highspeed-fmriprep/fmriprep/sub-14/figures/sub-14_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(#p84a9c72440)" d="M 18.697188 23.219029 
L 372.281346 23.219029 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p84a9c72440)" d="M 18.697188 23.794262 
L 19.365589 24.1029 
L 20.702391 24.281299 
L 21.370792 24.421242 
L 22.039193 24.342309 
L 23.375995 23.715517 
L 24.044396 24.096394 
L 25.381198 24.213709 
L 26.718 24.049013 
L 27.386401 23.644277 
L 28.723203 24.118266 
L 29.391604 24.64351 
L 30.728407 24.839351 
L 34.738813 24.187356 
L 38.080818 23.196478 
L 39.41762 23.563645 
L 40.086021 23.393088 
L 40.754422 23.353937 
L 41.422823 23.710061 
L 42.091224 23.592953 
L 43.428027 23.665293 
L 44.096428 23.449673 
L 47.438433 23.307293 
L 48.106834 23.012198 
L 48.775235 23.25835 
L 49.443636 23.300407 
L 50.780438 23.742013 
L 52.785641 23.523094 
L 53.454042 23.363817 
L 56.127647 24.227551 
L 57.464449 23.966281 
L 58.13285 23.672829 
L 58.801251 23.767441 
L 60.138053 24.386703 
L 61.474855 24.32205 
L 62.143256 23.916513 
L 62.811657 23.679103 
L 64.148459 23.577861 
L 64.81686 23.903403 
L 65.485261 23.993915 
L 66.822064 23.769884 
L 67.490465 23.241953 
L 68.827267 22.830136 
L 70.164069 23.676841 
L 71.500871 23.752493 
L 72.169272 23.520413 
L 72.837673 23.600683 
L 73.506074 23.91577 
L 74.174475 23.968812 
L 74.842876 23.843149 
L 75.511277 23.424946 
L 76.179678 23.172638 
L 76.848079 23.077564 
L 77.51648 23.135755 
L 78.184881 23.424496 
L 79.521684 23.155028 
L 80.190085 22.687469 
L 80.858486 22.689144 
L 81.526887 22.507794 
L 82.195288 22.879573 
L 82.863689 23.39425 
L 83.53209 23.610744 
L 84.200491 23.531518 
L 85.537293 22.760827 
L 86.205694 22.634501 
L 86.874095 23.327709 
L 88.210897 23.635435 
L 90.884502 23.681091 
L 91.552903 23.754443 
L 92.221304 24.155067 
L 93.558106 24.001914 
L 94.226507 23.625836 
L 95.563309 23.29922 
L 97.568512 23.915676 
L 98.236913 23.916251 
L 98.905314 23.707668 
L 99.573715 23.294933 
L 100.242116 23.091387 
L 100.910517 23.35568 
L 101.578918 23.410348 
L 102.247319 23.657275 
L 102.915721 23.738182 
L 103.584122 23.987353 
L 104.252523 23.996908 
L 104.920924 24.185732 
L 106.926127 23.847336 
L 108.262929 24.080971 
L 108.93133 23.707649 
L 109.599731 23.15709 
L 110.268132 23.221918 
L 110.936533 23.143229 
L 111.604934 23.42264 
L 112.941736 23.139255 
L 114.278538 23.080201 
L 116.283742 23.821364 
L 116.952143 23.478044 
L 117.620544 23.51622 
L 118.957346 23.057616 
L 119.625747 23.38197 
L 120.962549 23.792406 
L 121.63095 23.800505 
L 122.299351 23.501435 
L 122.967752 23.543879 
L 124.304554 24.042702 
L 125.641356 24.003657 
L 126.309757 23.870432 
L 128.983362 24.381166 
L 129.651763 24.289729 
L 130.320164 24.004276 
L 130.988565 23.551084 
L 131.656966 23.500529 
L 132.325367 23.614244 
L 132.993768 23.853572 
L 133.662169 23.958907 
L 134.33057 23.809735 
L 134.998971 23.818059 
L 135.667372 23.2196 
L 136.335773 23.461334 
L 137.004174 23.16362 
L 137.672575 23.445324 
L 138.340976 23.319735 
L 139.009378 23.578193 
L 139.677779 23.475945 
L 140.34618 23.722522 
L 142.351383 23.805148 
L 144.356586 23.932842 
L 145.024987 23.671692 
L 145.693388 23.745763 
L 146.361789 23.598477 
L 147.03019 23.622711 
L 147.698591 23.436138 
L 148.366992 23.530012 
L 149.035393 23.419546 
L 149.703794 23.453742 
L 151.040597 23.200859 
L 151.708998 23.242209 
L 152.377399 23.126125 
L 153.714201 23.39475 
L 154.382602 23.331709 
L 155.051003 23.435894 
L 155.719404 23.231835 
L 156.387805 23.388682 
L 157.056206 23.378383 
L 158.393008 23.67771 
L 159.061409 23.874426 
L 160.398211 23.929968 
L 161.066612 23.828701 
L 161.735013 23.842155 
L 162.403414 23.633085 
L 163.740217 23.918944 
L 164.408618 24.126477 
L 165.74542 23.742751 
L 168.419024 23.312543 
L 169.087425 23.561551 
L 169.755826 23.458322 
L 170.424227 23.629923 
L 171.092628 23.462509 
L 172.42943 23.553471 
L 173.766232 23.634035 
L 174.434633 23.218562 
L 175.103035 23.252982 
L 175.771436 23.428876 
L 176.439837 23.748044 
L 177.776639 23.527187 
L 179.781842 23.973143 
L 180.450243 23.734677 
L 181.118644 23.908277 
L 181.787045 23.866502 
L 182.455446 23.965582 
L 183.123847 23.79275 
L 184.460649 23.817946 
L 185.12905 23.588922 
L 185.797451 23.652538 
L 186.465852 23.477226 
L 187.802655 23.773634 
L 189.139457 23.460253 
L 189.807858 23.135237 
L 190.476259 23.500897 
L 191.14466 23.690995 
L 191.813061 24.046345 
L 193.818264 23.698694 
L 195.155066 23.838381 
L 195.823467 23.715929 
L 196.491868 23.829676 
L 197.160269 23.726765 
L 199.165473 24.342041 
L 201.170676 24.341747 
L 201.839077 24.054938 
L 202.507478 24.068042 
L 203.175879 23.945147 
L 203.84428 24.060524 
L 204.512681 23.781958 
L 206.517884 23.717623 
L 207.186285 23.41486 
L 209.859889 23.823214 
L 210.52829 23.624749 
L 211.196692 23.939579 
L 212.533494 23.583448 
L 213.201895 23.446193 
L 215.875499 23.971712 
L 218.549103 23.993603 
L 219.217504 23.589785 
L 219.885905 23.596234 
L 221.222707 24.179626 
L 221.891108 23.991959 
L 222.559509 24.215327 
L 223.227911 24.091632 
L 223.896312 24.17324 
L 224.564713 23.954571 
L 225.233114 23.981379 
L 225.901515 23.684746 
L 226.569916 23.738745 
L 227.238317 23.671961 
L 227.906718 23.938204 
L 228.575119 24.04877 
L 229.24352 24.026429 
L 229.911921 23.543048 
L 230.580322 24.086789 
L 231.248723 24.306683 
L 231.917124 24.407131 
L 233.253926 23.990609 
L 233.922327 23.777183 
L 235.25913 24.363481 
L 235.927531 24.652515 
L 236.595932 24.695353 
L 237.264333 24.386953 
L 238.601135 23.505547 
L 239.269536 23.247527 
L 239.937937 23.5279 
L 240.606338 23.589678 
L 241.274739 23.849454 
L 241.94314 23.690589 
L 242.611541 23.700382 
L 243.948343 23.51487 
L 244.616744 23.648008 
L 245.285145 23.556364 
L 247.290349 23.90244 
L 247.95875 24.175489 
L 249.295552 24.252572 
L 249.963953 24.163716 
L 250.632354 24.347852 
L 251.300755 24.390059 
L 251.969156 23.901891 
L 252.637557 23.784488 
L 254.64276 23.94406 
L 255.311161 23.750599 
L 255.979562 23.798811 
L 256.647963 23.63341 
L 257.316364 23.957601 
L 258.653166 24.394571 
L 259.321568 24.20251 
L 259.989969 24.180776 
L 260.65837 23.933805 
L 261.326771 24.177152 
L 261.995172 24.226876 
L 262.663573 24.497612 
L 264.000375 24.230838 
L 264.668776 23.987335 
L 266.005578 24.019818 
L 266.673979 24.1466 
L 268.010781 24.043983 
L 268.679182 23.753918 
L 269.347583 23.719729 
L 270.684385 24.038077 
L 271.352787 24.063668 
L 272.021188 23.831575 
L 272.689589 23.794331 
L 273.35799 23.635803 
L 274.026391 23.78307 
L 274.694792 23.709443 
L 275.363193 23.932792 
L 276.031594 23.856697 
L 276.699995 23.942835 
L 277.368396 23.594847 
L 278.705198 23.7483 
L 280.042 24.096644 
L 284.052407 24.406981 
L 284.720808 24.234018 
L 285.389209 24.225582 
L 286.05761 23.977199 
L 286.726011 24.101768 
L 288.731214 23.626854 
L 289.399615 23.645333 
L 291.404818 24.221908 
L 293.410021 24.04362 
L 294.746823 23.870776 
L 296.083626 23.80113 
L 296.752027 23.719204 
L 300.094032 23.943635 
L 300.762433 23.867927 
L 301.430834 24.167022 
L 302.099235 24.092913 
L 302.767636 24.134033 
L 304.104438 23.501816 
L 304.772839 23.536424 
L 305.44124 23.7891 
L 306.109641 23.68184 
L 306.778042 23.769634 
L 308.114845 23.614125 
L 308.783246 24.028235 
L 310.120048 24.425748 
L 310.788449 24.450244 
L 312.793652 23.979648 
L 313.462053 23.885299 
L 314.130454 23.981704 
L 314.798855 23.933805 
L 315.467256 24.019474 
L 316.135657 23.855685 
L 317.472459 23.84518 
L 318.14086 23.673823 
L 318.809261 23.7022 
L 319.477663 23.520182 
L 320.146064 23.592859 
L 320.814465 23.967637 
L 322.151267 24.357132 
L 325.493272 23.650614 
L 326.830074 24.383647 
L 327.498475 24.471785 
L 330.84048 24.141869 
L 331.508882 23.644252 
L 332.845684 23.330615 
L 334.182486 23.974174 
L 334.850887 24.101743 
L 335.519288 23.991015 
L 336.187689 23.730084 
L 337.524491 23.918276 
L 338.861293 24.252416 
L 339.529694 24.241605 
L 340.198095 24.376911 
L 340.866496 24.01728 
L 341.534897 23.7893 
L 342.203298 23.75503 
L 342.871699 24.353189 
L 343.540101 24.582357 
L 346.213705 24.396358 
L 346.882106 24.68553 
L 347.550507 24.739741 
L 348.218908 24.96194 
L 348.887309 24.833534 
L 349.55571 24.827491 
L 351.560913 24.06548 
L 352.897715 23.506815 
L 354.234517 23.71063 
L 355.57132 24.037609 
L 356.908122 23.920725 
L 357.576523 23.698163 
L 359.581726 23.586641 
L 360.250127 23.675541 
L 360.918528 23.603102 
L 361.586929 23.709237 
L 362.25533 23.612438 
L 364.260533 23.758592 
L 364.928934 23.978692 
L 367.602539 24.043458 
L 369.607742 23.426764 
L 370.276143 23.530474 
L 371.612945 23.503934 
L 372.281346 23.729896 
L 372.281346 23.729896 
" 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: 513.149 $\bullet$ mean: 506.790 $\bullet$ $\sigma$: 1.812 -->
    <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 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 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <path d="M 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 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 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 31.78125 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 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
    </defs>
    <g style="fill:#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-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
     <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-30"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 509.68 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.046842)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-39"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#pc2ca777d64)" d="M 18.697188 50.220284 
L 372.281346 50.220284 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pc2ca777d64)" d="M 18.697188 50.647015 
L 19.365589 51.63893 
L 20.03399 52.141754 
L 21.370792 52.363604 
L 22.039193 52.625101 
L 22.707594 51.737414 
L 24.044396 51.601645 
L 24.712797 52.024175 
L 26.718 52.346254 
L 27.386401 51.552445 
L 28.054802 51.480258 
L 28.723203 51.677822 
L 29.391604 52.560913 
L 30.060005 52.762263 
L 30.728407 53.216303 
L 31.396808 52.909319 
L 32.065209 52.907383 
L 32.73361 52.408697 
L 34.070412 52.433356 
L 34.738813 52.036079 
L 37.412417 51.439462 
L 38.080818 51.223303 
L 38.749219 51.207464 
L 39.41762 51.370987 
L 40.086021 51.651738 
L 40.754422 51.310416 
L 41.422823 52.125893 
L 42.091224 51.319979 
L 42.759626 51.740488 
L 43.428027 51.671365 
L 44.764829 50.984433 
L 45.43323 50.937968 
L 46.101631 51.379933 
L 46.770032 50.817304 
L 47.438433 50.885471 
L 48.106834 50.748584 
L 49.443636 50.930351 
L 50.112037 51.42492 
L 50.780438 51.126436 
L 51.448839 51.833154 
L 52.785641 51.429877 
L 53.454042 51.468471 
L 54.122443 51.189327 
L 54.790845 51.307225 
L 55.459246 51.757605 
L 56.127647 51.464578 
L 56.796048 52.130425 
L 57.464449 51.642983 
L 58.801251 51.908479 
L 59.469652 51.944254 
L 60.138053 52.40774 
L 60.806454 52.326404 
L 62.143256 51.613868 
L 62.811657 51.89414 
L 63.480058 51.29698 
L 64.148459 51.142595 
L 64.81686 51.794773 
L 65.485261 51.868258 
L 66.153662 51.447706 
L 66.822064 51.5285 
L 68.158866 51.209921 
L 68.827267 50.436037 
L 69.495668 51.203358 
L 70.164069 51.640728 
L 70.83247 50.989497 
L 71.500871 51.35803 
L 72.837673 51.336319 
L 73.506074 51.766062 
L 74.842876 51.598911 
L 75.511277 51.154722 
L 76.179678 51.189571 
L 76.848079 50.271759 
L 77.51648 50.87228 
L 78.853283 50.504491 
L 79.521684 50.68012 
L 80.190085 50.201199 
L 80.858486 50.488481 
L 81.526887 49.709949 
L 82.195288 50.611358 
L 83.53209 51.365934 
L 84.200491 50.778529 
L 84.868892 51.311777 
L 85.537293 50.276099 
L 86.205694 50.332405 
L 87.542496 50.82724 
L 90.2161 51.011708 
L 90.884502 51.207421 
L 91.552903 51.13517 
L 92.221304 51.793305 
L 92.889705 51.549605 
L 93.558106 51.963019 
L 94.894908 51.465961 
L 95.563309 50.828229 
L 96.900111 51.078705 
L 97.568512 51.554584 
L 98.236913 51.309054 
L 98.905314 51.48496 
L 99.573715 51.030771 
L 100.910517 50.433984 
L 101.578918 50.884183 
L 102.247319 50.794582 
L 103.584122 51.157467 
L 104.252523 51.643292 
L 106.257726 51.899565 
L 106.926127 51.517394 
L 107.594528 51.70248 
L 108.93133 51.517181 
L 109.599731 50.786635 
L 110.936533 50.455568 
L 111.604934 50.847483 
L 112.273335 50.216432 
L 112.941736 50.940106 
L 113.610137 50.217475 
L 114.278538 50.815815 
L 114.94694 50.8596 
L 115.615341 51.466418 
L 116.283742 51.731872 
L 116.952143 51.462599 
L 117.620544 51.611017 
L 118.957346 50.937053 
L 119.625747 51.018378 
L 120.962549 51.305033 
L 121.63095 51.226154 
L 122.299351 51.294098 
L 122.967752 50.885162 
L 123.636153 51.357115 
L 124.304554 51.258195 
L 124.972955 51.615868 
L 126.309757 51.150733 
L 126.978159 51.148818 
L 127.64656 51.429612 
L 128.314961 51.38522 
L 129.651763 51.824292 
L 130.320164 51.777252 
L 130.988565 51.066642 
L 131.656966 51.380763 
L 132.325367 50.940574 
L 132.993768 51.289598 
L 133.662169 51.17537 
L 134.33057 51.835888 
L 134.998971 51.694938 
L 135.667372 50.992912 
L 136.335773 51.268418 
L 137.004174 50.633037 
L 137.672575 51.066631 
L 138.340976 50.412315 
L 139.009378 51.043515 
L 139.677779 50.490811 
L 140.34618 50.869897 
L 141.014581 50.79221 
L 141.682982 51.069397 
L 143.019784 50.934862 
L 143.688185 50.751361 
L 144.356586 51.157701 
L 145.024987 50.69814 
L 145.693388 51.157892 
L 146.361789 50.86794 
L 147.03019 51.296012 
L 147.698591 50.684737 
L 148.366992 51.132638 
L 149.035393 50.354595 
L 149.703794 51.207241 
L 150.372195 50.349797 
L 151.040597 50.799092 
L 151.708998 50.171551 
L 153.0458 50.697364 
L 153.714201 50.643952 
L 154.382602 50.931277 
L 155.051003 50.357095 
L 155.719404 50.553871 
L 156.387805 50.38004 
L 157.056206 50.34985 
L 157.724607 50.616549 
L 158.393008 50.720522 
L 159.061409 50.945127 
L 160.398211 51.024889 
L 161.066612 50.729256 
L 161.735013 50.974923 
L 162.403414 50.804773 
L 163.071816 51.047143 
L 163.740217 50.889077 
L 164.408618 51.58789 
L 165.077019 50.948116 
L 165.74542 51.539861 
L 166.413821 51.032729 
L 167.082222 51.273428 
L 167.750623 50.54651 
L 168.419024 50.825272 
L 169.755826 50.994901 
L 171.092628 50.722596 
L 171.761029 50.790657 
L 172.42943 50.60273 
L 173.097831 51.136021 
L 173.766232 50.526798 
L 174.434633 50.415283 
L 175.103035 50.577189 
L 175.771436 50.40222 
L 176.439837 51.192167 
L 177.108238 50.759754 
L 177.776639 51.167487 
L 178.44504 50.762062 
L 179.113441 51.450536 
L 179.781842 51.098023 
L 180.450243 51.066067 
L 181.118644 51.320096 
L 181.787045 51.328574 
L 182.455446 51.4778 
L 183.123847 51.046494 
L 183.792248 51.492523 
L 184.460649 50.881322 
L 185.797451 50.797784 
L 186.465852 50.500193 
L 187.134254 51.301533 
L 187.802655 50.546925 
L 188.471056 50.795624 
L 189.139457 50.50681 
L 189.807858 50.688619 
L 190.476259 50.656813 
L 191.14466 50.796177 
L 191.813061 51.616984 
L 192.481462 51.384827 
L 193.149863 51.517203 
L 193.818264 51.23793 
L 194.486665 51.578242 
L 195.155066 51.441388 
L 195.823467 51.601709 
L 197.82867 51.01757 
L 198.497071 51.510884 
L 199.833874 51.846089 
L 200.502275 51.915862 
L 201.839077 51.382284 
L 202.507478 51.302427 
L 203.175879 51.418633 
L 204.512681 50.959318 
L 205.181082 51.309905 
L 205.849483 51.072471 
L 206.517884 51.186178 
L 207.186285 50.542095 
L 207.854686 51.079301 
L 208.523087 50.524639 
L 209.191488 51.115905 
L 210.52829 50.977285 
L 212.533494 51.076811 
L 214.538697 50.66261 
L 215.207098 51.1712 
L 215.875499 50.549638 
L 216.5439 51.425633 
L 217.212301 51.235941 
L 217.880702 51.566594 
L 218.549103 51.000028 
L 219.217504 51.187912 
L 219.885905 50.656536 
L 220.554306 50.681928 
L 221.222707 50.915756 
L 221.891108 50.944148 
L 223.227911 51.299927 
L 223.896312 51.119288 
L 225.233114 51.091523 
L 225.901515 50.675397 
L 226.569916 50.595114 
L 227.238317 50.144766 
L 227.906718 50.541521 
L 228.575119 50.438803 
L 229.911921 50.712139 
L 230.580322 51.270312 
L 231.917124 51.294704 
L 232.585525 51.201422 
L 233.253926 51.290736 
L 233.922327 50.684343 
L 234.590728 51.487013 
L 235.25913 51.309597 
L 235.927531 52.115851 
L 236.595932 51.994166 
L 237.264333 52.217037 
L 237.932734 51.776593 
L 238.601135 51.103225 
L 239.269536 51.187039 
L 239.937937 50.768509 
L 240.606338 51.046483 
L 241.274739 51.088087 
L 241.94314 50.353627 
L 242.611541 50.736255 
L 243.279942 50.215911 
L 243.948343 50.540202 
L 244.616744 50.158861 
L 245.285145 50.374179 
L 246.621947 50.347276 
L 247.290349 50.876748 
L 247.95875 50.841228 
L 248.627151 51.262174 
L 249.963953 51.276556 
L 250.632354 51.767391 
L 251.300755 51.320649 
L 251.969156 51.413091 
L 252.637557 50.955169 
L 253.974359 50.98704 
L 254.64276 50.251973 
L 255.311161 50.675684 
L 255.979562 50.411422 
L 256.647963 50.390008 
L 257.316364 50.621432 
L 257.984765 50.560265 
L 258.653166 51.138808 
L 259.989969 51.130032 
L 260.65837 50.623782 
L 261.326771 51.188646 
L 261.995172 51.032803 
L 262.663573 51.339074 
L 263.331974 51.184859 
L 264.000375 51.366041 
L 264.668776 50.720469 
L 265.337177 50.888619 
L 267.34238 50.733638 
L 268.010781 51.070993 
L 268.679182 50.813623 
L 269.347583 50.853143 
L 270.015984 50.737106 
L 270.684385 50.934074 
L 271.352787 50.730447 
L 272.021188 51.26444 
L 272.689589 50.714682 
L 274.026391 50.832282 
L 274.694792 50.462919 
L 275.363193 51.06245 
L 276.031594 50.848207 
L 276.699995 51.157552 
L 277.368396 50.397103 
L 278.036797 50.710554 
L 278.705198 50.032367 
L 279.373599 50.70148 
L 280.042 50.658802 
L 280.710401 50.95001 
L 281.378802 50.820357 
L 282.047203 51.049185 
L 282.715604 50.909395 
L 283.384006 51.327957 
L 285.389209 51.257908 
L 286.05761 50.731915 
L 286.726011 51.231175 
L 287.394412 50.643696 
L 288.062813 50.873482 
L 288.731214 50.239197 
L 290.068016 50.445558 
L 290.736417 50.916139 
L 292.073219 51.310192 
L 292.74162 51.245941 
L 293.410021 50.781051 
L 294.078422 50.974466 
L 297.420428 50.518969 
L 298.75723 50.783923 
L 299.425631 50.646005 
L 300.762433 50.719097 
L 301.430834 51.112873 
L 302.099235 50.700651 
L 302.767636 51.169955 
L 303.436037 50.446196 
L 304.104438 50.512108 
L 304.772839 49.949446 
L 306.109641 50.210145 
L 306.778042 50.809475 
L 307.446444 50.162467 
L 308.114845 50.540904 
L 308.783246 50.770711 
L 310.120048 51.389975 
L 310.788449 51.221484 
L 311.45685 51.25444 
L 312.793652 50.504087 
L 313.462053 50.886853 
L 314.130454 50.591869 
L 314.798855 50.745999 
L 315.467256 51.273758 
L 316.135657 50.944148 
L 316.804058 51.356711 
L 317.472459 50.706597 
L 318.809261 50.51448 
L 319.477663 50.045484 
L 320.146064 50.413655 
L 320.814465 50.325469 
L 322.151267 51.165019 
L 322.819668 50.767924 
L 323.488069 51.073375 
L 324.824871 50.548978 
L 325.493272 50.552297 
L 326.830074 50.874769 
L 327.498475 51.488204 
L 328.166876 51.080971 
L 328.835277 51.473162 
L 329.503678 51.47946 
L 330.172079 51.326543 
L 330.84048 50.854249 
L 331.508882 50.812155 
L 332.177283 50.624378 
L 332.845684 49.962244 
L 334.182486 50.449643 
L 334.850887 51.015804 
L 335.519288 50.156669 
L 336.187689 50.482035 
L 336.85609 50.427187 
L 337.524491 50.20689 
L 338.192892 50.942159 
L 338.861293 50.703587 
L 339.529694 50.584348 
L 340.198095 50.606081 
L 340.866496 50.473067 
L 342.203298 50.657015 
L 342.871699 51.397826 
L 343.540101 51.690502 
L 344.208502 51.339776 
L 345.545304 51.204102 
L 348.218908 51.648547 
L 348.887309 51.623995 
L 349.55571 51.943382 
L 350.224111 51.568498 
L 350.892512 51.653759 
L 351.560913 51.267748 
L 352.229314 51.116905 
L 352.897715 50.149361 
L 353.566116 50.304215 
L 354.234517 50.171041 
L 354.902918 50.619932 
L 355.57132 50.374817 
L 356.239721 51.11449 
L 358.244924 50.349808 
L 358.913325 50.353712 
L 359.581726 50.523575 
L 360.250127 50.315384 
L 360.918528 50.499342 
L 361.586929 50.223719 
L 362.25533 50.172977 
L 362.923731 50.339947 
L 363.592132 50.041324 
L 364.260533 50.338181 
L 364.928934 50.208369 
L 365.597335 50.618964 
L 366.934137 50.956467 
L 367.602539 50.809443 
L 368.939341 50.856823 
L 369.607742 50.135277 
L 370.944544 49.799029 
L 372.281346 50.042122 
L 372.281346 50.042122 
" 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: 575.729 $\bullet$ mean: 568.030 $\bullet$ $\sigma$: 3.060 -->
    <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(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.787109 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.410156 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(633.017578 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.640625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.427734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.025391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.8125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.224609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.748047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.027344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.40625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.097656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.884766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.507812 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1299.130859 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.753906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.541016 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1458.164062 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1521.787109 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.410156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.197266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.794922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.582031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.960938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.652344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.439453 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.0625 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.849609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1999.472656 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.095703 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 572.80 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.048097)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-32"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-38"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </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(#p9195a6e0e9)" d="M 18.697188 78.677933 
L 372.281346 78.677933 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p9195a6e0e9)" d="M 18.697188 79.144574 
L 20.702391 79.06947 
L 22.039193 79.166629 
L 22.707594 78.9508 
L 24.044396 79.029829 
L 26.049599 79.184405 
L 27.386401 78.664626 
L 28.054802 79.097552 
L 31.396808 79.380826 
L 32.065209 79.218324 
L 32.73361 79.201586 
L 33.402011 79.010837 
L 36.744016 79.078446 
L 37.412417 78.846461 
L 38.080818 78.776016 
L 39.41762 78.9243 
L 40.086021 78.784309 
L 40.754422 78.815619 
L 41.422823 79.056872 
L 43.428027 79.085853 
L 44.764829 78.894699 
L 45.43323 78.997252 
L 46.101631 78.874062 
L 46.770032 79.025891 
L 47.438433 78.770952 
L 48.106834 78.746656 
L 48.775235 78.903119 
L 49.443636 78.838105 
L 50.780438 79.125216 
L 51.448839 78.971829 
L 52.11724 79.123532 
L 54.790845 78.672526 
L 55.459246 78.892648 
L 56.127647 78.932112 
L 56.796048 78.858122 
L 57.464449 79.001557 
L 58.13285 78.866757 
L 58.801251 79.030209 
L 60.806454 79.096197 
L 61.474855 79.227313 
L 62.811657 78.909588 
L 63.480058 78.895586 
L 64.148459 78.722625 
L 66.153662 79.101996 
L 66.822064 79.041781 
L 67.490465 78.791273 
L 68.158866 78.778624 
L 68.827267 78.647787 
L 71.500871 78.977894 
L 72.837673 78.923667 
L 74.842876 78.998746 
L 77.51648 78.595371 
L 78.184881 78.834687 
L 78.853283 78.743883 
L 79.521684 78.807213 
L 80.858486 78.542689 
L 82.195288 78.553742 
L 82.863689 78.820089 
L 83.53209 78.838915 
L 84.200491 79.07142 
L 84.868892 78.691201 
L 85.537293 78.65841 
L 86.205694 78.459026 
L 86.874095 78.68601 
L 87.542496 78.672894 
L 88.210897 78.824014 
L 93.558106 79.025182 
L 95.563309 78.700469 
L 96.900111 78.836814 
L 98.905314 78.962713 
L 100.242116 78.765837 
L 100.910517 78.865997 
L 101.578918 78.739021 
L 103.584122 79.042186 
L 104.252523 78.992201 
L 104.920924 79.154437 
L 105.589325 79.032867 
L 106.257726 79.113454 
L 106.926127 78.995847 
L 107.594528 79.166262 
L 108.262929 79.183228 
L 109.599731 78.725158 
L 113.610137 78.818835 
L 114.278538 78.751024 
L 114.94694 78.908272 
L 115.615341 78.856666 
L 116.283742 79.079611 
L 116.952143 78.901359 
L 117.620544 79.07856 
L 118.957346 78.774902 
L 119.625747 78.931542 
L 120.294148 78.748023 
L 121.63095 79.066267 
L 122.299351 78.915109 
L 122.967752 79.033703 
L 123.636153 78.946811 
L 124.304554 79.073838 
L 124.972955 79.020067 
L 125.641356 79.140814 
L 126.309757 78.919249 
L 130.320164 79.131875 
L 131.656966 78.767749 
L 134.998971 79.243253 
L 135.667372 78.924123 
L 136.335773 79.12752 
L 137.004174 78.948824 
L 141.014581 79.031968 
L 143.019784 79.125114 
L 147.03019 79.106528 
L 147.698591 79.069014 
L 148.366992 79.161502 
L 149.035393 79.049099 
L 150.372195 79.101477 
L 151.040597 78.948862 
L 151.708998 79.071521 
L 152.377399 78.91131 
L 153.714201 79.05039 
L 154.382602 78.899409 
L 155.051003 79.042224 
L 155.719404 78.877506 
L 156.387805 78.958865 
L 157.724607 78.954927 
L 158.393008 78.921933 
L 159.061409 79.117556 
L 160.398211 79.206283 
L 163.071816 79.142156 
L 163.740217 79.266321 
L 166.413821 79.152677 
L 169.755826 79.103553 
L 170.424227 79.185583 
L 171.092628 79.091576 
L 173.097831 79.12438 
L 178.44504 79.179164 
L 179.113441 79.10963 
L 179.781842 79.253103 
L 181.118644 79.25033 
L 181.787045 79.199104 
L 182.455446 79.299682 
L 183.123847 79.162451 
L 184.460649 79.149613 
L 186.465852 78.995024 
L 187.134254 79.163249 
L 189.139457 79.09426 
L 189.807858 78.740617 
L 190.476259 79.143042 
L 191.14466 79.086182 
L 191.813061 79.21155 
L 198.497071 79.331081 
L 199.833874 79.520564 
L 202.507478 79.570106 
L 203.175879 79.377369 
L 203.84428 79.457298 
L 204.512681 79.289174 
L 205.181082 79.338108 
L 205.849483 79.227148 
L 206.517884 79.280324 
L 207.186285 79.184013 
L 208.523087 79.204371 
L 210.52829 79.188938 
L 211.196692 79.41872 
L 211.865093 79.210828 
L 215.207098 79.155994 
L 218.549103 79.477162 
L 219.217504 79.310128 
L 221.222707 79.265131 
L 221.891108 79.247114 
L 222.559509 79.345148 
L 223.227911 79.32032 
L 224.564713 79.420366 
L 225.233114 79.359454 
L 225.901515 79.037716 
L 226.569916 79.074395 
L 227.238317 78.977058 
L 228.575119 79.121949 
L 229.911921 79.025359 
L 230.580322 79.355504 
L 231.917124 79.492621 
L 233.253926 79.243848 
L 233.922327 79.009685 
L 234.590728 79.014838 
L 235.25913 79.197421 
L 235.927531 79.211981 
L 237.264333 79.403046 
L 237.932734 79.398045 
L 239.269536 79.098248 
L 239.937937 79.2076 
L 240.606338 79.157805 
L 241.274739 79.32803 
L 247.290349 79.099843 
L 247.95875 79.333905 
L 253.974359 79.14579 
L 254.64276 79.216842 
L 255.311161 79.042793 
L 255.979562 79.186444 
L 256.647963 79.079345 
L 257.316364 79.206043 
L 259.989969 79.194395 
L 260.65837 79.018345 
L 261.326771 79.140814 
L 264.668776 79.073357 
L 265.337177 79.051314 
L 266.005578 79.243152 
L 266.673979 79.187925 
L 268.010781 79.219375 
L 271.352787 79.33983 
L 272.021188 79.210436 
L 272.689589 79.243759 
L 273.35799 79.115429 
L 282.047203 79.182114 
L 283.384006 79.305646 
L 284.052407 79.345755 
L 286.05761 79.065621 
L 286.726011 79.229339 
L 288.062813 79.14365 
L 289.399615 79.033602 
L 290.736417 79.231529 
L 292.073219 79.252179 
L 292.74162 79.106186 
L 293.410021 79.222514 
L 294.746823 79.042021 
L 296.752027 79.032424 
L 302.767636 79.105781 
L 304.104438 78.767647 
L 305.44124 78.876949 
L 306.109641 78.81372 
L 307.446444 79.149537 
L 308.114845 78.96284 
L 309.451647 79.188381 
L 311.45685 79.209765 
L 312.125251 79.034842 
L 312.793652 79.190153 
L 313.462053 78.955522 
L 316.135657 79.215171 
L 316.804058 79.274576 
L 320.146064 78.868479 
L 322.819668 79.36167 
L 324.824871 78.946697 
L 325.493272 78.7206 
L 326.830074 78.96246 
L 330.172079 79.215678 
L 330.84048 79.204954 
L 332.177283 78.75267 
L 333.514085 78.625947 
L 334.182486 78.810226 
L 334.850887 78.794995 
L 335.519288 78.986592 
L 336.187689 78.759 
L 336.85609 78.734121 
L 337.524491 78.840194 
L 338.192892 78.772484 
L 338.861293 78.862807 
L 339.529694 78.737831 
L 340.198095 78.811619 
L 340.866496 78.491134 
L 342.203298 78.630847 
L 342.871699 78.886432 
L 344.208502 79.110061 
L 346.213705 78.817038 
L 350.892512 79.135357 
L 351.560913 78.892661 
L 352.897715 78.620072 
L 356.908122 78.872733 
L 357.576523 78.746466 
L 358.244924 78.817974 
L 360.918528 78.637671 
L 362.25533 78.662917 
L 364.260533 78.71018 
L 368.27094 78.827597 
L 368.939341 78.664689 
L 370.276143 78.614248 
L 370.944544 78.584318 
L 372.281346 78.804301 
L 372.281346 78.804301 
" 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: 535.478 $\bullet$ mean: 532.667 $\bullet$ $\sigma$: 0.981 -->
    <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-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <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(1936.083984 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 534.42 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.505745)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <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-32"/>
    </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(#p8f841a80a1)" d="M 18.697188 105.293366 
L 372.281346 105.293366 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p8f841a80a1)" d="M 19.365589 108.304302 
L 20.03399 111.277767 
L 20.702391 113.079963 
L 21.370792 110.973064 
L 22.039193 109.492752 
L 22.707594 109.481909 
L 23.375995 106.395077 
L 24.044396 107.91366 
L 24.712797 105.652103 
L 25.381198 105.979176 
L 26.049599 98.831384 
L 26.718 103.647312 
L 27.386401 98.967415 
L 28.723203 108.516807 
L 29.391604 110.01149 
L 30.060005 107.901242 
L 31.396808 109.277519 
L 32.065209 108.396474 
L 32.73361 107.768869 
L 33.402011 108.435412 
L 34.738813 104.414651 
L 36.075615 109.046787 
L 36.744016 109.756987 
L 37.412417 108.752329 
L 38.080818 109.506854 
L 38.749219 111.653465 
L 39.41762 109.529892 
L 40.086021 108.006918 
L 40.754422 111.751092 
L 41.422823 114.068656 
L 42.091224 114.039877 
L 42.759626 113.601894 
L 43.428027 110.96169 
L 44.096428 110.736035 
L 44.764829 109.489736 
L 45.43323 107.284522 
L 46.101631 107.935498 
L 46.770032 107.462372 
L 47.438433 110.482465 
L 48.106834 108.091509 
L 48.775235 111.201003 
L 49.443636 110.087964 
L 50.112037 112.181338 
L 50.780438 112.328566 
L 51.448839 108.752794 
L 52.11724 109.492131 
L 52.785641 108.562707 
L 53.454042 108.107319 
L 54.122443 110.43364 
L 54.790845 110.035636 
L 55.459246 111.831446 
L 56.127647 110.567012 
L 56.796048 107.409179 
L 57.464449 106.524611 
L 58.13285 105.322768 
L 58.801251 111.112 
L 59.469652 113.840853 
L 60.138053 113.372203 
L 60.806454 110.752067 
L 61.474855 106.850243 
L 62.143256 105.896583 
L 62.811657 107.683879 
L 63.480058 108.549935 
L 64.148459 110.886612 
L 64.81686 114.243403 
L 65.485261 112.85453 
L 66.153662 107.438115 
L 66.822064 108.537297 
L 67.490465 108.136917 
L 68.158866 108.136386 
L 68.827267 102.872188 
L 69.495668 111.669673 
L 70.164069 111.804419 
L 70.83247 110.996546 
L 71.500871 106.74929 
L 72.169272 108.229845 
L 72.837673 113.786439 
L 73.506074 114.431829 
L 74.174475 110.347677 
L 74.842876 109.123351 
L 75.511277 108.166387 
L 76.179678 109.221311 
L 76.848079 109.690204 
L 77.51648 110.7669 
L 78.184881 110.378518 
L 78.853283 108.065299 
L 79.521684 108.416098 
L 80.190085 107.52255 
L 80.858486 107.418935 
L 81.526887 106.548024 
L 82.195288 105.867648 
L 82.863689 110.765859 
L 83.53209 106.328401 
L 84.200491 108.091087 
L 84.868892 107.806097 
L 85.537293 106.640286 
L 86.205694 106.343478 
L 86.874095 106.920841 
L 87.542496 106.936761 
L 88.210897 109.759448 
L 88.879298 109.708873 
L 89.547699 109.349648 
L 90.2161 105.557447 
L 90.884502 109.143682 
L 92.221304 110.648584 
L 92.889705 106.573902 
L 93.558106 107.540133 
L 94.226507 109.656545 
L 94.894908 109.610999 
L 95.563309 107.110133 
L 96.23171 103.364296 
L 96.900111 104.617711 
L 97.568512 103.006866 
L 98.905314 110.440449 
L 99.573715 109.637897 
L 100.242116 106.280353 
L 100.910517 105.015072 
L 101.578918 105.261482 
L 102.247319 107.592217 
L 102.915721 106.449289 
L 103.584122 108.478184 
L 104.252523 109.312751 
L 104.920924 110.719584 
L 105.589325 110.289095 
L 106.257726 108.399712 
L 106.926127 107.820201 
L 107.594528 106.832924 
L 108.262929 108.86049 
L 108.93133 108.629757 
L 109.599731 106.43421 
L 110.268132 107.612771 
L 110.936533 106.839955 
L 111.604934 105.39095 
L 112.273335 105.409997 
L 112.941736 106.649199 
L 113.610137 106.483101 
L 114.278538 103.921147 
L 115.615341 109.446633 
L 116.283742 106.539399 
L 116.952143 107.057427 
L 117.620544 106.011838 
L 118.288945 106.733148 
L 118.957346 107.143747 
L 119.625747 109.773838 
L 120.294148 109.723151 
L 120.962549 105.112901 
L 121.63095 107.048913 
L 122.299351 105.928402 
L 122.967752 106.016892 
L 123.636153 109.876876 
L 124.304554 108.789493 
L 124.972955 106.34909 
L 125.641356 108.295788 
L 126.309757 107.340088 
L 126.978159 108.203326 
L 127.64656 108.338714 
L 128.314961 109.34499 
L 128.983362 104.953499 
L 129.651763 108.260023 
L 130.320164 108.821066 
L 130.988565 109.142818 
L 131.656966 111.010249 
L 132.325367 108.4506 
L 132.993768 110.064593 
L 133.662169 106.709266 
L 134.33057 105.697337 
L 134.998971 107.017826 
L 135.667372 106.460576 
L 136.335773 106.78827 
L 137.004174 106.119687 
L 137.672575 106.356007 
L 138.340976 105.728688 
L 139.009378 106.666983 
L 139.677779 107.883437 
L 140.34618 106.857913 
L 141.014581 110.761157 
L 141.682982 110.828984 
L 142.351383 110.266411 
L 143.688185 105.920308 
L 144.356586 109.27947 
L 145.024987 109.458649 
L 145.693388 110.441688 
L 146.361789 109.893483 
L 147.03019 109.136855 
L 148.366992 105.326492 
L 149.035393 107.021883 
L 150.372195 107.548469 
L 151.040597 107.131175 
L 151.708998 105.890662 
L 152.377399 106.471527 
L 153.0458 107.683726 
L 153.714201 110.690979 
L 154.382602 109.675325 
L 155.719404 109.284083 
L 156.387805 109.225633 
L 157.056206 107.623902 
L 157.724607 105.273765 
L 158.393008 104.186424 
L 159.061409 107.903415 
L 159.72981 106.673303 
L 160.398211 108.946744 
L 161.066612 110.453662 
L 161.735013 109.559182 
L 162.403414 106.390509 
L 163.071816 111.036546 
L 163.740217 111.275838 
L 164.408618 110.672265 
L 165.077019 110.41495 
L 165.74542 111.120826 
L 166.413821 112.346436 
L 167.082222 110.811092 
L 167.750623 109.774792 
L 168.419024 110.205347 
L 169.087425 112.883556 
L 169.755826 112.266214 
L 170.424227 114.534335 
L 171.092628 108.199181 
L 172.42943 113.146771 
L 173.097831 110.912111 
L 173.766232 109.497031 
L 174.434633 109.104415 
L 175.103035 108.387429 
L 176.439837 112.120604 
L 177.108238 109.724061 
L 177.776639 109.996477 
L 178.44504 113.059431 
L 179.113441 114.891451 
L 179.781842 114.220586 
L 180.450243 112.657303 
L 181.118644 112.770605 
L 181.787045 115.999325 
L 182.455446 115.127772 
L 183.123847 111.446524 
L 184.460649 113.782847 
L 185.12905 112.545929 
L 185.797451 112.071004 
L 186.465852 110.392887 
L 187.134254 109.971445 
L 187.802655 109.139868 
L 188.471056 109.120755 
L 189.139457 104.400327 
L 189.807858 107.6253 
L 190.476259 107.598736 
L 191.14466 112.19841 
L 191.813061 113.094554 
L 192.481462 109.966965 
L 193.149863 112.246504 
L 193.818264 113.194975 
L 194.486665 115.909968 
L 195.155066 114.96868 
L 195.823467 114.317948 
L 196.491868 114.504756 
L 197.160269 115.333515 
L 197.82867 111.516347 
L 198.497071 112.561005 
L 199.165473 115.632539 
L 199.833874 116.085046 
L 200.502275 116.242851 
L 201.170676 113.771518 
L 201.839077 113.461095 
L 203.175879 113.57686 
L 203.84428 110.755349 
L 204.512681 109.067364 
L 205.181082 111.490116 
L 205.849483 113.176748 
L 206.517884 109.472219 
L 207.186285 109.105702 
L 207.854686 111.994464 
L 208.523087 113.783003 
L 209.191488 109.773328 
L 209.859889 109.117895 
L 210.52829 113.361271 
L 211.196692 114.786796 
L 211.865093 107.93723 
L 212.533494 110.204417 
L 213.201895 110.144217 
L 213.870296 109.639625 
L 214.538697 109.954592 
L 215.207098 111.280603 
L 215.875499 110.158673 
L 216.5439 110.504616 
L 217.212301 113.759188 
L 217.880702 112.038543 
L 218.549103 109.44497 
L 219.217504 108.072861 
L 219.885905 109.776301 
L 220.554306 111.08229 
L 221.222707 108.634391 
L 221.891108 109.545503 
L 222.559509 112.208122 
L 223.227911 111.968188 
L 223.896312 109.432243 
L 224.564713 109.107275 
L 225.233114 109.575435 
L 225.901515 107.741153 
L 226.569916 108.907098 
L 227.238317 108.271952 
L 227.906718 106.701263 
L 228.575119 107.391486 
L 229.24352 107.081152 
L 229.911921 101.201078 
L 230.580322 108.794901 
L 231.248723 108.755213 
L 231.917124 106.594365 
L 232.585525 110.296877 
L 233.253926 108.889758 
L 233.922327 102.504627 
L 234.590728 106.930021 
L 235.25913 108.490422 
L 235.927531 108.940667 
L 236.595932 106.919067 
L 237.264333 106.794767 
L 237.932734 107.2992 
L 238.601135 108.232483 
L 239.269536 107.539733 
L 239.937937 111.740583 
L 240.606338 111.244661 
L 241.274739 110.287765 
L 241.94314 108.777231 
L 242.611541 110.763575 
L 243.279942 109.128516 
L 243.948343 106.646318 
L 244.616744 105.702945 
L 245.285145 106.680973 
L 245.953546 109.626655 
L 246.621947 110.386701 
L 247.290349 109.374304 
L 247.95875 108.810202 
L 248.627151 104.720749 
L 249.295552 107.732906 
L 249.963953 107.976053 
L 250.632354 111.157477 
L 251.300755 107.563459 
L 251.969156 108.894812 
L 252.637557 110.645946 
L 253.305958 110.306921 
L 253.974359 113.190384 
L 254.64276 109.16712 
L 255.311161 106.171928 
L 255.979562 108.84836 
L 256.647963 107.797295 
L 257.984765 111.76688 
L 258.653166 107.542173 
L 259.321568 108.4106 
L 259.989969 108.261154 
L 260.65837 107.713415 
L 261.995172 111.443043 
L 262.663573 108.806853 
L 263.331974 109.367053 
L 264.000375 109.204437 
L 264.668776 109.993683 
L 265.337177 110.349982 
L 266.005578 111.210936 
L 266.673979 109.961999 
L 267.34238 109.30936 
L 268.010781 108.013325 
L 268.679182 109.402708 
L 269.347583 111.462645 
L 270.015984 110.647411 
L 271.352787 108.436366 
L 272.021188 109.344879 
L 272.689589 107.750621 
L 273.35799 108.928183 
L 274.026391 108.57222 
L 274.694792 109.860359 
L 275.363193 109.976811 
L 276.699995 106.417536 
L 278.036797 109.165169 
L 278.705198 109.565057 
L 279.373599 107.59093 
L 280.042 109.214748 
L 280.710401 109.135301 
L 281.378802 108.856631 
L 282.047203 109.997854 
L 282.715604 110.461024 
L 283.384006 107.34705 
L 284.052407 109.580224 
L 284.720808 108.273836 
L 285.389209 109.423904 
L 286.05761 109.32386 
L 287.394412 108.930556 
L 288.062813 107.862617 
L 288.731214 109.324238 
L 289.399615 107.445764 
L 290.068016 106.985343 
L 290.736417 107.322793 
L 291.404818 107.351108 
L 292.073219 109.588408 
L 293.410021 108.019447 
L 294.078422 109.70191 
L 294.746823 106.950421 
L 295.415225 107.645034 
L 296.083626 107.263968 
L 296.752027 107.406851 
L 297.420428 107.153392 
L 298.088829 107.424034 
L 299.425631 110.951757 
L 300.094032 110.490205 
L 300.762433 107.265808 
L 301.430834 106.82818 
L 302.099235 108.096962 
L 302.767636 110.375592 
L 303.436037 110.125149 
L 304.104438 108.500932 
L 306.109641 105.751372 
L 306.778042 102.833896 
L 307.446444 98.781493 
L 308.114845 109.274726 
L 308.783246 101.2652 
L 309.451647 107.754567 
L 310.120048 106.41461 
L 310.788449 110.455349 
L 311.45685 110.987544 
L 312.125251 107.042437 
L 312.793652 106.222992 
L 313.462053 108.983638 
L 314.130454 108.656187 
L 314.798855 110.290203 
L 315.467256 109.918784 
L 316.135657 109.732397 
L 316.804058 110.923773 
L 317.472459 111.060026 
L 318.14086 110.286589 
L 318.809261 109.906789 
L 319.477663 107.577251 
L 320.146064 111.046501 
L 320.814465 111.973575 
L 321.482866 110.892842 
L 322.151267 111.913532 
L 323.488069 106.812749 
L 324.15647 106.980221 
L 324.824871 109.893684 
L 325.493272 109.737298 
L 326.161673 107.117848 
L 327.498475 109.008939 
L 328.166876 109.628696 
L 328.835277 112.924531 
L 329.503678 115.562761 
L 330.172079 114.87542 
L 330.84048 110.786746 
L 331.508882 109.299027 
L 332.177283 109.286189 
L 332.845684 109.48967 
L 334.182486 112.826195 
L 334.850887 111.136656 
L 335.519288 108.740934 
L 336.187689 108.99743 
L 336.85609 108.228315 
L 338.192892 109.379781 
L 339.529694 105.180285 
L 340.198095 107.104833 
L 340.866496 103.730481 
L 341.534897 104.091614 
L 342.203298 100.551008 
L 342.871699 110.320425 
L 343.540101 110.430048 
L 344.208502 110.933574 
L 344.876903 109.367075 
L 345.545304 111.290914 
L 346.213705 110.424196 
L 346.882106 107.85672 
L 347.550507 108.351132 
L 348.218908 107.181973 
L 348.887309 109.021333 
L 349.55571 109.928163 
L 350.224111 109.794637 
L 351.560913 111.301136 
L 352.229314 109.444061 
L 352.897715 108.406032 
L 353.566116 107.695232 
L 354.234517 108.577696 
L 354.902918 108.925833 
L 355.57132 110.34599 
L 356.239721 108.509824 
L 356.908122 109.690891 
L 357.576523 109.544924 
L 358.244924 108.924858 
L 358.913325 107.440887 
L 359.581726 107.122794 
L 360.250127 107.865366 
L 360.918528 107.347539 
L 361.586929 110.132288 
L 362.25533 109.54406 
L 362.923731 109.614925 
L 363.592132 108.325765 
L 364.260533 108.212329 
L 364.928934 107.816651 
L 365.597335 109.701334 
L 366.265736 110.10528 
L 366.934137 108.092395 
L 367.602539 109.089914 
L 368.939341 109.497475 
L 369.607742 106.621485 
L 370.276143 109.221089 
L 370.944544 109.513882 
L 371.612945 110.588895 
L 372.281346 111.095482 
L 372.281346 111.095482 
" 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: 1.693 $\bullet$ mean: 1.230 $\bullet$ $\sigma$: 0.115 -->
    <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-39"/>
     <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-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.40 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 106.121179)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-30"/>
    </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(#p4ff6192972)" d="M 18.697188 135.095636 
L 372.281346 135.095636 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p4ff6192972)" d="M 19.365589 142.709966 
L 20.03399 141.182366 
L 20.702391 139.273892 
L 21.370792 140.271362 
L 22.039193 142.867069 
L 22.707594 144.798914 
L 23.375995 135.821843 
L 24.044396 130.26128 
L 24.712797 131.557965 
L 25.381198 135.182286 
L 26.049599 140.032644 
L 26.718 138.958614 
L 27.386401 132.518634 
L 28.054802 141.855358 
L 28.723203 140.493561 
L 29.391604 144.551523 
L 30.060005 141.730318 
L 30.728407 141.228871 
L 31.396808 143.122407 
L 32.065209 142.194899 
L 32.73361 140.031446 
L 33.402011 139.382986 
L 34.070412 137.129085 
L 34.738813 132.845914 
L 36.075615 135.850462 
L 36.744016 143.496299 
L 37.412417 133.632113 
L 38.080818 132.810347 
L 38.749219 142.298559 
L 39.41762 140.600142 
L 40.086021 139.321053 
L 40.754422 137.474501 
L 41.422823 143.954406 
L 42.091224 144.249893 
L 42.759626 143.858309 
L 43.428027 142.826671 
L 44.096428 142.275658 
L 44.764829 138.155687 
L 46.101631 142.869034 
L 46.770032 136.555407 
L 47.438433 140.968454 
L 48.775235 135.85941 
L 49.443636 138.023392 
L 50.112037 141.898707 
L 51.448839 136.862852 
L 52.11724 137.70596 
L 52.785641 144.278098 
L 53.454042 140.875527 
L 54.122443 138.087379 
L 54.790845 139.580944 
L 55.459246 144.140195 
L 56.127647 142.057925 
L 56.796048 143.078814 
L 57.464449 141.292657 
L 58.13285 137.85687 
L 58.801251 142.770323 
L 59.469652 144.632444 
L 60.138053 143.91783 
L 60.806454 144.43097 
L 61.474855 140.372495 
L 62.143256 143.49512 
L 62.811657 140.455487 
L 63.480058 139.270959 
L 64.148459 140.063422 
L 64.81686 142.521923 
L 65.485261 144.365889 
L 66.153662 135.757221 
L 66.822064 143.168458 
L 67.490465 137.629253 
L 68.158866 142.00457 
L 68.827267 131.934812 
L 69.495668 139.020682 
L 70.164069 141.160538 
L 70.83247 142.726542 
L 71.500871 142.677314 
L 72.169272 141.806037 
L 72.837673 143.420849 
L 73.506074 141.468429 
L 74.174475 141.982056 
L 74.842876 139.529851 
L 75.511277 140.525692 
L 76.179678 144.106942 
L 76.848079 142.887113 
L 77.51648 141.085897 
L 78.184881 138.755313 
L 78.853283 138.9242 
L 79.521684 137.510101 
L 80.190085 135.120682 
L 80.858486 136.498221 
L 81.526887 140.419505 
L 82.195288 133.291511 
L 82.863689 139.273146 
L 83.53209 140.8379 
L 84.200491 141.627034 
L 84.868892 134.63069 
L 85.537293 137.68844 
L 86.205694 138.998702 
L 86.874095 137.408137 
L 87.542496 138.475282 
L 88.210897 142.788665 
L 88.879298 142.567869 
L 89.547699 139.641037 
L 90.2161 138.733031 
L 90.884502 138.90777 
L 91.552903 142.62664 
L 92.221304 142.789231 
L 93.558106 141.044498 
L 94.226507 142.660804 
L 95.563309 140.613495 
L 96.23171 135.242836 
L 96.900111 136.982225 
L 97.568512 135.171149 
L 98.236913 142.03754 
L 98.905314 144.499819 
L 99.573715 135.298453 
L 100.242116 145.809392 
L 100.910517 136.009291 
L 101.578918 137.999074 
L 102.247319 141.20482 
L 102.915721 143.286443 
L 103.584122 142.500208 
L 104.252523 142.900998 
L 104.920924 139.066409 
L 105.589325 137.527504 
L 106.257726 139.897568 
L 106.926127 141.271643 
L 107.594528 139.798391 
L 108.262929 144.60496 
L 108.93133 138.331406 
L 109.599731 142.994945 
L 110.268132 139.586806 
L 110.936533 138.467973 
L 111.604934 136.646118 
L 112.273335 139.517863 
L 112.941736 141.364066 
L 113.610137 139.388688 
L 114.278538 136.758414 
L 114.94694 139.656789 
L 115.615341 140.796994 
L 116.283742 139.456178 
L 116.952143 140.029432 
L 117.620544 136.005413 
L 118.288945 141.570607 
L 118.957346 138.888449 
L 119.625747 137.193378 
L 120.294148 139.661706 
L 120.962549 134.438093 
L 121.63095 139.762737 
L 122.299351 138.373452 
L 122.967752 138.809604 
L 123.636153 140.159071 
L 124.304554 137.585934 
L 124.972955 139.430871 
L 125.641356 139.586111 
L 126.309757 137.554432 
L 126.978159 140.508556 
L 128.314961 143.301375 
L 128.983362 141.797918 
L 129.651763 141.423045 
L 130.320164 141.855317 
L 130.988565 140.685688 
L 131.656966 141.889789 
L 132.325367 141.310498 
L 132.993768 138.565922 
L 133.662169 141.519128 
L 134.33057 143.206894 
L 134.998971 139.192561 
L 135.667372 135.934154 
L 136.335773 135.979083 
L 137.004174 137.459586 
L 137.672575 142.415988 
L 138.340976 141.241213 
L 139.009378 142.902397 
L 139.677779 141.761809 
L 140.34618 142.737338 
L 141.014581 144.174914 
L 141.682982 142.225064 
L 142.351383 144.3344 
L 143.019784 144.722868 
L 143.688185 144.077198 
L 144.356586 144.254696 
L 145.024987 142.160843 
L 145.693388 144.48177 
L 146.361789 142.095315 
L 147.03019 143.578884 
L 147.698591 141.464443 
L 148.366992 139.913805 
L 149.035393 143.602288 
L 149.703794 144.043569 
L 150.372195 140.674877 
L 151.040597 138.521876 
L 151.708998 138.033844 
L 152.377399 136.636803 
L 153.0458 139.873838 
L 153.714201 141.735052 
L 154.382602 136.195785 
L 155.051003 135.594355 
L 155.719404 135.598364 
L 156.387805 140.071009 
L 157.056206 142.250577 
L 157.724607 140.249822 
L 158.393008 140.265606 
L 159.061409 142.776091 
L 159.72981 143.093882 
L 160.398211 142.325971 
L 161.066612 142.980026 
L 161.735013 142.075332 
L 162.403414 139.440529 
L 163.071816 143.082046 
L 163.740217 144.140811 
L 164.408618 141.816832 
L 165.077019 143.580159 
L 165.74542 143.383982 
L 167.082222 142.674822 
L 167.750623 143.097975 
L 168.419024 140.297492 
L 169.087425 140.000599 
L 169.755826 138.584075 
L 170.424227 140.309569 
L 171.092628 140.276078 
L 171.761029 142.331904 
L 172.42943 141.318562 
L 173.097831 142.450377 
L 174.434633 136.575864 
L 175.103035 141.098336 
L 175.771436 141.883861 
L 176.439837 141.761903 
L 177.108238 141.289305 
L 177.776639 141.605391 
L 178.44504 143.18977 
L 179.113441 142.304078 
L 179.781842 140.635924 
L 180.450243 138.490539 
L 181.118644 137.650582 
L 181.787045 140.192462 
L 182.455446 140.153505 
L 183.123847 141.835691 
L 183.792248 144.371668 
L 184.460649 142.184314 
L 185.12905 140.491783 
L 185.797451 137.032114 
L 186.465852 137.762913 
L 187.134254 143.743851 
L 187.802655 143.583068 
L 188.471056 140.768199 
L 189.139457 134.760631 
L 189.807858 138.741598 
L 190.476259 139.483143 
L 191.14466 138.075527 
L 191.813061 138.981965 
L 192.481462 140.902759 
L 193.149863 140.005228 
L 193.818264 142.443616 
L 194.486665 142.148637 
L 195.155066 143.003914 
L 195.823467 142.6997 
L 196.491868 143.773761 
L 197.160269 141.962287 
L 197.82867 142.179357 
L 198.497071 142.174236 
L 199.165473 141.40355 
L 199.833874 141.732849 
L 200.502275 141.624349 
L 201.170676 144.13923 
L 201.839077 142.703275 
L 202.507478 142.630176 
L 203.175879 142.674477 
L 203.84428 140.017845 
L 204.512681 139.781189 
L 205.181082 139.359867 
L 205.849483 141.026512 
L 206.517884 138.769538 
L 207.186285 140.526076 
L 207.854686 139.583098 
L 208.523087 144.713384 
L 209.191488 140.562677 
L 209.859889 139.972817 
L 210.52829 143.143876 
L 211.196692 139.538475 
L 211.865093 138.471857 
L 212.533494 136.707 
L 213.201895 139.552491 
L 213.870296 141.460883 
L 214.538697 140.52547 
L 215.207098 142.232133 
L 215.875499 141.438389 
L 216.5439 141.026559 
L 217.212301 142.557258 
L 217.880702 142.332039 
L 218.549103 141.027803 
L 219.217504 138.981293 
L 219.885905 141.718263 
L 220.554306 140.400455 
L 221.222707 140.295474 
L 221.891108 138.856861 
L 222.559509 141.270614 
L 223.227911 140.242424 
L 223.896312 140.063219 
L 224.564713 139.174085 
L 225.233114 137.269528 
L 225.901515 139.555306 
L 226.569916 140.789275 
L 227.238317 137.820528 
L 227.906718 136.604007 
L 228.575119 141.270467 
L 229.24352 139.074212 
L 229.911921 133.047837 
L 230.580322 137.08212 
L 231.248723 140.36475 
L 231.917124 138.113013 
L 232.585525 142.627053 
L 233.253926 142.92418 
L 233.922327 132.437478 
L 234.590728 141.313937 
L 235.25913 139.450777 
L 235.927531 140.312632 
L 236.595932 136.883264 
L 237.264333 138.645112 
L 237.932734 136.437051 
L 238.601135 141.020163 
L 239.269536 139.619872 
L 239.937937 137.144001 
L 240.606338 139.428157 
L 241.274739 137.157354 
L 241.94314 138.475783 
L 242.611541 139.172377 
L 243.279942 138.935657 
L 243.948343 140.852893 
L 244.616744 138.981494 
L 245.285145 135.140727 
L 245.953546 140.534193 
L 246.621947 139.727078 
L 247.290349 139.634146 
L 247.95875 140.468994 
L 248.627151 138.328154 
L 249.295552 137.483414 
L 249.963953 138.317753 
L 251.300755 141.584287 
L 251.969156 136.796645 
L 252.637557 139.658853 
L 253.305958 139.603329 
L 253.974359 143.11557 
L 254.64276 142.057021 
L 255.311161 137.070674 
L 255.979562 138.527713 
L 256.647963 137.575945 
L 257.316364 139.261143 
L 257.984765 143.776726 
L 258.653166 141.026996 
L 259.321568 142.196796 
L 259.989969 140.084708 
L 261.326771 143.200505 
L 261.995172 143.590449 
L 262.663573 141.841712 
L 263.331974 143.58436 
L 264.668776 140.258486 
L 265.337177 142.586681 
L 266.005578 140.697006 
L 266.673979 142.85309 
L 267.34238 142.453357 
L 268.010781 142.564457 
L 268.679182 142.351518 
L 269.347583 143.840712 
L 270.015984 144.265268 
L 270.684385 141.901835 
L 271.352787 142.13045 
L 272.021188 140.83499 
L 272.689589 137.362863 
L 273.35799 137.59809 
L 274.026391 135.386704 
L 275.363193 140.065235 
L 276.031594 138.317852 
L 276.699995 138.536757 
L 277.368396 139.895212 
L 278.036797 142.351461 
L 278.705198 139.871688 
L 279.373599 138.493455 
L 280.042 140.172602 
L 280.710401 138.806998 
L 281.378802 138.471525 
L 282.047203 138.808535 
L 282.715604 138.707844 
L 283.384006 139.702507 
L 284.052407 137.11795 
L 284.720808 136.930986 
L 285.389209 137.28548 
L 286.05761 139.110458 
L 286.726011 142.538395 
L 287.394412 142.471541 
L 288.731214 141.258632 
L 289.399615 138.121194 
L 290.068016 138.469503 
L 290.736417 137.867601 
L 291.404818 137.101897 
L 292.073219 142.204766 
L 292.74162 140.21823 
L 293.410021 135.078938 
L 294.078422 135.607549 
L 294.746823 141.426165 
L 295.415225 140.117793 
L 296.083626 135.472195 
L 296.752027 142.836015 
L 297.420428 139.134998 
L 298.088829 140.136569 
L 298.75723 140.038178 
L 299.425631 141.846434 
L 300.094032 140.549761 
L 300.762433 138.102586 
L 301.430834 137.420866 
L 302.099235 141.040428 
L 302.767636 139.313254 
L 303.436037 140.031035 
L 304.104438 136.852042 
L 304.772839 138.755133 
L 305.44124 141.885987 
L 306.109641 137.291666 
L 306.778042 135.418586 
L 307.446444 124.910046 
L 308.114845 137.073261 
L 308.783246 136.150653 
L 309.451647 145.320647 
L 310.120048 140.006594 
L 310.788449 137.987342 
L 311.45685 136.686979 
L 312.125251 139.937526 
L 312.793652 139.430548 
L 313.462053 138.17116 
L 314.130454 134.326069 
L 314.798855 138.570229 
L 315.467256 140.542423 
L 316.135657 140.721936 
L 316.804058 141.728443 
L 317.472459 139.784401 
L 318.14086 137.194777 
L 318.809261 137.249006 
L 319.477663 138.964842 
L 320.146064 141.812836 
L 320.814465 134.04844 
L 321.482866 137.599791 
L 322.151267 142.438012 
L 322.819668 142.501162 
L 323.488069 142.725327 
L 324.15647 135.914905 
L 324.824871 140.747028 
L 325.493272 138.501834 
L 326.161673 137.362418 
L 326.830074 141.073129 
L 327.498475 141.195278 
L 328.166876 142.156811 
L 328.835277 143.354336 
L 330.172079 139.198217 
L 330.84048 138.405449 
L 331.508882 135.804584 
L 332.845684 135.756427 
L 333.514085 139.635803 
L 334.182486 142.486244 
L 334.850887 142.197651 
L 335.519288 139.080594 
L 336.187689 131.102279 
L 336.85609 135.134255 
L 337.524491 140.72244 
L 338.192892 139.773001 
L 338.861293 136.281291 
L 339.529694 133.73127 
L 340.198095 133.168104 
L 340.866496 125.785994 
L 341.534897 132.018851 
L 342.203298 134.020666 
L 342.871699 137.051887 
L 343.540101 143.962924 
L 344.208502 143.334576 
L 344.876903 142.449094 
L 346.213705 141.361138 
L 346.882106 138.815535 
L 347.550507 141.177801 
L 348.218908 137.658122 
L 348.887309 140.219716 
L 349.55571 140.194806 
L 350.224111 143.209754 
L 350.892512 138.033967 
L 351.560913 136.415215 
L 352.229314 141.460299 
L 352.897715 140.253036 
L 353.566116 142.747632 
L 354.234517 141.915163 
L 354.902918 138.300611 
L 355.57132 143.831297 
L 356.239721 140.419734 
L 356.908122 140.393553 
L 357.576523 138.052417 
L 358.244924 137.803997 
L 358.913325 137.302523 
L 359.581726 141.029122 
L 360.250127 141.79116 
L 360.918528 139.579168 
L 362.25533 134.606403 
L 362.923731 141.32352 
L 363.592132 140.90979 
L 364.260533 139.394602 
L 364.928934 137.016203 
L 365.597335 140.071824 
L 366.265736 139.997572 
L 366.934137 142.571362 
L 368.27094 134.327591 
L 368.939341 139.722009 
L 369.607742 134.096579 
L 370.276143 142.657139 
L 370.944544 138.215744 
L 371.612945 144.49676 
L 372.281346 140.952129 
L 372.281346 140.952129 
" 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: 0.556 $\bullet$ mean: 0.177 $\bullet$ $\sigma$: 0.073 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-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-37"/>
     <use transform="translate(1267.513672 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1331.136719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.923828 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.521484 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.308594 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.6875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.378906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.166016 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.789062 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.576172 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.199219 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.822266 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.30 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 135.923448)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-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#p337c14f624)">
    <image height="948" id="image425f413371" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQKVBMU1r7725GubRpIAAAAAAC4zbPkh45gc3A8ZsEc9Jr4HAOAtC7uhDYArUvILAAAAAElFTkSuQmCC"/>
   </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(#p1ba4f39d7a)">
    <image height="128.16" id="image72af33a6c9" 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="m4e2a4b710a" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m4e2a4b710a" 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="#m4e2a4b710a" 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="#m4e2a4b710a" 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="#m4e2a4b710a" 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="#m4e2a4b710a" 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="p84a9c72440">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pc2ca777d64">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p9195a6e0e9">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p8f841a80a1">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p4ff6192972">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p337c14f624">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p1ba4f39d7a">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>