highspeed-fmriprep/fmriprep/sub-13/figures/sub-13_ses-01_task-highspeed_rec-prenorm_run-03_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(#p6e4801ad92)" d="M 18.697188 22.845674 
L 372.281346 22.845674 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p6e4801ad92)" d="M 18.697188 23.602502 
L 19.365589 23.534542 
L 20.03399 23.605311 
L 20.702391 23.885442 
L 22.707594 23.929606 
L 24.044396 23.710307 
L 26.049599 23.763157 
L 27.386401 23.956862 
L 28.723203 23.827016 
L 29.391604 23.6487 
L 30.728407 23.689465 
L 32.065209 23.826572 
L 33.402011 23.793935 
L 34.738813 23.764871 
L 36.075615 23.789762 
L 38.080818 23.594477 
L 38.749219 23.602037 
L 39.41762 23.492579 
L 42.091224 23.615556 
L 48.775235 23.571403 
L 50.112037 23.484048 
L 50.780438 23.459115 
L 51.448839 23.630119 
L 52.11724 23.610341 
L 53.454042 23.713003 
L 54.790845 23.712352 
L 56.127647 23.908257 
L 56.796048 23.977497 
L 60.138053 23.582289 
L 61.474855 23.517656 
L 62.143256 23.422264 
L 63.480058 23.514237 
L 64.81686 23.743316 
L 65.485261 23.821118 
L 66.822064 23.468163 
L 67.490465 23.395855 
L 68.158866 23.494995 
L 69.495668 23.470001 
L 70.164069 23.505603 
L 71.500871 23.386973 
L 72.169272 23.386116 
L 73.506074 23.53511 
L 75.511277 23.574884 
L 76.179678 23.626587 
L 78.853283 23.363352 
L 80.190085 23.631534 
L 82.195288 23.27171 
L 85.537293 23.56436 
L 87.542496 23.5049 
L 89.547699 23.510519 
L 90.2161 23.362433 
L 91.552903 23.562129 
L 92.221304 23.243401 
L 92.889705 23.498424 
L 96.900111 23.367133 
L 98.236913 23.440979 
L 100.242116 23.306361 
L 100.910517 23.464806 
L 101.578918 23.212406 
L 102.915721 23.544581 
L 103.584122 23.477882 
L 108.262929 23.741003 
L 108.93133 23.607934 
L 113.610137 23.416202 
L 116.283742 23.109444 
L 120.962549 23.143662 
L 124.304554 23.180161 
L 125.641356 23.16565 
L 128.314961 23.219966 
L 128.983362 23.063102 
L 132.325367 23.222662 
L 132.993768 23.106273 
L 133.662169 23.250816 
L 134.33057 23.061201 
L 134.998971 23.274592 
L 135.667372 22.963703 
L 136.335773 23.829753 
L 137.004174 24.897357 
L 137.672575 23.220286 
L 138.340976 23.454695 
L 139.009378 23.344276 
L 139.677779 23.40011 
L 140.34618 23.610103 
L 141.682982 22.952301 
L 142.351383 23.265245 
L 144.356586 23.405522 
L 146.361789 23.536866 
L 148.366992 23.366286 
L 150.372195 23.292191 
L 151.040597 23.114557 
L 155.719404 23.207335 
L 156.387805 23.10302 
L 157.056206 23.258263 
L 157.724607 23.251798 
L 158.393008 23.436858 
L 160.398211 23.304017 
L 161.066612 23.445761 
L 162.403414 23.304585 
L 163.071816 23.060716 
L 163.740217 23.100335 
L 164.408618 23.010944 
L 166.413821 23.529915 
L 167.082222 23.472005 
L 167.750623 23.572529 
L 169.755826 23.578736 
L 171.761029 23.685034 
L 172.42943 23.585997 
L 173.766232 23.59049 
L 176.439837 23.245797 
L 177.108238 23.567251 
L 178.44504 23.327834 
L 179.781842 23.562707 
L 181.787045 23.441661 
L 182.455446 23.546482 
L 183.123847 23.350019 
L 185.797451 23.261269 
L 188.471056 23.197151 
L 190.476259 23.668778 
L 197.160269 23.369095 
L 197.82867 24.049846 
L 198.497071 23.701446 
L 199.165473 23.221257 
L 199.833874 23.565692 
L 200.502275 23.431209 
L 201.170676 23.556892 
L 201.839077 23.50113 
L 202.507478 23.582382 
L 204.512681 23.412731 
L 205.181082 23.533272 
L 205.849483 23.29153 
L 206.517884 23.346435 
L 207.186285 23.106945 
L 207.854686 23.140914 
L 208.523087 23.012989 
L 209.859889 23.152719 
L 211.196692 23.200177 
L 212.533494 23.323558 
L 214.538697 23.436218 
L 215.875499 23.547907 
L 217.880702 23.382883 
L 218.549103 23.394709 
L 219.217504 23.233537 
L 221.222707 23.18139 
L 223.227911 23.154434 
L 226.569916 23.106418 
L 227.238317 23.18704 
L 227.906718 23.059311 
L 229.24352 23.094169 
L 229.911921 23.347426 
L 231.917124 23.249422 
L 233.922327 23.468349 
L 235.25913 23.325396 
L 238.601135 23.141286 
L 240.606338 23.506367 
L 241.94314 23.489139 
L 243.279942 23.407722 
L 246.621947 23.129512 
L 249.295552 23.36516 
L 251.969156 23.018195 
L 253.974359 23.359892 
L 254.64276 23.229251 
L 255.311161 23.289423 
L 257.316364 23.019579 
L 257.984765 23.126455 
L 258.653166 23.115104 
L 259.989969 23.227878 
L 261.326771 23.254793 
L 262.663573 23.379888 
L 263.331974 23.461305 
L 265.337177 23.355772 
L 266.673979 23.353912 
L 268.010781 23.331066 
L 270.684385 23.102369 
L 271.352787 23.378018 
L 272.021188 23.431818 
L 273.35799 23.065126 
L 274.026391 22.996475 
L 276.699995 23.39222 
L 278.036797 23.362216 
L 282.047203 23.186565 
L 285.389209 23.269769 
L 288.062813 23.177693 
L 289.399615 22.964974 
L 290.736417 23.156933 
L 291.404818 23.332977 
L 294.078422 23.449128 
L 297.420428 22.861619 
L 298.75723 23.040018 
L 299.425631 23.308066 
L 300.094032 23.111747 
L 300.762433 23.329868 
L 302.099235 23.357971 
L 304.104438 22.810474 
L 304.772839 22.903221 
L 305.44124 22.850145 
L 306.109641 23.11812 
L 307.446444 23.407495 
L 308.114845 23.284331 
L 308.783246 23.301115 
L 309.451647 23.195013 
L 310.788449 23.233052 
L 312.793652 23.054746 
L 314.798855 23.408394 
L 316.135657 23.304131 
L 318.14086 22.947953 
L 322.151267 23.139458 
L 322.819668 23.017823 
L 326.830074 23.073595 
L 327.498475 22.965025 
L 328.835277 22.991238 
L 329.503678 23.018949 
L 330.172079 22.794476 
L 330.84048 22.826906 
L 331.508882 22.742308 
L 332.177283 22.940465 
L 334.182486 22.983513 
L 336.187689 22.713441 
L 338.192892 22.953168 
L 338.861293 22.873259 
L 339.529694 22.963734 
L 340.866496 22.758162 
L 342.871699 23.031012 
L 343.540101 22.806787 
L 344.208502 22.846458 
L 344.876903 22.763966 
L 345.545304 22.89688 
L 347.550507 22.761797 
L 349.55571 22.696689 
L 350.224111 22.873662 
L 351.560913 22.909935 
L 352.229314 22.845032 
L 352.897715 22.980073 
L 354.234517 22.989679 
L 356.239721 22.653548 
L 359.581726 23.026695 
L 360.250127 22.854545 
L 362.25533 23.038892 
L 362.923731 22.934392 
L 363.592132 23.085421 
L 364.260533 22.887708 
L 364.928934 23.029143 
L 365.597335 22.87833 
L 366.265736 23.028482 
L 366.934137 22.909759 
L 367.602539 23.098414 
L 368.27094 22.926367 
L 368.939341 23.31606 
L 369.607742 22.725731 
L 370.276143 22.560635 
L 370.944544 22.597311 
L 371.612945 22.825481 
L 372.281346 22.788124 
L 372.281346 22.788124 
" 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: 624.088 $\bullet$ mean: 619.653 $\bullet$ $\sigma$: 1.651 -->
    <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 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 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <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 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 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 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <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 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 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"/>
    </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-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 622.40 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.673486)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-32"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p9174fd877c)" d="M 18.697188 50.494565 
L 372.281346 50.494565 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p9174fd877c)" d="M 18.697188 50.192252 
L 19.365589 51.306637 
L 20.03399 52.062222 
L 20.702391 52.343548 
L 21.370792 52.281482 
L 22.039193 52.507612 
L 24.712797 52.16825 
L 25.381198 52.275135 
L 26.049599 51.979942 
L 26.718 52.248655 
L 27.386401 52.087142 
L 28.054802 52.249177 
L 28.723203 52.092534 
L 29.391604 52.226484 
L 30.060005 51.929588 
L 30.728407 52.095779 
L 31.396808 51.968041 
L 32.065209 52.19592 
L 32.73361 52.161272 
L 33.402011 52.270816 
L 34.070412 51.98812 
L 34.738813 52.068768 
L 36.075615 51.907192 
L 36.744016 51.973099 
L 38.080818 51.849165 
L 40.086021 51.654609 
L 40.754422 51.898987 
L 41.422823 52.023435 
L 42.091224 51.739044 
L 42.759626 51.928037 
L 43.428027 51.703178 
L 44.096428 51.894984 
L 44.764829 51.776884 
L 45.43323 51.793699 
L 46.101631 51.474443 
L 46.770032 51.77894 
L 47.438433 51.457961 
L 48.106834 51.873932 
L 48.775235 51.58726 
L 49.443636 51.850409 
L 50.112037 51.502149 
L 51.448839 51.601388 
L 52.11724 51.703458 
L 54.122443 51.514852 
L 56.127647 51.854629 
L 56.796048 51.941299 
L 57.464449 51.830682 
L 58.13285 51.841997 
L 60.138053 51.555803 
L 60.806454 51.508649 
L 61.474855 51.603687 
L 62.143256 51.448116 
L 62.811657 51.542081 
L 63.480058 51.388998 
L 65.485261 51.807331 
L 66.153662 51.621457 
L 67.490465 51.481015 
L 68.158866 51.69821 
L 68.827267 51.399294 
L 69.495668 51.523147 
L 70.164069 51.255588 
L 70.83247 51.369731 
L 72.169272 51.208696 
L 72.837673 51.45257 
L 74.174475 51.483576 
L 74.842876 51.636884 
L 76.179678 51.617112 
L 77.51648 51.298775 
L 78.184881 51.454039 
L 82.195288 51.316924 
L 82.863689 51.203061 
L 85.537293 51.445267 
L 86.205694 51.255498 
L 86.874095 51.417101 
L 87.542496 51.306177 
L 88.210897 51.483441 
L 88.879298 51.314012 
L 90.2161 51.307277 
L 90.884502 51.77417 
L 91.552903 51.649425 
L 92.221304 51.118843 
L 92.889705 51.511011 
L 93.558106 51.338572 
L 94.894908 51.433654 
L 95.563309 51.453814 
L 96.23171 51.298459 
L 96.900111 51.470124 
L 97.568512 51.266822 
L 98.236913 51.602875 
L 98.905314 51.289948 
L 99.573715 51.328185 
L 100.242116 51.017611 
L 100.910517 50.980348 
L 101.578918 51.524887 
L 102.247319 51.657251 
L 104.252523 51.505133 
L 104.920924 51.656331 
L 105.589325 51.54117 
L 106.257726 51.682324 
L 108.93133 51.182721 
L 109.599731 51.342106 
L 110.268132 51.125416 
L 110.936533 51.419598 
L 111.604934 51.212636 
L 112.273335 51.405813 
L 112.941736 51.241767 
L 113.610137 51.560257 
L 115.615341 51.168927 
L 116.283742 51.211735 
L 116.952143 51.112703 
L 117.620544 51.255147 
L 118.288945 51.194938 
L 118.957346 51.2673 
L 120.962549 51.15607 
L 124.304554 51.154736 
L 124.972955 51.050817 
L 125.641356 51.10109 
L 126.309757 51.442824 
L 126.978159 51.197841 
L 127.64656 51.393425 
L 128.983362 51.154456 
L 129.651763 51.039529 
L 130.320164 51.164599 
L 130.988565 50.980925 
L 131.656966 51.174769 
L 132.325367 51.031739 
L 133.662169 51.214503 
L 135.667372 50.935575 
L 136.335773 51.560455 
L 137.004174 52.626821 
L 137.672575 51.888881 
L 139.677779 51.181522 
L 140.34618 51.310252 
L 141.014581 51.652337 
L 141.682982 51.787838 
L 142.351383 51.616517 
L 143.019784 51.218091 
L 143.688185 50.976607 
L 144.356586 51.192783 
L 147.698591 51.27793 
L 148.366992 51.184425 
L 149.035393 51.308098 
L 149.703794 51.289777 
L 151.708998 50.943698 
L 152.377399 51.171902 
L 153.714201 50.732255 
L 154.382602 50.887998 
L 155.051003 50.870155 
L 155.719404 50.984956 
L 156.387805 50.843008 
L 157.056206 51.069733 
L 159.061409 51.026817 
L 159.72981 51.11548 
L 160.398211 50.99866 
L 161.066612 51.141473 
L 165.077019 50.727306 
L 165.74542 50.782087 
L 166.413821 50.989202 
L 167.082222 50.894642 
L 167.750623 51.056921 
L 169.087425 50.92389 
L 169.755826 50.900124 
L 170.424227 51.149353 
L 171.761029 51.119519 
L 172.42943 50.739991 
L 173.097831 50.88587 
L 175.103035 50.851816 
L 175.771436 51.104931 
L 176.439837 50.621449 
L 177.108238 51.475011 
L 177.776639 51.428019 
L 178.44504 51.045687 
L 179.113441 51.279373 
L 179.781842 51.120917 
L 180.450243 51.22543 
L 181.118644 51.166069 
L 182.455446 51.399457 
L 183.123847 51.080732 
L 185.12905 51.080182 
L 185.797451 50.753506 
L 186.465852 50.953102 
L 187.802655 51.022696 
L 188.471056 50.771232 
L 189.139457 50.995802 
L 189.807858 50.954689 
L 190.476259 51.140481 
L 191.14466 51.198598 
L 191.813061 51.115976 
L 193.149863 51.148758 
L 194.486665 50.984947 
L 195.155066 50.963371 
L 196.491868 51.083572 
L 197.160269 50.774549 
L 197.82867 51.717568 
L 198.497071 52.088999 
L 199.165473 51.168359 
L 199.833874 51.856071 
L 200.502275 51.274765 
L 202.507478 51.214241 
L 203.84428 51.258645 
L 204.512681 51.138317 
L 205.181082 51.15369 
L 205.849483 50.907274 
L 206.517884 50.990554 
L 207.186285 50.780247 
L 207.854686 51.161984 
L 208.523087 50.859543 
L 209.191488 51.156872 
L 209.859889 50.815671 
L 210.52829 51.060888 
L 211.196692 50.808017 
L 211.865093 51.101406 
L 212.533494 51.011273 
L 213.201895 51.211167 
L 213.870296 51.075747 
L 215.207098 51.074475 
L 215.875499 51.407201 
L 216.5439 51.090569 
L 218.549103 51.148767 
L 219.217504 50.804618 
L 219.885905 51.067623 
L 220.554306 50.71819 
L 221.222707 50.808495 
L 221.891108 50.775054 
L 222.559509 51.035093 
L 223.227911 50.740812 
L 223.896312 50.967275 
L 224.564713 50.734185 
L 225.233114 50.81541 
L 225.901515 50.659938 
L 226.569916 50.944122 
L 227.906718 50.567064 
L 228.575119 50.562331 
L 229.911921 50.927551 
L 231.248723 51.030108 
L 232.585525 50.655358 
L 234.590728 50.980961 
L 235.25913 50.894606 
L 236.595932 50.98207 
L 237.264333 50.833108 
L 237.932734 50.857415 
L 238.601135 50.762648 
L 241.274739 51.098097 
L 241.94314 50.946034 
L 242.611541 50.997362 
L 243.279942 50.806123 
L 243.948343 50.962226 
L 245.285145 50.930003 
L 245.953546 50.75246 
L 246.621947 50.895129 
L 247.95875 50.705992 
L 249.295552 51.13949 
L 249.963953 50.79965 
L 250.632354 50.776425 
L 251.300755 50.502871 
L 251.969156 50.760313 
L 252.637557 50.741217 
L 253.305958 50.944086 
L 255.311161 50.754723 
L 255.979562 50.959972 
L 256.647963 50.868721 
L 257.984765 50.854097 
L 258.653166 50.789624 
L 259.321568 50.864069 
L 259.989969 50.824038 
L 260.65837 50.901855 
L 261.326771 50.694451 
L 264.668776 50.879865 
L 268.010781 50.632827 
L 268.679182 50.853547 
L 269.347583 50.859778 
L 270.015984 50.668575 
L 271.352787 50.921645 
L 272.021188 50.827645 
L 272.689589 50.866521 
L 274.694792 50.644512 
L 275.363193 50.587819 
L 276.031594 50.828952 
L 277.368396 51.000995 
L 280.042 50.62043 
L 284.720808 50.642636 
L 285.389209 50.835561 
L 286.05761 50.698346 
L 286.726011 50.776803 
L 287.394412 50.62171 
L 288.731214 50.644043 
L 290.068016 50.552963 
L 290.736417 50.75952 
L 291.404818 50.724402 
L 292.073219 50.813535 
L 292.74162 50.605689 
L 293.410021 50.825472 
L 294.078422 50.714647 
L 294.746823 51.004628 
L 295.415225 50.80533 
L 296.752027 50.772981 
L 297.420428 50.412539 
L 298.088829 50.249386 
L 298.75723 50.739576 
L 299.425631 50.566641 
L 300.094032 51.99728 
L 300.762433 52.057227 
L 301.430834 51.408004 
L 302.099235 51.273593 
L 302.767636 50.953832 
L 303.436037 51.008271 
L 304.104438 50.747601 
L 304.772839 50.756626 
L 305.44124 50.535454 
L 306.109641 50.722013 
L 306.778042 50.770375 
L 307.446444 50.96604 
L 308.114845 50.624163 
L 308.783246 50.922006 
L 309.451647 50.906057 
L 310.120048 51.036184 
L 313.462053 50.620791 
L 314.130454 50.922547 
L 314.798855 50.612586 
L 315.467256 50.888971 
L 316.135657 50.639715 
L 316.804058 50.785513 
L 318.14086 50.51836 
L 318.809261 50.700041 
L 319.477663 50.647262 
L 320.146064 50.436928 
L 322.151267 50.777155 
L 322.819668 50.502032 
L 323.488069 50.610621 
L 324.15647 50.523436 
L 324.824871 50.792879 
L 325.493272 50.66221 
L 326.161673 50.73909 
L 326.830074 50.591741 
L 328.835277 50.729352 
L 329.503678 50.677961 
L 330.172079 50.407833 
L 331.508882 50.57828 
L 332.177283 50.636812 
L 332.845684 50.421826 
L 333.514085 50.601334 
L 334.182486 50.426433 
L 334.850887 50.71022 
L 335.519288 50.313706 
L 337.524491 50.556741 
L 338.861293 50.468835 
L 339.529694 50.707191 
L 340.198095 50.596321 
L 340.866496 50.755814 
L 341.534897 50.57489 
L 342.203298 50.792212 
L 343.540101 50.588784 
L 344.208502 50.682685 
L 344.876903 50.538853 
L 345.545304 50.679827 
L 346.213705 50.551809 
L 346.882106 50.61979 
L 347.550507 50.343053 
L 348.218908 50.68026 
L 348.887309 50.301994 
L 349.55571 50.499742 
L 350.224111 50.422547 
L 350.892512 50.521894 
L 351.560913 50.433114 
L 354.902918 50.566181 
L 355.57132 50.392533 
L 356.239721 50.576378 
L 356.908122 50.419635 
L 357.576523 50.443338 
L 358.244924 50.346434 
L 358.913325 50.522255 
L 359.581726 50.438668 
L 362.25533 50.636235 
L 362.923731 50.427488 
L 363.592132 50.359444 
L 364.260533 50.413838 
L 364.928934 50.672867 
L 365.597335 50.479285 
L 366.265736 50.692369 
L 366.934137 50.650922 
L 367.602539 50.776253 
L 368.27094 50.51699 
L 368.939341 50.945438 
L 369.607742 50.392353 
L 371.612945 50.927244 
L 372.281346 50.594058 
L 372.281346 50.594058 
" 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: 711.938 $\bullet$ mean: 705.846 $\bullet$ $\sigma$: 3.066 -->
    <defs>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.744141 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.367188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.990234 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.613281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.400391 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.998047 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.785156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.164062 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.855469 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.642578 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.265625 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.052734 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1999.675781 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.298828 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 709.89 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.322378)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-37"/>
     <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-38"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_11"/>
    <g id="xtick_12"/>
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#p08bee2f8f1)" d="M 18.697188 78.185236 
L 372.281346 78.185236 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p08bee2f8f1)" d="M 18.697188 79.205881 
L 19.365589 79.161781 
L 20.702391 79.267365 
L 22.039193 79.188284 
L 22.707594 79.250436 
L 24.044396 79.132483 
L 24.712797 79.115463 
L 25.381198 79.219639 
L 26.049599 79.12992 
L 28.054802 79.228098 
L 28.723203 79.125675 
L 32.065209 79.218686 
L 34.070412 79.090349 
L 34.738813 79.202284 
L 40.754422 78.986072 
L 42.091224 78.989466 
L 49.443636 78.970268 
L 51.448839 78.837199 
L 56.127647 79.023333 
L 62.143256 78.808448 
L 62.811657 78.733439 
L 66.822064 79.04009 
L 72.169272 78.612568 
L 72.837673 78.815732 
L 75.511277 78.939359 
L 76.179678 78.986477 
L 76.848079 78.824283 
L 78.184881 78.858606 
L 79.521684 78.772595 
L 83.53209 78.847573 
L 89.547699 78.962609 
L 90.2161 78.810454 
L 91.552903 78.912259 
L 92.221304 78.685135 
L 94.226507 78.86591 
L 94.894908 78.858677 
L 95.563309 78.967968 
L 100.242116 78.789291 
L 101.578918 78.609276 
L 102.915721 78.890589 
L 103.584122 78.859143 
L 105.589325 79.05329 
L 106.257726 78.890741 
L 107.594528 78.920586 
L 111.604934 78.762748 
L 114.278538 78.893375 
L 116.283742 78.944769 
L 116.952143 78.770478 
L 120.962549 78.756882 
L 122.299351 78.737684 
L 122.967752 78.754653 
L 123.636153 78.65066 
L 124.304554 78.845851 
L 126.978159 78.752921 
L 130.320164 78.782746 
L 130.988565 78.884024 
L 131.656966 78.705154 
L 132.325367 78.759921 
L 132.993768 78.647692 
L 133.662169 78.776202 
L 134.33057 78.656222 
L 134.998971 78.79237 
L 135.667372 78.593401 
L 136.335773 79.226173 
L 137.004174 80.084914 
L 137.672575 78.569907 
L 138.340976 78.85271 
L 139.009378 78.800171 
L 140.34618 79.159593 
L 141.014581 78.934212 
L 141.682982 78.573625 
L 142.351383 78.755504 
L 143.019784 78.565369 
L 147.698591 78.8225 
L 150.372195 78.848982 
L 151.040597 78.654064 
L 153.714201 78.521755 
L 154.382602 78.637672 
L 155.051003 78.541794 
L 156.387805 78.655037 
L 159.061409 78.683889 
L 159.72981 78.815063 
L 160.398211 78.650427 
L 162.403414 78.685095 
L 164.408618 78.440344 
L 165.74542 78.494696 
L 166.413821 78.666039 
L 167.750623 78.651319 
L 169.087425 78.761178 
L 169.755826 78.593968 
L 175.771436 78.572136 
L 176.439837 78.461396 
L 177.108238 78.635302 
L 177.776639 78.547559 
L 178.44504 78.337668 
L 179.113441 78.622182 
L 179.781842 78.584303 
L 180.450243 78.720452 
L 181.118644 78.643174 
L 181.787045 78.764511 
L 184.460649 78.694476 
L 186.465852 78.451255 
L 188.471056 78.500886 
L 189.807858 78.475356 
L 191.813061 78.703057 
L 193.818264 78.616104 
L 195.155066 78.659889 
L 195.823467 78.508839 
L 196.491868 78.6034 
L 197.160269 78.467353 
L 197.82867 79.216376 
L 198.497071 78.904134 
L 199.165473 78.423415 
L 199.833874 78.712398 
L 200.502275 78.647327 
L 201.170676 78.792148 
L 201.839077 78.722356 
L 203.175879 78.73968 
L 203.84428 78.772494 
L 205.181082 78.643802 
L 217.880702 78.591263 
L 218.549103 78.668197 
L 219.885905 78.588822 
L 221.222707 78.521634 
L 237.932734 78.4865 
L 238.601135 78.334467 
L 241.274739 78.456979 
L 243.279942 78.603329 
L 245.953546 78.397268 
L 257.984765 78.56157 
L 258.653166 78.401168 
L 261.326771 78.332309 
L 263.331974 78.387117 
L 266.005578 78.457384 
L 266.673979 78.462267 
L 267.34238 78.265658 
L 270.015984 78.356896 
L 270.684385 78.351203 
L 271.352787 78.467829 
L 276.699995 78.338944 
L 278.705198 78.387542 
L 279.373599 78.292039 
L 280.042 78.39979 
L 280.710401 78.329543 
L 282.047203 78.371778 
L 283.384006 78.328175 
L 286.05761 78.374291 
L 288.731214 78.304165 
L 291.404818 78.255953 
L 293.410021 78.413112 
L 294.746823 78.518159 
L 295.415225 78.373612 
L 296.752027 78.307559 
L 298.088829 78.051046 
L 298.75723 78.19688 
L 299.425631 78.577688 
L 300.094032 78.211387 
L 302.099235 78.486237 
L 305.44124 78.328732 
L 306.778042 78.20928 
L 308.783246 78.359621 
L 312.793652 78.36806 
L 313.462053 78.228022 
L 318.14086 78.361698 
L 318.809261 78.189514 
L 319.477663 78.286305 
L 320.146064 78.196718 
L 323.488069 78.315613 
L 324.824871 78.233016 
L 330.172079 78.27045 
L 331.508882 78.197872 
L 335.519288 78.21706 
L 338.861293 78.193405 
L 342.871699 78.361303 
L 343.540101 78.248162 
L 344.876903 78.235164 
L 346.213705 78.140907 
L 350.224111 78.175048 
L 354.234517 78.226269 
L 354.902918 78.134919 
L 356.239721 78.155343 
L 357.576523 78.131819 
L 360.250127 78.096635 
L 360.918528 78.231152 
L 362.923731 78.097182 
L 363.592132 78.227556 
L 364.260533 78.15898 
L 364.928934 78.239287 
L 365.597335 78.190862 
L 366.265736 78.302656 
L 368.27094 78.235417 
L 368.939341 78.557487 
L 369.607742 78.223797 
L 370.276143 78.124637 
L 372.281346 78.2542 
L 372.281346 78.2542 
" 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: 644.317 $\bullet$ mean: 640.941 $\bullet$ $\sigma$: 1.783 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 643.48 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.013048)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-33"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
    <g id="xtick_19"/>
    <g id="xtick_20"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#p57bcd9a20d)" d="M 18.697188 110.709362 
L 372.281346 110.709362 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p57bcd9a20d)" d="M 19.365589 107.688249 
L 20.03399 112.855948 
L 20.702391 114.671032 
L 21.370792 115.584624 
L 22.039193 114.935317 
L 22.707594 115.213629 
L 23.375995 114.542946 
L 24.044396 114.874863 
L 24.712797 114.660482 
L 25.381198 115.056185 
L 26.049599 115.263375 
L 26.718 115.104918 
L 27.386401 116.442124 
L 28.054802 115.915581 
L 28.723203 115.976311 
L 29.391604 115.844287 
L 30.060005 115.276058 
L 30.728407 115.311555 
L 31.396808 116.2566 
L 32.065209 116.557671 
L 34.070412 117.029015 
L 34.738813 116.855713 
L 35.407214 116.960856 
L 36.075615 116.684374 
L 36.744016 116.177653 
L 38.080818 114.491131 
L 38.749219 113.362644 
L 39.41762 113.26622 
L 40.086021 113.686935 
L 40.754422 113.20591 
L 41.422823 113.590973 
L 42.091224 113.646171 
L 42.759626 114.731723 
L 43.428027 115.107157 
L 44.096428 116.249803 
L 44.764829 115.807053 
L 45.43323 116.15313 
L 46.101631 115.778038 
L 46.770032 116.386464 
L 47.438433 115.932084 
L 48.106834 115.019571 
L 48.775235 114.551994 
L 49.443636 113.72733 
L 50.112037 113.161907 
L 51.448839 114.302591 
L 52.11724 114.696899 
L 52.785641 115.391593 
L 53.454042 114.108637 
L 54.122443 114.596748 
L 54.790845 114.329776 
L 55.459246 114.453068 
L 56.127647 116.368446 
L 56.796048 116.190311 
L 57.464449 115.256461 
L 58.13285 116.209988 
L 58.801251 114.034551 
L 59.469652 114.416413 
L 60.138053 113.082566 
L 60.806454 111.999714 
L 61.474855 112.281583 
L 62.143256 112.266185 
L 62.811657 113.098661 
L 63.480058 113.462426 
L 64.148459 113.496551 
L 65.485261 115.387814 
L 66.153662 114.502142 
L 66.822064 114.301235 
L 67.490465 114.84129 
L 68.158866 114.166181 
L 68.827267 112.817925 
L 69.495668 113.926498 
L 70.164069 113.80476 
L 70.83247 113.447134 
L 71.500871 113.975929 
L 72.169272 113.738314 
L 73.506074 115.840692 
L 74.174475 114.523426 
L 74.842876 114.630768 
L 76.179678 114.583248 
L 77.51648 113.771347 
L 78.184881 112.81508 
L 78.853283 113.144627 
L 79.521684 114.462774 
L 80.190085 114.981205 
L 80.858486 113.310223 
L 81.526887 112.834519 
L 83.53209 113.589155 
L 84.200491 113.496762 
L 84.868892 114.0819 
L 85.537293 115.20599 
L 86.205694 114.636116 
L 86.874095 114.255834 
L 87.542496 114.401688 
L 88.210897 115.044886 
L 88.879298 114.900835 
L 89.547699 114.178653 
L 90.2161 113.09957 
L 90.884502 110.84719 
L 92.221304 104.243067 
L 92.889705 112.385264 
L 93.558106 112.135071 
L 94.226507 112.840183 
L 94.894908 113.799624 
L 95.563309 112.72972 
L 96.23171 113.133313 
L 97.568512 114.815765 
L 98.905314 113.892452 
L 99.573715 114.203283 
L 100.242116 111.287898 
L 100.910517 110.617477 
L 101.578918 108.514731 
L 102.247319 112.871517 
L 102.915721 115.531388 
L 103.584122 117.090207 
L 104.920924 116.898651 
L 105.589325 117.025735 
L 106.257726 116.590361 
L 106.926127 116.509558 
L 107.594528 115.085951 
L 108.262929 114.339535 
L 108.93133 113.349775 
L 109.599731 114.135743 
L 110.268132 113.17833 
L 110.936533 114.687995 
L 111.604934 113.166872 
L 112.273335 114.10815 
L 112.941736 113.989653 
L 113.610137 114.568062 
L 114.278538 115.331705 
L 114.94694 114.789805 
L 115.615341 114.035737 
L 116.283742 114.636432 
L 116.952143 113.605448 
L 117.620544 113.068446 
L 118.288945 113.164593 
L 118.957346 112.319962 
L 119.625747 112.937845 
L 120.962549 113.36633 
L 121.63095 112.314497 
L 122.299351 113.802956 
L 122.967752 113.025826 
L 123.636153 112.442478 
L 124.304554 112.809495 
L 124.972955 112.719933 
L 126.309757 113.634423 
L 126.978159 113.575575 
L 127.64656 113.685222 
L 128.314961 114.706184 
L 128.983362 113.716385 
L 129.651763 114.290224 
L 130.320164 113.76588 
L 130.988565 113.822463 
L 131.656966 112.833334 
L 132.325367 112.384513 
L 132.993768 113.274477 
L 133.662169 112.775765 
L 134.33057 113.573179 
L 134.998971 112.345869 
L 135.667372 112.564782 
L 136.335773 108.303103 
L 137.004174 101.187624 
L 137.672575 101.241849 
L 138.340976 111.348563 
L 139.009378 113.18564 
L 139.677779 112.502668 
L 140.34618 100.957004 
L 141.014581 106.100785 
L 141.682982 106.72109 
L 142.351383 111.082065 
L 143.019784 112.14695 
L 143.688185 111.975861 
L 144.356586 112.50151 
L 145.024987 112.437723 
L 145.693388 113.766276 
L 146.361789 112.515615 
L 147.03019 112.894908 
L 148.366992 112.085496 
L 149.035393 114.352535 
L 150.372195 112.662905 
L 151.040597 111.447634 
L 153.0458 112.999498 
L 153.714201 113.00246 
L 154.382602 114.036159 
L 155.051003 112.006404 
L 155.719404 113.614653 
L 156.387805 113.485 
L 157.056206 113.543228 
L 157.724607 115.328901 
L 158.393008 116.198082 
L 159.061409 115.046531 
L 160.398211 115.712092 
L 161.066612 115.368808 
L 161.735013 114.66114 
L 162.403414 114.478817 
L 163.071816 113.279627 
L 163.740217 113.509247 
L 164.408618 112.595088 
L 165.077019 113.67325 
L 165.74542 113.119325 
L 166.413821 113.362761 
L 167.082222 113.016935 
L 167.750623 112.970812 
L 168.419024 112.748146 
L 169.087425 112.064172 
L 169.755826 113.220228 
L 170.424227 111.624953 
L 171.092628 113.768541 
L 171.761029 112.821731 
L 172.42943 113.633791 
L 173.766232 112.594548 
L 174.434633 113.646855 
L 175.103035 113.610688 
L 175.771436 112.156341 
L 176.439837 111.946912 
L 177.108238 105.384687 
L 177.776639 108.143406 
L 178.44504 107.264083 
L 179.781842 113.372824 
L 180.450243 112.04327 
L 181.118644 113.396887 
L 182.455446 114.670372 
L 183.123847 113.708918 
L 183.792248 113.766328 
L 185.12905 112.737465 
L 185.797451 112.434786 
L 186.465852 113.029368 
L 187.134254 112.746775 
L 187.802655 113.801785 
L 188.471056 113.624334 
L 189.139457 114.276236 
L 189.807858 115.388735 
L 190.476259 114.818136 
L 191.813061 115.041882 
L 192.481462 114.118739 
L 193.149863 114.641384 
L 193.818264 114.698981 
L 194.486665 114.588174 
L 195.155066 113.056039 
L 195.823467 112.02549 
L 196.491868 112.850404 
L 197.160269 111.753907 
L 197.82867 98.088202 
L 198.497071 102.442315 
L 199.165473 102.893165 
L 199.833874 108.99636 
L 200.502275 112.620099 
L 201.170676 113.290137 
L 202.507478 115.309947 
L 203.84428 113.860776 
L 204.512681 114.629938 
L 205.181082 114.826895 
L 205.849483 114.175862 
L 206.517884 114.4888 
L 207.186285 113.208017 
L 207.854686 113.523934 
L 208.523087 112.547028 
L 209.191488 113.536971 
L 209.859889 113.987808 
L 210.52829 113.569714 
L 211.196692 113.363433 
L 211.865093 114.319383 
L 212.533494 115.596084 
L 213.201895 115.92725 
L 213.870296 116.097878 
L 214.538697 115.93668 
L 215.207098 116.175638 
L 215.875499 114.823075 
L 217.212301 115.041657 
L 217.880702 115.423651 
L 218.549103 116.092834 
L 219.217504 113.823859 
L 219.885905 113.929106 
L 220.554306 113.097976 
L 221.222707 113.260227 
L 221.891108 113.932899 
L 222.559509 113.075915 
L 223.227911 113.486567 
L 223.896312 113.722852 
L 225.233114 112.305659 
L 225.901515 113.602023 
L 226.569916 113.248952 
L 227.238317 114.034565 
L 227.906718 113.867019 
L 229.24352 112.98601 
L 229.911921 114.474181 
L 230.580322 113.696181 
L 231.248723 113.576761 
L 231.917124 114.184766 
L 232.585525 114.458494 
L 233.253926 115.974033 
L 235.25913 115.359667 
L 235.927531 113.679954 
L 236.595932 115.420371 
L 237.264333 113.524973 
L 237.932734 113.431974 
L 238.601135 113.167096 
L 239.269536 113.565473 
L 239.937937 115.289388 
L 240.606338 116.214071 
L 242.611541 115.961744 
L 243.279942 114.841725 
L 243.948343 114.701983 
L 245.285145 112.402109 
L 245.953546 113.24832 
L 246.621947 113.210165 
L 247.290349 113.799847 
L 248.627151 114.219496 
L 249.295552 115.145997 
L 249.963953 114.077593 
L 250.632354 114.313497 
L 251.300755 113.639664 
L 252.637557 113.641285 
L 253.305958 114.466687 
L 253.974359 114.196843 
L 254.64276 115.197626 
L 255.311161 115.487385 
L 255.979562 115.050009 
L 256.647963 115.504639 
L 257.316364 113.539882 
L 257.984765 114.361069 
L 258.653166 113.571322 
L 259.989969 114.306372 
L 260.65837 113.833012 
L 261.326771 114.302222 
L 261.995172 114.496162 
L 262.663573 115.79254 
L 263.331974 115.751183 
L 264.668776 115.291087 
L 266.005578 115.249599 
L 266.673979 115.458185 
L 267.34238 114.477737 
L 268.010781 114.077476 
L 268.679182 113.859354 
L 269.347583 114.44203 
L 270.015984 113.631999 
L 270.684385 114.222197 
L 271.352787 114.176388 
L 272.021188 112.307925 
L 272.689589 115.358587 
L 273.35799 116.289645 
L 274.026391 115.162869 
L 274.694792 115.957148 
L 276.031594 115.315505 
L 276.699995 115.25484 
L 278.705198 115.496011 
L 280.042 114.13677 
L 280.710401 111.980248 
L 281.378802 114.277013 
L 282.047203 114.543169 
L 282.715604 115.858854 
L 283.384006 116.081059 
L 284.052407 116.574582 
L 284.720808 115.978893 
L 285.389209 114.738887 
L 286.05761 114.88694 
L 286.726011 113.830641 
L 287.394412 113.8816 
L 288.062813 114.636642 
L 288.731214 112.6913 
L 289.399615 113.096698 
L 290.068016 112.951951 
L 290.736417 114.89346 
L 291.404818 115.79491 
L 292.74162 116.778019 
L 293.410021 116.270297 
L 294.078422 116.009318 
L 294.746823 115.260887 
L 295.415225 114.710728 
L 296.083626 113.768449 
L 296.752027 113.73946 
L 298.088829 112.587079 
L 298.75723 107.854874 
L 299.425631 99.401055 
L 300.094032 104.956781 
L 300.762433 109.25464 
L 301.430834 111.937363 
L 302.099235 113.00989 
L 302.767636 112.09274 
L 303.436037 112.159134 
L 304.104438 111.98499 
L 304.772839 112.299495 
L 305.44124 112.838787 
L 306.109641 113.162855 
L 306.778042 112.846347 
L 307.446444 114.080781 
L 308.114845 114.259668 
L 308.783246 114.679356 
L 309.451647 114.66824 
L 310.120048 114.957853 
L 310.788449 115.808766 
L 311.45685 114.575517 
L 312.125251 113.634686 
L 312.793652 114.288354 
L 313.462053 115.192767 
L 315.467256 116.144332 
L 316.135657 115.405936 
L 316.804058 114.197383 
L 317.472459 113.5633 
L 318.14086 113.253273 
L 318.809261 113.581647 
L 319.477663 114.508504 
L 320.146064 113.969408 
L 321.482866 114.310507 
L 322.151267 114.551809 
L 322.819668 113.917134 
L 323.488069 114.502722 
L 324.824871 114.481701 
L 325.493272 114.4056 
L 326.161673 114.695464 
L 326.830074 113.905859 
L 328.166876 114.799474 
L 328.835277 114.714245 
L 329.503678 114.269756 
L 330.172079 113.416736 
L 330.84048 113.705953 
L 331.508882 113.62012 
L 332.177283 114.260602 
L 332.845684 113.958688 
L 333.514085 114.447918 
L 334.182486 114.076909 
L 334.850887 114.107676 
L 335.519288 113.556872 
L 336.187689 112.829567 
L 336.85609 112.57915 
L 337.524491 112.746841 
L 338.192892 113.225126 
L 338.861293 115.323092 
L 339.529694 116.154262 
L 340.198095 115.217488 
L 341.534897 115.170244 
L 342.203298 115.482235 
L 342.871699 115.357941 
L 343.540101 113.444723 
L 344.208502 114.198344 
L 344.876903 113.985452 
L 345.545304 114.606718 
L 346.213705 113.610188 
L 346.882106 112.907393 
L 347.550507 112.650024 
L 348.218908 113.321445 
L 348.887309 112.229544 
L 349.55571 113.103349 
L 350.224111 114.330974 
L 350.892512 113.250981 
L 351.560913 113.390539 
L 352.229314 114.363071 
L 352.897715 114.586751 
L 353.566116 114.558763 
L 354.234517 114.007802 
L 354.902918 113.104469 
L 355.57132 113.287583 
L 356.239721 113.200339 
L 357.576523 114.58666 
L 358.244924 114.861363 
L 358.913325 115.264284 
L 359.581726 113.474239 
L 360.250127 112.522095 
L 360.918528 113.12113 
L 361.586929 113.038035 
L 362.25533 113.122091 
L 362.923731 113.769133 
L 363.592132 114.216744 
L 364.260533 112.222894 
L 364.928934 114.480753 
L 365.597335 114.454779 
L 366.934137 114.828041 
L 367.602539 115.673383 
L 368.27094 113.32932 
L 368.939341 105.586228 
L 369.607742 103.912993 
L 370.276143 109.459579 
L 370.944544 109.367489 
L 371.612945 112.111363 
L 372.281346 111.966077 
L 372.281346 111.966077 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 2.324 $\bullet$ mean: 1.139 $\bullet$ $\sigma$: 0.176 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.37 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 111.537175)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-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-37"/>
    </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(#p38cc2f0506)" d="M 18.697188 140.817779 
L 372.281346 140.817779 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p38cc2f0506)" d="M 19.365589 138.645334 
L 20.03399 143.015311 
L 20.702391 144.78179 
L 21.370792 143.495974 
L 22.039193 140.654962 
L 22.707594 140.289743 
L 23.375995 142.440189 
L 24.044396 142.979475 
L 24.712797 142.336161 
L 25.381198 141.994497 
L 26.049599 143.799436 
L 26.718 144.977392 
L 27.386401 145.017018 
L 28.723203 142.930588 
L 29.391604 140.912723 
L 30.060005 141.463368 
L 30.728407 141.301401 
L 31.396808 140.859847 
L 32.065209 141.692078 
L 32.73361 141.577919 
L 33.402011 144.515003 
L 34.738813 145.094009 
L 35.407214 144.868421 
L 36.075615 144.242494 
L 36.744016 144.771847 
L 37.412417 144.70452 
L 38.080818 143.453307 
L 38.749219 143.519208 
L 39.41762 141.774441 
L 40.086021 141.162109 
L 40.754422 140.805521 
L 41.422823 141.420539 
L 42.091224 144.108831 
L 42.759626 144.000928 
L 43.428027 145.201399 
L 44.096428 145.096213 
L 44.764829 143.026243 
L 45.43323 144.457645 
L 46.101631 143.367591 
L 47.438433 144.63053 
L 48.106834 141.811078 
L 48.775235 142.365325 
L 49.443636 142.315818 
L 50.112037 140.502485 
L 50.780438 141.725966 
L 51.448839 142.441855 
L 52.11724 141.769561 
L 52.785641 143.270664 
L 53.454042 145.063816 
L 54.790845 142.797525 
L 55.459246 143.162968 
L 56.796048 143.584352 
L 57.464449 144.22077 
L 58.13285 144.484894 
L 58.801251 143.787012 
L 59.469652 144.313877 
L 60.138053 143.760757 
L 60.806454 143.447398 
L 61.474855 143.563737 
L 62.143256 143.125463 
L 62.811657 143.50749 
L 63.480058 143.639804 
L 64.148459 143.887457 
L 64.81686 143.330774 
L 65.485261 144.33809 
L 66.153662 143.586206 
L 66.822064 144.356079 
L 68.158866 145.641146 
L 68.827267 144.868695 
L 70.83247 143.289731 
L 72.169272 145.000674 
L 72.837673 145.401142 
L 73.506074 144.534906 
L 74.174475 143.97016 
L 74.842876 143.666931 
L 75.511277 143.811427 
L 76.179678 144.545959 
L 76.848079 143.937896 
L 77.51648 145.347755 
L 78.184881 145.775082 
L 78.853283 144.985686 
L 79.521684 144.750012 
L 80.190085 144.281912 
L 80.858486 143.977286 
L 81.526887 144.65595 
L 82.195288 144.191581 
L 82.863689 142.755517 
L 83.53209 142.113205 
L 84.200491 143.534641 
L 84.868892 143.003449 
L 85.537293 143.246979 
L 86.205694 143.314782 
L 86.874095 144.773214 
L 87.542496 144.608665 
L 88.210897 144.990221 
L 88.879298 144.302637 
L 89.547699 144.093884 
L 90.2161 144.391681 
L 90.884502 145.02169 
L 91.552903 132.761446 
L 92.221304 135.774637 
L 92.889705 144.103221 
L 93.558106 145.019227 
L 94.226507 144.595215 
L 95.563309 142.337236 
L 96.23171 142.133081 
L 96.900111 143.967263 
L 97.568512 145.025313 
L 98.236913 145.147879 
L 99.573715 143.016504 
L 100.242116 139.66092 
L 100.910517 139.526019 
L 101.578918 135.142948 
L 102.247319 143.580674 
L 102.915721 144.039882 
L 103.584122 145.887664 
L 104.252523 145.158882 
L 104.920924 144.714314 
L 105.589325 145.312872 
L 106.257726 144.177851 
L 106.926127 144.36343 
L 107.594528 144.748226 
L 108.262929 144.790675 
L 108.93133 145.525735 
L 109.599731 145.767165 
L 110.268132 144.830213 
L 110.936533 145.124474 
L 111.604934 145.291863 
L 112.273335 144.671163 
L 112.941736 144.695113 
L 113.610137 143.850011 
L 114.278538 144.003743 
L 114.94694 144.628108 
L 115.615341 144.992598 
L 116.283742 145.135474 
L 116.952143 144.211703 
L 117.620544 143.082838 
L 118.288945 142.648485 
L 118.957346 143.380129 
L 120.294148 143.886029 
L 120.962549 143.707897 
L 121.63095 144.673041 
L 122.299351 145.13577 
L 122.967752 144.938331 
L 123.636153 142.861901 
L 124.304554 142.994341 
L 124.972955 144.093027 
L 125.641356 144.751691 
L 126.309757 143.513344 
L 126.978159 143.744283 
L 127.64656 144.704597 
L 128.314961 142.871589 
L 128.983362 143.466265 
L 129.651763 143.781231 
L 130.320164 143.015483 
L 130.988565 143.906685 
L 131.656966 145.107067 
L 132.325367 144.48517 
L 132.993768 144.691405 
L 133.662169 144.662466 
L 134.33057 143.532175 
L 134.998971 144.514542 
L 135.667372 144.746549 
L 136.335773 142.189681 
L 137.004174 127.815103 
L 138.340976 144.296924 
L 139.677779 143.844656 
L 140.34618 131.730852 
L 141.014581 138.85172 
L 141.682982 143.453483 
L 142.351383 143.671967 
L 143.019784 141.533469 
L 143.688185 143.442546 
L 144.356586 143.641091 
L 145.024987 142.698233 
L 145.693388 143.134683 
L 146.361789 144.509874 
L 147.03019 144.812521 
L 147.698591 143.711505 
L 148.366992 144.849493 
L 149.035393 144.331177 
L 149.703794 144.74968 
L 150.372195 144.156882 
L 151.040597 144.023782 
L 151.708998 141.592817 
L 152.377399 142.92381 
L 153.0458 141.117994 
L 153.714201 143.403 
L 154.382602 143.338779 
L 155.051003 141.103395 
L 155.719404 141.631503 
L 156.387805 141.684364 
L 157.056206 142.642229 
L 157.724607 142.291202 
L 158.393008 141.485836 
L 159.061409 142.377848 
L 159.72981 142.330966 
L 160.398211 143.052282 
L 161.066612 141.507672 
L 161.735013 141.369474 
L 162.403414 141.346625 
L 163.071816 140.373951 
L 163.740217 141.409881 
L 165.077019 140.838485 
L 166.413821 142.81322 
L 167.082222 142.771422 
L 167.750623 144.016204 
L 168.419024 143.598346 
L 169.087425 144.112048 
L 170.424227 144.119854 
L 171.092628 144.663753 
L 171.761029 144.499809 
L 172.42943 142.13561 
L 173.097831 142.071756 
L 174.434633 144.275841 
L 175.103035 143.224105 
L 175.771436 142.617439 
L 176.439837 142.841958 
L 177.108238 135.971268 
L 177.776639 140.208561 
L 178.44504 140.313469 
L 179.113441 142.940028 
L 179.781842 142.532273 
L 180.450243 142.835499 
L 181.118644 141.483519 
L 182.455446 142.598723 
L 183.123847 142.143458 
L 184.460649 141.761115 
L 185.12905 141.82191 
L 185.797451 143.579159 
L 187.134254 144.639391 
L 187.802655 144.764821 
L 188.471056 143.754671 
L 189.139457 143.908246 
L 189.807858 144.813383 
L 190.476259 143.455153 
L 191.14466 143.765634 
L 191.813061 143.682544 
L 192.481462 142.862466 
L 193.149863 142.503817 
L 193.818264 141.975397 
L 194.486665 142.292219 
L 195.155066 142.309432 
L 195.823467 143.405514 
L 196.491868 143.58574 
L 197.160269 142.634483 
L 197.82867 131.431404 
L 198.497071 136.231847 
L 199.165473 143.124893 
L 199.833874 142.33283 
L 200.502275 142.776823 
L 201.170676 144.286438 
L 201.839077 143.726232 
L 202.507478 144.229396 
L 203.175879 144.405191 
L 203.84428 144.353847 
L 204.512681 144.451235 
L 205.181082 143.028081 
L 205.849483 142.338788 
L 206.517884 141.907171 
L 207.186285 142.319279 
L 208.523087 142.149895 
L 209.191488 144.159849 
L 209.859889 144.563535 
L 210.52829 144.731099 
L 211.196692 144.441559 
L 211.865093 144.710259 
L 212.533494 144.343166 
L 213.201895 144.460062 
L 213.870296 143.501515 
L 214.538697 143.973969 
L 215.207098 143.709772 
L 215.875499 144.37992 
L 216.5439 142.746636 
L 217.212301 143.879486 
L 217.880702 144.764174 
L 218.549103 144.732681 
L 219.217504 144.277375 
L 220.554306 145.010553 
L 221.222707 145.008875 
L 221.891108 145.135197 
L 222.559509 144.451334 
L 223.227911 145.112686 
L 223.896312 144.615233 
L 224.564713 144.574429 
L 225.233114 143.942707 
L 225.901515 143.633106 
L 227.238317 142.502442 
L 227.906718 143.944612 
L 229.24352 142.998804 
L 229.911921 141.947636 
L 230.580322 142.316809 
L 231.248723 141.746876 
L 231.917124 143.20299 
L 232.585525 141.596678 
L 233.253926 141.617152 
L 234.590728 142.880263 
L 235.25913 141.913766 
L 235.927531 141.435519 
L 236.595932 142.546329 
L 237.264333 142.763701 
L 237.932734 142.710781 
L 238.601135 143.521833 
L 239.269536 142.331778 
L 239.937937 143.087564 
L 240.606338 143.486802 
L 241.274739 142.574402 
L 241.94314 142.271902 
L 242.611541 142.683691 
L 243.279942 142.482136 
L 243.948343 141.930112 
L 245.285145 143.498023 
L 245.953546 143.423253 
L 246.621947 142.348804 
L 247.290349 142.317504 
L 247.95875 144.167894 
L 248.627151 143.617529 
L 249.295552 143.426439 
L 249.963953 144.924932 
L 251.300755 142.534729 
L 251.969156 143.010192 
L 252.637557 142.597605 
L 253.305958 144.168927 
L 253.974359 143.594684 
L 254.64276 142.429272 
L 255.311161 141.698453 
L 256.647963 141.588823 
L 257.316364 140.723168 
L 257.984765 141.345428 
L 258.653166 142.591097 
L 259.321568 140.883229 
L 259.989969 142.012278 
L 260.65837 142.636981 
L 261.326771 142.717142 
L 261.995172 144.192011 
L 262.663573 143.174414 
L 263.331974 143.101699 
L 264.000375 143.321487 
L 264.668776 142.512763 
L 265.337177 143.115234 
L 266.005578 144.877371 
L 266.673979 144.246696 
L 268.010781 143.939787 
L 268.679182 144.209188 
L 269.347583 145.242606 
L 270.684385 144.2581 
L 271.352787 144.865743 
L 272.021188 143.738659 
L 272.689589 144.35319 
L 273.35799 144.157521 
L 274.026391 142.38575 
L 274.694792 143.521532 
L 275.363193 143.849038 
L 276.031594 144.397312 
L 276.699995 144.504996 
L 277.368396 143.557328 
L 278.036797 143.770318 
L 279.373599 143.419463 
L 280.710401 143.585817 
L 281.378802 143.471435 
L 282.047203 143.572172 
L 282.715604 143.049008 
L 283.384006 144.91037 
L 284.052407 144.071186 
L 284.720808 142.287252 
L 285.389209 143.770045 
L 286.05761 144.686576 
L 286.726011 142.094046 
L 287.394412 141.892957 
L 288.062813 143.614501 
L 288.731214 142.825848 
L 289.399615 144.458707 
L 290.068016 143.639262 
L 290.736417 144.48941 
L 291.404818 145.568524 
L 292.073219 144.090288 
L 292.74162 145.025688 
L 293.410021 144.34001 
L 294.078422 142.524081 
L 294.746823 143.227176 
L 295.415225 143.185344 
L 296.083626 142.87334 
L 296.752027 143.019088 
L 297.420428 143.606577 
L 298.088829 142.782272 
L 298.75723 139.449773 
L 299.425631 124.846006 
L 300.094032 142.223658 
L 300.762433 142.632239 
L 301.430834 144.638039 
L 302.099235 143.257623 
L 302.767636 144.486636 
L 303.436037 142.548914 
L 304.104438 141.73007 
L 304.772839 141.773093 
L 305.44124 142.314993 
L 306.109641 141.827333 
L 306.778042 142.567256 
L 307.446444 142.755285 
L 308.114845 143.840789 
L 308.783246 143.864717 
L 309.451647 144.584398 
L 310.120048 144.300216 
L 310.788449 144.435584 
L 311.45685 143.902003 
L 312.793652 145.163769 
L 313.462053 144.482832 
L 314.130454 144.458571 
L 314.798855 144.675831 
L 315.467256 144.313018 
L 316.135657 144.660363 
L 316.804058 145.147616 
L 317.472459 144.536818 
L 318.14086 144.795894 
L 318.809261 144.641621 
L 319.477663 143.712169 
L 320.146064 144.691699 
L 320.814465 143.323071 
L 321.482866 143.65876 
L 322.151267 144.338238 
L 322.819668 143.607511 
L 323.488069 143.586344 
L 324.15647 144.443715 
L 324.824871 144.12955 
L 325.493272 145.233122 
L 326.161673 144.493321 
L 326.830074 144.648639 
L 327.498475 144.038216 
L 328.166876 143.671001 
L 328.835277 142.758958 
L 329.503678 142.661983 
L 330.172079 143.706211 
L 330.84048 143.469733 
L 331.508882 142.765614 
L 332.177283 142.633476 
L 332.845684 145.080698 
L 333.514085 144.542443 
L 334.182486 145.770166 
L 334.850887 144.371715 
L 336.187689 144.335509 
L 336.85609 142.811058 
L 337.524491 142.748857 
L 338.192892 143.33837 
L 338.861293 142.813482 
L 339.529694 143.593473 
L 340.198095 143.897959 
L 340.866496 145.237142 
L 341.534897 143.038139 
L 342.203298 142.1498 
L 342.871699 140.926182 
L 343.540101 140.836165 
L 344.208502 142.140359 
L 344.876903 141.829595 
L 345.545304 142.870877 
L 346.213705 143.377658 
L 346.882106 143.719926 
L 347.550507 144.461912 
L 348.218908 144.971947 
L 348.887309 144.571311 
L 349.55571 143.241613 
L 350.224111 142.779573 
L 350.892512 142.780562 
L 351.560913 142.643893 
L 352.229314 143.367817 
L 352.897715 142.454817 
L 353.566116 142.249694 
L 354.234517 143.250517 
L 354.902918 143.120309 
L 356.239721 143.966709 
L 356.908122 144.247824 
L 357.576523 144.724531 
L 358.913325 143.498276 
L 359.581726 144.392515 
L 360.250127 144.137732 
L 360.918528 143.713903 
L 362.25533 141.158457 
L 362.923731 141.865485 
L 363.592132 142.861896 
L 364.260533 142.119733 
L 364.928934 141.838857 
L 365.597335 142.503387 
L 366.265736 142.371399 
L 366.934137 142.870509 
L 367.602539 142.174686 
L 368.27094 143.248116 
L 368.939341 137.6657 
L 369.607742 134.084325 
L 370.276143 142.657447 
L 370.944544 140.018732 
L 371.612945 140.310579 
L 372.281346 141.709337 
L 372.281346 141.709337 
" 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: 0.859 $\bullet$ mean: 0.124 $\bullet$ $\sigma$: 0.081 -->
    <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(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.482422 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1808.728516 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.22 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 141.645591)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-32"/>
     <use x="159.033203" xlink:href="#DejaVuSans-32"/>
    </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(#p6c6f7513fc)">
    <image height="945" id="imagee3c6a7d88b" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAYBeEXlSmIisZCFrGYWdQ2YQv+yDVffe0p9rGdJAEAAAAA3GP5ZiHjATUFCxnW0MyFMQEA+IsDrysNep5523EAAAAASUVORK5CYII="/>
   </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(#p51598691ba)">
    <image height="128.16" id="image4425666041" 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="mde72eb5f58" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mde72eb5f58" 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="#mde72eb5f58" 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="#mde72eb5f58" 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="#mde72eb5f58" 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="#mde72eb5f58" 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="p6e4801ad92">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p9174fd877c">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p08bee2f8f1">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p57bcd9a20d">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p38cc2f0506">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p6c6f7513fc">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p51598691ba">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>