Sherlock/fmriprep/sub-07/figures/sub-07_task-sherlockPart1_desc-carpetplot_bold.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 0 389.455857 309.883863" width="389.455857pt" 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 389.455857 309.883863 
L 389.455857 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 id="xtick_6"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p0e3d0fe131)" d="M 18.697188 17.28923 
L 372.281346 17.28923 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p0e3d0fe131)" d="M 18.697188 25.149749 
L 19.425476 30.0575 
L 19.789621 30.838174 
L 20.153765 31.328467 
L 20.517909 31.073433 
L 21.246198 30.166509 
L 21.610342 30.460474 
L 22.338631 29.942311 
L 22.702775 30.148835 
L 23.06692 29.675289 
L 23.795208 28.297166 
L 24.159353 28.756931 
L 25.251786 28.785481 
L 25.61593 28.456168 
L 25.980074 28.358221 
L 26.344219 28.586991 
L 26.708363 29.544404 
L 27.436652 30.602174 
L 27.800796 29.734984 
L 28.16494 29.479147 
L 28.529085 29.646244 
L 29.257373 31.498531 
L 29.621518 32.024913 
L 30.713951 29.295549 
L 31.44224 29.959614 
L 31.806384 31.082023 
L 32.534673 32.441607 
L 32.898817 31.912938 
L 33.262961 32.249111 
L 33.99125 31.760177 
L 34.355394 31.095309 
L 34.719539 31.091602 
L 35.083683 30.158413 
L 35.447827 30.353566 
L 35.811972 29.985816 
L 36.176116 30.225215 
L 37.268549 29.221146 
L 37.632693 29.531859 
L 37.996838 30.034882 
L 38.725126 30.505091 
L 39.089271 30.923083 
L 39.817559 31.007497 
L 40.181704 31.194925 
L 40.545848 31.050445 
L 40.909993 31.589619 
L 41.274137 31.647646 
L 42.002426 31.31308 
L 42.730714 30.392931 
L 43.094859 30.443913 
L 43.459003 30.155818 
L 45.279725 32.789583 
L 45.643869 31.815362 
L 46.008013 31.180094 
L 46.372158 30.954908 
L 46.736302 31.379202 
L 47.100446 32.500746 
L 47.828735 32.918119 
L 48.557024 31.3695 
L 48.921168 30.541428 
L 49.285312 30.206429 
L 49.649457 30.521653 
L 50.013601 31.423449 
L 50.74189 31.27557 
L 51.106034 30.949408 
L 51.470178 31.28694 
L 51.834323 31.861215 
L 52.198467 32.769252 
L 52.562612 33.18026 
L 53.2909 32.40663 
L 53.655045 30.718104 
L 54.019189 30.376926 
L 54.383333 30.541242 
L 55.111622 31.944331 
L 55.475766 33.115436 
L 55.839911 33.110368 
L 56.568199 32.449641 
L 56.932344 31.067316 
L 57.296488 30.189311 
L 57.660632 29.926862 
L 58.024777 30.28009 
L 58.388921 31.017322 
L 59.11721 32.061621 
L 59.481354 32.880238 
L 59.845498 33.28896 
L 60.573787 32.318261 
L 60.937931 30.559967 
L 61.302076 29.934154 
L 61.66622 30.098841 
L 62.030364 30.576096 
L 62.394509 30.66156 
L 63.122798 28.75174 
L 63.486942 29.002572 
L 64.579375 31.964044 
L 64.943519 31.702212 
L 66.035952 29.203658 
L 66.400097 29.355554 
L 67.128385 29.365132 
L 67.856674 30.287382 
L 68.220818 29.920497 
L 68.584963 30.656184 
L 68.949107 30.619724 
L 69.677396 30.840955 
L 70.04154 30.738867 
L 70.769829 29.86729 
L 71.498117 30.554158 
L 71.862262 31.207223 
L 72.226406 30.988463 
L 72.59055 30.466036 
L 73.318839 28.274734 
L 73.682984 28.104237 
L 74.047128 27.437948 
L 74.411272 27.550047 
L 74.775417 28.157753 
L 75.139561 28.083659 
L 75.503705 28.433674 
L 75.86785 29.134508 
L 76.231994 29.313285 
L 76.596138 29.769219 
L 76.960283 29.639756 
L 77.324427 30.010658 
L 78.052716 29.391952 
L 78.41686 30.156621 
L 78.781004 29.950036 
L 79.509293 29.818347 
L 79.873437 29.575487 
L 80.237582 29.010482 
L 80.601726 29.098851 
L 80.96587 28.956101 
L 81.330015 28.942753 
L 81.694159 28.623142 
L 82.058303 29.023892 
L 82.422448 30.045573 
L 83.150736 30.58005 
L 83.514881 30.02345 
L 83.879025 29.761742 
L 84.243169 29.040948 
L 84.971458 29.662002 
L 85.335603 29.828482 
L 85.699747 29.596992 
L 86.063891 29.12944 
L 86.428036 28.067098 
L 86.79218 28.126608 
L 87.156324 28.875148 
L 87.520469 29.972653 
L 87.884613 30.631836 
L 88.248757 30.551315 
L 88.612902 29.718546 
L 89.34119 26.658324 
L 89.705335 26.593314 
L 90.069479 27.232351 
L 90.797768 29.541685 
L 91.161912 29.934154 
L 91.526056 29.571656 
L 91.890201 29.596869 
L 92.618489 29.058931 
L 92.982634 29.115722 
L 93.346778 28.980511 
L 93.710922 29.168249 
L 94.075067 29.715333 
L 94.439211 29.472102 
L 94.803355 29.705322 
L 95.1675 29.323543 
L 95.531644 29.369705 
L 96.259933 28.292531 
L 96.624077 28.257492 
L 96.988222 28.445663 
L 97.352366 29.077593 
L 97.71651 29.054729 
L 98.080655 28.857103 
L 98.808943 27.46038 
L 99.173088 27.697802 
L 99.537232 27.702251 
L 100.265521 26.666481 
L 100.629665 27.504317 
L 100.993809 28.795616 
L 101.357954 29.602616 
L 101.722098 30.098718 
L 102.086242 28.722078 
L 102.450387 27.943196 
L 102.814531 28.037064 
L 103.178675 28.510425 
L 103.54282 29.286527 
L 103.906964 29.416052 
L 104.271108 28.590637 
L 104.999397 27.632421 
L 105.363541 27.602017 
L 106.09183 28.3128 
L 106.455975 29.146682 
L 106.820119 29.073144 
L 107.184263 28.558874 
L 107.912552 26.627425 
L 108.276696 25.70981 
L 109.004985 25.623418 
L 109.369129 24.860294 
L 109.733274 25.082514 
L 110.097418 25.809055 
L 110.825707 28.130254 
L 111.189851 29.021235 
L 111.91814 28.628209 
L 112.282284 28.232897 
L 112.646428 27.602512 
L 113.374717 28.12877 
L 114.46715 29.599835 
L 115.559583 29.793814 
L 116.652016 25.744045 
L 117.01616 25.908794 
L 118.108594 27.83981 
L 118.472738 27.948387 
L 118.836882 28.590761 
L 119.201027 28.129388 
L 119.565171 28.146939 
L 120.29346 26.55123 
L 120.657604 26.299163 
L 121.021748 26.307876 
L 121.385893 26.893645 
L 121.750037 26.795203 
L 122.114181 26.347488 
L 122.478326 24.890636 
L 122.84247 24.259014 
L 123.206614 24.601429 
L 123.570759 25.566257 
L 123.934903 26.873066 
L 124.663192 27.650466 
L 125.027336 27.375657 
L 125.39148 28.257554 
L 125.755625 28.645389 
L 126.483913 29.986804 
L 126.848058 29.5766 
L 127.212202 29.462956 
L 128.304635 26.461811 
L 129.032924 26.948149 
L 129.397068 27.340062 
L 129.761213 27.506233 
L 130.125357 28.394804 
L 130.489501 28.515122 
L 131.21779 27.809097 
L 131.581934 27.832518 
L 131.946079 28.224555 
L 132.674367 26.895931 
L 133.038512 26.23681 
L 133.7668 25.593138 
L 134.130945 25.970715 
L 134.495089 26.83296 
L 134.859233 28.17073 
L 135.223378 28.137978 
L 135.587522 27.492514 
L 135.951666 27.937325 
L 136.679955 26.216664 
L 137.044099 24.93309 
L 137.772388 24.25988 
L 138.136532 24.299676 
L 138.864821 26.812938 
L 139.228965 27.911309 
L 139.59311 28.197921 
L 139.957254 27.945359 
L 140.685543 26.367262 
L 141.413832 25.446866 
L 142.14212 26.20103 
L 142.506265 26.265113 
L 142.870409 26.141644 
L 143.234553 26.436042 
L 143.598698 26.423559 
L 144.326986 26.775737 
L 144.691131 26.542641 
L 145.419419 26.323943 
L 145.783564 26.968542 
L 146.511852 27.327332 
L 147.240141 26.611235 
L 148.696718 25.893284 
L 149.060863 26.272776 
L 150.153296 23.336332 
L 151.245729 29.348015 
L 151.609873 30.179362 
L 151.974018 29.760011 
L 153.066451 25.928508 
L 153.794739 25.595486 
L 154.158884 26.094616 
L 154.523028 27.549861 
L 154.887172 27.678892 
L 155.251317 28.3974 
L 155.615461 28.390478 
L 155.979605 28.1284 
L 156.34375 27.628281 
L 156.707894 26.284764 
L 157.072038 26.164694 
L 157.436183 26.470957 
L 157.800327 26.379065 
L 158.164471 26.713817 
L 158.89276 27.727279 
L 159.256904 28.004745 
L 159.985193 26.648869 
L 160.713482 25.824875 
L 161.077626 26.132559 
L 161.805915 25.549942 
L 162.170059 25.791072 
L 162.534204 27.002406 
L 162.898348 27.710347 
L 163.262492 28.751555 
L 163.626637 28.877929 
L 163.990781 27.761638 
L 164.354925 27.484357 
L 164.71907 28.278565 
L 165.083214 28.323985 
L 165.447358 28.140821 
L 166.175647 27.353472 
L 166.539791 27.208065 
L 166.903936 27.270603 
L 167.26808 26.844207 
L 167.632224 26.707143 
L 167.996369 26.717401 
L 168.360513 25.770741 
L 168.724657 25.661609 
L 169.452946 25.061441 
L 169.81709 24.94718 
L 170.181235 24.188443 
L 170.545379 23.710138 
L 171.273668 23.488907 
L 171.637812 23.844422 
L 172.001956 23.694751 
L 172.366101 23.957695 
L 172.730245 25.088941 
L 173.822678 27.097882 
L 174.186823 27.09164 
L 174.550967 26.660178 
L 174.915111 25.888093 
L 175.279256 25.58115 
L 175.6434 26.283096 
L 176.007544 26.536276 
L 176.371689 27.090219 
L 176.735833 26.722283 
L 177.099977 25.954647 
L 177.464122 25.533319 
L 178.920699 22.918835 
L 179.648988 23.729419 
L 180.013132 23.852147 
L 180.377276 25.163406 
L 180.741421 25.853239 
L 181.105565 25.613778 
L 182.197998 24.433466 
L 182.562142 24.247335 
L 182.926287 23.699509 
L 183.654576 24.167679 
L 184.382864 24.99983 
L 184.747009 24.881985 
L 185.111153 23.439841 
L 185.839442 22.621532 
L 186.203586 21.895671 
L 187.296019 23.189194 
L 188.024308 24.523441 
L 188.388452 24.209021 
L 189.116741 22.638773 
L 190.209174 24.592406 
L 190.573318 24.766487 
L 191.301607 23.092915 
L 191.665751 22.607813 
L 192.029895 22.644706 
L 192.39404 22.802966 
L 192.758184 22.424896 
L 193.486473 21.457719 
L 193.850617 22.015494 
L 195.307195 21.70027 
L 195.671339 21.904755 
L 196.035483 21.115429 
L 196.399628 20.880046 
L 196.763772 21.526437 
L 197.127916 21.62457 
L 197.492061 22.573516 
L 197.856205 23.873466 
L 198.220349 24.046991 
L 198.948638 21.010931 
L 199.312782 20.573906 
L 199.676927 20.638916 
L 200.76936 22.857594 
L 201.133504 22.323179 
L 201.497648 22.472232 
L 201.861793 22.462159 
L 202.225937 21.929473 
L 202.954226 21.567779 
L 203.31837 21.721096 
L 203.682514 22.050224 
L 204.046659 22.923655 
L 204.410803 22.703412 
L 204.774947 22.954615 
L 205.139092 22.349504 
L 205.503236 21.477988 
L 205.867381 21.116108 
L 206.231525 21.046526 
L 206.595669 21.13749 
L 206.959814 20.287727 
L 207.323958 20.206712 
L 207.688102 20.372882 
L 208.416391 21.683832 
L 208.780535 21.150467 
L 209.14468 20.856934 
L 209.872968 21.926754 
L 210.601257 23.194879 
L 210.965401 23.221761 
L 211.329546 22.841218 
L 211.69369 23.079814 
L 212.057834 21.316576 
L 212.421979 21.795746 
L 212.786123 21.398024 
L 213.150267 21.6043 
L 213.878556 24.529806 
L 214.2427 25.017195 
L 214.606845 24.347569 
L 215.699278 18.274089 
L 216.063422 17.435697 
L 216.791711 18.856892 
L 217.52 21.367249 
L 217.884144 21.943007 
L 218.248288 23.010788 
L 218.976577 23.979756 
L 219.340721 24.012879 
L 219.704866 24.187578 
L 220.06901 23.54508 
L 220.797299 22.944851 
L 221.525587 21.705956 
L 222.253876 22.257613 
L 222.61802 22.727513 
L 222.982165 23.42229 
L 223.346309 23.616331 
L 223.710453 24.000829 
L 224.074598 22.488917 
L 224.438742 21.994236 
L 225.167031 22.097807 
L 225.531175 23.031428 
L 225.895319 22.910616 
L 226.259464 22.49936 
L 226.623608 22.377189 
L 226.987752 21.180871 
L 227.716041 19.697509 
L 228.44433 22.046145 
L 228.808474 22.610038 
L 229.172619 23.632028 
L 229.900907 22.296977 
L 230.265052 20.779874 
L 230.629196 20.333642 
L 230.99334 20.102523 
L 231.721629 21.23896 
L 232.085773 21.735062 
L 232.449918 22.033662 
L 232.814062 21.868542 
L 233.178206 22.459625 
L 233.542351 22.401042 
L 233.906495 22.071234 
L 234.270639 22.814584 
L 234.634784 22.006966 
L 234.998928 20.853844 
L 235.363072 19.099814 
L 235.727217 19.563163 
L 236.455505 21.233398 
L 237.183794 22.874279 
L 237.547938 23.641606 
L 237.912083 22.913088 
L 238.640372 20.486464 
L 239.004516 19.909842 
L 239.36866 20.026699 
L 239.732805 20.480779 
L 240.461093 22.376942 
L 240.825238 22.248899 
L 241.189382 22.463333 
L 241.553526 22.205765 
L 241.917671 20.874484 
L 242.281815 20.335434 
L 242.645959 20.79934 
L 243.374248 21.061295 
L 243.738392 21.217455 
L 244.102537 20.359782 
L 244.466681 20.106231 
L 244.830825 20.276233 
L 245.19497 20.612405 
L 245.559114 20.692988 
L 245.923258 21.351244 
L 246.287403 20.680691 
L 246.651547 19.438829 
L 247.015691 19.605556 
L 247.379836 20.348844 
L 248.108124 19.836427 
L 248.472269 20.38277 
L 248.836413 20.653191 
L 249.200558 21.105974 
L 249.928846 21.293464 
L 250.292991 21.655344 
L 250.657135 21.530454 
L 251.021279 21.20973 
L 251.385424 21.774611 
L 251.749568 21.980332 
L 252.113712 21.580509 
L 252.477857 22.250135 
L 252.842001 22.47563 
L 253.206145 22.164732 
L 253.57029 22.56678 
L 253.934434 22.763787 
L 254.298578 22.483664 
L 254.662723 21.888008 
L 255.026867 20.933809 
L 255.391011 20.378568 
L 256.1193 18.809308 
L 256.483444 17.474134 
L 257.211733 16.018951 
L 258.66831 22.963019 
L 259.032455 22.866864 
L 259.396599 22.370515 
L 260.124888 18.838538 
L 260.489032 18.336813 
L 260.853177 18.09525 
L 261.217321 18.883835 
L 261.581465 20.29539 
L 261.94561 20.622602 
L 262.673898 20.88845 
L 263.038043 20.759975 
L 263.402187 20.50179 
L 263.766331 19.72161 
L 264.130476 19.630398 
L 264.49462 19.344404 
L 264.858764 19.28304 
L 265.222909 19.907555 
L 265.951197 19.486041 
L 266.679486 18.79596 
L 267.04363 19.022939 
L 267.407775 19.807877 
L 267.771919 20.963039 
L 268.136063 21.417552 
L 268.864352 20.577799 
L 269.228496 20.206897 
L 269.592641 19.561186 
L 269.956785 18.501191 
L 270.320929 18.03024 
L 270.685074 18.335144 
L 271.049218 19.264254 
L 271.777507 20.164505 
L 272.141651 19.244417 
L 272.505796 19.165565 
L 272.86994 19.630769 
L 273.234084 19.21457 
L 273.598229 19.581764 
L 273.962373 19.606792 
L 274.326517 19.811153 
L 274.690662 21.074581 
L 275.054806 21.342592 
L 275.41895 21.016925 
L 275.783095 21.170736 
L 276.147239 21.090401 
L 276.511383 19.969784 
L 277.239672 18.993709 
L 277.603816 19.450261 
L 278.332105 21.55097 
L 278.696249 21.605166 
L 279.060394 21.489544 
L 279.424538 20.769183 
L 280.152827 17.590435 
L 280.516971 17.131905 
L 280.881115 18.453052 
L 281.24526 19.105931 
L 281.609404 19.405768 
L 281.973549 20.380731 
L 282.337693 20.523728 
L 282.701837 19.827467 
L 283.065982 19.572186 
L 283.430126 19.567304 
L 284.158415 20.411134 
L 284.522559 21.107271 
L 284.886703 20.830485 
L 285.250848 19.530782 
L 285.979136 21.644283 
L 286.343281 21.578037 
L 287.435714 19.024731 
L 287.799858 19.264934 
L 288.528147 21.383378 
L 288.892291 21.320037 
L 289.62058 20.028305 
L 289.984724 19.452733 
L 290.348868 20.096034 
L 290.713013 19.929802 
L 291.077157 20.031519 
L 291.441301 18.489017 
L 291.805446 17.723236 
L 292.16959 17.7736 
L 293.990312 22.595886 
L 294.718601 20.4877 
L 295.082745 19.826478 
L 295.446889 20.015019 
L 295.811034 20.697437 
L 296.175178 20.680443 
L 296.539322 21.73086 
L 296.903467 22.284741 
L 297.267611 22.287707 
L 297.631755 22.68512 
L 298.360044 19.894269 
L 298.724188 20.737296 
L 299.088333 20.790379 
L 299.452477 21.241679 
L 299.816621 22.896526 
L 300.54491 23.804378 
L 300.909054 22.666829 
L 301.273199 20.87504 
L 301.637343 20.088619 
L 302.001487 18.418878 
L 302.365632 18.409547 
L 302.729776 19.062983 
L 303.458065 19.702762 
L 304.186354 21.30193 
L 304.550498 21.749831 
L 304.914642 21.166905 
L 305.278787 20.793778 
L 305.642931 20.998386 
L 306.37122 20.30917 
L 307.099508 20.332282 
L 307.827797 20.061243 
L 308.191941 19.921088 
L 309.284374 17.436438 
L 310.012663 19.069348 
L 310.376807 19.426099 
L 311.105096 19.111431 
L 311.833385 17.296593 
L 312.197529 17.287632 
L 312.561673 18.041302 
L 312.925818 18.382975 
L 313.654106 19.581146 
L 314.018251 19.890499 
L 314.74654 17.817228 
L 315.110684 18.154451 
L 315.474828 18.257528 
L 315.838973 19.458357 
L 316.203117 20.236065 
L 316.567261 20.681247 
L 316.931406 20.539053 
L 317.659694 19.58782 
L 318.023839 19.621437 
L 318.387983 19.536838 
L 319.116272 19.125459 
L 319.480416 18.525415 
L 319.84456 18.749798 
L 320.208705 19.390381 
L 320.572849 18.744793 
L 320.936993 18.350964 
L 321.301138 18.583875 
L 321.665282 18.427653 
L 322.029426 18.666188 
L 322.393571 17.830329 
L 322.757715 17.818773 
L 323.121859 18.079863 
L 323.486004 18.714945 
L 323.850148 19.642634 
L 324.578437 20.397168 
L 324.942581 19.498092 
L 325.306725 19.547714 
L 325.67087 19.326359 
L 326.035014 18.571145 
L 326.763303 18.257466 
L 327.127447 18.130536 
L 327.491592 18.172681 
L 327.855736 17.403377 
L 328.21988 17.327429 
L 328.584025 17.597356 
L 329.312313 17.315935 
L 329.676458 16.705819 
L 330.040602 17.201674 
L 330.404746 18.381368 
L 331.133035 18.728293 
L 331.497179 18.501438 
L 331.861324 18.466214 
L 332.589612 17.75296 
L 332.953757 17.775145 
L 333.682045 18.496804 
L 334.04619 18.70512 
L 334.410334 18.535921 
L 334.774478 18.088947 
L 335.138623 18.40998 
L 335.502767 18.445142 
L 335.866911 17.513375 
L 336.5952 17.147787 
L 336.959345 16.664601 
L 337.323489 16.947319 
L 337.687633 16.9721 
L 338.051778 17.640181 
L 338.415922 17.652911 
L 338.780066 15.192424 
L 339.144211 13.93536 
L 339.508355 14.890362 
L 339.872499 15.341909 
L 340.236644 16.215526 
L 341.329077 19.953717 
L 342.057365 16.252171 
L 342.42151 14.902536 
L 342.785654 14.82665 
L 343.513943 17.203033 
L 344.242231 21.288706 
L 344.606376 21.479781 
L 344.97052 21.324115 
L 345.334664 20.316339 
L 345.698809 18.63288 
L 346.062953 17.770201 
L 346.427097 17.781819 
L 346.791242 18.397435 
L 347.51953 20.369236 
L 347.883675 20.463723 
L 348.611964 19.397364 
L 348.976108 18.789966 
L 349.704397 16.249761 
L 350.068541 16.981555 
L 350.79683 17.577087 
L 351.525118 17.014554 
L 352.253407 15.771333 
L 352.981696 16.935331 
L 353.34584 16.906472 
L 353.709984 17.44577 
L 354.074129 17.349429 
L 354.438273 16.051765 
L 354.802417 15.615173 
L 355.530706 16.530873 
L 355.89485 17.739365 
L 356.623139 18.619223 
L 356.987283 18.792871 
L 357.351428 18.495815 
L 357.715572 17.632395 
L 358.079716 15.918285 
L 358.443861 15.450115 
L 358.808005 15.299393 
L 359.17215 15.90883 
L 359.536294 17.385085 
L 359.900438 18.206793 
L 360.264583 18.344661 
L 361.357016 19.390504 
L 362.085304 19.595545 
L 362.449449 19.011383 
L 363.177737 18.642087 
L 363.541882 18.141103 
L 363.906026 18.062313 
L 364.27017 17.344609 
L 364.634315 17.397692 
L 364.998459 18.058976 
L 365.726748 17.534447 
L 366.090892 17.850042 
L 366.455036 18.007623 
L 366.819181 17.480808 
L 367.183325 16.673128 
L 367.911614 16.457953 
L 368.275758 16.68005 
L 368.639902 17.304441 
L 369.004047 17.425624 
L 369.732336 16.207245 
L 370.09648 15.964447 
L 370.460624 15.06914 
L 370.824769 15.230614 
L 371.188913 15.577045 
L 371.553057 16.427797 
L 371.917202 16.661387 
L 372.281346 17.374765 
L 372.281346 17.374765 
" 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: 667.739 $\bullet$ mean: 657.807 $\bullet$ $\sigma$: 4.660 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
     <path d="M 16.796875 31.34375 
Q 16.796875 37.40625 21.015625 41.578125 
Q 25.25 45.75 31.390625 45.75 
Q 37.453125 45.75 41.625 41.578125 
Q 45.796875 37.40625 45.796875 31.34375 
Q 45.796875 25.25 41.59375 21.046875 
Q 37.40625 16.84375 31.296875 16.84375 
Q 25.203125 16.84375 21 21.046875 
Q 16.796875 25.25 16.796875 31.34375 
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 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 31.78125 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 31.78125 66.40625 
Q 24.171875 66.40625 20.328125 58.90625 
Q 16.5 51.421875 16.5 36.375 
Q 16.5 21.390625 20.328125 13.890625 
Q 24.171875 6.390625 31.78125 6.390625 
Q 39.453125 6.390625 43.28125 13.890625 
Q 47.125 21.390625 47.125 36.375 
Q 47.125 51.421875 43.28125 58.90625 
Q 39.453125 66.40625 31.78125 66.40625 
z
M 31.78125 74.21875 
Q 44.046875 74.21875 50.515625 64.515625 
Q 56.984375 54.828125 56.984375 36.375 
Q 56.984375 17.96875 50.515625 8.265625 
Q 44.046875 -1.421875 31.78125 -1.421875 
Q 19.53125 -1.421875 13.0625 8.265625 
Q 6.59375 17.96875 6.59375 36.375 
Q 6.59375 54.828125 13.0625 64.515625 
Q 19.53125 74.21875 31.78125 74.21875 
z
" id="DejaVuSans-30"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-35"/>
     <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(1394.525391 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.148438 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1521.771484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1585.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.181641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.779297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.566406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.945312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.636719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.423828 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1904.046875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.833984 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1999.457031 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.080078 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 664.43 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 18.117042)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-36"/>
     <use x="127.246094" xlink:href="#DejaVuSans-34"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-33"/>
    </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_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
    <g id="xtick_11"/>
    <g id="xtick_12"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#pa94d6c1c8a)" d="M 18.697188 45.947951 
L 372.281346 45.947951 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pa94d6c1c8a)" d="M 18.697188 47.213713 
L 19.061332 51.120457 
L 19.425476 52.73684 
L 19.789621 55.048372 
L 20.153765 54.645543 
L 20.517909 57.050615 
L 20.882054 55.231828 
L 21.246198 55.502193 
L 21.610342 55.171816 
L 21.974487 56.067843 
L 22.338631 54.867593 
L 22.702775 55.075763 
L 23.431064 54.366816 
L 23.795208 54.288516 
L 24.159353 52.251468 
L 24.523497 53.427293 
L 24.887641 52.025587 
L 25.251786 53.391582 
L 25.61593 51.562663 
L 26.344219 52.482333 
L 26.708363 54.214416 
L 27.072507 52.194627 
L 27.436652 56.318808 
L 27.800796 54.283161 
L 28.16494 55.392671 
L 28.529085 53.267562 
L 28.893229 56.002682 
L 29.257373 54.794112 
L 29.621518 58.601425 
L 29.985662 56.564789 
L 30.349807 56.771971 
L 30.713951 55.627985 
L 31.44224 55.277095 
L 32.170528 56.138235 
L 32.534673 57.424776 
L 32.898817 56.708828 
L 33.262961 57.726981 
L 33.627106 56.01092 
L 33.99125 57.076193 
L 34.355394 54.617452 
L 34.719539 55.317213 
L 35.083683 53.002675 
L 35.447827 54.110908 
L 35.811972 52.493124 
L 36.176116 54.076927 
L 36.54026 54.086195 
L 36.904405 55.223673 
L 37.268549 53.246679 
L 37.632693 55.225897 
L 37.996838 54.562547 
L 38.360982 54.81104 
L 38.725126 53.376836 
L 39.089271 54.505211 
L 39.453415 53.767185 
L 39.817559 55.278578 
L 40.181704 55.389912 
L 40.545848 55.846411 
L 40.909993 55.178941 
L 41.274137 56.770694 
L 41.638281 56.43422 
L 42.002426 57.660872 
L 42.36657 56.466142 
L 42.730714 55.975744 
L 43.094859 56.673693 
L 43.459003 54.698594 
L 43.823147 55.843857 
L 44.187292 55.330229 
L 44.551436 56.276795 
L 44.91558 56.011826 
L 45.279725 58.814785 
L 45.643869 56.872554 
L 46.372158 55.252464 
L 47.100446 56.674394 
L 47.464591 56.967825 
L 47.828735 57.898492 
L 48.192879 58.39758 
L 48.557024 58.431726 
L 48.921168 56.765504 
L 49.285312 58.144597 
L 49.649457 56.810235 
L 50.013601 58.374968 
L 50.377745 55.414255 
L 50.74189 57.515392 
L 51.106034 56.724809 
L 51.470178 58.167786 
L 51.834323 56.901304 
L 52.198467 58.09204 
L 52.562612 58.685533 
L 52.926756 58.21293 
L 53.2909 59.22474 
L 53.655045 56.845493 
L 54.019189 58.182285 
L 54.383333 56.796519 
L 54.747478 57.363899 
L 55.111622 56.03032 
L 55.475766 59.858805 
L 55.839911 57.944706 
L 56.568199 58.97571 
L 56.932344 57.624379 
L 57.296488 55.0244 
L 57.660632 54.69361 
L 58.024777 55.362192 
L 58.388921 55.796984 
L 58.753065 56.91362 
L 59.11721 56.437474 
L 59.481354 58.483501 
L 60.573787 60.964608 
L 60.937931 57.185715 
L 61.66622 54.946429 
L 62.030364 56.656971 
L 62.394509 56.500988 
L 62.758653 55.832077 
L 63.122798 53.725543 
L 63.486942 54.140811 
L 63.851086 55.914002 
L 64.215231 55.769716 
L 64.579375 57.89738 
L 64.943519 58.894074 
L 65.307664 58.276484 
L 66.035952 54.385557 
L 66.400097 53.732422 
L 66.764241 54.604559 
L 67.128385 54.950465 
L 67.49253 56.446124 
L 67.856674 57.374567 
L 68.220818 57.552916 
L 68.584963 58.176395 
L 68.949107 56.913661 
L 69.313251 58.163709 
L 69.677396 55.22532 
L 70.04154 54.998286 
L 70.405684 55.074445 
L 70.769829 53.866945 
L 71.133973 55.32162 
L 71.498117 54.162724 
L 71.862262 55.991273 
L 72.226406 56.370665 
L 72.59055 55.963017 
L 72.954695 56.403905 
L 73.318839 52.716204 
L 73.682984 52.895501 
L 74.047128 51.729026 
L 74.411272 51.025475 
L 74.775417 52.419643 
L 75.139561 52.231285 
L 75.503705 54.315577 
L 75.86785 55.398973 
L 76.231994 54.635369 
L 76.596138 56.275601 
L 76.960283 54.742543 
L 77.324427 57.45365 
L 78.052716 54.467565 
L 78.41686 55.779355 
L 78.781004 54.991943 
L 79.145149 56.168839 
L 79.509293 54.868705 
L 79.873437 55.817207 
L 80.237582 55.739401 
L 80.96587 56.564048 
L 81.330015 55.696606 
L 81.694159 55.230592 
L 82.058303 53.097121 
L 82.422448 55.893696 
L 82.786592 54.308122 
L 83.150736 56.840633 
L 83.514881 55.90181 
L 83.879025 55.997286 
L 84.243169 54.73966 
L 84.607314 55.005865 
L 85.335603 54.458544 
L 85.699747 55.133098 
L 86.063891 54.320437 
L 86.428036 53.950641 
L 86.79218 53.400149 
L 87.156324 54.685578 
L 87.520469 56.511573 
L 87.884613 56.802492 
L 88.248757 56.906412 
L 88.612902 57.412296 
L 89.34119 54.637264 
L 89.705335 52.626124 
L 90.069479 54.621859 
L 90.433623 54.974891 
L 90.797768 56.67497 
L 91.161912 57.632328 
L 91.890201 57.565396 
L 92.254345 56.501399 
L 92.618489 57.597029 
L 92.982634 56.794872 
L 93.346778 56.856573 
L 93.710922 56.235318 
L 94.075067 57.144114 
L 94.439211 55.907988 
L 94.803355 56.376267 
L 95.1675 56.444764 
L 95.531644 57.905124 
L 95.895789 56.903281 
L 96.259933 55.063365 
L 96.624077 55.549602 
L 96.988222 53.843385 
L 97.352366 56.414985 
L 97.71651 56.135352 
L 98.080655 57.635459 
L 98.444799 55.293735 
L 98.808943 55.593015 
L 99.173088 54.65481 
L 99.537232 55.190969 
L 99.901376 54.751975 
L 100.265521 53.449782 
L 100.629665 53.517085 
L 100.993809 55.268528 
L 101.357954 56.257972 
L 101.722098 58.922535 
L 102.086242 57.22987 
L 102.450387 57.194159 
L 102.814531 55.959969 
L 103.178675 56.834207 
L 103.906964 57.013256 
L 104.271108 56.037034 
L 104.635253 55.584366 
L 104.999397 55.604095 
L 105.363541 52.590125 
L 105.727686 54.334277 
L 106.09183 53.281072 
L 106.455975 55.92397 
L 106.820119 57.203097 
L 107.184263 57.155317 
L 107.912552 55.01991 
L 108.276696 54.252146 
L 108.640841 51.797729 
L 109.004985 53.392818 
L 109.369129 51.911122 
L 109.733274 51.606076 
L 110.097418 50.970158 
L 110.461562 53.458308 
L 110.825707 52.865721 
L 111.189851 56.346364 
L 111.553995 55.601747 
L 111.91814 57.804787 
L 112.646428 54.470036 
L 113.010573 54.075486 
L 113.374717 54.590102 
L 113.738861 55.890112 
L 114.103006 56.072209 
L 114.46715 57.181555 
L 114.831294 56.876591 
L 115.195439 57.916945 
L 115.559583 57.927366 
L 115.923727 57.525072 
L 116.287872 56.179507 
L 116.652016 54.145136 
L 117.01616 54.707944 
L 117.380305 53.486234 
L 118.108594 56.435744 
L 118.472738 56.01092 
L 118.836882 57.153505 
L 119.201027 56.111256 
L 119.565171 57.113964 
L 119.929315 55.01435 
L 120.29346 55.110897 
L 120.657604 54.941404 
L 121.021748 54.184719 
L 121.385893 55.391148 
L 121.750037 55.371047 
L 122.114181 54.817466 
L 122.478326 52.396248 
L 122.84247 51.330027 
L 123.206614 50.860965 
L 123.570759 49.600785 
L 123.934903 53.844497 
L 124.299047 52.784537 
L 124.663192 54.864257 
L 125.027336 53.107007 
L 125.39148 54.968753 
L 126.119769 55.798302 
L 126.483913 57.546408 
L 126.848058 57.055269 
L 127.212202 59.688735 
L 127.940491 56.432161 
L 128.66878 53.962545 
L 129.032924 55.262761 
L 129.397068 54.073385 
L 129.761213 56.555028 
L 130.125357 55.781002 
L 130.853646 57.726198 
L 131.21779 55.805716 
L 131.581934 56.741491 
L 131.946079 56.914238 
L 132.310223 55.494985 
L 132.674367 56.203808 
L 133.038512 55.270875 
L 133.402656 55.108261 
L 133.7668 53.286838 
L 134.130945 53.610543 
L 134.495089 51.848762 
L 134.859233 56.205044 
L 135.223378 56.291335 
L 135.587522 55.254812 
L 135.951666 57.452867 
L 136.315811 56.327128 
L 136.679955 55.638035 
L 137.044099 54.059628 
L 137.408244 53.792105 
L 137.772388 51.045822 
L 138.136532 49.288119 
L 138.500677 51.478184 
L 138.864821 52.693756 
L 139.228965 55.878909 
L 139.59311 55.830347 
L 139.957254 57.248693 
L 140.321399 55.042317 
L 140.685543 54.013043 
L 141.049687 53.647325 
L 141.413832 51.356635 
L 142.14212 53.315135 
L 142.506265 55.612704 
L 142.870409 53.803226 
L 143.234553 56.356125 
L 143.598698 54.836207 
L 143.962842 54.436961 
L 144.326986 55.075639 
L 144.691131 54.284644 
L 145.055275 54.741431 
L 145.419419 53.51206 
L 145.783564 54.312035 
L 146.147708 54.062593 
L 146.511852 56.181237 
L 146.875997 54.931148 
L 147.240141 55.134416 
L 147.604285 54.640559 
L 147.96843 53.176616 
L 148.332574 52.994354 
L 148.696718 53.226867 
L 149.060863 52.24669 
L 149.425007 53.026647 
L 149.789151 53.134644 
L 150.153296 50.118244 
L 150.51744 50.606458 
L 150.881585 54.920356 
L 151.245729 55.463846 
L 151.609873 58.232948 
L 151.974018 57.815125 
L 152.338162 57.156677 
L 153.066451 53.408346 
L 153.430595 55.609079 
L 153.794739 54.864957 
L 154.158884 52.520268 
L 154.523028 56.23021 
L 154.887172 53.481292 
L 155.251317 57.46749 
L 155.979605 56.581347 
L 156.34375 57.924359 
L 156.707894 56.75257 
L 157.072038 55.081817 
L 157.436183 55.430195 
L 157.800327 54.643524 
L 158.164471 53.293881 
L 158.528616 54.690603 
L 158.89276 54.430082 
L 159.256904 56.416921 
L 159.621049 55.124325 
L 159.985193 55.608544 
L 160.349337 55.779767 
L 160.713482 53.580104 
L 161.077626 54.152592 
L 161.441771 52.089348 
L 161.805915 54.051431 
L 162.170059 52.414041 
L 162.534204 55.945511 
L 162.898348 55.397243 
L 163.262492 57.415715 
L 163.626637 58.006119 
L 164.71907 56.414985 
L 165.083214 58.159219 
L 165.447358 57.901952 
L 165.811503 56.963953 
L 166.175647 57.313319 
L 166.539791 56.668586 
L 167.26808 57.253141 
L 167.632224 55.677206 
L 167.996369 56.885282 
L 168.360513 54.600564 
L 168.724657 54.813182 
L 169.088802 55.615257 
L 169.452946 53.713722 
L 170.181235 53.655357 
L 170.545379 51.972618 
L 170.909523 52.930388 
L 171.273668 51.496966 
L 171.637812 51.891599 
L 172.001956 51.874423 
L 172.366101 50.30932 
L 172.730245 53.037356 
L 173.09439 52.405803 
L 173.458534 54.19897 
L 174.186823 56.097458 
L 174.550967 56.617553 
L 174.915111 53.853641 
L 175.279256 53.07006 
L 175.6434 54.57791 
L 176.007544 53.624136 
L 176.371689 56.066937 
L 176.735833 56.413749 
L 177.099977 55.270752 
L 177.464122 56.407365 
L 177.828266 54.59072 
L 178.19241 55.472578 
L 178.556555 52.703642 
L 178.920699 52.424833 
L 179.284843 51.724 
L 179.648988 53.007329 
L 180.013132 51.023745 
L 180.377276 53.354306 
L 180.741421 54.707161 
L 181.105565 54.116263 
L 181.469709 54.876737 
L 181.833854 54.345439 
L 182.197998 53.50444 
L 182.562142 53.741566 
L 182.926287 51.815111 
L 183.290431 52.347027 
L 183.654576 53.601646 
L 184.01872 52.615456 
L 184.382864 54.566501 
L 184.747009 55.43938 
L 185.111153 53.715781 
L 185.475297 54.577498 
L 185.839442 53.078133 
L 186.203586 50.951334 
L 186.56773 51.677457 
L 186.931875 51.157568 
L 187.296019 52.178028 
L 187.660163 51.48741 
L 188.388452 55.704143 
L 188.752596 52.832934 
L 189.116741 51.878089 
L 189.480885 52.934054 
L 189.845029 51.482632 
L 190.209174 52.879725 
L 190.573318 55.886323 
L 190.937462 53.868881 
L 191.301607 53.917361 
L 192.029895 52.308062 
L 192.39404 53.704578 
L 192.758184 53.023434 
L 193.122328 53.071213 
L 193.486473 50.758569 
L 193.850617 52.584729 
L 194.214762 50.408339 
L 194.578906 51.137303 
L 194.94305 50.662558 
L 195.307195 49.044403 
L 195.671339 51.7427 
L 196.035483 48.761228 
L 196.399628 47.722645 
L 196.763772 50.761576 
L 197.492061 49.604369 
L 197.856205 52.442627 
L 198.220349 51.444285 
L 198.584494 51.729231 
L 198.948638 49.186876 
L 199.312782 49.003461 
L 199.676927 48.52229 
L 200.041071 49.753432 
L 200.405215 49.832515 
L 200.76936 52.455436 
L 201.133504 51.883485 
L 201.497648 51.94049 
L 201.861793 53.5668 
L 202.225937 52.475331 
L 202.590081 52.556308 
L 202.954226 52.202247 
L 203.31837 50.565969 
L 203.682514 50.855734 
L 204.046659 52.047294 
L 204.410803 52.762007 
L 204.774947 54.906022 
L 205.139092 52.355264 
L 205.503236 51.588653 
L 205.867381 50.206224 
L 206.231525 50.289014 
L 206.959814 49.871109 
L 207.323958 47.346136 
L 207.688102 50.098926 
L 208.052247 47.382217 
L 208.416391 50.54105 
L 208.780535 50.325384 
L 209.14468 49.037195 
L 209.872968 50.373204 
L 210.237113 48.352385 
L 210.601257 52.029953 
L 210.965401 51.397536 
L 211.329546 51.759505 
L 211.69369 51.664317 
L 212.421979 49.187865 
L 212.786123 49.065368 
L 213.150267 48.21226 
L 213.514412 49.921401 
L 213.878556 53.471406 
L 214.2427 53.289227 
L 214.606845 53.69877 
L 215.335133 51.422867 
L 215.699278 50.501591 
L 216.063422 47.598831 
L 216.427567 48.713325 
L 216.791711 45.333678 
L 217.155855 47.517647 
L 217.52 48.917088 
L 217.884144 49.348873 
L 218.248288 52.271568 
L 218.612433 52.118221 
L 218.976577 54.526465 
L 219.340721 54.306145 
L 219.704866 55.532261 
L 220.06901 54.70712 
L 220.433154 51.685283 
L 220.797299 52.785155 
L 221.161443 50.56737 
L 221.889732 49.598149 
L 222.253876 50.240369 
L 222.982165 52.751133 
L 223.346309 51.046234 
L 223.710453 54.599782 
L 224.074598 51.42505 
L 224.438742 49.990681 
L 224.802886 50.789791 
L 225.167031 49.859618 
L 225.531175 52.808427 
L 225.895319 52.413341 
L 226.259464 51.702129 
L 226.623608 52.320048 
L 226.987752 51.948852 
L 227.351897 50.782871 
L 227.716041 48.846325 
L 228.080186 49.80496 
L 228.44433 50.430539 
L 228.808474 50.156591 
L 229.536763 52.960373 
L 229.900907 52.57439 
L 230.265052 50.500396 
L 230.629196 51.227631 
L 230.99334 49.494847 
L 231.357485 50.798029 
L 231.721629 49.199562 
L 232.085773 50.122816 
L 232.449918 50.463903 
L 232.814062 50.140239 
L 233.178206 50.149671 
L 233.542351 49.966462 
L 233.906495 49.920577 
L 234.270639 51.626094 
L 234.634784 50.288066 
L 234.998928 50.878141 
L 235.363072 47.725199 
L 235.727217 46.505549 
L 236.091361 47.417887 
L 236.455505 46.689087 
L 237.183794 51.50195 
L 237.547938 52.329233 
L 237.912083 54.100529 
L 238.276227 51.468422 
L 238.640372 50.948369 
L 239.004516 51.518838 
L 239.36866 49.450198 
L 239.732805 50.515842 
L 240.096949 49.905626 
L 240.825238 53.289021 
L 241.189382 52.427222 
L 241.553526 52.430311 
L 241.917671 51.44062 
L 242.281815 49.241452 
L 242.645959 51.85943 
L 243.010104 51.86808 
L 243.374248 50.674379 
L 243.738392 52.623817 
L 244.102537 50.030635 
L 244.466681 48.959718 
L 244.830825 50.787649 
L 245.19497 50.826655 
L 245.559114 49.401183 
L 245.923258 51.647759 
L 246.287403 51.784342 
L 246.651547 50.577873 
L 247.015691 49.96984 
L 247.74398 50.807996 
L 248.108124 48.232896 
L 248.836413 48.949545 
L 249.200558 48.628764 
L 249.564702 50.301988 
L 249.928846 50.535778 
L 250.292991 50.084592 
L 250.657135 51.513154 
L 251.021279 48.383483 
L 251.385424 49.286595 
L 251.749568 50.989187 
L 252.113712 48.699527 
L 252.477857 49.86835 
L 252.842001 52.049312 
L 253.206145 50.232791 
L 253.934434 53.318513 
L 254.662723 50.972382 
L 255.026867 50.698639 
L 255.391011 48.707106 
L 255.755156 48.454452 
L 256.1193 47.26487 
L 256.483444 45.577476 
L 256.847589 45.47162 
L 257.211733 41.726008 
L 257.575877 43.207991 
L 257.940022 46.379469 
L 258.304166 46.030144 
L 258.66831 51.111807 
L 259.032455 50.867226 
L 259.396599 51.129312 
L 259.760743 50.171131 
L 260.489032 47.226646 
L 260.853177 48.469321 
L 261.217321 44.680543 
L 261.581465 48.387355 
L 261.94561 49.273909 
L 262.309754 46.879999 
L 262.673898 51.377806 
L 263.038043 49.07789 
L 263.402187 49.125546 
L 263.766331 48.98472 
L 264.130476 46.983054 
L 264.49462 47.853009 
L 264.858764 45.723409 
L 265.222909 46.958546 
L 265.587053 47.370561 
L 265.951197 46.974898 
L 266.315342 47.969656 
L 266.679486 45.453538 
L 267.04363 46.504807 
L 267.407775 45.877456 
L 267.771919 46.721503 
L 268.136063 48.653436 
L 268.500208 48.489339 
L 268.864352 48.053023 
L 269.228496 50.039861 
L 269.592641 47.55031 
L 269.956785 47.700609 
L 270.320929 47.232866 
L 270.685074 45.386524 
L 271.049218 47.50702 
L 271.413363 47.898646 
L 271.777507 48.455605 
L 272.141651 48.676337 
L 272.505796 48.093676 
L 273.234084 48.939494 
L 273.598229 45.946366 
L 273.962373 48.607098 
L 274.326517 48.466973 
L 274.690662 46.656218 
L 275.054806 49.042096 
L 275.41895 49.879718 
L 275.783095 48.350449 
L 276.147239 50.515842 
L 276.511383 48.796527 
L 276.875528 49.836387 
L 277.239672 48.266629 
L 277.603816 47.744311 
L 277.967961 46.651852 
L 278.332105 51.582887 
L 279.060394 49.477589 
L 279.424538 49.546704 
L 280.152827 46.003207 
L 280.516971 44.11238 
L 280.881115 46.809154 
L 281.24526 47.344694 
L 281.609404 46.398745 
L 282.337693 50.393593 
L 282.701837 48.360087 
L 283.065982 48.847272 
L 283.430126 46.521407 
L 283.79427 47.095006 
L 284.158415 46.906277 
L 284.522559 49.390103 
L 284.886703 50.148353 
L 285.250848 47.32793 
L 285.614992 46.236502 
L 285.979136 49.521208 
L 286.343281 48.400659 
L 286.707425 49.271561 
L 287.071569 46.397963 
L 287.435714 46.480011 
L 287.799858 46.269123 
L 288.892291 50.274556 
L 289.256435 49.401224 
L 289.62058 49.221434 
L 289.984724 47.934687 
L 290.348868 49.393069 
L 290.713013 50.226036 
L 291.441301 46.079077 
L 291.805446 45.343934 
L 292.16959 45.251382 
L 292.533734 45.036828 
L 292.897879 45.998635 
L 293.262023 47.476705 
L 293.990312 53.564247 
L 294.354456 50.682164 
L 294.718601 50.758446 
L 295.082745 49.39867 
L 295.446889 46.748235 
L 295.811034 49.53789 
L 296.175178 49.16554 
L 296.539322 49.5334 
L 296.903467 52.304437 
L 297.267611 50.482397 
L 297.631755 53.384868 
L 297.9959 51.665553 
L 298.360044 48.13363 
L 298.724188 49.399659 
L 299.088333 47.000724 
L 299.452477 47.252183 
L 299.816621 48.818604 
L 300.180766 52.444645 
L 300.54491 51.957872 
L 300.909054 53.130278 
L 301.273199 51.369445 
L 301.637343 52.04371 
L 302.001487 48.168929 
L 302.365632 47.779115 
L 302.729776 46.451014 
L 303.09392 49.50259 
L 303.458065 47.220468 
L 303.822209 50.922996 
L 304.186354 50.833204 
L 304.550498 52.195533 
L 304.914642 52.646966 
L 305.278787 52.172714 
L 305.642931 51.037667 
L 306.007075 52.801837 
L 306.37122 49.629288 
L 307.099508 52.37693 
L 307.463653 49.19845 
L 307.827797 50.689536 
L 308.191941 51.384273 
L 308.556086 49.1101 
L 308.92023 48.43188 
L 309.284374 45.949249 
L 310.012663 48.268977 
L 310.376807 47.846212 
L 310.740952 49.337463 
L 311.105096 51.834264 
L 311.46924 49.478618 
L 311.833385 48.303658 
L 312.197529 47.959276 
L 312.561673 47.826689 
L 312.925818 46.601931 
L 313.289962 47.045661 
L 313.654106 48.838581 
L 314.018251 48.765388 
L 314.382395 50.195556 
L 314.74654 47.605215 
L 315.110684 49.245406 
L 315.474828 46.964313 
L 315.838973 46.239508 
L 316.203117 49.323953 
L 316.567261 48.789484 
L 317.29555 51.985675 
L 317.659694 49.71492 
L 318.023839 49.367737 
L 318.387983 50.359076 
L 319.116272 47.813344 
L 319.480416 48.134866 
L 319.84456 47.147645 
L 320.208705 50.410522 
L 320.572849 49.850556 
L 320.936993 47.618519 
L 321.301138 50.809891 
L 321.665282 49.402336 
L 322.029426 48.794385 
L 322.393571 48.589387 
L 322.757715 45.236636 
L 323.486004 47.736073 
L 323.850148 49.964032 
L 324.214292 49.19429 
L 324.578437 51.624776 
L 325.306725 48.478753 
L 325.67087 50.634714 
L 326.035014 47.920229 
L 326.399159 47.163998 
L 326.763303 48.98748 
L 327.127447 47.715973 
L 327.491592 48.489545 
L 327.855736 48.107846 
L 328.21988 46.48549 
L 328.584025 49.905873 
L 328.948169 48.349502 
L 329.312313 47.462042 
L 329.676458 47.016664 
L 330.040602 43.953308 
L 330.404746 47.343664 
L 330.768891 47.815815 
L 331.133035 47.585485 
L 331.497179 49.048687 
L 331.861324 47.761692 
L 332.225468 47.830313 
L 332.589612 48.547292 
L 332.953757 46.64139 
L 333.317901 47.888678 
L 333.682045 48.313832 
L 334.04619 48.049975 
L 334.410334 48.762423 
L 334.774478 47.444125 
L 335.138623 48.391515 
L 335.502767 50.007939 
L 335.866911 49.580809 
L 336.231056 48.08342 
L 336.5952 48.612288 
L 336.959345 45.368236 
L 337.323489 46.344541 
L 337.687633 45.991632 
L 338.051778 46.842599 
L 338.415922 48.071805 
L 339.144211 42.603418 
L 339.508355 41.611008 
L 340.600788 44.573698 
L 341.329077 49.316828 
L 341.693221 48.370591 
L 342.057365 46.793296 
L 342.42151 43.739619 
L 342.785654 41.998227 
L 343.149798 42.37696 
L 343.513943 43.380532 
L 343.878087 44.038652 
L 344.242231 50.614902 
L 344.606376 50.464109 
L 344.97052 51.246413 
L 345.334664 52.954854 
L 345.698809 50.531123 
L 346.427097 49.242069 
L 346.791242 47.265982 
L 347.51953 49.88499 
L 347.883675 50.376046 
L 348.247819 50.413364 
L 348.611964 49.958842 
L 348.976108 51.829774 
L 349.340252 49.455099 
L 349.704397 48.509892 
L 350.068541 48.570193 
L 350.432685 46.627139 
L 350.79683 46.327983 
L 351.160974 48.219468 
L 351.525118 46.536235 
L 351.889263 46.046208 
L 352.617551 44.101753 
L 352.981696 46.862658 
L 353.34584 45.819091 
L 353.709984 45.697872 
L 354.074129 47.404212 
L 354.438273 45.313289 
L 354.802417 46.605268 
L 355.166562 46.066761 
L 355.530706 44.273924 
L 355.89485 47.165851 
L 356.258995 45.67217 
L 356.623139 47.291807 
L 356.987283 47.712265 
L 357.351428 49.968975 
L 357.715572 48.991146 
L 358.808005 43.852065 
L 359.17215 42.980257 
L 359.900438 45.826011 
L 360.628727 47.5749 
L 360.992871 48.377181 
L 361.357016 48.810573 
L 361.72116 48.713243 
L 362.085304 50.544798 
L 362.449449 49.131024 
L 362.813593 48.358975 
L 363.177737 48.619867 
L 363.541882 47.228994 
L 363.906026 50.123434 
L 364.634315 47.397375 
L 364.998459 48.265559 
L 365.362603 48.061137 
L 365.726748 46.535246 
L 366.455036 50.503568 
L 366.819181 50.62627 
L 367.183325 48.423024 
L 367.547469 48.641038 
L 367.911614 47.164533 
L 368.275758 47.084914 
L 368.639902 48.035929 
L 369.004047 47.406931 
L 369.368191 48.684246 
L 369.732336 45.47751 
L 370.09648 45.785852 
L 370.460624 43.009707 
L 370.824769 42.532202 
L 371.188913 43.554968 
L 371.553057 43.323527 
L 371.917202 44.579876 
L 372.281346 45.327664 
L 372.281346 45.327664 
" 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: 807.722 $\bullet$ mean: 792.272 $\bullet$ $\sigma$: 5.619 -->
    <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"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
    </defs>
    <g style="fill:#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-38"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(633.142578 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.765625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.552734 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.150391 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.9375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.349609 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.873047 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.152344 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.53125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.222656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.009766 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1235.632812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1299.240234 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.863281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.572266 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1458.195312 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1521.818359 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1585.441406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.228516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.826172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.613281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.992188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.683594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.470703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1904.09375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.880859 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1999.503906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.126953 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 801.30 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 46.775764)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-38"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-33"/>
     <use x="286.279297" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#pf2fa1df6a9)" d="M 18.697188 71.777724 
L 372.281346 71.777724 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pf2fa1df6a9)" d="M 18.697188 84.26084 
L 19.061332 85.225846 
L 19.425476 85.33626 
L 19.789621 87.297855 
L 20.153765 87.050413 
L 20.517909 88.080354 
L 20.882054 88.16668 
L 21.610342 86.594777 
L 21.974487 87.085197 
L 22.338631 87.015462 
L 22.702775 86.121707 
L 23.431064 85.068858 
L 23.795208 85.764525 
L 24.159353 85.130508 
L 24.523497 85.734626 
L 24.887641 85.772273 
L 25.251786 86.209381 
L 25.61593 86.121033 
L 25.980074 85.56231 
L 26.344219 86.439978 
L 26.708363 86.189084 
L 27.072507 87.072816 
L 27.436652 85.973646 
L 27.800796 86.587618 
L 28.16494 85.950569 
L 28.529085 86.274652 
L 28.893229 87.052603 
L 29.621518 87.552371 
L 29.985662 87.073406 
L 30.713951 85.651163 
L 31.806384 86.515609 
L 32.170528 87.467308 
L 32.534673 87.589597 
L 33.262961 87.585133 
L 33.627106 88.058625 
L 33.99125 86.514767 
L 34.355394 87.406585 
L 34.719539 86.004134 
L 35.083683 87.203864 
L 35.447827 86.122044 
L 35.811972 86.769536 
L 36.176116 86.389698 
L 36.54026 87.132613 
L 36.904405 86.04136 
L 37.268549 86.453033 
L 37.632693 86.379423 
L 37.996838 86.058878 
L 38.360982 86.312804 
L 38.725126 86.32847 
L 39.089271 87.047297 
L 39.453415 86.354157 
L 39.817559 87.096482 
L 41.274137 86.958444 
L 41.638281 87.169923 
L 42.002426 86.393404 
L 42.36657 87.21515 
L 42.730714 86.110421 
L 43.459003 85.276379 
L 43.823147 85.603494 
L 44.187292 86.144109 
L 44.551436 86.084818 
L 44.91558 87.282358 
L 45.279725 86.734584 
L 45.643869 86.902016 
L 46.008013 86.729362 
L 46.372158 87.036685 
L 46.736302 86.588208 
L 47.100446 86.640509 
L 47.464591 87.713318 
L 47.828735 88.191105 
L 48.192879 87.606273 
L 48.557024 87.374833 
L 48.921168 86.162722 
L 49.285312 86.830428 
L 49.649457 85.798045 
L 50.377745 86.862179 
L 50.74189 86.427177 
L 51.106034 87.433704 
L 51.470178 86.378244 
L 52.198467 87.715929 
L 52.562612 87.543781 
L 52.926756 87.748522 
L 53.2909 87.24648 
L 53.655045 86.267072 
L 54.383333 85.977688 
L 55.111622 87.439178 
L 55.475766 87.460149 
L 55.839911 88.640256 
L 56.204055 88.559572 
L 56.568199 88.139309 
L 57.296488 85.470424 
L 57.660632 84.715382 
L 58.388921 86.185967 
L 59.11721 88.251575 
L 59.481354 87.96556 
L 59.845498 88.580038 
L 60.209643 88.429703 
L 60.573787 86.956844 
L 61.302076 85.275705 
L 61.66622 85.50445 
L 62.030364 86.062583 
L 62.758653 86.153037 
L 63.122798 86.152279 
L 63.486942 86.387256 
L 63.851086 86.874812 
L 64.579375 86.206602 
L 64.943519 86.896373 
L 65.307664 85.559446 
L 65.671808 85.58766 
L 66.400097 85.375339 
L 66.764241 85.562731 
L 67.128385 85.447011 
L 67.49253 86.010872 
L 67.856674 86.366874 
L 68.220818 85.910227 
L 68.584963 86.372433 
L 68.949107 85.632803 
L 69.313251 85.522894 
L 69.677396 86.050708 
L 70.04154 86.22513 
L 70.405684 85.802677 
L 70.769829 86.204664 
L 71.133973 85.713992 
L 71.498117 86.795307 
L 71.862262 86.318953 
L 72.226406 87.349988 
L 72.59055 86.064436 
L 72.954695 85.584039 
L 73.318839 84.661901 
L 74.047128 84.018031 
L 74.411272 84.067132 
L 74.775417 85.377529 
L 75.139561 84.658785 
L 75.503705 85.633224 
L 75.86785 86.16887 
L 76.231994 85.766883 
L 76.596138 85.823058 
L 76.960283 85.592882 
L 77.324427 84.780232 
L 77.688571 84.958023 
L 78.052716 84.99786 
L 78.781004 85.668849 
L 79.145149 85.700601 
L 79.509293 85.907195 
L 80.237582 86.016178 
L 80.601726 84.771052 
L 80.96587 84.75446 
L 81.330015 84.029569 
L 82.422448 86.114379 
L 82.786592 86.204749 
L 83.150736 85.496112 
L 83.514881 86.485289 
L 83.879025 84.554941 
L 84.243169 85.128402 
L 84.607314 84.24947 
L 84.971458 85.239658 
L 85.335603 84.767936 
L 85.699747 85.71635 
L 86.063891 84.556035 
L 86.428036 84.593177 
L 86.79218 83.993354 
L 87.520469 85.0665 
L 87.884613 86.325016 
L 88.248757 85.412228 
L 88.612902 85.57747 
L 89.34119 82.758924 
L 89.705335 82.723467 
L 90.069479 83.099936 
L 90.433623 84.444695 
L 90.797768 84.765409 
L 91.161912 86.12617 
L 91.526056 84.97992 
L 91.890201 85.353862 
L 92.618489 84.654153 
L 92.982634 83.986195 
L 93.346778 84.150511 
L 94.075067 83.326491 
L 94.439211 84.668302 
L 94.803355 84.054414 
L 95.1675 85.222056 
L 95.895789 84.323501 
L 96.259933 83.536201 
L 96.624077 83.622444 
L 96.988222 84.298487 
L 97.352366 83.488953 
L 98.080655 84.626781 
L 98.444799 83.561636 
L 98.808943 83.4033 
L 99.173088 82.972593 
L 99.537232 83.143562 
L 99.901376 82.16786 
L 100.265521 82.228331 
L 101.357954 84.08187 
L 101.722098 84.437031 
L 102.086242 84.290739 
L 102.450387 83.720562 
L 102.814531 82.61558 
L 103.178675 83.286907 
L 103.54282 83.617138 
L 103.906964 83.247154 
L 104.271108 83.9835 
L 104.635253 83.239575 
L 104.999397 82.870854 
L 105.363541 82.323669 
L 105.727686 82.760946 
L 106.455975 82.940505 
L 106.820119 84.159775 
L 107.184263 83.191737 
L 107.548408 83.781959 
L 107.912552 81.89372 
L 108.276696 82.103936 
L 108.640841 80.912797 
L 109.004985 80.794298 
L 109.369129 81.300214 
L 109.733274 81.104316 
L 110.097418 82.053151 
L 110.461562 82.014494 
L 110.825707 83.598272 
L 111.189851 83.367001 
L 111.553995 83.93263 
L 111.91814 82.820069 
L 112.282284 82.32628 
L 112.646428 81.63752 
L 113.010573 81.774211 
L 113.374717 81.461834 
L 113.738861 82.762462 
L 114.103006 83.569637 
L 114.831294 84.359379 
L 115.195439 83.924629 
L 115.559583 83.810341 
L 115.923727 83.24985 
L 116.652016 80.716309 
L 117.01616 80.890141 
L 117.380305 81.291623 
L 117.744449 82.034791 
L 118.108594 83.063637 
L 118.472738 83.018326 
L 119.201027 83.906353 
L 119.565171 82.968804 
L 119.929315 82.481921 
L 120.29346 82.428525 
L 120.657604 82.186979 
L 121.021748 82.415386 
L 121.750037 83.218182 
L 123.206614 80.499018 
L 123.570759 81.375339 
L 123.934903 81.282949 
L 124.299047 82.517125 
L 124.663192 82.607495 
L 125.027336 82.520073 
L 125.39148 82.231447 
L 125.755625 82.786802 
L 126.119769 82.952633 
L 126.483913 83.624465 
L 127.212202 84.152279 
L 127.940491 82.325943 
L 128.304635 81.541002 
L 128.66878 81.554983 
L 129.032924 81.44659 
L 129.761213 82.849715 
L 130.125357 83.497291 
L 130.489501 82.811394 
L 130.853646 83.115938 
L 131.21779 82.621391 
L 131.581934 82.318785 
L 131.946079 82.797329 
L 132.310223 82.268673 
L 132.674367 82.540202 
L 133.402656 81.016052 
L 133.7668 80.415218 
L 134.130945 80.925514 
L 134.495089 81.764525 
L 134.859233 82.042118 
L 135.223378 83.194264 
L 135.587522 83.329438 
L 135.951666 82.548372 
L 136.315811 82.499944 
L 137.044099 80.964172 
L 137.408244 80.058542 
L 137.772388 79.673819 
L 138.136532 79.886899 
L 138.500677 81.217088 
L 138.864821 81.616296 
L 139.228965 82.7708 
L 139.59311 82.621981 
L 139.957254 83.066163 
L 140.321399 81.686873 
L 140.685543 80.745281 
L 141.049687 81.167313 
L 141.413832 81.094967 
L 141.777976 81.704812 
L 142.14212 81.693864 
L 142.506265 81.03955 
L 142.870409 81.66506 
L 143.234553 80.893931 
L 143.598698 81.516073 
L 144.326986 80.86538 
L 144.691131 81.244123 
L 145.055275 81.43901 
L 145.419419 81.328428 
L 146.147708 80.671335 
L 146.511852 81.23848 
L 146.875997 81.557004 
L 147.604285 80.366538 
L 147.96843 80.627119 
L 148.332574 80.08145 
L 148.696718 80.235238 
L 149.060863 79.784654 
L 149.425007 79.675925 
L 149.789151 79.190811 
L 150.153296 79.067595 
L 150.51744 79.850936 
L 151.245729 82.95895 
L 151.609873 83.133624 
L 151.974018 82.94699 
L 152.338162 81.609895 
L 152.702306 80.733995 
L 153.066451 80.602358 
L 153.430595 79.752735 
L 153.794739 80.22631 
L 154.523028 80.469035 
L 154.887172 81.937179 
L 155.251317 81.529464 
L 155.615461 82.810299 
L 155.979605 82.716645 
L 156.707894 80.675209 
L 157.072038 79.954528 
L 157.436183 79.76183 
L 157.800327 79.799814 
L 158.89276 81.975247 
L 159.256904 81.49207 
L 159.621049 82.057783 
L 159.985193 81.528874 
L 160.713482 80.121202 
L 161.077626 80.172661 
L 161.441771 79.949307 
L 161.805915 80.210982 
L 162.170059 80.079092 
L 162.898348 81.017062 
L 163.262492 82.227152 
L 163.990781 81.550182 
L 164.354925 80.853673 
L 164.71907 80.633856 
L 165.447358 81.391426 
L 165.811503 81.609306 
L 166.175647 81.226268 
L 166.539791 81.496702 
L 167.26808 81.08326 
L 167.632224 80.616675 
L 167.996369 80.456318 
L 168.360513 80.079092 
L 168.724657 79.870897 
L 169.088802 80.425662 
L 169.81709 80.191106 
L 170.181235 79.42284 
L 170.545379 79.296256 
L 170.909523 78.832282 
L 171.273668 78.952634 
L 171.637812 78.43779 
L 172.001956 79.182642 
L 172.366101 78.915155 
L 172.730245 79.471604 
L 173.09439 80.690874 
L 173.458534 80.09602 
L 174.186823 80.342198 
L 174.550967 79.268126 
L 174.915111 79.711635 
L 175.279256 79.091177 
L 175.6434 79.366833 
L 176.735833 80.92543 
L 177.828266 79.856663 
L 178.556555 78.199612 
L 179.284843 78.022158 
L 179.648988 78.626866 
L 180.013132 78.855695 
L 180.741421 80.075723 
L 181.105565 80.44638 
L 181.469709 79.135562 
L 181.833854 79.359506 
L 182.197998 78.931241 
L 182.562142 78.860664 
L 183.290431 78.451518 
L 183.654576 78.975963 
L 184.01872 79.796782 
L 184.382864 80.147563 
L 184.747009 79.795266 
L 185.475297 78.247366 
L 185.839442 77.788192 
L 186.203586 76.977311 
L 186.56773 77.383509 
L 186.931875 78.447812 
L 187.296019 78.776948 
L 187.660163 79.528875 
L 188.024308 79.513125 
L 188.388452 78.936632 
L 189.116741 77.433958 
L 189.480885 77.373824 
L 189.845029 78.294024 
L 190.573318 79.030285 
L 190.937462 79.187105 
L 191.301607 78.557299 
L 191.665751 78.604126 
L 192.029895 78.305815 
L 192.39404 78.303036 
L 192.758184 77.983838 
L 193.122328 78.193127 
L 193.486473 78.087851 
L 193.850617 76.973352 
L 194.214762 77.547909 
L 194.578906 76.986996 
L 194.94305 77.53317 
L 195.307195 77.210856 
L 195.671339 77.454002 
L 196.035483 76.578018 
L 196.399628 77.203192 
L 196.763772 76.471815 
L 197.127916 77.070965 
L 197.492061 78.013568 
L 197.856205 78.35778 
L 198.220349 78.157839 
L 198.948638 76.243155 
L 199.312782 75.879067 
L 199.676927 75.776907 
L 200.041071 76.035634 
L 200.405215 77.241765 
L 200.76936 77.137499 
L 201.133504 77.957898 
L 201.497648 78.130214 
L 202.590081 76.622066 
L 202.954226 76.12314 
L 203.31837 76.502472 
L 203.682514 77.388057 
L 204.410803 78.246945 
L 204.774947 78.205255 
L 205.503236 76.649438 
L 205.867381 76.372687 
L 206.231525 76.344304 
L 206.959814 75.647206 
L 207.323958 76.006157 
L 207.688102 75.791224 
L 208.416391 77.214477 
L 208.780535 76.63512 
L 209.14468 76.961982 
L 209.508824 76.042456 
L 209.872968 75.895574 
L 210.237113 76.51241 
L 210.601257 76.521927 
L 210.965401 77.26939 
L 211.329546 77.555826 
L 211.69369 77.384857 
L 212.421979 75.016305 
L 212.786123 75.28076 
L 213.150267 76.585345 
L 213.514412 77.102042 
L 214.2427 79.055804 
L 214.606845 78.79893 
L 215.335133 76.501124 
L 215.699278 74.360896 
L 216.063422 74.514937 
L 216.427567 73.813627 
L 216.791711 73.818175 
L 217.155855 74.983122 
L 217.52 76.715467 
L 217.884144 77.314364 
L 218.248288 78.132151 
L 218.612433 78.550056 
L 218.976577 78.286444 
L 219.340721 78.68161 
L 219.704866 77.607369 
L 221.161443 75.986365 
L 221.525587 76.068817 
L 221.889732 75.793077 
L 222.253876 76.866391 
L 222.61802 76.490428 
L 222.982165 77.153586 
L 223.346309 77.497629 
L 224.074598 76.431052 
L 224.802886 75.462509 
L 225.167031 75.949728 
L 225.895319 77.467815 
L 226.259464 77.345273 
L 226.987752 76.177799 
L 227.351897 75.046541 
L 227.716041 74.555531 
L 228.080186 75.71433 
L 228.44433 75.507062 
L 229.172619 77.500829 
L 229.536763 77.906607 
L 229.900907 77.308384 
L 230.265052 75.857422 
L 230.629196 75.881425 
L 230.99334 75.075681 
L 231.357485 75.248671 
L 231.721629 75.132446 
L 232.085773 75.45535 
L 232.449918 75.462004 
L 232.814062 76.254693 
L 233.542351 77.034328 
L 234.634784 76.583071 
L 234.998928 74.736354 
L 235.363072 74.046162 
L 235.727217 73.069112 
L 236.091361 73.899449 
L 237.547938 78.467267 
L 238.276227 76.853421 
L 238.640372 75.219194 
L 239.36866 74.365107 
L 239.732805 74.833967 
L 241.189382 77.807815 
L 241.553526 76.756146 
L 242.281815 76.138889 
L 242.645959 75.432779 
L 243.010104 75.12714 
L 243.374248 76.252672 
L 243.738392 74.670325 
L 244.102537 75.080061 
L 244.830825 74.726248 
L 245.19497 75.6814 
L 245.559114 76.25882 
L 245.923258 76.270527 
L 246.287403 75.896416 
L 246.651547 74.640595 
L 247.379836 74.258989 
L 247.74398 73.791982 
L 248.836413 75.855064 
L 249.200558 75.964972 
L 249.564702 75.796699 
L 249.928846 76.442506 
L 250.292991 75.955287 
L 250.657135 75.669777 
L 251.021279 75.232669 
L 251.385424 75.17262 
L 251.749568 74.700055 
L 252.477857 75.831735 
L 252.842001 75.773032 
L 253.206145 76.368476 
L 253.57029 76.429368 
L 253.934434 75.96194 
L 254.298578 76.193127 
L 254.662723 75.432526 
L 255.026867 74.385236 
L 255.391011 74.20096 
L 255.755156 73.27478 
L 256.1193 72.9304 
L 256.483444 73.349148 
L 256.847589 72.621814 
L 257.211733 73.162261 
L 257.575877 73.255915 
L 257.940022 75.299878 
L 258.304166 76.230353 
L 258.66831 76.718583 
L 259.032455 76.971584 
L 259.396599 76.950191 
L 259.760743 74.881383 
L 260.124888 74.32207 
L 260.489032 73.106591 
L 260.853177 72.766337 
L 261.581465 74.886689 
L 261.94561 74.983038 
L 262.309754 76.060816 
L 262.673898 75.418377 
L 263.402187 75.514895 
L 263.766331 74.578018 
L 264.130476 74.184116 
L 264.49462 73.465373 
L 264.858764 74.156828 
L 265.222909 74.039087 
L 265.587053 74.683463 
L 265.951197 74.623835 
L 266.315342 74.231869 
L 267.04363 73.682411 
L 267.407775 73.165293 
L 268.136063 75.408439 
L 268.500208 75.331798 
L 268.864352 75.369023 
L 269.592641 74.759431 
L 269.956785 73.36077 
L 270.685074 73.852116 
L 271.049218 74.394164 
L 271.413363 75.419893 
L 271.777507 75.863739 
L 272.141651 75.156365 
L 272.86994 74.933179 
L 273.234084 73.890353 
L 273.962373 74.122298 
L 274.326517 74.05012 
L 274.690662 75.461414 
L 275.054806 75.491144 
L 275.41895 75.825671 
L 275.783095 75.982322 
L 276.147239 75.08284 
L 276.511383 73.836451 
L 277.239672 73.495861 
L 277.603816 74.252167 
L 277.967961 75.287245 
L 278.332105 74.816785 
L 279.060394 76.455645 
L 279.424538 75.210014 
L 279.788682 74.643711 
L 280.152827 73.617813 
L 280.516971 73.151817 
L 280.881115 73.713825 
L 281.24526 73.94636 
L 281.973549 75.154681 
L 282.701837 73.999251 
L 283.065982 73.57545 
L 283.430126 73.743892 
L 283.79427 74.188411 
L 284.158415 74.002535 
L 284.522559 74.465667 
L 284.886703 73.328513 
L 285.250848 73.309732 
L 285.979136 74.459014 
L 286.343281 74.973774 
L 286.707425 74.876414 
L 287.435714 73.162766 
L 287.799858 73.251451 
L 288.528147 74.57086 
L 289.256435 75.455098 
L 289.62058 73.958824 
L 289.984724 74.211741 
L 290.348868 73.378625 
L 291.441301 73.114592 
L 291.805446 72.585514 
L 292.16959 72.892079 
L 292.533734 73.347379 
L 292.897879 73.324892 
L 293.262023 74.625856 
L 293.626168 75.195781 
L 295.082745 72.934948 
L 295.446889 73.535276 
L 295.811034 73.631541 
L 296.175178 73.955961 
L 296.539322 74.451181 
L 296.903467 74.627456 
L 297.267611 75.437832 
L 297.9959 73.443391 
L 298.360044 72.737197 
L 298.724188 72.63411 
L 299.088333 72.318702 
L 299.816621 75.113749 
L 300.180766 75.419556 
L 300.54491 76.832282 
L 301.273199 74.40326 
L 301.637343 73.879404 
L 302.001487 71.919409 
L 302.365632 72.782171 
L 302.729776 72.734417 
L 303.09392 73.36675 
L 303.458065 74.495313 
L 303.822209 74.449665 
L 304.186354 75.853969 
L 304.550498 75.473795 
L 304.914642 74.306826 
L 305.278787 74.233891 
L 306.007075 73.548162 
L 306.37122 73.525507 
L 306.735364 73.782297 
L 307.099508 72.954571 
L 307.463653 74.227743 
L 307.827797 73.945181 
L 308.191941 74.157502 
L 308.556086 73.668514 
L 308.92023 72.527065 
L 309.284374 71.946276 
L 310.740952 74.490176 
L 311.46924 74.043804 
L 311.833385 73.249261 
L 312.197529 71.890437 
L 312.561673 72.538266 
L 312.925818 72.846095 
L 313.654106 74.723974 
L 314.018251 74.885005 
L 314.382395 73.950655 
L 314.74654 73.653944 
L 315.110684 71.914609 
L 315.474828 71.984765 
L 315.838973 72.656597 
L 316.203117 72.84222 
L 316.567261 74.468531 
L 316.931406 74.855696 
L 317.29555 74.318196 
L 317.659694 74.54652 
L 318.023839 73.951413 
L 318.387983 72.966615 
L 318.752127 72.823692 
L 319.116272 73.318238 
L 319.480416 72.826976 
L 319.84456 74.096695 
L 320.572849 74.083556 
L 320.936993 73.878562 
L 321.301138 72.633773 
L 321.665282 72.437201 
L 322.029426 71.859107 
L 322.393571 72.03715 
L 322.757715 72.806258 
L 323.486004 73.265011 
L 324.214292 74.340936 
L 324.578437 73.852959 
L 324.942581 72.993313 
L 325.306725 73.079556 
L 325.67087 71.929263 
L 326.399159 73.270064 
L 326.763303 73.006115 
L 327.127447 73.657144 
L 327.491592 72.582398 
L 327.855736 72.579872 
L 328.21988 72.77257 
L 328.584025 71.716857 
L 328.948169 72.103854 
L 329.312313 71.537214 
L 329.676458 71.30889 
L 330.040602 72.352559 
L 330.404746 72.288382 
L 330.768891 72.471226 
L 331.133035 73.128488 
L 331.861324 72.738207 
L 332.225468 72.372351 
L 332.589612 71.48247 
L 332.953757 72.233638 
L 333.317901 72.180579 
L 333.682045 72.654576 
L 334.410334 73.108191 
L 334.774478 72.983628 
L 335.138623 73.539403 
L 335.866911 72.095937 
L 336.231056 71.954866 
L 336.5952 71.272422 
L 336.959345 71.242019 
L 337.323489 71.035508 
L 338.051778 71.261137 
L 338.415922 71.647628 
L 338.780066 71.500662 
L 339.144211 69.897259 
L 339.872499 70.209888 
L 340.236644 70.474174 
L 340.600788 71.505883 
L 340.964932 73.134047 
L 341.693221 72.764737 
L 342.42151 69.286656 
L 342.785654 69.780024 
L 343.149798 69.434633 
L 344.606376 74.932505 
L 344.97052 75.321523 
L 346.062953 71.005947 
L 346.427097 70.944465 
L 346.791242 71.159061 
L 347.51953 73.73168 
L 347.883675 73.962867 
L 348.611964 74.896206 
L 349.340252 72.025696 
L 349.704397 71.555237 
L 350.432685 72.740818 
L 350.79683 72.699213 
L 351.160974 72.305984 
L 351.525118 72.780234 
L 352.253407 72.728438 
L 352.617551 73.039045 
L 352.981696 72.209383 
L 353.34584 72.960635 
L 354.074129 72.257052 
L 354.438273 72.124909 
L 354.802417 70.866224 
L 355.166562 71.652007 
L 355.89485 72.215615 
L 356.623139 73.308806 
L 356.987283 74.431305 
L 357.715572 73.164535 
L 358.443861 70.54172 
L 359.17215 70.537087 
L 359.536294 71.06726 
L 359.900438 72.210056 
L 360.264583 72.348937 
L 360.628727 73.322534 
L 361.357016 72.988344 
L 361.72116 73.197971 
L 362.085304 72.420357 
L 362.449449 73.324218 
L 362.813593 71.943075 
L 363.177737 71.627078 
L 363.541882 71.9739 
L 363.906026 71.741871 
L 364.27017 71.012684 
L 364.634315 71.807058 
L 364.998459 71.47489 
L 365.726748 72.839525 
L 366.090892 72.393827 
L 366.455036 72.415556 
L 366.819181 71.878225 
L 367.183325 70.358202 
L 367.547469 70.974785 
L 367.911614 70.623919 
L 368.275758 71.054879 
L 368.639902 71.712394 
L 369.004047 71.829882 
L 369.368191 70.778465 
L 369.732336 71.546141 
L 370.09648 69.794257 
L 371.188913 70.195065 
L 371.553057 70.172915 
L 371.917202 71.178768 
L 372.281346 70.721616 
L 372.281346 70.721616 
" 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: 729.051 $\bullet$ mean: 722.162 $\bullet$ $\sigma$: 3.730 -->
    <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-37"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(410.580078 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(474.203125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.990234 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.613281 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(633.236328 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(696.859375 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.646484 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.244141 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.03125 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.443359 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.966797 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.246094 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.103516 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1235.726562 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1299.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1362.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1458.382812 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1522.005859 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1585.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.800781 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.179688 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.871094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.658203 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.28125 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.958984 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1999.582031 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(2063.205078 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 727.25 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 72.605537)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-37"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-37"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-35"/>
    </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_19"/>
    <g id="xtick_20"/>
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#pd695ce5ba1)" d="M 18.697188 106.748241 
L 372.281346 106.748241 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#pd695ce5ba1)" d="M 19.061332 107.149591 
L 19.425476 106.429225 
L 19.789621 106.706233 
L 20.153765 111.609382 
L 20.517909 110.388238 
L 20.882054 113.181418 
L 21.610342 112.901159 
L 21.974487 112.220031 
L 22.338631 112.105224 
L 22.702775 109.391443 
L 23.06692 109.579419 
L 23.431064 112.223952 
L 23.795208 111.257366 
L 24.159353 104.762166 
L 24.523497 105.878946 
L 24.887641 110.430279 
L 25.251786 108.777208 
L 25.61593 113.211761 
L 25.980074 112.510733 
L 26.344219 113.025335 
L 26.708363 112.941183 
L 27.072507 112.220613 
L 27.800796 112.745882 
L 28.16494 114.161116 
L 28.529085 110.322106 
L 28.893229 112.229913 
L 29.257373 109.670334 
L 29.621518 108.082811 
L 29.985662 113.778197 
L 30.349807 111.392161 
L 30.713951 113.335242 
L 31.078095 112.704578 
L 31.44224 112.530611 
L 31.806384 111.450159 
L 32.170528 111.604562 
L 32.534673 113.118425 
L 32.898817 111.860284 
L 33.262961 113.138437 
L 33.627106 113.021367 
L 33.99125 113.653351 
L 34.355394 113.702071 
L 34.719539 113.490028 
L 35.083683 111.148744 
L 35.447827 112.897373 
L 36.176116 114.193297 
L 36.54026 113.503294 
L 36.904405 113.165868 
L 37.268549 110.493721 
L 37.632693 112.945845 
L 38.360982 111.421585 
L 38.725126 109.673628 
L 39.089271 108.746975 
L 39.453415 110.27146 
L 39.817559 109.696443 
L 40.181704 111.358233 
L 40.545848 111.575318 
L 40.909993 110.811721 
L 41.274137 110.631409 
L 41.638281 112.830522 
L 42.002426 111.831913 
L 42.36657 113.473264 
L 42.730714 113.701376 
L 43.094859 114.186351 
L 43.459003 114.099085 
L 43.823147 113.89641 
L 44.187292 113.043351 
L 44.551436 113.29618 
L 44.91558 113.339276 
L 45.279725 112.312696 
L 45.643869 112.023787 
L 46.008013 113.834133 
L 46.372158 114.052203 
L 46.736302 112.518531 
L 47.100446 112.605079 
L 47.464591 113.690193 
L 47.828735 112.120104 
L 48.192879 112.551473 
L 48.557024 113.543251 
L 48.921168 112.756683 
L 49.285312 112.909451 
L 49.649457 105.916349 
L 50.013601 107.276521 
L 50.377745 109.176642 
L 50.74189 109.960254 
L 51.106034 114.180255 
L 51.470178 114.029591 
L 51.834323 115.414574 
L 52.198467 108.142153 
L 52.562612 106.93905 
L 52.926756 114.318546 
L 53.655045 112.592619 
L 54.019189 114.194104 
L 54.383333 109.993375 
L 54.747478 111.243584 
L 55.111622 108.278272 
L 55.475766 109.512143 
L 55.839911 113.893744 
L 56.204055 110.223905 
L 56.568199 111.325222 
L 56.932344 113.567589 
L 57.296488 111.871958 
L 57.660632 114.145475 
L 58.024777 114.932177 
L 58.388921 112.579914 
L 58.753065 112.552304 
L 59.11721 109.477296 
L 59.481354 111.124228 
L 59.845498 113.919067 
L 60.209643 109.226885 
L 60.937931 113.776089 
L 61.302076 111.434293 
L 61.66622 111.397787 
L 62.030364 112.257007 
L 62.394509 112.302096 
L 62.758653 111.607274 
L 63.122798 113.258913 
L 63.486942 113.750991 
L 63.851086 114.472974 
L 64.215231 108.46452 
L 64.579375 108.24739 
L 64.943519 114.522297 
L 65.307664 113.768673 
L 65.671808 114.298938 
L 66.035952 109.800425 
L 66.764241 113.507528 
L 67.128385 112.185005 
L 67.49253 113.38405 
L 67.856674 114.170931 
L 68.220818 114.434181 
L 68.584963 115.160086 
L 68.949107 113.950441 
L 69.313251 113.632778 
L 69.677396 113.843232 
L 70.04154 112.383309 
L 70.405684 111.78922 
L 71.133973 114.087095 
L 71.498117 114.310724 
L 71.862262 113.389115 
L 72.226406 112.942147 
L 72.59055 112.767283 
L 72.954695 112.432523 
L 73.318839 111.511314 
L 73.682984 112.696892 
L 74.047128 112.281098 
L 74.411272 106.762102 
L 75.139561 108.669663 
L 75.503705 109.021296 
L 75.86785 112.022194 
L 76.231994 111.980423 
L 76.596138 113.467101 
L 76.960283 113.643581 
L 77.324427 114.021593 
L 77.688571 113.307811 
L 78.052716 107.762415 
L 78.781004 112.056058 
L 79.145149 111.567899 
L 79.873437 112.25219 
L 80.237582 113.59997 
L 80.601726 113.561335 
L 80.96587 114.455831 
L 81.330015 111.016367 
L 81.694159 111.820885 
L 82.058303 105.34263 
L 82.422448 107.015871 
L 82.786592 110.815731 
L 83.150736 109.980624 
L 83.514881 113.970498 
L 84.243169 114.278052 
L 84.607314 112.803252 
L 84.971458 113.244503 
L 85.335603 105.689222 
L 85.699747 106.128414 
L 86.063891 105.270022 
L 86.79218 112.434182 
L 87.156324 112.984346 
L 87.520469 110.583272 
L 87.884613 108.999962 
L 88.248757 110.543585 
L 88.612902 110.247863 
L 88.977046 113.103633 
L 89.34119 113.177072 
L 89.705335 110.696599 
L 90.069479 111.935558 
L 90.433623 111.722799 
L 90.797768 112.293379 
L 91.526056 113.85251 
L 91.890201 112.453654 
L 92.254345 108.403992 
L 92.618489 110.194056 
L 92.982634 112.674439 
L 93.346778 112.700501 
L 93.710922 113.771631 
L 94.075067 113.011641 
L 94.439211 113.837135 
L 94.803355 111.87225 
L 95.1675 111.400923 
L 95.531644 107.636313 
L 95.895789 109.431152 
L 96.259933 109.862681 
L 96.624077 111.421384 
L 97.352366 112.33448 
L 97.71651 114.512864 
L 98.080655 113.910841 
L 98.444799 113.547398 
L 98.808943 113.645956 
L 99.173088 110.60389 
L 99.537232 111.778801 
L 99.901376 113.841685 
L 100.265521 113.711549 
L 100.629665 110.50235 
L 100.993809 111.272401 
L 101.357954 113.289234 
L 101.722098 112.723067 
L 102.086242 111.685687 
L 102.450387 114.682888 
L 102.814531 109.728041 
L 103.178675 111.142896 
L 103.54282 114.042858 
L 103.906964 113.213174 
L 104.271108 113.517904 
L 104.635253 109.103901 
L 104.999397 111.03656 
L 105.363541 109.436329 
L 106.09183 112.717532 
L 106.455975 112.497645 
L 107.184263 114.383536 
L 107.548408 114.171874 
L 107.912552 112.49043 
L 108.276696 112.5982 
L 108.640841 112.330221 
L 109.369129 113.322512 
L 109.733274 111.355677 
L 110.097418 110.741017 
L 110.461562 111.428084 
L 110.825707 113.217342 
L 111.189851 113.604543 
L 111.553995 112.043462 
L 111.91814 114.435437 
L 112.646428 112.846882 
L 113.010573 115.399694 
L 113.374717 109.443993 
L 113.738861 109.156272 
L 114.103006 107.268566 
L 114.46715 107.373066 
L 114.831294 111.74532 
L 115.195439 110.921978 
L 115.559583 113.346983 
L 115.923727 112.71341 
L 116.287872 113.632644 
L 116.652016 113.755607 
L 117.01616 114.010477 
L 117.380305 113.635265 
L 117.744449 112.784426 
L 118.108594 112.396017 
L 118.472738 111.313256 
L 118.836882 111.026542 
L 119.201027 114.604723 
L 119.565171 114.277961 
L 120.29346 112.864295 
L 120.657604 113.470015 
L 121.021748 112.651827 
L 121.385893 110.914135 
L 121.750037 111.848495 
L 122.114181 113.79514 
L 122.478326 112.636453 
L 122.84247 111.851006 
L 123.206614 112.778824 
L 123.570759 108.26924 
L 123.934903 111.686269 
L 124.299047 113.173778 
L 125.027336 112.175906 
L 125.39148 108.924351 
L 125.755625 109.43736 
L 126.119769 110.379208 
L 126.483913 109.499122 
L 126.848058 114.949275 
L 127.576346 113.252616 
L 127.940491 114.149372 
L 128.304635 112.7494 
L 128.66878 113.040752 
L 129.032924 114.081202 
L 129.397068 112.254474 
L 129.761213 111.793412 
L 130.125357 107.96973 
L 130.853646 114.424097 
L 131.21779 113.696827 
L 131.581934 113.904994 
L 131.946079 111.628408 
L 132.310223 112.39716 
L 132.674367 114.460626 
L 133.038512 113.506206 
L 133.402656 113.85419 
L 133.7668 107.52393 
L 134.495089 109.636765 
L 135.223378 112.620945 
L 135.587522 111.295058 
L 135.951666 113.329819 
L 136.315811 113.904299 
L 136.679955 112.66227 
L 137.044099 112.776112 
L 137.408244 113.448254 
L 137.772388 114.498163 
L 138.136532 112.065961 
L 138.500677 110.873662 
L 138.864821 110.880495 
L 139.228965 114.246833 
L 139.957254 110.416655 
L 140.321399 110.913328 
L 140.685543 110.758094 
L 141.049687 114.445722 
L 141.413832 113.154033 
L 141.777976 113.707515 
L 142.14212 109.255638 
L 142.506265 110.106926 
L 142.870409 113.62713 
L 143.234553 113.662741 
L 143.598698 114.81932 
L 143.962842 104.685324 
L 144.326986 107.928408 
L 144.691131 113.598089 
L 145.055275 111.990754 
L 145.419419 112.812976 
L 145.783564 112.540381 
L 146.147708 111.780548 
L 146.511852 113.72551 
L 146.875997 113.029165 
L 147.240141 113.508402 
L 147.604285 113.735438 
L 147.96843 114.181868 
L 148.332574 113.874045 
L 148.696718 113.949567 
L 149.060863 113.748413 
L 149.425007 103.183809 
L 149.789151 104.257158 
L 150.153296 109.346711 
L 150.51744 104.886117 
L 150.881585 110.253152 
L 151.245729 113.483327 
L 151.609873 109.40285 
L 151.974018 107.853513 
L 152.338162 113.284123 
L 152.702306 112.285781 
L 153.066451 113.944702 
L 153.430595 113.20672 
L 153.794739 114.039812 
L 154.158884 104.905165 
L 154.523028 107.367798 
L 154.887172 114.00048 
L 155.251317 113.313616 
L 155.615461 113.752292 
L 155.979605 112.199191 
L 156.34375 111.607007 
L 156.707894 114.264315 
L 157.072038 111.703794 
L 157.436183 113.705856 
L 157.800327 115.077618 
L 158.164471 112.254498 
L 158.528616 111.926505 
L 158.89276 109.074362 
L 159.256904 109.7433 
L 159.621049 115.153878 
L 159.985193 109.610768 
L 160.349337 111.641383 
L 160.713482 114.356666 
L 161.077626 112.659647 
L 161.441771 112.74122 
L 161.805915 114.380242 
L 162.170059 108.475972 
L 162.898348 116.18057 
L 163.262492 110.64638 
L 163.626637 109.871149 
L 163.990781 113.425867 
L 164.354925 114.474676 
L 164.71907 113.21685 
L 165.083214 113.789896 
L 165.447358 116.315904 
L 165.811503 113.077348 
L 166.175647 112.597281 
L 166.539791 116.083803 
L 166.903936 113.202956 
L 167.26808 113.420377 
L 167.632224 114.781941 
L 167.996369 114.453745 
L 168.360513 112.619556 
L 168.724657 114.30185 
L 169.088802 114.464524 
L 169.452946 110.164072 
L 169.81709 112.578097 
L 170.181235 113.551228 
L 170.545379 109.227962 
L 170.909523 110.57245 
L 171.273668 115.026993 
L 171.637812 113.078222 
L 172.001956 111.830591 
L 172.366101 107.437807 
L 172.730245 109.227983 
L 173.09439 115.052452 
L 173.458534 115.134897 
L 173.822678 115.563511 
L 174.186823 111.199481 
L 174.550967 109.238987 
L 174.915111 115.068251 
L 175.279256 110.900777 
L 176.007544 114.533077 
L 176.371689 114.393778 
L 176.735833 113.431268 
L 177.099977 114.659403 
L 177.828266 114.14758 
L 178.556555 114.125396 
L 178.920699 114.486868 
L 179.284843 112.80724 
L 179.648988 112.64136 
L 180.013132 111.394245 
L 180.377276 114.224604 
L 180.741421 113.38024 
L 181.469709 111.142514 
L 181.833854 114.834201 
L 182.197998 109.764971 
L 182.562142 111.972155 
L 182.926287 115.510667 
L 183.290431 111.737118 
L 183.654576 113.015159 
L 184.01872 115.491216 
L 184.382864 109.557611 
L 184.747009 110.836058 
L 185.111153 113.087297 
L 185.475297 109.794104 
L 185.839442 112.883522 
L 186.203586 113.765759 
L 186.56773 111.653373 
L 186.931875 112.659625 
L 187.296019 112.768627 
L 187.660163 110.923255 
L 188.388452 112.410136 
L 188.752596 112.239976 
L 189.116741 112.778712 
L 189.480885 114.202866 
L 189.845029 110.750138 
L 190.573318 114.320809 
L 190.937462 114.244279 
L 191.301607 114.55988 
L 191.665751 113.229801 
L 192.029895 113.093909 
L 192.39404 113.256134 
L 192.758184 114.308798 
L 193.122328 114.92003 
L 193.486473 112.047272 
L 193.850617 111.888677 
L 194.214762 115.550266 
L 194.578906 111.280851 
L 194.94305 111.27518 
L 195.307195 105.423306 
L 195.671339 107.481731 
L 196.035483 114.206697 
L 196.399628 114.289144 
L 196.763772 111.942125 
L 197.127916 112.640553 
L 197.492061 104.908886 
L 198.220349 111.909047 
L 198.584494 106.84309 
L 198.948638 112.208287 
L 199.312782 113.867278 
L 199.676927 114.483617 
L 200.041071 114.203179 
L 200.405215 109.849906 
L 200.76936 110.459032 
L 201.133504 114.235832 
L 201.497648 105.757887 
L 201.861793 108.685192 
L 202.225937 114.884577 
L 202.590081 113.201812 
L 202.954226 113.276504 
L 203.31837 110.864271 
L 203.682514 112.291474 
L 204.046659 112.239102 
L 204.410803 112.478462 
L 204.774947 114.789536 
L 205.139092 114.536349 
L 205.503236 114.575097 
L 205.867381 113.088822 
L 206.231525 113.50047 
L 206.595669 112.414707 
L 207.323958 111.122523 
L 207.688102 111.492064 
L 208.052247 110.787426 
L 208.416391 113.182316 
L 208.780535 113.034431 
L 209.14468 114.765244 
L 209.508824 111.165574 
L 210.237113 110.22812 
L 210.601257 110.860999 
L 210.965401 114.046667 
L 211.329546 114.909274 
L 211.69369 114.949074 
L 212.057834 109.031806 
L 212.421979 99.450217 
L 212.786123 104.033956 
L 213.150267 115.641722 
L 213.514412 108.24264 
L 213.878556 108.93372 
L 214.2427 113.071813 
L 214.606845 110.447155 
L 214.970989 110.775236 
L 215.335133 112.74624 
L 215.699278 112.445653 
L 216.063422 111.739135 
L 216.427567 112.076428 
L 216.791711 113.352519 
L 217.155855 107.464946 
L 217.52 104.217895 
L 217.884144 105.230984 
L 218.248288 105.648034 
L 218.612433 109.882781 
L 218.976577 110.937486 
L 219.340721 115.281414 
L 219.704866 109.800491 
L 220.06901 108.698413 
L 220.433154 109.880652 
L 221.161443 114.511294 
L 221.525587 114.138996 
L 221.889732 115.175145 
L 222.253876 114.640086 
L 222.61802 111.440141 
L 222.982165 111.233029 
L 223.346309 114.853831 
L 223.710453 114.529313 
L 224.074598 112.074411 
L 224.438742 107.791281 
L 224.802886 111.445655 
L 225.167031 113.568192 
L 225.531175 113.399245 
L 225.895319 114.658529 
L 226.259464 105.682031 
L 226.623608 108.075371 
L 226.987752 113.739875 
L 227.351897 114.674462 
L 227.716041 114.767777 
L 228.080186 105.19934 
L 228.44433 105.87274 
L 228.808474 110.864362 
L 229.172619 112.162573 
L 229.536763 110.169361 
L 230.265052 112.750765 
L 230.629196 115.755364 
L 230.99334 112.258799 
L 231.357485 113.447313 
L 231.721629 108.336155 
L 232.085773 110.486776 
L 232.449918 114.871871 
L 232.814062 114.590759 
L 233.178206 113.484065 
L 233.542351 112.735257 
L 233.906495 114.017177 
L 234.270639 113.652702 
L 234.998928 114.451145 
L 235.363072 113.974733 
L 235.727217 110.880562 
L 236.091361 113.175055 
L 236.455505 106.991782 
L 237.183794 115.032328 
L 237.547938 112.350703 
L 237.912083 112.935177 
L 238.276227 113.235786 
L 238.640372 112.500223 
L 239.004516 114.429947 
L 239.36866 112.871198 
L 239.732805 112.654539 
L 240.096949 109.56075 
L 240.461093 110.821581 
L 240.825238 110.732231 
L 241.189382 108.96153 
L 241.553526 112.235539 
L 241.917671 113.149417 
L 242.281815 109.484445 
L 242.645959 113.440613 
L 243.010104 113.655256 
L 243.374248 108.451926 
L 244.102537 113.8249 
L 244.466681 108.224733 
L 245.19497 114.646986 
L 245.559114 106.427542 
L 246.287403 114.194574 
L 246.651547 112.241857 
L 247.015691 111.813424 
L 247.379836 114.562949 
L 248.108124 112.386694 
L 248.472269 113.965454 
L 248.836413 113.770242 
L 249.200558 111.901249 
L 249.928846 109.920452 
L 250.292991 112.842178 
L 250.657135 113.446528 
L 251.021279 109.769542 
L 251.385424 113.083936 
L 251.749568 114.284282 
L 252.113712 110.594904 
L 252.477857 113.428736 
L 252.842001 114.517502 
L 253.206145 111.177361 
L 253.57029 113.427413 
L 253.934434 114.106928 
L 254.298578 112.45137 
L 255.026867 113.373719 
L 255.391011 109.900215 
L 255.755156 112.652677 
L 256.1193 113.471271 
L 256.483444 99.948501 
L 257.211733 110.800044 
L 257.575877 105.550439 
L 257.940022 107.549835 
L 258.304166 106.243332 
L 258.66831 108.698146 
L 259.032455 112.89233 
L 259.396599 112.494822 
L 259.760743 111.674707 
L 260.124888 113.949276 
L 260.489032 109.090701 
L 260.853177 113.097806 
L 261.217321 109.812257 
L 261.581465 112.242239 
L 261.94561 112.778466 
L 262.309754 108.902837 
L 262.673898 108.4725 
L 263.038043 115.224942 
L 263.402187 107.953124 
L 263.766331 109.236478 
L 264.130476 112.986227 
L 264.49462 112.180498 
L 264.858764 115.349697 
L 265.587053 111.528682 
L 265.951197 110.15894 
L 266.315342 109.704577 
L 266.679486 110.468577 
L 267.04363 113.707427 
L 267.407775 113.79581 
L 267.771919 112.636049 
L 268.136063 112.713902 
L 268.864352 113.548696 
L 269.228496 113.808922 
L 269.592641 110.798858 
L 269.956785 114.136175 
L 270.320929 115.663996 
L 270.685074 109.052627 
L 271.049218 109.707759 
L 271.413363 113.667491 
L 272.141651 110.595262 
L 272.86994 112.84314 
L 273.234084 112.012986 
L 273.598229 105.947611 
L 274.326517 116.126158 
L 274.690662 109.521285 
L 275.054806 110.788861 
L 275.41895 113.993489 
L 275.783095 109.323763 
L 276.511383 111.789693 
L 276.875528 107.879552 
L 277.603816 114.312699 
L 277.967961 107.987816 
L 278.332105 108.339473 
L 278.696249 114.698575 
L 279.060394 110.636138 
L 279.424538 111.881773 
L 279.788682 114.635873 
L 280.152827 113.600418 
L 280.516971 109.205933 
L 280.881115 112.111478 
L 281.24526 112.218596 
L 281.609404 111.256402 
L 281.973549 113.045996 
L 282.337693 113.518644 
L 283.065982 115.091557 
L 283.430126 113.952883 
L 283.79427 115.298199 
L 284.158415 111.745902 
L 284.522559 111.528615 
L 284.886703 113.666214 
L 285.250848 110.220568 
L 285.614992 105.441055 
L 285.979136 107.842397 
L 286.343281 115.015207 
L 286.707425 115.172322 
L 287.071569 114.90905 
L 287.435714 115.48734 
L 287.799858 115.035082 
L 288.164002 114.924042 
L 288.528147 111.266487 
L 288.892291 110.425326 
L 289.256435 114.908871 
L 289.62058 114.454709 
L 289.984724 115.748618 
L 290.348868 107.94956 
L 290.713013 111.332977 
L 291.077157 110.578073 
L 291.441301 108.011771 
L 291.805446 110.499975 
L 292.16959 110.574376 
L 292.533734 108.77241 
L 293.262023 114.048439 
L 293.626168 113.584082 
L 293.990312 111.7338 
L 294.718601 115.004157 
L 295.082745 115.549077 
L 295.811034 113.028674 
L 296.175178 113.142583 
L 296.539322 107.104951 
L 296.903467 108.229665 
L 297.267611 112.283136 
L 297.631755 114.033043 
L 297.9959 112.606289 
L 298.360044 113.603891 
L 298.724188 111.724859 
L 299.088333 113.821852 
L 299.452477 113.004919 
L 299.816621 105.214535 
L 300.180766 105.793811 
L 300.54491 115.373318 
L 300.909054 114.023428 
L 301.273199 113.349561 
L 301.637343 111.733555 
L 302.001487 113.183077 
L 302.365632 115.534334 
L 302.729776 110.114612 
L 303.09392 110.64891 
L 303.458065 112.579756 
L 303.822209 113.117036 
L 304.186354 116.204459 
L 304.550498 109.835899 
L 304.914642 108.212923 
L 305.278787 115.145003 
L 306.007075 113.587085 
L 306.37122 110.19446 
L 306.735364 113.944636 
L 307.099508 109.598915 
L 307.463653 106.884282 
L 307.827797 114.069728 
L 308.191941 114.723652 
L 308.556086 113.384924 
L 308.92023 114.99329 
L 309.284374 114.569762 
L 309.648519 114.681678 
L 310.012663 113.685465 
L 310.376807 113.210014 
L 310.740952 114.761301 
L 311.105096 115.520664 
L 311.46924 114.281301 
L 311.833385 115.304071 
L 312.561673 114.212614 
L 312.925818 112.091733 
L 313.289962 114.434002 
L 313.654106 113.624756 
L 314.018251 112.426448 
L 314.382395 109.327349 
L 314.74654 114.078827 
L 315.474828 115.58507 
L 315.838973 102.606483 
L 316.203117 104.585442 
L 316.567261 113.588923 
L 316.931406 114.189982 
L 317.29555 114.41612 
L 317.659694 115.398013 
L 318.023839 115.358638 
L 318.387983 115.158539 
L 318.752127 114.819387 
L 319.116272 109.874467 
L 319.480416 110.769501 
L 319.84456 115.013705 
L 320.572849 110.330286 
L 320.936993 110.193071 
L 321.665282 116.041382 
L 322.029426 107.221842 
L 322.393571 106.852414 
L 322.757715 112.429408 
L 323.121859 113.822389 
L 323.486004 112.811229 
L 323.850148 112.642862 
L 324.214292 113.425487 
L 324.578437 113.04734 
L 324.942581 115.669644 
L 325.306725 108.748725 
L 325.67087 110.079183 
L 326.035014 114.831759 
L 326.399159 106.508397 
L 326.763303 109.647523 
L 327.127447 114.509346 
L 327.855736 114.773649 
L 328.21988 106.259265 
L 328.584025 109.869448 
L 328.948169 116.150809 
L 329.312313 113.785434 
L 329.676458 114.222296 
L 330.040602 106.73438 
L 330.404746 111.995707 
L 330.768891 114.463092 
L 331.133035 111.333717 
L 331.497179 112.066544 
L 332.225468 114.146103 
L 332.589612 114.028809 
L 332.953757 112.263819 
L 333.317901 114.934328 
L 333.682045 114.862841 
L 334.04619 114.062266 
L 334.410334 114.938923 
L 334.774478 113.86564 
L 335.138623 113.283675 
L 335.502767 114.333135 
L 336.5952 113.484626 
L 336.959345 111.074522 
L 337.323489 113.312965 
L 337.687633 114.604363 
L 338.051778 113.5837 
L 338.415922 99.99888 
L 338.780066 96.962304 
L 339.144211 110.769252 
L 339.508355 106.260946 
L 339.872499 108.246674 
L 340.600788 113.595711 
L 340.964932 112.233792 
L 341.329077 109.44861 
L 341.693221 105.313498 
L 342.057365 114.019643 
L 342.42151 112.490205 
L 342.785654 114.853091 
L 343.149798 106.597835 
L 343.513943 107.389602 
L 343.878087 105.181166 
L 344.242231 104.693234 
L 344.606376 114.131132 
L 344.97052 108.877381 
L 345.334664 110.557433 
L 345.698809 114.039609 
L 346.062953 111.167995 
L 346.427097 113.644118 
L 346.791242 109.486908 
L 347.51953 114.424433 
L 347.883675 113.790478 
L 348.247819 112.570254 
L 348.611964 114.32955 
L 348.976108 113.704625 
L 349.340252 112.669755 
L 350.068541 107.238763 
L 350.432685 112.164004 
L 350.79683 112.013456 
L 351.160974 110.292233 
L 351.525118 110.716499 
L 352.253407 114.535901 
L 352.617551 106.478345 
L 352.981696 109.21734 
L 353.34584 115.303756 
L 353.709984 108.007021 
L 354.802417 114.956199 
L 355.166562 115.926978 
L 355.530706 104.871616 
L 355.89485 108.747715 
L 356.258995 114.075175 
L 356.623139 113.110961 
L 356.987283 111.736378 
L 357.351428 114.225611 
L 357.715572 112.21593 
L 358.079716 112.913552 
L 358.443861 112.691066 
L 358.808005 113.506139 
L 359.17215 113.912434 
L 359.536294 112.958013 
L 359.900438 113.506633 
L 360.264583 113.362291 
L 360.628727 112.91064 
L 360.992871 111.894682 
L 361.357016 111.405876 
L 361.72116 112.754487 
L 362.085304 112.398168 
L 362.449449 115.118694 
L 362.813593 107.089758 
L 363.541882 114.618909 
L 363.906026 114.860891 
L 364.27017 114.796014 
L 364.634315 109.897461 
L 364.998459 113.338803 
L 365.362603 113.205734 
L 365.726748 111.199547 
L 366.090892 113.725243 
L 366.455036 113.953398 
L 366.819181 113.988178 
L 367.183325 113.646224 
L 367.547469 114.472974 
L 367.911614 112.647008 
L 368.275758 112.103231 
L 368.639902 113.561359 
L 369.004047 109.558263 
L 369.368191 108.520995 
L 369.732336 113.313168 
L 370.09648 114.343466 
L 370.460624 113.313592 
L 370.824769 103.075368 
L 371.188913 107.259603 
L 371.553057 108.032186 
L 371.917202 109.762797 
L 372.281346 112.616799 
L 372.281346 112.616799 
" 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: 1.840 $\bullet$ mean: 1.170 $\bullet$ $\sigma$: 0.117 -->
    <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(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.875 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1267.498047 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1331.121094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.908203 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.505859 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.292969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.671875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.150391 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.773438 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.560547 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.183594 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1808.806641 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.40 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 107.576053)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-31"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-34"/>
     <use x="159.033203" xlink:href="#DejaVuSans-30"/>
    </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_25"/>
    <g id="xtick_26"/>
    <g id="xtick_27"/>
    <g id="xtick_28"/>
    <g id="xtick_29"/>
    <g id="xtick_30"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#pb09dcfaad7)" d="M 18.697188 137.772485 
L 372.281346 137.772485 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pb09dcfaad7)" d="M 19.061332 139.584292 
L 19.425476 140.393145 
L 19.789621 139.666309 
L 20.153765 140.871319 
L 20.517909 141.142424 
L 20.882054 140.543547 
L 21.246198 141.56356 
L 21.610342 140.807393 
L 21.974487 141.598048 
L 22.338631 143.100806 
L 22.702775 143.673343 
L 23.06692 143.036382 
L 23.431064 142.030821 
L 23.795208 141.580694 
L 24.159353 140.226265 
L 24.523497 139.828915 
L 24.887641 139.692492 
L 25.251786 140.021889 
L 25.61593 142.472794 
L 25.980074 142.685214 
L 26.708363 143.488594 
L 27.072507 142.74135 
L 27.436652 140.0826 
L 27.800796 140.845836 
L 28.16494 141.21074 
L 28.529085 140.742719 
L 28.893229 141.701295 
L 29.257373 140.696129 
L 29.621518 140.391551 
L 29.985662 141.811614 
L 30.349807 142.47955 
L 30.713951 141.638262 
L 31.078095 142.518706 
L 31.44224 142.017078 
L 31.806384 141.991528 
L 32.170528 143.991552 
L 32.898817 142.113905 
L 33.262961 142.627822 
L 33.99125 140.624584 
L 34.355394 141.826767 
L 34.719539 142.168758 
L 35.083683 142.121037 
L 35.447827 143.920485 
L 35.811972 141.831741 
L 36.176116 142.105989 
L 36.54026 142.766007 
L 37.268549 139.009212 
L 37.632693 140.817945 
L 37.996838 142.043953 
L 38.360982 141.08778 
L 38.725126 142.198823 
L 39.089271 142.797003 
L 39.817559 139.405642 
L 40.181704 140.773986 
L 40.909993 141.565693 
L 41.274137 140.707183 
L 41.638281 141.087577 
L 42.002426 141.239537 
L 42.36657 140.590498 
L 42.730714 141.248619 
L 43.094859 141.23821 
L 43.459003 142.075489 
L 43.823147 140.969989 
L 44.187292 141.343509 
L 44.551436 139.317545 
L 44.91558 139.606458 
L 45.279725 138.532301 
L 46.008013 141.059321 
L 46.736302 140.366172 
L 47.100446 141.455682 
L 47.464591 141.392335 
L 47.828735 142.70174 
L 48.192879 143.476669 
L 48.557024 143.901913 
L 48.921168 143.39346 
L 49.649457 141.328224 
L 50.74189 141.234208 
L 51.106034 141.479702 
L 51.470178 142.424408 
L 51.834323 141.485989 
L 52.198467 141.24306 
L 52.562612 142.112734 
L 52.926756 142.562717 
L 53.2909 142.828927 
L 53.655045 142.929321 
L 54.019189 141.668965 
L 54.383333 141.460042 
L 54.747478 141.599131 
L 55.111622 141.50098 
L 55.475766 141.530723 
L 55.839911 141.346483 
L 56.204055 141.610396 
L 56.568199 143.691208 
L 56.932344 142.302872 
L 57.296488 142.209622 
L 57.660632 142.725578 
L 58.024777 141.919899 
L 58.388921 142.845763 
L 58.753065 140.937259 
L 59.11721 142.487021 
L 59.481354 141.618439 
L 60.209643 142.941701 
L 60.573787 143.846645 
L 60.937931 143.269516 
L 61.302076 143.063666 
L 61.66622 140.682594 
L 62.030364 139.70012 
L 62.394509 140.470487 
L 62.758653 142.674746 
L 63.122798 143.534223 
L 63.486942 142.071961 
L 63.851086 141.385879 
L 64.215231 141.524661 
L 64.579375 140.885187 
L 64.943519 141.585458 
L 65.307664 141.780232 
L 65.671808 141.520682 
L 66.035952 142.134281 
L 66.400097 141.573806 
L 66.764241 142.896231 
L 67.128385 143.42562 
L 67.49253 143.023791 
L 67.856674 143.060829 
L 68.220818 143.655158 
L 68.584963 143.609826 
L 68.949107 141.66309 
L 69.313251 140.327066 
L 69.677396 141.065783 
L 70.04154 143.01918 
L 70.405684 141.051202 
L 70.769829 142.035218 
L 71.133973 141.806934 
L 71.862262 140.063658 
L 72.226406 142.583834 
L 72.59055 140.201477 
L 72.954695 141.232768 
L 73.318839 138.840856 
L 73.682984 138.923156 
L 74.047128 138.426306 
L 74.411272 140.126872 
L 74.775417 142.573735 
L 75.139561 141.1753 
L 75.503705 141.12053 
L 75.86785 140.703051 
L 76.231994 142.202739 
L 76.596138 142.103324 
L 76.960283 141.71292 
L 77.324427 139.791958 
L 77.688571 139.004312 
L 78.052716 140.933777 
L 78.781004 142.355944 
L 79.145149 143.098253 
L 79.509293 140.864136 
L 79.873437 141.090014 
L 80.237582 139.853863 
L 80.601726 141.832474 
L 80.96587 142.762296 
L 81.330015 140.983616 
L 82.058303 141.300551 
L 82.422448 139.742292 
L 82.786592 140.670317 
L 83.150736 140.316446 
L 83.514881 141.368248 
L 83.879025 141.179309 
L 84.243169 140.471491 
L 84.607314 142.557569 
L 85.335603 143.770527 
L 85.699747 141.778167 
L 86.063891 137.944782 
L 86.79218 139.885184 
L 87.156324 139.418769 
L 87.520469 140.907623 
L 87.884613 141.488106 
L 88.248757 139.406966 
L 88.977046 139.363282 
L 89.34119 140.63296 
L 89.705335 140.914264 
L 90.069479 141.493302 
L 90.433623 140.364522 
L 90.797768 139.679289 
L 91.526056 142.69644 
L 91.890201 143.907485 
L 92.254345 141.984031 
L 92.618489 140.885873 
L 92.982634 140.89725 
L 93.346778 140.397203 
L 93.710922 140.49056 
L 94.439211 141.727845 
L 95.1675 139.959021 
L 95.531644 141.623546 
L 95.895789 142.387084 
L 96.624077 142.5397 
L 96.988222 143.175047 
L 97.352366 142.002132 
L 97.71651 142.154847 
L 98.080655 140.513018 
L 98.444799 140.37755 
L 98.808943 142.22065 
L 99.173088 142.599805 
L 99.537232 143.553724 
L 100.265521 139.656397 
L 100.993809 142.038499 
L 101.357954 142.760496 
L 101.722098 141.084863 
L 102.086242 140.735606 
L 102.450387 139.75269 
L 102.814531 139.339436 
L 103.178675 139.170402 
L 103.54282 138.712115 
L 103.906964 140.712203 
L 104.271108 141.24007 
L 104.635253 141.082385 
L 105.363541 139.007943 
L 105.727686 140.310159 
L 106.09183 140.939636 
L 106.455975 140.511385 
L 106.820119 141.811588 
L 107.184263 142.692232 
L 107.548408 142.330058 
L 107.912552 140.651193 
L 108.276696 141.137353 
L 108.640841 138.123604 
L 109.004985 137.899344 
L 109.733274 140.465016 
L 110.097418 140.275585 
L 110.461562 139.110678 
L 111.189851 140.284838 
L 111.553995 140.089763 
L 111.91814 140.131392 
L 112.282284 139.778082 
L 112.646428 140.2019 
L 113.010573 140.406957 
L 113.738861 142.728282 
L 114.103006 142.343703 
L 114.46715 140.490024 
L 114.831294 139.639129 
L 115.195439 139.918605 
L 115.559583 140.630983 
L 116.287872 142.911957 
L 116.652016 140.590246 
L 117.01616 140.998818 
L 117.380305 140.316319 
L 117.744449 138.910553 
L 118.108594 139.095252 
L 118.472738 142.80136 
L 119.929315 139.411303 
L 120.657604 142.245284 
L 121.021748 142.482713 
L 121.385893 140.885525 
L 122.114181 140.235176 
L 122.478326 141.702602 
L 122.84247 141.749753 
L 123.206614 143.411992 
L 123.934903 139.789734 
L 124.299047 140.769217 
L 124.663192 139.91214 
L 125.39148 139.64633 
L 125.755625 140.043922 
L 126.119769 142.782659 
L 126.483913 140.666215 
L 126.848058 139.849009 
L 127.576346 140.286197 
L 128.304635 142.930069 
L 129.032924 139.63919 
L 129.397068 139.459646 
L 129.761213 139.711728 
L 130.125357 140.539885 
L 130.489501 142.619868 
L 130.853646 141.93217 
L 131.21779 140.857899 
L 131.581934 141.264692 
L 131.946079 140.716292 
L 132.310223 141.309692 
L 132.674367 142.417918 
L 133.402656 139.398664 
L 133.7668 138.940645 
L 134.130945 140.258872 
L 134.495089 140.952884 
L 134.859233 140.258817 
L 135.223378 140.767031 
L 135.951666 143.259861 
L 136.315811 142.180979 
L 137.044099 138.163588 
L 137.408244 140.906007 
L 137.772388 142.65179 
L 138.136532 143.654722 
L 138.500677 142.359119 
L 138.864821 142.490321 
L 139.228965 142.036283 
L 139.59311 141.389475 
L 139.957254 140.120174 
L 140.321399 140.67622 
L 140.685543 139.132421 
L 141.049687 140.728226 
L 141.413832 142.970793 
L 142.14212 140.190956 
L 142.506265 140.033644 
L 142.870409 140.687376 
L 143.598698 140.077807 
L 144.326986 143.250918 
L 145.055275 142.038169 
L 145.419419 141.92173 
L 145.783564 142.373161 
L 146.147708 141.148816 
L 146.511852 139.32855 
L 146.875997 140.095311 
L 147.240141 141.450883 
L 147.604285 141.191032 
L 147.96843 141.660342 
L 148.332574 142.468422 
L 148.696718 142.587173 
L 149.060863 143.266839 
L 149.425007 133.646528 
L 149.789151 138.723883 
L 150.153296 135.733711 
L 150.51744 141.92193 
L 150.881585 140.991826 
L 151.245729 137.311221 
L 151.609873 139.717924 
L 151.974018 141.171717 
L 152.338162 141.329139 
L 152.702306 140.253854 
L 153.066451 138.637733 
L 153.430595 140.95969 
L 153.794739 141.200581 
L 154.158884 142.339532 
L 154.887172 138.547003 
L 155.251317 141.102038 
L 155.615461 141.050385 
L 155.979605 142.173287 
L 156.34375 142.036494 
L 156.707894 141.611109 
L 157.072038 141.563139 
L 157.436183 142.429507 
L 157.800327 140.715651 
L 158.528616 141.815151 
L 159.256904 139.942937 
L 159.621049 139.43952 
L 160.349337 140.294245 
L 161.077626 143.257442 
L 161.441771 143.301251 
L 161.805915 142.459925 
L 162.170059 139.981848 
L 162.534204 140.73738 
L 162.898348 139.050484 
L 163.262492 139.019301 
L 163.626637 141.979999 
L 163.990781 141.726401 
L 164.354925 142.314914 
L 164.71907 141.117046 
L 165.083214 140.505405 
L 165.447358 142.393863 
L 165.811503 141.024124 
L 166.175647 140.625787 
L 166.903936 141.610099 
L 167.26808 140.787942 
L 167.632224 138.862974 
L 167.996369 141.961884 
L 168.360513 141.082065 
L 168.724657 141.488677 
L 169.088802 140.644202 
L 169.452946 139.311407 
L 169.81709 141.782269 
L 170.181235 141.34233 
L 170.545379 138.594998 
L 170.909523 140.141885 
L 171.637812 142.332746 
L 172.001956 141.819115 
L 172.366101 140.209575 
L 172.730245 139.761648 
L 173.09439 139.925206 
L 173.458534 141.529804 
L 173.822678 141.358231 
L 174.186823 142.73964 
L 174.915111 140.088226 
L 176.007544 143.36995 
L 176.371689 141.037751 
L 176.735833 139.901433 
L 177.099977 141.757125 
L 177.464122 141.341051 
L 178.19241 140.066511 
L 178.556555 141.60481 
L 178.920699 139.250224 
L 179.284843 139.312266 
L 179.648988 141.924991 
L 180.013132 142.462376 
L 180.377276 140.580736 
L 180.741421 140.236463 
L 181.105565 141.316597 
L 181.469709 138.339285 
L 181.833854 138.62747 
L 182.197998 140.707218 
L 182.562142 141.114079 
L 182.926287 139.400969 
L 183.290431 139.34088 
L 183.654576 141.910918 
L 184.01872 140.61575 
L 184.382864 139.764126 
L 184.747009 141.06123 
L 185.111153 137.841739 
L 185.475297 138.704282 
L 185.839442 140.930279 
L 186.203586 138.714253 
L 186.56773 140.840915 
L 186.931875 139.426508 
L 187.296019 138.963989 
L 187.660163 140.620302 
L 188.024308 140.82321 
L 188.388452 139.213941 
L 188.752596 140.642925 
L 189.116741 137.774783 
L 189.480885 138.768982 
L 189.845029 139.134741 
L 190.209174 142.092744 
L 190.573318 139.153896 
L 190.937462 139.22827 
L 191.301607 139.537542 
L 191.665751 139.387799 
L 192.029895 137.50245 
L 192.39404 140.392228 
L 192.758184 139.586163 
L 193.122328 138.399223 
L 193.486473 139.340778 
L 193.850617 140.772114 
L 194.214762 140.396968 
L 194.578906 138.593489 
L 194.94305 140.358172 
L 195.307195 139.785442 
L 195.671339 138.356474 
L 196.035483 141.566053 
L 196.399628 140.224609 
L 196.763772 137.565928 
L 197.127916 140.653289 
L 197.492061 142.548209 
L 197.856205 139.015439 
L 198.220349 142.316049 
L 198.584494 138.310107 
L 199.312782 141.544663 
L 199.676927 138.652568 
L 200.041071 139.954361 
L 200.405215 142.427154 
L 200.76936 139.908657 
L 201.133504 141.468764 
L 201.497648 140.642732 
L 201.861793 139.193658 
L 202.225937 140.282466 
L 202.590081 142.841849 
L 203.31837 137.916306 
L 203.682514 137.476726 
L 204.046659 140.913464 
L 204.410803 140.650728 
L 204.774947 140.569911 
L 205.139092 140.234638 
L 205.503236 140.622796 
L 205.867381 140.77241 
L 206.231525 138.897028 
L 206.595669 140.358006 
L 206.959814 142.35027 
L 207.688102 139.032534 
L 208.052247 137.9909 
L 208.416391 138.759894 
L 208.780535 142.528565 
L 209.14468 139.197079 
L 209.508824 139.315092 
L 209.872968 142.673048 
L 210.601257 138.31034 
L 210.965401 140.927761 
L 211.329546 141.706316 
L 211.69369 141.068619 
L 212.421979 131.121339 
L 212.786123 133.630773 
L 213.150267 139.079862 
L 213.514412 141.053727 
L 213.878556 142.278124 
L 214.2427 138.398033 
L 214.970989 143.462695 
L 215.335133 140.031135 
L 215.699278 138.770728 
L 216.063422 136.821925 
L 216.427567 139.333141 
L 216.791711 143.693149 
L 217.155855 138.774172 
L 217.52 140.90831 
L 217.884144 139.837345 
L 218.248288 140.538449 
L 218.612433 139.05848 
L 218.976577 141.755137 
L 219.340721 142.779802 
L 219.704866 141.108396 
L 220.06901 140.022043 
L 220.433154 140.715963 
L 220.797299 141.723383 
L 221.161443 142.02399 
L 221.525587 141.378998 
L 221.889732 138.937889 
L 222.253876 138.468974 
L 222.61802 139.7938 
L 222.982165 142.190805 
L 223.346309 140.222788 
L 223.710453 140.622193 
L 224.074598 141.94763 
L 224.438742 141.26067 
L 224.802886 142.245939 
L 225.531175 140.032467 
L 225.895319 139.79858 
L 226.259464 139.98967 
L 226.623608 141.14242 
L 226.987752 140.347477 
L 227.351897 141.364981 
L 227.716041 138.668446 
L 228.080186 140.342984 
L 228.44433 138.322261 
L 228.808474 141.590986 
L 229.172619 139.53798 
L 229.900907 138.24769 
L 230.265052 141.602182 
L 230.629196 141.440734 
L 230.99334 139.630426 
L 231.357485 138.507719 
L 231.721629 140.012999 
L 232.085773 142.545711 
L 232.814062 139.821866 
L 233.178206 140.020767 
L 233.542351 140.967306 
L 233.906495 142.521672 
L 234.270639 140.714201 
L 234.998928 138.80766 
L 235.363072 141.831276 
L 235.727217 139.088815 
L 236.091361 138.910017 
L 236.455505 139.394525 
L 236.81965 142.379952 
L 237.183794 140.863228 
L 237.547938 138.6893 
L 237.912083 139.213429 
L 238.640372 141.108105 
L 239.004516 138.991779 
L 239.36866 137.668454 
L 239.732805 139.006773 
L 240.096949 141.25241 
L 240.461093 139.887077 
L 241.189382 138.416866 
L 241.553526 140.884133 
L 241.917671 141.216696 
L 242.281815 138.6244 
L 242.645959 139.713023 
L 243.010104 142.520671 
L 243.374248 138.712353 
L 243.738392 137.695873 
L 244.102537 141.813377 
L 244.466681 140.289087 
L 244.830825 139.536628 
L 245.19497 140.144765 
L 245.559114 140.296464 
L 245.923258 138.817256 
L 246.651547 137.13069 
L 247.015691 140.600763 
L 247.74398 138.1135 
L 248.108124 138.836069 
L 248.836413 142.218603 
L 249.564702 137.724912 
L 250.292991 140.663606 
L 250.657135 138.689221 
L 251.021279 142.317208 
L 251.385424 140.989855 
L 251.749568 139.049128 
L 252.113712 140.657593 
L 252.477857 140.280228 
L 252.842001 138.503349 
L 253.206145 142.458936 
L 253.934434 139.343611 
L 254.298578 141.539091 
L 254.662723 140.404858 
L 255.026867 139.988307 
L 255.391011 138.779243 
L 255.755156 142.432285 
L 256.1193 139.512637 
L 256.483444 124.637952 
L 256.847589 137.974058 
L 257.211733 136.736656 
L 257.575877 141.07587 
L 257.940022 141.810114 
L 258.304166 138.697292 
L 258.66831 139.039927 
L 259.032455 141.13755 
L 259.396599 139.025835 
L 259.760743 139.57412 
L 260.124888 141.725097 
L 260.853177 140.721231 
L 261.217321 137.439967 
L 261.94561 141.785501 
L 262.673898 138.499917 
L 263.038043 138.951441 
L 263.402187 140.948052 
L 263.766331 141.217393 
L 264.130476 139.093942 
L 264.858764 140.202497 
L 265.222909 142.047272 
L 265.951197 139.378522 
L 266.315342 138.335237 
L 267.407775 142.129814 
L 267.771919 139.494486 
L 268.136063 138.888997 
L 268.500208 142.359787 
L 268.864352 140.8861 
L 269.228496 137.701466 
L 269.592641 136.433614 
L 269.956785 140.952785 
L 270.320929 141.710134 
L 270.685074 139.729247 
L 271.049218 139.840356 
L 271.413363 140.748281 
L 271.777507 140.376571 
L 272.141651 138.07613 
L 272.86994 141.368217 
L 273.234084 137.927722 
L 273.598229 139.361675 
L 273.962373 143.042653 
L 274.326517 139.570613 
L 274.690662 140.466735 
L 275.054806 143.196144 
L 275.41895 139.70911 
L 275.783095 137.433417 
L 276.147239 138.833105 
L 276.511383 136.528389 
L 276.875528 135.606612 
L 277.603816 141.684775 
L 277.967961 139.519167 
L 278.332105 139.053491 
L 278.696249 141.398383 
L 279.060394 138.270664 
L 279.424538 138.703711 
L 279.788682 141.753049 
L 280.152827 142.605113 
L 280.516971 141.728577 
L 280.881115 137.365144 
L 281.24526 137.180304 
L 281.609404 140.485828 
L 281.973549 140.903585 
L 282.337693 136.961475 
L 282.701837 137.594553 
L 283.065982 139.550574 
L 283.430126 142.278781 
L 283.79427 139.467563 
L 284.158415 137.971366 
L 284.522559 137.944195 
L 284.886703 139.517591 
L 285.250848 141.603656 
L 285.614992 139.058495 
L 285.979136 140.154491 
L 286.343281 140.688913 
L 286.707425 139.578455 
L 287.071569 137.288772 
L 287.435714 139.909299 
L 287.799858 139.974479 
L 288.164002 138.32083 
L 288.892291 141.914146 
L 289.256435 141.663377 
L 289.62058 139.32784 
L 289.984724 138.114667 
L 290.348868 139.931446 
L 291.077157 140.901693 
L 291.441301 142.463641 
L 291.805446 139.04821 
L 292.16959 139.125567 
L 292.533734 139.032565 
L 292.897879 139.903348 
L 293.262023 141.61201 
L 293.626168 139.209642 
L 293.990312 138.861399 
L 294.354456 139.948884 
L 294.718601 140.659555 
L 295.082745 140.805894 
L 295.446889 138.922185 
L 295.811034 139.273068 
L 296.175178 140.816357 
L 296.539322 139.703751 
L 296.903467 140.378778 
L 297.267611 139.987794 
L 297.631755 141.536679 
L 297.9959 139.496961 
L 298.360044 141.035449 
L 298.724188 140.712822 
L 299.088333 138.272398 
L 299.452477 136.882594 
L 299.816621 139.737101 
L 300.180766 140.642819 
L 300.54491 139.173344 
L 300.909054 138.421815 
L 301.273199 139.732561 
L 301.637343 139.721531 
L 302.001487 137.048675 
L 302.729776 141.710327 
L 303.09392 140.964761 
L 303.458065 139.410651 
L 303.822209 140.879409 
L 304.186354 141.008282 
L 304.550498 140.39341 
L 304.914642 138.849911 
L 305.278787 140.508471 
L 306.007075 138.744848 
L 306.37122 140.423925 
L 306.735364 141.460085 
L 307.099508 139.552156 
L 307.463653 139.593819 
L 307.827797 139.792519 
L 308.191941 139.280735 
L 308.556086 140.785866 
L 308.92023 139.99487 
L 309.284374 141.88954 
L 309.648519 138.735363 
L 310.012663 139.120459 
L 310.376807 141.994883 
L 310.740952 140.771964 
L 311.105096 140.01694 
L 311.46924 140.645077 
L 311.833385 141.66372 
L 312.197529 139.709315 
L 312.561673 139.789942 
L 312.925818 141.450456 
L 313.289962 141.695293 
L 313.654106 139.416396 
L 314.018251 140.697851 
L 314.382395 139.878999 
L 314.74654 137.880138 
L 315.110684 139.15113 
L 315.474828 142.463011 
L 315.838973 139.041538 
L 316.203117 137.713961 
L 316.931406 142.46463 
L 317.29555 138.972875 
L 317.659694 139.009358 
L 318.023839 141.907919 
L 318.387983 141.380145 
L 318.752127 139.58919 
L 319.116272 139.520089 
L 319.480416 141.526264 
L 319.84456 139.243363 
L 320.208705 139.437235 
L 320.572849 141.838275 
L 320.936993 138.024893 
L 321.301138 140.192374 
L 321.665282 140.305362 
L 322.029426 140.749857 
L 322.393571 138.869218 
L 322.757715 139.33102 
L 323.121859 141.354944 
L 323.486004 140.453238 
L 323.850148 141.560422 
L 324.214292 141.777221 
L 324.578437 139.654606 
L 324.942581 141.415174 
L 325.306725 140.390679 
L 325.67087 138.737003 
L 326.035014 140.638429 
L 326.399159 139.667815 
L 326.763303 140.623817 
L 327.127447 139.125468 
L 327.491592 139.125689 
L 327.855736 142.233101 
L 328.21988 135.709931 
L 328.584025 137.571559 
L 328.948169 140.439225 
L 329.312313 142.272236 
L 329.676458 138.216117 
L 330.040602 138.078459 
L 330.404746 138.969561 
L 330.768891 141.824991 
L 331.133035 138.468485 
L 331.497179 138.342847 
L 331.861324 141.079791 
L 332.225468 141.172256 
L 332.589612 138.848608 
L 332.953757 139.781087 
L 333.317901 142.345632 
L 333.682045 138.812278 
L 334.04619 138.837405 
L 334.410334 141.25321 
L 334.774478 140.617086 
L 335.138623 137.770188 
L 335.866911 142.642566 
L 336.5952 138.382774 
L 336.959345 142.499352 
L 337.323489 139.588449 
L 337.687633 138.806722 
L 338.051778 138.62137 
L 338.415922 129.930147 
L 339.144211 135.613962 
L 339.872499 139.253916 
L 340.236644 138.567559 
L 340.600788 140.575937 
L 340.964932 135.908417 
L 341.329077 140.803963 
L 341.693221 141.365963 
L 342.057365 137.634485 
L 342.785654 135.470547 
L 343.149798 139.373833 
L 343.513943 142.045333 
L 343.878087 140.269206 
L 344.242231 137.908042 
L 344.606376 139.848096 
L 344.97052 141.048182 
L 345.334664 141.496115 
L 345.698809 137.677062 
L 346.062953 139.153065 
L 346.427097 140.038539 
L 346.791242 142.213271 
L 347.155386 138.926209 
L 347.51953 138.026721 
L 348.247819 142.086888 
L 348.611964 139.173931 
L 349.340252 143.678194 
L 349.704397 136.016645 
L 350.068541 134.540231 
L 350.79683 141.455445 
L 351.160974 137.256182 
L 351.525118 140.043008 
L 351.889263 140.745128 
L 352.617551 138.074219 
L 352.981696 138.384768 
L 354.074129 142.444489 
L 354.802417 138.351371 
L 355.166562 138.51389 
L 355.530706 138.239399 
L 355.89485 141.746527 
L 356.258995 143.164283 
L 356.623139 141.727257 
L 356.987283 138.655103 
L 357.351428 139.071316 
L 357.715572 142.220502 
L 358.443861 137.91151 
L 358.808005 139.940001 
L 359.17215 138.014685 
L 359.900438 142.080247 
L 360.264583 141.81744 
L 360.628727 138.141123 
L 360.992871 137.839154 
L 361.357016 138.16127 
L 362.085304 140.685396 
L 362.449449 138.649877 
L 362.813593 137.267841 
L 363.177737 142.00829 
L 363.541882 138.679913 
L 363.906026 139.174906 
L 364.27017 142.187756 
L 364.634315 138.664383 
L 364.998459 139.066357 
L 365.362603 139.866858 
L 365.726748 142.540919 
L 366.090892 140.939958 
L 366.455036 138.463879 
L 366.819181 142.126453 
L 367.183325 140.952058 
L 367.547469 136.168385 
L 368.275758 140.588858 
L 368.639902 136.187673 
L 369.004047 141.585134 
L 369.368191 140.2922 
L 369.732336 138.393142 
L 370.09648 139.042417 
L 370.460624 139.09871 
L 370.824769 140.260182 
L 371.188913 137.536171 
L 371.553057 138.13735 
L 371.917202 139.248182 
L 372.281346 138.7643 
L 372.281346 138.7643 
" 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: 0.512 $\bullet$ mean: 0.111 $\bullet$ $\sigma$: 0.044 -->
    <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-35"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.18 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 138.600298)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-31"/>
     <use x="159.033203" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#pf65df2e561)">
    <image height="928" id="image0c477d40f2" transform="matrix(4 0 0 0.137931 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOgCAYAAAD8vRxfAAAABHNCSVQICAgIfAhkiAAAAENJREFUWIXt17ERABAUBNEbkSoYEYmGNKIxtYh1QhES5m/y4k1XsY/tJAkAAAAA4DeWby9k3FBTeCHDNpq5cEUAYJsD0aUNWPuHpVMAAAAASUVORK5CYII="/>
   </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(#p975b0e55c8)">
    <image height="128.16" id="image285612c629" 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_31">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="m587ddd5ff7" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.060957" xlink:href="#m587ddd5ff7" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.494551 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_32">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.632281" xlink:href="#m587ddd5ff7" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 291.00 -->
      <g style="fill:#262626;" transform="translate(80.884625 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-39"/>
       <use x="127.246094" xlink:href="#DejaVuSans-31"/>
       <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_33">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="160.203605" xlink:href="#m587ddd5ff7" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 582.00 -->
      <g style="fill:#262626;" transform="translate(151.455949 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-35"/>
       <use x="63.623047" xlink:href="#DejaVuSans-38"/>
       <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_34">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="230.774929" xlink:href="#m587ddd5ff7" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 873.00 -->
      <g style="fill:#262626;" transform="translate(222.027272 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-38"/>
       <use x="63.623047" xlink:href="#DejaVuSans-37"/>
       <use x="127.246094" xlink:href="#DejaVuSans-33"/>
       <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_35">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="301.346252" xlink:href="#m587ddd5ff7" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 1164.00 -->
      <g style="fill:#262626;" transform="translate(291.007971 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-36"/>
       <use x="190.869141" xlink:href="#DejaVuSans-34"/>
       <use x="254.492188" xlink:href="#DejaVuSans-2e"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
       <use x="349.902344" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_36">
     <g id="line2d_16">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="371.917576" xlink:href="#m587ddd5ff7" y="278.112"/>
      </g>
     </g>
     <g id="text_21">
      <!-- 1455.00 -->
      <g style="fill:#262626;" transform="translate(361.579295 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-34"/>
       <use x="127.246094" xlink:href="#DejaVuSans-35"/>
       <use x="190.869141" xlink:href="#DejaVuSans-35"/>
       <use x="254.492188" xlink:href="#DejaVuSans-2e"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
       <use x="349.902344" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="text_22">
     <!-- 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="p0e3d0fe131">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pa94d6c1c8a">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pf2fa1df6a9">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="pd695ce5ba1">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pb09dcfaad7">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="pf65df2e561">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p975b0e55c8">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>