highspeed-fmriprep/fmriprep/sub-10/figures/sub-10_ses-01_task-highspeed_rec-prenorm_run-02_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p17aa08eb77)" d="M 18.697188 23.47491 
L 372.281346 23.47491 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p17aa08eb77)" d="M 18.697188 24.012706 
L 19.365589 24.48382 
L 20.702391 23.984687 
L 21.370792 23.874247 
L 22.707594 24.070826 
L 23.375995 24.363106 
L 24.712797 24.543599 
L 25.381198 24.408095 
L 26.049599 24.458646 
L 26.718 24.365564 
L 29.391604 24.593418 
L 32.065209 23.674542 
L 32.73361 23.634869 
L 34.738813 24.122046 
L 38.080818 23.910881 
L 40.754422 24.487927 
L 41.422823 24.454927 
L 42.759626 24.182742 
L 43.428027 24.142551 
L 44.096428 24.310571 
L 45.43323 24.403243 
L 46.101631 24.558725 
L 46.770032 24.349533 
L 48.775235 24.11037 
L 49.443636 23.919926 
L 53.454042 24.238986 
L 56.127647 23.865353 
L 58.801251 24.214233 
L 60.138053 23.931224 
L 60.806454 23.922589 
L 62.143256 23.61597 
L 62.811657 23.751011 
L 63.480058 23.741007 
L 64.81686 23.958392 
L 68.158866 24.250834 
L 68.827267 24.526965 
L 69.495668 24.577053 
L 71.500871 24.166129 
L 74.174475 24.550381 
L 74.842876 24.4616 
L 76.848079 23.751464 
L 77.51648 23.699037 
L 80.190085 24.110801 
L 81.526887 23.776821 
L 82.195288 23.720943 
L 83.53209 23.932356 
L 88.879298 24.13812 
L 89.547699 23.978833 
L 90.2161 23.699878 
L 90.884502 23.61183 
L 91.552903 23.641963 
L 92.221304 23.88202 
L 93.558106 24.016641 
L 94.894908 24.139522 
L 97.568512 23.996276 
L 98.905314 24.354643 
L 100.910517 23.759442 
L 102.247319 23.862927 
L 104.252523 24.250737 
L 104.920924 24.208864 
L 105.589325 24.010054 
L 106.257726 23.689442 
L 106.926127 23.549139 
L 112.273335 24.229359 
L 113.610137 24.057749 
L 114.94694 23.915527 
L 116.283742 24.136719 
L 119.625747 23.806597 
L 120.294148 23.520031 
L 121.63095 23.633618 
L 123.636153 24.187723 
L 125.641356 24.301731 
L 126.309757 24.135166 
L 127.64656 24.097595 
L 128.314961 23.707284 
L 128.983362 23.789758 
L 129.651763 23.725234 
L 130.320164 23.971512 
L 134.33057 23.958511 
L 134.998971 23.865892 
L 135.667372 24.005763 
L 136.335773 23.944151 
L 137.672575 24.085994 
L 138.340976 23.976666 
L 139.009378 24.014798 
L 139.677779 23.835663 
L 140.34618 23.809217 
L 141.014581 23.980762 
L 142.351383 23.78537 
L 143.019784 23.598376 
L 143.688185 23.537216 
L 146.361789 24.253432 
L 147.698591 24.277657 
L 148.366992 24.195927 
L 149.035393 23.773231 
L 150.372195 23.358771 
L 151.040597 23.406465 
L 151.708998 23.711844 
L 152.377399 23.779958 
L 153.0458 24.025244 
L 153.714201 24.092959 
L 154.382602 23.891615 
L 156.387805 23.94262 
L 157.056206 24.162302 
L 157.724607 24.025018 
L 160.398211 23.981593 
L 161.066612 24.102478 
L 161.735013 23.992363 
L 162.403414 24.280913 
L 163.071816 24.255675 
L 163.740217 24.379439 
L 165.077019 23.980169 
L 165.74542 23.901922 
L 166.413821 23.986886 
L 167.082222 23.807772 
L 168.419024 23.836547 
L 169.087425 23.628077 
L 169.755826 23.705171 
L 170.424227 23.61639 
L 173.766232 23.866593 
L 174.434633 23.52803 
L 175.771436 23.36346 
L 177.776639 24.101088 
L 179.113441 24.005893 
L 179.781842 23.71924 
L 180.450243 23.816904 
L 181.118644 23.633877 
L 181.787045 23.857979 
L 183.123847 23.757534 
L 183.792248 23.903226 
L 184.460649 23.755377 
L 185.12905 24.000879 
L 187.802655 24.169924 
L 191.14466 23.793574 
L 191.813061 23.595529 
L 192.481462 23.741901 
L 194.486665 23.729514 
L 195.155066 23.454375 
L 195.823467 23.604488 
L 196.491868 23.448565 
L 199.833874 23.906827 
L 201.839077 23.667761 
L 202.507478 23.640561 
L 203.175879 23.73484 
L 203.84428 23.950727 
L 204.512681 23.912056 
L 205.181082 24.098037 
L 206.517884 23.867477 
L 207.186285 23.9741 
L 209.191488 23.616444 
L 209.859889 23.528354 
L 211.865093 23.830844 
L 213.201895 24.308673 
L 214.538697 23.634934 
L 215.875499 23.634211 
L 216.5439 23.931343 
L 217.212301 23.830423 
L 217.880702 23.979091 
L 218.549103 24.007165 
L 219.217504 23.80318 
L 219.885905 23.910795 
L 220.554306 23.625834 
L 221.891108 23.593287 
L 222.559509 23.498847 
L 223.896312 23.659385 
L 224.564713 23.724803 
L 225.233114 24.026958 
L 226.569916 24.126056 
L 227.238317 24.066255 
L 227.906718 23.824343 
L 228.575119 23.998691 
L 229.911921 23.779645 
L 231.248723 24.081477 
L 233.253926 24.184887 
L 233.922327 23.821788 
L 235.25913 23.509401 
L 235.927531 23.452564 
L 237.264333 23.861677 
L 238.601135 24.078178 
L 242.611541 23.788324 
L 243.279942 23.872274 
L 245.953546 23.699457 
L 246.621947 23.557538 
L 248.627151 23.671599 
L 249.295552 23.87925 
L 249.963953 23.913716 
L 251.300755 24.172737 
L 252.637557 24.07199 
L 254.64276 23.616412 
L 255.311161 23.532731 
L 256.647963 23.800981 
L 257.984765 23.644647 
L 261.326771 23.678618 
L 262.663573 23.849397 
L 264.000375 23.707478 
L 264.668776 23.583164 
L 269.347583 23.511945 
L 270.684385 23.466957 
L 271.352787 23.44892 
L 274.026391 23.842843 
L 276.031594 23.676612 
L 277.368396 23.462396 
L 278.036797 23.640841 
L 279.373599 23.699457 
L 280.710401 23.936863 
L 282.715604 23.429633 
L 283.384006 23.640766 
L 284.052407 23.585266 
L 284.720808 23.807622 
L 286.05761 23.815028 
L 287.394412 23.603324 
L 290.068016 23.761134 
L 291.404818 23.871886 
L 292.073219 23.947762 
L 293.410021 23.832687 
L 294.078422 23.829367 
L 295.415225 23.67824 
L 296.752027 23.601028 
L 298.75723 23.906741 
L 299.425631 24.071063 
L 300.762433 24.065931 
L 302.099235 23.501747 
L 302.767636 23.573935 
L 303.436037 23.77074 
L 305.44124 23.934825 
L 306.778042 23.808807 
L 308.783246 23.835188 
L 309.451647 23.833496 
L 310.120048 23.719736 
L 310.788449 23.720016 
L 312.125251 23.439584 
L 312.793652 23.459496 
L 313.462053 23.238327 
L 314.130454 23.269095 
L 314.798855 23.165103 
L 317.472459 23.592026 
L 318.809261 23.643569 
L 319.477663 23.761932 
L 320.814465 23.692999 
L 322.151267 23.70461 
L 322.819668 23.609663 
L 323.488069 23.747701 
L 325.493272 23.548363 
L 326.161673 23.563791 
L 326.830074 23.791774 
L 328.166876 23.748381 
L 328.835277 23.83549 
L 329.503678 23.665681 
L 330.172079 23.632087 
L 332.845684 24.021191 
L 334.182486 23.652711 
L 334.850887 23.433655 
L 338.192892 23.941531 
L 338.861293 23.797477 
L 339.529694 23.815136 
L 340.198095 23.640162 
L 342.203298 23.497283 
L 343.540101 23.826758 
L 348.218908 23.422593 
L 348.887309 23.663697 
L 349.55571 23.609113 
L 350.892512 23.840244 
L 351.560913 23.692363 
L 354.234517 24.029309 
L 357.576523 23.811912 
L 358.913325 23.988719 
L 359.581726 23.830552 
L 360.250127 23.946156 
L 363.592132 23.785014 
L 364.260533 23.482416 
L 364.928934 23.957594 
L 365.597335 24.075807 
L 366.265736 23.940248 
L 366.934137 23.970607 
L 368.939341 23.560222 
L 369.607742 23.643968 
L 370.276143 23.468768 
L 371.612945 22.809313 
L 372.281346 22.884552 
L 372.281346 22.884552 
" 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: 611.962 $\bullet$ mean: 605.949 $\bullet$ $\sigma$: 1.474 -->
    <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 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 10.984375 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 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 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
     <path d="M 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 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
    </defs>
    <g style="fill:#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-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 608.19 -->
    <defs>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.302722)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#pb62ba6be88)" d="M 18.697188 50.496595 
L 372.281346 50.496595 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pb62ba6be88)" d="M 18.697188 50.735533 
L 19.365589 52.456125 
L 20.03399 52.722873 
L 20.702391 52.497791 
L 21.370792 52.666025 
L 22.039193 51.952139 
L 22.707594 52.530094 
L 23.375995 52.073025 
L 24.044396 52.474774 
L 24.712797 52.495656 
L 25.381198 52.067364 
L 26.049599 52.453705 
L 26.718 52.178651 
L 27.386401 52.499574 
L 28.054802 52.652753 
L 28.723203 52.161843 
L 29.391604 52.937572 
L 30.728407 52.156368 
L 31.396808 52.396926 
L 32.065209 51.531478 
L 32.73361 51.79993 
L 34.070412 51.379288 
L 34.738813 52.289184 
L 35.407214 51.223425 
L 36.075615 52.185116 
L 37.412417 51.828462 
L 38.080818 51.803241 
L 38.749219 51.54233 
L 39.41762 52.111577 
L 40.086021 52.054553 
L 40.754422 52.373076 
L 41.422823 52.434067 
L 42.091224 51.896398 
L 42.759626 52.123527 
L 43.428027 51.746804 
L 44.096428 52.258811 
L 44.764829 52.054788 
L 45.43323 51.444765 
L 46.101631 52.423655 
L 46.770032 51.894968 
L 47.438433 51.723238 
L 48.106834 52.3385 
L 48.775235 51.963678 
L 49.443636 51.851009 
L 50.112037 52.055375 
L 50.780438 51.265405 
L 51.448839 52.071057 
L 52.785641 51.477861 
L 53.454042 52.385133 
L 54.122443 51.774082 
L 55.459246 51.781722 
L 56.127647 51.509773 
L 56.796048 51.595594 
L 57.464449 51.481877 
L 58.13285 51.846122 
L 58.801251 52.488584 
L 59.469652 51.562723 
L 60.138053 51.892108 
L 60.806454 52.05132 
L 61.474855 51.4269 
L 62.143256 51.66495 
L 62.811657 51.122471 
L 63.480058 51.77037 
L 64.81686 51.272888 
L 65.485261 52.283454 
L 66.153662 51.520635 
L 67.490465 51.924763 
L 68.158866 51.512691 
L 68.827267 52.144811 
L 69.495668 52.438367 
L 70.164069 51.903058 
L 70.83247 52.136779 
L 71.500871 51.456519 
L 72.837673 52.122116 
L 73.506074 51.88055 
L 74.174475 52.136035 
L 76.179678 52.143684 
L 76.848079 51.132384 
L 77.51648 51.66923 
L 78.184881 51.724276 
L 78.853283 51.302214 
L 79.521684 51.847865 
L 80.190085 51.627044 
L 80.858486 51.852332 
L 81.526887 51.42022 
L 82.195288 51.465785 
L 82.863689 51.642138 
L 83.53209 51.270831 
L 84.200491 51.915997 
L 84.868892 51.906202 
L 85.537293 51.406429 
L 86.205694 51.729839 
L 86.874095 51.828677 
L 87.542496 51.389935 
L 88.210897 52.323671 
L 88.879298 51.546992 
L 89.547699 51.841509 
L 90.2161 51.645174 
L 90.884502 51.05622 
L 91.552903 51.491545 
L 92.221304 51.554093 
L 92.889705 51.269088 
L 93.558106 51.879953 
L 94.226507 51.469614 
L 94.894908 51.97598 
L 95.563309 52.144693 
L 96.23171 51.498166 
L 96.900111 51.830323 
L 98.236913 51.54758 
L 98.905314 52.180463 
L 99.573715 52.060606 
L 100.242116 51.611745 
L 100.910517 51.766853 
L 101.578918 51.619757 
L 102.247319 51.279764 
L 102.915721 52.084123 
L 103.584122 51.759321 
L 104.252523 52.028998 
L 104.920924 51.989829 
L 105.589325 51.518029 
L 106.257726 51.894664 
L 107.594528 51.347377 
L 108.262929 51.600501 
L 108.93133 50.949194 
L 109.599731 51.588512 
L 110.268132 51.662246 
L 110.936533 51.338601 
L 111.604934 52.177407 
L 112.941736 51.766961 
L 113.610137 52.34899 
L 114.278538 51.72791 
L 114.94694 51.55998 
L 115.615341 51.931267 
L 116.283742 51.317718 
L 116.952143 51.795307 
L 117.620544 51.851675 
L 118.288945 51.526531 
L 118.957346 51.998978 
L 119.625747 51.474365 
L 120.962549 51.142805 
L 122.299351 51.31526 
L 122.967752 51.029579 
L 123.636153 51.80233 
L 124.304554 51.859403 
L 124.972955 51.242721 
L 125.641356 52.111567 
L 126.309757 52.025159 
L 126.978159 51.344487 
L 127.64656 52.185645 
L 128.314961 52.02988 
L 128.983362 51.453845 
L 129.651763 51.593057 
L 130.320164 51.1445 
L 130.988565 51.52183 
L 131.656966 51.674686 
L 132.325367 51.1755 
L 132.993768 52.086689 
L 133.662169 51.448595 
L 134.33057 51.715794 
L 134.998971 51.652373 
L 135.667372 51.302772 
L 136.335773 51.686988 
L 137.004174 51.38966 
L 138.340976 51.623959 
L 139.009378 51.002036 
L 139.677779 51.676693 
L 140.34618 51.384822 
L 141.014581 51.396889 
L 141.682982 51.817541 
L 143.019784 51.066083 
L 143.688185 51.625918 
L 144.356586 50.543557 
L 145.024987 51.41209 
L 146.361789 51.574741 
L 147.03019 51.991191 
L 147.698591 51.664861 
L 148.366992 51.873116 
L 149.035393 51.887259 
L 149.703794 51.088739 
L 150.372195 51.331372 
L 151.040597 51.351628 
L 151.708998 50.968313 
L 152.377399 51.268099 
L 153.0458 51.000831 
L 153.714201 51.802643 
L 154.382602 52.054396 
L 155.051003 51.118798 
L 155.719404 51.711141 
L 156.387805 51.784112 
L 157.056206 51.427536 
L 157.724607 52.166682 
L 159.061409 51.486353 
L 159.72981 51.927496 
L 160.398211 51.071559 
L 161.066612 51.493053 
L 161.735013 51.393382 
L 162.403414 51.14924 
L 163.071816 51.569804 
L 163.740217 51.45934 
L 165.077019 51.781418 
L 165.74542 51.281508 
L 167.082222 51.674343 
L 167.750623 50.970703 
L 168.419024 51.324496 
L 169.755826 50.813351 
L 170.424227 51.29952 
L 171.092628 51.358641 
L 171.761029 50.755112 
L 172.42943 51.709917 
L 173.097831 51.154813 
L 173.766232 51.148153 
L 174.434633 51.438085 
L 175.103035 50.628653 
L 176.439837 51.049677 
L 177.108238 51.020568 
L 177.776639 51.402109 
L 178.44504 50.878946 
L 179.113441 51.541517 
L 179.781842 51.510468 
L 180.450243 50.765083 
L 181.118644 51.390581 
L 181.787045 50.937773 
L 182.455446 51.090619 
L 183.123847 51.418623 
L 183.792248 50.737864 
L 184.460649 51.505737 
L 185.797451 50.923953 
L 186.465852 51.719565 
L 187.134254 51.038639 
L 187.802655 51.40878 
L 188.471056 51.4288 
L 189.139457 51.291097 
L 189.807858 51.671228 
L 190.476259 51.07052 
L 191.14466 50.913972 
L 191.813061 51.378289 
L 192.481462 50.775456 
L 193.149863 50.830521 
L 193.818264 51.090022 
L 194.486665 50.736169 
L 195.155066 51.083459 
L 195.823467 50.849797 
L 196.491868 50.779942 
L 197.160269 50.907596 
L 197.82867 50.507581 
L 198.497071 51.18933 
L 199.165473 50.725444 
L 200.502275 51.420817 
L 201.839077 50.753849 
L 202.507478 51.188507 
L 203.175879 50.710654 
L 203.84428 50.900299 
L 204.512681 51.472239 
L 205.181082 50.941358 
L 205.849483 51.540087 
L 207.186285 51.232524 
L 207.854686 51.47841 
L 208.523087 50.805124 
L 209.191488 51.085516 
L 209.859889 50.865782 
L 210.52829 50.438773 
L 211.196692 51.189212 
L 211.865093 51.081814 
L 213.870296 51.674784 
L 214.538697 50.625431 
L 215.207098 51.287286 
L 215.875499 51.176881 
L 216.5439 50.95273 
L 217.212301 51.425411 
L 217.880702 50.876498 
L 218.549103 51.056161 
L 219.217504 51.490301 
L 219.885905 50.87258 
L 220.554306 51.214492 
L 221.891108 50.808611 
L 222.559509 51.136928 
L 223.227911 50.612208 
L 223.896312 51.010254 
L 224.564713 50.955972 
L 225.233114 50.714474 
L 225.901515 51.701876 
L 226.569916 51.073586 
L 227.238317 51.500458 
L 227.906718 51.604164 
L 228.575119 50.719636 
L 229.24352 51.74267 
L 229.911921 51.467048 
L 230.580322 50.852657 
L 231.248723 51.42977 
L 231.917124 51.607602 
L 232.585525 50.969488 
L 233.253926 51.463649 
L 233.922327 51.472582 
L 234.590728 51.088503 
L 235.25913 50.339318 
L 235.927531 50.995258 
L 236.595932 50.680966 
L 237.264333 51.268755 
L 237.932734 50.779805 
L 238.601135 50.927087 
L 239.269536 51.657702 
L 239.937937 50.948508 
L 240.606338 51.132119 
L 241.274739 51.122697 
L 241.94314 50.453828 
L 242.611541 51.126428 
L 243.948343 50.712975 
L 244.616744 51.27517 
L 245.285145 50.597829 
L 245.953546 50.760254 
L 246.621947 51.336142 
L 247.290349 50.533233 
L 247.95875 50.726943 
L 248.627151 51.04525 
L 249.295552 50.814909 
L 249.963953 51.129915 
L 250.632354 51.168085 
L 251.300755 50.956207 
L 251.969156 51.798353 
L 252.637557 51.099767 
L 253.974359 51.299677 
L 254.64276 50.80817 
L 255.311161 51.030274 
L 256.647963 50.665961 
L 257.316364 51.209438 
L 257.984765 50.515436 
L 258.653166 50.839366 
L 259.321568 50.95413 
L 259.989969 50.719548 
L 260.65837 51.268441 
L 261.326771 50.59638 
L 261.995172 50.835066 
L 262.663573 51.502809 
L 263.331974 50.765406 
L 264.000375 51.409544 
L 264.668776 50.83013 
L 265.337177 50.541588 
L 266.005578 51.139269 
L 266.673979 50.535075 
L 267.34238 50.577603 
L 268.010781 51.177077 
L 268.679182 50.639075 
L 269.347583 50.853725 
L 270.015984 50.863627 
L 270.684385 50.431006 
L 271.352787 50.962593 
L 272.021188 50.80246 
L 272.689589 50.524927 
L 273.35799 51.392618 
L 274.694792 50.435698 
L 275.363193 51.128867 
L 276.031594 51.000518 
L 276.699995 50.605645 
L 277.368396 51.271527 
L 278.036797 50.83152 
L 278.705198 50.864323 
L 280.042 51.130513 
L 280.710401 51.752064 
L 281.378802 50.704679 
L 282.047203 51.063664 
L 282.715604 51.053997 
L 283.384006 50.604274 
L 284.052407 51.022282 
L 284.720808 50.744172 
L 286.05761 51.388397 
L 286.726011 50.559032 
L 287.394412 51.036406 
L 288.062813 50.583882 
L 288.731214 50.308622 
L 289.399615 51.125331 
L 290.068016 50.623511 
L 290.736417 51.03955 
L 291.404818 51.055378 
L 292.073219 50.729362 
L 292.74162 51.336632 
L 293.410021 50.786641 
L 294.078422 50.826535 
L 294.746823 51.343371 
L 295.415225 50.919731 
L 296.083626 50.883893 
L 296.752027 50.993446 
L 297.420428 50.576193 
L 298.088829 51.129122 
L 298.75723 50.943699 
L 299.425631 50.503203 
L 300.094032 51.434716 
L 300.762433 51.582831 
L 301.430834 50.798552 
L 302.099235 51.044094 
L 302.767636 50.767238 
L 303.436037 50.651817 
L 304.104438 51.251937 
L 304.772839 50.76712 
L 306.109641 51.153824 
L 306.778042 50.760166 
L 307.446444 51.254386 
L 308.114845 51.281684 
L 308.783246 50.70272 
L 309.451647 51.278011 
L 310.120048 51.055593 
L 310.788449 50.539149 
L 311.45685 50.983867 
L 312.125251 50.751018 
L 312.793652 50.198804 
L 313.462053 50.720821 
L 314.130454 50.381759 
L 314.798855 50.225769 
L 315.467256 50.584126 
L 316.135657 49.938001 
L 316.804058 50.838132 
L 317.472459 50.238502 
L 318.809261 51.065378 
L 319.477663 50.706844 
L 320.146064 51.318091 
L 320.814465 50.580003 
L 321.482866 50.702368 
L 322.151267 51.670777 
L 322.819668 50.757257 
L 324.15647 51.034809 
L 324.824871 50.344745 
L 325.493272 50.736522 
L 326.161673 50.86635 
L 326.830074 50.70322 
L 327.498475 51.159691 
L 328.166876 50.762527 
L 328.835277 50.642885 
L 329.503678 51.22273 
L 330.172079 50.483006 
L 331.508882 51.119366 
L 332.177283 50.698127 
L 332.845684 51.186724 
L 333.514085 51.059766 
L 334.182486 50.728598 
L 334.850887 50.959792 
L 335.519288 50.260971 
L 336.187689 50.92934 
L 336.85609 51.117466 
L 337.524491 50.457276 
L 338.192892 51.089571 
L 338.861293 51.176254 
L 339.529694 50.501273 
L 340.198095 51.080952 
L 341.534897 50.386176 
L 342.203298 50.905735 
L 342.871699 50.336968 
L 343.540101 50.607095 
L 344.208502 51.342538 
L 344.876903 50.410006 
L 345.545304 50.582256 
L 346.213705 50.968088 
L 346.882106 50.269188 
L 347.550507 50.544056 
L 348.218908 50.673229 
L 348.887309 50.24334 
L 349.55571 51.019294 
L 350.224111 50.581061 
L 350.892512 50.826163 
L 351.560913 50.949605 
L 352.229314 50.499246 
L 353.566116 50.988069 
L 354.234517 50.485994 
L 354.902918 51.024691 
L 355.57132 51.000126 
L 356.239721 50.48282 
L 356.908122 50.942729 
L 357.576523 50.81057 
L 358.244924 50.459607 
L 358.913325 51.408104 
L 359.581726 50.588867 
L 360.250127 50.77953 
L 360.918528 51.176078 
L 361.586929 51.343704 
L 362.25533 50.763056 
L 362.923731 50.691927 
L 365.597335 51.047474 
L 366.265736 51.798402 
L 366.934137 50.810756 
L 368.27094 51.509968 
L 368.939341 50.729901 
L 369.607742 50.494427 
L 370.276143 50.962377 
L 370.944544 50.0945 
L 371.612945 50.358966 
L 372.281346 49.959608 
L 372.281346 49.959608 
" 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: 639.495 $\bullet$ mean: 631.095 $\bullet$ $\sigma$: 3.367 -->
    <defs>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-35"/>
     <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-31"/>
     <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-39"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-35"/>
     <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-36"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 636.01 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.324408)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-36"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-30"/>
     <use x="286.279297" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_11"/>
    <g id="xtick_12"/>
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#pf1492baaf3)" d="M 18.697188 78.579964 
L 372.281346 78.579964 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pf1492baaf3)" d="M 18.697188 79.540217 
L 19.365589 79.728529 
L 21.370792 79.434346 
L 22.707594 79.264345 
L 23.375995 79.399748 
L 24.712797 79.49037 
L 26.049599 79.526121 
L 27.386401 79.475897 
L 28.723203 79.485137 
L 29.391604 79.57558 
L 30.060005 79.283778 
L 31.396808 79.109351 
L 32.065209 78.980713 
L 37.412417 79.414955 
L 38.080818 79.284009 
L 41.422823 79.316006 
L 44.096428 79.232516 
L 48.106834 79.395207 
L 49.443636 79.202889 
L 52.785641 79.338071 
L 54.790845 79.311874 
L 56.127647 79.17064 
L 56.796048 79.249914 
L 57.464449 79.13622 
L 60.138053 79.273574 
L 60.806454 79.180404 
L 61.474855 79.292346 
L 62.143256 79.171668 
L 64.148459 79.144243 
L 66.822064 79.109907 
L 70.83247 79.407446 
L 71.500871 79.321984 
L 74.174475 79.510411 
L 74.842876 79.359539 
L 76.179678 79.289294 
L 76.848079 79.151448 
L 80.858486 79.184703 
L 82.863689 79.243978 
L 84.200491 79.178684 
L 84.868892 79.267586 
L 86.205694 79.141118 
L 88.210897 79.207157 
L 88.879298 79.070579 
L 90.2161 79.057722 
L 91.552903 78.919592 
L 92.889705 79.231351 
L 93.558106 79.191269 
L 94.894908 79.310007 
L 96.23171 79.25757 
L 98.236913 79.072719 
L 98.905314 79.189045 
L 102.247319 79.155643 
L 104.920924 79.320327 
L 105.589325 79.18377 
L 106.257726 79.173796 
L 107.594528 78.995049 
L 108.93133 78.895418 
L 112.941736 79.195128 
L 117.620544 79.073956 
L 118.288945 79.158495 
L 119.625747 78.896436 
L 121.63095 78.826883 
L 122.299351 78.867994 
L 122.967752 79.035111 
L 124.972955 79.18807 
L 125.641356 79.263737 
L 126.309757 79.185888 
L 126.978159 78.981447 
L 127.64656 79.073809 
L 128.314961 78.781315 
L 132.325367 79.102073 
L 132.993768 79.219165 
L 133.662169 79.136304 
L 134.33057 79.172601 
L 134.998971 79.062493 
L 136.335773 79.05081 
L 137.004174 78.909597 
L 137.672575 79.055855 
L 138.340976 78.882099 
L 140.34618 78.846096 
L 141.682982 78.967677 
L 143.019784 78.748773 
L 143.688185 78.676651 
L 145.024987 78.968809 
L 145.693388 78.89202 
L 146.361789 79.132319 
L 147.03019 79.175244 
L 147.698591 79.046353 
L 148.366992 79.143488 
L 151.040597 78.659651 
L 154.382602 79.035006 
L 157.724607 79.010843 
L 159.061409 78.798756 
L 159.72981 78.910866 
L 160.398211 78.67082 
L 161.066612 78.849337 
L 161.735013 78.720383 
L 162.403414 79.001887 
L 163.740217 78.996947 
L 165.077019 79.077081 
L 165.74542 78.923021 
L 167.082222 78.950739 
L 167.750623 78.802814 
L 168.419024 78.93419 
L 169.755826 78.760802 
L 170.424227 78.866987 
L 171.092628 78.748227 
L 173.766232 78.805908 
L 175.103035 78.600701 
L 175.771436 78.689288 
L 176.439837 78.620197 
L 177.108238 78.711857 
L 177.776639 79.006994 
L 178.44504 78.86426 
L 179.113441 78.969145 
L 179.781842 78.872461 
L 181.118644 78.843254 
L 181.787045 78.641245 
L 182.455446 78.78293 
L 183.123847 78.702586 
L 185.797451 78.889912 
L 187.134254 78.825257 
L 187.802655 78.987823 
L 189.139457 78.759187 
L 189.807858 78.957158 
L 190.476259 78.779815 
L 192.481462 78.770828 
L 193.149863 78.916592 
L 193.818264 78.719827 
L 195.155066 78.688669 
L 197.160269 78.62909 
L 197.82867 78.767797 
L 199.833874 78.657731 
L 200.502275 78.700195 
L 201.170676 78.481427 
L 204.512681 78.775495 
L 205.181082 78.76463 
L 205.849483 79.02391 
L 206.517884 78.801042 
L 207.186285 78.895722 
L 210.52829 78.506293 
L 213.870296 79.077669 
L 214.538697 78.757456 
L 215.207098 78.997283 
L 215.875499 78.880516 
L 217.212301 78.947069 
L 217.880702 78.799521 
L 218.549103 78.950299 
L 221.222707 78.704254 
L 221.891108 78.762595 
L 223.227911 78.593055 
L 223.896312 78.728972 
L 224.564713 78.621057 
L 227.238317 78.911401 
L 228.575119 78.764147 
L 231.917124 78.852168 
L 232.585525 78.737646 
L 233.922327 78.803496 
L 234.590728 78.672949 
L 235.25913 78.720603 
L 236.595932 78.620291 
L 237.264333 78.852609 
L 237.932734 78.737572 
L 238.601135 78.93032 
L 240.606338 78.920536 
L 241.274739 78.768091 
L 242.611541 78.876782 
L 243.279942 78.746822 
L 246.621947 78.698444 
L 247.290349 78.53032 
L 247.95875 78.733902 
L 249.295552 78.847512 
L 251.969156 79.018069 
L 255.979562 78.610077 
L 256.647963 78.812358 
L 257.984765 78.808666 
L 258.653166 78.957357 
L 259.321568 78.828446 
L 260.65837 78.99615 
L 261.326771 78.818462 
L 261.995172 78.978584 
L 265.337177 78.653442 
L 266.005578 78.809558 
L 266.673979 78.646908 
L 267.34238 78.822961 
L 269.347583 78.858408 
L 270.684385 78.743057 
L 274.694792 78.806789 
L 279.373599 78.728689 
L 280.042 78.941364 
L 280.710401 78.976612 
L 281.378802 78.82316 
L 282.047203 78.914621 
L 282.715604 78.737971 
L 284.720808 78.723928 
L 286.726011 78.773712 
L 288.731214 78.675696 
L 294.746823 78.674532 
L 297.420428 78.543681 
L 298.088829 78.714321 
L 298.75723 78.74657 
L 299.425631 78.657868 
L 300.094032 78.848602 
L 302.099235 78.787891 
L 303.436037 78.608545 
L 304.104438 78.794299 
L 304.772839 78.64586 
L 306.109641 78.841723 
L 306.778042 78.743246 
L 308.114845 78.775222 
L 308.783246 78.66996 
L 309.451647 78.796081 
L 310.120048 78.702922 
L 311.45685 78.752244 
L 314.130454 78.52646 
L 316.135657 78.520115 
L 318.809261 78.763707 
L 322.151267 78.670453 
L 322.819668 78.469084 
L 324.15647 78.538322 
L 324.824871 78.447469 
L 325.493272 78.635834 
L 328.166876 78.739827 
L 329.503678 78.708868 
L 330.172079 78.577387 
L 330.84048 78.719429 
L 331.508882 78.574986 
L 336.187689 78.616841 
L 336.85609 78.796469 
L 337.524491 78.625325 
L 338.192892 78.921668 
L 338.861293 78.722219 
L 339.529694 78.8378 
L 341.534897 78.604078 
L 344.208502 78.709277 
L 344.876903 78.565767 
L 345.545304 78.717866 
L 347.550507 78.736083 
L 349.55571 78.601655 
L 351.560913 78.620931 
L 354.234517 78.632792 
L 354.902918 78.772139 
L 356.239721 78.589511 
L 356.908122 78.677091 
L 358.244924 78.598079 
L 358.913325 78.732098 
L 360.918528 78.699136 
L 361.586929 78.863086 
L 362.25533 78.73365 
L 362.923731 78.442173 
L 363.592132 78.712895 
L 364.260533 78.563974 
L 364.928934 78.684348 
L 366.265736 78.691753 
L 367.602539 78.766759 
L 368.27094 78.776365 
L 368.939341 78.620721 
L 369.607742 78.751877 
L 371.612945 78.337487 
L 372.281346 78.348499 
L 372.281346 78.348499 
" 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: 639.379 $\bullet$ mean: 636.051 $\bullet$ $\sigma$: 1.504 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-37"/>
     <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-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 637.97 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.407776)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-37"/>
     <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_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
    <g id="xtick_19"/>
    <g id="xtick_20"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#p73955fc281)" d="M 18.697188 106.308037 
L 372.281346 106.308037 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p73955fc281)" d="M 19.365589 108.532856 
L 20.03399 110.9905 
L 20.702391 112.331132 
L 21.370792 109.754281 
L 22.039193 111.23328 
L 22.707594 109.049771 
L 23.375995 108.281443 
L 24.044396 109.410631 
L 24.712797 108.776883 
L 25.381198 110.986697 
L 26.049599 112.492039 
L 26.718 111.772134 
L 27.386401 110.795379 
L 28.054802 111.229496 
L 28.723203 111.03852 
L 29.391604 111.300863 
L 30.060005 111.864913 
L 30.728407 113.453981 
L 31.396808 111.286029 
L 32.065209 110.875016 
L 32.73361 111.56401 
L 33.402011 112.413367 
L 34.070412 112.351338 
L 34.738813 110.307324 
L 35.407214 109.649124 
L 36.075615 110.820396 
L 36.744016 112.930686 
L 37.412417 112.237565 
L 38.080818 111.790145 
L 39.41762 111.867289 
L 40.086021 111.666291 
L 40.754422 109.992874 
L 41.422823 111.902327 
L 42.091224 113.297219 
L 43.428027 109.799887 
L 44.096428 112.569183 
L 44.764829 113.014027 
L 45.43323 111.089983 
L 46.770032 111.370157 
L 47.438433 110.022521 
L 48.106834 110.15966 
L 48.775235 112.32582 
L 49.443636 112.863383 
L 50.112037 113.068205 
L 50.780438 114.069173 
L 51.448839 112.223398 
L 52.11724 111.94087 
L 52.785641 111.097933 
L 53.454042 111.314346 
L 54.122443 111.739891 
L 54.790845 112.019904 
L 55.459246 111.544608 
L 56.127647 112.335419 
L 56.796048 112.058023 
L 57.464449 111.911324 
L 58.13285 113.201882 
L 58.801251 110.684423 
L 59.469652 110.032845 
L 60.138053 110.917806 
L 60.806454 112.663714 
L 61.474855 112.986313 
L 62.143256 112.819187 
L 63.480058 108.825628 
L 64.148459 107.810856 
L 64.81686 111.939198 
L 65.485261 109.9681 
L 66.153662 110.142532 
L 66.822064 111.303922 
L 67.490465 111.304164 
L 68.158866 112.160443 
L 68.827267 110.216032 
L 69.495668 113.366714 
L 70.164069 112.585363 
L 70.83247 112.233299 
L 71.500871 113.198703 
L 72.169272 112.944572 
L 72.837673 113.933704 
L 73.506074 114.225913 
L 74.174475 111.787066 
L 74.842876 111.656327 
L 75.511277 110.947088 
L 76.179678 111.40256 
L 76.848079 111.271036 
L 77.51648 111.538471 
L 78.184881 114.17731 
L 78.853283 115.02741 
L 79.521684 111.922454 
L 80.190085 111.754723 
L 80.858486 109.818424 
L 81.526887 110.32425 
L 82.195288 113.611788 
L 82.863689 112.736309 
L 83.53209 109.592872 
L 84.200491 109.184031 
L 84.868892 112.449856 
L 85.537293 111.688973 
L 86.205694 110.472557 
L 86.874095 111.871214 
L 87.542496 111.75573 
L 88.210897 111.761728 
L 88.879298 110.751604 
L 89.547699 112.617928 
L 90.2161 112.665907 
L 90.884502 108.89307 
L 91.552903 109.943525 
L 92.221304 112.635116 
L 92.889705 113.902608 
L 93.558106 113.634792 
L 94.226507 110.977841 
L 94.894908 108.986535 
L 95.563309 111.280395 
L 96.900111 111.666149 
L 97.568512 112.971198 
L 98.236913 112.384888 
L 98.905314 110.282991 
L 99.573715 112.195363 
L 100.242116 112.9173 
L 100.910517 112.578401 
L 101.578918 114.972365 
L 102.247319 114.638475 
L 102.915721 114.067923 
L 104.252523 111.299193 
L 104.920924 113.097027 
L 105.589325 111.710285 
L 106.257726 108.988608 
L 106.926127 110.765109 
L 107.594528 111.866303 
L 108.262929 111.800651 
L 108.93133 108.300924 
L 109.599731 110.068125 
L 110.268132 111.110954 
L 110.936533 109.491757 
L 111.604934 110.179019 
L 112.273335 111.9555 
L 112.941736 112.515225 
L 114.278538 111.574072 
L 114.94694 111.880955 
L 115.615341 112.947209 
L 116.283742 110.458891 
L 116.952143 110.254755 
L 118.288945 112.190733 
L 118.957346 111.865556 
L 119.625747 111.379938 
L 120.294148 110.731901 
L 120.962549 110.754221 
L 121.63095 112.787851 
L 122.299351 111.761124 
L 122.967752 109.472518 
L 123.636153 110.539838 
L 124.304554 112.397326 
L 125.641356 110.084428 
L 126.309757 112.074969 
L 126.978159 105.116993 
L 127.64656 110.729145 
L 128.314961 111.154929 
L 128.983362 107.830177 
L 129.651763 106.458492 
L 130.320164 105.981686 
L 130.988565 110.418923 
L 131.656966 112.279589 
L 132.993768 108.390122 
L 133.662169 107.789421 
L 134.33057 109.609877 
L 134.998971 112.083966 
L 135.667372 109.567131 
L 136.335773 106.37356 
L 137.004174 107.531567 
L 137.672575 111.194355 
L 138.340976 110.580876 
L 139.009378 107.323062 
L 139.677779 106.27643 
L 140.34618 112.674582 
L 141.014581 109.839877 
L 141.682982 108.396502 
L 142.351383 108.866403 
L 143.019784 113.321391 
L 144.356586 108.632782 
L 145.024987 108.969508 
L 145.693388 110.17246 
L 146.361789 111.690542 
L 147.03019 112.645058 
L 147.698591 111.186224 
L 148.366992 110.050295 
L 149.035393 111.541047 
L 149.703794 110.278281 
L 150.372195 109.664378 
L 151.040597 113.348017 
L 151.708998 113.128301 
L 152.377399 110.16942 
L 153.0458 105.819833 
L 153.714201 111.693198 
L 154.382602 109.59257 
L 155.051003 107.10353 
L 155.719404 106.936341 
L 156.387805 112.160987 
L 157.724607 104.682574 
L 158.393008 109.338559 
L 159.061409 111.861713 
L 159.72981 108.148813 
L 160.398211 106.708515 
L 161.066612 110.517137 
L 161.735013 111.449534 
L 162.403414 109.513876 
L 163.071816 109.280335 
L 163.740217 107.044761 
L 164.408618 107.19474 
L 165.077019 111.493308 
L 165.74542 106.387909 
L 166.413821 113.23495 
L 167.082222 109.407613 
L 167.750623 107.061184 
L 168.419024 110.497372 
L 169.087425 110.478939 
L 169.755826 105.652625 
L 170.424227 105.628233 
L 171.092628 113.036145 
L 171.761029 111.208805 
L 172.42943 108.206593 
L 173.097831 106.361645 
L 173.766232 111.36591 
L 174.434633 111.747357 
L 175.103035 109.56876 
L 175.771436 106.521164 
L 176.439837 110.444201 
L 177.108238 111.265784 
L 177.776639 106.982953 
L 178.44504 107.418963 
L 179.113441 109.809407 
L 179.781842 110.457725 
L 180.450243 105.901444 
L 181.118644 104.921953 
L 181.787045 105.08773 
L 182.455446 108.77632 
L 183.123847 111.698694 
L 183.792248 108.157788 
L 184.460649 102.926784 
L 185.797451 110.310887 
L 186.465852 110.027672 
L 187.134254 106.435687 
L 188.471056 113.280274 
L 189.139457 110.8053 
L 189.807858 109.743875 
L 190.476259 111.367438 
L 191.14466 112.446272 
L 191.813061 108.996175 
L 192.481462 112.877833 
L 193.149863 110.843601 
L 193.818264 112.392414 
L 195.155066 105.492786 
L 195.823467 105.548857 
L 196.491868 107.507376 
L 197.160269 113.847827 
L 197.82867 109.336044 
L 199.165473 106.944774 
L 199.833874 110.766579 
L 200.502275 107.799323 
L 201.170676 110.354257 
L 201.839077 113.649485 
L 202.507478 109.537606 
L 203.175879 109.16596 
L 203.84428 111.068992 
L 204.512681 110.066254 
L 205.181082 103.525633 
L 205.849483 100.89919 
L 206.517884 110.562743 
L 207.186285 110.169782 
L 207.854686 107.306661 
L 208.523087 105.982672 
L 209.191488 109.198121 
L 209.859889 111.516894 
L 210.52829 105.178036 
L 211.196692 107.606717 
L 211.865093 112.105681 
L 212.533494 112.906091 
L 213.201895 110.861977 
L 213.870296 112.467445 
L 214.538697 107.472136 
L 215.207098 109.3769 
L 215.875499 116.216775 
L 216.5439 109.908607 
L 217.212301 107.382939 
L 217.880702 109.875841 
L 218.549103 111.330608 
L 219.217504 111.998571 
L 219.885905 107.822629 
L 220.554306 105.334011 
L 221.891108 111.746453 
L 222.559509 108.705879 
L 223.227911 103.269952 
L 223.896312 106.355446 
L 224.564713 113.44102 
L 225.233114 106.767727 
L 225.901515 106.085195 
L 226.569916 104.906696 
L 227.238317 109.4632 
L 227.906718 108.897156 
L 228.575119 98.802828 
L 229.24352 103.564696 
L 229.911921 107.320888 
L 230.580322 104.426874 
L 231.248723 109.323122 
L 231.917124 111.716866 
L 232.585525 110.855695 
L 233.253926 112.459194 
L 233.922327 111.561736 
L 234.590728 113.839353 
L 235.25913 113.493851 
L 235.927531 112.409905 
L 236.595932 110.119528 
L 237.264333 110.857548 
L 237.932734 110.324874 
L 238.601135 113.872179 
L 239.269536 112.163986 
L 239.937937 108.995794 
L 240.606338 110.407491 
L 241.274739 113.752247 
L 241.94314 111.752208 
L 242.611541 111.65178 
L 243.279942 113.084549 
L 243.948343 112.173384 
L 244.616744 110.581963 
L 245.285145 108.43134 
L 245.953546 112.684765 
L 246.621947 109.420614 
L 247.290349 110.256144 
L 247.95875 111.835852 
L 248.627151 112.829753 
L 249.295552 111.558415 
L 249.963953 109.181356 
L 250.632354 113.069352 
L 251.300755 113.890413 
L 251.969156 112.806567 
L 252.637557 109.956287 
L 253.305958 109.631413 
L 253.974359 111.883107 
L 254.64276 112.118963 
L 255.311161 110.925714 
L 255.979562 111.539315 
L 256.647963 113.244691 
L 257.316364 111.350714 
L 257.984765 111.895182 
L 258.653166 112.228549 
L 259.321568 112.156558 
L 259.989969 112.694165 
L 260.65837 111.756414 
L 261.326771 110.048121 
L 261.995172 110.248114 
L 262.663573 112.685813 
L 263.331974 110.047538 
L 264.000375 109.203795 
L 264.668776 113.848388 
L 266.005578 110.667034 
L 266.673979 112.460945 
L 267.34238 113.590738 
L 268.010781 113.249158 
L 268.679182 110.551572 
L 269.347583 108.781029 
L 270.015984 110.467627 
L 270.684385 111.397527 
L 271.352787 109.073742 
L 272.021188 112.531647 
L 272.689589 109.584921 
L 273.35799 109.68855 
L 274.026391 114.621952 
L 274.694792 109.673879 
L 275.363193 108.605791 
L 276.031594 111.441423 
L 276.699995 113.029242 
L 277.368396 113.680055 
L 278.036797 111.699599 
L 278.705198 109.271741 
L 279.373599 113.130657 
L 280.042 113.615733 
L 280.710401 113.285144 
L 281.378802 109.893977 
L 282.047203 110.096866 
L 282.715604 114.323121 
L 283.384006 111.245878 
L 284.052407 109.134984 
L 285.389209 111.832169 
L 286.05761 111.984804 
L 286.726011 110.527 
L 287.394412 111.247449 
L 288.062813 112.381548 
L 288.731214 110.219575 
L 289.399615 109.522208 
L 290.068016 110.043814 
L 290.736417 111.061725 
L 291.404818 111.779902 
L 292.073219 108.407027 
L 292.74162 108.629863 
L 293.410021 109.545776 
L 294.078422 110.184576 
L 294.746823 108.613018 
L 295.415225 108.160022 
L 296.083626 112.772153 
L 296.752027 110.236099 
L 297.420428 108.484593 
L 298.088829 109.642924 
L 298.75723 113.285465 
L 299.425631 108.118381 
L 300.094032 109.328014 
L 300.762433 112.909131 
L 301.430834 112.165958 
L 302.099235 109.135528 
L 302.767636 112.885441 
L 303.436037 113.344937 
L 304.104438 110.729869 
L 304.772839 110.544348 
L 305.44124 112.386599 
L 306.109641 110.310483 
L 306.778042 110.681103 
L 307.446444 112.357355 
L 308.114845 113.410771 
L 308.783246 106.971804 
L 309.451647 108.586893 
L 310.120048 112.090787 
L 310.788449 109.88824 
L 311.45685 108.993983 
L 312.125251 113.043894 
L 312.793652 107.891824 
L 313.462053 107.893573 
L 314.130454 110.604604 
L 314.798855 110.998369 
L 315.467256 111.787227 
L 316.135657 109.933926 
L 316.804058 109.74907 
L 317.472459 109.431199 
L 318.14086 109.354581 
L 318.809261 111.998832 
L 319.477663 109.286112 
L 320.146064 108.757683 
L 320.814465 110.110875 
L 321.482866 113.584538 
L 322.151267 108.348302 
L 322.819668 109.227907 
L 323.488069 112.977477 
L 324.15647 111.63101 
L 324.824871 107.822509 
L 325.493272 107.321332 
L 326.161673 110.413952 
L 327.498475 107.786463 
L 328.166876 109.677501 
L 328.835277 112.246905 
L 329.503678 110.619537 
L 330.172079 108.295229 
L 330.84048 109.665263 
L 331.508882 112.117192 
L 332.177283 107.84497 
L 332.845684 107.489324 
L 334.182486 113.129488 
L 334.850887 110.496549 
L 335.519288 110.144806 
L 336.187689 112.77634 
L 336.85609 112.474107 
L 337.524491 109.408637 
L 338.192892 109.295812 
L 338.861293 112.360577 
L 339.529694 109.668766 
L 340.198095 108.020045 
L 341.534897 110.83559 
L 342.203298 109.76026 
L 342.871699 106.417816 
L 343.540101 110.783746 
L 344.208502 109.847284 
L 344.876903 111.390867 
L 345.545304 113.286552 
L 346.882106 108.691429 
L 347.550507 109.692213 
L 348.218908 111.637006 
L 348.887309 107.869603 
L 349.55571 105.765071 
L 350.892512 112.470746 
L 351.560913 108.025863 
L 352.229314 108.243142 
L 352.897715 110.52551 
L 353.566116 110.332501 
L 354.234517 109.178558 
L 354.902918 110.469296 
L 355.57132 112.451788 
L 356.239721 109.807656 
L 356.908122 109.346368 
L 357.576523 110.82142 
L 358.244924 108.771348 
L 358.913325 109.441122 
L 359.581726 112.485902 
L 360.250127 109.113489 
L 360.918528 106.3672 
L 362.25533 110.54662 
L 362.923731 111.382777 
L 363.592132 113.102238 
L 364.260533 100.675692 
L 364.928934 104.225996 
L 365.597335 110.138748 
L 366.265736 107.611266 
L 366.934137 107.094835 
L 367.602539 111.640811 
L 368.27094 114.363776 
L 368.939341 112.397949 
L 369.607742 113.352305 
L 370.276143 112.504839 
L 370.944544 110.729044 
L 371.612945 109.751203 
L 372.281346 114.224303 
L 372.281346 114.224303 
" 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: 1.876 $\bullet$ mean: 1.296 $\bullet$ $\sigma$: 0.115 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.78125 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1267.404297 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1331.027344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.814453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.412109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.199219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.578125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.269531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.056641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.679688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.466797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.089844 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1808.712891 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.50 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 107.135849)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-35"/>
     <use x="159.033203" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
    <g id="xtick_25"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#p38acc8a486)" d="M 18.697188 131.366962 
L 372.281346 131.366962 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p38acc8a486)" d="M 19.365589 142.535623 
L 20.03399 135.971447 
L 20.702391 140.650503 
L 21.370792 139.006507 
L 22.039193 135.4226 
L 22.707594 142.486871 
L 23.375995 135.76989 
L 24.712797 134.576878 
L 25.381198 142.904616 
L 26.049599 140.710872 
L 26.718 136.508197 
L 27.386401 138.360015 
L 28.054802 145.134894 
L 28.723203 138.767114 
L 29.391604 136.755287 
L 30.060005 138.151275 
L 30.728407 141.108291 
L 31.396808 143.127215 
L 32.73361 139.321572 
L 33.402011 136.045409 
L 34.738813 144.341143 
L 35.407214 138.351309 
L 36.075615 134.840604 
L 36.744016 136.748143 
L 37.412417 142.5588 
L 38.080818 143.823383 
L 38.749219 142.419607 
L 39.41762 139.149902 
L 40.086021 137.304093 
L 40.754422 139.263129 
L 42.091224 144.745626 
L 42.759626 141.372544 
L 43.428027 137.296128 
L 44.096428 139.835719 
L 44.764829 143.986978 
L 45.43323 136.55755 
L 46.101631 137.231967 
L 46.770032 142.334687 
L 47.438433 140.755692 
L 48.106834 136.167026 
L 48.775235 136.742698 
L 49.443636 138.373167 
L 50.112037 145.105538 
L 50.780438 139.45596 
L 51.448839 137.57095 
L 52.11724 138.830925 
L 52.785641 144.534844 
L 53.454042 139.845923 
L 54.122443 136.908996 
L 54.790845 136.902955 
L 55.459246 142.946624 
L 56.127647 142.604733 
L 57.464449 137.82706 
L 58.13285 144.081426 
L 58.801251 143.058198 
L 59.469652 136.380709 
L 60.138053 136.578639 
L 60.806454 142.095437 
L 61.474855 145.036306 
L 62.811657 134.402889 
L 63.480058 133.444333 
L 64.148459 133.340661 
L 64.81686 142.190911 
L 65.485261 138.018217 
L 66.153662 135.549805 
L 66.822064 137.329215 
L 67.490465 143.816605 
L 68.158866 139.748209 
L 68.827267 137.100998 
L 69.495668 142.524069 
L 70.164069 143.379431 
L 70.83247 139.52547 
L 71.500871 138.834993 
L 72.169272 139.733468 
L 72.837673 143.373435 
L 73.506074 142.543891 
L 74.174475 138.327705 
L 74.842876 137.341832 
L 75.511277 139.513104 
L 76.179678 145.593663 
L 76.848079 139.589679 
L 77.51648 137.742772 
L 78.184881 140.758675 
L 78.853283 145.129502 
L 79.521684 143.136383 
L 80.190085 139.379031 
L 80.858486 136.467153 
L 81.526887 137.252602 
L 82.863689 145.196202 
L 83.53209 136.770164 
L 84.200491 132.651511 
L 84.868892 142.027128 
L 85.537293 139.026962 
L 86.205694 134.406478 
L 86.874095 140.564332 
L 87.542496 143.899962 
L 88.210897 140.385678 
L 88.879298 137.558845 
L 89.547699 140.162596 
L 90.2161 144.737731 
L 90.884502 136.860557 
L 91.552903 134.477554 
L 92.221304 140.098327 
L 92.889705 144.224994 
L 93.558106 143.217904 
L 94.226507 135.49701 
L 94.894908 134.254022 
L 95.563309 142.797195 
L 96.23171 137.007557 
L 96.900111 135.598499 
L 97.568512 143.549396 
L 98.236913 138.798761 
L 98.905314 136.222915 
L 99.573715 144.208752 
L 100.242116 138.32177 
L 100.910517 134.072379 
L 101.578918 140.25949 
L 102.247319 145.083421 
L 102.915721 140.716894 
L 103.584122 135.426316 
L 104.252523 137.301063 
L 104.920924 142.411808 
L 105.589325 139.252611 
L 106.257726 132.837269 
L 106.926127 139.246244 
L 107.594528 143.469589 
L 108.262929 139.313371 
L 108.93133 133.609652 
L 109.599731 134.136617 
L 110.268132 144.523325 
L 110.936533 135.88739 
L 111.604934 138.154701 
L 112.273335 140.895504 
L 112.941736 142.037192 
L 113.610137 135.22829 
L 114.278538 136.312147 
L 114.94694 141.661172 
L 115.615341 142.545767 
L 116.283742 135.10818 
L 116.952143 134.254371 
L 117.620544 140.914643 
L 118.288945 142.902874 
L 119.625747 134.615096 
L 120.294148 132.296751 
L 120.962549 135.271952 
L 121.63095 140.751496 
L 122.299351 140.567098 
L 122.967752 134.155045 
L 123.636153 137.108096 
L 124.304554 145.084976 
L 124.972955 136.73195 
L 125.641356 137.002463 
L 126.309757 144.27761 
L 126.978159 131.945192 
L 128.314961 142.703754 
L 128.983362 137.251505 
L 129.651763 134.067241 
L 130.320164 132.382939 
L 130.988565 135.616387 
L 131.656966 143.950977 
L 132.325367 139.964824 
L 133.662169 134.411819 
L 134.33057 135.801403 
L 134.998971 144.316527 
L 135.667372 138.595782 
L 136.335773 131.215838 
L 137.004174 131.068232 
L 137.672575 137.672597 
L 138.340976 142.907353 
L 139.009378 134.656101 
L 139.677779 131.083518 
L 140.34618 140.466746 
L 141.014581 139.306228 
L 141.682982 135.865437 
L 142.351383 136.538461 
L 143.019784 141.590066 
L 143.688185 141.093068 
L 144.356586 136.016239 
L 145.024987 134.791336 
L 145.693388 134.458326 
L 146.361789 140.206536 
L 147.03019 142.44925 
L 147.698591 134.940044 
L 148.366992 137.78957 
L 149.035393 143.748542 
L 149.703794 133.612638 
L 150.372195 132.472716 
L 151.040597 138.799001 
L 151.708998 142.549594 
L 152.377399 135.425498 
L 153.0458 130.344759 
L 153.714201 140.014662 
L 154.382602 140.066212 
L 155.051003 132.561348 
L 155.719404 130.490597 
L 156.387805 139.10627 
L 157.056206 136.7074 
L 157.724607 130.269688 
L 158.393008 135.394515 
L 159.061409 142.911347 
L 160.398211 133.029167 
L 161.735013 143.066076 
L 162.403414 138.19896 
L 163.740217 133.570244 
L 164.408618 135.766533 
L 165.077019 143.01821 
L 165.74542 132.948589 
L 166.413821 139.534374 
L 167.082222 138.026358 
L 167.750623 132.805898 
L 168.419024 137.79053 
L 169.087425 141.175456 
L 169.755826 133.490313 
L 170.424227 131.375369 
L 171.092628 139.708463 
L 171.761029 140.750486 
L 172.42943 136.558173 
L 173.097831 133.378043 
L 173.766232 138.929227 
L 174.434633 141.1567 
L 175.103035 135.889046 
L 175.771436 132.979973 
L 177.108238 141.670619 
L 177.776639 134.753707 
L 178.44504 132.927077 
L 179.113441 135.490199 
L 179.781842 142.309823 
L 180.450243 132.950719 
L 181.118644 129.865383 
L 181.787045 129.826698 
L 183.123847 142.847344 
L 184.460649 128.438189 
L 185.12905 131.388919 
L 185.797451 141.327689 
L 186.465852 143.190178 
L 187.134254 133.819181 
L 187.802655 137.994571 
L 188.471056 143.837458 
L 189.139457 137.924296 
L 189.807858 136.502187 
L 190.476259 139.555301 
L 191.14466 143.811658 
L 191.813061 136.281257 
L 193.149863 135.526951 
L 193.818264 142.414447 
L 194.486665 138.89425 
L 195.155066 132.209751 
L 195.823467 129.423215 
L 196.491868 132.748237 
L 197.160269 143.238438 
L 198.497071 136.061231 
L 199.165473 134.922076 
L 199.833874 143.548196 
L 200.502275 136.64373 
L 201.170676 137.620906 
L 201.839077 142.728532 
L 202.507478 136.179427 
L 203.175879 133.625381 
L 203.84428 142.326701 
L 204.512681 139.26843 
L 205.181082 129.469177 
L 205.849483 127.009643 
L 206.517884 139.006401 
L 207.186285 139.860586 
L 207.854686 133.928184 
L 208.523087 131.094192 
L 209.191488 134.542075 
L 209.859889 142.93785 
L 210.52829 133.968445 
L 211.196692 132.655817 
L 211.865093 140.859238 
L 212.533494 140.110395 
L 213.201895 143.36163 
L 213.870296 141.723183 
L 214.538697 132.40146 
L 215.207098 131.489989 
L 215.875499 142.378056 
L 216.5439 139.485756 
L 217.212301 130.631524 
L 217.880702 132.793356 
L 219.217504 142.217836 
L 219.885905 133.647091 
L 220.554306 130.217177 
L 221.222707 134.383553 
L 221.891108 141.195371 
L 222.559509 136.269435 
L 223.227911 130.181875 
L 223.896312 133.87777 
L 224.564713 144.469918 
L 225.233114 136.767905 
L 225.901515 133.850399 
L 226.569916 132.50669 
L 227.238317 140.242493 
L 227.906718 141.025641 
L 228.575119 124.892763 
L 229.24352 127.810633 
L 229.911921 137.593648 
L 230.580322 131.010928 
L 231.248723 138.229014 
L 231.917124 140.668402 
L 232.585525 139.063109 
L 233.253926 143.305377 
L 233.922327 138.551823 
L 234.590728 141.598612 
L 235.25913 142.960642 
L 235.927531 141.118755 
L 236.595932 135.07312 
L 237.264333 135.568434 
L 237.932734 136.915929 
L 238.601135 143.039019 
L 239.269536 138.432075 
L 239.937937 130.49246 
L 240.606338 134.367081 
L 241.274739 142.717226 
L 241.94314 140.36895 
L 242.611541 136.045445 
L 243.279942 139.309386 
L 243.948343 145.830516 
L 245.285145 133.228498 
L 245.953546 142.129391 
L 247.290349 135.374511 
L 248.627151 141.997046 
L 249.295552 136.463336 
L 249.963953 134.504573 
L 250.632354 138.162423 
L 251.300755 142.949795 
L 251.969156 142.029087 
L 252.637557 134.115568 
L 253.305958 134.033246 
L 253.974359 142.345551 
L 254.64276 140.317089 
L 255.311161 134.439688 
L 255.979562 136.795431 
L 256.647963 143.252954 
L 257.316364 137.567958 
L 257.984765 137.278124 
L 258.653166 138.774094 
L 259.989969 144.16371 
L 260.65837 139.936407 
L 261.326771 131.52214 
L 261.995172 136.835824 
L 262.663573 143.962726 
L 263.331974 138.229688 
L 264.000375 133.591379 
L 264.668776 140.969863 
L 265.337177 141.463218 
L 266.005578 134.260615 
L 266.673979 133.532837 
L 267.34238 141.518865 
L 268.010781 142.625044 
L 268.679182 135.457828 
L 269.347583 132.22597 
L 270.015984 139.071066 
L 270.684385 141.259915 
L 271.352787 133.8796 
L 272.021188 138.965406 
L 272.689589 139.142672 
L 273.35799 134.349661 
L 274.026391 142.569705 
L 275.363193 132.422227 
L 276.031594 136.776393 
L 276.699995 143.01196 
L 277.368396 143.279409 
L 278.036797 134.622685 
L 278.705198 132.006113 
L 279.373599 140.244515 
L 280.042 142.950817 
L 280.710401 139.479181 
L 281.378802 134.457183 
L 282.047203 132.870509 
L 282.715604 141.227582 
L 283.384006 139.176935 
L 284.052407 132.588577 
L 284.720808 132.700046 
L 285.389209 138.021198 
L 286.05761 144.312476 
L 286.726011 136.530013 
L 287.394412 135.226949 
L 288.062813 142.2014 
L 288.731214 142.488528 
L 289.399615 135.064899 
L 290.068016 132.94339 
L 290.736417 136.316184 
L 291.404818 143.63629 
L 292.073219 135.645469 
L 292.74162 131.397111 
L 293.410021 135.237839 
L 294.078422 141.952604 
L 294.746823 136.458686 
L 295.415225 132.872985 
L 296.083626 139.860856 
L 296.752027 140.272796 
L 297.420428 133.932859 
L 298.088829 135.794937 
L 298.75723 142.557675 
L 299.425631 136.8386 
L 300.094032 135.267665 
L 300.762433 143.411277 
L 302.099235 133.158812 
L 303.436037 142.989817 
L 304.104438 134.302404 
L 304.772839 135.988312 
L 305.44124 144.59376 
L 306.109641 137.586961 
L 306.778042 134.727246 
L 307.446444 137.583937 
L 308.114845 143.680639 
L 308.783246 133.50379 
L 309.451647 133.416836 
L 310.120048 143.86509 
L 310.788449 135.959236 
L 311.45685 132.984424 
L 312.125251 144.381105 
L 312.793652 135.356332 
L 313.462053 130.832055 
L 314.130454 134.578262 
L 314.798855 137.273554 
L 315.467256 145.142288 
L 316.135657 138.247858 
L 316.804058 133.036372 
L 317.472459 131.946511 
L 318.14086 135.014431 
L 318.809261 144.300471 
L 319.477663 136.515685 
L 320.146064 133.449594 
L 320.814465 135.004218 
L 321.482866 145.17245 
L 322.151267 137.770014 
L 322.819668 135.671113 
L 323.488069 143.838736 
L 324.15647 139.965225 
L 324.824871 131.130953 
L 325.493272 130.459873 
L 326.161673 142.512082 
L 326.830074 139.859466 
L 327.498475 132.914099 
L 328.166876 135.856133 
L 328.835277 143.32494 
L 329.503678 135.491541 
L 330.172079 132.98985 
L 330.84048 135.572132 
L 331.508882 144.895066 
L 332.177283 134.540517 
L 332.845684 132.104717 
L 333.514085 136.691047 
L 334.182486 143.887652 
L 335.519288 134.403135 
L 336.187689 138.818053 
L 336.85609 142.324283 
L 337.524491 134.597634 
L 338.192892 134.784703 
L 338.861293 144.729834 
L 339.529694 135.948704 
L 340.198095 131.331877 
L 340.866496 132.419393 
L 341.534897 138.496482 
L 342.203298 141.558507 
L 342.871699 133.345046 
L 343.540101 140.808212 
L 344.208502 141.722043 
L 344.876903 139.919175 
L 345.545304 144.778111 
L 346.882106 131.15439 
L 347.550507 132.455968 
L 348.218908 141.99118 
L 348.887309 136.549941 
L 349.55571 129.142859 
L 350.224111 136.265986 
L 350.892512 142.14437 
L 351.560913 132.593449 
L 352.229314 132.815209 
L 352.897715 139.184445 
L 353.566116 141.521965 
L 354.234517 135.390826 
L 354.902918 134.478749 
L 355.57132 143.815659 
L 356.239721 137.495402 
L 356.908122 134.339456 
L 357.576523 141.266044 
L 358.244924 137.292035 
L 358.913325 134.825036 
L 359.581726 142.044576 
L 360.250127 138.220392 
L 360.918528 133.156695 
L 361.586929 141.303237 
L 362.25533 140.508067 
L 362.923731 143.142181 
L 363.592132 143.119806 
L 364.260533 132.143021 
L 364.928934 131.60853 
L 365.597335 139.383299 
L 366.934137 131.361358 
L 367.602539 138.917573 
L 368.27094 143.392784 
L 368.939341 137.863188 
L 369.607742 140.235196 
L 370.276143 144.087663 
L 371.612945 133.327524 
L 372.281346 138.56993 
L 372.281346 138.56993 
" 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: 0.528 $\bullet$ mean: 0.212 $\bullet$ $\sigma$: 0.098 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.37 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 132.194775)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-37"/>
    </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(#p6cce801911)">
    <image height="948" id="imageed9d90fd16" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QhGSz2zy4k1XsY/tJAkAAAAA4CGWbxYybqgpWMiwgWYujAkAwNccI6INgK4m6D4AAAAASUVORK5CYII="/>
   </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(#p1be1dad55d)">
    <image height="128.16" id="imageb62c3f5cfc" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
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" y="-149.952"/>
   </g>
   <g id="matplotlib.axis_13">
    <g id="xtick_26">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="mde8ba7141b" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mde8ba7141b" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-30"/>
       <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
       <use x="95.410156" xlink:href="#DejaVuSans-30"/>
       <use x="159.033203" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_27">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#mde8ba7141b" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 106.00 -->
      <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-30"/>
       <use x="127.246094" xlink:href="#DejaVuSans-36"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_28">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#mde8ba7141b" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 212.00 -->
      <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_29">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#mde8ba7141b" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 318.00 -->
      <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-33"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-38"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_30">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#mde8ba7141b" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 424.00 -->
      <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-34"/>
       <use x="63.623047" xlink:href="#DejaVuSans-32"/>
       <use x="127.246094" xlink:href="#DejaVuSans-34"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="text_21">
     <!-- time (s) -->
     <defs>
      <path d="M 18.3125 70.21875 
L 18.3125 54.6875 
L 36.8125 54.6875 
L 36.8125 47.703125 
L 18.3125 47.703125 
L 18.3125 18.015625 
Q 18.3125 11.328125 20.140625 9.421875 
Q 21.96875 7.515625 27.59375 7.515625 
L 36.8125 7.515625 
L 36.8125 0 
L 27.59375 0 
Q 17.1875 0 13.234375 3.875 
Q 9.28125 7.765625 9.28125 18.015625 
L 9.28125 47.703125 
L 2.6875 47.703125 
L 2.6875 54.6875 
L 9.28125 54.6875 
L 9.28125 70.21875 
z
" id="DejaVuSans-74"/>
      <path d="M 9.421875 54.6875 
L 18.40625 54.6875 
L 18.40625 0 
L 9.421875 0 
z
M 9.421875 75.984375 
L 18.40625 75.984375 
L 18.40625 64.59375 
L 9.421875 64.59375 
z
" id="DejaVuSans-69"/>
      <path d="M 31 75.875 
Q 24.46875 64.65625 21.28125 53.65625 
Q 18.109375 42.671875 18.109375 31.390625 
Q 18.109375 20.125 21.3125 9.0625 
Q 24.515625 -2 31 -13.1875 
L 23.1875 -13.1875 
Q 15.875 -1.703125 12.234375 9.375 
Q 8.59375 20.453125 8.59375 31.390625 
Q 8.59375 42.28125 12.203125 53.3125 
Q 15.828125 64.359375 23.1875 75.875 
z
" id="DejaVuSans-28"/>
      <path d="M 44.28125 53.078125 
L 44.28125 44.578125 
Q 40.484375 46.53125 36.375 47.5 
Q 32.28125 48.484375 27.875 48.484375 
Q 21.1875 48.484375 17.84375 46.4375 
Q 14.5 44.390625 14.5 40.28125 
Q 14.5 37.15625 16.890625 35.375 
Q 19.28125 33.59375 26.515625 31.984375 
L 29.59375 31.296875 
Q 39.15625 29.25 43.1875 25.515625 
Q 47.21875 21.78125 47.21875 15.09375 
Q 47.21875 7.46875 41.1875 3.015625 
Q 35.15625 -1.421875 24.609375 -1.421875 
Q 20.21875 -1.421875 15.453125 -0.5625 
Q 10.6875 0.296875 5.421875 2 
L 5.421875 11.28125 
Q 10.40625 8.6875 15.234375 7.390625 
Q 20.0625 6.109375 24.8125 6.109375 
Q 31.15625 6.109375 34.5625 8.28125 
Q 37.984375 10.453125 37.984375 14.40625 
Q 37.984375 18.0625 35.515625 20.015625 
Q 33.0625 21.96875 24.703125 23.78125 
L 21.578125 24.515625 
Q 13.234375 26.265625 9.515625 29.90625 
Q 5.8125 33.546875 5.8125 39.890625 
Q 5.8125 47.609375 11.28125 51.796875 
Q 16.75 56 26.8125 56 
Q 31.78125 56 36.171875 55.265625 
Q 40.578125 54.546875 44.28125 53.078125 
z
" id="DejaVuSans-73"/>
      <path d="M 8.015625 75.875 
L 15.828125 75.875 
Q 23.140625 64.359375 26.78125 53.3125 
Q 30.421875 42.28125 30.421875 31.390625 
Q 30.421875 20.453125 26.78125 9.375 
Q 23.140625 -1.703125 15.828125 -13.1875 
L 8.015625 -13.1875 
Q 14.5 -2 17.703125 9.0625 
Q 20.90625 20.125 20.90625 31.390625 
Q 20.90625 42.671875 17.703125 53.65625 
Q 14.5 64.65625 8.015625 75.875 
z
" id="DejaVuSans-29"/>
     </defs>
     <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
      <use xlink:href="#DejaVuSans-74"/>
      <use x="39.208984" xlink:href="#DejaVuSans-69"/>
      <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
      <use x="164.404297" xlink:href="#DejaVuSans-65"/>
      <use x="225.927734" xlink:href="#DejaVuSans-20"/>
      <use x="257.714844" xlink:href="#DejaVuSans-28"/>
      <use x="296.728516" xlink:href="#DejaVuSans-73"/>
      <use x="348.828125" xlink:href="#DejaVuSans-29"/>
     </g>
    </g>
   </g>
   <g id="matplotlib.axis_14"/>
  </g>
 </g>
 <defs>
  <clipPath id="p17aa08eb77">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pb62ba6be88">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pf1492baaf3">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p73955fc281">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p38acc8a486">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p6cce801911">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p1be1dad55d">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>