{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Configuration des données\n",
    "\n",
    "Dans ce notebook, nous montrons comment :\n",
    "- configurer des données de séries temporelles pour ce module\n",
    "- visualiser les données\n",
    "\n",
    "Les données de cet exemple proviennent de la compétition de prévision GEFCom2014. Elles consistent en 3 années de charges électriques horaires et de valeurs de température entre 2012 et 2014.\n",
    "\n",
    "Tao Hong, Pierre Pinson, Shu Fan, Hamidreza Zareipour, Alberto Troccoli et Rob J. Hyndman, \"Probabilistic energy forecasting: Global Energy Forecasting Competition 2014 and beyond\", International Journal of Forecasting, vol.32, no.3, pp 896-913, juillet-septembre, 2016.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from common.utils import load_data\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Charger les données du fichier CSV dans un dataframe Pandas\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                       load\n",
       "2012-01-01 00:00:00  2698.0\n",
       "2012-01-01 01:00:00  2558.0\n",
       "2012-01-01 02:00:00  2444.0\n",
       "2012-01-01 03:00:00  2402.0\n",
       "2012-01-01 04:00:00  2403.0"
      ],
      "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>load</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2012-01-01 00:00:00</th>\n      <td>2698.0</td>\n    </tr>\n    <tr>\n      <th>2012-01-01 01:00:00</th>\n      <td>2558.0</td>\n    </tr>\n    <tr>\n      <th>2012-01-01 02:00:00</th>\n      <td>2444.0</td>\n    </tr>\n    <tr>\n      <th>2012-01-01 03:00:00</th>\n      <td>2402.0</td>\n    </tr>\n    <tr>\n      <th>2012-01-01 04:00:00</th>\n      <td>2403.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "data_dir = './data'\n",
    "energy = load_data(data_dir)[['load']]\n",
    "energy.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tracer toutes les données de charge disponibles (janvier 2012 à décembre 2014)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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117.02778 297.572097 \nL 117.186887 209.129996 \nL 117.282351 220.212691 \nL 117.345994 231.405116 \nL 117.377816 229.97863 \nL 117.47328 192.670548 \nL 117.505102 203.643513 \nL 117.727852 329.283967 \nL 117.759673 321.712621 \nL 117.982424 197.498652 \nL 118.109709 212.970534 \nL 118.173352 209.678644 \nL 118.236995 199.254327 \nL 118.491567 340.366662 \nL 118.55521 326.650455 \nL 118.714317 237.769435 \nL 118.77796 249.839697 \nL 118.873425 274.638599 \nL 118.937067 268.05482 \nL 119.00071 241.829433 \nL 119.032532 247.754834 \nL 119.255282 350.352061 \nL 119.287104 347.27963 \nL 119.382568 302.290472 \nL 119.478032 259.386177 \nL 119.541675 265.750497 \nL 119.63714 281.990486 \nL 119.668961 274.967788 \nL 119.764426 231.075927 \nL 119.796247 240.622406 \nL 119.987176 360.447189 \nL 120.018997 359.459622 \nL 120.08264 317.762353 \nL 120.241748 227.784037 \nL 120.273569 227.015929 \nL 120.30539 228.881334 \nL 120.337212 229.649441 \nL 120.432676 241.829433 \nL 120.464498 237.879165 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254.119154 \nL 124.092145 255.765099 \nL 124.219431 278.259678 \nL 124.251252 272.992654 \nL 124.346717 247.315915 \nL 124.378538 256.533206 \nL 124.601288 363.30016 \nL 124.63311 360.337459 \nL 124.728574 316.335868 \nL 124.887681 243.585107 \nL 124.983146 258.947259 \nL 125.014967 251.814831 \nL 125.110432 225.699174 \nL 125.142253 239.086191 \nL 125.333182 350.57152 \nL 125.365003 349.145034 \nL 125.428646 307.667225 \nL 125.587754 215.055397 \nL 125.746861 231.075927 \nL 125.778683 226.467281 \nL 125.874147 188.391091 \nL 125.905968 196.730545 \nL 126.096897 316.116408 \nL 126.128719 314.580193 \nL 126.192362 272.773195 \nL 126.256004 202.655946 \nL 126.319647 206.386754 \nL 126.446933 220.980798 \nL 126.510576 233.05106 \nL 126.574219 225.260255 \nL 126.637862 195.962437 \nL 126.669684 202.875406 \nL 126.892434 330.271534 \nL 126.956077 292.414803 \nL 127.115184 205.508917 \nL 127.178827 212.970534 \nL 127.274291 224.053229 \nL 127.306113 219.773772 \nL 127.401577 194.865141 \nL 127.433399 209.568914 \nL 127.624328 337.184502 \nL 127.656149 336.196935 \nL 127.719792 296.803989 \nL 127.878899 205.069999 \nL 127.910721 205.289458 \nL 128.038007 221.858636 \nL 128.069828 218.127827 \nL 128.165292 194.97487 \nL 128.197114 205.179728 \nL 128.388043 329.613156 \nL 128.419864 327.967211 \nL 128.483507 287.915887 \nL 128.642614 216.042964 \nL 128.833543 247.974293 \nL 128.897186 241.390514 \nL 128.929008 223.285121 \nL 128.992651 245.011593 \nL 129.183579 337.513691 \nL 129.247222 321.82235 \nL 129.40633 234.148357 \nL 129.469972 247.535375 \nL 129.565437 273.651032 \nL 129.62908 265.311579 \nL 129.692723 243.475378 \nL 129.756366 260.922392 \nL 129.947294 343.329363 \nL 130.010937 330.052075 \nL 130.170045 253.789965 \nL 130.265509 264.87266 \nL 130.297331 268.05482 \nL 130.329152 264.76293 \nL 130.456438 223.50458 \nL 130.488259 237.111058 \nL 130.679188 345.962874 \nL 130.71101 343.878011 \nL 130.774653 300.754257 \nL 130.93376 219.883502 \nL 131.029224 229.97863 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225.479714 \nL 134.147728 258.50834 \nL 134.211371 253.680235 \nL 134.243192 250.717535 \nL 134.306835 236.672139 \nL 134.338657 256.972125 \nL 134.529585 346.730982 \nL 134.62505 311.507763 \nL 134.752336 252.692668 \nL 134.784157 256.752666 \nL 134.879622 273.321843 \nL 134.911443 272.114817 \nL 135.038729 241.609973 \nL 135.07055 245.121322 \nL 135.293301 357.045569 \nL 135.325122 353.53422 \nL 135.420586 300.863987 \nL 135.547872 252.912128 \nL 135.579694 257.081855 \nL 135.675158 285.940754 \nL 135.738801 277.930489 \nL 135.802444 249.400779 \nL 135.834266 249.839697 \nL 136.025194 352.985572 \nL 136.057016 352.107735 \nL 136.120659 307.776955 \nL 136.279766 216.042964 \nL 136.343409 219.225124 \nL 136.438873 234.587276 \nL 136.470695 233.27052 \nL 136.566159 208.910536 \nL 136.597981 214.835938 \nL 136.788909 346.840712 \nL 136.820731 345.414226 \nL 136.884374 303.716958 \nL 136.979838 226.357551 \nL 137.043481 228.442415 \nL 137.202589 245.121322 \nL 137.23441 240.293218 \nL 137.298053 231.844034 \nL 137.329874 218.018098 \nL 137.361696 220.980798 \nL 137.552625 348.157467 \nL 137.584446 346.730982 \nL 137.648089 305.911551 \nL 137.743553 227.125659 \nL 137.807196 230.746738 \nL 137.934482 244.682404 \nL 137.966304 247.974293 \nL 137.998125 246.438078 \nL 138.09359 220.980798 \nL 138.125411 223.175392 \nL 138.31634 350.352061 \nL 138.348161 349.145034 \nL 138.411804 305.472632 \nL 138.507269 231.624575 \nL 138.53909 231.953764 \nL 138.730019 245.88943 \nL 138.793662 239.854299 \nL 138.857305 220.871069 \nL 138.889126 221.529447 \nL 139.080055 347.38936 \nL 139.111876 346.292063 \nL 139.175519 305.143443 \nL 139.334627 233.928898 \nL 139.589198 261.141852 \nL 139.652841 244.353215 \nL 139.684663 265.201849 \nL 139.875592 359.788811 \nL 139.939235 341.354229 \nL 140.098342 263.994823 \nL 140.161985 275.077518 \nL 140.257449 289.452103 \nL 140.289271 286.489402 \nL 140.416557 266.189416 \nL 140.639307 371.420154 \nL 140.671128 368.237994 \nL 140.766593 324.016944 \nL 140.893879 275.845625 \nL 140.9257 278.698596 \nL 140.989343 287.14778 \nL 141.021164 285.721294 \nL 141.180272 253.460776 \nL 141.3712 365.165564 \nL 141.403022 364.507186 \nL 141.466665 328.735319 \nL 141.657594 220.871069 \nL 141.721237 218.457016 \nL 141.753058 218.786205 \nL 141.880344 223.065662 \nL 141.943987 213.080263 \nL 142.166737 353.64395 \nL 142.23038 319.408298 \nL 142.421309 225.369985 \nL 142.45313 225.808903 \nL 142.484952 224.162958 \nL 142.516773 226.577011 \nL 142.644059 235.794302 \nL 142.675881 230.307819 \nL 142.707702 227.564578 \nL 142.930452 357.484488 \nL 142.994095 323.248836 \nL 143.153203 243.585107 \nL 143.185024 242.268351 \nL 143.344131 254.777532 \nL 143.375953 252.034291 \nL 143.471417 233.489979 \nL 143.662346 354.521787 \nL 143.694167 353.973139 \nL 143.75781 317.213705 \nL 143.916918 239.964029 \nL 143.948739 239.195921 \nL 144.076025 250.717535 \nL 144.171489 249.729968 \nL 144.235132 233.16079 \nL 144.457883 352.217465 \nL 144.489704 343.439092 \nL 144.712454 236.891598 \nL 144.744276 238.427813 \nL 144.776097 238.537543 \nL 144.935205 255.765099 \nL 144.967026 251.595372 \nL 144.998848 245.121322 \nL 145.221598 362.861241 \nL 145.253419 359.020703 \nL 145.348884 306.679658 \nL 145.444348 259.825096 \nL 145.507991 265.860227 \nL 145.571634 271.785628 \nL 145.603455 270.029954 \nL 145.762563 252.14402 \nL 145.985313 365.055834 \nL 146.017134 363.0807 \nL 146.112599 320.725054 \nL 146.271706 257.411044 \nL 146.335349 265.421308 \nL 146.367171 263.665634 \nL 146.462635 239.744569 \nL 146.526278 249.949427 \nL 146.717207 351.339627 \nL 146.749028 349.693683 \nL 146.812671 310.739655 \nL 146.971778 211.544048 \nL 147.0036 210.446752 \nL 147.130886 226.247822 \nL 147.162707 221.309987 \nL 147.194529 215.823505 \nL 147.258172 222.626743 \nL 147.321814 258.61807 \nL 147.512743 351.998005 \nL 147.576386 316.774786 \nL 147.735494 229.759171 \nL 147.767315 230.198089 \nL 147.926422 245.88943 \nL 147.958244 241.500244 \nL 148.021887 234.148357 \nL 148.053708 228.113226 \nL 148.276458 351.888276 \nL 148.340101 313.153708 \nL 148.499209 235.684572 \nL 148.53103 235.574842 \nL 148.658316 251.705102 \nL 148.690137 250.827264 \nL 148.817423 231.953764 \nL 149.008352 350.022872 \nL 149.040174 348.486656 \nL 149.103817 310.191007 \nL 149.262924 240.073758 \nL 149.422031 248.852131 \nL 149.453853 247.096456 \nL 149.549317 227.454848 \nL 149.581139 232.063493 \nL 149.803889 354.412058 \nL 149.867532 319.847217 \nL 150.026639 223.61431 \nL 150.05846 225.150525 \nL 150.217568 246.328349 \nL 150.249389 245.340782 \nL 150.281211 244.682404 \nL 150.344854 231.514845 \nL 150.567604 345.194767 \nL 150.599425 339.379095 \nL 150.790354 249.949427 \nL 150.885819 269.591035 \nL 150.949462 280.67373 \nL 150.981283 276.174814 \nL 151.108569 250.278616 \nL 151.331319 352.436924 \nL 151.394962 343.219633 \nL 151.585891 264.543471 \nL 151.649534 274.41914 \nL 151.713177 279.905623 \nL 151.744998 272.444006 \nL 151.872284 238.866732 \nL 152.063213 348.596386 \nL 152.095034 346.401793 \nL 152.158677 306.24074 \nL 152.317785 231.514845 \nL 152.413249 238.537543 \nL 152.476892 247.864564 \nL 152.540535 243.475378 \nL 152.635999 225.040796 \nL 152.826928 352.985572 \nL 152.858749 352.327194 \nL 152.922392 313.263437 \nL 153.0815 213.189993 \nL 153.113321 207.593781 \nL 153.176964 213.189993 \nL 153.240607 220.54188 \nL 153.272428 217.24999 \nL 153.367893 208.252159 \nL 153.399714 214.06783 \nL 153.622465 345.194767 \nL 153.686108 307.996414 \nL 153.845215 222.297554 \nL 153.877036 222.626743 \nL 154.004322 237.220787 \nL 154.036144 233.16079 \nL 154.131608 216.591612 \nL 154.16343 218.018098 \nL 154.38618 347.060171 \nL 154.449823 309.752089 \nL 154.60893 218.566746 \nL 154.640751 218.566746 \nL 154.768037 235.135924 \nL 154.799859 234.806735 \nL 154.927145 218.786205 \nL 155.149895 351.559087 \nL 155.181716 342.780714 \nL 155.372645 215.823505 \nL 155.404467 219.005665 \nL 155.531753 237.879165 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255.545639 \nL 158.968471 357.045569 \nL 159.032114 319.627757 \nL 159.191221 222.517014 \nL 159.223042 221.968365 \nL 159.350328 234.367816 \nL 159.38215 230.856467 \nL 159.477614 222.297554 \nL 159.509436 224.162958 \nL 159.732186 352.546654 \nL 159.764007 343.329363 \nL 159.986758 218.786205 \nL 160.018579 223.285121 \nL 160.114044 235.026194 \nL 160.209508 231.953764 \nL 160.273151 224.931066 \nL 160.495901 352.107735 \nL 160.527723 342.780714 \nL 160.750473 231.295386 \nL 160.973223 254.996991 \nL 161.005045 255.32618 \nL 161.036866 245.121322 \nL 161.068687 259.166718 \nL 161.259616 358.142866 \nL 161.323259 345.853145 \nL 161.482367 261.361311 \nL 161.546009 268.493739 \nL 161.609652 277.381841 \nL 161.673295 271.34671 \nL 161.800581 256.204017 \nL 162.023331 368.567183 \nL 162.118796 349.803412 \nL 162.277903 268.16455 \nL 162.309725 270.029954 \nL 162.373368 276.833192 \nL 162.405189 275.955355 \nL 162.564296 242.487811 \nL 162.755225 361.325026 \nL 162.818868 350.352061 \nL 163.041618 218.566746 \nL 163.07344 221.200258 \nL 163.105261 221.529447 \nL 163.168904 229.429982 \nL 163.200726 227.674307 \nL 163.328011 222.736473 \nL 163.51894 353.095302 \nL 163.550762 352.766113 \nL 163.614405 316.665057 \nL 163.773512 213.409452 \nL 163.805333 211.982967 \nL 163.837155 213.628912 \nL 163.900798 219.554313 \nL 163.932619 224.053229 \nL 163.996262 220.651609 \nL 164.028084 219.225124 \nL 164.091727 219.444583 \nL 164.314477 351.668816 \nL 164.346298 342.341796 \nL 164.60087 209.568914 \nL 164.632692 210.117563 \nL 164.696334 215.933234 \nL 164.759977 212.421885 \nL 164.82362 211.982967 \nL 164.855442 208.471618 \nL 165.078192 347.608819 \nL 165.110014 339.818014 \nL 165.332764 222.955932 \nL 165.364585 225.479714 \nL 165.396407 226.138092 \nL 165.555514 237.001328 \nL 165.587336 237.111058 \nL 165.619157 224.821336 \nL 165.650978 243.146189 \nL 165.841907 350.681249 \nL 165.90555 321.163973 \nL 166.064658 229.8689 \nL 166.096479 228.881334 \nL 166.1283 230.746738 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223.394851 \nL 171.187913 342.561255 \nL 171.251556 315.019112 \nL 171.442485 205.399188 \nL 171.7607 233.928898 \nL 171.951629 347.060171 \nL 171.98345 344.536389 \nL 172.047093 321.493162 \nL 172.2062 225.918633 \nL 172.238022 226.79647 \nL 172.301665 232.721871 \nL 172.333486 230.198089 \nL 172.397129 224.162958 \nL 172.428951 224.931066 \nL 172.556236 274.748329 \nL 172.715344 356.93584 \nL 172.747165 356.71638 \nL 172.778987 356.167732 \nL 173.001737 255.874828 \nL 173.129023 256.972125 \nL 173.256309 251.046724 \nL 173.479059 360.447189 \nL 173.574523 342.232066 \nL 173.765452 244.901863 \nL 173.797274 247.425645 \nL 173.860916 243.036459 \nL 173.956381 225.479714 \nL 174.020024 225.808903 \nL 174.210953 350.790979 \nL 174.274596 341.13477 \nL 174.497346 186.635417 \nL 174.560989 188.83001 \nL 174.624632 200.022435 \nL 174.656453 196.620815 \nL 174.688275 191.024603 \nL 174.720096 191.90244 \nL 174.81556 242.487811 \nL 175.006489 340.695851 \nL 175.070132 309.31317 \nL 175.229239 200.022435 \nL 175.324704 191.244062 \nL 175.388347 194.755411 \nL 175.420168 194.426222 \nL 175.515633 201.55865 \nL 175.547454 196.620815 \nL 175.770204 339.488825 \nL 175.833847 311.288304 \nL 176.024776 192.999737 \nL 176.088419 189.488388 \nL 176.120241 191.573251 \nL 176.342991 227.454848 \nL 176.53392 347.938008 \nL 176.597562 321.93208 \nL 176.75667 218.676476 \nL 176.852134 214.726208 \nL 176.883956 217.140261 \nL 177.106706 247.425645 \nL 177.297635 356.496921 \nL 177.361278 345.962874 \nL 177.552206 240.622406 \nL 177.647671 250.388346 \nL 177.679492 250.388346 \nL 177.743135 238.318084 \nL 177.806778 242.70727 \nL 177.870421 264.433741 \nL 178.06135 360.776378 \nL 178.124993 354.302328 \nL 178.538672 237.220787 \nL 178.602315 240.951595 \nL 178.793244 352.875843 \nL 178.856887 342.232066 \nL 179.079637 205.179728 \nL 179.111458 207.81324 \nL 179.175101 215.823505 \nL 179.206923 219.115394 \nL 179.238744 215.274856 \nL 179.270566 209.898103 \nL 179.334209 217.24999 \nL 179.36603 220.761339 \nL 179.58878 344.09747 \nL 179.620602 336.526124 \nL 179.843352 213.299723 \nL 179.875173 214.835938 \nL 179.906995 214.616478 \nL 179.970638 223.833769 \nL 180.034281 219.005665 \nL 180.161567 237.549976 \nL 180.352495 348.706116 \nL 180.416138 317.213705 \nL 180.575246 219.773772 \nL 180.607067 218.127827 \nL 180.67071 219.005665 \nL 180.861639 230.637008 \nL 180.89346 225.808903 \nL 181.116211 349.364494 \nL 181.179853 317.872083 \nL 181.338961 213.519182 \nL 181.402604 217.140261 \nL 181.434425 216.042964 \nL 181.625354 230.198089 \nL 181.657175 223.50458 \nL 181.688997 236.34295 \nL 181.879926 349.364494 \nL 181.943569 320.286135 \nL 182.134497 208.142429 \nL 182.229962 210.556481 \nL 182.452712 247.535375 \nL 182.643641 353.863409 \nL 182.675462 352.985572 \nL 182.739105 325.882348 \nL 182.898213 241.500244 \nL 182.930034 244.353215 \nL 182.993677 252.473209 \nL 183.05732 248.193753 \nL 183.089141 245.231052 \nL 183.120963 246.876997 \nL 183.216427 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191.903687 199.473786 \nL 192.094616 70.431713 \nL 192.126438 68.895498 \nL 192.19008 69.224687 \nL 192.285545 80.746301 \nL 192.381009 111.031685 \nL 192.571938 275.955355 \nL 192.635581 257.630503 \nL 192.890153 73.284684 \nL 192.985617 89.744132 \nL 193.176546 191.463522 \nL 193.367475 301.302905 \nL 193.399296 297.791556 \nL 193.622046 170.285698 \nL 193.685689 175.223533 \nL 193.90844 229.759171 \nL 194.099368 337.294232 \nL 194.13119 336.745583 \nL 194.163011 336.306665 \nL 194.57669 192.560818 \nL 194.703976 246.986726 \nL 194.863084 324.455862 \nL 194.926726 298.011016 \nL 195.117655 169.73705 \nL 195.21312 181.368393 \nL 195.43587 220.871069 \nL 195.626799 337.184502 \nL 195.690442 309.20344 \nL 195.88137 189.378658 \nL 195.913192 189.598117 \nL 195.945013 187.952173 \nL 195.976835 191.353792 \nL 196.199585 229.320252 \nL 196.390514 338.391528 \nL 196.454157 313.482897 \nL 196.645086 195.962437 \nL 196.708729 193.219196 \nL 196.9633 222.736473 \nL 197.154229 336.526124 \nL 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213.987784 319.627757 \nL 214.274177 177.747315 \nL 214.33782 181.148934 \nL 214.465106 204.850539 \nL 214.496928 204.082432 \nL 214.560571 248.193753 \nL 214.719678 337.074772 \nL 214.751499 336.526124 \nL 214.783321 332.466127 \nL 215.006071 208.691077 \nL 215.101535 208.910536 \nL 215.165178 199.034868 \nL 215.197 201.229461 \nL 215.547036 339.269365 \nL 215.578857 325.992077 \nL 215.865251 180.271097 \nL 215.928894 161.726785 \nL 215.992536 169.84678 \nL 216.024358 169.73705 \nL 216.119822 257.081855 \nL 216.247108 305.143443 \nL 216.27893 297.133178 \nL 216.660787 79.539274 \nL 216.72443 91.499807 \nL 217.010823 277.930489 \nL 217.074466 254.119154 \nL 217.297217 85.793865 \nL 217.329038 90.40251 \nL 217.647253 257.191584 \nL 217.774539 315.238571 \nL 217.80636 309.971548 \nL 218.188218 149.766253 \nL 218.25186 158.873814 \nL 218.410968 266.628335 \nL 218.538254 315.458031 \nL 218.570075 309.4229 \nL 218.856468 159.751651 \nL 218.88829 162.165704 \nL 218.920111 163.811649 \nL 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227.702836 315.238571 \nL 227.766479 291.427236 \nL 228.02105 135.391668 \nL 228.116515 126.503566 \nL 228.148336 128.039781 \nL 228.275622 168.200835 \nL 228.466551 311.727222 \nL 228.530194 285.831024 \nL 228.784765 105.764662 \nL 228.848408 100.278179 \nL 228.912051 102.143583 \nL 229.039337 142.085177 \nL 229.230266 295.377504 \nL 229.262087 291.536966 \nL 229.548481 84.696568 \nL 229.643945 97.864127 \nL 229.803052 143.182474 \nL 229.993981 278.369407 \nL 230.057624 251.156453 \nL 230.280374 103.789528 \nL 230.344017 117.396005 \nL 230.598589 209.239725 \nL 230.757696 299.108312 \nL 230.789518 298.559664 \nL 230.853161 280.564001 \nL 231.075911 157.666788 \nL 231.26684 168.310565 \nL 231.298661 167.761916 \nL 231.553233 301.632094 \nL 231.585054 296.4748 \nL 231.648697 262.239148 \nL 231.839626 164.908945 \nL 231.935091 146.254904 \nL 231.966912 138.573828 \nL 232.030555 148.120308 \nL 232.062376 146.035445 \nL 232.285127 300.863987 \nL 232.316948 295.048315 \nL 232.635163 98.961423 \nL 232.698806 100.168449 \nL 232.730627 101.704665 \nL 232.857913 151.302468 \nL 233.048842 295.487234 \nL 233.080663 291.207777 \nL 233.367056 101.046287 \nL 233.430699 107.191147 \nL 233.557985 130.014915 \nL 233.589807 127.710593 \nL 233.812557 294.280207 \nL 233.844378 289.561832 \nL 234.194415 111.690063 \nL 234.258057 119.480868 \nL 234.385343 155.801384 \nL 234.576272 292.414803 \nL 234.608094 288.245076 \nL 234.894487 125.625729 \nL 234.926308 127.491133 \nL 235.085416 148.559227 \nL 235.117237 147.68139 \nL 235.339987 312.166141 \nL 235.371809 306.569929 \nL 235.721845 120.687895 \nL 235.753666 121.346273 \nL 235.880952 144.608959 \nL 236.135524 304.046147 \nL 236.167345 296.4748 \nL 236.549203 193.877574 \nL 236.676489 220.322421 \nL 236.899239 337.513691 \nL 236.962882 327.528292 \nL 237.185632 225.589444 \nL 237.217454 226.79647 \nL 237.249275 224.272688 \nL 237.408383 203.314324 \nL 237.631133 332.466127 \nL 237.662954 326.211537 \nL 237.949347 160.958678 \nL 238.01299 163.592189 \nL 238.076633 163.921378 \nL 238.203919 202.985135 \nL 238.394848 321.273702 \nL 238.458491 289.122914 \nL 238.681241 151.083009 \nL 238.713063 147.791119 \nL 238.808527 148.778686 \nL 238.903991 167.871646 \nL 238.935813 165.786782 \nL 239.158563 329.283967 \nL 239.190385 321.93208 \nL 239.508599 152.948413 \nL 239.604064 156.459762 \nL 239.73135 197.059734 \nL 239.922278 324.236403 \nL 239.9541 319.188839 \nL 240.304136 128.36897 \nL 240.367779 132.428968 \nL 240.495065 176.430559 \nL 240.685993 307.996414 \nL 240.749636 280.89319 \nL 241.004208 127.052215 \nL 241.03603 127.710593 \nL 241.226958 154.594358 \nL 241.449709 319.408298 \nL 241.513352 309.532629 \nL 241.895209 177.088937 \nL 242.022495 208.361888 \nL 242.213424 332.136938 \nL 242.245245 331.039641 \nL 242.34071 290.988318 \nL 242.531638 190.256495 \nL 242.658924 164.799216 \nL 242.754389 172.260832 \nL 242.977139 315.896949 \nL 243.040782 285.062916 \nL 243.295354 120.029517 \nL 243.327175 116.298709 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345.414226 \nL 247.654894 330.600723 \nL 247.845823 238.208354 \nL 247.877645 242.048892 \nL 247.941288 246.438078 \nL 247.973109 242.59754 \nL 248.068573 234.916464 \nL 248.100395 239.41538 \nL 248.323145 354.192598 \nL 248.354967 351.120168 \nL 248.482252 275.296977 \nL 248.577717 229.539711 \nL 248.64136 231.075927 \nL 248.673181 230.966197 \nL 248.736824 220.651609 \nL 248.832289 201.010001 \nL 248.86411 206.496484 \nL 249.08686 340.586121 \nL 249.150503 302.94885 \nL 249.309611 191.573251 \nL 249.405075 187.513254 \nL 249.468718 192.01217 \nL 249.500539 189.378658 \nL 249.596004 178.844611 \nL 249.691468 261.6905 \nL 249.850575 324.785051 \nL 249.914218 283.526701 \nL 250.073326 161.507326 \nL 250.16879 158.764085 \nL 250.264255 163.043541 \nL 250.296076 161.946245 \nL 250.327897 161.507326 \nL 250.359719 153.387332 \nL 250.39154 165.567323 \nL 250.614291 321.602891 \nL 250.677934 284.953187 \nL 250.868862 168.420294 \nL 250.996148 160.958678 \nL 251.02797 161.946245 \nL 251.091613 166.44516 \nL 251.123434 154.923547 \nL 251.155256 164.031108 \nL 251.378006 320.834784 \nL 251.441649 286.379672 \nL 251.632578 152.509494 \nL 251.728042 140.878151 \nL 251.759863 142.304637 \nL 251.823506 155.472195 \nL 251.982614 235.135924 \nL 252.141721 317.433164 \nL 252.205364 301.412635 \nL 252.428114 181.039204 \nL 252.491757 185.318661 \nL 252.5554 187.184065 \nL 252.587221 185.977039 \nL 252.650864 180.819745 \nL 252.746329 254.887262 \nL 252.937258 337.403961 \nL 253.032722 300.863987 \nL 253.191829 239.41538 \nL 253.255472 243.585107 \nL 253.287294 241.939162 \nL 253.41458 213.628912 \nL 253.446401 225.260255 \nL 253.63733 351.229898 \nL 253.669151 351.120168 \nL 253.732794 312.60506 \nL 253.891902 212.202426 \nL 253.923723 209.568914 \nL 253.987366 211.763507 \nL 254.051009 221.419717 \nL 254.114652 216.152694 \nL 254.178295 203.533783 \nL 254.210116 217.35972 \nL 254.432866 352.656383 \nL 254.496509 311.178574 \nL 254.655617 224.711607 \nL 254.751081 216.591612 \nL 254.814724 217.46945 \nL 254.910188 212.312156 \nL 254.94201 199.144597 \nL 254.973831 212.312156 \nL 255.196582 354.082869 \nL 255.260225 316.555327 \nL 255.419332 221.200258 \nL 255.514796 205.838106 \nL 255.578439 207.81324 \nL 255.673904 204.850539 \nL 255.705725 192.780277 \nL 255.737547 205.728377 \nL 255.960297 346.730982 \nL 256.02394 310.849385 \nL 256.214869 196.511086 \nL 256.373976 180.490556 \nL 256.437619 184.879742 \nL 256.46944 172.260832 \nL 256.501262 185.318661 \nL 256.724012 339.927743 \nL 256.787655 304.704524 \nL 256.978584 188.061902 \nL 257.042227 175.881911 \nL 257.10587 178.076504 \nL 257.264977 196.840275 \nL 257.487727 333.563423 \nL 257.519549 332.685586 \nL 257.710477 228.113226 \nL 257.837763 243.475378 \nL 257.869585 245.7797 \nL 257.901406 243.585107 \nL 257.996871 230.527278 \nL 258.028692 241.719703 \nL 258.251442 359.130433 \nL 258.283264 357.594218 \nL 258.378728 313.592626 \nL 258.537835 257.959692 \nL 258.601478 263.116986 \nL 258.6333 261.58077 \nL 258.760586 219.334854 \nL 258.792407 237.659706 \nL 258.983336 356.058003 \nL 259.015157 355.180165 \nL 259.0788 314.141275 \nL 259.237908 219.225124 \nL 259.365194 213.299723 \nL 259.397015 213.628912 \nL 259.428836 212.751074 \nL 259.524301 189.817577 \nL 259.556122 208.252159 \nL 259.747051 346.401793 \nL 259.778873 346.072604 \nL 259.842516 307.886684 \nL 260.001623 202.875406 \nL 260.097087 198.925138 \nL 260.128909 200.571083 \nL 260.16073 201.119731 \nL 260.256195 178.515422 \nL 260.288016 179.612719 \nL 260.542588 336.416394 \nL 260.574409 329.174237 \nL 260.797159 204.192161 \nL 260.988088 218.237557 \nL 261.051731 199.144597 \nL 261.083553 215.055397 \nL 261.306303 349.035305 \nL 261.369946 309.31317 \nL 261.529053 223.833769 \nL 261.592696 226.028363 \nL 261.624518 225.369985 \nL 261.688161 231.405116 \nL 261.751803 227.893767 \nL 261.815446 202.655946 \nL 261.847268 216.372153 \nL 262.038197 347.38936 \nL 262.070018 347.27963 \nL 262.133661 309.093711 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226.9062 \nL 265.634022 196.291626 \nL 265.665844 218.018098 \nL 265.888594 352.546654 \nL 265.952237 310.629926 \nL 266.111344 206.606214 \nL 266.143166 203.424054 \nL 266.206809 203.753243 \nL 266.270452 211.324589 \nL 266.302273 207.484051 \nL 266.397737 186.415957 \nL 266.652309 345.962874 \nL 266.684131 337.95261 \nL 266.906881 220.651609 \nL 267.034167 229.8689 \nL 267.065988 228.771604 \nL 267.129631 210.227292 \nL 267.161453 196.950004 \nL 267.193274 215.384586 \nL 267.416024 349.803412 \nL 267.479667 312.275871 \nL 267.638775 214.726208 \nL 267.670596 213.299723 \nL 267.702417 215.384586 \nL 267.734239 214.506749 \nL 267.797882 220.322421 \nL 267.829703 216.811072 \nL 267.893346 200.680812 \nL 267.925168 206.277025 \nL 268.179739 353.863409 \nL 268.243382 338.062339 \nL 268.40249 234.258087 \nL 268.466133 240.402947 \nL 268.561597 255.545639 \nL 268.593418 250.607805 \nL 268.657061 227.125659 \nL 268.688883 230.637008 \nL 268.943455 363.519619 \nL 269.007098 351.668816 \nL 269.229848 235.026194 \nL 269.293491 248.193753 \nL 269.325312 251.156453 \nL 269.357134 243.914296 \nL 269.420777 219.554313 \nL 269.452598 220.322421 \nL 269.70717 358.691514 \nL 269.738991 350.022872 \nL 269.961741 217.140261 \nL 270.089027 228.661874 \nL 270.120849 228.003496 \nL 270.216313 193.219196 \nL 270.248135 214.506749 \nL 270.439063 352.107735 \nL 270.470885 350.790979 \nL 270.534528 312.934248 \nL 270.693635 220.322421 \nL 270.725457 217.24999 \nL 270.7891 218.895935 \nL 270.852743 225.369985 \nL 270.884564 223.943499 \nL 270.980028 196.840275 \nL 271.01185 218.347287 \nL 271.202779 350.681249 \nL 271.2346 349.145034 \nL 271.298243 312.49533 \nL 271.45735 212.202426 \nL 271.489172 210.556481 \nL 271.616458 220.54188 \nL 271.648279 217.579179 \nL 271.711922 188.83001 \nL 271.775565 210.88567 \nL 271.966494 347.718549 \nL 271.998315 347.49909 \nL 272.061958 311.946682 \nL 272.221066 207.154862 \nL 272.252887 204.960269 \nL 272.284708 208.032699 \nL 272.31653 209.129996 \nL 272.380173 219.334854 \nL 272.411994 214.835938 \nL 272.475637 190.914873 \nL 272.507459 194.316493 \nL 272.730209 348.267197 \nL 272.793852 338.720717 \nL 273.016602 212.970534 \nL 273.048424 215.604045 \nL 273.080245 214.17756 \nL 273.175709 225.369985 \nL 273.207531 225.260255 \nL 273.271174 205.179728 \nL 273.302995 221.200258 \nL 273.525746 346.182334 \nL 273.557567 344.646119 \nL 273.653031 288.354806 \nL 273.780317 237.659706 \nL 273.812139 240.512677 \nL 273.907603 245.560241 \nL 274.003068 219.444583 \nL 274.034889 224.272688 \nL 274.257639 352.875843 \nL 274.353104 344.536389 \nL 274.575854 256.533206 \nL 274.639497 258.727799 \nL 274.671318 258.069421 \nL 274.766783 217.24999 \nL 274.830426 241.171055 \nL 275.021354 357.265029 \nL 275.053176 356.167732 \nL 275.116819 324.675321 \nL 275.275926 217.140261 \nL 275.307748 217.688909 \nL 275.435034 236.34295 \nL 275.466855 233.819168 \nL 275.530498 194.645681 \nL 275.594141 216.481883 \nL 275.78507 350.900709 \nL 275.816891 349.035305 \nL 275.880534 306.679658 \nL 276.039641 217.46945 \nL 276.071463 217.579179 \nL 276.198749 229.649441 \nL 276.23057 226.357551 \nL 276.294213 189.159199 \nL 276.357856 212.202426 \nL 276.548785 347.27963 \nL 276.580606 346.950441 \nL 276.644249 308.215873 \nL 276.803357 213.628912 \nL 276.835178 211.653778 \nL 276.866999 212.970534 \nL 276.962464 219.225124 \nL 277.057928 182.026771 \nL 277.08975 190.695414 \nL 277.3125 345.085037 \nL 277.376143 334.002342 \nL 277.53525 220.651609 \nL 277.598893 221.748906 \nL 277.726179 237.769435 \nL 277.758 235.794302 \nL 277.853465 193.109466 \nL 277.885286 211.10513 \nL 278.108037 344.536389 \nL 278.17168 305.582362 \nL 278.330787 208.581348 \nL 278.426251 224.272688 \nL 278.489894 237.440247 \nL 278.521716 234.697005 \nL 278.585359 199.364057 \nL 278.649001 215.713775 \nL 278.871752 337.513691 \nL 278.903573 332.136938 \nL 279.094502 239.744569 \nL 279.158145 254.887262 \nL 279.253609 269.920224 \nL 279.285431 263.226715 \nL 279.349074 219.005665 \nL 279.412717 237.659706 \nL 279.635467 351.998005 \nL 279.667288 350.790979 \nL 279.762753 298.120745 \nL 279.890039 230.417549 \nL 279.92186 231.514845 \nL 280.017324 241.500244 \nL 280.049146 235.355383 \nL 280.112789 206.825673 \nL 280.14461 211.982967 \nL 280.367361 346.621252 \nL 280.431004 335.648287 \nL 280.653754 206.606214 \nL 280.78104 215.274856 \nL 280.812861 212.751074 \nL 280.876504 178.405693 \nL 280.908326 187.184065 \nL 281.162897 345.743415 \nL 281.194719 337.73315 \nL 281.417469 209.349455 \nL 281.544755 229.539711 \nL 281.576576 225.589444 \nL 281.640219 181.039204 \nL 281.703862 205.728377 \nL 281.894791 334.77045 \nL 281.926612 334.112072 \nL 281.990255 293.40237 \nL 282.08572 216.591612 \nL 282.117541 219.334854 \nL 282.244827 230.637008 \nL 282.30847 239.195921 \nL 282.340291 236.781869 \nL 282.403934 191.79271 \nL 282.467577 214.945667 \nL 282.658506 342.780714 \nL 282.690328 342.341796 \nL 282.753971 301.741824 \nL 282.849435 219.773772 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348.376927 \nL 286.572546 308.874251 \nL 286.668011 227.345118 \nL 286.699832 227.454848 \nL 286.731654 227.125659 \nL 286.763475 227.784037 \nL 286.890761 241.939162 \nL 286.922582 238.976462 \nL 286.986225 190.585684 \nL 287.049868 218.566746 \nL 287.240797 344.646119 \nL 287.272619 344.536389 \nL 287.336262 302.94885 \nL 287.399904 221.200258 \nL 287.463547 223.285121 \nL 287.622655 238.757002 \nL 287.654476 241.280784 \nL 287.686298 238.427813 \nL 287.749941 191.90244 \nL 287.813583 218.566746 \nL 288.004512 344.646119 \nL 288.036334 343.000174 \nL 288.099977 303.936417 \nL 288.227263 226.247822 \nL 288.259084 226.357551 \nL 288.418191 241.061325 \nL 288.450013 237.440247 \nL 288.513656 192.451088 \nL 288.577299 216.042964 \nL 288.768227 342.232066 \nL 288.800049 341.683418 \nL 288.863692 304.923984 \nL 289.022799 218.018098 \nL 289.086442 226.79647 \nL 289.181906 243.036459 \nL 289.213728 242.158622 \nL 289.277371 208.691077 \nL 289.341014 235.355383 \nL 289.563764 353.095302 \nL 289.595586 348.815845 \nL 289.722871 265.092119 \nL 289.786514 246.547808 \nL 289.850157 255.874828 \nL 289.945622 268.274279 \nL 289.977443 262.678067 \nL 290.041086 222.626743 \nL 290.104729 250.168886 \nL 290.327479 357.594218 \nL 290.359301 355.728814 \nL 290.454765 307.008847 \nL 290.613872 243.914296 \nL 290.709337 250.498075 \nL 290.804801 196.730545 \nL 290.868444 231.185656 \nL 291.059373 348.047738 \nL 291.091194 346.950441 \nL 291.154837 308.435333 \nL 291.313945 196.511086 \nL 291.345766 193.219196 \nL 291.377588 195.742978 \nL 291.568516 224.711607 \nL 291.85491 381.076364 \nL 291.918552 350.681249 \nL 292.109481 236.672139 \nL 292.173124 235.904031 \nL 292.236767 239.086191 \nL 292.332232 202.107298 \nL 292.364053 213.958101 \nL 292.586803 351.339627 \nL 292.650446 343.000174 \nL 292.841375 220.871069 \nL 292.873196 221.419717 \nL 293.000482 232.502412 \nL 293.032304 226.79647 \nL 293.095947 212.860804 \nL 293.127768 221.639176 \nL 293.191411 257.849962 \nL 293.350518 349.803412 \nL 293.38234 349.474223 \nL 293.445983 310.520196 \nL 293.60509 221.200258 \nL 293.700555 230.08836 \nL 293.764197 238.976462 \nL 293.796019 232.392682 \nL 293.859662 189.598117 \nL 293.923305 216.701342 \nL 294.114234 346.401793 \nL 294.146055 346.182334 \nL 294.209698 308.983981 \nL 294.368805 225.808903 \nL 294.400627 226.467281 \nL 294.527913 238.757002 \nL 294.623377 202.655946 \nL 294.655199 213.628912 \nL 294.90977 348.157467 \nL 294.973413 331.36883 \nL 295.13252 241.500244 \nL 295.196163 248.193753 \nL 295.291628 262.568337 \nL 295.323449 252.582939 \nL 295.387092 214.726208 \nL 295.450735 239.52511 \nL 295.673485 353.973139 \nL 295.705307 346.730982 \nL 296.118986 189.049469 \nL 296.182629 212.641345 \nL 296.405379 336.416394 \nL 296.437201 334.002342 \nL 296.500843 284.843457 \nL 296.659951 201.55865 \nL 296.691772 201.778109 \nL 296.787237 209.678644 \nL 296.819058 207.593781 \nL 296.882701 157.447329 \nL 296.946344 174.674884 \nL 297.169094 316.335868 \nL 297.232737 301.302905 \nL 297.328202 205.399188 \nL 297.423666 212.092696 \nL 297.550952 224.382418 \nL 297.582773 222.955932 \nL 297.678238 161.507326 \nL 297.710059 172.370562 \nL 297.932809 309.4229 \nL 297.996452 298.230475 \nL 298.187381 188.391091 \nL 298.219203 189.049469 \nL 298.251024 192.670548 \nL 298.314667 191.463522 \nL 298.346488 188.391091 \nL 298.410131 141.646259 \nL 298.473774 163.811649 \nL 298.696525 314.251004 \nL 298.728346 313.263437 \nL 298.791989 269.261846 \nL 298.951096 182.136501 \nL 298.982918 182.136501 \nL 299.078382 192.780277 \nL 299.110204 189.159199 \nL 299.173847 153.82625 \nL 299.237489 172.260832 \nL 299.46024 320.615324 \nL 299.523883 308.983981 \nL 299.651169 210.775941 \nL 299.714811 212.860804 \nL 299.842097 233.489979 \nL 299.873919 231.295386 \nL 299.937562 184.331094 \nL 300.001205 204.63108 \nL 300.255776 336.087205 \nL 300.319419 316.445597 \nL 300.446705 246.218619 \nL 300.510348 251.705102 \nL 300.605813 270.249413 \nL 300.637634 265.531038 \nL 300.701277 205.728377 \nL 300.76492 222.846203 \nL 301.019492 343.878011 \nL 301.051313 340.147203 \nL 301.146777 293.29264 \nL 301.242242 248.193753 \nL 301.305885 252.25375 \nL 301.369528 264.653201 \nL 301.401349 262.897526 \nL 301.464992 203.094865 \nL 301.528635 226.9062 \nL 301.751385 345.962874 \nL 301.815028 335.867746 \nL 302.005957 220.651609 \nL 302.037778 225.040796 \nL 302.133243 233.819168 \nL 302.165064 232.941331 \nL 302.228707 177.747315 \nL 302.29235 200.022435 \nL 302.546922 352.546654 \nL 302.578743 342.122336 \nL 302.801494 215.384586 \nL 302.865137 218.237557 \nL 302.896958 221.858636 \nL 302.928779 218.566746 \nL 302.992422 169.62732 \nL 303.056065 186.415957 \nL 303.278816 322.370999 \nL 303.342459 307.996414 \nL 303.437923 201.33919 \nL 303.533387 209.898103 \nL 303.660673 225.808903 \nL 303.692495 220.54188 \nL 303.756138 161.836515 \nL 303.81978 175.99164 \nL 304.042531 312.60506 \nL 304.106174 299.108312 \nL 304.201638 195.304059 \nL 304.297102 202.217028 \nL 304.424388 220.980798 \nL 304.45621 215.384586 \nL 304.519853 162.824082 \nL 304.583496 174.016507 \nL 304.806246 313.592626 \nL 304.869889 299.327771 \nL 304.997175 196.511086 \nL 305.060818 200.351623 \nL 305.188103 226.247822 \nL 305.219925 221.309987 \nL 305.283568 175.772181 \nL 305.347211 191.134333 \nL 305.601783 321.273702 \nL 305.665425 300.754257 \nL 305.792711 229.539711 \nL 305.856354 238.098624 \nL 305.951819 257.849962 \nL 305.98364 250.827264 \nL 306.047283 190.366225 \nL 306.110926 211.214859 \nL 306.365498 319.737487 \nL 306.429141 304.046147 \nL 306.588248 234.477546 \nL 306.651891 243.475378 \nL 306.715534 252.912128 \nL 306.747355 243.585107 \nL 306.810998 176.979207 \nL 306.874641 195.304059 \nL 307.097391 315.67749 \nL 307.161034 300.863987 \nL 307.28832 194.865141 \nL 307.351963 203.753243 \nL 307.479249 227.564578 \nL 307.51107 223.285121 \nL 307.606535 161.068407 \nL 307.638356 173.02894 \nL 307.861107 311.398033 \nL 307.92475 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196.401356 \nL 337.295962 195.19433 \nL 337.359605 135.501398 \nL 337.423248 154.704087 \nL 337.677819 302.83912 \nL 337.741462 286.599132 \nL 337.932391 186.525687 \nL 337.964213 189.488388 \nL 338.027856 197.498652 \nL 338.059677 192.560818 \nL 338.12332 139.232206 \nL 338.186963 161.397596 \nL 338.441535 304.265606 \nL 338.505178 290.549399 \nL 338.727928 185.099202 \nL 338.759749 190.256495 \nL 338.791571 193.987304 \nL 338.823392 190.585684 \nL 338.887035 125.954918 \nL 338.950678 146.254904 \nL 339.20525 287.14778 \nL 339.268893 261.032122 \nL 339.428 169.62732 \nL 339.459822 174.345695 \nL 339.555286 192.341359 \nL 339.587107 191.573251 \nL 339.65075 146.035445 \nL 339.682572 162.714352 \nL 339.968965 316.555327 \nL 340.000786 313.373167 \nL 340.128072 253.460776 \nL 340.223537 209.349455 \nL 340.28718 216.701342 \nL 340.319001 216.042964 \nL 340.350823 209.568914 \nL 340.414466 136.598694 \nL 340.478108 154.045709 \nL 340.700859 288.245076 \nL 340.764502 271.34671 \nL 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348.433475 308.654792 \nL 348.592582 208.032699 \nL 348.656225 214.945667 \nL 348.719868 227.784037 \nL 348.751689 226.357551 \nL 348.815332 178.954341 \nL 348.878975 203.424054 \nL 349.133547 338.172069 \nL 349.19719 328.076941 \nL 349.41994 220.761339 \nL 349.483583 226.68674 \nL 349.515405 222.297554 \nL 349.579047 178.734882 \nL 349.64269 205.728377 \nL 349.865441 338.062339 \nL 349.929084 324.565592 \nL 350.120012 203.204594 \nL 350.151834 205.947836 \nL 350.247298 220.322421 \nL 350.27912 218.457016 \nL 350.374584 157.557058 \nL 350.406406 171.053806 \nL 350.660977 314.141275 \nL 350.692799 301.741824 \nL 350.883728 184.221364 \nL 351.011013 194.865141 \nL 351.042835 194.316493 \nL 351.106478 139.012747 \nL 351.170121 153.497061 \nL 351.392871 300.863987 \nL 351.456514 290.11048 \nL 351.679264 163.37273 \nL 351.742907 168.420294 \nL 351.80655 174.455425 \nL 351.870193 126.832755 \nL 351.933836 148.230038 \nL 352.156586 296.365071 \nL 352.220229 283.96562 \nL 352.315694 175.881911 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360.111952 184.660283 \nL 360.175595 198.37649 \nL 360.207417 194.97487 \nL 360.302881 126.942485 \nL 360.334703 142.633825 \nL 360.557453 272.992654 \nL 360.621096 260.044555 \nL 360.780203 149.546794 \nL 360.812025 150.314901 \nL 360.939311 163.921378 \nL 360.971132 160.848948 \nL 361.034775 119.261409 \nL 361.098418 149.107875 \nL 361.35299 288.683995 \nL 361.416633 247.206186 \nL 361.480275 172.91921 \nL 361.543918 174.016507 \nL 361.57574 174.235966 \nL 361.703026 187.184065 \nL 361.734847 185.757579 \nL 361.830312 137.695991 \nL 361.862133 152.180305 \nL 362.116705 306.899118 \nL 362.148526 299.437501 \nL 362.339455 182.136501 \nL 362.371277 183.014338 \nL 362.466741 195.413789 \nL 362.498562 194.865141 \nL 362.562205 153.497061 \nL 362.625848 173.138669 \nL 362.88042 323.907214 \nL 362.912241 314.799653 \nL 363.10317 206.715943 \nL 363.134992 209.568914 \nL 363.230456 219.993232 \nL 363.294099 194.97487 \nL 363.357742 150.534361 \nL 363.389563 159.861381 \nL 363.612314 292.853722 \nL 363.675957 281.002919 \nL 363.866885 170.505158 \nL 363.96235 181.478123 \nL 364.025993 187.952173 \nL 364.121457 139.451665 \nL 364.153279 150.095442 \nL 364.40785 275.187248 \nL 364.471493 258.61807 \nL 364.630601 179.064071 \nL 364.662422 182.026771 \nL 364.757886 197.827841 \nL 364.789708 195.633248 \nL 364.853351 150.534361 \nL 364.916994 166.774349 \nL 365.171565 292.524533 \nL 365.235208 280.125082 \nL 365.426137 192.560818 \nL 365.48978 199.802975 \nL 365.521602 202.436487 \nL 365.553423 196.511086 \nL 365.617066 144.060311 \nL 365.680709 175.772181 \nL 365.903459 291.427236 \nL 365.967102 276.613733 \nL 366.158031 168.420294 \nL 366.189852 168.091105 \nL 366.285317 178.954341 \nL 366.317138 176.979207 \nL 366.412603 119.480868 \nL 366.476246 149.107875 \nL 366.667174 268.493739 \nL 366.698996 267.835361 \nL 366.762639 222.626743 \nL 366.826282 150.973279 \nL 366.889925 159.971111 \nL 367.01721 180.161367 \nL 367.049032 186.635417 \nL 367.080853 185.318661 \nL 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371.058537 188.171632 \nL 371.249465 288.354806 \nL 371.281287 287.14778 \nL 371.34493 244.353215 \nL 371.504037 160.3003 \nL 371.535859 159.312733 \nL 371.663144 176.650018 \nL 371.694966 168.420294 \nL 371.758609 137.366802 \nL 371.79043 155.911114 \nL 372.01318 308.654792 \nL 372.045002 306.350469 \nL 372.108645 263.007256 \nL 372.204109 193.109466 \nL 372.235931 193.328926 \nL 372.267752 192.670548 \nL 372.395038 202.655946 \nL 372.42686 199.034868 \nL 372.522324 151.851116 \nL 372.554145 164.250567 \nL 372.776896 307.338036 \nL 372.840539 293.951018 \nL 372.936003 192.341359 \nL 373.031467 196.730545 \nL 373.190575 214.616478 \nL 373.286039 157.00841 \nL 373.349682 187.074335 \nL 373.540611 308.654792 \nL 373.572432 307.996414 \nL 373.636075 262.568337 \nL 373.699718 189.268928 \nL 373.763361 193.438655 \nL 373.890647 211.873237 \nL 373.95429 218.676476 \nL 373.986111 209.898103 \nL 374.049754 163.37273 \nL 374.113397 188.391091 \nL 374.304326 307.118577 \nL 374.336147 306.460199 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150.314901 \nL 377.900152 164.250567 \nL 378.122902 314.470464 \nL 378.154723 307.228306 \nL 378.218366 268.274279 \nL 378.377474 179.502989 \nL 378.504759 188.83001 \nL 378.536581 193.767844 \nL 378.568402 183.233797 \nL 378.632045 141.31707 \nL 378.663867 153.387332 \nL 378.886617 296.035882 \nL 378.95026 281.112649 \nL 379.141189 171.821913 \nL 379.300296 188.61055 \nL 379.363939 149.107875 \nL 379.39576 133.965183 \nL 379.427582 144.718689 \nL 379.650332 293.182911 \nL 379.713975 282.539134 \nL 379.841261 187.074335 \nL 379.904904 189.378658 \nL 380.064011 217.798638 \nL 380.095833 211.763507 \nL 380.159476 171.931643 \nL 380.191297 182.57542 \nL 380.445869 313.921815 \nL 380.509512 298.011016 \nL 380.668619 205.289458 \nL 380.732262 210.117563 \nL 380.827726 221.200258 \nL 380.923191 181.807312 \nL 380.955012 197.059734 \nL 381.209584 325.882348 \nL 381.241405 322.700188 \nL 381.33687 276.394274 \nL 381.464156 204.082432 \nL 381.495977 205.399188 \nL 381.591442 218.127827 \nL 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159.203003 \nL 389.3877 188.72028 \nL 389.578629 316.884516 \nL 389.610451 316.555327 \nL 389.674094 271.12725 \nL 389.833201 188.61055 \nL 389.865022 189.488388 \nL 389.992308 201.55865 \nL 390.087773 157.337599 \nL 390.151416 185.099202 \nL 390.342344 310.959115 \nL 390.374166 310.520196 \nL 390.437809 269.152117 \nL 390.596916 186.745146 \nL 390.660559 196.181897 \nL 390.756024 215.494316 \nL 390.787845 210.666211 \nL 390.851488 177.747315 \nL 390.883309 188.939739 \nL 391.10606 317.981813 \nL 391.201524 297.462367 \nL 391.32881 229.320252 \nL 391.392453 237.111058 \nL 391.519739 263.007256 \nL 391.55156 256.094288 \nL 391.615203 206.606214 \nL 391.678846 227.015929 \nL 391.901596 326.211537 \nL 391.933418 325.22397 \nL 392.028882 286.92832 \nL 392.156168 237.440247 \nL 392.187989 242.158622 \nL 392.283454 261.141852 \nL 392.315275 256.423477 \nL 392.41074 198.486219 \nL 392.442561 210.446752 \nL 392.63349 331.47856 \nL 392.665311 330.161804 \nL 392.728954 288.793725 \nL 392.888062 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168.639753 \nL 528.288396 168.639753 \nL 528.352039 166.66462 \nL 528.383861 176.2111 \nL 528.606611 328.625589 \nL 528.670254 294.389937 \nL 528.829361 206.057565 \nL 528.861183 203.972702 \nL 528.924826 205.508917 \nL 528.988468 210.666211 \nL 529.083933 210.007833 \nL 529.115754 200.790542 \nL 529.147576 207.374321 \nL 529.370326 349.913142 \nL 529.433969 315.56776 \nL 529.593076 224.382418 \nL 529.688541 222.187825 \nL 529.784005 230.966197 \nL 529.847648 229.97863 \nL 529.879469 222.517014 \nL 529.911291 228.442415 \nL 530.134041 351.449357 \nL 530.165863 348.376927 \nL 530.261327 296.58453 \nL 530.388613 240.841866 \nL 530.420434 241.061325 \nL 530.515899 245.560241 \nL 530.643185 222.078095 \nL 530.675006 231.734305 \nL 530.897756 350.46179 \nL 530.929578 348.486656 \nL 531.025042 307.776955 \nL 531.18415 239.195921 \nL 531.279614 254.228884 \nL 531.311435 247.315915 \nL 531.4069 224.272688 \nL 531.438721 234.477546 \nL 531.62965 357.484488 \nL 531.661472 357.045569 \nL 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228.991063 \nL 545.853845 225.479714 \nL 545.917488 211.434319 \nL 545.949309 227.015929 \nL 546.17206 353.973139 \nL 546.203881 351.668816 \nL 546.39481 248.193753 \nL 546.522096 261.471041 \nL 546.553917 261.141852 \nL 546.681203 229.100793 \nL 546.713025 245.88943 \nL 546.935775 361.325026 \nL 546.967596 358.910974 \nL 547.063061 308.215873 \nL 547.190347 255.545639 \nL 547.222168 257.740233 \nL 547.285811 265.201849 \nL 547.317632 262.458608 \nL 547.444918 213.189993 \nL 547.47674 231.844034 \nL 547.667669 352.985572 \nL 547.69949 352.327194 \nL 547.763133 311.398033 \nL 547.92224 218.676476 \nL 548.017705 215.933234 \nL 548.081348 223.72404 \nL 548.113169 220.761339 \nL 548.208633 186.086768 \nL 548.240455 207.593781 \nL 548.463205 347.169901 \nL 548.526848 306.679658 \nL 548.685955 214.616478 \nL 548.78142 209.129996 \nL 548.813241 210.9954 \nL 548.845063 211.982967 \nL 548.876884 209.678644 \nL 548.972349 183.782446 \nL 549.22692 344.865578 \nL 549.258742 335.867746 \nL 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569.910873 275.626166 \nL 569.974516 190.037036 \nL 570.038159 197.827841 \nL 570.197266 223.61431 \nL 570.229087 227.125659 \nL 570.260909 219.444583 \nL 570.324552 164.689486 \nL 570.388195 190.037036 \nL 570.610945 322.04181 \nL 570.674588 280.234812 \nL 570.738231 193.109466 \nL 570.801874 195.633248 \nL 570.833695 195.523519 \nL 570.992803 226.68674 \nL 571.024624 222.407284 \nL 571.088267 172.480291 \nL 571.15191 197.498652 \nL 571.342839 325.333699 \nL 571.37466 325.00451 \nL 571.438303 282.539134 \nL 571.59741 195.962437 \nL 571.629232 195.852708 \nL 571.756518 203.094865 \nL 571.820161 186.086768 \nL 571.883804 197.388923 \nL 571.979268 275.845625 \nL 572.138375 340.476392 \nL 572.202018 305.143443 \nL 572.361126 204.192161 \nL 572.392947 204.850539 \nL 572.552054 230.966197 \nL 572.615697 199.254327 \nL 572.647519 214.06783 \nL 572.90209 352.436924 \nL 572.965733 333.782883 \nL 573.124841 247.535375 \nL 573.156662 250.498075 \nL 573.283948 267.835361 \nL 573.31577 258.947259 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207.92297 \nL 577.070702 216.262423 \nL 577.102524 212.202426 \nL 577.166167 172.91921 \nL 577.22981 191.134333 \nL 577.45256 329.283967 \nL 577.516203 316.116408 \nL 577.707132 205.728377 \nL 577.738953 206.386754 \nL 577.834418 213.080263 \nL 577.866239 210.007833 \nL 577.929882 162.385163 \nL 577.993525 183.892175 \nL 578.248097 323.687755 \nL 578.279918 317.981813 \nL 578.439025 231.844034 \nL 578.53449 240.073758 \nL 578.598133 251.156453 \nL 578.629954 246.986726 \nL 578.693597 194.097033 \nL 578.75724 217.688909 \nL 578.97999 340.147203 \nL 579.043633 334.331531 \nL 579.457312 181.917042 \nL 579.489134 193.987304 \nL 579.743706 334.441261 \nL 579.807348 322.590458 \nL 579.998277 204.301891 \nL 580.030099 206.386754 \nL 580.125563 219.334854 \nL 580.157385 215.384586 \nL 580.221027 157.00841 \nL 580.28467 180.819745 \nL 580.507421 328.40613 \nL 580.571064 310.520196 \nL 580.761992 181.917042 \nL 580.793814 182.794879 \nL 580.889278 191.463522 \nL 580.9211 188.500821 \nL 580.984743 132.648427 \nL 581.048386 149.327334 \nL 581.271136 295.926152 \nL 581.334779 280.454271 \nL 581.430243 179.28353 \nL 581.525708 185.867309 \nL 581.652993 198.925138 \nL 581.716636 162.165704 \nL 581.748458 134.074912 \nL 581.812101 147.68139 \nL 582.034851 297.462367 \nL 582.098494 285.282376 \nL 582.193958 187.732713 \nL 582.289423 200.571083 \nL 582.416709 219.773772 \nL 582.44853 215.604045 \nL 582.512173 160.519759 \nL 582.575816 173.797047 \nL 582.798566 314.251004 \nL 582.862209 301.083446 \nL 582.989495 197.279193 \nL 583.053138 204.74081 \nL 583.180424 227.125659 \nL 583.212245 222.736473 \nL 583.275888 175.99164 \nL 583.339531 196.401356 \nL 583.594103 327.199104 \nL 583.657746 307.557495 \nL 583.785032 227.784037 \nL 583.848675 236.781869 \nL 583.944139 260.483474 \nL 583.97596 255.106721 \nL 584.039603 194.97487 \nL 584.103246 218.127827 \nL 584.357818 335.319098 \nL 584.421461 321.383432 \nL 584.61239 225.040796 \nL 584.707854 229.539711 \nL 584.739676 222.846203 \nL 584.803318 176.320829 \nL 584.866961 205.838106 \nL 585.089712 342.232066 \nL 585.153355 329.503426 \nL 585.344283 212.202426 \nL 585.471569 232.063493 \nL 585.503391 230.746738 \nL 585.567034 173.797047 \nL 585.630677 192.999737 \nL 585.853427 331.259101 \nL 585.91707 316.226138 \nL 586.107999 200.571083 \nL 586.13982 200.022435 \nL 586.171641 202.985135 \nL 586.235284 202.546217 \nL 586.267106 198.15703 \nL 586.330749 137.476532 \nL 586.394392 154.813817 \nL 586.617142 296.365071 \nL 586.680785 283.636431 \nL 586.776249 181.807312 \nL 586.871714 191.463522 \nL 586.999 207.92297 \nL 587.030821 201.887839 \nL 587.094464 141.975448 \nL 587.158107 154.155439 \nL 587.380857 293.182911 \nL 587.4445 276.723463 \nL 587.539965 171.163536 \nL 587.603607 183.892175 \nL 587.762715 213.628912 \nL 587.794536 206.496484 \nL 587.858179 154.045709 \nL 587.921822 167.761916 \nL 588.144572 314.360734 \nL 588.208215 302.400202 \nL 588.399144 188.500821 \nL 588.430966 189.488388 \nL 588.52643 200.351623 \nL 588.558251 198.37649 \nL 588.621894 165.896512 \nL 588.653716 173.797047 \nL 588.940109 325.22397 \nL 589.003752 304.704524 \nL 589.162859 221.090528 \nL 589.194681 223.065662 \nL 589.258324 230.527278 \nL 589.290145 230.198089 \nL 589.353788 186.745146 \nL 589.385609 165.238134 \nL 589.449252 187.732713 \nL 589.703824 296.145611 \nL 589.767467 280.78346 \nL 589.958396 181.478123 \nL 590.022039 191.024603 \nL 590.05386 194.206763 \nL 590.085682 186.196498 \nL 590.149325 127.930052 \nL 590.212968 148.559227 \nL 590.435718 272.992654 \nL 590.499361 258.069421 \nL 590.626647 153.387332 \nL 590.69029 158.325166 \nL 590.817575 178.515422 \nL 590.849397 172.480291 \nL 590.91304 119.15168 \nL 590.976683 132.319238 \nL 591.199433 289.122914 \nL 591.263076 278.259678 \nL 591.454005 168.530024 \nL 591.581291 183.562986 \nL 591.613112 180.929475 \nL 591.676755 142.194907 \nL 591.740398 162.604622 \nL 591.99497 315.56776 \nL 592.058613 281.332108 \nL 592.21772 177.418126 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199.583516 \nL 599.250264 194.755411 \nL 599.313907 153.497061 \nL 599.37755 173.467858 \nL 599.473014 239.63484 \nL 599.6003 308.874251 \nL 599.632121 308.654792 \nL 599.695764 288.025617 \nL 599.82305 200.132164 \nL 599.886693 203.533783 \nL 599.982157 212.641345 \nL 600.0458 165.018675 \nL 600.077622 143.731122 \nL 600.141265 161.068407 \nL 600.236729 223.285121 \nL 600.395836 288.464536 \nL 600.427658 285.831024 \nL 600.841337 116.518168 \nL 600.90498 135.172209 \nL 601.12773 283.197512 \nL 601.191373 268.274279 \nL 601.382302 143.731122 \nL 601.414123 144.938148 \nL 601.509588 156.569492 \nL 601.541409 154.813817 \nL 601.605052 111.580333 \nL 601.668695 132.099779 \nL 601.891445 295.816422 \nL 601.955088 280.78346 \nL 602.146017 160.519759 \nL 602.20966 174.016507 \nL 602.273303 166.335431 \nL 602.305124 163.811649 \nL 602.368767 111.470604 \nL 602.43241 122.772758 \nL 602.527875 213.519182 \nL 602.65516 275.296977 \nL 602.686982 273.321843 \nL 602.750625 226.9062 \nL 602.814268 153.167872 \nL 602.877911 159.312733 \nL 603.037018 171.712184 \nL 603.06884 165.457594 \nL 603.132482 102.582502 \nL 603.196125 114.323575 \nL 603.29159 204.411621 \nL 603.418876 268.16455 \nL 603.450697 266.079686 \nL 603.51434 218.018098 \nL 603.577983 143.840852 \nL 603.641626 148.559227 \nL 603.705269 153.93598 \nL 603.800733 161.178137 \nL 603.864376 116.957086 \nL 603.928019 93.804129 \nL 603.959841 104.557636 \nL 604.055305 190.914873 \nL 604.182591 259.715366 \nL 604.214412 257.959692 \nL 604.278055 216.811072 \nL 604.37352 139.561395 \nL 604.405341 139.671125 \nL 604.564448 158.764085 \nL 604.59627 153.058143 \nL 604.659913 104.886824 \nL 604.723556 119.371139 \nL 604.81902 182.026771 \nL 604.946306 251.266183 \nL 604.978127 250.936994 \nL 605.009949 247.974293 \nL 605.169056 145.925715 \nL 605.296342 165.018675 \nL 605.328164 164.470027 \nL 605.391806 119.261409 \nL 605.423628 107.739795 \nL 605.455449 121.894921 \nL 605.741843 267.94509 \nL 605.837307 242.487811 \nL 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182.685149 \nL 612.869851 187.952173 \nL 612.965315 205.399188 \nL 612.997137 201.997568 \nL 613.06078 165.896512 \nL 613.092601 181.478123 \nL 613.347173 285.611565 \nL 613.410816 283.087783 \nL 613.569923 197.169464 \nL 613.665387 210.007833 \nL 613.72903 224.601877 \nL 613.760852 219.334854 \nL 613.824495 176.650018 \nL 613.888138 182.794879 \nL 613.951781 206.715943 \nL 614.110888 282.978053 \nL 614.142709 282.648864 \nL 614.206352 256.752666 \nL 614.397281 142.853285 \nL 614.492746 152.838683 \nL 614.524567 152.728954 \nL 614.58821 106.31331 \nL 614.651853 122.333839 \nL 614.906425 274.967788 \nL 614.970068 243.146189 \nL 615.097353 155.362465 \nL 615.129175 156.020843 \nL 615.256461 172.91921 \nL 615.288282 170.944076 \nL 615.351925 113.774926 \nL 615.415568 133.526264 \nL 615.542854 241.171055 \nL 615.67014 280.67373 \nL 615.701961 277.272111 \nL 615.797426 222.407284 \nL 615.89289 175.004073 \nL 615.924711 178.954341 \nL 616.020176 204.301891 \nL 616.051997 200.571083 \nL 616.11564 150.095442 \nL 616.179283 168.310565 \nL 616.433855 306.789388 \nL 616.497498 294.938585 \nL 616.688427 192.999737 \nL 616.783891 195.852708 \nL 616.879355 137.476532 \nL 616.942998 164.470027 \nL 617.038463 249.400779 \nL 617.165749 307.886684 \nL 617.19757 305.692091 \nL 617.293034 232.502412 \nL 617.42032 166.44516 \nL 617.452142 167.322998 \nL 617.515785 177.418126 \nL 617.547606 176.2111 \nL 617.579428 168.968942 \nL 617.643071 101.924124 \nL 617.706714 114.104115 \nL 617.929464 258.61807 \nL 618.024928 220.761339 \nL 618.184036 129.246808 \nL 618.343143 151.960846 \nL 618.406786 102.801961 \nL 618.438607 116.298709 \nL 618.725 263.226715 \nL 618.756822 260.593204 \nL 619.170501 113.116549 \nL 619.234144 128.36897 \nL 619.456894 260.044555 \nL 619.520537 245.340782 \nL 619.743287 107.300877 \nL 619.775109 108.617633 \nL 619.80693 108.068984 \nL 619.870573 111.141415 \nL 619.934216 62.970097 \nL 619.997859 88.866295 \nL 620.220609 236.23322 \nL 620.284252 226.357551 \nL 620.475181 109.934389 \nL 620.538824 117.944653 \nL 620.634288 129.466267 \nL 620.697931 80.417112 \nL 620.761574 98.193316 \nL 620.984324 235.465113 \nL 621.079789 218.566746 \nL 621.238896 135.720857 \nL 621.270718 140.000314 \nL 621.366182 168.749483 \nL 621.398004 166.774349 \nL 621.461646 111.909522 \nL 621.525289 134.294372 \nL 621.779861 270.249413 \nL 621.875325 242.048892 \nL 622.002611 183.014338 \nL 622.034433 186.525687 \nL 622.129897 202.436487 \nL 622.161719 193.767844 \nL 622.225362 131.990049 \nL 622.289005 159.312733 \nL 622.511755 300.754257 \nL 622.575398 290.988318 \nL 622.798148 169.956509 \nL 622.893612 182.57542 \nL 622.925434 177.966774 \nL 622.989077 128.039781 \nL 623.05272 146.693823 \nL 623.27547 277.820759 \nL 623.339113 260.922392 \nL 623.561863 142.524096 \nL 623.657328 146.913282 \nL 623.689149 141.975448 \nL 623.752792 81.733867 \nL 623.816435 93.913859 \nL 624.039185 239.41538 \nL 624.102828 226.577011 \nL 624.198292 122.443569 \nL 624.293757 131.880319 \nL 624.421043 155.362465 \nL 624.452864 152.619224 \nL 624.548329 93.036022 \nL 624.58015 103.570069 \nL 624.8029 250.498075 \nL 624.866543 237.988895 \nL 624.962008 133.197075 \nL 625.057472 140.658692 \nL 625.184758 164.470027 \nL 625.216579 161.068407 \nL 625.312044 102.692231 \nL 625.343865 111.909522 \nL 625.566615 244.024026 \nL 625.630258 231.953764 \nL 625.725723 129.905186 \nL 625.821187 131.55113 \nL 625.853009 133.635994 \nL 625.980295 161.617056 \nL 626.043937 122.333839 \nL 626.10758 143.731122 \nL 626.362152 289.891021 \nL 626.425795 276.394274 \nL 626.616724 169.84678 \nL 626.680367 178.844611 \nL 626.712188 185.208931 \nL 626.74401 184.440824 \nL 626.807653 155.581925 \nL 626.839474 166.66462 \nL 627.125867 323.248836 \nL 627.18951 311.178574 \nL 627.41226 214.616478 \nL 627.444082 216.811072 \nL 627.475903 218.566746 \nL 627.507725 212.092696 \nL 627.571368 152.180305 \nL 627.635011 175.662451 \nL 627.857761 305.692091 \nL 627.921404 290.768858 \nL 628.016868 180.600286 \nL 628.112333 188.61055 \nL 628.239619 202.436487 \nL 628.27144 200.900272 \nL 628.335083 144.49923 \nL 628.398726 160.410029 \nL 628.621476 310.629926 \nL 628.685119 298.120745 \nL 628.876048 179.832178 \nL 628.907869 179.941908 \nL 628.971512 181.039204 \nL 629.003334 186.306228 \nL 629.035155 181.587853 \nL 629.098798 142.853285 \nL 629.162441 161.178137 \nL 629.385191 306.899118 \nL 629.448834 294.060748 \nL 629.544299 189.159199 \nL 629.639763 196.072167 \nL 629.735227 208.691077 \nL 629.79887 204.850539 \nL 629.894335 145.596526 \nL 629.926156 158.983544 \nL 630.148906 298.559664 \nL 630.212549 284.733727 \nL 630.4353 165.347864 \nL 630.530764 175.772181 \nL 630.562585 174.894344 \nL 630.626228 135.391668 \nL 630.689871 149.217605 \nL 630.944443 296.913719 \nL 630.976265 285.721294 \nL 631.10355 178.515422 \nL 631.199015 183.233797 \nL 631.294479 202.326757 \nL 631.326301 202.217028 \nL 631.389944 154.374898 \nL 631.453587 169.407861 \nL 631.580872 261.141852 \nL 631.708158 301.302905 \nL 631.73998 296.4748 \nL 632.153659 150.205172 \nL 632.18548 156.89868 \nL 632.471873 306.789388 \nL 632.535516 295.267774 \nL 632.758267 191.463522 \nL 632.82191 194.206763 \nL 632.853731 194.97487 \nL 632.917374 155.143006 \nL 632.981017 172.260832 \nL 633.203767 295.487234 \nL 633.26741 283.307242 \nL 633.458339 160.08084 \nL 633.521982 171.821913 \nL 633.585625 176.430559 \nL 633.617446 175.552722 \nL 633.681089 121.456002 \nL 633.744732 137.147343 \nL 633.967482 259.386177 \nL 634.031125 243.914296 \nL 634.222054 134.074912 \nL 634.34934 144.3895 \nL 634.381161 139.780854 \nL 634.444804 88.866295 \nL 634.508447 104.667365 \nL 634.731197 239.744569 \nL 634.79484 225.479714 \nL 634.953948 117.176546 \nL 634.985769 117.286275 \nL 635.144876 140.110043 \nL 635.240341 84.916027 \nL 635.272162 97.315478 \nL 635.494913 237.659706 \nL 635.558556 222.297554 \nL 635.685841 124.199244 \nL 635.749484 131.331671 \nL 635.87677 155.252736 \nL 635.908592 153.716521 \nL 636.004056 97.315478 \nL 636.067699 122.11438 \nL 636.258628 242.378081 \nL 636.290449 240.293218 \nL 636.354092 198.37649 \nL 636.417735 126.284107 \nL 636.481378 131.66086 \nL 636.640485 161.178137 \nL 636.672307 160.519759 \nL 636.73595 113.445737 \nL 636.799593 127.052215 \nL 636.926879 224.492147 \nL 637.054164 263.775363 \nL 637.085986 260.483474 \nL 637.276915 160.08084 \nL 637.372379 177.857044 \nL 637.436022 184.111635 \nL 637.499665 144.170041 \nL 637.563308 167.103538 \nL 637.81788 288.903454 \nL 637.881522 271.456439 \nL 638.072451 175.442992 \nL 638.104273 176.979207 \nL 638.167916 185.318661 \nL 638.199737 178.844611 \nL 638.26338 118.93222 \nL 638.327023 139.451665 \nL 638.549773 276.504003 \nL 638.613416 266.408875 \nL 638.804345 153.82625 \nL 638.836166 154.374898 \nL 638.931631 169.298131 \nL 638.963452 168.749483 \nL 639.058917 114.762493 \nL 639.090738 129.027348 \nL 639.313488 269.152117 \nL 639.377131 251.046724 \nL 639.472596 142.194907 \nL 639.56806 146.803552 \nL 639.695346 167.761916 \nL 639.727167 164.579756 \nL 639.822632 104.886824 \nL 639.886275 132.319238 \nL 640.077204 260.812663 \nL 640.109025 259.166718 \nL 640.172668 216.042964 \nL 640.236311 142.414366 \nL 640.299954 146.145174 \nL 640.459061 175.442992 \nL 640.490883 173.358129 \nL 640.586347 108.617633 \nL 640.64999 135.281939 \nL 640.840919 258.288881 \nL 640.87274 256.642936 \nL 640.936383 211.10513 \nL 641.000026 139.561395 \nL 641.063669 149.766253 \nL 641.222776 180.819745 \nL 641.254598 174.126236 \nL 641.350062 118.712761 \nL 641.413705 143.731122 \nL 641.636455 275.516436 \nL 641.700098 237.220787 \nL 641.763741 163.811649 \nL 641.827384 166.44516 \nL 641.859206 167.871646 \nL 642.018313 190.695414 \nL 642.113777 150.314901 \nL 642.145599 163.043541 \nL 642.400171 292.195344 \nL 642.463813 276.723463 \nL 642.591099 197.388923 \nL 642.654742 206.277025 \nL 642.750207 221.968365 \nL 642.782028 215.604045 \nL 642.845671 170.614887 \nL 642.909314 187.513254 \nL 643.163886 317.433164 \nL 643.227529 305.692091 \nL 643.450279 203.972702 \nL 643.4821 205.508917 \nL 643.513922 208.032699 \nL 643.545743 203.972702 \nL 643.609386 162.933811 \nL 643.641208 174.235966 \nL 643.895779 311.946682 \nL 643.927601 309.093711 \nL 643.991244 265.092119 \nL 644.150351 173.906777 \nL 644.182173 174.345695 \nL 644.277637 186.086768 \nL 644.309458 185.757579 \nL 644.404923 132.099779 \nL 644.468566 161.946245 \nL 644.659495 282.758594 \nL 644.691316 281.002919 \nL 644.754959 231.514845 \nL 644.818602 158.654355 \nL 644.882245 170.724617 \nL 645.041352 196.291626 \nL 645.073174 193.109466 \nL 645.168638 132.209508 \nL 645.232281 161.287867 \nL 645.42321 291.317507 \nL 645.455031 290.22021 \nL 645.550496 211.214859 \nL 645.709603 144.828419 \nL 645.741424 147.46193 \nL 645.836889 161.397596 \nL 645.86871 152.728954 \nL 645.900532 122.333839 \nL 645.964175 140.439232 \nL 646.155103 280.344541 \nL 646.250568 265.640768 \nL 646.346032 160.519759 \nL 646.441497 168.968942 \nL 646.568783 190.585684 \nL 646.600604 188.72028 \nL 646.696068 127.820322 \nL 646.759711 152.180305 \nL 646.95064 267.396442 \nL 646.982462 265.311579 \nL 647.046104 220.871069 \nL 647.109747 150.424631 \nL 647.17339 158.215436 \nL 647.364319 187.513254 \nL 647.396141 176.540289 \nL 647.459784 139.561395 \nL 647.491605 151.521927 \nL 647.587069 213.738641 \nL 647.714355 275.406707 \nL 647.746177 274.30941 \nL 647.80982 252.582939 \nL 647.937106 178.186233 \nL 648.000748 187.622984 \nL 648.096213 213.409452 \nL 648.128034 210.337022 \nL 648.223499 157.776518 \nL 648.287142 185.318661 \nL 648.509892 289.671562 \nL 648.573535 277.930489 \nL 648.732642 202.875406 \nL 648.796285 208.142429 \nL 648.828107 214.506749 \nL 648.891749 207.045132 \nL 648.955392 148.668956 \nL 649.019035 166.006242 \nL 649.241786 288.464536 \nL 649.273607 286.379672 \nL 649.33725 243.804566 \nL 649.432714 170.285698 \nL 649.464536 170.395428 \nL 649.496357 170.505158 \nL 649.591822 177.198666 \nL 649.623643 181.148934 \nL 649.655465 179.502989 \nL 649.750929 124.199244 \nL 649.814572 151.741387 \nL 650.005501 263.665634 \nL 650.037322 261.471041 \nL 650.100965 216.481883 \nL 650.164608 148.010579 \nL 650.228251 157.447329 \nL 650.41918 182.136501 \nL 650.514644 115.201412 \nL 650.578287 140.110043 \nL 650.769216 257.081855 \nL 650.801037 253.570506 \nL 650.86468 208.252159 \nL 650.928323 140.110043 \nL 650.991966 153.716521 \nL 651.151073 190.366225 \nL 651.182895 188.72028 \nL 651.278359 125.954918 \nL 651.342002 146.364634 \nL 651.532931 265.860227 \nL 651.564753 263.665634 \nL 651.628395 226.9062 \nL 651.787503 141.755988 \nL 651.819324 140.219773 \nL 651.94661 152.180305 \nL 652.010253 125.954918 \nL 652.073896 142.633825 \nL 652.296646 290.000751 \nL 652.360289 279.466704 \nL 652.583039 172.91921 \nL 652.614861 176.320829 \nL 652.710325 182.136501 \nL 652.742147 177.088937 \nL 652.80579 148.010579 \nL 652.837611 162.604622 \nL 653.092183 294.938585 \nL 653.155826 278.369407 \nL 653.283112 194.316493 \nL 653.346755 198.815408 \nL 653.442219 210.337022 \nL 653.47404 208.032699 \nL 653.569505 162.824082 \nL 653.601326 175.99164 \nL 653.855898 294.938585 \nL 653.919541 283.416972 \nL 654.078648 200.241894 \nL 654.142291 206.277025 \nL 654.205934 217.908368 \nL 654.237756 213.299723 \nL 654.33322 143.401933 \nL 654.396863 174.894344 \nL 654.587792 277.162381 \nL 654.619613 275.077518 \nL 654.683256 237.988895 \nL 654.810542 157.447329 \nL 654.842363 157.995977 \nL 654.969649 182.794879 \nL 655.001471 181.368393 \nL 655.096935 123.101947 \nL 655.160578 148.998145 \nL 655.351507 262.348878 \nL 655.383328 260.154285 \nL 655.446971 218.895935 \nL 655.606079 143.840852 \nL 655.765186 156.350032 \nL 655.797007 149.875983 \nL 655.86065 118.603031 \nL 655.892472 134.623561 \nL 656.115222 283.746161 \nL 656.178865 270.688332 \nL 656.369794 172.480291 \nL 656.528901 175.113803 \nL 656.592544 145.157608 \nL 656.624366 136.598694 \nL 656.656187 150.75382 \nL 656.878937 298.449934 \nL 656.94258 285.501835 \nL 657.069866 190.366225 \nL 657.133509 196.181897 \nL 657.260795 214.17756 \nL 657.292616 210.9954 \nL 657.388081 158.764085 \nL 657.451724 184.989472 \nL 657.674474 308.545062 \nL 657.738117 270.468872 \nL 657.897224 176.2111 \nL 657.929046 175.223533 \nL 658.056331 192.890007 \nL 658.119974 166.993809 \nL 658.183617 182.46569 \nL 658.438189 316.994246 \nL 658.501832 298.779123 \nL 658.629118 226.028363 \nL 658.692761 231.075927 \nL 658.788225 250.717535 \nL 658.820047 249.18132 \nL 658.915511 194.645681 \nL 658.979154 219.225124 \nL 659.170083 321.82235 \nL 659.201904 321.712621 \nL 659.265547 309.861818 \nL 659.424654 228.991063 \nL 659.488297 232.941331 \nL 659.55194 245.99916 \nL 659.583762 245.231052 \nL 659.679226 184.660283 \nL 659.742869 216.591612 \nL 659.933798 316.555327 \nL 659.965619 314.251004 \nL 660.029262 269.700765 \nL 660.18837 193.767844 \nL 660.347477 203.204594 \nL 660.442941 144.608959 \nL 660.506584 174.565155 \nL 660.697513 285.501835 \nL 660.729335 283.96562 \nL 660.792977 241.061325 \nL 660.920263 177.308396 \nL 660.952085 177.747315 \nL 661.111192 185.64785 \nL 661.206657 131.77059 \nL 661.270299 161.287867 \nL 661.461228 275.955355 \nL 661.49305 273.870492 \nL 661.556693 229.759171 \nL 661.652157 160.629489 \nL 661.7158 163.921378 \nL 661.874907 185.867309 \nL 661.970372 130.234375 \nL 662.034015 155.143006 \nL 662.224943 270.029954 \nL 662.256765 268.05482 \nL 662.320408 222.846203 \nL 662.415872 160.958678 \nL 662.447694 164.579756 \nL 662.479515 165.457594 \nL 662.606801 182.46569 \nL 662.638622 181.697582 \nL 662.702265 152.509494 \nL 662.734087 136.159776 \nL 662.79773 159.422463 \nL 662.988659 266.738064 \nL 663.02048 265.860227 \nL 663.084123 227.125659 \nL 663.179587 160.848948 \nL 663.211409 162.933811 \nL 663.275052 169.84678 \nL 663.402338 191.573251 \nL 663.497802 140.658692 \nL 663.561445 163.153271 \nL 663.784195 263.885093 \nL 663.816017 259.056988 \nL 664.006945 179.28353 \nL 664.070588 194.206763 \nL 664.134231 211.324589 \nL 664.197874 201.778109 \nL 664.261517 169.517591 \nL 664.293339 181.917042 \nL 664.54791 305.253173 \nL 664.611553 294.170478 \nL 664.802482 205.289458 \nL 664.834304 209.788374 \nL 664.897946 224.162958 \nL 664.929768 223.065662 \nL 665.025232 163.48246 \nL 665.088875 192.121899 \nL 665.279804 290.11048 \nL 665.343447 270.359143 \nL 665.470733 168.859213 \nL 665.534376 168.968942 \nL 665.62984 181.039204 \nL 665.661662 186.306228 \nL 665.693483 184.989472 \nL 665.757126 149.546794 \nL 665.788948 126.503566 \nL 665.85259 152.180305 \nL 666.043519 263.116986 \nL 666.075341 259.715366 \nL 666.138984 212.202426 \nL 666.202627 151.960846 \nL 666.266269 161.068407 \nL 666.329912 174.565155 \nL 666.425377 191.79271 \nL 666.457198 190.146766 \nL 666.552663 137.476532 \nL 666.616306 166.55489 \nL 666.807234 283.746161 \nL 666.839056 281.880756 \nL 666.902699 235.355383 \nL 666.998163 163.921378 \nL 667.029985 164.031108 \nL 667.093628 167.542457 \nL 667.220913 183.124068 \nL 667.316378 133.745723 \nL 667.380021 155.143006 \nL 667.539128 260.922392 \nL 667.602771 258.179151 \nL 667.666414 210.007833 \nL 667.730057 148.559227 \nL 667.7937 160.08084 \nL 667.984629 199.802975 \nL 668.01645 191.353792 \nL 668.080093 142.963014 \nL 668.143736 161.617056 \nL 668.334665 267.176983 \nL 668.366486 265.640768 \nL 668.430129 219.444583 \nL 668.493772 156.569492 \nL 668.557415 167.322998 \nL 668.748344 210.117563 \nL 668.780165 201.778109 \nL 668.843808 160.519759 \nL 668.907451 179.722449 \nL 669.09838 294.280207 \nL 669.130201 292.524533 \nL 669.193844 273.212114 \nL 669.32113 205.618647 \nL 669.384773 217.688909 \nL 669.480237 240.951595 \nL 669.512059 240.622406 \nL 669.607523 189.817577 \nL 669.671166 211.434319 \nL 669.893917 306.13101 \nL 669.957559 295.816422 \nL 670.148488 216.262423 \nL 670.212131 227.125659 \nL 670.275774 235.904031 \nL 670.307596 230.198089 \nL 670.40306 175.333262 \nL 670.434881 186.415957 \nL 670.62581 297.791556 \nL 670.657632 297.462367 \nL 670.721275 255.765099 \nL 670.880382 174.784614 \nL 671.039489 203.753243 \nL 671.071311 200.022435 \nL 671.166775 160.629489 \nL 671.198597 174.235966 \nL 671.389525 304.594795 \nL 671.421347 303.826687 \nL 671.48499 265.531038 \nL 671.548633 191.90244 \nL 671.612276 192.341359 \nL 671.675919 198.705679 \nL 671.803204 217.030531 \nL 671.835026 214.726208 \nL 671.93049 177.966774 \nL 671.962312 190.695414 \nL 672.153241 308.545062 \nL 672.185062 307.667225 \nL 672.248705 268.274279 \nL 672.407812 180.929475 \nL 672.439634 178.076504 \nL 672.471455 181.587853 \nL 672.535098 185.977039 \nL 672.56692 185.53812 \nL 672.662384 156.350032 \nL 672.694205 160.958678 \nL 672.916956 296.255341 \nL 672.980599 282.978053 \nL 673.203349 151.192738 \nL 673.23517 154.704087 \nL 673.330635 174.235966 \nL 673.362456 169.956509 \nL 673.457921 139.671125 \nL 673.489742 151.083009 \nL 673.712492 272.005088 \nL 673.776135 233.05106 \nL 673.8716 163.48246 \nL 673.903421 164.140838 \nL 673.967064 174.674884 \nL 674.09435 200.461353 \nL 674.126171 199.034868 \nL 674.221636 172.590021 \nL 674.253457 182.685149 \nL 674.476208 306.02128 \nL 674.508029 302.071013 \nL 674.603493 247.535375 \nL 674.698958 210.666211 \nL 674.730779 213.958101 \nL 674.858065 240.512677 \nL 674.889887 236.562409 \nL 674.985351 208.252159 \nL 675.017172 215.933234 \nL 675.239923 313.592626 \nL 675.271744 310.849385 \nL 675.367209 260.044555 \nL 675.494494 210.007833 \nL 675.526316 212.641345 \nL 675.62178 228.661874 \nL 675.653602 221.858636 \nL 675.749066 171.053806 \nL 675.780888 179.502989 \nL 675.971816 281.551567 \nL 676.003638 278.808326 \nL 676.067281 235.574842 \nL 676.162745 157.337599 \nL 676.194567 158.873814 \nL 676.385495 201.010001 \nL 676.449138 188.171632 \nL 676.512781 158.105707 \nL 676.544603 164.689486 \nL 676.735532 273.980221 \nL 676.767353 272.882925 \nL 676.830996 229.210522 \nL 676.894639 158.544625 \nL 676.958282 170.834347 \nL 677.149211 212.751074 \nL 677.212854 201.010001 \nL 677.276496 165.567323 \nL 677.308318 173.138669 \nL 677.499247 290.000751 \nL 677.531068 288.135347 \nL 677.594711 245.560241 \nL 677.658354 174.016507 \nL 677.721997 186.964606 \nL 677.849283 196.291626 \nL 677.881104 200.680812 \nL 677.912926 200.241894 \nL 678.040212 164.908945 \nL 678.072033 177.966774 \nL 678.262962 303.168309 \nL 678.294783 302.729391 \nL 678.358426 266.189416 \nL 678.517534 180.490556 \nL 678.612998 195.742978 \nL 678.676641 206.715943 \nL 678.740284 199.254327 \nL 678.803927 175.552722 \nL 678.835748 184.879742 \nL 679.058499 308.106144 \nL 679.122141 268.932657 \nL 679.281249 191.024603 \nL 679.472178 218.895935 \nL 679.503999 215.384586 \nL 679.567642 192.670548 \nL 679.599463 197.279193 \nL 679.822214 306.789388 \nL 679.854035 303.607228 \nL 680.044964 197.608382 \nL 680.140428 211.214859 \nL 680.235893 226.68674 \nL 680.267714 223.065662 \nL 680.331357 204.192161 \nL 680.363179 211.434319 \nL 680.554107 315.56776 \nL 680.61775 312.934248 \nL 680.713215 263.885093 \nL 680.808679 219.554313 \nL 680.840501 221.419717 \nL 680.935965 240.402947 \nL 680.999608 233.928898 \nL 681.095072 181.258664 \nL 681.126894 185.867309 \nL 681.286001 288.025617 \nL 681.317823 286.489402 \nL 681.381465 272.224547 \nL 681.47693 164.689486 \nL 681.572394 173.02894 \nL 681.731502 204.960269 \nL 681.795145 191.682981 \nL 681.858787 160.958678 \nL 681.890609 167.981376 \nL 682.081538 281.880756 \nL 682.113359 278.808326 \nL 682.177002 231.734305 \nL 682.240645 161.726785 \nL 682.304288 173.797047 \nL 682.495217 211.873237 \nL 682.527038 207.154862 \nL 682.622503 166.335431 \nL 682.654324 173.577588 \nL 682.845253 297.023449 \nL 682.877074 295.267774 \nL 682.940717 253.680235 \nL 683.099825 166.55489 \nL 683.195289 175.333262 \nL 683.258932 182.685149 \nL 683.290753 181.039204 \nL 683.386218 153.277602 \nL 683.418039 162.275434 \nL 683.608968 278.918056 \nL 683.64079 276.504003 \nL 683.704432 234.806735 \nL 683.768075 167.761916 \nL 683.831718 175.333262 \nL 684.022647 212.312156 \nL 684.08629 201.668379 \nL 684.149933 174.784614 \nL 684.181754 180.490556 \nL 684.372683 305.582362 \nL 684.404505 305.362902 \nL 684.468148 268.16455 \nL 684.627255 183.014338 \nL 684.754541 204.301891 \nL 684.786362 209.568914 \nL 684.850005 206.496484 \nL 684.881827 206.167295 \nL 684.913648 200.571083 \nL 684.94547 207.154862 \nL 685.16822 314.251004 \nL 685.231863 307.447766 \nL 685.359149 226.467281 \nL 685.422792 232.173223 \nL 685.518256 253.460776 \nL 685.581899 246.876997 \nL 685.677363 216.701342 \nL 685.709185 223.61431 \nL 685.931935 323.468295 \nL 685.963756 321.273702 \nL 686.059221 269.042387 \nL 686.186507 199.034868 \nL 686.218328 200.132164 \nL 686.313793 211.763507 \nL 686.345614 206.496484 \nL 686.441078 186.086768 \nL 686.4729 194.426222 \nL 686.663829 312.056411 \nL 686.69565 309.31317 \nL 686.759293 263.665634 \nL 686.9184 172.91921 \nL 686.950222 172.480291 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205.179728 \nL 690.005083 213.189993 \nL 690.132368 229.649441 \nL 690.259654 203.094865 \nL 690.291476 210.446752 \nL 690.514226 315.348301 \nL 690.546047 312.056411 \nL 690.736976 209.129996 \nL 690.832441 232.282953 \nL 690.896084 240.073758 \nL 690.927905 237.549976 \nL 691.023369 214.506749 \nL 691.055191 219.883502 \nL 691.277941 322.480728 \nL 691.309763 319.188839 \nL 691.405227 272.334277 \nL 691.500691 235.684572 \nL 691.532513 238.427813 \nL 691.659799 261.58077 \nL 691.69162 255.874828 \nL 691.818906 217.35972 \nL 692.009835 320.725054 \nL 692.041656 317.872083 \nL 692.105299 273.980221 \nL 692.168942 206.386754 \nL 692.232585 213.628912 \nL 692.264407 212.970534 \nL 692.423514 225.589444 \nL 692.455335 220.43215 \nL 692.5508 196.511086 \nL 692.582621 204.74081 \nL 692.77355 327.199104 \nL 692.805371 325.662888 \nL 692.869014 285.172646 \nL 693.028122 203.643513 \nL 693.187229 223.175392 \nL 693.219051 217.798638 \nL 693.314515 197.718112 \nL 693.346336 206.606214 \nL 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697.069448 234.806735 \nL 697.133091 219.225124 \nL 697.164912 219.993232 \nL 697.387662 337.074772 \nL 697.451305 293.731559 \nL 697.610413 219.334854 \nL 697.642234 220.212691 \nL 697.76952 234.148357 \nL 697.801342 233.709438 \nL 697.928627 211.982967 \nL 698.119556 343.439092 \nL 698.151378 341.573688 \nL 698.215021 304.046147 \nL 698.374128 205.838106 \nL 698.405949 205.618647 \nL 698.533235 211.982967 \nL 698.660521 200.571083 \nL 698.755985 276.065085 \nL 698.883271 328.625589 \nL 698.915093 325.992077 \nL 698.978736 286.269943 \nL 699.137843 206.277025 \nL 699.169665 207.484051 \nL 699.29695 226.138092 \nL 699.328772 224.162958 \nL 699.456058 191.79271 \nL 699.646987 309.20344 \nL 699.678808 305.692091 \nL 699.742451 267.396442 \nL 699.806094 200.132164 \nL 699.869737 201.44892 \nL 699.901558 202.655946 \nL 700.092487 234.148357 \nL 700.124308 227.125659 \nL 700.219773 197.718112 \nL 700.251594 221.639176 \nL 700.410702 316.335868 \nL 700.474345 305.582362 \nL 700.633452 213.299723 \nL 700.665273 214.397019 \nL 700.792559 240.183488 \nL 700.888024 235.026194 \nL 700.983488 220.212691 \nL 701.206238 327.747752 \nL 701.23806 324.126673 \nL 701.397167 235.574842 \nL 701.524453 258.179151 \nL 701.588096 265.201849 \nL 701.619917 262.787797 \nL 701.747203 235.794302 \nL 701.779025 254.448343 \nL 701.969953 335.758017 \nL 702.033596 319.079109 \nL 702.160882 246.438078 \nL 702.256347 262.897526 \nL 702.351811 290.878588 \nL 702.415454 287.806158 \nL 702.510918 250.168886 \nL 702.54274 270.907791 \nL 702.701847 339.379095 \nL 702.733669 337.184502 \nL 702.797312 301.961283 \nL 702.956419 215.604045 \nL 703.020062 209.788374 \nL 703.051883 211.653778 \nL 703.179169 229.649441 \nL 703.210991 226.028363 \nL 703.274634 212.751074 \nL 703.497384 336.745583 \nL 703.592848 266.628335 \nL 703.720134 223.285121 \nL 703.84742 231.624575 \nL 703.879241 235.574842 \nL 703.911063 234.916464 \nL 704.006527 216.152694 \nL 704.038349 221.968365 \nL 704.229278 340.256932 \nL 704.261099 337.403961 \nL 704.324742 302.94885 \nL 704.483849 218.895935 \nL 704.515671 217.24999 \nL 704.547492 219.005665 \nL 704.579314 218.457016 \nL 704.642957 228.332685 \nL 704.674778 222.846203 \nL 704.770242 208.252159 \nL 704.802064 212.421885 \nL 704.992993 329.283967 \nL 705.024814 326.650455 \nL 705.088457 288.464536 \nL 705.247564 212.312156 \nL 705.438493 241.171055 \nL 705.502136 233.380249 \nL 705.565779 215.384586 \nL 705.756708 332.356397 \nL 705.788529 331.039641 \nL 705.883994 259.056988 \nL 706.01128 224.601877 \nL 706.23403 254.119154 \nL 706.265851 252.25375 \nL 706.329494 233.380249 \nL 706.361316 254.448343 \nL 706.552244 342.561255 \nL 706.615887 328.18667 \nL 706.806816 230.966197 \nL 706.870459 237.111058 \nL 706.934102 243.804566 \nL 706.965924 242.378081 \nL 707.061388 237.549976 \nL 707.093209 239.63484 \nL 707.31596 343.329363 \nL 707.347781 339.818014 \nL 707.443245 293.731559 \nL 707.53871 240.293218 \nL 707.602353 243.365648 \nL 707.697817 257.740233 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236.562409 \nL 715.494076 222.626743 \nL 715.525898 245.560241 \nL 715.685005 343.439092 \nL 715.716826 342.122336 \nL 715.780469 302.83912 \nL 715.939577 234.038627 \nL 715.971398 233.489979 \nL 716.162327 245.450511 \nL 716.194148 244.792133 \nL 716.257791 224.711607 \nL 716.480542 348.047738 \nL 716.512363 340.256932 \nL 716.703292 227.235389 \nL 716.766935 232.502412 \nL 716.862399 240.293218 \nL 716.926042 236.123491 \nL 716.957864 236.562409 \nL 717.021507 235.355383 \nL 717.244257 356.93584 \nL 717.276078 354.631517 \nL 717.371543 291.646696 \nL 717.467007 243.146189 \nL 717.498829 246.657537 \nL 717.626114 269.481306 \nL 717.657936 268.603468 \nL 717.785222 248.632671 \nL 718.007972 367.030968 \nL 718.071615 361.325026 \nL 718.230722 276.504003 \nL 718.326187 289.452103 \nL 718.358008 292.085614 \nL 718.38983 290.32994 \nL 718.548937 247.974293 \nL 718.580758 268.822928 \nL 718.771687 360.447189 \nL 718.83533 325.00451 \nL 718.994437 222.297554 \nL 719.089902 217.688909 \nL 719.121723 219.993232 \nL 719.249009 224.272688 \nL 719.280831 222.517014 \nL 719.312652 214.616478 \nL 719.535402 356.606651 \nL 719.567224 346.292063 \nL 719.789974 233.380249 \nL 719.91726 243.914296 \nL 719.980903 239.086191 \nL 720.044546 236.23322 \nL 720.076367 226.357551 \nL 720.108189 250.827264 \nL 720.267296 353.973139 \nL 720.299117 353.863409 \nL 720.36276 316.884516 \nL 720.521868 231.624575 \nL 720.553689 230.966197 \nL 720.680975 239.744569 \nL 720.840082 224.382418 \nL 721.031011 349.693683 \nL 721.094654 339.269365 \nL 721.317404 219.334854 \nL 721.349226 220.212691 \nL 721.381047 217.908368 \nL 721.412869 222.297554 \nL 721.540155 227.015929 \nL 721.603798 215.933234 \nL 721.826548 346.950441 \nL 721.858369 338.391528 \nL 722.049298 210.775941 \nL 722.112941 216.701342 \nL 722.30387 231.295386 \nL 722.367513 228.881334 \nL 722.590263 352.107735 \nL 722.653906 341.463959 \nL 722.813013 240.732136 \nL 722.876656 247.974293 \nL 722.972121 262.787797 \nL 723.003942 259.605637 \nL 723.099406 260.483474 \nL 723.131228 253.351046 \nL 723.3858 362.641782 \nL 723.449443 343.768281 \nL 723.60855 270.029954 \nL 723.640371 272.005088 \nL 723.704014 277.6013 \nL 723.735836 276.284544 \nL 723.894943 245.231052 \nL 724.117693 360.556918 \nL 724.149515 351.229898 \nL 724.372265 223.394851 \nL 724.404086 225.369985 \nL 724.499551 234.587276 \nL 724.531372 231.405116 \nL 724.563194 225.808903 \nL 724.658658 227.564578 \nL 724.849587 356.606651 \nL 724.881408 356.167732 \nL 724.945051 321.163973 \nL 725.104159 230.527278 \nL 725.167802 232.612142 \nL 725.263266 238.098624 \nL 725.390552 236.891598 \nL 725.422373 228.113226 \nL 725.613302 359.788811 \nL 725.676945 349.474223 \nL 725.931517 227.893767 \nL 725.963338 226.467281 \nL 725.99516 227.235389 \nL 726.154267 235.904031 \nL 726.186089 226.9062 \nL 726.408839 357.155299 \nL 726.44066 347.060171 \nL 726.66341 218.127827 \nL 726.695232 220.871069 \nL 726.727053 221.200258 \nL 726.790696 230.198089 \nL 726.854339 224.821336 \nL 726.949804 221.639176 \nL 727.140732 350.790979 \nL 727.204375 342.122336 \nL 727.427126 219.115394 \nL 727.458947 222.955932 \nL 727.681697 237.988895 \nL 727.713519 234.806735 \nL 727.936269 350.790979 \nL 727.968091 348.596386 \nL 728.063555 290.000751 \nL 728.159019 245.450511 \nL 728.190841 249.291049 \nL 728.318127 264.87266 \nL 728.349948 259.715366 \nL 728.477234 245.560241 \nL 728.699984 354.741247 \nL 728.763627 346.511523 \nL 728.922735 260.593204 \nL 729.018199 270.798061 \nL 729.05002 274.638599 \nL 729.081842 274.089951 \nL 729.240949 253.680235 \nL 729.463699 355.289895 \nL 729.527342 345.633685 \nL 729.718271 244.243485 \nL 729.813736 259.495907 \nL 729.845557 259.166718 \nL 730.004664 231.514845 \nL 730.195593 353.75368 \nL 730.227415 350.900709 \nL 730.291058 314.909382 \nL 730.450165 216.811072 \nL 730.481986 215.274856 \nL 730.513808 218.127827 \nL 730.545629 218.457016 \nL 730.609272 224.492147 \nL 730.641094 221.200258 \nL 730.672915 215.823505 \nL 730.736558 219.993232 \nL 730.800201 254.448343 \nL 730.959308 344.865578 \nL 730.99113 343.878011 \nL 731.054773 306.460199 \nL 731.21388 216.152694 \nL 731.245701 214.726208 \nL 731.277523 217.688909 \nL 731.309344 218.566746 \nL 731.372987 229.210522 \nL 731.43663 223.72404 \nL 731.500273 224.931066 \nL 731.532095 217.35972 \nL 731.723023 345.523956 \nL 731.786666 333.563423 \nL 732.009417 227.345118 \nL 732.136703 240.512677 \nL 732.200345 239.854299 \nL 732.232167 240.732136 \nL 732.263988 239.52511 \nL 732.29581 228.003496 \nL 732.327631 245.121322 \nL 732.51856 351.888276 \nL 732.582203 319.847217 \nL 732.74131 220.871069 \nL 732.773132 219.554313 \nL 732.804953 222.736473 \nL 733.091346 254.009424 \nL 733.282275 350.900709 \nL 733.345918 337.73315 \nL 733.505026 252.363479 \nL 733.568668 260.483474 \nL 733.664133 273.212114 \nL 733.695954 272.224547 \nL 733.82324 259.276448 \nL 733.918705 317.433164 \nL 734.04599 355.838543 \nL 734.077812 354.302328 \nL 734.109633 351.668816 \nL 734.300562 260.264015 \nL 734.364205 264.324012 \nL 734.396027 265.750497 \nL 734.427848 263.885093 \nL 734.586955 236.123491 \nL 734.777884 347.608819 \nL 734.841527 337.623421 \nL 735.12792 197.279193 \nL 735.318849 204.850539 \nL 735.350671 200.351623 \nL 735.573421 331.807749 \nL 735.605242 324.236403 \nL 735.891635 184.001905 \nL 736.146207 220.871069 \nL 736.337136 326.869915 \nL 736.400779 295.048315 \nL 736.559886 204.960269 \nL 736.655351 201.887839 \nL 736.846279 213.189993 \nL 736.878101 211.214859 \nL 737.100851 334.66072 \nL 737.132673 327.089374 \nL 737.355423 206.277025 \nL 737.387244 207.154862 \nL 737.609995 220.761339 \nL 737.641816 217.140261 \nL 737.864566 333.892612 \nL 737.896388 327.308833 \nL 738.119138 208.471618 \nL 738.150959 212.531615 \nL 738.182781 212.641345 \nL 738.437353 235.684572 \nL 738.628281 345.194767 \nL 738.691924 336.526124 \nL 738.914675 236.781869 \nL 738.946496 237.879165 \nL 738.978318 237.659706 \nL 739.073782 225.260255 \nL 739.169246 228.003496 \nL 739.201068 232.392682 \nL 739.423818 345.633685 \nL 739.45564 344.2072 \nL 739.837497 207.264592 \nL 739.90114 207.70351 \nL 739.932961 202.765676 \nL 740.028426 289.671562 \nL 740.155712 329.283967 \nL 740.187533 321.383432 \nL 740.473926 159.861381 \nL 740.505748 161.178137 \nL 740.664855 181.039204 \nL 740.696677 180.490556 \nL 740.919427 322.700188 \nL 740.951248 315.67749 \nL 741.237642 177.198666 \nL 741.492213 223.943499 \nL 741.683142 340.147203 \nL 741.746785 312.166141 \nL 741.905892 206.057565 \nL 742.001357 200.022435 \nL 742.096821 210.007833 \nL 742.128643 209.568914 \nL 742.160464 210.117563 \nL 742.255928 231.624575 \nL 742.415036 336.635854 \nL 742.446857 336.526124 \nL 742.5105 304.704524 \nL 742.669608 205.289458 \nL 742.701429 200.571083 \nL 742.765072 201.997568 \nL 742.828715 210.007833 \nL 742.892358 205.069999 \nL 742.956001 207.264592 \nL 742.987822 210.007833 \nL 743.178751 334.880179 \nL 743.242394 325.992077 \nL 743.433323 201.010001 \nL 743.496966 205.728377 \nL 743.751537 229.320252 \nL 743.974288 343.000174 \nL 744.037931 331.47856 \nL 744.197038 229.429982 \nL 744.292502 239.63484 \nL 744.356145 246.547808 \nL 744.387967 244.353215 \nL 744.45161 237.440247 \nL 744.515252 240.073758 \nL 744.578895 274.967788 \nL 744.738003 347.938008 \nL 744.769824 347.38936 \nL 744.801646 344.09747 \nL 744.992574 247.096456 \nL 745.056217 254.667802 \nL 745.088039 256.752666 \nL 745.11986 253.899695 \nL 745.278968 232.831601 \nL 745.469896 343.439092 \nL 745.565361 313.373167 \nL 745.75629 196.401356 \nL 745.788111 197.718112 \nL 745.947218 189.598117 \nL 746.074504 213.738641 \nL 746.265433 329.174237 \nL 746.329076 299.437501 \nL 746.520005 171.602454 \nL 746.679112 147.791119 \nL 746.742755 154.594358 \nL 746.838219 179.39326 \nL 747.029148 310.520196 \nL 747.092791 284.294809 \nL 747.28372 152.070576 \nL 747.315541 151.412198 \nL 747.347363 147.57166 \nL 747.379184 149.546794 \nL 747.601935 189.159199 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326.321266 \nL 751.675082 301.193176 \nL 751.866011 169.84678 \nL 751.929654 164.579756 \nL 751.961475 167.322998 \nL 752.184226 202.765676 \nL 752.375154 321.054243 \nL 752.438797 292.305074 \nL 752.661548 138.354369 \nL 752.693369 130.892752 \nL 752.757012 135.391668 \nL 752.820655 136.050046 \nL 752.884298 148.998145 \nL 752.947941 182.904608 \nL 753.13887 306.24074 \nL 753.202512 276.394274 \nL 753.393441 159.203003 \nL 753.552549 172.151102 \nL 753.711656 205.838106 \nL 753.902585 331.149371 \nL 753.966228 307.996414 \nL 754.157156 180.929475 \nL 754.316264 177.747315 \nL 754.379907 186.745146 \nL 754.507193 246.328349 \nL 754.6663 331.47856 \nL 754.729943 327.089374 \nL 754.952693 195.304059 \nL 755.016336 195.633248 \nL 755.1118 183.562986 \nL 755.143622 185.867309 \nL 755.270908 243.036459 \nL 755.461837 331.807749 \nL 755.493658 332.356397 \nL 755.907337 169.188402 \nL 756.034623 227.235389 \nL 756.19373 316.665057 \nL 756.257373 292.195344 \nL 756.511945 111.031685 \nL 756.639231 99.729531 \nL 756.671052 103.899258 \nL 756.798338 182.46569 \nL 756.957445 287.257509 \nL 757.021088 266.738064 \nL 757.27566 75.918196 \nL 757.371124 70.212254 \nL 757.402946 71.090091 \nL 757.530232 107.300877 \nL 757.721161 263.446175 \nL 757.784803 242.59754 \nL 758.039375 45.632811 \nL 758.103018 61.104693 \nL 758.484876 283.307242 \nL 758.548519 263.116986 \nL 758.771269 95.450074 \nL 758.834912 89.195484 \nL 758.866733 91.499807 \nL 759.057662 159.971111 \nL 759.248591 299.437501 \nL 759.312234 292.634263 \nL 759.503163 184.001905 \nL 759.566806 192.231629 \nL 759.66227 207.045132 \nL 759.694091 203.862972 \nL 759.725913 204.74081 \nL 759.853199 261.58077 \nL 760.044128 338.062339 \nL 760.10777 318.420731 \nL 760.266878 237.769435 \nL 760.298699 242.487811 \nL 760.362342 251.595372 \nL 760.394164 249.291049 \nL 760.489628 233.16079 \nL 760.52145 239.086191 \nL 760.553271 239.854299 \nL 760.616914 265.860227 \nL 760.776021 340.256932 \nL 760.807843 339.927743 \nL 760.839664 337.84288 \nL 760.96695 244.462944 \nL 761.126057 213.519182 \nL 761.253343 184.001905 \nL 761.316986 193.109466 \nL 761.380629 239.854299 \nL 761.539736 317.433164 \nL 761.603379 293.29264 \nL 761.857951 116.737627 \nL 761.921594 113.994386 \nL 761.953415 114.762493 \nL 762.04888 130.014915 \nL 762.080701 134.84302 \nL 762.303452 289.561832 \nL 762.367094 265.421308 \nL 762.621666 76.576574 \nL 762.685309 71.30955 \nL 762.717131 73.943062 \nL 762.780774 80.417112 \nL 762.908059 173.906777 \nL 763.067167 280.454271 \nL 763.13081 259.056988 \nL 763.35356 102.033853 \nL 763.480846 93.804129 \nL 763.512667 94.901426 \nL 763.639953 149.766253 \nL 763.830882 296.58453 \nL 763.894525 275.845625 \nL 764.117275 146.364634 \nL 764.149097 142.524096 \nL 764.244561 143.840852 \nL 764.276382 144.170041 \nL 764.371847 169.62732 \nL 764.43549 224.382418 \nL 764.594597 320.286135 \nL 764.65824 299.218042 \nL 764.88099 167.542457 \nL 764.912812 163.811649 \nL 765.008276 164.470027 \nL 765.071919 173.358129 \nL 765.231026 272.773195 \nL 765.358312 331.259101 \nL 765.390134 330.490993 \nL 765.421955 327.089374 \nL 765.74017 185.208931 \nL 765.803813 170.395428 \nL 765.835634 172.80948 \nL 765.96292 225.918633 \nL 766.153849 318.420731 \nL 766.18567 317.872083 \nL 766.312956 213.409452 \nL 766.503885 165.567323 \nL 766.599349 153.058143 \nL 766.631171 157.557058 \nL 766.662992 160.848948 \nL 766.885743 294.828856 \nL 766.917564 288.793725 \nL 767.2676 78.222519 \nL 767.331243 85.135487 \nL 767.458529 134.404101 \nL 767.649458 275.516436 \nL 767.713101 247.754834 \nL 767.935851 92.706833 \nL 767.967672 84.586838 \nL 768.031315 93.255481 \nL 768.254066 192.999737 \nL 768.413173 284.404538 \nL 768.476816 258.947259 \nL 768.667745 139.341936 \nL 768.731388 136.050046 \nL 768.79503 154.045709 \nL 768.858673 143.511663 \nL 768.890495 144.49923 \nL 768.985959 172.80948 \nL 769.176888 303.387769 \nL 769.240531 279.466704 \nL 769.463281 151.192738 \nL 769.526924 144.828419 \nL 769.558746 145.596526 \nL 769.717853 172.80948 \nL 769.781496 227.784037 \nL 769.940603 318.74992 \nL 770.004246 297.462367 \nL 770.226996 168.530024 \nL 770.290639 158.544625 \nL 770.354282 161.287867 \nL 770.417925 173.467858 \nL 770.545211 237.330517 \nL 770.704318 330.820182 \nL 770.73614 329.942345 \nL 770.799783 306.789388 \nL 770.990712 205.179728 \nL 771.086176 210.775941 \nL 771.117997 208.910536 \nL 771.149819 204.74081 \nL 771.18164 206.715943 \nL 771.308926 249.291049 \nL 771.499855 328.2964 \nL 771.563498 316.335868 \nL 771.786248 212.860804 \nL 771.81807 213.299723 \nL 771.913534 191.79271 \nL 771.977177 201.668379 \nL 772.008998 203.314324 \nL 772.231749 328.076941 \nL 772.295392 300.095879 \nL 772.518142 151.521927 \nL 772.677249 135.830587 \nL 772.804535 177.857044 \nL 772.963642 311.507763 \nL 772.995464 311.398033 \nL 773.059107 285.611565 \nL 773.313679 102.472772 \nL 773.440964 91.938725 \nL 773.536429 107.849525 \nL 773.759179 267.067253 \nL 773.822822 248.96186 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188.500821 \nL 787.346945 244.792133 \nL 787.537873 334.331531 \nL 787.601516 320.286135 \nL 787.856088 197.059734 \nL 787.951553 175.004073 \nL 788.047017 177.418126 \nL 788.269767 316.006679 \nL 788.301589 309.861818 \nL 788.587982 125.845188 \nL 788.683446 127.710593 \nL 788.715268 125.845188 \nL 788.747089 130.124645 \nL 788.842554 168.749483 \nL 789.033482 305.253173 \nL 789.097125 277.49157 \nL 789.319876 144.49923 \nL 789.351697 138.244639 \nL 789.41534 141.646259 \nL 789.510804 152.509494 \nL 789.606269 182.026771 \nL 789.797198 294.609396 \nL 789.86084 265.421308 \nL 790.051769 151.960846 \nL 790.338162 183.453257 \nL 790.529091 315.787219 \nL 790.592734 310.520196 \nL 790.879127 176.759748 \nL 790.910949 179.612719 \nL 791.070056 193.767844 \nL 791.101878 190.037036 \nL 791.324628 331.039641 \nL 791.356449 324.126673 \nL 791.5792 189.927306 \nL 791.642842 193.658115 \nL 791.833771 213.958101 \nL 791.865593 211.324589 \nL 792.088343 338.062339 \nL 792.151986 327.747752 \nL 792.342915 225.589444 \nL 792.438379 236.45268 \nL 792.502022 230.307819 \nL 792.597486 224.492147 \nL 792.629308 224.711607 \nL 792.852058 340.91531 \nL 792.88388 340.037473 \nL 792.947523 324.565592 \nL 793.10663 221.968365 \nL 793.170273 227.125659 \nL 793.202094 231.185656 \nL 793.233916 229.8689 \nL 793.393023 214.616478 \nL 793.583952 337.074772 \nL 793.615773 336.745583 \nL 793.679416 303.05858 \nL 793.870345 183.892175 \nL 794.124917 196.291626 \nL 794.156738 194.426222 \nL 794.379489 336.855313 \nL 794.41131 328.735319 \nL 794.697703 187.952173 \nL 794.729525 188.83001 \nL 794.824989 181.478123 \nL 794.85681 182.35596 \nL 794.952275 213.519182 \nL 795.143204 327.199104 \nL 795.206847 299.437501 \nL 795.429597 168.859213 \nL 795.588704 156.679221 \nL 795.71599 196.730545 \nL 795.906919 315.67749 \nL 795.970562 286.599132 \nL 796.161491 168.749483 \nL 796.225133 167.652187 \nL 796.384241 180.710015 \nL 796.416062 179.941908 \nL 796.447884 184.001905 \nL 796.670634 319.627757 \nL 796.702455 313.043978 \nL 796.925206 174.235966 \nL 796.988849 177.857044 \nL 797.275242 252.582939 \nL 797.434349 329.064508 \nL 797.497992 316.335868 \nL 797.688921 214.835938 \nL 797.784385 224.601877 \nL 797.816207 225.150525 \nL 797.975314 215.055397 \nL 798.198064 336.855313 \nL 798.229886 336.416394 \nL 798.293529 323.029377 \nL 798.516279 216.481883 \nL 798.579922 210.227292 \nL 798.739029 181.807312 \nL 798.929958 321.163973 \nL 798.96178 320.505595 \nL 799.025422 289.781291 \nL 799.248173 136.269506 \nL 799.40728 118.93222 \nL 799.502744 134.294372 \nL 799.725495 309.752089 \nL 799.757316 304.375335 \nL 800.139174 108.507903 \nL 800.170995 110.263578 \nL 800.298281 164.579756 \nL 800.48921 296.365071 \nL 800.552853 262.897526 \nL 800.775603 108.068984 \nL 800.902889 92.597103 \nL 800.93471 93.804129 \nL 801.061996 144.3895 \nL 801.252925 281.112649 \nL 801.284746 276.723463 \nL 801.507497 147.352201 \nL 801.539318 148.888416 \nL 801.57114 148.998145 \nL 801.79389 177.857044 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158.654355 \nL 806.598931 319.956946 \nL 806.662574 283.416972 \nL 806.853503 166.115971 \nL 807.044432 142.414366 \nL 807.139896 152.948413 \nL 807.362646 314.360734 \nL 807.426289 275.626166 \nL 807.64904 122.004651 \nL 807.744504 104.118717 \nL 807.776325 105.545202 \nL 807.935433 154.594358 \nL 808.126361 284.294809 \nL 808.190004 271.017521 \nL 808.380933 127.930052 \nL 808.540041 139.890584 \nL 808.730969 237.111058 \nL 808.890077 318.640191 \nL 808.921898 318.091542 \nL 808.985541 303.936417 \nL 809.17647 222.187825 \nL 809.208291 223.065662 \nL 809.240113 224.711607 \nL 809.271934 221.090528 \nL 809.39922 197.059734 \nL 809.431042 206.825673 \nL 809.62197 337.184502 \nL 809.653792 335.977476 \nL 809.717435 295.706693 \nL 809.876542 197.827841 \nL 809.972006 190.037036 \nL 810.003828 192.341359 \nL 810.035649 193.987304 \nL 810.099292 193.767844 \nL 810.131114 192.341359 \nL 810.162935 182.246231 \nL 810.194757 196.181897 \nL 810.385686 336.635854 \nL 810.417507 336.087205 \nL 810.48115 299.108312 \nL 810.640257 213.519182 \nL 810.735722 209.349455 \nL 810.799365 213.958101 \nL 810.831186 213.409452 \nL 810.92665 193.438655 \nL 810.958472 205.947836 \nL 811.149401 335.428828 \nL 811.181222 334.989909 \nL 811.244865 295.596963 \nL 811.403972 204.082432 \nL 811.658544 194.316493 \nL 811.690366 181.917042 \nL 811.722187 196.401356 \nL 811.913116 331.698019 \nL 811.944937 331.149371 \nL 812.00858 289.891021 \nL 812.167688 187.293795 \nL 812.199509 185.64785 \nL 812.263152 187.842443 \nL 812.294973 189.707847 \nL 812.358616 186.964606 \nL 812.454081 176.540289 \nL 812.517724 220.871069 \nL 812.676831 332.575857 \nL 812.708652 332.136938 \nL 812.772295 296.69426 \nL 812.931403 212.860804 \nL 812.963224 213.299723 \nL 813.154153 228.881334 \nL 813.185974 226.577011 \nL 813.217796 215.494316 \nL 813.249617 224.492147 \nL 813.472368 349.803412 \nL 813.504189 345.085037 \nL 813.599654 289.671562 \nL 813.726939 241.609973 \nL 813.758761 243.255918 \nL 813.822404 249.510508 \nL 813.854225 248.742401 \nL 813.981511 222.736473 \nL 814.013333 235.794302 \nL 814.267904 353.314761 \nL 814.363369 307.447766 \nL 814.458833 257.740233 \nL 814.522476 259.056988 \nL 814.586119 267.396442 \nL 814.61794 266.957523 \nL 814.745226 222.955932 \nL 814.777048 237.001328 \nL 814.967977 352.875843 \nL 814.999798 350.790979 \nL 815.063441 308.545062 \nL 815.222548 226.138092 \nL 815.381656 231.295386 \nL 815.47712 209.788374 \nL 815.508941 196.620815 \nL 815.540763 214.17756 \nL 815.763513 346.292063 \nL 815.827156 310.849385 \nL 815.986263 214.397019 \nL 816.018085 213.409452 \nL 816.145371 225.040796 \nL 816.177192 222.078095 \nL 816.240835 210.556481 \nL 816.272657 197.608382 \nL 816.304478 214.616478 \nL 816.527228 345.633685 \nL 816.590871 305.362902 \nL 816.749979 222.187825 \nL 816.813621 224.382418 \nL 816.845443 224.162958 \nL 816.909086 228.661874 \nL 816.940907 224.601877 \nL 817.036372 196.181897 \nL 817.068193 212.531615 \nL 817.259122 343.000174 \nL 817.290943 341.573688 \nL 817.354586 302.290472 \nL 817.513694 212.970534 \nL 817.545515 212.751074 \nL 817.609158 214.726208 \nL 817.704623 224.492147 \nL 817.736444 221.639176 \nL 817.800087 200.132164 \nL 817.831908 213.189993 \nL 818.022837 341.793147 \nL 818.054659 340.91531 \nL 818.118302 302.290472 \nL 818.213766 222.955932 \nL 818.277409 226.79647 \nL 818.436516 246.876997 \nL 818.500159 239.52511 \nL 818.563802 216.481883 \nL 818.595624 227.784037 \nL 818.818374 346.072604 \nL 818.850195 341.02504 \nL 819.041124 236.891598 \nL 819.16841 258.39861 \nL 819.200231 257.520773 \nL 819.327517 226.357551 \nL 819.359339 240.183488 \nL 819.582089 351.449357 \nL 819.61391 349.145034 \nL 819.709375 300.863987 \nL 819.868482 236.23322 \nL 819.932125 238.647273 \nL 819.963947 236.891598 \nL 820.091232 202.875406 \nL 820.345804 337.184502 \nL 820.377626 327.638022 \nL 820.600376 202.655946 \nL 820.727662 220.54188 \nL 820.759483 218.895935 \nL 820.854948 193.109466 \nL 820.886769 214.726208 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339.159636 \nL 824.323487 256.972125 \nL 824.418952 237.220787 \nL 824.450773 237.659706 \nL 824.514416 239.195921 \nL 824.641702 213.628912 \nL 824.673523 206.825673 \nL 824.705345 222.297554 \nL 824.928095 343.439092 \nL 824.959917 342.451525 \nL 825.055381 300.315338 \nL 825.214488 233.380249 \nL 825.341774 213.519182 \nL 825.405417 186.745146 \nL 825.437239 188.171632 \nL 825.69181 334.441261 \nL 825.723632 324.785051 \nL 825.946382 194.865141 \nL 826.010025 192.560818 \nL 826.041846 194.535952 \nL 826.073668 196.840275 \nL 826.105489 196.511086 \nL 826.169132 176.759748 \nL 826.200954 179.1738 \nL 826.423704 336.745583 \nL 826.487347 326.869915 \nL 826.710097 203.862972 \nL 826.837383 216.811072 \nL 826.869205 214.06783 \nL 826.964669 184.660283 \nL 826.99649 207.593781 \nL 827.187419 336.416394 \nL 827.219241 335.867746 \nL 827.282884 299.65696 \nL 827.441991 205.289458 \nL 827.473812 204.960269 \nL 827.601098 213.958101 \nL 827.63292 211.982967 \nL 827.696563 188.72028 \nL 827.728384 189.817577 \nL 827.951134 335.648287 \nL 828.014777 325.992077 \nL 828.173885 214.726208 \nL 828.237528 217.579179 \nL 828.364813 225.699174 \nL 828.396635 223.833769 \nL 828.492099 193.328926 \nL 828.523921 210.88567 \nL 828.714849 338.610988 \nL 828.746671 337.184502 \nL 828.810314 300.863987 \nL 828.9376 216.152694 \nL 828.969421 218.127827 \nL 829.128529 236.45268 \nL 829.16035 232.173223 \nL 829.255814 208.910536 \nL 829.287636 223.285121 \nL 829.510386 341.13477 \nL 829.542208 338.501258 \nL 829.637672 280.564001 \nL 829.764958 226.577011 \nL 829.796779 228.771604 \nL 829.892244 235.904031 \nL 829.987708 211.763507 \nL 830.01953 220.761339 \nL 830.274101 348.486656 \nL 830.337744 338.940176 \nL 830.496852 252.363479 \nL 830.592316 262.568337 \nL 830.624137 266.079686 \nL 830.655959 263.446175 \nL 830.751423 217.46945 \nL 830.815066 231.624575 \nL 831.005995 343.219633 \nL 831.037816 341.463959 \nL 831.101459 299.65696 \nL 831.260567 218.566746 \nL 831.292388 218.895935 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204.082432 \nL 838.229468 202.436487 \nL 838.293111 208.142429 \nL 838.324932 206.825673 \nL 838.388575 175.004073 \nL 838.452218 200.241894 \nL 838.643147 331.47856 \nL 838.674968 331.039641 \nL 838.738611 293.182911 \nL 838.897718 188.391091 \nL 838.92954 186.745146 \nL 838.961361 188.500821 \nL 838.993183 187.622984 \nL 839.056826 192.999737 \nL 839.088647 191.463522 \nL 839.15229 169.62732 \nL 839.184112 180.271097 \nL 839.438683 330.820182 \nL 839.470505 323.907214 \nL 839.693255 202.875406 \nL 839.852362 225.918633 \nL 839.884184 220.212691 \nL 839.916005 203.862972 \nL 839.979648 226.247822 \nL 840.202398 345.414226 \nL 840.23422 341.902877 \nL 840.425149 237.549976 \nL 840.552435 250.827264 \nL 840.584256 253.021857 \nL 840.616077 249.07159 \nL 840.67972 219.444583 \nL 840.711542 229.210522 \nL 840.966114 351.120168 \nL 841.029757 341.793147 \nL 841.220685 250.498075 \nL 841.284328 256.423477 \nL 841.31615 259.056988 \nL 841.347971 253.131587 \nL 841.443436 197.059734 \nL 841.507079 226.68674 \nL 841.698007 337.95261 \nL 841.729829 336.965043 \nL 841.793472 293.5121 \nL 841.888936 210.775941 \nL 841.920758 211.434319 \nL 841.952579 210.007833 \nL 841.9844 213.409452 \nL 842.111686 232.721871 \nL 842.143508 223.72404 \nL 842.207151 181.148934 \nL 842.270794 207.92297 \nL 842.461722 335.428828 \nL 842.493544 335.319098 \nL 842.557187 301.741824 \nL 842.716294 210.666211 \nL 842.748116 209.788374 \nL 842.84358 216.920801 \nL 842.875402 216.262423 \nL 842.970866 178.405693 \nL 843.002687 190.366225 \nL 843.225438 340.476392 \nL 843.289081 329.174237 \nL 843.480009 202.765676 \nL 843.511831 205.508917 \nL 843.607295 213.189993 \nL 843.639117 210.337022 \nL 843.734581 176.430559 \nL 843.766403 189.707847 \nL 844.020974 337.623421 \nL 844.052796 326.869915 \nL 844.275546 193.767844 \nL 844.402832 206.825673 \nL 844.498296 178.625152 \nL 844.530118 190.585684 \nL 844.752868 334.55099 \nL 844.816511 324.675321 \nL 845.039261 201.887839 \nL 845.166547 220.43215 \nL 845.198368 217.24999 \nL 845.262011 196.730545 \nL 845.293833 206.057565 \nL 845.389297 271.23698 \nL 845.548405 343.109903 \nL 845.612048 326.869915 \nL 845.739333 250.388346 \nL 845.802976 251.485642 \nL 845.898441 269.920224 \nL 845.962084 260.483474 \nL 846.025727 225.260255 \nL 846.08937 249.620238 \nL 846.31212 348.376927 \nL 846.343941 347.169901 \nL 846.439406 300.754257 \nL 846.566691 244.462944 \nL 846.598513 245.011593 \nL 846.662156 257.411044 \nL 846.693977 254.667802 \nL 846.789442 200.461353 \nL 846.853085 229.320252 \nL 847.044013 342.561255 \nL 847.075835 340.91531 \nL 847.139478 298.998582 \nL 847.298585 211.324589 \nL 847.457693 233.489979 \nL 847.489514 225.260255 \nL 847.553157 183.562986 \nL 847.6168 210.9954 \nL 847.807729 337.294232 \nL 847.83955 337.074772 \nL 847.903193 295.816422 \nL 848.030479 208.361888 \nL 848.0623 211.544048 \nL 848.125943 217.24999 \nL 848.221408 225.918633 \nL 848.253229 222.626743 \nL 848.316872 181.258664 \nL 848.380515 210.337022 \nL 848.571444 338.172069 \nL 848.603265 337.294232 \nL 848.666908 297.791556 \nL 848.826016 207.045132 \nL 848.985123 219.225124 \nL 849.080587 184.770013 \nL 849.112409 194.645681 \nL 849.335159 337.513691 \nL 849.398802 325.443429 \nL 849.557909 210.337022 \nL 849.621552 219.993232 \nL 849.748838 230.527278 \nL 849.812481 207.92297 \nL 849.844302 188.83001 \nL 849.907945 206.825673 \nL 850.098874 331.36883 \nL 850.130696 330.600723 \nL 850.194339 289.561832 \nL 850.289803 209.788374 \nL 850.321624 212.092696 \nL 850.480732 237.549976 \nL 850.512553 236.891598 \nL 850.608018 217.908368 \nL 850.639839 228.003496 \nL 850.703482 253.460776 \nL 850.894411 336.855313 \nL 850.958054 321.712621 \nL 851.148982 218.127827 \nL 851.212625 224.382418 \nL 851.244447 226.357551 \nL 851.276268 224.931066 \nL 851.371733 199.144597 \nL 851.403554 213.738641 \nL 851.626304 333.673153 \nL 851.721769 315.128842 \nL 851.912698 206.606214 \nL 851.944519 211.873237 \nL 852.008162 224.821336 \nL 852.039984 222.626743 \nL 852.103626 191.682981 \nL 852.135448 200.461353 \nL 852.39002 332.356397 \nL 852.421841 330.052075 \nL 852.485484 283.85589 \nL 852.61277 217.908368 \nL 852.644591 218.127827 \nL 852.676413 219.444583 \nL 852.771877 228.881334 \nL 852.83552 202.217028 \nL 852.867342 172.480291 \nL 852.930985 188.939739 \nL 853.153735 324.016944 \nL 853.217378 310.191007 \nL 853.408307 208.032699 \nL 853.535592 220.761339 \nL 853.567414 217.140261 \nL 853.631057 177.308396 \nL 853.6947 192.451088 \nL 853.91745 332.356397 \nL 853.981093 320.725054 \nL 854.108379 216.481883 \nL 854.203843 220.980798 \nL 854.299308 232.831601 \nL 854.331129 231.624575 \nL 854.394772 181.258664 \nL 854.458415 197.169464 \nL 854.681165 338.940176 \nL 854.744808 325.882348 \nL 854.872094 210.9954 \nL 854.935737 211.214859 \nL 854.967558 210.775941 \nL 854.99938 215.274856 \nL 855.063023 214.06783 \nL 855.126666 188.281362 \nL 855.158487 172.041373 \nL 855.22213 193.109466 \nL 855.44488 330.052075 \nL 855.508523 320.834784 \nL 855.699452 202.875406 \nL 855.731273 204.850539 \nL 855.826738 214.506749 \nL 855.858559 211.653778 \nL 855.922202 171.931643 \nL 855.985845 192.341359 \nL 856.240417 316.555327 \nL 856.30406 296.365071 \nL 856.431346 226.028363 \nL 856.494989 233.489979 \nL 856.590453 250.498075 \nL 856.622275 243.914296 \nL 856.685917 189.268928 \nL 856.74956 213.738641 \nL 857.004132 334.002342 \nL 857.067775 323.468295 \nL 857.258704 241.500244 \nL 857.290525 247.645104 \nL 857.354168 254.996991 \nL 857.38599 247.535375 \nL 857.449633 187.952173 \nL 857.513276 210.117563 \nL 857.736026 333.782883 \nL 857.799669 320.615324 \nL 857.990598 211.434319 \nL 858.117883 227.015929 \nL 858.149705 226.028363 \nL 858.213348 175.772181 \nL 858.276991 193.877574 \nL 858.499741 328.625589 \nL 858.563384 316.116408 \nL 858.754313 219.554313 \nL 858.786134 224.492147 \nL 858.881599 231.734305 \nL 858.91342 228.661874 \nL 858.977063 177.308396 \nL 859.040706 198.486219 \nL 859.263456 338.610988 \nL 859.327099 326.979644 \nL 859.518028 214.945667 \nL 859.549849 215.055397 \nL 859.645314 221.748906 \nL 859.740778 178.186233 \nL 859.804421 197.608382 \nL 859.899885 276.284544 \nL 860.027171 324.126673 \nL 860.058993 320.725054 \nL 860.122636 276.284544 \nL 860.2181 209.020266 \nL 860.249922 210.007833 \nL 860.313564 214.28729 \nL 860.345386 219.554313 \nL 860.409029 218.566746 \nL 860.44085 213.080263 \nL 860.504493 163.592189 \nL 860.568136 178.734882 \nL 860.822708 314.031545 \nL 860.854529 302.509931 \nL 860.981815 194.535952 \nL 861.045458 198.815408 \nL 861.172744 208.910536 \nL 861.204565 205.618647 \nL 861.268208 161.507326 \nL 861.331851 181.478123 \nL 861.459137 270.249413 \nL 861.586423 307.008847 \nL 861.618245 300.973716 \nL 861.809173 214.616478 \nL 861.872816 225.479714 \nL 861.904638 231.624575 \nL 861.936459 231.075927 \nL 862.000102 191.90244 \nL 862.031924 171.053806 \nL 862.095567 190.037036 \nL 862.222852 272.114817 \nL 862.350138 302.071013 \nL 862.38196 298.340205 \nL 862.795639 165.567323 \nL 862.82746 176.869478 \nL 862.954746 271.34671 \nL 863.082032 319.737487 \nL 863.113853 318.201272 \nL 863.177496 272.005088 \nL 863.336604 175.99164 \nL 863.368425 175.113803 \nL 863.400247 176.869478 \nL 863.46389 180.380826 \nL 863.495711 176.979207 \nL 863.559354 151.960846 \nL 863.591175 160.739218 \nL 863.845747 316.335868 \nL 863.90939 299.87642 \nL 864.100319 195.0846 \nL 864.163962 200.900272 \nL 864.227605 199.912705 \nL 864.291248 161.287867 \nL 864.323069 135.281939 \nL 864.386712 151.192738 \nL 864.482176 229.210522 \nL 864.609462 280.234812 \nL 864.641284 279.027785 \nL 864.704927 235.794302 \nL 864.76857 166.44516 \nL 864.832213 176.650018 \nL 864.99132 193.767844 \nL 865.023141 186.525687 \nL 865.086784 137.037613 \nL 865.150427 147.242471 \nL 865.245892 229.8689 \nL 865.373177 289.671562 \nL 865.404999 288.025617 \nL 865.468642 244.133755 \nL 865.532285 173.138669 \nL 865.595928 179.832178 \nL 865.755035 192.890007 \nL 865.818678 161.178137 \nL 865.850499 143.511663 \nL 865.914142 156.350032 \nL 866.009607 231.185656 \nL 866.136893 284.843457 \nL 866.168714 283.307242 \nL 866.232357 238.318084 \nL 866.296 168.639753 \nL 866.359643 168.859213 \nL 866.423286 172.480291 \nL 866.51875 181.807312 \nL 866.550572 176.320829 \nL 866.614215 138.244639 \nL 866.677858 157.557058 \nL 866.773322 219.005665 \nL 866.932429 278.149948 \nL 866.996072 260.154285 \nL 867.123358 180.380826 \nL 867.187001 187.622984 \nL 867.282465 208.361888 \nL 867.314287 205.947836 \nL 867.37793 168.968942 \nL 867.409751 180.271097 \nL 867.696144 320.505595 \nL 867.759787 307.557495 \nL 867.918895 230.966197 \nL 867.982538 236.23322 \nL 868.046181 245.340782 \nL 868.078002 236.781869 \nL 868.141645 179.28353 \nL 868.205288 203.533783 \nL 868.428038 326.869915 \nL 868.491681 313.812086 \nL 868.68261 186.635417 \nL 868.714431 191.573251 \nL 868.809896 205.508917 \nL 868.841717 202.985135 \nL 868.90536 170.944076 \nL 868.969003 189.159199 \nL 869.191753 336.965043 \nL 869.255396 326.430996 \nL 869.446325 218.457016 \nL 869.478146 219.554313 \nL 869.573611 227.893767 \nL 869.605432 223.833769 \nL 869.669075 173.577588 \nL 869.732718 186.525687 \nL 869.955468 323.687755 \nL 870.019111 307.228306 \nL 870.273683 167.761916 \nL 870.305505 165.238134 \nL 870.337326 166.225701 \nL 870.369147 169.517591 \nL 870.400969 156.569492 \nL 870.464612 173.577588 \nL 870.751005 346.511523 \nL 870.782827 343.987741 \nL 870.941934 252.582939 \nL 871.005577 232.941331 \nL 871.037398 240.293218 \nL 871.132863 266.518605 \nL 871.164684 253.021857 \nL 871.196506 247.096456 \nL 871.260149 248.193753 \nL 871.323791 263.336445 \nL 871.482899 316.335868 \nL 871.51472 314.909382 \nL 871.578363 292.743992 \nL 871.769292 214.397019 \nL 871.864756 223.50458 \nL 871.896578 215.713775 \nL 871.960221 170.834347 \nL 872.023864 180.819745 \nL 872.15115 260.264015 \nL 872.278435 293.841289 \nL 872.342078 276.833192 \nL 872.501186 199.693246 \nL 872.533007 203.862972 \nL 872.628472 215.494316 \nL 872.660293 207.92297 \nL 872.723936 158.654355 \nL 872.787579 173.906777 \nL 872.883043 234.258087 \nL 873.042151 305.801821 \nL 873.073972 304.375335 \nL 873.169436 262.568337 \nL 873.296722 207.154862 \nL 873.328544 212.092696 \nL 873.392187 220.43215 \nL 873.424008 211.324589 \nL 873.487651 168.639753 \nL 873.551294 191.573251 \nL 873.805866 325.882348 \nL 873.837687 314.470464 \nL 874.028616 201.119731 \nL 874.060437 204.52135 \nL 874.155902 208.252159 \nL 874.187723 204.301891 \nL 874.251366 151.851116 \nL 874.315009 163.811649 \nL 874.442295 267.835361 \nL 874.537759 295.048315 \nL 874.569581 292.305074 \nL 874.633224 246.328349 \nL 874.728688 172.699751 \nL 874.76051 174.455425 \nL 874.855974 184.111635 \nL 874.919617 181.148934 \nL 874.98326 140.878151 \nL 875.015081 124.199244 \nL 875.078724 140.658692 \nL 875.333296 295.267774 \nL 875.396939 257.411044 \nL 875.556046 178.844611 \nL 875.587868 178.295963 \nL 875.683332 187.184065 \nL 875.715154 181.587853 \nL 875.778797 144.49923 \nL 875.84244 162.714352 \nL 876.06519 303.716958 \nL 876.128833 289.671562 \nL 876.319761 182.026771 \nL 876.415226 191.79271 \nL 876.447047 191.244062 \nL 876.542512 133.087346 \nL 876.637976 158.105707 \nL 876.828905 278.588867 \nL 876.860726 276.394274 \nL 876.924369 231.734305 \nL 876.988012 157.776518 \nL 877.051655 163.811649 \nL 877.210763 182.46569 \nL 877.242584 176.320829 \nL 877.306227 140.329503 \nL 877.36987 161.617056 \nL 877.465334 229.100793 \nL 877.624442 306.02128 \nL 877.656263 303.607228 \nL 877.783549 217.908368 \nL 877.879013 190.805144 \nL 877.910835 193.987304 \nL 877.974478 202.655946 \nL 878.006299 198.815408 \nL 878.069942 160.958678 \nL 878.101764 172.480291 \nL 878.356335 312.275871 \nL 878.4518 296.913719 \nL 878.610907 205.728377 \nL 878.67455 214.506749 \nL 878.738193 209.678644 \nL 878.801836 154.484628 \nL 878.833657 126.174377 \nL 878.8973 140.658692 \nL 879.12005 270.139683 \nL 879.183693 254.448343 \nL 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "energy.plot(y='load', subplots=True, figsize=(15, 8), fontsize=12)\n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
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   ],
   "source": [
    "energy['2014-07-01':'2014-07-07'].plot(y='load', subplots=True, figsize=(15, 8), fontsize=12)\n",
    "plt.xlabel('timestamp', fontsize=12)\n",
    "plt.ylabel('load', fontsize=12)\n",
    "plt.show()"
   ]
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    "\n---\n\n**Avertissement** :  \nCe document a été traduit à l'aide du service de traduction automatique [Co-op Translator](https://github.com/Azure/co-op-translator). Bien que nous nous efforcions d'assurer l'exactitude, veuillez noter que les traductions automatisées peuvent contenir des erreurs ou des inexactitudes. Le document original dans sa langue d'origine doit être considéré comme la source faisant autorité. Pour des informations critiques, il est recommandé de faire appel à une traduction humaine professionnelle. Nous déclinons toute responsabilité en cas de malentendus ou d'interprétations erronées résultant de l'utilisation de cette traduction.\n"
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