highspeed-fmriprep/fmriprep/sub-13/figures/sub-13_ses-02_task-highspeed_rec-prenorm_run-01_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(#p477b89c459)" d="M 18.697188 23.359636 
L 372.281346 23.359636 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p477b89c459)" d="M 18.697188 23.730613 
L 19.365589 24.192094 
L 20.702391 24.293879 
L 21.370792 24.176496 
L 22.039193 24.214068 
L 24.044396 24.044972 
L 24.712797 24.064262 
L 26.049599 23.74707 
L 27.386401 23.794666 
L 28.723203 24.103004 
L 35.407214 23.734822 
L 36.744016 23.464078 
L 42.759626 23.825115 
L 43.428027 23.802407 
L 44.096428 23.921843 
L 44.764829 23.591622 
L 45.43323 23.474687 
L 46.101631 23.471028 
L 47.438433 23.70217 
L 48.775235 23.890992 
L 49.443636 24.143558 
L 53.454042 23.945973 
L 56.127647 23.980861 
L 57.464449 24.058184 
L 62.143256 23.83905 
L 63.480058 23.738102 
L 64.81686 23.648748 
L 69.495668 23.483368 
L 70.83247 23.612702 
L 72.837673 23.404876 
L 75.511277 23.594914 
L 76.848079 23.527603 
L 78.184881 23.67523 
L 78.853283 23.844268 
L 80.858486 23.888354 
L 82.863689 23.716907 
L 83.53209 23.546974 
L 84.868892 23.581427 
L 89.547699 23.74324 
L 90.2161 23.716919 
L 90.884502 23.812523 
L 92.889705 23.807304 
L 93.558106 23.956788 
L 94.894908 23.554073 
L 95.563309 23.538568 
L 96.23171 23.7099 
L 100.242116 23.98405 
L 100.910517 23.894226 
L 101.578918 23.917072 
L 102.247319 23.807442 
L 102.915721 23.96789 
L 103.584122 23.882803 
L 104.920924 23.922772 
L 105.589325 24.103268 
L 106.257726 23.974187 
L 110.936533 23.930858 
L 111.604934 23.467954 
L 112.273335 23.367373 
L 112.941736 23.383452 
L 113.610137 23.759766 
L 114.94694 23.93845 
L 115.615341 23.81875 
L 116.283742 23.880028 
L 116.952143 23.811617 
L 117.620544 23.917703 
L 118.288945 23.747758 
L 118.957346 23.848041 
L 120.294148 23.681985 
L 120.962549 23.628437 
L 122.299351 23.80173 
L 124.304554 23.885372 
L 127.64656 23.577195 
L 132.993768 23.649425 
L 134.998971 23.618253 
L 135.667372 23.59754 
L 137.672575 23.819656 
L 139.009378 23.778288 
L 141.014581 23.689405 
L 142.351383 23.525092 
L 143.019784 23.532535 
L 143.688185 23.664988 
L 145.693388 23.749226 
L 146.361789 23.817603 
L 147.03019 23.67 
L 148.366992 23.663807 
L 149.035393 23.882379 
L 154.382602 23.970276 
L 155.719404 23.772588 
L 156.387805 23.678407 
L 159.72981 24.036497 
L 163.071816 23.84241 
L 164.408618 23.467392 
L 165.077019 23.432 
L 165.74542 23.511639 
L 166.413821 23.711517 
L 172.42943 23.624217 
L 173.097831 23.7669 
L 176.439837 23.581163 
L 177.108238 23.789046 
L 178.44504 23.64236 
L 179.781842 23.586771 
L 181.787045 23.836859 
L 182.455446 23.803669 
L 183.123847 23.883124 
L 185.12905 23.733549 
L 186.465852 23.772256 
L 187.802655 23.630788 
L 189.139457 23.856242 
L 201.170676 24.021472 
L 203.175879 23.767141 
L 203.84428 23.912209 
L 207.854686 23.889341 
L 208.523087 23.863536 
L 209.191488 23.950733 
L 211.865093 23.710634 
L 215.875499 23.777279 
L 217.880702 23.992365 
L 219.217504 23.807178 
L 223.227911 23.829737 
L 224.564713 23.890373 
L 225.233114 23.668647 
L 231.248723 23.71693 
L 232.585525 24.006414 
L 233.253926 23.881473 
L 233.922327 23.879156 
L 234.590728 23.732493 
L 235.25913 23.884558 
L 235.927531 23.824599 
L 236.595932 23.985403 
L 237.264333 23.793886 
L 237.932734 23.847009 
L 238.601135 23.6675 
L 241.94314 23.874546 
L 247.290349 23.86958 
L 248.627151 23.642154 
L 251.300755 23.685506 
L 251.969156 23.664506 
L 252.637557 23.44504 
L 253.305958 23.477829 
L 253.974359 23.394382 
L 254.64276 23.685162 
L 255.311161 23.777967 
L 257.984765 23.596439 
L 266.673979 23.673097 
L 267.34238 23.557617 
L 268.010781 23.60027 
L 268.679182 23.428811 
L 269.347583 23.47932 
L 270.015984 23.369759 
L 270.684385 23.45137 
L 271.352787 23.388877 
L 272.021188 23.512534 
L 272.689589 23.466945 
L 273.35799 23.614915 
L 274.026391 23.416299 
L 274.694792 23.887184 
L 276.031594 23.59051 
L 276.699995 23.909973 
L 279.373599 23.543683 
L 280.710401 23.628861 
L 281.378802 23.698913 
L 282.715604 24.019752 
L 284.052407 24.153467 
L 284.720808 24.146287 
L 286.726011 23.657373 
L 287.394412 23.722607 
L 288.062813 23.62487 
L 288.731214 23.699716 
L 289.399615 23.589145 
L 290.068016 23.752071 
L 290.736417 23.679588 
L 291.404818 23.809954 
L 292.073219 23.697961 
L 292.74162 23.775008 
L 293.410021 23.559751 
L 294.078422 23.57747 
L 294.746823 23.421139 
L 295.415225 23.463046 
L 296.752027 23.3611 
L 298.088829 23.294156 
L 300.094032 23.630742 
L 302.099235 23.500824 
L 303.436037 23.242352 
L 304.772839 23.314445 
L 310.120048 23.559751 
L 310.788449 23.418834 
L 311.45685 23.411126 
L 312.125251 23.259968 
L 312.793652 23.302024 
L 313.462053 23.178562 
L 315.467256 23.469422 
L 316.135657 23.432424 
L 316.804058 23.52625 
L 317.472459 23.354172 
L 318.14086 23.39835 
L 318.809261 23.249153 
L 319.477663 23.361685 
L 322.819668 23.380998 
L 323.488069 23.56381 
L 324.824871 23.586003 
L 325.493272 23.486729 
L 326.830074 23.576954 
L 330.84048 23.61144 
L 331.508882 23.68702 
L 332.177283 23.557503 
L 332.845684 23.618884 
L 333.514085 23.436805 
L 334.182486 23.571747 
L 334.850887 23.54538 
L 336.85609 23.7947 
L 337.524491 23.548901 
L 338.192892 23.563914 
L 338.861293 23.459938 
L 339.529694 23.49837 
L 340.198095 23.358439 
L 350.224111 23.53851 
L 352.897715 23.348128 
L 353.566116 23.495904 
L 354.234517 23.501386 
L 354.902918 23.667156 
L 356.239721 23.429981 
L 356.908122 23.341465 
L 357.576523 23.476889 
L 358.913325 23.53015 
L 359.581726 23.272274 
L 360.250127 23.443881 
L 360.918528 23.385322 
L 361.586929 23.551275 
L 363.592132 23.38687 
L 366.265736 23.414647 
L 367.602539 23.638014 
L 370.944544 23.0558 
L 371.612945 23.05439 
L 372.281346 23.782153 
L 372.281346 23.782153 
" 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: 588.298 $\bullet$ mean: 584.854 $\bullet$ $\sigma$: 1.114 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 10.6875 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 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <path d="M 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 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 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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(569.535156 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(633.158203 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.78125 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.568359 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.166016 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.953125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.365234 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.888672 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.167969 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.546875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.238281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.025391 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.648438 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1299.271484 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1362.894531 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.650391 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.273438 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1521.896484 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1585.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.691406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.070312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.761719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.548828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.171875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.958984 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1999.582031 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.205078 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 586.67 -->
    <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"/>
     <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"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.187449)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-36"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
  </g>
  <g id="axes_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(#p20d756b743)" d="M 18.697188 50.754861 
L 372.281346 50.754861 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p20d756b743)" d="M 18.697188 50.376942 
L 19.365589 51.570405 
L 20.03399 52.026011 
L 20.702391 52.319202 
L 21.370792 52.224444 
L 22.039193 52.412035 
L 22.707594 52.244562 
L 23.375995 52.393455 
L 24.044396 52.014753 
L 24.712797 52.250259 
L 25.381198 52.062862 
L 26.049599 52.252126 
L 26.718 51.964303 
L 27.386401 52.072379 
L 28.054802 51.783163 
L 28.723203 52.192033 
L 29.391604 51.828671 
L 30.060005 52.214908 
L 30.728407 51.875193 
L 31.396808 52.082235 
L 32.065209 51.828709 
L 32.73361 51.938449 
L 33.402011 51.871363 
L 34.070412 52.062688 
L 34.738813 51.868994 
L 35.407214 51.975919 
L 36.075615 51.740509 
L 36.744016 51.739871 
L 37.412417 51.535644 
L 38.080818 51.603571 
L 39.41762 51.548082 
L 40.086021 51.572669 
L 40.754422 51.735054 
L 47.438433 51.443178 
L 48.106834 51.590349 
L 48.775235 51.508997 
L 49.443636 51.931795 
L 50.112037 51.807547 
L 50.780438 51.886616 
L 51.448839 51.70951 
L 52.11724 51.751738 
L 52.785641 51.544291 
L 53.454042 51.696975 
L 57.464449 51.69062 
L 58.13285 51.498164 
L 58.801251 51.678569 
L 59.469652 51.547337 
L 60.138053 51.675242 
L 62.143256 51.499499 
L 62.811657 51.658035 
L 64.148459 51.638913 
L 66.153662 51.680909 
L 68.158866 51.426697 
L 68.827267 51.579342 
L 69.495668 51.466739 
L 71.500871 51.473171 
L 72.169272 51.321977 
L 72.837673 51.465975 
L 74.174475 51.388966 
L 74.842876 51.613108 
L 78.184881 51.266662 
L 78.853283 51.551506 
L 79.521684 51.633593 
L 80.190085 51.51569 
L 80.858486 51.542414 
L 82.195288 51.434792 
L 82.863689 51.566034 
L 84.200491 51.458547 
L 84.868892 51.360327 
L 85.537293 51.46819 
L 88.879298 51.308465 
L 89.547699 51.452502 
L 90.2161 51.362648 
L 90.884502 51.49297 
L 91.552903 51.403039 
L 94.226507 51.491481 
L 95.563309 51.275376 
L 96.23171 51.383221 
L 96.900111 51.30358 
L 97.568512 51.434599 
L 98.236913 51.41924 
L 98.905314 51.585649 
L 99.573715 51.535092 
L 100.242116 51.689469 
L 100.910517 51.550191 
L 101.578918 51.668403 
L 102.247319 51.519259 
L 102.915721 51.608688 
L 103.584122 51.512566 
L 104.252523 51.634841 
L 104.920924 51.406318 
L 105.589325 51.813118 
L 106.257726 51.52337 
L 106.926127 51.74608 
L 107.594528 51.410767 
L 108.262929 51.656458 
L 108.93133 51.536563 
L 109.599731 51.754833 
L 110.268132 51.469167 
L 110.936533 51.67735 
L 111.604934 51.453373 
L 112.273335 51.532055 
L 112.941736 51.34872 
L 114.278538 51.43014 
L 114.94694 51.5573 
L 115.615341 51.407517 
L 116.283742 51.510806 
L 116.952143 51.380919 
L 117.620544 51.487128 
L 118.288945 51.32807 
L 118.957346 51.476518 
L 120.294148 51.396404 
L 120.962549 51.367513 
L 121.63095 51.566536 
L 122.299351 51.60715 
L 122.967752 51.794528 
L 123.636153 51.582602 
L 124.304554 51.739058 
L 125.641356 51.573916 
L 126.978159 51.432326 
L 127.64656 51.522325 
L 128.314961 51.382669 
L 128.983362 51.567214 
L 129.651763 51.437984 
L 132.325367 51.537627 
L 132.993768 51.310061 
L 133.662169 51.432413 
L 137.004174 51.28411 
L 137.672575 51.401259 
L 138.340976 51.281499 
L 139.009378 51.414278 
L 139.677779 51.171382 
L 140.34618 51.307449 
L 142.351383 51.312024 
L 143.019784 51.057492 
L 143.688185 51.331223 
L 144.356586 51.24991 
L 147.03019 51.363934 
L 148.366992 51.196345 
L 150.372195 51.48176 
L 151.040597 51.394305 
L 151.708998 51.432452 
L 152.377399 51.333167 
L 153.0458 51.550229 
L 153.714201 51.509829 
L 154.382602 51.712179 
L 155.051003 51.542105 
L 157.056206 51.50243 
L 157.724607 51.314142 
L 158.393008 51.553189 
L 159.061409 51.449765 
L 159.72981 51.671083 
L 160.398211 51.513117 
L 161.066612 51.712131 
L 161.735013 51.469786 
L 162.403414 51.636582 
L 163.071816 51.397845 
L 164.408618 51.372417 
L 165.74542 51.246418 
L 166.413821 51.38883 
L 167.082222 51.359737 
L 169.087425 51.507275 
L 170.424227 51.56526 
L 171.092628 51.400911 
L 172.42943 51.415371 
L 173.766232 51.623244 
L 175.103035 51.477514 
L 175.771436 51.595988 
L 176.439837 51.399035 
L 177.108238 51.616725 
L 177.776639 51.526368 
L 179.781842 51.538797 
L 180.450243 51.336814 
L 181.118644 51.375909 
L 181.787045 51.543594 
L 183.792248 51.487177 
L 184.460649 51.574671 
L 186.465852 51.494479 
L 187.134254 51.58089 
L 187.802655 51.283385 
L 188.471056 51.442259 
L 189.139457 51.358354 
L 189.807858 51.436185 
L 190.476259 51.283327 
L 191.14466 51.427983 
L 193.149863 51.36553 
L 197.160269 51.534396 
L 199.165473 51.554698 
L 199.833874 51.563432 
L 200.502275 51.297825 
L 201.170676 51.592448 
L 202.507478 51.619027 
L 203.175879 51.460433 
L 204.512681 51.456942 
L 205.181082 51.704558 
L 205.849483 51.52632 
L 207.854686 51.686103 
L 208.523087 51.495253 
L 209.191488 51.655646 
L 209.859889 51.381654 
L 210.52829 51.773278 
L 211.196692 51.369177 
L 211.865093 51.640925 
L 212.533494 51.241089 
L 213.201895 51.469099 
L 213.870296 51.267822 
L 214.538697 51.588134 
L 215.207098 51.282621 
L 215.875499 51.726069 
L 216.5439 51.466304 
L 217.212301 51.701811 
L 219.217504 51.740258 
L 219.885905 51.747976 
L 220.554306 51.583376 
L 221.222707 51.692419 
L 221.891108 51.4384 
L 222.559509 51.547521 
L 223.227911 51.434947 
L 223.896312 51.64814 
L 226.569916 51.730315 
L 227.238317 51.49976 
L 227.906718 51.506502 
L 228.575119 51.334367 
L 229.24352 51.299731 
L 229.911921 51.387409 
L 230.580322 51.342288 
L 231.917124 51.564496 
L 232.585525 51.79711 
L 233.253926 51.584227 
L 233.922327 51.671315 
L 234.590728 51.373858 
L 235.25913 51.617238 
L 235.927531 51.461246 
L 236.595932 51.793802 
L 237.264333 51.576508 
L 237.932734 51.817248 
L 238.601135 51.322673 
L 239.269536 51.511831 
L 239.937937 51.167677 
L 240.606338 51.475135 
L 241.274739 51.358924 
L 241.94314 51.555094 
L 242.611541 51.311086 
L 243.279942 51.650171 
L 243.948343 51.408832 
L 244.616744 51.735866 
L 245.285145 51.42777 
L 245.953546 51.482176 
L 246.621947 51.358296 
L 247.290349 51.53075 
L 247.95875 51.351041 
L 248.627151 51.519598 
L 249.295552 51.388705 
L 249.963953 51.589121 
L 250.632354 51.388927 
L 251.300755 51.551854 
L 251.969156 51.205611 
L 252.637557 51.061303 
L 253.305958 51.17614 
L 253.974359 51.174632 
L 254.64276 51.01301 
L 255.311161 51.539319 
L 255.979562 51.292428 
L 256.647963 51.319771 
L 257.316364 51.175821 
L 257.984765 51.331107 
L 258.653166 51.133012 
L 259.321568 51.411976 
L 259.989969 51.145557 
L 260.65837 51.411676 
L 261.326771 51.152018 
L 261.995172 51.30417 
L 262.663573 51.211473 
L 263.331974 51.345258 
L 266.673979 51.422045 
L 267.34238 51.20713 
L 268.010781 51.181063 
L 268.679182 50.938206 
L 270.684385 51.199605 
L 271.352787 51.059543 
L 272.689589 51.083307 
L 273.35799 51.293889 
L 274.694792 50.875976 
L 275.363193 51.46583 
L 276.031594 51.730895 
L 276.699995 51.736273 
L 278.036797 51.269061 
L 278.705198 51.384536 
L 279.373599 51.261758 
L 280.042 51.286857 
L 280.710401 51.121145 
L 281.378802 51.157976 
L 282.047203 50.964824 
L 282.715604 51.40685 
L 283.384006 51.0723 
L 284.052407 51.505844 
L 284.720808 51.251012 
L 285.389209 51.379642 
L 286.05761 51.278375 
L 286.726011 51.336098 
L 287.394412 51.265956 
L 288.062813 51.366246 
L 288.731214 51.204905 
L 289.399615 51.333632 
L 290.068016 51.12749 
L 292.74162 51.325091 
L 293.410021 51.0965 
L 294.078422 51.276411 
L 294.746823 50.971207 
L 295.415225 51.032587 
L 296.083626 50.894053 
L 296.752027 51.004247 
L 297.420428 50.847714 
L 300.094032 51.175599 
L 300.762433 51.131871 
L 301.430834 51.237645 
L 304.104438 50.999402 
L 304.772839 50.77171 
L 305.44124 50.898096 
L 306.109641 50.798028 
L 306.778042 51.13929 
L 307.446444 50.761767 
L 308.114845 50.911733 
L 308.783246 50.838631 
L 309.451647 51.038835 
L 311.45685 50.811598 
L 312.793652 50.895407 
L 313.462053 50.74457 
L 315.467256 50.925594 
L 316.135657 50.764011 
L 316.804058 50.897448 
L 317.472459 50.747926 
L 318.14086 50.929666 
L 318.809261 50.691064 
L 320.146064 50.564581 
L 320.814465 50.734047 
L 321.482866 50.413096 
L 322.151267 50.766419 
L 322.819668 50.632412 
L 323.488069 50.937248 
L 325.493272 50.890813 
L 328.166876 50.978413 
L 329.503678 50.815322 
L 330.172079 50.93633 
L 330.84048 50.941011 
L 331.508882 51.182273 
L 332.177283 50.985919 
L 332.845684 51.105863 
L 333.514085 50.855974 
L 334.182486 51.088714 
L 334.850887 50.851341 
L 335.519288 50.92689 
L 336.187689 50.775608 
L 336.85609 51.174651 
L 337.524491 50.88381 
L 338.192892 51.178355 
L 338.861293 50.770956 
L 339.529694 51.122421 
L 340.198095 50.604469 
L 340.866496 51.113368 
L 341.534897 50.52243 
L 342.203298 50.968161 
L 342.871699 50.60473 
L 343.540101 51.013223 
L 344.208502 50.624462 
L 344.876903 50.946553 
L 345.545304 50.754426 
L 346.213705 50.933815 
L 346.882106 50.733263 
L 347.550507 50.933757 
L 348.218908 50.877794 
L 348.887309 51.03071 
L 352.897715 50.760906 
L 354.902918 50.855045 
L 355.57132 51.043071 
L 356.239721 50.865317 
L 356.908122 50.97997 
L 357.576523 50.778896 
L 358.913325 50.870975 
L 360.918528 50.59501 
L 361.586929 50.726889 
L 362.25533 50.368247 
L 362.923731 50.878964 
L 363.592132 50.618416 
L 364.260533 50.843883 
L 364.928934 50.492737 
L 365.597335 50.641562 
L 366.934137 50.749164 
L 368.27094 50.867029 
L 369.607742 50.767135 
L 370.276143 50.61802 
L 370.944544 50.709789 
L 371.612945 50.367986 
L 372.281346 51.416232 
L 372.281346 51.416232 
" 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: 674.731 $\bullet$ mean: 668.489 $\bullet$ $\sigma$: 2.155 -->
    <defs>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
    </defs>
    <g style="fill:#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-37"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 672.29 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.582674)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-32"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </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(#p8a2dfb2a6e)" d="M 18.697188 78.695912 
L 372.281346 78.695912 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p8a2dfb2a6e)" d="M 18.697188 79.534228 
L 20.702391 79.549179 
L 22.707594 79.406821 
L 23.375995 79.46539 
L 24.044396 79.375531 
L 26.718 79.36133 
L 28.723203 79.234341 
L 32.73361 79.365781 
L 37.412417 79.210301 
L 40.754422 79.155577 
L 42.091224 79.207459 
L 44.764829 79.25869 
L 46.101631 79.184752 
L 49.443636 79.233108 
L 50.780438 79.298265 
L 51.448839 79.255793 
L 52.785641 79.382153 
L 53.454042 79.346775 
L 54.122443 79.434717 
L 54.790845 79.284747 
L 59.469652 79.324498 
L 60.806454 79.338501 
L 62.811657 79.25197 
L 65.485261 79.284592 
L 66.153662 79.181215 
L 67.490465 79.10125 
L 68.827267 79.08945 
L 70.164069 79.134379 
L 70.83247 79.255947 
L 73.506074 79.236446 
L 74.842876 79.21895 
L 78.853283 79.235906 
L 84.868892 79.287545 
L 86.205694 79.236743 
L 87.542496 79.254812 
L 88.879298 79.220559 
L 90.884502 79.28554 
L 91.552903 79.203415 
L 92.221304 79.345244 
L 92.889705 79.175838 
L 94.226507 79.28435 
L 94.894908 79.234573 
L 95.563309 79.306066 
L 97.568512 79.162981 
L 99.573715 79.190987 
L 100.242116 79.312059 
L 100.910517 79.305063 
L 101.578918 79.420174 
L 102.247319 79.327352 
L 103.584122 79.323562 
L 111.604934 79.253336 
L 112.273335 79.128804 
L 112.941736 79.289451 
L 113.610137 79.249832 
L 114.278538 79.356956 
L 116.283742 79.310682 
L 144.356586 79.349662 
L 145.024987 79.288151 
L 147.03019 79.36848 
L 149.035393 79.447189 
L 149.703794 79.340209 
L 150.372195 79.404827 
L 151.040597 79.314891 
L 153.0458 79.433858 
L 154.382602 79.453403 
L 155.719404 79.545543 
L 156.387805 79.429705 
L 164.408618 79.477278 
L 165.077019 79.329169 
L 167.750623 79.26811 
L 168.419024 79.442353 
L 171.092628 79.46582 
L 172.42943 79.463055 
L 173.766232 79.458835 
L 174.434633 79.456279 
L 175.103035 79.339306 
L 175.771436 79.42002 
L 176.439837 79.272991 
L 177.108238 79.426212 
L 178.44504 79.350081 
L 179.781842 79.391804 
L 182.455446 79.30016 
L 183.123847 79.457898 
L 185.12905 79.444876 
L 185.797451 79.565419 
L 189.807858 79.372094 
L 190.476259 79.429021 
L 191.813061 79.383971 
L 193.149863 79.449823 
L 195.823467 79.485255 
L 197.160269 79.443774 
L 197.82867 79.365582 
L 200.502275 79.476022 
L 201.839077 79.497749 
L 203.84428 79.461854 
L 205.849483 79.4943 
L 207.854686 79.530339 
L 211.865093 79.433318 
L 212.533494 79.452709 
L 213.870296 79.311872 
L 215.875499 79.353915 
L 216.5439 79.507797 
L 217.212301 79.414434 
L 217.880702 79.535748 
L 221.222707 79.416748 
L 222.559509 79.329544 
L 225.901515 79.536156 
L 226.569916 79.464189 
L 227.238317 79.583179 
L 227.906718 79.399704 
L 230.580322 79.235344 
L 231.248723 79.367037 
L 231.917124 79.288085 
L 232.585525 79.460344 
L 235.25913 79.529942 
L 235.927531 79.379817 
L 236.595932 79.454637 
L 237.264333 79.323121 
L 237.932734 79.412154 
L 238.601135 79.277101 
L 239.269536 79.406204 
L 241.274739 79.266667 
L 243.279942 79.402238 
L 244.616744 79.357705 
L 245.285145 79.421728 
L 245.953546 79.36556 
L 246.621947 79.431655 
L 247.95875 79.274379 
L 248.627151 79.276902 
L 249.295552 79.407658 
L 249.963953 79.273233 
L 251.969156 79.194744 
L 252.637557 79.10851 
L 255.311161 79.195461 
L 255.979562 79.38916 
L 257.316364 79.279778 
L 257.984765 79.324784 
L 260.65837 79.116729 
L 262.663573 79.198303 
L 264.668776 79.168842 
L 266.005578 79.211039 
L 267.34238 79.197796 
L 270.684385 78.986799 
L 272.021188 79.04885 
L 272.689589 78.944911 
L 273.35799 79.048299 
L 274.026391 78.892137 
L 274.694792 79.035861 
L 276.031594 78.820379 
L 277.368396 79.154409 
L 284.052407 78.984904 
L 284.720808 79.152085 
L 286.726011 79.188696 
L 287.394412 79.249017 
L 288.062813 79.130204 
L 288.731214 79.162276 
L 289.399615 78.979726 
L 290.068016 79.037194 
L 291.404818 78.998004 
L 294.746823 79.138841 
L 298.75723 78.931216 
L 300.762433 78.999998 
L 301.430834 79.090276 
L 308.114845 78.916662 
L 308.783246 78.990061 
L 309.451647 78.895354 
L 310.120048 79.017814 
L 311.45685 78.979241 
L 314.130454 78.84031 
L 314.798855 78.738993 
L 318.14086 78.895111 
L 320.146064 78.70301 
L 322.151267 78.832014 
L 322.819668 78.77101 
L 324.824871 78.95595 
L 325.493272 78.856759 
L 326.830074 78.905843 
L 329.503678 78.769688 
L 335.519288 78.833457 
L 336.187689 78.750121 
L 336.85609 78.810442 
L 338.192892 78.803688 
L 338.861293 78.892148 
L 340.198095 78.789663 
L 342.203298 78.590829 
L 342.871699 78.716076 
L 343.540101 78.673934 
L 344.208502 78.785674 
L 344.876903 78.694107 
L 345.545304 78.819575 
L 346.213705 78.721784 
L 346.882106 78.81367 
L 347.550507 78.73874 
L 348.218908 78.853388 
L 348.887309 78.708926 
L 349.55571 78.802575 
L 350.224111 78.654907 
L 352.229314 78.695936 
L 352.897715 78.645289 
L 353.566116 78.783967 
L 354.234517 78.721684 
L 355.57132 78.816964 
L 356.239721 78.864813 
L 356.908122 78.734013 
L 358.244924 78.693788 
L 360.250127 78.673505 
L 360.918528 78.51916 
L 366.934137 78.634062 
L 370.944544 78.649145 
L 371.612945 78.430259 
L 372.281346 79.143821 
L 372.281346 79.143821 
" 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: 613.754 $\bullet$ mean: 609.478 $\bullet$ $\sigma$: 1.395 -->
    <defs>
     <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:#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-31"/>
     <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(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 612.28 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.523725)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <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-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-38"/>
    </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(#pdb3c1401af)" d="M 18.697188 111.771292 
L 372.281346 111.771292 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#pdb3c1401af)" d="M 19.365589 111.521408 
L 20.03399 111.448697 
L 20.702391 113.36069 
L 21.370792 113.72554 
L 22.039193 113.251158 
L 22.707594 113.704493 
L 23.375995 113.74232 
L 24.044396 114.595314 
L 24.712797 114.72388 
L 25.381198 114.69081 
L 26.049599 113.848741 
L 26.718 114.381905 
L 27.386401 113.95425 
L 28.054802 113.839964 
L 28.723203 112.879266 
L 29.391604 114.302474 
L 30.060005 113.508504 
L 31.396808 114.4637 
L 32.065209 112.389414 
L 33.402011 114.763582 
L 34.070412 115.291732 
L 34.738813 114.735113 
L 35.407214 113.063185 
L 36.075615 114.075882 
L 36.744016 114.251678 
L 37.412417 113.766796 
L 38.749219 115.05278 
L 39.41762 115.225421 
L 40.754422 115.057246 
L 41.422823 114.19148 
L 42.091224 114.0741 
L 42.759626 113.193412 
L 43.428027 113.443215 
L 44.096428 113.392587 
L 44.764829 113.113172 
L 45.43323 111.598737 
L 46.101631 113.433156 
L 46.770032 112.053443 
L 47.438433 112.08429 
L 48.106834 111.010739 
L 48.775235 111.61451 
L 49.443636 111.569963 
L 50.112037 113.212021 
L 50.780438 112.900998 
L 51.448839 113.899584 
L 52.11724 113.804423 
L 52.785641 114.233801 
L 53.454042 114.802369 
L 54.790845 115.299657 
L 55.459246 115.252976 
L 56.127647 115.377168 
L 56.796048 115.146706 
L 57.464449 114.766142 
L 58.13285 114.13535 
L 58.801251 113.748949 
L 59.469652 113.696294 
L 60.138053 113.288953 
L 60.806454 112.4494 
L 62.143256 114.850406 
L 62.811657 114.363953 
L 63.480058 115.200459 
L 64.148459 114.697057 
L 64.81686 114.692699 
L 65.485261 115.256268 
L 66.153662 115.15146 
L 67.490465 114.445746 
L 68.158866 114.91795 
L 68.827267 113.231879 
L 69.495668 114.144296 
L 70.164069 114.524662 
L 70.83247 114.762805 
L 71.500871 113.394309 
L 72.169272 113.810474 
L 72.837673 113.961047 
L 73.506074 114.698049 
L 74.842876 115.380262 
L 75.511277 115.341232 
L 76.848079 114.7949 
L 77.51648 115.00491 
L 78.184881 114.119119 
L 78.853283 113.848848 
L 79.521684 115.117581 
L 80.190085 115.039338 
L 81.526887 114.129284 
L 82.195288 114.339447 
L 82.863689 113.450195 
L 83.53209 114.410648 
L 84.200491 115.099553 
L 84.868892 114.125596 
L 85.537293 111.255481 
L 86.205694 112.699676 
L 86.874095 113.65135 
L 88.210897 114.932017 
L 89.547699 112.85319 
L 90.884502 114.817806 
L 91.552903 115.473989 
L 92.221304 115.167889 
L 92.889705 114.006904 
L 93.558106 113.691525 
L 94.226507 114.176909 
L 95.563309 114.427657 
L 96.23171 115.374806 
L 96.900111 115.672692 
L 97.568512 114.928587 
L 98.236913 114.877122 
L 98.905314 113.442635 
L 100.242116 116.14878 
L 100.910517 116.302616 
L 101.578918 116.177188 
L 102.247319 114.928604 
L 102.915721 115.524603 
L 104.252523 114.667112 
L 104.920924 115.498892 
L 105.589325 114.881206 
L 106.257726 115.178131 
L 106.926127 115.743376 
L 108.262929 114.486622 
L 108.93133 114.162675 
L 109.599731 114.420281 
L 110.268132 113.914076 
L 110.936533 108.40652 
L 111.604934 108.07881 
L 112.273335 107.214718 
L 112.941736 109.412069 
L 113.610137 112.114085 
L 114.278538 112.701184 
L 114.94694 114.518672 
L 115.615341 113.925858 
L 116.283742 114.619883 
L 117.620544 114.123356 
L 118.288945 113.826978 
L 119.625747 114.97152 
L 120.294148 115.132579 
L 120.962549 115.533274 
L 121.63095 113.880488 
L 122.299351 114.380808 
L 122.967752 115.806532 
L 123.636153 115.867127 
L 124.304554 115.330914 
L 124.972955 115.43531 
L 126.309757 114.212618 
L 126.978159 113.087766 
L 127.64656 113.6996 
L 128.314961 112.650098 
L 128.983362 113.250913 
L 129.651763 113.540996 
L 130.320164 112.562971 
L 130.988565 113.620474 
L 132.325367 114.810475 
L 134.33057 112.663678 
L 134.998971 112.878381 
L 135.667372 113.381888 
L 136.335773 113.435595 
L 137.004174 112.990732 
L 137.672575 113.250044 
L 138.340976 112.431767 
L 139.009378 112.452616 
L 139.677779 113.649096 
L 140.34618 114.117777 
L 141.014581 113.654582 
L 141.682982 114.45698 
L 142.351383 114.958962 
L 143.019784 114.157235 
L 143.688185 114.916548 
L 144.356586 114.8535 
L 145.024987 114.948141 
L 145.693388 114.699724 
L 146.361789 114.168603 
L 147.03019 115.553285 
L 148.366992 115.618497 
L 149.035393 115.418149 
L 149.703794 116.09922 
L 150.372195 116.571255 
L 151.040597 116.152576 
L 151.708998 116.654238 
L 152.377399 116.61632 
L 153.0458 116.437263 
L 153.714201 116.621243 
L 155.051003 115.884881 
L 155.719404 115.705991 
L 157.056206 114.708 
L 157.724607 114.924641 
L 158.393008 114.421789 
L 159.061409 115.187839 
L 159.72981 115.615373 
L 160.398211 115.435646 
L 161.066612 114.683524 
L 162.403414 115.12662 
L 163.071816 114.423878 
L 163.740217 112.392599 
L 165.077019 114.004893 
L 165.74542 114.476959 
L 166.413821 114.491925 
L 167.082222 114.851274 
L 167.750623 114.877198 
L 168.419024 115.127579 
L 169.087425 115.098211 
L 169.755826 113.906564 
L 171.092628 115.228501 
L 171.761029 114.798452 
L 172.42943 114.638156 
L 173.097831 114.746421 
L 173.766232 115.338901 
L 174.434633 114.515974 
L 175.103035 113.051983 
L 175.771436 110.927435 
L 176.439837 111.150582 
L 177.108238 113.15557 
L 177.776639 112.86308 
L 178.44504 111.645844 
L 179.113441 111.972731 
L 179.781842 111.326865 
L 180.450243 112.241936 
L 181.118644 111.64374 
L 181.787045 112.754007 
L 182.455446 113.237289 
L 183.123847 113.120319 
L 183.792248 112.485138 
L 184.460649 113.271929 
L 185.12905 113.480432 
L 185.797451 113.970649 
L 186.465852 113.341928 
L 187.134254 113.875275 
L 187.802655 113.356208 
L 188.471056 113.451476 
L 189.139457 113.109682 
L 189.807858 113.653378 
L 190.476259 113.232885 
L 191.14466 113.008106 
L 191.813061 113.84766 
L 193.149863 114.765684 
L 194.486665 115.113924 
L 195.155066 114.890488 
L 195.823467 115.003798 
L 196.491868 115.311193 
L 197.160269 115.02643 
L 197.82867 114.496086 
L 198.497071 115.1375 
L 199.165473 115.323493 
L 199.833874 115.253678 
L 200.502275 114.076232 
L 201.170676 113.867091 
L 201.839077 115.032923 
L 202.507478 114.033529 
L 203.175879 114.556924 
L 203.84428 115.831282 
L 204.512681 115.121712 
L 205.181082 114.707985 
L 205.849483 115.949317 
L 206.517884 115.202699 
L 207.186285 115.299032 
L 207.854686 115.023016 
L 208.523087 115.012988 
L 209.191488 116.325095 
L 210.52829 114.156045 
L 211.196692 113.580362 
L 211.865093 114.359061 
L 212.533494 112.168005 
L 213.201895 113.05907 
L 213.870296 112.759462 
L 214.538697 113.480842 
L 215.207098 111.864359 
L 215.875499 113.364042 
L 216.5439 114.364059 
L 217.212301 114.24456 
L 217.880702 115.135169 
L 219.885905 116.648828 
L 220.554306 116.865879 
L 221.222707 116.520535 
L 221.891108 116.797389 
L 222.559509 116.557356 
L 223.227911 116.516863 
L 223.896312 116.102451 
L 224.564713 115.983943 
L 225.233114 115.107204 
L 225.901515 113.863419 
L 226.569916 113.825105 
L 227.238317 114.887957 
L 227.906718 113.490902 
L 228.575119 113.48802 
L 229.24352 112.423508 
L 229.911921 112.154868 
L 230.580322 113.788695 
L 231.248723 113.134723 
L 231.917124 114.109625 
L 232.585525 115.403778 
L 233.253926 115.749609 
L 234.590728 115.841766 
L 235.25913 114.85804 
L 235.927531 114.815033 
L 236.595932 114.471656 
L 237.264333 113.3846 
L 237.932734 113.898045 
L 238.601135 112.635987 
L 239.269536 112.895328 
L 239.937937 114.210576 
L 240.606338 114.407158 
L 241.274739 114.179562 
L 241.94314 112.899915 
L 242.611541 114.891082 
L 243.279942 115.206036 
L 243.948343 115.70555 
L 244.616744 115.603151 
L 245.285145 115.842514 
L 245.953546 115.683436 
L 246.621947 115.944227 
L 247.290349 115.376421 
L 247.95875 115.404159 
L 248.627151 116.104249 
L 249.295552 114.478743 
L 249.963953 115.596734 
L 250.632354 115.21492 
L 251.300755 115.201525 
L 251.969156 114.221366 
L 252.637557 112.433246 
L 253.305958 112.042348 
L 253.974359 113.960864 
L 254.64276 113.076108 
L 255.311161 113.167488 
L 255.979562 116.002063 
L 257.316364 116.346538 
L 257.984765 116.859295 
L 258.653166 116.657819 
L 259.321568 116.220684 
L 260.65837 116.092865 
L 261.326771 115.313555 
L 261.995172 115.034416 
L 262.663573 115.328354 
L 263.331974 114.607767 
L 264.000375 114.670265 
L 264.668776 116.104158 
L 265.337177 116.201924 
L 266.005578 115.401111 
L 266.673979 115.042417 
L 267.34238 115.724112 
L 268.010781 114.244698 
L 268.679182 113.920798 
L 269.347583 114.051482 
L 270.015984 112.747666 
L 270.684385 113.630928 
L 271.352787 112.896365 
L 272.021188 112.969031 
L 272.689589 112.120379 
L 273.35799 111.763971 
L 274.026391 111.678991 
L 274.694792 98.271743 
L 275.363193 110.09247 
L 276.031594 104.790458 
L 276.699995 112.708514 
L 278.036797 115.905623 
L 278.705198 115.668012 
L 279.373599 116.016709 
L 280.042 115.537907 
L 280.710401 115.552431 
L 281.378802 115.711523 
L 282.047203 115.393597 
L 282.715604 115.628587 
L 283.384006 115.495463 
L 284.052407 114.869304 
L 284.720808 115.695003 
L 286.05761 116.31845 
L 286.726011 116.481627 
L 287.394412 116.479707 
L 288.062813 116.610407 
L 288.731214 115.609795 
L 289.399615 115.978624 
L 290.068016 115.006129 
L 290.736417 113.748401 
L 291.404818 114.756739 
L 292.073219 114.483359 
L 292.74162 114.372411 
L 293.410021 114.945107 
L 294.078422 115.970196 
L 294.746823 114.545815 
L 295.415225 114.234197 
L 296.083626 114.081826 
L 296.752027 112.229087 
L 297.420428 111.117557 
L 298.088829 113.21382 
L 298.75723 114.931667 
L 299.425631 115.669186 
L 300.094032 116.201115 
L 300.762433 115.584847 
L 301.430834 116.151098 
L 302.099235 114.836582 
L 302.767636 113.823473 
L 303.436037 114.497138 
L 304.104438 114.392864 
L 304.772839 114.743191 
L 305.44124 114.414992 
L 306.109641 115.095498 
L 306.778042 114.250109 
L 307.446444 114.608635 
L 308.114845 113.358951 
L 308.783246 114.785649 
L 309.451647 114.496818 
L 310.120048 114.596275 
L 310.788449 113.259007 
L 312.125251 113.745459 
L 312.793652 113.187026 
L 313.462053 113.398195 
L 314.130454 113.178645 
L 314.798855 114.375428 
L 315.467256 115.117459 
L 316.135657 115.17586 
L 316.804058 114.815658 
L 317.472459 112.87131 
L 318.14086 113.608571 
L 318.809261 112.359955 
L 319.477663 112.071824 
L 320.146064 113.51047 
L 322.151267 114.053555 
L 322.819668 113.712007 
L 324.15647 114.763871 
L 324.824871 114.939957 
L 325.493272 114.045218 
L 326.161673 113.87433 
L 326.830074 113.452938 
L 327.498475 114.099169 
L 328.166876 114.282829 
L 328.835277 114.609656 
L 329.503678 113.692179 
L 330.172079 114.133232 
L 330.84048 113.889829 
L 331.508882 114.264174 
L 332.177283 114.026778 
L 332.845684 114.929746 
L 333.514085 111.782275 
L 334.850887 114.440245 
L 335.519288 113.510561 
L 336.187689 114.244195 
L 336.85609 114.624394 
L 337.524491 113.318321 
L 338.192892 114.046408 
L 338.861293 113.813705 
L 339.529694 113.188047 
L 340.198095 110.842684 
L 340.866496 111.233703 
L 341.534897 112.724548 
L 342.203298 112.176281 
L 342.871699 113.567179 
L 343.540101 113.762163 
L 344.208502 114.320487 
L 344.876903 115.097511 
L 345.545304 115.247063 
L 346.882106 114.427444 
L 347.550507 115.352358 
L 348.218908 115.410941 
L 348.887309 114.7764 
L 349.55571 114.842983 
L 350.892512 115.390457 
L 351.560913 115.45302 
L 352.229314 116.550376 
L 352.897715 115.996699 
L 353.566116 115.170328 
L 354.234517 116.184748 
L 354.902918 115.246392 
L 355.57132 113.67319 
L 356.239721 114.451111 
L 356.908122 116.070324 
L 357.576523 114.962984 
L 358.244924 115.135625 
L 358.913325 114.484731 
L 359.581726 113.326765 
L 360.250127 111.673612 
L 360.918528 112.821794 
L 361.586929 111.819263 
L 362.25533 112.528526 
L 362.923731 113.593041 
L 363.592132 113.00954 
L 364.260533 114.645775 
L 364.928934 113.983085 
L 365.597335 114.173633 
L 366.265736 114.164976 
L 366.934137 115.232203 
L 367.602539 115.160528 
L 368.27094 114.183509 
L 368.939341 115.01439 
L 369.607742 114.639526 
L 370.276143 114.674731 
L 370.944544 113.572086 
L 372.281346 98.869098 
L 372.281346 98.869098 
" 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: 2.129 $\bullet$ mean: 1.084 $\bullet$ $\sigma$: 0.112 -->
    <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-32"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(505.990234 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.785156 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.197266 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.720703 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.378906 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.070312 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.857422 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.480469 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.267578 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1203.890625 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.513672 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.136719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.923828 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.521484 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.308594 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.6875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.378906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.166016 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.789062 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.576172 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.199219 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1808.822266 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.24 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 112.599105)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-34"/>
    </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(#p44ef1f596d)" d="M 18.697188 139.363194 
L 372.281346 139.363194 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p44ef1f596d)" d="M 19.365589 140.302688 
L 20.03399 139.413001 
L 20.702391 139.168551 
L 21.370792 139.838562 
L 22.039193 140.730242 
L 22.707594 138.629519 
L 23.375995 141.854542 
L 24.044396 141.037987 
L 24.712797 142.552499 
L 25.381198 141.746845 
L 26.049599 141.429038 
L 26.718 141.272685 
L 27.386401 142.51481 
L 28.054802 142.60658 
L 28.723203 145.167985 
L 30.060005 142.68725 
L 30.728407 140.957326 
L 31.396808 140.72593 
L 32.73361 137.838708 
L 33.402011 140.705599 
L 34.070412 142.771326 
L 34.738813 142.050135 
L 35.407214 137.807839 
L 36.744016 141.469159 
L 37.412417 141.952689 
L 38.080818 141.961742 
L 38.749219 143.024339 
L 39.41762 142.863956 
L 40.086021 143.118738 
L 40.754422 143.030288 
L 41.422823 141.702301 
L 42.091224 141.619701 
L 42.759626 138.581055 
L 43.428027 138.381928 
L 44.096428 141.810948 
L 44.764829 141.461466 
L 45.43323 139.870051 
L 46.101631 141.173724 
L 46.770032 142.08079 
L 47.438433 142.193601 
L 48.106834 139.809687 
L 48.775235 140.170889 
L 50.112037 144.085222 
L 52.11724 144.184852 
L 52.785641 142.166635 
L 53.454042 143.861876 
L 54.122443 143.295145 
L 54.790845 143.360529 
L 55.459246 142.271461 
L 56.127647 143.139661 
L 56.796048 140.705457 
L 57.464449 140.386659 
L 58.13285 141.186898 
L 58.801251 140.543896 
L 59.469652 141.3172 
L 60.138053 143.057815 
L 60.806454 142.921323 
L 61.474855 143.201648 
L 62.143256 143.810786 
L 62.811657 143.418718 
L 63.480058 142.549801 
L 64.148459 142.831914 
L 64.81686 142.38516 
L 65.485261 142.501018 
L 66.153662 143.24804 
L 66.822064 143.687805 
L 67.490465 142.83549 
L 68.158866 144.726364 
L 68.827267 145.345753 
L 69.495668 144.943518 
L 70.164069 145.041667 
L 70.83247 143.807288 
L 71.500871 145.614691 
L 72.169272 144.418313 
L 72.837673 145.505702 
L 73.506074 143.939262 
L 74.842876 144.955092 
L 75.511277 145.021208 
L 76.179678 144.189188 
L 76.848079 145.253778 
L 77.51648 144.909694 
L 78.184881 145.109849 
L 78.853283 143.419163 
L 79.521684 143.529226 
L 80.858486 145.29899 
L 82.195288 143.231492 
L 82.863689 144.311099 
L 83.53209 143.210976 
L 84.200491 144.892136 
L 84.868892 144.363836 
L 85.537293 144.536976 
L 86.205694 143.431219 
L 86.874095 141.896509 
L 88.210897 143.663781 
L 88.879298 142.566055 
L 89.547699 143.80482 
L 90.2161 143.428665 
L 90.884502 141.574283 
L 91.552903 142.005996 
L 92.221304 141.202908 
L 92.889705 141.195926 
L 93.558106 142.398707 
L 94.226507 142.296955 
L 94.894908 141.372021 
L 95.563309 142.85987 
L 96.23171 142.409678 
L 96.900111 142.977321 
L 97.568512 141.143356 
L 98.236913 142.071955 
L 98.905314 141.007971 
L 99.573715 140.608642 
L 100.242116 142.034656 
L 100.910517 142.1728 
L 102.247319 141.782059 
L 102.915721 142.510324 
L 103.584122 143.800251 
L 104.252523 143.000679 
L 104.920924 143.250486 
L 105.589325 143.09872 
L 106.257726 144.468794 
L 106.926127 144.801411 
L 107.594528 144.672616 
L 108.262929 144.864074 
L 108.93133 144.350601 
L 109.599731 144.710657 
L 110.268132 142.609274 
L 110.936533 143.357727 
L 111.604934 139.358943 
L 112.273335 141.047829 
L 112.941736 144.751115 
L 113.610137 145.102059 
L 114.278538 144.080866 
L 114.94694 145.079572 
L 115.615341 143.109654 
L 116.283742 144.204208 
L 116.952143 144.804553 
L 117.620544 143.626606 
L 118.288945 143.648791 
L 119.625747 144.273891 
L 120.294148 142.637833 
L 120.962549 142.776935 
L 121.63095 141.634069 
L 122.299351 144.54424 
L 122.967752 143.845221 
L 123.636153 142.674367 
L 124.304554 145.15707 
L 124.972955 144.514347 
L 125.641356 143.628627 
L 126.309757 142.549941 
L 126.978159 140.567405 
L 127.64656 142.40513 
L 128.314961 140.608097 
L 128.983362 140.328474 
L 129.651763 139.511767 
L 130.320164 141.488667 
L 130.988565 141.027549 
L 131.656966 142.12585 
L 132.325367 142.949291 
L 132.993768 143.212302 
L 133.662169 141.535693 
L 134.33057 141.951675 
L 134.998971 141.72359 
L 135.667372 140.284383 
L 136.335773 141.351109 
L 137.004174 141.60375 
L 137.672575 142.546026 
L 138.340976 141.497249 
L 139.009378 140.95698 
L 139.677779 140.917201 
L 141.014581 143.268707 
L 141.682982 143.516895 
L 142.351383 144.29388 
L 143.019784 144.0049 
L 143.688185 144.27385 
L 144.356586 145.562462 
L 145.693388 144.10136 
L 147.03019 143.510593 
L 147.698591 140.925761 
L 148.366992 142.410782 
L 149.703794 143.824366 
L 150.372195 144.245302 
L 151.040597 144.282813 
L 151.708998 144.746774 
L 152.377399 143.84035 
L 154.382602 145.605916 
L 155.051003 145.836637 
L 155.719404 144.98422 
L 156.387805 145.543125 
L 157.056206 143.501679 
L 157.724607 142.265174 
L 158.393008 142.100822 
L 159.061409 142.834561 
L 159.72981 143.175648 
L 160.398211 142.119959 
L 161.066612 140.559496 
L 161.735013 142.252115 
L 162.403414 142.833435 
L 163.071816 144.16604 
L 163.740217 144.471736 
L 164.408618 145.084543 
L 165.077019 143.170575 
L 165.74542 144.985098 
L 166.413821 144.621742 
L 167.082222 142.322044 
L 167.750623 144.930387 
L 168.419024 145.145103 
L 169.087425 144.603703 
L 169.755826 144.741045 
L 170.424227 143.93316 
L 171.092628 145.406592 
L 171.761029 144.202675 
L 172.42943 145.583963 
L 173.097831 144.855161 
L 173.766232 144.451948 
L 174.434633 141.975966 
L 175.103035 142.975714 
L 175.771436 143.081841 
L 176.439837 141.763284 
L 177.108238 144.28736 
L 177.776639 141.84078 
L 178.44504 142.730649 
L 179.113441 142.239794 
L 179.781842 141.143618 
L 180.450243 140.493775 
L 181.118644 140.136018 
L 181.787045 140.402923 
L 182.455446 137.339598 
L 183.123847 138.249701 
L 183.792248 141.029787 
L 184.460649 140.43079 
L 185.12905 139.568 
L 185.797451 139.880746 
L 186.465852 140.593115 
L 187.134254 141.99077 
L 187.802655 139.880241 
L 188.471056 138.655514 
L 189.139457 141.47607 
L 190.476259 141.643557 
L 191.14466 142.646936 
L 191.813061 143.373238 
L 192.481462 142.890154 
L 193.149863 142.651862 
L 193.818264 142.613545 
L 194.486665 141.248794 
L 195.823467 140.755073 
L 196.491868 141.055898 
L 197.160269 140.40917 
L 198.497071 142.282287 
L 199.165473 142.109242 
L 199.833874 141.710116 
L 200.502275 142.509212 
L 201.170676 140.957857 
L 201.839077 143.480642 
L 202.507478 142.968755 
L 203.175879 142.907946 
L 203.84428 142.627459 
L 204.512681 143.632487 
L 205.181082 144.415178 
L 205.849483 143.473806 
L 206.517884 143.894994 
L 207.186285 144.010096 
L 207.854686 142.301202 
L 208.523087 143.409008 
L 209.191488 144.24895 
L 210.52829 143.715807 
L 211.196692 143.966104 
L 211.865093 144.34154 
L 212.533494 143.528903 
L 213.201895 143.625295 
L 213.870296 144.799697 
L 214.538697 142.566725 
L 215.207098 143.32595 
L 215.875499 141.321064 
L 216.5439 142.032065 
L 217.212301 139.369571 
L 217.880702 142.006914 
L 218.549103 141.836434 
L 219.217504 142.95808 
L 219.885905 142.264402 
L 220.554306 142.324837 
L 221.222707 143.048217 
L 221.891108 141.986613 
L 222.559509 141.978372 
L 223.227911 143.477271 
L 223.896312 141.658221 
L 224.564713 140.978346 
L 225.233114 140.637837 
L 225.901515 136.424905 
L 226.569916 138.870232 
L 227.238317 140.498445 
L 227.906718 139.003723 
L 228.575119 138.859707 
L 229.24352 141.564938 
L 229.911921 141.519672 
L 230.580322 140.91454 
L 231.917124 140.845191 
L 232.585525 140.420426 
L 233.253926 141.621776 
L 233.922327 141.349886 
L 234.590728 141.420621 
L 235.25913 138.796219 
L 235.927531 141.103054 
L 236.595932 141.850949 
L 237.264333 141.406313 
L 238.601135 144.740349 
L 239.269536 143.071439 
L 239.937937 144.619816 
L 240.606338 142.381882 
L 241.274739 143.934997 
L 241.94314 140.424939 
L 242.611541 144.833763 
L 243.279942 143.156407 
L 243.948343 143.155827 
L 244.616744 143.4951 
L 245.285145 141.768097 
L 245.953546 141.408785 
L 246.621947 141.57492 
L 247.290349 142.733515 
L 247.95875 142.31066 
L 248.627151 144.119971 
L 249.295552 143.01063 
L 249.963953 143.648106 
L 250.632354 142.64291 
L 251.300755 143.488133 
L 251.969156 142.362011 
L 252.637557 142.744733 
L 253.305958 144.038243 
L 254.64276 140.103458 
L 255.979562 143.536076 
L 256.647963 142.991603 
L 257.316364 143.22776 
L 257.984765 144.051465 
L 258.653166 143.166764 
L 259.321568 142.848953 
L 259.989969 143.402659 
L 260.65837 141.464856 
L 261.326771 141.247464 
L 261.995172 140.051357 
L 262.663573 140.734322 
L 264.000375 139.205722 
L 264.668776 141.682848 
L 265.337177 142.913189 
L 266.005578 141.085244 
L 266.673979 141.664944 
L 267.34238 141.342002 
L 268.010781 141.513773 
L 268.679182 140.477227 
L 269.347583 140.892535 
L 270.015984 140.272907 
L 270.684385 141.485906 
L 271.352787 143.649005 
L 272.021188 143.42547 
L 272.689589 142.520505 
L 273.35799 144.032101 
L 274.026391 143.307185 
L 274.694792 124.887756 
L 275.363193 138.603623 
L 276.031594 129.307518 
L 276.699995 140.646826 
L 277.368396 140.262869 
L 278.036797 142.078491 
L 278.705198 143.530458 
L 279.373599 143.852688 
L 280.042 145.324244 
L 280.710401 143.79658 
L 281.378802 144.952872 
L 282.047203 144.022812 
L 282.715604 143.64054 
L 283.384006 142.413494 
L 284.052407 142.471438 
L 284.720808 142.23809 
L 286.05761 143.273774 
L 286.726011 142.399823 
L 288.062813 141.739706 
L 288.731214 141.856305 
L 290.068016 141.148581 
L 290.736417 141.996052 
L 291.404818 140.441007 
L 292.073219 141.777236 
L 292.74162 141.799185 
L 293.410021 143.601399 
L 294.078422 144.102367 
L 294.746823 143.051513 
L 295.415225 142.701865 
L 296.083626 144.862828 
L 296.752027 143.605856 
L 297.420428 143.879244 
L 298.088829 143.238566 
L 298.75723 144.110046 
L 299.425631 144.074538 
L 300.094032 143.512367 
L 300.762433 144.105776 
L 301.430834 142.758386 
L 302.099235 142.985591 
L 302.767636 143.829428 
L 303.436037 143.580012 
L 304.104438 143.093725 
L 304.772839 144.663864 
L 305.44124 144.144355 
L 306.109641 144.359088 
L 306.778042 144.154581 
L 307.446444 143.457269 
L 308.114845 142.368473 
L 308.783246 142.089428 
L 310.120048 140.348492 
L 310.788449 141.037263 
L 311.45685 141.224616 
L 312.125251 142.119093 
L 312.793652 140.872796 
L 313.462053 140.202191 
L 314.130454 140.444079 
L 314.798855 141.533288 
L 315.467256 141.629211 
L 316.135657 141.323761 
L 316.804058 140.13316 
L 317.472459 140.885343 
L 318.14086 140.366883 
L 318.809261 141.14154 
L 319.477663 139.288536 
L 320.146064 139.926705 
L 321.482866 140.748031 
L 322.151267 142.913939 
L 322.819668 143.874413 
L 323.488069 144.081729 
L 324.15647 144.756979 
L 324.824871 142.695647 
L 325.493272 143.515475 
L 326.161673 142.990985 
L 326.830074 142.818239 
L 327.498475 141.569357 
L 328.166876 141.339755 
L 328.835277 140.186384 
L 329.503678 140.601879 
L 330.172079 140.348343 
L 330.84048 138.704566 
L 332.177283 141.153038 
L 332.845684 140.727843 
L 333.514085 139.426934 
L 334.182486 138.893641 
L 334.850887 142.238951 
L 336.187689 139.91 
L 336.85609 142.284909 
L 337.524491 142.841837 
L 338.192892 142.715237 
L 339.529694 142.814344 
L 340.866496 144.22702 
L 341.534897 144.236084 
L 342.203298 143.502254 
L 342.871699 142.576651 
L 343.540101 142.68059 
L 344.208502 141.492349 
L 344.876903 141.55445 
L 345.545304 141.968372 
L 346.213705 141.898405 
L 346.882106 141.341702 
L 347.550507 141.079925 
L 348.218908 141.196599 
L 348.887309 140.649074 
L 349.55571 141.714161 
L 350.224111 142.17494 
L 350.892512 142.973006 
L 351.560913 142.74374 
L 352.229314 142.346486 
L 352.897715 143.691817 
L 353.566116 141.930467 
L 354.234517 142.802845 
L 354.902918 142.454433 
L 355.57132 141.355823 
L 356.239721 140.572439 
L 356.908122 141.703898 
L 357.576523 141.294546 
L 358.244924 140.591279 
L 358.913325 137.177014 
L 359.581726 139.685528 
L 360.250127 138.762322 
L 360.918528 141.459388 
L 361.586929 141.326533 
L 362.25533 143.683838 
L 362.923731 144.612737 
L 363.592132 144.454562 
L 364.260533 143.8425 
L 364.928934 141.768959 
L 366.934137 141.241509 
L 367.602539 141.263083 
L 368.27094 140.163312 
L 368.939341 139.440269 
L 369.607742 140.568731 
L 370.276143 140.000567 
L 370.944544 140.239159 
L 371.612945 131.229177 
L 372.281346 127.782139 
L 372.281346 127.782139 
" 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: 0.583 $\bullet$ mean: 0.119 $\bullet$ $\sigma$: 0.055 -->
    <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-35"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <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-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-39"/>
     <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-35"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.20 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 140.191007)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-32"/>
     <use x="159.033203" xlink:href="#DejaVuSans-30"/>
    </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(#pf976edf408)">
    <image height="950" id="imaged1bd26eac5" transform="matrix(4 0 0 0.134737 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO2CAYAAAApMv3ZAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt16ERACEAxMAbFFXAoMDQEI3QGLWgv5PHo5AnYlbHRnmuP0gSAAAAAIAfXxwOGQ/0khwy4Ea7NpYHAMCKAx9WDYR9l99SAAAAAElFTkSuQmCC"/>
   </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(#p80d67bfe35)">
    <image height="128.16" id="image82b34ada89" 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="m60a1ea5f77" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m60a1ea5f77" 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="#m60a1ea5f77" 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="#m60a1ea5f77" 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="#m60a1ea5f77" 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="#m60a1ea5f77" 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="p477b89c459">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p20d756b743">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p8a2dfb2a6e">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="pdb3c1401af">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p44ef1f596d">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="pf976edf408">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p80d67bfe35">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>