highspeed-fmriprep/fmriprep/sub-25/figures/sub-25_ses-02_task-highspeed_rec-prenorm_run-01_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(#pa84d27fe42)" d="M 18.697188 23.132866 
L 372.281346 23.132866 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#pa84d27fe42)" d="M 18.697188 23.559165 
L 19.365589 23.907407 
L 20.702391 24.153744 
L 23.375995 23.882088 
L 25.381198 23.911161 
L 26.049599 23.779698 
L 27.386401 23.918267 
L 30.060005 24.356271 
L 33.402011 24.24444 
L 34.070412 24.056466 
L 35.407214 24.326889 
L 36.075615 24.477562 
L 38.080818 24.145733 
L 43.428027 24.215994 
L 44.764829 23.904692 
L 46.101631 24.069435 
L 46.770032 24.291079 
L 47.438433 24.228942 
L 48.106834 24.047858 
L 48.775235 23.745462 
L 53.454042 24.333193 
L 54.122443 24.078773 
L 56.796048 23.928634 
L 57.464449 23.946971 
L 58.13285 24.094518 
L 59.469652 24.043776 
L 60.138053 23.824301 
L 63.480058 23.718868 
L 64.148459 23.757248 
L 65.485261 24.019999 
L 66.153662 24.0964 
L 66.822064 24.030982 
L 67.490465 24.120022 
L 68.827267 24.020729 
L 69.495668 23.788903 
L 70.164069 24.010671 
L 70.83247 24.093839 
L 71.500871 23.643464 
L 73.506074 23.566199 
L 74.842876 24.039487 
L 75.511277 23.930259 
L 76.179678 23.996602 
L 77.51648 24.369732 
L 78.184881 24.154968 
L 79.521684 24.419025 
L 80.190085 24.179743 
L 80.858486 24.076695 
L 81.526887 23.796544 
L 82.863689 23.850649 
L 83.53209 24.071666 
L 84.200491 24.14094 
L 84.868892 23.80618 
L 85.537293 24.254025 
L 86.205694 23.945531 
L 86.874095 23.933282 
L 87.542496 24.069496 
L 88.210897 23.963456 
L 88.879298 24.130625 
L 89.547699 24.150649 
L 90.2161 24.354841 
L 93.558106 23.77217 
L 94.226507 23.578427 
L 94.894908 23.704994 
L 95.563309 23.984024 
L 96.23171 23.948215 
L 96.900111 24.029902 
L 97.568512 23.923091 
L 98.236913 24.078073 
L 98.905314 23.79894 
L 100.242116 23.735435 
L 102.247319 24.200342 
L 103.584122 23.99038 
L 104.252523 23.730797 
L 105.589325 23.763676 
L 106.257726 23.675653 
L 106.926127 23.825648 
L 108.262929 23.951156 
L 108.93133 24.126203 
L 110.936533 24.038212 
L 111.604934 24.160542 
L 113.610137 24.077929 
L 114.278538 23.910709 
L 114.94694 23.895539 
L 116.283742 23.613804 
L 117.620544 23.759788 
L 118.957346 23.573686 
L 121.63095 23.7801 
L 122.299351 24.119971 
L 122.967752 23.744527 
L 124.304554 23.827191 
L 126.978159 23.695913 
L 127.64656 23.907407 
L 128.314961 23.70557 
L 130.320164 23.600754 
L 130.988565 23.39796 
L 133.662169 23.970336 
L 134.998971 23.934424 
L 136.335773 24.095721 
L 137.672575 24.008048 
L 139.009378 23.615964 
L 139.677779 23.515333 
L 141.014581 23.810561 
L 142.351383 23.63862 
L 143.019784 23.604857 
L 145.024987 23.940934 
L 146.361789 23.812495 
L 147.03019 23.693383 
L 148.366992 23.788563 
L 149.703794 23.973565 
L 152.377399 23.685825 
L 153.714201 23.694391 
L 155.719404 23.608847 
L 157.056206 23.81811 
L 161.066612 23.773456 
L 163.740217 23.366696 
L 164.408618 23.423084 
L 165.077019 23.652637 
L 167.082222 23.881419 
L 168.419024 23.696253 
L 170.424227 23.467831 
L 171.761029 23.675438 
L 172.42943 23.740876 
L 173.097831 23.646025 
L 173.766232 23.674934 
L 175.103035 23.552696 
L 175.771436 23.671848 
L 176.439837 23.618587 
L 177.776639 23.718374 
L 179.781842 23.78483 
L 180.450243 23.448538 
L 181.787045 23.667796 
L 182.455446 23.428247 
L 183.792248 23.763398 
L 185.12905 23.75333 
L 187.802655 23.533814 
L 188.471056 23.693332 
L 189.139457 23.665164 
L 189.807858 23.427507 
L 190.476259 23.471667 
L 191.14466 23.327534 
L 192.481462 23.845887 
L 193.149863 23.472808 
L 193.818264 23.676939 
L 194.486665 23.718466 
L 195.155066 23.510243 
L 195.823467 23.747077 
L 196.491868 23.627997 
L 197.82867 23.690987 
L 198.497071 23.578663 
L 199.165473 23.341212 
L 199.833874 23.365874 
L 200.502275 23.641428 
L 201.170676 23.697744 
L 202.507478 23.537228 
L 204.512681 23.558301 
L 205.181082 23.707185 
L 205.849483 23.735836 
L 207.186285 23.379747 
L 207.854686 23.297319 
L 210.52829 23.674738 
L 212.533494 23.483545 
L 213.201895 23.056855 
L 215.875499 23.429347 
L 216.5439 23.27709 
L 217.212301 23.532642 
L 217.880702 23.35524 
L 218.549103 23.577059 
L 219.885905 23.446635 
L 221.222707 23.08961 
L 221.891108 23.322875 
L 224.564713 23.761876 
L 225.901515 23.268513 
L 226.569916 23.788656 
L 227.238317 23.840776 
L 229.24352 23.389527 
L 231.248723 23.678461 
L 232.585525 23.804792 
L 234.590728 23.446789 
L 237.932734 23.864635 
L 239.269536 23.736896 
L 239.937937 23.495115 
L 245.285145 23.553076 
L 245.953546 23.703842 
L 246.621947 23.590192 
L 247.95875 23.588536 
L 249.295552 23.526595 
L 250.632354 23.452137 
L 252.637557 23.514058 
L 253.305958 23.60098 
L 255.979562 23.466525 
L 257.316364 23.622104 
L 258.653166 23.525546 
L 261.326771 23.525648 
L 261.995172 23.598358 
L 262.663573 23.53763 
L 263.331974 23.614864 
L 266.673979 23.419773 
L 267.34238 23.631935 
L 269.347583 23.798981 
L 271.352787 23.597751 
L 272.689589 23.35345 
L 273.35799 23.270457 
L 274.026391 23.340523 
L 274.694792 23.597535 
L 276.031594 23.770186 
L 276.699995 23.787175 
L 277.368396 23.566991 
L 280.710401 23.338806 
L 282.047203 23.51557 
L 283.384006 23.424247 
L 286.05761 23.374985 
L 286.726011 23.37876 
L 287.394412 23.544448 
L 289.399615 23.525731 
L 292.073219 23.468345 
L 292.74162 23.672291 
L 293.410021 23.647372 
L 294.746823 23.335741 
L 295.415225 23.238247 
L 296.752027 23.451726 
L 298.088829 23.532467 
L 304.772839 23.502077 
L 305.44124 23.595601 
L 306.109641 23.409448 
L 310.788449 23.189973 
L 311.45685 22.996281 
L 312.125251 23.056587 
L 313.462053 22.923767 
L 316.135657 23.4461 
L 320.814465 22.904104 
L 322.151267 23.100871 
L 322.819668 23.283796 
L 323.488069 23.19965 
L 324.15647 23.291591 
L 325.493272 23.182712 
L 326.161673 23.275198 
L 326.830074 23.18841 
L 328.835277 23.42113 
L 329.503678 23.608025 
L 331.508882 23.450492 
L 332.177283 23.308745 
L 332.845684 23.040832 
L 334.182486 23.014453 
L 335.519288 23.290593 
L 342.203298 23.481457 
L 345.545304 23.304539 
L 346.213705 23.411134 
L 349.55571 23.241538 
L 352.229314 23.598388 
L 354.902918 22.937126 
L 356.908122 23.496853 
L 358.244924 23.371417 
L 362.25533 23.198807 
L 364.928934 23.307686 
L 366.265736 22.994903 
L 366.934137 23.009187 
L 367.602539 23.211786 
L 368.939341 23.258023 
L 370.944544 23.020181 
L 372.281346 22.930349 
L 372.281346 22.930349 
" 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: 647.143 $\bullet$ mean: 642.730 $\bullet$ $\sigma$: 1.889 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 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 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 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 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 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"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-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-33"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 645.79 -->
    <defs>
     <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"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.960678)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-35"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-37"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p29c674db93)" d="M 18.697188 50.722596 
L 372.281346 50.722596 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p29c674db93)" d="M 18.697188 50.498745 
L 19.365589 51.859474 
L 20.03399 51.875225 
L 20.702391 52.228791 
L 21.370792 52.234213 
L 22.039193 51.946037 
L 22.707594 52.257103 
L 23.375995 51.563129 
L 24.044396 52.02308 
L 24.712797 51.785749 
L 25.381198 52.288347 
L 26.049599 51.589787 
L 27.386401 51.78766 
L 28.054802 51.548867 
L 28.723203 51.935598 
L 29.391604 51.71727 
L 30.060005 52.183102 
L 30.728407 52.212609 
L 31.396808 51.868186 
L 32.065209 51.94782 
L 32.73361 51.82019 
L 33.402011 52.096098 
L 34.070412 51.948932 
L 34.738813 51.452582 
L 35.407214 52.112896 
L 36.075615 52.023999 
L 36.744016 52.276805 
L 37.412417 51.89772 
L 38.080818 51.38755 
L 38.749219 51.958718 
L 39.41762 51.725246 
L 40.086021 52.355088 
L 40.754422 51.748091 
L 41.422823 51.982941 
L 42.091224 52.098717 
L 42.759626 51.747843 
L 43.428027 52.314288 
L 44.096428 51.595494 
L 44.764829 51.806801 
L 46.101631 51.19882 
L 46.770032 51.771854 
L 47.438433 51.833753 
L 48.775235 51.405065 
L 50.112037 51.54056 
L 50.780438 51.387302 
L 51.448839 51.986837 
L 52.11724 51.55383 
L 52.785641 51.752842 
L 53.454042 52.080283 
L 54.122443 51.740942 
L 54.790845 51.953113 
L 56.127647 51.556393 
L 56.796048 51.643609 
L 57.464449 51.453841 
L 58.13285 51.953297 
L 58.801251 51.644546 
L 59.469652 51.966051 
L 60.138053 51.381926 
L 60.806454 51.295979 
L 61.474855 51.323289 
L 62.143256 51.185018 
L 62.811657 51.556421 
L 63.480058 50.99287 
L 64.148459 51.434103 
L 64.81686 51.062681 
L 65.485261 51.626581 
L 66.153662 51.872321 
L 66.822064 51.348238 
L 67.490465 51.664606 
L 68.827267 51.528293 
L 70.164069 51.472964 
L 70.83247 51.903528 
L 71.500871 51.646641 
L 72.169272 50.946097 
L 72.837673 51.22863 
L 73.506074 50.873897 
L 74.174475 51.684979 
L 74.842876 51.306408 
L 75.511277 51.541865 
L 76.848079 51.502287 
L 77.51648 52.199744 
L 78.184881 51.773665 
L 79.521684 52.256754 
L 80.190085 51.828543 
L 80.858486 52.44869 
L 81.526887 51.681956 
L 82.195288 51.476548 
L 83.53209 51.55757 
L 84.200491 51.955291 
L 84.868892 51.53104 
L 85.537293 52.054893 
L 86.874095 51.735281 
L 87.542496 52.129703 
L 88.210897 51.742761 
L 88.879298 52.285553 
L 89.547699 52.180005 
L 90.2161 51.870262 
L 90.884502 52.29976 
L 92.221304 51.90769 
L 92.889705 51.893346 
L 93.558106 51.450404 
L 94.894908 50.917381 
L 95.563309 51.844202 
L 96.900111 52.006337 
L 97.568512 52.254788 
L 98.905314 51.738617 
L 99.573715 51.997865 
L 100.242116 51.468011 
L 100.910517 52.004692 
L 101.578918 51.896819 
L 102.247319 51.502388 
L 102.915721 52.064671 
L 103.584122 51.77224 
L 104.920924 52.010454 
L 105.589325 51.395618 
L 106.257726 51.621068 
L 106.926127 51.618449 
L 107.594528 51.365523 
L 108.262929 52.035513 
L 108.93133 51.880564 
L 109.599731 52.050611 
L 110.268132 51.881216 
L 111.604934 51.951284 
L 112.273335 52.409544 
L 112.941736 51.970545 
L 113.610137 52.540785 
L 114.278538 51.763465 
L 114.94694 51.701492 
L 116.283742 51.110447 
L 116.952143 51.25097 
L 117.620544 51.573761 
L 118.288945 51.358447 
L 118.957346 51.700196 
L 119.625747 51.33394 
L 120.294148 51.724879 
L 120.962549 51.788606 
L 121.63095 51.418141 
L 122.299351 52.01639 
L 123.636153 51.403392 
L 124.304554 51.707245 
L 124.972955 51.344976 
L 125.641356 51.679447 
L 126.978159 51.473929 
L 127.64656 51.800121 
L 128.314961 51.402841 
L 129.651763 51.73643 
L 130.320164 51.450358 
L 130.988565 51.792466 
L 131.656966 51.345215 
L 132.325367 51.868719 
L 132.993768 51.672923 
L 134.998971 51.743496 
L 135.667372 51.476309 
L 136.335773 51.995457 
L 137.004174 51.750204 
L 137.672575 52.088976 
L 138.340976 51.686174 
L 139.677779 51.377157 
L 140.34618 51.077017 
L 141.014581 51.741328 
L 142.351383 51.328573 
L 143.019784 51.350342 
L 143.688185 51.186047 
L 144.356586 51.735934 
L 145.024987 51.811414 
L 146.361789 51.722159 
L 147.03019 51.048594 
L 147.698591 51.325109 
L 149.035393 51.315506 
L 149.703794 51.731743 
L 150.372195 51.511862 
L 151.708998 51.553058 
L 152.377399 50.988395 
L 153.0458 51.462966 
L 153.714201 51.310672 
L 155.051003 51.336871 
L 155.719404 51.037016 
L 156.387805 51.353807 
L 157.056206 51.493732 
L 157.724607 51.171161 
L 158.393008 51.765137 
L 159.72981 51.358043 
L 160.398211 51.791042 
L 161.066612 51.573329 
L 161.735013 51.492363 
L 162.403414 51.184981 
L 163.071816 50.726271 
L 163.740217 50.902861 
L 164.408618 50.642539 
L 165.077019 51.143519 
L 165.74542 51.379886 
L 166.413821 51.314596 
L 167.082222 51.767076 
L 167.750623 51.647285 
L 168.419024 51.37882 
L 169.087425 51.625295 
L 169.755826 51.111899 
L 171.092628 51.326533 
L 171.761029 50.792636 
L 172.42943 51.590513 
L 173.097831 51.305085 
L 173.766232 51.622529 
L 174.434633 51.448392 
L 175.103035 51.054907 
L 175.771436 51.505127 
L 176.439837 51.475197 
L 177.108238 51.138337 
L 177.776639 51.631047 
L 178.44504 51.534734 
L 179.113441 51.558048 
L 179.781842 51.803833 
L 180.450243 51.364512 
L 181.787045 51.381411 
L 182.455446 50.723698 
L 183.123847 51.291945 
L 183.792248 51.676056 
L 184.460649 51.47448 
L 185.12905 51.878652 
L 185.797451 51.613009 
L 186.465852 51.209866 
L 187.134254 51.256676 
L 187.802655 51.174827 
L 188.471056 51.256456 
L 189.139457 51.547618 
L 189.807858 51.092464 
L 190.476259 51.461229 
L 191.14466 51.009439 
L 191.813061 51.009825 
L 192.481462 51.570288 
L 193.149863 51.066578 
L 193.818264 51.261289 
L 194.486665 51.817764 
L 195.155066 51.175415 
L 195.823467 51.66253 
L 196.491868 51.495625 
L 197.160269 51.023315 
L 197.82867 51.382689 
L 198.497071 51.365275 
L 199.165473 50.715327 
L 199.833874 51.231213 
L 200.502275 51.358797 
L 201.170676 51.283996 
L 201.839077 51.56629 
L 202.507478 51.18069 
L 203.175879 51.199822 
L 203.84428 51.539219 
L 204.512681 50.960965 
L 205.181082 51.215609 
L 205.849483 51.688306 
L 206.517884 51.20359 
L 207.186285 51.34754 
L 207.854686 51.010036 
L 208.523087 50.820755 
L 209.191488 51.378866 
L 209.859889 50.918915 
L 210.52829 51.716076 
L 211.196692 51.447335 
L 211.865093 51.334785 
L 212.533494 51.411203 
L 213.201895 50.876562 
L 213.870296 50.931927 
L 214.538697 51.404945 
L 215.207098 51.055964 
L 215.875499 51.456037 
L 216.5439 51.257126 
L 219.217504 51.392301 
L 219.885905 51.647983 
L 220.554306 51.008786 
L 221.222707 51.361222 
L 221.891108 51.012434 
L 222.559509 51.171528 
L 223.227911 51.459888 
L 224.564713 51.45453 
L 225.233114 51.610812 
L 225.901515 50.882939 
L 226.569916 51.390444 
L 227.238317 51.678354 
L 227.906718 51.431474 
L 229.24352 51.304855 
L 229.911921 50.954138 
L 230.580322 51.563736 
L 231.248723 51.011341 
L 231.917124 51.182004 
L 232.585525 51.516393 
L 233.253926 51.337238 
L 233.922327 51.664147 
L 234.590728 51.363759 
L 235.25913 51.337413 
L 235.927531 51.645879 
L 236.595932 51.254241 
L 237.264333 51.338314 
L 237.932734 51.717243 
L 238.601135 51.437567 
L 239.269536 51.949557 
L 239.937937 51.253726 
L 240.606338 51.088044 
L 241.274739 51.319273 
L 241.94314 51.18001 
L 242.611541 51.433974 
L 243.279942 51.021091 
L 243.948343 50.988781 
L 244.616744 51.403061 
L 245.285145 51.097867 
L 245.953546 51.66207 
L 247.290349 51.169277 
L 247.95875 51.572447 
L 248.627151 51.056892 
L 249.295552 51.183667 
L 249.963953 51.433092 
L 250.632354 51.084745 
L 251.300755 51.193417 
L 251.969156 50.926184 
L 252.637557 50.792315 
L 253.305958 51.493052 
L 253.974359 51.252761 
L 255.311161 51.578558 
L 255.979562 51.263697 
L 257.316364 51.342329 
L 257.984765 51.119471 
L 258.653166 51.363492 
L 259.321568 51.065585 
L 259.989969 51.280844 
L 261.326771 50.975006 
L 261.995172 51.230909 
L 264.000375 51.527135 
L 264.668776 51.156871 
L 266.005578 51.266242 
L 266.673979 51.023305 
L 268.010781 51.398733 
L 268.679182 51.234126 
L 269.347583 51.926363 
L 270.015984 51.271701 
L 270.684385 51.540138 
L 271.352787 51.465999 
L 272.021188 51.135387 
L 272.689589 51.251199 
L 273.35799 51.123 
L 274.026391 50.861298 
L 274.694792 51.366901 
L 275.363193 51.309064 
L 276.699995 51.81804 
L 277.368396 51.436804 
L 278.036797 51.341291 
L 278.705198 51.501616 
L 279.373599 51.178981 
L 280.042 51.290052 
L 281.378802 50.979188 
L 282.047203 51.337156 
L 283.384006 51.122494 
L 284.052407 51.146129 
L 284.720808 50.965339 
L 285.389209 51.18681 
L 286.05761 51.255289 
L 286.726011 50.887607 
L 287.394412 51.296916 
L 288.062813 51.387779 
L 288.731214 51.097233 
L 289.399615 51.504851 
L 290.068016 50.999698 
L 291.404818 51.455376 
L 292.073219 51.119857 
L 292.74162 51.356747 
L 293.410021 51.840765 
L 294.078422 51.034948 
L 294.746823 51.110153 
L 295.415225 50.900978 
L 296.083626 50.815131 
L 296.752027 51.252495 
L 297.420428 51.001573 
L 298.75723 51.172282 
L 299.425631 50.850014 
L 300.762433 51.229889 
L 301.430834 51.030693 
L 302.099235 51.371083 
L 303.436037 51.147563 
L 304.104438 51.241624 
L 304.772839 51.024004 
L 306.109641 51.268438 
L 306.778042 50.630271 
L 307.446444 51.117596 
L 308.114845 50.592264 
L 308.783246 51.105549 
L 309.451647 50.6211 
L 310.120048 51.021642 
L 310.788449 50.69274 
L 311.45685 51.058702 
L 312.125251 51.167485 
L 312.793652 50.597695 
L 313.462053 50.668544 
L 314.798855 50.623296 
L 315.467256 50.788198 
L 316.135657 51.148307 
L 318.14086 50.897054 
L 318.809261 50.60829 
L 319.477663 51.09806 
L 320.146064 50.262645 
L 320.814465 50.718488 
L 321.482866 50.484786 
L 322.151267 50.72085 
L 322.819668 51.197929 
L 323.488069 50.803755 
L 324.824871 50.885843 
L 325.493272 50.659493 
L 326.161673 51.15145 
L 326.830074 50.923547 
L 327.498475 50.816914 
L 328.166876 51.033542 
L 328.835277 50.949414 
L 330.172079 51.51869 
L 330.84048 51.141829 
L 331.508882 51.362583 
L 332.177283 51.223677 
L 332.845684 50.776794 
L 333.514085 50.727622 
L 334.182486 50.530062 
L 334.850887 50.723854 
L 335.519288 51.070557 
L 336.187689 50.688568 
L 336.85609 51.288811 
L 338.192892 50.937376 
L 338.861293 51.195972 
L 339.529694 51.049688 
L 340.866496 51.264616 
L 341.534897 50.963162 
L 342.871699 51.026898 
L 343.540101 50.742941 
L 344.208502 50.991492 
L 344.876903 51.004256 
L 345.545304 50.621183 
L 346.213705 51.252697 
L 346.882106 51.388754 
L 347.550507 51.168606 
L 348.218908 51.525674 
L 348.887309 50.96918 
L 351.560913 50.905416 
L 352.229314 51.412214 
L 352.897715 51.579973 
L 353.566116 50.960956 
L 354.234517 50.988221 
L 354.902918 50.837976 
L 355.57132 50.477701 
L 356.239721 50.780947 
L 356.908122 51.296842 
L 358.244924 50.948155 
L 358.913325 51.450772 
L 359.581726 50.883316 
L 360.918528 51.09783 
L 361.586929 50.524236 
L 362.25533 50.972241 
L 362.923731 50.993486 
L 363.592132 50.721695 
L 364.260533 51.283297 
L 364.928934 51.263081 
L 365.597335 50.965698 
L 366.265736 50.958714 
L 366.934137 50.322871 
L 368.27094 51.225524 
L 368.939341 50.771225 
L 369.607742 51.258845 
L 370.276143 50.622855 
L 370.944544 50.785919 
L 372.281346 50.520119 
L 372.281346 50.520119 
" 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: 703.188 $\bullet$ mean: 695.746 $\bullet$ $\sigma$: 2.657 -->
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-36"/>
     <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-32"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(2063.111328 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 700.13 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.550409)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-37"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-30"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-33"/>
    </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(#p6e054c175a)" d="M 18.697188 78.720031 
L 372.281346 78.720031 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p6e054c175a)" d="M 18.697188 79.472425 
L 21.370792 79.388365 
L 22.039193 79.233743 
L 22.707594 79.35866 
L 24.712797 79.240885 
L 25.381198 79.329453 
L 26.049599 79.255917 
L 26.718 79.354809 
L 28.723203 79.264875 
L 30.060005 79.360126 
L 32.065209 79.331189 
L 32.73361 79.190541 
L 33.402011 79.305363 
L 34.070412 79.21897 
L 34.738813 79.316256 
L 35.407214 79.237104 
L 36.744016 79.279289 
L 46.101631 79.262491 
L 47.438433 79.331588 
L 51.448839 79.11082 
L 52.11724 79.272585 
L 54.122443 79.335887 
L 54.790845 79.136726 
L 55.459246 79.28276 
L 56.127647 79.142371 
L 58.13285 79.293503 
L 58.801251 79.238042 
L 59.469652 79.327378 
L 60.138053 79.201074 
L 60.806454 79.27452 
L 61.474855 79.13475 
L 62.143256 79.175608 
L 62.811657 79.098801 
L 64.148459 79.153484 
L 66.153662 79.134351 
L 66.822064 79.203059 
L 67.490465 79.073813 
L 68.158866 79.225164 
L 68.827267 79.248316 
L 69.495668 79.007479 
L 70.164069 79.277144 
L 70.83247 79.394021 
L 71.500871 79.171987 
L 72.169272 79.391986 
L 72.837673 78.987659 
L 73.506074 78.874422 
L 74.842876 79.200586 
L 75.511277 79.054043 
L 76.179678 79.087998 
L 77.51648 79.331218 
L 78.853283 79.311548 
L 79.521684 79.491497 
L 81.526887 79.139449 
L 82.863689 79.061464 
L 83.53209 79.215528 
L 84.868892 78.97122 
L 85.537293 79.521721 
L 86.874095 79.271877 
L 87.542496 79.323947 
L 88.210897 79.181104 
L 88.879298 79.302849 
L 89.547699 79.184665 
L 90.2161 79.449602 
L 90.884502 79.249822 
L 91.552903 79.301912 
L 92.221304 79.180606 
L 93.558106 79.09918 
L 94.226507 78.777226 
L 96.23171 78.918422 
L 96.900111 79.173743 
L 97.568512 79.084247 
L 98.236913 79.401263 
L 98.905314 79.105943 
L 99.573715 79.127588 
L 100.242116 78.976726 
L 100.910517 78.952547 
L 101.578918 79.329642 
L 102.247319 79.348755 
L 104.252523 78.885365 
L 104.920924 79.108566 
L 105.589325 79.080107 
L 106.257726 78.728937 
L 109.599731 79.399118 
L 112.941736 79.403088 
L 113.610137 79.236107 
L 114.94694 79.174072 
L 115.615341 79.011429 
L 117.620544 79.058292 
L 119.625747 79.004267 
L 120.294148 79.080347 
L 120.962549 79.03931 
L 122.299351 79.387029 
L 122.967752 78.884228 
L 123.636153 79.093514 
L 124.972955 79.120945 
L 127.64656 79.306271 
L 128.314961 78.961255 
L 128.983362 78.89526 
L 130.320164 79.006362 
L 130.988565 78.871959 
L 132.993768 78.997025 
L 133.662169 79.200626 
L 134.33057 79.136875 
L 135.667372 79.284426 
L 137.004174 79.287219 
L 138.340976 79.270102 
L 139.677779 79.193404 
L 140.34618 79.273383 
L 142.351383 79.139349 
L 145.024987 79.07095 
L 152.377399 79.104237 
L 156.387805 79.10297 
L 157.056206 79.173693 
L 158.393008 79.154621 
L 161.066612 79.02325 
L 162.403414 78.991539 
L 164.408618 78.99124 
L 165.74542 79.161494 
L 168.419024 79.157952 
L 170.424227 78.751969 
L 171.092628 78.996497 
L 173.097831 78.9634 
L 173.766232 79.168366 
L 175.103035 79.115319 
L 175.771436 79.187857 
L 176.439837 79.017075 
L 177.108238 79.149932 
L 178.44504 79.071349 
L 179.781842 79.052207 
L 181.118644 78.877605 
L 181.787045 78.970043 
L 182.455446 78.692329 
L 183.123847 78.639072 
L 184.460649 78.844497 
L 185.12905 78.933076 
L 185.797451 79.173853 
L 186.465852 79.229763 
L 187.134254 79.000297 
L 189.139457 79.027918 
L 189.807858 78.89537 
L 190.476259 78.905086 
L 191.14466 78.766712 
L 192.481462 79.110002 
L 193.149863 78.677945 
L 193.818264 78.914033 
L 195.155066 78.855769 
L 195.823467 79.080546 
L 196.491868 79.005185 
L 197.82867 79.085604 
L 198.497071 78.957315 
L 199.165473 79.002821 
L 199.833874 78.810004 
L 200.502275 79.067409 
L 201.170676 79.156297 
L 201.839077 78.957754 
L 203.175879 78.957784 
L 204.512681 78.946791 
L 206.517884 79.031878 
L 207.854686 79.092716 
L 209.859889 78.875919 
L 211.196692 79.028397 
L 212.533494 79.063589 
L 213.201895 78.661087 
L 213.870296 78.506693 
L 215.207098 78.667261 
L 215.875499 78.728448 
L 216.5439 78.669226 
L 217.212301 79.056217 
L 217.880702 78.961305 
L 218.549103 79.182202 
L 219.885905 79.153663 
L 221.222707 78.562663 
L 221.891108 78.669765 
L 223.227911 78.545197 
L 223.896312 78.976228 
L 225.233114 78.924018 
L 225.901515 78.69574 
L 226.569916 79.05926 
L 229.24352 79.039359 
L 229.911921 78.893375 
L 231.917124 78.83158 
L 233.253926 79.068237 
L 237.264333 78.932816 
L 238.601135 79.079439 
L 239.937937 78.96335 
L 240.606338 78.992337 
L 241.274739 78.904916 
L 241.94314 78.935559 
L 242.611541 78.829016 
L 243.948343 78.918253 
L 247.290349 78.928377 
L 247.95875 78.853854 
L 250.632354 78.974402 
L 251.969156 78.922402 
L 253.305958 78.973774 
L 266.005578 78.827779 
L 268.010781 78.78354 
L 268.679182 78.922642 
L 272.689589 78.943968 
L 273.35799 78.830522 
L 276.699995 78.974801 
L 284.720808 78.847669 
L 286.05761 78.944557 
L 286.726011 78.938791 
L 287.394412 78.81554 
L 288.731214 78.834782 
L 289.399615 78.745845 
L 290.736417 78.840108 
L 292.073219 78.917445 
L 293.410021 78.941834 
L 294.746823 78.926722 
L 295.415225 78.753874 
L 302.767636 78.934871 
L 304.772839 78.741565 
L 307.446444 78.762423 
L 308.114845 78.900358 
L 308.783246 78.820508 
L 310.120048 78.939769 
L 310.788449 78.800538 
L 312.125251 78.934961 
L 312.793652 78.756518 
L 314.130454 78.717386 
L 314.798855 78.814373 
L 315.467256 78.762622 
L 317.472459 78.950582 
L 318.14086 78.859689 
L 320.146064 78.884417 
L 323.488069 78.782942 
L 327.498475 78.85534 
L 328.166876 78.776588 
L 331.508882 78.926472 
L 334.182486 78.650015 
L 335.519288 78.693565 
L 336.187689 78.849415 
L 338.192892 79.052985 
L 338.861293 78.820827 
L 340.198095 78.853664 
L 340.866496 78.748767 
L 342.871699 78.741815 
L 344.208502 78.753745 
L 345.545304 78.923619 
L 349.55571 78.806024 
L 350.892512 78.718962 
L 354.234517 78.7637 
L 355.57132 78.730244 
L 356.239721 78.807879 
L 356.908122 78.77164 
L 358.244924 78.932477 
L 360.250127 78.788298 
L 362.25533 78.738463 
L 362.923731 78.666902 
L 364.928934 78.762613 
L 366.265736 78.602065 
L 368.939341 78.761994 
L 371.612945 78.808039 
L 372.281346 78.804298 
L 372.281346 78.804298 
" 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: 682.577 $\bullet$ mean: 679.475 $\bullet$ $\sigma$: 1.217 -->
    <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-38"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(633.126953 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(696.75 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.537109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.134766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.921875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.333984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.857422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.136719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.515625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.207031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.994141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.617188 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1299.240234 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1362.863281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.650391 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.273438 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1521.896484 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1585.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.691406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.070312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.761719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.548828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.171875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.880859 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.503906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.126953 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 681.27 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.547844)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-38"/>
     <use x="127.246094" xlink:href="#DejaVuSans-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <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(#p8e7d91fd77)" d="M 18.697188 103.323106 
L 372.281346 103.323106 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p8e7d91fd77)" d="M 19.365589 111.712569 
L 20.03399 114.083039 
L 20.702391 114.861932 
L 21.370792 114.351148 
L 22.039193 111.711337 
L 22.707594 110.150031 
L 23.375995 107.745405 
L 24.044396 107.029203 
L 24.712797 105.866581 
L 25.381198 105.171064 
L 26.049599 105.158568 
L 26.718 105.581225 
L 27.386401 108.175765 
L 28.054802 109.796512 
L 28.723203 110.882803 
L 29.391604 111.550872 
L 30.060005 110.374948 
L 31.396808 106.927457 
L 32.065209 105.281527 
L 32.73361 105.688443 
L 33.402011 105.107948 
L 34.070412 108.056602 
L 34.738813 110.326877 
L 35.407214 111.424433 
L 36.075615 110.0052 
L 36.744016 111.473991 
L 37.412417 112.43872 
L 38.749219 111.830925 
L 40.086021 109.349713 
L 40.754422 106.073317 
L 41.422823 107.239502 
L 42.091224 108.059508 
L 42.759626 103.280592 
L 43.428027 102.795543 
L 44.096428 104.364719 
L 44.764829 106.729079 
L 45.43323 110.146617 
L 46.101631 112.398307 
L 46.770032 112.160323 
L 47.438433 111.08133 
L 48.106834 108.311303 
L 48.775235 109.410535 
L 49.443636 112.725288 
L 50.112037 112.976235 
L 50.780438 113.679135 
L 51.448839 113.259045 
L 52.11724 111.00971 
L 52.785641 114.728069 
L 53.454042 115.271416 
L 54.790845 113.528279 
L 55.459246 113.096033 
L 56.796048 114.690157 
L 57.464449 114.492842 
L 58.801251 112.571165 
L 59.469652 111.411788 
L 60.138053 108.060272 
L 60.806454 107.746361 
L 61.474855 106.534756 
L 62.143256 103.945264 
L 62.811657 103.67408 
L 63.480058 104.0388 
L 64.148459 104.768388 
L 65.485261 108.041879 
L 66.153662 109.346383 
L 67.490465 110.524256 
L 68.158866 113.526476 
L 68.827267 113.976522 
L 69.495668 111.982524 
L 70.164069 110.685827 
L 71.500871 103.320221 
L 72.169272 101.638437 
L 72.837673 102.929958 
L 73.506074 104.918078 
L 74.174475 106.196086 
L 74.842876 110.398963 
L 75.511277 111.920215 
L 76.179678 112.218004 
L 76.848079 113.280726 
L 77.51648 113.436569 
L 78.184881 114.311689 
L 78.853283 114.59921 
L 79.521684 114.434056 
L 80.190085 111.729986 
L 80.858486 111.066457 
L 81.526887 111.397871 
L 82.863689 113.522933 
L 83.53209 113.780668 
L 84.200491 113.090029 
L 84.868892 114.869823 
L 85.537293 112.969784 
L 86.205694 113.409774 
L 86.874095 113.492173 
L 87.542496 113.877067 
L 88.879298 114.15048 
L 89.547699 112.290624 
L 90.2161 113.926157 
L 90.884502 114.480326 
L 91.552903 114.002277 
L 92.221304 112.579945 
L 92.889705 112.206378 
L 93.558106 112.35819 
L 94.226507 113.367239 
L 94.894908 113.547542 
L 96.23171 111.05337 
L 96.900111 113.618442 
L 97.568512 114.032296 
L 98.236913 113.651025 
L 98.905314 112.767122 
L 99.573715 112.978059 
L 100.242116 112.123919 
L 100.910517 111.478826 
L 101.578918 107.844604 
L 102.247319 108.755537 
L 102.915721 109.046558 
L 103.584122 111.050209 
L 104.252523 112.511509 
L 104.920924 112.520568 
L 105.589325 110.952707 
L 106.257726 109.85901 
L 106.926127 107.624439 
L 107.594528 108.094173 
L 108.93133 107.120319 
L 109.599731 106.802397 
L 110.268132 105.258594 
L 110.936533 102.407445 
L 111.604934 101.454083 
L 112.273335 99.069885 
L 112.941736 101.722849 
L 113.610137 103.879521 
L 114.278538 103.839361 
L 114.94694 104.90166 
L 115.615341 104.842194 
L 116.283742 104.609324 
L 116.952143 104.76351 
L 117.620544 102.359351 
L 118.288945 103.327434 
L 118.957346 103.539177 
L 119.625747 103.384181 
L 120.294148 105.107971 
L 120.962549 103.34695 
L 122.967752 109.977558 
L 123.636153 110.843154 
L 124.304554 111.218863 
L 124.972955 112.074192 
L 125.641356 112.607461 
L 126.309757 113.47815 
L 126.978159 112.760441 
L 127.64656 112.561044 
L 128.314961 113.44584 
L 128.983362 113.307776 
L 129.651763 112.080281 
L 130.320164 108.899625 
L 130.988565 108.155037 
L 131.656966 108.614736 
L 132.325367 109.721647 
L 132.993768 112.214567 
L 133.662169 113.417475 
L 134.33057 114.056966 
L 134.998971 113.098961 
L 135.667372 114.278236 
L 137.672575 114.718904 
L 138.340976 114.735152 
L 139.009378 115.042511 
L 139.677779 113.060478 
L 140.34618 112.005095 
L 141.014581 112.88151 
L 141.682982 114.713049 
L 142.351383 115.11271 
L 143.019784 114.323527 
L 143.688185 114.013943 
L 144.356586 114.390481 
L 145.024987 113.666811 
L 145.693388 114.698093 
L 146.361789 114.1529 
L 147.698591 111.547243 
L 148.366992 108.011202 
L 149.035393 107.04469 
L 150.372195 108.647512 
L 151.040597 111.54264 
L 151.708998 110.079069 
L 152.377399 109.242176 
L 153.0458 110.019499 
L 153.714201 110.489465 
L 154.382602 111.09546 
L 155.051003 109.452116 
L 155.719404 105.389253 
L 156.387805 107.144377 
L 157.056206 106.772125 
L 157.724607 108.92712 
L 158.393008 108.519439 
L 159.061409 107.423285 
L 159.72981 109.308855 
L 160.398211 110.067273 
L 161.066612 111.27468 
L 161.735013 112.170272 
L 162.403414 112.848014 
L 163.071816 111.848936 
L 163.740217 111.907849 
L 164.408618 108.373293 
L 165.077019 110.123217 
L 165.74542 109.791676 
L 166.413821 108.635716 
L 167.082222 110.518126 
L 167.750623 110.138259 
L 168.419024 112.821113 
L 169.755826 110.705515 
L 170.424227 109.274105 
L 171.092628 106.074782 
L 171.761029 107.268757 
L 172.42943 106.847203 
L 173.097831 110.624899 
L 173.766232 113.360684 
L 174.434633 112.226916 
L 175.103035 109.530312 
L 175.771436 110.936731 
L 176.439837 111.092043 
L 177.108238 112.524576 
L 177.776639 113.400715 
L 178.44504 113.132902 
L 179.113441 115.374792 
L 179.781842 114.18347 
L 180.450243 113.528342 
L 181.118644 114.15816 
L 181.787045 113.953779 
L 182.455446 111.380773 
L 183.123847 110.11017 
L 183.792248 107.390636 
L 184.460649 107.416962 
L 185.12905 109.480754 
L 185.797451 109.717871 
L 186.465852 108.58128 
L 187.134254 108.717754 
L 187.802655 107.240329 
L 188.471056 108.244477 
L 189.139457 107.090174 
L 189.807858 108.731711 
L 190.476259 107.444285 
L 191.14466 104.86517 
L 191.813061 105.08911 
L 192.481462 106.499497 
L 193.149863 105.717231 
L 193.818264 106.460376 
L 194.486665 108.568828 
L 195.155066 109.359685 
L 195.823467 111.354191 
L 196.491868 109.008287 
L 197.160269 109.260463 
L 197.82867 111.430966 
L 198.497071 111.555624 
L 199.165473 110.221971 
L 199.833874 112.434562 
L 200.502275 111.811682 
L 201.170676 115.250815 
L 201.839077 115.342442 
L 202.507478 113.396113 
L 203.175879 114.038702 
L 203.84428 112.912824 
L 204.512681 110.827009 
L 205.849483 113.05195 
L 206.517884 113.287981 
L 207.186285 113.752794 
L 207.854686 110.773337 
L 208.523087 109.360193 
L 209.191488 106.556839 
L 209.859889 106.088529 
L 210.52829 106.648317 
L 211.865093 108.771745 
L 212.533494 107.172188 
L 213.201895 101.359125 
L 213.870296 102.806701 
L 214.538697 101.943588 
L 215.207098 102.896651 
L 215.875499 104.846883 
L 216.5439 104.330669 
L 217.212301 106.704576 
L 217.880702 106.815869 
L 219.217504 111.523951 
L 219.885905 112.134166 
L 220.554306 111.836653 
L 221.222707 111.77271 
L 221.891108 112.032886 
L 222.559509 113.290124 
L 223.227911 113.507997 
L 223.896312 113.477788 
L 224.564713 114.004249 
L 225.233114 112.85251 
L 225.901515 111.102204 
L 226.569916 112.417932 
L 227.238317 113.364779 
L 227.906718 114.94121 
L 228.575119 114.008364 
L 229.24352 113.982821 
L 229.911921 115.107298 
L 230.580322 114.897085 
L 231.248723 113.679497 
L 231.917124 114.581029 
L 232.585525 115.035212 
L 233.253926 115.226483 
L 233.922327 114.561427 
L 234.590728 113.71713 
L 235.25913 113.366137 
L 235.927531 111.687664 
L 237.264333 107.172613 
L 237.932734 105.687912 
L 238.601135 109.62546 
L 239.269536 111.124247 
L 239.937937 109.474498 
L 240.606338 109.572677 
L 241.274739 112.631562 
L 241.94314 113.762932 
L 242.611541 113.484472 
L 243.279942 112.039484 
L 243.948343 113.877662 
L 244.616744 114.157353 
L 245.285145 114.220509 
L 245.953546 113.878934 
L 246.621947 114.268244 
L 247.95875 112.303542 
L 248.627151 111.692246 
L 249.295552 112.65566 
L 249.963953 113.081564 
L 250.632354 112.664911 
L 251.300755 111.758053 
L 252.637557 106.510592 
L 253.305958 107.310169 
L 253.974359 107.4515 
L 254.64276 108.02043 
L 255.311161 104.973427 
L 255.979562 103.459833 
L 256.647963 103.127147 
L 257.316364 102.922851 
L 257.984765 105.571127 
L 258.653166 104.977903 
L 259.989969 107.727522 
L 260.65837 107.472013 
L 261.326771 108.617027 
L 261.995172 108.147144 
L 262.663573 106.454436 
L 263.331974 110.717861 
L 264.000375 113.136893 
L 265.337177 114.057626 
L 266.005578 113.062789 
L 266.673979 110.665674 
L 267.34238 107.481201 
L 268.010781 102.868711 
L 268.679182 105.045134 
L 269.347583 104.7504 
L 270.684385 111.432834 
L 271.352787 111.123334 
L 272.689589 113.92357 
L 274.026391 109.588886 
L 274.694792 106.564901 
L 275.363193 106.215582 
L 276.031594 107.929802 
L 276.699995 108.573281 
L 278.036797 112.792134 
L 278.705198 113.542216 
L 279.373599 113.946905 
L 280.042 112.671317 
L 280.710401 109.268503 
L 281.378802 112.272144 
L 282.047203 113.121107 
L 282.715604 114.671362 
L 283.384006 115.890371 
L 284.052407 115.51778 
L 284.720808 115.32112 
L 285.389209 115.650243 
L 286.05761 114.864287 
L 287.394412 112.076503 
L 288.062813 111.685818 
L 288.731214 109.19665 
L 289.399615 110.217919 
L 290.068016 110.747349 
L 290.736417 110.991719 
L 291.404818 111.677586 
L 292.74162 111.697613 
L 293.410021 110.15663 
L 294.078422 106.316839 
L 294.746823 105.583091 
L 295.415225 108.642886 
L 296.083626 110.97636 
L 296.752027 112.510513 
L 297.420428 112.85705 
L 298.088829 113.904393 
L 298.75723 114.257316 
L 299.425631 113.804132 
L 300.094032 113.960207 
L 300.762433 113.937424 
L 301.430834 112.692257 
L 302.099235 112.02841 
L 302.767636 112.155784 
L 304.104438 110.165456 
L 304.772839 108.249272 
L 305.44124 105.592851 
L 306.109641 105.248898 
L 306.778042 102.729714 
L 307.446444 102.780693 
L 308.114845 103.891634 
L 308.783246 106.138828 
L 309.451647 106.567893 
L 310.120048 106.662699 
L 311.45685 103.290478 
L 312.125251 104.45032 
L 312.793652 102.215579 
L 313.462053 109.66299 
L 314.130454 113.5545 
L 314.798855 112.291428 
L 315.467256 109.946308 
L 316.135657 108.566473 
L 316.804058 103.864714 
L 317.472459 100.770806 
L 318.14086 102.369449 
L 318.809261 102.705572 
L 319.477663 102.531951 
L 320.146064 101.546408 
L 320.814465 102.193091 
L 321.482866 105.922778 
L 322.151267 105.925962 
L 322.819668 106.206842 
L 323.488069 108.214119 
L 324.15647 109.363312 
L 324.824871 111.529423 
L 325.493272 113.000101 
L 326.161673 113.791361 
L 326.830074 115.233653 
L 327.498475 113.918861 
L 328.835277 108.770217 
L 329.503678 109.776422 
L 330.84048 112.534631 
L 331.508882 115.135132 
L 332.177283 114.581434 
L 332.845684 113.630789 
L 333.514085 114.897042 
L 334.182486 114.673802 
L 334.850887 114.286 
L 335.519288 111.92851 
L 336.187689 111.818323 
L 336.85609 113.467033 
L 337.524491 112.926698 
L 338.192892 114.384627 
L 338.861293 113.685394 
L 339.529694 111.722963 
L 340.198095 109.107041 
L 340.866496 107.543487 
L 341.534897 104.725302 
L 342.203298 108.066402 
L 342.871699 107.822182 
L 344.208502 110.161063 
L 344.876903 107.37118 
L 345.545304 110.382097 
L 346.213705 111.858314 
L 346.882106 113.643411 
L 347.550507 114.446339 
L 348.218908 113.293095 
L 348.887309 111.326208 
L 349.55571 107.777037 
L 350.224111 107.869871 
L 350.892512 105.280637 
L 351.560913 107.051584 
L 352.229314 110.073469 
L 352.897715 111.134196 
L 353.566116 114.908751 
L 354.234517 114.934506 
L 354.902918 112.907245 
L 356.239721 105.348438 
L 356.908122 107.567881 
L 357.576523 109.089687 
L 358.244924 110.986628 
L 358.913325 111.474712 
L 359.581726 109.711675 
L 360.250127 112.529943 
L 360.918528 111.682338 
L 361.586929 111.367069 
L 362.25533 111.433851 
L 363.592132 108.416103 
L 364.260533 112.777157 
L 364.928934 115.082924 
L 365.597335 115.36234 
L 366.265736 114.018379 
L 366.934137 110.832313 
L 367.602539 110.271824 
L 368.27094 110.57918 
L 368.939341 111.388919 
L 369.607742 111.715707 
L 370.276143 112.216456 
L 370.944544 113.344668 
L 371.612945 113.586344 
L 372.281346 111.769592 
L 372.281346 111.769592 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.906 $\bullet$ mean: 1.380 $\bullet$ $\sigma$: 0.167 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-30"/>
     <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-36"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.71 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 104.150919)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-37"/>
     <use x="159.033203" xlink:href="#DejaVuSans-31"/>
    </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(#pe962e8df86)" d="M 18.697188 133.328256 
L 372.281346 133.328256 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pe962e8df86)" d="M 19.365589 139.919135 
L 20.03399 131.121504 
L 20.702391 131.072045 
L 21.370792 133.941724 
L 22.039193 138.290229 
L 22.707594 138.607907 
L 23.375995 135.903909 
L 24.044396 134.052285 
L 24.712797 132.711431 
L 25.381198 133.490416 
L 26.049599 131.501793 
L 27.386401 138.31942 
L 28.054802 137.492983 
L 28.723203 125.54375 
L 29.391604 124.850591 
L 30.060005 137.805082 
L 30.728407 141.044091 
L 31.396808 142.241918 
L 32.065209 127.983282 
L 32.73361 125.652977 
L 33.402011 138.91202 
L 34.070412 144.790058 
L 34.738813 135.759667 
L 35.407214 133.518428 
L 36.075615 133.204378 
L 37.412417 141.669981 
L 38.080818 141.236908 
L 38.749219 138.5892 
L 39.41762 135.093221 
L 40.086021 134.313699 
L 40.754422 136.803728 
L 41.422823 137.176298 
L 42.091224 143.564039 
L 42.759626 139.83585 
L 43.428027 132.507175 
L 44.096428 131.886268 
L 44.764829 138.325194 
L 45.43323 142.388318 
L 46.101631 141.517588 
L 46.770032 137.399439 
L 47.438433 139.693718 
L 48.106834 136.23953 
L 48.775235 135.397327 
L 49.443636 136.988022 
L 50.112037 139.072087 
L 50.780438 145.223154 
L 51.448839 139.84487 
L 52.11724 136.223953 
L 53.454042 142.501733 
L 54.122443 136.695865 
L 54.790845 135.434254 
L 55.459246 133.676518 
L 56.796048 144.052114 
L 57.464449 143.620905 
L 58.13285 141.590552 
L 58.801251 138.039853 
L 59.469652 133.822569 
L 60.138053 134.33601 
L 61.474855 143.902135 
L 62.143256 140.807807 
L 62.811657 139.427109 
L 63.480058 136.456192 
L 64.148459 134.920159 
L 64.81686 137.142442 
L 65.485261 141.29568 
L 66.153662 144.56512 
L 66.822064 137.984234 
L 67.490465 134.541273 
L 68.158866 136.773369 
L 68.827267 143.3185 
L 69.495668 136.633889 
L 70.164069 132.690047 
L 70.83247 140.214189 
L 71.500871 142.320001 
L 72.169272 141.252197 
L 72.837673 137.999271 
L 73.506074 137.195367 
L 74.174475 135.396445 
L 75.511277 137.383777 
L 76.179678 144.522123 
L 76.848079 135.354826 
L 77.51648 133.536421 
L 78.184881 135.493204 
L 78.853283 142.794778 
L 79.521684 141.290334 
L 80.190085 134.786544 
L 80.858486 133.991028 
L 81.526887 135.150698 
L 82.195288 140.592153 
L 82.863689 143.117974 
L 83.53209 140.129841 
L 84.200491 137.881492 
L 84.868892 136.330737 
L 85.537293 137.541047 
L 86.205694 137.770376 
L 86.874095 139.633128 
L 87.542496 144.470753 
L 88.210897 137.398269 
L 88.879298 137.916039 
L 89.547699 141.694457 
L 90.2161 138.810511 
L 90.884502 134.558084 
L 91.552903 136.37918 
L 92.221304 140.040691 
L 92.889705 141.514853 
L 93.558106 142.555568 
L 94.226507 142.301467 
L 94.894908 135.41091 
L 95.563309 137.018382 
L 96.23171 142.005639 
L 96.900111 142.794525 
L 97.568512 137.636109 
L 98.236913 134.666846 
L 98.905314 136.208441 
L 99.573715 145.37821 
L 100.242116 138.940982 
L 100.910517 137.464253 
L 101.578918 137.955352 
L 102.247319 143.327631 
L 102.915721 139.522987 
L 103.584122 134.240164 
L 104.252523 134.504781 
L 104.920924 140.77102 
L 105.589325 135.761071 
L 106.257726 134.108945 
L 107.594528 141.845823 
L 108.262929 134.672392 
L 108.93133 135.596686 
L 109.599731 141.538283 
L 110.268132 139.982848 
L 110.936533 136.019604 
L 111.604934 136.870724 
L 112.273335 143.266492 
L 112.941736 139.935307 
L 113.610137 137.447261 
L 114.278538 138.603946 
L 114.94694 141.80894 
L 115.615341 141.037388 
L 116.283742 135.63307 
L 116.952143 137.795255 
L 117.620544 140.545265 
L 118.288945 143.834815 
L 118.957346 138.061715 
L 119.625747 137.837337 
L 120.294148 142.186692 
L 120.962549 141.666229 
L 121.63095 136.283842 
L 122.299351 138.819058 
L 122.967752 143.895047 
L 123.636153 141.346785 
L 124.304554 140.204275 
L 124.972955 137.905845 
L 125.641356 139.400923 
L 126.309757 144.41904 
L 126.978159 139.20465 
L 127.64656 136.558923 
L 128.314961 137.843256 
L 128.983362 138.150493 
L 129.651763 141.597815 
L 130.320164 143.928534 
L 130.988565 139.501857 
L 131.656966 136.585542 
L 132.325367 137.386799 
L 132.993768 142.093187 
L 133.662169 140.255082 
L 134.33057 133.769553 
L 134.998971 137.772288 
L 135.667372 144.009405 
L 136.335773 139.764435 
L 137.004174 139.025078 
L 137.672575 139.963067 
L 138.340976 139.195528 
L 139.009378 138.234553 
L 139.677779 141.881795 
L 140.34618 136.496024 
L 141.014581 134.075578 
L 141.682982 137.538279 
L 142.351383 137.731741 
L 143.019784 145.237406 
L 143.688185 135.686576 
L 144.356586 138.846622 
L 145.024987 139.74001 
L 145.693388 141.658547 
L 146.361789 139.323329 
L 147.03019 135.039191 
L 147.698591 136.257452 
L 148.366992 139.127258 
L 149.035393 142.589495 
L 149.703794 137.583334 
L 150.372195 134.79237 
L 151.708998 141.562564 
L 152.377399 135.528555 
L 153.0458 134.595751 
L 153.714201 138.099111 
L 154.382602 143.391454 
L 155.051003 140.978348 
L 155.719404 134.104656 
L 156.387805 136.103718 
L 157.056206 141.368274 
L 157.724607 140.204733 
L 158.393008 135.568823 
L 159.061409 140.880542 
L 159.72981 142.03446 
L 160.398211 137.474858 
L 161.066612 136.370296 
L 161.735013 137.795424 
L 162.403414 140.528657 
L 163.071816 145.092178 
L 163.740217 139.08563 
L 164.408618 135.718333 
L 165.077019 135.537924 
L 165.74542 140.39623 
L 166.413821 142.555372 
L 167.750623 135.19031 
L 168.419024 140.330276 
L 169.087425 142.304179 
L 169.755826 137.39104 
L 170.424227 135.848688 
L 171.092628 141.071999 
L 171.761029 143.677318 
L 173.097831 135.389097 
L 173.766232 135.057047 
L 174.434633 143.618853 
L 175.103035 136.599508 
L 175.771436 135.005933 
L 176.439837 143.164486 
L 177.776639 135.252651 
L 178.44504 136.934832 
L 179.113441 144.753087 
L 179.781842 137.423602 
L 180.450243 133.287852 
L 181.118644 138.893178 
L 181.787045 141.768272 
L 182.455446 134.921405 
L 183.123847 134.807917 
L 183.792248 142.726297 
L 184.460649 135.734287 
L 185.12905 137.93043 
L 185.797451 144.38393 
L 187.134254 136.42257 
L 187.802655 136.514317 
L 188.471056 138.379878 
L 189.139457 144.822895 
L 189.807858 141.558155 
L 190.476259 135.708159 
L 191.14466 140.048013 
L 191.813061 139.96788 
L 192.481462 135.238026 
L 193.149863 136.96037 
L 193.818264 140.897875 
L 194.486665 140.203541 
L 195.155066 134.87145 
L 195.823467 137.914697 
L 196.491868 141.828874 
L 197.160269 135.233373 
L 197.82867 138.160723 
L 198.497071 143.342259 
L 199.165473 137.192573 
L 199.833874 136.478618 
L 200.502275 137.316739 
L 201.170676 144.231072 
L 201.839077 139.151361 
L 202.507478 136.741098 
L 203.175879 142.35427 
L 204.512681 137.139609 
L 205.849483 141.980451 
L 206.517884 134.845949 
L 207.186285 133.426029 
L 208.523087 142.347536 
L 209.859889 133.388862 
L 210.52829 133.048068 
L 211.196692 139.348948 
L 211.865093 142.061425 
L 212.533494 137.025054 
L 213.201895 138.22761 
L 213.870296 141.440449 
L 214.538697 142.964361 
L 215.207098 138.325346 
L 215.875499 138.146799 
L 216.5439 142.232991 
L 217.212301 140.08648 
L 217.880702 134.520281 
L 218.549103 135.691247 
L 219.217504 140.043926 
L 219.885905 142.949487 
L 220.554306 135.869358 
L 221.222707 133.736112 
L 222.559509 144.685939 
L 223.227911 136.624682 
L 223.896312 131.028166 
L 224.564713 132.579781 
L 225.233114 144.017845 
L 225.901515 136.445743 
L 226.569916 138.542149 
L 227.238317 142.325776 
L 227.906718 134.73938 
L 228.575119 132.659516 
L 229.24352 137.023446 
L 229.911921 142.64429 
L 230.580322 138.497098 
L 231.248723 135.682027 
L 231.917124 137.311343 
L 232.585525 142.200822 
L 233.253926 139.431525 
L 233.922327 135.03452 
L 234.590728 132.995325 
L 235.25913 137.923207 
L 235.927531 141.058831 
L 237.264333 135.714336 
L 237.932734 140.587777 
L 238.601135 142.78046 
L 239.269536 137.742359 
L 239.937937 137.818335 
L 240.606338 144.72139 
L 241.94314 134.337633 
L 242.611541 134.444562 
L 243.279942 136.716106 
L 243.948343 139.955808 
L 244.616744 141.863549 
L 245.285145 134.53521 
L 245.953546 133.767281 
L 246.621947 138.721458 
L 247.290349 141.075654 
L 247.95875 137.017914 
L 248.627151 134.57911 
L 249.295552 137.352999 
L 249.963953 142.736369 
L 250.632354 135.195289 
L 251.300755 131.273074 
L 252.637557 144.723012 
L 253.305958 137.70263 
L 253.974359 135.123662 
L 254.64276 136.712342 
L 255.311161 141.477513 
L 255.979562 138.798542 
L 256.647963 139.283432 
L 257.316364 142.08767 
L 257.984765 143.660247 
L 258.653166 139.284539 
L 259.321568 135.675658 
L 259.989969 133.914832 
L 260.65837 140.02232 
L 261.326771 140.877657 
L 261.995172 135.796404 
L 262.663573 138.456307 
L 263.331974 143.623846 
L 264.000375 140.518104 
L 264.668776 134.44804 
L 265.337177 134.703737 
L 266.005578 140.168146 
L 266.673979 138.976382 
L 267.34238 137.265811 
L 268.010781 138.633162 
L 268.679182 142.899149 
L 269.347583 137.354192 
L 270.015984 136.834243 
L 270.684385 140.078774 
L 271.352787 142.770281 
L 272.021188 136.564057 
L 272.689589 136.114459 
L 273.35799 143.062845 
L 274.026391 138.517447 
L 274.694792 135.101949 
L 275.363193 138.276672 
L 276.031594 143.125252 
L 276.699995 137.889588 
L 277.368396 136.133475 
L 278.036797 140.965158 
L 278.705198 142.534677 
L 279.373599 137.995807 
L 280.042 134.807145 
L 280.710401 140.237286 
L 281.378802 142.163758 
L 282.047203 135.849057 
L 282.715604 136.170264 
L 283.384006 139.876737 
L 284.052407 142.366066 
L 284.720808 136.388951 
L 285.389209 137.600106 
L 286.05761 143.269867 
L 286.726011 135.586062 
L 287.394412 134.690617 
L 288.062813 139.547371 
L 288.731214 142.688994 
L 289.399615 138.102875 
L 290.068016 135.105124 
L 290.736417 140.081229 
L 291.404818 139.808677 
L 292.073219 137.038179 
L 292.74162 142.350197 
L 293.410021 140.494978 
L 294.746823 134.908865 
L 295.415225 138.355635 
L 296.083626 139.808477 
L 296.752027 136.918574 
L 297.420428 136.299917 
L 298.088829 141.145299 
L 299.425631 135.162382 
L 300.094032 140.487193 
L 300.762433 143.448152 
L 301.430834 137.37973 
L 302.099235 132.438486 
L 302.767636 137.578508 
L 303.436037 144.000961 
L 304.104438 140.64044 
L 304.772839 136.02203 
L 306.109641 143.741099 
L 306.778042 139.184956 
L 307.446444 137.302866 
L 308.114845 134.920937 
L 308.783246 135.977901 
L 309.451647 136.137904 
L 310.120048 139.022386 
L 310.788449 140.157518 
L 311.45685 139.774956 
L 312.125251 134.908019 
L 312.793652 126.956272 
L 313.462053 138.892434 
L 314.130454 140.435615 
L 314.798855 134.369769 
L 315.467256 136.435489 
L 316.135657 140.789697 
L 316.804058 141.161393 
L 317.472459 134.249146 
L 318.14086 138.617227 
L 318.809261 144.474302 
L 319.477663 141.602303 
L 320.146064 136.163358 
L 320.814465 132.505746 
L 321.482866 135.996828 
L 322.151267 143.188884 
L 322.819668 137.14126 
L 323.488069 133.411899 
L 324.15647 135.718553 
L 324.824871 141.623241 
L 325.493272 138.770993 
L 326.161673 135.112249 
L 326.830074 137.038291 
L 327.498475 142.07476 
L 328.166876 141.113205 
L 328.835277 138.879244 
L 329.503678 141.179591 
L 330.172079 141.360363 
L 330.84048 140.710627 
L 331.508882 143.810763 
L 332.177283 142.651612 
L 332.845684 132.851847 
L 333.514085 132.650057 
L 334.182486 134.841497 
L 334.850887 139.406262 
L 335.519288 142.902721 
L 336.187689 137.669287 
L 336.85609 135.63562 
L 337.524491 140.019645 
L 338.192892 139.360197 
L 338.861293 137.114809 
L 339.529694 138.012863 
L 340.198095 141.920404 
L 340.866496 142.06749 
L 341.534897 134.299258 
L 342.203298 137.196536 
L 342.871699 142.827601 
L 343.540101 136.612787 
L 344.208502 136.674834 
L 344.876903 144.271928 
L 345.545304 138.506908 
L 346.213705 136.978708 
L 346.882106 138.627149 
L 347.550507 141.283714 
L 348.218908 133.620457 
L 348.887309 136.949899 
L 349.55571 143.58934 
L 350.224111 139.239765 
L 350.892512 141.122047 
L 351.560913 137.592227 
L 352.229314 136.310128 
L 352.897715 141.831165 
L 353.566116 136.863765 
L 354.234517 133.715749 
L 354.902918 141.501607 
L 355.57132 138.938495 
L 356.239721 142.339798 
L 356.908122 134.563131 
L 357.576523 138.151805 
L 358.244924 145.88206 
L 358.913325 139.445726 
L 359.581726 136.736123 
L 360.250127 140.446285 
L 360.918528 141.800926 
L 361.586929 133.117244 
L 362.25533 131.905995 
L 362.923731 142.082903 
L 363.592132 137.942012 
L 364.260533 136.20783 
L 365.597335 142.590776 
L 366.265736 135.428898 
L 366.934137 134.14922 
L 367.602539 136.410656 
L 368.27094 142.943427 
L 368.939341 141.039459 
L 370.276143 133.125021 
L 371.612945 140.076297 
L 372.281346 141.151439 
L 372.281346 141.151439 
" style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_13">
    <g id="patch_15">
     <path d="M 18.697188 136.637868 
L 29.458438 136.637868 
Q 31.858438 136.637868 31.858438 134.237868 
L 31.858438 126.495368 
Q 31.858438 124.095368 29.458438 124.095368 
L 18.697188 124.095368 
Q 16.297188 124.095368 16.297188 126.495368 
L 16.297188 134.237868 
Q 16.297188 136.637868 18.697188 136.637868 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- FD -->
    <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-46"/>
     <use x="57.519531" xlink:href="#DejaVuSans-44"/>
    </g>
   </g>
   <g id="text_14">
    <g id="patch_16">
     <path d="M 290.289663 133.502243 
L 365.209663 133.502243 
Q 366.409663 133.502243 366.409663 132.302243 
L 366.409663 128.430993 
Q 366.409663 127.230993 365.209663 127.230993 
L 290.289663 127.230993 
Q 289.089663 127.230993 289.089663 128.430993 
L 289.089663 132.302243 
Q 289.089663 133.502243 290.289663 133.502243 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 0.230 $\bullet$ mean: 0.085 $\bullet$ $\sigma$: 0.036 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.681641 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(442.304688 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.337891 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.935547 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.722656 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.134766 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.658203 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.9375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.316406 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.007812 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.794922 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.417969 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.14 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 134.156069)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-31"/>
     <use x="159.033203" xlink:href="#DejaVuSans-34"/>
    </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(#p01cae27c2e)">
    <image height="948" id="imagef8e2aa2c60" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2obABjcg1r7725GubRpIAAAAAADbDlhcyrsnBvZABcIR6TLwaAPzEAuwIDYBce43qAAAAAElFTkSuQmCC"/>
   </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(#p2e25f26691)">
    <image height="128.16" id="image7cf4ec6338" 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="m20eae58deb" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m20eae58deb" 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="#m20eae58deb" 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="#m20eae58deb" 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="#m20eae58deb" 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="#m20eae58deb" 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="pa84d27fe42">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p29c674db93">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p6e054c175a">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p8e7d91fd77">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pe962e8df86">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p01cae27c2e">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p2e25f26691">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>