Sherlock/fmriprep/sub-16/figures/sub-16_task-sherlockPart1_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 0 387.950789 309.883863" width="387.950789pt" 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 387.950789 309.883863 
L 387.950789 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 id="xtick_6"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#pdc91ec5bd2)" d="M 18.697188 22.819943 
L 372.281346 22.819943 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#pdc91ec5bd2)" d="M 18.697188 24.015685 
L 19.071351 23.610659 
L 19.819677 23.911849 
L 20.19384 24.069271 
L 21.690493 24.054832 
L 22.438819 24.057771 
L 22.812982 24.05512 
L 23.561308 23.803901 
L 23.935471 23.82699 
L 24.683798 24.138021 
L 25.057961 24.263199 
L 25.432124 24.180714 
L 25.806287 24.233804 
L 26.18045 24.056897 
L 28.051266 24.021842 
L 28.799592 24.174348 
L 29.173755 24.084326 
L 29.547918 24.200079 
L 29.922081 24.13682 
L 31.418734 24.313935 
L 31.792897 24.297688 
L 32.16706 24.117028 
L 32.915386 24.269584 
L 33.28955 24.324749 
L 34.037876 24.120355 
L 34.786202 24.167655 
L 35.160365 23.885145 
L 35.908692 24.243337 
L 36.282855 24.503344 
L 37.031181 24.644659 
L 38.15367 24.343578 
L 38.901997 24.3935 
L 40.398649 24.244747 
L 40.772812 24.190337 
L 41.146975 24.283596 
L 43.017791 24.177814 
L 43.391954 24.20421 
L 43.766117 24.434842 
L 44.514444 24.422339 
L 45.26277 24.442151 
L 46.759422 24.429509 
L 49.004401 24.278154 
L 49.378564 24.287092 
L 49.752727 24.151051 
L 51.997706 24.146264 
L 53.120196 24.500633 
L 54.616848 24.655513 
L 55.365174 24.272633 
L 55.739337 24.111119 
L 56.861827 24.252166 
L 57.610153 24.407304 
L 57.984316 24.455339 
L 58.358479 24.338901 
L 59.106806 24.529968 
L 59.855132 24.548946 
L 62.100111 24.103363 
L 63.596763 24.594647 
L 64.719253 24.698751 
L 65.467579 24.673775 
L 66.964231 24.65593 
L 67.712558 24.673547 
L 68.086721 24.748594 
L 68.460884 24.53686 
L 68.835047 24.123106 
L 69.20921 24.146691 
L 70.3317 24.596653 
L 71.828352 24.475945 
L 72.576678 24.402239 
L 73.325005 24.414931 
L 74.073331 24.438327 
L 77.066636 24.432806 
L 78.937452 24.190357 
L 80.434104 24.25147 
L 81.18243 24.283328 
L 81.930757 24.254221 
L 82.30492 24.365058 
L 84.924062 24.10816 
L 86.046551 24.185163 
L 86.420714 24.069211 
L 87.16904 24.499292 
L 87.543204 24.593773 
L 89.039856 24.362069 
L 89.788182 24.415248 
L 90.536509 24.046827 
L 92.033161 24.455508 
L 93.903977 24.124347 
L 96.523119 23.865005 
L 97.271445 24.049151 
L 97.645608 23.762887 
L 98.768097 24.00197 
L 99.142261 24.221321 
L 102.883892 24.461704 
L 103.258055 24.448268 
L 103.632218 24.31321 
L 104.754708 24.33893 
L 105.877197 24.532908 
L 106.625523 24.455935 
L 106.999686 24.389865 
L 107.748013 24.500494 
L 109.244665 24.250318 
L 112.23797 24.340658 
L 113.36046 24.083353 
L 114.482949 24.233962 
L 114.857112 23.972734 
L 115.231275 23.886247 
L 115.979601 24.083641 
L 117.476254 24.016916 
L 117.850417 23.801687 
L 118.972907 23.813544 
L 119.34707 23.877627 
L 119.721233 24.077206 
L 120.469559 24.115111 
L 122.340375 24.212591 
L 125.707843 24.339268 
L 126.456169 24.03353 
L 128.326985 23.974273 
L 129.075311 23.849315 
L 130.1978 23.8141 
L 131.694453 24.058983 
L 132.816942 24.069559 
L 134.313595 23.789939 
L 136.184411 24.265185 
L 136.932737 24.153384 
L 137.3069 24.256088 
L 138.803552 24.237359 
L 140.300205 24.554815 
L 141.048531 24.49248 
L 142.545184 24.391017 
L 142.919347 24.382953 
L 144.415999 23.928284 
L 145.912652 24.019726 
L 146.660978 23.706163 
L 148.905957 23.923299 
L 150.028446 23.760742 
L 151.525099 23.954213 
L 152.273425 24.04506 
L 153.021751 24.339328 
L 153.770078 24.241967 
L 155.640893 24.000292 
L 156.763383 24.016658 
L 157.511709 24.138955 
L 158.260035 24.138657 
L 160.130851 23.885244 
L 160.879177 23.644046 
L 162.37583 24.016787 
L 162.749993 23.896138 
L 164.994972 23.973946 
L 165.369135 23.807179 
L 166.117461 23.775172 
L 167.614113 23.528979 
L 169.484929 23.230887 
L 170.233255 23.53588 
L 170.607419 23.783216 
L 171.355745 23.763513 
L 171.729908 24.084445 
L 172.104071 24.11814 
L 173.974887 25.047261 
L 174.723213 24.934964 
L 175.471539 24.6746 
L 177.716518 23.896843 
L 179.213171 24.005406 
L 181.083986 23.635029 
L 182.206476 23.420634 
L 183.328965 22.858444 
L 183.703128 22.627336 
L 184.077291 22.643791 
L 184.451454 22.98236 
L 185.199781 23.865879 
L 185.948107 24.010461 
L 186.696433 23.833396 
L 187.444759 23.673272 
L 188.941412 23.251315 
L 190.063901 23.352479 
L 190.812228 23.325031 
L 192.30888 23.36812 
L 193.057206 23.528293 
L 194.553859 23.629229 
L 196.798838 23.327186 
L 197.921327 22.877819 
L 198.669653 22.865168 
L 199.792143 23.074369 
L 200.540469 23.280551 
L 201.288795 23.485214 
L 202.037121 23.615068 
L 203.159611 23.614313 
L 203.907937 23.455978 
L 204.2821 23.427794 
L 205.030427 23.130527 
L 206.152916 23.789571 
L 207.275405 23.409402 
L 208.772058 23.793613 
L 209.146221 23.536695 
L 210.26871 24.104585 
L 211.765363 24.032746 
L 212.887852 24.063203 
L 213.636179 23.928076 
L 217.003647 23.919893 
L 217.751973 24.010431 
L 218.126136 23.936328 
L 219.622789 24.043699 
L 219.996952 24.013212 
L 220.745278 23.547559 
L 221.119441 23.524827 
L 221.867767 23.927797 
L 222.616094 23.979308 
L 224.112746 23.899485 
L 228.228541 24.246942 
L 229.35103 24.113095 
L 231.596009 23.912931 
L 231.970172 23.770544 
L 232.718498 23.922703 
L 233.840988 23.79698 
L 234.215151 23.750375 
L 234.589314 23.839821 
L 235.33764 23.765658 
L 236.085966 23.733214 
L 237.956782 23.751547 
L 238.330945 23.518442 
L 239.453435 24.00207 
L 240.575924 23.933468 
L 240.950087 23.826931 
L 242.820903 23.858173 
L 243.569229 23.733622 
L 244.317555 23.793087 
L 246.188371 23.787416 
L 246.562534 23.673491 
L 247.31086 23.685239 
L 247.685023 23.594492 
L 248.43335 23.633728 
L 249.181676 23.542882 
L 250.304165 23.640829 
L 250.678328 23.739193 
L 254.41996 23.348765 
L 256.290775 23.275278 
L 257.787428 22.977504 
L 258.535754 23.162008 
L 262.277386 23.264255 
L 262.651549 23.134003 
L 264.148201 23.669201 
L 264.896527 23.48143 
L 266.019017 23.353453 
L 266.39318 23.312617 
L 267.515669 23.464905 
L 268.263996 23.399333 
L 269.012322 23.369054 
L 269.386485 23.110824 
L 269.760648 23.00823 
L 270.508974 23.10864 
L 273.502279 23.861172 
L 274.624769 23.724962 
L 275.373095 23.666549 
L 275.747258 23.613062 
L 276.495584 23.297453 
L 278.740563 22.907751 
L 279.48889 22.531872 
L 279.863053 22.599073 
L 280.237216 22.46621 
L 280.611379 22.635052 
L 281.359705 23.702628 
L 282.108031 24.055576 
L 282.856358 24.0508 
L 283.978847 23.751169 
L 284.727173 23.861937 
L 286.597989 23.509862 
L 286.972152 23.238395 
L 288.094642 23.063246 
L 289.591294 23.485323 
L 289.965457 23.313571 
L 291.087947 23.219209 
L 292.958762 22.780389 
L 293.707088 22.80465 
L 294.455415 22.836001 
L 295.203741 22.619838 
L 295.577904 22.892686 
L 295.952067 23.011537 
L 296.32623 23.273103 
L 297.074557 23.390415 
L 298.197046 23.408558 
L 298.571209 23.471668 
L 299.319535 23.753642 
L 301.190351 23.920707 
L 302.687004 23.935633 
L 304.931982 23.186278 
L 307.551124 23.27494 
L 307.925287 23.311724 
L 309.047777 23.101221 
L 309.796103 23.125492 
L 310.170266 23.094826 
L 310.544429 23.19894 
L 311.666919 23.004883 
L 312.041082 22.842803 
L 314.286061 22.8491 
L 315.034387 22.88634 
L 315.782713 23.10568 
L 317.279366 23.353254 
L 318.027692 23.325934 
L 319.898508 23.337186 
L 320.646834 23.162037 
L 321.769323 23.035639 
L 322.891813 22.831065 
L 323.265976 22.794302 
L 324.762628 23.103635 
L 327.007607 23.14444 
L 327.755933 23.010971 
L 329.626749 23.064905 
L 330.749238 23.371586 
L 331.123402 23.274523 
L 331.871728 22.893421 
L 332.245891 22.948189 
L 332.994217 23.482383 
L 333.36838 23.527479 
L 335.987522 23.045778 
L 336.735849 23.096415 
L 337.110012 23.164163 
L 337.858338 23.079235 
L 338.232501 23.132722 
L 338.606664 23.060962 
L 338.980827 22.850599 
L 340.103317 22.748302 
L 341.974132 22.693663 
L 342.348295 22.437986 
L 344.219111 22.749852 
L 344.967437 23.221066 
L 345.341601 23.087577 
L 346.46409 23.452264 
L 347.586579 23.399343 
L 347.960742 23.224293 
L 350.579884 23.346004 
L 352.824863 22.753417 
L 355.444005 22.916797 
L 355.818168 22.991785 
L 356.192331 22.83906 
L 359.185636 22.882795 
L 361.056452 22.708818 
L 361.804778 22.635221 
L 363.675594 23.244224 
L 364.42392 23.261643 
L 365.920573 23.172832 
L 368.165551 22.676275 
L 369.288041 22.617882 
L 370.41053 22.803359 
L 372.281346 23.071201 
L 372.281346 23.071201 
" 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: 641.527 $\bullet$ mean: 633.472 $\bullet$ $\sigma$: 3.334 -->
    <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 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 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 16.796875 31.34375 
Q 16.796875 37.40625 21.015625 41.578125 
Q 25.25 45.75 31.390625 45.75 
Q 37.453125 45.75 41.625 41.578125 
Q 45.796875 37.40625 45.796875 31.34375 
Q 45.796875 25.25 41.59375 21.046875 
Q 37.40625 16.84375 31.296875 16.84375 
Q 25.203125 16.84375 21 21.046875 
Q 16.796875 25.25 16.796875 31.34375 
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 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-34"/>
     <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-35"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-32"/>
     <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-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-32"/>
     <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-33"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 639.18 -->
    <defs>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <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"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.647755)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <use x="127.246094" xlink:href="#DejaVuSans-39"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
    <g id="xtick_11"/>
    <g id="xtick_12"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p9fdc9664ca)" d="M 18.697188 50.64199 
L 372.281346 50.64199 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p9fdc9664ca)" d="M 18.697188 51.082559 
L 19.071351 50.604262 
L 19.445514 50.57404 
L 19.819677 50.91052 
L 20.942166 51.398779 
L 21.316329 51.237038 
L 22.064656 51.480099 
L 22.438819 51.261489 
L 23.187145 51.109198 
L 23.561308 50.757347 
L 24.309634 51.288039 
L 24.683798 51.270264 
L 25.057961 51.523734 
L 25.806287 51.232876 
L 26.18045 51.360345 
L 26.928776 51.351094 
L 27.30294 51.085504 
L 27.677103 51.253299 
L 28.051266 51.25548 
L 28.799592 51.08514 
L 29.922081 51.083449 
L 30.296245 51.293447 
L 30.670408 50.921781 
L 31.044571 51.576345 
L 32.16706 51.11919 
L 32.541223 51.228789 
L 32.915386 51.494928 
L 33.28955 51.408653 
L 33.663713 51.01796 
L 34.786202 51.203262 
L 35.160365 50.908317 
L 35.534528 50.780766 
L 36.282855 51.431591 
L 36.657018 51.469988 
L 37.031181 51.897002 
L 37.405344 51.73681 
L 37.779507 51.865874 
L 38.15367 51.600862 
L 38.527833 51.758984 
L 38.901997 51.630239 
L 39.27616 51.375797 
L 40.772812 51.218611 
L 42.269465 51.49797 
L 42.643628 51.119747 
L 43.017791 51.405604 
L 43.391954 50.796122 
L 43.766117 51.432644 
L 44.14028 51.313424 
L 45.26277 51.488882 
L 45.636933 51.370115 
L 46.011096 51.515677 
L 47.507749 51.383075 
L 48.630238 51.012878 
L 49.378564 51.422526 
L 49.752727 51.012463 
L 50.12689 51.275947 
L 50.501054 51.334285 
L 50.875217 50.821982 
L 51.24938 51.181363 
L 51.997706 50.949081 
L 52.371869 51.154598 
L 52.746032 50.96121 
L 53.120196 51.494624 
L 53.494359 51.563006 
L 53.868522 51.895511 
L 54.242685 52.043417 
L 54.616848 51.963277 
L 54.991011 51.690579 
L 55.365174 51.594957 
L 55.739337 51.124806 
L 56.113501 51.218314 
L 56.487664 51.087618 
L 56.861827 51.168989 
L 57.23599 51.544661 
L 57.610153 51.20206 
L 57.984316 51.831572 
L 58.358479 51.403549 
L 58.732642 51.842173 
L 59.855132 51.946155 
L 60.229295 51.543904 
L 61.725948 51.317349 
L 63.596763 51.69601 
L 63.970926 51.657939 
L 65.467579 52.171398 
L 65.841742 51.943492 
L 66.964231 51.778828 
L 67.338394 51.941564 
L 68.460884 51.558029 
L 68.835047 51.162165 
L 69.583373 51.485344 
L 69.957536 51.453898 
L 70.3317 51.974961 
L 71.080026 51.818605 
L 71.454189 51.90741 
L 72.202515 51.473289 
L 72.950841 51.513103 
L 73.325005 51.482851 
L 73.699168 51.646603 
L 74.073331 51.943344 
L 74.447494 51.779621 
L 74.821657 52.084975 
L 75.19582 51.694355 
L 75.569983 51.784837 
L 76.31831 51.665824 
L 76.692473 51.841223 
L 77.066636 51.569772 
L 77.440799 51.79569 
L 77.814962 51.567072 
L 78.189125 51.812959 
L 78.937452 51.695527 
L 79.685778 51.743175 
L 80.059941 51.264894 
L 80.434104 51.596329 
L 80.808267 51.721959 
L 81.18243 51.606737 
L 81.556593 51.855422 
L 81.930757 51.660186 
L 82.30492 51.878456 
L 83.427409 51.856542 
L 84.175735 51.784733 
L 84.549898 51.494023 
L 86.046551 51.699392 
L 86.420714 51.083315 
L 86.794877 51.609475 
L 87.543204 52.208794 
L 87.917367 52.23389 
L 89.039856 51.863708 
L 89.788182 51.76428 
L 90.536509 51.428497 
L 90.910672 51.492347 
L 91.284835 51.381584 
L 91.658998 51.822603 
L 92.033161 51.76405 
L 92.407324 51.965859 
L 93.15565 51.740356 
L 93.529814 51.836609 
L 93.903977 51.556167 
L 94.27814 51.698769 
L 95.026466 51.175614 
L 95.400629 51.087751 
L 95.774792 51.19189 
L 96.523119 51.04928 
L 97.271445 51.5715 
L 97.645608 50.99638 
L 98.393934 51.48771 
L 98.768097 51.243796 
L 99.516424 51.722063 
L 101.013076 51.593043 
L 101.387239 51.721892 
L 102.135566 51.617835 
L 103.258055 51.93327 
L 103.632218 51.936831 
L 104.380544 51.553058 
L 104.754708 51.781268 
L 105.128871 51.862165 
L 105.503034 51.621886 
L 105.877197 51.948789 
L 106.25136 51.834866 
L 106.999686 52.110612 
L 107.373849 51.867573 
L 107.748013 52.243207 
L 109.618828 51.483608 
L 109.992991 51.716751 
L 110.367154 51.668488 
L 111.489644 51.912832 
L 111.863807 51.875674 
L 112.23797 51.967557 
L 112.612133 51.759577 
L 112.986296 51.743917 
L 113.36046 51.602635 
L 113.734623 51.328728 
L 114.108786 51.527643 
L 114.482949 51.567331 
L 114.857112 51.301251 
L 115.231275 50.809735 
L 115.605438 51.314077 
L 115.979601 51.256051 
L 116.353765 51.721684 
L 116.727928 51.680757 
L 117.102091 51.490945 
L 117.476254 51.741573 
L 118.22458 51.302682 
L 118.598743 50.80127 
L 119.34707 51.363186 
L 120.843722 51.364796 
L 121.217885 51.600521 
L 121.592048 51.633466 
L 122.340375 52.037082 
L 123.088701 51.913708 
L 123.462864 51.917291 
L 123.837027 51.731417 
L 124.21119 51.886312 
L 124.585353 51.569616 
L 124.959517 51.639007 
L 125.33368 51.887395 
L 125.707843 51.835815 
L 126.082006 51.549104 
L 126.456169 51.411858 
L 126.830332 51.797863 
L 127.204495 51.617346 
L 127.952822 51.680053 
L 128.326985 51.229345 
L 128.701148 51.19781 
L 129.075311 51.418623 
L 129.449474 51.298588 
L 129.823637 51.047158 
L 130.1978 51.173129 
L 130.571964 51.114895 
L 131.694453 51.609245 
L 132.442779 51.786958 
L 132.816942 51.679971 
L 133.565269 51.685075 
L 133.939432 51.147751 
L 134.313595 50.93121 
L 135.061921 51.185577 
L 135.436084 51.627672 
L 135.810247 51.711595 
L 136.184411 51.91189 
L 136.558574 51.946467 
L 136.932737 51.573577 
L 137.681063 51.725564 
L 138.055226 51.771736 
L 138.429389 51.49636 
L 139.177716 51.859265 
L 140.300205 52.068847 
L 140.674368 51.920822 
L 141.048531 52.036748 
L 141.422694 51.833197 
L 142.171021 51.89577 
L 142.545184 51.731365 
L 142.919347 51.834042 
L 143.29351 51.668458 
L 143.667673 51.654363 
L 144.041836 51.3622 
L 144.415999 51.402066 
L 144.790163 51.610513 
L 145.164326 51.391116 
L 145.912652 51.723591 
L 146.286815 51.397081 
L 147.035141 51.300309 
L 147.783468 51.257 
L 148.157631 51.354314 
L 148.531794 51.21479 
L 148.905957 51.461709 
L 149.654283 51.106297 
L 150.402609 51.308231 
L 150.776773 51.120993 
L 151.150936 51.083018 
L 151.525099 51.315294 
L 151.899262 51.216986 
L 152.273425 51.478437 
L 152.647588 51.389581 
L 153.021751 51.739881 
L 153.395915 51.853478 
L 153.770078 51.670965 
L 154.144241 51.783019 
L 154.892567 51.284381 
L 155.640893 51.548682 
L 156.015056 51.331592 
L 156.38922 51.356636 
L 156.763383 51.567635 
L 157.137546 51.275925 
L 157.511709 51.614534 
L 157.885872 51.782003 
L 158.260035 51.525032 
L 160.130851 51.523845 
L 160.879177 50.932538 
L 161.627503 51.065192 
L 162.37583 51.449573 
L 163.124156 51.297364 
L 164.620808 51.624527 
L 164.994972 51.414759 
L 165.369135 51.332882 
L 165.743298 51.099576 
L 166.491624 51.18729 
L 166.865787 50.802569 
L 167.23995 51.051453 
L 167.988277 50.972248 
L 168.36244 51.292097 
L 169.484929 50.250571 
L 169.859092 50.701375 
L 170.233255 50.692473 
L 171.355745 51.468868 
L 171.729908 51.43803 
L 172.104071 51.870199 
L 172.478234 51.967913 
L 172.852397 52.349646 
L 173.22656 52.270611 
L 173.600724 52.555178 
L 173.974887 52.411129 
L 174.34905 52.784738 
L 174.723213 52.83743 
L 175.097376 52.644309 
L 175.471539 52.698492 
L 175.845702 52.415327 
L 176.219865 52.538828 
L 176.594029 52.147823 
L 176.968192 51.98439 
L 177.342355 51.495611 
L 178.464844 51.412652 
L 178.839007 51.673977 
L 179.213171 51.781439 
L 179.587334 51.346473 
L 179.961497 51.583978 
L 180.33566 51.642768 
L 181.083986 51.272401 
L 181.832312 51.171972 
L 182.954802 50.64944 
L 183.328965 50.758393 
L 183.703128 50.229013 
L 184.077291 50.199088 
L 184.451454 50.046641 
L 184.825617 50.975883 
L 185.199781 51.504409 
L 185.573944 51.420055 
L 185.948107 51.886156 
L 186.32227 51.75405 
L 186.696433 51.447095 
L 187.070596 51.69259 
L 187.444759 51.573666 
L 187.818923 51.182135 
L 188.193086 51.046891 
L 188.941412 51.059858 
L 189.315575 50.635582 
L 189.689738 50.833407 
L 190.063901 51.196259 
L 190.438064 50.890083 
L 191.560554 51.285984 
L 192.30888 50.573009 
L 192.683043 50.90032 
L 193.057206 50.753059 
L 193.431369 51.042307 
L 193.805533 51.128641 
L 194.553859 50.992767 
L 194.928022 51.117922 
L 195.302185 50.904318 
L 195.676348 51.136772 
L 196.050511 51.130073 
L 196.424675 50.502164 
L 197.173001 50.70961 
L 197.547164 50.485428 
L 197.921327 50.019935 
L 198.29549 50.459783 
L 198.669653 50.298768 
L 199.41798 50.347618 
L 200.166306 50.679907 
L 200.540469 50.631821 
L 201.288795 51.030712 
L 201.662958 50.83518 
L 202.037121 51.17307 
L 202.411285 51.210554 
L 202.785448 51.014035 
L 203.533774 51.123782 
L 203.907937 51.002085 
L 204.2821 51.050942 
L 204.656263 50.454249 
L 205.030427 50.188443 
L 205.40459 50.452231 
L 205.778753 50.5268 
L 206.152916 51.136482 
L 206.901242 51.126801 
L 207.275405 50.698497 
L 207.649568 50.905891 
L 208.023732 50.912219 
L 208.397895 51.145651 
L 208.772058 51.233989 
L 209.146221 50.996365 
L 209.520384 51.280687 
L 209.894547 51.294901 
L 210.26871 51.61811 
L 210.642873 51.77204 
L 211.017037 51.703057 
L 211.3912 51.847714 
L 211.765363 51.847373 
L 212.139526 51.983329 
L 213.262015 51.461813 
L 213.636179 51.546486 
L 214.010342 51.48616 
L 214.758668 51.788115 
L 215.506994 51.818197 
L 215.881157 51.458497 
L 216.25532 51.362296 
L 217.751973 51.893738 
L 219.248626 51.541345 
L 219.622789 51.725883 
L 219.996952 52.057757 
L 220.371115 51.790311 
L 220.745278 51.180829 
L 221.119441 50.966091 
L 221.867767 51.210198 
L 222.241931 51.636811 
L 223.36442 51.874376 
L 223.738583 51.631003 
L 224.112746 51.610291 
L 224.486909 51.718361 
L 225.235236 51.607739 
L 225.609399 51.652501 
L 226.731888 52.131576 
L 227.106051 51.934078 
L 227.480214 51.880711 
L 227.854378 52.230003 
L 228.602704 52.22507 
L 228.976867 52.291879 
L 229.725193 52.041703 
L 230.099356 52.130486 
L 230.473519 51.83293 
L 230.847683 51.942075 
L 231.970172 51.559238 
L 233.092661 51.845652 
L 233.840988 51.604749 
L 234.589314 51.637449 
L 234.963477 51.434313 
L 235.33764 51.554119 
L 235.711803 51.071809 
L 236.085966 51.216326 
L 236.46013 51.511234 
L 236.834293 51.159049 
L 237.208456 51.607034 
L 237.582619 51.578763 
L 237.956782 51.674133 
L 238.330945 51.181749 
L 238.705108 51.114962 
L 239.453435 51.59242 
L 240.201761 51.890518 
L 240.575924 51.872744 
L 240.950087 51.686254 
L 241.698413 51.842076 
L 242.072576 51.928886 
L 242.44674 51.878693 
L 242.820903 51.65756 
L 243.943392 51.644052 
L 244.317555 51.827039 
L 245.065882 51.527139 
L 245.440045 51.966222 
L 245.814208 51.829346 
L 246.188371 51.912358 
L 246.936697 51.358209 
L 247.685023 51.430382 
L 248.059187 51.474402 
L 248.43335 51.385753 
L 249.181676 51.619438 
L 249.555839 51.303276 
L 249.930002 51.601278 
L 250.304165 51.411331 
L 250.678328 51.501523 
L 251.052492 51.376599 
L 251.426655 51.599742 
L 252.923307 51.355019 
L 253.29747 51.077373 
L 253.671634 51.267816 
L 254.045797 51.261103 
L 254.41996 51.071297 
L 255.168286 51.449061 
L 255.542449 51.422385 
L 255.916612 51.135607 
L 256.290775 51.243195 
L 257.039102 51.01273 
L 257.413265 50.717903 
L 257.787428 50.963212 
L 258.535754 50.823741 
L 258.909917 51.081127 
L 259.658244 51.184828 
L 260.032407 51.351273 
L 260.40657 51.37559 
L 260.780733 50.897427 
L 261.154896 51.132795 
L 261.529059 51.139442 
L 261.903222 51.441509 
L 262.651549 50.814045 
L 263.025712 50.784468 
L 263.399875 51.176667 
L 263.774038 51.039362 
L 264.148201 51.551226 
L 264.522364 51.540247 
L 266.39318 50.951002 
L 266.767343 51.029451 
L 267.141506 50.918554 
L 267.515669 51.113256 
L 267.889832 50.968109 
L 268.263996 50.968598 
L 268.638159 51.253766 
L 269.012322 51.221363 
L 269.386485 50.904445 
L 270.508974 50.701872 
L 270.883138 50.917382 
L 271.257301 51.001395 
L 271.631464 51.276614 
L 272.753953 51.495262 
L 273.128116 51.764577 
L 273.502279 51.610625 
L 275.747258 51.597732 
L 276.121421 51.178055 
L 276.495584 51.492339 
L 276.869748 51.045905 
L 277.243911 50.875283 
L 277.992237 50.803555 
L 278.3664 50.77811 
L 278.740563 50.955267 
L 279.114726 50.753467 
L 279.48889 50.850209 
L 279.863053 50.091945 
L 280.237216 50.057205 
L 280.985542 50.490858 
L 281.359705 51.649378 
L 282.108031 52.042594 
L 282.482195 51.996155 
L 282.856358 52.384259 
L 283.230521 52.073009 
L 284.727173 51.76905 
L 286.597989 51.769102 
L 287.346315 51.120874 
L 287.720478 50.859786 
L 288.468805 51.016172 
L 288.842968 51.166022 
L 289.217131 51.56679 
L 289.965457 51.269159 
L 290.33962 51.469602 
L 290.713783 51.106994 
L 291.087947 51.245472 
L 291.46211 50.8742 
L 293.332925 50.548217 
L 293.707088 51.030608 
L 294.081252 51.126 
L 294.829578 50.882605 
L 295.203741 50.39054 
L 295.577904 50.427698 
L 296.700394 51.293654 
L 297.074557 51.09695 
L 297.44872 51.361376 
L 298.197046 51.279968 
L 300.816188 51.695038 
L 301.190351 51.636893 
L 301.564514 51.910518 
L 301.938677 51.813709 
L 302.31284 51.934694 
L 302.687004 52.192778 
L 303.061167 51.827114 
L 303.43533 51.913826 
L 303.809493 51.589252 
L 304.183656 51.495188 
L 304.931982 50.956937 
L 306.054472 51.104776 
L 306.428635 51.407555 
L 306.802798 51.3224 
L 307.176961 51.573043 
L 307.551124 51.198448 
L 307.925287 51.70187 
L 308.673614 51.209686 
L 309.047777 51.241377 
L 309.42194 50.914274 
L 309.796103 50.749498 
L 310.170266 50.918517 
L 310.544429 50.887776 
L 310.918592 51.261273 
L 311.666919 50.845335 
L 312.041082 50.802902 
L 312.415245 51.073397 
L 312.789408 50.878621 
L 313.537734 51.090496 
L 314.286061 50.541696 
L 314.660224 50.770892 
L 315.034387 50.751835 
L 315.40855 51.071676 
L 317.279366 51.432422 
L 317.653529 51.121267 
L 318.027692 51.374573 
L 318.401855 51.402444 
L 318.776018 51.191593 
L 319.150181 51.575781 
L 320.646834 50.880869 
L 321.39516 51.2237 
L 322.143486 51.087558 
L 322.891813 51.080326 
L 323.265976 50.652325 
L 323.640139 50.598149 
L 324.388465 50.717206 
L 324.762628 51.109324 
L 325.136791 51.295227 
L 325.510955 51.273914 
L 325.885118 51.515277 
L 326.633444 51.376124 
L 327.007607 51.137706 
L 327.38177 51.17215 
L 328.50426 50.796389 
L 328.878423 51.144843 
L 329.626749 50.981662 
L 330.375075 51.448801 
L 331.497565 51.366287 
L 331.871728 51.064384 
L 332.620054 50.71863 
L 332.994217 51.28157 
L 333.742543 51.606315 
L 334.116707 51.46599 
L 334.49087 51.468059 
L 334.865033 51.185065 
L 335.239196 51.495136 
L 335.613359 51.147803 
L 335.987522 51.241044 
L 336.361685 50.801018 
L 336.735849 51.214501 
L 337.110012 51.319403 
L 338.232501 51.126312 
L 338.606664 51.277898 
L 339.35499 50.757717 
L 339.729154 50.919608 
L 340.103317 50.815165 
L 340.47748 50.505287 
L 341.225806 50.585138 
L 341.599969 50.544849 
L 341.974132 50.336609 
L 342.348295 50.632533 
L 342.722459 50.106411 
L 343.096622 50.660975 
L 343.470785 50.472564 
L 344.219111 50.639506 
L 344.593274 51.140206 
L 344.967437 50.98181 
L 345.341601 51.07037 
L 345.715764 50.730574 
L 346.089927 51.153396 
L 346.46409 51.002507 
L 347.212416 51.641366 
L 347.586579 51.602027 
L 347.960742 51.411784 
L 348.334906 51.578058 
L 348.709069 51.378223 
L 349.083232 51.527213 
L 349.457395 51.316377 
L 349.831558 51.568578 
L 350.205721 51.635691 
L 350.579884 51.407133 
L 350.954047 51.469209 
L 352.4507 50.998702 
L 352.824863 50.607578 
L 353.573189 50.931477 
L 353.947353 50.589678 
L 354.321516 51.020979 
L 354.695679 50.94371 
L 355.444005 50.999429 
L 357.688984 51.22726 
L 358.063147 51.032455 
L 358.43731 51.007396 
L 358.811473 50.811819 
L 359.559799 51.018924 
L 359.933963 50.929378 
L 360.308126 51.093983 
L 361.804778 50.48844 
L 362.927268 50.973027 
L 363.301431 50.884845 
L 363.675594 51.381191 
L 364.049757 51.264397 
L 364.42392 51.366851 
L 364.798083 51.318506 
L 365.54641 51.430419 
L 365.920573 51.27085 
L 366.668899 51.226266 
L 367.043062 50.987278 
L 368.165551 50.745663 
L 368.913878 50.982166 
L 369.662204 50.672748 
L 370.41053 50.809942 
L 370.784693 50.691531 
L 371.53302 50.923799 
L 372.281346 51.145421 
L 372.281346 51.145421 
" 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: 851.089 $\bullet$ mean: 840.030 $\bullet$ $\sigma$: 3.489 -->
    <defs>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
    </defs>
    <g style="fill:#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-38"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
     <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-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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-30"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-30"/>
     <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-33"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 845.97 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.469802)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-38"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-35"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-39"/>
     <use x="286.279297" xlink:href="#DejaVuSans-37"/>
    </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_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#p59af22b838)" d="M 18.697188 78.635416 
L 372.281346 78.635416 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p59af22b838)" d="M 18.697188 79.233263 
L 19.071351 79.004876 
L 19.445514 79.045876 
L 20.568003 79.45211 
L 21.316329 79.396906 
L 21.690493 79.47259 
L 22.438819 79.383143 
L 22.812982 79.432464 
L 23.187145 79.184748 
L 23.561308 79.070742 
L 23.935471 79.336904 
L 25.432124 79.37203 
L 25.806287 79.309052 
L 26.554613 79.367279 
L 27.30294 79.158644 
L 28.051266 79.29147 
L 29.173755 79.242207 
L 29.922081 79.399132 
L 30.670408 79.237006 
L 31.044571 79.406378 
L 31.792897 79.297507 
L 32.541223 79.269108 
L 32.915386 79.362759 
L 34.412039 79.20974 
L 34.786202 79.317172 
L 35.160365 79.003168 
L 35.908692 79.353257 
L 36.282855 79.268178 
L 36.657018 79.498186 
L 37.031181 79.43376 
L 37.405344 79.543572 
L 37.779507 79.491343 
L 38.15367 79.29863 
L 38.527833 79.460555 
L 38.901997 79.325723 
L 39.27616 79.44925 
L 39.650323 79.344716 
L 40.772812 79.486871 
L 41.146975 79.379199 
L 41.521138 79.53122 
L 41.895302 79.484011 
L 42.269465 79.314504 
L 43.391954 79.194432 
L 43.766117 79.351328 
L 44.514444 79.325272 
L 44.888607 79.447512 
L 45.636933 79.425631 
L 48.256075 79.491113 
L 48.630238 79.424959 
L 49.004401 79.491929 
L 49.752727 79.2972 
L 50.12689 79.479231 
L 50.875217 79.420227 
L 51.623543 79.430986 
L 51.997706 79.355215 
L 52.371869 79.441178 
L 52.746032 79.386646 
L 53.494359 79.52122 
L 53.868522 79.615801 
L 54.616848 79.583276 
L 54.991011 79.57292 
L 55.739337 79.31482 
L 57.23599 79.341904 
L 57.610153 79.448146 
L 58.358479 79.326452 
L 59.480969 79.55957 
L 60.229295 79.417588 
L 60.977621 79.356089 
L 61.351784 79.206189 
L 62.100111 79.317057 
L 63.2226 79.340637 
L 65.467579 79.449365 
L 66.964231 79.285587 
L 67.712558 79.340368 
L 70.3317 79.419661 
L 71.080026 79.606635 
L 71.454189 79.424623 
L 71.828352 79.408634 
L 72.202515 79.260701 
L 75.19582 79.569743 
L 75.944146 79.437253 
L 76.31831 79.603814 
L 76.692473 79.496603 
L 77.066636 79.588045 
L 77.814962 79.40729 
L 78.563288 79.479577 
L 78.937452 79.504175 
L 79.311615 79.660745 
L 79.685778 79.444988 
L 80.059941 79.415755 
L 80.434104 79.502236 
L 80.808267 79.457215 
L 81.18243 79.585924 
L 82.679083 79.503877 
L 83.427409 79.399977 
L 84.175735 79.441351 
L 84.549898 79.382855 
L 84.924062 79.446495 
L 85.298225 79.380187 
L 85.672388 79.446629 
L 86.794877 79.299129 
L 87.16904 79.455449 
L 88.29153 79.483483 
L 89.414019 79.382193 
L 89.788182 79.544685 
L 90.162345 79.439134 
L 90.536509 79.457542 
L 90.910672 79.288975 
L 91.284835 79.492322 
L 91.658998 79.470882 
L 92.407324 79.614486 
L 95.026466 79.327767 
L 95.400629 79.464884 
L 96.897282 79.282785 
L 97.271445 79.415323 
L 97.645608 79.22975 
L 99.142261 79.32722 
L 100.26475 79.430132 
L 102.135566 79.350062 
L 103.632218 79.524396 
L 104.380544 79.324696 
L 104.754708 79.392789 
L 105.128871 79.283648 
L 105.503034 79.431744 
L 106.25136 79.421091 
L 107.373849 79.582057 
L 109.244665 79.410304 
L 110.367154 79.467465 
L 110.741318 79.573371 
L 111.489644 79.521258 
L 111.863807 79.558399 
L 112.612133 79.471256 
L 112.986296 79.529531 
L 113.734623 79.342921 
L 114.482949 79.587585 
L 114.857112 79.306576 
L 115.231275 79.530865 
L 115.979601 79.583391 
L 116.353765 79.689969 
L 116.727928 79.575905 
L 117.102091 79.635351 
L 118.22458 79.285021 
L 118.972907 79.394727 
L 119.34707 79.237418 
L 119.721233 79.528034 
L 120.469559 79.416331 
L 123.088701 79.511901 
L 123.462864 79.427262 
L 123.837027 79.505183 
L 124.21119 79.403202 
L 125.33368 79.526297 
L 127.578659 79.472235 
L 128.701148 79.545923 
L 129.075311 79.370264 
L 130.946127 79.355878 
L 131.694453 79.473128 
L 132.442779 79.495768 
L 133.565269 79.394718 
L 133.939432 79.138182 
L 134.313595 79.03623 
L 134.687758 79.059197 
L 135.436084 79.367442 
L 136.184411 79.519492 
L 136.932737 79.414527 
L 137.681063 79.330733 
L 138.055226 79.408941 
L 138.429389 79.297987 
L 138.803552 79.391762 
L 139.177716 79.327124 
L 140.674368 79.540472 
L 141.048531 79.447704 
L 141.796857 79.456505 
L 142.545184 79.410688 
L 142.919347 79.471813 
L 143.29351 79.408691 
L 143.667673 79.513926 
L 145.912652 79.376512 
L 146.286815 79.495796 
L 146.660978 79.357058 
L 147.035141 79.492389 
L 147.409304 79.333353 
L 148.531794 79.377471 
L 149.28012 79.363507 
L 151.525099 79.252716 
L 151.899262 79.418433 
L 154.892567 79.247361 
L 155.640893 79.349668 
L 156.015056 79.195651 
L 156.38922 79.337825 
L 157.137546 79.313649 
L 157.511709 79.40419 
L 157.885872 79.262122 
L 160.130851 79.207523 
L 160.879177 79.039196 
L 162.37583 79.361626 
L 164.246645 79.435142 
L 164.620808 79.445084 
L 164.994972 79.27384 
L 165.369135 79.362442 
L 165.743298 79.259511 
L 166.117461 79.337969 
L 166.491624 79.261594 
L 167.614113 79.321174 
L 168.736603 79.247649 
L 169.484929 78.983416 
L 169.859092 79.089054 
L 170.981582 79.060339 
L 171.355745 79.075339 
L 171.729908 79.253724 
L 173.600724 79.177464 
L 173.974887 79.387846 
L 175.845702 79.509233 
L 176.219865 79.475057 
L 177.342355 79.098613 
L 178.464844 79.322258 
L 178.839007 79.455449 
L 180.709823 79.348219 
L 181.458149 79.40134 
L 182.206476 79.307929 
L 182.580639 79.087509 
L 184.451454 78.951909 
L 184.825617 79.102576 
L 185.573944 79.16612 
L 185.948107 79.369064 
L 186.32227 79.381992 
L 186.696433 79.282631 
L 187.070596 79.443837 
L 188.567249 79.143317 
L 188.941412 79.032574 
L 191.186391 79.242217 
L 192.30888 79.007064 
L 193.805533 79.153423 
L 194.179696 79.038956 
L 194.553859 79.171965 
L 195.302185 79.145025 
L 195.676348 79.192397 
L 196.424675 79.004895 
L 196.798838 79.165122 
L 197.173001 79.003312 
L 198.29549 78.928606 
L 199.043816 78.811567 
L 199.792143 78.989309 
L 201.288795 78.951505 
L 202.411285 79.100302 
L 202.785448 78.968157 
L 203.533774 79.020558 
L 204.2821 78.947254 
L 205.030427 78.723896 
L 205.40459 78.918932 
L 205.778753 78.877203 
L 206.152916 79.060819 
L 206.901242 78.991353 
L 208.397895 78.908049 
L 208.772058 78.998263 
L 209.146221 78.879775 
L 209.894547 78.922714 
L 210.26871 79.059321 
L 210.642873 79.035155 
L 211.017037 79.198645 
L 213.636179 79.102692 
L 214.384505 79.220968 
L 215.881157 79.100119 
L 216.25532 79.152837 
L 217.003647 79.025318 
L 217.37781 79.206659 
L 218.126136 79.214855 
L 218.500299 79.214529 
L 218.874462 79.098699 
L 219.996952 79.229184 
L 220.371115 79.149488 
L 220.745278 78.937916 
L 222.241931 79.096137 
L 223.36442 79.23308 
L 224.486909 79.016988 
L 227.854378 79.237793 
L 228.228541 79.136138 
L 228.602704 79.300866 
L 228.976867 79.173567 
L 232.344335 79.18351 
L 233.092661 79.247812 
L 233.466824 79.160736 
L 233.840988 79.257285 
L 235.711803 79.173404 
L 236.085966 79.273706 
L 236.46013 79.185958 
L 237.208456 79.227495 
L 237.582619 79.10321 
L 237.956782 79.160458 
L 238.330945 78.946323 
L 239.827598 79.340666 
L 240.201761 79.431782 
L 243.569229 79.140447 
L 245.065882 79.351492 
L 247.31086 79.136128 
L 247.685023 79.22976 
L 248.059187 79.174076 
L 248.807513 79.268638 
L 250.678328 79.109726 
L 251.426655 79.187407 
L 252.174981 79.096972 
L 252.549144 79.2419 
L 253.29747 79.18875 
L 254.41996 79.118325 
L 254.794123 79.200181 
L 255.542449 79.018351 
L 257.039102 79.12393 
L 257.787428 79.07676 
L 258.535754 79.05553 
L 258.909917 79.16135 
L 259.658244 79.048006 
L 260.032407 79.153231 
L 261.154896 79.021335 
L 261.903222 78.97189 
L 262.651549 78.847327 
L 263.025712 78.99214 
L 263.399875 78.935689 
L 263.774038 79.087653 
L 265.270691 79.148739 
L 266.019017 79.014003 
L 268.638159 79.075483 
L 270.134811 78.854928 
L 270.508974 78.920929 
L 270.883138 78.849563 
L 271.631464 79.030203 
L 272.37979 78.949346 
L 272.753953 78.998206 
L 273.128116 78.91707 
L 273.876443 79.077451 
L 274.250606 79.045175 
L 274.624769 79.262755 
L 277.618074 78.908759 
L 278.740563 79.107481 
L 279.114726 79.057114 
L 279.863053 78.710901 
L 280.237216 78.583162 
L 282.856358 79.196476 
L 283.978847 79.089179 
L 284.35301 78.97547 
L 285.101336 79.062872 
L 285.4755 78.994405 
L 285.849663 79.136858 
L 286.223826 79.004185 
L 286.597989 79.015318 
L 286.972152 78.911043 
L 287.346315 79.001882 
L 287.720478 78.850964 
L 288.468805 78.953578 
L 289.591294 79.160813 
L 291.087947 79.000049 
L 291.836273 78.914057 
L 292.584599 78.965949 
L 292.958762 78.885063 
L 294.455415 78.951381 
L 295.203741 78.634901 
L 295.952067 78.655295 
L 297.074557 78.994261 
L 299.319535 78.81819 
L 300.067862 78.865946 
L 301.564514 79.012966 
L 302.31284 79.107884 
L 302.687004 79.016863 
L 303.061167 79.089322 
L 303.43533 78.920823 
L 307.176961 78.929643 
L 309.047777 78.902607 
L 310.544429 78.802364 
L 311.666919 78.940795 
L 312.415245 78.845667 
L 312.789408 78.732025 
L 313.163571 78.776614 
L 313.537734 78.654489 
L 314.660224 78.812258 
L 315.034387 78.849573 
L 315.782713 78.76695 
L 316.905203 78.803419 
L 319.150181 78.83535 
L 319.898508 78.75551 
L 320.646834 78.780232 
L 321.020997 78.917003 
L 323.640139 78.566069 
L 324.388465 78.821213 
L 325.136791 78.866214 
L 325.510955 78.908078 
L 325.885118 78.791077 
L 326.633444 78.828334 
L 327.007607 78.673184 
L 327.38177 78.773197 
L 327.755933 78.699145 
L 328.50426 78.760423 
L 329.252586 78.713013 
L 330.375075 78.70212 
L 331.497565 78.769819 
L 332.620054 78.612261 
L 333.742543 78.982121 
L 334.116707 79.067863 
L 336.735849 78.828526 
L 337.484175 78.85107 
L 337.858338 78.7729 
L 338.606664 78.862625 
L 338.980827 78.898097 
L 339.35499 78.76693 
L 339.729154 78.762775 
L 340.103317 78.628969 
L 341.974132 78.692408 
L 342.348295 78.458704 
L 343.470785 78.677148 
L 344.967437 78.504579 
L 345.341601 78.369037 
L 346.838253 78.833699 
L 347.586579 78.816577 
L 349.457395 78.729587 
L 351.328211 78.792872 
L 351.702374 78.626407 
L 357.314821 78.691093 
L 358.063147 78.625063 
L 358.811473 78.594131 
L 359.933963 78.661379 
L 360.682289 78.641561 
L 361.430615 78.438742 
L 362.927268 78.451948 
L 363.301431 78.670478 
L 363.675594 78.729655 
L 364.42392 78.678472 
L 367.791388 78.541404 
L 368.165551 78.432619 
L 368.539715 78.54936 
L 369.288041 78.401571 
L 370.41053 78.478618 
L 370.784693 78.395132 
L 371.158857 78.528697 
L 371.907183 78.568353 
L 372.281346 78.657109 
L 372.281346 78.657109 
" 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: 700.687 $\bullet$ mean: 695.724 $\bullet$ $\sigma$: 1.810 -->
    <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-37"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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-39"/>
     <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(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 698.99 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.463229)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-39"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-39"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </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_19"/>
    <g id="xtick_20"/>
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#p4f678597b2)" d="M 18.697188 107.141523 
L 372.281346 107.141523 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p4f678597b2)" d="M 19.071351 107.038221 
L 19.445514 105.251454 
L 19.819677 104.116205 
L 20.19384 106.050253 
L 20.568003 109.370892 
L 20.942166 110.176785 
L 21.316329 108.822774 
L 21.690493 112.3686 
L 22.064656 109.77371 
L 22.438819 110.137686 
L 22.812982 113.435936 
L 23.187145 110.460302 
L 23.561308 109.616721 
L 23.935471 111.823381 
L 24.309634 109.365783 
L 24.683798 108.838046 
L 25.057961 109.386393 
L 25.432124 110.955949 
L 25.806287 108.165231 
L 26.18045 107.083 
L 26.554613 110.407512 
L 26.928776 110.402948 
L 27.30294 109.188129 
L 27.677103 111.001734 
L 28.051266 107.78357 
L 28.425429 106.856632 
L 28.799592 110.757226 
L 29.173755 110.905887 
L 29.547918 108.725004 
L 29.922081 109.134364 
L 30.296245 110.025595 
L 30.670408 109.345632 
L 31.044571 110.500574 
L 31.418734 108.699887 
L 31.792897 105.764467 
L 32.16706 106.060331 
L 32.541223 104.056298 
L 32.915386 108.457217 
L 33.28955 110.341292 
L 33.663713 106.807346 
L 34.412039 112.047223 
L 34.786202 109.643073 
L 35.160365 110.429214 
L 35.534528 109.135973 
L 35.908692 108.788986 
L 36.282855 108.757871 
L 36.657018 108.918474 
L 37.031181 111.662032 
L 37.405344 109.589079 
L 37.779507 111.333072 
L 38.15367 110.120063 
L 38.527833 110.264074 
L 38.901997 110.22386 
L 39.27616 108.941928 
L 39.650323 111.405181 
L 40.024486 112.213165 
L 40.772812 110.100631 
L 41.146975 110.191766 
L 41.521138 111.150996 
L 41.895302 113.118603 
L 42.269465 111.237916 
L 42.643628 109.939022 
L 43.017791 110.220674 
L 43.391954 107.51231 
L 43.766117 107.194834 
L 44.14028 107.125856 
L 44.514444 104.601491 
L 44.888607 110.299008 
L 45.26277 111.764938 
L 45.636933 110.092705 
L 46.011096 112.421161 
L 46.385259 110.604141 
L 46.759422 110.22541 
L 47.133585 111.905191 
L 47.507749 110.150518 
L 47.881912 113.194384 
L 48.256075 113.318332 
L 48.630238 108.943823 
L 49.378564 111.672941 
L 49.752727 108.498006 
L 50.12689 111.101194 
L 50.501054 112.459339 
L 50.875217 110.27435 
L 51.24938 112.178662 
L 51.997706 109.42219 
L 52.371869 111.081361 
L 52.746032 111.966073 
L 53.120196 109.055712 
L 53.494359 108.227605 
L 53.868522 107.869829 
L 54.242685 109.287648 
L 54.616848 106.426692 
L 54.991011 109.907646 
L 55.365174 108.478114 
L 55.739337 108.480927 
L 56.113501 109.631045 
L 56.487664 109.072678 
L 56.861827 109.567925 
L 57.23599 111.122263 
L 57.610153 109.116252 
L 57.984316 109.233941 
L 58.732642 106.387997 
L 59.106806 107.375157 
L 59.480969 107.683966 
L 59.855132 110.549086 
L 60.229295 109.409932 
L 60.603458 110.768994 
L 60.977621 110.84509 
L 61.351784 110.243549 
L 61.725948 110.501522 
L 62.100111 108.446281 
L 62.474274 111.068731 
L 62.848437 108.677528 
L 63.596763 109.578803 
L 63.970926 108.428483 
L 64.345089 111.331292 
L 64.719253 109.587128 
L 65.093416 109.177593 
L 65.467579 112.525473 
L 65.841742 111.17778 
L 66.215905 110.247224 
L 66.590068 110.051287 
L 66.964231 108.329711 
L 67.338394 109.61052 
L 67.712558 108.904037 
L 68.086721 105.593072 
L 68.460884 111.005724 
L 68.835047 109.206299 
L 69.20921 112.559863 
L 69.957536 108.845796 
L 70.3317 110.02462 
L 70.705863 112.351696 
L 71.080026 111.026159 
L 71.454189 113.671288 
L 71.828352 111.310368 
L 72.202515 108.054201 
L 72.576678 109.532532 
L 72.950841 112.022678 
L 73.325005 108.906504 
L 73.699168 111.795451 
L 74.447494 109.775548 
L 74.821657 113.516223 
L 75.19582 111.374552 
L 75.569983 111.201288 
L 75.944146 113.1087 
L 76.31831 110.88542 
L 76.692473 111.255884 
L 77.066636 109.160573 
L 77.440799 111.165868 
L 78.189125 110.363596 
L 78.563288 110.453383 
L 78.937452 108.710194 
L 79.311615 111.127002 
L 79.685778 111.648885 
L 80.059941 108.841403 
L 80.434104 110.142107 
L 80.808267 110.69967 
L 81.18243 109.562326 
L 81.556593 112.558426 
L 82.30492 108.248075 
L 82.679083 110.896329 
L 83.053246 110.958245 
L 83.427409 109.135856 
L 84.175735 111.684592 
L 84.549898 110.403321 
L 84.924062 112.285616 
L 85.298225 112.267819 
L 85.672388 107.746282 
L 86.046551 107.494626 
L 86.420714 108.237367 
L 86.794877 106.289683 
L 87.16904 107.70073 
L 87.543204 104.306489 
L 87.917367 109.283832 
L 88.29153 111.037472 
L 88.665693 108.90751 
L 89.039856 111.152663 
L 89.414019 112.292248 
L 89.788182 109.612187 
L 90.162345 108.728018 
L 90.536509 113.547655 
L 90.910672 109.421327 
L 91.284835 108.781985 
L 91.658998 110.50491 
L 92.033161 109.595652 
L 92.407324 112.632284 
L 92.781487 112.631453 
L 93.15565 112.025666 
L 93.529814 111.702133 
L 93.903977 110.1283 
L 94.27814 113.10471 
L 94.652303 111.947445 
L 95.026466 108.775525 
L 95.774792 112.466025 
L 96.148956 112.194306 
L 96.523119 112.270317 
L 96.897282 113.721205 
L 97.645608 108.379828 
L 98.019771 111.780152 
L 98.393934 112.212764 
L 99.142261 103.825225 
L 99.516424 110.228623 
L 99.890587 112.241152 
L 100.26475 108.747681 
L 100.638913 109.151299 
L 101.013076 111.174738 
L 101.387239 111.116897 
L 101.761402 113.152244 
L 102.135566 109.840591 
L 102.509729 110.890444 
L 102.883892 113.217119 
L 103.258055 109.764953 
L 103.632218 112.290554 
L 104.006381 111.736263 
L 104.380544 109.845128 
L 104.754708 111.52993 
L 105.503034 109.721927 
L 105.877197 111.471258 
L 106.25136 111.617051 
L 106.625523 111.382131 
L 106.999686 113.215166 
L 107.373849 109.996489 
L 107.748013 111.128638 
L 108.122176 112.670952 
L 108.496339 109.669596 
L 109.244665 113.395088 
L 109.618828 111.478464 
L 109.992991 112.584491 
L 110.367154 110.296684 
L 110.741318 111.054205 
L 111.115481 112.95375 
L 111.489644 110.72763 
L 111.863807 113.286786 
L 112.23797 111.931714 
L 112.612133 109.399311 
L 112.986296 113.177189 
L 113.36046 113.799913 
L 113.734623 110.449047 
L 114.108786 110.992204 
L 114.857112 105.36553 
L 115.231275 109.609661 
L 115.605438 110.828268 
L 116.727928 112.980475 
L 117.102091 110.736729 
L 117.476254 112.616181 
L 117.850417 112.311537 
L 118.22458 109.180724 
L 118.598743 110.200868 
L 118.972907 111.989294 
L 119.34707 110.749359 
L 119.721233 108.894678 
L 120.095396 110.254 
L 120.469559 110.263875 
L 120.843722 109.773652 
L 121.217885 109.521565 
L 121.592048 109.102045 
L 122.340375 113.089668 
L 122.714538 110.42907 
L 123.088701 113.963387 
L 123.837027 111.178153 
L 124.21119 112.772767 
L 124.585353 111.532859 
L 124.959517 111.532113 
L 125.33368 114.406334 
L 126.082006 111.579417 
L 126.456169 113.154858 
L 126.830332 113.240368 
L 127.204495 111.859235 
L 127.578659 112.769639 
L 127.952822 113.237729 
L 128.326985 110.24421 
L 128.701148 112.253324 
L 129.075311 112.764386 
L 129.449474 112.253841 
L 129.823637 112.636274 
L 130.1978 113.921019 
L 130.571964 109.975879 
L 130.946127 107.605341 
L 131.32029 111.36973 
L 131.694453 113.420092 
L 132.068616 110.271078 
L 132.442779 111.431561 
L 132.816942 109.506122 
L 133.565269 113.414234 
L 133.939432 112.975537 
L 134.313595 110.375364 
L 134.687758 108.814448 
L 135.061921 108.712404 
L 135.436084 111.978762 
L 135.810247 110.359517 
L 136.184411 109.37517 
L 136.558574 112.029827 
L 136.932737 110.141218 
L 137.3069 107.29992 
L 137.681063 108.898555 
L 138.055226 111.67357 
L 138.429389 111.302073 
L 138.803552 111.412555 
L 139.177716 112.307376 
L 139.551879 110.266773 
L 139.926042 112.015619 
L 140.674368 110.312815 
L 141.048531 111.996384 
L 141.422694 107.396055 
L 141.796857 111.173933 
L 142.171021 112.771791 
L 142.545184 111.72613 
L 142.919347 111.41491 
L 143.29351 108.212624 
L 143.667673 112.007437 
L 144.041836 111.943225 
L 144.415999 111.377163 
L 144.790163 112.518298 
L 145.164326 111.492587 
L 145.538489 109.417567 
L 145.912652 108.539828 
L 146.286815 111.615959 
L 146.660978 111.711088 
L 147.035141 111.165006 
L 147.783468 108.989348 
L 148.157631 111.385748 
L 148.531794 110.492738 
L 148.905957 110.818136 
L 149.28012 111.964034 
L 149.654283 107.67587 
L 150.028446 110.486883 
L 150.402609 111.937312 
L 150.776773 110.217601 
L 151.150936 112.596721 
L 151.899262 110.58092 
L 152.273425 111.864775 
L 153.021751 109.63538 
L 153.395915 112.030028 
L 153.770078 107.830703 
L 154.518404 112.889367 
L 154.892567 111.059143 
L 155.26673 112.248157 
L 155.640893 112.803854 
L 156.015056 110.241626 
L 156.763383 112.994224 
L 157.137546 110.804818 
L 157.511709 112.887499 
L 157.885872 112.792716 
L 158.260035 110.514669 
L 158.634198 113.661958 
L 159.008361 114.564582 
L 159.382525 111.128696 
L 159.756688 113.83746 
L 160.130851 112.887099 
L 160.505014 111.391747 
L 160.879177 112.404424 
L 161.25334 111.909756 
L 161.627503 109.047161 
L 162.37583 111.084892 
L 162.749993 113.771353 
L 163.124156 112.077333 
L 163.498319 112.453768 
L 163.872482 110.750307 
L 164.246645 111.260535 
L 164.620808 112.116688 
L 164.994972 110.741263 
L 165.743298 113.171851 
L 166.491624 111.73319 
L 166.865787 109.82601 
L 167.23995 113.099831 
L 167.988277 110.098735 
L 168.36244 111.353771 
L 168.736603 111.38658 
L 169.110766 112.225278 
L 169.484929 109.299505 
L 169.859092 108.828341 
L 170.233255 107.801682 
L 170.607419 102.079911 
L 170.981582 105.921457 
L 171.355745 103.433401 
L 171.729908 106.474397 
L 172.104071 107.982953 
L 172.478234 110.220674 
L 172.852397 107.475539 
L 173.22656 107.426482 
L 173.600724 109.132527 
L 173.974887 107.237919 
L 174.34905 110.938408 
L 174.723213 110.60038 
L 175.097376 111.654798 
L 175.471539 113.113091 
L 175.845702 110.860649 
L 176.219865 111.87126 
L 176.594029 112.03706 
L 176.968192 111.712895 
L 177.342355 112.14614 
L 177.716518 113.521017 
L 178.090681 112.918214 
L 178.464844 110.999896 
L 178.839007 114.014885 
L 179.213171 114.954339 
L 179.587334 110.141419 
L 180.33566 115.584755 
L 180.709823 113.760043 
L 181.458149 114.278682 
L 182.206476 109.589712 
L 182.580639 110.718644 
L 182.954802 114.660228 
L 183.328965 111.662175 
L 183.703128 110.804013 
L 184.077291 111.803889 
L 184.451454 106.254088 
L 184.825617 106.716006 
L 185.199781 108.667051 
L 185.573944 106.86157 
L 186.32227 111.224827 
L 186.696433 108.751872 
L 187.070596 111.495112 
L 187.444759 111.997647 
L 187.818923 108.6101 
L 188.193086 112.075324 
L 188.567249 113.983251 
L 189.315575 111.422058 
L 189.689738 111.972589 
L 190.063901 113.271055 
L 190.438064 111.257092 
L 191.186391 111.329427 
L 191.560554 112.46904 
L 191.934717 113.078502 
L 192.30888 111.01887 
L 192.683043 112.22459 
L 193.057206 112.619137 
L 193.431369 108.831329 
L 193.805533 113.463721 
L 194.179696 113.728782 
L 194.553859 112.104318 
L 194.928022 112.952717 
L 195.302185 110.948886 
L 195.676348 112.33318 
L 196.050511 112.97795 
L 196.424675 112.09048 
L 196.798838 113.153479 
L 197.173001 113.614567 
L 197.547164 110.087224 
L 197.921327 110.522074 
L 198.29549 112.109769 
L 198.669653 108.680571 
L 199.043816 108.786088 
L 199.792143 112.567327 
L 200.166306 112.697991 
L 200.540469 109.933796 
L 200.914632 109.771814 
L 201.288795 111.275577 
L 201.662958 109.65843 
L 202.037121 111.740684 
L 202.411285 113.139528 
L 202.785448 112.613714 
L 203.159611 110.628368 
L 203.533774 113.492715 
L 203.907937 113.62757 
L 204.2821 109.251882 
L 204.656263 108.152915 
L 205.030427 113.09673 
L 205.40459 111.614984 
L 205.778753 108.850789 
L 206.152916 105.177483 
L 206.527079 114.20339 
L 206.901242 112.812495 
L 207.275405 109.977627 
L 207.649568 112.256855 
L 208.023732 107.534843 
L 208.397895 105.360332 
L 208.772058 107.762272 
L 209.146221 105.312912 
L 209.520384 110.633737 
L 210.26871 106.001139 
L 210.642873 110.639421 
L 211.017037 109.323013 
L 211.3912 113.190278 
L 211.765363 112.484914 
L 212.139526 111.21771 
L 212.513689 110.586258 
L 212.887852 106.943206 
L 213.262015 111.518737 
L 213.636179 112.804717 
L 214.010342 111.40409 
L 214.384505 113.178911 
L 214.758668 111.12344 
L 215.506994 112.586845 
L 215.881157 110.572536 
L 216.25532 114.277936 
L 216.629484 112.501794 
L 217.003647 111.50754 
L 217.37781 113.54134 
L 217.751973 110.240623 
L 218.126136 111.145258 
L 218.500299 112.367369 
L 218.874462 110.875261 
L 219.248626 112.017829 
L 219.622789 110.243953 
L 219.996952 110.086851 
L 220.371115 107.944892 
L 220.745278 113.09297 
L 221.119441 113.783006 
L 221.493604 109.488383 
L 221.867767 108.38778 
L 222.616094 112.750377 
L 222.990257 111.359999 
L 223.36442 113.430395 
L 223.738583 109.977887 
L 224.112746 107.932203 
L 224.861072 110.736931 
L 225.235236 110.315943 
L 225.609399 113.268212 
L 225.983562 111.053746 
L 226.357725 110.683796 
L 227.106051 112.290612 
L 227.480214 111.510757 
L 227.854378 110.217947 
L 228.228541 109.624416 
L 228.602704 112.017942 
L 228.976867 112.102251 
L 229.35103 110.693671 
L 229.725193 113.991204 
L 230.099356 112.582082 
L 230.473519 110.348899 
L 230.847683 113.549405 
L 231.221846 113.55242 
L 231.596009 111.542043 
L 231.970172 112.619712 
L 232.344335 112.566923 
L 232.718498 110.636406 
L 233.092661 111.890179 
L 233.466824 110.879593 
L 233.840988 111.481708 
L 234.215151 114.370912 
L 234.589314 111.515951 
L 234.963477 110.253254 
L 235.33764 112.180414 
L 235.711803 110.687875 
L 236.085966 112.269684 
L 236.46013 112.621865 
L 236.834293 109.782638 
L 237.208456 111.85131 
L 237.582619 112.528403 
L 237.956782 111.027107 
L 238.330945 108.423029 
L 238.705108 108.493499 
L 239.079271 109.115363 
L 239.453435 110.674813 
L 239.827598 110.878559 
L 240.201761 113.442194 
L 240.575924 109.524867 
L 240.950087 112.930731 
L 241.698413 111.085378 
L 242.072576 113.418196 
L 242.44674 111.810521 
L 242.820903 111.734654 
L 243.195066 114.473646 
L 243.943392 110.259194 
L 244.317555 111.11018 
L 244.691718 111.543826 
L 245.065882 111.522152 
L 245.440045 113.207388 
L 245.814208 111.43888 
L 246.188371 111.267139 
L 246.562534 113.042651 
L 246.936697 112.721472 
L 247.31086 111.019702 
L 247.685023 113.921221 
L 248.059187 111.392695 
L 248.43335 110.527874 
L 248.807513 114.146352 
L 249.181676 113.434556 
L 249.555839 110.632012 
L 249.930002 112.057096 
L 250.678328 109.351261 
L 251.052492 112.498865 
L 251.426655 111.781931 
L 251.800818 109.994134 
L 252.174981 111.568854 
L 252.549144 114.613869 
L 253.29747 111.809286 
L 253.671634 114.687613 
L 254.41996 112.936039 
L 254.794123 114.076428 
L 255.916612 111.938315 
L 256.290775 113.487777 
L 256.664939 113.353495 
L 257.039102 112.912705 
L 257.787428 111.747486 
L 258.161591 112.718143 
L 258.535754 111.417093 
L 258.909917 114.495145 
L 259.28408 112.770443 
L 259.658244 111.981431 
L 260.032407 113.644305 
L 260.40657 112.747506 
L 260.780733 109.611584 
L 261.154896 112.811605 
L 261.529059 113.817538 
L 261.903222 110.513807 
L 262.277386 108.310794 
L 262.651549 111.707183 
L 263.025712 110.152698 
L 263.399875 110.916279 
L 263.774038 109.632824 
L 264.148201 110.754126 
L 264.522364 113.275764 
L 264.896527 110.225725 
L 265.270691 112.697502 
L 265.644854 113.612844 
L 266.019017 111.042006 
L 266.39318 113.140822 
L 266.767343 113.289598 
L 267.141506 111.213145 
L 267.515669 113.408465 
L 267.889832 113.329097 
L 268.263996 113.058953 
L 268.638159 113.112488 
L 269.012322 111.273969 
L 269.386485 112.87645 
L 269.760648 111.925343 
L 270.134811 112.247842 
L 270.508974 108.64707 
L 271.631464 111.46193 
L 272.005627 110.14828 
L 272.37979 105.517551 
L 272.753953 109.991838 
L 273.128116 112.259582 
L 273.502279 109.341844 
L 273.876443 112.135977 
L 274.250606 111.075102 
L 274.624769 112.637366 
L 274.998932 113.460823 
L 275.373095 111.992251 
L 275.747258 113.699849 
L 276.121421 110.401541 
L 276.495584 112.493581 
L 277.243911 111.337578 
L 277.618074 111.745303 
L 277.992237 111.300321 
L 278.3664 113.07365 
L 278.740563 112.614603 
L 279.48889 106.262383 
L 279.863053 103.307705 
L 280.237216 108.514226 
L 280.611379 110.130223 
L 280.985542 100.180937 
L 281.359705 99.319935 
L 281.733868 108.249019 
L 282.108031 110.255204 
L 282.482195 110.988241 
L 282.856358 112.584949 
L 283.230521 110.85577 
L 283.604684 111.126485 
L 283.978847 110.203824 
L 284.35301 111.551833 
L 284.727173 110.514467 
L 285.101336 112.476503 
L 285.4755 108.26053 
L 285.849663 111.946124 
L 286.223826 112.491142 
L 286.597989 109.424256 
L 286.972152 111.474731 
L 287.346315 104.358331 
L 287.720478 101.329908 
L 288.094642 113.378297 
L 288.468805 112.502827 
L 288.842968 108.347162 
L 289.217131 113.027294 
L 289.591294 113.183907 
L 289.965457 111.686228 
L 290.33962 114.248456 
L 290.713783 111.664157 
L 291.087947 112.902083 
L 291.46211 112.082903 
L 291.836273 109.186179 
L 292.210436 111.796255 
L 292.584599 113.041272 
L 292.958762 111.609588 
L 293.332925 111.952868 
L 293.707088 113.579289 
L 294.081252 114.157605 
L 294.455415 110.018704 
L 295.203741 110.256008 
L 295.577904 105.425406 
L 296.32623 107.184613 
L 296.700394 107.290565 
L 297.074557 109.070755 
L 297.44872 111.947041 
L 297.822883 109.481405 
L 298.197046 105.370464 
L 298.571209 106.708228 
L 298.945372 109.703555 
L 299.319535 109.983397 
L 299.693699 112.264431 
L 300.067862 110.295795 
L 300.442025 110.724444 
L 300.816188 112.878027 
L 301.190351 111.108028 
L 301.564514 112.972752 
L 301.938677 113.175468 
L 302.31284 110.626072 
L 302.687004 110.502898 
L 303.061167 107.928559 
L 303.43533 112.682692 
L 303.809493 112.091828 
L 304.183656 112.680509 
L 304.557819 112.831384 
L 304.931982 111.507886 
L 305.306146 112.427101 
L 305.680309 111.203759 
L 306.054472 111.559899 
L 306.428635 111.074558 
L 306.802798 109.678869 
L 307.176961 112.359789 
L 307.551124 110.890098 
L 307.925287 111.105242 
L 308.299451 110.944037 
L 308.673614 107.799444 
L 309.047777 110.60064 
L 309.42194 112.549902 
L 309.796103 112.145709 
L 310.170266 113.560773 
L 310.544429 110.554195 
L 310.918592 111.64099 
L 311.292756 113.297089 
L 311.666919 110.665485 
L 312.041082 112.739958 
L 312.415245 113.204718 
L 312.789408 110.712187 
L 313.163571 113.024594 
L 313.537734 114.075682 
L 314.286061 110.053467 
L 314.660224 112.473317 
L 315.034387 111.219027 
L 315.40855 108.619545 
L 315.782713 111.878408 
L 316.156876 112.894534 
L 316.531039 111.547727 
L 316.905203 111.01201 
L 317.279366 114.270042 
L 317.653529 112.748369 
L 318.027692 112.369261 
L 318.401855 114.442845 
L 318.776018 109.956015 
L 319.150181 112.045444 
L 319.524345 110.779958 
L 319.898508 109.077499 
L 320.272671 112.277753 
L 320.646834 112.858567 
L 321.020997 111.870887 
L 321.39516 113.007601 
L 321.769323 109.362512 
L 322.143486 112.714697 
L 322.51765 114.742382 
L 322.891813 114.170838 
L 323.265976 109.932619 
L 323.640139 107.776997 
L 324.014302 111.332411 
L 324.388465 112.375721 
L 324.762628 108.089449 
L 325.136791 113.351343 
L 325.510955 114.315941 
L 325.885118 109.113412 
L 326.259281 112.345267 
L 326.633444 112.897604 
L 327.007607 110.495951 
L 327.38177 112.124466 
L 327.755933 114.384317 
L 328.130097 113.016699 
L 328.50426 112.153028 
L 328.878423 113.052756 
L 329.252586 113.069201 
L 329.626749 110.775769 
L 330.000912 111.3298 
L 330.749238 106.794401 
L 331.123402 110.457544 
L 331.497565 107.754837 
L 331.871728 107.392411 
L 332.245891 112.923066 
L 332.620054 108.101563 
L 332.994217 104.978213 
L 333.36838 108.444443 
L 333.742543 106.911488 
L 334.116707 111.76049 
L 334.49087 111.562568 
L 334.865033 112.782957 
L 335.239196 112.670031 
L 335.613359 111.670097 
L 335.987522 112.354653 
L 336.361685 111.484576 
L 336.735849 111.86598 
L 337.110012 112.580186 
L 337.484175 110.85732 
L 337.858338 111.526172 
L 338.232501 110.283421 
L 338.980827 112.304505 
L 339.35499 110.734231 
L 339.729154 113.226102 
L 340.103317 113.651968 
L 340.47748 110.99295 
L 340.851643 112.887328 
L 341.225806 112.665353 
L 341.599969 112.138848 
L 342.348295 106.082549 
L 342.722459 107.47353 
L 343.470785 112.809021 
L 343.844948 109.652948 
L 344.219111 110.971508 
L 344.593274 111.292139 
L 344.967437 107.648542 
L 345.341601 108.067748 
L 345.715764 107.131625 
L 346.089927 108.276463 
L 346.46409 108.112701 
L 346.838253 109.008808 
L 347.212416 110.515186 
L 347.586579 108.800412 
L 347.960742 111.202294 
L 348.334906 112.879061 
L 348.709069 109.991376 
L 349.083232 111.31367 
L 349.457395 110.586173 
L 349.831558 110.184905 
L 350.205721 111.767665 
L 350.579884 110.303285 
L 350.954047 112.702556 
L 351.328211 112.310993 
L 351.702374 110.699759 
L 352.076537 112.234264 
L 352.4507 112.996435 
L 352.824863 111.94288 
L 353.573189 112.151334 
L 353.947353 109.463208 
L 354.321516 111.718407 
L 354.695679 108.761946 
L 355.069842 106.951558 
L 355.444005 110.253941 
L 355.818168 110.152383 
L 356.192331 110.192426 
L 356.566494 112.199299 
L 356.940658 110.961431 
L 357.314821 112.085631 
L 357.688984 111.714907 
L 358.063147 108.557742 
L 358.43731 111.030898 
L 358.811473 111.122006 
L 359.185636 111.691884 
L 359.559799 110.794398 
L 359.933963 108.513449 
L 360.308126 112.727728 
L 360.682289 113.769888 
L 361.056452 110.481343 
L 361.430615 112.319862 
L 361.804778 113.516569 
L 362.178941 111.943742 
L 362.553105 109.138785 
L 362.927268 111.460407 
L 363.301431 108.374804 
L 363.675594 112.50099 
L 364.049757 112.473115 
L 364.42392 110.288157 
L 364.798083 109.038921 
L 365.172246 107.181112 
L 365.54641 111.257865 
L 365.920573 110.412823 
L 366.294736 112.335593 
L 366.668899 112.051443 
L 367.043062 108.461895 
L 367.417225 111.34421 
L 367.791388 112.20243 
L 368.165551 110.239734 
L 368.539715 113.215309 
L 368.913878 112.124753 
L 369.288041 110.586977 
L 369.662204 110.523768 
L 370.41053 112.61331 
L 370.784693 110.158183 
L 371.158857 112.569479 
L 371.53302 110.910797 
L 371.907183 110.371203 
L 372.281346 112.386771 
L 372.281346 112.386771 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.496 $\bullet$ mean: 1.093 $\bullet$ $\sigma$: 0.073 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.22 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 107.969335)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-31"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-32"/>
     <use x="159.033203" xlink:href="#DejaVuSans-32"/>
    </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_25"/>
    <g id="xtick_26"/>
    <g id="xtick_27"/>
    <g id="xtick_28"/>
    <g id="xtick_29"/>
    <g id="xtick_30"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#p3aa220aa21)" d="M 18.697188 136.296987 
L 372.281346 136.296987 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p3aa220aa21)" d="M 19.071351 139.757334 
L 19.445514 140.109155 
L 19.819677 142.69982 
L 20.19384 138.244402 
L 20.568003 139.649191 
L 20.942166 139.531266 
L 21.316329 139.847316 
L 21.690493 138.490818 
L 22.438819 140.994769 
L 22.812982 142.895811 
L 23.187145 134.704389 
L 23.561308 135.061945 
L 23.935471 141.622285 
L 24.309634 142.787211 
L 24.683798 145.817259 
L 25.057961 140.031804 
L 25.432124 141.373938 
L 25.806287 140.028272 
L 26.18045 139.340918 
L 26.554613 143.705574 
L 26.928776 141.19013 
L 27.30294 139.620209 
L 27.677103 140.912434 
L 28.051266 141.077912 
L 28.425429 143.027161 
L 28.799592 141.186804 
L 29.173755 138.6691 
L 29.547918 139.219173 
L 29.922081 138.016801 
L 30.296245 141.531193 
L 30.670408 143.697532 
L 31.044571 143.921789 
L 31.418734 139.123201 
L 31.792897 137.092121 
L 32.16706 138.546077 
L 32.541223 142.345939 
L 32.915386 143.354108 
L 33.28955 139.926881 
L 33.663713 137.834165 
L 34.037876 137.450695 
L 34.412039 138.870064 
L 34.786202 143.284658 
L 35.160365 138.79706 
L 35.534528 136.618879 
L 35.908692 140.804563 
L 36.282855 140.937122 
L 36.657018 142.300575 
L 37.031181 141.017225 
L 37.779507 142.582281 
L 38.15367 138.581111 
L 38.527833 137.957265 
L 38.901997 140.775492 
L 39.27616 137.266629 
L 39.650323 137.590776 
L 40.024486 138.673673 
L 40.398649 138.930184 
L 40.772812 139.018629 
L 41.521138 141.333514 
L 41.895302 141.614206 
L 42.269465 140.677087 
L 42.643628 141.372758 
L 43.017791 137.653501 
L 43.391954 136.722373 
L 43.766117 138.640387 
L 44.14028 138.563189 
L 44.514444 142.939247 
L 44.888607 142.866854 
L 45.26277 144.080433 
L 45.636933 143.858285 
L 46.011096 142.902479 
L 46.385259 141.07462 
L 46.759422 140.894486 
L 47.133585 139.61557 
L 47.507749 139.36621 
L 47.881912 141.602062 
L 48.256075 144.553614 
L 48.630238 139.17807 
L 49.004401 141.444243 
L 49.378564 142.101349 
L 49.752727 141.284867 
L 50.12689 142.636362 
L 50.501054 141.1297 
L 51.24938 141.70165 
L 51.623543 140.988493 
L 51.997706 141.629622 
L 52.371869 144.205063 
L 52.746032 143.269061 
L 53.120196 140.311401 
L 53.494359 142.334551 
L 53.868522 139.774887 
L 54.242685 141.429746 
L 54.616848 137.49067 
L 54.991011 136.612833 
L 55.365174 141.671054 
L 55.739337 140.046396 
L 56.113501 140.464604 
L 56.487664 137.613934 
L 56.861827 135.63361 
L 57.23599 135.107567 
L 57.610153 136.530946 
L 57.984316 135.39206 
L 58.358479 140.051681 
L 58.732642 142.221984 
L 59.106806 139.141901 
L 59.480969 138.586794 
L 59.855132 141.670266 
L 60.229295 142.142757 
L 60.603458 143.417599 
L 61.351784 141.862675 
L 61.725948 143.382227 
L 62.100111 139.637947 
L 62.474274 140.434485 
L 62.848437 141.74344 
L 63.2226 141.729424 
L 63.596763 141.149792 
L 63.970926 140.20964 
L 64.345089 141.317472 
L 64.719253 140.893859 
L 65.093416 142.384736 
L 65.467579 135.788351 
L 65.841742 140.987662 
L 66.215905 137.89989 
L 66.590068 138.736689 
L 66.964231 140.713577 
L 67.338394 133.053353 
L 67.712558 134.113983 
L 68.086721 138.06284 
L 68.460884 139.679205 
L 68.835047 142.426994 
L 69.20921 143.703378 
L 69.583373 141.984097 
L 69.957536 139.321234 
L 70.705863 144.267706 
L 71.080026 141.790171 
L 71.454189 141.392447 
L 71.828352 139.622475 
L 72.202515 138.709174 
L 72.576678 141.863835 
L 72.950841 141.847777 
L 73.325005 138.609207 
L 73.699168 138.915144 
L 74.073331 140.546087 
L 74.447494 140.25693 
L 74.821657 138.518966 
L 75.569983 140.983313 
L 75.944146 141.261275 
L 76.31831 137.232594 
L 76.692473 134.910213 
L 77.066636 139.645456 
L 77.814962 135.381398 
L 78.563288 139.856843 
L 78.937452 140.705996 
L 79.311615 138.373854 
L 79.685778 138.948832 
L 80.059941 139.747091 
L 80.434104 142.009168 
L 80.808267 139.958692 
L 81.18243 139.962243 
L 81.556593 138.685913 
L 81.930757 139.856835 
L 82.30492 139.725251 
L 82.679083 140.554381 
L 83.053246 137.322765 
L 83.427409 142.35987 
L 84.175735 142.298697 
L 84.549898 144.047004 
L 85.298225 137.253547 
L 85.672388 141.175613 
L 86.420714 140.784097 
L 86.794877 137.629346 
L 87.16904 141.835167 
L 87.543204 142.01152 
L 87.917367 140.969545 
L 88.29153 138.701819 
L 88.665693 140.863062 
L 89.039856 142.003257 
L 89.414019 142.548256 
L 89.788182 144.519949 
L 90.162345 137.514406 
L 90.536509 141.59627 
L 90.910672 134.175575 
L 91.284835 134.714713 
L 91.658998 139.00031 
L 92.033161 138.968837 
L 92.781487 142.363054 
L 93.15565 142.644654 
L 93.529814 141.429978 
L 93.903977 142.439936 
L 94.27814 141.12324 
L 94.652303 140.535277 
L 95.026466 142.859297 
L 95.400629 141.654309 
L 95.774792 145.491691 
L 96.148956 145.25226 
L 96.523119 144.276315 
L 97.271445 137.921296 
L 97.645608 141.351777 
L 98.019771 138.956953 
L 98.393934 144.881692 
L 98.768097 143.521999 
L 99.142261 140.714042 
L 99.516424 141.796773 
L 100.26475 142.377885 
L 100.638913 143.879715 
L 101.013076 143.142483 
L 101.387239 143.169376 
L 102.135566 144.549061 
L 102.509729 141.651337 
L 102.883892 141.55173 
L 103.258055 143.654186 
L 103.632218 141.131189 
L 104.006381 142.04592 
L 104.380544 142.112201 
L 104.754708 142.325872 
L 105.128871 139.861562 
L 105.503034 139.655619 
L 105.877197 140.868853 
L 106.25136 143.241566 
L 106.625523 142.608997 
L 106.999686 138.817345 
L 107.373849 138.63299 
L 107.748013 138.719513 
L 108.122176 139.817729 
L 108.496339 141.299719 
L 108.870502 142.060759 
L 109.244665 144.308096 
L 109.618828 143.007582 
L 109.992991 143.587799 
L 110.367154 144.483643 
L 110.741318 140.598721 
L 111.489644 143.039215 
L 111.863807 142.502787 
L 112.23797 142.751589 
L 112.612133 143.515484 
L 112.986296 142.796755 
L 113.36046 141.344864 
L 113.734623 140.628577 
L 114.108786 143.532063 
L 114.857112 141.386597 
L 115.231275 142.844114 
L 115.605438 139.138952 
L 116.353765 143.310979 
L 116.727928 143.072721 
L 117.102091 138.174868 
L 117.476254 137.967793 
L 117.850417 139.296785 
L 118.22458 141.142471 
L 118.598743 141.556007 
L 118.972907 144.934616 
L 119.721233 138.752268 
L 120.095396 137.347415 
L 120.469559 135.408251 
L 120.843722 140.827347 
L 121.217885 143.329371 
L 121.592048 142.493671 
L 121.966212 143.346924 
L 122.340375 141.507536 
L 122.714538 141.408002 
L 123.088701 142.447047 
L 123.462864 140.223343 
L 123.837027 141.563813 
L 124.21119 141.287329 
L 124.959517 143.669839 
L 125.33368 143.701451 
L 125.707843 143.19023 
L 126.082006 141.876479 
L 126.456169 141.667436 
L 126.830332 140.291429 
L 127.204495 142.673757 
L 127.578659 141.765935 
L 127.952822 143.095304 
L 128.326985 142.063124 
L 128.701148 142.384716 
L 129.075311 140.026465 
L 129.449474 142.351883 
L 129.823637 143.078352 
L 130.1978 140.443716 
L 130.571964 139.117212 
L 130.946127 141.410631 
L 131.32029 141.039151 
L 131.694453 142.929811 
L 132.068616 143.011851 
L 132.442779 142.672716 
L 132.816942 143.139994 
L 133.191105 144.371836 
L 133.565269 144.809073 
L 133.939432 140.187559 
L 134.313595 138.186805 
L 134.687758 140.525673 
L 135.061921 138.412356 
L 135.436084 142.361591 
L 135.810247 142.581293 
L 136.184411 142.325949 
L 136.558574 141.188239 
L 136.932737 138.487473 
L 137.681063 142.419996 
L 138.055226 144.194265 
L 138.429389 142.094028 
L 138.803552 142.522883 
L 139.177716 144.316894 
L 139.551879 142.510018 
L 139.926042 138.656248 
L 140.300205 140.978895 
L 140.674368 139.896272 
L 141.048531 143.185234 
L 141.422694 142.955464 
L 141.796857 143.740267 
L 142.171021 142.066051 
L 142.545184 142.885496 
L 142.919347 141.319793 
L 143.29351 138.090356 
L 143.667673 143.293481 
L 144.041836 143.599375 
L 144.415999 143.014054 
L 144.790163 136.77997 
L 145.164326 142.682811 
L 145.538489 138.780903 
L 145.912652 137.371476 
L 146.286815 137.854507 
L 146.660978 134.959958 
L 147.035141 140.455986 
L 147.409304 142.92671 
L 147.783468 141.407579 
L 148.157631 141.583921 
L 148.531794 143.044362 
L 148.905957 138.506238 
L 149.28012 136.291576 
L 149.654283 142.450438 
L 150.402609 142.688441 
L 151.525099 140.461655 
L 151.899262 140.76636 
L 152.273425 140.472354 
L 152.647588 139.577566 
L 153.021751 143.6157 
L 153.395915 140.931774 
L 153.770078 140.596909 
L 154.518404 145.073363 
L 154.892567 144.54144 
L 155.640893 141.614571 
L 156.015056 141.267258 
L 156.38922 139.235188 
L 156.763383 138.603252 
L 157.137546 142.489575 
L 157.511709 143.193766 
L 157.885872 140.963227 
L 158.260035 145.878464 
L 158.634198 143.24753 
L 159.008361 142.512442 
L 159.382525 143.504667 
L 159.756688 143.600528 
L 160.130851 142.442439 
L 160.505014 142.063402 
L 160.879177 139.378447 
L 161.25334 140.711144 
L 161.627503 143.094736 
L 162.001667 143.810284 
L 162.37583 143.846342 
L 162.749993 140.422414 
L 163.124156 139.135695 
L 163.498319 143.603373 
L 163.872482 144.235166 
L 164.246645 143.580094 
L 164.994972 136.345048 
L 165.743298 143.88862 
L 166.117461 142.952847 
L 166.491624 142.466721 
L 166.865787 141.702276 
L 167.23995 139.102562 
L 167.614113 140.970408 
L 167.988277 139.899508 
L 168.36244 141.855166 
L 168.736603 145.046266 
L 169.110766 140.022604 
L 169.484929 140.325064 
L 169.859092 137.008093 
L 170.233255 144.61328 
L 170.607419 130.656451 
L 170.981582 138.747935 
L 171.355745 131.130687 
L 171.729908 137.621644 
L 172.104071 139.086519 
L 172.478234 143.888659 
L 172.852397 140.676239 
L 173.22656 139.284829 
L 173.600724 135.959193 
L 173.974887 139.214729 
L 174.34905 139.308229 
L 174.723213 140.382051 
L 175.097376 140.532904 
L 175.471539 141.859708 
L 175.845702 137.838539 
L 176.219865 137.256945 
L 176.968192 139.236062 
L 177.342355 141.787835 
L 177.716518 140.447231 
L 178.464844 145.47301 
L 178.839007 142.822547 
L 179.213171 143.698255 
L 179.587334 139.230639 
L 179.961497 137.063557 
L 180.33566 142.167007 
L 180.709823 144.159071 
L 181.083986 143.885335 
L 181.458149 143.327489 
L 181.832312 141.388849 
L 182.206476 132.316231 
L 182.580639 136.318631 
L 182.954802 142.204956 
L 183.328965 136.510413 
L 183.703128 134.944416 
L 184.077291 136.769976 
L 184.451454 141.680865 
L 184.825617 145.018071 
L 185.948107 135.932028 
L 186.32227 141.823264 
L 186.696433 139.066412 
L 187.444759 142.311238 
L 187.818923 140.490934 
L 188.193086 141.79006 
L 188.567249 140.759369 
L 188.941412 136.741796 
L 189.315575 140.811024 
L 189.689738 138.643408 
L 190.063901 137.464309 
L 190.438064 136.806228 
L 190.812228 141.332595 
L 191.186391 140.809291 
L 191.560554 140.75186 
L 192.30888 143.204852 
L 192.683043 143.654145 
L 193.057206 141.268283 
L 193.431369 135.633158 
L 193.805533 141.903326 
L 194.179696 143.481118 
L 194.553859 141.908591 
L 194.928022 144.144124 
L 195.302185 142.881197 
L 195.676348 140.98932 
L 196.050511 138.348647 
L 196.424675 142.076297 
L 196.798838 141.988809 
L 197.173001 138.964842 
L 197.547164 143.9105 
L 197.921327 142.201336 
L 198.29549 139.552734 
L 198.669653 141.460745 
L 199.043816 142.757959 
L 199.41798 143.284725 
L 199.792143 142.086287 
L 200.166306 142.761797 
L 200.540469 143.147253 
L 200.914632 145.560807 
L 201.662958 140.401669 
L 202.037121 143.594432 
L 202.411285 141.388556 
L 202.785448 141.941527 
L 203.159611 144.832159 
L 203.533774 139.847221 
L 203.907937 141.061073 
L 204.656263 136.038595 
L 205.40459 143.189764 
L 205.778753 144.610899 
L 206.152916 140.287101 
L 206.527079 143.270867 
L 207.275405 137.85432 
L 207.649568 139.001232 
L 208.023732 138.411208 
L 208.772058 130.496678 
L 209.146221 141.78182 
L 209.520384 138.355263 
L 209.894547 141.957565 
L 210.26871 143.713612 
L 210.642873 140.195609 
L 211.017037 139.566707 
L 211.3912 139.502305 
L 211.765363 138.582109 
L 212.513689 140.309653 
L 212.887852 142.824087 
L 213.262015 140.256873 
L 213.636179 140.987762 
L 214.010342 138.990108 
L 214.384505 140.397748 
L 214.758668 139.525474 
L 215.506994 141.501394 
L 215.881157 143.825899 
L 216.25532 141.08746 
L 216.629484 142.777111 
L 217.003647 140.958265 
L 217.37781 141.028853 
L 217.751973 141.870843 
L 218.126136 141.218858 
L 218.500299 142.710544 
L 218.874462 142.023475 
L 219.248626 140.735176 
L 219.622789 142.843071 
L 219.996952 140.365857 
L 220.371115 136.088941 
L 220.745278 137.439542 
L 221.119441 140.668065 
L 221.493604 142.348353 
L 221.867767 143.169096 
L 222.241931 143.211677 
L 222.616094 140.526414 
L 222.990257 142.698479 
L 223.36442 137.189478 
L 223.738583 139.917685 
L 224.112746 141.37061 
L 224.486909 136.534127 
L 224.861072 136.13072 
L 225.235236 140.540328 
L 225.609399 139.676055 
L 225.983562 137.701258 
L 227.480214 143.918455 
L 227.854378 140.707556 
L 228.228541 142.077898 
L 228.602704 141.994206 
L 228.976867 142.880744 
L 229.35103 142.637849 
L 229.725193 139.853841 
L 230.099356 140.677144 
L 230.473519 143.461876 
L 231.221846 138.47042 
L 231.596009 140.775709 
L 231.970172 142.307231 
L 232.344335 145.1863 
L 232.718498 143.409861 
L 233.092661 140.330776 
L 233.466824 143.939608 
L 234.215151 140.515167 
L 234.589314 142.176376 
L 234.963477 143.267503 
L 235.33764 143.285095 
L 236.085966 139.277346 
L 236.46013 139.23675 
L 236.834293 136.987218 
L 237.208456 141.609151 
L 237.582619 143.625481 
L 237.956782 143.453996 
L 238.330945 140.796817 
L 238.705108 140.667944 
L 239.453435 145.14355 
L 239.827598 140.951676 
L 240.201761 141.051371 
L 240.575924 139.838773 
L 240.950087 139.605342 
L 241.32425 141.750743 
L 241.698413 143.212598 
L 242.44674 143.079274 
L 242.820903 140.283966 
L 243.195066 143.368953 
L 243.569229 140.830885 
L 243.943392 141.095587 
L 244.317555 143.276619 
L 244.691718 143.014446 
L 245.065882 137.976785 
L 245.440045 136.864038 
L 245.814208 138.81021 
L 246.188371 139.218621 
L 246.562534 140.747057 
L 246.936697 138.870538 
L 247.31086 141.429705 
L 247.685023 143.128955 
L 248.059187 142.880189 
L 248.43335 142.345416 
L 248.807513 142.82904 
L 249.555839 141.587687 
L 249.930002 139.817328 
L 250.304165 143.104771 
L 250.678328 143.652241 
L 251.052492 140.822444 
L 251.426655 139.134344 
L 251.800818 139.128704 
L 252.174981 138.401234 
L 252.923307 142.644039 
L 253.29747 143.191847 
L 253.671634 140.924884 
L 254.045797 143.622675 
L 254.41996 141.080702 
L 254.794123 141.195707 
L 255.168286 139.477473 
L 255.542449 141.481933 
L 256.290775 142.725556 
L 256.664939 141.374143 
L 257.039102 140.496674 
L 257.413265 143.352261 
L 257.787428 142.906715 
L 258.161591 144.529189 
L 258.535754 141.071232 
L 258.909917 140.969262 
L 259.28408 141.327254 
L 259.658244 141.317511 
L 260.40657 136.232649 
L 260.780733 136.719695 
L 261.154896 137.408691 
L 261.529059 139.153259 
L 261.903222 140.291105 
L 262.277386 135.495179 
L 262.651549 134.260244 
L 263.025712 139.698095 
L 263.399875 140.320101 
L 263.774038 137.95611 
L 264.148201 136.632924 
L 264.522364 139.873089 
L 264.896527 142.12355 
L 265.270691 141.121197 
L 265.644854 141.69932 
L 266.019017 142.877117 
L 266.39318 143.119457 
L 267.141506 140.527159 
L 267.515669 144.032198 
L 267.889832 143.773768 
L 268.263996 144.243369 
L 269.012322 139.592817 
L 269.386485 143.355603 
L 269.760648 136.076816 
L 270.134811 142.839133 
L 270.508974 142.966028 
L 270.883138 141.026319 
L 271.257301 142.019109 
L 271.631464 142.495506 
L 272.005627 139.661646 
L 272.37979 143.368171 
L 273.128116 141.218388 
L 273.876443 144.779517 
L 274.250606 139.469073 
L 274.624769 140.710288 
L 274.998932 142.993344 
L 275.373095 141.998615 
L 275.747258 142.16779 
L 276.121421 140.030265 
L 276.495584 134.406969 
L 276.869748 136.806969 
L 277.243911 141.199874 
L 277.618074 140.101079 
L 277.992237 143.371052 
L 278.3664 143.55429 
L 278.740563 140.132925 
L 279.114726 141.249374 
L 279.48889 128.699645 
L 279.863053 131.238138 
L 280.237216 138.270822 
L 280.611379 132.919164 
L 280.985542 138.49947 
L 281.359705 141.030976 
L 281.733868 142.205891 
L 282.108031 139.942364 
L 282.482195 138.45378 
L 282.856358 138.069182 
L 283.230521 139.240259 
L 283.604684 143.683042 
L 283.978847 141.355643 
L 284.35301 140.211681 
L 284.727173 143.930138 
L 285.4755 136.086963 
L 285.849663 136.385336 
L 286.223826 142.832029 
L 286.597989 144.105122 
L 286.972152 134.864732 
L 287.346315 140.565042 
L 287.720478 137.774563 
L 288.094642 133.530616 
L 288.468805 138.988813 
L 288.842968 137.979698 
L 289.217131 139.758302 
L 289.591294 142.813924 
L 289.965457 144.271739 
L 290.33962 141.926177 
L 290.713783 138.010813 
L 291.087947 139.694098 
L 291.46211 139.325739 
L 291.836273 140.871874 
L 292.210436 139.797956 
L 292.584599 139.677769 
L 292.958762 140.007569 
L 293.332925 142.451317 
L 293.707088 143.083001 
L 294.081252 139.656804 
L 294.455415 140.171044 
L 294.829578 141.71384 
L 295.203741 141.092077 
L 295.577904 139.946397 
L 295.952067 136.389043 
L 296.32623 136.828608 
L 296.700394 136.206453 
L 297.074557 136.347502 
L 297.44872 137.620075 
L 297.822883 142.02062 
L 298.197046 136.696834 
L 298.571209 139.990459 
L 298.945372 141.340804 
L 299.319535 141.722648 
L 299.693699 138.047758 
L 300.067862 139.495758 
L 300.442025 142.030271 
L 301.190351 139.837911 
L 301.564514 143.765491 
L 301.938677 143.956716 
L 302.31284 139.012221 
L 302.687004 136.602422 
L 303.061167 135.950496 
L 303.43533 138.069466 
L 303.809493 138.320919 
L 304.183656 138.396592 
L 304.931982 138.149403 
L 305.306146 139.731535 
L 306.054472 140.729651 
L 306.428635 138.322755 
L 306.802798 137.109538 
L 307.176961 138.612248 
L 307.551124 139.328319 
L 308.299451 144.128291 
L 308.673614 142.188579 
L 309.42194 140.320977 
L 309.796103 142.368668 
L 310.170266 142.521314 
L 310.918592 143.057306 
L 311.292756 139.691445 
L 311.666919 140.081601 
L 312.041082 143.2085 
L 312.789408 140.804608 
L 313.163571 141.291342 
L 313.537734 137.945244 
L 313.911898 142.363805 
L 314.286061 143.035862 
L 314.660224 141.257563 
L 315.40855 143.556185 
L 315.782713 145.32606 
L 316.156876 141.248716 
L 316.531039 143.727521 
L 316.905203 141.416873 
L 317.279366 140.970675 
L 317.653529 143.045685 
L 318.027692 143.219446 
L 318.401855 142.492249 
L 318.776018 136.012779 
L 319.524345 141.503997 
L 319.898508 142.483541 
L 320.272671 136.904464 
L 320.646834 141.057356 
L 321.020997 142.198191 
L 321.39516 142.434238 
L 321.769323 143.533459 
L 322.143486 142.037811 
L 322.51765 139.479073 
L 322.891813 139.111898 
L 323.265976 139.645695 
L 323.640139 142.964909 
L 324.014302 141.559039 
L 324.388465 141.076509 
L 324.762628 141.256619 
L 325.136791 142.859404 
L 325.885118 140.593009 
L 326.259281 142.184648 
L 326.633444 144.771769 
L 327.007607 143.316333 
L 327.38177 140.654934 
L 327.755933 143.490643 
L 328.130097 142.664455 
L 328.50426 139.96933 
L 328.878423 142.538526 
L 329.252586 142.607892 
L 329.626749 142.042054 
L 330.000912 143.129817 
L 330.375075 143.672627 
L 330.749238 141.399377 
L 331.123402 140.801663 
L 331.497565 137.1269 
L 331.871728 138.780584 
L 332.245891 137.35747 
L 332.620054 141.598569 
L 332.994217 140.011162 
L 333.36838 141.115361 
L 333.742543 140.673718 
L 334.116707 139.301114 
L 334.49087 138.733071 
L 334.865033 137.710737 
L 335.239196 137.494584 
L 335.613359 140.971984 
L 335.987522 142.502076 
L 336.361685 142.504102 
L 336.735849 143.14592 
L 337.110012 143.306486 
L 337.484175 138.591608 
L 337.858338 141.676696 
L 338.232501 137.458794 
L 338.606664 137.313994 
L 339.35499 141.768696 
L 339.729154 142.456388 
L 340.103317 144.84501 
L 340.47748 144.164674 
L 340.851643 138.611201 
L 341.225806 141.324968 
L 341.599969 141.403918 
L 341.974132 129.068285 
L 342.348295 124.853533 
L 342.722459 140.517629 
L 343.096622 141.826742 
L 343.844948 138.56947 
L 344.219111 137.935954 
L 344.593274 138.491147 
L 344.967437 137.245789 
L 345.341601 139.020628 
L 345.715764 144.222991 
L 346.089927 139.272064 
L 346.46409 136.034514 
L 346.838253 135.601624 
L 347.212416 134.795801 
L 349.831558 144.960395 
L 350.205721 144.7511 
L 350.579884 143.081951 
L 350.954047 139.811953 
L 351.328211 142.599394 
L 351.702374 143.952996 
L 352.076537 141.38113 
L 352.4507 140.884015 
L 352.824863 144.03029 
L 353.573189 141.108357 
L 353.947353 137.343401 
L 354.321516 136.636159 
L 354.695679 139.987013 
L 355.069842 140.726565 
L 355.444005 142.973798 
L 355.818168 142.642023 
L 356.192331 142.529692 
L 356.566494 141.206202 
L 356.940658 139.160086 
L 357.314821 138.600914 
L 357.688984 141.495047 
L 358.063147 139.824707 
L 358.43731 141.173892 
L 358.811473 139.930899 
L 359.185636 139.790409 
L 359.933963 143.391181 
L 360.308126 144.050747 
L 360.682289 141.401809 
L 361.056452 142.00468 
L 361.430615 142.301963 
L 361.804778 141.320174 
L 362.178941 143.267575 
L 362.553105 140.724293 
L 362.927268 140.673091 
L 363.301431 135.633485 
L 363.675594 140.573947 
L 364.049757 141.173781 
L 364.42392 138.683768 
L 364.798083 141.596328 
L 365.172246 138.415765 
L 365.54641 143.026583 
L 365.920573 142.252126 
L 366.294736 141.129479 
L 366.668899 138.598639 
L 367.043062 141.20454 
L 367.417225 142.317339 
L 367.791388 140.632454 
L 368.165551 137.182613 
L 368.913878 140.862117 
L 369.288041 140.615897 
L 369.662204 141.331165 
L 370.036367 143.666932 
L 370.41053 143.538654 
L 370.784693 141.681239 
L 371.53302 139.540808 
L 371.907183 144.303046 
L 372.281346 138.873213 
L 372.281346 138.873213 
" 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: 0.310 $\bullet$ mean: 0.081 $\bullet$ $\sigma$: 0.036 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.15 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 137.124799)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-31"/>
     <use x="159.033203" xlink:href="#DejaVuSans-35"/>
    </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(#p016bb19ec0)">
    <image height="945" id="image8ca2ada503" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2oTQC4ppXX3vytU0jSQAAAAAAcJphyw0ZmxzcDRkPoh4TqwUAf7MARRYNekXi5xkAAAAASUVORK5CYII="/>
   </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(#pe90b252c8b)">
    <image height="128.16" id="image55cdb6c862" 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_31">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="ma1ef91bb9f" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.070955" xlink:href="#ma1ef91bb9f" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.504549 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_32">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.339266" xlink:href="#ma1ef91bb9f" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 282.00 -->
      <g style="fill:#262626;" transform="translate(80.591609 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-38"/>
       <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_33">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="159.607576" xlink:href="#ma1ef91bb9f" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 564.00 -->
      <g style="fill:#262626;" transform="translate(150.85992 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-35"/>
       <use x="63.623047" xlink:href="#DejaVuSans-36"/>
       <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="xtick_34">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="229.875887" xlink:href="#ma1ef91bb9f" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 846.00 -->
      <g style="fill:#262626;" transform="translate(221.128231 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-38"/>
       <use x="63.623047" xlink:href="#DejaVuSans-34"/>
       <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_35">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="300.144197" xlink:href="#ma1ef91bb9f" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 1128.00 -->
      <g style="fill:#262626;" transform="translate(289.805916 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
       <use x="190.869141" xlink:href="#DejaVuSans-38"/>
       <use x="254.492188" xlink:href="#DejaVuSans-2e"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
       <use x="349.902344" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_36">
     <g id="line2d_16">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="370.412508" xlink:href="#ma1ef91bb9f" y="278.112"/>
      </g>
     </g>
     <g id="text_21">
      <!-- 1410.00 -->
      <g style="fill:#262626;" transform="translate(360.074227 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-34"/>
       <use x="127.246094" xlink:href="#DejaVuSans-31"/>
       <use x="190.869141" xlink:href="#DejaVuSans-30"/>
       <use x="254.492188" xlink:href="#DejaVuSans-2e"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
       <use x="349.902344" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="text_22">
     <!-- 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="pdc91ec5bd2">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p9fdc9664ca">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p59af22b838">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p4f678597b2">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p3aa220aa21">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p016bb19ec0">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="pe90b252c8b">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>