highspeed-fmriprep/fmriprep/sub-13/figures/sub-13_ses-02_task-highspeed_rec-prenorm_run-03_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p348e0d83db)" d="M 18.697188 22.581752 
L 372.281346 22.581752 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p348e0d83db)" d="M 18.697188 23.188595 
L 19.365589 23.455354 
L 20.03399 23.560794 
L 20.702391 23.402023 
L 24.044396 23.495503 
L 25.381198 23.361803 
L 26.049599 23.264693 
L 28.723203 23.409302 
L 30.060005 23.410485 
L 32.065209 23.317392 
L 34.738813 23.141881 
L 35.407214 23.279823 
L 38.749219 23.281576 
L 40.754422 23.412453 
L 42.759626 23.309725 
L 43.428027 23.395457 
L 44.096428 23.364566 
L 44.764829 23.469669 
L 48.775235 23.354391 
L 50.112037 23.374608 
L 52.11724 23.438257 
L 54.122443 23.151719 
L 56.796048 23.219915 
L 58.13285 23.234576 
L 58.801251 23.149823 
L 59.469652 23.225492 
L 60.138053 23.168317 
L 60.806454 23.350343 
L 65.485261 23.13297 
L 66.153662 23.244659 
L 66.822064 23.243262 
L 67.490465 23.089742 
L 69.495668 23.092719 
L 72.837673 23.142533 
L 73.506074 23.038501 
L 74.174475 23.127047 
L 74.842876 23.069678 
L 75.511277 23.140423 
L 76.179678 22.972578 
L 76.848079 23.036339 
L 77.51648 22.9758 
L 78.184881 23.043435 
L 79.521684 22.952412 
L 80.190085 22.912549 
L 80.858486 22.986597 
L 81.526887 22.939892 
L 82.863689 22.966573 
L 86.205694 22.991694 
L 86.874095 23.139699 
L 87.542496 23.011269 
L 88.210897 23.052703 
L 88.879298 22.874255 
L 89.547699 23.028448 
L 92.221304 22.949466 
L 94.226507 23.017947 
L 94.894908 23.144409 
L 101.578918 23.12097 
L 102.915721 22.880637 
L 103.584122 22.924334 
L 104.920924 23.299347 
L 106.257726 23.139617 
L 107.594528 22.927821 
L 108.262929 22.865222 
L 108.93133 22.954053 
L 110.268132 22.833311 
L 110.936533 22.769346 
L 111.604934 22.940983 
L 112.273335 22.938037 
L 112.941736 23.109154 
L 113.610137 23.035748 
L 115.615341 23.079119 
L 116.283742 22.992163 
L 117.620544 23.292189 
L 118.288945 23.001176 
L 118.957346 22.889915 
L 124.304554 23.068913 
L 124.972955 22.958753 
L 125.641356 23.080923 
L 126.309757 22.986515 
L 126.978159 23.134591 
L 128.314961 22.905422 
L 130.320164 22.926914 
L 132.993768 23.013737 
L 133.662169 22.948609 
L 134.33057 23.155308 
L 135.667372 23.219681 
L 136.335773 22.972038 
L 137.672575 22.851357 
L 139.677779 23.145459 
L 141.014581 23.112202 
L 143.019784 23.04054 
L 143.688185 22.855486 
L 144.356586 22.898581 
L 145.024987 22.675488 
L 145.693388 22.770763 
L 146.361789 22.655251 
L 147.03019 22.88754 
L 147.698591 22.77946 
L 149.035393 23.301467 
L 149.703794 22.548823 
L 151.040597 22.711029 
L 151.708998 23.055935 
L 152.377399 23.131624 
L 154.382602 23.01498 
L 155.051003 22.989502 
L 155.719404 23.083003 
L 156.387805 22.833688 
L 157.056206 23.047829 
L 157.724607 22.829162 
L 158.393008 22.983752 
L 159.061409 22.876977 
L 159.72981 23.135917 
L 160.398211 23.088447 
L 161.066612 23.250277 
L 161.735013 22.974373 
L 162.403414 22.984619 
L 163.071816 22.788962 
L 163.740217 22.98679 
L 164.408618 22.974556 
L 165.077019 23.205662 
L 165.74542 23.099326 
L 166.413821 23.276784 
L 168.419024 23.026307 
L 170.424227 23.141004 
L 171.092628 23.050042 
L 171.761029 23.21547 
L 172.42943 23.028204 
L 173.097831 23.086551 
L 173.766232 22.857239 
L 174.434633 23.053641 
L 175.103035 22.975147 
L 175.771436 23.263704 
L 176.439837 22.894044 
L 177.108238 23.108501 
L 177.776639 22.646116 
L 178.44504 23.550456 
L 179.113441 22.776309 
L 179.781842 22.613705 
L 180.450243 22.852121 
L 185.12905 23.05151 
L 187.134254 22.840132 
L 187.802655 23.20608 
L 188.471056 22.699712 
L 189.139457 22.671115 
L 190.476259 22.972425 
L 191.813061 23.139026 
L 194.486665 22.96955 
L 195.155066 23.026287 
L 195.823467 23.234209 
L 199.833874 23.469567 
L 200.502275 23.244802 
L 201.170676 23.294167 
L 201.839077 23.125548 
L 203.84428 23.219467 
L 207.854686 22.885358 
L 209.191488 22.906187 
L 210.52829 22.896175 
L 211.196692 22.788421 
L 212.533494 22.761067 
L 213.201895 22.726699 
L 213.870296 22.575463 
L 214.538697 22.802073 
L 215.207098 22.443985 
L 215.875499 22.812074 
L 216.5439 22.331898 
L 217.212301 23.452561 
L 217.880702 23.401289 
L 218.549103 21.905084 
L 219.217504 22.709632 
L 219.885905 22.387839 
L 220.554306 22.716545 
L 221.222707 22.613409 
L 221.891108 22.759548 
L 222.559509 22.693901 
L 223.896312 22.786443 
L 225.233114 22.621994 
L 226.569916 22.614745 
L 229.24352 22.844465 
L 232.585525 22.884817 
L 233.253926 22.683369 
L 234.590728 22.540493 
L 238.601135 22.914965 
L 239.269536 22.850776 
L 239.937937 23.003521 
L 240.606338 22.724324 
L 241.274739 23.74647 
L 241.94314 23.387974 
L 242.611541 24.224291 
L 243.279942 23.028917 
L 243.948343 22.600462 
L 244.616744 23.281556 
L 245.285145 22.922948 
L 245.953546 23.137201 
L 246.621947 22.911111 
L 247.290349 22.964269 
L 247.95875 23.573415 
L 248.627151 23.580746 
L 249.295552 22.53564 
L 249.963953 23.184191 
L 250.632354 22.946203 
L 251.300755 23.204184 
L 251.969156 22.99354 
L 252.637557 23.247493 
L 253.305958 23.176585 
L 253.974359 23.516852 
L 254.64276 23.588892 
L 255.311161 23.783244 
L 255.979562 23.596304 
L 256.647963 23.688734 
L 257.316364 23.580868 
L 257.984765 23.616929 
L 258.653166 23.446321 
L 260.65837 23.287897 
L 261.326771 23.163046 
L 261.995172 23.166135 
L 262.663573 23.056037 
L 264.000375 22.999137 
L 266.673979 22.89435 
L 267.34238 22.662459 
L 271.352787 22.498764 
L 272.021188 22.585464 
L 272.689589 22.49019 
L 273.35799 22.557662 
L 274.026391 22.504494 
L 275.363193 22.639958 
L 276.699995 22.562066 
L 279.373599 22.666843 
L 282.047203 22.819751 
L 284.720808 22.742023 
L 287.394412 22.980398 
L 288.062813 22.974046 
L 288.731214 22.832536 
L 291.404818 23.031741 
L 292.073219 22.922203 
L 296.083626 23.06145 
L 298.75723 22.890303 
L 299.425631 22.992653 
L 301.430834 22.818457 
L 303.436037 22.80295 
L 304.104438 22.914893 
L 304.772839 22.894686 
L 305.44124 23.013288 
L 308.114845 22.951148 
L 308.783246 22.959059 
L 310.788449 22.730614 
L 312.793652 22.793356 
L 313.462053 22.592795 
L 314.130454 22.553951 
L 314.798855 22.299803 
L 315.467256 22.535426 
L 316.135657 22.368122 
L 316.804058 22.605437 
L 317.472459 22.495756 
L 318.14086 22.679189 
L 318.809261 22.507766 
L 319.477663 22.707155 
L 320.146064 22.658156 
L 320.814465 22.857769 
L 322.819668 22.682727 
L 324.824871 22.767694 
L 327.498475 23.030385 
L 328.835277 22.94761 
L 330.84048 22.793356 
L 331.508882 22.918543 
L 332.177283 22.871727 
L 332.845684 23.043425 
L 333.514085 22.785332 
L 334.182486 24.026931 
L 334.850887 24.448036 
L 335.519288 22.523029 
L 336.187689 22.991317 
L 336.85609 22.736721 
L 337.524491 23.034443 
L 338.192892 22.960058 
L 338.861293 23.148385 
L 339.529694 22.909306 
L 341.534897 22.816132 
L 342.871699 23.018559 
L 345.545304 22.948477 
L 347.550507 22.940565 
L 348.218908 22.808088 
L 353.566116 22.998729 
L 354.234517 23.244506 
L 356.908122 22.878558 
L 357.576523 23.003093 
L 358.244924 22.830783 
L 358.913325 22.918707 
L 359.581726 22.816061 
L 360.918528 22.980429 
L 361.586929 22.789584 
L 365.597335 22.690384 
L 366.934137 22.876284 
L 368.27094 22.890761 
L 368.939341 23.148599 
L 370.276143 23.020272 
L 370.944544 23.161639 
L 371.612945 24.656172 
L 372.281346 25.698587 
L 372.281346 25.698587 
" 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: 592.980 $\bullet$ mean: 586.347 $\bullet$ $\sigma$: 1.801 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 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 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 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 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 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 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"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.894531 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(410.501953 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.912109 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.535156 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.158203 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(696.78125 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.568359 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.166016 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.953125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.365234 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.888672 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.167969 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.546875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.238281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.025391 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.648438 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1299.271484 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1362.894531 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.681641 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1458.304688 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.927734 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1585.550781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.337891 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.935547 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.722656 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.101562 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.792969 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.580078 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.203125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.958984 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.582031 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(2063.205078 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 588.93 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.409565)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-38"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-39"/>
     <use x="286.279297" xlink:href="#DejaVuSans-33"/>
    </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(#p81b76e859f)" d="M 18.697188 49.165828 
L 372.281346 49.165828 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p81b76e859f)" d="M 18.697188 48.632697 
L 19.365589 49.806798 
L 20.03399 50.214471 
L 22.707594 50.507627 
L 23.375995 50.363201 
L 24.044396 50.438902 
L 24.712797 50.182018 
L 25.381198 50.573663 
L 26.049599 50.134881 
L 26.718 50.496427 
L 27.386401 50.060468 
L 28.054802 50.390404 
L 30.060005 50.232209 
L 30.728407 50.395599 
L 31.396808 50.15837 
L 32.065209 50.272458 
L 32.73361 50.168663 
L 33.402011 50.245787 
L 34.070412 50.07368 
L 35.407214 50.116236 
L 36.075615 50.163182 
L 36.744016 49.997168 
L 37.412417 49.979128 
L 38.080818 50.086725 
L 39.41762 50.109316 
L 40.754422 50.221248 
L 42.759626 49.998671 
L 43.428027 50.275584 
L 44.096428 49.948941 
L 44.764829 50.190648 
L 45.43323 50.044719 
L 46.101631 50.135692 
L 46.770032 49.883088 
L 47.438433 50.1107 
L 48.106834 49.939317 
L 48.775235 50.141085 
L 49.443636 50.037027 
L 50.112037 50.189646 
L 50.780438 50.160581 
L 51.448839 50.002577 
L 52.11724 50.10327 
L 52.785641 49.913847 
L 53.454042 49.996277 
L 54.122443 49.953746 
L 54.790845 50.099778 
L 55.459246 49.854707 
L 56.796048 49.795439 
L 57.464449 50.05669 
L 58.13285 49.938577 
L 58.801251 50.014405 
L 60.138053 49.771258 
L 60.806454 49.964325 
L 61.474855 49.928387 
L 62.811657 50.062831 
L 63.480058 50.124994 
L 64.148459 49.840039 
L 64.81686 50.037107 
L 65.485261 49.759804 
L 66.153662 49.934297 
L 66.822064 49.722514 
L 67.490465 49.825491 
L 71.500871 49.742082 
L 72.169272 49.924569 
L 72.837673 49.764744 
L 74.842876 49.743355 
L 75.511277 49.915796 
L 76.179678 49.709636 
L 76.848079 49.861579 
L 77.51648 49.718394 
L 78.184881 49.80714 
L 78.853283 49.67875 
L 80.190085 49.615147 
L 80.858486 49.849178 
L 81.526887 49.568217 
L 82.195288 49.779515 
L 82.863689 49.605881 
L 83.53209 49.95824 
L 84.200491 49.699566 
L 84.868892 49.982206 
L 85.537293 49.649947 
L 86.874095 49.919399 
L 87.542496 50.051385 
L 88.879298 49.738335 
L 89.547699 49.729904 
L 90.2161 49.865127 
L 90.884502 49.706685 
L 92.889705 49.637992 
L 93.558106 49.781965 
L 94.226507 49.580554 
L 95.563309 49.624024 
L 96.23171 49.872946 
L 96.900111 49.712921 
L 97.568512 49.829428 
L 98.236913 49.557208 
L 98.905314 49.764274 
L 99.573715 49.653805 
L 100.242116 49.900245 
L 100.910517 49.81033 
L 101.578918 49.97737 
L 102.247319 49.594442 
L 102.915721 49.709923 
L 103.584122 49.440845 
L 104.252523 49.713677 
L 104.920924 49.648571 
L 105.589325 49.897692 
L 106.257726 49.655404 
L 106.926127 49.719706 
L 107.594528 49.632456 
L 108.93133 49.595079 
L 109.599731 49.614527 
L 110.936533 49.319669 
L 112.273335 49.378451 
L 112.941736 49.754316 
L 116.952143 49.708952 
L 117.620544 49.823462 
L 118.288945 50.205109 
L 120.294148 49.442595 
L 120.962549 49.57404 
L 121.63095 49.58858 
L 122.299351 49.740873 
L 122.967752 49.704227 
L 123.636153 49.912129 
L 124.972955 49.682655 
L 125.641356 49.800498 
L 126.309757 49.709024 
L 126.978159 49.909138 
L 127.64656 49.591682 
L 128.314961 49.678821 
L 128.983362 49.518447 
L 129.651763 49.596797 
L 130.320164 49.221442 
L 130.988565 49.498482 
L 132.993768 49.491959 
L 133.662169 49.388315 
L 134.33057 49.502467 
L 134.998971 49.487409 
L 135.667372 49.902671 
L 136.335773 49.447081 
L 137.672575 49.280017 
L 138.340976 49.547926 
L 139.009378 49.38946 
L 139.677779 49.743076 
L 140.34618 49.504447 
L 141.014581 49.705977 
L 141.682982 49.622243 
L 143.019784 49.628662 
L 143.688185 49.562911 
L 144.356586 49.625345 
L 145.024987 49.507995 
L 145.693388 49.589169 
L 146.361789 49.4028 
L 147.03019 49.579743 
L 147.698591 49.416306 
L 148.366992 49.751818 
L 149.035393 50.297888 
L 149.703794 49.797945 
L 151.040597 49.579345 
L 152.377399 49.756956 
L 153.0458 49.606676 
L 155.719404 49.601983 
L 156.387805 49.488968 
L 157.056206 49.622171 
L 157.724607 49.423194 
L 158.393008 49.567636 
L 159.061409 49.33946 
L 159.72981 49.513181 
L 160.398211 49.50918 
L 161.066612 49.627818 
L 161.735013 49.344359 
L 162.403414 49.53815 
L 163.071816 49.254587 
L 163.740217 49.544004 
L 164.408618 49.249711 
L 165.077019 49.866901 
L 165.74542 49.382739 
L 166.413821 49.804786 
L 167.082222 49.501282 
L 167.750623 49.764179 
L 168.419024 49.505259 
L 169.087425 49.466084 
L 169.755826 49.59663 
L 170.424227 49.440861 
L 173.097831 49.527769 
L 173.766232 49.325182 
L 174.434633 49.466617 
L 175.103035 49.314571 
L 175.771436 49.731741 
L 176.439837 49.219986 
L 177.108238 49.713542 
L 177.776639 48.875661 
L 178.44504 50.62741 
L 179.113441 49.492031 
L 179.781842 49.710273 
L 180.450243 49.625528 
L 181.118644 49.665665 
L 181.787045 49.28961 
L 182.455446 49.48282 
L 183.123847 49.362869 
L 183.792248 49.633967 
L 187.134254 49.311723 
L 187.802655 49.568432 
L 188.471056 49.947844 
L 189.139457 49.893603 
L 189.807858 49.593178 
L 191.14466 49.558433 
L 191.813061 49.398043 
L 192.481462 49.605379 
L 195.155066 49.330042 
L 195.823467 49.52528 
L 196.491868 49.430671 
L 197.160269 49.612841 
L 197.82867 49.434211 
L 198.497071 49.560867 
L 199.165473 49.549516 
L 199.833874 49.824385 
L 200.502275 49.578693 
L 201.170676 49.886349 
L 201.839077 49.491776 
L 202.507478 49.699574 
L 203.175879 49.610351 
L 203.84428 49.80986 
L 204.512681 49.448744 
L 205.181082 49.677954 
L 205.849483 49.349156 
L 206.517884 49.505179 
L 207.186285 49.206846 
L 207.854686 49.367132 
L 208.523087 49.379812 
L 209.191488 49.639718 
L 211.196692 49.302408 
L 213.870296 49.197332 
L 214.538697 49.404502 
L 215.207098 49.167201 
L 215.875499 49.633649 
L 216.5439 48.852124 
L 217.212301 50.450666 
L 217.880702 50.236465 
L 218.549103 49.659071 
L 219.217504 50.807225 
L 219.885905 49.595977 
L 220.554306 49.692352 
L 221.222707 49.359091 
L 221.891108 49.458957 
L 224.564713 49.348138 
L 225.233114 49.648118 
L 225.901515 49.253847 
L 226.569916 49.277082 
L 227.238317 49.032002 
L 227.906718 49.261189 
L 228.575119 49.017215 
L 229.24352 49.317227 
L 229.911921 49.212628 
L 230.580322 49.594935 
L 231.248723 49.414397 
L 231.917124 49.560772 
L 232.585525 49.335562 
L 233.253926 49.410969 
L 233.922327 49.259781 
L 235.927531 49.377736 
L 236.595932 49.202884 
L 237.264333 49.496986 
L 237.932734 49.25201 
L 238.601135 49.528461 
L 239.269536 49.191907 
L 239.937937 49.598364 
L 240.606338 48.808996 
L 241.274739 51.165693 
L 241.94314 50.464188 
L 242.611541 52.250945 
L 243.279942 48.54994 
L 243.948343 48.911686 
L 244.616744 50.77089 
L 245.285145 49.329978 
L 245.953546 50.000907 
L 246.621947 49.337733 
L 247.290349 49.759995 
L 247.95875 49.186546 
L 248.627151 51.306763 
L 249.295552 50.296393 
L 249.963953 50.682725 
L 250.632354 49.604003 
L 251.300755 49.873065 
L 251.969156 49.197348 
L 252.637557 49.54931 
L 253.305958 49.260935 
L 253.974359 49.627317 
L 254.64276 49.557065 
L 255.311161 49.916241 
L 255.979562 49.58481 
L 256.647963 49.9206 
L 257.316364 49.583943 
L 257.984765 49.991417 
L 258.653166 49.575432 
L 259.321568 49.7167 
L 259.989969 49.442324 
L 260.65837 49.803624 
L 261.326771 49.534578 
L 261.995172 49.6812 
L 262.663573 49.27293 
L 263.331974 49.610391 
L 264.000375 49.301621 
L 264.668776 49.631835 
L 265.337177 49.398417 
L 266.005578 49.640092 
L 266.673979 49.414445 
L 270.684385 49.05981 
L 272.689589 49.164704 
L 274.026391 49.305184 
L 276.699995 49.29062 
L 278.705198 49.118203 
L 279.373599 49.223915 
L 280.042 49.196242 
L 280.710401 49.319009 
L 286.726011 49.20819 
L 287.394412 49.34669 
L 289.399615 49.224735 
L 290.068016 49.375747 
L 294.078422 49.379517 
L 295.415225 49.378133 
L 296.752027 49.404931 
L 298.75723 49.266081 
L 299.425631 49.408097 
L 303.436037 49.192385 
L 304.104438 49.322954 
L 304.772839 49.27075 
L 305.44124 49.563699 
L 306.109641 49.425732 
L 306.778042 49.565966 
L 307.446444 49.352194 
L 308.114845 49.549795 
L 308.783246 49.436581 
L 309.451647 49.509109 
L 311.45685 49.285307 
L 312.125251 49.449905 
L 312.793652 49.317203 
L 313.462053 49.364802 
L 314.798855 49.138526 
L 315.467256 49.186347 
L 316.135657 49.070684 
L 316.804058 49.239665 
L 317.472459 49.152192 
L 318.14086 49.436247 
L 318.809261 49.094897 
L 319.477663 49.444225 
L 320.146064 49.095191 
L 320.814465 49.636051 
L 321.482866 49.228799 
L 322.151267 49.482088 
L 322.819668 49.191637 
L 323.488069 49.324219 
L 324.15647 49.176397 
L 324.824871 49.394185 
L 325.493272 49.233461 
L 326.161673 49.536861 
L 326.830074 49.31224 
L 327.498475 49.551903 
L 328.166876 49.306457 
L 328.835277 49.500971 
L 329.503678 49.202837 
L 330.172079 49.411732 
L 330.84048 49.280693 
L 331.508882 49.402179 
L 332.845684 49.464946 
L 333.514085 49.267441 
L 334.850887 51.71578 
L 335.519288 50.049285 
L 336.187689 51.171922 
L 336.85609 49.734836 
L 337.524491 49.798088 
L 338.192892 49.270154 
L 338.861293 49.479256 
L 339.529694 49.135702 
L 340.198095 49.549978 
L 340.866496 49.221633 
L 341.534897 49.335379 
L 342.203298 49.169516 
L 342.871699 49.446174 
L 343.540101 49.254213 
L 344.208502 49.440042 
L 345.545304 49.200888 
L 346.882106 49.385364 
L 347.550507 49.199822 
L 348.218908 49.285856 
L 348.887309 49.228561 
L 349.55571 49.29871 
L 350.224111 49.171298 
L 351.560913 49.219501 
L 352.229314 49.532574 
L 352.897715 49.310331 
L 354.234517 49.541467 
L 354.902918 49.524285 
L 355.57132 49.163033 
L 357.576523 49.453166 
L 358.244924 49.248494 
L 358.913325 49.339141 
L 359.581726 49.222173 
L 360.250127 49.494799 
L 361.586929 49.464477 
L 362.25533 49.213845 
L 362.923731 49.310188 
L 363.592132 49.164704 
L 365.597335 49.097267 
L 366.265736 49.252137 
L 366.934137 49.208078 
L 367.602539 49.295472 
L 368.27094 49.102581 
L 368.939341 49.298177 
L 369.607742 49.320154 
L 370.944544 49.539009 
L 371.612945 50.282743 
L 372.281346 54.634091 
L 372.281346 54.634091 
" 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: 680.945 $\bullet$ mean: 672.780 $\bullet$ $\sigma$: 3.424 -->
    <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-38"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-37"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 676.22 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 49.99364)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-36"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-32"/>
    </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(#pdd6c225cb3)" d="M 18.697188 77.941866 
L 372.281346 77.941866 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pdd6c225cb3)" d="M 18.697188 78.7197 
L 21.370792 78.688872 
L 24.712797 78.663011 
L 26.049599 78.718778 
L 28.723203 78.731298 
L 29.391604 78.61872 
L 30.728407 78.663538 
L 32.065209 78.585894 
L 32.73361 78.723735 
L 34.738813 78.446674 
L 35.407214 78.565578 
L 37.412417 78.435188 
L 38.080818 78.661703 
L 38.749219 78.597177 
L 39.41762 78.687321 
L 41.422823 78.583603 
L 42.759626 78.509943 
L 43.428027 78.621295 
L 45.43323 78.582589 
L 46.770032 78.674912 
L 47.438433 78.553444 
L 49.443636 78.60179 
L 50.112037 78.569897 
L 50.780438 78.650602 
L 54.122443 78.447556 
L 57.464449 78.57383 
L 70.164069 78.400903 
L 70.83247 78.343169 
L 72.169272 78.483291 
L 74.174475 78.551477 
L 74.842876 78.441585 
L 76.179678 78.541491 
L 79.521684 78.402788 
L 80.190085 78.307363 
L 80.858486 78.356743 
L 81.526887 78.286571 
L 82.863689 78.410706 
L 84.200491 78.426855 
L 88.210897 78.56715 
L 88.879298 78.303764 
L 89.547699 78.422273 
L 90.2161 78.335728 
L 90.884502 78.385605 
L 91.552903 78.283641 
L 93.558106 78.361731 
L 94.226507 78.325661 
L 94.894908 78.432137 
L 95.563309 78.351979 
L 97.568512 78.442325 
L 100.242116 78.391373 
L 102.247319 78.418177 
L 104.920924 78.375924 
L 108.93133 78.330497 
L 109.599731 78.202418 
L 110.268132 78.235508 
L 110.936533 78.115265 
L 115.615341 78.479834 
L 116.952143 78.471856 
L 117.620544 78.707424 
L 118.288945 78.188459 
L 120.962549 78.257648 
L 122.967752 78.34694 
L 124.304554 78.432806 
L 126.309757 78.389995 
L 127.64656 78.316244 
L 128.314961 78.184059 
L 128.983362 78.322995 
L 130.988565 78.135317 
L 131.656966 78.262058 
L 132.325367 78.163226 
L 132.993768 78.336833 
L 133.662169 78.275602 
L 134.33057 78.348005 
L 134.998971 78.249041 
L 137.004174 78.283002 
L 139.009378 78.286591 
L 139.677779 78.331217 
L 140.34618 78.263082 
L 141.014581 78.350265 
L 142.351383 78.251454 
L 143.019784 78.303247 
L 143.688185 78.216662 
L 144.356586 78.280478 
L 145.024987 78.214644 
L 145.693388 78.270574 
L 146.361789 78.177784 
L 147.03019 78.26298 
L 147.698591 78.115965 
L 148.366992 78.372294 
L 149.035393 79.001618 
L 149.703794 77.875642 
L 150.372195 78.095355 
L 151.040597 78.009347 
L 153.0458 78.257314 
L 153.714201 78.134648 
L 154.382602 78.400396 
L 155.051003 78.273838 
L 155.719404 78.355882 
L 156.387805 78.184272 
L 157.056206 78.221528 
L 157.724607 78.104154 
L 158.393008 78.19223 
L 159.061409 78.101823 
L 163.740217 78.309867 
L 164.408618 78.199681 
L 165.077019 78.243993 
L 165.74542 78.030657 
L 167.750623 78.200289 
L 169.755826 78.096338 
L 170.424227 78.226566 
L 171.092628 78.055838 
L 171.761029 78.288193 
L 172.42943 78.091046 
L 173.097831 78.279485 
L 173.766232 78.077209 
L 174.434633 78.232507 
L 175.103035 78.069038 
L 175.771436 78.267725 
L 176.439837 78.029653 
L 177.108238 78.30712 
L 177.776639 77.875044 
L 178.44504 78.899816 
L 179.781842 77.784262 
L 180.450243 78.172452 
L 181.118644 77.932646 
L 181.787045 78.205348 
L 183.123847 78.133655 
L 183.792248 78.079479 
L 184.460649 78.194318 
L 185.12905 78.106456 
L 186.465852 78.184586 
L 187.134254 78.012338 
L 187.802655 78.312675 
L 188.471056 77.984429 
L 192.481462 78.096217 
L 193.149863 78.206362 
L 197.82867 78.113451 
L 199.833874 78.311063 
L 200.502275 78.205054 
L 201.170676 78.294174 
L 203.175879 78.172877 
L 211.865093 78.226779 
L 212.533494 78.034032 
L 213.201895 78.08908 
L 213.870296 77.93736 
L 214.538697 78.192696 
L 215.207098 77.941 
L 215.875499 78.292795 
L 216.5439 77.84527 
L 217.212301 78.722032 
L 217.880702 79.356961 
L 218.549103 77.587774 
L 219.217504 78.160185 
L 219.885905 77.856513 
L 220.554306 78.141876 
L 221.222707 77.952729 
L 221.891108 78.065206 
L 222.559509 77.963566 
L 223.227911 78.06625 
L 223.896312 77.938931 
L 224.564713 78.034103 
L 227.906718 77.897621 
L 228.575119 77.992012 
L 230.580322 78.003011 
L 232.585525 78.113684 
L 239.269536 77.976157 
L 239.937937 78.060725 
L 240.606338 77.845057 
L 241.274739 78.905381 
L 241.94314 78.503425 
L 242.611541 79.045777 
L 243.279942 78.538115 
L 243.948343 77.630768 
L 244.616744 78.119716 
L 245.285145 77.920978 
L 245.953546 78.134405 
L 246.621947 78.012936 
L 247.290349 78.216854 
L 247.95875 78.675024 
L 248.627151 78.589574 
L 249.295552 77.80256 
L 249.963953 78.225056 
L 250.632354 77.945734 
L 251.300755 78.164635 
L 251.969156 78.000953 
L 252.637557 78.205358 
L 253.305958 78.151345 
L 253.974359 78.344892 
L 254.64276 78.287128 
L 255.311161 78.411963 
L 255.979562 78.331288 
L 256.647963 78.430322 
L 261.326771 78.073154 
L 262.663573 78.225573 
L 267.34238 78.140204 
L 270.015984 77.990613 
L 276.699995 78.213002 
L 278.036797 78.08391 
L 278.705198 78.089222 
L 279.373599 77.944913 
L 280.042 78.021127 
L 280.710401 77.939945 
L 284.052407 78.056548 
L 297.420428 78.09646 
L 298.088829 78.1937 
L 298.75723 78.073265 
L 300.762433 78.159475 
L 302.099235 78.06108 
L 304.772839 78.03677 
L 306.778042 78.151649 
L 308.114845 78.189949 
L 308.783246 78.329037 
L 309.451647 78.222156 
L 310.788449 78.139028 
L 314.798855 77.839015 
L 315.467256 78.008567 
L 316.135657 77.871293 
L 316.804058 78.102644 
L 317.472459 77.978499 
L 318.14086 78.123933 
L 318.809261 77.983486 
L 319.477663 78.071045 
L 320.146064 77.954351 
L 321.482866 78.059883 
L 324.15647 78.081689 
L 324.824871 78.016069 
L 326.161673 78.03386 
L 330.84048 77.996087 
L 331.508882 78.191267 
L 332.177283 77.902578 
L 332.845684 78.257395 
L 333.514085 77.748294 
L 334.182486 79.431899 
L 334.850887 79.928449 
L 335.519288 77.730522 
L 336.187689 78.119097 
L 336.85609 77.848879 
L 337.524491 78.029288 
L 339.529694 78.078618 
L 340.198095 78.183319 
L 340.866496 78.069342 
L 345.545304 78.141035 
L 349.55571 78.001359 
L 350.224111 78.089262 
L 351.560913 78.094716 
L 352.897715 78.10974 
L 353.566116 77.942926 
L 354.234517 78.195393 
L 356.908122 78.041757 
L 357.576523 78.140893 
L 358.244924 78.03383 
L 360.918528 78.195018 
L 361.586929 78.013625 
L 362.25533 78.069504 
L 363.592132 77.985098 
L 369.607742 78.148121 
L 370.944544 78.424473 
L 372.281346 80.644845 
L 372.281346 80.644845 
" 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: 616.304 $\bullet$ mean: 612.312 $\bullet$ $\sigma$: 1.659 -->
    <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-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-36"/>
     <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-30"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 614.17 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 78.769679)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-31"/>
     <use x="127.246094" xlink:href="#DejaVuSans-34"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <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(#p73ede20b96)" d="M 18.697188 112.838563 
L 372.281346 112.838563 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p73ede20b96)" d="M 19.365589 116.08607 
L 20.03399 115.864004 
L 20.702391 116.257827 
L 21.370792 115.975964 
L 22.039193 116.124229 
L 22.707594 115.976492 
L 24.044396 116.311195 
L 24.712797 115.971876 
L 25.381198 116.294901 
L 26.049599 116.239368 
L 26.718 116.788885 
L 27.386401 116.55841 
L 28.723203 116.956596 
L 30.060005 116.727503 
L 30.728407 116.838243 
L 31.396808 116.774394 
L 32.065209 116.257636 
L 32.73361 115.923526 
L 33.402011 115.424565 
L 34.070412 115.208031 
L 34.738813 115.669404 
L 35.407214 115.387139 
L 36.075615 116.176738 
L 36.744016 116.557325 
L 38.080818 116.531789 
L 38.749219 116.848534 
L 40.754422 115.433883 
L 41.422823 116.226393 
L 42.091224 115.660523 
L 42.759626 115.986698 
L 43.428027 116.437837 
L 44.764829 116.842374 
L 45.43323 116.713096 
L 46.101631 116.808719 
L 46.770032 116.683769 
L 47.438433 116.829567 
L 48.106834 116.827016 
L 49.443636 116.255628 
L 50.112037 115.691598 
L 50.780438 116.349742 
L 51.448839 116.756111 
L 52.11724 116.813561 
L 52.785641 116.084731 
L 53.454042 115.958259 
L 54.122443 115.666606 
L 55.459246 116.328005 
L 56.127647 116.201773 
L 56.796048 116.548839 
L 58.801251 116.356615 
L 59.469652 116.147277 
L 60.806454 116.898872 
L 61.474855 116.63353 
L 63.480058 116.75442 
L 64.148459 115.605061 
L 65.485261 116.535828 
L 66.153662 116.867783 
L 66.822064 116.83503 
L 67.490465 116.446633 
L 68.158866 116.910812 
L 68.827267 117.182264 
L 70.164069 117.022179 
L 70.83247 116.453583 
L 73.506074 117.14591 
L 74.174475 116.675649 
L 74.842876 116.492002 
L 75.511277 116.796561 
L 76.179678 116.309554 
L 76.848079 116.872371 
L 77.51648 116.78276 
L 78.184881 117.133153 
L 79.521684 115.681681 
L 80.190085 115.897799 
L 80.858486 115.716225 
L 82.195288 116.35357 
L 82.863689 115.697392 
L 83.53209 116.072347 
L 84.200491 115.828432 
L 84.868892 116.581147 
L 85.537293 116.191758 
L 86.874095 116.677517 
L 88.210897 116.595406 
L 88.879298 116.130833 
L 89.547699 116.93498 
L 90.2161 116.985113 
L 90.884502 116.885516 
L 92.221304 115.875365 
L 92.889705 116.03667 
L 93.558106 116.513422 
L 94.226507 116.722076 
L 94.894908 116.393222 
L 95.563309 116.195119 
L 96.23171 116.673739 
L 96.900111 116.910586 
L 97.568512 116.752143 
L 98.236913 117.01456 
L 99.573715 116.83183 
L 101.578918 117.009436 
L 102.247319 116.298981 
L 102.915721 116.535412 
L 103.584122 116.001725 
L 104.252523 116.532445 
L 104.920924 116.644623 
L 105.589325 115.999448 
L 106.926127 116.27136 
L 107.594528 115.701409 
L 109.599731 115.641359 
L 110.268132 115.870488 
L 110.936533 115.847722 
L 111.604934 116.086112 
L 112.273335 115.751748 
L 112.941736 116.331558 
L 113.610137 116.090757 
L 114.278538 116.436251 
L 114.94694 116.598444 
L 116.283742 116.555838 
L 116.952143 115.759402 
L 117.620544 109.413798 
L 118.288945 110.763803 
L 118.957346 114.703255 
L 119.625747 115.768057 
L 120.294148 115.510524 
L 120.962549 116.211457 
L 121.63095 116.322332 
L 122.299351 116.888835 
L 122.967752 117.044699 
L 123.636153 116.457452 
L 124.304554 116.596752 
L 124.972955 116.888314 
L 126.309757 116.789724 
L 126.978159 116.705421 
L 127.64656 116.28043 
L 128.314961 116.705717 
L 128.983362 116.091166 
L 129.651763 116.2141 
L 130.320164 115.779672 
L 130.988565 115.633796 
L 131.656966 116.151202 
L 132.325367 115.521857 
L 133.662169 116.046608 
L 134.33057 116.003092 
L 134.998971 115.520378 
L 135.667372 116.08741 
L 137.004174 115.449614 
L 138.340976 116.235632 
L 140.34618 116.990308 
L 141.682982 117.027064 
L 142.351383 116.840168 
L 143.019784 117.128156 
L 144.356586 116.795186 
L 145.024987 116.5581 
L 145.693388 115.96733 
L 146.361789 116.563915 
L 147.03019 115.964771 
L 147.698591 115.802762 
L 148.366992 114.263111 
L 149.035393 109.908197 
L 149.703794 107.758972 
L 150.372195 113.987676 
L 151.040597 115.637898 
L 151.708998 116.499791 
L 153.714201 116.824204 
L 154.382602 116.507691 
L 155.051003 116.969219 
L 155.719404 116.726488 
L 156.387805 116.117808 
L 157.056206 115.793331 
L 157.724607 116.145077 
L 158.393008 116.213726 
L 159.061409 116.700959 
L 159.72981 116.265009 
L 160.398211 115.996897 
L 161.066612 116.512019 
L 161.735013 115.471414 
L 162.403414 116.522993 
L 163.071816 116.863786 
L 163.740217 116.510722 
L 165.077019 117.16802 
L 165.74542 117.138996 
L 166.413821 116.588703 
L 167.082222 116.834297 
L 167.750623 116.561088 
L 168.419024 115.209694 
L 169.087425 115.612652 
L 169.755826 116.501538 
L 170.424227 116.486047 
L 171.092628 116.60084 
L 171.761029 116.915914 
L 172.42943 116.760622 
L 173.766232 116.968198 
L 174.434633 116.298707 
L 175.103035 116.838131 
L 175.771436 116.732768 
L 176.439837 115.851733 
L 177.108238 115.969677 
L 177.776639 114.994408 
L 178.44504 109.379022 
L 179.113441 110.739698 
L 179.781842 110.632368 
L 180.450243 114.114691 
L 181.118644 115.392277 
L 181.787045 115.978973 
L 182.455446 115.736791 
L 183.123847 115.646018 
L 183.792248 116.180593 
L 184.460649 116.535666 
L 185.12905 115.772695 
L 185.797451 116.675755 
L 186.465852 116.877742 
L 187.134254 115.489232 
L 187.802655 113.101398 
L 188.471056 111.712528 
L 189.139457 114.413245 
L 189.807858 115.697871 
L 190.476259 116.266475 
L 191.813061 116.230713 
L 192.481462 115.929094 
L 193.149863 115.926345 
L 193.818264 116.607585 
L 194.486665 116.521978 
L 195.155066 116.601425 
L 195.823467 116.867994 
L 196.491868 116.408489 
L 197.82867 117.294958 
L 198.497071 117.407136 
L 199.833874 117.030179 
L 200.502275 116.420252 
L 201.170676 116.837454 
L 201.839077 117.062488 
L 202.507478 117.165652 
L 203.175879 117.008379 
L 203.84428 117.233942 
L 205.849483 117.259526 
L 206.517884 116.812708 
L 208.523087 116.166673 
L 209.191488 116.633191 
L 209.859889 116.867959 
L 210.52829 116.166525 
L 211.196692 116.397613 
L 211.865093 116.437238 
L 212.533494 116.758261 
L 213.201895 115.673534 
L 213.870296 115.801261 
L 214.538697 116.511364 
L 216.5439 115.894339 
L 217.212301 112.16956 
L 217.880702 105.20423 
L 218.549103 106.096204 
L 219.217504 113.160468 
L 219.885905 115.675021 
L 220.554306 116.412281 
L 221.222707 115.735156 
L 221.891108 116.016519 
L 223.227911 116.93966 
L 224.564713 114.69589 
L 225.233114 115.602418 
L 226.569916 115.860451 
L 227.238317 116.418779 
L 227.906718 116.288557 
L 228.575119 116.536857 
L 229.24352 116.284068 
L 229.911921 116.619497 
L 230.580322 116.111775 
L 231.248723 115.763681 
L 231.917124 116.142554 
L 233.253926 115.7771 
L 233.922327 116.262437 
L 234.590728 115.958041 
L 235.25913 115.893585 
L 235.927531 114.660121 
L 236.595932 115.614132 
L 237.264333 116.127986 
L 237.932734 116.297107 
L 238.601135 115.863538 
L 239.269536 116.122087 
L 239.937937 115.95064 
L 240.606338 114.866322 
L 241.274739 106.803396 
L 241.94314 109.649953 
L 242.611541 110.880415 
L 243.279942 106.959935 
L 243.948343 110.66145 
L 244.616744 113.174748 
L 245.285145 115.211731 
L 245.953546 115.454526 
L 246.621947 114.825464 
L 247.290349 113.614786 
L 247.95875 104.162962 
L 248.627151 110.522805 
L 249.295552 110.723974 
L 249.963953 115.221296 
L 250.632354 116.733339 
L 251.300755 117.218027 
L 251.969156 117.298052 
L 253.305958 117.248989 
L 254.64276 116.225885 
L 255.311161 116.718932 
L 255.979562 117.020037 
L 256.647963 117.168338 
L 257.984765 117.107272 
L 258.653166 116.628645 
L 259.321568 116.920418 
L 259.989969 116.356663 
L 260.65837 116.64745 
L 261.995172 117.645808 
L 262.663573 117.502533 
L 263.331974 117.628498 
L 264.000375 117.221995 
L 264.668776 117.132385 
L 265.337177 117.458222 
L 266.005578 117.330213 
L 266.673979 117.02989 
L 267.34238 115.814709 
L 268.010781 116.170169 
L 269.347583 116.382136 
L 271.352787 116.047749 
L 272.021188 116.139446 
L 272.689589 115.672026 
L 273.35799 116.066914 
L 274.026391 116.206044 
L 274.694792 116.132229 
L 275.363193 116.359575 
L 276.031594 116.419018 
L 276.699995 116.948836 
L 277.368396 117.104354 
L 278.036797 116.851875 
L 278.705198 116.821906 
L 279.373599 116.64308 
L 280.042 116.220916 
L 280.710401 116.418088 
L 281.378802 116.744397 
L 282.047203 116.05336 
L 282.715604 116.419667 
L 283.384006 115.598203 
L 284.052407 116.104537 
L 284.720808 115.720439 
L 285.389209 116.528928 
L 286.05761 116.278866 
L 286.726011 116.424087 
L 287.394412 116.138051 
L 288.062813 116.420118 
L 289.399615 116.121636 
L 290.068016 116.740894 
L 290.736417 117.005327 
L 291.404818 116.082441 
L 292.073219 116.576419 
L 293.410021 116.870707 
L 294.078422 116.643418 
L 294.746823 116.600453 
L 295.415225 115.55996 
L 296.083626 116.201914 
L 296.752027 116.125949 
L 297.420428 116.298834 
L 298.75723 116.476454 
L 299.425631 115.987495 
L 300.094032 115.253872 
L 300.762433 111.893955 
L 301.430834 114.05753 
L 302.099235 113.648477 
L 302.767636 115.464648 
L 304.104438 116.035613 
L 304.772839 115.389042 
L 305.44124 116.16675 
L 306.109641 116.143527 
L 306.778042 116.284152 
L 307.446444 116.977212 
L 308.114845 116.910142 
L 309.451647 117.173363 
L 310.120048 116.921602 
L 311.45685 117.037693 
L 312.793652 116.726784 
L 313.462053 115.73591 
L 314.130454 115.35206 
L 314.798855 115.522583 
L 316.135657 115.140066 
L 316.804058 115.744629 
L 317.472459 115.874337 
L 318.809261 115.817352 
L 319.477663 115.964341 
L 320.146064 115.602636 
L 320.814465 115.764195 
L 321.482866 116.748055 
L 322.151267 117.002015 
L 322.819668 116.931646 
L 323.488069 117.129368 
L 324.824871 117.014765 
L 325.493272 116.680266 
L 326.161673 116.770525 
L 327.498475 116.687364 
L 328.166876 116.897554 
L 329.503678 116.482783 
L 330.172079 115.646702 
L 331.508882 114.484043 
L 332.177283 113.314055 
L 332.845684 113.970373 
L 333.514085 112.66334 
L 334.182486 103.743371 
L 334.850887 104.226769 
L 335.519288 100.150949 
L 336.187689 109.615389 
L 336.85609 114.205887 
L 338.192892 115.885402 
L 338.861293 115.120965 
L 339.529694 115.275559 
L 340.198095 115.79341 
L 340.866496 115.865004 
L 341.534897 116.421042 
L 342.203298 116.33573 
L 342.871699 116.060253 
L 343.540101 115.431888 
L 344.208502 116.287465 
L 344.876903 115.880595 
L 345.545304 116.069197 
L 346.882106 116.885339 
L 347.550507 116.144732 
L 348.887309 116.132828 
L 349.55571 116.528004 
L 350.892512 116.483573 
L 351.560913 116.114616 
L 352.229314 117.020283 
L 353.566116 116.617022 
L 354.902918 117.004439 
L 355.57132 116.707853 
L 356.239721 116.592051 
L 356.908122 116.59346 
L 357.576523 116.283962 
L 358.244924 116.213254 
L 358.913325 117.010895 
L 359.581726 117.213974 
L 360.250127 116.810079 
L 361.586929 116.878101 
L 362.25533 115.973187 
L 363.592132 115.393461 
L 364.260533 115.359475 
L 364.928934 115.945008 
L 365.597335 115.893853 
L 366.265736 115.599035 
L 366.934137 115.691507 
L 367.602539 115.408763 
L 368.27094 115.504695 
L 368.939341 115.940913 
L 369.607742 116.628102 
L 370.276143 116.720786 
L 370.944544 114.486722 
L 371.612945 97.633619 
L 372.281346 98.157079 
L 372.281346 98.157079 
" 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: 3.698 $\bullet$ mean: 1.114 $\bullet$ $\sigma$: 0.309 -->
    <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-33"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-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-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.54 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 113.666376)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-34"/>
    </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(#pce480b8e84)" d="M 18.697188 142.609426 
L 372.281346 142.609426 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pce480b8e84)" d="M 19.365589 144.915949 
L 20.03399 143.749873 
L 20.702391 144.010596 
L 21.370792 143.96337 
L 23.375995 144.734156 
L 24.044396 145.362767 
L 25.381198 145.326351 
L 26.049599 145.584702 
L 26.718 145.231612 
L 27.386401 144.351031 
L 28.054802 144.187322 
L 29.391604 144.357362 
L 30.060005 144.739832 
L 31.396808 144.236648 
L 32.065209 144.659039 
L 32.73361 144.405908 
L 33.402011 144.46404 
L 34.070412 144.880305 
L 34.738813 144.596892 
L 35.407214 144.687772 
L 36.075615 144.42612 
L 36.744016 143.55553 
L 37.412417 144.395346 
L 38.749219 144.817859 
L 39.41762 144.927759 
L 40.086021 144.573664 
L 40.754422 143.114515 
L 41.422823 143.949832 
L 42.091224 142.753084 
L 44.096428 145.405807 
L 45.43323 144.732763 
L 46.101631 145.269846 
L 46.770032 145.084027 
L 47.438433 145.138515 
L 48.106834 144.716031 
L 48.775235 144.561564 
L 49.443636 144.202284 
L 50.112037 144.505434 
L 50.780438 144.343231 
L 51.448839 143.978515 
L 52.11724 144.373632 
L 52.785641 145.136659 
L 54.122443 145.271649 
L 54.790845 145.500739 
L 55.459246 144.672303 
L 56.127647 144.458683 
L 56.796048 145.434758 
L 57.464449 145.351432 
L 58.13285 144.941767 
L 58.801251 144.740946 
L 59.469652 144.338383 
L 60.138053 144.616861 
L 61.474855 144.96233 
L 62.143256 144.138911 
L 62.811657 143.911379 
L 63.480058 144.10293 
L 64.81686 145.628037 
L 66.153662 144.366761 
L 66.822064 144.058287 
L 67.490465 144.341901 
L 68.827267 144.525013 
L 70.83247 143.488811 
L 72.169272 145.904721 
L 72.837673 145.60017 
L 73.506074 145.127437 
L 74.174475 143.667807 
L 74.842876 143.529205 
L 75.511277 143.649506 
L 76.179678 144.009306 
L 76.848079 144.831935 
L 77.51648 145.36784 
L 78.184881 145.223108 
L 79.521684 143.803167 
L 80.190085 144.594252 
L 80.858486 144.961715 
L 81.526887 144.27582 
L 82.195288 143.988161 
L 82.863689 144.312428 
L 83.53209 144.98357 
L 84.200491 145.024454 
L 84.868892 145.259049 
L 85.537293 144.83913 
L 86.205694 144.824034 
L 86.874095 144.327855 
L 87.542496 143.644653 
L 88.210897 143.57388 
L 88.879298 143.107608 
L 89.547699 143.963076 
L 90.2161 144.202833 
L 90.884502 143.068258 
L 91.552903 143.450373 
L 92.221304 143.611399 
L 92.889705 143.590512 
L 93.558106 143.77971 
L 94.226507 143.718639 
L 94.894908 143.432899 
L 95.563309 143.711945 
L 96.23171 144.950988 
L 96.900111 145.554326 
L 97.568512 145.214248 
L 98.236913 144.444751 
L 98.905314 143.999725 
L 99.573715 143.82572 
L 100.242116 144.742422 
L 100.910517 145.224073 
L 102.247319 145.204614 
L 102.915721 145.602803 
L 103.584122 145.100033 
L 104.252523 145.156669 
L 105.589325 144.378334 
L 106.257726 144.109967 
L 106.926127 144.235846 
L 107.594528 143.715527 
L 108.262929 143.655855 
L 108.93133 143.920465 
L 111.604934 144.423905 
L 112.273335 144.038951 
L 112.941736 144.110869 
L 113.610137 143.165799 
L 114.278538 143.913298 
L 114.94694 144.18036 
L 115.615341 144.68431 
L 116.283742 144.639434 
L 116.952143 144.005126 
L 117.620544 138.561902 
L 118.288945 139.385811 
L 118.957346 144.709057 
L 119.625747 144.951343 
L 120.294148 144.829818 
L 120.962549 145.026542 
L 121.63095 144.341597 
L 122.299351 144.9522 
L 122.967752 144.971658 
L 124.304554 143.426893 
L 125.641356 143.489124 
L 126.309757 143.405929 
L 126.978159 144.109246 
L 127.64656 145.081642 
L 128.314961 145.095096 
L 128.983362 145.455207 
L 129.651763 144.265272 
L 130.320164 144.548422 
L 130.988565 144.985728 
L 131.656966 144.546566 
L 132.325367 143.618629 
L 132.993768 144.362272 
L 134.998971 143.851701 
L 136.335773 144.737137 
L 137.004174 143.956827 
L 137.672575 143.967068 
L 138.340976 145.21622 
L 139.009378 145.383679 
L 139.677779 145.329365 
L 141.014581 144.816741 
L 142.351383 144.80021 
L 143.019784 143.793921 
L 144.356586 143.581994 
L 145.024987 143.741253 
L 145.693388 143.167736 
L 146.361789 143.347827 
L 147.03019 144.300937 
L 147.698591 144.5461 
L 148.366992 144.595401 
L 149.035393 138.42339 
L 149.703794 134.67603 
L 150.372195 144.537814 
L 151.040597 144.890926 
L 151.708998 144.850335 
L 152.377399 145.173192 
L 153.0458 144.604909 
L 153.714201 145.081763 
L 155.051003 145.191783 
L 155.719404 144.225702 
L 157.056206 142.82899 
L 157.724607 143.17054 
L 158.393008 143.074929 
L 159.061409 143.683419 
L 159.72981 143.683348 
L 160.398211 143.39483 
L 161.066612 144.647055 
L 161.735013 144.146979 
L 162.403414 143.271517 
L 163.071816 143.553015 
L 163.740217 143.3541 
L 165.077019 144.568846 
L 165.74542 144.423303 
L 166.413821 144.55832 
L 167.082222 145.385762 
L 167.750623 144.026309 
L 168.419024 141.997639 
L 169.755826 144.312077 
L 170.424227 144.581454 
L 171.092628 144.474161 
L 171.761029 143.941205 
L 172.42943 144.233709 
L 173.766232 144.151999 
L 174.434633 144.151376 
L 175.103035 143.695885 
L 176.439837 143.86146 
L 177.108238 143.611854 
L 177.776639 144.55325 
L 178.44504 143.647201 
L 179.113441 140.628155 
L 179.781842 141.98358 
L 180.450243 144.577324 
L 181.118644 143.950243 
L 181.787045 145.731656 
L 182.455446 145.415099 
L 183.123847 144.247088 
L 183.792248 143.642889 
L 185.797451 143.469106 
L 186.465852 143.510873 
L 187.134254 142.209855 
L 187.802655 142.59573 
L 188.471056 138.575204 
L 189.139457 143.657943 
L 189.807858 143.384608 
L 190.476259 142.629971 
L 191.14466 144.125225 
L 191.813061 142.790964 
L 192.481462 143.674028 
L 193.149863 143.685462 
L 193.818264 144.404755 
L 194.486665 144.13333 
L 195.155066 143.631434 
L 195.823467 144.627043 
L 196.491868 145.141413 
L 197.160269 144.702355 
L 197.82867 143.916646 
L 198.497071 143.763505 
L 199.165473 144.093729 
L 199.833874 144.152464 
L 200.502275 144.564898 
L 201.170676 144.810028 
L 201.839077 144.873667 
L 203.175879 144.578412 
L 203.84428 144.691823 
L 204.512681 145.619259 
L 205.181082 145.548491 
L 205.849483 144.628997 
L 207.186285 143.231964 
L 207.854686 144.049316 
L 208.523087 144.654831 
L 209.191488 144.356541 
L 210.52829 144.247496 
L 211.196692 144.120449 
L 211.865093 144.181086 
L 212.533494 144.651903 
L 213.201895 143.248949 
L 213.870296 144.873819 
L 214.538697 143.751299 
L 215.207098 143.529216 
L 215.875499 143.989538 
L 216.5439 144.832971 
L 217.212301 144.080119 
L 217.880702 124.83205 
L 219.217504 142.000925 
L 220.554306 145.75872 
L 221.222707 144.136613 
L 222.559509 144.831613 
L 223.227911 144.777972 
L 223.896312 143.87265 
L 224.564713 143.292429 
L 225.233114 144.192676 
L 225.901515 145.358871 
L 226.569916 144.143749 
L 227.238317 145.148799 
L 227.906718 145.096302 
L 228.575119 144.228442 
L 229.24352 145.015346 
L 229.911921 145.022288 
L 230.580322 145.169106 
L 231.248723 143.669891 
L 233.253926 144.205367 
L 233.922327 144.556398 
L 234.590728 143.826753 
L 235.25913 144.348939 
L 235.927531 144.175434 
L 236.595932 143.546359 
L 237.264333 144.100042 
L 237.932734 143.26389 
L 238.601135 143.623511 
L 239.269536 143.359964 
L 239.937937 144.416909 
L 240.606338 144.854249 
L 241.274739 134.559756 
L 241.94314 139.90427 
L 242.611541 142.276611 
L 243.279942 136.41649 
L 243.948343 141.707147 
L 244.616744 144.573186 
L 245.285145 144.389613 
L 245.953546 144.674216 
L 246.621947 144.089017 
L 247.290349 140.3971 
L 247.95875 134.557863 
L 248.627151 138.709571 
L 249.295552 140.224115 
L 249.963953 144.069684 
L 250.632354 145.170403 
L 251.300755 145.487801 
L 251.969156 145.193383 
L 252.637557 145.464784 
L 253.305958 145.003116 
L 253.974359 144.916359 
L 254.64276 144.967753 
L 255.311161 144.783943 
L 255.979562 145.537878 
L 256.647963 145.678373 
L 257.316364 145.206809 
L 259.321568 145.182226 
L 259.989969 144.829422 
L 260.65837 144.86839 
L 261.326771 145.183821 
L 261.995172 145.070537 
L 262.663573 144.527723 
L 263.331974 144.839356 
L 264.000375 144.602765 
L 265.337177 144.961047 
L 266.005578 144.021337 
L 268.010781 143.808127 
L 268.679182 143.391848 
L 269.347583 143.981284 
L 270.015984 142.801356 
L 270.684385 144.239476 
L 272.021188 143.709401 
L 272.689589 143.943594 
L 273.35799 143.851209 
L 274.026391 144.663951 
L 274.694792 145.256673 
L 275.363193 144.812765 
L 276.031594 145.418659 
L 276.699995 145.43864 
L 277.368396 144.867228 
L 278.036797 145.329331 
L 278.705198 144.65035 
L 279.373599 144.706004 
L 280.710401 143.747541 
L 281.378802 143.797733 
L 282.047203 144.010387 
L 282.715604 145.062171 
L 283.384006 144.321569 
L 284.052407 144.376652 
L 284.720808 144.548892 
L 285.389209 144.238533 
L 288.062813 143.690706 
L 288.731214 143.082644 
L 289.399615 143.15616 
L 290.068016 143.395634 
L 290.736417 144.109335 
L 291.404818 144.313654 
L 292.073219 144.121438 
L 292.74162 144.473986 
L 293.410021 144.07803 
L 294.078422 144.434491 
L 294.746823 144.313385 
L 295.415225 144.776471 
L 296.083626 144.782236 
L 296.752027 144.52937 
L 297.420428 144.534482 
L 298.088829 144.65713 
L 298.75723 144.355642 
L 299.425631 144.333573 
L 300.094032 143.886854 
L 301.430834 144.631202 
L 302.099235 143.69954 
L 302.767636 144.931133 
L 303.436037 144.301175 
L 304.104438 143.895768 
L 304.772839 144.086314 
L 305.44124 143.683061 
L 306.778042 144.174823 
L 307.446444 145.361792 
L 310.120048 144.832485 
L 310.788449 144.230875 
L 311.45685 144.533842 
L 312.125251 144.668224 
L 312.793652 144.482802 
L 313.462053 143.884935 
L 314.130454 144.372539 
L 314.798855 144.238077 
L 315.467256 143.625996 
L 316.804058 143.634543 
L 317.472459 143.837315 
L 318.14086 143.431516 
L 319.477663 144.74468 
L 320.146064 144.669406 
L 320.814465 145.425478 
L 321.482866 145.033017 
L 322.151267 145.075907 
L 322.819668 144.621688 
L 324.15647 144.847353 
L 324.824871 144.488965 
L 325.493272 144.521218 
L 326.161673 144.082874 
L 326.830074 144.460097 
L 327.498475 144.48522 
L 328.166876 144.047403 
L 328.835277 143.409073 
L 329.503678 144.061262 
L 330.84048 144.118905 
L 331.508882 144.298624 
L 332.845684 144.972949 
L 333.514085 145.114027 
L 334.182486 140.356279 
L 334.850887 128.833164 
L 335.519288 130.422637 
L 336.187689 143.678335 
L 336.85609 144.666733 
L 337.524491 145.057096 
L 338.192892 145.689557 
L 338.861293 144.460085 
L 339.529694 145.290525 
L 340.198095 145.679712 
L 340.866496 144.945383 
L 341.534897 145.283606 
L 342.203298 144.440063 
L 342.871699 144.795538 
L 343.540101 143.081192 
L 344.208502 144.30356 
L 344.876903 144.634679 
L 345.545304 144.472269 
L 346.213705 144.90899 
L 347.550507 144.886554 
L 348.218908 145.20816 
L 348.887309 144.960565 
L 349.55571 145.422769 
L 350.892512 145.159492 
L 351.560913 144.49141 
L 352.229314 145.117182 
L 352.897715 145.07565 
L 353.566116 144.672736 
L 354.234517 144.612079 
L 354.902918 145.101535 
L 355.57132 144.701083 
L 356.239721 144.689542 
L 356.908122 144.461832 
L 357.576523 145.029541 
L 358.244924 144.55771 
L 358.913325 144.802309 
L 359.581726 145.655155 
L 360.250127 145.056696 
L 361.586929 145.398402 
L 362.25533 145.012915 
L 362.923731 144.766683 
L 363.592132 144.844875 
L 364.928934 144.078375 
L 365.597335 145.102861 
L 366.265736 145.072407 
L 366.934137 145.46137 
L 367.602539 145.089957 
L 368.27094 145.3197 
L 368.939341 144.768289 
L 370.276143 145.237251 
L 370.944544 143.735705 
L 371.612945 131.262949 
L 372.281346 131.843485 
L 372.281346 131.843485 
" 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: 1.568 $\bullet$ mean: 0.151 $\bullet$ $\sigma$: 0.145 -->
    <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-31"/>
     <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-36"/>
     <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(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.26 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 143.437239)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-32"/>
     <use x="159.033203" xlink:href="#DejaVuSans-36"/>
    </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(#p557f27875b)">
    <image height="945" id="image75f134af04" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQYq4ZpXX3vytU0jSQAAAAAABwxbbsjYIgd3Q8brqMfEawAAfMwCiR4NeqD+kMwAAAAASUVORK5CYII="/>
   </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(#p2391c639c7)">
    <image height="128.16" id="image736b5fcc0b" 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="mbf6773ec16" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mbf6773ec16" 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="#mbf6773ec16" 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="#mbf6773ec16" 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="#mbf6773ec16" 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="#mbf6773ec16" 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="p348e0d83db">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p81b76e859f">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pdd6c225cb3">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p73ede20b96">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pce480b8e84">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p557f27875b">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p2391c639c7">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>