{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Memory Footprint\n",
    "\n",
    "## Analyze STAR Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import itertools\n",
    "import collections\n",
    "\n",
    "import tk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "build_bits  = [32, 64]\n",
    "build_types = {'min': 'MinSizeRel',\n",
    "               'rel': 'Release',\n",
    "               'deb': 'RelWithDebInfo',\n",
    "               'dic': 'Release-nodict'\n",
    "              }\n",
    "tk._prefix  = '/Users/dsmirnov/work/pub-data/star-32-vs-64-build'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Build(id='min32', bits=32, type='min', name='32-MinSizeRel'),\n",
       " Build(id='rel32', bits=32, type='rel', name='32-Release'),\n",
       " Build(id='deb32', bits=32, type='deb', name='32-RelWithDebInfo'),\n",
       " Build(id='dic32', bits=32, type='dic', name='32-Release-nodict'),\n",
       " Build(id='min64', bits=64, type='min', name='64-MinSizeRel'),\n",
       " Build(id='rel64', bits=64, type='rel', name='64-Release'),\n",
       " Build(id='deb64', bits=64, type='deb', name='64-RelWithDebInfo'),\n",
       " Build(id='dic64', bits=64, type='dic', name='64-Release-nodict')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "builds_k = list(itertools.product(build_bits, build_types.keys()))\n",
    "builds_v = list(itertools.product(build_bits, build_types.values()))\n",
    "\n",
    "Build = collections.namedtuple('Build', ['id', 'bits', 'type', 'name'])\n",
    "\n",
    "builds = [Build(f'{kk}{kb}', kb, kk, f'{vb}-{vt}') for (kb, kk), (vb, vt) in zip(builds_k, builds_v)]\n",
    "builds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def id_to_name(ids):\n",
    "    if isinstance(ids, str):\n",
    "        for b in builds:\n",
    "            if b.id==ids: return b.name\n",
    "        return 'NotFound'\n",
    "    else:\n",
    "        return [b.name for b in builds if b.id in ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#id_to_name('min32')\n",
    "#id_to_name(['rel32', 'min64', 'rel64'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "libpaths = {b.id: tk.get_libpath(b) for b in builds}\n",
    "logfiles = {b.id: tk.get_log(b) for b in builds}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "libfiles = {}\n",
    "\n",
    "for b in builds:\n",
    "    for _, _, libfiles[b.id] in os.walk(libpaths[b.id]): break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#libfiles['rel32'] == libfiles['min32'], libfiles['rel64'] == libfiles['min64']\n",
    "#libfiles['rel32'], libfiles['min32']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "231"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(libfiles['rel32'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "libinfo = []\n",
    "\n",
    "for libfile in libfiles['rel32']:\n",
    "    libsizes = [os.path.getsize(libpath+libfile) for libpath in libpaths.values()]\n",
    "    libinfo.append( (libfile, *libsizes) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>min32</th>\n",
       "      <th>rel32</th>\n",
       "      <th>deb32</th>\n",
       "      <th>dic32</th>\n",
       "      <th>min64</th>\n",
       "      <th>rel64</th>\n",
       "      <th>deb64</th>\n",
       "      <th>dic64</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>libctf_Tables.so</td>\n",
       "      <td>351444</td>\n",
       "      <td>397544</td>\n",
       "      <td>1555560</td>\n",
       "      <td>397688</td>\n",
       "      <td>424592</td>\n",
       "      <td>437176</td>\n",
       "      <td>1802312</td>\n",
       "      <td>437144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>libemc_Tables.so</td>\n",
       "      <td>1181868</td>\n",
       "      <td>1338220</td>\n",
       "      <td>5351548</td>\n",
       "      <td>1338732</td>\n",
       "      <td>1421928</td>\n",
       "      <td>1473192</td>\n",
       "      <td>6224440</td>\n",
       "      <td>1473064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>libftpc_Tables.so</td>\n",
       "      <td>173336</td>\n",
       "      <td>192376</td>\n",
       "      <td>722980</td>\n",
       "      <td>192440</td>\n",
       "      <td>210912</td>\n",
       "      <td>217328</td>\n",
       "      <td>840216</td>\n",
       "      <td>217312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>libgcalor.a</td>\n",
       "      <td>619856</td>\n",
       "      <td>672768</td>\n",
       "      <td>1884636</td>\n",
       "      <td>672768</td>\n",
       "      <td>1055080</td>\n",
       "      <td>1121472</td>\n",
       "      <td>3230424</td>\n",
       "      <td>1121144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>libgeant321.a</td>\n",
       "      <td>5132008</td>\n",
       "      <td>5650948</td>\n",
       "      <td>13155212</td>\n",
       "      <td>5650956</td>\n",
       "      <td>8551320</td>\n",
       "      <td>9177792</td>\n",
       "      <td>22073952</td>\n",
       "      <td>9174960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>libgen_Tables.so</td>\n",
       "      <td>209708</td>\n",
       "      <td>232616</td>\n",
       "      <td>887536</td>\n",
       "      <td>232696</td>\n",
       "      <td>252760</td>\n",
       "      <td>258872</td>\n",
       "      <td>1029152</td>\n",
       "      <td>258856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>libgeometry.so</td>\n",
       "      <td>13424</td>\n",
       "      <td>6477688</td>\n",
       "      <td>9965232</td>\n",
       "      <td>6498168</td>\n",
       "      <td>15016</td>\n",
       "      <td>19112</td>\n",
       "      <td>10593176</td>\n",
       "      <td>6169872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>libgeometry_Tables.so</td>\n",
       "      <td>145808</td>\n",
       "      <td>161172</td>\n",
       "      <td>578220</td>\n",
       "      <td>161220</td>\n",
       "      <td>173816</td>\n",
       "      <td>180744</td>\n",
       "      <td>667768</td>\n",
       "      <td>180728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>libglobal_Tables.so</td>\n",
       "      <td>607560</td>\n",
       "      <td>692084</td>\n",
       "      <td>2727148</td>\n",
       "      <td>692340</td>\n",
       "      <td>735424</td>\n",
       "      <td>761288</td>\n",
       "      <td>3166024</td>\n",
       "      <td>761224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>5378524</td>\n",
       "      <td>5535036</td>\n",
       "      <td>8014008</td>\n",
       "      <td>5535036</td>\n",
       "      <td>5439392</td>\n",
       "      <td>5550536</td>\n",
       "      <td>8667568</td>\n",
       "      <td>5534152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>libsim_Tables.so</td>\n",
       "      <td>1277872</td>\n",
       "      <td>1458164</td>\n",
       "      <td>5852092</td>\n",
       "      <td>1458724</td>\n",
       "      <td>1542552</td>\n",
       "      <td>1601128</td>\n",
       "      <td>6802400</td>\n",
       "      <td>1600984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>libSt_base.so</td>\n",
       "      <td>694236</td>\n",
       "      <td>1163128</td>\n",
       "      <td>2708536</td>\n",
       "      <td>1163320</td>\n",
       "      <td>865608</td>\n",
       "      <td>1214968</td>\n",
       "      <td>3220224</td>\n",
       "      <td>1214920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>libSt_baseTest.so</td>\n",
       "      <td>44576</td>\n",
       "      <td>57244</td>\n",
       "      <td>287240</td>\n",
       "      <td>57252</td>\n",
       "      <td>51584</td>\n",
       "      <td>60216</td>\n",
       "      <td>323104</td>\n",
       "      <td>60216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>libSt_ctf.so</td>\n",
       "      <td>108032</td>\n",
       "      <td>128288</td>\n",
       "      <td>605084</td>\n",
       "      <td>128312</td>\n",
       "      <td>130536</td>\n",
       "      <td>138360</td>\n",
       "      <td>669048</td>\n",
       "      <td>138352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>libSt_ctf_Maker.so</td>\n",
       "      <td>72328</td>\n",
       "      <td>76100</td>\n",
       "      <td>262380</td>\n",
       "      <td>76108</td>\n",
       "      <td>89680</td>\n",
       "      <td>89272</td>\n",
       "      <td>296720</td>\n",
       "      <td>89272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>libSt_db_Maker.so</td>\n",
       "      <td>182352</td>\n",
       "      <td>219496</td>\n",
       "      <td>736708</td>\n",
       "      <td>219528</td>\n",
       "      <td>215704</td>\n",
       "      <td>244712</td>\n",
       "      <td>888848</td>\n",
       "      <td>244704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>libSt_emc_Maker.so</td>\n",
       "      <td>118464</td>\n",
       "      <td>134288</td>\n",
       "      <td>484632</td>\n",
       "      <td>134304</td>\n",
       "      <td>141648</td>\n",
       "      <td>149040</td>\n",
       "      <td>575440</td>\n",
       "      <td>149032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>libSt_g2t.so</td>\n",
       "      <td>943084</td>\n",
       "      <td>1094112</td>\n",
       "      <td>5528100</td>\n",
       "      <td>1098496</td>\n",
       "      <td>1103064</td>\n",
       "      <td>1158128</td>\n",
       "      <td>6044872</td>\n",
       "      <td>1158056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>libSt_geant_Maker.so</td>\n",
       "      <td>350068</td>\n",
       "      <td>406948</td>\n",
       "      <td>1574496</td>\n",
       "      <td>406964</td>\n",
       "      <td>405720</td>\n",
       "      <td>444816</td>\n",
       "      <td>2009096</td>\n",
       "      <td>444808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>libSt_pp2pp_Maker.so</td>\n",
       "      <td>150920</td>\n",
       "      <td>166892</td>\n",
       "      <td>696696</td>\n",
       "      <td>166916</td>\n",
       "      <td>174584</td>\n",
       "      <td>186584</td>\n",
       "      <td>793400</td>\n",
       "      <td>186576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>libSt_QA_Maker.so</td>\n",
       "      <td>491536</td>\n",
       "      <td>581108</td>\n",
       "      <td>2047488</td>\n",
       "      <td>581148</td>\n",
       "      <td>567256</td>\n",
       "      <td>603760</td>\n",
       "      <td>2348264</td>\n",
       "      <td>603744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>libSt_sdm_Maker.so</td>\n",
       "      <td>81288</td>\n",
       "      <td>89500</td>\n",
       "      <td>298112</td>\n",
       "      <td>89508</td>\n",
       "      <td>98816</td>\n",
       "      <td>102928</td>\n",
       "      <td>342312</td>\n",
       "      <td>102920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>libSt_srs_Maker.so</td>\n",
       "      <td>78420</td>\n",
       "      <td>82704</td>\n",
       "      <td>350576</td>\n",
       "      <td>82712</td>\n",
       "      <td>96136</td>\n",
       "      <td>96344</td>\n",
       "      <td>388408</td>\n",
       "      <td>96336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>libSt_tcl_Maker.so</td>\n",
       "      <td>100820</td>\n",
       "      <td>104824</td>\n",
       "      <td>418072</td>\n",
       "      <td>104832</td>\n",
       "      <td>123704</td>\n",
       "      <td>123560</td>\n",
       "      <td>472640</td>\n",
       "      <td>123552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>libSt_TLA_Maker.so</td>\n",
       "      <td>66912</td>\n",
       "      <td>67064</td>\n",
       "      <td>248352</td>\n",
       "      <td>67072</td>\n",
       "      <td>79856</td>\n",
       "      <td>80032</td>\n",
       "      <td>278456</td>\n",
       "      <td>80032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>libSt_trg_Maker.so</td>\n",
       "      <td>107412</td>\n",
       "      <td>124056</td>\n",
       "      <td>419208</td>\n",
       "      <td>124064</td>\n",
       "      <td>125688</td>\n",
       "      <td>138264</td>\n",
       "      <td>477464</td>\n",
       "      <td>138264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>libStAnalysisMaker.so</td>\n",
       "      <td>129388</td>\n",
       "      <td>141196</td>\n",
       "      <td>560576</td>\n",
       "      <td>141204</td>\n",
       "      <td>148608</td>\n",
       "      <td>156240</td>\n",
       "      <td>659328</td>\n",
       "      <td>156232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>libStAnalysisUtilities.so</td>\n",
       "      <td>244860</td>\n",
       "      <td>282052</td>\n",
       "      <td>820552</td>\n",
       "      <td>282076</td>\n",
       "      <td>295448</td>\n",
       "      <td>320176</td>\n",
       "      <td>1028200</td>\n",
       "      <td>320176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>libStar2Root.so</td>\n",
       "      <td>13312</td>\n",
       "      <td>13312</td>\n",
       "      <td>66536</td>\n",
       "      <td>13312</td>\n",
       "      <td>14888</td>\n",
       "      <td>14888</td>\n",
       "      <td>69408</td>\n",
       "      <td>14888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>libStarAgmlChecker.so</td>\n",
       "      <td>154720</td>\n",
       "      <td>173144</td>\n",
       "      <td>693024</td>\n",
       "      <td>173176</td>\n",
       "      <td>178328</td>\n",
       "      <td>188208</td>\n",
       "      <td>822904</td>\n",
       "      <td>188200</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>libStTagsMaker.so</td>\n",
       "      <td>141060</td>\n",
       "      <td>147932</td>\n",
       "      <td>583564</td>\n",
       "      <td>147956</td>\n",
       "      <td>165880</td>\n",
       "      <td>168360</td>\n",
       "      <td>664608</td>\n",
       "      <td>168352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>libStTofCalibMaker.so</td>\n",
       "      <td>153040</td>\n",
       "      <td>181704</td>\n",
       "      <td>696492</td>\n",
       "      <td>181712</td>\n",
       "      <td>176448</td>\n",
       "      <td>192824</td>\n",
       "      <td>789344</td>\n",
       "      <td>192824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>libStTofHitMaker.so</td>\n",
       "      <td>102024</td>\n",
       "      <td>105532</td>\n",
       "      <td>466340</td>\n",
       "      <td>105548</td>\n",
       "      <td>120432</td>\n",
       "      <td>123888</td>\n",
       "      <td>519608</td>\n",
       "      <td>123888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>libStTofMaker.so</td>\n",
       "      <td>134116</td>\n",
       "      <td>146244</td>\n",
       "      <td>642760</td>\n",
       "      <td>146268</td>\n",
       "      <td>162496</td>\n",
       "      <td>166352</td>\n",
       "      <td>715512</td>\n",
       "      <td>166344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>libStTofpMatchMaker.so</td>\n",
       "      <td>155544</td>\n",
       "      <td>177884</td>\n",
       "      <td>914412</td>\n",
       "      <td>177892</td>\n",
       "      <td>179288</td>\n",
       "      <td>193192</td>\n",
       "      <td>1094928</td>\n",
       "      <td>193192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>libStTofrMatchMaker.so</td>\n",
       "      <td>269040</td>\n",
       "      <td>319436</td>\n",
       "      <td>1513228</td>\n",
       "      <td>319468</td>\n",
       "      <td>303848</td>\n",
       "      <td>341920</td>\n",
       "      <td>1865440</td>\n",
       "      <td>341912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>libStTofSimMaker.so</td>\n",
       "      <td>108852</td>\n",
       "      <td>120192</td>\n",
       "      <td>587632</td>\n",
       "      <td>120200</td>\n",
       "      <td>127776</td>\n",
       "      <td>138904</td>\n",
       "      <td>667360</td>\n",
       "      <td>138904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>libStTofUtil.so</td>\n",
       "      <td>299588</td>\n",
       "      <td>346048</td>\n",
       "      <td>1875420</td>\n",
       "      <td>346096</td>\n",
       "      <td>345096</td>\n",
       "      <td>374728</td>\n",
       "      <td>2180152</td>\n",
       "      <td>374720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>libStTpcDb.so</td>\n",
       "      <td>141956</td>\n",
       "      <td>158028</td>\n",
       "      <td>616344</td>\n",
       "      <td>158044</td>\n",
       "      <td>166024</td>\n",
       "      <td>177872</td>\n",
       "      <td>727576</td>\n",
       "      <td>177864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>libStTpcHitMaker.so</td>\n",
       "      <td>340120</td>\n",
       "      <td>386840</td>\n",
       "      <td>1549408</td>\n",
       "      <td>386912</td>\n",
       "      <td>420472</td>\n",
       "      <td>446472</td>\n",
       "      <td>1858488</td>\n",
       "      <td>446456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>libStTpcHitMoverMaker.so</td>\n",
       "      <td>100760</td>\n",
       "      <td>105048</td>\n",
       "      <td>409740</td>\n",
       "      <td>105056</td>\n",
       "      <td>119496</td>\n",
       "      <td>123784</td>\n",
       "      <td>462712</td>\n",
       "      <td>123784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>libStTpcRSMaker.so</td>\n",
       "      <td>271656</td>\n",
       "      <td>319308</td>\n",
       "      <td>1231932</td>\n",
       "      <td>319332</td>\n",
       "      <td>316368</td>\n",
       "      <td>347328</td>\n",
       "      <td>1482720</td>\n",
       "      <td>347328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>libStTreeMaker.so</td>\n",
       "      <td>128444</td>\n",
       "      <td>139732</td>\n",
       "      <td>424928</td>\n",
       "      <td>139756</td>\n",
       "      <td>156488</td>\n",
       "      <td>159344</td>\n",
       "      <td>501600</td>\n",
       "      <td>159336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>libStTrgDatFileReader.so</td>\n",
       "      <td>25296</td>\n",
       "      <td>30200</td>\n",
       "      <td>143052</td>\n",
       "      <td>30200</td>\n",
       "      <td>31736</td>\n",
       "      <td>32664</td>\n",
       "      <td>152856</td>\n",
       "      <td>32664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>libStTrgMaker.so</td>\n",
       "      <td>87984</td>\n",
       "      <td>95916</td>\n",
       "      <td>368640</td>\n",
       "      <td>95924</td>\n",
       "      <td>105536</td>\n",
       "      <td>109864</td>\n",
       "      <td>412840</td>\n",
       "      <td>109864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>libStTriggerDataMaker.so</td>\n",
       "      <td>78044</td>\n",
       "      <td>82240</td>\n",
       "      <td>297488</td>\n",
       "      <td>82248</td>\n",
       "      <td>91080</td>\n",
       "      <td>95296</td>\n",
       "      <td>334384</td>\n",
       "      <td>95288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>libStTriggerUtilities.so</td>\n",
       "      <td>1672952</td>\n",
       "      <td>1901512</td>\n",
       "      <td>8341472</td>\n",
       "      <td>1901696</td>\n",
       "      <td>1826440</td>\n",
       "      <td>1975736</td>\n",
       "      <td>9468960</td>\n",
       "      <td>1975696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>libStTrsMaker.so</td>\n",
       "      <td>384912</td>\n",
       "      <td>447652</td>\n",
       "      <td>3643320</td>\n",
       "      <td>447684</td>\n",
       "      <td>445680</td>\n",
       "      <td>496184</td>\n",
       "      <td>4251792</td>\n",
       "      <td>496176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>libStUtilities.so</td>\n",
       "      <td>214596</td>\n",
       "      <td>251524</td>\n",
       "      <td>1074196</td>\n",
       "      <td>251548</td>\n",
       "      <td>258656</td>\n",
       "      <td>287240</td>\n",
       "      <td>1303536</td>\n",
       "      <td>287240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>libStv.so</td>\n",
       "      <td>484952</td>\n",
       "      <td>548216</td>\n",
       "      <td>2795468</td>\n",
       "      <td>548320</td>\n",
       "      <td>592296</td>\n",
       "      <td>630504</td>\n",
       "      <td>3245832</td>\n",
       "      <td>630472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>libStvMaker.so</td>\n",
       "      <td>318768</td>\n",
       "      <td>354304</td>\n",
       "      <td>1635484</td>\n",
       "      <td>354376</td>\n",
       "      <td>387656</td>\n",
       "      <td>402272</td>\n",
       "      <td>1893984</td>\n",
       "      <td>402256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>libStVpdCalibMaker.so</td>\n",
       "      <td>125072</td>\n",
       "      <td>142512</td>\n",
       "      <td>590824</td>\n",
       "      <td>142528</td>\n",
       "      <td>148304</td>\n",
       "      <td>157360</td>\n",
       "      <td>663696</td>\n",
       "      <td>157360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>libStVpdSimMaker.so</td>\n",
       "      <td>145832</td>\n",
       "      <td>157544</td>\n",
       "      <td>707736</td>\n",
       "      <td>157552</td>\n",
       "      <td>178088</td>\n",
       "      <td>181552</td>\n",
       "      <td>796352</td>\n",
       "      <td>181544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>libStvSeed.so</td>\n",
       "      <td>139504</td>\n",
       "      <td>153868</td>\n",
       "      <td>1024996</td>\n",
       "      <td>153884</td>\n",
       "      <td>162760</td>\n",
       "      <td>173048</td>\n",
       "      <td>1127328</td>\n",
       "      <td>173048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>libStvUtil.so</td>\n",
       "      <td>409008</td>\n",
       "      <td>488596</td>\n",
       "      <td>1906252</td>\n",
       "      <td>488692</td>\n",
       "      <td>485712</td>\n",
       "      <td>536096</td>\n",
       "      <td>2288400</td>\n",
       "      <td>536072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>libStXTrakMaker.so</td>\n",
       "      <td>158616</td>\n",
       "      <td>174500</td>\n",
       "      <td>820784</td>\n",
       "      <td>174524</td>\n",
       "      <td>192200</td>\n",
       "      <td>199776</td>\n",
       "      <td>931464</td>\n",
       "      <td>199768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>libStZdcVertexMaker.so</td>\n",
       "      <td>73448</td>\n",
       "      <td>81788</td>\n",
       "      <td>333220</td>\n",
       "      <td>81796</td>\n",
       "      <td>90896</td>\n",
       "      <td>95136</td>\n",
       "      <td>366712</td>\n",
       "      <td>95136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>libsvt_Tables.so</td>\n",
       "      <td>496204</td>\n",
       "      <td>561232</td>\n",
       "      <td>2212228</td>\n",
       "      <td>561440</td>\n",
       "      <td>599448</td>\n",
       "      <td>622432</td>\n",
       "      <td>2573336</td>\n",
       "      <td>622384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>libTPCCATracker.so</td>\n",
       "      <td>778860</td>\n",
       "      <td>825368</td>\n",
       "      <td>5871092</td>\n",
       "      <td>825368</td>\n",
       "      <td>879504</td>\n",
       "      <td>924736</td>\n",
       "      <td>6873184</td>\n",
       "      <td>924736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>libxgeometry.so</td>\n",
       "      <td>8256496</td>\n",
       "      <td>10413236</td>\n",
       "      <td>16480428</td>\n",
       "      <td>10446004</td>\n",
       "      <td>9064872</td>\n",
       "      <td>9669152</td>\n",
       "      <td>17030328</td>\n",
       "      <td>9669152</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>231 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       name    min32     rel32     deb32     dic32    min64  \\\n",
       "0          libctf_Tables.so   351444    397544   1555560    397688   424592   \n",
       "1          libemc_Tables.so  1181868   1338220   5351548   1338732  1421928   \n",
       "2         libftpc_Tables.so   173336    192376    722980    192440   210912   \n",
       "3               libgcalor.a   619856    672768   1884636    672768  1055080   \n",
       "4             libgeant321.a  5132008   5650948  13155212   5650956  8551320   \n",
       "..                      ...      ...       ...       ...       ...      ...   \n",
       "226      libStXTrakMaker.so   158616    174500    820784    174524   192200   \n",
       "227  libStZdcVertexMaker.so    73448     81788    333220     81796    90896   \n",
       "228        libsvt_Tables.so   496204    561232   2212228    561440   599448   \n",
       "229      libTPCCATracker.so   778860    825368   5871092    825368   879504   \n",
       "230         libxgeometry.so  8256496  10413236  16480428  10446004  9064872   \n",
       "\n",
       "       rel64     deb64    dic64  \n",
       "0     437176   1802312   437144  \n",
       "1    1473192   6224440  1473064  \n",
       "2     217328    840216   217312  \n",
       "3    1121472   3230424  1121144  \n",
       "4    9177792  22073952  9174960  \n",
       "..       ...       ...      ...  \n",
       "226   199776    931464   199768  \n",
       "227    95136    366712    95136  \n",
       "228   622432   2573336   622384  \n",
       "229   924736   6873184   924736  \n",
       "230  9669152  17030328  9669152  \n",
       "\n",
       "[231 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_libs = pd.DataFrame(libinfo, columns=['name']+[b.id for b in builds])\n",
    "df_libs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = np.logspace(4, 9, 50)\n",
    "hist_kwargs = dict(bins=bins, histtype='step', lw=1)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2, figsize=(8,4))\n",
    "\n",
    "ax = axs[0]\n",
    "for b in builds:\n",
    "    data = df_libs[b.id]\n",
    "    label = f'{b.name}: {data.sum()/1024/1024:.0f} MB'\n",
    "    ax.hist(data, label=label, **hist_kwargs, cumulative=False)\n",
    "ax.legend(prop={'size': 8})\n",
    "\n",
    "ax = axs[1]\n",
    "for b in builds:\n",
    "    data = df_libs[b.id]\n",
    "    label = f'{b.name}: {data.sum()/1024/1024:.0f} MB'\n",
    "    ax.hist(data, label=label, **hist_kwargs, cumulative=True)\n",
    "ax.legend(loc='lower right', prop={'size': 8})\n",
    "    \n",
    "for ax in np.ravel(axs):\n",
    "    ax.semilogx(), ax.grid()\n",
    "    ax.set_xlabel('File Size in Bytes')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphics/memory_lib_file_sizes.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_libs_sorted = df_libs.sort_values('min32', ascending=False, inplace=False)\n",
    "#df_libs_sorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "select = df_libs_sorted.index[:20]\n",
    "#select\n",
    "\n",
    "datax = df_libs_sorted.loc[select]\n",
    "#datax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Release vs RelWithDebInfo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['rel32', 'deb32', 'rel64', 'deb64']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value_vars = [b.id for b in builds if b.id.startswith(('rel', 'deb'))]\n",
    "value_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "datax2 = datax.melt(id_vars='name', value_vars=value_vars)\n",
    "#datax2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,5))\n",
    "ax = sns.barplot(y='name', x='value', hue='variable', data=datax2)\n",
    "ax.legend(ax.legend().get_patches(), id_to_name(value_vars))\n",
    "ax.set(xlabel='File Size in Bytes', ylabel='Library Name')\n",
    "ax.semilogx();\n",
    "ax.grid()\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphics/memory_lib_file_sizes_top20.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Release vs RelWithDebInfo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['rel32', 'dic32', 'rel64', 'dic64']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value_vars = [b.id for b in builds if b.id.startswith(('rel', 'dic'))]\n",
    "value_vars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "datax2 = datax.melt(id_vars='name', value_vars=value_vars)\n",
    "#datax2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,5))\n",
    "ax = sns.barplot(y='name', x='value', hue='variable', data=datax2)\n",
    "ax.legend(ax.legend().get_patches(), id_to_name(value_vars))\n",
    "ax.set(xlabel='File Size in Bytes', ylabel='Library Name')\n",
    "ax.semilogx();\n",
    "ax.grid()\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphics/memory_lib_file_sizes_top20_nodict.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results from /proc/PID/status files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "memfiles = {b.id: tk.get_proc(b) for b in builds}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = {}\n",
    "for bid, memfile in memfiles.items():\n",
    "    if not os.path.isfile(memfile): continue\n",
    "    dfs[bid] = pd.read_csv(memfile, skipinitialspace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat(dfs.values(), keys=dfs.keys(), names=['id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.reset_index(level=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>callerId</th>\n",
       "      <th>RssAnon</th>\n",
       "      <th>RssFile</th>\n",
       "      <th>RssShmem</th>\n",
       "      <th>VmHWM</th>\n",
       "      <th>VmLib</th>\n",
       "      <th>VmPeak</th>\n",
       "      <th>VmRSS</th>\n",
       "      <th>VmSize</th>\n",
       "      <th>VmSwap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>min32</td>\n",
       "      <td>Construct:bfc</td>\n",
       "      <td>10.3516</td>\n",
       "      <td>17.7461</td>\n",
       "      <td>0</td>\n",
       "      <td>28.0977</td>\n",
       "      <td>60.6641</td>\n",
       "      <td>200.941</td>\n",
       "      <td>28.0977</td>\n",
       "      <td>200.938</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStarAgmlUtil</td>\n",
       "      <td>13.1719</td>\n",
       "      <td>18.0273</td>\n",
       "      <td>0</td>\n",
       "      <td>31.1992</td>\n",
       "      <td>60.6953</td>\n",
       "      <td>203.957</td>\n",
       "      <td>31.1992</td>\n",
       "      <td>203.953</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStarAgmlLib</td>\n",
       "      <td>13.2695</td>\n",
       "      <td>18.3672</td>\n",
       "      <td>0</td>\n",
       "      <td>31.6367</td>\n",
       "      <td>61.3320</td>\n",
       "      <td>204.621</td>\n",
       "      <td>31.6367</td>\n",
       "      <td>204.617</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libGeometry</td>\n",
       "      <td>13.2891</td>\n",
       "      <td>18.3750</td>\n",
       "      <td>0</td>\n",
       "      <td>31.6641</td>\n",
       "      <td>61.3398</td>\n",
       "      <td>204.637</td>\n",
       "      <td>31.6641</td>\n",
       "      <td>204.633</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStarGeometry</td>\n",
       "      <td>14.8984</td>\n",
       "      <td>24.6953</td>\n",
       "      <td>0</td>\n",
       "      <td>39.5938</td>\n",
       "      <td>76.0391</td>\n",
       "      <td>220.977</td>\n",
       "      <td>39.5938</td>\n",
       "      <td>220.973</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStDb_Tables</td>\n",
       "      <td>16.4766</td>\n",
       "      <td>32.0234</td>\n",
       "      <td>0</td>\n",
       "      <td>48.5000</td>\n",
       "      <td>85.4883</td>\n",
       "      <td>231.887</td>\n",
       "      <td>48.5000</td>\n",
       "      <td>231.883</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libemc_Tables</td>\n",
       "      <td>16.5977</td>\n",
       "      <td>32.6484</td>\n",
       "      <td>0</td>\n",
       "      <td>49.2461</td>\n",
       "      <td>86.2617</td>\n",
       "      <td>232.840</td>\n",
       "      <td>49.2461</td>\n",
       "      <td>232.836</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libgeometry_Tables</td>\n",
       "      <td>16.6172</td>\n",
       "      <td>32.7266</td>\n",
       "      <td>0</td>\n",
       "      <td>49.3438</td>\n",
       "      <td>86.3555</td>\n",
       "      <td>232.945</td>\n",
       "      <td>49.3438</td>\n",
       "      <td>232.941</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libglobal_Tables</td>\n",
       "      <td>16.6797</td>\n",
       "      <td>33.0352</td>\n",
       "      <td>0</td>\n",
       "      <td>49.7148</td>\n",
       "      <td>86.7578</td>\n",
       "      <td>233.375</td>\n",
       "      <td>49.7148</td>\n",
       "      <td>233.371</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libsim_Tables</td>\n",
       "      <td>16.8477</td>\n",
       "      <td>33.6914</td>\n",
       "      <td>0</td>\n",
       "      <td>50.5391</td>\n",
       "      <td>87.6016</td>\n",
       "      <td>234.445</td>\n",
       "      <td>50.5391</td>\n",
       "      <td>234.441</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libVMC</td>\n",
       "      <td>16.9023</td>\n",
       "      <td>33.7852</td>\n",
       "      <td>0</td>\n",
       "      <td>50.6875</td>\n",
       "      <td>87.8555</td>\n",
       "      <td>234.711</td>\n",
       "      <td>50.6875</td>\n",
       "      <td>234.707</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStarMagField</td>\n",
       "      <td>16.9180</td>\n",
       "      <td>33.8281</td>\n",
       "      <td>0</td>\n",
       "      <td>50.7461</td>\n",
       "      <td>87.9297</td>\n",
       "      <td>234.793</td>\n",
       "      <td>50.7461</td>\n",
       "      <td>234.789</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libxgeometry</td>\n",
       "      <td>16.9492</td>\n",
       "      <td>33.9023</td>\n",
       "      <td>0</td>\n",
       "      <td>50.8516</td>\n",
       "      <td>98.8203</td>\n",
       "      <td>247.484</td>\n",
       "      <td>50.8516</td>\n",
       "      <td>247.480</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libRTS</td>\n",
       "      <td>17.0312</td>\n",
       "      <td>34.0352</td>\n",
       "      <td>0</td>\n",
       "      <td>51.0664</td>\n",
       "      <td>99.6484</td>\n",
       "      <td>308.453</td>\n",
       "      <td>51.0664</td>\n",
       "      <td>308.449</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStDaqLib</td>\n",
       "      <td>18.1289</td>\n",
       "      <td>34.1289</td>\n",
       "      <td>0</td>\n",
       "      <td>52.2578</td>\n",
       "      <td>99.9805</td>\n",
       "      <td>309.980</td>\n",
       "      <td>52.2578</td>\n",
       "      <td>309.977</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStDAQMaker</td>\n",
       "      <td>18.1367</td>\n",
       "      <td>34.2031</td>\n",
       "      <td>0</td>\n",
       "      <td>52.3398</td>\n",
       "      <td>100.0980</td>\n",
       "      <td>310.109</td>\n",
       "      <td>52.3398</td>\n",
       "      <td>310.105</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStarClassLibrary</td>\n",
       "      <td>18.2578</td>\n",
       "      <td>34.5469</td>\n",
       "      <td>0</td>\n",
       "      <td>52.8047</td>\n",
       "      <td>100.6990</td>\n",
       "      <td>310.895</td>\n",
       "      <td>52.8047</td>\n",
       "      <td>310.891</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStTableUtilities</td>\n",
       "      <td>18.2852</td>\n",
       "      <td>34.5938</td>\n",
       "      <td>0</td>\n",
       "      <td>52.8789</td>\n",
       "      <td>100.7580</td>\n",
       "      <td>310.965</td>\n",
       "      <td>52.8789</td>\n",
       "      <td>310.961</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStTofUtil</td>\n",
       "      <td>18.3008</td>\n",
       "      <td>34.6992</td>\n",
       "      <td>0</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>100.9690</td>\n",
       "      <td>311.188</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>311.184</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStBTofUtil</td>\n",
       "      <td>18.3203</td>\n",
       "      <td>34.8125</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1328</td>\n",
       "      <td>101.1760</td>\n",
       "      <td>311.406</td>\n",
       "      <td>53.1328</td>\n",
       "      <td>311.402</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStMtdUtil</td>\n",
       "      <td>18.3516</td>\n",
       "      <td>34.8711</td>\n",
       "      <td>0</td>\n",
       "      <td>53.2227</td>\n",
       "      <td>101.2700</td>\n",
       "      <td>311.512</td>\n",
       "      <td>53.2227</td>\n",
       "      <td>311.508</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStBichsel</td>\n",
       "      <td>18.3594</td>\n",
       "      <td>34.9297</td>\n",
       "      <td>0</td>\n",
       "      <td>53.2891</td>\n",
       "      <td>101.3750</td>\n",
       "      <td>311.625</td>\n",
       "      <td>53.2891</td>\n",
       "      <td>311.621</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStEvent</td>\n",
       "      <td>19.2461</td>\n",
       "      <td>36.8789</td>\n",
       "      <td>0</td>\n",
       "      <td>56.1250</td>\n",
       "      <td>107.1250</td>\n",
       "      <td>318.262</td>\n",
       "      <td>56.1250</td>\n",
       "      <td>318.258</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStEmcUtil</td>\n",
       "      <td>19.2852</td>\n",
       "      <td>37.0469</td>\n",
       "      <td>0</td>\n",
       "      <td>56.3320</td>\n",
       "      <td>107.5700</td>\n",
       "      <td>318.723</td>\n",
       "      <td>56.3320</td>\n",
       "      <td>318.719</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStEEmcUtil</td>\n",
       "      <td>19.4414</td>\n",
       "      <td>37.2734</td>\n",
       "      <td>0</td>\n",
       "      <td>56.7148</td>\n",
       "      <td>108.0700</td>\n",
       "      <td>319.824</td>\n",
       "      <td>56.7148</td>\n",
       "      <td>319.820</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStPmdUtil</td>\n",
       "      <td>19.4844</td>\n",
       "      <td>37.3594</td>\n",
       "      <td>0</td>\n",
       "      <td>56.8438</td>\n",
       "      <td>108.2970</td>\n",
       "      <td>320.207</td>\n",
       "      <td>56.8438</td>\n",
       "      <td>320.203</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStEventUtilities</td>\n",
       "      <td>19.5391</td>\n",
       "      <td>37.6133</td>\n",
       "      <td>0</td>\n",
       "      <td>57.1523</td>\n",
       "      <td>108.8010</td>\n",
       "      <td>320.746</td>\n",
       "      <td>57.1523</td>\n",
       "      <td>320.742</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStStrangeMuDstMaker</td>\n",
       "      <td>19.8750</td>\n",
       "      <td>38.0820</td>\n",
       "      <td>0</td>\n",
       "      <td>57.9570</td>\n",
       "      <td>109.3480</td>\n",
       "      <td>321.711</td>\n",
       "      <td>57.9570</td>\n",
       "      <td>321.711</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libTree</td>\n",
       "      <td>19.8945</td>\n",
       "      <td>38.0820</td>\n",
       "      <td>0</td>\n",
       "      <td>57.9766</td>\n",
       "      <td>109.3480</td>\n",
       "      <td>321.711</td>\n",
       "      <td>57.9766</td>\n",
       "      <td>321.703</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>min32</td>\n",
       "      <td>Load:libStMuDSTMaker</td>\n",
       "      <td>20.0977</td>\n",
       "      <td>38.8242</td>\n",
       "      <td>0</td>\n",
       "      <td>58.9219</td>\n",
       "      <td>111.0080</td>\n",
       "      <td>323.562</td>\n",
       "      <td>58.9219</td>\n",
       "      <td>323.559</td>\n",
       "      <td>0</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:MtdChain</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9141</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0120</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:tpc_hits</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9141</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0120</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:tpc_hit_mover</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9141</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0120</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:tpcChain</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9141</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0120</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:epdHit</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9141</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0120</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:StZdcVertexMaker</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9141</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0120</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:emcRaw</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:preecl</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:epc</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:tof_raw</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:vpdCalib</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:BTofChain</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:l3RawReader</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:GenericVertex</td>\n",
       "      <td>610.0980</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0200</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:Sti</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:dEdxY2</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:btofMatch</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:btofCalib</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:MtdMatch</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:StEventCompendiumMaker</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:HeavyTag</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:HighPtTags</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:tags</td>\n",
       "      <td>610.1210</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0430</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:strangeMuDst</td>\n",
       "      <td>610.1250</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.0470</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:MuDst</td>\n",
       "      <td>610.2460</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.1680</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:PicoDst</td>\n",
       "      <td>610.2540</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.1760</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:EventQA</td>\n",
       "      <td>610.2540</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.1760</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:outputStream</td>\n",
       "      <td>610.2540</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.1760</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:analysis</td>\n",
       "      <td>610.2540</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.1760</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>dic64</td>\n",
       "      <td>EndMaker:rts_reader</td>\n",
       "      <td>610.2540</td>\n",
       "      <td>70.9219</td>\n",
       "      <td>0</td>\n",
       "      <td>689.8480</td>\n",
       "      <td>147.4770</td>\n",
       "      <td>1444.250</td>\n",
       "      <td>681.1760</td>\n",
       "      <td>1429.510</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3046 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id               callerId   RssAnon  RssFile  RssShmem     VmHWM  \\\n",
       "0    min32          Construct:bfc   10.3516  17.7461         0   28.0977   \n",
       "1    min32   Load:libStarAgmlUtil   13.1719  18.0273         0   31.1992   \n",
       "2    min32    Load:libStarAgmlLib   13.2695  18.3672         0   31.6367   \n",
       "3    min32       Load:libGeometry   13.2891  18.3750         0   31.6641   \n",
       "4    min32   Load:libStarGeometry   14.8984  24.6953         0   39.5938   \n",
       "..     ...                    ...       ...      ...       ...       ...   \n",
       "375  dic64       EndMaker:PicoDst  610.2540  70.9219         0  689.8480   \n",
       "376  dic64       EndMaker:EventQA  610.2540  70.9219         0  689.8480   \n",
       "377  dic64  EndMaker:outputStream  610.2540  70.9219         0  689.8480   \n",
       "378  dic64      EndMaker:analysis  610.2540  70.9219         0  689.8480   \n",
       "379  dic64    EndMaker:rts_reader  610.2540  70.9219         0  689.8480   \n",
       "\n",
       "        VmLib    VmPeak     VmRSS    VmSize  VmSwap  \n",
       "0     60.6641   200.941   28.0977   200.938       0  \n",
       "1     60.6953   203.957   31.1992   203.953       0  \n",
       "2     61.3320   204.621   31.6367   204.617       0  \n",
       "3     61.3398   204.637   31.6641   204.633       0  \n",
       "4     76.0391   220.977   39.5938   220.973       0  \n",
       "..        ...       ...       ...       ...     ...  \n",
       "375  147.4770  1444.250  681.1760  1429.510       0  \n",
       "376  147.4770  1444.250  681.1760  1429.510       0  \n",
       "377  147.4770  1444.250  681.1760  1429.510       0  \n",
       "378  147.4770  1444.250  681.1760  1429.510       0  \n",
       "379  147.4770  1444.250  681.1760  1429.510       0  \n",
       "\n",
       "[3046 rows x 11 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(381, 381, 381, 381)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dfs['rel32']), len(dfs['rel64']), len(dfs['deb32']), len(dfs['deb64'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_fig(data, figname, title='', labelsize=10):\n",
    "    fig = plt.figure(figsize=(7,5))\n",
    "    ax = sns.pointplot(x='callerId', y='VmSize', hue='id', data=data, markers='x',scale=0.8)#, palette=['C0', 'C0'])\n",
    "    ax = sns.pointplot(x='callerId', y='VmRSS', hue='id', data=data, markers='.', scale=0.8)#, palette=['C1', 'C1'])\n",
    "    ax = sns.pointplot(x='callerId', y='VmLib', hue='id', data=data, markers='+', scale=0.8)#, palette=['C2', 'C2'])\n",
    "    ax.tick_params(axis='x', labelrotation=90, labelsize=labelsize)\n",
    "    ax.grid()\n",
    "    ax.set_ylim(bottom=0)\n",
    "    ax.set(title=title, xlabel='', ylabel='Memory Usage, MB');\n",
    "    #[t.set_text(id_to_name(t.get_text())) for t in ax.legend().get_texts()]\n",
    "    ax.get_legend().remove()\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('graphics/'+figname+'.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "select = df.callerId.str.contains('Construct:') & df.id.str.contains('rel')\n",
    "data = df.loc[select].copy()\n",
    "data.callerId = data.callerId.str.replace('Construct:', '')\n",
    "make_fig(data, 'memory_calls_constructor_rel', 'StMaker::StMaker() Calls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "select = df.callerId.str.contains('Construct') & (df.id.str.contains('rel')|df.id.str.contains('dic'))\n",
    "data = df.loc[select].copy()\n",
    "data.callerId = data.callerId.str.replace('Construct:', '')\n",
    "make_fig(data, 'memory_calls_constructor_rel_dic', 'StMaker::StMaker() Calls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "select = df.callerId.str.contains('Load:') & (df.id.str.contains('rel'))\n",
    "#select = df.callerId.str.contains('Load:') & (df.id.str.contains('rel')|df.id.str.contains('dic'))\n",
    "data = df.loc[select].copy()\n",
    "data.callerId = data.callerId.str.replace('Load:', '')\n",
    "make_fig(data, 'memory_calls_load', 'ROOT::Load(\\\"libFoo.so\\\") Calls', 5)\n",
    "#make_fig(data, 'memory_calls_load_rel_dic', 'ROOT::Load(\\\"libFoo.so\\\") Calls', 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAoAAALeCAYAAAAj2/MvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAXEQAAFxEByibzPwAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3gU1eLG8e+mh/RACL0jRRELV0ARQUAQQUTABgjo9aKIDdv9Xdu99o4NBbHQRAEFUQSlCaKCjSIiIL0ntHRSd+f3x8lsSTaFEKS9n+fZZ7NnzsycmU3QeefMOQ7LsixERERERERERICAE90AERERERERETl5KCgQERERERERETcFBSIiIiIiIiLipqBARERERERERNwUFIiIiIiIiIiIm4ICEREREREREXFTUCAiIiIiIiIibgoKRERERERERMRNQYGIiIiIiIiIuCkoEBERERERERE3BQUiIiIiIiIi4qagQERERERERETcFBSIiIiIiIiIiJuCAhERERERERFxU1AgIiIibmPHjsXhcNC8efNS67311ls4HA5GjRp1TPv7+uuvcTgchIWFHdWy8rZTTh5Dhw7F4XAwderUE92UY7JhwwYcDgcOh4OkpKRyLxMROZUoKBAROU3997//df8Pq/crNDSUWrVq0b17d9577z3y8/PLvc2lS5cyfPhwWrRoQWxsLGFhYdStW5errrqKd955h+zs7HJvKycnh3HjxtG7d2/q1atHeHg4MTExtGjRgn/96198++23ftebMGGC3+Mq76sytWvXDofDQY8ePSp1uye7tLQ0/ve//xEeHs7DDz9cbLl9Xj755BPAc/Hk74L/RLFDiPK8VqxYcaKbe1LKyckpdlFsBzj+/iYee+wxgoKC+M9//kNOTk6ltCE7O5vx48fTr18/GjZsSFRUFKGhodSsWZNu3brx3HPPsXPnzkrZl4jImSToRDdARESOv8TERPfPGRkZ7Nu3j3379jF//nzGjRvH/PnziYuLK3H9Q4cOcfPNNzN37lx3WWhoKGFhYezevZvdu3czd+5cnnnmGT788EO6detWansWLFjALbfcwu7du91l0dHR5ObmsmHDBjZs2MD48eO58sormTx5MlWrVnXXCw8P9zkebwcOHMDlchEWFkZMTEyZ50Uq5tlnn+XgwYPcf//9JX4XlSEyMpJmzZoRGhp63PYBEB8fT3BwcInLQ0JCjuv+zxSNGzdm4MCBTJw4kTfeeIOHHnromLY3c+ZM7rzzTp8792FhYVSpUoWkpCSSkpJYuHAhjz/+OCNHjmT06NHHeggiImcM9SgQETkD2P/TnJSURFZWFjt27OC2224D4Ndff+Xuu+8ucd3k5GTatWvH3LlzCQwM5K677mLdunXk5OSQmppKSkoKH374IXXr1mXPnj307NmT6dOnl7i96dOn07NnT3bv3k3t2rV57733OHz4MGlpaeTk5LB+/XruvfdegoKCmDdvHu3atWP//v3u9a+//nqf4/F+1a1bt8w6cmwyMjJ4++23Abj99tuP6746dOjAhg0bWLNmzXHdz1dffVXi70tSUhIXXHDBcd3/mcT+nRk9evRR9WYq6vXXX6d///4kJSXRoEEDxo4dy+7du8nOziYlJYXc3FyWLFnC8OHDCQgI4OOPP66sQxAROSMoKBAROQPVq1ePd999ly5dugDm4j0zM7NYPcuyuOmmm9i8eTPBwcHMmjWLN954g5YtW7rrxMbGMnToUFatWkXr1q0pKCjglltuYcOGDcW2t2HDBm655RYKCgpo1aoVq1at4tZbb/XpzdC8eXNGjx7N7NmzCQkJYfPmzdx0003H4SxIRXz00UdkZmbSrl07mjRpcqKbI6cY+/cmKSmJL774okLbWLx4Mffffz+WZdG1a1d+//13hg8fTu3atd11QkJCuOyyyxg7diwbNmygbdu2lXUIIiJnBAUFIiJnsO7duwOQl5fHpk2bii2fM2cOixcvBuCRRx6hd+/eJW6ratWqzJgxg7CwMLKysnjssceK1XnkkUfIysoiNDSUGTNmkJCQUOL2evbsyaOPPgrAokWL+Oqrr47q2E52BQUFjB8/nk6dOlG1alVCQ0OpU6cO119/PT/88EOJ66WkpDB16lRuvPFGzjnnHOLi4ggLC6NBgwYMGjSIX375pcx9f//99/Tu3ZuqVatSpUoVWrRoweOPP86RI0fKXHf8+PEAf0t4U9pghkXNmzeP7t27U61aNcLDw2nVqhXPP/88ubm5x6VtFf3+bAsWLODaa6+lZs2ahISEUK1aNbp168bkyZNxuVwVbtcPP/zAjTfeSP369QkNDSUyMpIGDRrQqVMnnnnmGfbu3et3vb179zJq1ChatGhBREQEkZGRtGrViv/7v//jwIEDFW6PPzfeeCMA7777boXWv//++3E6ndSuXZvp06cTFRVVav2GDRsya9Ysn7K8vDy++eYbRo4cyYUXXkiNGjUICQkhMTGRK6+8khkzZlSobWXZsWMHd999Ny1btiQiIoKwsDBq165NmzZtuP/++1m5cuVx2a+IyFGzRETktPTEE09YgFXaP/UvvPCCu84vv/xSbHmPHj0swIqKirIyMjLKtd9hw4ZZgBUQEGDt27fPXb53714rICDAAqyhQ4eWa1sZGRlWVFSUBVhXXnllmfXr169vAdaQIUPKrLt+/Xr3sT/33HN+67Rt29YCrGbNmpW6vHv37mXuz9vhw4etiy++2L3/oKAgKzY21v0ZsB555BG/6z788MM+9aKioqyQkBD354CAAGvs2LEl7nvMmDGWw+Fw14+JibGCg4MtwGrVqpX14osvlnjM+/fvd6+3atWqEvdhn5ePP/7YsizPuQ4NDS1Wd968eRVa9s4777jb+corr7jbFRsbawUGBro/t23b1kpLSytx24C1fPnyEo/Fn2P5/lwulzVixAh3PYfDYcXFxfm0uXv37lZmZuZRtcmyLGvs2LE+321YWJgVHR3t0y77O/G2YMEC998ZYEVERFhVqlRxf65WrZq1YsWKYutlZ2e769h/6/b3UtrfxIIFC9zfa3Z29lEd43fffefe50svvXRU63rz/v7ttkRGRvqUDRo0yHK5XMXW9f63w/vfuLKW/fLLLz7fR1BQkBUXF+fznQ0fPrzCxyQiUpnUo0BE5Az2zTffAOBwOGjYsKHPsoKCApYtWwbAFVdcQWRkZLm2ee211wLgcrlYunSpu3zJkiXuO6X9+vUr17YiIyO54oorAFi2bBkFBQXlWu9kN3jwYH788UdCQ0N55513SE9PJyUlhd27dzNo0CAAnnnmGSZMmFBs3Vq1avHAAw/w888/k5qaSnp6Ojk5OWzatIkRI0bgcrkYOXIk69atK7bu8uXLueuuu7Asi27duvHXX3+RmppKZmYmkydPZvv27Tz77LMltvu7774DzICS55xzTuWcjGO0Z88eHnroIW666SZ2795NSkoK6enpvPnmmwQHB/PTTz9V+lgKx/L9vfLKK+4xHkaOHElSUhKHDx8mNTWVF198kcDAQL755hvuvPPOo2pTeno69913H5ZlMWzYMLZt20Z2djZpaWlkZGTw008/MWrUKJ+BQQG2bdvGtddeS0ZGBueeey7Lly8nMzOTzMxMvv32Wxo3bszBgwe5+uqrSU5OrtgJK+If//gHDoeD3Nzco55RYtGiRe6f+/btW+E2REREMHjwYObNm0dycjLZ2dlkZGRw4MABXnnlFSIiIpgyZYq7B01luPfee0lPT6dt27b8/PPP5OXlcfjwYXJycti4cSMvvPCCpvsUkZPHiU4qRETk+CitR8GOHTus2267zb386quvLlZn06ZN7uVPP/10ufe7a9cu93qPPvqou/yRRx5xl+/evbvc23vqqafc623evLnUuqdCj4IlS5a49ztx4sRiy10ul3XVVVdZgFWzZk0rLy+v3Nu2LMu69dZbLcC68847iy3r3LmzBVjnnHOOlZOTU2z5559/7m6bv2N+8MEHLcBq06bNUbWpNMfaowCwrrjiCr93ft966y13nd9//93vtgErPj7eSkxM9Psq+h0dy/eXnp7uvqM8bNgwv+fD7tEBWGvXrvV/0vxYunSpu0eF0+ks93pDhw61ACshIcE6cOBAseXbtm2zIiIiLMC6//77y73dsjRu3NgCrGefffao1uvfv7+7J83xNHnyZAuwzj777GLLKtKjwOVyuXuNrFy58ri2XUSkMqhHgYjIGaBGjRruV0REBPXr13ffKWvevLn7Dqe3Q4cOuX8ueheyNNWqVfO7jcre3rFq3rw5lmVhWRb//ve//dZZsWIFlmX5HZixoqZNmwZAo0aNuPnmm4stdzgcPPXUUwDs27ePJUuWHNX2r7rqKsCMQ+AtOTmZb7/9FoCHH37Y75SDffr04fzzzy9x2/bz7aWNLXEiPPbYYzgcjmLlw4cPp3r16gB88sknJa5/+PBhkpOT/b6KjttwLN/fvHnzSE9Px+Fw8MQTT/htyz333OP+nT+akfpjY2MB3Hepy8PpdPLpp58CpneD99+arUGDBtx6661H3Z6y2PsqacyEktj/BsTHx1daW/yx/47WrVtX7vNZGofDQXR0NGB+L0RETnYKCkREzgAlXfjcfPPNrFq1yme0cH/8XYT9XSzLOmH7Ph5+/fVXAPeME/6cf/757jDFru9t06ZNjBo1igsuuIDY2FgCAwNxOBw4HA73ox+7d+/2Wee3335z/3z55ZeXuO/SltmD2h3vi7SjERYWRvv27f0uCwoKomPHjoD/82hbvny5OzQq+ir62MKxfH/2z02aNKF+/fp+17VH6y+rzUW1aNGCRo0aceTIEdq2bcvLL7/M77//XurAiBs3bnTPdtK1a9cS63Xr1g0wF/WVdZFr/w4d7UCJ9r8HlfFvUlpaGs8//zwdO3YkISGBkJAQ99+R9+/40YYZJenVqxdgBnN86KGHWLZsGdnZ2ZWybRGRyqagQETkDGBf9LhcLvbu3cvYsWOJjY1l0qRJvPnmm37X8b7rf/DgwXLvy7uu9za8fz6angEV7Ylwstq/fz9AmeFMnTp1fOrbpk2bxjnnnMPo0aNZtWoVaWlpREZGUr16dRITE91TTWZlZfndb0BAADVr1ixzv/7k5OQA+O2NcKLUqFGDwMDAEpfb57noeayoY/n+jvW7L01wcDDTpk2jbt26bN26lQcffJDWrVsTHR1N9+7deffdd4tdlHpvv7Q2ef9OVNZ5DA8PBzy/U+Vl90Q41t5Ff/75Jy1atOD//u//WLZsGQcPHiQkJISEhAQSExNJTEx01y36t1RRo0ePpkOHDqSnp/PSSy/RsWNHoqOjueiii3jyySfV00BETioKCkREziAOh4OaNWsyfPhwZs2ahcPh4OGHH3ZPgeitfv36REREABzVlF2rVq1y/3z22We7f27ZsqX754psLzIyssS7sKei8t4R9a6XlJTErbfeSl5eHt27d3ffkUxLSyM5OZmkpCQmT54MHJ+eGHZQk5KSUunbrqgT1dulIt9fZaxbmjZt2rBp0yamT5/ObbfdRsuWLTly5Ajz589n+PDhtGzZssTHaI5Xm0pid+c/2vDP/jclIyODLVu2VHj/gwcPZt++fTRp0oSZM2dy+PBhMjMz2b9/P0lJST7brqy/papVq7Js2TKWLFnCAw88QPv27QkICOCXX37hiSeeoGnTpnz22WeVsi8RkWOloEBE5AzVqVMnBg8ejGVZjBw5EqfT6bM8ODiYSy+9FID58+eTkZFRru3OnDkTMHeuO3Xq5C7v3LkzAQHmPzvl/Z/hzMxMFixYAMCll15KUFBQudY7mdnPzO/atavUevajA97jAXz55ZdkZWWRmJjI559/TocOHQgLC/NZLykpqdT9ulyuUu9c7tmzp8Rldlsq45ntypKUlFTsd9ebfTz28R+rY/n+jmXd8goNDWXAgAG8++67rFu3juTkZN566y1iYmLYvn07t9xyS7H2lNUm78dYKmt8Cvt36Gi35/3Ix6xZsyq0702bNrnDyhkzZtC3b193TxxbSX9HleGyyy7jpZde4scffyQ1NZWZM2fSokULsrKyGDJkyEn19yUiZy4FBSIiZ7DHH3+cwMBA1q9fz8SJE4stv+OOOwBzwf7qq6+Wub1Nmza5B43r27cvNWrUcC+rWbMmffr0AczAchs3bixze6NHj3YHFCNGjCj7gE4Bbdq0AfDbi8O2evVqd9fqf/zjH+5y+2KuRYsWxQIC28KFC/2WX3jhhe6f7UEN/SmtXXavkK1bt5ZY5++WnZ1d4hR7TqfTPcWnfd6P1bF8f/a6W7ZsYceOHX7Xzc/Pd08r6r1uRSUkJHDnnXfy9NNPA7inPwRo1qwZUVFRgO+0g0XZv1O1atUq9bGV8rIsy338LVq0OKp1O3ToQOvWrQF47bXXSE1NLdd63mM12H9HDoeDc88912/9kv6OKlt4eDh9+/Zl+vTpgHnMYfny5X/LvkVESqOgQETkDNa4cWOuv/56AJ566iny8/N9lvfu3dvdK+CZZ55hzpw5JW7r0KFDDBgwgJycHKpUqeIe+d3bU089RXh4OLm5uQwYMKDUsQ/mzZvnvrjp3LmzexTyU90NN9wAmIvtSZMm+a1jj4hfs2ZN98B2ADExMQBs2LCBvLy8Yuv9/PPP7lHsi0pMTHR/ly+++KLf9efMmVPqYyH2wIC7du06rndcj9bTTz/tt3v4+PHjSU5OBnD/nh+rY/n+evbsSXR0NJZl8b///c/vum+++ab778LeV3nk5uaWutweEwBwj+kQGBhI//79ARgzZozfv8edO3fy/vvvA3DTTTeVuz2l2bBhA2lpaQA+56c8HA4HL7/8MgEBAezZs4cBAwa4g4+S7Nixg379+rk/239HlmXxxx9/FKufmprKc889d1TtKktBQUGpA0v6+35ERE6ov3c2RhER+bs88cQT7vm8S7N27VrL4XBYgPXOO+8UW75v3z6rUaNGFmAFBQVZd999t/Xnn3+6l6emploTJkyw6tWrZwFWYGCgNXXq1BL399FHH7nnE69Tp471/vvvWykpKe7lGzdutO677z4rKCjIAqxGjRoVm6u8JPXr17cAa8iQIWXW9Z7v/LnnnvNbp23bthZgNWvWrNTll19+uXXgwIFSX1lZWe71evXqZQFWWFiYNXbsWCs7O9uyLMvas2ePNWTIEHe7PvzwQ5/9rV271r3shhtusPbu3WtZlmXl5ORYH330kRUfH29VrVrVAqzQ0NBi7f3++++tgIAAC7C6d+9ubdq0ybIsy8rLy7M++ugjKzo62oqNjS3xmJ1Op3v5559/XuY5Lo958+aV2N7Slr3zzjsWYEVGRlqBgYHW4MGDrT179liWZVlHjhyxxowZY4WEhFiAdf3115e4bcBavnz5UbW5ot+fZVnWSy+95F4+cuRIa//+/ZZlWVZmZqb18ssvu/82/P0Ol/Y7O3bsWKtjx47W+PHjra1bt7rL8/Pzra+++sqqUaOGBVidO3f2WW/r1q1WVFSUBVitW7e2VqxY4V62ZMkSq2nTphZgVa9e3UpOTj6q81SSDz/80AKsevXqVXgbr7zyivtcNGzY0Bo3bpz7+7cs8zu9bNkya+TIkVZoaKiVmJjoXpafn+8+H+edd561atUqy7Isy+VyWd9995117rnnuv+O/P1+eH8PRf9tKmnZ+vXrrSZNmljPPvustWbNGis/P9+9z5UrV1qXXHKJBVjR0dFWenp6hc+LiEhlUVAgInKaKm9QYFmW1adPH/eFe05OTrHl+/fvt7p37+7enn2RZF802q+aNWta8+bNK3N/8+bNs2rVquWzbkxMjBUWFuZTdsUVV7gvpMrjRAUF5Xk9/PDD7vUOHTpktW/f3r0sKCjIiouLcwc2gPXII4/43ec999xT7LwFBwdbgNW0aVNr4sSJJV5cW5ZlvfHGGz77iY2NdV9Qt2rVynrxxRdLPebhw4dbgHXLLbeUdnrL7ViDgmbNmrkvGh0OhxUXF+cOmQCrTZs2PkFU0W1XJCg4lu/P5XJZI0aMcNez22wHBPbvfWZmZrF1S/udtc+H999nfHy8OxiyL8ztcMjb/Pnz3WGBHb5ERES4P1etWtUnQDhWffv2tQDr3//+9zFtZ/r06Vb16tV9jjs8PLzYdxESEmI99NBDPut++umnPuemSpUqVnh4uAVYUVFR1vz58ys9KPBuZ1BQkFW1alX33679nc2ePfuYzomISGXRowciIsIjjzwCmEHLxo0bV2x5QkICX3/9NYsXL+af//wnzZo1IyQkhOzsbGrXrs2VV17JmDFj2Lx5Mz169Chzfz169GDz5s28/fbbXHnlldSuXZucnByCg4M566yzuPXWW1m4cCHffPNNpQ2edjKJj4/nu+++Y9y4cXTs2JGoqCgyMzOpUaMGAwYMYNmyZe7HLop67bXXeP/992nTpg3h4eEUFBRw1lln8dhjj7Fy5coyB+276667WLJkCT179iQuLo6cnBwaNWrEY489xooVK9zPrJdk+PDhgBmQ8mintjteRo0axdy5c+natSsOh4PAwEBatmzJM888w/fff09sbGyl7u9Yvj+Hw8GYMWP45ptvuOaaa6hevTqZmZnExMTQpUsXJk6cyLx589wzjpRX//79mTBhAkOGDOHcc88lKiqK9PR0oqOjadeuHc8++yxr166lSZMmxdbt1q0b69ev595776VZs2Y4nU4sy6Jly5Y8/PDDrF+/nrZt21boXBWVmprK3LlzcTgc3Hbbbce0rQEDBrBt2zbGjh3LNddcQ/369QkICHAP+Nm1a1eef/55tm7dygsvvOCzbr9+/ViyZAk9evQgJiYGp9NJ9erV+ec//8mqVavcA7lWlkaNGvH5559zzz330LZtWxITE8nIyCAkJISzzz6bu+++m3Xr1nH11VdX6n5FRCrKYVnHYf4kEREROW1dfPHFLF++nGnTpnHddded6ObIKeTdd99l+PDhXHnllcydO/dEN0dEREqgoEBERESOypIlS+jcuTMXXHABv/3224lujpwinE4nzZs3Z8uWLfz222+cf/75J7pJIiJSAj16ICIiIkelU6dO9OrVi5UrV/LFF1+c6ObIKWLKlCls3ryZQYMGKSQQETnJBZ3oBoiIiMipZ/To0Vx44YVkZ2ef6KbIKcKyLJ544oljHptARESOPz16ICIiIiIiIiJuevRARERERERERNwUFIiIiIiIiIiIm4ICEREREREREXFTUCAiIiIiIiIibgoKRERERERERMRNQcFJ4Oqrr+bqq68+0c0QERERERGR08SxXGdqesSTQFRUFPn5+TRu3PhEN0VEREREREROA1u2bCE4OJiMjIyjXlc9Ck5i+fn55OfnV3rd411fbVFb1Ba1RW1RW06GthxtfbVFbVFb1Ba1RW05E9pSHkGVujWpkHr16gGwbt06n/KtW7cC0KhRozK3cTR1j3d9tUVtUVvUFrVFbTkZ2nK09dUWtUVtUVvUFrXldGrL2WefXa71/VGPAhERERERERFxU1AgIiIiIiIiIm4KCkRERERERETETUGBiIiIiIiIiLgpKBARERERERERNwUFIiIiIiIiIuKmoEBERERERERE3BQUiIiIiIiIiIjbKRkULFmyBIfDUebrySefLLbupEmTuOiii4iMjCQ+Pp6ePXvy448/lrq/H3/8kZ49exIfH09kZCQXXXQREydOPF6HJyIiIiIiInLCBJ3oBlREjRo1GDJkiN9lTqeTKVOmAHDppZf6LBs1ahSjR48mPDycK664gpycHBYsWMD8+fOZMWMGffv2Lba9WbNmMWDAAFwuFx07dqRatWosWrSIoUOHsmbNGl599dXKP0ARERERERGRE+SUDAqaN2/OhAkT/C6bN28eU6ZMoW7dulx22WXu8sWLFzN69GiqVq3K8uXLadq0KQDLly+nU6dODBs2jE6dOhEXF+deJyUlhWHDhuF0Ovnss8+49tprAUhOTqZDhw6MHj2a3r1707lz5+N3sCIiIiIiIiJ/o1Py0YPS2L0JBg4cSECA5/BeeeUVAB599FF3SADQvn17br/9dtLS0vjggw98tvXee++RlpZGnz593CEBQGJiIi+++CKAehSIiIiIiIjIaeW0CgqysrKYPXs2AIMGDXKX5+TksGjRIgD69+9fbD277Msvv/QpnzNnTonrXHXVVYSFhbFw4UJycnIq5wBERERERERETrDTKiiYOXMmWVlZnH/++Zx99tnu8g0bNpCbm0tCQgJ16tQptt4FF1wAwO+//+5Tbn+2l3sLCQnhnHPOIScnh40bN1bmYYiIiIiIiIicMKfkGAUlsR87GDx4sE/5zp07AfyGBAARERHExsaSkpJCRkYGUVFRpKenk5qaWup6derU4ddff2Xnzp20bt26zPZ5hxfetmzZQr169di6datP+aFDh8rcZkXqHu/6aovaoraoLWqL2nIq1ldb1Ba1RW1RW9SWk6F+ZW07Pz+f4ODgo9qW7bTpUZCUlMSiRYsIDAzkxhtv9FmWmZkJQJUqVUpcPyIiwqeu/V7aekXXERERERERETluLIuYPz4kMCup5DouJ3Grx4LLWeHdnDY9CqZOnYrT6aRHjx7UqFHDZ5llWQA4HI4S17frlPS5POuUZd26dX7L7Z4GjRo18ru8pPJjrXu866staovaoraoLWrLqVhfbVFb1Ba1RW1RW/7W+vnZ4MyDsJiS62anQGAYLHkGVr5J1W1fwNCvIKaOb32XE2YNh7UzCD5SAKENjqp9ttMmKCjpsQOAqKgowAx2WJIjR44AEBkZ6bOOvSw6OrrMdURERERERETKLT8bPr4BcjNg8KxiYQEARw7D5GugIA8OrDdlKdthwlUmLLB5hQQAFFR80P3T4tGD9evXs2rVKiIjI7nmmmuKLa9Xrx4Au3fv9rt+VlYWqampxMbGugOC6OhoYmJiSl3PLre3LyIiIiIiIme41F3w1QPmwr4kyX/C1/+BqTfA1iWw5zeY3Bdy0nzr2SHBvjUmJAiL9SwrDAsCs5KKhwQAjsAKH8JpERRMnjwZgGuvvdbveALNmjUjNDSUAwcO+L3oX7lyJQDnnhK/c8cAACAASURBVHuuT7k9QKG93Ft+fj5//PEHoaGhNGvW7JiPQURERERERE5SzoLy1UndBRN7wS/jYcZQ/2FB8p+mzooxsG+Vp7wwLHDkZZjP3iGBLbIG1PmH53PKdmrNHULtr27yDQnCYiG27lEdordTPiiwLIupU6cC/h87AAgPD+fyyy8H4NNPPy223C7r1auXT/lVV11V4jpz5swhJyeHLl26EBYWVvEDEBERERERkZNXRjK8exn8ObvkOoe2wJiLYOoAc6cfYONXxcMCOyQ4UjhTQU4aRCZ6lu/5jZoLRxCUsad4SBBVC5r1gPjGEOp5RCE4ez+hKX956oXFws2zIaji16mnfFCwbNkyduzYQa1atdxhgD+jRo0C4Omnn2bTpk3u8uXLlzNu3Diio6O59dZbfdb55z//SXR0NLNnz2bmzJnu8v379/PQQw/5bFdEREREREROEXt+g50/lV5n8yLY/gNM7A3Jf8CMYf7DgkNbzHgBh7fA4W2+jwfYYYEzn+CUzb4hAUDz3nD9FJ9BCcMO/kG9Wb18QwKAjL3ww2vw+yeQW+QRBW83z4Za55V+bGU45QcztAcxHDhwIAEBJeceXbt25Z577uH111/nvPPOo1u3buTl5bFgwQJcLhcfffQR8fHxPuvEx8fzwQcfcN1119G/f38uu+wyqlWrxsKFC0lNTeXuu++mS5cux/X4REREREREpBxy0iGs+CD0xeoc2gST+oLlhEEzoV7b4vU2LYRPboLAELAfBbCcJiwY8CGEtTJldkiQsc98LsiB+u0haR1k7TdlG7+i3s5fCMhLA2euZx/BVeCvebDhy2M77qIiqh3zJk7pHgW5ubnuxwIGDRpUZv3XXnuNDz/8kBYtWrBgwQJ+/PFHunTpwtKlS+nXr5/fdfr168d3331H9+7dWb16NXPnzqVx48Z88MEHvP7665V6PCIiIiIiIlIBv34Ib7WB/RtKrvPtc/B2e5jUx9yRz8uEKdcW71lghwTOXBMSBEd4lhWGBRE7FhKUvsM3JABIPAdqXmDu6Ad47ssHZe8nwDskAMg/Aq5yjH1wtCZcBWn+B+Qvr1O6R0FoaCiHDx8+qnWGDh3K0KFDj2qdSy65hHnz5h3VOiIiIiIiIlJBLid8+wz8458QXct/nfwc+PZp8+z+N/9nyib2giFzoHpz37rfPgdLnzc/h0R5ygvDgtDL3yS3+nm+IYGt7XAIiYTFT5rPlpPEpQ/6b1PyH+Z1PAWGgNMz7oHlCMByBBPgKmyzPXWiq8AnrDgap3SPAhERERERETlFHDkM2Sml10nfC7lZMHskLHvFXPCm7y1eLz8Hpg2CH9/0BAAAWQdMWODds8A7JADIz4Ym3Tyf8zKpuWAE8b+8BB/f4BsSxNY34xJ4r38ixDeGYV9Dy2t8QgLCYtnTcwo7rl8M9S72lKdsh9QdFd6dggIRERERERE5vo4chklXw+S+JYcFqTvhgx4w7lJYY2a24/DW4mGBHRJsXmA+F505oDAsCE7dQtzqsb4X+Y5AuOg2M8Vg1abu4gBnNrHrp4Irv0ibdphBCp1+pjk8FmEx0KJ3YY+J2j6L8mKbsLv3NKh2lqfw8BaYeRv8+bnXNszsBnlVW2AFV4GBM3zDAmeRYzkKCgpERERERETk6B3eCt88Yh4TKMne1TD/cRMSJK2Fvav8hwWpO2FCL8+FeZhn+j87LAg8sh+HM9c3JACIqgkDP4VGnT1lWQeo+0V/4n4f57sfywk/vQNLnjWDGh4vDofPx/wqiTiDIj0FOWkm8Nj1M6Tv8ZRXb8nebuPIizsLhnzpGxak7fLMqGBPgeg9u0FopG9YEBBc4eaf0mMUiIiIiIiISCXKToXw2LLrZB+GCb0hfTdk7oe+YyEg0Lfe3tVm4MCcVAj3mmGuMCwIuPQ1XKHRviGBLaGFuajf/Yv5fHgrtecMxBUUAplevQsCgs2z+OM6AtYxHfqxcUC7O6DORfDVKHN+bC2uZteFjxKcvpO6i0Z4ZkPYvMB3KsXqLeHmL3DtL5xlIaqGCQsm9oaDf5myhOYQ18Dsy98UiHZYMOdeiP2uwkejHgUiIiIiIiJi7vi/eQH8NrHkOluXwuhWMOkaExIArJ0Os2737VngHRKAuXCO8hqUcO8qaiy8g5DDG4uHBHGNoFZriKwOIZ4ZB4JyDhKSWWS8Ale+edTgeIQEwVUgsRU07GR+9nKkZlsOt77dq8SCFWPNAIxFQgL6fwABweTHNjYX/hHVPctzUs2Ff2FIQGSCbxvssKDaWaanwKDP4Npx/kMCW2gk9HsPAtWjQERERERERIraOM+M2N/w0pLrrJ4KQeHw1X3mkYAv7zblFw7xrbd1KUy9HgqyzdR+IRGQl2WWrZ1u3ls/REjKX7BohCckADi7H/zjVpj5L3fAEHboT+rMuaF4e1K2wk/jipf/3RwB0GEUzP+POV5bk24kt30KKzCU+GqJsOh/hQtccGiLGS8hM9kTEnhfsFdv7uklkLXfjFHQ5XEznkBENf/tiKoBQ78yYUVopP86lUxBgYiIiIiIyKnEsoo9A++3zl9fw7TB5kL1pun+w4LfJppgIDgC8rM85XZYEFe4jndIAGAVQPP+Zh92ILB2OnW3LiMw57DvzAFB4bDuM/M6kUIioev/TAAw72FweQYoTDnnFlLOv5NGf74Jv00whXmZ8PntvgMZNukG10/B2lXYs+HSUebdOyxocKnpDdHtSf939e2wYO0MuPzRsr9LMNv7GykoEBEREREROVVsXgQ/vA43fAShUf7rrJkGq6bAzuWma74rH6ZeZ8ICvEbYt0MCMCFBSKS5OLZ9eTdR7R8jP7IOfHuvJyQAaNABwuNMl/ldK8ByARCcta94e7zXq0yOQKjZGqo2MQP97VzutSyI5I7PEbl1LhG7vjVleZnm0YC8TJ+QgA6jSGk4yFywXzXalNlhgTMXAsPMe5OucP0UCA7zbYd3WHDeQLj6zeLjNRRVvTl0eazCh368KSgQERERERE5kTbMhabdSn6m3LJgwxzT9fzjG81F65R+5nn1omHBmmkwazhgQWx9z7P/+Udg6nWEdX6dnBptfEMCW7enzEX0As8FbMLyp/y3afv35nW8BASZV0GOu8gVGIoVEEJgfuFgf5bT9GaISPA8+gBmgMPrJpEV0pysOpfR6LcnzfkDM35AcBVPL4EOo0zX/23bCtcNKB4WXPEUVG0M9S8pHhLYLh0FiWebMKGskOAUoKBARERERETkRPnhdVjwOLS8xv8AdJYF3/wHVrxtZg6wu/Tv+skTFti8QwIwIUHT7rDpG/M5/wg1Fo0kO7EN7P3Bdz+RiWY/x+vuf3lVbQrXvguLn4EtCz3lUTXZ3eUdnOHVaPj9A6YXA5ipE1dN8tQrDAlo3hO2bjXns/+H8OkwT1jgCIDzB5uAocvjxbv+u8MCh+kx0fZf5Wv7Wd0rfNgnGwUFIiIiIiIilcWyYOETEFMXLrrNfx2XE74ovJu/eop5//Nz897vPd9t2SEBmLvhYTGQk2Y+F4YFjg6vELFrCXz/GD6j/58/GOIbQ8p2OLgRgABnLhFFQwIwg+8dD+FVoXFnqBIHa2dC9iH3ouzECzlw8X+p9/2DcGCDKTy0CT65CTK8HmGIqglDv6IgrfCCftCnMKW/JyzIzTDnOyPJExJ4CwrxhAVbl8CgmVCvbeljPQQEQK/R5Rs/4DSkoEBERERERKQsLmfZXcqdBeY59R/f8JQVDQtcTvj8Dvh9GhAAIVGQV9iV3g4LLvgPOIJ8QwIwgwL2eg0WP2XupAPs+omGH3fw355Vk8t9eBUSEGTGJigcnwAgv0p1AvMyCLB7JmQfMo8P/DXfJySgfgeSLn4RKzjcMwuAHRZk7PMEIoUhAVUbQ1rhMYdG+YYF1c4yUwtmHYCa5/pvqx0WHNoMiS1NWVkhwBkaEoCCAhERERERkdKt/RRWvGMuTsPj/NdZPgbWzYLdv3rK5j5g3qt1Me8+IQGAy4QP4fGmtwDAn59TPSsTZ3AUbJ7l2ZY9cN/3r0LWwUo9vKPWfqQZ2X/mvyA3zVPe6jp2FU6PWMd7esQNc6CK19R/9TvAwOlYuwt7MURWLx4WNOxozvUl95qQoCg7LJj3MHR5AqISIbpm6e0OCvGEBFIqBQUiIiIiInJmsSxY8wmc089cPPrjcpo6gSEw61/mrvnkvjB4VvGwYPkYc/cfIKElHFiP+xGAuQ8QfdG/ST+rf5GQAHOx2/UJyEg2YxUU3oWP3LGQYiynp6t9ZYupC9VbmB4Cm+aDq8C9KK3FQPJiGpKw4mlP/eVvmVCkSEhA37GwfQd5VVvAzbNhUh9PWHDkoJmdILIGDJwOIRG+bfAOCxKaQb/3Sx7c0RYaBde8XXodqRAFBSIiIiIicuoryDUX9aV1F7frLHzCXJiv/wIGTCweFric8PkI+P0TEwrYXev3rvKEBTbvkADg4Aa4+C748U3ssKDaz89T7efni7cnNwPm3Fex4z0GLkcQAZYnDODIIWh4GSx+2ickoN0IDjX9JzgcJCQkwJf3eJal74GwOMhJ8YQE3o9m1DrPNyy4+G7o+KCpUzQksEVWh2HzTABQVkggx1XAiW6AiIiIiIjIMcnPMdMGzn3Q9BbwJzsF3r8CJl9jQgKAjXNhxhAoyPPU8w4J7PXC4z3LC8OCgNx0Yv6c4hsS4IAWfczAgLF1K/UQj0pUTbjqFbj4nmKLDrR7lO2DfoaLhnsK84+YsRVc+Z6ydiOg+7Oe4OXCodD7dd+NXTjUPIZQNCSw2WHBZf+Gbk9CWHTJIYGtSrxCgpOAehSIiIiIiMjJJ+sgbF8GZ/ctuc7hbbD/T/jlfdiyyLwAer7kWy87BSZdA/tWm88hEZCXZX62w4I2/zXT5nmHBGAG1ev/Psz7t3vmAPauosG0y/w0yII/Z/kprwSBIeYRgaAQ2L/eZ1HaWddRZe+PBGfuNgUZ++DXCZC81ncbvV4jI76w3Ve+YN5/HmfenXkQXAVwmAEYvUMC24VDzfuX90C3p+CSu8tud63zzEtOKQoKRERERETk75F3BEKqlF0n/4h5Vn3/n6Z7/gU3F693eBtM6GWmxPO+m/3LePPe/A5zoVs0JACISITgDDNKPsDGuSRmZoAD2L3MUy8gGOIawBf3mK72J9JZV8JZ3WH2nb7lPV7gUPUrSD2yn/qL7/DMhpC81gQLabvM516vQZthsLVwucPhGxYEBJmpGeMaQPWWJT/CceFQqPMPSDy7so9QTiIKCkRERERE5PjbsxKmXg99xsBZV/ivs3kRzBwOYVGeC94v7jLv3mGBHRKkF95Bd1kQFGrGIAD4ZTxV09NJOe8OmDTMNySIqQft7oBDm2DlJDN1HxCxxysgsLnyYd+aYzjoUjToAM17wbbvTK8GW1A4ezu/hiss1swccKRwSsH1s2H7d7gHSQTo8QK0ux22bsVZpbqZRnDCVZ5zl74Xzh8MtS80IUFRdlgQGAz1L4bmV5Wv7QoJTnsKCkREREREpGLWTINqTcyFaEl+etc8M//FnZCTBtMGwvUfFQ8LNi8y4ww4cyEvw3eZHRbEdiAoY7eZPcAOCQAaXmoGEPxkoPvCP2bjNGI2TqOYtJ0w78EKHOxRCAwxXfkLOYPCyarflegtX3rqbP8eQiLhr689ZUHhcNM0cigc3+DmL2DS1Z6wIDsFqlQ1n+2QwFt0LU9YkLID+o03MzuUxuGA7s8cw8HK6UiDGYqIiIiIyNFbPRVmDYdJfU1vAX+WvWIuyj+/w4QEYC6gpw2Ev+Z76nmHBGAu9pt2993WF3cR9+ur1Jo31DckCI+HtD0+IcEJEVMXbpgKLfv4hASExbCv+3scvORJuOYdzPMNhf762jPVYmFIQCOvsQ9qnGPCgipVzefwOLhuspk6sGhIYLPDguunlB0SiJRAPQpERERERMTY8i388Sn0eh0CS7hU+H0G/DUP/pgJWJCbZsYAuPlzINZTb9krsOhJ83NeBoRGQ266+VwYFoRf9rJ5Nv7b+zwhAZgu+fUvhoJs0zW/UNyfk4u3J/uweR0PVapBXH3T3iTvgQEdHLzgbqK3fElIWmE3/7RdZuaAw9s81cJi4ObZ5OXEmM/n3WTePx+B+xGCwFCodhb0fNk3JLDZYcGModD/A6h5btntjq5lXiIVpKBAREREROR0tmM51GtX8uB0lgU7V5i78R/fYN4LcqHvuOJT3v0+A2b9CywXJDSDA4WzABSGBSFdxpBX7WzfkADAEQi934Ddv8CKMabMmUfNxSWMmr9hjnmdaHUvgnrtYcFjnjJHAPR9l/TIC8lsfDUNltwJBzaYZQc2QnwjSNsNweFmasBa53sGEATfsCC6Fgz50gwg6G96QVuNc+DOn0qvI1KJFBSIiIiIiJyufnwT5j8KHUZBl8eLhwWWZZYvfwtCYzxd99fOMO99x3nqeocEYC6KG3fxTEmYm0bN+cPJq9oCkn/13U90TfhiJORlVv4xHo36l0D7u2DlRNMrwhYWw+4ub2MFhVN34e2Qtd+Ub5wLO5d76hWGBJw7ALZuxRUeD0PmwMRenrAgfS9c/jg07GBCAn/Ou8mMY1DrfKjauHxtV0ggfyMFBSIiIiIipwqXE764Gxpc4rkzXVR+Dnx2K0RUg98mmLLvXzXvXR731PMOCcD0CggOh/xs89kOC1o/TMT2+fDDo56QAMwsBFWbQsp2OLwFgMCCLMKLhgRg7rAfD4HBEN/E3JnftwaOHHQvyotuQMr5I0j88b9mukWAHT9AXpbvLAhFHw+wBwO0w4LsFIhMNFMp2iGBt8gET1iQsh1u/AQady677a36V/iwRY43BQUiIiIiIqcClxNmj4Q1U2H1R6asaFiQn2MGCty80Dz7HxBspvgDT1jQcJB59w4JAILC4IpnzCMDOammbO0MGq6dgd+HFlZOqqwjqzhnPlw4FNZ87BMSkNCcvZ3GmDv+Dc+Bj/p7woJ9qz3jJRSGBD6PBySc5RsWRNc2F/+Z+6FpV//tsMOCg3+ZEEfkFKegQERERETkRNq7GrZ+Cx3uK7nOlsWwaYEJCQCwCgfEA6LbmXfvkADAVQCR1SE7zTNQ4PevEpeagsOZC+unerYfEAQNOsCfsyEkwhMUgP+Q4HhxBEL7kVD7Apj3b8jc51nWqBPb2j1H5NY5JKzwms7v64fNNIO2hOYwZA6u/YVTLDa4BAZ+6hsWVG0CWNBrtP/HA+ywYNZw6Pde+R4PiEwwL5HTgIICEREREZGy5B0x3fJLGhDQrhNSxfyceaDsi8bMA5C+Byb1MRfm+TnQ+f+K19uy2EwdWJBjprv747PCBSYsiLzkv2Q16O4bEgBEJEKP52HvGlj+JlhOAOL++LD4PlwFvutWptj6ZlT/gADYtNDdDoDUlkOwAoOIW/t+4SE5YcXbUCUeMpM922jUCW78BGvXPjLO6k9CtWowxytYycs0vQSia5k7+5EJYAcF4BsW1GwNA2eYcKG07zPhLLhtcel1RE5TCgpEREREREqTnQKT+0LDjtD1f/4vHNP2mGfULxoOsfXMGAF9x0LLPv63+dtE+Pr/zIB29t37pc+bd++wwDskABMStB/p9ciARfUfnoAfnii+j6xk+HRYhQ65oizACggmwH7cASA7FZp2g/mP+YQEXHIPhxsNASAuNg6WvWzKXflw5JDpXWA53SEBweGeddvcYt7tsKDVALj4XohKLDmgaXAJDJ1jQovQqPIdkEICOUMpKBARERGRM8/+DbDnVzh/UMl1diyHtJ2w4h3Yu8q8wIQF3tL2mOfZU7aZbvD2Be6nt5h574uGBb9NhC8LpwV05Ztu/64C89kOC+pfT/jeFbDkPk9IANCkqxlQsGpjOLSl4sd/LKo2gYv+BUm/w6opnnJHIPs7Pk9W3c40WvuKGTcAzCCJCx73PP4AcMk95jxu22Y+X/6oeXeHBQVwwRDI2AfXTfINCWx2WLBjOVzzDgSW49Km9oVHd6wiZygFBSIiIiJyesg6BBFVy66TdcDc/c86AM48zwWntx3LC59pzzZT4tl+eN28Nxpi7jZ7hwQ2+665q8ATFoS1MmXeIQGY/f/jNjM7gX0Xfunz1ImZQVD6dt878GAeDzhejwiEx5k77ak7fYqzal9K2P7VBOYXduU/tBk2fAXblnoqOQJhwIdk2cfZZ4x5t8OCghwz/WJumick8L5b73D4hgU9nod2d5iZGUq7q9/mFrhwmO78i1QyBQUiIiIicupbPwdm/stclDfr4b/Orx/A/CfMnefsw6bM7rruHRbYIUFeZmGBZR4RcOaZjz+8TnxqGmnNb4Av7/ANCeq1N48oLH3BfC4MCyIufY6AvHRY/pRvm1r0MdtPPNtnyr6QtL+5t0C7O6HWeWbwPm/dnyU58UpCDq2nzqIRnsckti01gwYe2OAOCWjZxzNzQECgb1gQXAVunGpmYah7kf8LezssaHoF1GvrKSuLQgKRSqegQEREREROPpZl7iw3vrzk7uIuFyx8wgyW9/XD5qJ8+mC4bnLxsODXDzyhQGCo7zK7PL4Tocmr4Nu7vUICzPR7jbvCjCHuu/6x6yYQu26C73aqVIWIBDiw0XMRDeAqIHHpg/6PYf3sUk9DhTXqBE26wfbv4a95nvKgMPZ2fg2Hq4CaS+73PA6wYowZDNByeep2fxba3wlbt5JXtYWZRtAeeBHMcZ57AzTv6X8sBjssCA43gzA26FB2ux0OT0ggIieMggIRERER+Xu4XGbu+vDYkuvk55gL/u9Hm6Dghzfh5lnFwwKXC764C1ZPMaPX28/4O/M8YUHwWabMOyQAc3F83kBY/ZGnbM59JNa5zIwL4PJ6lj6iGqz/0myjLEcOwfovyq5XyZyhMWTVu5zoTbM8hVuXQlB4sZCAm6aRQz3z+Yap8MlNnrAgN92EBbnpnpDAW63zPGFBbjpcOx5a9S+9cQGBZgpCETmlKCgQERERkePPvrDfuwqGfGEuwIvKzzEX+Sk74OBGU5abBpP6mrCAON9trS4cSC8v09zNP3LIfC4MC6pc9hKBR/bDimd893Pu9ebOf60LYO9Kd3HE7qUUk3Xw2I67stQ6H1rfBGunw+5fPOVRtdjT5W0KousT3fQSmPtA4QLLhARB4VCQ7Q4JaNTJ83hA066+YUFYrJmpISMJ2pQwW4IdFhzeCudcexwPWEROJAUFIiIiIlIx+Tnwy3hoe0fJI85np8LqqZD8h+cO/sSri4cFdkiwab75HFEdsvabnwvDgtAuY8it2sI3JABzF7z/RFg3E34rvPPvzKPG4nv8t+n3aRU/5uMhMASc+ZjJBY388OoE5RzCYQ9muHcVJLSAPZ5gg6haMHQOBWmFz+hfdJt5d4cFQGSiCQqufdeEBEXZYcHsO2HgdKjZuuz21jrPvETktKWgQEREREQ88rP9T0VXtA4OmDYINi+Avauh77jiYUF2Kkzua+7aV/EKBfav84QFgMOZ6xsSgJlpoEVv0+0fIDeNmvNvwxkaC1n7fOs5AmBSr4ofc2UJizU9FRwBpmt+xr6S6zoCoPMjEN8IZt2Od0jAxXexq/Ewquz+jhpLH/TMhrBmKrS8xpyTyEQYOsdMk5i21bOud1hQrRkM+RLCokv/Tpt2hXtWl/29i8gZI6DsKiIiIiJyRsg6COO7wHcvl1zn8DYYc5GZXnDzAlP2x6dmtHxngaeed0gAcOQgRNX0LC8MCwKzkklc8oBvSBAWYwbHC46AKgnu4oCCbIKzilx8Wy7P4HqVLTwO6l9iZiYI8x1XITvhPJIue9l3YMScVDOwX/s7i4UEB9o9yuHzR/q2+9tn4ct7PGMEAFx8F3R7ChwOjtS9DK6fbGYKsP35OXR53BMS+HPRbdD3XRMSRCWWLwBQSCAiXtSjQEREROR0tvs3OPgXnHdjyXU2LTAX9t+PNhfwi9eZ8o4P+NY7vA0m9oa0XZC601zI52eZZX98at7Pe5iAgmyYfKvP8/9UawbXvgczbzXtAdi/jvqf+ZnKMCcNfh5XseMtL0eAmVnB606+5QjA4T3qf3YKNOkKKyf5hhH12pN0yUtYwRFQtxF8fKPnYv+H14vvq9drZMRfBkB8XBwsLpwi0XJCXpYZP6AgxyckcGt2pQkLpg02PQv8DTLoT+vry3kiRESKU1AgIiIicqpJ2w0xdcquk5EMk6+B3AwzK8AFg4vX27TADGZnuQovnAvZF7N1Cges8w4JbIkt4dBmc0EN8Men1Di4g6AjByB9u6deULi5+H+3Iz5d7P9ujkDo/B+Ib2yeybdDDoA2t7CtxZ1EbZ5NwvInPeWL/ud7t71eexg4A2vPAfO5SRe48WPfsMBbr9fMwID2AIJ2+GKfX4cDOv0b8o6YtnmHBDY7LEjZDu3uqPDhi4iUl4ICERERkVPJrx/AvH/DdZOgmZ+78QDfPgc/vmkuOvMyTdkXd5l377DADgmceeZzQJC5mHYVDqC3+Cliz08hs0F3mD2iSEhwDjTvBUm/w59fuJ+jr5LkNSK/rSAbMrOP4aBL4jCD7yWeA0cOwF/f+Cw90P5xgrL2Eff7eFNgOWHJ8xAUWiwkoOcrsH07GU37kpCQ4DlfYMZkCImEGq1g4AwIjQIOeJZ7hwVNu0GTbvDVfXDVq/5nD7DDgiXPw3UToflVZR9qsyvLd0pERCqBggIRERGRE8nlhHkPmyn76v7Df538HPhqFMTWgyXPmbJpg+D6KcXDgm+fg6XPm5+9n5/H8lz8xl5C+J7vYcn9npAA4JJ7oVpT+HyEuagG4le9Rfyqt4q3KfkP8zqe7C75hVwBITjD4wnOSiossUxPh8adfWdBALj6TTJiO4BlERcbB9+9WLiRfCiwIKAwELFDggCvobsuuNm82+er03+gRS9z/kOj/Le1SRe45WsTWgSFQMNLSx5DAExYcHbf0uuIiJwgCgpEREREKpszIdDyhgAAIABJREFU3zx7Hh5bcp3cwjv9cx80o9n/Pg0GzSweFuTneGYXCI7wlLvyPWFB8FmmzDskAPM4QZtb4df37QL4YiQ1arYlPOlXdxgAmFH0f/0Asg9X+LArRUxduOZtWDkF1npNYxgazb4uY8iNb0Gjta+acwZm6sQV7/hu4+o3zcX+1q2mV0Xn/5hyOyzAAR3ug5x06PG8b0hgs8OCjCS47KHytb32BZ6fyxMAKCQQkZOUggIRERGRyuTMh0+HmcH+bp5tRs4vKjcTPhpgLsoPbCgsS4cp15qwgKqmzDskANNdPrIGZBbeUS8MC6p0epnQg3/C714DADoC4dzrzKB91VvC/j/di6rs+6l4mzKTj/3Y/QkMMXfZY+vBvjWQss2zLLIGey59gWo/PUfo4cLzkLYLZo2AdK/HHEKjYfDn5OYVnss+hT0c7LCgIMcEHVkHoPfrnot8m3dY8P1o87x/ebryF92OiMgZQkGBiIiISFlyM83d9vYj/d99Bsg8AGtnwM4fzTz3AJP6FA8L7JBg54/mc1RNz1R6hWFB6OVvkhffzDckABMS9J8AqyfD6o9MmSufGovvKd4ey+mpc1w5KHWAQmcexNY3YyV4hwRRNWHIHHLTA9jXbSwNlt5txjsAExJUqWamVCwMCahzoWdAwIBA37AgsgYM/cr0oEg4q4RmFoYFrQaUXEdERAAFBSIiInKmykmHsOiy6zgCPBf2Bzaabu1Fw4LMAzDpanPXvkpVT/m+NZ6wAHDkH/ENCcDccT+7H6z7zHzOTafW17dgBYSA02sAQEcgHDkEE0oYwPDv1KKPGRRx4X99xymo1owdnd8i8MhB6iwe4ZkN4c9ZEFHdU68wJKBaE0jfiis0xpyjSX08YUF4HJw3EFr2MSFBUXZYUCUeLhxmtlUWh0MhgYhIOZQQiYuIiIicxlJ2wNhLYNmrJddJWgtvnA8f9vBc2K+eYga4c7k89bxDAjAX85GJnuWFYUFgVhI1Fo30DQmqxEPjy03X+TDPeAYOy0mAs8gsAZbTPbNApatSDRp2hJbXmDv4Xo7U+Af7OzxtZkSwrZ8N8x8tFhIw5Euc4dXIq9q8eE+KrP0Q19A3JPBpQ7xZp8a5UO0sGDoHrnjSf0hgCwiE7s+ULyQQEZFyU48CEREROT1sXgiZ++G8m0qus2aaGUPguxfMGAKL/mfKLx3lWy9pLUy82owhcOSg7+j79uj6re4jICcVJg30ef6fmq2h1xvw6VBPV/t9a6j/mZ9n4o8cht8+rNDhlltgKDhzfYpcgeG+QcSRQ9DocjPoYW66p7xRJ5LbPYsVFE71WvXg01vAVWCWHdgAoTFmMMHCkICoRDhQ+HhAzdaeXgLZKVC3LVw32UyVGNfAf1vtsMCZb7YlIiInhIICEREROXkd2lL6yPAuF6Ruh8Nb4eObzPPwlgXnDyxed800mDXc3IW2vHoE2GFB7WvMu3dIYKvXHvb85rmIXj2FGsmbCE7fCVn7PPWCq0Dabhh/WYUOt9I4AqHbU+Zie9btvssufYDtDW4i6q8ZJPxUONUiFiz6r3kMwtaoE9zwMdbuwoETW/aB/h/4hgX1Lzbn/Jp3/F/Y12wNN38B3z4L175b9qMeYMICERE5oRQUiIiIyMlpyQuw7GUz/d//s3ff4VFViRvHv5PeE0JCr0EJRQGpIhhREBUQRUBFQYIii7A/UXbXtrbdVXdFEdvqqoiAIih9RUUpIggBpEgRRZfeS0ghgdSZ3x8nk5mbmRAIEyDwfp4nz2TOOffec3ks3Pee0vgmz3q7Hb76E2z83DysFuaZ8rkjzad7WOAMCXCYh1y/AMDm2h5w0d+IvuoYJ2t3gukjrCFBnXbQoDMEhcHW+cXHeN05IP+E+fE1m595KK/R0qyTsG2hq84vkIPXvUJw6haqbHzflDkKYcGz4B9gna5w7Z/hhqdhxw6OJ95JfFwcfPknV31hPgSEQr0OcPdUc8/u3MOCZrdDn/fMNU6lZgu4Z9rZ3b+IiJxTCgpERETk3CjIhbl/hA7DS593npMJc0dAZC1YXbTV32cDPcMCZ0iwZoL5HhDidhKHKyyI7kjE9i/hh2ewrMzf/QXzQDzvUcCMLqi6/i1Y/5Znn/b+aH4qis3fvMkvcE0FKAyKJD+iDiHHfjEFDjsc2Gjm+JcICbjrY04EJnKiThJVqlSB718uOqYACh3m/I5CV0hgs7mObzfUfDrDgh6vmGAkrrFnSODU7DYYMh9qXVV2SCAiIpWS/usuIiIiFa8gFz6/D36bD799A4Nme4YFOWZrQPb+CEERrvLCPFdYEHC5eWh2DwnAjBC4eiSs/HdRgQPmjqBWbBOCj/1qvU5YHCx4zmPe/jkX2xBu/w98Pwa2LXKVR9ZkX9d3KYisS8LmcbC+aE2E3Eyz/aJTUUhA4i1m20CbDbo8aeqcYUFgGHR+1KyvcP1T1pDAyRkWOBzQ/sHT63vddmd2ryIiUqlU+l0PDh48yKOPPkrjxo0JDQ0lNjaWNm3a8Nhjj3ltP3nyZNq3b09ERASxsbH06NGDFStWeG3rtGLFCnr06EFsbCwRERG0b9+eSZMmVcTtiIiIXJzWTjQhAZjF7z7uA3vXuurdQwKAvCyIruuqLwoLwvYuJW7VP60hgX8wNC1aUyA2wXLZkGO/4vFofOJoxYQEASFQpz00vwOi6ljrYuqzt+cU8mLc1ls4tgNmDvUICUj+koKo+ma6wa1vwVUDXfUFORBTz4xAcIYE7pxhwXWPQ1AkDJwJSX+CG/7qPSRwajf09EMCERG56FXqoCAlJYWmTZvy+uuvExgYSO/evbn66qtJTU3ltdc8tzsaPXo0gwcPZvPmzXTr1o327duzYMECkpKSmD17ttdrzJ49m6SkJObPn0+LFi24+eab+f3330lOTmb06NFejxEREZES2g2FVm5rBhSFBcFHN2PLy7KGBGAe+G9/D67o5yorzKPG4lFE/TbDeu7CXNjwKWyYahY1rCi2Mv7aVJBjpgYcPwCZe13lVRrAkK/Iq9qM/Te+D/FNXXUZeyCimvm9KCSwLN7oVyIsiGsMDyyEh9d7hgTF/SwKC0auNGsNiIiInKFKO/Vg//799OjRg9zcXGbNmkWfPn0s9atXr7Z8X7x4MePGjaNq1aqkpKRw+eWXAyZs6NKlC0OGDKFLly5mbl+RtLQ0hgwZQmFhITNnzuSOO+4A4NChQ3Tu3Jlx48Zx6623cv3111fw3YqIiFygfv3SjAZoNaD0NmsnmjfsvYvm//80xXzmZlDrq0GADcv6ATZ/88A/qUcFdfoMXNnfBBxfPw5Ht7rKa7ZkZ9IbBGbupvbiP7p2Q9j0GYRXc7Wr0sA8/EfXgdTt2ENjzTaCk26FI0XrD0TUgDb3Q4s7ve/w4AwLoupA2/tPb9tAm81cU0REpBwq7YiCJ554gvT0dMaMGeMREgC0b9/e8n3s2LEAPP3008UhAUDHjh0ZPnw4GRkZTJgwwXLM+PHjycjI4LbbbisOCQCqV6/OmDFjALyOXBAREanU0nadut5uh/TdJiT4/D6Y8xD8NNV72zUfwRejYNo9sO07uPVNaHxzcbUNsLmHBODaiaAiRNeBJr1MABBoXawvq96NHLr2nyaocNo03Sz0VyIkYNAc7MHR5MZfadZbCHbb9i/7sAkI3EMCdxHxJiyIb1q0feBcuP7JU28D6edn2pxOSCAiInKWKmVQkJaWxueff050dDRDhw4ts31OTg6LFpn5f/369fOod5Z98cUXlvJ58+aVekzPnj0JCQlh4cKF5OTknPE9iIiIXJCWvAz/7gA7lnqvt9vhy9HwbicTEtgLAIf3sGDNRzDvEfN7YS5MvQvebuNaq8DX3B/Wi+SHlXiwztgHNVrA/xZZtzFs3ofDSS+R3fBms/2fe1hwbJtrccWikICwWFd9nbbWsCChCwxdBEO+Lv2tvjMsKHkuERGRC0ClDAqWL19Obm4unTt3JjAwkBkzZvDII48wcuRI3nrrLQ4dOmRp/+uvv5Kbm0t8fDx16nj+D7t169YAbNy40VLu/O6sdxcUFMQVV1xBTk4OW7du9agXERGpdJa8DEteMtv0TbnTMyxwhgRrPzJD7f0D3SpNWBCxrSh0dw8Jio8vgLSdvu2zXwD0eh16vw25x611t4xhT7/5HG3/pLWfS14yiyU6Ne8Dd4w35wJofrtnWNCkl9mesbQHe2dY0LQ3DJgG4XEQVevUfY+IV0ggIiIXpEq5RsHPP/8MmCkA1157LSkpKZb6J598ko8++oj+/fsDsHv3bgCvIQFAeHg4MTExpKWlcfz4cSIjI8nMzCQ9Pf2Ux9WpU4c1a9awe/duWrZsWWa/mzdv7rV827Zt1KtXj+3brQswpaamlnnO8rSt6Pbqi/qivqgv6ksl7IvDQdVDO4l2fi84if2T/hzs+iapgQngsBO38gWifptZfIjdYSOz6b3E/DLFeRLilz9L5Pr/wIn9Z9Sn4m7Y/DhZqyO5sU0JObye0EOunRHsAWFsbfci0UfWUOt/Rde0F+D48s9gs05hONruMTLjbyQ1NZXU+K7QHuJW/9N1HXshDv9gTtS5jsNXPQW7dlv/XEJbEJ70T6otfZLMxDtJbfkXM+//YDqQXsqfYyy0+xvsOeD13i7pf77UF/VFfVFf1Jdzfu78/HwCAwO91pWlUgYFaWlpgNnqMDg4mA8//JDevXuTlZXFW2+9xWuvvcbAgQNJTEykRYsWZGWZtwZhYWGlnjM8PJz09HSysrKIjIwsPuZUx4WHhwNY2oqIiFRKNhupbf8MQPQvnwLgV5hDjUUPk9n2H8Qe+J6o3fOKm9v9gsiq3w3/3AzyI+sSeHyPOQ0QegYhQUFAJCcj6hCZbhb2sznsBB/egN0/xCMkOND1bbIC6pFV5QpCQ0Opsml80TEFOPDHYfPD5rCbkKCpdXHFzCZ3AiYscNj8OXztS+RFNyQ/uqFrJEEJ2fVvZF+PuuTFJp56a0EREZGLTKUMCgoLzSJHBQUF/Pvf/+b+++8HIC4ujrFjx7J7925mzJjBmDFj+OSTT3A4zBsG2yn+J+9sU9r30zmmLM6RECU5RxokJCR4rS+t/GzbVnR79UV9UV/UF/XlAunLmo+g2W0ew9yL29vt8OMH0Po+SHgH5kfDqncBExY0WfUXj1P62fOI2vbf0+6bV7GN2HfDOxSGVCVy87ji3RD887OI2L/c1S4oAr97Z1C7fkdyi0bfVWn3KlSpAktfAcAWFgudR4NfAHEdhhFX4lIJCQmQ8ATEx2ELjaX6FXdQGsuf42n8+V/y/3ypL+qL+nJBnFt9UV9Kti/vaAKopGsUREZGAuDn58fgwYM96p3BwZIlSyzts7OzSz3niRNmQaOIiAjLMe51ZR0jIiJyTuTnQP7JU7fJPQ72QljyL7NWwMe3w4ljnu3sdvjyUfj6MZg6wJy3eR+IS/Rdf4MioHZba1nVyyD5SwrDqoGfv9k6sdW9rvqCHIhrDEGRcO8MqN/RerzNBtf/FZL+AuFFCwN2HAEdhp26L+2GwilCAhEREamkIwoaNGgAQI0aNQgODi61/vDhwwDUq1cPgL1793o9X3Z2Nunp6cTExBQHBFFRUURHR5ORkcHevXtp1qyZx3HO8znPLyIiUuHyc+DzQWZhwLs/hcBQzzY5GfBxH3A4YP86U3ZggwkLBs1xtXOGBGsnmu/bv4OxjT0XBTxb3V+CNvfBor/DD6+ZkGDwPIiqCUeL1udxhgVgRhbUbmMWByzIM4v+eeMMC9r/ofQ2IiIicsYq5YiCq666CjBrFXgb/u9czMH5pj8xMZHg4GCOHDniNSxYt878JapFixaWcucChc56d/n5+WzevJng4GASE3341kVERC492Ufhh3Hmwb40x3ZAyjsmJPj9W9i2GKbd4zmywBkS7FtrQoLgaFddUVjgl5sBDrsZaeAMCZzONCQIjvQoyouobS2YNwo2TIOuz8JNL7lCgpKcYcENz5iQICS67ADAZlNIICIi4mOVMii48soradiwISdPnmTVqlUe9c4pB85tDUNDQ7nhhhsAmDFjhkd7Z1mvXr0s5T179iz1mHnz5pGTk0PXrl0JCQkp/82IiMjFKfs0VizOTjUhwaRbYeHzZvi/t7Dg2A7T5psnYfdKV3lRWGAryDHf3UMCp/Cq1mkEBzZQc/5Qas+7B9ZNKtet4RcEt70Dt4zxCBaOdHyGvXfMg1tecSs1WyeyYRp0HOk9JCg+tz8k/dmEBCIiInJeVMqgAODxxx8H4OGHH+bo0aPF5WvXrmXs2LEADB8+vLh89OjRALzwwgv8/vvvxeUpKSm89957REVF8cADD1iuMXToUKKiopg7dy6zZs0qLj98+DCPPfaY5bwiIiLFDmyAt9tAyr9Lb7N9Cbx+JXx4IxzeYspWv+8ZFjhDggyzqwC5mRDqtijhtsVU/240/iePeoYEkbWg5T1Qv5PlzX9wxv8ITtt6evfiH8T+rm+T0fQeV5k9D+Y9Ct88ZW1765scv7xo/n+HYZ5hwbxHINP71oEiIiJy4aiUaxQAPPjggyxatIjp06eTmJjINddcQ1ZWFitWrCAvL48HH3yQfv36Fbfv1q0bo0aN4o033qBVq1bceOON5OXlsWDBAux2O1OmTCE21roadGxsLBMmTODOO++kX79+XHfddcTFxbFw4ULS09N5+OGH6dq167m+dREROR9OHDNvu0/1pjvzAGTshSn9ICfd9SDdcaS13fYl8OldZsG+YzvAPwgK80zd6vfNZ+JwArL2wdwRrpAAIKGLGZo/9R7IPgRA2IEU6k+/0bM/x/fDdy+U526NwHAYNIucgmrk1LqG6CjXbggU5pqRBTY/M43h1jehzWAo2pUAcC0s+PVfwC8Q+n106tEEIiIickGotEGBn58f06ZNo0uXLowfP57Fixdjs9lo27Ytw4cPZ9CgQR7HvP7667Rq1Yq3336bBQsWEBgYSNeuXXn66afp3Lmz1+v07duXpUuX8sILL7By5Ury8vJo2rQpI0eOZMiQIRV9myIiciE4cQwm3wb+ga658yWl74FJvSA4yrz1d3KGBdVvMZ/uIQEADmjSC36bD/lFu+ysfp8au9YRnL4NctNc5wqOhIObYHwFhNTxTSA2AbZ+Zb4HRcDAmVDvavPwb7PBzf80dc6wIDQaOj0KwREmJPCmwzBzbFRtaNLD9/0WERERn6u0QQGYsGDEiBGMGDHitI9JTk4mOTn5jK7TqVMnvv766zPsnYiIXNAOboIVb0PvNyHAcwcdALZ/D5s+hwMb4eBGU/ZxHxMWuHOGBGk7zffqV8Lhn82bdoBvniK6bSq5VS6H7x5xCwmAhBvMA3rdDrDj++Jjwg6t8eyPr3cjcKp6GSR/ZdYzWP4GfD/GFRK4cw8LNs8wixJWa1L2+ds/6Ps+i4iISIWp1EGBiIiIxcFNUP0K80BbmgMbTf2kW+FkGpw8Bnd94hkWbP++6M3/STNKwGnfWvi4D7Zrx+EIivQMCQBCoqDX6/DFKMCsN1B1zVjv/dm+2PxUKFtxP7xK/R980sdsndhpFFx5Z+lTBJxhQadRmkYgIiJykaq0ixmKiIhY/PIFvN8F5j9Z+jaDP46H966FT/qakADMVoOfDYSCXFc795AAzFSCSLeH4n1rqblwBIFp/4OJPa0hQXi82X3g68c55cN5RavWzIx8uLK/tR9BEey7+SN29l9k2jgVbZ3IiWNlBwA2m0ICERGRi5iCAhERuXAd3AzHtp+6ze5VsH4KTE8Ge4GZP+8tLPhxPHz5J/N71iEIcu0CUBwWFOYRcmC1NSQAaPuA2Q4wslZxUcjRzdT9oj+k77JeJ/sIHNpsPd4XgsKh/jVwRT9raAHkRTVg380fQVQdV+HhLfDVX2DTdLdzRMDAWeRWa4U9NBbu+69nWDD7D77tt4iIiFQ6CgpEROTCdHCzmR4wsVfpYcGOZeYt+JJ/gp/bbLqSYYF7SACADTo/AhE1XEW/f0uDqZ2puWC49SHfPwjWfGiG5h/f77Pb82Dzt3x12Pys4xHysqFqY0jbAcfdthiMa8yBmz4gt1orSP7CGhak/g9CYszvRSEB9Tq46iPirWFBeDXofha7JIiIiMhFQUGBiIhceI7+XrSGwDHI3Oc9LNixDD690+wUkLHHDPkPCHHVr3qXqmteJXLr5yVCAiDhOti3zuwigGs9Az97PraS0wWc2xZWhDZD4L655uHeUejWvy7sHPADB7p/AIFhrvJ1E61/DnGNYfA8CkPjzPfYBM+wILYRNOrmGRI4OcOChC6QPA/iE313fyIiIlIpKSgQEZGzs3996WsCuLcBKCwwiwmeSt4J8/a8VitXWVFYEHB8j/nuHhI4Jd5iFhD0Cyouiv7lU+JX/dPzGtuXwNYvIfV3fL6OQGgV84a+xAiB9KYDOdT5JbC5/a937UcwZwRk7nWVJXSBu6fiCAglp0ZbuHe6NSw4mWamQBSFBERWt17fPSyo0x7umwODZnoPCZwi4k1goZBAREREUFAgIiJnY+N0+OAG+OavpYcFK942iwwuG2fmv394I2wrZZX/vBMwbQBMvg2uewIa3eCqy9xHrW8eJPLX6TClnzUkCI2FtRNhznCwV+AIgLLUaAG93zZv/d1HCHT8I8fajiY74Rbo8741LMjc5woCErrA3VMhyC0YaNDZGhZc0Q8eXOw9JHCKTYAhX5ktDkOivLcRERERKYWCAhERsSrML3uEQEEebJoBs4eBww4r/+09LFjxNnz7V/P7oudh8wwoyIGpAzzDAmdIsH0J5KSbEQPXPQENrytuEnDiEPGrXzLncHfyWMVMEQirClcNgmtGQXic9ZLVW7P79rnmzb7TwY2w8HksoxQ6/tHM+3du2diiv2dY0PYBaH6HZ0jg5AwLrhoEfd4zOw6UFhI4VamvkEBERETKJaDsJiIicskoyIPpgyGqNvR4xfVw6y4n07zRr3o5+Ae7Fv5b+W/zefkD5jj3kMDjOkVhwYCpYGuAreCkKyRwcjjgm6fMw7ev+QdBWBxkHTRBh/PW4lsScHwPATnHTMGJVEjbBTuWQvZR1/H1O3HwmjE4AsNg8BdmPYWjv5m61N/Nn03Gbmj3oDUkcGrR33zOHgY3/gOu+WPZfW7Q2fyIiIiIVDAFBSIil4KCXAgILr3e4YC8LJg1DLZ+5Srv8Yq1nTMk2LPK/LQaCJtnWsKC2Ix0CsOrw5rXXMfZ/Mxb9IMbYMVbRX0yYUFY55eI/nkSHNlgvVZuBuxbU/57Lk2rQXDlHTD1HktIwNUj2H/5UAKP76buwuEmRADYuRRCol3t6neCez7Hse+w+R5ZwzMsqNYE7pwM1Zp6D1vAhAW1WkHc5b6/RxEREZGzoKBARORit2YCrP7ArGwfEe9Z73CY7QW3fl20uF+RHz8wn00eMg+77iGB0+4UuOM9mPkgFOYCEPPLFM9rhMXBdy+a30OiISfD/F6QQ40lo8/u/sLjzeKB9gLYtdxSdaTjc+RH1qbW4lGuMOOnj+G3r61bIF49Am56CXbsID+qPiR/CRN7usKCnAyo2shsp3jP5xAcARx2He8eFsQnQr+PwD+w7L4rJBAREZELkNYoEBGpjLZ+DfbC0usdDvj1K/hxAsx7FA5vgUm9IOuIZ7sl/4TvXzZD/KskQGCoq/7HD6i6+mVseVmeIUFQJPgFwPQhxSFBqbIPQ9oO8+MMCXzFP8hsd2gJCWzQ+22OX347OTXawb2fQ4DbfZ04anYnAFdI4P7mP+4yExZE1DDfb/wHPLjELSTwIrIGDPn69EMCERERkQuUggIRkcpm2ViYejfMHek9LHA44Ku/mDn/3//LVX7kV2tY4B4SOB39Dbo+b3mojt76GQ2nXWsNCQDyjsPRrdbV/StYRpMB7LgnxWM3BFb+B0Jiigps0PstaD3I1aZhkjUs8A+Cm/4J3f7mGRI4OcOCnmOh08NmYcDSQgKn8DiFBCIiIlLpKSgQEbkQ5J0Au/3UbXKzzAKBi/5uvm+Y6hkWOEMC57SBrEOut+JQHBb4nTxGlQ3/sYYENj/zQP3zbOuK/OdardZwzcMQEGIt7zCc1HZ/wREQAnd/ag0Lsg8XLVBY1TMkcHKGBSHRcOfH0GoAdH6k9DUEwIQF7Yb65r5EREREKgkFBSIi51tuFnxyB/z3/0oPC7KOwPhuZgpBsNuWd+5hQcmQACAwDG59A2q0cJUd+ZUG07tSZeP71ms47LBtEexZCfnZvrs/MFsIXnmn2QIwotqp2x7eYh7qm/Z2lXUYDjf/y/VQHxjqGRZ0HAEPr/ceEjg1TIJHNkHizeW/FxEREZGLnBYzFBGpCA4HnDgG4VVLb2MvhOMHYOZQsyjg7hRT3vsta7usI2aRvCO/mJ9W98IvX0BupqnfMJX445nYbQGwba7rOJs/VL0MvvyTGZ7vawGhZqh9xh63QhuHrn2RwpBYan33qGvBwKO/QcMukPobZLktAhhdl903vEPU1unEbJlsygpy4LOBcNcn5ntYrDUkcHKGBdPuMQFA50dPr9/uOxiIiIiIiAcFBSIivuZwwIJnYPNsSJ4HsQ0929gLYfZw2LvGDJt3+qno4fjKR83wf/eQwOngJuj9tjm+4AQAkdu/9NKPQrNAYUVo3hfqtINvnnCV2fzgjg/IDm9tvt8zDT692xUW/FhiBEN0XRj8BQXpDo61eYSYmGjr1omfDYR7pkPDa0ufHhAYCvfOAD9/396fiIiIyCVMUw9ERHzJGRKseAsy98LEXnBsh7WNMyTY9DmkbTfb+wW5LZL30yfEr/g7/iePmuPdQ4LgSMjcD9PvKw4JfCog2ExXcJMXXotDnV+0lv880yxu6Nw5oCgk4Mp+rjYJXUxY4FxA0M8tmy4KCYpDFJvN7Cxwzf+52sQmQPVmp15DABQSiIiIiPiYggIREV8qzDdv/J1KhgXwzkRyAAAgAElEQVTuIYHTyTTo+ZrZbrBI5La51J9+Ixz91Xr+3ONmaz9fi6oNg+ZCjZaQ7xZAxDbiwC0fkZ3Qw7y5dw8Ltsw20wnC4jxDAqeELiYsCK1ijr/pJc+QwMk9LKjWzLQJj/P9vYqIiIjIKSkoEBHxpYAgGDDNPCA7FYUFAZm7iF/+rDUk8A+G6s3NNoV5Wb7tS3AU1GwJ8YnWclsAh6/5G7lVm7r1cR/MewRSf3eVxTaC5HkUhhUtPtigk2dYkL4LHlrhPSRwSuhiFhBsdD10HAkjUrxPxwBXWPDAtwoJRERERM4TBQUiIr4WGOo1LKg353Yid3xlbVuYC7uWQ9oOwOHbfjS+BS7vDke2usr8AuHuKWRd1psD3f4DNVu56tJ2QEiMeftfFBIQVct6TvewoFZrGDQbIquX3ZfgSO+/e2Ozld1GRERERCqMggIRkYrgDAvqdfTteaPqQEz9EtcKY/9N49nb4xMIdlvRf9NnsP5j13e/QLOTQNHWgPbgKLhvjjUsyD4KPV71HhI4NegEg+eZkCA0xkc3JiIiIiIXCgUFIiIVweGAzTPh0M++O2fzftDqHjPc3ykwDO6dQU71NuTFNTcP/u5hwfGDZk2AEiFBsdAqrrAgKBIGzTLTCEoLCZzqtFFIICIiInKRUlAgInK6tn4Ndnvp9Xa7aZO+Bz7pC3NHQm5m2eeNqgNB4Zai3CqJHOj6b7POgNPPM8w0gsiih/iikIAGnVxtare2hgVhVeHOyWaEQMmQwMkZFiR/AXXbl91fEREREbmoKSgQkUvXqR76S7b57p8w9W6YN8r7cXa7WQxw6t3wVmvYtqjsc4dXg8Ffmvn4edmu8potOdD9fU7WvgYGzbGGBb/MhTrtoOrlniGBkzMsiG1kdg6o3RrqXX3qvoRWgVpXld1nEREREbnoBZTdRETkIlSYDzMfgNptodPD3tvkZZsH/9CqZitAgHWTzWevN1zt7HaYNdRMNQAozPN6urQrHiD46CbCDq42BdmHYcb9gFvwULMl3DcX+4E0871OGxMWfHy7a3RCbiYMWwLBEaXfX+3WMHI1+Os/8yIiIiJyZvQ3SBG5eGSnwv51cPmNpbdJ2wXpu+HHD2DLXPMDnmFBXjZMuRN2/QDYICAECnJMnTMsaD4KHHaYeAvsXln6Nf0CYMBnpPknYCvIoeHKJ2H7kqI+H4Lw6hAeb9YFuG+uebtPmut497CgdhsYMNUsllgWhQQiIiIiUg76W6SIXNgcDrNdXlltThyDybfB4S3QbwI0v92zXdoumNgLsg6BPd9VvuAZ81mzl/m0hAQADgiLhZxMyMsyResmE596gNDD6+Hk0dL7FhgGyV9B7atg+3YcASFmN4Spd7vCAv8AuP0dM5ogtIr389RpA/fPh9iE0wsJRERERETKSWsUiMiFK20XfHgjHPmt9DYHN8H4bjCxBxzaBI5CM5z/5zme55rYCzJ2Q2Guectvc/tP4IJniP55Mrb8kyVCAiCyJlz/V2gzxOwe4CzetYCA0kKCqNpmbYEhX5uQwJ1z68SELqZd8jzze2khgVP15goJRERERKTCaUSBiJxbR36DqJpmAb/SHNwEAaHwSR8zTWBiT0j+EuIbe7ab1BtOHoPQWFe5MywACG1BQNZ+mPuQCQmc6naAVvfCnBE41wiounYcVdeO8+zP8QNmB4PTEVYVerwCTXqb61Vt5L2dMyzIPgIx9U7v3CIiIiIi54CCAhE5e6c7PeDwFph0K8Q1hnunew8Ldi6HKf3MnP30ogf77MOusMD5ny33kADMZ72OsDul6HomLIhuNYKoX6fBySOua4THQ/5JWPg8loUEz1az26HHqxARb76XFhI4BYYqJBARERGRC46mHojI2dk0A6Ynm10ESpPyDswYYkKCE6nmYX5Kf8g9bm3nDAnyT0D6Loio7qorCgsCM3YQdGyrNSQAaHgdtLkfGt3gKnMUUnX9WwS6hwRg3uLvWwNZB8t9216FRJkRBSIiIiIilZhGFIhI+W2aAbMeNCv/2wug/0TwD7S2SXkHvnnS/O4+gqAoLLB1egVHYLg1JHBK7AnH98Nv88337MPUnXuH977s+N78nE/uWyf6KYcVERERkcpJf5MVEauMvTD5dtewf28O/wKTboP5T5qQAODXeZ4jC9xDAoDcLLMFoNPuFGos+j9C9y6DT/paQ4L4ppC2A478CpQxraEiJVwPvf8NjW+2lgdFsO/mj9h3yyQIcgtA1k2GeaPA7sMpDSIiIiIi55CCApFLwYENZmu/U9nzI6RuNzsDbP/OfHoLCw7/YqYQ7FgCIdHWofbOsMCeT9SWKdaQABt0fQ6ufwZCXceEHl5PzcUPQ8FJ63WO/GL6kbYTcJzZ/Z6SDSJrQZ12Zq0CN/lh1Um96mGw+bsKt38HG6e5RjUABEXAwFnkVmtFbnwLGDTbMyxY+JwP+ywiIiIicu4oKBC52O35ET7qad7YlxYWbJ1vthec1Mu8xQezRkDJsMAZEmQXzflP/R0Se0BYnKvNr/NI+KQ9cWteLXERByx63uw+cDLVV3dXDjbo9jz4B7vuAyCmPvtv/oiMK4dA3w+sYcHOZSYcgOKQgHodXPV121nDgvBqZkcFEREREZFKSEGBSGXlOI237HvXwsd9IO847F3tPSzYOh8+HwSFeZC5z7rNYFFYEJC1n8D0bdaQAKDGlRAQDFXqc96mBwSEwNUji3YbqGGta3AtO+5ZQepV/+dWaIfZw82fh1NMfUj+ksKImub7FX09w4KoWhDbyDMkcHKGBbGNYPAXUK2Jz25RRERERORc0mKGIpXRT1Phfwugz/vgX8q/xsteg2PbIaIaHCvaXaAoLLB1HosjKMIaEji1vg/2/gi7lpvv6buoN6un92sc3GR+KkJgOETWMCMa7K51D07U6AB+/oTtX2EKCnJg4+cQEGTdxaDBtXDP5zj2HiTjyvupGhsLi/5WVGmHwgIzqiCyhtl2Maau+fNyuqKv+Zz5IFRvDvfNheCo0v+8wYQFI1efuo2IiIiIyAVOf5sVqWx+mgpzHgIcYC+Evh96Ppgue831UHzVIPN5bJv53LuamotGkpF4F6x43vIQTs2W5sH/+AHMCAFfrg1wBmq3ge4vwbQB1v4178PBq54Ch4OEH5+D37425SeOFA37L+pzUUhAUJjr2GtHm0/nn0vz26HNEIhtaEICb67oa85bpy2ExXpvU5JCAhERERGp5PQ3WpHKJCcTFjxD8QP8ljnms++HrjbuIQHAT5/CPZ/BvEchYw8AIUc2EnJko+f5D2yomH5H1zVz9gvzIeVtKMwtrspIvIv0K5Kpv3iEa32EfWthRjKcPOY6R/M+cMd42FW0ZsKdk+Hz+1xhQd5xs51ifjbcPdUaEjg5w4KDm+COD07vob5x9zO/XxERERGRSkxrFIhUJiFRMGiOdR2BLXNg5gNgLyB60wRrSIAN4hNhxv3FIYHP2Ur+Z8RGRuN+FAbHuIoy9pgFAVe9awkJaPcgqe0fpzC8aPh/lYauuuMHzKKA4AoJ3B/sA4JMWND4FvO9w3C4ewoMnO09JHC6drT3URgiIiIiIgJoRIFI5VPjCrNY3qRbXW/ct8whwTm6wMIBh7f4vg/BUXD9XyFzP6x4w1Vu84M+75Ea0ZbMJndTd+FwOHHU1O1abrZTdM4kaPcg9HgFdhSNIoiubcKCiT1dIwvaDzNrLLS61/uDvTMs2DjNTLGw2cxPWfyUkYqIiIiIlEZ/WxapjJxhQehpzps/XUGRUPUy8A+yFJ+Ma0FO1StcBbmZZgrBz7NcZUUhAS3uBCA/phEkz7NunZifA3GNXSFByYd6Z1hQpSHc8Axc9xdoM/jUb/8DgswCjKcTEIiIiIiISJkUFIhUVs6wwFdqXmW2/svJsO6C0KQXB24az4Hu70P9zq7yjD3gsEN0HY+QoFi1pq6wICAEBkyFB7/zHhI4RdeG4csg6c++uzcRERERETltCgpEKrPfvim7TUR1j3UE0lo8yK5+30BsI1fhgfXw2T2QfcRV1qQX9PsI/ANxBIbCvZ9bw4LMfdDkVug/yTMkcHKGBQOmwWVdITii7Lf/wZFl35eIiIiIiFQIBQUildWy12Dx30uvr3s19J8MJ9PMm3+npMdIa/kQhWHVzDB/97Ag+4hrOoMzJAhwm4YQFG4NC9reDze9BM16n7qv1ZpCo+vP7P5EREREROS80GKGIpVRyS0QvdmzEsJiofoVsH+dKUt6DK5/yrWAYFRN1wKCx7aZsi5PgL3ArCMQEOR5XmdYsG4ytP+DFgYUEREREbnIKCgQqWxOERLYA8LwCwiGnDRTsPUrSOwBtVrDZd1MSFBy2L8zLJh0K1w9HNoNLbsPQeFw9UNneSMiIiIiInIhUlAgUpnkZMLaj0qtPlnrasJ7/MO6deL2JTB4HtRuXfraAFE1YfgPEBji+z6LiIiIiEilojHDIpVJSJR5+x9TD2//+p6o2cG6dWJgGNw7Heq0KXsBQYUEIiIiIiKCggKRyiemngkLvCwgeLJmB/OLMyy4dwY06OzRTkREREREpDSaeiBSGcXUg4w9lqL88JoURNZzFdS44hx3SkRERERELgaVdkRBly5dsNlspf7Mnz/f63GTJ0+mffv2REREEBsbS48ePVixYsUpr7VixQp69OhBbGwsERERtG/fnkmTJlXEbYmcnpNpsH+9tajm1WVPLxARERERESlDpR9R0LdvXyIiIjzKa9eu7VE2evRoxo0bR2hoKN27dycnJ4cFCxbw7bffMn36dPr06eNxzOzZs+nfvz92u52kpCTi4uJYtGgRycnJbNiwgddee61C7kvklHYsA4fdUlQ87UBEREREROQsVPqg4NVXX6VBgwZltlu8eDHjxo2jatWqpKSkcPnllwOQkpJCly5dGDJkCF26dKFKlSrFx6SlpTFkyBAKCwuZOXMmd9xxBwCHDh2ic+fOjBs3jltvvZXrr7++Qu5NpFTbvytRYONkzfbnpSsiIiIiInJxqbRTD87U2LFjAXj66aeLQwKAjh07Mnz4cDIyMpgwYYLlmPHjx5ORkcFtt91WHBIAVK9enTFjxgBoRIGcH9tKBAU1W2APqeK9rYiIiIiIyBk466CgsLCQjRs3sm7dOjIyMix1KSkp9O/fnxYtWtCxY0deeOEFTpw4cbaXPGM5OTksWrQIgH79+nnUO8u++OILS/m8efNKPaZnz56EhISwcOFCcnJyfN1lkdKl7YS0HdayhC7noSMiIiIiInIxOqupB59++imjRo3i2LFjAAQGBjJixAhee+01pk+fzoABA7DbXfOoV69ezVdffcX3339PYGDg2fW8yIcffkhqaip+fn40btyY22+/nXr16lna/Prrr+Tm5hIfH0+dOnU8ztG6dWsANm7caCl3fnfWuwsKCuKKK65gzZo1bN26lZYtW/rkfkTKtH2JZ1mCpr+IiIiIiIhvlDso+OGHHxg0aBAOh4OAgABiYmI4evQob7zxBo0aNeL555+ndu3aPP744zRs2JDt27fz8ssvs2rVKt59910efvhhn9zACy+8YPn+5z//mWeeeYZnnnmmuGz37t0AXkMCgPDwcGJiYkhLS+P48eNERkaSmZlJenr6KY+rU6cOa9asYffu3acVFDRv3txr+bZt26hXrx7bt2+3lKemppZ5zvK0rej26kvFnrvaxnm4L99p9wtiV2F1UjMu7T8X9UV9UV/Ul7Ntr76oL+qL+qK+qC8XQntfnTs/P7/cL+jLPfVg7NixOBwOnnrqKbKzszl8+DA7duygXbt2PPXUU2RlZbFs2TJGjBjBLbfcwsiRI1m6dCmBgYF89tln5b1ssaSkJD7++GO2bdvGiRMn2Lp1Ky+++CIBAQE8++yzvPHGG8Vts7KyAAgLCyv1fOHh4Za2zs9THVfyGJEK57ATemC1pSin+lU4AkLOU4dERERERORiU+4RBStXriQxMdHyRr9+/fqMGzeOTp060aVLF48pAA0aNKBjx4789NNP5e9xkb///e+W740bN+app56ibdu23HTTTTz33HMMGzaM0NBQHA4HALZT7DHvbFPa99M5piw///yz13LnSIOEhASv9aWVn23bim6vvlTAufevhzzrWiBhzXtY2lySfy7qi/qivqgvPmyvvqgv6ov6or6oLxdC+7M999lM9y/3iIKjR4/SokULj3LnEPxTDdc/fvx4eS9bpu7du9O2bVsyMjJYuXIlAJGRkQBkZ2eXepxzkcWIiAjLMe51ZR0jUuFK7nYAWshQRERERER8qtxBQWFhYfHQe3fOYfoBAd4HKwQEBJzxm/gz5dz+8MCBAwDFIxv27t3rtX12djbp6enExMQUBwRRUVFER0ef8jhnecmREyIVpuRChqGxUMMzsBMRERERESmvs94e8UKUlpYGuN70JyYmEhwczJEjR7w+9K9btw7AY4SEc3SEs95dfn4+mzdvJjg4mMTERJ/2X8Sr/JOwe6W1LOE68Lso/zUWEREREZHz5KyeMLKysti9e7fHz6nqKnrhvyNHjrBs2TLAta1haGgoN9xwAwAzZszwOMZZ1qtXL0t5z549Sz1m3rx55OTk0LVrV0JCtJCcnAO7VkBhrrVM2yKKiIiIiIiPnVVQMHPmTBo2bOjxY7PZSq2bNWvWWXd65cqVfPfddx5TGHbu3EmfPn3Izs6md+/elnUSRo8eDZjtFH///ffi8pSUFN577z2ioqJ44IEHLOcbOnQoUVFRzJ0719Lvw4cP89hjj1nOK1LhSk47AGikoEBERERERHyr3Lse1KtX75S7CFSkX3/9lSFDhlCzZk0aN25MjRo12Lt3L2vXriUnJ4fmzZvzwQcfWI7p1q0bo0aN4o033qBVq1bceOON5OXlsWDBAux2O1OmTCE2NtZyTGxsLBMmTODOO++kX79+XHfddcTFxbFw4ULS09N5+OGH6dq167m8dbmUbS+xkGFsAsRofQwREREREfGtcgcFO3fu9GE3zkyHDh146KGHWLVqFVu2bGH58uWEh4fTqlUr+vfvz0MPPURoaKjHca+//jqtWrXi7bffZsGCBQQGBtK1a1eefvppOnfu7PVaffv2ZenSpbzwwgusXLmSvLw8mjZtysiRIxkyZEhF36qIkX0UDm6ylmnagYiIiIiIVIByBwXnU9OmTXnnnXfKdWxycjLJyclndEynTp34+uuvy3U9EZ/wNu0gocs57oSIiIiIiFwKtFy6SGVQctqBzQ8aJp2fvoiIiIiIyEWt3CMKnLsblFe9eppbLXJaHA7YtsRaVqs1hMacl+6IiIiIiMjFrdxBQYMGDcq9mKHNZqOgoKC8lxa5tKRug8y91rKELuejJyIiIiIicgk46zUKGjRoQFBQkC/6IiLelJx2ANoWUUREREREKky5gwI/Pz/sdjsZGRn079+fgQMH0qlTJ1/2TUTAcyHDwDCo0/68dEVERERERC5+5V7McO/evbz66qvUr1+f9957j6SkJBo1asQzzzzD1q1bfdlHkUuXvQB2LLWW1e8EARrFIyIiIiIiFaPcQUGNGjUYPXo0a9euZcuWLTz++OPY7XZefPFFmjVrRtu2bXnjjTc4dOiQL/srckkJTv0ZcjOthZp2ICIiIiIiFcgn2yM2adKEl156iR07dvD9998zdOhQduzYwaOPPkrdunW5+eabmTZtmi8uJXJJCT2wyrMwocu57oaIiIiIiFxCfBIUuLv22mt57733OHjwILNmzSIpKYlvv/2WUaNG+fpSIhe90P0rrQUR1aFas/PTGRERERERuSSc9a4H3uTl5fHFF18wZcoUli9fDkBISEhFXErkomXLzybkyCZrYUIXKOe2pCIiIiIiIqfDp0HBkiVL+OSTT5g5cyaZmZn4+/vTrVs3Bg4cSJ8+fXx5KZGLXsihddgcBdbChC7noysiIiIiInIJOeugYOPGjUyZMoWpU6eyb98+HA4Hbdu2ZeDAgQwYMID4+Hhf9FPk4rd3DdRpW/w17MBKzzahseewQyIiIiIicikqd1Dw8ssvM2XKFH7++WccDgcJCQn89a9/ZeDAgTRu3NiXfRS5+C19BRa/AN1fgGv+D/CykGFIDEwbAH3ehxb9z0MnRURERETkUlDuoODJJ5/EZrNx1VVXMXDgQK655hoA0tPTWb16dZnHt2/fvryXFrm4LBtrQgKAb582n1f0Iyh9m7VdTrr5nD3MrFNwZb9z10cREREREblknPXUg/Xr17N+/fozOsZms1FQUFB2Q5FLQUx9sPmBw26+f/s07D/Fv1MBoRBV69z0TURERERELjnlDgqSkpKwafV1kbPnHBkw60FXWLB5pve2geEwcAbUv+bc9E1ERERERC455Q4KlixZ4sNuiFzivIUFJSkkEBERERGRc8Cn2yOKyFlwhgUzH/Cs8wtUSCAiIiIiIueE3/nugIi4iazhvbxOO4UEIiIiIiJyTigoELlQHPoZPu7jvW73Cljx1rntj4iIiIiIXJIUFIhcCNL3wPhuUJhXeptvn1ZYICIiIiIiFU5Bgcj5diIN/tMZ8k9Yiu3+waS2+qPZOtFJYYGIiIiIiFQwBQUi51N+DrzbEXLSreU2fw5dP46MFg/AHR94hgWrPzi3/RQRERERkUuGdj0QOV/shTBrKBw/4Fl3+zucjGxvfi+5dWJYHDTofO76KSIiIiIilxSNKBCpKEd/h4Jc73UOB3z9GPzyhWddt+eh5d3Wsiv7mZEFETUgeR5Ua+rr3oqIiIiIiAAaUSBSMQ5shMm9oU57uOtjCAi21i8bCz+O9zyuw3Do9Ij3c17ZDxJvgaBw3/dXRERERESkyDkdUXD//ffzhz/8geXLl5/Ly4r4xsbpMG802O2lt1nxNnzxqAkJTqbB79/AZ4OsIwvWT4HF//A8ttntcNM/wWYr/fwKCUREREREpIKd06Bg4sSJjB8/nqSkJG6++WZWr159Li8v4un4wdNrs3E6zB4Gaz6ELx/1HhaseBu+/SusnQCF+a5yZ1hQmEfovh/gv3/0PDayFvT5D/hpNpCIiIiIiJxf53TqwXPPPYfdbmfDhg0sXbqUjh07UlhYeC67IOKyYRp8MQr6T4LEm723+eF1WPoq4DALCQKsnWg+e45ztXOGBE552WbRwRNHzfffv6Fm+iGCU7e4zuMUVhVGrIDAUF/clYiIiIiIyFk550GBk8PhYP369efy8iIuG6bB7OGAAz4fBHd+7BkW/PA6LCz6ZzYgzDzI5580351hQbP/I/qXKbDmNbcDbXDTixASDfOfhNxMAEKP/OTZj6AI+MMyCK3iy7sTEREREREpt/O2mKHNZqN169bn6/JyMSosMMP6r+wHl3Xz3iYvG2YNg7BYwFF0XJ4rLAhsbMrcQwKAwlzo8iQsfx3yskzZ2okkOAODkr55quz++gfD0IUQXft07k5EREREROSc0IRoubA5HK63+KUpzDdtZg2FDVNh6j3wv0We7fKy4dO74Nd58PMcuGqQ2zlMWBC2dynRmydaQwJsJnjYv85MEyi706fRBrh3urY5FBERERGRC47Pg4LNmzfzyCOP0KlTJxITE3nssceK65YvX86bb77JsWPHfH1ZuRg5HPDVX+CTvpCb5b1NYT7MuB8+6gE/zy4qy4WpA6xhgTMk2LnMfM/NhP0/QdJf3M6VR43Fo6i67o2SHTELEm79CtJ3+ez2SPm3dTcEERERERGRC4BPg4IxY8bQunVr3nzzTVJSUvjf//7H0aNHi+tPnDjBo48+yvTp0315WalM8rLhh3FgP8UiltmpZnHAr/4CP34Au5bDp3d6hgXOkOCX/5q3/VUvc6szYUHo/hRs+SetIQGY9QMi4uGnT317f2fC29aJIiIiIiIi55nPgoK5c+fyxBNPUL9+febMmcORI0dwOKxDsLt160ZcXBxz5szx1WWlMnG+1V/4PMz+g/ewIDsVJt1qdhDY+JmrvGRYYHcLCZxOHIM2ya7vhbnUXDiChlOvsYYEADkZsG0xZO7z1d0ZsQnQeTRcPRL8gixV6U3vZc9tsyGihqtQYYGIiIiIiFxgfBYUjBs3joiICBYsWEDv3r2pWtVzLrfNZiMxMZHffvvNV5eVC8Ge1WWvI7BzuVlE0PnAvmm6Z1jgDAkO/2y+52ZCaKyrvigs8Ms7TrWlT1pDgqBwSOwBWYcrZgcBm7+X9QlsHG/YA7u/27aGx7bD4S2wZgLY81zlV4/kWNs/kR/dAJLneQ8LTjXKQkRERERE5BzxWVCwfv16OnbsSIMGDU7Zrnbt2hw4cMBXl5Xz7feFMLEXTL279LBgwzSY2BMKciAkxlXuFhb45aRZQwKAGlfCoNkQXcdVtms5DaYlEbG7xGKFednw0ydmHYGTab67P78A6PUGdH0OTqS6ym1+0Hc8R659kQM3vmO2OXT6bT74B7q+Xz3SbJdos5nvcZd7hgUNOoOfv+/6LSIiIiIiUk4+CwoKCgoICwsrs92RI0cICgoqs51UAtu+g2n3mPUAti/xHhZsmAazhwMO+N9CqNPWIyyouWA4tb8caA0JgsLN9IDxXSFjb8X0Pyi8RIEfh5JeJq3Fg64iewF89Wf4YayrzOYHd3xgtmEEcqu1goGzrGFBQS7E1PcMCZzcw4Ib/wGdHvbtvYmIiIiIiJRTgK9O1KhRI9auXUthYSH+/t7fjGZnZ/PTTz/RrFkzX11WzqcqDSA8HjKLHuSLwgLb1f/EERBiDQmcaraCeh3h+zEmYABCD63xPHdetvnxNZu/2emgMA9+eM1a3nc82WGtyHbcSJWYKrB0jKmz50PeCbMAYu5xS0hQrF4HExZ8cocJFwZMg1pXmWNKhgROcZfDyFUQGuO9XkRERERE5Dzw2YiCfv36sXfvXp555plS2zzzzDOkpaVx1113+eqycj7FNjRvxaPcpgZsX0L17x4h8tdpZlqBe1zg874AACAASURBVEjgHwjLXoXF/ygOCXzLBgEhlpKCkFiy6yS5ChyFZteFPLcdFIpCAq64o+i7Da5/CpJcW3viFwA3vQT9JniGBE7OsGDANGh0vQkASgsJnBQSiIiIiIjIBcZnQcGf/vQnmjZtyssvv0xSUhKvvvoqANu3b+ftt9+mW7duvP7667Ro0YLhw4f76rJyvnkJC8IOrCJ+9cuebQvzK6YPcYkw+Euod41ZB8Epph77e3zMoetfh06j3PqRC2snQfthJgBwDwmc3MOCgFC493O4aiA073PqvtTrYEICERERERGRSspnUw/Cw8P57rvvSE5OZv78+SxfvhyApUuXsmzZMhwOB127dmXKlCkEBwf76rJyIXCGBeNvhBNHzv58/kFQrRlE1zU7CBzb5qoLjeVAx+eJWz2GwKyiKQ9Ht8KXo82nU0w9GDyPgrSinQS6/c18Ln/DfBbmwr518Mc1pv/eOMOCVveU3kZEREREROQi47OgAKBatWp89dVXbNiwgQULFrBz504KCwupU6cO3bp1o0OHDr68nFxIso9CboZvzlWYB1UbmU/3kCCsKgyex8nsEPbHXEb970ZA2k5Td3QrVGkIaTuKQwKq1Ie07abeZrOGBdWvhHs+h3DPbTwtbDaFBCIiIiIicknxaVDg1LJlS1q2bFkRp5YL0Z7VZmvDwrxSGtig+hVQrQnsWAZZB11VNa5kZ9KbBGQfoM6iEZCTbso3z7TujlAUElC9GWzfTmFETfN9Ui9XWIDD7CDQ7DYTEnh0oygsiKwJV95ZdkggIiIiIiJyCfLZGgVyidq9yoQE7msDeHCYh/KTaR4hAff9F3tIDHlVm8J9c63hQE66eah3DwncxdQtGjnQwPwMnme2GfQWEjjZbHD1QwoJRERERERESuGzEQWTJ08+rXZBQUFUrVqVli1bUq1aNV9dXs6H3Sthcm8osO5g4PAL4PA1f6P6xnetWyfW7QBRtSFzX3FIQFgsUDSKoFYrExZMvs2EBA2T4Pb/mB0K4hO998EZFjh/FxERERERkbPis6AgOTkZW1lbwZXQtWtX3nzzTZo0aeKrbsi5sisFPr7dIyTAP5ADXd8hp0ZbaN0TJvZyhQV7VkH9TlCzBdz2TlFIUIIzLPjhNRMSBIWV3RcFBCIiIiIiIj7js6Dg2WefZefOnUyePJnIyEi6d+9OvXr1cDgc7NmzhwULFpCZmcmgQYMIDg4mJSWFhQsXkpSUxJo1a6hXr56vuiJna8tcOLYDOj/ivX5XihlJUHJNAv9AGDSHHHst8925G4IzLLD5Q7uhnlsRllSrFdx5eiNURERERERExLd8FhQMHDiQ9u3bM2zYMF555RUiIyMt9cePH+exxx7js88+Y9WqVVx22WU88cQTvPLKK/zrX//inXfe8VVX5GxsmQsz7gd7ATjscO1oa/2uFWZqgEdIEASD5kCDTrB9u6vcGRZMvg26PV92SCAiIiIiIiLnlc8WM3ziiSeIj4/n3Xff9QgJACIjI3nnnXeIj4/niSeewGaz8eKLL1KrVi2++eYbX3VDzsbxQzBrmAkJABb9DZa9Vlwdcmit95AgINRMF2jQyft5YxvCH39USCAiIiIiIlIJ+CwoWLJkCW3btj3lOgU2m422bduyZMkSAAICAmjZsiX79+/3VTfkbERWhz7vmSkCTkVhQcjBNdRc8JCXkQTBMGgW1L/m1OcOCPZ9f0VERERERMTnfDb1ICcnhz179pTZbs+ePeTmuhbACw8PJygoyFfdkLPV/HbzOeN+cBSa3xf9jZrYsOGwtvUPNiMJ6nc8t30UERERERGRCuOzEQWtW7dm+fLlzJo1q9Q2s2bN4ocffqBNmzbFZbt27aJ69epnde1jx45RrVo1bDZbmTsoTJ48mfbt2xMREUFsbCw9evRgxYoVpzxmxYoV9OjRg9jYWCIiImjfvj2TJk06qz5f0JrfDv0mWEYWeA0JBv9XIYGIiIiIiMhFxmcjCp577jluuukm+vfvz80330y/fv2oW7cuNpuN3bt3M2PGDObPn4+/vz/PPvssAEeOHGHdunXcd999Z3Xt0aNHc/To0dNqN27cOEJDQ+nevTs5OTksWLCAb7/9lunTp9OnTx+PY2bPnk3//v2x2+0kJSURFxfHokWLSE5OZsOGDbz22mternQRaH67WcxwxhDPuoAQuO+/UK/Due+XiIiIiIiIVCifBQVdu3bls88+Y9iwYXz99dfMnz/fUu9wOKhSpQr/+c9/6Nq1KwD5+fl88sknlhEGZ2rRokVMmjSJYcOG8f7775fabvHixYwbN46qVauSkpLC5ZdfDkBKSgpdunRhyJAhdOnShSpVqhQfk5aWxpAhQygsLGTmzJnccYdZjO/QoUN07tyZcePGceutt3L99deXu/8XtF+/9F7e6h6FBCIiIiIiIhcpn009AOjbty87duzggw8+IDk5me7du9O9e3cGDx7M+++/z/bt2+nfv39x+1q1anHXXXdx2WWXlet6J0+eZPjw4TRr1ow///nPp2w7duxYAJ5++unikACgY8eODB8+nIyMDCZMmGA5Zvz48WRkZHDbbbcVhwQA1atXZ8yYMQAX74iC5W/C5hne69ZMsOyGICIiIiIiIhcPn40ocIqKiuKBBx7ggQce+H/2zju+qvJu4N9zR3Kz916EFUZCwp6yREVwT3AgCI6KVWur1lZttbVqX6s4qhUQEFmO4gAUAWWIQJgCISSQwUjI3vvO94+bc+45uTdBabRVn+/n4/uWc3/3nOeOJOf3fX7P7+nuU7vx9NNPk5+fz7Zt2zAajZ3Gtba28uWXXwJwww03uD1+ww038Oqrr7Ju3Tp++9vfKsfXr1/f6XOmT5+OyWRiy5YttLa2YjKZ/tOX87/D3kWw+Um3ww51Q8Mvn3b+/4se/hEHJhAIBAKBQCAQCASCH5purSj4MTly5Aj/+Mc/mDNnDuPHj+8yNicnh7a2NiIiIoiPj3d7fMiQIco5O15D/bgaLy8vUlNTaW1tJTc390Jfxv8eexfBZ+7VGXa9icqRj3vcOlEgEAgEAoFAIBAIBD8fur2iAKChoYH8/HwaGhpwOBweY86X3HeF3W7nrrvuIjg4WFkC0BVnzpwB8CgJwLlFY3BwMDU1NTQ0NBAQEEB9fT21tbVdPi8+Pp79+/dz5swZ0tPTzzuOgQMHejyen59PYmIiBQUFmuNVVVXnPeeFxHYWr2+pJOGLJzzao5JeN3MufDL28cFE7ngcqX3rRMfWv3E2cBjWANd71B1j6a54MRYxFjEWMRYxll/uWL5vvBiLGIsYixiLGIsYy/9CfHed22KxdFl53xXdKgqysrJ46KGH2LZtW6eCQMZms13wdV577TX27t3L0qVLCQsLO298Y2MjAL6+vp3G+Pn5UVtbS2NjIwEBAcpzunqen5+f5vw/dWw+4dQMuouwQ69pjlv8oinpeRMATUmXUD4eInc8DpKO0on/0EgCgUAgEAgEAoFAIBD8tOk2UXDy5EnGjRtHfX09Y8eOpaSkhMLCQmbMmEFBQQEHDx7EarVy1VVXERwcfMHXOXv2LE888QQTJkxg9uzZ3+k5srSQJOm8MZ39+7s853wcO3bM43G50qBnz54eH+/s+H8a6xZvNcP6z9xijNOeJ9Qn1hXf8x6IjAKjLzF9L/1hxtLN8WIsYixiLGIsYiy/3LF833gxFjEWMRYxFjEWMZb/hfj/9NwXWk0A3dij4K9//SsNDQ0sXbqUr7/+mosuugiAlStXsnv3bo4dO8a4cePIzs7+j3YKuO+++zCbzbz55pvf+TkBAQEANDU1dRrT3NwMgL+/v+Y56sfO95yfPJn/gup87bGkcTDgGvfYgddAF5JAIBAIBAKBQCAQCAQ/TbqtouCrr76if//+3HHHHR4f7927N5988gk9e/bkySef5PXXX7+g66xfv57g4GB+9atfaY63trYCzn4EEydOVGL9/f1JTEwEoKioyOM5m5qaqK2tJTg4WBEEgYGBBAUFUVdXR1FREQMGDHB7nnw++fw/aRrKYHuHfg+SDi5/HrqoxBAIBAKBQCAQCAQCwc+LbhMF5eXljB49Wvm3XOag3jowODiYiRMnsn79+gsWBQC1tbVs377d42MtLS3KY1arFYCUlBS8vb2pqKigqKjIrTnhwYMHARg0aJDmeHp6Ojt27ODgwYNuosBisZCVlYW3tzcpKSkX/Fr+Z/jqGTA3aI8NnQ3Raf+V4QgEAoFAIBAIBAKB4L9Dty09CA0NVWb15X8DnD592i22vLz8gq/jcDg8/ldYWAg4pYB8TO6F4OPjw+TJkwH48MMP3c4pH7viiis0x6dPn97pc9avX09raysXX3yxIkJ+shQfhEMrtcdMQTDpif/OeAQCgUAgEAgEAoFA8F+j20RBcnKykqwDZGRk4HA4WLNmjXKssrKSbdu2/VdK9R9++GHA2Uvh5MmTyvHdu3fz1ltvERgYyNy5czXPmTdvHoGBgXzyySesXbtWOV5eXs6jjz6qOe9PFocDPn8M6NCYceIfwO/8O0oIBAKBQCAQCAQCgeDnRbeJgksvvZTs7GxFFlx55ZWEh4fzzDPPcPPNN/Pb3/6W4cOHU1dXx0033dRdl/3OTJkyhQcffJCqqioyMjK45pprmDZtGuPHj8disbBkyRKlCkImNDSUJUuWoNPpuOGGG5g0aRI33ngjKSkp5OXl8cADD3DxxRf/6K+lWzn6ARTt1R6L6AfD53qOFwgEAoFAIBAIBALBz5pu61Fw++2309bWRkVFBcnJyfj5+bFmzRpuuukmPvjgAyXukksu4Y9//GN3XfZ7sWDBAjIyMnj99dfZvHkzRqORiy++mCeeeIJx48Z5fM7111/Pjh07+Otf/8qePXswm83079+f+fPnM2fOnB/5FVwgLbXOHQ0u+h3oXR+5ZGmGzU+5x099DvQXvpWGQCAQCAQCgUAgEAh+unSbKOjVqxfPPfec5tjkyZM5ffo0X3/9NTU1NfTt25ehQ4d21yU19OjRA4fDcd642bNnM3v27O917rFjx/L5559f4Mh+IGpOQVAi6LooCqkuBJ8QePdaOHcQKk/CtW8psiA4ayk0lGifE9IDek76wYYtEAgEAoFAIBAIBIL/bbpNFHSGn58fU6dO/aEv88vi3CFYfjWkXg/T/uFZFuR9CatnQlAcVBc4j2W1N2W89i0MDcUEHVvu/ryaU7B3EYy8+wcbvkAgEAgEAoFAIBAI/nf5wUUBQE5ODllZWSQmJjJixIgf45I/PRx2aCwH/8jOYxoroPIErJkJrXWwf4nz+LR/aONkSWBrc0oCgw9YW5yPtcuCsLoqdHaz+zUSRkL6jG54QQKBQCAQCAQCgUAg+CnSbc0M33vvPSZPnkxmZqbm+O9//3sGDhzIzTffzOjRo7nxxhux2+3dddmfD3VnYdkV0FDm+fHGcnjnCvjsd2C3uo7vXwKf/dYpGkArCWQGXuNcgiCT9SF+Z7e6XyNuGNz6IZgC//PXIxAIBAKBQCAQCASCnyTdJgpWrFjBoUOHyMjIUI5lZmby97//nYCAAGbMmEGPHj1Yu3Ytq1ev7q7L/nywtEBlLrxzpbssaCx3Hq/IgfJsCE4CLz/X4/uXEJ75HD7Fu2DVDK0kSB7vlATRg0DSd3790J5w+0dCEggEAoFAIBAIBALBL5xuEwVZWVkMGjQIb29v5djy5cuRJIn333+flStXsn//fgICAli4cGF3XfbnRwdZoG+pckkCGYM3XLfIuaSgncATHxLz5XzouJygcAfseQMKt4PD5vmaRl+4a6uQBAKBQCAQCAQCgUAg6D5RUF5eTlxcnObY1q1biYyM5NJLLwUgJCSEiy66iJMnT3bXZX8+GEyu/90uC7xqThDzxV1aSWAKcvYneO82V9+B/5ToQeDl3z3nEggEAoFAIBAIBALBT5puEwW+vr40Nzcr/66uriY3N5cJEyZo4oKDg6mpqemuy/58CE6E2CGuf1fmEr/uZrzqC7VxrXXOBoWObuzzcHYPfHQP2KznjxUIBAKBQCAQCAQCwc+abhMFPXv2ZPfu3VgsFgDWrl0LoFQTyJSWlhIZ2UVn/18qks7ZIyBmcPefW2cEnXaDC7tkwKHuWZD1oZAFAoFAIBAIBAKBQCDoPlFw5513UlFRwfjx43n44Yd55JFH8Pf35+qrr1ZirFYr+/fvp2/fvt112Z8XPsFw/eLuO1+/K+CubRCUoN0pIWEkp2/eSvG0FW67IQhZIBAIBAKBQCAQCAS/bLpNFMydO5ebbrqJzMxMFixYgNVq5a233iIsLEyJWbduHXV1dUyePLm7LvvzorEc3ru165iAWIjJcNvBoHbgbIovW6LtNZCzHtbcAjUFrmMJI+HWD3F4+WMO6wezPnGXBXtFs0mBQCAQCAQCgUAg+KXSbaLAYDCwZs0aCgsLyczM5Ny5c8yYMUMTk5yczEcffcSdd97ZXZf9+WC3ue9u0JHQ3nDZs1B+XLuDwdgHqR7yAG1Rg+HWD7WyoOGcayvFdkmg2d0gJl0rC/peDsPndd/rEggEAoFAIBAIBALBT4puEwUySUlJDB8+nICAALfHMjIyuPrqq4mKiuruy/70qT2jlQQxGZy5bgOtYQNdx6rzYMvT4K0SAWMfhClPgyQ5/5002l0WjLoPBl7nLgmUa7XLgvRb4KblYPDq3tcmEAgEAoFAIBAIBL8gqhrbunzc4XAoMY1tVqqbzF3GVza20Wx2LhHPKa3HZnd0GZ99rv57jNadbhcFggvEpvoixQ6GWZ9g9Y+l9JI3tbsh1J4CrwDwDXOXBDJqWTD1eZj8BNy41LMkkIlJh2vfFJJAIBAIBAKBQCD4GdHQaqHVYusyprrJjNXm3FUtp7Qeh6PrJDSn1JmEmq12duVXdhnb2GblwOlqALafqOCbvK7jP/m2mKziOux2By9vPkF5fWunsWarnb9vzKG+1UJxbQvPbshWXkdn435p8wkcDgcfHSrivX1nuhzLoh0FbMkuo9Vi4/5VBzlaVNdpbF2zhbuW7+dUZRPLd59i0ovb+PZsrcdYh8PB/32Ry7RXvyaruJbZS/Zyy6I9ncqCioY2Zi7cw53L9vFVThnX/PMbHvngcKeyYN3hc1z5+k4qzyMrusJw/hDPfJflA5Ik4efnR3x8POPHj2fUqFEXerlfDrGD4faPnY0NqcbuFeDcDeHda+HcQWdMWC+4YgEEJ7hLApmk0fDrgxAgqjcEAoFAIBAIBD9/7HYHOl0n98YeYsxWO16GrudN1TENrRYCTMZOYx0OB41tVgJMRr7KKSPUz5uMhOBO4z8+VMyg+CCiAk08vvYoD1/Slx7hfh5jqxrbeOrTY/z5yoEUVDSyeGchr84YjI+X3mP8xqwSNh0r48kr+nPnO/vx8zKw+I5hmIzu8eX1rcxYtIe0uCAuT43m16sPMWt0D56Y3h/JQ66xeu8ZHl97lMempnDwTC1fHi/j5ZszuDojzi22sc3KHUv2klVcxwMX9+aVL/PQSfD2HcMZ2zvcLf6jQ0U8/P5hAk0GRiaHsSm7jHVHzrHmrlFEBpo0sWarnftWHmDL8XK2n6igttkpC8rq23jppnQMeu1nm1Nazy2LMqluMnP4bC07TlYg+5Cbhye6jeVf2/N5/vMcDDpIiQ7k2Ll6dpyoYOW8UaTFB2li65ot3PZ2JkeL68gsqKK+1Tnzf/vbmbw7d6TmeyBLgje25QNw7Ru7sNicA7ll0R5W3aXNmSsa2rhl0R5Oljdyshz2FlZjd8DaQ8UA/N+N6Zr4dYfP8dB732KzO6hpshDu7+322r4LFywKli1bhiRJ57VNgPIFGz58OCtXrqRXr14XetmfL15+HSSBCp9glyzwCYEZq8Bo8nweNUISCAQCgUAgEPzsaGi14Odl6DIprm+1ENie1BbXthAX7NPlOeWYFrONk+UNDIrvPMGtaTJT0dhG36gAVuw5TZ9If0b2DPMY63A4eGNbPlP6RxEf4sPT647xu8tSiAzwfC9b2djGC5/n8NSVA8g+V8+/Dxbxt2vT3JI+mY1ZJRw4XcOjl6Xw8AdH6BXhx0NTPO+w1mK2cdfy/UwfFMPwHiHMXrqPZ69NY0LfCI/xB05X88Dqb3nztiF8fbKSVZlnWHP3KBJCfT2+zj99eoy9hdXcO6EXj3x4GJNR75Ykyry/7yyPrT1CuL8XMUE+HCmqY9+palbfNcpNFlQ1tnHLokxyyxo4fKaWqiYzLRYb85bvY/Gs4W6yYGNWCfevOoTV7mBrbjk1zc7t6+e9s5/FdwzTxMqSoKCiiYKKJj49fA6HA97eWQjAE9P7a+JlSQDwwsZc5fhv3vsWQCMLZElw4HQNAP/3xQnlsbnv7OPtO4YTo/pYZUngcEBdi5VN2WUAFFQ0MWPRHtaoEmi1JAA4piqz//TwOQBeusmVQKslATgrG2Qe+7fz9QxXfYVlSQBgtbvOX99q5dbFe1g5bxTyp6SWBHKMTEOrVZEFcm23WhIAWG2ufDqntIFbFu3hxakx+HrpNZJARv1TL8uC+cMCkSStJPhPuWBR8Kc//em8MQ6Hg+bmZgoKCvjqq6/Yu3cvF198MYcOHSIkJOS8z/9FERjvWRLI+ATDrI9B7/3dJIFAIBAIBALBTxyrzd5pgugpptVi8zhjqkaOsdsdNLRZCfLpfIbYbLVjsdnx8zZQXt9KqJ9Xl+M5V9tCTJAJSZI4V9tC7PdIzk9VNdE/pvNlotVNZupaLIT4Grl1cSaD4oN59ppUj7KguLaFGQt3c93gePpFB/DAmkP89ZpUj7OmAO/uPsVf1h/n5ZvTWZl5hkNnalk6ZzijPCT/NU1mblmcSVl9KzOGJ/DGtnx8vfQsnT3cTRY4HA5e3JTLP7fm8/bXBcQE+3DsXD0HTtew+u5RbrKgstGZFJ0oa+Tbs7UU1bTQYrHRbLax4OYMt/denRBvOV5OYWWT8lhHWdBidibW3+RVsTOvEn9vA41tVu5avp9Fs4a5yYIDp6uZ9fZemsw2bvzXbtqsznL2GQv3uMkCWRIs333aee32pNlic08SwSUJHA6oaDBT0eBMXkvqWpm5aA+rVQmxWhIAFNW2KI99k1elyAJP7wmgSAKAnXmVzHtnP09NCMeglzSSwBOyLLh1gPNzUkuCjtgdLlmQFghtVrtGEgAEmgxKEt1qsTP3nX28fkU8PSP8NJJAJi7Yh+L21yvLggWXx+LjpddIAoBgHyM2h4OG9vPLsuCBEYFUNLQxf2Wmpqw/NTaQLJVceOzfR3lxajRDEkM0kgBAJ8HQpBD2nXK+FlkWvHFVAqF+Ro0kAOgd4Uf/mEDWHSkBXLLgjaviOV5SzxtfVyuxXgYdL92Yzj+35XO8xDmenNIGln7Tyk3DErjnY60kGBQfxONT+3PPiv3Ke7n2UDGx+gb6RPnz8Oc5GkkQHnDhy8p/UFGgprm5mXvuuYeVK1eyYMECnn766Qu99M8TSepcEsiYgrp+XCAQCASC/3EcDofHUtbOYr5PKbHD4cDuAH0X8Ta7A53krHZss9rwNnSdVKpj6losXSaV6phWi43GNmuXJZ91zRZ0OggwGdmVX8mg+GD8vTu/NduWW86YXuHoJNhwtISr0mM7fS9bzDa25pYzLS2GwsomzlY3M76TWVOAw2drcQAZCcF8dKiIkclhnSa5DoeDlZlnuGJQDBISL285wWNT+3VaAl1S18KSnYU8NrUf646cI7Ogmr9dm9bp5/rW9nwaWq3cM6Endy7bx9TUGOaOS/YYW9nYxm2LM7lvUm+iAry5f/Uh/nXbEIYmhXqM//xoCc+sz2bZnOEs332azELnDG5EgPvnZLbauX/VQaqbzDx7bRp3LttHRkIwr8xwT1jB2TjslsV7uCYjjqFJwTz8/mH+fsMgrh0c73Esb+8s5O8bc3jtlsEs3XmKrOI6ls8dweBE98m06iYzty7OpKKhlWBfL/LKG5UZzmevSdXEypLgbHULr3x5Ep3kTOLkWdOOsuDd3ad48pNjANy/6hByijFn6T43WSBLAjmhkWdFm8025izbx9LZw5G/ZWpJAFDdbKG6PWnNr2hi5sI9rL7blRCrJQGgSY7WtydcC27OUI51TIjVkmDBlpMAXNXT+fOklgQyjW3OJMtstSuyIKH9x08tCQBFErjeX6cskFFLAgC9JGFrz3jVSWJcsI9GEsj0ifRXXq8sC167Ig5vg45fqSQBQN8ofxparZTUOdfty7LgqQkR5JU38OCGHOU9AZg3rgefHS3lXHv8zrxKVpqauCo9jnkfaSVBRkIw903qxQOrD9Fqcb7mt3cWEmYPIdzfm8c3laLmuevSaGqz8tcNxwGXLHj+kii+PVvHgdOu3gJJoT4snT2CpbtO8e4e53vVarGzIvMUfSMDWPitVlb8amJPpvSP4g9rs5TXX1DRxL925GMy6NmS5xIgQT5Gnrk6lTarjafXHaOxzfm5fXr4HI76MprNNqpVpx+RHML8Sb3ZllvB0m9OKcc/PnSOr3LK+eyU6/PWSTB3XDIZCcFISOw95Uzy61ut/Gu787t9tMz1+yDUz4vxfSPQ6SR6RfiR3/7+NrRaeWu7vGW9M16SnJ/96n1n8PfW4+ulp7n9O1dW38ZrX+Vxstx1bh+jHrPVzjMbsgn186KxzYr8UX97tpZvz9Zis7viH7+8H6+u+y+Igu+Lr68vixcvZvPmzaxbt06IAoFAIBAIfmE0tVm5d8UB7p3Qy+PaVHAmC/etPMhTVwygxeK86Vs8azjRQZ6r6TYdK2XhjgIW3zGM17/Ko6S+lVc8zDyCc+b5tx8cJsTXi/sm9uK2tzOZPSaZW0Z6nmU9VdnE7UsyeXL6AJrNNv706TGWzhnOEA+JHDibXi38uoBls4fz/MYcSupaWXXXSI8l1nKpqpdBx6zRSfz2/cMMTgxm6ZwRHmXByszT+laZygAAIABJREFU/PGjLKb0j8TboGfD0RKyz9Xz+8v7uckCdVJ038RerD1YTHWTmbdmDWVSSqTbuQ+freW2tzPBAbeOSuRf2wtIDPVlzd2j3GSBw+FsLvbqV3mszDyNJElkn6snt7SBJbPdS6BL6lqYuXAPp6qa2XuqmiNFdTgcTmHzwvWD3GTBW9vzea59Ju/fB4soqWtVZvE6yoLKRmdzr5PljTy4+hBGvQ6zzc6st/eyfO4IN1nw+dESfr3amVhe/fo3tLYnf/IMrloWyJJALn2+8rWdmG12ZXbzlRkZmnPLkqC22cKyXad4Zxc4gIffPwzgJgve3lnIX9ZnA3DPuweUpFEeu1oWyJJATs6rGl2zoqv3OhuxzUv3Q5K0kkBGXYHcscRaLQkA1MXKLRabIgsicX6v5qvGARDsa6S2PfmXZcHrV8bRI8xPIwkAjHqJhBBfCtoTelkWvDwtFgm4VyUJAHpH+lPR0EZdi/P8six4aGQQuaXuCfE1GbFsOFqirPVesOUkARPCGNc7wk0SxAaZmNQvkpWZzvdPlgWvtyfn9316QpEEADcOjaeopoXdBc5zyLLgtSvi+Ca/kuW7XQ3rfIx6lswextqDxXxwoAhwJonLvjlFSnQAbxxwJf0A90zoyfg+EbywMYcj7Y3ySupaee0rp+zIVSWh8SEmZo1Ootls442t+dS2vzff5FXxlwZnKb1VlSiO6BGC3SExIjmUTcfKaG5vaJhf0cTLW05QUOGK9fPWIwFvbssnNtiHwsom5Xu5K19+71zxwb5GXvvyJDaHA39vvZKc2x3w6eESt/jT1S1Mfmk7HbHaILukgY499t/cVsCb2wrc4utbrNRj1cTXtVh4YM0ht1hQV1S44vcW1rC3cJ/H+PoW7bntDlj0daHHWE9UN5lZopIPXeFwaJdMnI8Wi42c0obzB+KUBPdM6MWr3/ns7vxoogDA29ubMWPG8OWXX/6YlxUIBAKBQPBfpqnNyuyle9l3qoa9hdUsme3eyEo9o3jzW7uxO5w3RnIi11EWbDpWyn0rD2K1O7jkpe1UqBKojrJAlgSffOssR/34UDG1LRb+8JEzceooC05VNjFj4R5K61u5d8UBHDhv6uRErqMsWLSjgGc/c86qXfPGN6rGVJlusqDjela5NHffqRrmLN3L0jkjNOeWJQGgKbV9a4fzJvr3l/dTjnWcOVWvg71n+QE3WSBLArlc91/tM15nqpvdZk3VkgDgeInrhnV3QRV3LtvHktmuEmi1JHBey1WaKydQL1w/yPV6VJLA+XzXbKScVE+Kdf5bLQnAmeCa2zudN5ltyuckf0pqSQAokgAgr7xRU+5tszs0kgDAouqivuGoMwn6zaggdO2iRJYEynulvGcuWZDeXhiqlgRyjExDm1UZexDO5Ltjcp4Y5ktFQ5sy87h67xmipCDG943gwQ6SYERyKJenRvP0Otf15BJrq83Bk5tdr1GS4Pnr0sg+V8877bPjsix4cWo0W3MrOF7i+hnrG+XPW7cN5Z9b8/nwoPPzbDbbeHf3acL8vPjwpOv9MOglHr6kL70i/Xn+8xxlFju/oolX2mf/T7iGQmKoL/dN7EVlo5kFW04or3X9kRLqy4uxO7QJ8cX9IslICMbLoOPDA0WKHNmaU8HWnAq+USXb/t4GJvWLxM/bQHp8EIfbk3Oz1a5UBTSZXfG9IpwSJibIRIS/NxXtXeSLa1t4abO85r59hhhnAv2b9w7TYrEp1RzgrEpwigBtQvzW9gLVTLMLT437i2paeeLjY+4PdMLeUzXsPVVz/kCgqc3GoU469HuittlCLZbzBwr+K8y7qOd/fI4ffXtEHx8fzOau94gUCAQCgUDw38Ns7XxrqY4xFpv9vNtuNZutfHjgrDIz3Ga1c+eyfZotsjqWHTeZbbS0n7ewsomZi/ZQqkoc1ZIA0EiCDUdKePC9b5UtsuwOh0YSAMpMHMAfPjrKqkzXFllqSeB8viuZa2xP5A6ecd18qyWB8z1xZX555Y3csiiT8gbnuVotNrf1rEa9a1ZdlgVyqbNaEsgYVLPwb+0oUNbSWmwOt5lTdXWC2WbnnuUH2JrrlA3FtS0aSQAQ7u8qU5VlgTyjq5YEAEadRJifK16WBRabg/pWi0YSAPSLDtCM54MDRTz2b2cJ9jd5lRpJoNdJzBqdhLrg4C/rs9ldUEVTm1UjCQDS4gK5fohr1l6WBWerm8k+V6+RBAC/ntybQaqu5bIsqGux8P7+sxpJEO7vxb9uG0KIr2vZyYajJXx4oIhzta1ukuCKQTE8qWoAJ8uCw0W17C6o0kgCneRsuHbjUNfYZVlwsqyRZbtOaSRBjzA/HrkshXvG98RL9b3Zf6qGlzad0EiCYF8jvkY9209U0CfSHzUfHzqnzNDLRAeaeHtnITvzKgk0uT6nFouN1XvPan7+AE6UNTLpH9sVSSBjsTkordduyWa1OXhhYy53Lz/gth6+zWrXlPaD87v38PuH+dtnxxVJIOOpR9uXOeX8eV027+8v8vi4msY2Kyszz7BwR4EiCboiv6KJ9/cXsfZQsSIJOsOBU3CV1rdS12I571gEgh+KrrZO/K786KLg+PHjREa6l70JBAKBQCD477PpWCmXvryds9XNncasyjzDVa/vpLSuhV+vOsS8d/Z3KguclQT7OHC6RlM6LsuCgoommtqsGkkA0D8mgAxV13VZFtS3WskpqddIAoDbRiZpEzlZFtgdrD1YrJEEwb5Gfj25t2acf/joKPtP1VDdZNZIAoCL+oRrEjlZFpytaWFXXpVGEugkeOH6NNI7JKG3LMqkorGNZbtOayRBn0h/Pp4/lqQwV2O0fadqWLHnNLvyqtwkwQvXp7Fk9nBNkvjWjgLWHz7HisxTGkkQE2Ti3/eO5q6LXO+72Wbn7nf2szm7jGXfnNJIgulpMXxwz2jN+36mupnFOwt4b/9ZN0nw5BUDePHGdCJUfRh2F1Tx6pcneGNrvkYS9I7w496Jvbh3Qk9Mqu3oPjhQxJ8+PcYXx7Qz21ekxRAVaGLqwGhNh+/Pj5bywsZcjSQI8/ciNS4YPy+9JiFuMttY9HUha/ad1XxXBsQGcra6mfgQH03PibzyRv6x6YSmUsKol0gO92Pl3rMkh/tpJE1WcT3/2p6vkQShfl6U1bfyRXYZSZpmd/DvA8V8flS7xjsmyIeFOwr49mwtAarkvKHNyrt7Trsl56eqmrh/1SFe3nISs63rJKC22cK2ExVsy63QvF+dUVLXyomyRvIrmjRd2wUCwfdDJ4HJqMP7PFtv6iRIiQ5gWFIIGQnB+Bi7jvfz1jO+TzhT+kdpRKcn1h4q5pEPDn/vsav5UZcefPLJJ3z77bfMnDnzx7ysQCAQCASC78CmY6XMX3UQi83hsbM3OCWBXK4/5aUdSkMwT9tuNbVZmbNsH3sLnc2frkp3NqWTO2m3We0s23UKgBOq0uDoQG+mDowGoKKxTVkXXljZxItfOLfjUpcdj0wOJdTPyNTUaD46WKyUlW84UkJdWXF7lDPe26BjQt8ImtpsjO0Vxjf5rsRa7pJdWq8ei4mIAG9sdgdJYb6cbk9+G9usLNqhbUwF0C8mkM+OluLrbVC6qoMzCX3ty3pNvJdeR5vVzr0rDtBmsaOXQM79Tlc1t1/LdW4J+P3ao5pSdRlXebErvqSulcte+dot1mJ38PXJSrf4DUdLlLJ6NXXNVuqa6zWxFruDpz71XAJd1yInma74vIomHlrzrcf4jjgc8Mnhc/Ad73GrGs3KWv3vQva5erK/47pgi82hVMJ8F6qbzJrO6uejWNXBXiDobox6CS+9DoNeR2ObtcsZ5iAfIwNiAjHoJcrqWzXi1hO9I/0ZnBCMzeFgx4kKKhs7/95LwLS0GNLigzheUq8Rt+CUgx3Hfe+EXvSO9Gfx1wUcLXb9vOp1oOvwhOhAb35/eT8a26w8/3mu8nsXINDHQEuHqpQxvcK4f1JvNhwtUfpUyOOIDTZBmfa1PHhxb8b1juAPHx3VSLcQXyMBJiOUuYRegLeeFXNH8kV2mWbpl5dBx22j4jl2rp6dZc7XY3c4d0p5beZgnt1wnBaLq7ImLsSHG4fGU/VVhVJV1NRmo7yhjTvG9OCJj7US+bKBUSSH+3Pk07Oa3RAa6luJDrywHfMuWBScOfPdfiE3NTVRUFDAunXrWLp0KXq9noceeuhCLysQCAQCwU8Cs9WO13lmE9QxDa0W5w1HF8gx9a0WHHYI8u08vqKhjQCTAZNRT155Y/s62853AzhZVs+qvWeUsnlPnb3VkgDQ3Ix13HaroyQA50z53HHJ9I3y7/ImtLS+jZfb1y1/FzILq8lUXacr2qx2t5vUriitb2XtweLzB7bzXRNQcM7un+micqMjDuX/CASCC0UngUGvUypVOi576EiwjxGTUY9OgrpWC01tnS+1Mhl0jOkdTri/F0U1LaomgJ7xMer43WX9iA705vnPczhb4xJHoX5GZ5+VMlfFSoS/FwtmDKagopE/f3oMdVHJoPjA9ioe1+sZkRzK365NY86yfcoSIoD4EB+uTI+lYGOJshtCXYsFvU7ikgFRPPWJVgJenRFLiK8X+9cXKbsh5JU3MrpnGNkl9RpJ0CPMl99dFkdWcR07y5zLnBzA51klhPgZFSErMy0tmlE9w1iZ3apIZIvNwcId+QyMDdJIgnB/b+6bFEeAyUDN5nK+be+pUFrfxoubTtDYatX8XZqWFs1vRgVTXt/GoXVFSvXPrvwqaprNmuohvU7ixmHxpMYGMai/XlPN9cqXeXx4oFgj9vpE+nP3+Bh8vQy0mOr56JDz70RDm40b39qtqfjxMuhYePtQEo2N9IkMoMQeyIeqRpd3LtunWaYyKD6IO0ZHYTLqWTVvpGankZzSBrctKh+/vB9jE5zf6JXzRnHr4j2KLGhosRLd+a6rXXLBSw+Sk5O/03+pqalcddVVLFy4ELvdziuvvMLw4cPPfwGBQCAQ/OJxOBw4PE2fdoiROVJUi/08a/IOt99YtFpsylrtzqhrtrC7/UYvq7hOs1bYE7vyKymqaaaoppnLFuzgMw+zszLHS+qZ9OI2dudXsSrzDBf/Yzt55Z13M3558wmufG0neWWNzHp7L7cvyaSu2XMjqfL6Vm5+azd3v3uAbbnlXPHa1zz1ybFO38t1h88x9ZWdpMcHMba3ays0WRbUNlvYf6pGIwkAHrkshVhVg8GdeZWszDytNC5USwKd5Jzh/uuG4+edqRIIBP85Ib5GUuMCSY8PIj7E81aXagbGBnJ5ajSXDojS9CjwhEEnMXNEAk9O78+EvtqmpHodbjt3eBt0PHVFf966fajbWAJ9DAT5aOPjg02smDeCJ6b3Q9/Bb/aJ9MfUoUT7kv6R7HhkIiOTtU1Gg3wMXJ4arekDYnfAfRN7sequkZqlJADDeoQwrkOT1WaLjeevT2PKgCiNJPAx6rl9dBLJ4X7KsVarndzSBnqG+ys7JMhclR7D01cN1CxjarHYeWlzLi9szNVIgtS4QO6Z0It7x/fSbGta0Whm/qqD/HldtkYS/O7SvtwwNIF543oSp9qp5Ju8KqYu2OG2BeKsMUnEBJlYc/dot9/hHSXBc9elMTQphJ4Rfrx9x3DNe//untNKM1ZwSoI1d48m0GRgTK8wnlD16rA7YMWeM5qKqD9dOUDZfvOJ6f07LE9zcPCMq7liuL83a+4eRYS/NyaDnuVzR5CR4FomVVTTouk9My0tmldmDEYvScQEmVgxdyTBKrneURK8MiOD1FhnOf+tI5N49lr3bUdl+kT6s/ruUfh5G5AkePHGdK4dHKc87kkSTGxvIitJziauN6i+B2qJPyg+iHfvHInJ6NxBJsTPi1XzRtI/JlBzThl5dwOZtPggVs4b5foZ7np34S65YFEg37yd7z+TyUSfPn2YN28e+/fv57777rvw0QoEAoHgF4Pd7uAPH2Xxf1/kdprgmq127nn3AO/sOsX6I+e49o1dPPVpVqeyYOk3hVz9z294eVMud797gDuX7eP9fWc9xtY1W7h9SSZ3LNnL0m8KuHVxpmaLso7sOFHBnKX7uOHNXdz4r90UVjbx69WHPMqC4yX13Lo4k+LaFmYtyeQPHx2lvKGNGQszPcqClzef4JUvT3Kqqplpr33Nt2drOVJU51EWlNe3MmPhHgoqm9hxooI7l+2j1WLn3T2nPcqCdYfP8dB732KzO3jlyzyGJYW4yYKXNp9wmwUamRxKUU0zgxND8DG6tsTLr2jihY25buXaoqmX4IfC26Aj0GQg2NeIn7e+y1gJiAzwJjHUl6QwX3y9uo73NugYEBNIekIw/aID0Ou6vusO9fNiZHIoo3qGavpOdMbA2EAuHRDF5H6Rmh4FnjAZdPxhWj/euHUI0YHemsd6hPtyx5gk/FSvp6bZQlpcMNcNcW7tJyNJcM3gOK5Kj9Gc49i5eob3COFsTYumR0G/6AAem5rCyJ6u7SatdgcfHSzmaHEd20+4mpJ6GXTcMjKJR6emcPuoJOV4m9XO/32Ry1/WZ2vGkhYXxP2TejN/Um/S1UlfbSu/ff8wz32e65YQ3z46iTvHJmuSvs3Hy7nuzV1kFrp+78QF+zB3XE9G9wrjn7cM0ciCBVtOMmPhHs0WiDNHJHLloFguHRjFvarEy9zeT0XeEQGckmDZnOH0ifTntlFJjO6p/Z35/MYcTUL87LWpDOsRqiSJalnQ1GbTVBalxgWyYu5IfIx6DHqJhbcP1ciC2maLZgnB7y7ty/2T+wDO/itr7h6lkQXqcvaMhGCWzx2ByeD8niS2J/ZqWaCWJ89dl8bMEa4dYcb2DtfIAr3kWjYgSwL17jTzLuqpkQUxqsf+dOUA5ox1iQFJkjSyQCc5+4mASxL0VvUgCTQZNbIgPsRHKbGXJYFRtfNNalyQRhZMTInAoJMUSXDFoFjUqGWBt0HiykHOnxdZEoSrerPodZJGFgxLCuaui3q6SQJ1vCwLAkwGVs0byeieYYok6FgtqJYF4/tGsO7+scQEmdwkgYwsC0J8jRe87AD+g6UHdvv5OyILBAKB4OdPbmkDfaP8uyxrzy1tICU6ALvdQX5FI32iAjqNbbXYKK5tYfHXhZp1x49clqKJM1vtzF91kM3ZZWzKLlO2oVqxx/mcZ67SzgYs/aZQ2SLsFVVTtsfWHgHgpuEJyjFZEsh7Wj+9ztWs7tbFmaycNxL1bfqOExXctXw/bVa7ptu3ze7g16udezv3a590kiWBvI5Z3SG/stEpC9bcPVIx+bIkUL9uGVkWPH+Js0RRLQk88e4e543unEHOBEYtCWTyyhuJDvTBZNQpJaae+D7l/j8WkgQ4uq7O1+skTAYdkiThcDhoNtu6jA80OXsNSJJzOYV6xqojOgmSw/3wNxlx2B3kVTS6dWxX4+etZ2yvcPy8DZyuatLMnnkiJsjEVemx6HUS6w6f08xAemJkcigTUyIorWtlzb6zXZZY6yWJmSMT6BsZwFc55Ww7UdHlucP8vHhoSh/0OomXt5ygosFVeuzrpXdbC50WF8QzVw9kw5ESFu907Umuk2BYUoimwSPAtYNj+e0lKcxeupc81WxoXIgPgxOC2bWlTLPt3KNT+xEbZFJ+3mSm9I+ktsXCzjLn+R04e2e8OjODJTtPKT0nwLm7wV0XxfBZVimUtSnnNtvs/HF6f+avOqh5XalxgVzUJ4Jj64qUvdqrm8yE+3uTkRDEs5+5dnHQSXDD0HiazValHBsgu6SeGSMSWJV5VtNYsn9MII9dGsXm7DJlPXOr1c4rW07ibzJQpvo9MyI5lNtHRWDU61g+dwSz3t6rJMAdezfIieqQUOd4n702QlNi/cz645r4ftEBrLprFLVlRUxPi6GSIGXrxFarnY9Vy3jU5dUAz1w9EHD93mmx2N0kwYq5I6kqdcra5XeOYNaSvUrVV1mHnRPkhLigoIDoIBOr5o3S7DihLn+PC/Zhzd2jsNQ6m0deOjCaf94yROnBAtrfvTNHJPLsNamcOuX8bj421fn35l/bnWvM1V9nWRKM7BlGQUEdRr3EktnDuXPZPqWKQP3789lrU7l1ZBIFBc6eJrr2JBGczTz1EgzrEUpmYbUiCYJ9vZB/u5qMehbePpS73z3AjhMVjEwOpabZzImyRo0kkEkI9WXN3aOYsXAP5+paeHLaAN7bfxYfL+csfKDJSKUqXpYFMxbuJiU6gAen9OHOZft55LIUjSSQkWXBvSsO8I8b09u/lydYOc99C1twbdO37vA5ls8dyXv7zmDU6zSSQEaWBXqdRFpcEJcOjOKPH2Up/Qo6IsuCJz/O4vHL+2Ox2Xl7ZyF/nN5fIwlkUuOCWDlvJBuOlPDIZSlszi7DbLO7SQKZW0cmoZckEsN8Gd0zjPSEYK4ZHKeRBDKyLOgd6c8dY3rg56VnxogEekW4j1uOf+H6Qcyf1JvkcD+WzA7GbLNrGqyqCfHzYvVdzkoDk1HPF78ZT2AXyxXT4oPY/ugkRr934S0J9X/+85//fMHPFnQLb7zxBgDz58/XHK+pcVrRkJAQt+d05PvE/tDxYixiLGIs/3tjabPaMOh0ncY7HA7MNjsGnY59p6ppMdsIbd/2zNO5t+aW4+ul5+sTFdz2diZmm50xvcKQJMktfvnuU8x9Zz/BvkZWZZ7h6XXZDO8RQnyIr9v5Wy02frXiAC9vOeFcRtB+c7bvVA0Wm50BYc5ZEL+AIEUSyKjTkiNFdVQ1tZER6YUkwcfZtZp9xDuyJaeM2CAfYn2dW/3N/3euIgnAWUYr79HeYrHxeVYpE3r44u9t4GiFVZEEMiN6hCplig4HbDxWytBoLxwOB3PXHNc0O7t8YDRJYb4Utif3zWYbnx0tZWKyL3sLqvn7NtfWY0a9xIs3pFNQ2aSco6y+DWtrI0mhvvzqg1yNJBicGMzfrk1lc3aZclN8pKiOMKOVVoud33x80m2m/2R5I8dL6jVd4hP9nf/7TNP5axi/TyxARpSB3lH+7Fftz+6ll1g4axiX9I9k07FSzWc7Iz0UJMiqdCXgyeF+rP/1OKoazeSUuioygn2N3Ds6mtNVzeS3F4I4HM6k4ZUZGWw4UqpZzzq5px+je4XxZYHrPWyz2nl8Wn8Gxgay+bjr+6aT4OEJcfgY9WQWOxMaB87k49lrUvkmv8qtVPWPUxIorm1Rxm6xOZAkifF9w/nggLYPwgMXxXBFegy7i1qVtcWNbVYcDgflDW1kq8pm44J9+MvlyfSJ8mdTXqOSzBbXthAZ4M2Go6UaYXH9kHgenRSP3eHg6zMtytiPn6vHz9vAF6qfKy+9jkcnx3N1eiwnahzKa2qx2Mgta2D/6RpK61wJ3bCkEP4wJZHBiSHsPNOiJL/lDW3szq9ia65LQDhn8gZzUZIPPSP82ZLfqPyc5ZQ28OGBIkpUyeKg+CB+NyGOpDA/MnrHsynb9d3YcaKCz7NKNLPPj1yWwpRe/vSNCsBi8CWrXUZYbM7ZcLWACPf3YvVdowg2WEiNDeRopVVJVKubzHx8qFgzM3vFoBjuHB5JoMnINSP78tnREiUxPFneqGoWKW+BmMGgSAPxIb70iI1ku0rEbM2poFK17V7/mEBWzhuJvbWRlOhAWiQT2e2VTBabg2ZV+fuI5FCWzRlOS6Pz8YHJsYzqGcqGIyXKz7z8kyhLgpuGJSi/dyekJRMR4M1XOU55oZck5T2VJUGon5cSf+2ovtQ2m5VtBRNCfKhvtWpmTuXY0NBQJqVEUN1k5khRHf7eelLjgimpa1UkQZCvUYmPiQxnWloMuwuqKKtvZXgP59+QhlarJiGW4/smRjO+TwQbjpbQZrVz34ReZJfUExlgUhqxqv++9Ir0p190ABuPldI3KoA5Y3uwK79KkQQ6naQZ+9jeYbRZ7ew/XcMDk3sTEeDN2eoWRRKoxxIZHsb0tBgOnq6h2Wzj/XtGEeLrxdWDY7l1ZJImNiQkBEmSmNI/ivKGNuZP7s0jl/VDL0k8c/VAgn3d//Ya9DouT41Gp5P427VpXJUeS3K4H3PH9VS+C+r4IB8jlw6IIj0hmJkjE5mWFs0Nw+KVxLLj3+kgXyOXp8Vw0/AE4kN8mTEikWE9Qj2eGyAx1JdbRyYxMDaIlOgAZo5I1MyCd4wfkhTC9UPi8fM2MDQplMGJIZ3GSpLERX0iSIkOwKDTcenAaOV+xFO8t0HP5akx+JsMBPkYmZgSqan86RgfGWBibO9wJEmiV6Tz90NnseCUCwmhvkiSxJCkEHy9DJ3G6ySJEcmheLXLaPW4O4sPaf+8jXqdstygs7GYjHpn34r2193VueWYzvLM74IQBf8DCFEgxiLGIsbicDg0M/KeYuWYVouNpz49Rlp8EH7t60A7xtc2m3l6XTYjk0P5YH8Rv//3EaamxniMdzgczlnrLSeJCjIx7539fHr4HJP7RWpuEOVzb8wq5VcrDvDxoWL+fbAYm93ZFdxqd8qC2tpaJX757lPKesdtuRVktyegG46UKLJAPr+PfyC/WnGArbkVtFnt+HoZcODQyII4XztJYX788bNCjSQI9/fm2WtS+fpkpSYhDveyUNVk5qmNp5RYSYKXb05nXJ8Itua4Zva25JTRJ1jHpuwyvlIlin0i/Vn7q9GU1LUq3Y5bLDYa6upw4OCRT/M06xGnp0Uzc0QCDuBk+1p8hwMa6urYd6qG3BpXspEY6kvvSH+8jXpqms1K0tpstlFaXsWpqmYl4ZZw3rCcrWnG26inqtGMpf3NCdFb2FtYzeEKV9Lr66UnyGQks7AaL71OMxOutzSTXVLP6cbvlsz/p6LA10vP0KQQWsw2WlTbKKbGBfL4xYmkxwfj5RugzKjbHPDZ0RI2ZpVpEr/fTOnL9JRAUuMCyam2U9LehKu22cJ7+89qml4F+xpZMXckCX4O+kT581VBkyuRK2vk/f1nNe/J+L4RzB8TQ2KoL/1ZDRVvAAAgAElEQVSTYthy3PXd+DKn3C3xe2XGYFLDDaREBWDW+5DV3sTQbLPzybfFmtlQuVRVb2lmYGwgWR2S0J152rXML1yfxrAYb7wNemZe1J8tx8sUWVBS16qZlZVnTr1sLYT6eTExLZnPjpYosiCntEFThXL9kHj+fsMg6upq6Rnhj39gkLJMxO6A3DKXgPDS63jztiH0DnKW5946fgD7T9UosqCh1aopUR+WFMKyO0fQ1lSPyajn5rH92HSsTJEF6mZqep3EgpszuDI9lpqaGgJ9jEwb1pvPjpQoskAt3+SSXEuLc3yjBySRFOankQVqofTIZSnMn9SbmpoaJAmuH5VCeUObIgvUsbIk6BMVQE1NDQa9jlvHD2BXfqXyOel1kvK76IpBMSy4OYP6Oue5+iZGM6FvhEYWyN9+WRJcMzhO+V03Ob0nQT5GRRboJdd4ZEkg/+6VJLhxTD/O1bYosiA9Pgir3UFaXBDL5gzH18ug+T0dG+yjyIIp/aP4zSV92ZxdxnPXpXHTMGfllDp+UHwwEQHe7MyrZOGsoaREB1DVaFYkgTo+NNRZpVLbbMbHS8+HvxpDgMnInLE9lPLqjgnxpJQIWq02Hpvan3sm9MRss/P8dYOUxFIdbzLqmT4oBqvNzv/dmM60tBh6hPlx93hXebU6PiLAm/F9IhiaFMK88T0Z1TOMO8b0UHZr6fj3q1ekP4MTg7l3Qi8mpEQyokcod4zuga49sew49rG9wxiRHMrNwxO5dEAUlw6MIiPBc5Jr1OuYnhbD5WnR9I0KZEzvcAapthr1lBBP6R9F70h/dJLEqJ5hXSaKBr2O0b3CMOh1+HoZSIvTbo/nlvz7GOnX3sXO18ugSSw93WMEmIzKhIJ6HJ3Fq2M6LsnxFN/Zsh1xH/jDnvs/EQUX3KNAIBAIBJ3T2GZlV35llzEVDW0cOlOD3e7gyU+yWL77VKexcpn9x4eKmffOflZlnmHmwj2UN7S6xdY2m7l1cSar955h2itf88THWZwoa2Tmoj1UNGhLOWVJ8OpXeew/XcOcpXtpNtuoaGhj5qI95HXYe3tjVin3r3LuX1/e0KYpw/3n1nxe3JSr/FstCTrSYrExe+k+MtvLNK02hyIJZPy89fzl6lTNutIdJyp5el22RhJ4G3SkxgXyWVYpfSL9Ud+L7C2scdu33M/LwDPrsvm/jTmaPY4dDufrK+5Qzn2yvJExL2x1liOraDbb2Jxd7raX+Yajpdyz4iAbjnTeyFDmTHUz7+0/65w5rXP/LNU4gMNFdWzNrWBXfhXNls5L2uXxZZ2r50hRHQWVTR631LtQdJJzLXZkgDdRgd54eSjxVDM4IZir0mOpUlVSpMYFsnLuKOVm8w/T+nPXRa5SVKvdgU016N9M6cuDU5wzit4GZ+nv0CTXDZG6yZgsCVLbb6SjAk2susu5XlNGvaxifN8IFt4+FEP7d23GiESevy6t09f+yozBXJnuLFWVJPjbtWnMUC1dUdNxPavJqGf53JGkq/bAVq+Tf+H6NG4e7ir3jQlyigB5vbtB54qXJYF6C8vxfSNYNGuY8t2OCnCVyMqSQH3D/rtLU5g/yZWEyY3ZZElwcf8o5TE/bwNL5wxnRPtMo5+XXhmXLAnUTezkEmh5vfSYXmFEBnhrJIGawYkhLJ87ggBvAyajjt9PTcHboOt03e41g+N46aYMdFK76Gl/HbIkUKPTSTx7TSozRyQiSc5y8Al9IzSSQE2Qj5F3545kUHwQPcJ8ef/eUcSH+CiSwNDhO98/JlD5jt05NplXZw7GS69TJEFH5oxN5k9XDsDboGPJ7OH8enJvjSToOHZ5XfvonmGsvnsUH947RpEEnhiaFMpH88fy6szBTEuLYfujExVJ4IlbRyax/ZGJTO4XxX0Te/Px/LFu45CRJIk/XzWQZXNG4Otl4N4JvdzWYHeMf/zy/mQkBGMy6vnDtP5d7tgSaDLyx+kDMBn1JIT6cseYHp3GgnMd+3VD4ttfd4jblq4duahPBGHtP49jeocrkqCzsY9tb25o0OuUxLszfLz0nZaaCwQ/NS580YJAIBAIPNLYZmX2kr0cLqrln7cM4dL2/eDVVDS0ccuiPRTXNDOuTwSbVInvrNE9NLFmq537Vx1kU3YZnx91zZ7lVzQxc+EeVqu2r5MlwbH22U31Gua8cqcsWH2XK16WBDLqZFKWBa9fGUeEv7dGEshcNziO9aoZwH9uzSfIGkqgychTm12vSZLghevSyDpXrzSEkmXBq1fEsiuvkq25rrH6eulJiQ5g+e7T6CUJSxeryNusdrbldr2eWo261Fzw3ZjSP5LCyiZ2ljk/I7vDuU53yexhPPnJMcrqXb0KQv28uGZwLAVbypVtt77Jr0KSJB6bmsILG3MVSRDka0SeS5ckiT9Mcza9WvR1IWN7h+Gl17E1t0IjCWQCTEaWzRnO7KX7OHC6hkcvS2HV3jM0tlk1kkBGTuRuWbQHXy8D90/qzVOfZjG6VzgLbx/qNoM2o31t7u/XHuXajFjiQ33559Y8jSSQkcuBAT7+tpg3bx3Ksl2nOFfb4tb0CpxJ6PK5I5n1diZeBh0LZgzmvpUHuWVEgkYSyMiyYNbbe3lsaj+iAk089u8jvHX7UI9JkSwL/rH5BEvuGMaGoyUcKarjhesHuc3qSZLE7y5NUT7X30zpw+8+OMLVGbEaSSAjy4IHVh9i/uTe9Ajz4/++yOGP0we4dboHlyxYuKOAJ68YwNmaZk6WNTA1NcYtFlyyoMVsY0zvcIb2CKVvZECniaW8XnhYD+ds9IS+kYxIDvUYK8uC64fEMaxHKNcPiaesvpWkMD+P8bIsaDHbiA4ysfa+MYT6erlJApn+MYF89uBFRAeakCSJYT1CiAnqfLeBOWOTmZoaTUyQD+P7RvCrib06TfxlWWC22TEZ9SSHn/8WXl1S3dU4PMV0/HnoiCRJ540RCAQ/bYQoEAgEgm7EbLUze8le9rdvFzR/1UE3WSBLArmMXS0J5Bn4cVGu88mSAJyzykadpJScy7Lg5WnOBmdqSQDQO8IfL4NOKVmVZcFLl8ewt7CaV3e4Sp699DpenZnBhweKlLLrioY2lu4sZHhyKH/bUaUpA7+kfxQp0QG0Wm1szCpVynJ3KB2wXTfTkQHeSgOzYB+jUvLdYrHxzq7TbvHNZpvqPIIfGqNeYnTPMLyNek21BsDz16UxItzK6F7h5LVW8E17mXxxbQtXvvaNIonAuZRizthYgnyMSnMsWRbszHN+ni9cn8bUgTEeEz9ZFvSM8OfawXHoJIkvjpW6JeYysizYlV/FZQOjuTI9lvpWCwNjgzzGy7LAz8tAYpgvfaL8SY0L6jThmTEikcQwX0Ymh6GT4IpBsaREe27EKcuCO8cl0zcqgNG9wmhqsyozlx2RZYFeJ+HvbeDf947uNAEFZxL3+YMXKTHrfz2uy5nQ8X0jGNc+WzprdA+35U1q1LJAkiRenTm40/OCUxa8Pdu11fVz1w3qMj4h1Je/XONsLtorwv+8M67q9cvDe3hO+tWM6+Pazq4zSSCj00nK2muTUd+pJJAJ8jEqzcUiA87fPVydbH+f5FySpE4lgYxOJ2HSieRcIBD8OIilBwKBQNCNeBl0mptWi83B/FUH2XTMWbbe2GbVSAJwbumjvn1/6pNj7C2sxmZ3aCQBONfSvn/PaM02UvkVTbz2VR4LtpzUSIKoAG+uHxrHtLQYzVZaeeWN/H1jrmYWXgISQ3149cs88ioaNSX5jW02tuZU0KHCns3Hy3ju8xw+O1p63q3vyurbOFHWyImyxi67xv/SCDQZiAzwJjrQ5HE2Vo1eJ9Erwo+0uCAGxARqPiNP+HsbGNsrjIkpEQyM7bpc1mJzkBjqi2+HhPn569KUmXWjXmLxrOGarRM7SoI1d49SkipP227Vtpg7lQQykiQxc0QiJqMeL4OuU0kgE2Ayclm7iEsI9e1UEsj0jwkkUS6X7xF63lnRMb3C0eskJEnqVBLI6HSSMotrMuo7lQQyQT5G5XPvShLIqGO6kgSeYrralUR+/HwxAoFAIPjlIESBQCAQdDMPTenLQ6oyaVkWHDhdw9JvCjWSoG+UPy/ekM59k7T74K4/UsLT67I1ksCod3bHvX/1IfJUDccAZ5O4DtuwlTW08cLGXF7clKvZss8TDiCvoonsknpOVTZ3uY3a/xr+3gZ6hPnSLzqAuODzz/j1ifTn9lFJzByRSLi/5zW4aqb0j+TBi/tw3eC48+6h7u9t4O83DOK1mYPdtjhKjQvk4n7adbxNZht/vmogNw9P0CyJMOolZgxPoJ8qMbXZHdS1WHliej9aLTbNZ5QQ6sNDU/rQR7V9VGOblYY2K5enxmh2AgC4bGAUd47roVkbvyLzDP4mg7K3uloSyPh46RVZYNRL/OPGdFKiAhRJEBusnUFVywJ526+uJIFAIBAIBIL/DcTSA4FAIPgBeGhKXwAWbDkJOGXBJ8p+0y5He6KskRmL9nync1psDo1k+DkjSRAb5EOLxabZStDXS8/Y3mHsrapWOrk3tlmZNTqJcH9vnlmfrTnH9UPjCPH14uCnRcr2cCfLG8lIDCanpEGz73afSH8enRpDdkk9Oze5BM2XOeX0CPNjg6qTPMC43uFcPCCSBXvq2HC0RBnLXzc4x1Df4kr8p6fFcP3QIPSSxKM+Yfx9o7Ppo83uYP7Kg5oODP/P3n2HRXXlbwB/7wwzQ+/FAohYsDcUsWHPakwzsSSxBGKJa6ImZuOuiZs1WZNfYvrqpmlM7MbYshpjgiZqjNgVC4goKCpKkw7DMDP398cwl7kMg6CDir6f5/EB7v3ec8+gm2fPe889R6UU8MW4cIQ6FiOskRsu6nKxs2JbvuyiMjy75JBskb+uwZ6Y2MsfGgcl1k6NxDNfV85YOXklHyevnJT9bucOb4M+QabA49voHoj57rD0u1l9MA0TezXD6sk9pQW8qjKHBaeu5iOiuWkF9DK90SokMAv2ccb3L/SCm6ODtO0XERER3dvsNqPgoYcewoYNG1BezimlRA8asRbLqZtrDDebo16lxnKQaIu5RltuQILF1Pvq5JeUIyXLNIiKv5xX7a4BluIu5KBQWw6jUcSag2mybcaqKjcYseZgGowV/X+iS1O0vclU5ftBLWZAo4WfC4Z1aISH2gXA7yZP8TUOCnz7XHe0a+Iu+/v3ddVgUt/m6NfKtEK92mLq/ee7L1iFBB+P6YzOgZ4I9nbG8ucjZE/PfzhyBacqtkkDTCHBmimRcNU4ICLEW3qfGjAt8Lh0X6rsCf4LUaF4qH0AlIKAT5/ughEdKxdmKyjVW4UEnz7dBcqKad3TB7TEnGFhle1bfHZzSDCknWmRCqVCwOfjumGIxaJyIuQhwYrnI6Rtr3xdNVg7NVI2s8By14i5w9vghf6Vs1d6hvrg2+ge0u9GEExt2goJzJzUSuldcB9Xjc2QwCzI25khARERUQNit6Bg586dGDt2LJo2bYo5c+YgKSnp5hcR0R2RXVR20wF6ZqFWGswnV5nWXpUoilLNpmNXMHXlUZTpbW/V9sXuC/jHxlMo1ekxZcURfL33gs3aAm05xnwVh83Hr2DPuSz0e/83bD9le5u5TceuIGrh79iTlIWpK49i9Jf7cfTSjWpr80vKMf6bgxjz1QH878RVjFt60OYWgwCwKzEDE5cdxMRvDmLuppN4ffMpvLjmWLVhQbnBtOjg65tPYda6E3h1/QkM/ngPEq/X/Lu8Vzg6KNAjxBtD2vqjezMv3Gzs7+WswurJPfH6w21k6xMIAjCya1NM6NVMtmXehaxiNPN2QrnBiCyLp/gB7hrMGtwSPUMrFyAr0xvxwqpj+PN85WKGvq4arJ3SE34VW70NCPO3CgvMgYU5JBjZNVA61yPEWxYWOCgEaeBuDgn8LLaRmxDZTBYW+FuceyEqFP8Y3kb6WaVUWIUFj3VuAkGoDAlUVd4/twwLJkYG45mIIKuQwEztoJDCAleNA1Y8H4EeIV5SSODmKJ/KbxkWDG7jj03Te8PHRW0VEpiZwwI3jYPV742IiIgeTHZ79WD37t1YsmQJNm7ciA8//BAfffQR+vXrhylTpmDUqFHQaGpe0IeIak8URZToDHCpYfEzvcEIvVHEjWIdnv76ALqHeOGDUZ2rfcf6XEYhnvn6AEZ3D0KQlxPm/Xgabz3W3mqbPvO9P9mZjP/+fh4TegZj+YFLEEXgxdXH8N9x3aQnm2Zf7L6A93ecBQDsTc7CtXwtfjtrWlF/apR80FKgLcfEbw7hxOU8HLuUC6VCgN4oYsba4wCAhzvKt9PadOwKXv0hHqIIxHx3SBqwTvzmEFZMikB4s8rBpzkkMD9FnrXuBEQARVl6qy0GAVNIMG3VUZQbRBy/nI/jl03XxSZkSDsZmJlDgl/OmKaHbz2ZjvrQ1NMJrQJc4axW4kDKDdnTdhe1EgoFYPl8OtjbCV+OD8ePx6/iqz9SpeNqpQKjwpsgLiUHyDCtXaDVG5FbosPo8EC8vvmU7Cn34Db+6NPKFwv/vCHthpBbUo4XVh6VvVcvCMDCpzqhq7dpZtlXE8Pxwoqj0oJ3X+1NhaUAd41pq8bCTIzo2BhZ8JC2TizTG6FRKuCsVsJZ7YC1U3qiVYAbUlIqF2A0hwVTVx5FEw9HvDOyA175Ph5zH25T7WDXHBa8sPIoPh3bBSU6Az7blYwVz0fIQgKzCZHNAABbT6Tjm+ju+OjXc9A4KPCP4W2sFn0zhwUA0K2ZFyb1bY6nI4LQI8TbKiQwmz6gJTo29UDflr4QRWB8ZDObC/GZw4LUbNPrCF2CvSCKolVIYObrqsH3L/SCi0YJjYMSO2f3h5eNPdEBU1iwd87AGmuIiIjowWG3oCAqKgpRUVFYvHgxVq5ciSVLlmDv3r34448/MGPGDEyYMAGTJk1Cp041b6FDRDUTRRELfkrEgZQcrJ7cs9rpvHqDEa+sj8f1vFJcL9Dicm4p0m6UAAA+GNVZVmsOCXKKdfhyT+WTfvM2fZZhgTkk+M8u03v338Vdks7tTMyUwgIzy5AAAK7lVz65f3e76fiQQNOAyzIkAEzDXb2x8nUFc1jQpmInK8uQAIDsqXaxziCFBV4wvZJgGRIApoGXeSq55RaDrhoHWUhg5qxWSu9xm8OCOb29AAGY9N1h7E2u+1Z+SsG0j3a3Zl745o8UHE3Lk92vY6AH9mVUHruaV4oJvYKxNf6aLCQIC3DDS4MaQakQkL4zE/EVv8O0G6UYt/QgcksqXwlTKxX4Ynw3NNcUo3WAKxKLMnDyiun3cj6zCHM2yt9nf3Voa/Rvbgp//juuG15cfUwKC4rK9BBg+rsyhwSjuwchJSUFADAwzF8WFigFQXq33hwShPq5IqXQ1N5bj7UHACksCPR2wj9HtENTLye0Cqj+FY4BYf74NroHQv1c0NjDCb//bUCNAVqPEG/8MWegVDO0XUCNCxROiGyGZyOCoVQI+Nej7QDYXj1epVRg8bNdpfO9W9Q8fR8A+rXyq2gTN12tX+2gkFbdv9kOCQDgbTHor00AwJCAiIiIzOy+64GHhwdeeuklxMfH4+DBg5g0aRIMBgMWLVqErl27IjIyEsuWLUNxcbG9b0103zOHBN/sS8WZ9AKMW3oQeSXyd/jNIcHW+HQcvpQr7WEOAJuOXcVrGyoH15YhQXXe/PEMVsRdlH62DAkAwEEB2cru5rBAbxTxR3K2LCRQKgQ83ydE9j77u9vP4s/z2dDqDbKQADC90/7igMoZB+aw4Ex6AeIv58lCAgB485G2eMZihXZzWHAuoxDf7b9k9T76jpf7WW0x+O2fqTh6KdcqJJgxqCU2TusFH4uBVGxCBlbEXcRnO5NrFRI09XTE34eFYWAbv8rPJALf7U/F13vlIYGvqxqT+jbHiI6N8eHozrAcl773c5JsC8SwADesmdITLhoHOKqUWPF8hOxzVRcSDK54391RpcTKST3RKbBygKqy+At6dWhrzBhcuXuDxkGJ/47rhiFtTSv3CwLw4sCW8HBSSSFBVeawwE3jgKXPdcdrfwmThQSWBEGomMnSDC38XLB2SiQGtPG3GRKY9WnpK+1FXlNIYGZZc7NdDCxrarN9HLeXIyIiovtBvW6P2KNHD3z99ddIT0/Hyy+/DFEUcfjwYUyZMgVNmjTBrFmzcO2a7XePiUiuWGeQvbddNSwwiqIUEpg5qRSyp4+bjl3F5uNXkVGgtQoJhrVvhPee6igbmL754xkcSr2B385mWoUE74zsiA9GdYJnlbDg7a0JiLXY1k8QgIc7NIKXsxrDOzSWvf/+y5kMvPvTWVlI4O7ogE6Bnsgu0qGDxf7vBqOI7w9fxsZjV2UhQZCXE/4Xfw2nrubJ+lKsM2DVgTSk55VKx5SCgOyiMjz5+X6kZhXJgousQh1+PJEuCwkAYNFv5zH8P/usApXU7BLkldx8AdcOTd2xfWYUXDQOGBjmL9s6UW+E7LP7uqqx1uJ9+VHhgfhglDwscFKZ/tNtDgks92r3cFLJwoLuzbzQt6WvVUhgWW8OC9w0Dlj7QiTGdg+yCgnMzGHB0HYBeP/JTvjbX8Kw97WB1YYEZgPD/LHv74MwsI0/XhzYEr++3N8qJDAzhwWbpveBv/vNtzokIiIiIvur1+0RS0tLsX79eixZsgRxcXEAgCZNmiAqKgrbt2/HokWLsGLFCmzbtg19+vSpz64Q3RdcNQ5YPbknnl1yEEkViwmaw4L3hgZg++nr2BpfuXieu6MD/v1EB+QUlWHhjiRoK6ban7ichxOX85BTXJkVejmrkFmoxfeHLyPQ0wmXcysH19tOmgO9ynq9Efj7xlO16rcoAltPXgNQu2CwQKvH5uNXa1ULAJdzS2X9rYlBFGVP2euDm6MDCrWmd/c7BXpg5fOmveNzKs5X3TqxQ1MPnMsohLujA9ZOibR6F39UuOl9+9c2xFes4N8Dy/dfwksDW8pCAjNzWPBJ7Dm89pcwKBUCzqTny9ZsqFq/clJPXL5Rgg5NPRAe7FXjk3GNgxJfTwiXajycq39PXnYPi5qb1QuCIJupQkRERER3Vr0EBcePH8eSJUuwZs0aFBaaBi0PPfQQpk2bhkcffRQKhQKlpaVYvHgx5s6di1dffRUHDtRuH3GiB52PqwZrpliHBe/vMD+VrhzMF2j1mLXuRK3azS0pR67F9HeqO19XNaYPaIlnewZj8/GrWHcoDSsqQoKqzGHBsbQ8fD0hHIdSb6Cxh6PNafajwgPhpFKiWzNPNPZwwr8ebV9jXzycVJj/WGWNrZDAst6jqekVhNpMn+cUeyIiIqL7l92CgsLCQqxevRpLlizBiRMnIIoiAgICMH36dEydOhUhISGyeicnJ7z22mvYu3cvdu7caa9uED0QqgsL6O7rFOiJ8ZHNoHZQ4JmIYIwOD4SDjRXvAVNYoDcY4aBUIKq1n806sxGdGt+0hoiIiIjodtktKGjcuDFKS0shiiIGDhyIadOmYeTIkXBwqPkWAQEBKCsrs1c3iB4YPq4arJwUgYh3d93trtidk0oBF40DlAoBOr3xpq8KhDVyQ4C7I0RRRPzlPBRo9TZrHRQCBrf1R4C7I67mluL3pEzZjglVeTmrMLp7IFzUDth28hqSM4ts1v52NlPaOlHtoKgxJJD6U4saIiIiIqI7yW7/D9XR0RGvvPIKkpKSsGvXLowePfqmIQEALFy4EKmpqTetIyI5vcGIt7Ym2K09P1c1erfwQb9Wvmjm43zT+uEdGmHhU53weJcmsuMKAejf2heuGqXs+KA2fjgwdyA6B8q3gPNzU2N4x0ayRQVLy42YGhWKvw9rg7xSeUgwomMjDG3nLzt2PrMIj3VqjLyScllI0MrfFXOGhaF7iJd0TG8UsS85G009nbA3OUsWEgwI88PrD7ex2jVgZ0IGjl/Ok4UEPi5qvDSoJWYMaglfi3UCzFsn6irWgyAiIiIiamjsNqNg+/btcHZ2RqtW1qtk18Tb2xve3jW/O0tEcuYtEH86ZXtxQF9XNSb3C4VKKeCzncmyAXS7xu7o08oXJ7dekY5nFenQt5UGgV7O+MNiuz+VUsC4yGCUlBnw5y/XpN0Gfj59HXqjEbEJmVKtUiHgP093RVvXUnQK8sTRrVeRVWiaMfTb2Sw89Mkfsn608HNBTO8mcHV0wGd+TTFr3XFp4P7u9sqtFc3mP9oOPRubCuZofLBwRxIA024If9twUlbbyt8Va6dGoiDzKh7t1AQZogfWHkoDYNoN4f9+lrc/c3ArDGph+k/iiucjMHHZIcRX7EaQkl2ClOwSqdbHRY21UyPhUGxacHDtlJ54ZslBZBeZPmtsQgbe+SkBbz3ewcbfDhERERHRvctuMwp69eqFmTNn2qs5IrLBHBJYboFYnewiHX44chmLfzsvG5wPa98Io3sEIsjLCasm94S7Y2VeuPl4Ohb9dl76WaUU8OX4cIQFuKFrsCcWPtVJtk1fdSGB+T16P1eNbJs/AFYhwdopkXCtuP+jnZvgs6e7wta29vMfbYfoPs2ln6cPaIk5w8Kkny37ZQ4JzE/6BQF454kOeCYiWKrxcKr83DMHt8IrFlsWVt1iEDCFA+ava6dGorXFooOtAtywdkpP6X7B3s54oX+L6j8IEREREdE9zm5BgZeXFxo35kJbRPXpZiGBp7MKYRYD2AtZxdI2fYApJFj0bFcoK0bVnQI9rcIC80DdHBIMbhsgnRvdPUgWFjirlWji4WgVEpi19HeVwgJHlQJvPNwWjiqFFBL4uzvK6i3Dgq7BnnjniQ5QCNYhgZk5LFAqBCx6piteHtLKKiSQPpdCkMKCHiFe+P3VARgQ5ieFBFVX8TeHBV2CPLHgiQ7YNrMvwpt5WYUEZuawILyZF9ZNjUQTTyerGiIiIiKihsBurx5ERkbi1Kna7alORLem3CAio0Br83zrAFe8NaSHbAP8OMsAACAASURBVDcEHxc1jCIQ3swLi57tClWVxfPMYcH4pQfxWJcmGNzGHzPWnsBnT3eRhQRmo7sHAQDe3paA72IiEOjlhNNX86utBSrDguyiMkSG+qBzkCdCfJytQgKzRzs3gbuTCt2CPeHmqEJkCx+08HO1+ZmnD2iJh9o1Qkt/U83UqFA4q6v/T5s5LCjTG+GkVmLpxO5QKgSbW/15OKmwYVovacHBDdN61bgtYKsAt5vWEBERERHd6+wWFPzrX/9C37598dFHH+HVV1+1V7NEZMFJrcR3MT0Q/e1hnL6ajxKdQXa+hZ+rbOvEojI91k2NhFIhwM9NYxUSmHUK9MRPM/sh0MsJgiBg398HwtNZbbMfo7sHYWi7AKkmwMag36ylv6s0kI9ofvM1SfpbbBVYU0hg2b6ZrZDATKEQ4KQ2LbRY110JahMAMCQgIiIioobObkFBYmIixo8fjzlz5mDlypV45JFHEBwcDEfH6gcQEydOtNetiR4ozmoHfBfTAzPWHMeus5ZrBAChfi4AIIUFJToDgrxvvoMBAFldTSFBXWqIiIiIiKjhsVtQEB0dDUEQIIoiTp48iZMnT1b7ZE0URQiCwKCA6DY4OigRfyVPdizIyxkah8otCX1cNfC50x0jIiIiIqIGz25BwZtvvnlHp9x+/PHH2LdvH06dOoXMzExotVo0atQIAwYMwJw5c9C+fftqr1uxYgUWL16MhIQEqNVqREZGYt68eejdu7fNe+3fvx8LFizAgQMHoNPp0K5dO7z44ot47rnn6uvjEdUo4VoBsot0smOW0++JiIiIiIhuld2Cgvnz59urqVp59913UVxcjE6dOqFjx44AgDNnzmDFihVYt24dtmzZguHDh8uumT17Nj755BM4OTnhoYceglarRWxsLH799Vf88MMPGDlypNV9Nm/ejNGjR8NoNCIqKgq+vr7YtWsXoqOjER8fj48//viOfF4iS3uTs6yOMSggIiIiIiJ7sFtQcKf9+OOPCA8Pt1oD4YsvvsD06dMxefJkpKWlQak0TcX+7bff8Mknn8DHxwdxcXFo1cq0Z3pcXBwGDBiAmJgYDBgwAF5eXlJbubm5iImJgcFgwMaNG/Hkk08CADIyMtC3b1988sknePTRRzFw4MA79KmJTPaekwcF3i5qNPbgdnxERERERHT7br7k9y24du0aNm7ciEWLFmHx4sXYuHEjrl27Ztd79OnTp9qFEv/617+iZcuWSE9PR1JSknT8o48+AgDMmzdPCgkAoFevXpg2bRry8/OxbNkyWVtLly5Ffn4+Hn/8cSkkAICAgAAsXLgQADijgO644jI9jl7KlR3r29IXXGyfiIiIiIjswa4zCrKysjBjxgxs3LgRRqNRdk6hUOCpp57CokWL4OfnZ6MF+zDPIlCrTauya7Va7Nq1CwAwatQoq/pRo0bhP//5D7Zu3Srb2nHbtm02rxkxYgQcHR2xc+dOaLVam7s7ENlb3IUclBtE2bGo1n4AdNVfQEREREREVAd2Cwry8/MRFRWFpKQkaQ2AkJAQAMClS5fw66+/Yv369YiPj8eBAwfg4eFhr1vLrFixAklJSWjdujVCQ0MBAGfPnkVZWRn8/PwQGBhodU23bt0AACdPnpQdN/9sPm9JrVajQ4cOOHLkCJKSktC5c2d7fxSialW3PkFUK18UZaffhd4QEREREdH9xm5BwXvvvYekpCSMHj0aixcvtpo1kJ2djZdeegnr16/H+++/j3fffdcu9/3ggw9w5swZFBcXIzExEWfOnEGTJk2wZs0aKBSmNyvS0tIAoNqQAABcXFzg6emJ3NxcFBYWws3NDQUFBcjLy6vxusDAQBw5cgRpaWm1Cgps7cRw4cIFBAcHIyUlRXY8Jyfnpm3eSm1917Mv9dt2fsZV9A2onLET4K5BUXb6A/97YV/YF/aFfbndevaFfWFf2Bf2hX25F+rt1XZ5eTlUKlWd2jKz2xoFmzdvRlBQEFatWlXtqwW+vr5YuXIlgoKCsHHjRnvdFr/88guWL1+ODRs24MyZMwgKCsKaNWsQHh4u1RQVFQEAnJ2dbbbj4uIiqzV/rem6qtcQ1bfc4nLkFMtfMWjl73aXekNERERERPcju80ouHTpEkaOHFljYqFSqdCnTx9s3rzZXrfFzp07AQB5eXk4deoU3n77bQwYMAALFizAG2+8AQAQRdP73EINq72Za2z9XJtrbubMmTPVHjfPNDC/KlGVreO3W1vf9eyL/dteeeAS9mXI871pj7RCaKjvHe+LvevZF/aFfWFf7pV69oV9YV/YF/aFfbkX6m+37VudTQDYcUaBk5MTsrOzb1qXnZ0NJyf7b+Pm6emJfv36Yfv27QgPD8c///lPHD58GADg5mZ64lpcXGzz+pKSEgCAq6ur7BrLcze7hqi+Vd0W0VGlQPcQLxvVREREREREdWe3oCA8PBx79uzB0aNHbdYcPXoUu3fvRvfu3e11WysqlQpjx46FKIrYunUrACA4OBgAcOXKlWqvKS4uRl5eHjw9PaWAwN3dXVpw0dZ15uPm9onqU7nBiLgL8vePIkN94KhS3qUeERERERHR/chuQcErr7yC8vJyDB48GG+99RaSk5Oh0+mg0+mQnJyM+fPnY8iQITAYDHjllVfsddtq+fqapmFnZZmevoaFhUGj0SArK6vaQf+xY8cAAJ06dZIdNy9QaD5vqby8HKdPn4ZGo0FYWJhd+09UneNpeSgq08uORbWq361GiYiIiIjowWO3oODhhx/GO++8g6KiIrz99tto06YNnJ2d4ezsjDZt2uDf//43CgsLsWDBAgwfPtxet63Wnj17AAAtWrQAYHotYtCgQQCADRs2WNWbjz3yyCOy4yNGjLB5zbZt26DVajF48GA4Ojrar/NENlR97QAAolozKCAiIiIiIvuyW1AAAHPnzsWBAwcwfvx4hISEQKVSQaVSISQkBBMmTEBcXBzmzp172/f5448/8P3330Ovlz9dLS8vx6JFi7By5Uo4OTlh7Nix0rnZs2cDABYsWIDk5GTpeFxcHL766iu4u7tj0qRJsvYmT54Md3d3/Pjjj9i0aZN0PDMzE3PmzJG1S1Tf9ibLg4Kmnk5o4edyl3pDRERERET3K7vtemDWvXt3LF++3N7Nyly4cAExMTHw9fVFeHg4fHx8kJ2djVOnTuHatWtwdHTEd999h6CgIOmaIUOGYNasWfjss8/QpUsXDB06FDqdDrGxsTAajVi9ejW8vb1l9/H29sayZcswZswYjBo1Cv3794evry927tyJvLw8zJw5E4MHD67Xz0oEADeKdTh1NV92LKq1b407eRAREREREd0KuwcFd0L//v3x+uuvY8+ePTh58iSys7OhVqsREhKCUaNGYebMmWjZsqXVdZ9++im6dOmCxYsXIzY2FiqVCoMHD8a8efPQt2/fau/11FNPYe/evViwYAEOHDgAnU6Htm3b4sUXX0RMTEx9f1QiAMAfyVmouhsn1ycgIiIiIqL6UC9BgcFgQHZ2NsrKymzW3M5OAc2bN8c777xzS9dGR0cjOjq6Ttf06dMHP//88y3dj8ge9p6Tbz2qVAjo3dL3LvWGiIiIiIjuZ3YNCmJjY/Huu+8iLi4O5eXlNusEQbBaX4CIqieKIv6osj5BlyBPeDip7lKPiIiIiIjofma3oGDjxo0YO3YsjEYjfH19ERISAhcXLrRGdLvOXi9EZqF8dk6/VpxNQERERERE9cNuQcH8+fMBAEuXLkV0dDQUCrtuqED0wOK2iEREREREdCfZLSg4f/48+vfvj+eff95eTRIRrLdF9HBSoXOg513qDRERERER3e/s9ti/UaNGcHV1tVdzRASg3GDE4dRc2bG+LX2hVHBbRCIiIiIiqh92CwpGjRqFuLg4FBQU2KtJogfexewS6AxG2bGo1lyfgIiIiIiI6o/dgoK33noLISEhGDlyJFJTU+3VLNED7XxWodUxrk9ARERERET1yW5rFDg7O2Pnzp3o3bs3wsLCEBISgqZNm0IQrKdIC4KAXbt22evWRPet85lFsp9b+buisYfTXeoNERERERE9COwWFFy9ehVDhgzBuXPnIIoizp8/j/Pnz1dbW114QERy+aXlyCrUwXLiD2cTEBERERFRfbNbUDB79mwkJSVhyJAhmDlzJkJDQ+Hi4mKv5onue6IoykK0qrMJAKBfK65PQERERERE9ctuQcHOnTvRqlUr/Pzzz1AqlfZqluiBcC6jEK98fwKLnumKUD/T7iFVgwKVUsBHvyahXWN3+Ls73o1uEhERERHRA8BuixkajUZ07tyZIQFRHZ3LKMSzSw7gTHoBnllyAClZRdAbjLiQJQ8KDEYRp66aajILtHept0REREREdL+zW1AQGRmJs2fP2qs5ogfGV3tSkF2kAwBkFJThmSUHsP3UNWjL5dsiGkXT1wtZxfj+8OU73U0iIiIiInpA2C0oeOedd5CcnIxFixbZq0miB8K7T3bAwLDKRQozCsowd9Mpm/XjI4Px4sCWd6JrRERERET0ALLbGgWnT59GTEwMXn75ZWzevBlDhgyxuT0iAEycONFetyZq0DQOSnw5IRzTVh7F70lZAIBinaHa2vGRwXj7sQ5QKLhzCBERERER1Q+7BQXR0dEQBAGiKGL37t3Ys2dPtXXmld0ZFBBVqi4sqIohARERERER3Ql2CwrefPNNm7MHiOjmNA5KvDYsDLuTsiBWOdc6wJUhARERERER3RF2Cwrmz59vr6aIHkgJ6QV4+usDViEBANwo1uFiTrG0dSIREREREVF9sdtihkR0646n5WL0l/tRoNVXez67SCdtnUhERERERFSf7DajwNKJEydw+PBhZGdno3379njssccAAGVlZSgrK4O7u3t93JaoQTqYkoPnvj1ktR2iACDAQwNklAOo3Dpx7ZRIziwgIiIiIqJ6Y9cZBYmJiYiMjER4eDimTZuGefPmYcuWLdL5ZcuWwcvLCzt27LDnbYkarD3nsjBhmXVIoBCApyOCMDWqhdXWiZxZQERERERE9cluQcGlS5cQFRWFQ4cO4fHHH8fChQshivK3rZ9++mmoVCps3LjRXrclumU6vRErD1yC0VjdqgAmRWV6rDuUBlEUsf98Nr7cc6HGNrfGp2P9kcswGkXM/98Z/Hk+22bttpPpiP72EHR6eUigFAQse64H2jZ2h4NCwJcTwq3CAls7IxAREREREd0uu7168NZbb+HGjRtYvnw5JkyYAAB47bXXZDVeXl5o164d4uLi7HVbaoAu3yhBkLezzfOiKOJKbimCvJ1RqC1HTpEOIb4uNuszC7QAAD83Db7ck4LBbf3ROsCt2lqjUcTHsecwunsgFvyUiNiEDJy6kof3nuxktaNAUZke0csO4cilXBxIycGOM9ehLTdCbzDipUGtrNreGp+Ol78/AYNRxIYjV3Do4g2sPZSGZdE90Kelr6x249Er+NsP8VYLFzooBKx8PgK9WvoiJcU0a6Dq1omzh7bGpL7Nbf4+iIiIiIiIbofdZhT88ssv6Nq1qxQS2NKsWTOkp6fb67Z0D/g9KRP5peU11uw4fR3acgO++zMVgz7ajV/OXK+2ThRFLPwlCX/5dC/2nMvExGWHMOarOFywMdU+s0CLp5ccwNiv47BgWwLe33EWz3x9AOcyCq1qjUYR/9h0Eot/P4+HP/sDsQkZAID1R67gH5tOymYWWIYEALDlRLr0esCHv57D4t+SZW1bhgQAcOjiDQBAmd6I5787LJtZsOrAJbxaTUjgpFLihxd6oVeVUAGoDAv+80xXzBxsHVIQERERERHZi92CgpycHLRo0eKmdYIgQKvV2uu2dJf9Lz4dk747jInLDtkMC77Zl4ppq47ikUX7MH9rAsoNIl5cfcwqLDCHBF/svoASnQEx3x7G8bQ8ZBaW4ZmvD1iFBeaQICWrGKnZJfjmz4sAgJxinVVYYA4J1h+5AgAo1hlgOYHAHBaIomlwbxkSAICfqxpKiwssw4LTV/NlIQEARIR4Sd+bw4KUrGLsP5+DeVtOW/2OPJ1U2PjX3ujazMvqnJnGQYnHOjexeZ6IiIiIiMge7BYU+Pr6IjU19aZ1iYmJaNq0qb1uS3dRbEIGXl53HEYRiL+cV21Y8M2+VPx7WwIA4Hxm5UBfb7QOC8whgZnlE/eqYUGRVi+FBGYeTirpe3NYkFlYBlGELCQAADeNA959siPcNJVv36w/cgXrDqfh2z9TZSFBU09HfPp0F8wd3gZKi3Dhw1/P4ZPYc/jh6BVZSDAqPBBTokIxtK2/dKxMb8R3+y9iRzUzKXxc1Njw195o14S7gRARERER0d1nt6Cgf//+OHr0KP7880+bNdu2bUNSUhKGDh1qr9vSXdQ5yAPNLdYOMIcF2nIDAHlIAJhW8h/eoZH0szksSLxWgNjEDFlIoHZQ4OsJ4RjUpnKwbQ4LLuYUY9n+VFlI0DnQAz/N6itb9C+nWIelf6Rg8e/nZSGBSikgork3diVmItDbSTazIPFaIdLz5DNeruZpMW7pISz4KRGGKu8L5JaUo8qandhw9AqmrDiK2MTMmn59AIBG7o7YPL0PWvpzu0MiIiIiIro32C0omDt3LlQqFR599FF88803yMqqXJW9qKgIq1atQkxMDJydnfHqq6/a67Z0F/m7OWLt1Ei08JOHBSviLmHX2QxZSCAAeDYiGD2be6N3Cx/puN4oYu2hy/jjXLastrG7Iz6OTcaV3BK4qJXSuczCMizbdxHZhTpZX+Kv5KPve79b7QagLTciq7BMdqzcIGLX2UzEJmQg8Vohatj0oF4FeTlh84u9Eexje2FHIiIiIiKiO81uQUGHDh2wevVq6HQ6TJ06FY0aNYIgCFixYgU8PDzw3HPPoaSkBCtXrqzVWgbUMFQXFlzJLcWeJPm2gCKAVQfTMH9rAvZfyKmxTRHApRslSLxWgHMZRSjWGeqh53ff3OFt0djD6W53g4iIiIiISMZuQQEAPPXUUzh9+jRmzJiBtm3bwsnJCSqVCqGhoZg6dSri4+MxcuRIe96S7gH+bo5YOTkCnhZrBNDNvbL+hGw3BCIiIiIionuBw81L6iYkJASffvqpvZule1hGgRYvr4tH3k22SLxXOCgEeLmo4eGkwvV8LYrK9DXWRzb3xvjIZjhxOQ/L/kyVvarg765BdpVXG8b1DMaT3QLx/s+JOHSxclFEZ7USAe4a7MswrYFg3g1hWXQP9KlmS0QiIiIiIqK7we5BAT1Y/kjOwsvrTiCnWHfz4loSAHQK9IC/uyPK9UYcvnijxtcPnNVKjO4eiEbujvjlzHWcuJwvnVMqTNsKWu6h4O7ogCUTw7FgW6JsJ4YQH2f87S9NUFCqR/z/rqCwIkA4kHoDEIDDF3NlIcHc4W0wNEhA4rUC7P8pHfqKk6sPpuFASg4uWCy26OuqwaR+TeHnqoHGS4ul+0w7hDAsICIiIiKie41dXz2g+8PRS7nYGp9eY03smeuY/f0JTFx2qFYhQUt/V2yZ3hvP9W4mO652UGBCr2ay3Q1EAGfSCzC0bQDScktkIUGXIE/8fVgYwhq5ScdKdAZsP3kN8VfyZSGBm8YBz/cNxWvDwvCX9gHS8Rsl5RjzZZxsC8QQH2esnRoJd0cVAr2csGJShGzrxAMpN2RbIM4d3gYv9DettdG2sTsWP9sNDhbbJ1QNCdZNjYSfqwYA8MaItpjct7l0vkxvxL+3JcjaJyIiIiIiultueUZBaGjoLd9UEARcuHDh5oV0xx29lIvnlh1CiU4PEcBjnZtY1Ww6dgWvro+HrWFtc18XPNG1Ca79cl0aMJ/PLMLUlUeRaTFN37wFYrCqCK38XVGk9sbHsecAmHZDmLPxpKzdLkGeWDEpAtnplzG2RxBSy27gt7OmLQizinTYcfq6VOumccDySRHw1JvCgMXPdsNLa47hlzMZAACdQYSDQoDeKEohQWMPJ6RUrLPYNdgLKyZFYOI3h1BYpkcLPxek52lRWm6QhQRmwzo0ku5hEEU81rkJfjyRLoUELf1dkVJk6qsgCHhjRFsAwNJ9qWju64LvYiKgtNynkYiIiIiI6C655aDg4sWLEAQBYtVN5GtBEDgguhdlFmrx3LJD0jv7L687DkAeFnz++3ks/CXJZhvjewYjprNpB4S1UyPxzNcHpLCgupBgQJg/UlJM0/9nDm4FAFJYoFIKKDeY/n2ZQwJ3RxWyYVpn4Ivx3fDXVceksKCppxOu5pVKIUG3YC+kpORWtKWQhQX+bhosHNUJn+++gM+e7lLt7gPmsODDX5Pw+bPhSMooxKmr+ZhkMRvAkjksKC3XY2TXQHQP8UavUB+09He1qjWHBb5uGjzRpSkaeTja/J0SERERERHdSbe9RkF4eDjGjx+Pxx9/HE5O3OqtIfN3c8Sswa3wzvZEAIBRrAwL2rsCm49fxeIjBTav/8ewNpg2oAVSUlKk9izDAo2DAuMjm2H1wUv4crwpJKjKHBYs+SMFK56PwNpDaTiXUSSFBJY0DkopLACAz8d1xcexyRjWoRG6BXtZtW0OC/71vzOY1Lc5Wvi5on9rvxqDq67BXlg1qScEQUBEc29ENPeu6VeIYR0aSd9PiGxWQ6UpLJjWn1uFEhERERHRveWWg4J169Zh9erV2LFjB2bPno0333wTTz31FMaNG4dBgwZx1kADNSXK9EqJZVgwa+1xDG+mQIFWj+qWtfBxUWPOsDCM7RFsdc4cFsR8exh/H9YGUa398EJUKPzdbT9Bnzm4FZ7uEQR/d0d0DvREabkBLprq/6mawwLz968/3LbGz6dSKvDuyI7Sz7X5d8p/y0RERERE9CC55aBgzJgxGDNmDG7cuIF169Zh1apV+O6777B8+XI0atQIzz77LMaNG4cuXbrYs790B1QNC0SgIiSQ0zgo8Pbj7TGqWyCUStvrYvq7OWLrS32hqHgHv6aQQLqmokahEGyGBJX9UN60PSIiIiIiIqqd2971wNvbG9OnT8f+/fuRkpKC+fPnw93dHR999BHCw8PRoUMHvP/++7h8+bI9+kt3yJSoULz2UJjN8yE+ztg8vQ/G9giuMSQwU3ChPiIiIiIiogbBrtsjhoSE4J///CcSExNx8OBBzJgxAzk5OXj99dfRo0cPe96K6pkoitibnFXtua7Bntg6oy/aNXG/w70iIiIiIiKi+mbXoMBSs2bNEBoaiiZNmkAURRiNxvq6FdWDeVtO42DqjWrPnUjLw+9J1YcIRERERERE1LDd9q4HlkpKSrBp0yasXr0au3btgsFggIeHByZPnoyJEyfa81ZUj77eewGrD6bZPC+i+q0TiYiIiIiIqOG77aDAaDTil19+wapVq/C///0PJSUlUKlUeOSRRzB+/Hg88sgjUKvV9ugr3QFbjl/Bu9vPWh1v6e+CFn6u2JdhmklguXUiwwIiIiIiIqL7xy0HBQcPHsTq1avx/fffIysrC4IgoE+fPhg/fjzGjBkDT09Pe/aT7oBr+aWYvT7e6ngTT0eMCg+Cs1qJNxx9ZVsnzv7+BLoEeiLYx/lOd5eIiIiIiIjqwS0HBb169YIgCGjXrh1eeeUVjBs3DkFBQfbsG91hqw5cglGUH1MrFfhiXDicy03rFVTdOnH+Y+0ZEhAREREREd1HbvvVgwsXLuDtt9/G22+/XetrBEFAcXHx7d6a7Cg2IQP//f2C1fF/PdYOnYM8kZJSubChOSxwUisxPrLZHesjERERERER1b/bCgpEUYRWq7VXX+guuZhdjNnrT1gdf7JbUzwbEVztNeawgIiIiIiIiO4vt7w9otFovK0/ZM1Ydd5/NedF0VSz/vBlZBWW2awVRREr4i6iqEyPEp0e3+xLrbb9Up0B01YdRaFWLzveppEb3nmiIwRBqPsHISIiIiIiogbLrtsj0q3LLirDqz/E48PRnaFUWA/ODUYRr22Ih5+bBt7Oavzfz2fRyt8Va6dGwtdVI6sVRRH/3paIZX+mYsvxq1AoBBy5mIvzmUV454kOUFi0P2/LaZy9Xii73s3RAV+OD4eTWlk/H5aIiIiIiIjuWQwK7hG5xeXYfPwqAFiFBeaQYNOxq7JrkjOL8MzXB7B2aqR0zDIkAIBjaXnSubWH0gAA7zzRAQBw5GIuNh67btWXx7s0QYivi50+GRERERERETUkt/zqAdWPzcev4m8/xMNQ8ZqAKMIqJLCccGAOC4rLTK8OWIYEAKBWCnBUVf41rz2Uhje2nMaV3FL8dCrd6v4+Lmq8OjTM3h+LiIiIiIiIGgjOKLhHKCwiG/PMgunhbvjxRDo2HSuQzrk5OuCr8eH4v5/P4tTVfACmsOCbfanwc9Ng2YnK3SQ0DgI+HN0ZGgcFZq07gdJy09oQaw+l4foVEYYqS0U4q5XY8XI/eLmo6+lTEhERERER0b2uQc4oKCkpwZYtWzBp0iR06tQJ7u7ucHFxQefOnfH222+jqKjI5rUrVqxAREQEXF1d4e3tjYcffhj79++v8X779+/Hww8/DG9vb7i6uiIiIgLLly+362cK9HKGu2NlbrP5+FW8tTUBJy5XvjqgVAgI9HLC29sScKNYJ3s9IbtIh8Rr8rUGyvQiZqw9gakrj0khgVm5Qb6woYNCwNaX+sLPzdGeH4uIiIiIiIgamAYZFKxZswYjR47EsmXLYDQaMWzYMPTr1w+pqan417/+hR49eiAzM9PqutmzZ+O5557D6dOnMWTIEERERCA2NhZRUVHYvHlztffavHkzoqKisGPHDnTq1AnDhg1DcnIyoqOjMXv2bLt9Jo2DAqsnR8rCgqoMRhGJ1wpx9nohruaVSq8n2MPS57qjhb+r3dojIiIiIiKihqlBBgVqtRp//etfce7cOZw+fRrr16/Hjh07kJSUhK5du+Ls2bN4+eWXZdf89ttv+OSTT+Dj44P4+Hhs2bIFO3bswN69e6FUKhETE4PcxI/M1AAAIABJREFU3FzZNbm5uYiJiYHBYMCGDRuwe/dubNiwAWfPnkXLli3xySef4Pfff7fb5+oY6IEVk3rarb3aatfYDVGt/O74fYmIiIiIiOje0yCDgokTJ+Lzzz9Hq1atZMcbN26M//73vwCATZs2QafTSec++ugjAMC8efNk1/Xq1QvTpk1Dfn4+li1bJmtv6dKlyM/Px+OPP44nn3xSOh4QEICFCxcCAD7++GO7fS6DUcSKuIt2a6+2Eq4V4o0tp2G04wwFIiIiIiIiapgaZFBQk86dOwMAysrKkJOTAwDQarXYtWsXAGDUqFFW15iPbd26VXZ827ZtNq8ZMWIEHB0dsXPnTmi1Wrv0vbotEC15OqsQGeqDIW390cLv5tsX+rtp8MbDbTFvRFs0ctfUWGveDYFhARERERER0YPtvgsKUlJSAAAqlQre3t4AgLNnz6KsrAx+fn4IDAy0uqZbt24AgJMnT8qOm382n7ekVqvRoUMHaLVaJCUl3Xa/rxdoZSGBq0aJRzo3lm1tmFdSjkbuGgR5O+NCVuXuBo4qBWJ6h+D1h9ugY1MP6XhmYRnWHkrDusOXcb2gTDrerrE75g5vgyn9msNFrZSOMywgIiIiIiKi+257xM8++wwAMGzYMGg0pqfoaWlpAFBtSAAALi4u8PT0RG5uLgoLC+Hm5oaCggLk5eXVeF1gYCCOHDmCtLQ0aSZDTdq3b1/t8QsXLsDR0x99A0w7EziqFIjuHQSNoQS+Hb0A5EJbsWtB9rUryAbQN8B0rUopYHzPQLgrtCgu0OL9hwLw3X4t0vNKK1o37YTQqKK+sYcjons3QklhHpwBfP5YIFbEXUKZ3tT+5UsXsfY3LXqF+sj6aJ6dURt1qa3vevaFfWFf2Bf25cHtS13r2Rf2hX1hX9gX9uVeqLdX2+Xl5VCpVHVqy+y+mlGwfft2fPPNN1CpVPj3v/8tHTdvl+js7GzzWhcXF1mt5RaLtq6reo09mEKCEDTxdAIAeDirEN27uWxmgUPFtoimkKAZmlu8huCoUiK6dzPpekeVAs4VswZMIUEInCxmEQR5O2Nir2bQOJjaD/VzQfdm3nb7PERERERERNSw3DczChITEzF+/HiIoogPPvhA9oRfFE1T6QVBsHm9ucbWz7W55mbOnDlT7fH27dsjNbsY8flqrJ7cE50CPWXnQ0ND4eHfFOOWHoCz2gHLn++Bj2PP4bleIejd0teqFgDeCArBjHXH8cqwMKiVCiz4KRGvj+0CLxe1VX1oKODq1wRf7UnB3DFdZUFCVeb2a6MutfVdz76wL+wL+8K+PLh9qWs9+8K+sC/sC/vCvtwL9bfb9q3OJgDuk6DgypUrGDZsGHJzczF79mzMmjVLdt7NzQ0AUFxcXN3lAICSkhIAgKurq+wa8zl3d/ebXnM7Ar2cqg0JzDoGemDNlEi4ahwQ4uuCryZ0r7E9D2cVVjwfIf283OL76oQ388bXEzmTgIiIiIiI6EHX4F89yM7OxtChQ5GWloaYmBh8+OGHVjXBwcEATIFCdYqLi5GXlwdPT08pIHB3d4eHh0eN15mPm9u/HSqlwmZIYNahqQdCfG++2wERERERERHRrWrQQUFhYSGGDx+Os2fP4sknn8SSJUuqfb0gLCwMGo0GWVlZ1Q76jx07BgDo1KmT7Lj59QXzeUvl5eU4ffo0NBoNwsLC7PFxiIiIiIiIiO66BhsUlJWV4fHHH8eRI0fwl7/8BWvXroVSWf279U5OThg0aBAAYMOGDVbnzcceeeQR2fERI0bYvGbbtm3QarUYPHgwHB0db+uzEBEREREREd0rGmRQYDAY8Mwzz+D3339Hv379sGnTJqjV6hqvmT17NgBgwYIFSE5Olo7HxcXhq6++gru7OyZNmiS7ZvLkyXB3d8ePP/6ITZs2ScczMzMxZ84cWbtERERERERE94MGuZjh4sWLsXnzZgCAr68vpk+fXm3dhx9+CF9f064AQ4YMwaxZs/DZZ5+hS5cuGDp0KHQ6HWJjY2E0GrF69Wp4e8sX8/P29sayZcswZswYjBo1Cv3794evry927tyJvLw8zJw5E4MHD67fD0tERERERER0BzXIoCA3N1f63hwYVGf+/PlSUAAAn376Kbp06YLFixcjNjYWKpUKgwcPxrx589C3b99q23jqqaewd+9eLFiwAAcOHIBOp0Pbtm3x4osvIiYmxn4fioiIiIiIiOge0CCDgvnz52P+/Pm3dG10dDSio6PrdE2fPn3w888/39L9iIiIiIiIiBqSBrlGARERERERERHVDwYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEgYFRERERERERCRhUEBEREREREREEoe73QEiIiIiIiK6DxRmwOvEl6bvL3kB3Z8H3AJuv7a+6x+kvtQSgwIiIiIiIqL68iANQosy4HXyq8qf24ywXV+X2vquf5D6UksMCoiIiIiIGqoHaRDaUPvCQSjdSaLRLs0wKCAiIiKi+w8HoXe+nn2xXd9QiCJgNJgGm6IBKC+Rny/NBQozKs5X1Ejfi0DuJXl91lnAoDO1adSb6o0G09fs8/LalN3AjRQAoqkt6WtFv/LS5PXndgAZpyvvXfW6/Cvy+tObgMsHq68tuCqvPbEaOL+z4nxF+2LF9xCBwuvy+j8+BNSugL4MMJQBZYWmP4Zy05+yfHn9yicAhQqAEYBgatOoB0SYfl+WvnkIEATrPkv9qhIMHPwSiJxu+l6vBRwccSsYFBAREdH9qaEO/NgX+7TNQSjZm+Vg0VAuP5d/2fS1vBQoLzZ91ZWYBto5VQbEcf8FnLwAY7lpcGjQm76afy7JkddvewVQO1feX681DSbNA0Vdsbx+zRhAqTYNxgHAaDS1LRoAfZVB6NJBpsGpebAPsebfwYrHbvZbkts0pfa1sf+sW9u/v1O3+j8/qX3twS/r1nbCj3Wrr/p3XBN9ad3ajl9r+gMAuUWAX5u6XV+BQQERERHZ1lAHlUDDHfixL/Zp+0FR3YBV5WTxlNdo8YTYCGSfk9ennwDKCqo8nTQ/rQRw44K8Pmk7cPWIacBpKLP4WgYUXJPX/v6OaUAse+Jr8X1prrz+l7mA2g2yJ6aW35cVyuu3/NX0tNT8lNrcH9FoGqhbWv4ooHAAYKwcGFv2x6iX1y8ZWPGNZV9qsO7Zms9bOrmu9rWA6fddF4XXbl5jVvXfD1EFBgVERERkW0MdVFLDZNCbBpyWA1vzn6qDyqJM09TiagehsJ6mnHMBEBTWA0TztVlVB9DHAW2efFq1ecBYdfB8cZ/1NGdLuRflP5/fBWQlyadhS1+NlU+nzXb/H6BQAtoC06C+NA/Q5gO6IutpynUZsALA1hl1q9/9f7WvPbejbm1f3Fe3+ozTta/V5tWt7arBAdEDhkEBERER3Rv0ZaaputU9TYRoGiRZKrlhelfW6n3Wiq9V3yEtSAc0rvJ3Xs21Vd+rNU8VrjpYlZ7KJsvrLx8EijJs19+4KK9P2AKkHTBNBzZUTDc2/ylIl9fu+wRw9qny+SwGx1WnsEpPcav5nVT3FDf2n4DG3aLG4ndT9Xf+02xA5Vz5lFqvNf0RRdMgV1flfeaVI00DXMt3ni0HxlUHY0sHotZWP1X7WgDYEF23+q0za1/7y9y6tb1rft3qk7bXrZ6I7i4XP8A1wPQKiFKF0pIiOOWckU6XBITD2cMPgACoXUxrEJRrAUGBorxMuF6Lk2qLmvaDq3cjU9AJwbQWgiCYZs0IAgpyrsE9badUn9l1FvwjRpl+WDvylj8CgwIiIqK6upem2NdX2+aFo5J/lR/f/R7g5FllICxW/8R36yxAqTIFAOYFnnQlle/X6svk9d8Msd3v6qx8vG71a8fWvnZDTN3a3v63utX/8VHta89sqlvbdX2Km7K79rVXDtet7ZLsutUTPYiUauuZITVxb2oahAoKQBCgLS6AY26SdLrUtyOc3H1NIZ3K2fRVrwMUShTlZ8M1fb9UWxg4AG6+TSvaUgCC0jQIrfg5P/sqPFK2SfV5LUfCs1FziIIAUVBChAIiBNMfQYG8aynwP7dGqr8a9hzcmoTBKArQO/nACAHQ5sMoKFGQfg6tz34h1Sa2mQGnJm0gQgAgwCgKEARRar8kPRGdzn4q1Z8IewWOTdrDCMH0NomggCCKEEUBogBo08+gR9KHUv3BsNegbtIRIkToNL4QIcBBmwMRAsqvnUafpPek2r1hr0PZuJOpbREwQAGg4q0VCDBeO4mh596W6v8XMg+lPu2g0xtRbhCRq/DCDcETOr0ROoMRztoE/B+mS/Vv6KKRVRIGoyhCLALK9Abo9EaIABqXnMNSVAYFM7JH4kphSxgrglyFYPq85QbTazSBuvNYjcqgYH1xFwwUmwEAyqCG5mb/nmxgUEBERA3DvTQ4v5em2Nurbb0OuH4KOB8LpMWZvq9usaWkn2y3XVX6sdrXEtH9z8HRFBTWltrV9HpFbXi3ALxCTLNUBAVKCnPhnHVCOl3cKAIunv4ABItBsWA6KShQlJsJ16t7pfrCoIFw82lSpVaQvuZnp8Pj4s9S/bUWY6FpFIYyqFHs6I8yUQ19WTG0ogrF15MxKOUDqXZT0Oso8W4HgwjojUbojQJEowF6owijKMItLxExWZX1X3v/DTmuYRAhmt5MUXohT+ld8TaMCG/FWXyAl6T6f+in4FppaxiNIgyiiLJyI8r0BhhFIFB7HitRGRRMSR+BCxmhEEURxor2DMbK71saU/GjQ2VQMC6hBxJOh9hc8rCd4IztFiPTKSfDkBAfUqXKpaK2VFb7anxjJJzwstEy0E7wl9W/ftIPCfHONdR7y+rfOumFhHjz8Ne8C4GyotZdVvveSVckxFuuS2Go0rYjhlrUf5nkjAQRQEWgABRU/DHX58FyxJ50vRAJYvVBqihoZbUZBVoki7b/d+Ai6GT1209dw4cnTa/xpOeUoFWAq81ra8KggIiIGoZ7aXB+Pzn4FZCbClw9VveVlYnozvNqblrFXOEAUe2CvLxceKX9Ip2+HDoGjn6h0lNYY8V0ZWPFz6WZKWiVslKqT2weDZV/awCAKAgwQgERovRUtywjGV1Sl0j1+0JmQOfXHuWiEnkO/tCKSjhoc1FuBNTZp/Hstfel2m/9XkOeexvTWy2A6WmyaHpqClGEV2ESJudUPvH9yutvyHFrLS0HYRABAWLFGzEifIvO4cWCj6X6T11fxlXHVhCNInIET2Tc8KwyIK4MCiZnjkbKjVAAgLHizRrzE1qjKCLUkIqNQmVQMPHiMJy7FGIaMFf0QbS4Jgyp+EldGRRMSuiMhDMhVf6y1ACAdoIXBlkM5Jaed0WCaB5Qmr8qpfPtBC/EWNRvueaNBNHFot1yABkW9QWygWJyRhESxBuojpNQJqstKC1HllhWbS0AlAtG2YhRrPi7pPsfgwIiIrLtXnqKf7sMetP7f1Z7P1dMm6/69LwwA3BKk7/fbV71uuoiaenHTe+Vlxebtqmy/FNeAuRVWZjs578DGrfKvujLKp6yVdyn6sre308AVBUrewsKU42+zFRfdWXvFY+Z9ma23ObK8jNUfSf8xKo6/RrpHqBQmdY2qK26PMV18TN9Lc6qXb1HIODWWHrqWlpcIH8P1z8czp5+pqnPggNEhbJiirISRkGJotzr8Lryu1SfFfQXOPsEmga4GneIoiDt416ccwVN0rZKtZeDR8LRt1nFgBYVA2Lz1GAFtNkXEXrpB6k+udlYaPxamP5nAAWMggBBrJhGLAjQZaWg/aXKAXR8s2g4+LY0nVN7QhQFOOgKIAoCyjOTEZG2VKo91GwqBN9W0s+iAAgWoykxOxkRl76Wft4X/FeIvmEwQAGjCOgFBxiNoqlfECBkJ2HElcqt3Jb6/A1X1C1RXG7A1XJ3/D975x0fVZn27+ucmcmk94QQCL13pYhKEQsWrIgNK+rq7uqu7rqr7r767u9d66697Nqxu9Yg0hQEEZBeI4QaSAIkpPfJZMo5vz+e6S0ThYXIc30+gZyZ75w8M5kk53vf93PfxaUJNFkdWGxOBuoHWGj2Bgru3DmKwsJeYb9lQxSzfxZ31wAKd0bSO/z0j+/uSuGuZNeReyyfOyubwkwf7WeH0ijU4yKcO53bffRzj6RTWB4++zlEyeQuH/3immwKdd8MtDeDG2iIG1rtVEQwxK2Kw0/f5nDSojvD6nUl7F2SE4QqPZV8s9ijX9qiUKWnHhXtsdYf67VEiwwUSCQSyYnGiWTOj3cWX3OKMU91xXBgpf9jv/kLGMzeZmq2ZmHMnTZRRh9ooDvSJA3goxnRazvS9AygdHX7Gl/qi6PXBvYJOJbEpgBK1N3EtazBODMHoTkdOBUTLQ01ZB353nP/4a5TMad38+wBBVWEOhTQdYW2+sP0POxt6nYg92JM6T0AcMQkga6g2kV5pg7Y6g7R//CXHv2ebldgTOuBroDdmAIKGGxN6Cg4aksZUva5R/tjt6tR03u79qeKrKzIiKriuPYA48q8pvKH3Fk40/qiKwoWYxo6CjH2RjRdZFGNdfs4t9xrFOd2+R1NqQOx6QoNxixsmorZVo8ThZSGnX5Z1ldS76MqwZXxdZ1P0TVceVmyW/Zyt0+W9cWkP3AkbgC4sqBWp46mOT19CrtZ9/FA24se/ZMxv+OguZ/o/2hKRweSlFp0dHq0FfFX+0se7SPGuyk29nGVJUNVawrVrameMuXejv18xv0e/XVlV7GrrJerlFmUM/syRClmodkbKLh532QK9/YiFELrDRTcuXcshXtCa4U+jYVmb6Dgnj0jKdwdSe9voP+yZ0AIfapL6/TT/r89vSjc3S3Cue3+ZntvHoV7siPos5jmo88vS6dQT/ZR+AR+pGE94TmZTOgJtRZSyY8VTU9XNahHTRuNXlXw+30XSZ+bEkuXlFgcTg1FUbC0JZKverUDuyTRM84oanwUhVijiqIo2JwaKtBkTSHf4dXfPqE3V5wqfh9dNif81oz2kIECiUQi+W/Qmcz5z0EPcAG2luCu6YH3+1LwMWx+VwQG6oqhviT8jOeOjtGSRI3TGE9TykAOxvShpEnh4mavgX7MeDcHTH0BnXo1HU2HFHMtOtDLXsT/0/7l0f6P9hsK9V44NA2nplN1MJWqg94LO2H8vIGCXxWfReGBXmHXJfTeQMFdB86gcH97em+g4N79YynUQ+uHKJksNHuf5wP7R1FYFOncsX7G77ED/UOsJcVH7+BcH/1rpV0pLEl3HbmrPOJdWv8s67yKDAr1pAhryeRuH/3X1VkU6ikR9M084KNf0dSVwsasAFWWS2vxy7KuacmlUM8J0HqztNkBWVm7U6Otvfnzkl8MJ5UJ7chajqKpBIgzGWi1O6PS90iPp1tqHA5NQ1UUWtqSyXd6taf2SGVEQgyqoqAqolGe4vrfoCrUtmSS35js0Z89KJvsJDOqIkyrqoKC9zGVjW3kV3r1V5ySS7fUOFRFISXe5FqDA1VVKKtvJf+AVzvrjF7kpcehuHpHqH5BMIWDtRby93r1v5rYm16ZCS4DLb6+R61AcbWFgp3eCTV3T+lL76xEFCA9QWwLqbfYQFE4UNXMpu3eEal/OLc//bokesy5ey2KoqAARZXNrNqy06P/+2VDGd4tBaNB8byGvpdEhWWNzF3p3Qrz1IwRDMkVzyUryUx2Uqznvh1lDTzxiXcbzLPXjGRobvjf6YH6K07t5tGbje0HPcIhAwUSiUTy3+BE2P/uLp0P7DRfe0CYcbvF+2Fz/V8TMCv8u8dEF3ubxRUEaBBl8o5WkcEPzOK/fUHH1rjmX+1rJMeUOYbzua/5RrRmcXExRCnmYh8D/UNLLoV64Hs3x6X1b8C0xZ5HoZ53rJcskfzi+KUa4hiDis2pRa3vqCHunhaHw6mhqgrNbcl+WdZTeqQyPN7kMbWKgs/nCvWWdPJbvPoz+2VwRqI5yIS6TWN1czb5dV7TOv3UbvTOSMBsUslOMhPrWrvZqHKwtpWVmws9a31y+nCGdkv2OWf0prKj+vZM6COXD4vChFZ6ju+bOiAK/WHP8e0T+4TV7yhr4IkDxZ7jGWO6t3/uvd7rkstP6dau3jdQcOHwrhHX4hsoOHdIl4jnzk1t8AsUjO6ZFlEPMNfn8yG5ye3qjzcyUCCRSCTHA113lcdbXAbb4jXaFdv9tds/F53o3ea9pUqUl9ut4rg1oGHRu5eI/cKawzWr3BF6Xrmbz26Kft0dHbsmiQpHfDaO2AxQFHRUHG3NJDUXe+6vT+qPIS5F7F82xKIrKmh2dBScrQ1kN/zo0ZanjEKJd51LF83JBK7xUZZautdv9Oif4ha+axvgOa7SU9H46RkIyc/nhDJ+ci3HZy0RDHHvzAQG5SShKgoJZgNN1hzyq7yG9frTepCXJrKyigKqKjKg7iznwdpWv6zsnZP60Csz3icrDLgNNFBcYyF/h1f/4AUDGdw1GZNBJSclFpNRod5iR1WUo2pwO6pvzxA/GpUh9ur/etHgKPRHPMe3Tegd0YSu9BkCM7x7ylE3lZ3NhEpOfGSgQCKRSI4FTRXQ7OpI3FQO6171v/+Ns7yN8drjhxc69rWj3C/+S8OS2IOWhJ44FCMOTDhaG+jdsM5z/46Uydjju4jGZag4FQV0Badrz7nRcoRxjYs9+jXJF2CN74qOgtWQhIaC2dmCDsRaypjU6B0T+GXCDA6Z+tCkGWmyG6mxmWhyqjTbFRwaDFFLeNrkrSj5k/1OCrWenuMqaypVBJbk/9VzPLN6VoSS+WIWmr2Bgtsqrw6r9eq9gYLv2gZE1J9Q5qkzG78I+lijiqoqWGwic9peljU+xuDRRqPvkmwmM1GUeiiAxZZAvsGr75eVSG6sAQXFU6Zqd2V9W9qSyMerHZqbTP84E4oCBkXxmlBVlNs2tKaTb/HqJ/bPZGKS2aM1qK6SZtdxVVMb+RW+Zcrd6JYai6ooJMeZUBVobnOgKArl9a3kl3i1N47vQV662K7hl/FFZH0P1lrI39d+mbI7o1xS3UJ+oVd/zzn96JuVCApkJMS4ss42FBT2VzWTv82rvf/8gfTL9mnCp+DXGn5fZTP5W736v144iIE5SR4jb1AVFLyl33sqmli4usDz+PYNcZnneOZpPTqUlb10VG67+i07vJnWiQOygvR5Pv0Ej7XBlYZY0hnJSjIzZaDY0jV6WDpZSeajov0p+miRgQKJRCI5FmycDd8/Gf5+uWe3XZoTe1EUP4ojtlhKHSm0tTRxt/6R5/6QZrs60Gx7AwV/rjw/CgPtDRQ8UjUpojmfZPYGCl6vPTXiuQn4dhdqPSPrTyCqA0zo4K5J9IkVBs5sMqAqYHPoKIqroZLNqz29TwZnJJsxGVRMBoXU+BhiDAptDg2TQaWyqY38Uq95uvmMnvRIj/cYPc+Ic9e/gftT75zUh54ZwiimJcSgIDqbg3d/av5Or769/an5273a+84bQL/sRE+Jsural+ouO95X2Uz+Jq/+bxcPYWDXJFRFXLQpKNS0tHmyuLvKm8hf7dUHGj+AqiaxLehoZ2Xby7S+cN2oyKXBPtp/zhjRoazsgxcO6mCZcuSs7BMlJZ7ja8dFYYj37fccR1OmvLXQW6Y8dWhOxLWs2bbLczx5YLB59qVbWgOrt3rLlM/snxlRHxdjYKHPsTTEnZtjbfxOJBMq1xKa7KRYpgwSDUz79Olz1LQ/RR8tMlAgkUg6D8eyu//ROreuw94lsO2j8I/9BdESn0djQg9sipk2YnC0NjKkydvRf1PSFNrivK+jjuIqgBeYWysY3eTteP6YdjM/2AcASsgsu2/Dts5ktjsTybFGJg7IYmT3FEZ2T8WgKjw/5wfP/U9fFb6pUqBJfOjiKEp3S73G7+oxeUc9E/pT96eePTg74rmzk2P5fpP3eFyf9CB9nyxvhtlsbN/4+Zp5mWWVdEZOJuPXEf2xNn4nkgmVa/nlIAMFEsnJxok0eq+j5z6W3f1/7rn7nyf6CKx+Gap2hn/cUcBpjMMRk4pDNeMwmLHb7WRavFmz4oSR2GMzcGLAierzv4oDA0ZrNWNavKMGF5ov4rAxjxbNRLmWRoPDiOq00Gw3kkcZj5ne9mhDZvFrA7P43kDBw9XnRZHF9wYKfrAP/EWa/85UMj/rzN784Txvz4IdZQ0RzyeRSI4+0hD/fP2JtBaJpDMiAwUSyYnIsTTnJ9LovRNhEsDR4qOrwVITtXxz7HjqTF1o1UxUk0yjw4jibKPFaSTdWc0dqjc/+Df7TWzT+mLDSLhMu+9+9t/WXhOFOfcGCl5unBChxD7B7/h4ZvGP6x5yk4qC4um+3d65+2cnMqBLErEmlViTgYbWrn77sK8dm0deehy49ySrCujeEveDdRbyi7z62yeIvdWqIkrmVVWhoVU0DyupbvFrNPaHc/uLvdKuRmSqImo43PuyA/dKhypTl7TPyZIJlWs5PmuRhlgikRxvZKBAIjkROdZm/kTBd5MtiI7/1gZwOlyd+n0/nFC7319fXiD0vl39NXt4feFcOLTeNSbQNSrQ/dFY5q/d/C4kZPtrdKf38+ZKf32EIEGJmkd+21j+YMr33PZQw6UR97/fYfYGCjZog36RWfZoiTMZyEkxEx/jP/v5unF59M5MIMaoEmNQMZtUTKqKyXVcXNNC/gavIX5y+nCG5CZ7Zj+H2uedvzL6PeThtG598J5w7z7sG0/v2X6JfdEBz7HvTORQ2s07oh/p1D2tgTVbvXur2yshHRDkAAAgAElEQVRTP5HM04lk/E6WTKhcy/FZi0QikRxvZKBAIvkloDn9jxvLwBQHTpvrw+79vGqPv3bvYqgs9BpgzelvjhsO+uvXvCzObbOArUWM6WtrFGP6HFZoa/LXvzHF9Ynu6gDtMukEBAkAZk/t2PP+6q6O6Vc+Hb12w5sdO3cI1jiH8LpzGsu1kQxWSvkD+e0/6ATjaGfxDaqCU9Oj0l87No8HLhhEarwJRVGC9r/fML59s/3dBu/x0RhH9XP2kHdWTiTzdCIZP4lEIpFIfsnIQIFEciISOO9+zb/AGCNMuLVRZK+t9cKo21qESfflP9dE/7WWPdKxtRV80jF94HM5SfjIMYW/On71X/la7ZnzwMx5JP2A7EQG5iSh6WA2qTS2ZpNf682czxyXR9/sRGJNBmKNKrExBsxGgyixNxooqmomf1X4THtHs/hprs70EolEIpFIJJL/HjJQIJGcCDRVQHOF+Lz2AM6Ff8bge3/Bx8djVZKfQSVpfseRzHleehy9MxJAEZ3RjRaF/Dqv9tQhAzm3S54osTeKPe/uUvsYo0ppjYX8LV6z/fgVwxjWLeUnl9gHl8wf8Rxf304WPy7GwDyf4+PZrf1EKlPvzGuRSCQSiURy8iEDBRLJicDG2fD9k55DQwSp5Pjgbgb3U8nMySNf9+6vb9+cOz3aBeeMbbfE/oct3kkLI/NSf5Gj1OQe8uOzFolEIpFIJCcfMlAgkZwIdOLy/JaYTBpiutBGDG2Y0e0WBrcVeO7fFDOGFlMGOmBV4tEBs25F0xUSHDWMt63zaL83TqDWmIUDAw5dwaqpODRw6CoOXSVTr+Y6vvHo33BezH69K3Zdxamr2HUDuqJ4RgH2Ucr5i8lbjfF3+w3s1vLQEBl9HYUMpRENhYHqQb8xgPfbb6dQ64UmesWj6Qqq4k3LD1FLeNrkbSAZNDZQTyXGoHLFKd24fWJvbE7Nb399ZzHnHeVEGrslkUgkEolEIvlpyECBRHK8qd0PW97r0EPqTF04YszFosfSoptR7S1M0Lxd277gbA7ShTangWo9GaumkkArdozkqVXca/Q21XvSfi17tG7oKGgIw42C61ihv3qIv5u86wsyxCFH9XkDBQ83TY/Y3X+h2Rso+EfLRe2O9bvO7A0UzHGcEazX/fV/wRsoWKsNCdIX6d0AsGixfrdv1/pEPDea/12BYwPH9Urn5etP8VQKHMtZ9CdSWbvMbkskEolEIpF0fmSgQCI5nhR+BXPvElMDIhCdOfcGCt5qOze8OdeL/QIFK7QREQ1xg5bov+QAQywJzel9M/y2E3RWcy6NvEQikUgkEsnJhwwUSCRumipI2/qq+LwkDcbcCkldjo4+UHvKjbD237D2XyHl27VeDFOLPcfSnB97jvYYwECkOZdIJBKJRCKRdBZkoEDSufg55rw9499cQVqBd885g6YdPX2gdtd8qNgeUvqq4xLmO8cx3/xw+K/9X+RoGuguyWYUFI40WqM6d+/MBHqkx2NQwaAqKM2Q3+DV9+vTh6GpuRhUBYOqoKqgKuJzg6JgrTOTf9CrHz98MFOzu6MokBxrQlWguc0BKJTVt5Jf7J0EcPMZPemZHo+iKKgKqKoiuhUo4v/SWgv5u8KPAZSd5CUSiUQikUgknZVOGyjYtGkTS5YsYf369axbt46ysjLMZjNWqzXi49577z1efvllCgsLiYmJYfz48Tz00EOcccYZYR+zevVqHn30UdauXYvNZmPIkCHcdddd3HzzzUf7aXV+jmVWHn6eOW/P+P83CREkaNDjuc/+G77VRpNFfUQDbVAVkmKNxMcYSIgxkqB1I9/u1XfP60Wf1K4YVYWkOBMmVcHm1DCqKrZ6M/mHg82ze5Se53/E/4frW8nf7zXEvz+7H4Nzk4k1qcQaDcTFGDCqCooiZgK0N3oPoKqprV2tWx88DUDz6BdMO6OdaQDdeOKTVq/+rNFh9TvKGniiuNhzfPWYvHYnDWzftc9z/EttTiiRSCQSiUQiOfnotIGCRx55hLlz57Yv9OGPf/wjzz33HHFxcUydOhWr1cqSJUtYvHgxn332GVdccUXQY+bMmcNVV12FpmlMmjSJzMxMli5dyi233MK2bdt49tlnj9ZT+mVwLLPyxwJdB3srWOuh9oD/fSWroeGgmEigOUBz+n9eX+qv3/Yx7P/ONbBeB10Tn+s6NJVHXEaB1pvf2u/hkC7KzatIJT/WO0rvnnP6MbxbCvExRuLNBnJT40IYaINHv+DyCREMcfeozbPn3Pu9r835w3J+9ug937V3xjF9EolEIpFIJBLJL5lOGyg4/fTTGTlyJGPHjmXs2LHk5ORE1C9btoznnnuOjIwM1qxZQ//+/QFYs2YNZ511FrNmzeKss84iLS3N85i6ujpmzZqF0+nkiy++YPr06QBUVFQwYcIEnnvuOS655BKmTJly7J7oLx1d9z9urYPmSpfJ1nzMtuvzhkP++vJtYKkGRxs4rOCwuf5vg7oA4//t3wBFBAWsDeJrWRvCjyb8+oGOPZcw/QbaY77zNB63z6SMLM9tRlXx00wd2r45l0gkEolEIpFIJJKjQacNFDzwQMdM3DPPPAPAQw895AkSgAg4/PrXv+bFF19k9uzZ3HfffZ773nzzTRoaGrjssss8QQKALl268M9//pPp06fz7LPPykBBJNa/DsZY0dXf2ihMfWsd2FrA1iz+9+W9Szt2/q/ujl5btKxj5/4vcbFhHfv0bjzvmAFAWryJBy8cxLxV247zyn4ax7K7/4k0BrCjeolEIpFIJBKJpLPQaQMFHcFqtbJ06VIAZsyYEXT/jBkzePHFF5k3b55foGD+/PlhHzNt2jRiY2P59ttvsVqtxMbGBmlOGpoqoLlCZOcX/4//fVvePz5r6qT0z07krZvH0tRmZ14HHnciGeJj2d3/RBoDKCcTSCQSiUQikUh+qZwUgYJdu3bR1tZGVlYW3bt3D7r/1FNPBaCgoMDvdvex+35fYmJiGDZsGBs3bmT37t2MHDnyGKy8k7BxNnz/5PFeRafnrIFZvHTdKSTFmqhssnZacy6RSCQSiUQikUg6NydFoKC0VDSdCxUkAEhISCA1NZW6ujqamppISkqisbGR+vr6iI/r3r07GzdupLS0NKpAwdChQ0PeXlRURI8ePdi/f7/f7TU1Ne2e86doj6reaSN3x0I6Yz1FW2o/bBmD0UwJONR4LE015B30ttbb2fNG9PQ+ODGgKyoODOgoaLqKpqgotUWMK37Fo1/d63fY0gago2AxpYOiYLbVoStgqt3LWcXPebSvxd1BiaGn57h/7148PCqTqrKDVLluG5ElmhNmZBhpriqjuYqIdIr3i1zLCXFuuRa5lpNlLR3Vy7XItci1yLXItci1nAj6o3Vuu92OyWTq0LncnBSBgubmZgDi4+PDahISEqivr6e5uZmkpCTPYyI9LiEhwe/8Jxum+v1kr/wr5rrdUT/GEZ+NPSkPzRiHbozHZm0mvWK15/7y3PMxpuSiASgqOio6gKKgo+CsP0ze4fke/e68a3Cm9sGhGLHEZGDHhMHWjA0jasMBJpW87NHOy/k9VfF9sDk02uwalVoyVY1JtDmcODXo4SzhcZ8e/O/XDKK03mvmA+nhbGOcz/H86hxK69zNMDXX/8kubSZn+WhLDD0pNfREVWFS/yxG905H8e9fKJFIJBKJRCKRSCTHhZMiUKC7OusrEZyYHtB9P/A4mse0x44dO0Le7q40CFfW3ZFy746Whv8kva7Dxrfgm/8REwYi8HHXB6hOGoTF5sDS5qTElkhxSxIWm4NWm5MetiLmx3gDBbcdmEyh3ivs+YYoxSw0ewMFf9g3MoQ+zaVtY5JPxf4rJTkUusYPetEB1aVXwEe/tUahUFcjrCV6fSTtivIa7jGl84fzfv73v6P6/8r75QQ4t1yLXItcy8m9lo7q5VrkWuRa5Fo63Vo0OyjGqPSKvQWDtZ4eeblgaqcuWHNiqi9C0Rx07zECjO00b26uJLZ8PbopgW49TwFDBLvpdBB7ZAMGSzVdcsZC97FEzJw1lpNYtAZFs5HVcxpkD46wbg1KVpFS8R2aMZ6sATMhpVt4vaWWpD35GC2VpBlHwuBLIDY5tFbXoXQNaSWfojptpMSeLfThXpvGctj8Hl32/YBujCNx9FUw5DIwhMj06zrsXUL29tcxWiqIze4Ho66HfueEfm0stbD+DXK3f4XiaMPc+zQ47deQMxzgJ1cTwEkSKEhKSgKgpaUlrMZisQCQmJjo9xj3fcnJwW+UwMf8YmmqIG3rq+LzvWao2A77Q08QOKTm0l0r8xy/V5xCoW7GzyXj/T5oSseCLScSVXoq+eYrAChtUajSU4+KViKRSCQSiaRDuEdJR4lqrY9syHyxtWCqL0IzpwLtmFCHjbiytahtdRA/yWNWwlJTRNLeLwEdUq6AjL7htU477F1M6u7VOM0pkHUzJHUJr689QMr2tzFY66BuDAy9AmLDjJp2OmDPIjK2zhOvo+VCGHQJGGNC6+tLYfP7dCneiDMmCRw3QP/zQr+mthZY/wbdNn2IwVoL2QNh9C0wbAaoIRJMZVth5TP02rcMdCf0PAMm3Au9JwVrNU0k79a/QZ/q3WjGWBh8KZz1YOjXsnY/LH6YXrsXoehOmBcHI6+Bc/4G8enB+i0fwvInyGs4KI6XpsH438LE+0A1+Gtb62Dhn2F7Prm6U9z2Qx6c93cYNp0g9n0L8+4l133uVUDWYLj839AtoD+c0wGLH4L1r5PtPveaR6DfeTD99eC11xTBpzdBxXYy3LetewJOvwvO/b/g133ze7DwfrIcreK4APj6Qbj0JRh6ub+2rRk+uwX2LcFdR8zODyG1J8z8FLIH+ev3fivWYm8hwX1b8dew9t9w/ef+a9c0mPtb2PYfPO6yqgB25MOpN8HFL/ivvXY/vHMxNB72bgPfshe2/gcuf0V8b38GJ0WgoEePHgAcOnQo5P0tLS3U19eTmprqCRAkJyeTkpJCQ0MDhw4dYsiQIUGPc5/Pff5fLM0VpBW81q7sTceFfOU8na/M//tfWFT7dNScd1hPKvmxVwKwqiF85UFHtRKJRCKRdGYUZxu6EuXfOmsDprp9OOPSadeE2q3ChNqbIOXcyKYSoKaIxKJ5oBgh80pI7hpe62iDvUtI2bterKXrzRCXFl5fu5+UHe+h2hqh5QwYdHH4zKymwYHlpG1dAIoKhiugx+nhjXpTBRR8TOaBzThj0yD+tvCGu+EQLH+SXtvnoNqbIaM/jL1dfITK5P74Oax4ml5VO8Vxl2Ew+X6R3QyktR6+/Rts+5g8dwXp+glw/mOQOypYv/0LWPQgXVsqxfFKoPs4uOLV4O+VzQLzfg8/fkaW+7Y1j8DQ6cKcmQOScIc2wWc3Q8NBPLZq/T+EIZ74J//XUtdh2aOw8hkycCWkCt+Hxf8LV74BA873P3fTEfjwKjhSgCeMsOcz8Vpe/xmk9w5+Db/8DThtXuO3by70nwpXv+//Pmith3cvgSMF3pRZSTWU/AD7lgoz52v89i6Bj2eC04bn1qKl4uPSl4RZ9H2eLlPpRnVY4cdPYe9imLUIuvj4l7piePM8sFTjebUcrbDpHTi4AW5b7P+6r30Vvg4YR99aB989Jt53l77ovd1ph/eugPIt/vqGg/D5LFGBPGiaN6B1eDN8dA3oDn991U5491K4/hNIygV08ZgVz8C2Dwli3xKhv/zf4j2g6+K99dnN0HzEX6s7YfWLYkrbqJlCiw6HNsCSEN6lrRE+mwWNZZDRz7UWDVa/JL5/gdSXwNsXwjn/K4IomlN8/5c/Dk5bsP7wJqEfNkOcV9egbJN4D4Ri83tQf0hUUeiaWM+OL4Ofp/u5fnW3CDL9DE6KQMHAgQMxm81UVVVx6NChoOaEmzdvBmDEiBF+t48cOZIVK1awefPmoECB3W5n+/btmM1mBg4ceGyfwPHG0Rbx7holjXvb7mSlNoIhSnGHTn0szXx75rx3ZgIDuiSSYDaSYDbS1JpLfnmyR3/rmb3olZmAQVUwKAoGg4KqKBgUUFWFkmoL6wp2ec73wAUD6Z+dCIpCZmIMigK1LTZUFPZWNrN8o3fryVMzRjAk11ul0t5UA4lEIjluaBqGlgp0Y3Rtaw2tNRgslZCdBIlZkcXWBuIPLkdxtEHqBcEX5L7oOpRvJWn3YnSjGbKui5xNtLXAroWkFBfgjO8C3W4JNh++VO0hZfuHqI5WcJwD/c4Nzpi5sVth13wyCpeiqzGgXi0uyMIZv6rdsO0/ZB8qxBHfBeLvCG/82pph0zt03faFWEvPcTDuV+H1ZVtgzb/JO7Aa3WCCwReJrFmoElunQ4wt3vI+PWv244jLhDE3ifOb4oL1DYdg5bP02DEX1d4CXUfCaXeKzGyo57o9H354gd7lW9EVA/SeCJMfhJ6nB2ubK+Gbv8KOOeRpLrPQ92y44EnICnFdteUDWPK/dLW4GnZ9D/Q9By77V3AAwNooLpIL5+LZcPjD/8KYWeL8geW+xavgi9uhqdybfVz/D2GIx9zqr9U0WPIwrPmX14T++BYkdYWr34O8cf76piPwn+ugbLM3+1jwusgOX/1ecDDix89h7l3gsOK5Stj+Noy7Ay74h7+prCmC2edDS5XXVNbsFebu4FqY8bb/92n1y8FjrCu2i2znRU+L94EbuxXeuwzKt/rrS1YJczNrkXg/aE7QHLB7EXwe8FoBHFoPsy8QmdPYZG/Vw8I/C/MbyI58aKmCqY/iMWbN1fDFLPEz7YvmEAEBS60w6W79nm9g/evB525rECb8vEchOcdlznT47gmo3Resr9kLsy+Es+4Xx7ouvp8rnw5dvbF3MbxzEfSaKNamOeDACqgsDNYCFHwM1buFIdY1sXXgwIrQphLgq98Ls6iaxHNtrYOqXaG11np481xI6+k1oY1lYAvTV61yBzw9QAQ5dF0YTWtDaC3A5ndh6wcurctwR+LL30S+3xdbE7x9UfT6ih/htYnR6ze/Kz6iQoNv/hL9uVtrYf690eurdsF3j0av378sbFV3EE4bbA0RXOkAJ0WgIC4ujrPPPptFixbx+eefc++9/t/Azz//HICLL77Y7/Zp06axYsUKPv/8c2644Qa/++bPn4/VauWiiy4iNrYz9vyPQFMFNFeIzy214g9WGFYxkt+1/oY615+z9ox8TnIsPTLiSYgxEB9jxGLLIr/ea84vHZlL19RY8QdPUVAV0VtCEYccabCSf9DfzPfNTsRkUMhOiiXGqNJsdWAyKByobmHZhsjmPDvJ+73bUdbAE594q06uHN2doblhStRcet9AwaQBWWH1mUlmlm/0Hg/JTY54bolEIjnuOB2w+gVY9xo93X8T8sbDuX8LnaWoKYJFD9BznysbskCBARfAhU9CWi9/ra7DqmdhxTPk2F0X/ysfFFnZS18KLiNtLBcmpHS1f/Zx/G9Dl5EWfgVf/Q6s9V7jt/GfcMkLwuT6PU87zP8DbHnfqy14DTIHwDUfQtYAf31FIfznGqgv9WYfd7wjSmCveic4GLHqOfj2/wDdW0pa+B5M+IMo9/U1co3l8O7FULMPj22v2SnM/aUvwSn+1yIUfApz7gRdw2N91/4Ltn0EN30FXX0SIE4HfHoj7F4IgAFESfaSh2HnV3Djl/5rr9otLtYt1d6LxYNrxUfZFpj6iP9aVj4DS//uOVR0J+xfDgdWwjXvi2yim9Z6YTZrAsxZ0TJ46zz41XeQ3sdlnpyw7WOY9zuCKFoqznP95669wS6jOOfXULrGX6s7YcOb0FItMujuzGbDQfHeCuy5ZLeI90VLjQh0uM3Qj58JsxZIU7kw1he/4Hr/6iKo8M1foLYoWH9ghciETr7fa+Rqi2GpeK8Esf518TOWM0yYeEeryDy2hBmJtGOO+D6Zk8XanTZhSsOx8E+w8llXVlYTprytMbTWboHXJ4c/VyAtlfB6iLL5cBSv7Nj51/5bfESD5oBvHoz+3M3l4n0QLYc3iY9oKdsCbGlXJnBlv6PF3hI+SBFObw+/TTsIzRm9VnJ8qIq+4XwoTopAAcAf//hHFi1axKOPPsq0adPo378/AGvWrOG1114jOTmZ2267ze8xt99+O4899hhz584lPz+f6dPF/prKykruv/9+z3l/cWycDd8/GZ3U0ccTJIDgLH505rzCc3zn5D7tmvMnPin1HEcy89llDSzz+X0qzblEIjlu6DoGSyWK5gCtV+h9qb60NRNTswvNFAd678h7iXUdU91ejJZKSHZCZv/I57Y2EH9oBYqzDdIvgtS8kOfky9+IElZfDq4VZbQzPxEZdzf1B+GtqWCp9j0J7FkkMpK/WgYJWd7s4+oX4Pt/Bn/dXfPF3l/fTKjDBp/cEJzx0xyuMtJ6GHMbnhLVih0i80ZAxs/aIMpIm6td5bgu/fo3YOdcgqjeI0zotGe9JtRugQV/htYQY6j2LYH3p8PYW73G78iPsO7VYC2IAEJdiTB+mlN8FHwKdfuDtboGc+8WxjsmUazF1iIy+KEym6118M40nyyrLvayBmaH3RzaAK9NEpl8tyEuXQfWutD61S/Cge/FWnTX6xLu3LoTPrnRm9nUNHHetqbQemsDvDSadjOUbuoOwMujo9MCFH4pPqKlI9k+uwXm/Kp9nZsjBeK9HS3uEvRoqSuOXgvQVNa+RiKRdB5C9Z3oAJ02ULBgwQIeecQ/mm2z2Rg/frzn+OGHH2baNBHBPvfcc7nnnnt44YUXGDVqFOeddx42m40lS5agaRoffvgh6en+L2Z6ejqzZ8/m6quvZsaMGUyePJnMzEy+/fZb6uvr+f3vf88555xz7J/sCY3/xeu43ul+F4rSnAuyksxMGSjyYKOHpcutBhLJT6FiB2mb38TYWgOHRsDIayGle2htS7XoArxjgTAq/SbDaXeILGUoipbButfpcWgLWkwCjJgustWh/sjaWmDtv+m+6UMMlirI6A2n3iyaU4XqYLxrASx7jJ6VrgqnJV3h9LvF+QMDBjaLyChufo/udtEwl1UDRfY2cF8tiH278+8h78iP4ngpkHcaXPJicEMlXYcVT8Oq57xZ/O8fEI2aLnlBNPnSdVESvv3z4CCBG80BH14N8Rl4MrhtTeHLZZvK4dkInakDOVLQMeO3+b3QGd6Q6LDoT9Gf21INn93Uvs7NoXXiI1p25IuPqHBls6OlrVF8H6Oltih05jsc5dui1+pOEaiI/gEd0EokEslJgmoEY5w3kN7WRMTfl8OuBL7+yV+u0wYKqqqqWLfO/4+xrut+t1VV+ZdjPf/884waNYqXX36ZJUuWYDKZOOecc3jooYeYMGFCyK9z5ZVXsmLFCh599FHWrl2LzWZj8ODB3HXXXcyaNevoP7FOSnKskb9dMpSBOYk8+enK470coOPm/Fjqs5NimTJI7JTs6FgciaTTYG+F7V+QVTAfRXNC1XnCzIcbL1RfKsYFHdiAZkoE2/WiVD3QPOu6KI9e/ZJ3j2/RXPj+HzDtGf/mTiBKw9+7FFqqvF2AawpFw6Zr3hedqX35/ilP1tAIYAFWPCXKnWcthFSfhrXWRlEaXr4NTy/sIz+Kst29S+Daj/wbiG37WJSG+9JULvYJ15fCRT5ZdU2DT64XQQtfqneLpk/XfgSDLvK+Jke2i27HDou//uA6sSd41kJIzvVmnFe9AKuf99eiixLl4lWQkidKwcOVG/s9zCnKiSUSiUTijyFGGDrVJLaIhAuiAiTmiGort/Gr2CF+v4ZEge5jwN0vxtogAqvhiM+EHuNFrxVFFX8bI20/6T1ZNO1zNyLdnh+6egrAYBY9LYyxQm+tF1t7wk3e6DoKhl8ltIoKhzdGDnyecY8r2K2I12btK+GrluIz4cJ/iNddUUQwf+H9oidFKAZfKgL7iiLOX75NNO0MhWKAi58XVWhu/dpXwgfSswbBNR+JaRnuHjcf3yCaFIbioqdg9K2u10UR1wVvTAFLiNc9IRvuWO7ff2bHl2ICQ6hgwfCrRNPUn0GnDRTccsst3HLLLf+Vx5155pksWrSow1+r0zLqevEDECb6/yf7nRRqPQHRk+DsQdk8MX04XZJjqWyydlpzfqz1EkmHcNpRHRZhHiOVqes6HNpIasEcQAP1kshN1VqqYdvHZBWtx2lOAtPNwc233LTWw+qXyNvyMQZrjShpHzNLZM8Dm7zVl8L7V0DNPjzDZUsWi33LN3whyqt92Z4v9hE727xdo/fPhz5ThCGOiRe3aZrYe7r6pRCvkU3sQ6/YIRqJaQ6xD3vD66H/yDpa4T8zYfgMYeZ1Tbwee8JE2xsOimZQPcZ7y7ErdoTPjO79Bl4eIzLtml3sfQ/XaApg/WuimZWievcQ2y1hxDp8fJ1LG8UINGsdvNKBC4SWqvB7nSUSyYmDwSwazhnjhBGyt4bX5p4ijKj798a+b8XvplAYzTDkClegUxFN+/aF6b4OwvgNON9liA0i2BgY5PSgwFl/EUFXt9n6/h/hK1jS+ogqKtUgtJYaWHCf+B0einF3isooRRX6AyvCbxkxJYiAcXIuHhO69BHYNS+0vs8U0VEfRZzf3grvXy62vITimg9g8CXe47pi8Xck1O/XbmPglgX+UxJ2zoNPbw4dLLjwn6IyzpcFf4INbwRrE7Lh1q/9p03YWuCDK4P7d4C49r/0Zf/rjXG/En00ArvqG+Pg2g+hX0BVdY/xrr/rAYGR7mPFdYDvaEpdh6Sc4L/tigHOfxzG/9r/9gEXiG06xQHJyLReYiRhYAPU7CHw8fXQUOp/+6jrRQWdb/Vf3ymQkCkabPr+DY5NEa/JkEv9z3H5K+Lv/PrX/b9PvSbCjNmQmO2vv2mOeP9u/8L79zs+E855WAQs/J5PT5j1NSz6s9hq5lnjOSKoENikdujlYPpE9Iep2C5ui0sXTWcDp4H8BBRd12V913Fm6NChAOzYsUcDMx8AACAASURBVMPv9v37xcVoNCa0I9r29JZ5DxC/KcyeSuCitscp1HuREGPgvqkDmHVmbxSfN+LRXMvP1cu1yLUc97Xouth3veFNHOU70MwpxJxyDZz269CZ9rpiWPoIWuFXqJpNZBpG3yJmFgd2JW+tF2OHAi/OepwuRjQFdpzfvUh09g7sejz8anEh5PuHs6UG3r5A7NMOZPClcNW74mLA2iAyCZ/eGL5pTmwqTPyjuKAEYc5/eD684U3KEY9pqRYdhDswG1wi+UVjThaGTlFFYCxUQMyNooq53u5MVWtdZH1cGiR3d+0oVETH90gmNHuIuCBVFGE+S9cRtgTWFO+qFnKZyvqDont+OHqcLi66VaMwLnsWi+75oVCNMOV/xIU+rkZ8yx6DlorQ+uwhMPkB7+vScFhU+LgnLwRy5r1iGoPiMoqFX4kgXyjMyXDlW/6TDBbeF36bRp+zYOpj3nO31IiqImt9aP11H8PAC73HdSVi6kFTebB2xLViLKGvUdizWJw/0MgZ4+C6j8Tz9GXpI6LDfyDdRovml75/w5wO0fy64GN/rcEsJlOMuMr/9qYjolIqMEucM1wYv+Rc/9tLVovMabPP91VRRVPQsx8ONkQb3oTFD/sbv9Qeov9J9zH+WkcbLHpAbGHyGD9FZGQveR5iEvz1jeViqsa+b723JebABY+7Sr0DqCuGpX9HL5wr+tTEpohKuMkPhp7EUroWVjyFvn856BpK3niYcG/o7We6DgWfwPrX0Y5sRzMlYhx2ubhmCDX5xGGDze9i3fA+htYaTNn9YfTNMOTy0KbSUgsb36J1+wIUzUFs/8liAkdaz2AtQO0B2PQOlgPr0UwJJI6+RjSQDTWqE+DIj9SvfAODpYqkvGEw6rrwWwR1HfYvp37TFyhOGynDpoqgjDFM0tBhg90LqC9cjmZKIP30G/zHRQbSWkfVircxWCpI73OKaK4baVJOw2Eq132G4rSSNfKC0CNDfWk6QvnWxejGeHLHRli3i5If12C0VNBt8GmRR7sC6Dol29egOqzkjZjodz0XzmdGQ6etKJAcI/YvDwoSaLqCqgT/8W+xOWlodfgFCSQSiQ+6Dl//Bda9Arh+4bZWiRnEBZ+K8VK+Zr52v2fGsSem31IlyuBL18INrr3MjlZxAf/5raFn+ZauESOazvkbovO2U1yUffM/wTOLQVQQNR4WF+fONvHHtWiZMAqh2PkVPJoV/sI6EGt96BnF4Wg6Ij4kJy6JXWDgRV6DU1koLuTDMeBCYS5Ug/go+NSb/QgkJgHOe8R1ca6I9+Q3D4UvI+09WWRP3NnBih2w7JHQWhBTEnJHefUbZ4vtFyGfZw7MeEsE6RRVVLjMuTP8z8apNwnj4s4+NhwU/RxCdRI3mOHmr0TWV3G9LrsXifFtoQx3/6lw3Sf+Gb9FD3p+v/ijwJVv+puWtmYR/HP3s/AlpQfc/q3/uMmyrWJriy1E08FTbhRTGHz//m96B+bdE6w1xolZ9L18tnjqusiwbXwrWN9nijDEvlnW0+8WI/z2LvbXmuKFMXdvyXHTawJ8OCO4+qfbaGFCEzL9b0/rKb6vvuPgFAOc/T/CcPnS80zRu2TFU/6/A9N6i3GHvpMmQBjqL24PbkI45HIRoA00obcsgPw7xLg6N3HpIpvoGyRwr/uO72Hl0zgKvsBga0DJHgJjb4NTbgo2fgOmwp0rYPXL2PctAxRMA86B038XPN0DRMaz9yTYOBtb2Xac5lTixswU0zcCTY7BCNNfgzG30rB6NmpbA0m9Rot59aEMa1KOaHK671vqt34FQOrIi8X7PNRY0p5nwD3bYNcC6vasQTMnkzFhlv/WMF/G3g7DZlD5w/sYrHVkDBgvAiGhDKvRLAICk/5M5YY5oGtkj7k0eFqLm+SuIkNeu58jPy5Hi0kmd9xloXvUgDjPjNkU792Jamum5+BTw49eBZGZv+ELDhTtA12nT78IDWoVRWzxG3ktxdEkL4wxMO5XlGWe074WxHt90p8p735ldPr03nDe/3HEtZbE9vQ5w6kdLabRJbWnVRToO4VaRQQpUtrTG2Ng6BXUxo0US+vSjj4ujab+lwttNAmjlG409xPVBlm5UeiTcmjt5vo92E6QAMCZ0AVnQpf2gwQAioIzIQcnhH8f/gRkoEDixVILc4LnnOY7JzDDeGL0HZBIOhVFy8JcxCOMxmsTIXuwa96yU5it1jBdxotXwmNdos+uV+8RmaNoKfkhdNAhHNEGCSSdh7Te0OtMyOgvtpkc3gIrnwrWJXUVZsa3pFVzCjMUqjHfyJkio+hrcE+9WcyWLw0ILsRnCDOcN9b/9txT4KNrofGQ/+0DLhSlnu6tKiDMVHKuMKK+2URjnDBbp97of44eZ4gM8MbZ/rdnDxFlxL7PE0Tvhy9uE+XNblSjqBI67+/+BiCtJ9w8D+b+1n8bSlpvYbR7eBswA8LwXv+ZCKy5x5rFJIqqorMfDt6GdMET4sJ89cveEtvcU2DKQ9D/XH+tOVF835b/Q8w/tzagGWNRh18FZz/kHyQAEUz51TJY/jjaroWozjbIHCiCMqNnBZvQ0bdAel9Y/RLOktWgGjEMmAoT/hjcWFNRRH+RARfA5ndpq9iNMzaD+NNuFhVOgWbOFCcMftFSGtd9hGpvIrHveFFGnJRDEBl94bdrYec8GrZ/A4pKyilXiP4koQzawAvh3u1Q+CX1RZtwxqWTMfH20AZXUeCsB2H0LVT98B6qrYmMQRNEaXAoExqfDjfmQ9lWqjfPA0Uhc+yV4nd/KHKGwW9+gIPrqdy1Gi02jZzTr/UPnPiS1AUueorSQeL6rV0jlz0YLv8XB6OtoOszGfpM5lC0+h6nUeMQAfB2jZ9qgAHnU2sURji1Pb0pDobPoC7hVAAywgUJ3MSl0txHNDXPiNb49RFBp+xwQQJf0vtgcQ+NicKc6QYzzjhz5CCBL4oa2DNcIvmvIgMFEoGuw4I/Bo3G2an14FnHDFRX9L20RaFKTz0eK5QcTdyzqaPS6qittd7mNpFoa4IdX5JetBFnbBqk3xZ69Jqbsq2kbX4Xg60RqsaJMr9wo1ysjbD1I7oUfoOOAtUXwsjrwpeF7V8OG96ie/kOnOZUGDNTZMFCRXGtjbDuVbpv+QS1rR5yhohxa0MuC12Kd3gTrHqenkXLxXGfSeJiuPto8bNUtUvs11z5TKRXS5SLhioZDYcswT86xGeIpkfubHWkcmyDWWSD3Ptqm8rDlwWDMIDpfYRxNBiFmQw3Bk41wohrRFZUUYRu28eELd9O7wvDpnv34ZZvgT3fhF/LyJmijNe99k3vQNXO0NqELJFp9C0lHjRNmM11r2IvWY9mjMc8/DIY/5vgjKxqEIZ92HRaVr+J0VKBOauv+JkbcH7wz1FcKtwyH/YupnHTZyiONpIGnQUjrvbfx+omZzj8bhMUzqVh53doxljSxl0rJjyE+hkdNVOY0B1zqCv5EWd8DpmTfwUJGcFagxEufg5Ov5vqtf9BdbSSPvRskdkO1R8kMVuY//ICqrZ9jW6IIfu0a8JnfbqPFqb10EYq9mzEEZ9Nt9OuCN97pP950O9cSgtWojosdB8xOXjbkRtFEcZ93B2U7FiHrsbQa8ipobUgXtsLHoepj1C8aytaTCJ9+g0Mr88aAFe9Q3HRPtAc9Ok/KLwWoPdE6D2RkmhMpaKIDPeAqRyOVt/vXKpVoWk3U2k0w/AZ1LhMZbvZx9hkOPUmalNFxi8jVJDAl6QcmgbMENpoTGjuKBqt4ucrMzuKzGmP02h2Ge6wQQKJRCI5hshAgURQ8GlQ6WWbbuIe+12UkUV+rCg5WtWg8tSMEQzJFX/s5Ji/Y0hH2oe01hNTuxtnbDoQ4QKkdj8sf5JehXNRHVZhPMbdIRrWBEa4dR22/QdWPksvd5ltl+Fw1gP+jXrc7F0iMorWejyhpM0viD14k+/3v5jXnDD/Xtj8nreL/Z7PYdmjoox0wFT/c1cUwgfToanc2/iudCn88IIo68zs56//9v9g1bMA3s70CzbB1o+C91W2VItZ6dV7vNoDK8TH2Nvhoqf9175zntgnqTnwvGK75osReN3HiP15frPkJR3GaIa+5wpTF58pyoE3ziakgTYnwa3fCDOvGsXHhrdEI6BQjL1dZDLd6Lror7AzRCMrYyzcNNc/69tcCW+eI5o3BpJ7qsjY+ma3j2wXExgCgxGqUZSGD73C//ZeE8Xe18CgUOZAYU59s76aJgK8m94OXsvEP4ksse97d8TVohz7cED35fhMkcUP1TOjx3joMT667KOiwOBLqDAPbV8L4nfOwAupNgmj2m720RQLI6+hJklUG6T1iKJkduxt1GWItWeGChL4ktGXxsEzgSjLTruOoKlVBCqz2ysNVRTIG0uL3bWGSA1KXXpHkmv0Z7ggQYDeGZ/dvs6NakCLTWtf5zm/6gquSSQSieRkQQYKJKIZzsLgudL/cFzLHj0PNSBZMyQ3maG5ITI+nZmmI7DxbXL2LBcX8JWXwCnXCxMSiKaJzqWb3yWvai/OuEwYe5MouwyVrW6ugtUvkFcwB9XeDLkjhTkfNC10JmzPYvjheXqXrkVXDNDvbJj05+DmOyBMyzd/hR1z6O4uBd84ES54MrjLfOUusT+1tc67/722CL5+AA5tEKbFdz0rnxbG3ZeKH0XX2YufF9l8RyvYrcLI/+e64G7KugbLHxdmvM8kb+f4HV+GLlFuaxSd3af8VezJ1DVR4r78SdHULpCGg6KR0+hZgCb0tQeg8MtgLQiD9OY50H0cnvnvpWtEo6FQbHgTygtEBlHXxfMrWham7F4Xr2OnRhHm2BgDDqto8BSOPlPEPuDYFNF4cOfc0GYbREOgy/7lfX/ZrWLvc02IRokAV7wuOvn60ncKzP+j/0i+zIFiT2yXof7a0+4Q61r+uPd7G58JZ9wtRi75PWVFNLf64XlY9zq0VKKjoPQ5C879myjj9iUxG25fCt89jlbwKaq9RZz7lBtg0p/8gwTgKiNeDWtfoa1wIYpmJ6bPmTD+t8HrBvF7J3cUbHgTa7HI4sefMkOcP3Avs6qKfbXDr6Jx1esYW6uI7zpIaLuFyCrHp8Oti2H3Aho356M4bSQNmgIjrwmdxZdIJBKJRHLSIgMFJzuaU4wyCZibvdI5jLedorvqryf3pWBnmMZNP/drFy0j7cfF6IYYiLsauo4Mr284DAWfkFn6I864LEi5M3jvqK921XP02DEX1W4RF96n3Sky4YHmvHiVMLltjXgu8Q+vEiPZbv7Kv5mNpsGcOzyzX02AqeUILLpfBA9unON/MV9XDLMvhKYyPLvXDnwvPib8Ac79f/5rWfe6JxOqAIruFKPb9n0r9sr6NjKyNsLbFwU31SpeCW+dJ0ppY1NE74nWOlj3avj979s/FyY3JhHQhUEMN7YIRDXA/HvD3x/IhtfFRzRoDjHmJVos1aH3UYejek/oTv7hCNdp+2gQkyT27roz4dV7g8cQ+TL4EvEzYowTWcZN74SfoZwzQuyBVg2iKZetWczyDdcJ/PJXRPDH/fPRcEg0VgzYjgSIrPf1n/nvyRw2HZY/AWv+5d0XrppEc7fzH/cvnY1NgVkLROOz3Qu9tyd1hamPBgcJ3M+9//mUr/kEg7WG7IHjw5edgzC/w6+itOB7FM1B3sizwu8hNZhEMG7CfZQUbkAzxdN74PDQWhDBgkuep3jwXShOK70HDIs8gigpB877Pw73vRmIItPeZShc/Bxl0e4J7nUm1VrX6LQGIwy5jOpY8fzazeJLJBKJRCI5KZGBgpOd1S8GNZOq1xP4k/3X6KjcckYvbjmzF/M0sSd39LD08NsNrA2w4U1yt81BdbRCz7Eicx4qs1VXLOaZV+7wlp5veVnsCb/81eCs3Ma3xXxTzY6nOLbgdTGXN7CsvWqPKCW3VHvf4CWrxMeEP4pyXPdIt4bDIkgQqqtzfQm8NVV0jXbv6a/aFTzD1c3BdfD6FFeWUBcZ6NLVIusfilXPQfEPotxX10QX+9K1obWaQzSmS+8nRvdoDhEACAjweLBbRAfnjlBf0jG9pH1M8aLKJFSAxpwiZhz7juppqXFtgwgxZnDkTNEh2/e9Pvwq0R17zyJ/be/JcNU7wf0ebvta6H0rH2JTRAO2UTP9tSndXY3MnkAr+AzVYYGkXFE5c+Y9waZbNYifrTN+R/mGeaA76Tp6WvBedjeJ2XDdf6C+lCMFy3Cakug27tLIDaGMMbR2OxOA7PbKzgFUFUeya4RTNF2AVRVnfFb7Oo/egK4m/Ow5xRKJRCKRSCQnGjJQ8EugqYK0ra6RhiVpMObW4O7FIfQGSxUUBZdo/9V+GxWkM3lAFg9NG4zRoDJlkNj7GDZb1XBIZLfrS/DkDev3icZcFz8HY2Z5tW0t8P700BnrwrlgqRPNsnRXKXnFDvj+yRBfVBelxZU7RYduZ5vIhO+YE36P+KpnhUEP1ywskOYKUVkQLdW7Q5u8cHQkW605O3ZuyfEhc6DYC95rogiSaQ5Y8bTYR26pQVcMKAMuEGXtWQFNxBIyxIiytf/GtuVjDNY6DNmDxM/08KuCDWlsMsz8GMq3UbNRjHTKOPVSMQIslHlN7wO3LYHybVTu+B4tJkl00w4MzLlJ7gqXvkjx0N+jONvo3X9I+6Y4NoXWbme4nk+YIIEvqT2wdJ8kPj+KI30kEolEIjmRsNqdtLQ56GpzEhcTefKB3alR3mBF1yHX7iTWFFlf2Whlf1ULsSaVnpqOIXDfsA8Op0ZxTQvNVgctMQ0M65YccdT5kQYrWw/Wo+k6WmIz/bLDNJEGNE1n7f4a9h+owWxUScy0kp0cvhlnZaOVtftraLI6SKoyMm14V1LiQ18L6LrOmv01FOyswKnp9GyOZeqQHGKMoXu+NLTa+XLLYWqOHCbGoHKqlszpfTPCPtfthxv4fvsRmqx29F1tzBjdnf5dQmxBRnwv5249TFHRQRyaRsp+J9eNywv7XAvLGnl3dTHOxgpiDCp5pTo3jO9BUmzwc3U4NT7fdIiCnQdotNqp1CuYMbo7V47uHvL7eqjOwmvf76eu4hAOp4YtvobbJvTmzH5RXIO1gwwUnKh0xPw3V5BW8Jr3eNC0yIGCQL0PXzgnslAbT//sRF6aeQpGQxSd7gG++n2YjLQuStRXPSf2PFsbxb72SBSvEB/RUhhm/nVYOtAkUNJ5UAyubvB65NF9hhjR4d3dOb6lUrw3w5GUK0anKYoIXFXuJOx7yBArqgR8M/kGk5hFPeWvlOzchGZKoPeAEHvT3cQmw1kPcqjH1UAUpeQAXUfSMFT8McvoHkU37dxRNLu6b4cNEvg9RkU3xsnMuUQi+UWj6zp2p44xgsnyxeHUaXM40TQdNYrHtNqdUU+7s9gcVDW3Ed+OQQSobbGxubQeq81JqT2Rif2zwhpFt9naubsSFKgihXG908Oap3qLjblby2ioLCM+xog9PouBOaHNk6bpLN1VyZYdh7DYnKg7rFw3Li+s2apqauODtSXUHDkIOqTvs3PD6T3JTgptttbur+GDtSWYW6uJizEwoELl6jF5IU20xebg/TUlFO3fT0ubgwZjFTNP68GFw3JCPtddRxp5dXkR1rojoOsYUuq5Y1IfRuYFT/rSNJ1PNx7kvTUlZFFPrMlAZtcWfnd2f3JSgte+t6KJxxbuxNlQga7Dhk+LueKUbjx44SBS4/2bhOq6zgdrS3hx2T4Gxovr5YKvDnLrhN787uz+Qd/XuhYbD83dzqIfyzkjWzTBfWBxBQ9fPJgLhgU3Wf1udyUPzdlOb3MLAKsWlDGkazLPXD2SwV39G9ranRqPzC/kw3WlnJ4lJmX96esjnDu4C89cNTLI0BdVNfPbDzazu6KJCV3EWv6ypIJfT+7LfVMHBL3us1cd4IlFOzktU5x71apaHltQyD9njGTaCP+1N1nt/OaDzazaV+0591Or6+iZEc/sW8bSN8s/eLFufw13frCJeovdo396zTrOHpTNv2ae6heo0XWdJxft4rUV+z3aVRXNvL5yP3+aOpC7pvg3zK5stHL9m+vYW9ns1Rfs4Y2V+3n9xtGcEWDQP9t4kAe+KEDT8eg/2rmLj9aX8PEdp9Mt1duw1ubQuP29jazYU+XRrq+oZX1xLYsLj/DKDaMx+XizwrJGZr651u95riqtZNmuSh6+eAi3TejNz0EGCk5UOmD+ay020iMct6d3c1DL4m/2m0lPiGH2LWNJDhHlCn3CA1C0NLJGlrWf+HQfC4ldhBnUnGKKQWBzQjcxSXDm70U/BlMc2FpE48Nwhvucv0G/c8W5FVU0bFz6/0Jr47Pgpi+F2Xab/8V/FZM5QjH2Dpjm06PAboXZU6F8W7DWlCCMfNcR3tsqdwm9tSFY33sS3DDHfzb2lg9g7l2h1zLtqfDjHVWDaHwpkfzC0XWiNk+6rlNvsWN3anR3aGEzQ26arHYO1rViUpV2s2YgLlwPVLWQFGeMNA8GEBmiA1Ut2Jwa8RnWkBf8vhRXt/Dj4QaMqkJGjj1sFgzEBffKvVVUHq4lOdZIbl7kDOHuI02s2VuFzaHRvSWOcwd3CfvatDmcfL39CAdLyjGqKsO1ZM6IkDU7WGthzpbDOOqPkBRrwpmQFdbIaZrO93uq2LazjDaHRlKpxlWj88JuQaxubuPj9aXUHDmEQVXoWWngylO7ER8TfLmp6zrf7a7k4/UHSbLXkmg2Mvz/s3ff4VFV6QPHv3dm0huQQocQAgQCCYQaQEARQcEC0gQERBFQV11dXdva+669oGJBQQRFLFiQYgEktIQaEkIS0iAkgUB6mXJ/f9xkksncCRN/68q67+d5eDR33rk5M5lyz3vOec9ZT67p30F3kOJ0eQ3vbM3kVF4O1WYr5Z6FzBsezmV92uo+1u3HTvPWLxmYKoswKgqmVsXcdnEP+nVyLtxZbbby9i+ZfLI7h0ifSrxMBsI6VvDXS3vojhCmFZTx/IZUas+dwmaD1M9zmBvflcWju+v+nb7af4I3fkonDG254LmNp7hjbE/G9XG+riupNPPshhTWJZ1gcHBd0vvXszw0qTdR7Rw7cqqq8s7WTF7YlMaQutjtPxYSHuzL67Pi6NvR8bGeLq9h8YpE9maftXcqnvjlDEO7teGtOQNp7efYad10pIC/rtlPeY3FHv/k1q3MHx7Ow5P6OLy/ayxWlqxM4sfUwoYOy6FKlu84zmNXRXN9fLjDuQ/llXD9+7scOjgrj6TzYUI2Hy4YQv8mHfRXNh/jpc1afSF7fHIyn+7N5eMbhzm8/0oqzcxctpOU/NJGHb/TbE8/zayhXXjqmr4Or5lf0opY+NFeai22Rm3PZ0PyKV6Z2Z9JMR0cnvN7Pz/I2sS8urZARY2VH3bl8ENyAWsXxxMe0lCrKr2wnGuX7qC02sLItvXPlY3Ve3LZn3uOdbcMd3h/LP0lg+c3aLNHe9Xl8UurLby8+RhFZTU8NbmfvR3VZiuz393JkXzH5bMnzlWxeGUSr8zsz9jebbGpKqoNknKKuenDvVhV6NbopXckv5QZbyew/IYh9ve2TVV5cVMaX+13rlO0OaWAOe/t5NkpMSiKgopKeY2FWz9O4nR5rUOsxaby+k/pnK2s5arYDqh1596deYaXt6Q7nbui1spfPknixLkowoP9UNG+U97ZmkFSjvPWxNlnKpn+VgL3XR6Fh9GAikpplYVnvk+h2uy8pfSPqYXMe383k+M6oqqgopKYfZZ1SSecYlUV/vnDUXLOVNCjbYA9ftWuHLLOVDrFl9dYmP/BbuYND8fDaMCmQkllLWv25mLTGV/KLa7i2jd3cHFUqHZuFVJOlXIwT+d6FNicUsjkN3+lW4g/qqqiqrDtWBGl1fqDY09/l8IlUS3YDUeHJAouUE6d/4pq2lSXagXJasq1/9b9vzk9yeG+tgNroLCZKe1ZzsXPbKrCXeYl1Br9+eD6gXRu48YoY72iP/l0eE8/UExahXFLTUOhNt1Yf61wGYrWKT6X0/xodZvu2n7iigGs5rrOravRak9tP3Kjp1b4rixf28LPlegpEH+bdn7fNlpNgw+u0C+WN2gBTHzRccQ49Vv4dJ5zssDDD2atgfARjsc7DtK2RyzNazhm8oHLntC2X2ysbTR4B8CmRx3rQ7Ttp+3FHtrTMf7qN8G/Hexe1jAjxcNPW6Jy8QNN2ucNc7+GzY9oS1/qn//wi2D8U45JAtCKCd60BbY8hpr6PYpqAd9gbSeFUX9zTBKAVlE+oD1sewE1W6vvoXQZpm1H1+NShPizUFWVrw+c5P1fswiyFONhMBAQWsLtY3sQEeo89bS4opaXNqWRn5tNtcXGwZJMpsR14q+X9tTtRG86UsDzG1Jpq2idp0Nf5jIvvit/GdvDYcQEtI7cs9+nsnpPDoPaaBdF9/xwinsn9OLq/s773aeeKuWBdYdIyjlnv/B/ZlsxT0/uZ9/et7EVO7N5YeNR+gZoO33cuj6PiTEdePKavgT5OLb9XGUt9649yMYjBfZz370hn0WjunPH2B5OyZFf009z96cHOFVabY//x49FPDOlH5dFt3OINVtt3L/uEGsT8xo6LNuK6dTah3euH+TU9vTCMm5Yvofc4ip7/LO/FjMiMpilcwY6JfxXJGTx2PojWGyqPf6pbVu57eJIpxG/yloLi1Yksu1Ywwje9sQy3vgxnddnx3FxL8cL0L1ZxSxYvqeuQ6TFv7v/MO9uy+Tjm4bSqXXDdYWqqvzjq8Os3KltMzqyrY0Cavjw8AG+2n+CZXMHOSRScosrmfZWgsNzuCP3DDsyzrB4dHfuuzzKoS2rduXwwBeH6s6tYkFlS3IBP6YW8s71g+zLKUEbwZv/wW52Zmo760T6aB25T3bn8MvRQtbdMsIhaXT4RAkz3k6gotZq7/idLq/hxU1pHMg9x7K5gxxeA0t/zuC5DakAhLWtP0cpCz/aouRAdwAAIABJREFUy3PX9mPG4C722KpaK9ct28mRfMf6Q9vTTzN1aQKfLoqnW4gftVYbZquNtXtzeXaD8zVY1plKrnsngRdnDCDQ26R1zmwqj61P5mhBuVP8ruPFzHp3J3de2rPu7wMnz1Xx9HcpWHR6OMt3ZFFUVsOIyBCsqorNpvJD8il2ZJxxirWp8I+vkjl8spS2gd6gqpht2qh5mU4Hp6TKzOxlO5k2qLM2kU+FU6XVbDisX+j38IlSJi/9lcFd26CidZ4Ss8+SebpCN37VrhzSTpXRNtAbFRWLVeXno4XUWp0fp9Wmcscn+1i9OxejQUEFzpTXkHxSvz7U6fIarnx9O51b+2K1qVhVlZPnqqisterGp54qI+6JTVoHV9U60K5iAT7elcPHu3S25nXhjtX73Y4trbYwZemO8wfWOXSilImvbXc7viVtt6nw9Hepbp/7TEUt96x1UdhZx+4sbYTeXWv25p0/qE6tVWXZtuNux58qreaT3bluxx8+UcrhEy7qkzVhtal8ttf9c+uRRMGFwmbRtmED+PFJ/POTHW5us3Kcy7s2zUeHHHwHmnm/6I13fmYdRQXevHhFOwaHNzcfoYnyIvt+9X84o5dWOM5c2fzU8351uyv4tNKmlO96W9uFQM+4x7XCbfVqyrXt+AoOO8f6t9U6nK06Nxw7uQ8+mAhmnS+s6MnatmyNO+d73tP2RW/K4AEzPoaelzUcU1XY+BAkvO4cHzFGK3zXeP9tn9aw6BfY9iKWQ+sw1JZhaNdX68THzHCeVh41UYtPeANz+i+gKHj0ugzib9XfbaJrPNyxH45t4kzaLqzerQm7aJ72e/UMvgliZlCw4xMMNaWERo/SZjXojYIZPbSEw0V3k5/4Haqi0GHgRP1930H72175Cox/mtzDCVi9WhEerbO9ZL2QHjBjJVlpRzCYK+jaO04rzudK5FiIHMvxdO0CLSKyl+tY8W+jqioFpdWUVVswBVXSJbj5hGZucSVJOWex2lRqfUOcRuMas1ht/JJWRE5WEV4eBjxatWs2YVpQWk2CfV2lkUn9OrgcUa6xWPn2YD7pGXlYbSqhJ2DqwE5OU07rZZ+pYNWuHKqL8/E0GehZ7MHV/TvqjlTabCrfHspnX7J20V2yvZjpgzoztneY7ihrUVkN7/96nKKT2rpK494ybhgR7jTyCPDchqO89YtWS2ZkW6ix2diy/ySbUwpZtXAoMZ0aRvzOVdYydekOMk9X2DtypdUWlu/IIiHjDJ8tiXfotK4/cJK/fLIPgLZ1X2IlVWZe/TGdrDOVvDKzv739qqpyy8faSGVjJ85Vccfq/dRabEwb1Nk+wlI/wtR0lGV/7jmmv72DtYuH0yXYt250CFbtym64KK0bWLepWhuzz1Sw7PqBGAzaSJXVqnLzikQOnXAc8ak223hlyzFKq8zMHxGOTdXanVFUzi0fJ2Fu0gk5U1HL4pWJPD25Lz3aBqKqKlabyoqd2XxzMN/pb5F3toqZyxJ4/Kq++HgaUVWotVh57JsjnGkyggfwa/oZrn9vFwtGdLOPgqUVlLH050ynWIDXf0qnoLSauK6t7fFf7jvBniznQqwVtVZu/nAvS8Z0J9DHA5uqUm228dbPGVSanTs52WcquXbpDq6N62QfTUwvLGdLin6h323HTjPlzR306RCorYm2qezIOENhmf52rW/9ksHu42cI8vFARUsq7Tqu3wkwW1UWfrSX2M6tUND+/gWl1eSd1V8SebKkmvEvb6V9kLf9eckprtQdqQTYklpI/LNb8PPSLq8tVi3elfs+P8Qrm4+hKAo2VRuV1es8gzZaecWrLoop6yirsbLwo71ux6fkl7FoRaLb8d8eyufbQ86vVVfW7HG/w1JRa2X5jiy34zOLKsgs0k8M6Nmb7WIHKB1WVUvUuKus2uKU6GlOtdnm8vUkxP9Xc58/7pBEwYWi6hy8fZH9R/3Lx9/PDNMvzDD9ArX3AQPOGw9o+8l/sVgr+Hc+XeIhOFKrsO7pB4kfut4GLmqStlWZYtD+ncuBtQtc1DYwaNPUu41q6GCeSIQPr9JmXDQ1YA5c9bpjZzRyHGx5DPa+3zBbwC8URt3rPBLu5Q/zv9Gm2e//BMwVqAYTSu+rtK0OGycJQNuD/abN8OOTqGk/aKPVQZ213SCG3eLcKR58o7Yd46+vYMtOAIMRQ+RYuOhu590jFEUbIY+8FJI+pCY/Bat3G3yHztMK3+l1dAPawRXPkxO1GHBzm7Zr3iTX3W3ajB4QdQUlntroTpirJEE9rwAqumqj8KGd3ViL79OKqg7DtP93lSRozNMPcyv3t39TTd5YTd7NJwkaM/xvFN9TVbDYbKiq2mzBI6tN5afUQlKP5aMCXcu8mRDtutDQucpavth3gnMFJ/H2MDDE2Iq4Lq11f8eerGIe+uIwoWgdtO1f5jK8ezDPTOlH12A/h9hai41Hvj7M6j25jGi0ZnNMr1BentHfqYOekl/KkpWJZJ2ptHdyH9xSyI0juvHAFb2dRojf236cZ5usq3z62xTddZWFpdVc/95uhzWb2/el8MZP6bw/fzADuji+R749mM9f1+yn1towBXbZ/oN8lJDNRwuGOEwNNltt3PJxEpsajWxvLyhg45ECpg/qxLNTYhzanlZQxqxlOzldXtsQn57Hl/tP8MK0WC7t05bC0moKy2rYm1VsTxI0VV5jYcbbO+nVLqBuWqg2atZ0ymm9owVlXPTcTwT6mLDZtNdJYZnrmVZfHzjJxiOnUNCmtFptqlNHu7F71h50ezSpvMbKhFfc72wdzCth6DM/uh3/wY4sPnCzg2NT4b51OklnF0qrLNy5xv0RwgO5JS0aUfwsMY/PEt0bOTPbVF790XnasCsFpTW8+XMzW+42cSS/tEWdLb0pya5YbNpUY3eVVJkpqXKxDE9HQWkNoJ/UaEpFS0YIIcTvweVOdW6SRMEFwqZeGAX2Kmot+J0vyFILPz0Jv77i3kmjJsGMlY6d4rh58OlcONEk2x07C658WZsZUK9dX7j+C/hysbatYj3/ttqoccRox3N0HKh1zn96GvXo9yg2s5akGLoYBt3o3Dk3eWod7jH3cSJpIxg96Bg3QTuux6c1THwBxj+jFafzCmy+OF3bPnDdKo4fS8VgqSY8Krb5onB1o9VZ7nbOu18M3S/mhLvx4g+RdbqC1FNl+Hoa6dLV1myh0JIqMwfyzlFRYyXb7M9FkSEu48trLKzdm0tebg6o0DYPpg/q7HJ0OzH7LCt3ZmOqKMLbQysGNc1FMaiC0mpe2pRG0clcaiw20quyuW5IFxaNjnCKP11ew40f7uVAbsNU7xcSzhER4scHNwx26sxvTSvi1o+TKGu09vW5XxOYFNOeF6f3d0guHMorYc67u6ix2AhtNIVqR8YZpr61g1U3DSPIxwNr3ajsc9+nsl5nVPbno0XMWraTpyb3s4/glVWZuX31fqeOgKrCu9uPc66ylmsGdLJPad1zvJjXfnK9rvL46Z50au2LxaaNhL69NYMMnZGus5VmZr+7i8Wju9etZVQ5V1nL+79mYdWZ6nvoRAnT3k7gsj5ttdFqVPbnnHM5cvrp3jzyzlYREepXt/ZR5fvDpzhb6dzhsdrUFnVAQSvKtj/X/c5ZSztbMsImhBDiv5GigFFRtES9CrVW199nBgWC/by0El6KNiOlueUngd4mgv297EVRc4ordZcH1Zs8oCMuKny5RRIFF4gay4VxUXQwr4T4xgdsVshJwD9jLxbfthBggS9u1qbU6/EOaigK591KGyEffZ9zxzioo9aZz0ngzIENqEZPQobO0KaA6+kaD39JgqxtFB3bi8UnlPbDr3PdmQ/rDTNWcDw9DcVmbr4jX88rgJq2dbMpXJ23MZMnVr9mdpdoyuiJzegpleP/x5w8V8W9aw86VOq9f1MBj1zZR7ci8Yqd2Tz9bQoD22idqu1bCuncxofXrotzKu6UUVTO3Pd2c+Jcw/rkdw+k8PbWTD5cMJjoDo7Tyd/6JYNnv9emWNfHr0hOZvWeXK2z3Si5cPJcFVPe3OGwJvhUaTUvbU5jZ+YZPlwwGItNpaJG2+7pjtX7OKBTgCfzdAXT307gnvG9MNS99s9W1vLs96m6o8TfHMwn83QFPcL8Ka/WpuEm55e4/IwsKqtl3Evu75JyJL+MyW+6vw5zbdIJ1uoUOdJjU+FfG9PcPndlrZUXN7kfn15YTnqhzkwpF3ZknNFdMyyEEH8URQEFdIu7NebracRYF2y2Nj8938Oo0MbPEwUFRdHqpTR3XR3i70mQj4dWiE9VyTxdgavxOgWIah+Ap8mIApRWmV3WPwBo7evBwK5tMBkUjAaF1FOlusniehf3CiU8xM/e9nVJeboJXQAfDwPzh4fjUdeWc5W1rNiZ7fK5jO0UxKSYDnWdUIXErGK+c1HrAWDxqAgiwvwxKAoK8O62TFJOlenGhvp78vCV0XgYFUChosbCw18dpsJFJ/fKmPbMHNIFRQGDonAwr4Snv0vRjTUZFV6aHku3EK0WjqLA279k8vUB58KKAL3bB/DqzAEYDQqKolBrsbJoRaJuwUGAv17ag+mDO9uf87SCMm5cvke3ToW/p5FPbh5G1xA/FLS2f5SQba870tTFvUJ5f/5gh6Vzi1cm8kOy8+xrRYE3Zw9kQt+GWjWny2u4+vVfOXHOeRZ112BfvrxlhMPMwm3HiliwfI/u9dT84eEOSwR/C0kUXCCqTQFcUfM3AK4z/sggQxq9DQ1FPzZZ48hRw6hSvShQW1OJNx6YqcKLDsoZ/u6xxh77kHk+R20NU+BtqoJBaXgB9TLk8qTHcvvPfzMv4oitKwBXtxvQkCjIToAvl8DZ49jL/myqX9XXhMkbJjwDcfPJPrIbg7mSzv1GNt/hVhToOpwSq/YGCQk5z0i4wQgRYyijrvCPO515gwnVIC/z/1VWm0pFjQUvk3tLCapqrVSZrW7tWWyx2igs1aaXdrbanIqvgVahfeY7O53WiOWXVLN4ZRIvTItlaEQbbTq2qrI5pYCnvnX+4swtruK6dxJ4/Oq+BHibqLWq1Jqt/POHoxTorNs9XV7DzLd3Mje+q33kPL+kii/26X/JJp8sZdLr24jp2Aqz1YbFpnIor4Sicv3pswmZZ+j10Aa3NxotKK3hb5+5X2joyMlSjrgoFiWE+O9kMihaB0TRPpubGwXzNhm0UbO6TkVBaXWzHb+ubXwJ9PHAoGh1CFLyS11+PpkMCgO7tsZY156C0mqONZOA69jKhz4dAjEooKCwL/ds3fICffERwQT7a9cnZqvKlpQCl4/V28PAhOj2mIxax+xUaTXbjrleDx/XpRXj+rTDw6jgZTKQkHmG7w7pd/y8TAaendKPsEBve+f8me9TXVZUHxLemoev1AZVFEXrhC75OInSKv2aCY9fHc1lfdphMGijp4nZZ1m8MlG309q1jQ/r/zKSQJ+G67YXNh7lNRfLV5oWqKy12JjxTgL7dJaYeJkMrFkU75BIzygqZ8qbO3RnMcV1acUnNw9zuC74PDGPuz/T2SkJ+MekPixotMWcqqrc9ekBvtjnnEAO9vPks8XxDsVeK2stzH1vt25dhLnxXXnsqmiH5XYzB3dm9ru7nGpyBHiZeG/+YIZ0c6wjNqBLa+5Ze8CpozgkvA3v3zAYf6+Ga+AFI8J59OtkPkxw3InMaFB45Mo+zG2yM8XY3mEs/GivU62S8LotCZsWtY0M82fRikROlToup5k5uDNPXtPXYWbksIhg2vh58ujXyUDDsrUQf09emN6f0T1DHc7xwvRYWvl6sHKnY9sv6hHCyzP6E+zvOMX+00Xx3PXpAYf6En6eRu64tAcLL4pweM7bBnqz4sah3LfuENCQGIlqF8A/p8Y67ZSyeHQE/l5GXt58DNAeq6fRwNRBnfjHxD4O51YUhdeui+PlzWms2Jltf6xR7QL4++VRTkVhQ/y9WHfLcJ7bkErxqTwsVhUvk4ErYzvw9wlRTjuTXNQjlDWL4nlxYxpKeSGqCt1C/LhxZDdmD+3C/5f0oC4QNsXEETUcgH9YFtBHyeI7r4Zq7i9Zptpvb6qPksXfaUgUJNl6OsT6ehodprFU2Hwa350jtq72+HGeddu3FR2FlVN0KvzrfAOERcPU97RRfMDqG4YV3OvIi/+4orIaErPPUmO2kWsJYGRkyHn3W05NK8KgwDlTawZ0bqW7hlxVVa3I2a5sAsxn8fMy0jNf4bohXXQ73SWVZt7bnkluTjZVZiulpkLmxndlfLT+Hsc7M8/w5s8ZGMq1AliGwDPcenF3BnZ1Lr5Zbbby2o/HWLUrh+iAGowG8As5x73joxy2LaqXfLKEZ75LhTLt3EmfZTFtYCfumRDl8CVb/ziX78jizZ8z7Hscp35zgiVjurNgRDiKomCx2jh+uoLXfkxvtpCMqwsTPVVmW4uq+pbVWHijBWuCc4uryC3WL+il58JYLCX+KH6eRuK6avUkDApkn67k+BnXo2bRHQLp2TYAQ138T0cLXdY0MCgwY3Bn/L1MKIpCVa2VT3bnuOxsdWnjw+QBnQCtg5OSX6o7elPv8r7t7MXsFAW+SDrhctTM02TgjrE9CPQ2gaJQa7by4uZjVNTod576dQzihhHhdR0zhWOFZbzxk+v34a1jIhncraHTui4pj89dzGAJC/Cy7/9dXw3+b58dINVF26+N62jf/1tRFE6creTmFYm601qNCrw5J46YTq3so2zr95/kSRcjfpGh/qxaOLSuLVo1ibs/O+iyMv094x33Ii+pMjP5jV91R2aDfDz48tYRdGv0Wd14p4GmJsa05/XrBjh8b3y4I4tHvk52ijUZFN6cHeew24TVpnLLx/ojfpFh/ny6KJ42jS7OT5VUM+3tHbqfl4tGRXD/Fb0djm04fIq/fOJc0NLHw8h78wcxvHvDtrmqqvLUtym8u925anpcl1asuHGovVAiwOyhXXmmVYpTlfVgP09enxVHfPdgh+MrbhzKHav38fPRIofjl/Zuy0szYgloskvG6oXx3LF6n0MiJcDLxIMTezNziGMn5LLodnxww5C6jl/Da/KSqDCentzPIUkAcNe4ngT5eNTVQqm2t3vR6AgWXuQ4cORpMvDRgiE8v+Fo3baEWtJoSHgbHpzYm9gms+26h/rzRV1nq6o4H5sNArxNzBzcmTsv7ek0eHDtwE6EBHjx2pZjUK3NworpFMQtY7o7zfxTFIV/TYslrmtrViRkAaV4exiYMagzt1/ag46tHK+xfT1NrFo4jE/35pKalk55rYWxrdswa2gXLolyLjrbo20AG/86ilW7cziVl4NNVRkQ3Yk5w7pqu0Y0cc2AjvTv3IpPdudQczYfbw8jMy7pweV92zktWVQUhceu7su1AzuxLekI5TUW+vdpy9SBnXSvjVr5erLm5ni2pZ8mOfUYVlVl+iXdGB/dVncAJrZzK36+ZwwbjxRwMjcbb5OBh2f1oaeL7VenDuzE+Oi2bN51iLIaC7Mu7cwlUWG614weRgOPX92XxaO7s2N/CjabjQeieuruYgMQFujNypuGklZQRnLqMTxNBpYOjHZ6jdcbGhHMlrtGsy3pCKXVZu4ND6dfxyDd61FFUbg+Ppzpgzuzc38KZqvK6/16uSxQ7GkycO+EKO64tAf7k9PwMBkY0Ken7rlBS1y8OL0/accCqKi10LtnZLODV3FdWmuP9VgGFpuNPr1czM7+DRRVvUAWx/8Pi46OxmpT+XxLAqBtpXQmPZH7cxoK6b0X/RHBkQPx8TTSsZUPvl4myqstGA0KJ1J2c9m2qfbYjRetpWPvIfaf6y8o6jUXHxrgRViAN3y+EA65saplyM0w7gltS7o6mS1cK/97xrcktqTKzN5DqRgNCsNiezf7prTZVBJzzpKbnYW/l4kxg/o2u//32YpatiYlU2W20qN7hMuCbaBdKOzJOsuRtGMYFYWBfaNcfhCCVvn788Q8as+ewt/LxMi4ProVzFVV5bUf03ntx2MNRdgKDESE+PHG7Dh6t3f8HYVl1Sxekeiwvdj2AgOjeoby+qwBDhXMVVXlka+T+aguS904PrZzK1beOMThw7mwtJrpbyc4FI/bXqA9fzeMCOeRKx2XiqxL0rL9qup4bqNB4dWZAxwKyJmtNua8u8u+drtxfCtfDz5fMpzujbLgySdLmPZWApW1Vqe2DOjSijU3xzv8bV/ceNRexKtpfFS7AExGhbSCcmp1Rr+axjenJbG/d7y05cJpi4dRsXfkLFZt+y1XsV4mA35eJvtaxuLKWvt3gV789cO6EtMpiLBAb8ICvPhkd47ue9rfy+S060G12cr17+1iT9ZZp3OPiAzm/fmDHS4sc85UMvOdBE6WVDu9p1+cHuu05eEPyaf4yyf7HPc5LzAQEerHJwuHOVxAq6rKE9+k8P6vx53aPi++K482GcErqTQzf/lu9jX5rPP3MvHWnIGM7NHQkQM4mHeOGz/cS1FZjUP8kPA2LJs3yGk7xU925/DIV8kOBSoTiozcNyGKhaMcv5tsNpWnv9PaPjys4dxR7QJYOmegQ+cZtCnWd67Zz9a0IodzXz+sKw9N7O3UUUjKOcvdnx7geKPdKY5V+fDMlH5cEuW8lG7Vrhye/yHVvm3k9gIDF/cK5fmpsU5FsmosVp77/iirdmfbt7BMLvPi1osjuXFkN6fvvKKyGp7+LoVvDp60fycZgtry8KTeRIY5dyzSCsr41w9HqTmbj9UGx2v8mBvflRtHdtOt4fJjagFv/ZyJd81pDCgogWHcdkkPBnZ1LrJrsdr4ZE8un+zKoZ2hFD8vI127duPm0RFOW0yCY6K72myl3LMNc+PDudTFbiNHTpaybFsm5nOnUAC/kA4sHBXh8F3U2C9pRazalY1fTTG+XkZ694xk2sDOLq8zjp+uYGviYapqbYR26Mzl/drh6+l6LPDwiRL2H0lDUWBAn17NXmPYbCq7s4rJzjqOr6eJSwb3dUhW6MUnHEihstZCn17OHeemzFYbew5q07gH9Ytq9loKtJl/B1PT8PEwEtO7Z7OxAEePpVNlttG3V2SztYHqpR3LQEWlV4/I88YCZGRkoij//mvS3zte2vK/05boaO2aOjnZOXl6PpIouADo/QEzDu6g+7rLG36e8j3dY4br3v9o+jGSP3sKgJwKhcvnP0CvSNfZJLfinwuHqvNUBZ7xMfSe5HS4JS/swrJqEg8fxWRQGN6/T7NfPlabyq7jZziZm0OAt4mLm+mc22wqPx0t5GDKMWosVgLDOjJ1YCctCdJEjUXbn3vVrhwGBzdc3Nx2SQ/7CHFjB/PO8dc1+8koarjQSqv04anJ/RjXx/FCS1VVlv6SwSubj9nPvb3AQN+Ogbx+XZxTBrewrJolK5NIzHa82B4f3ZaXZvR3+uJfsyeHh748jNmqOsTPHx7OI1c6Tn9a/utxHl1/BHDuJAT5mHhpxgD8vUyoddtRPfTVYfu6uqbxfdoHMGtoV2otNmosNlLyS/j6QEPxuKbx3UP9iOnUStu+DK2C/clz1bqxoI2ctPb1xKaq1FpsJGSesU9nbBpvUCC6QxCKohUFPVNeS36jKtJN4709DIQGeNUVeNMuVusLzei1xdfTiKepYY/jxltX/dk6oRdKWxQFOrXyIcDbA39vE8UVtfa1+a46uL3aBWA0KBgVheU7jnMkv0w3vl2gF49d3RdPowEUqKqxcN+6Q/at9JrGTxvYyb6ftwLsyznLU9+l6sZ6GBXenD2QyDD/ukJGsPzXLPvoYNP4UT1DWDo7DqNB+9lqszH3/d0kZp/TjX/1ugFcFdvB/rhziyu5+o1fKa6odYrt2MqHr28b4TAdc/2Bk9y+ep9Twg3guiFdeGZKP4e/i6qqfH3gJO//mkWguRhPo4GA0A78ZWwP3Q5OtdnKioRsUo+lU1ptIc8SwPRBnZg9tKvuZ3VJpZmVu7I5kZON2WrDo3U75sWH06ud/uhTzplKVuzMoqo4Hw+DgW4R3Zg2sDM+nvpJ3b1ZxaxNzMO7+jSBPh6MHBDtNG23nsVq44fkAlLS0qm12Ahq25Hpgzq7rBhdXmPhq/0nKMjLwWRUiO7VgzG9wlzOziosrebL/SeoOXuKQG8TY4f0o1Nr19tvnjxXxbakZGotNrpHRDAsIthp943Gjp4q42BKGkaDwogBfXRHHuvZbCp7sorJy8nWvksH99VdOlWv2mxlW1IyNWYb/Xr3cCpM2lRptZk9B91LuoO2RCv5aDp+nkb6udHxS0vPwGK10btnZLO7sNRrSUcOpFMhbZG2SFv+XG35/yQKZOnBBcriG8o6r8lAXWfeN7SZ2DDWeV8LwPYSA+N8w1zGuh1f68Z+tD3HO/xYbbbyeVIe6RnaRZ9ncjVzhnVxWsME1BU9SebL/SeID9VGEu76Lp9bLo5k8egIpy//xOxi7vr0ANmNRqD/saWQZ6b0Y2zvtk7nvnnFXn5NP9NwMZxUzhs/pvP67DiH9UCqqnLXmgNOewGfrTTzxDdHKKms5caREdpezqpKbnEls9/bRUWN4/THwrIaFq3Yy4vTY7UOMVon9Kv9J3TX4B0+Ucq0txJ4bdYAfD2N2FTtQvW+zw+SrlP05ofkAua9v5ubR3XHalPt+1C7KoS2fEcWu48X08rXg3OVZs5V1ZJ/zvUWTCVVFhYs3+Py9qaO5Jfx0Jfub+uVUVTRbDGfplqy1ZVNxWlP8+ZUm20tmmJfWWtttgLthUwBDAZtqre2xaHrvLCn0UDnNj54GA2YjAr556o5U6E/NRxgXJ+2DOzaGj9PI76eJtYl5fGri8J5g8Nb8/y1MdoUZUXbIeDG5bvJL9Ff5/vclBimD26os2Kx2rj7swN8td+5xkLTKc0A46PbsXhlIgmZju2JDPPn/XmD6RLs2EELD/Fn8cpEh2UiiqIVAvrHxD4OHbRB4W1o7eels67SixenxzKqybrKBycKlmueAAAgAElEQVT2po2/J0t/yrDHmwwK18Z14tGropt0co0sv2EIj60/wlf7G6afd2zlw32XR3FloyQBQOc2vqxdHM/j3xzBck6bNm1QtMf/j0l9nNZsXhnbAX8vE//84SjYtPdYWIAXN13UjZtGOl+IKIrC1f07cnX/jm5dsHh7GFk4KoJMbRXAeS9ugnw9uPXiSDIzDW7Fdwn25cGJfcjM9K6LD282flB4GwaFt2lou4skAYDJaGBiTHt6+1e51RZ/LxOzh3Yls+77KyKi+cK2YYHe3DyqO5mZ2mupuSQBQIdWPgwOb1N37pBmYwF6tQvAo1IbKW8uSQDaZ8LQiGD7VqPNJQlA+7vWJ4bOlyQACPT2sM98OF+SACDA24OwFmzhZTIomAxGt5IEIPWDhRDit5JEwQWqJZ3/0AAvLu6lXZwO7NvmvHtmNhuvqvDzM2B13UEAoEMcGBum450ur2H2sl2Oe4UnH2fFzixenN7f4QJXVVWWfJzE1jTHNXJlNRae25BKaVUtN4zohoo2gnv8dAULlu9xqnhbWFbDzR/t5ZGrouke6k+t1YbZYmP5jizdSt8VtVZu+nAvl0SFYbOplNVYKCqr4Xgz1Wtf/THd7b2ibSrcucb9NedF5TXMfGen2/F7ss6yJ2vv+QPrtGQPavHHGN0zlIn92mMwKBgNWpX6z/bq72NuMiq8PKM/ESH+eJoUPIwG3v4lk1W7c3Tjpw/sxPPTYu0/m602ZrydoJuE8TQa+HjhUHvHBLQpzdPe2qGb4Lm8bzvemBXn0IG+MrYDj63XdlBobGK/9jw3Ncap1sOni4Zzx+p9Du3x9zJxz/heDkkC7bEbeHlGf66N68Tug6mU11iIiAhl+qDOustsgnw9WLVwKAkZZziUegyrTWXOuAjG9g7T7RT16RDIlrtH81NqIbk5WXiZjDwdF+2UUKhnX1e5+xDl1RZmX9qZi12sq1QUhVvGRDIvPpyE/SlYbDZe7hdFiL/+53SAtwf/mhbLg1f0Zt+Ro3iZjAyL7e1ypDoi1J/lNwzhUEoaZdUWXu8V6XKdJMDFUWFcHBXGwZQ0LFaV2D49XZ5bCCGEEP+7JFFwgWpJ5z8swJuLo7REgjvTU1zGW2rh67/AwdXnb+Dwvzj8+MC6QxwtcC6oZLaq3P7JPj5KyMKmaqP9xRW1TtVcG1v6SyZLf8k8fxsAqwoPf+X+VBqrTWXTEddFroT4/4oI8SO+ezBR7QPp3S6Ao6fKeHR9slMhq8v6tOX1WXEOU7Kv6d+RsAAv3mxShDDQ28TLM/s7rSF+8pq+tA305t1tmdSPVvt4GJk3PJy/XeY4hdfDaOCjG4fy7PcpDsWg+nduxUMTezMo3HG0tY2fJ+tuGcG72zLJzsqiosZC346BXDekCzMHd3GaBu1pMvDU5H7cdkkkOw+kYLPBk3176RZIAm00/PMlw0k+WcrRYxl4exh4a1Bfp4RCPUVRGNUzlE4m7XPmfJ91iqIwPDKEdobSuvh2zcZ7GA1cFt2OTB9tVoGrJEG9AG8PYuvW6EdEOG9z2ZSfl4mIUO25cJUkaKy1nyfhdaO37nTk/bxM+HmZmk0SNFb/PEuSQAghhBB6JFFwgWpp5///reosrLkesradJ1CBMfdD3yn2IyfOVbGxmc63tib9PPUOxJ9afV2A+iJsBaXVze6J3LGVD639PDAoCjabSnJ+qcs9jo2KQnz3YDyMWtXw0+U1HHCx/RNAlza+DOza2l6VPCmnmOOnXe9McGnvMDq08qF+Y9DPE/Nc7hPcLtCLDXeOcuj8Dwpvw6ieoazZk0vt2Xx8PE0snNiLUT1CnKbOKorCPeOjmD6oMz/tPUxljZWJIzoxKaa9bqVeg0HRtvoZ1Y2dB1JQVVgaE+Wyqq+/l4knr+nHA1f05sCRNLw9jAyI7uXysQf5eHD3Zb3IzNTO585nUfsgH3sH2lWSoPHj7dsxCN+aVvb2CSGEEEKIP55clQk4mwUfT4PTOuvdQ3pB5KWUFeVi8Q2j9ahFEOo4UrlFRugvSF4mA9EdAmnl60krHw+yzlS4XPvv42HguakxtPH1on6A8bH1yRwt0N9benTPEP45NRYvk1boz6aqzHxnp26tgEBvE+tuGUFkWEOtitRTpUxbmkCZzhZjo3uG8v78wQ4jnWsT87hn7QGnZIFBgZdnOi9teeCLw3yiMyW/R5g/a5psdVVSaWbWuztJPum8VKPpXs4AU+I6Me/93U77Mwd6m3hzzkDdom2d2/jyt/GNO9yua46Atg54VI/Qutjz74Pr62myjz67ShI0jT/fOmYhhBBCCPG/SxIFfwZWC55njmCwVEP71uDjvPWPg8pivE/tQTV6gbEQPp0DFUXOcZHjYNoH4BVAUV0xqNahDSOKp8treGFjGmv26K+RvlC18fOkXaA3/l4mvDwM7Mostle9b6pTax8WjAjX9v42KOQUV/Juk/2KG5sxuBPxESH24knrD5xkc0qhbqy3ycCT1/SltZ+nfQvLJ745QtYZ/dHt4d3bcN/l2lplo0GhuKKWRSsSHarw1zMo8MH8wQyPbCiCZbOpPP7NEZbvyHKIDQ3wYunsOKep55/cHM+tHyc5FYS7rI+2A0PTHSo+XjiUf/3QsMexomj7Jz9wRZRDkgAgql0gX9w6gn/+kEp1sbbVVYi/F3OGdWHJmO5O06GnDuxEhyBv3vw5A2NFIQoKo3uGcuvFkU5VzBVF4enJfRkRGczHO3Pwt57Fz9PI3THduGFkN6dR66C6LRNX7crhWEYGVbVWLgsOZs6wrk6F6UCbqr/pr6NYsTObM/laPYFb+3Rkbny4dL6FEEIIIcSfgiQKLjQ2Gxz5AvavolNRJha/djD8JugzGQw6lYkPrIEtj9GptK5C9mYv6D8Lxj8Fnk2m/dZWwsYHYd9KOpyvWOGgBXD5P8FowmK1UVVrxctD+/21Fhsf7sji1S3HdEeE9XQL8aNDK298PU14mgxsOVJAtc4+86BtpbdgZDcUtGrtmafLeWer6875ktHduTgqDA+jVuDtx9RCl7sBRLUL4KvbRjjs5703q5gFy/fYt0erFx7sy8qbhjpVp44I8eeRrw87rTlfNDqC+yZEOUwnv6Jfe/7++UHWJZ1wiG3j58nS2XEMjQh2ON6vYxCLViayr8nI/7g+bXlZp3O+5uZ47vp0P6mnGupDhAV48cQ1fR2SBKBNU3/0qmjmxndlW1IyVWYbU8d0YULfdrpF2Nr4ebJq4VD2557jcOoxFEXhgRmu91sO9Pbg8av78sAVvUlOTcfHy0Cfnq636YwM8+ft6weRdiyDGouV6F49mt3+a3hkCMMjQ9yqvq4oCpNiOjAppoPb1doXjOxGZgf1vLGgVTBv6ZR8IYQQQggh/ltIouBCYrXA5wvgyFcAeAKeJZmwdgf0/hKmfgDGRn+yfSvhq1ubnKMGEj+A4uMwe21DckG1wZo5kLHl/O0Y9zgMv52SKgsvbjrMuqQTxLaqxcOoYPE7TdbpCnLPur+93IjIYFYsGOrQCUzMPstNH+7hbKXj9O3e7QP5aMEQp+KNXdr48ViTgnCKArdf0oM7L+3h0Dnv2zGIEH8v/vlDKtBQNHFsVBjPTY1xSBKAtob8x7+NYfXuHIpP5WEwKIyP78a1cR3x9XR+i8wa2oXRvUJZl5iH+dwp/L1N/OO6vrp7f3sYDbw4vT83DNfWkFdbrEwa0ZlJdduUNRUW6M26JcPZmVlMalo6BgPcNz1Kt7I7aNXav7/jIvbnniMr6zj+XibGDGp+T+yIUH+wT2vv6DIOtA73gC6tCbJoSYcIF0mCxrw9jLT2O//093omo4LJaGo2SSCEEEIIIYT4z5FEwYVk7/v2JIGTlK/hzaHgGwzmKu1fcYZ+LMDxn+HJ8++97MDkDZPfhuhrKK02M+3tHaQ1WqNutqpsP3ba5d3DArywqSpQDWhr5KcO7MSDE3s7dQIHdm3NT38bw9rEPIryczEZDEwdE8EV/drrrvGeM6wrl0SF8cW+E9SePUWAt4nH5vS17+3c1KyhXZgS15FtScnUWmw8HdWz2SrmIf5e3HZJDzIztSRCRERXl7GgFdv7y9hG8TpJgsb6dQrCr7a+OGXza86VuuJ8bRVtvX+EiyRB43itM68VjDzfnthCCCGEEEII0RxJFFxI9r7f/O1n0rV/v5eLH4LoawBYtjXTIUnQnABvE3eM7cHc+HBMBoVdB1Ootai82bcngc0UVmvl68lNF0VQNzP8vKPbHVr5cOvFkWRmah3hCBdJgnreHkZ7IuF8W50JIYQQQgghhNBIouBCUpT6x/7+wIa9wNfsyT1vuEGBmUO6cPe4ngQ32he8vqBbc0kCIYQQQgghhBAXJkkUXEh8g6HS9dT+35vaLoaEjNO89UsmhWU1543/8tYRxNTtly6EEEIIIYQQ4s9BEgUXkujJsGeZ69v9wiAsCkw+4OEDubuh7KR+rMEDhi0Br7q18+YqSHhDK3ao43TbEdz4aREHco+51dR2gV6SJBBCCCGEEEKIPyFJFFxIRt2D+cg3eFTkO91k9m2Hx+JfIKCd/VhF8UmKl15OZ3OWQ2w1npy45A26j5zucDzDP472G27Ct67YYL1jaidmZc+iCMct+Zozc0jzBfmEEEIIIYQQQvx3kkTBBSSz2o9F5f/gTttyxhv2YlJsWDHwg3UQL5TP44ETCm0DSqi12qi12Hj9x1z2lD3KZON2pvkk4aXWsLWmO6usYzm7MZC/G7Lw9tSq8lebrTy/wRPfmheYZdrCxd7pmPHgs6o4vrSOoAZPt9s5JLwNi0d3/72eBiGEEEIIIYQQfyBJFFxAXvsxnWM1rbiVOwmkggkhxZwztGJjobZ84Mble3Xu5clq6yXk+Y0BYHtF3dZ4tVYe/jrZKbqc1rxsmcpeP5sWX66/lV7/zq24eVQEReU1fJ6Yh5+hlEBvD/4xOJI5w7rgZTL+vx+vEEIIIYQQQogLjyQKLiCbUwrs/1+KHyeNPv/xNozuGcqSMd0Z2q0NiqIAMC8+nMy6PQwjIrr9x9skhBBCCCGEEOI/RxIFF5DKWusf+vsfntSHBSMlESCEEEIIIYQQ/8v0552LP0TfjkF/2O/28TBy7cBOf9jvF0IIIYQQQghxYZAZBReQBSPCuWP1fpe3Xx/fhRHdQ/EyGfA0Gfjm4Ek+2Z2rGxsZ6s87cwfiYdRyQaoKSz5OJPlkqW784tHdCfLx+P8/CCGEEEIIIYQQ/9UkUXABuSq2A0fyS3n7l0yn224eFcH9l0fZ6wYADO8eTPsgH974KR2w2Y9f1COEF6f3JzTAy+EcH980lHvXHmTjkYZaCN4eBhaP7s5fLon89z8gIYQQQgghhBD/dSRRcAFRFIX7L+/NFX3bszYxD6+q0wT6eHDP1GhiO7fSjb99bA/mxYezNSkZs9XGI1E96NE2QPf8rXw9eWfuILJOV3AgJQ2TQeGNAdEE+cpMAiGEEEIIIYQQGkkUXIBiO7citnOrhp0GdJIEjQX5ehDdIVCLdZEkaCw8xA9bXT0ESRIIIYQQQgghhGhMihkKIYQQQgghhBDCThIFQgghhBBCCCGEsJNEgRBCCCGEEEIIIewkUSCEEEIIIYQQQgg7SRQIIYQQQgghhBDCThIFQgghhBBCCCGEsJNEgRBCCCGEEEIIIewkUSCEEEIIIYQQQgg7SRQIIYQQQgghhBDCThIFbqiuruaRRx6hZ8+eeHt706FDBxYsWEBeXt4f3TQhhBBCCCGEEOLfShIF51FdXc3YsWN5/PHHKS8v5+qrr6Zz58588MEHxMXFkZGR8Uc3UQghhBBCCCGE+LeRRMF5PP300+zYsYP4+HjS0tJYs2YNu3bt4oUXXqCoqIgFCxb80U0UQgghhBBCCCH+bSRR0Ayz2cxrr70GwBtvvIG/v7/9trvuuouYmBi2bt1KYmLiH9VEIYQQQgghhBDi30oSBc3Yvn07586do3v37gwYMMDp9qlTpwKwfv36/3TThBBCCCGEEEKI34UkCppx4MABAOLi4nRvrz9eHyeEEEIIIYQQQvy3M/3RDbiQ5eTkANCpUyfd2+uP18edT3R0tO7x1NRUTCYTPXv2dDhusVgAMJnO/2dqSezvHS9tkbZIW6Qt0hZpy4XQlpbGS1ukLdIWaYu0RdryZ2pLdnY2np6ebp2jKUkUNKO8vBwAX19f3dv9/Pwc4n4rRVHw9PTEw8PD4Xh9AqJ79+7nPUdLYn/veGmLtEXaIm2RtkhbLoS2tDRe2iJtkbZIW6Qt0pY/U1s8PT3tfdaWkkRBM1RVBbSOfHO3uys5OblF8fUzENy5X0tif+94aYu0RdoibZG2SFsuhLa0NF7aIm2RtkhbpC3Slv+FtrhDahQ0IyAgAICKigrd2ysrKwEcdkMQQgghhBBCCCH+m0mioBldunQBIC8vT/f2+uP1cUIIIYQQQgghxH87SRQ0IzY2FoCkpCTd2+uPx8TE/MfaJIQQQgghhBBC/J4kUdCMESNGEBQUREZGBvv27XO6fe3atQBMmjTpP900IYQQQgghhBDidyGJgmZ4enpy2223AXDbbbc51Cp48cUXOXjwICNHjmTw4MF/VBOFEEIIIYQQQoh/K0Vtaen+/zHV1dWMGTOGXbt20b59ey666CKys7PZtWsXwcHB7Ny5k8jIyD+6mUIIIYQQQgghxL+FJArcUFVVxTPPPMOqVavIzc2ldevWTJgwgSeeeILOnTv/0c0TQgghhBBCCCH+bSRRIIQQQgghhBBCCDupUSCEEEIIIYQQQgg7SRQIIYQQQgghhBDCThIFQgghhBBCCCGEsJNEgRBCCCGEEEIIIewkUSCEEEIIIYQQQgg7SRQIIYQQQgghhBDCThIFQgghLmiqqpKdnf1HN0P8gX7v18CJEyd+t3O3hLzWxf8Kea0LceGTRMH/mKNHj7Yo/rrrruOnn376nVrz+zp58iRmsxmA3bt3s2zZMioqKty6b01Nje7xvXv38vXXXzsd/+qrr0hMTHT6/c39+6NYLBZSUlJITU3FYrG4jLPZbPTt27dF5y4pKfnN7XL1nP8ZXHbZZU7Hrrjiij+gJb9dWVkZKSkpLm//La8XgC1btrB06VIACgsLycjIcIpRFIVrr722RefduXOn07Fdu3bpxtpsNu6++263zmuz2bjkkkta1JaWsNlszJo1q0Xxq1evviDaUq+qqoqqqqoW36+ystLlbS19DbT09XjllVe26Nwtec5tNhvbt293K/a3PM7fqy0teV/Ux7fkOW/Je8lms/HCCy+06Nz9+vVrUby7z2NL2wIwf/58p2M33nhji87x75Kbm0ttbS0ACQkJLF26lLKyMpfxP/30E6WlpfafS0pK+Pnnn3VjW3KN+Vs+1/WuWZq7jnFXS167O3bsaPaf3rlb+j6699573Y7Xs23bNhYuXKh77pZ+XrT0ffTyyy+7HevuZ9FvjXf3ebTZbFx//fUtOvfatWtbFO/uZ8Zvec5/z2sS0+92ZtFiCxcuRFEUl7e/8847TsdKS0t54okn2Lp1K4qiMGrUKB566CECAwN1z3HttdfSpk0bFi5cyLRp0/D29m62TZMnT+aZZ55h0aJFLFiwgBtuuIG2bdu6jF+2bBnTp08nKCiIO++8kz179vDMM88watQop9hvv/2WUaNGERAQwCuvvMLu3bt58MEH6dOnj+65H330Uf76178SGBjI5MmT2bNnD6+99hpTpkzRjZ84cSI7d+7kxIkTzJgxg0suuYQNGzbw+eefO8UuXLiQf/3rX/j4+DBs2DCysrJ46qmnWLJkiUPc/fffz2uvveZ0/969e3PrrbeyadMm+7ERI0agKAqqqpKTk0Pr1q2x2WyUlJTQpUsXjh8/rtvuYcOGsWjRImbMmIGvr69uDMDq1asZMmQIERERACxatIjVq1fTrVs3PvroI2JiYpzu8/PPPzNv3jxCQkJQVZXi4mI+/PBDRo8e7RRrMBiIioqiqKiI0NBQl+1orE+fPowdO5aFCxdy0UUXNRvr7nP+6aefNnue6dOnO/z8/PPPNxvf+Itj3Lhxzb7nNm7c6PBzS+PrnT592uHn6upqcnNzHY6tWrXK5XkBpw5bjx49dNuiqiqKopCWluZw3MPDo9n4+gvHxsaPH8+nn36KwWAgNjYWHx8frrnmGp566imn2N/yennkkUfYs2cP6enpLFmyBKvVyty5c/n111+dYvv160daWho9e/Z069y33HILSUlJDsduv/123WSBwWBwinXFYDDg7e1NZWVls+/PxlryOW0wGCgsLMRms2EwnD+XbzAYeP3115k5c2azcXfeeaf9Au6bb75h0qRJbp27JW1JTk5m/vz5ZGZmAtC9e3fef/99lxfgCxYs4KWXXsLb25uhQ4eSm5vLY489xm233aYb35LXQEtfj/369SM9PZ3IyEi3zu3Oc944/p577iEhIcGt+JY+zt+rLS15X9THt+Q5b8l7yWAwsH79erc7XAaDgR49enDmzBmCg4Pdinf3eWxpWwAOHjzodEzvuX3yySd56KGHXF4PNr4O3LBhAxMmTHD53eEqyXfVVVexc+dO8vLymDVrFpdddhkbN27kiy++0I2/66672Ldvn/3nwMBA7rrrLt32t/Qas6Wf60OGDHH6vcOHD2f37t32n3/L93RLXrsPPvggoA1u7Nmzh5iYGFRV5dChQwwdOtSpM/tb3kd79+51O77e0aNHWbFiBatWraJdu3ZMnTpV99wt/bxo6fvoyy+/5M4773QrtiWfi78l3t3n0WAwkJ+fj9VqxWg0uhX/yiuv6D7HruLd/cz4Lc95S69JWkISBReQkSNHtvg+c+bMoVevXixbtgyAFStWMGfOHN1Rb4DDhw+zY8cOli1bxv3338+UKVNYuHChy+zV9OnTmT59OllZWbz33nsMGjSIwYMHs2TJEsaNG+cU/+qrr7Jw4UJ27NjBoUOHePbZZ7n77rsdPsTr3XfffRw6dIgDBw6wYsUK7rjjDm6++WaXGcN169bx6KOPsnnzZkwmEzt37uSqq65ymSgA8PLy4ptvvmHx4sX8/e9/p3///rpxe/bsISgoiPXr1zNw4EC2b99OfHy8U6e1sLCQqKgop/v37NmToqIih2P1iYBbb72Vyy+/3H5hvn79erZt2+ayza+++irvvvsuDz30EFdeeSULFy5k4MCBTnFPP/20vdPz2WefsWnTJjZv3sy+ffu4/fbbdTP+t912G+vXr7cnEQ4cOMDs2bM5fPiwbltUVaVv376MHTsWf39/+3G9pBVAZmYmn3/+OQ8//DAFBQXcdNNNzJ07l5CQEKdYd5/z9evX6z9RaCMSTRMFzY2MNPXQQw+5Hftb4p944gkef/xxrFYrnp6egPac+vn5cccddzjENk4yNaUoitNF3+bNm1vUlvrZNS1RUFBAUFAQa9as4dprr+X5558nNjZWN1EALX+9fPnll+zbt8/++m7fvr3Lv196ejqxsbEMGDDA4dxNL/oOHz7MgQMHOHv2rMMFdGlpabOj3CNGjOCGG27guuuuczj/8OHDnWI7dOjA0KFDufLKKx1iH3jgAd1zt/RzOiYmhvHjxzNt2jSH87u68J80aRLLly9n1qxZ9tdZU1u3brX//8MPP+xWoqClbZk3bx6PPfYYEydOBLSExPz5811erCUlJREUFMTXX3/N0KFDSUhIYNiwYS4TBe6+Buq15PWYnZ1NTEwMgwYNcoj97rvvdM/tznPe2PDhw/n5558ZM2bMeWNb+jh/z7a05H0BLf8MaMl76dJLL+WRRx5h9uzZDrEdOnTQPbfRaKRfv35ceumlDvFvvvmmbnxLnkd32/Laa6/x6quvkpeX59AZLisr4/LLL3c6b2xsLODe9WBCQgITJkzQ/e7Q+85ofFv9tdGSJUu49957GTBggMvfY7PZnO7vahS/pdeY7r7Wy8vLKS0txWw2k5+fj6qqgPa5Xl5e7hDb0u/peu6+dutn2c6cOZOlS5fa/2b79+/XHUiClr+PRowYwU033cSsWbMc4ocMGeIQd/r0aVavXs1HH31EaWkp1113HRaLRXdmQ72Wfl609H00btw4nnjiCaf3RlhYmFNsSz6Lfku8u88jQP/+/Zk4cSLTp093iG16jVlvwoQJrFy5kpkzZ2Iynb873ZLPr5Y+5y29JmkJRa1/t4n/StHR0SQnJzsc69+/P/v37z/vfRMSEpgxYwZFRUXExcXxwgsvMGzYMN3YTZs2sWzZMg4dOsSMGTPYtWsXbdq04eOPP3aIi4uLIykpiUcffZTIyEjmzJnDgAEDHLLRTWOfffZZgoODWbhwof2YnvrHdd999zFo0CCmTp3a7GONjY1l48aNXH/99Tz//PP079+fmJgY3cx+/fHbb7+d8ePHM3HiRGJjYzlw4IBDXEREhH20rClXt+n9zsGDB7Nnzx7d89SrqKhg9erVPP744wQHB7NkyRLmz5+Ph4eHw/MB2gV6z5497ZluvbYDus/v8OHDXX6p/B97Xx7XU/79/3ybMcMgSxhjLUKytMuoKHvZatJYKmUZZBsyBkOI7PuWZShaRIRo7Pu+JVGyk4RCUYq0nN8f/e79vO/7fe/tvt7D5+v7+3k+HvfB+75Pr/e5r3vOeb1e53Ve52zZskX0vre3tyzvQEmYt7u7OzIyMuDm5oZZs2ahUaNG/PdK+/xLxZs3b/Dw4UNYWFiUSuvn54elS5f+F7j6tGjZsiVu3ryJIUOGwNPTE46OjrI6xyovbdq0wcWLF3kb8fHjR1hZWYnq6KlTp0Tb0IyGiYmJwZ49e7B371706tWLv6+npwcPDw/RCQIAODo6at1TqVQ4fvy41v2AgADRNmbMmCF6n9VODxo0SJSX4OBgUfqyZcuiqKgIAPDtt9+KRomo676cnf03vIjpr42NjeSRD06+xowZAycnJzg7O8v2i1IZ4POVSAwAACAASURBVMAij8eOHROl7dixo+h9JX2ujkaNGuHRo0eoVasWKlasKBn5A7A/5+fkhUUvAHYbwKJLhoaGorxIjcmbNm0SvS8V8s/Sj0p5efv2LbKysuDn54dly5bx9/X09FC1alVRPoCSjRHNTZA9e/bAxcVFi/bJkyeoX7++4F5qairq1asn2rapqSn2798PHx8fLF68GKamppJzI6DkmJynpyfveIiIiEBYWBgOHjwoyT+gbI6pVNZXrFiB5cuX49mzZ4KFVeXKleHr64vhw4fL8qIErLLL2S91SM13WfVILCJTpVIJHL4A8N1338HW1hYLFy6EtbU1APl5KsBuL1j1SEzuVCoVnjx5onWfxRbpQq+0HwGIHj1QqVQIDQ0Vbbt8+fLIz8/nHW8cL1JH6FjsF2ufs85JmEBf8cVg9uzZREQ0dOhQ+u2337QuMfTp04du3brFf05KSqKBAwdK/kZeXh6FhISQra0ttW3bljZv3kzv37+n8+fPU8OGDUV5MjIyIjc3Nzp06JDgO2NjYy16R0dHmj9/PjVp0oRevnxJhYWF1KJFC1Fe2rRpQ9u2baOWLVvSkydPiIioefPmkrz37t2bRowYQUZGRpSdnU3v37+nVq1aSdLv3LmTmjdvTiNHjiQiort371LPnj1FaYcMGUJdu3alpk2b0vv37+nt27dkbm6uRefq6kqrV6/Wuh8UFEQuLi6ibdvZ2dGGDRsoLy+P8vLyaN26dWRrayvJNxHRu3fvaMOGDdS6dWtycHCgkJAQGj58OHXs2JGnadmyJX38+JGKi4vJwMCAzp07x3+n2Y9paWmUlpZGf/31F02ZMoWSk5MpOTmZpkyZwsudHDIyMkql4XDixAnq378/NW7cmGbOnEmPHj2irVu3UtOmTQV0Svv88OHDRES0fft20UsTmzdvJiKiBQsWiF7q8PX1JSKiTp06UefOnbUuKURHR5ORkREZGhoSEdH169fJyclJtl8KCwspLS2NUlJS+EsdBw4cICKiiIgI0UsTvXv3JiIiIyMjaty4MX9xnzVhbW1NRETffvstlS1bVutfMUyfPp2aNGlC1tbWVFhYSC9evCAbGxvZ5yRSLi9TpkyhGTNmUNOmTemff/6h7t270/Tp0yXps7KyKC4uTlHbJ06cUET33wCrnf4caNCgAW3dupXCw8OpQYMGpcqXLvD39xfYuvXr19O8efMk6YcNG0YdO3YkY2Nj+vDhA71584YsLCxkf4NFBjgolcfs7Gy6fv06U9tK8fjxY9FLCro85+fiRRewjBmfG69fv/6fZoEZYmMhZ8P/DS0R0e7du8nU1JTGjh1LRCVzI6n5C1GJvNja2lL16tWpevXqZGdnJykvrHNMIjZZX7RoUak0uo7rHJTKrrOzs2A+NXnyZHJ2dlb0t58KixcvJjMzM2revDnNnz+fUlJS+HnJp8bn0CNWW/TfsF1KUVhYKHp9SnwJtuuro+ALwt69e4moZKEjdqmDM4Bt27al7777jmxsbMjGxobKli1L7dq1k/yNevXq0ejRo+nGjRta302aNEnrXmBgID1//ly0rQcPHmjde/HiBS1atIhOnz5NRESPHj2ijRs3iv79rVu3aNSoURQZGUlERPfv36dZs2ZJ8p6bm0s7duygu3fvEhHR06dPKTY2VpKeBUVFRXTlyhXKzMwkopKB4sqVK1p0Dx48oEaNGpGdnR2NHz+e/Pz8yN7enoyMjOjhw4eibaekpJCLiwtVrVqVqlWrRq6urlqLRHUMGTKEGjRoQBMmTKDbt28LvlN3uixevJisrKyoY8eOZGFhQcXFxUREdPv2bbKzsxP8nYGBARkaGpKBgYHWJTeonD59mgwNDal+/fpERBQfH09DhgyRpG/atCn16NGD9u7dS0VFRYLvPDw8BJ+V9vnUqVOJiMjT01Pr8vLy0qJfs2YNERFNmzZN6/L39xfQXr16lYiITp48KXpJwczMjLKyssjMzIy/J+fkCgoKoipVqlDDhg3JyMhIdDHPLZB9fHy0rkGDBmm1+ezZMyL6/ANnVlYW/y5zcnLo6dOnkrSs8lJcXEwbNmwgFxcX6t27N61bt46XY02wOmfy8/Np69atNGfOHAoICOAvKWRnZ9PkyZNpwIABRFSiR7t27RKlTUxMJBsbGzIwMOB50ZQtIt3t9NOnT6lv375kb29PREQ3b96koKAgSXoiooMHD9KqVauIiCg9PZ3u3Lkj+F5MruTki4UXdaeTSqUilUpFZcqUIZVKJemEIip5//Hx8fTmzRsiInr58iVdu3ZNkp5VBljkcffu3dSoUSP+ncbHx5c66S+tzzWRnJxMe/bsIaISZ7DUJFAXR+Tn4oVFL4jYbYBSXSIqmZivW7eOn6s8evSIzp49K9n22bNnqVGjRlSvXj2el2HDhknSEynvR6W8sDp0T58+TYGBgVS7dm2aM2cOf02aNEnLIZCamkpnz56lJk2a0Llz5/jrwIEDZGJiIvucuiAnJ4dycnJkaVjnmKyy7ubmRnv27KGPHz9K0ug6rrPKbmZmJo0bN47Mzc3JzMyMxo0bx89nNMGqRzk5OTRt2jR+jnPnzh2KiYmRpE9MTKQ///yT6tWrR+XKlaOgoCB68eKFJD2LvWDVo6KiItq4cSP99ddfRFQyR7lw4YIkvVJbpAs9Sz8+e/aMPDw8yMHBgYhK+nT9+vWyvBw9epQfDzMyMuj+/fuStCz2i7XPWewoK746Cr5AREdHa93bvXu34LOUAZQzhEVFRbITZTF6ucWPFO7evUv79u0johIlzsrKkqRl3cFRV8r09HRZpUxOTiZbW1tq1KgREZUozsyZM0VpOcM2ZcoUIpI3bPn5+RQcHEwTJkwgPz8/CgkJofz8fMXPIIfi4mIKDAykDx8+iH7//v17/v/v3r2jS5cu0a5du+jdu3f8/Tt37nyynShra2t6/PixogVxUVERbdmyRXHbLH1ORKIL1LS0NEn6y5cva90Tc0QQET9gqoNzOIiB21VX75eWLVtK0jds2FCWV3WIOZG4iBsxcP2njmnTpknSe3t7a90bPHiwKG12djZNmjRJ8eSGRV7UocRrzuqc6d69O/Xo0YMCAgIoMDCQv6TQp08fWrBgAe+My8vLI1NTU1FaOzs7unTpUqm86GKniYi6dOlC27dv539fLjKLqMSZ1qNHD2rSpAkRET1//px+/vlnSXoWsPLCAm7i9OeffxJR6Qs/VhlgkUdzc3N6/fq1gPZT9vmaNWvI0tKSH4/u379Pjo6OorSsz/k5eWHRCyJ2G6BUl4iIfvvtNxo5ciQ1a9aMiIjevHlDlpaWkm23bt2aHj58+Fn6USkvrA7dkydP0syZM6lWrVo0c+ZM/lq6dKnWZsTmzZvJwcGBKlasSA4ODvzVq1cvfuNJDKyLioKCAlqzZg39+uuv1LdvXwoKChJdqLPOMYnYZX3Xrl3Up08fql27Ng0bNoxOnTolScs6rus6fikBqx65u7vTnDlz+N/Py8sT8CWF4uJiOnr0KHl7e1OVKlVEaVjtBaseDR8+nIYNG8ZHHWdlZZGVlZUoLYst0oWepR+7du1KERERfKRyQUGB7Bgwffp0cnJy4h1+z549o7Zt20rSs9gv1j5nsaOs+Ooo+ALBGkbGAs5TphRubm5MIYTr1q0jc3NzPsTs3r171KFDB1Fa1h0cVqVs164dnTt3TpHisBg2pZAKIS8t1Fdu4qMOMTmRwsuXL4noP0cQNC8pcHKn3odyxz00IxnkwNrnrHrxOUM3+/XrR4cPHyZzc3N6+/YtTZ8+nTw9PSXp5XaP/y0vYvRyMiRGLzVh0WWRQKRcXs6cOaPYa87qnOEGY6XgQt7V25eaUHByqoRWF7C236pVKyoqKlLUN+q7lNy1atUqunjx4r/m5ebNmxQVFUU7duwQHLWQAuvCj1UGWOSxdevWTG2z9DlH/+HDB0X0rM/5OXlh0QsidhvAIl/cfaVti/EiZ79Y+pGVF1aUFhGiDtajQ6yLCh8fH3J3d6eYmBiKiYkhd3d3UYczEfsck1XWOWRnZ1NISAh17NiRGjRoIErDOpayyu60adPozZs3VFRURN27d6eaNWtSVFSUKC2rHonRi8nu+/fvKT09Xev+ixcvKC8vT7RtVnvBqkcsusFii3ShV9qPRP+ZN32OcVe9LSX9wtrnn3NO8rXqwReEM2fO4PTp00hPT8fcuXP5+9nZ2VoZZkeOHImgoCDJMjBS2ZE7duzIlDWYGDMYBwUF4dKlS/j5558BAEZGRsjIyBClnTVrFi5fvswnizIzMxNNdsKBJUM6UFKTWzOjLJcIUBOXLl1CfHw8n/m3SpUqooldunTpIvl7gLDfWbPYc1BaLogY8pD6+PggNjZWULJRnRepxDc//vgjbt26xctYSEgIGjRoIPk73bt3V5xNV2mfP3v2DE+fPkVeXh6uXLkiyHacm5urRX/r1i3cvHkTb968EZRWFMt6v2/fPuzduxepqakYNmwYfz8nJ0e2RE5QUBDGjRuHp0+folGjRnBycsLKlSsl6U1NTdGrVy+4urri+++/5++ry8DTp0+RkpKC3NxcQXJJqecMCwtDaGgoHjx4IJDLnJwc0fJOrNm3gZIqFjt27EBkZCSAkuQ9cmCVlwkTJuDIkSN80i4zMzPR0ohASSKgI0eOQKVSITs7G0uWLOGzTYvB0tISKSkpsr+vjrJly6KgoIDnPS0tTbIkoJ6eHp4/f87THjt2TDQxma52uly5csjJyeH/JikpSbbMWPny5QW85ufnS9qHW7du8RVjAGDv3r34+eefERISAnd3d0yePJmZl3fv3sHV1RUXLlzgyws+ePAAdnZ2iI6OlizZdOXKFYENqFy5smx1DlYZYJFHQ0NDnDhxgk9GtWTJEtla1ix9ztGr635xcbEkPetzfk5eWPQCYLcBSnUJAD+mcLRv3ryRbBcoybJ+584dnj4sLAx169aVpGfpR1ZeDA0NRW2A5th74sQJNG7cmLfR8+bN48ser1y5UpC08OXLl6hQoQI/jpw+fRrR0dFo2LAhRo0aJZmJ/cOHD1pJXaXmRgBw8eJFJCcn85979uwpWfKUdY7JKuscUlJScOfOHTx69AhNmzYVfKfruM4quzExMZg9ezYOHz6MH374AdevX4ezszPc3d21aFn1qGzZsigsLOTpnz9/Lkrv5+eHNm3aYODAgYL7hw8fxsWLF7FmzRqtv2G1F6x6pKkb2dnZkrQstkgXeqX9CJSMdbm5uTxtcnKy4LfEeFFvSyoZJAcWm8Ha5yx2lBVfHQVfEIqLi1FYWIji4mLBZOnHH39EdHS0gJbLfMlaBobLpKmexVNuodirVy9B5vDSUL58ecEksjQFrlatmuCeXO1bVqWsVKkS0tPT+TZPnTqFKlWqiNIqNWxXrlxBo0aN4OXlBXNzc9nnCwkJkeVPCkrLBWmWf9OE+iI0NjYWwH9KNqpDztmyZs0aDB48GMnJydDX10fz5s0RHh4uSe/v74+ioiIMGTIE33zzjWw2XaV9fujQIQQHByMtLQ1+fn78/cqVK4uW6btz5w5iY2Px9u1bQWlFPT09LQdX/fr1YWtri8OHD8PW1lZA26FDB8nnrFq1qmSGZDHk5ORAX19fkGlX01l07NgxbN68Gc+ePeOrV3DPOX/+fK0227Vrh3r16sHPz09Ar6enx5e/VMfAgQPRs2dPpuzbYpMbuYkWq7wQkVYmYKnJLatz5tGjR2jRogUsLCwEg73U4vyPP/5A9+7dkZ6eDj8/P+zevVuyUsXy5cvxyy+/4P79+7CwsEBOTg727NmjRaernQ4MDETXrl3x5MkT/PLLL7h8+TLvrBFDp06dMG3aNOTl5WHv3r1Yu3atZH3ntLQ0XLt2DXp6egBKsiL369cPZ86cgZWVlZajQAkvAQEB0NfXx7Nnz/h2s7Oz4evri4CAACxYsECUF9bFFqsMsMjjmjVrMHbsWKSkpKBu3bro1q2bZKkzgK3PgZJs6H///TcKCwtx48YNLF++XDQTui7P+Tl5YdELgN0GKNUloCQruZeXF7KysrBy5UqEhIRg5MiRkm2vXr2a56VmzZowMjL6ZHrEyot62ef8/Hzs3LlTNDu6n58fX37v0KFDWL58OVavXo3r169j5MiR/FgOAC4uLggPD4ehoSGSkpLg7OwMb29vxMTE4O7du6KLRIB9UdGgQQNkZGTw5e0yMjIkNzJY55issr5gwQJERESgXLly8PDwwPnz5/Hjjz8KaHQd11lll5uPHjt2DH379sVPP/0kScuqR+PHj0fPnj2RkZGBP//8Ezt37sSiRYu06E6fPi1aMo+r9iUGVnvBqkcDBgzAoEGD8ObNGwQFBSE4OFiyKgWLLdKFXmk/AiWbl126dEFqaip+/fVXnD9/Xquymzo6dOiAmTNn4v3799i/fz+CgoLg6uoqSc9iM1j7nMWOMuOTxCV8xScFS8iZGKQqJOgCJfkS1DFs2DAKDg6mli1bUlJSEv322280atQoUdq+ffvS8ePHydzcnHJzc2nWrFn8WWgxsGZIv379OtnY2JCenh5ZW1tTw4YNRRPsEBEtX76cfHx8yNDQkD8DJXaWLT8/n3bu3Em9evUic3NzWrBggWxyNyL2xGRKzzNXq1aNBg0axJycTBNc2Lcc3r17xycxkksixAKlfc4hNDSUqf2jR48qpi0tQZMm1q5dyydgGz16NLVu3Vr2zDkLPlUG+k+BHTt2UOfOnal27do0fvx4MjAwkM1RwEGpvHTv3p1u377Nh4iGhoZS9+7dRWnFsgm/fftWsm3WvABEJbZ39erVtGrVKkpOTpalLSgooMTERLp58yYVFBTI0oqhNDudmZlJsbGxtG/fPnr16pUsbXFxMQUHB1OfPn3Izc1NMoEsUUnCUfVEowUFBfzxH6kwyNJ4MTExEdWh7Oxs2aRqq1atIk9PTzIwMKAVK1aQmZkZrVu3TpKeVQY4KJFHzeSrRCX8S4Glz4lKQoSnT59OVlZWZGVlRdOmTZPMRcP6nJ+TFyI2veDAMmaw6NLx48fpjz/+oAkTJii28W/fvuVzJcm1z9qPuvCiDrEjaeo6OGzYMD6ZL5F2zgz1z5MmTeJtyocPH2SPXt24cYPatGlDlSpVInNzczIyMqLExERJ+p49e5K+vj717duX+vbtS/r6+tSnTx/ZilxKwSrr/v7+iufIrOM6B6Wy6+rqSkOHDuUrcZV2NI9Vj27dukXLly+nZcuWSb4fufcs9R2rnHNQqkdEJdWqxo0bR7///jsdPHhQko7VFrHSEynrRw6vXr2iPXv20O7du0s9ds2SjJkDq81g6fN/OyeRwldHwRcEzbKI3CBx7NgxpnbkFn5ipWHkMsyynvHKy8ujv/76i8zMzMjU1JQmT54seU7q1atXNGDAAKpWrRpVrVqV+vfvLzsh1kUpP378SNevX6f4+PhSEw4qNWzq/K9YsYJq1KhBISEhknSsycCUJuBhyVEgh7p160p+98cffwg+f/z4kXr06FFqm69fv1aUA0FJn2uWQ4yKiqITJ05ITiY0yyEuXLiQQkJCRKt0aJZP6tKlC3l4eNCmTZtkZYt7f2fPnqVOnTrR+fPnZfMrKHEWaeaw2Lp1Kx05ckQyGahmFu0mTZqQra0t+fv7i+ocl5meu7777juqU6cOeXl58TksxMAyuWGVl0ePHpGjoyOVK1eOatSoQT///LNkRZB+/foJPr9586bUUo0sZbfEkuhJOadWrlypda+0bOqakLPTYg5auUSMYpVppJyiY8eOJUdHR1q7di2tW7eOHB0dacyYMfTu3TvR8UEJL3L2rLTEhywTJ1YZYJFHzRwj2dnZsgm+WPqcSHzRkpqaKkrL+pyfkxcWvSBitwEsuqRZBYhI3iE8efJkweeCggK+CoEYWPqRlRf18TA1NZX27NmjVTKYSKgvzZo1E7Spef5ZfVFqa2tLO3bsEP1ODCyLCqlKXGIVuYhKFjdxcXGCSgxS0MWuE5XMMXbt2kXx8fFa3+k6rrPKbl5eHu3evZufWzx9+pQvc6wJVj0SS+y8detWrXumpqai4/KtW7ckZYDVXrDqEVeZTB1S5YpZbJEu9Er7kYj4SgrqmD9/vmTbYrkh5BwRLDaDtc8/xZxECl8dBV8QxAzwkiVLqHXr1rRkyRLF7cgt/DQXl3l5eaITOZYSPV8a0tPTZa9PgcTERJo0aRKZmJiQj4+PbOIu1iQjSp0znypRidyCZfDgwfyi4MOHD+Tk5CRbwvLw4cPUsGFD+v7770lfX5/KlCnDJ6vUFWJlEZ2cnKhu3bp0/PhxLXqxsoi+vr7UsGFD2rZtm4BWbMc5OjqaevfuzWdiFwP3jqZPn07h4eFEJP8+lDiLxCJDevbsSXXr1qUjR45otSmWQTsuLo5Gjx4tW9JJHa9fv6ZFixaRm5ubIvrSwCIvxcXF/CCu7jWXwvTp02nEiBFEVLLDbW1tLTpJ5cBadsvc3JwSEhL4zyEhIXyCO004Ozvzk7zi4mIaMmQIDR06VJZ/TcjZ6bZt2wreeUBAgGSkBVFJIj4uwoWoJCmk2CKEQ3R0NI0bN47GjRtH0dHRspNnJbzIjQmfcrxglQEWeZw6dSof/cYtVjZt2iTZNmufd+rUSbA7mZKSIplAjvU5PycvLHpBxD5msOiSqampoALMoUOHZJPwDRw4kJ/o5+fnU48ePWSjEFn6kZUX9RLFRkZG1KVLFzp//rwW3cSJE6l37940aNAgMjQ05BfxqampWvMAV1dXWrRoEW3evJkqV67M8/7u3TtRXliTGvv5+Uk+jxTCw8OpcePGVKlSJbK0tKRvv/1WNum0UlkfMGAAv5jNyMig2rVrU/PmzalmzZpaGym6juussstBzmnBgVWPzMzM6ObNm/znsLAw0c2Ibdu2UYMGDSg4OJgSEhLoxo0bFBwcTAYGBrR9+3bRtlntBasemZmZCSJtjx49KhlZxmKLdKFX2o9ERG3atBHMKefMmUPdunWTbLtNmzaCDasbN27I9iOLzWDt808xJ5HCV0fB/wLk5uaW6h1Wh9jCb9asWXyNa67e9bfffkuVK1cWFT6WEj1E2ru4mpc6NHeINS9NjBgxgnx9fSUvTdStW5fq1atHdevW1bo0+6Zbt27k5OQkeWli8eLFZG1tTd27d6fIyEhBuUIp2NnZUXZ2Nj9hTkxMpDZt2mjR7d27l4YOHUrVq1cXRJb069dPlF5u90JzYSlVeSE8PJz09fUl2ykqKqJffvmFli5dSt26daO5c+fKPquFhQWlpaXxi+YdO3ZoTTZGjx5NRNJ9rxT37t2THWg1kZGRoXjRUlBQIKtzHTp0oMDAQGratCm9evWq1DI6/yYj7cOHD5mrnrDYCzFeWGt/c2CVFyU7R+oYPXo0/f7772Rtbc07aKTAWnbr/v371KpVK7p79y5t2rSJ2rRpI5hMqSM3N5fatWtHu3btokGDBtHw4cOZnoNI3kGXkZFBlpaWdOHCBZoxYwb17NlTNiIqNjaW7O3tKTc3l65du0ZNmjRhKjsrByW8qI8r6lEr3377LZUpU0arTc5ua+78cZccWGSAVR59fX3Jz8+PbGxsZBfmROx9/vfff1Pv3r2pqKiIHj9+TCYmJnT48OFP8pyfkxcWvSBi73MWXbp8+TJZWFhQeno6HThwgJo3by5bOrawsJB69+5NK1eupO7du5e66GPpR1ZeWLB9+3ZaunSpYLEVFxdHhw4dEtC9fPmSfH19qVevXoLvjh07RosXL9Zql3PwqTstuItzqKpDFydfq1atKDs7mx+DLl68SD4+PrJ/o0TW1ReaCxYs4OcKaWlpisu1ljauK5VdFqcFB1Y9unv3LrVq1Yru379PmzdvptatW1NmZqYo7eHDh6l9+/akr69P+vr65ODgILq5wIHVXrDq0YULF8jS0pJevnxJhw8fJhMTE9FSoETsdpGVnqUf09PTycLCgi5dukSzZs0iZ2dn2WMNMTEx1L59e8rLy6Pr169TkyZN6Nq1a5L0LDaDtc8/xZxECioihtTpX/E/BnNzc8THx/Ofy5YtK5r4j4hQXFyMoqIi0Xb8/PxkE6hoQkn2faAkiZ0cZs+ezf/fy8tLkk6lUgmS4AD/SY4jBS5hmC44duyY7PdcRQYOZcqUQYsWLfDjjz8qzmJ+6tQpTJkyBXfv3kW7du34ZGD29vYCuoSEBFy/fh3Tp0/HrFmz+PtcAp7KlSsL6IkIUVFRSE1NhbOzM0xMTPDPP/8gICAAubm5SEpK4mkHDRok+5yaiRefPXvG///Dhw/o06cP2rdvj4kTJwKQzmBsZWWFq1evomXLlrh58yYAwNbWVpDJ/vLly2jdurVk32v2uRwsLCxw7dq1z0JvZmaG69evi3738uVLREREoHXr1mjbti1SUlJw4sQJ+Pj4iNLb29tj//79aN++Pa5du4akpCQMHToUFy5c+OR8l8a7JoqLi2FmZoYbN27w954/f46ffvoJKSkpon+jmQlaV3kZN24c3NzctHRBHeoVIIqLizF27FjY2dmhX79+AKBV2YRDmzZtcPHiRYHtbNWqleA5NXHz5k306dMHNWrUwIEDB1CpUiVJ2rdv38LBwQF2dnaSSe807TT93+SepdlpoKQKRseOHdG8eXNERUVJJnnkEBkZibVr1+Lly5fYsWOHZFbylJQUTJkyBYmJifjw4QN//+7du5+Ml9IQFxcHS0tLnDp1SvT79u3bCz6zygCLPF6+fJn/f1FREUaNGgU7Ozt4enoCgFZ2eHUo7XMOixYtwqVLl3D79m2sWrVKKwmXrrL+OXhRhxK90NUGAMp0icPx48cxfvx4AMCBAwdE21WvtPT+/Xu4urqiffv2mDJlCgDwSfnEwNKPSnhRx4ULF/Do0SNBFSvNbPXqyMzMxOXLl6FSqWBtba2V/FkTXFWf0qrTjM/yxgAAIABJREFUKAXruAP8Zw6gbmttbGxw6dIlAR2rrKvz4uzsDDc3N37upzk/loPY2Mgqu82bN+fnVwsXLsTJkyexf/9+PHv2DF27duXnPppgGV+Akjlh3759Ua1aNRw8eJBPFPspoETO/40eHT16FH/88QeKiopw4MAB2Yz9LLZIF3qWfnzy5Ak6d+4MY2Nj7Ny5U7YaCFBSjWDTpk1IT0/H9u3bRRNJq6M0m/Fv+pzFjrLgq6PgfwH27duHlStXypbbY8GhQ4dw7949jB49GhkZGXjz5o2kMyApKQlDhgxBeno6Hj16hISEBERHRwsWsv9tcBn0Syu/B5Qs3E+dOgWVSoX27dujc+fOkrTFxcV48OABVCoVGjZsKFpCRWpiy0FzgsshKysL58+fBxHh559/hr6+vmQb7969Q8WKFfHy5UvRMncchg0bhlOnTsHCwgIJCQmwsbHBkSNHMG/ePHh4eMiW3ikNXCkn9YUNB7kMxnZ2djh16hQGDBgAS0tL1KlTB3PmzMGtW7e0aNeuXQtfX1/BvfXr10tmx9VEWloaevfujatXryqiv3nzJkaMGCFZfo/Du3fvEBISguPHj2P37t2K2i4NJ0+exF9//VWqs0gMT58+haurK65cuSK4rz654ZCZmYnNmzfj9evXWs4f9YmZOn14eDhq164t6kD866+/BKVagRKnoLrjD9BdXpo0aYIHDx6gTp06qFixIv/36vIiNwlQqVQ4fvy46Hf9+/fH4MGDMWnSJJw8eRJLlizBw4cPERYWJqDTLF14//591KxZk59MqDv/NBf+xcXF/Gep6h4saNy4saD9rKwsVKxYkZ+saC7mNd9NVFQUmjdvjubNmwMoeX+a6NChA8aMGYNp06Zh+/btWL9+PWrUqIHp06f/K16AktJulpaWgsoH165dg4ODg+jzrl69GqNHjxbcCwoK0soEzSoDLPIop4MqlUpQqQRg73P1yjREhCVLlsDa2pofK9Qrn7A+5+fkhUUvAHYbwKJLv/32m4D23LlzMDAwQJ06dQBol2uuV6+eLC+aZZhZ+pGVFw7e3t64ceMGzM3N+coxKpVKkj42NhbDhw+HjY0NiAhXrlzBhg0b4OzsrEWblJQEHx8fvo8bNWqEkJAQnn9NdOnSRev9OTs7Y//+/YJ7ZcqUEXUKkkw1IwcHBxw6dAgjR47EDz/8gFq1amHXrl2Ii4sT0LHKup2dHVasWIHq1aujZcuWSExMRP369UFEMDExEZRvFIPcuM4quyxOC1Y9cnJyEtDfuXMHtWrV4jeKNN/RwYMH0a1bN8kKWOo6zWovWPXI19dXwPvp06dhaGiIevXqAYCgOgOLLdKFnqUfmzVrJqB99eoV9PT0+DWG5vxVs5pEZGQkWrRowZfT/fPPPwXfs9gM1j7/3HMS4Kuj4IuC5sQMKJmcNWrUCGFhYWjcuPG//o1p06YhISEBd+/exZ07d/DixQv88ssvoosIoGQStWTJEgwfPpw3fi1atEBiYqIo/fPnz+Hn54fTp09DpVKhXbt2WLJkiWjZmJycHMybN49fyLdr1w5TpkyR9LImJydj8ODBuH37NoAS5d60aROaNWsmSj958mScPHkSv/76K4ASo9ihQwctYwmUGDRvb2/o6emBiPDu3TuEhobCzs5OQDd37lx4eHgors2uC86cOQNvb28UFRUhJSUF169fx+rVq7Fx40YBnbGxMeLj41G+fHlkZmbip59+QnJyMho2bCjZttizq0NsYcGCa9euoUmTJsjJycHUqVORk5ODSZMmwcrKSotWbLeidevWgh0+QHvwAYDXr1/jwoULCAoKQo8ePQTfaQ4QHH1GRgYiIyPRpk0b/r66keUMc5UqVdChQwcsX74ctWrVEn3OmJgYTJw4EU+ePOHr+JZmlEtzFmkOJhzfV65cwfr16+Hk5CT4Tn1yA5QMCtWrV0eHDh0wdepULT3SnJipVCro6+ujQ4cO+O2330QnhGLviNsx+hR48OCB6P1GjRr967azsrIwbtw4HDhwAEQEJycnrFixQqsMmK7OP1YkJSUJ7KKJiYkWjVQEBwdNuxMQECBLP2PGDK17lpaWiIuLE+z4OTg44OTJk/+KF0B7kkxEsLS0lNyVVGoDviSw9rlcNJdKpUJwcPAXyct/Sy+UoLRStN7e3v+qfZZ+1JWXpk2b4tatW7LlZdVhbm6OPXv28Hr2+PFjuLq6iu6cW1lZISAgAN27dwdQ4mSYOXOmpJ3W1Lv379+jdevWWjvhLDv1HJ4+fYoaNWqgoKAAS5cuRXZ2NkaPHg0DAwOmdjRx9epVDBw4EM+fP8eECRP4krOxsbGIjIwUlLHTdVxXChanBasesUa5zpgxAwEBAaK6ranTuowXLGCJ/mW1i6z0LP0oNQ/hoDkfYYmgBj6//frc+Ooo+IKgOTHjJvIVKlTQouUMoaa3qbQFi6mpKeLj42FpaakoHNfa2hpXrlwRDBhyg4ejoyNcXFz44wWhoaGIiYnh6wKrw8XFBYaGhjxtWFgYHj16JFn709raGtOmTUPv3r0BAHv27MGcOXO0dlo5GBsb48aNG7xXMD8/H2ZmZqKe55YtW2LLli2wsLAAULLg9fb21ho4R40ahZ07d6JZs2bw8vKCu7u7ZBgTN+GVCj+WeketW7fGjh074OLiIuuc0RzslYSbe3l54cKFC+jVqxcAYO/evXB0dOTDwsQGiuzsbNy/f18QpiwWAltcXIyJEydiyZIlsjz8888/iI2NRXR0tKB2b05ODu7du4eLFy8K6DUHH04v2rRpo1U/GSjx0KtPxjh6Y2NjfP/997K8KUWjRo2wfft2UQeIGCZOnAhPT0+YmppK0mgOJhzfNjY2qF69+r/ilxVhYWEIDQ3F5cuXYWNjw9/PyclBlSpVcODAAcm/VSIv7du3L3UCJYa7d+9qhcxr7iRwKC4u/ldRNUqQmZkp4EUq9HjZsmUICgpCz549AZREiY0ePRq///67bNssYcdKwYUBd+jQAfPnz0ft2rXRrl07yagPFpiamiIhIUFwT2x82bdvH/bu3Ys9e/YI6k7n5OTg8ePHskdyWGQAUG6/gJIJY1JSkoCWczT/t8H6nF8SWPqcg1JdYkVubi4ePHggaFvuOMnnQu/evbFlyxZUqVJFEb2Y3kjN1cT0Tizcf/bs2Zg1axaKiop4xzARoUKFCvj999+1FpKsjoLi4mJ4enpK7m5L4UuSdSWyy+K00BVv3rxBxYoV+fdUUFCA3NxcSfl58uQJ6tevL7iXmprK7+b/W3wpevT/E3Tp889hR//dQcOv+KRg2aUuKCjQ6TfKly8vmDzn5+dDzlekp6eH58+f8wvdY8eOae3IqePVq1eCye+4ceO0Qn053Lt3T+AUsLCwkF1Iffz4kXcSACWOhnnz5knS16xZU3AGuKioSNJoli1blncScLyIRTasWbMGK1aswMGDBxEREYE///wTnTp1gpeXF5ycnAQLVG5XTJd3pSkLYrsQT548wbBhw/jPT58+FXwWC2lMS0vDtWvXeOfGjBkz0L9/f/z999+ifERERCAgIAAvXrxAkyZNkJCQgNatW4uG75cpU0bRecbatWvDysoK+/fvh6WlJX9fT08PnTp10qLfuXMnDhw4IBryLobJkyfj2rVrGDJkSKkebqlIGg5Sk9sff/xRsZMAKHnmoUOH4v379/Dw8MCAAQO03jHnVX79+jUqVarEO7gKCgqQmZkpuVBctGgRhg4dyutlZmYmQkJCMGHCBAEdSzRJu3btUK9ePfj5+WHq1Kn8fT09PdkzeErlJTs7W5YXMSxZsgTbt2/Hw4cP4eDggCNHjsDR0VFyQlm/fn306dMHnp6eit4Vy9n9I0eOYMSIEUhLS0PFihWRlZWF+vXr49GjR6Jtr1u3DnFxcQK9a926taSjQDPseMiQIZJhx0CJjGzevBk3b94U8C5mA3x9fZGVlYXAwED069cPOTk5WqGU6rh+/TpGjhyp1S9ijs46depg69at/DuJiIgQnajUr18fdnZ2OHz4MGxtbfn7XD4WKbDKAIv9Wr58OcLDw/H48WPY2dnh+PHjcHBwkHQUsPQ5hyNHjmjRi0VxsT7n5+SFNacFS59zfCjVpaysLCxevFiLb7HcQACwbds2+Pv7Iz09HQ0bNkRiYiKsrKy0nNEcWPqRlReVSoVWrVrB0dFR4LCWekcmJiaYMGEChg4dCgDYuHGjaBQSUOKE+Pvvv/m8GmFhYQIHHAd/f3/4+/srzlXVrl27UmnUUaZMGWRkZDA5aZXKOkuIva7julLZtbKyEj1O2aNHD60IRw6setS1a1ccP36cdxTk5+fDyclJ0onq4uKiNf9yc3MTjc5itResevT27VssXbpUq33NYxMclNoiXehTU1MxdepUrX4Xe383btzA6NGjtWjz8vJE2y4sLERYWJgWL+pHLNTBYjNY+5x1TsKCr46CLwhyCQrldqALCgrw/PlzQYIcqfDzTp06Ydq0acjLy8PevXuxdu1awa6uJpYvX45ffvkF9+/fh4WFBXJyciR3/IGSBGInTpzgw5yPHz+uFb7PwdjYGHfu3EHTpk0BALdv35ZdhPTo0QMhISHw8PAAAISHh/M74+rgJr2GhoawsrLiB8zdu3drnUflEoc4Oztj+vTpfGKh0NBQPoxPE99++y0/ILx79w67du2Cv78/n8uBQ3h4OD9wv3jxQnG4248//ohbt27xshASEiLqRNLcuVefcEvh2bNnqFixIv+5QoUKePz4sST9woULERcXB3t7e1y9ehWXLl3CunXrJOltbW0xaNAg9O/fX/A76gOzubk5zM3N0adPH60EjWJ4/PgxHjx4gJiYGIwdO1bLsaWZ3OXDhw84duwYzp07hytXrmjRq3tkuUVwfn4+rly5wp8xu3nzJmxsbHD27FnB33ITkHbt2mHUqFHo06ePYNInNQEZP348xo8fj3v37iEiIgJdu3ZFzZo1tc4/AyWyeOLECd5R8PHjRzg7O0sOEFu3buWTLgFAtWrVEBERoeUo4BxW9+/fF40qUUeDBg3QoEED5kRWSuUlNzcXFy5ckHRSivXjli1bEBcXBysrK+zcuROPHj0SPLcmrl+/ju3bt2Ps2LHIzMzEgAED4OHhIXmsYdCgQRgzZgwSEhKwa9cu/uy+GCZPnowzZ86ge/fuiI+Px86dO2V3watVq6ald3Kefn9/f5w/f14r7FjKUTBkyBBUrVoVe/fuxR9//IHw8HBBJIg6uISbbdu2VRRF4Ovri6CgIAwePBhnzpzB+vXrJZMwrl27Fh4eHrwDxNjYGOHh4Vp0pqamMDU1hZubm6BfSgOrDLDYr02bNiEuLg6tW7fGnj17cP/+fdnJKkufA8CECRPw8OFDXLp0CQMGDEB0dLRk7gbW5/ycvLDoBcA+ZrDokre3NxwdHXH79m0sXbpU9ughAMybNw9xcXFo37494uPjcf78eVnnMUs/svLi6uoquniXwoYNGxAQEABPT08QERwdHbUWcuqRpUVFRRg+fDj/+dtvv8XkyZNF21aa0Jo77qZkcc6hVatW6Nq1K9zd3QW6LeXkUirrFy5cQLdu3URzdalUKkH7rOM6B6Wyy+K04MCqR/n5+YJo4ooVK/LJKtXx9OlTpKSkIDc3V+Agyc7ORm5urmjbrPaCVY+8vb1ha2uLxMRELFy4EMHBwZL5MlhskS70Pj4+GDFiBOLi4rB161asX79eci4+YsQIrFixAsOGDcOJEyewfv16yXYBYOjQoahYsSJiY2Mxbtw4RERECI62aoLFZrD2OeuchAmfqHrCV/wPYdmyZVStWjVq2rQpGRsbk7GxMTVr1kySvri4mIKDg6lPnz7k5uZGGzduLPU3CgoKKDExkW7evMnX9NUE97uNGzcmlUpFderUoTp16pBKpdKqK8qVxbO3t6fvv/+ebG1tydbWlr777jtydHTUartcuXJUvnx5KleuHKlUKvrmm2/om2++IZVKReXLl9einzZtmuylDpZSiprIzs6m4OBg6tChA9WqVYvGjBkj+F69tBBLmaGUlBTq2LEjlStXjqpVq0b29vaUkpJS6t/l5eVRXl6eLM24ceOoffv2tHbtWlq7di21b9+exo8fL0lvaWlJREQtW7bk78mVJHRwcNC6NN8pV3JIquylJpYvX06NGzem7777TtE7ioqKos6dO1PFihXJzs5OcNnb24vy3bdvX0F5oPj4eBo8eLCi55N6TjFkZmbSunXryN7eXrY+t5J7HDRLQxUXF0vWLCYicnR0FNT+ffPmjVZZSl3L1ymVl4oVK5KjoyNTP3IlJk1NTXk7pFSvHj58SD4+PqKl+jhYWFho8d6+fXtRWu451fterFY4V4bU19dXS+/kapSr8yB3j0OrVq0ENLm5uVrvSapEKndJQexZpfSIQ05ODuXk5Eh+P3v2bCIiGjp0qKAULHdJgVUGWOyXWNucTIhBSZ+ro2XLllRcXMz/3atXr8jZ2VkxL3LP+Tl5YdELIvYxQ6kuEf2nD7i2CwsLZe0u1zb3nETyJVlZ+pGVly8BXJldroyp5r+a4Epn+/j4aF2DBg0S/Q0WWiJ2WRebC0mVmFM6rnNQKru69AurHllbW9O9e/f4z/fu3eP5U8fmzZvJwcGBKlasKBhHe/XqRXv37hVtm9VesOoRV5KYa7+goEBSN1hskS70Yv3u4OAgS6t0rNPsx3fv3sn2I4vNYO1zFjvKiq8RBV8olEYJrF69Gvfu3VN8flWlUmHQoEGllstTx7Nnz/D69WsUFhbyO/Ca4aGxsbGK2/vjjz8U0wIl2WpZoCQ8nUNqaipT24WFhdi/fz/CwsJw/PhxdO7cGePHj0e3bt20ksGR2m4pMaQCqV+/Po4ePYrc3FwQUak7blzGYy7EqGHDhpIZj5ctW4Y9e/bg9OnTICKMHz9ecJxDExUrVkR+fj6sra0xZswY1KpVSyCTmhDLRaEJzoOqNHT/999/x++//w5vb+9Sk8IAgLu7O9zd3TFlyhTZoynqSEpKEhx7MTMzE91NV/J8YoiKikJ4eDgSEhLwyy+/YOnSpZLP//333wvKkt65c0e2RI+dnR2GDx+OsWPHAgBWrlwpm8ldSVQJl3SIO3upFErlxcjISLJagRSqVq2K7OxsdOzYEe7u7qhevXqp5aVevnyJ7du3IyIiAu/evUNgYKAkLae/1atXx+XLl1G7dm2tDMMcypUrh6KiIpiYmGDhwoWoU6cOsrKytOjUd78MDQ35M8OGhoai9BxYwo45frh/MzMzUblyZa2cN56enrCwsECrVq207JHmjpw6ONlr0KABoqKiUKdOHTx//lyUtrCwEBs2bBBUmhk6dKiW/HK6JhVtJgVWGWCxX1WqVEFOTg4cHR3Rr18/1KhRAz/88INk20r6XJNepVLhm2++QV5eHvT19SXli/U5PycvLHoBsI8ZSnUJ+I8sVqpUCY8fP0aNGjVkn5PjxdLSEuPHj0etWrWQn58vywv3b2n9qJSXwMBATJs2TTRZLaAd7i1XUUqlUpWaSE0OrMchuZwFAQEBouffxaBZbac0sMo6S4i90nGdg1LZ1aVfWPVo7ty5cHBwgL29PYgI586dw+bNm7XovL294e3tLTjyVRpY7QWrHnHRkJUqVcKTJ09k9ZTFFulCz/W7vr4+rl27htq1a5eq0/Xr18euXbtQp04d0epS6rwAJXO2rKwsVK5cWZYXFvuli+1SakeZ8UncDV/xScESJdC5c2fKz89X3Pbt27dp8ODB5OjoSPb29vwlhQkTJlD9+vWpS5cu1K1bNz4a4H8Sb9++pfT0dP6SQkFBAQUHB9P48eNld6w5vHv3jhISEujSpUv8pQl9fX1ycHCgjRs3CnZlxdCiRQt69uwZPX36lP9/Wloaf8nh9OnTtGXLFtq0aRN/ScHS0pJiY2P5z/v27RP1POuC1NRU+vDhA+Xk5FBAQABNmDCBHj16JElfUFBAa9asoV9//ZX69u1LQUFB9PHjx0/CCxHR3bt36e+//6aNGzfS3bt3S6U/duwYTZ06laZNm0bHjx+XpHN2dqYpU6ZQcnIyJScn0+TJk2W91AsXLqTMzEz+8+vXr2nx4sWS9F5eXnTo0CEqKipSxHOdOnX4qJ+6devSiRMnJOnfv39PU6dOJSsrK7K0tKSpU6fKRpawRpWwQKm8cDsOLHj//j0VFRVRYWEhbdmyhVatWkVZWVmS9N26dSMDAwOaOHEixcfHl9p+SEgIZWZm0rlz58jQ0JCqV69OwcHBorRxcXGUk5NDz549o0GDBpGbmxtduXKF+Zmk8PbtW/Lz8yMLCwsyNzenCRMmyNqbMWPGUGZmJm3atInq169PxsbGNHz4cAHNtm3bqEePHmRpaUmLFy+mZ8+eKeLlwIED9ObNG0pOTiZHR0eysrKi/fv3i9L6+PiQu7s7xcTEUExMDLm7u5O3t7fi5y4NrDLAYr/evXtHhYWFVFBQQJs2baJly5bR69evJdtW0ufq6NOnD2VmZtLcuXPJ2tqaOnfuTC4uLp/kOT8nLyx6QcQ+ZrDo0ty5cykzM5P27t1L+vr6VK1aNQoMDJRs+/Hjx/T+/XvKzs4mf39/+v333+n+/fuS9Cz9qJQXbld38+bNopcmAgMDta4ZM2ZQgwYNtHb9WSMEdIXYDj/325p4+/YtTZw4kVq3bk02NjY0ceJEWdulVNZTU1Pp7Nmz1KRJEzp37hx/HThwQDKCjnVcZ5Vdln5h1SMiooyMDNqzZw/t3r2bMjIyJGlyc3P5z6dOnaKxY8fS8uXLJSOAWe0Fqx7Nnj2bMjMzaffu3aSvr0/Vq1enmTNnitKy2CJd6Ddu3EiZmZl0+vRpqlevHlWtWpX+/vtvUdrY2Fh68+YNJSUlkb29PZmZmdG+ffsk2x45ciRlZmbShg0byNDQkFq0aEFDhw6VpGexX6x9/jnnJF+rHnyBMDIywuXLlxVFCSQkJGDMmDGwt7cXnJXWrInNoUWLFhg1ahTMzMwEyWakzic1bdoUN2/e5D2EpYElGQhLkhGgJN/B8OHDkZqainLlyiEnJwd16tSR9OD5+PiInh9atWqVFq3SxCGamWW5M2Ply5fXatPAwABlypQRjSaQqy0/YMAAPHr0CK1ateLfkUqlkkyQojTjMcCeUIcVgwYNQm5uLp+bITw8HD/88IPAEy5W7lAdUs+5ZcsWzJw5k08WFBsbi4CAAD6vhCbmz5+PnTt3on///gBKat26u7tj0qRJWrRZWVmYNWsWTp06xZ8H9ff3l0zcKZYNWqzUW1paGl8rVxM3btyQzMnx+vVrXLx4UbKU4r+FelSJg4ODVlSJZu1nTUgl7FKKsLAwvtoJIK9HuuL48eNwdHSUfY7/Bu7du4f169cjOTkZKpUKJiYmGDFihGQemeLiYixbtkwrx4RSpKSkICcnBy1atBD9/uXLl4iMjMTWrVtRpUoVBAYGMiXmlEOzZs0EVWWICC1atEBSUpKATmp3lYNcEr4vEaX1uSZOnz6N7Oxs0Ui0/5d4+Zz4+PEjPnz4IFl16N+CpR8/Fy9FRUXYtGkT5s+fDzs7O8yYMeNflY5lrZbFnX8fPHiwIFIgOzsbEyZM0NJrAOjVqxeaNm0qqGZ1584d7N27V2e+gZLxf/Pmzbh69arAXunp6WHo0KF8RRl1aI7rDg4OmD59umxCbiXQpV90RXZ2tmCuppmTydbWFuHh4TA0NERSUhJsbGzg7e2N5ORkNGvWDGvWrJFtn9VesOL9+/f48OGDoj5ntUVfku168OABcnJyYGZmpoj+c9uvT4mvjoIvEF26dEFsbKyixXmnTp1QuXJlrYW/eqZydbDWqO7duzdCQ0MVJZ0DShJkiSUDEVucdezYESNGjMDMmTMRERHBJxmRquVqaWmJmJgY9OzZE/Hx8di2bRuuXbsmmbGbW0BzJYVyc3Ph6uoqusgxNTXFmTNntBKHSCUP4cL9ucV+o0aNEBwc/EmMrYmJiaSzRAzTp09HvXr1BBmPMzMzRRMZdejQAWPGjMG0adOwfft2PqGOpmOpS5cusr8ptVBUslBgqbWrjlatWuHEiRP8ovn169dwdHSULO3ZqlUrXLp0iV98StWKBoCLFy9qJaG5dOmSpAOtZcuWgnakFkTqzgNN3RNzLHBgSVCakZGB9evX49GjRwL60NBQUXolYK39rKu8KNEj7giGFDSdXGvXroWvry+A/ySd4sCFAaujtFJe6uGc6lVFxKC5wI2Li0OHDh3Qq1cvvsJHfHw89u7di5MnT0pWeXFwcMDJkydlfwuAbFgkIF0a6fbt2wgPD0dYWBiWLl0KNzc3LRqWKhkcunXrhtDQUH4ym56ejhEjRmD37t0COta60qwywCKPckc6AG3Hta59rgSsz/k5eWHRC4DdBrDoEmsWe6mknxw0s6+z9CMrL6w2AyhxFoaEhGDevHmwsbHBjBkzSpWNzwFdFufNmzfXGgfFSjezyjoHlhB7pWCVXZZ+YdUjDuobY+XLl0d2drboxpj6XGTy5MnIzMzEhg0bkJ+fD3Nzc4H9YrUXrHpU2triv1lOMSoqSvZ79Wo2clV/AODPP/8UfOaOYEtB05nDYjNY+1wX+8KKr46CLxAsUQJyiw0xbNy4EdnZ2ejZs6egbc1zVhxu3ryJPn36wMrKSkAfHBwsSm9paYm4uDiB8WrXrp1odneOVr02sKOjo+Q5cCsrK1y9elXQtq2trWTZJW5X3draGocPH0blypVhYmKC27dvS7atvjvfpk0byUzzVlZWCAgI4CsjxMbGYubMmbh69aoWrZiR0NPTg5GREX/GSR2enp6YM2dOqeUyNTMeAxBkPBarkiHW52KLkqpVq6JRo0bw8vKCubm5VlSE5kKRg9KFgi7QXJxL3VP/Lj4+XlCH2NzcHImJiVq0YnokFZUBlERFFBcXC/JPydw1AAAgAElEQVQCqFQqrQzJ6pEHmlEIUjWqly9fjtmzZ6NGjRr8rqtKpZJ0HtnY2MDBwUHLWdi3b19R+rNnz2L69Ol4/PgxCgsL+d0kubN1pUFXeVGiRyYmJihfvjwGDhyI7t27a51319QT9Xep+V7F3nOZMmVkz+6r27qyZcvC1NQU/fr1Q82aNbXoNRe4Li4u+PXXX7Umg9u3b8e2bdsk9SIwMBAFBQXw8PAQ5JPQnMiVKVMGdevWFdREV+ddPWopIyMDkZGR2LZtG6pUqQJPT0+4urpKnsPn+sXJyUl0t0bModurVy+cP3+eL3N69OhRODo68rtJuk5aWGWARR6bNGmCSpUqYeDAgaI7U5o7uCx9DgirGXG0Uru4rM/5OXlh0QuA3Qaw6FKZMmXQokULVK9eXZQXzXwnlStXRuPGjeHp6SnKf8eOHQWfWfqRlRdWmxEaGoo5c+bA3NwcM2fOhLGxMaTAGiGgK1gW5+7u7pg1axafi+jWrVtYsGCBlnOQVdZfvnyJChUq8Pbq9OnTiI6ORsOGDTFq1ChRG+Xv748//vgDlSpVQq9evXDlyhWsXr0a7u7uAjpdxy8l/cKqRxyUboypO2Hs7Owwbtw4vpKZpoOG1V7ookfNmzdH1apVRZ9VfR3AYot0oef63cTERJQX9Y0UjrZLly6ipcg1856VKVMGP/30E0+r2Y+acykWm8Ha56z2RRf874kz+/8IEyZMQI0aNVCuXLlSa9G2bdsWcXFxgnr0csjJyUFAQACCgoIEixAp7+2gQYPQo0cPrUWIFFiSgbAkGQH+k6zD2NgYS5cuRZ06dZCZmSlJb2VlhaysLAwbNgyWlpaoUKGCZJI31sQhBQUFgvKJPXr0kEyi6Ofnh2vXrvG7pDdv3oSZmRnS09OxYcMGwY4nUFJKz9raGo0bNxY4ZzQnIEoTEqlDaUKd9PR07Nu3D6GhodiyZQv69esHDw8PyTB6LpT4u+++g4mJidZCQR3z5s3DlClTJI8gSB09sLW1Rf/+/TF48GAAJc4qqXKEQMmipWPHjrK1pRMTE5GQkICsrCyB5z87O1u0FBGHZcuWITAwED4+PiAidOvWTTSKR/35NJ9VKvSaNUFpQUEBFixYoIgWKNHplStXyur0yJEjERQUJHkEQXOHhVVe1HkvTY9u3bqFuLg4hIaGokePHujQoQMGDhwoWYZIfaDUHDTF/OKRkZEIDw/HjRs30L9/fwwYMAA//fSTaNupqamIiIhAZGQkfvrpJ3h5eaF3794CPdXkXWwi2bdvX9mkZFzUjfpkRmwiN3z4cJw6dQpdunSBl5eX7DhQp04dtGrVCgMGDECtWrWgUqkEpW41+bxw4QLCw8Oxc+dOdOrUCV5eXqXuCLm5uQmiE7jyappgTfDGKgMs8nj37l1cunQJoaGhWLduHTp37oyBAwdKHsdg6XOgJOovMzOTly3N3aZ/85yfkxcWvQDYbQCLLs2bNw9RUVHQ09ODl5cXevbsKRtxmZ6ejpiYGISGhmLr1q3o168fL/diYOlHVl5YbYaPjw/q1q2L169f845odajbXtY5ABfVpu5gkFtscYtzzjbILc65sSI3NxdmZmYwNzcHAFy7dg0///yzFi+ssu7i4iIIsXd2doa3tzdiYmJw9+5d0RD7mJgYzJ49G4cPH8YPP/yA69evw9nZWctRwCq7LP3CqkccVCoV6taty0cJ9uvXT/TYbMOGDbF48WLUqFEDiYmJ6Ny5M4CSEsSaiRhZ7QWrHs2ePRs7duxAzZo14eXlhe7du0seCWCxRbrQh4WFITw8HHfu3MGAAQPQv39/yb85c+YMwsPDsXv3bnTr1g1eXl6wsLCQbHvIkCE4d+4cnJ2d4eXlJRkZyIHFZrD2Oat90QmfJNPBV3xSsJTSa9iwIX3zzTdUv359aty4MRkZGVHjxo0l6Q0NDenly5eK22/Tpo1iWiK2ZCBckpEzZ87wSUbkyjVeuXKFcnJy6OnTp+Tl5UUuLi6iCQfFktzdv39fNqEZa+IQf39/2rBhA1+ScP369TRv3jxRWnd3d0pISOA/X79+nXx8fOjevXuiZe+MjY1p5cqVdPr0aTp79ix/fQqIJdQJCQmR/ZtXr17RihUrqEaNGpK0UomaxBI27d69m4hK3r/YJYX8/HxaunQp9erVi3r27ElLly4tNZHnrl27aOzYsTRmzBjatWuX1vd79uwhHx8fqlatmqDE0dixY0VlixUNGjSgrVu3Unh4ODVo0IAvRRceHk4GBgaif8OaoDQwMJCioqIUJ41UUjLn6tWrRER08uRJ0UsOSuSFA4seEZWUE4qIiCB9fX1auXKlKI1cWVI525qRkUErVqwgGxsb6tq1a6mJgBISEmjChAlkYGAgKlul/R6LnZfDx48fadeuXeTq6kqmpqY0b948evHihRadt7e3aDmv0sqXFRQUUExMDPXp04datmxJR48e1aKRK/UoBtYEb+pQIgPqYJHHjx8/UlhYGOnr69OqVatk6ZT0OYf09HRaunQpWVlZkZOTE0VGRpZaylbpc35uXlj1goitz4mU6RIR0bVr12j8+PF88rU7d+6U2jb3vDVr1qQtW7ZI0rH2oy68KHlOKZurxPZ+arRt25YePnxIRESJiYlUoUIFGjlyJDk6OtLIkSM/Gd9KZF297NukSZP4MqofPnyQTPbNza/+/PNP2rlzJxGVnkhXieyy9AsHVj2ytbWlwsJC6tOnDy1ZsoS2bdtGxsbGWnQvX74kX19f6tWrFx06dIi/f+zYMdEEy6xyzkGpHhERXb58mcaMGUPGxsY0atQoQZlHsTaV2iJd7Ojz589pyZIlZGVlRd27d6e4uDhJ2vz8fIqOjiYXFxcyMzOTTYD94cMHioqKop49e5KFhQUtWrRIMuEkB1abwdLnRMrtKCu+Ogq+QIwaNYqfqJeGx48fi15ScHJyYspCP3PmTIqOji41W7tcxndNbN26VTEtEfsklGUC3q9fP6a21bMKq1QqUqlUVKZMGVKpVJJZhjXr3BP9Z7BSr5HKobQa5Rz+GxmPExMTadKkSWRiYkI+Pj5069atT9IuUckiXRNidX9Z3z/rOyUi2aoC6uCqT8yZM0f00oTUwoy7xHD9+nWyt7env/76iwICAvhLCtu2baMKFSoofv/79u2jCRMm0OHDh+nUqVP8JQaxxdKaNWsk21YqL6x6VFhYSLGxsdS3b19q2bIlzZw5U7JySKVKlahz587UuXNnwf87depEenp6krwTESUnJ9PUqVOpfv36/MRSDJmZmbR27Vqyt7cnR0dHSaeSunNI/ZJzFKkjLS2Ndu7cKagFLoXi4mLavn07VatWjVasWCFJx1KHnIioqKiIDhw4QB4eHtSiRQs6fPiwFo2uTo/o6Gite5wjURMsMsBBqTwWFRXRwYMHycPDg5o3b07Tpk2j1NTUUvlX2ufq2LVrF1WrVo2WLFki+r0uz/m5eOGgVC+I2McMpbrE4e3bt7R27VrS19eXrQZEVFLlaerUqdSiRQvy9PSkpKQkWXoitn5k4YXlOYuKiqh///6l8qorxCqRDB48WOueLotzFrDIuvqmiq2tLe3YsUP0O3W4urrS0KFDycjIiLKzsykvL0+Slki57OraLyx6pHRjTBOc0700sMi5LnqUk5NDGzZsIH19fdkNIA5KbZEu9Pfu3aMZM2ZQ3bp1KSoqSpb2yJEj5O3tTSYmJgLHixSKi4spKiqKqlWrRsuXLy+VXqnNYO1zVjvKgq9HD75AHDhwAOvWrUOdOnXw/fff82FhYscDSjvHronq1avD1tYWTk5OgtAUscRUQEmIaFFREV+3lCRC1CIiIhRn6V60aBGfiV4JWGvXE0PajTt37jC1rUu4f7169eDv7w8PDw+oVCqEhYXx9XnFwm7t7e2xdOlSuLq6Ct6R5vlk1prILNnXlyxZgu3bt6NmzZrw9PTEzJkzRfMpcGANJQZKahBrZtsPDAzUSpDE+v5Z3qn6cQOxpEOa4dhcXyvtcy4jsma1DEC63jLL0SOgJIHRhQsX0LJlS0U8nTx5Etu2bUN8fLygqoZYwsHg4GCMHj1acG/z5s0YOXKk4B6rvLDo0ZgxY3D06FF07NgR48aNkwxN5bBv3z7FbQPiZ/eTk5NFz+5HR0cjPDwcKSkp+PXXX7F161bUrVtXsm1HR0ccOXJE9DsHBwete7t374avry+qVauGuXPnYsSIETAwMMC9e/fg7++PcePGaf1NQkICwsLCcODAAbRt2xa7du2SPFMLKK9DHhcXh/DwcBw6dAjt2rWDr68vbG1tJdvVBYGBgfjll18E9+bOnQsXFxfBPVYZYJHH8ePH8884YsQI2NnZlco3a5+/fv0akZGRiIyMxA8//CCZQJL1OT8nLyx6AbDbABZdKiwsxD///IOwsDDcv38f7u7uuHr1KgwMDETpV6xYgcjISJ7vv/76S5JvDkr7kZUXVpsBlJxpzsjIQHFxsaIxgBViCYDj4uK07qmf1z579ixvf77//nut0GnW42qsss4SYs8hIiIChw4dwpQpU1CpUiWkpaVh/vz5WnSsssvSL6x6BJQks4yKisLChQtRsWJFRYmJxRIDh4SEoHnz5gI6FnvBqkdFRUU4ePAgwsLCcOvWLbi5ueHixYswMjISpVdqi3Shf/36NbZt24bIyEiUL1+e73f1nD/qfRIeHo79+/fj559/xqBBgwSVusSQlJSEsLAwxMbGwtraGlFRUejQoYMoLYvNYO1zXewLK74mM/wCIXVOX8wpoJ7gg4Oenh6sra2xatUqLQUNCAgQbVuq0oBSsCRVZE3AyEpfu3ZtrcWNOtSdIi1btsThw4clnQv/Jms0h8zMTAQEBPCJXOzt7TFjxgzo6enh+fPnWgtIQ0NDrTbkyikqAWv2dS75yo8//qho0N+3bx969uwpms1cpVIJShieO3cOZ8+exapVqwRnMLOzs/HPP/8oKjsoB5Z3qmuiIVaIPYNUBRLW5+3cubPkYlQMTZv+H/beOyqKrOse3o2jg44RUMZIUBRFBEwIKAImzEQTYs45jxkDxjGAccyOmNBHzDrqKEbMImLGhIIJBSSIIPT5/mBVPV3dVUXdRp+f7/rca9VadPWh+lbVDeeee+7etXDnzh3ZPWyHDx/GoUOHcODAAQGvQ3p6Ol68eIHLly8L7FnrCwsMDAxQtWpVFCtWTHBtuQAqh7y8PMTFxUGlUqFGjRqiREVFixbV2buvCc1gkYGBARwcHPj9i9q2UmR9UoGiqlWrCs7Vq1cPe/fuRWpqKjw8PHD79m1YWVnh7du38PDw0CG0tLW1RbFixRAYGIhOnTrpOLeadZ1V0ou71/bt2+PXX3/VuVfNftTAwEB0L6pUYPnChQs4f/481qxZg+HDhwvKcvLkSVHCSZY6wFIfDQwMYG5urnOP3LUL88wBoGPHjnjz5g2/71lufzLrfX7PsrC0C67sLH0AS1syMTGBmZkZAgMD0ahRIx1bba4aAwMD2NraolKlSqJl0WYOZ3mO+pRFnz5j3LhxiI2Nhb+/v2ByUxjG/5UrV2LFihVISEgQ9D3p6elo27atznjn4+MDZ2dnlC9fHqNHj0Z8fDzKlCmDzMxMODo6CoiBOa4sKcUc7ckoa13/8OEDZs6cicTERAwfPpxXKjhz5gyio6NlF6qSk5Nx7tw5WFhYiMrXsdZdlufC2o44eHh46PBSyUEJMTBrf8HajkxNTVGlShUEBgbCyclJ5380OW5Y+iJ97IsVKwZbW1uea0K7LJqqB1wb5Z6Jtq226kH9+vWhUqkQGBgILy8vnYm8NhcCS5/B+sz17V9Y8DNQ8H8cs2fPhomJCa9Zu23bNqSmpsLS0hLr169XJLFVEB48eIBz585BpVKhefPmoiy8hoaGosoJYp1+6dKlZaPHYg4FixNasWJFDBkyRPL6mkGRX3/9FZUrVxadVIpNzlnJgL4nWBiPWdnXWeXx5DBnzhyBYkdkZCTOnDmDjRs3YsCAAfz50qVLw9vbWye4xfr+Wd5peHg4tm/fjjdv3igiGiIinDx5EuXKlUPjxo0REhKC06dPw8rKCjNmzNDRCtZHb3nEiBHo27evYoLSYcOG4fXr1zoENlIOiLe3N/7++29Z/d6YmBhER0cjKCgIc+bM4c+XLl0aHh4eOnKprPWFpR3JEZwC0llVV69eRbdu3XgG5k+fPmH37t06hHx9+vSRJJbUDhaxyvpxUBoo0lTCqFu3rsDhFJMYMzc3F5DSAkJGaM26zip1NmvWLMnnAgj7USkFDymcO3cOZ8+exV9//SXoq0uXLg0vLy+dYClrHWCpj0+fPpW11VY9YHnmQH7/xQWoxCZEhanr37MsLO0CYO8Dtm7dKlu/NNuSm5ubbFm0J1SnT5+WLYs2c7j2c9QeUzWfI2tZ9O0z+vbtK3r9wgSvP336hJSUFIwbNw7Lly/nz5cuXVpU574wk3NNDBo0SGfCom+/zoEjG+bkjzUREBCAyZMnw9bWFklJSbC3t0e5cuWQlJSEoKAgnYw41rrL8lxY2xGHGTNm4M2bN+jRo4cgUCRFKKup2MVBW7mJtb9gbUdNmzaVvVdN1QOWvkgf+549e8qWRTNLY/r06bJ9kTbBcpUqVWSfozZBOEufwfrM9e1fWPAzUPADgiVLQMxBc3JywuXLlwUSeBzev3+P0aNHIzIyEiqVCu7u7ggJCZFkA920aRPmz5+PTp06AQAOHTqE6dOn6wxiNjY2OpEuTWh2+lZWVti4caOkrXanzOqEsqzIsl5bH3z9+hVbt25FbGwsvnz5wp+Xi/SdPHkSZ86cgUqlgoeHB59mpy9q1qwpufIq9x2QP6k1MDAQTdlSgmrVqokqKzx48ICXUJID6zvS550mJSVh165d2LlzJ8qWLYvg4GBR1vOhQ4fy77F69erIyspCu3btcOHCBWRlZSEiIkJgr48OdfXq1REfH69o6xHA7lB26tQJMTExcHNzEwQWxOpjRkYG03tftWqVTjbPmjVrdBwzFjRv3rxAR04Mjo6OWL16Nf/cr1+/jhEjRkhKXipd9WcBa6CIVdpRKeLi4mBlZQXg++iQ69uPPn78mFkf/uPHj7h27RpUKhUaNWoEY2NjWfvc3FxBVokUC/ePhKlTp2L+/PmCczNmzBBV1iEixMfHS6a+/68RHR0Ne3t7Wcf7f4W1a9di6NChgnPr1q3D4MGDC3VdtVqNS5cuSaooyUFugvujQ9+yS/kAHFjatJIUexsbG75vXbx4Mc6ePYtjx47h9evXaNOmjaSkMqBff/E93qlY3dKebGti5syZqFq1qkDlKTk5GZMnT/5mZfqJ74tz584J5j/p6el49uxZgaoKYvj8+XOB260U45uxHfzEN8OsWbNo1apV9OnTJ/r06ROtXLmS5s6dSzt27KDmzZsLbO3t7en06dP851OnTvFkLWIkeh06dKClS5dSamoqpaam0pIlS6h9+/aSZbG1taXk5GT+88ePH8nW1lbHjoXMipX4qiCW2sLYs15bHwQGBtKoUaPIzMyMVq5cSY6OjjRq1ChJ+zlz5lDjxo0pJCSEQkJCqHHjxhQcHFyoMujDvr569WqqXLkyGRgYkIGBAdWtW5eOHj1KRCSoEwWhSpUqgs9DhgyhoUOH8sewYcMoKChIklDve75/TSghGqpTpw6p1Wr6/PkzlStXjr5+/UpE+YQ2ciRGO3bsUFwOVoJSVihhmm/ZsiVPAtiqVStq3bo1BQQE0KZNm0itVkteW6wucaSb+kLf9ylGFCp2joPSsp84cYLc3NzIxMSEypcvT25ubqIEf0T5z9rNzY1KlixJbm5u/NGpUydR4k6OzLFo0aKkUqkEpI8GBgZytysLBwcHev/+PWVmZvLnzp07R6NGjaKQkBC+HoshISGB/Pz8qEKFCmRqakr+/v6UkJAgsOH6M6VEiQMGDKCBAwfyx6BBg2jatGmCsUwMu3fvpooVK5KPjw95e3tTpUqVKDw8XNI+MjKSqlWrRvXr1ycHBwcyMzOTZGCPiYmhZs2aUbly5ah48eL8IYVWrVrpnGvbtq2kvVICOSLxutigQQPJa8t9V9iyDBgwQECO9vbtW9n7bNmyJVWqVIk6dOhAS5YsoevXr4uSIWvXAe1DDIsXL9bxR+SIlPXpj44ePUqTJk2iP/74g44dOyZpx6oIdffuXWrYsCEZGxuTsbExNWrUiO7evStpn5CQQF27duXJjWNjY2nNmjVMv6kNrj/hjmLFilHlypUpMDBQVg2LK7uRkREZGRkVWHZtaPsAmmBt0w0aNKAjR47wnw8fPqxT/zXfe9u2bQVkenLjCUt/QaTsuRw/fpyISJTUVswvYFW20IdgWwxyY8C1a9eobdu2VLt2bbKysuIPKeTm5tK6deuoR48eFBAQQOvXr6fc3FxZ+8TERIqPj+cPOeTk5FB8fDw9ffqUP6SwaNEinWPt2rWihPFBQUGUmppKarWaOnfuTJUqVRIl3OVw8+ZNfkyNiIigqVOn0uvXr2XLLgfNert//36qXr06T3ocHR1N7dq1k/zfvn37UmpqKn358oXs7OzIyMhIVrmHBT8DBT8gxDoyblDSnqTfvHmT6tWrR6ampvT7779TvXr16MaNG5SRkSHKHi3G+CrHAqsdbFCr1aIBCD8/P8lraOLs2bOK5NmI/itzKDep1gSnpqCUmd/V1ZUWLlyoyJZzRjQ7Ze4oiGmem5xw7y4zM1PUyeRga2tLX7584T9nZWWJPnMWsLKvL1q0iBo0aECnT5/mA1anTp2iRo0a0a5du0SDRVKoWrWq4LOYJCL3e2Lsu6yTEKXvlChffiYkJISaNGlCnp6etH37dsFkShuaHbl2OxVzSlkmZ9qTL01oymtymD59Ov+3Nnvu0KFDRa+TlJREN27coJSUFMnfIhKXutq3bx917tyZJk2apGN/6NAhGjBgAJmYmAic/a5du4o61CztyMrKiqKioujSpUuihxQ8PT1p1apVlJmZSZmZmRQaGkqenp46dq9evaKLFy9SzZo1Bdc9fvw41alTR2C7bds2srCwoE2bNlFMTAzdvn2bNmzYQBYWFhQWFiZZFpZA0feAvb29XpJeRPn9JBe4TktLo5UrV5Krq6uordKJmVigaunSpdS4cWNZFutatWoJWNETEhKoVq1akvY2NjY60rQ2Njaitk5OTnTt2jWyt7enlJQUWrhwoWxfon2vnz9/lu2nxZ6N9ti7bds2Xp1DM1DH9U9S6NOnjyJ5PpaycJg9ezbVqVOHrl27RgcPHiRLS8sCJQ+/fv1KUVFRNG/ePDIzMxNVG2GR1OUg5huJ3cuRI0doyJAhVL58eUFQumfPnuTo6ChZ7gkTJpCzszOFhoZSaGgoOTs7i/Z3RPlqPErVcoiUTXA10bp1awoPD+ffS25ubqH9ADF8/PiR/vzzT/L19ZW0YS27NrR9AE2wtmmxYG/jxo0Fn11cXOjGjRv0/PlzKlWqFO87qNVqUYlBDiz9BZGy5zJz5kwiEldAEpOl/VayuWKIjY2l+vXrk4mJCfXs2ZM+fPig6Hetra1p165d9PTpU0WLF/369SMfHx/at28f7du3j3x8fCQDkatXr6ayZcuSpaUl1ahRo0CJ9+XLl5ORkRHVqlWLrK2tydraWnaRpnv37mRubk4jR46kkSNHkrm5OQUEBJCdnR0tXrxYYMv5tadOnSJfX196+fKlbGDJ1taWcnNzKS4ujmrVqkVz5syhli1bStoXBM3fcnBwoI8fPwrOybV/rp84ePAgDRo0iD5//iy7MMKCn4GCHxCsWQJE+ZIbqampRJQ/sZRCw4YNBVJb0dHR1LBhQ0n7oUOHkr+/Px07doyOHTtG/v7+kpMQJfiemQffM1OhMJ03N4g1atSIPn78SLm5uVSzZk1J+7p16wokLLOzswvtILDK9NWsWZM+fvyocz4pKYkMDQ11Vja4zl37qFGjhuKodkZGhmzQSukkhJM64+Rhli9fTh06dKAxY8boZEL88ssvVL9+fVqyZAlt3769wGg/F3DhAiwFBVxYJmea96d9X2L3rnlO+3sx+23btlHx4sXJ1NSUSpUqxWeHsODr16+i7+j27du0detWqlatmsDZj4iI4PslfVGyZElyd3cXrMhzh7u7u+T/JSQkkI+PDxkZGZGxsTH5+vqKBmNYVv1tbGzo+fPnOtd49uyZqEOp7yo+UX59WbNmDa1du1aRHJUcHBwc9Jb0Eut76tevL/isGWzRDOqIBVvkkJmZKdsHiI1VTZs2lbQXawdOTk6ittw9ad6vmFTtnDlz+NU7bmX2l19+oTJlyvCTAk2sWLGCatSoQYaGhoK+8ffff9eZKLx48YIiIyPJwcFBEKS7deuW7Ipc06ZNydDQkJycnAQBhsKURRORkZH066+/UsWKFfn+TAp37tyhFStWkLe3N9nb21NgYKAieTQlEFu4EKtft27doo0bN1K1atUEAek9e/bIZsPVqlVLZ+yVmlhaWlqSSqWiihUr8mOd3ARHyQRXE1xd1/RTvmcGpNy1lZRdO1tBs23IZUOxtukZM2bQ+vXreRnAdevW0YIFCwQ2N27coNq1a1PZsmVp7ty5/PnDhw9Tjx49JK/N0l8Qsb1TpQsd3zNQ4OrqSidOnKCPHz9ScHAw1a5dmx/P5N6/3BxBDNptJi8vT3IcsLS0VCT/yqF69eqivqkU3N3dBT5ISkoKtW3bltLT03XGPW7s+eOPP3j5TSU+6fLly2nFihWCc/pA83+5eqT5XuQW6Li+ccSIEbxvJ1d2Fvz4m/X+f4hNmzahb9++ePfuHVQqFSpUqIDNmzcjMzNTdI8ikL/n+ezZs9i2bRsOHjyIjx8/itotX74cHTt2RMWKFUFEePfunagsHIfQ0FCsXbsWGzduBBHB3d1dliiwIBADJQaLrT72LHsoWa+tCUdHR2i4MH4AACAASURBVKSkpGDIkCFwcHBAiRIl4O7uLmnv7e0Nd3d3BAQEAAC2b98uKxmjBKwyfQYGBjAyMtI5b2JigmrVquns+/z3338LVT4A+O2330TfCbfPOzMzE5cvX+bfRVpaGjIzM3Xshw8frsMj0L59e1y4cAH9+/cX8AhwkpV3794VEMcB+fVDey+3ptydm5ubQG1ATO4uLS2NJ2YLCwtDjx49sHr1amRnZ8PBwUFgq1nHtOUDxeqf5jnt78XsFyxYgOvXr8PGxgZRUVGYOHEi2rVrp2MnB6n9mnZ2drCzs4Ovr6+A0+Bb7JOrUaMGE/szh8qVK2Pfvn0F2vXu3Ru9e/dWtHdfrVaL7gW3sLCAWq3WOe/l5YXt27fDwsIC9+7dQ7t27dC7d28cPHgQjx8/xurVq0V/Z/ny5VizZg3PYbF06VKMGDECo0ePLvB+pMAi6aUJZ2dnnDp1iudJOXnyJFxdXQU2p0+fxtatW/H69WuBGkLp0qVF5cikUKJECdE+ICoqCkA+X0VAQABP3hsWFiba7l6/fg0AaNu2LaZOncqrrmzbtk2yzhctWhRA/n7qiIgIVK5cmb+OJmbMmIEZM2Zg3LhxWLZsWYH31KtXL3Ts2FERgZyZmRnMzMyYuSiCg4MV2bGUhcONGzcwfPhwTJ48GXfu3MHo0aOxefNmmJiYiNrb2dnB0dERQUFB8PT0LLBMTZs2xeHDh/nfT05OhpeXl+he7KZNm2Lw4MG8Ws6KFStE93I7ODjAwcEBfn5+OsSrcjA1NUVOTg5fF3JyciQ5Slj7pM6dO2PDhg2CPeSaijLaMDQ0RHp6Ot8e7t27JyvZVxio1Wrk5eVJfq+k7KzS0axtWpP4Ni8vD4MHD+Y///LLL4K9+A0aNMD9+/cRHx8v4Mfq0KGD6H5vffoLgO2dKpWlffnyJQYNGiT5m9pcQizEwGlpaTzx4rRp0+Dg4IBWrVohIiJCtN99//49gPznFhISAl9fXwGvkRS3WbVq1ZCUlITy5csDyCd/5DhytFGlShUmdTFLS0sm3qTXr18LiJtLlSqFFy9eoGTJkjrjnrm5OYYOHYp///0X06ZNw5cvX2R9f5VKhatXryI8PJwnFfxWhOYWFhY8l9znz5+xdOlSWQlsZ2dntGzZEomJiViyZAk+ffokqvKkD36SGf7ASEtLAxGhTJky+PLli+gg8eDBA2zbtg07d+5EUlISQkJC4O3tzTdQMeTk5ODRo0cgIlhbW8s6iRw0G31h8CPJKH7PskghPj4e6enpqFu3rqzdoUOHcO7cOT44I0Z6pw+Usq/Xr18fW7Zs0RlUo6Oj0b9/f8lnkZOTw9enFy9e4MGDB2jdurWiDuv48eNYunSpTtCBlRDQxsYGd+/exZcvX1C5cmW8f/8ev/zyC4gINjY2OnJnADuRnVJ7Tab6pk2bYsyYMfDz89P5DmAnsmO11yacY63TGRkZ2LJlC86cOaOjksGhX79+WL58OQwNDeHo6IhXr15h9uzZsnKlBUFforyxY8di5syZgglIcHCw5OTu0KFDcHd3R6lSpbB06VJcu3YN06dPFwzONjY2OH78uM67f/HiBdq3b69DTmhra8sTZ02ePBnJyclYv349HygSq4tAvoTl9evXeQfn06dPaNy4MR49esT8HID8Z2hhYaFY0gvIJ51VqVTIy8vD8+fPUb58eahUKrx//x7Vq1dHXFyczu8Ulijx8OHDWLFihY7cp1xgVYxp3sLCQoe9XtNeTGr26NGjaNq0KRITEzFkyBCkp6cjODiYlxsTQ15eHt69eyfQcRdT/1EKVi16TaSmpuLZs2e8TNa3Qu3atbF161Y4OjoCADZs2ICFCxdKqkXcvXsX58+fx7lz5xAXFwdra2u4u7tj4MCBovZiah5i5wDgy5cvmDt3Li9/6+npiWnTpumQyC1YsABTpkzB0KFDRZ/jmjVrBJ854siHDx/i2rVr8PLyAgAcOHAArq6uksTDDx8+xKNHj9C5c2dkZmYiOztbJ8CuPcEFIJjgSk0szp07hylTpuDx48dwdXXFtWvXsGvXLr0IFDlwk3NNJCcnY/v27ahUqZJO36hP2V+9egVTU1MUK1YMly9fxu3bt9GzZ0+UKlVKYMfapvWBUn+Htb9geS6shLZmZmYCpSFtFIbFvm7durh+/bqgvURFRaFnz57IzMzEu3fvBPZVq1aVfS7aBJVce3v9+jWioqL4oMTJkyfh7u6O8PBw3pZboLxy5QpevHgBb29vRapNMTExGDlyJJo1ayaw11TW0sSIESPw6NEjdO3aFSqVCuHh4ahZsyYWLVqEjh07CurZ58+fcezYMdjZ2cHKygqJiYm4ffu25Bhw/vx5LF68GK6urpg0aRLi4uKwbNkyrF27VtS+IGj6Oh8/fsSoUaPwzz//8H3dypUrJYk+iQgxMTGwsLBAmTJl8OHDB7x69UpnQUof/Mwo+IEhlyUQGhqKsLAwfPnyBQEBATh79iw8PDxkI5FAvmOzZcsWPHv2DIsWLcKLFy+QmJgIFxcXUfvz58+jT58+yMvLQ3x8PG7fvo1Vq1bJqhb8X8H3jpGJrUYVLVoURkZGeP36tWwU1dXVFVWqVPlmTp/mqrymsyC1Kh8cHIxWrVph2LBhvEzf9evXsW7dOlk5FmdnZ0RGRiI7Oxuurq6oU6cO9u3bJ6gvtWvX1nHePn78iKpVq2LHjh0612RZ8QXA66EXL14cZmZm/Cq4SqWSXJFRGu1ntbe0tMSSJUtQvnx53L17l1+VzczMFEwugHyHbdeuXVCr1UhOTuYHUiJCSkqKThnu37/PM8a/fPmS/5uIkJCQoGOfkpIiyB7S/A1AODBrr04AQNmyZeHh4SE7CN66dQtlypTBoUOH4OjoiMuXL6NJkyaFChSMGzdOr/87e/asYNXUyMhIVi522rRpiI2Nxe3btxEeHo6xY8diyJAhuHTpEm8zadIkuLu7Y+bMmXzbvHHjBoKDgwVygRz0XcU3MjISrJr89ttvBa66yDGHb926FZUrV8bMmTNx4cIF7Nmzh19pvXr1qqhyBkuWUFJSEn777Te+Dp0/fx779u2DpaUlhg8frpOJwgUhNJGcnIwaNWogLCxM5/qRkZGKywIAz58/Z7IH8lfHypQpgzJlyvCr2Zoa5NpYu3Ytpk6dCiMjIxgYGACAqDqJl5cXDhw4oHPPXNvStO/fvz+AfLkuFkREROCPP/5AXl4enj17hpiYGEyZMkVHiYilLBxu3LiB3377jf88cOBA2Ule3bp1UatWLdStWxdnz57F5s2b8c8//0gGClQqFd69ewdTU1MAwNu3byXHZkNDQ8ybNw/z5s2TfhgAr6YjplwjBm41vHr16gI5zO7du0v+z5o1a7B582akpqaic+fOePv2LQYOHKgzwWVdaefQvHlzHD16FFFRUSAibNiwoUCFj4Iwbdo0wWeVSgVjY2N4eHiIvh99yt6pUydcuXIFCQkJ6NGjB1q3bo2TJ0/qBJdZ2zQLWP0d1v6C5bloZltpPn+pbCtjY+NvImknhv79++Pq1auCjA1nZ2ccOHAAEyZM0LEXyzaVA9feGjRoIFjAEesvNIPBxsbGggwisWxODuPHj0f58uVhaGjI97tyWLlyJfbu3YsLFy4AAAYMGAA/Pz8YGBjotNWMjAw+W+79+/coWrQoPDw8JK/t6uoqyK6zsrJSHCTIzMzEvn37EBYWxj8LzUCwsbGxqD+sjQ8fPsDExARv3rxBhQoVkJmZyddxrk8tLH4GCn5AiGUJLFq0SGAzceJEuLi44K+//uIbp5JU+qFDh6Jo0aKIjIzEokWLUK5cOfj5+Uk6RBMmTEBkZCQfYbe3t8eVK1f0vrfvufWANc2GZfKij0RalSpVUKVKFd5J1rwfqVUtANi3bx8mT55coNPHAtbBql27djhz5gz+/PNPHD58GED+6uiZM2cEMkTayMvLQ6lSpbBv3z707dsXs2fPRr169QQ2R44cEXxWqVQwMTERpIdpgnUSwk2AiQipqamyE25Wh4LVfv369YonZ+7u7vxAobnFARDf1sC6uqx9Tc3P2gOzvs4tt7py6tQpdO7cGcWLFy+0TFrRokXx7NkzWFpaAgAGDx6M3bt3w8LCAtu2bdOpXxxyc3ORm5vL14+cnBxkZ2dL/g43cT9+/DgGDRqE7t27488//xTY9O7dG6ampliwYAHGjRsHlUoFW1tbrFmzBm3atNG5JkugCPjvKouDgwM8PDzQrVs3AMDu3bv5gJ0YuMCGk5MTiAj9+/fH8uXL0aVLFwDgM4M0V1I5SS8PDw9RZ4hL2f306RMeP34MlUqFmjVrirZT1i0W2kEIbsKiOSHVRkpKCnbs2IEHDx5ApVLBxsYG3bt3R9myZUXt8/LycPz4cYG9XHbT4MGDdYJ/w4YNkwwWLlmyBPfu3SswgMM5jkoCL9w71pYILghz587F9evXeYfczs5OVI6OpSwc1Go1Jk+ejJcvX2Lnzp149OgR7t+/L5Bp1oSHhwceP36Mhg0bwtXVFREREbC3t5e8/pQpU+Dk5MRvr4uIiJDcrpKYmIgxY8bg/PnzUKlUcHV1xfLly1G5cmWBHeevcIGXgiAW5CsI69atw7Vr19CkSRMA+UGGDx8+MF9HChEREfDx8RGsZs6bN09nss+C7zk556BSqfDrr7/iyJEjGDp0KCZNmiS5qsnSpllS7Fn9HYC9v1AK1oUOVr9X83lwkHouTZo0gZOTk8416tWrJ5utFB4ejjZt2vDvJSUlBf/++y/8/f0FdkrbGwBBdgULkpOTmfovlUqFLl268GOhHOrXr483b96gVKlSUKvVyMzMhImJCUxNTbFlyxadMbht27aSUvbDhw/XWZgiIpw6dQrbtm3D4cOH0b59e8E2Xs2s7Tdv3mDixIlITExEZGQk7t27h0uXLuksBvfp0wdHjhyBi4uLaD2Qmmew4OfWgx8I2lkC3bp1g4eHh2i0MykpCTt37kRYWBgyMjIQEBCADRs2yGrVAv9NbdFMcbGzs0NMTIyoPdc5K7UH8vfScQN5s2bNBBNLzS0MDx48gJmZGb+HOTMzE69evYK1tTWA/BQjzdT37t27Y9CgQbKrGUD+iofc5EQqjfDChQt4/vy5wIHv16+f7G/JYejQoTh37hxat26NwMBAWUdfEw4ODoiMjIS7uzv/zOvWrauTGqwPvoWG+qVLlyQzUGxtbXHjxg0EBARgwoQJaNKkiWQaKZA/oD9+/BhDhw5FUlIS0tLSBCs6AODi4iKYhDg6OqJ379548OABateurTMJEVsd1YTmAMW6rYHVXhtK9JaVbmtITEzUcZA53LlzR3ICzbLNglsN0kS7du0kg1aDBw/G06dP+ZS9L1++wMPDAzdv3hS1V4J69erh6tWrKF68OPbu3Ys//vgD4eHhiI6Oxs6dOyWzBKZNm4aYmBh+IF67di3s7OwkVyOdnZ0xfPhwLFy4EMePH0eVKlUK3e4+fPiAmTNnIjExEcOHD+dTMc+cOYPo6GiMHz9eYC9Xd1UqFTZv3iz6nbW1Nc6cOcNPWhMTE9GiRQs8fPhQx1aJDjmQHywaNmwYtmzZwqcNZ2Zmon///li1apXAgdZ3iwVXHs2JX506dXRsnjx5gqZNm8LKyorvR6Ojo/HkyRNcvHiR5wHh8P79e7i5uSErK4sfQ+7cuYPffvsNkZGRgv319+/fR2xsLKZMmSKYRKSlpSE0NFRSc7158+Y4d+6c5H3pA3d3d9mxSyodu0mTJrhy5YpgnK5Xrx7u3LlT6DL5+/ujUaNGCAsLQ2xsLLKysuDk5CTZp9++fRt2dnZMAcIHDx7gzJkzICK0bNmS9wG00bx5c3Tp0gWBgYFQqVT4+++/sXfvXp33wOoDbN68Gf369eO3IGhDk3eDg/YzV6vVsLOz06kvLBNcTbi4uGD27Nlo2bIlAGDOnDm4du2aTqCdBf/88w88PT0leam0fQN9ym5nZ4djx46hT58+WLJkCezs7ETrImub1gdK/R2W/gJgey7cQgfn5xa00PHp0ycdXg2x1Wd9UKdOHbRs2RILFiyQDcpqQ8yHE9sSyLrlB2DfIjhixAj07dtXsT/96tUrTJs2jd+OykFsTBoxYgRatWqFzp07A8jfehQVFYUOHTpg0qRJOoukY8eOxcuXL3k+sR07dsDCwgKfPn1CTk4On30bExODsLAw7N69GzY2NujRoweCgoLw4sULyXJ7enqiV69eWLRoEWJiYpCbmwsHBwfJ8ei7otB0iD/xzVC0aFFyc3Oj69ev8+csLCwK/L/79+/TlClTyMzMjBo3bkx//vmnpC3HpMmxa6akpMhKaHTo0IHu3bvH22/evJk6duwoab9s2TKqUaMGjR07lsaOHUs1atSgkJAQUdv69esLmL9zcnJkJXfCw8OpVatWZGVlRQsWLKC3b9+K2ukju9S9e3dq0qQJDRo0iIYMGUJDhgwplLqD5j1FRESQt7c32dnZyZabAyffpJTtVAkKw75ORBQXF0dBQUFkaWkpW1/Wrl1LlStXps6dOxNRPhu8GHM4Ub5sUNu2bXmm6NevX4tKZ+rL1q6UZZiIXb6O1Z5Fh1qpugOrSgLr9cVsC5LqVKvVFB0dzbMMJyUl0a1btyTtlUCTubdXr14UHBzMf5ari2q1mtavX09+fn7k6+tLGzZsILVaLWn/6NEjGj16NO3Zs4eIiJ48eULz588X2EhpYUupZGiDY+r+1mBhDlcqdRYcHEzu7u705MkT/tzTp0+pRYsWOizjmu/IxcWFZ4zW/k4bSseLHj16iI5ry5Yto4CAAJ3zgwYNojFjxgiUAvLy8mjcuHE0ePBggW1ERAT17NmTjIyMqGfPnvwxbNgwioqKkiz7yJEjqWPHjrR582bZOmBubk4WFhY6B3deExcvXqSLFy/ShQsXyMrKiv/MHVLo1q0bnTx5khwcHOjTp080c+ZM6tmzZ6HKwoFTg9Acjwpi03706BHt27dP9rmwysESKVPgIBL6AGZmZgX6AH/99RcREc2aNUv0EMOQIUNo/fr1VLduXYqJiaG+ffvSyJEjJe+JFe/fv6cGDRrQ5cuXKSgoiDp27EjZ2dmFuiarVJ8+2L9/P9nZ2dHo0aOJKF/m2svLS8eOtU2zgNXfYekvWKGvLK1araYTJ05QQEAAlS5dmrp370779u0rVFmys7Np5syZZGVlxaR6JDbOirVFTpJdTAJbSvlEqeQpB0tLSypSpAhVq1ZNkdqIh4cH7dmzh+rUqUPR0dE0ZMgQyTYtdp/c2Cr2nbbUqlqt5qWDNX1TlUpFbm5uAp+0oLkdNyYrVT25du0aX+f37NlDkyZNku1jWfAzUPAD4f379xQSEkINGjTgNTnl9GfVarWOlumZM2ck9UqJiFauXEk9e/Ykc3NzCg0NJXt7e36QFEN8fDy1aNGCDA0NycjIiJo1ayY52SLKl9X79OkT/zk1NVVSClDM2VCi+/n8+XOaPn06ValShby9venkyZMF/k9BkJtwfguo1WoKDw8nIyMjCg0NlbVV6vSxQJ/B6uPHj7R69Wpq0qQJWVpaUrly5ejhw4dMv5uXlyfp3NSrV4/y8vIKDIjoOwlRMiFmdSj0DbgomZxpSsxx8nJyEnNyA4jYgMJyfVYJOKJ8ne/Dhw/T4sWL6c8//6SjR4/KSropha2tLeXk5JBarSZzc3O6dOkS/52cxrU+eP/+PSUlJUl+LycxKudoswSKHj9+TOPHj6d27dpR+/btaeLEifT06VNRW+4djh8/nnr06EHHjx+n48ePU48ePWj69Omi/6NU0qtevXr07t07nfNv377VaXfe3t70559/0tatW6lMmTJ8oCgjI0P2HSkdL6QcQbVaLWqvLXPHIScnR1Kj/d9//5UspxiU1oGEhARKSEigV69ekY2NDf+ZO6TAIrOVnJxMvXr1ovLly5OJiQkFBgaKygDqUxZHR0fKycnhy5OQkCA6OeewZMkSatSoES9JWrp0aT5wLHV/SgOdgwYNEoz3J06coDFjxkiWhej7SQpmZWXRzJkzqWHDhtSgQQOaPn06ffny5Zv+xqtXr6hmzZrk7e2tKKCvFCxB9O8F1jbNyS/+8ssv/MF91pZgZvV39OkvlIJ1oeP27ds0fvx4qly5MrVu3ZoPdn1L3Llzh8qUKUPVq1dXNNnu0qULLVy4kLKysigrK4sWLFhAfn5+36QsdevWFdTt7OxsWUndFy9eiB5S4PoqTd/Szc1N1NbJyYn+/vtvysnJoZycHNqyZQs5OTmRWq0W9U2trKzow4cP/OekpCS+7mqOs//5z3/Iy8uLfv/9dxoyZAidP3++wECBi4sLZWRk8H3h/fv3dQITmrC1taW8vDx69OgRWVtb0/z586lFixayv6EUPwMFPyiUZgnIrcBL4cyZMzRhwgQaP368YucoIyOD0tPTC7Rr0qQJ5eXl8Z+/fv0q2ShdXV3pwoUL/Ofz58/L6udyOHnyJPn7+5O1tTUFBQWRp6enqDZucnIyTZ06lTp27CirLU1EFBAQINvZ6Auu069Tpw4NGDCAzp49W+D/KHX6WMA6WHl5eVGlSpVo2LBhdOnSJX6SVhDWrl3LTxKGDx9OjRs3lrxn7cyJ7Oxs0c6YdRLCMiFmdSj0XR1QMjnbunUrubm5UcmSJcnNzY0/OnXqRIcOHdL5f01nWtuxFnO0Wa9PRDR27FjJe9LEu3fvqHbt2mRubk6dO3emzp07k4WFBdWtW1d24q0ES5YsoYYNG1KLFi2ofv36fFbAw4cPRfsLTjd7wIABNHDgQJ1DDPPmzSMTExMyMDAgAwMDqlChAi1cuFCyTKyOttJV/Bs3blDp0qWpZ8+etHz5clq+fDn16tWLypYtS7dv39ax13yP2oe7u7toWZTokBORrLOm3WckJSXR0KFDqVOnTnTixAn+/OnTp2nJkiWS11E6XshN9sS+k8vAkvvuzJkzFBoaSosWLeKPbwmWyT+LreYz/NbX37t3L7Vq1YoqVapEY8eOJXNzc4qIiJC05wJ7XJ/37Nkz8vX11bFjDXQS5a8mqlQqqlChApmampJKpaLq1avLTnSU3Oe8efNkj8KAZYJLRPy9cIeJiQmZm5vzn78FlGaVsZadiGj69OmUmppKeXl51L59e6pQoQKfpaUJ1jbNAlZ/h7W/YHkurAsd+qw+s+DChQtkY2NDo0ePpmfPnimabCclJVHXrl2pXLlyZGRkRN26dRMd17lMXKlDDFOnTqX27dvTkSNH6MiRI9S+fXuaOnXqN7tfzs9yc3Ojmzdv0ps3bySf59OnT6ldu3ZUunRpKlOmDLVr147i4uLo8+fPotllmzZtosqVK1NAQAAFBARQlSpVaNOmTZSRkUGTJk3SsU9OTqY1a9aQk5MTFStWjCZNmiTIINfEv//+S87OzmRiYkL+/v5UuXJl2fkD16aXLVtGK1euFJwrLH6SGf5gICK8fPkStWvXxvz58zF//nxERkZi+/btova2trZ4/Pgxz3iuBO7u7gXu809PT0dSUhJPIHby5El+f3WrVq10pBL1IeEKDQ2Fn58fypUrByLCp0+fZHXPg4OD8ffff8POzg6DBg3i9/sC/2U51kTv3r3h7u6Ohw8fYtmyZdi0aZOoHZC/16hRo0awsrISSK4URqLH1tYWxYoVQ2BgIA4fPswTm3BqCFIkWOXKlZNVFtAHrOzrT58+hZGRESwsLHjpICV7TlevXs0zxT969AghISEYNWoUrl+/rmPr4eGBWbNmISsrC8eOHcOaNWtENYhZCAEBNiKjtLQ0fi9kWFgYevTogdWrV/N7q7XBas9Bid4yK+kRq0oC6/UBYNmyZYok4GbMmIE2bdpgyZIlfF1Tq9WYOHEipk+fjr/++kvR74lh/PjxaNasGRITE9G6dWu+HqpUKoSGhurYc3tMmzZtquj6a9euxe7du/m+SqVS4ebNmxg/fjzKlSsnqiTDqpLx9etXASlZhw4dMHfuXB27uXPnYu3atTrvJzw8HLNmzSoUcziLDjkAWc127e9MTEyYiBJZx4vMzExcvnxZlOjr8+fPOueICG/evBG1FzsH5CtaPHz4EDdu3ECXLl2wf/9+URJRDomJiRg/fjxev36N8+fP4+7du7hw4YKAnOp/hWrVqsHPzw89e/ZUzPSvFH5+fqhXrx5OnToFIsLx48clOQSA/DGFq2u5ubmwsLAQJdTSHE+0xxapseZbSOaJgYW8lZX/gJUYloWojRWsZLz6kNoePHiQl7AsUaIEbt++jXbt2ukQ37G2aRaw+jus/QXLc2EltN27dy+2b98OR0dHeHl5FZpTShMDBw7EtWvXsGnTJl7uVAmys7Oxe/duwTkxVS99+p7g4GBs2rQJW7duBRHBy8sLAwYMkLTn/FFtSJH2DRo0CCkpKZg7dy68vLyQkZGhQ1LMwdLSEkePHhX9TowEsl+/fmjdujWuXr0KAFi4cCGqVKkCADoE9EC+bz906FAMHToUT58+xbZt29C9e3dRqeEWLVrA3t4eFy9eBBFh9erVshL1BgYGuHTpEnbv3s3PF6X4T1jxk8zwB0TDhg1lZZk00axZM9y4cQMODg4COS1tArKjR48iPj4ew4YNA5BPlJOUlAQAWLx4Mc8SzGH48OGwt7fnJXMsLS3RvHlzZGVloUKFClixYoXAXl8SrtzcXDx69AhEBGtrax1iF03MmzcP/fv3x++//67znSYrOgdOQ5cj0snLy0OrVq1EnY3atWtj2LBhsLe3F0iuSJH2KYG5ublgUgP8d9CRYyMVI1TimFRZOndN+Pj4MGmoA/8lYOF0Z2NjY/HkyRNJdQLgv888KCgINWvWREBAgCjpDZD/LDZu3Ihjx46BiNC2bVsMGjSowICEEkJAQBmRkSZJT9OmTTFmzBj4+fnpfKevPYveMivpEQtpoz7XB5RLwFlbUHkmIQAAIABJREFUWyM2NhZFixYVnP/69StsbW1FSfVYcffuXZ6Ruk6dOqKkdxw+fPiA+Ph4VK9eXZIVn0OjRo2we/duHRLNp0+fonv37oLJP6smNoeZM2eiatWqgkBRcnKyzuS8Zs2aohJ1Ut9JkZJxKIyTaWhoqBMQAv4rv8m1Q00oJUpkHS8KCmxrB0zMzc1hYGCgWBcdyCf/i4mJgb29PWJiYpCUlIS+fftKkse1adMG/fv3x/z583H79m3k5eXB3t5eh2xK06Fu06YNTp48KSiXZsBYu7/QVMyRI7778OEDwsPDsWPHDiQnJ6NHjx4ICAjQqdMsZeEwdepUnTFpxowZooEuIJ8A9T//+Q9mz56NZ8+ewcTEBI8fP9YhHDQ3N8eCBQugVqsxbdo0/jeICNOnTxeQOLMSt3ISvESEFy9e8MFd7jnKkWsWBC6If/XqVcTExKBr164AgD179sDR0RFLly7V+9rfG4Ul41UCbhz8448/0LhxY/j6+or6AKxtmgWs/o4+/YVSsBLackhJScHu3bsRFhaGmzdvYsyYMfD39y9UIHDu3LmYMmWKrJ8tBs6v0wRH6FhYcOoemjhw4IDOnIRDYmIi/3d2djb+85//4PPnz5g1a5bAbteuXbLyplKIjIxEbGysgPhw0qRJsv+TlpYmsK9QoYKoXVZWFuLi4mBgYIBatWrp+EscpIhR5RAVFYXFixfD1dUV48aNw5MnTxASEoJVq1YpvoYkvklewk98U/Tp04cePXqkyPbs2bOihzaaNWvGp0wT5adTvXjxgu7du0ctW7bUsbe3txekM2qmginZHqAU8fHxdO7cOTp9+jR/iCEvL495PzKXcuTs7EzPnz+njIwMsrS0FLWVItwrLNRqNT1//pzpfwICAqh69eo8wVf16tWpZ8+eVL9+fdEUYSXQNzWYKP/Z//PPPxQQEEDlypWj9u3bS9p6eHhQcHAw1apViz58+EBfv36VJb9jgdJ93iw8AqzbGvTdi60E+m5rUJoGr8/1LS0tKTExscCy65vqrQTp6enUsmVLKlmyJNnZ2ZGdnR2VLFmSPD09Be+Zw7Zt26h48eJkampKpUqVKpC0ydraWvF3rNs3NFNSVSoVqVQqMjAw4LkftMFKQsntjW/fvj2VKVOGvL29ydvbm8qWLUs+Pj5yt10gpPaCyqWpKt1i8SOCS712cHDgCSfl+i6O5KogsimOKNDc3Fzn+JYpxRyePXtGffr0IQMDg29SFrF6J/dOs7KyKC8vj3Jzc+nvv/+mlStX8v2kJuT4Pvr06SNZBiV8Bo8ePaInT55IHlLIycmh9evX08iRIwvcruTs7Kyzt9rDw0Py2qyIjo4mJycnKlWqFM8TI5XuzwpWMl4WeHt704ABA6hGjRqUlpZGnz9/luUSEuMGKCwfQ2H8ne8NfQhtnzx5QkFBQVSjRo1vUobg4GABsW9WVhYNGTJExy4xMZGuXr1KtWrVomvXrtHVq1fp6tWrdOrUKdmtaampqTRz5kzy9vamtm3b8ocYWMiVpcARCBZ03YIwceJE6tixI1WsWJFGjx5N1apVo169eknanz59mmrUqEG//vorlS1blgwMDER55XJzc2nChAlUrFgxKleuHJUtW5aMjY1p7dq1RESicwRvb28B/0FBYOUPY8HPrQc/IJ48eQI7O7sCswQA5XrLX758EcjN1KtXj9fJFkvzysvLE6ysr1y5kv87LS1N9Dfi4uKwbt06warfkCFDdFb6OUyYMAF79+6FtbW1YLVSLFXVwMAA1tbWAnnFguDl5YWUlBRMnjwZDRs2BBFh3LhxorbNmjXDsmXL4O3tLdh6UJBGdkFQqVTw8/NTnCEC5EdMb926xa/cBwUFoVu3brhw4QIaNmyoswqpBKypwZowMDBAmzZt0KZNG2RkZOikP2ti9+7d2LFjBzZv3gxjY2PEx8frRMylpHM4iEnoAPmp87Nnz+ZTuI8cOYLevXvrPFsWTXfWbQ2s9izQd1uD0jR4fa5fpUoVRW2A9Ej1VorZs2fD2NgYiYmJfJtIS0vD0KFDMXv2bJ0UvwULFuD69euwsbFBVFQUJk6ciHbt2klen8uwUPId6/YN1tRdzS0kmiCJ7SRcVkO7du1w//59gTzi6NGjBbasUmdmZmZQq9Vo2bKl4pRvpVssAPbxAgD+/PNPDBgwQCCltWXLFp0+RjOtWgzOzs4656pUqYKUlBT4+PjAw8MDZcuWlZVoMzQ0RHp6Ot+X3bt3T3S7hpi8cUGIjIxEgwYNBPX91q1bslshkpKS+KyCjIwMBAcHF6osYWFh2LZtG54+fSrY5peeni47Bms+g169eiE3Nxdbt27VSSdm0VHX7EO025RY/9KtWzfcunUL/fv3x6ZNmxT/Tv/+/VGuXDkcOnQIEyZM4FPAxZCUlITs7Gx+dfbr169ISEhQ/FsFYejQoVizZg369euHCxcuYN26dXxWmr7gssq4vktJVhkrduzYgRMnTmDKlCkoVaoUEhMTdbb8acLR0VFn/HJ2di7UajWrv6NPf8EKpdlWSUlJeP/+veB89erV4efnh+HDhxe6HEB+Bq6rqyt27NiBpKQk9O7dm8+M1MSJEyewefNmJCYmCnzn0qVLS8oMA/njpIuLC+7evYvFixdj8+bNOvd54cIFnD9/Hu/evRNkLKWlpYluyeCgmRWlVqtx8+ZNvHv3TtF9F4R//vmHzyoLCQnBtGnTZP26iRMnIjIyEh07dkR0dDR2796tU5cBYMqUKbh37x4ePHjAj29PnjzB6NGjkZqaig0bNuDp06eC/ylSpAhsbW3RsmVLwTxQyj/29fWFkZERBg4cCH9/f9mtg6z4GSj4ASE2wEshPj4eU6ZM0dEI1U5R/fDhg+CzJufBmzdvdK775csXgZ4rt983JSVFNOX05s2b8PDwQKdOnfg9WNHR0WjQoAHOnj3L7xvWxOHDhxEXFye6Z0wMRIS6deuiRYsWgoajvSeQw5QpUwAAHTt2xOvXr/HlyxfJtHnOOdcMiBQ25YwDK4/EmzdvBPf322+/4cWLFyhRooRkqpJSKB2sAGlHPjAwUPL65cuX5/cDAvmTjT59+ghs9E2dUzoJYZkQszoUrPYskzPWfZWs+01Zrw/k7/fv1KmTTgBNe5Kcnp4OFxcXydTNwuDYsWO4evWqoE2ULl0af/31F5o0aaITKPj111/5+uzs7CzaX2kiLi5OMBHiQER48uSJ4Nz3drTd3d0ldbLlJokvXrwQBHQqV66MR48eCWw4x5sleGFgYABDQ0N8/vxZNqDCQQkXB6DfeAHk99MTJ07kPxsZGWHHjh06gQKOmyQ7OxvXr1+Hra0tACA2NhaOjo64ePGizrUjIiIAANOnT4ezszPS0tJkA0xz585FmzZt8PLlS/j4+ODatWvYtWuXjp0+k5Bx48YJUrVLlSqFcePGiTqhANC2bVs8fPgQfn5+WLt2Lezt7UXtWMri6uqKqlWrYty4cTpcL9qp/kD+nutVq1bh1atX8PHxgbu7O9asWYNFixahTp06kvuOlXA9sPIZfPnyBadPn8alS5dw/fp1nX6pcePGomWJiYlBTEwMIiMjMWLECPTr108yBXrAgAFo2LAhr7l+8OBBfqvmt8DXr1/h4OCA3NxclCxZEuPHj4erq2uBadByYAmi64vixYvDy8sLycnJeP36NVQqlWh9ycjIQFpaGr5+/SoIMqelpSEjI6PQ5QCU+zv69BesULrQMW7cOHTv3l2njAkJCVi0aBHCwsIKXZZNmzZh3759sLe3R8mSJbF3717RgFjfvn3Rt29fhIWFyfp92oiPj8eBAwcQFhYGLy8vdOjQQWeMVavVyM3NhVqtFoxJpqamslxlLi4ugu2blpaWokHHJ0+eiI7rHMQWXg0NDaFSqVCkSBFkZWWhfPnyiI+Pl7yGSqVClSpV+MBGt27dBHMIDhEREbh7965g8l6jRg3s3bsXFSpUEF0c8PT0hKenp+Rva+Pu3bu4dOkSNm7ciClTpsDHxwcDBw7k63Jh8DNQ8ANCaZYAkN+QR44ciZiYGERERGDdunWi0X4rKyscPHiQH9Q4HDp0CDVq1NCxDwgIQJcuXbBu3TqYm5sDyG/8Q4YM4Z1ATbCScAH5+5qzsrIUBwo6deqETp06KbIF8vkP1q9fj3PnzkGlUqF58+YYMGCA6GRbn1UfpWDJEAHy9462bNkSXbp0gUqlQnh4OFq1aoXMzEyYmpoWqixKByt9Hfnbt29j2LBhOoErzQlx//79Bf/DfVdQPVA6CdFnQswSQGGxZ5mcsZIesZA26nN9ID8AYGxsjPPnz/PnVCqVTjt/8eJFgfenLwwMDATthkOpUqUEWU8cUlJSBAOv9iq9dtkPHz6suCysjjbrKj7n8Lx8+VKHH+DVq1eS5WrQoAECAgJ4Zy4sLExyssiKSpUqwdHRER07dhS8h6lTp/J/sxIl6jNeANCpp0SE7OxsHTtuf3O3bt2wdu1avr+6ffu2qCMHAA8fPhQERQsK7Lq5ueHo0aOIiooCEWHDhg0wNjbWsdNnEqJWqwWfOWJAKUycOBHu7u4FBuVYymJmZoaqVavC2tpakU/Su3dvfPz4EU2aNMGMGTNQvHhxfPz4ETt27ECzZs0k/69fv3481wOQzy/QvXt3QaCAlbiVyzTSXgkF8p+lZn+mCc6RNzQ0RHJyMsqUKSM5UZg0aRJat26N8+fPg4iwa9eub9bmAPB+ipmZGfbs2YPKlSuLLuqwQN+sNRacOnUKQ4YMQWJiIkqWLImUlBRUq1ZNx8fatGkTQkJC8Pr1a0GAqkyZMjrZUPpCqb+jT3/BCqULHdHR0aLBAE9PT0GQtDB4+fIlQkJC0KlTJzx48ADbt2+Hvb29YDFAE4GBgXj69Cnu3bsn8Ou6dOkias/5WaVKlcLLly9FJ9zNmzdH8+bN0b17dyYydqW+uqmpqcAvUgJ9ssry8vJgbW2NZcuWoXLlykhOTtaxK1KkiOgKf4kSJVCpUiXBvGb8+PFYunSpjp+sBC4uLnBxccHly5fRtWtXbNiwAfXr18fSpUvRpEkT5uvx+G6bGn5Cb7x48YK6d+9Otra2ApkcMYhphDZv3lzH7tatW1ShQgXq1asXhYaG0ooVK6h3795kampK0dHROva5ubk0depUMjQ05CVRihcvTjNmzBCVYpKT7ZH67s6dO1SzZk3q0aMH9e3blz+ksG/fPp1z+/fvl7Tv06cP+fv708GDB+ngwYPk7+9PvXv3FthwEi+JiYmix7eAUh4JTURERNCYMWNozJgxtG/fPsF+ssJAqYZ6586dRfcx7t69m7y8vCSv36RJE7p16xbZ29tTeno6LVmyRFJm7v79+9SkSRMqW7YslS1blpycnOj+/fs6dqz7vPXhEWDdW/099mLru69S6X7T/8W+zfj4eNGjMNB3375SnXtN5Obm0oMHD+jhw4eUm5ur8z2r7Ja+YN23+eXLFwoJCSFvb2/y8vKikJAQHU13faTOiIhmzZolehQG+owXRPnyW4MGDaK7d+/S3bt3adCgQTR48GBJezGOAW0egYyMDGrTpg0VL16cbGxsyMbGhkqUKEEdOnSQ3Us8YcIEUclKKXTt2lVgHx0dTf369RO1bdu2raBdb9++ndq0aSN57by8PFq3bh117dqVunXrRuvWrZOVTGQpS4sWLRTJL9aqVYtvM5mZmVSiRAlF0qhKuB5Y+Aw0MXny5AJ/XxMjR46k5ORk2rRpE1WrVo2sra1l69f3xPHjxyk1NZUePHhA7u7u1LBhQzp27Fihrskq1acP6tevT4mJifw73Lt3L40bN07SXkr6+1tAqb/DQUl/oS+UytLK9X81a9b8JmWxsLDg/WnO15fjY1m+fDk1aNCAjI2NqXPnzlSqVCnq2LGjpP3cuXMpOTmZ9u/fT8bGxmRiYiI5ZijlBYmJiSEiEkheax7aYOEoyMjI0Dl3+vRp2r9/P2VnZ0v+3/Xr1yk9PZ0SEhIoMDCQvLy86OrVqzp2TZs2FZWiP3XqFLm4uOhdbk18/vyZtmzZQi4uLuTs7Exbt26lrKwsioqKkuRmU4qfgYIfEO7u7hQREUF16tSh2NhYGjFiBM2ePVvUluv03N3d6erVq/Tq1StJUqKkpCSaOXMm+fr6kq+vLwUFBckO5Gq1mh48eECxsbEUGxur43hqgtWZJ8qfbI0bN462bdtG27dv5w+W68g5z9pEZGq1WoeAhSPmEyN5+h5EU0ogRmAiR8DEgm8xWMl9x02WNQcdKaLIhg0b0oEDB/jP+/fv553GwkCfCTGrQ6HUXt/JGVHBpEcspI36XJ+IKCEhgbp27cq/w9jYWFqzZo2kPacBXqNGDapatSoZGBhQ9erVCyyLHLiAkPbxyy+/iBK2cVBK8sjhypUrZG5uTg4ODmRvb08WFhY6g/73drRfvXpFFy9epJo1awqcoOPHj8uSRxUEOUf9/wX0GS+I8km3pk2bRg0bNqQGDRrQtGnTZOtwu3btaMqUKfTgwQN68OABTZ48mdq1ayewmTRpEvn5+VFKSgp/LiUlhbp27So70Vy2bBk1bNiQbGxsaP78+bI65ERsk5AXL16Qi4sLmZiYkImJCTVt2lT2+qNGjSIvLy86cOAAHThwgLy8vGjkyJHfpCxjx46lli1b0rp162jHjh38oQ3t96bU4W3atCmlpaXx9nfv3qUmTZqI2rK2aaL8fn/atGk0ffp0OnPmjKIyEeW/g9jYWMnvvyfZ4PfC9yTj5SDmAzg7O0va+/r60oEDB0RJDQsLpf4OByX9BStYFzqcnJxEJ75RUVGS7YIVYotgFy9elLSvW7cuZWdn82NcXFwc+fv7K/qtz58/U3JysuT3gYGBNGrUKDIzM6OVK1eSo6MjjRo1SsduwIABREQCEmHucHd317GXq3PaYJ2cs46nV65cIRMTE+rduzetWLGCVqxYQYGBgVS+fHkdH0PfQEHVqlVpxIgRdOfOHZ3v/vjjD72uyeFnoOAHhNIsASKiLVu2UHJyMkVFRZGFhQWZmJjQli1bCvwNpcyrSldJzczMBE4Ed2zfvp3Mzc1F/0dpp3f+/HkKDg6mSpUq0bx58/jjjz/+kG1Ubdq0oXfv3vGf3759K7sa/r3AkiFClM80rznB3bhxY6EnW9+bfZ0D907bt29P4eHhdPHiRUmmXtbJub5QUtdZHQpWexYoVXfQVyVB6fWJiFq3bk3h4eG8g5Cbm8ukYnHlyhUaPXq0YvtvCdbAYuPGjen69ev852vXrunUR1ZHmzVQxKqqoBT6Oh9ERO/evaNu3bqRqakp/f7779S9e3dBv0r03+eqfX9S96nPeKEPkpOTacyYMXzwZ8yYMTpOq42NDaWlpen876dPnxRNnh4/fkxBQUFUq1YtWfUcfSYh6enplJ6eXmAZtPvSvLw8WbURlrIozcwpVaoUtWrVij+0P0shMjKSnJycyNjYmLy9valy5cp0/vx5UVvWNr1gwQJq0KABLVmyhJYsWUINGjQQzXC7fv06HTx4UOf8gQMH6MaNG6LXFsueW7RokWRZlELTxxE7CoP/RVaZi4sL5ebmUpcuXWjRokW0fft22WyriIgI8vPzo0qVKtGgQYPo3LlzhS4Dq7/DQUl/8b1x6tQpMjExoRkzZtDBgwfp0KFDNGPGDKpQoYKkKphSSK3GS63Kc+AWcOzs7PhFCG6eol12sSDizp07JcvO9V1cf5WZmSnbX7CiW7duBQYIWbNG9BlP379/TzNnziQfHx/y8fGhoKAgev/+vY6d3MKIXN0VU4D6VvjJUfADgiPEMjExwbVr11CpUiW8fPlS1NbDwwPlypWDk5MTv19abi8rt7ea2+djaWmJzZs3o27duqL2Son49CHh8vT0REREBLy8vET3GnNgJT0ZOHAgVCoVihUrhjp16qBly5YAgH///VdSu5djSS9RogT27t2LGzduYNSoUZLazSxQyiPB4dixYwgMDMThw4fx+vVr5OTkFEhCVRC+N/s6h6CgIHz69AlLlizBsGHDkJ6ejhUrVojadujQAVu2bEFAQACAfIJNMQ4K1n3eHJTwCLDurWa11wdK91Xqu99U6fWB/HrQpUsXLFiwAED+XjsWwj5HR0eMHDlSsf23ACvJI4cvX74IiDYbNWok2I8JsKtesLY7VlUFpaBCKE/0798f7u7u+OuvvwAAGzduRL9+/XDkyBHehpUoUV/Sxvfv32PdunV4/vy5YM/+tm3bRO3LlSuH5cuXy5ZFpVKhVKlSOueliG+1YWJigooVK6JChQp4//69pN327dsxZ84c9OjRA0QEd3d3AamwJlj4dYD8MTItLY0vc0ZGhuw71y6Lm5ubZFmUqhOwcH1oQgnXg75teufOnbh69SqKFy8OABg2bBgaN26MP/74Q2A3ZcoU0b3otWvXxvDhw0Xr6vcgGwTyyTTr16+Ptm3bfhMVAk0URv1IKVasWIGsrCyeNf7atWuS7RMAvL294e3tjfT0dOzbtw9z5szBkydPCsV7w9rvclDSX3xvtGzZEufOncPixYtx7NgxEBFsbW1x9uxZ1K5du1DX1uYoqVevHoioQNLGsmXLIj09He7u7ujWrRvKly8vSm47a9Ys7N69W+d88+bN0bVrV9E6ppQXRMwf1YTUeOnt7Y0FCxZg8ODB6NevH/r27avD9aXNa6T02iwoX748Zs+eLWszfvx42NnZCYhsC4KmYoQYNLmE9MZ3C0H8hN5gyRJgjbCz7q1u2rQpGRoakpOTk6LVAZbUQC7aa2BgoChi9ujRI8nvNLF161bZQwy2traUl5dHjx49Imtra5o/fz61aNFC0e8VBJYMEQ6HDx+m3377jSpWrMivGv8voe+eUCUwNDSk4sWLk6GhIalUKipSpAgVKVKEVCoVFS9e/Bvdwf9dTXelmRb6psGzZHKwpAUTkWB1OCwsjEaPHs2UAigHzVWiIkWK8P2GNvRdlff09KRVq1ZRZmYmZWZmUmhoKHl6esqWSR9NbDkUdjuJFAqTUSBWl77VfmbWVPLGjRvTpEmTaOfOnbR7927+kEJCQgL5+flRhQoVyNTUlPz9/SkhIUFgo2/2VHh4OHXs2JGqVatGY8aMEWSjiOHy5cs6565cuSJqq4RfRxNr1qwhKysrmjRpEk2aNImsrKzor7/+ki2PUrBuP/rw4YMgjTw7O5s+fvwoapuXl6coa0PfNl23bl1Bu8nJyRH9PbE+kYNUXWfJnmPBlStXaMSIEWRtbU0jRowQ3fNcWLBklf2vEBsbS5MnTyZLS0tq3br1/5MyTJ8+nVJTUykvL4/at29PFSpUoD179hTqmqzZVv8LsHCUEOVnzOXm5tLXr19p06ZNtHz5ctE2rU87UsoLwvme7du3pzJlypC3tzd5e3tT2bJlycfHR+52iYjo+fPnNH36dKpSpQp5e3vTyZMn+e+MjIyob9++irOn9F31LwhcJgsLpDiEvgWXEIefgYIfEEqcJ829rFFRUYr3srKme7MS8bEGLlhw9+5dcnR05FNTb9++TTNmzCjw/7KysigrK0vWhiv3smXLaOXKlYJzhQULjwRR/n7TRo0a0cOHD2n//v1UvXp1+vvvvwtVBn0HK6WOPEu6ZG5uruzxrfC/2trwraF0W4O++01Ztk2wpAUTCQNMAwYMoHnz5omm1xUWOTk5FB4eTnPnzpW0UUryyCEhIYF8fHzIyMiIjI2NydfXV2dSyeF7Odr6bicpCIUh5GrYsKGOU6nNJaIvFwfreMHaJ7u6utKqVavo06dPlJaWRitXriRXV1eBDReg5AKY3GFoaEhFihSRvHZgYCCdOHFCEdGfVNml+iMl/DrauH37Nq1YsYJCQ0N54i8pKAmgcGDdftS4cWNBsCsjI4McHR0l7X19fRX3EaxteurUqeTq6krr16+n9evXU7NmzWj69Ok6dnLjsdR334NsUBNfv36lgwcPkp+fH9na2oqSoemL7xFEHzBggICMTvuQwsKFC8nW1pYaNWpEISEh9Pbt20KVg0h/f4dbzDlx4gT5+/vT69evvxmZoVIsX76cQkNDdc6HhoaKntcH34u00czMTPS8Wq1WxPlVEC8IUT7RqybHQkJCAvn6+hZ47ZMnT5K/vz9ZW1tTUFAQeXp6Uo8ePYiIfVz5XnXC3t6e52fQh4/le+Hn1oMfEF5eXjp6yb6+vnx6JyCURtNMLZGSRuOgVGKOg1KpRn1TA0+cOIG4uDiMGDEC79+/R2pqquQ2hyFDhmDFihUYPHgwgHyN94CAAMyZM0fUPi4uDr169UJcXByICLVq1cLff/8NKyur/6+9+w6L4tz+AP5dG6gJxvpLQEWKEQtSBRVLNFaECGrUCARsMZbYSIxRQzSaqonlXk2CsUUsMWpi4tUUe8vVWFBALLFgfRTFWBCk7Pn9wbNzd9nZZWZ2Z3eR83mefXRnh9mXZXbmnXfec47RupUqVcLBgwexfv16YQqmqSntco0ePRr37t3DRx99hMGDB+Phw4eYO3euyfWdnZ1x6NAhVKlSBc2aNUNoaCiGDRuG119/XXEblNRQB6Tti3K3q1++ECjZR/SneDdo0MDgdf3p/jpSQg+k7OtywxqUhkFIITesQe40eCVhE1JLwOlInaZsqapVq2LgwIEICwvDjBkzDF7Lzs5GzZo1hemC+/btw6ZNm+Dp6YmxY8eanM7r5uZmtn6zPjnhG3IoDScxVU6xUaNGAGBRaaT58+cjMjISL7zwAogIt27dwpo1awzWkXtcUXq+6N+/P3744QdERUWZnIavLycnB2PHjhWejxs3zmgfldv269evw83NTXQ69alTp4xqxqenp+PkyZNG01sfPHggTP0uzd3dHbdv3xaOhbdv3y4z/M/Pz89k2drShgwZgoEDB2LZsmXQaDRYtWoVhgwZgr179xqtKzf86MmTJwbTkmvWrGksieicAAAgAElEQVQUwqOPiNCqVSu8/PLLBuU3k5OThf8r/U5/9NFH+PHHH7Fnzx4QESZNmiTa3/H398fixYsN9hUABqXyStPVOK9VqxZ27dpl8vdTqlKlSqhWrRqcnJxAREYlMy0htVSfHB06dFD0c7m5udi4caOsEnllUdrf0YXA7ty5E4MGDcILL7xgtTZJtWLFChw+fNho+RtvvIG2bdti/PjxFr9H48aNMW3aNKFPuWrVKri6uhqt16JFC7PbOX36tMHzjh07YsaMGZg9e7ZBqdakpCSEhYUZrHvjxg2j7VWtWhV16tTBjRs3RNsDlJRi1n/Nzc0NZ8+eNdnGOXPmYNWqVfDz88Mbb7yBHj16CK/pQjnIgtA8a9JoNFi4cCEA6X1vncLCQqxcuRJpaWkGx1v946hiNh+aYCYpmSUgdYRdaXIXqYn4lEwNnD59OkVERAglX27evEnt2rUz2RYpZZT0de7c2aCk4saNG01O+T948CD17duXvvjiCyIqyeo6duxYk9uWQ+nIoLWnNcuhVvZ1fTt37iRvb29ycnKiWrVqUaVKlahRo0YWb1fpvl7eqbG/SC0Bp2YCLh39/XD//v00f/580emMSu/Kl05cdffuXZo0aZLoumrNVlEaTqLmTC6ikunjp06dopMnT5otFyWV0qnk69evp5o1a0q+Q/jGG28YTDH97bffaOLEiUbrFRcXS07Sqf9Zl/6Mxf4OP/30EyUkJFCdOnUMZtyMHz/e5LTyyMhIqlu3Lg0aNIgGDRpEdevWpQEDBhjdndU/J+s/dNVHTBH7XcWSkxHJDz8KCQkxCBM8c+aM2Wo2UkIE5X6nBw8ebPL9xFy4cIG8vLyoQ4cONGnSJJo8eTJ17NiRvL29TYb+KZ3hWJajR4/SxIkTqXnz5jRq1Ciz2eiVUjMZr1J3796lzZs3i5brtpXo6GgaMWIEeXt704MHD+jx48cWh1nJnW1l7jhkLkGpHKWTNk6aNEk0aWPTpk0pMDCQFixYQGfOnKG///7b4FHarVu3qF27duTt7U2vvvoqDRw4kJo2bUrt27c3mjWk0WioUaNG5OHhIaviWGxsLA0ZMoS2b99O27dvpyFDhlBsbKzJ9WfPnk03b94Ufe3ChQtERMJsHd1sYn2LFy82WqbWXX9/f3/Fs8WlVo9QggcKHIiczpNasaylySnVSCRvamDr1q2puLjY4GLf3IGwa9eudOPGDaHDsmPHDtGyKDpKYmvVuNiS24lXY1qz2tnXlUyXCwwMpKtXrwp//3Xr1tE777xj0e9ZEakZbyq1BJxGo6GgoCCaMWOGanFy+vtht27daOTIkXTu3Dmj9fQ7Wu+++65wYZWfn282+7bYoKOpKYlqdbTlhpMo7VTIIZaTpnfv3lbZttyp5E2aNBEt/2SKp6cnaTQaYYq9RqMhLy8v0Qvp6Oho0dK0pZkbqDY3cL17927J7ZaaZ6d58+ZCR/78+fN0+fJlg4cpUgdQiErCD+WEH+3cuZPc3NxowIAB1L9/f2rYsKHJ3z07O5uOHj1qUJpSjNzvtJKwwSdPntDy5cspMTGRJk+eTCtWrDA7KNahQwc6fPiwwd/cGiUGNRoNBQYG0vvvv09z5syx6qCrmoPoU6dOpc8//9xo+RdffEHvvfee0fIhQ4YI3+Xbt2+Tq6srtWzZkho0aCB6cSaH0lCox48f048//ihcQF67do22b99uUVvk8vb2pvv37xst/+eff6ySA0Ou//73vzRmzBjy8fGht956y2wuFq1WS0Ql1Q/mz59PX375Jf3xxx+i67755pvUvHlzmjBhgsnKImLy8/NpwYIFFB0dTVFRUbRgwQKzpdsTExMl3ewgsk4onLn1yxpYePPNNxUPoqtZPYIHChyQlM6TWrGspUlNxKdk4EIXt6g70ebn55sdTT116hS1bduWnn32WQoICCBvb2+zF0QdO3Y0iMP7+eefTZav0l1s1a1b12oXW0o78Y6UhE9qR75169aieSDy8vJMDs7IrbesBrkdCqUdECmUxlVK3V8sSapUVgk4WyTgkkrpXfnSic+ePHli9D1Ve7aK3PJlapVT1Fe6M5SXlyerRKYYpQPd3bp1k/U+pS+czV1IDxgwgF544QWKi4uj0aNHC4/S9D+P0p+NWMdRrAyk/kOf3PrcRCV3oMePH0/NmjWj0aNHiyZNLE3OAApRyR3IrVu30i+//CJpMOXOnTtlrv/dd99R9erV6f/+7//o2Wefpf/85z8mtyf3O92qVSu6ceMGXb9+XfRhDXJnOEr1wQcfqJ6cTA0tW7YUzddRVFQkegNI/9j62WefCYOP169ft/j4Yil7zm5ISkqibt26GcxkuXjxIvXs2dPiv79+wsLS+X369u1r9mcLCgpo9erVVLduXdE770T/O/6ZS4xYepubN2+m6Oho8vPzo08++cQqOSr0SbnZ8fPPP9OIESOoXr16Bnk1Bg8eLDp7SmnfXs7AgtxBdN2MxjZt2tDdu3epqKhImK1tKc5R4EDkxOHJjWVVGlsttVRjVFQUUlJS4OHhgYyMDISHhyM+Ph5btmzBuXPnsHjxYqOf6datG2bMmIHHjx/j559/xldffYUBAwaY/Hx8fX2xf/9+nD17FkQEHx8fs7GSX3/9NeLi4jBs2DAAQKNGjUyW6VEj5lhpHgk14gflkhsTqtVqhTI3+pydnU3GVjo7O6O4uBg+Pj748ssv4ebmhpycHIvbLmdflxvDqLTskhRK4yql7i9Ktw+UXQIuNDQUoaGhKCoqwrZt2zB37lycPXsW8+fPx8svvyz7/fTJLYvk6emJefPmoX79+khPT0f37t0BlMTC6pfUK+2VV15BVFQURo8eDaAkPjkqKspgHTX//oD88mVqlVMEgNmzZ+PDDz9EcXExqlWrBqAklrNmzZqYMGGCRdtWcr4AgKZNmyIqKgp9+/aFk5OTsLz0767LI+Du7m60DbE8AkBJzLku7tycnJwcrFu3Dlqt1qCMLJkoHRsbG4vAwEChFJk+jUZj0Pbdu3eX+f6lBQUFISgoCMXFxfj+++8RERGBDz74wGxZUikx9T169MDrr7+O6Oho1K5d2+AYUxYXFxf4+vqiqKgI9+/fx/379+Hp6WmwzieffCKUJT506BDeeecdhIeHi25P7nf63LlzCAsLE4091mg0QslcnaZNmxrEVIttT+x3vHnzpvBzO3fuRO3atU1uQ6qZM2eafE3t44+lxMpcV65cWbQPoP/93bNnD/r37w8AcHV1tXpZyLLExMRg6tSp8PX1RXZ2Nvz9/VG7dm1kZ2fjgw8+wJgxY2zWlqSkJCQlJaFFixaoXr06NBoN8vLykJiYiPfff9+ibeuX3du8ebNBfh+xkoRASd/ujz/+wOrVq5GamorRo0cbnRd18vPzsXPnThw8eBB//fWX0fcvJCTE4HnVqlURHR2NqKgo/PDDDxg9ejRq1KhhNg/D33//jblz5xqVyDV1TJs0aRImTZqE8+fPY82aNejZsycaNGiAffv2Ces0btwYYWFh+P333w1yKbi4uIied+X27fVz8vz555/C5yKWk0dpPpbQ0FDcu3cPb775JgICAlCjRg2T5eBls8pwA7MKObMElN41k0tqqUYl0321Wi0tX75cmKL47bffltmerKws2rt3L+3cuVN4lOXBgweiU7n0qZkhX+7IoCPED8qdsaJkutxff/1FDx8+pGvXrlFcXBxFRUXZ9U50eaXm/iK3BFxxcTFt376dYmJiqFWrVgbTm5XShTWIlS8SK10k9668jlarpeTkZOF4tHTpUmEqpa1JDSexRQiaqTwNllAaHiK1fJXcPAL6TJXyM9cGc6Vj169fTxERERQUFETz5s2jGzdumNy2kinzRUVFtHXrVho0aBD5+vrSzJkzTd41N1XZgIiMKiVs2LCB+vbtS3Xq1KHY2Fj67bffJH0f5s+fT3Xq1KFmzZqRj48P+fj4iP5NS999N/e7y/1Oy72zr5thMm3aNHr77bfp5MmTdPLkSXr77bdpzpw5oj8jNsOxrIztcnTv3t0gtjojI8PiSkxqlurz8fER3e+uX78u+vcPCwujo0eP0qVLl+jZZ58VpmVrtVqjqh9qc8TZDXl5eZSWlkanTp0qs2qXVOZmv4jtW/q5Mvbv31/m9jds2EDdu3enZ555hjp06GDwEJuJmJqaSomJidSiRQsaMWKE2YpqOn5+fjR37lzau3cvHThwQHiUJScnh77++mvq2LEjNWvWzOj17OxsOnDgQJlhUPqk9u3lzPyzxmxxKdUj5OCBAgcip/OktDSaXFKTdVgycCE1L0BiYiI1btyYevToQb169aJevXqJxsrqJz0Te4hR42JLbifekZLwye3Iy5kup2R6bUVgSRiElP1FSdiE1BJwaibgknOhJcaaeUdsVRNbajiJLULQdu3aZTAI+M8//8iKtxej9kC3kjwCBw4cIC8vLyGh6okTJ+iNN94w+R5yE1ndvn2bFi5cSKGhodSzZ0/RQTe59bl14T5jx46VFHKgZABF18Hu0KEDubq6UmJiotkp2V5eXmUOthCVlFLTD8Eo/dycsr7TSkMAxL5jYWFhJtcvLCyk9PR0SktLs2puKCKiVatWkZeXF23atIkWLlxI3t7ekm6M2Mu//vUv8vf3F44XDx48oF27dlFgYCD9+9//Nlr/6NGj1Lx5c3ruuecMpsH/8ssvQtk6W9Hf93v37m1w08rW5RHv3LlDkyZNooiICHrvvffo4cOHVtu23LApjUZDHh4ewmCf7mFq8E9n6tSpZbalVatWFBgYSPPnz6cLFy5IDg+SO1gm5WaHnDAoIuUD9FIGFpQOohOVDGwdPHiQ9u7dKzysgQcKHIiczpPcEXa161wrGbhIS0sT8gLUrVuX2rRpY3YU7MUXX5SUcVt/xK70o3TyQzUvzm2VR0INcjvyRUVFNG3aNHJ2dqbatWtTnTp1qHr16jRjxgyji0xL74qURc08AhWFnDuPROom4NKRcqGlT+pdeV0n1VQdcHuQOsPJkk6FVKU7ylqt1uLvsNzzxYwZM4T/L1u2zOA1a+QRICr5fC9evCg5OZ2SShOZmZk0ffp0aty4MW3cuNHodbkXJRqNhho3bizkFiir6oHSRIw6GRkZFBgYSJUqVTK5Tvfu3SWdp83NyhCbJUIk/Tv96aeflvn+Ypo3b06nT58WnmdkZEj+HqWnp1NMTIyi9zXl0KFDVKVKFXrhhRfo1q1bVt22GpKTk8nd3Z0qVapElSpVoiZNmtDSpUvN/oxYzLit68U70uyGyMhIGjx4MH311VcUGRlJI0aMsNq29Qci9f9fpUoV0e/02bNnjSodmKt6oG/nzp00ffp0mjFjBu3atcvodXd3d4MqB/qVD8xVPZgzZw5t2LCBioqKJP3OUm52NG/eXDiOHDx4sMxcWXL79nIGFpQOok+bNo2ef/556tKlC3Xr1o26detmtWSGnKPAgciJw5Mby2pJneuyYmoA+TXdASAhIcEoL0BCQoLJvAA+Pj7Iy8sT4mVNkRPnqWbMn9Ka6I5Abkxo5cqVMWfOHMTFxaGoqAhEhKZNm4rmLVCbo8dxlgeRkZFCDV9dzgedhIQEo/q+SUlJQqyuuTwAlqhfvz569OiB27dvY/Xq1cjKykJwcLDJ9aXmHdHVSVdaB1wNffv2xdKlSxEbGwug5PghVv+9cuXKwv8PHDiAiRMnAiiJ/y3rOClV6fhijUZj8d9Y7vniP//5j5B349///reQdwYA/vvf/xqtLzePgO413fFaRyweVP/ceOjQIWG5qXPj7du3sW7dOqxfvx7PPfccYmNjkZmZiRo1aoi2Q45Lly7JWl8/Dr90TL6pGH0iwo4dO5CSkoJt27ahQ4cOmD59usn3mDt3Lrp164aOHTsaxKEnJSUZrLdixQoAwJUrV9C4cWOD165evSq6banf6XfeeQe//fYbateujZCQECxYsAA7d+6Et7c3kpKSTOYSWLRoEXr06AE3NzcQEW7evCm0U+f06dOYPHkyrl27hgEDBuDNN9/EuHHjsHfvXiQmJpr8XOT68ccf8fbbb2Pp0qVITU1Fnz59kJKSgmbNminepn7eHh0puaqkGjlyJBISEvDkyRMAwDPPPAOg5JxgKrY6OjpaVr14NSxcuBBxcXG4efMmpkyZIuyP//nPfxAYGGizdgDAhQsXkJGRAQAYPny4UVy/JUzlizJl8ODBOH78OIYPH45ly5ZJ/rlPP/0UGzduxGuvvQag5Pv46quv4t133xXWuXz5sqy26MycORPFxcXQaDSoXLlymfuuqbxk+pycnNCyZUsAQPv27YXrKVPk9u3l5ORRmmNpw4YNuHDhglXOK6XxQIEDUXKxnZGRgYSEBCE5j5eXF1asWCHs9ErJTdYhd+ACkJ+0b86cOQgJCUFwcLBBB2T58uWi64slQXNxcYG/vz8aNmxo8n2sRW4nXmnCSTUo2Rc1Gg1iY2PLTACZmpoq+vvb4/csz9TcX/Q7kqUHXkgkQZi5BFyWUnqhJfX4EhkZiTt37qBVq1bw8vLCc889Z3Kbane09bdfXFyMUaNGCc+rVKmCqVOnGqyvtFMhh5ubm0GyxDVr1sDV1dWibco9X+h/3qX3P7H9sUuXLvj999+F///xxx/Cay+99JJomxo0aICzZ88KF8yrV68WPU/onxv1L5hNnRvd3NzQunVrDBkyBM8//zw0Gg1++ukn4XX9ZIadOnUCYPriuVGjRgbLdMkap02bho8//tjgtffff99of5czgHLs2DGkpKTg+++/h4eHB2JjYzF//nzUqVPH6HfUl5iYiPr168PZ2Vk0uV1pUVFRki8UpX6nx44di7S0NOTn58PLywt5eXno06cP9u/fj+HDh2Pz5s2ibenWrRsuXLiAM2fOgIjQvHlzo3PVyJEj0bVrV0yaNAnbtm1DUFAQevXqhQsXLsDFxaXM31eqL774Ajt37kSTJk0AAL///jsiIiJw/vx5xdu0xSB6aGio0d+zffv2Rn9PuQNuagoKCsLp06eRlZVlkAA1IiJCGEi2Ff2+re58YC03btww+3rp47rc5IQ6a9euxeHDh1G9enUAwJgxYxASEmIwUKD/NxfTvn170eVy9+HU1FSMGTMG6enpyM/PF5brn6vv3btncL2gf2wEjJPlyu3byxlYUNL3BoAmTZqolgRUQ2JnWeYQdJ0n3ZdNTHBwsNEI+8yZMy3K1q9PbjZtOQMXSUlJaNSokcFds5ycHKPOsE5wcDA6d+4Mf39/gw5ITEyM6PoRERE4cOCA0PHcvXs32rdvj8zMTHzwwQeIj49X9WKrX79+aN++PerXr48JEyYgKysLtWrVQm5uLkJDQ5Genq5427YmZV8EgKFDh+K9997Diy++aHKdgIAAg+y7zPEEBgYKnT39/4s915eRkYHhw4fj1q1buHTpEk6ePIlNmzbhww8/VNyWqlWrGl1o6TN1fJJ6fFm9ejVGjRoFFxcXPH78GOvXrzeZfd3R3LlzB0lJSbh+/TrGjh2LHj16ACjJAH3ixAmr3OHMyspCTEyMcBHdrFkzrF69WriAsYTU84XS/VHqBTdQcodr2LBh+PPPP/Hss8/C29sb69atE62cAEg/NyYkJJjs7Gs0GtGBbrHfqfTMnrLWDw4ONuoHmOtoAjC4e+7t7Y24uDjExsbCy8vL7M+V1RYxugvFYcOGGbzvgwcPkJiYKNxV1Sf1O92yZUvhwsDNzQ23b99GlSpVQERo2bIlTp8+bbJd27Ztw969e6HRaNC5c2f07t3b4PXWrVvj1KlTwvMGDRrg6tWrBhd41qDVao0GWnJycsocqLGXR48e4cGDB+jZsyd+//13g1mo/fr1M/rMV61ahZUrV+Lo0aMGM8NcXFwwYsQIREZG2rT9gPzvnRqcnJwMjjm6Y5iuTypWgUMqDw8PoX975coVPPfccyAi3L9/H40bNzaaofTDDz9g6dKl+PPPP+Hv72/wmkajMagcoM/X1xcnTpwQLlwLCwsREBBg0OfVZeR/8uQJ/vrrL/j6+gIA0tLSEBoaigMHDpj8PX777TecP38e48aNw+3bt/HPP/+Y7HO2a9cOS5YswbBhw7B//3588803KC4uxpQpU4R1zB0XxY7Rcvv2/v7+SE1NBVAyc3HixIlChTf918TI6XunpaWhT58+Bsci/Ru9ilklgIFZldQ4PCL1svUrTdYhJQmX0rwAYvVMzenVq5dBUpRr165Rv379KDs726oJH01Rmn3dkcjZF4mIOnToQM7OztSuXTvq3r278NBn6+RATD53d3dau3YtpaSkGCQZS0lJoSZNmpj8uQ4dOtDhw4clx3lLER8fLyuWWe7xRW58oiOzZuLG0h4+fGjVxFpE0pM2Ojk5CfH3+v/39vYmZ2dnk9tXkkfg/v37ZjNfKz03Skl+KLc+93fffUfdunUjFxcXg+Nt27ZtqVevXha1Ref06dMGv++jR48oMzPT5LbHjh1LR48eNfm6jpxM4HK/0/p/dznVFd555x1q3749LVy4kBYuXEjt27enKVOmmP15tXLuXLt2jQYNGiRki09LS6MlS5ao8l7WsGDBAmrSpAlVq1ZNiDVv0qQJ+fn50ddff23y5+RWhVKD/vdOP/G1qe+dmnQVOEw9rGHMmDH0yy+/CM9//vlneuedd0yuLyU5ob5p06ZRp06dKDk5mZKTk6ljx44GeWb0DRo0iFJTU4XnJ06coGHDhpnc9vTp0ykiIoJefPFFIiK6efMmtWvXzuT6uvOJfj4fsQoMcsjt2yvJ4Sa37z1z5kyjx6xZsyz6PXV4oMABSe08EalXGk1pIj41ywzOnDmTNm3aVGYGdh2xJES6g4VYO9VWVifeEZPwydkXiYj27Nkj+tA3fvx4IpKfNZwZUnN/kVsCTic4OJiIzCdNU0qt/UXOhYTalFZVkNupkOPBgwc0depUIRP5mTNnaPPmzVbZttTzhdzOs5KO//fff2/02L59u1GVDaXnRimDFnIunnWfy+7duykgIMDgeHv8+HGzyb7kDKAEBgYaDIAUFBSYPQd4enpS5cqVqXHjxmYTK+qocaGoG9zUDWxKHehs1qwZFRQUCM+fPHlilMxONzihO+bqP7fmebpHjx70/fffCwnMioqK7FaqT465c+dKWs8WpV2lkvu9U1OnTp1Ufw9fX1+jZbpztyllJScsbfPmzTR+/Hh66623zJ4vxPZpc32G1q1bU3FxscE6Yr+Pju4GY58+fej777+nAwcOmCzZ/eTJE1q7di199NFHNGvWLOFRlrL69kpuGsrte4uxVvUpHihwQFI6T2qX0lOaTVvNmu6637VSpUqSTswxMTEUFxdH27dvp19//ZViY2Pptddeo8ePH1NgYKCwTbUvztXsxKtNzYEfJXf7mG3JvTjv2rUr3bhxQ/jb7tixw6jSiFJq7S+WlGlzFNboVJgyYMAA+uyzz4RzwuPHj61SwpBI+vlCbhUOJR3/3r17k4uLC0VGRlJkZCS5uLhQr169qEmTJrR69WphPbnnRiWDFmrtd0raIva3NjfQLnUwR80LRaUDnZ06daJHjx4Jzx8+fGi1zOFyqTnoqqb+/fvTTz/9ZDDgIsYRq0I5wvHeFn/jDh06GBx3v/76a7NlQD/55BOhPPG8efMoKChItLLI4MGDZbclPDyc3nvvPcrMzKTMzEyaOnUqhYeHm1w/NDSUiP73OeXn55sdQNu+fTv9888/lJmZSV26dKHg4GDatm2b6Lp9+vShiIgImjVrFs2ZM0d4mKK0by9l5p/Svvf58+fpgw8+IE9PT6vdEOWBAgek5sW2VHJLdMgZuLBVLfK8vDz64osvKCoqiqKiouiLL76gvLw80mq1lJ+fb7X3KYuanXi1yd0XL1++TK+99hr5+voalOvSJ3d6LbMfuRfnp06dorZt29Kzzz5LAQEB5O3tbfGgmNyLG7nHFyVl2hyNmgN6ukFVa16wWDKVvPT+Z24GiJyOf3h4OF29elV4fuXKFerfvz/dunXLYHqo3HOjnEELuRfPutKQulJYpR+WtEWnU6dOtH//fuH5vn37qEOHDkbryR3MkXOhqLTPIHegMy4ujpo1a0bvvvsuvfvuu9SsWTMaOXKkaJnXL7/8ko4fP05ardbk9izRoUMHevDggbB/p6enyw6/tIfNmzfTgAEDyNXVld544w2TtdxtUdpVKkea3dC0aVODflHphzVkZWVRVFSUUMo6Ojpa9Lui4+vra3Bh+/jxY9GLcyWz8XJycmjixIkUEBBA/v7+NGnSJMrJyTG5/vTp02n69On04osv0pYtW6hXr140c+ZM2e8rRu5+J7dvL2dgQU7f++7du7R48WJq27YteXp6Uu3atenMmTOyfhdzeKDAgag9S0AOJTE1tnD69Gn66quv6OuvvzYbJ6lPzbhdKdTsxKtF6b7YpUsX2rx5M7Vo0YLS0tJo3LhxRlO3HGmaHxNnScxmYWEhpaenU1pamlU6WbbaXxwhFEbpDCc1B5dDQ0OpoKBA6AReu3ZNGDywFXODFGKDFko6/mL7tViomtJzo5RBC7l3WXW5AKSEfMlti86JEyfIy8uLgoODKSgoiLy9vUUv/OUO5tjiQlHuQKdYnK/+Q9+cOXOoe/fu5OrqShERETR37lw6cuSIVdpNRLR7925q164d1a1bl6Kjo8nNzY327dtnte2r7cGDB7RixQp6+eWXyd3d3eh1pfXi1eBIsxueeeYZ6tKli8G5Tvew1uw8uee6Vq1aGYUfiR3rWrVqRTdu3KDr16+LPsT8+eefRsv++9//mmyLVqul5cuX04ABA6h///707bffmlyXqOTvGRoaKoQcpaam0vvvvy+6bmxsrKw8EHL79mrkcIuKiiJXV1caM2YMHTx4kLRardnwKiV4oKCcUvuuvCMm4vv222/J09OTJk6cSBMnTiRPT09avny5ydQAACAASURBVHy5yfXT0tIoODiY6tatS3Xr1qU2bdpQWlqaDVtcwhFmiNiK7gJCP2asc+fOous6wjQ/Jk7pxbnYHZC0tDTKy8uzuE1q7y/lMRTGFoPLP/zwg3BBNGnSJGrSpInVchRIpf+3kZJMTknHf/DgwTR06FD6448/aMeOHZSQkECDBg2ivLw8g4ERuedGOYMWal88K71zKmXwT+5gjpoXinIHOi25U/vkyRP6+uuvyd3dnSpVqmRJs43k5OTQ1q1b6ZdffqE7d+5YddtqS0tLo6lTp5Knpyf16NHD6HVHuhnlSLMbbBF6IPdcJzU5YbVq1cjDw8MgmaXu4eHhIbktUm6kSb0BKCXBsm5GVlhYGD3zzDPUqVMnszOzdOT27dW4aejr60utWrWiuXPnCvl0TH3WSqlTdJGpTleuRa26uHLrXMspM6i0FvnChQtx9OhR1K5dG0BJneiXXnrJZGmThIQEo9KRCQkJVisdWRa5NdGfBrpyOPXq1cORI0fg6uqKK1euGKyTnZ2NmjVrCqXF9u3bh02bNsHT0xNjx45VrRYsky4+Ph7x8fGyy6NOnjwZx48fh6+vL4gIaWlp8Pf3x61bt5CcnIxevXrJbovc/UXu8cWR6nnLZYu66AMGDEDr1q3xxx9/gIiwfft2+Pj4WLRNuWVpc3JysG7dOmi1WoMa10SEe/fuGW1fTt1qneXLl+Pf//43Fi5cCADo2LEjxo0bBycnJ+zfv19YT+65MSoqCikpKfDw8EBGRgbCw8MRHx+PLVu24Ny5c1i8eLGwrtz63F26dDFbZ33Xrl2K22Kqzrmu71G6zrl+O0q3SayNnp6emDdvHurXr4/09HR0794dAJCbm4uioiKDdeV+p3fu3ImVK1fixo0bmD59urDcxcUFn376qVFbRo4ciSdPniA2NhZxcXGSykH+61//wp49e3D58mW0atUKSUlJ6Ny5c5k/J1VCQgJWrlwp9F8AYPjw4Vi2bJnV3kMNn332GdasWQNnZ2fExMTg0KFD+L//+z+j9ZTWi1eD3O9deaX0XPfRRx/hxx9/xJ49e0BEmDRpEqKjo43Wa9GiheTS1+np6Th58iTu3bsnHM91bdEdU0393NChQ4VSjp6enli+fDlatWolun5+fj5CQkIMllWtWtXg+YwZMyS1Wf/nlfTt+/bti6VLlxqUdxX7HOU4deoUTp48idWrVyMkJAQvvviiUKrUxcXFom0LrDrswCxiq9h9ORwpEV/pmCitVms2iUl5nPLvKJTuiytWrKCcnBw6dOgQeXh4UL169WjFihUG6zjSND8mTumdx1dffdVgWnJqaiolJCTQ+fPnFd8lVHt/4VAY89577z2jZaZKXalFbnI6W0xrlnpulHO3Uu5d1gMHDtCBAwdo//791LRpU+G57mFJW3Tfg3bt2lGVKlUoMDCQAgICqEqVKqKJz+SWVLXFrEW5IRaJiYnk5uZG7dq1oyVLltDdu3dNrt+gQQMKDQ2lr7/+ms6ePWuN5hoQu9Nq6yn5Srz//vuKPg97hog60uyG7777zuC5NT8Xuec6uckJ5cyG+OmnnyghIYHq1KljcCwfP348HT582OTPyc0LoGaCZalslcOtuLiYfvvtN4qNjaXatWtTnz59rNJ+Higop2xVSs+REvGNHj2aXn31Vdq2bRtt27aNXn31VSGZk5iKNOXfUUiJfXOkaX5MnNKLc3OljpRm4LXV/lIeQ2FsMbgsdsFir3OA1NhaJR3/Xr16Ue/evQ0egwYNonnz5omGzkg9N8oZtLDk4llKIjElAyhS65wrrTSgY80LIkuS02m1WtqxYwcNHTqU6tevT1FRUSbXzcjIoCVLltDgwYPJ399fKCFqiUWLFpG3tzc5OTkZJAR+/vnny01yVaKSBGubN2+mEydOmF3PEW5GOWKordjnYq3QWannOrnJCcUqIZRl9+7dstaXewNQToJlXSlX/UdQUBC9+eabdPv2bVnttLXS58aHDx/SqlWrrLJtHihgZkn9Utpi4KKgoIAWLlxI/fr1o+joaFq0aJFoCR5HSQrpiDNE1CYl9s2RkhgxcUovznv37k0zZsygzMxMOnPmDE2fPp169epFhYWFiv+2au8vjpTx2pF899131K1bN3JxcTGI12zbti316tXLom0rPV9Ija1V0vGfOHEi9evXjzZt2kSbNm2ifv36UWJiIo0YMYJef/11o/WlnhstuVsp5+JZSqdeSVvk1jmXmyhNjQtFS2chXbx4kT788EPy9vY2eYwpKCigffv20axZs6hLly70/PPPU2RkpEXtJiL6559/6NKlSxQdHW1QXtJcJnhHMGTIEDp16hQRlRxTXV1dqWXLltSgQQNavHixyZ9zpJtROvZOgE2kzuci91wnNzlhcXEx/frrr8KMgPnz51NERARNnDjRaP/VL0Es9jBFyQ1AqQmWp06dSm+//TadPHmSTp48SW+//TZNnz6dPv74Y4qIiBDWc8S+vZo5lnigwIHYapaAHI54V97RR/aeBnL3RTklDx1pmh8Tp/Ti/O7duzR+/Hjy9/cnf39/euutt+jOnTtUUFBgtvySOWrvLxwKI+7y5cu0e/duCggIMMikf/z4cSoqKrJpWyypwkEkreOvq8+to9VqqVOnTkQkXjZL6rlRyaCFkotnKQMFStoit8653A6rGhdESgY679y5Q4sXL6Z27dqRm5sbvf322wYzKUpzdXWlqKgo+vLLL+nYsWNWLZNYXFxs8+nRltL/Hn722WfUu3dvIiK6fv16uQkRdYTZDTpqfC5yz3VykxO++eabFBYWRkFBQTRw4ECKjIykr776ioYMGULR0dEG62o0GgoKCqKhQ4fKKkusfwNQ99Dvo+pkZWWZfYgRO+7owqws6WvIGVhQs++tFA8UMFGOclde3969e8nDw4MaN25MRCVTIIcPH26XtjBDcmLfHHGaHzPkSIM5au8v5TkUxlaDy/fu3aNjx45ZbXtyKc0jIafj37RpU4PM8tnZ2fTiiy8SkWGn3dJzo5RBC6kXz6XbUrVqVVl/fyltkVrnXOlgjhoXRHIHOvv06UO1a9emuLg4+u2336i4uLjM97DmwICY3r17G9z9dXT6A0S9e/c2KFtnbgaKI92McqTZDWp8LnLPdXIrMLRo0YK0Wi09fvyYateuLdy912q1Rttfv349RUREUFBQEM2bN0/I2G8tujACb29vcnZ2Fv6vWy6mefPmdObMGeF5Zmam0G79Sl6OxBY5lniggJUbbdq0ocuXL5stc6Jbj8j+04IccYaI2pTEeTvCND9mSOnFeXZ2Nn388cc0cuRIGjp0qPCwJmvvLxwKY96mTZvI29tbuIOUmpoq3C20NbnHFzkd/2XLlpGbmxvFxMRQTEwMNWzYkJYtW0aPHj2iKVOmWNRuInmDFmrfZbX0zumjR4+MlintsKpxQSR3oPO7776jR48eyQqbKCgooOTkZHrrrbdo5MiRwsNahg8fTq1ataL33nuPPvroI+HhqMLCwujo0aN06dIlevbZZ4XPUqvVko+Pj9H6jngzyhFmN6j5ucg918kdKNAfLCr9s6ZmPN2+fZsWLlxIoaGh1LNnT/rrr7/KfB/dDMULFy4ID3Ok/h6//fYbubm5UWhoKIWGhpKbmxv9+uuv9OjRI4PwGUfs26uZY4kHCli5oRsA0P/SK02QxqxLSZy3I03zY+ZJvTgPCwujsWPH0qpVqyglJUV4WINa+4sjzZ5wRP7+/nTv3r0yB2jVpDSPhNyO/9WrV2njxo20ceNGunr1qmWNLkXOoIXci+ddu3bR/fv3hef37983myRMSluef/55k99dc2EOUjusal4QKR3olBM2ERcXR+PHjyd3d3f617/+RaGhoTR+/HiL2q1v5syZog9HdfToUWrevDk999xzNHv2bGH5L7/8YpUkj7bgSLMb1CD3XCc3OaGu2omu0klZlU90MjMzafr06dS4cWPauHGj2feYP38+1alTh5o1a0Y+Pj7k4+NT5sw/OUkZ8/PzKTU1lVJTUyk/P1/yz5mj5sCCLXIs8UABE+Uod+X1RUREUEZGhvClX758uVWSBzHLKYnzdqRpfkyc3ItzNQfu1NpfOBTGPF3svv5Aga2nYSrNI6FGx1/puVHKoIXSi+fSd8y0Wq3ZzrGUtjRq1Ij8/Pxo6NChRoOEYnfoHDkpaFkDnUrifHWfoe67kJubS927d7d+48uZy5cvGy0zl8zSETji7AY1yD3XyUlOSCSv8smtW7dowYIFQnLclJQUSaE2Xl5eZsuWiilroCA7O5uISHLSRkdiixxLPFDAyo2srCx6+eWXydnZmerUqUMdO3YUnSroiNOCnnZK4rwdYZofM0/uxXlZNZAtYav9hUNhDA0ePJh+//13CggIoPv371NSUhLFxsbatA1yjy9yOv5t27YlIiJnZ2eqXr268NA9txY171aKfTfMDeZIaUtAQADl5+fTqFGjqEWLFgYDhGIdb0dMCip1oFNJ2ITu2NOmTRu6e/cuFRUVCTktrNX20NBQ4U5samoqvf/++1bbvlqkzspwxJtRjsCWn0tZ5zo5yQn1SQnhqVKlCgUGBtK8efMoJSVFctWD7t2705MnT8r83fS3pZvpYGr7ffr0ISISkjSWlbTRkdgixxIPFLBy59GjR/Tw4UN7N4PpURLn/bRP83sayL049/T0pMqVK1Pjxo2F5EGmEgfJpfb+wqEw4nJycuj111+n+vXrU7169SguLs7mpdrUzCOhS1xXVFQk+rCULe5W9u7d26Dzm5KSQj179rSoLfoXfBs2bKDnn3+eli5dSkTiMwrkdlhtcUEkd6BTTpzvW2+9RTk5ObRs2TJq3Lgx+fj40KhRoyxqr74OHTrQ4cOH7RryI4ellUmY7Ug918lJTqhPymBRfHy8yZkH5vIapaamUseOHWnatGk0a9Ys4VGauZkN1s6bZE+2yLFUBYyJqFq1KjQaDYhIWKZ7rtFoUFBQYPM2rV271miZi4sL/P390bBhQ5u3h/2Pp6cn5s2bh/r16yM9PR3du3cHAOTm5qKoqMhgXf19q7i4GKNGjRKeV6lSBVOnTrXHr8BE9O3bF0uXLkVsbCwAYPXq1YiOjja5/q5du6zeBlvtL/Hx8Zg1axb69OkDANi6dSvi4+Nx9OhRq2y/vKpduzZWrVpl1zbIOb7IValSJWi1Wvj7+yMtLa3M9eWeGwsLCyW3JSQkBEeOHDF4Dynn3a+++goxMTGYMGECAMDHxwcpKSlG68lpi75XX30VQUFBGDx4MHbs2IG8vDyjdSpXriz8/8CBA5g4cSIAwMnJCdWqVTNa/8iRIxa1SYrCwkLh+wwAERERmD17ttF62dnZqFmzJoYMGQIA2LdvHzZt2gRPT0+MHTsWVaoYd5UXLVoEABg2bBhefvllPHz4EK1atbJa2/Pz8xESEmKwrGrVqlbbvrXt3LkTK1euxI0bNzB9+nRhuYuLCz799FM7tqxsSr935ZXUc52TkxM0Gg2qV68Od3d34Xug0Wjg7OxstN1r164hKysLubm5OHTokLD8wYMHyM3NNVh35cqVAIArV66gcePGBq9dvXrVZNsTExNRv359ODs7o1KlSibXW7FiheTtX7lyxeR2ABj9vCNR89wosMpwA2M20KdPH6pVqxZFR0dTdHQ0PffccxQeHk4eHh60cuVKezevQuM476dLRYnZ1MehMMbOnTtHiYmJFB4eTn369KEpU6aUmWFaDXKPL0ruVkdHRxuURyyPHj58aLXZdmKzBgoKCmjixImk0WiMXnPEpKBSZyFZI2wiPT2dYmJirNb2rl270o0bN4S7szt27KAuXbpYbftqUZLMkkNE/8cWn4vUc53c5IRKQnjkJBA1tb45UrZfupSiroyiNWdEqsUWfW8Nkd6wOGMOrHfv3li2bBlcXV0BANevX8f48ePxzTff4KWXXkJ6erqdW8h0dHecqlevbueWMFtKTU3FmDFjkJ6ejvz8fGF5ebgjk5SUhEaNGhnMnsjJyamwM1yOHTuGrl274pVXXkFQUBAA4MSJE/j555+xZ88e+Pn52a1tahxfXn31VRw8eBDdunXDM888IyxfsmSJRdu1xd3KoqIiJCcnY+/evdBoNOjcuTNGjBhhdAdaSVvE7siJLbtz5w6SkpJw/fp1jB07Fj169ABQMsvoxIkTSExMNFhfzVmLpWch6W+7SpUqRtv29fUVZpNMnToVOTk5SE5OxpMnTxAQEIDTp08L654+fRqTJ0/GtWvXMGDAALz55psYN24c9u7di8TERKsdL9LS0vDGG28gIyMD3t7eePjwIX766Se0bNnSKtu3Nt2sjBo1agCQNiuD2YfUc93QoUPNbkd31760tWvXCrNzTNHNPhg2bJjBdh48eIDExERkZGSI/ty4ceMwdOhQ4Zxk7e0HBATgxIkTZrftyNQ4N/JAASs3WrRoYXDCBv53gvfz88PJkyft1DKmk5GRgYSEBFy8eBEA4OXlhRUrVhh0biraNL+KpF27dliyZAmGDRuG/fv345tvvkFxcTGmTJmieJtq7y9yLyoqiqioKAwcONCow/f9999j/fr1+PHHH23eJinHF6WWLVsmunz48OEWb1sqpRfPQ4cORW5urtDxT0lJQY0aNYTpvZYIDAzE8ePHDZbpvpPmlKfBYn9/f6SmpgIAOnTogIkTJ2LAgAFGrwFAWFgYunbtig4dOmDbtm3YuHEjevXqhfnz58PFxcWq7SoqKsLZs2dBRPDx8XHoi+2wsDCkpKTAw8MDGRkZCA0NRXx8PDIzM9G8eXMsXrzY3k00yRFDbdWg9Fxnavp+o0aNDJbJGSxatWoVVq5ciaNHjyI4OFhY7uLighEjRiAyMlK0LV5eXsjKyoKbmxucnJyEv9G5c+cM1lO6fbHjXXmg5rmRQw9YuRETE0NxcXG0fft2+vXXXyk2NpZee+01evz4MQUGBtq7eYy45OHTQmmiMd3fWj+xWceOHdVtLFOFuSmX9pqOKfX4Imf67uTJk1Vvt9p8fHwMnmu1WosTyCkpGUhUPpOCygmbKF1Non79+lart05UMg36ww8/FEIhygtbZF9n9iE1PEBJCI+cBKJEJeU3xR6myN2+3NAGR6Fm39txhycZK+Xbb7/FkiVL8M033wAAOnbsiDFjxsDJyckgcQqzH6nJo5hjU5poTDfV2d3dHRs2bICbmxtu3rxp9fYx9elPv5fzmpqkHl/k7Le7d++2SttMscXdSnd3d9y+fRsNGjQAANy+fRsvvviiRW3RT043bdo0YXlZyekcISmo3FlIycnJSEpKwv79+7FhwwbUqlULAHD48GGj6del7+o3bNgQTk5OVmv72rVrsWbNGrRv3x7e3t6Ii4vDwIED8dxzz1ntPdQgN5klc3xykhPqlnt4eAAoCWcYMmQIFi9eLITw6FOSQBQoOdbl5OTgyJEj0Gg0aNOmDerUqWO0npzt6ydKz8nJMUqcXlYYhSNQs+/NoQes3ClPUxorGimxbxVlml9F9Ouvv6Jdu3a4efMmxowZg4cPH+LDDz9E7969FW9T7f2FQ2HENWnSBB9//LHRciLCjBkzcOnSJZu3SY08EuV1qqm+V155BYcOHUK3bt0AADt27ECXLl1Qu3ZtACUXwkpJiTfWJxYGGBoaisOHDytug62Z62NUqlTJ4CKjqKgIVapUsfrxQqvV4vfff8eaNWuwfft2vPTSS4iLi0Pfvn2tsn1r69evH9q3b4/69etjwoQJyMrKQq1atZCbm4vQ0FDOIeUA5J7r5E7flxvCoyRUZevWrRg1ahRCQ0NBRPjrr7+QnJyM8PBwg/XkbN9cLgaNRoPly5eb+1gdgpo5lniggJUb6enpGDp0qNBB9fT0xPLly61akogpw3HeTxclF+darRbz5883SlrGyieliazUoObxpfSFn055Gigqq3xlfHy87G0qTU5XnpOCqhrna4HMzEzExsYiNTVV2P8djdxklqz8kDpYKGewSE4CUX0BAQH46aef4O7uDgC4fPkyoqOjjRIQKtm+1FwMjsQmfW+rBDAwZgMc/86YY+vcubO9m8CsLCsry2jZlStX7NASdYiVASwv1MyvIDfe2JFKqiotMaekj1FYWEjHjh2je/fuWa39RET37t2j5ORk6tSpE7m6utLEiRPp2LFjVn0PNelKUrLy6/bt25Sbmys837t3L40fP54WLFhAhYWFRuvLKdXn5+cn/D8sLIx++OEH0ddKK50jxNQyJduXW6qxouAcBazc4Ph3xhxbt27d8MEHHyAmJsYgjl1X0tQRcSiMeVFRUUZT8/v3719m1numPjXzK8iJNwbk5zNRk9K2SOlj7Nu3DwkJCdBoNFi1ahXeffddEBEuXbqE7777Dt27d7eo7Zs2bUJKSgr27NmD8PBwTJ06FT169DDIAeDIHHVWBpN/rouKijKYvh8eHo74+Hhs2bIF586dMwoPqFevnkE5WV0IT9euXdG1a1eDdT09PTFv3jzUr18f6enpwvcmNzcXRUVFJn+HFi1aIDExESNGjABQkrusRYsWRuvJ2b7cXAwVDQ8UsHKjb9++WLp0qcGUxujoaDu3igEc581K6ErMfffdd8IyjUYjdBodkSNd4DgSR+o8qXl86dSpE4DyOe1UTRUxOZ2UPsY777yDLVu24MGDB+jbty9+/fVXBAcH48yZMxg6dKjFAwVLlixBXFwcVq9ebbekoZZwhGSWTJzcc53cwUIdKYNFchKI6ktOTsasWbMQGxsLIkKXLl1Ec7DI2b5+4tbp06cLy8tK3OoIbNH35hwFzOFx/DtjjNmW0jrU5ZVYUkNdJ8xRqZlfQW5yuvI8WCynjxEQECDEQzdr1gxnz54VXrNmYszdu3cjKCgILi4uAID79+/jxIkTeOmll6yyfbU8DcksWQk5yQn1BQcHGw0WzZw50+xgkdpJyqVsX27i1oqikr0bwFhZCgsLUVBQgMLCQmi1Wmi1WhQXF0Or1Tp054OxikaXwEpf6WzErHyIj4/H7t278c0332D37t3CY8uWLU/VIMG1a9dw8OBB5Obm4s8//8ShQ4dw6NAh/Prrrw4/7dTPzw8FBQVGD9050xLJycm4ePEiNm/eLOmOn35JVf02WKMtapPTx9BPJjhlyhSD1548eWK1Nk2ePFkYJABKBugmT55ste2rRTcrIy8vD3l5eUhOTuaZn+WUbvr+qlWrZIUHiIXwmAqdycjIQJs2bdCwYUM0bNgQISEhyMjIMFpvwYIFWLRokdHyRYsWiS6Xs/3s7Gw8fvzYoJTihAkTsHDhQrO/Z0XBMwoYYxbjOG8GGN9Ry8vLQ0hIiJB9mJUfSrPeq0HN40t5njmhf3dbbVyWuMSSJUvw+uuvG4UFnD17FgsXLjSI0baE2J351q1b49SpU1bZvrXxzM+nj9JKFnIqn0idfeDn54fDhw/D2dnZYHl+fj7atm1r0ewGpaUaHYFN+t42SJjImEV0WUdLZy4uK4MxY8w2PvzwQyHbedWqVYXvZ61atSgpKcnezWMKyM16X96tWbPG3k2Qbfz48USkbmWK9PR0Cg4Opjp16lCdOnWoTZs2lJ6ebrSe0koDjsAR+xi9e/c22CdTUlKoZ8+edmkLY0RlV7JQUvmkdevWRstCQkKMlrVq1crk+4pVPZCzff1tv/vuuzRy5EgiIsrPz6fmzZub3HZFwTMKGGOMWcXkyZPx5Zdf2rsZzAqU1rkubxxp5oRSauZXUBJv/DRbu3at2detFeOclZWFmJgYnDt3DkBJPoTVq1ejSZMmVtk+Y1KpWclC6uyDpk2b4tixYwbhOEBJ7o7g4GCcP39e8faV5mKoKBz/DMgYY6xc0A0S5OTkYO/evfD09ISfn5+dW8WUqChZ7+WWAHMk+pUp/vzzT2H6qTUrU3BZYkN//PGHydc0Go3VBgrc3d1x4MABPHr0CAAcvgJCeU5mycxTo5JF6VCVUaNGGYSqlB4oGDJkCPr374/k5GShEsOlS5cwevRoYRBA6faVlmqsKHiggDk8jn9nzLHFxMRg6tSp8PX1RXZ2Nvz8/FCnTh1kZ2fjgw8+wJgxY+zdRCZTRek8KS0B5gj0y3pNmzZNWG7Nsl4VoSyxnD7GihUrAJgup2mpU6dOoXXr1gYlSfW1b9/e4vdQg34yS/Z0kTpYKGewSO5+kpSUhKSkJLRo0QLVq1eHRqNBXl4eEhMTMWPGDNE2S6W0VGNFwaEHjDHGLNKyZUshk/Dnn3+OPXv2YNu2bbhx4wZ69uzJyQzLIaWJrMqbp2HaqRplvTg5nXlqhXu88cYbSE5ORpcuXYxe02g02LVrl0XbZ0wuOckJ1Zafn4+///4bRISmTZsaJTe0Bk7caogHChhjjFlEv9McHh6O/v37Y/jw4QBsm5mdqedp7Tz169cP7du3R/369TFhwgRkZWWhVq1ayM3NRWhoKNLT0+3dRJOehvwK5Y0u3GPYsGHC7AKgZGZKYmKiaGk3ubRaLQ4ePIiOHTtavC1b4ZmfTx81BwuVhqr06NEDv//+u8Gy8PBwbNu2zeLtq5mLoTyrZO8GMMYYK99q1KiBY8eO4fLlyzhw4IAwTZ2IkJ+fb+fWMUtIrXNdXiUnJ+PixYvYvHlzuZt2GhUVhVu3bgGAkF+hqKgIW7ZswYQJE+zcuqfTzp07MWPGDNy4cQPTp08XHl999ZXVwj0qVaqEKVOmWGVbtlJYWIiCggIUFhYKD91zHiQon/T/hlqtFlqtFsXFxdBqtaJ/06pVq6JatWqoWrWq8NA9L53XRj9URX8/KWt/uXPnjsHz/Px80ZAfJduPj4/HzJkzcffuXdy9exdJSUmIj483/yFVADyjgDHGmEWOHTuGuLg43Lx50yBmcOvWrVi3bh3WrFlj5xYypSpa1vvyNHNCzcoUnJzOPDXCPfQlJiYiMjISL730kmrvonkGegAADA5JREFUwVh5MXv2bHz44YcoLi4WZkoREWrWrIkJEyZg1qxZFr+Hn58fTp48abAsNDQUhw8ftnjb5RkPFDDGGLOKrKwsuLu7Gyy7evUqGjVqZKcWMUtVlM5TeZx2+jTkVyhvbBXu4eXlhUuXLuH555/HM888IwzQ6MolMqY2NQcLlYaqSC3BrGT7jpSLwZHwQAFjjDGrULOeO7OPitJ5Ko8zJ8pzfoXyKiwszKCcZmhoKOLj45GZmYnmzZtbrZxmVlaW6PLSA7GMVTTFxcW4deuWQfWd0hVI5ODEreZxphvGGGMW0a/nrl/Wy5r13Jltya1zXd5JLQHmSNQs68XJ6cTZqpymu7s7zpw5g7Nnz6Jv377Izc3FkydPrLZ9xsqjr776CtOmTUOdOnVQqVJJmj1LZ9pwSU/zeEYBY4wxi6xatQorV67E0aNHERwcLCx3cXHBiBEjEBkZacfWMVa2p2HmRHnKr1Be2SrcY8mSJVi+fDn++ecf/P3337hw4QJGjhzJ5RGZzTjiYKGXlxf2798PV1dXm793RcUDBYwxxqxC7QRfjFnb0zDttDzmVyivbBXu4efnhyNHjqBt27ZCednWrVvj1KlTVtk+Y+VR586dsXfvXqtukxO3msehB4wxxiyiS/ClGyTgeu7lX0XpPD0N007j4+ON8ivEx8c7dH6F8krNcA991atXh5OTk/Bcq9WC7+uxis7Pzw+vvPIKoqOjDb4fltyg0C+lyIzxjALGGGMWsVWCL8aYsYpSmcIRqRXuMXr0aAQGBmLRokVYs2YNFixYgGeeeQaLFi2y6vswVp6IDcZpNBosX77cDq2pGHiggDHGmEXUrOfOmJqehpkTT0N+hfJG7XCP/Px8fPLJJ9i2bRuICL1798aMGTMM7qIyxizniLkYHAkPFDDGGLMI13N/+nDnyfE9DfkVyqvyWE6TsfLu+vXrSExMxI0bN7Bv3z6kp6dj//79GD16tL2b9tTigQLGGGMW4XrujLGKRO1wjzt37mDp0qW4dOmSQb14nmLNKrKePXti+PDh+Pjjj5Gamori4mL4+/sLMxqZ9VWydwMYY4yVb8nJybh48SI2b96saoIvxqytatWqqFatGqpWrSo8dM+rVatm7+YxB9W3b18sXboUeXl5yMvLQ3JyMqKjo622/aioKFy/fh0dOnTAyy+/LDwYq8hycnIwcOBAaDQaAEDlypU5WbLKeEYBY4wxq+J67oyp72nIr1De2CrcQ2zGAmMVXceOHbFt2zZ07twZx48fR0ZGBkaMGIE///zT3k17avGMAsYYY1aRkZGBNm3aoGHDhmjYsCFCQkKQkZFh72Yx9lTSL+tVUFBg9C+zPv3PWKvVQqvVori4GFqt1qqf+UsvvST8fRljJWbPno2ePXviypUr6NevH3r27InPP//c3s16qvGMAsYYY1bBCb4YY8xyXl5euHz5Mho2bAgnJydhlsi5c+fs3TTG7OrevXs4dOgQiAjt2rVD3bp17d2kpxoPFDDGGLMKrufOmO1wZQrbs1W4R1ZWluhyd3d3q2yfsfLonXfeQWxsLPz8/OzdlAqDQw8YY4xZhdoJvhhj/6M/DV734NADddkq3MPd3R15eXlITU2Fu7s76tWrh2effdZq22esPHJ1dcWIESPQqlUrfPLJJyYH1Jj18IwCxhhjFuF67owxZj1LlizB8uXL8c8//+Dvv//GhQsXMHLkSOzatcveTWPM7s6fP481a9Zg/fr1aNCgAfbt22fvJj21uKYEY4wxixQWFtq7CYwxpjpbhXt88803OHLkCNq2bQugJGfBnTt3rLJtxsq7evXq4YUXXkCDBg1w+/ZtezfnqcahB4wxxhhjjJXBVuEe1atXh5OTk/Bcq9WCJwCzim7Dhg145ZVX4O/vjzNnzuDLL7/EmTNn7N2spxrPKGCMMWYRrufOGGPWExAQgKVLl6KoqAinTp3CggUL0KVLF3s3izG72rp1K8aNG4du3bqhUiW+120LnKOAMcYYY4wxB5Gfn49PPvkE27ZtAxGhd+/emDFjhsEsA8YqiuvXr8PNzU30tVOnTqF169Y2blHFwQMFjDHGGGOMMcYcTmBgII4fPw7gfzMYxV5j1sehB4wxxizC9dwZY8xymZmZ+PvvvxEZGQmgpG78/fv3AQBjx47l+vGsQtLvW5ROnsz3u9XFAR6MMcYswvXcGWPMctOmTYOLi4vw/JdffkFYWBgCAgIwe/ZsO7aMMfvRaDSi/xd7zqyLZxQwxhhjjDFmZ1evXkXnzp2F59WrV0d8fDwAYN26dfZqFmN2lZOTg3Xr1kGr1SInJwdr164FUDKb4N69e3Zu3dONcxQwxhhjjDFmZz4+Pgbl3vLz8+Hs7Cz6GmMVxdChQ82+vmLFChu1pOLhGQWMMcYYY4zZWY0aNZCZmYnmzZsDgDBIcPr0adSoUcOeTWPMbnQDAVeuXEHjxo0NXrt69ao9mlRhcI4CxhhjjDHG7Gzq1KkIDw/HypUrcerUKaSlpWHVqlWIjIzEe++9Z+/mMWZXUVFRRsv69+9vh5ZUHDyjgDHGGGOMMTsbOHAgateujTlz5uDtt98GAPj6+uKbb75Bt27d7Nw6xuzj2rVryMrKQm5uLg4dOiQsf/DgAXJzc+3Ysqcf5yhgjDHGGGPMQWRlZcHd3d1g2dWrV9GoUSM7tYgx+1m1ahVWrlyJo0ePIjg4WFju4uKCESNGCOVEmfXxQAFjjDHGGGMOIjAwEMePHzdYFhISgiNHjtipRYzZ39q1azFkyBB7N6NC4dADxhhjjDHG7IynWDNmLDs7GzVr1hQGCfbt24dNmzbB09MTY8eORZUqfDmrFp5RwBhjjDHGmJ3xFGvGjIWFhSElJQUeHh7IyMhAaGgo4uPjhQohixcvtncTn1o8UMAYY4wxxpiD4CnWjP2Pr68v0tLSAJRUBsnJyUFycjKePHmCgIAAnD592s4tfHpxeUTGGGOMMcbsLDs7G48fPzaYYj1hwgQsXLgQRUVFdm4dY/ZRuXJl4f8HDhxAjx49AABOTk6oVq2avZpVIfBAAWOMMcYYY3YWFRWFW7duAQAyMjIQHh6OoqIibNmyBRMmTLBz6xizD09PT8ybNw+rVq1Ceno6unfvDgDIzc3lATSVcfYHxhhjjDHG7OzBgwfw8PAAAKxevRpDhgzB4sWLhSnWjFVEycnJSEpKwv79+7FhwwbUqlULAHD48GEMHTrUzq17uvFAAWOMMcYYY3ZWeor1xIkTAfAUa1ax1atXD0uWLBGe5+XlAQC6du2Krl272qtZFQKHHjDGGGOMMWZnPMWaMdMyMjLQpk0bNGzYEA0bNkRISAgyMjLs3aynGg8UMMYYY4wxZmfJycm4ePEiNm/ezFOsGSslPj4eM2fOxN27d3H37l0kJSUhPj7e3s16qnF5RMYYY4wxxhyMbop19erV7dwSxuzPz88PJ0+eNFgWGhqKw4cP26lFTz+eUcAYY4wxxpiD4CnWjBnr27cvli5diry8POTl5SE5ORnR0dH2btZTjWcUMMYYY4wx5iCCg4Mxa9Ys9OnTBwCwdetWzJw5E0ePHrVzyxizvapVq0Kj0YCIUFxcDADC8ypVqqCgoMDOLXx68YwCxhhjjDHGHERhYaEwSAAAERERBhURGKtICgsLUVBQgMLCQmi1Wmi1WhQXF0Or1fIggcp4oIAxxhhjjDEHwVOsGWOOgEMPGGOMMcYYszOeYs2YsZCQEBw5csTg+6H/L38v1MMDBYwxxhhjjDHGGBNw6AFjjDHGGGOMMcYEPFDAGGOMMcaYnYWEhAAoCUGoVq2a0b+MVUT63wPdg78XtsGhB4wxxhhjjDHGGBPwjALGGGOMMcYYY4wJqti7AYwxxhhjjFV0+lnddTi7O2PMXjj0gDHGGGOMMcYYYwIOPWCMMcYYY4wxxpiABwoYY4wxxhhjjDEm4IECxhhjjDHGGGOMCXiggDHGGGOMMcYYYwIeKGCMMcYYY4wxxpiABwoYY4wxxhhjjDEm4IECxhhjjDHGGGOMCXiggDHGGGOMMcYYYwIeKGCMMcYYY4wxxpiABwoYY4wxxhhjjDEm4IECxhhjjDHGGGOMCXiggDHGGGOMMcYYY4L/BycYsAhmFSXWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "select = df.callerId.str.contains('Load:') & (df.id.str.contains('rel'))\n",
    "#select = df.callerId.str.contains('Load:') & (df.id.str.contains('rel')|df.id.str.contains('dic'))\n",
    "data = df.loc[select].copy()\n",
    "data.callerId = data.callerId.str.replace('Load:', '')\n",
    "make_fig(data, 'memory_calls_load', 'ROOT::Load(\\\"libFoo.so\\\") Calls', 5)\n",
    "#make_fig(data, 'memory_calls_load_rel_dic', 'ROOT::Load(\\\"libFoo.so\\\") Calls', 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1050x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "select = df.callerId.str.contains('Init:') & df.id.str.contains('rel')\n",
    "data = df.loc[select].copy()\n",
    "data.callerId = data.callerId.str.replace('Init:', '')\n",
    "make_fig(data, 'memory_calls_init', 'StMaker::Init() Calls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def call_indices(df):\n",
    "    load = [df.index[  (df.callerId.str.contains('Load:')) ][0]]\n",
    "    con  =  df.index[  (df.callerId.str.contains('Construct:inputStream')) ]\n",
    "    ini  =  df.index[  (df.callerId.str.contains('Init:inputStream')) ]\n",
    "    clr  =  df.index[  (df.callerId.str.contains('Clear:analysis')) ]\n",
    "    evt  =  df.index[  (df.callerId.str.contains('EndMaker:inputStream')) ]\n",
    "    return  load, con, ini, clr, evt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx_load, idx_con, idx_ini, idx_clr, idx_evt = call_indices(dfs['rel32'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_vertical_lines(indices, color):\n",
    "    for idx in indices:\n",
    "        plt.plot([idx, idx], plt.ylim(), f'{color}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "xticks_ = np.sort(idx_load + idx_con.tolist() + idx_ini.tolist() + idx_clr.tolist() + idx_evt.tolist())\n",
    "xlabels_ = ['$\\\\longrightarrow$\\nLoad Libs', '$\\\\longrightarrow$\\nConstr.',\n",
    "            '$\\\\longrightarrow$\\nInit()',\n",
    "            '$\\\\longrightarrow$\\nClear()\\n#1', '$\\\\longrightarrow$\\nMake()',\n",
    "            '$\\\\longrightarrow$\\nClear()\\n#2', '$\\\\longrightarrow$\\nMake()',\n",
    "            '$\\\\longrightarrow$\\nClear()\\n#3', '$\\\\longrightarrow$\\nMake()']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(8,4))\n",
    "\n",
    "for b in builds:\n",
    "    if b.id.startswith(('deb', 'dic')): continue\n",
    "    data = dfs[b.id].VmSize\n",
    "    plt.plot(np.arange(len(data)), data, label=b.name)\n",
    "\n",
    "plt.ylim(bottom=0, top=1500)\n",
    "\n",
    "plot_vertical_lines(idx_load, 'C0:')\n",
    "plot_vertical_lines(idx_con, 'C1:')\n",
    "plot_vertical_lines(idx_ini, 'C2:')\n",
    "plot_vertical_lines(idx_clr, 'C3:')\n",
    "plot_vertical_lines(idx_evt, 'C4:')\n",
    "\n",
    "plt.xticks(xticks_, xlabels_, ha='left', size=10)\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.gca().set(ylabel='MB')\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphics/memory_calls_overall.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(8,4))\n",
    "\n",
    "for b in builds:\n",
    "    if b.id.startswith(('deb', 'dic')): continue\n",
    "    data = dfs[b.id].VmRSS\n",
    "    plt.plot(np.arange(len(data)), data, label=b.name)\n",
    "\n",
    "plt.ylim(bottom=0, top=1500)\n",
    "\n",
    "plot_vertical_lines(idx_load, 'C0:')\n",
    "plot_vertical_lines(idx_con, 'C1:')\n",
    "plot_vertical_lines(idx_ini, 'C2:')\n",
    "plot_vertical_lines(idx_clr, 'C3:')\n",
    "plot_vertical_lines(idx_evt, 'C4:')\n",
    "\n",
    "plt.xticks(xticks_, xlabels_, ha='left', size=10)\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.gca().set(ylabel='MB')\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphics/memory_calls_overall.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,4))\n",
    "\n",
    "data32 = dfs['rel32'].VmRSS.values\n",
    "data64 = dfs['rel64'].VmRSS.values\n",
    "delta = data64-data32\n",
    "plt.plot(np.arange(len(data32)), delta, label='64 - 32')\n",
    "plt.ylim(bottom=0)\n",
    "plt.gca().set(ylabel='MB')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xticks(xticks_, xlabels_, ha='left', size=10)\n",
    "\n",
    "plt.twinx()\n",
    "\n",
    "plt.plot([0,len(delta)-1], [delta[0]/np.max(delta)*100, delta[-1]/np.max(delta)*100], '.', label='64 - 32')\n",
    "plt.gca().tick_params('y', colors='r')\n",
    "plt.grid(color='r')\n",
    "\n",
    "plt.ylim(bottom=0)\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphics/memory_calls_diff.svg')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": [
    "#fig = plt.figure( figsize=(8,4))\n",
    "#\n",
    "#for b in builds:\n",
    "#    data = dfs[b.id].heap\n",
    "#    plt.plot(np.arange(len(data)), data, label=b.name)\n",
    "#\n",
    "#plt.ylim(bottom=0)\n",
    "#\n",
    "#plt.legend()\n",
    "#plt.grid()\n",
    "#plt.gca().set(xlabel='MemStat Call', ylabel='Mb')\n",
    "#plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "lines_to_next_cell": 2
   },
   "source": [
    "## Statistical Analysis of ELF files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import cxxfilt\n",
    "from elftools.elf.elffile import ELFFile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "from elftools.construct import Container\n",
    "from pandas.io.json import json_normalize\n",
    "\n",
    "\n",
    "def todict(dict_with_container):\n",
    "    mydict = {}\n",
    "    for key, value in dict_with_container.items():\n",
    "        if isinstance(value, Container):\n",
    "            mydict[key] = todict(value.__dict__)\n",
    "        else:\n",
    "            mydict[key] = value\n",
    "    return mydict\n",
    "\n",
    "\n",
    "def symbol_to_dict(sym):\n",
    "    try:\n",
    "        return dict(name=cxxfilt.demangle(sym.name), entry=todict(sym.entry), cf=True)\n",
    "    except:\n",
    "        return dict(name=sym.name, entry=todict(sym.entry), cf=False)\n",
    "\n",
    "    \n",
    "def make_sym_df(libfull):\n",
    "    with open(libfull, 'rb') as f:\n",
    "        try:\n",
    "            elffile = ELFFile(f)\n",
    "            symbols = [sym for sym in elffile.get_section_by_name('.symtab').iter_symbols()]\n",
    "            symbols_list = [symbol_to_dict(symbol) for symbol in symbols]\n",
    "            df = pd.DataFrame(json_normalize(symbols_list, sep='_'))\n",
    "            isrootgen = df.name.str.contains('_dictLN_|_dict_|ROOTDict|G__')\n",
    "            df = df.assign(r=isrootgen)\n",
    "            return df\n",
    "        except:\n",
    "            return None\n",
    "\n",
    "    \n",
    "def calc_stats(df):\n",
    "    # Calculate fraction of c++filt failed\n",
    "    frac_failed_cppfilt = float(np.count_nonzero(df.cf))/len(df.cf)\n",
    "\n",
    "    total_st_size  = df.entry_st_size.sum()\n",
    "    root_st_size   = df.loc[df.r].entry_st_size.sum()\n",
    "    frac_root_size = float(root_st_size)/total_st_size\n",
    "    frac_root_numb = float(np.count_nonzero(df.r))/len(df.r)\n",
    "    \n",
    "    return dict(size_st=total_st_size,\n",
    "                #frac_cf=frac_failed_cppfilt,\n",
    "                frac_rs=frac_root_size,\n",
    "                frac_rn=frac_root_numb\n",
    "               )\n",
    "\n",
    "\n",
    "def make_stats_dict(build, libfile):\n",
    "    libfull = tk.get_libpath(build) + libfile\n",
    "    df = make_sym_df(libfull)\n",
    "    if df is None: return None\n",
    "    stats = calc_stats(df)\n",
    "    size = os.path.getsize(libfull)\n",
    "    return dict(size=size, **stats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All Libaries Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['libRTS.so',\n",
       " 'libStEvent.so',\n",
       " 'libStEventCompendiumMaker.so',\n",
       " 'libStEventMaker.so',\n",
       " 'libStEventUtilities.so',\n",
       " 'libStGenericVertexMakerNoSti.so',\n",
       " 'libSti.so',\n",
       " 'libStiCA.so',\n",
       " 'libStiIst.so',\n",
       " 'libStiMaker.so',\n",
       " 'libStiPxl.so',\n",
       " 'libStiRnD.so',\n",
       " 'libStiSsd.so',\n",
       " 'libStiSvt.so',\n",
       " 'libStiTpc.so',\n",
       " 'libStiUtilities.so']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "libstats = []\n",
    "\n",
    "libfiles_selected = [lf for lf in libfiles['rel32'] if '.so' in lf]\n",
    "#libfiles_selected = [lf for lf in libfiles_selected if any(s in lf for s in ['RTS', 'Sti', 'StEvent', 'Db', 'db'])]\n",
    "libfiles_selected = [lf for lf in libfiles_selected if any(s in lf for s in ['RTS', 'Sti', 'StEvent'])]\n",
    "libfiles_selected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0 processing libRTS.so\n",
      "  1 processing libStEvent.so\n",
      "  2 processing libStEventCompendiumMaker.so\n",
      "  3 processing libStEventMaker.so\n",
      "  4 processing libStEventUtilities.so\n",
      "  5 processing libStGenericVertexMakerNoSti.so\n",
      "  6 processing libSti.so\n",
      "  7 processing libStiCA.so\n",
      "  8 processing libStiIst.so\n",
      "  9 processing libStiMaker.so\n",
      " 10 processing libStiPxl.so\n",
      " 11 processing libStiRnD.so\n",
      " 12 processing libStiSsd.so\n",
      " 13 processing libStiSvt.so\n",
      " 14 processing libStiTpc.so\n",
      " 15 processing libStiUtilities.so\n"
     ]
    }
   ],
   "source": [
    "for idx, libfile in enumerate(libfiles_selected):\n",
    "    print(f'{idx:3d} processing {libfile}')\n",
    "    \n",
    "    for b in builds:\n",
    "        #if 'rel' not in b.id: continue\n",
    "        if 'deb' in b.id: continue\n",
    "        libstat = make_stats_dict(b, libfile)\n",
    "        if libstat is None:\n",
    "            print('^^^ skipping...')\n",
    "            break\n",
    "        libstats.append( dict(name=libfile, bid=b.id, **libstat) )\n",
    "\n",
    "#import pprint\n",
    "#pprint.pprint(libstats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(json_normalize(libstats, sep='_'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>bid</th>\n",
       "      <th>size</th>\n",
       "      <th>size_st</th>\n",
       "      <th>frac_rs</th>\n",
       "      <th>frac_rn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>5378524</td>\n",
       "      <td>63552139</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.014980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>5535036</td>\n",
       "      <td>63670584</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.012736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>5535036</td>\n",
       "      <td>63670584</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.012736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>5439392</td>\n",
       "      <td>63561281</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.015370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>5550536</td>\n",
       "      <td>63650905</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.015385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>libRTS.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>5534152</td>\n",
       "      <td>63650905</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.015385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>libStEvent.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>8270624</td>\n",
       "      <td>3475991</td>\n",
       "      <td>0.719584</td>\n",
       "      <td>0.533661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>libStEvent.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>10234444</td>\n",
       "      <td>5290411</td>\n",
       "      <td>0.786988</td>\n",
       "      <td>0.542278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>libStEvent.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>10238140</td>\n",
       "      <td>5290411</td>\n",
       "      <td>0.786988</td>\n",
       "      <td>0.542278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>libStEvent.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>9807096</td>\n",
       "      <td>4125368</td>\n",
       "      <td>0.777492</td>\n",
       "      <td>0.537043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>libStEvent.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>10697520</td>\n",
       "      <td>4864355</td>\n",
       "      <td>0.776331</td>\n",
       "      <td>0.546917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>libStEvent.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>10696600</td>\n",
       "      <td>4864355</td>\n",
       "      <td>0.776331</td>\n",
       "      <td>0.546917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>libStEventCompendiumMaker.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>79244</td>\n",
       "      <td>13019</td>\n",
       "      <td>0.482986</td>\n",
       "      <td>0.176699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>libStEventCompendiumMaker.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>83544</td>\n",
       "      <td>16428</td>\n",
       "      <td>0.543949</td>\n",
       "      <td>0.175676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>libStEventCompendiumMaker.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>83552</td>\n",
       "      <td>16428</td>\n",
       "      <td>0.543949</td>\n",
       "      <td>0.175676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>libStEventCompendiumMaker.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>96976</td>\n",
       "      <td>13633</td>\n",
       "      <td>0.527837</td>\n",
       "      <td>0.177388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>libStEventCompendiumMaker.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>101312</td>\n",
       "      <td>14863</td>\n",
       "      <td>0.539864</td>\n",
       "      <td>0.176357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>libStEventCompendiumMaker.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>101312</td>\n",
       "      <td>14863</td>\n",
       "      <td>0.539864</td>\n",
       "      <td>0.176357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>libStEventMaker.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>156596</td>\n",
       "      <td>46260</td>\n",
       "      <td>0.174730</td>\n",
       "      <td>0.116307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>libStEventMaker.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>177356</td>\n",
       "      <td>66162</td>\n",
       "      <td>0.183534</td>\n",
       "      <td>0.115752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>libStEventMaker.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>177364</td>\n",
       "      <td>66162</td>\n",
       "      <td>0.183534</td>\n",
       "      <td>0.115752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>libStEventMaker.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>181376</td>\n",
       "      <td>45500</td>\n",
       "      <td>0.215582</td>\n",
       "      <td>0.116867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>libStEventMaker.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>198136</td>\n",
       "      <td>60018</td>\n",
       "      <td>0.179596</td>\n",
       "      <td>0.116168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>libStEventMaker.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>198128</td>\n",
       "      <td>60018</td>\n",
       "      <td>0.179596</td>\n",
       "      <td>0.116168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>libStEventUtilities.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>733724</td>\n",
       "      <td>264036</td>\n",
       "      <td>0.498125</td>\n",
       "      <td>0.293541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>libStEventUtilities.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>867328</td>\n",
       "      <td>389560</td>\n",
       "      <td>0.559814</td>\n",
       "      <td>0.295988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>libStEventUtilities.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>867528</td>\n",
       "      <td>389560</td>\n",
       "      <td>0.559814</td>\n",
       "      <td>0.295988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>libStEventUtilities.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>904448</td>\n",
       "      <td>299576</td>\n",
       "      <td>0.558299</td>\n",
       "      <td>0.294805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>libStEventUtilities.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>984048</td>\n",
       "      <td>372210</td>\n",
       "      <td>0.542731</td>\n",
       "      <td>0.298011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>libStEventUtilities.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>984000</td>\n",
       "      <td>372210</td>\n",
       "      <td>0.542731</td>\n",
       "      <td>0.298011</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>libStiRnD.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>141760</td>\n",
       "      <td>41928</td>\n",
       "      <td>0.326631</td>\n",
       "      <td>0.224764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>libStiRnD.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>154088</td>\n",
       "      <td>54904</td>\n",
       "      <td>0.335604</td>\n",
       "      <td>0.223861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>libStiRnD.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>115008</td>\n",
       "      <td>37419</td>\n",
       "      <td>0.027419</td>\n",
       "      <td>0.055649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>libStiRnD.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>165936</td>\n",
       "      <td>42373</td>\n",
       "      <td>0.353621</td>\n",
       "      <td>0.225676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>libStiRnD.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>174160</td>\n",
       "      <td>50548</td>\n",
       "      <td>0.343476</td>\n",
       "      <td>0.224462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>libStiRnD.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>129272</td>\n",
       "      <td>33835</td>\n",
       "      <td>0.021753</td>\n",
       "      <td>0.055838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>libStiSsd.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>136768</td>\n",
       "      <td>37119</td>\n",
       "      <td>0.305208</td>\n",
       "      <td>0.201635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>libStiSsd.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>154260</td>\n",
       "      <td>53791</td>\n",
       "      <td>0.289509</td>\n",
       "      <td>0.196809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>libStiSsd.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>120828</td>\n",
       "      <td>39170</td>\n",
       "      <td>0.026194</td>\n",
       "      <td>0.053140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>libStiSsd.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>160888</td>\n",
       "      <td>37433</td>\n",
       "      <td>0.327919</td>\n",
       "      <td>0.202462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>libStiSsd.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>178568</td>\n",
       "      <td>49976</td>\n",
       "      <td>0.290459</td>\n",
       "      <td>0.197333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>libStiSsd.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>139512</td>\n",
       "      <td>36121</td>\n",
       "      <td>0.020376</td>\n",
       "      <td>0.053312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>libStiSvt.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>110836</td>\n",
       "      <td>23667</td>\n",
       "      <td>0.387333</td>\n",
       "      <td>0.208000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>libStiSvt.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>119400</td>\n",
       "      <td>30695</td>\n",
       "      <td>0.413129</td>\n",
       "      <td>0.206022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>libStiSvt.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>87072</td>\n",
       "      <td>18932</td>\n",
       "      <td>0.054194</td>\n",
       "      <td>0.064453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>libStiSvt.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>134576</td>\n",
       "      <td>23449</td>\n",
       "      <td>0.425818</td>\n",
       "      <td>0.208668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>libStiSvt.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>139056</td>\n",
       "      <td>28517</td>\n",
       "      <td>0.406845</td>\n",
       "      <td>0.206677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>libStiSvt.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>105320</td>\n",
       "      <td>17555</td>\n",
       "      <td>0.041925</td>\n",
       "      <td>0.064706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>libStiTpc.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>128044</td>\n",
       "      <td>29623</td>\n",
       "      <td>0.343652</td>\n",
       "      <td>0.187328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>libStiTpc.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>132168</td>\n",
       "      <td>36099</td>\n",
       "      <td>0.400759</td>\n",
       "      <td>0.187070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>libStiTpc.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>99716</td>\n",
       "      <td>22595</td>\n",
       "      <td>0.045408</td>\n",
       "      <td>0.054366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>libStiTpc.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>152112</td>\n",
       "      <td>29220</td>\n",
       "      <td>0.388227</td>\n",
       "      <td>0.188105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>libStiTpc.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>156240</td>\n",
       "      <td>33500</td>\n",
       "      <td>0.388866</td>\n",
       "      <td>0.187586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>libStiTpc.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>122384</td>\n",
       "      <td>21146</td>\n",
       "      <td>0.034806</td>\n",
       "      <td>0.054545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>libStiUtilities.so</td>\n",
       "      <td>min32</td>\n",
       "      <td>161140</td>\n",
       "      <td>53340</td>\n",
       "      <td>0.514717</td>\n",
       "      <td>0.283525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>libStiUtilities.so</td>\n",
       "      <td>rel32</td>\n",
       "      <td>189576</td>\n",
       "      <td>79264</td>\n",
       "      <td>0.570410</td>\n",
       "      <td>0.284251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>libStiUtilities.so</td>\n",
       "      <td>dic32</td>\n",
       "      <td>88652</td>\n",
       "      <td>26377</td>\n",
       "      <td>0.038898</td>\n",
       "      <td>0.068750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>libStiUtilities.so</td>\n",
       "      <td>min64</td>\n",
       "      <td>192800</td>\n",
       "      <td>59161</td>\n",
       "      <td>0.610757</td>\n",
       "      <td>0.285347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>libStiUtilities.so</td>\n",
       "      <td>rel64</td>\n",
       "      <td>208808</td>\n",
       "      <td>72132</td>\n",
       "      <td>0.565117</td>\n",
       "      <td>0.286452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>libStiUtilities.so</td>\n",
       "      <td>dic64</td>\n",
       "      <td>104936</td>\n",
       "      <td>25386</td>\n",
       "      <td>0.028992</td>\n",
       "      <td>0.069620</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name    bid     size   size_st   frac_rs   frac_rn\n",
       "0            libRTS.so  min32  5378524  63552139  0.000013  0.014980\n",
       "1            libRTS.so  rel32  5535036  63670584  0.000016  0.012736\n",
       "2            libRTS.so  dic32  5535036  63670584  0.000016  0.012736\n",
       "3            libRTS.so  min64  5439392  63561281  0.000011  0.015370\n",
       "4            libRTS.so  rel64  5550536  63650905  0.000012  0.015385\n",
       "..                 ...    ...      ...       ...       ...       ...\n",
       "91  libStiUtilities.so  rel32   189576     79264  0.570410  0.284251\n",
       "92  libStiUtilities.so  dic32    88652     26377  0.038898  0.068750\n",
       "93  libStiUtilities.so  min64   192800     59161  0.610757  0.285347\n",
       "94  libStiUtilities.so  rel64   208808     72132  0.565117  0.286452\n",
       "95  libStiUtilities.so  dic64   104936     25386  0.028992  0.069620\n",
       "\n",
       "[96 rows x 6 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "select = df.bid.str.contains('rel') |df.bid.str.contains('dic') \n",
    "data = df.loc[select]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = sns.barplot(x='size', y='name', hue='bid', data=data)\n",
    "ax.semilogx()\n",
    "ax.grid()\n",
    "_ = [t.set_text(id_to_name(t.get_text())) for t in ax.legend().get_texts()]\n",
    "plt.savefig('graphics/memory_select_elf_size.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "#ax = sns.barplot(x=data['size_st']/data['size'], y='name', hue='bid', data=data)\n",
    "ax = sns.barplot(x='size_st', y='name', hue='bid', data=data)\n",
    "ax.semilogx()\n",
    "ax.grid()\n",
    "_ = [t.set_text(id_to_name(t.get_text())) for t in ax.legend().get_texts()]\n",
    "plt.savefig('graphics/memory_select_elf_size_st.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = sns.barplot(y='name', x='frac_rs', hue='bid', data=data)\n",
    "ax.semilogx()\n",
    "ax.grid()\n",
    "_ = [t.set_text(id_to_name(t.get_text())) for t in ax.legend().get_texts()]\n",
    "plt.savefig('graphics/memory_select_elf_frac_rs.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Detailed View of Select Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "libname = 'libSti.so'\n",
    "#libname = 'libStEvent.so'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = make_sym_df(libpaths['rel32']+libname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>cf</th>\n",
       "      <th>entry_st_name</th>\n",
       "      <th>entry_st_value</th>\n",
       "      <th>entry_st_size</th>\n",
       "      <th>entry_st_info_bind</th>\n",
       "      <th>entry_st_info_type</th>\n",
       "      <th>entry_st_other_visibility</th>\n",
       "      <th>entry_st_shndx</th>\n",
       "      <th>r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>276</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>312</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>13636</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>49780</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>131762</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>136280</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>136488</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>7</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>159904</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>8</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>166120</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>9</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>166160</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>10</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>178608</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>808280</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>12</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>808320</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>13</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>871256</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>14</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>888676</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>15</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>988080</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>16</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1005092</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>17</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1005272</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>18</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1005276</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>19</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1005280</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1013820</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>21</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1014076</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>22</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1015808</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>23</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1018944</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>24</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1023360</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>25</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_SECTION</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>26</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>EditableParameter.cxx</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_FILE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_ABS</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>_ZStlsISt11char_traitsIcEERSt13basic_ostreamIc...</td>\n",
       "      <td>False</td>\n",
       "      <td>23</td>\n",
       "      <td>178608</td>\n",
       "      <td>43</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>_GLOBAL__sub_I_EditableParameter.cxx</td>\n",
       "      <td>False</td>\n",
       "      <td>86</td>\n",
       "      <td>179760</td>\n",
       "      <td>64</td>\n",
       "      <td>STB_LOCAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</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>3813</th>\n",
       "      <td>_ZN5NamedD1Ev</td>\n",
       "      <td>False</td>\n",
       "      <td>154999</td>\n",
       "      <td>189168</td>\n",
       "      <td>105</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3814</th>\n",
       "      <td>_ZN18StiKalmanTrackNode12getGlobalTptEPfS0_</td>\n",
       "      <td>False</td>\n",
       "      <td>155013</td>\n",
       "      <td>335632</td>\n",
       "      <td>325</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3815</th>\n",
       "      <td>_ZN10StiFactoryI10StiNodeInfS0_E4freeEPS0_</td>\n",
       "      <td>False</td>\n",
       "      <td>155057</td>\n",
       "      <td>217296</td>\n",
       "      <td>28</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3816</th>\n",
       "      <td>_ZN7TObject6NotifyEv</td>\n",
       "      <td>False</td>\n",
       "      <td>155100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3817</th>\n",
       "      <td>_ZN20StiDetectorContainer6moveInEddd</td>\n",
       "      <td>False</td>\n",
       "      <td>155121</td>\n",
       "      <td>264464</td>\n",
       "      <td>425</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3818</th>\n",
       "      <td>G__Sti_dictLN_vectorlETGeoVolumeAssemblycLcLTh...</td>\n",
       "      <td>False</td>\n",
       "      <td>155158</td>\n",
       "      <td>1022616</td>\n",
       "      <td>8</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>24</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3819</th>\n",
       "      <td>_ZN20ConstrainedParameterC2Ev</td>\n",
       "      <td>False</td>\n",
       "      <td>155272</td>\n",
       "      <td>184656</td>\n",
       "      <td>64</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3820</th>\n",
       "      <td>G__defined_typename</td>\n",
       "      <td>False</td>\n",
       "      <td>155302</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3821</th>\n",
       "      <td>_ZTV23StiGenericDetectorGroup</td>\n",
       "      <td>False</td>\n",
       "      <td>155322</td>\n",
       "      <td>1010088</td>\n",
       "      <td>24</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3822</th>\n",
       "      <td>_ZTI6StiHit</td>\n",
       "      <td>False</td>\n",
       "      <td>155352</td>\n",
       "      <td>1013744</td>\n",
       "      <td>8</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3823</th>\n",
       "      <td>_ZN14StiKalmanTrack6refitLEv</td>\n",
       "      <td>False</td>\n",
       "      <td>155364</td>\n",
       "      <td>303600</td>\n",
       "      <td>409</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3824</th>\n",
       "      <td>_ZTV5Named</td>\n",
       "      <td>False</td>\n",
       "      <td>155393</td>\n",
       "      <td>1005784</td>\n",
       "      <td>16</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>20</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3825</th>\n",
       "      <td>_ZSt16__insertion_sortIN9__gnu_cxx17__normal_i...</td>\n",
       "      <td>False</td>\n",
       "      <td>155404</td>\n",
       "      <td>280192</td>\n",
       "      <td>179</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3826</th>\n",
       "      <td>_ZN10TIdTruUtil3AddEii</td>\n",
       "      <td>False</td>\n",
       "      <td>155550</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3827</th>\n",
       "      <td>_ZN6StiHitC2Ev</td>\n",
       "      <td>False</td>\n",
       "      <td>155573</td>\n",
       "      <td>286224</td>\n",
       "      <td>32</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3828</th>\n",
       "      <td>_ZNSt6vectorIP18StiKalmanTrackNodeSaIS1_EE19_M...</td>\n",
       "      <td>False</td>\n",
       "      <td>155588</td>\n",
       "      <td>317200</td>\n",
       "      <td>226</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3829</th>\n",
       "      <td>G__Sti_dictLN_StThreeVectorlEdoublegR</td>\n",
       "      <td>False</td>\n",
       "      <td>155668</td>\n",
       "      <td>1022688</td>\n",
       "      <td>8</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>24</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3830</th>\n",
       "      <td>_ZNK14StiKalmanTrack7getDca2EP8StiTrack</td>\n",
       "      <td>False</td>\n",
       "      <td>155706</td>\n",
       "      <td>316336</td>\n",
       "      <td>3</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3831</th>\n",
       "      <td>_ZN14StiTrackFinder4findEP8StiTrackid</td>\n",
       "      <td>False</td>\n",
       "      <td>155746</td>\n",
       "      <td>330080</td>\n",
       "      <td>3</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3832</th>\n",
       "      <td>_ZN6FilterI8StiTrackED0Ev</td>\n",
       "      <td>False</td>\n",
       "      <td>155784</td>\n",
       "      <td>245776</td>\n",
       "      <td>43</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3833</th>\n",
       "      <td>_ZN6StiHitD1Ev</td>\n",
       "      <td>False</td>\n",
       "      <td>155810</td>\n",
       "      <td>284960</td>\n",
       "      <td>2</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3834</th>\n",
       "      <td>_ZN18StiKalmanTrackNode8setStateEPKS_</td>\n",
       "      <td>False</td>\n",
       "      <td>155825</td>\n",
       "      <td>334224</td>\n",
       "      <td>147</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3835</th>\n",
       "      <td>_ZN8TDataSet8AddFirstEPS_</td>\n",
       "      <td>False</td>\n",
       "      <td>155863</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3836</th>\n",
       "      <td>_ZN8ROOTDict20GenerateInitInstanceEPK15StiHitC...</td>\n",
       "      <td>False</td>\n",
       "      <td>155889</td>\n",
       "      <td>769440</td>\n",
       "      <td>5</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3837</th>\n",
       "      <td>_ZN8ROOTDict20GenerateInitInstanceEPK18StiDete...</td>\n",
       "      <td>False</td>\n",
       "      <td>155944</td>\n",
       "      <td>769392</td>\n",
       "      <td>5</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3838</th>\n",
       "      <td>_ZN14StiTrackFinder14getTrackFilterEv</td>\n",
       "      <td>False</td>\n",
       "      <td>156002</td>\n",
       "      <td>330176</td>\n",
       "      <td>3</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_FUNC</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>11</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3839</th>\n",
       "      <td>_ZN18G__FastAllocString6GetBufERj</td>\n",
       "      <td>False</td>\n",
       "      <td>156040</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3840</th>\n",
       "      <td>_ZTS10Parameters</td>\n",
       "      <td>False</td>\n",
       "      <td>156074</td>\n",
       "      <td>808562</td>\n",
       "      <td>13</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>13</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3841</th>\n",
       "      <td>_ZN8TVector37RotateZEd</td>\n",
       "      <td>False</td>\n",
       "      <td>156091</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STB_GLOBAL</td>\n",
       "      <td>STT_NOTYPE</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>SHN_UNDEF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3842</th>\n",
       "      <td>_ZTS7FactoryI6StiHitE</td>\n",
       "      <td>False</td>\n",
       "      <td>156114</td>\n",
       "      <td>813943</td>\n",
       "      <td>18</td>\n",
       "      <td>STB_WEAK</td>\n",
       "      <td>STT_OBJECT</td>\n",
       "      <td>STV_DEFAULT</td>\n",
       "      <td>13</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3843 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       name     cf  entry_st_name  \\\n",
       "0                                            False              0   \n",
       "1                                            False              0   \n",
       "2                                            False              0   \n",
       "3                                            False              0   \n",
       "4                                            False              0   \n",
       "...                                     ...    ...            ...   \n",
       "3838  _ZN14StiTrackFinder14getTrackFilterEv  False         156002   \n",
       "3839      _ZN18G__FastAllocString6GetBufERj  False         156040   \n",
       "3840                       _ZTS10Parameters  False         156074   \n",
       "3841                 _ZN8TVector37RotateZEd  False         156091   \n",
       "3842                  _ZTS7FactoryI6StiHitE  False         156114   \n",
       "\n",
       "      entry_st_value  entry_st_size entry_st_info_bind entry_st_info_type  \\\n",
       "0                  0              0          STB_LOCAL         STT_NOTYPE   \n",
       "1                276              0          STB_LOCAL        STT_SECTION   \n",
       "2                312              0          STB_LOCAL        STT_SECTION   \n",
       "3              13636              0          STB_LOCAL        STT_SECTION   \n",
       "4              49780              0          STB_LOCAL        STT_SECTION   \n",
       "...              ...            ...                ...                ...   \n",
       "3838          330176              3           STB_WEAK           STT_FUNC   \n",
       "3839               0              0         STB_GLOBAL         STT_NOTYPE   \n",
       "3840          808562             13           STB_WEAK         STT_OBJECT   \n",
       "3841               0              0         STB_GLOBAL         STT_NOTYPE   \n",
       "3842          813943             18           STB_WEAK         STT_OBJECT   \n",
       "\n",
       "     entry_st_other_visibility entry_st_shndx      r  \n",
       "0                  STV_DEFAULT      SHN_UNDEF  False  \n",
       "1                  STV_DEFAULT              1  False  \n",
       "2                  STV_DEFAULT              2  False  \n",
       "3                  STV_DEFAULT              3  False  \n",
       "4                  STV_DEFAULT              4  False  \n",
       "...                        ...            ...    ...  \n",
       "3838               STV_DEFAULT             11  False  \n",
       "3839               STV_DEFAULT      SHN_UNDEF   True  \n",
       "3840               STV_DEFAULT             13  False  \n",
       "3841               STV_DEFAULT      SHN_UNDEF  False  \n",
       "3842               STV_DEFAULT             13  False  \n",
       "\n",
       "[3843 rows x 10 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df32' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-54-d55a73ea9749>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf32\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mentry_st_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'32'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m101\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhisttype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'step'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf32t\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mentry_st_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'32t'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m101\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhisttype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'step'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf64\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mentry_st_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'64'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m101\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhisttype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'step'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msemilogx\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m#plt.semilogy()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'df32' is not defined"
     ]
    }
   ],
   "source": [
    "plt.hist(df32.entry_st_size, label='32', bins=np.logspace(0, 5, 101), histtype='step')\n",
    "plt.hist(df32t.entry_st_size, label='32t', bins=np.logspace(0, 5, 101), histtype='step')\n",
    "plt.hist(df64.entry_st_size, label='64', bins=np.logspace(0, 5, 101), histtype='step')\n",
    "plt.semilogx()\n",
    "#plt.semilogy()\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bins = np.logspace(0, 5, 101)\n",
    "plt.hist(df32.entry_st_size,  label='32',  bins=bins, histtype='step', cumulative=True)\n",
    "plt.hist(df32t.entry_st_size, label='32t', bins=bins, histtype='step', cumulative=True)\n",
    "plt.hist(df64.entry_st_size,  label='64',  bins=bins, histtype='step', cumulative=True)\n",
    "plt.semilogx()\n",
    "plt.grid()\n",
    "plt.legend(loc='lower center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_symbols(df):\n",
    "    sel_fnc = df.entry_st_info_type == 'STT_FUNC'\n",
    "    sel_obj = df.entry_st_info_type == 'STT_OBJECT'\n",
    "    sel_w = df.entry_st_info_bind == 'STB_WEAK'\n",
    "    sel_g = df.entry_st_info_bind == 'STB_GLOBAL'\n",
    "    sel_l = df.entry_st_info_bind == 'STB_LOCAL'\n",
    "    return  sel_fnc, sel_obj, sel_w, sel_g, sel_l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df.loc[sel_l]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def select_symbol_sizes(df):\n",
    "    sel_fnc, sel_obj, sel_w, sel_g, sel_l = select_symbols(df)\n",
    "    f  = df.loc[sel_fnc].entry_st_size\n",
    "    o  = df.loc[sel_obj].entry_st_size\n",
    "    \n",
    "    fl = df.loc[sel_fnc&sel_l].entry_st_size\n",
    "    fg = df.loc[sel_fnc&sel_g].entry_st_size\n",
    "    fw = df.loc[sel_fnc&sel_w].entry_st_size\n",
    "    \n",
    "    flr = df.loc[sel_fnc&sel_l&df.r].entry_st_size\n",
    "    fgr = df.loc[sel_fnc&sel_g&df.r].entry_st_size\n",
    "    fwr = df.loc[sel_fnc&sel_w&df.r].entry_st_size\n",
    "    \n",
    "    ol = df.loc[sel_obj&sel_l].entry_st_size\n",
    "    og = df.loc[sel_obj&sel_g].entry_st_size\n",
    "    ow = df.loc[sel_obj&sel_w].entry_st_size\n",
    "    \n",
    "    olr = df.loc[sel_obj&sel_l&df.r].entry_st_size\n",
    "    ogr = df.loc[sel_obj&sel_g&df.r].entry_st_size\n",
    "    owr = df.loc[sel_obj&sel_w&df.r].entry_st_size\n",
    "    \n",
    "    return f, o, fl, fg, fw, flr, fgr, fwr, ol, og, ow, olr, ogr, owr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "f32, o32, fl32, fg32, fw32, fl32r, fg32r, fw32r, ol32, og32, ow32, ol32r, og32r, ow32r = select_symbol_sizes(df32)\n",
    "f32t, o32t, fl32t, fg32t, fw32t, fl32rt, fg32rt, fw32rt, ol32t, og32t, ow32t, ol32rt, og32rt, ow32rt = select_symbol_sizes(df32t)\n",
    "f64, o64, fl64, fg64, fw64, fl64r, fg64r, fw64r, ol64, og64, ow64, ol64r, og64r, ow64r = select_symbol_sizes(df64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def change_in_size(s32, s64):\n",
    "    change = (s64.sum() - s32.sum())/s32.sum()*100\n",
    "    return f'Total Size 32: {s32.sum()/1024/1024:.2f}Mb\\nTotal Size 64: {s64.sum()/1024/1024:.2f}Mb\\nChange in size: {change:+.1f}%'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "h_kwargs = dict(bins=np.logspace(0, 4, 101), cumulative=-1, histtype='step')\n",
    "#lib_labels = ['64', '32']\n",
    "lib_labels = ['32t', '32']\n",
    "\n",
    "fig, axs = plt.subplots(1, 2, figsize=(8,4), sharey='row')#, gridspec_kw=dict(wspace=0))\n",
    "\n",
    "ax = axs[0]\n",
    "#ax.hist([f64, f32], label=lib_labels, **h_kwargs)\n",
    "ax.hist([f32t, f32], label=lib_labels, **h_kwargs)\n",
    "ax.set_title('Functions')\n",
    "ax.set_ylabel('Number of Symbols')\n",
    "#ax.text(0.45, 0.6, change_in_size(f32, f64), transform=ax.transAxes)\n",
    "ax.text(0.45, 0.6, change_in_size(f32, f32t), transform=ax.transAxes)\n",
    "\n",
    "ax = axs[1]\n",
    "#ax.hist([o64, o32], label=lib_labels, **h_kwargs)\n",
    "ax.hist([o32t, o32], label=lib_labels, **h_kwargs)\n",
    "ax.set_title('Objects')\n",
    "ax.set_ylabel('Number of Symbols')\n",
    "#ax.text(0.45, 0.6, change_in_size(o32, o64), transform=ax.transAxes)\n",
    "ax.text(0.45, 0.6, change_in_size(o32, o32t), transform=ax.transAxes)\n",
    "\n",
    "for ax in np.ravel(axs):\n",
    "    ax.grid(), ax.legend(), ax.semilogx(), ax.set_xlabel('Symbol Size in Bytes')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "#f_lgw = {'Local': [fl64, fl32], 'Global': [fg64, fg32], 'Weak': [fw64, fw32]}\n",
    "#o_lgw = {'Local': [ol64, ol32], 'Global': [og64, og32], 'Weak': [ow64, ow32]}\n",
    "f_lgw = {'Local': [fl32t, fl32], 'Global': [fg32t, fg32], 'Weak': [fw32t, fw32]}\n",
    "o_lgw = {'Local': [ol32t, ol32], 'Global': [og32t, og32], 'Weak': [ow32t, ow32]}\n",
    "#f_lgwr = {'Local': [fl64r, fl32r], 'Global': [fg64r, fg32r], 'Weak': [fw64r, fw32r]}\n",
    "#o_lgwr = {'Local': [ol64r, ol32r], 'Global': [og64r, og32r], 'Weak': [ow64r, ow32r]}\n",
    "f_lgwr = {'Local': [fl32rt, fl32r], 'Global': [fg32rt, fg32r], 'Weak': [fw32rt, fw32r]}\n",
    "o_lgwr = {'Local': [ol32rt, ol32r], 'Global': [og32rt, og32r], 'Weak': [ow32rt, ow32r]}\n",
    "\n",
    "\n",
    "fig, axs = plt.subplots(4, 3, figsize=(8,12), sharey=True)#'row')#, gridspec_kw=dict(wspace=0))\n",
    "\n",
    "for indx, (symlabel, symbols) in enumerate(f_lgw.items()):\n",
    "    ax = axs[0, indx]\n",
    "    ax.hist(symbols, label=lib_labels, **h_kwargs)\n",
    "    ax.set_title(symlabel)\n",
    "    ax.set_ylabel('Functions') if indx == 0 else None\n",
    "\n",
    "for indx, (symlabel, symbols) in enumerate(f_lgwr.items()):\n",
    "    ax = axs[1, indx]\n",
    "    ax.hist(symbols, label=lib_labels, **h_kwargs)\n",
    "    ax.set_title(symlabel)\n",
    "    ax.set_ylabel('Functions, ROOT Related') if indx == 0 else None\n",
    "\n",
    "for indx, (symlabel, symbols) in enumerate(o_lgw.items()):\n",
    "    ax = axs[2, indx]\n",
    "    ax.hist(symbols, label=lib_labels, **h_kwargs)\n",
    "    ax.set_title(symlabel)\n",
    "    ax.set_ylabel('Objects') if indx == 0 else None\n",
    "\n",
    "for indx, (symlabel, symbols) in enumerate(o_lgwr.items()):\n",
    "    ax = axs[3, indx]\n",
    "    ax.hist(symbols, label=lib_labels, **h_kwargs)\n",
    "    ax.set_title(symlabel)\n",
    "    ax.set_ylabel('Objects, ROOT Related') if indx == 0 else None\n",
    "\n",
    "\n",
    "for ax in np.ravel(axs):\n",
    "    ax.grid(), ax.legend(), ax.semilogx(), ax.set_xlabel('Symbol Size in Bytes')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix\n",
    "\n",
    "### Various Info about ELF Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[['cf', 'r']].agg(['value_counts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[['entry_st_info_type', 'entry_st_info_bind']].agg(['value_counts'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#section_names = [ (s.name, s['sh_type']) for s in elf32.iter_sections() if s.name and 'SYM' in s['sh_type']]\n",
    "#section_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#sections = [s for s in elf32.iter_sections() if s.name]\n",
    "#sections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load_segments = [s for s in elf32.iter_segments() if s.header.p_type == 'PT_LOAD']\n",
    "#load_segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#seg_sec = [(seg_indx, sec.name, sec['sh_type']) for seg_indx, seg in enumerate(load_segments) for sec in sections if seg.section_in_segment(sec)]\n",
    "#seg_sec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#symbols = [sym for sym in elf32.get_section_by_name('.symtab').iter_symbols()]\n",
    "#len(symbols)\n",
    "##symbols"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}