highspeed-fmriprep/fmriprep/sub-08/figures/sub-08_ses-02_task-highspeed_rec-prenorm_run-04_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(#pda2c34faae)" d="M 18.697188 23.260699 
L 372.281346 23.260699 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#pda2c34faae)" d="M 18.697188 23.304945 
L 19.365589 23.571094 
L 20.702391 23.596047 
L 21.370792 23.402248 
L 22.707594 23.691164 
L 24.044396 23.707216 
L 24.712797 23.702297 
L 25.381198 23.251142 
L 26.049599 23.13314 
L 26.718 23.469014 
L 28.054802 23.747307 
L 30.060005 23.261052 
L 30.728407 23.259448 
L 32.065209 23.868624 
L 32.73361 23.733726 
L 34.070412 23.313001 
L 35.407214 24.022891 
L 36.075615 23.988991 
L 36.744016 23.730612 
L 37.412417 23.705458 
L 38.080818 23.44677 
L 38.749219 23.434294 
L 40.086021 24.176397 
L 40.754422 24.103262 
L 41.422823 23.893624 
L 42.091224 23.822129 
L 42.759626 23.927477 
L 44.096428 23.734403 
L 44.764829 23.19444 
L 45.43323 23.046685 
L 46.101631 23.320082 
L 46.770032 23.451048 
L 48.106834 23.253994 
L 49.443636 23.315864 
L 50.112037 23.657834 
L 50.780438 23.764548 
L 52.785641 23.657882 
L 54.122443 23.919337 
L 55.459246 24.069148 
L 57.464449 23.530528 
L 58.13285 23.577023 
L 58.801251 24.02686 
L 59.469652 24.145135 
L 60.138053 24.051194 
L 60.806454 23.777523 
L 61.474855 23.668041 
L 62.811657 23.915618 
L 65.485261 23.857039 
L 66.153662 24.060534 
L 67.490465 23.828272 
L 68.158866 23.434021 
L 69.495668 23.376392 
L 70.83247 23.485197 
L 71.500871 23.399408 
L 72.169272 23.493907 
L 72.837673 23.716211 
L 74.174475 23.830209 
L 74.842876 23.607263 
L 75.511277 23.610757 
L 76.179678 23.835259 
L 76.848079 23.825373 
L 77.51648 23.937315 
L 78.184881 23.801062 
L 78.853283 23.838491 
L 79.521684 23.552522 
L 80.190085 23.571854 
L 80.858486 23.9994 
L 81.526887 24.207707 
L 82.195288 23.875183 
L 82.863689 23.864026 
L 84.200491 23.606241 
L 84.868892 23.897926 
L 85.537293 24.320611 
L 86.205694 24.4747 
L 86.874095 24.268044 
L 87.542496 23.838645 
L 88.210897 23.120557 
L 88.879298 22.84142 
L 89.547699 22.7127 
L 90.2161 23.109518 
L 90.884502 23.350239 
L 93.558106 23.600966 
L 94.894908 23.453068 
L 95.563309 23.591508 
L 96.23171 23.872343 
L 99.573715 23.564095 
L 100.242116 23.754009 
L 101.578918 23.64588 
L 102.247319 24.131708 
L 103.584122 24.156744 
L 104.252523 23.979972 
L 105.589325 23.93305 
L 106.257726 24.085201 
L 107.594528 24.029188 
L 108.93133 23.989419 
L 109.599731 23.551167 
L 110.268132 23.533962 
L 111.604934 23.918945 
L 112.941736 23.367718 
L 115.615341 22.728729 
L 116.283742 23.103981 
L 118.957346 23.533629 
L 119.625747 23.538418 
L 120.962549 24.275566 
L 122.299351 24.183847 
L 122.967752 23.765867 
L 124.972955 24.654751 
L 125.641356 24.7115 
L 126.978159 24.364492 
L 128.983362 24.101991 
L 129.651763 23.906802 
L 130.320164 23.942389 
L 131.656966 24.375519 
L 132.325367 24.045027 
L 133.662169 23.737195 
L 135.667372 22.944759 
L 136.335773 23.110112 
L 137.004174 23.52366 
L 138.340976 23.890357 
L 140.34618 23.970431 
L 141.682982 24.298178 
L 142.351383 24.319673 
L 143.019784 24.111865 
L 143.688185 24.11518 
L 145.024987 24.419329 
L 145.693388 24.529631 
L 147.03019 24.200518 
L 149.035393 24.222797 
L 149.703794 24.042615 
L 150.372195 23.675562 
L 151.040597 23.652154 
L 151.708998 24.091023 
L 152.377399 24.286854 
L 153.714201 23.85389 
L 154.382602 23.845252 
L 156.387805 24.357933 
L 157.724607 24.351386 
L 158.393008 24.197975 
L 159.061409 24.164919 
L 160.398211 24.551898 
L 161.066612 24.521492 
L 163.071816 23.809855 
L 165.077019 23.895811 
L 165.74542 24.144719 
L 167.082222 23.848757 
L 169.087425 23.686339 
L 170.424227 24.081838 
L 171.761029 24.002216 
L 172.42943 23.664143 
L 173.097831 23.788621 
L 173.766232 24.323546 
L 174.434633 24.446004 
L 176.439837 24.142663 
L 177.108238 24.351053 
L 177.776639 24.310844 
L 178.44504 24.144386 
L 179.781842 24.087661 
L 180.450243 24.381579 
L 181.118644 24.473476 
L 181.787045 24.36574 
L 183.792248 23.633464 
L 185.797451 23.964347 
L 186.465852 23.942448 
L 187.134254 23.685282 
L 189.807858 23.988658 
L 191.14466 23.900088 
L 193.149863 24.128607 
L 194.486665 23.927833 
L 195.155066 23.989918 
L 195.823467 24.397192 
L 196.491868 24.495684 
L 197.160269 24.44718 
L 197.82867 24.209513 
L 198.497071 24.191487 
L 199.165473 23.989098 
L 199.833874 23.92478 
L 200.502275 24.013421 
L 201.839077 24.453466 
L 203.175879 23.858679 
L 204.512681 24.030709 
L 205.849483 23.690249 
L 206.517884 23.41817 
L 208.523087 23.44216 
L 209.191488 23.281287 
L 210.52829 23.579019 
L 212.533494 23.355741 
L 213.201895 23.24412 
L 215.207098 23.95212 
L 215.875499 23.971679 
L 216.5439 23.785366 
L 217.212301 23.990488 
L 217.880702 24.450353 
L 218.549103 24.522716 
L 221.222707 24.309252 
L 221.891108 24.430688 
L 224.564713 23.961377 
L 225.233114 24.176385 
L 225.901515 24.159489 
L 226.569916 23.979366 
L 227.906718 23.397091 
L 229.24352 23.183437 
L 229.911921 23.528092 
L 230.580322 23.67012 
L 231.917124 23.572484 
L 232.585525 23.4051 
L 233.253926 23.586743 
L 233.922327 23.924613 
L 234.590728 24.137815 
L 235.927531 24.02383 
L 237.264333 24.206007 
L 237.932734 24.299627 
L 238.601135 24.152074 
L 239.937937 24.525876 
L 241.274739 24.300578 
L 241.94314 24.069873 
L 242.611541 24.06013 
L 243.279942 23.938789 
L 244.616744 24.014478 
L 245.285145 24.177455 
L 245.953546 24.086306 
L 246.621947 24.127395 
L 247.95875 23.89928 
L 249.295552 23.529126 
L 250.632354 23.441685 
L 253.305958 23.84044 
L 253.974359 23.775848 
L 254.64276 24.005982 
L 255.979562 23.96815 
L 257.984765 23.918209 
L 260.65837 24.326505 
L 261.326771 24.318223 
L 261.995172 24.135451 
L 262.663573 23.727666 
L 264.668776 24.40564 
L 266.005578 24.186235 
L 267.34238 23.890678 
L 268.679182 24.225352 
L 269.347583 24.108502 
L 270.015984 23.730161 
L 270.684385 23.793695 
L 272.021188 24.118269 
L 273.35799 23.740641 
L 274.694792 23.099157 
L 277.368396 23.236063 
L 280.710401 24.146644 
L 281.378802 24.192996 
L 283.384006 24.609788 
L 284.052407 24.472882 
L 285.389209 24.688389 
L 286.05761 24.594163 
L 286.726011 24.22913 
L 287.394412 24.320837 
L 288.731214 24.682115 
L 290.068016 24.515824 
L 290.736417 24.121062 
L 291.404818 24.013991 
L 292.073219 24.103844 
L 292.74162 24.381032 
L 294.746823 24.247108 
L 296.752027 23.79183 
L 297.420428 23.917139 
L 298.75723 23.853973 
L 300.762433 23.542339 
L 301.430834 23.669479 
L 302.099235 24.086948 
L 302.767636 24.249401 
L 303.436037 24.237994 
L 304.104438 24.073652 
L 304.772839 24.068495 
L 305.44124 24.385132 
L 306.109641 24.529714 
L 306.778042 24.304665 
L 307.446444 24.33449 
L 308.114845 24.553681 
L 310.788449 24.159619 
L 311.45685 23.85572 
L 312.125251 23.979473 
L 312.793652 24.395731 
L 314.130454 24.36347 
L 315.467256 24.112661 
L 316.804058 24.104296 
L 318.809261 24.557459 
L 321.482866 23.854615 
L 322.151267 24.076967 
L 323.488069 24.086781 
L 324.15647 23.856172 
L 325.493272 24.02907 
L 326.161673 24.042354 
L 326.830074 23.826419 
L 327.498475 23.966688 
L 328.166876 24.221941 
L 330.84048 24.119053 
L 331.508882 24.20192 
L 332.177283 24.167771 
L 332.845684 23.958525 
L 333.514085 23.939181 
L 334.182486 24.388221 
L 334.850887 24.463079 
L 336.85609 23.925124 
L 337.524491 23.869563 
L 338.192892 24.173902 
L 339.529694 24.485251 
L 340.866496 24.323867 
L 341.534897 23.947475 
L 343.540101 23.872474 
L 344.208502 23.508273 
L 344.876903 23.574029 
L 345.545304 23.827464 
L 346.882106 23.750396 
L 347.550507 23.608867 
L 348.887309 24.058633 
L 349.55571 24.147262 
L 350.224111 24.065085 
L 352.229314 24.284715 
L 352.897715 24.163232 
L 354.234517 24.321467 
L 355.57132 24.503336 
L 356.239721 24.203679 
L 356.908122 24.189087 
L 358.244924 23.842982 
L 358.913325 24.206198 
L 359.581726 24.364314 
L 360.250127 24.317486 
L 361.586929 23.970051 
L 362.25533 23.879853 
L 363.592132 24.130627 
L 364.928934 23.919242 
L 365.597335 24.159394 
L 366.265736 24.117117 
L 366.934137 23.88722 
L 367.602539 23.963468 
L 368.27094 23.534117 
L 368.939341 23.300346 
L 369.607742 23.699445 
L 370.276143 23.830922 
L 372.281346 23.849339 
L 372.281346 23.849339 
" 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: 550.278 $\bullet$ mean: 544.056 $\bullet$ $\sigma$: 1.865 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 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 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 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 547.46 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.088511)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-37"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-36"/>
    </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(#pd9cad7f380)" d="M 18.697188 51.465632 
L 372.281346 51.465632 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pd9cad7f380)" d="M 18.697188 49.890858 
L 20.03399 51.70836 
L 20.702391 52.15496 
L 21.370792 52.089378 
L 22.039193 52.354892 
L 22.707594 52.363171 
L 23.375995 52.213005 
L 24.044396 51.837724 
L 27.386401 52.263779 
L 28.054802 52.108707 
L 28.723203 51.797494 
L 29.391604 51.735117 
L 30.728407 51.936987 
L 31.396808 52.209029 
L 32.065209 52.020315 
L 32.73361 51.49639 
L 33.402011 52.2792 
L 34.070412 52.054757 
L 34.738813 51.981381 
L 35.407214 52.020087 
L 36.075615 51.891683 
L 37.412417 52.275798 
L 38.080818 51.79964 
L 38.749219 52.062641 
L 39.41762 51.652373 
L 40.754422 51.81335 
L 41.422823 51.856735 
L 42.091224 52.15594 
L 42.759626 52.184161 
L 43.428027 51.777127 
L 44.096428 52.087153 
L 44.764829 52.125711 
L 45.43323 52.027298 
L 46.101631 52.119518 
L 47.438433 51.402746 
L 48.106834 51.461938 
L 48.775235 51.666943 
L 49.443636 52.087628 
L 50.112037 52.182499 
L 50.780438 52.088122 
L 51.448839 51.809878 
L 52.785641 51.968561 
L 53.454042 52.203163 
L 54.122443 52.281851 
L 54.790845 51.858091 
L 55.459246 51.777176 
L 56.127647 52.104186 
L 56.796048 51.591489 
L 57.464449 51.971608 
L 58.13285 52.126759 
L 58.801251 52.501309 
L 59.469652 52.655046 
L 60.138053 52.402184 
L 61.474855 52.328234 
L 62.143256 52.110398 
L 62.811657 52.063967 
L 63.480058 51.746433 
L 64.148459 51.759332 
L 64.81686 52.035419 
L 65.485261 52.122852 
L 66.822064 51.790144 
L 67.490465 52.132407 
L 68.827267 52.267716 
L 69.495668 51.78418 
L 70.164069 51.710071 
L 70.83247 51.891643 
L 72.837673 51.967483 
L 73.506074 51.611322 
L 74.174475 51.76128 
L 74.842876 52.10474 
L 76.179678 51.999176 
L 76.848079 51.509962 
L 77.51648 52.234747 
L 78.184881 51.738253 
L 78.853283 51.453619 
L 81.526887 52.460476 
L 82.195288 52.006397 
L 82.863689 52.522734 
L 83.53209 51.805843 
L 84.200491 51.899992 
L 84.868892 52.255035 
L 86.205694 52.22441 
L 86.874095 51.97418 
L 87.542496 51.885886 
L 88.210897 51.267694 
L 88.879298 51.37406 
L 90.884502 51.996119 
L 91.552903 52.042789 
L 92.221304 51.893345 
L 92.889705 51.457249 
L 94.226507 51.98598 
L 94.894908 52.131112 
L 96.23171 52.144792 
L 97.568512 51.328795 
L 98.236913 51.602647 
L 98.905314 52.18243 
L 99.573715 52.041433 
L 100.242116 51.574624 
L 100.910517 52.069368 
L 101.578918 52.026279 
L 102.915721 52.571203 
L 104.252523 52.644066 
L 105.589325 52.175664 
L 106.257726 52.26459 
L 106.926127 52.029514 
L 108.262929 52.0052 
L 108.93133 52.270248 
L 109.599731 51.944732 
L 110.268132 52.269427 
L 110.936533 52.03991 
L 111.604934 52.055608 
L 112.941736 52.408703 
L 113.610137 51.915561 
L 114.278538 51.692751 
L 114.94694 52.154911 
L 116.283742 51.904918 
L 116.952143 51.861048 
L 117.620544 51.47083 
L 118.957346 51.718222 
L 119.625747 52.032096 
L 120.294148 52.026111 
L 120.962549 52.451811 
L 121.63095 51.74028 
L 122.299351 51.907015 
L 122.967752 51.946176 
L 123.636153 52.325484 
L 124.304554 52.147502 
L 124.972955 52.42626 
L 125.641356 52.995192 
L 126.309757 52.899618 
L 127.64656 52.28286 
L 128.314961 52.213252 
L 128.983362 52.395695 
L 129.651763 51.969214 
L 130.320164 52.041394 
L 130.988565 51.936591 
L 131.656966 52.348244 
L 132.325367 52.426587 
L 132.993768 52.787456 
L 134.998971 51.905027 
L 136.335773 52.149184 
L 137.004174 52.177425 
L 138.340976 51.718113 
L 139.677779 52.135889 
L 140.34618 52.193449 
L 141.014581 51.946335 
L 141.682982 52.217882 
L 143.019784 52.343744 
L 144.356586 52.21621 
L 145.024987 52.109112 
L 145.693388 52.206981 
L 147.03019 52.528541 
L 149.035393 52.125483 
L 149.703794 52.085461 
L 150.372195 52.246943 
L 151.040597 52.286293 
L 151.708998 52.533546 
L 152.377399 52.944615 
L 153.714201 52.668211 
L 154.382602 52.484008 
L 155.051003 52.46287 
L 155.719404 52.278666 
L 156.387805 52.286085 
L 157.056206 52.178602 
L 158.393008 52.289211 
L 159.061409 52.646123 
L 159.72981 52.461584 
L 160.398211 52.784607 
L 161.735013 52.693317 
L 162.403414 52.314919 
L 163.740217 52.157236 
L 165.077019 52.60072 
L 166.413821 52.486896 
L 167.082222 52.007238 
L 167.750623 52.018584 
L 168.419024 52.5743 
L 169.087425 52.618407 
L 170.424227 52.380373 
L 171.092628 52.083018 
L 172.42943 51.85176 
L 174.434633 52.681308 
L 175.103035 52.721102 
L 175.771436 52.570837 
L 176.439837 52.239119 
L 177.108238 52.371668 
L 177.776639 52.041918 
L 178.44504 52.072998 
L 179.113441 52.325503 
L 180.450243 52.286708 
L 181.118644 52.540529 
L 181.787045 52.189176 
L 182.455446 52.48838 
L 183.123847 52.493079 
L 185.797451 51.890684 
L 186.465852 52.251889 
L 187.802655 52.444283 
L 188.471056 52.090763 
L 189.807858 52.290408 
L 190.476259 52.621889 
L 191.14466 52.244016 
L 191.813061 52.010482 
L 192.481462 51.930448 
L 193.149863 52.124524 
L 193.818264 51.649801 
L 194.486665 51.974803 
L 195.823467 52.308331 
L 196.491868 52.688509 
L 197.160269 52.93327 
L 197.82867 52.292524 
L 198.497071 52.760758 
L 199.165473 52.308925 
L 200.502275 52.159372 
L 201.170676 51.752724 
L 201.839077 52.117243 
L 204.512681 52.775497 
L 205.181082 52.528521 
L 205.849483 52.409227 
L 206.517884 52.435845 
L 207.186285 52.252799 
L 207.854686 51.606416 
L 209.191488 52.349966 
L 210.52829 52.185664 
L 211.196692 51.49917 
L 211.865093 51.54116 
L 212.533494 51.945227 
L 213.201895 52.099448 
L 214.538697 51.703226 
L 215.207098 51.659881 
L 215.875499 51.955623 
L 217.212301 52.218356 
L 218.549103 52.774528 
L 219.217504 52.963805 
L 219.885905 52.560886 
L 221.222707 52.427576 
L 221.891108 52.390413 
L 223.227911 52.159273 
L 223.896312 52.210403 
L 224.564713 52.478528 
L 225.233114 52.442661 
L 225.901515 52.673484 
L 226.569916 52.474581 
L 227.238317 52.135286 
L 227.906718 52.210493 
L 228.575119 52.399849 
L 229.24352 52.425152 
L 231.248723 51.736818 
L 232.585525 52.273661 
L 233.922327 51.98873 
L 234.590728 51.990481 
L 235.927531 52.532379 
L 236.595932 51.938283 
L 237.264333 51.672018 
L 237.932734 52.240039 
L 238.601135 52.49573 
L 239.269536 52.432611 
L 239.937937 52.757445 
L 240.606338 52.641444 
L 241.94314 52.1897 
L 242.611541 52.410295 
L 243.279942 52.086945 
L 244.616744 51.911209 
L 245.285145 51.987721 
L 245.953546 52.44916 
L 247.290349 52.200413 
L 247.95875 52.333773 
L 248.627151 52.69305 
L 249.295552 52.269823 
L 249.963953 52.27371 
L 250.632354 51.971687 
L 251.300755 52.217031 
L 251.969156 52.231512 
L 252.637557 51.661077 
L 253.305958 52.003904 
L 253.974359 52.016862 
L 254.64276 52.382044 
L 255.311161 52.565456 
L 255.979562 51.804171 
L 256.647963 52.40713 
L 257.316364 52.441039 
L 257.984765 51.93396 
L 259.989969 52.366979 
L 260.65837 52.283068 
L 261.326771 51.51015 
L 261.995172 52.047734 
L 262.663573 52.176356 
L 263.331974 52.014716 
L 264.000375 52.445312 
L 264.668776 52.707897 
L 266.673979 52.115225 
L 267.34238 52.515523 
L 268.010781 52.335722 
L 268.679182 52.424717 
L 269.347583 52.229089 
L 270.015984 51.592508 
L 270.684385 51.904957 
L 271.352787 51.966316 
L 272.021188 52.666283 
L 272.689589 52.104691 
L 273.35799 51.972093 
L 274.026391 52.184873 
L 274.694792 52.523199 
L 275.363193 51.949262 
L 276.031594 51.755395 
L 276.699995 52.046468 
L 277.368396 52.055262 
L 278.036797 51.543366 
L 278.705198 51.986623 
L 279.373599 52.204676 
L 280.042 52.063086 
L 280.710401 52.164239 
L 281.378802 52.501032 
L 282.047203 52.289052 
L 282.715604 52.205111 
L 283.384006 52.299577 
L 284.052407 52.649457 
L 284.720808 52.257864 
L 287.394412 52.593727 
L 288.062813 52.435984 
L 289.399615 52.783064 
L 290.068016 52.717373 
L 290.736417 52.460723 
L 291.404818 52.649506 
L 292.073219 52.374487 
L 294.078422 52.203628 
L 295.415225 51.710229 
L 296.083626 52.152557 
L 296.752027 52.125285 
L 297.420428 52.483751 
L 298.75723 51.905195 
L 299.425631 51.586682 
L 300.094032 51.93398 
L 300.762433 52.10475 
L 301.430834 51.806683 
L 302.767636 51.538796 
L 304.104438 52.021957 
L 304.772839 51.575791 
L 305.44124 51.570786 
L 306.778042 52.22166 
L 307.446444 52.214736 
L 308.114845 52.082375 
L 308.783246 52.214103 
L 309.451647 52.51219 
L 310.120048 51.765237 
L 311.45685 51.560607 
L 312.125251 51.687538 
L 313.462053 51.771795 
L 314.130454 52.114078 
L 314.798855 51.800016 
L 316.804058 51.66542 
L 318.809261 51.825824 
L 319.477663 51.446398 
L 320.146064 51.860712 
L 320.814465 52.11204 
L 321.482866 52.011887 
L 322.819668 51.56861 
L 323.488069 51.904839 
L 324.15647 51.727283 
L 324.824871 51.711021 
L 325.493272 51.221965 
L 326.161673 51.664193 
L 326.830074 51.815497 
L 328.166876 51.512395 
L 328.835277 51.34573 
L 329.503678 51.834083 
L 330.172079 52.035706 
L 330.84048 51.855212 
L 331.508882 51.237524 
L 332.177283 51.815428 
L 332.845684 52.050356 
L 333.514085 51.670415 
L 334.182486 51.774387 
L 334.850887 51.696618 
L 335.519288 51.946879 
L 336.187689 51.695164 
L 336.85609 51.785189 
L 337.524491 51.083926 
L 338.861293 51.585208 
L 339.529694 51.544355 
L 340.198095 51.267259 
L 340.866496 51.470148 
L 341.534897 51.855974 
L 342.203298 52.060218 
L 342.871699 51.482859 
L 343.540101 51.526145 
L 344.208502 51.793082 
L 344.876903 51.685253 
L 345.545304 51.866746 
L 346.213705 51.304313 
L 346.882106 51.569826 
L 347.550507 51.628237 
L 348.218908 51.851938 
L 348.887309 51.349607 
L 350.224111 51.961538 
L 351.560913 51.699329 
L 352.897715 51.993221 
L 354.234517 51.67089 
L 354.902918 51.351141 
L 355.57132 52.171005 
L 356.239721 51.421115 
L 356.908122 51.164296 
L 357.576523 51.853461 
L 358.244924 51.593952 
L 358.913325 51.557531 
L 359.581726 51.826675 
L 360.250127 52.458013 
L 362.25533 51.725097 
L 362.923731 51.582053 
L 363.592132 51.752309 
L 364.260533 51.618741 
L 365.597335 51.640285 
L 366.265736 51.143781 
L 366.934137 51.459415 
L 367.602539 52.081416 
L 368.27094 50.735204 
L 368.939341 51.643638 
L 369.607742 51.785466 
L 370.276143 51.381122 
L 370.944544 51.57588 
L 371.612945 51.026989 
L 372.281346 51.318607 
L 372.281346 51.318607 
" 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: 630.313 $\bullet$ mean: 616.910 $\bullet$ $\sigma$: 2.295 -->
    <defs>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <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:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-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-31"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.613281 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(2063.236328 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 620.60 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 52.293445)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-30"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </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(#p4f46f24c03)" d="M 18.697188 78.625416 
L 372.281346 78.625416 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p4f46f24c03)" d="M 18.697188 79.227143 
L 21.370792 79.206762 
L 22.039193 79.051538 
L 23.375995 79.182701 
L 25.381198 79.173461 
L 26.049599 79.041354 
L 29.391604 79.169918 
L 30.728407 78.999167 
L 31.396808 78.987011 
L 32.065209 79.14981 
L 32.73361 78.976872 
L 34.070412 79.167503 
L 34.738813 79.374517 
L 35.407214 78.908596 
L 36.075615 78.740112 
L 37.412417 79.010617 
L 38.749219 78.700911 
L 40.754422 79.173815 
L 41.422823 79.154914 
L 42.759626 79.326725 
L 43.428027 79.317372 
L 44.764829 79.046833 
L 46.101631 78.956901 
L 47.438433 79.009853 
L 52.11724 79.248698 
L 52.785641 79.3176 
L 54.122443 79.254212 
L 56.127647 79.188363 
L 56.796048 79.139557 
L 58.801251 79.554974 
L 59.469652 79.408751 
L 60.806454 79.429395 
L 62.811657 79.144353 
L 64.148459 79.02169 
L 64.81686 79.058021 
L 66.153662 79.406587 
L 68.827267 79.40342 
L 70.164069 79.165361 
L 72.837673 79.192886 
L 76.179678 79.248903 
L 78.184881 79.161864 
L 79.521684 79.421978 
L 82.195288 79.110438 
L 82.863689 79.478793 
L 84.200491 79.008646 
L 86.874095 79.550702 
L 87.542496 79.375827 
L 88.210897 78.935585 
L 89.547699 78.62826 
L 91.552903 79.488134 
L 94.226507 79.450334 
L 94.894908 79.227849 
L 95.563309 79.129646 
L 96.900111 79.311379 
L 99.573715 79.390341 
L 100.242116 79.200382 
L 102.247319 79.750265 
L 102.915721 79.536302 
L 104.920924 79.449742 
L 105.589325 79.276655 
L 106.257726 79.358203 
L 106.926127 79.291887 
L 108.262929 79.393554 
L 108.93133 79.457397 
L 109.599731 79.291294 
L 112.941736 79.57891 
L 114.94694 79.274752 
L 115.615341 79.154538 
L 118.957346 79.502626 
L 119.625747 79.387675 
L 120.962549 79.498912 
L 121.63095 79.299178 
L 123.636153 79.739522 
L 124.972955 79.403966 
L 125.641356 79.573954 
L 127.64656 79.513904 
L 129.651763 79.21378 
L 131.656966 79.704763 
L 132.325367 79.663158 
L 132.993768 79.866993 
L 134.33057 79.680361 
L 134.998971 79.360925 
L 135.667372 79.335611 
L 136.335773 79.166945 
L 137.672575 79.283228 
L 139.677779 79.542249 
L 140.34618 79.466386 
L 142.351383 79.604623 
L 143.019784 79.424701 
L 148.366992 79.548766 
L 149.035393 79.457021 
L 149.703794 79.504608 
L 151.708998 80.051039 
L 153.714201 79.645146 
L 159.061409 79.637035 
L 161.735013 79.90493 
L 164.408618 79.4395 
L 166.413821 79.720007 
L 167.082222 79.692892 
L 167.750623 79.777231 
L 169.087425 79.631737 
L 169.755826 79.592091 
L 170.424227 79.697928 
L 171.761029 79.508721 
L 173.097831 79.794411 
L 178.44504 79.482153 
L 179.781842 79.452032 
L 181.118644 79.649453 
L 182.455446 79.791677 
L 183.792248 79.59666 
L 184.460649 79.48834 
L 186.465852 79.652608 
L 187.134254 79.482062 
L 187.802655 79.596945 
L 190.476259 79.626531 
L 191.14466 79.678094 
L 191.813061 79.552571 
L 192.481462 79.586737 
L 193.818264 79.298643 
L 194.486665 79.647459 
L 195.155066 79.705185 
L 195.823467 79.936807 
L 198.497071 79.703522 
L 199.165473 79.329106 
L 199.833874 79.123175 
L 201.170676 79.204722 
L 201.839077 79.53244 
L 205.849483 79.785252 
L 207.186285 79.652893 
L 207.854686 79.42093 
L 208.523087 79.390147 
L 209.191488 79.497385 
L 210.52829 79.445811 
L 213.201895 79.468687 
L 215.207098 79.199471 
L 215.875499 79.372318 
L 216.5439 79.734737 
L 218.549103 79.898904 
L 219.885905 79.799834 
L 221.891108 79.464518 
L 222.559509 79.462911 
L 223.227911 79.580494 
L 224.564713 79.631213 
L 225.901515 79.880243 
L 226.569916 79.882407 
L 227.238317 79.749342 
L 227.906718 79.787564 
L 228.575119 79.702644 
L 229.24352 79.401597 
L 230.580322 79.451325 
L 231.917124 79.584117 
L 232.585525 79.53522 
L 233.253926 79.600499 
L 233.922327 79.547387 
L 235.25913 79.632227 
L 235.927531 79.454162 
L 236.595932 79.485343 
L 237.264333 79.230321 
L 238.601135 79.660811 
L 239.937937 79.71398 
L 241.94314 79.393314 
L 242.611541 79.378379 
L 243.279942 79.098555 
L 243.948343 79.040362 
L 245.285145 79.33838 
L 245.953546 79.307597 
L 247.290349 79.619593 
L 249.295552 79.59429 
L 251.300755 79.209542 
L 251.969156 79.21231 
L 252.637557 79.347334 
L 254.64276 79.454356 
L 255.311161 79.555305 
L 255.979562 79.453592 
L 257.316364 79.406325 
L 258.653166 79.168517 
L 260.65837 79.427526 
L 261.995172 79.531381 
L 264.668776 79.760963 
L 266.673979 79.624845 
L 268.679182 79.116089 
L 269.347583 79.209371 
L 270.015984 78.989745 
L 272.021188 79.620823 
L 272.689589 79.682491 
L 276.699995 79.187132 
L 280.710401 79.460416 
L 281.378802 79.398749 
L 282.715604 79.545735 
L 284.052407 79.553516 
L 284.720808 79.614911 
L 286.05761 79.478941 
L 286.726011 79.726728 
L 288.731214 79.580334 
L 289.399615 79.474406 
L 290.068016 79.516274 
L 292.74162 79.166113 
L 294.078422 79.374779 
L 295.415225 79.233773 
L 300.094032 79.277498 
L 301.430834 78.821398 
L 308.783246 79.152613 
L 311.45685 78.919533 
L 312.125251 79.04067 
L 312.793652 79.002619 
L 313.462053 78.710959 
L 314.130454 78.853012 
L 314.798855 78.752177 
L 315.467256 78.768753 
L 317.472459 78.465302 
L 320.146064 79.035999 
L 322.819668 78.798009 
L 323.488069 78.819085 
L 324.15647 78.596828 
L 326.830074 78.616264 
L 327.498475 78.48697 
L 328.835277 78.763023 
L 330.172079 78.772228 
L 332.177283 78.946682 
L 332.845684 79.057896 
L 334.182486 78.871685 
L 334.850887 78.698598 
L 336.187689 78.807545 
L 337.524491 78.353985 
L 338.192892 78.302161 
L 339.529694 78.555565 
L 340.198095 78.766224 
L 341.534897 78.774278 
L 343.540101 78.718842 
L 345.545304 78.522128 
L 346.213705 78.705673 
L 348.887309 78.662142 
L 351.560913 78.830261 
L 352.897715 78.805528 
L 353.566116 78.59815 
L 355.57132 78.739053 
L 356.239721 78.644962 
L 358.913325 78.911912 
L 359.581726 78.674833 
L 360.250127 78.889411 
L 361.586929 78.877586 
L 362.25533 78.596088 
L 363.592132 78.581813 
L 364.260533 78.419492 
L 364.928934 78.683001 
L 365.597335 78.740295 
L 367.602539 78.629479 
L 368.27094 78.073615 
L 368.939341 78.434906 
L 369.607742 78.644039 
L 370.276143 78.531937 
L 370.944544 78.65943 
L 371.612945 78.552363 
L 372.281346 78.608893 
L 372.281346 78.608893 
" 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: 574.445 $\bullet$ mean: 567.949 $\bullet$ $\sigma$: 1.890 -->
    <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-35"/>
     <use transform="translate(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1299.255859 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1362.878906 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-39"/>
     <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-39"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 571.49 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.453228)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_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(#p6888359cac)" d="M 18.697188 108.966193 
L 372.281346 108.966193 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p6888359cac)" d="M 19.365589 112.852298 
L 20.702391 113.380168 
L 21.370792 113.19192 
L 22.707594 115.684791 
L 23.375995 116.023813 
L 24.044396 113.636869 
L 24.712797 112.547079 
L 25.381198 112.666531 
L 26.049599 113.145526 
L 26.718 114.90217 
L 27.386401 115.323411 
L 28.054802 114.91297 
L 28.723203 112.189745 
L 29.391604 112.914726 
L 30.060005 113.430393 
L 30.728407 114.130435 
L 31.396808 114.092372 
L 32.065209 112.238421 
L 32.73361 106.884989 
L 33.402011 107.116505 
L 34.070412 108.669758 
L 34.738813 112.214311 
L 35.407214 103.429941 
L 36.075615 111.58724 
L 36.744016 110.197109 
L 37.412417 106.844375 
L 38.080818 109.310039 
L 38.749219 110.89467 
L 39.41762 111.226247 
L 40.086021 109.806917 
L 40.754422 112.509376 
L 41.422823 113.389146 
L 42.091224 112.943453 
L 42.759626 114.018039 
L 43.428027 112.205291 
L 44.096428 112.240843 
L 44.764829 111.915633 
L 45.43323 112.872462 
L 46.101631 114.690317 
L 46.770032 114.407744 
L 47.438433 112.08812 
L 48.106834 112.861262 
L 48.775235 112.065431 
L 49.443636 113.250206 
L 50.112037 114.87604 
L 51.448839 112.41148 
L 52.11724 113.0324 
L 53.454042 114.807459 
L 54.122443 116.104326 
L 54.790845 114.381212 
L 55.459246 114.101264 
L 56.127647 111.548833 
L 56.796048 110.586856 
L 57.464449 110.428124 
L 58.13285 111.847726 
L 58.801251 112.238362 
L 59.469652 112.339112 
L 60.138053 113.510649 
L 61.474855 113.874911 
L 62.143256 114.513713 
L 62.811657 114.025124 
L 63.480058 111.287042 
L 64.148459 112.076303 
L 64.81686 111.325821 
L 65.485261 114.119191 
L 67.490465 112.356537 
L 68.158866 112.070493 
L 68.827267 113.605748 
L 71.500871 111.917097 
L 72.169272 114.091312 
L 72.837673 114.3157 
L 73.506074 111.906871 
L 74.174475 111.636905 
L 74.842876 112.969541 
L 75.511277 114.002222 
L 76.179678 114.295981 
L 76.848079 112.168031 
L 77.51648 112.535219 
L 78.184881 111.03975 
L 78.853283 111.002734 
L 79.521684 110.186396 
L 80.190085 112.46909 
L 81.526887 109.386178 
L 82.195288 112.502893 
L 82.863689 108.626589 
L 83.53209 110.594013 
L 84.200491 108.929613 
L 84.868892 110.837963 
L 85.537293 114.191314 
L 86.205694 111.543198 
L 86.874095 113.153959 
L 87.542496 112.01122 
L 88.210897 106.755642 
L 88.879298 110.848819 
L 89.547699 108.065432 
L 90.2161 112.536524 
L 90.884502 114.271312 
L 91.552903 115.421881 
L 92.221304 116.115269 
L 92.889705 114.430734 
L 93.558106 112.261381 
L 94.226507 112.90222 
L 94.894908 113.951696 
L 95.563309 115.305398 
L 96.23171 116.031198 
L 96.900111 116.198708 
L 97.568512 113.138901 
L 98.236913 113.361682 
L 98.905314 113.081949 
L 99.573715 112.635208 
L 100.242116 108.97552 
L 100.910517 107.277031 
L 101.578918 111.806393 
L 102.247319 111.875262 
L 104.920924 114.854857 
L 105.589325 114.777858 
L 106.257726 114.585221 
L 106.926127 114.543974 
L 107.594528 114.272001 
L 108.262929 112.665556 
L 108.93133 108.168289 
L 109.599731 110.828943 
L 110.268132 111.787061 
L 110.936533 114.12791 
L 111.604934 111.492671 
L 112.273335 111.993997 
L 112.941736 115.266389 
L 113.610137 113.307199 
L 114.278538 113.216502 
L 114.94694 112.595268 
L 115.615341 112.387673 
L 116.283742 115.640877 
L 116.952143 115.87159 
L 117.620544 114.289913 
L 118.288945 113.363976 
L 118.957346 113.223014 
L 119.625747 113.650206 
L 120.294148 112.707161 
L 120.962549 113.701937 
L 121.63095 111.207561 
L 122.299351 109.887474 
L 122.967752 107.267035 
L 123.636153 111.399766 
L 124.304554 110.70341 
L 124.972955 108.3544 
L 125.641356 114.797893 
L 126.309757 115.290025 
L 126.978159 115.593636 
L 127.64656 114.40076 
L 128.983362 109.07508 
L 129.651763 110.832614 
L 130.320164 112.140396 
L 130.988565 113.163424 
L 131.656966 111.597308 
L 132.325367 111.967092 
L 132.993768 115.06469 
L 133.662169 113.773602 
L 134.33057 113.080343 
L 134.998971 112.669485 
L 135.667372 112.547984 
L 136.335773 114.070185 
L 137.004174 114.878134 
L 137.672575 116.293033 
L 139.009378 113.545685 
L 139.677779 113.719247 
L 140.34618 114.763545 
L 141.014581 114.841749 
L 141.682982 112.841799 
L 142.351383 113.546417 
L 143.019784 113.354999 
L 143.688185 114.664602 
L 144.356586 116.569768 
L 145.024987 115.564723 
L 145.693388 112.891694 
L 146.361789 113.580105 
L 147.698591 116.084807 
L 148.366992 114.578767 
L 149.035393 113.347011 
L 150.372195 109.426077 
L 151.040597 112.496468 
L 151.708998 112.940915 
L 152.377399 111.419716 
L 153.0458 113.812124 
L 153.714201 112.59967 
L 154.382602 113.614382 
L 155.719404 114.970637 
L 157.056206 112.59511 
L 157.724607 112.667205 
L 158.393008 114.043339 
L 159.061409 112.514481 
L 159.72981 114.146039 
L 160.398211 116.335384 
L 161.735013 114.081158 
L 162.403414 112.365372 
L 163.071816 111.997467 
L 163.740217 112.662028 
L 164.408618 113.110189 
L 165.077019 114.078159 
L 165.74542 115.567549 
L 167.082222 114.249771 
L 167.750623 113.765785 
L 168.419024 112.869178 
L 169.087425 115.413434 
L 169.755826 116.977729 
L 170.424227 116.00065 
L 171.092628 113.443774 
L 171.761029 112.102691 
L 172.42943 109.436087 
L 173.097831 113.621537 
L 173.766232 112.37389 
L 174.434633 113.776814 
L 175.103035 113.635693 
L 175.771436 114.73981 
L 176.439837 114.835439 
L 177.108238 115.458395 
L 177.776639 112.652247 
L 178.44504 113.138039 
L 179.113441 114.105481 
L 179.781842 113.543921 
L 180.450243 115.358678 
L 181.118644 115.843079 
L 181.787045 113.996082 
L 182.455446 112.787159 
L 183.123847 113.726217 
L 183.792248 115.11913 
L 184.460649 116.124633 
L 185.12905 116.32784 
L 185.797451 114.193566 
L 186.465852 113.62333 
L 187.134254 111.909094 
L 187.802655 115.088095 
L 188.471056 113.434236 
L 189.139457 113.775007 
L 189.807858 114.59526 
L 191.14466 115.710176 
L 191.813061 115.490649 
L 192.481462 113.536764 
L 193.149863 112.402058 
L 193.818264 108.321831 
L 194.486665 107.822571 
L 195.155066 112.733677 
L 195.823467 113.200713 
L 196.491868 110.7337 
L 197.160269 114.381026 
L 197.82867 112.934919 
L 198.497071 111.861938 
L 199.165473 111.149248 
L 199.833874 112.719824 
L 200.502275 111.938466 
L 201.170676 112.278261 
L 201.839077 111.523448 
L 202.507478 113.223243 
L 203.175879 111.787161 
L 203.84428 114.203061 
L 204.512681 115.315266 
L 205.181082 113.766531 
L 205.849483 113.434582 
L 206.517884 114.645541 
L 207.186285 114.564569 
L 207.854686 112.084319 
L 208.523087 113.416338 
L 209.191488 113.056193 
L 209.859889 115.754119 
L 210.52829 116.463368 
L 211.865093 113.11363 
L 212.533494 113.354382 
L 213.201895 112.524291 
L 213.870296 112.483044 
L 214.538697 113.052119 
L 215.207098 111.590466 
L 215.875499 110.698736 
L 216.5439 109.596125 
L 217.212301 113.118778 
L 217.880702 110.187442 
L 218.549103 113.127742 
L 219.885905 114.037186 
L 220.554306 115.210285 
L 221.222707 113.297791 
L 221.891108 113.037763 
L 222.559509 113.013554 
L 223.227911 113.663359 
L 223.896312 114.006638 
L 224.564713 113.778406 
L 225.233114 115.896186 
L 226.569916 116.340675 
L 227.238317 113.502617 
L 227.906718 113.133107 
L 228.575119 113.312921 
L 229.24352 112.481338 
L 229.911921 114.831452 
L 230.580322 113.694608 
L 231.248723 114.216313 
L 231.917124 112.855825 
L 232.585525 113.125418 
L 233.253926 113.914393 
L 233.922327 115.562486 
L 234.590728 112.394127 
L 235.25913 112.166154 
L 235.927531 113.886656 
L 236.595932 113.769887 
L 237.264333 109.905172 
L 237.932734 107.461766 
L 239.269536 113.50398 
L 239.937937 109.087285 
L 240.606338 114.197108 
L 241.274739 112.750902 
L 241.94314 113.379551 
L 243.279942 111.208665 
L 243.948343 111.790776 
L 244.616744 112.656736 
L 245.285145 111.914715 
L 245.953546 113.020639 
L 246.621947 114.99324 
L 247.290349 111.858669 
L 247.95875 113.135444 
L 248.627151 113.959899 
L 249.295552 113.620677 
L 249.963953 113.112941 
L 250.632354 113.422805 
L 251.300755 113.421086 
L 251.969156 114.104534 
L 252.637557 113.257533 
L 253.305958 113.381073 
L 253.974359 114.362856 
L 254.64276 113.797193 
L 255.311161 113.502503 
L 255.979562 113.692486 
L 256.647963 112.023252 
L 257.316364 113.428557 
L 257.984765 113.561933 
L 258.653166 112.96161 
L 259.321568 113.097797 
L 259.989969 115.207805 
L 260.65837 115.049445 
L 261.326771 110.991676 
L 261.995172 108.959974 
L 262.663573 109.842756 
L 263.331974 112.858622 
L 264.000375 110.365178 
L 264.668776 115.255046 
L 265.337177 115.003766 
L 266.005578 114.021597 
L 267.34238 112.659159 
L 268.010781 112.231192 
L 268.679182 111.351966 
L 269.347583 109.930513 
L 270.015984 110.442781 
L 272.021188 114.13653 
L 272.689589 113.800033 
L 273.35799 112.720971 
L 274.026391 112.400853 
L 274.694792 111.779776 
L 275.363193 112.014174 
L 276.031594 112.537657 
L 276.699995 111.088497 
L 277.368396 114.179311 
L 278.705198 111.860117 
L 279.373599 113.65831 
L 280.042 113.566811 
L 280.710401 112.338209 
L 281.378802 113.62736 
L 282.047203 114.370457 
L 282.715604 112.9994 
L 283.384006 113.836432 
L 284.052407 112.696361 
L 284.720808 112.912375 
L 285.389209 111.995932 
L 286.05761 107.288275 
L 286.726011 106.497163 
L 287.394412 111.774226 
L 288.062813 113.292542 
L 288.731214 112.394414 
L 290.068016 113.496379 
L 290.736417 112.795391 
L 291.404818 112.475041 
L 292.073219 114.052947 
L 292.74162 114.023862 
L 293.410021 114.221476 
L 294.078422 113.486526 
L 295.415225 111.786589 
L 296.083626 113.24507 
L 296.752027 111.437514 
L 297.420428 113.028355 
L 298.088829 114.330687 
L 298.75723 113.723535 
L 299.425631 112.851021 
L 300.094032 113.60701 
L 300.762433 112.578775 
L 301.430834 113.319748 
L 302.099235 113.066647 
L 303.436037 112.117965 
L 304.104438 112.44514 
L 304.772839 114.344311 
L 305.44124 113.962295 
L 306.109641 113.343325 
L 306.778042 112.16304 
L 307.446444 114.447442 
L 308.783246 112.598107 
L 309.451647 114.135383 
L 310.788449 110.665822 
L 311.45685 110.36753 
L 312.125251 112.758173 
L 312.793652 113.407289 
L 313.462053 110.883713 
L 314.130454 114.002494 
L 314.798855 113.49397 
L 315.467256 113.559525 
L 316.135657 112.922399 
L 316.804058 113.141597 
L 317.472459 112.793182 
L 318.14086 113.730204 
L 318.809261 114.192677 
L 319.477663 109.953904 
L 320.146064 110.966549 
L 320.814465 110.74622 
L 321.482866 112.322906 
L 322.151267 112.770666 
L 322.819668 112.53519 
L 323.488069 113.542172 
L 324.824871 112.650053 
L 325.493272 112.622718 
L 326.161673 113.289731 
L 326.830074 112.546936 
L 327.498475 113.945184 
L 328.166876 113.764266 
L 328.835277 112.898478 
L 329.503678 112.345122 
L 330.172079 114.303782 
L 330.84048 113.998493 
L 331.508882 109.300386 
L 332.177283 109.478122 
L 332.845684 111.85517 
L 333.514085 112.712926 
L 334.182486 111.07787 
L 334.850887 112.08693 
L 335.519288 111.703879 
L 336.187689 112.091103 
L 336.85609 111.376146 
L 337.524491 112.315406 
L 338.192892 112.506952 
L 338.861293 113.63053 
L 339.529694 115.272944 
L 340.198095 113.72061 
L 340.866496 112.883935 
L 341.534897 112.489842 
L 342.203298 114.073384 
L 342.871699 113.125764 
L 343.540101 113.289702 
L 344.208502 110.783336 
L 344.876903 112.236971 
L 345.545304 114.326915 
L 346.213705 112.466064 
L 346.882106 112.119901 
L 347.550507 112.440106 
L 348.218908 114.473744 
L 349.55571 111.365247 
L 350.224111 113.796046 
L 350.892512 114.275357 
L 351.560913 112.387774 
L 352.229314 113.353865 
L 352.897715 112.712825 
L 353.566116 113.92677 
L 354.234517 114.105021 
L 354.902918 113.91719 
L 356.239721 110.313792 
L 356.908122 108.481783 
L 357.576523 107.566415 
L 358.244924 110.147129 
L 358.913325 113.523685 
L 359.581726 110.077529 
L 360.250127 112.893716 
L 360.918528 114.184216 
L 361.586929 112.186704 
L 362.25533 110.748615 
L 362.923731 110.404072 
L 363.592132 112.827228 
L 364.260533 110.878478 
L 364.928934 110.931614 
L 365.597335 109.891876 
L 366.265736 105.779669 
L 366.934137 106.39237 
L 367.602539 110.043582 
L 368.27094 103.484626 
L 368.939341 98.180229 
L 369.607742 108.643355 
L 370.276143 108.897331 
L 370.944544 111.882763 
L 371.612945 111.120637 
L 372.281346 111.090935 
L 372.281346 111.090935 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 2.199 $\bullet$ mean: 1.181 $\bullet$ $\sigma$: 0.142 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.45 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 109.794005)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-34"/>
     <use x="159.033203" xlink:href="#DejaVuSans-35"/>
    </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(#p32057ce38a)" d="M 18.697188 136.4328 
L 372.281346 136.4328 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p32057ce38a)" d="M 19.365589 135.147711 
L 20.03399 140.860834 
L 20.702391 142.930839 
L 21.370792 139.398361 
L 22.039193 140.351138 
L 22.707594 143.210815 
L 23.375995 142.335214 
L 24.044396 138.356934 
L 24.712797 145.261529 
L 25.381198 142.06186 
L 26.049599 140.031769 
L 26.718 144.860487 
L 27.386401 145.78725 
L 28.054802 143.523437 
L 28.723203 137.583686 
L 29.391604 143.790231 
L 30.060005 143.18461 
L 30.728407 138.503316 
L 31.396808 144.422222 
L 32.065209 137.480376 
L 32.73361 135.252492 
L 33.402011 134.658249 
L 34.070412 141.03274 
L 34.738813 144.228305 
L 35.407214 139.203487 
L 36.075615 140.49644 
L 36.744016 138.11024 
L 37.412417 143.268131 
L 38.080818 138.792767 
L 38.749219 143.593378 
L 39.41762 142.237203 
L 40.086021 143.859496 
L 40.754422 144.636265 
L 41.422823 143.410341 
L 42.091224 141.237411 
L 42.759626 141.728625 
L 43.428027 141.206204 
L 44.096428 144.302766 
L 44.764829 140.999692 
L 45.43323 144.848799 
L 46.101631 144.062948 
L 46.770032 143.842875 
L 47.438433 142.437224 
L 48.106834 145.13363 
L 48.775235 142.064605 
L 49.443636 141.524833 
L 50.112037 142.506666 
L 50.780438 141.787004 
L 51.448839 144.079189 
L 52.11724 144.892977 
L 52.785641 141.952156 
L 53.454042 142.500952 
L 54.122443 144.136423 
L 54.790845 140.85376 
L 55.459246 145.03226 
L 56.127647 141.401852 
L 56.796048 142.868178 
L 57.464449 135.977077 
L 58.13285 140.45977 
L 58.801251 143.039745 
L 60.138053 140.907972 
L 60.806454 143.441156 
L 61.474855 143.886386 
L 62.143256 142.781056 
L 62.811657 143.434418 
L 63.480058 140.749605 
L 64.148459 143.638417 
L 64.81686 140.397552 
L 65.485261 143.747032 
L 66.153662 141.360378 
L 66.822064 145.2695 
L 67.490465 142.555451 
L 68.158866 141.600246 
L 68.827267 143.218226 
L 69.495668 141.162996 
L 70.164069 144.909446 
L 70.83247 144.321161 
L 71.500871 140.584894 
L 72.169272 145.293699 
L 72.837673 142.886493 
L 73.506074 140.936271 
L 74.174475 144.057445 
L 74.842876 140.324887 
L 75.511277 143.535068 
L 76.179678 142.159683 
L 76.848079 142.214737 
L 77.51648 140.735858 
L 78.184881 138.188202 
L 78.853283 142.376582 
L 79.521684 137.667778 
L 80.190085 143.49148 
L 80.858486 143.184625 
L 81.526887 143.599713 
L 82.195288 142.421516 
L 82.863689 140.235335 
L 83.53209 136.38391 
L 84.200491 135.236812 
L 84.868892 141.425599 
L 85.537293 142.984992 
L 86.205694 142.471126 
L 86.874095 145.188899 
L 87.542496 143.295523 
L 88.210897 137.704793 
L 88.879298 141.190668 
L 89.547699 141.239208 
L 90.2161 142.248027 
L 90.884502 141.930045 
L 91.552903 142.774314 
L 92.221304 142.663611 
L 92.889705 143.087529 
L 93.558106 145.857155 
L 94.226507 144.580609 
L 94.894908 141.357031 
L 95.563309 144.483131 
L 96.23171 144.53095 
L 96.900111 143.993509 
L 97.568512 142.630175 
L 98.236913 142.533467 
L 98.905314 141.804224 
L 99.573715 139.622423 
L 100.242116 138.230238 
L 100.910517 132.63664 
L 101.578918 141.980062 
L 102.247319 144.141695 
L 102.915721 140.468421 
L 103.584122 141.060602 
L 104.252523 144.594563 
L 104.920924 143.082191 
L 105.589325 144.335714 
L 106.926127 144.975751 
L 108.262929 144.825046 
L 108.93133 139.409937 
L 109.599731 135.682704 
L 110.268132 144.219136 
L 110.936533 143.549273 
L 111.604934 145.064259 
L 112.273335 141.461526 
L 112.941736 144.412353 
L 113.610137 141.02475 
L 114.278538 143.941031 
L 114.94694 141.548462 
L 115.615341 142.802135 
L 116.283742 144.516372 
L 116.952143 142.725578 
L 117.620544 143.828858 
L 118.288945 145.184859 
L 119.625747 141.372728 
L 120.294148 144.093946 
L 120.962549 142.446696 
L 121.63095 136.396269 
L 122.299351 137.173792 
L 122.967752 131.21983 
L 123.636153 140.612848 
L 124.304554 140.408268 
L 124.972955 140.594062 
L 126.309757 144.395702 
L 126.978159 144.844041 
L 127.64656 144.879584 
L 128.314961 143.48783 
L 128.983362 138.669516 
L 129.651763 135.701917 
L 130.320164 142.415206 
L 130.988565 144.211387 
L 131.656966 144.965885 
L 132.325367 138.709373 
L 132.993768 145.1517 
L 133.662169 142.95469 
L 134.33057 141.773112 
L 134.998971 143.16641 
L 135.667372 143.536458 
L 136.335773 139.931487 
L 137.004174 142.552089 
L 137.672575 144.056482 
L 138.340976 142.351521 
L 139.009378 144.147766 
L 139.677779 141.112753 
L 140.34618 144.192749 
L 141.014581 141.156923 
L 141.682982 143.870648 
L 142.351383 144.776678 
L 143.019784 138.638873 
L 143.688185 144.148929 
L 144.356586 143.696441 
L 145.024987 142.225065 
L 145.693388 145.037454 
L 146.361789 141.131967 
L 147.03019 144.160668 
L 147.698591 142.769621 
L 148.366992 142.729372 
L 149.035393 144.284185 
L 149.703794 141.874635 
L 150.372195 135.874554 
L 151.040597 144.661104 
L 151.708998 142.896518 
L 152.377399 140.543299 
L 153.0458 142.34649 
L 153.714201 141.431566 
L 154.382602 141.46337 
L 155.051003 145.048094 
L 155.719404 144.523672 
L 156.387805 141.915884 
L 157.056206 143.75877 
L 157.724607 144.280873 
L 158.393008 144.633878 
L 159.061409 138.812984 
L 159.72981 142.716241 
L 161.066612 144.197561 
L 161.735013 143.006683 
L 162.403414 142.568125 
L 163.071816 141.627732 
L 163.740217 144.363209 
L 164.408618 139.470867 
L 165.74542 145.448307 
L 166.413821 145.032469 
L 167.082222 140.753114 
L 167.750623 144.752032 
L 168.419024 140.396228 
L 169.087425 144.350411 
L 169.755826 144.667947 
L 170.424227 144.053115 
L 171.092628 141.770681 
L 171.761029 141.33299 
L 172.42943 134.033832 
L 173.097831 144.765998 
L 173.766232 138.582956 
L 174.434633 143.289569 
L 175.103035 142.538248 
L 175.771436 143.417362 
L 176.439837 142.263535 
L 177.108238 143.487766 
L 177.776639 140.602518 
L 178.44504 144.547445 
L 179.113441 143.83638 
L 179.781842 139.961921 
L 180.450243 144.084552 
L 181.118644 140.051142 
L 181.787045 143.479457 
L 182.455446 139.987475 
L 183.123847 142.600518 
L 183.792248 142.924512 
L 184.460649 144.970369 
L 185.12905 142.503214 
L 185.797451 142.864846 
L 186.465852 144.102938 
L 187.134254 138.832758 
L 187.802655 141.99716 
L 188.471056 141.211684 
L 189.139457 144.71299 
L 189.807858 140.639658 
L 190.476259 144.346548 
L 191.14466 144.332704 
L 191.813061 142.496863 
L 192.481462 142.559758 
L 193.149863 143.035949 
L 193.818264 139.000185 
L 194.486665 131.917659 
L 195.155066 142.206178 
L 195.823467 143.780506 
L 196.491868 141.054494 
L 197.160269 142.919048 
L 197.82867 143.412608 
L 198.497071 142.955161 
L 199.165473 140.216792 
L 199.833874 143.803601 
L 200.502275 145.050375 
L 201.170676 138.156246 
L 201.839077 144.971835 
L 202.507478 140.916839 
L 203.175879 139.558623 
L 203.84428 142.82999 
L 204.512681 145.223179 
L 205.181082 143.375045 
L 205.849483 144.942092 
L 206.517884 145.144959 
L 207.186285 143.146262 
L 207.854686 141.87966 
L 208.523087 143.754654 
L 209.191488 138.950527 
L 209.859889 144.311486 
L 211.196692 142.326796 
L 211.865093 143.380673 
L 212.533494 142.817672 
L 213.201895 139.801751 
L 213.870296 143.383209 
L 214.538697 137.757855 
L 215.207098 141.132844 
L 215.875499 138.114216 
L 216.5439 138.916474 
L 217.212301 141.990949 
L 217.880702 142.051536 
L 218.549103 141.167211 
L 219.217504 142.946173 
L 219.885905 142.818114 
L 220.554306 144.577458 
L 221.222707 143.239382 
L 221.891108 141.057209 
L 222.559509 143.993659 
L 223.227911 143.091385 
L 223.896312 143.841641 
L 224.564713 140.372707 
L 225.233114 144.304134 
L 225.901515 144.788836 
L 226.569916 144.530154 
L 227.238317 142.235766 
L 227.906718 143.592668 
L 229.24352 140.467119 
L 229.911921 142.104939 
L 230.580322 142.113124 
L 231.248723 144.55832 
L 231.917124 141.785122 
L 232.585525 141.99727 
L 233.253926 142.511419 
L 233.922327 140.090392 
L 234.590728 142.590251 
L 235.25913 141.144905 
L 235.927531 142.094731 
L 236.595932 138.372639 
L 237.264333 140.420047 
L 237.932734 132.413018 
L 238.601135 141.926774 
L 239.269536 142.704272 
L 239.937937 139.415323 
L 240.606338 143.112946 
L 241.274739 140.981579 
L 241.94314 142.936574 
L 242.611541 142.948755 
L 243.279942 139.704663 
L 243.948343 139.920141 
L 244.616744 144.428095 
L 245.285145 142.534308 
L 245.953546 139.359638 
L 246.621947 142.597531 
L 247.290349 139.859185 
L 247.95875 140.258275 
L 248.627151 144.953733 
L 249.295552 143.456257 
L 249.963953 143.608359 
L 250.632354 142.840997 
L 251.300755 140.207515 
L 251.969156 140.334678 
L 252.637557 143.139975 
L 253.305958 144.101284 
L 253.974359 141.724178 
L 254.64276 140.422737 
L 255.311161 141.107471 
L 255.979562 142.908788 
L 256.647963 139.157628 
L 257.316364 142.047544 
L 257.984765 142.110188 
L 258.653166 144.123171 
L 259.321568 140.444204 
L 259.989969 142.268082 
L 260.65837 139.81538 
L 261.326771 140.368839 
L 261.995172 132.876645 
L 262.663573 139.610009 
L 263.331974 143.798716 
L 264.000375 141.893963 
L 264.668776 142.985388 
L 265.337177 143.490994 
L 266.005578 143.757271 
L 266.673979 141.261814 
L 267.34238 143.099064 
L 268.010781 141.28086 
L 268.679182 143.494337 
L 269.347583 138.677146 
L 270.015984 137.517507 
L 270.684385 142.932664 
L 271.352787 142.371215 
L 272.021188 144.667859 
L 272.689589 142.150386 
L 273.35799 143.199606 
L 274.026391 139.079091 
L 274.694792 142.810602 
L 275.363193 138.141286 
L 276.031594 140.566321 
L 276.699995 136.827169 
L 277.368396 141.833184 
L 278.036797 138.879867 
L 278.705198 140.561748 
L 279.373599 141.081495 
L 280.042 138.684844 
L 280.710401 144.373799 
L 281.378802 136.788097 
L 282.047203 141.881852 
L 282.715604 139.686359 
L 283.384006 141.432092 
L 284.052407 140.416858 
L 284.720808 138.106497 
L 285.389209 143.819444 
L 286.05761 138.317762 
L 286.726011 128.810133 
L 287.394412 140.859535 
L 288.062813 142.136217 
L 288.731214 139.077785 
L 289.399615 140.593258 
L 290.068016 144.150764 
L 290.736417 142.035222 
L 291.404818 143.164093 
L 292.073219 144.868428 
L 292.74162 144.274763 
L 293.410021 144.813262 
L 294.078422 143.924948 
L 294.746823 140.752712 
L 295.415225 139.454062 
L 296.083626 142.075214 
L 296.752027 138.570583 
L 298.088829 142.184352 
L 299.425631 141.390105 
L 300.094032 145.39723 
L 300.762433 139.748493 
L 301.430834 141.078208 
L 302.099235 138.352235 
L 302.767636 143.303152 
L 303.436037 144.017402 
L 304.104438 138.994782 
L 304.772839 141.352564 
L 305.44124 138.56129 
L 306.109641 144.048564 
L 306.778042 139.174301 
L 307.446444 141.929158 
L 308.114845 140.113166 
L 308.783246 143.382159 
L 309.451647 141.393448 
L 310.120048 137.920722 
L 310.788449 138.830528 
L 311.45685 135.534215 
L 312.125251 142.553457 
L 312.793652 144.29217 
L 313.462053 140.692114 
L 314.130454 142.12948 
L 314.798855 140.105904 
L 315.467256 140.811785 
L 316.135657 143.30012 
L 316.804058 143.108657 
L 317.472459 140.117598 
L 318.809261 141.809714 
L 319.477663 133.040051 
L 320.146064 141.778525 
L 320.814465 138.476768 
L 322.151267 142.676598 
L 322.819668 141.840941 
L 323.488069 143.537425 
L 324.15647 138.841736 
L 324.824871 140.826591 
L 325.493272 140.5063 
L 326.161673 142.623699 
L 326.830074 139.559669 
L 327.498475 142.708428 
L 328.166876 137.607591 
L 328.835277 144.465304 
L 329.503678 137.89659 
L 330.172079 144.406192 
L 330.84048 142.24413 
L 331.508882 133.853844 
L 332.177283 134.449276 
L 332.845684 138.999742 
L 333.514085 141.925094 
L 334.182486 139.93587 
L 334.850887 143.203044 
L 335.519288 138.496173 
L 336.187689 143.426746 
L 336.85609 137.028694 
L 337.524491 139.921012 
L 338.192892 140.239075 
L 339.529694 142.09067 
L 340.198095 140.222808 
L 340.866496 144.000288 
L 341.534897 137.943316 
L 342.203298 142.614874 
L 342.871699 138.978967 
L 343.540101 144.064908 
L 344.208502 137.870025 
L 344.876903 142.586733 
L 345.545304 142.993905 
L 346.213705 141.656716 
L 346.882106 143.029398 
L 347.550507 140.441681 
L 348.218908 142.017033 
L 348.887309 140.646708 
L 349.55571 140.587417 
L 350.224111 142.660408 
L 350.892512 141.256601 
L 351.560913 139.283311 
L 352.229314 143.498166 
L 352.897715 138.601895 
L 353.566116 142.958644 
L 354.234517 140.69994 
L 354.902918 143.570253 
L 355.57132 139.087058 
L 356.239721 138.239975 
L 356.908122 140.493248 
L 357.576523 130.303153 
L 358.244924 140.397389 
L 358.913325 143.056411 
L 359.581726 142.907448 
L 360.250127 139.063055 
L 360.918528 144.099914 
L 361.586929 143.826642 
L 362.923731 136.487595 
L 363.592132 142.52515 
L 364.260533 137.724776 
L 364.928934 143.333384 
L 365.597335 140.24626 
L 366.265736 132.508674 
L 366.934137 131.61598 
L 367.602539 134.41153 
L 368.27094 126.594196 
L 368.939341 124.870968 
L 369.607742 140.349695 
L 370.276143 138.04577 
L 370.944544 137.180926 
L 371.612945 136.805671 
L 372.281346 138.543578 
L 372.281346 138.543578 
" 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: 0.846 $\bullet$ mean: 0.194 $\bullet$ $\sigma$: 0.112 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.875 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1267.498047 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.121094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.908203 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.505859 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.292969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.671875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.150391 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.773438 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.560547 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.183594 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1808.806641 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.40 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 137.260612)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-34"/>
     <use x="159.033203" xlink:href="#DejaVuSans-30"/>
    </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(#p998f5b40da)">
    <image height="945" id="imagefd10516e82" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQKtCNe8+tqTr20aSQIAAAAAeIthyw0ZW3JwN2QcQD0mrgMA4DsWd9ENetjLlvEAAAAASUVORK5CYII="/>
   </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(#pdb9a45d175)">
    <image height="128.16" id="imageeaae196de2" 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="mdecefcd6d2" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#mdecefcd6d2" 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="#mdecefcd6d2" 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="#mdecefcd6d2" 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="#mdecefcd6d2" 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="#mdecefcd6d2" 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="pda2c34faae">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pd9cad7f380">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p4f46f24c03">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p6888359cac">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p32057ce38a">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p998f5b40da">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="pdb9a45d175">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>