highspeed-fmriprep/fmriprep/sub-14/figures/sub-14_ses-01_task-highspeed_rec-prenorm_run-01_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p806aabb3dd)" d="M 18.697188 23.321663 
L 372.281346 23.321663 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p806aabb3dd)" d="M 18.697188 23.388019 
L 20.03399 23.604437 
L 20.702391 23.569758 
L 21.370792 23.257217 
L 22.039193 23.359394 
L 22.707594 23.34553 
L 23.375995 23.589166 
L 24.044396 23.571373 
L 24.712797 23.742944 
L 25.381198 23.681163 
L 26.049599 23.771335 
L 26.718 23.655746 
L 27.386401 23.862275 
L 28.054802 23.705231 
L 28.723203 23.932051 
L 29.391604 23.80964 
L 30.060005 23.954562 
L 31.396808 23.846376 
L 32.065209 23.830803 
L 34.070412 23.188614 
L 34.738813 23.116363 
L 35.407214 23.274882 
L 36.075615 23.301565 
L 36.744016 23.454843 
L 38.749219 23.233276 
L 40.086021 23.475657 
L 41.422823 24.046327 
L 42.091224 24.064294 
L 43.428027 23.788245 
L 44.096428 23.340974 
L 44.764829 23.159549 
L 46.101631 23.355001 
L 46.770032 23.684859 
L 47.438433 23.473903 
L 48.775235 23.31235 
L 52.11724 23.788477 
L 52.785641 23.945613 
L 54.122443 23.746918 
L 54.790845 23.430321 
L 56.127647 23.166917 
L 58.13285 23.91549 
L 60.138053 23.378152 
L 60.806454 23.64459 
L 61.474855 23.72701 
L 62.143256 23.942417 
L 62.811657 23.696794 
L 63.480058 23.730543 
L 64.148459 23.535265 
L 64.81686 23.782597 
L 65.485261 23.814812 
L 66.153662 24.135685 
L 66.822064 23.836172 
L 67.490465 23.979153 
L 68.158866 23.90782 
L 68.827267 24.055322 
L 72.169272 23.902067 
L 72.837673 23.610306 
L 74.174475 23.558566 
L 74.842876 23.862402 
L 76.179678 24.070616 
L 77.51648 23.707509 
L 78.184881 23.546317 
L 79.521684 23.893049 
L 80.190085 24.090524 
L 81.526887 24.082819 
L 82.863689 23.983349 
L 84.200491 24.025605 
L 85.537293 23.916571 
L 87.542496 23.875709 
L 88.879298 24.069744 
L 90.2161 23.866121 
L 90.884502 23.888412 
L 91.552903 24.063736 
L 95.563309 23.961338 
L 96.23171 24.147447 
L 96.900111 23.92975 
L 97.568512 24.140962 
L 101.578918 24.064294 
L 102.247319 24.155419 
L 104.252523 23.677897 
L 109.599731 24.072824 
L 110.268132 24.049104 
L 110.936533 23.705603 
L 111.604934 23.656455 
L 112.941736 23.856243 
L 114.94694 24.387701 
L 115.615341 24.230657 
L 116.952143 23.638337 
L 117.620544 23.583704 
L 118.288945 23.803574 
L 118.957346 23.861136 
L 119.625747 24.053916 
L 120.962549 23.963592 
L 121.63095 23.821157 
L 122.299351 23.935514 
L 122.967752 23.837637 
L 123.636153 24.005837 
L 124.304554 24.009939 
L 124.972955 24.166587 
L 126.309757 24.107282 
L 128.983362 24.116335 
L 130.988565 23.854477 
L 131.656966 23.934538 
L 132.993768 24.43707 
L 133.662169 24.196362 
L 134.33057 23.740863 
L 134.998971 23.56576 
L 136.335773 23.714854 
L 137.004174 23.964324 
L 138.340976 23.992437 
L 139.009378 23.814289 
L 140.34618 23.92158 
L 141.014581 24.185101 
L 141.682982 24.292775 
L 142.351383 24.278237 
L 143.019784 24.046826 
L 144.356586 23.851327 
L 145.024987 23.955527 
L 152.377399 23.663452 
L 153.0458 23.561483 
L 155.719404 23.884867 
L 157.056206 24.191888 
L 159.061409 23.618929 
L 160.398211 23.683139 
L 161.066612 24.018121 
L 163.071816 24.02987 
L 163.740217 23.913131 
L 164.408618 23.55766 
L 165.74542 23.614664 
L 167.082222 23.99948 
L 167.750623 23.980141 
L 168.419024 24.087944 
L 169.755826 24.035518 
L 171.092628 23.531871 
L 171.761029 23.549838 
L 173.097831 23.935084 
L 174.434633 23.979316 
L 175.103035 23.77309 
L 175.771436 23.701071 
L 176.439837 23.793254 
L 177.108238 24.050138 
L 177.776639 24.151572 
L 179.781842 23.86704 
L 180.450243 24.011531 
L 182.455446 23.698654 
L 183.123847 23.897663 
L 183.792248 23.937141 
L 184.460649 24.138544 
L 185.12905 24.009102 
L 185.797451 23.514195 
L 187.134254 23.265201 
L 188.471056 23.505095 
L 189.139457 23.830792 
L 190.476259 23.668495 
L 191.813061 23.537403 
L 192.481462 23.735169 
L 193.818264 23.87507 
L 194.486665 23.550048 
L 195.823467 23.415748 
L 197.160269 23.610713 
L 197.82867 23.711054 
L 200.502275 23.562762 
L 201.170676 23.5386 
L 201.839077 23.771266 
L 202.507478 23.828293 
L 203.175879 24.003733 
L 205.181082 23.221666 
L 206.517884 23.672923 
L 207.186285 24.163589 
L 207.854686 24.28543 
L 208.523087 24.214399 
L 209.191488 23.911167 
L 211.196692 23.610143 
L 213.870296 24.499222 
L 215.875499 23.786037 
L 217.880702 23.753845 
L 219.885905 23.578404 
L 221.222707 23.756378 
L 223.227911 23.563482 
L 225.233114 23.889109 
L 225.901515 23.961489 
L 226.569916 23.855859 
L 227.906718 23.365136 
L 228.575119 23.441397 
L 229.24352 23.401035 
L 229.911921 23.642533 
L 230.580322 23.424801 
L 231.248723 23.499459 
L 233.253926 23.458376 
L 237.932734 23.878161 
L 239.937937 23.473531 
L 240.606338 23.448149 
L 241.274739 23.614199 
L 242.611541 23.632608 
L 243.279942 23.520133 
L 243.948343 23.664846 
L 245.285145 23.653085 
L 245.953546 23.726418 
L 247.95875 23.618092 
L 248.627151 23.718399 
L 249.295552 23.6332 
L 249.963953 23.866761 
L 251.300755 23.905356 
L 251.969156 23.998445 
L 252.637557 23.896768 
L 253.974359 23.484199 
L 255.311161 23.844261 
L 256.647963 23.850711 
L 259.321568 23.338324 
L 261.326771 23.594187 
L 261.995172 23.446882 
L 262.663573 23.154819 
L 263.331974 23.13426 
L 264.668776 23.438038 
L 265.337177 23.658768 
L 266.673979 23.7546 
L 269.347583 23.736993 
L 270.015984 23.627006 
L 273.35799 23.725732 
L 274.026391 23.517832 
L 275.363193 23.688578 
L 276.699995 23.961965 
L 277.368396 23.934654 
L 278.705198 23.457865 
L 279.373599 23.405463 
L 281.378802 23.823819 
L 283.384006 23.362114 
L 284.052407 23.619766 
L 284.720808 23.654026 
L 285.389209 23.931691 
L 286.726011 23.892967 
L 287.394412 23.753833 
L 291.404818 23.696062 
L 294.746823 23.868492 
L 297.420428 23.697154 
L 298.75723 22.886382 
L 299.425631 23.248501 
L 300.094032 23.306249 
L 300.762433 23.693854 
L 301.430834 23.938094 
L 302.099235 23.814486 
L 302.767636 23.467057 
L 303.436037 23.893479 
L 304.104438 23.996691 
L 305.44124 23.907076 
L 308.783246 24.245766 
L 309.451647 24.254133 
L 312.793652 23.487035 
L 313.462053 23.590433 
L 314.130454 23.512521 
L 316.135657 23.772556 
L 316.804058 23.625809 
L 317.472459 23.347668 
L 318.14086 23.281797 
L 319.477663 23.567991 
L 320.146064 23.683836 
L 321.482866 23.239517 
L 322.819668 23.160385 
L 325.493272 24.100332 
L 326.161673 24.078693 
L 328.166876 23.493253 
L 329.503678 23.535579 
L 330.172079 23.813313 
L 330.84048 23.831721 
L 331.508882 24.005128 
L 332.177283 23.908796 
L 332.845684 23.949867 
L 333.514085 23.722687 
L 334.182486 23.651539 
L 334.850887 23.410402 
L 337.524491 23.371865 
L 338.192892 23.58654 
L 338.861293 23.54211 
L 339.529694 23.650586 
L 340.198095 23.593931 
L 341.534897 23.654201 
L 342.203298 23.645973 
L 344.208502 24.195374 
L 344.876903 24.092162 
L 345.545304 23.759284 
L 346.213705 23.567352 
L 346.882106 23.580822 
L 347.550507 23.737481 
L 348.218908 23.673132 
L 348.887309 23.794532 
L 349.55571 23.732042 
L 350.224111 23.804294 
L 350.892512 23.636245 
L 352.897715 23.52534 
L 353.566116 23.35442 
L 354.234517 23.434377 
L 355.57132 23.80276 
L 356.908122 23.973982 
L 357.576523 23.875988 
L 358.244924 23.575022 
L 359.581726 23.401721 
L 360.250127 23.688008 
L 361.586929 23.911097 
L 362.25533 23.774764 
L 363.592132 23.840379 
L 364.928934 24.061551 
L 365.597335 24.078112 
L 367.602539 23.404091 
L 368.27094 23.499482 
L 368.939341 23.433808 
L 369.607742 23.596615 
L 370.276143 23.462862 
L 370.944544 23.711124 
L 371.612945 23.507524 
L 372.281346 23.765966 
L 372.281346 23.765966 
" 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: 571.737 $\bullet$ mean: 567.184 $\bullet$ $\sigma$: 1.335 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 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 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 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 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"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-31"/>
     <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-33"/>
     <use transform="translate(633.033203 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(696.65625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.443359 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.041016 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.828125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.240234 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.763672 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.042969 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.421875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.113281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.900391 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.523438 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1299.146484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1362.769531 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.556641 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1458.179688 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1521.802734 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1585.425781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.212891 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.810547 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.597656 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.976562 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.667969 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.455078 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.078125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.865234 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1999.488281 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(2063.111328 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 569.45 -->
    <defs>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 24.149476)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-36"/>
     <use x="127.246094" xlink:href="#DejaVuSans-39"/>
     <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(#p048bfa1dfb)" d="M 18.697188 50.883996 
L 372.281346 50.883996 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p048bfa1dfb)" d="M 18.697188 50.086135 
L 20.03399 51.847453 
L 21.370792 51.04841 
L 22.039193 51.057026 
L 22.707594 50.784981 
L 23.375995 50.955408 
L 24.044396 50.920102 
L 24.712797 51.057938 
L 25.381198 51.738601 
L 26.049599 51.256005 
L 26.718 50.988098 
L 27.386401 51.516058 
L 28.723203 51.282685 
L 29.391604 51.643955 
L 30.060005 51.290369 
L 30.728407 51.491142 
L 31.396808 51.334271 
L 32.065209 51.319583 
L 32.73361 51.555571 
L 33.402011 51.394042 
L 34.070412 50.573038 
L 35.407214 50.799268 
L 36.075615 50.506535 
L 36.744016 51.28555 
L 37.412417 50.884977 
L 38.080818 50.717767 
L 38.749219 50.89193 
L 39.41762 50.511454 
L 40.086021 50.947844 
L 40.754422 50.996384 
L 41.422823 51.614441 
L 42.091224 51.408599 
L 43.428027 51.769178 
L 44.096428 50.797865 
L 45.43323 50.325118 
L 46.101631 50.406229 
L 46.770032 50.9403 
L 47.438433 50.502046 
L 48.106834 50.738966 
L 48.775235 50.574661 
L 50.780438 50.841136 
L 51.448839 51.21535 
L 52.11724 51.153155 
L 52.785641 51.580097 
L 53.454042 51.494378 
L 54.122443 51.66774 
L 54.790845 50.840875 
L 55.459246 50.933757 
L 56.127647 50.529087 
L 56.796048 50.375812 
L 57.464449 50.627078 
L 58.13285 51.326647 
L 58.801251 50.952372 
L 59.469652 51.128759 
L 61.474855 50.938136 
L 62.143256 51.44694 
L 62.811657 50.990934 
L 63.480058 51.34447 
L 64.148459 50.750718 
L 64.81686 51.092753 
L 65.485261 50.755397 
L 66.153662 51.326386 
L 66.822064 51.011943 
L 67.490465 51.423777 
L 68.158866 51.137586 
L 68.827267 51.877609 
L 69.495668 51.309104 
L 70.164069 51.959471 
L 70.83247 51.292694 
L 71.500871 51.814562 
L 72.169272 51.18289 
L 72.837673 51.535244 
L 73.506074 50.92947 
L 74.174475 50.991435 
L 76.179678 51.633105 
L 77.51648 51.505278 
L 78.184881 51.308884 
L 78.853283 51.236038 
L 79.521684 51.667098 
L 80.190085 51.66782 
L 80.858486 51.87826 
L 81.526887 51.864685 
L 82.195288 52.031575 
L 82.863689 51.70597 
L 83.53209 52.284103 
L 84.200491 51.873041 
L 84.868892 52.208032 
L 85.537293 51.755903 
L 86.205694 52.060428 
L 86.874095 51.488076 
L 87.542496 51.773636 
L 88.210897 51.545142 
L 88.879298 51.860637 
L 89.547699 51.598551 
L 90.2161 51.63048 
L 91.552903 51.511359 
L 92.221304 51.688027 
L 92.889705 51.664934 
L 93.558106 51.394663 
L 94.226507 51.598952 
L 96.23171 51.74899 
L 97.568512 51.527109 
L 98.905314 51.824751 
L 99.573715 51.714326 
L 100.242116 51.737479 
L 100.910517 51.592269 
L 101.578918 51.589524 
L 102.247319 51.871969 
L 102.915721 51.834128 
L 104.252523 51.559439 
L 106.926127 51.583213 
L 107.594528 51.766423 
L 108.262929 51.680964 
L 108.93133 52.184428 
L 109.599731 51.956375 
L 110.268132 52.310522 
L 110.936533 51.671346 
L 112.941736 51.66237 
L 113.610137 52.031234 
L 114.278538 52.054988 
L 114.94694 52.499964 
L 115.615341 52.317235 
L 116.283742 52.447426 
L 116.952143 51.422875 
L 117.620544 51.387429 
L 118.288945 51.082093 
L 118.957346 51.384985 
L 119.625747 51.410552 
L 120.294148 51.769759 
L 120.962549 51.461707 
L 121.63095 51.758197 
L 122.299351 51.425179 
L 122.967752 51.755593 
L 123.636153 51.63585 
L 124.304554 51.833647 
L 124.972955 51.784847 
L 125.641356 52.005697 
L 126.309757 51.868893 
L 126.978159 52.111443 
L 127.64656 51.875305 
L 128.314961 52.297117 
L 128.983362 52.076007 
L 129.651763 52.173568 
L 130.320164 51.946126 
L 130.988565 51.909548 
L 131.656966 51.760602 
L 132.325367 51.908216 
L 132.993768 52.308779 
L 133.662169 52.354895 
L 134.33057 51.906953 
L 136.335773 51.340192 
L 137.004174 51.844658 
L 137.672575 51.66789 
L 138.340976 52.087458 
L 139.009378 51.766122 
L 140.34618 51.74857 
L 141.014581 52.087398 
L 141.682982 52.179479 
L 142.351383 52.387315 
L 143.019784 52.150505 
L 143.688185 51.762045 
L 144.356586 51.660917 
L 145.024987 51.928253 
L 145.693388 51.714326 
L 146.361789 51.911933 
L 147.03019 51.70563 
L 147.698591 51.986261 
L 148.366992 51.692215 
L 149.035393 52.116182 
L 149.703794 51.64126 
L 150.372195 51.961845 
L 151.040597 51.597609 
L 153.714201 51.247089 
L 154.382602 51.32835 
L 155.051003 51.203097 
L 155.719404 51.243472 
L 156.387805 51.59804 
L 157.724607 51.962987 
L 158.393008 52.105562 
L 159.061409 51.412496 
L 160.398211 51.396747 
L 161.066612 51.835942 
L 163.071816 52.29847 
L 163.740217 52.047594 
L 164.408618 51.537257 
L 165.077019 51.572042 
L 165.74542 51.302121 
L 167.082222 51.850809 
L 167.750623 51.999876 
L 168.419024 51.844177 
L 169.087425 51.960513 
L 169.755826 52.371656 
L 171.092628 51.612427 
L 171.761029 51.289848 
L 172.42943 51.47932 
L 173.097831 51.465775 
L 173.766232 52.025784 
L 176.439837 51.309585 
L 177.108238 51.512471 
L 178.44504 51.623427 
L 179.781842 51.627134 
L 180.450243 51.742398 
L 181.118644 51.742518 
L 182.455446 51.203077 
L 183.123847 51.243292 
L 184.460649 51.951316 
L 185.797451 51.941217 
L 186.465852 51.394793 
L 188.471056 50.969794 
L 189.139457 51.475713 
L 189.807858 51.358496 
L 190.476259 51.658272 
L 191.14466 51.35526 
L 191.813061 51.562825 
L 192.481462 51.391727 
L 193.149863 51.87841 
L 193.818264 52.012089 
L 194.486665 51.91612 
L 195.155066 51.513383 
L 196.491868 51.245837 
L 197.160269 51.326216 
L 197.82867 51.573174 
L 200.502275 51.24204 
L 202.507478 51.929636 
L 203.175879 52.210026 
L 203.84428 52.084303 
L 205.181082 50.973541 
L 205.849483 50.921475 
L 206.517884 51.071483 
L 207.186285 51.939594 
L 207.854686 52.013601 
L 208.523087 52.650864 
L 209.191488 52.199546 
L 211.196692 51.622976 
L 211.865093 51.695701 
L 213.201895 52.257674 
L 213.870296 52.75652 
L 214.538697 52.308308 
L 215.207098 52.408865 
L 215.875499 51.881837 
L 216.5439 51.899409 
L 217.212301 51.682166 
L 217.880702 51.858353 
L 220.554306 51.232291 
L 222.559509 51.834208 
L 223.227911 51.532809 
L 223.896312 51.741687 
L 224.564713 51.703516 
L 225.233114 51.824761 
L 225.901515 52.149233 
L 226.569916 52.202201 
L 227.238317 51.770671 
L 227.906718 51.603781 
L 228.575119 51.222453 
L 229.24352 51.318912 
L 230.580322 51.240777 
L 231.248723 51.520737 
L 231.917124 50.947443 
L 232.585525 51.618258 
L 233.253926 50.863337 
L 233.922327 51.458822 
L 234.590728 51.010159 
L 235.25913 51.599593 
L 235.927531 51.275932 
L 236.595932 51.71101 
L 237.264333 51.412446 
L 237.932734 51.721269 
L 239.269536 51.18309 
L 239.937937 51.390044 
L 240.606338 50.959135 
L 241.274739 51.561392 
L 241.94314 51.219227 
L 242.611541 51.813079 
L 243.279942 51.064139 
L 243.948343 51.837635 
L 244.616744 51.437633 
L 245.285145 51.747277 
L 245.953546 51.518783 
L 246.621947 51.763177 
L 247.95875 51.356061 
L 248.627151 51.46881 
L 249.295552 51.159637 
L 249.963953 51.412806 
L 250.632354 51.383682 
L 252.637557 51.985048 
L 253.305958 51.189111 
L 253.974359 51.457149 
L 254.64276 51.160057 
L 255.311161 51.679762 
L 255.979562 51.77029 
L 256.647963 52.059977 
L 257.316364 51.820814 
L 257.984765 51.720477 
L 258.653166 51.37155 
L 259.989969 51.433575 
L 260.65837 51.414029 
L 261.326771 51.777062 
L 262.663573 51.202997 
L 264.668776 50.876712 
L 265.337177 51.214749 
L 266.005578 51.792231 
L 266.673979 51.879192 
L 267.34238 52.079754 
L 268.010781 51.700039 
L 268.679182 51.708044 
L 269.347583 51.910971 
L 270.015984 51.392158 
L 270.684385 51.829179 
L 271.352787 51.390736 
L 272.021188 51.591468 
L 272.689589 51.911261 
L 274.694792 51.244204 
L 275.363193 51.53331 
L 276.031594 51.631142 
L 276.699995 51.976402 
L 277.368396 51.982534 
L 278.036797 51.768647 
L 278.705198 51.338589 
L 280.042 51.139008 
L 282.047203 51.772754 
L 283.384006 50.975234 
L 284.052407 51.314093 
L 284.720808 51.265523 
L 285.389209 51.607147 
L 287.394412 51.911322 
L 288.062813 51.849467 
L 289.399615 51.550362 
L 290.068016 51.455696 
L 292.073219 51.879392 
L 292.74162 51.559889 
L 293.410021 51.812678 
L 294.078422 51.472607 
L 294.746823 52.076658 
L 296.083626 51.733872 
L 296.752027 51.607558 
L 297.420428 51.728492 
L 298.088829 50.980474 
L 298.75723 51.191476 
L 299.425631 50.883194 
L 301.430834 51.489849 
L 302.099235 51.890623 
L 302.767636 51.73827 
L 303.436037 51.895402 
L 304.104438 51.462869 
L 304.772839 52.193475 
L 306.109641 51.870716 
L 306.778042 52.350757 
L 309.451647 52.167116 
L 310.120048 52.258005 
L 310.788449 52.08271 
L 311.45685 52.079684 
L 312.793652 51.469452 
L 313.462053 51.619931 
L 314.130454 51.438474 
L 314.798855 51.614811 
L 315.467256 51.475603 
L 316.135657 52.060428 
L 316.804058 51.741677 
L 317.472459 51.772143 
L 318.14086 51.393821 
L 319.477663 51.702444 
L 320.146064 52.098449 
L 320.814465 52.247315 
L 321.482866 51.868462 
L 322.151267 51.628447 
L 322.819668 51.221762 
L 323.488069 51.378232 
L 324.15647 51.390285 
L 325.493272 51.756154 
L 326.161673 51.960493 
L 326.830074 51.971263 
L 327.498475 51.601306 
L 329.503678 51.160979 
L 330.172079 51.169455 
L 330.84048 51.308503 
L 331.508882 51.866959 
L 332.177283 51.487435 
L 332.845684 52.046903 
L 333.514085 51.578414 
L 334.182486 51.943591 
L 334.850887 51.439005 
L 335.519288 51.676466 
L 336.187689 51.204209 
L 336.85609 51.463971 
L 337.524491 51.244765 
L 338.192892 51.913035 
L 338.861293 51.264501 
L 339.529694 51.995818 
L 340.198095 51.572132 
L 340.866496 51.966744 
L 341.534897 51.552175 
L 342.203298 51.626784 
L 342.871699 51.857692 
L 344.208502 51.972104 
L 344.876903 52.46032 
L 345.545304 52.236084 
L 346.213705 51.644787 
L 346.882106 51.91063 
L 347.550507 51.610123 
L 348.218908 51.796388 
L 348.887309 51.680102 
L 350.224111 51.922031 
L 350.892512 51.855929 
L 351.560913 51.967756 
L 352.229314 51.629679 
L 352.897715 51.903287 
L 353.566116 51.325825 
L 354.234517 51.465083 
L 354.902918 51.225829 
L 355.57132 51.826895 
L 356.239721 51.672408 
L 356.908122 52.162618 
L 359.581726 51.386458 
L 360.250127 51.638385 
L 360.918528 51.692716 
L 361.586929 52.095593 
L 362.25533 51.749131 
L 364.928934 51.92148 
L 365.597335 52.010265 
L 366.265736 52.269837 
L 366.934137 51.718464 
L 368.27094 51.202697 
L 368.939341 51.238283 
L 369.607742 51.108752 
L 370.276143 51.136343 
L 371.612945 51.408559 
L 372.281346 51.787321 
L 372.281346 51.787321 
" 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: 634.227 $\bullet$ mean: 625.134 $\bullet$ $\sigma$: 2.443 -->
    <defs>
     <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"/>
    </defs>
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-32"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 629.37 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.711809)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-39"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-33"/>
     <use x="286.279297" xlink:href="#DejaVuSans-37"/>
    </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(#pf5df3047a5)" d="M 18.697188 78.689505 
L 372.281346 78.689505 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pf5df3047a5)" d="M 18.697188 79.001922 
L 20.03399 78.853507 
L 20.702391 78.913851 
L 22.039193 78.619814 
L 22.707594 78.613037 
L 24.712797 78.893908 
L 25.381198 78.77709 
L 26.049599 78.931515 
L 26.718 78.808298 
L 27.386401 78.847439 
L 28.054802 78.721245 
L 28.723203 78.946364 
L 29.391604 78.750667 
L 30.060005 78.983742 
L 30.728407 78.749225 
L 31.396808 78.712568 
L 32.065209 78.856896 
L 33.402011 78.652235 
L 36.075615 78.656414 
L 36.744016 78.776724 
L 40.086021 78.617307 
L 40.754422 78.839861 
L 42.091224 78.84215 
L 43.428027 78.905184 
L 44.096428 78.729534 
L 46.101631 78.541588 
L 46.770032 78.769923 
L 47.438433 78.689293 
L 48.775235 78.738738 
L 52.11724 78.843169 
L 52.785641 78.944086 
L 55.459246 78.51299 
L 56.796048 78.585962 
L 58.13285 78.792763 
L 58.801251 78.879346 
L 60.138053 78.788332 
L 60.806454 78.88776 
L 61.474855 78.82515 
L 62.143256 78.928768 
L 62.811657 78.753106 
L 63.480058 78.765882 
L 64.148459 78.581394 
L 64.81686 78.694445 
L 65.485261 78.644107 
L 66.153662 78.821315 
L 66.822064 78.740227 
L 67.490465 78.965894 
L 68.158866 78.868138 
L 69.495668 78.941452 
L 70.164069 78.813347 
L 72.169272 78.844612 
L 72.837673 78.625309 
L 73.506074 78.724955 
L 74.174475 78.680982 
L 74.842876 78.870702 
L 75.511277 78.888974 
L 76.179678 79.033279 
L 77.51648 78.905597 
L 78.184881 78.837514 
L 78.853283 78.990176 
L 79.521684 78.936896 
L 80.858486 79.067383 
L 81.526887 78.980674 
L 84.200491 79.009741 
L 84.868892 78.916759 
L 85.537293 78.948356 
L 86.205694 78.848321 
L 88.210897 79.010955 
L 90.2161 79.000239 
L 95.563309 78.864429 
L 96.23171 79.101121 
L 96.900111 78.893816 
L 97.568512 79.137195 
L 98.236913 78.956793 
L 100.242116 79.005563 
L 101.578918 78.896117 
L 102.247319 79.087486 
L 102.915721 78.988161 
L 103.584122 79.038751 
L 104.252523 78.854228 
L 104.920924 78.910187 
L 105.589325 78.791274 
L 107.594528 78.988001 
L 110.268132 79.065414 
L 110.936533 78.933645 
L 112.941736 79.008585 
L 114.94694 79.183491 
L 115.615341 79.150486 
L 116.952143 78.877274 
L 117.620544 78.816564 
L 118.288945 78.953805 
L 118.957346 78.876323 
L 119.625747 79.047223 
L 120.294148 78.934618 
L 122.299351 79.065277 
L 122.967752 78.892019 
L 123.636153 79.094619 
L 124.304554 79.007394 
L 125.641356 79.066158 
L 126.978159 79.047257 
L 128.983362 79.014504 
L 130.320164 79.080572 
L 130.988565 78.944887 
L 132.325367 79.008631 
L 132.993768 79.184682 
L 134.998971 78.854835 
L 137.004174 78.98918 
L 138.340976 79.117011 
L 141.014581 79.044326 
L 141.682982 79.132947 
L 144.356586 78.86918 
L 148.366992 79.054515 
L 151.708998 78.826718 
L 152.377399 78.701165 
L 154.382602 78.771343 
L 157.056206 79.245083 
L 157.724607 79.02404 
L 158.393008 79.020823 
L 159.061409 78.890015 
L 160.398211 78.783387 
L 161.066612 79.029066 
L 161.735013 78.905104 
L 162.403414 79.108345 
L 163.071816 79.028299 
L 163.740217 79.150532 
L 164.408618 78.829076 
L 168.419024 79.04886 
L 171.092628 78.837468 
L 171.761029 78.744886 
L 173.097831 78.864074 
L 173.766232 78.840044 
L 174.434633 78.92768 
L 175.771436 78.815236 
L 176.439837 78.950291 
L 177.108238 78.946009 
L 177.776639 79.073989 
L 182.455446 78.828905 
L 183.123847 78.994549 
L 183.792248 78.961098 
L 184.460649 79.119186 
L 185.797451 78.882448 
L 186.465852 78.940319 
L 187.134254 78.776174 
L 187.802655 78.767073 
L 189.139457 79.035866 
L 189.807858 78.913942 
L 190.476259 79.071859 
L 191.813061 78.865619 
L 192.481462 79.022037 
L 196.491868 78.80673 
L 197.82867 78.963731 
L 200.502275 78.946936 
L 204.512681 78.852958 
L 205.181082 78.644771 
L 205.849483 78.828035 
L 207.186285 78.970279 
L 207.854686 79.155603 
L 211.865093 78.921075 
L 213.870296 79.218477 
L 214.538697 79.204568 
L 215.875499 78.985906 
L 219.217504 78.852431 
L 219.885905 78.908779 
L 220.554306 78.846947 
L 221.222707 79.014286 
L 221.891108 78.912706 
L 222.559509 79.024441 
L 223.227911 78.901338 
L 225.901515 78.94159 
L 227.906718 78.75464 
L 228.575119 78.818029 
L 229.24352 78.640879 
L 229.911921 78.86784 
L 230.580322 78.834354 
L 231.248723 78.965894 
L 232.585525 78.842185 
L 238.601135 78.824783 
L 239.937937 78.614926 
L 244.616744 78.884543 
L 246.621947 78.742264 
L 247.290349 78.796518 
L 247.95875 78.739242 
L 249.963953 78.879746 
L 251.300755 78.912752 
L 251.969156 79.238992 
L 252.637557 79.019953 
L 253.305958 79.09858 
L 253.974359 78.917995 
L 254.64276 79.072707 
L 255.311161 78.95424 
L 257.316364 78.996118 
L 258.653166 78.83954 
L 259.989969 78.897548 
L 260.65837 79.042037 
L 263.331974 78.77132 
L 265.337177 78.93582 
L 268.010781 79.073348 
L 268.679182 78.924303 
L 270.684385 78.875762 
L 271.352787 78.738899 
L 272.021188 78.918132 
L 275.363193 79.077011 
L 276.031594 79.005975 
L 276.699995 79.076164 
L 279.373599 78.777445 
L 280.710401 78.891698 
L 281.378802 78.953897 
L 282.715604 78.876301 
L 283.384006 78.828527 
L 284.052407 78.971126 
L 284.720808 78.898819 
L 285.389209 79.041808 
L 288.062813 78.942666 
L 288.731214 78.760639 
L 289.399615 78.894824 
L 290.068016 78.878499 
L 290.736417 78.973725 
L 291.404818 78.893759 
L 294.746823 79.090474 
L 295.415225 78.958568 
L 297.420428 78.993004 
L 298.75723 78.670804 
L 299.425631 78.840467 
L 300.094032 78.820307 
L 300.762433 79.065769 
L 301.430834 79.035305 
L 302.099235 78.876518 
L 304.772839 79.003891 
L 308.783246 79.123354 
L 309.451647 79.196588 
L 312.125251 78.95637 
L 316.135657 79.068642 
L 318.809261 78.979506 
L 320.146064 79.111951 
L 321.482866 78.99432 
L 322.151267 79.085357 
L 322.819668 79.03384 
L 323.488069 79.142278 
L 324.15647 79.12562 
L 325.493272 79.268243 
L 326.161673 79.328003 
L 328.166876 78.975442 
L 330.84048 79.030463 
L 331.508882 79.194688 
L 334.182486 79.228815 
L 334.850887 79.057389 
L 336.85609 78.845608 
L 338.192892 79.029982 
L 339.529694 79.149822 
L 343.540101 79.246709 
L 344.876903 79.289307 
L 346.213705 79.202507 
L 346.882106 79.0155 
L 347.550507 79.171871 
L 348.218908 79.056141 
L 351.560913 79.113279 
L 354.234517 79.08981 
L 357.576523 79.318615 
L 358.244924 79.095592 
L 360.250127 79.078831 
L 365.597335 79.287178 
L 368.27094 78.958556 
L 368.939341 78.976049 
L 369.607742 79.173909 
L 370.276143 79.156348 
L 370.944544 79.310441 
L 371.612945 79.210086 
L 372.281346 79.514025 
L 372.281346 79.514025 
" 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: 595.074 $\bullet$ mean: 592.741 $\bullet$ $\sigma$: 0.804 -->
    <defs>
     <path d="M 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
    </defs>
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.894531 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(410.517578 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.140625 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.585938 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1299.193359 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.816406 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.494141 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.117188 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.740234 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1585.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.150391 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.748047 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.535156 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.914062 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.605469 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.392578 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1904.015625 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.771484 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.394531 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(2063.017578 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 594.13 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.517317)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-39"/>
     <use x="127.246094" xlink:href="#DejaVuSans-34"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
  </g>
  <g id="axes_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(#p906f39e0a0)" d="M 18.697188 104.652229 
L 372.281346 104.652229 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p906f39e0a0)" d="M 19.365589 113.510444 
L 20.03399 110.557488 
L 20.702391 109.717761 
L 21.370792 111.65554 
L 22.039193 112.768909 
L 22.707594 113.2083 
L 23.375995 112.689841 
L 24.044396 112.49988 
L 24.712797 110.995452 
L 25.381198 109.170733 
L 26.049599 110.727756 
L 26.718 112.83349 
L 27.386401 113.578258 
L 28.054802 112.196621 
L 28.723203 108.769782 
L 29.391604 104.407954 
L 30.060005 106.401129 
L 30.728407 109.774947 
L 31.396808 108.886672 
L 32.065209 111.369882 
L 32.73361 111.693954 
L 33.402011 110.479063 
L 34.070412 108.617404 
L 35.407214 111.66955 
L 36.075615 112.279541 
L 36.744016 112.221598 
L 37.412417 110.646878 
L 38.080818 109.671615 
L 38.749219 110.09664 
L 39.41762 110.671902 
L 40.086021 114.501927 
L 40.754422 115.541228 
L 41.422823 114.899217 
L 42.759626 108.908436 
L 43.428027 107.651204 
L 44.096428 110.309462 
L 44.764829 113.564533 
L 45.43323 114.381019 
L 46.101631 112.688865 
L 46.770032 106.235146 
L 47.438433 106.417589 
L 48.106834 106.437427 
L 48.775235 107.756198 
L 49.443636 109.40387 
L 50.112037 109.879346 
L 50.780438 110.109556 
L 51.448839 109.2974 
L 52.11724 109.072496 
L 52.785641 107.285718 
L 53.454042 102.331902 
L 54.122443 99.977713 
L 54.790845 103.640207 
L 55.459246 108.061076 
L 56.127647 109.319238 
L 56.796048 108.695044 
L 57.464449 111.947855 
L 58.13285 109.223303 
L 58.801251 112.502639 
L 59.469652 114.651381 
L 60.138053 113.25597 
L 60.806454 108.756676 
L 61.474855 112.393218 
L 62.143256 111.671118 
L 62.811657 112.136892 
L 63.480058 111.274092 
L 64.148459 114.202545 
L 64.81686 114.119909 
L 65.485261 114.295792 
L 66.153662 113.064415 
L 67.490465 112.563295 
L 68.158866 112.856207 
L 68.827267 112.605209 
L 69.495668 112.604494 
L 70.164069 113.362561 
L 70.83247 113.80038 
L 71.500871 112.495884 
L 72.169272 110.400494 
L 72.837673 110.826089 
L 73.506074 108.119353 
L 74.174475 103.992657 
L 74.842876 105.043944 
L 75.511277 108.904559 
L 76.848079 113.76884 
L 77.51648 112.530374 
L 78.853283 103.160281 
L 79.521684 102.649126 
L 80.190085 102.832474 
L 80.858486 105.33576 
L 81.526887 109.275302 
L 82.195288 109.614457 
L 82.863689 109.109387 
L 83.53209 110.208057 
L 84.200491 110.0548 
L 84.868892 108.59559 
L 85.537293 107.501749 
L 86.205694 109.599564 
L 86.874095 110.170474 
L 87.542496 112.895338 
L 88.210897 112.433679 
L 88.879298 108.792167 
L 89.547699 108.187955 
L 90.2161 106.332575 
L 90.884502 102.09187 
L 91.552903 99.162058 
L 92.221304 100.640392 
L 92.889705 102.551884 
L 93.558106 102.637826 
L 94.226507 105.960122 
L 94.894908 108.354131 
L 95.563309 111.476805 
L 96.23171 112.918054 
L 96.900111 112.749641 
L 98.236913 112.733277 
L 98.905314 111.811487 
L 99.573715 113.712014 
L 100.242116 113.933731 
L 100.910517 113.562083 
L 102.247319 115.597696 
L 102.915721 114.70671 
L 103.584122 114.057685 
L 104.252523 114.787729 
L 104.920924 114.20609 
L 105.589325 112.237534 
L 106.257726 112.017671 
L 106.926127 112.457966 
L 107.594528 113.114058 
L 108.262929 114.289678 
L 108.93133 114.265272 
L 109.599731 115.667203 
L 110.268132 113.785848 
L 110.936533 113.019836 
L 111.604934 111.132609 
L 112.273335 107.950634 
L 112.941736 102.730976 
L 113.610137 103.537994 
L 114.278538 105.559882 
L 115.615341 112.639818 
L 116.283742 113.340437 
L 116.952143 113.535871 
L 117.620544 111.777256 
L 118.288945 112.379922 
L 118.957346 113.437418 
L 119.625747 112.935323 
L 120.294148 111.872334 
L 120.962549 112.515484 
L 121.63095 112.762464 
L 122.299351 112.406089 
L 123.636153 106.67801 
L 124.304554 104.169061 
L 124.972955 104.702269 
L 125.641356 106.624726 
L 126.309757 107.745185 
L 126.978159 105.725511 
L 127.64656 106.325273 
L 128.314961 108.911195 
L 128.983362 110.254323 
L 129.651763 110.968834 
L 130.320164 110.089432 
L 130.988565 108.429961 
L 131.656966 103.963589 
L 132.325367 104.744775 
L 132.993768 108.415142 
L 133.662169 113.206185 
L 134.33057 113.530066 
L 134.998971 112.519956 
L 135.667372 113.120265 
L 136.335773 108.222088 
L 137.004174 107.435314 
L 137.672575 109.808532 
L 138.340976 111.173901 
L 139.009378 112.897048 
L 139.677779 110.22202 
L 140.34618 109.438861 
L 141.014581 109.695663 
L 141.682982 109.181891 
L 142.351383 111.899497 
L 143.019784 112.520098 
L 144.356586 111.17307 
L 145.024987 109.590978 
L 145.693388 109.740194 
L 146.361789 110.147426 
L 147.03019 112.666957 
L 147.698591 113.087701 
L 148.366992 112.74165 
L 149.035393 112.973525 
L 149.703794 111.51434 
L 150.372195 109.693976 
L 151.040597 109.145213 
L 151.708998 108.289454 
L 152.377399 109.956464 
L 153.0458 112.220622 
L 153.714201 111.110723 
L 154.382602 109.076562 
L 155.051003 104.052242 
L 155.719404 103.487114 
L 157.056206 112.658847 
L 157.724607 113.79353 
L 158.393008 112.936891 
L 159.061409 109.861079 
L 159.72981 102.759687 
L 160.398211 103.551316 
L 161.066612 104.777815 
L 161.735013 106.656244 
L 162.403414 111.03941 
L 163.071816 111.184654 
L 163.740217 110.483416 
L 164.408618 111.155157 
L 165.077019 111.081253 
L 166.413821 108.612836 
L 167.082222 106.955008 
L 167.750623 106.641592 
L 169.087425 109.537291 
L 169.755826 110.303754 
L 171.092628 112.559062 
L 171.761029 111.753351 
L 172.42943 111.359557 
L 173.097831 112.135749 
L 173.766232 111.40875 
L 174.434633 111.730564 
L 175.103035 111.207109 
L 175.771436 109.057674 
L 176.439837 106.38895 
L 177.776639 107.33643 
L 178.44504 109.790121 
L 179.113441 111.026327 
L 179.781842 111.656538 
L 180.450243 114.30169 
L 181.118644 115.187419 
L 181.787045 115.098125 
L 182.455446 110.637864 
L 183.123847 107.043947 
L 183.792248 104.746036 
L 184.460649 109.378774 
L 185.12905 112.587415 
L 185.797451 110.75694 
L 186.465852 110.586888 
L 187.134254 111.521072 
L 187.802655 114.040986 
L 188.471056 112.839842 
L 189.139457 111.194692 
L 189.807858 113.179448 
L 190.476259 113.548835 
L 191.14466 112.77029 
L 191.813061 111.41534 
L 192.481462 109.732368 
L 193.149863 110.25556 
L 193.818264 113.410871 
L 194.486665 112.9343 
L 195.155066 111.54826 
L 195.823467 109.296139 
L 196.491868 109.291953 
L 197.160269 112.486393 
L 197.82867 113.440795 
L 198.497071 112.136415 
L 199.165473 109.473566 
L 199.833874 108.310673 
L 200.502275 108.131651 
L 201.170676 104.995299 
L 201.839077 105.507242 
L 202.507478 107.984219 
L 203.84428 113.338605 
L 204.512681 113.604235 
L 205.181082 113.098 
L 205.849483 111.491195 
L 206.517884 111.715005 
L 207.186285 109.633033 
L 207.854686 108.943546 
L 208.523087 111.761629 
L 209.191488 112.315675 
L 209.859889 112.422476 
L 210.52829 112.308799 
L 211.196692 108.340739 
L 211.865093 109.492619 
L 212.533494 112.035629 
L 213.201895 113.268696 
L 213.870296 109.511317 
L 214.538697 110.371854 
L 215.207098 109.064145 
L 215.875499 109.536554 
L 216.5439 108.130344 
L 217.212301 109.102656 
L 217.880702 111.469049 
L 218.549103 112.030397 
L 219.217504 112.20316 
L 219.885905 108.134626 
L 220.554306 107.274585 
L 221.222707 108.875778 
L 221.891108 112.694647 
L 222.559509 113.34629 
L 223.227911 111.631729 
L 223.896312 109.180462 
L 225.233114 110.191574 
L 225.901515 113.140937 
L 226.569916 114.349073 
L 227.238317 114.424336 
L 227.906718 113.093625 
L 228.575119 110.375779 
L 229.24352 109.558056 
L 229.911921 110.275304 
L 230.580322 112.737272 
L 231.248723 114.205971 
L 231.917124 114.900953 
L 232.585525 114.454164 
L 233.922327 114.137655 
L 234.590728 112.718432 
L 235.25913 111.646429 
L 235.927531 110.917788 
L 236.595932 109.561388 
L 237.264333 109.184316 
L 238.601135 104.604933 
L 239.269536 104.804958 
L 239.937937 103.710615 
L 240.606338 106.806316 
L 241.274739 108.331058 
L 241.94314 107.130127 
L 242.611541 107.223609 
L 243.279942 106.138712 
L 243.948343 105.748726 
L 244.616744 105.83688 
L 245.285145 107.324515 
L 245.953546 108.242428 
L 246.621947 109.757795 
L 247.290349 110.898877 
L 247.95875 112.520146 
L 248.627151 113.648431 
L 249.295552 115.176669 
L 249.963953 114.496766 
L 250.632354 113.118411 
L 251.300755 110.993811 
L 252.637557 100.362419 
L 253.305958 104.407287 
L 253.974359 109.914931 
L 254.64276 113.121955 
L 255.311161 115.25124 
L 255.979562 115.708852 
L 256.647963 115.159947 
L 257.316364 115.228904 
L 257.984765 114.034421 
L 259.321568 104.475674 
L 259.989969 106.059453 
L 260.65837 105.209856 
L 261.326771 106.346038 
L 261.995172 110.052421 
L 262.663573 111.836367 
L 263.331974 111.022499 
L 264.000375 109.166262 
L 264.668776 109.640573 
L 265.337177 108.248374 
L 266.005578 108.822445 
L 266.673979 111.21434 
L 267.34238 110.052943 
L 268.010781 109.649874 
L 268.679182 111.749282 
L 269.347583 113.332707 
L 270.015984 113.587394 
L 270.684385 113.398692 
L 271.352787 113.026783 
L 272.021188 109.030367 
L 272.689589 110.423496 
L 273.35799 109.835675 
L 274.026391 109.602539 
L 274.694792 109.106844 
L 275.363193 107.402605 
L 276.031594 107.772874 
L 276.699995 109.899091 
L 277.368396 111.114126 
L 278.036797 111.472307 
L 278.705198 111.70309 
L 279.373599 110.413387 
L 280.042 107.092756 
L 280.710401 109.317477 
L 281.378802 112.210797 
L 282.047203 113.789441 
L 282.715604 112.04888 
L 283.384006 108.068235 
L 284.052407 104.837284 
L 284.720808 104.61887 
L 285.389209 106.305483 
L 286.726011 112.990343 
L 287.394412 114.598503 
L 288.062813 115.238227 
L 288.731214 115.24201 
L 289.399615 115.080689 
L 290.068016 114.718628 
L 290.736417 115.777715 
L 291.404818 115.317035 
L 292.073219 112.09662 
L 292.74162 107.231651 
L 293.410021 107.174774 
L 294.078422 109.264598 
L 294.746823 110.50411 
L 295.415225 111.094645 
L 296.083626 110.097828 
L 296.752027 112.111916 
L 297.420428 112.850331 
L 298.088829 113.053997 
L 298.75723 112.393028 
L 299.425631 110.610128 
L 300.094032 108.300918 
L 300.762433 108.897138 
L 301.430834 111.867457 
L 302.099235 110.056964 
L 302.767636 110.355512 
L 304.104438 108.164406 
L 304.772839 109.4989 
L 305.44124 114.927951 
L 306.109641 112.933205 
L 307.446444 111.004872 
L 308.114845 107.694376 
L 308.783246 108.674993 
L 309.451647 109.322898 
L 310.120048 112.063914 
L 310.788449 114.118103 
L 311.45685 114.100358 
L 312.125251 112.300663 
L 312.793652 108.33177 
L 313.462053 110.533153 
L 314.130454 110.298925 
L 314.798855 110.249591 
L 315.467256 110.555228 
L 316.135657 112.123119 
L 316.804058 113.132325 
L 317.472459 113.299596 
L 318.14086 110.514577 
L 318.809261 109.641574 
L 319.477663 109.72937 
L 320.146064 111.090908 
L 320.814465 111.155563 
L 321.482866 110.617337 
L 322.151267 107.2297 
L 322.819668 106.744233 
L 323.488069 111.844264 
L 324.15647 112.220597 
L 324.824871 111.018384 
L 325.493272 108.203869 
L 326.830074 111.649307 
L 327.498475 112.548309 
L 328.166876 109.512647 
L 328.835277 108.753012 
L 329.503678 105.085046 
L 330.172079 106.176485 
L 330.84048 105.79882 
L 331.508882 106.588047 
L 332.177283 109.93558 
L 333.514085 112.545788 
L 334.182486 112.481967 
L 334.850887 111.622595 
L 335.519288 112.178661 
L 336.85609 109.851634 
L 337.524491 110.450803 
L 338.192892 111.482036 
L 338.861293 111.257155 
L 339.529694 112.184513 
L 340.198095 112.683682 
L 340.866496 110.677421 
L 341.534897 108.141902 
L 342.203298 104.803648 
L 342.871699 108.180676 
L 343.540101 109.50663 
L 344.208502 110.388244 
L 344.876903 111.998712 
L 345.545304 112.878234 
L 346.213705 109.018903 
L 346.882106 109.353895 
L 347.550507 107.331317 
L 348.218908 108.975705 
L 348.887309 109.955704 
L 349.55571 110.113078 
L 350.224111 111.6318 
L 351.560913 113.534918 
L 352.229314 115.137183 
L 352.897715 115.284851 
L 353.566116 113.359799 
L 354.234517 107.884076 
L 354.902918 108.603845 
L 355.57132 107.218377 
L 356.239721 108.491523 
L 356.908122 113.680757 
L 358.244924 115.240725 
L 359.581726 107.785861 
L 360.250127 110.568025 
L 360.918528 111.764578 
L 361.586929 114.527998 
L 362.25533 115.26292 
L 362.923731 112.6647 
L 363.592132 112.486986 
L 364.260533 109.657153 
L 364.928934 110.074375 
L 365.597335 114.468722 
L 366.265736 115.319462 
L 366.934137 114.908161 
L 367.602539 113.254067 
L 368.27094 112.057347 
L 368.939341 110.280751 
L 369.607742 110.867813 
L 370.276143 109.940908 
L 370.944544 111.875995 
L 371.612945 112.05849 
L 372.281346 113.409706 
L 372.281346 113.409706 
" 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: 1.738 $\bullet$ mean: 1.265 $\bullet$ $\sigma$: 0.127 -->
    <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(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.095703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.71875 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1267.341797 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1330.964844 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.751953 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.349609 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.136719 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.515625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.207031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1585.994141 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.617188 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.51 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 105.480042)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-31"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-35"/>
     <use x="159.033203" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
    <g id="xtick_25"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#p31d278cf1f)" d="M 18.697188 132.330059 
L 372.281346 132.330059 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p31d278cf1f)" d="M 19.365589 145.301878 
L 20.03399 141.800952 
L 20.702391 137.367564 
L 21.370792 136.921001 
L 22.707594 138.616241 
L 23.375995 137.202364 
L 24.044396 135.205643 
L 24.712797 135.965288 
L 25.381198 138.169104 
L 26.049599 138.550681 
L 26.718 138.556135 
L 28.054802 135.708058 
L 28.723203 135.750415 
L 29.391604 134.043044 
L 30.060005 133.469348 
L 30.728407 144.410153 
L 31.396808 135.673802 
L 32.065209 137.566527 
L 32.73361 135.643078 
L 33.402011 137.91241 
L 34.070412 140.885257 
L 35.407214 144.92058 
L 36.075615 144.088554 
L 36.744016 144.480234 
L 37.412417 143.18052 
L 38.080818 137.778658 
L 38.749219 137.291295 
L 39.41762 139.268653 
L 40.086021 139.8237 
L 40.754422 140.73685 
L 41.422823 143.728042 
L 42.091224 137.530554 
L 42.759626 143.910791 
L 43.428027 142.585588 
L 44.764829 144.238135 
L 45.43323 139.800777 
L 46.101631 140.737483 
L 46.770032 140.870852 
L 47.438433 143.913864 
L 48.106834 145.145186 
L 48.775235 143.245226 
L 50.112037 137.1641 
L 50.780438 136.562531 
L 51.448839 136.354709 
L 52.11724 135.913352 
L 52.785641 134.354381 
L 53.454042 135.408159 
L 54.122443 135.799448 
L 55.459246 138.11098 
L 56.127647 137.368745 
L 56.796048 138.469313 
L 58.13285 144.87351 
L 58.801251 142.152383 
L 59.469652 144.691574 
L 60.138053 141.502841 
L 60.806454 134.257593 
L 61.474855 133.987795 
L 62.143256 132.692211 
L 62.811657 134.559747 
L 63.480058 133.471621 
L 64.148459 133.585359 
L 64.81686 135.122393 
L 65.485261 135.702593 
L 66.822064 131.275643 
L 67.490465 130.806462 
L 68.158866 135.242992 
L 68.827267 141.564974 
L 69.495668 143.027382 
L 70.164069 137.971476 
L 70.83247 139.079275 
L 71.500871 141.443424 
L 72.169272 134.952461 
L 72.837673 131.603747 
L 73.506074 132.562283 
L 74.174475 133.057745 
L 74.842876 138.414303 
L 75.511277 137.479422 
L 76.179678 134.647926 
L 76.848079 140.861798 
L 77.51648 141.228071 
L 78.184881 141.821514 
L 78.853283 140.307013 
L 80.858486 130.440956 
L 81.526887 129.560097 
L 82.195288 132.686159 
L 83.53209 135.583394 
L 84.200491 134.949987 
L 84.868892 135.950439 
L 85.537293 136.463443 
L 86.205694 136.61871 
L 86.874095 141.004731 
L 87.542496 143.45749 
L 88.210897 145.305548 
L 88.879298 144.093825 
L 89.547699 143.888289 
L 90.2161 143.16562 
L 91.552903 139.862591 
L 92.221304 136.997153 
L 92.889705 135.975031 
L 93.558106 132.878174 
L 94.226507 130.884544 
L 94.894908 132.69167 
L 95.563309 133.334503 
L 96.23171 134.274028 
L 96.900111 131.872546 
L 97.568512 132.237919 
L 98.236913 143.506375 
L 98.905314 135.212618 
L 99.573715 133.581461 
L 100.242116 135.033316 
L 100.910517 137.528958 
L 101.578918 135.935745 
L 102.247319 136.246441 
L 102.915721 135.876788 
L 103.584122 132.287018 
L 104.252523 131.58186 
L 104.920924 132.319311 
L 105.589325 133.481841 
L 106.257726 135.832251 
L 106.926127 135.938222 
L 107.594528 135.016305 
L 108.262929 134.898827 
L 108.93133 136.701278 
L 109.599731 141.785561 
L 110.268132 141.461294 
L 110.936533 133.470208 
L 111.604934 135.241765 
L 112.273335 137.342976 
L 112.941736 140.836996 
L 114.278538 145.507773 
L 114.94694 143.037158 
L 115.615341 142.185814 
L 116.283742 139.910349 
L 117.620544 143.100191 
L 118.288945 139.348307 
L 118.957346 136.664758 
L 119.625747 137.160902 
L 120.294148 142.616347 
L 120.962549 142.190738 
L 121.63095 140.97206 
L 122.299351 139.001642 
L 122.967752 140.577084 
L 123.636153 142.844431 
L 124.304554 136.886436 
L 124.972955 136.482651 
L 126.309757 129.216172 
L 126.978159 132.076465 
L 127.64656 133.704097 
L 128.314961 137.586321 
L 128.983362 138.79965 
L 129.651763 142.036453 
L 130.320164 143.581282 
L 131.656966 139.693528 
L 132.325367 141.669066 
L 132.993768 142.265548 
L 133.662169 144.210818 
L 134.33057 142.131611 
L 134.998971 140.790285 
L 135.667372 142.736176 
L 136.335773 139.191921 
L 137.004174 138.821453 
L 137.672575 138.702427 
L 139.009378 135.405386 
L 139.677779 136.714093 
L 140.34618 135.659528 
L 141.014581 138.936651 
L 141.682982 140.274098 
L 143.019784 138.960388 
L 143.688185 138.237652 
L 144.356586 138.766883 
L 145.024987 142.042123 
L 145.693388 138.590103 
L 146.361789 137.388484 
L 147.03019 137.833071 
L 147.698591 137.807965 
L 148.366992 139.673333 
L 149.035393 140.100298 
L 149.703794 141.101989 
L 151.040597 143.559115 
L 151.708998 139.931145 
L 152.377399 137.736013 
L 153.714201 142.587829 
L 154.382602 141.870931 
L 155.051003 137.89464 
L 155.719404 137.090038 
L 156.387805 133.984404 
L 157.056206 132.388787 
L 157.724607 132.41034 
L 159.061409 135.890816 
L 159.72981 135.448847 
L 160.398211 132.738548 
L 161.066612 132.467374 
L 161.735013 133.540883 
L 162.403414 135.534074 
L 163.071816 136.916508 
L 163.740217 135.350498 
L 164.408618 135.252521 
L 165.077019 136.18392 
L 165.74542 135.827921 
L 166.413821 135.714754 
L 167.082222 140.786709 
L 167.750623 143.994838 
L 169.087425 136.924737 
L 169.755826 134.656095 
L 170.424227 136.508416 
L 171.092628 138.873972 
L 171.761029 137.399751 
L 172.42943 136.748624 
L 173.097831 138.532165 
L 173.766232 135.850918 
L 174.434633 136.063794 
L 175.103035 137.86668 
L 175.771436 136.547694 
L 176.439837 134.710346 
L 177.108238 136.65528 
L 177.776639 136.212679 
L 178.44504 133.256848 
L 179.113441 134.626685 
L 179.781842 134.01872 
L 180.450243 135.944856 
L 181.118644 138.464437 
L 181.787045 138.899656 
L 182.455446 137.778181 
L 183.123847 136.092444 
L 183.792248 136.571736 
L 184.460649 133.642317 
L 185.12905 140.582225 
L 185.797451 133.912009 
L 186.465852 133.619988 
L 187.134254 138.550247 
L 187.802655 145.270728 
L 188.471056 145.574797 
L 189.139457 142.870354 
L 189.807858 142.531529 
L 190.476259 144.078395 
L 191.14466 139.501285 
L 191.813061 136.227967 
L 192.481462 136.840928 
L 193.149863 134.68096 
L 193.818264 134.226684 
L 194.486665 135.835385 
L 195.155066 139.298359 
L 195.823467 137.918538 
L 196.491868 135.72043 
L 197.160269 135.33222 
L 197.82867 136.35535 
L 198.497071 137.158721 
L 199.165473 137.468387 
L 199.833874 139.862739 
L 200.502275 140.77547 
L 201.170676 142.495824 
L 201.839077 142.377068 
L 202.507478 135.114706 
L 203.175879 137.316962 
L 203.84428 138.739795 
L 204.512681 143.73866 
L 205.181082 143.605406 
L 205.849483 142.259369 
L 206.517884 139.14221 
L 207.186285 138.594349 
L 207.854686 140.220381 
L 208.523087 141.164814 
L 209.191488 137.500932 
L 209.859889 138.588275 
L 210.52829 135.525455 
L 211.196692 136.788367 
L 211.865093 141.569296 
L 212.533494 143.10748 
L 213.201895 145.197919 
L 213.870296 142.894196 
L 214.538697 141.164387 
L 215.207098 137.416096 
L 215.875499 135.574982 
L 216.5439 137.523394 
L 217.212301 138.357192 
L 217.880702 143.466582 
L 218.549103 140.431293 
L 219.217504 137.925226 
L 219.885905 138.636929 
L 220.554306 138.226779 
L 221.222707 135.725108 
L 221.891108 133.976442 
L 223.227911 138.133415 
L 223.896312 141.839415 
L 224.564713 140.206284 
L 225.233114 137.440083 
L 225.901515 137.532494 
L 226.569916 138.183042 
L 227.238317 137.696603 
L 228.575119 137.232838 
L 229.24352 136.834076 
L 229.911921 134.295768 
L 230.580322 132.436019 
L 231.248723 141.895179 
L 231.917124 141.749926 
L 232.585525 138.877215 
L 233.253926 140.711039 
L 233.922327 143.624253 
L 234.590728 144.143175 
L 235.25913 138.636167 
L 235.927531 137.39078 
L 237.264333 142.413799 
L 237.932734 143.282596 
L 238.601135 134.881567 
L 239.269536 132.310652 
L 239.937937 134.796535 
L 240.606338 134.865484 
L 241.274739 135.68699 
L 241.94314 136.790325 
L 242.611541 137.647602 
L 243.279942 137.465251 
L 243.948343 138.146002 
L 244.616744 140.359083 
L 245.285145 140.386453 
L 245.953546 137.474221 
L 246.621947 133.928338 
L 247.290349 133.59032 
L 247.95875 133.565783 
L 248.627151 132.107439 
L 249.295552 131.88969 
L 249.963953 132.346183 
L 250.632354 133.385495 
L 251.300755 134.052163 
L 251.969156 124.949879 
L 252.637557 135.998054 
L 253.305958 140.262026 
L 253.974359 133.824683 
L 254.64276 130.756348 
L 255.311161 140.277767 
L 255.979562 141.464177 
L 256.647963 141.367129 
L 257.316364 142.639675 
L 257.984765 143.182822 
L 258.653166 140.78762 
L 259.321568 140.653129 
L 259.989969 141.503869 
L 260.65837 140.482532 
L 261.326771 137.008317 
L 261.995172 137.325119 
L 262.663573 137.009096 
L 263.331974 135.2616 
L 264.000375 134.85526 
L 264.668776 135.865261 
L 265.337177 138.397446 
L 266.005578 140.31158 
L 266.673979 143.667445 
L 267.34238 142.800662 
L 268.010781 138.163041 
L 269.347583 140.89504 
L 270.015984 143.42002 
L 270.684385 141.137436 
L 271.352787 141.844571 
L 272.021188 143.041028 
L 273.35799 135.405769 
L 274.026391 136.52482 
L 274.694792 135.089606 
L 275.363193 132.964022 
L 276.699995 136.455434 
L 277.368396 140.691171 
L 278.036797 143.553322 
L 278.705198 144.094005 
L 279.373599 143.015987 
L 280.710401 138.113609 
L 281.378802 133.192413 
L 282.047203 132.498308 
L 282.715604 132.592635 
L 283.384006 135.423691 
L 284.052407 139.592443 
L 284.720808 142.511716 
L 285.389209 140.314197 
L 286.05761 136.292285 
L 286.726011 136.830521 
L 288.062813 140.235688 
L 288.731214 141.48847 
L 289.399615 143.778775 
L 290.068016 141.246001 
L 290.736417 143.328919 
L 291.404818 141.148601 
L 292.073219 142.928292 
L 292.74162 145.760708 
L 293.410021 141.772617 
L 294.078422 140.853983 
L 294.746823 140.505468 
L 295.415225 140.840706 
L 296.083626 144.397683 
L 296.752027 141.027093 
L 297.420428 129.009311 
L 298.088829 129.138279 
L 298.75723 141.863421 
L 299.425631 136.307062 
L 300.094032 136.085836 
L 300.762433 131.417101 
L 301.430834 140.905055 
L 302.099235 128.088235 
L 302.767636 140.127684 
L 303.436037 131.709817 
L 304.104438 142.268842 
L 304.772839 131.63403 
L 305.44124 140.863588 
L 306.109641 140.234972 
L 306.778042 141.694059 
L 307.446444 137.447103 
L 308.114845 138.659423 
L 308.783246 136.004429 
L 309.451647 139.59334 
L 310.120048 138.970395 
L 310.788449 134.767299 
L 311.45685 131.359901 
L 312.125251 136.37871 
L 312.793652 136.983299 
L 313.462053 140.273528 
L 314.130454 138.938674 
L 314.798855 139.441233 
L 315.467256 138.258452 
L 316.135657 140.38641 
L 316.804058 141.122592 
L 317.472459 140.917985 
L 318.14086 143.439452 
L 318.809261 143.317888 
L 319.477663 142.681462 
L 320.146064 141.649937 
L 320.814465 140.941651 
L 321.482866 139.902587 
L 322.151267 137.995098 
L 322.819668 136.490569 
L 323.488069 138.290951 
L 324.15647 136.912221 
L 324.824871 136.241686 
L 325.493272 136.911931 
L 326.161673 138.441594 
L 327.498475 140.125359 
L 328.166876 138.153666 
L 328.835277 137.854466 
L 329.503678 137.878129 
L 330.84048 136.450452 
L 331.508882 138.052652 
L 332.845684 138.804273 
L 333.514085 138.353999 
L 334.182486 136.279593 
L 334.850887 136.459345 
L 335.519288 138.091835 
L 336.187689 138.699047 
L 336.85609 133.685754 
L 337.524491 144.419917 
L 338.861293 137.007617 
L 339.529694 140.679025 
L 340.198095 140.045931 
L 340.866496 138.623816 
L 341.534897 137.595863 
L 342.203298 138.080712 
L 342.871699 139.90101 
L 343.540101 139.659513 
L 344.208502 131.454842 
L 344.876903 131.688215 
L 345.545304 137.898216 
L 346.213705 140.050566 
L 346.882106 141.743991 
L 347.550507 140.94754 
L 348.218908 137.980569 
L 348.887309 136.289974 
L 349.55571 139.913263 
L 350.892512 142.945673 
L 351.560913 141.526598 
L 352.229314 140.878454 
L 352.897715 140.529021 
L 354.234517 141.804398 
L 354.902918 139.836242 
L 355.57132 134.207857 
L 356.239721 132.7939 
L 356.908122 136.713105 
L 357.576523 136.958579 
L 358.244924 134.545142 
L 358.913325 136.860672 
L 359.581726 140.551597 
L 360.250127 140.681656 
L 360.918528 140.311191 
L 361.586929 141.220868 
L 362.25533 139.62332 
L 362.923731 139.189595 
L 363.592132 137.242339 
L 364.260533 138.534987 
L 364.928934 141.370287 
L 365.597335 142.332889 
L 366.265736 141.644064 
L 366.934137 139.562794 
L 367.602539 142.484063 
L 368.27094 140.541321 
L 368.939341 141.74935 
L 369.607742 137.743319 
L 370.276143 139.652368 
L 370.944544 138.73413 
L 371.612945 134.465031 
L 372.281346 135.400425 
L 372.281346 135.400425 
" style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_13">
    <g id="patch_15">
     <path d="M 18.697188 136.637868 
L 29.458438 136.637868 
Q 31.858438 136.637868 31.858438 134.237868 
L 31.858438 126.495368 
Q 31.858438 124.095368 29.458438 124.095368 
L 18.697188 124.095368 
Q 16.297188 124.095368 16.297188 126.495368 
L 16.297188 134.237868 
Q 16.297188 136.637868 18.697188 136.637868 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- FD -->
    <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-46"/>
     <use x="57.519531" xlink:href="#DejaVuSans-44"/>
    </g>
   </g>
   <g id="text_14">
    <g id="patch_16">
     <path d="M 290.289663 133.502243 
L 365.209663 133.502243 
Q 366.409663 133.502243 366.409663 132.302243 
L 366.409663 128.430993 
Q 366.409663 127.230993 365.209663 127.230993 
L 290.289663 127.230993 
Q 289.089663 127.230993 289.089663 128.430993 
L 289.089663 132.302243 
Q 289.089663 133.502243 290.289663 133.502243 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 0.499 $\bullet$ mean: 0.203 $\bullet$ $\sigma$: 0.079 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.34 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 133.157872)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-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#p3a469f47d0)">
    <image height="949" id="imageb2cbc69c2b" transform="matrix(4 0 0 0.134879 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO1CAYAAACvpo93AAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAYBeEXlSmIisZCFrGYWdQ2odVr/sg1X33tKfaxnSQBAAAAAPzA8s1CxjM1BQsZcKGZC/cEAPDEAdsKDYK3B4vmAAAAAElFTkSuQmCC"/>
   </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(#p56666ccdfd)">
    <image height="128.16" id="imaged5bdc4e59e" 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="meaada726f0" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#meaada726f0" 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="#meaada726f0" 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="#meaada726f0" 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="#meaada726f0" 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="#meaada726f0" 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="p806aabb3dd">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p048bfa1dfb">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pf5df3047a5">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p906f39e0a0">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p31d278cf1f">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p3a469f47d0">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p56666ccdfd">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>