highspeed-fmriprep/fmriprep/sub-02/figures/sub-02_ses-01_task-highspeed_rec-prenorm_run-02_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(#p250f624dbb)" d="M 18.697188 22.746037 
L 372.281346 22.746037 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p250f624dbb)" d="M 18.697188 23.5219 
L 20.03399 23.78739 
L 21.370792 24.167937 
L 22.707594 24.158217 
L 24.044396 23.874165 
L 25.381198 23.892748 
L 26.718 23.693726 
L 27.386401 23.658183 
L 29.391604 24.061087 
L 32.065209 24.22666 
L 33.402011 24.320818 
L 36.744016 24.098649 
L 38.080818 24.07401 
L 41.422823 23.93799 
L 42.759626 23.921831 
L 44.096428 23.776223 
L 45.43323 23.805765 
L 48.106834 23.281246 
L 48.775235 23.365113 
L 49.443636 23.585231 
L 50.112037 23.658512 
L 52.11724 23.484458 
L 54.790845 23.911113 
L 57.464449 23.901437 
L 58.801251 24.245716 
L 60.138053 24.20314 
L 62.811657 24.007859 
L 64.148459 23.999324 
L 65.485261 23.8939 
L 66.153662 23.747755 
L 66.822064 23.48493 
L 68.158866 23.365738 
L 69.495668 23.867638 
L 70.164069 23.622738 
L 70.83247 23.799085 
L 71.500871 23.778077 
L 72.837673 24.108445 
L 74.842876 24.934636 
L 76.179678 24.942874 
L 76.848079 24.710382 
L 77.51648 24.274293 
L 78.184881 23.998688 
L 78.853283 23.865806 
L 80.858486 23.729325 
L 81.526887 23.525311 
L 82.863689 23.44977 
L 83.53209 23.413536 
L 84.200491 23.5513 
L 85.537293 23.607193 
L 88.210897 23.529798 
L 90.2161 23.409499 
L 91.552903 23.507781 
L 92.221304 23.52247 
L 93.558106 23.08546 
L 94.894908 23.494617 
L 96.23171 23.061051 
L 98.236913 23.579899 
L 99.573715 24.161728 
L 100.242116 24.320851 
L 100.910517 24.311109 
L 101.578918 24.117101 
L 104.920924 23.875547 
L 105.589325 23.281783 
L 106.257726 23.059153 
L 107.594528 23.290219 
L 108.262929 23.555205 
L 109.599731 23.62106 
L 110.936533 23.508494 
L 111.604934 23.445547 
L 114.278538 23.578517 
L 114.94694 23.466346 
L 118.288945 23.632523 
L 120.294148 23.559111 
L 123.636153 23.637789 
L 125.641356 23.456122 
L 126.309757 23.479423 
L 127.64656 23.815342 
L 128.314961 23.642441 
L 130.320164 23.543006 
L 131.656966 23.63508 
L 135.667372 22.996557 
L 137.004174 23.093293 
L 137.672575 23.267522 
L 139.009378 23.320234 
L 139.677779 23.454981 
L 141.682982 23.422114 
L 142.351383 23.347188 
L 143.019784 23.120367 
L 143.688185 23.096342 
L 145.693388 23.57403 
L 147.698591 23.098789 
L 148.366992 23.108563 
L 150.372195 23.548821 
L 151.040597 23.52009 
L 152.377399 23.188843 
L 153.714201 23.359979 
L 154.382602 23.495615 
L 155.051003 23.778022 
L 155.719404 23.453369 
L 157.056206 23.172476 
L 157.724607 23.104252 
L 159.72981 23.599404 
L 163.071816 23.575742 
L 164.408618 23.813642 
L 165.077019 23.781565 
L 165.74542 23.576115 
L 166.413821 23.248796 
L 167.082222 23.19344 
L 168.419024 23.407129 
L 169.087425 23.628837 
L 170.424227 23.762872 
L 171.761029 23.442146 
L 172.42943 23.171061 
L 173.097831 23.121684 
L 175.103035 23.530478 
L 175.771436 23.468387 
L 176.439837 23.251132 
L 177.776639 23.111799 
L 178.44504 23.239252 
L 180.450243 23.155757 
L 181.787045 22.778524 
L 182.455446 22.895719 
L 183.123847 22.793674 
L 183.792248 23.589257 
L 184.460649 23.746285 
L 185.12905 23.47249 
L 185.797451 23.84776 
L 186.465852 23.550938 
L 187.802655 23.277044 
L 191.813061 23.545255 
L 197.160269 23.315714 
L 199.165473 24.070861 
L 200.502275 24.066989 
L 201.170676 23.993971 
L 202.507478 23.316493 
L 205.181082 23.384157 
L 206.517884 23.018925 
L 207.854686 22.981758 
L 209.191488 23.216115 
L 210.52829 23.288607 
L 212.533494 23.218902 
L 213.201895 23.297514 
L 213.870296 23.521044 
L 215.207098 23.637065 
L 217.212301 23.304503 
L 218.549103 23.254687 
L 219.885905 23.367878 
L 223.227911 23.079053 
L 224.564713 23.375447 
L 225.233114 23.311896 
L 225.901515 23.058298 
L 226.569916 23.051704 
L 227.238317 23.27089 
L 228.575119 23.416125 
L 231.917124 23.288157 
L 232.585525 23.429048 
L 237.932734 23.262574 
L 239.269536 23.122671 
L 241.274739 23.022995 
L 242.611541 22.878287 
L 245.285145 22.939424 
L 245.953546 22.696894 
L 246.621947 22.722959 
L 248.627151 23.184378 
L 250.632354 23.183632 
L 251.300755 23.051277 
L 251.969156 23.080304 
L 252.637557 23.295375 
L 253.974359 23.311491 
L 255.311161 23.356798 
L 257.316364 23.046033 
L 258.653166 22.935025 
L 261.326771 22.617086 
L 263.331974 22.920467 
L 265.337177 22.57055 
L 268.679182 23.164456 
L 271.352787 23.187351 
L 273.35799 23.318468 
L 277.368396 23.09699 
L 278.036797 22.967003 
L 278.705198 22.710596 
L 280.042 22.812268 
L 281.378802 23.067962 
L 282.715604 22.915684 
L 283.384006 22.839112 
L 287.394412 23.152126 
L 288.062813 22.967991 
L 289.399615 23.100544 
L 290.736417 23.451591 
L 291.404818 23.537181 
L 294.078422 23.250211 
L 294.746823 23.003337 
L 295.415225 22.952577 
L 296.083626 23.283341 
L 297.420428 23.501572 
L 299.425631 23.396214 
L 301.430834 23.892112 
L 302.767636 23.581314 
L 303.436037 23.362689 
L 304.772839 23.235895 
L 306.778042 23.455672 
L 309.451647 23.31069 
L 310.788449 23.425449 
L 312.793652 23.182996 
L 314.798855 23.421884 
L 317.472459 23.219856 
L 318.14086 23.334265 
L 319.477663 23.126159 
L 320.814465 22.63681 
L 321.482866 22.673648 
L 322.819668 23.014142 
L 323.488069 22.987858 
L 324.824871 22.548149 
L 326.161673 22.695852 
L 327.498475 23.040372 
L 328.166876 23.105689 
L 330.84048 22.970503 
L 332.845684 23.14776 
L 333.514085 22.87629 
L 334.182486 22.482985 
L 335.519288 22.708128 
L 336.85609 23.180495 
L 337.524491 23.250408 
L 338.192892 23.198936 
L 339.529694 22.823644 
L 340.198095 22.729662 
L 340.866496 22.853066 
L 342.203298 23.320618 
L 343.540101 23.514111 
L 344.876903 23.035315 
L 350.224111 23.172893 
L 352.897715 22.776165 
L 355.57132 22.900052 
L 356.908122 22.630118 
L 357.576523 22.653375 
L 359.581726 23.077484 
L 360.250127 23.157139 
L 362.25533 22.499463 
L 362.923731 22.543464 
L 363.592132 22.864113 
L 365.597335 23.488539 
L 366.934137 23.864347 
L 367.602539 23.845456 
L 369.607742 23.215391 
L 372.281346 22.662426 
L 372.281346 22.662426 
" 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: 583.242 $\bullet$ mean: 578.178 $\bullet$ $\sigma$: 2.270 -->
    <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 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 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 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 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 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.554688 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1299.177734 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.800781 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.587891 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1458.210938 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1521.833984 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1585.457031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.244141 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.841797 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.628906 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.007812 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.699219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.486328 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.818359 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.441406 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.064453 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 581.78 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.573849)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-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-37"/>
     <use x="286.279297" xlink:href="#DejaVuSans-38"/>
    </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(#pdadb468b8d)" d="M 18.697188 50.433325 
L 372.281346 50.433325 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pdadb468b8d)" d="M 18.697188 50.806275 
L 19.365589 51.087233 
L 20.03399 50.940871 
L 20.702391 51.658992 
L 21.370792 51.762737 
L 22.039193 52.201795 
L 22.707594 52.14412 
L 24.044396 51.556701 
L 24.712797 51.069851 
L 25.381198 51.580359 
L 26.049599 51.639018 
L 27.386401 50.982312 
L 28.054802 51.2326 
L 28.723203 51.208235 
L 29.391604 51.587667 
L 30.728407 51.606914 
L 31.396808 51.432772 
L 32.065209 51.792497 
L 32.73361 52.024639 
L 33.402011 51.958269 
L 34.070412 52.100135 
L 34.738813 51.793951 
L 35.407214 51.940534 
L 37.412417 52.001403 
L 38.080818 51.77083 
L 39.41762 51.864884 
L 40.086021 51.278097 
L 40.754422 51.52036 
L 41.422823 51.440836 
L 42.091224 51.789274 
L 42.759626 51.707837 
L 43.428027 51.410272 
L 44.096428 51.432265 
L 44.764829 51.240339 
L 45.43323 51.247581 
L 46.101631 51.378121 
L 48.106834 50.327088 
L 49.443636 50.324275 
L 50.112037 50.934758 
L 50.780438 50.993791 
L 52.11724 50.615153 
L 52.785641 50.597705 
L 53.454042 50.946802 
L 54.122443 51.052451 
L 55.459246 51.520455 
L 56.127647 51.622373 
L 56.796048 51.247944 
L 57.464449 51.431165 
L 58.13285 51.356425 
L 58.801251 51.914762 
L 59.469652 51.891211 
L 60.138053 52.155294 
L 60.806454 52.17633 
L 61.474855 51.832465 
L 62.143256 51.760355 
L 62.811657 51.575853 
L 63.480058 51.690436 
L 64.148459 51.528328 
L 64.81686 51.504805 
L 65.485261 51.688686 
L 66.153662 51.680066 
L 66.822064 51.388749 
L 68.158866 50.463951 
L 68.827267 51.529601 
L 69.495668 52.19704 
L 70.164069 51.433614 
L 72.169272 51.606895 
L 72.837673 51.726874 
L 74.174475 52.554566 
L 74.842876 53.094737 
L 75.511277 53.243127 
L 76.179678 52.968904 
L 76.848079 53.306006 
L 78.184881 52.262339 
L 78.853283 51.961225 
L 79.521684 51.528194 
L 80.858486 51.499668 
L 81.526887 51.199568 
L 83.53209 50.703611 
L 84.200491 50.981393 
L 84.868892 50.764337 
L 85.537293 51.204476 
L 86.874095 51.088305 
L 87.542496 51.195484 
L 90.2161 50.632324 
L 91.552903 51.20483 
L 92.221304 51.085435 
L 92.889705 51.208723 
L 93.558106 50.461932 
L 94.226507 50.421257 
L 95.563309 51.285444 
L 96.900111 50.995809 
L 97.568512 50.628096 
L 98.236913 50.965236 
L 98.905314 51.737492 
L 99.573715 51.903302 
L 100.242116 52.358651 
L 100.910517 52.522356 
L 102.247319 51.53006 
L 102.915721 51.94459 
L 103.584122 51.70756 
L 104.252523 51.950942 
L 104.920924 51.884285 
L 105.589325 51.151499 
L 106.257726 50.837729 
L 106.926127 50.007368 
L 109.599731 51.426736 
L 110.268132 51.040216 
L 110.936533 51.481521 
L 111.604934 50.862333 
L 112.273335 51.443792 
L 112.941736 50.851609 
L 113.610137 51.253301 
L 114.278538 51.188845 
L 114.94694 51.371223 
L 116.283742 50.904587 
L 116.952143 51.478766 
L 117.620544 51.404944 
L 118.288945 51.605001 
L 118.957346 51.556548 
L 119.625747 51.218452 
L 120.294148 51.506929 
L 120.962549 51.206246 
L 122.299351 51.266723 
L 122.967752 51.137704 
L 123.636153 51.73577 
L 124.304554 51.840969 
L 124.972955 51.191284 
L 125.641356 51.326664 
L 126.309757 50.996374 
L 126.978159 51.11618 
L 127.64656 51.54218 
L 130.320164 51.549498 
L 130.988565 51.18366 
L 131.656966 51.826352 
L 132.325367 51.480698 
L 132.993768 51.724013 
L 133.662169 50.967637 
L 134.33057 50.924408 
L 135.667372 50.475277 
L 136.335773 50.539093 
L 137.004174 50.35018 
L 137.672575 51.079236 
L 138.340976 51.017917 
L 139.677779 51.20835 
L 140.34618 51.403681 
L 141.682982 51.286171 
L 142.351383 51.654974 
L 143.019784 50.986674 
L 143.688185 50.99271 
L 144.356586 50.594519 
L 145.024987 50.891653 
L 145.693388 51.659031 
L 146.361789 51.54306 
L 147.03019 51.660733 
L 147.698591 51.158396 
L 148.366992 50.93979 
L 149.035393 50.468064 
L 149.703794 51.173577 
L 150.372195 51.074194 
L 151.040597 51.404102 
L 151.708998 51.472251 
L 153.0458 50.801377 
L 153.714201 50.923824 
L 154.382602 50.788903 
L 155.051003 51.871246 
L 156.387805 51.221207 
L 157.056206 50.938403 
L 157.724607 50.530282 
L 159.061409 50.669919 
L 160.398211 51.295402 
L 161.066612 51.298674 
L 161.735013 51.03658 
L 163.071816 51.047132 
L 163.740217 51.34044 
L 165.077019 51.592708 
L 165.74542 51.993291 
L 166.413821 51.334346 
L 167.082222 51.346342 
L 167.750623 50.776783 
L 168.419024 50.925221 
L 169.087425 51.351498 
L 169.755826 51.251924 
L 170.424227 51.716772 
L 171.092628 51.476049 
L 171.761029 52.057126 
L 173.097831 51.085148 
L 175.103035 51.524961 
L 175.771436 51.792727 
L 176.439837 51.398984 
L 177.108238 51.462111 
L 177.776639 51.029033 
L 178.44504 51.165102 
L 179.781842 51.127153 
L 180.450243 51.528127 
L 181.118644 51.000985 
L 181.787045 50.626374 
L 182.455446 50.585202 
L 183.123847 49.636555 
L 183.792248 50.675736 
L 184.460649 50.991486 
L 185.12905 51.533159 
L 185.797451 52.413446 
L 186.465852 51.848909 
L 187.802655 51.431825 
L 188.471056 50.819371 
L 189.139457 50.991218 
L 189.807858 50.907284 
L 191.14466 51.46435 
L 192.481462 51.439019 
L 193.149863 50.940871 
L 193.818264 51.096187 
L 194.486665 51.437746 
L 195.155066 51.329639 
L 195.823467 51.39887 
L 196.491868 51.216539 
L 197.160269 50.902262 
L 197.82867 51.473438 
L 198.497071 51.426678 
L 199.165473 52.317899 
L 201.170676 52.767058 
L 201.839077 52.672248 
L 202.507478 51.861603 
L 203.84428 51.244214 
L 204.512681 51.160931 
L 205.181082 51.39798 
L 206.517884 51.336058 
L 207.186285 50.790596 
L 207.854686 50.564309 
L 208.523087 50.554858 
L 209.859889 50.837595 
L 210.52829 51.045601 
L 211.196692 51.085789 
L 211.865093 50.944497 
L 212.533494 50.664811 
L 213.201895 50.998823 
L 213.870296 51.106404 
L 214.538697 51.548991 
L 215.207098 51.847254 
L 215.875499 51.653702 
L 216.5439 51.610817 
L 217.212301 51.407833 
L 217.880702 51.483358 
L 218.549103 50.846491 
L 219.885905 51.141473 
L 220.554306 51.296473 
L 221.222707 51.16779 
L 221.891108 51.332299 
L 222.559509 50.81873 
L 223.227911 50.568796 
L 224.564713 50.998373 
L 225.233114 51.42863 
L 225.901515 51.069584 
L 226.569916 50.381079 
L 227.238317 50.806055 
L 227.906718 50.972449 
L 228.575119 51.542926 
L 229.911921 51.327774 
L 230.580322 51.406235 
L 231.248723 50.976849 
L 231.917124 51.110575 
L 232.585525 51.628199 
L 233.253926 51.442022 
L 233.922327 51.420776 
L 234.590728 51.766717 
L 235.25913 51.55652 
L 237.264333 51.372553 
L 237.932734 51.486706 
L 238.601135 51.244912 
L 239.269536 51.332318 
L 239.937937 51.158664 
L 240.606338 50.793141 
L 241.274739 51.120456 
L 241.94314 50.824451 
L 242.611541 50.845477 
L 243.279942 50.535898 
L 243.948343 50.570078 
L 244.616744 51.215276 
L 245.285145 51.049246 
L 245.953546 50.738576 
L 246.621947 50.210859 
L 247.290349 50.342394 
L 247.95875 50.195725 
L 248.627151 50.744631 
L 249.963953 51.27649 
L 251.300755 51.248164 
L 251.969156 50.891701 
L 252.637557 50.83483 
L 253.305958 51.175797 
L 253.974359 51.183698 
L 254.64276 51.367942 
L 255.311161 51.404514 
L 255.979562 51.623598 
L 256.647963 51.530729 
L 257.316364 51.270769 
L 258.653166 50.987946 
L 259.321568 51.243573 
L 259.989969 51.224919 
L 260.65837 50.866839 
L 261.326771 50.83991 
L 261.995172 50.541599 
L 263.331974 51.087023 
L 264.000375 51.128435 
L 264.668776 51.014052 
L 265.337177 50.325892 
L 266.673979 50.216149 
L 267.34238 50.822184 
L 268.010781 51.093288 
L 268.679182 50.949959 
L 269.347583 51.389619 
L 270.015984 50.948419 
L 270.684385 51.075266 
L 271.352787 50.914162 
L 272.021188 50.918008 
L 272.689589 51.43501 
L 273.35799 51.269889 
L 274.026391 51.477752 
L 274.694792 50.990022 
L 276.031594 51.393417 
L 276.699995 51.319614 
L 277.368396 51.420537 
L 278.036797 51.173022 
L 278.705198 50.698513 
L 279.373599 50.375435 
L 280.042 50.43044 
L 280.710401 50.3147 
L 281.378802 50.76649 
L 282.047203 50.559153 
L 282.715604 50.788568 
L 283.384006 50.210199 
L 284.052407 50.18173 
L 284.720808 50.574277 
L 285.389209 50.328379 
L 286.726011 51.171406 
L 287.394412 51.491145 
L 288.062813 51.216587 
L 288.731214 50.399551 
L 290.068016 50.947453 
L 291.404818 51.659786 
L 292.073219 51.731781 
L 292.74162 51.659298 
L 293.410021 51.223512 
L 294.078422 51.211717 
L 294.746823 51.386414 
L 295.415225 50.694724 
L 296.083626 50.43685 
L 296.752027 51.360347 
L 297.420428 51.299736 
L 298.75723 51.509206 
L 299.425631 51.017142 
L 300.094032 51.169837 
L 300.762433 51.704078 
L 301.430834 51.546083 
L 302.099235 51.871581 
L 302.767636 51.921296 
L 303.436037 51.849416 
L 304.104438 51.249676 
L 304.772839 51.029846 
L 305.44124 51.204026 
L 306.109641 51.150379 
L 306.778042 51.456917 
L 308.114845 51.522369 
L 309.451647 51.201769 
L 311.45685 51.804991 
L 312.793652 50.987659 
L 313.462053 50.911283 
L 314.798855 51.961053 
L 315.467256 51.709348 
L 316.135657 51.641524 
L 316.804058 51.392757 
L 317.472459 50.892782 
L 318.14086 51.290198 
L 318.809261 51.46677 
L 320.146064 51.179489 
L 320.814465 50.69614 
L 321.482866 50.449688 
L 322.151267 50.730033 
L 322.819668 50.84982 
L 323.488069 51.40769 
L 324.15647 51.232734 
L 324.824871 50.594414 
L 325.493272 50.3352 
L 326.161673 49.86554 
L 326.830074 50.632487 
L 327.498475 50.678845 
L 328.166876 51.459375 
L 328.835277 51.571787 
L 329.503678 50.951958 
L 330.172079 51.11287 
L 330.84048 50.732635 
L 331.508882 51.252737 
L 332.177283 50.777845 
L 332.845684 51.51926 
L 334.182486 50.679706 
L 334.850887 50.123252 
L 335.519288 49.943064 
L 336.187689 50.694983 
L 336.85609 50.85072 
L 337.524491 51.522885 
L 338.192892 51.222192 
L 338.861293 51.370229 
L 339.529694 51.182024 
L 340.198095 50.620998 
L 340.866496 50.75987 
L 341.534897 50.622758 
L 342.203298 51.51726 
L 342.871699 51.199291 
L 343.540101 51.918235 
L 344.208502 52.395012 
L 344.876903 51.71836 
L 346.213705 51.317892 
L 346.882106 51.621761 
L 347.550507 51.292083 
L 348.218908 51.635153 
L 348.887309 51.761895 
L 349.55571 51.371223 
L 350.224111 51.588031 
L 352.229314 51.238914 
L 352.897715 50.770651 
L 354.234517 50.840321 
L 354.902918 51.262552 
L 355.57132 51.35189 
L 356.239721 51.156052 
L 357.576523 50.296725 
L 358.913325 50.85447 
L 359.581726 50.90871 
L 360.250127 51.48044 
L 360.918528 51.712056 
L 361.586929 50.850806 
L 362.25533 50.621802 
L 362.923731 50.651878 
L 363.592132 50.568958 
L 364.260533 51.102759 
L 364.928934 51.371415 
L 365.597335 51.903924 
L 366.265736 51.751028 
L 366.934137 52.41004 
L 367.602539 52.722815 
L 368.27094 52.160373 
L 368.939341 52.196926 
L 371.612945 50.778849 
L 372.281346 50.782723 
L 372.281346 50.782723 
" 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: 635.538 $\bullet$ mean: 625.240 $\bullet$ $\sigma$: 3.260 -->
    <defs>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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-32"/>
     <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(1394.697266 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.173828 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 630.45 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.261137)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <use x="127.246094" xlink:href="#DejaVuSans-30"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <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(#p9aa3402b82)" d="M 18.697188 78.731131 
L 372.281346 78.731131 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p9aa3402b82)" d="M 18.697188 79.532991 
L 20.702391 79.439497 
L 22.039193 79.496995 
L 22.707594 79.525104 
L 24.712797 79.112368 
L 26.049599 79.327762 
L 26.718 79.245034 
L 28.723203 79.282576 
L 29.391604 79.234416 
L 30.060005 79.337057 
L 31.396808 79.262471 
L 35.407214 79.270443 
L 36.075615 79.241562 
L 36.744016 79.360444 
L 46.770032 79.17606 
L 47.438433 79.02403 
L 49.443636 79.084005 
L 50.780438 79.119737 
L 53.454042 79.028593 
L 56.127647 79.150153 
L 56.796048 79.061741 
L 60.806454 79.284535 
L 62.143256 79.125951 
L 64.148459 79.194545 
L 68.158866 79.073588 
L 69.495668 79.417614 
L 70.164069 79.193253 
L 72.169272 79.249629 
L 72.837673 79.106704 
L 74.174475 79.176727 
L 76.179678 79.5189 
L 78.853283 79.165684 
L 79.521684 79.24874 
L 80.190085 79.176811 
L 81.526887 79.305433 
L 82.195288 79.190236 
L 83.53209 79.178283 
L 84.200491 79.08734 
L 88.210897 79.206921 
L 89.547699 79.140318 
L 91.552903 79.239031 
L 92.221304 79.220462 
L 92.889705 79.025088 
L 95.563309 78.835729 
L 97.568512 79.137788 
L 99.573715 79.258374 
L 100.242116 79.373625 
L 100.910517 79.246813 
L 104.920924 79.245807 
L 105.589325 79.095069 
L 106.257726 78.811484 
L 107.594528 78.831568 
L 108.262929 79.140191 
L 110.268132 79.167855 
L 110.936533 79.270941 
L 113.610137 79.105772 
L 114.278538 79.184625 
L 115.615341 79.07021 
L 118.957346 79.195392 
L 119.625747 79.040789 
L 121.63095 79.085466 
L 124.304554 79.216894 
L 125.641356 79.034162 
L 126.309757 79.145463 
L 127.64656 79.158348 
L 132.993768 79.080152 
L 133.662169 79.225088 
L 134.33057 79.032076 
L 134.998971 79.068707 
L 136.335773 78.867966 
L 139.009378 79.11259 
L 141.014581 79.110473 
L 141.682982 79.165113 
L 143.688185 78.842017 
L 144.356586 79.007059 
L 145.024987 79.035189 
L 145.693388 79.214586 
L 147.698591 79.018334 
L 148.366992 78.891639 
L 149.703794 78.993645 
L 150.372195 79.150672 
L 151.040597 79.081369 
L 151.708998 79.146151 
L 152.377399 78.978558 
L 154.382602 78.997721 
L 155.051003 79.264102 
L 156.387805 79.038799 
L 157.056206 79.043891 
L 157.724607 78.914147 
L 166.413821 79.017879 
L 167.082222 78.841192 
L 169.755826 79.034246 
L 170.424227 79.159131 
L 172.42943 79.086758 
L 173.097831 78.870422 
L 175.103035 79.061624 
L 176.439837 79.041721 
L 177.776639 78.949709 
L 178.44504 78.887393 
L 179.781842 78.913427 
L 181.787045 78.82709 
L 183.123847 78.666728 
L 184.460649 79.254298 
L 185.12905 79.004359 
L 186.465852 79.142287 
L 188.471056 78.756728 
L 189.139457 78.700511 
L 189.807858 78.929318 
L 193.818264 79.020451 
L 195.155066 78.805492 
L 196.491868 78.968638 
L 197.82867 78.926798 
L 200.502275 79.196366 
L 201.839077 79.100066 
L 202.507478 78.902819 
L 203.175879 78.886822 
L 205.181082 79.185715 
L 207.186285 78.956675 
L 207.854686 78.89454 
L 209.191488 78.978135 
L 211.196692 79.050476 
L 212.533494 78.915089 
L 216.5439 79.07147 
L 218.549103 78.752758 
L 220.554306 78.959226 
L 221.891108 78.909732 
L 223.896312 78.940646 
L 224.564713 79.051186 
L 226.569916 78.757776 
L 227.238317 78.759512 
L 229.24352 79.021679 
L 229.911921 78.94054 
L 230.580322 79.005672 
L 231.917124 78.896583 
L 232.585525 78.903105 
L 233.253926 79.048401 
L 234.590728 79.048878 
L 237.264333 78.970766 
L 237.932734 78.834321 
L 238.601135 78.971539 
L 239.269536 78.908419 
L 239.937937 79.013686 
L 241.94314 78.893576 
L 242.611541 78.766246 
L 245.285145 78.935882 
L 245.953546 78.709796 
L 249.963953 78.959925 
L 250.632354 78.9445 
L 251.300755 78.702935 
L 252.637557 78.847025 
L 253.305958 79.028233 
L 255.979562 79.080512 
L 261.326771 78.727942 
L 263.331974 78.968331 
L 266.005578 78.743378 
L 266.673979 78.895821 
L 267.34238 78.860566 
L 268.010781 79.012183 
L 270.015984 79.056468 
L 270.684385 78.941906 
L 271.352787 79.039349 
L 272.689589 78.853483 
L 273.35799 78.96199 
L 274.026391 78.933436 
L 275.363193 79.023024 
L 278.036797 78.923146 
L 279.373599 78.770195 
L 280.042 78.867034 
L 280.710401 78.775509 
L 282.047203 78.952525 
L 284.052407 78.767273 
L 285.389209 78.797467 
L 286.726011 78.852551 
L 288.062813 78.647989 
L 290.068016 78.772979 
L 291.404818 78.984699 
L 294.078422 78.828328 
L 295.415225 78.752091 
L 296.083626 78.833357 
L 296.752027 78.791115 
L 297.420428 78.996768 
L 298.75723 78.853017 
L 300.094032 78.659719 
L 300.762433 78.729583 
L 301.430834 78.923262 
L 304.104438 78.799616 
L 304.772839 78.7014 
L 306.778042 78.946067 
L 308.783246 78.859761 
L 312.125251 78.853547 
L 313.462053 78.677166 
L 314.798855 78.9225 
L 316.135657 79.067881 
L 319.477663 78.929805 
L 320.146064 78.742626 
L 322.151267 78.751964 
L 322.819668 78.922616 
L 323.488069 78.903899 
L 324.15647 79.015655 
L 324.824871 78.809621 
L 326.830074 78.837306 
L 328.166876 78.940614 
L 328.835277 78.975636 
L 330.172079 78.846676 
L 330.84048 78.897356 
L 331.508882 78.828942 
L 332.177283 78.929773 
L 332.845684 78.818429 
L 333.514085 78.85596 
L 334.850887 78.672116 
L 336.187689 78.771497 
L 337.524491 78.956252 
L 339.529694 78.798812 
L 340.866496 78.56885 
L 342.871699 78.936475 
L 343.540101 79.03016 
L 344.208502 78.956686 
L 344.876903 79.002337 
L 345.545304 78.850741 
L 346.882106 78.807165 
L 348.218908 78.886398 
L 349.55571 78.910738 
L 350.892512 78.886959 
L 352.897715 78.788299 
L 354.902918 78.882926 
L 355.57132 78.906291 
L 356.908122 78.695673 
L 357.576523 78.622347 
L 360.250127 78.905381 
L 361.586929 78.738899 
L 362.25533 78.497473 
L 363.592132 78.748036 
L 366.265736 79.159777 
L 367.602539 79.137533 
L 368.27094 78.920446 
L 369.607742 79.077738 
L 370.276143 78.976462 
L 370.944544 78.997837 
L 372.281346 78.807017 
L 372.281346 78.807017 
" 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: 642.586 $\bullet$ mean: 639.614 $\bullet$ $\sigma$: 1.056 -->
    <defs>
     <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"/>
    </defs>
    <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-34"/>
     <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(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 641.24 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.558944)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-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-34"/>
    </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(#p54dade197c)" d="M 18.697188 109.745705 
L 372.281346 109.745705 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p54dade197c)" d="M 19.365589 114.647438 
L 20.03399 113.903856 
L 20.702391 115.067485 
L 21.370792 114.848568 
L 22.707594 111.390954 
L 23.375995 111.977735 
L 24.044396 113.114211 
L 25.381198 107.357809 
L 26.049599 109.253835 
L 26.718 114.854359 
L 27.386401 114.42782 
L 28.054802 112.978291 
L 28.723203 112.594851 
L 29.391604 114.187606 
L 30.060005 114.115732 
L 30.728407 113.897144 
L 31.396808 114.829727 
L 32.065209 114.767613 
L 32.73361 113.575447 
L 33.402011 113.97551 
L 34.070412 114.69806 
L 34.738813 114.316354 
L 35.407214 114.115797 
L 36.075615 112.525477 
L 36.744016 112.932166 
L 37.412417 114.169314 
L 38.080818 114.638621 
L 38.749219 115.433069 
L 39.41762 113.889972 
L 40.086021 113.537108 
L 40.754422 113.828031 
L 41.422823 113.782936 
L 42.091224 113.908065 
L 42.759626 113.50967 
L 43.428027 113.485806 
L 44.096428 114.933427 
L 44.764829 114.985673 
L 45.43323 113.890082 
L 46.101631 114.256105 
L 46.770032 115.819029 
L 47.438433 114.455018 
L 48.106834 113.628702 
L 48.775235 113.556935 
L 49.443636 113.598982 
L 50.112037 114.417994 
L 50.780438 116.055185 
L 51.448839 115.119708 
L 52.11724 113.959566 
L 52.785641 114.316004 
L 53.454042 114.011438 
L 54.122443 113.841739 
L 54.790845 112.546972 
L 55.459246 112.399798 
L 56.127647 113.001475 
L 56.796048 114.129856 
L 57.464449 115.528083 
L 58.13285 115.572608 
L 60.138053 113.226006 
L 62.143256 114.327059 
L 62.811657 114.018765 
L 63.480058 114.15247 
L 64.81686 113.128908 
L 65.485261 112.617795 
L 66.153662 109.116511 
L 66.822064 110.980011 
L 67.490465 110.908991 
L 68.158866 110.440604 
L 68.827267 107.143674 
L 69.495668 110.150053 
L 70.164069 104.787596 
L 70.83247 110.119982 
L 72.169272 115.293661 
L 72.837673 114.417074 
L 73.506074 112.525916 
L 74.174475 112.978686 
L 74.842876 112.123285 
L 75.511277 113.499755 
L 76.179678 113.871021 
L 76.848079 113.339686 
L 77.51648 113.300864 
L 78.184881 113.449747 
L 78.853283 114.192958 
L 79.521684 113.340891 
L 80.190085 111.796895 
L 80.858486 113.003206 
L 81.526887 112.68785 
L 82.195288 112.948089 
L 82.863689 114.263606 
L 83.53209 114.433831 
L 84.200491 114.162537 
L 84.868892 114.294509 
L 85.537293 113.164284 
L 86.205694 113.438146 
L 86.874095 112.865356 
L 87.542496 111.880658 
L 88.210897 113.481419 
L 88.879298 114.407114 
L 89.547699 114.706945 
L 90.2161 114.559661 
L 90.884502 114.84359 
L 92.221304 113.017443 
L 92.889705 110.054686 
L 93.558106 110.390092 
L 94.226507 98.935038 
L 94.894908 105.146382 
L 95.563309 105.155724 
L 96.23171 102.858691 
L 96.900111 110.21401 
L 97.568512 112.486984 
L 98.236913 112.460314 
L 98.905314 114.043024 
L 100.910517 115.43138 
L 101.578918 114.492546 
L 102.247319 114.721399 
L 102.915721 114.621579 
L 103.584122 113.463566 
L 104.252523 112.733033 
L 104.920924 113.08232 
L 105.589325 112.175006 
L 106.257726 112.321016 
L 106.926127 113.482757 
L 107.594528 111.684138 
L 108.262929 112.572896 
L 108.93133 114.236563 
L 109.599731 114.843634 
L 110.268132 114.508974 
L 110.936533 112.949603 
L 112.273335 111.509 
L 112.941736 111.809288 
L 113.610137 113.652938 
L 114.278538 114.71133 
L 114.94694 115.264534 
L 115.615341 113.22741 
L 116.283742 111.917815 
L 117.620544 113.887778 
L 118.288945 114.84519 
L 118.957346 115.062353 
L 119.625747 115.665452 
L 120.294148 115.651633 
L 122.299351 114.97918 
L 122.967752 113.43253 
L 123.636153 109.170402 
L 124.304554 110.947636 
L 124.972955 109.743652 
L 125.641356 112.321628 
L 126.309757 111.55666 
L 126.978159 112.453712 
L 127.64656 110.466113 
L 128.314961 111.464036 
L 128.983362 115.559472 
L 131.656966 112.582395 
L 132.325367 112.971493 
L 132.993768 114.051181 
L 134.33057 112.137697 
L 134.998971 112.743144 
L 136.335773 113.611155 
L 137.004174 112.436866 
L 137.672575 112.64122 
L 138.340976 113.206221 
L 139.009378 113.308255 
L 139.677779 114.278826 
L 140.34618 113.645985 
L 141.682982 113.133097 
L 142.351383 113.005423 
L 143.019784 113.678096 
L 143.688185 114.044054 
L 144.356586 113.542612 
L 145.024987 112.87696 
L 145.693388 114.740282 
L 146.361789 113.657325 
L 147.03019 112.193889 
L 147.698591 111.971486 
L 148.366992 113.948797 
L 149.035393 114.192828 
L 149.703794 113.751264 
L 150.372195 113.005664 
L 151.040597 111.389659 
L 151.708998 112.123065 
L 153.0458 114.067588 
L 153.714201 112.91282 
L 155.051003 107.544307 
L 155.719404 107.961173 
L 156.387805 114.464033 
L 157.056206 114.13376 
L 157.724607 112.107385 
L 159.061409 113.390748 
L 159.72981 113.829239 
L 160.398211 114.89125 
L 161.066612 114.242637 
L 161.735013 113.790197 
L 162.403414 114.362919 
L 163.071816 115.332943 
L 163.740217 115.299343 
L 164.408618 114.219016 
L 165.077019 112.751216 
L 165.74542 110.948844 
L 166.413821 110.575934 
L 167.082222 112.728952 
L 167.750623 113.900852 
L 168.419024 114.756843 
L 169.087425 114.626777 
L 169.755826 114.2801 
L 170.424227 112.486699 
L 171.092628 111.057961 
L 171.761029 108.29366 
L 172.42943 111.587016 
L 173.097831 112.040531 
L 173.766232 113.7369 
L 174.434633 113.347188 
L 175.103035 111.954245 
L 175.771436 111.932379 
L 176.439837 112.377911 
L 177.108238 113.07098 
L 177.776639 113.955663 
L 178.44504 114.219957 
L 179.113441 113.746375 
L 179.781842 111.003919 
L 180.450243 109.748785 
L 181.118644 110.603417 
L 181.787045 114.799109 
L 182.455446 111.466339 
L 183.123847 110.803623 
L 183.792248 101.954446 
L 184.460649 104.459428 
L 185.12905 99.504361 
L 185.797451 108.58715 
L 186.465852 112.932385 
L 187.134254 114.644303 
L 187.802655 115.072179 
L 189.139457 112.290045 
L 189.807858 112.554693 
L 190.476259 112.058559 
L 191.14466 114.128541 
L 191.813061 115.119072 
L 192.481462 113.892602 
L 193.149863 112.103063 
L 193.818264 111.253475 
L 194.486665 107.82988 
L 195.155066 109.521555 
L 195.823467 110.229672 
L 196.491868 114.353467 
L 197.160269 115.656986 
L 197.82867 113.557354 
L 198.497071 112.663789 
L 199.165473 112.355976 
L 199.833874 114.255161 
L 200.502275 115.304517 
L 201.170676 114.772502 
L 201.839077 113.567925 
L 203.175879 111.598597 
L 203.84428 113.263469 
L 204.512681 114.35748 
L 205.181082 114.553543 
L 206.517884 111.315327 
L 207.186285 112.365583 
L 207.854686 114.304994 
L 208.523087 114.838303 
L 209.191488 115.222202 
L 210.52829 113.078351 
L 211.196692 113.682439 
L 211.865093 113.372388 
L 212.533494 113.462863 
L 213.201895 114.006526 
L 213.870296 114.38878 
L 214.538697 114.527794 
L 215.207098 114.869778 
L 215.875499 113.866372 
L 216.5439 112.510782 
L 217.212301 112.280264 
L 217.880702 112.680063 
L 218.549103 114.461379 
L 219.217504 114.845344 
L 219.885905 114.056554 
L 220.554306 112.729391 
L 221.222707 112.259995 
L 222.559509 114.716507 
L 223.227911 115.053316 
L 223.896312 113.788421 
L 224.564713 111.978219 
L 225.233114 111.130275 
L 225.901515 113.186504 
L 226.569916 114.099414 
L 227.238317 114.330152 
L 227.906718 114.837118 
L 228.575119 114.395273 
L 229.24352 111.88647 
L 229.911921 111.246083 
L 230.580322 111.422714 
L 231.248723 112.370344 
L 231.917124 114.430364 
L 232.585525 114.214738 
L 233.253926 113.80362 
L 233.922327 113.812152 
L 234.590728 112.614438 
L 235.25913 112.018641 
L 235.927531 112.138596 
L 236.595932 113.405113 
L 237.264333 114.07579 
L 237.932734 113.980423 
L 238.601135 113.410596 
L 239.269536 114.401676 
L 239.937937 114.926079 
L 240.606338 114.434665 
L 241.94314 111.468949 
L 242.611541 111.599627 
L 243.279942 113.157641 
L 243.948343 113.009523 
L 244.616744 113.420819 
L 245.285145 115.786262 
L 245.953546 113.452446 
L 246.621947 112.172417 
L 247.290349 112.645563 
L 247.95875 113.323214 
L 248.627151 112.959274 
L 249.295552 114.243317 
L 249.963953 114.531763 
L 250.632354 114.174687 
L 251.300755 115.036209 
L 252.637557 112.913764 
L 253.305958 112.656155 
L 253.974359 114.476842 
L 254.64276 114.346141 
L 255.311161 112.955436 
L 255.979562 112.64032 
L 256.647963 114.245971 
L 257.316364 115.282342 
L 257.984765 113.154218 
L 258.653166 111.498471 
L 259.989969 114.71938 
L 260.65837 113.495412 
L 261.326771 111.958983 
L 261.995172 111.9079 
L 262.663573 112.153137 
L 263.331974 113.214096 
L 264.000375 115.018003 
L 264.668776 114.249283 
L 265.337177 112.20047 
L 266.005578 113.772605 
L 266.673979 112.462155 
L 267.34238 110.791735 
L 268.010781 110.790113 
L 268.679182 111.870612 
L 269.347583 112.52789 
L 271.352787 113.827309 
L 272.021188 113.303847 
L 272.689589 112.209111 
L 273.35799 113.969348 
L 274.026391 114.669307 
L 274.694792 114.124264 
L 275.363193 114.384304 
L 276.031594 113.656514 
L 276.699995 112.05663 
L 277.368396 109.034701 
L 278.036797 108.942777 
L 278.705198 109.686098 
L 279.373599 114.935359 
L 280.042 114.376146 
L 281.378802 113.522061 
L 282.047203 115.10317 
L 282.715604 114.564224 
L 283.384006 112.812299 
L 284.052407 112.796002 
L 284.720808 111.99717 
L 285.389209 113.349512 
L 286.05761 114.315609 
L 286.726011 114.579423 
L 287.394412 113.210279 
L 288.062813 112.876102 
L 288.731214 113.336418 
L 289.399615 114.755065 
L 290.068016 114.859272 
L 290.736417 114.21204 
L 291.404818 112.302614 
L 292.073219 111.258236 
L 292.74162 113.312159 
L 293.410021 111.740374 
L 294.078422 114.724293 
L 294.746823 111.072044 
L 295.415225 111.22959 
L 296.083626 112.20955 
L 296.752027 113.841303 
L 297.420428 112.60753 
L 298.088829 112.138837 
L 298.75723 113.410575 
L 299.425631 113.256668 
L 300.094032 113.973889 
L 300.762433 113.862359 
L 301.430834 113.613964 
L 302.099235 112.487007 
L 303.436037 113.457819 
L 304.104438 114.113889 
L 304.772839 115.205709 
L 305.44124 115.105735 
L 306.109641 113.803775 
L 306.778042 114.418959 
L 307.446444 114.767349 
L 308.114845 113.352385 
L 309.451647 113.714505 
L 310.788449 113.697748 
L 311.45685 114.200679 
L 312.125251 114.371168 
L 312.793652 112.526575 
L 313.462053 111.6018 
L 314.130454 108.06915 
L 314.798855 108.787995 
L 315.467256 114.085091 
L 316.135657 115.472987 
L 316.804058 113.911334 
L 317.472459 113.453345 
L 318.809261 114.569511 
L 319.477663 113.784405 
L 320.146064 112.311582 
L 320.814465 112.951752 
L 322.151267 114.635991 
L 322.819668 113.715031 
L 323.488069 110.668383 
L 324.15647 110.346532 
L 324.824871 111.191076 
L 325.493272 113.254958 
L 326.830074 114.124569 
L 327.498475 113.846828 
L 328.166876 111.931171 
L 328.835277 111.533936 
L 329.503678 112.382186 
L 330.172079 111.584407 
L 330.84048 111.757416 
L 331.508882 113.21515 
L 332.177283 113.526558 
L 332.845684 112.918543 
L 333.514085 113.79261 
L 334.182486 112.831556 
L 334.850887 113.529892 
L 335.519288 110.794587 
L 336.187689 111.204631 
L 336.85609 113.845557 
L 337.524491 113.537019 
L 338.192892 110.17791 
L 338.861293 110.932897 
L 339.529694 111.402578 
L 340.198095 114.002577 
L 340.866496 114.185237 
L 341.534897 114.486953 
L 342.203298 113.93895 
L 342.871699 111.915511 
L 343.540101 111.807863 
L 344.208502 110.826873 
L 344.876903 111.98583 
L 345.545304 113.798903 
L 346.213705 114.360485 
L 347.550507 112.103503 
L 348.218908 112.872068 
L 348.887309 114.210176 
L 349.55571 114.409441 
L 350.224111 114.010013 
L 350.892512 113.970182 
L 351.560913 114.30315 
L 352.229314 112.570527 
L 352.897715 113.099648 
L 353.566116 114.11266 
L 354.234517 113.911093 
L 354.902918 111.732193 
L 355.57132 112.649511 
L 356.239721 114.04197 
L 357.576523 113.895125 
L 358.244924 114.86572 
L 358.913325 114.462433 
L 359.581726 112.588534 
L 360.250127 112.563554 
L 360.918528 111.335594 
L 361.586929 108.850854 
L 362.25533 111.374131 
L 362.923731 108.141882 
L 363.592132 112.595706 
L 364.260533 112.049897 
L 364.928934 112.823725 
L 365.597335 112.910935 
L 366.265736 113.638528 
L 366.934137 114.669527 
L 368.27094 111.896979 
L 368.939341 110.933072 
L 369.607742 112.740336 
L 370.276143 113.190627 
L 370.944544 113.21892 
L 371.612945 115.073692 
L 372.281346 113.944762 
L 372.281346 113.944762 
" 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: 1.782 $\bullet$ mean: 1.140 $\bullet$ $\sigma$: 0.091 -->
    <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-38"/>
     <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-31"/>
     <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-30"/>
     <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-30"/>
     <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1808.728516 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.29 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 110.573518)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-32"/>
     <use x="159.033203" xlink:href="#DejaVuSans-39"/>
    </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(#p8e415de688)" d="M 18.697188 140.03863 
L 372.281346 140.03863 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p8e415de688)" d="M 19.365589 143.437854 
L 20.03399 144.826995 
L 20.702391 144.169818 
L 21.370792 144.391267 
L 22.039193 143.716978 
L 22.707594 142.27513 
L 23.375995 142.972068 
L 24.044396 145.044532 
L 24.712797 141.664529 
L 25.381198 130.662575 
L 26.049599 135.847356 
L 26.718 143.104401 
L 27.386401 144.819765 
L 28.054802 144.302833 
L 28.723203 144.351287 
L 29.391604 144.623882 
L 30.060005 144.27319 
L 30.728407 141.971045 
L 31.396808 141.358887 
L 32.065209 143.286103 
L 32.73361 143.089711 
L 33.402011 142.663789 
L 34.070412 144.796693 
L 34.738813 144.534106 
L 35.407214 143.084376 
L 36.075615 143.142832 
L 36.744016 144.98189 
L 37.412417 145.237703 
L 38.080818 143.074486 
L 38.749219 142.073365 
L 39.41762 144.126292 
L 40.086021 144.757263 
L 40.754422 143.08277 
L 41.422823 142.760393 
L 42.091224 143.48105 
L 42.759626 145.488059 
L 43.428027 144.341762 
L 44.096428 141.313515 
L 44.764829 141.714893 
L 45.43323 144.40401 
L 46.101631 145.309425 
L 46.770032 144.913005 
L 48.106834 144.942029 
L 48.775235 145.201599 
L 49.443636 143.58585 
L 50.112037 144.314996 
L 50.780438 145.88856 
L 51.448839 145.231207 
L 52.11724 145.468977 
L 52.785641 145.29258 
L 53.454042 143.822779 
L 54.122443 145.458755 
L 54.790845 142.912796 
L 56.796048 143.71939 
L 57.464449 143.416397 
L 58.13285 142.839054 
L 58.801251 141.8613 
L 59.469652 141.24935 
L 60.138053 142.23855 
L 60.806454 144.823002 
L 61.474855 143.707822 
L 62.143256 143.26007 
L 62.811657 142.234573 
L 63.480058 142.319288 
L 64.148459 142.719028 
L 64.81686 144.260253 
L 65.485261 143.796878 
L 66.153662 137.878887 
L 66.822064 144.998089 
L 67.490465 139.986557 
L 68.158866 140.11674 
L 68.827267 135.378826 
L 69.495668 140.23788 
L 70.164069 134.72364 
L 70.83247 144.268805 
L 71.500871 141.735429 
L 72.169272 144.53346 
L 72.837673 144.551046 
L 73.506074 140.71134 
L 74.174475 141.619561 
L 74.842876 143.992218 
L 75.511277 144.669225 
L 76.179678 141.631409 
L 76.848079 141.012311 
L 77.51648 144.06844 
L 78.184881 145.013322 
L 78.853283 145.157634 
L 79.521684 141.615953 
L 80.190085 140.903322 
L 80.858486 144.274363 
L 82.195288 142.767172 
L 82.863689 142.603323 
L 83.53209 143.884628 
L 84.200491 145.522925 
L 84.868892 143.876107 
L 85.537293 143.409793 
L 86.874095 142.177456 
L 87.542496 142.28159 
L 88.210897 143.92885 
L 88.879298 144.713624 
L 89.547699 144.65193 
L 90.2161 142.40957 
L 90.884502 142.423835 
L 91.552903 144.441182 
L 92.221304 143.57192 
L 92.889705 141.539192 
L 93.558106 143.980608 
L 94.226507 124.844345 
L 94.894908 135.003668 
L 95.563309 126.63461 
L 96.23171 134.778421 
L 96.900111 135.276293 
L 97.568512 142.127305 
L 98.236913 142.218245 
L 98.905314 144.115406 
L 99.573715 144.984909 
L 100.242116 144.457751 
L 100.910517 145.889694 
L 101.578918 144.483785 
L 102.247319 145.227443 
L 102.915721 142.427949 
L 103.584122 142.714646 
L 104.252523 143.65416 
L 104.920924 145.095507 
L 106.257726 141.465572 
L 106.926127 142.663334 
L 107.594528 142.059912 
L 108.262929 143.56752 
L 108.93133 144.471585 
L 109.599731 145.636913 
L 110.268132 143.337987 
L 111.604934 142.728656 
L 112.273335 143.068049 
L 112.941736 143.723112 
L 113.610137 143.325325 
L 114.278538 144.085243 
L 114.94694 144.531502 
L 115.615341 145.503366 
L 116.283742 144.08446 
L 116.952143 143.665343 
L 117.620544 143.807569 
L 118.288945 143.694381 
L 118.957346 144.800824 
L 119.625747 144.148661 
L 120.294148 143.168132 
L 120.962549 143.839528 
L 121.63095 143.527013 
L 122.299351 144.520937 
L 122.967752 144.946881 
L 123.636153 141.59918 
L 124.304554 141.820789 
L 124.972955 141.357124 
L 125.641356 143.576997 
L 126.309757 143.89134 
L 126.978159 144.932323 
L 127.64656 139.044725 
L 128.314961 142.555 
L 128.983362 144.636571 
L 129.651763 143.419371 
L 130.320164 143.242711 
L 130.988565 144.999515 
L 131.656966 144.055146 
L 132.325367 143.468125 
L 132.993768 144.537665 
L 134.33057 141.487839 
L 134.998971 143.280017 
L 136.335773 144.712595 
L 137.004174 142.631809 
L 137.672575 144.595577 
L 138.340976 144.672716 
L 139.009378 144.353532 
L 139.677779 143.056129 
L 140.34618 142.985742 
L 141.014581 144.355585 
L 141.682982 144.668028 
L 143.019784 142.581462 
L 144.356586 143.71121 
L 145.024987 143.554164 
L 145.693388 144.278686 
L 146.361789 145.633568 
L 147.03019 144.440063 
L 148.366992 143.322757 
L 149.035393 143.571353 
L 149.703794 142.145653 
L 150.372195 143.225508 
L 151.040597 142.250781 
L 151.708998 143.963115 
L 152.377399 144.781513 
L 153.0458 144.748813 
L 153.714201 145.555093 
L 154.382602 142.523332 
L 155.051003 136.472045 
L 155.719404 138.620221 
L 156.387805 143.141761 
L 157.056206 143.978037 
L 157.724607 145.035325 
L 158.393008 143.977825 
L 159.72981 142.175652 
L 160.398211 143.615703 
L 161.066612 143.368798 
L 161.735013 143.84517 
L 162.403414 143.426061 
L 163.071816 144.066187 
L 163.740217 142.905347 
L 164.408618 142.703592 
L 165.74542 144.949428 
L 166.413821 142.501452 
L 167.082222 144.415328 
L 167.750623 143.883328 
L 168.419024 142.862037 
L 169.087425 144.188048 
L 169.755826 145.23529 
L 170.424227 144.102065 
L 171.092628 143.444011 
L 171.761029 140.615692 
L 172.42943 142.029851 
L 173.766232 142.715574 
L 174.434633 142.416618 
L 175.103035 143.00761 
L 175.771436 144.590661 
L 177.776639 142.679061 
L 178.44504 142.524038 
L 179.113441 144.948313 
L 179.781842 143.637426 
L 180.450243 140.557126 
L 181.118644 141.080445 
L 181.787045 143.853807 
L 182.455446 142.979276 
L 183.123847 141.308827 
L 183.792248 137.604044 
L 184.460649 139.199483 
L 185.12905 131.458924 
L 185.797451 143.082427 
L 187.134254 142.319692 
L 187.802655 143.771884 
L 188.471056 144.293128 
L 189.139457 143.819553 
L 189.807858 141.578007 
L 190.476259 141.697735 
L 191.813061 144.107769 
L 192.481462 144.657215 
L 193.149863 140.911283 
L 193.818264 140.98826 
L 194.486665 140.485031 
L 195.155066 138.108087 
L 195.823467 140.784317 
L 197.160269 144.005815 
L 197.82867 144.438343 
L 198.497071 142.902895 
L 199.165473 142.264125 
L 199.833874 145.199126 
L 200.502275 142.828785 
L 201.170676 143.985539 
L 201.839077 144.662526 
L 202.507478 142.358745 
L 203.175879 143.035841 
L 203.84428 143.457309 
L 205.181082 144.638813 
L 205.849483 142.644084 
L 206.517884 141.498069 
L 207.186285 142.127789 
L 207.854686 143.224786 
L 208.523087 142.083571 
L 209.191488 142.194585 
L 209.859889 142.639173 
L 211.196692 141.749125 
L 211.865093 142.154965 
L 212.533494 142.932429 
L 213.201895 142.938031 
L 213.870296 143.537093 
L 214.538697 142.700582 
L 215.207098 143.835208 
L 215.875499 143.591336 
L 216.5439 144.681245 
L 217.212301 143.948685 
L 217.880702 142.421343 
L 219.217504 143.207556 
L 219.885905 143.348485 
L 220.554306 142.922463 
L 221.222707 143.922038 
L 221.891108 144.592626 
L 222.559509 144.002368 
L 223.227911 145.441371 
L 223.896312 145.148072 
L 224.564713 145.136576 
L 225.233114 145.402404 
L 225.901515 143.27321 
L 226.569916 142.623108 
L 227.238317 143.410196 
L 227.906718 142.710368 
L 229.24352 141.91258 
L 229.911921 143.734981 
L 230.580322 143.312155 
L 231.248723 141.090464 
L 231.917124 143.148422 
L 232.585525 144.193173 
L 233.253926 142.913106 
L 233.922327 144.000264 
L 234.590728 145.346698 
L 235.25913 143.471379 
L 235.927531 143.440261 
L 236.595932 144.3416 
L 237.264333 144.118955 
L 237.932734 141.489288 
L 238.601135 141.165669 
L 239.269536 142.763941 
L 239.937937 143.622564 
L 240.606338 145.000744 
L 241.274739 144.693853 
L 241.94314 143.227013 
L 242.611541 142.480872 
L 243.279942 142.638745 
L 243.948343 144.738512 
L 245.285145 144.210994 
L 245.953546 142.088949 
L 246.621947 143.089709 
L 247.290349 144.641366 
L 247.95875 144.230181 
L 249.963953 143.538285 
L 250.632354 143.936361 
L 251.300755 145.040036 
L 251.969156 143.834168 
L 252.637557 144.986141 
L 253.974359 145.689856 
L 254.64276 144.679256 
L 255.311161 143.963839 
L 255.979562 144.363962 
L 256.647963 143.673507 
L 257.316364 144.966047 
L 257.984765 141.580999 
L 258.653166 143.194686 
L 259.321568 142.546683 
L 259.989969 143.815422 
L 260.65837 142.597786 
L 261.326771 142.615143 
L 261.995172 142.329833 
L 262.663573 141.552315 
L 264.000375 144.327234 
L 264.668776 144.796231 
L 265.337177 143.035001 
L 266.005578 142.618846 
L 266.673979 141.662981 
L 267.34238 141.566439 
L 268.010781 143.303186 
L 268.679182 144.505564 
L 269.347583 144.366038 
L 270.015984 142.898161 
L 270.684385 142.595878 
L 271.352787 143.080722 
L 272.021188 144.818856 
L 272.689589 144.473976 
L 273.35799 143.433997 
L 274.026391 142.63921 
L 274.694792 143.927028 
L 275.363193 144.8164 
L 276.031594 143.796051 
L 276.699995 142.171083 
L 277.368396 138.433256 
L 278.036797 140.544825 
L 278.705198 141.023929 
L 279.373599 143.676847 
L 280.042 144.310536 
L 280.710401 144.528055 
L 281.378802 142.3995 
L 282.047203 141.744087 
L 282.715604 141.405157 
L 283.384006 140.633559 
L 284.052407 144.281717 
L 284.720808 141.916388 
L 285.389209 141.638623 
L 286.05761 142.227465 
L 286.726011 142.165585 
L 287.394412 141.838883 
L 288.062813 145.468922 
L 289.399615 141.14515 
L 290.068016 141.535218 
L 291.404818 143.599215 
L 292.073219 143.403751 
L 292.74162 145.177884 
L 293.410021 137.357365 
L 294.078422 141.571741 
L 294.746823 138.584962 
L 295.415225 142.327982 
L 296.083626 143.556579 
L 296.752027 142.673891 
L 297.420428 142.820649 
L 298.088829 142.203279 
L 298.75723 142.354489 
L 299.425631 144.865167 
L 300.094032 144.428418 
L 300.762433 144.563619 
L 301.430834 142.895062 
L 302.099235 143.95536 
L 302.767636 144.668615 
L 303.436037 144.162047 
L 304.104438 143.834815 
L 304.772839 144.508814 
L 305.44124 144.615773 
L 306.109641 143.591886 
L 307.446444 142.575811 
L 308.114845 140.62804 
L 308.783246 142.239275 
L 309.451647 143.1817 
L 310.120048 143.473324 
L 310.788449 144.491847 
L 312.125251 144.086987 
L 312.793652 143.224493 
L 313.462053 143.594335 
L 314.130454 138.666381 
L 315.467256 143.580704 
L 316.135657 144.928074 
L 316.804058 144.160297 
L 317.472459 142.542563 
L 318.14086 142.694311 
L 318.809261 145.607124 
L 319.477663 143.784194 
L 320.146064 142.477882 
L 321.482866 142.649135 
L 322.151267 144.854074 
L 322.819668 143.785359 
L 323.488069 142.399363 
L 324.15647 141.375795 
L 324.824871 143.929635 
L 325.493272 144.39302 
L 326.161673 145.227675 
L 326.830074 144.034725 
L 327.498475 142.324806 
L 328.166876 141.908506 
L 328.835277 143.731411 
L 329.503678 144.428686 
L 330.172079 143.130213 
L 330.84048 142.310361 
L 331.508882 142.768773 
L 332.177283 142.089795 
L 332.845684 141.165669 
L 333.514085 141.183811 
L 334.182486 141.7324 
L 334.850887 144.380515 
L 335.519288 145.83113 
L 336.187689 142.88371 
L 336.85609 143.557189 
L 337.524491 143.584836 
L 338.192892 142.674227 
L 338.861293 138.821581 
L 339.529694 142.558004 
L 340.198095 144.569319 
L 340.866496 144.265777 
L 341.534897 143.581051 
L 342.203298 143.969116 
L 342.871699 139.321344 
L 343.540101 141.589493 
L 344.208502 141.339992 
L 344.876903 143.983052 
L 345.545304 143.558181 
L 346.213705 145.092716 
L 346.882106 144.432677 
L 347.550507 142.230965 
L 348.887309 145.600194 
L 349.55571 142.824407 
L 350.224111 142.833058 
L 350.892512 143.100656 
L 351.560913 144.935874 
L 352.229314 144.153017 
L 352.897715 144.110231 
L 353.566116 141.927953 
L 354.234517 141.424398 
L 354.902918 141.779654 
L 356.239721 143.963232 
L 356.908122 144.178227 
L 357.576523 143.204771 
L 358.244924 142.83276 
L 358.913325 144.204059 
L 359.581726 138.172073 
L 360.250127 142.142714 
L 360.918528 141.126309 
L 361.586929 135.922728 
L 362.25533 137.99565 
L 362.923731 142.316785 
L 363.592132 141.901107 
L 364.260533 143.702135 
L 364.928934 144.91916 
L 365.597335 144.094509 
L 366.265736 144.115954 
L 366.934137 145.487632 
L 367.602539 143.565491 
L 368.27094 142.943315 
L 369.607742 144.976796 
L 370.276143 143.193744 
L 370.944544 140.335521 
L 371.612945 142.140162 
L 372.281346 143.579155 
L 372.281346 143.579155 
" 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: 0.639 $\bullet$ mean: 0.097 $\bullet$ $\sigma$: 0.064 -->
    <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(378.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.19 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 140.866443)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(#p0d43a76eff)">
    <image height="949" id="imagef014f4c20d" transform="matrix(4 0 0 0.134879 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO1CAYAAACvpo93AAAABHNCSVQICAgIfAhkiAAAAEVJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2obCARCNxzauvPfnappEkAAAAAPiCYcsLGQfk4F7IgI16TJwDAABcsgCMZA2CVgzaMgAAAABJRU5ErkJggg=="/>
   </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(#p66d83dd744)">
    <image height="128.16" id="image9950e78b61" 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="m97fe91c28f" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m97fe91c28f" 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="#m97fe91c28f" 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="#m97fe91c28f" 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="#m97fe91c28f" 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="#m97fe91c28f" 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="p250f624dbb">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pdadb468b8d">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p9aa3402b82">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p54dade197c">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p8e415de688">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p0d43a76eff">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p66d83dd744">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>