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

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p26203bc9d5)" d="M 18.697188 23.463975 
L 372.281346 23.463975 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p26203bc9d5)" d="M 18.697188 23.954298 
L 19.365589 24.393937 
L 20.03399 24.389286 
L 20.702391 24.535771 
L 22.039193 24.484453 
L 22.707594 24.732297 
L 23.375995 24.718832 
L 24.044396 24.536638 
L 24.712797 24.560649 
L 26.049599 24.178906 
L 28.723203 24.674047 
L 30.060005 24.710338 
L 31.396808 24.610028 
L 32.73361 24.411153 
L 34.070412 24.30959 
L 34.738813 24.296341 
L 35.407214 24.154667 
L 36.744016 24.039421 
L 37.412417 23.882675 
L 38.749219 23.965962 
L 39.41762 23.942304 
L 41.422823 24.291667 
L 44.096428 24.149913 
L 45.43323 23.889367 
L 46.101631 23.773039 
L 47.438433 23.985014 
L 48.775235 23.939841 
L 52.11724 23.999209 
L 52.785641 24.144942 
L 54.790845 24.143391 
L 55.459246 23.957582 
L 56.796048 23.830798 
L 57.464449 23.765457 
L 58.13285 23.989848 
L 58.801251 24.000269 
L 59.469652 24.146287 
L 60.138053 23.976189 
L 62.143256 24.141772 
L 62.811657 23.837308 
L 63.480058 23.759676 
L 64.148459 24.056204 
L 65.485261 24.334068 
L 66.153662 24.16527 
L 66.822064 24.273219 
L 68.158866 24.293479 
L 68.827267 24.393937 
L 72.169272 23.999095 
L 75.511277 24.26558 
L 76.179678 24.124134 
L 76.848079 24.154815 
L 78.184881 23.999539 
L 78.853283 24.061153 
L 82.195288 23.786002 
L 82.863689 23.833523 
L 83.53209 23.67998 
L 86.205694 23.855961 
L 86.874095 24.00695 
L 88.879298 23.991764 
L 89.547699 23.902319 
L 90.884502 24.099917 
L 92.889705 24.140541 
L 93.558106 23.909719 
L 95.563309 23.715541 
L 96.900111 23.847558 
L 98.905314 23.863224 
L 99.573715 23.691518 
L 100.910517 23.833147 
L 106.257726 24.166855 
L 106.926127 24.080216 
L 107.594528 23.83887 
L 109.599731 23.512288 
L 110.268132 23.684621 
L 110.936533 23.650998 
L 112.273335 23.765103 
L 114.278538 23.715678 
L 114.94694 23.921257 
L 117.620544 23.742357 
L 118.957346 23.933582 
L 122.299351 23.886346 
L 123.636153 24.085392 
L 124.972955 24.080592 
L 125.641356 23.963796 
L 127.64656 24.021955 
L 128.983362 24.067252 
L 131.656966 24.022832 
L 132.325367 24.166707 
L 133.662169 24.029411 
L 134.33057 23.828894 
L 134.998971 23.804541 
L 136.335773 23.926559 
L 137.004174 23.741365 
L 137.672575 23.745664 
L 138.340976 23.566433 
L 139.677779 23.463615 
L 140.34618 23.518741 
L 141.014581 23.84668 
L 141.682982 23.541191 
L 142.351383 23.489804 
L 143.019784 23.657166 
L 143.688185 23.675192 
L 144.356586 23.834127 
L 145.024987 23.767828 
L 150.372195 24.314321 
L 153.0458 23.842656 
L 153.714201 23.951197 
L 155.719404 23.788305 
L 156.387805 23.821164 
L 157.056206 23.970523 
L 157.724607 24.00166 
L 158.393008 23.757282 
L 159.72981 23.715895 
L 161.066612 23.860693 
L 162.403414 23.638057 
L 164.408618 23.297531 
L 165.077019 23.618857 
L 167.750623 23.684165 
L 168.419024 23.887714 
L 169.087425 23.882196 
L 169.755826 24.028488 
L 171.761029 24.189578 
L 172.42943 24.027496 
L 174.434633 23.990977 
L 175.103035 24.151041 
L 175.771436 24.122538 
L 176.439837 23.933833 
L 177.776639 23.954686 
L 179.781842 23.580788 
L 181.118644 23.793299 
L 183.123847 24.077012 
L 185.797451 23.703216 
L 186.465852 23.825679 
L 187.134254 23.692157 
L 187.802655 23.359908 
L 189.139457 23.493613 
L 190.476259 23.92112 
L 191.813061 24.110019 
L 193.149863 24.136037 
L 193.818264 24.192748 
L 194.486665 23.972792 
L 195.823467 24.137097 
L 196.491868 24.058428 
L 197.82867 24.068894 
L 198.497071 23.834253 
L 201.839077 23.591745 
L 202.507478 23.476351 
L 203.175879 23.606578 
L 204.512681 23.357468 
L 205.181082 23.878194 
L 205.849483 23.884773 
L 207.186285 24.17942 
L 207.854686 23.987819 
L 209.859889 23.871672 
L 210.52829 23.999414 
L 211.865093 23.85766 
L 213.201895 24.09961 
L 213.870296 23.865812 
L 214.538697 23.480467 
L 215.207098 23.555591 
L 215.875499 23.773358 
L 216.5439 23.800733 
L 217.212301 23.984558 
L 218.549103 23.958221 
L 219.217504 24.061654 
L 221.222707 23.967034 
L 222.559509 23.675488 
L 223.227911 23.692864 
L 223.896312 23.543619 
L 224.564713 23.676833 
L 225.901515 23.44112 
L 227.906718 23.820275 
L 229.24352 24.181096 
L 230.580322 24.151703 
L 231.248723 24.137143 
L 233.922327 23.422479 
L 239.937937 24.071505 
L 241.94314 23.584858 
L 245.285145 24.01622 
L 245.953546 23.854924 
L 246.621947 23.835621 
L 247.290349 23.691655 
L 247.95875 23.67176 
L 248.627151 23.883735 
L 249.295552 23.92527 
L 249.963953 23.804427 
L 251.300755 23.837765 
L 251.969156 23.762709 
L 253.305958 23.871878 
L 254.64276 23.453206 
L 257.316364 23.64459 
L 257.984765 23.56836 
L 258.653166 23.833899 
L 259.989969 23.95024 
L 261.995172 24.004602 
L 264.000375 23.704904 
L 265.337177 23.844024 
L 267.34238 23.648204 
L 268.010781 23.861502 
L 268.679182 23.871775 
L 269.347583 23.762846 
L 270.015984 23.791441 
L 270.684385 23.587583 
L 272.021188 23.715382 
L 272.689589 23.585611 
L 274.026391 23.51515 
L 274.694792 23.435579 
L 276.699995 23.984592 
L 278.036797 23.761899 
L 278.705198 23.439045 
L 279.373599 23.476476 
L 281.378802 24.114295 
L 283.384006 24.027575 
L 284.720808 24.218789 
L 285.389209 24.2044 
L 286.726011 23.941688 
L 287.394412 23.894635 
L 288.062813 23.707743 
L 288.731214 23.852541 
L 290.068016 23.809352 
L 290.736417 23.744068 
L 291.404818 23.442375 
L 292.74162 23.363317 
L 293.410021 23.244788 
L 294.078422 23.485461 
L 294.746823 23.464414 
L 295.415225 23.650097 
L 296.083626 23.95838 
L 296.752027 23.918338 
L 298.088829 23.68746 
L 299.425631 23.971971 
L 301.430834 23.89956 
L 304.104438 23.494787 
L 305.44124 23.678475 
L 306.109641 23.924415 
L 308.114845 23.926194 
L 310.788449 23.584904 
L 312.793652 23.810834 
L 313.462053 23.916184 
L 314.798855 23.610238 
L 315.467256 23.735551 
L 317.472459 23.580514 
L 318.14086 23.527908 
L 320.814465 24.005571 
L 323.488069 23.851777 
L 324.824871 23.47854 
L 325.493272 23.06769 
L 326.161673 23.042196 
L 327.498475 23.513725 
L 328.166876 23.528535 
L 328.835277 23.774452 
L 329.503678 23.85896 
L 331.508882 23.442329 
L 332.845684 24.073386 
L 334.182486 23.972096 
L 335.519288 24.085324 
L 336.187689 24.17568 
L 337.524491 23.804404 
L 340.866496 23.600946 
L 341.534897 23.730226 
L 342.871699 23.565521 
L 343.540101 23.657759 
L 344.208502 23.608299 
L 344.876903 23.693833 
L 345.545304 23.666435 
L 346.213705 23.520235 
L 347.550507 23.831688 
L 348.887309 23.3862 
L 350.224111 23.458143 
L 351.560913 23.826523 
L 353.566116 23.949339 
L 354.234517 23.826888 
L 356.239721 23.864444 
L 357.576523 23.720672 
L 358.244924 23.878445 
L 359.581726 23.77248 
L 360.250127 23.921291 
L 360.918528 23.702281 
L 363.592132 23.59618 
L 366.265736 23.886118 
L 368.27094 23.744797 
L 368.939341 23.517271 
L 370.276143 23.259541 
L 370.944544 22.695684 
L 371.612945 23.012313 
L 372.281346 22.866055 
L 372.281346 22.866055 
" 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: 572.571 $\bullet$ mean: 566.275 $\bullet$ $\sigma$: 1.438 -->
    <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 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 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 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 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 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 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
    </defs>
    <g style="fill:#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(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.410156 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(633.033203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(696.65625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.443359 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.041016 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.828125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.240234 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.763672 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.042969 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.421875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.113281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.900391 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.523438 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1299.146484 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1362.769531 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.478516 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1458.101562 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1521.724609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1585.347656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.134766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.732422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.519531 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.898438 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.589844 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.376953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.787109 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.410156 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(2063.033203 0.78125)" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 568.46 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.291787)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-36"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <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(#p7a4917c7cb)" d="M 18.697188 50.342516 
L 372.281346 50.342516 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p7a4917c7cb)" d="M 18.697188 50.738823 
L 19.365589 52.286404 
L 20.03399 51.871917 
L 20.702391 52.755497 
L 21.370792 52.132264 
L 22.039193 52.007967 
L 22.707594 52.972664 
L 23.375995 51.889914 
L 24.044396 52.052281 
L 24.712797 52.854111 
L 25.381198 52.209222 
L 26.049599 51.824915 
L 26.718 51.938654 
L 27.386401 51.724349 
L 28.054802 52.907358 
L 28.723203 52.736498 
L 29.391604 52.414125 
L 30.060005 53.163821 
L 30.728407 52.515191 
L 31.396808 52.528978 
L 32.065209 52.792933 
L 32.73361 52.239207 
L 33.402011 52.372764 
L 34.070412 52.699746 
L 34.738813 51.998002 
L 35.407214 51.909322 
L 36.075615 52.45196 
L 36.744016 51.574021 
L 38.080818 52.09216 
L 38.749219 51.525271 
L 39.41762 51.997318 
L 40.086021 51.742397 
L 40.754422 51.933054 
L 41.422823 52.837299 
L 42.091224 52.172593 
L 42.759626 52.021263 
L 43.428027 52.421943 
L 44.096428 51.780794 
L 44.764829 51.631008 
L 45.43323 52.020139 
L 46.101631 50.899636 
L 46.770032 51.725565 
L 47.438433 51.967945 
L 48.106834 51.450776 
L 48.775235 51.966882 
L 49.443636 51.721252 
L 50.112037 51.312079 
L 50.780438 52.249111 
L 51.448839 51.319244 
L 52.785641 52.371282 
L 53.454042 51.727742 
L 54.122443 52.181954 
L 54.790845 52.132193 
L 55.459246 51.290699 
L 56.127647 52.120153 
L 56.796048 51.146401 
L 57.464449 51.454078 
L 58.13285 51.337435 
L 58.801251 51.04744 
L 59.469652 52.026169 
L 60.138053 51.045304 
L 60.806454 51.634197 
L 61.474855 52.042767 
L 62.143256 51.405665 
L 62.811657 51.473373 
L 63.480058 51.026366 
L 64.148459 51.23038 
L 64.81686 52.177968 
L 65.485261 51.457113 
L 66.153662 51.627135 
L 66.822064 52.292127 
L 67.490465 51.666636 
L 68.158866 51.929773 
L 68.827267 52.742538 
L 69.495668 51.899041 
L 70.164069 51.751054 
L 70.83247 52.365518 
L 71.500871 51.737798 
L 72.169272 51.548593 
L 72.837673 51.720761 
L 73.506074 51.217533 
L 74.842876 52.029419 
L 75.511277 51.750635 
L 76.179678 52.285709 
L 76.848079 52.376985 
L 77.51648 51.67104 
L 78.184881 52.029439 
L 78.853283 52.141861 
L 79.521684 51.333235 
L 80.190085 51.437265 
L 80.858486 51.783871 
L 81.526887 51.354299 
L 82.195288 51.517003 
L 82.863689 51.882117 
L 83.53209 50.78328 
L 84.200491 50.960006 
L 84.868892 51.611723 
L 85.537293 50.694559 
L 86.205694 51.603966 
L 86.874095 51.631642 
L 87.542496 51.173678 
L 88.210897 52.241568 
L 88.879298 51.335769 
L 89.547699 51.203971 
L 90.2161 51.774785 
L 90.884502 51.214835 
L 91.552903 51.414669 
L 92.221304 51.922925 
L 92.889705 51.567552 
L 93.558106 51.038957 
L 94.226507 51.953218 
L 94.894908 51.282574 
L 95.563309 50.824467 
L 96.23171 51.627176 
L 96.900111 51.049065 
L 97.568512 51.044271 
L 98.236913 51.805742 
L 98.905314 51.072969 
L 99.573715 51.004597 
L 100.242116 51.810249 
L 101.578918 51.226976 
L 102.247319 51.969417 
L 102.915721 51.304159 
L 104.252523 51.964164 
L 104.920924 51.224922 
L 105.589325 51.531168 
L 106.257726 52.378017 
L 106.926127 51.766977 
L 107.594528 51.487334 
L 108.262929 51.92405 
L 108.93133 51.086 
L 109.599731 51.411143 
L 110.936533 50.664574 
L 111.604934 51.57631 
L 112.273335 50.69368 
L 112.941736 51.288767 
L 113.610137 51.403232 
L 114.278538 51.130856 
L 114.94694 52.270542 
L 115.615341 51.451359 
L 116.283742 51.014061 
L 116.952143 51.597169 
L 117.620544 50.602323 
L 118.957346 51.776716 
L 119.625747 51.206965 
L 120.294148 50.892145 
L 120.962549 51.461886 
L 121.63095 50.925197 
L 122.299351 50.899115 
L 122.967752 52.048428 
L 123.636153 51.305058 
L 124.304554 51.974793 
L 124.972955 51.881687 
L 125.641356 50.882579 
L 126.309757 51.497237 
L 126.978159 51.137274 
L 127.64656 51.070067 
L 128.314961 51.802073 
L 128.983362 51.042197 
L 129.651763 51.523074 
L 130.320164 51.471503 
L 130.988565 50.880238 
L 131.656966 51.707567 
L 132.325367 51.519435 
L 132.993768 51.460087 
L 133.662169 51.846878 
L 134.33057 51.079991 
L 134.998971 51.607798 
L 135.667372 51.635168 
L 136.335773 51.114156 
L 137.004174 51.714956 
L 138.340976 50.742962 
L 139.009378 51.372306 
L 139.677779 50.209134 
L 140.34618 50.914517 
L 141.014581 51.277464 
L 141.682982 50.547359 
L 142.351383 51.216347 
L 143.019784 50.634577 
L 143.688185 50.861944 
L 144.356586 51.371152 
L 145.024987 50.42901 
L 145.693388 50.952495 
L 146.361789 51.284454 
L 147.03019 50.672995 
L 147.698591 51.722856 
L 148.366992 51.731963 
L 149.035393 51.477103 
L 149.703794 52.039874 
L 150.372195 51.428599 
L 151.040597 51.575125 
L 151.708998 51.867471 
L 152.377399 50.990432 
L 153.0458 51.123303 
L 153.714201 51.456428 
L 154.382602 50.735838 
L 155.051003 51.230288 
L 155.719404 50.968642 
L 156.387805 50.913811 
L 157.056206 51.965267 
L 157.724607 51.426218 
L 159.061409 51.843055 
L 159.72981 51.274163 
L 160.398211 51.576985 
L 161.066612 51.670611 
L 161.735013 50.866942 
L 162.403414 51.329729 
L 163.071816 51.544781 
L 163.740217 50.15645 
L 165.077019 51.030249 
L 165.74542 50.625625 
L 166.413821 51.615852 
L 167.082222 50.398452 
L 167.750623 51.107677 
L 168.419024 51.49087 
L 169.087425 50.93047 
L 169.755826 51.792333 
L 170.424227 51.261561 
L 171.092628 51.835605 
L 171.761029 51.798373 
L 172.42943 51.150601 
L 173.097831 51.926758 
L 173.766232 51.238934 
L 174.434633 51.030035 
L 175.103035 51.913819 
L 175.771436 51.153657 
L 176.439837 51.344099 
L 177.108238 52.035786 
L 177.776639 50.956389 
L 178.44504 51.461804 
L 179.113441 51.195836 
L 179.781842 50.528155 
L 180.450243 51.596679 
L 181.118644 50.857989 
L 181.787045 51.584578 
L 182.455446 51.71561 
L 183.123847 51.164531 
L 183.792248 51.626225 
L 184.460649 51.915577 
L 185.12905 50.725639 
L 185.797451 51.451758 
L 186.465852 51.473751 
L 187.134254 50.856446 
L 187.802655 51.006201 
L 188.471056 50.45269 
L 189.139457 50.139219 
L 189.807858 51.136293 
L 190.476259 50.808135 
L 191.14466 51.428425 
L 191.813061 51.601891 
L 192.481462 50.991444 
L 193.149863 51.551618 
L 193.818264 51.411531 
L 194.486665 51.008562 
L 195.155066 51.718462 
L 196.491868 51.462397 
L 197.160269 51.726198 
L 197.82867 51.248081 
L 198.497071 51.242756 
L 199.165473 51.706841 
L 199.833874 50.691749 
L 200.502275 51.121505 
L 201.170676 51.344099 
L 201.839077 50.577825 
L 202.507478 51.034848 
L 203.175879 51.020663 
L 203.84428 50.121885 
L 204.512681 50.736799 
L 205.181082 51.103374 
L 205.849483 51.002256 
L 206.517884 51.989581 
L 207.186285 51.345775 
L 207.854686 51.211135 
L 208.523087 52.043329 
L 209.191488 51.568073 
L 209.859889 50.727345 
L 210.52829 51.897569 
L 211.196692 50.975081 
L 211.865093 50.61613 
L 212.533494 51.64222 
L 213.870296 51.297301 
L 214.538697 50.982644 
L 215.207098 51.369537 
L 215.875499 50.931605 
L 217.212301 51.445677 
L 217.880702 51.058242 
L 218.549103 51.643323 
L 219.217504 51.596362 
L 219.885905 51.187874 
L 220.554306 51.919359 
L 221.891108 50.943092 
L 222.559509 51.132471 
L 223.896312 50.688908 
L 224.564713 51.119144 
L 225.233114 50.108333 
L 225.901515 50.840942 
L 226.569916 50.42251 
L 227.238317 50.53672 
L 227.906718 51.25546 
L 228.575119 51.131991 
L 229.24352 51.382629 
L 229.911921 51.920503 
L 231.248723 51.533059 
L 231.917124 51.850577 
L 233.253926 50.491741 
L 233.922327 51.074451 
L 234.590728 50.140721 
L 235.927531 50.758343 
L 236.595932 50.368773 
L 237.264333 51.255521 
L 237.932734 50.896407 
L 239.269536 51.891304 
L 239.937937 51.205667 
L 240.606338 51.533559 
L 241.274739 51.379501 
L 241.94314 50.742808 
L 242.611541 51.391387 
L 243.279942 50.348435 
L 243.948343 50.623765 
L 244.616744 51.611774 
L 245.285145 51.076577 
L 246.621947 51.280448 
L 247.290349 50.734081 
L 248.627151 51.599888 
L 249.295552 50.907097 
L 249.963953 50.701366 
L 250.632354 51.67288 
L 251.300755 50.824753 
L 251.969156 51.007162 
L 252.637557 51.543943 
L 253.305958 51.506221 
L 253.974359 50.527532 
L 254.64276 51.183786 
L 255.311161 50.910756 
L 255.979562 50.399637 
L 256.647963 51.150131 
L 257.316364 50.241696 
L 257.984765 50.485793 
L 258.653166 51.21507 
L 259.321568 50.928856 
L 259.989969 51.802369 
L 261.326771 51.025078 
L 261.995172 51.690224 
L 263.331974 50.687313 
L 264.000375 51.394443 
L 264.668776 50.522473 
L 265.337177 50.952321 
L 266.005578 51.162825 
L 266.673979 50.598644 
L 267.34238 50.999211 
L 268.010781 51.142364 
L 268.679182 50.407885 
L 269.347583 51.230819 
L 270.015984 50.983666 
L 270.684385 50.337673 
L 271.352787 51.226169 
L 272.021188 51.011097 
L 272.689589 50.636489 
L 273.35799 51.331191 
L 274.026391 50.437401 
L 274.694792 50.322925 
L 275.363193 50.836374 
L 276.031594 50.359779 
L 277.368396 51.708395 
L 278.036797 50.661436 
L 278.705198 50.74193 
L 279.373599 50.612144 
L 280.042 50.215542 
L 280.710401 51.264811 
L 281.378802 51.418685 
L 282.047203 50.807522 
L 282.715604 51.300796 
L 283.384006 50.833287 
L 284.052407 51.142221 
L 284.720808 51.852182 
L 285.389209 51.175958 
L 286.05761 51.041369 
L 286.726011 51.559805 
L 287.394412 50.942888 
L 288.062813 50.841412 
L 288.731214 51.192596 
L 289.399615 50.504067 
L 290.068016 51.042329 
L 290.736417 50.286736 
L 291.404818 50.364276 
L 292.073219 50.624306 
L 292.74162 50.035699 
L 293.410021 50.865665 
L 294.078422 50.836946 
L 294.746823 50.532213 
L 295.415225 51.110109 
L 296.083626 50.944227 
L 296.752027 51.060204 
L 297.420428 51.801797 
L 298.088829 50.720171 
L 298.75723 51.265884 
L 299.425631 51.377917 
L 300.094032 50.782861 
L 300.762433 51.32836 
L 301.430834 51.499598 
L 302.099235 50.493151 
L 302.767636 51.199668 
L 303.436037 50.233785 
L 304.104438 50.527195 
L 305.44124 50.48101 
L 306.109641 51.596311 
L 306.778042 50.928999 
L 307.446444 51.117314 
L 308.114845 51.665522 
L 308.783246 50.713589 
L 309.451647 51.05116 
L 310.120048 51.060644 
L 310.788449 50.528033 
L 311.45685 51.039263 
L 312.125251 50.179404 
L 312.793652 50.399413 
L 313.462053 51.221958 
L 314.130454 50.47639 
L 314.798855 50.463012 
L 315.467256 51.253395 
L 316.135657 50.472527 
L 316.804058 51.082556 
L 318.14086 50.209288 
L 318.809261 51.144357 
L 319.477663 50.530302 
L 320.814465 51.487344 
L 321.482866 51.034276 
L 322.819668 51.444409 
L 323.488069 50.938963 
L 324.824871 51.125245 
L 325.493272 50.131656 
L 327.498475 49.752888 
L 328.166876 50.263332 
L 328.835277 50.535289 
L 329.503678 50.645002 
L 330.172079 51.274714 
L 330.84048 50.397859 
L 331.508882 50.192363 
L 332.177283 50.959628 
L 332.845684 51.088616 
L 333.514085 51.087124 
L 334.182486 51.212321 
L 334.850887 50.940782 
L 335.519288 51.510779 
L 336.187689 51.639031 
L 336.85609 50.943184 
L 337.524491 51.487559 
L 338.192892 51.143274 
L 338.861293 50.189614 
L 339.529694 50.830926 
L 340.866496 50.112718 
L 341.534897 51.120309 
L 342.203298 50.300533 
L 343.540101 51.303913 
L 344.208502 50.36121 
L 344.876903 51.117345 
L 345.545304 50.814779 
L 346.213705 50.349988 
L 346.882106 50.981704 
L 347.550507 51.057966 
L 348.218908 50.597325 
L 348.887309 50.708019 
L 349.55571 50.537456 
L 350.224111 49.898525 
L 350.892512 50.876672 
L 351.560913 50.656949 
L 352.229314 50.816833 
L 352.897715 51.462141 
L 353.566116 50.6101 
L 354.234517 50.863968 
L 354.902918 51.378357 
L 355.57132 50.686792 
L 356.239721 51.422784 
L 356.908122 50.715204 
L 357.576523 50.629631 
L 358.244924 51.285609 
L 358.913325 50.50564 
L 359.581726 51.035942 
L 360.250127 50.878746 
L 360.918528 50.596242 
L 361.586929 51.342893 
L 362.25533 50.422081 
L 362.923731 50.803567 
L 363.592132 50.836455 
L 364.260533 50.177554 
L 364.928934 50.845827 
L 365.597335 50.88865 
L 366.265736 50.558192 
L 366.934137 51.463838 
L 368.27094 50.940302 
L 368.939341 51.149252 
L 369.607742 50.916949 
L 370.276143 50.303742 
L 371.612945 51.329116 
L 372.281346 50.788247 
L 372.281346 50.788247 
" 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: 601.819 $\bullet$ mean: 592.891 $\bullet$ $\sigma$: 3.445 -->
    <defs>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
     <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-30"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1299.240234 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.863281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.619141 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.242188 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1521.865234 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1585.488281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.275391 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.873047 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.660156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.039062 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.730469 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.517578 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(2063.173828 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 598.30 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.170328)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-39"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-33"/>
     <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(#p5b0b89c969)" d="M 18.697188 78.862666 
L 372.281346 78.862666 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p5b0b89c969)" d="M 18.697188 79.278285 
L 19.365589 79.462545 
L 20.03399 79.36195 
L 20.702391 79.443158 
L 22.039193 79.199589 
L 22.707594 79.425402 
L 23.375995 79.427759 
L 24.044396 79.166009 
L 24.712797 79.345143 
L 26.718 79.345992 
L 30.728407 79.425235 
L 32.065209 79.575769 
L 33.402011 79.466855 
L 34.738813 79.452762 
L 35.407214 79.363357 
L 36.075615 79.401638 
L 37.412417 79.300642 
L 38.749219 79.24906 
L 39.41762 79.230422 
L 40.086021 79.374413 
L 44.764829 79.312445 
L 45.43323 79.161431 
L 54.122443 79.298319 
L 54.790845 79.162 
L 56.127647 79.140637 
L 56.796048 78.968717 
L 57.464449 78.977238 
L 58.13285 79.13473 
L 58.801251 79.114461 
L 59.469652 79.251506 
L 60.806454 79.262081 
L 61.474855 79.412616 
L 62.143256 79.361972 
L 62.811657 79.087101 
L 64.148459 79.079642 
L 65.485261 79.269675 
L 66.153662 79.239512 
L 67.490465 79.324394 
L 68.158866 79.324048 
L 68.827267 79.446039 
L 69.495668 79.344462 
L 70.83247 79.346952 
L 72.837673 79.151101 
L 76.179678 79.322563 
L 76.848079 79.438557 
L 78.184881 79.303836 
L 78.853283 79.362229 
L 79.521684 79.175099 
L 80.858486 79.188835 
L 82.195288 79.018535 
L 82.863689 79.114662 
L 84.200491 79.068888 
L 84.868892 79.165071 
L 85.537293 79.058413 
L 86.205694 79.106801 
L 86.874095 79.281646 
L 88.879298 79.203107 
L 89.547699 79.099687 
L 90.884502 79.174195 
L 93.558106 79.225575 
L 95.563309 79.109548 
L 96.900111 79.029959 
L 98.236913 79.191951 
L 99.573715 79.061216 
L 100.242116 79.308314 
L 101.578918 79.154898 
L 103.584122 79.136081 
L 106.257726 79.381716 
L 107.594528 79.286269 
L 108.262929 79.26245 
L 110.268132 78.927789 
L 111.604934 78.928292 
L 113.610137 79.218886 
L 115.615341 79.201242 
L 116.952143 79.155166 
L 120.294148 78.923222 
L 122.967752 79.276878 
L 124.972955 79.213213 
L 125.641356 79.104813 
L 126.309757 79.123216 
L 126.978159 79.005212 
L 128.314961 79.080144 
L 129.651763 79.046509 
L 130.320164 79.242572 
L 130.988565 79.078056 
L 133.662169 79.293327 
L 134.33057 79.156484 
L 135.667372 79.105405 
L 136.335773 79.016167 
L 137.672575 79.116572 
L 139.009378 78.958332 
L 139.677779 78.976077 
L 140.34618 78.873215 
L 141.014581 79.021762 
L 141.682982 78.883377 
L 142.351383 79.080792 
L 145.693388 78.998735 
L 146.361789 79.095756 
L 147.03019 79.05198 
L 147.698591 79.167528 
L 149.035393 79.143909 
L 149.703794 79.283556 
L 150.372195 79.180694 
L 151.040597 79.242516 
L 153.714201 78.916488 
L 159.061409 79.269586 
L 161.066612 79.081507 
L 163.071816 78.963257 
L 164.408618 78.929867 
L 166.413821 79.151369 
L 169.755826 79.048318 
L 175.103035 79.222236 
L 176.439837 79.014392 
L 177.776639 79.045302 
L 179.113441 78.972838 
L 179.781842 78.827943 
L 180.450243 78.983648 
L 181.118644 78.945668 
L 182.455446 79.068754 
L 183.792248 79.125271 
L 184.460649 79.229194 
L 186.465852 78.992225 
L 187.802655 78.732139 
L 188.471056 78.884673 
L 189.139457 78.786334 
L 189.807858 78.978589 
L 193.818264 79.26791 
L 194.486665 79.140302 
L 195.155066 79.277068 
L 197.160269 79.180315 
L 199.165473 79.233158 
L 201.170676 79.117968 
L 201.839077 79.028217 
L 203.175879 79.009869 
L 204.512681 78.914344 
L 205.181082 79.134127 
L 205.849483 79.076035 
L 207.186285 79.306895 
L 207.854686 79.212599 
L 209.191488 79.263723 
L 209.859889 79.081105 
L 211.865093 78.961481 
L 213.201895 79.195066 
L 214.538697 79.145182 
L 215.207098 79.274589 
L 219.885905 79.16975 
L 220.554306 79.220952 
L 222.559509 78.956221 
L 223.227911 79.00797 
L 224.564713 78.919939 
L 226.569916 79.025112 
L 227.238317 78.947701 
L 229.911921 79.282473 
L 231.917124 79.302093 
L 232.585525 79.211884 
L 233.253926 78.876733 
L 234.590728 78.804559 
L 235.25913 78.710609 
L 237.264333 79.116371 
L 237.932734 79.131637 
L 238.601135 79.3387 
L 239.269536 79.217267 
L 239.937937 79.312758 
L 240.606338 79.295393 
L 241.94314 79.032047 
L 243.279942 78.913551 
L 243.948343 78.779578 
L 244.616744 78.97831 
L 245.953546 79.157243 
L 246.621947 79.26963 
L 247.290349 79.170275 
L 248.627151 79.306873 
L 249.295552 79.289787 
L 249.963953 79.137287 
L 251.300755 79.207339 
L 251.969156 79.018847 
L 252.637557 79.114908 
L 256.647963 78.925176 
L 261.326771 79.204994 
L 262.663573 79.121988 
L 264.000375 78.968773 
L 265.337177 78.996781 
L 268.010781 79.243756 
L 268.679182 79.102602 
L 271.352787 79.049725 
L 272.689589 78.968092 
L 273.35799 79.043616 
L 275.363193 78.970996 
L 276.031594 79.040501 
L 277.368396 79.011064 
L 278.036797 79.118359 
L 282.047203 79.012203 
L 284.720808 79.278598 
L 286.05761 79.174083 
L 287.394412 79.138594 
L 288.062813 78.942921 
L 289.399615 79.005167 
L 291.404818 79.067637 
L 292.073219 79.091412 
L 293.410021 78.833114 
L 296.752027 79.033555 
L 297.420428 79.144121 
L 298.75723 79.026519 
L 305.44124 78.884215 
L 307.446444 79.119554 
L 308.783246 79.149716 
L 310.120048 79.071568 
L 310.788449 78.913741 
L 312.125251 78.800382 
L 313.462053 78.994302 
L 314.798855 78.995575 
L 315.467256 79.077185 
L 316.135657 78.996267 
L 316.804058 79.099196 
L 318.14086 78.848457 
L 320.146064 78.871752 
L 320.814465 78.977953 
L 321.482866 78.926371 
L 322.819668 79.238652 
L 324.15647 79.135065 
L 324.824871 78.982833 
L 325.493272 78.649825 
L 326.161673 78.536288 
L 326.830074 78.567969 
L 327.498475 78.462472 
L 328.835277 78.818451 
L 332.177283 79.065649 
L 332.845684 78.906125 
L 338.192892 79.028339 
L 339.529694 78.816374 
L 340.198095 78.920843 
L 340.866496 78.869072 
L 342.203298 78.962721 
L 343.540101 79.058201 
L 345.545304 78.884539 
L 348.887309 78.880619 
L 349.55571 78.96798 
L 352.229314 78.902663 
L 352.897715 78.995541 
L 354.902918 79.005603 
L 363.592132 78.999238 
L 364.260533 78.851182 
L 368.939341 79.103205 
L 369.607742 78.92808 
L 370.276143 79.327722 
L 370.944544 78.903132 
L 371.612945 78.735065 
L 372.281346 78.753402 
L 372.281346 78.753402 
" 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: 607.287 $\bullet$ mean: 603.807 $\bullet$ $\sigma$: 0.888 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-37"/>
     <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-36"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-37"/>
     <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-30"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 605.10 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.690478)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-35"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </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(#pcbce8e7d28)" d="M 18.697188 109.478458 
L 372.281346 109.478458 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#pcbce8e7d28)" d="M 19.365589 113.159484 
L 20.03399 113.422429 
L 20.702391 111.393528 
L 21.370792 112.408767 
L 22.039193 111.726234 
L 22.707594 113.553478 
L 23.375995 111.634434 
L 24.044396 110.720548 
L 24.712797 111.199795 
L 25.381198 113.3379 
L 26.049599 112.697837 
L 26.718 112.746902 
L 27.386401 113.796523 
L 28.054802 112.184558 
L 28.723203 113.408032 
L 29.391604 113.472114 
L 30.060005 114.923319 
L 30.728407 115.750978 
L 31.396808 115.430866 
L 32.065209 116.359505 
L 32.73361 114.932004 
L 33.402011 112.778033 
L 34.070412 113.902138 
L 34.738813 114.388088 
L 35.407214 112.562703 
L 36.075615 114.688567 
L 36.744016 112.998155 
L 37.412417 111.847483 
L 38.080818 113.516457 
L 38.749219 113.715214 
L 39.41762 113.479332 
L 40.086021 113.425189 
L 40.754422 114.628872 
L 41.422823 113.266053 
L 42.759626 113.772026 
L 43.428027 114.784062 
L 44.096428 114.273932 
L 44.764829 111.064963 
L 45.43323 113.453878 
L 46.101631 113.110703 
L 46.770032 112.200564 
L 47.438433 113.799372 
L 48.106834 112.628518 
L 48.775235 112.264665 
L 49.443636 113.258058 
L 50.780438 114.564859 
L 51.448839 112.751659 
L 52.11724 113.160793 
L 52.785641 116.494957 
L 53.454042 116.253414 
L 54.122443 112.185458 
L 54.790845 113.654562 
L 55.459246 111.786797 
L 56.796048 109.94572 
L 57.464449 110.937451 
L 58.13285 111.295626 
L 58.801251 111.785734 
L 59.469652 112.974702 
L 60.138053 111.148571 
L 60.806454 111.413215 
L 61.474855 112.608424 
L 62.143256 108.700701 
L 62.811657 108.30678 
L 63.480058 109.667741 
L 64.81686 113.58245 
L 65.485261 113.692237 
L 66.153662 111.862694 
L 66.822064 113.999084 
L 68.158866 111.310114 
L 68.827267 114.315109 
L 69.495668 113.823833 
L 70.164069 113.874809 
L 70.83247 113.177526 
L 71.500871 113.381359 
L 72.169272 113.229987 
L 73.506074 114.052906 
L 74.174475 111.912679 
L 74.842876 115.275992 
L 75.511277 112.192233 
L 76.179678 111.910752 
L 76.848079 113.597891 
L 77.51648 113.436739 
L 78.184881 112.509852 
L 78.853283 114.668987 
L 79.521684 112.112496 
L 80.190085 110.713951 
L 80.858486 112.639837 
L 82.195288 109.230625 
L 82.863689 113.111515 
L 83.53209 111.897504 
L 84.200491 112.015586 
L 84.868892 113.144184 
L 85.537293 113.030507 
L 86.205694 110.803732 
L 86.874095 114.063961 
L 87.542496 112.394633 
L 88.210897 113.512761 
L 89.547699 110.987348 
L 90.2161 114.403938 
L 90.884502 114.368615 
L 91.552903 113.237523 
L 92.221304 116.115573 
L 92.889705 114.761299 
L 94.226507 110.118123 
L 94.894908 112.112815 
L 95.563309 113.402248 
L 96.900111 113.748255 
L 97.568512 111.789608 
L 98.236913 114.062901 
L 98.905314 112.472637 
L 99.573715 111.738138 
L 100.242116 114.128982 
L 101.578918 114.31877 
L 102.247319 115.368694 
L 102.915721 114.399001 
L 103.584122 114.222956 
L 104.252523 116.48652 
L 105.589325 111.766952 
L 106.257726 114.223911 
L 107.594528 111.477951 
L 108.262929 113.51842 
L 108.93133 112.854497 
L 109.599731 113.38189 
L 110.268132 112.193312 
L 110.936533 111.64717 
L 111.604934 114.081013 
L 112.273335 113.118502 
L 112.941736 111.890624 
L 113.610137 113.096533 
L 114.278538 112.427267 
L 114.94694 114.226618 
L 115.615341 112.619479 
L 116.283742 111.842566 
L 116.952143 113.849711 
L 117.620544 111.804361 
L 118.288945 111.649734 
L 118.957346 111.165941 
L 119.625747 108.195382 
L 120.294148 111.333354 
L 120.962549 110.203643 
L 121.63095 111.898777 
L 122.299351 111.906826 
L 122.967752 113.704989 
L 123.636153 112.303631 
L 124.304554 110.022697 
L 124.972955 113.785205 
L 125.641356 113.570653 
L 126.309757 112.326943 
L 126.978159 112.9149 
L 127.64656 112.184185 
L 128.314961 112.940829 
L 128.983362 112.847844 
L 129.651763 110.833838 
L 130.320164 113.434688 
L 130.988565 112.993822 
L 131.656966 111.959817 
L 132.325367 113.859086 
L 132.993768 110.936443 
L 133.662169 111.500627 
L 134.33057 112.920576 
L 134.998971 111.678901 
L 135.667372 113.630702 
L 136.335773 112.807358 
L 137.004174 110.975744 
L 137.672575 111.866038 
L 138.340976 111.879375 
L 139.009378 111.308628 
L 139.677779 110.931862 
L 141.014581 110.795366 
L 141.682982 110.716125 
L 142.351383 110.948648 
L 143.019784 111.657358 
L 143.688185 109.147741 
L 144.356586 113.307583 
L 145.024987 112.31274 
L 145.693388 110.598026 
L 146.361789 112.969749 
L 147.03019 112.206577 
L 147.698591 112.349371 
L 149.035393 114.774582 
L 149.703794 114.97654 
L 150.372195 113.527318 
L 151.040597 111.421864 
L 151.708998 114.041181 
L 152.377399 113.012517 
L 153.0458 111.08776 
L 153.714201 112.803538 
L 154.382602 112.769666 
L 155.051003 112.502864 
L 155.719404 112.599368 
L 156.387805 112.333929 
L 157.056206 114.356234 
L 157.724607 112.874536 
L 158.393008 110.665237 
L 159.061409 113.040765 
L 159.72981 113.660489 
L 160.398211 112.747503 
L 161.066612 114.992194 
L 161.735013 110.972561 
L 162.403414 109.621699 
L 163.071816 113.081217 
L 163.740217 111.693901 
L 164.408618 110.702063 
L 165.077019 110.517988 
L 165.74542 110.573103 
L 166.413821 112.3415 
L 167.082222 111.252787 
L 167.750623 110.794446 
L 168.419024 113.083197 
L 169.755826 114.331029 
L 170.424227 114.003381 
L 171.092628 113.106351 
L 171.761029 113.96774 
L 172.42943 113.243041 
L 173.097831 113.480764 
L 173.766232 113.18483 
L 174.434633 111.049025 
L 175.103035 113.293911 
L 176.439837 110.75939 
L 177.108238 113.42059 
L 177.776639 113.217234 
L 178.44504 109.097739 
L 179.113441 110.302871 
L 179.781842 110.040208 
L 180.450243 111.309494 
L 181.118644 111.343277 
L 181.787045 109.148078 
L 182.455446 113.899856 
L 183.123847 111.968148 
L 183.792248 111.372267 
L 184.460649 114.312722 
L 185.12905 112.727622 
L 185.797451 109.631464 
L 186.465852 111.689691 
L 187.134254 110.408519 
L 187.802655 108.700879 
L 188.471056 110.092759 
L 189.139457 111.89218 
L 189.807858 112.140869 
L 190.476259 111.257812 
L 191.14466 111.185221 
L 191.813061 114.738039 
L 192.481462 114.073743 
L 193.149863 114.629136 
L 193.818264 113.39436 
L 194.486665 111.787008 
L 195.155066 114.214043 
L 195.823467 115.561543 
L 196.491868 114.995873 
L 197.160269 116.587888 
L 197.82867 113.409341 
L 198.497071 112.880514 
L 199.165473 114.572855 
L 199.833874 112.589074 
L 200.502275 112.302092 
L 201.170676 113.981024 
L 201.839077 111.800912 
L 202.507478 110.060214 
L 203.175879 109.414719 
L 203.84428 109.694769 
L 204.512681 106.796624 
L 205.181082 111.720467 
L 205.849483 111.032559 
L 206.517884 111.718575 
L 207.186285 111.799655 
L 207.854686 111.528573 
L 208.523087 113.407483 
L 209.191488 112.861889 
L 209.859889 114.367979 
L 210.52829 112.072894 
L 211.196692 112.671463 
L 212.533494 112.456612 
L 213.201895 114.579452 
L 213.870296 110.462308 
L 214.538697 108.526001 
L 215.207098 112.627705 
L 215.875499 112.970456 
L 216.5439 112.28458 
L 217.212301 115.452481 
L 217.880702 112.924291 
L 218.549103 113.074478 
L 219.217504 113.574773 
L 219.885905 112.809127 
L 220.554306 113.845112 
L 221.222707 113.201051 
L 221.891108 111.773425 
L 222.559509 112.023388 
L 223.227911 111.967423 
L 223.896312 111.410244 
L 225.233114 112.190978 
L 226.569916 109.005037 
L 227.238317 112.754012 
L 228.575119 114.148227 
L 229.24352 112.977178 
L 229.911921 114.446494 
L 230.580322 115.062838 
L 231.248723 113.976337 
L 231.917124 114.481745 
L 232.585525 111.36866 
L 233.253926 110.252902 
L 233.922327 111.788423 
L 234.590728 111.601235 
L 235.25913 111.285615 
L 235.927531 112.4922 
L 236.595932 112.582424 
L 237.264333 114.493578 
L 238.601135 112.232225 
L 239.269536 115.307582 
L 239.937937 115.33346 
L 240.606338 112.505447 
L 241.274739 111.448925 
L 241.94314 111.015277 
L 242.611541 112.589941 
L 243.279942 109.688171 
L 243.948343 110.860564 
L 244.616744 114.213511 
L 245.285145 112.814822 
L 245.953546 110.623035 
L 246.621947 112.666441 
L 247.290349 111.774361 
L 247.95875 112.383968 
L 248.627151 116.194974 
L 249.963953 111.303639 
L 250.632354 113.597838 
L 251.300755 113.93378 
L 251.969156 112.918278 
L 252.637557 114.394137 
L 253.305958 115.277266 
L 253.974359 112.734803 
L 254.64276 109.6702 
L 255.979562 112.955333 
L 256.647963 112.209727 
L 257.316364 110.466305 
L 257.984765 110.826407 
L 258.653166 113.656508 
L 259.321568 113.550771 
L 259.989969 112.19133 
L 260.65837 114.797736 
L 261.326771 115.10313 
L 261.995172 112.761158 
L 262.663573 110.850852 
L 263.331974 111.388223 
L 264.000375 113.157947 
L 264.668776 112.410428 
L 265.337177 112.028427 
L 266.005578 112.764871 
L 266.673979 112.11998 
L 267.34238 109.648779 
L 268.010781 112.260773 
L 268.679182 111.759452 
L 269.347583 110.753764 
L 270.015984 111.695086 
L 270.684385 111.613334 
L 271.352787 112.783639 
L 272.021188 112.122826 
L 272.689589 113.121581 
L 273.35799 113.279478 
L 274.026391 110.28444 
L 274.694792 109.164828 
L 275.363193 113.539187 
L 276.031594 110.906232 
L 276.699995 111.808836 
L 277.368396 112.930393 
L 278.705198 109.228839 
L 279.373599 110.632232 
L 280.042 111.550614 
L 280.710401 109.891173 
L 281.378802 112.867479 
L 282.047203 113.265221 
L 282.715604 113.844863 
L 283.384006 111.736547 
L 284.052407 113.131326 
L 284.720808 115.799689 
L 286.05761 112.388548 
L 286.726011 113.909937 
L 287.394412 112.397499 
L 288.062813 111.63385 
L 289.399615 114.501662 
L 290.736417 111.057145 
L 291.404818 107.935003 
L 292.073219 110.651565 
L 292.74162 111.575817 
L 293.410021 107.85486 
L 294.078422 107.953858 
L 294.746823 111.579267 
L 295.415225 112.83304 
L 296.083626 111.808252 
L 296.752027 108.747026 
L 297.420428 111.614819 
L 298.088829 108.529221 
L 298.75723 112.681563 
L 299.425631 114.627369 
L 300.094032 111.630084 
L 300.762433 111.341862 
L 301.430834 113.812143 
L 302.099235 111.556256 
L 302.767636 112.316065 
L 303.436037 111.200291 
L 304.104438 110.513319 
L 304.772839 110.87848 
L 305.44124 113.341225 
L 306.109641 113.445654 
L 306.778042 113.387939 
L 307.446444 112.060036 
L 308.114845 114.722244 
L 309.451647 111.537771 
L 310.120048 113.000578 
L 310.788449 113.48377 
L 311.45685 112.800052 
L 312.125251 108.65459 
L 312.793652 113.216969 
L 314.130454 110.397004 
L 314.798855 109.356384 
L 315.467256 113.556962 
L 316.135657 112.538081 
L 316.804058 109.483647 
L 317.472459 109.467021 
L 318.14086 112.015375 
L 318.809261 112.95528 
L 319.477663 110.267831 
L 320.146064 111.580629 
L 320.814465 115.86807 
L 321.482866 113.00944 
L 322.151267 112.966175 
L 322.819668 115.400957 
L 323.488069 111.577373 
L 324.15647 110.083454 
L 324.824871 110.416407 
L 325.493272 110.950788 
L 326.161673 110.424385 
L 326.830074 111.377769 
L 327.498475 110.564683 
L 328.166876 108.165738 
L 328.835277 111.885848 
L 329.503678 109.907975 
L 330.172079 112.32475 
L 330.84048 111.098923 
L 331.508882 109.622655 
L 332.177283 113.114469 
L 332.845684 110.783499 
L 333.514085 111.067173 
L 334.182486 114.509533 
L 334.850887 115.361584 
L 335.519288 114.002249 
L 336.85609 113.598917 
L 337.524491 113.143636 
L 338.192892 112.834969 
L 340.198095 113.269802 
L 340.866496 111.820669 
L 341.534897 114.722297 
L 342.871699 110.817069 
L 343.540101 113.794294 
L 344.208502 113.357994 
L 344.876903 111.142947 
L 345.545304 110.231429 
L 346.213705 110.497223 
L 346.882106 113.687392 
L 347.550507 114.652591 
L 348.218908 111.812142 
L 348.887309 112.548057 
L 349.55571 113.979255 
L 350.224111 114.84505 
L 350.892512 114.813902 
L 351.560913 113.01724 
L 352.229314 112.974188 
L 352.897715 115.633655 
L 353.566116 112.721802 
L 354.234517 111.917773 
L 354.902918 114.379845 
L 355.57132 115.596281 
L 356.239721 113.9067 
L 356.908122 113.234799 
L 357.576523 113.551073 
L 358.244924 115.607177 
L 358.913325 114.105989 
L 359.581726 113.607442 
L 360.250127 115.010024 
L 360.918528 110.725889 
L 361.586929 114.468355 
L 362.25533 113.570935 
L 362.923731 113.503403 
L 363.592132 114.27425 
L 364.260533 113.567504 
L 364.928934 111.751564 
L 365.597335 113.584343 
L 366.265736 113.494205 
L 366.934137 113.84207 
L 367.602539 115.436013 
L 368.27094 114.408872 
L 368.939341 112.793244 
L 369.607742 110.325617 
L 370.276143 101.856895 
L 370.944544 98.49919 
L 371.612945 108.967785 
L 372.281346 109.474998 
L 372.281346 109.474998 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.963 $\bullet$ mean: 1.174 $\bullet$ $\sigma$: 0.103 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <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-37"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.34 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 110.30627)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-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
    <g id="xtick_25"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#pd24fbe8482)" d="M 18.697188 134.914568 
L 372.281346 134.914568 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pd24fbe8482)" d="M 19.365589 137.112639 
L 20.03399 144.929314 
L 20.702391 139.322129 
L 22.039193 133.929714 
L 22.707594 141.708084 
L 23.375995 138.879152 
L 24.044396 135.023804 
L 24.712797 141.34301 
L 25.381198 143.423698 
L 26.049599 139.283747 
L 26.718 140.127638 
L 27.386401 142.153562 
L 28.054802 140.914911 
L 28.723203 135.833232 
L 29.391604 136.418308 
L 30.060005 145.069969 
L 30.728407 136.584648 
L 31.396808 134.969569 
L 32.065209 139.96365 
L 32.73361 140.850159 
L 33.402011 134.057226 
L 34.070412 141.703009 
L 34.738813 136.242788 
L 35.407214 131.80815 
L 36.075615 142.907327 
L 36.744016 135.4169 
L 37.412417 133.214384 
L 38.080818 140.786943 
L 38.749219 142.389167 
L 39.41762 138.023016 
L 40.086021 139.151643 
L 40.754422 144.124483 
L 41.422823 143.012659 
L 42.091224 137.290351 
L 42.759626 137.061354 
L 43.428027 144.452485 
L 44.096428 140.441114 
L 44.764829 137.718037 
L 45.43323 138.438883 
L 46.101631 144.914952 
L 46.770032 139.180545 
L 47.438433 137.406809 
L 48.106834 142.82721 
L 48.775235 141.201259 
L 49.443636 137.159718 
L 50.112037 137.761892 
L 50.780438 144.0384 
L 51.448839 136.861915 
L 52.11724 134.110728 
L 52.785641 142.763601 
L 53.454042 142.57027 
L 54.122443 138.055694 
L 54.790845 135.842675 
L 56.127647 143.460936 
L 56.796048 139.684135 
L 57.464449 137.071691 
L 58.13285 135.17222 
L 58.801251 137.437587 
L 59.469652 145.123959 
L 60.138053 135.532023 
L 60.806454 138.913444 
L 61.474855 141.195127 
L 62.143256 140.9567 
L 62.811657 142.187629 
L 63.480058 131.78739 
L 64.148459 140.048602 
L 64.81686 143.537376 
L 65.485261 135.005503 
L 66.153662 135.295374 
L 66.822064 143.524195 
L 67.490465 136.14851 
L 68.158866 133.947345 
L 68.827267 144.426336 
L 69.495668 137.860531 
L 70.164069 137.453947 
L 70.83247 145.520527 
L 71.500871 138.863376 
L 72.169272 137.1925 
L 72.837673 143.755634 
L 73.506074 139.323838 
L 74.174475 136.344643 
L 74.842876 140.971892 
L 75.511277 142.189673 
L 76.179678 136.909551 
L 76.848079 139.386944 
L 77.51648 144.300229 
L 78.184881 136.941623 
L 78.853283 140.3538 
L 79.521684 140.309523 
L 80.190085 134.927774 
L 80.858486 142.402973 
L 81.526887 137.338877 
L 82.195288 134.349345 
L 82.863689 139.503427 
L 83.53209 141.523662 
L 84.200491 134.14667 
L 84.868892 137.844692 
L 85.537293 144.139423 
L 86.205694 134.111048 
L 86.874095 133.108978 
L 87.542496 139.062115 
L 88.210897 142.220469 
L 88.879298 134.86284 
L 89.547699 134.762637 
L 90.2161 143.799422 
L 90.884502 138.966352 
L 91.552903 137.845893 
L 92.221304 144.672247 
L 92.889705 136.014439 
L 93.558106 136.945013 
L 94.226507 142.988762 
L 94.894908 136.967817 
L 95.563309 139.208544 
L 96.23171 143.702566 
L 96.900111 136.093621 
L 97.568512 136.280393 
L 98.236913 144.329086 
L 98.905314 132.891582 
L 99.573715 135.021471 
L 100.242116 144.746225 
L 100.910517 138.209638 
L 101.578918 137.785956 
L 102.247319 140.00374 
L 102.915721 143.63392 
L 103.584122 138.113373 
L 104.252523 140.271157 
L 104.920924 141.623357 
L 105.589325 137.086552 
L 106.257726 143.017709 
L 106.926127 138.287376 
L 107.594528 134.627375 
L 108.262929 138.588763 
L 108.93133 144.63035 
L 109.599731 137.897271 
L 110.268132 134.749233 
L 110.936533 137.83418 
L 111.604934 144.064075 
L 112.273335 141.62382 
L 112.941736 138.053188 
L 113.610137 136.357862 
L 114.278538 138.344153 
L 114.94694 143.907679 
L 115.615341 136.223145 
L 116.283742 133.517067 
L 116.952143 142.029091 
L 117.620544 140.908994 
L 118.288945 137.439504 
L 118.957346 140.492986 
L 119.625747 135.035983 
L 120.294148 140.994418 
L 120.962549 135.764804 
L 121.63095 136.216494 
L 122.299351 137.925853 
L 122.967752 143.890481 
L 123.636153 140.546707 
L 124.304554 138.919808 
L 125.641356 144.874796 
L 126.309757 140.076067 
L 126.978159 137.849849 
L 127.64656 139.376592 
L 128.314961 145.329318 
L 128.983362 141.295815 
L 130.320164 138.893033 
L 130.988565 141.057032 
L 131.656966 143.823394 
L 132.325367 139.804718 
L 132.993768 140.47542 
L 133.662169 143.401198 
L 134.33057 142.849104 
L 134.998971 139.658855 
L 135.667372 140.621595 
L 136.335773 143.525156 
L 137.004174 142.833241 
L 137.672575 138.892588 
L 138.340976 137.894611 
L 139.009378 142.086595 
L 139.677779 142.495357 
L 140.34618 137.040543 
L 141.014581 135.374589 
L 141.682982 138.601521 
L 142.351383 144.304581 
L 143.019784 137.692313 
L 143.688185 134.231412 
L 144.356586 141.639409 
L 145.024987 142.705042 
L 145.693388 138.794795 
L 146.361789 139.063534 
L 147.03019 142.223481 
L 147.698591 143.381466 
L 148.366992 136.599344 
L 149.035393 139.618505 
L 149.703794 143.566214 
L 150.372195 138.69514 
L 151.040597 138.178992 
L 151.708998 144.053734 
L 152.377399 142.242631 
L 153.0458 139.133414 
L 153.714201 140.593134 
L 154.382602 145.275522 
L 155.051003 141.759999 
L 155.719404 137.404997 
L 156.387805 135.422958 
L 157.056206 143.91365 
L 157.724607 137.758314 
L 158.393008 137.031856 
L 159.061409 142.673418 
L 159.72981 143.637647 
L 160.398211 140.234812 
L 161.066612 142.448956 
L 161.735013 140.22371 
L 162.403414 135.174035 
L 163.071816 140.132635 
L 163.740217 143.811704 
L 164.408618 136.501176 
L 165.077019 135.569765 
L 165.74542 136.762501 
L 166.413821 143.992591 
L 167.082222 142.456312 
L 167.750623 138.029579 
L 168.419024 138.972499 
L 169.087425 141.793126 
L 169.755826 143.958134 
L 170.424227 141.920651 
L 171.092628 140.8034 
L 171.761029 140.692148 
L 172.42943 143.362377 
L 173.097831 142.154121 
L 173.766232 138.569355 
L 174.434633 137.32173 
L 175.103035 144.27922 
L 175.771436 138.684971 
L 176.439837 137.240327 
L 177.108238 142.161801 
L 177.776639 144.517268 
L 178.44504 141.080525 
L 179.113441 137.03551 
L 179.781842 138.232594 
L 180.450243 144.513571 
L 181.118644 141.540232 
L 181.787045 141.097538 
L 182.455446 143.490719 
L 183.792248 137.746125 
L 184.460649 142.472865 
L 185.12905 144.396471 
L 185.797451 141.889915 
L 186.465852 141.939345 
L 187.134254 142.562413 
L 187.802655 137.766337 
L 188.471056 138.039517 
L 189.139457 139.910185 
L 189.807858 145.558505 
L 190.476259 138.675122 
L 191.14466 136.862973 
L 191.813061 140.960611 
L 192.481462 144.28229 
L 193.149863 141.951364 
L 193.818264 137.125169 
L 194.486665 139.024492 
L 195.155066 144.414447 
L 195.823467 139.572895 
L 196.491868 139.210455 
L 197.160269 143.357535 
L 197.82867 138.715709 
L 198.497071 137.578447 
L 199.165473 143.79418 
L 199.833874 141.293468 
L 200.502275 137.684152 
L 201.170676 141.105121 
L 201.839077 145.856022 
L 202.507478 139.225414 
L 203.175879 140.067639 
L 203.84428 139.344871 
L 204.512681 131.42962 
L 205.181082 134.823974 
L 205.849483 139.899947 
L 206.517884 142.345806 
L 207.186285 135.845974 
L 207.854686 138.897007 
L 208.523087 143.619109 
L 209.191488 137.777282 
L 209.859889 142.941544 
L 210.52829 140.857459 
L 211.196692 137.183389 
L 211.865093 139.972619 
L 212.533494 144.937734 
L 213.201895 143.579309 
L 213.870296 141.036485 
L 214.538697 134.339148 
L 215.207098 142.225635 
L 215.875499 138.770873 
L 216.5439 137.729911 
L 217.212301 141.761542 
L 217.880702 144.968407 
L 218.549103 140.178476 
L 219.217504 139.835966 
L 219.885905 144.845809 
L 220.554306 140.307112 
L 221.222707 138.736263 
L 221.891108 142.379347 
L 222.559509 142.560948 
L 223.227911 137.602999 
L 223.896312 137.621929 
L 224.564713 140.558459 
L 225.233114 145.80787 
L 225.901515 139.635211 
L 226.569916 136.044638 
L 227.238317 138.473532 
L 227.906718 142.47493 
L 228.575119 139.386465 
L 229.24352 142.382187 
L 229.911921 144.050121 
L 230.580322 140.149286 
L 231.248723 142.600032 
L 231.917124 143.946594 
L 232.585525 136.482801 
L 233.253926 135.954715 
L 233.922327 143.439744 
L 234.590728 139.959398 
L 235.25913 138.237692 
L 235.927531 137.771423 
L 236.595932 138.716074 
L 237.264333 145.155089 
L 237.932734 141.366169 
L 238.601135 139.518746 
L 239.937937 144.521845 
L 240.606338 141.328444 
L 241.274739 136.038046 
L 241.94314 135.484327 
L 242.611541 144.141825 
L 243.279942 137.759497 
L 243.948343 138.814511 
L 244.616744 143.463742 
L 245.953546 138.083189 
L 246.621947 139.796584 
L 247.290349 144.055345 
L 247.95875 139.451094 
L 248.627151 142.471303 
L 249.295552 137.805308 
L 249.963953 136.346843 
L 250.632354 143.175841 
L 251.300755 139.1596 
L 251.969156 139.418046 
L 252.637557 144.431409 
L 253.305958 142.558896 
L 253.974359 141.774423 
L 254.64276 137.435725 
L 255.311161 139.498271 
L 255.979562 144.626248 
L 256.647963 143.658221 
L 257.316364 139.461626 
L 257.984765 135.995878 
L 258.653166 141.671494 
L 259.321568 142.776298 
L 259.989969 137.657832 
L 260.65837 140.637628 
L 261.326771 144.990131 
L 261.995172 143.062466 
L 262.663573 137.046387 
L 263.331974 137.644769 
L 264.000375 143.608216 
L 264.668776 138.984831 
L 265.337177 138.558773 
L 266.673979 144.492027 
L 267.34238 138.887066 
L 268.010781 141.49762 
L 268.679182 141.695524 
L 269.347583 136.902201 
L 270.015984 136.681155 
L 271.352787 143.235255 
L 272.021188 138.819339 
L 272.689589 141.352616 
L 273.35799 145.023308 
L 274.026391 137.533018 
L 274.694792 134.169237 
L 275.363193 142.169549 
L 276.031594 138.477309 
L 276.699995 137.560591 
L 277.368396 141.520845 
L 278.036797 139.251959 
L 278.705198 135.422512 
L 279.373599 140.432769 
L 280.042 143.083852 
L 280.710401 137.894045 
L 281.378802 139.04747 
L 282.047203 144.129743 
L 283.384006 139.11876 
L 284.052407 140.407152 
L 284.720808 145.205698 
L 285.389209 140.265464 
L 286.05761 139.905413 
L 286.726011 144.55971 
L 288.062813 135.883794 
L 288.731214 138.129977 
L 289.399615 144.20043 
L 290.068016 142.185767 
L 290.736417 137.377235 
L 291.404818 134.905764 
L 292.073219 137.775272 
L 292.74162 143.572357 
L 293.410021 138.084205 
L 294.078422 136.345329 
L 294.746823 138.139118 
L 295.415225 142.642398 
L 296.083626 138.395474 
L 296.752027 135.615474 
L 297.420428 140.4925 
L 298.088829 135.779531 
L 298.75723 139.224217 
L 299.425631 141.264467 
L 300.094032 141.216246 
L 300.762433 139.022881 
L 301.430834 139.716264 
L 302.099235 141.959535 
L 302.767636 143.678138 
L 303.436037 139.845051 
L 304.104438 137.377565 
L 304.772839 137.735512 
L 305.44124 140.008034 
L 306.109641 144.536198 
L 306.778042 138.438454 
L 307.446444 138.405742 
L 308.114845 143.100739 
L 308.783246 138.847425 
L 310.120048 137.155547 
L 310.788449 139.249685 
L 311.45685 141.93182 
L 312.125251 137.72561 
L 312.793652 139.780008 
L 314.130454 140.870008 
L 314.798855 135.475354 
L 315.467256 141.836237 
L 316.135657 143.184564 
L 316.804058 137.608655 
L 317.472459 133.941346 
L 318.14086 137.318226 
L 318.809261 144.7446 
L 319.477663 138.159268 
L 320.146064 136.772841 
L 320.814465 144.532054 
L 321.482866 138.614099 
L 322.151267 139.630666 
L 322.819668 143.256832 
L 323.488069 138.839702 
L 324.15647 136.102909 
L 324.824871 138.448267 
L 325.493272 142.102896 
L 326.161673 138.870458 
L 326.830074 138.881768 
L 327.498475 140.409541 
L 328.166876 135.891227 
L 328.835277 137.870824 
L 329.503678 145.046756 
L 330.172079 140.719302 
L 330.84048 137.357427 
L 331.508882 135.620539 
L 332.177283 143.470454 
L 332.845684 136.053115 
L 333.514085 136.229219 
L 334.182486 142.407579 
L 334.850887 144.467678 
L 336.187689 138.424405 
L 336.85609 142.984446 
L 337.524491 141.269194 
L 338.192892 136.68203 
L 339.529694 142.942807 
L 340.198095 136.390581 
L 340.866496 135.161501 
L 341.534897 142.317191 
L 342.871699 135.527953 
L 343.540101 138.87417 
L 344.208502 143.758192 
L 344.876903 138.944581 
L 345.545304 135.196396 
L 346.213705 137.610387 
L 346.882106 143.966701 
L 347.550507 140.865642 
L 348.218908 144.524387 
L 348.887309 138.910287 
L 349.55571 138.627428 
L 350.224111 142.465089 
L 350.892512 142.886886 
L 351.560913 136.322745 
L 352.229314 137.177241 
L 352.897715 144.017661 
L 353.566116 136.618585 
L 354.234517 137.005441 
L 354.902918 142.920819 
L 355.57132 144.211341 
L 356.908122 138.477067 
L 357.576523 137.342711 
L 358.244924 140.57471 
L 358.913325 145.692733 
L 359.581726 139.334752 
L 360.250127 138.381195 
L 360.918528 138.379833 
L 361.586929 144.672707 
L 362.25533 138.445928 
L 362.923731 137.114006 
L 363.592132 139.165223 
L 364.260533 144.475903 
L 364.928934 140.078707 
L 365.597335 139.535573 
L 366.265736 142.320593 
L 366.934137 140.260978 
L 367.602539 140.885711 
L 368.27094 143.820631 
L 368.939341 140.636188 
L 369.607742 134.213619 
L 370.276143 124.871895 
L 370.944544 124.958258 
L 371.612945 135.030137 
L 372.281346 137.625607 
L 372.281346 137.625607 
" 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: 0.499 $\bullet$ mean: 0.155 $\bullet$ $\sigma$: 0.073 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-30"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.27 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 135.742381)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-32"/>
     <use x="159.033203" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#p82500209ef)">
    <image height="945" id="imagec6930cccdf" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAEVJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQKJQkFyzauvPfnappEkAAAAAIDfGLa8kHGRHNwLGbBHPSYWCgDghAXfxQ16R7qNqgAAAABJRU5ErkJggg=="/>
   </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(#pdc7eb5172c)">
    <image height="128.16" id="imagec3179d0a12" 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="m7c1cb40427" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m7c1cb40427" 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="#m7c1cb40427" 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="#m7c1cb40427" 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="#m7c1cb40427" 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="#m7c1cb40427" 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="p26203bc9d5">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p7a4917c7cb">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p5b0b89c969">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="pcbce8e7d28">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pd24fbe8482">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p82500209ef">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="pdc7eb5172c">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>