highspeed-fmriprep/fmriprep/sub-15/figures/sub-15_ses-02_task-highspeed_rec-prenorm_run-04_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#pe7f83b402e)" d="M 18.697188 23.19969 
L 372.281346 23.19969 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#pe7f83b402e)" d="M 18.697188 23.993719 
L 19.365589 24.166299 
L 20.03399 24.131512 
L 21.370792 23.771551 
L 23.375995 23.968266 
L 24.044396 24.001389 
L 24.712797 24.206182 
L 25.381198 24.092256 
L 26.049599 24.122139 
L 26.718 24.040081 
L 27.386401 24.090835 
L 32.73361 23.666613 
L 34.070412 23.762922 
L 35.407214 23.933978 
L 36.744016 23.864275 
L 37.412417 24.001171 
L 40.754422 23.964438 
L 44.096428 24.130411 
L 48.106834 23.739222 
L 48.775235 23.91572 
L 50.112037 23.970519 
L 50.780438 23.781052 
L 51.448839 23.927141 
L 54.122443 23.900676 
L 55.459246 23.790117 
L 56.796048 23.868846 
L 58.13285 23.79575 
L 59.469652 23.93038 
L 60.806454 23.434612 
L 62.143256 23.844621 
L 62.811657 23.99879 
L 65.485261 23.789143 
L 73.506074 23.818208 
L 74.842876 23.979213 
L 76.179678 23.499629 
L 77.51648 23.733435 
L 78.853283 24.101372 
L 81.526887 24.194198 
L 83.53209 23.511113 
L 84.868892 23.748198 
L 85.537293 24.079632 
L 88.879298 24.274694 
L 90.2161 24.032706 
L 90.884502 23.662823 
L 92.221304 23.327574 
L 93.558106 23.435444 
L 94.894908 23.847643 
L 95.563309 23.864941 
L 96.23171 23.72912 
L 96.900111 23.743281 
L 97.568512 23.640788 
L 99.573715 23.897065 
L 101.578918 23.577013 
L 103.584122 23.934887 
L 106.926127 23.344948 
L 107.594528 23.429708 
L 108.262929 23.657561 
L 110.268132 23.798733 
L 111.604934 23.522022 
L 112.941736 23.622658 
L 113.610137 23.49484 
L 114.278538 23.513905 
L 115.615341 23.83918 
L 117.620544 23.811307 
L 118.288945 23.86585 
L 119.625747 23.386253 
L 121.63095 23.813714 
L 123.636153 24.205452 
L 124.972955 23.867438 
L 126.978159 23.701541 
L 128.314961 23.89202 
L 128.983362 23.768146 
L 132.325367 24.139872 
L 132.993768 24.03857 
L 134.998971 23.976793 
L 135.667372 23.86722 
L 136.335773 23.933427 
L 137.004174 23.809437 
L 137.672575 23.540101 
L 139.677779 23.81388 
L 141.014581 23.65025 
L 141.682982 23.452294 
L 143.019784 23.589702 
L 143.688185 23.415778 
L 145.693388 23.397712 
L 146.361789 23.47575 
L 147.03019 23.424971 
L 148.366992 23.55471 
L 149.703794 23.636064 
L 153.0458 23.764189 
L 155.719404 23.712002 
L 156.387805 23.864429 
L 157.724607 23.87914 
L 158.393008 23.728352 
L 159.061409 23.70948 
L 160.398211 23.877911 
L 161.066612 23.741104 
L 161.735013 23.455251 
L 163.071816 23.271545 
L 165.077019 23.664897 
L 165.74542 23.660442 
L 166.413821 23.492382 
L 167.750623 23.667317 
L 168.419024 23.748172 
L 171.092628 23.558768 
L 172.42943 23.811985 
L 173.766232 23.516452 
L 175.103035 23.533712 
L 175.771436 23.447595 
L 176.439837 23.493188 
L 177.108238 23.746405 
L 178.44504 23.835877 
L 182.455446 23.185646 
L 183.123847 23.23275 
L 184.460649 23.561163 
L 185.797451 23.575336 
L 186.465852 23.732872 
L 189.807858 23.650301 
L 191.813061 24.056009 
L 193.149863 23.574056 
L 195.823467 23.741181 
L 196.491868 23.902225 
L 199.165473 23.775892 
L 199.833874 23.538385 
L 201.170676 23.636358 
L 202.507478 23.471269 
L 203.84428 23.779323 
L 205.181082 23.599573 
L 205.849483 23.785328 
L 207.186285 23.806352 
L 207.854686 23.483803 
L 209.859889 23.688072 
L 210.52829 23.545824 
L 212.533494 23.725433 
L 213.870296 23.129515 
L 214.538697 23.180102 
L 216.5439 23.620418 
L 217.880702 23.782012 
L 218.549103 23.747135 
L 219.885905 23.429593 
L 221.222707 23.414446 
L 223.227911 23.550152 
L 225.233114 23.815993 
L 227.238317 23.765726 
L 231.917124 23.552635 
L 232.585525 23.700555 
L 234.590728 23.659238 
L 235.25913 23.565119 
L 236.595932 23.736111 
L 237.264333 23.633247 
L 239.269536 23.900125 
L 241.274739 23.634246 
L 242.611541 23.555644 
L 244.616744 23.503367 
L 246.621947 23.680287 
L 249.295552 23.409094 
L 251.300755 23.669968 
L 252.637557 23.018661 
L 253.305958 23.046573 
L 255.311161 23.692297 
L 256.647963 23.60353 
L 257.316364 23.430976 
L 258.653166 23.354525 
L 260.65837 23.64034 
L 261.995172 23.532265 
L 263.331974 23.182663 
L 264.000375 23.19174 
L 264.668776 23.08218 
L 265.337177 23.122844 
L 266.673979 23.513175 
L 268.010781 23.272301 
L 269.347583 23.477043 
L 270.015984 23.50411 
L 270.684385 23.374806 
L 272.021188 23.402526 
L 272.689589 23.265387 
L 273.35799 23.289201 
L 274.694792 23.660826 
L 276.031594 23.557014 
L 277.368396 23.559805 
L 280.042 23.346216 
L 281.378802 23.535223 
L 282.715604 23.315718 
L 284.052407 23.411245 
L 285.389209 23.361977 
L 286.05761 23.418095 
L 287.394412 23.257384 
L 288.062813 23.264785 
L 288.731214 23.511446 
L 290.068016 23.636358 
L 291.404818 23.391989 
L 293.410021 23.456532 
L 294.078422 23.541752 
L 296.752027 23.09926 
L 298.088829 23.268063 
L 299.425631 23.120872 
L 300.762433 23.470398 
L 302.099235 23.215709 
L 303.436037 23.259254 
L 304.104438 23.158259 
L 306.778042 23.231969 
L 307.446444 23.136851 
L 309.451647 23.325615 
L 310.788449 23.683437 
L 312.793652 23.53028 
L 314.130454 23.108747 
L 314.798855 23.123523 
L 316.135657 23.431667 
L 318.14086 23.584043 
L 319.477663 23.333886 
L 321.482866 23.623811 
L 322.819668 23.482472 
L 323.488069 23.28198 
L 326.161673 23.46415 
L 326.830074 23.694243 
L 327.498475 23.727251 
L 328.166876 23.591763 
L 332.177283 23.537028 
L 332.845684 23.62591 
L 333.514085 23.599087 
L 334.850887 23.365908 
L 335.519288 23.44739 
L 336.85609 23.330941 
L 337.524491 23.453254 
L 338.861293 23.328188 
L 339.529694 23.179564 
L 341.534897 23.169936 
L 345.545304 23.601046 
L 347.550507 23.531753 
L 348.887309 23.100067 
L 351.560913 23.288792 
L 352.229314 23.332746 
L 354.234517 23.731361 
L 355.57132 23.233749 
L 356.908122 23.247359 
L 360.918528 23.464175 
L 361.586929 23.489616 
L 363.592132 23.13351 
L 364.928934 23.27618 
L 366.265736 23.239869 
L 367.602539 23.262672 
L 368.27094 23.261891 
L 368.939341 23.510678 
L 369.607742 23.594618 
L 370.276143 23.372566 
L 372.281346 23.249741 
L 372.281346 23.249741 
" 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: 525.263 $\bullet$ mean: 522.406 $\bullet$ $\sigma$: 1.219 -->
    <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 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <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 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 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 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"/>
     <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"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
    </defs>
    <g style="fill:#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-32"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.173828 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 524.40 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.027502)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <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-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p50b3ee929d)" d="M 18.697188 50.657347 
L 372.281346 50.657347 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p50b3ee929d)" d="M 18.697188 51.570491 
L 19.365589 51.767516 
L 20.03399 52.69565 
L 21.370792 52.279562 
L 22.039193 51.623705 
L 22.707594 52.224138 
L 23.375995 52.191553 
L 24.044396 51.869115 
L 24.712797 52.634032 
L 25.381198 52.243403 
L 26.049599 52.233754 
L 26.718 51.729842 
L 27.386401 52.742908 
L 28.054802 52.541302 
L 28.723203 52.525513 
L 29.391604 51.52516 
L 30.060005 52.136628 
L 30.728407 52.050558 
L 31.396808 52.14567 
L 32.065209 51.524413 
L 33.402011 51.671094 
L 34.738813 51.509025 
L 35.407214 52.095141 
L 36.744016 51.45307 
L 37.412417 51.515262 
L 38.080818 51.72682 
L 38.749219 52.322694 
L 39.41762 51.571 
L 40.754422 51.267546 
L 41.422823 51.690554 
L 42.759626 51.560344 
L 43.428027 51.774176 
L 44.096428 51.667033 
L 44.764829 52.063737 
L 45.43323 52.169527 
L 46.101631 51.359572 
L 46.770032 51.663297 
L 49.443636 51.675555 
L 50.112037 52.508219 
L 50.780438 51.699249 
L 51.448839 51.466055 
L 52.11724 51.38123 
L 52.785641 52.404768 
L 53.454042 51.803653 
L 54.122443 52.072389 
L 55.459246 51.891543 
L 56.127647 51.420193 
L 56.796048 51.585457 
L 57.464449 52.124456 
L 58.13285 51.679432 
L 58.801251 51.508516 
L 59.469652 52.281619 
L 60.806454 51.282847 
L 62.143256 51.201574 
L 62.811657 52.127141 
L 63.480058 51.598831 
L 64.148459 51.519605 
L 64.81686 51.981608 
L 65.485261 51.947497 
L 66.153662 51.775097 
L 66.822064 51.90117 
L 67.490465 52.208836 
L 68.827267 52.028704 
L 69.495668 51.436913 
L 70.164069 52.093463 
L 70.83247 52.054662 
L 71.500871 51.333463 
L 72.169272 51.258698 
L 72.837673 51.654157 
L 74.174475 51.502722 
L 74.842876 52.578684 
L 76.179678 51.156157 
L 76.848079 51.583356 
L 77.51648 51.016439 
L 78.184881 51.264654 
L 79.521684 52.392347 
L 80.190085 51.863278 
L 81.526887 52.902237 
L 82.195288 52.74894 
L 83.53209 51.221468 
L 84.200491 51.399206 
L 84.868892 50.750443 
L 85.537293 51.861903 
L 86.205694 51.836487 
L 87.542496 52.005411 
L 88.210897 52.569988 
L 88.879298 52.201862 
L 89.547699 52.414244 
L 90.884502 52.281944 
L 91.552903 51.700592 
L 92.221304 50.715508 
L 92.889705 50.890832 
L 93.558106 50.774051 
L 94.226507 51.044454 
L 94.894908 51.729095 
L 95.563309 51.971754 
L 96.23171 51.430253 
L 96.900111 51.305751 
L 97.568512 51.590092 
L 98.236913 51.205852 
L 98.905314 51.680439 
L 99.573715 51.95786 
L 100.242116 52.054976 
L 100.910517 51.665484 
L 101.578918 51.435766 
L 102.247319 51.496528 
L 102.915721 51.192316 
L 103.584122 51.535285 
L 104.252523 52.089402 
L 105.589325 51.274 
L 106.257726 51.316038 
L 107.594528 50.858507 
L 108.262929 51.175606 
L 108.93133 51.987543 
L 109.599731 51.579262 
L 110.268132 51.97157 
L 110.936533 52.126004 
L 111.604934 51.87675 
L 112.273335 51.447093 
L 112.941736 51.287569 
L 113.610137 51.5744 
L 114.278538 50.931322 
L 114.94694 50.595326 
L 116.283742 52.168465 
L 116.952143 51.543754 
L 117.620544 51.519139 
L 118.957346 52.06548 
L 119.625747 51.428986 
L 120.294148 51.019212 
L 120.962549 51.023857 
L 121.63095 51.500307 
L 122.299351 51.183609 
L 122.967752 51.53313 
L 123.636153 52.654564 
L 124.304554 52.03518 
L 124.972955 51.816334 
L 125.641356 52.007209 
L 126.309757 51.829676 
L 126.978159 51.434488 
L 127.64656 52.061582 
L 128.314961 52.120666 
L 128.983362 51.224337 
L 129.651763 51.075415 
L 130.320164 51.87218 
L 130.988565 51.619536 
L 131.656966 51.829925 
L 132.325367 52.568938 
L 132.993768 52.233787 
L 133.662169 51.758117 
L 134.998971 52.656405 
L 135.667372 51.768523 
L 136.335773 52.268711 
L 137.672575 51.504953 
L 139.009378 50.969311 
L 139.677779 51.648255 
L 140.34618 51.248021 
L 141.014581 51.539931 
L 141.682982 50.99647 
L 143.019784 50.613108 
L 143.688185 50.891731 
L 144.356586 50.986529 
L 145.024987 50.276062 
L 145.693388 50.84953 
L 146.361789 50.867495 
L 147.03019 50.422461 
L 148.366992 51.074527 
L 149.703794 50.5635 
L 150.372195 51.286085 
L 151.040597 51.322374 
L 151.708998 51.006412 
L 152.377399 51.952651 
L 153.714201 51.400961 
L 154.382602 51.421948 
L 155.051003 52.038212 
L 155.719404 51.74628 
L 156.387805 51.884525 
L 157.056206 51.505451 
L 158.393008 52.062047 
L 159.061409 51.33016 
L 160.398211 51.78702 
L 161.066612 52.479565 
L 163.071816 50.785714 
L 163.740217 51.39338 
L 164.408618 50.919475 
L 165.077019 51.297542 
L 165.74542 51.851442 
L 166.413821 51.600661 
L 167.082222 50.961395 
L 168.419024 52.018135 
L 169.087425 51.333636 
L 169.755826 51.566679 
L 170.424227 51.291045 
L 171.092628 51.257431 
L 171.761029 50.811747 
L 172.42943 51.460467 
L 173.097831 51.395524 
L 174.434633 50.84587 
L 175.103035 51.131207 
L 175.771436 51.120161 
L 176.439837 50.96655 
L 177.108238 51.501877 
L 177.776639 51.83653 
L 178.44504 51.651363 
L 179.113441 51.338563 
L 179.781842 51.590904 
L 180.450243 52.024308 
L 181.118644 51.247555 
L 181.787045 50.972841 
L 182.455446 50.983226 
L 183.123847 50.497334 
L 183.792248 50.497507 
L 184.460649 51.199853 
L 185.12905 51.454684 
L 185.797451 50.818613 
L 186.465852 51.502278 
L 187.134254 51.997473 
L 187.802655 51.544523 
L 188.471056 50.852302 
L 189.139457 51.46221 
L 189.807858 51.457337 
L 190.476259 51.907645 
L 191.14466 51.429485 
L 191.813061 52.020463 
L 192.481462 51.933365 
L 193.149863 51.570014 
L 193.818264 51.466823 
L 194.486665 51.879121 
L 195.155066 51.642386 
L 195.823467 50.947837 
L 196.491868 51.617392 
L 197.160269 51.92129 
L 198.497071 51.479753 
L 199.165473 52.198289 
L 199.833874 51.640934 
L 201.170676 51.470592 
L 201.839077 52.005779 
L 202.507478 51.38541 
L 203.175879 51.143747 
L 203.84428 51.755528 
L 204.512681 52.154377 
L 205.181082 51.661531 
L 205.849483 51.578125 
L 206.517884 51.059204 
L 207.186285 51.720615 
L 207.854686 51.204867 
L 208.523087 51.564914 
L 209.191488 51.271791 
L 209.859889 51.856846 
L 211.196692 51.254291 
L 211.865093 51.001614 
L 212.533494 51.981197 
L 213.870296 51.481248 
L 214.538697 50.927164 
L 215.875499 50.729142 
L 216.5439 51.653355 
L 217.212301 51.147104 
L 217.880702 51.21327 
L 218.549103 51.625774 
L 219.217504 51.529102 
L 219.885905 51.003986 
L 221.222707 52.028044 
L 221.891108 51.47775 
L 222.559509 51.215956 
L 223.227911 51.67666 
L 223.896312 51.129821 
L 224.564713 51.384717 
L 225.233114 52.252597 
L 225.901515 51.677559 
L 226.569916 51.474187 
L 227.238317 52.127921 
L 227.906718 51.932087 
L 228.575119 51.479656 
L 229.24352 52.303548 
L 229.911921 52.248179 
L 230.580322 51.69664 
L 231.248723 51.431737 
L 231.917124 51.699921 
L 232.585525 51.579555 
L 234.590728 52.22808 
L 235.25913 51.290211 
L 235.927531 51.588673 
L 236.595932 52.097394 
L 237.264333 51.476202 
L 237.932734 51.129084 
L 238.601135 51.022753 
L 239.937937 52.008162 
L 240.606338 51.545616 
L 241.274739 51.428044 
L 241.94314 51.473148 
L 242.611541 51.791178 
L 243.948343 51.033463 
L 244.616744 51.114616 
L 245.285145 51.572429 
L 245.953546 51.118894 
L 246.621947 51.958521 
L 247.290349 52.207591 
L 247.95875 51.651536 
L 248.627151 51.90183 
L 249.295552 51.895582 
L 250.632354 51.147905 
L 251.300755 52.483009 
L 251.969156 52.013684 
L 253.305958 50.5413 
L 253.974359 50.145484 
L 254.64276 50.257977 
L 255.311161 51.40448 
L 255.979562 51.759037 
L 256.647963 51.02037 
L 257.316364 51.405704 
L 258.653166 50.735651 
L 259.321568 51.263939 
L 259.989969 51.098308 
L 260.65837 51.434672 
L 261.326771 50.943808 
L 261.995172 51.447028 
L 263.331974 51.257323 
L 264.000375 50.790987 
L 265.337177 51.001928 
L 266.005578 50.673448 
L 266.673979 51.278396 
L 267.34238 51.513703 
L 268.010781 51.396023 
L 268.679182 51.080386 
L 269.347583 51.349587 
L 270.015984 51.836747 
L 270.684385 51.338801 
L 271.352787 51.310743 
L 272.021188 51.815609 
L 272.689589 51.536076 
L 273.35799 50.778989 
L 274.026391 51.073227 
L 274.694792 51.679909 
L 275.363193 51.685735 
L 276.031594 50.931972 
L 276.699995 51.481638 
L 278.705198 51.565607 
L 280.042 51.258482 
L 280.710401 50.7103 
L 281.378802 51.529524 
L 282.047203 51.594683 
L 282.715604 50.92986 
L 283.384006 50.654096 
L 284.052407 50.50382 
L 285.389209 50.542773 
L 286.05761 50.801416 
L 286.726011 51.216389 
L 288.062813 50.155891 
L 288.731214 51.09547 
L 290.068016 51.907147 
L 290.736417 51.098752 
L 291.404818 50.916833 
L 292.073219 50.566229 
L 292.74162 51.423702 
L 293.410021 51.206837 
L 294.078422 51.380526 
L 294.746823 50.764391 
L 295.415225 51.190908 
L 296.083626 51.230369 
L 296.752027 50.917873 
L 298.75723 50.499813 
L 299.425631 50.015697 
L 300.094032 50.204979 
L 300.762433 50.981331 
L 301.430834 51.524651 
L 302.099235 51.074863 
L 302.767636 50.938773 
L 303.436037 51.329228 
L 304.104438 51.36399 
L 304.772839 50.84601 
L 305.44124 50.867679 
L 306.109641 51.452778 
L 306.778042 51.175184 
L 307.446444 50.665294 
L 308.114845 50.340159 
L 308.783246 50.970968 
L 309.451647 50.582981 
L 310.120048 50.971628 
L 310.788449 51.14601 
L 311.45685 52.034845 
L 312.125251 51.353583 
L 312.793652 51.488373 
L 313.462053 50.901271 
L 314.130454 51.369058 
L 314.798855 50.788486 
L 315.467256 50.661319 
L 316.135657 51.314696 
L 316.804058 51.223568 
L 317.472459 50.639813 
L 318.14086 51.652056 
L 318.809261 51.389666 
L 319.477663 51.339538 
L 320.146064 51.521142 
L 320.814465 51.94101 
L 322.151267 51.398578 
L 322.819668 51.414768 
L 323.488069 50.909047 
L 324.15647 50.890746 
L 324.824871 50.717468 
L 325.493272 51.384262 
L 326.161673 50.823442 
L 326.830074 51.183197 
L 328.166876 51.408249 
L 328.835277 51.118602 
L 329.503678 51.522594 
L 330.172079 51.094615 
L 330.84048 51.445566 
L 331.508882 51.342981 
L 332.177283 51.482699 
L 332.845684 51.328719 
L 333.514085 51.495434 
L 334.182486 51.42446 
L 334.850887 51.002567 
L 335.519288 51.009444 
L 336.187689 51.199354 
L 336.85609 50.782292 
L 337.524491 51.20596 
L 338.192892 51.798542 
L 338.861293 51.945677 
L 339.529694 51.086482 
L 340.866496 50.957756 
L 341.534897 51.183945 
L 342.203298 50.793175 
L 343.540101 51.198542 
L 344.208502 51.119219 
L 344.876903 51.312118 
L 345.545304 51.881266 
L 346.213705 51.643317 
L 346.882106 51.048201 
L 347.550507 51.832296 
L 348.218908 51.236715 
L 348.887309 51.428239 
L 349.55571 50.527309 
L 350.224111 50.729186 
L 350.892512 50.434286 
L 351.560913 49.966911 
L 352.229314 50.740231 
L 352.897715 50.716071 
L 353.566116 50.941242 
L 354.234517 51.894304 
L 354.902918 51.590741 
L 355.57132 51.473711 
L 356.239721 50.743285 
L 356.908122 51.059518 
L 357.576523 51.025882 
L 358.244924 50.786407 
L 359.581726 51.258677 
L 360.250127 51.374678 
L 360.918528 51.149551 
L 361.586929 51.534516 
L 362.25533 51.503653 
L 362.923731 51.871985 
L 363.592132 50.80173 
L 364.260533 50.663691 
L 364.928934 51.471924 
L 366.265736 50.805314 
L 366.934137 50.918641 
L 367.602539 51.393597 
L 368.27094 50.488594 
L 369.607742 51.840147 
L 370.276143 51.934458 
L 370.944544 51.336235 
L 371.612945 50.928139 
L 372.281346 50.776596 
L 372.281346 50.776596 
" 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: 580.036 $\bullet$ mean: 571.659 $\bullet$ $\sigma$: 2.828 -->
    <defs>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <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:#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-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1521.833984 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1585.457031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.244141 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.841797 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.628906 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.007812 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.699219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.486328 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.865234 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.488281 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(2063.111328 0.78125)" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 576.14 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.485159)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-36"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_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(#p5669dcf964)" d="M 18.697188 78.739443 
L 372.281346 78.739443 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p5669dcf964)" d="M 18.697188 79.498309 
L 19.365589 79.522969 
L 20.03399 79.413595 
L 20.702391 79.484087 
L 21.370792 79.41712 
L 22.039193 79.201847 
L 22.707594 79.150826 
L 23.375995 79.305835 
L 24.044396 79.322965 
L 24.712797 79.451935 
L 26.718 79.442593 
L 28.054802 79.377782 
L 34.070412 79.15509 
L 38.080818 79.209549 
L 38.749219 79.115925 
L 39.41762 79.202919 
L 40.086021 78.953644 
L 41.422823 79.215699 
L 42.759626 79.19916 
L 44.096428 79.247248 
L 48.106834 79.073506 
L 48.775235 79.179738 
L 50.780438 79.124132 
L 51.448839 79.241739 
L 52.11724 79.165836 
L 54.122443 79.207898 
L 54.790845 79.058151 
L 56.127647 79.066703 
L 56.796048 78.889166 
L 58.13285 79.149125 
L 58.801251 79.045704 
L 59.469652 79.208144 
L 60.138053 79.246213 
L 60.806454 79.074036 
L 61.474855 79.133227 
L 62.811657 79.021191 
L 63.480058 79.120669 
L 64.81686 79.04505 
L 65.485261 79.202993 
L 66.153662 79.105511 
L 66.822064 79.176028 
L 67.490465 79.113029 
L 68.158866 79.220456 
L 68.827267 79.189991 
L 69.495668 79.01344 
L 75.511277 79.196942 
L 76.179678 78.942997 
L 76.848079 78.909525 
L 77.51648 79.09214 
L 78.184881 79.007549 
L 79.521684 79.147092 
L 80.190085 79.284047 
L 82.863689 79.23973 
L 83.53209 79.03216 
L 85.537293 78.906764 
L 88.879298 79.48113 
L 90.884502 79.16734 
L 94.894908 79.023299 
L 96.23171 79.122272 
L 102.915721 79.020514 
L 103.584122 78.944192 
L 104.252523 78.979857 
L 104.920924 79.142335 
L 105.589325 79.03041 
L 108.93133 78.977799 
L 109.599731 79.165282 
L 111.604934 79.120756 
L 112.273335 78.899506 
L 112.941736 78.820029 
L 113.610137 78.856693 
L 114.278538 79.007869 
L 114.94694 79.0381 
L 116.283742 78.980091 
L 116.952143 79.153944 
L 118.288945 79.070462 
L 118.957346 78.896659 
L 119.625747 78.967583 
L 120.962549 78.705849 
L 121.63095 78.744102 
L 122.299351 79.021499 
L 122.967752 78.937414 
L 124.304554 79.351212 
L 128.314961 78.952646 
L 130.320164 79.068774 
L 130.988565 79.226618 
L 131.656966 79.126055 
L 132.993768 79.230155 
L 134.998971 79.160266 
L 137.672575 78.760825 
L 138.340976 78.932373 
L 143.019784 78.970922 
L 143.688185 78.877766 
L 144.356586 79.04664 
L 145.693388 78.880453 
L 147.03019 78.943366 
L 147.698591 78.841448 
L 149.035393 78.899518 
L 149.703794 78.817355 
L 151.040597 79.029572 
L 152.377399 79.040663 
L 153.0458 79.166539 
L 155.051003 78.95463 
L 158.393008 78.810281 
L 159.061409 79.029917 
L 160.398211 79.047836 
L 161.066612 78.993081 
L 161.735013 79.159034 
L 165.74542 78.874242 
L 167.082222 79.004061 
L 168.419024 79.036941 
L 170.424227 79.037225 
L 171.761029 79.002398 
L 172.42943 78.839982 
L 174.434633 78.915564 
L 175.103035 78.790612 
L 178.44504 79.130701 
L 180.450243 78.880823 
L 181.118644 78.98459 
L 181.787045 78.702275 
L 183.792248 78.784512 
L 184.460649 78.754146 
L 185.797451 78.934358 
L 187.802655 79.029066 
L 189.139457 78.869768 
L 191.813061 79.028968 
L 195.155066 78.911768 
L 196.491868 78.990049 
L 197.82867 79.077807 
L 199.833874 78.996125 
L 201.839077 78.818674 
L 205.181082 79.043744 
L 205.849483 79.168498 
L 207.186285 79.07199 
L 211.196692 78.984417 
L 213.870296 78.928701 
L 216.5439 78.790292 
L 217.880702 79.090772 
L 218.549103 79.060196 
L 219.217504 79.268494 
L 219.885905 79.245547 
L 221.222707 78.90955 
L 223.227911 78.80211 
L 223.896312 78.98019 
L 224.564713 78.960459 
L 226.569916 79.221676 
L 227.238317 79.111427 
L 227.906718 79.171752 
L 231.248723 78.951512 
L 233.253926 78.998405 
L 235.25913 79.165479 
L 236.595932 78.98772 
L 249.963953 79.076612 
L 250.632354 78.932595 
L 251.969156 78.931954 
L 252.637557 78.811748 
L 253.305958 78.820559 
L 253.974359 78.716053 
L 255.311161 78.892346 
L 255.979562 79.046049 
L 257.316364 78.945757 
L 257.984765 79.069945 
L 259.989969 78.936379 
L 260.65837 79.043325 
L 261.995172 78.880736 
L 262.663573 79.00994 
L 264.000375 78.949393 
L 265.337177 78.842027 
L 266.005578 78.967595 
L 267.34238 78.924166 
L 276.699995 78.924856 
L 277.368396 79.046492 
L 279.373599 78.972204 
L 280.042 78.779989 
L 284.052407 78.987683 
L 284.720808 78.949306 
L 285.389209 79.027378 
L 286.726011 78.89014 
L 287.394412 78.950662 
L 288.062813 78.812031 
L 289.399615 78.803269 
L 290.068016 78.922009 
L 290.736417 78.783267 
L 296.083626 78.878469 
L 296.752027 78.831552 
L 297.420428 78.672944 
L 298.75723 78.643675 
L 299.425631 78.785646 
L 300.762433 78.867883 
L 302.767636 79.024815 
L 304.104438 78.756697 
L 307.446444 78.8544 
L 308.783246 78.688398 
L 310.788449 78.849606 
L 311.45685 78.854943 
L 312.125251 78.982531 
L 313.462053 78.842348 
L 314.130454 78.744398 
L 314.798855 78.817983 
L 315.467256 78.541424 
L 316.135657 78.53525 
L 317.472459 78.794088 
L 320.814465 78.994091 
L 325.493272 78.694129 
L 330.172079 78.951599 
L 330.84048 78.771313 
L 331.508882 78.887638 
L 332.845684 78.769699 
L 337.524491 78.841214 
L 338.192892 78.990653 
L 338.861293 78.899173 
L 339.529694 78.966215 
L 340.866496 78.754947 
L 343.540101 78.815506 
L 347.550507 79.083414 
L 348.887309 78.887293 
L 350.224111 78.596832 
L 352.229314 78.63246 
L 354.902918 79.061909 
L 357.576523 78.775331 
L 359.581726 78.798204 
L 360.918528 78.947803 
L 362.25533 78.980375 
L 363.592132 78.911756 
L 364.260533 78.674534 
L 366.265736 78.737287 
L 371.612945 78.991811 
L 372.281346 78.939928 
L 372.281346 78.939928 
" 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: 552.432 $\bullet$ mean: 550.043 $\bullet$ $\sigma$: 0.832 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 551.27 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.567255)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-35"/>
     <use x="127.246094" xlink:href="#DejaVuSans-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
    <g id="xtick_19"/>
    <g id="xtick_20"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#pbd11440886)" d="M 18.697188 105.241752 
L 372.281346 105.241752 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#pbd11440886)" d="M 19.365589 109.884888 
L 20.03399 109.086484 
L 21.370792 114.347173 
L 22.039193 111.388956 
L 22.707594 111.151419 
L 23.375995 111.957269 
L 24.044396 113.275986 
L 24.712797 111.806576 
L 25.381198 110.868141 
L 26.718 101.533374 
L 27.386401 100.605042 
L 28.054802 111.569316 
L 28.723203 114.627128 
L 29.391604 112.283525 
L 30.060005 112.980738 
L 30.728407 111.888619 
L 31.396808 113.132352 
L 32.065209 109.313282 
L 32.73361 108.866696 
L 33.402011 113.629281 
L 34.070412 113.423974 
L 34.738813 109.372357 
L 35.407214 106.583732 
L 36.075615 110.485378 
L 37.412417 110.344645 
L 38.080818 109.861528 
L 38.749219 105.220028 
L 39.41762 106.42606 
L 40.086021 110.266338 
L 40.754422 112.059269 
L 41.422823 110.484093 
L 42.091224 110.604786 
L 42.759626 112.152476 
L 43.428027 110.911005 
L 44.096428 110.603811 
L 44.764829 111.148375 
L 45.43323 111.402129 
L 46.101631 108.852128 
L 47.438433 111.793628 
L 48.106834 114.290439 
L 49.443636 111.098508 
L 50.112037 105.42824 
L 50.780438 110.960147 
L 51.448839 112.188531 
L 52.11724 112.194419 
L 52.785641 108.25789 
L 53.454042 107.961664 
L 54.122443 109.333122 
L 54.790845 109.19066 
L 55.459246 110.730535 
L 56.127647 108.508071 
L 56.796048 109.213404 
L 57.464449 108.388799 
L 58.13285 111.3632 
L 58.801251 112.366127 
L 59.469652 108.162896 
L 60.138053 112.09549 
L 60.806454 110.950547 
L 61.474855 108.454544 
L 62.143256 111.95021 
L 62.811657 106.68185 
L 63.480058 109.764835 
L 64.148459 111.598897 
L 64.81686 108.0554 
L 65.485261 112.610223 
L 66.153662 111.711163 
L 66.822064 113.201198 
L 67.490465 113.183114 
L 68.158866 114.024183 
L 68.827267 110.523022 
L 69.495668 105.367767 
L 70.164069 105.898545 
L 70.83247 109.056627 
L 71.500871 109.093071 
L 72.169272 110.141543 
L 72.837673 109.661414 
L 73.506074 110.193031 
L 74.174475 110.908717 
L 74.842876 104.241912 
L 75.511277 109.210194 
L 76.179678 111.021764 
L 76.848079 110.401684 
L 77.51648 112.22241 
L 78.184881 112.583267 
L 78.853283 112.630233 
L 79.521684 111.467429 
L 80.190085 109.002515 
L 80.858486 107.980945 
L 81.526887 107.447629 
L 82.195288 107.608146 
L 82.863689 104.660311 
L 83.53209 102.893811 
L 84.200491 103.219757 
L 84.868892 102.682921 
L 85.537293 107.287948 
L 86.874095 112.331549 
L 87.542496 114.114014 
L 88.210897 114.904268 
L 88.879298 111.633947 
L 89.547699 113.985254 
L 90.2161 113.615382 
L 90.884502 115.116189 
L 91.552903 110.961292 
L 92.221304 114.134078 
L 92.889705 112.664528 
L 93.558106 110.62103 
L 94.226507 110.435537 
L 94.894908 109.849446 
L 95.563309 111.410696 
L 96.23171 111.589379 
L 96.900111 115.022952 
L 97.568512 114.051476 
L 98.236913 113.852642 
L 98.905314 114.477885 
L 100.242116 112.723441 
L 100.910517 114.381554 
L 101.578918 112.873994 
L 102.247319 112.831159 
L 102.915721 110.644527 
L 103.584122 110.345956 
L 104.252523 110.242199 
L 104.920924 113.250257 
L 105.589325 114.285136 
L 106.257726 114.334837 
L 106.926127 114.258403 
L 107.594528 110.311744 
L 108.262929 111.316204 
L 108.93133 105.524488 
L 109.599731 107.014969 
L 110.268132 110.613356 
L 110.936533 112.580446 
L 111.604934 110.10133 
L 112.273335 104.036435 
L 112.941736 110.782495 
L 113.610137 112.509787 
L 114.278538 113.893191 
L 114.94694 108.424937 
L 115.615341 113.099478 
L 116.283742 112.759046 
L 116.952143 113.326022 
L 117.620544 112.130457 
L 118.288945 112.144662 
L 118.957346 108.272763 
L 119.625747 110.377602 
L 120.294148 107.3571 
L 120.962549 107.101702 
L 121.63095 102.823318 
L 122.299351 101.391916 
L 122.967752 101.687866 
L 123.636153 101.657194 
L 124.304554 109.12028 
L 124.972955 112.13721 
L 125.641356 112.0735 
L 126.309757 113.302775 
L 126.978159 112.468765 
L 127.64656 113.727482 
L 128.314961 111.668189 
L 128.983362 111.864454 
L 129.651763 112.663331 
L 130.320164 110.809202 
L 130.988565 108.127037 
L 131.656966 112.150131 
L 132.325367 111.29667 
L 132.993768 112.697429 
L 133.662169 110.827482 
L 134.33057 110.841042 
L 135.667372 107.671353 
L 136.335773 107.379871 
L 137.004174 111.283749 
L 137.672575 111.501142 
L 138.340976 109.491184 
L 139.009378 109.524281 
L 139.677779 113.036017 
L 140.34618 113.504204 
L 141.014581 113.601709 
L 141.682982 112.201535 
L 142.351383 111.586312 
L 143.019784 110.799548 
L 143.688185 110.709381 
L 144.356586 110.141011 
L 145.024987 107.246284 
L 145.693388 109.268827 
L 146.361789 110.712421 
L 147.03019 108.526684 
L 147.698591 109.152456 
L 148.366992 112.751096 
L 149.035393 113.173177 
L 149.703794 109.718424 
L 150.372195 109.348891 
L 151.040597 111.43199 
L 151.708998 110.796058 
L 152.377399 107.186786 
L 153.0458 112.600093 
L 153.714201 111.388427 
L 154.382602 107.811833 
L 155.051003 109.223141 
L 155.719404 111.515653 
L 156.387805 111.310066 
L 157.056206 107.289844 
L 157.724607 107.041283 
L 158.393008 106.008552 
L 159.061409 112.679655 
L 159.72981 113.779388 
L 160.398211 112.044951 
L 161.066612 107.543711 
L 161.735013 111.259667 
L 162.403414 111.257212 
L 163.071816 107.344209 
L 163.740217 110.915051 
L 164.408618 110.859099 
L 165.077019 114.570787 
L 165.74542 112.643181 
L 166.413821 114.566598 
L 167.082222 111.243758 
L 167.750623 110.822568 
L 168.419024 110.952809 
L 169.087425 108.63895 
L 169.755826 105.601873 
L 170.424227 110.992546 
L 171.092628 111.695285 
L 171.761029 105.180208 
L 172.42943 102.555056 
L 173.097831 106.768833 
L 173.766232 109.65491 
L 174.434633 108.743545 
L 175.103035 109.120363 
L 175.771436 110.63766 
L 176.439837 109.859602 
L 177.108238 110.235419 
L 177.776639 114.838213 
L 178.44504 114.755748 
L 179.113441 110.411146 
L 179.781842 111.132021 
L 180.450243 106.481789 
L 181.118644 104.808968 
L 181.787045 108.550377 
L 182.455446 108.989288 
L 183.123847 109.577358 
L 183.792248 109.129768 
L 184.460649 110.857229 
L 185.12905 112.214286 
L 185.797451 112.168215 
L 186.465852 113.247995 
L 187.134254 110.635874 
L 187.802655 112.281848 
L 189.139457 112.442731 
L 189.807858 114.578737 
L 190.476259 114.051895 
L 191.14466 113.064707 
L 191.813061 110.872213 
L 192.481462 114.011263 
L 193.149863 113.023236 
L 193.818264 113.854821 
L 194.486665 112.856775 
L 195.823467 102.834452 
L 196.491868 106.585545 
L 197.160269 105.931699 
L 197.82867 105.547931 
L 198.497071 107.936967 
L 199.165473 109.169814 
L 199.833874 109.940671 
L 200.502275 111.449821 
L 201.170676 113.312433 
L 201.839077 113.452437 
L 202.507478 111.880948 
L 203.175879 112.007838 
L 203.84428 112.591052 
L 204.512681 112.697516 
L 205.181082 110.659234 
L 205.849483 109.175061 
L 206.517884 110.179298 
L 207.186285 110.690043 
L 207.854686 113.791611 
L 209.191488 109.529387 
L 209.859889 109.413435 
L 210.52829 109.040216 
L 211.196692 109.085676 
L 211.865093 112.822087 
L 212.533494 111.426045 
L 213.201895 113.595515 
L 213.870296 112.574894 
L 214.538697 110.98702 
L 215.207098 112.875165 
L 215.875499 112.476327 
L 216.5439 107.225745 
L 217.212301 106.669458 
L 217.880702 108.952312 
L 218.549103 108.481364 
L 219.217504 109.529221 
L 219.885905 110.833144 
L 220.554306 112.383176 
L 221.222707 108.905987 
L 221.891108 106.070283 
L 222.559509 110.332589 
L 223.896312 108.036901 
L 224.564713 108.126395 
L 225.233114 104.743865 
L 225.901515 105.831429 
L 226.569916 108.414863 
L 227.238317 110.023861 
L 227.906718 110.384439 
L 228.575119 109.854442 
L 229.24352 111.732178 
L 229.911921 110.772392 
L 230.580322 112.946356 
L 231.248723 114.706243 
L 231.917124 111.403077 
L 232.585525 109.666993 
L 233.253926 111.820781 
L 233.922327 111.759946 
L 234.590728 111.083185 
L 235.25913 108.352661 
L 235.927531 113.175047 
L 236.595932 111.673824 
L 237.264333 111.893057 
L 237.932734 109.145506 
L 238.601135 109.499584 
L 239.269536 112.367773 
L 239.937937 113.018995 
L 240.606338 114.047374 
L 241.274739 114.81798 
L 241.94314 114.546618 
L 242.611541 114.136423 
L 243.279942 114.115215 
L 243.948343 114.768922 
L 244.616744 114.371923 
L 245.285145 114.39531 
L 245.953546 113.471329 
L 246.621947 112.838105 
L 247.290349 112.960169 
L 247.95875 112.014478 
L 248.627151 112.175357 
L 249.295552 114.208562 
L 249.963953 113.07174 
L 250.632354 109.77527 
L 251.300755 101.195568 
L 251.969156 106.326209 
L 252.637557 105.274337 
L 253.305958 104.558734 
L 253.974359 107.230908 
L 254.64276 107.492277 
L 255.311161 103.064903 
L 255.979562 110.02093 
L 256.647963 108.656003 
L 257.316364 110.234581 
L 257.984765 110.679633 
L 259.321568 108.440063 
L 259.989969 113.341761 
L 260.65837 112.192214 
L 261.326771 111.552905 
L 261.995172 108.899986 
L 262.663573 110.262043 
L 263.331974 109.021853 
L 264.000375 107.320656 
L 264.668776 109.259113 
L 265.337177 112.376117 
L 266.005578 109.88765 
L 266.673979 110.301667 
L 267.34238 110.558771 
L 268.010781 111.211167 
L 268.679182 109.211784 
L 269.347583 113.030216 
L 270.015984 111.795944 
L 270.684385 112.722686 
L 271.352787 112.146671 
L 272.021188 111.093568 
L 272.689589 109.652622 
L 273.35799 106.655728 
L 274.026391 108.094582 
L 274.694792 110.256684 
L 275.363193 111.134673 
L 276.031594 108.748791 
L 276.699995 108.265927 
L 277.368396 113.016343 
L 278.036797 111.717723 
L 278.705198 108.910591 
L 279.373599 111.277331 
L 280.042 112.024022 
L 280.710401 111.15605 
L 281.378802 111.889178 
L 282.047203 110.093655 
L 282.715604 110.716693 
L 283.384006 110.943068 
L 284.052407 108.951057 
L 284.720808 109.77876 
L 285.389209 108.137473 
L 286.05761 111.235359 
L 286.726011 111.723888 
L 287.394412 111.240914 
L 288.062813 111.395236 
L 288.731214 110.293966 
L 289.399615 112.335987 
L 290.068016 110.103226 
L 290.736417 110.001396 
L 291.404818 113.579104 
L 292.073219 112.536301 
L 292.74162 108.349507 
L 293.410021 113.758962 
L 294.078422 114.397822 
L 294.746823 108.154386 
L 295.415225 108.534804 
L 296.083626 106.893714 
L 296.752027 109.194455 
L 297.420428 110.367137 
L 298.088829 110.384998 
L 298.75723 112.581284 
L 299.425631 113.148956 
L 300.094032 114.444565 
L 300.762433 111.772251 
L 301.430834 111.645444 
L 302.099235 112.267171 
L 302.767636 109.937993 
L 303.436037 106.91897 
L 304.104438 111.096469 
L 304.772839 112.310538 
L 305.44124 111.347182 
L 306.109641 108.501401 
L 306.778042 112.013307 
L 307.446444 110.33884 
L 308.114845 111.456378 
L 308.783246 111.103864 
L 309.451647 112.122336 
L 310.120048 111.812128 
L 310.788449 112.1388 
L 311.45685 104.282628 
L 312.125251 109.979267 
L 313.462053 104.530297 
L 314.130454 104.459079 
L 314.798855 99.656617 
L 315.467256 104.93692 
L 316.135657 106.868793 
L 316.804058 111.553298 
L 317.472459 109.201964 
L 318.14086 108.469837 
L 318.809261 111.40838 
L 319.477663 110.769241 
L 320.146064 113.438625 
L 320.814465 113.251401 
L 321.482866 111.545177 
L 322.151267 111.202318 
L 322.819668 105.503559 
L 323.488069 109.370182 
L 324.15647 109.28568 
L 324.824871 110.203327 
L 325.493272 111.666179 
L 326.830074 113.902959 
L 328.166876 113.935414 
L 328.835277 115.050942 
L 329.503678 112.063454 
L 330.172079 106.524736 
L 330.84048 107.255353 
L 331.508882 109.899592 
L 332.177283 110.137022 
L 332.845684 108.336027 
L 333.514085 110.747109 
L 334.182486 111.757068 
L 334.850887 110.253001 
L 335.519288 112.073334 
L 336.187689 112.543417 
L 336.85609 111.446554 
L 337.524491 111.131466 
L 338.192892 112.604056 
L 338.861293 111.55698 
L 339.529694 107.576752 
L 340.198095 108.028052 
L 340.866496 108.118385 
L 341.534897 110.379219 
L 342.203298 110.49439 
L 342.871699 112.465279 
L 343.540101 113.814329 
L 344.208502 112.574977 
L 344.876903 113.664833 
L 346.213705 113.187382 
L 347.550507 105.619259 
L 348.218908 111.223918 
L 348.887309 109.885417 
L 349.55571 107.999838 
L 350.224111 111.052516 
L 350.892512 110.421109 
L 351.560913 111.635008 
L 352.229314 110.739211 
L 352.897715 112.74035 
L 353.566116 110.786653 
L 354.234517 103.74328 
L 354.902918 108.788109 
L 355.57132 109.524896 
L 356.239721 105.454331 
L 356.908122 108.361061 
L 357.576523 112.502531 
L 358.244924 112.90433 
L 358.913325 111.037673 
L 359.581726 110.788606 
L 360.250127 112.129425 
L 360.918528 114.496834 
L 361.586929 113.579524 
L 362.25533 109.179582 
L 362.923731 106.721394 
L 363.592132 105.467475 
L 364.260533 109.281132 
L 364.928934 109.715719 
L 365.597335 113.237978 
L 366.265736 112.718946 
L 366.934137 111.86797 
L 367.602539 106.465408 
L 368.27094 105.570533 
L 368.939341 111.359737 
L 369.607742 111.329431 
L 370.276143 115.173255 
L 371.612945 112.301662 
L 372.281346 111.600989 
L 372.281346 111.600989 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.659 $\bullet$ mean: 1.273 $\bullet$ $\sigma$: 0.099 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.337891 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.935547 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.722656 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.134766 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.658203 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.9375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.316406 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.007812 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.794922 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.417969 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.126953 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.75 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1267.373047 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1330.996094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.783203 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.380859 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.167969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.546875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.238281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.025391 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.648438 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.435547 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.058594 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1808.681641 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.46 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 106.069564)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-34"/>
     <use x="159.033203" xlink:href="#DejaVuSans-36"/>
    </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(#p352b233cf0)" d="M 18.697188 131.11612 
L 372.281346 131.11612 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p352b233cf0)" d="M 19.365589 126.664028 
L 20.03399 127.301731 
L 20.702391 139.959311 
L 21.370792 142.138697 
L 22.039193 134.779303 
L 22.707594 128.650587 
L 23.375995 142.038535 
L 24.044396 142.203678 
L 24.712797 144.280043 
L 25.381198 140.099769 
L 26.049599 143.867767 
L 26.718 135.468299 
L 27.386401 132.783314 
L 28.054802 140.483939 
L 28.723203 143.434235 
L 29.391604 134.724325 
L 30.060005 132.433855 
L 30.728407 136.299066 
L 31.396808 140.971355 
L 32.065209 133.556727 
L 32.73361 130.576822 
L 33.402011 141.082226 
L 34.070412 142.97437 
L 34.738813 137.037592 
L 35.407214 135.836433 
L 36.075615 142.80301 
L 36.744016 141.912253 
L 37.412417 132.179983 
L 38.080818 130.796457 
L 38.749219 139.356903 
L 39.41762 137.462043 
L 40.086021 139.837905 
L 40.754422 140.53086 
L 41.422823 141.858659 
L 42.091224 134.994369 
L 42.759626 139.317523 
L 43.428027 134.606187 
L 44.096428 139.774907 
L 44.764829 136.054132 
L 45.43323 140.783138 
L 46.101631 129.31949 
L 46.770032 131.23517 
L 47.438433 137.419458 
L 48.106834 141.483117 
L 48.775235 138.045148 
L 49.443636 140.835347 
L 50.112037 135.542339 
L 50.780438 140.694666 
L 51.448839 134.220535 
L 52.11724 135.413988 
L 52.785641 142.961734 
L 53.454042 135.872916 
L 54.122443 140.713576 
L 54.790845 137.842758 
L 55.459246 143.7945 
L 56.127647 131.232826 
L 56.796048 129.960883 
L 57.464449 141.573672 
L 58.13285 143.037269 
L 58.801251 130.391843 
L 59.469652 131.46183 
L 60.138053 136.477427 
L 60.806454 135.77078 
L 61.474855 134.284864 
L 62.143256 139.87207 
L 62.811657 136.650559 
L 63.480058 139.438499 
L 64.148459 133.420334 
L 64.81686 130.994395 
L 65.485261 139.737032 
L 66.153662 129.817289 
L 66.822064 132.542838 
L 67.490465 140.911147 
L 68.158866 142.399889 
L 68.827267 136.075668 
L 69.495668 137.255501 
L 70.164069 132.8299 
L 70.83247 141.471051 
L 71.500871 130.493405 
L 72.169272 132.470988 
L 72.837673 136.850602 
L 73.506074 134.270329 
L 74.174475 139.065206 
L 75.511277 133.833232 
L 76.179678 138.591763 
L 76.848079 135.595343 
L 77.51648 139.332564 
L 78.184881 138.382164 
L 78.853283 132.807728 
L 79.521684 141.000615 
L 80.190085 134.516699 
L 80.858486 135.844089 
L 81.526887 143.435478 
L 82.195288 143.555501 
L 82.863689 134.474502 
L 83.53209 133.573952 
L 84.200491 138.896622 
L 84.868892 134.941911 
L 85.537293 140.491063 
L 86.205694 139.999565 
L 86.874095 145.885668 
L 87.542496 141.044233 
L 88.210897 143.867365 
L 88.879298 135.840427 
L 90.2161 141.071731 
L 90.884502 142.668273 
L 91.552903 139.082878 
L 92.221304 139.255377 
L 92.889705 137.121261 
L 93.558106 143.825146 
L 94.226507 137.930692 
L 94.894908 135.156362 
L 95.563309 140.446428 
L 96.23171 132.727613 
L 96.900111 138.143323 
L 97.568512 139.085722 
L 98.236913 138.546023 
L 98.905314 140.362813 
L 99.573715 134.17451 
L 100.242116 142.329276 
L 100.910517 139.916227 
L 101.578918 141.200119 
L 102.247319 143.108061 
L 102.915721 131.711284 
L 103.584122 135.249075 
L 104.252523 135.559162 
L 104.920924 138.95786 
L 105.589325 135.57492 
L 106.257726 134.867852 
L 106.926127 140.329549 
L 107.594528 133.426546 
L 108.262929 138.077679 
L 108.93133 141.397805 
L 109.599731 136.24114 
L 110.936533 140.452411 
L 111.604934 140.504372 
L 112.273335 136.856419 
L 112.941736 140.15301 
L 113.610137 131.000674 
L 114.278538 140.431342 
L 114.94694 133.318298 
L 115.615341 135.490956 
L 116.283742 135.862585 
L 116.952143 141.977627 
L 117.620544 132.371087 
L 118.288945 141.390579 
L 118.957346 132.749605 
L 119.625747 138.839987 
L 120.294148 131.25451 
L 120.962549 136.010466 
L 121.63095 136.815746 
L 122.299351 137.076848 
L 122.967752 140.03165 
L 123.636153 133.437574 
L 124.304554 134.114481 
L 124.972955 136.653376 
L 125.641356 136.948149 
L 126.309757 142.823547 
L 126.978159 132.639241 
L 127.64656 132.544004 
L 128.314961 138.062658 
L 128.983362 131.432726 
L 129.651763 132.293698 
L 130.320164 139.580295 
L 130.988565 133.172195 
L 131.656966 136.079387 
L 132.325367 139.621404 
L 132.993768 140.288679 
L 133.662169 133.737409 
L 134.33057 132.902173 
L 134.998971 142.234156 
L 135.667372 132.678017 
L 136.335773 132.754272 
L 137.004174 140.478611 
L 137.672575 142.843299 
L 138.340976 142.403015 
L 139.009378 143.591857 
L 139.677779 142.41267 
L 140.34618 135.469314 
L 141.014581 130.914386 
L 141.682982 139.059301 
L 142.351383 139.089833 
L 143.688185 128.050969 
L 144.356586 139.435454 
L 145.024987 131.978372 
L 145.693388 132.820347 
L 146.361789 137.36979 
L 147.03019 135.11013 
L 147.698591 135.956896 
L 148.366992 137.258224 
L 149.035393 135.277769 
L 149.703794 140.430386 
L 150.372195 135.74351 
L 151.040597 137.65844 
L 151.708998 138.966372 
L 152.377399 135.693318 
L 153.0458 141.210815 
L 153.714201 132.000082 
L 154.382602 131.431059 
L 155.051003 139.798398 
L 155.719404 142.434382 
L 156.387805 144.095491 
L 157.056206 130.115265 
L 157.724607 131.498379 
L 158.393008 135.303852 
L 159.061409 140.524745 
L 159.72981 137.909499 
L 160.398211 139.017435 
L 161.066612 134.551541 
L 161.735013 139.791183 
L 162.403414 130.955291 
L 163.071816 135.707825 
L 163.740217 137.746272 
L 164.408618 138.475646 
L 165.077019 140.337089 
L 165.74542 138.506561 
L 166.413821 143.032594 
L 167.082222 133.647786 
L 167.750623 131.764096 
L 168.419024 142.075894 
L 169.087425 135.261186 
L 169.755826 132.881169 
L 170.424227 137.782817 
L 171.092628 144.379301 
L 171.761029 133.249205 
L 172.42943 135.626024 
L 173.097831 140.843315 
L 173.766232 142.727776 
L 174.434633 135.423932 
L 175.103035 134.358965 
L 175.771436 142.525586 
L 176.439837 138.370058 
L 177.108238 141.635542 
L 177.776639 139.933843 
L 178.44504 138.721513 
L 179.113441 127.409199 
L 179.781842 124.847639 
L 180.450243 139.311828 
L 181.118644 133.605355 
L 181.787045 135.907203 
L 182.455446 133.242718 
L 183.123847 138.102652 
L 183.792248 134.411017 
L 184.460649 136.981229 
L 185.12905 138.279291 
L 185.797451 135.335164 
L 186.465852 140.726899 
L 187.134254 137.192635 
L 187.802655 139.104395 
L 188.471056 137.345373 
L 189.139457 133.587796 
L 189.807858 140.466881 
L 190.476259 144.128609 
L 191.14466 130.187258 
L 191.813061 135.931753 
L 192.481462 137.181778 
L 193.149863 142.781669 
L 193.818264 133.548471 
L 194.486665 131.004503 
L 195.155066 140.032122 
L 195.823467 136.903442 
L 196.491868 137.937102 
L 197.160269 139.900203 
L 197.82867 137.052068 
L 198.497071 139.632797 
L 199.165473 134.428686 
L 199.833874 140.490748 
L 200.502275 132.463777 
L 201.839077 139.505764 
L 202.507478 140.419189 
L 203.175879 134.081936 
L 203.84428 136.164704 
L 204.512681 141.764233 
L 205.181082 141.035255 
L 205.849483 142.539041 
L 206.517884 132.967143 
L 207.186285 131.079603 
L 207.854686 139.023529 
L 208.523087 144.052107 
L 209.191488 135.038674 
L 209.859889 132.443543 
L 210.52829 139.093169 
L 211.196692 142.824373 
L 211.865093 130.801653 
L 212.533494 135.471611 
L 213.201895 137.642588 
L 213.870296 141.747794 
L 214.538697 139.539267 
L 215.207098 136.044599 
L 215.875499 135.20582 
L 216.5439 131.583819 
L 217.212301 132.664294 
L 217.880702 139.123804 
L 218.549103 134.760676 
L 219.217504 141.959764 
L 219.885905 129.254834 
L 220.554306 130.474637 
L 221.222707 135.378167 
L 221.891108 132.674074 
L 222.559509 136.742644 
L 223.227911 135.295818 
L 223.896312 136.54534 
L 224.564713 138.285598 
L 225.233114 135.25633 
L 225.901515 138.536217 
L 226.569916 134.044139 
L 227.238317 134.66312 
L 227.906718 138.197413 
L 228.575119 133.883765 
L 229.24352 133.45546 
L 229.911921 141.015755 
L 230.580322 131.386089 
L 231.248723 132.793992 
L 231.917124 137.064382 
L 232.585525 140.531326 
L 233.253926 131.563399 
L 233.922327 132.781083 
L 234.590728 138.916419 
L 235.25913 135.038328 
L 235.927531 140.862659 
L 236.595932 139.134414 
L 237.264333 143.012342 
L 237.932734 141.357133 
L 238.601135 137.424775 
L 239.269536 135.923992 
L 239.937937 136.545032 
L 240.606338 140.447044 
L 241.274739 131.170895 
L 241.94314 131.810816 
L 242.611541 138.006028 
L 243.279942 139.876207 
L 243.948343 134.463723 
L 244.616744 135.584091 
L 245.285145 139.322214 
L 245.953546 132.97211 
L 246.621947 132.817275 
L 247.290349 140.551614 
L 247.95875 133.719745 
L 248.627151 135.833936 
L 249.295552 138.900532 
L 249.963953 140.300108 
L 250.632354 136.202385 
L 251.300755 130.298574 
L 251.969156 137.700134 
L 252.637557 139.402435 
L 253.305958 140.260063 
L 253.974359 140.654601 
L 254.64276 136.051404 
L 255.311161 129.877518 
L 255.979562 142.154113 
L 256.647963 137.23259 
L 257.316364 136.362728 
L 257.984765 140.13414 
L 258.653166 135.397888 
L 259.321568 133.29626 
L 259.989969 140.979665 
L 260.65837 142.063152 
L 261.326771 133.466506 
L 261.995172 134.06741 
L 262.663573 141.473088 
L 263.331974 137.784364 
L 264.000375 135.922289 
L 264.668776 131.545281 
L 265.337177 139.102606 
L 266.005578 135.991355 
L 266.673979 138.758751 
L 267.34238 132.254261 
L 268.010781 139.764331 
L 268.679182 134.694356 
L 269.347583 139.990276 
L 270.015984 139.637673 
L 270.684385 138.844056 
L 271.352787 139.400023 
L 272.021188 136.602823 
L 272.689589 142.367953 
L 273.35799 136.693038 
L 274.694792 139.854748 
L 275.363193 140.703243 
L 276.031594 136.603843 
L 276.699995 136.035645 
L 277.368396 141.200758 
L 278.036797 139.585561 
L 278.705198 136.812198 
L 279.373599 135.817372 
L 280.042 139.968726 
L 280.710401 134.769579 
L 281.378802 132.135049 
L 282.047203 141.695264 
L 282.715604 140.11892 
L 283.384006 134.887978 
L 284.052407 135.562634 
L 284.720808 143.165591 
L 285.389209 134.17949 
L 286.05761 133.72691 
L 286.726011 142.320529 
L 287.394412 140.860776 
L 288.062813 134.640044 
L 288.731214 134.817924 
L 289.399615 141.068135 
L 290.736417 137.172425 
L 291.404818 141.153908 
L 292.073219 134.158444 
L 292.74162 132.661101 
L 293.410021 138.459356 
L 294.078422 137.447234 
L 295.415225 132.535392 
L 296.083626 140.888288 
L 296.752027 142.347638 
L 297.420428 134.668237 
L 298.088829 136.06843 
L 298.75723 142.634557 
L 299.425631 144.443637 
L 300.762433 135.56412 
L 301.430834 141.53593 
L 302.099235 141.993317 
L 302.767636 133.329405 
L 303.436037 131.948002 
L 304.104438 140.560386 
L 304.772839 139.751452 
L 305.44124 136.215389 
L 306.109641 134.873455 
L 306.778042 141.023155 
L 307.446444 133.535048 
L 308.114845 136.31259 
L 308.783246 137.940363 
L 309.451647 140.434848 
L 310.120048 133.446964 
L 310.788449 137.54222 
L 311.45685 134.714859 
L 312.125251 141.067707 
L 312.793652 133.52599 
L 313.462053 138.195326 
L 314.130454 136.734593 
L 314.798855 136.229761 
L 315.467256 136.788733 
L 316.135657 132.892809 
L 316.804058 138.202511 
L 317.472459 137.91308 
L 318.14086 136.308463 
L 318.809261 139.921328 
L 319.477663 134.638781 
L 320.146064 133.60229 
L 320.814465 140.635943 
L 321.482866 140.94121 
L 322.151267 135.838696 
L 322.819668 133.127585 
L 323.488069 142.513405 
L 324.15647 136.783462 
L 324.824871 139.60794 
L 325.493272 137.240181 
L 326.161673 139.872131 
L 326.830074 134.777244 
L 327.498475 132.63681 
L 328.166876 141.852571 
L 328.835277 142.424357 
L 329.503678 135.923044 
L 330.172079 140.178536 
L 330.84048 133.088924 
L 331.508882 142.297961 
L 332.177283 140.210369 
L 333.514085 133.594332 
L 334.182486 142.677263 
L 334.850887 132.406906 
L 335.519288 134.533486 
L 336.187689 139.399626 
L 336.85609 134.586395 
L 337.524491 141.117777 
L 338.192892 138.547226 
L 338.861293 142.191015 
L 339.529694 133.987065 
L 340.198095 138.576676 
L 340.866496 137.272082 
L 341.534897 142.751918 
L 342.203298 133.871735 
L 342.871699 133.284761 
L 343.540101 142.044568 
L 344.208502 137.312231 
L 344.876903 142.372226 
L 345.545304 137.437012 
L 346.213705 139.629219 
L 346.882106 136.658196 
L 347.550507 137.236676 
L 348.218908 142.406948 
L 348.887309 143.81418 
L 349.55571 140.157125 
L 350.224111 140.649732 
L 350.892512 132.513862 
L 351.560913 136.102726 
L 352.229314 136.42556 
L 352.897715 139.239946 
L 353.566116 132.804314 
L 354.234517 133.375809 
L 354.902918 133.792607 
L 355.57132 140.036165 
L 356.239721 133.600281 
L 356.908122 130.739757 
L 357.576523 141.222469 
L 358.244924 138.872127 
L 359.581726 131.284468 
L 360.250127 139.08288 
L 360.918528 142.381635 
L 361.586929 133.489587 
L 362.25533 134.395536 
L 362.923731 137.237034 
L 363.592132 131.920955 
L 364.260533 135.876684 
L 364.928934 138.074418 
L 365.597335 142.967574 
L 366.265736 133.893039 
L 366.934137 134.966881 
L 367.602539 138.193743 
L 368.27094 134.930662 
L 368.939341 138.193472 
L 369.607742 139.300913 
L 370.276143 142.820769 
L 370.944544 136.842854 
L 371.612945 138.186994 
L 372.281346 132.392125 
L 372.281346 132.392125 
" 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: 0.333 $\bullet$ mean: 0.141 $\bullet$ $\sigma$: 0.058 -->
    <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-33"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-33"/>
     <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-34"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <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-38"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.24 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 131.943932)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-34"/>
    </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(#p464653dcc9)">
    <image height="946" id="image0399465d72" transform="matrix(4 0 0 0.135307 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOyCAYAAACyo7/PAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QguG5AebvHjTVexjO0kCAAAAADDP8s1Cxjc1BQsZcI1mLowTAMADB1X+DXxjYr3NAAAAAElFTkSuQmCC"/>
   </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(#p2823e634f0)">
    <image height="128.16" id="imagec454246d30" 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="m7dc6b2b9aa" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m7dc6b2b9aa" 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="#m7dc6b2b9aa" 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="#m7dc6b2b9aa" 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="#m7dc6b2b9aa" 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="#m7dc6b2b9aa" 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="pe7f83b402e">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p50b3ee929d">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p5669dcf964">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="pbd11440886">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p352b233cf0">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p464653dcc9">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p2823e634f0">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>