Paranoia/fmriprep/sub-tb3240/figures/sub-tb3240_task-story3_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 386.631483 309.883863" width="386.631483pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 386.631483 309.883863 
L 386.631483 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
    <g id="xtick_6"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p9c18a9191d)" d="M 18.697188 23.46196 
L 372.281346 23.46196 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p9c18a9191d)" d="M 18.697188 23.055589 
L 19.765418 23.522307 
L 20.833648 23.540407 
L 24.038338 23.255588 
L 26.174798 23.807905 
L 29.379488 23.721984 
L 30.447718 23.612162 
L 32.584179 23.606409 
L 33.652409 23.546432 
L 34.720639 23.701621 
L 38.993559 23.678832 
L 41.130019 23.33077 
L 42.198249 23.306163 
L 43.266479 23.718075 
L 44.33471 23.903129 
L 47.5394 24.027105 
L 49.67586 23.961511 
L 50.74409 23.967424 
L 53.94878 23.646877 
L 55.01701 23.777681 
L 57.153471 23.804392 
L 58.221701 23.935815 
L 62.494621 23.6892 
L 64.631081 23.571187 
L 66.767541 23.631041 
L 67.835771 23.855796 
L 74.245152 23.482594 
L 75.313382 23.478326 
L 76.381612 23.594334 
L 78.518072 23.978992 
L 81.722763 23.675603 
L 82.790993 23.446271 
L 83.859223 23.495287 
L 85.995683 23.348944 
L 88.132143 23.566127 
L 89.200373 23.375221 
L 92.405063 23.432477 
L 93.473294 23.608092 
L 99.882674 23.872856 
L 103.087364 23.67741 
L 104.155594 23.575035 
L 105.223824 23.699344 
L 106.292055 23.943411 
L 108.428515 24.102485 
L 109.496745 23.869887 
L 111.633205 23.638427 
L 112.701435 23.490809 
L 113.769665 23.588334 
L 114.837895 23.832809 
L 115.906125 23.939638 
L 116.974355 23.700668 
L 118.042585 23.619288 
L 120.179046 23.177585 
L 124.451966 23.652332 
L 126.588426 23.643747 
L 127.656656 23.757342 
L 129.793116 23.60031 
L 131.929577 23.680428 
L 134.066037 23.975231 
L 136.202497 24.109574 
L 138.338957 23.709192 
L 139.407187 23.439034 
L 140.475417 23.522233 
L 141.543647 23.943968 
L 144.748338 23.877223 
L 145.816568 23.959098 
L 146.884798 23.859185 
L 150.089488 23.973078 
L 153.294178 23.815811 
L 157.567099 23.99969 
L 158.635329 23.880341 
L 163.976479 24.04612 
L 167.181169 23.915724 
L 169.31763 23.482965 
L 172.52232 23.850538 
L 173.59055 23.962204 
L 174.65878 23.726859 
L 176.79524 23.585699 
L 177.86347 23.584944 
L 181.068161 23.910033 
L 182.136391 24.011108 
L 184.272851 23.89129 
L 185.341081 23.943745 
L 186.409311 23.723704 
L 187.477541 23.634604 
L 190.682231 23.945366 
L 191.750461 24.068327 
L 192.818691 24.045464 
L 193.886922 23.863528 
L 194.955152 23.825695 
L 196.023382 23.624249 
L 197.091612 23.563616 
L 202.432762 23.94951 
L 206.705683 23.723048 
L 208.842143 23.880526 
L 210.978603 23.848843 
L 212.046833 23.71831 
L 213.115063 23.866027 
L 218.456214 23.92541 
L 219.524444 23.605605 
L 221.660904 23.532427 
L 224.865594 24.116453 
L 227.002054 24.148693 
L 229.138514 24.220065 
L 231.274975 24.124915 
L 232.343205 24.03673 
L 235.547895 24.278162 
L 237.684355 24.253084 
L 239.820815 24.029839 
L 240.889045 23.922862 
L 241.957275 23.639181 
L 243.025506 23.673265 
L 244.093736 23.932104 
L 246.230196 24.039143 
L 247.298426 24.171147 
L 251.571346 23.528926 
L 252.639576 23.582953 
L 253.707806 23.848298 
L 256.912497 24.031831 
L 261.185417 23.727032 
L 262.253647 23.755944 
L 263.321877 23.92614 
L 264.390107 23.980241 
L 265.458337 23.860101 
L 271.867718 23.882592 
L 274.004178 23.767178 
L 275.072408 23.760287 
L 277.208868 24.026486 
L 293.23232 23.656576 
L 297.50524 23.993665 
L 298.57347 23.720698 
L 300.70993 23.587555 
L 304.982851 23.803093 
L 306.051081 23.73495 
L 307.119311 23.532736 
L 308.187541 23.51434 
L 311.392231 23.97872 
L 312.460461 24.028985 
L 315.665151 23.823097 
L 316.733381 23.606879 
L 317.801612 23.579798 
L 322.074532 23.929159 
L 324.210992 23.816677 
L 325.279222 23.661228 
L 326.347452 23.707881 
L 327.415682 24.003599 
L 333.825063 24.07643 
L 334.893293 23.826772 
L 335.961523 23.770456 
L 338.097983 23.979289 
L 340.234443 24.201309 
L 342.370904 24.101916 
L 344.507364 23.802486 
L 346.643824 23.669888 
L 347.712054 23.670345 
L 348.780284 23.858208 
L 350.916744 23.938227 
L 353.053204 24.013991 
L 356.257895 23.799158 
L 357.326125 23.836756 
L 358.394355 23.702833 
L 361.599045 24.171519 
L 363.735505 23.830322 
L 365.871965 23.649363 
L 366.940195 23.709353 
L 368.008426 23.909575 
L 370.144886 24.076294 
L 371.213116 24.17711 
L 372.281346 23.958084 
L 372.281346 23.958084 
" style="fill:none;stroke:#f77189;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_1">
    <g id="patch_3">
     <path d="M 18.697188 25.935276 
L 29.974688 25.935276 
Q 32.374688 25.935276 32.374688 23.535276 
L 32.374688 15.792776 
Q 32.374688 13.392776 29.974688 13.392776 
L 18.697188 13.392776 
Q 16.297188 13.392776 16.297188 15.792776 
L 16.297188 23.535276 
Q 16.297188 25.935276 18.697188 25.935276 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- GS -->
    <defs>
     <path d="M 59.515625 10.40625 
L 59.515625 29.984375 
L 43.40625 29.984375 
L 43.40625 38.09375 
L 69.28125 38.09375 
L 69.28125 6.78125 
Q 63.578125 2.734375 56.6875 0.65625 
Q 49.8125 -1.421875 42 -1.421875 
Q 24.90625 -1.421875 15.25 8.5625 
Q 5.609375 18.5625 5.609375 36.375 
Q 5.609375 54.25 15.25 64.234375 
Q 24.90625 74.21875 42 74.21875 
Q 49.125 74.21875 55.546875 72.453125 
Q 61.96875 70.703125 67.390625 67.28125 
L 67.390625 56.78125 
Q 61.921875 61.421875 55.765625 63.765625 
Q 49.609375 66.109375 42.828125 66.109375 
Q 29.4375 66.109375 22.71875 58.640625 
Q 16.015625 51.171875 16.015625 36.375 
Q 16.015625 21.625 22.71875 14.15625 
Q 29.4375 6.6875 42.828125 6.6875 
Q 48.046875 6.6875 52.140625 7.59375 
Q 56.25 8.5 59.515625 10.40625 
z
" id="DejaVuSans-47"/>
     <path d="M 53.515625 70.515625 
L 53.515625 60.890625 
Q 47.90625 63.578125 42.921875 64.890625 
Q 37.9375 66.21875 33.296875 66.21875 
Q 25.25 66.21875 20.875 63.09375 
Q 16.5 59.96875 16.5 54.203125 
Q 16.5 49.359375 19.40625 46.890625 
Q 22.3125 44.4375 30.421875 42.921875 
L 36.375 41.703125 
Q 47.40625 39.59375 52.65625 34.296875 
Q 57.90625 29 57.90625 20.125 
Q 57.90625 9.515625 50.796875 4.046875 
Q 43.703125 -1.421875 29.984375 -1.421875 
Q 24.8125 -1.421875 18.96875 -0.25 
Q 13.140625 0.921875 6.890625 3.21875 
L 6.890625 13.375 
Q 12.890625 10.015625 18.65625 8.296875 
Q 24.421875 6.59375 29.984375 6.59375 
Q 38.421875 6.59375 43.015625 9.90625 
Q 47.609375 13.234375 47.609375 19.390625 
Q 47.609375 24.75 44.3125 27.78125 
Q 41.015625 30.8125 33.5 32.328125 
L 27.484375 33.5 
Q 16.453125 35.6875 11.515625 40.375 
Q 6.59375 45.0625 6.59375 53.421875 
Q 6.59375 63.09375 13.40625 68.65625 
Q 20.21875 74.21875 32.171875 74.21875 
Q 37.3125 74.21875 42.625 73.28125 
Q 47.953125 72.359375 53.515625 70.515625 
z
" id="DejaVuSans-53"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(18.697188 21.871526)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-47"/>
     <use x="77.490234" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_2">
    <g id="patch_4">
     <path d="M 280.129663 22.799651 
L 365.209663 22.799651 
Q 366.409663 22.799651 366.409663 21.599651 
L 366.409663 17.728401 
Q 366.409663 16.528401 365.209663 16.528401 
L 280.129663 16.528401 
Q 278.929663 16.528401 278.929663 17.728401 
L 278.929663 21.599651 
Q 278.929663 22.799651 280.129663 22.799651 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 545.427 $\bullet$ mean: 541.719 $\bullet$ $\sigma$: 1.027 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 16.796875 31.34375 
Q 16.796875 37.40625 21.015625 41.578125 
Q 25.25 45.75 31.390625 45.75 
Q 37.453125 45.75 41.625 41.578125 
Q 45.796875 37.40625 45.796875 31.34375 
Q 45.796875 25.25 41.59375 21.046875 
Q 37.40625 16.84375 31.296875 16.84375 
Q 25.203125 16.84375 21 21.046875 
Q 16.796875 25.25 16.796875 31.34375 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 543.42 -->
    <defs>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.289773)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-33"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
    <g id="xtick_11"/>
    <g id="xtick_12"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#pfd8c5cbe63)" d="M 18.697188 51.808633 
L 372.281346 51.808633 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pfd8c5cbe63)" d="M 18.697188 50.049705 
L 19.765418 51.321204 
L 22.970108 51.723763 
L 24.038338 51.52825 
L 26.174798 52.301677 
L 27.243028 52.090693 
L 28.311258 51.631178 
L 29.379488 52.172855 
L 30.447718 52.134888 
L 32.584179 52.403024 
L 33.652409 52.238514 
L 34.720639 52.215144 
L 35.788869 52.416669 
L 36.857099 51.911545 
L 37.925329 52.299123 
L 38.993559 52.295882 
L 40.061789 51.911034 
L 41.130019 51.864364 
L 42.198249 51.429653 
L 44.33471 52.422317 
L 46.47117 52.237728 
L 48.60763 52.210242 
L 50.74409 52.567869 
L 51.81232 52.234967 
L 52.88055 52.350892 
L 56.085241 52.18589 
L 57.153471 51.819471 
L 58.221701 52.499872 
L 59.289931 52.303632 
L 60.358161 52.232354 
L 61.426391 52.314782 
L 62.494621 52.277345 
L 64.631081 51.930347 
L 65.699311 52.297424 
L 66.767541 51.940553 
L 67.835771 52.572771 
L 68.904002 52.162835 
L 71.040462 51.938893 
L 72.108692 52.381423 
L 73.176922 52.116194 
L 75.313382 51.905091 
L 76.381612 51.70556 
L 78.518072 52.409095 
L 79.586302 51.917262 
L 80.654532 51.976015 
L 81.722763 52.335843 
L 82.790993 52.164397 
L 83.859223 52.29044 
L 84.927453 51.79954 
L 85.995683 51.750256 
L 87.063913 51.854904 
L 90.268603 51.786376 
L 91.336833 51.912429 
L 92.405063 51.600441 
L 93.473294 52.046498 
L 94.541524 52.136833 
L 95.609754 51.88514 
L 96.677984 51.990839 
L 97.746214 52.298524 
L 99.882674 52.090427 
L 100.950904 52.323515 
L 103.087364 52.025004 
L 104.155594 51.868018 
L 106.292055 52.267974 
L 107.360285 52.575188 
L 108.428515 52.209388 
L 109.496745 52.037794 
L 110.564975 52.184859 
L 112.701435 52.224339 
L 113.769665 51.94516 
L 115.906125 52.284732 
L 116.974355 51.988393 
L 118.042585 52.323908 
L 119.110816 51.932429 
L 120.179046 51.731219 
L 121.247276 51.829412 
L 122.315506 52.133935 
L 123.383736 51.708517 
L 125.520196 52.067588 
L 126.588426 51.821406 
L 127.656656 51.985131 
L 130.861347 51.997243 
L 131.929577 51.926997 
L 134.066037 52.277394 
L 135.134267 52.013226 
L 136.202497 52.548901 
L 137.270727 52.529362 
L 138.338957 52.303927 
L 139.407187 51.83624 
L 140.475417 51.573574 
L 141.543647 52.374979 
L 143.680108 52.15924 
L 144.748338 52.008973 
L 145.816568 52.271147 
L 146.884798 52.113591 
L 147.953028 52.083649 
L 149.021258 52.558007 
L 150.089488 52.360283 
L 151.157718 52.279546 
L 152.225948 52.421983 
L 153.294178 52.011536 
L 155.430638 52.221166 
L 156.498869 51.915681 
L 157.567099 52.16087 
L 159.703559 52.02299 
L 160.771789 52.239889 
L 162.908249 52.025151 
L 163.976479 52.385912 
L 165.044709 52.132785 
L 166.112939 52.207737 
L 167.181169 52.78077 
L 168.2494 52.250596 
L 169.31763 51.872713 
L 172.52232 52.079789 
L 173.59055 52.3588 
L 177.86347 51.837242 
L 178.9317 52.223209 
L 179.99993 52.265705 
L 181.068161 52.048914 
L 182.136391 52.065614 
L 183.204621 52.299192 
L 184.272851 52.303426 
L 185.341081 52.62618 
L 186.409311 52.178513 
L 187.477541 52.117756 
L 188.545771 51.887232 
L 189.614001 52.21815 
L 193.886922 52.056331 
L 194.955152 52.287119 
L 197.091612 51.925524 
L 198.159842 52.341521 
L 199.228072 52.288288 
L 200.296302 51.930111 
L 201.364532 51.997577 
L 202.432762 52.655591 
L 204.569222 52.341314 
L 205.637453 52.447092 
L 207.773913 52.305646 
L 208.842143 52.311442 
L 209.910373 52.446944 
L 210.978603 52.281137 
L 214.183293 52.207433 
L 215.251523 52.40661 
L 216.319753 52.262581 
L 217.387983 52.660356 
L 219.524444 52.217158 
L 221.660904 52.243455 
L 222.729134 51.874658 
L 223.797364 52.31598 
L 224.865594 52.617428 
L 225.933824 52.572977 
L 227.002054 52.320037 
L 228.070284 52.619353 
L 229.138514 52.452917 
L 230.206744 52.60452 
L 231.274975 52.379969 
L 232.343205 52.577201 
L 235.547895 52.582732 
L 236.616125 52.545177 
L 238.752585 52.698598 
L 239.820815 52.478114 
L 240.889045 52.722675 
L 241.957275 52.124789 
L 243.025506 52.288151 
L 244.093736 52.726742 
L 246.230196 52.227433 
L 247.298426 52.726005 
L 248.366656 52.494195 
L 249.434886 52.405087 
L 250.503116 52.49836 
L 251.571346 52.413054 
L 252.639576 51.900386 
L 253.707806 52.372376 
L 254.776036 52.543154 
L 255.844267 52.118326 
L 257.980727 52.561032 
L 260.117187 52.206735 
L 262.253647 52.549775 
L 263.321877 52.322464 
L 264.390107 52.408693 
L 265.458337 52.240046 
L 266.526567 52.471699 
L 267.594798 52.552231 
L 268.663028 52.286834 
L 269.731258 52.154986 
L 270.799488 52.363535 
L 275.072408 52.267453 
L 276.140638 52.492033 
L 277.208868 52.58173 
L 278.277098 52.154023 
L 279.345328 52.422327 
L 281.481789 52.332876 
L 282.550019 52.749817 
L 283.618249 52.801045 
L 287.891169 52.162982 
L 288.959399 52.434351 
L 290.027629 52.222678 
L 292.164089 52.155644 
L 293.23232 52.043521 
L 294.30055 52.120919 
L 295.36878 52.017224 
L 296.43701 52.113483 
L 297.50524 52.430481 
L 298.57347 52.238406 
L 299.6417 52.360313 
L 300.70993 52.341865 
L 301.77816 52.04022 
L 302.84639 52.430097 
L 303.91462 51.989306 
L 304.982851 52.014699 
L 306.051081 52.435441 
L 308.187541 51.846004 
L 309.255771 52.278141 
L 310.324001 51.973746 
L 311.392231 52.475353 
L 312.460461 52.416237 
L 313.528691 52.116341 
L 314.596921 52.437691 
L 315.665151 52.496169 
L 316.733381 52.199122 
L 317.801612 52.426718 
L 318.869842 52.053845 
L 321.006302 52.126174 
L 322.074532 52.242865 
L 323.142762 52.123768 
L 324.210992 52.352238 
L 326.347452 51.963933 
L 327.415682 52.759797 
L 329.552142 52.301677 
L 330.620373 52.507456 
L 331.688603 52.464636 
L 332.756833 52.677193 
L 333.825063 52.74018 
L 334.893293 52.159721 
L 337.029753 52.185134 
L 338.097983 52.20592 
L 340.234443 52.611838 
L 341.302673 52.267266 
L 342.370904 52.763383 
L 343.439134 52.533999 
L 344.507364 52.620228 
L 346.643824 52.338652 
L 347.712054 52.144259 
L 348.780284 52.482888 
L 349.848514 52.330862 
L 350.916744 51.854874 
L 353.053204 52.499951 
L 354.121434 52.255832 
L 356.257895 52.242738 
L 357.326125 52.248445 
L 358.394355 52.013943 
L 359.462585 52.036399 
L 360.530815 52.409675 
L 362.667275 52.182619 
L 363.735505 52.342199 
L 364.803735 52.169181 
L 365.871965 52.365932 
L 366.940195 52.130713 
L 369.076656 52.328515 
L 370.144886 52.097913 
L 371.213116 52.528596 
L 372.281346 52.350961 
L 372.281346 52.350961 
" style="fill:none;stroke:#ae9d31;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_4">
    <g id="patch_6">
     <path d="M 18.697188 53.610924 
L 45.240938 53.610924 
Q 47.640938 53.610924 47.640938 51.210924 
L 47.640938 43.468424 
Q 47.640938 41.068424 45.240938 41.068424 
L 18.697188 41.068424 
Q 16.297188 41.068424 16.297188 43.468424 
L 16.297188 51.210924 
Q 16.297188 53.610924 18.697188 53.610924 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- GSCSF -->
    <defs>
     <path d="M 64.40625 67.28125 
L 64.40625 56.890625 
Q 59.421875 61.53125 53.78125 63.8125 
Q 48.140625 66.109375 41.796875 66.109375 
Q 29.296875 66.109375 22.65625 58.46875 
Q 16.015625 50.828125 16.015625 36.375 
Q 16.015625 21.96875 22.65625 14.328125 
Q 29.296875 6.6875 41.796875 6.6875 
Q 48.140625 6.6875 53.78125 8.984375 
Q 59.421875 11.28125 64.40625 15.921875 
L 64.40625 5.609375 
Q 59.234375 2.09375 53.4375 0.328125 
Q 47.65625 -1.421875 41.21875 -1.421875 
Q 24.65625 -1.421875 15.125 8.703125 
Q 5.609375 18.84375 5.609375 36.375 
Q 5.609375 53.953125 15.125 64.078125 
Q 24.65625 74.21875 41.21875 74.21875 
Q 47.75 74.21875 53.53125 72.484375 
Q 59.328125 70.75 64.40625 67.28125 
z
" id="DejaVuSans-43"/>
     <path d="M 9.8125 72.90625 
L 51.703125 72.90625 
L 51.703125 64.59375 
L 19.671875 64.59375 
L 19.671875 43.109375 
L 48.578125 43.109375 
L 48.578125 34.8125 
L 19.671875 34.8125 
L 19.671875 0 
L 9.8125 0 
z
" id="DejaVuSans-46"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(18.697188 49.547174)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-47"/>
     <use x="77.490234" xlink:href="#DejaVuSans-53"/>
     <use x="140.966797" xlink:href="#DejaVuSans-43"/>
     <use x="210.791016" xlink:href="#DejaVuSans-53"/>
     <use x="274.267578" xlink:href="#DejaVuSans-46"/>
    </g>
   </g>
   <g id="text_5">
    <g id="patch_7">
     <path d="M 280.129663 50.475299 
L 365.209663 50.475299 
Q 366.409663 50.475299 366.409663 49.275299 
L 366.409663 45.404049 
Q 366.409663 44.204049 365.209663 44.204049 
L 280.129663 44.204049 
Q 278.929663 44.204049 278.929663 45.404049 
L 278.929663 49.275299 
Q 278.929663 50.475299 280.129663 50.475299 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 644.572 $\bullet$ mean: 631.113 $\bullet$ $\sigma$: 1.746 -->
    <defs>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.865234 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1999.488281 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(2063.111328 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 633.64 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 52.636445)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <use x="127.246094" xlink:href="#DejaVuSans-33"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#pdbbbff0a86)" d="M 18.697188 78.748883 
L 372.281346 78.748883 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pdbbbff0a86)" d="M 18.697188 78.681973 
L 21.901878 78.585109 
L 22.970108 78.695009 
L 24.038338 78.532438 
L 28.311258 78.811085 
L 31.515949 78.776006 
L 33.652409 78.560752 
L 35.788869 78.751884 
L 38.993559 78.749301 
L 40.061789 78.779976 
L 41.130019 78.698778 
L 42.198249 78.501563 
L 43.266479 78.777145 
L 45.40294 78.833117 
L 50.74409 79.065893 
L 52.88055 78.748502 
L 53.94878 78.89691 
L 58.221701 78.899364 
L 59.289931 78.958694 
L 61.426391 78.803816 
L 62.494621 78.95328 
L 66.767541 78.860539 
L 71.040462 79.031295 
L 73.176922 78.81482 
L 74.245152 78.973738 
L 76.381612 78.859106 
L 77.449842 78.845601 
L 78.518072 79.076192 
L 85.995683 78.832412 
L 88.132143 78.966974 
L 89.200373 78.802125 
L 90.268603 78.898143 
L 92.405063 78.832494 
L 94.541524 78.984296 
L 95.609754 78.928055 
L 96.677984 79.133362 
L 98.814444 78.967514 
L 99.882674 79.01025 
L 105.223824 78.749195 
L 106.292055 79.025729 
L 107.360285 79.141688 
L 108.428515 78.931202 
L 110.564975 78.973363 
L 111.633205 79.115793 
L 112.701435 79.045646 
L 113.769665 78.845284 
L 114.837895 78.876534 
L 115.906125 79.049839 
L 116.974355 78.795337 
L 118.042585 78.972247 
L 119.110816 78.846951 
L 120.179046 78.920092 
L 121.247276 78.873034 
L 122.315506 78.969405 
L 123.383736 78.874185 
L 124.451966 78.971554 
L 125.520196 78.851555 
L 127.656656 78.94567 
L 130.861347 78.776359 
L 135.134267 79.093092 
L 137.270727 79.043803 
L 141.543647 78.826599 
L 143.680108 78.838907 
L 145.816568 79.095898 
L 146.884798 79.065235 
L 147.953028 79.243543 
L 149.021258 79.096955 
L 150.089488 79.219949 
L 151.157718 79.036709 
L 154.362408 78.863968 
L 155.430638 79.00648 
L 157.567099 78.930309 
L 158.635329 79.081348 
L 161.840019 79.092317 
L 163.976479 79.094348 
L 165.044709 79.053726 
L 166.112939 79.231588 
L 167.181169 79.085493 
L 168.2494 79.11921 
L 169.31763 78.963697 
L 170.38586 79.054983 
L 171.45409 78.873763 
L 172.52232 78.850557 
L 174.65878 79.145505 
L 175.72701 79.00237 
L 176.79524 79.124835 
L 177.86347 78.957074 
L 178.9317 79.111107 
L 185.341081 79.233032 
L 186.409311 78.939035 
L 191.750461 78.968336 
L 192.818691 79.090085 
L 194.955152 79.111271 
L 196.023382 79.265997 
L 197.091612 79.029921 
L 198.159842 78.970744 
L 199.228072 79.122146 
L 202.432762 79.122909 
L 203.500992 79.263014 
L 206.705683 78.997261 
L 208.842143 79.063873 
L 209.910373 78.99705 
L 212.046833 79.045259 
L 213.115063 78.937696 
L 214.183293 79.1248 
L 215.251523 79.014043 
L 217.387983 79.282368 
L 218.456214 79.205504 
L 219.524444 79.003204 
L 221.660904 78.842066 
L 225.933824 79.157742 
L 227.002054 79.285927 
L 229.138514 79.24514 
L 231.274975 79.187701 
L 234.479665 79.184154 
L 239.820815 79.230319 
L 240.889045 79.326373 
L 243.025506 79.082099 
L 244.093736 79.139715 
L 245.161966 79.32541 
L 246.230196 79.115699 
L 247.298426 79.402978 
L 248.366656 79.527992 
L 249.434886 79.362931 
L 250.503116 79.398504 
L 251.571346 79.005928 
L 252.639576 79.002382 
L 254.776036 79.260337 
L 255.844267 79.139022 
L 257.980727 79.38474 
L 259.048957 79.220818 
L 260.117187 79.309614 
L 266.526567 79.116403 
L 267.594798 79.204659 
L 269.731258 79.117155 
L 270.799488 79.259092 
L 272.935948 79.179985 
L 285.754709 79.281992 
L 286.822939 79.006574 
L 288.959399 79.248252 
L 290.027629 79.285997 
L 291.095859 79.057414 
L 293.23232 78.990297 
L 294.30055 79.101453 
L 296.43701 79.156591 
L 297.50524 79.304282 
L 299.6417 79.185446 
L 302.84639 79.170049 
L 307.119311 79.201864 
L 308.187541 79.022969 
L 309.255771 78.994419 
L 311.392231 79.273466 
L 313.528691 79.314159 
L 315.665151 79.242709 
L 319.938072 78.973492 
L 321.006302 79.065834 
L 322.074532 79.006398 
L 323.142762 79.194806 
L 325.279222 79.193197 
L 326.347452 79.07712 
L 327.415682 79.216379 
L 328.483912 79.145704 
L 330.620373 79.331164 
L 331.688603 79.197601 
L 332.756833 79.36609 
L 333.825063 79.375004 
L 334.893293 79.133608 
L 338.097983 78.883768 
L 340.234443 79.205387 
L 341.302673 79.168687 
L 342.370904 79.335063 
L 344.507364 79.311141 
L 346.643824 79.031871 
L 348.780284 79.127677 
L 351.984974 79.290401 
L 353.053204 79.290965 
L 354.121434 79.137225 
L 356.257895 79.212245 
L 358.394355 79.096439 
L 359.462585 79.01934 
L 361.599045 79.248464 
L 362.667275 79.161711 
L 364.803735 79.323366 
L 365.871965 79.197366 
L 368.008426 79.27908 
L 369.076656 79.192386 
L 372.281346 79.337447 
L 372.281346 79.337447 
" style="fill:none;stroke:#33b07a;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_7">
    <g id="patch_9">
     <path d="M 18.697188 81.286572 
L 44.787188 81.286572 
Q 47.187188 81.286572 47.187188 78.886572 
L 47.187188 71.144072 
Q 47.187188 68.744072 44.787188 68.744072 
L 18.697188 68.744072 
Q 16.297188 68.744072 16.297188 71.144072 
L 16.297188 78.886572 
Q 16.297188 81.286572 18.697188 81.286572 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- GSWM -->
    <defs>
     <path d="M 3.328125 72.90625 
L 13.28125 72.90625 
L 28.609375 11.28125 
L 43.890625 72.90625 
L 54.984375 72.90625 
L 70.3125 11.28125 
L 85.59375 72.90625 
L 95.609375 72.90625 
L 77.296875 0 
L 64.890625 0 
L 49.515625 63.28125 
L 33.984375 0 
L 21.578125 0 
z
" id="DejaVuSans-57"/>
     <path d="M 9.8125 72.90625 
L 24.515625 72.90625 
L 43.109375 23.296875 
L 61.8125 72.90625 
L 76.515625 72.90625 
L 76.515625 0 
L 66.890625 0 
L 66.890625 64.015625 
L 48.09375 14.015625 
L 38.1875 14.015625 
L 19.390625 64.015625 
L 19.390625 0 
L 9.8125 0 
z
" id="DejaVuSans-4d"/>
    </defs>
    <g style="fill:#33b07a;" transform="translate(18.697188 77.222822)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-47"/>
     <use x="77.490234" xlink:href="#DejaVuSans-53"/>
     <use x="140.966797" xlink:href="#DejaVuSans-57"/>
     <use x="239.84375" xlink:href="#DejaVuSans-4d"/>
    </g>
   </g>
   <g id="text_8">
    <g id="patch_10">
     <path d="M 280.129663 78.150947 
L 365.209663 78.150947 
Q 366.409663 78.150947 366.409663 76.950947 
L 366.409663 73.079697 
Q 366.409663 71.879697 365.209663 71.879697 
L 280.129663 71.879697 
Q 278.929663 71.879697 278.929663 73.079697 
L 278.929663 76.950947 
Q 278.929663 78.150947 280.129663 78.150947 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 579.499 $\bullet$ mean: 576.660 $\bullet$ $\sigma$: 0.946 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.523438 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1299.146484 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1362.769531 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.556641 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1458.179688 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1521.802734 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.425781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.212891 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.810547 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.597656 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.976562 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.667969 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.455078 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1904.078125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.865234 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1999.488281 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(2063.111328 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 578.21 -->
    <defs>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.576696)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_19"/>
    <g id="xtick_20"/>
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#p36e26b7c34)" d="M 18.697188 105.23056 
L 372.281346 105.23056 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p36e26b7c34)" d="M 19.765418 104.701321 
L 20.833648 105.965973 
L 21.901878 105.264372 
L 22.970108 107.104972 
L 24.038338 107.667415 
L 25.106568 109.078477 
L 26.174798 108.305753 
L 27.243028 108.908097 
L 28.311258 106.755821 
L 29.379488 107.230488 
L 30.447718 105.02314 
L 31.515949 106.521098 
L 32.584179 107.567422 
L 33.652409 107.613623 
L 34.720639 106.554474 
L 35.788869 106.546484 
L 36.857099 107.938869 
L 37.925329 106.591413 
L 38.993559 105.461484 
L 40.061789 107.079385 
L 41.130019 107.49059 
L 42.198249 104.873311 
L 43.266479 107.22478 
L 44.33471 110.038025 
L 45.40294 110.681399 
L 46.47117 108.47795 
L 47.5394 107.475955 
L 48.60763 107.222026 
L 49.67586 107.691192 
L 50.74409 107.469574 
L 51.81232 106.047704 
L 53.94878 105.97947 
L 55.01701 106.696922 
L 56.085241 107.735312 
L 57.153471 107.122905 
L 58.221701 105.837167 
L 59.289931 108.016101 
L 60.358161 107.645999 
L 61.426391 105.821179 
L 62.494621 105.222534 
L 63.562851 107.39845 
L 64.631081 106.813639 
L 65.699311 108.822666 
L 66.767541 109.832996 
L 67.835771 107.858082 
L 68.904002 107.079313 
L 69.972232 107.426119 
L 71.040462 106.714383 
L 74.245152 106.643395 
L 75.313382 107.218199 
L 76.381612 108.900235 
L 77.449842 108.400918 
L 79.586302 107.877216 
L 80.654532 105.971008 
L 81.722763 107.082676 
L 83.859223 105.124286 
L 84.927453 105.170152 
L 85.995683 105.971953 
L 87.063913 105.622057 
L 88.132143 105.516084 
L 89.200373 106.683625 
L 90.268603 107.115516 
L 91.336833 107.087776 
L 94.541524 105.785048 
L 95.609754 107.008334 
L 96.677984 105.82246 
L 97.746214 105.647708 
L 98.814444 107.722151 
L 99.882674 107.280925 
L 100.950904 106.553938 
L 102.019134 106.939964 
L 103.087364 106.623044 
L 104.155594 105.898411 
L 105.223824 107.643982 
L 106.292055 106.665419 
L 107.360285 109.018433 
L 108.428515 108.645777 
L 109.496745 103.522501 
L 110.564975 105.237913 
L 111.633205 107.618595 
L 112.701435 107.686293 
L 113.769665 108.549202 
L 114.837895 108.133827 
L 115.906125 106.407063 
L 116.974355 106.494438 
L 119.110816 105.843411 
L 120.179046 107.391669 
L 121.247276 107.561513 
L 122.315506 107.527801 
L 123.383736 107.775614 
L 124.451966 105.716014 
L 125.520196 106.039242 
L 126.588426 106.799469 
L 128.724886 105.89613 
L 129.793116 106.222448 
L 130.861347 107.896022 
L 131.929577 108.388429 
L 132.997807 107.677494 
L 134.066037 107.899048 
L 135.134267 106.111439 
L 136.202497 106.780263 
L 137.270727 107.280052 
L 138.338957 107.493007 
L 139.407187 106.909742 
L 140.475417 102.854613 
L 141.543647 106.376104 
L 142.611877 108.042761 
L 143.680108 106.83869 
L 145.816568 107.247076 
L 146.884798 106.982275 
L 147.953028 106.510426 
L 149.021258 105.280896 
L 150.089488 107.038219 
L 151.157718 106.465225 
L 153.294178 107.016524 
L 154.362408 106.612364 
L 155.430638 104.988355 
L 156.498869 105.558059 
L 157.567099 106.386648 
L 158.635329 105.981824 
L 159.703559 106.664883 
L 160.771789 107.210137 
L 161.840019 106.289873 
L 162.908249 106.854541 
L 163.976479 106.905579 
L 165.044709 106.773074 
L 166.112939 107.116252 
L 167.181169 106.996845 
L 168.2494 107.230288 
L 169.31763 106.519152 
L 170.38586 108.572844 
L 171.45409 108.95927 
L 172.52232 106.923984 
L 173.59055 105.223206 
L 174.65878 106.563209 
L 175.72701 105.955829 
L 176.79524 107.13244 
L 177.86347 107.141303 
L 178.9317 107.533845 
L 179.99993 107.141303 
L 181.068161 107.068842 
L 182.136391 106.463952 
L 183.204621 107.993269 
L 184.272851 105.505604 
L 185.341081 104.887417 
L 186.409311 105.080494 
L 187.477541 107.223034 
L 188.545771 106.318214 
L 189.614001 107.386362 
L 190.682231 106.658102 
L 191.750461 105.581364 
L 192.818691 106.506055 
L 193.886922 105.640127 
L 194.955152 105.515139 
L 196.023382 106.235609 
L 197.091612 105.503187 
L 199.228072 107.942295 
L 200.296302 108.183728 
L 201.364532 106.187126 
L 202.432762 106.068591 
L 203.500992 106.534396 
L 205.637453 107.047682 
L 206.705683 106.884691 
L 208.842143 108.044842 
L 209.910373 105.912854 
L 210.978603 106.282692 
L 212.046833 109.055372 
L 213.115063 110.327405 
L 214.183293 109.270073 
L 215.251523 111.110737 
L 216.319753 108.856515 
L 217.387983 105.400167 
L 218.456214 104.026188 
L 219.524444 107.226861 
L 220.592674 107.288786 
L 221.660904 108.37036 
L 222.729134 106.141525 
L 223.797364 110.54245 
L 224.865594 107.054599 
L 225.933824 108.051223 
L 227.002054 108.065866 
L 228.070284 109.317155 
L 229.138514 106.724454 
L 230.206744 104.813611 
L 231.274975 105.875242 
L 232.343205 108.288492 
L 233.411435 107.788167 
L 234.479665 107.45285 
L 235.547895 109.186932 
L 236.616125 107.926652 
L 237.684355 108.419116 
L 238.752585 107.767216 
L 239.820815 107.415647 
L 240.889045 107.536263 
L 241.957275 108.107168 
L 243.025506 108.906679 
L 244.093736 108.015701 
L 245.161966 109.820435 
L 246.230196 108.970014 
L 247.298426 107.098455 
L 248.366656 107.312828 
L 249.434886 106.601757 
L 250.503116 106.053476 
L 251.571346 108.519917 
L 252.639576 108.382785 
L 253.707806 109.177197 
L 254.776036 111.264593 
L 255.844267 109.312856 
L 256.912497 106.790871 
L 257.980727 105.993577 
L 259.048957 107.139421 
L 260.117187 106.41956 
L 261.185417 107.570648 
L 262.253647 107.69381 
L 263.321877 108.196553 
L 264.390107 106.718274 
L 265.458337 106.856823 
L 266.526567 106.382957 
L 267.594798 107.5372 
L 268.663028 110.362126 
L 269.731258 108.070165 
L 271.867718 105.78693 
L 272.935948 106.513845 
L 274.004178 107.723159 
L 275.072408 107.866672 
L 276.140638 108.131618 
L 277.208868 107.629539 
L 278.277098 109.183978 
L 279.345328 107.608588 
L 280.413559 108.024091 
L 281.481789 105.65067 
L 282.550019 106.428622 
L 283.618249 107.848611 
L 284.686479 108.405017 
L 285.754709 109.792022 
L 286.822939 107.61396 
L 287.891169 107.704626 
L 288.959399 106.542185 
L 290.027629 106.833654 
L 291.095859 104.42524 
L 292.164089 106.753604 
L 293.23232 107.200338 
L 294.30055 107.850156 
L 295.36878 107.480182 
L 296.43701 106.0148 
L 297.50524 106.541785 
L 298.57347 107.484545 
L 299.6417 106.4524 
L 300.70993 107.395096 
L 301.77816 109.234815 
L 302.84639 108.466862 
L 303.91462 108.295617 
L 304.982851 105.299566 
L 306.051081 104.530877 
L 307.119311 107.815299 
L 308.187541 108.253907 
L 309.255771 111.141295 
L 310.324001 110.439767 
L 311.392231 109.388135 
L 312.460461 109.76798 
L 313.528691 105.702044 
L 314.596921 106.471742 
L 315.665151 106.92942 
L 316.733381 106.154686 
L 317.801612 106.815321 
L 318.869842 107.948204 
L 319.938072 108.570426 
L 321.006302 106.783281 
L 322.074532 106.983748 
L 323.142762 106.878983 
L 325.279222 107.761371 
L 326.347452 107.728531 
L 327.415682 106.968977 
L 328.483912 108.342828 
L 329.552142 108.221403 
L 330.620373 108.654976 
L 331.688603 107.7517 
L 332.756833 107.128741 
L 333.825063 107.503423 
L 334.893293 107.106117 
L 335.961523 106.371741 
L 337.029753 107.397514 
L 338.097983 108.787144 
L 339.166213 108.244436 
L 340.234443 109.1598 
L 341.302673 106.486649 
L 342.370904 106.666092 
L 343.439134 107.648009 
L 344.507364 105.979943 
L 345.575594 106.205932 
L 346.643824 106.998054 
L 347.712054 106.569725 
L 348.780284 106.75165 
L 349.848514 106.322785 
L 350.916744 107.033448 
L 351.984974 107.465411 
L 353.053204 106.478459 
L 354.121434 107.530419 
L 355.189665 107.827996 
L 357.326125 106.772874 
L 358.394355 107.017468 
L 359.462585 106.162212 
L 360.530815 106.952325 
L 361.599045 105.815006 
L 362.667275 105.377607 
L 363.735505 107.668359 
L 364.803735 107.739075 
L 365.871965 107.522421 
L 366.940195 107.473265 
L 368.008426 107.575812 
L 369.076656 108.280102 
L 370.144886 105.871416 
L 371.213116 104.805822 
L 372.281346 107.40913 
L 372.281346 107.40913 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.166 $\bullet$ mean: 1.102 $\bullet$ $\sigma$: 0.019 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.13 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 106.058372)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-31"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-31"/>
     <use x="159.033203" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_25"/>
    <g id="xtick_26"/>
    <g id="xtick_27"/>
    <g id="xtick_28"/>
    <g id="xtick_29"/>
    <g id="xtick_30"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#p06d39946f9)" d="M 18.697188 132.256025 
L 372.281346 132.256025 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p06d39946f9)" d="M 19.765418 133.922868 
L 20.833648 132.064915 
L 21.901878 131.090732 
L 22.970108 141.059571 
L 24.038338 133.760957 
L 25.106568 138.516916 
L 26.174798 138.429915 
L 27.243028 136.095852 
L 28.311258 130.081857 
L 29.379488 145.645644 
L 30.447718 132.916352 
L 31.515949 141.022626 
L 32.584179 142.054129 
L 33.652409 143.531831 
L 34.720639 133.026356 
L 35.788869 134.477619 
L 36.857099 144.981465 
L 37.925329 133.446811 
L 38.993559 134.018498 
L 40.061789 142.961872 
L 41.130019 144.351221 
L 42.198249 140.468702 
L 43.266479 140.192071 
L 44.33471 144.654153 
L 45.40294 142.936519 
L 46.47117 141.697003 
L 47.5394 144.246527 
L 48.60763 141.272249 
L 49.67586 141.839888 
L 50.74409 136.010859 
L 51.81232 138.344575 
L 52.88055 143.419193 
L 53.94878 145.004023 
L 55.01701 134.735187 
L 56.085241 137.709814 
L 57.153471 144.873288 
L 58.221701 135.331866 
L 59.289931 143.573618 
L 60.358161 138.917084 
L 61.426391 138.066869 
L 62.494621 135.904442 
L 63.562851 141.786211 
L 64.631081 135.651718 
L 65.699311 143.621655 
L 66.767541 137.164878 
L 67.835771 142.617817 
L 69.972232 134.517931 
L 71.040462 135.756165 
L 72.108692 138.761505 
L 73.176922 142.593502 
L 74.245152 143.60185 
L 75.313382 141.881071 
L 76.381612 141.038771 
L 77.449842 143.554515 
L 78.518072 141.928326 
L 79.586302 144.181513 
L 80.654532 132.428838 
L 81.722763 144.597696 
L 82.790993 132.675862 
L 83.859223 124.908709 
L 84.927453 130.948858 
L 85.995683 138.165774 
L 87.063913 134.319331 
L 88.132143 142.339582 
L 89.200373 144.60752 
L 90.268603 144.602519 
L 91.336833 139.568098 
L 92.405063 133.455256 
L 93.473294 141.276307 
L 94.541524 144.312103 
L 95.609754 139.799806 
L 96.677984 141.777657 
L 97.746214 144.01178 
L 98.814444 142.07956 
L 99.882674 132.874814 
L 100.950904 135.367015 
L 102.019134 143.362083 
L 103.087364 132.900135 
L 105.223824 141.919335 
L 106.292055 132.923008 
L 107.360285 143.181602 
L 108.428515 143.431855 
L 109.496745 134.057325 
L 110.564975 141.683139 
L 111.633205 135.274845 
L 112.701435 145.163488 
L 113.769665 135.391778 
L 114.837895 132.888397 
L 115.906125 145.002493 
L 116.974355 133.067021 
L 118.042585 136.155503 
L 119.110816 139.63665 
L 120.179046 139.936876 
L 121.247276 135.497808 
L 122.315506 139.533613 
L 123.383736 138.541316 
L 124.451966 132.344436 
L 125.520196 135.223229 
L 126.588426 140.281354 
L 127.656656 137.13628 
L 128.724886 139.139931 
L 129.793116 139.565195 
L 130.861347 144.025341 
L 131.929577 140.900468 
L 132.997807 133.495032 
L 135.134267 141.003962 
L 136.202497 141.641824 
L 137.270727 143.928686 
L 138.338957 145.011423 
L 139.407187 137.722364 
L 140.475417 133.704439 
L 141.543647 143.328452 
L 142.611877 142.952878 
L 143.680108 142.452816 
L 144.748338 135.411089 
L 145.816568 142.490896 
L 146.884798 131.239444 
L 147.953028 132.694083 
L 149.021258 134.715758 
L 150.089488 145.011099 
L 151.157718 134.664637 
L 152.225948 133.497384 
L 153.294178 141.261999 
L 154.362408 135.375289 
L 155.430638 138.752732 
L 156.498869 139.281039 
L 157.567099 138.414822 
L 158.635329 131.136714 
L 159.703559 133.36983 
L 160.771789 141.458616 
L 161.840019 133.33744 
L 162.908249 131.224578 
L 163.976479 142.711274 
L 165.044709 131.676378 
L 166.112939 140.376496 
L 167.181169 143.021286 
L 168.2494 141.555877 
L 169.31763 135.72651 
L 170.38586 140.481661 
L 171.45409 139.461999 
L 172.52232 144.416381 
L 173.59055 132.548158 
L 174.65878 135.359025 
L 175.72701 131.760197 
L 176.79524 140.280286 
L 177.86347 135.482355 
L 178.9317 136.169241 
L 179.99993 144.049897 
L 181.068161 131.970521 
L 182.136391 131.442894 
L 183.204621 143.403646 
L 184.272851 134.200983 
L 185.341081 130.314659 
L 186.409311 130.566963 
L 187.477541 143.880757 
L 188.545771 134.223229 
L 189.614001 141.962428 
L 190.682231 134.439805 
L 191.750461 134.598034 
L 192.818691 140.20679 
L 193.886922 132.681874 
L 194.955152 132.927864 
L 196.023382 135.91025 
L 197.091612 133.812201 
L 198.159842 141.727419 
L 199.228072 143.50439 
L 201.364532 134.056459 
L 202.432762 144.296994 
L 203.500992 133.337875 
L 204.569222 136.146121 
L 205.637453 143.775542 
L 206.705683 132.902353 
L 207.773913 142.596592 
L 208.842143 145.811027 
L 209.910373 142.92698 
L 210.978603 134.998944 
L 212.046833 138.338135 
L 213.115063 143.299269 
L 214.183293 132.9952 
L 215.251523 144.159477 
L 216.319753 131.698535 
L 217.387983 133.493086 
L 218.456214 133.145872 
L 219.524444 139.753722 
L 220.592674 137.725712 
L 221.660904 137.72929 
L 222.729134 133.383293 
L 223.797364 145.718175 
L 224.865594 134.976106 
L 225.933824 134.748636 
L 227.002054 139.092083 
L 228.070284 144.842303 
L 229.138514 134.253305 
L 231.274975 141.203726 
L 232.343205 143.34347 
L 233.411435 143.704411 
L 234.479665 142.173998 
L 235.547895 135.347064 
L 236.616125 140.385251 
L 237.684355 143.645164 
L 238.752585 142.240791 
L 239.820815 144.795364 
L 240.889045 140.987881 
L 241.957275 140.426787 
L 243.025506 142.942151 
L 244.093736 135.671342 
L 245.161966 138.794334 
L 246.230196 139.95867 
L 247.298426 141.87106 
L 248.366656 144.036238 
L 249.434886 142.807439 
L 250.503116 134.276231 
L 251.571346 133.323684 
L 252.639576 138.729759 
L 253.707806 136.396766 
L 254.776036 144.066444 
L 255.844267 135.302043 
L 256.912497 133.536765 
L 257.980727 141.408083 
L 259.048957 132.167614 
L 260.117187 133.744697 
L 261.185417 140.200203 
L 262.253647 135.666197 
L 263.321877 143.008558 
L 264.390107 134.938592 
L 265.458337 135.457886 
L 267.594798 139.302274 
L 268.663028 143.210801 
L 269.731258 144.51532 
L 270.799488 135.856325 
L 271.867718 131.106062 
L 272.935948 138.056631 
L 274.004178 136.410573 
L 275.072408 136.514366 
L 276.140638 137.517113 
L 277.208868 139.506052 
L 279.345328 143.200132 
L 280.413559 144.477175 
L 281.481789 140.962686 
L 282.550019 139.03188 
L 283.618249 134.895896 
L 284.686479 138.276465 
L 285.754709 144.680117 
L 286.822939 138.828237 
L 287.891169 138.548707 
L 288.959399 139.131295 
L 290.027629 140.180993 
L 291.095859 137.047318 
L 292.164089 144.392645 
L 293.23232 141.582257 
L 294.30055 142.49145 
L 295.36878 133.879421 
L 296.43701 132.731351 
L 297.50524 142.57205 
L 298.57347 141.526249 
L 299.6417 141.43563 
L 300.70993 135.374926 
L 301.77816 143.261534 
L 302.84639 136.952256 
L 303.91462 135.810776 
L 304.982851 139.610473 
L 306.051081 137.301208 
L 307.119311 135.399516 
L 308.187541 140.626882 
L 309.255771 138.387803 
L 310.324001 135.160682 
L 311.392231 134.644455 
L 312.460461 139.114261 
L 313.528691 132.402624 
L 314.596921 136.349688 
L 315.665151 142.711799 
L 316.733381 136.235178 
L 317.801612 135.361821 
L 318.869842 137.314017 
L 319.938072 139.843499 
L 321.006302 132.35595 
L 322.074532 136.735031 
L 323.142762 139.937604 
L 324.210992 140.246766 
L 325.279222 144.732666 
L 326.347452 142.643483 
L 327.415682 136.529657 
L 328.483912 133.336811 
L 329.552142 137.809685 
L 330.620373 141.596139 
L 331.688603 143.413128 
L 332.756833 143.667505 
L 333.825063 142.637758 
L 334.893293 143.603627 
L 335.961523 135.973851 
L 337.029753 143.383213 
L 338.097983 138.631151 
L 339.166213 139.617953 
L 340.234443 143.427696 
L 341.302673 144.089025 
L 342.370904 141.091537 
L 343.439134 143.250358 
L 344.507364 141.129694 
L 345.575594 136.426602 
L 346.643824 132.58075 
L 348.780284 137.97817 
L 349.848514 139.773367 
L 350.916744 144.83414 
L 351.984974 137.855509 
L 353.053204 136.346386 
L 354.121434 139.604429 
L 355.189665 140.993095 
L 356.257895 139.140914 
L 357.326125 136.415884 
L 358.394355 144.162651 
L 359.462585 142.152369 
L 360.530815 139.721183 
L 361.599045 144.142279 
L 362.667275 136.024429 
L 363.735505 144.071757 
L 364.803735 137.982106 
L 365.871965 145.111266 
L 366.940195 135.672377 
L 368.008426 137.159763 
L 369.076656 143.114234 
L 370.144886 138.942721 
L 371.213116 133.626511 
L 372.281346 137.519443 
L 372.281346 137.519443 
" style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_13">
    <g id="patch_15">
     <path d="M 18.697188 136.637868 
L 29.458438 136.637868 
Q 31.858438 136.637868 31.858438 134.237868 
L 31.858438 126.495368 
Q 31.858438 124.095368 29.458438 124.095368 
L 18.697188 124.095368 
Q 16.297188 124.095368 16.297188 126.495368 
L 16.297188 134.237868 
Q 16.297188 136.637868 18.697188 136.637868 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- FD -->
    <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-46"/>
     <use x="57.519531" xlink:href="#DejaVuSans-44"/>
    </g>
   </g>
   <g id="text_14">
    <g id="patch_16">
     <path d="M 290.289663 133.502243 
L 365.209663 133.502243 
Q 366.409663 133.502243 366.409663 132.302243 
L 366.409663 128.430993 
Q 366.409663 127.230993 365.209663 127.230993 
L 290.289663 127.230993 
Q 289.089663 127.230993 289.089663 128.430993 
L 289.089663 132.302243 
Q 289.089663 133.502243 290.289663 133.502243 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 0.279 $\bullet$ mean: 0.105 $\bullet$ $\sigma$: 0.053 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.681641 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(442.304688 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.337891 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.935547 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.722656 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.134766 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.658203 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.9375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.316406 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.007812 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.794922 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.417969 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.19 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 133.083837)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-31"/>
     <use x="159.033203" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#pc624f55018)">
    <image height="948" id="imageaf22e488c2" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAEdJREFUWIXt17ENgCAUANHLr5hCQwWNC7EIizmLNZvgDhYGkmtefe1x9nsGgIiIiIjIL4zUVsgAiCsfK2TIHvCU6j2JiHzlBVBxDYD5ve3BAAAAAElFTkSuQmCC"/>
   </g>
   <g id="matplotlib.axis_11"/>
   <g id="matplotlib.axis_12"/>
  </g>
  <g id="axes_7">
   <g id="patch_18">
    <path d="M 18.697188 278.112 
L 372.281346 278.112 
L 372.281346 150.37824 
L 18.697188 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#pe6b3708f6a)">
    <image height="128.16" id="image297fe5e857" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
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" y="-149.952"/>
   </g>
   <g id="matplotlib.axis_13">
    <g id="xtick_31">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="ma548c56229" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.229694" xlink:href="#ma548c56229" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.663288 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-30"/>
       <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
       <use x="95.410156" xlink:href="#DejaVuSans-30"/>
       <use x="159.033203" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_32">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.52052" xlink:href="#ma548c56229" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 66.00 -->
      <g style="fill:#262626;" transform="translate(82.363489 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-36"/>
       <use x="63.623047" xlink:href="#DejaVuSans-36"/>
       <use x="127.246094" xlink:href="#DejaVuSans-2e"/>
       <use x="159.033203" xlink:href="#DejaVuSans-30"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_33">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="159.811347" xlink:href="#ma548c56229" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 132.00 -->
      <g style="fill:#262626;" transform="translate(151.063691 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-33"/>
       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_34">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="230.102174" xlink:href="#ma548c56229" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 198.00 -->
      <g style="fill:#262626;" transform="translate(221.354518 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-39"/>
       <use x="127.246094" xlink:href="#DejaVuSans-38"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_35">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="300.393" xlink:href="#ma548c56229" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 264.00 -->
      <g style="fill:#262626;" transform="translate(291.645344 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-36"/>
       <use x="127.246094" xlink:href="#DejaVuSans-34"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_36">
     <g id="line2d_16">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="370.683827" xlink:href="#ma548c56229" y="278.112"/>
      </g>
     </g>
     <g id="text_21">
      <!-- 330.00 -->
      <g style="fill:#262626;" transform="translate(361.936171 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-33"/>
       <use x="63.623047" xlink:href="#DejaVuSans-33"/>
       <use x="127.246094" xlink:href="#DejaVuSans-30"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="text_22">
     <!-- time (s) -->
     <defs>
      <path d="M 18.3125 70.21875 
L 18.3125 54.6875 
L 36.8125 54.6875 
L 36.8125 47.703125 
L 18.3125 47.703125 
L 18.3125 18.015625 
Q 18.3125 11.328125 20.140625 9.421875 
Q 21.96875 7.515625 27.59375 7.515625 
L 36.8125 7.515625 
L 36.8125 0 
L 27.59375 0 
Q 17.1875 0 13.234375 3.875 
Q 9.28125 7.765625 9.28125 18.015625 
L 9.28125 47.703125 
L 2.6875 47.703125 
L 2.6875 54.6875 
L 9.28125 54.6875 
L 9.28125 70.21875 
z
" id="DejaVuSans-74"/>
      <path d="M 9.421875 54.6875 
L 18.40625 54.6875 
L 18.40625 0 
L 9.421875 0 
z
M 9.421875 75.984375 
L 18.40625 75.984375 
L 18.40625 64.59375 
L 9.421875 64.59375 
z
" id="DejaVuSans-69"/>
      <path d="M 31 75.875 
Q 24.46875 64.65625 21.28125 53.65625 
Q 18.109375 42.671875 18.109375 31.390625 
Q 18.109375 20.125 21.3125 9.0625 
Q 24.515625 -2 31 -13.1875 
L 23.1875 -13.1875 
Q 15.875 -1.703125 12.234375 9.375 
Q 8.59375 20.453125 8.59375 31.390625 
Q 8.59375 42.28125 12.203125 53.3125 
Q 15.828125 64.359375 23.1875 75.875 
z
" id="DejaVuSans-28"/>
      <path d="M 44.28125 53.078125 
L 44.28125 44.578125 
Q 40.484375 46.53125 36.375 47.5 
Q 32.28125 48.484375 27.875 48.484375 
Q 21.1875 48.484375 17.84375 46.4375 
Q 14.5 44.390625 14.5 40.28125 
Q 14.5 37.15625 16.890625 35.375 
Q 19.28125 33.59375 26.515625 31.984375 
L 29.59375 31.296875 
Q 39.15625 29.25 43.1875 25.515625 
Q 47.21875 21.78125 47.21875 15.09375 
Q 47.21875 7.46875 41.1875 3.015625 
Q 35.15625 -1.421875 24.609375 -1.421875 
Q 20.21875 -1.421875 15.453125 -0.5625 
Q 10.6875 0.296875 5.421875 2 
L 5.421875 11.28125 
Q 10.40625 8.6875 15.234375 7.390625 
Q 20.0625 6.109375 24.8125 6.109375 
Q 31.15625 6.109375 34.5625 8.28125 
Q 37.984375 10.453125 37.984375 14.40625 
Q 37.984375 18.0625 35.515625 20.015625 
Q 33.0625 21.96875 24.703125 23.78125 
L 21.578125 24.515625 
Q 13.234375 26.265625 9.515625 29.90625 
Q 5.8125 33.546875 5.8125 39.890625 
Q 5.8125 47.609375 11.28125 51.796875 
Q 16.75 56 26.8125 56 
Q 31.78125 56 36.171875 55.265625 
Q 40.578125 54.546875 44.28125 53.078125 
z
" id="DejaVuSans-73"/>
      <path d="M 8.015625 75.875 
L 15.828125 75.875 
Q 23.140625 64.359375 26.78125 53.3125 
Q 30.421875 42.28125 30.421875 31.390625 
Q 30.421875 20.453125 26.78125 9.375 
Q 23.140625 -1.703125 15.828125 -13.1875 
L 8.015625 -13.1875 
Q 14.5 -2 17.703125 9.0625 
Q 20.90625 20.125 20.90625 31.390625 
Q 20.90625 42.671875 17.703125 53.65625 
Q 14.5 64.65625 8.015625 75.875 
z
" id="DejaVuSans-29"/>
     </defs>
     <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
      <use xlink:href="#DejaVuSans-74"/>
      <use x="39.208984" xlink:href="#DejaVuSans-69"/>
      <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
      <use x="164.404297" xlink:href="#DejaVuSans-65"/>
      <use x="225.927734" xlink:href="#DejaVuSans-20"/>
      <use x="257.714844" xlink:href="#DejaVuSans-28"/>
      <use x="296.728516" xlink:href="#DejaVuSans-73"/>
      <use x="348.828125" xlink:href="#DejaVuSans-29"/>
     </g>
    </g>
   </g>
   <g id="matplotlib.axis_14"/>
  </g>
 </g>
 <defs>
  <clipPath id="p9c18a9191d">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pfd8c5cbe63">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pdbbbff0a86">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p36e26b7c34">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p06d39946f9">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="pc624f55018">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="pe6b3708f6a">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>