highspeed-fmriprep/fmriprep/sub-25/figures/sub-25_ses-01_task-highspeed_rec-prenorm_run-04_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 0 384.281346 309.883863" width="384.281346pt" 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 384.281346 309.883863 
L 384.281346 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>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#pe76a3b6ce6)" d="M 18.697188 23.041066 
L 372.281346 23.041066 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#pe76a3b6ce6)" d="M 18.697188 23.417609 
L 20.03399 23.820674 
L 20.702391 23.690147 
L 21.370792 23.693459 
L 22.707594 24.157367 
L 24.044396 24.294483 
L 25.381198 24.200939 
L 26.049599 24.109959 
L 26.718 24.215233 
L 28.054802 24.585362 
L 28.723203 24.635223 
L 30.060005 24.437442 
L 30.728407 24.341579 
L 31.396808 24.119392 
L 32.065209 24.108878 
L 33.402011 24.328355 
L 34.070412 24.307517 
L 34.738813 24.398631 
L 38.080818 23.989946 
L 38.749219 24.181204 
L 43.428027 24.061738 
L 44.096428 24.107573 
L 46.101631 23.873869 
L 46.770032 23.919905 
L 49.443636 23.70482 
L 52.785641 23.925457 
L 56.796048 23.62344 
L 58.801251 23.825268 
L 60.806454 23.886746 
L 62.143256 23.875363 
L 62.811657 23.786501 
L 64.81686 24.139505 
L 66.822064 23.478552 
L 68.158866 23.628747 
L 69.495668 23.882209 
L 70.164069 23.861337 
L 71.500871 23.590081 
L 72.169272 23.542372 
L 74.842876 23.905812 
L 77.51648 23.600171 
L 78.184881 23.786947 
L 78.853283 23.83421 
L 79.521684 23.723596 
L 86.874095 23.92529 
L 88.210897 23.47911 
L 88.879298 23.413841 
L 90.2161 23.692745 
L 91.552903 23.90502 
L 94.226507 23.750867 
L 95.563309 23.575285 
L 97.568512 23.870424 
L 99.573715 23.56369 
L 102.247319 23.609882 
L 104.920924 23.958583 
L 106.926127 23.793737 
L 107.594528 23.686691 
L 108.262929 23.775943 
L 108.93133 23.742628 
L 110.268132 23.415368 
L 110.936533 23.464158 
L 112.273335 23.797082 
L 112.941736 23.879176 
L 113.610137 23.829672 
L 114.94694 23.41063 
L 115.615341 23.337511 
L 116.952143 23.653923 
L 117.620544 23.78416 
L 118.957346 23.651782 
L 119.625747 23.475598 
L 120.294148 23.421288 
L 120.962549 23.638246 
L 122.299351 23.675363 
L 123.636153 23.553287 
L 124.304554 23.596804 
L 124.972955 23.762574 
L 126.978159 23.68144 
L 132.993768 23.608132 
L 134.33057 23.665317 
L 137.004174 23.215012 
L 137.672575 23.356588 
L 138.340976 23.360011 
L 139.009378 23.558673 
L 141.014581 23.474851 
L 141.682982 23.286971 
L 142.351383 23.285867 
L 143.688185 23.452005 
L 145.693388 23.300071 
L 147.698591 23.66592 
L 149.703794 23.560245 
L 150.372195 23.461449 
L 151.040597 23.738614 
L 152.377399 23.59357 
L 153.714201 23.300573 
L 155.719404 23.387182 
L 158.393008 23.363991 
L 159.72981 23.280181 
L 161.066612 23.397239 
L 161.735013 23.422125 
L 163.740217 23.129083 
L 169.087425 23.530498 
L 171.092628 23.393259 
L 171.761029 23.420095 
L 172.42943 23.580314 
L 174.434633 23.495299 
L 175.103035 23.342997 
L 182.455446 23.424778 
L 183.792248 23.256354 
L 185.12905 23.424343 
L 187.134254 23.631445 
L 188.471056 23.444959 
L 189.807858 22.960067 
L 190.476259 22.970325 
L 191.14466 23.311678 
L 191.813061 23.458082 
L 193.818264 23.367169 
L 196.491868 23.613283 
L 197.160269 23.342484 
L 197.82867 23.206148 
L 199.165473 23.45564 
L 199.833874 23.676857 
L 200.502275 23.707061 
L 202.507478 23.137467 
L 205.181082 23.464415 
L 207.186285 23.380136 
L 207.854686 23.492511 
L 211.196692 23.29259 
L 211.865093 23.397306 
L 212.533494 23.307842 
L 215.207098 23.53867 
L 217.212301 23.420296 
L 219.217504 23.507106 
L 220.554306 23.701966 
L 221.891108 23.593727 
L 223.227911 23.013919 
L 223.896312 22.821122 
L 224.564713 22.919193 
L 227.238317 23.759319 
L 227.906718 23.823105 
L 229.24352 23.53566 
L 230.580322 23.46815 
L 231.248723 23.601509 
L 231.917124 23.522058 
L 233.253926 23.603839 
L 234.590728 23.483659 
L 235.25913 23.230398 
L 235.927531 23.221668 
L 237.264333 23.579522 
L 237.932734 23.736329 
L 240.606338 23.321623 
L 241.94314 23.075487 
L 244.616744 23.626305 
L 246.621947 23.45816 
L 247.95875 23.798398 
L 249.295552 23.630185 
L 250.632354 23.052642 
L 251.969156 23.255206 
L 252.637557 23.385933 
L 255.979562 23.438068 
L 257.316364 23.039786 
L 257.984765 22.961483 
L 259.989969 23.429272 
L 261.995172 23.384517 
L 264.000375 23.090383 
L 267.34238 23.237422 
L 268.010781 23.488754 
L 270.015984 23.404676 
L 271.352787 23.083726 
L 272.021188 22.988833 
L 274.026391 23.260825 
L 282.715604 23.271673 
L 284.052407 22.835884 
L 284.720808 23.05243 
L 286.05761 23.078921 
L 287.394412 22.827444 
L 288.062813 23.260111 
L 288.731214 23.49298 
L 290.068016 23.668618 
L 292.74162 23.312637 
L 294.078422 23.027254 
L 294.746823 22.809939 
L 295.415225 22.7888 
L 297.420428 23.447992 
L 298.088829 23.261884 
L 299.425631 23.16262 
L 300.762433 23.616003 
L 302.099235 23.391854 
L 303.436037 23.36805 
L 304.772839 23.453243 
L 306.109641 23.146933 
L 306.778042 22.927377 
L 307.446444 22.955295 
L 308.114845 23.122058 
L 308.783246 23.422805 
L 309.451647 23.506917 
L 310.788449 23.133052 
L 311.45685 23.095902 
L 312.793652 23.27261 
L 313.462053 23.246977 
L 314.130454 23.389702 
L 314.798855 23.365887 
L 316.135657 23.578474 
L 316.804058 23.373301 
L 317.472459 23.383358 
L 318.14086 23.200384 
L 318.809261 23.419928 
L 319.477663 23.413473 
L 320.146064 23.142406 
L 322.151267 23.255217 
L 323.488069 23.035884 
L 324.824871 23.15389 
L 328.166876 23.423998 
L 328.835277 23.583157 
L 330.172079 23.386725 
L 330.84048 23.218546 
L 332.177283 23.240198 
L 333.514085 23.515769 
L 334.182486 23.570335 
L 335.519288 22.953957 
L 336.85609 23.029785 
L 338.192892 23.197384 
L 340.866496 23.669019 
L 342.871699 23.170436 
L 344.208502 23.473568 
L 345.545304 23.726038 
L 346.882106 23.240923 
L 347.550507 23.210909 
L 348.218908 23.36805 
L 350.224111 23.276735 
L 352.229314 23.315837 
L 352.897715 23.042629 
L 353.566116 23.083637 
L 354.234517 23.308444 
L 354.902918 23.302223 
L 356.239721 23.419616 
L 357.576523 23.383692 
L 358.244924 23.260803 
L 359.581726 23.226931 
L 360.918528 23.025693 
L 361.586929 22.929317 
L 364.928934 23.254102 
L 366.265736 23.348293 
L 367.602539 23.319694 
L 369.607742 23.360613 
L 370.276143 23.201543 
L 370.944544 23.170904 
L 372.281346 22.775108 
L 372.281346 22.775108 
" 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: 589.857 $\bullet$ mean: 585.868 $\bullet$ $\sigma$: 1.697 -->
    <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 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"/>
     <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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <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 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
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 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"/>
     <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 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"/>
    </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-38"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(633.111328 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(696.734375 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.521484 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.119141 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.90625 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.318359 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.841797 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.121094 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.191406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.978516 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.601562 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1299.224609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1362.847656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.603516 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.226562 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1521.849609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1585.472656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.259766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.857422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.644531 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.023438 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.714844 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.501953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.912109 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1999.535156 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(2063.158203 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 588.40 -->
    <defs>
     <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 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:#d3d3d3;" transform="translate(7.2 23.868878)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-38"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </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_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p259f86896a)" d="M 18.697188 50.633392 
L 372.281346 50.633392 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p259f86896a)" d="M 18.697188 50.680311 
L 19.365589 51.071013 
L 20.03399 51.990322 
L 20.702391 52.145722 
L 21.370792 51.553642 
L 22.039193 51.707487 
L 22.707594 52.490831 
L 23.375995 52.339392 
L 24.044396 52.568599 
L 24.712797 52.522301 
L 25.381198 52.841002 
L 26.049599 52.310375 
L 26.718 52.076001 
L 27.386401 52.305845 
L 28.054802 52.321899 
L 28.723203 52.740748 
L 30.060005 52.392354 
L 30.728407 52.541562 
L 31.396808 52.246314 
L 32.73361 52.335229 
L 33.402011 52.615002 
L 34.070412 52.143973 
L 34.738813 52.297547 
L 35.407214 52.69842 
L 36.075615 52.111721 
L 37.412417 52.38396 
L 38.080818 51.921818 
L 38.749219 52.541784 
L 39.41762 52.503456 
L 40.086021 52.129388 
L 40.754422 52.261209 
L 41.422823 52.193796 
L 42.091224 51.791175 
L 42.759626 52.149402 
L 44.096428 52.066167 
L 44.764829 52.226203 
L 45.43323 51.897795 
L 46.101631 51.734272 
L 46.770032 52.079748 
L 47.438433 51.769036 
L 48.106834 51.909618 
L 48.775235 51.511189 
L 49.443636 51.655519 
L 50.780438 51.383792 
L 51.448839 51.635631 
L 52.11724 51.56191 
L 52.785641 51.722903 
L 53.454042 51.516386 
L 54.122443 51.468852 
L 54.790845 51.901987 
L 55.459246 51.746269 
L 56.127647 51.471277 
L 56.796048 51.748983 
L 57.464449 51.303948 
L 58.13285 51.655162 
L 58.801251 51.791098 
L 59.469652 51.649473 
L 60.138053 52.090152 
L 60.806454 51.817342 
L 61.474855 51.95748 
L 62.143256 51.909261 
L 62.811657 51.491446 
L 63.480058 51.693142 
L 64.148459 51.634008 
L 65.485261 51.945522 
L 66.153662 51.419377 
L 67.490465 51.227755 
L 68.158866 51.558182 
L 68.827267 51.64813 
L 69.495668 51.508639 
L 70.164069 51.806949 
L 70.83247 51.314718 
L 71.500871 51.448664 
L 72.169272 51.188364 
L 72.837673 51.269406 
L 73.506074 51.609589 
L 74.174475 51.622281 
L 74.842876 51.837733 
L 75.511277 51.434764 
L 76.179678 51.575086 
L 76.848079 51.387182 
L 77.51648 51.083763 
L 78.184881 51.585586 
L 78.853283 51.908759 
L 79.521684 51.386439 
L 81.526887 51.625054 
L 82.195288 51.936413 
L 82.863689 51.66572 
L 83.53209 51.24888 
L 84.200491 51.703546 
L 84.868892 51.394862 
L 85.537293 52.118637 
L 86.205694 51.886745 
L 87.542496 51.928898 
L 88.210897 51.33339 
L 88.879298 51.173962 
L 89.547699 50.852508 
L 90.2161 51.356408 
L 90.884502 51.425066 
L 91.552903 51.713823 
L 92.889705 51.630714 
L 93.558106 51.93878 
L 94.226507 51.543722 
L 94.894908 51.981561 
L 95.563309 51.431809 
L 96.23171 51.507548 
L 96.900111 51.470378 
L 97.568512 51.694263 
L 98.236913 51.794981 
L 98.905314 51.358117 
L 99.573715 51.18055 
L 100.242116 51.351771 
L 100.910517 51.228808 
L 101.578918 51.271241 
L 102.247319 51.512426 
L 102.915721 51.358639 
L 103.584122 51.875144 
L 104.252523 51.372433 
L 104.920924 51.548513 
L 105.589325 51.577781 
L 106.257726 51.286146 
L 106.926127 51.612303 
L 107.594528 51.275839 
L 108.93133 51.599186 
L 109.599731 51.20945 
L 110.268132 51.147331 
L 110.936533 50.883341 
L 111.604934 51.472532 
L 112.941736 51.681938 
L 113.610137 51.888503 
L 115.615341 50.990908 
L 116.283742 51.295757 
L 118.288945 51.687685 
L 118.957346 51.404366 
L 119.625747 51.518366 
L 120.294148 51.101488 
L 120.962549 50.97013 
L 121.63095 51.605918 
L 122.299351 51.36087 
L 122.967752 51.362435 
L 123.636153 51.48763 
L 124.304554 50.947131 
L 124.972955 51.445844 
L 125.641356 51.296645 
L 126.309757 51.558858 
L 126.978159 51.34074 
L 127.64656 51.475025 
L 128.314961 51.394929 
L 128.983362 51.097808 
L 129.651763 51.217931 
L 130.320164 51.514744 
L 130.988565 51.375688 
L 131.656966 51.500255 
L 132.325367 51.104994 
L 132.993768 51.485911 
L 133.662169 51.279162 
L 134.33057 51.61014 
L 134.998971 51.278225 
L 135.667372 51.434958 
L 136.335773 51.2432 
L 137.004174 50.791268 
L 137.672575 50.747038 
L 138.340976 50.909576 
L 139.009378 50.909624 
L 139.677779 51.151871 
L 140.34618 50.91682 
L 141.014581 51.410317 
L 141.682982 50.977945 
L 142.351383 50.952396 
L 143.019784 51.241954 
L 143.688185 50.994849 
L 144.356586 51.272024 
L 145.024987 50.802869 
L 145.693388 50.662673 
L 146.361789 51.085077 
L 147.03019 51.067168 
L 147.698591 51.354804 
L 148.366992 51.251758 
L 149.035393 51.39605 
L 149.703794 51.124158 
L 150.372195 51.006266 
L 151.040597 51.274931 
L 151.708998 51.140821 
L 152.377399 51.469123 
L 153.0458 51.070027 
L 155.051003 50.8227 
L 155.719404 51.088254 
L 156.387805 50.800222 
L 157.056206 51.183293 
L 157.724607 50.629368 
L 158.393008 51.15247 
L 159.061409 50.837517 
L 159.72981 50.892353 
L 160.398211 51.130843 
L 161.066612 50.959061 
L 161.735013 51.22989 
L 162.403414 50.942775 
L 163.071816 50.869721 
L 163.740217 50.327194 
L 164.408618 50.877922 
L 165.077019 50.470713 
L 165.74542 50.928585 
L 166.413821 50.562515 
L 167.082222 50.620404 
L 167.750623 51.069853 
L 168.419024 50.884838 
L 169.755826 51.371795 
L 170.424227 50.938863 
L 171.092628 51.159096 
L 171.761029 50.699813 
L 172.42943 50.826438 
L 173.097831 51.250754 
L 173.766232 50.959949 
L 174.434633 51.433045 
L 175.103035 50.755161 
L 176.439837 51.104318 
L 177.776639 51.248436 
L 178.44504 50.715886 
L 179.113441 51.28941 
L 179.781842 51.119251 
L 181.118644 51.511228 
L 181.787045 50.914 
L 182.455446 51.251845 
L 183.123847 50.913024 
L 184.460649 50.76541 
L 185.12905 50.680263 
L 185.797451 51.31637 
L 186.465852 50.93128 
L 187.134254 51.540061 
L 187.802655 51.299147 
L 188.471056 51.244456 
L 189.807858 50.750486 
L 190.476259 50.347237 
L 191.14466 50.511398 
L 191.813061 51.359257 
L 193.149863 50.697804 
L 193.818264 51.24349 
L 194.486665 50.88904 
L 195.155066 51.290357 
L 195.823467 51.288155 
L 197.160269 51.545267 
L 197.82867 50.638109 
L 198.497071 51.031457 
L 199.165473 51.010197 
L 199.833874 50.814624 
L 200.502275 51.442144 
L 201.170676 50.771978 
L 201.839077 51.098194 
L 202.507478 50.336747 
L 203.175879 51.084304 
L 203.84428 50.953391 
L 204.512681 51.306662 
L 205.181082 51.459686 
L 205.849483 50.905731 
L 206.517884 51.192228 
L 207.186285 50.227703 
L 207.854686 50.851195 
L 208.523087 50.550528 
L 209.191488 50.978833 
L 209.859889 50.968324 
L 210.52829 51.124854 
L 211.196692 51.425549 
L 211.865093 50.937704 
L 212.533494 50.983924 
L 213.201895 50.68062 
L 213.870296 51.095006 
L 215.207098 51.451939 
L 215.875499 51.318021 
L 216.5439 51.013733 
L 217.212301 51.468147 
L 217.880702 50.794417 
L 218.549103 51.465626 
L 219.217504 51.169615 
L 219.885905 51.258288 
L 220.554306 51.583316 
L 221.222707 50.974757 
L 221.891108 51.636944 
L 222.559509 51.290492 
L 223.896312 50.785675 
L 224.564713 50.291126 
L 225.233114 51.042005 
L 225.901515 50.630797 
L 226.569916 51.174455 
L 227.238317 51.191407 
L 227.906718 51.520375 
L 228.575119 51.582601 
L 229.24352 51.290492 
L 230.580322 51.155039 
L 231.248723 51.379136 
L 231.917124 51.435383 
L 232.585525 51.186616 
L 233.253926 51.282707 
L 233.922327 51.209257 
L 234.590728 51.585296 
L 235.25913 51.047028 
L 235.927531 50.817155 
L 237.264333 50.924355 
L 237.932734 51.62486 
L 238.601135 51.380035 
L 239.937937 51.601736 
L 240.606338 51.293854 
L 241.274739 51.165017 
L 241.94314 50.802173 
L 242.611541 50.888847 
L 243.279942 51.324146 
L 243.948343 51.459434 
L 244.616744 51.292028 
L 245.285145 50.961987 
L 245.953546 51.211517 
L 246.621947 51.116914 
L 247.290349 51.205374 
L 247.95875 51.753359 
L 249.963953 51.51543 
L 250.632354 50.62816 
L 252.637557 50.796349 
L 253.305958 51.088428 
L 253.974359 50.987131 
L 254.64276 51.237569 
L 255.311161 51.086207 
L 255.979562 51.397035 
L 257.316364 50.806182 
L 257.984765 50.471949 
L 258.653166 50.438624 
L 259.321568 50.974178 
L 259.989969 51.083956 
L 261.326771 50.915217 
L 261.995172 51.056292 
L 263.331974 50.947344 
L 264.668776 51.073872 
L 265.337177 51.109186 
L 266.673979 50.710931 
L 267.34238 50.593048 
L 268.010781 50.766724 
L 268.679182 51.080121 
L 269.347583 51.02912 
L 270.015984 51.208455 
L 270.684385 50.834619 
L 271.352787 50.907528 
L 272.021188 50.675327 
L 272.689589 50.631753 
L 273.35799 51.013906 
L 275.363193 50.749646 
L 276.031594 51.048361 
L 277.368396 50.635395 
L 278.036797 50.96786 
L 278.705198 50.805931 
L 279.373599 50.990154 
L 280.042 50.483405 
L 280.710401 50.978032 
L 282.047203 50.703493 
L 282.715604 51.10113 
L 283.384006 50.789665 
L 284.052407 50.749704 
L 284.720808 50.411028 
L 285.389209 50.887292 
L 286.05761 50.724261 
L 286.726011 50.939616 
L 287.394412 50.656926 
L 288.062813 50.766849 
L 288.731214 51.231203 
L 289.399615 50.919989 
L 290.068016 51.512783 
L 290.736417 51.490595 
L 291.404818 50.962364 
L 292.073219 51.52959 
L 292.74162 50.954714 
L 293.410021 51.303871 
L 294.078422 51.201385 
L 294.746823 50.771225 
L 295.415225 50.477011 
L 296.083626 50.017013 
L 296.752027 51.24122 
L 298.088829 51.029796 
L 298.75723 51.080778 
L 299.425631 50.58677 
L 300.094032 51.502457 
L 300.762433 51.361489 
L 301.430834 51.781922 
L 302.099235 51.445515 
L 302.767636 50.931387 
L 303.436037 51.373447 
L 304.104438 50.793229 
L 304.772839 51.224712 
L 306.109641 51.165307 
L 307.446444 50.568552 
L 308.783246 50.649237 
L 309.451647 51.497058 
L 310.788449 50.840647 
L 311.45685 50.808935 
L 312.125251 50.890808 
L 312.793652 51.242901 
L 313.462053 51.455397 
L 314.130454 51.321566 
L 314.798855 51.584021 
L 315.467256 51.211334 
L 316.135657 51.630656 
L 316.804058 51.096407 
L 317.472459 51.037185 
L 318.14086 51.269348 
L 318.809261 51.30359 
L 319.477663 51.646439 
L 320.146064 50.733322 
L 322.151267 51.356282 
L 322.819668 51.294115 
L 323.488069 50.967493 
L 324.15647 51.03167 
L 324.824871 50.681045 
L 325.493272 50.87486 
L 326.161673 50.728656 
L 328.835277 51.028994 
L 329.503678 51.464853 
L 330.84048 51.420768 
L 331.508882 50.729216 
L 332.177283 51.161695 
L 332.845684 50.921206 
L 333.514085 51.009569 
L 334.182486 51.627256 
L 334.850887 51.588068 
L 335.519288 50.906398 
L 336.187689 50.440527 
L 336.85609 50.893348 
L 337.524491 50.840357 
L 338.192892 50.916009 
L 338.861293 51.76239 
L 339.529694 51.322397 
L 340.866496 51.617114 
L 341.534897 51.424516 
L 342.203298 51.570208 
L 342.871699 50.887253 
L 343.540101 51.511537 
L 344.208502 51.551034 
L 344.876903 51.340962 
L 345.545304 51.955278 
L 346.213705 51.067535 
L 346.882106 51.215623 
L 347.550507 50.731293 
L 348.218908 51.278901 
L 348.887309 51.244523 
L 349.55571 51.370887 
L 350.224111 51.085318 
L 350.892512 51.023112 
L 351.560913 51.230827 
L 352.229314 51.086545 
L 352.897715 51.089868 
L 354.234517 50.812548 
L 354.902918 51.125974 
L 355.57132 51.082044 
L 356.239721 51.589536 
L 356.908122 51.273279 
L 357.576523 51.421869 
L 358.244924 51.275607 
L 358.913325 50.704691 
L 359.581726 51.134098 
L 360.250127 50.809051 
L 360.918528 51.258008 
L 362.25533 50.6001 
L 362.923731 50.809437 
L 364.260533 50.696848 
L 364.928934 51.20945 
L 365.597335 51.00304 
L 366.265736 51.379667 
L 367.602539 50.607373 
L 368.27094 51.231 
L 368.939341 50.99452 
L 369.607742 51.183785 
L 370.276143 51.49813 
L 371.612945 51.180859 
L 372.281346 50.545563 
L 372.281346 50.545563 
" 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: 653.446 $\bullet$ mean: 645.556 $\bullet$ $\sigma$: 2.864 -->
    <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"/>
     <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"/>
    </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-35"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
     <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-34"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-36"/>
     <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-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 649.55 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.461205)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-39"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-35"/>
     <use x="286.279297" xlink:href="#DejaVuSans-35"/>
    </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_11"/>
    <g id="xtick_12"/>
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#pa7084ce5a9)" d="M 18.697188 78.696416 
L 372.281346 78.696416 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pa7084ce5a9)" d="M 18.697188 79.333863 
L 20.03399 79.443535 
L 20.702391 79.247371 
L 24.712797 79.443611 
L 27.386401 79.343148 
L 28.054802 79.485874 
L 28.723203 79.421961 
L 29.391604 79.533151 
L 30.728407 79.508267 
L 31.396808 79.504018 
L 32.73361 79.309056 
L 34.070412 79.362417 
L 36.744016 79.502128 
L 37.412417 79.421098 
L 38.080818 79.482029 
L 39.41762 79.299323 
L 40.086021 79.438488 
L 40.754422 79.302032 
L 44.096428 79.294921 
L 45.43323 79.368174 
L 46.101631 79.459297 
L 48.106834 79.219538 
L 52.11724 79.200006 
L 54.122443 79.448177 
L 55.459246 79.290103 
L 56.796048 79.079105 
L 57.464449 79.218565 
L 58.801251 79.254329 
L 59.469652 79.377131 
L 60.806454 79.236611 
L 65.485261 79.290387 
L 66.153662 79.315959 
L 66.822064 79.156476 
L 70.164069 79.142789 
L 70.83247 79.238577 
L 71.500871 79.148513 
L 72.837673 79.196216 
L 74.842876 79.125268 
L 85.537293 79.165215 
L 86.205694 79.3175 
L 90.884502 79.054178 
L 94.226507 79.278033 
L 95.563309 79.175778 
L 106.257726 79.117698 
L 114.94694 79.047646 
L 117.620544 79.056133 
L 120.294148 79.116431 
L 120.962549 79.02629 
L 124.304554 79.104371 
L 126.978159 78.925193 
L 127.64656 79.07017 
L 128.983362 78.99068 
L 129.651763 79.123345 
L 135.667372 79.046083 
L 137.672575 78.88766 
L 139.009378 78.976534 
L 141.014581 79.190317 
L 148.366992 78.991925 
L 149.703794 79.06 
L 150.372195 78.989008 
L 151.040597 79.087997 
L 152.377399 79.065789 
L 153.0458 79.120178 
L 154.382602 79.019234 
L 162.403414 78.967412 
L 163.071816 78.828772 
L 163.740217 78.913647 
L 164.408618 78.768692 
L 165.077019 78.901489 
L 166.413821 78.951497 
L 167.750623 78.986933 
L 174.434633 78.92563 
L 175.771436 79.011751 
L 177.108238 78.955047 
L 178.44504 79.037377 
L 179.113441 78.88837 
L 181.787045 79.015246 
L 182.455446 78.879183 
L 183.123847 78.862394 
L 183.792248 78.697744 
L 186.465852 78.972077 
L 188.471056 79.029239 
L 190.476259 78.710754 
L 193.818264 79.043211 
L 195.823467 79.137043 
L 197.82867 78.841814 
L 198.497071 78.658278 
L 199.165473 78.67747 
L 200.502275 78.933058 
L 203.175879 79.016251 
L 213.870296 78.939088 
L 214.538697 79.072038 
L 215.207098 78.94586 
L 215.875499 79.059312 
L 217.880702 78.974414 
L 218.549103 78.865322 
L 221.891108 79.138933 
L 222.559509 79.007436 
L 223.227911 79.010211 
L 225.233114 78.747424 
L 229.24352 79.096277 
L 231.917124 78.879205 
L 233.253926 78.894935 
L 236.595932 78.849603 
L 240.606338 79.064424 
L 241.274739 78.883542 
L 243.279942 78.84177 
L 244.616744 78.801976 
L 245.285145 78.921851 
L 247.290349 78.95827 
L 249.295552 78.997747 
L 251.300755 78.7611 
L 252.637557 78.71567 
L 255.311161 79.092639 
L 257.316364 78.870456 
L 259.321568 78.753902 
L 259.989969 78.908371 
L 260.65837 78.860089 
L 261.326771 78.993094 
L 267.34238 78.736424 
L 268.679182 78.917623 
L 270.015984 78.948045 
L 272.021188 78.880243 
L 272.689589 78.746878 
L 276.031594 78.829755 
L 278.705198 78.935516 
L 280.710401 78.694325 
L 281.378802 78.823965 
L 282.047203 78.754623 
L 282.715604 78.850957 
L 283.384006 78.698367 
L 284.052407 78.661096 
L 284.720808 78.830934 
L 285.389209 78.711967 
L 286.05761 78.83242 
L 287.394412 78.497342 
L 288.062813 78.836418 
L 290.068016 78.856321 
L 291.404818 78.995071 
L 292.74162 79.020927 
L 294.746823 78.634235 
L 296.752027 78.638594 
L 297.420428 78.858276 
L 298.088829 78.782871 
L 298.75723 78.958302 
L 299.425631 78.909136 
L 300.762433 79.096441 
L 301.430834 78.904952 
L 304.104438 78.847123 
L 307.446444 78.721754 
L 308.114845 78.655448 
L 308.783246 78.84744 
L 317.472459 78.802064 
L 318.14086 78.616091 
L 319.477663 78.970056 
L 320.146064 78.90931 
L 320.814465 78.985458 
L 321.482866 78.857588 
L 322.151267 78.934631 
L 322.819668 78.747391 
L 324.824871 78.727467 
L 325.493272 78.658321 
L 330.172079 78.936259 
L 332.177283 78.684625 
L 334.182486 78.847101 
L 335.519288 78.831349 
L 336.85609 78.693397 
L 337.524491 78.823244 
L 338.192892 78.699645 
L 339.529694 78.863148 
L 342.203298 78.79398 
L 342.871699 78.540085 
L 344.876903 78.694347 
L 345.545304 78.93462 
L 346.213705 79.048945 
L 347.550507 78.932785 
L 349.55571 78.846391 
L 351.560913 78.75364 
L 352.229314 78.793521 
L 352.897715 78.562162 
L 354.234517 78.848587 
L 354.902918 78.724321 
L 357.576523 78.955965 
L 358.244924 78.875295 
L 358.913325 78.961011 
L 359.581726 78.830629 
L 360.918528 78.759866 
L 362.25533 78.640505 
L 366.265736 78.872411 
L 366.934137 78.807045 
L 367.602539 78.934806 
L 368.939341 78.86921 
L 369.607742 78.867495 
L 370.276143 78.709094 
L 370.944544 78.749543 
L 372.281346 78.593152 
L 372.281346 78.593152 
" 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: 622.787 $\bullet$ mean: 620.042 $\bullet$ $\sigma$: 1.093 -->
    <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-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-37"/>
     <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-32"/>
     <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-32"/>
     <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-39"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 621.67 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.524229)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-37"/>
    </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_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
    <g id="xtick_19"/>
    <g id="xtick_20"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#p79e2b01d09)" d="M 18.697188 103.872147 
L 372.281346 103.872147 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p79e2b01d09)" d="M 19.365589 109.366978 
L 20.03399 111.79879 
L 20.702391 110.405198 
L 21.370792 106.534744 
L 22.707594 101.734953 
L 23.375995 107.450991 
L 24.044396 108.862365 
L 24.712797 112.094052 
L 25.381198 113.060661 
L 26.049599 107.959401 
L 26.718 109.115457 
L 27.386401 106.783306 
L 28.054802 106.052921 
L 28.723203 104.614305 
L 29.391604 105.39134 
L 30.060005 111.039171 
L 30.728407 113.814282 
L 31.396808 113.156629 
L 32.065209 110.006138 
L 32.73361 109.40142 
L 33.402011 105.392492 
L 34.070412 104.399768 
L 34.738813 107.4336 
L 35.407214 108.322132 
L 36.075615 109.719993 
L 36.744016 113.135281 
L 37.412417 111.483152 
L 38.080818 108.801783 
L 38.749219 110.563031 
L 39.41762 107.817676 
L 40.754422 108.614668 
L 41.422823 104.516058 
L 42.091224 109.838719 
L 42.759626 110.456141 
L 43.428027 108.784994 
L 44.096428 108.034074 
L 44.764829 109.66973 
L 45.43323 109.167159 
L 46.101631 107.132864 
L 46.770032 111.784646 
L 47.438433 111.493915 
L 48.106834 111.770005 
L 49.443636 107.506437 
L 50.112037 106.78205 
L 50.780438 103.385302 
L 51.448839 105.665988 
L 52.11724 106.932287 
L 52.785641 109.487802 
L 53.454042 108.417707 
L 54.122443 109.75061 
L 54.790845 110.415255 
L 55.459246 109.962503 
L 56.127647 112.520953 
L 56.796048 108.855346 
L 57.464449 108.978449 
L 58.13285 107.886404 
L 58.801251 108.126872 
L 60.138053 110.150691 
L 60.806454 109.595032 
L 61.474855 109.716746 
L 62.143256 109.166088 
L 62.811657 104.290677 
L 63.480058 105.621854 
L 64.148459 105.47607 
L 64.81686 106.365231 
L 65.485261 111.17241 
L 66.153662 112.458145 
L 66.822064 111.847639 
L 67.490465 107.213795 
L 68.158866 108.495627 
L 68.827267 107.232551 
L 69.495668 107.336427 
L 70.164069 108.209664 
L 70.83247 108.036956 
L 71.500871 109.122738 
L 72.169272 106.130657 
L 72.837673 108.05356 
L 73.506074 109.258911 
L 74.842876 109.833692 
L 75.511277 111.188808 
L 76.179678 111.857093 
L 76.848079 108.802438 
L 77.51648 110.455776 
L 78.184881 109.928926 
L 78.853283 106.6079 
L 79.521684 105.910225 
L 80.190085 108.612208 
L 81.526887 111.871159 
L 82.195288 109.570593 
L 82.863689 105.99844 
L 83.53209 106.072589 
L 84.200491 100.913209 
L 84.868892 104.517317 
L 85.537293 106.022169 
L 86.874095 111.48674 
L 87.542496 111.616547 
L 88.210897 112.263303 
L 88.879298 111.092238 
L 89.547699 110.832755 
L 90.2161 109.332379 
L 90.884502 110.473348 
L 91.552903 109.600165 
L 92.221304 107.791039 
L 93.558106 110.612088 
L 94.226507 107.857619 
L 94.894908 108.476743 
L 96.23171 101.615412 
L 96.900111 100.96444 
L 97.568512 100.121665 
L 98.236913 104.936387 
L 98.905314 106.20431 
L 99.573715 107.977997 
L 100.242116 108.347248 
L 100.910517 109.984687 
L 101.578918 112.030641 
L 102.247319 112.788973 
L 102.915721 111.862201 
L 104.252523 113.015166 
L 104.920924 114.236859 
L 105.589325 113.484185 
L 106.257726 114.199145 
L 106.926127 113.346231 
L 107.594528 112.928968 
L 108.262929 113.916875 
L 108.93133 113.329127 
L 109.599731 112.441487 
L 110.268132 110.494749 
L 110.936533 107.153163 
L 111.604934 106.519189 
L 112.273335 103.570375 
L 112.941736 104.643717 
L 113.610137 107.070868 
L 114.278538 110.044302 
L 114.94694 109.769182 
L 115.615341 107.780248 
L 116.283742 106.90358 
L 116.952143 102.83703 
L 117.620544 108.522919 
L 118.288945 109.707579 
L 118.957346 113.025776 
L 119.625747 113.042798 
L 120.294148 109.167684 
L 120.962549 107.69041 
L 121.63095 103.599499 
L 122.299351 104.897255 
L 122.967752 104.553276 
L 123.636153 104.874522 
L 124.304554 105.544065 
L 125.641356 110.08482 
L 126.309757 111.373065 
L 126.978159 112.992617 
L 127.64656 107.315657 
L 128.314961 110.070832 
L 128.983362 108.926928 
L 129.651763 112.979781 
L 130.320164 113.401705 
L 131.656966 115.350461 
L 132.325367 112.630434 
L 132.993768 110.795456 
L 133.662169 109.365932 
L 134.33057 109.758991 
L 134.998971 111.155281 
L 135.667372 112.055628 
L 136.335773 111.256775 
L 137.672575 105.210196 
L 138.340976 99.51163 
L 139.009378 101.009751 
L 139.677779 102.033487 
L 140.34618 107.005677 
L 141.014581 109.315169 
L 141.682982 108.777688 
L 142.351383 108.951732 
L 143.019784 107.306228 
L 143.688185 108.71679 
L 144.356586 111.743472 
L 145.024987 110.60423 
L 145.693388 107.609686 
L 146.361789 109.547073 
L 147.03019 108.674545 
L 147.698591 109.326644 
L 148.366992 110.260016 
L 149.035393 111.460337 
L 151.040597 105.179422 
L 151.708998 105.181124 
L 152.377399 108.632166 
L 153.0458 110.714891 
L 153.714201 110.448495 
L 154.382602 110.467088 
L 155.719404 109.946736 
L 156.387805 108.176295 
L 157.056206 110.709783 
L 157.724607 108.497095 
L 158.393008 108.556522 
L 159.061409 107.034852 
L 159.72981 102.291424 
L 160.398211 106.313475 
L 161.735013 110.217977 
L 162.403414 113.154193 
L 163.071816 113.559223 
L 163.740217 112.679099 
L 164.408618 110.456797 
L 165.077019 109.671722 
L 165.74542 110.055929 
L 166.413821 107.416549 
L 167.082222 103.850156 
L 167.750623 103.931405 
L 168.419024 103.558485 
L 169.087425 108.845158 
L 170.424227 110.964055 
L 171.092628 109.278476 
L 171.761029 107.039648 
L 173.097831 105.531701 
L 173.766232 108.292717 
L 174.434633 110.494589 
L 175.771436 110.974976 
L 176.439837 112.158824 
L 177.108238 110.499385 
L 177.776639 110.845878 
L 178.44504 108.862156 
L 179.113441 107.620058 
L 179.781842 107.462306 
L 180.450243 106.507714 
L 181.787045 108.561527 
L 182.455446 110.901849 
L 183.123847 111.843342 
L 183.792248 109.120015 
L 184.460649 111.117382 
L 185.12905 108.866137 
L 185.797451 106.152317 
L 186.465852 107.423096 
L 187.134254 108.013567 
L 187.802655 110.537259 
L 188.471056 111.810158 
L 189.139457 112.542482 
L 189.807858 109.507654 
L 190.476259 103.217597 
L 191.14466 106.629822 
L 191.813061 108.09243 
L 192.481462 111.567726 
L 193.149863 108.533473 
L 193.818264 104.50553 
L 194.486665 107.717047 
L 195.155066 106.587758 
L 195.823467 108.312363 
L 196.491868 112.632767 
L 197.160269 111.012482 
L 197.82867 111.626316 
L 198.497071 109.466221 
L 199.165473 110.122903 
L 199.833874 104.316583 
L 200.502275 105.220462 
L 201.170676 109.146549 
L 203.175879 108.236353 
L 203.84428 108.032372 
L 204.512681 106.853108 
L 205.181082 107.635904 
L 205.849483 110.948705 
L 206.517884 109.980916 
L 207.186285 111.27736 
L 207.854686 112.214742 
L 208.523087 113.529418 
L 209.191488 113.759854 
L 209.859889 113.709278 
L 210.52829 110.083902 
L 211.196692 109.110377 
L 211.865093 101.072716 
L 212.533494 108.679338 
L 213.201895 113.151077 
L 213.870296 113.220852 
L 214.538697 112.832111 
L 215.207098 112.767182 
L 215.875499 111.928597 
L 216.5439 111.837447 
L 217.212301 110.47885 
L 217.880702 108.205342 
L 218.549103 103.051043 
L 219.217504 102.011774 
L 219.885905 102.090769 
L 220.554306 103.269824 
L 221.891108 109.549902 
L 223.227911 112.886408 
L 223.896312 111.279902 
L 224.564713 110.254359 
L 225.233114 106.010124 
L 225.901515 103.16359 
L 226.569916 103.180457 
L 227.906718 108.023046 
L 228.575119 109.636415 
L 229.24352 112.957703 
L 229.911921 110.675078 
L 230.580322 107.50403 
L 231.248723 105.52387 
L 231.917124 104.986832 
L 232.585525 107.481739 
L 234.590728 111.982473 
L 235.25913 110.944802 
L 235.927531 110.965129 
L 237.264333 106.835561 
L 237.932734 105.166824 
L 239.269536 108.194736 
L 239.937937 110.807086 
L 240.606338 111.994259 
L 241.274739 111.600595 
L 241.94314 106.395929 
L 242.611541 108.276428 
L 243.279942 108.732795 
L 243.948343 108.880805 
L 244.616744 108.308329 
L 245.285145 109.665434 
L 245.953546 109.565801 
L 246.621947 104.386042 
L 247.290349 108.059452 
L 247.95875 106.161094 
L 248.627151 106.470865 
L 249.295552 112.046852 
L 249.963953 112.723913 
L 250.632354 111.784437 
L 251.300755 109.614231 
L 251.969156 108.538478 
L 252.637557 105.095345 
L 253.305958 100.671851 
L 253.974359 105.068811 
L 254.64276 106.960678 
L 255.311161 109.985499 
L 255.979562 111.929069 
L 256.647963 113.41496 
L 257.316364 113.387143 
L 257.984765 107.947195 
L 258.653166 109.993461 
L 259.321568 109.025044 
L 259.989969 108.480515 
L 260.65837 104.340153 
L 261.326771 104.156183 
L 261.995172 105.265985 
L 262.663573 105.989772 
L 264.668776 111.598578 
L 265.337177 113.59419 
L 266.005578 113.874602 
L 266.673979 109.856741 
L 267.34238 104.138292 
L 268.010781 105.344927 
L 268.679182 105.365094 
L 269.347583 106.138435 
L 270.684385 110.827069 
L 271.352787 111.076705 
L 272.021188 105.955748 
L 272.689589 108.157936 
L 274.026391 111.218586 
L 274.694792 110.205878 
L 275.363193 111.753766 
L 276.031594 110.429033 
L 276.699995 107.726869 
L 277.368396 107.832238 
L 278.036797 107.036557 
L 278.705198 109.869889 
L 279.373599 108.509955 
L 280.710401 108.106783 
L 281.378802 108.456942 
L 282.047203 108.423676 
L 282.715604 110.985714 
L 284.052407 107.716472 
L 284.720808 109.75145 
L 285.389209 108.589734 
L 286.05761 111.320788 
L 286.726011 112.583709 
L 287.394412 109.272871 
L 288.062813 106.924325 
L 288.731214 108.809929 
L 289.399615 106.229847 
L 290.068016 106.763585 
L 290.736417 110.08516 
L 291.404818 110.204489 
L 292.073219 109.076668 
L 292.74162 109.912399 
L 293.410021 110.082278 
L 294.078422 110.664315 
L 294.746823 110.327146 
L 295.415225 107.427339 
L 296.083626 106.581314 
L 296.752027 103.944815 
L 297.420428 108.179358 
L 298.75723 108.432844 
L 299.425631 108.713911 
L 300.094032 106.044853 
L 300.762433 108.668048 
L 301.430834 108.261681 
L 302.099235 109.019883 
L 302.767636 107.995598 
L 303.436037 104.449088 
L 304.104438 106.558658 
L 305.44124 112.887298 
L 306.109641 113.744033 
L 306.778042 112.949319 
L 308.114845 105.746135 
L 308.783246 104.755427 
L 309.451647 106.140296 
L 310.120048 107.921683 
L 310.788449 109.238454 
L 311.45685 108.526875 
L 312.125251 103.356727 
L 312.793652 107.484437 
L 313.462053 109.359225 
L 314.130454 112.246068 
L 314.798855 112.420558 
L 315.467256 112.306494 
L 316.135657 112.34916 
L 316.804058 110.293306 
L 317.472459 109.548069 
L 318.14086 106.817042 
L 318.809261 104.718444 
L 319.477663 103.831194 
L 320.146064 103.905134 
L 320.814465 103.801729 
L 322.151267 111.013687 
L 322.819668 110.947737 
L 323.488069 109.502861 
L 324.15647 110.708999 
L 324.824871 111.210099 
L 325.493272 112.22577 
L 326.161673 111.332469 
L 326.830074 111.244332 
L 327.498475 107.975693 
L 328.166876 105.516117 
L 328.835277 105.274575 
L 329.503678 105.612687 
L 330.172079 109.686363 
L 330.84048 108.528602 
L 331.508882 108.124437 
L 332.177283 106.428458 
L 332.845684 106.921808 
L 333.514085 107.195305 
L 334.182486 111.191425 
L 334.850887 111.691979 
L 335.519288 108.563962 
L 336.187689 110.78933 
L 336.85609 107.692271 
L 337.524491 107.151982 
L 338.192892 105.558599 
L 338.861293 106.269213 
L 339.529694 111.305074 
L 340.198095 108.693376 
L 341.534897 111.341923 
L 342.203298 108.268963 
L 342.871699 106.618429 
L 343.540101 106.404519 
L 344.876903 104.071032 
L 345.545304 105.308336 
L 346.213705 107.168799 
L 346.882106 107.557565 
L 347.550507 109.267816 
L 348.218908 111.779644 
L 348.887309 112.822603 
L 349.55571 113.212784 
L 350.224111 112.55715 
L 350.892512 111.342083 
L 351.560913 114.052312 
L 352.229314 112.807307 
L 352.897715 112.722027 
L 353.566116 108.882507 
L 354.234517 109.546367 
L 354.902918 106.661907 
L 355.57132 107.352588 
L 356.239721 105.233298 
L 356.908122 105.156792 
L 357.576523 108.063539 
L 358.244924 107.334828 
L 358.913325 109.104903 
L 359.581726 112.662753 
L 360.250127 112.692927 
L 360.918528 112.25466 
L 361.586929 110.861774 
L 362.25533 109.899198 
L 362.923731 107.351826 
L 363.592132 106.900149 
L 364.260533 109.798463 
L 364.928934 106.246608 
L 365.597335 107.797484 
L 366.265736 106.562614 
L 366.934137 105.828352 
L 367.602539 107.457695 
L 368.27094 108.621269 
L 368.939341 109.435968 
L 369.607742 110.768638 
L 370.276143 113.201993 
L 370.944544 114.233509 
L 371.612945 113.622007 
L 372.281346 111.008451 
L 372.281346 111.008451 
" 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: 1.712 $\bullet$ mean: 1.358 $\bullet$ $\sigma$: 0.109 -->
    <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(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.482422 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1808.728516 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.55 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 104.699959)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-35"/>
     <use x="159.033203" xlink:href="#DejaVuSans-35"/>
    </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_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
    <g id="xtick_25"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#p15d095f3d8)" d="M 18.697188 129.973049 
L 372.281346 129.973049 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p15d095f3d8)" d="M 19.365589 126.84167 
L 20.03399 125.714587 
L 20.702391 137.207493 
L 21.370792 126.040219 
L 22.039193 129.124833 
L 23.375995 137.972143 
L 24.044396 144.103544 
L 24.712797 139.647488 
L 25.381198 131.491264 
L 26.049599 130.109373 
L 26.718 133.318581 
L 27.386401 143.262035 
L 28.054802 142.201498 
L 28.723203 137.242698 
L 30.060005 137.438161 
L 30.728407 132.777196 
L 31.396808 130.080214 
L 32.065209 140.929415 
L 32.73361 136.28213 
L 33.402011 133.654949 
L 34.070412 124.872229 
L 34.738813 130.459689 
L 35.407214 142.68061 
L 36.075615 127.00529 
L 36.744016 127.099571 
L 37.412417 139.29033 
L 38.080818 125.843571 
L 38.749219 128.843592 
L 39.41762 141.528071 
L 40.086021 128.579837 
L 40.754422 127.027878 
L 41.422823 140.748038 
L 42.091224 132.205601 
L 42.759626 128.106894 
L 44.096428 140.004202 
L 44.764829 133.848364 
L 45.43323 135.981401 
L 46.101631 143.074669 
L 46.770032 140.055701 
L 47.438433 135.99231 
L 48.106834 134.984244 
L 48.775235 135.507331 
L 49.443636 141.12773 
L 50.112037 141.234419 
L 50.780438 143.183489 
L 51.448839 137.24106 
L 52.785641 132.45404 
L 53.454042 133.596835 
L 54.122443 144.117317 
L 54.790845 132.828747 
L 55.459246 129.552046 
L 56.127647 137.671235 
L 56.796048 133.483477 
L 57.464449 125.086974 
L 58.13285 131.185234 
L 59.469652 140.307849 
L 60.138053 135.807936 
L 60.806454 133.229603 
L 61.474855 139.235322 
L 62.143256 143.440813 
L 62.811657 138.844784 
L 63.480058 137.369449 
L 64.148459 136.623368 
L 64.81686 142.239408 
L 65.485261 139.254444 
L 66.153662 135.17703 
L 66.822064 132.278949 
L 67.490465 131.271263 
L 68.158866 139.410444 
L 68.827267 139.433071 
L 69.495668 141.940758 
L 70.164069 135.809648 
L 70.83247 136.124164 
L 71.500871 136.250939 
L 72.169272 136.142671 
L 72.837673 142.529445 
L 73.506074 144.429299 
L 74.174475 141.706599 
L 75.511277 128.974735 
L 76.179678 128.583163 
L 76.848079 140.664771 
L 77.51648 132.070074 
L 78.184881 132.874653 
L 78.853283 137.973136 
L 79.521684 131.971637 
L 80.858486 139.739942 
L 81.526887 138.699561 
L 82.195288 133.433086 
L 82.863689 136.305359 
L 83.53209 141.90323 
L 84.200491 142.388086 
L 84.868892 134.457495 
L 85.537293 132.136789 
L 86.205694 133.456885 
L 86.874095 131.882381 
L 88.210897 144.214561 
L 88.879298 139.636165 
L 90.884502 129.151126 
L 92.221304 136.514838 
L 92.889705 142.50391 
L 93.558106 139.565655 
L 94.226507 134.439234 
L 94.894908 132.704963 
L 96.23171 141.40931 
L 96.900111 139.249946 
L 97.568512 138.914289 
L 98.236913 140.326445 
L 98.905314 137.30661 
L 99.573715 135.428378 
L 100.242116 130.633678 
L 100.910517 131.217915 
L 101.578918 132.085743 
L 102.247319 135.701029 
L 102.915721 142.237693 
L 103.584122 136.561865 
L 104.252523 135.636074 
L 104.920924 139.76985 
L 105.589325 142.269126 
L 106.926127 129.918998 
L 107.594528 132.698988 
L 108.262929 140.132624 
L 108.93133 143.140931 
L 109.599731 141.158126 
L 110.268132 142.386937 
L 110.936533 135.330759 
L 111.604934 133.967453 
L 112.273335 135.795683 
L 112.941736 136.957468 
L 113.610137 141.258195 
L 114.278538 142.321742 
L 114.94694 139.14534 
L 115.615341 140.094825 
L 116.283742 137.088183 
L 116.952143 136.173801 
L 117.620544 139.78322 
L 118.288945 142.398419 
L 118.957346 141.528793 
L 119.625747 132.050005 
L 120.294148 129.394133 
L 120.962549 140.940169 
L 121.63095 130.18917 
L 122.299351 129.047948 
L 122.967752 133.296764 
L 123.636153 142.068143 
L 124.304554 139.243114 
L 124.972955 133.893958 
L 125.641356 133.469231 
L 126.309757 134.791871 
L 126.978159 137.748114 
L 127.64656 134.328633 
L 128.314961 138.270337 
L 128.983362 139.051126 
L 129.651763 134.370672 
L 130.988565 142.826535 
L 131.656966 141.820644 
L 133.662169 132.737352 
L 134.33057 133.762329 
L 134.998971 134.513487 
L 135.667372 135.6991 
L 136.335773 142.277171 
L 137.004174 138.979341 
L 137.672575 134.318472 
L 138.340976 133.323473 
L 139.009378 137.71851 
L 139.677779 140.784711 
L 140.34618 139.273855 
L 141.014581 133.140778 
L 141.682982 134.266377 
L 143.019784 143.612968 
L 143.688185 134.985767 
L 144.356586 130.515697 
L 145.024987 134.484437 
L 145.693388 142.248696 
L 146.361789 144.576733 
L 147.03019 142.112505 
L 147.698591 136.39816 
L 148.366992 136.710723 
L 149.035393 136.098377 
L 149.703794 136.592539 
L 150.372195 138.811415 
L 151.040597 144.576323 
L 151.708998 140.932043 
L 152.377399 136.305366 
L 153.0458 136.262259 
L 153.714201 134.669043 
L 154.382602 135.834924 
L 155.051003 138.831322 
L 155.719404 143.399935 
L 156.387805 141.987044 
L 157.056206 141.206117 
L 158.393008 131.903771 
L 159.061409 134.93817 
L 160.398211 141.964693 
L 161.066612 142.642441 
L 161.735013 142.353878 
L 162.403414 141.205565 
L 163.740217 139.921004 
L 165.077019 131.246516 
L 165.74542 131.77063 
L 166.413821 135.171419 
L 167.082222 145.855613 
L 167.750623 135.429099 
L 168.419024 132.812439 
L 169.087425 136.621372 
L 169.755826 142.670861 
L 170.424227 141.54232 
L 171.761029 132.691714 
L 172.42943 132.340964 
L 173.097831 143.661152 
L 173.766232 141.209257 
L 174.434633 137.247299 
L 175.103035 132.546419 
L 175.771436 133.507763 
L 176.439837 137.199878 
L 177.108238 141.900889 
L 177.776639 143.786772 
L 179.113441 132.074744 
L 179.781842 132.339275 
L 180.450243 136.467492 
L 181.118644 143.769502 
L 181.787045 140.272194 
L 182.455446 134.863911 
L 183.123847 133.133338 
L 183.792248 133.49994 
L 184.460649 133.095188 
L 185.12905 136.502941 
L 185.797451 143.789229 
L 186.465852 135.724925 
L 187.134254 132.981128 
L 187.802655 132.208961 
L 188.471056 135.659002 
L 189.139457 135.584891 
L 189.807858 132.956742 
L 190.476259 136.152407 
L 191.14466 141.386193 
L 191.813061 129.633909 
L 192.481462 132.005867 
L 193.149863 135.622818 
L 193.818264 142.295583 
L 194.486665 135.392071 
L 195.155066 135.050901 
L 195.823467 135.419086 
L 196.491868 136.84651 
L 197.160269 141.830847 
L 197.82867 136.276766 
L 198.497071 131.856552 
L 199.165473 130.426886 
L 199.833874 134.481288 
L 200.502275 142.46384 
L 201.170676 144.332586 
L 202.507478 135.410613 
L 203.175879 134.409607 
L 203.84428 133.788504 
L 204.512681 131.510146 
L 205.181082 135.569238 
L 205.849483 140.872043 
L 206.517884 144.282031 
L 207.854686 137.564802 
L 208.523087 135.748976 
L 209.191488 134.267675 
L 209.859889 134.830728 
L 210.52829 132.061396 
L 211.196692 138.151366 
L 211.865093 131.198599 
L 213.201895 136.881383 
L 213.870296 132.37741 
L 214.538697 134.130415 
L 215.207098 134.275198 
L 215.875499 129.957204 
L 217.212301 143.424731 
L 217.880702 132.82731 
L 218.549103 130.462567 
L 219.217504 130.064734 
L 219.885905 138.179159 
L 220.554306 142.345901 
L 221.222707 135.269857 
L 221.891108 130.672209 
L 222.559509 130.55008 
L 223.227911 134.031399 
L 223.896312 138.607602 
L 224.564713 141.946035 
L 225.233114 141.834578 
L 225.901515 140.14828 
L 227.238317 134.659329 
L 227.906718 133.502245 
L 229.24352 141.21359 
L 229.911921 142.799024 
L 230.580322 133.59025 
L 231.248723 129.996818 
L 232.585525 143.933351 
L 233.253926 137.787413 
L 233.922327 136.014419 
L 234.590728 135.887703 
L 235.25913 133.041655 
L 235.927531 139.553282 
L 236.595932 143.181977 
L 237.264333 141.609702 
L 237.932734 133.669792 
L 238.601135 132.289281 
L 239.937937 143.696355 
L 240.606338 140.776002 
L 241.274739 133.207282 
L 241.94314 136.570231 
L 242.611541 141.567 
L 243.279942 141.370385 
L 243.948343 143.146649 
L 245.285145 137.827059 
L 245.953546 136.208173 
L 246.621947 136.584788 
L 247.290349 143.166738 
L 248.627151 137.201554 
L 249.295552 139.298723 
L 249.963953 143.195738 
L 250.632354 139.648856 
L 251.300755 133.69136 
L 251.969156 134.671561 
L 252.637557 137.66398 
L 253.305958 138.752819 
L 253.974359 139.548845 
L 254.64276 142.651396 
L 255.311161 141.350775 
L 255.979562 136.28542 
L 256.647963 134.278274 
L 257.316364 134.08246 
L 258.653166 140.380955 
L 259.321568 140.244269 
L 259.989969 142.802174 
L 260.65837 143.849646 
L 261.326771 143.881005 
L 261.995172 138.298018 
L 262.663573 134.835736 
L 263.331974 135.363406 
L 264.000375 137.783365 
L 264.668776 138.043091 
L 265.337177 142.365806 
L 266.005578 144.232638 
L 266.673979 137.273888 
L 267.34238 135.561323 
L 268.010781 136.930009 
L 269.347583 145.374735 
L 270.684385 133.806065 
L 271.352787 135.53356 
L 272.689589 140.708433 
L 273.35799 141.713681 
L 274.026391 142.192912 
L 274.694792 143.428738 
L 275.363193 141.38108 
L 276.031594 136.142883 
L 276.699995 133.680157 
L 277.368396 135.82483 
L 278.036797 141.518727 
L 278.705198 143.964473 
L 280.042 134.101765 
L 280.710401 130.983872 
L 282.047203 136.578561 
L 282.715604 136.820118 
L 283.384006 133.139255 
L 284.052407 136.612599 
L 284.720808 144.226185 
L 285.389209 137.871127 
L 286.05761 132.779466 
L 286.726011 130.159337 
L 287.394412 134.843653 
L 288.062813 143.737003 
L 288.731214 141.722219 
L 290.068016 131.240953 
L 291.404818 143.395913 
L 292.073219 139.208493 
L 292.74162 133.166924 
L 293.410021 130.678621 
L 294.078422 133.721282 
L 294.746823 134.390264 
L 295.415225 140.247598 
L 296.083626 140.588624 
L 296.752027 133.901406 
L 297.420428 129.523387 
L 298.088829 130.62532 
L 298.75723 137.9194 
L 299.425631 143.387738 
L 300.094032 140.489316 
L 300.762433 131.805958 
L 301.430834 129.831354 
L 302.099235 135.328494 
L 302.767636 142.609194 
L 303.436037 140.158126 
L 304.104438 136.183886 
L 304.772839 134.206574 
L 305.44124 131.647388 
L 306.109641 132.416352 
L 306.778042 131.99342 
L 307.446444 131.178421 
L 308.114845 136.357423 
L 308.783246 139.054419 
L 309.451647 131.466383 
L 310.120048 141.42406 
L 310.788449 141.14027 
L 311.45685 141.304941 
L 312.125251 133.185823 
L 312.793652 134.107897 
L 313.462053 137.043827 
L 314.130454 144.247553 
L 314.798855 141.4514 
L 315.467256 134.649499 
L 316.135657 131.979746 
L 316.804058 130.484583 
L 317.472459 133.450247 
L 318.14086 143.068554 
L 318.809261 140.873468 
L 319.477663 136.035178 
L 320.146064 132.515066 
L 320.814465 132.090682 
L 321.482866 132.590781 
L 322.151267 137.095906 
L 322.819668 143.115962 
L 323.488069 137.052847 
L 324.15647 134.406069 
L 324.824871 134.062394 
L 325.493272 134.974675 
L 326.830074 144.485747 
L 327.498475 140.199986 
L 328.166876 134.989458 
L 328.835277 133.866938 
L 329.503678 138.027307 
L 330.172079 145.363391 
L 330.84048 140.693062 
L 331.508882 135.142414 
L 332.177283 133.677753 
L 332.845684 133.388078 
L 333.514085 137.037317 
L 334.182486 136.388411 
L 334.850887 132.488655 
L 335.519288 133.717954 
L 336.187689 140.74162 
L 336.85609 129.074075 
L 337.524491 128.759902 
L 338.861293 144.185336 
L 339.529694 132.862385 
L 340.198095 133.289132 
L 341.534897 144.257121 
L 342.871699 130.795143 
L 343.540101 131.829499 
L 344.208502 141.39381 
L 344.876903 144.170273 
L 346.213705 138.841476 
L 346.882106 133.839515 
L 347.550507 131.391807 
L 348.218908 131.42778 
L 348.887309 132.760349 
L 349.55571 132.558533 
L 350.224111 135.164289 
L 350.892512 141.542751 
L 351.560913 139.663254 
L 352.229314 135.039693 
L 352.897715 134.88246 
L 353.566116 135.948287 
L 354.234517 142.59371 
L 354.902918 142.907759 
L 355.57132 135.841303 
L 356.239721 130.091959 
L 356.908122 130.157143 
L 357.576523 133.80436 
L 358.244924 141.931453 
L 358.913325 141.55806 
L 359.581726 136.124717 
L 360.250127 132.331344 
L 360.918528 132.350385 
L 361.586929 139.026898 
L 362.25533 138.045462 
L 362.923731 134.653107 
L 363.592132 131.950152 
L 364.928934 143.799543 
L 365.597335 134.680264 
L 366.265736 129.515104 
L 367.602539 144.532932 
L 368.27094 135.66643 
L 368.939341 132.886796 
L 369.607742 136.366284 
L 370.276143 143.58907 
L 371.612945 134.62886 
L 372.281346 132.335256 
L 372.281346 132.335256 
" 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: 0.252 $\bullet$ mean: 0.114 $\bullet$ $\sigma$: 0.051 -->
    <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-35"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <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-31"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-31"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.19 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 130.800862)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(#p7cdb37e3a5)">
    <image height="946" id="image4895cc8fcf" transform="matrix(4 0 0 0.135307 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOyCAYAAACyo7/PAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt16EVABAYReF3JFNwJIqFLGIxs8g2YQGN8IdbvnzrVexjO0kCAAAAADDK8s1CxjM1BQsZ8B3NXNgqAIArBybODXylbbqyAAAAAElFTkSuQmCC"/>
   </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(#p078d039425)">
    <image height="128.16" id="image6246c3c2c8" 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_26">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="mc9a92b453b" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mc9a92b453b" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.464351 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_27">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#mc9a92b453b" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 106.00 -->
      <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-30"/>
       <use x="127.246094" xlink:href="#DejaVuSans-36"/>
       <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_28">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#mc9a92b453b" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 212.00 -->
      <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <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_29">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#mc9a92b453b" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 318.00 -->
      <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-33"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <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_30">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#mc9a92b453b" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 424.00 -->
      <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-34"/>
       <use x="63.623047" xlink:href="#DejaVuSans-32"/>
       <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="text_21">
     <!-- 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="pe76a3b6ce6">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p259f86896a">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pa7084ce5a9">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p79e2b01d09">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p15d095f3d8">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p7cdb37e3a5">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p078d039425">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>