highspeed-fmriprep/fmriprep/sub-07/figures/sub-07_ses-02_task-highspeed_rec-prenorm_run-03_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p98dfca0991)" d="M 18.697188 23.134319 
L 372.281346 23.134319 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p98dfca0991)" d="M 18.697188 23.084555 
L 19.365589 23.311652 
L 20.702391 23.06001 
L 22.039193 23.224603 
L 22.707594 23.300266 
L 24.044396 24.173829 
L 24.712797 24.29084 
L 26.049599 23.91899 
L 26.718 23.934316 
L 27.386401 24.073716 
L 28.054802 23.961314 
L 29.391604 24.426777 
L 30.060005 24.535015 
L 31.396808 24.16016 
L 32.065209 23.795627 
L 33.402011 24.290011 
L 35.407214 24.280166 
L 36.075615 24.427372 
L 36.744016 24.368309 
L 38.080818 24.667459 
L 39.41762 24.822769 
L 40.754422 24.525 
L 42.091224 24.260432 
L 43.428027 24.796779 
L 44.096428 24.801315 
L 44.764829 24.550182 
L 47.438433 24.203355 
L 48.106834 24.299761 
L 48.775235 24.615076 
L 49.443636 24.756547 
L 50.112037 24.686375 
L 50.780438 24.457174 
L 54.122443 24.133427 
L 54.790845 24.509642 
L 56.127647 24.397825 
L 57.464449 24.061066 
L 62.143256 23.797507 
L 62.811657 24.112567 
L 64.148459 24.257607 
L 65.485261 24.119035 
L 66.153662 24.172437 
L 66.822064 23.804666 
L 67.490465 23.614593 
L 68.158866 23.282126 
L 69.495668 23.196223 
L 70.83247 24.202781 
L 72.837673 24.493031 
L 74.174475 24.152162 
L 75.511277 23.860033 
L 76.179678 24.001854 
L 76.848079 24.341523 
L 78.184881 24.724844 
L 79.521684 24.181603 
L 80.190085 23.833618 
L 81.526887 24.288333 
L 83.53209 24.306676 
L 84.200491 24.050923 
L 85.537293 24.266975 
L 88.210897 23.908624 
L 88.879298 23.889113 
L 90.2161 23.36328 
L 90.884502 23.771571 
L 91.552903 24.034716 
L 92.221304 24.153235 
L 92.889705 24.157823 
L 93.558106 23.988185 
L 94.226507 24.11227 
L 94.894908 24.436071 
L 95.563309 24.522292 
L 96.900111 24.288673 
L 98.236913 24.240868 
L 99.573715 24.565083 
L 100.242116 24.606356 
L 101.578918 24.104081 
L 103.584122 23.66499 
L 104.252523 23.856889 
L 104.920924 24.184875 
L 105.589325 24.101511 
L 106.257726 23.84819 
L 108.262929 23.738019 
L 108.93133 23.467482 
L 109.599731 23.48728 
L 110.268132 23.771348 
L 111.604934 23.636249 
L 112.273335 23.428822 
L 114.94694 23.805728 
L 116.283742 23.946381 
L 116.952143 23.730425 
L 117.620544 23.725104 
L 118.957346 23.948983 
L 119.625747 23.992604 
L 120.294148 23.881466 
L 120.962549 23.986868 
L 121.63095 23.863325 
L 122.299351 23.948675 
L 123.636153 23.915538 
L 124.304554 24.020239 
L 124.972955 23.766133 
L 126.978159 23.682525 
L 127.64656 24.088819 
L 128.314961 24.234889 
L 128.983362 24.18 
L 130.320164 23.731169 
L 131.656966 23.750074 
L 132.325367 23.548457 
L 133.662169 23.976534 
L 135.667372 23.809445 
L 136.335773 23.788692 
L 137.004174 24.154775 
L 137.672575 24.326388 
L 138.340976 24.334864 
L 139.009378 24.073694 
L 139.677779 23.543985 
L 140.34618 23.315167 
L 141.014581 23.32462 
L 142.351383 23.603622 
L 143.019784 24.074385 
L 145.024987 24.395446 
L 145.693388 23.951713 
L 147.698591 23.988854 
L 148.366992 23.876909 
L 149.035393 23.891938 
L 150.372195 23.518176 
L 151.708998 23.9881 
L 153.0458 23.668261 
L 155.719404 23.774948 
L 156.387805 24.218532 
L 157.056206 24.246253 
L 157.724607 24.101893 
L 159.061409 23.556136 
L 159.72981 23.786493 
L 160.398211 23.861817 
L 161.066612 23.752209 
L 161.735013 23.9958 
L 162.403414 24.108712 
L 163.071816 24.099907 
L 163.740217 23.850177 
L 165.74542 23.597515 
L 167.082222 24.128509 
L 167.750623 24.038964 
L 169.087425 23.677586 
L 170.424227 23.783615 
L 171.092628 23.979115 
L 171.761029 23.802648 
L 173.097831 24.36678 
L 174.434633 24.04625 
L 175.771436 23.596676 
L 176.439837 23.39782 
L 178.44504 23.687156 
L 179.113441 24.101288 
L 179.781842 24.233646 
L 180.450243 24.217576 
L 181.787045 23.796902 
L 182.455446 23.680071 
L 183.123847 23.854276 
L 183.792248 24.243152 
L 184.460649 24.305337 
L 185.797451 23.900063 
L 187.134254 24.195485 
L 187.802655 24.179309 
L 188.471056 23.899702 
L 189.807858 23.739931 
L 190.476259 23.508872 
L 191.813061 23.851897 
L 193.149863 23.457998 
L 193.818264 23.187238 
L 194.486665 23.157287 
L 195.155066 23.412806 
L 195.823467 23.400698 
L 196.491868 23.907721 
L 197.160269 24.272689 
L 198.497071 23.98417 
L 199.165473 23.985126 
L 200.502275 23.664692 
L 201.170676 23.493759 
L 202.507478 23.407209 
L 203.175879 23.277208 
L 203.84428 23.506578 
L 204.512681 23.889814 
L 205.181082 24.024477 
L 205.849483 23.886468 
L 206.517884 23.577908 
L 208.523087 23.409864 
L 209.191488 23.593829 
L 209.859889 23.563167 
L 210.52829 23.977108 
L 211.196692 24.123528 
L 212.533494 23.710585 
L 213.201895 23.579162 
L 213.870296 23.648782 
L 214.538697 23.542031 
L 215.207098 23.786801 
L 216.5439 23.970204 
L 217.212301 24.226296 
L 219.885905 23.713432 
L 221.891108 24.370476 
L 222.559509 24.315162 
L 224.564713 23.544877 
L 225.901515 23.428281 
L 226.569916 23.742533 
L 229.24352 23.500609 
L 230.580322 24.039357 
L 231.248723 23.997563 
L 232.585525 23.678542 
L 233.253926 23.711424 
L 233.922327 23.917397 
L 234.590728 23.839853 
L 235.927531 23.307149 
L 236.595932 23.370566 
L 237.264333 23.715949 
L 237.932734 23.794926 
L 239.937937 23.395749 
L 240.606338 23.827426 
L 241.274739 23.91113 
L 242.611541 23.817432 
L 243.279942 23.606957 
L 243.948343 23.679381 
L 244.616744 23.62445 
L 246.621947 23.784369 
L 247.290349 23.613319 
L 247.95875 23.292598 
L 249.295552 23.413093 
L 249.963953 23.559885 
L 253.974359 23.762352 
L 254.64276 23.823677 
L 255.311161 24.209377 
L 255.979562 24.310011 
L 256.647963 24.118313 
L 257.984765 23.323038 
L 259.321568 22.940014 
L 259.989969 23.074114 
L 260.65837 23.669004 
L 261.326771 23.739623 
L 261.995172 23.667464 
L 263.331974 23.844218 
L 264.000375 23.977054 
L 265.337177 23.832089 
L 266.005578 23.554309 
L 267.34238 23.420602 
L 268.010781 23.625044 
L 268.679182 23.972647 
L 269.347583 23.749617 
L 270.684385 24.043032 
L 271.352787 23.644056 
L 272.689589 23.354709 
L 273.35799 23.712986 
L 274.026391 23.751773 
L 275.363193 23.442343 
L 276.031594 24.009788 
L 278.036797 23.793928 
L 278.705198 23.454068 
L 280.042 23.134675 
L 280.710401 23.180855 
L 281.378802 23.678117 
L 282.715604 23.97767 
L 283.384006 23.683481 
L 284.052407 23.512505 
L 284.720808 23.690661 
L 285.389209 23.699487 
L 287.394412 23.424531 
L 288.062813 23.462618 
L 288.731214 23.267894 
L 289.399615 23.39834 
L 290.068016 23.756149 
L 290.736417 23.764912 
L 291.404818 23.569051 
L 292.073219 23.19155 
L 292.74162 23.042655 
L 293.410021 23.479516 
L 294.078422 23.630705 
L 294.746823 23.601253 
L 296.083626 23.061305 
L 296.752027 22.994797 
L 297.420428 23.342155 
L 298.088829 23.455736 
L 300.094032 22.996114 
L 300.762433 23.028869 
L 301.430834 23.408568 
L 302.099235 23.402164 
L 303.436037 23.655856 
L 304.104438 23.392127 
L 305.44124 23.194821 
L 306.109641 23.397044 
L 308.783246 23.515245 
L 310.788449 23.642696 
L 311.45685 23.975791 
L 312.125251 24.081076 
L 312.793652 23.989247 
L 314.130454 23.465507 
L 315.467256 23.311089 
L 316.135657 23.614222 
L 316.804058 23.723405 
L 317.472459 23.575572 
L 318.14086 23.308997 
L 318.809261 23.236955 
L 319.477663 23.322783 
L 320.146064 23.175449 
L 320.814465 23.282699 
L 321.482866 23.629516 
L 322.151267 23.838961 
L 322.819668 23.76386 
L 324.15647 23.333967 
L 325.493272 23.821075 
L 327.498475 23.726527 
L 328.835277 23.956545 
L 330.84048 22.829535 
L 331.508882 22.632123 
L 332.177283 22.621662 
L 332.845684 22.961224 
L 333.514085 23.505389 
L 334.850887 23.81979 
L 337.524491 23.133836 
L 338.192892 23.418722 
L 339.529694 23.336654 
L 340.198095 23.131478 
L 340.866496 23.179718 
L 341.534897 23.439741 
L 342.203298 23.546524 
L 343.540101 23.340817 
L 344.876903 23.231729 
L 347.550507 23.895634 
L 348.887309 23.443808 
L 349.55571 22.951591 
L 350.224111 22.889352 
L 351.560913 23.540714 
L 352.229314 23.529519 
L 352.897715 23.325045 
L 353.566116 23.387613 
L 354.234517 23.296007 
L 354.902918 23.318768 
L 355.57132 23.161918 
L 356.239721 23.533109 
L 356.908122 23.593723 
L 357.576523 23.390842 
L 358.244924 22.983125 
L 358.913325 22.871902 
L 359.581726 23.183266 
L 360.250127 23.088155 
L 360.918528 23.113327 
L 361.586929 22.862035 
L 362.25533 22.869226 
L 362.923731 23.250369 
L 363.592132 23.444201 
L 364.260533 23.514863 
L 364.928934 23.403374 
L 365.597335 23.015274 
L 366.265736 23.054466 
L 366.934137 23.291961 
L 367.602539 23.676004 
L 368.939341 23.681378 
L 370.276143 23.50439 
L 370.944544 23.66191 
L 372.281346 23.498411 
L 372.281346 23.498411 
" 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: 610.392 $\bullet$ mean: 603.755 $\bullet$ $\sigma$: 2.274 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 10.796875 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 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"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(633.236328 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.859375 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.646484 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.244141 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.03125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.443359 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.966797 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.246094 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.103516 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.726562 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.349609 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1362.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.273438 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1521.896484 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1585.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.691406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.070312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.761719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.548828 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.171875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.880859 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.503906 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.126953 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 607.45 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.962131)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-37"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-35"/>
    </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(#p33b97b963c)" d="M 18.697188 50.658502 
L 372.281346 50.658502 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p33b97b963c)" d="M 18.697188 50.356493 
L 19.365589 50.595324 
L 20.03399 50.985825 
L 20.702391 50.652617 
L 21.370792 51.047809 
L 22.039193 50.339251 
L 23.375995 51.626105 
L 24.044396 51.615416 
L 24.712797 52.009074 
L 25.381198 51.993482 
L 26.049599 51.690402 
L 26.718 51.880126 
L 27.386401 51.165196 
L 28.054802 52.243386 
L 28.723203 51.695746 
L 29.391604 52.709947 
L 30.728407 51.872718 
L 31.396808 52.009458 
L 32.065209 51.574062 
L 32.73361 51.852012 
L 33.402011 51.684453 
L 34.070412 52.077122 
L 34.738813 51.504152 
L 35.407214 51.950208 
L 36.075615 51.636526 
L 36.744016 51.847023 
L 37.412417 52.373198 
L 38.080818 51.54709 
L 38.749219 52.84259 
L 39.41762 52.334184 
L 40.086021 52.202684 
L 40.754422 52.716836 
L 41.422823 51.711415 
L 42.091224 52.263075 
L 43.428027 51.99353 
L 44.096428 52.396879 
L 44.764829 52.127084 
L 45.43323 52.016635 
L 46.101631 52.110897 
L 47.438433 51.382313 
L 48.106834 52.035077 
L 48.775235 52.475645 
L 49.443636 52.572488 
L 50.112037 51.788147 
L 50.780438 52.256752 
L 51.448839 52.478034 
L 52.11724 51.731824 
L 52.785641 52.113708 
L 53.454042 51.713392 
L 54.122443 52.051455 
L 54.790845 52.049767 
L 55.459246 51.772555 
L 56.127647 52.369993 
L 56.796048 51.444624 
L 57.464449 52.080145 
L 58.13285 51.672306 
L 58.801251 51.794701 
L 60.138053 51.676662 
L 60.806454 51.239577 
L 61.474855 51.182908 
L 62.811657 51.626297 
L 63.480058 51.560955 
L 64.148459 52.045209 
L 64.81686 51.342542 
L 65.485261 52.19329 
L 66.153662 51.270751 
L 66.822064 51.609525 
L 67.490465 51.367988 
L 68.158866 50.923428 
L 68.827267 51.219725 
L 69.495668 50.400199 
L 70.164069 50.697205 
L 70.83247 52.185441 
L 71.500871 51.492388 
L 72.169272 51.696524 
L 72.837673 52.216443 
L 73.506074 51.56935 
L 74.174475 52.236842 
L 74.842876 51.599498 
L 75.511277 51.626662 
L 76.179678 51.946025 
L 76.848079 51.399863 
L 77.51648 52.691083 
L 78.184881 52.526479 
L 79.521684 51.947502 
L 80.190085 51.475885 
L 80.858486 52.245593 
L 81.526887 52.278024 
L 82.195288 51.482006 
L 82.863689 51.95039 
L 83.53209 51.639164 
L 84.200491 51.50799 
L 84.868892 52.503 
L 85.537293 51.409698 
L 86.874095 51.680548 
L 88.210897 51.621077 
L 88.879298 51.224148 
L 89.547699 51.503921 
L 90.2161 50.974369 
L 90.884502 51.608546 
L 91.552903 51.972411 
L 92.221304 51.796898 
L 92.889705 50.733091 
L 93.558106 51.592647 
L 94.894908 52.068324 
L 95.563309 51.797704 
L 96.23171 51.224781 
L 96.900111 52.007961 
L 98.236913 51.47101 
L 98.905314 52.1639 
L 99.573715 52.107472 
L 100.242116 52.28238 
L 100.910517 51.767143 
L 101.578918 52.065934 
L 102.247319 51.782592 
L 102.915721 51.220166 
L 103.584122 51.695132 
L 104.920924 51.713881 
L 105.589325 50.904641 
L 106.257726 52.167393 
L 106.926127 51.290268 
L 107.594528 51.556723 
L 108.262929 51.262317 
L 109.599731 51.51842 
L 110.268132 51.048299 
L 110.936533 51.337322 
L 111.604934 51.003307 
L 112.273335 51.35776 
L 112.941736 51.315608 
L 113.610137 50.762548 
L 114.278538 51.38878 
L 114.94694 50.902856 
L 115.615341 51.429473 
L 116.283742 51.365071 
L 116.952143 50.760293 
L 117.620544 51.251763 
L 118.288945 51.020176 
L 118.957346 51.296994 
L 119.625747 51.432784 
L 120.294148 51.2279 
L 120.962549 51.547963 
L 121.63095 50.997598 
L 122.299351 51.548606 
L 122.967752 50.98406 
L 123.636153 51.547493 
L 124.304554 50.751552 
L 124.972955 50.956301 
L 125.641356 50.837322 
L 126.309757 50.286641 
L 126.978159 50.831018 
L 127.64656 50.914975 
L 128.314961 51.317345 
L 128.983362 51.878475 
L 129.651763 51.43667 
L 130.320164 51.751283 
L 130.988565 51.660859 
L 131.656966 51.142024 
L 132.325367 51.020099 
L 132.993768 51.324282 
L 133.662169 50.726326 
L 134.33057 51.612192 
L 135.667372 50.902617 
L 136.335773 51.340815 
L 137.004174 51.531632 
L 137.672575 51.44567 
L 138.340976 52.177036 
L 139.009378 51.661646 
L 139.677779 51.35088 
L 140.34618 50.67506 
L 141.014581 50.572306 
L 141.682982 50.015714 
L 142.351383 51.147829 
L 143.019784 51.547243 
L 143.688185 51.338713 
L 144.356586 52.15016 
L 145.024987 51.565263 
L 145.693388 51.764754 
L 146.361789 52.582016 
L 147.03019 51.722872 
L 147.698591 51.594451 
L 148.366992 52.253662 
L 149.035393 51.73452 
L 149.703794 51.041717 
L 150.372195 51.799594 
L 151.040597 51.025501 
L 151.708998 51.459813 
L 152.377399 51.488147 
L 153.0458 51.343636 
L 153.714201 51.622008 
L 154.382602 51.034444 
L 155.051003 50.857318 
L 155.719404 51.567451 
L 156.387805 52.02409 
L 157.056206 51.694768 
L 157.724607 52.214562 
L 158.393008 51.757884 
L 159.061409 51.464841 
L 159.72981 51.52245 
L 160.398211 50.910168 
L 161.066612 51.825203 
L 161.735013 51.397397 
L 162.403414 51.457558 
L 163.071816 51.370962 
L 163.740217 51.399978 
L 164.408618 51.874915 
L 165.077019 51.155265 
L 165.74542 51.408508 
L 166.413821 51.414361 
L 167.082222 51.796121 
L 167.750623 51.771711 
L 168.419024 51.379464 
L 169.087425 51.623217 
L 169.755826 51.083791 
L 170.424227 51.265138 
L 171.761029 51.091246 
L 172.42943 52.291342 
L 173.097831 51.960235 
L 173.766232 51.894672 
L 174.434633 52.251264 
L 175.103035 51.674186 
L 175.771436 51.63594 
L 176.439837 51.093329 
L 177.108238 51.376691 
L 177.776639 50.936602 
L 178.44504 51.552127 
L 179.113441 51.488329 
L 179.781842 51.553768 
L 180.450243 52.163085 
L 181.787045 51.414956 
L 182.455446 51.267518 
L 183.123847 51.687408 
L 183.792248 51.829022 
L 184.460649 51.779492 
L 185.12905 51.27788 
L 185.797451 51.985 
L 187.134254 52.326921 
L 187.802655 51.293943 
L 188.471056 52.027314 
L 189.139457 52.202444 
L 189.807858 51.272632 
L 190.476259 52.035057 
L 191.14466 52.164985 
L 192.481462 51.269331 
L 193.149863 51.99283 
L 193.818264 50.715666 
L 194.486665 50.768381 
L 195.155066 50.331316 
L 195.823467 51.189164 
L 196.491868 51.694624 
L 197.160269 52.050026 
L 197.82867 51.625175 
L 198.497071 52.788301 
L 199.165473 51.813459 
L 199.833874 51.653259 
L 200.502275 51.962327 
L 201.170676 51.460101 
L 201.839077 51.61984 
L 202.507478 51.0959 
L 203.175879 51.054017 
L 203.84428 51.341333 
L 204.512681 51.012998 
L 205.181082 51.586948 
L 205.849483 51.596485 
L 206.517884 51.15183 
L 207.186285 51.465455 
L 207.854686 51.089136 
L 208.523087 51.163507 
L 209.859889 50.754814 
L 210.52829 52.028005 
L 211.196692 51.280193 
L 212.533494 51.421672 
L 213.201895 51.24567 
L 213.870296 51.472402 
L 214.538697 50.998443 
L 215.207098 51.230826 
L 215.875499 51.067633 
L 216.5439 51.939375 
L 217.212301 51.38808 
L 217.880702 51.445065 
L 218.549103 51.700688 
L 219.217504 50.881699 
L 219.885905 51.155265 
L 220.554306 51.081814 
L 221.891108 52.209103 
L 222.559509 51.504037 
L 223.227911 51.876988 
L 224.564713 51.49803 
L 225.233114 51.121193 
L 227.238317 50.935585 
L 227.906718 51.418928 
L 228.575119 50.641717 
L 229.24352 51.271471 
L 229.911921 51.59994 
L 230.580322 51.546984 
L 231.248723 51.981987 
L 231.917124 51.914514 
L 232.585525 51.452319 
L 233.253926 51.747474 
L 234.590728 51.728111 
L 235.25913 51.21084 
L 236.595932 51.286967 
L 237.264333 50.88333 
L 237.932734 51.185912 
L 238.601135 51.254017 
L 239.269536 50.665695 
L 240.606338 51.570185 
L 241.274739 51.20253 
L 241.94314 52.032208 
L 242.611541 51.535029 
L 243.279942 51.619581 
L 243.948343 51.567997 
L 244.616744 51.207769 
L 245.285145 51.692973 
L 245.953546 51.312845 
L 246.621947 51.910091 
L 247.290349 51.09282 
L 247.95875 51.421078 
L 248.627151 51.131104 
L 249.295552 50.640028 
L 249.963953 51.367978 
L 250.632354 50.700314 
L 251.969156 51.256426 
L 252.637557 51.073409 
L 253.974359 51.409036 
L 254.64276 51.214236 
L 255.311161 52.213114 
L 255.979562 51.96865 
L 257.316364 51.795574 
L 258.653166 50.852741 
L 259.321568 50.080625 
L 259.989969 50.6677 
L 260.65837 50.90134 
L 261.326771 50.848692 
L 261.995172 51.310417 
L 262.663573 51.088944 
L 263.331974 51.667604 
L 264.000375 51.468669 
L 264.668776 51.67742 
L 266.005578 51.610811 
L 266.673979 51.645248 
L 267.34238 50.835163 
L 268.010781 51.300794 
L 268.679182 51.154507 
L 269.347583 51.709966 
L 270.015984 51.407299 
L 270.684385 51.928197 
L 272.021188 51.13168 
L 272.689589 51.437476 
L 273.35799 51.241947 
L 274.026391 51.236564 
L 274.694792 51.70752 
L 275.363193 51.000084 
L 276.031594 51.760504 
L 276.699995 52.260964 
L 277.368396 52.027727 
L 278.036797 51.17102 
L 278.705198 51.225933 
L 279.373599 50.716203 
L 280.042 50.668439 
L 280.710401 50.874666 
L 281.378802 51.416059 
L 282.047203 51.471634 
L 282.715604 51.208556 
L 283.384006 51.900592 
L 284.052407 51.782707 
L 284.720808 51.379233 
L 285.389209 51.250227 
L 286.05761 51.825386 
L 286.726011 51.275213 
L 287.394412 51.120348 
L 288.062813 50.741314 
L 289.399615 51.470579 
L 290.068016 51.692676 
L 291.404818 50.806896 
L 292.073219 51.035355 
L 292.74162 51.041198 
L 293.410021 51.298951 
L 294.078422 50.993962 
L 294.746823 50.895104 
L 295.415225 51.194845 
L 296.083626 50.673524 
L 297.420428 51.468583 
L 298.088829 50.812624 
L 298.75723 51.365148 
L 299.425631 50.801168 
L 300.094032 50.690402 
L 300.762433 50.941227 
L 301.430834 50.56035 
L 302.767636 51.199345 
L 303.436037 50.980625 
L 304.104438 51.46983 
L 304.772839 50.676278 
L 305.44124 50.614582 
L 306.109641 51.118487 
L 306.778042 50.649287 
L 307.446444 51.125251 
L 308.114845 51.029272 
L 309.451647 50.614793 
L 310.788449 51.31984 
L 311.45685 51.061933 
L 312.125251 51.612759 
L 312.793652 51.629751 
L 313.462053 51.292532 
L 314.130454 51.486794 
L 314.798855 50.880279 
L 316.135657 51.279963 
L 316.804058 51.145324 
L 317.472459 51.843923 
L 318.14086 50.92457 
L 318.809261 51.526854 
L 319.477663 50.902348 
L 320.146064 50.806186 
L 320.814465 51.09141 
L 322.151267 51.278734 
L 322.819668 50.781527 
L 324.824871 51.353835 
L 325.493272 50.993511 
L 326.830074 51.455025 
L 327.498475 51.232745 
L 328.166876 52.085979 
L 329.503678 51.090815 
L 330.172079 51.47528 
L 330.84048 50.319897 
L 331.508882 50.148836 
L 332.177283 50.243904 
L 333.514085 50.715426 
L 334.182486 51.366107 
L 334.850887 51.857903 
L 335.519288 51.396831 
L 336.187689 51.135432 
L 336.85609 51.280721 
L 337.524491 51.684894 
L 338.192892 50.762989 
L 338.861293 51.371365 
L 340.198095 50.848539 
L 340.866496 51.245497 
L 341.534897 51.212883 
L 342.203298 50.507904 
L 342.871699 50.988147 
L 343.540101 50.97694 
L 344.208502 50.381018 
L 344.876903 50.698615 
L 345.545304 51.330433 
L 346.213705 50.794921 
L 347.550507 51.768189 
L 348.218908 51.068967 
L 348.887309 51.135393 
L 349.55571 50.882342 
L 350.224111 50.886113 
L 350.892512 50.679617 
L 351.560913 51.181268 
L 352.229314 50.680855 
L 352.897715 51.362701 
L 353.566116 51.024282 
L 354.234517 50.884434 
L 354.902918 51.187706 
L 355.57132 50.762145 
L 356.239721 51.593799 
L 356.908122 50.916568 
L 357.576523 51.614054 
L 358.244924 50.538829 
L 358.913325 50.860859 
L 360.250127 50.535624 
L 360.918528 50.45871 
L 361.586929 50.124254 
L 362.25533 50.794662 
L 362.923731 51.183273 
L 363.592132 50.968084 
L 364.260533 50.95253 
L 364.928934 51.121452 
L 365.597335 50.617508 
L 366.265736 51.226173 
L 367.602539 50.903164 
L 368.939341 51.531056 
L 369.607742 50.879281 
L 370.276143 51.572037 
L 370.944544 50.912519 
L 372.281346 51.646399 
L 372.281346 51.646399 
" 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: 657.740 $\bullet$ mean: 648.877 $\bullet$ $\sigma$: 3.139 -->
    <defs>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
    </defs>
    <g style="fill:#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-35"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.787109 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.410156 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(633.033203 0.78125)" xlink:href="#DejaVuSans-30"/>
     <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-36"/>
     <use transform="translate(1235.523438 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.146484 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.769531 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.525391 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.148438 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1521.755859 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1585.378906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.166016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.763672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.550781 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.929688 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.621094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.408203 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.03125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.818359 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1999.441406 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(2063.064453 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 653.65 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.486314)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-35"/>
     <use x="127.246094" xlink:href="#DejaVuSans-33"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-36"/>
     <use x="286.279297" xlink:href="#DejaVuSans-35"/>
    </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(#p5ddbcd2fe7)" d="M 18.697188 78.714359 
L 372.281346 78.714359 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p5ddbcd2fe7)" d="M 18.697188 79.328807 
L 20.702391 79.038801 
L 23.375995 79.204574 
L 25.381198 79.47164 
L 28.054802 79.386157 
L 31.396808 79.45741 
L 32.065209 79.188997 
L 32.73361 79.294249 
L 34.070412 79.243745 
L 36.744016 79.202805 
L 37.412417 79.384072 
L 38.749219 79.457347 
L 39.41762 79.540713 
L 42.759626 79.223175 
L 43.428027 79.160306 
L 44.764829 79.350409 
L 45.43323 79.155914 
L 46.101631 79.354928 
L 46.770032 79.236488 
L 48.106834 79.390992 
L 50.112037 79.485132 
L 50.780438 79.35081 
L 52.785641 79.259049 
L 54.122443 79.162191 
L 56.796048 79.429383 
L 58.801251 79.281378 
L 59.469652 79.323256 
L 61.474855 79.024867 
L 64.81686 79.474378 
L 66.153662 79.555975 
L 66.822064 79.270382 
L 67.490465 79.175209 
L 68.827267 78.763784 
L 70.83247 79.033851 
L 71.500871 79.273732 
L 73.506074 79.514476 
L 74.842876 79.502585 
L 75.511277 79.320275 
L 76.848079 79.372033 
L 77.51648 79.356434 
L 78.184881 79.483247 
L 78.853283 79.36248 
L 79.521684 79.442127 
L 80.190085 79.300126 
L 83.53209 79.415322 
L 84.200491 79.235372 
L 85.537293 79.326774 
L 86.205694 79.230843 
L 86.874095 79.36367 
L 87.542496 79.230263 
L 88.879298 79.373518 
L 89.547699 79.011574 
L 90.2161 78.936329 
L 92.221304 79.239079 
L 94.226507 79.160548 
L 95.563309 79.29821 
L 97.568512 79.145939 
L 99.573715 79.300242 
L 100.910517 79.33995 
L 102.247319 79.302591 
L 102.915721 79.086693 
L 104.252523 79.184899 
L 105.589325 79.275712 
L 106.257726 79.19896 
L 106.926127 79.313018 
L 107.594528 79.242134 
L 108.262929 79.365924 
L 108.93133 79.15624 
L 111.604934 79.189871 
L 112.273335 79.083902 
L 112.941736 79.113657 
L 113.610137 78.976606 
L 115.615341 78.982115 
L 116.283742 79.176242 
L 117.620544 79.097026 
L 122.967752 79.122915 
L 123.636153 79.035526 
L 124.304554 79.117206 
L 124.972955 78.985769 
L 126.309757 78.98815 
L 126.978159 78.88789 
L 128.314961 79.131025 
L 128.983362 79.240038 
L 134.33057 78.961555 
L 134.998971 79.073264 
L 136.335773 79.067787 
L 139.009378 79.329986 
L 139.677779 79.109665 
L 141.682982 78.825442 
L 142.351383 78.845159 
L 143.688185 79.225766 
L 144.356586 79.292248 
L 145.024987 79.533035 
L 145.693388 79.420272 
L 147.03019 79.503122 
L 148.366992 79.231833 
L 149.035393 79.196917 
L 150.372195 78.954393 
L 152.377399 79.083533 
L 155.719404 79.084608 
L 157.056206 79.32749 
L 161.066612 79.000368 
L 164.408618 79.221648 
L 166.413821 79.190534 
L 169.755826 79.034746 
L 171.761029 79.013123 
L 174.434633 79.349356 
L 178.44504 78.954361 
L 179.781842 79.206776 
L 181.118644 79.306562 
L 181.787045 79.29328 
L 182.455446 79.142811 
L 183.792248 79.261514 
L 184.460649 79.361511 
L 185.797451 79.288846 
L 187.134254 79.454672 
L 188.471056 79.295113 
L 189.807858 79.233813 
L 191.14466 79.110866 
L 192.481462 79.150574 
L 195.823467 78.931453 
L 196.491868 79.233181 
L 199.165473 79.4926 
L 200.502275 79.354949 
L 203.175879 78.862369 
L 204.512681 79.00259 
L 207.854686 79.243313 
L 208.523087 79.06706 
L 209.191488 79.044426 
L 209.859889 78.888953 
L 211.196692 79.215486 
L 211.865093 79.145023 
L 212.533494 79.193073 
L 214.538697 78.924059 
L 215.207098 78.983789 
L 215.875499 78.865603 
L 223.227911 79.313482 
L 225.901515 78.846201 
L 226.569916 78.986338 
L 227.238317 78.901224 
L 228.575119 79.004675 
L 229.24352 78.99566 
L 230.580322 79.216824 
L 232.585525 79.213485 
L 234.590728 79.087125 
L 235.25913 79.068114 
L 235.927531 78.870679 
L 236.595932 78.99587 
L 239.937937 78.959217 
L 240.606338 79.125601 
L 241.94314 79.14695 
L 245.285145 79.077424 
L 247.290349 79.050387 
L 247.95875 78.836775 
L 250.632354 78.914084 
L 251.300755 78.847539 
L 252.637557 79.006803 
L 253.305958 78.965073 
L 253.974359 79.071863 
L 255.311161 79.133511 
L 255.979562 79.309838 
L 258.653166 78.899591 
L 259.321568 78.67196 
L 259.989969 78.6415 
L 261.995172 79.007962 
L 263.331974 79.117322 
L 264.000375 79.268897 
L 265.337177 79.216908 
L 267.34238 78.862495 
L 268.679182 78.897559 
L 269.347583 78.824304 
L 270.684385 79.172945 
L 271.352787 79.01781 
L 274.694792 78.887595 
L 275.363193 78.485311 
L 276.031594 78.99804 
L 276.699995 79.20766 
L 279.373599 78.897127 
L 280.042 78.647535 
L 284.720808 79.205406 
L 288.731214 78.765237 
L 290.736417 79.006234 
L 291.404818 79.05104 
L 292.74162 78.83471 
L 294.078422 78.959459 
L 296.083626 78.837228 
L 299.425631 78.766922 
L 300.762433 78.620708 
L 301.430834 78.712837 
L 302.099235 78.675341 
L 303.436037 78.795234 
L 306.778042 78.777276 
L 307.446444 78.664092 
L 309.451647 78.681029 
L 310.120048 78.596852 
L 312.125251 78.973193 
L 314.130454 78.846897 
L 315.467256 78.701694 
L 316.804058 78.76174 
L 317.472459 78.915296 
L 318.809261 78.744119 
L 319.477663 78.872775 
L 320.146064 78.730774 
L 322.819668 78.935286 
L 323.488069 78.772852 
L 326.830074 78.814898 
L 330.172079 78.965136 
L 332.177283 78.476358 
L 336.187689 79.137682 
L 340.198095 78.664419 
L 342.203298 78.883255 
L 342.871699 78.791758 
L 344.208502 78.883666 
L 344.876903 78.740612 
L 348.887309 78.962829 
L 350.224111 78.68263 
L 354.902918 78.857176 
L 355.57132 78.761835 
L 356.239721 78.931758 
L 358.244924 78.80208 
L 358.913325 78.705117 
L 361.586929 78.705928 
L 364.260533 78.792485 
L 364.928934 78.894272 
L 366.265736 78.695859 
L 367.602539 78.741381 
L 369.607742 78.698344 
L 370.276143 78.827127 
L 372.281346 78.819122 
L 372.281346 78.819122 
" 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: 644.682 $\bullet$ mean: 641.212 $\bullet$ $\sigma$: 1.277 -->
    <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-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.550781 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.158203 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 643.30 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.542171)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-33"/>
     <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_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(#p22ab91dab7)" d="M 18.697188 103.138864 
L 372.281346 103.138864 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p22ab91dab7)" d="M 19.365589 107.522491 
L 20.03399 108.14361 
L 20.702391 106.132394 
L 21.370792 106.808747 
L 22.039193 107.129378 
L 22.707594 102.487891 
L 23.375995 108.239163 
L 24.044396 109.347807 
L 24.712797 100.485262 
L 25.381198 107.905828 
L 26.049599 107.721243 
L 26.718 104.001133 
L 27.386401 102.272686 
L 28.054802 104.556547 
L 28.723203 107.651791 
L 29.391604 107.386195 
L 30.060005 110.637041 
L 30.728407 106.750088 
L 31.396808 109.7302 
L 32.065209 108.226536 
L 32.73361 104.215693 
L 33.402011 101.660876 
L 34.070412 104.029621 
L 34.738813 107.653974 
L 35.407214 104.592377 
L 36.075615 103.457656 
L 36.744016 107.579189 
L 37.412417 107.568966 
L 38.080818 109.462519 
L 38.749219 106.571162 
L 39.41762 108.76031 
L 40.086021 107.938383 
L 40.754422 108.888915 
L 41.422823 106.682422 
L 42.091224 106.677932 
L 42.759626 110.585032 
L 43.428027 107.432966 
L 44.096428 106.16011 
L 44.764829 107.320564 
L 45.43323 101.984983 
L 46.101631 103.457854 
L 46.770032 107.448028 
L 47.438433 108.10763 
L 48.106834 106.659596 
L 48.775235 112.742024 
L 49.443636 113.860245 
L 50.112037 107.259101 
L 50.780438 108.47253 
L 51.448839 107.843448 
L 52.11724 106.356109 
L 52.785641 109.249748 
L 53.454042 110.122792 
L 54.122443 104.902067 
L 54.790845 109.261408 
L 55.459246 105.566558 
L 56.127647 108.085448 
L 56.796048 106.852492 
L 57.464449 104.534091 
L 58.13285 103.846649 
L 58.801251 102.317126 
L 60.138053 106.674359 
L 60.806454 108.431539 
L 61.474855 111.672834 
L 62.143256 105.542318 
L 62.811657 109.95111 
L 63.480058 101.899451 
L 64.148459 108.696839 
L 64.81686 109.652113 
L 65.485261 107.253221 
L 66.153662 104.002201 
L 66.822064 108.203707 
L 67.490465 109.007523 
L 68.158866 106.075921 
L 68.827267 104.442655 
L 69.495668 99.083105 
L 70.164069 104.690116 
L 70.83247 103.741491 
L 71.500871 109.976419 
L 72.169272 111.009904 
L 72.837673 109.528495 
L 74.174475 104.776739 
L 74.842876 105.089035 
L 75.511277 109.316024 
L 76.179678 109.058166 
L 76.848079 109.806003 
L 77.51648 107.033056 
L 78.184881 108.668206 
L 78.853283 106.891672 
L 79.521684 108.20914 
L 80.190085 105.511674 
L 80.858486 107.524774 
L 81.526887 110.458189 
L 82.195288 110.780832 
L 83.53209 106.30864 
L 84.200491 110.375808 
L 84.868892 108.026739 
L 85.537293 109.572761 
L 86.205694 109.112432 
L 86.874095 107.042758 
L 87.542496 102.230479 
L 88.210897 102.222937 
L 88.879298 107.132854 
L 89.547699 107.494305 
L 90.2161 104.276088 
L 90.884502 110.324497 
L 91.552903 114.454267 
L 92.221304 113.982896 
L 93.558106 105.395276 
L 94.226507 108.782868 
L 94.894908 110.832788 
L 95.563309 106.099889 
L 96.23171 105.128287 
L 96.900111 108.259437 
L 97.568512 105.538248 
L 99.573715 113.718415 
L 100.242116 108.98735 
L 100.910517 106.119367 
L 101.578918 104.437618 
L 102.247319 105.983196 
L 102.915721 108.122121 
L 103.584122 108.154279 
L 104.252523 114.018303 
L 104.920924 112.014508 
L 106.257726 104.143634 
L 106.926127 102.747757 
L 107.594528 101.779853 
L 108.262929 108.013887 
L 108.93133 110.624213 
L 109.599731 107.225878 
L 110.268132 107.587923 
L 110.936533 105.835754 
L 111.604934 108.856958 
L 112.273335 108.370102 
L 112.941736 104.412185 
L 113.610137 102.414123 
L 114.278538 104.157829 
L 114.94694 107.381702 
L 115.615341 106.79882 
L 116.283742 109.10412 
L 116.952143 110.429802 
L 117.620544 107.445247 
L 118.288945 103.782804 
L 118.957346 102.42221 
L 119.625747 108.693464 
L 120.294148 107.732558 
L 120.962549 109.44381 
L 121.63095 109.124045 
L 122.299351 108.110981 
L 122.967752 108.802144 
L 123.636153 103.117446 
L 124.304554 103.2162 
L 124.972955 107.968281 
L 125.641356 107.607277 
L 126.309757 110.926333 
L 126.978159 107.886225 
L 127.64656 111.883767 
L 128.314961 106.599822 
L 128.983362 106.735896 
L 129.651763 109.418824 
L 130.320164 108.864625 
L 130.988565 107.612959 
L 131.656966 108.468832 
L 132.325367 111.278132 
L 132.993768 104.191698 
L 133.662169 100.625752 
L 134.33057 105.897318 
L 134.998971 106.575431 
L 135.667372 110.047882 
L 136.335773 108.045921 
L 137.004174 111.010699 
L 137.672575 107.016802 
L 138.340976 104.33209 
L 139.009378 104.38777 
L 139.677779 105.129355 
L 140.34618 105.257141 
L 141.014581 109.585542 
L 141.682982 110.143734 
L 142.351383 104.471042 
L 143.019784 109.948901 
L 143.688185 111.337708 
L 144.356586 110.101279 
L 145.024987 105.340241 
L 146.361789 110.609325 
L 147.03019 110.484613 
L 147.698591 108.372262 
L 148.366992 105.097693 
L 149.035393 104.408414 
L 149.703794 109.608765 
L 150.372195 104.755199 
L 151.040597 105.613927 
L 151.708998 101.223619 
L 152.377399 107.42907 
L 153.0458 108.392062 
L 153.714201 104.426975 
L 154.382602 106.079048 
L 155.051003 109.874115 
L 155.719404 103.423241 
L 156.387805 111.380089 
L 157.056206 106.966928 
L 157.724607 104.722547 
L 158.393008 107.563408 
L 159.061409 105.865606 
L 160.398211 104.631806 
L 161.735013 111.887985 
L 162.403414 103.170991 
L 163.071816 105.179477 
L 163.740217 109.020053 
L 164.408618 107.792059 
L 165.077019 108.497095 
L 165.74542 107.431602 
L 166.413821 108.836164 
L 167.082222 102.994819 
L 167.750623 108.587638 
L 168.419024 110.839488 
L 169.087425 109.277787 
L 169.755826 103.412471 
L 170.424227 105.0767 
L 171.092628 103.544525 
L 171.761029 105.609088 
L 172.42943 111.817021 
L 173.097831 107.663454 
L 173.766232 104.308542 
L 174.434633 106.23192 
L 175.103035 107.633381 
L 175.771436 109.374431 
L 176.439837 109.227688 
L 177.108238 108.225294 
L 177.776639 108.258346 
L 178.44504 104.623246 
L 179.113441 109.798312 
L 179.781842 107.27915 
L 180.450243 106.067236 
L 181.118644 106.279735 
L 181.787045 107.106354 
L 182.455446 108.387397 
L 183.123847 108.056245 
L 183.792248 110.521859 
L 184.460649 109.425473 
L 185.12905 107.313888 
L 185.797451 108.782841 
L 186.465852 115.874214 
L 187.134254 114.649917 
L 187.802655 112.472852 
L 188.471056 105.805929 
L 189.139457 105.286223 
L 189.807858 105.780695 
L 190.476259 107.454355 
L 191.14466 111.058662 
L 191.813061 107.186052 
L 192.481462 106.084827 
L 193.149863 108.155918 
L 193.818264 107.427656 
L 194.486665 108.046069 
L 195.155066 109.168535 
L 195.823467 103.734593 
L 196.491868 111.224289 
L 197.82867 104.067334 
L 199.165473 111.499986 
L 200.502275 103.706306 
L 201.170676 103.903 
L 201.839077 105.078242 
L 202.507478 104.756814 
L 203.175879 110.002794 
L 203.84428 109.092904 
L 204.512681 109.101366 
L 205.181082 101.125187 
L 205.849483 107.37602 
L 207.186285 110.201698 
L 207.854686 110.247999 
L 208.523087 110.7652 
L 209.191488 107.799777 
L 209.859889 101.043504 
L 210.52829 111.525046 
L 211.196692 106.570518 
L 211.865093 104.978938 
L 212.533494 106.456477 
L 213.201895 105.100175 
L 213.870296 105.365203 
L 214.538697 103.6907 
L 215.207098 101.416242 
L 215.875499 107.583531 
L 217.212301 107.84516 
L 217.880702 106.435287 
L 218.549103 108.057632 
L 219.217504 109.1629 
L 219.885905 108.051876 
L 220.554306 112.128051 
L 221.222707 109.791834 
L 221.891108 113.14764 
L 222.559509 108.262043 
L 223.227911 106.41685 
L 224.564713 108.270852 
L 225.233114 110.376826 
L 225.901515 105.390289 
L 226.569916 107.598418 
L 227.238317 103.610727 
L 227.906718 107.31364 
L 228.575119 107.314211 
L 229.24352 105.938158 
L 229.911921 111.638368 
L 230.580322 107.988999 
L 231.248723 104.961891 
L 231.917124 106.553421 
L 232.585525 109.978454 
L 233.253926 104.082792 
L 233.922327 105.174638 
L 234.590728 108.706692 
L 235.25913 108.335388 
L 235.927531 108.585479 
L 236.595932 104.270083 
L 237.264333 105.301903 
L 237.932734 103.244661 
L 238.601135 110.115397 
L 239.269536 111.415546 
L 239.937937 103.839626 
L 240.606338 109.530084 
L 241.274739 104.065326 
L 242.611541 107.2396 
L 243.279942 106.041801 
L 243.948343 107.655636 
L 244.616744 108.247999 
L 245.285145 109.302302 
L 245.953546 105.030574 
L 246.621947 109.41195 
L 247.290349 109.681592 
L 247.95875 109.822902 
L 248.627151 105.068016 
L 249.295552 104.204651 
L 249.963953 102.22522 
L 250.632354 102.905593 
L 251.300755 106.504017 
L 251.969156 103.55512 
L 252.637557 104.053538 
L 253.305958 109.519861 
L 253.974359 105.782506 
L 254.64276 108.880432 
L 255.311161 110.463324 
L 255.979562 109.6274 
L 256.647963 104.789642 
L 257.316364 108.450869 
L 257.984765 110.370723 
L 258.653166 109.952027 
L 259.321568 108.854748 
L 259.989969 102.130013 
L 260.65837 108.668378 
L 261.326771 103.108487 
L 261.995172 103.700201 
L 262.663573 107.963244 
L 263.331974 109.490681 
L 264.000375 109.706356 
L 264.668776 108.042546 
L 265.337177 107.412272 
L 266.005578 108.484092 
L 266.673979 109.063203 
L 267.34238 106.232863 
L 268.010781 106.517218 
L 268.679182 103.489714 
L 269.347583 105.367188 
L 270.015984 106.550146 
L 270.684385 105.584374 
L 271.352787 108.588135 
L 272.021188 110.097357 
L 272.689589 103.224512 
L 273.35799 105.631793 
L 274.026391 105.462593 
L 275.363193 109.99101 
L 276.031594 106.635752 
L 276.699995 106.523696 
L 277.368396 109.081888 
L 278.036797 107.665835 
L 278.705198 109.961135 
L 279.373599 110.31328 
L 280.042 109.535668 
L 280.710401 103.310762 
L 281.378802 110.907849 
L 282.047203 110.219413 
L 282.715604 103.447457 
L 283.384006 107.629113 
L 284.052407 110.391689 
L 284.720808 111.2028 
L 285.389209 107.737296 
L 286.05761 106.918468 
L 286.726011 105.343317 
L 287.394412 105.831936 
L 288.062813 107.361976 
L 288.731214 106.357224 
L 289.399615 111.47212 
L 290.068016 112.983504 
L 290.736417 107.487605 
L 291.404818 109.604026 
L 292.073219 111.00132 
L 292.74162 106.231943 
L 293.410021 111.574772 
L 294.078422 108.869142 
L 294.746823 103.287489 
L 295.415225 106.729444 
L 296.083626 107.344929 
L 296.752027 103.699831 
L 297.420428 110.863533 
L 298.088829 103.611794 
L 298.75723 106.485657 
L 299.425631 108.491736 
L 300.094032 110.892787 
L 300.762433 104.000142 
L 301.430834 107.452222 
L 302.099235 103.611173 
L 302.767636 103.524899 
L 303.436037 100.399706 
L 304.104438 105.285205 
L 304.772839 108.249214 
L 305.44124 106.605951 
L 306.109641 104.091305 
L 306.778042 105.535716 
L 307.446444 107.617029 
L 308.114845 107.801389 
L 308.783246 107.314362 
L 309.451647 107.22744 
L 310.120048 109.483783 
L 310.788449 105.99101 
L 311.45685 110.774133 
L 312.125251 104.674957 
L 312.793652 105.967711 
L 313.462053 106.259585 
L 314.130454 105.894934 
L 314.798855 109.16196 
L 315.467256 108.597216 
L 316.135657 114.277078 
L 316.804058 104.5497 
L 317.472459 108.073537 
L 318.14086 108.900928 
L 318.809261 108.163038 
L 319.477663 107.72576 
L 320.146064 110.729394 
L 320.814465 105.013182 
L 321.482866 110.676467 
L 322.151267 109.961061 
L 322.819668 106.258668 
L 323.488069 108.112718 
L 324.15647 105.424953 
L 324.824871 112.365461 
L 325.493272 110.703391 
L 326.161673 104.073712 
L 326.830074 104.781055 
L 327.498475 105.853224 
L 328.166876 109.133747 
L 328.835277 103.931163 
L 329.503678 106.297476 
L 330.172079 107.223272 
L 330.84048 105.359346 
L 331.508882 108.722472 
L 332.177283 108.248768 
L 332.845684 105.999497 
L 333.514085 108.436277 
L 334.182486 105.922676 
L 334.850887 106.662746 
L 335.519288 106.870704 
L 336.187689 106.209886 
L 336.85609 109.967909 
L 337.524491 104.008652 
L 338.192892 104.210383 
L 338.861293 106.188299 
L 339.529694 109.917192 
L 340.198095 108.277551 
L 340.866496 103.643258 
L 341.534897 105.704097 
L 342.203298 105.302027 
L 342.871699 110.071058 
L 343.540101 108.916037 
L 344.208502 106.579548 
L 344.876903 109.916994 
L 345.545304 109.052658 
L 346.213705 111.19161 
L 346.882106 109.927065 
L 347.550507 110.813213 
L 348.218908 107.929423 
L 348.887309 109.632263 
L 349.55571 110.789789 
L 350.224111 103.97203 
L 350.892512 108.685102 
L 351.560913 110.996753 
L 352.229314 106.839838 
L 352.897715 106.261049 
L 353.566116 106.738673 
L 354.234517 106.547715 
L 354.902918 110.436824 
L 355.57132 107.215158 
L 356.239721 110.685028 
L 356.908122 107.333168 
L 358.244924 107.822902 
L 358.913325 104.330552 
L 359.581726 109.98962 
L 360.918528 105.43036 
L 361.586929 108.730758 
L 362.25533 108.559747 
L 362.923731 114.838769 
L 363.592132 114.211101 
L 364.260533 103.916125 
L 364.928934 106.677959 
L 365.597335 108.064704 
L 366.265736 104.693763 
L 366.934137 110.949733 
L 367.602539 109.755088 
L 368.27094 101.458325 
L 368.939341 106.60982 
L 370.276143 107.887515 
L 370.944544 109.19563 
L 371.612945 107.607227 
L 372.281346 109.193743 
L 372.281346 109.193743 
" 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: 1.635 $\bullet$ mean: 1.301 $\bullet$ $\sigma$: 0.109 -->
    <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-36"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.47 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 103.966677)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-31"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-34"/>
     <use x="159.033203" xlink:href="#DejaVuSans-37"/>
    </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(#pd71c5d75aa)" d="M 18.697188 130.699927 
L 372.281346 130.699927 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pd71c5d75aa)" d="M 19.365589 137.482995 
L 20.03399 142.458401 
L 20.702391 138.100374 
L 21.370792 141.142167 
L 22.039193 140.723346 
L 22.707594 132.836389 
L 23.375995 131.501559 
L 24.044396 143.572638 
L 24.712797 133.913739 
L 25.381198 135.679207 
L 26.049599 133.113026 
L 26.718 132.723123 
L 27.386401 135.190051 
L 28.054802 142.193499 
L 28.723203 136.536146 
L 30.060005 133.932441 
L 30.728407 133.761765 
L 31.396808 135.270694 
L 32.065209 134.238532 
L 32.73361 135.890066 
L 33.402011 142.621715 
L 34.070412 138.661143 
L 34.738813 137.633346 
L 35.407214 135.64845 
L 36.075615 136.244995 
L 36.744016 136.417152 
L 37.412417 135.828712 
L 38.080818 144.388753 
L 38.749219 135.425108 
L 39.41762 135.76178 
L 40.086021 133.347129 
L 40.754422 136.305311 
L 41.422823 140.398405 
L 42.091224 133.412675 
L 42.759626 133.094701 
L 43.428027 143.565028 
L 44.096428 137.021934 
L 44.764829 138.984892 
L 46.101631 134.559976 
L 46.770032 133.571034 
L 47.438433 140.798394 
L 48.106834 134.328156 
L 48.775235 140.978862 
L 49.443636 137.641775 
L 50.112037 140.244576 
L 50.780438 134.543681 
L 51.448839 141.117128 
L 52.11724 143.662467 
L 52.785641 144.774813 
L 53.454042 141.276563 
L 54.122443 138.561395 
L 54.790845 135.253083 
L 55.459246 135.409167 
L 56.127647 142.206602 
L 56.796048 136.180289 
L 57.464449 137.545746 
L 58.13285 137.549856 
L 58.801251 136.633512 
L 59.469652 137.408372 
L 60.138053 137.704775 
L 60.806454 134.343868 
L 61.474855 138.750369 
L 62.143256 136.135883 
L 62.811657 128.063599 
L 63.480058 130.653762 
L 64.81686 144.56433 
L 65.485261 139.497287 
L 67.490465 131.477197 
L 68.158866 140.62844 
L 68.827267 135.879734 
L 69.495668 133.231718 
L 70.164069 135.719309 
L 70.83247 139.343236 
L 71.500871 135.628205 
L 72.169272 135.500423 
L 73.506074 137.512212 
L 74.174475 141.753578 
L 74.842876 135.366579 
L 75.511277 134.728686 
L 76.179678 140.311425 
L 76.848079 141.118246 
L 77.51648 136.50848 
L 78.184881 133.879269 
L 78.853283 134.421592 
L 80.858486 141.027741 
L 81.526887 138.038566 
L 82.195288 140.185119 
L 82.863689 143.36402 
L 83.53209 134.509901 
L 84.200491 135.960121 
L 84.868892 142.401156 
L 85.537293 137.874679 
L 86.205694 134.548025 
L 86.874095 138.028511 
L 87.542496 139.423573 
L 88.210897 136.624025 
L 88.879298 136.037536 
L 89.547699 128.767412 
L 90.2161 132.212772 
L 90.884502 140.799489 
L 91.552903 141.746786 
L 92.221304 139.127201 
L 92.889705 139.85665 
L 93.558106 131.747124 
L 94.226507 141.879391 
L 94.894908 139.547615 
L 95.563309 144.250568 
L 96.23171 138.889167 
L 96.900111 137.099665 
L 97.568512 144.489032 
L 98.236913 144.323195 
L 98.905314 145.700458 
L 99.573715 141.663412 
L 100.242116 138.929 
L 100.910517 140.906896 
L 102.247319 136.216784 
L 102.915721 136.5589 
L 103.584122 143.794343 
L 104.252523 144.774728 
L 104.920924 137.460154 
L 105.589325 141.176628 
L 106.257726 140.531572 
L 106.926127 135.27392 
L 107.594528 132.303969 
L 108.262929 130.75559 
L 108.93133 130.287997 
L 109.599731 142.005536 
L 110.268132 140.036078 
L 110.936533 136.742468 
L 111.604934 134.195569 
L 112.273335 132.748913 
L 112.941736 138.29489 
L 113.610137 142.30596 
L 114.278538 142.566625 
L 114.94694 135.474262 
L 115.615341 134.339744 
L 116.283742 135.195169 
L 116.952143 140.169463 
L 117.620544 139.737782 
L 118.288945 138.432877 
L 118.957346 138.875331 
L 119.625747 134.122785 
L 120.294148 132.194568 
L 120.962549 139.221361 
L 121.63095 144.084026 
L 122.299351 145.040444 
L 122.967752 139.261503 
L 123.636153 137.231266 
L 124.304554 134.679295 
L 124.972955 133.785004 
L 125.641356 142.809653 
L 126.309757 142.652758 
L 126.978159 141.703447 
L 127.64656 136.066844 
L 128.314961 136.192974 
L 128.983362 140.801718 
L 129.651763 140.592176 
L 130.320164 144.818389 
L 130.988565 141.92752 
L 131.656966 133.386484 
L 132.325367 130.923103 
L 132.993768 139.982133 
L 133.662169 135.182446 
L 134.33057 133.111946 
L 134.998971 138.669617 
L 135.667372 141.392312 
L 136.335773 137.612343 
L 137.004174 135.061572 
L 137.672575 139.022532 
L 138.340976 131.063659 
L 139.009378 128.3206 
L 139.677779 127.924059 
L 140.34618 143.208108 
L 141.014581 140.822788 
L 141.682982 142.351827 
L 142.351383 135.157723 
L 143.019784 132.068153 
L 143.688185 136.540447 
L 144.356586 143.959422 
L 145.024987 128.49299 
L 145.693388 127.865993 
L 146.361789 141.51356 
L 147.03019 136.451025 
L 147.698591 132.554567 
L 148.366992 144.439038 
L 149.035393 136.826104 
L 149.703794 138.479576 
L 150.372195 137.28255 
L 151.040597 134.763116 
L 151.708998 134.847218 
L 152.377399 138.027177 
L 153.0458 138.054939 
L 153.714201 143.49555 
L 154.382602 134.826029 
L 155.051003 139.612334 
L 155.719404 137.229299 
L 156.387805 133.558569 
L 157.056206 141.714372 
L 157.724607 140.736415 
L 159.061409 136.843726 
L 159.72981 136.090324 
L 160.398211 142.897247 
L 161.066612 138.793998 
L 161.735013 136.073708 
L 162.403414 134.586327 
L 163.071816 134.932925 
L 163.740217 138.502065 
L 164.408618 143.118005 
L 165.077019 137.470271 
L 165.74542 137.295589 
L 166.413821 134.112677 
L 167.082222 136.174424 
L 167.750623 140.673018 
L 168.419024 140.992068 
L 169.087425 134.549316 
L 169.755826 136.151922 
L 170.424227 138.072085 
L 171.092628 132.381012 
L 171.761029 135.02065 
L 172.42943 143.536351 
L 173.097831 131.025403 
L 173.766232 130.927669 
L 174.434633 141.631003 
L 175.103035 141.046762 
L 175.771436 135.764527 
L 176.439837 133.255605 
L 177.108238 141.426994 
L 177.776639 139.764518 
L 178.44504 135.840408 
L 179.113441 133.424618 
L 179.781842 139.242733 
L 180.450243 140.944473 
L 181.118644 141.757457 
L 181.787045 137.801139 
L 182.455446 132.715179 
L 183.123847 141.179425 
L 183.792248 142.627864 
L 184.460649 140.072193 
L 185.12905 143.101827 
L 185.797451 135.445884 
L 186.465852 144.550124 
L 187.134254 138.476773 
L 187.802655 139.523376 
L 188.471056 133.388497 
L 189.139457 140.03604 
L 189.807858 138.536367 
L 190.476259 135.011925 
L 191.14466 143.180657 
L 191.813061 134.013014 
L 192.481462 130.971293 
L 193.149863 142.26134 
L 193.818264 142.602933 
L 194.486665 136.760151 
L 195.155066 142.207328 
L 195.823467 135.400136 
L 196.491868 138.18567 
L 197.160269 133.915778 
L 197.82867 133.711863 
L 198.497071 143.761409 
L 199.165473 136.295046 
L 199.833874 136.180187 
L 200.502275 140.226332 
L 201.170676 142.999357 
L 201.839077 141.873139 
L 202.507478 133.538965 
L 203.175879 130.530949 
L 203.84428 141.788169 
L 204.512681 131.442455 
L 205.181082 129.339823 
L 205.849483 138.904137 
L 207.186285 142.901106 
L 207.854686 134.634886 
L 208.523087 131.220051 
L 209.191488 136.011 
L 209.859889 138.247186 
L 210.52829 143.655143 
L 211.196692 133.913175 
L 211.865093 133.409555 
L 213.201895 140.474206 
L 213.870296 137.294724 
L 214.538697 135.480842 
L 215.207098 137.636367 
L 215.875499 143.890073 
L 216.5439 135.547017 
L 217.212301 129.105686 
L 217.880702 133.33622 
L 218.549103 143.407123 
L 219.217504 144.748114 
L 219.885905 145.271218 
L 220.554306 135.137598 
L 221.222707 129.785484 
L 221.891108 134.218124 
L 222.559509 143.964918 
L 223.227911 145.612807 
L 223.896312 142.136058 
L 224.564713 141.160364 
L 225.233114 140.667862 
L 225.901515 133.687105 
L 226.569916 124.906441 
L 227.238317 129.756742 
L 227.906718 143.180296 
L 228.575119 132.55423 
L 229.24352 131.06137 
L 230.580322 141.590801 
L 231.248723 138.39829 
L 231.917124 143.113684 
L 232.585525 139.719408 
L 233.253926 138.194676 
L 233.922327 138.708728 
L 234.590728 139.041933 
L 235.25913 130.855668 
L 235.927531 130.146248 
L 236.595932 141.971731 
L 237.264333 132.435426 
L 237.932734 129.370136 
L 238.601135 138.07353 
L 239.269536 140.14226 
L 239.937937 132.565858 
L 240.606338 127.49968 
L 241.274739 139.975044 
L 241.94314 138.589636 
L 242.611541 135.416707 
L 243.279942 135.712432 
L 243.948343 136.428197 
L 244.616744 138.139192 
L 245.953546 144.079284 
L 246.621947 144.504311 
L 247.290349 133.249264 
L 247.95875 129.293378 
L 248.627151 139.578625 
L 249.295552 136.38476 
L 249.963953 134.720644 
L 250.632354 129.971459 
L 251.300755 131.642209 
L 251.969156 142.286528 
L 252.637557 139.862977 
L 253.305958 139.415239 
L 253.974359 141.781085 
L 254.64276 140.837437 
L 255.311161 141.416249 
L 255.979562 136.658615 
L 256.647963 134.106385 
L 257.316364 138.90454 
L 258.653166 131.208247 
L 259.321568 136.381287 
L 259.989969 140.117094 
L 260.65837 134.56885 
L 261.995172 143.783503 
L 262.663573 141.736488 
L 263.331974 140.536595 
L 264.000375 138.952101 
L 264.668776 139.313565 
L 265.337177 134.279497 
L 266.005578 131.344019 
L 266.673979 137.80275 
L 267.34238 141.626633 
L 268.010781 141.708859 
L 268.679182 143.002741 
L 269.347583 140.451706 
L 270.015984 132.916579 
L 270.684385 132.103121 
L 271.352787 137.059086 
L 272.021188 139.131192 
L 272.689589 144.222891 
L 273.35799 130.661291 
L 274.026391 128.416267 
L 274.694792 142.147349 
L 275.363193 132.942618 
L 276.031594 132.364699 
L 276.699995 140.569541 
L 277.368396 138.236236 
L 278.036797 145.813798 
L 278.705198 141.133142 
L 279.373599 135.083116 
L 280.042 132.761422 
L 280.710401 144.201611 
L 281.378802 143.030042 
L 282.047203 137.322228 
L 282.715604 140.922315 
L 283.384006 137.266255 
L 284.052407 140.71894 
L 284.720808 135.190949 
L 285.389209 137.905145 
L 286.05761 137.655262 
L 286.726011 142.482294 
L 287.394412 140.426979 
L 288.062813 138.93527 
L 288.731214 135.208103 
L 289.399615 143.216185 
L 290.068016 141.653814 
L 290.736417 142.84322 
L 291.404818 135.314976 
L 292.073219 133.030322 
L 292.74162 140.452092 
L 293.410021 141.132398 
L 294.078422 137.826623 
L 294.746823 140.336082 
L 295.415225 142.214567 
L 296.083626 139.667968 
L 296.752027 128.610247 
L 298.088829 139.134894 
L 298.75723 136.292646 
L 299.425631 129.729023 
L 300.094032 136.312596 
L 300.762433 140.545744 
L 301.430834 132.133816 
L 302.099235 129.527602 
L 302.767636 135.721319 
L 303.436037 144.66915 
L 304.104438 134.601248 
L 304.772839 132.434513 
L 305.44124 133.343282 
L 306.109641 138.821918 
L 306.778042 137.082515 
L 307.446444 130.753043 
L 308.114845 140.839605 
L 308.783246 139.685121 
L 309.451647 137.022105 
L 310.120048 135.331363 
L 310.788449 143.157706 
L 311.45685 136.277137 
L 312.125251 134.194062 
L 312.793652 133.600738 
L 313.462053 135.25434 
L 314.130454 143.570534 
L 314.798855 135.961247 
L 315.467256 137.536677 
L 316.135657 136.01976 
L 316.804058 138.927795 
L 317.472459 142.712168 
L 318.14086 135.762157 
L 318.809261 135.151655 
L 319.477663 130.216343 
L 320.146064 136.462384 
L 320.814465 140.369912 
L 321.482866 142.543469 
L 322.151267 143.576194 
L 322.819668 136.22496 
L 323.488069 132.295422 
L 324.15647 145.155656 
L 324.824871 139.625566 
L 325.493272 140.622601 
L 326.161673 133.982889 
L 327.498475 142.96723 
L 328.166876 144.973441 
L 328.835277 139.810717 
L 329.503678 128.24648 
L 330.172079 142.542363 
L 330.84048 138.590534 
L 331.508882 143.296076 
L 332.177283 138.699182 
L 332.845684 138.044279 
L 333.514085 136.546123 
L 334.182486 132.116332 
L 334.850887 143.897095 
L 335.519288 140.960344 
L 336.187689 133.589379 
L 336.85609 130.664517 
L 337.524491 143.227676 
L 338.192892 135.089957 
L 338.861293 136.131975 
L 339.529694 134.51804 
L 340.198095 138.44097 
L 340.866496 140.579193 
L 341.534897 141.352013 
L 342.203298 138.308236 
L 342.871699 137.056484 
L 343.540101 141.758513 
L 344.208502 134.851917 
L 344.876903 134.813841 
L 345.545304 143.55784 
L 346.213705 139.461018 
L 346.882106 137.495416 
L 347.550507 142.424907 
L 348.218908 145.668141 
L 348.887309 141.108684 
L 349.55571 140.12977 
L 350.224111 143.12223 
L 350.892512 139.176454 
L 351.560913 140.317025 
L 352.229314 139.521431 
L 352.897715 134.474184 
L 353.566116 135.181875 
L 354.234517 139.570252 
L 355.57132 137.91749 
L 356.908122 141.923336 
L 357.576523 140.377385 
L 358.244924 137.123452 
L 358.913325 137.693575 
L 360.918528 133.957164 
L 361.586929 135.706468 
L 362.25533 141.449758 
L 362.923731 139.896764 
L 363.592132 137.77739 
L 364.260533 132.192657 
L 364.928934 132.459508 
L 366.265736 139.056598 
L 366.934137 136.878184 
L 367.602539 138.251204 
L 368.27094 131.306416 
L 368.939341 137.855211 
L 369.607742 141.200501 
L 370.276143 143.060698 
L 370.944544 135.064556 
L 371.612945 132.808669 
L 372.281346 141.670679 
L 372.281346 141.670679 
" 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: 0.380 $\bullet$ mean: 0.160 $\bullet$ $\sigma$: 0.071 -->
    <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-33"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <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-36"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.28 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 131.52774)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-38"/>
    </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(#pabb083b961)">
    <image height="946" id="imageb5293d5794" transform="matrix(4 0 0 0.135307 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOyCAYAAACyo7/PAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ENABAABdEflSmIisZCFrGYWdQ2YQMt4ppXX3vytU0jSQAAAADwLcOWGzL25OBuyICHUI+J2wEAOMsCImINfEDYHgQAAAAASUVORK5CYII="/>
   </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(#pf39f14c615)">
    <image height="128.16" id="imagee940341fa7" 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="m9e7e687457" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m9e7e687457" 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="#m9e7e687457" 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="#m9e7e687457" 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="#m9e7e687457" 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="#m9e7e687457" 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="p98dfca0991">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p33b97b963c">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p5ddbcd2fe7">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p22ab91dab7">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pd71c5d75aa">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="pabb083b961">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="pf39f14c615">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>