnTNfUet/PnP2W6LLSaus2oV2+200waKSJIkSZp+urDm/nvA0Ul2BEiyQ9t/dHoeB+wG\nXAcsB+a2/Y8BDlhD23cn6Z+RsLYv1ELg2NUHJ0+ZoO459E07b8sL+t0KPCrJDkm2AJ7f99xjq+o8\n4J3A9vSmuq9s2+sSy4NU1TOraveq2h34JPChqvpse+xTVftW1c+S7NzX/gH0PvD57/H16N1R/5Ak\nm7bZA08DrhlQb2x5wthd+LURGhulVzeNH0VQd5jbbjO/3WVuu838arKmZFp+VV2d5IPAeUnuBZbS\nG/n9MXAJsB3w+jbt/IIky+ndFO4aetPIJ/IF4Iokl1XVqxi+5n3Y/mOB/5vkcmBT4HzgjUPqfrDV\nvQaNDUEAACAASURBVBK4F3gfvWnt1a7z3iTvBxYDP2nx0z58+EqS7el9+PCptub+DOBbSY6kdw+A\ntwCfnWQs6+olSf4XcA/wK/qWGfSrqmuTnA1cQW8WwBeGrM0HeCFwdlX9asSxSpIkSZIGmDZfhdem\n5Z9RVadMdSzaMJyW311Oy5ckSZLWrAvT8gexlydJkiRJ0jqYNp37qvqjtRm1T3JR+z74JUmWtp97\nr4/YkizoO8fY49Pr41xrK8lh42JbmuQfpzoubdxcc99trv3rLnPbbea3u8xtt5lfTdZUfRXew1ZV\nB27Ac/098Pcb6nxro6oW8sBX+knTQjbbjJWrVk1YZ5PNN99A0UiSJEndN23W3Gvj45p7SZIkSRuz\nrq65lyRJkiRJ68DOvaSRc21Yt5nf7jK33WZ+u8vcdpv51WTZuZckSZIkaYZzzb2mjGvuJUmSJG3M\nXHMvSZIkSZJWs3MvaeRcG9Zt5re7zG23md/uMrfdZn41WXbuJUmSJEma4VxzrynjmntJkiRJGzPX\n3EuSJEmSpNXs3EsaOdeGdZv57S5z223mt7vMbbeZX01W5zr3Sd41rvz9KYjhpiQ7rsNx85IcNMI4\n3pXkR0muSXLYkDp7JPlBkl8neesEbf1+ksvb4/tJnjyk3pGtztIklyQ5eFTXI0mSJEkarHNr7pOs\nrKrtpjiGG4H9q+q/1/K444FfVtXH1uKYTavqvgH79wK+CjwV2BX4Z+AJ4xe5J9kJmA28ELi9qj4+\n5DwHAtdU1S+SHA78RVUdOKDe1lV1V9t+MvCNqtprSJuuuZckSZK00erEmvskf9g3wntykpOS/E2S\nxUmuTXJEq/fqJJ/uO+6MJM8c0uaHga2SLEny5bZvZfs5L8miJKcmuT7Jh9to9MUtjt1avZ2SfKvt\nvzjJ0ye4hm2S/F2SK5IsS/J7Y0+152cnubKv/tuSvLdtvyXJVe24ryaZDbwBOK7Ff/CAWA5qxx6f\n5EttVsKXhoR3FPC1qrq3qpYDPwIOGF+pqn5eVZcB9w67zlbvoqr6RSteBOwypN5dfcVtgfsnaleS\nJEmS9PBNSec+yROB/w3Mr6p9gGPbU7Or6qnA84HPJ9m87Z/U8G5VvQu4q6r2rapXDTj2t4HXAU8E\nXkVvJPtpwInAm1udTwEfb/tfAnxxglO+B1hRVb9dVXOB7w0Ka8ix7wDmtuPeUFU3A58DPtHiv2BA\nLCf2Hb8XcGhVvXJI+7sA/95XvoUhHfJ18FrgrGFPJnlhkmuAM4A/GtE5NYO4NqzbzG93mdtuM7/d\nZW67zfxqsjabovMeCnyzqm4HqKoVSQC+0crXJ7kB2HPE511cVbcBtPYXtv1XAvPb9nOAvdICArbt\nn2o+znOAl40V+ka2J+Ny4KtJTgVOHVJnYCxt+/SqunstzjcSSZ4FvAY4ZFidqjoVODXJIcBfAs8d\nVnfBggXMmTMHgFmzZjF37lzmz58PPPAfmeWZV/7pTTfxpauvBuBp++4LwMVLlmyU5UPmzWP3vfee\nVvmxbHlYecx0icfyaMtjpks8lkdXXrZs2bSKx7L5tTy8vGzZMlasWAHA8uXLGaUpWXOf5E3AzlX1\nnr59JwGLqurkVj4PeBO90faDqupNbf85wAeq6vwhbT9ozX2SO6pq+yTzgLdV1ZFt/7mtvKT/uSS3\nAbtU1T2TuI7FwMur6oZx+28C9gO2AhZW1d5t/58Dm1bV+1uH/ZnAkcDzgCfRmwmwcmzd+7BY2tr8\n1fWGxPZOoKrqI638T8DxLa5j6M0oOKKqfjaozSRvHF8vyW8D/wgcPnbNg+qNi+MG4KmD7j/gmvvu\nuu6ii9hjhx2mOoxp4brbb2ePAx9yewpJkiSpE2vuvwccnXZH+SRjvYCj0/M4YDfgOmA5MLftfwwD\n1o2Pc3eS/hkJa/tCLeSBZQIkecoEdc8B/qSv7qxxz98KPCrJDkm2oLfcYMxjq+o84J3A9vTWp69s\n2+sSy3inAy9Psnm7n8DjgUuq6rNVtU+b+v+zccesfq3G10vyWHod+1f1f5gxoN7j+uLdF9h8bW8s\nKEmSJElaO1PSua+qq4EPAuclWQp8jN7I74+BS4DvAq+vqrvb2vPlwFXAJ4HL1tD8F4Arxm6ox/A1\n78P2Hwvs326y90Pg9ROc64PAjkmubNcxv7/tqroXeD+wGDgbuAagffjwlSSXt+v5VFXdQW+N+u+N\n3VAPeMtaxPLgi+u9xt8ArgbOBN44aJg8yc5J/h34/4A/T/LjJNsOaPI9wI7AZ9O+5m7IqV+c5IdJ\nlgCfBl462ZjVHWNT0tVNY1PM1D3mttvMb3eZ224zv5qsqVpzT1V9GRjrgI9Ny//nqnrjgLp/sBbt\nvgt4V195+/bzPOC8vv2H9m2vfq6q/gt4+STPdSewYMD+3fu2PwN8ZsDhzxhw3I+A8aPzD4mlqt43\nyfg+DHx4DXVuBR4zibaOoTf9fk31TgBOmEx8kiRJkqTRmDbfc5/k74DvVNUpUx2LNgzX3HeXa+4f\n4Jp7SZIkDTPKNfdTNnI/XlX90drUT3IRsPlYkd5U+FdV1VWjji3JAnrT9ft7ohdU1ZsHH7HhJDkM\n+AgPxBbgxqp68dRFJUmSJEnakKbNyL02Po7cd9dXTzqJ/fbaa6rDmBYesd127L733lMdxkgtWrRo\n9Ve6qFvMbbeZ3+4yt91mfrutkyP3krrjf+62m1PRJUmSpA3IkXtNGUfuJUmSJG3MuvA995IkSZIk\naUTs3EsaOb+PtdvMb3eZ224zv91lbrvN/Gqy7NxLkiRJkjTDueZeU8Y195IkSZI2Zq65lyRJkiRJ\nq9m5lzRyrg3rNvPbXea228xvd5nbbjO/miw795IkSZIkzXCuudeUcc29JEmSpI2Za+4lSZIkSdJq\nne3cJ9kjydIklyXZbQOf+6YkO67DcfOSHDTiWB6bZGWSt05wzhVJlrTHuydoa357TX+Y5Nwhdf60\n1VmS5Mok9yaZNarr0czg2rBuM7/dZW67zfx2l7ntNvOrydpsqgNYj14IfLOqPjT+iaz/+eDr2vZ8\n4JfAhZM9IMmmVXXfBFU+Bpy5hmbOr6oj13CeRwL/Fzisqm5JstOgelX1UeCj7ZjnA8dV1Yo1nF+S\nJEmS9DBM+Zr7JN8GdgW2BP6a3myCx1XV29vzrwb2q6q3JHkP8ErgNuAnwKVV9fEBbT4P+DvgXuDf\ngD8CzgYuBvYFjgD2BN4HbA7cALymqu5KcjjwCeBO4AJg96p6wZDYtwE+DewP3A+8r6q+neQmYD9g\nO+A7VfXkVv9twDZV9f4kbwFeD9wDXA28C7ioxfyfwJuB64DPAY9ppzyuqi5McjzwOGB34OaqeuWQ\n+I4Cnt6u5ZdDXqt5wJ8Ou8a+ev8L+M2qeu9E9cYd8w/A96rqxCHPu+ZekiRJ0kZrlGvup8PI/Wuq\nakWSLYHFwKHAD4C3t+dfBvxlkv2B3wOeDGwBLAEuHdRgVZ2V5HPAyqr6eJLZwOOBV1XV4iT/A3g3\n8Oyq+lWStwNvTfJXwBeA+VV1Y5KvM/Eo/HuAFVX127B6dPsh4Qw59h3AnKq6J8n2VXVHf8ytvX8A\nPl5VP0jyGHofUDyxHb8XcHBV3T2o8fbBw9uB5wJ/NsE1AByYZCnwU+DPqurqAXV+C3hEm46/LfDX\nVfXlYQ0m2Qo4HPiTNZxbkiRJkvQwTYfO/XFJXti2d6U3Gn1DkgOA64E9Wuf2WOC0qroHuCfJGWt5\nnpuranHbPpBeJ/mCJAEeQW8q/J7AjVV1Y6v3FeCYCdp8Dr0PHwCoql+sRTyXA19Ncipw6gTt79Vi\nBNg2ydZt+/RhHfvmL4BPtNkIAMM+DboMmN3qPa/F8lsD6m1Gb9bDocA2wIVJLqyq64e0+wLg+2ua\nkr9gwQLmzJkDwKxZs5g7dy7z588HHlhfZHnmlP/qPe9h07vu4r6tt+bPPvCBKY/H8vop96/9mw7x\nWB5deWzfdInH8mjLY/umSzyWR1detmwZxx133LSJx7L5tTy8vGzZMlas6HWRli9fzihN6bT8NiX8\nA8Bzq2pVGxU+nl4H/8nAtfQ693/aOvezqup97diPAbcMmmrenj+eB4/cn9E3wv584BXjp7MneQq9\nEel5rfwC4Jhh69GTLAZeXlU3jNs/Ni1/K2BhVe3d9v85sGmblh/gmcCRwPOAJ9GbCdA/cn8bsEv7\nQGPgtU3w2p5P78MSgB2A+4CxKfXH0JtRcERV/WxI7C/vrwe8Gtiy7/X/InAWsPOg9pKcAnyjqr42\nQYxOy++YI/fbj9N32YWnX3stP/i3f5vqcLSeLFq0aPUvKXWLue0289td5rbbzG+3demr8B4J3N46\n9nvSG1GH3ujxUfQ6mGOdwwuAFyTZIsm2wPPX8lz9L9hFwMFJHgeQZOskT6D3YcLsvrvrv2INbZ5D\n37TzAXeFvxV4VJIdkmwxLubHVtV5wDuB7elNdV/ZtscsBI7ta/8pa4hntap6ZlXtXlW7A58EPlRV\nn22Pfapq36r6WZKd+9o/gN4HPv89vh5wGnBIkk3b7IGnAdcMqDe2PGFeO0YboZ22226qQ9B65B8Y\n3WVuu838dpe57Tbzq8ma6s79P9Fbx30V8CHaXeLbVO5r6HWAL237LgVOpzed/bvAFcDaTINfPURc\nVT8HFgD/L8nl9Nb471FVq+jd5O7MJJfS65xP5IPAju0r35YC8/vPVVX3Au+ndy+Bs9s1kWQz4Cvt\n3JcBn6qqO4AzgN9rXyN3MPAWYP8klyf5YYtt1F7SvtpuKb0PAV42qFJVXduu4Qp6H458YcjafOh9\nU8HZVfWr9RCvJEmSJGmcKb9b/tpIsk1V3dlu1nY+vSnzy9bj+eYBb1vT18Rp3Tgtv3uclr9xcHpg\nd5nbbjO/3WVuu838dlvX7pa/Nr6Q5In07pb/9+uzYy9JkiRJ0kwxo0buB0nyGeBgelPh035+qqpO\nHuE5FtBb+97/Yl1QVW8e1TnWVZLDgI/wQGyhd8f/F09dVJPjyH33jI3cH3nLLZx+2WVTHY4kSZI0\nrY1y5H7Gd+41c9m5757XvuhF3HbzzfzG7Nl88ZRTpjocSZIkaVrr0t3yJXXIF085hdMvu4w/eMtb\npjoUrUdj39mq7jG33WZ+u8vcdpv51WTZuZckSZIkaYZzWr6mjNPyJUmSJG3MnJYvSZIkSZJWs3Mv\naeRcG9Zt5re7zG23md/uMrfdZn41WXbuJUmSJEma4VxzrynjmntJkiRJGzPX3EuSJEmSpNXs3Esa\nOdeGdZv57S5z223mt7vMbbeZX02WnXtJkiRJkmY419xryrjmXpIkSdLGbEavuU8yL8lBfeXXJ/mD\nEbb/6iSP7it/Icmeo2p/kjGclORF63Dc7CSvGHEsmyRZkuT0Cerc1+osTXLqBPUek+TsJFcn+WGS\nxw6oM7+1M9ber5IcOarrkSRJkiQ91FRMy58PPH2sUFWfr6qvjLD9BcAufe2/rqquHWH769NuwO+v\nzQFJNl1DlWOBq9dQ586q2req9qmqF05Q70vAR6rqicABwG3jK1TVotbOvsChwJ3AwjWcXx3j2rBu\nM7/dZW67zfx2l7ntNvOryRpZ5z7Jt5MsTnJlkte2fYcnuayN4J6TZDbwBuC4NrJ7cJLjk7w1yR5J\nLu5rb3aSK9r2fkkWtfbPSrLzkBheDOwPfKW1v2WSc5Ps255fmeSENuq8MMlT2/PXJ3l+q7NJq3Nx\nkmVJjlnDdb8jyRXtGj804PmbkuzYdx3ntu15fSPclyXZBvgwcEjbd+ywWNqx5yc5Dbhqgth2BY4A\nvjjRNQBrnAaSZC9g06r6HkBV3VVVv17DYS8BzppEPUmSJEnSwzCyNfdJZlXViiRbAouBZwOXAodU\n1Y/7nj8eWFlVH2/HrS4nWQL8XlXdnOTtwGbACcB5wJFV9V9JXgr8TlX98ZA4vge8raqWtvK5rbwk\nyf3A4VW1MMkpwNb0Or9PAk6uqn1aB/pRVfWhJJsDFwAvqaqbB5zrcODdwLOralXfNZ4EnFFVpyS5\nEdi/qv47yX7AX1XVoW2a/Ier6sIkWwO/Bp7RYj2ytT8wFmAO8B1g76r68QQ5+SbwQeCR/e0OqHc3\nsAy4l97I/GkD6hwFvBa4u53/n4F3TrRoPsm/AB+rqjOHPO+ae0mSJEkbrVGuud9sFI00xyUZm9K9\nK/A64LyxzmdVrZhEG98EXkavQ/8y4KXAHvQ63+ckCb3ZBj+doI0wfCR6VVWNTRG/Evh1Vd2f5Epg\ndtt/GPDkJEe38vbAE4CHdO6B5wAnVdUqGHqNw2K5APhEkn8ATqmqW3qX9yDDYrkHuGQNHfvfBW6t\nqmVJ5k8QB8DsqvqPJLsB30tyRVXdNK7OZsAhwFzg34Fv0FsCcdKQ8z+aXt7OnuC8kiRJkqQRGEnn\nPsk8euurn9ZGsM8FlgJreyO7rwPfTPJt4P6quiHJk4AfVtXBIwj1nr7t+4GxTnklGXstAry5qs4Z\nwfmgNxo+tvxhy7GdVfWRJN8Bfhe4IMlhA44dGEt7ve9cw3kPBo5McgSwFbBdki8BnwE+DxTw3qr6\nTlX9R4vppiSLgH2SPKq/HvATYNnYDIb0brz3tCRXjW+vnf+lwLer6r6JglywYAFz5swBYNasWcyd\nO5f58+cDD6wvsjzzymd997vUvfcC8IyDe2/df73gAsvrUJ73rGexzfbbT6v89q/9mw7xWB5deWzf\ndInH8mjLY/umSzyWR1detmwZxx133LSJx7L5tTy8vGzZMlas6I0JL1++nFEaybT8djf0P66qo9K7\nM/1S4FXAx4B5VbU8yQ5VdXuStwLbV9VftGPHT9O/BLgWuKKqPprkEfTWlf9hVV3UOuG/VVUDbxLX\n1qF/oqoWtXL/tPyVVbXdkPOurKrt2lT4I4Cjq+reJE8AflJVvxpwrt8B3gM8t6p+1XeN/dPyF9Kb\nmn52ko8Dc9u0/N2r6sbWzjeBL9PrQH+8qua3/YNiuQV4KhNMsx8Q57xh9ZPMAu6qqruT7ERvRsFR\n429CmGQT4DLgOW15xN8Bi6vqb4ac80J60/bPmyAup+V31JmnncYRhx461WF0wspVq9hup52mOowH\nWbRo0epfUuoWc9tt5re7zG23md9um47T8v8JeEMbxb0OuJDendRfB5zSptPfBvwOcAbwrfaBwJvp\njfj2+zq9afnvBqiqe5K8BPh0kkcCmwKfZPgd4E8GPpfkLnp35e9vf6Ke5NhzX6S3pnxJX9wD7yDf\nOuxPAS5Nsgo4s8Xdf573Aycm+QWwqG//cUmeBdxH78OLs9p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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7399045c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lOKo+u4g4XdIuwCFkSwJ6RsSM8nwDBgyge/fuAHTq1IkePXrUrIsqvWV12unl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\n49lARdOiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398fcef50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "collector.plot_comparisons(by='kernel')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping - No baseline results for workload [exoplayer] kernel [9740fd1] metric [avg_freq_cluster_0-1-2-3]\n"
     ]
    },
    {
     "data": {
      "image/png": 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lI7vlell/IutcT00jyG8Dh0fEXZL2J+u8vwpMbqT8q8k2zns9rfFeXl9EvCfp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\nkiRJ0jRhEi9JkiRJ0jRhEi9JkiRJ0jRhEi9JkiRJ0jRhEi9JkiRJ0jR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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398b59cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KSZ3TvqGSXsnVXV/STZLekvSvFNMmwEXADmkZwTup7h6pzbmSXpH0gyqxH5piukDSHEnT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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398b59410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pbzawNXBG0bk/CRwUES+XOJ8TgfUi4pyi7W8B60fEh2mGwJyI+ISkK4F7I+IW\nZQsqPoiI1UvEeVk6x+uKr1mJGI4H/hNYDKwGfAKYAhwF3EU2+n55RFxRtN9ooBH4U74ccCfZ7IjC\n9d0d+AHZ8xI+Up+kEcAJEfH5UvHljher8imO1n6NHz9++R8HgMa5c+ndo0f9ArI2bfykSQxPT5Y1\nq+SvDzzAgYccUu8wrJ0o/ltkVo7bSrZO3P/nr6zcNUnba1pY36Wa45XZfi9wQuqQImlzSWsCE4HD\nla2ZXx/Yq4n6F5KN4pc63upkHcR5aUT8y03FKWlgRLwUEZeRdT63Laq3Eehdpo5JwNdTPcOBuRHx\nbhPxF3sAOEzS2qmevmn7g0DhqfhfT8cCmEV2kwTgELJOd1OKr9lKIuLyiNgodbp3B56NiL0j4tXC\ng+ci4gpJaxZmGqQ19PsB/ywuFxFvAq9I2iIdYh/gqeJyuRC+iqfSm5mZmZmZtbhqptOXu4XyO7Lp\n3dPSCPJbwBci4nZJewMzgZfJOq+VXEn24LzXImKf/PEi4p00Uj0TeB3IfwRacVyF9FckjQSWpH0u\nKMqfASxT9uC8a4DpuTrGAFdLeoLsyepHlYm57G2liHhK0gXABElLgceBY4GTgbGSzgT+DRyTO/87\nUzz3puM2dczia9Zc6wG3p/Xw3chmTNxXpuzJwB/SVPkXc/GvJN3I2Rf41seIy2wlnf1uttXGo/BW\nrcL0erNq+G+RVcttxVpbk9PpP/YBsoeh3VVuOr11Xp5Ob83l6fRm1hIaFy2id79+9Q7DzKzD8XT6\nj1rV0+k/Ln/3zOxjqfSQFLNi4ydNarqQGSsecGdWDf8tsmq5rVhrq/Xp9DWLiGMBJN1GNv0esvXp\nAfyg+MF47UVa8/53VtykKJzTPk189FtLx/Ew0L0ohpERMXNVxWBmZmZmZmarRqtPpzcrx9Pprbk8\nnd7MWoKn05uZtY4BAwYwe/bseofRpvTv37/kR8o1Zzq9O/FWN+7EW3O9t3AhyxYvrncYZtbOdene\nvc19brGZmXUu7sRbu+JOvFXLn7dqtXB7sWq5rVgt3F6sWm4rVou2+mA7MzMzMzMzM2sBHom3uvFI\nvJmZmZmZdWYeiTczMzMzMzPrwNyJN7M2z5+3arVwe7Fqua1YLdxerFpuK9ba3Ik3MzMzMzMzaye8\nJt7qxmvizczMzMysM/OaeDMzMzMzM7MOzJ14M2vzvLbMauH2YtVyW7FauL1YtdxWrLW5E29mZmZm\nZmbWTni/1NQPAAAgAElEQVRNvNWN18SbmZmZmVln5jXxZmZmZmZmZh1YVZ14SSdLekrS9a0RhKRT\nJK3eGnUXHWdy+tpf0ldz23eQdElrH78lVXPNJA2RNEPSc5XOT9JVkt6UNKNCmY0kPSBppqQnJZ1c\nplwPSVMlPZ7Kja7+rMxK89oyq4Xbi1XLbcVq4fZi1XJbsdZW7Uj8d4B9I2JkYYOkri0Yx6nAmqUy\nJLXYbIGI2D29HQgcmdv+WESc2lLHWUXKXrOc3wDfiIgtgC0k7V+m3FigXF7BUuD0iNga2A34rqQt\niwtFxCJgr4jYHhgMHCBp5ybqNjMzMzMzsyo02UGW9BuyTu89khZIui6NaF8nqYuk/04jr9MlHZfb\n71eSnpZ0n6S7JX2xTP0nARsA4yT9PW1rlPQLSY8Du0o6R9IjaVT58ty+4yT9NB3/GUlD0/ZBadu0\nFNdmhXrTrhcCu6f8UyQNk3RXKtNX0u2SnpD0oKTPpO2j04j1OEnPp7grXbejUh2PS7o2besv6e8p\npvslbZS2j81fn0KcKa5xkm5O1/L6ctesxPE/CfSOiEfTpuuAL5QqGxGTgfmVzici3oiI6en9u8DT\nwIZlyr6f3vYAugFe+G4fy/Dhw+sdgrUjbi9WLbcVq4Xbi1XLbcVaW5Od+Ij4DjAHGA5cDGwF7B0R\nXwO+ASyIiF2AnYFvpY7qocDmEbEVcDTw2Qr1Xwa8BgyPiH3S5p7AQxGxfUQ8CFwWETtHxLbAmpIO\nylXRNR3/NGBM2nY8cElEDAF2BF4tHC59/SEwKSKGRMSlRXnnAtMiYjvgbCC/hODTwOeAXYDR5WYj\nSBoEnJXOaXvglJR1GTA2IgYDN6R0ycuSez8YOBkYBGwm6bNlrlmxDXPnTXpfstNdK0kDUlxTy+R3\nSTdg3gDuz91IMDMzMzMzs4+hWzP2+XNELE7v9wO2kXRYSjcAmwN7AjcCRMTrkh5ook6lV8FS4LZc\neh9J3yObPt4X+Cdwd8orlHsM6J/ePwScnUa6b4+I52s4v92BL6bYx0laW1KvlHd3RCwF5kl6E1iP\n7AZHsb2BmyNifqpnQdq+G3Boen898LMq4nkkIl4HkDQdGAA8yEev2SqRrsUtwClpRP4jImIZsL2k\nBuAOSYMi4qlSZUeNGsWAAQMA6NOnD4MHD15+97Kwnshpp/Nry9pCPE637XS+vew0ZAjLFi9m0pQp\nAOwxdCiA004DoG7dOOCgg9pU+3W67aYL29pKPE633fT06dM59dRT20w8Tret9PTp01mwIOsezpo1\ni+ao6iPmJL1INqJ9EtAYERel7bcAv42I+4vKXww8ERHXpPStwB8i4jZKkPQSsENEvJ3SCyOiIb3v\nAcwGhkTEnPSgtIiI8ySNA86IiGmS1gEejYhN034DgYNTzN+KiPGFeiUNS/uNSGWXpyVNA74YEbNS\n3mxga+CMonN/EjgoIl4ucT4nAutFxDlF298C1o+IDyV1A+ZExCckXQncGxG3SBLwQUSsXiLOy9I5\nXld8zUrE8ElgXJoNgaQjgGHABcBdZKP9l0fEFSm/P3BXmu1AugGyUrkU81+AvxVmMJQqVxTHOcB7\nhetWlOePmLOqjB8/fvkvP7Om5NtL49y59O7Ro74BWZv11wce4MBDDql3GNZO+G+RVcttxWqhVvyI\nuXKV3guckDp3SNpc0prARODwNK16fWCvJupfSDaKX+p4q5N1EOelUeAvNxWnpIER8VKadn4nsG1R\nvY1A7zJ1TAK+nuoZDswtN+JcwQPAYZLWTvX0TdsfBApPxf96OhbALLKbJACHAKtVcYzia7aSiHgD\neEfSzunGwFHAnRHxalqmMKSow73SyH6ZclcDT+WWIHyknKR+ktZK570G2fKDZ6o4H7Oy/IfQauH2\nYtUqjMybVcO/W6xabivW2qrtxJcbLv0d8BQwLY1MX062Rv124HlgJnANWee1kivJHpxXeEjb8uNF\nxDspfybwN+CRCnEV0l+R9M+0Lntrsoe65fNnAMvSQ+dOKapjDLCDpCeA/yLr/JZSdgg5TR2/AJiQ\nYvhlyjoZOCZNi/8aK9bKXwkMS2V3Bd6r4pjF16yU7wJXAc8B/4qIe0oVknQD2fdoC0kvSzqmRJmh\nKea903WbJunzJapbn+yBe9PJ1szfGxF/rRCjmZmZmZmZVamq6fQf+yDSWLKp2iWn01vn5On0Vi1P\nS7NaeDq9VcvT6a0W/ltk1XJbsVq05nT6j8s9NTMzMzMzM7OPaZWMxC8/mHQb2dPVIVt/HcAPih+M\n116kNe9/Z8VNisI57VN4Mv0qiuNhoHtRDCMjYuaqiqE5PBJvZq3NI/FWSeOiRfTu16/eYZiZWSfW\nnJH4VdqJN8tzJ97MWps78VaJO/FmZlZvzenEN+dz4s3MVimvLbNa5NtLl+7daVy0qL4BWZs1eepU\nDjjooHqHYe2E/xZZtdxWrLW5E29mZh1Wz4ayn8Rpxho9e9Y7BDMzs5p5Or3VjafTm5mZmZlZZ9aW\nn05vZmZmZmZmZh+TO/Fm1uaNHz++3iFYO+L2YtVyW7FauL1YtdxWrLW5E29mZmZmZmbWTnhNvNWN\n18SbmZmZmVln5jXxZmZmZmZmZh2YO/Fm1uZ5bZnVwu3FquW2YrVwe7Fqua1Ya3Mn3szMzMzMzKyd\n8Jp4qxuviTczMzMzs87Ma+LNzMzMzMzMOjB34s2szfPaMquF24tVy23FauH2YtVyW7HW5k58OyDp\nR0Xpya14rGGSdqui3CGStqyi3GhJp7dMdGZmZmZmZp2b18S3A5IaI6L3KjrWaODdiPhlE+XGAn+J\niFurqK8xIi4qkec18WZmZmZm1ml5TXydSTpK0hOSHpd0raSxkn4j6VFJz0g6MJU7WtJluf3ukrRn\nmTovBNaQNE3S9WlbY/o6TNJ4SXdIel7ShZKOlDQ1xTEwlesn6Za0faqkz5Y5Vn/geODUdLyhkvpL\n+nuq735JG6WR+hHAf6dyAyV9U9Ij6dxvlrR6C15aMzMzMzMzw534FiNpEHAWMDwitgdOSVn9I2In\n4GDgt5K6p+1VDUFHxI+A9yNiSESMLLHvtsC3gEHASGDziNgFuAo4KZW5FLgobf8y8Lsyx5oNXA5c\nnI43BbgMGBsR2wE3AJdFxEPAn4HvpXIvAbdGxM7p3J8BvlHN+ZlVw2vLrBZuL1YttxWrhduLVctt\nxVpbt3oH0IHsDdwcEfMBImKBJIA/pfTzkl4AmlxHXqNHI+ItgFT/fWn7k8Dw9H5fYCulgIBektaM\niPerqH834ND0/nrgZ2XKbSPpJ0AfoCdwbzXBjxo1igEDBgDQp08fBg8ezPDhWdiFX4BOO+10203v\nNGQIyxYvZtKUKQDsMXQoQF3T77/zDn+98842E4/TbTetbtm/QW3l58nptp0uaCvxON1209OnT29T\n8TjdttLTp09nwYIFAMyaNYvm8Jr4FiLpRGC9iDgnt20sMD4irk3pCcCJZKPnu0XEiWn7/cD5ETGx\nTN0rrYmXtDAiGiQNA86IiBFp+7iUnpbPk/QWsGFELKniPFZaw572XT8iPpTUDZgTEZ9I53ZXRNyW\nyr0IjIiIf0o6GhgWEcd6TbxZx9Y4dy69e/SodxhmzdK4aBG9+/WrdxhmZtaJeU18fT0AHCZpbQBJ\nfdP2w5TZDBgIPAvMAgan7RsDOzdR9+LUgS6o6ZtMNjpfmN6PpO0qlG0EGnLpB4GvpvdfByaVKdcL\neEPSasDXaozPzMzMzMzMquBOfAuJiKeAC4AJkh4Hfkm2dv1l4BHgbuDbEbE4rTWfBcwELgEea6L6\nK4AZhQfbUX49fbntpwA7pofT/RP4doVj3QUcWniwHdm6+mMkTSfrnBduBtwEfE/SY+kBeuek85wE\nPN3E+ZjVpDAVyawa4ydNarqQGSum1ZtVw3+LrFpuK9bavCa+BUXE9WTrxoHl0+n/X0ScUKLs12uo\n90fAj3LphvR1AjAht33v3PvleRExDziiymP9Cygeqd+nRLkHga1zm36bXsXlzq3muGZmZmZmZtY0\nr4lvRZKuJvss9dvqHUtb5DXxZu2f18Rbe+Y18WZmVm/NWRPvkfhWFBHH1lJe0sNA90KSbHr8yIiY\n2dKxSRpFNjU+34ueEhEnld7DzMzMzMzM6s1r4tuQiNg1fe76kIjYPn1t8Q58OtY1uWMUXu7AW5vk\ntWVWC6+Jt2p5TbzVwn+LrFpuK9baPBJvZmbN1qV7dxoXLap3GCt5f8mSNheTtU2Fz4k3MzNrT7wm\n3urGa+LNzMzMzKwz8+fEm5mZmZmZmXVg7sSbWZvntWVWC7cXq5bbitXC7cWq5bZirc2deDMzMzMz\nM7N2wmvirW68Jt7MzMzMzDozr4k3MzMzMzMz68DciTezNs9ry6wWbi9WLbcVq4Xbi1XLbcVamzvx\nZmZmZmZmZu2E18Rb3XhNvJmZmZmZdWZeE29mZmZmZmbWgbkTb2ZtnteWWS3cXqxabitWC7cXq5bb\nirU2d+LNzMzMzMzM2okOtyZe0o8i4sJcenJE7L6KY3gJ2CEi3q5xv2HA4oh4qAVj2QSYCYyOiIvK\nHPNO4MW06baI+EmZuoYDFwOrAf+OiL1KlDkT+BoQqdxWQL+IWFCirNfEm5mZmZlZp9WcNfEdsRPf\nGBG96xzDi8COzejEjwbejYhf1rBP14j4sEL+zcAyYGqFTvwZETGiieOsBTwI7BcRr0nqFxFzm9jn\nYODUiNi3TL478WZmZmZm1mm1qwfbSTpK0hOSHpd0raSxkn4j6VFJz0g6MJU7WtJluf3ukrRnmTov\nBNaQNE3S9WlbY/o6TNJ4SXdIel7ShZKOlDQ1xTEwlesn6Za0faqkz1Y4h56SrpY0Q9J0SYcWslJ+\nf0lP5sqfIenH6f3Jkmam/W6Q1B84Hjg1xT+0RCy7pX1HS7pO0mTgugrxHUI2wj6zqW9HE/kARwK3\nRsRrAE114JOvAjdWUc6sIq8ts1q4vVi13FasFm4vVi23FWtt3epxUEmDgLOA3SJivqQ+ZNO0+0fE\nTpI+BYyTtFnaparh2oj4kaTvRsSQ/Obc+22BLYEFZJ3bKyNiF0knAycBpwOXAhdFxIOSNgbuBQaV\nOeQ5wIKI2Dad11qlwiqz7w+AARGxRFJDRCyUdDnQWBgxl/SHCrFsBQyNiMWlKpfUE/g+8Dnge2Vi\nKNhV0uPAHOB7EfFUiTJbAKtJGgf0Av4nIq4vV6GkNYDPA99t4thmZmZmZmZWpbp04oG9gZsjYj5A\nRCyQBPCnlH5e0gtkHe6W9GhEvAWQ6r8vbX8SGJ7e7wtspRQQ0EvSmhHxfon69gUOLyQi4p0aYnkC\nuEHSHcAdZcqUjCW9/3O5DnwyBrg4It5Pu5cbbX+M7ObJ+5IOSLFsUaJcN2AI2feuJ/CQpIci4vky\n9f4HMLnUWvi8UaNGMWDAAAD69OnD4MGDGT58OLDiLqbTTg8fPrxNxdOR0jsNGcKyxYuZNGUKAHsM\nHQrQrtM7fOYz/PXOO9tMPE633fSwvbJHu7SVn0ennXa646QL2ko8Tred9PTp01mwIOsizZo1i+ao\ny5p4SScC60XEObltY4HxEXFtSk8ATiQbPd8tIk5M2+8Hzo+IiWXqXmlNvKSFEdFQvPY7jSifERHT\n8nmS3gI2jIglVZzHo8AREfFC0faXgB2ANYD7ImLrtP1soGtEnJc65nsCI4ADgM+QjeznR+JLxpLW\nzi8vVya2icBGKdkX+BD4cUofRzZD4MCIeKNM7EfkywFHA6tHxLmp3O+AvwHrlapP0m3AnyLipgox\nek28WZ01zp1L7x496h2GWV00LlpE73796h2GmZl1Yu1pTfwDwGGS1gaQ1DdtP0yZzYCBwLPALGBw\n2r4xsHMTdS+WlJ9hUNMFIRudP2X5ztJ2FcreT266eFoWkPcmsK6kvpJ6AAfn8jaJiAnAD4EGsinq\njel9c2JZSUTsGRGbRsSmwCXAf0XEr9Nr+4gYEhFvSFovV//OZDd23i4uR/YE+90ldU2zAXYBni5R\nrrCsoPDUe7OPrfiutlkl4ydNqncI1k4URuTNquG/RVYttxVrbXWZTh8RT0m6AJggaSnwONlI7svA\nI0Bv4NtpuvgUSbPIHs72NNn070quAGZIeiwiRlJ+TXq57acA/yvpCaArMBE4oUzZC1LZJ4GlwLlk\n09EjnedSSecBjwKvpvhJNxl+L6mB7CbDpWlN/F3ALZJGkK3RPxn4dZWxNNeXJX0HWAJ8QG55QF5E\nPCPpXmAG2aj+FWXWzgN8Abg3Ij5o4VjNzMzMzMw6tTbzEXNpOv1dEXFbvWOxVcPT6c3qz9PprTPz\ndHozM6u39jSdvhT35szMzMzMzMwqaDOd+Ig4tpZReEkPp89Tn6bss+anSdq6NWKTNCp3jMLrsqb3\nbH2S9iuK7XFJt9Y7LrOW5LVlVguvibdqeU281cJ/i6xabivW2ur1EXMfW0TsugqPdQ1wzao6Xi0i\n4j5WfFSemZmZmZmZdWBtZk28dT5eE29Wf+8tXMiyxYvrHYZZXXTp3p2eDQ1NFzQzM2slzVkT7068\n1Y078WZmZmZm1pm19wfbmZmV5LVlVgu3F6uW24rVwu3FquW2Yq3NnXgzMzMzMzOzdsLT6a1uPJ3e\nzMzMzMw6M0+nNzMzMzMzM+vA3Ik3szbPa8usFm4vVi23FauF24tVy23FWps78WZmZmZmZmbthNfE\nW914TbyZmZmZmXVmXhNvZmZmZmZm1oG5E29mbZ7Xllkt3F6sWm4rVgu3F6uW24q1NnfizczMzMzM\nzNoJr4m3uvGaeDMzMzMz68y8Jh6Q9KOi9OQ6xPCSpLWbsd8wSbu1YBw/kvQvSU9L2q9MmU9LelDS\n/0k6vUJdR0p6Ir0mS9qmTLkRqczjkh6RNLSlzsfMzMzMzKyz63CdeOCsfCIidq9DDM0dXh4OfLaW\nHSR1LbN9K+ArwFbAAcCvJZW6wzMPOAn4eROHehHYMyK2A34CXFmm3P+LiO0iYnvgG8Dvmj4Ls8q8\ntsxq4fZi1XJbsVq4vVi13FastdWtEy/pqNyI7bWSxkr6jaRHJT0j6cBU7mhJl+X2u0vSnmXqvBBY\nQ9I0SdenbY3p6zBJ4yXdIel5SRem0eWpKY6BqVw/Sbek7VMlle1US+op6WpJMyRNl3RoISvl95f0\nZK78GZJ+nN6fLGlm2u8GSf2B44FTU/xDS8SyW9p3tKTr0iyD68qEdwhwU0QsjYhZwL+AnYsLRcTc\niHgMWFruPFO5hyPinZR8GNiwTLn3c8lewLJK9ZqZmZmZmVn1utXjoJIGkY2Y7xYR8yX1AS4G+kfE\nTpI+BYyTtFnapaqR7Yj4kaTvRsSQ/Obc+22BLYEFZCPLV0bELpJOJhuNPh24FLgoIh6UtDFwLzCo\nzCHPARZExLbpvNYqFVaZfX8ADIiIJZIaImKhpMuBxoi4KNX3hwqxbAUMjYjFZerfEHgol36NMh3v\nZvgm8LdymZK+AFwIrAsc1ELHtE5s+PDh9Q7B2hG3F6uW24rVwu3FquW2Yq2tLp14YG/g5oiYDxAR\nC9JM7z+l9POSXiDrcLekRyPiLYBU/31p+5NkU9kB9gW2yk097yVpzaIRZnJlDy8kciPV1XgCuEHS\nHcAdZcqUjCW9/3OFDnyrkbQXcAxQdplCRNwB3CFpd7Kp958rV3bUqFEMGDAAgD59+jB48ODlv/gK\nU5Gcdtrpjpn+4L332H2XXQCYNGUKAHsMHeq006ssPWyvvejZ0NAmfh6cdtppp53uHOnp06ezYMEC\nAGbNmkVz1OXp9JJOBNaLiHNy28YC4yPi2pSeAJxINnq+W0ScmLbfD5wfERPL1N0YEb1z6YUR0SBp\nGHBGRIxI28el9LR8nqS3gA0jYkkV5/EocEREvFC0/SVgB2AN4L6I2DptPxvoGhHnpY75nsAIsjXr\nnyEb2c+PxJeMRdLofLkysf0QiIj4WUrfA4xOcR1HNkPgwIh4o1Sdkk4oLidpW+BW4POFcy5VriiO\nF4CdIuLtEjH66fRWlfHjxy//5WcdR+PcufTu0aPF6x0/aRLD99ijxeu1juevDzzAgYccUu8wrJ3w\n3yKrltuK1ULt6On0DwCHKT3BXVLftP0wZTYDBgLPArOAwWn7xpRY111ksaT8DIOaLgjZ6Pwpy3eW\ntqtQ9n7gu7myfYry3wTWldRXUg/g4FzeJhExAfgh0EC2frwxvW9OLMX+DBwhqXta7/8p4JGI+HVE\nbB8RQ4o73OSuVXE5SZuQdeBH5m9alCi32fLKpCFA91IdeDMzMzMzM6tdXabTR8RTki4AJkhaCjxO\nNpL7MvAI0Bv4dpouPkXSLGAm8DTwWBPVXwHMkPRYRIyk/Jr0cttPAf5X0hNAV2AicEKZsheksk+S\nPRjuXLKp8ZHOc6mk84BHgVdT/KSbDL+X1EDWcb40rYm/C7hF0giyNfonkz1VvppYVj657Br/CXgK\nWAKcUGrYW9J6wD/IrvkySacAgyLi3aKi5wBrs+Ip90siotQNlS9JOgpYDHxA9oR8s4/Fd7OtFh6F\nt2oVptebVcN/i6xabivW2uoynb6UNJ3+roi4rd6x2Krh6fRmnVtrTac3q1bjokX07tev3mGYmVkn\n1p6m05fi3pyZlVR4KIhZNcZPmlTvEKydKDzgzqwa/ltk1XJbsdZWr6fTf0REHFtLeUkPA90LSbKb\nACMjYmZLxyZpFNk0+/yNhikRcVJLH6tWkvYDfsaK2AS8GBFfql9UZmZmZmZm1hrazHR663w8nd6s\nc/N0eqs3T6c3M7N6a850+jYzEm9mZp1Ll+7daVy0qN5hWCfWpXv3pguZmZm1MR6Jt7rxSLxVy5+3\narVwe7Fqua1YLdxerFpuK1aL9v5gOzMzMzMzMzOrwCPxVjceiTczMzMzs87MI/FmZmZmZmZmHZg7\n8WbW5vnzVq0Wbi9WLbcVq4Xbi1XLbcVamzvxZmZmZmZmZu2E18Rb3XhNvJmZmZmZdWZeE29mZmZm\nZmbWgbkTb2ZtnteWWS3cXqxabitWC7cXq5bbirU2d+LNzMzMzMzM2gmvibe68Zp4MzMzMzPrzLwm\n3szMzMzMzKwDcyfezNo8ry2zWri9WLXcVqwWbi9WLbcVa20dthMv6dOSHpf0mKSBq/jYL0lauxn7\nDZO0WwvHsomkRkmnVzjmAknT0us/K9Q1PF3Tf0oaV6bMmanMNElPSloqqU9LnY+ZmZmZmVln1mHX\nxEv6AdA1Iv6rRF6rLsaW9CKwY0S8XeN+o4F3I+KXNezTNSI+rJB/M7AMmBoRF5XIHwacEREjmjjO\nWsCDwH4R8ZqkfhExt4l9DgZOjYh9y+R7TbyZmZmZmXVa7XJNvKTbJT2aRm2Pk/RtSf+dyz9a0v+k\n9+dIekbSREk3VBhdPgA4FfiOpL9L6p/2u1bSk8BGkj4n6UFJ/5D0R0lrpn0/L+nptP1SSXdViL2n\npKslzZA0XdKhhayU3z8dr1D+DEk/Tu9PljQz7XeDpP7A8cCpaRR7qKR+km6RNDW9dkv7jpZ0naTJ\nwHUV4jsEeBGY2dS3oYl8gCOBWyPiNYCmOvDJV4EbqyhnZmZmZmZmVah7Jx44JiJ2AnYCTgZuAw7N\n5R8O3CRpx7R9G+BAYMdyFUbE34DLgYsjYp+0+VPAryJiG+B94D+BfSJiR+Ax4HRJPYArgIPS9k8C\nlYaKzwEWRMS2ETEYeKBUOGX2/QEwOO13fETMzsU8JCKmAJcCF0XELsCXgaty+28F7B0RXytVuaSe\nwPeBc2m6k75rmgJ/t6RBZcpsAawtaVy66TKyUoWS1gA+D9z6/9u793gpy3L/458vIqgoYmna1oQ8\nJJ4SMU1DY3kMT2hlpmWJu/DUNvl10rampWU7fmp5qNRyK2UeSkmxPIAJanhCYQkhuk0FixI35grE\nRMRr//Hcg8MwM+sZXMPMrPV9v168mPuZe+7nmtXVwmvuw3Ryb7NOeW+Z1cL5Ynk5V6wWzhfLy7li\n9da70QGQzTwfmR5vAWwFPCtpD+DPwHYR8aCk04HbImIZsKzaDHkF8yJiWnq8J7ADMFWSgLWBh4DB\nwHMR8Vzqdx0wusqYB5B9yABARPyzhnieAK6XdCtwa5Xxt08xAqxfWDEATIiIN6qM/22yDwReSy+v\nVMg/DgxM/Q5OsXygTL/ewFBgP6Af8JCkhyLizxXGPRz4Y0R0VImRUaNGMWjQIAAGDBjAkCFDaGtr\nA97+Bei22z2xfdzIkSxasIDN3/1uAOa//DKA2zna819+mcLeoWaIx+3mbfffdFPa2toa/v93t1uj\nXdAs8bjdvO329vamisft5mq3t7fT0ZGVSHPnzmV1NHRPfNqPfT5wYEQsTYelnUtWyO8MPEVWxH8t\nFfEDIuI76bUXAfPL7fNOz58LLI6Ii9NS9dsj4oPpucOAY0tnsSXtAlwaEcNT+3BgdKX94pKmAcdE\nxLMl158HdgPWBSZGxI7p+llk+/TPS4X5R4GRwMHATmQz+4sL70nSS8Dm6YOLsu+tys/2frIPRQA2\nApYD56T2aLIVAodExIsVYj+muB9wPLBO0c//58CdwKblxpM0Hvh1RNxYJUbviTer4JRDDuGnAwc2\nOgyzbu2UefP46R13NDoMMzPrwVpxT/yGwCupgB9MNkMO2WzwEWSFZKEInAocLqmvpPWBw2q8V/EP\n5mFgmKStASStJ2lbsg8NBurt0+yP7WTMScCXVtxg1VPYFwCbSNooLdUvjnnLiLgPOBPoD6wPLE6P\nCyYCpxeNv0sn8awQER+NiK0iYivgR8AFEfGT9GfXtGT/RUmbFo2/B9kHO/8o7QfcBuwtaa20GuDD\nwJwy/QqH4A1PrzEzMzMzM7Mu0ugi/i5gbUmzgQvIlrSTlmDPISt0H0vXHgMmkC1D/z0wE6hl+fqK\nKd90KNso4AZJT5Cdur5dRCwFTgLukPQYWRFezffI9onPkjQDaCu+V0S8CZwHTAPuTu8JSb2B69K9\nH2g9AqIAACAASURBVAcuiYhFwO3AxwsH25GdEfAhSU9I+lOKrasdpewr42aQFfufLtcpIp5K72Em\n2YcgV0XEkxXGPBK4OyL+VYd4rQcqLEUyy2PK/PmNDsFaRGFZvVke/rfI8nKuWL01dE982tN9SIXn\nDi9z+aK0FH1d4H6yArjS2N8pejwP+GDJ81OAPcq87m6yQ+NWfP1alXssIfswoPT6VkWPLwcuL/Py\nfcq87hmgdLb9mDL9vlN6rZpq/SPix8CPc45zIXBhjn7jgHG5AzQzMzMzM7NcmuFgu1pclU5P7wtc\nGxHtjQ7IzOqvcBiIWR5tm2/e6BCsRRQOujPLw/8WWV7OFau3liriy32dmqTLgWFkS9iV/r4kzQa/\n0/vdB9wnaRTZ3vTiU9imRsRp7/Qe75Skg4Af8HZsIjth/5ONi8rMzMzMzMzqoaGn01vP5tPpLa8p\nU6b0uE+1zzrlFP4xb16jw2hJ819+2TOslsvi3r25bsKERodhLaIn/ltkq8e5YrVYndPpW2om3sys\np/jeT3/a6BBalv/jyfLy4VNmZtaKPBNvDeOZeDMzMzMz68la8XvizczMzMzMzCwnF/Fm1vS85NVq\n4XyxvJwrVgvni+XlXLF6cxFvZmZmZmZm1iK8J94axnvizczMzMysJ/OeeDMzMzMzM7NuzEW8mTU9\n7y2zWjhfLC/nitXC+WJ5OVes3lzEm5mZmZmZmbUI74m3hvGeeDMzMzMz68m8J97MzMzMzMysG3MR\nb2ZNz3vLrBbOF8vLuWK1cL5YXs4VqzcX8WZmZmZmZmYtotvuiZe0HXAj8BZwVEQ8vwbv/TywW0T8\no8bXDQfeiIiHuiiObwL/DrwJnB4RE8v02Q64BhgK/GdEXFxhrM8AZ6TmYuCUiJhVpt9I4Hyyn/sy\n4P9FxNQKY3pPvJmZmZmZ9Virsye+d72CaQJHAr+JiAtKn1D9q8fVHbsNeBXIXcRLWisilpe5vj1w\nNLA9sAVwj6Rty7zvl4HTyH5e1TwHfDQi/ilpBPAzYM8y/e6JiAkphp2BX6cYzMzMzMzM7B1q+HJ6\nSb+VNE3SLEmjJZ0kaWzR88dLujQ9/pakpyTdL+l6SV+pMObBwBjgFEl/kDQwvW6cpFnAFpIOlPSg\npMck3SRpvfTaEZLmpOuXSLq9Suz9JP23pJmS2iV9vPBUen5gul+h/1clnZMef1nS7PS66yUNBE4G\nxkiaLmmYpI0l3SzpkfRnr/TacyX9QtIfgV9UCO8I4MaIeDMi5gLPAHuUdoqIhRHxONlsfUUR8XBE\n/DM1HwY2r9DvtaLm+mQz8mbviPeWWS2cL5aXc8Vq4XyxvJwrVm/NMBN/QkR0SFoHmAbsBzwIfCM9\n/2ngu5I+BHwc2BnoC0wHHis3YETcKekKYHFEXJwK5G2Az0XENEnvBs4G9o+If0n6BvAVSf8fuApo\ni4jnJN1E9Vn1bwEdEfFBAEkblgunwmvPAAZFxDJJ/SNiUXHMabxfARdHxIOS3gfcDeyQXr89MCwi\n3qgw/uasPKM/nwqF92r4InBnpSclHQl8H9gEOLSL7mlmZmZmZtbjNUMRPyYVfZAt+94KeFbSHsCf\nge1SEXs6cFtELAOWVZshr2BeRExLj/ckK4anShKwNlnBOxh4LiKeS/2uA0ZXGfMAsg8ZACiaqc7j\nCeB6SbcCt1YZf/sUI8D6hRUDwIQqBXzdSNoXOAHYu1KfiLgVuFXS3sB3gQMr9R01ahSDBg0CYMCA\nAQwZMoS2tjbg7U8x3Xa7ra2tqeJxu7nbzhe387Z3HzqUxQsX8sDU7OiWfYYNA3Db7Ypt54vbeduL\nFy5sqni6W3v4vvvSr3//pvn3pJZ2e3s7HR0dAMydO5fV0dCD7dJBbucDB0bEUkmTgXPJCvmdgafI\nivivpSJ+QER8J732ImB+lYPYzmXlmfjbi2bMDwOOjYjPlrxmF+DSiBie2ocDoyNiZIV7TAOOiYhn\nS64/D+wGrAtMjIgd0/WzgLUi4rxUmH8UGAkcDOxENrNfPBP/ErB5+uCi7Hur8rM9E4iI+EFq35V+\ntruRfTARwCER8WK5MSWdWtpP0geBW4ARhfdcrl9JHM8Cu5c75M8H25mZWSMtXriQDfr2bXQYZmZW\no8VLl7LBxhs3OowusToH2zV6T/yGwCupgB/M2wel3Uq2p/sYshPmAaYCh0vqK2l94LAa71X8g3kY\nGCZpawBJ60naluxDg4GS3p/6HdvJmJOAL624gTSg5PkFwCaSNpLUtyTmLSPiPuBMoD/Z/vHF6XHB\nROD0ovF36SSeYhOAYyT1Se9nG+DRiPhJROwaEUNLC26Kfkal/SRtSVbAf674Q4sy/bYuinco0KfW\nU/rNShU+xTTLw/lieRVmdMzymPLAA40OwVqEc8XqrdHL6e8CTpY0G3iatIc77ZGfAwyOiMfStcck\nTSBbhr4AmAnUsnx9xZRvRCyUNAq4IRXXAZwdEc9IOgm4Q9IS4AGy4rqS7wE/TofXvQl8h+wDiEj3\neVPSeWR7/f8KzAGQ1Bu4TlJ/ssL5krQn/nbgZmVf03Ya8GXgJ5KeANYC7gdOzfVmI56U9GvgSbKv\neju13LS3pE3JzhbYAHgrrXjYISJeLen6LeBdKR4ByyJilYPygE9K+jzwBvAvshPyzczMzMzMrAu0\n1PfES+oXEUskrUtW0I6OiPY63m848NVKy+ntnfFyejMzayQvpzcza009fTl9o2fia3WVpB3ITqe/\ntp4FvJmZmZmZmVmzafSe+JpExGfT/usdImIsgKTLJc1I361e+Pv4LrrffRExUtKoorELfy7rinu8\nU5IOKolthqRbGh2XWVfyHmerhfPF8vKeeKuF9zlbXs4Vq7dWm4lfRUT8xxq4x7XAtfW+z+qIiIlk\nB+CZmZlZDdS7N4uXLm10GNYiXlu2zPliuThX6q9Xnz6NDqGhWmpPvHUv3hNvZmZmZmY9WSt+xZyZ\nmZmZmZmZ5eQi3syanvc4Wy2cL5aXc8Vq4XyxvJwrVm8u4s3MzMzMzMxahPfEW8N4T7yZmZmZmfVk\n3hNvZmZmZmZm1o25iDezpue9ZVYL54vl5VyxWjhfLC/nitWbi3gzMzMzMzOzFuE98dYw3hNvZmZm\nZmY9mffEm5mZmZmZmXVjLuLNrOl5b5nVwvlieTlXrBbOF8vLuWL15iLezMzMzMzMrEV4T7w1jPfE\nm5mZmZlZT9YSe+IlDZe0V1H7JEnHdeH4x0varKh9laTBXTV+zhiukfSJ1XjdQEnHdnEsvSRNlzSh\nSp/lqc8MSbdW6fc+SXdLelLSnyRtWaZPWxqnMN6/JI3sqvdjZmZmZmbWkzViOX0b8JFCIyKujIjr\nunD8UcDmReOfGBFPdeH49fR+4DO1vEDSWp10OR14spM+SyJiaETsGhFHVun3C+AHEbEDsAfwUmmH\niJiSxhkK7AcsASZ2cn+zqry3zGrhfLG8nCtWC+eL5eVcsXrrsiJe0m8lTZM0S9IX07URkh5PM7KT\nJA0ETgbGpJnaYZLOlfQVSdtJeqRovIGSZqbHu0maksa/U9KmFWL4JPAh4Lo0/jqSJksamp5fLGls\nmkWeKGn39PyfJR2W+vRKfR6R1C5pdCfv+wxJM9N7vKDM889LelfR+5icHg8vmrF+XFI/4PvA3una\n6ZViSa+9X9JtwOwqsW0BHAL8vNp7ADpdviFpe2CtiLgXICJei4jXO3nZUcCdOfqZmZmZmZlZDr27\ncKwTIqJD0jrAtLR8+ypg74h4QdKA9PwVwOKIuBhA0gEAEfG0pLUlDYyIecCngRsl9QYuBUZGxMuS\njgYuAL5QGkBE3CLpS8BXI2JGGr+4Sz/gnoj4hqTxwPnA/sBOwDjgd2ncjoj4sKQ+wFRJE1NMK5E0\nAjgc2D0ilkoaUObnUrrpu9D+KnBqRDwkaT3gdeDMFPvINP7ocrGk1+8K7BgRL5S5Z8EPga8DG1bp\nA9BX0qPAm2Qz7beV6fMB4J+SbgEGAfcAZ3ayqf0Y4KJO7m3Wqba2tkaHYC3E+WJ5OVesFs4Xy8u5\nYvXWlUX8GEmFpdhbACcC9xWKzIjoyDHGb8iK97Hp76OB7ciK7EnKKvJewN+qjCEqzywvjYhCETwL\neD0i3pI0CxiYrh8E7CzpU6ndH9gWWKWIBw4AromIpVDxPVaKZSrwQ0m/AsZHxPySDxyqxbIMeLRa\nAS/pUGBBRLRLaqsSB8DAiPi7pPcD90qaGRHPl/TpDewNDAH+AvyabOvCNRXuvxnZ/253V7kvo0aN\nYtCgQQAMGDCAIUOGrPjFV1iK1IrtJYsWcd/kyQDsM2wYAA9Mneq222677XYTtYfvuy/9+vdvqn8/\n3Hbbbbfd7t7t9vZ2OjqysnHu3Lmsji45nV7ScLJZ7QPTjPRk4ELg2Ig4rqTvuaw8E7+iLWkrskL+\nGOD6iNhd0k7AlRExLGcsk8lms6eXtiUtioj+FeJYFBH9Jd2c7jcpx70uBOZExNUl168Bbo+I8ZKe\nAfaKiIWShgHnR8R+qd+OwKHAqWQF+3tZeSa+bCzp572iX4XYLgCOI5tdXxfYABgPXA5cSbYi4JyI\n+F252IG/FvcD/hf4r4jYN/U7Dvgw8Mty40n6MrBDRJxcJcZuezr94oUL2aBv30aH0W1MeeAB2vbZ\np9FhWItwvlhed9x7L4cccUSjw7AWMWXKlBX/IW5WjXPFaqEGnk6/IfBKKuAHA3uSFY77SBqUgtso\n9V1MNqO8ioh4DlgOfAu4KV1+GthE0p5pnN6SdqgSy6JK41N9Nrrw3N3AqWkZP5K2lbRuhddMAk4o\nPF/0Hos9D+yWHn9yxc2krSJidkSMBaYBg1n1Z1MulvWqvIcVIuI/I2LLiNiK7EOReyPi8xHxaOHg\nuYj4naQBaak+kjYmO3TwydJ+KcYBkt6dbrFfhX4FxwI35InVzMzMzMzM8umq5fR3ASdLmk1WdD9E\ndnL5icD4tAz+JeBjZLO8Nyv72rHTWHXP+E1ky+nPBoiIZZKOAi6TtCGwFvAjKp+4Pg64QtJrZAVp\n8fjVpn0Lz/2cbM/39KK4y57YHhF3S9oFeEzSUuCOFHfxfc4Drpb0T2BK0fUxkvYl+9BiNnBnet1y\nSTOAayPikvQhSKexvAPbA1dKWk72oc73y53mn7YdfI1suT3A48DPyg2o7ADDLSLivi6O1Xooz6pa\nLZwvlldheb1ZHp5ZtbycK1ZvXbKc3mx1eDm9mZk10uKlS9lg440bHYaZmfVgjVxOb2ZWN1MeeKDR\nIVgLcb5YXoUD7szyKBxQZdYZ54rVW1eeTr9GSbocGEa2BF3p70siYlwd7rUT2QFuhWljkZ1sv1dX\n36tW6Tvo/8DKsQWwf0S80rDAzMzMzMzMrMt5Ob01THdeTr9k0SLeeuONRodhZmZV9OrTh379K52F\na2ZmVn+rs5zeRbw1THcu4s3MzMzMzDrjPfFm1i15b5nVwvlieTlXrBbOF8vLuWL15iLezMzMzMzM\nrEV4Ob01jJfTm5mZmZlZT+bl9GZmZmZmZmbdmIt4M2t63ltmtXC+WF7OFauF88Xycq5YvbmINzMz\nMzMzM2sR3hNvDeM98WZmZmZm1pN5T7yZmZmZmZlZN+Yi3syanveWWS2cL5aXc8Vq4XyxvJwrVm8u\n4s3MzMzMzMxahPfEW8N4T7yZmZmZmfVk3hNvZmZmZmZm1o2t8SJe0nBJexW1T5J0XBeOf7ykzYra\nV0ka3FXj54zhGkmfWI3XDZR0bBfGMULSU5L+R9IZVfrdKekVSROq9NlF0oOSZklql3R0hX5bSnpc\n0vTU96SueC/Ws3lvmdXC+WJ5OVesFs4Xy8u5YvXWuwH3bANeBR4CiIgru3j8UcCfgBfT+Cd28fj1\n9H7gM8ANeV8gaa2IWF7mei/gcmB/4G/ANEm3RcRTZYYZC6wHVCu4lwCfi4hnJb0XeFzSXRGxqKTf\n34A9I2KZpPWA2em+L+Z9T2ZmZmZmZlZel83ES/qtpGlp9vWL6dqINCs7Q9IkSQOBk4ExaaZ2mKRz\nJX1F0naSHikab6CkmenxbpKmpPHvlLRphRg+CXwIuC6Nv46kyZKGpucXSxor6U+SJkraPT3/Z0mH\npT69Up9H0ozz6E7e9xmSZqb3eEGZ55+X9K6i9zE5PR6eXjM9/Yz6Ad8H9k7XTq8US3rt/ZJuA2ZX\nCG0P4JmImBcRy4AbgSPKdYyIyWQfrFQUEX+OiGfT478DLwGblOn3ZrofwLpATfs7zMppa2trdAjW\nQpwvlpdzxWrhfLG8nCtWb105E39CRHRIWods1ncCcBWwd0S8IGlAev4KYHFEXAwg6QCAiHha0tqS\nBkbEPODTwI2SegOXAiMj4uW0jPsC4AulAUTELZK+BHw1Imak8Yu79APuiYhvSBoPnE82U70TMA74\nXRq3IyI+LKkPMFXSxBTTSiSNAA4Hdo+IpZIGlPm5lJ7cVmh/FTg1Ih5KM9avA2em2Eem8UeXiyW9\nfldgx4h4ocw9ATYH/lLU/itZYf+OSdoDWLtQ1Jd5fgvg98DWwNc9C29mZmZmZtY1urKIHyPpyPR4\nC+BE4L5CkRkRHTnG+A1Z8T42/X00sB1ZkT1JWUXei2zJdiWi8uzv0ogoFMGzgNcj4i1Js4CB6fpB\nwM6SPpXa/YFtgVWKeOAA4JqIWAoV32OlWKYCP5T0K2B8RMwv+cChWizLgEerFPB1k5bS/wL4XKU+\nEfFXYJd0NsFtkm6OiP8t13fUqFEMGjQIgAEDBjBkyJAVn14W9hO57Xbx3rJmiMft5m47X5qrvWTR\nIu6bPBmAfYYNA+CBqVOboq3evTn40EOb6ufldvO2C9eaJR63m7fd3t7OmDFjmiYet5ur3d7eTkdH\nVjbOnTuX1dElXzEnaTjZrPaBaUZ6MnAhcGxEHFfS91xWnolf0Za0FVkhfwxwfUTsLmkn4MqIGJYz\nlslks9nTS9uSFkVE/wpxLIqI/pJuTveblONeFwJzIuLqkuvXALdHxHhJzwB7RcRCScOA8yNiv9Rv\nR+BQ4FSygv29rDwTXzaW9PNe0a9CbHsC346IEal9JtkqgMnAlenxORHxu3Jjptn2lfpJ6p9e/92I\n+G2lfiVxXA38PiLGl4nRXzFnuUyZMmXFLz+zzjhfmsvihQvZoG/fRodR1h333sshR5TdaWa2Cv9u\nsbycK1YLNfAr5jYEXkkF/GBgT7L90PtIGpSC2yj1XUw2o7yKiHgOWA58C7gpXX4a2CQVpUjqLWmH\nKrEsqjQ+1fdnF567Gzg1LeNH0raS1q3wmknACYXni95jseeB3dLjT664mbRVRMyOiLHANGAwq/5s\nysWyXpX3UGwasE06W6AP2QcjEyLi0YjYNSKGlhTcK61gKO0naW3gt8C4QgFfod/maUtF4eexN9n/\nhmarzf8QWi2cL5ZXYWbeLA//brG8nCtWb121nP4u4GRJs8kKtofIDj47ERiflsG/BHwMuB24WdJI\n4DRW3TN+E9ly+rMB0innRwGXSdoQWAv4EfBkhVjGAVdIeg34SMn41aZ9C8/9HBgETC+K+8iyL4i4\nW9IuwGOSlgJ3pLiL73MecLWkfwJTiq6PkbQv2YcWs4E70+uWS5oBXBsRl6QPQTqNpUxsyyX9BzCR\n7MOaqyNiTrm+ku4n27awvqQXgC+UWYlwNFlBvpGkE1KsoyJiZkm/7YGLJL1F9qHA2IiodPiemZmZ\nmZmZ1aBLltObrQ4vp7e8vCzNauF8aS5eTm/dhX+3WF7OFatFI5fTm5mZmZmZmVmdtexMvKTLgWFk\ny7qV/r4kIsbV4V47Ab/k7WXyIjvZfq+uvlet0nfQ/4GVYwtg/4h4pWGB5eCZeDOz7q+ZZ+IXL13K\nBhtv3OgwzMysB1udmfiWLeKt9bmINzPr/pYsWsRbb7zR6DDK6tWnD/36VzoL18zMrP5cxFtLcRFv\neXlvmdXC+WJ5OVesFs4Xy8u5YrXwnngzMzMzMzOzbswz8dYwnok3MzMzM7OezDPxZmZmZmZmZt2Y\ni3gza3pTpkxpdAjWQpwvlpdzxWrhfLG8nCtWby7izczMzMzMzFqE98Rbw3hPvJmZmZmZ9WTeE29m\nZmZmZmbWjbmIN7Om571lVgvni+XlXLFaOF8sL+eK1ZuLeDMzMzMzM7MW4T3x1jDeE29mZmZmZj2Z\n98SbmZmZmZmZdWMu4s2s6XlvmdXC+WJ5OVesFs4Xy8u5YvXmIt7MzMzMzMysRXhPvDWM98SbmZmZ\nmVlP5j3xZmZmZmZmZt2Yi3gza3reW2a1cL5YXs4Vq4XzxfJyrli9uYg3s6bX3t7e6BCshThfLC/n\nitXC+WJ5OVes3lzEm1nT6+joaHQI1kKcL5aXc8Vq4XyxvJwrVm8u4s3MzMzMzMxahIt4M2t6c+fO\nbXQI1kKcL5aXc8Vq4XyxvJwrVm/+ijlrGElOPjMzMzMz69Fq/Yo5F/FmZmZmZmZmLcLL6c3MzMzM\nzMxahIt4MzMzMzMzsxbhIt7WKEnnSXpC0gxJd0narOi5SyU9I6ld0pBGxmnNQdJYSXNSTtwiqX/R\nc99M+TJH0kGNjNMaT9JRkv4kabmkoSXPOVdsFZJGSHpK0v9IOqPR8VjzkHS1pAWSZhZd20jSRElP\nS7pb0oaNjNGah6QtJN0rabakWZK+nK47Z2wlkvpKeiTVQbMknZuuD5L0cPr36AZJvTsby0W8rWlj\nI2KXiNgV+D1QSN5DgK0jYlvgJOCKBsZozWMisGNEDAGeAb4JIGkH4Ghge+Bg4CeSajoQxLqdWcDH\ngfuKL0raHueKlZDUC7gc+BiwI3CspMGNjcqayDVkuVHsTOCeiNgOuJf075EZ8CbwlYjYEdgL+FL6\nfeKcsZVExFJg31QHDQEOlvRh4AfARRHxAaAD+EJnY7mItzUqIl4tavYD3kqPRwK/SH0eATaUtOka\nDs+aTETcExGFHHkY2CI9HgncGBFvRsRcsgJ/jwaEaE0iIp6OiGeA0gL9CJwrtqo9gGciYl5ELANu\nJMsVMyLij8ArJZePAMalx+OAI9doUNa0IuLFiGhPj18F5pD994pzxlYREa+lh32B3kAA+wK3pOvj\nyCYlqnIRb2ucpO9KegH4DHBOurw58JeibvPTNbOCfwfuSI+dL5aXc8XKKc2Lv+K8sOreExELICva\ngPc0OB5rQpIGkc2wPgxs6pyxUpJ6SZoBvAhMAp4FOoomrf4K/Ftn43S63t6sVpImAcWz6CL7lOms\niLg9Is4Gzk57EE8Dvr3mo7Rm0Vm+pD5nAcsi4oYGhGhNIk+umJmtIf6OZluJpPWBm4HTI+JVSaU5\n4pwxUrG+azrn6bfAam3lchFvXS4iDszZ9XqyffHfJpsde1/Rc1uka9bNdZYvkkYBhwD7FV12vvRA\nNfxuKeZcsXLmA1sWtZ0X1pkFkjaNiAXpUN6XGh2QNY90ENnNwC8j4rZ02TljFUXEIklTyM5RGCCp\nVyrwc/175OX0tkZJ2qaoeSTwVHo8Afh86rMn2bKSBWs4PGsykkYAXwdGpsNACiYAx0jqI+n9wDbA\no42I0ZpS8b5454qVMw3YRtJASX2AY8hyxaxArPq7ZFR6fDxwW+kLrEf7b+DJiLik6JpzxlYiaePC\ntxRIWhc4EHgSmAx8KnXLlSuK8MoOW3Mk3Qx8gOxAu3nAyRHx9/Tc5cAIYAlwQkRMb1ig1hQkPQP0\nAV5Olx6OiFPTc98kO71zGdnStYmNidKagaQjgcuAjclOdm2PiIPTc84VW0X6kPASsgmNqyPivxoc\nkjUJSdcDbcC7gQVk36RzK/AbspU984CjI6KjUTFa85A0DLif7FtSIv35T7IPjH+Nc8YSSTuTHVzX\nK/25KSK+lyYZbgQ2AmYAx6VDVyuP5SLezMzMzMzMrDV4Ob2ZmZmZmZlZi3ARb2ZmZmZmZtYiXMSb\nmZmZmZmZtQgX8WZmZmZmZmYtwkW8mZmZmZmZWYtwEW9mZmZmZmbWIlzEm5mZ2Tsmabmk6ZJmSbpJ\n0joNiuP0PPeWNFzS7enx4ZK+kR5vLOlhSY9LGibpKElPSvpDvWM3MzPLw0W8mZmZdYUlETE0InYG\nlgEn532hpK7875ExwHo5+wZARNweEWPTtQOAmRGxW0RMBb4AfDEi9s8zoKS1ag3YzMysFi7izczM\nrKs9AGwDIOmzkh5Js/Q/laR0fbGkCyXNAPaU9CFJUyW1p5nwfpJ6SRqbXt8uaXR67XBJkyX9RtIc\nSb9M108D/g2YXG7mXNKI1P8x4BNF14+XdJmkXYAfAEekeM8B9gaulvSDTuK5X9JtwOwc7/u76fUP\nStokXX+PpPHp+gxJe1Ybx8zMei4X8WZmZtYVCkVqb+BgYJakwcCngY9ExFDgLeCzqX8/4KGI2BWY\nBtwEnBYRQ8hmw18nmwXviIgPA3sAJ0oamF4/BPgysAOwtaSPRMRlwHygrXTmXFJf4Crg0Ij4ELBZ\nSfwREU8A5wA3pVUF5wGPAZ+JiDM6iWfXFP/gHO/7wfQ+HwBGp+uXAlPS9aHA7E7GMTOzHqp3owMw\nMzOzbmFdSdPT4/uBq4GTyArSaWkGeR3gxdRnOTA+Pd4O+FtETAeIiFcBJB0E7CzpU6lff2BbsuX6\nj0bE31O/dmAQ8CDZhwnlZqsHA89FxHOpfR1vF9CdKYzXWTwvpOv7V3nfb0TEHenx42QfWADsB3wu\nvf8AFksqN86CnDGbmVk35SLezMzMusJrabZ4hVR4jouIs8r0/1cqVld0L9NHZLPbk0rGHQ4sLbq0\nnHz/TfNOl6JXi2dJSb9K7/uNosfFcUeZvtXGMTOzHsrL6c3MzKwrlCuQ/wAcVbTveyNJ7yvT/2lg\nM0m7pX7rpwPi7gZOTUv0kbStpM4OrVtENkNe6ilgoKT3p/axed5Uibzx5H3fpa85NfXvJal/hXG2\nXI24zcysG3ERb2ZmZl1hlZnkiJgDnA1MlPQEMBF4b2n/iFhGtvf78rQ0fiLQF/g58CQwXdIsAqqA\n+QAAAKFJREFU4Aqg3Onvxff+GXBX6cF2EbEUOBG4Ix1sl3dZevHYueLJ+75LjAH2lTSTbB/+9hXG\nKd3Lb2ZmPYxWXslmZmZmZmZmZs3KM/FmZmZmZmZmLcJFvJmZmZmZmVmLcBFvZmZmZmZm1iJcxJuZ\nmZmZmZm1CBfxZmZmZmZmZi3CRbyZmZmZmZlZi3ARb2ZmZmZmZtYiXMSbmZmZmZmZtYj/A2WUpRh/\nXD2BAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398a5fb90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ivXTcumSzCY4GjoiIsaVy04h8+Qj9iRGxt6TJwFcjYmbaNwvYFDix7NwfB74U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\nSzEOkvTedIoxDfpVnMBq3NzP8lOZamj5ymHUyhp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v1jA/HqG39UrSIRRTUsdGxNKqp6YA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398a5fc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fUN3jI2IBsEDSPLKbBwBPA1s3cu0mAVdIuo6l12Q5o0aNYuDAgVlDevdm6NCh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\nj4iIiIiIiOhB/x8L5TK27HQf3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398cf4550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rcC/ZiLuAv0bElintyUCPiDhD0ljgZGAIsCtwQHoAsAj4SkRcJ+knwBop34nA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\n8NAe+xZAVZ1TVSe3x54OXFtVT6yqJcArgL+uqqf1MmCSTfsNWJKkfji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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398bdbc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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S75X2AWdUu3bpmO2AvchG7beOiDll+/1gOzOzDqRh9mx69+zZdEYzMzMDoGHB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\nokekiI+IiIiIiIjoEf8fJi2+LAQiJGUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f739dbdf0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PpTr+Cqxedn5/SdPT/U2WtF3u3EuSfiTpKUlvS/qjpG7p3DBJL+fybiLpRklvSfp3imkr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\n0ueRkp5K110rqS/wLeCEFP+QCrHslq4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R58+Ae7Wp9vcB3l9Vn+x3wCTbA4cCr9rIuSVJ\nkiRJm2A6FPTHJXlGe7wznVHnHyXZB/ghsGsraI8FzqiqW4Fbk5w55Hl+WlUr2uP96BTGy5MEuBed\nae67AT+uqh+3fp8CjprgmAfT+cABgKr67RDxXAF8JslXgK9McPzdW4wA90ly7/b4q/2K+eYfgfe2\nWQcA/T71uRxY0Po9pcXyZz36bUNndsNBwFzg4iQXV9UP+xz36cC3NzbdfunSpeyyyy4AzJ8/n4UL\nF7JkyRLgrvVHtmdn+5yzzqJuu40DFy3i25dcwvZz506r+GxP3/bY4+kSj+3p2x7bNl3isT2922Pb\npks8tqdve/Xq1Rx33HHTJh7b06u9evVq1q7tlEhr1qxhc410yn2b7v124MlVtb6N/h5Pp6jfA7iO\nTkH/d62gn19V/9T2fQ9wQ69p5O3549lwhP7MrpH0pwHPHz9VPclj6Yw8L27tpwNH9VtfnmQF8Lyq\n+tG47WNT7rcHzquqR7ft/wBs3abcB/gL4HDgKcBj6Iz4d4/Q/xp4UPsQo+e1TfC7vZDOByQA9wNu\nB8amyx9FZ+bAYVX1yz6xP6+7H/AiYLuu3/9HgXOAnXodL8npwOer6rMTxOiUe/W17sYb2WHbbQE4\n+5vf5LAjjhhxRJopli1bducfTmki5oqGYb5oUOaKhjHTv7buvsBvWjG/G52Rc+iMEh9Bp6gcKwiX\nA09Psm2S+wBPG/Jc3b+k7wKLkjwcIMm9kzySzgcIC7ruiv/8jRzzfLqmlPe4m/uvgAckuV+SbcfF\n/JCq+hbwRmAenWns69rjMecBx3Yd/7EbiedOVfUXVfWwqnoY8D7gHVX1ofazZ1XtVVW/TLJT1/H3\nofMhz/8d3w84AzggydZtlsC+wLU9+o0tPVjc9pE224GLFo06BM0gvonSoMwVDcN80aDMFU2lURf0\nX6ezLvtq4B20u7u3adrX0il6L2vbLgO+Smeq+lnAlcAwU9zvHAquqhuBpcD/l+QKOmv2d62q9XRu\nVHd2ksvoFOQT+Rfg/u3r2VYBS7rPVVW3AW+jc2+Ac9s1kWQb4FPt3JcDJ1XVTcCZwF+1r3xbBLwG\n2DvJFUm+12KbbM9qX0O3ik7h/9xenarqunYNV9L5QOTkPmvtofMNA+dW1R+2QLySJEmSJKbBXe6H\nkWRuVd3cbrh2IZ3p8Ku34PkWA6/b2Fe6adM45V4Tccq9NpVTHTUoc0XDMF80KHNFw7gn3OV+GCcn\neRSdu9x/fEsW85IkSZIkTWczaoS+lyQfBBbRmeae9u9JVXXaJJ5jKZ217N2/rOVVdcxknWNTJTkE\neBd3xRY6d+p/5uiiGowj9JpI9wj9uvXr2WHHHUcckSRJkjS5NneEfsYX9Jq5LOg1kZtvuok7bul8\nM+NWc+Ywd968jewhSZIkzSwz/S73ktTT3Hnz2GHHHdlhxx1ZsXLlqMPRDDL2na/SxpgrGob5okGZ\nK5pKFvSSJEmSJM1ATrnXyDjlXpIkSdJs5pR7SZIkSZJmIQt6SdOea9E0DPNFgzJXNAzzRYMyVzSV\nLOglSZIkSZqBXEOvkXENvSRJkqTZzDX0kiRJkiTNQhb0kqY916JpGOaLBmWuaBjmiwZlrmgqWdBL\nkiRJkjQDuYZeI+MaekmSJEmz2YxbQ59kcZL9u9qvSPI3k3j8FyV5YFf75CS7TdbxB4zh1CR/vQn7\nLUjy/EmOZaskK5N8dYI+t7c+q5J8ZYJ+D05ybpJrknwvyUN69FnSjjN2vD8kOXyyrkeSJEmS1DGK\nKfdLgCeMNarqI1X1qUk8/lLgQV3Hf3lVXTeJx9+SHgq8YJgdkmy9kS7HAtdspM/NVbVXVe1ZVc+Y\noN8ngHdV1aOAfYBfj+9QVcvacfYCDgJuBs7byPmlCbkWTcMwXzQoc0XDMF80KHNFU2nSCvokX06y\nIslVSV7Wth2a5PI2Unt+kgXAK4Hj2gjuoiTHJ3ltkl2TXNJ1vAVJrmyPH5dkWTv+OUl26hPDM4G9\ngU+142+X5IIke7Xn1yU5oY0un5fk8e35HyZ5WuuzVetzSZLVSY7ayHW/IcmV7Rrf0eP5nyS5f9d1\nXNAeL+4ayb48yVzgncABbdux/WJp+16Y5Azg6gli2xk4DPjoRNcAbHSKR5Ldga2r6psAVfX7qvrj\nRnZ7FnDOAP0kSZIkSUPaZhKP9eKqWptkO2BFm+J9MnBAVV2fZH57/sPAuqo6ESDJwQBV9f0k90qy\noKp+CjwX+GySbYD3A4dX1f9J8hzgHcBLxwdQVV9K8irgdVW1qh2/u8tc4BtV9fokpwNvB54EPAY4\nDfhaO+7aqto3yRxgeZLzWkwbSHIo8HTg8VW1Psn8Hr+X8YvEx9qvA46uqouT3Bv4I/DGFvvh7fhH\n9Yql7b8n8Oiqur7HOce8F/h74L4T9AHYNsmlwG10RuDP6NHnz4DfJvkSsAvwDeCNG1kE/zzgPRs5\nt7RRS5YsGXUImkHMFw3KXNEwzBcNylzRVJrMgv64JGPTtXcGXg58a6zgrKq1AxzjC3QK+RPav88B\ndqVTcJ+fTnW+FfCfExwj9B9xXl9VYwXxVcAfq+qOJFcBC9r2Q4A9kjy7tecBjwTuVtADBwOnVtV6\n6HuN/WJZDrw3yaeB06vqhnEfPkwUy63ApRMV80meCvyqqlYnWTJBHAALquoXSR4KfDPJlVX1k3F9\ntgEOABYCPwM+T2d5w6l9zv9AOv9v505wXkmSJEnSJpqUgj7JYjrrpfdtI9UXAKuAYW9G9zngC0m+\nDNxRVT9K8hjge1W1aBJCvbXr8R3AWCFebSYAdArfY6rq/Ek4H3RGvceWNmw3trGq3pXka8BT6Yy8\nH9Jj356xtN/3zRs57yLg8CSHAdsDOyT5BPBB4CN0Zgq8taq+VlW/aDH9JMkyYM8kD+juB/wcWD02\nU6HdPG/fJFePP147/3OAL1fV7RMFuXTpUnbZZRcA5s+fz8KFC+/8VHNs/ZFt2+ecdRZ1220AHLio\n81Jw0fLltm33bI89ni7x2J6+7bFt0yUe29O7PbZtusRzT25nm214ylOfCkyv9yODtlevXs1xxx03\nbeKxPb3aq1evZu3azjjwmjVr2FyT8rV17S7mL62qI9K5o/wq4Eg6060XV9WaJPerqt8keS0wr6r+\nse17PBtOwb8UuA64sqreneRedNaJ/21VfbcV3n9WVT1v9NbWlb+3qpa19gV0prGvTLKuqnboc951\nVbVDm+Z+GPDsqrotySOBn1fVH3qc6y+BtwBPrqo/dF3jqcCZVXV6myL/nqo6N8mJwMKqOijJw6rq\nx+04XwA+SadoPrGqlrTtvWK5AXg8XVPzB/j/Wdyvf1sm8PuquiXJjnRmDhwx/kaCSbYCLgcObksf\nPgasqKp/7XPOi+lMyf/WBHH5tXUayNlnnMFhBx006jA0Qyy76CKWHHjgqMPQDGCuaBjmy9RZt349\nO+y446jD2GTLli27s4CTNiab+bV1kzXl/uvAK9to7feBi+ncAf3lwOltqvyvgb8EzgS+2D4EOIa7\nrzH/HJ0p928GqKpbkzwL+ECS+wJbA++j/53bTwM+nOT3dO6m3338iarHsec+SmeN+MquuHve+b0V\n6Y8FLkuyHji7xd19nrcBpyT5LbCsa/txSZ4I3E7nA4tz2n63J1kFfLyqTkoyUCybYXfgI0lupzOT\n4J29vhWgLU34OzpT8qFT3P9brwOmc/PDnScq5qVhjH1qLw3CN9walLmiYZgvGpTFvKbSpIzQS5vC\nEXoNat2NN7LDttuOOgxJkjQFZvoIvTSMzR2hH8X30EvSULrXL0obs+yii0YdgmYIc0XDMF80qLF1\n09JUmMy73E+pJB+kc+O3onPzuAJOqqrTtsC5HkNnjfvYcHLo3CF//8k+17Dad9z/OxvGVsCTquo3\nIwtMkiRJkrRFOeVeI+OUew3KKfeSJM0eTrnXbDJdboonSVvMVnPmsG79+lGHIUmSpsBWc+aMOgRp\nxrCglzTtrVi50jvGamB+XZAGZa5oGOaLBmWuaCp5UzxJkiRJkmYg19BrZFxDL0mSJGk282vrJEmS\nJEmahSzoJU17fp+rhmG+aFDmioZhvmhQ5oqmkgW9JEmSJEkzkGvoNTKuoZckSZI0m7mGXpIkSZKk\nWciCXtK051o0DcN80aDMFQ3DfNGgzBVNJQt6SZIkSZJmINfQa2RcQy9JkiRpNptxa+iTLE6yf1f7\nFUn+ZhKP/6IkD+xqn5xkt8k6/oAxnJrkrzdhvwVJnj+JcRya5Lok/5HkDRP0OyfJb5J8dYI+j03y\nnSRXJVmd5Dl9+j0kyeVJVra+r5iMa5EkSZIkbWgUU+6XAE8Ya1TVR6rqU5N4/KXAg7qO//Kqum4S\nj78lPRR4wTA7JNm6z/atgA8Cfwk8Gnj+BB9snABs7EOVm4Ejq2oP4CnA+5LM69HvP4H9qmovYF/g\njd0fsEibwrVoGob5okGZKxqG+aJBmSuaSpNW0Cf5cpIVbVT2ZW3boW20dlWS85MsAF4JHNdGcBcl\nOT7Ja5PsmuSSruMtSHJle/y4JMva8c9JslOfGJ4J7A18qh1/uyQXJNmrPb8uyQlJvpfkvCSPb8//\nMMnTWp+tWp9L2kj0URu57jckubJd4zt6PP+TJPfvuo4L2uPFbZ+V7Xc0F3gncEDbdmy/WNq+FyY5\nA7i6T2j7AD+oqp9W1a3AZ4EjenWsqguA3010nVX1w6r6UXv8C+DXwAN69LutnQ9ge2CTp49IkiRJ\nkvrbZhKP9eKqWptkO2BFm759MnBAVV2fZH57/sPAuqo6ESDJwQBV9f0k90qyoKp+CjwX+GySbYD3\nA4dX1f9pU73fAbx0fABV9aUkrwJeV1Wr2vG7u8wFvlFVr09yOvB24EnAY4DTgK+1466tqn2TzAGW\nJzmvxbSBJIcCTwceX1Xrk8zv8XsZv0h8rP064OiqujjJvYE/Am9ssR/ejn9Ur1ja/nsCj66q63uc\nEzqzFH7W1f45nSJ/syXZB7jXWIHf4/mdgbOAhwN/X1W/nIzzavZasmTJqEPQDGK+aFDmioZhvmhQ\n5oqm0mQW9McleUZ7vDPwcuBbYwVnVa0d4BhfoFPIn9D+fQ6wK52C+/x0qvOt6Ezr7if0HxVeX1Vj\nBfFVwB+r6o4kVwEL2vZDgD2SPLu15wGPBO5W0AMHA6dW1Xroe439YlkOvDfJp4HTq+qGcR8+TBTL\nrcClExTzW0ySPwU+ARzZr09V/Rx4bJtqf0aSL1bVf/Xqu3TpUnbZZRcA5s+fz8KFC+98ERybrmTb\n9s033cS3LrgAgAMXLQLgouXLbdu2bdu2bdu2bW/B9rcvuYTt586dFu8H7ynt1atXs3Ztp2xcs2YN\nm2tS7nKfZDGd0e4nt5HqC4B3A8+vqr8Z1/d4Nhyhv7Od5GF0ivrnAZ+pqscneQzwkapaNGAsF9AZ\n5V45vp3kpqqa1yeOm6pqXpIvtvOdP8C53g1cW1WnjNt+KnBmVZ2e5AfA/lV1Y5JFwNur6qDW79HA\nU4Gj6RTvf8qGI/Q9Y2m/7zv79YltP+Afq+rQ1n4jndkBFwAfaY/fWlVf63XMNgq/Qb+2Zv4C4J+r\n6sv9+o2L4xTgrKo6vUeM3uVeAzn7jDM47KCDRh2GZohlF13EkgMPHHUYmgHMFQ3DfNGg7km5sm79\nenbYccdRh3GPlmlyl/v7Ar9pxfxuwH501k8fmGQXgCT3a33X0Rlpvpuq+jFwO/AW4HNt8/eBB7QC\nlSTbJHnUBLHc1O/4TLyee+y5c4Gj21R/kjwyyfZ99jkfePHY813X2O0nwOPa42feebLkYVV1dVWd\nAKwAduPuv5tesdx7gmvotgJ4RLsXwRw6H5J8taourao9q2qvccX3BjMbxvdLci/gy8BpY8V8n34P\nassuxn4fB9D5P5QkSZIkTaLJmnL/deCVSa6mU7xdTOemaS8HTm9T5X9N547rZwJfTHI4cAx3X2P+\nOTpT7t8MUFW3JnkW8IEk9wW2Bt4HXNMnltOADyf5PZ276Xcff6Lh4LHnPgrsAqzsivsZPXeoOjfJ\nY4HLkqwHzm5xd5/nbcApSX4LLOvaflySJ9L5AONq4Jy23+1JVgEfr6qT2gciG42lR2y3J3k1cB6d\nD25Oqapre/VNciGdpQ33SXI98NIeMxSeQ6c4v1+SF7dYl1bVleP67Q68J8kddD4gOKGq+t24TxrI\n2LQvaRD3lFERbXnmioZhvmhQ5oqm0qRMuZc2hVPuNah1N97IDttuO+owJEmSZhWn3G9502XKvSRt\nMWM3aJEGseyii0YdgmYIc0XDMF80KHNFU2ky73I/pZJ8EFhEZ+p32r8nVdVpW+BcjwE+yV1T6UPn\nDvn7T/a5htW+4/7f2TC2Ap5UVb8ZWWCSJEmSpC3KKfcaGafca1A333QTd9xyy6jDkCRJmlW2mjOH\nufP63W9ck2Fzp9xb0GtkLOglSZIkzWauoZd0j7ds2bJRh6AZxHzRoMwVDcN80aDMFU0lC3pJkiRJ\nkmYgp9xrZJxyL0mSJGk2c8q9JEmSJEmzkAW9pGnPtWgahvmiQZkrGob5okGZK5pKFvSSJEmSJM1A\nrqHXyLiGXpIkSdJs5hp6SZIkSZJmIQt6SdOea9E0DPNFgzJXNAzzRYMyVzSVLOglSZIkSZqBXEOv\nkXENvSRJkqTZzDX0kiRJkiTNQhb0kqY916JpGOaLBmWuaBjmiwZlrmgqWdBLkiRJkjQDuYZeI+Ma\nekmSJEmzmWvoJUmSJEmahSzoJU17rkXTMMwXDcpc0TDMFw3KXNFUsqCXJEmSJGkGcg29RsY19JIk\nSZJmM9fQS5IkSZI0C1nQS5r2XIumYZgvGpS5omGYLxqUuaKpZEEvSZIkSdIM5Bp6jYxr6CVJkiTN\nZq6hlyRJkiRpFrKglzTtuRZNwzBfNChzRcMwXzQoc0VTyYJekiRJkqQZyDX0GhnX0EuSJEmazVxD\nL0mSJEnSLGRBL2nacy2ahmG+aFDmioZhvmhQ5oqmkgW9JEmSJEkzkGvoNTKuoZckSZI0m7mGXpIk\nSZKkWciCXtK051o0DcN80aDMFQ3DfNGgzBVNJQt6SZIkSZJmINfQa2RcQy9JkiRpNnMNvSRJkiRJ\ns5AFvaRpz7VoGob5okGZKxqG+aJBmSuaShb0kqa91atXjzoEzSDmiwZlrmgY5osGZa5oKlnQS5r2\n1q5dO+oQNIOYLxqUuaJhmC8alLmiqWRBL0mSJEnSDGRBL2naW7NmzahD0AxivmhQ5oqGYb5oUOaK\nppJfW6eRSWLySZIkSZrVNudr6yzoJUmSJEmagZxyL0mSJEnSDGRBL0mSJEnSDGRBrymV5PgkP0+y\nsv0c2vXcm5L8IMm1SQ4ZZZyaPpIcmuS6JP+R5A2jjkfTS5I1Sa5IsirJpW3b/ZKcl+T7Sc5Nct9R\nx6nRSHJKkl8lubJrW9/8SPL+9ndodZKFo4lao9AnV3zPortJsnOSbya5OslVSV7TtvvaorvpkS/H\ntO2T9vpiQa9ROLGq9mo/XwdIsjvwHGB34CnAh5Js8s0hdM+QZCvgg8BfAo8Gnp9kt9FGpWnmDmBJ\nVe1ZVfu0bW8EvlFVuwLfBN40sug0aqfSef3o1jM/kjwFeHhVPRJ4BfDhqQxUI9crV8D3LLq724DX\nVtWjgf2BV7X3Jr62qJfx+fLqrveyk/L6YkGvUeiVlEcAn62q26pqDfADYJ8e/TS77AP8oKp+WlW3\nAp+lkyvSmHD3v2VHAKe1x6cBz5jSiDRtVNW3gd+M2zw+P47o2v6Jtt8lwH2T7DQVcWr0+uQK+J5F\n41TVL6tqdXv8O+BaYGd8bVEPffLlQe3pSXl9saDXKLyqTTn6aNd0pAcBP+vqcwN3Jbtmr/F58XPM\nC22ogHOTrEjysrZtp6r6FXT+kAJ/MrLoNB39ybj8GHtj7d8h9eJ7FvWVZBdgIfBd7v63x9cWbaAr\nXy5pmybl9cWCXpMuyflJruz6uar9+3TgQ3SmHS0Efgm8Z7TRSprhFlXV3sBhdP4wHkinyO/m97Nq\nIuaH+vE9i/pKch/gi8CxbeTVvz3qq0e+TNrryzaTE6J0l6p68oBd/w04sz2+AXhw13M7t22a3W4A\nHtLVNi+0gar6Rfv3v5J8hc60tF8l2amqfpXkgcCvRxqkppt++eHfIW2gqv6rq+l7Ft0pyTZ0irNP\nVtUZbbOvLeqpV75M5uuLI/SaUu0FbsxfA99rj78KPC/JnCQPBR4BXDrV8WnaWQE8IsmCJHOA59HJ\nFYkk926feJNkLnAIcBWdHFnaur0IOKPnATRbhA3XKXbnx1Luyo+vAn8LkGQ/YO3Y9FnNGhvkiu9Z\nNIGPAddU1Uld23xtUT93y5fJfH1xhF5T7YT2dR13AGvo3O2TqromyeeBa4BbgaOryqlKs1xV3Z7k\n1cB5dD6APKWqrh1xWJo+dgK+nKTo/D37dFWdl+Qy4PNJXgL8lM7dYjULJfkMsAT4b0muB44H/h/g\nC+Pzo6rOTnJYkh8CNwMvHk3UGoU+ufJE37NovCSLgBcCVyVZRWdq/f8C3kWPvz2+tsxuE+TLWaZN\nPwAAA81JREFUCybr9SW+/kiSJEmSNPM45V6SJEmSpBnIgl6SJEmSpBnIgl6SJEmSpBnIgl6SJEmS\npBnIgl6SJEmSpBnIgl6SJEmSpBnIgl6SJG22JLcnWZnkqiSfS7LdiOI4dpBzJ1mc5Mz2+OlJXt8e\n75jku0kuT7IoybOSXJPk37d07JIkDcuCXpIkTYabq2qvqtoDuBV45aA7JpnM9yPHAfcesG8BVNWZ\nVXVC23YwcGVVPa6qlgMvBV5WVU8a5IBJth42YEmSNpUFvSRJmmwXAY8ASPLCJJe00ft/TZK2fV2S\ndydZBeyXZO8ky5OsbiPkc5NsleSEtv/qJEe1fRcnuSDJF5Jcm+STbfsxwH8HLug1op7k0Nb/MuCv\nu7a/KMkHkjwWeBdwRIv3rcABwClJ3rWReC5McgZw9QDX/c9t/+8keUDb/idJTm/bVyXZb6LjSJIE\nFvSSJGlyjBWs2wBPAa5KshvwXOAJVbUXcAfwwtZ/LnBxVe0JrAA+BxxTVQvpjJL/kc7o+Nqq2hfY\nB3h5kgVt/4XAa4BHAQ9P8oSq+gBwA7Bk/Ih6km2Bk4GnVtXewAPHxV9VdQXwVuBzbbbB24DLgBdU\n1Rs2Es+eLf7dBrju77TrvAg4qm1/P7Csbd8LuHojx5EkiW1GHYAkSbpH2D7Jyvb4QuAU4BV0itMV\nbWR5O+CXrc/twOnt8a7Af1bVSoCq+h1AkkOAPZI8u/WbBzySzpT+S6vqF63famAX4Dt0PljoNYq9\nG/Djqvpxa3+Ku4rpjRk73sbiub5tf9IE131LVZ3dHl9O58MLgIOAI9v1F7AuSa/j/GrAmCVJs4AF\nvSRJmgy/b6PId2pF6GlV9Q89+v+hFa53du/RJ3RGvc8fd9zFwPquTbcz2HuazZ2uPlE8N4/r1++6\nb+l63B139eg70XEkSXLKvSRJmhS9iuV/B57VtU78fkke3KP/94EHJnlc63efdnO5c4Gj2zR+kjwy\nycZueHcTnZHz8a4DFiR5aGs/f5CLGmfQeAa97vH7HN36b5VkXp/jPGQT4pYk3UNZ0EuSpMlwtxHm\nqroWeDNwXpIrgPOAPx3fv6pupbNW/INt+vx5wLbAR4FrgJVJrgI+DPS6i3z3uf8N+Pr4m+JV1Xrg\n5cDZ7aZ4g05d7z72QPEMet3jHAc8McmVdNbt797nOOPX/kuSZrFsONtNkiRJkiTNBI7QS5IkSZI0\nA1nQS5IkSZI0A1nQS5IkSZI0A1nQS5IkSZI0A1nQS5IkSZI0A1nQS5IkSZI0A1nQS5IkSZI0A1nQ\nS5IkSZI0A/3/S+X/2QEuW80AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7398bea190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "collector.plot_comparisons(by='tag')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
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