Sherlock/fmriprep/sub-01/figures/sub-01_task-freerecall_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 0 386.554835 309.883863" width="386.554835pt" 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 386.554835 309.883863 
L 386.554835 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(#p3fd2f564da)" d="M 18.697188 19.25494 
L 372.281346 19.25494 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p3fd2f564da)" d="M 18.697188 13.93536 
L 19.368125 15.254303 
L 20.039063 17.530257 
L 20.710001 19.104674 
L 21.380938 18.121928 
L 22.051876 17.739877 
L 22.722814 17.135701 
L 23.393751 16.239659 
L 24.735627 19.318209 
L 25.406564 18.856305 
L 26.077502 19.745279 
L 27.419377 19.097569 
L 28.090315 18.270398 
L 28.761253 17.919013 
L 29.43219 17.718382 
L 30.774066 18.231105 
L 31.445003 20.875154 
L 32.115941 17.950259 
L 32.786879 18.956856 
L 33.457817 19.433658 
L 34.128754 19.243865 
L 34.799692 19.664773 
L 35.47063 18.149186 
L 36.141567 19.018006 
L 36.812505 17.184781 
L 38.15438 18.796351 
L 38.825318 19.307407 
L 40.167193 21.568862 
L 40.838131 19.920898 
L 41.509069 19.065381 
L 42.180006 18.770253 
L 42.850944 19.226538 
L 43.521882 19.887224 
L 44.863757 20.236616 
L 45.534695 20.28062 
L 46.205632 19.275509 
L 46.87657 20.671515 
L 47.547508 21.428692 
L 48.889383 20.364026 
L 49.560321 20.530656 
L 50.231259 20.486108 
L 50.902196 20.80603 
L 51.573134 21.516266 
L 52.244072 20.283375 
L 52.915009 21.397338 
L 53.585947 21.00358 
L 54.256885 22.525075 
L 54.927822 20.002927 
L 55.59876 21.862468 
L 56.940635 23.682426 
L 57.611573 21.746729 
L 58.282511 20.230308 
L 58.953448 20.710989 
L 59.624386 23.973313 
L 60.295324 21.517716 
L 60.966261 20.125734 
L 62.308137 22.119246 
L 62.979075 22.166332 
L 63.650012 20.895562 
L 64.32095 22.390596 
L 64.991888 22.55661 
L 65.662825 22.929309 
L 66.333763 22.30719 
L 67.004701 21.400745 
L 67.675638 21.959611 
L 68.346576 22.307299 
L 69.017514 23.526779 
L 69.688451 23.304218 
L 70.359389 23.457836 
L 71.030327 22.944315 
L 71.701264 22.165099 
L 72.372202 23.010467 
L 73.04314 24.725271 
L 73.714077 24.783376 
L 74.385015 23.679309 
L 75.055953 22.963889 
L 75.72689 23.261337 
L 76.397828 24.559221 
L 77.068766 21.827996 
L 77.739704 23.691452 
L 78.410641 23.010286 
L 79.752517 23.624067 
L 80.423454 23.308967 
L 81.094392 22.417093 
L 81.76533 21.925611 
L 82.436267 22.560018 
L 83.107205 21.372146 
L 83.778143 22.48484 
L 84.44908 21.481215 
L 86.461893 22.573864 
L 87.132831 21.072088 
L 87.803769 23.42398 
L 88.474706 22.782723 
L 89.145644 21.670863 
L 89.816582 22.909336 
L 90.487519 23.805523 
L 91.158457 23.620443 
L 91.829395 24.230273 
L 92.500333 22.305342 
L 93.17127 21.882694 
L 93.842208 22.440835 
L 94.513146 22.452978 
L 95.184083 22.137805 
L 95.855021 22.925503 
L 96.525959 22.056103 
L 97.196896 20.295953 
L 97.867834 23.253435 
L 98.538772 22.109423 
L 99.209709 22.632622 
L 99.880647 22.733789 
L 100.551585 22.101738 
L 101.222522 21.035079 
L 101.89346 21.369282 
L 102.564398 21.511663 
L 103.235335 22.745642 
L 103.906273 23.66307 
L 104.577211 22.487703 
L 105.919086 20.708415 
L 106.590024 22.145779 
L 107.260962 22.024603 
L 107.931899 22.361272 
L 108.602837 22.32825 
L 109.273775 21.823791 
L 109.944712 21.991002 
L 111.286588 22.805233 
L 111.957525 22.123342 
L 113.299401 22.946599 
L 113.970338 21.611924 
L 114.641276 22.885521 
L 115.312214 22.231106 
L 115.983151 22.273444 
L 116.654089 22.086732 
L 117.325027 21.600687 
L 117.995964 22.539284 
L 119.33784 21.912961 
L 120.008777 20.983426 
L 120.679715 22.235057 
L 121.350653 20.482556 
L 122.021591 21.107937 
L 122.692528 20.377438 
L 123.363466 21.899295 
L 124.034404 21.739914 
L 124.705341 22.25474 
L 125.376279 22.989516 
L 126.047217 23.516557 
L 126.718154 22.510286 
L 127.389092 22.567557 
L 128.06003 23.458742 
L 128.730967 21.768514 
L 129.401905 22.604711 
L 130.072843 22.419739 
L 130.74378 22.450985 
L 131.414718 21.13563 
L 132.085656 22.533122 
L 132.756593 21.917637 
L 133.427531 23.071363 
L 134.098469 26.527794 
L 134.769406 22.66133 
L 135.440344 21.199571 
L 136.78222 23.843873 
L 137.453157 23.963635 
L 138.124095 21.833615 
L 138.795033 21.82564 
L 139.46597 21.155675 
L 140.136908 21.098693 
L 140.807846 22.981868 
L 141.478783 24.033412 
L 142.820659 19.49372 
L 143.491596 20.315962 
L 144.162534 21.503652 
L 144.833472 21.945185 
L 146.846285 22.396976 
L 147.517222 21.855363 
L 148.859098 21.58028 
L 150.200973 22.806828 
L 150.871911 22.361598 
L 151.542849 23.627293 
L 152.213786 23.492017 
L 152.884724 23.849781 
L 153.555662 23.682571 
L 154.226599 22.370587 
L 154.897537 20.810162 
L 155.568475 22.252964 
L 156.239412 20.911438 
L 156.91035 20.976865 
L 157.581288 20.439095 
L 158.252225 21.064548 
L 158.923163 21.52406 
L 159.594101 21.377945 
L 160.265038 20.960517 
L 160.935976 21.542147 
L 161.606914 21.236725 
L 162.277851 21.849165 
L 162.948789 21.575676 
L 163.619727 22.363918 
L 164.290664 21.971972 
L 164.961602 22.189095 
L 166.303478 22.068427 
L 166.974415 21.157306 
L 167.645353 23.213309 
L 168.316291 24.838219 
L 169.658166 23.242778 
L 171.000041 25.186522 
L 171.670979 25.739517 
L 172.341917 25.920211 
L 173.683792 24.282216 
L 174.35473 23.61631 
L 175.025667 23.646106 
L 175.696605 22.73774 
L 176.367543 23.608771 
L 177.03848 22.721682 
L 177.709418 23.375481 
L 178.380356 23.743032 
L 179.051293 23.568246 
L 179.722231 24.840974 
L 180.393169 23.355037 
L 181.064107 23.333651 
L 181.735044 23.995461 
L 182.405982 24.933188 
L 183.07692 26.425068 
L 183.747857 24.503 
L 184.418795 24.129758 
L 185.089733 22.619971 
L 185.76067 23.098259 
L 186.431608 22.822668 
L 187.102546 24.511736 
L 187.773483 23.75474 
L 188.444421 25.238936 
L 189.115359 24.241764 
L 189.786296 23.84583 
L 190.457234 24.439893 
L 191.128172 23.273154 
L 191.799109 25.841119 
L 192.470047 25.581477 
L 193.140985 25.131317 
L 193.811923 26.18703 
L 194.48286 25.548274 
L 195.153798 25.161765 
L 195.824736 25.14375 
L 196.495673 24.358699 
L 197.166611 24.740966 
L 198.508486 24.951964 
L 199.179424 24.216608 
L 199.850362 24.076402 
L 200.521299 24.951021 
L 201.192237 24.114679 
L 201.863175 23.748796 
L 202.534112 24.645852 
L 203.20505 24.810598 
L 203.875988 25.661584 
L 204.546925 24.89839 
L 205.217863 24.459032 
L 205.888801 25.162381 
L 207.901614 25.20403 
L 208.572552 24.720849 
L 209.243489 25.826257 
L 209.914427 26.197361 
L 210.585365 25.212802 
L 211.256302 26.811541 
L 211.92724 26.765434 
L 213.269115 25.714324 
L 213.940053 25.5971 
L 214.610991 27.13255 
L 216.623804 24.959648 
L 217.294741 24.706458 
L 217.965679 26.134036 
L 218.636617 29.148862 
L 219.307554 29.620806 
L 219.978492 26.378019 
L 220.64943 28.473169 
L 221.320367 25.991039 
L 221.991305 26.450224 
L 222.662243 27.060598 
L 223.333181 26.92235 
L 224.004118 26.602718 
L 224.675056 26.950406 
L 225.345994 26.601087 
L 226.016931 25.260069 
L 226.687869 26.24847 
L 227.358807 26.057481 
L 228.029744 25.645236 
L 228.700682 26.480709 
L 229.37162 25.95113 
L 230.042557 25.232231 
L 230.713495 26.606995 
L 231.384433 26.504704 
L 232.05537 26.958815 
L 232.726308 26.827091 
L 233.397246 27.139473 
L 234.068183 27.199753 
L 234.739121 25.919522 
L 235.410059 25.556357 
L 236.080996 26.008873 
L 236.751934 25.480273 
L 237.422872 26.88893 
L 239.435685 25.673365 
L 240.106623 25.602247 
L 240.77756 26.267355 
L 241.448498 26.031854 
L 242.119436 27.784754 
L 242.790373 25.546679 
L 243.461311 25.808641 
L 244.132249 25.909482 
L 244.803186 26.485783 
L 245.474124 26.483101 
L 246.145062 26.618196 
L 246.815999 26.063063 
L 247.486937 25.76228 
L 248.157875 26.032289 
L 249.49975 25.450768 
L 250.841625 29.837205 
L 251.512563 27.555741 
L 252.183501 26.659446 
L 253.525376 27.104639 
L 254.196314 28.025148 
L 254.867252 26.840358 
L 255.538189 27.068138 
L 256.209127 26.774061 
L 256.880065 27.609424 
L 257.551002 26.745643 
L 258.22194 26.699681 
L 258.892878 26.495534 
L 259.563815 26.701892 
L 260.234753 27.641757 
L 260.905691 27.665427 
L 261.576628 26.631898 
L 262.247566 26.377403 
L 262.918504 27.01692 
L 263.589441 26.536022 
L 264.260379 27.211461 
L 264.931317 27.120661 
L 265.602254 27.14665 
L 266.273192 27.924779 
L 266.94413 27.743613 
L 267.615068 27.433188 
L 268.286005 27.818211 
L 268.956943 26.585718 
L 269.627881 27.355691 
L 270.298818 27.223169 
L 270.969756 26.808351 
L 271.640694 25.319334 
L 272.311631 26.367036 
L 272.982569 27.697542 
L 273.653507 26.858047 
L 274.324444 25.441162 
L 274.995382 25.783739 
L 275.66632 26.979694 
L 276.337257 27.530151 
L 277.008195 26.208887 
L 277.679133 26.990713 
L 279.021008 27.183623 
L 279.691946 27.551319 
L 280.362883 27.250572 
L 281.033821 26.597643 
L 281.704759 24.925503 
L 282.375697 24.994192 
L 283.046634 24.680106 
L 283.717572 25.445512 
L 284.38851 25.95606 
L 285.059447 30.325751 
L 285.730385 26.677968 
L 286.401323 25.97277 
L 287.07226 26.293852 
L 287.743198 26.99731 
L 288.414136 28.173546 
L 289.085073 28.468349 
L 289.756011 27.052189 
L 290.426949 27.284754 
L 291.097886 27.364825 
L 291.768824 26.999594 
L 292.439762 26.904262 
L 293.110699 27.210193 
L 293.781637 28.560345 
L 294.452575 27.336769 
L 295.79445 26.393932 
L 296.465388 27.910896 
L 297.136326 26.405712 
L 297.807263 29.040626 
L 299.149139 25.69109 
L 299.820076 24.228787 
L 300.491014 24.760431 
L 301.161952 24.639183 
L 301.832889 26.32865 
L 302.503827 26.39288 
L 303.845702 25.521813 
L 304.51664 24.251007 
L 305.187578 25.600579 
L 305.858515 25.162454 
L 306.529453 26.649985 
L 307.200391 26.408249 
L 307.871328 26.576765 
L 308.542266 25.948992 
L 309.213204 25.903428 
L 309.884141 26.13284 
L 310.555079 26.508619 
L 311.226017 27.679962 
L 311.896955 27.274206 
L 312.567892 26.400927 
L 313.23883 26.072379 
L 313.909768 28.403284 
L 314.580705 27.371205 
L 315.251643 27.806213 
L 315.922581 27.274278 
L 316.593518 27.199681 
L 317.264456 27.683913 
L 317.935394 27.43047 
L 318.606331 27.840394 
L 319.277269 28.875482 
L 319.948207 27.141829 
L 320.619144 26.878454 
L 321.290082 26.025946 
L 321.96102 26.942975 
L 322.631957 26.768152 
L 323.302895 28.0034 
L 323.973833 27.994193 
L 324.64477 28.533667 
L 325.315708 27.611672 
L 325.986646 26.370914 
L 326.657584 27.313027 
L 327.328521 26.897919 
L 327.999459 26.297368 
L 328.670397 28.238103 
L 329.341334 26.884326 
L 330.68321 25.581404 
L 331.354147 26.199572 
L 332.025085 27.589452 
L 332.696023 27.139945 
L 333.36696 27.355836 
L 334.037898 26.277722 
L 334.708836 27.332927 
L 335.379773 26.724691 
L 336.050711 26.56647 
L 336.721649 28.146252 
L 337.392586 27.062991 
L 338.063524 27.141467 
L 338.734462 26.094236 
L 339.405399 25.954828 
L 340.076337 26.326185 
L 340.747275 33.28896 
L 341.418213 25.474981 
L 342.08915 27.876207 
L 342.760088 27.654842 
L 343.431026 28.326874 
L 344.101963 27.426229 
L 344.772901 27.958344 
L 345.443839 30.625084 
L 346.114776 28.34246 
L 346.785714 27.780368 
L 347.456652 27.602465 
L 348.127589 27.938625 
L 348.798527 27.703886 
L 349.469465 27.25079 
L 350.140402 27.380158 
L 350.81134 28.387263 
L 351.482278 28.381789 
L 352.153215 27.371458 
L 352.824153 26.655676 
L 353.495091 24.388494 
L 354.166029 25.792221 
L 355.507904 26.759997 
L 356.178842 25.806103 
L 356.849779 27.322959 
L 357.520717 28.504197 
L 358.191655 26.532941 
L 358.862592 25.442068 
L 359.53353 28.305524 
L 360.204468 26.831695 
L 360.875405 27.055451 
L 361.546343 27.704864 
L 362.217281 28.514021 
L 362.888218 27.004632 
L 363.559156 28.381282 
L 364.230094 26.279099 
L 364.901031 25.999485 
L 365.571969 25.100072 
L 366.913844 26.335718 
L 367.584782 26.497781 
L 368.25572 25.424669 
L 368.926658 25.5971 
L 369.597595 26.386247 
L 370.268533 24.98687 
L 372.281346 27.178041 
L 372.281346 27.178041 
" 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: 635.369 $\bullet$ mean: 617.930 $\bullet$ $\sigma$: 4.798 -->
    <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 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 10.796875 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <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 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 8.203125 72.90625 
L 55.078125 72.90625 
L 55.078125 68.703125 
L 28.609375 0 
L 18.3125 0 
L 43.21875 64.59375 
L 8.203125 64.59375 
z
" id="DejaVuSans-37"/>
     <path d="M 31.78125 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"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 626.41 -->
    <defs>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 20.082753)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-36"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-31"/>
    </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(#pd51198bf0e)" d="M 18.697188 50.899519 
L 372.281346 50.899519 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pd51198bf0e)" d="M 18.697188 41.611008 
L 19.368125 45.611436 
L 20.039063 46.780764 
L 20.710001 50.27076 
L 21.380938 49.290711 
L 22.051876 50.154825 
L 22.722814 49.716698 
L 23.393751 48.096569 
L 24.064689 48.81474 
L 24.735627 50.815829 
L 25.406564 50.148414 
L 26.077502 50.646349 
L 26.74844 50.550508 
L 27.419377 51.511472 
L 28.090315 50.900985 
L 28.761253 51.090442 
L 29.43219 50.97317 
L 30.103128 50.49717 
L 30.774066 51.64391 
L 31.445003 53.476914 
L 32.115941 48.852702 
L 32.786879 50.954085 
L 33.457817 51.270697 
L 34.128754 52.299365 
L 34.799692 53.937005 
L 35.47063 50.568465 
L 36.141567 52.296367 
L 36.812505 50.769111 
L 37.483443 51.530409 
L 38.15438 50.439321 
L 38.825318 51.849068 
L 39.496256 51.756076 
L 40.167193 55.512731 
L 40.838131 53.715018 
L 42.180006 51.782463 
L 42.850944 53.380272 
L 43.521882 50.84281 
L 44.192819 52.037871 
L 44.863757 54.092061 
L 46.205632 51.258023 
L 46.87657 53.599973 
L 47.547508 57.806805 
L 48.218446 53.592375 
L 48.889383 54.229931 
L 50.231259 53.896312 
L 51.573134 54.151869 
L 52.244072 52.693474 
L 52.915009 53.36454 
L 53.585947 53.54346 
L 54.256885 59.8176 
L 54.927822 49.081576 
L 55.59876 52.617935 
L 56.269698 54.827566 
L 56.940635 55.931921 
L 57.611573 55.725695 
L 58.282511 54.085205 
L 58.953448 54.675864 
L 59.624386 55.511722 
L 60.295324 53.355339 
L 60.966261 53.135756 
L 61.637199 52.536341 
L 62.308137 54.988647 
L 62.979075 55.856471 
L 63.650012 52.078861 
L 64.32095 56.079883 
L 64.991888 54.345629 
L 65.662825 54.462336 
L 66.333763 52.719683 
L 67.004701 54.740926 
L 67.675638 53.451091 
L 68.346576 54.472665 
L 69.017514 55.980777 
L 69.688451 53.924539 
L 70.359389 57.140369 
L 71.030327 55.073476 
L 71.701264 54.289887 
L 72.372202 55.430929 
L 73.04314 55.996745 
L 73.714077 56.113838 
L 75.72689 53.520754 
L 76.397828 57.860796 
L 77.068766 54.421821 
L 77.739704 57.786652 
L 78.410641 55.011086 
L 79.081579 55.360673 
L 80.423454 53.856153 
L 81.094392 53.999366 
L 81.76533 54.882892 
L 82.436267 56.377231 
L 83.107205 53.096458 
L 83.778143 53.856955 
L 84.44908 53.042112 
L 85.120018 54.803732 
L 85.790956 54.374123 
L 87.132831 53.975977 
L 87.803769 56.493819 
L 88.474706 56.033699 
L 89.145644 54.273444 
L 89.816582 56.129391 
L 90.487519 59.007922 
L 91.158457 56.423831 
L 91.829395 56.693842 
L 92.500333 54.326099 
L 93.17127 55.066501 
L 93.842208 55.612163 
L 94.513146 56.963201 
L 95.184083 55.510802 
L 95.855021 57.747621 
L 96.525959 52.781539 
L 97.196896 53.475549 
L 97.867834 53.377422 
L 98.538772 55.667044 
L 99.209709 56.146874 
L 99.880647 55.990156 
L 100.551585 52.944519 
L 101.222522 53.447025 
L 101.89346 55.020584 
L 102.564398 51.445461 
L 103.235335 54.219869 
L 103.906273 54.423276 
L 105.248148 58.684751 
L 105.919086 53.237178 
L 106.590024 55.098408 
L 107.931899 54.350912 
L 108.602837 55.883748 
L 109.273775 55.213721 
L 109.944712 56.768046 
L 110.61565 56.461348 
L 111.286588 55.471563 
L 111.957525 53.255105 
L 112.628463 55.335236 
L 113.299401 55.874369 
L 113.970338 54.20114 
L 114.641276 56.301573 
L 115.312214 56.514418 
L 115.983151 55.610679 
L 116.654089 54.019252 
L 117.325027 54.770192 
L 117.995964 55.106244 
L 118.666902 55.800848 
L 119.33784 55.523861 
L 120.008777 54.445002 
L 120.679715 56.897872 
L 121.350653 53.273715 
L 122.021591 54.788772 
L 122.692528 53.1186 
L 123.363466 55.789836 
L 124.034404 54.460585 
L 124.705341 55.247646 
L 126.047217 56.151801 
L 126.718154 55.53241 
L 127.389092 56.856229 
L 128.06003 57.227662 
L 128.730967 53.218478 
L 129.401905 55.525138 
L 130.072843 55.723855 
L 130.74378 53.969714 
L 131.414718 53.871231 
L 132.085656 55.944031 
L 132.756593 54.680138 
L 133.427531 55.374653 
L 134.098469 59.855177 
L 134.769406 52.657678 
L 135.440344 54.663695 
L 136.111282 55.43452 
L 136.78222 57.648485 
L 137.453157 57.563388 
L 138.124095 54.94825 
L 138.795033 55.632495 
L 139.46597 55.48017 
L 140.136908 53.24531 
L 140.807846 56.329919 
L 141.478783 57.011938 
L 142.149721 55.791944 
L 142.820659 52.486832 
L 143.491596 56.843407 
L 144.162534 56.313921 
L 144.833472 55.281157 
L 145.504409 57.23345 
L 146.175347 56.270556 
L 146.846285 56.873741 
L 147.517222 55.609462 
L 148.18816 55.149965 
L 149.530035 53.735439 
L 150.200973 54.506265 
L 150.871911 53.502381 
L 151.542849 56.68663 
L 152.213786 56.478444 
L 152.884724 55.981014 
L 153.555662 56.289671 
L 154.226599 56.934974 
L 154.897537 55.140586 
L 155.568475 55.861903 
L 156.239412 54.231445 
L 156.91035 53.61235 
L 157.581288 53.24065 
L 158.252225 55.170683 
L 158.923163 56.222413 
L 159.594101 54.128806 
L 160.265038 56.054594 
L 160.935976 56.101995 
L 161.606914 54.056028 
L 162.277851 55.054777 
L 162.948789 53.090819 
L 163.619727 55.634187 
L 164.290664 53.794208 
L 165.63254 57.871778 
L 166.303478 55.513829 
L 166.974415 54.914592 
L 167.645353 57.273193 
L 168.316291 57.332883 
L 168.987228 55.026401 
L 169.658166 56.161002 
L 170.329104 54.111591 
L 171.000041 55.973 
L 171.670979 56.799597 
L 172.341917 57.388891 
L 173.012854 57.621415 
L 173.683792 55.910936 
L 174.35473 55.912153 
L 175.025667 56.059017 
L 175.696605 54.933558 
L 176.367543 54.985589 
L 177.03848 53.338094 
L 177.709418 55.256017 
L 178.380356 54.413748 
L 179.051293 55.890575 
L 179.722231 56.920311 
L 180.393169 56.604115 
L 181.064107 55.251149 
L 181.735044 54.551885 
L 182.405982 57.034496 
L 183.07692 58.71001 
L 183.747857 58.676589 
L 184.418795 57.824169 
L 185.089733 54.895536 
L 185.76067 53.93567 
L 186.431608 54.106249 
L 187.102546 54.643333 
L 187.773483 54.397126 
L 188.444421 55.060446 
L 189.115359 53.501609 
L 189.786296 54.55233 
L 190.457234 56.595923 
L 191.128172 53.366737 
L 191.799109 56.525252 
L 192.470047 54.325208 
L 193.811923 56.405666 
L 194.48286 54.696671 
L 195.153798 55.583046 
L 195.824736 53.456731 
L 196.495673 53.359999 
L 197.166611 54.754817 
L 197.837549 54.721247 
L 198.508486 55.40196 
L 199.179424 54.784824 
L 199.850362 52.865329 
L 200.521299 52.799585 
L 201.192237 52.475227 
L 202.534112 53.487926 
L 203.20505 52.946478 
L 203.875988 53.371961 
L 204.546925 55.201521 
L 205.217863 53.857815 
L 205.888801 54.800021 
L 206.559738 53.73259 
L 207.230676 56.137851 
L 207.901614 53.822257 
L 208.572552 54.335923 
L 209.243489 55.904941 
L 209.914427 53.690353 
L 210.585365 54.433516 
L 211.256302 54.092684 
L 211.92724 52.954967 
L 212.598178 54.925425 
L 213.269115 53.932138 
L 214.610991 54.482223 
L 215.281928 54.427223 
L 215.952866 53.406332 
L 216.623804 55.066531 
L 217.294741 53.71763 
L 217.965679 55.952015 
L 218.636617 57.010483 
L 219.307554 52.608259 
L 219.978492 53.666786 
L 220.64943 59.313996 
L 221.320367 51.573951 
L 221.991305 53.218003 
L 222.662243 53.55649 
L 223.333181 55.63392 
L 224.004118 55.608067 
L 224.675056 54.450493 
L 225.345994 54.537994 
L 226.016931 53.172057 
L 226.687869 56.733437 
L 227.358807 55.224495 
L 228.029744 56.500498 
L 228.700682 50.871987 
L 229.37162 52.544533 
L 230.042557 52.601284 
L 231.384433 54.568803 
L 232.05537 54.4266 
L 232.726308 56.038744 
L 233.397246 55.956052 
L 234.068183 56.039397 
L 234.739121 53.779991 
L 235.410059 54.716824 
L 236.080996 54.899276 
L 236.751934 54.139076 
L 237.422872 53.940508 
L 238.09381 52.401943 
L 238.764747 55.059437 
L 239.435685 53.367835 
L 240.106623 55.936017 
L 240.77756 54.589402 
L 241.448498 56.213241 
L 242.119436 54.563253 
L 242.790373 52.211953 
L 243.461311 54.121683 
L 244.132249 55.412437 
L 244.803186 54.595932 
L 245.474124 55.13649 
L 246.145062 55.147798 
L 246.815999 53.206992 
L 247.486937 53.321948 
L 248.157875 54.606825 
L 248.828812 53.907829 
L 249.49975 55.009987 
L 250.170688 55.503233 
L 250.841625 50.812772 
L 251.512563 52.843632 
L 252.183501 56.140848 
L 252.854439 51.536968 
L 253.525376 55.088198 
L 254.196314 53.641557 
L 254.867252 53.54346 
L 255.538189 54.606024 
L 256.209127 54.779333 
L 256.880065 56.361351 
L 257.551002 53.250326 
L 258.22194 53.970427 
L 258.892878 50.757773 
L 259.563815 54.125423 
L 260.234753 56.474526 
L 260.905691 52.8485 
L 262.247566 55.487858 
L 262.918504 54.55981 
L 263.589441 55.591891 
L 264.260379 53.761737 
L 264.931317 53.100168 
L 265.602254 55.085497 
L 266.273192 53.991975 
L 266.94413 52.518087 
L 267.615068 54.986984 
L 268.286005 59.648773 
L 268.956943 53.044278 
L 269.627881 54.00827 
L 270.298818 53.72879 
L 270.969756 55.155129 
L 271.640694 54.559335 
L 272.311631 53.055349 
L 272.982569 49.845159 
L 273.653507 50.515305 
L 274.324444 51.445015 
L 274.995382 54.390329 
L 275.66632 56.621895 
L 276.337257 56.229329 
L 277.008195 52.626602 
L 277.679133 55.479132 
L 278.35007 55.314667 
L 279.021008 55.531964 
L 279.691946 56.774694 
L 280.362883 56.784549 
L 281.033821 57.33214 
L 281.704759 55.727327 
L 282.375697 57.190115 
L 283.046634 54.745883 
L 283.717572 55.238326 
L 284.38851 53.592256 
L 285.059447 57.64706 
L 285.730385 53.813412 
L 286.401323 52.882633 
L 287.07226 54.111205 
L 287.743198 55.822486 
L 288.414136 53.956269 
L 289.085073 56.812449 
L 289.756011 56.358502 
L 290.426949 56.34381 
L 291.768824 55.513977 
L 292.439762 54.406298 
L 293.110699 56.804198 
L 293.781637 55.691175 
L 294.452575 55.885915 
L 295.123512 55.349869 
L 296.465388 55.092888 
L 297.136326 56.173735 
L 297.807263 54.873334 
L 298.478201 56.530209 
L 299.149139 54.978881 
L 299.820076 53.889396 
L 300.491014 56.785172 
L 301.161952 56.469718 
L 301.832889 58.113711 
L 302.503827 56.404063 
L 303.174765 53.66459 
L 304.51664 56.202437 
L 305.187578 53.510751 
L 305.858515 52.191769 
L 306.529453 55.161006 
L 307.200391 54.01946 
L 307.871328 57.723964 
L 308.542266 59.118218 
L 309.213204 56.514389 
L 309.884141 55.644249 
L 311.226017 56.759587 
L 311.896955 53.69902 
L 312.567892 56.253727 
L 313.23883 55.29947 
L 313.909768 54.733654 
L 314.580705 53.943684 
L 315.251643 54.183717 
L 315.922581 50.89873 
L 317.264456 54.760694 
L 317.935394 54.016789 
L 318.606331 55.147323 
L 319.277269 54.903787 
L 320.619144 55.564584 
L 321.290082 55.039491 
L 321.96102 53.413307 
L 322.631957 50.906862 
L 323.302895 53.526749 
L 324.64477 52.157577 
L 325.315708 57.783802 
L 325.986646 53.462519 
L 326.657584 53.502945 
L 327.328521 56.396464 
L 327.999459 57.33125 
L 328.670397 58.900238 
L 329.341334 58.043336 
L 330.012272 54.040415 
L 330.68321 55.94228 
L 331.354147 54.770132 
L 332.025085 56.472478 
L 332.696023 53.980459 
L 333.36696 56.106091 
L 334.037898 56.464286 
L 334.708836 56.423356 
L 335.379773 55.328469 
L 336.050711 56.146903 
L 336.721649 55.799037 
L 337.392586 55.017823 
L 338.063524 55.122628 
L 338.734462 57.489036 
L 339.405399 56.887751 
L 340.076337 57.129357 
L 340.747275 60.964608 
L 341.418213 47.286267 
L 342.08915 52.201208 
L 342.760088 51.898963 
L 343.431026 54.319984 
L 344.772901 57.238644 
L 345.443839 55.756178 
L 346.114776 58.118015 
L 346.785714 54.824657 
L 347.456652 54.502733 
L 348.127589 54.719258 
L 348.798527 53.09904 
L 349.469465 53.385703 
L 350.140402 52.869752 
L 350.81134 56.329414 
L 351.482278 55.878465 
L 352.153215 54.405229 
L 352.824153 54.603293 
L 353.495091 56.302285 
L 354.166029 55.013638 
L 354.836966 54.405764 
L 355.507904 54.592727 
L 356.178842 55.457642 
L 357.520717 54.882417 
L 358.191655 54.221027 
L 358.862592 55.695746 
L 359.53353 55.6013 
L 360.204468 56.458884 
L 360.875405 53.092956 
L 361.546343 54.970096 
L 362.217281 54.403834 
L 362.888218 56.17145 
L 363.559156 56.801793 
L 364.230094 55.379521 
L 364.901031 58.325695 
L 365.571969 54.064962 
L 366.242907 54.904025 
L 366.913844 54.969591 
L 367.584782 55.49789 
L 368.25572 54.933736 
L 368.926658 56.099532 
L 369.597595 55.277357 
L 370.268533 54.167214 
L 370.939471 55.711507 
L 371.610408 54.971966 
L 372.281346 54.581685 
L 372.281346 54.581685 
" 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: 897.395 $\bullet$ mean: 870.615 $\bullet$ $\sigma$: 4.178 -->
    <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-39"/>
     <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(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-38"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 878.29 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.727332)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-38"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </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(#pc2ee358019)" d="M 18.697188 74.204153 
L 372.281346 74.204153 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#pc2ee358019)" d="M 18.697188 69.309005 
L 19.368125 69.286656 
L 20.039063 71.232837 
L 21.380938 73.047471 
L 22.051876 73.082309 
L 22.722814 72.213076 
L 23.393751 71.763054 
L 24.064689 71.858941 
L 24.735627 72.800645 
L 26.077502 76.098373 
L 26.74844 75.605788 
L 27.419377 73.828129 
L 28.090315 75.977178 
L 28.761253 75.12635 
L 29.43219 70.866295 
L 30.103128 72.668686 
L 30.774066 70.213241 
L 31.445003 76.885933 
L 32.115941 71.953925 
L 32.786879 74.223593 
L 33.457817 73.378928 
L 34.128754 74.191549 
L 34.799692 74.094264 
L 35.47063 72.274865 
L 36.141567 72.871225 
L 36.812505 72.08613 
L 37.483443 70.272565 
L 38.15438 73.391089 
L 38.825318 75.458465 
L 39.496256 75.367589 
L 40.167193 76.232878 
L 40.838131 75.63241 
L 41.509069 73.438909 
L 42.180006 74.251694 
L 42.850944 71.818844 
L 43.521882 74.193685 
L 44.192819 74.651924 
L 44.863757 77.435129 
L 45.534695 75.477856 
L 46.205632 74.029189 
L 46.87657 75.58081 
L 47.547508 78.318002 
L 48.218446 75.100139 
L 48.889383 75.391746 
L 49.560321 76.620948 
L 50.231259 75.602419 
L 50.902196 77.363809 
L 51.573134 76.139538 
L 52.244072 75.806848 
L 52.915009 77.152479 
L 53.585947 77.182058 
L 54.256885 80.77772 
L 54.927822 75.616141 
L 55.59876 78.439443 
L 56.940635 79.772174 
L 57.611573 76.463929 
L 58.282511 75.718437 
L 58.953448 75.96814 
L 59.624386 75.139661 
L 60.295324 76.858654 
L 60.966261 75.177786 
L 61.637199 78.089909 
L 62.308137 79.758123 
L 62.979075 78.147836 
L 63.650012 77.976274 
L 64.32095 78.929316 
L 64.991888 75.898463 
L 65.662825 76.233782 
L 66.333763 78.743868 
L 67.004701 77.236534 
L 67.675638 79.406453 
L 68.346576 78.891931 
L 69.017514 77.520746 
L 69.688451 79.51483 
L 70.359389 82.661291 
L 71.030327 79.641284 
L 71.701264 78.946407 
L 72.372202 79.95754 
L 73.04314 80.170021 
L 73.714077 82.811654 
L 75.055953 79.364877 
L 75.72689 79.650157 
L 76.397828 82.671397 
L 77.068766 79.391006 
L 77.739704 82.153095 
L 78.410641 80.136908 
L 79.081579 80.450125 
L 79.752517 81.140482 
L 80.423454 77.747935 
L 81.094392 79.735774 
L 81.76533 78.920031 
L 83.107205 78.587506 
L 83.778143 79.069162 
L 84.44908 77.611622 
L 85.120018 79.497247 
L 85.790956 79.342282 
L 86.461893 78.685119 
L 87.132831 76.783143 
L 87.803769 81.331682 
L 88.474706 78.072162 
L 89.145644 76.850355 
L 89.816582 80.736801 
L 90.487519 81.432829 
L 91.158457 81.213939 
L 91.829395 81.535043 
L 92.500333 78.859722 
L 93.17127 78.647241 
L 93.842208 79.875045 
L 94.513146 79.436362 
L 95.184083 80.016782 
L 95.855021 81.114354 
L 96.525959 77.957376 
L 97.196896 75.956719 
L 97.867834 80.659565 
L 98.538772 80.118174 
L 99.209709 81.065301 
L 100.551585 79.639065 
L 101.222522 77.858284 
L 101.89346 77.650568 
L 102.564398 77.868472 
L 103.235335 78.796207 
L 103.906273 78.976644 
L 104.577211 81.47917 
L 105.248148 80.781828 
L 105.919086 78.288915 
L 106.590024 78.660551 
L 107.260962 78.347253 
L 107.931899 77.245737 
L 108.602837 80.617989 
L 109.273775 79.358222 
L 109.944712 79.114682 
L 110.61565 80.412657 
L 111.286588 80.965305 
L 111.957525 79.053387 
L 112.628463 79.766915 
L 113.299401 78.95109 
L 113.970338 77.16579 
L 114.641276 79.410151 
L 115.312214 79.831826 
L 115.983151 78.622344 
L 116.654089 79.919662 
L 117.325027 80.120311 
L 117.995964 79.857215 
L 118.666902 79.029065 
L 119.33784 79.911527 
L 120.008777 77.35625 
L 120.679715 80.028449 
L 121.350653 76.234768 
L 122.021591 77.481717 
L 122.692528 77.578755 
L 123.363466 78.658169 
L 124.034404 78.934082 
L 124.705341 80.448399 
L 125.376279 79.860173 
L 126.047217 79.871759 
L 126.718154 79.394211 
L 127.389092 81.993364 
L 128.06003 79.139003 
L 128.730967 79.45411 
L 129.401905 81.690665 
L 130.072843 80.015713 
L 130.74378 79.459204 
L 131.414718 78.198697 
L 132.085656 78.707386 
L 132.756593 76.611334 
L 133.427531 78.610841 
L 134.098469 85.008442 
L 134.769406 78.17643 
L 135.440344 77.88014 
L 136.78222 79.403413 
L 137.453157 82.134772 
L 138.124095 76.788237 
L 138.795033 77.641941 
L 139.46597 76.342652 
L 140.136908 77.085103 
L 140.807846 79.783513 
L 141.478783 81.16201 
L 142.149721 78.461053 
L 142.820659 77.067519 
L 143.491596 76.697773 
L 144.162534 78.503861 
L 144.833472 79.097263 
L 145.504409 77.51746 
L 146.175347 79.807094 
L 146.846285 78.813873 
L 147.517222 78.971714 
L 148.18816 80.086869 
L 148.859098 78.582165 
L 149.530035 79.743087 
L 150.200973 78.898257 
L 150.871911 79.331025 
L 151.542849 82.113655 
L 152.213786 82.427118 
L 152.884724 79.031037 
L 153.555662 81.309415 
L 154.226599 80.81527 
L 154.897537 77.825746 
L 155.568475 76.992009 
L 156.239412 77.290353 
L 156.91035 77.104412 
L 157.581288 76.322768 
L 158.252225 79.227989 
L 158.923163 80.671397 
L 159.594101 76.619797 
L 160.265038 77.921223 
L 160.935976 78.612402 
L 161.606914 77.487058 
L 162.277851 77.991146 
L 162.948789 78.091388 
L 163.619727 78.403619 
L 164.290664 77.563883 
L 164.961602 79.725093 
L 165.63254 79.521568 
L 166.303478 80.036501 
L 166.974415 77.820816 
L 167.645353 80.350293 
L 168.316291 81.843329 
L 168.987228 79.587136 
L 169.658166 79.822213 
L 171.000041 79.369314 
L 171.670979 82.010455 
L 172.341917 82.690542 
L 173.012854 81.283204 
L 173.683792 77.876196 
L 174.35473 78.251365 
L 175.025667 76.753153 
L 175.696605 77.330039 
L 176.367543 77.304896 
L 177.03848 76.998089 
L 177.709418 79.54819 
L 178.380356 77.758288 
L 179.051293 78.527689 
L 179.722231 88.640256 
L 180.393169 78.986257 
L 181.064107 79.256336 
L 181.735044 79.84752 
L 182.405982 81.901914 
L 183.07692 83.264388 
L 183.747857 81.339488 
L 184.418795 80.739595 
L 185.089733 77.629205 
L 185.76067 77.948338 
L 186.431608 77.332833 
L 187.102546 79.452055 
L 187.773483 78.382666 
L 188.444421 81.058892 
L 189.115359 78.756275 
L 189.786296 80.281438 
L 190.457234 79.964031 
L 191.128172 80.180292 
L 191.799109 81.432171 
L 192.470047 81.672506 
L 193.140985 80.648473 
L 193.811923 81.603816 
L 194.48286 80.220224 
L 195.153798 81.67341 
L 195.824736 77.815557 
L 197.166611 80.469023 
L 197.837549 79.73183 
L 198.508486 79.915389 
L 199.179424 79.716383 
L 199.850362 76.757261 
L 200.521299 78.12483 
L 201.192237 77.629616 
L 201.863175 79.335051 
L 202.534112 78.792756 
L 203.20505 77.77998 
L 203.875988 77.714247 
L 204.546925 78.916334 
L 205.217863 78.41997 
L 206.559738 77.977671 
L 207.901614 79.818433 
L 208.572552 78.310032 
L 209.243489 80.356866 
L 209.914427 78.179963 
L 210.585365 79.441867 
L 211.256302 78.844192 
L 211.92724 78.603282 
L 212.598178 78.497781 
L 213.269115 79.210323 
L 213.940053 79.470543 
L 214.610991 77.844233 
L 215.281928 79.433322 
L 215.952866 77.491824 
L 216.623804 78.802945 
L 217.294741 78.465818 
L 217.965679 79.894272 
L 218.636617 82.186125 
L 219.307554 82.248818 
L 219.978492 78.206338 
L 220.64943 80.822418 
L 221.320367 76.36459 
L 221.991305 78.06337 
L 222.662243 78.697444 
L 223.333181 81.245326 
L 224.004118 81.934944 
L 224.675056 79.339735 
L 225.345994 77.587301 
L 226.016931 77.748839 
L 226.687869 80.892999 
L 227.358807 79.322809 
L 228.029744 81.286162 
L 228.700682 77.550983 
L 229.37162 78.067232 
L 230.042557 78.016207 
L 231.384433 79.00039 
L 232.05537 79.819748 
L 232.726308 78.873197 
L 233.397246 80.929316 
L 234.068183 79.533564 
L 234.739121 78.430569 
L 235.410059 77.585986 
L 236.751934 79.749085 
L 237.422872 78.246353 
L 238.09381 77.331765 
L 238.764747 79.540877 
L 239.435685 77.639969 
L 240.106623 81.931329 
L 240.77756 79.696006 
L 241.448498 80.200669 
L 242.119436 80.265169 
L 242.790373 75.843247 
L 243.461311 77.783348 
L 244.132249 77.260856 
L 244.803186 79.126432 
L 245.474124 78.896778 
L 246.145062 78.330984 
L 246.815999 77.615894 
L 247.486937 77.309087 
L 248.157875 77.984984 
L 248.828812 79.755494 
L 249.49975 79.292325 
L 250.170688 82.612895 
L 250.841625 81.075489 
L 251.512563 78.210118 
L 252.854439 78.300172 
L 253.525376 79.993282 
L 254.196314 80.176512 
L 254.867252 79.384597 
L 255.538189 81.730762 
L 256.209127 78.886261 
L 256.880065 77.976685 
L 257.551002 79.082802 
L 258.22194 78.044389 
L 258.892878 79.340392 
L 259.563815 79.996158 
L 260.234753 80.994391 
L 260.905691 78.868924 
L 261.576628 79.27811 
L 262.247566 80.004868 
L 262.918504 77.487223 
L 263.589441 80.383981 
L 264.260379 78.53607 
L 264.931317 78.85586 
L 265.602254 80.71322 
L 266.273192 80.301158 
L 266.94413 79.714658 
L 267.615068 80.499999 
L 268.286005 82.642064 
L 268.956943 79.804383 
L 269.627881 78.925783 
L 270.298818 76.90746 
L 270.969756 80.77583 
L 271.640694 79.448851 
L 272.311631 77.337845 
L 272.982569 78.855942 
L 273.653507 77.8407 
L 274.324444 77.581713 
L 274.995382 79.713343 
L 275.66632 79.921551 
L 276.337257 80.788648 
L 277.008195 78.942298 
L 277.679133 79.105069 
L 278.35007 77.454767 
L 279.021008 80.803602 
L 279.691946 81.750318 
L 280.362883 81.218047 
L 281.033821 80.829813 
L 281.704759 78.969002 
L 282.375697 79.404235 
L 283.046634 79.169076 
L 283.717572 78.289079 
L 284.38851 79.118051 
L 285.059447 85.706934 
L 285.730385 78.074216 
L 286.401323 80.661291 
L 287.07226 81.010742 
L 287.743198 79.845137 
L 288.414136 79.596667 
L 289.085073 82.412657 
L 289.756011 80.830142 
L 290.426949 80.20338 
L 291.097886 80.199026 
L 291.768824 81.528552 
L 292.439762 80.026724 
L 293.110699 80.753317 
L 293.781637 79.455096 
L 295.123512 81.473583 
L 295.79445 79.95869 
L 296.465388 79.732488 
L 297.136326 78.914033 
L 297.807263 81.885316 
L 298.478201 80.327697 
L 299.149139 80.18629 
L 299.820076 78.739759 
L 300.491014 79.860995 
L 301.161952 79.15823 
L 301.832889 80.990694 
L 302.503827 82.152355 
L 303.174765 80.255967 
L 303.845702 79.065383 
L 304.51664 80.760301 
L 305.187578 79.918511 
L 305.858515 79.390678 
L 306.529453 80.456287 
L 307.200391 80.656936 
L 307.871328 81.378928 
L 308.542266 82.443222 
L 309.213204 81.962388 
L 309.884141 79.813832 
L 310.555079 80.477157 
L 311.226017 79.706277 
L 311.896955 80.330737 
L 312.567892 79.771106 
L 313.23883 82.03305 
L 313.909768 80.879688 
L 314.580705 80.712727 
L 315.251643 81.825253 
L 315.922581 76.590218 
L 316.593518 80.961854 
L 317.264456 80.564335 
L 317.935394 78.514214 
L 318.606331 80.810093 
L 319.277269 80.957417 
L 319.948207 79.369479 
L 320.619144 80.545026 
L 321.290082 77.573825 
L 321.96102 76.56984 
L 322.631957 77.216157 
L 323.302895 79.060864 
L 323.973833 79.843247 
L 325.315708 82.218088 
L 325.986646 80.67263 
L 326.657584 78.688241 
L 327.328521 82.186208 
L 327.999459 81.902407 
L 328.670397 83.482703 
L 329.341334 82.134197 
L 330.012272 79.971673 
L 330.68321 80.749044 
L 331.354147 79.220923 
L 332.025085 80.445605 
L 332.696023 81.307854 
L 333.36696 79.817201 
L 334.037898 82.932356 
L 334.708836 80.97993 
L 335.379773 78.680929 
L 336.050711 80.895792 
L 336.721649 82.080542 
L 337.392586 80.294667 
L 338.063524 79.473829 
L 338.734462 80.886425 
L 339.405399 80.243313 
L 340.076337 82.825376 
L 340.747275 87.792304 
L 341.418213 74.673698 
L 342.08915 78.39039 
L 342.760088 77.709892 
L 344.101963 81.148288 
L 344.772901 81.538001 
L 345.443839 79.428145 
L 346.114776 79.740704 
L 346.785714 80.658826 
L 347.456652 80.626206 
L 348.127589 80.100591 
L 348.798527 79.922702 
L 349.469465 78.067642 
L 350.140402 81.059056 
L 350.81134 80.167227 
L 351.482278 80.859639 
L 352.153215 78.98749 
L 352.824153 79.525347 
L 353.495091 80.594819 
L 354.166029 76.55579 
L 354.836966 79.206379 
L 355.507904 79.640626 
L 356.178842 78.964894 
L 356.849779 80.2489 
L 357.520717 79.491577 
L 358.191655 80.698676 
L 358.862592 80.642064 
L 359.53353 79.809231 
L 360.204468 78.031654 
L 360.875405 77.364385 
L 361.546343 80.84107 
L 362.217281 79.720491 
L 362.888218 80.558008 
L 363.559156 80.486935 
L 364.230094 79.273509 
L 364.901031 78.881167 
L 365.571969 79.545067 
L 366.242907 77.829854 
L 366.913844 79.4818 
L 367.584782 77.772092 
L 368.25572 80.570169 
L 368.926658 80.527443 
L 369.597595 80.099523 
L 370.268533 80.12105 
L 370.939471 79.786799 
L 371.610408 82.303705 
L 372.281346 82.326383 
L 372.281346 82.326383 
" 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: 695.581 $\bullet$ mean: 688.416 $\bullet$ $\sigma$: 1.777 -->
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(696.875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.662109 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.259766 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.046875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.458984 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.982422 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.261719 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.640625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.332031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.119141 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.644531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.431641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1680.029297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.816406 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.195312 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.886719 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.673828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1999.582031 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 691.93 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 75.031965)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <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-39"/>
     <use x="286.279297" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_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(#p4c9843bca5)" d="M 18.697188 107.129867 
L 372.281346 107.129867 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p4c9843bca5)" d="M 19.368125 115.599229 
L 20.039063 115.000866 
L 21.380938 111.329947 
L 22.051876 114.151836 
L 22.722814 113.818049 
L 23.393751 112.593575 
L 24.064689 114.186935 
L 24.735627 112.524059 
L 25.406564 112.050997 
L 26.077502 114.241422 
L 26.74844 114.038683 
L 27.419377 114.120067 
L 28.090315 113.589458 
L 28.761253 114.712217 
L 29.43219 113.043643 
L 30.103128 112.160331 
L 30.774066 113.141278 
L 31.445003 107.842244 
L 32.115941 107.463732 
L 32.786879 114.540877 
L 33.457817 114.439053 
L 34.128754 112.251839 
L 34.799692 114.563214 
L 35.47063 111.383439 
L 36.141567 109.395862 
L 36.812505 109.059208 
L 37.483443 110.405645 
L 38.15438 112.465881 
L 38.825318 114.036803 
L 39.496256 114.977669 
L 40.167193 114.296802 
L 40.838131 113.791033 
L 41.509069 114.561706 
L 42.180006 114.929227 
L 42.850944 114.62409 
L 43.521882 113.660086 
L 44.192819 114.522974 
L 45.534695 114.94268 
L 46.205632 114.288195 
L 46.87657 113.943197 
L 47.547508 108.960722 
L 48.218446 112.511618 
L 48.889383 113.63168 
L 49.560321 113.02885 
L 50.231259 114.198947 
L 50.902196 114.57644 
L 51.573134 114.438631 
L 52.915009 110.222403 
L 53.585947 108.848057 
L 54.256885 112.320402 
L 54.927822 108.411838 
L 55.59876 114.771542 
L 56.269698 115.421559 
L 56.940635 113.21629 
L 57.611573 110.373656 
L 58.953448 115.243484 
L 59.624386 112.77288 
L 60.295324 111.430482 
L 60.966261 112.938017 
L 61.637199 114.160923 
L 62.308137 115.964702 
L 62.979075 113.412436 
L 64.32095 113.884446 
L 64.991888 112.761173 
L 66.333763 115.399921 
L 67.004701 115.036969 
L 67.675638 113.766395 
L 68.346576 114.917097 
L 69.017514 113.100717 
L 69.688451 111.879285 
L 70.359389 112.185534 
L 71.030327 114.381464 
L 71.701264 114.808124 
L 72.372202 115.638812 
L 73.04314 111.100707 
L 73.714077 115.772643 
L 74.385015 116.064933 
L 75.055953 113.199878 
L 75.72689 112.413392 
L 76.397828 112.856186 
L 77.068766 111.799672 
L 77.739704 112.310017 
L 78.410641 114.352038 
L 79.081579 115.745652 
L 79.752517 115.821254 
L 80.423454 114.375716 
L 81.094392 114.251967 
L 81.76533 115.377819 
L 82.436267 113.379437 
L 83.107205 114.287757 
L 83.778143 113.820974 
L 84.44908 108.267876 
L 85.120018 113.798123 
L 85.790956 115.471889 
L 86.461893 113.964928 
L 87.132831 109.159161 
L 87.803769 105.410424 
L 89.145644 112.494069 
L 89.816582 114.017214 
L 90.487519 113.440523 
L 91.158457 113.23947 
L 91.829395 115.179624 
L 92.500333 109.873762 
L 93.17127 108.786937 
L 93.842208 112.010242 
L 94.513146 114.331117 
L 95.184083 114.932767 
L 96.525959 112.719844 
L 97.196896 113.14851 
L 97.867834 110.152643 
L 98.538772 110.508691 
L 99.209709 114.046902 
L 99.880647 112.308828 
L 100.551585 107.745908 
L 101.222522 108.408787 
L 101.89346 111.745784 
L 102.564398 110.944185 
L 103.235335 112.990134 
L 103.906273 113.178198 
L 104.577211 113.774959 
L 105.248148 113.859597 
L 105.919086 113.574555 
L 106.590024 115.004044 
L 107.260962 114.327846 
L 107.931899 111.745868 
L 109.273775 115.410045 
L 109.944712 113.683157 
L 110.61565 113.446904 
L 111.286588 110.259895 
L 111.957525 111.654782 
L 112.628463 114.846713 
L 113.299401 112.897287 
L 113.970338 112.434449 
L 114.641276 113.052898 
L 115.983151 106.461586 
L 116.654089 112.425489 
L 117.325027 115.319548 
L 117.995964 114.660555 
L 118.666902 112.769315 
L 119.33784 114.364589 
L 120.008777 115.253481 
L 120.679715 112.735278 
L 121.350653 112.482149 
L 122.021591 114.672718 
L 123.363466 114.156085 
L 124.034404 114.257648 
L 124.705341 116.045335 
L 125.376279 115.758878 
L 126.047217 111.743483 
L 127.389092 115.96879 
L 128.06003 112.274395 
L 128.730967 110.578316 
L 129.401905 113.917539 
L 130.072843 116.244382 
L 130.74378 115.32378 
L 131.414718 113.405457 
L 132.085656 114.00897 
L 132.756593 114.809793 
L 133.427531 112.812085 
L 134.098469 109.449455 
L 134.769406 107.338078 
L 135.440344 107.938683 
L 136.111282 113.247688 
L 136.78222 113.33053 
L 137.453157 114.114495 
L 138.124095 113.907567 
L 139.46597 113.854025 
L 140.136908 112.64367 
L 140.807846 111.96093 
L 141.478783 110.934778 
L 142.149721 113.745221 
L 142.820659 108.712187 
L 143.491596 113.506304 
L 144.162534 113.907997 
L 144.833472 115.367924 
L 145.504409 114.549669 
L 146.175347 114.032665 
L 146.846285 112.536298 
L 147.517222 114.419623 
L 148.18816 115.964559 
L 148.859098 113.688012 
L 149.530035 113.607403 
L 150.200973 113.994304 
L 152.213786 116.315904 
L 152.884724 113.620621 
L 154.226599 114.917173 
L 154.897537 112.975451 
L 155.568475 112.104277 
L 156.239412 114.16883 
L 156.91035 115.377036 
L 157.581288 114.375437 
L 158.252225 115.665963 
L 158.923163 116.202641 
L 159.594101 111.439998 
L 160.265038 111.709901 
L 160.935976 114.349695 
L 161.606914 114.18965 
L 162.277851 113.601351 
L 162.948789 112.536509 
L 163.619727 114.696994 
L 164.290664 113.437463 
L 164.961602 114.070082 
L 165.63254 111.914891 
L 166.303478 114.791418 
L 166.974415 115.328003 
L 167.645353 112.926132 
L 168.316291 108.138311 
L 169.658166 113.033764 
L 170.329104 112.335979 
L 171.000041 112.234585 
L 171.670979 114.668866 
L 172.341917 114.993027 
L 173.012854 113.603366 
L 173.683792 113.69457 
L 174.35473 111.537617 
L 175.025667 114.905566 
L 175.696605 114.169825 
L 176.367543 107.896208 
L 177.03848 112.790801 
L 177.709418 111.754222 
L 178.380356 111.579779 
L 179.051293 112.257251 
L 179.722231 100.718899 
L 180.393169 107.343843 
L 181.064107 111.644566 
L 181.735044 113.704904 
L 182.405982 113.607176 
L 183.07692 112.545124 
L 183.747857 112.935943 
L 184.418795 113.858037 
L 185.089733 111.384568 
L 185.76067 109.4967 
L 186.431608 109.012552 
L 187.102546 113.536809 
L 187.773483 114.85317 
L 188.444421 113.976914 
L 189.115359 111.811211 
L 189.786296 111.797388 
L 190.457234 112.974305 
L 191.128172 111.59008 
L 191.799109 107.631371 
L 192.470047 112.922717 
L 193.140985 114.759446 
L 193.811923 115.001819 
L 194.48286 109.758207 
L 195.153798 114.207865 
L 195.824736 113.265482 
L 197.166611 115.06873 
L 197.837549 115.035392 
L 198.508486 114.684671 
L 199.179424 112.068209 
L 199.850362 108.455257 
L 200.521299 114.985997 
L 201.192237 114.998076 
L 201.863175 112.989283 
L 202.534112 114.532186 
L 203.20505 113.872232 
L 203.875988 110.328535 
L 204.546925 113.349521 
L 205.217863 111.94258 
L 205.888801 113.086303 
L 206.559738 111.32725 
L 207.901614 113.703968 
L 208.572552 111.975977 
L 209.243489 112.591425 
L 209.914427 111.452617 
L 210.585365 110.845758 
L 211.256302 111.865512 
L 211.92724 109.089435 
L 212.598178 114.118819 
L 213.269115 113.219248 
L 213.940053 108.417123 
L 214.610991 109.678846 
L 215.281928 113.935636 
L 215.952866 113.549596 
L 216.623804 111.062775 
L 217.294741 113.078885 
L 217.965679 112.864084 
L 218.636617 100.685291 
L 219.307554 102.542713 
L 219.978492 106.110223 
L 220.64943 106.803136 
L 221.320367 106.165443 
L 221.991305 111.809121 
L 222.662243 111.290069 
L 223.333181 112.503602 
L 224.004118 114.371703 
L 224.675056 112.39151 
L 225.345994 113.367981 
L 226.016931 110.752219 
L 226.687869 110.762342 
L 227.358807 111.727273 
L 228.029744 111.061571 
L 228.700682 102.23595 
L 229.37162 111.962785 
L 230.042557 113.130168 
L 230.713495 113.269528 
L 231.384433 114.803143 
L 232.05537 110.549531 
L 233.397246 113.956524 
L 234.068183 107.913446 
L 234.739121 112.073367 
L 235.410059 114.781067 
L 236.751934 113.05224 
L 237.422872 113.849423 
L 238.09381 112.099186 
L 238.764747 111.974687 
L 239.435685 112.657991 
L 240.106623 108.622551 
L 240.77756 112.44517 
L 241.448498 112.298899 
L 242.119436 106.964749 
L 242.790373 107.042685 
L 243.461311 109.063785 
L 244.132249 113.751635 
L 244.803186 112.11709 
L 245.474124 115.771125 
L 246.145062 114.757996 
L 246.815999 110.365437 
L 247.486937 110.223338 
L 248.157875 112.543927 
L 248.828812 111.246911 
L 249.49975 114.89229 
L 250.170688 102.381951 
L 250.841625 96.962304 
L 251.512563 108.88196 
L 252.183501 110.652611 
L 252.854439 106.093424 
L 253.525376 112.725079 
L 254.196314 113.811997 
L 254.867252 111.295176 
L 255.538189 110.727942 
L 256.209127 114.450559 
L 256.880065 109.719382 
L 257.551002 108.281456 
L 258.22194 112.163602 
L 258.892878 110.550078 
L 259.563815 113.325785 
L 260.234753 110.90949 
L 260.905691 106.04214 
L 261.576628 111.342667 
L 262.247566 112.832753 
L 262.918504 112.779936 
L 263.589441 112.555896 
L 264.260379 111.61691 
L 264.931317 113.335723 
L 265.602254 114.22834 
L 266.273192 112.088523 
L 266.94413 113.671828 
L 267.615068 113.471854 
L 268.286005 112.695037 
L 268.956943 110.218398 
L 269.627881 114.715345 
L 270.298818 110.217623 
L 270.969756 113.360648 
L 271.640694 112.459147 
L 272.311631 110.916739 
L 272.982569 108.209622 
L 273.653507 113.491485 
L 274.324444 108.921543 
L 274.995382 106.698058 
L 275.66632 110.82927 
L 276.337257 113.351207 
L 277.008195 111.692858 
L 277.679133 114.965725 
L 278.35007 112.565692 
L 279.021008 110.637262 
L 279.691946 114.464466 
L 280.362883 114.840644 
L 281.033821 115.032181 
L 281.704759 110.620968 
L 282.375697 113.462557 
L 283.046634 114.717275 
L 283.717572 114.740573 
L 284.38851 112.282521 
L 285.059447 107.646974 
L 285.730385 108.364078 
L 287.07226 113.00014 
L 287.743198 111.666414 
L 288.414136 108.808111 
L 289.085073 114.870888 
L 289.756011 111.524568 
L 290.426949 113.480224 
L 291.097886 111.473117 
L 291.768824 114.126212 
L 292.439762 115.098636 
L 293.110699 111.417611 
L 293.781637 109.540818 
L 294.452575 113.462531 
L 295.123512 114.399166 
L 295.79445 113.01844 
L 296.465388 114.140828 
L 297.136326 112.174147 
L 297.807263 108.810412 
L 298.478201 112.217844 
L 299.149139 110.830189 
L 299.820076 110.696122 
L 300.491014 113.805827 
L 301.161952 112.207948 
L 301.832889 112.987529 
L 302.503827 111.916467 
L 303.174765 112.439775 
L 303.845702 109.104068 
L 304.51664 102.154036 
L 305.187578 104.954253 
L 305.858515 109.713422 
L 306.529453 111.150826 
L 307.200391 110.478245 
L 307.871328 109.561908 
L 308.542266 112.881836 
L 309.213204 115.113438 
L 309.884141 110.048879 
L 310.555079 112.426306 
L 311.226017 108.863331 
L 311.896955 114.055735 
L 312.567892 111.642105 
L 313.23883 115.059061 
L 313.909768 108.861906 
L 314.580705 110.127937 
L 315.251643 115.247681 
L 315.922581 108.961337 
L 316.593518 107.98694 
L 317.264456 114.597909 
L 317.935394 112.451425 
L 318.606331 113.447097 
L 319.277269 112.106014 
L 319.948207 111.274238 
L 320.619144 111.077307 
L 321.290082 112.322509 
L 321.96102 112.577483 
L 322.631957 110.703236 
L 323.302895 110.152255 
L 323.973833 111.737043 
L 324.64477 114.97348 
L 325.315708 108.826116 
L 325.986646 109.264223 
L 327.328521 103.593933 
L 327.999459 113.351072 
L 328.670397 111.02465 
L 329.341334 111.589372 
L 330.012272 108.173461 
L 330.68321 107.33329 
L 331.354147 111.196285 
L 332.025085 112.223491 
L 332.696023 112.735101 
L 333.36696 113.754552 
L 334.037898 104.730551 
L 334.708836 112.579354 
L 335.379773 107.47732 
L 336.050711 110.255656 
L 336.721649 110.326806 
L 337.392586 112.290057 
L 338.063524 113.667276 
L 338.734462 109.468201 
L 339.405399 114.295124 
L 340.076337 112.082556 
L 340.747275 100.400647 
L 341.418213 98.63732 
L 342.08915 111.352166 
L 342.760088 111.831332 
L 343.431026 111.678359 
L 344.101963 108.366017 
L 344.772901 108.937347 
L 345.443839 104.683735 
L 346.114776 109.332246 
L 346.785714 114.82559 
L 347.456652 115.89162 
L 348.127589 116.221017 
L 348.798527 116.138411 
L 349.469465 112.785533 
L 350.140402 108.854126 
L 350.81134 111.491703 
L 351.482278 115.386409 
L 352.153215 111.641439 
L 352.824153 111.972925 
L 353.495091 106.814465 
L 354.166029 105.678016 
L 354.836966 112.128966 
L 355.507904 115.269741 
L 356.178842 110.708598 
L 356.849779 112.685309 
L 357.520717 110.972785 
L 358.862592 108.938384 
L 359.53353 106.566521 
L 360.204468 110.478068 
L 360.875405 110.097137 
L 361.546343 110.518865 
L 362.217281 111.937253 
L 362.888218 108.213238 
L 363.559156 108.472942 
L 364.230094 110.264127 
L 364.901031 113.417418 
L 365.571969 108.471002 
L 366.242907 110.991836 
L 366.913844 114.407342 
L 367.584782 111.172718 
L 368.25572 108.781871 
L 368.926658 114.629139 
L 369.597595 109.64759 
L 370.268533 107.639152 
L 370.939471 112.129801 
L 371.610408 114.091905 
L 372.281346 115.406496 
L 372.281346 115.406496 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 2.901 $\bullet$ mean: 1.101 $\bullet$ $\sigma$: 0.334 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.69 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 107.957679)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-36"/>
     <use x="159.033203" xlink:href="#DejaVuSans-39"/>
    </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(#p827a9d2064)" d="M 18.697188 137.694495 
L 372.281346 137.694495 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p827a9d2064)" d="M 19.368125 143.433605 
L 20.039063 143.466907 
L 20.710001 142.297584 
L 21.380938 140.547036 
L 22.051876 143.339463 
L 22.722814 142.81996 
L 23.393751 141.684834 
L 24.064689 143.43676 
L 24.735627 141.919437 
L 25.406564 143.355077 
L 26.077502 142.939735 
L 26.74844 141.15694 
L 27.419377 142.982941 
L 28.090315 141.698263 
L 28.761253 143.287723 
L 29.43219 141.417365 
L 30.103128 143.247448 
L 31.445003 140.560841 
L 32.115941 143.240426 
L 32.786879 142.751701 
L 33.457817 142.064119 
L 34.128754 140.550309 
L 34.799692 142.106402 
L 35.47063 137.783262 
L 36.141567 140.719039 
L 36.812505 140.316841 
L 37.483443 139.62498 
L 38.15438 140.00358 
L 38.825318 141.045436 
L 39.496256 143.673581 
L 40.167193 142.572875 
L 40.838131 142.080945 
L 41.509069 142.955075 
L 42.180006 142.217399 
L 42.850944 142.979593 
L 43.521882 143.196081 
L 44.192819 142.387234 
L 44.863757 142.308179 
L 46.205632 143.678653 
L 46.87657 143.596303 
L 47.547508 139.113747 
L 48.218446 141.427991 
L 48.889383 142.675702 
L 50.231259 140.793181 
L 50.902196 143.103586 
L 51.573134 142.96266 
L 52.244072 143.260869 
L 53.585947 134.593892 
L 54.256885 142.237043 
L 54.927822 137.101093 
L 55.59876 141.698095 
L 56.269698 143.868198 
L 56.940635 140.940564 
L 57.611573 142.231139 
L 58.282511 140.515981 
L 58.953448 143.688714 
L 59.624386 141.175906 
L 60.295324 140.84002 
L 60.966261 138.42646 
L 61.637199 142.237588 
L 62.308137 143.524177 
L 62.979075 139.942927 
L 64.991888 143.104166 
L 65.662825 141.63198 
L 67.004701 143.112302 
L 68.346576 142.407657 
L 69.017514 140.4803 
L 69.688451 138.961185 
L 70.359389 139.766594 
L 71.030327 143.340884 
L 71.701264 142.399896 
L 72.372202 142.985929 
L 73.04314 139.760883 
L 73.714077 142.942081 
L 74.385015 143.033645 
L 75.055953 140.294479 
L 75.72689 141.467403 
L 76.397828 140.193226 
L 77.068766 141.267533 
L 77.739704 140.809246 
L 79.081579 143.290514 
L 79.752517 143.198742 
L 80.423454 140.540132 
L 81.094392 142.226767 
L 81.76533 143.496449 
L 82.436267 141.147995 
L 83.107205 142.005948 
L 83.778143 143.258511 
L 84.44908 136.768078 
L 85.120018 140.790208 
L 85.790956 142.235623 
L 86.461893 140.386638 
L 87.132831 140.633935 
L 87.803769 133.450018 
L 88.474706 134.634687 
L 89.145644 142.493746 
L 89.816582 141.124972 
L 90.487519 141.140359 
L 91.158457 141.367662 
L 91.829395 142.784144 
L 92.500333 139.627842 
L 93.17127 141.406928 
L 93.842208 138.854649 
L 94.513146 142.177728 
L 95.184083 142.626173 
L 95.855021 140.520533 
L 96.525959 141.636379 
L 97.196896 138.056745 
L 97.867834 138.227966 
L 98.538772 139.605696 
L 99.209709 142.688058 
L 100.551585 133.565601 
L 101.222522 140.513108 
L 101.89346 141.407625 
L 102.564398 140.942886 
L 103.235335 141.04843 
L 103.906273 139.955852 
L 104.577211 141.342694 
L 105.248148 141.263025 
L 106.590024 141.624937 
L 107.260962 142.889114 
L 107.931899 140.309608 
L 108.602837 142.017936 
L 109.273775 142.192795 
L 109.944712 140.686823 
L 110.61565 140.926154 
L 111.286588 141.669932 
L 111.957525 142.018497 
L 112.628463 141.875493 
L 113.299401 142.306913 
L 113.970338 138.204045 
L 114.641276 142.350735 
L 115.312214 141.888127 
L 115.983151 133.656825 
L 116.654089 139.974255 
L 117.325027 143.834648 
L 117.995964 143.353324 
L 118.666902 141.218422 
L 119.33784 142.965467 
L 120.008777 141.298557 
L 120.679715 141.360534 
L 121.350653 143.485947 
L 122.021591 143.11425 
L 122.692528 141.917483 
L 123.363466 143.375335 
L 124.034404 141.76012 
L 124.705341 143.945122 
L 125.376279 142.925277 
L 126.047217 140.362374 
L 126.718154 141.385628 
L 127.389092 143.619079 
L 128.06003 141.288161 
L 128.730967 142.375405 
L 129.401905 142.554603 
L 130.072843 143.991552 
L 130.74378 143.17477 
L 131.414718 139.680385 
L 132.085656 143.33087 
L 132.756593 143.14074 
L 133.427531 140.187908 
L 134.098469 136.520669 
L 134.769406 138.120147 
L 135.440344 136.241318 
L 136.111282 140.898668 
L 136.78222 142.236515 
L 137.453157 141.947031 
L 138.124095 140.741105 
L 138.795033 141.980342 
L 139.46597 139.79952 
L 140.136908 139.285476 
L 140.807846 138.466536 
L 141.478783 139.975212 
L 142.149721 142.472457 
L 142.820659 135.66911 
L 143.491596 142.437715 
L 144.162534 141.055019 
L 144.833472 141.948872 
L 145.504409 141.959978 
L 146.175347 141.282165 
L 146.846285 140.350489 
L 147.517222 143.514281 
L 148.18816 143.522334 
L 148.859098 141.033046 
L 149.530035 142.3282 
L 150.200973 140.692201 
L 150.871911 143.195753 
L 151.542849 143.07913 
L 152.213786 143.540832 
L 152.884724 141.766451 
L 153.555662 143.095357 
L 154.226599 142.881813 
L 154.897537 138.343678 
L 155.568475 140.380339 
L 156.239412 141.545023 
L 156.91035 143.324685 
L 157.581288 141.931666 
L 158.252225 143.628891 
L 158.923163 143.747274 
L 159.594101 138.493668 
L 160.265038 139.981869 
L 160.935976 143.280794 
L 161.606914 142.139976 
L 162.277851 141.554101 
L 162.948789 142.920965 
L 163.619727 142.411434 
L 164.290664 141.715338 
L 164.961602 140.075029 
L 165.63254 139.257072 
L 166.303478 141.697777 
L 166.974415 142.782427 
L 167.645353 140.267181 
L 168.316291 138.623194 
L 168.987228 139.081392 
L 169.658166 138.406257 
L 170.329104 143.118222 
L 171.000041 140.784143 
L 172.341917 142.584607 
L 173.012854 142.195563 
L 173.683792 141.421055 
L 174.35473 140.934252 
L 175.025667 143.671771 
L 175.696605 142.761715 
L 176.367543 135.272918 
L 177.03848 142.239808 
L 177.709418 139.399465 
L 178.380356 139.780741 
L 179.051293 140.313142 
L 179.722231 125.167051 
L 180.393169 138.267028 
L 181.064107 138.547285 
L 181.735044 141.894633 
L 182.405982 142.216097 
L 183.07692 142.079048 
L 183.747857 141.779887 
L 184.418795 142.979352 
L 185.089733 138.957466 
L 185.76067 139.751916 
L 186.431608 139.276342 
L 187.102546 142.317149 
L 187.773483 143.718363 
L 189.115359 141.078514 
L 189.786296 140.731596 
L 190.457234 141.675782 
L 191.128172 140.432127 
L 191.799109 138.838541 
L 192.470047 142.895154 
L 193.140985 142.465629 
L 193.811923 143.155213 
L 194.48286 141.178223 
L 195.153798 142.253452 
L 196.495673 143.787921 
L 197.837549 142.968579 
L 198.508486 142.554883 
L 199.179424 141.695551 
L 199.850362 139.225236 
L 200.521299 143.42005 
L 201.192237 143.483849 
L 201.863175 141.228744 
L 202.534112 143.537483 
L 203.20505 141.91377 
L 203.875988 139.623584 
L 204.546925 141.675325 
L 205.217863 139.419932 
L 205.888801 142.499532 
L 206.559738 141.248529 
L 207.230676 141.982769 
L 207.901614 143.419183 
L 208.572552 141.550853 
L 209.243489 141.894492 
L 209.914427 141.52871 
L 210.585365 140.552917 
L 211.256302 141.794109 
L 211.92724 139.985688 
L 212.598178 142.157639 
L 213.269115 143.068344 
L 213.940053 139.146544 
L 214.610991 140.112661 
L 215.281928 140.271831 
L 215.952866 142.441831 
L 216.623804 141.211753 
L 217.294741 142.144179 
L 217.965679 139.933628 
L 218.636617 129.704464 
L 219.307554 127.3223 
L 219.978492 138.699856 
L 221.320367 139.68628 
L 221.991305 140.857273 
L 223.333181 141.702471 
L 224.004118 143.109766 
L 225.345994 141.024741 
L 226.016931 140.682041 
L 226.687869 139.243599 
L 227.358807 141.176247 
L 228.029744 139.902189 
L 228.700682 136.141664 
L 229.37162 141.850916 
L 230.042557 142.195158 
L 230.713495 142.858267 
L 231.384433 143.691325 
L 232.05537 139.989118 
L 233.397246 142.739291 
L 234.068183 140.270949 
L 234.739121 141.701794 
L 235.410059 142.833001 
L 236.080996 141.257977 
L 237.422872 142.563506 
L 238.09381 142.802633 
L 238.764747 140.871021 
L 239.435685 141.794021 
L 240.106623 139.556998 
L 241.448498 143.134819 
L 242.119436 138.240394 
L 242.790373 140.848099 
L 243.461311 139.570482 
L 244.132249 142.548599 
L 244.803186 142.131756 
L 245.474124 142.801447 
L 246.145062 142.514591 
L 246.815999 141.61296 
L 247.486937 139.689457 
L 248.157875 142.345159 
L 248.828812 140.7791 
L 249.49975 142.314183 
L 250.170688 124.637952 
L 250.841625 134.386765 
L 251.512563 137.955081 
L 252.183501 142.70228 
L 252.854439 140.028896 
L 253.525376 142.106508 
L 254.196314 142.616145 
L 254.867252 140.848094 
L 255.538189 140.308831 
L 256.209127 143.306072 
L 256.880065 139.437169 
L 257.551002 139.430276 
L 258.22194 142.278547 
L 258.892878 142.270103 
L 259.563815 142.38944 
L 260.234753 139.738566 
L 260.905691 137.840439 
L 261.576628 140.684538 
L 262.247566 142.937727 
L 262.918504 139.527594 
L 263.589441 142.027358 
L 264.260379 142.173356 
L 264.931317 141.888936 
L 265.602254 142.828988 
L 266.273192 141.645895 
L 266.94413 143.660355 
L 267.615068 142.619168 
L 268.286005 142.331977 
L 268.956943 139.986159 
L 269.627881 143.160071 
L 270.298818 141.42539 
L 270.969756 142.717611 
L 271.640694 142.705896 
L 272.311631 141.335047 
L 272.982569 139.416786 
L 273.653507 142.034709 
L 274.324444 140.995139 
L 274.995382 137.138135 
L 275.66632 141.419099 
L 276.337257 140.624981 
L 277.008195 142.916522 
L 277.679133 143.865532 
L 278.35007 140.65114 
L 279.021008 142.15094 
L 279.691946 142.756383 
L 280.362883 143.721056 
L 281.033821 143.923888 
L 281.704759 141.691645 
L 282.375697 140.373291 
L 283.046634 140.615286 
L 283.717572 142.366684 
L 284.38851 141.611242 
L 285.059447 136.949638 
L 285.730385 136.994411 
L 286.401323 140.311284 
L 287.07226 142.308448 
L 287.743198 140.040035 
L 288.414136 140.779637 
L 289.085073 142.341919 
L 289.756011 142.155747 
L 290.426949 141.429152 
L 291.097886 142.270912 
L 292.439762 143.078555 
L 293.110699 142.630096 
L 293.781637 141.378919 
L 294.452575 143.103671 
L 295.123512 143.512773 
L 295.79445 143.105172 
L 296.465388 143.413553 
L 297.136326 143.595763 
L 297.807263 141.155694 
L 298.478201 142.683174 
L 299.149139 140.577144 
L 299.820076 140.547378 
L 300.491014 143.321322 
L 301.161952 140.778313 
L 301.832889 141.112773 
L 302.503827 141.875653 
L 303.174765 142.466109 
L 303.845702 142.81718 
L 304.51664 135.708442 
L 305.187578 136.439036 
L 305.858515 140.46723 
L 306.529453 137.656452 
L 307.200391 140.780533 
L 307.871328 140.423827 
L 308.542266 143.198595 
L 309.213204 142.743999 
L 309.884141 141.439528 
L 310.555079 141.006487 
L 311.226017 141.279128 
L 311.896955 143.40936 
L 312.567892 142.559727 
L 313.23883 143.020921 
L 313.909768 140.021345 
L 314.580705 138.983924 
L 315.251643 143.855419 
L 315.922581 140.802635 
L 316.593518 140.221776 
L 317.264456 143.541107 
L 317.935394 140.586639 
L 318.606331 141.396626 
L 319.277269 140.687663 
L 319.948207 142.410587 
L 320.619144 142.228817 
L 321.290082 142.472806 
L 321.96102 142.062544 
L 322.631957 141.211232 
L 323.302895 138.234811 
L 323.973833 141.140921 
L 324.64477 143.426393 
L 325.315708 140.798088 
L 325.986646 141.8294 
L 326.657584 139.580213 
L 327.328521 136.652908 
L 327.999459 142.611782 
L 329.341334 138.795293 
L 330.012272 139.927568 
L 330.68321 140.297384 
L 332.025085 140.017803 
L 332.696023 140.876689 
L 333.36696 142.270983 
L 334.037898 138.723942 
L 334.708836 142.118039 
L 335.379773 140.590515 
L 336.050711 140.283041 
L 336.721649 140.848588 
L 338.063524 142.915584 
L 338.734462 140.946358 
L 339.405399 142.546011 
L 340.076337 140.192061 
L 341.418213 130.526813 
L 342.08915 142.370103 
L 342.760088 142.273526 
L 343.431026 141.987285 
L 344.101963 138.762025 
L 344.772901 136.931164 
L 345.443839 139.353447 
L 346.114776 140.35694 
L 346.785714 143.775601 
L 347.456652 143.241571 
L 348.127589 143.813566 
L 348.798527 143.865869 
L 349.469465 142.478596 
L 350.140402 141.464578 
L 350.81134 142.231039 
L 351.482278 143.324439 
L 352.153215 142.558967 
L 352.824153 142.05162 
L 353.495091 139.935564 
L 354.166029 138.469625 
L 354.836966 141.808114 
L 355.507904 143.690566 
L 356.178842 142.17874 
L 356.849779 142.376795 
L 357.520717 142.27445 
L 358.191655 141.632759 
L 358.862592 142.009189 
L 359.53353 140.589556 
L 360.204468 140.174302 
L 360.875405 140.659778 
L 361.546343 139.777502 
L 362.217281 141.715623 
L 362.888218 140.190189 
L 363.559156 140.297376 
L 364.230094 141.475884 
L 364.901031 139.276635 
L 365.571969 139.828748 
L 366.242907 141.978446 
L 367.584782 141.582893 
L 368.25572 141.098289 
L 368.926658 141.536255 
L 369.597595 141.317339 
L 370.268533 139.855646 
L 370.939471 142.244147 
L 371.610408 142.684194 
L 372.281346 143.966566 
L 372.281346 143.966566 
" 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: 2.321 $\bullet$ mean: 0.402 $\bullet$ $\sigma$: 0.263 -->
    <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-32"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-31"/>
     <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-34"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-32"/>
     <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(1681.513672 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.81 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 138.522308)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-38"/>
     <use x="159.033203" xlink:href="#DejaVuSans-31"/>
    </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(#p1dabd82f6e)">
    <image height="945" id="image5562895e75" transform="matrix(4 0 0 0.13545 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAOxCAYAAAA0N81hAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt1zENACEABMELFSogVNBgCCMYQ8vXOAEVn1zINlNvu8pznSBJAAAAAAAG7DgcMn6hl+SQ8RL6auNnAABMuRyHDXpQCMpzAAAAAElFTkSuQmCC"/>
   </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(#p3e11e6d116)">
    <image height="128.16" id="image806254ff85" 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="m94f5efc732" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.032021" xlink:href="#m94f5efc732" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.465615 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="89.347052" xlink:href="#m94f5efc732" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 157.50 -->
      <g style="fill:#262626;" transform="translate(80.599396 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-35"/>
       <use x="127.246094" xlink:href="#DejaVuSans-37"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-35"/>
       <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="159.662084" xlink:href="#m94f5efc732" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 315.00 -->
      <g style="fill:#262626;" transform="translate(150.914428 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-33"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-35"/>
       <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="229.977115" xlink:href="#m94f5efc732" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 472.50 -->
      <g style="fill:#262626;" transform="translate(221.229459 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-34"/>
       <use x="63.623047" xlink:href="#DejaVuSans-37"/>
       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-35"/>
       <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="300.292147" xlink:href="#m94f5efc732" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 630.00 -->
      <g style="fill:#262626;" transform="translate(291.544491 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-36"/>
       <use x="63.623047" xlink:href="#DejaVuSans-33"/>
       <use x="127.246094" xlink:href="#DejaVuSans-30"/>
       <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_36">
     <g id="line2d_16">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="370.607178" xlink:href="#m94f5efc732" y="278.112"/>
      </g>
     </g>
     <g id="text_21">
      <!-- 787.50 -->
      <g style="fill:#262626;" transform="translate(361.859522 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-37"/>
       <use x="63.623047" xlink:href="#DejaVuSans-38"/>
       <use x="127.246094" xlink:href="#DejaVuSans-37"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-35"/>
       <use x="286.279297" 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="p3fd2f564da">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pd51198bf0e">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="pc2ee358019">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p4c9843bca5">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p827a9d2064">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p1dabd82f6e">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p3e11e6d116">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>