highspeed-fmriprep/fmriprep/sub-20/figures/sub-20_ses-01_task-highspeed_rec-prenorm_run-02_carpetplot.svg

<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<!-- Created with matplotlib (http://matplotlib.org/) -->
<svg height="309.883863pt" version="1.1" viewBox="0 0 384.281346 309.883863" width="384.281346pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
 <defs>
  <style type="text/css">
*{stroke-linecap:butt;stroke-linejoin:round;}
  </style>
 </defs>
 <g id="figure_1">
  <g id="patch_1">
   <path d="M 0 309.883863 
L 384.281346 309.883863 
L 384.281346 0 
L 0 0 
z
" style="fill:#ffffff;"/>
  </g>
  <g id="axes_1">
   <g id="patch_2">
    <path d="M 18.697188 37.546752 
L 372.281346 37.546752 
L 372.281346 12 
L 18.697188 12 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_1">
    <g id="xtick_1"/>
    <g id="xtick_2"/>
    <g id="xtick_3"/>
    <g id="xtick_4"/>
    <g id="xtick_5"/>
   </g>
   <g id="matplotlib.axis_2"/>
   <g id="line2d_1">
    <path clip-path="url(#p06bc835db9)" d="M 18.697188 22.926819 
L 372.281346 22.926819 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p06bc835db9)" d="M 18.697188 23.540574 
L 19.365589 24.830973 
L 20.03399 25.173935 
L 20.702391 24.134283 
L 21.370792 23.995429 
L 23.375995 24.158171 
L 24.044396 23.964437 
L 24.712797 23.954759 
L 25.381198 23.715879 
L 26.049599 23.776231 
L 26.718 23.631316 
L 27.386401 23.089311 
L 28.054802 23.410599 
L 30.060005 23.465294 
L 30.728407 23.627502 
L 31.396808 23.483815 
L 32.065209 23.73935 
L 34.738813 23.490318 
L 38.080818 23.127513 
L 40.086021 23.335516 
L 40.754422 23.209783 
L 41.422823 23.332827 
L 42.759626 23.071891 
L 43.428027 23.187703 
L 44.096428 23.444976 
L 44.764829 23.322152 
L 45.43323 23.386896 
L 46.770032 23.310399 
L 48.106834 23.917171 
L 48.775235 24.007101 
L 49.443636 23.887893 
L 50.780438 24.004389 
L 52.785641 23.532472 
L 53.454042 23.667825 
L 56.796048 23.465642 
L 58.13285 23.300976 
L 59.469652 22.874413 
L 60.138053 23.393978 
L 60.806454 23.431427 
L 61.474855 23.646603 
L 62.143256 23.522307 
L 62.811657 23.663108 
L 63.480058 23.510416 
L 64.148459 23.855591 
L 64.81686 23.706955 
L 65.485261 24.632487 
L 66.153662 23.602861 
L 66.822064 23.113953 
L 67.490465 23.068715 
L 68.827267 23.800849 
L 70.83247 23.757733 
L 71.500871 23.270563 
L 73.506074 23.57414 
L 74.842876 23.470684 
L 75.511277 23.569156 
L 76.179678 23.505965 
L 77.51648 23.802159 
L 78.184881 23.335794 
L 78.853283 23.486331 
L 80.190085 23.47962 
L 80.858486 23.672728 
L 81.526887 23.625207 
L 82.195288 23.701252 
L 82.863689 23.577385 
L 83.53209 23.65984 
L 84.868892 23.500077 
L 85.537293 23.631524 
L 87.542496 23.730101 
L 88.210897 23.537444 
L 88.879298 23.593531 
L 90.884502 23.335493 
L 92.221304 23.43378 
L 93.558106 23.182881 
L 94.226507 23.257269 
L 94.894908 23.550565 
L 95.563309 23.704811 
L 96.23171 23.744601 
L 96.900111 23.609479 
L 98.236913 23.47328 
L 98.905314 23.322894 
L 99.573715 23.435321 
L 100.910517 23.492902 
L 103.584122 23.602467 
L 108.262929 23.112191 
L 109.599731 23.079552 
L 112.273335 23.481242 
L 112.941736 23.365709 
L 113.610137 23.601656 
L 114.278538 23.446031 
L 114.94694 23.54098 
L 115.615341 23.263191 
L 116.283742 23.152352 
L 116.952143 22.897119 
L 118.288945 23.153522 
L 118.957346 23.72696 
L 119.625747 23.932783 
L 120.294148 24.369836 
L 120.962549 23.928506 
L 121.63095 23.236788 
L 122.299351 24.037572 
L 122.967752 24.053069 
L 123.636153 24.18418 
L 124.304554 24.102664 
L 124.972955 24.193429 
L 126.309757 24.71187 
L 126.978159 24.608414 
L 127.64656 24.664349 
L 128.314961 24.429642 
L 130.320164 24.197161 
L 132.325367 23.423835 
L 132.993768 23.252806 
L 133.662169 23.243175 
L 135.667372 23.584548 
L 136.335773 23.426176 
L 137.004174 23.536946 
L 137.672575 23.405047 
L 138.340976 23.450597 
L 140.34618 23.237032 
L 144.356586 23.550797 
L 147.03019 23.387557 
L 147.698591 23.494143 
L 148.366992 23.448754 
L 149.035393 23.546184 
L 149.703794 23.354721 
L 151.040597 23.322268 
L 152.377399 23.444872 
L 153.0458 23.271363 
L 154.382602 23.166063 
L 155.051003 23.278027 
L 155.719404 23.100288 
L 156.387805 23.117951 
L 157.056206 22.912708 
L 157.724607 23.063337 
L 158.393008 23.035949 
L 159.72981 23.427509 
L 161.735013 23.458919 
L 162.403414 23.273681 
L 163.071816 23.24263 
L 163.740217 23.849332 
L 165.077019 23.379235 
L 165.74542 23.443921 
L 166.413821 23.81383 
L 167.750623 23.875712 
L 168.419024 23.880313 
L 169.087425 24.108367 
L 171.761029 23.841601 
L 172.42943 23.632706 
L 173.097831 23.296688 
L 173.766232 23.113767 
L 174.434633 23.121927 
L 175.103035 23.335736 
L 176.439837 23.367552 
L 178.44504 22.873555 
L 179.113441 23.132034 
L 179.781842 23.148399 
L 180.450243 23.317574 
L 181.118644 23.646893 
L 181.787045 23.002626 
L 182.455446 22.899483 
L 183.123847 23.070002 
L 183.792248 23.582786 
L 184.460649 23.796862 
L 185.12905 23.829848 
L 187.134254 23.47255 
L 189.139457 23.484047 
L 189.807858 23.329176 
L 190.476259 23.605272 
L 191.14466 23.510508 
L 191.813061 23.588813 
L 192.481462 23.36812 
L 193.149863 23.660257 
L 195.155066 23.625683 
L 198.497071 23.508665 
L 200.502275 23.620745 
L 201.170676 23.430951 
L 201.839077 23.448094 
L 202.507478 23.252053 
L 205.181082 23.462721 
L 205.849483 23.461214 
L 206.517884 23.06314 
L 207.186285 22.907365 
L 207.854686 23.370391 
L 209.191488 23.759286 
L 210.52829 23.728629 
L 211.196692 23.973651 
L 211.865093 24.41585 
L 212.533494 24.434255 
L 215.207098 23.824946 
L 215.875499 23.889713 
L 217.212301 23.650463 
L 217.880702 23.378111 
L 218.549103 22.964007 
L 219.217504 22.729822 
L 219.885905 23.139173 
L 220.554306 23.244276 
L 223.896312 23.220944 
L 224.564713 23.003843 
L 225.233114 22.966603 
L 225.901515 23.340291 
L 227.238317 23.111577 
L 227.906718 22.977267 
L 228.575119 23.134989 
L 230.580322 23.179752 
L 231.917124 22.987292 
L 232.585525 22.879037 
L 233.922327 23.467716 
L 234.590728 23.457841 
L 235.25913 23.314908 
L 235.927531 22.945462 
L 236.595932 22.79882 
L 237.932734 23.2994 
L 241.274739 23.574036 
L 244.616744 23.017972 
L 245.285145 23.50724 
L 246.621947 23.748321 
L 247.95875 23.779047 
L 248.627151 23.704347 
L 249.295552 23.474311 
L 249.963953 23.42125 
L 251.300755 22.99398 
L 252.637557 23.582068 
L 254.64276 23.522388 
L 255.311161 23.691238 
L 256.647963 23.729069 
L 257.984765 23.153604 
L 258.653166 23.10417 
L 259.989969 23.346782 
L 260.65837 23.323775 
L 261.326771 23.52954 
L 264.668776 23.294033 
L 265.337177 23.33023 
L 266.005578 23.49507 
L 267.34238 23.549255 
L 270.015984 22.750128 
L 270.684385 22.671383 
L 271.352787 22.928227 
L 278.705198 23.389956 
L 279.373599 23.328689 
L 280.710401 23.500738 
L 281.378802 22.916185 
L 282.047203 22.951304 
L 282.715604 22.852379 
L 284.052407 23.337486 
L 284.720808 23.196998 
L 286.05761 23.73126 
L 286.726011 23.512965 
L 287.394412 23.427996 
L 288.731214 23.418747 
L 289.399615 23.382179 
L 290.068016 23.746455 
L 290.736417 23.738423 
L 291.404818 23.394488 
L 292.74162 22.986678 
L 293.410021 23.245771 
L 295.415225 23.43269 
L 296.083626 23.639846 
L 298.088829 23.008943 
L 298.75723 23.124697 
L 299.425631 23.050738 
L 300.094032 22.805287 
L 300.762433 23.192721 
L 305.44124 23.420114 
L 306.109641 23.170479 
L 307.446444 23.161149 
L 308.114845 23.260595 
L 308.783246 23.152827 
L 309.451647 23.217641 
L 310.120048 23.10424 
L 310.788449 23.301683 
L 311.45685 23.233172 
L 312.125251 23.329419 
L 314.130454 23.255321 
L 316.804058 23.269554 
L 318.809261 23.00003 
L 320.146064 22.728709 
L 320.814465 22.801312 
L 321.482866 22.985728 
L 323.488069 23.079749 
L 325.493272 23.203106 
L 326.830074 23.369742 
L 327.498475 23.35391 
L 328.835277 22.963555 
L 329.503678 23.332688 
L 330.172079 23.477846 
L 333.514085 23.475563 
L 334.182486 23.489147 
L 334.850887 23.734134 
L 335.519288 23.658541 
L 336.187689 23.731596 
L 336.85609 23.474219 
L 337.524491 23.407771 
L 338.861293 23.028844 
L 341.534897 22.796664 
L 342.203298 23.045071 
L 342.871699 22.7352 
L 343.540101 22.683437 
L 344.208502 22.976536 
L 344.876903 22.934788 
L 345.545304 23.053091 
L 346.213705 22.914678 
L 347.550507 23.197728 
L 348.218908 23.357827 
L 348.887309 23.267457 
L 349.55571 23.063349 
L 350.892512 23.208983 
L 351.560913 23.384346 
L 354.902918 23.143056 
L 355.57132 22.868652 
L 356.908122 22.95091 
L 357.576523 22.334344 
L 358.244924 22.673342 
L 358.913325 23.189406 
L 359.581726 23.386919 
L 360.250127 23.259239 
L 361.586929 23.455222 
L 362.25533 23.478936 
L 363.592132 23.758463 
L 364.260533 23.752656 
L 366.265736 23.284587 
L 366.934137 23.302402 
L 367.602539 23.078127 
L 368.27094 23.238376 
L 372.281346 23.359682 
L 372.281346 23.359682 
" 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: 544.205 $\bullet$ mean: 538.486 $\bullet$ $\sigma$: 1.803 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 10.796875 72.90625 
L 49.515625 72.90625 
L 49.515625 64.59375 
L 19.828125 64.59375 
L 19.828125 46.734375 
Q 21.96875 47.46875 24.109375 47.828125 
Q 26.265625 48.1875 28.421875 48.1875 
Q 40.625 48.1875 47.75 41.5 
Q 54.890625 34.8125 54.890625 23.390625 
Q 54.890625 11.625 47.5625 5.09375 
Q 40.234375 -1.421875 26.90625 -1.421875 
Q 22.3125 -1.421875 17.546875 -0.640625 
Q 12.796875 0.140625 7.71875 1.703125 
L 7.71875 11.625 
Q 12.109375 9.234375 16.796875 8.0625 
Q 21.484375 6.890625 26.703125 6.890625 
Q 35.15625 6.890625 40.078125 11.328125 
Q 45.015625 15.765625 45.015625 23.390625 
Q 45.015625 31 40.078125 35.4375 
Q 35.15625 39.890625 26.703125 39.890625 
Q 22.75 39.890625 18.8125 39.015625 
Q 14.890625 38.140625 10.796875 36.28125 
z
" id="DejaVuSans-35"/>
     <path d="M 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 19.1875 8.296875 
L 53.609375 8.296875 
L 53.609375 0 
L 7.328125 0 
L 7.328125 8.296875 
Q 12.9375 14.109375 22.625 23.890625 
Q 32.328125 33.6875 34.8125 36.53125 
Q 39.546875 41.84375 41.421875 45.53125 
Q 43.3125 49.21875 43.3125 52.78125 
Q 43.3125 58.59375 39.234375 62.25 
Q 35.15625 65.921875 28.609375 65.921875 
Q 23.96875 65.921875 18.8125 64.3125 
Q 13.671875 62.703125 7.8125 59.421875 
L 7.8125 69.390625 
Q 13.765625 71.78125 18.9375 73 
Q 24.125 74.21875 28.421875 74.21875 
Q 39.75 74.21875 46.484375 68.546875 
Q 53.21875 62.890625 53.21875 53.421875 
Q 53.21875 48.921875 51.53125 44.890625 
Q 49.859375 40.875 45.40625 35.40625 
Q 44.1875 33.984375 37.640625 27.21875 
Q 31.109375 20.453125 19.1875 8.296875 
z
" id="DejaVuSans-32"/>
     <path d="M 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 16.734375 31.203125 
Q 16.734375 37.265625 20.953125 41.4375 
Q 25.1875 45.609375 31.34375 45.609375 
Q 37.390625 45.609375 41.5625 41.4375 
Q 45.75 37.265625 45.75 31.203125 
Q 45.75 25.109375 41.546875 20.90625 
Q 37.34375 16.703125 31.25 16.703125 
Q 25.140625 16.703125 20.9375 20.90625 
Q 16.734375 25.109375 16.734375 31.203125 
z
" id="DejaVuSans-2219"/>
     <path d="M 56.203125 29.59375 
L 56.203125 25.203125 
L 14.890625 25.203125 
Q 15.484375 15.921875 20.484375 11.0625 
Q 25.484375 6.203125 34.421875 6.203125 
Q 39.59375 6.203125 44.453125 7.46875 
Q 49.3125 8.734375 54.109375 11.28125 
L 54.109375 2.78125 
Q 49.265625 0.734375 44.1875 -0.34375 
Q 39.109375 -1.421875 33.890625 -1.421875 
Q 20.796875 -1.421875 13.15625 6.1875 
Q 5.515625 13.8125 5.515625 26.8125 
Q 5.515625 40.234375 12.765625 48.109375 
Q 20.015625 56 32.328125 56 
Q 43.359375 56 49.78125 48.890625 
Q 56.203125 41.796875 56.203125 29.59375 
z
M 47.21875 32.234375 
Q 47.125 39.59375 43.09375 43.984375 
Q 39.0625 48.390625 32.421875 48.390625 
Q 24.90625 48.390625 20.390625 44.140625 
Q 15.875 39.890625 15.1875 32.171875 
z
" id="DejaVuSans-65"/>
     <path d="M 54.890625 33.015625 
L 54.890625 0 
L 45.90625 0 
L 45.90625 32.71875 
Q 45.90625 40.484375 42.875 44.328125 
Q 39.84375 48.1875 33.796875 48.1875 
Q 26.515625 48.1875 22.3125 43.546875 
Q 18.109375 38.921875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.34375 51.125 25.703125 53.5625 
Q 30.078125 56 35.796875 56 
Q 45.21875 56 50.046875 50.171875 
Q 54.890625 44.34375 54.890625 33.015625 
z
" id="DejaVuSans-6e"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <path d="M 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 541.09 -->
    <defs>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
    </defs>
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.754631)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-34"/>
     <use x="127.246094" xlink:href="#DejaVuSans-31"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-30"/>
     <use x="286.279297" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_6"/>
    <g id="xtick_7"/>
    <g id="xtick_8"/>
    <g id="xtick_9"/>
    <g id="xtick_10"/>
   </g>
   <g id="matplotlib.axis_4"/>
   <g id="line2d_3">
    <path clip-path="url(#p676652c24c)" d="M 18.697188 49.799948 
L 372.281346 49.799948 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p676652c24c)" d="M 18.697188 50.638252 
L 19.365589 53.071057 
L 20.03399 53.467189 
L 20.702391 52.029963 
L 21.370792 52.114574 
L 22.039193 51.37832 
L 22.707594 51.892705 
L 23.375995 51.920931 
L 24.044396 51.69311 
L 24.712797 51.865063 
L 25.381198 51.597074 
L 26.049599 51.901283 
L 28.054802 50.620617 
L 28.723203 51.266643 
L 29.391604 50.959684 
L 30.060005 51.134254 
L 30.728407 50.869293 
L 31.396808 51.324025 
L 32.065209 51.075961 
L 32.73361 51.286828 
L 33.402011 51.361126 
L 34.070412 51.021311 
L 34.738813 51.120778 
L 35.407214 51.026199 
L 36.075615 51.081329 
L 38.749219 50.631208 
L 40.086021 50.870472 
L 42.091224 50.870903 
L 42.759626 51.190351 
L 43.428027 50.390582 
L 44.096428 50.927557 
L 44.764829 50.741323 
L 45.43323 50.972651 
L 46.101631 50.467669 
L 46.770032 50.583726 
L 47.438433 50.196977 
L 48.106834 51.068514 
L 48.775235 51.238541 
L 49.443636 51.143215 
L 50.112037 51.218932 
L 50.780438 51.0972 
L 51.448839 51.618026 
L 52.11724 51.088335 
L 52.785641 51.554424 
L 53.454042 50.741246 
L 54.122443 51.056946 
L 56.796048 50.979878 
L 57.464449 51.150202 
L 58.13285 50.537338 
L 58.801251 50.96529 
L 60.138053 50.388914 
L 60.806454 50.765389 
L 62.811657 51.073 
L 63.480058 50.708554 
L 64.148459 51.013912 
L 64.81686 50.643303 
L 65.485261 52.617735 
L 66.153662 50.942221 
L 66.822064 50.482161 
L 67.490465 50.606739 
L 68.158866 50.151816 
L 68.827267 50.905963 
L 69.495668 51.348915 
L 70.164069 51.11081 
L 70.83247 51.239059 
L 71.500871 51.197942 
L 72.169272 50.341989 
L 72.837673 50.700752 
L 73.506074 50.76468 
L 74.174475 50.429015 
L 74.842876 51.021455 
L 75.511277 50.741715 
L 77.51648 51.397345 
L 78.184881 50.926052 
L 78.853283 51.330475 
L 79.521684 50.67681 
L 80.190085 51.088565 
L 80.858486 50.420246 
L 81.526887 50.777667 
L 82.195288 50.878149 
L 82.863689 50.520354 
L 83.53209 50.893877 
L 84.868892 50.578762 
L 85.537293 50.486062 
L 86.205694 50.916075 
L 86.874095 50.706895 
L 87.542496 50.758699 
L 88.210897 51.038093 
L 88.879298 50.366765 
L 89.547699 50.925621 
L 90.2161 50.629281 
L 90.884502 50.557091 
L 91.552903 50.663219 
L 92.889705 50.592151 
L 93.558106 49.941908 
L 94.894908 50.29516 
L 95.563309 50.812113 
L 96.23171 50.510023 
L 96.900111 50.879117 
L 97.568512 50.36849 
L 98.236913 50.689998 
L 98.905314 50.725719 
L 99.573715 50.399361 
L 100.242116 50.674749 
L 100.910517 50.596502 
L 101.578918 50.686509 
L 102.915721 50.620569 
L 103.584122 50.742089 
L 104.252523 50.744083 
L 104.920924 50.974587 
L 105.589325 50.560494 
L 106.926127 50.413997 
L 108.262929 50.58711 
L 108.93133 50.180483 
L 109.599731 50.141148 
L 110.268132 50.22782 
L 110.936533 49.998044 
L 111.604934 50.265659 
L 112.273335 50.174301 
L 113.610137 50.79627 
L 114.278538 50.522396 
L 114.94694 50.799567 
L 115.615341 50.439874 
L 116.283742 50.954796 
L 116.952143 50.126158 
L 117.620544 49.596228 
L 118.288945 49.933742 
L 118.957346 50.516128 
L 119.625747 50.271477 
L 120.294148 51.334587 
L 120.962549 51.196725 
L 121.63095 50.533284 
L 122.299351 50.814183 
L 122.967752 50.824611 
L 123.636153 51.373883 
L 124.304554 51.013155 
L 124.972955 50.856536 
L 125.641356 51.10067 
L 126.309757 51.20214 
L 126.978159 51.012235 
L 127.64656 51.411444 
L 128.314961 51.176348 
L 128.983362 51.374362 
L 129.651763 51.216334 
L 130.320164 51.517524 
L 130.988565 51.274176 
L 131.656966 51.272901 
L 132.325367 50.717994 
L 132.993768 50.826432 
L 133.662169 50.363477 
L 134.33057 50.322092 
L 134.998971 50.437814 
L 135.667372 50.382263 
L 136.335773 50.764747 
L 137.004174 50.503361 
L 137.672575 50.769625 
L 139.009378 50.276192 
L 139.677779 50.412434 
L 140.34618 50.260512 
L 143.019784 50.368797 
L 143.688185 50.765744 
L 144.356586 50.957479 
L 145.024987 50.856699 
L 146.361789 50.486378 
L 147.03019 50.406789 
L 147.698591 50.568612 
L 148.366992 50.453015 
L 149.035393 50.63783 
L 149.703794 50.244957 
L 150.372195 50.692174 
L 151.040597 50.165732 
L 151.708998 50.483838 
L 152.377399 50.46304 
L 153.0458 50.672938 
L 153.714201 50.395221 
L 155.051003 50.238257 
L 155.719404 50.355398 
L 156.387805 50.101776 
L 157.056206 50.061109 
L 157.724607 49.857872 
L 158.393008 49.867974 
L 159.061409 50.107018 
L 159.72981 50.094626 
L 160.398211 50.576423 
L 161.066612 50.054477 
L 162.403414 50.416057 
L 163.071816 50.056068 
L 163.740217 50.445251 
L 164.408618 51.043844 
L 165.077019 50.25894 
L 165.74542 50.148777 
L 166.413821 50.461372 
L 167.750623 50.731566 
L 168.419024 50.266982 
L 169.087425 50.945221 
L 169.755826 50.735323 
L 170.424227 50.957757 
L 173.097831 50.693602 
L 173.766232 50.254196 
L 174.434633 50.061444 
L 175.771436 50.266522 
L 176.439837 50.049579 
L 179.113441 49.886855 
L 179.781842 49.92272 
L 180.450243 50.347931 
L 181.118644 51.67995 
L 181.787045 50.259544 
L 183.792248 49.905133 
L 184.460649 50.642134 
L 185.12905 50.862805 
L 185.797451 50.551398 
L 186.465852 51.012733 
L 187.134254 50.151375 
L 187.802655 50.59265 
L 188.471056 49.760782 
L 189.139457 50.273269 
L 191.14466 50.441628 
L 191.813061 50.480167 
L 192.481462 50.300489 
L 193.149863 50.603384 
L 193.818264 50.593646 
L 194.486665 50.719 
L 195.155066 50.21097 
L 195.823467 50.712023 
L 196.491868 50.46765 
L 197.160269 50.726198 
L 197.82867 50.016484 
L 198.497071 50.474311 
L 199.165473 50.181297 
L 199.833874 50.499968 
L 200.502275 50.153081 
L 201.170676 50.478519 
L 201.839077 50.406415 
L 202.507478 50.120024 
L 203.175879 50.251196 
L 203.84428 50.01313 
L 204.512681 50.341424 
L 205.181082 49.858744 
L 205.849483 50.366218 
L 206.517884 50.307859 
L 207.186285 49.84432 
L 207.854686 50.402879 
L 208.523087 50.007111 
L 209.191488 50.457213 
L 210.52829 50.414083 
L 211.196692 50.214507 
L 211.865093 50.93418 
L 212.533494 51.213459 
L 213.201895 51.262205 
L 213.870296 50.860437 
L 214.538697 50.706004 
L 215.207098 50.991149 
L 215.875499 50.643408 
L 216.5439 50.915126 
L 217.212301 51.020458 
L 217.880702 50.881044 
L 218.549103 50.616361 
L 219.217504 49.887718 
L 219.885905 50.231864 
L 220.554306 49.827039 
L 221.222707 50.715521 
L 221.891108 50.089249 
L 222.559509 50.75707 
L 223.227911 49.968965 
L 223.896312 50.584091 
L 224.564713 50.240883 
L 225.233114 50.500879 
L 225.901515 50.19069 
L 226.569916 50.618959 
L 227.238317 50.286409 
L 227.906718 50.285853 
L 228.575119 50.119392 
L 229.24352 50.43097 
L 229.911921 50.495195 
L 230.580322 50.282365 
L 231.248723 50.502269 
L 231.917124 50.069035 
L 233.922327 50.061138 
L 234.590728 50.886909 
L 235.25913 50.867319 
L 235.927531 50.139174 
L 237.264333 49.737454 
L 237.932734 50.330133 
L 238.601135 50.153196 
L 239.269536 50.350241 
L 239.937937 50.296224 
L 240.606338 50.875274 
L 241.274739 50.257196 
L 241.94314 50.632166 
L 243.279942 50.004389 
L 243.948343 50.341021 
L 244.616744 49.883002 
L 245.285145 49.880692 
L 245.953546 50.124126 
L 246.621947 50.599282 
L 247.290349 50.354909 
L 247.95875 50.892698 
L 249.295552 50.708726 
L 250.632354 50.165195 
L 251.300755 50.332893 
L 251.969156 49.936742 
L 252.637557 50.463672 
L 253.305958 50.641405 
L 253.974359 50.279336 
L 254.64276 50.573069 
L 255.979562 50.362567 
L 256.647963 50.881446 
L 257.316364 50.65259 
L 257.984765 50.604304 
L 258.653166 49.731377 
L 259.321568 50.49671 
L 259.989969 49.87198 
L 260.65837 50.372429 
L 261.326771 50.130874 
L 261.995172 50.556718 
L 262.663573 50.740671 
L 263.331974 50.394435 
L 264.000375 50.433156 
L 264.668776 50.357257 
L 265.337177 50.423667 
L 266.005578 50.300719 
L 266.673979 50.715886 
L 267.34238 50.491553 
L 268.010781 50.643399 
L 269.347583 50.364522 
L 270.015984 50.046148 
L 270.684385 49.530326 
L 271.352787 49.906369 
L 272.021188 49.719569 
L 272.689589 49.997536 
L 273.35799 50.015411 
L 274.026391 50.191802 
L 274.694792 50.172211 
L 275.363193 50.399304 
L 280.042 50.706924 
L 280.710401 50.899666 
L 281.378802 50.401173 
L 282.047203 50.601084 
L 282.715604 49.864246 
L 283.384006 49.769609 
L 284.052407 49.817646 
L 284.720808 50.432293 
L 285.389209 49.885188 
L 286.05761 50.429686 
L 286.726011 50.828291 
L 287.394412 50.140822 
L 288.062813 50.34681 
L 288.731214 50.068489 
L 290.068016 50.292773 
L 290.736417 50.952102 
L 291.404818 50.817633 
L 292.073219 49.931911 
L 292.74162 50.338021 
L 293.410021 49.685669 
L 294.078422 50.390821 
L 294.746823 50.128133 
L 295.415225 50.546989 
L 296.083626 50.321555 
L 296.752027 50.636604 
L 297.420428 50.227705 
L 298.75723 50.154212 
L 299.425631 49.862032 
L 300.094032 50.013542 
L 300.762433 49.683129 
L 301.430834 50.245944 
L 302.099235 50.137228 
L 302.767636 50.30345 
L 303.436037 50.322945 
L 304.104438 50.166997 
L 304.772839 50.307955 
L 305.44124 50.132781 
L 306.109641 50.263656 
L 306.778042 49.675845 
L 307.446444 50.259908 
L 308.114845 50.002213 
L 308.783246 50.303747 
L 309.451647 49.93564 
L 312.793652 50.370934 
L 314.130454 50.112874 
L 315.467256 50.367349 
L 316.135657 50.152851 
L 316.804058 50.388972 
L 317.472459 50.303517 
L 318.14086 50.45012 
L 320.146064 49.705825 
L 320.814465 49.687299 
L 321.482866 49.792832 
L 322.151267 50.127097 
L 323.488069 49.917602 
L 324.15647 49.982594 
L 324.824871 49.805283 
L 325.493272 50.278895 
L 326.161673 49.648463 
L 326.830074 50.364589 
L 327.498475 50.009257 
L 328.166876 50.191687 
L 328.835277 50.181767 
L 329.503678 49.795583 
L 330.172079 50.461343 
L 334.182486 50.060543 
L 334.850887 50.408313 
L 335.519288 50.46395 
L 336.187689 50.726888 
L 336.85609 50.370627 
L 337.524491 50.75107 
L 338.192892 50.258576 
L 338.861293 50.398393 
L 339.529694 49.873773 
L 340.198095 49.970067 
L 340.866496 49.573915 
L 341.534897 49.720039 
L 342.203298 49.570561 
L 342.871699 50.036314 
L 343.540101 50.02003 
L 344.208502 49.567666 
L 344.876903 50.026011 
L 345.545304 49.862626 
L 346.213705 50.013197 
L 346.882106 49.908449 
L 347.550507 49.637757 
L 348.218908 50.540894 
L 348.887309 49.897379 
L 349.55571 50.094213 
L 350.224111 49.670746 
L 350.892512 50.08577 
L 352.229314 50.486809 
L 352.897715 50.421223 
L 353.566116 50.228347 
L 354.234517 50.392259 
L 354.902918 50.321469 
L 356.239721 49.723001 
L 356.908122 50.026222 
L 357.576523 49.545996 
L 358.244924 49.504678 
L 358.913325 49.624157 
L 359.581726 49.917985 
L 360.250127 50.339257 
L 360.918528 49.956428 
L 361.586929 50.384534 
L 362.25533 50.474445 
L 362.923731 50.063524 
L 363.592132 50.527159 
L 364.260533 50.34749 
L 364.928934 50.699142 
L 365.597335 50.354315 
L 366.934137 50.294537 
L 367.602539 50.027889 
L 368.27094 50.402859 
L 368.939341 49.793312 
L 369.607742 50.478682 
L 370.276143 50.015775 
L 371.612945 50.289984 
L 372.281346 50.381889 
L 372.281346 50.381889 
" 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: 625.931 $\bullet$ mean: 619.616 $\bullet$ $\sigma$: 3.112 -->
    <g style="fill:#ae9d31;" transform="translate(280.129663 48.443424)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <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-39"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-33"/>
     <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-31"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-39"/>
     <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-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-33"/>
     <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-31"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 624.05 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 50.62776)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-34"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-30"/>
     <use x="286.279297" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_11"/>
    <g id="xtick_12"/>
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#p95b607a869)" d="M 18.697188 78.602314 
L 372.281346 78.602314 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p95b607a869)" d="M 18.697188 78.793003 
L 20.03399 79.89098 
L 20.702391 79.444577 
L 22.707594 79.434484 
L 23.375995 79.529475 
L 24.044396 79.505555 
L 24.712797 79.665247 
L 25.381198 79.486894 
L 26.049599 79.593294 
L 27.386401 79.167797 
L 28.054802 79.308553 
L 28.723203 79.173399 
L 29.391604 79.335427 
L 30.060005 79.274564 
L 32.065209 79.502325 
L 32.73361 79.383083 
L 33.402011 79.501706 
L 34.070412 79.397299 
L 34.738813 79.44185 
L 36.744016 79.152 
L 37.412417 79.212062 
L 38.080818 79.136157 
L 40.086021 79.225236 
L 42.759626 79.187982 
L 44.764829 79.250656 
L 46.101631 79.15814 
L 48.106834 79.262959 
L 48.775235 79.392992 
L 50.112037 79.40281 
L 51.448839 79.369485 
L 55.459246 79.184442 
L 56.127647 79.268366 
L 56.796048 79.209736 
L 57.464449 79.338028 
L 58.13285 79.305311 
L 59.469652 79.004612 
L 60.138053 79.233736 
L 60.806454 79.163135 
L 61.474855 79.293557 
L 62.143256 79.212073 
L 62.811657 79.380024 
L 63.480058 79.187535 
L 64.148459 79.295069 
L 64.81686 79.132834 
L 65.485261 79.839888 
L 66.153662 79.333698 
L 66.822064 79.009893 
L 70.164069 79.42131 
L 72.837673 79.004256 
L 76.848079 79.380631 
L 77.51648 79.684859 
L 78.184881 79.017453 
L 78.853283 79.133957 
L 80.858486 79.05819 
L 81.526887 78.945649 
L 82.195288 79.099029 
L 86.205694 79.040617 
L 86.874095 79.155734 
L 88.210897 79.028348 
L 88.879298 79.11265 
L 89.547699 78.986328 
L 91.552903 79.028164 
L 94.226507 78.995963 
L 95.563309 79.16703 
L 96.23171 79.211409 
L 96.900111 79.087711 
L 97.568512 79.142961 
L 98.905314 78.999972 
L 99.573715 79.068935 
L 100.242116 78.957804 
L 101.578918 79.143809 
L 102.915721 79.126442 
L 104.252523 79.198647 
L 107.594528 78.931719 
L 108.93133 78.86121 
L 109.599731 78.967129 
L 110.268132 78.862332 
L 110.936533 78.946646 
L 111.604934 78.884866 
L 112.273335 79.034889 
L 112.941736 78.986603 
L 113.610137 79.084446 
L 114.278538 78.906265 
L 114.94694 79.062921 
L 115.615341 78.908086 
L 116.283742 79.013627 
L 117.620544 78.606608 
L 118.288945 78.708392 
L 118.957346 78.93928 
L 119.625747 78.8753 
L 120.294148 79.340857 
L 120.962549 79.40132 
L 121.63095 78.77559 
L 122.299351 79.213723 
L 124.304554 79.138791 
L 125.641356 78.985183 
L 127.64656 79.272307 
L 130.320164 79.398388 
L 133.662169 78.968664 
L 138.340976 79.154749 
L 139.677779 79.070768 
L 141.682982 78.939463 
L 143.019784 79.037054 
L 144.356586 79.151324 
L 145.024987 79.179024 
L 145.693388 79.006158 
L 146.361789 79.065452 
L 147.03019 78.927618 
L 150.372195 79.008472 
L 152.377399 79.015723 
L 153.714201 78.903355 
L 155.719404 78.885484 
L 156.387805 78.945352 
L 157.056206 78.771982 
L 161.066612 78.998242 
L 162.403414 78.772108 
L 163.071816 78.77307 
L 163.740217 79.026309 
L 164.408618 78.900205 
L 165.077019 79.001771 
L 167.082222 78.858071 
L 170.424227 79.014154 
L 171.092628 79.108801 
L 173.766232 78.733926 
L 175.771436 78.780929 
L 176.439837 78.901602 
L 177.108238 78.787481 
L 177.776639 78.865254 
L 179.113441 78.727912 
L 179.781842 78.75898 
L 180.450243 78.908854 
L 181.118644 79.571563 
L 181.787045 78.926117 
L 182.455446 78.653794 
L 184.460649 79.00924 
L 187.134254 78.940895 
L 187.802655 78.81336 
L 188.471056 78.979615 
L 189.139457 78.74277 
L 193.149863 78.931696 
L 195.155066 78.889734 
L 197.82867 78.868163 
L 199.833874 78.750491 
L 203.175879 78.834575 
L 205.849483 78.690464 
L 206.517884 78.824139 
L 207.186285 78.576686 
L 209.191488 78.932212 
L 211.865093 78.909198 
L 213.870296 79.054684 
L 214.538697 78.951721 
L 216.5439 79.001014 
L 218.549103 78.817003 
L 219.217504 78.616174 
L 223.227911 79.033766 
L 223.896312 78.859618 
L 225.233114 78.725415 
L 225.901515 78.871234 
L 226.569916 78.778661 
L 228.575119 78.951744 
L 229.24352 78.835939 
L 229.911921 78.941732 
L 231.248723 78.711439 
L 231.917124 78.770882 
L 232.585525 78.662959 
L 233.922327 78.857934 
L 239.269536 78.767938 
L 242.611541 78.921524 
L 244.616744 78.613264 
L 245.285145 78.878668 
L 248.627151 78.986569 
L 249.295552 78.876618 
L 249.963953 78.972181 
L 250.632354 78.731234 
L 251.300755 78.734018 
L 251.969156 78.900732 
L 257.984765 78.918121 
L 259.321568 78.678 
L 259.989969 78.872161 
L 260.65837 78.842606 
L 261.326771 78.977588 
L 265.337177 78.918259 
L 267.34238 79.116006 
L 268.010781 78.994576 
L 268.679182 78.99421 
L 270.684385 78.41405 
L 272.021188 78.600777 
L 275.363193 78.945661 
L 279.373599 78.828092 
L 280.710401 79.152653 
L 281.378802 78.559342 
L 282.047203 78.730478 
L 282.715604 78.604191 
L 286.05761 78.945363 
L 286.726011 78.870603 
L 287.394412 78.936932 
L 289.399615 78.64676 
L 290.736417 78.864372 
L 292.073219 78.766712 
L 292.74162 78.669775 
L 293.410021 78.808067 
L 294.078422 78.730226 
L 296.752027 78.796703 
L 300.094032 78.39406 
L 300.762433 78.629966 
L 304.772839 78.791537 
L 307.446444 78.657322 
L 308.114845 78.723914 
L 308.783246 78.605417 
L 309.451647 78.6791 
L 310.120048 78.593091 
L 310.788449 78.72223 
L 311.45685 78.687909 
L 312.793652 78.783208 
L 316.804058 78.742896 
L 317.472459 78.792888 
L 318.14086 78.621054 
L 319.477663 78.648914 
L 321.482866 78.624594 
L 324.15647 78.666853 
L 327.498475 78.748956 
L 328.166876 78.519419 
L 332.177283 78.772326 
L 332.845684 78.699674 
L 333.514085 78.739173 
L 334.182486 78.666361 
L 334.850887 78.862138 
L 338.192892 78.761088 
L 338.861293 78.607949 
L 341.534897 78.538745 
L 342.203298 78.73317 
L 342.871699 78.514516 
L 344.208502 78.71176 
L 344.876903 78.641044 
L 345.545304 78.730856 
L 346.213705 78.585415 
L 350.892512 78.735541 
L 352.229314 78.735702 
L 353.566116 78.790689 
L 354.234517 78.581967 
L 354.902918 78.699892 
L 355.57132 78.548608 
L 356.239721 78.609163 
L 356.908122 78.513955 
L 357.576523 78.204573 
L 358.913325 78.560179 
L 360.918528 78.786301 
L 361.586929 78.63944 
L 365.597335 78.81612 
L 366.265736 78.637745 
L 366.934137 78.679821 
L 368.27094 78.569813 
L 372.281346 78.823189 
L 372.281346 78.823189 
" 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: 578.258 $\bullet$ mean: 574.365 $\bullet$ $\sigma$: 1.293 -->
    <defs>
     <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"/>
    </defs>
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.818359 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.441406 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(633.064453 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.6875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.474609 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.072266 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.859375 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.271484 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.794922 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.074219 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.453125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.144531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.931641 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.445312 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1299.068359 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1362.691406 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.478516 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1458.101562 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1521.724609 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1585.347656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.134766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.732422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.519531 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1774.898438 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.589844 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.376953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.708984 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.316406 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(2062.939453 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 576.14 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.430126)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-37"/>
     <use x="127.246094" xlink:href="#DejaVuSans-36"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-31"/>
     <use x="286.279297" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
  </g>
  <g id="axes_4">
   <g id="patch_11">
    <path d="M 18.697188 120.573696 
L 372.281346 120.573696 
L 372.281346 95.026944 
L 18.697188 95.026944 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_7">
    <g id="xtick_16"/>
    <g id="xtick_17"/>
    <g id="xtick_18"/>
    <g id="xtick_19"/>
    <g id="xtick_20"/>
   </g>
   <g id="matplotlib.axis_8"/>
   <g id="line2d_7">
    <path clip-path="url(#pe0f3bdc405)" d="M 18.697188 106.421112 
L 372.281346 106.421112 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#pe0f3bdc405)" d="M 19.365589 106.265458 
L 20.03399 110.831627 
L 20.702391 111.541351 
L 21.370792 112.644111 
L 22.039193 111.991904 
L 22.707594 113.955508 
L 23.375995 112.854383 
L 24.044396 109.944658 
L 24.712797 109.967276 
L 25.381198 110.74608 
L 26.049599 108.65615 
L 26.718 110.002425 
L 27.386401 106.236313 
L 28.054802 110.841568 
L 28.723203 109.382309 
L 30.060005 116.125841 
L 30.728407 112.71461 
L 31.396808 110.002534 
L 32.065209 110.64631 
L 32.73361 108.664708 
L 33.402011 111.656691 
L 34.070412 109.553043 
L 35.407214 111.145514 
L 36.075615 111.065846 
L 36.744016 112.222149 
L 37.412417 113.998227 
L 38.749219 112.604736 
L 40.086021 113.616951 
L 40.754422 113.671861 
L 41.422823 113.562455 
L 42.091224 110.895436 
L 42.759626 110.729735 
L 43.428027 112.256275 
L 44.096428 111.364648 
L 44.764829 109.298453 
L 45.43323 106.734797 
L 46.101631 105.038173 
L 46.770032 106.346044 
L 47.438433 108.909267 
L 48.106834 110.436776 
L 48.775235 112.515576 
L 49.443636 113.836555 
L 50.112037 112.231732 
L 51.448839 114.325653 
L 52.11724 114.198736 
L 53.454042 110.699585 
L 54.122443 107.85773 
L 54.790845 109.330456 
L 55.459246 108.679866 
L 56.127647 109.265675 
L 56.796048 111.754392 
L 57.464449 113.526713 
L 58.801251 112.109345 
L 59.469652 111.545812 
L 60.138053 108.239904 
L 60.806454 106.988184 
L 61.474855 108.654909 
L 62.143256 112.460074 
L 62.811657 114.46886 
L 63.480058 114.971534 
L 64.148459 115.050158 
L 64.81686 113.163075 
L 65.485261 100.640708 
L 66.153662 98.825435 
L 66.822064 110.695935 
L 67.490465 110.616194 
L 68.158866 109.862401 
L 68.827267 111.336114 
L 69.495668 113.803023 
L 70.164069 114.532922 
L 70.83247 113.862751 
L 71.500871 113.027168 
L 72.169272 112.618006 
L 73.506074 110.448751 
L 74.174475 109.080864 
L 74.842876 110.297309 
L 75.511277 110.089753 
L 76.179678 110.019344 
L 76.848079 111.564744 
L 77.51648 104.531418 
L 78.184881 106.236097 
L 78.853283 108.508986 
L 79.521684 109.972795 
L 80.190085 108.841053 
L 80.858486 105.819476 
L 81.526887 107.016555 
L 82.195288 108.600432 
L 82.863689 109.116553 
L 83.53209 110.341322 
L 84.868892 112.320155 
L 85.537293 113.429999 
L 86.205694 113.899681 
L 86.874095 114.057451 
L 87.542496 114.434914 
L 88.210897 113.258474 
L 88.879298 113.696295 
L 89.547699 112.767235 
L 90.2161 111.217288 
L 90.884502 110.155144 
L 91.552903 108.082116 
L 92.221304 107.934592 
L 92.889705 105.763308 
L 93.558106 106.811462 
L 94.226507 109.429165 
L 94.894908 111.454152 
L 95.563309 109.118818 
L 96.23171 109.289966 
L 96.900111 107.942954 
L 97.568512 105.313295 
L 98.236913 106.565142 
L 98.905314 110.528905 
L 99.573715 113.077294 
L 100.242116 113.935569 
L 100.910517 113.495553 
L 101.578918 112.763731 
L 102.915721 113.377751 
L 103.584122 113.54773 
L 104.252523 114.655973 
L 104.920924 115.225512 
L 105.589325 114.321697 
L 106.257726 113.944451 
L 108.262929 109.567733 
L 108.93133 109.011894 
L 109.599731 108.308173 
L 110.936533 111.902149 
L 111.604934 109.693573 
L 112.273335 110.407954 
L 112.941736 111.833215 
L 113.610137 111.708851 
L 114.278538 111.737402 
L 114.94694 109.645406 
L 115.615341 111.828451 
L 116.283742 109.736885 
L 116.952143 111.470818 
L 117.620544 107.299788 
L 118.288945 111.055076 
L 118.957346 109.368125 
L 119.625747 107.239593 
L 120.294148 102.663087 
L 120.962549 106.008027 
L 121.63095 104.479852 
L 122.299351 105.243157 
L 122.967752 110.631279 
L 123.636153 111.525782 
L 124.304554 113.936987 
L 124.972955 113.153348 
L 125.641356 111.348593 
L 126.309757 107.847123 
L 126.978159 112.001054 
L 128.314961 111.996055 
L 128.983362 111.742327 
L 129.651763 109.686543 
L 130.320164 111.1104 
L 130.988565 111.667677 
L 132.325367 114.580369 
L 132.993768 114.244997 
L 133.662169 111.794344 
L 134.33057 110.064294 
L 134.998971 109.439125 
L 135.667372 107.487568 
L 136.335773 109.290902 
L 137.004174 111.837279 
L 137.672575 112.27429 
L 138.340976 110.979796 
L 139.009378 112.103035 
L 139.677779 114.616994 
L 140.34618 114.783341 
L 141.682982 110.255705 
L 142.351383 110.240547 
L 143.019784 110.085509 
L 143.688185 108.679182 
L 144.356586 112.41685 
L 145.024987 114.517927 
L 145.693388 114.75567 
L 146.361789 112.95674 
L 147.03019 109.135307 
L 147.698591 110.031122 
L 148.366992 111.427937 
L 149.035393 112.283729 
L 149.703794 114.714156 
L 150.372195 113.649693 
L 151.040597 110.9705 
L 151.708998 109.663637 
L 152.377399 108.862304 
L 153.0458 111.375959 
L 153.714201 113.456088 
L 154.382602 112.569461 
L 155.051003 113.329314 
L 155.719404 113.72197 
L 156.387805 114.256233 
L 157.056206 111.80959 
L 157.724607 110.767078 
L 158.393008 111.368048 
L 159.061409 114.150208 
L 159.72981 114.186977 
L 160.398211 111.25395 
L 161.066612 107.775133 
L 161.735013 105.685149 
L 162.403414 106.660183 
L 163.071816 107.880222 
L 163.740217 112.746578 
L 164.408618 108.593455 
L 165.077019 109.129642 
L 165.74542 110.059457 
L 166.413821 112.018333 
L 167.082222 112.799383 
L 167.750623 114.56133 
L 168.419024 114.771042 
L 169.087425 110.460672 
L 169.755826 109.889748 
L 170.424227 109.610902 
L 171.092628 109.466024 
L 171.761029 113.009548 
L 173.097831 113.173358 
L 173.766232 111.555054 
L 174.434633 107.948852 
L 175.103035 108.780137 
L 175.771436 108.79997 
L 176.439837 113.177351 
L 177.108238 112.761806 
L 177.776639 112.154276 
L 178.44504 113.455226 
L 179.113441 115.642513 
L 179.781842 113.063521 
L 180.450243 109.974664 
L 181.118644 98.798232 
L 181.787045 100.693674 
L 182.455446 110.987222 
L 183.123847 110.738744 
L 183.792248 110.146693 
L 185.12905 113.775262 
L 185.797451 113.981901 
L 186.465852 111.716492 
L 187.134254 113.415904 
L 187.802655 113.2844 
L 188.471056 108.783374 
L 189.139457 107.712832 
L 189.807858 110.621012 
L 190.476259 110.800467 
L 191.14466 107.067455 
L 191.813061 108.579269 
L 193.149863 104.045394 
L 193.818264 105.199718 
L 194.486665 107.340709 
L 195.155066 107.892827 
L 195.823467 111.208569 
L 196.491868 112.801181 
L 197.160269 114.096827 
L 197.82867 114.184262 
L 198.497071 115.550296 
L 199.165473 116.210291 
L 199.833874 115.978427 
L 200.502275 113.367034 
L 201.170676 113.841463 
L 201.839077 114.000816 
L 202.507478 113.534174 
L 203.175879 113.499977 
L 203.84428 113.890492 
L 204.512681 112.252876 
L 205.849483 103.876475 
L 206.517884 103.366934 
L 207.186285 108.224065 
L 207.854686 107.720242 
L 208.523087 112.280546 
L 209.191488 113.254231 
L 209.859889 111.989816 
L 210.52829 111.645669 
L 211.196692 112.444286 
L 211.865093 110.790831 
L 212.533494 112.945829 
L 213.201895 111.63963 
L 213.870296 112.395725 
L 214.538697 112.844817 
L 215.207098 113.929617 
L 215.875499 111.799126 
L 216.5439 110.941409 
L 217.212301 111.895567 
L 217.880702 112.079536 
L 218.549103 111.257257 
L 219.217504 110.136392 
L 219.885905 107.671067 
L 220.554306 107.862081 
L 221.222707 107.469965 
L 221.891108 108.756297 
L 222.559509 111.999939 
L 223.227911 108.549766 
L 223.896312 111.143553 
L 224.564713 114.303232 
L 225.233114 107.621606 
L 225.901515 106.991007 
L 226.569916 107.849999 
L 227.238317 111.177229 
L 227.906718 113.219116 
L 228.575119 113.0664 
L 229.24352 113.802933 
L 229.911921 113.638222 
L 230.580322 111.21977 
L 231.248723 107.595877 
L 232.585525 112.409766 
L 233.253926 114.077661 
L 233.922327 110.646347 
L 234.590728 113.372268 
L 235.25913 112.457071 
L 235.927531 111.86849 
L 236.595932 111.630658 
L 237.264333 113.995584 
L 237.932734 114.337051 
L 238.601135 116.187061 
L 239.269536 114.002811 
L 240.606338 114.11362 
L 241.274739 114.447789 
L 242.611541 110.934541 
L 243.279942 107.865481 
L 243.948343 110.300005 
L 244.616744 111.82034 
L 245.953546 108.967214 
L 247.290349 111.681448 
L 247.95875 115.22589 
L 248.627151 115.848901 
L 249.295552 114.712304 
L 249.963953 111.246973 
L 250.632354 111.607265 
L 251.300755 110.914673 
L 251.969156 112.306599 
L 252.637557 111.427109 
L 253.305958 113.196734 
L 253.974359 111.374699 
L 254.64276 110.098418 
L 255.311161 107.360145 
L 255.979562 108.935229 
L 256.647963 112.544794 
L 257.984765 114.189386 
L 258.653166 112.124647 
L 259.321568 110.834107 
L 259.989969 109.039241 
L 260.65837 108.692074 
L 261.326771 108.988304 
L 261.995172 112.27848 
L 262.663573 113.887976 
L 263.331974 114.210475 
L 264.000375 114.20296 
L 264.668776 112.467085 
L 265.337177 110.270717 
L 266.005578 109.141617 
L 266.673979 108.999218 
L 267.34238 110.231989 
L 268.010781 110.220698 
L 268.679182 113.524304 
L 269.347583 114.834601 
L 270.015984 113.795022 
L 270.684385 113.075119 
L 271.352787 110.812982 
L 272.021188 108.148497 
L 272.689589 106.845247 
L 273.35799 109.446065 
L 274.026391 110.809026 
L 274.694792 109.060655 
L 275.363193 109.540494 
L 276.031594 111.967757 
L 276.699995 111.139185 
L 277.368396 110.92609 
L 278.036797 107.795269 
L 278.705198 110.430196 
L 279.373599 110.595807 
L 280.042 112.645136 
L 280.710401 102.708485 
L 281.378802 106.533714 
L 282.047203 107.218196 
L 284.052407 112.671998 
L 284.720808 113.015337 
L 285.389209 109.991835 
L 286.05761 109.751306 
L 286.726011 113.507474 
L 287.394412 112.917365 
L 288.731214 113.761005 
L 289.399615 108.579882 
L 290.068016 107.587173 
L 290.736417 110.285334 
L 291.404818 112.081891 
L 292.073219 113.230337 
L 292.74162 114.972342 
L 293.410021 114.064715 
L 294.078422 111.649247 
L 294.746823 111.651872 
L 295.415225 106.090284 
L 296.083626 109.220638 
L 297.420428 113.709691 
L 298.088829 114.255551 
L 298.75723 111.302655 
L 299.425631 110.82751 
L 300.094032 111.681251 
L 300.762433 110.480431 
L 301.430834 108.357742 
L 302.099235 109.368178 
L 302.767636 107.033222 
L 303.436037 108.06205 
L 304.104438 108.222286 
L 304.772839 107.884125 
L 305.44124 112.024769 
L 306.109641 113.701994 
L 306.778042 113.724182 
L 307.446444 114.87182 
L 308.114845 115.218268 
L 308.783246 115.380353 
L 309.451647 115.806397 
L 310.120048 115.279001 
L 310.788449 114.538405 
L 311.45685 114.654715 
L 312.125251 113.758936 
L 312.793652 113.234741 
L 313.462053 109.734133 
L 314.130454 107.284254 
L 314.798855 107.138134 
L 315.467256 104.863266 
L 316.135657 106.089403 
L 316.804058 106.986099 
L 317.472459 110.090687 
L 318.14086 110.717312 
L 318.809261 111.890803 
L 319.477663 112.747352 
L 320.146064 112.406529 
L 320.814465 111.186561 
L 321.482866 110.724143 
L 322.151267 110.869168 
L 322.819668 110.474102 
L 323.488069 113.091014 
L 324.15647 112.656176 
L 324.824871 110.973647 
L 325.493272 109.630355 
L 326.161673 110.575004 
L 326.830074 109.899511 
L 327.498475 111.291741 
L 328.166876 112.982848 
L 328.835277 111.812772 
L 329.503678 109.839709 
L 330.172079 110.176378 
L 330.84048 114.042043 
L 331.508882 115.550135 
L 332.177283 116.222392 
L 332.845684 114.21986 
L 334.182486 107.105015 
L 334.850887 110.683026 
L 335.519288 112.790557 
L 336.187689 111.343865 
L 336.85609 111.080931 
L 337.524491 112.466187 
L 338.192892 112.883708 
L 338.861293 111.85801 
L 339.529694 110.474426 
L 340.198095 110.791352 
L 340.866496 109.386409 
L 341.534897 111.193321 
L 342.203298 111.937821 
L 342.871699 109.723041 
L 343.540101 108.92304 
L 344.208502 108.298428 
L 345.545304 113.248011 
L 346.213705 114.786056 
L 346.882106 112.968501 
L 347.550507 112.169685 
L 348.218908 109.126693 
L 348.887309 111.28766 
L 349.55571 112.044062 
L 350.224111 110.318597 
L 350.892512 109.775146 
L 351.560913 109.555471 
L 352.229314 111.092563 
L 352.897715 109.801324 
L 354.902918 114.15819 
L 355.57132 114.000619 
L 356.239721 109.792713 
L 356.908122 107.29754 
L 357.576523 108.98471 
L 358.244924 108.566719 
L 359.581726 109.406726 
L 360.918528 112.218608 
L 361.586929 111.048243 
L 362.25533 109.447019 
L 362.923731 107.148671 
L 363.592132 108.305511 
L 364.260533 109.857906 
L 364.928934 113.803651 
L 365.597335 114.629166 
L 366.265736 112.726675 
L 366.934137 112.798862 
L 367.602539 113.780297 
L 368.27094 114.202043 
L 368.939341 115.414784 
L 369.607742 114.117396 
L 370.276143 113.160035 
L 370.944544 113.981183 
L 371.612945 110.880943 
L 372.281346 112.242161 
L 372.281346 112.242161 
" 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: 2.098 $\bullet$ mean: 1.415 $\bullet$ $\sigma$: 0.151 -->
    <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-30"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
     <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-34"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.67 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 107.248924)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-37"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_21"/>
    <g id="xtick_22"/>
    <g id="xtick_23"/>
    <g id="xtick_24"/>
    <g id="xtick_25"/>
   </g>
   <g id="matplotlib.axis_10"/>
   <g id="line2d_9">
    <path clip-path="url(#pbc555faed6)" d="M 18.697188 137.449544 
L 372.281346 137.449544 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pbc555faed6)" d="M 19.365589 142.556239 
L 20.03399 141.713413 
L 20.702391 143.276106 
L 21.370792 141.614015 
L 22.039193 142.758941 
L 22.707594 142.201106 
L 23.375995 141.228289 
L 24.044396 139.675204 
L 24.712797 140.923082 
L 25.381198 141.648185 
L 26.049599 136.248763 
L 26.718 141.825381 
L 27.386401 141.299254 
L 28.054802 144.298292 
L 28.723203 142.18447 
L 29.391604 143.616792 
L 30.060005 142.645326 
L 30.728407 140.863071 
L 31.396808 140.717586 
L 32.065209 138.425273 
L 32.73361 137.820608 
L 33.402011 143.96972 
L 34.070412 143.13105 
L 34.738813 143.12569 
L 35.407214 144.502665 
L 36.075615 142.811572 
L 36.744016 142.985753 
L 37.412417 142.419112 
L 38.080818 141.050523 
L 38.749219 139.003872 
L 39.41762 141.057244 
L 40.086021 140.900998 
L 40.754422 140.62867 
L 41.422823 135.390475 
L 42.091224 141.052845 
L 42.759626 140.769747 
L 43.428027 140.787376 
L 44.096428 140.669684 
L 44.764829 143.203683 
L 45.43323 143.826034 
L 46.101631 141.731072 
L 46.770032 140.444373 
L 47.438433 138.706923 
L 48.106834 138.981586 
L 48.775235 139.492001 
L 49.443636 140.600141 
L 50.112037 143.789503 
L 50.780438 144.490075 
L 51.448839 142.798033 
L 52.11724 141.689212 
L 52.785641 141.07078 
L 53.454042 142.731829 
L 54.122443 142.784494 
L 54.790845 139.567196 
L 55.459246 140.089045 
L 56.127647 141.628563 
L 56.796048 142.870315 
L 57.464449 142.853423 
L 58.13285 140.250223 
L 58.801251 135.79167 
L 59.469652 139.408084 
L 60.138053 140.415393 
L 60.806454 143.372371 
L 62.143256 140.563228 
L 62.811657 140.449502 
L 63.480058 142.80733 
L 64.148459 144.446321 
L 64.81686 145.304043 
L 65.485261 129.62303 
L 66.153662 132.826292 
L 66.822064 138.625029 
L 67.490465 141.229432 
L 68.158866 137.99507 
L 68.827267 145.410898 
L 69.495668 143.525195 
L 70.164069 142.343192 
L 70.83247 143.767199 
L 71.500871 142.916452 
L 72.169272 140.579525 
L 72.837673 139.961662 
L 73.506074 138.763758 
L 74.174475 141.785805 
L 74.842876 144.161394 
L 75.511277 142.155463 
L 76.179678 141.842985 
L 76.848079 140.804357 
L 77.51648 131.827558 
L 78.184881 132.369815 
L 78.853283 140.142175 
L 79.521684 141.423038 
L 80.190085 137.573832 
L 80.858486 138.88522 
L 82.195288 145.136564 
L 82.863689 144.110716 
L 83.53209 145.858331 
L 84.200491 145.377591 
L 84.868892 144.315968 
L 86.205694 141.634944 
L 86.874095 138.262541 
L 87.542496 141.74521 
L 88.210897 142.962225 
L 88.879298 139.579674 
L 89.547699 138.923945 
L 90.884502 140.699317 
L 91.552903 142.693563 
L 92.221304 142.983259 
L 92.889705 144.002222 
L 93.558106 143.40428 
L 94.226507 143.882389 
L 94.894908 145.051015 
L 95.563309 143.605797 
L 96.23171 145.355769 
L 96.900111 144.364724 
L 97.568512 137.894829 
L 98.236913 136.33239 
L 98.905314 144.776384 
L 99.573715 140.397339 
L 100.242116 140.91327 
L 100.910517 140.331554 
L 101.578918 142.414992 
L 102.247319 142.448636 
L 102.915721 141.912687 
L 104.252523 144.276609 
L 104.920924 144.779989 
L 105.589325 141.005275 
L 106.257726 141.707216 
L 106.926127 142.139733 
L 107.594528 140.982593 
L 108.262929 141.755194 
L 109.599731 140.494666 
L 110.268132 141.125358 
L 110.936533 141.150559 
L 111.604934 140.515449 
L 112.273335 138.358755 
L 112.941736 140.887381 
L 113.610137 141.672062 
L 114.278538 141.301401 
L 114.94694 139.881762 
L 115.615341 141.366455 
L 116.283742 132.054983 
L 116.952143 138.399833 
L 117.620544 134.893866 
L 118.288945 139.803051 
L 118.957346 140.848328 
L 120.294148 137.46793 
L 120.962549 135.532793 
L 121.63095 139.61693 
L 122.299351 138.099153 
L 122.967752 142.057514 
L 123.636153 141.048161 
L 124.304554 144.061086 
L 124.972955 144.617539 
L 125.641356 143.663952 
L 126.309757 144.193524 
L 126.978159 144.886217 
L 127.64656 143.991978 
L 128.983362 145.774603 
L 129.651763 145.760195 
L 130.320164 145.489478 
L 132.325367 140.112189 
L 132.993768 139.518687 
L 133.662169 142.918274 
L 134.33057 144.524048 
L 134.998971 143.616012 
L 135.667372 144.7591 
L 136.335773 143.428342 
L 137.004174 141.167057 
L 137.672575 140.663286 
L 138.340976 143.437603 
L 139.009378 143.73406 
L 139.677779 143.504029 
L 140.34618 144.644081 
L 141.014581 143.88592 
L 141.682982 143.514242 
L 142.351383 143.309681 
L 143.019784 143.335707 
L 144.356586 144.30438 
L 145.024987 142.711071 
L 145.693388 142.879357 
L 146.361789 144.311098 
L 147.03019 144.754475 
L 148.366992 142.300407 
L 149.035393 141.558566 
L 149.703794 142.754096 
L 150.372195 145.064082 
L 151.708998 142.492523 
L 153.0458 141.360837 
L 153.714201 142.707552 
L 154.382602 142.6642 
L 155.051003 142.211002 
L 155.719404 138.620452 
L 156.387805 140.892599 
L 157.056206 137.437287 
L 157.724607 139.314642 
L 158.393008 139.142081 
L 159.061409 144.004767 
L 159.72981 143.439873 
L 160.398211 141.889637 
L 161.066612 137.994966 
L 161.735013 140.18678 
L 162.403414 136.435171 
L 163.071816 140.317561 
L 163.740217 142.755889 
L 164.408618 143.435801 
L 165.077019 142.288894 
L 165.74542 143.773689 
L 166.413821 143.611501 
L 167.082222 143.650983 
L 167.750623 143.504696 
L 168.419024 144.576631 
L 169.087425 144.185515 
L 169.755826 144.176607 
L 170.424227 142.68253 
L 171.092628 145.169686 
L 171.761029 144.762944 
L 172.42943 144.722003 
L 173.097831 144.163231 
L 173.766232 142.954523 
L 174.434633 144.598112 
L 175.103035 139.923505 
L 176.439837 142.224909 
L 177.108238 142.617161 
L 177.776639 142.650731 
L 178.44504 143.897285 
L 179.113441 143.194356 
L 179.781842 143.215858 
L 180.450243 142.782356 
L 181.118644 124.870005 
L 181.787045 128.350637 
L 182.455446 136.301054 
L 183.123847 142.491409 
L 183.792248 137.654424 
L 184.460649 140.961574 
L 185.12905 141.609392 
L 185.797451 144.7173 
L 186.465852 141.592396 
L 187.134254 144.357402 
L 187.802655 144.489864 
L 188.471056 139.220497 
L 189.139457 139.751144 
L 189.807858 141.283102 
L 190.476259 139.882288 
L 191.14466 144.484702 
L 191.813061 143.484668 
L 192.481462 144.658321 
L 193.149863 142.601558 
L 193.818264 143.507179 
L 194.486665 143.183192 
L 195.155066 143.982258 
L 195.823467 143.856016 
L 196.491868 142.201715 
L 197.160269 141.158989 
L 197.82867 140.596778 
L 198.497071 141.920025 
L 199.833874 143.733859 
L 200.502275 143.164025 
L 201.170676 140.254107 
L 201.839077 140.483417 
L 202.507478 141.786954 
L 203.175879 142.579699 
L 203.84428 141.130207 
L 204.512681 139.983852 
L 205.181082 141.577625 
L 205.849483 139.86206 
L 206.517884 134.997476 
L 207.186285 132.776816 
L 207.854686 138.238261 
L 209.191488 142.430917 
L 209.859889 142.839936 
L 210.52829 142.299091 
L 211.196692 143.868954 
L 211.865093 144.149586 
L 212.533494 143.977748 
L 213.201895 144.056993 
L 213.870296 143.346803 
L 214.538697 144.249941 
L 215.875499 143.627555 
L 216.5439 140.569692 
L 217.212301 140.932212 
L 218.549103 140.738273 
L 219.217504 141.539897 
L 219.885905 143.153368 
L 220.554306 144.279268 
L 221.891108 142.043799 
L 222.559509 140.844822 
L 223.227911 140.806152 
L 224.564713 142.335015 
L 225.233114 139.779975 
L 225.901515 142.966614 
L 226.569916 143.220088 
L 227.238317 141.711757 
L 227.906718 142.105047 
L 228.575119 139.304241 
L 229.24352 139.504424 
L 229.911921 141.180263 
L 230.580322 144.477414 
L 231.248723 143.572069 
L 231.917124 142.186424 
L 232.585525 139.11425 
L 233.253926 143.494753 
L 233.922327 139.518125 
L 234.590728 138.816338 
L 235.25913 142.614297 
L 235.927531 144.243185 
L 236.595932 144.765604 
L 237.264333 142.954178 
L 237.932734 142.439065 
L 238.601135 143.762863 
L 239.269536 142.859034 
L 239.937937 141.49383 
L 240.606338 141.179822 
L 241.94314 139.640984 
L 242.611541 142.914211 
L 243.279942 136.41786 
L 243.948343 141.566417 
L 245.285145 141.182571 
L 245.953546 143.935879 
L 246.621947 145.088232 
L 248.627151 142.221172 
L 249.295552 143.189767 
L 249.963953 137.629815 
L 250.632354 140.537349 
L 251.300755 135.745225 
L 252.637557 144.72644 
L 253.305958 143.296239 
L 254.64276 139.400838 
L 255.311161 137.808289 
L 255.979562 141.074603 
L 256.647963 141.724112 
L 257.316364 141.304103 
L 258.653166 144.504173 
L 260.65837 141.427057 
L 261.326771 141.460839 
L 261.995172 141.355083 
L 263.331974 143.312743 
L 264.000375 142.532801 
L 264.668776 143.231493 
L 265.337177 145.104253 
L 266.005578 143.062744 
L 266.673979 141.717482 
L 267.34238 141.879989 
L 268.679182 140.145979 
L 269.347583 141.089534 
L 270.015984 138.830481 
L 270.684385 138.42249 
L 271.352787 142.214402 
L 272.021188 142.749603 
L 272.689589 143.692772 
L 273.35799 143.880678 
L 274.026391 143.755649 
L 274.694792 142.50337 
L 276.031594 140.660393 
L 276.699995 141.196582 
L 277.368396 141.325185 
L 278.036797 142.334379 
L 278.705198 140.137335 
L 279.373599 136.984281 
L 280.042 140.358544 
L 280.710401 127.608166 
L 281.378802 137.239504 
L 282.047203 136.001067 
L 282.715604 138.690514 
L 283.384006 138.180464 
L 284.052407 143.089308 
L 284.720808 138.926373 
L 285.389209 138.964345 
L 286.05761 143.153449 
L 286.726011 144.070356 
L 287.394412 142.265985 
L 288.062813 141.384887 
L 288.731214 139.82663 
L 289.399615 140.706992 
L 290.068016 137.768938 
L 290.736417 139.2855 
L 291.404818 142.487175 
L 292.073219 143.475235 
L 292.74162 142.619135 
L 294.078422 140.375845 
L 294.746823 141.760951 
L 295.415225 142.451831 
L 296.083626 140.218779 
L 296.752027 141.655414 
L 297.420428 140.85775 
L 298.088829 141.889157 
L 298.75723 139.041503 
L 299.425631 141.341571 
L 300.094032 136.660418 
L 301.430834 140.378209 
L 302.099235 140.36294 
L 302.767636 142.808285 
L 303.436037 140.055628 
L 304.104438 139.612977 
L 304.772839 142.808165 
L 305.44124 144.778339 
L 306.109641 143.261492 
L 306.778042 140.267479 
L 308.114845 140.196221 
L 308.783246 139.759471 
L 309.451647 141.053867 
L 310.120048 140.501491 
L 310.788449 142.493766 
L 311.45685 143.227965 
L 312.125251 144.136824 
L 312.793652 144.800815 
L 313.462053 143.244856 
L 314.130454 142.462416 
L 314.798855 142.491799 
L 315.467256 143.589779 
L 316.135657 142.676115 
L 317.472459 144.049891 
L 318.14086 142.731878 
L 318.809261 143.208972 
L 319.477663 142.369869 
L 320.146064 142.207879 
L 320.814465 142.759129 
L 321.482866 140.230349 
L 322.151267 140.366183 
L 322.819668 139.357989 
L 323.488069 140.98303 
L 324.15647 143.193777 
L 324.824871 142.631042 
L 325.493272 144.389064 
L 326.161673 143.927465 
L 326.830074 142.792175 
L 327.498475 139.41053 
L 328.166876 138.100609 
L 328.835277 143.258308 
L 329.503678 140.23176 
L 330.84048 140.767185 
L 331.508882 140.601306 
L 332.177283 141.857747 
L 332.845684 142.090468 
L 333.514085 140.962145 
L 334.182486 140.5423 
L 334.850887 141.416567 
L 335.519288 141.683085 
L 336.187689 142.736998 
L 336.85609 141.739269 
L 338.192892 143.045061 
L 338.861293 145.62582 
L 339.529694 144.125803 
L 340.198095 143.913276 
L 340.866496 143.90637 
L 341.534897 144.128867 
L 342.203298 140.881893 
L 342.871699 136.23682 
L 343.540101 141.90878 
L 344.208502 141.870482 
L 344.876903 140.967688 
L 345.545304 138.679293 
L 346.213705 139.724722 
L 346.882106 140.057219 
L 347.550507 144.445548 
L 348.218908 143.174649 
L 348.887309 140.383044 
L 349.55571 140.975252 
L 350.224111 139.764726 
L 350.892512 140.873996 
L 351.560913 142.471155 
L 352.229314 142.654599 
L 352.897715 143.718301 
L 353.566116 144.02761 
L 354.234517 144.173399 
L 355.57132 142.989598 
L 356.239721 139.043212 
L 356.908122 139.350299 
L 357.576523 134.729156 
L 358.244924 140.356949 
L 358.913325 138.974899 
L 359.581726 143.970451 
L 360.250127 140.556429 
L 361.586929 142.986535 
L 362.25533 142.482145 
L 362.923731 143.448224 
L 363.592132 144.83709 
L 364.260533 142.273116 
L 364.928934 142.604016 
L 365.597335 141.935716 
L 366.265736 139.083033 
L 367.602539 142.385588 
L 368.27094 143.43321 
L 368.939341 143.072672 
L 369.607742 141.354108 
L 370.276143 141.22482 
L 370.944544 142.232683 
L 371.612945 145.170602 
L 372.281346 142.571495 
L 372.281346 142.571495 
" style="fill:none;stroke:#cc7af4;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_13">
    <g id="patch_15">
     <path d="M 18.697188 136.637868 
L 29.458438 136.637868 
Q 31.858438 136.637868 31.858438 134.237868 
L 31.858438 126.495368 
Q 31.858438 124.095368 29.458438 124.095368 
L 18.697188 124.095368 
Q 16.297188 124.095368 16.297188 126.495368 
L 16.297188 134.237868 
Q 16.297188 136.637868 18.697188 136.637868 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- FD -->
    <g style="fill:#cc7af4;" transform="translate(18.697188 132.574118)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-46"/>
     <use x="57.519531" xlink:href="#DejaVuSans-44"/>
    </g>
   </g>
   <g id="text_14">
    <g id="patch_16">
     <path d="M 290.289663 133.502243 
L 365.209663 133.502243 
Q 366.409663 133.502243 366.409663 132.302243 
L 366.409663 128.430993 
Q 366.409663 127.230993 365.209663 127.230993 
L 290.289663 127.230993 
Q 289.089663 127.230993 289.089663 128.430993 
L 289.089663 132.302243 
Q 289.089663 133.502243 290.289663 133.502243 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 0.722 $\bullet$ mean: 0.164 $\bullet$ $\sigma$: 0.086 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.650391 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.173828 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.796875 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1267.419922 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.042969 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.830078 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.427734 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.214844 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.59375 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.285156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.072266 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.695312 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.482422 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.105469 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1808.728516 0.78125)" xlink:href="#DejaVuSans-36"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.30 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 138.277356)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-30"/>
    </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(#p877bd76520)">
    <image height="949" id="image250a1dead3" transform="matrix(4 0 0 0.134879 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO1CAYAAACvpo93AAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ERABAQBdE/IlUwIhINaURjahHrhA7ENzebvHjTVZ7rBkkCAAAAALDCicNCxp9ekoUMd2jXxqIAAHjlAZlKDYIn71WYAAAAAElFTkSuQmCC"/>
   </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(#p34e6f6bf34)">
    <image height="128.16" id="image6734beaa1b" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAewAAACyCAYAAACA2fxTAAAABHNCSVQICAgIfAhkiAAAIABJREFUeJxUnHdczvv//+/tqb21FxpKQzRRlOyVKCeyDs5xZO9xkMxwZO8QhaxCUUkoRTuloaVJWtrj+8fv9rlut9/11/XPdXvfXq/36/V8PtbzElq3bt3gnTt3+O+//6ivr2dwcJC1a9eya9cuTp8+zY4dO3jx4gVmZmacOXOGnTt34unpiYyMDPv37+fs2bN4eHhgZWVFZ2cn//77L8rKyoSHhzNlyhR+//7NsGHDWLFiBX19fXh7ezNnzhwUFRUBuH79Oo8ePUJBQYFVq1Zx4cIFDA0NARAREWHRokUkJSXR0dHBkSNHWLlyJbq6usTExDB58mT6+vqwtbUlKCgIS0tL1NTUEBYW5vbt20yePBkHBwdyc3OZMGECFy5cQFpamlWrVhEWFsaMGTN48eIF4eHh+Pr6oqmpiaysLPX19Vy6dInFixdjY2ODt7c3ubm5PH36lDdv3nDt2jWCgoIICAigr6+Py5cvExoayh9//MH+/fvZtWsXPj4+jB07lrNnz5KZmcmXL1+YOHEigYGBXLhwgaNHjxIbG8uiRYuYOnUqQUFBzJs3jwcPHiAsLExaWhrGxsYcO3aMuXPnoqSkRGhoKHfu3EFTU5PS0lIaGhr49OkTAwMDZGdnY2hoyOvXr3n9+jW7d++mr68PWVlZfHx8ePnyJQ4ODty4cYN169bx559/MmbMGFJSUnj+/DmVlZVkZGRgbGzM/fv3Wb16Nbt27eKPP/5AQkKCcePG0dTUhIKCAvPnz2fo0KG8evWKgwcPcuLECY4ePcqcOXM4ffo0hYWFdHZ2Ii4uzrBhwxg1ahTTp0/H0dGR5cuX8/z5cxYtWkRXVxcZGRmMHj2aX79+ERkZyfTp0ykqKiIhIYG3b99y6dIl5syZw7Vr1wgMDOTw4cNUVVWhoKCAv78/7969w8PDg82bN7Nw4UJkZGQICwvDzc2NpqYmRo8eTUNDA9XV1UhKSqKurk5RUREfP37E39+fv/76i5CQEKZOnYqSkhKFhYU8ffqUHz9+sHz5cnJzcykqKsLW1pbfv38jISGBkZERV65cQVNTEw0NDXJzc9m4cSPz588nKiqKDx8+oKKigqKiIj9//uTevXts3ryZK1euEBAQwIkTJ/D29qatrY3BwUGOHz+Ora0t06ZNw8DAgM2bN+Pn58f27duZPHkyenp6qKuro66uzufPn3F0dMTS0pKqqioOHTrE6tWrSUtLw9raGmlpaV69ekVwcDCPHz/m8OHDAKxevZqOjg4MDQ0pLi4W3OH09HTBM27duoWJiQkZGRn8/PmTwMBAysvLGTFiBH19fWRmZpKQkEBaWhrjx49HXl4eNTU1Pnz4wO7du7Gzs0NISAg/Pz+GDBmCjo4O7e3tnDt3jsLCQiZMmEBQUBAlJSVcuHABCwsLkpOTOX78OCoqKty4cYP//vuP48ePo6Ojg5qaGq6urlhZWTFr1izGjx/Pq1evcHV15ffv3/T29jI4OMioUaPo7e2lpKQEU1NTIiIiMDAwwNXVFRUVFZ49e0ZMTAyjRo2ir6+PyspK/v33X4qLi7G1tWXVqlWIioqyZs0aysvLsbCw4Nq1a6xatYrBwUGqqqo4evQo6urqrF27lnPnziEnJ8emTZsIDw/H3d2dmJgY/Pz8yMjIIDs7mxkzZvDq1SvKy8sZGBjAz8+P+vp6nJyc6O3t5ebNmxgaGjJnzhzOnz9PSkoKI0aMYPz48URFRSEpKUlrayvR0dE8efKEpqYmUlJSUFVVxcvLi9bWVmRkZFizZg3BwcHExcWxePFijh8/TmlpKcePH+fHjx+EhYWRlJTEqlWrmD59Oq9fvyYjIwNtbW0kJSXx8vKir6+PpqYmPn/+THV1Nf/99x8ZGRmkpKQwbdo0MjIyWLx4Me/fv6exsZGioiL09fV5/Pgx+fn5nDx5kqysLEaOHImmpianTp0iODiY3bt3c/nyZZqampCRkUFbW5tHjx4hISGBuLg4VVVVeHh4MHbsWIKDgzlx4gT37t2jvLycixcvsm3bNkpLS6moqEBBQQF7e3vc3d2Jj4/n0KFDODk5MWvWLLq7u/n333+ZMGECubm5aGtrU1JSQlRUFIsXL2bVqlUcP36cnp4eDh8+zJQpU/jnn39ITk5GV1eXY8eOUV9fj66uLnfv3uXLly/IyspSU1NDRkYGrq6u/P333+zatYvExESuXLlCZGQkd+7cIT4+nsTERNTV1RkxYgTR0dFs3ryZBQsWMGXKFD5+/EheXh5jxozBxsaGIUOGsHHjRlxcXCguLiYgIICrV6/S19eHi4sLnp6edHZ20t3dTWpqKv7+/vz69YuHDx/i4OCAyPHjx/fOnj2bIUOGYG1tzZ49e9DT0yM9PZ3e3l7Wr1+PgYEBP3/+xMPDg/j4eLKyshgYGGDSpEnk5OTg4uJCXFwcR48epa6ujh07dvD9+3euXr2Kuro6JSUlbN26ldTUVMLDw8nNzUVVVZXNmzfj4+PDsmXLuHz5Mu7u7khISDBmzBikpaVRUVHhwYMHBAUFERcXh5iYGF1dXRgZGaGnp4e3tzdWVlasWbMGJSUlPn78yMGDB5k0aRJVVVVERUWRkpLCkCFDaG9vJy8vDxsbGz5//sxff/3FrFmzEBUV5fr16/z8+RNJSUlUVFQYP348SkpK1NfX8/79ewIDAzl//jyGhoYcP36c6OhonJycSEtLo6qqioqKCrq7u/H29sbc3BwvLy+ys7PZuXMny5cvx9/fn/b2drq7u7lx4wZhYWF0d3ezfv167O3tSUpKIiAggGvXrrFjxw6kpKQQFxdHUVGRFy9ecOrUKcaMGcPv37/5/fs3VlZWNDc3Y2BgwI4dOzh58iQrVqzg33//5eXLl/zxxx8UFBQILkRzczOBgYHU19ezZMkSnj17RllZGaNHj+bu3bt0dnaSnJzMr1+/SEtL48yZM9y+fZvhw4cjKipKeno6y5cvJz4+nvDwcFRVVXFzcyM4OBgrKytCQkKQkZFh/vz5eHl58eLFC2RlZZGRkUFKSoqamhoALl26RHx8PJs2bSIvL4/Xr1/j6OjIunXrMDU1pbe3Fz09PTIyMtDT08PExAQNDQ3i4+P58eMHX7584fbt2zg6OqKlpUVmZiatra1MnjyZhIQEVFVVqa6uRkpKis7OTmbNmkVBQQEeHh6Ii4tjYWHB27dvERUVZdSoUSgpKXH27FlmzpzJnj17uHjxIl1dXXh4eJCYmMimTZsYOnQoW7dupb29HRkZGXp6evD390dPT49JkyZx6NAhEhISuH//PsXFxRgaGpKWlkZBQQEtLS2Ehoby+PFj6uvrERcXZ/Xq1QQFBTFq1Ch+/fqFiIgIBQUFNDQ0UFtbi76+PkVFRWzdupWzZ8+ipqbG1KlTGRgY4ODBg2hra/P69WsGBgZYsGABDQ0N/Pjxg6amJiwtLVFRUaG/vx9lZWXS0tLIy8tj/Pjx+Pv7Iy4uTl1dHXJycmzYsIHx48ejpaXFzp07kZCQoLm5merqasLDw1m/fj2+vr7MmTOHzMxMDh48yOXLl3FycmLkyJH09PQIgFBnZyeGhoaCQl5eXs6QIUM4cuQIW7ZsYebMmcydO5cpU6bg5ubGtWvXKC4uZv/+/Xh4eHD06FGUlJSIj4/n8OHD7Nu3j7q6OhQVFZGWlqa/v58RI0ZQUVHB7Nmz6e/vp7Gxkb6+Pi5cuEBpaSnjxo2jvr4eHR0dAgMD2bdvH2lpaXz58oXq6mquXr2KqKioAIglJSVRX1+PsrIyo0aNQlVVFWlpaRwdHTlw4ABLlizB1NQUJycnVqxYQUxMDGZmZkyYMIF3796Rnp7Oly9f6O3tRUxMDGlpaVJTU1m4cCGxsbE4OTkhKipKZWUlBQUFnDx5kqNHjzJu3Dh27txJT08PCgoKZGRkoKury9evXzExMeHBgwfY2toSERFBXFwcERERtLa2YmNjQ1NTEx4eHnz69ImZM2dSUFDAoUOHuHDhAq2trTQ2NiIsLMz8+fN5+PAhly5dYunSpcjLy7NmzRokJCTIysrC1dWVlStX8uHDB549e4adnR1lZWXY29sza9YsMjMzsba2ZsmSJWzYsAExMTEGBwcJCAjg77//ZurUqbx79w43Nzc+f/5MbW0t2tra3L59my1btnD//n2SkpKwtLRER0eHHz9+0NjYyNOnT/H29sbW1paQkBCcnJz4+PEjixcvRlJSki1btpCYmIi1tTWZmZloampSUVGBg4MDFRUVfPz4kdu3b1NUVERxcTHKysqoqqrS2NiIiooKt2/fJi4ujsuXL9PW1oaEhAQrVqzg1q1bnD9/nrq6OkRFRTl9+jSvX79GVFSU9vZ21q9fz/Dhw5kxYwYzZ87E0NAQaWlpHj9+jK+vL01NTTx9+hQPDw9evXpFTEwMzs7OCAkJCYDa4OAgnZ2dPHr0CGdnZ/T19QVEtaSkBAUFBby9vbl8+TLGxsZ8//6d2bNn8/jxYwICArCyssLd3Z3S0lIcHBzIzs5GQkKC+vp6Pn/+jJycHMOGDUOktbV1b3V1NadOncLKygolJSVsbGw4c+YMYmJizJkzhw8fPmBiYkJycjLXrl1j8eLFiIuLU1xczJcvX9DU1CQpKYm+vj60tLRob2+np6eH69evCzZQVFSUpqYmZs6ciYKCAr29vUybNg19fX3OnDmDrq4uampqLFq0iLS0NBwdHWltbUVfX5/g4GAkJSWJiorCxcUFFxcXTp8+jZmZGTdu3MDMzIxt27Zx+/ZtpKWlyc/Pp7GxEScnJ3x8fFBXV8fOzo4tW7YQERGBqKgoHz58YM6cOXh7exMbG4ukpCSjRo1CXl6e+Ph49u7dy44dOxgYGCAlJQUbGxvU1NS4f/8+nZ2dyMnJMW3aNADc3d1Zu3Yt0tLSJCcnMzAwQGtrK//88w/5+fkMGzaMq1evUltbK0CGBw8eZOzYsejr66Opqcm3b9/49esXKSkp/Pfff1y4cIFly5YRGRlJSkoK1dXVODk5oaCgQFpaGrNmzeLKlSvs27cPJycnbt68SVFREe3t7VhbWzN06FB27drF3r17ERERwcbGhufPn2NlZYW0tDQhISEMDg6irKzMo0eP6O/vJyEhgZSUFIqKitDW1mbOnDkICwsL1r1r1y6uX7/OpEmTBGxOV1eXiIgITExMuHv3LteuXaOhoQEFBQVycnKoqKggLS2N5ORkmpubCQkJ4fHjx9jZ2aGqqsqePXu4e/cuAwMD6OjosHv3brS0tDAwMEBLS4vm5mZmzZpFfn6+AFF3dHTQ2tqKu7s7o0ePZvfu3XR2dqKlpcWvX79QUFBgy5YtlJaWMnToULKyshg3bhz79+9n8uTJzJgxA2dnZ06fPs3Lly958eIFT58+JSUlBSMjIzIzM5GQkKCyspKsrCy+f//OypUrqa2txc/Pj4aGBkRERDh79ix6enpcuHCBhQsXkpWVRXh4OD4+PkRGRnLu3Dnq6uowNDRk4cKFbNy4kVOnTuHp6UloaKigCY4cOZKKigpWr17NkCFDmDNnDmfPnqW6uhozMzNycnJQU1Pj6tWrBAUFkZWVhYqKCvX19djb25OQkEBOTg4rV67k69evmJqaIiUlxfv37ykpKWHevHn4+vpSU1PD169fcXBwYMyYMYwZM4Zx48ZRUVHBypUr0dTUZM+ePVRVVfHy5UtKS0uRkpLCwMAADQ0N7O3tqa6upquri9TUVH78+MH27dtJSUmhsrISGRkZkpKSiIuL49OnT9y7dw9FRUWampqYMmUKs2fP5t9//8XCwoK0tDSCgoL4559/eP/+PampqTx69AgVFRXKy8uZO3cuoaGhxMfHo6uri6ysLJ2dnZiZmREaGkpLSwvKyso4ODjg4eGBr68vOTk5dHR0sGDBAnx8fOju7ubw4cN4eXlRUFBAbGwsXV1dPH78mKVLl+Lp6UlkZCRdXV1cvXqVGzduEBERwfz581m3bh15eXmkpqZibW1NSEgIL1++xNnZGTk5OQoKClBVVeX9+/dISEhgYWHBjx8/CA0NZdSoUQgLC+Po6Eh0dLRAyYqKihIoBq9eveLp06ccO3aMjIwM1NTUSExMJC4ujvj4eAICAti0aRNVVVUYGRkhIyPDu3fvePXqFUuXLmVwcJAvX76QnZ1NXl4ezc3NqKio4ObmhqWlJdu2bUNERARbW1vc3d05duwYlZWV5OXlYW1tTVlZGY6OjgwbNozo6Gh0dHRoaWnBy8uL4cOHc+DAAYSFhZk8eTIKCgq8f/+ehoYGpKSkCAkJITk5mYqKCmxtbZGSksLOzo7i4mJaWlo4cuQI58+f59atW/T29nL69Gna2tp48OABc+fORUJCAnl5eWpra9HS0qKkpARPT0+2bduGo6MjXl5eLF68GG1tbbS1tdHR0SE3Nxd3d3dERESQl5dHW1sbfX190tLSsLS05PDhw6xZswZlZWV27NjBnTt3UFNTIyIigoqKCtTV1WlubiYqKora2lomT57MH3/8QUNDA7NmzaKiooLXr19z7do1rK2t2bt3LxcvXiQsLIyKigpERETw8/NjwYIF5ObmUlNTg6qqKsXFxYiLi/Pjxw/Mzc35+fMnp06dQl5eHnl5eZ4/f465uTkAQkJCLFy4kGfPnnH69Gm2bduGubk5I0eOJCYmhqqqKrKzs2lpacHFxQVFRUWOHz9OfHw8d+7cYWBgABEjI6O92trayMvL097eTlFREenp6RgZGTFz5kzKysowNzdnxYoV1NfX09fXR21tLSIiIpSUlCAsLIynpyfa2tp8+fIFY2Njbt68iZubGzo6Orx//x5LS0v2799PaGgoGRkZODg4cPPmTTZt2kR+fj6zZ8+mr68PYWFhJCQkcHNzY+XKlbS0tCArK0t5eTlKSkoYGRlhYWFBTk6OgO3q6ekxZswYdu/ejbe3N7Kysvz69Yu2tjacnJyIjo5GTEyM0tJSZGVlefv2LUZGRty+fRs1NTUePnzIzZs3GT16NDo6OoiIiDA4OMiUKVPYuXMnioqKKCoqChiQg4MDiYmJVFZW0tfXR0tLC1evXmX48OGEhYUhLi5OREQETk5OXL9+nREjRrBjxw7y8vJobW1lyZIlrFmzhq1bt2Jubk5GRga3bt1i8uTJNDc34+fnx8aNG1mwYAFmZmZcvnyZxsZG9PX1aWxsRE5Ojvfv31NQUICNjQ36+vo8ePCAwsJC7ty5w8yZM2lra2Pnzp0MHz4cS0tLrK2tkZCQ4OPHj9y9e5eTJ09y5MgRurq6uHTpEmfPnuXmzZvMmDEDJSUlmpub+f79O83NzUydOpVPnz6RlJREZWUlubm5TJw4kfz8fPr7+zl79ixDhw7l4cOHiImJsXPnTkRERJCTk8PZ2Znm5maOHz/OkCFDWLhwIUFBQSxYsIC6ujouXbrEtm3baG1tZfjw4Rw9epRTp05x4MABrl69Snt7Ozt27CA0NJQpU6awbt06VFVVcXR0ZPr06Xh7e5OTk4OKigpGRka0traiqKjIrl27OHfuHDNmzGDr1q3IysoK5D0dHR0KCgp49eoVaWlpfPjwgeLiYnx9fXn37h3+/v5YW1ujra3N5MmTefDgAZmZmURERKCurk5XV5cAhDg6OnL48GHs7Oy4ePEi06ZN4+jRo+Tl5WFhYUF/fz+FhYXIy8szdepUXrx4wYMHD1BUVGTv3r0UFxczbtw4pKSkmD59OhISEsyYMYPKykrMzc2xsrJCVFSUnz9/0tLSQlRUFOfOnePmzZs8e/aMM2fOEBcXx7Fjx9i9ezcjR44kOzubVatWYW5uztKlS7G1taWrqwt1dXVsbGz4888/kZWVxc/PD4D8/Hx0dXUxNjYmIiICPz8/Ll++jIiICDNnzqS9vR15eXkAvn79ypw5cygsLGTatGksWLAACQkJ7O3t2b59O1lZWfT19SEkJMSZM2cYOnQoCxYsYOzYsTg7O+Pg4MCSJUvw8PAgKCiI+fPn8/TpU+rq6nB1deXmzZsEBwezZcsWDhw4wKRJk5gwYQLr16/n+/fvxMXFsWrVKrq7u9HV1SUgIABpaWnExcVZu3YtI0eORE5ODm9vb0xNTYmLi0NRUZHc3FyePHlCcXExJiYm5OXlkZGRwdixY/n69Svp6ekEBARQXFzMmTNnOH78OGfOnOHSpUuoqqoSFBSElJQUPT09ZGZmUl1dTWBgIDIyMixatAgVFRXCwsJoa2sjPDycjo4Orl+/zsDAAAYGBgLisWjRIiZMmMCtW7ews7PDxsaG8vJyOjs7+fDhAzdv3iQ8PFxgf0RERJCamoqWlhZHjhxBWVmZxsZGXFxcePHiBe/evcPb2xtNTU127dolsG+MjY1JTU3FxMQELy8v9u3bx61btzA2NsbS0pIfP36wYMECTp06xcGDB1m6dCmpqalMmzaNrKwsfv/+zeXLl0lKSsLV1RVRUVEGBwdRV1cnPj6euLg4uru7qaqqYvfu3ejp6RETE8OHDx8wMzPj2rVrzJw5k9DQUFpbW/n69St3797l1q1bpKam8v79e8Ha586dS1VVFfX19Xz9+pX8/HymTJnCwMAAaWlpdHZ20t/fz7dv3xgxYoTg3PzPvouNjSUyMpKlS5diamqKkZERc+bM4dWrV8THx7Nu3TqioqJwdnYWyO1paWm8f/+eiIgIFixYQGVlJcLCwgK7ys3NjR8/fuDn58e1a9cE572iooKYmBj8/f25d+8eLi4uiIiIMGvWLDIyMoiLixMA+3nz5pGWlkZSUhLPnj3j+PHjjBgxgs7OTv78809evXqFmpoa48eP58mTJ/j6+lJRUYGSkhIlJSU0NjYSFhaGvb09J06cYPv27XR1dSFy7dq1vc7OzuTm5jIwMIC2tjZDhgxhYGAAGxsbqqurSU5ORlRUlK9fv3Lp0iVSU1N5+fIloqKigiJZW1vLqVOn8PPzY9euXdy7dw9RUVG+fPnC6NGjBZIGwKtXr/jzzz8pKChgzZo1Ag927NixxMfH8+DBAxYuXEhRURHR0dE0NTVRVFSEhoYGSkpKiIuLk5KSQldXF0uXLiUqKgoDAwPs7e2RkZFh48aN5ObmIiMjQ1tbG/r6+ly7do2PHz/S1NSEtLQ0s2fPJiYmhu3btxMeHi5AZ79+/UJeXp5r166hrq7OiRMnUFBQICUlBXl5eQ4fPsyePXtoamoiMjKSadOm8erVK/Ly8oiMjGTs2LGsWrWKvLw8+vr66OjoYN68ebi4uCAnJ8eSJUt48+YNiYmJ1NbWIicnh5eXF7KyslhZWbFp0yZ+/vxJXl4eDg4OXL9+HVtbW16/fs3y5csRFxenvLycU6dOsWrVKvr7+3n16hWrV6+msrKSjo4O3rx5g76+PvLy8sTExKCvr09gYCDbt29n6tSp7N27l4KCAmRlZZk2bRqvX78mKCiIsLAwREVFERcXZ/369RgaGgqaXXR0NPX19djZ2ZGens7QoUPp6OhAU1MTMzMznJ2dWbp0KWVlZTx8+BAJCQmsrKzw9PTk5s2bFBcXU19fz+zZs6mpqcHLyws9PT3279/P8uXLuXjxIlOnTuXff/+ltbUVeXl5XFxc8PPzw9/fn4aGBoYNG4aNjQ11dXXk5+dz4sQJDhw4IGgUa9eupbKyksDAQCZMmICKigqVlZWsX7+e1atX09nZiZ+fHxYWFigpKdHe3s706dPZv38/9+7dw9fXF3l5eYqLizl37hzx8fEsXbqU+fPnc/HiRSZOnIi8vDyJiYmsWbOG4uJiTpw4QU9PD5qamty5cwdjY2PExcVpbW2lq6uL/Px8rKysEBISYtu2bcyZM4fOzk4sLS1pa2tDTEyMoqIixowZw9evX+nt7cXZ2Zlnz57h7+/Prl27OHToEJ8+fSIhIYGEhATi4+Px8fFBUlKSBQsWkJqaypYtW+ju7mbs2LEkJyczZswYnj59KpDpe3t7qampobi4GEVFRQoKCrC3tycoKIgjR47Q19fHvHnzaG1tRUREhOzsbHx8fLhy5QqPHj3C2tqaoKAgIiIimDhxIr29vUyfPp27d+/y4MEDLC0t0dLSEtwbAwMDQkNDCQ0NJS4uDgMDA758+YK3tzepqakkJSVhZGTEgwcP0NLSYs2aNXh5eeHi4sLr169pbW2lo6OD169fo66ujrS0NNnZ2Tx8+JD29nbs7e3x8PAgIiKCsrIyVFVVyc7OpqGhASMjI2bMmIGJiQmOjo4UFxczfvx4Tpw4wciRI8nIyEBISIiqqiq+f/9OXl4eixcv5siRI5w6dQoTExNevHjBkydPqKurIyQkhKKiIvT09FizZg1aWlqkpqYiIyPDnj17mDBhAsOHD6eyspKxY8ciJyeHgYEBvb29TJ48mY6ODlatWsXbt2959OgRTk5OBAYG0t3dTW9vL8HBwXR1daGqqoqtrS3Lly/HyckJCwsLDh06hK+vL1JSUsTExGBqakpSUhLNzc00Nzfz33//MWbMGK5evYq1tbXgXQ4fPpzIyEhCQkI4cOAA0tLSKCoqoqyszJMnTygvLycjIwMAf39/+vv7+fnzJzY2NmRkZGBnZ8eUKVOoqKggOzsbT09Phg8fjpGREZ2dnXh5efHjxw+uXLlCf38/SkpKjB49mvT0dJ49e4acnBxpaWl4enqSmZnJggULuHDhAhISElhaWhIdHc3cuXMJCAjA3Nyce/fucePGDUJDQ/H09GTo0KHo6OjQ1tZGRUUFI0aMYO3atTg5OaGnp0dWVhYREREEBASgpqaGo6MjM2bMQFZWlrS0NLy8vNiyZQuZmZlMmjSJo0eP4u/vL5DY//jjD75+/YqjoyNdXV0sW7aMY8eOsXHjRsLCwnjw4AGmpqZcunQJDw8P1NTUAEhNTRWQTA0NDbZv387MmTPZv38/Y8aM4dOnT9TV1REYGMjDhw/5+fMn4uLi3L9/n6tXr/LixQvi4uJ7ivcXAAAgAElEQVQwMTHBxMSEw4cP09vbi7W1NXZ2dkhKSmJoaEhsbCzHjh0jICCA2bNnC1QHkdLS0r3//fcfBQUFvHjxgh8/frBixQrS09M5evQo0dHRBAcHc+DAAdrb29HR0cHFxQUNDQ3c3d0ZOXIkERERREZG8ujRI/Lz8ykrKyM1NZW6ujpcXFyQlpZGWloaQ0NDPnz4wD///ENeXh7CwsJoamoiKSnJ3bt3qa+vR0tLC3V1dT5+/EhCQgIhISGMHTuWt2/f0tLSQnt7uyAQ093dTVlZGZs3b+bgwYO0traSn59PcnIyf/31F319ffz48QMHBwfa2tqYNm0ab968QUFBASMjI7Kzs1FWVubly5dER0ejpaXFsWPHUFZWRkhIiP7+furq6khJSWH69Ons3LkTLy8v4uLicHBwoK+vD1FRUXp6eujp6cHd3Z1Ro0Zx+/Zt1q5dy6NHj1ixYgVJSUkICQnx8+dP3NzckJeXZ8SIEdTW1mJgYMCUKVNoaGhAR0cHJycnxowZg6ysLBMmTKCvrw9dXV1u377NqlWrWLZsGfPmzSM3N5e2tjaGDx/Oz58/0dDQwNnZmYSEBExNTdHV1RWE2WxtbdHT02PmzJnExcVhamrKyJEjmTZtmmANycnJLFq0CAsLC86ePUtBQQGLFy+mubmZc+fO0dbWxsDAABUVFYJC5erqipiYGNXV1Xz+/FkQ+qioqGDJkiXExsZSUlKChoYGbW1tLFy4kIqKCrS1tXn58iUzZswgKCiIjx8/oq+vj7GxMVZWVkhISKCkpERMTAx//fUXPj4+VFRUCA65jo4OdXV1FBQUICQkxI4dOzh16pRAxbCwsEBKSgoFBQV+//6NmZkZubm5XLhwgb/++gsXFxccHByYPn06b9++xdXVlc7Ozv8PVMrJyfHz508MDQ2JiYnB1taWU6dOIS0tzaJFi5CUlMTY2BhfX1+ysrIoKyujsrKS6OhoFBUV6e3tRUpKiqFDh3L16lXOnz/P06dPiY+Px8nJiaysLIG39f37d1asWMGTJ08wMTGhoaGB4OBgXF1dkZaWRkREhHfv3lFQUMC8efNYvnw5tbW16OjoCFQmRUVFpKSkWLhwITo6Ojx79ozNmzezevVqTp48KVAmysvL6e7uRlpaGn19fby9vTl37hybN2/mzp076OrqCrIenZ2dZGVl8ffff6OiosLx48exsLDAyMiIkSNH4unpiY2NDT4+PiQkJFBYWMjz588JDAzk48ePdHd3M2XKFCorK2ltbWX69Olcv36dzs5OHj58SHBwMI2NjSgrKyMiIkJaWhrTp0/H19dXEPYcMWIE/v7+bNiwgfnz53Pr1i2WL19OeXk5N27cQEtLi5SUFNTU1NDT06O3t5dnz57R1NTEX3/9xb59+/j+/Tv19fXY2tpSVlaGkJAQ9vb2jBs3Dnt7e5ydnXn+/Dl3797l27dvBAQEsHLlShobG4mJiaG4uJitW7ciJiZGREQE7e3tmJubY29vj76+PtnZ2RgZGaGkpERsbCyfPn1iyJAhuLq6cu7cOXR1dYmMjOTp06cEBATw7ds3dHR0cHd358qVK6xZswZtbW2Cg4PZtWsXpqamGBsbIyEhwcuXLwXqg5+fH4cOHcLGxgZHR0cGBga4c+cO1dXVpKamMmzYMDo7O0lJSeHZs2eEhIRQXFxMZmYmjY2NtLe38/v3b9zc3DAyMsLZ2ZmCggJCQ0NZuHAh/v7+fP36ldmzZwvUTikpKeLj4zl69ChDhgyhpKQENzc3VFRUMDAw4NevXwwfPpy0tDTa29upqalhw4YNyMvLs2nTJm7fvk1PTw9//fUXoqKiGBkZ0dzcTGtrKykpKfj4+ODg4EBXVxdhYWG0trbS1tZGVVUVWVlZeHh4UFRUREZGBhISEujo6Ajq3ZgxY9DU1CQ7OxsDAwP279/Pp0+f6O7uRltbm+joaMaNG4eMjAyfP39GT08POTk5enp6SEpKYvLkyWRnZ5OZmUl4eDjZ2dm4ubkJiKaSkhLBwcHExMSgo6ODnJwcjY2NhIeHs2vXLqKjo3n48CFeXl7cvXuXCxcuICIigpSUFCdPnuTvv/9GWloaFxcXEhISsLW1RVZWlqCgIA4dOoSenh4JCQnY2Nhw9uxZTpw4QWFhIR0dHUhISODn54erqyuzZs1CWlqaly9fIuTs7DyYnp6OiooKkydPZu3atTg6OqKvr09fXx9ubm44OzujoKAgSM9pamrS2dkpSMCuXLmSd+/e0dXVhZubG8nJybi6upKWlsayZctobW0lPDycESNGCAJR+vr6NDQ0YGdnR0FBAWJiYpw9exYrKyv6+/vJzMzk3LlzNDU1sWLFCjo6OrC1teXdu3coKCjQ2trK3r17efz4MWvWrKG6uhp9fX3Onz+PhoYG+vr6pKamoqGhgbe3N48fP8bCwoK6ujoWLVpEVlaWIPjk7e2NoqKi4LnV1dUMHz6cmpoaxo8fz8SJEwHYvHkzfX19ABgbG/Pt2zekpaXR0dFBQ0ODkpIS5OXlsbe3Jzg4GG9vb37//s3IkSNpaWnBw8OD379/8/TpUy5cuIC9vT1Tpkzh8+fPuLq68u3bN6qqqlBRUUFFRYWqqirs7OwoLS3l0aNHjB49mufPn+Ps7IyZmRlRUVGCxvQ/Rl1aWsqTJ0/4+++/8fb2Ji0tjaFDh9Ld3U1OTg6jRo3ixo0brFmzhq6uLgBKS0sxMjISMI379+/T09ODjIwMMjIyaGho8PPnT8LCwsjJyaGsrIx58+ahr69PREQEzc3NKCgoCFhjSkoKAFZWVvz+/ZuSkhL+93F2dsbAwABnZ2dERETYv38/NTU19Pb2smTJEr58+UJJSQn29vb8+vWLsWPH8v37d2bOnEllZSVFRUWsXr2a5ORkSkpK0NHRQVtbm+fPn/P8+XOWLFmCpKQkBQUF6OrqAiAqKkptba3gbP7vN/+7oGJiYhQXFyMvL8/Dhw+ZNWsW0dHRuLq6IiwszI0bNxgzZgxDhgxBQkJCAJY+f/6MvLw8o0aNoqqqirKyMhYvXkxkZCSJiYmEhYUhLS3NuXPnmDt3LnV1dYSGhgpAQU5ODlu3buXDhw8sWLCAW7duERYWRnFxMaqqqoJ9lZWVFbAhc3NzfH19SU9PR1paGk1NTQYGBtDS0iIxMZHRo0dz7949pKSkMDExwdTUFDk5OYSEhNi7dy8zZsxAQUGBwcFB1q1bJwi3vHv3DiMjIy5dusSoUaPYvHkzkyZNwtjYmP3791NSUsLg4CBHjhyhoaEBAwMDKisrCQ0N5dmzZ1haWpKZmYmRkRFiYmIICwvT0NBAX18fVlZWtLe3C9QuExMTQaPOyMhgyJAhDB06lPb2dhwdHTlx4gQrV64EoKKigszMTMTFxWlpaaGnpwdtbW2GDRuGg4MDHR0dggT1+/fvBVMlVVVViIuL093dzeDgIDo6OhQWFjJ8+HAUFBQAUFdXJzs7m8HBQWRkZARKlLW1tUBxeP36NUVFRfT09HDnzh1qampQUFAgNjaW/Px8tLW1efv2LRMmTCAnJwcNDQ16e3tpbm5GUlJSAHLXrl3LkCFDkJGRQUlJCXNzcx49esSbN2+YPn06wsLCmJiYYGdnR25uLiEhIbS2tuLg4ICQkBC/fv3CwMAAIyMj5s2bR1VVFTo6Onh5eeHu7k56ejoSEhK0tLQI1K1Pnz6xfft2fHx8WLduHcHBwezbt4/W1lYKCwtpbm7G09OTx48fM3/+fMzNzTEyMuLw4cOYm5ujqalJT08PI0eOJCcnh9LSUtTU1Dh27Bh79uwR7KO5uTm1tbUAJCUlYW9vz8KFC9m3bx/3799HVlYWUVFRQQi2o6ODtrY2lixZQkxMDPX19QQEBKCvr09eXh6fP3+mqalJQJyam5uRlpbG2NiYyMhI5OTkWLRoER0dHQgJCXH9+nX6+voQExPj69ev7Nu3j5SUFGpqagQ2rY6ODk1NTbi7u6OpqUl6ejoLFixg7969eHp6oqWlRVFREdbW1nz+/BldXV0kJCR49OiRIANTXl7OqlWrqK+v5/Lly5ibmyMsLIyQkBDu7u58+PABdXV10tLSMDU15e+//2bx4sUCYnPkyBH++OMPpKSkOHbsGBoaGlhYWCAnJ8f8+fMZGBjgv//+o6+vDz09PVJTU/Hx8SE+Pl4QehN58+bN3vDwcBYtWkRLSwtNTU3Y2try5csXxo0bR3FxMYmJiSgqKuLo6MiNGzewtbVFXV2diooKSktLaWtrw9fXF2FhYQ4dOsTZs2e5d+8ed+7cISwsjJaWFnJyckhISGDv3r3MnTuX+Ph42tvbefz4MSoqKly6dIk///yTzZs3IyEhQXd3Ny0tLQQHByMkJERubi7m5uaYmJiQmJjI/Pnz+fjxI1++fOH169f09fWRkZFBbm4uOTk5yMjI8OXLFwCio6MxMjKioqKCvr4+Zs+ezV9//UVGRgY2NjZ8+/aNlpYWHj9+jIiICDo6Opw8eVJw2UtLSwkJCeHSpUtcvHiRZcuW4eLigr6+Pu3t7Rw4cID+/n5kZWUpKipiyZIl7N69m2nTpmFra8vFixdpaWkhNTWV2NhYnj9/joODAw0NDUyaNIk3b97w5s0bDAwMyMrK4uzZs6SlpQlAz9WrVwX+0pYtW3jz5g2LFi2ipqYGW1tb7Ozs0NTUpKOjgxs3bnDw4EH++ecfampqkJWVFSQ2tbW1AaipqSE2NhZfX18KCwsZOnQo169fR0NDg8+fP1NQUEBOTo6gUUpLS2NjY8Po0aPZu3cvV69eRUdHh2PHjjF58mRGjx5NdXU1v3//ZuzYsWRmZnLgwAE8PT3x9PTEx8cHJycnzM3NMTY2ZsWKFXz8+BEZGRlu3bqFr68vR44cEXhgY8aMYcqUKRgaGtLR0cGaNWsEjSc+Pp7i4mI6OztpbGxk3759fPr0CVlZWYyMjDh9+jQuLi6cOHGCmJgYfH19qaqqwsDAACkpKerq6rh//z69vb1EREQQGBjIpEmTKCsro7q6mo6ODiZOnChQjEJCQpg7dy5dXV2MGjWKIUOGsGjRImxsbBg2bBhqamo8fvwYcXFxzM3NERMTY8OGDZSWljJ16lSys7PZs2cPy5cvZ+LEiTx+/Jiqqir6+vrQ19ent7eXOXPmEBgYyK5duwgJCUFZWZmtW7eyYsUKdHV1cXV1ZenSpWzfvp358+czevRopk+fTn19PUJCQpibm+Pq6kp1dTWzZ89GXFyc8PBwLl68iLq6OhoaGgBMmjQJFxcXioqKePfuHW1tbQKG19bWJvD3WltbUVVVRUJCgoSEBHR0dMjOzubixYv09/cLasWePXsoLS1l5MiR9PX1YWZmhrS0NBs3biQ/P5+MjAxBUC09PZ1Hjx5x6tQpbt68ydu3b+nq6kJFRYWmpibi4uKYMGECnz59EiR6NTQ0BA2xv7+fz58/Y21tTW9vL2lpaTx8+JCDBw8yODhIYmKiIEj1v+9ubm4CUBQTE0NgYCBOTk6sW7cOISEhxMXF6ejooL+/Hx0dHXx8fDAyMmLt2rXcvn0bMzMzgWW1Z88eVFRUiI2NxcjICFNTUzo7O9m2bRuTJk1i48aNrF69mtbWVsTExPD19aWyspK4uDhGjhxJd3c3nz9/Jj09XdDALCws0NDQYNiwYTg7O7NlyxZBLfv48SO2trY4ODhQVFTEhQsXqKqq4vjx40yZMoVDhw5RWFgoCLIZGBhw4cIFrK2tsba2ZmBggGXLlqGrq8uwYcNITk5m9uzZJCUlcfjwYWpraxEXF+fGjRt0dHQwd+5cJk2ahKmpKbdu3RIwvoSEBLq7u2lsbGTdunXMnz+fvLw8srOz6evr49evX3z9+pXIyEg6OjowNjampqaG7OxsmpubkZOTQ0VFhe/fvzN06FBUVFSwsbERhNgKCgq4desWy5YtY9++fWRmZvLixQvGjRtHR0cHzs7OREdHk5+fT35+Ps7OzjQ0NHD69GlKSkqQk5MjOzsbAHFxcdatW0dMTAySkpIYGRnx+PFjQSBv5cqVvH//XgCY9+/fj7q6Oj4+Phw+fJi+vj7q6+tpbGwkKiqKr1+/cuzYMZYsWcLBgwd58eIFioqKnDhxgtTUVHbu3El4eDhmZmaYmZmRmZlJZmYmLi4ulJWVcfPmTVJSUhAWFmbfvn0MGzaM379/Y2Njw4sXLzh48CBVVVU8fPgQZWVl1NTUMDIyYvfu3Tx58oT79++TnJyMiooKI0eO5NevXwgtWLBgMCIiAj09Pa5evcrFixcZGBjg/fv3TJ06lcTERExNTUlISEBNTY3a2lq2bNnC6dOnmTt3LsrKynz58oWfP38iKyuLmJgY2dnZnDp1ioqKCpqbmxkyZAgbNmzg2rVrzJ07l6VLl7J8+XLs7e1pa2sjNTWV6upqYmJi+PvvvwkNDeXWrVvcv3+fgYEBnj17hrKyMra2tiQnJ1NQUICDgwPe3t60traydu1atm7dSmxsLDNnzkRCQoKoqCgGBgZYvHgxHz58QEhIiJkzZ5KTk8PAwACqqqooKysLvPO9e/eyZcsWwZzp169f8fX1pbe3l40bNwoYa2xsLGvWrOHXr1+kp6ezfft2wQiQqKgoS5YsISMjA0VFRQHznT17NiEhISxbtoza2lpGjBhBeXk5MTExiIiI4Ovri7q6OlFRUfj7+/Po0SOmT5+OsrIy5eXlCAkJkZaWRnd3N+np6YiJiSEvL8/79+/JycnhwoULWFpa0t7ejru7Ozt27GDYsGHY2dnx4sULNm7cSFtbG+fOnUNHRwcZGRmmT58OQElJCcXFxSgpKfHu3Tvmzp2LsLCwYJb4y5cvmJubMzg4iJ+fH3JychQWFqKhoYGkpCSbNm2isbFRMDt48uRJhg4diqKiInl5eezatYuIiIj/hw5FRNiwYQPfv3/n7du3aGhoUFdXJ0ClgYGBxMbGMn78eCIjI1FQUGDSpEmMGzeOgIAADAwMBMzOwMAACQkJREREsLS0ZMmSJYSEhHDnzh2GDx9OR0cHtbW1jBs3jvDwcIyNjZGTk8PS0hIXFxcKCwsFGYP/ycm3b99myJAhFBYW4uTkJJAEm5ubGT16tEAleP78Oc3NzVhbW6Onp8fz5895+PAhBgYGiImJcerUKSorK3FzcyMpKYlt27Zx/vx5srOzGT9+PDo6Opw5c4aJEycKQALAx48f6e/vx8zMjF27drF+/XqBTSQiIoKSkhIVFRU0NjZSVlZGSkoKR48eJSMjg1mzZtHW1kZUVBRGRkbEx8dz9uxZtmzZwuzZs5GUlGRwcJArV64QGBjIo0ePePjwIWVlZRgaGlJXV8e3b9/48OEDEydOZOfOnTg7O2NoaEhPTw92dnaIiori5eWFp6cnOjo6fPv2DRsbG2JjY4mOjmbdunWkpqYyd+5cSkpKMDExob29nczMTJYsWUJiYqLgfSxevJiSkhIMDAy4c+cO06ZN48WLF+jq6tLc3Iybm5sgjLdx40ZBc5WXl+fSpUuUlZVx//596uvr6enp4e7du6xcuZLo6Gj6+/sF+ZcNGzYgKSmJtrY2nZ2dlJSUYGNjg4qKCnFxcaioqLBp0ybc3d2JiIggPDycP//8k8jISOzt7WlsbOTcuXO4ublhbGzMiBEjEBMTIywsDDk5OczNzUlMTGThwoXcv3+f8vJyHBwc+PTpEzU1NQQFBVFaWkpJSQk+Pj6sXLmSPXv2CAD0+fPn0dHRQUxMjAkTJpCfn09FRQVjx46lpqYGKSkphIWFaW5u5vPnz2hpaeHv78+nT5/YsGEDixcv5tu3bwgJCSErK8v69etpbW3Fz8+Po0ePCiYglixZgp6eHl1dXWhpaSEtLY2EhITgvyXCw8Opr69HVVVVIAcXFhbS09ODk5MTDQ0NtLa2oqenR2FhITY2Nrx7945NmzYhIiJCWFgYYmJifPz4ETc3N4qKivDw8ODy5cv8+vWLd+/eoauri6+vL62trQLbRUJCgkOHDnHo0CHc3NyIiorCwsJCoC5FR0fz8eNHQcL/0qVLAgCdmprKnDlz2Lp1K1ZWVlRVVVFeXs7kyZMF8+8PHjxg06ZNAmsrMjISPz8/tLW1cXZ2pqioiIaGBv6PqjeNxzr9//cPa3aRJSTJvkQlQpQlSkoLLbSZpL0+7TOVlmmmPdqbpnVU2rWXREWiLCGRPRESsoVI6Xfj+3c+Hv+77ni4XNf7Os/X63gez3nz5hEVFYWMjIyIonp4eKClpSUmiR4eHkhKSrJ//37GjBlDdXU1Q4cORVZWFl1dXe7du4eKigrt7e3U1tYiISFBZmYmzc3NpKWlYWpqir+/P7q6ujQ0NIjpbk1NjUhj/Pr1i7S0NMGRAMjJyZGYmMjMmTOR+v79+zYLCwvevn3L6NGj0dfXp7u7m//973/8/PmTxYsXY2xsTE5ODkVFRXh7e2Ntbc3w4cPJzc1FVVWVESNGcPPmTdasWUNCQgI2NjakpqYyevRoUlJSUFFR4eDBgyxatIjCwkL8/PxwcHCgpKSEmpoaWlpakJOTo3fv3nh4eBASEkJsbCzm5ua8fv2aS5cucfjwYTo7OwkODkZRUZHKyko6OzsZMWIELi4upKWlsX79ehGrsrW1paamRuRxbWxs8PX1RUJCAgsLC54/f46mpibd3d0sW7aMAQMGMHjwYBITEwkODsbBwQFdXV3c3d15+PAhCxYsoKamhmXLlhEVFcX+/fvR1tamqqqK9+/f8/LlSzQ1NVFTU6OjowNHR0emTZsmoLmTJ0/y6NEjRo8ezYIFC9DW1sbU1JTQ0FB27drFnTt3hPRDRkaGBQsWEBwcLPZBc+fO5dOnT7i6ugqRydixY2lvb0dZWVnQxz2U9o0bN7hw4QKLFy/mzz//5MmTJ0hISKCurs7p06c5dOgQnZ2d1NfX8+zZMwoKCigvLyc4OJjXr19jZ2dHQUGB2EP3/N90dHSwtrZm5cqVBAQEcPz4cWJiYsjNzeXgwYO4uLjg6+vLmzdv2LFjB1JSUsTFxfHHH39QXV3N3r17efPmDb1798bd3Z2GhgaKi4tRUFBAXl6ekpIS1NXV+fTpEwkJCZiamopMpre3N+3t7eTn5+Pq6oqVlRUXL16koaFBvC/MzMz4/Pkzfn5+nDhxguLiYlRUVHj//j0rVqwgJyeHmJgY+vfvz69fv9i+fTtnz55l+/btSEhIMG/ePKKjo8nMzGTFihWcPn0afX19jI2NxftVWVkZVVVVysrKCA4ORkFBgVGjRqGrq4ubmxtv3rwhLy+PpKQkkagYOHCg2MFfvXoVFRUVRo4cyenTp1m6dCmXL1/m6NGj1NXVER0dzevXr4mJiUFKSoohQ4bw9OlTHB0dBaG7e/dufH19KSoqYtSoUYSGhmJubk5XVxdz586lvb2dsrIyDAwMOHz4MAoKClhbW9PQ0MC3b9+IjY0VPIOjoyPS0tLk5uZSXl6Ojo6OWHk8fPgQe3t72tvbSU5OFgDb2LFjUVBQQFFRkR8/frB9+3Y+ffqEpaUlnp6eDB8+XKzNvnz5IpIK+/fv5+nTp8TExKChoYGuri5VVVUUFRXx9u1bWlpaUFZWpqqqitbWVjHt6SGNhw0bRnt7OykpKZw5cwZdXV2cnJzEjtPNzQ0NDQ1cXFwYMmQIdXV1NDY2smbNGvz8/FBUVMTCwgJLS0vCwsJYsmQJxsbG9OvXj5qaGry8vGhvbycmJgYjIyO6urpobm5mwoQJzJo1i7i4OCIjI1m2bJmIbLa1tSEtLc2NGzfE3+Dp6YmXlxcPHjxg586dIi3Q1dWFhYUFmpqanD17lrFjxzJ+/HicnJwoLi4WSZX79++TkJDA5s2baWhowNramu7ubiF7ycvLY9asWXz+/JkrV66goqLCmTNnMDMzIyEhgWnTpom/297eHldXV+7evYuhoSEPHz4UcbGhQ4dSXFwsWIoNGzagrKyMtbU1vXr14vz587S1tZGQkICLiwulpaUUFxdjY2PD0qVLuXTpEnl5eeJLVk1NjbKyMkxNTfn8+TP19fVineLn58eoUaNE7GnevHk0NzdTUFAguKTZs2cTERFBaWkpoaGhtLe3c+DAAe7evUtUVBSenp60t7dz584dZs2aJd5j6urqBAUFERcXR2hoqGBhZs6cSUdHB2/fvmXEiBFcunSJLVu2cOXKFeTl5amoqMDBwYGZM2fy5MkTHj16JFwXbm5ulJSUiAOXtLQ0vr6+PHr0iNTUVFRVVbGxsSEtLY2kpCSioqIIDQ0lMTGRyspKJCUlkZKSwtLSkq9fv7Jv3z6GDBmChoYGmzZtYtq0aTx+/JgRI0aQk5ODjY0NXV1dSEtLY2trK0BlVVVVxowZg4SEBFKLFy/elp6ezuLFi8WurecE8eTJE0FwHjlyhLVr16Kmpsb169fJy8sT+4XOzk6GDRvGixcvcHV1FW9ec3NzkpOTGTFiBMrKykycOJHv379TU1NDcHAwN2/epLS0FDs7O96+fYuvry99+/blzz//pLy8HDk5OZ4+fcq3b9+YMGECcXFxDB06lG3btvHHH39w6dIlfHx8qK+vx9XVlaioKD59+oSXlxeysrIMHDiQKVOmYGNjQ0FBAZaWlsjIyLBw4ULu3btHeXk5XV1dFBQUsHLlSoYOHUpaWhq+vr7i1FRZWSnkC3v27GH48OHcu3eP1NRUgoKCaGxsFPKDkydPUl5ejpaWFurq6jQ2NqKgoMD3798JCwvDysqKyspKrKys2LdvH05OTigoKFBRUUFISAgDBw5k9OjRlJaWsmnTJpKTk/Hz8yMhIYGUlBSMjY3x8/Pjt99+Y+LEiRQVFeHi4sLdu3cFed2vXz/U1NSQlZVl4sSJPH/+HBMTEyZPnkxpaSmBgYEcPnwYa2trdHV1aWlpIT8/HwsLC7GvMzMz4+7du9ja2pKens7FixfJzMzk6zV0fsQAACAASURBVNevIleoo6ODlJQUMTExbNu2jeDgYAoKCjh79iwmJibIysry7Nkz5OXlqaysREJCQhxYDAwMGDJkCHl5edy+fRtNTU2UlJTo6Ojg+/fv6OnpMWjQIJF99/T0pKysjP/++0+c+B89eoS9vT2ZmZls2bKFgIAAsrOz2bVrF+vXr+fu3busX78eBQUFHB0dkZGRYezYseTm5lJdXY2srCyVlZW8e/eOefPm0d7eLoQtNTU1zJkzR5zMz5w5Q1paGo6OjsTExBASEsL8+fMxNDQkPj5eEPDx8fEkJydTXFzMpUuXCA0NpbGxEXt7exwcHNi5cyfR0dFUV1djZWVFaWkpEhISJCYmMmPGDGRkZLh9+zZTp07FwMCAK1euUF5ezqZNmzh58iSNjY1UVFQgISHBq1ev2LlzJ62trUhKStK3b18hvNi7d6+ANwGMjIwYOXIkZmZmdHV18erVKxYtWkRLSwvy8vI0NDTQ0tIiXjNlZWUWLFjAqlWrkJGR4cOHD2zevJmFCxfyzz//4Ofnx99//8348ePp1asXDg4OODk5cf78ecLDw4mNjaWqqgpHR0dKSkrw8vISpqr6+npUVFSIiYmhoaGB0NBQurq6+PnzJxMnTuTTp094e3vz8OFDTE1N0dPTQ0FBgc7OTkJCQqivr8fHxwdNTU0MDQ2FocrW1pZRo0YJSUtPZCsxMZE1a9YQERFBUlISR44c4fTp0+Tn53Pv3j2GDRvGuHHj+Pz5M/n5+YwaNUrk0EeOHMnGjRsxMjLi0qVLSEtLY2xszMePHwWdHBUVxdixY/n69St2dnaEh4fz999/o6urS1BQEI8fP6a2tpY3b94gKytLQUGBGMd/+PCBuro67ty5w4QJE2hubqZ3794UFhby5s0boqKisLW1JTU1lVOnTiErK0tRUREqKip0dnby+fNn3NzcUFdXR0JCguTkZHbu3MnVq1exsLBAUVGRz58/8+3bN3Jzc/H09KS7u5v3798zd+5c8vPzBQ/k5eWFkZERUlJSAsjrid4mJibS0tIixCtubm4kJSVRVVXFwIED0dXVxcPDg5MnT9LZ2cn169cZM2YMHz58ICgoCG1tbVxcXAgLC6O1tVXEyV6+fElOTg65ubkEBATQ2NiIsbExGRkZaGho0NLSQkZGBgEBAaSnp6Ours7mzZtFSujmzZvs2bOHhoYGwW1s2bKF9PR0Zs2axeLFi0Wi4LfffhN+jp4VWXx8PF1dXQQGBlJaWoq/vz9nz56lo6ODuLg43r9/j5ycHK9fvyYrK4v3799z6NAhUlJSyM7OxszMjNu3b/Ps2TO6uroYPnw4ixYtwtTUlKqqKo4ePUpwcDBZWVkC4L18+TJubm7U1NSICe/UqVNxcXFh/PjxaGhosHz5clJTUzEyMiIkJARXV1fi4+NpaGhASkdHZ1tjYyMrV65k5MiRKCkpYWNjw4wZM1BXV2fevHkcOnSIoUOHsmzZMsaNG0dXVxdycnJMnz4dAEdHR16+fEl0dLTQ3C1evJiXL1+ydOlS3N3duX37Njk5OcjJydHa2sqCBQuwtbXFxcVF5JeVlJSEerB37958/vwZdXV1cUP+9u0bjx8/xtPTEyUlJTIzMzl69ChBQUHo6Oiwa9cuUlJSePPmjcg+9u7dmwMHDuDt7c3SpUtZvnw57969Y86cOQwZMkTs6T9+/MigQYPQ1NREXl6eGTNmMGbMGDQ1NdHW1iYsLAxFRUVsbW2ZN28ex44d49mzZ+jq6uLt7c3//vc/fv/9d44ePcr9+/cxMTHh4sWLlJSUYG5uTkBAAFevXsXBwQEFBQWOHTtGWloakZGRLFmyhO/fv1NXV4eWlhZSUlI8e/aMIUOGsHz5cg4dOsTFixeZNGkSV65cQVNTk9TUVEE82trasn79enbt2oW5uTlFRUWYmZlx6tQpEdVas2aNuNlJSkoyYMAAoqKi0NPTE1T+sWPHCAkJoU+fPmzfvh0jIyPS0tIoLS3FzMwMBQUFzpw5Q1VVFenp6RgYGCAhIcGVK1e4e/fu/2/3bWdnR0NDA+bm5jQ3N2NlZcXXr195/vw5gwcPFlBjeXk5EhISPHv2jLa2NvLz81FRURF8RGRkJM3NzaxYsULEOdLS0lBVVWXz5s2oqqri5OTEnTt3sLW1pbGxkWHDhpGSksKsWbNYuHAhVVVVHDx4ECMjI3bs2MHXr18pLCykrq6ORYsWkZCQwO3btykvL6dv374YGBgQGRmJs7Mznp6eWFhYEBUVxdu3b/n48SMfP37E0dGRsrIyMjMzyczMpG/fvqxevZq+fftSV1eHvLw80dHRLF26lL179/Lu3Tu6u7tRV1fn8OHDODg4MGvWLMFtODk5ISMjI5SIly9fprq6mvfv3xMaGir2bomJiVhaWpKWlsbbt28ZPHgw0dHRfPnyhc7OTiQlJdm7dy8fP34kPT0dfX19DA0NuXjxIjNnzuT8+fMoKSnR1NREnz59uH79OlZWVkJL/Ndff5GTk0O/fv34448/qK2tRVpaGhkZGbKzs/n06RN//PEHTk5OuLu7c/HiRXR1dUlLS2PMmDFCVuPv709OTg6DBw+mtbWVkpISMR40MTGhqakJNzc3ATrJysrSv39/Kisr+fz5M+7u7qSnp9Pa2krPBLCsrIyRI0eSlJSElZUVkZGRWFlZoampycePH4UBa8OGDfTt21fYyeTk5NizZw8LFy7EzMyMEydO8Pvvv/PhwwcUFBR49+4dq1atYsOGDezdu5dhw4bx6tUrxo0bh6urK9+/f0ddXZ3S0lJ0dHREFn7RokVERkbS1dWFpqYmnz59EtBp7969RVLG1tZWQLDr16+ntbWV1NRUDAwM0NDQoLKyktLSUqKiosjKyuL8+fMCoAoMDERGRoZ+/foJR4C9vT25ubkoKytTXV1NYmIio0ePRldXl9TUVAIDA5GWlqa6upqsrCyuXLmClZUVVVVV4hLR2NiIm5sbU6ZMwczMDBkZGb5+/YqRkRHOzs5cunSJHz9+iOmSnZ0dra2tmJqaYmtrS25uLk5OThQWFjJixAgqKiqQlZVl+PDhRERE8P79e7Zu3YqjoyNqamq0trby6dMnoqOjcXFx4f379/Tr148JEyYwb948fv36RW5urjAcOjs7i0ncrVu3xN84Y8YMbGxsUFVV5cePH7x9+5b79++zatUqQkJCeP78OQ8fPkRZWRkPDw/Ky8v5+vUrOTk5PH/+HB0dHYqLi1FUVBRK6szMTKZPn8769evZs2ePeLYMGDCAly9fYmhoCMDYsWPx9vYmNTWVrq4uAWAPGjQIdXV1wsPDSUlJQVJSkr///pvo6Gja2trEBO/hw4fs27eP06dP4+joSHl5OTt27EBPT4/09HT8/f05efIkU6ZMobW1lYsXL3L58mW+ffsmXChSd+7c2dazx1m3bh12dnYoKCiIHWPPl+z06dMZPHgwmzZtoqioiPDwcIYNG8bly5dRUlISGlBHR0dKS0sZMWIEbW1t6OrqYmpqSmFhISYmJkRFRdHS0oKCggKGhoakpKQwePBgKioquHz5MlOmTCE5ORl9fX2hytTW1ubkyZNcv34dDQ0NlJWVMTc3x8XFhf79+wu0fvLkyTg7O2NnZ8fPnz9ZsmSJuHUYGhqir6/P1atXMTIyws3NjevXr7N+/XpxMKitrWXp0qXiwbR582YePXpEQEAAgHgQX7hwgfv371NaWoqDgwOXL1+msLCQu3fvsmzZMpE7nzVrlhjJpKSkiIfyq1evOHbsGIaGhiJjumfPHvz9/Wlvb8fe3h53d3d27NhBe3s7kpKSBAQE4OXlhbe3N97e3khKSrJu3To8PDyEbvPUqVMi7/rq1StmzpxJVlYWW7duxd/fn3/++YfCwkJev35NY2Mjjo6OeHl5kZuby6JFi5CSksLAwIDk5GT++usvLCwssLCwYMaMGULj+ObNG3R0dBg7dix6enrif9GjcZw8eTL6+vo8fPiQr1+/4uPjw+PHjzl37hyKioqMHDkSeXl5tm3bxvnz5wXctXXrVtrb21FXV0dLS4uKigrBKfTELHpI0f79+yMjI8OAAQNobGxkwIABZGdnIyMjg729vZCIHDhwgPj4eL5+/YqlpaWYCK1evRp/f39evHjB5s2biY2NJTo6GhUVFW7dusWwYcPo1asXHh4euLm5/Z/DV0oKV1dX7OzsUFVVxdDQEFtbW4YPH46Ojg5NTU1YW1tjY2MjHhwODg54eXmRk5PDkiVLSExMZPHixaxZswYnJycePXrExIkTkZOT4+zZs2zbto3c3FxcXFyor69HQ0OD5uZmgoODhQUvNTUVMzMz8vLycHJyws3NTYzbZWRksLS05PPnzxw8eBB7e3u6u7tZvnw5WlpalJeXiwOSk5MTHz9+FNBTz+Fx8+bNZGdniyx1j0goLi6Ozs5OzM3NWbp0KQMHDuTp06c0NDQIo9+ECRNoa2ujpaUFIyMjfv36RUpKilBCZmRkEBgYSHJyMsbGxuTl5TFw4ECSkpLo7OxkypQppKeni7hZY2MjJSUltLS0YGFhgby8PLdu3SIjI4MDBw6goKCAn58faWlp7N69m1mzZrF7925KS0sBGDlyJAEBAcycORNJSUkqKiqorKxkyJAhPHnyhN27d+Pg4MCCBQt48+YNKSkpWFtbs3HjRqqrq+nTpw/x8fGUlpZSVVXFokWLOHnyJPv27aO1tZXly5ezZMkS9uzZQ3l5ufAgFBcXU1dXx9GjR+nTpw/q6ur8+PGDly9f8vz5c6qrq5k6dSr//vsvW7du5eXLl6irq6OsrMyMGTN49eoVXl5e6Ovro6yszG+//UZ1dTWnT59m3LhxpKenExMTg7e3N1FRUWhoaBAXF0dRUZEYdRsaGvLgwQN8fX0ZPnw45ubmnDt3jhs3buDq6kpXVxeysrKsXbuW5uZmvn37xsePH2loaKCrq4s+ffpQVlaGpKQkd+7cwcjIiNraWmRlZUVmu62tDRMTEwYNGiRe257Pm5GREdeuXcPBwYGjR48SEBBAfn4+tbW1NDU1oa2tjZSUFB8/fqSyshIFBQW6u7tpamrCxMSEuXPn8urVKx48eMDFixdJS0vD2tqa9+/fo6qqKpiHPn368Oeff5KXlycuE9bW1khJSZGbm4uKigq///47GRkZIuXTI6KaP38+3t7eIhI3btw4bt68iampKVu3bkVCQoItW7YwdOhQWltbRcx30qRJ/Pz5k99++w0ZGRnu3bsn1nDS0tJ4eXlRVFTEr1+/BBj36tUrBg0aRFhYGH369OHbt2+0traK92pqaioaGhpcuHCB169f8/HjRzIyMigsLBSHmba2NqTs7e23HT58WOgiz5w5w7Zt24iNjaWiogIzMzOePHki7F1//fUXpaWl4kOtqqpKc3MzgwcPxtfXl+vXr3P27Fnu3bsnQKaeXWlxcbGQmUdHR5OdnY28vDzu7u4EBQWJ7GdKSgr29vZUV1fz+++/k5ycjJqaGtra2jQ2NnL27Fn8/f3ZtGmTQN/j4+MxMzOjs7MTT09PDA0Nxe1ISUkJU1NTmpubefv2LU5OTjg5OVFZWYm0tDRxcXE4OjqyatUq/Pz8cHd359WrV+Tk5DB58mRaWlr4/v0706dPJy8vj5kzZ1JTU4OMjIwoTxg5ciS3b9/m0aNHyMrK0traSl1dHd3d3bS2tlJWVsa6deuwtrams7MTFxcXZGVlhenKx8eHkpISFi5cyIwZM7h16xbq6up0d3djYGAgpCpVVVUYGBiwf/9+2traSE1NZePGjZSWlrJlyxbs7OxEZODly5cYGxszatQo7OzsqKmpwdTUlJUrV+Ls7CxGztbW1ixYsAB7e3sBrvSQpRkZGezevRs7Ozt27dqFtLQ0CxYsQF5ensTERA4fPoyFhQW///47Pj4+wudcXV3Nvn370NTUpLa2FltbW6qrq3F1dSUlJUWILrq7u9mwYQN//PEHcXFxhIWF8fz5c+zt7Zk/fz4HDhwQ1jd3d3eqq6v5+PEjM2bMEDa75uZmysrKhNijxz/9v//9D1NTU548eUJlZSX+/v7Iy8sDcOXKFWbOnMmSJUvQ09MjMjKSjx8/0qtXLwCWLVvGqFGjSE9Pp6ysDD8/P+7cucO3b98oKirCx8eHf//9FxkZGZydnamoqKBXr14MHTpUlNL0/B4jIyNu3bolIMLHjx+TmZkpJCiTJk0SkFhxcbGYDsybN4/a2lrCw8N5/vw5ixcvZtSoUUycOBFPT08KCwvFPvbFixd8/vyZx48fEx0djZKSEmPGjKGzsxNtbW18fX1xdnbG0dGRkydPAoj88759+1i5ciX79u1j2LBhXLhwQUBaqampTJkyhZMnT9LS0kL//v1FnEZZWVmoiQ0MDIRbf/369QKkbGxsZPr06ULUEhERgaSkJLq6uuTm5jJ16lT69u3Lr1+/SE5OFl7q27dv8/jxYxwcHPj+/Ts/fvzgy5cvLFq0iKqqKtzd3ZGWlubmzZts3bqVpKQk4Up//vw57u7ufPr0iatXrxIeHi4EKnPmzMHX15fz588TEBBAWFgYhw8fZvz48TQ2NvLx40cCAwMJCgpCTU0Ne3t7jh8/zurVq/n27RsPHjxAQUGBdevW4ePjQ2hoKOvWrUNJSQlLS0tx4cjKysLLy0twNFVVVfTu3RtnZ2dSUlLYsGGD+Jmuri6ampq8e/eOoqIiJk2aREFBAVlZWezfv5+srCz69OnDixcvOH/+vJgSffv2TZQi1dXV0atXL3x9fYmNjSUlJYVx48Yxd+5ckadftWoV3759o6CgQOzXAQwNDWlqamLv3r3cvn2b48eP09HRgb+/P2fOnGH48OGcOnWKHTt2cPHiRfbt28ezZ89E1LDnS2XJkiXIyspib2/Phg0b2Lx5M0ePHkVaWpoZM2YwbNgw1q1bx+fPn9m6dSv37t1DR0eHtrY2IRpRVVXlw4cPrFu3jurqaszMzDh06BCzZ8+mpqaG2NhYCgsLqaiowMPDQ4iyjh07RmlpKT4+PmRkZGBiYoKnpyfS0tKirOjnz5+YmJiQkpKCoaEhBw8epLu7m4yMDHHYSUxMFB0HTk5OpKWl8erVK86dO8ecOXPEJERfX59fv35RX1+Ph4cHvXr1ErnqHqHS4cOHefHiBZ6eniQmJtLd3S0KWxQVFXF1daWuro6//voLOTk5Ojs7iY2NFUkHV1dXJk+ejKKiIuXl5Xz//h2poUOHbrt06ZIof+gpzxgxYgQWFhbY2toyadIkrl27RltbGwUFBezcuRNLS0t8fHyws7NDV1eXUaNGYWtrS2dnp7jG+/v7ExoaKk678vLyvHz5Eh8fH7y8vNDW1iY+Pp43b95gbm7O0KFDuX//PhoaGvz48QMfHx+SkpKoqakhPz+fAQMGCCPYrVu38PLyIj4+nvj4eOTk5Dh58iQjR47E3d0dQDiMzc3NMTY2Fpm7ZcuWCStReno6ysrKhIaGIi0tjYuLC/n5+Zibm9PW1saPHz/Iz8/HyMiIVatWsW3bNjGa7ZHmR0dH09TUxIABAygpKREZ0KlTp3L+/Hni4+MxNDRk7ty5qKioEBsbS3JyMnFxcSgqKhIREcH48eO5desWixYtIjw8nMuXL/Ps2TMxckpNTeXixYti1KWtrS1+79u3b7l48SJ6eno8evSIr1+/MmbMGM6cOcObN29ERK5fv378999/KCoqcujQISIiItizZw8jR46kpqaGadOmkZSUxPbt26moqGDDhg3U19ezfv16Uarh6OhIXl4eZWVlfPnyBX19fQwMDKirq0NTU5Nnz56xevVqMjIyuHTpEq9evRIZWg0NDU6cOMGkSZP4/v07XV1d6OvrU1tbi5eXF87OzuzatYvJkydz/fp19u7dy759+zh69CilpaUkJCSgpKQkpgsJCQn07duXDx8+MHXqVG7cuCFIXTU1NUHramtrU11dTXl5Ofb29ty6dQtfX18RkTp16hQuLi5ERkbSr18/cbK2t7dHVlaWqKgoYmNjycvLE7fMO3fu8Pz5c+Tl5Tly5AiKiopERUXx+fNndu/eTUNDA2VlZbx+/ZovX77g4OBAfHy8KH1QVFSko6ODzs5OGhoa+PXrF5MnT+bChQuEh4dTXFzM+fPnsba2Jjs7m8bGRuHmNzAw4Pnz5zx//py6ujoCAwN59uwZP378QE5Ojv3794sJRw/N2vNea25u5vPnzxQWFlJTU4OmpiaNjY3iwH7o0CEWLVqEnp4eycnJrFy5ktOnTxMZGUlbWxtr1qwhMzNTkPPLly9nz5491NfX069fPzEl2b59O48ePcLd3Z2qqiq+f/9OZWUlISEhuLi4MGbMGIqLi0XM6MuXL9y7d48///yT3NxczMzM8PX15dixYyxbtkwcRAwMDFBWViY2Npbi4mK8vb3JzMwkOzsbCwsL4P+czT1tTEeOHEFaWpqCggLa2toICwvj6tWrLFq0iLFjxxISEiKYjz59+mBiYoK6ujqvX7+mqKgIGxsbCgsLUVNTo7KykqKiIo4cOUJHRwezZ8/m+PHjJCUlERYWxt27d8nKysLKyorp06eLLHZPkqVnqnXkyBFUVVU5c+YMc+bMQVpaGn19fYYOHcqPHz+Ql5dn7NixtLa20qdPH9asWUO/fv1wdXXl27dvDBgwgF69epGeno6zszNlZWUYGRmhpaVFd3c3CxYsoFevXtTX16OsrIyfnx/Z2dnk5eWxfPly/v33X8rLy7G2tsbNzY2oqCjq6+uZPHkyTU1NNDQ0MHHiRJqbmzE0NMTBwYGMjAxKSko4c+YML1++JD4+nlWrVuHi4oKRkZGwtP3555/id65evZq2tjbevXsnRC49WecDBw5QU1NDQUEBJiYmnDlzhs2bNxMTE8OKFSu4du0aXV1d5OTk4Ovry969e7G3t0dVVZXt27ejrq5OYmIienp6Qtf848cPTE1NiY+PR09Pj4SEBJYuXcqwYcMICgpi3bp1ODg40NTUJFJDLS0tQuID/9cQuWLFCv7991+mTJkiDi+amprk5OTQ1tYmIFBzc3N0dHS4evUq3759E6vgSZMm4ejoyPTp03F2dmbjxo38999/REVFCfBuwoQJgqEZPny4ONS0t7fz4cMH/Pz8yMjI4MaNG2zfvp1Dhw7x9u1bpBISErZJSkry7t076urquHHjBg8fPmTKlCn89ttvSEtLk5WVJbymEhISuLm5ERISQmtrK0pKSjg6OrJx40ZiYmIYOnQojY2NonVqwoQJSEtLs2TJEvr168eQIUOIjo4mJCSEnJwcHj58KB72ysrK7Nixg/Pnz7N27Vo2b95MXV0dpaWlODo6kpOTw5UrV+jduzcGBgacOHGCy5cv07t3b548eUK/fv04dOgQampqHD9+XNzWN2zYgIqKCoGBgVRWVooXSFdXl5iYGIYMGUJzczP79u3j9u3bODs7Y2BgwPr16wkNDeXx48dISEgQHR1NaGgoBw8eZNq0abx//x5ra2u+fv3K69evycvL49ChQzQ1NZGVlYW8vDwREREcPXqUmJgYnJycUFZWZv369QwZMoTNmzfTq1cvAgMDOXXqFAYGBnz58oW3b98yffp0urq62L17N/X19YwbNw45OTlCQkL4559/UFRUZNiwYQwaNIjMzExR8efl5YWioiKmpqYcOXIEQ0NDNDQ0SEpKwtbWlo0bN7Jx40aSkpIYNWoUhw8f5sePH/Tt25dHjx5x6tQp5s2bx+PHj8nLy2P69On069ePhoYGamtrWbFiBQcPHuTQoUNkZ2dTWVnJpEmTkJSUZOvWrVRVVdHd3Y2CgoIoAHF3d0dZWZnt27dTW1tLW1sbEydOxNvbWzwILC0tReNSc3Mzbm5ujB49mqysLDo7OwkICBDmunXr1uHs7IyGhgaFhYUcOXKEqqoqodzsgeh6Hp7z5s1DTU2No0ePcuLECeTk5Bg8eLAAazIyMigvL2fkyJHExcVx5coVDA0N+fTpkygK0dfXZ9KkSZiamgqj1Jw5c/Dw8GDgwIFoaGgwe/ZsysrK+OOPP1BRUUFKSoqWlhZ+/fpFS0sLY8eOZc2aNWRkZNDW1kZKSgqTJ0/G398fCQkJbGxsOHToEK6urtTX19PV1UVAQAD3798nIiKCe/fu8fr1a65cuYKuri7BwcHcunWLsLAwTp06xZo1a3jy5Al79+7lyJEjLFu2TExLepqJelq57OzsWLBgAbt37yYiIkIc7l68eCHqUnv2pVVVVZSUlODg4EBeXh6fPn1i586dtLW1oaenh6urK6dPn2bkyJGYmJhQX1+Pvr4+oaGhBAQEkJSUhJSUFIaGhly9ehVjY2OampqoqKggMTGR1NRUQZc/ePAAf39/wsLC0NfXZ+PGjdy5c4fu7m5cXV15/fo1kydPxsLCgqVLl7Jx40bs7OzEWqu8vJy5c+fy33//cfjwYc6ePUt4eDg6Ojr07t2bJUuWYGdnR3Z2NkVFRbS2tlJRUcGiRYtYuXIljY2N/PPPP3h7e3Pnzh3c3d1xdXUlPz+flStXkpmZKdTL/fv3Z/jw4eKG2OOdDg4OZsuWLSgpKYkbmJaWFjU1NUyYMEHU4oaHhzNx4kQiIiJ48eIF9fX1KCoqUl9fz4kTJ3B1dSUtLY2YmBiKi4sxNjbmy5cvFBcX8+LFC7Gm7O7uZt26dQwYMAApKSmcnZ25du0aenp6fP36ldraWpqbm5k4cSKmpqYoKSmJVkVnZ2eCg4P5/v074eHh3L17VzgOKioq+Ouvv4QT4rfffiMiIgIjIyP69OnDz58/yc/PR1VVlczMTEpKSjA2NsbU1JTjx48TGRlJTEwMrq6unDt3TnBM48ePJyUlhejoaCIjI9HS0hLTrQ8fPnD16lViY2MxMTHh7t27AuY7ePAg3759Iz09nezsbMLDw9m3bx8eHh6oqakxYMAADA0ND/m7FAAAIABJREFUiYqK4t9//+Xff//l3Llzwu8vJyfH2rVrmTt3Lu/fv8fd3Z2hQ4dib2/PpUuX2L17N7KysmhqaiItLU1VVRU3btxg//79FBYWsnfvXlJTU9m3bx/9+vWjqamJLVu24ODgQK9evYiLi6OmpgYdHR0yMzMxNDTE29tbaKF//vwp5F8xMTHo6uri4OCAs7MzXV1dKCsr09nZSUxMDCoqKqioqJCXl0dbWxsjRoxAVlYWqd9//31bz04iJSUFHx8furq6RNHEjx8/sLCw4OPHj9TV1fH161c0NDTo7u5GT0+PK1eu0NDQQGVlJc7Ozuzbt4/jx4/T2trK6NGjWblypdhrxMTEcO/ePSQlJenduzfJycnMnDmTyMhIrl27hpSUFIGBgejp6bFo0SIWLFiAlZUVP378ICQkhJUrV+Lj4yNq41xdXdm2bRudnZ0i7vD9+3cqKipEQ86NGzewtLSks7OTw4cPY2JiIsQQ//vf/5g+fTqfPn3ixIkTtLe3o6ury5cvX4SJadeuXWhra4sDRXJyssgN99jOeqxenZ2dSElJsXXrVqZNm4aysjKNjY1kZmaKGrbx48cLN3ePx3v48OH8/PmThQsXMmXKFL59+4aioiIpKSkizxsZGSmawhQUFGhvb8ff358bN26wd+9eHj58KCxZW7du5cmTJ+Lg4u/vz7Vr17C2tkZGRgZzc3PKyspEL7mDgwPTpk0jODgYLS0tUlJSOHfuHH5+fuzZs4eXL19ibW2NpKQkYWFhKCkpib7g/v37888//+Dg4MD9+/ext7cnIyMDPT093r59y+TJk2ltbUVFRYWWlhZMTEx4+vQpQUFB2NjYEBMTw+bNm/Hw8KBv3748fPgQHR0d5syZI6QOVVVVrF27lps3bzJr1iw+fPiAs7MzL1++5OrVqyQkJPDu3TvGjx8v1J4aGhqMHz+e6Oho3rx5Q1FREXV1dSgqKtLY2MjatWtpampCU1MTPz8/tLW1ycjIEJa4lpYWfvz4gb+/P1+/fhU3nE+fPjF06FAB8fTv35+KigqMjY3R09MjNDSUffv2UVpaKopXrl27hr6+PllZWQJeAZg9ezba2tr8+vWLEydOiGKV2tpaLC0t0dDQICUlBSsrK9G81iN2efDgAbNnzyY/Px9FRUUREVFTUyMjI4MFCxbw4sULQkJCuHDhAioqKsyfP5/k5GQmTpyIvr6+gK6srKzEl5KioiIKCgpUVVVhbGxMWFgYU6dOFXtzDw8PMf5es2YNs2fP5vLly/z777+iaMfS0pITJ06wb98+JCUlhS2xh9AdNmwY169fp1evXpw8eZJevXrh7e2Nvr6+ePZ0dnbS0dGBjo4OycnJvH//Hn9/f3x9fYmLi6O6upq6ujqx51VXV0dfX5+mpiZx2zx06BBlZWWid9zW1paQkBBR4Zifn4+joyNfvnzhyZMnuLq6UlFRwaBBg4iNjWXlypVUV1cTHR2Nu7s7x44dE4fBc+fOCcd9Ty9B//79qaqqYt26dVRUVKCpqYmHhweNjY3IyckRERFBnz598PDwID4+Hk9PT5F11tPTE/W+CQkJLF++HHl5eSZOnEh2drb43D958oS//vqL3bt3093djbS0NJ6ennR0dKCoqIisrCwHDhzA0NBQtM/JyMigoaGBhIQEGRkZFBQUICcnx82bN8WqKTg4mNDQUJydnVFWVhZk8ocPH5gwYQIXL17k3LlzwrNRXl6OhoYGWVlZbNy4kX/++Yd169Zx7949VqxYwZcvX+ju7hYxrSNHjvDff/9x/fp1nj59yp49e7h27RoKCgosXLgQW1tb3r59K6QxXV1dtLe389dff5GcnIyPjw9xcXGkp6czYsQIzpw5Q0FBAUVFRbx7944ZM2aIvfK8efMwMTGhoqICLy8vysrKqKqqEivcQ4cOMXbsWFJTUxk/fjw7duygoaFBjNmnTJkikkEdHR00NzczcOBALly4gKmpKU1NTWIqsn//fh4/fsypU6eYPn06qqqqfPz4UTABkZGRJCQksG7dOn7+/MnDhw/R19fH0tKS3bt3Y2lpSWlpKWfOnKG+vp7NmzeLitegoCBiY2NRUVFBRkaGd+/eIbVly5Zt8fHxGBkZ0bt3b+Tl5YWXd82aNdTU1FBRUcH+/fvp7OzE3t6eDx8+4OXlhYSEBH369EFSUhJvb28RHeghnXsqxnpy2ba2tixYsICkpCT69+/P2rVr2bp1KytXrqS+vp7t27cL2UpHRwcVFRVoaWmRmZnJ/v37CQoKwsLCgtraWrZs2cKMGTNYvHgxJiYm7N69GxsbG4qKitDS0hJ9qUOHDsXQ0JCcnBzmzp1LeHi4sOg4OjpSX19PW1sby5cvZ+HChZw/f56EhARRF+no6IizszPbtm3D3t6ed+/esXfvXkaNGsXJkyextramq6tL/N61a9fy69cvAgMDhUmqu7ubvXv3MmnSJAIDA5k0aRISEhJiVOju7k5WVharV6+mvLycly9fIisrS0dHB7KysixevBgLCwtGjhzJz58/MTY2Zt68eURGRtK/f38+ffrE27dvaW1txcfHBz8/P9TV1UVH8uzZs9HV1cXExISCggLy8/MFIJaUlERTUxNOTk7MmTOHw4cP4+zsTEFBAdra2qIGMiUlhY6ODqKionj16hUVFRWUlpairKyMhIQEWVlZFBcXC/1oQ0MDEhISDBkyhCVLlmBoaEhdXR0tLS1MmDBBRJ8kJSWZNm0aL168YPLkyUyYMAEbGxukpKQ4f/48fn5++Pv7o6mpyb1794iKikJbW5vW1lYMDQ0JCgqiq6uLQYMGcfPmTc6dO8eoUaMoKCggOjqa27dv09jYiJmZGU1NTWLEeeXKFSQlJVm5ciUvXrygubmZ2tpa4bTfuXMnM2bMwNPTk6qqKlEmoq+vj56eHh0dHezcuVNUHyYlJXHnzh3i4uJISEhgyZIlWFpaiptpz5fGli1bmDlzJlevXkVXV5cDBw4wYcIEVq5cyePHj7ly5Qqenp68ffuWoKAgtLS0GDZsGNu3bxddvsOHD8fJyUnsPB89eoS6urpYTzU0NODj40NsbCyzZs1iypQpHDt2jF27donDqry8PKWlpaxYsYKQkBDMzc2xtrYWetHq6mqmT5/OmDFjsLKyIjY2lh07dnD16lUCAgJEqiM5ORk3NzdOnz7N4sWLhTFt2LBhDBs2jG3btlFWViZsZLNnz6akpITKykpOnTqFiYmJoO3v378P/F+DmJ+fH69fv6atrY3Xr1/Tt29ftmzZItgULS0tWltbiY2NJTw8nNDQUCIjIwWVnpCQQHV1NcbGxnR3d5OUlISkpCS/fv2iurqakydPMmrUKOE/SEhIwM/PT4xbExISKCws5MSJE8yaNUskPzo7O0lJSWHXrl10dHSQlZWFpaUlJiYmxMbGoqCggL+/P79+/cLKygppaWnKysoICgri1q1bTJkyhbKyMhISEgQI1lNbKycnh5aWFidPnhT1nT1iHSUlJdzd3fnw4QNv3rzh6NGjotilra1NNLrl5uaKrgB1dXXU1NRE41aPPrq4uJgvX77g5OQk2u12797Ns2fPuHbtGk1NTeTk5Ii4Xc80R1tbGxUVFSwsLAgICCAqKopDhw5RW1tLUlISbW1tzJw5k9mzZzN58mTGjh1LREQEx48f5/Lly5SVlXH58mWKi4uJiYkhKChI9Cj0FAr1xIRnzZrFx48fxUSt50uxp5Bp1qxZGBkZ8fTpUxQUFAS138NyBAUFsWnTJiwsLFBTU2PgwIGCV+q5jUtISJCdnU1gYKBgbwICAnj16hW7du0SGXktLS0uXLiAm5sbt27d4unTpygpKVFXV0dxcTGRkZGMGDGCGTNmsGrVKl6+fMmWLVsICQnh2rVrmJqacuXKFXbv3i2idT1KUhUVFVatWiXqRns870uWLBEudRUVFcrKynj16hVSGhoa2yoqKkQWMC8vj4CAAOTk5JgxYwYLFiwgLCyMO3fuYGhoyPXr1zE3N+f06dPIy8uzaNEiUbC9fv161q5di4mJCffv3+fLly+kpaUJmnvZsmXExsayd+9eRowYQUREhMiFjhkzhpSUFKGumzhxImFhYWzcuBEzMzMGDBggxtS7du0SL3BwcDBjxowhMjKSf/75Bzk5Oby9vfnzzz8pKSkRFK+XlxfFxcU4OzuLh3bv3r1pbW1FRkaGcePGsXLlSvT09EQ8wtXVlcDAQLZs2YKHhwdTp05l+PDhzJs3D1VVVWxtbamvr+fdu3eiKlRCQkL4cPfs2UNzczOBgYHMnDkTWVlZ0dQyevRoQTn3fCj9/f2xt7fn8ePHors4KyuLFStW8OjRIyZMmIC/vz+5ubnMnDmTs2fPYmtrS3Z2Ng8ePMDCwoK9e/dy4MABAAICAtiwYQO1tbVcu3aNKVOm0NbWRnx8PP3790dDQ0NYriwsLCgrKxMHsLi4OP7880/x5nn79i2pqak8ePAAdXV1lixZwvTp0/H39wdgzpw5ODs7k5ubS1hYGAcPHmTLli1YWFjQt29fLCwsOHv2rKjrNDIyQldXl9jYWD59+oScnBxJSUnidtPTjtW3b18iIiIoKSlh7NixZGdn09zcjKKiIhISEri7u+Ph4cHff/+NjY0N58+f5/nz55SWluLq6sqFCxeYOHEiDx8+ZPfu3bx7947r168zfPhwnj9/zv379wXQoaGhISQRjo6OaGtr8+HDB8zMzHBzc8PW1pYTJ06QmJiIhIQE1tbW5ObmsnLlSlJTU8nOzubLly8cPnxY1LEqKyvT1dUl3MiSkpIoKSkxb948CgsLMTQ0ZP369SQkJGBoaMicOXP4+vUrI0eO5NKlS+jo6PD777/z6dMnbGxsKCkpYenSpTg6OhIXFyd85ampqZSVlZGUlISxsTFVVVUiirhjxw58fHw4ceKEoLkXL17Mjh07mDlzJs+fP2fnzp08e/aMly9foqSkxLRp0xg/fjwODg4EBgYyceJE6urqeP36NV+/fqWsrIzr169z8OBBLl++TEBAAA8fPqS2thYDAwMmTJiAp6cn8vLyPHz4EDU1NU6fPk15eTllZWUMHz6c+fPnY21tzYMHD4SjOyEhgaKiItGspaWlRUFBAVZWVkyePJkfP36Iz1FGRgb+/v4oKiqyevVqZGRk+PXrF3V1dTg5OTFo0CCampoYMmQIBgYGPHnyRDS0OTg48PnzZ1RUVIQZ0cnJCWdnZ0Fa94Cbra2tYvc8c+ZMysvL6dOnD2lpaRw8eBB3d3eKi4sxNzfn1atXdHR0cOnSJeLi4sjOzhavmb6+PnPnziUsLEx4FXouK0OHDuXq1asiifPhwwdWr16NhIQEs2bNYtKkSeTl5QEQFxcHwN9//822bdvYunUrgwcPJiUlhadPnxIZGYmxsbFwrz9//hxPT08cHR2prKzkf//7H/v372fGjBkkJiayY8cOSkpKiI6O5tq1a/j6+uLh4cGzZ89wcnLizJkzzJ49GwMDA1FHq6amRn5+PqWlpaLPW0lJib///luMxvPz8+nq6kJDQ4PAwEB0dXU5duwY/fv35/bt23R1dZGfn8/hw4dRVFSkpKSEFy9esHr1amRlZQkKCiIkJITU1FSWLVuGrq4uysrKWFlZUVJSQnd3N3/88Qft7e1Cv2tnZ0evXr34+fMnp06dwsnJifnz5zNq1Cg8PDx48eIF48ePF6ZAGRkZMjMzRWGSv78/NjY21NbWEhoaKgpHcnJyePPmDbNnzxYRvvDwcB4+fIiEhAR+fn4UFRUxaNAgPDw8cHBwoLu7mz59+mBoaIiKigqbNm1CW1sbLS0t0Tq2YMECCgsL0dXVpaOjg4iICOrr68XBWVdXFxUVFeHPl3r58uU2FRUVPD09kZOTw93dnWfPnjF//nyWLl2KgoICWVlZfPjwASkpKTQ1NVFUVMTX15dXr14REhJCXl4ehoaGLF++nPDwcGRlZRk1ahS+vr7i4dnzJVVRUYGenh4mJiY4OjqyevVqJk+eTGxsLBERETg5OVFeXk5DQwNz584Vbuhp06bx5s0b7OzsaGpqoqio6P8w9/+Pcu3pme7s7GTgwIHk5ubS3d1NVVUV586dE2S3paWlUI+2t7cza9YsgoODMTQ05N27d2RmZrJq1Sp0dHR4/fo1Li4uvHnzhkePHiEnJ8fff//N/PnzUVZWJiEhgf/++w9NTU3i4+MxNjYWQNe4ceOEKa6HGu3xFpeVlZGens7Tp09JT0/n27dvvH//HiMjIxITE2lvb8fS0pIlS5ago6PDwoUL2bRpEwUFBbx7907QiQoKCtTV1Yndd0NDAy4uLjg5OWFnZ8edO3cEa+Do6Mjnz5+JjIzk2LFjSEpK0tzcTF1dHUFBQSQlJQmwQ09PjzNnzvDkyROGDRvGz58/CQ4OJj09nSNHjlBfX4+EhAQqKir07duXiooKQVLm5uYCiO7ZnvVCR0eHgF9UVVXJzs7mxo0bSEtL8+TJE0xNTQkICMDHx4fExERCQkJQVlZm6NCh4n85YcIE/vvv/1F13mE97///v7WHdmlIW9GQlJKQNKhE9iF7ZH2sQ9ZxHHvvkXGMrIOUmaxUJylE0ZBKinad9i6N3x/fq+d1/f53nU5v3q/X8/l43O+321XS0tKoqKigoKAAIyMjFi9eLLCmPZ/v3r17WbduHX5+fuTk5IiwXklJCXV1dQD06dOHfv36sWnTJkJCQlBUVERTU5Pbt29TUFBAaWmpIHD1mJN68hJ5eXkoKSkhJyeHnZ0dM2bMYPHixaipqfHp0yeBJYyJicHLy4u4uDhGjx7NmDFjKC0tRUNDA39/f4qKiggKCuLJkyfs27ePx48fk5aWhpGRkeihX79+ncjISDw9PUlJSWHAgAFoamoyYsQIXr9+jZycHGZmZqioqBAfH8/ixYs5deoUx44do6SkRHD9Dx8+jJ6entAfvnnzBisrKxITE9HT08PNzY0//viDAQMGEB0djaenJ6WlpaxevZqYmBg6OzvFw7CHEnjnzh2MjIxQU1Nj+vTpKCgosGbNGvT09MQKKD09HSMjI4GonDdvHr9+/SIqKgpjY2Pht46MjMTGxgZlZWV27NjBvXv3MDU1Zffu3XR3d5OTk0N4eDirVq3CwsICAHd3d4qKili1ahVZWVkiaVxWVsbLly9pamrCwMAADQ0NnJ2d/z+pz4wZMwgJCeH69etC63vy5ElBjNu9ezfS0tJ4enoyf/58FixYwOvXrykrKxPVv3Xr1rFkyRL27t1LdHQ0rq6ufPr0CR0dHQwMDLhy5QpFRUVs3bpVwH4iIiKYNm0asbGxmJubC5ynra0t7e3tNDc3M3bsWH7//XcMDQ3R19cXIJgpU6bw48cPANFD78nm7N27lz/++IMxY8bg7OzM2bNnUVZWJj8/H3Nzc+bMmSMYDAAxMTH4+voSHx/PvHnzGDRoEDExMfj7+2NpaUlZWRnNzc1ERETw8OFDIiIiOHfuHD9//kRKSgpLS0uB4aytreXHjx8MHjyYfv360dHRQUFBAZMnT6awsJDm5mYGDx5MVVUVs2fPFmuMP/74gz59+gjN7MKFC4X3Ozo6Gjs7Oy5dukRoaCjR0dGMGTMGQ0NDHBwcsLe358GDBygrK9PS0oKysjKJiYns2LGD0tJSMjIyWL9+PUlJSaxevZqVK1diZmZGU1MTX758YeLEiSQnJ6OgoICZmZlghSckJDBkyBDU1dUZP348ubm5rF69mvfv3/Pjxw8MDAxwdnamoKCAyMhIoZluaGggKSkJaWlpDh48iL29PZMnT8bGxoaBAwfy119/4erqyuzZs8Xfx+zZswW/REVFBSUlJQoLCzl//jyenp6cOnWK8PBw1qxZQ25uLhITJkzoLigooLi4GCsrK/z9/Xn79i1fv37F39+fkpIS8Q8zICBA7O6KioowMDBAU1MTfX19QkJC8PX1JScnh6SkJGxtbWlsbERbW5vAwEAWL17M2rVrOX78OAoKCrS0tIhFupqamngxtrS0IC8vj4SEBA0NDcydO5c3b96I9Fx1dTWenp4cOHCAtWvXivHl+vXrGTduHIsXL2b06NEi5BIZGcmmTZsoKytj9+7dTJ06FT09PS5dusS4ceMAePv2LWPGjCEkJAQbGxuGDx/OoEGDWLFiBf7+/jx8+JCZM2cyfPhwEhIS+PjxI7t27SI/P58bN25gYmKCnZ0dCQkJ7N27V1SVVq5cSWVlJQ0NDQLV2qP7lJGRIT4+npiYGGbMmIGvry9LlizBw8ODLVu28PXrVyHmyMnJEUlFf39/AP766y927dpFXl4eJSUlFBUVoaSkJCYJNjY23LlzRwRPOjs7Re/WxcWF3NxcJCUlyc7OprOzU3Ri37x5Q69evWhubsbb25vOzk6UlZXFesDLy0t0SXfs2IGCggI5OTmiSiMrK8v79++JiYnBz8+Pjx8/oqenJxLXZ86coV+/fqxbt46MjAwMDAxoa2sjOTkZHx8f9u/fT1xcnBBqREZG0r9/f4qKivj8+TNlZWXMmjWLvLw8NDU1KS4uxsXFheTkZBQVFZGVlSUmJkagVBsaGlBTU2PYsGHExMSIQJ2TkxNnz55l1apVnDt3DhUVFXJycqivrxcISH19fcaNG0d1dTVqamo0NDSQkZHBrl27SE5Oprm5mYKCAhwdHYmKihIncXd3dzQ0NISQo7a2lsjISIKCgrh58ybv37/Hx8eH4uJi7OzsuH//Ps+ePWPt2rXY2NiQnZ2NgoICDQ0NDBw4kH///ZeWlhY0NDQwMjKivb2dKVOm8PTpUwFj+fXrFzdu3MDZ2RltbW0+f/5M3759+fr1K0OGDCEjI4OLFy+yZcsWXr16JXbtffv2pby8HDs7O4Ff7HlYHjp0CG1tbXJycrCyshIgCykpKVFXamlpEVW5nh58DwL34MGDzJ8/Xxwmv3z5wtq1a6mvrxeZgps3b+Lv74+KigrV1dWYmZlRX1/PyJEjefHiBaqqqgJFPHr0aK5duyZwkT1rOW9vb1paWjhy5AhWVlY4ODhQV1dHQkICVlZWWFhYoKenx7t37/j586fYcWdnZ1NZWcmQIUNoa2ujoaEBHR0dIiMjWb16NdXV1XR2dgpvu4mJCY6OjsTExCAvL4+KiooYSfeQrzQ1Nfn777+Jj49n5MiRLFq0CICmpiaxm/X09KSrqwsZGRk6OzsFktTc3Jzw8HB+/vzJ9u3befz4MUZGRkRFRbFq1SouXrzI6dOnKS8vF4ebgQMHiulOD9b0169ffP78GSMjI+Li4hg2bBgtLS0AQpfZ44QODQ2lrq6OsWPHIikpKShgu3fvFhCPzZs3Y21tjZeXl2Di92BaTU1N0dPTIz09ncDAQIqLiwUuWU9Pj58/f9LS0iIUqx8+fBDsh4ULF/L8+XNaW1sxMDCgvr6ef//9l0mTJuHo6IiCggLfvn1DTk5OHABaWloEGrUH0FNVVcXMmTP53//+R3d3twjYHTt2TJgh7e3tMTc3p6amhpqaGpSUlJg4cSIyMjLcvHkTX19fDh8+jJmZGQC6urpiWqKmpsa2bduEB8DFxYVHjx6hq6uLiooKOjo6/PHHHwQFBTF58mRcXFxISEgQodPbt2+zbt06/v33X54/f46HhwcyMjIkJiYyefJkvnz5gqamJlZWVnR0dHD06FG8vLyorq6mtLSU3r17i1yHlLS09I4tW7aI2k7PmElHR4d9+/bh4+PDlStXRIy/Jz4/evRokpKSBLpQV1eX7OxsFi9eTFVVFXPmzKGtrU0wZnu6Z11dXfz111+CQqapqck///zD5s2bKS0txcfHh61bt3Lw4EEB6cjNzSU6OpqlS5cKok///v2RlJTk999/F2PF2tpaPn/+zJEjR/j69Svr1q3j7Nmz2Nvbiy9fz07Sy8uL4uJisrOzGTlyJFevXsXFxYUNGzZw7do1fHx8KC0tRUVFhc7OTlpaWjh+/LhAfPbsCHsS7k+ePGHSpEnIyspy7Ngx2tvbxRezurqa4uJiRowYwYkTJygoKKC7uxszMzPev3/P1q1b2b59OxUVFaKGA1BcXIylpSWLFy8W3mtpaWn++OMPGhsbSU9Px8LCQowfr1y5QmdnJ+fPnxdhsU+fPvHz508RMPry5Qu3bt3C0dGR1atXc/78eU6cOEFAQICA//v5+fHlyxeys7OJiYlh5MiRGBkZYWxsjJmZmVAxRkdH8/btWyZMmCBe3iYmJmIPW1tbS2hoKG5ubqirq2Nra4uMjAzR0dEYGhpSV1eHhoYGKSkpwtLUM7GpqKjg+fPn6Onpcfr0abS1tamtraWrq4vOzk5sbGwEB72nwrJ7924MDAxYv349kZGRzJs3j/379zNs2DDa2to4evQopaWlQvxRUVFBREQEe/bsIS0tDWtra7F+2bNnD8+fP2f79u28e/eO+vp6obbMzMwUYpoNGzawefNmbGxsGDVqFKWlpSQkJBAbGyvG/yoqKqSlpZGVlUV1dTVBQUFkZmayYMECcnJyMDIy4uzZs2zbtg1/f3+GDRtGQ0ODePD0VFtSU1PJyMjA0NBQgGyOHTtGTU2N2Kdt3ryZvXv34uDgIDz2t27dwsvLi/T0dPEC6vkzcnJyhIeHc/fuXfbu3cugQYOQlJQkJCSEsrIyAgMDUVZWZvv27ZSXlzNw4EAMDAwEetjR0ZHCwkKWLl2KjY2N6EvX1dUhISHBt2/fGDZsGMHBwWzcuJGkpCRRRTQ1NRUJ/F+/fhEcHMzMmTMJDg5m5MiRWFhYcP78efEdHjx4ME1NTdTV1YkAXo/et6fW1draioKCAkZGRgQGBnLv3j3RdqipqaF3795MnDiRiooKevXqxYIFC1BWVsbR0ZE5c+ZgampKXFwcCxcu5NatW/zzzz+sWbNGHIAdHBx4//49Gzdu5NmzZ0IKkpKSwqpVq3j9+rUwMY0bN44fVicqAAAgAElEQVTExET8/f2Fdc/Hx4eHDx9ibm4unqNdXV0MHTqUnz9/oqKiQkJCApMmTWL9+vX07t1brGuGDx/O4sWLycvLE+sCZWVlEZbau3cvnz9/JjAwkBEjRjB37lxRARwyZIiYEPbcng8cOCBCfn5+fqipqaGrq8umTZu4evUqysrKFBYWEhsbK5j0c+fOFebD5uZmrK2tkZKSYseOHfj5+bFx40aCg4MZOHAggYGBPH/+nAEDBrBt2zYmTZqEgoICr1+/Zty4cQLI0uNPuHz5Mps2bRIXmZ4DooKCAsnJyYLD/ezZM7Kzs8nLy6Orq4sDBw5QWFiIsbExISEhLFq0iJMnT/Lnn3+ira1NcXExUVFRbN++HS8vL6ZOncr+/fvx8/MjNDQUOTk5li5dypAhQ4iMjBT15ZaWFpqampg6dapgGkhJSdHc3Exzc7MQ4ujq6rJ8+XLy8/PFxfDChQskJCTw+fNn9PX1qaysFOHtmJgY+vbti7u7OxYWFlRUVNDe3k5ISAhWVlbiwqCnp4etra14D7169Qqpmzdv7jh79iyZmZns2LEDa2trVFVVBVnqf//7H5GRkWRnZ2NhYcGECRMYPnw41dXVAqTRo1dsa2sT3UJDQ0OsrKwIDQ0lJyeHs2fPUlxcjL29PUZGRiQlJdHR0cHLly85f/4806dPFx27Hm+vnZ0d1dXV2NnZ4e7uzt27dxk4cCD19fVCxt67d29KSkqoqamhubkZc3NzPn78KAw6PTuvwsJCcnNz8fDwQFdXF3d3d6ZOnUpLS4uQmevo6BAbG0tXV5fYY0hLS/Pw4UNWr14twjJ3794lIyODgoICwReOjo6moKCA5cuXi730wYMHmTRpEhYWFsjJyZGVlUVrayt//fUXlZWVZGRkICEhgYSEBF++fCEgIABfX18GDhwoAhRXr15l5syZZGZmYmpqypcvX3j37h3Tpk2juLgYCQkJwWpfsmQJnz59olevXoSFhaGnpydGhoGBgezatYthw4axbt06Tp06hZmZGZWVlbi4uJCXl8evX79ob28nISFBpPVHjx4tSFq6uroYGhqyf/9+WlpaSEtLo6qqin379uHi4iL8x6WlpYwfP56IiAi8vLyIjY3lwoULJCUlkZKSwsaNG4mLi2P69OlcvnyZ+vp6TE1NmTp1Kq9evRJflHPnzuHg4EBoaCidnZ1MmjSJ69evM2bMGJKTk/n27Rs/fvxg/vz5hIWF4eDgQEVFBQ0NDWzbto0TJ07w4MEDFi1ahJ6eHvn5+SgpKaGpqcmCBQtITk5m2rRpPH36lJSUFOTk5NDS0qK7u1vU5aSkpEhMTBQv24yMDNE06Ak3DRkyhKqqKvr27cvGjRvZunUrZmZmFBUV8c8//7BixQoRVlu3bh2TJ09m9OjRood98eJFUlNT0dfXZ8OGDfTr1w8lJSUmTJggSIKvX78WoTk/Pz9xE1u6dClpaWkkJycTFBTE3r17UVZWxtLSkvr6ej5//oy5ubk4+MnJyTF48GA8PT3R0tIiIyND4DNra2s5e/YsVlZW2NnZUVFRgYeHB+Hh4QwfPpyamhru3r3LP//8Q0FBgei39yT/e/Ckz58/Z968eRQVFfH27VssLS2Fp3v8+PHo6uoSERHBsmXLyMjIEECWx48f8/TpU3R0dNDQ0EBeXp5r164hIyPDkSNHuHjxIp6ensTGxgqj14QJE8jNzeX169fiJVVeXo6Ojg7x8fFi/KuhoUFqaioHDx5k+/bthISEMH78eGpqagSJKyMjQ2gVU1JSkJaWpqWlhdDQUJqamkhLS0NbWxtra2saGxuFFrSH7X7z5k2MjIw4cOAAHR0d3Lt3D0VFRbKyskhISMDY2Fjs63uqf/Hx8RgZGdG3b18RylJSUiIqKoqAgACWLl3K8uXLOX36NJaWlsydO5eamhpkZWVpaGhg5cqVgtv/9etXfHx8KCoqEhmjly9fit83Ly+PBw8eiBfmmzdvxIXC2NiYZ8+eoaSkJA4APj4+3Lt3D1dXV7q6uvj69StNTU2CIhkVFYWPjw95eXkkJSWhra0tcLILFiwgPz9f+LRfvHjBwYMHBSWs52cWFRWxYMECampquHHjBsHBwaipqTF+/HjRTd+zZ4+wcVlZWTFmzBhUVVVFU6lHfvTlyxfMzc05duwYysrKxMbG0tDQwJUrV1i0aBH37t1j2LBhIoD68uVLvL29SU1NZdmyZWhra/Ps2TM0NDQwMTFh2LBhgjSZk5PDgAEDSE1Npb29nYMHDwq/u7y8PHl5eTQ1NdHc3MyiRYvERGDkyJEYGBjg6enJsWPHCAkJYcaMGSgrKxMcHCyqXLm5ufj6+orvmqysLHfu3GHOnDnIyckRFBT0f/KPzs7OHSYmJjg4OFBYWCiQdNbW1jg4OHD79m3xoW/bto03b94IY5eKigqxsbF4e3tjZmYmdIU9QY++ffuyZ88eURNwd3dHXl6eR48e0bt3b2GtcXd3Z9y4cYwdO5Zp06axePFiBg0aREBAAFeuXMHLy4vPnz9jbGzM6dOnxa3c3t4eTU1N0en09PREWlpa7NiqqqoYMWIEP378YOnSpWhra1NTU4OTkxOHDx+mqamJwsJCoXfr168fVlZWxMTEEBISQlFREY6OjvTu3Rtra2va2tooKioiNzcXOzs7UlNT2b17N5WVlaiqqrJ8+XIyMzP59u0bSkpKZGVl4e7uzsuXLwVbXU1NDQsLCxFKmTNnDoGBgdTX15OUlERNTQ1HjhzB1NQUIyMjnJ2dsbGxQUFBgUePHiEjI8O4ceOor6/H0dGR3NxcmpqayM/PZ+XKlaSlpeHq6kpoaCjHjx8X64muri4KCws5c+YMFRUVODg4IC8vT0FBARYWFuTm5tLc3IyRkREnT55k3rx57NixQ/DV7927J7q348aNEyStngeSm5sb165dE9Wap0+fCvb706dPGTduHCoqKjQ2NhIfH09lZSVjxozBzs5OVOfU1dWRkJAgLS2N//77j48fP4q926hRo3j69CmzZ88mKyuL8vJyZs6cyYMHD1i9erWQDkyfPp2+ffsyf/58/ve//1FVVUVycjKJiYm4uLiQkpKCvLw8b9++pbW1lZaWFlJTU0WStAeVu3nzZpKSkqivr6dPnz6Ul5czZMgQrl+/jqqqKhISEvTt25fTp0/z9u1b0tPTxc9PT09n8+bNODs78/HjR5HET05Opr6+nsmTJ9PQ0MCLFy+Ql5dHX1+fxsZGJk6cSGRkJO/evWP16tVMnDiRhw8f4uPjg4KCApaWlgwdOpTw8HDa2tro06cPqqqqpKamUlRURFhYGI6OjvTr14+mpibi4uKQl5fH0dGRFy9eiBfo+/fvsbS0pE+fPmzZsgVvb29WrFjBkydPqKmpYeHChaxfv17s/06cOMH9+/eZPHkyqamp3Lt3j6KiIoFk/ffff+nq6kJdXZ1Dhw7x22+/UV5ezqxZs6itraWjo4O6ujoBSjpz5gxr165FT0+PrKwsbGxsGD9+vGB6S0lJ4evri66uLs7OzvTt25dfv37x9u1bTp48SVFREeHh4dTX17NixQqGDx8u9tCmpqZs374dFxcXHB0d+fnzp1j3ffnyRchaZsyYwZs3b3BxcUFDQ4OdO3dibGzM9OnTsbW1xdTUFENDQ9atW8eqVat49eoVx44dY/To0eKApaWlRXp6OiEhIQQHB3Pq1Cnu3bvHzJkzGTx4MN+/f2fs2LHo6OiwevVqHj9+jLe3twC0SElJER0dzenTpykrK6O9vR1LS0uys7MxNjYWfOmtW7cKemPPpM/CwoKqqipKS0sJCwvj2rVrKCoqMnnyZCorKzlz5gx1dXWkpKQITO7169fR1NQE4M2bNxgbG4vnz/3795kxYwa//fYbmpqaeHp64uvry+PHjwV/PCwsjNevXwsCXHNzM9+/f0ddXZ3ffvuN5ORkPn/+THt7O9+/f0dbW5ubN29y9epV9u/fT1VVFc7Ozmzbto2FCxdSWFiItLQ0z549Izg4mNOnT4uDoo+PD3JycgJOlJGRgYaGhqBnenl5sXTpUtTV1dm/fz+lpaX8+PGDlJQUbty4QWtrK69evUJSUpKxY8dSVFREQUEB586dY82aNQD4+PhgbW2NpKQkHz58YOTIkQJ16urqKpgIiYmJqKqqoqOjg76+PoMHDxa1ttGjR3Pu3DnRK//f//5HdXU1379/JyAggObmZlpbW3nx4gWvX7/m5cuXlJeX8+HDB6qqqgQkJSgoiLt37zJjxgzy8/P577//WLJkCcuWLcPBwQFJSUm0tLSQio+P39FDw1JUVKS1tZXi4mIWLlzIpk2biIyMxNbWljFjxnD69Gl+/frFxo0bcXJyIi4uDldXV5YtW0ZraysnT57k4sWL5OfnExoaKlKN379/F2apZcuW8eeff2Jvb8+NGzcEm1tVVZXOzk5GjRrFzZs3qa2tZeXKlcjJyTF//nyKiorQ1tbGxcUFRUVFdHR0yMrKQkpKik2bNolw1ogRI7h37x4LFiwgPj4eQLhVd+7cyYgRI5CUlERGRob8/HyGDRvG2LFjWb9+vQAomJqa4uDggJKSEg0NDRgaGqKqqkpzczOxsbHU1dWhrKwstJITJ04kMDAQJSUlbty4weHDh3FxcWH37t0YGRkxdOhQJCQkWLlyJTIyMrS0tJCcnMzcuXOJiIjAw8OD7u5ubGxssLKy4uDBg6xZs4Z9+/bx5s0bnjx5QktLi7DBuLi4CONUZWUlurq6xMfHo6WlJTSghw4dIi4uTrC6XV1dxQ6qp9Khp6dHZmYmI0aMoLy8nIcPH+Lk5MTq1atRUVEhPDycs2fPsnXrVo4dO0Z5eblwZe/cuRMFBQWKi4uJiIhgy5YtuLq6CslGS0sLcnJy5OTkYGlpSU5ODj9+/GDWrFn4+voSGhpKRUUFnp6efPv2DQsLC9ra2pg0aRK+vr5ISkoycOBArl+/zpw5c2hsbKS4uJj8/Hw6OztF8O3WrVvMnj0bRUVFjh07RllZGY6OjpiYmAhAzPr162lqasLY2JhXr16hrq4udJsBAQH8/PlTCA16HiJXrlwhKCgIS0tLli5dip6eHnl5eeJ3vnXrltBxvnjxAgkJCYYMGUJ7ezuXLl3C0tKS69evs3PnTq5fv05mZqYYoa1atUocSgwMDLhx4wYzZ85kzpw57N69G01NTZqamjh//jz+/v58/PiRsLAw5OXlSUxMRF9fnydPnlBfX4+6ujovX77k1atXYiyekJDAz58/ycrKYsmSJYSFhREYGMiHDx84d+4cPj4+1NXVcffuXaH2279/v9j/FxcXY2xszLdv38jNzRXAHUNDQ9auXYuFhQWqqqp8+vQJFRUV9PX1sba2xsnJiY6ODjw8PKirq2Pjxo08ffqUefPm8eXLF6ysrISprYchoK2tTUBAAGlpaXz48AFXV1fMzMwE3zsqKkqkoT08PJCVleXq1av07dsXHx8fYXfKysoS/72eoGVP+yMrK4t+/fqxdOlSsrOzmTlzJhUVFURGRrJixQpSU1Pp7u4WYaRDhw5hYmJCdXU1+/btE6KHv/76i4ULF3Ljxg3Wr1/P06dPxQvJ1NRU9MZra2t59uyZcNlPnTqVPXv2oKurS3p6Os7OzqLrbmhoKKZKJ06cELhXNzc3AV3ZtWsXCxYsYPHixYSHh3P//n3i4uIwMjIiICCA7u5uYdjS1dXFycmJiIgI1NXVGTRoEK6urmzdulVAlRQUFHBxcaG8vBwjIyMkJSUFkrSH5JecnIyBgQEdHR24u7uzYsUK3r17R0xMDIaGhmJl0tDQIDDMFhYWrF69WnS34+PjmTBhgsjAjBkzRqyAvnz5Ig49EydOFIeZuLg48dnn5+eLYFhBQQHjxo3D398fVVVVMjMzaW5uJjo6GgUFBT58+CByKd7e3pSXl4sLqKWlJWlpaZSUlHD06FGWLVvG69evMTQ0JDs7W2Btz5w5Q01NDZMnT6a1tRV9fX0hNfn99985dOgQZmZm3Llzh+bmZlJTU8nNzRVYWhkZGQElKikp4cuXL3R1dYmQ6bx589DS0iIuLg5paWkUFBREpVRTU5OjR49y/PhxFixYAEBRURGjRo0iPz+f6Ojo/+OvHz16dEdMTIxgz1pZWYn+dVVVFebm5qxfv56oqCgUFBTQ1dVl8eLF/PfffyQlJfH+/XtGjBiBnJwcPj4+jBo1CjU1NQYMGMDp06dJT0+ntLSUgwcP8ujRI/z8/IiPj2fcuHEoKirS1NTEiBEjUFFREVWLadOmsX//fpYvX46enp7Yb0VERKCvr8+WLVvo6Ojg06dPTJ48WSRge0JeTU1NopIVHBzM7du3efz4McOHDycoKAhdXV3q6+u5ePGiCC+ZmpoyceJEzp07J4xLKSkpDB48mFmzZlFQUMDdu3c5duwYenp6xMfHc/LkSTQ1Nbl//75I2E6ZMoWcnBwuXbqEh4cHnZ2dovJ1+fJlvn37JrCA/fr1o6SkhBcvXlBVVcWvX7/Iz8/Hz8+P8vJyXFxcKCsrIzIykl+/fpGamkqfPn2IiorCyMiIgQMHip/R2dnJ2bNnKS8v5+3bt2zYsEF8kXqgHs+ePeP58+c0NjaipaWFg4MDly9f5ufPn7S1tVFcXEx8fDwZGRk8e/aM2NhYAMrKysjJyWH48OEkJSXx8OFD1q9fz6BBgwgLCxOhtR4135UrVxg7diwPHjzg1atXlJeX4+TkxIgRI7h69SpycnJ4eHhgb2+PkpISP378YNiwYTQ2NjJz5kzMzc1RV1dn+PDhYmf648cPEc65fPmyELn4+Pigrq7OtGnTuHr1Kv379xeAhkOHDrFkyRLa2tqIiopCUlISHR0d+vfvT1hYGMXFxSxevJixY8ciLS2Ns7OzCDu9ffsWZWVlFBQURDLdwMCAMWPGkJaWRnNzM6NGjWLbtm1s27YNFRUVFBUVycnJITAwkG/fvrFmzRpycnIYPHiwqEo1NjYyd+5clJWVef/+PY2NjfTp0wczMzNGjBhBTU0NaWlp3L59mwMHDvDhwwcGDBiAtrY2dXV1yMvLU1JSIlLSPSuB27dvU1tbS0VFBfPmzRPJ66KiIvr168fnz58FXGjkyJFiraGtrS1Cn9++faOpqQkfHx/Rtvj777/R0dFh0qRJ3LlzhwsXLhARESE0k58/fxbjemlpadGN7dFSvnjxAmtrawoKCjA1NSUyMpKVK1fy/ft3li5dKsh079+/x8nJiaqqKnbt2oW3tze2traMHz+ewYMH8/DhQ/H/25OLaGtrEwCgwMBAVqxYgbS0NPHx8bi7u3Pv3j1sbW35/fffiY6OFiKR1tZWcnNz6dOnD1evXmXq1KloaWmhpqYmEueJiYmYmpoSGBjIpUuX+PTpE+bm5nR1dTF58mQGDBiAk5OTgHPY29vz999/Y2try6pVq9DX1xcTypiYGFF9s7KyIj4+Hn9/f6KiolBRUeHXr1/8+vWL4uJi/Pz86Nu3L+3t7aI+NGvWLAoLC7GwsMDFxQUDAwNevnyJnp4eOTk55Obm8uXLF2RkZBgyZIjo8L9//x5ZWVlCQkK4d+8enp6eyMvLo6mpSXl5ufg+6uvri2lYZWUlUVFRPHr0iPb2dtra2oSGtbCwkLCwMLZv305RURG+vr5s3LgRLy8v5OTkCAwMZO3atfz48YO3b9+yfft2qqqqcHBwEHv1169f06dPH0aMGEFaWhrbt2/n6dOnHD16lB07drB06VJqamoIDw/H1dWVe/fu4evrK6pyKSkpHD58GA0NDfT09Hj06BHGxsYiTDhw4EBmzZrF2rVrsbW1ZdSoUdTU1GBmZsZff/2Fp6cn3d3dwqktIyNDr169UFNTEzmC1atXs2nTJmbNmsXQoUOF/vjdu3dUVlbi7e3Ny5cvmTp1KrGxsYwdO5b09HSkpaX5999/CQwMxMvLi6KiIv777z9cXV25ePEibm5uoinx9etXpKWlhewkNTWVp0+fEh0dzdatW3n16hUBAQEoKCiwYMEC4cmQ2rRp046RI0fS0dGBk5MTe/fu5eTJkzg4ODBixAjCwsIEn7snRq+jo8PXr1/59OkTdXV15OXlCfCHmpoaHR0dPH/+nEuXLnHgwAGUlJRITU0Voafhw4dz5MgRXF1defToEdLS0piamorxVc8NPiIigpCQEOzs7LCwsODIkSNER0czfvx4JCUlsbGxISsrS0A94uLicHJyolevXoIstHnzZo4fP86jR48wMDDAxsaGc+fOMXfuXL5+/YqmpiZXrlwR/UFra2ueP3/Oli1bkJSUZPLkycyfP5+cnBzc3NxYs2YNWlpaWFhYcPz4cYyNjSkrK+P58+coKCiwb98+pkyZgry8vLDZBAQEMHLkSJydnbG3t2fUqFHIycmRmJiIn5+foJnV1tZSVlbG3bt3efToEefPn+fWrVt4eHhgbGzMn3/+KShmPVSqnoe7kpIS06ZNo7OzE11dXbZu3UpoaKjgUzs4OJCfn8/ff//N9OnTaWlpYenSpaxbtw5NTU0+fvyIhYUFCgoK3Lp1S4gU4uPjRWXi7du3tLe3s3PnTt68eUNOTg7W1taYm5tjamqKqakp379/5/Hjx/Tq1Yvly5ezZs0apk+fTl1dHe7u7iIxf/DgQdLS0nj37h0dHR1kZ2fz9etXRo4ciZaWFh8/fsTBwUHsqktKSkS9ydnZWZi/dHR06OrqEjKEHrqQlJQUly9fRltbm/j4eJETsLCwYOHChTx58oSJEycSGxvL7NmzUVFRwdjYWGgmHRwcGDBgAMrKypSWlqKnp0dXVxchISHo6elx4sQJ1NXVqa+vF5/nzp07mTdvHu3t7QwYMIDRo0fj6OjI2LFj6ejo4OrVq3R0dBAQECDITy9fvmTNmjWkpaVx7949uru7hRRgxowZTJo0icOHD2NjY4OampqAyiQlJVFYWChczz0tih5U5oABA/j69Suurq4YGxuTnp7Oxo0b6dOnDwoKCnR0dHDkyBHu3r3L6tWrqaioYMiQIcTFxbF69WqkpKSQlpZmypQptLS0sG3bNhwcHPj58ycuLi7Iycmxc+dOQR18+vQp/v7+woo1adIksc5Zt24dtra27Nq1i/nz51NaWirCTT0P+pSUFNrb21FRUWHgwIFimpWfn09bWxvS0tKEhYWRnZ2Nnp4eenp6BAcH8+bNG4YOHYqBgQGSkpJcunQJLy8v6uvraWlpYc2aNQQFBTFy5EgyMjLw9vZm1KhRQk2qqKhIfX09Bw4cYOzYsZw8eZKOjg7c3Nzo1asXJ06cYOHChZw5c0bgQz98+EB8fDxKSkr88ccfWFlZERUVxYIFC0TOpAdN24PTvHPnDhEREfTv35/169fz6NEjAgICUFZWFmuR8ePHExwczNWrVxk/fjwXLlygtLRUPOw3b95MYWEhc+bMQVtbm5kzZ/Lw4UMUFBS4f/8+CQkJODo6kpiYSGlpKdXV1Tx58kQ4GdasWUNISAjZ2dl0dXWhpaVFWlqa4B9cvXqVv//+mxkzZmBjY0N9fT0HDx6kuLiYd+/ekZGRgaqqKiUlJVhaWhITE4Oqqiry8vIcOHBABOpyc3NZvnw5UVFRot64f/9+Fi1aJLzQQ4YMwc/PD39/f44ePcq5c+cwNzdn6tSpzJ07l+bmZpEyr66uRl5enoCAAM6dO8euXbu4ePEiKioqWFlZ8ePHDzQ1NYXbIT4+nuPHj1NQUEBUVBROTk5s376d5ORk1qxZw4ABA2hoaODVq1fY2toiISFBe3s7DQ0N/Pr1C1tbW4YNG4aJiYkIv23evJnbt29jYGDA1q1bmTZtGhYWFrx584YFCxaI8faFCxe4ceMGcXFxYmLcQxHtmeoaGRnh4uLCuXPncHFxwdDQkJaWFlxcXHj58iX6+vqEhYVx7tw5cajr+bNSK1as2FFeXs6dO3eYPXs26enphIeHi2BTUVERd+7cYdKkScLz+fDhQ5Ha9fPzw8DAAD09PW7dugVAv379OHr0KBcuXODWrVvExcVRWVnJP//8w7p16ygoKCAvLw9ZWVn+/PNPtm3bRn5+PqdOnWL48OFIS0ujoaFBZWUlXV1dyMrKcvnyZVRVVXn06BEeHh5ISEiQl5cnToqNjY38/fffBAUFMW3aNGpqagQd7OzZs0ycOJH4+HiREl+0aJEYofUkh3v+YkNDQ8WYvbKyEhMTE548eSL2KVlZWWLMMWHCBNLT03nw4AEnT57E0dERLS0twsLCcHNzIyUlhZKSEjIzM1FTUxPVoh07diApKcmOHTuws7PD19eX7u5uXF1dkZOTo729XfDOOzo6CAoKQlpamg0bNrBixQpWrlwplKDfv38nLy8PLS0tzMzMGDlyJLW1tUyfPp24uDi2b9/OmTNnGDVqFK6urpSXl2NlZSXqZWPHjuXChQvY29uL6cOECROQk5Njy5YtbNiwgfT0dLKzs7G2tiY5OZmpU6cSFhYmADCysrJ8/vwZb29vvnz5woABA4iMjGTw4MFYWloiJSVFcHCwsFgdPnwYBQUF8vPzOXv2LEZGRujo6ODs7Exubi5xcXEkJCRgamrKvHnzMDExwdrampUrV4rTuKSkJCNGjCAkJIS9e/dy9uxZpk2bRmFhIW/evBF4y+bmZrKyshgyZAhOTk44ODiI1cbChQvp1asXVVVVLFq0iGnTplFSUsL48eOprq7mt99+Izg4mNGjR4sX/oEDB/Dz82P48OFISkoSFBSEk5MT3d3dhIWFiXGeqqoqx48f5/bt2zQ0NIjxtrq6uujbjxgxgs7OTmprazE0NOT48eOoqKiQkZFBVVUV586d48yZM8jKyvLp0yf69OmDnZ0dAH379hUVtYkTJ7JhwwbCw8ORlZUlIyODPn36kJCQgJGREW1tbXR3d/Py5UuMjY35999/hbq0q6tLOJk7OzvF7ldRUZGWlt+HV8UAACAASURBVBbMzMyoqanh8+fPLFu2TDQEvn79ypgxY5CQkOD06dPk5uaKQGB5eTn+/v6YmJiIF5+SkhIVFRUMGDCAp0+fMmnSJDHOLioqoq6ujsLCQrS0tASAoqcj29MI0dTUpHfv3jQ2NlJSUoKPjw8jRozAy8tLKG0VFRVZsmQJ+fn5pKenk5aWRmxsrHBqFxYWCuhRU1MTeXl5hIeHi8NpWVkZkpKStLa2EhwczNq1a1m4cCFr167l69eveHh4iAespKQklpaW1NTUMHjwYLZv386pU6fo06ePEP5oaGhw48YNJCQkWLp0qeBX92glezrAKSkpuLm5sWfPHrZt24azszMBAQE0NDRQU1NDe3u70P6OHz+etLQ0amtrmThxIh8+fCAgIECMYOfMmUN4eDg3b95ERkYGJycnDA0NcXd3x8TEhPT0dDQ0NNi3bx/19fV8+/aNx48f4+bmhp+fn1DzZmRkkJCQQFFREcbGxuJwGxcXR2NjI2PHjhVExfb2dg4dOsTUqVOZM2cOAwcOZMGCBRgZGVFYWCimFD1V4J7vV0REBCoqKkhISGBvb09DQwNRUVHY2dnx4sULdHV1GTduHA8ePMDS0pLu7m569eolDnMKCgooKytTWVlJe3s7jx494sWLFxgYGDBnzhwyMjLYs2cPP3/+5NKlSyxbtoynT5/i5eXFmTNnaG1t5cqVK3z58oW8vDxSUlJ49eoVJ0+exN3dnXPnzhEaGoqtrS2LFy+moqKC2NhY4uPjqaio4PLly6I++u+//zJq1CimTp3K58+f+fTpkxARHTt2TKzOYmJimDVrFgMHDuTatWvEx8ejra3NhAkTuHHjBhUVFairq/O///1P1Eg7OzuROnz48I6eepafnx+lpaWsW7dOyDna2toYP368CDUsX76c2tpa7O3tuXPnDsnJyfzxxx/ExMTQu3dvlJSUxNLd0tKSAQMG0KdPH9rb23F3dxcS+tOnTzNo0CAmTJiAiYkJVlZWGBsb06tXL8rLy7l06RKBgYEYGxujo6MjbtM94Z7evXvT0NCApqYmBw8eREdHBzc3N2bPni125z4+PpSUlKCqqsrw4cNJT0/n0KFDfP36lUWLFqGvr09sbCw/f/7k999/p7W1lfb2dhYsWCCg+jU1NSJs0NbWJrzOt2/f5u7du3z8+JEJEyZQXV3NoEGDSE1N5b///hMUpcePH/Pt2zemTJmCk5MTHz58oKuri9OnTzN37lxMTEwoLy8nJyeHx48f09raiqmpKZcuXSI9PZ0JEybg5+fH+/fv2bNnD0pKSqSkpDB+/Hjev38PgL6+PjExMejp6VFYWIienh6lpaXExMQwYcIEjhw5QkdHB35+fvTr109IXVJSUggJCeHbt2/MmzePbdu2ER4ejpubm9irPX78mAMHDvDp0yf69u3LmTNn6NWrl4CRVFdXc/36dfr27Yu/v7/oAx8/fhx/f3/BGc/JyRH1ljNnztDQ0ICHhwcvX75k5syZ7N69m/Lycvr168eePXuoq6tjzpw5dHd38+rVK2xsbOjq6mLq1KkiOJOUlER1dTU/fvwQMP7s7GycnZ358OEDHh4ebNq0CQcHB+7fvy+CJ7dv3yY1NZWlS5cSFxcnQnLm5uZCq2phYUFBQQF79+7lt99+49SpU2LcP3ToUN68ecOnT5/Iy8tj3LhxREZGoqOjw6dPn8jMzGTWrFloaGgQFhaGmpoaPj4+5OTk8P37d27fvs2gQYMIDQ2luLgYJSUlvn//jp2dHc+fP2fo0KEoKCiQnp5OS0uLYEb7+vpSWlqKh4eHkG6kp6eLG5qJiQnKysrExMQwf/58rl69KvbcampqbNiwQeRA1q9fL1YL8+fPJzg4mPfv3/P8+XOamppwdHQkJSWFiIgIdu/eTWdnJ11dXcjJyfHx40cCAwNRUVFhwYIFgu/c0dHBxo0bmT59Oq2trdTX15OWlkbv3r0BiIiIYMqUKdy+fZvBgwcjKyvLrVu3sLCwIDMzU5j9li5dysiRI6moqMDQ0JAnT57Q2tpKa2srDx48EBeECxcu0NXVRXp6OrKyskRHRzN69GgqKysxNDQU2Yrg4GAxYrx58ybu7u58+PCBQYMGoaioyLBhw8ShYPv27SgqKhIVFcX169e5efMmFy9epK2tjSlTpqCpqUlWVhZv3rwhKCgIeXl5GhoaMDExYejQobi5uREVFUV4eDj37t1j4cKFYifq4eHBs2fPsLa2Zu/evfj5+VFWVkZwcDA7d+5EXV2d06dPC+Rwe3s7KSkpBAUFsWLFCs6ePcvmzZsZPHiw6Ou7uroKhnlCQgL9+/dnyJAhmJiYCFpiUlISFy5cwMPDg6NHjyIlJYWfnx+ZmZlERUXx9u1btmzZIvrR3t7eZGZmkpSUxG+//ca7d+9Yu3YtUVFR9O3bl4aGBsrKyvD19eXMmTPo6+vT3d0tQndpaWmYmJgwbdo0zp07R0ZGBsuXLycyMpL//vsPNzc3jh49yqhRo9i9ezezZs3ixIkTrF+/XuBJHR0d6ezspK2tDSsrK4qLi8nLy2PRokXs3r2b3r17C/2sg4ODIMC5uLigqqqKq6urkNC0tLRw8+ZNnJ2dUVJSEhXbkSNHUl1dTe/evWlpaaGqqopVq1Zx9epVpk2bxpo1a3j16hXDhw+nrKyMnTt3smHDBuTl5YmKiqKpqYmysjIhOho+fDhjxozBy8uLN2/esGXLFoGYraqqEvVLdXV1TExMhAp0/PjxtLe3o6enJ+BGXV1d5ObmUlNTw6xZs7C3t0dDQwOpkydP7khMTERXVxcdHR0qKyspKChAU1OTP//8E0lJSeGm3r17Nzdu3MDR0ZHs7GwuXLhAr169SE1NJTQ0lNTUVGRlZbl//z56enqUl5ezbds2srOzBeHpypUrSElJ4e/vj4SEBJs3b8bMzEwI0V+/fi0SigkJCejr61NfX4+ioiLfv3/H29sbSUlJXr58yePHjwUtqgdcMH/+fCQkJMQXsid8UV5ezpIlS7hz547YT4eFhTFx4kRevXrFs2fP8Pb25vr16zg7O3P9+nUaGxsZMGAAGhoa/P7778TGxmJgYEBlZSUfP36kpqaG0NBQTpw4QXl5OZmZmSQmJuLl5YWmpibJycnIyMiIW21KSgo/f/5ET09PVKZ6bk09UoietHJ1dTVLliwhOjqa6Ohourq6MDMzE8zvzZs3U15ezrdv34Qar7q6GgUFBczNzQVIRE5ODk9PTwDh8/Xz88PZ2Zn29nZ+//13YYPR1tamu7sbJycnDhw4wLBhw3B1dcXS0pKqqiqsra2xsbHBwMCAY8eOce3aNSorK1myZAnFxcUMGTKE8PBwhg0bhr6+Pp8/fxae446ODj5+/MjJkydF+rKhoYG2tjbS0tKYOXMmZWVlGBoairrTtm3bqK+vF0xhHR0dkcQeNWoUioqKpKen4+3tjZKSEk5OTnz79g0NDQ2mTp1KQUEBXV1dHD9+HE9PT6ZMmUJraysXLlxg5cqV9O/fHxkZGdzc3MQDuFevXqiqqoqQS2RkpOjuGhsbs3z5cmHemjNnDrKyskLA4OXlJRSHFRUV6OjooKWlhaurK6amphgYGLB8+XKGDh2Kvb29gD30YHVfvHiBrKwsNTU1/Pz5k4cPH/Lnn39SUlKCt7c3s2fPFuuRkSNH4uTkxNy5c7l//z7v3r3j6NGjHDp0iISEBCwsLLCzsxPu6B5GwN69e2lpaUFFRYXMzEycnZ1RVVWlvr6euro6amtr8fT0JCQkBCkpKbq6unj8+DHR0dE4OztTXFzM6tWrCQ0NRU1Njb/++ouHDx/y4MEDvnz5Qnd3t7BT9ezdCgoKqKmpYdSoUSIMZ2RkhISEhAi7BQUFceHCBfr378+NGzeQlZVl6NChdHR0ICcnh46ODoGBgQQFBdHW1saYMWP49OkTU6dOZdOmTRw/fhwzMzP++ecfAAoKCtDT0xPc9QEDBgjH8/v373Fzc+PZs2eUlpby7ds3Ro8eTXJyMtevX6ezsxMVFRVkZWXx9/enra0Nc3Nz0tLSRM/c19eXCxcuUFVVha2tLW/fvuXQoUPiFtjTHLGwsKC1tVXc6iUlJbly5QrTpk2jo6ODkydPEhYWhq+vL2/fvhUwp8rKSlF70tfXx9TUlPT0dME26N+/P0FBQfz1119cv36drq4utLW12bVrFwAhISGCNDh9+nTCwsIYNGgQurq6VFRUcPPmTaZNm8aRI0dEAO7Vq1cUFBTw8OFD+vfvT0dHB5KSkiKf0tjYSFZWFsXFxbS2ttLU1ISamhqXLl1CVVWV+fPn069fP3bt2oWcnBzl5eX8+vWL7OxsEhMTKSwsREFBgdraWj5+/CimQ5mZmWhpaQmM6tixY/nvv/9YuXKlCKD17t0bRUVFZGRkxMStoaGBPn36MHv2bEJDQ7GysqKhoQEbGxuamppobGzE3t6enJwcEhMT2bZtG+fPn2fGjBno6+uTmprK6tWr8fT0xN/fn9evX2Nra8uPHz/YuHGjOIh1dXUxe/ZsMSWRkpIiPT2dwsJCbGxs2LJlC76+vjQ3N7N8+XJ+/folDsk92YJBgwbR0tJCfX09AwcO5OHDh9ja2jJo0CDu3r3LkCFDhGRk3rx5zJs3j0ePHonP5efPnygrKyM1bdq0HZ6entjY2GBhYcGGDRsIDg4WruAdO3agpaWFnZ0dGzduxMzMjEePHjFp0iRmzpwp+N+7du3Cy8tLBBBkZGSYNGkSRkZGrFixgqKiIpSVlVm8eDGampr06dOHa9euCQnBb7/9RnV1NUOHDqV///5MmDABdXV18UvIycmhrKzM4MGDGTZsGHJycpSUlDBx4kQUFBTw8/Nj37599OvXj+7ubpFUTU1NpX///rx9+1YYf3qIZQMHDsTS0hI1NTViY2N58uQJd+/e5fHjx3h6etK/f38+ffpES0sLgYGBODo6IikpibW1tdjvdnZ2oqOjw/3795k1a5bQ47179w4TExN27NhBXl4e3t7eGBoaEhUVhY6ODvPnz+fYsWMsWrSI7u5ulJWVsbOz48GDB9y7dw9lZWWKi4uZMmUKenp6HD9+HHd3d/GSPHHiBGfOnGHRokXIysqyfv16DA0N0dbWJjMzE4BTp04RGhpKRkYG69atEzeuoKAgzp49i5ubG3V1ddjY2DBnzhz69+/PxYsXmTlzJmfPnqWmpobExERev36NtLS02Pc2NDRgZ2cnDGaqqqr8/fffDBo0iKysLGJjY7G3t8fJyUmgKGtqakTavaamhoqKCoYPH46Pjw/+/v5oa2tz7NgxwsLCWLZsGSdOnMDCwoJ9+/ahp6fH3bt3RWDk6tWrDBo0iF27dokH48ePH2lsbCTl/1F1pmEhpm8fPolWadNeJKJE2qOkIlLZkn1Jdg1ZRyFZBkNDM2X/IzvZtyISFVoJJRWlBe37HlreT93H8c5H82EGT89z39f1+53nu3fY29vz8uVLoZvs3bs3tbW1ODk5kZycjIyMDLt37yY8PJyPHz+KylNgYCB1dXWEhISgp6fHqVOnKCgoEMafHz9+0N7ezqNHj0S1LD4+nqKiImRkZOjs7GTSpEns3buXGTNm0KdPH/EBlpGRISQkBEAEf7qVfzY2Nhw5cgQTExMCAgLw9vampaUFfX190tPTkZeXZ9q0aVRVVdHV1SV+/fHjx8jIyBAWFoa+vr5QvtbW1oqXZGdnJ/Ly8rx8+ZK2tjaRiL116xbJycmcO3eOf/75h2XLluHr60tTUxN79uzB2dmZyspKpKSkuHPnjhgT6ujoEBUVxfDhwwkLCxN6Rjc3N0JCQti0aZPoFgcGBvL27VsMDAxoamoiICCAtrY2Fi5cKMxsT548QVVVFVtbWxwdHblx4wbz5s0TB7SbN29y+fJl3N3d6d+/PxoaGly6dImysjJMTEwwNTUVqFtNTU3c3d1Fm6BHjx707NmTwsJCvn37xrFjx+js7CQ9PR1lZWUaGxtpaWlhzZo1rFq1isjISOGVP3/+PJMmTSIsLAx5eXkiIiJYtmwZO3fuFB+t/Px88ezV1dXh4+NDa2srHz58oE+fPmhqavLjxw8R3r1z5w6nTp0iPz+fp0+fihH+vHnzuHXrFgcOHKCxsZGGhgbGjBmDtLQ0x44d4+HDh8TGxnL+/Hnq6upwc3Pj2bNn/Pfff6KD7+HhQUVFhfgAysvL4+rqyrBhw3j48CGenp5ISkoK+9Px48cJCwvDxsZG/H/X1NQQGBjI6NGjqampQVlZGWtra0pLS8VFbvLkyWRnZ1NQUMDs2bORkpLCy8uLvXv3YmlpyZAhQ3B3d6d3795IS0vz5csXpKSkiIuLE+vIFStWiHXR9evXGTduHC0tLdjZ2TF8+HBevHiBoqIiSUlJ2NnZCYJi9+02MzOTpKQkIV+Sl5dn8eLF6OrqUl9fz/Pnz3FxcRErnm7D34sXL/Dx8REWslmzZvH333+zYMECZs+eTW1tLRISEly5coXm5ma+fPmCl5cXRkZGlJSU4OHhQXl5OYmJiWzfvp2kpCT69u0rIE3dtq2oqChevXqFvr4+e/bsoaWlRYzL+/Xrx/fv35k1axajRo3C2dkZeXl5caA0NTXl69ev3Lp1i/Xr1zNmzBgGDhyIpKQka9euReLkyZO7FRQUKCoqEoo/X19fPDw8yMjIwNnZGSMjIy5cuICenh4uLi5s2bJF7CtkZWXJzMwkPj6ewYMH8+jRI379+kVUVJQArMyYMUMII/bt20evXr1QUVFBQkICU1NTFi1axOnTp/H29ub+/fs8fPiQ0tJS9u3bh6urK5WVlWhoaHD9+nWqq6spKipi/fr1wq71+vVramtrGTZsGDdv3hQvg25qWGNjI2/evOHatWscPnyYkpISVq1ahby8PNHR0Tx9+hRra2tev36NkpKSIAx1d1a7ReeLFy9m4cKFODk58evXL+zt7WlpaeHHjx/4+fmRnJzMiRMnSElJYerUqZiampKSkoK5uTlDhgzh2LFjhIWFAXDgwAHmz59PWVkZ48ePJzMzU/DYm5qaKCoqorOzk4yMDA4ePIixsTENDQ3Y2tqSnp7O6dOnqa6uRkJCAnl5eeGCDQkJQUFBgcLCQr58+UJVVZXAKSooKHDo0CHxA9S7d29evnzJnDlz8Pf3559//uHUqVMCWbhq1SpUVFRwc3MTJ//uv3stLS0B7Rg5ciS5ubkYGRmxceNGpkyZQnh4OCtWrCA/P1/UWNTV1amoqKBv374CZ/jkyRMhalmwYAGTJk3iypUrbNq0iQ8fPgAwcOBArl27RmhoKJ8/f+b8+fOEhobSq1cvFi1ahIyMDJWVlcTExFBWVoa5uTk/f/5k6NCh/O9//xP7ou6XqKKiIurq6lhaWrJo0SIcHR2FCEZBQYHp06ezfv16tLS0BKqysLCQzZs3ExMTw+3bt5k3b55w2fr7+2NiYsLAgQMFVMXe3l68LPPz81m+fDnt7e3MmjULBQUF1NTUMDQ05OXLl5w+fZr379+joaFBTk4OVlZWNDc3i+qSn58fFRUVJCUlkZSUhI2NDYcOHWLo0KF0dHQwe/Zsgbft06eP0DKqqamhqqqKo6MjZmZmmJqaMnHiRCoqKtDU1ERJSUmEj+bMmUNlZSVubm7cu3cPCwsLkXBvbGwUob6amhqSkpJEm+H169fk5OQQHh7O1atXOXjwIF+/fqW6ulqIO5KTk5k7dy6TJ09GQkKCwsJCmpqa+PnzJ83Nzfz8+RM1NTVMTExQUVHh8+fPoupiaGgoVm8LFy7kx48frFq1itzcXMrLy0WozdPTk3HjxhESEsLt27dJSkrijz/+EKn/7o75sGHDUFBQ4OLFi+zbt4+UlBS6urqoqKhgzJgxfPjwgcbGRmxsbMjLy8PV1ZWUlBQBI1q5ciUqKircvn0bS0tL5OTkxKRvw4YNjBgxgj/++EPceisrK+nXr5+ooFVXV7Nr1y7MzMxQVlbG29ubI0eOCGxztxP6ypUr/PjxA29vb4yMjIiOjqasrIxz586RkpLCkiVLWLt2La6urigrK3P37l1yc3ORl5enZ8+e/Pr1C2lpaYyNjbl58yZdXV38+++/gq99//59RowYwffv39HS0hIVpezsbN69e8eIESNEkKtbqTxixAjMzMyoqalBW1sbVVVVBg8ezMWLF3n79q3IbmRlZSElJUVXVxcmJiYkJiYSEBCAubm5gHLFxMTw6tUr3r9/z+PHj7G3txc77oyMDJqbm9m/fz9WVlaMHDmSkydPsmTJEmbPnk1MTAy+vr44ODiIFezx48fFhFdHR4dHjx4RGhrK/v37+d///sfYsWPp6uqirq4OKSkpRowYQUJCAjNnzqS8vJyBAwdiZ2eHtLQ07u7urF69mnHjxjFnzhz69++PlJQUSUlJbNiwgaFDh1JTU0NbW5uAUs2aNYtTp07h4+PD+/fvWbVqlaiddhvb1NTUhEP927dvglvg4OCAvb09CgoKJCQkMH78eJ4+fSrCpd3KzpMnTyLR1ta2e+DAgejq6pKQkICXlxeKiooEBwdz5MgRnj59irq6OnZ2dty8eZMdO3ZgZmbGpk2b+PHjB4sXL2bQoEH06NGDffv24ebmhoGBAUOGDOHcuXNcvHgROTk5tmzZQltbG4GBgQQHB9OjRw/Kysq4e/euEKkvWLAAbW1tHj9+zPDhw4mJieHAgQNERkZy+/Zt3rx5g5mZGTNmzEBXV5euri569erFkCFDCA4OZsaMGXh4eODv78+7d+/YsGGDAPH//v1b7IV69uxJfHw8EhISZGVloaamRkREBF1dXQQEBBAWFsb79+8ZMWIETU1NyMnJERAQwP379+nVqxehoaG4u7uLF8O9e/dob29HT08POzs7/P39kZeXF+o/Pz8/Ro4cyfnz52lubkZfX5+dO3eydu1aRo8ejZycHPHx8Rw4cICOjg6mTJlCbGwsCgoKSEhIALB06VKioqIYOnSogNOMGjWKyZMn0+0z79u3LwMGDMDJyQlDQ0Pc3NwEAUhGRobq6mrmz5+Po6MjycnJTJ48mYqKCsrLy/nx4wfv379HT08PDQ0N1qxZg6+vL/7+/vz111/s2rWLefPmcfbsWSEm+fbtG3Z2dty5c4dz586hra3Np0+f8PDwEB/h4cOHM3HiRLy9vQkMDMTMzAxtbW369euHjY0NDx8+FFODwsJCQkJCiIiI4MOHD0yYMIFevXohJyfH06dPGTlyJHPnzuWvv/4Susphw4bR0NBASEgIaWlpBAcHY2try4ULF4TuNCoqiq1bt9LR0YGZmRlpaWlUV1eLTqmnpyeHDh0iLi6Ompoahg8fLqhS3RmFqqoqJCUliYmJ4ejRo+KQ+P79e9auXYuOjg6XL19m9OjRJCYmIi0tTXh4OIaGhpSVlVFVVcWRI0d49eoVlpaWZGRkEBISwoMHD2hsbCQuLo7o6Gg2bdokQCja2tokJiayZs0apkyZwtatW3n16hVRUVEsXryYrq4uFi9ejLy8PH///bf4IFtYWJCens7SpUvp3bs3srKyxMXFoaOjI/6Mp0+fztmzZ4WhqaysDF1dXYqKipg5cybZ2dk8efKEoKAgevXqJUJkv379ory8HB8fH5qamtDX12f58uXIycmJKtnkyZP5/fs348aNo76+XjxPr1+/xsTERBCwuqdgCxcuJDMzkwMHDgCIF3s3xbD7o9td+3z79i2fP39GVlYWCQkJzM3NeffuHbW1tXz9+pXhw4fT0tJCVVUVaWlp6OvrY25ujr29PWZmZlhYWKCnp8eyZcv4/fs3gwcPJi0tDTc3N9rb23F3d+d///sfL1++ZNKkSWzbto2BAwcyYcIEvn//LuBB/fv3Z8SIEWRnZ7NkyRLq6+s5e/Ysx44dEzayL1++UFJSwq1bt9DR0RHhura2NtatW8fevXsZNGgQDg4OXLhwgU2bNmFra0tzczPt7e3Iysry+/dvHB0dMTAwQFZWlr59+2JnZ8fly5fZvn073759Y9u2bdTV1eHo6IiXlxdqamo4OjpibW3N3LlzkZWV5ejRozQ2NhIZGYmNjQ1ZWVn8/PlTqGtfvnwpiGxJSUmiztmnTx9Wr15NdnY27e3teHh4cOLECUaPHs3FixcJDAzk+/fvVFdXo6GhQWtrK1++fEFbW5vXr1/T1NQkrFnKysrk5eUhJyfHnDlzGDJkCIaGhoJXf/z4cWpqati9ezceHh5s3bqVf/75BxkZGYYMGUJDQwPHjh2jpKREBJf37duHkpISffr0EUjPOXPmsGnTJkaOHMnixYvZs2cPsrKy1NXV0dDQQEtLC2lpaVhZWbFv3z4xOViyZAkXL17ExcWF4uJiVq9ezf79+4Vpr3uCa2ZmRmxsLMOGDePixYv88ccfWFtb8/DhQ6qrq6moqGDWrFkUFRVhaWkpREQ7d+7kzz//pLCwkODgYKqqqkSQ+fz584wdO5Z+/foRHBxMZWUl5ubmlJaWigq0RGZm5u7uj2t3XcPf358lS5bw6NEjrK2tWb16NQ8ePCA6OpqAgADWrVvHnDlz6OrqIi0tjbq6Oq5evSpAI6mpqZw7d07sLPz9/dm6dSva2trcvHlTlOF79+5NZWXl/wOVqKmp0drairW1Ndu2bWPjxo1MnjyZvLw8AfLo/kGWkZGhra2N2NhYZGRkOHPmDCtWrBBGreDgYF6/fs2NGzf4+fMnXl5eGBoacuLECby9vQVofvfu3Xz9+pXfv3+zc+dOWltbRTXn7du3mJmZcebMGb5//05ISAhubm74+vqybds2Xr58yf79+9m4caOoeBUUFBAREYGLiwvu7u5s3ryZpUuXoq+vj5aWFq9fv8bPzw8bGxvxQ9De3i7EFyYmJty/f5+DBw+yYsUKMjIyRN83LCyMrVu38unTJ7S1tYXj29/fH2NjY9TV1UlPT0dVVZVLly4REBBAtZB57gAAIABJREFUXV0ddnZ2TJkyhZKSEsLDwwkMDEROTk6M2ruraiYmJgKH2C3DePnyJStXrhTj9O4KmZmZGampqQwbNozs7Gzi4+ORk5MjPz+fpKQk4ShevHgxnz9/ZvDgwRgaGlJRUSFuHgsXLuTevXtoamqirq7OtWvXCAgI4I8//uDLly80Njair6+Pjo4OJSUlxMfHM378eEaOHMnWrVuF2s/S0pLExEQuXbrE06dPmTRpEps3b2bu3LlEREQwaNAgTExMaGhoEGQxc3Nz1NTUKCkpoby8HE9PT0Ezs7e35+bNmxw5cgR9fX2RLN2yZQvnzp0Tifrfv39jYWGBgoICvr6+5ObmYmNjQ05ODqmpqXR1dbF7926OHTuGo6MjkpKSXLx4EWVlZVauXElpaSmjRo0Sq4huu5i6ujqDBg1CV1cXCwsLzpw5Q2lpKSUlJVhbW9PU1ISfn5+o79TW1jJu3DixbpoxYwZNTU0oKyujq6tLW1sbJiYm1NTUCNuRmpoapqamSEpK4uTkxOTJkwkKCiI2NhYLCwt69OjBkCFDUFJSorGxEW9vb/FnWVNTg6enJxkZGSgoKJCZmUlpaSkPHz6kX79+qKqqkpubi6KiIleuXGHr1q0cO3aMX79+8e3bN8rKyvj777/5448/hI+gf//+DBw4UNz6FBQU2LFjBz9//mTlypW8ePECGRkZnJ2defDgAevWrUNOTo6LFy+ioKCAm5sbSkpKYlpWV1fH8uXLKSoqwtPTk6dPnxIVFUV5eTkdHR2Ym5szcuRIZs6cycGDB4VU5/Tp05ibmwshSnd6u7CwkLy8PDQ1Nenq6iInJ4dv376hqqpKQUEBq1evxtvbG1NTU5KTk7GxsUFBQUGgm3V1dXny5IkIRUZGRgoRT2xsLHv37sXc3JzU1NT/R6n79OkTr1+/Rl1dnZCQECZNmoSZmRkJCQl0dnYiISHBxYsXsbW1JTs7Gx8fH+Lj4/n27RsDBw4kMDCQoqIi0baxtLTk27dvVFZW8vHjRxISEtDS0hK45WnTphEbG4uZmRlOTk6cOHGCqqoqamtrefbsGcXFxRQVFYmDXFJSkvhINzc309DQwKxZszAyMqK5uRlzc3Nqa2tFnkNdXV1UORMSElBVVSUhIQEpKSkcHBzw8fHh+vXrBAUFcfLkSQYMGEB4eDh2dna8ePGCP/74g0+fPgkNp62tLcOGDSM+Pl6ATyoqKlBRUUFRUZGGhgaqq6tFkHLs2LFYWVmRm5tLjx490NbWZv/+/dy/f59ly5ahq6uLoaEh/fv3p6WlBRUVFfr27YucnByZmZmsW7eOxMREzMzMiIyMZN68eRw4cAAzMzPS09PR09Ojo6MDNzc3pKWlxeEsPz8fR0dHpk2bxvXr13n+/Dl3797FxsaGO3fuMGfOHK5cuUJkZCR+fn5cvXoVRUVFMjMzaWxsZMaMGUhs3rx5d2ZmJra2tpw5c4ZPnz6xePFi1q9fj4uLC2vXriUwMJDq6mq8vLwYPny44KfKyMjw6NEjwsPD2bp1K+3t7aioqNDe3s769eu5e/cubm5uZGVlkZmZybRp09i/fz8tLS3Y2try119/8evXL06cOMGMGTOQkZFBSkqK9+/fY2hoyKFDh9DX12fw4MFoaWmxfPlyAVz5559/MDIywsfHB21tbdTV1UlLS+Pz588UFxfj7Ows7EE3btwgKiqKdevWAYggWd++fYmIiMDMzIzW1lYhFnF2dubUqVPMnDmT6Oho0tPTUVBQ4NevX6J7nJmZydSpU+ns7CQ1NZXs7Gysra3577//BDZRSUmJuro6Ro4cKQI748aNIy8vT1B2NDU1hZUmKioKb29vPn78SHNzM8XFxcIlvXr1aqKjo0Ugpri4mJ07d+Lm5saQIUNYsWIF69evFyz258+fC8h/ZGQkkpKSNDc3o6KiwocPH+jo6KBfv35CyKGrq8u3b9+orq7Gw8ODc+fOoaGhwbBhw7C1tWX69OnU19cTEBDAnj17mDJlCsnJyYwaNYqzZ89ibW2NgYEB9+/fF2CGlJQUbGxs8PDwEGP9V69ecfHiRVG1+PjxI1euXKGzs1MoUK9fv05FRQW5ubnCPS0tLU1paSl+fn7CntRNmuv+GGVkZLBmzRpxgr1+/TqJiYli8mFhYSFqL69evRK37e6bk7u7O9euXSMjI4OOjg5MTEyYPXs2lpaWPH36lOHDh2NqakpUVJS46URHR6OsrExKSooIm2RlZeHg4EB7eztLly7lwoULfPjwgfXr16OsrCxAKl1dXcyYMYP79+8TGBjIwoULBaSkvb2dmpoaXr16hbm5OcuWLeP79+8MHTqUt2/fYmJiIvbPISEhxMTEICsry4MHD6ioqKCgoICcnBzy8/MJDAykra2N3r178+zZM5YuXcqOHTvYuHEjRkZGyMjIkJqaSnp6Oh0dHezevZvs7GyRk8jPz8fW1paWlhb+/fdfHjx4IIKIb968EWGsbu69u7s7S5cu5cWLFzg4OKCsrCzANB0dHWzevJnq6moBQvnw4QOenp7ExsYSGBjIjRs3cHFxwcnJiXPnzjF//nwqKyvFrjIvL49t27Zx/vx51q9fz5w5c5CQkGDv3r0YGRlRVFTEihUrOHz4MP379ycxMZH+/fvj6urK4sWLefHiBbNmzeLz588iYLt161YmTZrE0KFDCQsLw8PDg6ioKL5+/cr06dMJCgoSNSUfHx+8vb3x9vYWLgUpKSlUVFREB7m7yvnPP//g6elJdnY2ffv2ZenSpbS2tqKpqSlkHdOmTUNWVlZUfr59+8b8+fMF5MXQ0FCEm/bs2YOHhweysrLY2NiQm5uLvr4+KSkpKCkpid5y93McExODvb09RUVFqKmpiY+3jIwMixYtoqqqSkxLGxoaePfuHZ8+faKlpYVp06aJw/uoUaM4efIk2dnZGBsbs3jxYkFJzM3Npb6+HmtrayorKxk2bBgaGhocOXKEwsJCevbsKdZF3t7ejBo1Cg0NDWbNmoW/vz+3bt1i6tSp5OTkUFVVRUREBFu2bGHDhg2oqqqyfft2Xr58SWJiIleuXGHfvn2kpaWJ79OPHz/Q0NBg9uzZmJmZceDAAVpaWpg3b57oV2dmZnL69Gnu3bsnMgyVlZXCWDhkyBDevHlDREQEsbGxQiN85swZFi5cSEZGhthHJyYmYm9vz6BBg/jw4QPZ2dnimWttbUVRUZGQkBCUlZXZu3cvq1atIjo6mgULFnDv3j0iIyPp7OykvLxc5Bn8/f25evXq//Njz549m127diEtLY2npydNTU1IhISE7O7fv78gvnh6elJRUcHOnTvR0dEhMDCQy5cvc/v2bYYPHw7A5cuXsbGx4ffv34KV+vnzZ9HvrampISgoCAMDA7KyssQ4qvs0GBMTg7W1tdgXdfOCY2Ji6NGjB21tbaJrbG9vT1VVFe3t7YwePZq9e/fy7t07kR5ftGgRUVFRuLu7s2LFCo4dO4adnR2lpaW8fv2azZs34+joyKJFiyguLmbHjh1oa2vz+fNn1NTUxC398ePHSEtLiy62ra0txsbGBAQEcPToUcaPH88///xDQEAAqqqqrFq1iitXrrB+/Xru37/P2rVrBVxk0qRJTJ8+nYSEBAEW6N27tyBJdY846+vrBfh+xowZ+Pv7Iysry7lz5wQpztjYmMGDB5OQkMC+ffvo378/+/fvB+D9+/coKyujp6cnbpfJycnU19djaGiIhIQElZWV4jRcWlrK27dvWbduHbdu3eLnz59cunQJS0tLFi5cSG1tLXV1ddTV1SEhIYGZmRk5OTno6uqSkpJCZ2cnPXv2pKamhrKyMpycnAgICKCmpoZfv35x/PhxPn36xMKFC0lJSWHQoEFMmDCB//3vf6KP200lu3//PsHBwYKP3W13Wr16NV5eXvTq1YvGxkbev38vQoPdVLC///6bdevWce3aNTQ0NDh+/DiFhYU4OjpSV1eHn58fU6ZM4cCBAygoKPD792+8vb1FcLF7+vL27VtBp2ppaWHx4sXcv38fRUVFwSDIzc0lNjaWbdu2sWDBAj59+sSIESNwcHDgzp07FBcXU1ZWRkdHB/fv3ycyMhINDQ1+/PhBamoqERERvH37lq6uLqZMmcKOHTtwdnamtbWV5ORkZs6cyahRo1iyZAkrV67k8ePHIs1dXl6OmZkZqqqqHDx4UPTz//vvP1RUVAgNDUVBQQEdHR3y8vJQV1cnICCAmzdvUlBQgJWVlaib5OfnU1lZyYoVK6itreXPP//E3d2d9evXc+/ePUHo64Z8dCsF//rrL54/fy46v+fPn6d3796sWLGCzZs34+XlRXV1NVOnTqVXr17CxmVtbS1S8JGRkZSVlQnZSEpKCg0NDSIX4uLigre3N3l5eeTn52NjYyMODd0Wu6qqKrZs2SJujOnp6aSnp1NcXEyvXr3Iz88XJiUDAwMKCgrIy8vDxsYGKysrFixYgJeXF5WVlRw7dozHjx8LJOyAAQMoLS0lOzublStXij2nsbExJiYmnDx5Ent7e86dOyd4Ed3KyKNHjxIaGsrBgwcZNWoUgwcPFrv76OhogoODxbTp27dv1NTUsHPnTrS1tYUgZu/evaIFcvXqVTGlWbZsGWPGjGHt2rWkpaXx9OlT0aK4dOkS3t7e9OzZE0lJSWFF6+jo4ObNm2hpaQmIja2tLUVFRVRWVhIQECBwptevX8fAwIB3797R3NwsyIkDBw5kwIAB9O/fXwhzVFVVyc7OZtGiRSxatEjsoltbW1mwYAGqqqqoqqoyYMAAIbEpLS1FTk6OZ8+e8f37d1JTU7G3tycoKIiSkhLU1NTYsmULf//9t5hUdgcrt2zZgqmpqXCCdwNkSkpKGD16NFVVVdy+fZsdO3agq6vLjBkzePjwoZDINDU10d7eTmRkJMXFxaLF0c3jqKqqYsaMGZSUlDB06FBUVVX5+fMnZ8+e5dKlS3z+/Jnk5GR27dqFioqKmHYcOXKES5cuoa+vL5okDQ0NbNmyhaKiItrb24mPj2fatGlMnTqVpqYm9PT0CA0Nxd/fn8LCQnbs2CEO7LKyshw8eJC4uDgCAwPJzMzkf//7H3v37uXDhw80NTWJaVp+fj49Nm7c2HXq1ClaW1u5e/culpaWREdHk5qayogRI6ioqODz58/MnDmTu3fvoqSkxJgxYygrK6Ouro7S0lL69evHz58/qa6u5s6dO2zdupW6ujoSEhJQV1fHxsYGa2trkpKSUFNTo6qqirt37/L+/XsmT57MrFmzKC8v58SJE5w9e5bAwEAmTpwoKgXZ2dn/jzi1efNmfHx8mDhxIpcuXWLjxo1UVVWRkpLCvHnzqK6uZuzYsezfvx9TU1P++OMPtm7dioWFBX379gXg9+/fyMvL4+fnh56eHg8ePCAyMhInJye2bduGubk5J06cwM3NDTk5Oa5cuQKAh4eH0Knt2rWLiRMncurUKVGob2hoIDQ0FA8PD7KysnBzcyMjI4OJEyeyefNmvn//TmZmpugFJiUlUVFRwYQJExg/fjwfP34kPT0daWlpgf/rDjscPXqU+fPnU11djZ6eHgMGDCAiIoLOzk6BqewONGhpafH161f09PS4du0azs7OSEpKin21qakpHz9+FFCN7pteS0sLJ06cICgoiBMnTnD8+HEaGhp4/PgxJSUlKCoqcvHiRT58+EBSUhJxcXEkJyfz6dMnQkNDRU3r/fv3NDc3U1hYCECPHj3o6upi4sSJQoaQnZ3NwIEDef36NVJSUmJP1R2W697VA1haWvLy5UscHR3R1NRk586daGlpMWrUKMG9X7FiBaWlpRQUFGBgYCA6zqNHj6asrIzU1FRaWlrQ09PDzc2Nzs5OIiMjGTlyJM3NzbS1tXHixAlu376Nj48PWlpa7Nq1i8mTJ2NkZMSQIUOIjY0VmE19fX2UlJTYu3cvGzZsID8/n7Fjx4pUeGxsLKNGjaJ///4kJCRQXFxMTk4OISEh3Lx5kxUrVnD//n3Gjx+Pg4MD3f9cv34dVVVVLl++zIwZM9DS0hJ7/NDQUGxsbGhoaEBHRwcfHx86OjooLCwUfIS4uDhqa2tZuXIlSUlJWFpaUlFRgY2NDe/fv6e8vBxXV1ciIyNpamrCysqK6Ohoxo0bR0REBH/++Sfnzp3D0dGRa9euISEhQXx8PKqqqkyYMIHw8HBMTEwwNjYmJycHe3t7srOzaWlpoW/fvpSWluLg4EBzczOXL1/m2rVrPHjwQFjhoqOjOXDgAAcPHqS0tBQvLy8sLCz4559/SE5Oxt3dXbgKug/V3SG0ly9fsmbNGgAyMzNJTk6mtLRUwIKUlZUFnCY6OhpVVVVBWuv+We/Wpfr6+tLQ0ICFhQULFiwgMjKSe/fuMWHCBHR1dZk3bx6KiorMnz+fW7duUVZWRlBQEIGBgSIH8unTJ379+oWFhQWWlpaUlZUxZswYfvz4AUCvXr2ora0VqxNra2tUVFS4cOECU6dO5fHjx/z8+ZPW1lbc3d1pa2ujq6uLd+/ece3aNf777z+srKzIyckhOzubS5cu4evrS1RUFE5OTowZM4Zjx46JwGJ1dTUAOTk54jnpZgp0TwzHjx+PpqYmBw8eRENDg4SEBKytrRkwYACDBw9m9+7dSEtLs2LFCh4+fMi8efNITU1FT0+PvLw8vn37xsiRI8nKyhI3d0lJSXR1dampqWHChAnivbB48WJCQkJwd3entbWVoqIiJCQkGDhwIJWVlejp6SEjIyPG5G1tbeIwf/fuXdrb2zl69Cg7d+4kNzeXESNGoKGhwY0bN+jZsycyMjLk5eUhISGBn58fOTk5pKWloaenR3p6Orq6uri7u+Ph4cGaNWu4c+cOAwYMwM/Pj5KSEh49eoSMjIxwxvft25ehQ4eioKBAREQEMjIyhIeHIy8vz4gRI6ipqWHWrFl0dnaSn59PdXU1urq6rF+/ns+fP3PgwAFCQ0OFOezJkyfC9Ne9SjY0NMTBwYG8vDyhb+4G32RlZYk65oMHD6ivrwdg8uTJvHjxAomkpKTdzs7O1NfXk5aWxpMnT5CQkCA0NJSuri5UVFRIT0+nT58+SEhIMHbsWDIzM1m/fj3x8fEoKSnh5eVFfHw8CxYsoKOjAx0dHXbt2sXy5csF4L1///4cPHgQBwcHgZI8ceIEw4cPp7a2lrCwMAEy6L5lv3//ngcPHnDgwAGmT58u2N6pqakEBQVx48YNPD09+fr1Kxs2bMDS0lJ4TLt3Z0FBQezfv5+lS5fy7NkzAgIC+PTpE+/evcPV1RVdXV0GDx7M8OHDSUtLo7a2FlNTU549e8a8efOYPn06b9++FSOo0aNHc+DAAdLT0yktLUVfXx9JSUmysrKYMmWKmDqkpKRQXFzMiBEjxO/nwIEDHD9+nNbWVmRkZPj3338xNjYmNTWVWbNm8e7dO6Kjo5kwYQJVVVWYmppy+fJlFi5cSGxsLOrq6ty5cwctLS3WrFmDuro6I0eO5M2bN6SkpPDjxw+2bt0qEqqXL18mISEBOzs7tLW1efnyJe/fvycgIEBI4WNjY1mwYAG7d+/m7NmzNDc34+PjQ1dXlxCnHz58mFu3bjFnzhw2bNhAeHg44eHhGBsb8+zZM6Hqs7e3p6CgAF1dXWRkZMjIyGDatGmUl5fj5+eHk5MTy5cvZ+zYsXz//p1Dhw6hpKSEpKQkvXv3JjMzEzc3N+Tl5UXvNDQ0lKqqKlEPk5SUFFz19PR0fv/+TWdnJ11dXQJCY2BgwOfPn3F2dsbf35+CggJ0dHTIyckBoKOjg8+fP3PhwgUqKipoaWkhOzsbf39/Dh8+LFoFU6dO5erVq8jJydHY2MjIkSPFHvDTp0/iwNO9UzY2Nub27dsEBQXx77//4uHhwdixY0XwLDc3l7i4OKqrq4mKiuLp06coKSkRERFBfHw89vb23Lt3j/j4eN69e8eqVas4fvy4OLknJSWhqanJmTNnRAhLX19fZDdGjx4tqiOFhYViN+vs7MzNmzfR09OjqqqK/Px8oqKiePHiBbt372bhwoXIy8vT3NzM2LFjuX37NhMnThS5A21tbdatW4eWlpZQSwYEBJCbm4udnR2tra0C9VlTU0NVVRXZ2dliTJyens6bN294+/Yt6enpwg+/efNmpKSkCAgIEDjGXbt2UVNTQ0xMDPPmzePx48diXNvR0UFWVhYDBw7kr7/+Qltbm7Fjx7Jy5UquXLlCdHQ0ubm5LFy4kPj4eMaNG4eVlRXBwcGCR11VVcWIESM4fvw4P3784NWrV0RGRiIrK0uvXr14+/Yt+vr63Lp1C29vbwwMDEhJSaG2tpZTp05RW1srxBySkpJYWFiwZMkSwsPDMTAwEN7w/v3707NnT6qqqnBxcSExMZGsrCzCw8Npampi/PjxwrDXXU1bvXo1Li4uGBsbc+vWLcrLy7lw4YLw2XcnqXv16sXdu3fp7Oxk7dq1vHnzBktLSxwcHKipqREj6vXr1zN37lwSExNFFiAkJISNGzfy9etXSkpK8PHxob29nczMTF69esXPnz+prKykrKxMTMnWrl2Lu7s7Bw8eZOLEiVRXVzN06FBhC+tuEhw6dIglS5YIq1hnZ6fgfE+dOpX+/fvj4uJCeno6165dw9ramsjISKysrOjduzc9evSgqqqKPn36cO/ePTo7O7G0tMTKygoDAwOys7NRU1Pj9OnTLFmyBG9vb96+fYurq6tgLpSXlzN06FBRV+2eupmbm9PZ2SkAKAUFBRQWFqKnp4eFhQXKysoUFhaKPX7389ddGf7w4YOQAQ0bNow7d+4QHR2Ni4sLp06dIicnh+DgYObPn8+KFSuQlZXlyZMn9OnTh5aWFlxcXFi5ciWGhoaCCTF9+nSioqIE0fLnz59Cbzxr1ixcXFxYsWIF79+/Z9myZfj5+SFhbGy8e+LEifTq1YuEhAQiIiK4dOkSenp6LF26FF1dXQoKCpgxYwZRUVGCaT1u3Dh+//6NkZERFhYW7N27l9TUVLS0tPjw4QPGxsYsWrSI0tJSVq1axZEjR1i9ejWjR4/m6dOntLW18ebNG549e0avXr1wdHREQkJC3AZVVFQEc/vatWvCf5uWlsb+/fvZt28fioqKtLW1UVpaipSUFDo6OlRUVKCqqipqPN2nynHjxlFZWUleXp4AGcydO5fk5GTMzc0JDw8X5qhuxOnGjRu5evUqPj4+3L9/n0OHDnHx4kWmTZuGi4sL5eXlnDx5UugMU1NTRSDE3d1dJDFbW1vR0tLi+PHjfP/+naCgIJqamrh79y4zZ84kOTkZKSkp6uvryc3NZd++fQLuoqqqiqenJ58/f0ZdXR1FRUUyMjJYuXIlffr0EYn2OXPmoKSkxIkTJ+jTpw+lpaX06tULU1NTXr16xcqVKzExMSEmJgYjIyMyMzN58uQJGzduJDIyUoyZXr58yZIlS8Soc+LEiYSGhlJSUsLChQuJiYlhz5499OzZk8rKSiZMmCC6z91mq8ePHwvPdnt7u9h1d99GBg4cyLlz59DT00NBQYGgoCCRHo2MjKRPnz6CULZ//35Onz7N8uXLxX9XR0eH7du38+jRI4YPH05CQgKRkZFYW1uTmprKjBkzaGlpwdPTE1dXV/bt2wdAV1cXcXFx9O/fn7q6Otzd3fH19aWwsJBHjx4xbtw4SktLMTY25saNGwQGBuLh4SE68enp6RgZGREREcGAAQPQ0NCgra2NiIgIdHV1RX+0m0fs6OjI1KlTyc7OZuTIkdy9e5ewsDD27NnDzZs32bhxI+np6YwdO5Y9e/YQHx9PZ2cnT548wc/Pj+PHj9PW1oalpSXNzc2oq6uzZcsW9u3bR0lJCYsWLSI1NZXOzk7s7OyQkJAgOzubrq4uNm3axJ49e1i6dCl//vknbm5uFBcXM3XqVN69e0fv3r0ZP368yDVERUURERGBtLS0IOZJSUmRl5fHpUuX0NbWFpKTq1evcv/+fcrLy1FWVubhw4c8ffqUCRMmUFlZiaKiIgcOHODt27eEhYURGhqKtLQ0mzZtEhOGJ0+eYGVlhY2NDSYmJqSnp2NhYSHc1oaGhhQVFdHY2CgQu4cOHRLP/61btzh8+DDTpk2jurqaDx8+CErYmTNnBOnr58+fODs7Y29vz8OHD1FWVkZJSYmbN2+SmprK69evmTNnjoCN/Pz5E4AbN24QFBSEm5sbHR0dBAUFYWlpydevX3n37h09evRATk6Oe/fukZSUxNKlSxkwYABz585l8ODBIlNQWFjI1atXGTBgAKdPn2bDhg0oKiqK+qaCggI9e/YUdR8NDQ2ys7Pp0aMHb9++FdIeaWlpHB0d6du3L42NjXh5eZGXl8fy5csxNzenvLycw4cP4+3tjY2NDYqKiiQnJ1NbW4ufnx92dnZUVVXh6urK8ePHSUtLo7S0lPj4eFxdXWltbRU1WwcHB+Ew//btG5MmTeL58+dUVVVhZ2eHnZ0d169fR1JSkqioKGxsbJg9e7agBK5ZswY5OTnKysqYOnUq48aNIzk5mWnTphEYGChqWgsXLuT58+eYm5szYMAAAMaPHy9wzK2trbi6urJnzx4aGxuZO3cuPXr0YPbs2WRmZuLk5MTMmTOxsLAQwTNAHPCam5sJDg6mpKSEM2fOcPbsWcLDw5k9ezYzZ84kLCyMgQMHMm/ePA4fPoyenh5BQUHExcUhIyNDVlaWSLh3X+zCwsKYMmUKvr6+xMXFUVlZiaWlJV5eXixatAhFRUWkpaUZPny48I6rqKjg6OhIfn4+dXV15OTkcODAAcHc0NXVxcXFhYaGBkaOHMnq1atpb2/n69evtLe3iybO1q1bkZg7d+7ubnTb5MmTOXXqFOXl5QBISkqKU0n//v3FSGLUqFHU19dz7do1Yd9ycHDAysoKPz8/XFxciIiIYN26dXh5ebF+/XqOHz+OlZUVYWFhfPnyRVT9tAIdAAAgAElEQVSV+vbtK0hGHz9+pL29nVevXuHo6Ehqaiq+vr68efMGAwMD+vTpQ319PT9//hT1Jzk5OUpLSykrK0NOTo5Ro0ZRWFhIREQEmZmZNDU14enpSUhICDU1NUhISJCWloa8vDxnzpyhR48eNDQ0cPbsWezs7Fi6dClhYWE4ODjQr18/Nm3aJBKZzs7OgpXd2trKmTNnKC8vZ9myZYKWtmbNGlauXMm///6Lnp6esBpNnDiRR48eoaenx/Xr1ykrKxPrABMTE0aNGiXWENevX6e5uRlpaWmCg4MZMGAAxsbGaGpqcu/ePTEmd3V1pUePHuKDXlVVhY6ODiNGjEBBQYHJkydja2uLtrY2FRUV9OnTBx0dHdGpd3V1JSYmhoCAALq6uliwYAGFhYVYWloybNgwITLo7OwUysvq6mrRcbSxseHPP/9k7ty59OvXDx8fH16/fk1jYyPLly8nKyuLoUOHij1aQUEBqqqq5OTkIC8vz8ePH/Hw8MDV1ZXQ0FD27dtHYmIikyZNwsrKirKyMry8vPD29iY5OVm8VKKjowkPDxeo0ilTpnD69GmmTJnC48ePOXTokEj2GhgYiFNrcXExM2fOpKCggNjYWCIiIli9ejVRUVFcuHCBiRMnilzEhAkT2LlzJ6mpqVRWVmJtbY2ysjKDBg0CoK2tjQEDBpCUlISLiwtdXV1CQnHu3DlUVFSoqanB1dUVLS0tZGVl8fX1RV5eXqj/1NTUaG9vR1dXV5zcpaSksLe359GjR1y8eFHkE7oTxRcuXKC2tpY1a9awevVqHj58iImJCbKysjg5OeHr64uzszM5OTmMHTuWhIQEDA0Nqa2tZfjw4aIv+/z5c/EBffbsGWpqaqirq/Py5Uv27NlDv379ePfuHWfOnBFTMEdHR/EMrFy5UoxgCwoKSE1NRUpKikmTJrFs2TLi4+PJysri5s2bYhr27t07Tp48yd9//y32pM+fPxe7xaqqKpYsWUJcXBwnT55k+/btnDt3DiUlJSIjI2lsbMTMzAwTExN27drFuXPnyM/P58iRIygpKeHj48Pt27eRkZEhOjoaRUVFzpw5g6mpKY6Ojjg5OTFq1Cji4uIYMWIEJSUluLm58e3bNxoaGhg2bBj29vZ0dHRQW1vL0KFDMTExITIyEiUlJeFknjdvHs+fPxcrBA8PD8Fv2LFjB6WlpYwZM0b0zfft2yec7hkZGRgZGbFs2TIMDAxwd3fHyMgIeXl5IiMjGTp0KA0NDdy5c4c+ffpgZ2fH27dv0dDQ4Nu3b6LHnp+fz6lTp4iPj6empgYnJycePHjAokWLOHLkiPAZdNPUbG1tmTVrFr6+vqxevVo0ZG7evImkpKQITgL06dMHgIKCAhQVFenq6hJhu5SUFHr06CH+fd++fbl06RI7d+4UiFR1dXWuXLnCkiVL2LFjB69evWLGjBncu3cPe3t7Bg8ezPbt25GSkuLChQtcvnyZ8PBwFi5ciKenJwcOHKBnz548fPgQU1NT+vbtK3IzV65cQVZWFm9vb/z9/Tl+/DixsbFcuHCBAQMGMHPmTJ49eyaMiOXl5dTU1PDs2TNGjx7NrFmzUFFREeKOlStXsnv3bjZt2kRiYiIjRozgy5cvKCsrY2RkRFtbGyEhITx69Ihp06YxZ84cnj59SldXlwhjpqens2DBAgAyMjJEAPbChQs8e/aM6upqVq9ezcGDB7l37x7R0dHk5eUJyp2RkRELFy4kLCwMExMTTpw4gbW1NUOHDqWxsZH6+nomTpyIv78/Ek5OTrtzcnI4dOgQdnZ2pKen07t3b0xNTSkvLxcuWXl5eYYPH85ff/2FoaEh//77LytWrGDNmjVs27aNRYsW0dbWxpo1a9DV1UVdXV3sF7qpRVFRUTg6OlJUVISPjw+HDh1CT08PNTU1Fi9eTHp6OkpKStja2tLW1oaDgwNJSUkUFRVRX18vTl1mZmYYGhpibm5OZWUljx8/Zu/evQQFBTFw4ECKi4vp3bs3Q4YMwdzcHEdHR44ePYqKiorY6QUHB9Pc3MyRI0f49OkTjx8/xtHRUdzMDh8+LCoJ3angVatW0dLSwtGjR1FXVyc8PJy3b99iY2PDnDlzWLZsGVeuXEFLS4vS0lIxouxOXfv6+jJw4ECsrKzED4GmpiaXL1/mzz//xM/Pjzdv3og+6KRJk5g5cybFxcXioRk7diyJiYnMnTtX3AojIyOF67WoqIjY2Fjq6upISUkRqM5u3GF3yv7ChQt8/PgRS0tLHj58yPjx43F0dKS0tJTNmzczadIkpKSkyM7OxtbWFg0NDe7cuSOEF0eOHCErKwslJSWampqor6/n169f6OvrU1tbS0xMDE+ePOHFixf07NmT/fv38/TpU0pKSvj+/Ts6Ojr07dsXX19f0tPTmTVrlkB+xsXFcerUKf79918Bfblz5w7Lli0TLOIxY8aIsFF9fT2enp4sWbIEaWlpli1bhqmpKTY2NnR0dCApKcnQoUN59uwZqampeHl58fv3b8aPH8+zZ88YMmQIEyZM4M2bN7i7u6Onp8fZs2eRk5NjwoQJxMbG4unpSXl5OXFxcaKPX1VVJV4Inz594u7du+zcuRNNTU1qa2uZM2cOwcHBSEtLU1xcjIODAz9//qSxsZH58+cTExODv78/u3fv5sGDBzx48IBt27YRFhZGc3MzOTk54mOsra2NpaUlISEhzJ49m87OTpycnISZrrm5mYiICCoqKvjx4wcSEhLMnTuX+fPnY2VlhbKyMoqKily7do2rV68iLy9PQUEBjo6OdHV1oa6uLp7ZbtRutx2utLSU379/U1FRIdogv3//Rl9fHwMDA27fvs2WLVuIiori+/fvgu7X0tKCs7MzJSUlTJw4EUNDQxYsWMC6detIS0tj2LBhVFVVYWBgQGBgoBAexMXFsXfvXs6fP8/379+Fj/7Vq1ccPXqUmJgYNDU1xRSu2xKooKCAjY0NtbW1bN68mUePHqGlpcWDBw9ob29HQkICBQUFvnz5Qnt7O7169SInJ4fc3Fzu3r2Ls7Oz0IKWlpYyffp0Pn78SGFhIa9fvyYzM5Oqqiq2b9/OggULePHiBX///TdeXl44OzuTl5fHjRs3GDx4MB0dHaipqfH582dOnDhB7969hZkQ4OXLlyQlJVFZWSnERebm5ixfvpzz588LffDHjx+ZOXOmAOIcOnSIgoICpk6dKt6FlpaW3Lhxg9u3b2NlZcXly5dpamrCx8cHHR0dkpOTcXV1paWlBQBNTU3Mzc05fvy4CMkpKCiwbds20RnW0tJCXl4eKSkpkYfoBrFkZGRgaWlJZWUlysrKTJs2DVVVVd68eSNIkB8+fKCyshILCwu8vb3JysrCwsKCO3fusGDBAoFoXbp0KRkZGXR1ddGvXz9+/PjBmzdv+P79O9u2bePFixdiOmZmZoabmxsnTpzA09OTK1eu4OPjI3rts2bNIiUlherqajQ1Nblx4wZXrlzB0tKSnj17IicnJz6EL168YM2aNVy/fp0xY8bQo0cPEhISRGWvq6tLpO5HjhxJcHAw1dXV/Pfff6ipqYlq2a1bt7h06RLXr18nKiqKkJAQZGRkWL58OQoKCmRkZKClpSXCmBUVFZSVldHe3s727duRkJCgubkZKSkpvn//Tm5uLtOmTSM9PZ1Hjx5x//590tLS0NTUZNCgQUhYWFjsLi4uFk5SOzs7Pnz4gIaGBrW1tdy7d48NGzZw8OBB6uvrsbOzw9jYmAkTJhAVFYWlpSUnTpwAoLi4mMuXL7N7925Onz5NQkICT58+pby8XBDHLly4gIeHBxcuXKC+vp6IiAgSExM5cuQIioqKGBkZ0bt3b3r37k1bWxsPHjxg2LBhnD9/XjBjL1++TL9+/Vi8eDFKSkro6OhQUFDAtm3bhFu6ubmZ8vJyamtrKS0t5devX3h7e7N7925Gjx7N1atX0dfXZ8OGDVy8eFHUlEpKSkhKSsLLywtZWVnKy8sZPXo0mpqarFq1ipycHJqbmxk8eDCHDh2ivr4eTU1N4uPjCQ4OJjQ09P+oOu+3HvQ/7j/aaWmXdmmnoUhLJ4WcjMzIOubhhGOPYxwcx3FwjnEO36PDwbFKQjiEtLQkDe2lqVKRSlqK+4f7/ryv6/4HGtfn+rzH6/18Ph7IyMiQn5/PtGnTSE5O5vr162LE/PnzZ3x9fVm8eDG//fabkIP4+vrS2tqKra0t8fHxaGlpMXPmTMLDw1FTUyMjI4Nbt26hra3Ntm3bKCgowMvLi9u3b9Pe3o6NjQ3Dhg2jvb0dLy8vli9fTmlpKTY2NmRnZwOgra3NtWvXhJN77969aGho0NTUhK2tLRMnTsTJyYns7GxBeTp+/LgwXD158oS9e/eiqanJjBkzxHuVpJ8oLS2NtbU11tbWKCsrk5GRgb29PVZWVtTV1YkTvkR8v3PnTl69eoWpqSljxowhKiqKFStWUFhYiJOTE+7u7oSFhSEtLc3Jkye5dOkSv/zyCx8/fiQrK0vcSN3d3Xn27BmBgYHo6OgQGBhIUVGRUKL++eefhISEUFJSwtChQxkcHMTT05MZM2aQl5eHk5MThoaG+Pv7C3bAzZs3GTp0KDExMQLmM2nSJGpra1myZAnz588nJyeH4cOH09nZKcAMfX19REREoKyszPDhw/n48SNOTk5YWFjw5csX1qxZQ1BQEDU1NSgqKooqS0NDAx8/fuTixYv4+voyatQo9uzZQ0BAACtXrqS1tZWqqir279/PH3/8IQ5gg4ODfPjwgT179giJxNmzZ5kzZw55eXk4OzuTkpJCdHS0IGQNGTJE3A79/f2FSU9i4pJ0q3ft2kVZWRkrVqxAX1+fN2/e0NbWxrx583j//j0fP35k3LhxuLi44OjoiLOzs8iXdHR0cPr0abFgHjp0iE2bNpGVlUVBQQEqKir4+voiJydHRESEYEKvWbOGvXv38ujRIzo6Ovjhhx/o7OyktLSUhQsX8t9//1FYWMiuXbt49uwZoaGhIjcwdOhQwsPDefnyJWlpaUyaNAlzc3PU1dWpqKhg586dHDp0iG+//ZaxY8fS39+PlJQUZWVlzJkzh9mzZxMcHIyzszPXrl3D0tJSSHOuXLlCaWkpq1atoqWlhba2Nnbu3Mnhw4e5du0a165dY+PGjXz77bdcvHiR5cuX09zczP79+7lx4wYLFizg48eP/O9//2P79u04OjpiZGTEli1bCA4O5tq1a0RHR3Pw4EHi4+Px9fWltraW3t5eEhISCAoKEpMESU3s5cuX7Nmzh9TUVCEv2bdvHydOnBBeADk5OdatW4ecnBw6Ojps3LiRp0+f8vr1a4GzXbhwIXZ2dkRGRgrmeHp6OlJSUowZMwYLCwvu3r2LqqqqGO+Wl5ejqKhIT08PxsbGaGpq4u/vLzjeqqqqmJubExAQwNGjR/H392fRokVcuHCBGTNm0NPTI/wS+/btY8OGDVRXV1NeXk5WVhZOTk5MmTKFoKAgXrx4gY+PD729vfT09PD69WtUVFT4888/GTt2LLGxsVy/fp2amhrKysowMzPD2toaNzc3mpqaqK2tpaysTIg/amtrmTp1KsnJyXh4ePDVV19x8OBBJk2axNq1a6mvr+fSpUtkZWXR0tKCrq4uioqKHD58mL6+Pnbv3k15eTn//vsvM2fOxNPTE29vbzGplZaWJj09HR8fH7S1tWlpaaGxsREZGRn6+/tZsGABX758Yfv27UyfPp0zZ85w5coVNm7cSEtLC4WFhfT19fHrr7+SmpqKlJQUM2fO5ODBg8g8ePBgX1dXFw8fPhTWFR8fH9rb2+nv7xc/bPv27QI+UVFRgba2NlpaWtjZ2fH582fevXvH0aNHCQsL4/379zQ0NAizVX9/P4GBgeK9rby8HCsrK9HbdnR0xMfHR1TGUlNTefbsGTY2NpSXlyMlJcXixYv5999/KS8v56effmLYsGG4u7vz4cMH9PX1KSoqorCwkIkTJzI4OIiOjg5tbW2kpaVhaWnJ9OnTCQ8Pp7GxERMTE+Tl5ZHU2RYuXMidO3d4/fo106dPp6SkRAgnJMi+06dPi4CH5ETY0dGBr68vLS0t1NfX09jYKAhF+/bt4/r164wePRoVFRUyMjKQkZHh9u3bIjzV39/PsmXLmDhxIm/evOHYsWO8ePGCpUuX0tvby7Bhw2hrayMoKIiRI0dib2+PlpYWqqqqaGhoUFRUhK+v7/83MpckiqWlpSkvL8fCwoL29nZ++OEHRowYgYKCAp6enuzYsQMbGxu0tbUFkL+4uBgzMzNGjx5NYWEh8+bNA8DMzIy4uDgaGxtZuXIl//zzD3/99Rc///wzNTU1XL9+nbS0NEGvkwBO/v33X+FHT0hIoKioSDCtraysyMvLQ0ZGhoGBAZ4+fYqZmRn9/f1kZGRQV1fH69evsbS0pLOzE3l5eS5cuEBubi7Dhg1DRkaGL1++8P79e3x9fYUnXVVVlenTp1NeXs6wYcN49OgRe/fu5dChQ/zxxx+MGDGC4uJi8vPzCQ8P58qVK7i4uPDp0yeSkpIIDw9n7ty5xMfHM3PmTH788Ud6e3sxNDRESkqK3NxcTE1NuXr1Kv7+/qSmptLQ0MCQIUPo7u7m0qVLfPfdd+jr6/PPP/+wfPly4uPjuXjxoiBVJSQkYGpqSllZGS4uLoJdnJmZSV9fHy0tLdy9e5eGhgZsbW25d++eMOl1d3ezd+9eurq6ePfuHWvWrCEgIAANDQ3c3NxQVlYWEhl1dXXMzMzw9PTE2toaLy8vmpub6e/vx8rKiokTJ2JsbMzUqVMJDg5GRUVF6DcbGxsZGBjA3t6ehIQENDU1UVRUZOLEifj4+DB06FACAgI4ffo0S5YsISUlha6uLi5dukR/fz9OTk5cvXqVyZMnc/jwYUpKSnj79i02Nja8fPmSnJwcTp48yYULFzAwMKC8vJy+vj7k5OQwMTHh9evXrF69WkhRxo4dK/jfsrKylJeXi7DnsGHDuHXrlsCEmpub8/btW0xNTbl+/ToPHjygtbWVyMhIAgICOHz4ME1NTURERJCVlYWlpSVFRUUoKiry4MEDUlJSaGhoICwsTLAhNDU1KSoqQlpaGj8/P8aMGUNBQQH29vZcvXoVe3t7fvvtNwH5kaSPo6OjUVNTo7q6Gh8fH54/f864ceOora0lKiqKOXPm4ObmxrNnzzhz5gx//fUXHz584P79+zx//hwXFxcOHDggNpkLFy5gZmZGV1eXeEKIjY3FycmJhoYGysrK2L9/P7q6uowbN44vX75QWFjI3bt38ff35/379wQFBQksrLa2tvC26+rqYmZmhouLC/X19SxYsIDm5maam5vFRLWkpITS0lK0tbUFLxzA3d0dNTU1DA0NsbS0xMPDg9OnT5OUlCQO4HPnzuX169c4Ozvj6+uLr68vSUlJTJo0STy9Wltb09PTg7W1NbW1tejp6WFsbEx0dDQdHR1YWlpiZGREZmYm5ubmSEtLi4lYSUkJhoaGYo2WIJs7OjoEO0PylDV+/HgKCgpQV1fnwYMHGBoakpOTg7m5ObKyskKhqa2tTVtbG3Z2dtjZ2aGhoUFCQgKdnZ18+fKFoqIiwsLC0NfXx9jYmNzcXNTV1dm1axdjxowhKChIvJW3traiqKiIo6Oj0OSamJiICYakvdTf3y+4GZLnGmVlZYyMjP4v6Sw2NpaoqCgGBwfF7fbQoUNiBGhqakpaWhqVlZWkpKRQXl5OVFQUWVlZfPjwgZSUFKysrLh37x6qqqq4u7szfvx4fv/9d6F9KykpEfB5yQcuoXFNmTKFmpoabt26xblz5ygqKhJjAcmGVVJSgoyMDGvXrqW8vBxdXV0WLlxISkoKycnJjB49WiQoNTQ02Lp1KzU1NQwZMgQLCwsSExORk5OjqamJqqoqHj58yN27d8nMzCQ2NpaamhrWr1+PsrIyAwMDGBkZkZ+fj4eHB46OjlhbW1NYWIienh4KCgpi9CsZ+8TGxvLvv//y33//sW/fPuTl5ZGSksLAwICnT58SGhpKamoqWlpadHd309jYiIWFBXfu3GHixIlERUVRU1ODvb29YLhraWmRnp7OqlWrGDJkiEAhmpmZAeDv74+BgQE1NTV4eHhw+/Ztenp6yMjIoLm5WSg3JV1ICwsL8vLyMDU15dq1a/z0009MnTpVjHL6+/t58+aNgK5MmjSJjo4OMZLV1dUlPDyc1tZWrl+/joODA3Z2dsybN0+M4FVUVHj//r0Im0yaNAlTU1MUFBQICwvDycmJ3t5e2tvbWb16tUhtS3ywki/hhAkTsLGxYerUqQIjqKCgwPTp0/+/qcXFixdFaCc9PR1DQ0PS0tIYNWoUbm5uXL58GSsrK8zNzdm6dSt3797F19eXzs5OwXivqKjg1atXIkMgoUVJFsXKykqcnZ0ZMWIELS0tFBUVoaCgAMCDBw9Yt24dOTk5Aj3p4uIiOOhGRkYsW7YMQNRr5s+fT3JyMtOmTWP//v3MmjWLqKgoOjo6RJf106dPGBoasmbNGtLS0tDU1MTFxYUhQ4YQFxdHR0cHbm5uYoGqqKjg8ePHQoYgwVreuHGDu3fvoqurS21tLX///TcaGhq0tLQQFxeHiYkJtbW1JCQkEBkZiaOjI15eXqSmpgpxSnNzMyUlJZSVlYmDmOQ7Z2JiQldXFz09PQJ2VF5ezqVLl3B1dSUvLw8/Pz++/fZbFBQUqK6uJiwsjMDAQEaOHMmYMWMAsLS0FB7vlStX8uHDB8rKypCVleXVq1fIyspiYWHB9OnTRYpZUncaP348MjIy2Nvbo66uTmBgIKqqqri6uooeupubG97e3nh6egougoaGBtLS0owaNYrU1FQsLCxEhsPPz4+MjAy0tLSoqalBSkoKGxsbZs2axc8//8zatWspKirCxsYGGRkZpKSkWL9+PXFxcQJ/KjEtLViwACkpKdLT0wU85dGjR8jJyTF+/HiuXLmCjo6OkKxMnjyZiIgIDA0NRT1MSUmJ+vp64WjQ0NAQ4Bpra2uhcHR2dqaqqkpsJgkJCUIKIiUlxYEDB1BWVqatrY2NGzdibGxMV1cXvb29ZGZmUltby/PnzxkzZgxv374VIpPo6GgeP37Ms2fPGDVqFG1tbaSnp6OpqUlqaqp4d580aRLJyckMGzYMT09PPD09SUtLo7m5GWNjY2pqavD398fJyYm+vj6x5n358oX+/n4aGhqoq6ujqKiIuXPn0t3dzbt378TkV0LwO3XqFIcOHeLvv//G1NSUlJQUURENDQ2lvLycjRs3cunSJcLCwjAwMKC7u1tokCUTYEdHR65fv05YWJiAaFVUVDBx4kTCw8Nxd3fn9u3bZGZmMjg4iL29PUVFRbi5uVFRUYGhoSEPHz5EVlaWy5cv4+bmxpw5cxg9ejSvXr0SlbP4+HgcHR1RVlampqaGHTt20NnZSU9PD9XV1WRnZ3P+/HnBn2hra+PFixei2y9Za2XWrl27r76+nn///ZePHz8yYsQIbGxscHV1FTCNwcFBli9fzsOHDzEzM8PX15cNGzbg7u6OrKwsq1atYsyYMezdu1cs+hIUo4aGhqDL7NmzhwsXLhAeHo60tDR6enrs3LkTU1NTuru7mTBhAikpKfz8888i6dfS0sKiRYvw8vKivr6egIAAbG1tefLkCcHBwcTExPC///2PFy9e4OLiwtWrVwW4X1dXl/Hjx9Pd3U18fDx79uxBVVUVfX19Dhw4gIODA7a2tigrK5OTk8MPP/xAW1sbCgoKSEtL88svvwgBhKmpKa6urpiYmKCqqoqenh7z58/HysqKp0+fUlJSwpEjR9DR0eH8+fNIS0uLgNzRo0f5+uuvCQ0NpbGxETk5OV6+fMmhQ4eIiYkRHmlZWVkuXbqEhoYG27dvZ2BggFGjRqGoqMiRI0eE9ODly5esXr0aZWVldu/ejZGRETt27MDT05NJkybh4ODAsWPHRNp19uzZnDhxgrS0NPz9/cW73bRp01iwYAEjRoxg4cKFbNmyBSUlJdavX09TUxO//PKLAKhcvnwZgJiYGN68ecOQIUNITk4WFhlJf18ig1dXVyc7O5u+vj42b94sUo/379/nyZMnBAQEcOjQIVxdXVFTU2PTpk1MnDiR1NRUVFVV+fHHH+nu7ubOnTuoqakJfKGOjg7y8vJ0dXXx22+/sXbtWg4fPsyNGzdEal5PTw99fX0uXryIg4MDR48e5dOnT/T09KCnp8eff/6Jt7e36IxPmDCB0tJSXFxccHFxob+/nzVr1mBkZIS9vT3nz5+nvLyc2NhYYez58OGDeLb5+eefmTFjBhs2bGDp0qVUVVVRUVGBvr6+qLAUFxfz7NkzpKWl2bp1Kx4eHvT09ODn50d2djZZWVnCOy2pjL18+RIpKSlhFEtOTsbW1pbKykoB8sjIyGDr1q18/fXXZGVlsXnzZvr7+2lra+PZs2f4+fnR2dlJbm4uFy5cwMLCgu3btyMrK0tCQgL5+fns3LmTM2fOiPc7JSUlzMzMCAsL49atW7x69Yq0tDSePn0qdLq//PKLcIk/evQIRUVFOjs7OX36NJcvX+bhw4dMnDiRzMxMJk+ezMaNGzlw4AAuLi6cPXuWRYsWMXbsWJYuXSoO4BoaGgKtq6mpyZcvX3B1dRXIZHNzc9LS0nj58iUtLS2EhoZia2vLp0+fRGpdVVUVTU1Nzp49S2trK9nZ2UhLS3P8+HGysrJ49uwZL168wNnZGUdHR3Jzc3FycmLp0qXo6emxbt06HBwc2LdvH+3t7fT09AhSoWTjWbVqFdXV1WRmZrJ3717MzMzIy8tjwYIFQk6jqqrKkCFDWLlyJQcOHKCtrY25c+eipqZGSUmJuEhIGAJPnjyhtrZWOBcWLVpER0cHT58+FcljCcnRx8eH48ePM3XqVKHXzcvLY+fOnaSnp/Pp0ydsbW0JDg4mNjaW7oETJl0AACAASURBVO5uJL4IiVY1JSUFNTU19u7dS15enoAapaSkYGBgQEdHBw8ePEBPT09kDL7//nuBzDU0NMTNzY0dO3YQEhLC1KlTBeP86tWrjB07Vri329vb2blzJ2fPnhVtn/Pnz2NiYkJzc7Oo5ZaUlNDW1oaNjQ0WFhZUVVUxMDDA69evCQ0NJTExURi6Hj9+zM2bN/nuu+/Iysqio6MDT09Pbty4wezZs4VhLyMjg8jISJqbm5GSkuLZs2esW7dO2Njq6+uF7MnW1hYdHR1RqXV3d8fExIRvv/2WgIAAgoODSU5O5t27d0yZMoW0tDROnz4tWhwLFiwQcLDg4GCamprw9/enrKyMb775RlRwJfmhs2fPCtvf6dOnGRwcxMfHR3wP8vPzBVZ43LhxeHp6IqOrq7sPIDo6WizA4eHh9Pb2MmHCBC5evMi4ceNYuHAhlZWV7N+/n8uXLxMfH8+1a9fQ0tISAAIzMzNOnTpFTk4OL1++FF00bW1tUlNT6evr49OnTxQVFVFcXMzg4KAosl+5cgVTU1Py8/N5/fo1b968QVdXl4KCAmRkZDh8+DDv379HVVWVL1++8OnTJy5cuMDDhw8pKytDXl6exMREzM3N0dTU5PPnz+JGL3GQnj9/niFDhuDs7Mzx48cxMjJCXl6e6upqOjo6BOKuuLiYlStXMn/+fAH62LFjB8XFxQJTamdnx82bN8nNzcXPz4/8/HzBspVslAUFBZSWlvLlyxdSU1P5/fffycvLQ1VVlYqKCuGO/uGHH0TgQqIHHBgYwNTUFHV1dUpKSsjPz2fu3LnCde3u7s7GjRvJy8vD3t4eaWlpJk2aRENDA2/fvmX27NnY2tqyY8cOEhMTWbVqFUFBQRgZGQmKXXx8PDY2NqIO19DQQHR0NAoKCmL0WFhYiJWVFWpqauzYsYOSkhKWLVvGkiVLqKqqQlZWlq+//prx48cLLvLixYspLi7Gy8sLKysrZs6cKfzHTk5OImC4cuVK2tvbRaJdT08PIyMjEhMTxVhZIpKZMGECz54948GDB2zcuJH3799z7NgxLl26hJGRET/88AP5+fmcPHlSNAo8PDyYOnUqs2bNQk1NjfHjxzNnzhwyMjKYOXOmwOru27cPGRkZvLy8MDIyQllZGRkZGUpLS/nqq6/4888/UVZWxtzcnIULF4pnhE2bNjF06FB+/fVX3rx5w82bN1FUVCQ0NJTQ0FCcnZ3R1tYW1KdZs2bx7bffis26vr6e9evXo6qqSnp6OvLy8uTm5pKens7vv/8uQn9KSkps3LgRf39/Pnz4gI2NDZqamri5uREYGMixY8d4/fo1u3fvxs3NTSA0IyIiGBgYoLq6WnRKDx06xPPnz4UlaPLkyejo6GBhYcHTp0+pr69HRkaG5cuXM3ToUOTl5Vm6dCmrVq0SEzNJFXHbtm3Iy8sLSpm/vz/S0tIUFxczcuRINmzYgKmpKVVVVVhaWgq2g6amJnV1dbi5uREZGYmuri4yMjL8/PPPmJqaYmFhwb179xg7diw//fQTKioquLi4sH79ej5+/EhCQgKjR48mKCiIx48fk5OTg7e3t8B61tbW4uDggIWFBSoqKgQHB4vMhZycHJqamujr66OsrIyqqqoYo2/evJne3l5u3LjBjBkzxGeckJCAjo4O2traSElJUV1dLfrEgYGB6OrqilFoX18foaGhzJ07lxs3bqCnp4erq6tAsfb09NDc3Iyenh6//PKLMJ65uLjg4+ODtbU1Dx48oLu7m7q6OgICAhgxYgTOzs7o6OiwevVqKisr0dDQQE5OjitXrrBhwwYePHhATU0NRkZGdHV1cf/+ferq6rh37x7e3t7o6enR0NBAU1MTlpaWBAcHIy8vT1FREREREWhra9Pd3S2qXXfv3qW9vZ3a2lqePn3K1q1bsbe3p66ujk2bNnHhwgWkpaVxdXWlpaUFWVlZDA0Nhc2su7sbXV1d0QJKSEggJCQEWVlZXr9+jZaWFmlpaejq6tLa2kp/fz/x8fEi//HTTz8hIyODrKwsW7Zs4cGDB6L9Mjg4yE8//YSvry+NjY38+uuv1NbWAmBnZ4eNjQ0HDhwQGYWAgACUlZVJSUlBWVmZxsZGEZLV19cnPz9fTDAkh7x58+axY8cOvv76awoKCsjPz2fp0qU0NTURFhZGzf9Ttkr2zhEjRhAZGcnXX38t9o8dO3YQGxtLX18fycnJwt9dW1tLRkYGN27cYOzYsWIiLKFipqSkEBMTA0BsbCzx8fG0tbUREBCAzJQpU/b9/fffAvIhSZkaGBiI0NmwYcOExPyrr77i7NmzHDx4EBUVFaFEi4+Pp7GxkZiYGMaNG8fDhw8ZPny4oMU4OjpSWFgoDEc6OjpcvHgRR0dHcnJyePv2Le3t7VhZWQnT0adPn0QXTWI1effunUhne3l5kZCQwLJly2hvbxdfxhcvXqCoqEhBQQEtLS1UVlaKG6Lk76ypqeHVq1d0dHQIZOf8+fMJDw/n+++/p7i4mM7OTm7cuEFSUpJQbG7fvh19fX0eP37MjBkzOHTokPCq5uTk4OHhwYoVK9i+fTtDhw5l/PjxVFdXExAQgLq6OvPmzeP58+csWLAABwcHWltbmTNnDiEhIaxduxYlJSVsbW0xNzcXbybe3t4oKyszYsQIsWBOmTKFnJwcxo0bJzjmKSkpfPPNNwwZMgQrKyv6+vrEO864ceNobm5GXV0dS0tLwsLCGDFiBKNHjxaUMUVFRTQ0NJCSkuLIkSOUlZXR0tLC9u3bRaWptbWVmTNnEhkZSVtbG9bW1jQ0NBATE0N9fT1dXV1oaWkRExMjpgMHDhwQXWYpKSm6urpwc3Ojs7MTPz8/jIyMhCHIzc1NjADb29vR0tISh7HVq1eLt0MHBwfevn3LkiVL6OvrY+rUqVhZWfH27Vvh4TUzMyMhIYHq6moGBwepq6vD0NAQDw8PnJ2dsbS0JDc3l0WLFmFiYoKVlZW4RUn6+/b29uJWKUnIVlZWMnr0aPE2WlRUREdHBydOnEBJSUk4jG1sbBg+fDiqqqqCfnblyhUWLVpEaWkpmzdvFqPYly9fCveuhYUFJSUldHV18ebNG/T19cnOzqa3t5f8/HxsbGyQlZUlKiqK9+/fc+LECdTV1QkPD8ff35+oqCjU1NR4/fo1np6e2NjYoKysLDCtkrZAfX09NTU1PH36FAsLC968eYOnpyetra3IysqK7nB7ezvnz58nLS2NqqoqPn78KGxOdXV1ZGVlUVZWRnZ2tvi77927x/nz5zlz5gxHjhwhOTkZHx8fTExMkJWVpa2tjVevXrFmzRqh+wwJCWFgYICRI0eybNkyHjx4wKxZszA1NWXIkCF4e3ujqanJpk2bkJGRobGxUTixMzMz0dXVpbm5GUVFRVJTU3n58iU2NjZ8/PiRiIgI/Pz8qKysJCMjg/7+fkHacnV1RUpKiuLiYj5//oyenh537tzB19eXc+fOYWRkRHZ2NtXV1Xz11VdiFO7t7U16ejqqqqp8+PBBXDikpKR48uQJXV1ddHd38/vvv/P582cKCgqQkpLCwsICR0dHAgMDMTQ0FMQ7V1dXCgsLUVJSwsLCAgUFBUaNGkV0dDQtLS0EBgZy5MgR0YYpLi7m2LFjIu9TXFyMoqIiMTExTJ8+nUePHokEeGtrK4ODg7S2tmJoaCgoZR4eHpSUlAh5hoeHB93d3Tg6OvL111+L6dnkyZP5/Pkzfn5+nDp1Ch8fHyHYkJKSwsTERLAXOjo6sLGxoaysTNDNRo4cKbrOe/bsYdq0aRw7doxx48YRGxuLj48PJSUlhIWFMTAwgJeXl2gixMTEYGVlxaNHj1BWVqaoqEhMtyQqYsnUU1FRUfyPycnJVFZWYmRkxP79+zE1NaWnpwcpKSlWrFghmj4ShbODgwOvXr3C3d2dqqoqAdnJyMjA2tqad+/e4eLiIiA+DQ0N9Pf3k5eXR0dHBwYGBiQkJLBx40Y+fPhAVFQUs2bNEiIggP/++0+8izc2NvLo0SMKCwuRkpLi9evXDA4OigvH6NGjMTAwwM7ODkVFRZ4+fYqMj4/PvoULFzJmzBhxM545cybTp08XowY5OTkuX77M3LlzSUpKwsvLixcvXojxubGxsSAJrV+/npEjRzJp0iRB75GSkiI4OJju7m5GjRoFQEREBHPmzBG4N4nTWFdXlwkTJqCkpISSkpJQYkoSivHx8YSFhTF//nzGjx/Ptm3biI+PZ+TIkSQkJAiy1OfPn1m8eDHDhg0jKSmJpUuXCkOO5D1bTk4OeXl5vvvuOxwdHfn48SOjRo0SG4ecnJzAMk6bNo3Ozk76+vqwtbXl0KFDyMnJMW/ePPLy8khKSiIxMREdHR3k5OQYNmwY1dXVzJ49mwcPHqCjo4OVlZWQfdjZ2TFz5kx6e3uRlpamvb1dcNiHDx/Oo0ePmDVrFjdu3BAqzbdv3wofsYuLCx4eHgLyMnToULy8vNi4cSPffPMNZv9Pk3nkyBE+ffrEmzdv8Pf3p6SkhKSkJGxtbVFRUeHUqVMYGxsTEhIibrpz584lJiZGpP537dqFmpoaEyZMwN3dnZiYGEJDQ3ny5AmpqalERUUxefJkMjMzycnJ4f79+0yZMoVff/2VPXv2oKKiQn5+Ph0dHdy/f59z587R3t6OsrIykZGRlJaWkpycTHd3N5aWlowZM4Z169aJikdRURETJkzAwsICPT09+vr6KCsrE0amqVOn4uvri5ubG3FxcdTV1aGsrMxff/2FkZERnZ2dZGdn4+3tTXJyMvHx8dTX1/PLL78wevRoNm3aREBAAOPGjWP79u08ffqUefPmkZKSwqpVqzh27Bjr169n4sSJODo6cvHiRWxsbJCWliYuLo61a9dSW1vLsWPHePz4MSoqKly7do1z585RWlpKXl4eFy5cwNnZmbS0NNrb28WtWU9Pj5MnTxIYGEhpaSmnTp2ira2Nx48f4+3tTVZWFuPHj0dbW5uUlBRSUlIEgzoqKopNmzbh7u4OwKlTp7CxsWH16tWoq6tjbm5ObW0tSkpKvHz5EnNzc4YPH050dDRv376lrq6OjRs3cvz4cQ4cOEBkZKRoGri6uvLnn3+SnZ1NR0cH6enpop88ZcoUgY319fXFwcGBoUOHcvbsWeEnllQxT506xfTp04mKiuL69ev89ddfaGtrk5SUREpKCnl5eaIqqaysTGdnJ+/fv+fBgwfo6urS3d3NkCFDBEFszpw5FBQUUFFRwT///IOLiwslJSXo6elRW1uLgoKCuO0BxMXFMTAwgLKyMtevX0dPTw8tLS00NTXp7e0V60RTUxO5ubmcPHkSAwMDpk6dyr59+5gyZQofP36kuroaOzs7QZv78ccfWbNmDXV1dcTExGBgYMCWLVuYPn06iYmJdHV1ISsrS3FxMffv38fe3p5t27ZRVFTEokWLMDU1JSAgQNSB7OzsGBgYECbCpUuXUltby71795gzZw4WFhaiTVJaWoqSkhLGxsbi/5O8CTc3N6OmpsaiRYtwdHQEIDk5mePHj9PU1ISKigrW1tb4+vqSmJhIcXExjY2NTJ8+nffv3wumA4CFhQWVlZW8e/cOV1dXKisrycvLY9myZUhLS7N582aqqqrQ1tYmMzOTRYsWkZOTw9KlS3ny5AkHDx5EXl4eNTU1LC0txYXGw8NDqJaTkpI4duwYxsbGyMjI8PDhQ7S0tNiwYYN4Tunu7iY6OppXr17R3t7Oli1baG1txcbGhtraWiwtLdmzZw9GRkYiES6xa23btg1NTU2cnJyIi4sjMjKS+vp63rx5Q21tLdXV1ZiampKcnIyKigqfP39GVVWVy5cvU1paiq2tLXPnzqWvr4/w8HA6Ojr4+PEjYWFhPHv2DAAfHx8CAwNpbGxk165dZGZmigCeZIqhq6sr9g8NDQ2++uorjIyMcHNzY9asWdjZ2Yk8TmxsLC4uLrS2tvLdd99RWlrKzz///H8nf1lZWfvk5eXx9vZGVlYWJSUl3NzcOH36NGfPniUwMJBdu3Zx9epVXr58yVdffUVaWhr6+vpUVlZiYGCAo6MjFhYW1NfXExISws2bN7GwsMDT05MPHz7w9OlTpk2bJvy3M2bMICQkhLy8PH777Td8fHy4f/++0O9JvMYbNmwgKysLPz8//v77b0pKSigoKGBwcJC3b9/S1NQk+MHv3r3DyMiIjx8/8uOPP7JixQrMzMx49eoVkZGR1NXVMWTIEFRVVdm0aZPQXaamphIeHs7w4cNFwtbX15f8/Hyqq6sJDg7GyclJcISfP3/Oli1bGDt2LAsXLqS9vZ1Ro0YJIcqJEydwdXVl8eLF+Pv7c/bsWRYvXiwCDFu3buX27ds8f/6c/Px8EhMTqaysRFtbm8uXLwuZga6uLteuXcPU1JTs7GxOnTrFuXPn+P7774mPj2f16tUEBQWJt6hDhw6RlpYGgJOTEzt37qSzsxNNTU2Bmo2JicHW1paenh46OzuFXau8vBwvLy+GDx/O/fv3iYuLE2PPH374gYiICObPn4+CggKjR4+mpqaGBQsWEBUVxdGjRwkODiYuLo6vvvqK9vZ2Kisr8fHxITMzU7zVSUQAISEhHDp0iIKCAlEV09fXJyEhQfz+SZMmieqMBDcaFxfH2bNnuXfvHqdPnyYkJIRPnz4xbtw49u7dy9SpU6mvr2fRokUUFxdz8+ZNbG1t6e7u5tOnTzQ0NAhN5pgxY5CVlcXOzk5o/7q6ukQQbejQoURGRjJ27Fh6enrw9/cnNDSU1atXs2fPHrZu3SoCVt3d3fT39wt61eLFizEwMODUqVOEh4dTUVFBcXExNTU1NDU1ERAQwNmzZ0XCWUpKiqamJv755x9OnDhBV1cXI0aMYPbs2WK61d/fj4mJCYWFhSgqKvLu3TtRIZNU0yTWptzcXEpLS3ny5AmDg4OCaiWREkRFRVFXV4eamhr9/f08ePCAsrIy4uPjuXr1KpGRkcIId+zYMQ4ePMhff/3Fhg0bCAwMFAnw6dOno6yszJEjR2htbWXixInY2NgwZMgQ5OTkWLJkCevXr+fkyZMoKSmRk5PDrFmz2Lp1K48fP2b58uXU1dWRlpaGmpoaHR0dIsi5bt06ysvLqampob+/n7i4OPz8/Ni7dy8pKSlMmDCBwsJCpkyZwqtXr7CwsOD27dusXr2a+fPns3btWoKCglixYoUIMh07dowjR44wffp0oqOjsba2xtHRkezsbG7evMnu3bvZv38/y5cvx9bWlszMTIFV/emnn6ipqeHz589ioiQnJycmSe3t7eTl5Ylp16dPnwgODsbR0ZGYmBhxUHj06BEeHh68f/8efX19rl27xsGDBykrK0NZWRltbW2MjIw4duwYt2/fJikpibCwMIyNjfH39yc/Px9LS0u+++47amtr6enpYdu2bcyfP1+QGxMSEtDS0qK1tVX8ThMTE4YNGwZAYGAgHR0dbNmyhYMHD6KgoICysrKY6lRWVgoc7adPn0hJSeHcuXNCeTxq1CjS0tL48ccfBWZaXl6eCRMmcP/+fXR0dERA65tvvkESaM7MzBSHr7y8PAYGBigoKKC3t5fRo0cTGhqKkZERHR0dNDQ04OrqiqurKzIyMhQUFGBnZ4e+vj7ffvstaWlpDBkyBCMjI3p6etDR0aGmpoZx48bh7u7O4sWLuXbtGr///rvISOnr6+Pp6UlsbCwDAwNoamoSEBCAg4MDvb29bN26FV9fX3p7e3nx4gXDhw9nxYoV+Pn5cenSJV68eEFgYCDnzp3Dz8+PxMREnJ2d8ff3R05Ojtu3b5OYmEhQUBBSUlKcPHmSJUuW8OHDB96/f4+mpiZVVVVs27aN5uZmcWvu7+9ncHAQa2trzpw5w9y5c5GSkiI2NlagrCsqKmhtbWXs2LHIvH37dp+hoSGysrI0NDTQ29vLwMAAbm5uSEtLY2BgwJ49e2hoaEBVVZVjx44RExODl5eX2Agl47fKykru3LmDv7+/+PAkG8j58+d5+PAhGhoazJgxAwcHB168eMGlS5fYt28f+vr6nDx5knPnzmFpaUlHRwdDhw4lPT2dtrY2jh8/Tk1NDd3d3XR0dFBfX8/27dt59+4dN27cEOniiIgINDQ0xKn1woULmJqaCqzqsGHDOHHiBL/++iv9/f3MmTNHdPw0NTVRUFAgLi6O3NxcvvnmG4yMjHj37h1tbW0C45eamsqZM2dIT08nMTGR5cuXo6ioSHFxMfb29gwZMoTAwEAAKioq6Ovro6KiQoxGt2zZQlNTE66urpiZmdHS0iKSpEFBQdy6dUsAWF6/fk1ycjKrVq3iv//+o7e3F19fX+bNm0dBQQGOjo50dnZy7do1Hj16hKurKy9evBDJ2t9++02c3nt6ehg3bhwfP34UY8kRI0YgJyeHu7s7y5Yt49KlSyQnJ/PkyRNmzpxJdXU1GzZsIDw8nHXr1vHo0SNRU8vNzSUnJwcrKythYwsODiYqKoq0tDQcHByIiIhAT0+P5cuXo66ujoKCghDES8KJq1at4u7du7x584YNGzawbt06jh8/zi+//IKGhobou/b09LBz507RSZeWlkZbW5u3b98KYEF0dDRv3rxBSkqKuXPnEhoair29PS9evBAAEB0dHcHhnjt3LpmZmVhYWGBtbS0AFdu3bxeLWEJCAjNnziQzM5OjR48Kc5KqqipHjx6lubmZoqIiEfRbs2YN1dXVuLu7c+7cOV69eiUwjYqKiowdO5aLFy9iaGiIs7MzixYtorKykqCgIGRkZETvWDKqzszMJC8vjzFjxtDe3s6mTZsYNWoUnZ2dXLhwAUdHRxwcHIT7WYLLff36tVj83dzcGDduHBkZGUyYMIEnT56wePFi3N3dOXXqFHl5efT09Ij3tJkzZ3LmzBlMTEwwMjKioaFBGJqsrKzw8fER6siysjLevHmDh4cH9+7dw83NTSSxvby8GD9+PL29vTQ0NHDlyhXU1dV5+PAhf/31F7q6urx58wZZWVmuXbuGtrY2iYmJPH78mKSkJBYuXIiWlpag00neqcPCwti9ezfKysrcvHmTb775hvLycuLi4nBzc2NgYIDIyEi+//57KisrKSkpISIiAkVFRc6cOcPSpUvp6enB0tKSFy9e8OjRIx49esSRI0eYNGkSmpqagqw4fvx4xowZQ2ZmJlZWVri6ujIwMEBcXBwGBgZoaWlhamqKubk57e3tGBsb09/fT2lpKTk5OQJr2tDQQGJiIhkZGQwfPpzm5macnJy4fPky33//PQ0NDXh4eAh50bt37/Dx8eH27dvCI75161Z0dXUpKSlh9OjRomInmZpIKkGurq48fPiQtWvX0tjYiLm5OTIyMujp6SEjI8OWLVvQ0dHhw4cPfPPNN0ybNo2IiAgKCwv5+PGj2LDLy8vZsmULRUVFIk9w584ddHV1sbKywtnZmZycHNzd3QUkav/+/YwcOZKHDx8KVra5uTmBgYHEx8cTHBxMdnY2Ojo6hIeHY21tzW+//cabN2/Q1NQUE9VTp06JEN2wYcNoaGjg6dOnODg4CHFQVVUVJ06c4L///qO1tZVp06Zx/fp15s2bR3Z2NiYmJvT09BAdHS0OB1paWqJSOXXqVI4ePcqKFStQV1cnIyOD7Oxs5s+fT0NDA69fv6a9vR1zc3PBwJ88eTL379+nsrJSWMpqa2uRkpLC1taW1NRUlJWVWbJkCS0tLWzatImZM2cSHBxMeno6SkpKHDx4kIKCAqysrPD09OSvv/4iJCSEL1++4O/vz7hx48QN3tPTk6ysrP9rpLO2tt43efJk2tra8PX1FQhRCby9qKiIZcuWoampiba2Nunp6SKApaCgwOnTp9HS0kJBQYG8vDxWrFghkGoKCgpcunSJFStWYGpqytChQwkLC6O/v5+ioiLmzJkjFixXV1dqamoEpEFXV5fExET6+/uZPHky+vr6REREEBMTw/bt29HT0+Px48esXbuW+/fvM2zYMP777z/Onz/Pr7/+yvTp0/ny5QubN29GTU2N5uZmlJSUkJaWxsbGhoULF/LmzRuys7M5fvw4mZmZ6Ovrs337duTl5fH09OTBgwccPnyYI0eOEBUVxdy5c/Hx8WHNmjVYWloKbvW7d+9QU1MTm6q2tjYjR44UJrHW1lYqKioICwtjz549zJo1SwSNDAwMMDMzo6SkBD8/P7Zs2UJPTw9KSkqYmpoyatQoampqOHv2LP/++6/w5Nra2iInJyfCWsePH8fb25uff/6ZFStW8OHDB4YNG8aWLVuIjIwUQAwbGxscHR3x8/MTOYXLly8zMDAgZO6SW8TLly/p7OxEX1+f+vp6+vr6eP/+PV5eXvz5558CSZueno63t7cAGOTl5fHlyxdWrVrFnj17hN2pr6+PhIQE0Sm3sbFBX18fGRkZWlpaBEUtKyuLiIgIYQPT1tZmcHCQwMBAli5dyqZNm1i8eDEaGhrs2LGD3NxckpOTaWxs5MCBA3R0dFBXV8eLFy84fPiwEF2oqqoSEhJCb28vlZWVPHv2jIqKCgYGBnjy5Amqqqr8888/lJaWMnnyZKKjo3FycqKzs5O6ujouX75MZ2cnAQEB/PfffyJZevToUVxcXJCWluaff/4RHXgTExMhrxgYGCAzMxM/Pz/RwR45ciQ///wz06ZNo7q6GmlpaZHk3rZtmwDLFBYWMmLECBFIMjIyIisrS1QDL126xPHjxwXC8s6dO5SWlhIUFMT+/ft5//49urq6FBYWsnfvXg4ePCiSridOnCA+Ph57e3uMjY3p7u7Gz8+PT58+ER0dTUJCAomJiQwdOhQFBQUqKipEfzUzM5OIiAjBzh4xYgTm5uZ4eXnR3t6Ot7c30dHRzJ07l127dnHkyBFWrFhBT08P3t7e+Pv7k5ubS1VVFYODgyQlJWFmZoaNjQ13795l27ZtSEtLs379emxsbIiPjxeyZBWHywAAIABJREFUod9//519+/aRm5vLsmXLsLe3p6enh0ePHqGnp0dSUhK7d++mq6uLqqoq5s6dS3JyMiEhIaxYsYKKigox5lZRUSEzM1OkfCXI2cbGRqZMmcI333wjhCTq6upERUWxf/9+DA0NaWtrQ1pamrFjx7Jt2zY2bdpEfX09ixcvFoa72NhYlJWVCQ4OpqWlhZCQEFRVVWlra2P9+vVcvHgRLy8vUlJSyMzMFBOEgIAAbt26xYkTJ0SeQ09Pj9DQUAYHBwVMyt7entraWqFl1dTUxNbWVjAbJMFYCTL0n3/+YdGiRZw4cYLGxkZKS0vp7+/nwoULvH37VkwfJk+ezLFjx7h16xajR49m2rRpvH37ll9++YVJkyZRUlKCtbW14NFLQqqSPIuFhQU//fQTubm5WFpa4uXlhb+/P/Ly8kLr6eDggIeHByoqKhw+fJipU6eycuVKNmzYwOzZszlw4AABAQG0tbWhpaUlDtR9fX3ikJufn09hYaHAQLu4uNDY2IiKigq6uro8fvyYWbNm4evri7GxMRs3bgSgs7MTgJ07d+Lq6oqbm5toYvz7779cuXKFvr4+EZxsaGgQ3HAdHR38/f2prKyktbVV2OuOHz/O+PHj0dHRITY2lvHjx2Nvb8/g4CBubm7Y29uL5zIJf0Di05aTk6Orq4sff/yR9vZ2gZwtKCjgzp077N+/H5k7d+7sk3hslZSUGBwcFGOJwMBAlJSUsLe35/79+wwODrJmzRqOHz/O8uXLhQnF2dmZI0eOMGXKFG7duoWrq6twJEuQdd7e3uTm5uLt7U1RUZEw3UhuoZWVlUhLSzNy5Eg+ffpEfHy8wIwaGxtja2tLX18f/v7+2Nra0tnZyYoVKzA0NERZWZl3794REhLCxo0buX37Nunp6Tg4OBAUFMTp06cxMDCgqqqK+vp6NDQ0hH7OxMSEP/74g8jISLS0tFi9ejXp6enk5uYydepUhg4dKkZCwcHBPH36lKFDhzJ9+nQ0NDT4+PEj5eXl7Nmzh+vXr1NVVcXs2bMJDw9HXV2dsrIylJSUBDt7+PDhGBsbC5/ykiVLePToEQYGBuTm5uLg4MCMGTNQUFAQvHAJglFJSYljx44RFRWFsrKyqDq1tLSgp6dHd3c3KioqZGdn4+joKLjQRkZGDAwMcODAAUaNGkV+fj579uzh3LlzNDU1oauri6amJsuXL+fVq1dYW1tz4sQJ9u/fT0VFBdu2baOwsJAFCxbQ39/P4cOHmTRpEv39/bx79464uDiamppETWbMmDE8fPiQ1NRUdu/eTVZWFg8ePCApKQmAW7du8fz5c/T19Xn+/Lnoz7548YLMzExSU1P5888/hdf42bNnjBw5klevXgmJSF5eHq9evWL58uU4ODiIA+XUqVPp6enhyZMnfPvtt9y4cQN3d3eMjIzQ1NQkKiqKiRMn4urqyl9//cWWLVtQUVHBwsKCjo4OjI2NuXfvntByStLzkyZNYvXq1dy/fx9TU1NqampIT0/ny5cv2NjYiKxBYGAgmZmZuLm5MXv2bM6ePStqI01NTeI7pKSkhJycHPb29ty6dUvUYoyMjET4Jzo6mtraWiwsLPj8+TOysrLExsZiYGBAfHw8AEOHDuXMmTN8/vwZKysrurq6UFdXF5v8vXv3WLx4MXJycty/f5/+/n5sbW3ZsGGDwAy/e/cOZWVlnj59SmZmJoqKinz11VeiXvXhwwc8PT25cuUKK1euJCsri+HDh/Plyxf+97//oaqqSnFxMaNGjeL27dtcvXqV0NBQ/vnnHyZOnMj169fZsWMHf/75J1lZWYSGhjJ27FgRRDMyMqKpqYnVq1czb948/Pz80NHRYdeuXdy8eZORI0eKcWFCQoJ43nJ2dhYd8oyMDOFUt7S0xNvbWwQIJSQ5CwsLGhsbMTIy4u3btzg7O4tq0MmTJ9myZQvZ2dlERETg6enJ8OHDyczMRElJia6uLuTl5UWi/cuXL1y9epXBwUH6+/vJzc2lsLCQUaNGYWdnR1tbGyUlJcTHx5OQkCCY97W1tVy8eJHJkyfj5OQkXPcXL15kxIgRvHz5UhDAMjIy8PHxYd68eQwfPlz4ymtqamhra+PMmTMsW7aMpUuXUl1djYyMDB4eHsKNbmxszIkTJ4SC9v3793z48EGkxyXcjFevXvHHH38gJSVFd3c3srKyhIaGClucJF0v+Y76+Pjwxx9/YG9vT319PQ4ODpSXl/Prr7/y6dMnTp48SUdHB9OmTUNPT4+8vDwuXbrE8uXLqa+vJy0tDU9PT/GcmZSUhIKCAtu3b+fWrVs0NDTw66+/UlVVBYCrqyt1dXX4+vqioqJCa2sr+vr6WFhY4O/vT0xMDElJScyZM4eUlBQ0NDQICwvjzp07gitw7do14a0/cuQIvb29pKenExYWRmxsrJCJGBoaUltbS2BgIKGhoYwYMYK4uDi0tLQEUW7z5s04OztjZ2dHc3MzQUFBhIeHc+jQIXR0dNDV1WXVqlX4+Pjw5MkTSkpKcHBw4Ny5c+jo6LBz505cXFzYsWMHCQkJrFu3Tuyx8+bNw8XFhZycHMaMGUNkZCTW1tZMnjyZ3bt3IzM4OLhPkvyTAPBlZWVxdXXl2bNnbN68mc2bN6Ovr8+0adPo6Ojgu+++IyIigqCgIGJjY4mNjeXu3bsMHz5cQO/Hjh1LXFwcwcHBAoKyePFicnNzcXFxIT09HVtbW65duyYcvT4+PsycOZOQkBASExPZsOH/UPXmYTmn///+mdJCe1FpX6VVSotCoZS1kLHLjOwhxjZjfduXwRRjN4xlkGQdqaQNpZK10qLSvlK39tLvj8/Rdfy+/nY4HHXfr9d1PZ+Px3muZejQoaIOZGxsTHx8PGVlZbS1tZGTkyMUbk+ePBFUrsbGRtLT0zE2Nub06dMMHTqUESNGoKSkxG+//SaW+dOnT2fv3r28ePGCAwcO4OnpSUNDAzdv3sTe3p729na8vb0pKChAXV2d0tJSsS+0tbXl7NmzHD16VPR9J06cKAwuzc3NDB8+nIaGBjQ1NQEEA9rW1pZ///2X+fPnc/XqVTo7O9HU1ERdXZ3CwkLa29u5ePEi5ubmXLhwgeLiYuzt7QXJp6amBhUVFWpqakR37/z58/z8889ERUUxdOhQHB0dGTNmDAoKCjg4OJCbm4u6ujrl5eUEBwdz4MAB9u/fz7Fjx1i4cCFlZWU8ePCAly9foqury7Vr1zA1NWXy5MmsWbOGkSNHsnDhQqSlpamvr0deXp6zZ88KHGVwcDB//vknBgYGlJaWiqlDbm4uixYtElKLlJQU9PX1MTc3p7CwkPfv36Ovr09OTg4vX76kvLycxYsXU1dXh4yMDA4ODjx48IARI0aQlJRETEwMvr6+ZGRkoKOjI/ZbioqK2NnZUV9fj5OTk9C9NjU1MWXKFNTV1Rk8eDA+Pj7s2LGDsrIyMTY8f/48+vr6ZGdno6GhQWhoKPv27cPb2xsHBwfu3r1LRkYGHz9+RFFRkb59+5KdnU1QUBAJCQm8ffuWiRMnoqWlhUQiwdramr59+/L06VN0dHTEeNvY2JiJEydy//59du/ezadPnxg7dqwIKr569YoPHz5QUVHBv//+i7Ozs9CqxsbGkpSUxMiRI2lubsbX15eWlhZu3bqFh4cH169fZ9++fZw5c4YtW7aI2/y8efNoa2sT4oze3nxBQQEbN27kxo0bSCQSnj17hre3N2fOnMHW1hZZWVm6u7tRV1dn//79HD16VIhbqqqqRKCudz8+ZMgQSkpK0NfXZ+DAgXh4eLB27VoiIiIIDw8X8geAwsJC/vzzTzQ0NIiJiWHmzJmUl5eTmZnJyJEjMTQ05P3794K0GBgYKNzNBQUFjBs3jjt37jBlyhTev3+PkZER3t7exMbGEhQURGRkJAEBAaJjq6Ojw7Fjx9iyZQsmJiaUl5fT3t7Oxo0bkZKS4saNGzx79oxz586Rn58vcLoLFixg27Zt5OTkcOHCBRYvXkxSUpJYDSUkJLBs2TJxCOk1hJ08eZLdu3eTlZVFZGQkZWVlfPnyRRz0hw4dysKFCzl48CCZmZksXrxYmLF6V242NjZIJBIhzOhFwx4+fJj4+Hi6urrw8vLi+fPnvHnzhmfPnjFp0iQyMzNFzam9vV3UwLKyshg1ahRRUVGoqqri4OBATEwMLS0tDBo0iKamJoYOHcrIkSPJzc0lKioKV1dXKioq6OjoIDk5WQhIPn36xPTp02lvb+fFixfo6+tz69YtZs2aJYK2MTExAovcG1bu06cPe/bsYe3atbx9+5bff/+d3bt3s3r1auLj44XOuaKiQlDk9PT0RPWul6J2+/ZtkXM4dOgQCxcupKamhuHDhzNp0iQsLS158uQJTk5O1NXVERkZyb1796irq6OmpoaIiAhqa2vp6urCwsICPT092tvbOXHiBI8fP2bDhg1cvnwZZWVl/v33Xw4ePMixY8dwdHREIpHw8uVLLl68iL6+Pjdu3EBaWpr58+czcOBAfvvtN3bv3s2SJUtQVVUlKioKExMTvL29kZGR4e7du8TGxlJQUMD06dOZO3cunz9/xtLSEgMDA2JjY2loaMDExITnz59jYGBAYGAgMTEx/9drv3nz5s6LFy+KgFJPTw+1tbXiF5qbm4u3tzednZ1IJBKcnJxQVFQkJSUFeXl5VFRUsLGxwdLSkjVr1hAcHIy6ujpVVVU0NjbS2dkpDE8qKipcu3ZNQE0+f/5MR0cHpqamWFtb09jYKHbRkydP5uHDhygpKaGnp4e2tja//fYb8+fPx97eXtyqmpub+f79O9ra2rS0tDBp0iTOnz8vjGKTJk0S6XAlJSWePXvGyZMncXBwwNbWlmPHjlFfX8+ePXu4ffs2zc3NpKamsnnzZoqLi7G2tiYpKYnQ0FDs7e358eMH8+bNQ0ZGhvb2dqqqqnBxcWHKlCls3bqVgQMHcvDgQSwsLMQvcOPGjVy9epUpU6bg5+fH8OHDxZ7m6NGjvH79WtQNdu/eTXt7O46OjixbtoySkhJaWlooLi6mrKyMyZMnk5ycLEJ41dXVNDc309raioaGBs3NzaIu0NTUREdHBx4eHigoKHDy5Em2b99ObW0tdXV1qKurC6DDf//9h5mZGbm5uZSXl7N9+3ZBqWttbRVc9BUrVhAWFkavMCYlJYVTp04JIpKjo6PQe966dYuMjAyUlJQwMzMTWQAjIyOio6MpLi4mICCAoqIi3Nzc0NLSYsyYMWRmZjJ+/HiSk5N5/fo1Q4YMwdzcnBEjRnDhwgXKysrEHtbPz48jR46gpaVFVlYWCxYsQCKR8P79ezZu3MipU6eYPn06MjIybNmyhdjYWPr06cOoUaOIjY3l3bt3uLu7093dTVNTE2ZmZgKcs2rVKp48eUJpaSnq6ur4+/vj4+PD6dOnUVVVpb6+Hjc3N4yMjAgLCxP7rcePH4uXb1JSEpmZmZiZmTFv3jyOHj2KmpoahYWF2Nrasn79enp6eoiLi8PNzY2+fftSUFAgFIIHDx7k+fPn9OnTB3t7ex4/fsy+ffsEOUpVVZX3799jY2NDZ2cnDg4OBAQE8Ouvv6KlpUVERIQgqPXWX3oT13l5eWLU1tsgiI6OpqKiQgSvenvjYWFhKCkpYWVlRb9+/bh69SrR0dGMHTtW2O+MjIzE3nPAgAFs2LCBoqIiqqurGTNmDHFxcVRXVzN//nycnJxEV/f58+eEhIRQV1fH0qVLSU5OJioqioEDB7J3715sbW2JiIggKioKDw8PUlJS2Lx5s1hZWFhYcOnSJezs7IiPj0dBQYGOjg769+/PL7/8Qnd3N4mJiWK1Y2ZmhqGhIZs3b2bYsGFoaWnx6NEj1qxZw82bN/H29ubChQuiF19bW8uqVaswMDCgpqaG27dvM2nSJOTk5DAyMhIh0YSEBGxsbLhy5QqDBw+mu7ub58+fY2Jiwvr164XqtXdk2qsaPX36NJcuXcLY2FjcptasWYO2tjb+/v64u7szfvx44uLihJTnzJkzdHZ2kpKSgr+/vyB96erqilDuoEGDyMnJIS4ujv/973/cuXNHWBC/fPnClClTKC4uRl9fH319ffLz83FxcWHnzp307dtX+LqjoqIwMzOjurqaVatWcePGDcaNG8f+/fuZNm0alZWV+Pn5CWZEeHg4nZ2dfPjwgYaGBiIiIjA3N0dXV1dgan18fFBWVsbV1ZURI0Zw584ddHR0qKio4OHDhxQWFqKqqkpsbCzm5uaUlJRgbGxMVVUV7e3tDBs2jLS0NCwsLNDX18fd3Z3GxkY+fvwoHAYdHR0C8du7v79w4QLLly/n4sWL+Pj4YGhoyMqVK5k2bRoWFhYkJiaioaGBpaUlw4cPR1VVlaFDh5KQkCBMZ/r6+oL90drairq6Ovn5+Tx69AhbW1tKS0tZtGgRACtWrGDSpEkkJiaioKBAYGAgampqHD9+nPHjxwsq5du3b1m0aJFoWHh4eIjAqbq6Ol1dXf8Xwlu3bt3O9PR0jhw5QlJSEg4ODvTp04e//vqLJUuWiN5dcnIyHR0dlJaWsmLFCqSlpTl37hxxcXFYWFhgZWXFkydPuHz5MuPGjeP27duYm5tTWlrK58+fiYuLo7W1laNHj9Ld3U1XVxf79u0jKysLWVlZbt26hbe3t3j5ent7Ex4ejpeXF2fOnBFVjN7bg7W1tajZXL16VVijvn37xs2bNwXuLicnh+TkZFxdXfn7778JCQkhLS2NhoYGAgMD+fjxo3D+jhkzhtDQUIyNjWlububhw4eYmZmxb98+fvz4IbrcPT097N+/n8LCQjw8PCgqKmLYsGGEhYWhqKjI+fPnefnypThFtrW1IS8vj6+vLxs3biQuLg5ZWVkhIVi1ahXOzs5UV1ezefNmZGVl8fDwICgoSGADPTw8RB+4NzHu4uIiksfh4eE4OTmRk5ODtrY25eXlLF26lLy8PGpqaqitrWX37t0cP36cWbNmCXBNaGgoYWFhzJo1i7a2NqKiojh8+DAAM2bMQFlZmejoaJycnMSI/ObNm4SGhpKSkvJ/uDxpaVJTU1mxYgUhISEcPHiQZcuWERYWJrroaWlp3Llzh0ePHrFp0yYOHDiApqYmQ4YMQUdHh8zMTCGx9/T05MOHD1y+fFlUYoyNjRkwYAARERHMnDkTBQUFxo0bR2FhIcrKykyePJknT55QUFDAiBEjxMFrxowZvH37FolEwrx58/Dy8sLLy4shQ4awa9cuLCwsBN9YXl4ee3t7/vzzT5YuXUpsbCxnz54lNTVVgE1MTU1FVaWjo0PsDP39/VFWVqa1tVUc6GxtbTlw4ADy8vKUlpayevVqysrKRBe5u7ubpKQk4uPjOXfuHDNmzKBv374CXxgTE4OdnR0DBw5k3bp1ZGZmsmbNGsaPH8+JEydQVlbmzJkzjBs3TkxgetPTb9++5fHjx1RXV9PT04Obmxvm5ubExMSwfft25OTkUFRUZPPmzeJlOGvWLKqrqzEzM6Ozs1N81gYMGCBGoJqamlRXV9Pe3i6StsuXL+fNmzdERkbS0dFBYWEhffr0ITExkY6ODqKjo+nbty+bN2/G2NhYkNj8/Pw4fPgwKioqJCUlsW3bNnE4am1tZeTIkSxevJjw8HBSU1NFbcnOzg4lJSU6Ojo4efKk4OovXLiQrq4uNm7cyOPHj4Xg4+rVq3R0dCAvL4+enh7btm3DzMyM/Px8Zs6cSWtrK7Nnz2bevHlER0eTlpbGnDlzSEtLw87ODnd3d0F8CwwMFP9OaWkpI0eORENDg+3btxMcHMyjR4948eIFv/32m4AgjR8/Hjs7OxobG1m9ejWvXr1i7969jB49mry8PN68ecPy5cvFVO7OnTvY2Njw6tUrzp49K7CmERERWFhYoKGhIdjec+fOJS8vj+joaA4dOoSzszMpKSlCpFFTUyNaOi9evGDUqFG8ffuWlStXsnHjRgoKCqiqqsLb25u8vDzi4+NFM2fChAlER0cLiVKfPn3IzMzEwcGB8PBwli5dKsh0+vr6TJo0iTFjxiAnJ4eVlRVfv37F0tISOzs7bt68iZOTE2vXrhVuhr59+7Ju3Trk5eV58+aNwOo6OTlx6NAhHB0d2bZtG9HR0UyYMIHJkyejoaGBtbU19+/fJzg4WBwM9PT08PPzo729nQkTJqCurk5ZWRk7d+7k+vXrjB49WqxV/v+d69raWry9vTE3N8fV1RUFBQWxcvjx4wft7e3079+fV69eISsrK2QemZmZJCQkiAlZb1uhpaWFhw8fMnXqVBYsWICtrS2Kioq8efOG2bNnk5iYiJ2dHT4+Phw/fhw9PT0GDhxI//79iYiIEBeBp0+foqWlJQ7A7u7unD59+v9sXdeuXWP48OGsXLlSjHQ9PDwoKCgQ6Epra2uWL1/Onj17sLa2Rk9PjwEDBtDd3S12PVOmTOHixYvMnz+ft2/fUlxcTFVVFevWrUNGRgZpaWlGjRrFnDlzBH60NyDg4uJCbW0tjY2NIrWopqbGjRs3CA4O5vz58xQUFBAYGEhCQoLgdPdG+Pv27UtZWRl///0369at482bN0ISoa2tjba2NoWFhRQXF5Oamkp0dDSDBg3C3t6ePXv2cOjQIRQUFIQLevfu3fj4+LBr1y6GDh1KSUkJzc3NfPz4kenTp9PZ2cn69euJjo7m9u3bfP36lfHjxws16d9//01FRQXLli0TEAU3Nzfmzp1LYGAg+fn5hIWF4eDgIPZkJSUlWFpaUlVVhampKQMGDEBDQ4N///2XjRs3oqGhgZeXF+fOnaOyshIfHx++fv3KixcvSElJYeDAgeTn55Obm4ucnJzQRS5ZsgQnJyeSk5MJDAwkMTGRhIQEVq5cydu3b8nMzKS0tJStW7eSm5uLs7MzISEhREVFoaenR21tLbGxsYJ7/Mcff6Cvr4+Ojg59+vRh06ZNrFmzhtTUVHE7vHbtGra2tgKt+eHDB7Zt28asWbP49ddfBarP0NBQEOTCw8P5888/GTt2LFu2bGHcuHGEh4czY8YMbty4gZeXF6ampkhJSeHt7S1unjt27EBBQYHRo0ezceNGvn79Kn7GvWYjWVlZxowZg6KiIkFBQYSGhnL+/HlMTU1xcXHh6dOneHp6MnfuXDQ1NZkzZw5FRUU8ffqUiIgI3Nzc8PLyIigoiNmzZ1NQUEBDQ4Pg0zc2NuLr64uenh7//vsvKioqgv3de+hKT0/Hz8+Pzs5OSkpKePfuHStWrKC7u5v//vuPpqYm8vPz6ejooLW1lbS0NJKSkvDx8eHevXsoKirS1dVFREQEt27dIjc3l5aWFvbu3cuHDx+wsLAgISEBBwcHYbGzsrISqWI7OzuePXvGo0eP2L59OwkJCXh4ePD+/XscHBzEy/3Hjx8C/jF69GjRH//+/Tv9+/cnPj4eY2Njvn//LoJYCxYsYP78+Xz9+hUTExPxbHj37h0VFRXo6OggLy/P7du3OXv2LJqamkyYMIFp06ahrq5OYmIiRUVFeHl5IScnx/fv37lz5w4VFRWUlZWJ71VLSws9PT08evSI6OhoACEX6q15RUdHM3jwYBEC7UUDp6SkoKCgwNGjR8XBw97enrdv36Knp4eenh7h4eE4OzvT2tqKiYkJ586dY+nSpQwaNIiqqioSEhJEHdTOzg4FBQW8vb158OCB6DYvX76cnp4evn//TldXF21tbfj4+KCiokJDQwNSUlJ8/fqVe/fucfToUfr160dlZSVNTU3ikKqrq8utW7eYOXOmkMZMnTqVmJgY/Pz8mDFjBkZGRqiqqhIeHo5EIuHOnTt8+fIFY2NjBg8eTE9PD/Pnz6elpQUbGxs8PT15+vQpixYt4t27dwQHB7NmzRrGjRtHSkoK1dXVaGpqcuPGDYYNG8batWuRkZEhNTWV3NxcZs2aRUREBHZ2dpSVlXHgwAFGjBjBjh07aGho4Pbt22RmZjJs2DCSk5MJCAigoKAAGxsbNDQ0hLikF0/88uVLDAwMKCoq4q+//uLatWukp6fT1dVFVFQUy5cvp76+HhcXFzGuHjRoEL///rvo32/fvp2GhgYOHTrEnDlzKCkpYf78+WJSVFhYyNixY7G1teXdu3fU1NRQWVnJ8ePHaWpqQkFBgdTUVGpra0VYztramri4OBQUFGhtbUVbW5sfP36wdetWcbGaOHEi/fv3x93dHUVFRUaPHo2LiwuRkZFUVFQQHh5OcHAwKioqREdH4+/vz4EDBwgODhY8/a1bt/LhwwcOHDiArKysqDr3qnEVFRVpbm6mvb2dxsbG/wudRUZG7uzVQ169epWmpiZh1FJSUuLatWukpaXxyy+/CPuWh4cHhYWFQmXm7e2NgYEBUlJS/PfffzQ0NHD//n2mTZtGamoqjx8/5uLFi0KXFxcXR1hYGHl5ecyZM4ft27czcuRIMjMz8fX1JSAggCNHjmBpaYmVlRU6OjosWrSIjx8/8ueffzJ79myhvuztqE6ZMoXCwkJMTU25efMmw4YN4969e2hoaLBlyxbS09OprKzE3d0dKysrfv75ZzZs2MDGjRtpa2vDwMCAjx8/8u3bN9EFlZKS4tatW2LP0avA/PbtGykpKRQWFqKjo4OrqyuJiYl8+PCBgIAAurq6kJeX5+rVq7S0tNDW1oaUlBQ1NTUEBgaKD7WtrS2JiYmoqKgwePBg4f1NS0sjLS2NsrIyTp06xbZt2/jpp59QUVHB1NSUEydO4OPjw/nz5/Hz82PUqFH4+fkxf/58bGxsBFav92ZfW1tLS0sLsbGxvH79mo6ODoyMjJg6dSrt7e2iP3vq1Cn69Okj/v+7du3i9u3bREREiAfw27dv8fDw4OTJk0IvOnfuXJ4+fYqRkRG//vornz59IjQ0lDVr1jB16lT++usvVq5cKcD8DQ0NHDhwgPXr17Ns2TImTpzIn3/+yb59+5gxYwZxcXHIy8ufj7qyAAAgAElEQVSjq6uLtLQ0paWlYhXQ24F8/fo1/fv3Z+DAgcycOZNTp04RGRnJs2fPmDNnDpMnTyYsLIzDhw/T1tYmUty9zHY3Nzfi4+OxtrbG1NSUz58/s379eurq6vj48SP9+vWjoqICDQ0NTpw4gY6ODrdu3SI4OJiPHz/y/ft3qqurSUpKQk1NjaqqKvbv38/9+/cZNGgQXV1d/O9//+PatWvcv3+f+fPn4+XlRWlpKePHj+fBgwccOHCADx8+0NnZSVtbG+fPnxeHnOrqajFG602my8nJER0djZ+fH1euXKGxsRFvb2+WLl1KTk4OQ4YMEVISS0tL9PX16enpYcCAAVhbW3Pjxg28vb0pLy/nwoUL2NnZ0adPH6ZMmSJIcPv37xd5gk2bNvHHH3/w6dMnpk6dyrNnzzh8+DBNTU0UFxcLF3dBQQFfvnxh586dvHv3joiICLZt28b3799RVlZGVlaWjIwMZs6cyaVLl/Dw8CAhIUGsZNauXcumTZvo7u5mx44dfPr0CVdXV/T09NDQ0GDAgAGEh4eTn58vwD/Dhw/n27dv6OnpYWhoiKysLEePHuXdu3f8+uuvdHZ20tPTQ2pqKrNmzeL+/fssWbKEO3fuoKioSHFxMQMGDGDJkiWkpaWRm5uLr68vs2fP5u7duyQmJjJgwABOnz6Nk5MTffv2FQdhiUSCh4cHhw8fFvarY8eOcefOHf7991++f/8uTGs1NTVoampy+vRp+vTpQ11dHW5ubgJxXFpayrp16wCQlZXl/PnzqKqqYm9vj7e3N+/fv2fgwIEMGTKEv/76i99++w15eXn+/vtvWlpauHjxouC4W1paoqOjI0b6vbhcExMTLl++zLFjx4TcpleI9O7dO7q6uujp6eHu3bsEBARw/fp1ioqK8PX1RVNTk5EjR7Ju3ToMDAywt7fnyJEjHDhwgEuXLvHo0SMCAgJQU1Ojf//++Pn5ISUlxaxZs7CwsCA7O5uCggK8vLyQkZHB3NxcQGd0dHTECnP8+PG0tbWRm5srqmL/+9//yM/Px8nJCXNzcxISErCzsyMvL48tW7bw4sULQanMycnBy8uLs2fP8urVKz5//iwqdtHR0bx//56AgACWLVvGggULuHv3LsHBwaipqWFra0t7ezuqqqqcPHmSZcuWERoaipKSEj///DPOzs78888/GBsbs3XrVvT19Zk6dSrDhw/ny5cvAg42adIkQVwLCwsT9d6BAweSl5dHVlYW7969Y8iQIWzcuFGIh06dOsWDBw/+H+z133//jbOzMxUVFaSkpLBs2TJGjx6N9JEjR3b2Cs9ra2sFa9XIyIjIyEjmz5/P6dOn+fTpk1CYKSsrM3LkSHp6epg7dy7Pnz/H0tKSlStXsn79ehQUFJg4cSKpqaniYTF27Fh+++03Pnz4IMxVu3fvZvDgwQQFBaGuro6qqipHjx4lICCAsLAwDA0NuXTpEn379qWpqYmUlBQsLS1pa2ujublZcLkVFBQoLCzExcVF4AyPHTvGggULBFTB1dWVly9fsmzZMi5fvsykSZOQkpIS6el79+7x/ft3/P39ef78OcOGDePMmTPk5eWRmZkpQkaXLl3i6dOn+Pv709HRQUhICPv37ycoKIjNmzdTVFREUVGReOgUFhaK/eJPP/0knNbFxcVoa2vT1dWFjo4O3d3dvH//nri4OH78+MGkSZPYsmULMTExBAcHc/XqVYYNG0ZmZibGxsaUlZXx66+/cvLkSVxdXbl37x7Gxsa0t7eL5GxsbCyampoC5dkrN9DU1BSQkNraWmEw+vz5MyoqKnh4eNC3b1/hsN67dy8PHz4kMjKSfv368ezZMxwdHfn27RseHh4CDJCTk0NHRwcfPnzg48ePVFZW8uzZM4yMjHj79i0yMjLo6OgQFxfHuHHj8Pf3p6qqSrh9161bR1RUFFpaWhw/fpwrV64wceJEvLy8+Pz5s7AUGRgYCPNY7zi4u7sbQ0NDGhsbSU1N5ffff+fIkSOEhoairq4upjO9o9Peh4SrqyvNzc1YWlpy8eJFgVE0NDTEy8sLAwMDGhoamDFjBtOmTRNTIwcHBywsLNDR0RHVjl660qJFizh9+jSVlZWMHDkSJSUl6uvrmTJlCgUFBXR1dbF161by8/ORSCQYGxuTn5/PP//8w+TJk9HS0kJTUxMtLS2UlJT48eMHP378wNLSEjMzM/z8/MTt/dGjR/zzzz9kZWWxfft2Ll++jIeHB9euXaOpqYna2lr69evH5cuX8fX1RVVVFVlZWfT19Zk7dy4NDQ2kpaUJiYarqyuWlpYAwhHev39/JBIJ+fn57Nmzh7a2Nmpra8WhUllZmc7OToYOHcqrV69EuPHmzZvcuHGDp0+fYmZmxowZM3j//j19+vThjz/+ELUgZWVlbGxskJeXZ+7cuaipqQkOtZ+fH93d3axbt044jgcMGCAOMXZ2dhQXFyMtLY1EIqGlpQWJREJOTg5SUlJs3ryZ1tZWcnJyOHXqFKqqqrx+/Ro1NTWKioqYOHEiQ4cORU5Ojrq6Ov7880/k5OQYN26ccBq4uLggKyvLuHHjCAoKwsbGhi9fvojq3MePH1m7di1nz57l4cOHrF69mh8/fhAZGYmamhp+fn4CTvLt2zcePXrE/fv30dfXR1ZWlrCwMIYMGSI0kXl5eYwePZqXL18yYsQIoQE2NTVl9uzZnDlzhqNHj5Keni5GtA0NDcybN4+XL1/S2trK+/fvxbQuNTWVX375RUh7Ro4cSVVVFfX19YJU1tHRwcKFC0lMTBQd//j4eMLDw5k6dSpxcXE4OTmxc+dOfvnlFxITE/Hx8aGgoABXV1dRc2xvb8fFxYW7d++K8O2yZcsIDg4WddFDhw7x6NEjbGxsaGtrY+zYsURGRjJr1iz09fWRSCQ0Nzfz+vVrYmNjSU9Pp3///ixZsoTk5GR++eUXTp8+jYWFBTExMQQFBZGdnU1GRgbfv39n/fr1omp1+vRpenp6CAwM5P79+2RkZODt7U10dDRNTU2sWbOG+/fvo6enR0VFBcnJydy6dUsktntv3S0tLejo6NDZ2Um/fv24e/euGLtHR0eTmJhIeXk5BQUFxMXF8enTJ168eEF1dTU7duxg9uzZVFZWYmRkxLp164iIiBAHcA0NDdra2tDW1qatrY3Pnz/j6upKZmYmAKNHj+bhw4dkZWUh/fr165329vbcuXOHSZMmYWpqypcvX2hsbOTZs2f8888/7Nq1iw8fPpCZmSnS4jk5OUyZMkUkeW/fvo2/vz9BQUHExcUhIyODvr4+mzZtIjg4mPz8fPT09IiIiOD9+/ei/5uRkcG3b98IDQ1l7ty5HD9+nLt372JhYYGTkxPbt2/nzJkzDBo0iIsXLxISEsKSJUvQ1tYmICAALS0t8cDtZS17enry8OFDPDw8ePPmjYDUd3V18eTJE3x8fGhoaKB///4cP36cvn37Ym1tzeXLl6mqqkJTU5MdO3Zw+fJlVFRUmDBhgkhK1tXV8dNPP1FVVSWwf/r6+sLQFB0dzeXLl9m7dy+///47HR0daGhokJaWxsePH6mpqaGlpYXs7Gy+fPmCpqYmbW1ttLS04Ovri5aWFnv27GHTpk1cu3aNb9++8erVK4KCgoQF7P3790ydOpWDBw+yevVqwsPDMTExQVNTkwULFgi15dChQ/H39+fs2bPCXtObRu39wgcGBpKRkUFmZiZPnz5l1apV3L9/n5s3b7J27Vrev3+Pp6enAFrIycnh4eFBdXU1Y8eO5eLFi6ipqSEtLU1JSQleXl5kZGQIeYuSkhJ+fn7CEdyb+A8NDSUrKwt7e3t+//13gYXNz88nIiICJycnbty4gYyMDFJSUjg5OVFdXc3x48fp7OzkwoULwtrW2dmJvb09SUlJVFdXi3Tu/z/wtW7dOnR1dYmLixOHlnfv3omOfGVlJYWFhRgaGtLV1SVUj/369ePGjRvY29tz4cIFzMzMOH36NK2traJDaWRkJHCOX758ESn4+Ph4gTLU19fnypUrVFZWihtSfX09tbW12NjYYGVlxbNnzwgNDaWoqIiUlBQqKyt5/PgxO3bs4Nq1a+Tl5XHkyBFOnDhBWloanz9/ZtCgQeTm5hIdHY2ZmRnv3r0T3nhra2tCQkKYOnUqW7duJT4+Hm1tbcLDwxk4cCCNjY1ERkYiJydHXl4eMTExqKmp8csvv7BgwQLxsh80aJCgMe3fv18gYUtLSwkICOD169f4+/sDsHHjRt6+fYujo6PooZeXl6Oqqirwv/7+/rS0tNC3b1/c3NyIjY1FS0sLOzs7Tpw4wdOnT+nXrx+mpqaiuiaRSIiNjRU7yl4PwOLFi3n69CkHDx4kLCwMLy8vfHx80NXVJSAggG3bttHQ0CDqqdnZ2djb25Obm4uxsbHgbB86dIiYmBhGjx7N6tWr+f79O0uWLEEikfDu3Tu+fftGR0eHMF7p6urS3t7O9u3bOXLkCPX19Tg6OjJ37lxyc3NF1e3JkyfMmzeP+fPnY2lpiZSUFCtWrCAnJ4eamhqampp49+4d5eXl1NbW4ufnx/Lly/n48SO+vr58+vSJ5uZmZs6cyfHjx/Hy8uLatWs8efKEwMBAPnz4wObNm6moqODTp09s3LiRAwcO0NTUhJqaGtbW1hgZGXH9+nWkpaVZuHAhampqeHl5kZ2dzZIlS8jKyuLWrVucOXMGAwMDcQEyNzdn4cKFIkxaU1NDVVUVd+7cISsri2HDhtHc3MyVK1fYtWuXmCoFBgZy+PBhXrx4wcqVK8nOzhZ618bGRpFpuHLlCj9+/BAMgl4Ay927dykpKWHZsmVkZmYyevRo4bbv6Oigp6eHwsJCDhw4IGyIAQEBAtUaHR1NTEwMgYGBVFRU4O7ujrS0NMnJyTQ3NzN58mSREt+2bRtqamp8+PBBrE9ra2vZtm0bUlJSjBw5kh07duDj40NJSQmFhYWMHj2a/fv3ixWyr6+v4KS3tLT8PyY4dXV1PD09SUhIYP/+/Tg7O2NmZkZlZSUPHjxgyJAhpKWl4ezsjIuLC1JSUhgaGlJXV8fhw4eJjIykp6dHcEKkT506tfPBgweicxoXF4e1tTXfvn3jyJEjdHV18f37dzo6Onj27BnJycnEx8cjJSVFcHCwSLUNGDCApKQkHB0diYmJobW1ldOnT/PHH3+wZMkSHBwcOHjwIG1tbVRUVJCUlERJSQkzZ85EW1ubuXPncuLECSIiIrh+/Tra2trcvn2bn3/+GUVFRUaMGIGJiQnR0dFIJBKKiopYt24dkZGRuLq6kpWVha6uLlZWVsJ61dv/7n2InzhxQnC+Q0JCePz4MbKysqiqqqKkpMSbN29ITU3l+/fvQrb+48cP0tPTRc966NCh3L17V4gHegMzeXl5LFiwgPb2durq6pCTk0NLS0swuR0dHVm0aBFXr17F3t6emJgY3r17h6+vrzg994aeurq66NOnD9ra2ty/fx9HR0fBvJWXl8fBwYHr169z+PBhsrKy0NDQYMiQIVhZWaGhocHr168xMDAQ+EqJRMLEiRPFrdDHx0foD3sf6BKJhMDAQNLS0li8eDFjx47lyZMnIm3ap08f1NXVmTFjBgYGBnR1dXHs2DEWL16Mvb29YAnLy8vj6urKkSNH+PHjB+rq6kyZMkXcxpctW4acnBy+vr68ffuW/Px8Tp8+zeLFi6mvrxc8+tjYWA4dOiRG32/evKGkpITw8HACAgLQ0dHBysqK0aNHizVCb0fW3t6e4cOH8+rVK8aPH4+npyebN29m3759BAUF4ePjg7m5OaampoSEhJCQkICrqysaGhq0t7czduxYkpKSaG1t5datW4SEhPDq1SuOHz9OYWEhmZmZvHv3ToQFjY2NCQ0NpaWlhbKyMo4fP8706dPp378/nz9/Ztq0acTHx7NgwQKGDh1KVlYWcnJyqKiooKOjQ9++fQkLC2PAgAFkZGTQ2NjIypUrqa+vZ8OGDXz+/FkIC/z9/bG0tMTR0RFXV1dkZGRQUlJiwIABjBo1CgUFBXbu3CnCexs2bGDKlCmMHz+eYcOG0d3dzYULF9DT08PV1RVZWVnWrVtHeno6y5Ytw9bWlvPnz7NixQoyMjLYvXs3M2fOJDc3l/fv31NbW8vSpUsJCwvj6NGjXL9+HWVlZcrLyxk6dCg7duxg+fLllJeXU1paikQiwcrKCiMjI8HN7p2WZWZmsnTpUtzd3Rk+fDgvX77ExMREiFmys7MxMzMjNjaW8ePHi76vlJQUc+fO5eXLlyQlJaGurk5FRQUhISFMnjwZNzc3fv/9d8rLy8XfW7lyJb/88guXLl1i69atHDt2jAcPHmBgYMCrV6/o6upCS0uLhQsXsnnzZvGClpaW5p9//hGAn14IUWFhIVu3bhXADGlpaTw9PQUwasWKFRw+fJiwsDBMTEyE5vbVq1eUl5fT0NDA8ePH0dfXp7S0lJqaGr58+YKMjAxaWlriuVtYWMj06dNxd3dn2rRpoqff+51tbGzk+fPnGBoakpKSwp07d1i3bh3FxcVoamoyceJEsrOzmTRpEra2toSGhjJ06FCBV/748aNY92VnZ1NWVoaOjg46OjpcunRJXJZaW1vZs2cPnp6eovf9/ft3XFxc8Pf3Z+XKlWhpaWFiYoK8vDyBgYFiZdqb8xg1ahQ5OTmCvjd//nwqKirQ19dHQUGBly9fUlhYyLhx46itrRXrgHHjxrF+/XrU1NQYNGgQUVFRSElJERMTIwyO5ubmom5VVFSEhYUFr1+/JjMzEzk5OczMzMR05sSJEyKUPHHiRFxcXIS6tKysDBsbGxwdHamsrERHR0fUx+zt7cU0YOvWrVRUVAgTY3d3N93d3RgbG/Po0SNUVVWxsbHh999/x8zMDCcnJxISEmhra2Pt2rXU1dXh6+tLeno6Bw8exMbGhnv37qGnp8e5c+fE2jEtLY2cnBwcHByQkpJCOioqamd3dzeqqqosWbKE8ePHY2ZmRmRkJCtXrhSWFDMzM3qJaBMmTEBFRYVp06aJU56npyfJycnMnj1bfEgfPXrErl272LVrF46OjiKU04s67aUCaWtro6ioyKNHj0Rn9+TJk1y+fJmQkBDq6+uFW3rYsGGivtXZ2YmSkhKVlZVIS0tz7949hgwZwqtXr1BSUkJeXl7cmv744w/evn0rdjgbN25EVVUVS0tLVFRUGDZsGD9+/GDkyJE4OzvT2NhITk4OZWVlyMjI8OnTJ8rLywUi0crKiqdPn6KkpIS7uztTp04VtrE5c+YwY8YM3N3d0dbWZurUqZw4cQIbGxsSExN58+YNL1++ZNasWWhqavLo0SP09fV58+YNcnJyHDt2jIsXL/Lw4UM8PT3577//BAe31x7Tq2hzcHDA2NgYPT097t27x+DBgzl16pQQeowdO5aYmBi+ffuGgoICQUFBgo3+6NEjEhISKCgo4Pv37xQXFxMfH09paSnR0dFoaWnx+++/09LSQn5+PklJScjLy7Nq1SqampqQkZHBx8eH0tJSYdZpbm4Wv6979+6xcOFCYmNj0dbWRkVFhblz52JlZUVUVBQfPnzg1atX2NrasnPnTp4/f46WlhYnT55kwoQJnD59moMHD7Ju3Tr27NlDTEwML168wNzcnJs3b3LmzBkGDx6Mo6MjV69eJTU1lf3794sv3qlTp1iwYIFgjv/vf//j9u3bzJw5E2lpaQYPHszJkyfx9fUlLy8PMzMzQXf7888/+fHjByYmJnh4eNDS0iICOr0hzNOnT5Obm8uFCxeQkpIiOTmZixcvkpSURGpqKs+fP2fkyJFMmzaN2NhYhgwZIh5IvbVIfX19/Pz8uH37NgEBAZw+fZqUlBRCQ0NRUFDA2NhYVJJSUlLEtMbY2Jh9+/Zx6NAhsYaJiori1KlTDB48mGfPnlFXV0dtbS3z58/nzZs31NfX8+LFC168eEF6ejoSiQRlZWXs7Ow4deoUGzZs4KeffsLU1BQvLy+sra1Zs2aNaE3o6uqyfv16bt++zYgRI3j8+DGamppiV94LQuqt5EybNo3a2lpevXqFqqoqJSUlTJw4USRuDQ0NiY+P59ixYyQlJYmbU3Z2NgkJCbi5uWFoaEh7ezszZ87E3t6eK1euCCeAtrY2CgoKDB48mMDAQNzc3LC2tsbf3583b94IkUtRURHt7e0C5tOLyUxISEBDQwNjY2Mh5rCxsaGurk4klOfOncvGjRuRSCSMHTuWadOmkZ+f//8Y2eLj44mMjOTRo0fY29vj7u7O4MGDBe1u1KhRyMvL09PTg4GBARKJBEVFRSIiIrh3757obq9atYqQkBCeP3/Ojx8/aGxsxNTUVLDYVVVVOXbsGFJSUjg4ODBmzBjmzJmDRCIhKCiIrVu3snbtWs6fP8/z58/R0dEhOTmZU6dOCZztkSNH6OnpobS0lEOHDrF69WoyMjJIT08Xt8hbt26xdetWUW38+vUr/fv3Z9OmTezdu5e//voLIyMj3N3dkZKS4sOHD2hqapKTk4Obm5sABHl7ewuwTGBgoPCUr1y5ktWrV2Nra8sff/zB0qVLRcOkl+DY2dmJj48PeXl5LF26FCUlJWJiYsjPzyckJITw8HA2bNiAvr4+qamp9PT0ICsri4+PD/Ly8ri4uFBSUkJ5eTnTpk1DRkaGCxcuMHPmTP766y9+/vlncnJyMDAwYObMmaxevVqk3EtLS0lPT8fc3Jxr165hbGzM27dvWbVqFeXl5fz000/cuHGDGTNmoKenh4mJCd3d3VhbW+Pi4oKnpyd3796lq6uL9PR0fvrpJ2xtbVFSUqKmpobs7GwOHToEQG1tLerq6oSFhTFq1CiUlJR49eoVZWVlwnbW6yB3dnZGWl5efudvv/2GhoYGnp6eJCYmcurUKTZt2iTILXPmzOHQoUPi5mplZUV1dTVXrlzB3t4eRUVF9PX1CQsL47///iMqKoro6GicnZ3Jzs5m9+7d1NXVCVxddnY2a9asobOzk/Hjx7Njxw7Gjh3LsWPHUFRU5MGDBzx+/JhVq1bR0NDAkiVLaGpqYt++fdjZ2dHc3IytrS1btmxhyZIlotbTSxzbsWMHI0aMwNnZGTU1NeTl5Vm2bJkYnUkkErKzs4Vs4MyZM0yYMIGsrCzxUCwvLyctLY329nZycnKYN28eUlJSHDhwgL///pv169cTGBhIXV0dEomEzs5Ozp49K26o5eXlnDt3Dk1NTXGru3nzJhKJhDFjxqCsrExlZSX+/v78999/uLu74+zsTHp6OoMGDWLevHmMHDmSkpISZs+eTUhICJs2bWLy5Mk8f/6cWbNmcfjwYVxcXFiyZAmTJ0/mypUroit4+PBh+vXrJ7jhP378YMCAAVhZWZGQkEBhYaGoZMnLy7N06VIkEglGRka0tbWhqKiIoaGhqEp1dXUxdOhQ5OXl0dTURE5OjufPnwvLTe8Hq7y8HENDQ2pra4Va8fr16wI6snbtWqqrq3FwcCAyMpIZM2bw9OlT5s2bJ/qo//77LwYGBsydO5dz587h5uZGTEwMw4YNQ0dHh7/++ospU6Zw48YN7OzsiI6ORlFREWlpaZ48ecL169exsrJix44dfPv2TWBSX758ydOnT9HV1UVJSYm0tDQSEhIwNTXl77//prCwEC0tLbq7u9mzZw+fPn1i7969ZGVlkZmZSb9+/UQ/fPjw4ZSUlHD48GGcnZ2Faay8vFzQoHp38gsWLGD06NHk5uYyadIk7t27h76+PhEREbx48YK0tDSePXvG2bNnCQ4ORiKRoKmpSVFREREREcJg9eXLF9zc3Bg6dCgHDhxg7ty5/PPPP4I/HBUVxYoVK7h27RoHDhzA0dERPT09Tpw4IZL6ERERSElJMWfOHI4dO4aamhqLFi0SB4eAgAAiIiLQ0dEREhY5OTm6u7sFfGfMmDH89ddfWFhYCC/1+PHjSUxMxMTEBAMDA1RVVdHV1WX58uWoqanR3d3Nli1b2LFjBxMnThQJ86CgIB4/foySkhJ79uzhwoULeHh4iPVadXW1CFiWlJSgq6vLmzdvBO9/+fLllJaWYmBggKmpKVlZWTx58gR3d3fy8vJITEwUa4xegUKvRGPlypXIy8tjYmJCfX09XV1dZGVlMWbMGPbt24ecnBzBwcG0trYSEBDAhg0b0NHR4dmzZ8yfP5/a2lqmTp2Kt7c39+7dY8aMGYSFhTFmzBhevHiBRCJBQ0NDAGMcHR1ZunQpvr6+ODs78/LlSx4/foyuri5BQUGCsrZu3Tp++ukn1q9fz5AhQ0hOTiYuLo5Zs2YREhKCtbU1Fy5coK6ujtDQUEH26wXseHl5MWbMGFJTUxk9ejRRUVF0d3ejpaXFp0+f+OWXX5g+fTo//fQTc+bMESa/1NRUEhMTqa2tJSYmBk9PT968ecO///6Lrq4uvr6+vHjxAmVlZUE5k5OTExyDQYMGUV1dzeHDh/Hw8GDMmDG0tLTg4eFBbm6uqLvevXsXDw8Psb5ZuXIlra2tlJWVcf/+fSEGMTU1FWvM3meXhoYGFy5cYNasWXz+/BlbW1tGjx7NhQsXUFFRoV+/fixevJicnBx27NiBvr4+hoaGQoSzevVqhg8fjr29PRMmTBA+7F5z47Vr1xg8eDBOTk6EhISQlJSEqakpRkZGYnXWO7nV1dXFz89PgHh6nRk6Ojr069cPHR0djI2NCQoKwt/fHxcXF3GJPXLkCNbW1vz9999s2rQJIyMjLly4QGhoKCNHjqSsrIzVq1czffp0Bg8ejIuLC01NTUj169evp6WlRegbCwoKsLCwwN7enoiICHr/mJmZUVBQQP/+/enbty+tra1CNdnQ0ICMjIzoQ/bCCCorK+nq6qK2tpbq6moxuvb29iYtLQ0VFRUcHBwYOHAgDQ0NyMnJUV1djZOTExEREbi7u1NXV0dZWZm4ERkZGYnYf2dnJ1JSUpibm9PW1r2liW4AACAASURBVEZraysyMjJoaGiQkJCAmZkZo0aNQiKR0NPTQ2dnJ8XFxeJ2aGlpSXl5OV++fEFLS4svX77g5OREUVERixYtIjY2lpaWFkpKSnBxcaGtrY2enh4UFRVpa2sTfXAjIyMuXbokakXp6eksXryYyMhIQYz78OGD0P71SkDU1NTELa64uFiMh0xNTcnIyMDCwoLW1lba2tpwdHTEzMyMX3/9lcOHDwvgQVJSEmVlZXh6evLp0ye0tLTIz89HSkoKNzc38f8tLi5GWVmZjx8/IiUlhbKyMlJSUgJUU1BQIH4WvfW2mpoa/vvvP4yMjBgyZAgaGhpkZGRgZGTEqFGjhFd40KBB9O/fXzzUBwwYQEtLi0AKxsXFYWRkhKmpKXJyckKpWl9fL170bW1tlJaWIiUlhY2NDY2NjeTl5QkcZUdHBxKJBD8/Py5dusT8+fPp6elBRkaGiooKMjIykJKSor6+HiMjIwYNGoS6urrYK6WlpaGjo0NqaioaGhpi5Kirq8vXr1+xsrLi1KlTHD9+HIDs7GyuXbvGihUrSElJQVZWlsmTJyMrK0t9fT0KCgr069dPTA/evn2Ljo4OTU1NjBs3DolEgry8POrq6gDExMQIUETvtEhOTo7S0lK+ffsmfs56enp0d3ejq6vLgAEDKCsrE+IBOTk5sde9ceMGcnJyBAQEcOLECYKDg0lISGDYsGHcv39fjFXNzMwARKhQRkZG9N0LCwtpaGjgy5cvuLi4oKury7lz55CWlqa2thYLCwv69+9Pv379kEgkSCQS4QiWk5OjublZELi+fv3K0qVLCQkJEW5jNzc3YdcbOHAgZ86cwcvLi69fv2JgYMDYsWN5//69ePB2dnby5csX0UXV0dHhwYMHqKurM2zYMLGmGT9+PPLy8oKGl5iYSFVVFXJycgwaNAgfHx+BPP727RtycnIYGxuTnp7Ot2/fUFRUpF+/fjQ0NODk5ER8fDw1NTV4e3tTVVUlhDy9E7ohQ4bw6dMngYjt378/L168YM2aNcTHxzNmzBju37+PvLy8yKMoKSmJhLOcnByPHz8Wu1MFBQUKCgowNDSkpqaGN2/eiFuZtra2+JxOnTpVqHeLi4uFl9ve3p6Ojg7Mzc0xMTEhKSkJFxcXUlNTRYWvl27Y1tbGrl27iIuLIz8/n4aGBszMzPD29ubJkyfU1NSgrKyMoqKi2JdPmzaNu3fvUlNTQ09PD87OzvTp04eioiJRb2tvb6enpwc5OTm0tbVpbW1FUVGRpKQk7OzsaG1t5evXr5iZmYmgrJKSEt3d3Xz8+FFILf777z/GjBkjeN+vXr3C2NgYgIyMDFauXCk0z76+viQnJ9O3b1+am5v58uWLyFp8/PgRfX19UU2Ul5dn0aJFbNiwARMTEywtLbGwsCA1NRUbGxsqKyupqqpi3LhxAovdC1/y8PCgu7ubjIwMACZNmsTXr19JTU3Fx8eH3Nxc8czLyckBwNzcnPT0dFRUVAQauDdI9v8x9l5hWV5ruPWg9w4qvQpSpYOoWBY2VOwaG3aJJTEaG0aDRmNbRhONJSp2xYJRFCsoIiKKgEiX3nvv3X2wfub177Odw+SKucLH975zPs99jxEbG4u7uzvd3d2EhIQwffp0jIyMBKAoKioKeXl5enp66OvrQ1paGldXV75+/SoMZgN9dylzc/O9JiYm9Pf3M3LkSMzMzDAwMBAqP1VVVc6fP8/58+dxdHRkxIgRqKurs23bNlpbWwWHOTs7m9LSUsaNG4eZmRlhYWEoKipSWVnJ3LlzSUxMRFtbGx0dHRwcHEhNTRXC+gsXLhAVFcVvv/3GkCFD6Ovrw8zMjOjoaOEe7ejooKysjMrKSnJycvD09CQ1NZWgoCBOnTrFpk2b+PTpE93d3fj6+mJlZSW4sqWlpRgbG1NRUYGWlhaGhoYYGRlx6dIl5syZw5MnT7C2thY3kuzsbJqamlBWViYpKYni4mLs7e359u0bP/30E/fv30dCQgIDAwNUVVV58+YNxsbGrFy5ksePH9PQ0ICpqal4wfj6+tLT08OaNWu4cuUKjY2NYl928+ZNpKWlGTduHJGRkTQ3N1NeXo60tDRmZmaoq6szd+5c0tPTiYmJwcbGhsjISAoKCigqKsLHx4eCggImTZqEqqoqJSUlKCsrU15ezufPn3FwcCAjIwMHBwfev3/P48eP2blzJ9bW1qSkpHD79m0MDAx4//490tLSJCUl4erqira2NpcvXxYGKVNTU+7fv8/q1auJi4vj6dOnTJ8+nffv3xMREQGAhoYGmpqagt+9bds2jI2N6e/vp7i4mIaGBpqammhsbBQvg+rqakpKSlBXV2fQoEG0tLTw/v17SkpKsLKyEqo5bW1tQkJC0NHRoa6ujm/fvqGvr8/Xr19FLWP8+PE0NDRQXl5OTU0N/f39aGlpUV9fj5SUlDDrDNxgJ06cyJMnT7C1taW0tBR9fX2srKwoLy/nyZMnyMjIUFhYSF9fH8rKyigrK6Ouri787QMPjpSUFLH3G8hEDNDWent7iY+Pp7+/H4Dq6mpkZWWRlJQkPDyc/v5+vn79SmBgIPv27ePBgwdirTBABhsQzXz8+JGYmBgBVpkxYwYNDQ309/fT3t5OcXExbm5ufPz4EWNjY9zc3EhNTcXd3Z3MzEyGDRuGqakpT58+RU1NjZycHL777jtKS0txcXEhJyeHvXv3MnPmTF68eIGDgwOLFi2is7OTpqYm9PX16e7uxtvbm2fPnmFmZkZKSoq4+QyksCUlJamurhZu5levXonqWFZWFtra2qxatYqqqiqePHkiqIL19fVC3PHhwwfS09MxNzcXvmpNTU0BQKqsrBQvyJ6eHrS0tBg5ciQVFRVkZmaSkJBAc3Mz8fHxfPjwgUePHjFkyBCio6NF+vvRo0e8evWKESNGEBkZibKyMqWlpXz79g1VVVU+fvwoApY6OjrisqGuro6Xl5dIo3/48IHr16/j7u6OpaUlubm5xMfHizTyAF0LICUlBQcHB5SUlERKXFpaWpATN2zYQG5uLhISEiQmJopa29mzZ2ltbSU6OpqEhAT27t1LaGgo8fHxotYFCI3ps2fP2Lx5MxISEgIc5OjoyJAhQ3B0dKSxsZF///2XVatWYWxsTEhICLt27RKCoKqqKgwMDOjs7CQvL48RI0aIMb+Li4uocCopKdHf3y/yFAUFBYJdbmRkhKenJ1lZWSLs6+TkxNevX8W6w9LSEgkJCebOnUt3d7e4tBgbG7Nu3TpaW1spKChg+vTpxMfH4+TkhI+PD8rKykyYMIHa2lp6enrEVHMgtDV8+HCkpaXR1NSkqqpKgIoA+vv70dXV5ezZs6xdu5bKykqh7Gxvb6eurg4dHR1Gjx6NgoIC58+fJzQ0lDlz5lBQUMDHjx8pLCzk8uXLyMjI8PXrV9TU1ESW4fPnz7x+/VqYAaWlpVFTUxM4Zi0tLXJzc1mwYAHh4eEMHTqU4uJiqquryc7Oxs3Njfz8fAF46enpEXIiqZqamr3S0tKCpKKuro6Ojg4rVqzgypUraGhoEBISgr+/P8uXL6e7u5vNmzezfv16PD098fX15cGDBxgbG3Pjxg0sLS3JzMzkjz/+wMvLi97eXoqLixk3bhwSEhKMGjWKFStWMH36dCorKxkzZgxVVVVMmzaNoUOHMnPmTLKzs/ntt99wcnJCTk6OxMREpKSkePDgAQEBAdTU1LB8+XLGjx/Pxo0byczM5NChQ2zcuJG3b98yfPhwwsPDmT59Ov7+/gQFBVFTU0NJSYkQJFhbW+Pg4ICWlhavXr3C3t4eS0tL8vPzmTFjhoANyMrKEhISgpycHIaGhqSnp+Pr64u7uzsfP34UPb8B+Pz169dFuMPMzAx/f39h2/L19WXXrl3MmzeP0aNHs3XrVpqamlBSUmLIkCHo6emJB5Cfnx/Z2dnMmTOHLVu2YG5uzrlz50hOThZ/vq2tLVFRUcjIyHDkyBHy8vLIzs6mvr6ewMBAtLS0uHbtGlevXhWKyIGU/8aNG7lw4QKHDh2itraW9+/fs2jRIvz9/QE4ceKEMOvo6uqKRO6DBw84ffo0DQ0NbNiwQXSBy8rKkJeXJzExkefPn6Ojo8OoUaM4c+YMkpKS6Ovrs2/fPvT09Dh+/Dhjxoxh1KhRQsv3999/o6CgICYMp0+fxt7envXr1yMhISEMbmfOnCEpKYnw8HA6Ojq4ffu2YJAnJSUJwYiSkpJAP+7ZswcjIyMePnyIlpaWSMUmJCQQFBREdXU1UVFRQiTz7NkzioqK2LdvH1++fKGsrAwTExP8/PyIi4vD09OTR48esXr1apqbm4XHPSkpib/++ov9+/cTHh4uEJINDQ3k5+ezfv16vLy88PLywtHRkYqKCvH/P6BEfPz4Ma6urhgYGBAaGoqVlRWXLl0SVKgDBw5gaWnJ/fv3ycjIIC0tjebmZkJCQkhNTaWtrU3wsjMzM+nt7WXXrl1oampy/vx5mpubCQsL4+nTp1haWlJXV8eyZct4/vw5K1euZOvWrRQUFJCcnIy7uztZWVksXryY6OhoDh06hJ+fH+7u7tjb25OamoqmpiY2NjZClnLjxg1GjhwpDjDu7u5icvHzzz9z6NAhnJ2dkZOTE7SyAd3g5cuX6e/vp7y8nD///JP4+HjOnDkj4BJSUlIUFxczfvx4pKWliYmJwdnZmdzcXFRVVdm8eTMxMTG0t7ejpqbG3Llz0dLSEjIiOzs7JCQkkJSUxMfHR3RwB1omDg4OfPz4kZKSEjIyMhgzZgwZGRn8888/IjDU0NDA7du38fX1FeSw7Oxs1q9fT1BQEH5+fty6dYt79+5RX1+Pg4MDhw4dYsiQIWhoaKCiokJjYyPl5eV0dHTQ3t4uVk2tra2MHTuW0aNH8/btW+7du4e5uTlFRUVs2bIFb29v1q5dy6BBg8SaZ/To0axcuZIjR45g8v/pg21tbUVl8+eff+bkyZPs2rWLnTt3ClFTV1cXq1atEjrXESNGoKenx6pVq7h69Sr+/v5UV1ejoaHBypUrcXJyIiMjg46ODqysrFi9ejWXL19GQkKCKVOmICcnJ6aWJiYmlJaW0tXVhYKCAo6Ojvj6+iItLc3Lly/R0dFhypQpZGZm4uHhgZ6eHjIyMigrKzNp0iShCU5PT6epqYmCggI6Ozupqqpi2bJlnDx5kkGDBqGlpcWdO3eor6/n0qVLqKmpYWJiwtu3bzlz5gxWVlbY2dmRkZFBbGyscFEMTAxWrlzJnDlzWLRoEYaGhsIIOCBFGfjZLF++HHl5eb58+UJCQoJwwV+6dEnQy27fvs20adMICAjAz89PSK8GDl8JCQmisTR79mzOnz/P7du3qa2tpba2liVLlgBQUlJCb28vGhoaKCgo8PjxY0xNTTE3N6e6uhqp0tLSvXJyctTX13PkyBECAgLQ19fn7NmzbN++HXt7e9HLrKurw9jYmDNnzmBoaMiZM2fIysrC2dlZdGptbGxYt24dqampgiS1cOFCwsLCOHLkCH19fWhpaVFaWoqBgQGpqal4eXlx//59mpubOXnyJGPGjEFLS4s///xTyEgMDAw4c+YMjo6O6Ojo8OrVKw4fPoyioiKbNm2iq6sLDQ0Nbt26RWNjI+vXr8fIyAgvLy++fPlCZWUltbW1Aiv4448/CujG2rVr2bZtG1JSUowbN07sI27evElLSwsODg7k5OSQkJCAnJwcCgoK2NnZoa6ujp6eHseOHcPf3x91dXUaGxspLS1lxIgR1NXV8fr1awoLC4W+7tChQ2RnZ5Ofn4+trS3z58+np6eHpqYmDh8+jKqqKuPHj+fQoUMYGRkhJycnUrB1dXV4eXmJtUNGRgaLFy/mzZs3aGhoCDhLeHg4J0+eREpKinnz5jF+/Hhu3rzJ5MmT6ezsZNmyZUJd+uXLF9TV1QXFLTExkczMTAoLC/H09BQ9yN9//51ff/2VL1++MHfuXK5du0ZMTAw7duzgwoULGBsbk5aWRmlpqbAEPXr0iIcPH5Kbm4uVlRUaGho0NTXh5uYmBAcuLi7iQfDdd99x+vRpEhIScHFxEUntV69esX79et6+fYunpyeDBw9m6dKlouNtZWXF+/fvhTdWU1OT2NhYUlNTiYqKYuHChWLP2NPTw+HDh9HQ0GDmzJnExcWRk5NDYGCg4OGrqqoyY8YMDh48yO7duxk3bhyDBg3CwsICJycnbt++jby8vCB3TZ48mWfPnrFjxw7BOw4NDaWsrIzly5eLEfumTZsE8evff//l2bNn9Pf309bWxoQJE3j16hVlZWWC4T4QAOzs7BQ3/0+fPjFq1CiGDBkiQkezZ8/m3bt3/Pzzz8THx6Ovr8/8+fPp7u6mqKiIjIwM3r9/T2NjI05OTigpKZGTk0Nra6vIfly6dInff/8dBwcHvv/+e759+8bIkSPFLeSXX36hubmZqKgoLl68yLlz5/j48SNTp07l6NGjHD9+nMOHD/Pp0yfOnz/Phg0bCA0Npbi4mP379xMQEICPjw8HDhxg5MiRJCYmUlpayo0bN1i5cqWAr/j4+LBx40b27t3LypUr+fbtGxMnTmTt2rW8evWK7u5uPn78iJ2dHa2trZiamgpaYmFhIY8ePWLRokX8+eefqKurk5WVhYSEhBCaWFpa8uLFC2bMmCFCXenp6djY2GBnZ8epU6c4f/48+vr64nBUXFxMQUGBQE+ePXuW27dvU1xcTH5+PkZGRlRVVbFgwQJevnyJpKQkgwYNIjIykkGDBnH+/Hn27dtHZWUlM2fOFMri7777jsrKStra2lBXV8fY2JjW1laCg4PR0dHh9OnTnD59mg0bNmBpaYm0tDTd3d3Mnj2bhoYGhg8fjre3Ny4uLsTFxYmd64CsSEFBQbDgTU1NRS9aSUmJ5uZm5s6dK56JI0aMEKuFAT5ER0cH9vb2DBkyhKtXr4pw1d27d1FQUMDCwgJra2u0tbWFvWzYsGFMmzaN5ORkkpOTycjIEEFhKysrLCwsUFNTQ09PD3Nzc7Zu3Sr26SYmJrS0tCAtLS3sij09PUyZMkUcHseNG0doaChLliyhsbGRtLQ0hg8fTkBAAIsXL2bYsGHEx8ejoKBARUUFXV1dxMfHs2DBAk6ePImBgQETJkzAxsYGCQkJHB0dUVdXZ/ny5ZSXl/PgwQOmTJlCY2MjHR0dvH//np9++ong4GC6u7uprq4mKSkJRUVFpKSkkJOT49KlS6xdu5bBgwfz6dMnDA0Nyc3NRV1dHSMjIzFZcHNz4969e2K9smbNGs6fP8+zZ8/Q0tJCQ0OD7du3c+LECcaOHUtbWxs9PT34+/uLBoyUu7v73hs3blBYWMjjx49JSUnhzZs36OjosH79eh4/fsyYMWPQ1NRk0qRJxMbGYm9vj6qqKtHR0bx//14AFpqamjhy5Ahubm4UFBSgrq5OfHy8kE2UlpbS3d3NTz/9xNKlS4VibtKkSZSWlvLu3Tvc3Nx4//49d+7cQV9fnxs3bhAQEMC9e/fE7nTUqFFER0djZGQkmLwODg5ISUlRWlpKeXk5UVFRrF27lp6eHjQ1Nbl586ZIJw+M1vfu3ct3332Hl5cX586dY82aNYwZM4Y1a9Zw6NAhpKWlkZSUxN7eHnl5eRoaGti4cSMREREcPnyYS5cusWjRIrEfbm5u5ubNm2zcuJG0tDQmTpzIjBkzuHv3rhhvBwQEkJCQwNChQ0XKeGCfbWxsTEBAAE1NTSxatIjk5GTevXtHZWUl6enpXLhwgdOnTzN//ny0tLSIiYkRu+8ZM2YIw5KnpyeSkpK0t7fT09ODnZ3d/9U39/f359dff+Xly5csXbqUH3/8UYyxsrOzmThxIp6enty8eVPAYVavXo2CggIRERHCtjYw4ps8ebL4PIqLixkzZgx1dXWsXLmSnp4e3rx5g5qaGsnJyezcuRMdHR2cnZ2FzGLy5MlISkqK0+WECRNobm5GW1sbPz8/1q1bJ9oGDQ0N3Llzh6CgIAYNGsSqVavYvn27SFmGh4ezYMECDA0NWbBgAfv27ePy5cvMnTuXx48fIy8vL15ARUVFdHZ2oq6uzq+//sr9+/fR0tLijz/+YMWKFfzwww9CirN7926GDh3Kly9fyM/Px9HRkdraWqytrUVvPSIiAgcHByG1uHv3Ls7OziQnJzNv3jymTp1KQEAAs2fPZt++fZiZmVFVVUVgYCDR0dHY2dmxYMECsbNasmSJGEUO9P5LSkrw8/PjwoUL4vCVkJBAcHAwe/bsYc+ePSxZsoTg4GBGjBjBpEmTGD58OOfOnRPd8hMnTqCrq8u+ffvEauXEiRMcOnSIH374ATs7O6ZMmYKmpia6urrCqpSfn4+6ujpLly6luLiYs2fPcvjwYU6cOIGTkxMhISE4OTnh6+vL+fPnOXr0KPHx8UydOpV//vkHd3d3/P39cXBwIDAwUMBe3rx5w7Rp02hvbxfkqt9//52TJ09y/fp1lJWV+fTpE6qqqhw+fJjc3FzKy8tF79zExIQ1a9Ywe/ZsXF1dOX36NBMnTsTKyorCwkJMTEwIDw/Hy8tLKDC/++47GhsbRVc9PDwcMzMzpKWluXDhAp6enhgaGpKUlMT27dsxNTVl2LBh2NnZCVezr68vv/76KzY2NiL74u/vj6ysLJWVlSxfvlz8mSdPnqS/vx8/Pz+kpKRIT0+npKSEjRs3smXLFqZNm8aUKVO4du0aU6dOpbOzEzU1NfESdnR0JCUlheDgYFatWsWhQ4coLi5m2bJlfPnyheHDh6OgoEBgYCD//e9/GTFiBMXFxbi7uwshz8De3NPTEysrKyZNmiQmgj/++KOQF927d4/e3l7++9//oqenh729PYmJiRw4cIBt27YRERGBvb09/f39ZGRk0NnZSWNjI2FhYbS3t7Nz506MjIywsrJizJgx/PHHH2zcuBEfHx8CAgLYvHkzGzZs4OHDh5w4cYIbN25QVVXFq1evxEva29ubkJAQ5s6dy19//YW8vDzXr18X4o2DBw+ip6eHhIQEXV1d7Nq1i/T0dHR0dMSev6SkhNbWVs6ePcvZs2f5448/KCoqYujQoeL3586dO/z666/i0FVVVSXaR4qKiiJYGRsbS0ZGBqqqqsyZM4empiauX7/OiRMnUFVVFVCpOXPmYGRkRGFhIZKSkjg4OPDmzRsaGhooKSlh69ataGpq0t3dzYkTJ4iLi0NHR4fCwkJmzpxJVFQU8+fPp6ioiHnz5tHS0sLt27eZMmUKYWFhSBQUFHx79+4dJ06c4MCBA6SkpODt7Y2BgYEgUoWEhHDp0iWuXr2KgoKCeBlXVVXR2dkpxqgAb9++paysjIULFxIREYG7uzuNjY0YGRlRWlqKvLw8cnJyvH//ntzcXFavXs3FixdxdHTkxYsX7Nq1SxhbUlNT2bFjB6WlpZw5cwYLCwvBEB+oKa1cuZJFixYxfPhwhg4dSnV1NR4eHqSmprJp0ybGjx8vRuhtbW38+OOPhIWF0dbWRkFBAX5+foSGhvL161dWrlwpRulTpkzB398fPT09PDw8hOLRxsZGlPAHQnPv3r3jp59+4sOHD2zevBlVVVVaW1vR1NQUNbPExEQMDAxEvWHg32lsbKS2tpbx48dz9epVpKSkSEtLw9fXl6ysLJqamliyZAl//PEHcnJy6OvrU1xcLMANnZ2dVFdX09bWhpOTkwhA1NXV8fvvv6Ojo8O4ceMwNDSkvb0dd3d3UlJSWLBgAQcOHGDixIk0NjaSmZnJ7NmzxU55IHWbmpqKhoYGhoaGyMjIcPHiRV69ekVlZSWysrIMHjwYLS0tQR1qaWkR1DFnZ2chI7G2tiYxMVEkfVVVVSktLcXX11e4X83NzYVytaurC3l5eZ4/f46uri7Dhg1j69atghMdHh4uGMN2dnb09fWhpqbGy5cv2b17Nz09PZw9exZjY2MAIiMjWbdunaiK7d69m+XLlyMjI0N7eztlZWWCUz969Gih4mttbSUrKwslJSUsLCywsLAgOTmZ3t5esrOzmTJlCjdu3CAvL49t27Zx7949vL29haN8IPyTm5srxmQ7duwgLS0NLy8vUUmZPn06Z8+eFcjPmJgYFBUVMTY2ZsqUKcjIyIj+96BBg+jq6sLR0RFpaWlUVVWFh3eA6//582dUVVVpbGxk7Nix9PT0UFpairKysljBhIWF4eHhIQh3A6ICR0dHAVWxsrLiy5cvREREYGtri4aGBi9fvqSzs5MNGzaI2+GAKjMzM5O8vDwBSHJ1dUVaWpoVK1awdetW3NzciIiIoKamho6ODpEyzsrKYtasWbS2tgp8bE9PD7W1tURGRopbTmxsLEuWLOHly5esXLmS58+fIysry8iRI9m4cSO2traoq6ujpKSEm5sbz58/Z/bs2cTGxmJtbU1ycjK3b9+mo6MDExMT4dQeCIoN0KWsrKxQU1NDS0tL7LFjY2MZOnQoEhISmJmZMWnSJPbv34+dnR2PHj1ixIgRSElJUV9fT09PD8+fP2fatGniQa2oqCiwtwP7y6qqKvLz85kzZw4hISFoaGgI73RXVxc+Pj7k5+djamqKsbEx33//PR0dHfz999+MHz+eiIgIvn79KrgEYWFh/PLLL1RXV5Oamsq7d+8AUFdX58uXLwIMNLACaWhoQEJCQrQ/nJ2d6e7u5rvvvhPP9M2bN7N582bU1dUJCgqipaWF1tZWAE6dOkVfXx/t7e0CFGRhYYGenh6urq6kpqZy//59Eer18/NDXV2duLg4SkpKGD9+vKBBpqeno62tTU9PD7NmzeLDhw+oqalRUVGBk5MT//zzD7W1tWzcuJHw8HCSkpL49u0bkydPxtzcnJiYGEaMGMGLFy9QU1PD1dWVgwcPoqWlhYqKCj09PcyePVuY+SorK2lvb2fbtm3s3btX6FIHfh/37dvH/v37xW67uLiYrq4uXr16xcqVZuRL3QAAIABJREFUK3n69CmFhYVMnTqV2NhYUlJSGD16NF5eXpSXl9PY2IiFhQXKysrExcUxadIkrly5gqurqxCjNDY2is/1ypUrFBUVkZWVxZYtW9i5cyf9/f3IyMgwb9488vPzkaqqqtqbkZGBnJyc2B91dHSIylB7ezsbNmzg+PHj1NTUUFpaSnp6ukCPZmRk0NTURGhoKJGRkdy6dYva2lqePHnCnTt3MDIyEi/trKws0V++desWgYGBKCsr8+jRIwYNGsTjx4+prKwU8ovi4mJSUlKYPn06ioqKIjx27tw5tm3bRnFxMUpKSrx58wZXV1e0tLQICwujvr6e+fPnc+DAAZYtW8bkyZNxcnJiypQp/PPPP6xfv56hQ4dy7949VFRUUFVV5bfffsPExAQJCQn27dvH4sWLSUtLIzU1lWfPngkq0549e2hrawNg7969mJiYYGdnh7e3N0uWLBEaQ0tLS2RkZEhISCA6Opr+/n4MDAx4/Pgx06dPJyQkhDFjxhASEsLYsWO5c+cO8fHxLFq0CFlZWW7duiU0o2/fvkVfX5+LFy/S3t7OsGHDGDZsGJ6enlRUVLB8+XKKi4vx9PQUD/eYmBghcZCRkeGPP/5gzZo13Lx5k02bNolgTW1tLYqKimzYsEH0u3V0dFBVVRUe5fb2dvGF19HRwdramgULFvDDDz8IUfyyZctEZ1JfX58NGzbg7e1NfX29oIS9ePGC5ORk2traaG5uZvXq1dTU1IgKz+rVq9m5cydXr15l69atAue5e/dubt++TU5ODp2dnSQnJ5Ofn09KSgoKCgqsWrUKXV1dIYdISEjgxo0bbNu2jaqqKvT09Fi9erVwXtvY2JCeno6LiwsJCQkUFhZy7NgxCgoK2LBhA3fv3iUxMZGJEyeSnp4uwAtHjx4VKfeBdsLp06cxMTHh33//5c6dO6xcuRJzc3N0dXXR0tJCQkKCzZs3Iy0tTXFxMYGBgXz9+pXGxkbB4TY2Nsbb2xt/f3+8vLxQVVUlNzeXgIAAHBwc2LBhA9HR0XR2djJ+/HgMDQ3p7+/HxcVF3Np1dXXZv38/M2bMIDg4GEVFRcLCwli6dKk4FCxdupT58+ezYcMGUdnasmULHz9+ZOTIkcTGxvLixQsGDx7M0aNHBZoxKiqK/Px8AgICcHFxITY2FlVVVTIyMmhubiYvL4+rV68K7aerqyuzZs0iNDSUI0eOkJKSIoQYkpKSYrSbkZHBxIkT6evrQ0VFhSNHjog1Q1xcHKWlpZw6dYrCwkJiYmLw8PAgJiYGExMTYXTz9fVl5cqV4hZ948YNLCwsSE9P586dO8jJyTFu3DjKy8tRVlYmLy+PCRMmsHTpUiIjI7G3t6e6uhpHR0fc3d0ZN24cw4YNIz09naKiIvbu3SvSzmVlZbx584Zff/2VqVOnMmLECG7fvi3oWqmpqXz79k1MH3R0dMjNzcXMzEw0YYYPHy7CcDY2NqxevRoDAwNxcCgqKqK2tpbMzExOnz7N9evX+f3336mpqRHfARcXF2pqarCxseH69etUVVXh6OjIly9fiIuLIz09nWPHjtHd3c29e/ews7Ojt7eXJUuWICMjw/bt28nJyUFeXl6sG588eSJeMJ6engQGBgr3s4SEBK9fvyY5OZnDhw+zadMmYmNjefLkCbm5uZw6dQptbW3q6+tRV1fHxMSEI0eO0NHRwdWrV/Hw8CApKYnhw4ezfv16QkNDmTBhApmZmYKyZ2dnh4yMDABZWVk8fPiQlJQUoqOjqa2tJT8/n7S0NHR1damrqyMgIEAQ1Lq7u8nKyiIqKoq0tDSuXbsmIDYDMCQ9PT1u3LjBwoUL+e233zhx4gSZmZkUFBQwdOhQZGVlWbBgAQoKCgIP7e3tTX9/v0DL3rp1Czc3N2pqati3bx9BQUEEBQURHx+PiYkJ165d49SpUyIYp6uri5ubG0+ePBGZEn9/f3R1dZk4cSKKiooMGzaM1tZWQX+8e/cuSkpKgvHu5ubGjBkz2L59O87OzkgA3wCUlZVpbW1FXV0dCQkJNDU1ycvLA8DW1pZhw4aJk1Jrayvu7u709fUJIldmZiYKCgqCcDQwHv1/+cvZ2ZmmpiZsbW0FRjA1NRVDQ0MaGxtRUVFhxIgRglldXl5OfHy8OC22trZiZ2cncHMAurq6aGhoEBMTg4+PjziJq6urIyUlRV5enkixNzY2Mn36dB4/fgwgEofu7u7IysrS0tLCmzdvGDduHC0tLUhJSVFdXY2TkxMlJSXo6uqya9cuZs2ahZ+fH+PGjSMpKQllZWVKSkrQ0NAgKysLXV1dSktLxd6nt7eXN2/e4OXlhZqamniJ6OjokJycjIaGBsXFxTg6OvLp0yesrKyora2lt7dXnOY/f/6MhISE+PwGuNOtra1YWlqira1Nbm4uX79+FUQhZWVl8eUqLy8X+5Hq6mrxcxz4e1euXMHKygolJSU6Ojrw8fHh5MmTmJqaiqDEAH1KQUGB+vp6ent7aW9vp6GhAWNjY4GBVVNTo7u7WwTndHV1xRfRwMAAW1tb6urqRF1tYKcF0NbWJupoXV1dNDc3o6Kigq6uLr29vcJU9v8/hLS3tyMrKyvSltXV1SgqKlJYWIi1tbX476qpqQlXtKqqKhoaGlRXV2NsbExqaioyMjJISUlRXl6Oo6Mj0dHRYsenpqZGSkoKY8aMoaSkBEVFRTQ1NXn79i3Ozs7Iy8vT29tLU1MT0tLSKCgoYGRkRH9/P/r6+igoKIj6kYuLi2Bdl5WViRDS6dOnsbKyAqCsrEy4xQc+W0VFRcG1bmhoEBS1pqYmkdRWVFREQUFBKBxLS0vFz1VZWVl8hlFRUXh5eQnzl4yMDDU1NQwZMgRFRUVqa2uRlZUVB0ctLS36+vqoq6tDQ0ODwYMHi6DQvHnzBLQkKSkJKSkpZs6cKWp+HR0d6OjoUFZWJgJ/zc3NSEpKittKcnKy+Gfa2tpoamoSEhLC6NGjSU1NpbOzU9RzKioqxPNjoJEgISHByJEjBYEwKysLAwMDLC0txf62srISNTU1oqKi6O/vR1JSkvT0dPr7+4UUZeLEicK+ZWRkRH5+PpKSkuTk5IgJT35+Ph0dHXR0dKCkpISqqipaWloUFBSgrKyMm5sb2dnZKCgoCEvawOFCWloaZ2dnMb2UlpYWlrfKykomTZqErKwsHz58YObMmSQmJgos86BBg2hra6O8vBwNDQ26urrEOFhbW1tMK4qLi2lvb8fAwICoqCicnZ1RVVVFRkYGCwsLlJSUqKysJD8/X2gfB3C2Kioqoqo2efJkgoODUVBQQFpampaWFnx8fHjy5AmSkpLY2tqKz1FOTk5UWkeNGsWnT59QUVHBycmJ7OxstLS0RAq/sbERKysruru7xcEuLS1NdPrLy8sFy1tCQgIlJSXa29vp7u4G/oewVVBQICMjg7q6OhobG0UlUllZGQ0NDVpaWvD29ubDhw+iGjeQcSgoKBA+jYEmSUNDA5WVlWKyOTA1TUhIoLy8XFRHe3p6kJGRobW1lY6ODnp7e+nr66Ozs1NU/UxMTCgsLERFRYXa2lqGDRtGVlYW+vr6tLW1IS8vL/IlA7f0lpYWSkpKcHR0pKOjA6lv377t/fz5M7a2tjx8+BBfX1/Onj3Lpk2bhJXK3NxcyCscHBzQ09PDxcWFMWPGYGRkxP3798nKyiIvLw9bW1vKy8tZu3Ytr1+/Jj8/n7q6On788UeBghs0aBDGxsa4urqyatUqGhsb2b17t3BM+/v7ExERQX19Pd9//z2qqqqi7D7wQwoKCkJeXp6lS5dy//59Dh48yJ49eygsLOTp06csX76ciooKARgZSDvGxsayePFiVFRUmDNnDnZ2dlhbW9PU1MTmzZtZsmQJFy5cwMfHBykpKYKCgrCxsaGjo4Phw4ezf/9+IiMjOX/+PHPmzBEGqyNHjtDa2srkyZNxdXXl2rVr/PDDD0yYMIHQ0FB8fX25dOkSdnZ2JCUl0d7eTlNTE7W1tYSGhrJw4UL27t1LYGAgGhoaQtgwYE8b8Fc/fPiQFStWUFJSwrJly8Qh5vjx48yZM4d3797R0dFBbW0tjY2NvH79msTERCZNmkRPTw9//fUX//77L0uXLsXR0ZHW1lYUFBT4+++/+f3330XA0NnZmSNHjggwiIODA729vRgaGuLo6CgMbJ2dnZiYmLB69WoSEhIYO3Ys5ubmBAcHU1RUxJgxY6ipqaGsrIzr16/T19dHaWkpf//9N+bm5vj5+XH37l3evHnD8ePHiY+PFy+62tpawsPDyczMpKmpiWvXrrFq1SqCg4Oprq4mIiICT09PXrx4wdmzZ0U9Jycnh7y8PG7fvo2hoSGhoaFkZWXx4cMH1NXVSU1N5fXr1xgaGvLLL78QFxeHgYEBd+/eFYHEX3/9FU1NTVxcXHBwcMDf3x9ra2vevXvHx48f8fDwoKqqitLSUtzd3ZGWlkZWVhZvb2/RtkhISGDt2rXcvXsXIyMj6urquHPnDi4uLpSVlfHt2zf2798vRrWfPn3i06dP2Nvbo6Ojw4cPH3Bzc+Ovv/4Sh4pv374xYcIE7ty5w/Pnzxk6dChBQUHcvXuXLVu2sGfPHk6ePImlpSXPnz8XB+eamhqhoRzwb1taWhIZGUleXh7jxo1j7969xMTE8Ntvv1FWVoaPjw/Nzc3MmTOH/Px8goKC+PjxI9u3b+fixYvicPX333+zd+9eoqOjBcZ43759eHh4EBwcTEZGhgheWlhYoKKiwufPnzl8+DB2dnY8f/5ckPFkZGTw9/cXQBEnJydOnz5NREQEVlZWNDQ0sGTJEnETamlp4caNGxw+fFh0yPX09MTq5saNG2IqoK+vj7+/v7BTRUdHM3bsWI4dOya6rw8ePODatWsA7Nu3j9evX3P06FEh0DE2NkZbW5vExESuXbvG27dvmTt3Lv39/ZSUlAh0qampKSUlJezcuZPMzEy8vLz4+vUr5ubmSEpKEhkZSWBgII8ePRLUyIH6UVpaGtu3b6e9vR0nJydKS0vR0NCgt7eX9PR0FixYwKlTp1BQUBD4WW9vb/FCq62tJS8vj4ULFwrtcWdnJ9ra2ri6ujJx4kRMTU1RUlLCw8ODiooK1NXV6erq4t27d1hYWPD8+XPmzZvHsWPHiImJ4d69e3R3dzN//nyePHmCr68v+fn5zJo1i8zMTHEQ0NTUFAfqAUnU33//LbDCR48e5fr166ipqdHW1oa1tTVJSUliEmhqakpgYCDHjx8XAo6B8JaGhgZVVVWMHz+ee/fukZ+fz4oVK0hOThYZIkVFRa5cucLjx4+F0CkoKIji4mLR9Hn+/Dnbt2+nvr6elpYWsrOz2bVrF2/fvhVVMUlJSYYNGybIdo2NjUhLS+Ph4cH69evF4WTmzJligmVvb09GRgYHDhzgzJkzAgZkYGAgLhU7duzg8+fP3Lt3j2PHjrFixQqqq6uZPn06enp6VFdXo6WlxaxZs8jKymLGjBmkpaVx8+ZNioqKkIqKitr78uVL0tLSaGlpITQ0FDU1NTHnB1i2bBmBgYHC+BMSEiKcoXZ2diQmJnLo0CHk5eX54YcfaGhoICcnh+XLl+Pm5oaenp6A4ysrK9PS0kJkZCR+fn5UVVUxc+ZMvnz5IljXHz58oKCgAG9vb/HLmJWVxb///itGC9OmTaOgoICKigomTJhAWloa3333HVeuXCEgIEAg56Kjoxk6dCghISGkpaXh6ekpIv4DIPqwsDCys7OFCs3CwkI8mAYSlwNpZX9/f54/f86iRYuwsbHhxIkTTJo0iadPn+Li4sKTJ0/IysqisbFRjF1+/vlnIiMjGTlyJJqammzevJmpU6eipqaGvLw8XV1d/P777xw6dIjCwkLGjh2LlZUVs2fPpry8HCUlJbq6ujA2Nub48eM8f/6c3t5etLS00NXVpba2ll9++YVXr15RVFTE2LFjsbCwICgoiIMHD4oxfHd3NxISEvznP/9h+PDhSEhIUFpaSkZGhlD6LV++nE+fPokO98KFC/Hw8CAlJYV3794xc+ZM9uzZg4uLiwgkvXjxQvQrt23bJnSenz9/ZunSpaxZswYDAwOOHj3KggULyMnJ4fLly5w7d46UlBQKCwvFdKGzsxMNDQ10dHTYtm0bhw8fFtrIAYJYfHw848ePR09Pj4CAAHR0dGhtbeXPP/9kzJgxGBoaYmZmRklJCWPHjuX69eusXbsWNTU1+vv7iY+PZ968eaipqaGpqUlbWxsyMjIUFRVhbm6Ot7c3VVVVBAcHc+vWLYqLi1m6dCkXLlygtLSUnp4eDh48SEREBE+fPuX+/fv897//RUFBgZiYGLZt28bDhw9ZtWoVO3bsoLm5GXNzc1xcXNi6dSttbW04Ozuzdu1a/vjjD9TU1IS60dramvHjxzN58mT++ecf9u7dy+7duxk5cqS4qcvIyLB//36+//57rKysGDRoEIsXL+bWrVscPnwYfX199PT0ePbsGb/99hvv3r1j2rRp6OnpUVNTw5s3b/j333/x8/Nj165dlJaW0tnZKdzkS5YsIT8/nxcvXjBkyBDu3r1LfHw8LS0tfPz4kfj4eDo6OtDX1yc0NBQ3NzfOnDnDtWvXBIP5ypUrHD9+nJiYGOGaHwD5nD9/nh9//JH6+nqSk5NZuHChkDRkZmaio6ODkZGRYNd3dXWhqKiIg4MD58+fZ8eOHWhoaAD/qx/29/fT0NCAjIyMmAq0tLSwfv16oqKiuHTpEjdv3mTkyJFs2LCBsrIy7t+/z5w5c/Dw8BCBLTMzM+GUDg8Pp7m5GW9vb7q6ujh27Bjh4eE8efKEzZs3k5aWhpubG3fv3sXJyYmYmBjq6uqIjY0lMTGRpUuXkp2dLS4bK1asQElJiYsXLzJr1iyUlZUZPHgwJSUlBAUFsXbtWkaOHElPTw9jx46lpqaGyspKWlpasLW1xdbWlo6ODrq7u6mtreXevXsUFxdz8eJFDAwMuHr1Kjo6OnR2dpKUlMT8+fNpb2+nr6+PlpYWTp06xbRp04iKikJDQwMzMzM6OjqEHKe/v5/u7m7q6ur4/vvvOX/+PG/fvmX16tXk5ubi5OQkvi+hoaE4OTnR2NgoKoTTp0/H2NiYwYMHIyMjI3TBCgoKAq05IL45efIkTk5ONDQ0sHDhQiFEUVNTw9LSEk1NTZYvX87UqVPJzc3lyZMnZGdni8PFp0+f0NHREYrVJ0+eEB4ezsqVKxk/fryoYB45coTp06eLdYOPjw9FRUUsXryYgoICZs+eTXZ2NoqKijg6Ogp65/Hjx4UzoLa2liNHjrB27Vr+85//CIhXSkqKWHOZmpqSnp5Obm4uQ4YM4fXr16xZs4bJkycTGxuLlJQUGRkZ9Pb2Csz0/v370dHRQVlZWVzeLC0tUVNTo7S0lLa2NmxtbXnw4AHLli1j7969DB48GKnm5ua92traKCkpMXz4cLZs2cLNmzdxdXXlp59+4qeffuLly5ds2LABHx8fJk+ejJmZGbm5uejr6zNp0iTGjx8v5vg1NTXMmzePqKgoGhoaUFRUJCUlBScnJ/r7+xk+fDizZs1i3bp1SEhI8O3bN9TU1Pjw4QOysrJMmTIFOzs7oYIcGEcOaP0CAwOxtrYWIg4HBwdmzJhBW1sb3759E6X0K1euICUlRUFBAdOmTSM4OBhLS0t6enrIyMhg7NixpKenc/fuXYKDg1m6dCkLFy7k8uXLLFiwgNGjR3Pjxg3S09NZt24dMTExxMXFoaGhgZycHIWFhdy6dYuwsDDc3NwYO3Ysc+fOZenSpeTn56OkpMSmTZv4559/mDhxIoWFhbx69YoPHz6wZ88ejhw5gqmpKXJycowYMYILFy5QWVnJ4MGDUVZWFtD3pqYmCgsLGTlyJDt37kRLSwt1dXXy8vJwdnYWPuSBCoKTkxOLFi0SveiBcFxRURE3b95k+PDhDBkyBBsbG1HhaG9vp6uri+joaKKjo5k6dSpTp04VQhBJSUkOHDhAYWEhDx8+ZPny5RgaGhIWFkZeXp6gGGloaDB06FCys7N59OgRly9fFgS4MWPGcPPmTRoaGpCUlOTp06csWrSIb9++UVNTIw43xsbGLFu2jEmTJhEeHk5OTg63bt1CRUUFZWVl3r9/j6urK46Ojnz9+lXsrHfu3MmpU6fIy8vj1KlTxMfH4+vrK3ZPOTk5XLp0Sdjkent7RTLbxMSErKwssbfLyMjAx8eHyMhItLW12bhxIzdv3sTa2pqZM2diZGTEy5cvSU9PJzs7m8mTJxMVFcXRo0cpKirizZs37Nq1i4aGBmHkOXjwIBUVFTQ1NXHlyhVu3rzJ3LlzRXUjNzeXyspKUlNTGT58OIMGDeLChQsEBwdz4cIF3r17x+TJk5GQkCA9PZ1Hjx5x7tw5Hj58yOLFizl06BDm5uY4Ozvj6upKU1MTHh4eYofZ399PcnKyuNF4eHhQUlKCpqamYDTn5OSIlsC6desoKipCS0sLgPz8fEGFk5WVZdCgQYSEhDB58mQWLVqEhYUFx44d4/Tp0wQEBBAcHMxff/2Fh4cH6enpAngyefJkurq6iIyMpL6+HisrKxYsWICNjQ0fP37k4sWLvHv3Thyqm5ubKSoqoq6ujqysLBQUFHBwcBB1y8zMTFxcXPDw8ODcuXNMmjQJa2trHj9+zJw5c1BWViYxMZG8vDzOnTuHtLQ0Dx48oLe3l9GjRxMWFkZxcbGwTkVGRvLnn3+yatUqEhMTefDgAXFxcaxdu5ZHjx5x4MABXr9+TWVlJeHh4SgpKQEIn4C6ujpNTU18/vyZ1tZWpKSkkJWVRVFRkcbGRjFRPHz4sHh2Doy1vby8xLpooEY3Z84cYZYbuE2npqaye/duQXIMCAhg3bp1fPjwgTlz5ojDQm1tLe3t7bx48YLNmzejo6PD4MGDcXZ2JjAwkK6uLlpbW1FRUcHU1FTsklVVVZGXl+fVq1e8ePFC1NGuX7/O6dOnMTc3Z8aMGVhaWpKWloaVlZW4sNXV1QmByMuXL1FUVERFRQVpaWkOHjzIvHnz8PHxobGxUQT2XFxcuHTpEnl5eWhraxMXF8e3b9/Q1dXFwsKClpYWzpw5Q0hICCYmJvj6+tLc3MyqVavEGmxARHLr1i36+vqIj4/n6NGjNDU18eLFCyIiIvDw8OD169cMGzYMe3t77t27R2FhIT4+Pjx69EgYH3Nzc3n69KkgGOrp6XHnzh1hZ5OUlGTHjh2EhYXR3NyMkpKSyC2tXr1aAFTi4+OpqqoiJSWF1NRUHj9+zJ49e0hPT0dVVZW8vDwhtTl+/LhAQI8aNQp/f3+UlZWZP38+7969o7S0lKCgoP/VulJTU2ltbSU+Pp7GxkZCQkJoaWnhn3/+QUFBAXd3d7q6urCzs8PZ2Zk9e/Zw48YNfv75Z9TU1Hj69Cl37txBQ0ODiRMncvnyZbZu3Upraytr1qxBXl4eLy8vrKysKCgoEAv6xYsX88svv2BkZMS0adP4/Pkzpqam/PXXX2zZsoWZM2eiq6tLXl4eCQkJyMvL8/LlS75+/UpxcTFRUVG4uroSGBiIvr4+9+7dw8zMjPz8fKZPn05bWxv19fXCJ+vj48OnT5/w9PQUwZ9t27aJrnhJSQlz586lo6ODZ8+eCS52Xl4elpaWaGho0NnZKcwsMTExKCgoCCqXpKQkycnJvH79WiQNjY2NiYuLo76+HltbW3R1dSkuLubr16/09/eLG4uSkhI2NjZoaGjw9u1b1NTUCAkJ4dChQ2L3mJOTg6SkJFVVVVhZWdHV1UVaWhq7du1CTk6O1tZWTExMWLhwId3d3RQWFqKsrCz2eQOYv4ULF4perp2dnSjnAzQ3N5OamkpSUhK7du1i+/btFBQUICsri6ysLCdOnEBOTo5Pnz7R1tYmEuwDXd+BLjbAs2fPiIyMJDY2lr/++kvs5AeSt69fv2bevHkMHTqUlJQUZGVlKSsrw8vLi76+PmRlZcVLfWCnbGdnR3Z2Nh8/fhToz1WrVlFeXk5VVRXR0dHo6uoKA5uLi4vYMzk7O9PY2CjYxz4+PigoKODm5oakpCTy8vLEx8cLItHbt2/p6+vD3d1djPTT0tJEKMzHx4fKykqRHRhoBHR3dwsk5gAR0N/fHxkZGQGLWbVqlcgYqKiocO/ePRwdHfH09KSuro5Hjx5hY2NDW1sbLi4uDB48WPihq6urqaioICkpiWHDhmFsbIyhoSFZWVkiTDhACauqqmL69Onk5eUhIyNDXl4e+fn5ODk5YWBgIGpumZmZ7Nmzh8+fPzN9+nS0tbVZuHAh+fn5dHZ2itTy27dvSU5OJj4+HhkZGcrKynj9+jWhoaEcOnSIiooK3r17x4IFC8jMzCQzM5PW1lbKy8vp7+8X0hNLS0tkZWVxc3MjMDBQtBV0dHSwtLTkl19+QVNTE3d3d1RVVRk7dixGRkbcvXuX6OhozM3NcXNzo7a2lkmTJvHkyRP09PQoKCjgw4cP5ObmsmrVKkJDQykvL2fnzp1i8ldRUSGyH7W1tfj4+KCqqioS8QBdXV2kpqaioKAgJi93794VLxU9PT2B221oaBDqXRkZGby9vamoqBAZi/j4ePr6+vjw4QPV1dVYWVnh5eXF3LlzBdLZ3t6eL1++oK+vL8QT9vb2mJmZERERwZs3b4iIiMDPz4+5c+dSVlaGqampSC2Xl5eTlZXFgwcPUFFRQU1Njbt37+Lp6YmlpSUnT54UDZKMjAzxzNLQ0CA7O1vgWgfWn5WVlRw8eJClS5diYWGBrKysmDjY2NiQkpJCbm6uIDT+8ssvpKSkMGrUKNEcGfBjD8B/vLy8RFX08+fPoh9tamrKmDFjmDVrlrCVlZeXY2JiQmVlJb29vfT09PyvhywlJaZ3aWlpmJiYUFRUhLq6Ot3d3Xh4eBASEsLmzZtpa2vj+fPnIk1+//59gTJ2c3MjIyNf6c/fAAAgAElEQVSDKVOm4ODgwNevX0lNTcXMzAxJSUk8PT3Fd9rPzw9lZWUWLFjAkCFDyMvL486dO1RXV4smj7OzM5WVlWRmZrJ8+XK2bNmCr68va9asoby8nNLSUmbOnPm/l66UFE5OTqSnpxMSEkJVVRWDBw9GQkJC5Lni4uL4999/ycnJoaenBycnp/+lxKdNm7b306dPDBo0SLg/T5w4QXNzM48ePcLY2BgLCwsMDQ0JDg7m9u3bhIWFoaKiQlxcHD09PRgaGnL//n1Onz4teN2rV6+moqKCffv2YWxsLEYWR44coaqqiitXrlBfX09oaCh7/w9Vbx6Xc/r37x/tiRYladNetKvIUpSEkDUUxnJbYzA+GMuYm7GPGYxtbCH7XlmTUIoK7av2fdVC+97vj8/vOr+P238eHkSu63qf5+v1fB7Hvn04OTmxcOFCoZuU9KQ/ffpEX18fX79+xdnZmevXr6Ours7+/ftZtmyZ2H3fv38fLy8vXr9+LdiwfX19aGpqEh4ezvfv31m7di13797l+vXrAgeam5vL9u3b8fb25s8//xSWHzk5OTEKP3/+PO/evaOurg5nZ2fS09OprKwkIiKClpYWwsLC8Pb2xtHRkdu3b3P+/HmxU0xOTubIkSOMGTMGPz8/kaxtbm5GR0eH1atXo6+vT1tbm7hFWVtbM3XqVHp7e9m5cycjR46kf//+LFmyRISX1NXVOXDgANHR0Xz69Ik///yToqIi9u/fT0ZGhuCUe3p6ijfN48ePmT9/PgMHDiQ2NlbckkJCQjh16hQFBQV0dnbS29tLdXU1lpaWLFq0iMePHwuw/owZM6iurubp06f4+/ujq6vLgwcPKC8vx8rKitOnT7NlyxZ2797N+PHjWblyJdOnT2fPnj3IycmxePFiVq1aJUJvEoOZgoKCsExJcgMzZ86kq6uLmzdvsnLlSrS0tJg2bRrfvn0TgbDs7GxSU1OxsrJi06ZN2NraMnXqVEpKSigpKSEuLg5HR0f6+vrYtGkTfn5+TJs2jdLSUmxsbCgtLRXhmIsXLzJkyBAqKyvR0tISyXgzMzNmzZpFYGAgzc3NZGRkMGXKFCZPnoyCggIZGRno6OiI4J6k5mFpacnp06dF+LCsrAwlJSXev3/Pmzdv8Pb2pr29nTt37nDp0iUKCwspLS3lxo0b5OTkEB0dzePHjzl16pTAXX78+FHcBhwcHAgKCmLKlCn4+/tjbm4ubnSSA5DkYHX79m20tbUJCAjg6tWr1NfXs2rVKp49eyYOGO3t7SLUuWHDBubNmyfAKhcuXBA851mzZgmNquR7/f37d1atWsWyZcuYNGkSDx48wNXVlXfv3uHm5oa6ujrv37/n8OHDAif57t07fvvtN/HatLa2prOzU0CVJONHV1dXAgICyMzMZOfOnSgrKwuVqCRwBJCeno6ZmRmmpqbiRrZx40ZCQkLo168fNjY2/PLLL2zdupUbN24wY8YMfvz4gYyMDA8ePODHjx+EhIRgY2NDTk4Oubm5aGtro66ujoyMDM7OzsjLy9O/f3+qq6vp378/Bw4cQFVVFX19fVxdXbGzs6Ovrw81NTWuXbuGr68v6urqPHjwgCVLlhAfH8/o0aO5fPkycXFxLFq0iM2bN3P27FmGDRvGiBEjmDVrFhkZGRQVFZGcnIyrqyuPHz/GxcWFuLg4PD09iY6OpqGhgd9//53u7m6io6NJSkoS42cJClpHR4dr166xbt06Dh06REFBAa6ursjIyGBpaYmamhpWVlYkJiYiKyuLq6srERERFBcXc/36dcaNGyeobRERESxdupS8vDxhiNu1a5eYRA4aNEj4m0eOHCloidnZ2fTv31+ARiQiqKamJi5fvoycnJz4Ounp6eLyl5SUxJMnT/jll194+PAh8+fPFxVNXV1dRo8eTVZWFtOnTxfQq4MHD3Lw4EESExNFpmHAgAE0NjYSFBREcXEx69ev59q1awwZMoTq6mqam5u5ceMGa9asIT09nUePHonD/efPnzl37hwnTpwgNDSUoKAgpk2bRnZ2Nvn5+RgbG6OlpQXAiRMnOHnyJF++fEFWVpa8vDy6urpELiomJobp06djb2+PlZUVtbW1HD58WFTyjh8/jq+vL21tbQwcOJChQ4fi5eVFeHg4/fv3/y8m+suXL/sApKWlRecrKyuLhoYGPDw86OvrEzzeiooKfv75Z9LS0vDw8EBFRUVYmywtLXF2dubDhw/U19cTGBgo7EQFBQVMnjyZ8vJy3N3dOXfuHI8fP2b16tWMGTOG8ePHCwJUbGwsV65cITIyUphXQkNDGTx4MC9evMDFxQVpaWmePHlCZ2cnsbGxmJmZUVtbS1RUFAsXLiQ1NZVVq1bR0NDAhw8fcHd3p7Kyks2bN9PQ0EBkZCSfPn3ir7/+Ij8/n1u3bgEwevRouru7GTVqlJCP29nZUVVVxdq1a7l9+zYVFRX89ddfTJgwgVevXjF+/Hi6u7vFxEDiafXz8yMiIgIVFRVSUlK4efMmly5dIjs7W/CT58yZw+3bt9m0aROnT5/m7NmzxMbGMmrUKDZs2MD9+/fZuHEjgwYNIjw8HCMjI4qKirCwsKC5uZmenh7Ky8sZOXIkAwYM4OrVq+zbt4+8vDzev3+PlpYWnZ2dDB8+HGtrawC0tLRwcnJCTk5OKCq1tbUZPXo08fHxyMjIoKenR//+/Vm9ejUPHjwA/iuPcHNzw83NjWvXrpGSkoKenh5GRkZERkYSERGBu7s78fHxXLx4kbdv39LR0cGJEycICwvjx48fODk50d3dLVK5hw4dwsHBgcDAQP755x+xg5V4tQMCAqipqWHlypXExcVRWlrK2bNn0dfXR1lZGWdnZ5qbm/Hw8KCtrU2MznNzc7G1tWX37t14eXlRXFxMfX09cXFxhISEMGzYMOTl5YmOjubt27f89ttv7N27l3v37pGfn4+srCyrV6/mxIkT2NnZMXv2bGHmmTJlCsuWLaOiokKEZRISErC3txcOazk5Of7++28BGCopKcHCwkKkRefPn8/q1at5+PAhubm5GBkZ8enTJyFqkJWV5d69ezg7O/Pt2zdKSkqYNm0aKioqtLS0cPjwYRoaGsjOzubr16/Y2trS09PD8OHDsbe358OHD7x//x5NTU1mzpxJcnIyHh4eSEtLc+HCBczNzUWC1srKCiMjI1xcXNDV1UVJSYnMzEz279+Pra0tfX19jBgxgqVLl4retbS0tFDLBgcH4+Pjg5WVlXhNXLp0CS8vL4YOHUplZSUqKir09PQwe/Zs4R8wMzNDX18fVVVVQkJCcHd35/bt29TV1VFTU8PPP/+MiooK2dnZ3LlzR6y7zp49y+LFiwVr/c2bN9y9e1cIHx49ekRlZSUvXrxg7NixfPz4UdRkJLmYe/fuiUqShOp1/fp1Fi9eTHl5OXZ2dsTExAiIk6OjI3v27KGjo0OsCIcNG8bHjx9Zv3493759w8PDg6CgIEJCQlBQUBAWMDs7O7KyspCTk2PGjBmYm5sTGBiIn58fPT09XLhwAT09PQoKCjA0NOTq1au8ffsWLy8vkpOTyc3NFQIjST22pKSEDx8+MGnSJKGnXb9+PS0tLfz+++9cvnwZf39/IbPw9/fnzZs3XLx4ERUVFWRlZenfvz/5+fl8//5deMgdHR0ZNGgQampqVFZWYmNjw5kzZ9DX12f69Ol0d3fT0NAgJnkSYExFRQWdnZ2oqamJeqGsrCwhISFiPePo6EhjYyNycnLcuXMHJycnoqKiuHjxIuPHj+fp06cUFhYSFRWFqakptra2uLm5ifH9mjVrkJeXR0FBgezsbEJCQrh8+TJHjx4lIyMDLy8vHjx4gKKiIpKJsZaWFsrKyvj4+JCamkp4eDiysrLY2toKbfKUKVMoLy8nLS1NHBjnzp1LZmamaB1NmjSJpUuXsnbtWlJSUrh8+TLp6el0dXVRUFDAL7/8grq6OhkZGRw8eJDx48dz5swZNDQ0UFdXJyQkRLRpnJycSE9P5+nTp2IX//TpU9asWUN9fT1ZWVkUFxcLKVRMTAwWFhbs2bPnvwdyYJ+FhQVqamq4uLhw4sQJbGxs+PLlC21tbYwaNYq0tDTy8/PZsmULzc3NSEtL4+zsTFNTE42NjbS3t1NfXy+A5UZGRjg6OhIXF4eOjo6Y1/fr14/s7Gxev35NWFgYc+fOxc3NjXv37tHe3k5mZiYVFRVoamrS2dlJv379iIuLY86cOQQGBuLp6cnDhw8xMjJi48aNREZGoqyszLVr1xg0aBA1NTXExcVRXl4uvklWVlYUFhaSnZ1NcHAwaWlpPHjwgAEDBmBubo6FhQXq6uqsWrWK3t5eHjx4wMmTJ9m4cSP3798HYMiQIZw4cUIQxwYNGkRdXR2enp4kJiZy584dTE1Nsbe3F+McTU1NsrOzsbOzw87ODk9PT9LS0hg/fjzm5uaEhoayYcMGIXKQ8NR9fX05deoU7u7uwgYzevRo/vjjD7q7uzEyMsLY2JgdO3ZgZ2eHjY2N4GD/+uuv9O/fH2VlZezs7Ni2bRs5OTlC4JGXl4eJiQlBQUFYWlqKVOTYsWNRVlYWJ+GMjAwCAwNpamoiLy8Pf39/Ll68SEtLC0uXLuXz589CS1dVVUVpaSm9vb28e/eO9vZ2tLW1qa+vJycnBwcHB2bMmEFISAgTJkzA2tqalJQUBgwYwNixY1FTU6O3t5djx47xv//7vyLtLWH+mpiYkJKSIm50+vr6grnd19dHQ0ODoKhJ2O55eXkMGzaMM2fOMGDAAIYPH05JSQnl5eUAdHd3C2SioqIibW1tPHnyhDFjxpCZmcm7d+/w8/Nj3rx5tLS00NraSmpqqvBINzc3s3//fgGukZeXp7u7W/TEHz58yNevX1m4cCEVFRXY2NgwcOBA1q1bh76+Pt++faOiooL29nakpKTYvn07paWlhIaG0tXVxcOHD3F1dSUvL48NGzbQ2NiIo6MjERERbNu2TTiV7e3tOXz4MMuXL+fOnTvY2dkRFRXF8ePH6e7uxsvLix07dohwjbGxMQApKSl0dHSQkJCAsrKyQAQbGBiIW9PKlStpbGzE3t6exsZGFBUVycjI4O3bt9jb2+Pi4kJubi4+Pj68evUKJSUlJk6cSHd3Nw4ODoSGhvL161d8fX0xMDDgP//5jzjQV1RUMG/ePJKSkggKCmLcuHFoamqSmpqKubk5enp6oo45Z84c8vLyxAOkp6eHhoYG+vXrh7u7OyUlJYwdO5YjR45QVVWFgYEBQ4YMwcXFBU1NTXx9famrq2Po0KEEBweLyYNE2/vmzRvU1dUxMTGhra2NrKwsdHR0aGxsxPD/dz4vWLCAhIQEsXYJCQlh+PDhREVFUVxcTEBAgKgrmpqa0t3dza1bt7C0tGT79u0i3KajoyMS4QYGBiQlJWFhYSGYEyoqKri4uPD69Wsx8YyOjqapqYkZM2YQExPDqVOneP/+Pd+/fxf+5vHjx9Pe3o6JiQkDBgzAz89P1LFMTU3ZtGkTf/31F+/evUNLS4tRo0bx8OFDpk+fTnJyMuXl5WLtIhlXSx4wXl5eQvcrwejKyMiIg5eEfaCiosKBAwewtbVlwoQJSJ4pRUVFInBVXl5ObGwsW7duRU9Pj8ePHzN+/HgePXpEQUEBjY2NtLS0CPqjkpISAwcOJDU1lYcPH6Krq8uZM2dYtGgRv//+O7/++qtQ9DY0NGBhYcGTJ08oLi6mqamJqKgoLCwshOdBgvk8evSoAFa1tbUxfPhwjI2N+e2339DR0SEnJ4eioiKmTJkirIISe11FRQULFiygoKCAQYMG8eHDB9zc3IiNjSU7O5sLFy6IJo2bmxu+vr7o6ekxe/Zs9PX1KSwsFDkeR0dH5syZQ2RkJFpaWsjLy9OvXz/CwsLE1DU4OFi44z9//vz/etiSG6a2tjaJiYmMGDGCqKgopk+fTlhYmKhrSWhieXl5uLi4iAf1mDFjaGxsFJUkY2NjsTcLCAhg3rx5VFdXo6+vT3NzM+Xl5cjLy9Pe3o6ZmRm2trY8f/5cBHisrKxEFSM0NBR7e3tycnIYP348ZmZmou8oce0WFhaKvZSpqSnW1tbU1dWhrq4utHSSh7idnZ3YVUl+rFy5kvj4eH78+CG6j/b29uTm5jJ79myBn/P29had5r6+PpHaffr0KTNmzODVq1fidpWcnIyqqirXrl2jublZ0MNCQ0NxcXFhwoQJJCUl4ePjQ0FBASYmJuJDR/JwLS0tZfjw4XR1dYnR5ciRI5GSkhI9VgkMJCYmhs7OTrEvb2xsZOTIkbS1tZGXlycsYY2NjfT09NDV1YWZmRmdnZ2EhYVRW1uLlZWV4L1LRt/z589HRUWFxMREVFRUOHjwIHPmzMHc3Jz29nbGjBlDeHi4UM+lpaUJEH9XVxdNTU1CfWdiYoKxsTFycnLU1tbi4OBAaWmpoF5JnOkS5R/810D048cPMjIyGDp0KJ2dnWIPam5uTkJCghiP1tXVoaCgQEFBAXPnzhXJZkNDQ1RVVfny5Qv9+vWjtrZWcIWDgoKQlZUF/qtk/PLlC15eXgKV6uPjQ2ZmJkpKSujq6pKbm0tqaioLFiyguroaY2Nj8XdQU1Nj4MCBdHV10a9fP/Ha6+3txdTUlJaWFr59+8a3b99QUVGhra2NnJwctm3bRl9fH2fPnhWTg9raWgHFUFBQELAVSXZD0vuUlpZGRkaG7u5uzM3NGTx4MBcuXGDMmDF0dHRQUVGBvLw89vb2REVFYWVlhb29Pc+fP0dOTg49PT3i4uKQWPuam5vp6OgQvfSSkhIMDQ1JTU1FV1dXtArs7e1JSEigvb1dvK8lN+ZJkyaRkZEhQkmSjrGBgQElJSUYGxuTnp5OaGgoVlZWzJkzh66uLrKyskRzQhKqunv3Lo2NjcydO5dPnz6J7ndHRwdaWlro6OhQUVFBVVUVjY2N4oO1X79+xMbGoqqqKnq46enpYmqorq5ObW0tWlpaVFVV4enpSUtLC5aWlgwaNEiAQ2bMmEFFRQUfP35k5cqVKCkpUV5eLt4j3d3d1NXVMXjwYPF5oKamRnl5OZqamrS0tBAfH4+1tTVZWVm4u7vz9u1bQWxMS0tj6dKl5OTkkJycjIaGBtLS0gwaNEhQBiV2st9//53Vq1czYsQI8X2W/BsUFRX58eMHdnZ2JCYmUl9fT01NDUVFRaipqeHq6sqHDx+YMmUKtbW1YuIjIW7169ePoqIiVFVVqa2tZfDgwSgqKoqH9/fv32lsbGTTpk2iT62srExWVhZNTU24u7vT19dHZ2cnLS0t/4c6mZyczNChQ+nr68PMzEyQ/goLCwU9UE5ODkVFRfE6MzY2RkNDg9TUVDQ0NEhLS0NDQ+O/aWkZGbKysgQfQlFRETk5OUxMTPj+/bv4XFdXV6e0tBQrKyuqqqrE60SCfm1ra6O4uBgrKysyMjLEv2fChAlkZGSI983bt2+ZOnUqtbW1dHZ2/p+vm5WVhZWVlWB16Orqip66k5MTLS0tqKiooKqqSklJifi7ZmZmMmXKFIFSzczMpKOjQ7yXJBjiwsJCAYCROXTo0D5VVVX+/PNP5OTkGDhwII2NjXR1dXH8+HFOnDiBh4cHsbGx1NbWUl5eLtJ4GRkZODk5ISUlhYKCAjt37mTixIlUV1czdepU+vr6RH1GW1ub58+fs3btWkaMGEFaWhrl5eX88ssvrF69msrKSoG1/Pnnn0WNqKuri99//x2AixcvYmlpiYWFBePGjUNPTw9ra2uqqqqorq7m2bNn+Pr6smPHDoqKikQiWsL+9fT0RENDg8rKSry9vXF1deX8+fNMmTKFf//9l3///ZenT5+yZMkSWltbOXbsmAiuJScnU1xcTFJSEitXrhQ3YwMDA5YsWcKMGTNYtGiRKNfX1dXR3d2NoaEh+vr6fPnyBW9vb+7cuUN9fb0Y65WUlIiKhpaWlkACdnR08Pr1a5GK/P79O1evXkVLS0vsbM+fP09AQADZ2dncvXuXrq4uIiIiaG9v5/r160yfPp2XL18yfvx4PD09iY2NpaGhAW9vbyZPnizS0xs3bsTBwYHhw4dTVVXFP//8Q3t7O5s2bWLu3LkkJSWhpKQkEJTfv39n5syZLFu2jJMnT1JaWkpLSwtxcXFER0fj5eVFU1MT3d3dqKio0NrayocPHzA3Nxf1NUnVLzMzk5aWFiH6yMvL49q1awQHB2Ntbc2TJ0+YPn06nz9/pqSkhOTkZNasWcOAAQNQUVHB1NSURYsWcffuXfz8/FBQUGDq1KmsX7+e8+fPAzBnzhz27dvHpUuX0NLSYsKECcLrXFZWxq5du5g1axaamppiLXTlyhXmz5/Py5cvMTExEfUsa2trcSOYPXs2hYWFREZGkpqaSkVFBY6Ojpw4cYLS0lKysrJEyOjHjx/4+/uLiU9fX5+gyMXHx5OUlERKSoqg2jU0NBAQEMCZM2eYN28eUVFRIiX7+fNnzp8/z5IlS2hsbOT8+fOUl5cTHR0thC/V1dW8e/eOdevWkZeXJ+oxhYWFNDU1cfr0aczMzNiyZQs7duzg4sWLVFVVUVJSIoAPra2tpKWlcenSJQYNGsSPHz/EeDojI4Oenh4WL17MrVu32LJli5BvzJgxg7q6OgEPkWgZJTSriIgI/v77b9Fp/vfff5GVlSU0NBQ/Pz/y8/OZM2eOCCbp6Ojw7t07Tpw4wapVq7hw4YI4XN69excXFxdkZGTIycnB1taWZ8+eiaCqiYkJenp6ghu9bt06Fi5ciIaGBj9+/BAhLj09PTHelYglsrOzuXbtGseOHSMlJYVhw4axfft2bt++TWRkpJBRZGZmitpmXFwcdXV1ovKmqanJ8uXLCQ8P5/Pnz+jr6wvGQGlpKbt378bPz0+YyywtLcU6a+zYsWhpadHR0UFcXBz9+vXjw4cPJCQkoKCgwJ49e9DV1aW9vV0AeBQVFcUFoV+/fuzbtw91dXXMzMw4duwYTk5OhIaGijTzy5cvBT7406dPmJmZUVxcjJaWFsuXL2fmzJnk5+fT1tZGfHy8cHifOHGC8PBw5OXlqaysFPvu9vZ2NDU1Bfa2vLwcLS0tnj59yoYNG+jr66Ovrw9LS0vc3NxITEzk8+fPFBYWoqSkJNY3EoBUVlYWlZWV5Ofnk5qaSnNzM8+ePUNbW5sRI0YwceJEDAwMSExMFJKR06dPM3v2bI4fPy567BIb5J07dzh58iT6+vqcOXMGbW1twsPDBSWtX79+4v1naWlJcnIyy5Yto6amBisrKxwdHQX0xsHBARcXF5ydnTEyMqK9vR0PDw+MjIy4du0a169fJywsTMB3ZGRkhN5UU1MTf39/EhMThQb30KFDvH//nq1bt5KamkpCQgJbtmwhLCwMHR0dvL29kRk6dOi+e/fu0dHRQVVVFTo6OlhZWeHi4oKqqir/+7//y8CBA7ly5QrZ2dncv3+fwsJCYmJiUFJSor29HS8vL9Hpe/v2LWlpaaSnp+Po6EhhYSGbN2/G3t6e33//nYCAANzd3cXy38HBAQsLC7Kysti7dy/Jyck4OzsLj7YEWCIrK0taWhra2tpCnCE5Hebn5yMvL09oaKgYvRsYGBAeHo61tTXr1q2jubmZrKwsfvvtNwARWrl58ybv379n9+7dODs7M2vWLOrq6vD29sbW1lZ0lpOSkrh37x5VVVUCH2pubs62bdsICAhgxowZWFpaUldXh4uLi/jw0NPTo6uri7NnzwqAjKOjI729vSQlJQkUYFlZGYMHDyY5OZn9+/cTFhbGihUrKCwsxM7OTrxBg4KCkJOTIzU1FSMjI/78808aGxvx9PRk0qRJ/P3330ybNg19fX0GDx7MnTt3mD59OpqamsJVfPbsWQIDA1mxYgUJCQmoqanh4eEhqgVLlizBzc2NX3/9lb6+Po4dO8aTJ0+oq6ujqKiIgIAAiouL+e2339i3bx9nzpxhyJAh4rYg6SYXFhbS2dlJQUEBWVlZ3Lx5EyMjI06ePElubi4eHh7CWS65aV2/fp3hw4fj4eFBe3s70tLSfPz4EUVFRT5+/IiVlRXLli2jsbGRxMREpk+fTr9+/ZCSkkJGRobJkyfj6upKV1cX0tLSvH79GkVFRe7fv8/ly5fFh40khS8tLU1ZWRkfP36kubmZd+/eoampSWVlJbGxsaxYsYLTp0+zfft2jI2NRZ1LR0eHvLw8Dhw4gL6+vmBqu7i4iLGtBAl57949sTZwdHREQUGBoUOHsm/fPnbv3i3obM+fP6epqYkrV66I8fo///zDwoULkZWVZdWqVbx69YqHDx9y7tw59uzZg6ampggxrlu3TqyJYmNj+f3330X17ty5c/j7+/P9+3devXqFgYEBcXFx/PXXX/j6+rJ27VrhtL9y5YoI3kn20Z8+fSIoKIjq6moaGxvx8/Pj7t27PH78mA8fPpCcnMyVK1dYuHCh4MN/+PABJSUlVFVVAYiIiKCoqEjcgv744w82bNjA8+fP0dfXx8rKioKCAnR0dDh27JgY9UpIhN3d3aipqbFgwQJ6e3vJy8tj+vTp7Nq1i4qKCkHXi4mJYceOHfT09PDPP/9gY2MjplYpKSli7VdQUMDOnTv58uWLMK7FxsYSHx/P8+fPUVRU5Pjx42RlZZGamsr06dMZN24cW7duJTIykm/fvnHz5k2+f/9OTU0NZWVlaGlp0dPTI1ot165d4927d6ipqbFkyRIyMzNxdXWlqKiIMWPG8Pr1a/HZ1tXVhaGhIdHR0SxcuJDdu3ejqqpKQkICLi4uohJ4/vx5dHR00NXVJTg4mJEjR3Lp0iXhi87MzCQtLY36+nouX75MYWEh1dXVXL9+XWQQ8vLyiIqKoqmpiaqqKszNzdHU1ERHR4cFCxZQWVkpxBelpaU4OTkxdepUKisrsba25uXLl8jJyVFZWcno0aPp6OgQLopx45XADWkAACAASURBVMYRGhqKk5OTSIpLENW5ubmoqamJNZObmxt2dnbs3r2bpqYm9uzZI6aOgYGB/Pjxg/DwcKKjo8XnmGRKFxkZSUBAAP/5z394/fo1xsbGZGVlCVmTZGSvq6vLhQsXKCoq4tChQxQWFopVoIQ1cePGDTw9Pdm0aZNoZnh7ewsuuomJCe7u7hgYGLBx40YWL15McHAwycnJZGVlMXHiROzt7fHx8eHt27dcunSJUaNGifbRjRs3cHV1RVVVlVWrVqGgoIC0tLQIv1lbW1NRUYGPjw8ZGRmEh4fz/PlzcQh3dXUlPz8fGVNT033e3t709PSwZMkSysvL0dbWJiwsjNu3b4ulf0pKCpaWlri4uJCSksK4ceMYMWIE48aNE521lpYW5s+fT09PD/r6+hQXFxMfH4+srCxJSUlkZ2eTnp6OiYmJGO9eunRJBIZqa2uJjo6mra1NjDCqq6sxMzOjtLSUV69eifQkwMePH9HT06OtrU2M3h4+fIiCgoLoQtrZ2YlRYlhYGB0dHZw5cwYTExMePXrEggULyM3NFajQ+vp6Xr9+zZMnT8SNVLKrjI+PB+DSpUt4eHiQlZXF4cOHkZaWRk5Ojvr6eqFnS0pK4tu3bzx8+BAdHR3h0B0zZgx6enqUlJTw+PFjzMzMcHNz4+HDhyKpDXDr1i0xWs7Pz8fJyYmzZ8+ybds2KisruX37ttDCWVpaUlhYyOfPnwkICBDBjdTUVIF1vXbtGomJiUyZMoWzZ8+ipaWFlpYWZWVlIrymoaGBkZERxcXF4oUt8f66u7vT3d2NtLQ08fHxlJaWoqenh5ycHEeOHOHDhw+oqKgQHh6Op6cnZmZmTJ06FVdXV1xcXMQkZNWqVXz48IH4+HiCgoLw9vYmMzOTkSNHsnr1am7evEldXZ2okvz555+sWLGCf//9l6VLl6Kurs5PP/2Erq4u3d3dmJqaoqamJmQOLS0tbN++ndWrV7N06VLc3NxIS0tj0aJFjBs3DhMTE1FT/PTpk6iANTU1oaenx5kzZ9i5cyc9PT0YGRmho6NDZ2cnKioqGBkZsW3bNo4fP05hYaF4Q0+dOpXjx4+za9cuent7RZ1p7969XLt2DVVVVdavX8/p06cZNmyYOFnr6ekJr/jly5eJiooSvO76+nr8/PxobW0VgJyysjJGjBhBZ2cnx44dw9PTEzU1NRoaGli2bBlZWVlMnTpV1IAk66vRo0ezceNGJk6cyIABA1BVVeWXX37h6dOnHDp0CHNzc+bPn090dDRr166lvb2d8ePHo6WlJYQn169fZ+fOnVhaWv6fX7t9+zY5OTlIS0szZcoUtm/fzrZt21i+fDn29vZERkbi7+8vxuArVqzg06dPpKens2LFCvEwk5GRoaioiODgYHR1dXn58qXwtUvWCPPmzePZs2fMnz+fdevWoa6ujoWFBTo6OuzatYuWlhZKS0sBMDAwQE5Ojo0bNxIbG0tPTw++vr70798fFxcX8vPzUVBQ4NmzZ2RlZfHLL7/g7u6OmZmZwKZOmjSJpqYm5s6di6GhIcePH+fmzZtcuHCBwsJCcnJycHNzw8rKiqamJiZPnizG6cuXL2fKlCl4e3vj6+uLoaEhHz9+xNXVlWPHjnHmzBlRG509ezYxMTEoKysTFRXF7NmzUVJS4uDBg8jKyhIeHs6NGzeYNWsWCxcuxM/Pj+DgYFpaWigqKsLd3Z2ioiLU1dVxd3cnJSWF9evXExkZydGjR0UQExDwqc2bNwtmgZeXF7m5uezbt499+/ZRUFBAZGQkWVlZjBw5EjMzM8rLy/n27Ru6urrcuHGDiooKoqKimDRpEhs2bBAHfD09PRYtWsTx48f57bffGDBgAGVlZeIAIC8vT2Jioph4jBs3jtu3b9PS0sKFCxdYs2YN5eXlQhTl5OSEn58fjx8/Jjk5GUNDQzIzM/H392fSpElYWlpy69Yt1NTUsLW1ZevWrRw4cICWlhYePHiAhYUF/v7+Yo89Z84cdHR0xP/h+vXr+fDhAy9fvsTNzY05c+aQk5MjGiuSmrGk9z1hwgQMDAzEe8Te3p6CggL8/Pz49ddfhaHSz89PtB2qq6s5deoUenp6hISEIC8vLz6PKysrCQoKwsDAgIMHD7JgwQK0tbXFZS4uLg53d3dxgJNKSkrqk5WVJTY2lgULFvD161eeP3/Omzdv2L9/P48fPxaL9OLiYqSlpQU56/79+7i7u/Pu3Tvs7e0ZNmwYt27dQllZmYKCAlRUVKipqWHXrl18+vRJ7GHNzc1FTD8oKIhNmzaJLtrhw4dFejQ9PZ2YmBiRvu7o6KCjo0OEjXp7e7l58ybLli2jpKQEeXl5ZGVlMTc3Z82aNaSlpdHb20t5eTkFBQW8fPmSgIAAjh49SlFREfPmzaOhoQFlZWUqKyupqKhg9uzZ9PT08PXrV+rr69HT02PSpEkEBQUREREhnLV///03CxcuFPJ2KSkpNm/ejL+/Pxs3bmTPnj2iVyi5cXV1dYmDTVtbGy9evGDw4MFs3rxZ7Ky1tbXJzs5GVlZWYF8LCgooLS1FSkoKR0dHCgoKGDlyJGpqaoSHhzNs2DB0dHSIjo5mypQpYu979OhRcnJyOHLkCMOHD6epqYnBgwdz+/ZtfH19KSoqIjs7m6SkJLHDCw8PZ9euXcIB/O+///L777+jpKREfn6+YMabm5uza9cuLl68iI2NDU+ePKGoqEi4sjU0NLC3t0dRUZEXL17g7u5OWloaUlJSrFmzhuLiYv7nf/6Ht2/fUlpaSmlpqUjGS26S48aNo6+vT6Rys7KyKC8vF5CW+vp6PD09yczMRFVVVXSON2zYgL+/Pzo6Orx58wZpaWnx4JLUheTl5UXYQ0pKCiUlJXJzc3n9+jUzZswQqXGJ1lCiT2xoaODTp0+8f/8eX19f8edLLFSSPr5ELRoeHs7w4cOZP38+165dw8rKSvhwP336RFFREfHx8Zw5c4aysjJxu+zfvz+9vb04OTnh5ubGjRs3WLhwIRkZGYwYMQIFBQXa2tqorq6mt7eX+Ph4xo8fT0lJiUhNjxgxgj179vDHH38Igcm1a9ewtbVFU1MTCwsLQf7T09MTieG5c+diaWmJqampeBC6uLiwf/9+mpubsbCwQF9fnzdv3rB582aKiop48uQJ/v7+REREsHPnToqKikhMTBQj5IEDBwpFqITe9ezZM5ydnZGVlcXKykqku9va2gQVTV1dHWNjYz5//szLly+xtLRk4sSJ6Onpcf/+ffr6+mhpaeHDhw8MHDiQvXv38vXrVwwNDcWabNasWairq/Ps2TOam5tJT08X7PGJEydSWlpKYWEhS5YsEb9HoohVU1NjwIAB2NjYsHjxYj59+sT9+/dRVFSkvr6egQMHcv78eWbMmIGzszNPnz5lyJAhyMrKUldXh5aWFkVFRTg6OqKsrIy0tDRDhw7FxsaG4OBgocZ9+fIl2dnZosL1008/ER4ejp+fH8ePH8fDw4O6ujoePXokmh5TpkyhoKCANWvWMHfuXExMTDAxMaG1tZXa2loARo4cyd9//42WlhY2NjZ4eXlhZWVFUlIS58+f5+DBg5w+fVqsMHt6enj8+DE3b97E3Nycp0+fMm3aNN69e8fYsWMJDg6mvb1dhKUqKyvR1NQkIyNDYIglAVYfHx+6u7tZv349lpaWeHl5oayszNevX3FyciIvL4+MjAx8fHyIiYnB19eXY8eOMXjwYKZMmSICspLVUUlJCcOGDSMtLY39+/eLW2xUVBQuLi5kZmYiJyeHoaEhubm5ZGRkUFlZKXbhCgoKTJ8+nbq6Opqamqirq8PQ0BBpaWmcnJzYuXOneNZIuAOKiopUVFTQ19fHxIkTBTxKgif+8OED586dE4wJQ0NDfvvtN9avXy8c3O7u7tjY2HD16lVqamowMTFBUVERGRkZNDU1UVZW5vXr11hZWfH27VukpaVRU1Nj8uTJfP78WRxccnJykDl//vy+q1evcu/ePf744w90dXVpbGwkMzOTpqYmNm7cyD///IO2tjYxMTFUV1eTl5eHq6srDx484M6dO+zYsYNdu3ZhamrKly9fqKqqYsSIEYwZM4YXL17w6dMnYmNj8ff3Z+fOnaSmptLQ0MDChQs5d+4cGRkZpKSk4Ovry/v373n48CHa2trIy8tz8eJFgoKCSExMJDAwEC0tLXp7e0XPsra2VgBHXrx4gaurK9u2bSM/P5+DBw8iLS0tKkoZGRliX+nj44O6ujoGBgZ4e3ujoqLC+PHjaWxsZOfOnYwaNYrExERGjRolbDGFhYU8evSIlpYWHj58yNixY0X/c+7cuQwYMIBv376RmJhIV1eXSKBLqlYuLi4i0a6vr09WVhZ6enoCKpGSkkJISAgyMjKcP3+enp4eOjs72bZtG4C4jampqdHY2EhhYSGWlpZMmzaNx48fM2jQIA4cOIC3tzfjx48XXb7+/fszduxYTExMGDJkCCYmJpw9e5ZTp07x9u1bHBwc8PLyIjAwkPj4eKSkpDh58iRbtmyhtLSUwYMHU1JSgpKSEkeOHMHGxgYjIyNCQkKYPHky2dnZzJo1iwMHDjB+/HiSk5MZMWIECQkJ+Pr6Ck2msrIyEydOZOvWrZSVlYmErwSw//XrVzQ0NLh8+TKzZ8+mvLyc+/fvM2/ePN6+fYu8vDzS0tJMmjSJ4OBgnJ2dCQ8Px87Ojq9fvxIVFcXWrVuxtLTkxIkTBAQE0N3dLTR1xcXFGBsbC+KaJDT4+PFjZGRkGDx4MI8ePSI6OlpQ1Nrb2zl69CiHDh2ioqJCKBMnTJhAQ0MD5eXlIn3t5+fHt2/fyMzMpH///igqKlJWVsbcuXM5e/YsixYtEj15R0dHTp48yfPnz5k5cyYlJSUiYHTgwAEUFRVZuXIlhYWFvH79WihqJaPOK1eucP/+ffT09BgyZAhpaWkYGRnR0tLCvHnzqKmpYefOnTx//hw3NzfRHMjMzERHRwdTU1OBHc3Ly2PChAm0trYiKyuLtbU1//nPf2hvb6eoqEjUXg4ePEhKSgpbt27l+PHjPHv2jM2bN5OZmcnt27dFgHHp0qXMmDEDKSkpoqOjGTp0KHv27KGoqIiuri58fX1Fn9jZ2RkDAwMREJSSksLCwkIcfDIzMxkyZAhdXV3s2LFDPGwkjP7ly5cLf/vOnTtFVc/BwQEpKSnc3d2RkpIS+kqJxz0kJIQ1a9Zw7949TE1N8fT0FHwDKysrpKWl0dbWZtWqVXz58kVMZJYuXUpiYiJDhgxh8eLF2Nrain66JKnc29sr1iqSZoSE9nb9+nWioqKIiIigrq4OBwcH1q5dS1lZmQAtwf+TFwUGBjJu3DhUVFTEbfbcuXMsWrQIBQUFXF1dKS4uRkdHBx8fHyZOnEhiYiI1NTWYmppSWVnJ33//zbFjxzh16hQKCgrCd37+/Pn/w5/Ys2ePsK49f/6cvr4+iouLxZQiKiqKT58+0dbWhomJCbW1taItpK+vz7Bhw4iMjGT16tWsWbOG5cuXc//+fT59+oSWlhYjR45EUVGRUaNGCQbHxo0baW1tJTExkUePHlFdXc23b99IT08nMDAQExMT3r17R2dnJ6WlpTQ2NqKtrS1qrbGxsejr63Pjxg2io6OZMWMGhw8fZsKECUKBCTB8+HBu3rzJ+vXrGTNmjDg83b17l3fv3pGdnU1VVRUODg4cO3ZMSIseP37M4MGDaW5u5vDhw2zcuBFlZWXq6uoYNWqUuLisXbuW+/fvCzBUQkICPj4+Ym3g7u7OrFmzCA4OJj8/n5aWFoyNjdHT0xOXBi8vLyIjI1m5ciUxMTEcP34cFRUVXr58SXp6+n/34Pv27dt369YtlJSUcHBwYNGiRYSEhAhMnsSE09zcTHV1NWPGjEFdXZ2wsDCam5vx8vJi4cKFjBkzRnB4tbS0aG1tJSsri8bGRqZNmyagEVVVVezduxczMzOxg66rq8POzo5Bgwbxn//8R3QqdXR06OnpEWSlWbNm8fz5c7q6ulBRUeHOnTv4+fmhoqKCtbU1Li4uNDY2MmLECIYMGYKPjw8DBw5k6dKl7N+/X5DGxo4dy/fv33F3d+fevXuMGzeOzs5O7t27x969e1m3bp245V64cAE5OTlhMNq3bx+9vb0sWLCAlJQUcnJycHR0ZMmSJRw9epT9+/cze/Zstm3bxrt374iNjcXW1hZTU1NaW1vx8fHBwsKCpqYmCgsLBf5RYrnR09OjqqoKbW1tDAwMMDQ05MGDBxgYGPDx40daW1u5cuUKM2fO5Pv378jJyXHv3j0MDAzEXjgiIoLW1lZqampEpU5eXh53d3cOHz7M1KlTsbW15dWrV8yZMwdTU1Py8vLw8/MTezCJZjA5OZmtW7fS3t5OamoqtbW1pKWlMWbMGI4ePcrBgwdFp7q+vp5r164hJSUlqgmhoaFUVFTw+PFjIiMjBaO6ra2N3t5eFBQUePv2LStWrKCjowN1dXWSkpL48eMHt27dYsCAAWRlZYkXd0dHBzU1NcKBLicnx5AhQ5gwYQKxsbGiyldeXs7WrVuRkpKiurqaoUOHkpCQQGtrKzY2Nujp6bFlyxZ0dXXZsmULioqKnDp1ipMnT7Jz505UVFTQ1dVl8+bNhIWFERYWhru7O4qKitjY2HDnzh0+fPggONGvXr2ivb2dsLAwpKWl8ff3R05OjrS0NFJTU3n58iV3797F3NycGTNmYGJiQlJSkqgRpaenM3HiRBYvXszKlSuRkpJi586d4g0tcTtLfNF37tzB1taWJ0+eMGrUKLZv387NmzeZOnUqr169YuTIkRw5coTW1laioqIYN24cAQEBNDc3M2LECNLT07G1tUVDQ4P169cTFhbG2LFjWbBgAeXl5ezatYtLly6JRHhCQgLS0tKYmZkREBDAzp07mTlzJvX19YJSJUFxPnjwAGtra0xMTAgMDGTfvn0cOHCAZcuWUVRUxPfv3+nu7sbKyopVq1Zha2tLaGgo06ZNw9LSkvnz5wuZir+/P9nZ2aioqBAUFCSmeRoaGkycOJFHjx4hLy9PZmYmT58+JTs7m+bmZh4+fIiNjQ2jR48mJiYGU1NT5syZw9KlS7lz5464OXl7e5OQkMCECROEZOL06dNMnjxZULH27NlDd3c3AwcOZNiwYYSFhTFx4kQOHjzIs2fPsLS05OvXr5iamhIdHc3YsWOFHnXr1q04OTnx888/U19fz4EDB9DV1eWff/4hOTmZ2tpaFBQUePHiBZaWlgwZMoR9+/YRGhqKlJQUP//8M2ZmZjQ0NBAREcGVK1dEtTAsLIySkhLk5ORYu3Yte/fuZfXq1UhLSzNz5kzi4uKwsrJi5syZVFRUEBgYSEJCAl++fEFbW5vW1lZOnjzJ6tWrMTU1paqqCj09PYqLixkyZAivX79m4MCBNDQ04OjoSHNzs+BrNDQ0UFRUhIaGBiEhIeLB6uDgwPnz55k7dy7Xr18nJiaGbdu2iSR5SEgIwcHBODk5ERMTQ09PD4mJiaISu2fPHoYMGUJycjKLFy/m9u3bLFu2jFu3bqGnp8dPP/3E2bNnyc/PZ8eOHZibm4uH8p49e9iyZQtbt25l/vz5pKamMnr0aHFxNDY2xt/fn5UrV5KUlIS5uTmjR49m8eLFNDQ08Mcff7B7927x8+bmZhQVFcnJyRGXu/LyckGblICGOjs72bVrl5AcOTg40L9/f44dO0ZZWRnm5ub069ePNWvWEBMTw5YtW/jpp58IDQ3FxsaGWbNmMXbsWEaNGsWrV6+orq6mra1NZJk0NDRobW3l3r17yCgoKOw7duwYnZ2dDBo0iNevX9PU1MS6det49eoV+fn5eHt7o6mpSXR0NIMHD0ZHR0eMoyWSipSUFAwNDRk9ejQXLlzA2NhY8HXr6+sxNzdHQ0NDiA8kPOfAwECmTZsmfLwrV65ETU1NBMUOHDhAXV0dFhYWvH//HlNTUywtLfn1118pKirCyMiIr1+/8uzZM+Tl5Xn//j0VFRUMHz6cfv36cfjwYfz9/dHQ0ODjx4+MHTuWuLg48vPzMTAwwNjYmHPnzrF//36mT58uQiZXr15l9erV2Nvb4+npSUFBAe/fv8fR0RFVVVXGjRvH2bNnkZaWZsCAAQwdOlQkgiW3bzk5OeLi4qitrWXdunUCc5idnS3847q6umJsWl1dja2tLXFxcYwePZrS0lKeP3+OkpKSOJHn5eWxYsUK5OTkqK6upqOjg5KSEhITE3Fzc8PZ2RkZGRmGDRuGlJSU2NuNGzeOZcuWiUBce3s7NTU15OTk0L9/f2pra5kwYQLv379HWlqahoYGnjx5gpubGxcvXuTIkSOi55ienk53d7ewXnl7ewu7zcOHDxkzZgza2toMGzYMRUVFCgoKmDhxIkpKSsLGI1ltZGRk0NjYSFZWFlJSUvz48YMZM2YQEBDA1q1b8fX1xcTEhEmTJpGdnY2qqiqJiYnY2NigrKzMiRMnaG9vFzYcJSUlmpqaOHToEKdOnRLpzLa2NqZNm4aenh4TJ07Ew8ODwYMHU1dXR1ZWFhoaGty9e5eKigqCgoKQlpZm06ZN6Orqsm3bNvLy8ti2bRunT5+mrq4Oa2trFBUVUVZWpq2tjZqaGqKiokSIbP/+/aSlpeHt7S3SxD4+Phw4cABDQ0PKysrw8PDAw8ND/FxSk/ny5QvZ2dlMmDABX19fKioqiImJYeHChXh4ePD161fu3btHYGAglpaWJCQkoKmpKcJdqampdHZ2UlFRgbm5Oa2trTg7OzNz5kymTp1Kc3MzGhoaJCUlERoaio+PD+np6SgqKqKgoMCTJ0/Ys2eP8FovWbKEQYMGcefOHQwNDZk3b55AiNbV1Qlr2du3b/Hw8GDatGlUV1cTERHBmjVrSElJISMjg/r6ekJCQsTaTVZWlsWLF1NSUoKmpiYvXrygsbFRAHOsra3p378/enp65OTkcPfuXWxtbQEwNjamqqqKu3fv8ujRI5KSktDQ0GDAgAHiBvTnn39y7NgxMjMzuXLlioBZTJ48GQcHB/T09Bg+fDjjx49HQ0ODb9++0dPTI8hkpqamdHZ2Eh4ezosXL8Se/cePHwQHB/P9+3dMTEwoLi4mKiqKoUOHcv36debPn8/p06dFt9rS0lL0bMPDw6mrqyM8PBwpKSnq6upEa8Db25uIiAgWLFjAlClTCAwMpL29XdDcysrKSEtLE4Cj2tpaMZ17/fo1Z86cQV1dHVVVVVJSUmhvbyc/P5/nz59TVFQkLh36+vokJCRgYmLCjRs3GDJkiFCZVlVVMWbMGKZNmyZCXtOnTxeqUslU1dPTk5EjR5Kfn8+DBw+YP38+kZGRFBUVERUVxYQJEzA2NiY2Npbk5GQcHBzo7Oyko6ODwYMHU1VVRU9Pj6iYeXp6YmtrS3V1tUiNNzY2YmlpSV9fHytWrBC40127dqGhocH9+/cpLS3F0NCQ4cOH8/79eyZMmEBRURFtbW1CG1peXk6/fv2wtrZm6dKl2NjYsGPHDjQ0NIiOjmbYsGGCBqmqqoqWlhb6+vrMnz+fvr4+ZGVlOXToENOnTxdfVzIBbG9vx9PTU3S+u7u7WbduHXv37hUgGhUVFXJzc8VqoK+vT8DJ7O3tGTt2LDU1NSL8d//+fRYtWsSjR4+QkZFh1KhRAgMt8+bNm31LlizB0NCQ7u5u8QGgpaUlOLcS2EFERATq6urCm9rV1UVkZCTp6elkZWVRUFBAUFAQXl5ewg979epV4uPjxe4lPj6e9PR0gaMcPXo0oaGhPH36lNjYWFFbOHXqFKNGjWLo0KGsW7eO7u5uysrKGDRokOBz37hxAykpKczMzAQLV7Ib6OnpITMzkyNHjqCgoMDy5cuRlpbm6dOnODo6UlxcjIeHB4mJiTx48AAVFRUuXrzIpEmT2Lx5M8OHD6empkYkYCUc5KamJnJzc7l3755gvlpaWnLnzh1evnzJzZs3GThwIKNGjaKxsZG///6bBw8eMHDgQF6/fs2XL18wNTWlr6+P4OBgHBwcWLBggbArGRgYIC0tzfPnz/H09GTUqFHo6+sL60xjYyPu7u4MHjyY7OxsQkNDhWe5vLycmpoavn//jrq6Oj///DMmJia8ePGCgoICnJ2dWbFiBXPmzOHZs2d0dHRQX1+PiooKxcXFIpQiIWylp6dz/PhxNDQ0cHJyQktLi/+PqveOz/ns//ePXFmy95bIkD1kmlnEJnaoEavIjba0RbVFaWnpbVdRrVkjRmIHQSIkIbIjU3Zk773H74/7e52P36d/46Hxvq73eb5ez+dxfPvtt1y8eBEzMzPR3ZeTk+Py5cts2rSJ4OBgQYr7+eefefnypZB5xMbGMmHCBHGjKisrw8/PDzU1NdatW4exsbEQlnzzzTecO3eOMWPG8Pvvv2NpaUlfXx8eHh60tLSwY8cO/vjjD1RUVFBWVhaKSgcHB8zMzIiIiKCjo4MRI0awevVqBgcHCQ0NRV5entevXyMrK8vDhw8JDw/HxsYGFxcXKisrmTNnDv7+/lRVVbFhwwYmT54ssIRfffUVxcXFrF69muTkZLS1tZk/fz7r169HTk6OL774gp9//pmFCxdSVlaGt7c3z5494927dwwfPpz379+jr69PU1MTMjIynD9/noKCApKSkjh9+rQgtbm4uGBhYYG/vz81NTViv2xlZcXTp09xcHDg5s2boie7fft25syZQ2JiIqtXr6asrIz//Oc/XL58mcDAQD58+MAXX3zBvn37yM3NZdq0afz9998sWLBAdHOnTp3KuXPn2LdvH2lpaZw4cYJbt26RmJiIo6Mj8fHxTJgwgQkTJlBeXk5LSwvTpk3D3Nxc2LWmTp3KTz/9RGlpqYDYnDlzhnXr1iGRSFiyZAkAJ0+e5MmTJ+IlbWpqyq1bt4SScty4cWJnXVdXR35+Pm1tbQJVW1xcjJ2dnXjeBy7ZqwAAIABJREFU161bx6JFizh37hwHDhwgOzsbDw8PsR6Qfl6XLFkihCwTJ07k+vXrzJ49W4QYzczMUFRUJDk5mcmTJ/Pq1Stqa2tZu3YtJSUlogp469YtQkJCqKqqws3NDXl5eTQ0NGhsbMTNzY2qqir09fU5ePAgTU1NDBs2jKCgIHGjBti2bRvZ2dkCUaympsb9+/cZPnw433//PWlpabx69Yp169ahoaEhHOja2tqUl5fT09MDwI4dO2hpaRE3bGm4bOfOnejr67NkyRL27t2Lvb09CQkJmJiYIJFI8PX1JSUlhV9++YVHjx5RV1cnFKEtLS0EBgby559/Ch/A4cOH8fb2Zvfu3SgpKdHa2squXbtEuC8/Px9jY2P6+vrQ0NCgoaGB/Px8lJWVhXUrNzcXV1dX9PX12bFjh/i7Njc309jYyJYtW2htbeXTp0+EhYVhYmJCS0sLhYWFfPjwgejoaKysrPjll1+Ql5dnzpw5aGpqEhYWRk9PD+7u7iQlJYkcj7GxMdbW1kycOJGOjg5aWlq4efMmsrKyrF27lqioKIKDg7lw4QLPnz9n3rx57N27l7KyMvbt28eWLVuwsbEhIyODnJwcsSKU5hL09fXZuXMn58+fFwTQyMhIkRxPT0+nv7+fmTNn0t7eLhjzTU1NPHnyBCsrKyZMmCDwykuWLOHu3btoa2tz+PBhdHV1Rd+9t7f3f0KrgYGBvUFBQXz77bf8/vvvmJqaYmBgQEJCAv/5z394/Pgxvr6+jB8/nmPHjnHhwgWqqqpobm4WxXJ5eXmCg4Nxd3cXQQwVFRViY2MJDg7m3r17+Pv788UXX+Dv78/PP//MDz/8wKlTpwgLC+Pt27dCBvHPP/8QEhLCnj17aGpqoqurS9x4+vr6cHZ2JicnR0jd3759y4cPHzA0NOSbb75h48aNvH37lra2NgIDAwkKCmL37t0oKChgZWVFQkICSkpKJCYmEhkZiZ+fH56envj4+LBs2TIOHjxIfHy8wB5KtYDq6upC0iC1Ui1cuJDe3l4eP37Mrl27iI+Pp76+nsjISHbt2sVff/3FnTt3+OWXX4R/ds+ePezbt4/hw4fT3d1NfX09TU1NrFy5ksuXL7NmzRquXLnC3bt38fb2Zs+ePWzduhV9fX0yMzMZMWIEXl5e5ObmkpKSIpzcFhYWBAcH09TURFNTE3PmzGH48OFs3boVRUVF8vPz8ff3559//iE8PJzbt2+zdu1agoOD6e7uJioqim3bttHf38/EiRNJSEjg3r17fPnll/z888/cunWLBw8e4OjoiI6ODo8ePeLo0aPY2Nhw4cIFcUscHBykvr6ejx8/UlxcTEtLi3jBSYNjubm5bN68mc7OTtra2pBIJBQXF+Pn58enT59QVVXl3LlzrFy5UggOVq1aRXR0NPX19UKbOG3aNN69e8e2bdvYv38/CxYsoKmpSdiVYmJisLW1xcXFhdevX4t1i7TLPmXKFPbu3UtYWBgJCQniy0JTUxNlZWWCgoLYtm0b1tbW/PrrryxfvpxLly5hY2NDVlYWycnJjBgxggMHDrBy5UoOHDjAli1bCAwMxMLCgrt37zJnzhwSEhLw9fVlyZIlvHnzhi+//JLIyEhGjRpFXV0dBw8e5OnTpyLUExUVhYaGhgCkXLt2jeXLlzM0NMSMGTNYvXo1V65c4cWLF4wbN44xY8ZQWlqKtrY2oaGhfP7555w6dYqJEyeiq6uLgYEBeXl5yMrKigPS999/j6WlJceOHWPXrl18++233Llzh/z8fFHj/P777wkMDBSmJenP28nJiba2NsaMGcOpU6fo7e0VDO+HDx8ycuRIPn36JMblc+fOFXtca2tr5OTkmDBhAocOHSIoKIhZs2Yxe/Zs4e5ubm4WLySpVOL69esMHz4cb29v0UC4desW1tbW+Pn5ceLECdEwsLKywtjYmCVLlojKV3p6Os+ePUNFRYVly5ahpqaGp6cn6enpFBQUcOvWLTExcnBwQE1NjZaWFtFRl+6inz59yoYNG1i6dCnbt29HVVWV06dP88svv5Cbm0tXVxe+vr4UFxfz5s0bTE1NcXBw4Nq1a/T396OtrU1tbS1NTU1kZ2ezevVqIiIisLW1RU5OjhUrVrBixQqCgoJobW2lp6eHWbNmcerUKfGcBAYGcurUKVxcXNi0aRMl/8813tjYKD6/+fn5bNiwgVmzZjE4OMjg4CBGRkZ8+eWXNDc3c+fOHYKCgkTlcM2aNUycOJGUlBQxjl2+fDkXLlxg06ZNmJmZERQUhK+vL1u2bBEUO4lEgoaGBg4ODoLcZmFhwcuXL1FWVkZeXh4TExOGDRvGggULqK6upre3lwcPHtDU1ERYWBiKiopoaGjg6OjIP//8IyYxp0+fZtmyZZw/f55JkyYJhvuqVas4evSouAS6u7tjZmbGzZs3mTRpErt372bJkiUUFBRw/fp1EhIS0NPT49ChQ0KTm5aWRl5entAnS1cY33zzDQ0NDYwYMULUI1esWMG9e/fYv38/BQUFXLhwAScnJw4fPkx5eTlTpkzhyy+/RFZWlp6eHvbt2ycqrGpqasTFxeHl5cWWLVu4e/cuO3fuFL/G1dWVnJwcEZ5TVVWlsLCQH3/8kfDwcObPn09MTAw2Njb/m6xcvHhx7/jx40lPT6elpUXsy8aNG8eDBw84deoUp06dIjIykurqak6fPi1+wAsXLhQPjIKCgkhBSyXfzs7OGBkZoaamRnd3N6NGjRKqt8zMTGGdWb16tdCjrV27ls2bNzN27Fiqq6uZOnUqT548wdzcnMjISHx9fTE1NSUqKgofHx9Gjx6Nvr4+48aNQ0NDA319ffHimDt3LvLy8uzcuRNnZ2f6+/vZsmULU6dOZdeuXbS3t6OiooKmpibu7u4YGxuzadMm7t+/z+TJk6mrq8PBwYHa2lqysrLw9vbG0NAQc3NzQkJC+PDhA1paWuTn5+Pp6cnixYvx9fWlvb2dp0+fij6mgYEB7969o729ne7ubhwdHVFQUMDY2JjGxkamT5/O7t27sba25tq1a2hra3Pu3DlWrVpFQUEBY8aMEaM4iUTCDz/8QFJSktD9GRgYiLBbb2+vQDB+/PiRgYEBLl26hJaWFhcuXGDs2LEkJCQA0Nvby8DAANevX2fhwoX89ddfwsx1/fp1PvvsM6ZMmUJ1dTUPHjzA1NRUBGp6e3sxNDTE09OT+/fv4+fnR1dXl5iESEEMampqbN++nYiICHbs2MHJkydZunQpP/30E62trVRUVODj40NbW5vYaf/xxx8sWrSIkpISgQV0cHBg3LhxdHZ2CppWTk4OL1++xMDAABsbG2JjY6mrqyMsLExoKm/fvk1ISAhHjx7Fzs6Ow4cPCyd0VVWVIHAlJiYyefJkfv/9d1xcXAQaNSoqipMnT3L58mWUlJQE9ODy5cscO3aMmpoaFi9ezNGjR8U0asOGDRQWFlJVVcXMmTOFdlZRUZEzZ85w6dIlJBIJd+/epaysTBAFo6OjMTIyoq6uDl1dXdrb27lz5w6rVq3i1atXgmgXFRWFvb096urqnD17VqxMbG1tOXHiBPX19bx48YK3b9/y5MkTRo4cKbjoly5d4u+//yYiIoLr16/T2dlJX18fSUlJaGtrs2rVKuzt7dHU1CQiIoL29na+/vprVFVVBb3wzJkzJCcnc+HCBWpqalBWVubgwYMi0fz7778zatQoDh48iLW1Nerq6hgYGIjcwmeffUZnZyeqqqrcvHkTBQUFHj16RGVlJf39/Xz99decPXuW3bt3c+bMGZSUlMRk7cSJE3R0dHDs2DFu3LhBeHg4YWFh6OjoEB0dzYcPH8Rt7PLlyxgaGor0b1tbGzExMURERNDS0kJXVxfl5eUoKirS19cnbuAAmzdvFrILX19fLly4IEJu586dIz09nYMHD+Lu7i6S6jExMSgrK2NgYCCARXv27GH16tXcu3eP1tZWXrx4wZQpU6ivr6euro6MjAzhuZ8/fz6dnZ3k5uaioqJCWFgYbW1t+Pr6kpiYSHNzM+3t7Zw+fZpt27ZhampKU1MThoaGXLp0CUVFRW7dusWyZcsoKSmhs7OTxsZGIWGS1tfGjh1LWVmZ6Dhv3LiRNWvW4OnpKYJ10jrtokWLRAPBysqKoqIicdCZPXs2TU1NLFiwgHfv3rF27VqOHDmCsbExBgYG6OnpoaSkRFdXF62trZSXl9PU1MS0adNQVVUlJCSEESNGMHfuXBF2nT17Nvr6+oJguWDBAry8vHj9+jU7d+7k4cOHNDY2YmBgwBdffEFpaSnDhg2jqakJLy8vAei5cuUKy5Yt4+LFi/j6+vLbb78JaIm1tTXLli3Dw8MDU1NT+vr6sLS0ZOrUqQwNDdHe3o6DgwPKysrMmzePzz//nOzsbKysrNDT00NHRwcTExPc3Ny4cuUKP/zwA11dXYIrr6KiQktLC4aGhvz2229C7HTkyBFiYmIE7/3MmTM8ffqUv/76i/z8fA4ePMjYsWMpKChAUVFR4KlHjRolnnnZkydP7pWm86QvhIMHD3Lt2jUxlhoYGGD69Olcu3ZNjLpv377N+/fvkZWV5fnz56irqxMVFSWW47a2tsyfP5/jx4+jpqZGTEwMnZ2dAvowbdo0oqKi+Pfffzlw4AD3798X/W8pD/zly5ccOXIEW1tbkpKSUFRU5M8//8TQ0FCcZKuqqggODuby5cskJiaKW640kVdRUYGqqiqPHj3i/fv3GBkZcenSJaKiojh37hwDAwN89913TJkyhb6+PiIjIyksLBQ7FukoYvr06WzevJmDBw8Kf7LU/WplZcXBgwcBiIiI4MyZM5SVlTFu3DhGjRqFjY0N7u7u6OnpMW/ePKKjo1m4cCF//PEHX3zxBSYmJuLGDojajJWVFd3d3dy5c4eAgABUVVVFjSwwMBBHR0d6enro7Ozkm2++ISUlhfnz5wtd6bp16wS6cMWKFWKPKQ3A9ff3Y2VlxZdffsmZM2fYsmULaWlprFmzhnPnziEvL4+ZmZnw6/r6+jJ//nymTJlCTU0NVVVVwvQVGxvLzp07ycrK4ty5czQ1NaGrq8uYMWOIj4/H39+f8PBwfvvtN549e4aPjw9qampCQq+rqytefsnJyezbtw9ZWVnx50kNTxKJRFShJk6cKAQv69atQ01NjYCAAMaPHy/6tnJycsjLy2NhYUF5eTk7d+5k7dq1bNq0iVmzZgnnbFNTk0Aebt26FRkZGUxMTNDW1sbPz4/s7GzBj+7q6sLPz4/w8HAqKytJTU1lxowZmJiYYG5ujoeHB4aGhkRHRxMdHU1YWBi2trbcuXOHGzduMHv2bOTk5BgxYgTGxsbA//jmu3fvxsHBgaqqKjo6OoiLi2PBggV0dHRgZ2dHfHw8VlZWyMvLC/5xTEwMrq6uXL9+nZycHLZt2yYOYYsWLUJTU5PJkydjaWlJS0sLJiYmLF++HBUVFTw9PSkrK2POnDlkZ2djYGAgvOtZWVni1lRQUMCUKVMEwW/btm0sX76c1NRUDh8+jJGRERKJhNzcXL799lssLCyYNm0anp6euLm5sXr1ahQUFFBTUyMsLIz//Oc/+Pr6Mn36dEJCQnj16hVbt27FwcFBsKy3b9+Ompoab968wdjYGFNTUyorK5kwYYIYu167dg1jY2M2btxIbGwsM2bMEFa7xMRETExMCAwMFDyF5uZmbt++zcaNG5k+fTpaWlpIJBImTZrEy5cvBbq2ubmZP/74g4GBARQVFTl58iSjR48mMTGRn376iXfv3jFs2DAMDAyoqqqip6cHZ2dnvLy8UFJSYurUqTQ2NgocsbOzM8rKynh6erJ582Zu3LiBu7s7OTk5Yvo1bdo0amtrKSwsRFVVFX19ffT19VFTU0NeXh45OTnc3Nzo6uoiMDCQiooKbGxs+PPPP9HV1eXJkyfExsYKzvyaNWsExMrf358ZM2ZgaWnJ69evuXPnDmVlZVy9elVUXpOTk4Weddy4cRQXF3P58mUGBwdZs2YNoaGhJCcn4+7uzv3796mrq+PNmzeEh4eTlpZGRkYGjx8/ZuHChRgZGaGvr09iYqJQMj948IBvvvlG2KcUFBSQlZXl8uXLPH36lObmZoqLi6mqqsLMzEzAdDZu3Ii9vT2HDh0Sz9j79+9xcnKitLSUI0eOMH36dKKioqioqKCmpoaLFy+KGq9EIhHdbymNbvjw4eTl5eHt7S3Weunp6bx48QJvb2/u37+PhYUFpqamFBUV8c033wjlcHV1NV5eXpw6dYqCggLGjx+Prq6uwDOHhobi6enJ9evX2bVrF3v37qWvrw8dHR2BSX727BkJCQm0tLTg6urK3r17qa+vp7y8nLlz57Jq1SouXbpEfn4+DQ0NqKurC6Kk7OHDh/dGR0dTXV3Nhg0bmDp1KpaWlnR1ddHR0cHAwADDhw8nICAAeXl5VqxYQX9/P/b29qxatQp1dXVycnLQ09OjoKAAPT09Jk2axNmzZ/nss88YPXo0tra2mJmZoaOjIwJE9vb2NDY2snjxYhwdHRk5ciSDg4Ooq6uzcOFCFBUVWbNmDba2ttTW1tLe3o69vT0eHh5CDdnU1ISRkRGXL1/GxcUFU1NTJkyYgJaWFs3NzTg6OuLj40NLSwuVlZV8/PgReXl5DAwMcHR0FD1sTU1NPn36JEZ1b9++paCgACMjI4FB9fb2FhWV3t5eDAwM0NDQEBAOGRkZfH19hcpwaGiIV69eCd5xZGQkCxcuJCMjg/Hjx1NaWioSmENDQ5SUlNDd3S26oDNnzqSyshILCws+++wzNDU1BbJ0aGgIJSUlcnNzReAnIyODGTNmICsrS11dnfC9SnV2Xl5eWFpaisqLv78/Pj4+tLe3U11dTWlpqUiK6ujoEBAQgLe3NzNmzCAzMxNnZ2fq6+uJjY0lPj6eOXPmYGBggL6+Pv/973/R0tISXu6ioiKamppEGKeiooIjR47w+vVrDhw4wODgIBoaGsjJydHR0UFWVhbR0dEUFBTw6tUr0tPTSUxMJCkpCXt7e/bv34+LiwuXLl2ipqZGHKTa29uxsbFh7ty55ObmUlFRQV9fH3v27MHZ2ZnCwkK0tbVpbW0lOjpa+Hzv3bsnfNFSGps0eFJaWsqtW7ewtLQkPz+fiooKEhISuHv3Lo2NjaioqDB27FiuX78uvvTev39PVFSUEN9L/33k5OT49OkTZWVlfPjwAVlZWfGSl4JnysrK+O9//4uFhQUmJiY8ePCA8+fP8/r1a8rKyoQUobS0FHl5eTHhuHLlCmfPngVg9OjRVFdX4+Pjw7Vr1ygsLBQHDilmUVolgf9xoSdPnoy2tjYBAQHIycmhqKiIhYUFS5cuBcDExIRDhw7R3t7OyJEj0dbWprq6mtevXxMaGsrdu3fFLUq6n09JSaG8vFzsulNSUigsLOTZs2dUVVWhra0tRCyenp48ffqUqqoq8vPzRYht+PDh6OjoCAb9N998g4+PD6mpqUKwMG/ePCZPnsy2bdvo7OwUX/I2NjYkJCSgqalJRkYGXl5ezJgxA1tbW+rr64mLi6O1tZWioiKBu5R+p8yePZvr16/T1tbGq1evUFVVFYHFa9euERsbi4mJCZmZmUyZMoWjR4/y+PFj4uLixDNbV1dHcXExsbGx4lmKjIzk4cOH6OjokJWVhYWFBWZmZqirq1NcXIycnBzt7e3Iy8sLZeunT5+YMWMGQ0ND9Pf3o6ysjEQi4datWyJXZGdnh7m5OUZGRjQ1NQk8ZkVFhZi0ZGVlAaCvr8/du3dRV1cnNTUVb29vwsPDKS4upry8nMbGRn744Qf6+/uZNWuW2JePHTuWVatWce/ePXx9fdHX1+fff/8VMBAZGRnWrFnDvHnz6O/vR01NDWNjYx4+fEh5eTltbW0kJyfT2tpKXV0dhYWFXLp0SQh1srOzaW5uprm5mc2bN1NfX8+OHTsEoEnqGzcyMqKrqwt3d3dCQ0P58ccfeffuHXZ2dsybN4/s7Gx8fX3FLryjo0PQ7QwNDUXrRCKRIJFISE9PZ+XKlWhpaYkAsVQ0M2bMGOFfWLFiBRKJhO+++w4NDQ08PDywtbUV3znSW7lU4Sx1TqxatYq1a9diZGSErKws0dHRgm8v9UMYGBhw//595OXlUVRU5KeffhLhXGnIuq2tjezsbF6+fCnIgzJnz54d0tfXJz4+nh07dlBXV0draytZWVlkZWVhaWmJj48P9fX1ODk5oaGhQUREBBYWFri5ufHw4UM0NTUpLi7GyMiIkSNHUldXh7u7O4WFhZiYmHDq1Cl0dHRQU1NDT0+PxsZGdHR0UFBQoLq6Gnl5eQD6+vrQ19cXHc2SkhKqq6vJz88XcBAFBQWKiooICAigpqYGe3t7urq6uHPnjpBP+Pv7Mzg4yMePH/9PV/rZs2e4uroKU1JdXR2dnZ3s37+fmpoaiouL6e7uRk5OjpKSEgoLC/H19UVdXZ179+6xcOFCCgoKaGxsFOP+hIQEsSe8dOkSDQ0NODg4cOHCBc6fP8/z588ZM2aMMEjdvHmT7du3c/LkSWH20dPTIzk5mdTUVDZv3synT58E43bEiBEkJSXxn//8h+PHj6Orq8uLFy9YvHgxXV1dTJs2jQsXLqCkpCReMtJErpmZmUDN3rx5U7iszc3NkZGRoba2FldXV/bt28fKlSvJzc3F2NhYfCBnzpyJlZWVMJUlJCQQEhLCzz//zF9//cXFixeZPn069+/fp62tDUNDQ8rLy2loaAD+h39VVFSkrq4OHR0dGhoaCAoKQlFRkSdPntDc3IyLiwujRo0iPDwcc3Nzse9tbW1FXV2dgoICent7aWlpwc/PTwRzZGVlAXB2dsbNzY2XL1+ipaXFy5cvCQ4O5vXr1yxfvlzsVcvKygRfYPTo0QwfPpyUlBQ2b95MWFgYysrKYg2UkJDAzJkzUVVVpb+/n0ePHlFTU4OnpyfW1ta0trby2WefUVNTQ25uLufPn0dVVZWOjg4mTpyIpqYmw4cPR1lZmdraWuF37+/vR1ZWFlNTU0pKSoiPj0dbWxsdHR1OnDjB48ePBXO/vLyc8vJywdXX1dUVSXJvb2+Bm5Qm5mtqaujs7BRinSVLlpCamkp/fz/GxsbY2tqK/fDIkSP5+PEjHR0dpKWlMWzYMObNmyfgGMuXL+fFixfiS/Xt27doamoKYJH0P11dXerr6zEyMqKqqgpvb290dHSEoCc3N5e3b9+ycuVKenp6KCwspLKyUhyO7O3thVqzp6eH0NBQvLy8UFdXZ3BwEEdHRzIyMhg3bhz37t2jra0NLy8vdHV1KS0tpbe3FwsLCwFIsrW1RVFREXV1dZF/MTY2xsXFBQ0NDWH9UlJSEgCXtrY2EhMTWb9+PS9fvqS9vZ3Hjx+zePFiwsPD8ff3JzMzUxiY3r59i0QiEWCh9evXi6mb1G4XHBxMQUEB9vb2yMjIEBsbS0NDA3PmzMHY2BgZGRlCQkKoq6sjJiaGiooKCgoKBFmtv7+f2tpaJBIJpaWlWFtbExUVhYWFBTdu3MDT05OtW7cyb948MjIyuHHjBhcvXuTXX3+ltbWVxsZGmpub0dDQQFZWVoBCdu3aRVFREfr6+sTFxdHT04O6ujoHDx5k/PjxNDQ0MDg4SHNzMwEBAXh6elJRUUFFRQX29vY0NDSgq6tLX1+fwJVK/eXv3r2jt7cXKysrxowZg7KysjCj6evrC7Z3YGAg06ZNw8zMDGtra8aNG4ejo6Owf3348IG2tjYUFRUFT8DS0pKCggLk5eU5dOgQCxYsQEZGBn9/f3755RcmTJjA48ePMTY2Jj09HSsrK2GZkzIR/P39UVVVxdjYmI6ODnp7e8nMzMTY2JjOzk42bNhAa2srra2thIWFkZSUJL6LtbW1aWtr48WLFxw7dozq6mri4+OF0/rWrVuMHz8eJycnWltbuXv3LrNmzRLvv/r6enx8fDA3NyclJYXbt2/T3d3Npk2bSE1NFa2TnJwc9PX1sbS0pLW1VcihXF1dycvL+5/dj/+frcvAwICmpiZ6e3uZMmUK8fHx+Pj48OLFC2bPnk15eTkzZswgLCxMdFmLiopoaGjAyMiIlpYWbG1tqampEcADiUSCjIwMcnJyjBo1igcPHiAvL09FRYWgGC1btoz09HSmT58udHexsbHMmzePnp4eoqOjsbe3JyIiAgMDA9EJ19DQwMbGhjdv3qCpqYm9vT09PT1iL62np0dZWRlr167l2LFjZGRkCCCBiYkJ1dXVdHR08PDhQ86cOcPly5fx9vYmPj6ekpISli1bRmFhIbt27SI6OpqHDx/i6upKYWEhfX19yMnJYWJiwuzZs5kzZw4RERF0dnbi5eXF8ePHmTt3LgkJCQwODlJVVcVnn32GgoICpaWlTJgwAQ0NDc6cOYOmpiZWVlbU1dVhbW2NsrIy7e3tWFpaoqamRn9/P69fv0ZJSQllZWXk5OSEGzk7O5vZs2eLxKVEIqGzsxMDAwNycnKwtbWl5P/ZeqQfYFNTUxFQ6e/vF7suIyMjsrKyGD16NP39/aSkpDBu3DiKiopoaWlBV1eXe/fusXv3bv766y+RQJdS2qTd1ps3b2JkZISBgQFDQ0OYm5uTl5eHjY2NqP6NHj2a3t5eSkpKxJeUnp4enZ2dKCoqoqenx9OnT3FycsLIyIg3b97Q09ODkpIS7e3tKCsro6qqyrBhw5g8eTKZmZniBRsREYGNjQ1WVlZkZWXR0tKCgoICzs7OKCgoYGhoKJLEampqVFdXU1FRgZaWFikpKQKU4OTkREZGBvfv32fr1q3U1dWJtOvg4KD4d0pOTsbW1hZVVVVkZWWRlZVFW1sbd3d35OXlaWlpQVNTEzk5OfLz81m+fDkpKSm0t7ejra2Nr68vsbGxWFtb09LSwueff05gYCBZWVnIysoyYsQIPnz4gLq6ulCqpqWlUVZWRlKMwSI0AAAgAElEQVRSEmPHjhUSFSUlJRQVFQHQ0NCgubmZ0aNH09fXJzjXHz9+ZOLEiQwfPpySkhIyMjIEfjImJkaE9tTV1YUwJSUlBVtbW/Ly8gAwNzcXeFsZGRnq6urEKsfW1hZdXV0ePHiAnZ0dU6dOJS0tDYlEQlFREUNDQ0yYMIH+/n4yMzPR1NQUkI/U1FTc3NzIyspi3bp1op4j/bXl5eX4+flRVVWFqqoqGRkZlJaWUlFRQVtbGxYWFigqKqKsrExLSwsqKiqoqKjQ2trKpUuXkJeXZ8GCBVRWVgoLltT1LJ2iFBcXo66uzogRIygsLKS/v5/BwUG0tbWRl5fH39+f9PR0cnNzAWhsbGT8+PHiZpqamoqdnR1RUVE4OjoSExPD7NmzBW55zpw59PT0UFxczO3bt9m6dSt5eXk4OztTUlJCUVERysrK1NTUkJOTg4+PD3FxcQQGBnL27FmOHj0qdKeDg4MoKCiQkZFBSkoKfn5+lJeXk5SUhI2NDX19fbS2tpKbm0tISAhxcXF4e3sjIyNDcXExtra2YhK3YMECJBIJBgYG2Nvbk5GRgYqKCk+fPqWyslIAlLq7u1FRUWHevHmkp6fj5uYm7IdWVlbiRq6pqUlmZqagCg4bNoxx48bx9u1bxowZQ39/PxoaGhgbG9PT04Obmxt9fX0kJyczMDCAjY0NmZmZAPj7+4uet/T3paWliffV8+fPqa6uxt/fn5aWFhFgbGtro7a2FjMzMwwNDRk1ahRDQ0N0dnaycOFCMX2RXiDv3LlDS0sL+vr6ODk58ebNG8rLyzEzM6O5uRl3d3eKioro7u5GXl6exMREBgcHGT58uGi5mJiY0NHRgYaGBnl5eVy7dk08b1KLofTgmJuby+TJk8nPz8fa2pqqqipxi5euoz58+EB/fz9TpkxB1sDAYO9XX33Fx48f2bRpE46OjlhaWopeoI6OjghLdXV18dVXXzF9+nRmzZpFV1cXbm5uODg4oK2tzenTp5k+fTqLFi1CT0+PhQsXiltxQEAAGzduZNy4cXh4eLB582b09fU5fvw4hoaGJCcnk5CQgJaWlsBAenp68u7dO8zMzMTeSorkO3DgAK6urjx//pzGxkZGjhzJrl27xGj72LFj+Pj4MG3aNExNTSkrKyM/Px9VVVUmTZqEjY0NhYWFLFy4EFNTU3bt2sW6detwdXXl8ePHfPvtt1RWVtLa2kpCQgJubm50d3ejr6+Pq6sr27ZtQ1tbm7KyMtzd3Zk+fToqKio0NDRw7949EX6SouWkY/qrV6/S2toqjCzp6elYW1sza9YsXFxcyMrKorKyktraWiIiIlBXV0cikZCXl0djYyMPHz7k06dPXLx4UYzRf/vtN/Ly8ti/fz9NTU2cPn2a/v5+srKyuHLlivDfOjg4cOzYMcLCwsQhIi4ujqtXrzI0NCRO57du3aKmpgYjIyNu3LghcJSHDh3i6tWrLFmyBGtra7E7MzIyorm5mfPnz5OSksLAwIDgt2dmZpKVlYW5uTnt7e0MDg6SlpbGlStX2LZtG+bm5oSGhiIjI8PHjx95/fq18F/n5eWJW9jTp0/Jzc1FX1+fzs5O/Pz8OHr0KNHR0Tx+/Ji0tDSePn3Ky5cvsbS05MWLFygqKgqEbXJyMocOHeKPP/4gICCAOXPm4OrqypEjRwRd6dWrVzx48IDw8HAUFRUpKytDV1eXqqoqiouLaWxspKmpiQkTJpCWlkZMTAw9PT0sWLCA4uJi+vr6xGn5+++/p7q6Gg8PD6GmtLe3F1zxW7duce7cOSIjI9m5c6fYHX711Vc0NjYiJycnwoFSln5+fj5PnjwRvWs1NTXRBW9tbaWtrY26ujpWrlyJmZkZ1dXVZGdnExsbS3l5OXl5ebi6uvLTTz8RHx8vbHFS9v7Tp0959OiRYCFUVVVhYWGBt7c3M2fOpLu7m5ycHFHFUVJSEhkWDQ0NlJWVsbW1xdvbm5qaGnELlYYQdXR0xH40Li5OjKlHjRpFTEyMuFWqqKjg4OBAaWkpKSkpBAQEsGXLFlGBkpOTIyMjg8HBQR49eoSKigpNTU0EBwdTUlKCs7Mz6enp3Lx5kwULFmBkZISGhgYdHR3iZicnJ0dxcTEDAwMAFBQUsHDhQqH9lR4yli1bRkVFBfv37ycrK4slS5bQ39/P999/j4uLC+vXryc1NZURI0bg6OiIhoaGCCd5e3vj6enJypUrCQkJISUlhcDAQCIiIrh9+zZeXl5s3bqVf//9Fzk5OQYHB6mtraW7u5uBgQGUlJTQ09PD0tKSxMRENDU1efPmjZhCSOt4WVlZohGgpqbG7t27qaqqwsTEBDs7O+Tl5Zk4cSLTpk0jMjKSiRMnimZJRkYGhYWFmJub09LSIlYB0k62nJwc/f39+Pj44OjoKPCbFhYWaGlpMXnyZEaOHElNTQ1DQ0M4OjrS19eHvb29mLJVV1fz9ddfs379evz8/Ni0aZOwgUkrV2pqaiQnJ5OZmYmlpSW6uroCpxsQEEBtbS2tra0cPHiQoaEhZGVlRS1X2pZZunQplpaWgi2Rk5NDV1cXa9euxcHBAU9PT3Jycpg/fz6RkZFcuXKFf/75Bzk5Ofbv38/y5ct58OAB0dHRrF27ltLSUuFxOHHiBB4eHoI3MTQ0hL+/PwUFBeTn52Nra8vTp09JSkqira1NHJKke2sXFxdhvLOzsyM6OprU1FRxIBk1ahQeHh58/vnn1NTU8OTJExQUFIiMjGTPnj3Mnj0bGxsbZIKCgoZu374txlyjR49GIpFga2tLd3c3N2/e5MKFCxw/fhxlZWWcnJxIS0sjMjKS8ePHi7pTQ0MDaWlpAGzcuJG6ujrMzc05fPgwp0+fJjw8nBcvXqCsrMz333/Pw4cPWb16Nf/88w87duwQyVAzMzOeP39OU1MT/f39Ao2Zm5srbo0rVqygtLSU+vp6njx5wvz583n79q0whBkaGuLi4sLdu3ext7fHzs6Ozs5OdHV1SU5Opquri/fv39PZ2SnqI1OmTCEjI4Nff/2VwcFBGhoa6OjoICIigtWrV9Pc3MzixYtF0lMikYgvj/j4eNEZvHTpEhkZGURHRyMnJ4eqqipxcXFMnz6dvLw8FBQU+O6774iPj2fDhg0sW7aM8vJyQkJCKC4uxt3dnfLyctrb27Gzs+PUqVMsXbqUmzdvsnHjRsLCwkSQaGhoiGvXrgn/saenJ7q6ukgkElJSUrC0tMTR0ZHIyEgCAwMxNzcnLS2Nzs5ONDU1ycvLQ0dHh5kzZ3L8+HEUFRW5fv06Z8+eFft+KR7SxsaGZ8+eERAQQFVVFXZ2dmhpaSEnJ8eLFy+ora2lqqqKWbNmCYuUpqYmzs7OxMXF4efnh5GREXp6ehgYGHD48GHWr19PUlIS3333HRYWFiQlJdHc3ExqairDhg0jICCAmJgYAHEDU1VVZfz48bx//56MjAzmzp3L9u3b+eWXX/j1119ZvHgx2dnZqKurM2XKFFxdXWlpaUFDQ4OPHz+ipaUlVhA2NjbCQSzFP6anpzNq1CiOHTtGQ0MDu3btEi2Anp4e4uLiCAoK4tmzZ+KEPHr0aGpqaigsLOT58+fs2LGDpqYm5OXlSUpKora2lqVLl5KTk8OqVavEZ+3Ro0c4OTlRXl7O+PHj+fPPP1m+fDk//vgj5eXlbNmyBRkZGTo7O6murkZJSYlt27YRGhqKk5MT+/btw83NjcbGRsrLy/H09ERTU1MclqS/183NjTt37oi/U0hIiFhH3b17F01NTTHaloZ89u3bR0ZGBrm5uTg5OREZGSmmYLKysri6ujJmzBguX76MqampQNJKx9AyMjKoq6szMDAgSInl5eVYW1vz7Nkz4ZAeGBhgYGAAZWVl7OzsBFUrKSkJXV1dUlNTaWxsFGGf0aNHi8N8ZmYmfX195OfnU1JSQkdHh/AUNzc34+npSWhoKObm5jg4OIiVmLa2tvh+knaah4aGWLp0KatWrWLDhg0MDQ1RVFSEj4+PIO51dnbi6OjIhw8fkEgkrFu3jnPnzjF27Fjk5eXp7u7m5cuX1NbWMnXqVABqa2vFDbG6uhpHR0dhtbOysuLRo0d4enqKMbZ01SgN0EqBU4GBgbS0tPDw4UOxZpJyAGxtbcUoeXBwEGtrax48eEBNTQ1Lly4lKSmJ4uJili1bxvXr14X3YNeuXUyZMoWqqirx7G/YsEFoTaUH5efPn6Orq4uuri51dXXY2Njw8uVL5s6dy59//snnn3/OwYMH+f777zly5AhLliwhOjqaGTNmCFhUfX092dnZuLm5sWnTJurr6yksLMTb25tTp07R0tKCpaUlWlpavH79Gh8fH1pbW0XfedGiRdy5cwdLS0uuXr3KtGnTUFBQIC0tDW1tbVpaWlBTU0NRURFjY2M2bNjA7du3UVBQoLe3l/z8fKF+LioqYvHixfzzzz8i0W1sbMzevXuZMWMGmzdvFqCpqVOnkp6ezvLlywkNDUVbW1tMae3t7Xn79i2VlZU4ODgICqF0yvv555/z/v17goODOXfunCAA5uXlUV9fT1VVFdbW1gJ209/fT1paGtOmTRPtBWnTRk1NjXfv3iGbnZ29d926dQQHBzNq1CjMzMxYsWIFhoaGpKenExQURGxsLAMDA8I76uHhASBeGitXrsTV1ZVPnz4RHBxMTU0NCQkJghQjrZRcvnyZxsZGnj9/Lm7C0vDQ2LFjGTlyJBKJhOjoaE6cOIG2tjYGBga0trby5Zdf0tbWJhjNkydPRlNTEz8/P2bOnImSkhKnTp1CQ0Pj/4wIy8vLCQ4OJjU1lVevXiEjIyNwgAoKCuzfv1/coL/77ju++eYb8vPzef/+vRgZr1y5kmHDhtHd3c2DBw8YPXo0S5Ys4cyZM4LOU1dXR1xcHLm5uURGRpKXlydGkBYWFvz3v/8lLy+P3377jatXr/LPP/8wZcoUcnJyqKurQ09PD4lEwpEjR+jq6iI3N5eqqipKSkooLy+ntbWVly9firrG0aNHUVZW5tatW7S2tuLl5UVFRYVI0AcEBKCoqEhFRQX+/v7IysqyZMkSysvLef36NXPnzsXIyIgXL15gYWFBYmIi8+fPx87Ojjdv3mBtbc3Hjx9FpqG/v5/u7m5OnjxJb28vubm56OnpCVnHjz/+yMyZMxkaGuLTp0+EhISgoqKCk5MTmzZtYuTIkQQGBvLo0SPevn2Lp6cnbW1tdHV1kZGRQXFxMe3t7Xz48IFPnz6xevVqAVro6elh+PDhHDp0iLKyMlatWoWKiooAUcyaNYuTJ09iaWmJh4cHV69eZdGiRUgkEr7++mtWrlwpDm0RERHs3LmTzs5Opk6dSkREBFFRUaIa8v79e96/f8+TJ0/EbeDTp0/o6Ogwf/581NTUOHDggNi7qqio0NzczLZt2zAxMeHmzZuiYvbo0SP+/vtvkTxNTU1laGiIPXv2EBUVxc2bN8nKyuLff/8lJSVFhKXu3LnDli1bBDdfXV2d0NBQHB0dhTs7Ly+PBQsWICsri7W1NR0dHSxatIgXL15gY2NDeXk5paWlqKqqsmfPHoqKivD396eiooLm5mYSExN59eqVIIZ5eXkBkJ6eztWrV3F1dcXV1ZWuri7Wr1+Po6OjOFhNmzaNpKQkqqqqBP/cy8tLhHry8/MpKytjaOh/2zZpc8Pa2pq6ujqUlJS4cuUKTk5OJCcn4+bmRmFhIaNGjaK0tBRFRUVsbW3JzMwkNjaW7du3o62tLWA4GhoaREZGYm9vj5aWFnl5eZiYmODh4YG7uzsJCQno6+uLimpQUBAeHh7Iy8tTV1fH1q1bRShQOkL28PDAxsaGf//9l8DAQAIDAxk7diwLFy7E1dUVLy8vjI2N0dPTw9zcnGnTphETE8OuXbvQ0tJi7dq1zJs3j9GjR3P16lXu3r3Ljz/+yOLFi4VRb9OmTSQkJAhDXU9PD5cuXRIrob///hsDAwNBHpR28qW3TVVVVYqLizly5IjIwkjhQTY2NpiZmWFnZ0dxcbEY4R44cIDOzk527Ngh+ODz58+nvr6eY8eOceTIEY4cOcK7d+9Yt24d1dXVvH//npiYGKKiosT687fffkNZWZmYmBg2bNjA8OHDcXd3Jz8/n/379zM0NISTkxPh4eF4enri6+tLZ2cneXl5nD17loqKCpycnPjyyy8pLCwUB/7c3FxaWlqESrijo0PkZqysrKiurmbHjh2iJXPlyhWGhoZYu3YtWlpawp+toqKCra0tb9++pbS0lNDQUAwNDcnMzERdXR0FBQWhn3V1dWXNmjUkJSUJLaumpqbgijg6OnL69GkWLVrEX3/9hb6+Pl999RWurq6Eh4cLZ/jg4KB4yV+5coXCwkJOnTpFYmIiz549Y8+ePbx+/RqJRIK9vT3R0dFUVlaKiq6Dg4PYd9+/f59JkyZx9epVRo4cya+//kpsbKwQPkk5GjIHDhwYOnr0qAgKbd26lRcvXqCgoICbmxu3bt1CIpFw5coVIZNva2vD2tqa5uZmbGxs2LNnD8uXL0dRUZGIiAh8fHwYGBjgw4cP4qaamprKhg0buHnzJqtWrSI8PJylS5fy+PFjsV/r7OxEWVkZNTU1SktLcXJyErUm6b7QyMhIvCyWLFlCbW0tycnJFBYWEhwcTFVVFW1tbWhqauLr6yu6gPv27RNfYIGBgbx//x6A3NxcTExMcHFxQVNTk6VLl4qY/cDAAJWVlfzwww+8e/dO3KIGBweZOXOm2ENIJQpXrlwhLy+P1tZWwda9e/eu+Jm1tbUJ77A09SeVSEh3rLa2tty8eRMrKytxYBg2bBgDAwMUFxdjZWWFuro6Q0NDYgoitVpJiVDt7e0ildnW1iZ2jp2dnTx9+hR/f38qKysBuHjxIteuXROoWIlEQkBAAI8fP8bCwoLs7GymT5/OpEmTqK6uRkVFRTw8ra2t/Pnnn2RkZLBs2TJqa2vFrlFGRgYLCwueP3+Oq6srFhYW4ue0adMmsYuvr6/H2NiYiooKQaCTuotzc3Nxd3enuroaMzMzbt++LSpyb968wdvbm8zMTObNm8eTJ0+or69HS0tL1GsUFRUJDw9n+vTpfPjwgfr6emRkZIRictKkSTx48AAnJyfk5eXJycmhpaWFuLg4PD09GTFiBAoKCpSVlZGXl8eECROwtrbm3LlzzJs3j9evX2NsbEx3dzdVVVVCwuDs7Iyfnx99fX20t7fT1NREXFwcvb29dHZ24uvrS29vLwkJCSxbtoyamhr+/vtvgoKCMDAwoKenBzU1NfHzGTZsGNnZ2cJK5uzsjI+PD8XFxTx69AhNTU08PT159eqVSL729/dja2tLRUWFAJlIIRcRERE4OTlRUFDA+vXruXHjBoAQ7DQ0NIg1RnJyMu3t7VhbW3P37l1GjBjBjRs38PDwwMDAgLS0NBQVFcWhxt3dHTk5OZYuXcr58+dJT09HS0sLdXV1YbsKDAwU6NWLFy+Sl5cngpDSQI+amppIjLu4uFBfX09MTAzq6uoCKmFjY8OHDx9wdnbGzMyM/fv3s3nzZvH5l35e4uLi2L59O8eOHRMI0vT0dKKjo9m9e7doTnz33Xfk5OSQnZ3N4OAgHR0dgr5WU1ODr68vlZWV5OfnM3fuXCQSCV1dXfz777+EhISIUC1ATk6OqMFpamqSkpKCiooK7u7uaGhoCOpfeno6SUlJjB49mrS0NCwtLSkpKcHHx4fo6GhqampobGykqKgIPz8/kVsZP348sbGxjBkzRuR53r17J/gOVlZW4vLj6elJfn4+Ojo6YuWYl5cnVJDy8vLCvFhaWoqdnZ2QlQwfPpwLFy6Ql5fHTz/9JCZGMjIyjB8/nr6+PkpKSnj58iVr165FXV0dPT09ioqKKCkpwdTUFFVVVZ48eYK9vT0mJiaMGDGCzMxMEf5VVFRk9OjR5ObmimdJ2kR68+YNEydO5OHDh/T392Nubi50odu3bycmJkbs6aU/j/fv36Ojo4OSkhKZmZl4enqKUJebmxthYWH4+fmJz+rjx4/R0tISz6C0ZdPR0cG+ffuQl5fH09OT0tJSMjMzMTQ0RE9PT7QucnNzUVNTY8SIEQKG9PHjRw4dOsTQ0BDHjx8XK0Rzc3OePn1KU1MTqampjBs3DkVFRYELliKiFRUVyc3NRUtLi87OTszMzEhLS0P23LlzeyUSCSEhIcyYMQNTU1MyMzNFfWTixIlYWlpy4MABdHV1Wb58uXD1mpmZERsby4IFC5gwYQJVVVX4+/sLqYe01G9iYoKlpSVbt26lq6sLLy8vgdkLCAgQ7Fs/Pz/mzJnDmjVrePPmDZ2dnfT29nL48GHs7OywtbX9P/vY+vp6lJSUcHZ25scff2T16tUCE7hs2TJWr15NeXk5aWlpfPXVVyQlJbF48WJGjhyJmpoalpaW7N+/n/LycmRkZJg5cyZycnIEBQWhra3NiRMnCA4OJj09ndraWhwcHHBwcGD16tW4ubnx9ddfExISQlBQEPv27UNGRob169cTHx+Pubk5GzduRF9fn88//5yNGzcikUgwMTERkAYXFxeam5vFGkGaDk1PT8fMzIzo6GghnJB2pwcGBtDR0cHJyYmhoSFRDZOOkY4ePUpAQABpaWnMnz+f3NxcZGRkWLduHVevXuXIkSPCcKOgoMDSpUvp6uoS6efz58/j6+tLRkYGS5cuxdDQkIcPH9LZ2SkCMU1NTaiqqpKUlERhYSEzZ84kNDSU06dPs379ep48eUJ8fLxglSckJDBjxgyOHz+OjY0NV65cITQ0FGdnZ/Lz82lpaSEvL4/bt2/z448/0tvbS0NDg/j//OWXXygoKCA1NVVgVIeGhli/fj1jxozh7du3vHv3Dm9vbwYGBjh8+DB9fX28ePECU1NTsrKy+OKLL2hoaCA0NJS+vj66uro4d+4cr1+/JjExEX19fU6dOoWKigoSiQR/f3/y8/NJSEjg9u3bVFdX8+HDBy5evIi8vDxffPEF6enpXLx4kf+PqjOP6jn9//fVolWllEq7orQhKlJISpbs29jSJ2PfZTdiZhqyZmkGIWsYS3Zi0CKltEl7qbRrTyWtvz++532f8/vbOY68e79e9/18Ph7X9fLlS4GIvXbtGrdu3UJbW5vQ0FC0tLQoLi4mNjaW1NRU0tLSuHLlCi4uLjx58oT169fj4ODA77//Tk1NDQkJCTx9+pTXr19TWloqshqSdLBkmjN79mxxM/vw4QPV1dUMHjyYLVu20NDQwNevX0lJSeHly5eCDjdo0CCePn3KhQsXyM/PF1zkqqoqDh8+jKKiIn/++SfGxsYUFhaya9cuamtriYyM5OHDhzQ0NPD+/Xs+fPhAWVkZ4eHh6OrqEhsbyy+//EJERARr167F09OThoYGnjx5gp+fH9evX2fDhg2cO3cOXV1dwsLCmD59OgDh4eF0dXXx+++/Y2pqirOzM3l5eQIDW1FRgbGxMYqKiixYsICWlhaxm5QgaS9dusTRo0eFtz0zMxNvb2+MjY1ZsmSJmCBpa2uTm5srfq+UlJQYO3Ys/fr1w8TEhOrqatasWSMCjw0NDZSVlXHgwAEePXrE4sWLefLkCc3NzSKkJWFDS0lJUVZWRkFBAfPmzUNZWZmTJ08yZcoU7t69y6BBg4iLi0NWVla8JMvLyzEzMyMsLEys37Kzs2lvbyc/P5+YmBjy8/O5du0aGRkZxMTEcPToUQYPHoy0tDQAJ06cwM7OjlGjRhEVFYWcnJyQe0goZhLXgKSWWV9fz6VLlwT/2snJicrKSlRUVGhubkZNTU0k2hsaGti8eTN+fn4EBQWxYMECVFRURKBSQ0ODcePG4ePjw9u3b/n58yeTJk0S5Lvv379TWVnJqlWrhENdS0uLiRMnsnbtWtzd3TE1NUVZWZkBAwawcuVKoTPduHEjAOvWraOzsxMbGxu+ffvGhQsXSE5OFpyFvLw8/P390dXVFd4LXV1dJkyYIPgbCgoKAv6ycuVKBg4cyKdPn9DQ0GDChAn8+PEDaWlpHBwcGDNmDIqKivTu3RsdHR0mTpyIhYWFqAm6urqSkZHBmjVrMDU1RVNTk5EjR2Jubs6jR4+IiIhg1qxZGBoa8vPnT8aMGcPt27eZNGkSzc3NXL16lfPnz+Ps7MzLly/Zvn07kydPFojfqqoqZGVl+f79Oz09PRQWFoqgo8ypU6f2v3v3Di8vL4qLi0lJSeHJkyeEh4dTX18v1Iy+vr6cP38eVVVVysvLKSsrIyMjQyzHf/vtN5SVlXn//j1aWlqCmCMBpPft25fDhw8zZswY/vnnH06dOsXVq1dFL7C4uJgdO3Ywa9YsVq1axalTpxg8eDDv3r2jo6OD+vp6AWX5+vUrr169olevXmRnZ7N7925WrFjBwIEDOXjwIDU1NQKRWVdXx/jx4+no6BCyiYKCAj5+/IiLiwu+vr6Ehoby33//icPGmzdvKCoq4uzZszg7O4vd+tWrV1m9ejVRUVE8f/6cnp4ewsLCqK2tZc+ePUJQ4OvrS3p6OhkZGejo6HD+/HlGjx5Nc3MzWlpaWFtb8/PnT168eIGHh4eoAhgaGjJv3jw2btzIq1evWLduHWVlZezevZt3796J5GpQUJB4WEdFRSEjI0NSUhJlZWUcOXIEU1NT8vLySE9PF27cZ8+eYWdnh7a2NjU1Nezfvx9vb2/CwsKIjo7G2NiYoKAgzpw5Q0REhBill5SUcPjwYXEgy87OFoGk9vZ2hg0bJsbAW7duZc2aNVhbW5Obm4upqSkHDx7k5s2bTJw4kZaWFlpaWjh9+rQgo0kod5LdTVdXF4sXLxZGp8ePH7NlyxaysrKERevmzZs4OTkhLS0t0KmzZ89GVVWV7OxsvL29ycvLo6SkhAULFgAwdOhQdu7cyfTp0ykrK2PGjBm0tLSwfv169PX1efLkCa2trQQEBIgupaGhIbNmzeLFixccPX7J5LQAACAASURBVHoUX19f3r17x5UrV3j9+jWHDx/m1atXArFZVlbGrVu3cHNzY9CgQQJRGhgYyL///oulpSX+/v6oq6szZ84cwSJ+9+4dEyZMEGFKTU1NWlpamDBhAsOHD2fEiBFYWVlRUlIiGMjHjh3j33//Zd++fcTGxooOc1VVFX/++afYmUlLS+Pj44OSkhK+vr6MHz8ec3NzfH19OXv2LK9eveLkyZMsXLiQgwcPitbGkydPOHnyJO/fv+fjx4+oqamRlZXF3Llz+fbtG8HBwQwcOBB5eXlB0erbty/l5eUEBQWhrKyMqqoqsbGxWFtbM378eNrb2xk7dizJyclUV1ezZMkSvL29xUtRX1+fy5cv4+rqSnNzM+7u7rS3t2NkZMSWLVv4+PEjT58+Zf/+/Tx69EgogOvq6pg4cSKamprCtX7gwAHx0Pfw8GD+/Pn0798fXV1dIiMjefXqFZaWlqSlpVFeXo6cnBwnT55k9uzZLF++nLCwMGRkZMjKymLatGlMnDiRAwcOsGnTJjIyMoiIiCA4OBh/f39RQ3vz5g0aGhr06dMHXV1dHj58iJ6enlDGOjo68vr1a6ZMmUJdXR3m5uaEhobS0NCAubm5CGxKQn1RUVH4+PhQUVHBmjVrePHiBb/99htLly4VvPn8/Hzs7e358OEDP3/+ZM+ePRQWFmJvby/26BYWFjx+/Jhp06ZhbGwsJk9BQUGMGjVKBN3Wrl3LhAkThIUqLi6OyMhIrKysWLBgAVJSUqipqVFdXU11dTXW1ta0tLRQUlIi8kLq6upUV1fzxx9/oKOjg6qqKvb29ty6dUtYrxobG7l58yaTJ09mw4YNLF68mJMnT6Krq8vt27eRl5fH0tIST09PDAwMWLBgAQsXLiQ5OZmJEyeydetWVqxYwd9//42cnBzy8vKoqKiQkpKCrKwsFy5cELCacePGMW7cOGpra4VBMD09HTs7O16/fo2MjAwpKSmoqalRWVnJ69evOX/+PJ2dnezZs4dVq1axefNmjIyMBIXw4MGDqKqqipB1a2srbm5ulJSU4OLiwsWLF5GTkxOjbGVlZcG9Ly4uxsDAgHPnznHt2jVcXFxobW0lPj5eTGj09fV5//49+fn5+Pr6oqKiQklJCUVFRcjo6OjsHzlyJI8fP0ZGRoY5c+aIEbMkYn/79m3Gjh0reM9NTU0CwjFr1ixSU1OFIi05OZnJkyfT1dXFo0ePCA8Pp1+/fmhqatK7d2+OHj1KVlYWr169QkVFhe/fv7N7925xm927dy/79u0TejQfHx9iY2NpaGggMDAQFRUVNm/ezKVLlzh27Bj5+fkYGBhQVlYm9q+//fYbycnJHDlyRJzS4+LiWL58OYWFhQwaNIhDhw7h6uqKo6MjZ8+eZcyYMVRXV9PW1oaCggK6urp8+vQJGxsbTp8+zdu3b2lvb2fKlCm4uLgIutvPnz/x8PBg1KhRzJw5k7S0NEaOHMnly5fx8fEhMzOTlStXcuHCBbKyssSXISYmBhMTEywtLamrqyM7O5tv377x4MEDjh8/TkpKCkuXLuXHjx8EBASwYsUKYmJiMDY25vDhw7S0tJCUlMSGDRvYsGEDkydPxtHRkWPHjtHR0cGKFSuwtrYWiXspKSl0dHQIDg6mrKwMDw8PZs6cSVZWFq6urly+fJmOjg4aGxsZP348w4YN48iRI+LWJQnGSQKGp0+fFh3fIUOGYGdnJ6p1Eh61hCUNsHz5cgENcHFx4cuXLzx48AAHBweOHDnCmzdvUFZWRlFRESsrKwwMDMjPz2fbtm2UlJSgqamJoaEhP378wNLS8v9k7jIy5OTksGLFCszMzPjzzz+xs7Ojvr4ea2tr9PX1+e+//zh37hxGRkakpaWJwFtUVBQ9PT1kZ2dz584dIYkoLCzkzJkz2NvbU15eLrCaq1atYvTo0ZSUlHD9+nX+++8/xo4dy549e/j333+FdvPFixeUlZWJfbDErCW5hcTHxxMSEsKoUaOIjY3l+/fvbN++HYBdu3ZRVFTEpEmTMDQ0JCwsDDs7O168eMGzZ89QU1Pjzp07IkMSGBhIcnIyTU1N+Pv7s379enbu3ElaWhpGRkYcPHiQWbNmsX//ftTU1CgrK+PmzZvk5ubi5eXFgwcPBDXq06dPGBgYMG/ePH7//Xf27t3L3bt3ycjIQEpKCi8vL/T19Rk2bJiAhcyYMYPRo0cLKI2npydz586loKBAVPgeP34swqcJCQmkpKSIRP6IESNITU3F29uba9euUVVVha+vL1lZWeJl9ccff+Dm5sbPnz+Jjo7GyMiIt2/fMmrUKFxcXLh27RqfP39m8uTJLFu2jJCQEHR0dGhtbaWsrIxRo0aRkZGBh4cH3d3dgrr4999/ExAQgLa2NomJiVhaWrJ582bU1NTIzMzExMQEW1tbjh49SlxcHF5eXsjJyREaGirS6UVFRdjZ2TFlyhSkpKSEjXDfvn0sX76cxYsXs3HjRlasWMHYsWMxMjLC39+flpYWvLy8cHd3Z8SIEYLetX//fpSVlUW/HRChzZkzZ4qU+ubNm0WjwcHBgePHj1NYWIiLiwvx8fEoKytz4sQJQkJCMDQ0xMnJicbGRrZu3UpwcDBbt25l2rRprFu3joyMDOrr6+no6CA9Pf3/u32amppSWlqKvb09d+/excfHRzRjVq1axZ9//omfnx85OTnMmTOHjIwM8vLyRJNm+vTp6OnpERYWRnd3N//73/+4ceOGCHFevnyZjRs3YmpqyvLlywkICGDVqlXY2Niwb98+Ll26hIGBAWPHjiU1NRUDAwMaGxtFl9nX15fBgwejra0t4E979uzhy5cvqKqq8vXrV6H9lVyqli1bJl7uXV1d1NbWsm3bNj5+/EhSUhINDQ3CTiY57Ds5OVFTU0NZWZmQl6xatYqrV6+ioaGBra0tnZ2dnD59mlWrVnHp0iWys7PZuHEjp0+fpqOjg4aGBpSVlfH39ycxMZGAgADmzZtHc3MzycnJTJ8+HRkZGZ48ecKiRYsoKyvj7t27AvRVUVHBxo0bkfn+/fv+trY2jhw5gpSUFHV1dQwZMoR169ahr6/Pnj17WL9+PR8/fmTnzp0kJiYiJSXFz58/qaqqwt7eHktLS2bPni0kH46OjuTl5fG///0PDQ0NDAwMyMnJwcrKisLCQqysrIRFa9asWYI0Fh0dLRK1KSkpTJ06lalTpzJgwAA+fvyIm5sbPT09VFRUYGVlhZKSEi9evODnz5+MHDmSwsJCfH19OXnyJLdv38bExISTJ0/i5eWFmpoaJiYmPHz4kCFDhvDixQvMzc3R0tISO+CVK1fS1NRE7969aWpqAsDf35+YmBikpaWZM2cOXl5ePHr0iB07dvD8+XOam5sFjnLnzp1UVFSQlJSEnp4eOTk51NfX8/HjR1RVVQWdSMLufffuHb6+vhQWFlJUVEROTg6HDh3CxcWFYcOGsWfPHq5cuYKUlBQ7duzA0tKSlpYWsacyNDQUJzEzMzNCQkJISkri6NGjBAQEICUlxbZt24iIiMDDwwM/Pz/Onz9PcHAwI0aMQElJiba2NoKDg8nJyWHEiBFERESgqqpKeHi40ENKDEppaWk4ODiQlJREZGQkY8aMYffu3ejp6YnVRVZWFpaWltjb2yMlJcXevXuFYSckJISNGzfy7NkzIWWXrF1MTU2pqKggJCSEJUuWoKKiwuHDh3n69Cnl5eVERkaKIGRKSgoDBw5k6tSp5ObmkpiYSFFREdOnT6ekpIT//vuPK1euoKysLKAtSUlJqKio8ODBA6ysrAQPX0VFhQ8fPqChoYGGhgaFhYUCETt16lSBiszPzyc5ORkpKSlaWlrYvn07Ojo6FBQU0Nraire3N5mZmQQHB+Pt7S3c3BcuXMDe3l6McQMDA8X4XEVFhYyMDGxtbTl48CA+Pj64ublRVlaGkpISK1eu5NatWyQnJ/P777/z8OFDPn78iJWVFZmZmZSWliIjI0NZWRk5OTmUlZXRq1cvYmJi0NLSoqKiAjMzM4KCgpg5cyY9PT1YWlry559/cv36deTl5dm4caNgcF+7do0NGzYwYcIE6urq2LdvH6NGjRLpZRkZGQoKCtDW1kZJSYkLFy5QXV2Ns7MzbW1t3L9/n6KiInp6evD09BQ5jSlTplBVVUVZWRmamposXbqU79+/4+fnJ/ahVlZWtLa28t9///HlyxfxXZXc6CVjzlGjRlFWVoaMjIxgnUsOvmfOnMHMzEz8HL6+vqipqaGhoYGUlJToxHt4eODs7MywYcO4desWc+bM4eLFi7S3t1NRUUFHRwcPHjwgMTGR27dv4+npyaZNm+js7GT58uVs376dS5cuoa6ujoKCgkjH37hxgy1btrB7925xQP748SNFRUWoqanx5s0bPn/+zOLFi5k0aZJQFGtoaFBXV0dkZCQ9PT3Ex8fTu3dvysrKkJeXp0+fPlhbWxMSEoKsrCyHDh0iJiYGTU1NMjMzCQwMFLdMCTLYz8+PtLQ0lixZQnh4OEVFRYwYMQJ9fX0eP37MwoULef78Oc7OzmRnZzN8+HAUFBRwcnKitbWVefPmoaqqyj///MPo0aN5+PAhnp6eohb25s0bqqqquH//PmlpaVhYWJCbm0tTUxMBAQEYGhry119/oaenx40bN1iwYAEyMjKCKLdw4ULRXdbQ0MDKygotLS2ePXvGvHnzaGhoIC0tDQMDAwwMDJCXlxetlYKCAqytrUWT486dO6xfv56srCxMTExISUkRKOYxY8Zw48YNpk2bRn19PbW1tfTu3Zvu7m5GjhyJi4sLL1++xNzcnO7ubqZOnYqOjg5z5sxBRUWFy5cvU1FRwahRo8Qz3dfXVwh1JECvvn37ikPLxo0bRZ4rMDAQdXV1ZsyYgZmZGYWFhaKmFhgYKBDeNjY2REZG8uuvv4qD5urVq1mzZo3wAXR0dPyfrWvPnj2kpKTg4OBASEgImZmZFBUVUVZWxvv37+no6GDjxo0kJCRw9OhRcnJyMDc3p7W1FXV1dSIiIqiqqmL+/PlERkYiJydHbW0t58+fZ/jw4cTExAjN2MePH/H09ERLSwtVVVVevXqFubm5gMe3traSm5uLubk59+/fp6WlheDgYHp6evDw8ODOnTtMmTKF1NRUJk+ezNevX0VHUVpamjt37nD06FHevHlDbGysAELs2bNHAEosLS35999/8fHx4fTp0yxZsoS4uDhMTEzo7OyksrKSefPm8enTJ/Ly8pgzZw6rVq0iOztbUH4kJ3hbW1v69+9P79698fHxwc/PD2VlZTw8PFBQUMDLyws9PT02btyIhYUFP378wNDQEEdHRxQUFOju7ubo0aMsXLgQBQUF9u/fT3FxMYGBgTg4OHDv3j2GDx9OSkoKSkpKeHl5cePGDYYPHy5ucu7u7sKYs27dOpKTk4Xmsra2ls2bNzN27FgqKytxc3Nj2bJlTJw4UcgfJBWsK1euEBcXR3V1Nf369eN///sft2/fZs6cOaSmpgqDkJSUFLNnz+bdu3cYGxtz+vRpRo8ejbW1tWAvX7t2jaKiInG7mD9/Pt3d3airqwuilySEcu7cOczMzGhsbMTe3h5bW1vu3r3LlClTsLCwYMqUKVy5coVevXrx8+dPKioqeP36NRcvXiQ0NBQ/Pz++f/9OWVkZb968oaWlheTkZPr3709KSgqbN29GSUlJ0Ony8vIYM2YMz549Y/PmzYSGhpKQkMD79+9JSkpCWlqaESNGEB0dLca0zs7OyMvLk5CQQHt7O+fPn2fAgAGEh4fT2dkpGAWdnZ3cu3eP/Px8amtr2bdvnxBSJCYmEhwczPjx4/nnn3/Q1dWlp6cHZWVlbGxsWLduHRMmTEBOTo4DBw5w+fJlduzYIca4mZmZODo6EhERIXzrBQUF9OrVCxsbG4YOHcr69euxsLCgq6uLxsZGMaLv6OggNDSUmJgY7t69i4mJCR4eHsydO5f+/fuTkJBAnz59iIqKYuHChYwePZro6GgBU8rNzWX58uUkJyfz5csXQZNqbGzExMSEGzduEBISQnx8PNu2baOqqoo3b95QU1NDSkoK8+bNE5Owd+/eCYPUsGHD6Orqori4mPv37zNkyBC+fftGYWEhY8aMISoqimXLlgl3+dChQ+no6GDNmjWUlZVhYmJCdnY2np6eVFZWMmDAAK5cucLixYu5e/cuenp6ODg44ODgwIIFC8T3avXq1ZiZmQlWgyRsef/+fWpqatizZ4+Y9gwZMgRdXV2UlJR4/Pgxu3fvpqGhAVdXV4FFDQ0NZfPmzaioqFBdXc2QIUPo1asX06dPF1CMoKAgjhw5QmBgoGjgaGlpiRfzihUryM3Npba2ll27djF37lxxEJWAVSZPnkx6ejqfPn1CT0+PPn368N9//2FoaMjo0aO5e/eu0MMOHz6cwsJCMjIyGDdunKipmZub8+eff+Lu7k5LSwu7du3iyZMnuLq64uvrS2RkJDExMQLb2drairm5OYmJiSxZsoTHjx+L4JUko9G7d2+qqqrYtm0bu3fv5u7duwwZMkSEW8+fP8/YsWNJSkpi5MiR+Pv709XVRU1NDSEhIdja2hIZGcmiRYt49uwZHR0d4jDcv39/Xr58iYqKCqWlpYwaNQo3NzcaGxs5evSoeBdJwEZFRUXEx8dz6dIltLS0qKqqQktLC3l5ea5cuYKTkxPnzp1j69atODk5kZ+fz6pVqwTfICYmhvDwcHx9fXn27BmOjo5ISUkhIyMj1r2dnZ3MmzePfv36CXDU7NmzcXNzE4cjc3NzWlpahD/c0NAQIyMjHjx4gLy8PEuWLEFdXZ3Y2FhaW1u5f/8+tra23Llzh/DwcJ49e4anpyeqqqpcvHgRMzMzZPr167df0n0FxJgxMjISZ2dnWlpaKCgowMTEBDk5OWbMmEFPTw979+4V6LXjx4+jr69PT08P+fn5NDc3c+bMGRYtWsSNGzdQVFQUnlWJhUhVVZWIiAjs7OwYP348SUlJZGRk0NzczKZNm3BwcKCgoICwsDAALC0tef36tQC7T5w4ET8/P+Lj45GWliYlJYXv379jbW1Neno6f/zxB4mJidTV1REfH8+AAQMICgrCysqKhQsXYmpqytevXykoKKC4uJh//vmHgQMHYm1tzfbt29m9ezexsbEMGDAAgCNHjhAQEMDu3btFXUWShpSYeAoLC1m6dCl+fn5MmzaNTZs2oaqqyocPH7hw4QK9e/fm8uXLgl6mp6dHeno6ysrK6OrqMnDgQAoKCrCzs8PHx0d0hyWSiJcvX9LQ0EBjYyOfP3/m5cuXSEtLY29vz82bNyktLcXb2xsTExO0tbXZv38/w4YNA6CrqwtjY2N27twp0tj6+vrk5eWxe/duuru76dOnD0OGDGHr1q1MmjRJcG3XrFkjMIVTpkxh/vz5JCUl8fz5c4YPH87QoUM5efIkbW1tTJo0iadPn5KSkoKbm5toC6iqqopdj5qaGn/88QdeXl5ER0cjJSWFgYEBW7ZsETfukpISMR6Nj4/n33//xdvbm1WrVokbioWFBbGxsXh7ewt5jeTP5OXl0dPTY9euXbx69QpXV1fKy8vp3bs3W7Zsobu7W3Co3d3dmTt3Lg4ODqxcuRJLS0uCg4MZO3YsFhYWbNiwgYEDB+Li4oKjoyObN29m+fLlJCYmMmPGDBobG3F2dsbIyIjXr1+Tk5PD1q1bsbGxwdXVVYQPJaNSCchBXl6eQYMG0draSmtrq9iZZmZmMnToUJSUlPDx8cHKykooLnfu3Mnz58+ZNm0ajx49on///uJ3rLu7m7lz51JYWEhOTg5v375l/vz5qKioMHz4cBITE8nKyiI0NFSkkUeMGIGvry/z5s3D0dGR69evk5qaiouLi0CaHjt2jM7OThobG2lpacHY2JhJkyYxevRoGhsbCQ0NFdUnBQUFbt68SXh4OKampmhra2NhYYG8vDzq6uqkpKQQFhaGrq4u8fHxmJiYiPrWL7/8Ikho586d4/Tp0ygpKdHQ0ICuri4jR44USNUrV67Qt29furq6UFBQEOY9SSf8/fv3whz19u1bDh06xMGDB3n8+DEXL14Ulbq//vqLM2fOiM/u9u3brFixgqSkJLKyslBVVWXOnDnk5uaSnZ1NZGQkbW1tzJo1i66uLpqbm6mrq+Pjx49ClvL161c8PT0pLi6mra2NlJQUDh8+jJmZGQoKCkyfPh1TU1MhlCkvL8fDw0OQBteuXcv79+8ZO3YsWVlZSElJER8fL+p4EiSyl5cXK1asQE1NDT09PaE+dXBwEOl5TU1NFi5cSO/evcnJyeHUqVPiu+rg4MC6deuYM2cOhoaGaGtrc/LkSUEstLOz4/nz5zx+/JgpU6YwcuRIamtrsbCwYPfu3cK9YG9vL4Kdrq6uqKioiJ5/aWkpY8aMYdCgQcTGxvLmzRs+ffqEvLw83d3dPH/+HDc3NwYMGCD2zikpKbS3t3Pt2jUBw3rz5g39+vUjOjqajo4OXrx4QU1NDZ2dnXz8+JHY2FiUlZW5cuUK48aNY+XKlbx8+ZLx48cLK5ylpSUGBgZMmzaN8vJy1q9fj7S0NL///jvh4eHo6+tTUVEhcLhNTU20tLRgbW3N7du3qampob29nYULF/L3338L1a1E0AH/B+AxNDQEEMpWSSVVQoxcvHgx8fHx9O3bF2lpaS5fviwsmBLrZE1NDTIyMgwfPpzXr1/T0NCAjY0NUmPGjOmJjo7Gzc0NS0tL9PT0aGhoQE9Pj6KiIkJDQ1m4cCFnzpwBECfHjx8/EhwczLNnzzAwMMDKyorY2FgGDx5Mfn4+srKySEtL09TURE9Pj6CNSRCcJiYmhIWFkZ2dTUhICFFRUUycOJH379+TkJCAgYEBqqqqbNq0ifv374uEpySkVl5ejqOjI46OjuLFUVtbKz7Avn37cvXqVQYPHsz48eOFREHCpbW0tAQgJiaGly9fAjBnzhyam5vR1tZGUVERXV1dmpub+fr1K+PHj6egoAA3NzdevHjBjBkz+Pz5M/369RM9xhkzZpCbm8v27du5c+cOI0aMoLW1VVQFLCwsaGhoYMmSJbx8+ZLW1lZ+/PjBvHnzUFFR4evXr8jKylJaWiq+AJ8/fxbR/8ePH4swjqTsL4G2WFhYkJqaSm5uLsXFxfz666+oqakJLGZdXR2fPn3iw4cPjBo1irq6OsEfT09Px9LSUkgXJOSq3r17i8rd9evXiYiIIDMzU4A/JPQtTU1NPnz4wOfPn3n69ClLly4VL0cjIyPq6uqA/7OQqaqqEhkZiZqaGs3NzcydO1fcmiV71pKSEn7+/Im7uzv3799n+vTpvHr1ivHjx/P161fGjBkjUrm5ubkCuiErK0tlZSXfv39HSkqKUaNGiTCOlZUViYmJlJSUMGjQILKzs2lubub58+cMGDCADRs2UF1dLWpQEkduSkoKiYmJTJ8+HX19fa5fv46+vj6qqqr0799frGJKS0sJCwvDwsKCT58+sXbtWjQ0NIiNjeXz58+cO3eOJUuWcPnyZXbv3i2Umfv27UNbWxsAa2trAgICuHr1Kjo6Ovz8+RNbW1t+++03bt++TVhYGP379xemLcm/TbLjW7p0KfLy8uTn5/P27Vt8fHx48eIFcXFxQgozevRoSktLSU9Px8zMDAMDA/r06UNTUxPDhw/n7NmztLS0MGPGDOzs7EhLSxNjVFlZWYYPH86ff/7JpEmTUFVVFSSowYMH8/TpU4YOHYqZmRmnTp3C09MTMzMzpKSkhBSku7ubV69e8erVKwICAoiMjERbW5u2tjY6OjrIyMhg7Nix1NXVYWVlJRzlcnJy9OnTh169emFmZkZ4eDhLlizhw4cP9OrVCyMjI5SUlGhvbycgIED0aSMiIoRNSXKomT59Os3NzairqxMXF0dKSgqKiops3LiRM2fO4OLiwvLly7l//z7Kysr069cPNzc3bty4gZmZGQkJCWzdupWzZ88yePBgMjMz0dLSEtXSnJwcamtrkZOTE3AXbW1tAdyRhGHNzMx4+fIl06dP5927dyxatIj8/HyMjIyIi4vDwsJCtEa+f//Ow4cPAdiwYQMNDQ2YmpoKQNO0adP48eMHRUVFZGdnM2XKFB49esT79+/p7Oxk0KBBtLS0oK6ujo6ODr169WLAgAFi1VFVVcXIkSPp7Ozk1atXjBs3jtDQUAYNGoSCggLt7e3Y2NiQn59P7969MTY2pquri/79+3Pv3j08PT2JjY2lq6sLW1tbcnJyaG1tFdY3GxsbVFVV0dPTIzc3l+HDh9Pa2oqBgYEIFisoKDB27FgiIiIEsS4hIYGBAwfSq1cvzpw5w4IFC4iKihK0tczMTKSlpXF1dSUxMRF9fX0yMzOxt7enpKSEtLQ00QDQ19fn3bt3zJ8/n4iICPbu3cvTp09pbm7m27dvjBs3TtzuZ82aRXt7u+DUS/wFNjY2qKio0NraipGREREREcyYMYMvX74ImqC0tDRnz57F3NwcFRUVzM3N0dPT48WLFwIm9PXrV+Tk5Jg8eTLFxcXY2tqiqKhIv379kJeXJyMjA0VFRTZv3oy/v79wIMh4eHjsv3nzpnA79+nTBwsLC5ycnBgyZAhLly5FT08PHx8fkpOTWb16NZqamly8eJGenh769u1Lbm6ugBAMHDiQqqoq9u7dy6JFi0QcvrOzEycnJ+Tl5dm1a5cIUCxZsoTq6mpGjhxJWVkZK1euZPr06Vy4cIG9e/dy/fp1Jk2aJJjeVVVV7Nq1i7q6OlavXk1cXJyoVSxcuJCsrCx27NhBWVkZly5dYs6cOYwZMwZlZWVsbW355ZdfqK6uxtHRkaioKAIDA7ly5QpBQUE4Ojqira2Nk5OTQEpKPpjhw4eLU6CTkxM5OTmMHDkSVVVV1q5di62tLa2trfj4+PDlyxdsbGzQ0tLCyMhI1DSWLVvGw4cPRdDFXs8bWQAAIABJREFU3d0df39/Ll68KIAikpNpRkYG9+7dIyYmhsTERLZs2UJTUxMvX77k7NmzFBUVERwczPfv33n06BF9+/YlPj6eN2/ekJubi6+vLzU1NRw5coTbt28LOlZqaiqhoaGkp6cTHR3NuXPnqKysJD4+nvr6er59+8Zff/2Fvr4+8vLyfP78mYcPHyIrK8vQoUP59OkTEyZM4Ndff8XZ2ZkjR45w6dIlnJ2dhf7z7t276OvrM3jwYEaNGsX+/ftxcHBAVlaW1NRU7t27R2lpKZqamuTm5hIWFkZRURGfP3/m+vXr2NnZsW/fPuEv/vDhA+/evaOiooLW1lYOHTpEZmYmOTk5JCcnc+zYMXR0dHj48CElJSW8fPmSzMxMpKSkuHr1KtevX6e8vJxjx46hpKREZ2cn7e3tSElJCU5AZmYmV69epa2tjZCQEJqbm6mtrcXNzY309HT69u2LjIyMqJlJgoJHjhyhtbWVKVOmcPLkSRwcHKipqeHy5csYGxtTU1ODoaEhb968YeTIkSxYsID169cTGBjI5MmTiYiIoE+fPuJG5+HhQUtLCzIyMujo6JCamoq7uzt//PEHa9eu5Z9//hGBz6ioKDZs2EBQUBAjR45k9erV1NbWCi7+wYMHsbOz4/Pnzzg7O9PR0YGJiQmysrJYWVmJnXR2djabN2/ml19+oaqqCkNDQ0aMGCFGjEePHsXOzo78/Hzu3bsnJl6BgYHC6ichMTk5OSEjI8OaNWtYtmyZgHscPnxYVFT69OlD79692bZtG4mJiQAYGRmRm5tLTU2NMINlZ2djbGxMfn4+gwYNYtOmTSxfvlxAUzZt2sSYMWN4+PChqHnGxsaKNVBnZyfXr18nLi5OGAGnTJlCcnIy3d3dDBkyBHl5eXbv3k1XVxepqamcPXsWU1NTgR7dvHkzpqamAkt78eJFdHR0aG9v58ePH6KLL2FCh4eH8+3bNxobG8U+XPKsy87OprS0FF1dXezt7Rk0aBC1tbViGhQREUFlZaWgmF24cAEdHR0sLCxISUnh2LFjKCsrM336dJF7qaurw9/fn4SEBBFSbGtrE9wCiS1rxIgRzJ07F0NDQ168eMHMmTNJTU3FxsaGhw8fCrFJS0sLRkZGNDY28vTpU06fPk1NTQ2///47RUVFjBs3juLiYqSlpTl//jwyMjKiMWJgYIC+vj61tbUMHjwYXV1d8aIfO3Ysc+bMYerUqQQFBdHR0UFMTAwaGhrk5uYCiMuSgoICvXr1ElM5iY/i4sWLzJw5U1wok5KScHZ2Ji4uDicnJ0xNTdHR0WHhwoXipSpZn1ZUVDBjxgwWL16Mu7s7s2bNQkVFRQhQhg0bJiYNTU1NYkrZ3NxMZmYmf//9N1lZWZSWlvLLL79QUFCAlpYWkZGRPHnyRFjauru7Wb58OQsWLMDd3Z3t27eL7vqWLVtEiFdSu1y1ahU9PT3Cbx8aGkrfvn0BsLe3Z9q0aUhLS+Pl5fV/qfakpKT9EgDIli1b/s+5KSNDeno6enp6FBQUkJuby61bt8TDVHLKzMrKQlpampEjR6Knp4ecnJxAC9rY2FBZWYmpqSn6+vr069cPY2NjAZT4+fMnnp6eDBw4EAcHB5KTk1FUVOTLly9oa2uzb98+3r9/z7Bhw1BSUkJBQYGioiK0tLTIzc2lubmZjIwMHjx4QFVVFb/99hu//fYb06ZNo729nc7OTv7991+6urqorKzE0dERWVlZkpKSUFNTE15vKysrli1bJpLoWlpaNDY28uXLF+Li4sR+OCIigsTERG7duiUwpI8ePcLNzY2bN2+ipaWFo6MjJ06cEGlwZWVl8bA3Njbm1atXzJ49GxkZGRITE2ltbRW1j3Xr1nHixAmWLFnChQsXmDBhAv7+/oSFhaGlpYW6ujrq6up8+fKF1atX4+DggKamJllZWdjb25Ofn09CQgL6+vpYWlri5eWFkZER0dHRKCsrY2hoiLKyMitXrhRM9W/fvmFvb09MTIzYC6urq9PS0iL+joyMDAHSUFRUZPz48Tx8+JC4uDguXrxIdXW1SCrHxsaKXejNmzcxMDDgwIEDwo704MED9PX18fDwoE+fPowePZo7d+6goqIidpaZmZkoKiqKvW51dTVeXl64urry6dMn4YouLS1FTk6Ot2/f4uTkxKNHj9DT0xOKPzc3N+7du0drayuOjo709PRw8uRJ8vPzhQ5W0gGX/P+WlZXh6upKYWEhTk5O/Pz5k9evX+Pi4iKwpGfPnmX48OFMmTKF7OxsYeKSyAgkwhtvb2/i4+PZtGkTAB8+fMDKykq4qSWsgbi4OOzt7UWfOSgoiNbWVt69e8fgwYOFtUziW5YYwFpaWsjLyxOBTQm4RDIWDwoKor29naamJmpqatDR0aGxsVH0S3Nycrh79y4/fvwQD+i2tjYGDhzImjVrOHv2LA8fPsTW1pZNmzbRv39/MjMzMTQ0xNDQkMTERLEzfv36NdevX8fe3p6EhAScnZ0FE728vJzk5GSUlJR48OABjx8/xt7eHllZWXbu3CmIbXl5eTx8+BAlJSXevn2LlZUVCgoKtLS08OXLF4GXzM7OZurUqaipqbF7925u376NjIwM+/fvF0a1QYMGceXKFeEEkIA27ty5w5cvX+js7CQhIYHq6moA4uLi+P79O7NmzeLBgwein1tfX4+rqyvp6eno6uri6elJTU0Ny5cv59KlS6iqqmJlZcWLFy9wdHQUOteKigrk5OSQk5Pj+/fvWFpa0tjYSElJiZBDhIWFER8fz4gRI6ipqaG2thZlZWXs7e1JTU0VB/dJkyaJcJOzszPx8fH4+fkhJyeHlJQUurq6ws08depUpKWlqaurIycnh4CAAEJCQkQYTUNDA319fXx8fLh79y5z5szh+fPn9O7dG2traxQVFdHU1KSgoABTU1NOnDjBkSNHxAVszJgxxMbGClTmgQMH6Nu3L9u3bxer0PT0dGbNmkVycrIQcVy/fl3IcFJTU3F1dUVLS4u5c+eiqanJtGnTCA8Px8/Pj7t371JQUEBaWhqzZ8/m48eP2Nvbk56eLtodvXr1QklJCQ0NDb58+YKenh7e3t68fv0agKioKGJiYmhsbCQyMpKRI0fy66+/0traKtgP3d3dhIWFMW3aNPLy8nB3dyckJARzc3MUFBR48uQJVlZWjB49WljJJAeykJAQlJWVKSoqwsvLi8GDB+Pq6sr8+fMZMGAANTU1xMTECPHJuHHj+PnzJ58+fWLo0KFcuXKF7du3Y21tTWVlJUVFRWLyZ2xsTFNTEy4uLoKJnpiYyOzZs9HW1kbm9u3b+9vb2wkPDyc0NJTnz5+TkZHBo0ePKC4uxt/fn969e/PgwQNkZWWZMWMGwcHBhIeH8/btWxobGwkKCuLZs2ciuWpjY8PatWvR1NQUJ93o6GhKS0sFGaulpQVtbW2uXLlCamoq6urqzJo1i8DAQOGSffjwoZAx/Pz5EwsLC9avX09bWxtFRUWUl5eTnZ3NzJkzOXLkCP379ycoKIiPHz/y8uVL8vLyRJ/37du3bN++HV9fX/z9/Rk1ahTa2tp8/vyZnJwcysvLxQNOkiT+8OEDSkpKlJWVUVxczKhRoxgzZozoI0dGRqKpqUlVVRX79+9HWlqa6upqpKSkBG93/vz5XL16lcbGRlEDuXr1KkpKSiLR7OLigqysLAsXLuTTp0/s3buX7OxsmpqaGDhwIE+ePMHLy4vOzk7s7OyYNGmSGIlLXm7Dhw9nxowZQtMp0YgOGjQINTU1Jk+ezJIlS1i9ejXbt2+nf//+WFpaYmxsjK+vL4qKily7do2amhqGDBlC//79qa6uZubMmYwfP56oqCgmTZpEW1ubqB74+Pjg4ODAokWLmDFjBoqKirx9+xY7OzsUFBTw9vbmy5cvLFu2jClTpmBkZCS84RLv9oYNG/Dw8BBfwuLiYsLDwwVL3MbGhq9fv1JTU8Phw4dpb28XBqERI0bQ1tbGnDlz0NHRET/r6tWr+fLli8hgqKio4OHhwYkTJwgLCxP98RUrVjBr1iwqKirw8vLCysqKHz9+sG/fPvLy8lBTU8PR0REZGRn69OnDsGHD8Pb2pqOjA1tbW/T19VmxYoXYz/r7+9PQ0MCuXbuYPn06EydOJCsrC3d3d9TV1fn8+TN//fUXFhYWKCoqUldXx4EDB0hMTCQoKAhFRUVOnTpFS0sLw4YNw8jICHd3dxITE5k2bRrBwcG0t7eL74C1tTWLFi1CRkYGf39/qqurycnJoV+/fvTr14/k5GSePn1KWloa27Zt4/379/Tt25eAgABKSkpYv349/fv3Z+jQocyePRsLCwuMjIwwNDTkyJEjLFy4kIkTJyIlJSVYCDIyMmzYsAFNTU2R/t69ezeRkZEcP36c8PBwdu/ezbdv3+jo6GDdunW0trYSHh7O+PHjkZaWxsPDg8uXL7Nz504ePHjAhQsXOHfuHCtWrGDq1KnY2tri4OAgalQLFiwQ1LNFixaRlpbG6NGj+fbtG4mJiXR1dWFoaEhkZCReXl7o6OiQn5/Ppk2byM7OFpM9iUjHwMAAIyMjsrKyUFBQ4NKlS/j4+JCUlPT/kQKfP3/OkCFDaGlpEYnu1tZWQV4sLCwU8qKMjAz69u3L169fqa2tJTQ0lNbWVgYMGMC9e/dEUGnWrFlUVVXRp08fLly4QL9+/YiIiEBfX5+TJ08yc+ZMANFMqK6uxtLSEiMjIxoaGoiMjGTmzJno6uqiqqqKuro6HR0dQjf69u1bYRSU1Kb+/vtvPn36JDTJGRkZDBkyhMuXL7Nu3Tr69etHfX29kLB4enpSX19PVVUVSkpKtLa2cufOHWpqalBTUyM6Opq8vDx+/PiBj48PxcXFNDY2kpGRwbBhwzh69Ch1dXViGnHz5k2hLM7NzaW+vp5hw4Zx584dMRX08/PjwIEDvHv3jsDAQHExKygoQFdXV7DwZWRkRH88KSkJAwMDWltb6du3L1lZWaipqfHjxw+uX7/OqFGjxOGsu7ubxYsX4+vrS15eHqmpqWzcuJGmpiYSEhLo6Ojg27dvGBsbY2dnx48fP0SOKi4ujqtXr1JeXk5lZSWhoaGCT//lyxf+/fdf6uvrKS4uJj8/n2fPnlFdXU1wcDB3794VkqXAwEAsLCwICAjA3Nycx48fk5SUJBgCtra2pKWlkZWVxebNm0lISOD169dUVlby6dMnTp06hcyPHz/2u7i4kJycTGBgoEDC7d27l/j4eDw9PUVS+tixY3z69IlBgwYxe/ZsjIyMWLRokUCJ5uXlsXPnTh49eoS8vDwjRoz4/0wzffr0obi4WKRRJTeDpqYmysrKCA4OZubMmTx//py//vqL9PR0evXqxezZs0lMTBQPRwUFBVHy//btG9++fePixYu8efOG+vp6xo0bx+PHjzl9+jRRUVF4e3szbdo0Ll68KNCHkydPFpJ7b29v+vXrh4aGBr/88osYh9y4cYP79+/j5eUlbqKbNm3izp07dHd3s2PHDo4fP46mpibm5uaiKD9+/Hj2799PUVERVlZW5OXlceDAARYtWkR6eroI2W3bto3nz5/z7NkzBgwYwIkTJ0RQZ+XKlfTq1YsXL16wY8cOwd8ODAzExsaGEydOkJiYyKpVq1i1ahV9+/ZFWVkZCwsLMjMzGTFiBJWVlaSlpdHe3k5OTg6NjY2kp6cTGBiIq6srISEhxMTE8Ouvv3Lr1i1iY2Nxc3Nj//79KCkp4eDgwM6dO/H39+fZs2ds2rSJr1+/YmFhwerVq5k2bRpRUVFMnjwZAwMDtLW1OXToEP379xcHC4ns/cGDB+Lg1NbWRk9Pj6BbycnJ0drayvPnz0V9TFdXl5CQEJqamujfvz/Ozs6cOnWKU6dOCZKbhoYGb9++xdHRkezsbEpKSli3bh2+vr5ISUkhLS1NfX0948ePZ9++fZiamorb/uvXrzl69CjS0tKcOXMGd3d3nj9/TlpaGmfPnmXZsmWkpaXR1tYmrGQlJSUi7Dhx4kQASktLiYqKQlFREXd3d2EI8/X1pXfv3rx580Z0wC0tLcnIyGDPnj3cvn2bP/74g4CAAIqLi3n06BFJSUksXbqU6Ohotm3bxvXr15GVlaW5uZkLFy5w4sQJTp8+TVdXFz09PSxfvpw7d+4wceJEIiMjeffuHQEBAYSGhnLhwgU+f/7M9+/fSUlJITw8HGtra2xtbcnKykJPT4/AwEDq6+vFjvjAgQPcvn0bc3NzGhoa+Pvvv8nLyyMiIgJDQ0OWLVuGnJwcKioqODk5UVJSwvz581FUVKSlpYW3b9+KcJHkACvZFaampnL+/Hl27NjB77//joeHh6isdHR0kJ2dTVZWFmZmZuLGOGHCBNTU1Kivr2ft2rX4+fkhLy+PtrY2wcHB1NfXk5OTw48fP9DU1OTevXsMHDiQL1++MHjwYIFILS0tZf/+/aJ/3tDQQHd3Nzo6OsjKyrJ+/Xpu3brF//73PzHaNzMzA2DSpEmoqalhaGhIdHQ0xcXFzJ07l+PHj5OcnMzy5cvp7u5GRkaGFStWADBz5kzKy8vZsWMHNTU1Isvi6OjI169fKS8v58KFC5w6dQoNDQ3hLt+zZw9dXV0UFBSIrnZ8fDwaGhr4+fnR2NgopDMpKSkcOnSIsWPHIicnJ9aZ7u7uxMTEEBgYKFCb0tLS6OjoYGxszK5du+jq6kJFRUV4vnt6evj8+TPPnz+nrKyMYcOGcenSJR4+fIiJiQnl5eUoKSkxaNAgPDw8kJaW5u7du6irq2NnZ4eOjg5ycnK0tbXh7OxMWVmZuJHKyckxcuRImpub8fDwQF5eHllZWdHKSUtLQ0dHh5UrV1JTU8OAAQPQ0dHh+vXrTJ06lezsbAYOHMjLly/x8/PjxYsXDBkyhNTUVP755x9u376NoqIiiYmJwl2+dOlSTExMiI6OJiAggNTUVAoKCti2bRvnzp3D0dGRiooKzp8/zz///ENmZibXr1/n3r173LhxQ5DuKisr0dHRISEhgZ07d5KRkYGSkhJKSkqcO3eOgQMHkpCQgLy8PBUVFQwZMoT09HTRALp16xZycnJoa2ujqamJjo4O79+/Jzo6midPnrBkyRKMjY2JjIxkz549yMvLU1lZia6uLi4uLvz2229YWFhQW1tLeno6kydPRmrevHk95ubm5OXlERISwtmzZ5GRkWHu3Lns3LlTvOgKCgp4//49ubm5ODs7AwgJeEFBgfiwpKSkuHDhAs7OzmRlZaGrq4upqSkyMjJcu3aNgIAAnj59ipGRkUh4S3B1FRUVPHr0CBkZGby9vXny5Anv379n3rx5yMnJIS0tzcuXL3n9+jXl5eXIysryzz//8PnzZ/bv3090dDRaWlr09PQwZswYHj9+LIxKsrKyxMfHs3fvXm7dukVVVRVNTU3s27ePR48e0dnZKZb+0dHRrF27VvSuBw8ezOvXrzl06BBlZWWiGiBRf+bm5qKrq8vXr18BePz4MbW1tURFRbF161aGDh0qagX//fcfy5cv5/jx46irq7NixQri4+PR0tLCwsKCGzdu8PbtW3x9fTl+/DgvXrzg0aNHJCQkMG/ePM6cOcPp06dFiCkrK4vHjx+Ll56Ojg4rVqzg6tWraGlpCbiGhFiUnJws/u3a2tp8//4dX19ftm3bJkhEhoaGDB06VLDeDx8+jL6+PqWlpf+PrTcPyzn9/7DPSvteSqW9lCVpkQop7WXJMgjDRPaZDMYXYxm7GWaGMYgZY4ZhZFd2CZFKqVSifb/b075I2/PH77mv43iO4/GP/5T63Pd9Xe/363We2NnZERISwqZNm9iyZQuXL19GSUmJ7Oxs8fVra2v5//sTGBiIRCIRAndZWVnK/l/L0uvXrzl+/DjXr1/n3r17ZGZm4uzsTH9/Px4eHsjLy6Ovr096ejoJCQmcPn2ayspKwUReunSp6HMPGTIEExMTjIyMhGTg4MGDaGtrU19fT0dHB/Pnz6e6upoxY8ago6NDRkYG586dY/r06QKKkpWVxfjx4ykuLiYsLIynT5+ir68v6o719fWsXbuWCxcu8MUXX/D48WNaW1uxsbHB0dGRiooKYmJicHd3x9zcXKg6IyIiSEpKQlZWlosXLzJq1CiGDh1KW1ubUEoWFRVha2sruuXSacHff//NoUOHaG1txc7OjvLyct68eUNrayu6urocP36ciIgIXr58SVVVFePGjSMuLk5wjwERLpKGvoYOHUpOTg7GxsY4Ozvj4+NDbm6u6JpLazJz586lqKgIiUTCx48fmT17NlpaWlRUVIgPTQcHB9LT0wkJCeHPP/9ky5YtYsImNaoNHz4cCwsL4uLicHV1ZeHChVRXV3Pjxg1MTU1F6K+mpgYVFRXGjRvHpUuXePPmDU5OThQXF7N48WJiYmIEgEnaUNiwYQPh4eEkJyejqKiIj48P1tbWPHjwgP7+fpqamhg7dixpaWmCfjZjxgxu3rwpVjRSeI1UhZiZmUlZWZnQ50qxoEVFRSgpKeHh4YGqqippaWmMHTuW4uJi3r17h6+vL+/evWP8+PEkJyezadMm4uLi+PbbbwWvITMzk9GjR2NqasqdO3dYsWIF586dQ1NTk66uLry9vXn//r2QYiQmJjJ06FARBOzu7sbb2xtlZWVkZGSIiIjA19cXW1tb3NzchGBHmk8ZO3Yso0eP5vLly5iZmTF79mxKSkp4+/Ytrq6uQgEaFRUlQD1btmwRv9O//vqLoKAg5OTkhElM2h5wdnbm77//FhY8aQA4NDQUeXl5JBIJxcXFaGlpUVhYiIWFBc+ePcPOzg5fX190dHTIzc3FwcGB27dvU1FRgbu7O0lJSUycOJEXL17Q3t6OmZkZ5v+vj93a2hpHR0eRX0lNTRWHJFlZWaFN/ffff3n37h0zZ85kxowZvH37Fi0tLYYPH05AQADv3r1j06ZNYpInDV6eO3eOGzduiMpkeXm5gPPY2NhQUVGBmpqaoPxJR+Wpqakik3X+/Hl0dXUJCwvD0NBQCIUcHByoqKhg586dnDlzhlOnTqGpqcnDhw/FqNzY2JiWlhbU1NR48+YNcqGhoXtMTU25ceMG7e3tDBs2jIsXL4rUZmNjI3PmzKGrq4v09HQWLFjA999/T29vL9nZ2ZSVlZGcnIyMjIwYg8nJySErK4uysrLoK7579w4XFxd+++03nJycSEpKwtLSEi8vL4yMjKirqxNpz7Fjx/LHH38QFBREYmIiTU1NlJWVCZWnt7c3b9++JTAwEEdHR8aNG4dEIsHKykooF1+9eoWOjg4aGhqYm5ujr6+PgYEBw4YNw9zcHDc3N/T19enr62PhwoU8evSI/v5+DA0NGTJkCO/fv2fWrFmiOmJiYkJhYSE9PT1UV1fj7e2NiYkJenp6jBkzBolEwm+//ca9e/dYsGAB1dXVaGlpYW5uzqpVq8jNzSUsLIyamhrCw8MZMmQImzZtIisri4aGBoYMGUJrayunT59GQUEBPz8/iouLyc7OFocba2tr8vPzefz4MUuWLEFGRoaOjg5MTU3x9vbm9evX2NracunSJSGIl4JWOjo6xO39/fv3ODk5oaamBsDHjx/R19dn6tSpmJqaCghDZ2cnaWlpYreVl5dHSEgIFRUVbNq0icHBQe7fv09tbS19fX0YGhqKbriRkREqKiqCKdzf38/w4cNxc3Pj7du3YlyroaHBo0ePqKmp4cmTJ5SWltLX18cXX3xBY2MjCgoK1NXVkZSUREdHB62trXh6erJ9+3ZxSPnnn3+EFKayspJXr17x7t07HB0d+eabb3jz5g26urqClezp6UlfXx8mJiZi/NXe3s7kyZN5/Pgx1tbWZGZmYmNjQ0tLC52dnWRmZiIvL09MTAx3794VLuXbt29TU1PDu3fvcHZ2JjY2FkVFRXp6eoQmVKr0S05OFmjG+vp6ysrK0NbW5vPnzxw5coSSkhLhvvbw8BCwlZaWFrEqkIbrYmNjuXv3LsnJyRgYGHD69Gk6OztxdXXl06dPGBgY0NLSIiomlpaWzJw5k66uLo4dO4aMjAza2tpMnjyZcePGMWbMGIyNjbG0tCQ5ORmJRCLWVk+ePBFu+vLycrq7uwEYNWqUIKUVFRUxatQo/v33XxYvXoyFhQW2trZCtlJaWoqOjg6ZmZksW7aMwsJCfH19yc7OFoHCoKAgLC0t0dPTE3wAJSUlkpKSMDExob29HWVlZezs7NDV1RViICcnJ96/f4+pqSn6+vo0NTUJe5eSkhIjRowQ2k0pZVBatXN2diY5ORkNDQ0qKytFRWv8+PH8888/aGho8PLlS/F8WVtbU1hYSHl5OSkpKUycOJHq6mqSkpIwNjamoqKCpqYmsUb4+++/aWhooL29HUVFRdra2sjMzERWVpby8nK++uorMQWZN28et27dAhBipaNHj1JTUyMaNGZmZqipqfHhwwcUFBTIzs7G0NCQ06dPi4yIhoYG3d3d3L17F3t7e77//nvBhigpKaGurg5ZWVmRZZASHaVuallZWezt7QkMDGTVqlXcvHmTQ4cOER8fT3x8PB0dHVRWViIjI8O7d+8oKytDVlaWlJQU2trakEgk1NfX09XVJQ4et27dQk1NjZycHFJTU0WnWro28vf3p6OjQxyU+vv7Wbx4MRkZGfj6+iIjI4OioiJ6enqoqKgwMDCAk5MTmzdvFvbHhw8f0tbWxvDhw7l37x7d3d0oKytz//59tLS02LFjB/r6+tjY2CArK8vg4CA+Pj4UFRWhp6fH2rVrsbOzEzv2rq4u8T5gYGBAbGyseE0UFhZiY2NDfn4+JiYmpKeni9eekZER5ubmzJgxQxxOenp6kJGR4dmzZ+zcuRMbGxu8vb2xtrYWQhszMzMMDAwAKC8vZ8aMGQwODmJlZcWnT5+wsrJCZuTIkYN5eXkoKCiIgr6srCzh4eEcO3aMrq4u7O1c0jW4AAAgAElEQVTt0dDQEKlTd3d3bt++LZCcnp6eLFu2jBUrVgjn85gxY/jhhx/Yv3+/QMBdv36dw4cP09bWRkdHB3FxcSxZsoTm5maUlZWJi4vjxo0bACLdGh4eTmxsLDIyMvT19VFWVsa2bdu4e/cuJiYmyMjIMDg4iIWFhXA3T5o0CQUFBXp6etDS0uLcuXMi9t/R0YGzszM5OTlkZWUREhKCnp4e3d3dFBcX8/r1a6ZPn468vDy9vb2UlpaiqqpKW1sbioqKBAQEiFFRZWUlI0aMwNvbm5SUFFpbWzE2Nub06dMsX75cUKFKSkpQVFSkoqKC7du3C5CGm5sbqampODk5sXjxYubNm4e7uzuHDx8mNjYWeXl52tracHJyoqqqiqCgIK5fv86DBw+YNGkS7u7uApwxefJkHj58iJ6eHrW1tfj5+XHq1Cn8/Px4/vw5gYGBoi5hYGDA0KFDkUgkoo5TVVWFi4sLZWVlbN68mU+fPnH9+nXc3NxE2b+6uprw8HAWLFjAlStX0NXVFXUaY2Njrly5gp+fH2lpaUgkEuzt7enp6cHAwIB3794JUpqVlZXYV0uVh6Wlpdja2uLv709kZKQAc7S3t4sw3ZQpU7hw4QJycnIEBARw7949li1bxt27dxkxYgS//PILnz59Yvz48fj6+jIwMEB9fT2NjY1kZmayevVqjhw5wvz58xk5cqRQ+02YMIGenh4GBgaIjY2ltraW1tZWQT2ys7Pj0aNHwlwWHx9PcHAweXl5PHjwAFVVVZHm1NXV5fbt20yYMIHq6mokEgkTJkzA3t6eJUuWsGXLFiwtLdm3bx9jx46lpqYGPT09QTO7cOEC48ePR1lZWWBne3p6sLGxITU1lZUrV4oEdX5+Pv7+/nz8+FGYy7S1tbl27RoRERGCV93R0UFHR4cYNX755Zd8//33uLi40NXVxdOnTwWLfcqUKUIQI5025eTksGbNGsLDw3FxceHVq1ci4WtgYMCtW7fIz89n9uzZvH79WnCV29vbyc7OJiAgADk5OSZPnsz06dO5ePEiISEhrF27FnNzc969e0ddXR2TJk1i7969zJgxg97eXnp7e/H19aWgoEAYmXR1dQXtzNvbm4cPH+Ln50d8fDxDhgzB29ubly9fkpubyzfffENBQQElJSXo6ury4sUL1NXV0dLSAmBwcFCEDltaWvjmm2+4fv06Hh4e5OXlERcXJ9gEX3zxBTExMURERODt7U1YWBgJCQkiTZ+UlMTMmTNFu0JTU5Po6Gisra0FN1/K3O7r6+Pbb78VGZlnz56xdu1aVq1axahRozAzM6OmpoZdu3bxyy+/YG5uLm5mS5YsIScnh2nTpvHLL7/g7OxMSEgIPT095OXloaOjw5AhQ6irq0NRUZHu7m58fX2RSCTMmTNHSJiSk5NZsmSJyBHNnDkTXV1ddu7cyfjx4/nqq6/4+eef8fb2ZnBwkMTERLS1tcUBzs3NjS+//JLU1FQuXLjA//73P3bv3s3WrVv5+eefmTt3Lnfv3iUiIoKysjISEhLo7OzEzc2NadOmERkZydChQ9HW1sbGxoaMjAyMjY2xsrIiOjqanp4ejhw5QktLC6tXr8bS0pKmpibB+29tbRXrSG1tbdrb28nJyWHSpEm4urry9u1bOjs7hcNBCueSrmilAJ5Xr15hZ2dHdHQ0Kioqwpng6uoqvraLiwsdHR08f/5crC3y8vJE8M3W1hYvLy/Kyso4efIkly9fZu/evXR3d+Pg4EBTUxMNDQ309fWhq6vL+/fv+eKLL8Q4/ePHj+L/HhMTQ2dnJ2fOnCE6OppRo0ZRW1tLVFQUixYtQq6xsXHPsmXL6OjoYNGiRSxZsoTOzk5cXFxITEwUeE+pLWjq1Kk0NDTw7NkzQkJCqKmpEQBzAwMDgRYdPnw44eHhNDc3Exsby7Rp0zhx4oQo5VdUVDB16lSWL19OTEwMTk5OmJmZMWTIEHJycrh8+TI//fQTwcHBKCoqCrTpoUOHUFFRITAwkICAANzc3HBzc8PIyIivv/5a0M0mTZpEU1MT3333Hd988w2mpqYYGxvj4+ODkZERK1asoKOjg5CQEBGuWLZsGf7+/oINO3ToUGxsbAgNDeXkyZPC+CKteE2YMEHsfKQ+2oKCAkaPHs2PP/7Ivn37RBBGT0+PP//8U7xpSE/20r/fvn1LSkoKGhoaHDhwgIkTJ5KXl4eNjQ1VVVWUlpaKDvqjR48oKirC0NCQN2/eUF5ezoIFC5g6dSphYWH09PQILu7o0aNpb2/n06dP1NXViTf+np4eysrKxCHIxcVFYGTPnz9PYWEhixYtEjWML774goMHDwLg6emJtbU1ampqrF+/nmfPnvH27VtOnjzJ3r17SUhIICsri9evX1NUVMTg4CBVVVVUVVXR29uLiYkJO3fupL+/n66uLioqKigrK8PX15czZ85gYWHBnj17kEgklJWVoaWlxZUrV0hISBD715UrV3L58mVcXFy4desWHz58EL3VV69ekZ2dzevXr0lPTyc/P5+0tDQ6OztpbGxkyJAhvH37llevXlFXV8fTp09RVFRkz549tLS08Pz5c8zNzdHQ0ODYsWNcv34dMzMzbt++LTC2kZGR1NTUEBwcTGRkJL29vfzwww/k5OTQ0dEhTtbOzs7CvCRlrauoqNDW1ia6966urmzdupXU1FR+/vlnTp48SXR0NADp6enMmDGDN2/eiLBdUlISNTU1VFdXMzAwwNWrV9m9ezempqbMnj0bS0tLIUBZt24dEolE8Il37dolRBtv3ryhpaVFUOFiYmKIi4tj3LhxtLe34+zszLt377hx4wYLFy4UHfd58+bx8eNHIiMjefXqFW/fvkVXV1dUQd+8ecPq1aspLS1l6tSppKens3LlSj5//syzZ8/Iysqis7OTMWPG0N7ejqGhIY6OjlRWVrJ+/Xp+/PFHvvrqK5SUlPD398fPz49p06YhJyeHrq4ufX19uLm54enpSVxcHLa2tjg4OAj2w48//sjs2bMFyWrChAkEBwdjaWmJhoYGixYtorCwkOLiYnbt2iWCVXFxcWRkZIjnRU5OThAbf/vtN9asWcP06dMJDQ1FTU1N7GDr6uq4du0aK1asYMmSJSQlJfH582c0NTVZsmSJSG57eHigra3NjBkzePz4MYsWLSI5OZmAgADxfiVdZ+3YsYObN2+SmpqKr68va9euJTQ0lOHDh+Pk5ER5eTlOTk7cvn2b1tZWoqOjMTc3JyUlBVdXVxQUFEhKSiImJgYrKyt+/fVXurq62Lp1K1u2bMHBwQGJRMLVq1eFb2Ds2LEEBgZibm7OpUuX6O3tZWBgAFVVVSorK7GysuLmzZvMnTuXJ0+esGXLFmJiYpg9ezaHDh3i1KlTnDhxgj179rB7927++OMPUQv89ddfMTMzo7KykpkzZ/Lvv/9y7tw5urq6CAoKoqCggP379/Ps2TMqKyvF+qG1tZXm5mY0NTUZNmwYX3/9NSUlJVhbWwvo0evXr8nIyGDs2LFiejtjxgxsbGwoLCyksbFRZEO8vLwEsCg+Pp7IyEgOHTrE1atXiYqKwsfHh5ycHGpraxkcHCQ3N5f169fj6ekpUKcyMjJs2rRJQKVGjhzJ+PHjmTZtGnPnzuXdu3dMmjSJ+fPnM3ToUFpaWti+fbuYAk2YMIHBwUHc3d05efKkCHZra2szZMgQTE1N0dTUpL29XShSb968ybhx45DbunXrnocPH2Jra0tDQwOmpqZs3rwZU1NTRowYIeb8tbW1HDlyRNQpNmzYwK5du2hoaODly5fiRHLixAnc3d2FT3TRokWEh4fj5+dHQUEB69evx8nJSSze9fX1ef36tdhbrl69mvj4eHJyctDU1GTHjh3cuHGD+vp6tm7dSnt7O//73//Ytm0bLi4uXLp0iYqKCo4dO4aCgoIYG9bW1nLo0CHRSy0pKeGnn34iNDSUnTt34uHhgbe3N//99x+Dg4O8evWKkSNHMmfOHG7cuCFc1atWrcLS0pLt27cTEBDAhw8f2LhxI5WVlWIkKN0jysjIcO/ePWFl8fX15d9//8XT05MPHz7Q0dEhUukhISHCqbx7926ePn3KV199RUtLC//99594Qy8pKUFdXR1VVVU0NTW5cOECJ06cYMKECeTm5opetPQ2+t1337Fp0yY8PDzw8PBAS0uLjx8/4uTkJPaKERERzJkzRwTPXr9+jYGBAY6Ojpw/f56FCxdSWFiInZ0dp06dYsKECRQVFdHZ2Sk8vZGRkRgbG9Pe3o6bmxvLly9HTU1NpObXrFmDiYkJ+/btQ0ZGhnnz5nHjxg327dtHQkIC+/fvx9zcnISEBADu3bvHwMAAGzZsEIAPQ0NDJBIJZ86cwczMDAsLC06fPs3IkSO5desWZmZmXLhwgRkzZrBo0SIKCgoYM2YMV69eZenSpZibm2NlZcX69esJDQ2lq6tLdOgVFRWZNWuWSN+2t7cTEhLC1q1bKSwsFLx8S0tLTE1NCQ4Oxt3dnQkTJvDDDz+Qm5uLkZERvb29LFmyhDVr1nDv3j0uX77M+/fvCQ4OpqSkhK+++oro6Gh2797NjRs3xHNSXV0tqjwAUVFRrFu3jpycHDZv3oysrCwLFy5EUVERNzc3ysrKMDc3RyKRoK6uzuLFi3n9+jXKysoMDAwQFhaGjo4OR48epbu7Gy8vLyZMmADAs2fPOH/+PJ6ensyaNYvLly/T0NCAgYEBMjIyLF++HHl5eQYGBtiyZQv5+fmkp6fj7u5OcnIys2bNEvYkaXBx1apV+Pj4sG3bNpFSf/z4MQ8ePKC6upr8/Hxev35NQEAAlZWVIphmZGSEr68vq1at4t27d7S0tLBp0yaKioq4d+8eRkZG6OnpiU5wWVkZDg4OREZGcv78ebS1tXn69CmNjY1s27ZNhLKklbodO3Ywc+ZMPn78yNdff83evXtRVVVl0aJFyMjIkJ+fL7rRc+fO5ePHj8K4tm/fPlatWoWJiQn19fWC/R4aGiraIVpaWuK18M8//xAQEEBvby9nz54lKCiIqKgoWltbGT16NOfPn6etrY36+nq++eYbcduUVvz27dtHZ2cnTU1NXLhwgcjISFpaWlBQUCAuLo6WlhYCAgI4c+YMI0aMQE1NjcuXL7Nu3ToGBgbIy8vD2NiYsLAwcTD28fERu/Tg4GCsra2ZPHkyJSUlhIaG0t/fj5qaGjIyMmK0XF5eTk1NDZmZmSQnJ4vqlaysrBiLl5aWYmhoyOrVq8nMzKSjowN5eXny8/Pp6elh/vz5xMXF0dPTg5ycHIWFhbS1tdHX18eWLVsoLS2lvr6ex48fU15ejqqqKlevXhXM9NTUVH7//XdMTU0xNDQUbvuLFy+yefNmrKysePToEfLy8owcOZLTp09z9OhRzp07x8KFC1FWVqa9vZ0FCxZQU1PDxIkTiY6OFqa9Dx8+MGTIEACWLFnCf//9h5mZGffv30dPT48ZM2agr69PdHQ09+/fR0VFBW1tbbKzs1FQUKC8vJzk5GTmzZuHp6enCCNv3LgRJycnIiIiOHfuHJcvX8bZ2Zlly5YxY8YMysrKhLpYSUmJ4uJiuru7WbBgAc+ePWPLli1kZ2fj5uaGoaEhnp6elJSU4ObmBsD9+/dpbW3F3Nz8/9gSJ06cGBw5ciRHjx5l+/btomC+ceNG5s+fT2JiItnZ2URGRiKRSKipqUFXVxc1NTWsrKz44YcfmDx5MsOGDaO4uBgDAwPOnTvH8ePHyc/PF/3hlJQUAPT19enu7iY/P5+JEydy//59wsPDUVBQEG+0BQUFKCkpCRzis2fPsLCwQF1dHfg/VWJLSwu9vb04OjqSlZVFRkYGVVVVzJw5k6ysLOHOBigoKMDGxoY7d+6gqqrKnj17WLVqFY2Njdjb2+Pr6ys+tFNTU7GxsaGvrw91dXWUlZVpbGykoqICMzMz9PT0ePbsGWFhYRgZGZGdnU1sbCxz587FwsKClJQUsdcdOnQoRkZGGBgY0NTUhLy8vEiY+/n5CSG6hoYGzc3N9PT0MHHiROG4VVZWFh1fV1dXnj9/Tl5eHrq6uhgYGBAWFoampiaJiYlkZWWJGlhmZia2trZYWFigrKxMWloaenp6IqTW3t7Oo0ePCAkJ4dixY2hqaqKpqYm7uzvl5eV0dXXh7OyMhoaGQChK97yOjo4kJSWxefNmMjMzyc/P59SpUwLeD/D8+XN2795NRkYGWlpazJ8/n4yMDKFLzMjIEGuM9vZ2rl+/Tk5OjnCep6WlcezYMdGVlOYppGCF7Oxs+vr6BCihurqaxMREysrK8PHxEeS1oKAgWlpaCAwM5N27d+JFXFJSQmlpKYsXL+batWv4+/tz69YtPD09aWhoEGN6JycngdtVVlYWXdPGxkb8/Pxobm6mra1NPC9qamqCwz5mzBhyc3NRUVFhzpw55Ofnk5eXx+DgIP39/ezYsYPw8HBGjhxJe3s7VlZWHDhwQOj6qqurcXd3x9HRkdzcXOzt7Xn69KnoX0+bNo1Tp06xdOlSent7uXnzJnZ2dhQXF3PgwAEyMzOZNGkSjx49YtSoUbx48YIRI0aQnJyMmZkZEokEa2troWfMy8tj6NChlJaWYm9vj7W1NQ0NDbx//x43Nze6urpobm4mJyeH0aNHk5OTw3fffcfJkyeFu3zWrFnExMTg5eWFpaUlurq61NbWUlJSQmdnJz09PSxcuJD09HQUFBTEODw/Px9vb2+0tbUZOnQof/zxB1FRUeJ5KSws5OjRo1RUVFBRUUFubi5WVlbo6uqSl5fHnDlzSE1Npb6+HiUlJXHQ9PT0JCIiAh0dHdTV1UlMTKSqqgp9fX1ycnJwdXUlJiZGBA2NjIxQUlLi1q1bSCQSkaxWVVXl8+fPlJWVCSCIra0t5ubmIkUszQtICXrDhw+npqYGCwsLvL29hR5XKoUYOXIkg4OD2NnZUVZWhkQiwcfHhwsXLlBRUYGSkhKqqqqcPn2azZs3k56eTkNDAxcvXiQ6OlqIXmpra2lubsbV1ZW///6bn3/+maysLLy8vAQKVHqB8fPzQ0tLS1TQ1NTUyMrKQlVVlejoaGbOnMnNmzc5e/Ys165dE40TqZ1vzZo1goHe3d2Nnp6eqDg2NTVx9+5dNmzYwOfPn5GVlaW3t5ekpCQB2yosLKS6upq1a9eSkZGBvr4+cnJyPH36VCTNpRcbbW1tJBIJbm5uVFdXk5ycTGNjI05OTkIE9fbtWywtLWloaGDatGm8fPmS0NBQUlJS0NfXJysri1GjRgmvtRR8JP2TkJBAd3c3qampopI6a9YsUlNTcXBwwNbWlpqaGlRVVUlPT8fCwgJTU1MaGxspLy9nxYoVAst7+/ZtbGxsaG9vF3SzoKAgsrOzxWVk8eLFAo4zMDCAjY0NtbW1QqbT2tqKtbW1WPfOmTOH2NhYfH19xbMlFxYWtmfjxo0C/G5oaEh1dTXPnz+npaWFuLg4du7cSWxsLM3NzcydO5eGhgZu3rzJx48fSU9PFyNJHR0dDhw4ILrBP/74I3Z2dkyaNAkzMzM2btxIUVERly5dor6+nn///RdVVVVu3rxJRkYGr169IiwsjIcPHzJmzBimTp1KRUUFZ8+eZebMmaxYsUL8gKUHiOLiYkHx2rlzJ99++y1eXl7Iyclx9uxZHj9+zC+//EJERARaWlpERkYyd+5cjh8/jo6ODn/88QdGRkZUVVXx8OFDjh07xr179xg+fDidnZ0kJiayYcMGEchbs2YNS5cuJSAggK6uLhISEjh06BCJiYkCPaeqqsq+ffuEmcbR0ZHNmzezc+dOzp49y9WrV1mwYAGtra0sW7aMIUOGMHz4cLZv305SUhIHDx5kxYoVyMvLixvbwYMHqaio4OrVqygoKLB9+3bGjRuHuro67u7uyMvLc/PmTdH1lfKsq6urCQsLQ1dXFxkZGezt7Vm3bh3q6uq4ubnx7bffoqamxp49e0hMTBTjH4Bp06bx8eNHAgICuHbtGuHh4YwfP57Y2Fjxfa1cuZKWlhb++usvTE1NBR3qxIkTbNy4kdWrV7NmzRpWrlwpAjcbN24kPz8fBwcH3r59y9GjRwkJCRFwl99//51Dhw4xYcIEHj58yKpVq2hpacHb25u1a9dy69YtTpw4QVtbG9u2bSM+Pp4DBw7w008/ce7cOc6dO8fw4cPR19dn3bp1xMbG4uXlhYaGBmvXruX27dvcv3+fCxcusHfvXubOnUtxcTHOzs7MnDlT9MenTZvGunXryM/PZ9u2bYIkdv78eZ48ecK2bdv48OEDX375JS4uLrx8+ZJly5bx9OlTTExMWLp0KdOnT2fPnj2sX7+e+vp6Acqpq6ujsLAQBwcHhg8fzqFDh1i2bBkODg7ilrBv3z7y8/MFMtjMzIzg4GDKysrYuXMn8vLyrFmzhhcvXnDjxg2UlZVZsWKFGPlNnDgRHR0dDA0NUVBQYObMmUKKcfz4cRQVFcU42cnJCVNTUwYGBlBUVEQikRAYGEhTUxNycnIEBwfz+++/89133xEXF8eZM2eora1lxIgRaGpqsnLlSh48eMCKFSv48OEDfX19KCoq0tvbS1FREbt376a0tFS4fkNDQ/n666+ZPn06KSkpzJ07F0NDQ3755Re+/vpr9PX18fX1JTw8nJSUFGJiYgRWdfXq1ZiYmJCRkcHWrVvFDl9a+3vy5An79u1DV1eXuLg4+vv7+eqrr7CzsxM1mvPnz6Onp4eOjo6oHB08eJDU1FR+/PFHCgsLWb16NTdv3mT27Nno6Ojw5Zdf4uzszMDAAO3t7VhaWrJw4UJsbGwYP368OGQdPXqUhQsXCuLXxo0bGTp0KJ8+fUJRUZHPnz9jbm4OwMKFC/Hx8SEkJITJkyejp6eHo6MjISEhfP3118TFxQkK5YIFC/jzzz8ZMmQILi4umJmZkZCQIPbYUkhLfn4+Q4cORVVVFYlEwqpVq3j79i0RERE8e/ZMGAYzMzNZvHgxOjo6ODo6MmbMGFatWkVtbS1TpkwRkKgDBw6waNEiZs2axdatW5GVlcXY2Bg1NTVsbGyorKxkcHCQSZMmoaamxvv371FSUqKpqQkLCwuuXr2KtrY2Z86cwcjIiKNHj6KkpERcXBwFBQW0trbS2toqLjUxMTHo6+sTExODra0tu3btYuHChcTGxjJ79mzhubh27Rpffvklr1694v3795iYmHD16lVevnwpDnNSCmRUVBQZGRkAzJs3jxEjRpCens7z589FAFBVVRU7Ozv27t2LhoYGmzdvZuTIkfz1118YGxsLINb169ext7dnzpw5+Pv7c+jQIXx9fQWZLjo6GjU1NR4/fiwgPCdOnODDhw+kpqYKRXBERAR+fn6CFZ6cnIyWlpYIp0nre+np6QL5LLN3797B3bt3A4idkRTf+OTJExwcHCgoKGDWrFmcPn1alPo7OjpwdXXF1tYWXV1dtLW1SU1NZcGCBejr6zNhwgQiIiIAyMzMREtLCx8fHz5//oyVlRWGhobcvn1bIE19fHzYvXs3JSUlNDc3C93gd999JwQRycnJAo6xa9cu/vrrLxYtWsTVq1ext7cXHeg7d+7w8eNHDA0NUVNTIzAwUHRSd+7cyerVq1FTU0NWVpba2lpu377Nx48fyc7OprGxkX///ZeamhrMzMzo7u7GxcWFefPmcfjwYQIDA3n//j2GhobIy8vz+PFjqqqqePToEcuWLROJZTMzM8Ekl5OT48WLFzQ3NxMcHExgYCAJCQn09PTQ3d3NqVOnSEpKYtiwYYKz3tTUhKOjI3V1dbS0tDB06FB6enp49uwZJiYmYh9rYmJCZmYmw4YNIy8vj/b2dtLT05k1axZdXV10dHTg6OhIa2srPj4+tLS0cPv2bT59+oSWlhYTJ05EQUFBnBzd3Nxoa2tDT0+PxsZGHjx4IOhHUuKWm5sbpqamREVFMXHiRAGOkbKAy8rKKCkp4eXLlygqKmJgYMDo0aPFxCExMZHJkyfz/v17PDw8REL7/fv3ggQ0ZcoU0tLS0NbWRkNDg6KiIrS0tGhububz5894enpSUFDAq1evUFBQEEl0KfGruroaX19fKisrRUXjxYsXZGdnM2bMGF6+fImHh4f43qQ+6KFDh/Lx40fGjRvHjh07CAwMFLpLX19fANTV1WlqaqK9vZ2XL18KN7mRkRGOjo4YGRmJ5y89PR1PT08yMjKYNWsWZWVl2NnZcfHiRfT09ISgQJoIzc/P5/jx42KUNn78eDEqe/LkiQjLSYU8UluTnJycGMU6OzvT0tKCpqYm165do6+vj8uXL7Ny5UpKS0spLy9n2LBh9PX14eLiQm9vL1ZWVpiZmaGrq4uGhgaxsbHo6emhqqpKX18fhYWFIjFdUVHBw4cP8fT0RFFRUYTbOjs7BWDJzs4ONTU1Ro0aJciGfX19+Pj4kJiYiJaWlgiBlpSUEBQUxKJFi3j16pUIOllYWAjxQkpKCgYGBly7dg0bGxtsbW2ZNGkSxcXFNDc3U1xcLMA4o0aNYsuWLSJjoqqqyujRo5FIJPT392NnZ0dJSYmYIFhYWNDf34+WlhY6OjpERUXh6urKokWLiI+PFztuqZJRGmaU3tCloTdpLUxTU5O6ujr8/f358OEDY8eO5dKlS8ycOZPe3l7s7Ow4ffo0paWluLq6UldXR319Perq6jQ2NuLl5UV1dTWjRo2iq6uLkSNHIiMjQ2lpKQcOHAAQN20tLS3u378vULvKysqMHTuWT58+CWxrb28v/f396Orqoq+vj6ysLCoqKtTV1dHU1CQml6qqqgwODmJjY4O2tjZpaWlinD5y5EgsLCwoKCgQdbz+/n6mTZvG5cuXmTRpEk+fPkVdXZ2HDx/i6OhIfX09+vr6REVF4ezsjLGxsdCbSuuanZ2ddHZ28urVK9EK+Pz5s9CpSvvvurq69PT0cPjwYTGiNx3erRYAACAASURBVDY2RkVFhY8fP5KSkoKVlRWdnZ24u7vz+++/C/iKu7s7ra2tjB8/nsHBQQwNDWlpaUFHRwcjIyPMzMz48OED+vr6KCgoMDg4yIgRI3j69KngzhcVFaGuro6enh5ZWVn4+fkRFxcnkt0pKSkMDg7y5s0bhg4dSmZmphA1SQPUU6dOpbi4GKlsq6mpifDwcAoKCli7di1Xrlz5/3yv2dnZ4mdfWFjI8OHDkXN1dd2zadMm8cH6/v17jh8/joWFBatWrcLKyorq6mp27dqFh4cHTU1NvHr1CkVFRYyNjTE0NMTIyIg5c+aIakRZWRmXLl1izJgxQsQ9YsQIli9fTnV1NU+fPsXd3Z3Fixdjb2/P8ePHWb58Ob///jvh4eH09PSIzpu2trawU/3222+sWrWKNWvWsHDhQkaPHk1RUZFAjz5+/FiMvoyMjFBUVOTw4cOkpaXh7+/PhAkThKdX+r1pa2vz448/YmhoyJMnT8Tyf/z48axYsYKJEydSW1vLmjVr8PLy4vLly5iYmKCiokJUVBRXrlyhpKSEGzduMH/+fFF1unv3Lhs3bhQu7uXLl9PX14elpSWjRo0iPj6eTZs2kZycTG1tLcnJyWzZsoV9+/YRGhqKo6MjJ0+eJCMjQ8D/k5KSOHfuHHV1dTx+/FhQuZSUlHjy5An+/v78/vvvPHjwgKamJmFtKiwsFKfXt2/fkpWVRVlZGT09PaLnCBAXF0dHRwfr16/nw4cPPHv2jHHjxtHU1MS7d++Ij4/HxcUFdXV14uLimDNnDt3d3QJkIu1Uy8vL4+LiQkVFBcnJyUyfPp3q6mp8fHyQSCRcvHgRa2trHj9+zMiRI9m/fz8SiYSioiJ6e3tpb2+nqKiIEydO4OzszIsXL6itraWqqorGxkYWLFiAk5MTkydPRkNDg/T0dF68eMH9+/fx8/MToaSTJ09SVVVFdHQ0GRkZYtKTlJTE+fPnmTJlCgUFBfj5+REbG8uNGzd49uwZxcXFFBUVkZiYiKamJh8+fCAtLY0XL15w5coVAVeQcoRNTEw4evQo48eP56+//iIhIYE//viDlpYWIUCQYiI/fvxIREQEERERFBYWIpFIaGxsZPr06aioqHDw4EFGjx5NX1+fWFXk5eVRWlrKsWPHuHPnDnfu3MHe3p709HShiUxPT+fx48cip1FQUMCtW7f477//WLlypRhnt7e3s2TJEtLS0sjMzEROTo6TJ0+SmZlJT08Pp06doq6ujjdv3lBfX8+lS5eora1FTk5OKEOlBygrKysCAwPR0dFhypQp7N+/n7179wrHt7m5Of7+/qxcuRJnZ2eMjIzEh7OysjLW1taEhIRgaGiIj48P7u7uHDt2DEtLS168eEF4eDi3b98mIyODoKAg+vv7xZg8Li6Ot2/fUllZyYoVK4TQ5fLly5w/f57jx4/z4MED9u/fT1xcHCYmJqxevZqcnBzc3Ny4d+8eKSkpmJubExUVxZs3b5gyZYowNBkbG3Pjxg2WLFmCp6cnXV1dHDlyhNraWhISEpg7d65I6t+/fx83Nzfev3+Pjo4O3t7eREdHM3v2bF68eEFnZydhYWF8+PABW1tbNDU1hVZXQ0ODGzdu0NjYSFhYGObm5hQXFyMrK8uSJUuwt7cXVsMNGzbw008/iX3uihUrSE1NJTg4mKVLl6KmpsaOHTuEmtLOzo6tW7fyzz//EBgYiLGxMe7u7vj6+tLW1iZkOYmJiXR3dzNixAi+/PJLHj16xNGjRyksLMTDw4PExER0dHTIy8tDW1ubgoICXFxcxGWkubkZiUSCjY0NOjo6qKmpMWXKFHFhcnBwYN68eWhoaGBmZkZjYyNPnjxhzpw5PHr0iPT0dDw8PDA1NUVPT4/w8HA+fPiAn58ff/31F8rKyqLSa2lpyYMHD5CXl6e/vx8bGxsaGxv54osvCA4OFia3devWMWLECPbu3cuoUaPIyckhISGBWbNmYWNjw/Xr16murub9+/cCBLZx40bxob1jxw40NTWZNWsWGhoaGBoaoq2tzcKFCwkICODcuXM0Nzdz+fJlkpOTqaqq4tatW0yePBklJSWcnJwICwujsbFRMMwvX77M/PnzqampEQHn1NRUoqKiuH79OgYGBvz888/MmDEDLy8v8T40e/Zs+vr60NHRQa62tnaP9GGtr6/nv//+Y+/evfz222/U1NRQXl5OX18ff/75Jw8fPmTJkiXs2LEDBwcHjI2N+fPPP5k+fTpHjhyhv7+fP/74A11dXRoaGqirq6O3txcnJyf+++8/Hjx4gJKSEtra2iKcNWXKFOTl5dm+fTtOTk6sX7+eoKAg7t69y507d8T+t66uDolEgomJCQ4ODuTm5vL3338jIyPD1atX0dDQ4NatW4IkJCsry8DAACUlJfz66688ffqUhw8fUlRURFNTE4mJicTGxqKpqUlERATx8fFCgTg4OCjCF9ITpZycHAAjR47k9u3bpKWlsWLFCs6fP09MTAwpKSk8fPhQgDOmT59OT08P2traggnd29srdpgnTpygqamJ8+fPCyjCvHnzOHToEPb29mhqajJz5kzCw8O5ceOGeOP++eefqaqqYvLkybi6uhIaGkpQUBDTpk3D2NiYP/74g7t379LT04O/vz+WlpbMmTNHQEuMjIzQ19fn7NmzhIWFkZ6eTmtrqzhRLl++HHNzc7Zs2cKYMWP46aefePXqFVFRUXh4eIhxaltbm6j8OTs7c+XKFdGhPXnyJA8ePMDX1xd/f39qa2tpaWlhzJgxJCUl4eLigra2NgEBAbS0tODo6MjLly/Zt28fdXV12NnZYWxsTGBgoJDWh4SE8O7dO/bs2cOzZ89wdHREV1eX5cuX4+LigpqaGt999x0zZ87kwYMHjB07lri4OL755hsOHjxIcnKyQC6uW7eOyMhIRo8ezfLly7GwsCAoKIj4+Hi0tbXZv38/79+/R19fHycnJ5YuXYqDg4OYukjpY1LZTUNDgziMbNu2DV9fX3766SdKSkoEwCIyMhITExP8/f3x9fWloaGB3NxcNm/eTGFhId9//z2dnZ3iZpGcnIy2tjbm5ubCHy+RSDh37hyenp48ePAAd3d3tm7dyvTp0wV04+zZs+zcuZOnT59y+vRpysvLmTZtmggPubu7iw+HadOmiefD2tqajRs3MmrUKMaOHcuRI0cICwvDzc2N7du3iwCoiYkJfn5+mJiYYG1tjYKCAqdOnWLevHns27ePyspK0ZQ4fPgwFhYWLFmyBH9/fxYsWMC3337L4cOHBQu+rq6Oqqoquru7MTc3Z3BwkMePH6Ovry/CUfn5+bx69UqEt3p6ekhJSRH607S0NDo6OigvL0dDQ4PQ0FChpl25ciXl5eXcvHmTX3/9le7ubnERqKio4NChQzx58oSjR4+SnZ3NsGHDuHbtmnAjR0dH88MPP2BiYoKbmxsyMjKMHTuWM2fOYG5ujpeXF7/++iu6urpCkWpiYsLAwIComo0bN44TJ06gqKiIlpYWMTExtLW1ER8fT3NzM7dv32b16tVoaWnR0dHBqFGjSE5OZseOHWKE2traypo1a7h//z4ZGRmsX78egOnTp/Py5Utqa2sZN24cT548EcY9BwcHoQvNyspizJgxLF26lISEBFJTU4WzvqOjg//++w9HR0exd+7t7RW/W3V1dWbPno2Hhwe///47Cxcu5N9//xUOe2k3uqmpiYkTJ/L48WMGBgZITU1l+PDhQn/c1dVFamoqv/zyC//73/+YMWMG0dHRHDhwgFWrVhEYGMiuXbuIiopCVVWVjIwMPn36JPr60knlnDlzhE9C2nzR0tJi3rx5ODo6CrESQGRkpACvSI2Nb968YdiwYSLFn5ubS11dnVDPpqWlCRTtiBEjSEtL47vvvmP+/PkcOHCAOXPm4OzsjJ2dHVOmTCEoKAgzMzOx7mpvb+f06dM0Njby4cMHzp07h5OTE//88w+ysrKcO3cODQ0Nbt68KS63mZmZREVFcfjwYbS0tCgpKWHJkiVMnz6dffv20dra+n/Pl7q6+p68vDyeP39OfHw8BQUFBAYGYmZmRlFRkYAtnDhxAk1NTcaNG0dAQABqamqMHDlSIBrHjBmDhoYGR44cobW1FXd3dyorK3FycqKgoAAnJyf09PSYPHkyDQ0NAvgfFxfHvXv3iIiIoKCggLlz59Lc3ExQUBAeHh7Y2dnx/Plzhg8fLrrDUtKYkZERXl5eGBsbY2BggIaGhggdzZ49mz179jBp0iTmzp2Ls7Mz8+fPp6WlRfT4pIGy4uJiFixYQGxsLA0NDbS1tWFvb4+dnR01NTUYGRmxaNEiPn36RHd3N+PHj8fCwkIg8tauXcvFixfZtWsXqqqqvHjxgszMTHGjkEgktLa2MmrUKHR1dbG1tSUrKwstLS22b9+OvLw8SUlJVFZWCghJY2MjlZWV3Lt3D0NDQxF4ys/PFzCYhoYG8YuXAgIsLCwoLy/n6dOnFBcX09jYiLe3N1u3bhWCF0NDQ4YNG8bp06dRVlZmw4YNWFpaCu/yjz/+SGNjIzNmzKCkpITz58+TkZHBnTt3cHFxITIykv7+foHqk75AMzIyRF+xtbWVly9fEhcXR1paGrm5uYIMpaSkhJWVlbhJt7W1oaCgwKNHj7C3t+fkyZPIyckhkUjo6+tj3LhxJCQkiN7nrFmzhNRCV1eXlpYW2traMDAw4MiRI5iYmIidrdQjvnnzZq5cuSKgLjIyMqxdu5bm5mYGBgaIjIyktbWVL774gu3bt9PW1sbx48c5e/Ysb9684fXr16SmpjJu3DgKCgpoaGgQN3cpgUldXZ2oqCjevn3Lhw8faGhooL6+ntTUVPbs2cPUqVN58uSJGEUHBwfT3t5OUFAQ165dIzg4WExwpAaxyspKjhw5goyMDJmZmQKHGBMTQ2trKwUFBdTU1AgMqzScJCMjIzSObm5ubNmyRbjupcaohIQEDA0NBSe5p6cHa2trhg8fTlFRkTCIxcfHc+TIERQUFCgtLRVGKm1tbVxdXdHU1BQWsMHBQYYNG4a9vT2enp54eXmJNUJwcDDz5s0TPvumpqb/q6rIybF3714GBgYoLS0V1bvz588TFBTEhQsXUFVVxcHBgT///FN8aGpra1NcXMzo0aOpqqrCwsKC3t5eRo4cSVZWFhMnTsTExESEXKW7y8zMTO7cuYOtrS0JCQmsWrWKoKAgamtr+fz5M1OnTuX06dO8ffuW+/fvM2HCBLq7u3ny5AkqKipYWVmJw6qCggIBAQEUFRVhb2+PhYUFkyZNYvLkyUgkElHVaWtr48iRI5SVlXHw4EFBQlNRUeH27dvo6enR0NAgVgFFRUV8/vyZM2fOMGvWLHbv3s3atWvZuHEjw4YNY/PmzTx//hwZGRmBGK2qquKff/4R/+60adOoqqoiMzOT2tpaioqKBMBDR0eHx48f8+jRI0HhCwgIICcnBzs7O/Lz87lz5w7z588nPT1duK3T0tLIysrCxcWFtLQ01qxZQ1JSEqqqqmKs7OHhgZqaGo6OjvT394ufx+fPnxkzZgwFBQX4+voKpaeysjJBQUEEBQVhb29Pe3s7EyZMICkpidzcXD5+/CgOACkpKSxbtozu7m4aGxsJCgoiOTlZTFHV1dWZMWMGxcXFNDU1CU96X18f8vLyqKmp0d3dzddff42pqSk6OjqEhISQnJxMamoqoaGhWFhY8M0333Dy5Enu3LmDhoYGBgYG4vlTUVHBzMyMJ0+eoKSkJKaB48aNo7GxUeCRbW1tkZOTEx1+qfJTT09PHJQWL14sRCgVFRVcvHiRqKgoPn36JMAzUpSzjY0Nci4uLnukc/Jp06aRnp4OQElJCU1NTfT09Ih5fFxcnLjJmJubo6ioyPPnz7l27RpdXV0MDg4SHR1NZWUl9fX1ogP38uVLxo8fz5MnT3jx4gVHjhxh37597N69GwcHBwIDA1m5cqWI5xcUFKClpcXnz5+5f/8+paWlJCUlCXWjdPdx7949GhsbKSgoEDuGxsZG3rx5Q1VVFTU1NcTGxlJWVkZcXByrVq1icHCQrKws8vLyMDU1RU1NjZSUFPz8/Ni3bx+zZs1CRkYGKysrjh49yvPnzyksLOTRo0d8/vxZoAJNTU3ZuXOnGD9Jk73nz5/H398fc3NzjI2NKSwsZOzYsXR2dgqNoRQSoKKiwtatW4mIiCA0NFTcqL28vPD39+fu3bts2bIFPT09NmzYgJeXl0hFW1paMm/ePIYNG0ZXVxdfffUVBQUF5OTk4OXlxaZNm+js7CQ4OBhDQ0OWLVuGmZmZMOdIdz3x8fE8evSIzs5ObG1tSU1NZf/+/eKFUFhYiIKCAikpKQLjOH/+fKZOnYpEIhEHCil5SU9Pj7S0NJycnKipqeH58+eUlpaybds2cnNz8fb2xtbWVgDyHR0d2bJlCyNGjCA0NJS//vpLOGe7u7v5/PmzEN5PnDiRnJwcpHY5ZWVlLly4QFNTE/b29qI2mJmZKWhBWv8PV+8d1/P+x3/fNbR3pB1J0rAadpPIHhmZh+zt2HtTxley9+YQEpWKkKIkaWhq0xRp+TTU9cfv+rxu1+86fzvHwdv7/Xo9n4/H/a6pSV1dHT179uT79++oqamJ4JxUYFBSUsLgwYMZPHgwpaWlaGlp0dbWxqlTp+jbty8jRozg06dPnDt3jrdv34qUvvRAq6+vT2ZmpuARSIOHUiLXjx8/mDhxIq9evUJfXx8LCwvk5OS4dOmS4Bw3NjZy9OhRWltbiYiIoFOnTri6uqKsrIyJiQmysrI4OzuL5oWtrS179+7l6dOnaGlp0dTUhKurK83NzYwaNQp3d3dkZGRwcHAgPDwcABkZGdLS0vD09CQ6OhpfX18MDQ3R09Nj5cqVDB06VNx0i4qK0NfXx9vbm9zcXNEAcHJyon///lhbW5OXl0deXh4xMTHU19fz9+9f4uPjmThxIlu3buXixYvo6+sLqE9+fj7+/v7o6OiIKcPLly+RkZHhwIEDeHl5MXr0aMEeCAgIYO7cuZw5c4bBgwezbds2Nm7ciJOTE87OziQkJDBgwABSU1Oxt7enrKyMwMBAoYS0tbUlOTmZHTt2oK6uTm5uLiNGjCAoKIimpiY2btyItrY2ycnJxMfH07lzZy5cuICtrS2WlpZUVlbi7OxMaWkpBgYG2NvbCyKhjIwMo0aNQkdHh6CgILp27YpEIhHjUWllSWrpMjY2FprXsLAw8a6UridevHiBoqIibW1twsPeo0cP9PX1sbKyIjc3V3wQ582bx6ZNm2hvb+fDhw8UFhZy7949WlpaRFhXIpFw6dIlPn36JPz0U6ZMobq6GmVlZUpLS+ncubMwFP7580eIezp06EBiYiK+vr7Iysri6uqKiooKjx8/Rk9PDwcHB/r06YO7uztHjhxhypQpqKioEBcXx8CBA1FUVKRDhw7cvn2bsrIyzM3NWbNmDRkZGXh4eCAnJ0ddXZ2QN3Xt2pVOnToRHx+Pra0tHh4eXL16lWnTpqGlpSVMjVlZWezfv5+QkBBkZGTIz8/n+/fvvHz5EhsbGzIzMzlx4gQNDQ0kJiYiIyODpqYmt2/fRlZWlvz8fCZNmoS+vj6vX7+mZ8+ehIWFkZeXh7W1taAxenh4kJKSIloD1tbWKCkpMXjwYEaPHo2+vj6GhoYYGBjw5s0b+vbti5OTE9ra2uJ5ev/+Pba2towZM0aEafPz8wkNDRUZpv79+xMTE8OoUaOIj49n27ZtdOjQAS8vL8HukOqpa2trUVVVRbZz58673dzccHR0xNLSksWLF2NtbY2TkxP//vsv9vb2dOnSBScnJ1asWIG9vT2qqqpMmjSJuro6mpubkZOTY+zYsYwdO1acYiZNmoSJiQmbNm2iT58+ggimo6PD/fv3UVZWZvHixZSUlNDU1MSuXbuEjrCtrU1IOO7cuYOOjg7u7u7C2pOdnc3MmTOxtLTE29ubwsJCRo8eLaoQy5Yto7W1laVLl4pKx+/fvxkyZAg7d+4Ue9a/f/8ybNgwioqKiIyM5PLly9jY2NDW1oaTkxNfvnxh9erVTJw4kS5duuDr60t5eTljx47Fzc0NgFmzZpGRkYG6ujq3bt3C0dGRNWvWMHPmTO7du4eBgQFWVlbs3r2bcePGUVdXR1xcnODdSved+/fvZ8eOHQCcPXuWCxcu0Lt3b06dOkVzczNnz57l0qVL3Lt3D2NjY/GC/fXrF2pqaqxfv57jx48TFBREa2sraWlp/P37l4aGBo4dOyZoa9HR0UyePJkzZ85QXV1Nhw4dxBhG+pC+efOGx48fM3bsWAoKCiguLqaoqIibN28SExNDjx49OHz4sGBUS0eAX758EYlLacWotbWVsLAwnj17Jvjcnz59okuXLhw8eJBx48YRFBTEoUOHaGhoIDAwEHNzc/r27cuxY8dEF1P6YZcepE6ePCnMS/379+fUqVNimvP27VsRCIyKiiI+Pp5Vq1YREBAAwO3bt4WNq7Kykrdv35KcnMzy5cuprq6mqKiIgoICzMzMSE5OZsOGDfTv359r167RsWNHwVZvaGggKCiImJgYjIyMePjwIaampmRlZWFgYEBiYiJ3794VaMp+/fpRWlrKyJEj+fTpEz9//kRJSYmWlhbxIpwyZQrfv39HSUmJS5cuIS8vLxKqV65cQUFBgevXrwtbXltbGzIyMjx48AATExNiY2Opr6/n+PHjODg4IC8vL54FU1NT8vPzefnypeBbp6enc+XKFTQ0NFi9erXoimZkZHDw4EESEhJQUVHB3NxcHLhlZWXFDn7btm00NTVhYmIi6jD9+vVDRkYGAwMD1q1bR3Z2No6OjlhZWeHv709WVpYIaJmYmGBjY0PXrl05c+YMx44dQ1NTE2dnZ5SVlbGzs0NLS0tAhyIjI/n48SM6OjpYWFggKytLaWkpxsbGNDc3U1NTQ9euXfHz8+Pz58/07NmT+vp6Jk+eTFNTExKJhNraWpydnVFSUqKpqQlLS0s0NTVpamoScKW6ujq+ffvGqFGj+N///ifaDb9+/WLSpElibGphYUFiYiJfv35l1apVgh0eHByMuro6zc3NWFlZcfXqVZycnOjRoweenp58/vwZd3d3sY/et28fdXV1gv8fHh5OZmYmZWVlDBs2jKCgIBYtWsT69ev58+cPM2fOREtLSxiqevfuzbhx48QB7O/fv9jb24u2TN++ffn+/TseHh707NkTVVVViouLCQoKomfPnjg7O4sVg6qqKsrKylhbW5OdnY29vb3YoYaGhrJjxw4xHdy/fz+FhYVERUVx8eJF4uLihGr0z58/GBgY8ODBA/79919GjhzJ6dOn2bZtG7GxsfTr14+KigoWLVpE586dKS8v58aNGzx//hxFRUU0NTVFVVhZWRkVFRXevXuHvb09SUlJqKurk5qaip+fnxCMaGhoMGbMGMrLy4UvYMmSJYwaNYo/f/4wduxYAIYPHy6CXNI8jfSSdObMGXFQef/+PS4uLhw4cIDRo0fz588fHj58KKYAUhOjNESppKSEl5eXcAhIfw/HjRsnAFd5eXl4enqSnJyMkZGRCE/a29sDcPr0aYYOHSo85WlpaRw6dIivX78ia2FhsXvw4ME0Njby7Nkzpk+fTkFBgaC8SD9627Zt4+nTpzQ0NPDw4UMUFBT4/fs3AF27dqWyspInT55gampKdnY2X758oX///jg5OYkATktLC6dOnSIlJYX09HQePXrEwIED+fbtG+Hh4bi6umJoaMiNGzfYtWsXHTt2FInB5uZmmpqaOHz4MNOmTaOlpYXu3bvz+vVrMSaUIuqkHt20tDSamprYt2+fGJvfunULU1NTHBwcePfuHV27dmXMmDGEhoby8uVLtLW1aW1txcbGhj9//gjwgZROBFBXV4eTkxNpaWl07NiR2tpaNDQ00NHRYfXq1SxevJgBAwYwY8YMqqqqKCsrY+3atfz584fi4mJBgqqrq0NZWRkFBQVOnTqFkZGRqF2MGjUKTU1NJk+ezLBhw5CVleXs2bOMGTOGIUOGcOXKFXr37k1wcDAHDx5k0KBBwiOsoqJCQ0MDCxcu5MKFC9y/fx9DQ0Oqqqqwt7ensrKS5uZmQkJC6Nq1K//73/8EG1eqRJX2yaXkIXd3d/777z9SU1NRUVEhOTmZ8+fPI5FIMDEx4dGjR8TFxdHW1oaNjQ3dunVj6NChgrsu7a9Kk5yjR4+moaGB1atXM2jQINzd3Vm+fDkZGRncvHmToKAg/vnnH3R1dZk/fz6VlZXIy8tjYmLCsGHD2Lp1K5GRkRw7doy9e/cKeYa+vj5VVVViXCYVFRgYGIixfFZWFqWlpfz9+xdlZWVOnjyJo6MjFhYW/Pjxg06dOhEREYGhoSEnTpwgKysLQKR8Z8+eTWxsLOvWrePKlSssWbIEZWVlFixYQF5eHlpaWqSlpdHY2IiMjAwDBw5k+PDhLF++HBsbG3R1dYmLixMmq3nz5hEWFsaLFy/Yu3cvvXr1wtbWlosXLyIjI0NWVpagfb18+ZIJEyYwY8YMWltbBVAmKCiI5ORkRo8eLUxpT548EU7hgQMH8ubNG6ZMmcLPnz/R09Pj8uXLGBkZCZJUWloaly9fZvTo0ejo6DB06FD8/Pzo168fvXr1ora2FkdHR/r06SNS+9IX9Pfv31m4cCEBAQGMHDmSbt26YWhoKJja79+/Z/To0Rw5cgRLS0uePXuGm5sbt27doq6ujra2NrECk66mlJWVAVi8eDF+fn507tyZcePGCT+yiooK6urqKCsrU1NTI7wHUgCLpqYmEydOFFMRLy8vVFVVxW3Jz8+PoUOHUlRUhIGBgWAd9O7dm6VLl9LW1oaPjw8GBgacPXsWZWVlOnfujJaWFrKyshgaGvL3719CQkKYOHEisrKyJCcn8+bNGy5duiS4Ez9+/GDDhg0sXbpUTCWcgARxWQAAIABJREFUnZ2RSCSUlpbi4OBAXl4e7e3tNDY2smHDBrHysrCwIDg4mOXLl9Pc3ExsbCx79uzh9u3bqKqqigPlhw8fmDFjBtra2vj5+TFr1iyh7Rw/fjy9evXi58+frFq1ijFjxghzmp+fH5MmTWLGjBn4+/vz9etXHj58yMCBA3n58iUvXrygT58+KCgooK2tzdq1axkxYoRwyDc3N/PmzRuSkpKwtbWltraWT58+8ezZMzw9PVm1ahUJCQkCQjJ58mQyMzPp168faWlpKCoqcv/+fT58+EBERAR6enrMmTOHVatWsX//fhISEgR5zs3NjaNHjxIZGSlS5o6OjsjLy+Pj44Ovry9Tp07lwYMH3Lx5k0WLFnH06FG0tLTE+DoyMhKpTjo/P5+UlBTWr1/P5MmTKSoqory8nL59+/L8+XM0NDQAOH78OAMGDODYsWPk5uaSnp7O9evXBdq0U6dOJCUlIScnR0ZGBr6+viQlJZGTk0NKSgrFxcXMmDGDrKwsQcuUdvxLS0sJDAwkLy8PAwMD3r9/zz///MPBgweZM2cOFy5cEH8/MjMz6QC0S4vk0rpWnz59hHs5Li6OpqYmtLW1SU1N5fDhw7S3t1NZWcmlS5fo1q0bKSkp4g9/wIABaGhosGDBAvbu3UtVVRVr1qzh+/fvfPnyBXl5efr27UtjYyPJycn8888/9OrVC3V1dd6+fYuJiQlbtmzByspKsLk/fPiARCIhOzsbX19fysrKMDMzIyUlhaSkJHbt2kVCQgIjR47k8+fP3L59m5EjRwoByYQJE7h27RoVFRUYGhqioaHBpUuXxG4iJydHwC7mzp1LUFAQ1tbWYiVgaWlJly5dSE9PF4jRBQsWYGRkRFVVFS9evBABtilTprBhwwbS09NpaWkRvcQBAwaQm5tLdHS06JdLX1yKioqoqqqyaNEi8vLyMDExISUlhaFDh+Lv78+IESNwc3Nj3bp16OnpYWNjQ21tLf3796exsZGcnBycnZ3R19cnJSVFhO2klZDa2losLS0xNjYmNTWVmJgYFi1aJEZSgwYNYt26dRw7dkwk1qXShAMHDhAcHMyJEycwNjbm/fv3+Pn5IZFICAsLQ05Ojp8/fwo4jp6enqhx1NTU8OfPH8aMGUNsbCyenp40NDTQ2NhI3759MTc358ePH4JFHhwcTFFRETU1NcybNw9HR0dhWaqsrMTIyIj29nZGjhzJzp07hQ+4Q4cOjBkzhk+fPlFRUYGsrCx2dnYUFhbS3t6Ol5cXHz9+5Pz58/j6+jJkyBBu3rwp/luqqqrcu3dPZC+k6eCPHz+SnJzMmDFjSElJoVOnThQUFIgq3cSJE6mrqyMxMZGKigrGjBlDdHQ0JiYmrFu3ToTTPn36hL6+PgkJCRgbG6OgoECfPn1QVFRkw4YN1NfX07FjR+bNm0dRURHfvn0Togo9PT3q6+uZMGECV65cQV1dnVmzZhEQEEBzc7Oopb1794709HTMzMywsbEhLS0NBQUFvnz5gr29PR8+fGDo0KH8/fuXgoICfH19iY6OFuPGDRs2UFZWRocOHTAzMyM4OJhhw4Zx9OhRevXqRUBAAKqqqvz48QOJREJ+fj5btmyhvr6epqYmampquHfvHqtXr8bQ0JCkpCQaGxupqqpCUVGRSZMmkZ+fj6OjI1FRUaIP3tDQwI0bN0Si+cCBA+KWK705m5ubk5aWxu/fv1FVVRXVGh8fH44ePcqoUaMoKipi+vTporJ2584dnJ2dRWulZ8+e/PnzhwsXLjBx4kT69etHdnY2AP379ychIQFNTU1GjBjBu3fv0NbWBhCsaekI2djYGBUVFZ4+fSpY/r179yYiIoJfv37h7OwsHMjTp08Xtz6JREJ1dTVNTU3Mnj1bAG0KCwtxdHTE3d2ds2fP8vnzZ9TU1FBTU6N79+7cvXuXefPmMWXKFI4fP86XL18oLi7m8uXL3L9/n3///Zf9+/fz9etXunfvjkQiQV1dXchUpDpKKQZXeuCIj49n1KhRIrD37ds3nJycePDgARMmTOD69evIyMgIwlptbS3r16/Hw8MDGxsbjI2NycvLo62tDWVlZXR1dXn//r2QxyxYsICzZ8/i4eFB586dKSwsxNbWFiUlJU6dOiUCdAcPHhRmwebmZjGlk5IchwwZwqdPnwTfQE5ODl1dXV68eMGePXtYv349Y8aM4fv37xgZGbFr1y4uX74spgCGhoa0tLSQm5vLuXPnBPvD2dmZsrIyvn//jr29PQEBAaxatYrQ0FBmzpxJdXU1VVVVNDc3i8CxdHUsJycnsK2/fv3C1tZWEAEjIyNZs2YNP378EFNSachZWVkZdXV1rK2t2bBhA3p6egwaNAgbGxuioqKQl5entbUVTU1NfHx8+PDhAx06dCAjI4N+/fqRmZmJbH5+/u5Hjx5x4sQJ8eDMnj2bQYMGCS2am5sbY8aMYceOHeIhr66uZv369SIQs2/fPrp3705ycjKLFi3i2rVrzJ07F2NjY7p06cLOnTspLy+nf//+ot6gpqZGSkoKa9as4eLFi9jY2PDkyRMmTJjA169f+fLlC+np6axZs4bKykrOnz/P0KFDmT9/PlevXmX27NmoqalRUlKCs7MzwcHBTJ48mUGDBjF69Gg+fvyIv78/Xbp0ISgoiA0bNlBaWsqoUaNoa2tj8+bN9OjRg5MnT+Ln58eRI0fIz8/Hw8OD0NBQDAwMBChm165dzJ8/HwsLC0xMTOjVqxevXr2iU6dOyMrKivT8rl27CA0N5dSpU/z+/ZuEhARKS0spKSnh9+/fTJo0ifDwcI4dO0ZAQACenp5ERkYyZ84cunTpQmNjI0+fPkVXV5clS5aIA4BUIzhixAgiIiJQV1fn79+/rFq1iiFDhlBcXMyuXbuEhzg1NZVevXoRGxtLVlYWa9aswcvLixcvXiAnJ0dCQgJZWVmkpaVhbW3Nrl27GDJkCE+fPmXXrl2sW7eO/fv3U1BQwD///CN2Ro8ePWL37t0cO3YMZWVlOnXqxNmzZ7GwsKCsrIySkhLS09ORlZVlw4YN9O3bl7CwMDp27IiioqL4tT18+JCysjK2bt2Kqakp8+fPR1dXl1u3bjF58mS+fPlCW1sb7969Q1FRETMzMx48eEBERAQfP36kqqqK79+//59uoqws79694/PnzzQ2NtKhQwfi4uKQk5Pj5s2byMrKUlJSQt++famrqyMgIEDwu+vq6jh8+DA7d+4kKSlJfMQ3bdpETEwMjx8/xtfXFxMTE9auXUtBQQG9evXCwsKChIQEZGVlqaiowMDAgJiYGBobG6mpqaG4uJjQ0FBSUlK4e/euQLZqamqK0fLly5fx8PCgS5cuzJ07l5iYGMLDw/Hz82Pq1Kl8/fpV2IBCQkIwMDDg+vXrZGZmYmVlJQx7ly9fRkFBgX///Vcwl8eOHUtMTAzHjh2jvb2diRMnkpSUJGiCv3//RlFRkYcPH5KZmYmJiQmLFy9m06ZN1NTUYGVlRV1dHYWFhbS0tPD792+0tLS4evUqZmZmmJqa8vv3b86fP8/gwYO5evUqx48fp7a2lvb2diQSCWZmZjx+/JitW7eydOlSHB0d2bhxI0uWLKGkpARZWVlaWlowNTUlOTmZ6OhotLS0WL16NTU1Ndy/f1/Q7ezt7QVO0sfHR5Dvjhw5Qnh4OB4eHhgYGCAnJ0dkZCRHjhyhvr6eyspKNDQ0GD58OJ07d+bbt2+4uLjQs2dPZGVlsbW1FZ33adOmiR2ylKm/YsUKsRrx9vbGyMiIkpIS7OzsRBWqZ8+eWFlZMXPmTFJSUpg1axYLFiygtrb2/1Rx/t+fJyAggODgYM6fP8+BAwc4evSogNJUVVUxZcoUXFxc0NfXR0dHh8zMTEaPHi1Mdd27d+f48eO4ubmxYcMG7O3tycrKYu7cuZSXl2NnZyfaG4qKivz333+sWbNGHBynTp3K8+fPMTc3Jzo6mrCwMNavX09CQgIODg5cuHCByspKNDU1OXLkCE5OTgQFBXHy5En2799Pe3s7RkZGFBYWMn78eLp3705iYiLR0dGsWbMGMzMztLW1UVFRwcLCQrAFli1bxp07d2hsbERBQQE3Nzc8PDwEoOXcuXOiLaGsrCymmb6+vuISIeUvbNy4kZ07d7J3716ePHlCYWEhdnZ2xMXFUVJSAoBEImHOnDlIJBJMTU3x9PSkT58+or5VWFjI9+/fqa2tFUHIESNGUFxcLG65VVVVDBo0iJycHGRkZFi5cqVQA6uqqjJnzhwePXrEoEGDyMzMZN26dURHRzN69GiOHTtGRkaGMJJJHQQ/fvzA0NBQoEi7deuGh4cH79+/R0VFBQ8PDz5//iwyNmFhYWzevBk1NTWcnZ0xMDBAdubMmbulQRAvLy/s7OwE9/bMmTMCiiJV6/n4+DB27FjCwsL48+cPP3/+pLy8nFOnTiEnJ8eqVauEt/jQoUN07tyZpqYmevXqJW6pUv62NB3c2NjI3bt3GTNmDLq6umzatImBAwdy5MgRHBwcsLa2Jjo6murqatGzKy4uFmi+OXPmEBYWRq9evUhLS0MikRAZGQlAbm4uFhYWpKamMmTIEOLj4wWj+O/fv0J68OHDB3R0dEhKShLRf2kwKzc3l7Vr11JdXY2HhwdXrlzB0dERdXV1Pn78iEQiwdjYmPHjxwvij6mpKcXFxZibmxMfHy/qXZqamnz48AFVVVXCw8Pp3r07aWlpuLq6oqSkxI4dOzA2NqakpAQnJyfWr19PTk6OMA+lpaVx584devbsibW1NSYmJnTo0IGoqCjmzJlDp06dhPJPR0eH0NBQ7t+/z9ChQ4Ua9Pnz52hpaSEjI8PWrVt5+vQps2bNwtLSkt+/f9Pe3k55eTlWVlZYWFiwdOlSysvL+fPnD76+vnh4eDB8+HC6du3K5cuXKS4uJisrSxjJpHCPzMxMnjx5wrt37/jy5Qtv3rwRAIRJkybx8+dPHB0diYiIQF9fHzs7O5SVlenWrRvNzc3cunWLhIQE3NzciI6Oprm5mba2Ntra2ujbty/R0dG4u7sTHh6Ou7s7Fy5coH///piZmbFv3z6OHj0qPp6JiYmiqpiens748eNJT09n2bJl6OrqioTup0+f6Nq1K/n5+eTl5VFaWkp4eLjowX79+pWRI0dSU1NDSUkJ2tratLW18eLFCwYNGoSJiQkXL14E/o9xbuPGjWRlZYkq4MiRI/Hz8yMsLIy+fftSVVVFaWkptbW1lJWVceTIEYyNjZGVlRWBmoiICHR1dfn06ROurq5Cfzt+/HiSk5MxMzPD2NiYiooKwQJvbm7m2rVrpKSkiDRweno6iYmJzJkzh8DAQLG/k3LFt23bxrFjx+jevTsLFy4kISGBpKQksQIaO3YsdnZ2ZGZmIicnh76+PsbGxkITuHbtWoyNjdmwYQOTJk1i+/btYn8vJyeHo6OjEEfo6+ujpKSEh4cHjo6OrFixgkePHuHj48PSpUtJTU3Fy8tLjONjY2OZNm0ar1+/xsXFRdR7pk6dyvbt27l586aQgUjRlh07dsTb25vy8nK2b9/O8uXL0dDQID8/n5s3bxIXFydoXR4eHiQmJpKTk8OvX79YunQpjY2NIsA0ZswYnj17RkpKCvn5+cTFxRETE4OnpycvX74UtbyUlBQkEglXrlzBxcWFq1evcvToUSwsLHj16hVFRUXU1dWhoqIipEfv37/n/v37GBkZkZSUREVFBXFxcfTu3ZuDBw+ipKTEsGHDBCr4/PnzHDp0iJqaGqKjo0lPT8fBwYHTp0/T3t7Of//9h4+PDzdu3BDciaamJuGsX758Oc7OzigqKgrev1RcdPz4cd6/f09dXR2NjY1MnjyZBQsWYGdnh7u7O5qamkyaNInU1FQkEgkjRowgNzcXAwMDysrK0NDQwNvbm7q6Ol68eCGY4lJ1srm5Of/99x/19fV06tRJ0LycnZ3R0NDAy8sLCwsL+vfvj6urq1jNxsTEoKenR2VlJTExMXz8+JHdu3ezfft2zpw5w6RJkzh58iSfPn3C39+fwMBA6uvrWbNmDWVlZWL6d+zYMcaNG8eHDx/o378/LS0tLF++nKlTpzJnzhySkpLw9/dn4sSJoucv/XWHh4fj4OAgOP579+7l7NmzjBgxgrKyMtrb2+nUqZPgow8fPlwEJtXV1ZkyZQoxMTG4urry7NkzcYlxdnbGwcGBffv24erqyoQJE/jvv//YvHkzcXFxeHp68vv3b/bs2YOsiorK7oCAAA4fPsyRI0c4ffo0a9asYdu2bcyfP581a9ZgYmJCamqqWI4/ffoUeXl5IiMj6dixI7m5uYwbN44zZ85QWVnJ4cOHBWf75MmT9OjRg+fPn/P+/XvS0tLw9vbm/v37aGhoEBISQseOHamqqiIrK4vU1FR8fHyEXrCwsJCHDx/SpUsXCgsLGTJkCBkZGfTv3x8HBwf8/f1FGGrPnj14eHgQEBCArKws8+bN49OnT5w4cYLOnTuzefNmYX8xMDDg9u3btLa2oqSkxMuXL/+vMV5RUZGQrU+cOFF4ecPDw0lMTCQjI4PS0lIUFBTYsmULqqqqXL16FUdHR2bMmCEoToMGDUJWVpYTJ06IF6YUW+ft7Y2ysrKoW0g91dOmTaOxsZHg4GAxEqyoqBAvR6nP1cjICGNjYywsLDAzM+PRo0d4eXkxe/Zs8SK4e/eu2ItGRESgoqKCjIyMqMWZmJhw8uRJNm/ezJs3bxg8eDB79+5FVVVV3FZTU1PFj21tbWXlypV8//4dU1NTNDU12bdvH0VFRRgZGdHc3MyYMWPw8vIiJiaG3bt3I5FIsLS05Pbt29TX1+Pr68uzZ8/o3bs3ra2tODs7o62tzcSJE+nQoQNlZWWCKLdt2zbRHa+rqxPTnnv37lFTU0N9fb3AxDo4ONCtWzdUVVWFvEB6C87OzubMmTNCiyeFcBw7dgxDQ0M+f/5MbW2tsBPNnTuXEydOoKury8qVK4mIiMDExISWlhacnZ2ZNGkSZ8+eFX1ZqVGsurqaw4cPM2jQIF6/fs2mTZtYsGABenp63Lt3j8DAQHFq3rFjB35+fjg4OFBXV0dFRQVjx47l169fdOrUSQRAN2/eTGtrq9Ahzpkzh0mTJtHS0sLMmTOFjzolJUWY0+bNm8f06dN5/fo1t27d4uvXryxbtozAwEBev35NTU2NWKWoqakxf/58UZ2Lj48XbOu8vDymTJnC+vXrMTIyYvLkybS1tdGtWzeBPX337h2Ojo7cv3+fzMxMxo4di6+vL69evRKM/J49e2JoaEhTUxOfPn1i6NChxMfH06lTJy5evEhaWhohISHcuXMHd3d3AgMDhXY0MzOT+fPnExYWRnV1NfPmzRPKXAB/f3+xm7979y779+8nKiqKZcuWoaSkxOXLlzl37hwrV66kvr6etLQ02tvbqaqqEgdXqfNcWjdzcnIiMzOTCRMmUFZWhoKCAocPH8bV1ZW5c+dy9+5dFi9ejK6uLkpKSixcuJDIyEjR1gAYMGAAU6dOxcvLCxkZGfr27Yu+vj5eXl68evWKrVu3oqmpiYqKioDJeHp6Eh8fL2hsf/78Yf78+dy+fRtXV1c2btzI2LFjKSkpwdLSUgg6pNkbOzs7Dh8+zJkzZzA1NRVmwKNHj+Lu7s769etZuHAhJSUlzJw5kx8/fiAvLy/GvFLng4GBAaGhoQQHB9PY2EhcXJxIeyspKQlCnHSn/vbtW6FIDg4OFrwC6djYzc2N0NBQJkyYwI8fPwQLXkdHh8TERLS0tCgtLcXX15e4uDimTJnC+fPnaWpqoqWlhejoaHFIzM/Pp76+noyMDPHB19bWZufOnejq6nLp0iUkEgmenp6EhoZibW2Nra0tr1694vr160Krm5uby61bt5BIJJw/f5729nZWrlzJgwcP+O+//3j06BHGxsbU1tYKotrfv38FG0NPT4+CggI6derE58+fBfgoMDCQFy9esHPnTnFwkB4oraysMDMzo3v37tjb2/P8+XNSUlKIi4tjxIgR/P79m8LCQnJycjA1NeXly5eC39/W1obsqFGjdl+6dInDhw9jZmaGnp6eqDmlp6czcOBAsUOsqKigpKSE4uJilixZwpUrV3B3d0ddXV2Mntrb24VHtKamhp49e/L8+XOmT58ulJF2dnaoqqqybt06unbtSocOHXBzc0NOTk4kbKVpuv79+2Nvb4+Liws3b97k2rVrwu+bk5ODra2t2MUUFBSIj8rPnz9JTU1l48aNeHl5UVJSgo+PD5cuXUJBQUEEvjQ0NESfMicnh7FjxxIYGIi+vj5FRUVin5+YmIirqyuvXr0iJiYGU1NTLCws0NbWxtvbm379+lFbW0tSUhI/fvzg/Pnz2NnZcffuXSZOnMifP3+ws7MjMTGRVatWUVVVxatXrzA3NxdEpGXLliEnJ8fOnTvR19dn1KhRJCQkIC8vT1NTE1euXAHg69evXL58malTp7Ju3TqKiopwdXWltLQUTU1NlJSUqKioQENDg+rqamxsbAR4v3fv3mzatEn0zBcuXMijR4/Ex8fS0hI3Nzfu37/PmjVrBOBfQUGBWbNmMWrUKMLDw5GTk2Pu3LmizqGvr0+PHj3Iycnh6tWr6Orq0trayr179/jw4QM5OTmYmJgwbdo0FBQUkJWVFVzlp0+foq+vT3Z2Nunp6ejp6fH48WNxw/bw8MDCwoLz588zdepUzM3NycnJYfXq1VhbWzN48GBaWlp48eIF3bt3Jzg4mJkzZ1JWVkZqaipz584V4+URI0bg4+MjEI179+4VQZEvX76I4OO1a9eYPXs248ePJyIigh07dlBZWcn3798JDAzkwIED2NvbC+VrUVERnTt3JiMjg6ioKPF8FRQUUF1dTXV1Na2traK+smXLFsLDw5kzZw7v379n0qRJ9OnThxcvXvDq1SuePHnCw4cPMTQ0JCIiAjk5OR4+fIiqqir5+fn4+fkRHx/PunXrUFZWFjeG4cOH07NnT3x8fOjevTvm5uYsW7ZMvNDfvXtHTU0NK1euZO7cuYSEhGBqairARL6+vigpKWFjY4O3tzdycnL8/fuXbt26IZFIKC4upqamBn19fQYMGICXlxcTJ07kxYsXaGho4OLiQmpqKsHBwSQnJzNixAgsLS1xcnKioKCAPn364OLiQkpKChMnTkQikbB//37Gjx/PlStXmDp1KiYmJvTp0weAUaNGCVuZiYmJYIuXl5eLbIH0/1FNTQ11dXXS0tKorKzk27dvrFixgu/fv4u/P7169SIqKgpPT0/Mzc1xd3cnOjqad+/eiTT2/9dkdfHiRaKioqioqODcuXNcv36dxsZGWlpaOHjwIAUFBXz58kXscDt06MDFixdxdXXl9u3bwjegoqJCbm4uDQ0N5Ofno6KiQnFxseisx8XF4ePjw48fPzAwMMDd3Z34+Hj09PREZTUkJARDQ0NqamoYO3asqGKdP3+eFy9eUFZWJqqw2tra/P37l+zsbA4ePIiCgoJAEL9//56JEyeSmJjI/fv3hS7X3t6eHTt2CHT0kCFDGDx4MJqampw+fZqWlhZmzJiBsrIyXbp0wdraWhwynZyccHR0pLKyUgB3Ro0axcOHD4mNjeXr16+CYtm1a1cqKir49esXt27dYsOGDSxevBgrKyssLS0xMTHh1KlTAm7z9etX3NzcGDp0KBUVFZiYmODk5ISCggIHDx5k5MiR5ObmYmJiIuBEjx494tGjR/j6+pKWlkZCQgKZmZmC4Ca91Q4dOpQ5c+awYsUKqqurxYR43LhxWFpaCvGPrKwsY8aMISkpScBtvL29+fLlC48ePRJu+bVr1zJs2DDU1NTYu3cvgYGBNDc3o6KiQkVFBSEhIaSlpYmp5KhRo8R3q2PHjgIqZW9vz8mTJ2lsbGTmzJlUVFTg5+dHh379+rV37NiR+Ph4FBQUWLx4MSoqKgL3FhISwt27d6murub//8/fv385evQoAwYM4PPnz0RHRzNy5EjRZ5OXl8fQ0JCPHz/S2NjIokWLyMzMpE+fPvzvf/9DXV0dS0tLamtrAZCXlycrK0uEyl6+fClemnPnzhXBsh49ehAeHk5jYyN///5FTk6OFy9esHLlSiIjI+nduze1tbVs2LABNzc3tm/fjpGREXfv3kVeXp6ZM2cyY8YMFi1ahI6ODidOnGDv3r10796dGTNmALB06VK0tLQoKChARUWFjh07UlZWxrt37+jduze5ubm4urpy7949pkyZwuzZs7l16xapqam4urqiqakpKEqBgYHIyMjw5s0bvL296d69Ozk5Ofj6+uLr68usWbOQk5Pj69evTJ8+HYlEQkZGBkVFRcjKyuLj40NSUhIZGRm8efNGsNq7detGTU0NDQ0NJCcnY2VlxbNnz8jOzmbgwIEilSwFqEiRkv/99x/Hjx8XLz+pNzg7O1vgIF1dXZGXl8fGxobAwEAhLpD2zbt160ZISAiOjo7k5+cTHR1NTU0NCxYs4MKFC8Js9vHjR8zNzUXtYvv27Rw/fhxvb28ReFNXV+fBgweC4zt8+HA+fvzIq1evWLx4Mc+ePcPU1FSMpGxtbamsrKRfv358/fpVGN2UlJRwcHAQesCysjL+/PmDvr4+8+bNIygoCDU1Nerq6nB2dkZTU5OsrCxB+WtraxOhj40bNxIVFcWSJUvIy8tDW1sbLy8vET6SerTj4uLo168f+vr6oq4kPcBIJR9OTk6EhYXh5OSEq6urCCGFh4cjIyNDZmYmSkpKZGRkUFdXh4ODA2/evMHV1RVZWVl8fX3JzMwkOTmZ379/4+3tzcuXLzEwMEAikfDu3TsMDQ2Jj49n165d1NbWoqKiIm4fUgCDgYEBdXV1tLS0CJSk9Pfw06dPglMN4Onpye7du1FTU6Oqqoq1a9eye/dugoKCBML4wIED1NfX4+Pjw7Nnz9iyZYv49w8cOCDRn8POAAAgAElEQVSQqjU1Naxfvx5VVVVCQkKorKzExcWF3Nxc3r59S58+fWhra6Nnz548ePCAZcuWiZGrm5sbFy5cYPjw4ezfvx97e3s8PT3R1NREQUGBhoYGFBUViY6Oxtvbm9OnT9O5c2eePn3K8OHDmTFjBvLy8sJkFxQUhJGRETt37uTAgQOkpKSwcuVKcRMfMWIEV65c4fv376Snp7Nu3TrR5X/y5AmdOnXCxMQEFxcXZGRkKCwspKSkBDU1NfEMqaqqMm7cOPLz8+ncuTOamppERkYiKyvL3LlzaWxsRCKR8O3bN5qbm2lvb0dOTo7U1FRxQ929ezdaWloiTezv78/mzZs5dOgQV69eJT8/n9zcXPr27cvkyZNxd3enoaEBiUTCkiVLOHfuHH5+frx9+5bVq1czePBgzpw5IxCdNTU1ZGZmoqenR01NDatWreL3798UFRUxbNgwsrKyaGtrA0BbWxsnJyd+/PhBaGgoQ4cOpbCwECUlJXr37i3qea9fv6ZHjx4UFBSgpaVFS0sLs2bN4vXr1wJbLc0eDBw4kOfPnzN8+HCio6NxcXHh2rVrLF26lJ8/f9KvXz/u3LmDpaUlISEheHl58fv3b75+/YqNjQ3u7u4UFRVRX19Pc3Mz169fZ8mSJRw5ckSsWyoqKlBUVGTz5s3k5OQQFBTE9evXCQkJQVFREVtbWxQUFFBRUUEikaCoqEhmZiYeHh5UVlaKultCQoLQrmpoaCAnJ8fgwYM5fvw4Li4uZGdnY2hoKEbgI0eOZOTIkTx//pwDBw6gr69PdHS0YGHEx8djYGBAY2MjFhYW/Pr1i/3793Pq1Cl+/vyJra2tAMNIA6VGRkb/x24WHx+/+8yZM2JEV15ejrOzM/v27WPcuHE8f/6curo6QkNDefbsGVeuXOHUqVPo6uqSlJREcXExe/fuZf/+/fz+/ZuPHz/y+vVrSkpK2L59O//88w+PHj3C0dGRU6dOUVlZyc2bN1FRUSEtLY2qqiq+ffuGrKwsp0+fZv369UybNg0rKytsbGxQVlZm0KBBWFhYYGlpiYWFBQCurq60trYydOhQsrOzmT9/PocOHaKwsJCgoCAOHjxIbGwsz54948OHD/+Xqk1PTw8/Pz+GDRtGW1sb48aN48mTJ5SXl1NZWSk+7IWFhcTFxXHw4EHy8/PR19fn+fPnPHz4kLi4OPr27cuGDRtQU1MjKiqKgoICli5dyq5du0TKcvz48ZSWlrJnzx7evXvH5MmTCQkJwdjYmOLiYuzs7GhqakJZWRk1NTUsLCwICwvD3d2d4OBg+vXrJ3ZeFRUVDB8+HDs7O3x8fLh37x5Pnz5lz549gs08Z84cHBwcGDduHMXFxaSmppKRkcHixYsxMjLi7NmzeHt706NHD5qbmykuLqZbt25ERUWxZcsWevfuTVtbG2ZmZjx58oTZs2cLC4+0QmFgYMDnz59pa2tjwYIFTJkyhdzcXCQSiQgbVldXU1hYyJkzZ+jSpQsODg5kZ2fj5+eHh4cH7969Q0tLi8WLF3Pw4EFycnLE6EkK1LewsBAyEhcXFyIiIrhy5Qr+/v5YWVmxcuVKtm3bJvCIS5cupbS0lEGDBvH161dSU1O5fPkyHz58IDY2FhkZGWbOnCmYyBKJhF27dvHlyxckEgl79uyhsbGRhQsX8vDhQ3bs2MHgwYPZtGkTx44dw8XFhefPn5OdnY2qqioDBw4UH83Dhw8LhrJUnSf9+e/du8fMmTPJycmhoqJCpPv19PTQ0dFh6tSpYjQ3YcIE5s+fj7W1NQoKCuzevVv0P6XPZ9++fYXW1NPTk4CAAK5evUp4eDhGRkbcuHEDGRkZbty4gaKioqDRycjIMG3aNH79+kVrayvGxsaMHj1aHJil1SNLS0vq6uqEFlVdXZ2ePXuiqKjIq1evCA8P5/bt25SXl9OxY0eWLFnCkiVLUFFRoUePHoK57+vrS2RkpNDOxsTE4O7uLrrngYGBPHjwgOjoaOzs7JCRkUFGRobXr1+zevVqLl++jI6ODubm5kRGRvLs2TNkZGTIycnB2NiYjIwM2tvbBT8/KSkJR0dH5s2bh4mJiXBpr1y5kkePHtG5c2dmzpzJly9f2Lp1qzisnjp1ipaWFsFfl+piZ82aRUFBAXp6egQFBTFnzhw0NDTw9PRk4cKF7Nu3j0ePHtG9e3fCwsKIjY1l586ddOzYESUlJbZt28bOnTuFGbChoYGQkBB+/folDhRZWVkkJiZiZ2eHpqYmZmZmrFixgrNnz4og2cWLF+nUqRPq6upcv36d2bNns27dOioqKti+fTtBQUFs2rQJWVlZ+vbtS2FhIZWVlUydOpWFCxeybt06SktLUVVVRU1NjdGjR6OmpoaPjw/W1tY0NDRw8eJF8SFWUFBg06ZNODo6sm/fPq5evUpAQAAPHjxg5syZBAYG0traytOnT8Uko7y8nOrqavLy8jA1NRViDGVlZbZt28bDhw8JDAzkxIkTxMXF0atXL/Fjfvz4QWNjI127diUjI4NTp05x69Ytnj59ytixY1FWVmbEiBHk5+cjJyfHpEmT8Pf3Jz09HQsLCxobGxk5ciSJiYmio338+HEh6XF3dxcd6Y4dO7J9+3bCw8P59OkTp0+f5vr166IG6ebmxosXL6ioqKCqqgoPDw+ePn1Kz549+fnzJyoqKqxatYqdO3eio6ODi4sLb9++xczMTHy4pahoMzMzzp49y+/fv8nKyqK8vJw1a9bw/v17/P39iY2NpWvXrpSUlBAaGiqIZra2ttTU1JCdnU2XLl148uQJR48e5fHjx8iamZntvnv3Ll5eXnz+/Jn79+9z/PhxrKysaGhooKSkhMWLFzNp0iSSk5Px9PTE2tqa4uJiRo8ezdatWzl69Cj379/H0dGRFy9eEBsbi5KSEoaGhpiYmJCbm0v//v1JSkrC2tqauLg4AEEMMjc359KlS/j6+jJlyhROnTrFli1bmDhxorglKSgosGbNGrKzs8nIyODChQsMHjyYFStWcOzYMQDBhV20aBHLli1DUVEReXl5rl27RmhoKD179qS4uJjPnz8LznNJSYk4za9atYrY2FiWLFlCVFSUcFLLyMjQu3dvnj59iq2tLaWlpfTq1YuWlhZWrVrFypUref78uTgdS7GjEomEc+fOERMTQ+/evQUcXgqvl/Y4hw8fzrhx4/jx4wfBwcH8+++/rFu3jm7dulFXV4eWlhZZWVnC2hMeHo6trS1tbW3o6+sL45WxsTHBwcH06NGD69ev4+XlhY6ODhoaGnz+/JmUlBTc3d25f/++AKh06NBBjFuys7NZv349Fy5cQF9fn5UrV5KSksKdO3d4/Pgx8+fP5+jRo/j5+ZGYmMibN2+YP38+N27cwMHBAV1dXW7fvs2NGzcIDw9n6NChxMbGEh4ezpAhQzhy5Ai+vr7U19eL26e1tTVNTU38+vWLnz9/8uvXL1xcXHjw4AHt7e1oa2uTk5PD1KlTCQ4O5ufPn7S2ttLW1kbHjh3x8PBg7dq1KCsrM3LkSBoaGhgyZAgqKirMmTOHN2/ecPfuXSwsLLhw4QK9evXi2bNnGBkZ8ebNGzw8PLh58ybZ2dnY2dkxYsQI7t69Kz7G58+f582bN9y4cYNTp05RW1uLqakply5dYtasWdy9exd/f38iIyOxsLBASUmJGzdu8P37d4YNG8axY8d49uwZq1atoqamhoEDB5KdnU1MTAxv3rxh6tSpDBkyhM+fP7Ns2TLS0tKwtLQkNTWVcePGUV1djbe3NxKJhGXLlhEREYG9vT0TJkygS5cuTJ06ldjYWDZu3MjVq1fx9vZmyJAhdOjQgQULFmBtbY2BgQGurq7CNiatzT158oT9+/fz8OFDgoODuXTpkug0T5s2TVjfgoODxf65f//+bNiwAX9/fzIzM9HU1BRhqP3797NkyRKKi4v59OkTBgYGPHv2jIULF9KjRw+qq6tpaWlh2LBhXL16lbdv3/L48WN69epFe3s71dXVSCQSAQNKSkoiLy+P1NRUrl27RlhYmDjMfvz4kfj4eBYuXEh2djZ37txBXl4ea2trQkJCcHZ2xt/fHwsLCwICAlBWVmbKlCnEx8djZ2dHaGgoampqvHz5ksmTJxMREUFeXh5z585FQ0OD1tZW1NTUuH//Pubm5pibm5Oens7WrVsJCAhg+/bt3Lt3j8TEROGbtrKyorW1lYaGBtzc3HByciIyMlLAhhQUFNDV1eXXr18Co7pmzRqio6NJSEjg+/fv4tZ2+/ZtMW20sLBg8uTJ9OvXjx8/frB9+3aioqJoamoiIiKC8ePHi2T3okWLqKioEOuBc+fOcf78ecrLy1m9ejWhoaFERUXRu3dvfH19WbFihSAi3r59m/Hjxwt9aHt7O0uXLhV5Bzk5OUaOHMmrV6+EirWhoQFVVVUApk+fzt+/f5GXlxdV306dOjF58mQsLS1Zvnw5W7Zs4ejRo3Tr1g1TU1PhL4+KimLChAnk5eUhLy9Pt27dqK2tpXfv3qSnp9Pa2kpBQQEKCgqiltrS0oKbmxsBAQFERUXh5uZGamoq7u7uWFpaEhsbi6amptjP//z5k/b2doqKirC0tMTPz49fv35hZ2eHnZ0dSkpKvHnzhtjYWNTU1IiJiWHmzJn4+Pjg5eXF0aNHMTAwoL6+Xhw4LCwssLa2FuvE0tJSiouLOXToEEVFRSxfvpwJEyZw//59ZsyYga+vLzdu3ODSpUtoa2vz5csXYS9sb28nOTmZIUOGcOnSJVatWoWrq6vwYTx+/BjZRYsW7U5ISCA2NhYtLS0uXrwoRsw/f/6kT58+FBUVifqQi4sLWVlZoqPX1tZGbGwshoaGJCcnC/bs8ePH6dOnD7169UJeXh4rKys6dOjAtWvX2Lp1K126dBHVo+LiYjw9PXn16pXY+6xdu5ampiYxnrSzs2P9+vUiiSwdqe7atYu7d+/i6enJxo0bhVx87dq1mJmZiT7gjx8/8PHx4fnz55iYmNCjRw9+/fqFRCIRRqCIiAgyMzNxcXGhsLAQeXl5bty4IR689+/fix64vr4+srKyhIWFMX36dPbs2UN7ezvz5s3j0aNHBAQE8P79ewG/3717N/v27SMuLg4bGxscHR3R0dHh0KFD6Orqoq+vLypYNTU16Onpoaqqyrlz55g3bx779u0TZpvDhw9TVFTE48ePUVJSEmrQQ4cOkZiYyP/+9z9MTU3ZtGkTeXn/D1fv3Rfl1YZrH0jvvfdepFoARVFUFBFRBI3BHhMxaqLGFHvQxPL4aIxJbFFjr7FE7IqKAQuggggKg/QqDH2GXt4/nj3rt/fLF1BxZt33uq7zPI4i7ty5Q2lpKQYGBly8eBFVVVUBfFFRUeHNmzc4ODgIt60CTpKamsrr169F1/X69evMnz8fZ2dnnjx5wo0bN/D09GT8+PHU1NTQ399PaWkp48ePp7e3l6KiIuFx9vX1xc/PDxsbGxwdHUWKfdSoUVRXV2NpaUlXVxeBgYG4uLiIdYCtrS3W1tYcPnyYhQsXMmjQILq7u0UH++nTpwQHBwPw+PFjADIyMsQB/vvvv2NmZiYS+np6eiJzsXjxYuzt7cnMzGTjxo0iEe7t7U1nZyezZs0Su+ni4mK8vLw4cOAAjx8/Jj4+ntOnT+Po6MjMmTOpq6vj+fPnnDhxgry8PKZNm4anpyceHh6sWbOGTZs2cfr0abEfVSBs9+/fT0hICM+ePWPBggUAmJubk5OTQ39/P/X19QI8Ul1dzfTp0wXYqLKykrS0NGbNmkVAQADr16/Hzs6Of/75h9raWmQymdg1dnV18ffff5Odnc2HDx/Q09Ojv7+f8PBw/P39sbS0FNxnHR0dEhISUFdXp6uri/Lych4+fMjdu3c5duwYP/74I729vfj7+2NiYkJSUhJZWVnEx8eL4JMCeamiosL8+fO5d+8eUqkUTU1NXr16RWdnJ1ZWVrx48YKQkBAcHR0JCwsjLS2NxYsX8+DBA9avX09GRgajRo3i6dOnXLlyBVdXV3bt2oW2tjZfffWVAGpMmTKFlpYWqqqq8Pf3RyqVMmbMGNH99fT0pKCggMzMTJKSkti1axdHjhzB2tqamTNnIpFICAkJEXTGX375hQsXLjBhwgS2b99ObW0tkydPxsrKiosXLzJy5EiMjY1paGjg/fv3LF26lPDwcN6+fcvEiRPZt28fOTk5WFtb09jYSGFhIZGRkYwZMwZlZWUkEgmNjY1CxaqkpMSYMWNYvHgxX331FWPGjKGpqYmQkBBcXV2xtbWluLiY1NRUwsPDuXjxIrGxsYKN0N7eTnd3N62trbx9+xZlZWXs7Oz466+/kEgkrFmzBmNjY4qKili7di3x8fFERUXx448/YmFhgVQqxcPDg8jISGpqarh69SqLFy/GyMiIjo4OXFxcGDp0KD/99BMrVqygo6ODxYsXI5PJGD16NBUVFaxYsQJ1dXUmT57MuHHjqKqqEi8wO3fuZMqUKezcuZM//vhDeADy8vJobW1l27ZtvHz5ktGjR4uXmZ6eHpSUlJg5cya7d+8mNjaWV69eMWTIEEaMGIGenh5bt27lk08+EfRAS0tLOjo6BPbW1taWkydP0tXVJRpEv/zyi6i3urq6iu/X5MmTBQ8kOTmZ6OhoNmzYwNChQzl+/LjwlB85cgR/f38GBgYEYXLNmjW0tbUJLKwiqzVo0CBOnDiBtrY2BgYGIrx28OBB8vLyePDgAd7e3gwMDAg6ogLjbWNjw927dykrK8Pe3p62tjaUgcRFixaxYMEC8Q+wtLQUicYvv/xSVBv6+vrYtm2bgKjk5+fj5+eHm5sby5cvx9XVlUuXLjFkyBCmTp2KmpqaQK91dHSI3trUqVOZNm0ap06dEgD0lpYWZs+ezcmTJ/H19cXU1JRt27axcOFCQkNDKSoqIjExkRMnTggUn6amJqqqqtja2tLT04OTk5MAJ9TV1aGpqUl1dTXbtm1j7dq14lY3Y8YMmpubqaysBCAvL49du3aRnZ2NmZmZuJEkJSXx66+/Mnz4cO7du8fcuXPFePrmzZsEBQWJQ10hiP/rr7/o7u4mJiaGkJAQcWP45ptvUFdX58mTJ4SGhuLl5SXE8Y2NjWRlZXHz5k0GDx5Mb28vc+fOZcSIEXR2dookvouLC+/fv8fQ0FDs6sLCwrhy5QqhoaGYmJgQFBQkGNZKSkosXboUd3d3CgsLOXbsmOilm5iYkJ+fLw7kBw8e4OvrS1FRkdg5m5iYsGTJEoYPH86FCxc4deoUv/32G6GhoWzevJkxY8bQ0NDA2bNn6ejo4Pnz53h5eSGTyQgMDOTWrVsEBQXh5eUlAnP9/f1CSqGpqSn6mQqbm729PefPn6ewsJDi4mIuXLiAp6cnaWlp3L9/n2vXrlFQUMCHDx+oq6vDwcEBDQ0Nbt68yc2bNwkNDcXQ0BBDQ0Nu3LjBzJkzaW1tpbS0lMzMTG7dukV8fDz6+vrcunWLZ8+ecePGDW7evElNTY1wc/v5+VFRUYGTkxPFxcVYWVmxb98+YWWytrbmwYMHpKWliYecgvo0ZswY/v77b0xMTNDR0eHu3bscP36c1atXs2vXLkH4U6gZg4KCkMvljB07loaGBgICAnj37h1Hjx6lsLAQmUzG0aNHWb9+PYmJibx79447d+4Ir7RC93nr1i0xHTt//jwWFhbcuXOHJUuWoK6uTlBQEC9fvqSnp4ddu3Zx7NgxtmzZQk1NjUhQX7lyhQULFlBXVyeEGZ6enjx48IDy8nK8vLxob2/nyJEjXL58mfj4eExMTBg7diwlJSW4uroSFhbGqlWr8PT0RFVVlatXr+Lm5oaHhwdfffUVxcXFArYSExPD6dOnsbOzE2uWvLw8IiMj2bt3L3PmzMHT05OpU6eyYMEC5s2bJ0Q4RkZGZGZmkpeXh1Qq5cmTJ8ybN49Dhw4REBCApqYmZWVllJWVoa6uTlpaGkOHDkVHR4empiba2tpYtWoVDx8+FA/8yspKhg4dyq1btzAxMcHDw0NwyZ2cnAQqVOE+trCwIDk5mUmTJlFWVkZkZCRKSkp8++231NbWEh0dTXR0NBYWFkKB6uTkJBDPNjY2yGQyNDU1hYdh4cKFhIWFYWZmRn5+Pv7+/mRmZgrf+eTJk3Fzc0Mul6OkpIS/vz85OTk4OTkRERGBp6cns2bN4sCBA8L2NTAwwKtXr3BwcMDZ2ZklS5Zw5coVioqKCA8Pp7S0lMmTJ3Po0CEkEgm9vb0EBQXh5OQkzllLS0suXrxIe3s7tra2As4zY8YMceHLy8sjIiKC8+fPiwdmYWGhEOycOXOGkpISOjs7hTYyNjaWR48eie/L/PnzOXXqFJmZmQQGBrJ69WqsrKxwcHAgOzubzz//XMCb+vv7iYuL488//8TKygoLCwvKysrIzs6mo6ODDx8+EBQUhLOzMzNmzKC1tZVhw4ZhZWUl9LfKysr85z//Eex5xeQmJiYGe3t7nJycCA4ORiqV8urVK6ZOnSpARIraopOTE9u3b2fRokVs3LiRMWPGcOvWLYyNjcnJyWHr1q08evSI6dOnk5uby+zZs9HT02Pt2rVcuHCB0aNHC394amoqP/30E6WlpQQEBJCfn8/evXt58+YNygsXLkxcsWIFe/fuFanA8vJyEhMTRWry3Llz/Pnnn6LmZGFhITzPUqmUZ8+eUVBQQGdnJz/88AO3bt2isrKSGTNm8M033whxQHV1NR8+fMDT05OxY8fy6tUrlixZQnd3N6tWrUJXVxdNTU3GjRvH1KlTmT17NufPnyckJASZTMbdu3fx8vIiNDSU0tJSrK2tyczMxM7OjuTkZIYPH87du3fFKLmiooKMjAx27drFrVu3SE1Npb+/n3PnzhEQEMCJEyfw9PTk4MGDIqU4fvx4cnJyUFJSore3l/nz52NnZ8fp06cZPnw4eXl5qKurs23bNq5cuUJERATDhg1j1qxZgmdeWVnJu3fvSExMpKmpiVmzZpGcnIyqqiqmpqbcuHGDYcOGkZKSQkFBAdeuXeP48eN8//33PHnyhH///Zdz587R2trK3r17ef36NaNGjeLYsWO8fv1a8G0VVbPq6mra2trw9vYWIZTdu3fz/v173Nzc6OnpIT8/X9B9SkpKaG1tpbGxEQ8PD7KzsykrK0NDQ4N169bx008/cfHiRZydnamrqyMzM5Po6GimTJnCpUuXqK+vR1lZGRUVFdTU1Lh69SoJCQnY29szZMgQhg8fzogRIzA3N2fevHnk5+cTHx9Pamoq7969w9bWlkOHDmFsbMzAwADZ2dnI5XJyc3OZP38+vr6+ArB/+/Ztfv75Zx4/fkxcXBxz5szh7du3grf96aefIpFISE9PF9KVrKwsYmJiBKGvtraWQYMGERwcTE1NDa9evSIgIICrV6/S1dVFV1cX8+fPx9LSkt9//52kpCQ6OzsxMzMTL4FDhw7l+fPnTJ06FR8fH4KDg/Hy8mL16tVCbdjV1SW0n6GhoVRXV+Pm5kZ7eztTpkxh1qxZpKamipvo4MGDWb16NdbW1nzyySdMmTKF/v5+wfOOi4vD0dGRCxcusHDhQjo7O+nt7cXKygq5XM6KFSsEJ7qrqwsnJydxU2xqahLBmt9++010uqurq7GwsCAlJYWTJ08il8sZNGgQmzZtYseOHUyaNAlvb29u3rzJypUruXr1Kjt37uTnn38Wvw9lZWU2bNhAaWkpP/30E3v37sXS0hJLS0uuXr3K27dvSUtLExIZxUuZoq1RX19PbW0t48aNo7KyEm1tbXJycsT348OHD7x8+ZJNmzZx/Phxurq6kEgknDx5UnzWDx48iLq6uthT1tXV4enpiYaGhtjT/ve//6W9vR1tbW0BJlFVVSU5OZnPP/+cgoICnJycSE9P5+TJk4SHh3PmzBm+/fZbioqKiI2NxcnJidDQUK5cuYKPjw+xsbFidZCcnMy6detobGwkOjqayMhIysrKyMzMpKKigvz8fHp7e7G0tKSnp4ecnBwxqVMkjZOSkhg5ciR+fn5ERkayY8cOAgMDaWtrw9XVldLSUi5evChqZ5qamhw4cIDXr1+zfPlyenp6OHDgAC4uLgLdee/ePVJSUgRRLzs7G21tbRoaGnj16hWqqqpi4qimpiYUoDt37kRfXx9DQ0Phpx8yZAiVlZW0tbVRVFTEnj17GDZsGLm5uejo6BAUFISysjIeHh48ffqUtWvXEh0djaamJvHx8SQmJrJ06VKsra05f/48np6ehIeHM2TIEI4dO4ZMJuO7775jyZIlyOVy7ty5Q05ODtXV1URGRmJubs6dO3ewsLDgiy++4OzZs5SWlpKbm8tnn31GVlbW/+pO/4dG5uTkxJ07d9i+fTtKSkp4eXkREBAgjIhnz54lOTmZgwcPYmpqSlFREZWVlaKetX//fmbNmsWLFy9IS0sjKCiIO3fu4OTkhIODA5cuXcLe3p558+bx8OFDzM3NWb58Odu3b2fXrl1UV1eTk5PDX3/9RXR0tEAjm5qakpqaSnl5Od3d3QQHB3P48GHc3NyIiYnBw8OD9+/fi1R4cnKy+OysXLmSzz77jBEjRqC0ffv2gStXrvDq1St8fX3x8fHB1dVVKNPq6+sF93b9+vUUFRWhpKREUVER5ubmIona29uLsrIyurq6zJ07l8rKSs6ePUtZWZmwLykoOAqC0pgxY+jt7aW4uJi8vDwkEgkeHh5YWFhw5coVvvjiCy5fvkxZWRmdnZ3ExcWhrKxMYWEhtra2GBkZCdyhgpfd19dHc3OzeJB6eXkBsHXrVgYNGsSLFy/o6uqivb2d0NBQMjMzRVhs0KBBGBoaMjAwIJy16urqxMTEiPFxcXExysrKaGpq8vjxY2bOnCkeNp9//jkSiYTCwkLBka2pqQHAwMCA/v5+li9fjlQqpbe3Fy0tLbq7u5k1axZ6enp0dXXR0dGBrtpc5rsAACAASURBVK4upaWlvHjxAgsLC1RVVUlNTRXp2OrqanGLLysr4+PHjzQ2NrJ9+3ZmzJghYByurq5YWFhgaWkp0J8+Pj4UFhaKIn9WVhba2tooKytz9OhRDA0NhZ3q66+/FmGnhoYGHB0dWbhwIUuWLOHx48fMmjWLjIwMsrKysLa2BhCZgP//jyKdraiHqampCbGMurq6QK4WFBTg7u4OQHJyMp2dnVRUVFBVVYVMJsPPz4+cnBxh63J2dsbU1FQc5AUFBSgrK2NiYoKqqiru7u5YW1sLmIiLiws5OTnExcWRnJwsfp9jxoyhr6+Pqqoq6uvrSU1NxdraGktLS44ePcoXX3whkJyNjY1C+fr+/XsGDRqEkZERYWFh2NvbY2xsjK6uLrdv30ZJSYnTp0+LFsSUKVPw8fHB1NSUK1euIJfLRY3Dz88Pe3t7tm3bhpKSEnPnzqWsrIyxY8fy/PlzHj16xM2bN5kwYQLz58/n7du3BAQEkJWVRUdHB6mpqejo6BASEoK6ujrPnj0To0kDAwN8fHy4ffu2QH7GxcWhrq4uRngfP35k5MiRaGpq4ujoKKYxij51XV0dPT09NDc3s2jRIgF1sLKyEpz8MWPGEBAQQH9/P0VFRSQnJxMVFQXAhAkT0NDQEPaqxsZG/v77b1paWpg2bRrp6ekMGzZM3OhsbGzEVOb69etUVVWJKuWHDx9EWNLFxQU7OzuOHj0qJkt6enrU1tZiY2PDkCFDKCsrE/rRS5cuAf9DMRsZGYl8jYIid/fuXZYuXSoUskVFRdTW1jJy5EimTZtGXl4eGhoaXL58mU8//ZR//vmHoKAgenp6sLS0JCMjg4GBAbS0tGhpaeHjx4+MGTMGPT09jIyMGBgYYPDgwWLyo/iuXrt2TfS6vb29SUlJoaioiIkTJ3L79m3hSlfsW1tbW0lKShK0sOrqapYtW0Z9fb3gFCjWPwYGBsTFxaGiosK3335LYmIilZWVqKur8/TpU0aOHElYWJhonnz8+JH4+Hhev36Nl5cXpaWlNDY2CobB/v37xcPQzMxMTDQVzm8lJSXa29spLy8XFSU7OzsRKpVKpcydO5fCwkLKy8spLCxk5syZvH79Wqxa79+/j7OzM+np6djb29Pd3S1Cuh8+fEBVVZWSkhJUVVWFeaylpUVIXhobGwV0SCqVoqGhgY2NDQ4ODvT19TF06FD09fUFwnT48OFcvXqVmpoaBg8eTG1trTCC1dbWYmRkhLe3N4aGhrS0tNDQ0ICtrS3JycmEh4eLrJOuri5lZWWMHz8eGxsb1q9fj6urq1gx2tvb8+7dOyorK1FRUaG9vV3kkUJDQ/H19aWuro7BgwfT3t7OixcvMDAwQE1NDeWHDx8mKh4qcXFx2Nvbk5ubS11dHSYmJri5uREREcGRI0c4cuQIurq6vHjxgsuXL6Ovr49MJsPV1RUzMzNRJ1H4lh0cHKirqxNvwVlZWfj7+9Pa2oqenh7V1dVs3bqV7777TuzBnZyc0NXVRU1Njba2NiIjIzEyMsLAwIDLly9jZWUlunITJkygra2NV69eUVJSgrGxMffv38fW1hYtLS2ePXv2v3+ksjJLliyhpKSE+vp6NDU1SUtLo7+/n9raWtLS0jh//jy1tbWYmpry+PFj6urq6OvrQ0dHBxMTEyZOnIijoyNmZmZiNDh79mwkEgk///wze/fuZd26dRw/flz0wH19fUUyffz48aipqVFZWUl5ebnociqA8y9evBCBDgXicujQobi6uhIVFYW1tTVmZmZi7+/i4oK+vj7W1tZC6eju7k5BQQFubm4kJibS29uLjo4OQ4YMwcfHh88++wxHR0ccHR1FujkgIIC6ujrxAOrp6aGhoUG8NCj2SYoqz8ePH8Xo09zcHGtra+RyOXK5nBcvXqCjo0N9fT0AERERuLi4kJCQQFhYGCNGjBCms5aWFqqrq0X3WE9Pj6dPn5KSkiJQnk5OTkLlV1lZiZKSEiUlJSxbtozm5mba2tqQSqUEBgYyevRoYfRR3GqjoqIoLS2ltbUVmUxGTU0NKSkpVFdXc/bsWd69e4eGhobA0yqoXkVFRfT09PDw4UOcnZ0pLCwUcgUHBwemT58uQkY//PCDIG8VFRVRWFhIX1+fqFI5OTnx1VdfYWtry9y5c4Wuc8qUKfT09IgD2s3NDW1tbZqbm8nIyBDNhp6eHqytrQkJCUFDQ4NJkyZRWVnJwoULefPmDb29vcyaNUtQzsLDwzEwMMDQ0FBQubS0tMSBe+PGDT58+ICpqSnFxcXo6OgI9rTi8F6xYgXp6emMHDmSpqYmRo4cKTjVCxYs4MGDB2RnZ6Ourk5WVhYymYyTJ08SEBBAdXU1ly5dwtfXlxMnTuDk5CTYDSoqKuTl5ZGTk0N9fT0+Pj48e/aMtrY2Ll68SG5urqgOpqenc+LECZqamrh8+TLq6uokJydz+vRpampqxCjT3t5eMBlKSkrQ1NQUfejs7GxSU1OFHlLxUJ4+fTre3t54eHhgY2MjRBJyuZz//Oc/ODg4kJKSQlNTE6Wlpdjb24vKnyKQpaGhQX19PXZ2dqiqqmJkZCSIbt3d3VhaWqKjo4OPjw/ffvst/v7+AppRWFgoPAUKbv/vv//OxIkTWbZsGSUlJeLPmzJlCikpKRgbG5Oamkp0dDS//fYb586do6KigkuXLtHV1UVbWxsymYysrCwMDQ0ZPnw4AQEBon3R2dnJ69evqaio4M8//yQsLIzm5maCgoLENMnCwoK2tjbOnDlDcHCw6PxLJBKuXbuGk5OTsKIBBAYGkpWVRUhICCYmJkyZMoWsrCzGjh3Lw4cPkcvl1NbWCh2x4kGoq6tLeHg49+/fx97eHn19febMmUNSUhLe3t54eXkJzOfAwADx8fEMDAxw9OhRMjIy6OnpwdXVlcjISLS0tFBWVhaqVR8fH0FcUyB8J06cyPDhw1m5ciWRkZF0d3fz8eNHwYhXAF6ePn3Ks2fPBHLVyspK1MpkMhm9vb34+PgwePBgUd9TcNQVMirFZfbt27fk5+dTWFhISkoKfn5+lJeX09TUhL+/Py9fvkRFRQVHR0ecnJyYNGkSMTExDBo0CBMTE4yNjWlqaiInJ4eOjg6GDh1KUVERyrGxsYnv37/n3LlzqKmp8c8//6CtrU12djZRUVFoaWlhaWkpMHKmpqZi1Pjy5Uuys7OxtbXFwMAAU1NTTp06xfv37zlz5gzm5uasW7cOf39/QTxTHH6HDx/G2tqaL7/8kqNHj/Lu3Tt8fX3FYR8eHo6xsTFpaWlERETQ0dHB5s2befbsGRYWFshkMq5fv46npyfnzp1j3759mJqaikSqImQSExODnZ0d3333HaNGjcLU1JRJkybxxx9/UFxczO3bt5kwYQKffPIJa9asQSKR0NbWxi+//IKHhwebN2/m1q1bXLlyBW1tbY4cOcLSpUvZv38/5ubmeHh4UFJSgrW1NTKZjP3795OWlsaOHTtEkGv+/PmMHz+eiRMnYm1tzfjx4wkPD8fT05P//ve/PHr0iJ6eHi5fviwOhCVLlvDgwQOMjIz47LPP0NLSoqysjOjoaMHM/u6776iqqhIvF62treIgfPDgAe7u7qxfv16ww7Oysli8eDFz5sxhzZo1REVFcfDgQRobG7l8+bL4/1HcoI2Njfniiy/w8fGhqqoKCwsLnj9/TmxsrCDKKZK/q1atorGxkSlTpgiW8oIFC/Dy8kIikRAaGoqBgQHm5uZiDO3r68u6deuEirS7u5uioiLWrVtHQkICvb29nDhxgpSUFOrr6yktLWXPnj0sX76cyZMni9H2kydPaGho4K+//hJfYDs7OxITE3F1dWXz5s00NTXh7OxMaGgo+vr6hIaGkpaWxtGjR4mPj+f48eP88MMPbNy4UUg26urq+OGHH7C2tkZLS0s8YA4cOMDkyZOZOnUqBgYGDAwMYG9vz8KFC5k8eTJFRUXExMRQWVlJV1cXCQkJfPPNN6Snp/PDDz/8DzGorMzff/+Nh4cHFy5cEDjGxMREAgMDCQ4OxtPTEzc3N27evElDQwMtLS309fWxZs0aUUeztrZmy5Yt9PT0cOXKFW7evMnOnTuFIU2xK1X8Hd3d3ZkyZQrt7e2MGzeOs2fPClnG3LlzKS8vJzU1leXLl3Ps2DE6Ojq4d+8eLS0tZGRkUFdXh7+/P4sWLWLZsmVERERw5swZ9u/fT01NDS0tLcybN48DBw5QWVlJREQEu3fvZsSIEVy5coU7d+5gZGREdnY2//3vfzExMcHBwYH8/HxxxiQlJWFgYIBcLkdXVxc7Ozt+/vlnYmNjWbNmDWlpaWzYsIH9+/eLrrKCDDVy5Ej8/f1xcHBg9OjRTJ06FRUVFZYuXUpAQADBwcGiIlpfX09UVBSTJ09mzJgxREVFsXfvXmG2cnNzE1Cl9PR0QkJCqKys5LPPPiM+Pl4QyOrr69HR0UEul6Ovr09ubq5Ioufm5rJ7927q6upEMn3mzJmYmJiQkJDA9OnTWbJkCbdu3RLa1Lt372JlZcWNGzdE7/vo0aNIpVK2bNnCgQMHePr0KefOneOLL77g4cOHdHV1sXDhQj58+EBMTAyJiYnU1NRQWVnJvHnzWLVqFfn5+fz1118UFBQQHBwsXqoUvXdFwt7c3Jzw8HDCwsJ4+vQp/v7+HDp0SMgv/vrrL4yMjNi+fbtIm7e2trJ+/XrxQq/gtl++fJmIiAjevn2Lg4MD9+7dw8zMjIiICL7++mvOnTsnoDNv377lzp07Ilv04sULlJWVuXfvHrdv3+by5cu8evWKyZMnExcXh4GBAWPHjqWlpUWIbmxsbPj7779ZsWIFLi4uzJ07l/z8fFauXMmFCxfEPnzatGkYGRlRWlrKmjVraGxs5OjRo2zYsEEoMT/77DPmz5+PRCIRMLDMzEyhD1XAgxQEQIlEgpeXFydPnmTt2rUAzJ8/n5UrV5KVlYW6ujpffvklpaWl3L17V3BPpk6dyrx586ioqMDMzIzp06cTFBTEo0ePMDIyEp3/SZMmoaysrJwYHx+PhoYGra2trF69mv7+fhYtWkRSUhIJCQmMHj2akpISfvzxR5ycnNi/fz+//vor6urqTJo0CXNzc7Zu3cqOHTvw8/Nj1KhRwrnb19eHiYkJly5dYteuXXz++ee4ubkJdm1JSQlDhw7FxsaGVatWCWeoYoerqanJ5cuXuXjxokiwp6enc/v2bcLCwjh//jw//vgj7e3tAPz+++/k5uayc+dOlJWVuXXrFq9fv+bJkyfcvn2bM2fOUFBQICAnAQEBbNq0iYCAAGxsbEhISGDLli28fPlS3MRyc3OZN28eDg4OjBw5UqT9Ll26xMSJE7l//z4ODg7cvHmT3NxcAgMDycvLQ1lZmdTUVDEK0dHREcSxjx8/EhgYyIIFCygrKyMjI0NALc6ePcvevXvZu3cvfX197Ny5kyFDhjB06FDi4+OJiYkRoaz/e4SuoaFBd3c3ampq4garqBzY2tqioqIikuNffvkl9+7dE51oxU3W3t5e9DgVRq7Hjx8zdepU5s+fz8uXLzl37hwjR47k0KFDNDY24unpyYIFC0R9QVdXF5lMxt69ezlw4ABNTU3s2LGDuLg4ampqRN1HW1ubixcv0tfXx/jx4wVz2NDQkIULF1JSUsKKFSvo7u4WX7KsrCzy8/NRU1PDx8eH69evo6urK26qampqQpsYHh7OixcvcHBwYNSoUVRVVfHx40dRd1myZAkDAwMsWLAAAwMD1q5dS1ZWFnK5HGtra2bMmIGHhwfFxcWcP3+eiooKVFRUBPUvPT1d4DgV6d8ffviBhIQEXF1defHiBbGxsXh5eaGiosLcuXOpr68nOzsbExMToSrNy8vDyMgImUzGxIkTaWtr482bNwwbNoyamhqUlZVpb2/HwMCA0tJSrl27JpSYenp62Nra8uzZM8aPH09BQQEJCQkYGBjg4uLCixcvGDx4MO/fv+fRo0eMGDGCbdu24efnh6qqKlFRUVy8eJEJEyZgamqKlpYWYWFhotNva2sr8h4HDx4U3Ojc3FwOHTpEXFycGMdPnToVMzMz7t69y6BBg7h8+TJ37txh1apVoprp7u4uGgXt7e1UVVWxaNEi6uvr0dbWRldXV3RfT58+zcmTJ9mzZw9ffvklM2fOJDU1ldjYWNzc3ERo8/z583R3d4vPgIIB7enpCfyPDPjjjz/S2dlJSUkJK1eu5OHDh9TX1wuy25kzZ3B1daW3t5fy8nIOHDhAS0sLcrmcV69e0d3dzfDhw3n06BH9/f2sXr2aO3fucO3aNebOnUtmZiatra1iDXb48GE8PDz48OGDkE8MGTJEvMgfOnRIpIzXrFnDhw8fRHVVIpEgl8vFjlmh/f3666/59NNPxbkxceJE3rx5w8aNGxkYGBATCltbW1FJy8jIoLe3lz/++EO0BubNm0dXVxcaGhrMnDmTnp4eQXpU5Aq+//57ysvLxfkRHh7O9u3biYyMRE1NDV9fX8zNzcX3/syZM8TFxbFs2TJyc3NRU1Pj0qVLHDx4EA8PD7S1tQURTyFGUnDRFUawnp4e9u3bh42NDc7Ozty4cYMZM2Zw6dIlvLy8yM/PFxjP/fv3izO1rKxMCESePXuGl5cX1tbWnD17lpycHCwtLfn1119JSEhgx44d3Lx5k++//17IW+zs7Kivr6eurk44Na5fvy5Y8SUlJVy9epU5c+bQ398vWk6qqqpkZGTw5MkTnj9/Tl5eHu/fvycmJoYdO3bwyy+/sGzZMpSUlMTz0MnJiaqqKlJTUwUwxc3NjdzcXDQ0NHj48CH379+nt7eXI0eOUFlZyb59+7CysmL//v0ov3v3LjEmJobdu3ezevVqzMzMMDc358qVK0RHR/Px40e2b9/O+PHjOX36NIGBgSK8pNhXJCcnM3r0aNavX8/s2bMZPnw4qqqqYtdTVFTEoUOHyMvL4z//+Y8IJChGArGxsejq6hIREcGSJUu4ffs2n376KYaGhkRERODs7MyePXsIDg5m2bJlyGQyfv31VzIyMpDL5URERCCTyXj58iWffvqpQD8+fvyYzZs3U1paipeXF0VFRdTV1dHW1sb3338vuOHDhg3D2NgYFRUV/vnnH+7fv097ezs2NjaMHDkSQ0NDxo4dK/Z6ig7e9OnTuXfvHkZGRkilUmbOnImmpiapqalMmDABGxsb0bXbs2cPv//+u1DxKRLfQUFBaGtrM2nSJCwsLPD39xdJ5bi4OKytrUlPTyclJUXsx3bu3Mm+ffswMDDg33//FYISLS0tQS/q6OigrKyM8vJyAgMDBe2strYWe3t7Tp8+jY2NDf39/WRmZlJcXExsbCyjR4/m5s2bjBgxgoiICHx9fdm7d69goPv7+wvqW3l5OdeuXaOmpgZTU1MKCwupra3Fx8eH9+/fC3B/eXk5s2bN4tdffxVSjdraWg4ePMi6detoaWkR+9zz589z7tw5Tp8+jbq6unjL/PfffyksLOTevXsEBgYKb293dzcNDQ2oq6vz999/097ezsDAACkpKdy9exdra2vB1+7r68PW1pazZ8/i5eXFjh07cHV15dChQ4IUVlJSQk9PD6dOncLe3l6MnK2srFBVVeXMmTMYGBhgZGREeXk5Q4cOFWIVRd965cqVwqv822+/0dDQIExHDQ0N3LhxQ3hyv/jiC7q7uzl06BDnz5+nsbGR7OxsHBwcuHPnDs+fP6erqwszMzOqqqqoqakhKytLJH4vXLiAl5cX6enpDB48mJ6eHsrLy5k+fTp1dXUiK3Hx4kUmTZrEmzdviIuLo7KykoCAAA4dOsTw4cPx9PTk3r17HD58GG9vb6RSKenp6TQ2NvLs2TO8vb2RSCQi0X7+/HnGjRsnBD7q6uoCvbl69WpMTEzIyMjg33//FYIXe3t7XFxc+OOPP3BwcCA6Oprq6moaGhqwsbEhKytLoDlfvnxJQUEB48aNY+zYsaSkpDB79myWL19OcXEx7969EwASa2trjh07hpeXFy9fvmRgYIC3b9+iqanJ8ePHRQBMgfotKSnhjz/+YOzYsVy6dInQ0FCio6PZuHGj2OFu374dBwcHfv75Z0JCQtDS0uLhw4fExMRw+PBhMRFwcHDg8ePH4qHm5eWFrq4uzc3NREVFIZFI6OrqQkVFha6uLlHPycrKoqCggJycHObPn8/u3bvR0NCgra2N+fPnc+XKFTQ1NbG1teXevXvs2LFDrKpMTEywsLDg1KlT2NjYiAloaWkppqamDBo0iAkTJgg2vkLYNHz4cPr7+7l16xatra04ODhQWlrKt99+i1wu59mzZ8yePVtAoaqqqvDx8cHDw4OamhqcnJxITk4mKSmJqKgovv76a7q7u5HJZMTExLBp0yaxJpXJZAJ2ZGVlRV5eHg8fPsTOzo4vvviCxYsXo66uTkhICF1dXZibm9Pf38/GjRuRSqWcOXOGhIQEoWuuqalBR0eHkSNHimbQ+fPnGTVqFC4uLowdO5YDBw7g6OjI3Llz2bx5MwcOHEBZWZnw8HD6+/vR1dXF0tKSuLg49uzZg4+PDw4ODpw6dYpRo0bh4+NDQ0ODoNx1d3ezdOlS0tPTCQsLQ11dnYaGBg4fPiz87S4uLnh6egoapbe3Nz09Pdja2gqYWE9PD9HR0YwbN449e/agpKTEjh07yMrKIjw8HJlMRkREhPCGh4SEoKSkhK6uLo6Ojty5c4fW1lZCQkJQHjt2bOKWLVuoqKhg6NChXLhwgTFjxojEZl9fH6dPnxZFd1NTU6ysrASuU5FcTUhI4MGDBygpKXHjxg1sbW1pa2tj8ODBhIeHC7JUREQE5ubmJCcn4+vry5MnT0RobevWrfT29hISEsKpU6cYGBjA39+f06dPk56eTmtrK6dPn+b9+/ekpKSwYcMGoqOj2bRpk9hrSSQSNDQ0uHPnjqDhhISE0NzcjIuLC+3t7eIWt3r1am7evMny5csZNWqUUALW1NSI2/K1a9dwdHTEwMCAX3/9lRUrVggbkALEkZWVxfLly2loaEAmk+Ht7S2MRlu2bEGBfpXL5XR1dREcHExbWxuDBg3i5s2bond74MABrl27Jsr7Hz58YPXq1Tx69Ii1a9cSGRlJY2Mja9asQVtbG1tbWwDkcjmhoaHCA+3q6oqNjQ0bNmwQI+l169bh4uLCw4cPBR4xPj6et2/fUlFRIYAwClhBamoqu3fvFvKRgoICrl+/TnFxMWfPnsXGxgYLCwuSkpLEjvTNmze0trby7Nkzcdv98OEDKioqjBs3jsePHxMZGUlWVhbd3d1s2LCBrKwsvLy8+Oabb+jq6kJXV5dJkyYxbtw47O3tiYiI4Pr16yxZsgRzc3MsLS3p7u6mu7uboKAgIWlQ7Bn19fVpbGykvb1dAGWCgoIwMzNj48aNnDp1isLCQoYMGUJnZ6f4PL98+RIXFxdOnDhBdHQ06enptLW18dlnn3Hr1i2Kioo4fvy4qJFs3bqV0tJSoUG8e/cuWVlZVFZWkp2djUQiobi4mEmTJmFiYkJnZycSiYRXr14RFxcnzHJ5eXlCTRoUFCTkOD///DP6+voEBweLzEVRUZEgIU2cOFE4mxsbG6msrGTZsmU8ePCAwMBA3rx5g5+fHwMDAxgbGyOXy/nkk0/49ddf6erqwsLCQnjVhw8fTk9PD9OmTaOtrY2NGzdiZ2dHcXEx8D/jXUFBAatWrSIrK4uamhomTpyImZmZGJXb2dlhamrKL7/8gqurK2/fvuXJkyf09vbi7u6Oj48PEyZMID8/n507dwr4ksIO19DQIA7moKAgZDIZkydPFnz4mpoa9u7dS3x8PI8ePSIqKgoPDw/Onj2Ls7MzhoaG+Pj40N7ejkwm4/79+1y9epXBgwejrKxMWFgYS5cuJSoqirNnz2JnZyfaGsbGxgLB7OzsjFwuR09Pj87OTsFsOHPmDD09PcyePZvZs2eLvrmJiQmGhobExsby/Plz5s+fz5s3b+jr68PGxobExESkUimjRo1CV1cXe3t7PDw8yM3NJTg4mE8//ZSnT5+Kzr6JiYkIVM2bN4+kpCQOHz6Mqakpf/31F2vWrKGwsJDly5fz6tUrCgsLMTMz4+LFi6I+O3XqVJ4/f87w4cNpamoiPz+fP/74A1VVVZydnZkwYYLIWBQUFBAREYG1tTXbtm2jvb2dkJAQ1q5dK0xpz58/Z9GiRXR0dGBsbIyPjw/JyckcOnSIjo4O/Pz8kMlkDB06lOrqagHMmjBhAuXl5UIO4+zsTFJSEhEREfT29mJhYYGRkZGoa+rp6YmAmyKXoaGhgYWFBQ8fPuT69esoKyvj6elJRkYG3377rZBS1dXV0d3dTVpaGseOHUNLS4utW7cSHh7O7du3hdI3MjKSuLg4tm3bJtYmAwMDAJw/fx5/f3/Onj3LhAkThD44IyMDLS0tXr9+zdy5c8WlUTERPHXqlDhDb926hY2NDW1tbVRWVuLu7s61a9eoqqpi5syZzJ07Fw0NDVJSUsSFx9XVVbzQVlRUUF1dzY0bNwgJCSEvL49bt24xfPhwnj59ilJiYuKA4u0qKiqKkSNH0tHRgUwmo7GxERUVFTQ1NQXZy8TEBA0NDVRUVDA2Nqa5uRktLS3q6upEqlPxI5FIqKyspLOzEwsLC9Hpq66uFsLyqqoqwVUtKCigt7eXzs5Oamtrsba2pq6uDnV1dUpLSwWn1t7ens7OTjw9PQVqtLq6Gjs7OzHWUCRKFSG2tLQ0iouLRYhEV1eX6upqgfNTwDd6enq4ceOGeDO2s7PD3d2dzs5OIRhXwDt6e3tFTWrUqFEUFxeTkZGBVCrl33//xcvLSyAgFelebW1tVFRU0NDQoKWlBXt7exFcUfQKFTAFIyMjysrK0NPTo7u7m7dv3/Ly5UsaGhrw8vKir68PZ2dn3r17R21tLUpKSpSWluLi4iKmlvEAlgAAIABJREFUHyYmJqioqIgdrOLm4uXlJeoGcrmcpqYm8QHt6+tDXV0dPz8/AgMDyczMxNTUlNOnT1NaWkpKSgqamposXLiQgwcPYmNjQ21trZC7l5SU0NLSIpLRKioqODs709LSgqWlJSoqKujp6REYGMjAwADa2tq0tLSgq6uLioqKANrI5XLa29vR0tKisLCQQYMGoampKeQDBQUFNDc3AwgggbOzM/X19TQ1NaGiooKbm5uorxUUFNDW1oaZmRk6OjpoaGhgZWUlUtrV1dW0tLTw/PlzJBIJurq6qKurU1NTg4+PDyYmJoKO19raSmpqqvjiKoKbip+hQ4fi4uLC/fv30dHRwd7eHm1tbSIjI6mtrUVDQ4Nr167x/v17XFxc2L17t/Di/vnnn8jlcuzt7YX+UVdXl/LycgGc0NLSEu0EExMTMbqdOHEi3d3d2NraoqSkREZGhlghKDrkhoaGNDY2MnLkSPT19bG1taW5uRlVVVWMjY0ZP368CN11dXUJG9LAwADFxcX/TwtAMW0wMDDA0dERFxcXTE1NUVdXF117Ozs7Ojs70dfXp6KiAgsLC3GrqqiooLm5GQsLC7HD7unpQUdHB1NTUxoaGoT29tixY1hYWODl5YWdnZ1wkOvp6dHe3k5XV5e4Xbe0tODp6UlcXBza2toC0qH4/hYXF6OmpoaOjg6qqqooKSnh5OREYWEhOTk5Qrrh6OhIU1OTgFfY2NgInnR+fj7W1tZUV1czbNgwAdl59eqVCBEWFxejp6eHnZ0dmpqa2NjYUF9fL26UipxDeXk5Li4uggKoCJIpUKzd3d08e/aMlStXCif8J598IqApUqmUly9f4unpSUtLiyAP1tbW8vHjR1RVVcV5bmZmhlQqZfDgwcIWqKhRKpSrhoaGqKio0NbWRl9fHwYGBjQ0NPDy5UtycnJQVlYWo2xjY2NK/4+uWPEi0NXVhZWVFSUlJTQ2NjJo0CA0NDTQ19envr5emP1cXV2pq6sD/qej1dLSoqamht7eXmQyGbW1tZibmyOTycQEZ2BgAG9vb9E/T05ORl1dXTDE09LSxFnu5OQkyGn9/f04OjoilUrp7OwUL0jFxcVMmzaN1tZW+vr6sLe3p76+HisrK6qrqykuLqa5uVmEqu3s7CgvL8fBwQGpVApAaWmpePBbWVnR399Pd3c3b968ERTFuro69PT0aGxspKWlhffv32NmZiYmDUZGRlRUVGBjYyMocAUFBWhpaWFkZPQ/82BoaGiiRCLB3NxcjDuVlJRobGxEVVUVOzs7tLW1aW1tFQxkdXV1WlpaqK2t5f3798I28vz5c549e0ZraytSqZSOjg78/f3R19env7+fgYEBYZHKzMzEzc1NADA+fvxIVVUVnZ2dWFpaMjAwQGhoKE+ePCElJYX+/n48PT3p7OyksLCQ5uZmHBwckMvlvH79WiQrFYQcKysrnJ2d6evr4+3btzx//pzu7m78/PwEGKCxsZGOjg5evnxJfn4+paWl1NbWUlVVxbt370TlRiElkUgkAjbS2dnJ+/fv6e7upqKiAg8PDyorKwWQRU9Pj8GDB+Pu7o6qqip+fn5ihNbY2EhzczPV1dWijiSRSARTWbGPLy4uZtiwYTQ1NbFv3z6ys7MxMDCgp6cHZ2dnzM3NxZ5JLpczdOhQlJWVcXZ25unTpwQFBdHY2EhVVRU6Ojro6Ojg4eEhbt2A6GPX1taKF5Lm5mYePHiAsrIybm5ughz09OlT0tLS6OvrQ1tbG2tra+rr66mpqSEwMFBUef5vmYujoyMBAQGYmpoSEBAgqGpmZmbo6enR0dFBaWkpUqlUHI6enp5ip2Rvb09AQADjxo2jvLyc2bNniy68tbW1kHwowl9aWlr4+fkxfvx4ZDIZT58+xdramo8fP+Lr6yvWB7NmzeLNmzdYWFjw8eNHtLW1qa6u5vr16+JlU+FSVozEFG/NCopdTU2NmKr83z9aWloEBwfT0dFBWFgYUqkUQ0NDGhoaROYgPz8fMzMzvLy88PX1Zfr06fT399PQ0CBeZL28vGhubsbIyIjU1FT09PQoLy8nNzdXqP4UaXM1NTUcHR0ZGBhAKpUyYsQIJBIJc+bMwcrKivj4eJSVlQkKCsLf35/w8HC8vb3FQfvx40dqamo4deoU+/btw8vLi8DAQLq7uxk8eDABAQHk5eWhpqaGu7s7a9euZfz48cJZ7eTkhLu7O25ubmhoaBAbG0tPTw+jRo0S+koFF14xKXF3dxdwJcXh2NHRIbS1CjOYkpISampqZGVlMWLECHFjVVNTQyqVYmpqKn5H9vb2aGpqEhkZiba2NnK5nI6ODlE3LCoq4uHDhygrK1NeXo6JiQmXL1/Gz88PY2NjMeLV1tamo6ODESNG0NDQQHt7OwEBAbi7u4sEfmVlpXhZkkqlYqWlqqoqAoqK+taMGTNob2/H09OTrq4unJ2dxQi1qamJ2NhYpFIplpaWlJaWoqamxrlz57C3tyc1NZVhw4ahq6uLgYEBK1asoK+vD3d3d3bv3k1cXBwWFhY4Ojpibm7O5MmT+eSTT9DS0iIoKIjc3FwiIiJEx37+/PkMDAyInb2HhwcxMTHY2tri4eFBUlISI0aMwN3dHSUlJRwcHJBIJFRUVKCuro6Ojg6jR4/G2toaKysr8YLo7OyMh4cHPj4+ImGtaG00Nzfj6OiIqqoq06dPp6uri97eXmETVECDFAnu1NRUWltbhQpZoSZWnJ/BwcEUFRXR3t6Ou7u7YPVbWVlRXl6Om5sb2dnZ9PT08ObNGyEdkcvl4gWjvLyclJQUHj9+LCRKBw8eJC0tjXPnzvH27VsuXrwoUKJ1dXVIJBLOnDnDL7/8wt27d/ntt984deqU0DOHhoZy9+5dGhoamDRpEjU1Ndy9exclJSUhrBk0aBAAUqmUx48fi0lrY2Mj5eXlyOVy8vLy6Ovro6GhAR0dHXGBVra3t0/8+PEjhYWF3L9/X3TelixZwieffMKePXsEeWX79u1oa2vz8OFDtmzZwtmzZ7GysuLJkyeCpZ2ens6jR4+4fv067969o6qqisjISHJzc1m1ahV///03f/zxB0uWLGHv3r0YGRlx5MgR8UEMCwvj2LFjov7U1dWFuro63t7e3Llzh0ePHok6wbt378Q+JjQ0lKtXrwrp/Jw5c2hubmbZsmXC3RwQEMDOnTsJDQ3FyMiIEydOsGbNGp48ecKRI0dEYf/27dssXbqU3t5e4RmeOnWquA3m5eWJusrbt2/p6Ojg+PHjXLp0iTlz5hAVFcXWrVupra3F3d2djo4O8aav4MZKpVISEhKQSCSsX7+esLAw0fFTV1dn1qxZPH/+nKVLl+Lq6srixYvp6Ojg+vXrLF26VCRZExMTGTx4MLa2tixYsIDXr18zcuRI4b6OiorixIkTbN68mS+//JLg4GAxku/r62Pz5s2MHTsWHx8fAJSUlJg9ezYlJSWcPXuWc+fO4eLiQlFRER8+fEAikeDi4sLkyZPx8vJCQcnT1tYmODiYuXPnsm/fPiwtLZHJZEyYMIFx48YRHByMh4cHEyZMQF9fn+fPnyOXy1m6dCn5+fnMmzdPpDz7+vp4+vQpGzduxNLSkkGDBpGTk8OTJ0/o6+ujuroaX19fpFKpyAFMnDgRFRUV4uPjSUlJwcXFhc2bN4skf1FREYsWLaK5uVkwvBW84o0bNwqSWkhICAMDA1y8eBFLS0tcXFxETWzRokWiaqcgJ8XFxREREUF0dDQBAQECsDB9+nRiY2NFNmLOnDn4+PhgaGjIpk2b2Ldvnzi49u7di76+Pt9//z2vXr3Cw8ODvXv3UlJSws6dO1m7di3h4eFkZmby5Zdf4u3tLZoZJiYmSCQSpk2b9v9UZvLy8sSLcHV1tThIq6qq2LdvH8uWLRPVwPz8fO7evUtSUhL6+vpMmTIFTU1NkQhXjIKfPHnC999/z8DAgKgK1dTU8Oeff5KQkMDp06dxcXHh3LlzJCQkMGTIEDIzM1myZAlubm6cOnUKXV1ddHR0aGho4M8//0QqlfLNN99QWlpKSEgIGzduZNiwYaSnp3PmzBmam5vp6Ojg0KFD2NnZiWTwli1bmDZtmpgMJiUloampCYCHhwebNm0S8pRhw4ZRW1vL1atX2bVrF5cuXSIuLg4jIyNcXV3ZsGEDPj4+SCQSZDIZUVFR/Pnnn3R1dVFUVMThw4dxcnKivr6e7du3izXBmDFjOHPmDC9evBCyiIP/H1VnHZb1+cbtk26kkRBQQEpAUFQQFRQssBXEZuKs2TrnnNM5cdMZmzFrYncXJQIGjSgipXRIdyvx/vF7n/t43/89DuXB7/3c3+v6fM7z1ClcXV3p378/S5cuJTs7mzNnznD69GlGjhzJnTt3WL16NceOHSM1NZW0tDT69+8vLFzDhw/n7NmzWFlZMWbMGNzd3YmOjhZvrP/++y+vX79m6tSppKSkcOTIES5duoS9vT25ubls2rSJoqIi2tra0NPTw8/Pj4MHDyIlJSXWN5L60+fPnzly5Ajbtm3j2bNnQg+rrq7Otm3b2LVrFydOnKC7u5tVq1Yxf/58AZRqaGgQZ0JJSQlfvnwhPT2dW7duceXKFRQVFXn58iXq6urIyspy5coVUdfNy8tj7dq1QiV5/vx5ent70dDQoLW1lYCAAKZOnUpdXR16enr88MMPVFRU4Orqira2Ni4uLsTGxtLZ2YmUlBQpKSnCEiiRwsyaNQtfX1+am5v59u2b4NM7OjpSUFBAeno6f/31l+jt79+/X4hDJM+Jra0tEydOZPTo0Xh4eGBnZ4eUlBRGRkbo6upy8OBBjh49KtjhZmZmwnAm8SDcv3+f/fv3Y2JiwsaNG9m1a5eoFE+dOpVv375x6dIlVq5cKXgjcnJyqKmpERwcjJ6eHnFxcWRkZPwPUlNfX78nKytLUIOqq6uRkpLi69ev5OTkcPXqVYG+lFBeJLd8SdJYInlISUnBw8OD7du3Y2hoyNy5c7l37x7r1q3j7t27nD59GllZWbKzs7lz5w4DBgwgJycHGxsbhg0bxubNm8nLy2Pjxo24u7sza9Ys/vzzT96/f09RURGXL1/mr7/+Yty4cXz79o2PHz+KlLVkRLlw4UKysrKwt7fHxcUFc3NzpKSkhPP32LFj/PTTTwQGBiInJ8eDBw+ws7Ojo6ODLVu2oKCgwNixY3nw4AETJkxAS0tLkJuWLFkiqGj19fVYWlqSnZ3NokWL2LRpEx0dHTQ1NfH27VuMjY158eIF1dXV/PHHH2zevJnq6mq0tLQYNGgQ165dQ1ZWlsjISNTU1Fi4cCFmZmb8/PPPDBw4kMrKSr59+0ZkZCSXL1+mq6uLZ8+esWLFCvbv38/Zs2fR1tbmzp07pKSkUFNTw7t379DQ0BBovnXr1hEfH8/s2bMpLi7m8ePHfPnyhatXr/Lrr7/y9etXoqOj2bRpE8+ePUNdXZ3y8nIaGxvFpU1XV5cXL14wbNgwUQnZtWuXsI1JRoT5+fls3LgRW1tbsWvU1dVly5YtDB06lJiYGPHwurm54efnR2FhITY2NmhpaWFvb0/R/7Wjubq68uLFCzIzM2lqahJJ/Xnz5tHS0sLWrVtpaGjA1tYWc3NzlJSUaG1tFfv+b9++oaGhgba2NgkJCfT29rJ69Wqio6NJTU1l2rRpfPr0iUmTJqGkpIS2tjYaGhr4+Pjg6OjI9OnT0dHREejR/v37C0bApUuXkJWVZdiwYUIOMGLECOLj46mtreWPP/4Q/V5JBzYgIICenh4KCgrw8fEhOjqaSZMm0dPTg7+/P/369aOsrAwtLS327t1Le3s7xcXFyMrK0tHRgZycHGfOnOH9+/eMGDGC/v37Y2JiwpQpU9i7dy+jR4/m06dP7N27FxsbG+Li4ujq6kJHRwcZGRn8/PyYPHky+/btY8GCBWzdupV169ahoqIixrGLFi3CwcGB8+fP8/79ezo7OxkxYgRPnjyhsrKS3bt3IyMjw71798jKyqKgoIBLly4J4E9XVxeJiYmCq97T04Onpyf//vsvBw4cYMuWLRw7dowdO3Zw5swZKioqcHR0FAIaS0tLFi1ahLq6OmVlZZSWlrJ7925Gjx7N169f8fHxoaWlRWhcnZycOH/+vIAXSfIbqampWFtbC/OSJFT34cMHVq1axePHj/Hw8GDPnj38+eefotYpLS1NTU2NGAtfu3aN+vp6oerV19fHzs6OpKQkLCwssLa2FpdBbW1tLCws2L59O5s3byYnJ4eXL1+yc+dOAFatWoWysjIDBw7k7t27DB8+nA0bNggjYUpKCtnZ2ezbt4+ioiJUVVWF9/rs2bPC3BQZGcnXr1/x8vKioaFBvBEOHDiQ6OhocnNzKS0tRUpKStQ47ezsxBdyWFgYVVVV3L17l6tXrzJkyBAyMjIYNmwYu3btQlVVVdTZjh07xrZt23ByciIyMhJ/f38GDRpEWloanz9/JjU1lYiICNzc3Hj58iUjRowgKyuL9vZ2du3aJaZAycnJREREYGlpKXSua9euxcfHh8LCQpSVlVFSUhK0upiYGBITE0lKSqKiogI5OTnCw8MFkay4uBhfX1+ys7MxNzfn9OnTDBw4kI8fP5KRkYGrqyt6enpiHdPa2oqDgwOqqqrieZec0xkZGcTFxRESEsL8+fNFPkVPTw9LS0uam5tFn3zQoEEMHjyY6upqMjIy2L59O3FxcYSGhrJkyRIyMzOF2c7NzQ1VVVVyc3PR0dHhxIkT9PX1sXLlSvLz89m6dSsyMjKCcnf48GEBAMvKyqKpqQl7e3sWL17MgAEDxDPR3d2NTFNT0x5JSnj//v1oamoyaNAgDA0NuXnzptgvDB8+nNzcXGbMmMGxY8d48+YNKioqqKqq8vTpUwIDA9m8eTP379/H0NAQV1dXZGVlMTAwEIfBrFmzqKmpYdKkSYwYMYLx48djaGjIunXrePHiBbGxsaIycO/ePf755x9++uknJk6cSHV1NTNmzMDR0VHUYiSM8f79+wsm7aBBg5g3bx4DBw4UO+yVK1eSnJwsdnISmLuzszPp6en8+eefBAYGoquri7OzM6mpqRgZGWFpacmdO3e4desWra2tJCcn8+nTJzQ1Nfn69SsRERGMHTtWdB/fv39Pc3MzYWFhqKmp8fHjR5SVlQV3vKKigjlz5rBt2zaePn1KQkICCxcuFJi9kpISgoKCqK+vJzk5mZiYGDEqvnnzJs7OzlRVVTFo0CB+//13/vzzT8rLy8V+zsHBgbdv3zJs2DD69+/P6NGjmTp1Klu2bGHevHlMmTKF/fv3ExwcTG9vLzNmzKCxsRFjY2OysrLYsmULly9fxtramszMTNFZvXHjBo2NjSJ8M23aNBobG4mOjmbo0KF4eXlRWVnJ7du3+fz5Mw0NDaxYsYI3b95w+PBhTp8+jaamJmlpaURHR9PZ2cm5c+dwc3MjJCSE2NhYioqK0NTURFFRERUVFSwtLRk4cCDa2toMGDAAGxsbnj17xqhRo/jll1/E2sXCwoKoqCja29tJTU3lyZMn4mJw79490tPT8fT0ZOLEifzxxx/o6elx4sQJZs2axcWLFwkKCmL+/Pn069eP69evc+jQIRoaGlizZg3FxcXo6upy584dlJSU+Pz5s7gA/PLLL6iqqvLgwQMyMzOpqakRl4XXr19jaWlJSEgImzdvZsqUKcJLLclbKCkpERkZybhx43B1deXw4cOcO3cOGxsbHjx4QEJCAs3Nzbx58wZ5eXnOnDmDtLQ0v/76K/X19dTU1HDv3j1MTEzIzMxERUUFLS0tpKSkRI0mNzcXdXV1QkJCuHLlCnJyciQmJjJs2DA+ffpEXFwcjY2NGBoaoqOjw6xZs/Dx8cHBwUG8KT548EDwrENDQ7GysqKwsBA1NTVKS0uFvEWCBr148SL19fVISUnR2NiInp4e2traorMbFxeHiooK1tbWyMjIUPR/ZTGvXr0iPDxcBIHMzc159uwZ9+/fx97enlu3bmFra8uYMWNIT09HT0+Pnp4egVnt6elh1apVjB49muzsbMzMzDAwMCAxMZHi4mLk5OSIjo5GRUWFiIgIPD09efbsGWZmZuTn5xMdHc2ECROIjY0FEDhRydpO4m42NzcXOtaEhARKSko4e/YsWlpahIaGcu/ePdHLDg4OFopSbW1t0tPTkZOTY9y4caioqAi+uaqqqkgJ19XVkZiYKEJGEp9AQEAACgoKbN68WUyZfvjhB/bu3UtISIiQd6SmplJeXi4CfhIDoYQEqaenx6pVq1BSUuLp06ecOnWKK1eusGrVKgDs7e0JDw9HX19fOMz9/f1JTExEQUEBQ0NDjI2NUVdXZ8qUKdTW1rJu3ToSExM5cuQIDQ0N2NnZkZeXx5EjRwSRUklJCSkpKVpbW9HT0+O3335DX1+fJUuWYGtri56eHoMHD8bJyUkEMmfOnClWZA4ODmRnZ6OqqkpYWBi7d+9m6NChTJ48mSVLlmBmZsa1a9fw9/cnMzMTR0dHVFVV6erq4v379wQEBFBUVISOjg6FhYViNdrT0yNWFzo6OsyePZuwsDBRL46NjcXS0pLr16/z6tUr2traWLJkCVlZWSQnJ2NlZUVoaCidnZ3k5+ezc+dOuru7iY6OZu/evYwbN47Pnz9jZmaGtLQ0NjY2YlKoqKhIZ2cnP/30E0+fPsXR0ZH29nbOnDlDQUGBEP+MHz8eExOT/wm0+vr6+gICAqisrOT9+/c0NjaKHafEwmJlZUVGRgaLFy9m/PjxXLlyBX19ffT19bl16xZWVlYEBgYSGRlJc3Mzb9++RU9Pj6SkJPEBSHp4hYWFFBcX8+bNG8zMzPD09KSyshI9PT3u37/PokWLOHXqFLt27RJvLYqKiowZM4bbt28zfvx4lJSUxC18165dBAcHY25uTkREBNu3b+eff/5h+fLldHd3ExERQWdnJ9LS0nz79k1QcPT19cX+4/nz5+zfv59Dhw4xfPhwGhsbSUpKQkVFhW/fvvHTTz+Rm5vL5cuXmTNnjnhLy8zMRE1NTehBbW1tOXjwIBYWFujr6/Pzzz9TXFyMsbExVVVVfP36VYQqrKysGD9+PFVVVXh5edHT00Nubi729vbExMSIBHhqaiojR46ktLQUJycn0tLS8PX15cuXLxgaGiIjI0NGRobYp/r6+vLu3TumTZvG27dvBfNbRUWF+vp6iouLKS0tZcSIEQwYMABjY2M+fvxIREQE5ubmgsZjZWVFdHQ0586do729nQsXLqCoqIi8vDwNDQ2cOXMGTU1Nuru7hVPY0dGRz58/C9CIubm56A93d3eTlZWFp6cnZmZmuLi4CFxhTk4OXl5exMTEsG3bNi5fvoyjoyPl5eW4uLhQUlKCsrIyzc3N6OjocOPGDX755RcuXrxIZWUl33//Pfn5+SgqKlJbWyt2zRIub2xsLCNGjOD+/ftIS0tjaGjIjRs3hDM8MDCQixcvkpOTw8SJE/nvv/9wdXUlLy8PKysr8UUzceJEPn36RF9fH/379xfBx+LiYpSVlUVY8uvXr4LDLwniFRQUMGHCBKKiohg9erToRL98+RILCws2bdpEcHAwJiYmTJ48mZCQELy8vJCRkSE+Ph5lZWUqKyuZO3cuGRkZ9PT0UF9fLy6CkyZNIioqCg8PD6Kjo1FSUhJu5MGDB5Ofn09HRwfm5uZCMVlXVycubCUlJZiammJqaoqHhwdr166lr6+PKVOm0NXVRVNTE01NTQwYMABdXV3Onz+Pg4MDr169IiEhATk5OZSUlFBTU8PIyIhTp07h7u4uDiYAWVlZFi9ezI0bN3j37h1DhgwhLy8PfX19DA0NcXNz4/r163h5edHZ2cnHjx+xtramqKgIT09PdHR0uH//vvB1d3d3Y2RkhLa2NvX19Tg7OxMWFsbs2bO5d+8eDQ0NxMTEUFpaioeHBwoKCqioqAg0qOTSKdmld3R0YGJiQl5enpA+SGQuMjIyggx47do1hg8fTnd3N2VlZfT29lJfX4+WlpaoeJaWlgoxUm1tLW/evKGxsZHu7m7MzMyIj49n5syZFBcX8/z5czZs2CDoWBLn/JgxY9DV1UVXV5fU1FTU1NRYtmwZd+/eFc7poKAgwsPDaWtro76+nrq6Otzc3ARuNyUlhVGjRvHo0SOGDh1KeXm5CPJJQq4SxPOYMWN48eIFKioqJCQkMGrUKIFTlZOTIzc3VyCXV65cyZs3b9i/fz9HjhzBzc2NV69eCcJbcXExtbW1NDU1iXVoeno6+fn5BAcHi/Wqs7MzpaWlREdHCxS1pBInkapIVi8eHh6Ehobi7+/Pq1evBNL21KlTwP/0ypLR8bVr1xgzZgx37txh+vTpPHr0CG9vb/GM9PT0kJKSIr4kJZUzJSUlkpKSWLhwIWVlZcIR8OrVK2bPnk1ZWZmgySkqKpKRkcHJkydJTEykurqa3t5erKysSEhIwNTUFHNzc86fP4+5uTlaWlp0dnYCEBYWhrS0NFOmTBGI4W/fvpGYmEhTUxPu7u58/vyZ0aNHc+rUKWbNmoWVlRUyCQkJe9LT07G0tKSsrEzsOCWmn/r6egHAj4mJwd7enqtXrzJjxgxu3LiBra0tFy9exMnJSVRIUlJSsLOzE7dXyQ/n6upKZWUlGhoaDBkyBDc3N/T19XF2diYpKQl3d3e+fv3Kd999R2pqqnCZuri4cOjQIfbv3y9g73V1dSJNbWpqiouLi7BlBQYG0tfXR2dnp9jHmZmZMXz4cMaMGYOvr694u7S1teXFixcoKiri5OSEk5MTra2tYndnYmKCh4cH+fn5eHp60tvbS1dXl9jDSbrM8fHxmJqa8uHDByFE8fb2pq2tTXy227dvx9/fn6dPn7Jq1Sqsra2pqqpi4MCBVFRUMGHCBBFMkID1hw8fjomJCfLy8iLdDVBVVUVeXh7fvn3DysqKmJgY1q/JiNpuAAAgAElEQVRfT05ODp2dnYJuJanumJubCxWgiYmJ0A5K6ictLS34+vry8uVL3N3dUVBQEArLyMhIxo4dS2dnp0BmSqxSr169QlpamtraWtLS0hgyZAiZmZmEh4cTGRlJWVmZ6IZLUuISm5LEIDRlyhQqKip48eIFvb295ObmiiRuc3Mzp06dEkIZyeEouYB9//33gp2so6PDxYsXmTp1KiEhIUybNo2HDx+K9oK1tTXd3d1oa2vzyy+/UF9fj56eHjIyMuTl5eHh4cHChQvx8/Nj6dKloiNrZ2eHs7MzABYWFrS1tQmSX0FBAcXFxeTn51NSUiJSxxL/rqR7W19fz/Dhw1FWVkZTU5OqqiqamppwdXXF3d2dkJAQTE1NMTAwIC0tjdevX/PhwwdOnDiBs7Mz9fX1Qrna2trKuXPnkJeXp6+vD2lpaaytrbl06RLNzc3079+foqIiPn36hIyMDCkpKUhLS1NYWEhAQAA6Ojp8/PhRuLKNjY1paGgQZD9NTU16e3tRV1dn586dNDY2Mn/+fE6ePEl9fT3nz5+nuLiYxMREgerNzs6muLiY+Ph4dHV1kZKSYvDgwYSHh4twobq6OomJiQQFBfHu3Tt0dHTw8vLC1NSU/Px80ZPv7u5GS0sLc3NzVqxYQUVFBfn5+bS2tqKgoICenh41NTX09PQgKysrLj0bNmxg8ODB4lBNSUnh7du3opmQmZlJZGSkIBw+f/6cZcuW8fTpU2bMmEFfXx9xcXG8ffsWTU1N0cI4evQoAHZ2dhw7dgx5eXmKi4upq6ujtLRUjF4lHgNJmKisrIxLly4hLS3Ny5cvGT58OHJycujr61NUVMS5c+fQ1tZGRkYGGRkZ3r9/z8CBAxk9ejT19fVCFRkWFoaxsTHPnz+nX79+4gL022+/8fLlSxQUFMjNzUVPT08AeSTIXwka2s7Ojvr6enbu3MngwYNJS0sTf8f169cFPXLu3LkcPXqUyMhIbGxsSExMFGKXkpISVFRUmD59OrW1tRw5coQnT54I17nEVb9mzRpqa2sFjdDIyAgHBwexJvLw8BAvBmZmZujq6jJq1Cg0NTXZs2cP48eP59mzZ/Tr1w8DAwNqamrQ0tISLRIVFRV8fHyoq6ujpqYGc3NzKisr6e3tpaenh9DQUPEcSVYY8+bNo7a2Fn19faSkpFBSUmL+/PkCgbx582bk5eUpLCwkMDCQAQMGMGXKFGJjY5GWlmbMmDHMnTtXvKUbGhpiaGjI9u3baW5uxtLSkgULFtC/f3/KysoYOHAgixcv5u+//0ZDQ4PRo0ejqamJnp6e4Imrq6vT3NyMs7MzTk5OaGpqEhgYiKurK4aGhlRXV1NRUSHC1RoaGsgsW7Zsz5AhQ3j06BHz5s3jzZs3+Pv7C1vTly9f0NLSYuDAgXh5eREZGcmmTZt49+4dx48fF9H4n376iUePHuHh4YGbmxtDhgxh8uTJaGpqYmhoyH///UdaWhoWFhYixRkfH09nZyfe3t64u7tjZmZGcnIympqauLu7Y2BgQH19vbA2bd68mb///hsbGxtCQ0OxsLDAwMAANTU1bGxs8PX1JTQ0VCRCv//+e44dO0ZFRQXfffcdcXFxtLa2UlpaSnh4OJ2dnbi5uZGTk4OamhpOTk5cuHABLS0t6urq2LVrF4aGhigoKFBVVYW3tzclJSUsX74cOTk52traCAwMZP369dy/fx9ZWVlWrFhBU1MT2traQol44sQJrKysqKqqQllZmZCQEG7evElDQwNXr14VopGKigo2b94sRnMKCgoMHDiQkSNHUlZWRltb2/+i/TIyhIeH069fP6ZMmcKGDRswMjLi2bNn+Pv7s2LFCtra2nBzcxN2J4CVK1cKi5XE2nP//n3S09MZPXo069atQ09PT2QVsrKyKCwsFKPl8vJyoaTcs2cPdXV1fPz4UZClRo0aJf5tBw8exNLSks7OThYtWsTLly95+vSpSDS7ublx6NAhSkpKcHZ25vbt2+KGbGpqCsCmTZv48uULs2bNorGxkX379vHmzRvmzZvHpk2b8PX15dmzZ0RFRbFnzx4uXLggXNs3btzA0NAQVVVVXFxceP36Nd3d3TQ1NbFmzRoMDAw4fPgwb968oaysjMOHDzNz5kwmTZqEsrIyXl5ehIWF0djYyK+//kppaamwHcnLy/PHH38QHx/Phw8fsLe3x9zcnObmZtrb2zl9+jRLliwhLi6OBQsWMGzYMCIjIzE2NiYnJ4fExET69evH+PHjSU9PR01NjRkzZlBYWMi5c+fIzc0Vafrp06eTkZHBjz/+yJUrV6ipqUFNTQ09PT1CQ0PR09NjypQprF27Vqj7cnJyMDU1ZdasWaK/a2NjQ3NzM9u3bxcrDykpKRoaGli2bBny8vICNFFbW8uQIUMEoUniDL537x7Hjh1j+vTp3LlzB2lpaXp7e/8/M5Xki19eXp729nakpKQICgoSF9z58+dTVlbGrFmzOHHiBBUVFaipqSEnJ8eNGzfo7Ozky5cvlJWVUVlZybt376iurmbChAmcPXsWgF9//VVoW1esWIGHhwdlZWXExcVhYmJCXFwchoaGzJs3jwcPHrBx40ays7P58uULhw4dorOzE2VlZV69eiVgKYMHD8bMzIzr16+zd+9eMjMzaW9vJzY2lnXr1ol2y8GDBwkNDWXlypVkZGTQ3NxMfn4+X79+ZeLEiQwZMoS7d++ycOFC6uvrWbZsGaWlpSxevBgjIyMiIyOZNm0agYGBtLS0YGtry5UrV4iIiCAgIID6+no0NTX/P5Z7RkYGc+fOZeTIkUKU891333H69GkB7Ojs7GTNmjX8999/uLm58fDhQ3x8fDhy5AhOTk7igvP/nndnz57Fzc1NXJJ++eUXsTbw9PREU1NTfElK3sD379+Pjo4OM2bMQFpaWqBMJWTE+vp6AgICaG1tJSUlhdzcXJqbm8nKykJDQ4O1a9cSHh7Ozp07qays5KeffqKmpoacnBykpaXJy8ujtLRUEMjS09OxsLBg7dq1REVFYWNjQ1BQEEuXLmXy5MkcP36cCRMm4OrqSmBgIG/fvhV7/KCgIAwMDFiwYAHNzc1MmzZNQKny8/NRUFBg8ODB3Lx5U8iv5OXl+fLlC0+fPuXs2bPU19cDUFxcLKxhsrKyfPz4UVwMra2tOXHiBKqqqsTExBAaGkpiYiKnTp0iNjYWBwcH7OzsuHfvHu3t7Rw7dozw8HBxQdfV1RXny+DBg5GTk+PUqVMsWLBAWNH09PQwMzNDRl1dfU9UVBQlJSWMGTOGiIgIHj9+LAgtEydOZOzYsezYsYPTp0+LtOC8efPIyspCVlaW7u5uEbqSlZVlx44dmJiY8Pfff3Pz5k28vb35+++/MTExITc3l76+PkpKStDV1SUjI0N88fbr14+CggLev39PTEwMTU1N6OrqkpaWJnqikZGRFBYWYmxsLHqaktpFVFQUDx8+pH///mhoaHD9+nU8PT2F6zkmJgYJJEZKSor+/fuTlpbGuXPnsLOzIyMjgwsXLlBcXIy8vDyPHj3CyMhI/IIk4RoJyUdLS4uqqir8/Py4f/8+R48e5cWLF1y4cIHCwkKGDBnChQsXUFdXp6ioCAcHB8LCwjAyMkJTUxNjY2O8vb1xdHQU4z0pKSlkZWX55ZdfGDZsGNra2sjJyREaGkp+fj6Ojo5ib+rj48PIkSNF/UZLS4vDhw/j5+eHnJwc6urqqKiocO3aNSoqKkhNTcXAwIDy8nL8/f3p6OggPj5e7DQlyWBlZWVmzpxJeXk5J0+eFJkGKysrdHR0SEtLY8uWLcjKyuLh4UF3dzd6enrExMQIsciHDx+4c+eOIIRJS0uLMevChQu5ffs2AQEB7Nixg4SEBBwcHBg/fjznzp2jp6eHsWPHYmZmxqZNmwDEG6JEyfn582eBs3R0dOT777+nu7tbgFkk+7EnT56wfPlyVq5cKSYvDg4OODo6sn79ekaOHImBgYGAeZSXl6OmpoaMjIzQXU6bNo3169cTGxvLoEGDCA0NJTY2VugcJVKbS5cuMXXqVNzc3NDS0qKjo4Pe3l6ioqJE33TatGkUFBTg6uqKjY0N8vLyJCcnU1dXx4gRI/Dw8ODjx494eXmJLrSuri579+4VdLXg4GAiIiJwdHQUfdHbt29jbGzMvXv3mDFjBidOnCAnJ4fbt28L25WpqSnfvn3j0aNHTJ8+XdC88vPzsbKywtjYmKamJjZu3Ii8vDzTp09HQ0ODyspKxo0bx4MHDygtLWXIkCGMGjWKmJgYenp62L17N9bW1pw+fZr4+HiePn2Kv78/WVlZzJw5EwUFBZYvXy7c4h0dHXz9+pVjx46ho6NDUFAQmZmZzJs3jxkzZrB27Vo6OzvZuXMnJ06c4NSpU1hYWIgx76JFi2hubhZfUE+fPhWj8b6+PqysrNDQ0CA/P59NmzaJdH9tba1gL/zwww88fvyYI0eOYGJiwsuXL5k0aZLwU1tZWaGrqyv28lFRUQwZMoTu7m5qamqora2lvb0db29vQkJCGDZsGDt27ABg6NChYgoRGRkpuv4S09m8efPo6+vD29tb/D01NTXMnz8fGRkZYmNj2bFjByoqKhQWFjJx4kSOHDnC6NGjWbhwoaifWVtbs3TpUjw8PPjy5QthYWHY2NhQUlJCeXk5PT096Ovrc+3aNa5cucLMmTO5dOkSgYGBjBw5El9fX9TU1JCSkiI9PV0ITKytrRk8eDA+Pj6EhYWRnp6OgYGB+HPfffcdo0ePZvr06fzxxx+MHz9eMMMl6OfLly+L3fWZM2fIzMwUdUX4nz2xq6uLuXPnMmbMGLKyshgxYgSRkZFkZ2cDkJaWRl9fn7hs2Nvbk5aWRlhYmDBb3b9/n7a2NioqKjh+/Djv3r1j1KhRVFVVER0dzdu3b0lJSeH8+fM8fvwYMzMzHB0dycjIoL6+nv79+xMRESHCyhoaGkyYMAELCwvR6vD29qanp0fU9W7cuCEaMJLnX3LO6enpMXLkSJSUlPD390dKSoqlS5cSGxvL/fv3xd77xo0bWFhYCEDY3bt3sbGxobCwUISHQ0JCMDc359u3b/T09FBaWorMyJEj96SnpyMlJUVJSQkPHz6ktraWxsZGNDU1hT7w9u3bLF++nKKiIv766y8yMzPJyclBS0uL6upq0ZmNjIzk9evXWFlZMXbsWOzt7XFzc0NbW5uSkhJWr15NS0sLGhoa3Lt3jz179oix8pUrV9i1axcmJiYsWLCAgoICTE1N8fT0pLi4mJaWFlatWoWzszPff/89lpaWjB07Fm1tbVRVVfn69SvGxsZMmDABJSUlPDw8BCfa29tbCO+TkpIEvMDe3l6A5JcuXUr//v1FIMTIyEjAUA4ePChqKh4eHmRkZIh04p07d9DQ0BBGFiUlJVasWIGKigouLi7cvn2bpUuXcvLkSbGLnDhxIomJiVy8eJGff/4ZMzMzSktLMTU15cCBA7i7u9Pc3MyiRYvw8vLCzMxM8MC3bt3KhAkTiImJwc3NDX9/f6qrq9HV1RVd8Q8fPqClpcVvv/0m9G1RUVFoa2vj5+fHjh07yMrKYvDgwTx79gx7e3vevn1LTU0NfX195Ofn4+vrK8w9Wlpa2NnZUVZWxvLly4mOjqatrU0koBMSErh9+7bYV0t0cQ4ODpiYmKCmpoaamhoFBQXCT52cnExTUxMdHR18+PCBy5cvY2dnR1VVFWvXrsXe3h4NDQ1CQ0PJy8vjn3/+EeOyqqoqbt26JYAm1tbWTJgwgadPn7Jw4UIUFRVZu3Ytt2/f5ujRoyIQU1hYSEREBPb29jQ3NxMTE4NkwiSZcsTHx6OpqSn2kC4uLuzcuRNTU1MqKirYsWOHgDOMGzcOKSkp5OTkOHfuHOPHj2f+/PmUlJQIJ3ZLSwvr169HTk6OjIwMcfjV1tbS0NBAeXk5jx8/pqSkhKqqKoYPH05wcDDDhw8XrmJJvczKygp3d3fev3/P7Nmz8fLyYtasWaxevZrnz59TWFiIoqIit27dwszMjPDwcDw9PXFwcBAkqJycHH799VehnczIyKChoUEgZyMjI3n8+DHJyckUFhbi5OTEunXrhAP86tWr3Llzh8bGRsaNG8fRo0dZvnw506dPF7aia9eu8dtvv1FdXU1YWBgnTpwgJSVFvGG8ffuWTZs24eTkhJ+fH5mZmfT19XHgwAHevXtHQ0MD586dE+ueixcvUlBQwNevXwkODsbW1pYdO3ZQXl6OhYUFpaWlmJmZ0dXVRU9PDzdv3kRGRgZFRUWysrKoqKhAW1sbV1dXHBwcWLZsGc+fP+eff/7hwYMHaGhokJaWRmRkJNra2jx//pyxY8dSWlqKn58fZWVlouo3Z84cnjx5gp+fH/v376dfv35kZGQIUlxSUhJRUVG0tLRw7do1zpw5g5KSEi9evBCH77t375CTkyM/P59bt24hJyeHt7c3d+/eFdrSlStXEhcXJ35H//zzD4CA0WhoaKCoqCioXUVFRRQXFzN79myht0xNTRX/9y9cuEBraysDBw4kNTWVhoYGFixYwJkzZwgNDaW1tZWIiAhKS0uRk5Pj9u3bdHR0EBwczLlz55g9ezZKSkrcvn2b+fPn09XVhbu7Ozdu3MDNzY34+HjGjRvHgAED0NHRwcDAAE1NTTIyMhgzZgx1dXUinzB06FAcHR3x9/dHQUEBHR0dJkyYIJwWkhe78ePHM2HCBCwtLSkoKEBbWxsHBweqqqr4559/ePToEW/fvqW9vZ2dO3cyYMAAEhISBJNfUVGRDRs24OHhwZo1a1i8eDH379/H09NTTBlnzZpFdXU15eXl/Pbbb/z4448cOHCAsLAwRo0axXfffSeAJ5KfY9OmTcTGxrJnzx7i4uLYunUr9+7dY+DAgXz33Xeoqqoyc+ZMjIyMxIogICCAS5cuce7cOZYuXUp3dzfbtm2jrq6OLVu2iPYHwJ9//smXL19YvXo1nZ2dHD169H877Pfv3++Rk5PD1taW0NBQoRArKyvD1tZWHA4nT57k0KFD/Pvvv3R2dqKjo0NjYyORkZEiPKCpqUlNTY3YZaSnp5OVlSVsJ4MHDyYsLIzOzk68vLxwcnISPWo9PT2xFzM2NhY3XUl039fXF0dHR27duiV8t5GRkcKT7O/vT01NDVZWVgwaNIiWlhakpKSIjIwkNzeXuro6amtr+fbtG2pqagwYMIAVK1aQm5vL2LFjiYqK4tKlS9y6dYuioiIMDAyoq6sTzHNVVVXWrFnDrFmzaGlpQUVFBQ8PD6ysrKirq+PBgweiD66qqsqoUaNoamoiMTERT09POjs7GT16NMnJyZw/f57//vuP3bt3Y2lpKXq/v/zyi6D2dHR0iPSghBqWmpqKtrY2BgYGyMvL4+PjI76slJWV8fb2prCwUCTwW1pa0NTUZMKECejp6bFy5Ur8/f3ZtGkTV69exdnZmU+fPrF+/XrWrl2LtbU1kyZNEgdjQUEBCQkJvH37lsuXL5OcnExISAgPHz4kKSkJKysrjh07xvnz56mqquLChQs8ffqU2tpa1NTUSElJYcGCBbx69Urwy21sbKivrxehH319fSwsLKiurhaTEckYrrq6mqSkJNGL9fT0RF1dnUePHnHw4EFht/nw4QPW1tZMnz6dU6dOUVZWRk9PD66urqSmplJaWsrbt28pKytDSUmJgoICDhw4QEdHB4qKigIDW1xcTEdHByNGjKCgoID29naqq6vZunUrTk5OuLi4UFtby8uXL0lNTaW+vp4TJ07Q0dEhqliVlZXcvHmTI0eOCBb4rVu3OHv2LMXFxRw/fpwnT56ISdHevXvR0dEhIiKC8ePHs2TJEv777z/8/PyE0GLs2LFUVlYKHnlOTg4+Pj7Y2toKXerPP//MiBEjWLVqFaqqqgQFBbFx40bmz58v8hoSJadkDO7p6cnOnTtxcXFh9uzZaGlpCZb6jz/+KKZI1tbWLFiwQFCdAgICCAoKwt3dnaVLl2Jubs6lS5eorq7GysqKy5cv079/f9LT00lLS6O3t5egoCBkZGSQlpZGRkaGtrY25s2bR0xMDN++fUNRUREXFxfBv46IiOCvv/6ivLxc9Ktnz57NpUuX2Lp1KxEREUhJSYk6kq6uLrm5uUL/qKenh7S0tAgCdXV1kZSUxOLFiwVP4Pfff+fx48cEBgaKrrZkxaasrExoaCgKCgrY2NgwduxYMf3KzMxkzJgxZGZmCqXi7NmzkZaWFh1nCV503759lJWVoaioiIyMjFD/qqqqUlJSwrVr14Qf3d7enmnTpuHj40NAQAC1tbWYm5szZ84c5s2bx4ULFzhw4ICAr0hIXzIyMqirq7N27Vo8PT1paGgQ8BQZGRnMzMz48OEDx44dw8/Pj66uLn788UcuXbqEsrIyNTU1BAQEoKqqKmxWEqPa5MmTkZWVJTk5GV1dXWRkZJg9ezaqqqro6+sDUF5ejrq6Oo2NjSJtLYFr1dfX8+nTJ5qamkhNTRXoVSsrK3Ex+/DhA1lZWWhqanL69GkmT56MgoICI0eO5NmzZ8JJL8nm/L989CdPnggzo5KSknhRkJKSwtnZGW9vb169eoWGhoaQeDg7O4sk/MOHD6moqCAhIQFzc3P2799Pb2+v8GybmZmxY8cOPDw8SExMFAQ2CS2tpKQEfX19Xr9+jbKyslh5xcbG8vz5c9H6ePz4MVVVVaLOXFBQgIuLC1JSUvT09PDp0ydevHiBlZUVTU1NhIeH09fXR25uLtra2gQFBf0vZOzr67tHkmoLCAjg+vXrzJkzB11dXS5evEhNTQ27d+/m77//ZsyYMcyePZtnz54xZswY4uPjWbZsGS0tLRw+fJgHDx5w/fp1/P39RT0qKSmJP/74g1OnTuHi4sLZs2cZPHgwx48fF5CAqqoqqqqqeP/+PVpaWrS3t3P16lXmzZsn3vASEhJITU1FXl6ekJAQwbJ99eqVGBfExsZSXFwsKiHOzs7k5uby7ds37OzsCAsLo7W1VXwIly9fpra2ltOnT6Orq4urqyt+fn54enoydOhQSkpKaGlpEaaj8vJyfvjhB7Zt28a6devYv38/9fX1bN68mXfv3glC1t69ezlz5gwtLS2EhISwadMm7t69i7KyMh8+fBBEL0NDQx4/fizwkhKqloTzXVRUxOvXr1mzZo04VM6cOYOBgQEvXrzg7NmzyMvLc/XqVSoqKggODsbZ2Zldu3axf/9+1qxZg4mJCQ8ePBCwh4qKCr58+cK9e/e4d++eUHFqaWlx5MgR4uPjxeh13rx5SEtLExsbK5i3V69exdfXl7Vr16KoqEhDQwMXL17kp59+YujQoTx8+JCuri7OnDmDhoYG0dHR6OnpcfDgQYyMjFi/fj3Xrl1j5cqVdHR04O7uLmTvmZmZwsB15coVHj58iJ+fH2ZmZuTl5eHs7MzFixeFwOKHH37AyckJDQ0NsrOzOXr0KE+ePBGjr2HDhnH37l0MDAzo7u4mPDycGTNmsGTJEqqrq/H09BTBLCUlJc6fP4+CggJtbW04OzuzcuVKVq1axfv373FzcyM/Px93d3e0tLT466+/aG1tZdGiRdja2jJp0iShe3z06JEI2cjJyfHvv//S09ODr68vSUlJ5ObmMmnSJObMmUNdXR2bN29GWVkZBQUFTE1NsbW1xc/Pj/j4eAYOHCjGqatWrSI+Ph4fHx+uXbuGs7Mzb968obm5mcuXL/PkyRO0tLTYsGED/v7+BAcHM336dK5fv86QIUMEoELCGM/OzubDhw+8fftWCBck6fY3b96Iz0Uyrfn8+bMQQ0hLS5ORkUFBQQFGRkbY29ujoqJCdXU1r1+/ZuzYsXz8+JG4uDgCAwNJT08nJiaG1tZWzp49y8SJE/H19UVTU1M0GLy9vZk6dSrPnj1j27ZtpKWl0dHRgYuLC+7u7jx79ozGxkbhBvD19RVijWPHjjF06FCqq6vx9vZm3LhxFBcXExQUhI2NDebm5hgZGYm33oULFwoevYWFhbBHubi4UFFRgY2NDdXV1VhbW9Pa2irWeV1dXZiZmaGlpUVMTAwODg6cPXuWmJgYwsPDWbVqFW5ubqLnf/36dXx9fdHR0WHatGm8fPmSJUuWEBQUJMatI0aMIDg4mA0bNpCfn09UVBRpaWkA5Ofn8/btW0JCQkhLS+PgwYPIy8tjbW3NoUOHGDt2LMrKyuzZs0eEQj9//szdu3dFFmXGjBn4+/vz4MEDoct88+aNeFuWhPAePXqEurq6SHhLvACPHz9m3759REdHExoaSkdHB5GRkdTV1XH79m3y8/Nxc3OjpqaG0tJSHjx4IAhq1dXVrFmzhmfPnjF16lT27NlDbGwsOTk5hIWFMWDAAHp6elBXV2f37t0EBweL2qKk4ePo6Ci89fHx8cjLywtz5ObNmyksLGTVqlXU1tby8eNHjI2NOXnypAjaSZ45CeLTxsaGvLw8kZnp6OhAT0+PhQsX8vTpU65fv87FixextLRk9erVfP/991y5coUlS5aQkJDAwYMH2b59O8eOHSMhIYGsrCyMjIzEv8nDw0OcMVFRUSQnJ/Po0SPk5OSwtrbGwcGByMhIgoOD2bp1K9LS0hQVFVFTU0Nrayt1dXWMGjWKFy9eCKmVsbHx/wKKZWVlew4dOkR7eztPnjxh1apVXL58mYaGBn788UfmzJmDgYEBkydPZuzYsYwfP57e3l4UFRVFBcrAwIATJ04QFRUlEHVKSkq4urqSlJREb28v7u7uLF68GGNjY+bOnUtLSwva2tpkZGSwevVqwsPDGTRoECUlJYwfP57x48dTW1vL33//TVJSEmZmZmKfrK+vj7S0tFD7bdq0ibi4OBYvXkx6ejp37tzB0dGR7Oxs5syZw6pVq/jtt9/o7u5m48aNAFRWVhIeHk52drYIrnR3d2NnZ8f27dvJysrCxcVFqAf379/PpKL06TEAACAASURBVEmTaGxsJCYmhoULF4oEbFJSEj09PcjLy2NqaoqXlxcXLlwQN/nPnz/j5eWFgoIC//zzDxs3bqSgoIBTp04xffp0rl69KsTrKSkp+Pj4cP36ddTU1NDX1+fGjRtMnjwZW1tbpkyZQnJyMk5OTnh4eJCSkiL6od7e3sIKVF9fz6+//oqJiQmlpaVkZWUJn29QUBC2trZkZmayZ88efHx8ePToEa9fv6awsJCUlBSeP3+OnJwcgYGB3Lx5U5ibZs+eTXx8PLNmzWLixInCVvb69WumT5/OokWLBAihrKyMe/fuCRezjY0Nbm5uQmVaW1vL8+fPef36NRYWFkyYMIG9e/fi4eEhgBBpaWm8ffsWS0tLAgMD0dDQoLy8XNSLJBCSfv360d3dLdSgdnZ2XL16laqqKpYtW0Z3d7f4/yHZA3d2duLn58fHjx/p6+ujoqKCpUuXEhAQQHNzM35+fmzevJkff/wRRUVFZs+eTVRUFDk5OVy7dg0NDQ1qamqoqqoS4pmzZ88yatQodHR0+Pr1K2pqaty6dUswpefPn09iYiKurq7cuXOHefPmMWzYMCZPnsyJEyfYsWMHr169El/SEydOZOjQoSQkJNDZ2UlUVBRnzpxh5cqVxMbGoqury7Jly7CxscHS0lJU9ry8vEhOTsbY2JhXr15hZ2fHDz/8gIqKiji8c3JyyMrKIiMjgy9fvojPu6enh6CgIKysrEhNTRUErJMnT6KoqEhdXR1VVVUsXrxYvMHNnTuXgQMHCqZ2cnIyKSkpeHl5MXToUD5//syMGTO4cOEC2dnZZGZmkpqaSlRUFKWlpaxbt47IyEgyMjKwtLQkJSUFW1tbjh8/zg8//MDx48f5999/uXv3LsePH8fKyoqHDx8KZOOYMWP4999/MTU15erVq2RlZbFnzx6+fftGamoqPj4+hIaGkpqaiqysLK6urhw5coSZM2ciLy+PhoYGAQEBHD16lKlTp7Jw4UIqKiooKipCX19fJJnt7Ow4efIkrq6umJubM2XKFMzMzHBwcKC3t1dwultbW8nLy6O+vp4JEyYwdOhQ6uvrGT16NEpKShgZGREUFMTLly8xNDSkpaWFCxcuoKuri6KiovgSqqmpQVpamsmTJ1NQUEBXVxcDBw4kJCSEL1++kJWVxblz51BUVBT7+cLCQubNm8eXL19wcnKisLAQZ2dn3NzcqKurw9HRkatXr9LW1oa3tzcFBQWcP3+ehQsXihpTcnIyRkZGeHh4cPnyZVJSUrC0tOTjx48iuGtmZkZTUxMHDhygqamJ3bt3U1RUxMGDB2lsbOTZs2fMnDkTDw8PBg8eLIJVTk5OTJ48mWHDhjFjxgxqamrw8PDgr7/+IjU1lfj4ePT09IS57NixY2RlZYnO+pkzZ1i+fDmLFi3i8+fP7Ny5k7KyMjQ1NXFwcGDfvn2MGzeOYcOGifF8YWEhMTExyMrKkpGRISYTEo2nJPjX1dUlzsDz58+jpqZGamoqM2fOFEKna9euMXToULS1tXny5Ant7e0MGjSIQ4cOUV5ezs8//4yqqiqzZ8/Gx8dH1AjLy8vZt28f586dE5M8SVccoKKigtbWVhH+kyTF16xZI3JLMqtWrdoj6SZbWFjg7u7Oxo0b6enpobe3l7i4OC5cuMCnT594/Pgxt2/fpru7mytXrqClpcXdu3fp6OigubmZ1atXExcXh56eHt999x0HDhwQAvWSkhKGDh1Kb28v2traXLt2jTVr1vDp0yeKi4vZt28f1tbWjB07FiMjI7Zt2yai9JWVlXh4eGBgYIClpaWgAB0+fBgrKytev34t4CfV1dWCU5yXl4eDg4MAh8jKygJw69Yt3N3d8fX1FajJvLw8XF1d0dDQoLm5mblz59KvXz8x5ly/fj0DBgwgKiqKwYMHC9nF6tWrefz4MTk5OURFRSEtLY2fnx8BAQHcunWLI0eO0N7ejra2thhlPn36FFtbW/bv309PTw9aWlrExsaybNkyAgMDyczMpK2tjba2NkaMGIG1tbXotcvJyQk4iJSUlABidHV1oaurS0REBGZmZjx69Eiwad3d3SksLGTkyJEC5/nff/+JW6/kwZWRkWHDhg28fv2aX3/9FV1dXXH7VFBQYOLEiRgbG1NcXMyuXbuElai1tRU1NTXS0tJIT0/HwcGBtWvXsnfvXvz8/Hj37h0PHz5ESkqKgwcPMmvWLA4cOMD48eP58OED58+f59ChQygoKLBv3z4eP37Mjz/+KG7EbW1tJCYm8uXLF6ysrIiKisLV1RUfHx+2bNki9kL37t3j5s2bVFRUICsry7dv39i2bRv+/v7o6upiZWXFuHHjMDY25tdffyU+Pp779+/z6dMngoKCyMvLY9CgQWRlZXH+/HmRl5D0Kbdv387IkSMJCQlh9erVlJaW8urVK54/f46RkRE7d+7k8uXLQjaSmppKcHAwDx484OnTp1RWVlJSUsK2bdvIz8/n3LlzzJ07l1OnTlFUVISWlpbwKX/48AFDQ0MSExMxNDRk79699OvXD4DVq1fz6NEjEhMTUVRU5NSpU4IFoKenx/Llyxk3bhz6+vo8f/6cJUuWUFJSQmtrK4GBgSL17+PjI5ST0tLStLS04ODgwN69e9m1axdKSkokJyfT2NjI8uXLAViwYAEvXrxATk6Oa9euoaWlhbKysvj9T5o0iczMTMrKypgyZQotLS38+eefuLq6Iicnx7Jly3j//j3Tpk0TldHs7GwSEhJQVVWlsLBQBIjKysqYM2cOv/32m9BbXr58mba2Nry8vASr/fTp01RWVhIfH8+AAQNwcHDg77//xsrKCk9PT+rq6vj999+FeMfQ0JArV67g7u5OY2MjXV1dVFZWsmfPHvr6+mhvb2fJkiUMHz6cAwcO8Ndffwkd5tOnT5k6dSqBgYF4e3vj4eGBt7c3cnJy/Pzzz/j5+ZGdnY2Ojg779u3DxMSEjIwMtLW1efXqlZC5JCYmsmzZMj59+sT9+/cZNmwYBQUFbNiwgYMHD3LixAmuX7+OvLw83t7e6OrqMnv2bP744w+h15w6dSqhoaFUVlYSEBDAlClTxLkgeWYNDAz4P2ydZ1RV59p2J72XjZRNl66IiAiIFBVQREU9Fqyxi8aWWKKxC7Ykltij5thb7B07KCBBEBAEpQiINEF67/D9OGM/Y7xjfPzzj4Oy9lrrue/rmnPhwoUcOXJEcLbV1NQICAgAoLS0FH19fQCcnZ3ZsmWLeEFMTU0V2lCZQOjp06ciZDd8+HDa29v58OEDampqAiLSv39//vrrL1avXo2LiwteXl5MmTKFI0eOCMlQVFQUEydO5NWrV+zcuZPp06ezatUqgUt1cXERq4OXL1+yZcsWIiMj8fLyoqysjNGjR3P48GHmzp0rZDo1NTV4eXlRW1vL5MmTSUlJISYmBjs7O9asWUN4eDjp6emsXbuWmTNnkpiYSGhoKP7+/jg4OHDo0CEuXbpEXV0dAwYMYOjQoQIMdebMGby9vXF0dOTLly+MGTOGjx8/oqmpSUVFBa6urpSVlaGvr8+gQYNYuXKlyE90dXUxceJELl++zOHDh+ns7GTBggWi8lVZWcnatWsZPHgw2dnZ1NTU0NzcjKurK9OnTyc3N1dwMxS+fv0alpqaKt46k5KSiIiIICoqirKyMlRUVAgKCuLChQtIpVLu3LnDpEmTMDQ0FCNsWVjqzz//5OXLlzQ2NnL9+nWkUimjR4+mpKQEVVVVLly4IMa3TU1NyMnJCal9YWEh8fHxSKVSnj59yokTJ5gxYwbp6em8ePGCV69eIZFIOHbsGHJyckgkEuLj4ykoKBAhpLy8PMaPH4+Ojg66urqMGTOGgQMHoqmpKQxUdXV1+Pv709nZKeooly9fxsXFhR9//JHk5GROnz5NaWkpz58/x8XFhYEDBwpBREpKCn369BGnwurqapFa//TpExUVFZw/f14Qmry9vbl9+7ZQBBYWFoqwGoCCggIODg7Y2NiIi0FbW5vQ0FBMTU3R0tISDtrXr1+LapJMLiGRSLC1tRX1KlnXWEVFhVmzZvHy5UuUlJQERUgW1LOzsxO4Slk6XSKRsG3bNjZs2ICtrS0jR44U+/76+nqOHTtGV1cX+/btE+QrGeVLlp7X0NDg6NGjANy+fRuAd+/eCVKXs7MzxcXFjBo1Cl9fX+zt7dmxYwcmJia4ubkRHBxMeXk5CgoKeHl50dTURGBgoKiZBAQE8Pvvv9OrVy927dqFrq6uwBsmJCSIG9ykSZNITk5GR0eHyspKFi1ahI6ODl1dXXR0dAg71OzZs1m7di0AUqlUADRkI3wTExOuXr1KZmYmCxcu5N9//0VVVZU///yT7u5ucnNzAYSNTAayUVBQoLm5GScnJ4qKirhw4QLv379n8+bNGBgYYGhoKBCaNjY2KCgoEBAQwOTJk8Upvru7G3t7e+zt7Zk1axbW1tZCL6moqIiSkpKA8DQ3N+Pj48OHDx8wNzcXnwFbW1vBU5btaWWwDCcnJ6qrq1m1ahW9evViwIABWFhYoKqqioWFBd3d3UIKlJ+fT35+PpcuXRK1rzNnzqChoUF7ezsFBQVC67lv3z6mTZtGcXGxMDLJxt9v3rxh+PDhQn4hU59qaWnh4uKCh4cH1tbWAvhhYGDA/PnziY2NJTIyktraWmbMmMHYsWMxNTXl999/Z9GiRbi7u+Pr60u/fv0wMzMjODgYOzs7/v33X8aNG8d///tfYmJiUFRU5PPnzwwfPpyQkBDRaXZ2dkZPT0+csrS1tUV9rqenRyT3ZZOgGzduoKysjLm5OWfPnsXY2FiEwLKzs/n48SPDhw+noaEBDw8PFBUVWbVqFcHBwUilUoyMjEhLS0NXV1esZzIzM5HliXp6evj+/TsKCgpizwzw5s0b/Pz8MDU1pa2tje/fvwtATGhoKM7OzoLrIDO4ff78GRsbGwYOHIitrS2enp6iYqSkpCSCxXl5eRQVFdHa2srcuXPF4UkGqunbty+3b9+muLgYFxcXXrx4Ie43bW1tItB4/fp1FBUVuXv3LpcvX2bUqFHihdXc3JzevXvj6uqKmpoahoaGQqCjoaHB9evXMTIyws/PT2RGvL29kZeX58qVK2hrawt39eHDh4mKikJeXh4lJSXKyso4d+4cTU1NREdH8/z5c0pLS0lKSiIzM5OgoCCRp5CpY5ubmzE1NRVQrYyMDBoaGkSuQubKKC4uZty4cdja2vLo0SPi4uI4f/68kJLI0uFNTU0sX74cNTU1tm/fztKlS0lLS8Pe3p6Ojg6xjqyqqiI1NZW8vDx0dXUxMjIiPT0de3t7FBQUaGtrIysrCzU1Ne7cucPw4cO5e/cuCk5OTmFv3rwhMTGR+fPnU1ZWxpcvX1i5ciXv3r0jKCiIBw8eMHLkSE6fPs2DBw84cOCA+OZLS0vp27cvt27dorW1lfDwcFGwl+FNV69eLZJxCgoKgpqUl5dHTEwMa9asYcGCBYSGhnL27FlWrFhB7969efHihRiZr1u3Dg8PD5KTk0Xsvri4GEtLSwYPHkx3dzcTJ05ky5YtPHz4kKysLJYvX867d+9EDWHjxo0iiWlpaYmSkhLNzc24ubmhpqbGsWPHcHJyYvz48SgpKQmV2sSJE7lw4QJnzpzh2bNn7Nq1i7CwML5//05ubi4nT55k7969yMvLc+/ePQ4cOEBZWRmxsbFi152YmEhPT49IrNrb22NsbExubi4WFhYinbhixQp+/fVXJk2axM6dO7GyskJbWxtTU1OxT6uoqBBAlNLSUkGnio6OxsDAAC0tLT5+/Iirqyu3b99m4MCBXLx4kQcPHjBx4kQmT54s3uZDQ0N58OAB69at48KFC5w6dYqZM2fy+fNnJk2aRGZmJvv370dLS4vDhw/z8eNH5s+fj5qaGlu2bKGnp0cwoA0NDcU1BHDixAnS09MxMzNj3rx5/Pvvv8KS1tzcLAInMkVfeno6mpqa3L9/X0D8P3z4gIeHBxs3bmTo0KH8/vvv9OnTBzk5OV6+fImGhgbh4eEcPHiQO3fuiC5mUFAQ4eHhKCkpceDAAUaOHEleXh5PnjzhxYsXjB49mnPnzjFnzhxUVFTo6urCxMSE3r17c/36dS5cuMBPP/3EuXPnePXqFdHR0Zw7d04I52XpbHd3d8aOHYuRkRFXr16ltraW3bt3k5OTwz///MOhQ4cICwujqamJR48esXDhQvbs2SNc6SdOnKB///68f/+egoICQkJC8PHxYcqUKVhaWlJZWYm6ujo3btygp6eH8PBw/vjjD86ePSv2hK2trZiZmbF06VJmzpzJixcvcHNzQ19fnzdv3ggkZWZmJr169SIyMpKgoCBSU1NxdHTkzz//xN/fn9mzZ3Pz5k3+/vtvjh49SkZGBi9evOD169csXboUW1tbNDU16ezsJDw8nHv37olqnUQi4cmTJ0yYMIGrV69SWlpKSUkJu3fvJiwsjD179tDZ2UlWVhafP39m6dKlREZGsnTpUnr16kVHRwfv37/n+fPnKCkpERERwdChQ5kzZw5RUVHs2rWL+vp6EhMTCQ4OxtzcXFiusrOzyc3NJTo6mra2Nq5evcqWLVs4cOAA8fHx+Pj44OLigrW1NbW1tcKBXVZWxuPHj9m6dStr1qzh48ePbNy4ETU1NebMmYO1tbWgyMnS6B8+fCAjIwNfX19qamqoqqpi4sSJ9O3bF319fRobGzE2NiY4OBgzMzMiIiLE2P7s2bMkJiaye/duxo4dy+nTp0W/OS4uDicnJ7Zt28bo0aO5ceOGAEkdOXKEmTNn0t7eTnZ2NkePHuXWrVucOHGCwMBANmzYQHR0NEpKSowZM4bp06cTEBCAvLw8o0aNoqenh5cvX+Ln58edO3dYvHgxy5Yto6qqiuHDh4sGjp+fHyoqKgBcuHCBxMRE/Pz8+PTpExYWFly5coXjx4+jqKhIfHw806dPp6CgAAMDA4yMjFBTU0NeXh4/Pz/s7OwwNjZmwoQJBAQEUFtbi46OjrgPb968mRcvXoi1luxh3t7ezuzZs5FKpXh5eZGcnMy4ceM4ePAgHh4euLm58fjxY6ZOnUpAQACWlpYkJSXx4MEDVq9eTVhYGJmZmcTFxXHp0iX69OmDi4sLO3bsYM+ePTx+/Bg3NzdSUlJQU1PD2NiYRYsWkZmZSVhYGPv27RMrnnv37uHr68uhQ4c4evQo169fJyIigt27d/Pvv/9y6tQpOjo6aGlpwdbWlmfPnjF27FjRqNDT0xMB6vfv37N+/Xq2bNlCW1sbd+/eZcuWLXz8+JG1a9eyf/9+TExM6OnpoXfv3vz222/8+OOPlJaWYmdnJzgHcj09PT3fv3/HyMiI2bNn093dzdSpU0lMTGTXrl0cO3YMT09P3Nzc+Ouvv/Dz8xMOVxmoRFZ/6OnpISoqirFjx1JdXc23b98oKioSGsC6ujrs7e25d+8enp6e5OTk0KtXL0GjaWhoEBpEDQ0N4dqOjY2ltraW1NRUrK2tsbCwQFFRkdzcXCZNmoSdnZ1I2VVWVvKf//xH8KjPnj0rmOOjR4+moKBAgAMMDAyIjY1l69atyL6ePXvGqFGjBOHGzs5O1Inq6+s5c+YM58+f5/z58wQFBXH//n1sbW1JT08XJ8Fjx46Rnp4uVITl5eX4+Phw4MABQY+SgfVlF6ls91pRUYGysjKtra14enpibW1Ndna2kKrY2tqipKSErq4upaWleHh4EBsbK8QHmpqa6OjoUF1djYWFhdhh6erq0traSmtrKz4+Pjx8+FDsp/v374+5uTn37t2jqKhInCQ1NTX5999/GTBgAJ8+fWLJkiXExMQIZeKBAwfEPtvOzo63b9+Sl5cnupYA06dPJysrSwRoZMKX8PBwGhoaxA1fFugyNzenvLycdevWsWTJEurq6kSv2tzcnJiYGMEJlhGxPn36hIGBgfBmd3V1kZyczLx581BQUBCAl5CQELH6kJ1kzp07x+TJk9m3bx+Ojo7o6elRU1ODRCJhw4YNzJ07l6KiIlJTU5k9ezZqampcu3aN+vp6RowYQXFxsfiZioqK0NfXFw9ZLS0tysvLRWq1tLQUqVQqgnLZ2dkMGzYMfX19XFxcyM7OFkSw169fo6Wlxdu3b2ltbSUkJIS6ujr+/fdfJkyYQGxsrNDFfv/+HV1dXfLz89HU1EReXh5FRUWqq6sJDAzk5s2bTJ48mebmZkEKLC8vZ8GCBRw9epT58+eTmZnJmDFjhLLQyspKBPmkUinLly8nISGB1NRUiouLhTXr6dOnjB8/nl69elFTU8OoUaOIjIxk0qRJ6OrqIi8vz549ewgNDeXSpUu4u7vTq1cvvn79KljVtbW1Ar8aExODhYUFTk5O4rMoc4HHxsaK+8yWLVvQ09Nj06ZNYqwvC76VlpYyYMAAgRy+efMmKSkp1NXV4eLiQlZWFiYmJnh6evL69WuCg4Npb2/n2LFj4hrp6ekRqXuZAvXZs2cEBwdTUlKCrq4uHh4evHz5UqzQPnz4gFQq5cuXLxgbG+Pt7c2pU6cYOHAgd+/eZfr06QAEBQURGRnJwIEDSUhI4Pv379y6dQs/Pz8sLS2Ji4vD29sbZWVlLCwseP36NY2NjWRmZnL+/HkcHR25ePEitra23Lt3T4RZZevIoUOH0t7eTlVVFY6OjmRnZ5ORkUF1dTXr168nKyuLoKAgjh8/TmVlJa6ursTHxwv2QlBQEGVlZXz9+hUrKyuMjY0ZPHgwkZGRopYnaz7I8LIWFha0t7fj4uLCjRs3KCkpwc3NjRs3bhASEoKBgQFv375l+vTpfP/+XTjZ379/T09PDwYGBjg7O9PV1YWrqytHjhxBSUkJiUQi9v/q6uqcOnUKHx8f3rx5w9SpU8nLy8Pa2po3b96IEbqMfPbkyRP8/f1JSUnBxcWFt2/fivXfli1byMjIID8/HwMDA8zNzUWjRMYY0NfXJzAwkE+fPpGQkCAOOo8fP8bFxYWmpiZMTEzo27cvy5cvx8fHB1tbW3p6epg2bRojRozgwIEDFBUVcePGDUaNGsWnT58oKipi2LBh5OfnCyVobW0tI0aMICUlBX9/f6qqqnB2dkZBQYHs7Gzy8vKwsrJCbtCgQT0ZGRmiWiBDbMr2X35+flRUVKCurk5iYiL29vaYmpqSl5eHvr4+EomEyMhIBgwYQFNTE4MHDxYKTBm/uLm5mW/fvrF48WKeP38uunsODg4YGRlhaGhIc3MzjY2NrFq1ipMnTxIfH8+8efP4/Pkz3d3deHp6cvfuXRwcHNDS0qKxsZG6ujoR8AoNDSUmJgYPDw/OnTvH6NGjsbOzIywsjFGjRlFeXk5HR4dwrsreiNauXcvvv/+Os7MzjY2NwgHe0dEBIJy4vXr14sOHD7i5uVFVVSW4sElJSfz666/4+vpy7do1bt68KWxjWVlZGBsbEx0dLUZa6urqvH37lv79+9OvXz+By5NhQAsKCjAxMaGiogJFRUXq6uowMzMT1QnZaL6trQ0dHR1qamrQ19cnPT0dFxcXsefNzc2lra0NIyMjWlpaUFFRobu7W/RRFRQUhHu2p6cHbW1tVFRUUFdXp6uri/b2doGEDQ4OplevXiLJnpKSwpUrV1ixYgWBgYFER0eLOkxDQwNVVVV0d3ejo6ODVCqlq6uL3NxcXFxchOv306dPODo6oq6uLqhWDQ0NtLa2ihSsiooKHR0d4gZZXFyMgoIC+vr6NDQ0CNgCgIqKCs3NzZiYmBAbG4u5uTnd3d0UFBTQ0dEhuN+9evUiJycHHx8f8WD8/PkzFhYWmJqacv78eVxdXVFUVBSjO5mbNjMzE1NTUzIzM9HT06Onp4fGxkZqampQUFCgtrYWfX19iouLMTAwELD/4cOHCxCQoqIiVlZW5OfnCySs7ERXU1NDVlaWeJDIktmZmZkoKysL45eMFVBZWYm8vDyNjY2CXVxQUIClpaWonOjp6VFXV4dEIkFHR0ewCmQBnO/fvwsbkOzr5MmTqKqq8vbtW969e4eKioqon8jGfkVFRZiZmaGpqUm/fv1oa2sToabOzk4kEgmlpaVoa2ujoKAgUKwTJkzg8ePH2NvbU11dTWNjIxKJBKlUSkVFBUpKShQVFVFeXs7gwYN5//49/fv3p7Kykp6eHkxNTUW40NraWhC1HB0dBUDJxcWFlJQUFi5cyPnz53F3dxf95ebmZvLy8ujo6KCzsxN7e3va29upq6vDysoKS0tLEhISqK+vR01NDV1dXSIiIrC2thYp8969e3Pr1i18fX2FJ6CwsFD8XWR1QRm6WHa4kI2WOzo60NPTEzINWTq/u7ubjo4OARLKz8+ns7MTLS0tjh07xpQpU3j+/DnHjx/n3r17orZmZWUlAl0yZ7qSkhJPnjxh2LBhNDQ0YG5uLiZfsmpdnz59KCsrE9dWS0uLCHoVFxdTXV0tMMAlJSW0tbXRq1cvVFRUxJSsvLxchC9lfHpnZ2cBYKqrq8PNzY3GxkZaWlrIy8sT14uMyFdeXo6trS2NjY0CrpOVlYWDgwOKioro6upSXl6OpqYmubm5fPnyBU9PTyFgkUqlGBsbU1lZiYWFBfn5+QQHB5OVlYVEIiE/Px87OzsqKyvR1tZGKpVSW1tLUVERRkZGSCQSNDU1UVdXFwjQlpYW1NXVSUtLo2/fvhQUFFBfXy8UyzKIlmzNqaenh6WlpfhMDRgwQFTsbt++jY6ODhKJhNraWpSVlcWaNjU1FalUKn4XdXV1VFZWCpyyLJRma2tLe3s7CuPHjw+TdYUzMjKor6/Hzc2NAQMGoKKiwrp16zhw4AChoaGEhYXR1dXFiBEjcHBwYNWqVfT09DB37lzBhJX5b8vLy8nMzGTKlCn4+Piwb98+sRuLiIhg4cKFNDc3Y2dnh6qqKkePHhXOX0VFRUxNTQkLC8Pb2xs3Nzfy8vKYPn262DlIqwd55gAAIABJREFUpVLs7OzQ0NCgrq4OJSUl9PX1+eGHH1i6dClXr15FUVERHx8fBgwYgLGxMb179yY0NJSqqipsbGwEHMTc3JxffvkFRUVFHjx4gK+vL6NGjaKiooJx48bh5+dHeno6J0+eFPWzmTNnYmRkhKenJ48fP+bkyZM0NjYK8MumTZvw9PQkOjqaZ8+e0dzcTGpqKhoaGgwdOhQzMzORcu3p6aG0tJSKigoUFBQIDw/Hy8uLW7duCSb7+fPn8fHxYe3atfj6+lJQUEBeXp7owctoYrKRoLm5ufi9379/n169enHo0CGMjY05ePAgI0eOJC0tDYD4+HgmTJhAZWUl8+fPJz09naKiIlRVVVmyZAkPHz5k1apVzJw5k4iICBYsWMCsWbNQVlbmjz/+IC0tjbS0NMFNTk5OZuDAgVy6dEkkenNycjhz5gyLFi0SSUpZWjg9PZ3Lly8THR3NmTNnsLKyQldXl0ePHmFpaUlWVhbz5s1j2LBhIkyXk5ODuro6/fr148yZM+IauHv3Lnfu3KGiooKtW7eyZcsW7t+/T15eHqWlpRw7dgxdXV1SU1PZsGEDkZGRmJmZsX37dqqrq0Vt5PDhw9TU1HD37l08PDxoa2vj4sWL2Nvb8+DBA9zd3bly5QrDhg1j+/btTJ48GSUlJbGi+Oeff4Qm79atW/9LeCooMGjQIA4ePMiLFy8wNzfnyZMnPHjwgNOnT/P69WvU1NTYsWMHABkZGaLpEBcXR0lJCefOnRPq2/z8fGpqaqioqKC0tFS0CO7cuUOfPn3o27cvKSkptLa2MmzYMKKiorC2tkYqlYrUro6ODqampnz9+hU3NzdKS0vFDSIzM5PGxkaUlZWJjY2luLgYQ0NDXr58iY6ODo8ePRIP5BcvXiCVSgkLCxOUxHXr1qGoqCjCNv379+f169di/FhbWyumLOXl5XR1dbF48WJcXV3F9GLjxo0MGDAARUVFUXmRVX3+/vtv8vLyhBb433//JScnh/b2drZs2cLIkSPZvHkzycnJeHp6MnPmTJHElakST506RXp6OklJSVy4cAFjY2M2bdqEoqIinz59IjIyEi0tLZqbm2loaODVq1e8f/+eBQsWcOLECWEZ8/DwwNDQkKNHj5KXl4eioiIFBQWkpKQIJsP48eMJDAzk6NGj3L59W7wI6uvrk5eXR0REBCNGjKC5uRkNDQ1OnjyJrq4ur1694ueff6axsZElS5bg7OwszGlxcXHiZVhbW5vk5GRxMLh8+TL6+voYGhqSk5MjGj8jR47E0tKStLQ0fvjhByQSCWvXrsXU1JQdO3YQHR3Nvn372L59u1hpXrt2DTs7O8aPH49UKmXs2LEEBgbi5eXF7NmzRYXUzMyM1tZWpFKpOFz5+fnR0tJCcHAwGhoaJCQkiIphUFCQeLhVVVXh4OAg2hULFizg5s2b6OjokJaWhr+/vzARbt68mVmzZiGRSMTfZt26dRgbG+Pq6sr169cZM2YMzs7ODBw4UCTsZSpjJSUlQkND2bp1K+PGjcPExITNmzejr6/P4sWLaWtro6enB2VlZebMmYODg4OQHVVUVDBx4kQxAZKTk2PcuHGUl5dTVlaGv78/tra2eHl5MWjQIEGTk9EXDxw4IKQtLi4uzJw5k8zMTPr27cvBgwfx9/fHxsaG9evXc+7cOTo7Oxk1atT/VsqmpqZhf/zxB42NjRgYGBAeHi6MLcHBwZw9exYzMzNOnz7NwIEDSU5OpqGhASUlJczMzNDT00NfX19UG3755RcBGThy5AiNjY0CSF9UVER1dTX+/v5cuHABBwcHpk2bRkZGBubm5qKOJJVKGTx4MCdOnEBBQYGSkhKysrJwdHRkzJgx2NvbM378eMzNzXnz5g0LFy5ETk4OAwMDoVYbNWoUUqmUjIwMwQIfOHAgKioqzJkzh8zMTAYPHizUhDJb1sKFCzE1NeXZs2dYW1vz9etXOjs7effuHdra2kRGRrJ8+XLS09Npb2/nzp07SCQSsrOzGTJkiJAt9PT0YGtrS35+Pt++fcPV1ZUpU6YQFRX1fy6mKVOmiDfJpqYmSktL0dLSoq6uDgcHB549e0ZeXh4BAQFERETg4uKCvb09nZ2dpKSkCNCNTDkpAza0t7djbW3Nly9fWLFiBfLy8lhaWpKamoqWlhb9+/fn2LFjmJubM2jQIKZMmcKQIUN49+4d4eHhXLx4EQMDAyZPnsyNGzeYOXMmISEhqKurM2zYMGJjY3n16pVAoqakpAgD2rFjx/j8+TP6+vqUl5czfPhwTp48ycePH/n8+TMNDQ3k5eUxZMgQKioqmDBhAnv37mXFihWoq6sTHR2NjY0NdnZ2pKSkEBkZSUBAAJqamqioqGBhYYFEIiEmJoaNGzeKKk9cXBwjRozg48eP6OjoUFJSgoGBARERESQlJSEnJ0dmZibt7e18/fpVmK1kNzmZAEbWW3dwcCAtLY1Lly7R0tKCmpoaKSkppKamCvORnJwc79694+XLl8TGxpKbm4umpqYwyl2/fp2GhgZBBLt27ZpQyJ46dYpx48YJw1RERAR//PEHxsbGfPjwAVVVVby9vdHX1xdjuLS0NEaOHAkgKkDOzs7A/1jxGhoaQssoAzzMmzePpUuXcvToUYYMGcKTJ0/IzMzkt99+E37ekpISJk2axKpVq3j48CHR0dHY29vj4uKCqqoqcnJyrFq1Cnl5eX766Sfk5OQEjtjc3BxPT0+Kioro168fGRkZdHV14e7ujoKCAnPnziUkJERQC0eNGsXw4cOJjY3l/fv3zJo1i+bmZh49esSiRYvIyMgQp7egoCBGjx5NZmYmFRUVoh4oqxR1d3cLaJKRkRHLli2juroaFxcXxo0bR0hIiNDifv/+nbFjx5KTkyM+lwMHDmThwoWCsuXp6Ym8vDxjxoxBUVFRnDbHjRuHRCKhpqaGoUOHAv8TwciCZ3379sXKyory8nJ8fX1Zvnw5ycnJaGhoiEDdihUr8Pf3R1lZmdWrV5OcnExwcDBxcXH4+vqSkJCAnJwcysrK2NraCmypv7+/sOXJqlUaGhrCWCarkHp4eDBu3DjGjx/P4sWLBUDo9evXTJgwARMTE+bPn09UVBSWlpYEBQWRm5vL1KlTRcYiPj6eqqoq/vnnH44dO8atW7eE5lGG3gR4+/YtiYmJKCgokJCQIKRDskmGhYUFCgoK6OrqUlNTg7a2NomJiYSEhJCZmcnz588ZM2YMP//8swjsKikp8ebNG0JDQ4mKisLLy0s4LAoLC0lISKCzs5Pc3Fy6urrYuHEjCgoKguom67+bmJgIJvh//vMfwQ1XVVWlsLCQqqoqnj59KsBATU1NtLe3U1RUhFQq5b///S9fvnxBUVGR0tJSKisrWb58uXBr+/r6iilIV1cXbW1tLF++nKSkJCwtLQUs6NSpU1y/fp2qqiqMjY2pra3lr7/+ws7OjuPHj4uTf1lZGcXFxcjJyXHz5k0SEhJ49eoV9+/fRyqV4u7uLvjkCrt27Qpra2vj8OHD1NfXc//+feFSffDgAR4eHujr63P37l1R3n/06BHl5eWUlpZy8uRJnj9/Tm1tLdu3b2fbtm2cOHFCGIe0tbXp6Ojg+fPn3Lt3j+DgYCHwsLe3Z+TIkXz8+JEJEyZw+fJldu7ciZ6eHtHR0ejo6Ii6iMyn7OXlxY4dO4RS88OHD+Tl5dHa2srz58/R1dVl2bJl3LlzBzk5OXbv3i3S4iUlJQId2NLSQk5ODitXrmTevHmoqakxa9YsPnz4gLy8PF5eXkRFRbFy5UqSkpKEOEPWjX779i1ubm60trYK1ripqSmurq6sWbNGUNYkEgk3b97E2dmZiooKvnz5glQqFWX7iooK9u3bR319PTt37kRVVZVv376hpqZG//79xcmpsrISDw8PJBIJERERjBs3ToyUf/jhB44cOYK7uzszZ85k4sSJeHl5kZKSQkZGBrGxsbS0tDBx4kQRGps7dy6zZ8/m9u3bODs7Y2NjQ35+Pu/fv2fs2LHk5uayePFiHB0dsba25uXLlzx9+pRt27bh7+8vADsWFhY0Nzfzyy+/MG/ePLG3lvWk+/XrR2FhIc3NzQwYMIDu7m7k5eXZunWr+Hna2toEBS0+Pp7g4GDWrVvHf/7zHwYNGsT8+fOZMWMGSUlJQo06cOBAMjMzWbRoEd7e3syYMYNTp05x48YNbGxsmDp1KsHBwSxbtgwzMzPa2to4c+YMnz9/5p9//sHf3x9ZdiM0NBSJRMLy5cu5fv06R44cYdOmTVRXV4tpxLBhw8jKymLv3r0cOnSIz58/M3r0aCoqKrhy5QpOTk6EhITQv39/7OzsOHXqFHPmzGHv3r3U19czZswY/vjjD8zNzVmyZAm//vorX79+5eTJk7S1tREZGUloaChDhw5FW1ub69evc+7cOdTU1MjKyiIgIIDPnz/j5uYmOrANDQ14e3tTXl5OU1MTcXFxWFlZ8ccff5CRkYGlpSW//PILu3fvRk1NjREjRvDo0SP++usv3N3dUVdXZ8aMGRw7dkxAO86cOYO6ujqLFy9m//79/Prrr9TV1bFu3Tq+fPkipC6FhYU8fPiQtWvXcvbsWfbv309ERAQfP34kICAABQUFioqK0NPTY/fu3eTm5gp70pkzZwRRz9raGgcHB16/fo2JiQnjxo3j5cuX2NjY0Lt3b5SVlcnPz+fdu3coKSkRHR3Nn3/+SX19PQYGBmRkZLBz506GDx/Orl27SE5OFryA7du3U15eLg4M796948mTJ3z69ImmpibS0tKYPHkyOTk5lJWVsX79es6ePSv2/nPnzuXgwYMiiyDzHK9YsYJXr17h4ODAokWLsLe3B6CiooKUlBTa29v56aef0NfXZ8iQIRw+fBgPDw+uXbtGQ0MD8fHxREREsGrVKsrLy7l69SrZ2dm4u7ujp6cnnM/x8fEYGxuza9cutLW1hUVOtnqQ9ax37NiBtrY2cXFx3Llzh9jY2P8TvNLW1iYpKYk+ffpQW1uLtbU1q1ev5uHDh4IidvbsWcaMGcObN29ISkqitLSU8ePHs3HjRiorK7l79y4DBgygo6ODuLg4cTgbP34827Zto7y8nIaGBrKyshg2bBhdXV3CmLht2zaam5t58OABffv2Ze3atQwZMoT169fz6NEj9u/fz/Hjxzl06BCZmZlMmDCBAQMG8O7dO169ekVhYSGjR4+msLAQgPPnz1NSUoKDgwNFRUWiohkQEEBsbCyDBw9GQ0ODy5cvk5mZiZaWFhcuXCA/P5/ff/+d8+fPs2vXLm7cuEFXVxebNm0iOzsbOTk52traKC0txcXFRRwQ3717x6BBg0TdrqamBicnJ968eUNZWRmZmZmkp6dz+/ZthgwZIqp7spyDl5cXb9++5fHjx1hZWYkMS35+PkFBQQQGBgqZVUVFBb6+vty5c4fi4mJROV60aBEpKSnIAT2y3dWiRYsE4N3AwAA7Ozt0dXV58uQJenp6uLu7i1O1LJClpKTEgwcPCA4OFh+g6upq6uvr+f79OyYmJmK8UFpaiqurK/Ly8mhqagqHs+wi/fPPP+nTpw8aGhrExMSgo6NDU1MT3d3dvH37FlNTU7y9vcUbdXFxMdnZ2SgrK2Nvb4+FhQVPnjwR4/menh5Wr15NXl4ev/76K+3t7dTX1wtMqqzC4Ovri6OjI83NzZSUlKCkpISenh7Pnz+noaEBHR0dRowYgZWVFUpKSpiamqKqqirebqOiopg0aRINDQ1UVlYSFRUlmNyyL9nOSqaDU1NTo1+/fsTFxTF69Gh8fX2FbjMnJ4cPHz4QFBSEu7s7zc3NfPr0Sfxe9PT0RN3C3NycoqIi8vPzefjwIerq6iIooq2tLWD3nZ2dPH78mNLSUhITEwkPDxdQFwcHBzFazc7Opru7Gy0tLVpbWzE0NMTAwID8/HxSUlJoaGggJiaGkJAQoUuV1dxkJ8z/35eNjQ329vYYGRkRFBQkdn0AgwYNwszMjIKCArq7u3n8+DEWFhY0NDRgYmLC58+f0dTUpKCgAEdHR3EKqa2tFTU52f9VWFiIjY0NnZ2dDBgwAG1tbYyMjKisrKSqqorw8HCGDh1KTk4O/fv3Z/LkyRQWFlJbW8v3799RVlamoKAAc3Nz0tPT6du3L48ePWLgwIE4OjpiZmZGU1MTL1++pK6uTriCX716hYGBAW1tbUyaNAlfX1/k5OSwtrYGoL6+Hm1tbe7cuUNlZaUYh5aWllJbW0t7ezvbtm3jwIED4t8TJ04URh9ZniInJ4empiZcXFxobm6mvr4eADMzM1RVVXF1daW0tJSYmBg6OjqIiorCx8eHnJwckRgfOHAgBgYGKCkp4eLigpKSEurq6vT09DBo0CAyMzMFSKa9vZ2BAwfy22+/ERkZSUVFBVKplJqaGqE6bWlpQUdHBy8vL3R1dbGzs0NbW5tv374RERGBsrIyU6ZMwdnZGQ8PDx49eoSOjg4xMTFER0cLvrWHh4f4ncm0pK2trbS0tPDlyxeUlZUpKyvD1NQUFxcXXFxcePr0KVlZWeTm5tK/f39MTU3JysqisLBQBE0LCwvR0dHhxo0blJWVoaWlRXd3t3ihlDEMnJ2dSU1NpbKykiFDhghdsMya1draSmNjI+3t7WhoaKCmpkZtba24F5aVlQkiX3FxMQkJCUJSZG1tjYaGhuDsR0ZGCrWrrHZnbm5OXl4eubm5wistOxDIAmbx8fGYmZkxffp0AVWRTc20tbVRUlLC3d2dnJwcrKysiIyMJDExEUNDQ4KDg+nq6kJDQ4OKigoGDRpEXFycUO/269dP7GBv3LhBcHAwTU1Noo7Z3NxMYWGhuE5k7mdZ5kBGUpSxC+Tk5IiNjRXrFgUFBcHYluGoZZ/bu3fv4uzsTEpKCmVlZUilUlpaWvD29qalpYXo6Giqq6s5f/48oaGhpKen4+fnh5KSEnJycrx58waJRCLuwa9evcLHx4e6ujp6enowMTFhyJAhwh2QkZGBnp6e2LsPGDCAlJQUSkpKCAwMpLa2lqamJjw9PcnNzSUmJkZIkBoaGrCwsCA1NRVNTU1MTU2FY+L27ds4Ojry6NEjEcK0trbm9u3b6Ovrk5qaSk1NjQisyUA4dnZ29O3blz59+nDo0CGam5vF1K+goECw1xXmzp0b5urqyrx582hpaWHFihXY2toybdo05s6dS1ZWFtra2pw/f57Kykq+fv1KdXU1WlpalJaWkp2dTUJCgri4TE1NaWxsRFFRkUmTJrF582aGDRuGhoYGXl5eREREMHfuXJKTk8nIyGDu3Lk8f/6curo6Nm/ejLGxMdeuXaNPnz7MmTOHS5cusW/fPoyMjJg6dSqzZs0iPj6e3NxcCgoKmD17Ng0NDXz48AEnJyeeP39OR0cHGhoaZGRk0Lt3b3744QdiYmKEK1jW95w1axbq6urs3buXxsZG1NXVGT9+vBg1KykpsW7dOsrLy6moqGDBggVkZ2eLB4NM65mUlMSlS5fw9vbmypUr4gE3efJkenp6UFdXx9fXl4kTJ5Kbm4uysjJOTk5YWFgwfvx4ysrKhOZtzZo11NbW4uHhwZUrV4iIiCA5OVmwvz9//kxHRwczZ87Ezs4OHx8fysvLsbCwEIGT/Px8MXIsLy8nOjpa7CHPnz+PkZER8+fPF931iIgIRo4cyf79+1FUVBSkLlkPdteuXezcuZNnz57x999/ExQUxOzZszl16pQY140dO5aWlhZmz54t1iPq6uoEBwezYcMGpFIpixYt4tu3b/j5+aGgoICRkRHXrl0TGMXo6GhSUlI4fvw4Ojo6NDY2cvHiRWJiYsSDeciQIRw9epTCwkLevXuHsrIyt2/f5tGjR+Tk5CCRSNiyZYuQKygoKLB3716uXbtGXl4enz59YvDgwTQ3N4tTd319Pd7e3qSlpbF9+3YMDQ25evWqCAZWVVXx+fNnXF1daWtro7CwkH/++YcpU6YQGhpKS0sLL168QFdXl/v379Pa2irqfNeuXSMuLo4jR45w8uRJPD092bZtm/geZapRNTU1oYfMzs7mxx9/xMrKips3bwrneFlZGYaGhtja2jJhwgSKi4t59uwZbm5u7Nu3j7Fjx/Ls2TP27NmDgoICb9++JSQkhFWrVjF69GhSUlKYNGkSZ8+exdraml69ejF9+nQsLS15+PAhdXV1LFiwgN69e4ud2W+//cZff/0lkKTt7e2oqqqyZ88eAQYxNjZm7ty56OjoMG3aND5+/EhlZSWzZs3C3d0dZWVl1q1bJ3Slsgrg7NmzRTgpJCSEhw8fMmHCBJqbmxk9ejS6urrk5uYikUgEr9zf35/c3FzhPtDQ0KC7uxuAtrY2/vjjDywtLenVqxerVq0iKiqKJUuWcO/ePfT19RkzZgxKSkoCb6qrq4tEIuGXX34hIyMDb29v9u/fj5qaGlFRUUgkEpYuXYquri51dXV8/fpVaEbv37/PgwcPuH//Pk+fPhWsgbq6Os6cOcPbt2+pqKgQRMMLFy5QUlJCdnY2EomErVu3isnbrl27yMjIoLW1VfjqX7x4weTJk3nx4oVQy/75559oaWmRmZmJqqoqXV1dmJqaoq6uTmBgIAkJCQwePJjbt2/T2NhIbW2tSPWbmZlhamqKjY2NqJlOmjSJyspKbG1teffunVh/zJ49m4SEBBYsWEBubi5Dhw4lOjqaTZs2sXfvXkGb/PTpE4aGhiK4qaysLCqE8fHxDB06lPnz53P27FlcXFyQl5fn0KFDPH/+HCsrK9avXy+QxO7u7hQVFbFgwQJaW1vJzc0lLS2NGzduUF1djaKiIl++fGHu3LlMnz4dXV1d9uzZg6+vLxMmTKBv377iJWDfvn2cPXuWkSNHYmtrK3Iby5YtQ1FRETU1NQYNGsTSpUsFdCcoKIiwsDBmzJjB6dOn2bp1KxKJhJcvX+Lu7i4gYJcvX6ahoUHgbO/du4ejoyOGhobIycnR0NAgQGJeXl58//4dW1tburu7aWlpYc2aNUybNg1dXV0cHBwYMmQI+/btw8LCQgCE7OzsMDIyEhpZS0tLSkpKUHBzcwvz9vYmOzubwMBAqqqqeP/+Pbt37xY84d9++42CggJBmmlpacHV1RVHR0cCAgKwsbEhLi6OyspK4uLiCAgIoKSkBEtLS54+fcrChQuRSqXs27ePIUOGUFVVxbVr1/D29mbNmjX07t2b/Px8+vbty8iRI4mIiGDLli2CaqasrExeXp5IRfb09JCbm4uXlxdr164VEPhp06YJ/F9zczN9+/YlJyeHlpYWwsLCMDQ0JCIigqVLl5Keno6SkhIrV66kf//+lJSUkJaWxt27dwUZasiQIQQHB3P48GHk5eV5+PAhcnJyLFu2DENDQzEOlSWrFRQUsLOzw9fXF4lEQp8+faisrCQwMBB3d3fRH7aysmLq1KnU1taKHmN8fLx4ez1x4oRg1SYnJws4SHx8PCoqKkRFRQmfbK9evYRkPi0tjfT0dIYPH05aWhqdnZ2cPn0af39/rl+/zokTJwSLePHixZw/f16E2mSktt9//53q6mqUlZXJzMzk7du3PHr0iGPHjhEcHMzdu3fZtGkTBw8eZOfOncTHx+Pk5ERzczPe3t6Eh4ezevVqEhISWLhwIefOnUNHRwc3Nzdu3bqFqakpUVFR3Lp1i66uLpGuDQoK4vz584SEhKCgoCBSqC4uLlhZWVFbW8ugQYOE3U32kJOFYVauXMmgQYN4+fIl169fF1J5a2trAeKpqqriw4cPGBsbY2RkxK5du2hpaaG6upoPHz4IpvWaNWuIi4tjxowZaGtrC1NdaWkpe/fuZcKECfTv35+amhri4uIYPHiweNiEh4djYmJCUlISy5cvF62LY8eOCRWmtbU1V69eJT09HWdnZ8LDw0lMTMTGxoaff/6ZsWPHYmlpKdL0P/30E/Ly8gwePJivX79SU1PD9evXqa6uZu7cudy4cYMtW7bQ3NxMQEAA2dnZHD9+nBEjRuDk5MRvv/1GVFQUISEhjB07loqKCoYOHUpFRQXHjx/HxMSE0aNHM2nSJFauXCn6++7u7qxdu5aAgADhHZZIJEL2Ii8vj7KyMqtWraKyslLY1zo7O9HW1sbCwoLFixezYcMGli5dyubNm+nq6uLBgwesWLECHx8fNDU1qa+vx8bGBi0tLY4ePYqcnBzr1q1j7dq1/Prrr8TExFBTU8OSJUu4ePEi3t7e7N69m1GjRmFiYiLEPhKJRKwkZG2BU6dO8e7dO9TV1YWv3d3dncjISPz9/YmOjubixYs8f/4c+B/kp7a2Vox6V65cKYQUt2/f5qeffqKmpoaAgADmz59PTU0N7e3tdHR0sHDhQiHzkX3GfXx8MDExwcnJCRsbG/GykZiYyODBg8nJyWHAgAHivtirVy8mTpzInj17mD17NidOnKB37954enqiqanJgQMHxDUwadIkhg0bRnt7O87Ozpw5c4apU6f+H2HEmjVrcHNzY9q0aQwdOhRzc3Oio6Px8fERNSapVCrYGd++fRPYU5ljYceOHZSXl6OlpUV0dDRRUVGoqKjQ2dmJgoICYWFhIkXv6OjIoUOHMDU1paSkhPv377N8+XLCwsJYtGgREyZMoKCgAFNTUywtLcnOzhZ2xb1791JQUICWlhZfv34lIiKCnTt3kpaWhpqaGv7+/gQGBvLixQtKS0vFqDwsLIyWlhb69+8vhEImJibcvn0bc3NzRo0axbNnz5CXl2ffvn1UVFRw9epVkZGJi4ujsLCQN2/e8Msvv4hn1owZM7CxsaGtrQ17e3vhHSguLsbT05Pjx4/Tp08fERaW0f2KiorE93Hr1i1RVZ07dy5dXV1UVFTw4MEDtm7dipycHI8ePSIsLIwnT54gLy+PnJwcJ0+eFC6Mmpoaqqur/wdVOXHiRNjevXtxd3fn3r17xMXFsWPHDgIDA2lsbGSatw69AAAgAElEQVTIkCFcvHiRK1eusGfPHi5duoSHhwdbtmzh119/RVtbm6dPn5KamkpPTw+qqqpUVFRQW1vLf//7X9TU1PDz88PW1pZt27Zx+fJlRowYwZ07d0hISBD2IicnJ9TV1RkwYADDhw/nwYMHODg4UF1dzZMnT3B2dhaidCsrK+rq6ggPD+eHH37AwMCAQYMGsXr1aoYMGUJgYCAnT55k4sSJjBo1ivb2dlpaWpg2bRpOTk7897//xcDAgLi4ODZu3Mj79+8xNjbm559/5vXr16ioqLB69WquXLkiRilRUVGsX7+enp4eNmzYwOfPn+nTpw8LFy7k8uXLHDt2jKlTp/L161ekUimVlZWi7N7R0cHDhw+ZMmUKSUlJtLa28uHDB+zs7Ni8eTPNzc3cuHGDQYMGMWPGDJYuXUpISAjHjx/nwIEDRERE0Lt3b/z8/CgvL2f8+PEiIPP7778zfPhwmpubhWZw1apV6OnpkZeXh5ycHBYWFtjY2BAYGChS1rW1tRgaGmJkZISDgwNv377l6dOnrF27Fnt7e1JSUti8eTM3b96kf//+rFy5EolEQlhYGNXV1UKVWF1dzevXrwXUpr29ndOnT9OnTx+qqqrw8/Pj+fPnpKamIicnJ6YIUVFRmJubk5iYyMiRI/Hx8aG6upqSkhKSk5OZNWsW5eXl6OjosHfvXs6ePcvbt2/5+++/efHiBY6OjiQlJWFlZcWUKVMICwvj69evbNq0SdCV9PX1uXjxIj/++CMnTpzA29ubtWvXiqS4rD+7b98+AgICiIuLIzw8HE1NTRwdHSksLKS7uxtHR0fMzc2JjY2ltLSUp0+f8s8//6CqqsqHDx9oamoS4/uZM2eyYMECrl27RnJyshBjXLhwgZaWFgwMDESwct26ddy6dUuAJdavXy+oUDNmzBDZjJcvX6KpqcnFixeZMmUKNTU14tT05s0bjh8/zrt37+js7CQpKUnsYJuamti/fz9SqRQ3NzcaGhqYOXMmAQEBNDc3ExsbS0FBAV++fMHNzY2pU6eKwOjRo0cFt9zJyYmWlhbev39PSEgIvr6+gmpWUFAgTgyyxP2sWbM4cuQIurq6nDp1ipKSEgYPHixeeDo6OsjKymLfvn1oaGhw48YNPD09+fnnn/H19RVJXjMzM1JTU3n8+DF37tyhqKgIR0dHcZpKTU3l7NmzyMnJceLECdHp//LlCwEBAbi5ufHw4UNevnzJmzdvePfuHaGhocTHxzN8+HAiIiL44YcfhMPZ3d1dGKmSkpL4+PEj79+/5/r16xw8eJCDBw9y5MgRFBUVUVZW5vv370yaNAklJSVcXV0xNTXFyMiIkpISTExMyMvLo6CggDFjxrBp0yZevnxJaGgo69evF1pJBwcH5OTkePLkCdra2owcORJHR0fGjRtHYmIiixcvJicnh/T0dHH6O3jwIIMHD8bU1JTk5GT+/vtv1NXVMTQ05OHDhzQ0NGBgYCCaObm5uUycOFG8aGlrazNjxgzKyspwcXEBIDQ0lA0bNgg628yZM1m4cCGPHz/myJEjrF69mnXr1gkS2Jw5c5CXlxdh066uLnR0dIiNjcXY2JiGhgbMzMz4/PmzWC8MHz4cOzs7Ie1ZtGgRjx49QldXV0iJPnz4wKpVq7h69Sry8vLIy8vj5OQkuvenT59GKpXy119/oaamxtOnT/H19aW7u5t79+6hpaXFsmXLOHnyJFOmTEFdXZ2//vqLsLAwuru78fPzQ1VVFV9fX759+0ZQUJC43u/du0dgYCCpqals27aNJUuWCEXr5cuX6dOnj9C9PnjwAB0dHW7evMnYsWPp168f9vb2/4dyuHz5ck6dOkVPTw82NjakpaVRUlJCTk4Oy5YtY/v27VhZWQkyZUxMDIMHD+bSpUu8fv1aoKLfvHnDypUrycvLQ8HHxyds06ZN/P3339jZ2RETE4NUKuX169fihG1oaMioUaPEPriyspI+ffpw+fJlCgoKUFFREV05GYLR1NRU7HOGDRuGlpYWoaGh7N69m4KCAtatW0dhYSHnzp3jxx9/pKam5v9RdaZhOaf//z5pVyqtd4tKu5RKpYQiLbI2MmQJ2RnL2GbG1zoGM0hm7IOxUyjZVZZWZSnapJRSWrWR9lL/B7/jvo7j/2ieOOZQ7vvzua73+/U6T9FRld4SW1tbsbOzE9jO3Nxc0tLSsLS0pH///iLYoK2tLcQDK1eupLGxkerqambPns3y5cspLi7mwIED4sHm4+ODk5MT0dHRhIaG4uvry8KFCzlw4IAY7Rw5ckS8mG/fvs3cuXOZNGkSHh4euLq6MmPGDMaMGSM+NJmZmUKy7uvrKx482dnZ+Pj4MH78eLHbO3/+PFOnTqWmpoYRI0aQkJCAiYmJ8KJKgyHnzp1j9+7dNDY2CqvN7NmzKSgoICMjg7dv3yIvL4+Tk5P4f2loaPDbb7/xxx9/CN9xRUUFo0ePJjg4mFevXmFqasqoUaMwNDSkra1NKC1zcnIwNjZGVVWV2NhY7t27R//+/fn48SPR0dE8f/4cS0tLMjIySE5OpqWlherqai5evCjyDQA7duzg6dOneHp6IiMjw+3bt3F2dhZIym/fvolgGoCPjw9Hjx4VQcTo6GgmTJhAWVkZhw8fZtq0aWRnZzNq1CgSExP59OkTU6ZMITo6Gg0NDUJDQ6msrCQnJ4cZM2YwaNAgzM3N0dTUFKhCqZtcWVmZLVu2YG9vz8SJE/n111+JjY2loaGB9vZ29u7di5KSEn/88Yd4Aa5atUrwgl+8eMHz58/R0dGhoKAAd3d3CgsLuXr1Kg8fPuTMmTOcPn2aX3/9lVWrVqGrqyvwjVIc7fv37zE2NmbXrl2sWLGC9PR0YmNjuXjxIiNGjGDJkiX8/fffZGdnY2BgwK1bt5gwYQIdHR2YmZmJepaamhoXLlzg1KlTHD58GCUlJYYPH46FhQXnzp3DxsZGMJalLw/pQa24uJgPHz6goaHB6NGj2b17NwEBAWzbtg0tLS22bNlCW1sbZWVlNDQ04OnpiaenJy9fvmTQoEE8fvwYGxsbZGRkGDFiBOHh4Tg4OCCRSDAzM6OiooKFCxeyfft2rl69Sp8+fUSmRXp78fLy4ueffxY3yMmTJyORSKiqqqKtrY0//viDoqIiAgMDuXnzJr/99htHjx6lrKyMxYsXExUVxYkTJ6irq+Ps2bOkpaXx9u1bli5dyp49exg8eDDKysrcv3+fpKQkFBUVmTBhAj09PUJzaGpqysePH/H39yc6Oprw8HD69u2Lvr6+MI61tLRQUVEhak2ampqCEWFlZcWFCxeYNGkSBQUFaGhoCFmKl5cXBQUFSCQSRo0ahZ6enkg+//TTT2hqahIXF8fo0aM5e/Ysnz59oqqqCmdnZ168eEFycrLQUf7777/s3LlTjJ27urooKioSOFQbGxuysrKIi4sT6fyRI0dy/Phx4uPjOXLkCFOnTuXatWtMmTKFkJAQDh8+zKZNm8RNd8CAASJPk5WVxT///ENQUBAFBQXiULtnzx5qa2upq6sTrZ729nY8PDyETbGrq4uPHz/S3t6OhYUFvr6+9OnTBw8PDxYvXkxNTQ3Lly+nt7eXwMBAIWHq6OjA3t6eS5cuoaioyPLly9HU1OS///4jNzeXlStXMmzYMHp7e5k8ebIAAb169QoPDw9xANfU1MTCwoJly5axadMm9u3bh5OTE6NHj+bixYt8//6dV69eib34xIkTWbFiBbNmzSIrKwtlZWX69u0rYF6qqqpMmDCBW7du8f79e27cuCG+y1OnTkVDQ4O7d++SlpaGq6srP//8szDFNTY2oq6uzrx581BXV6ehoUHsvaV/RsoBkPLLnz17xunTp1FWViYlJYXS0lKKior+L/Nw69atnaGhoYIN7u/vT2xsLNeuXcPKyorq6mrmzJlDZGQk3759Izw8nLKyMtrb2+np6eHSpUvCN/vw4UMcHR3x9vYWwZmuri4uXbqEgYEBQUFBhIeHo6+vz6tXr/D19aW2tlb4neXk5Hj69KkAEjx69IiPHz9y4MABoXEMDg7ml19+oa6uDjk5OX788UeuXLlCbm4u+fn5/PLLLzQ1NdHd3Y2TkxMNDQ0sWLCAM2fOYGBgQFNTE4MGDeLkyZPIycmxc+dOfHx8CAgIQENDg19++YWkpCRiY2NFd2/x4sU8e/aMwsJCoWxbtWoVTk5OYoQsBRHMmDEDOzs7tm3bJh506enpKCkpUVNTQ0JCAllZWaICER8fj7W1NS9fvsTJyUl0YH/88Ufu3LlDYGAgmZmZ2NraIicnJ5K1X758ISQkhNevX+Ph4UFhYSF+fn60tLQwYcIEDh06REtLiyCmZWVl0dnZydKlS3F0dOTLly+4u7ujrKyMpaUl2tramJiYiACIrq4ua9euZf369cjKyjJ9+nRu3ryJpqamGBFKlZqfPn3C1taW79+/8+DBAw4cOMCKFStwcHDg7t27AIwdOxZZWVnKysrw9PQU4ULpAyE2NhYrKyscHR0ZO3Ysr169wtjYmKamJt69e4eVlRUvXrzg48ePFBcXk5KSgpmZGXJycowfP553795RXV3N0KFDRWWup6cHExMTFBQUhNFLWu+bMGECubm5WFtb079/f0aOHImenh4pKSm4u7vT3d1NcXEx//77L6tWrUJHR4f29nZsbW3F53bjxo2UlJRQWlpKSUkJRUVFvHr1CnV1dVRVVRkyZAiNjY2Eh4cL3aOvry9z587F29tb2Jikxrft27ejoaHBu3fvaGxsxNraGgMDAy5evIizszMTJkzAzMwMDQ0NEWAbOnQo2dnZqKqqCv9vfX09b9++pbW1FVdXVwwNDSkoKMDU1FSEP/39/RkzZgyrVq3i/v37tLa20tXVxc8//8yHDx9IT0/n5s2bwjUeFxfH6dOnOXjwoNhFjx8/nlOnTlFYWEh9fT1fv36luLiYW7duMXLkSE6ePImysjL19fV0dXUxePBg3r59y+nTpzl37hxpaWmYmJjQ3t7O+PHjxfRq9erV9O3bl0uXLgmkaHJyMosWLaK6uprg4GBaW1uZMWMGmzZtEo7406dPs3jxYhISEnBwcGDBggXcu3ePwMBA/vvvP/Lz80lJSSEiIoLS0lKePXuGgYEBGhoaYrw+adIk+vTpg62tLQoKCmRkZGBmZoatrS2mpqbU1NTw4sULUlNT8fX1paioiOfPn/Pw4UMuX77MqVOnsLKyYt++fdjY2FBUVISjo6MAcEhBKlLORXt7O4WFhairq4scTVNTE15eXgIgsnz5ch4/fizY/np6erS3t5OUlERVVRWTJ09my5YtSCQStm/fTnNzM1FRUTg4OAiFZ21trZBcyMnJ8eHDB/7++2+UlZVpbGwUXICwsDBUVFTIzs7m9u3bgvhVX19PQ0MDjx49Ytq0aSQlJeHh4UFAQAB1dXUUFxfj6uoqnBFST8SnT5949+6dqM06ODgQGxsrRCx3797l1atXzJ8/n1GjRvH27VsyMjJQVFTEwcGBzMxMKisrMTQ0JDs7m7q6OiHHMTU1JSQkBGNjY1xcXKivr2f79u2iFZCWloa6ujpRUVGUlpaSkJDA7NmzGTx4MLW1tWhoaLBjxw6ePHmCv78/qamp7NmzB1lZWTZv3kxqaqrAQUdFRTFnzhz09fWprq4mNDSUhQsXCp2slZUVenp6tLS04O7ujra2NhKJRDDaZWVluXfvngBadXR08PXrV44cOYKRkRE+Pj4UFhYKleiMGTMABGXOxsaGL1++IFNdXb3TzMyM+Ph4JkyYwN27d6mpqeHHH39EIpEgkUiIjY3FyMiIAwcOMGDAANzd3amrq6OhoYExY8YwYMAAQafS0NDg5s2bTJo0iYaGBpydnVFXV2ft2rW8ffsWLy8vvn//TmNjI3379uV///sfpqamuLq6iv5xQEAAsrKygsIjra/Mnj2b9PR0DAwMcHNzY+zYsURGRqKkpERQUBCDBg1i6tSpNDY2MnPmTHp7e7l69SobN24kKysLDQ0NOjo6iI2NZcSIETQ1NTFp0iQqKyvFf6Xs4YEDB1JXV4eamhqtra0oKSkhIyNDWVkZBw8eJDAwkM7OTsaOHUtgYCCTJ0/Gw8MDiUQCgLu7O1ZWVhw7doy+fftSWVlJU1OT2K16enoiKytLT08PFRUVpKamYmtrS3h4OIWFhezfv19Yberr64Uq8enTpzQ0NNDb24uOjo5wyfr4+LBnzx4RkPj06ZMgyEkTmbW1tcIY9ObNGzQ0NDA1NeX+/fsAQukWEBBAbW0tMTExaGpq8uHDB44fP8769ev53//+x8mTJ1m+fLnIFTQ1NfH+/XvRv62pqaG+vp49e/YIwUFGRgbFxcW0t7dTXV3N7t27GTt2rKDDjR8/nuTkZPHzuru7ixfSx48fKS0t5fnz5xQUFKClpcXDhw8ZPXo06urqAo9YVVUletFv3rwhKSlJkN+ku/T09HTS0tJEwhzg5s2bbNmyha9fvzJ//nxiYmJQUVGhsbGRly9filNuZ2cn79+/JzU1lc7OThQUFLCwsMDQ0BAfHx+cnZ1FA2DQoEG4ublRWFgoBCr+/v7k5eVha2vLq1evuHjxIuXl5dTU1IjvkLy8PPfu3ePx48cYGBiIcaf077x06VIKCgrQ09PD0tISOzs7lJSUKCgooLq6mry8PPEdAujp6RE6yEePHmFmZoarq6sI8vz5559MmDCBT58+0dHRQXFxMVu3bsXFxYV58+YhIyMjqGJSYpV0xJ2WlkZ1dTV1dXU4Ozujp6cnHO3z58/nzZs3mJubU1RURGxsLFOmTBGJ57S0NEpLS7l37x4jR46kqKiInTt3EhgYyLlz50SOoa6ujpSUFPz8/FBXV2f+/Pmio66rq8uTJ0+EJtTExISOjg7S09Nxdnbm3bt33Lp1i5MnT4qbjFQP6eHhIX7XHR0dgn4oIyPDtWvX0NTUFLVRNzc39u3bR35+Pv/73/+4cuWKIB82NzdTUlJCV1cXOTk5jBo1ChMTExwcHDh48CC///47Dx8+RElJiWHDhnHp0iXU1dXp7Oxk9+7dWFlZCRyxlpYWX79+pb6+nsjISNTV1fnhhx9obW1FVlaWtWvXYmJigq2tLRYWFvj4+KCmpoaioiK//vorsrKyGBoaCvqWhYUFNTU1aGhoUFlZydy5c8nMzCQoKIhTp06JZ5Wuri6mpqa8fv1aYG97enpE/zcsLIy//vpLEPdevXrF+vXrKS4uRk1NjejoaFxdXQGor6/HycmJDx8+iDR7REQEw4YN49WrV7i4uNDY2ChIX9LVR0xMDF++fEFDQ4MVK1ZQVVWFv78/mZmZYlrh6+tLe3s7W7ZswdjYWFSOlZWVyc/PR0VFhfnz54vUv6OjI87OzsyaNQt7e3tGjRqFgoKCuCRZWlpy/vx58vLyyMvLY+3atXz58oXGxkbOnTvH58+fqaioICcnh4aGBlxcXPjtt9/Q1tbm27dvooJ248YNRo4ciYuLiyAm/u9//8PS0hIXFxfRJZceaOvq6vj8+TPz5s0TnPaCggLGjx/P33//LQiVAHJycoIgCSBz4MCBnc7Ozqxdu1bcMpOSkgQL2cnJiT179uDp6UlbWxvd3d0AhIeHY2lpSb9+/UTozMbGhmfPnvHbb78RGRkpahhtbW2Ul5dTVlbGkCFDMDIyQiKRcOTIEdra2igtLcXc3BxfX1/69u1LUVERUVFRhIeHix2stIYl9YimpqYSGBhIW1sbu3btEqD8yMhIgSt0cnJi2bJl9OnTh/Lyctzd3Vm8eDH29vb079+fqVOnoqamxh9//MGAAQOwsbHh6tWr+Pv709DQQGZmJn5+fmKsOGbMGPr374+CggIBAQH4+fnx7ds3bt++LZjSmZmZGBgYoKSkRFpaGvHx8TQ1NaGlpSVOhtJ6x/79+9HT06OrqwsTExNsbGwAePDgAQYGBtTX15ORkcGgQYMYNmwY6enpeHl58ebNGxwcHLCwsCAmJkbgKl++fImcnByDBg0iMjJSwGR0dHSIjIwkMTERGxsbzp8/z8WLF3n//j3Pnj0jICCAuXPn4uvry82bNwWnedq0aeTn59PU1ISPjw9fvnxh48aN/Pvvv7x584aAgAAx/pT6ngMCAli9ejUvX77E09MTTU1NfH19yc/PZ8KECbS3tyMjI4O/vz+ysrK8f/+eRYsWER8fj5mZGXPmzOHu3buYm5tTVlbG5s2bWbRoEffv38fe3l5UaqQjckNDQ6Kjoxk9ejQGBgai9pKXlycS3NIvnNTWJbVqGRoaEhcXh46OjujoSrGEBw8epLa2FjU1NRISEli7di19+/altbWVmzdvijS0RCIhOTmZsLAw4UD28fFh3bp1wtM+atQojh07xvnz5xk4cCDnzp0TmNnY2Fjq6uooKSlhzpw57Nu3Dzc3N4qLi/n27RteXl4cP34cAwMDUQtZunQpkZGRWFhY8O7dO5SVlZk4cSKdnZ3o6uqKsfL58+dRUVGhvr6eqVOncvToUYKDgwVn3MzMDGVlZczMzMjPzycwMFCQ1lRVVamoqODBgwfY29vj6urKgwcP2LdvH35+fri4uODl5YWysjKHDh1i4MCB9O3bl2XLllFeXs6sWbPIzc1l/PjxZGRkiEqNlHs+ZswYAgIC0NbWprOzkxUrVgiLmLGxMXZ2drx48YJBgwZx4cIF8RCvqqoScpfk5GRu3rzJjz/+yNChQ/nhhx9wc3MjKCiIyMhIurq6mDhxInPnziUvL4+goCC2b9/OjBkzaGpqQlNTk+PHj6Orq0t3dzchISFYWloyePBgXF1def78OUOHDiUsLIy2tjYRjJSuVRISEkhPT8fExIQff/xRTJk+fPhAZmamaMB0dnaKW7uU0peTk8O4cePQ1NTEz88PFRUV8vPzef/+Pb6+vty/f587d+6QkZEhbl3Z2dnk5+eLvnyfPn2or69n69atFBYWcuHCBQwMDPj8+TNv376lf//+2NjY8PHjR0xMTEQrR5q89vT0REFBAVdXVwYNGkRrayufPn0iJSUFV1dXMZUwMjJix44dfPnyBRUVFTHB09bWprCwEA0NDZSUlFBTU2PFihWCgWFubo69vb2gPJ46dQpTU1MMDQ0ZOnQohYWFdHZ2cv36dYyMjJCTkxNVM+l6QSKRYGRkJKApenp6HD58GD8/Px4+fEh7e7torgwcOJAdO3YIbn1GRgZFRUXMnDmT06dP8/TpU2JiYlBUVMTV1ZULFy4wa9YsysrKWLhwIQoKCmzZsgUZGRkSExPR0tJi9uzZmJmZcf36dQoLC8XUVltbmzFjxtDS0iKQv93d3WRnZ/P9+3eRtzh69CgXLlwQobTAwECcnZ3F72nKlCkcP36cgQMHCmCOg4MDmzZtwtvbm7S0NObOnUtVVRURERHIeHh47Lxy5QrOzs4oKytjZ2fHli1bUFdXx9vbm9LSUiorK7l06ZIIkqSkpGBtbY2WlpZAYlpaWjJixAiWLl3KkCFDCA4OxtvbG0NDQ8aNG8fIkSP54YcfUFFRwdjYGBUVFVRVVWlubhYP3VmzZqGvry9MOaNHj8bW1lZwXqVpZKkaTwq4l5OT49mzZ1hZWaGpqcnQoUNZsGABFhYWJCQkCHh/RkYGwcHBVFRUoKenh7m5OTo6OsydO5cNGzbg6OgotHZVVVWiQ+vv7y8sNoMHDxYvopKSEq5fv8748eOJiIggKyuL2tpaXr58iZKSEsHBwTQ2NvLTTz/Rp08fLCwsMDMz48uXL3z//h1TU1OGDh0qdtuJiYm4uLiIuH9mZiYLFy7k06dP6Ovrk5aWJlLWffr0oaioCGtraxQVFQW6ccCAAaJ7m5+fj7a2NoaGhowePRoXFxdevHiBRCJBTU1NvJTnz5/PyJEjASgqKhI7Sh0dHVauXImysjJZWVk8ePCAhoYGMjIyqKyspKWlhcOHD1NfX4+8vLzoaUp7zQUFBeJ0qK+vT25uLurq6qSnp1NXV8edO3dwcHAgMjISPT09cUuUSCQMHjyYrq4uMTqSqv4SEhJwd3cXCfPjx4/j7+9PYmIi4eHhjB49mvLycpKSkjA0NKSxsRFjY2Py8vKEFUhHR4dv374J/7S/v78YQ969exdTU1MuXLgg2PM9PT08fvxYoFStrKzo6OjgxYsXFBQUkJOTI/zxjx49IiYmRtToTpw4gYGBgXgASXfroaGhaGpqoqqqSm9vLwUFBURERAD/x/K2sbGho6MDPT09MfZctmwZQUFB/P3330yaNAl5eXn27NnD2LFjCQ4OxszMjISEBKqqqvj27Rvm5uaUlpaSk5NDSkqK2GVnZGQIulJWVhby8vJitJ+fny/WCX/++SednZ2C4iaRSNi7dy9nz57l0aNH3L17l6ysLG7cuME///xDb28vt2/fZs+ePbS3t3Pt2rX/z6UtrQm6uLjw8uVL7OzsaG9vFxzpvn37Co9zcXExbm5uGBgY4Orqyu3bt6mtraW7uxsVFRVkZGTEYcPc3JwzZ84IDkNMTIwYMUZFRRESEoKjoyNv377F0dFRHE50dHT48uULKSkpBAUFiQlDcnIyRkZGVFVV4eXlRVdXFwsXLhQhMCnSODc3l2PHjvHt2zdmzpxJd3c3EokEBQUFvLy86Nu3rxhFm5ubA/DDDz/w5MkTzp07R3t7O8HBwYLxvXTpUszNzeno6EBWVhZXV1cSEhKIi4sjPDycmpoahgwZIqx3Dx48ICUlhenTp/PgwQPq6urEc2Ly5MmixtjZ2UlmZiZ6enqUlpby5MkTtLW1mTBhAiUlJeTk5IjevFTtuXnzZjw9PZk+fTpdXV1cvnwZOzs7ent7aWtrw97eXjyXysvLqaioEIKW8vJyRo4ciYqKCjExMRw+fJioqCicnZ05ePAgz549Q15enpaWFqysrLC1tWXWrFliZeTs7CyER+np6UIgpKGhQeY3768AACAASURBVFVVFRUVFVRWVuLj40N0dDTGxsbU19cLkUf//v3F2NnHx4eYmBihRdXQ0CA4OJiMjAysra05cuQICxcu5Nu3b3R0dGBnZ8esWbOQSCSsX7+exMREvL29+f79u+BJhISEYG1tjYeHB69evWLo0KGoqamJ4J/0MP7+/Xvi4+MFUGfSpElcvnxZHLh0dXUJDw/Hzc2NESNG8OzZMxYtWkRtbS1jxowRawMpRnvNmjXIdHV17YyLiyMkJISkpCTu379PTk6OeEBs2LCBa9euYWNjw8mTJ7G1tSU7O5uUlBTKy8vFWKugoIDKyko2btwoagdz5syhs7OTrKwsOjo6CA0N5cOHD9y7d4/Nmzfz+vVrzM3NOX78OHJycsTFxTF16lQ2bNjArVu3iI+PZ/Xq1Xz9+hU1NTWBFJwxYwZXr14lOjpaCM6TkpI4ceIEy5Yt4+bNm0gkEnp6ekhKSuLFixecPHmShw8fMmDAADF+qaio4PPnz5w7d468vDycnJw4f/48Q4cO5cSJEwwYMIBnz54J32p5eTl9+/YlICCAKVOmsHXrViIjIwkODiY1NZWZM2cSGRkp8KdPnz7F398ffX19rl+/TnZ2NnJycri5uQnVZXR0NLNnz+bhw4eEhIRQX1/P6NGjcXJyQkdHh6qqKrZs2YKvry+7d+/mhx9+wMbGhrdv3wpObWZmJomJicycOZOVK1dSWloqLDXe3t6kpqaKXebnz5/Fi2Dz5s0CCytlM0vT3+vXr+fNmzfs27dPiO83bdrEo0ePmDx5Mt7e3vTv358RI0YwZswYBg8eTEBAANOmTaOgoIDS0lKOHDlCfn4+pqamYhphbGyMk5MTR44cobW1laCgIJSVlenq6qK1tZWenh6GDRvGjBkzOHPmDEpKSsjKyuLh4cGkSZMICQkhNDSU/fv3M2/ePEaNGsXIkSNRUFBg165dVFdX4+vri52dHcnJyTg4OAjTTXNzMw4ODgIasmLFCmxtbTE3N6e7uxt3d3dOnDhBb28vhw8fJj8/nwsXLnDu3DmsrKzYsmULq1atYtq0aSxZskSAJVatWoWpqSlHjx6lp6eHvXv3CgPWwoULGTZsGAEBAYwdO5b8/Hy+fPnCunXrkJeXZ9asWZibm4vE6f/+9z/Wr19PXl4eampqmJqasmvXLqKjo7l69SpNTU00NzfT1NRETU0NSUlJXLlyBSMjI8aMGYOuri6jRo0iNTWVyMhIZGRkOHfuHBKJhK1bt7Jw4UIeP37ML7/8wsCBA/npp58ICgqiubmZ4uJimpqaBCSnsLCQRYsWMWfOHPEikqKFFy9ezJAhQ1i5ciVv3rzBw8ODwYMHCwXh3bt3hc9+2LBhQpu4ePFi9u7dy4wZM9i6dSvHjx/H1dWVwsJCZs6cSVJSErm5udja2rJy5Uru379PS0sLzs7OIiDZ0NCAtbU1r1+/pr6+ngEDBgi/wf379xk8eDDd3d24urri7u7OsmXLeP78ObKysgLycezYMQDhPJCKapSUlJgyZQpDhgxh8uTJHD16lK6uLoYPHy4qn8nJyUyaNImOjg4aGxuJiIhAS0uL169fC0pjd3c3MTEx2Nvbc/jwYQ4ePMjatWvZsWMHdXV11NbWiprj5MmTcXZ2prW1lfPnz5OSkiJ82c+fP2fRokXo6emxZcsWfHx8mDNnDh8/fiQrK4s3b94QFhaGg4MDSUlJon63ceNGrKyshIt7/PjxQsJjaWkpDl/KysrMmDGD/fv3M2TIENGzf/jwITY2NhgZGYnaW79+/YiLi2PevHksWbKEgQMH4unpKYQtjY2NHD58WFzGvn//joODA2FhYQQGBqKoqMiWLVvYuXMns2fP5vPnzxw7dgwvLy8OHTpET08POTk5XLlyhdWrV7No0SKysrL4888/CQoKorCwEFVVVebPny/ob/Ly8igqKuLh4cGTJ0/YunUrz58/x97entDQUO7evUt2djYAEyZMoLe3l+LiYtLS0nj//j2zZ89m48aNQhuqoaHBjBkzWLNmDXv37qW0tJR3796RmJjIunXrUFRUFPXkjo4OCgsLRRsnOjoaHR0duru7iY6OxsTERICb5OTkePDgAXPnzqW5uZnz588ze/ZsKisr0dfX57fffmPEiBEoKCiI3EJmZiby8vKEhoby9etXRo8ejYy7u/tOQ0NDXr58iYODAwkJCVRUVHD16lXc3d1pamqip6cHGRkZ8Q8u5VpbWVlhZGSEh4cHt2/fxtDQEEtLSyENd3Nzw8bGhuTkZN6+fSsK4To6OkyfPp2FCxeSlJTE2rVrSUpKorm5mdDQUMzMzJBIJCLK/vbtWzFG7NevH6mpqVy/fp1Dhw4JVZtEIuH333/nxo0bxMXF0d7ezty5cxk7diwNDQ3Y2NiQl5eHkpISI0eOZOHChXR0dFBaWsrLly/p168ft27dEuG27OxscbsbNmwYCQkJDBs2jBs3brBy5UouXrwogioXL15EXl6eiIgIcYqfPHkyx44do7a2lra2NiwtLSkuLsbDwwMTExOho5s5cybjx49HUVFRcLLr6uqwsLDg8ePH4nTp7e3NgAEDaGlpITk5mf/++4/169eTn59PUFCQSNlLJBIWLFiAq6srYWFhzJo1CxMTE6ZOnSpqVP7+/ixbtowBAwagqamJubk5/fr1o6enR3TS9fT0hN9XQ0ND7NGMjY25ceMGDQ0NbNiwATc3N/bv34+cnBzJyckkJiaKXeLBgwcZOXIkJSUlJCYmMm/ePJYuXcrSpUtJTk5m4sSJfPv2jczMTPT19dm6dStFRUUYGBjw9u1bJk6ciIqKCqWlpZSXl5Oeno6Ojg5ubm48f/6ctLQ0uru70dHR4ePHj2RmZmJsbExXVxcbN27kzp07ODs7C/znuXPnMDU15dKlS8yZM4eHDx8yc+ZMwY5uaGjgzJkzwkP75csXJk2axNGjR8VLMCcnh+LiYuLj47l06RIKCgq8ffuWMWPGsHr1atra2mhsbCQ9PV2E+8LCwjAxMeHGjRv8+++/ZGZmMm/ePE6cOEFBQQFqamps2rSJ1NRUCgsLsbW1JS0tDS0tLQICAsjKymLdunUUFRUREBAggm/e3t4cOnSIn3/+WVDrHjx4IEbVqqqqfPz4kdjYWAwNDXn37h2bN2/G1taWzMxMzMzMyMvL4/79+7i4uCCRSFBXV2fatGnMnDkTU1NTsrKyqKysFPpXKXJRmlPJzs6moqKCGTNmUFxcLDrjHz584OnTp5SXl3PixAnR4VdVVWXRokWkpaXR1dXF9OnT6dOnDxKJhIMHD7Jp0yasrKwoLi7GyMgIRUVFdu3aRW9vL4mJicjIyDBp0iQ+fPjA4MGDsbCwICgoiOvXr5OVlSUscBoaGkRHRxMdHS3MbHl5eQLzKA1Djh49mlOnTjFmzBhyc3OprKzkyZMnpKam4ujoKJ6Lt27dIiQkhPLychITE7Gzs6OsrIyJEydiZ2dHT08PTU1NZGVlMWTIEOzt7QVQydPTEzc3NzIzM1m/fj2pqalCcfrhwweMjY0xNDQkKSmJ2bNn4+7ujouLCx0dHWzbto2SkhIeP35MWFgYPT09vHjxAi0tLZydnTl37hzm5uZERUUxaNAgysrKsLS0pL6+nrKyMvLz84UYqaenh7y8PMFRlwY3z5w5w4wZM1BTU6Ojo0MojMvKygSQRSKRMHz4cKZPn87jx4/56aefhLZz27ZttLe3U1xcTGZmJhcuXMDCwoLExESB17x79y7Hjh1j/vz5fP36VeR5VFRU+Pz5s2gXVFdX8+uvvxITE4Oenh5LliyhvLwcDQ0NxowZQ0FBAatXr+bvv/8WFeHBgwdz9uxZnJ2dCQkJQVdXl7CwMGpqajhx4gTl5eXY2Nigp6fH1atXqaurY9SoUULLfOLECfbt24eZmZlQs5qYmNDa2kpxcTE+Pj64uLjw+fNnFBQUOHDgAM3NzXh6euLr64ucnJw4CLu6uvLx40dUVVVxdHTk4sWLaGpqkpeXh56eHjdv3uTOnTv89ttvlJWVUV1djZ2dHe/evcPHxwdra2sePnwotMwpKSn06dMHHx8f0tLSkFm/fv3O5uZmqqurkZGREbsa6eh75MiRdHd3U1JSwvjx47GysmLRokUiVSh98Uh3hNIenKysLL29vQIpePz4cezt7amvrxdw+I6ODhFMkQLxLS0tcXZ2xtzcXPBxv3//zvfv34mJiRFF/rCwMDQ1Nbl//z4//vgjS5cuZeTIkbx//x4dHR1MTU159OgRISEhbNiwQZDDAgICOH/+PA8ePOC3334Tlazbt28zfPhwduzYwbRp00Swy9DQEAsLC5qamgRAPjc3FxsbGw4cOEBCQgIRERHs27dPwEMCAwMF/WbZsmU4ODhw5MgRTE1NqaurE2jNe/fu8eDBA7KysmhoaODWrVvExcXx5MkTampqRIJUSUmJ1NRUnj17hoyMDI2NjSgrK6OrqyvMOGZmZhw4cABLS0uam5u5cOGCQPhJbxBhYWHCAVtfX09KSgovX76kpaWFwsJC7OzsePv2LT09Pbx69Yr6+npOnDhBZ2cnfn5+5ObmConHkCFDBKWps7OT8vJyoW4cPHiwqDp8/fqVwsJCNDU1SUtLEwpRabe8s7MTdXV1jIyMuHz5MtXV1RgaGhIVFYWHhwexsbFoa2tTX19Pc3MzEomEQ4cOERUVRWpqKiNGjCAqKooffvgBHR0dwsPDaW5u5s8//8TOzo7r168THBzM+PHj6ezspKOjQ0A3Xr9+TXNzMy9evGDPnj3o6+sTFhZGS0sL48eP5+nTp3h7e3Pjxg1KSkrIz89HWVmZCRMmcP36dTQ1NcnNzSUzMxM5OTnq6+sJCAgQVR1plWbx4sXk5+eLXa708CPt4j548ACJREJ9fT36+vpEREQwcOBAZs+ezZs3b5BIJHR1dWFubk5NTQ1+fn44OzuTlJREWloaOjo67N27lx9//FGsiOrq6jAxMaGsrAwVFRWsra15+vQpY8eOZcGCBWRmZlJdXU1jYyN2dnb07duXzZs3ExkZyZUrVwgODiYwMFDkWaSZDVVVVXJycnB2dmbNmjWCBFdfX09oaCifP39mzJgxhISEMGnSJPT19Rk/fjyfP39my5Yt4qDm6uqKj4+PsK7FxMRga2tLZ2cnnp6eREREYGJiQlBQkAhDlZaWClrU27dv0dTUxMbGhiNHjuDn50dFRQWjRo0SocPU1FQ+ffrElStXsLa2Rk1NDRcXF1JSUlBSUsLExIT+/fuTm5uLvr4+WlpaFBcXs2TJEvr3709+fj729vbU1dWJl1dGRgYdHR3C1qSrq8u6detYvnw5y5cvp6ioSFSRrK2tcXBwIC8vjz59+pCXl4eGhga7d+8mKyuLXbt2cePGDYKCgkhLSyMsLAx1dXVWr16Nvb29SLO/fv2a0NBQBg8eTGlpKampqWhqaorg18qVK5FIJNjY2AjVprRyKg28trW1ie76qlWr2LZtG3p6enh5eZGdnc3nz5+Jj48nJCREMAo8PDyoqqqio6OD+Ph4Xr9+TUxMDMHBwaxbtw4XFxeBzezu7haHqx07dnDt2jU8PT0pKipCW1tbVHal9dXOzk6hQ7579y6urq7s2LGDo0ePcvPmTV69ekX//v1xdHQUcpjMzEwmT57MoUOHmD17Nn5+fty+fRtzc3Oqq6vJz8/n8uXLnD59msOHD5Oamoq7uzsBAQGCTHj//n2WLVsm4C4///wzqqqqTJw4ES0tLUaOHMmbN2/o6upCSUlJTJWk9rm8vDwSEhLYu3cvtbW1nDt3joyMDGpqapBIJALe9O+//7Ju3Tq2bdvGggUL2LRpEzo6OhgZGQEwc+ZMRo8eTVJSEjo6OsJLfvnyZX799Vch+3F3d8fExARlZWUOHjyIzIABA3bGx8eTkpLCoEGDkJGRET/Ap0+fqKur4+TJk2JUPW7cOBYvXszhw4e5d++eKM/n5OQIKPqTJ0/YsmULJiYmxMXFIScnh4qKCl5eXuImHBsbi4+PD7du3aK+vp6WlhYR6JEGCuLi4rC2tiYiIgJfX1/hqXZxcSEiIoJ//vkHXV1dDh06xLZt27h27Rrjxo3j3bt36OnpYWxszLJlyzhy5AjBwcE8ffoUJycnVq9ejYaGBikpKdjY2BAZGUlSUhLl5eWUl5fT1dXFoEGDsLa2FrcFeXl5vn79ypkzZ5g+fTovX74UFaK6ujpWr16Nrq6uYEqvW7eOCRMmCAhDWFgYOTk5Yk9eXFzMqVOncHZ2Rl5enu7ubnJycuju7mbKlCmsWLFCPFxWr15NZWUlAMeOHUNPT4+lS5fSt29fhg8fjpycHKmpqcTExIjk+YYNG/jpp5/o7u7m8OHDpKenEx4ejpOTkwjEKCoqIi8vT//+/cUHR1tbm/379wtjzfbt25k7dy5Hjhxh165drFq1CgUFBcrLy/n8+bPgDJuamrJ7927U1NSor69n0KBBLFq0iLlz5zJ9+nQsLCwYOHAgixYtEqhKKaCluLiYxMRETE1NKSoqYtasWVRVVQnoRVhYGMOGDWPUqFHcvn2bjRs3YmdnR58+fZg0aZKoC8bFxbF//36x15ROgWpra5k9ezZHjx7l4sWL7Nq1S4RlRowYwZMnTzAxMeHZs2ccOnSI0NBQ5syZw6RJkxg2bBg7d+4UQP+NGzcSFxeHqqoqTk5OdHd3M2zYMHJzcwkODkZJSYlPnz5hbm6OlpYWa9as4eHDh9TW1hIaGoqWlhbp6ek8ffqUpqYmKisrsba25vfffxc98gULFqCoqCgwla9fv6ampoZLly6JHMelS5fQ09Ojra2NefPmMW/ePGJjYwWG9vPnzzg7O4vOfXFxMcbGxujo6JCSkiL6u9ra2iQmJnLy5EkBg4iNjWX48OHo6ekxYsQIiouLGTp0KN++fWPq1KnMmjWLuLg4Vq5ciYmJCf369SM/P5/W1laOHz/Oo0eP+Ouvv3B0dKSxsZGkpCQCAgKYPn06ra2torIorfdIUbZpaWm4ublx6dIlVFRURM1s+/btPHr0iJ6eHmJiYjh27BhpaWnk5+cL5oI0FFdeXs7evXspKytjw4YNTJ8+nYSEBD59+oSBgQF//fUXp0+fZtGiRSKseO7cOV6/fi045BUVFZw+fZqAgABu3LiBvr4+VlZWwhe/bNkyFBQUWLVqFQEBAfj7+/P582cOHDjAr7/+SnV1NRYWFmzdulU8j6ZPn46RkRHBwcGcOnWKkpISMdE6efIkx48f59KlS1y8eBEfHx+6uroYNmyYqM8tWLCA79+/4+HhwcuXL9HW1iYsLAwjIyN27twp+s/q6uqoqKhQWVmJjIwMf/zxB+vXr+fu3btcunSJMWPG8OjRI5KTk/n999+xs7PD3d2drKwsBgwYQH5+Ph4eHly5cgVZWVm+fPlCXFwcp06dYurUqcjIyLB37168vLwEYVF60N2/fz/29vZUVFQgkUjo7e3Fzc2Nbdu2YW9vT1tbG2PHjuXAgQMsX74cBwcHkpOTRUVNyoK/ffu2+C5t376d6OhoWltb8fLyElS3CxcusGvXLmRkZPjw4QPKysoMGTKE0NBQnj17xs6dO5kyZQp+fn4kJydTUVEhLktNTU2Ymppy/vx5rKysGDJkCIsXLxbSq2/fvmFtbY2pqSl79uzh7NmznDp1Cm9vb0xMTAgJCWHmzJnIysry+vVr1qxZQ2pqqgiWZWdns2TJEiIiIkhNTeXp06fcvn2bwMBAWlpaWLBgAdHR0SgqKtLQ0EBtbS3u7u4irS5dT0nrYA8ePKC9vZ2Ojg5k3NzcdnZ2dlJRUYGGhgYA8vLyvH79muzsbDo7O5k7dy537tyhT58+IiR0/fp1urq6RDJWRUVF9JQ/ffqEtrY2ERERNDU1sWjRIiFANzIyEkGkjo4OJBIJ9+/fp729ndzcXNzd3fn777/p6emhqKgIV1dXmpqa6OjoQF9fn0ePHhEZGSksX+Hh4bS0tKClpcX58+fJyclh8eLFPH36lIkTJ/LTTz9x/fp1nJ2dOXHihLBHSR8kCgoKnDhxgqqqKoGBe/nyJRERERQWFlJZWUlDQwPfvn2jf//+DB8+XGjrFBUV2bx5M/r6+jx8+JCWlhYMDQ0ZOHCg4AT/888/eHh48Pz5c+Tl5Wlvb8fExARZWVkqKipQVlZm3LhxKCgoMGLECBH0q6+vx9raGgUFBRHG0tDQwN/fHz8/P7y8vAQIo7u7m6FDh+Ls7Mzz588ZP348qqqqZGVl4eTkhImJCUOGDEFXV5eSkhImTZokEve5ubn4+/szdOhQ0fcbNWoUr1+/Zty4cdy6dYuxY8diYWHBtWvXCA8P56+//qKgoAArKyuUlJSYMGECWVlZ5Ofnk5iYyIcPH9iwYQNZWVkilCLdd0v50Lq6uqSkpNDd3Y2DgwPNzc1MmTKF+vp61NXV8fPzo1+/fkKc8fTpU7q6uggICCAvLw9VVVW+fv2KRCLBwMAAZWVltLW1RTahpqaGffv2iXqHqakpKioqrFu3jubmZvz8/KiqqiI9PR1tbW2RcH758iU2NjasWrUKGRkZwR53cnLizJkz9PT0UFhYKKxyTU1NLF68mKFDh2Jvb4+XlxczZ87E2dkZb29vZs6ciYWFBb/88gsqKirExcVhb28vqHvv379n6dKlrFixglWrVvHixQu0tbXF9GPChAl8+PCBJUuWYGBgwN27d1mzZg39+/dHSUmJESNGICsrK1C/2traqKmpCfmN9GdzdHRkxYoVNDc3Y2FhgYuLC11dXaSlpQmIxePHj2lsbOTmzZts376doqIi1NTUhKgmKysLNzc3sS9ub2+noKAAGRkZASUKCQnB1dVVHNITEhIwNjbm4sWL/PLLL6IqKicnh52dHcrKyhQVFdGvXz8GDBiAkpISjo6OKCoq4uXlxcmTJxk8eDAKCgoYGhqKWtDjx48ZPnw42traImgkdYffvn0bExMTsrOz6devH9ra2qSnp9PT08OOHTtEdbWtrY379+9TUlLC0aNHKSoqoqWlhXnz5vH777/z+vVrUU+KiYkhJycHBQUFMYXw8PDg8uXLnDx5EhMTE3799VcOHTqEra0tFy5cEBQtIyMjsZ+VwogiIiL48uULPT091NXVCU2lVKt75swZLCwshJBoy5YtxMXFcfbsWTIzM8nNzWXGjBm8ePGCyspK0RFPTU2lX79+wo5mY2PDxYsXGTZsGOvWrRO2PgsLC44ePcq9e/eoq6ujvLyc2bNniwmohoaGeK5J+d3p6ekMHToULS0tSktL8fHxoaysDFVVVeLj48VNV3pDHTBgAFZWVkLV+/XrV2JiYjh06BBPnjzh5MmTaGpqioR8UVEReXl5mJmZid27oaEh6urqopKbmJhIb28vLi4ugkA5evRodHR0UFZWZtOmTWI8Xl9fz/HjxxkzZgzu7u4MHjwYY2Nj4uLiRIK+urqaZ8+eYWFhQXJyMnV1dbS0tJCXl8e///4rYE2FhYVIJBLevn3LtWvXBDNcGiS9ceMG7e3taGtr4+HhwdOnT0U33MvLi4kTJ/5fyltGhp9//pk1a9Zw584dGhsb0dLS4tu3b9TX19Pa2srEiRPx8/Pjv//+Q09PTyhbc3JykJk8efLOs2fP8v37d3E6+/r1K3fv3uXLly90dXXx008/idSlhoaGCA8dP34cfX19dHV1sbW1Ffuz8PBwQkJCACgoKKBv3740NjYKg5eNjQ2WlpaMHTuW//77j6KiIi5duoSfn5+Ao0gB8NI6V29vL0FBQcjLy3P16lWeP3/Op0+fcHFxoba2Fm1tbUaPHi0gBVLi1/Tp07lx4wZ//fUXEokER0dHBgwYwJAhQygpKcHFxYWEhASSk5NZsGABgwcPxs7ODicnJ2xtbXn8+DEmJiacPn2af//9l/r6emRlZfHz86OpqUkE5g4cOMCgQYPo7e2lqamJIUOG0N3dzfv37wWnXeq7ffjwId7e3gJTKSsry8uXL8WOVuqNlprRrly5QlZWFl+/fqVfv35cvXoVZ2dntmzZQnNzs7AQaWhoUFdXh5mZmcB2Hjp0CHl5eby8vKioqODXX39l5cqVrFixgpSUFIyMjATT/NGjR3R3d4uQhImJCRYWFsJb/fXrVxoaGti+fbuwR6mqqvLp0ydRb9DX16enp4dVq1ahqqpKcnIy79+/x8DAgKVLl5KVlUVJSQmTJ0+moaGBH374gQcPHmBqasq+fftwdHQUqU9pjWzt2rXMmzePxsZGPn/+zF9//YWnpydWVlZ0d3eTkpJCYWEhixcvxsjIiHPnzjFp0iRhnTpz5gzx8fEoKSmJ0WRXVxfW1tbIyMhgZmbG8uXLRW9ZKncZPXo0hw8f5saNGzx9+hSJRIKxsbHILXR0dHDz5k1qa2upra3lyJEjhIaGEhUVJYQyx44do7KykqioKJGM7e3t5Y8//iA4OJgPHz7Q2dmJlpYWXl5edHR0cPHiRaqrqwXwori4WExKDh06hLm5OV+/fqW6uprIyEi0tLRQUlJi6tSpxMTEYGlpSVtbm3gIzJgxgw0bNtDZ2YmBgQHr1q0D4Nu3b7i7uwu96KFDh0T6WsqBr6qqIisri7a2NhQUFLh9+zYRERG8f/9ewEeKi4vp7e3l8uXLBAQEkJSUJHj+5eXlaGpqYmpqip2dHYqKikRFRZGfn4+uri7FxcWCDy+dNnz58oWqqiqioqI4ffo0FRUVBAYGsm/fPjIzM0Uds7i4mJaWFoEyLi0tJTw8nJkzZ5KcnIyxsTFr1qzhjz/+QFtbm8zMTJKSknBycuLhw4c0NzeTk5ODh4cHO3bsoLy8nLVr14pVT0BAAPLy8mhoaIicQlJSEubm5mhoaIjQ7fLly1m8eDEXL14kMTGRkSNHCj2odCXV3d3NuHHjqK6u5uDBg5iYmKCnp0d8fDz9+/enpKSEXk+7zAAAF9NJREFU5uZmXFxc6O3t/f/gG3JycmzevJkjR45w5coVVq5ciaWlpZhA1NbWihe4tAY6c+ZM/vnnH6ZNm0ZbWxtZWVnY2NiwevVqEhIS6Nu3L+fOnRPVz7i4ODw8PJgzZw5FRUXs27ePuro6tm7dyq1bt1i4cCHfv39HIpHwyy+/8PvvvxMeHi6+q3369KGtrU18NmfOnMmzZ8+oqqpCW1sbW1tbEhISCAwM5Pz588yfP5/AwECSk5PJzc2lb9++nD17FgsLCxQVFXnz5g15eXnIyspia2vL0KFDBcp65cqV4gI4aNAgoqKiGDduHLq6uqxfv57e3l5ycnJ4//49XV1dNDQ08OnTJ1pbW9HS0sLJyQlvb2/i4+Px9vbmzz//pKGhASsrK9atW0dJSQm+vr4UFxfj6OiImpoaBw8eZP78+UycOBFdXV3BCHj8+DFtbW2YmZkJ4pqmpiZWVlYYGxtz+/Zt5OXlkUgk5OTkiBqk9F3o4ODAvn376N+/P9bW1ixZsoRnz56hoqJCT08PUVFRvHv3Dm1tbZYvX45MQkLCTk9PT7S1tRk+fDhNTU1YWVkBMHToUObNm4eqqip37twhLi5OANaNjIxIT08X3Obdu3djY2NDRUUFY8eOxcDAADk5ObZv346Ojg7Pnj1DV1dXPETGjh1LYmIiL1++JCwsjL1794pbbH5+PsnJycjIyJCUlISqqirFxcV0dXURHx/Pq1evqKurw8nJCRUVFfz9/VFTU+PLly+kpaXR0tKCp6cn27ZtY9myZVy5coWMjAw+fPjA2bNnKS8vR0VFhaioKJSVlSksLKStrY0BAwaQkZGBgoICGzduFL9oqTmqra0Na2trZGVlKSgooLu7mwMHDhAfH09VVRUHDhwgLi4Oc3Nzzp8/j6mpKRkZGdjZ2f2/qs4zKspzbdsHXZqAKDCUQRABpQsiRUIcFNQlKlFBRIOxLWPZWNi+lkg0K0J06zbGlmggamyIGoJkA4pYEpoIqAgISK+i0kH6fL+41/rmN39mFut57vu6zvM4UFZWprKykvLycm7fvk1kZCQnTpxgcHCQefPmMXHiREG9srKyorKykjlz5ohOa3BwsNi7zZs3j56eHsLCwmhpaWHdunXMnTsXFRUV5HK5gEIMDQ3h4+ODg4MDv/32GxYWFnh7e/Pw4UORR7C3t6eyspIpU6aQlZWFuro6nZ2domvf0NAgftOx0ERaWpoInrS2tgrs5IMHD9DU1ERPT4/58+ejra2NVCplZGSEjo4OsdMfeyk0NjaSmZnJ559/zocPH3BychJWm7GgU1dXF+bm5iQlJXH16lXs7OyYNGkSo6OjLFy4kOvXr7NmzRoWLFjA6OiosKS5uLhw+vRpmpqaUFZWZvXq1bi7u9PU1MTIyAhHjhzB39+fd+/e4ejoyPXr12lqamLJkiVs3rwZAwMDsrOzBbTm1KlTaGlpCQHCjBkz8PPzo7m5mbCwMHp7e8VufAzVOwYfkUqlREVFoaWlhbu7O6mpqezZs4fnz58TGBiITCbj77//JjU1FX9/fyZPnoyLiwvDw8O0tLSgoaHB8uXLcXNzY3BwkMuXLzN37lw0NDSIiIggLS0Nb29vkpOTmTlzJsXFxUyaNAkvLy8MDAyQy+VYW1sLaY6rq6vg8YeEhCCTydi5cydHjhwhNDSUsrIyOjo6eP/+vZCTjLUo9PT0GB0dFazolpYW1q9fL6A5BQUFNDQ0UF1djUQi4dq1a1hYWDAwMEBJSQlxcXFIpVKMjY1pbGzkxYsX6OrqoqioyOXLl1m5ciUTJ07k3bt3zJo1i/Pnz/PDDz9w9+5d4uPj6e/vx93dnQ0bNvD111+jpKSEvr4+jx49Yvfu3dTU1PDhwwe++OIL4RS3t7fn2bNnvHr1ioKCAv744w+MjY1FyjklJYXExESmTZtGUFAQmzZtQllZmVu3bpGdnc348eMxNTUlMTGRI0eOcO7cOa5evUpRUZFoRIxBjczNzbGxseHOnTtCPzw8PIyVlRXt7e1MmTKFuro61qxZI9CkY2uxCRMmCFvW/fv3xUGtvr6e9evX09PTw82bN2lpaWHfvn1CluHo6Mjy5cvZsGEDQUFBpKSkYGBggEwmE+rUkJAQpFIp8fHxKCoqkp2dLXj5zc3NSCQSurq6aG9vJycnh+bmZrZu3cqNGzfQ19dncHCQkZERhoeHiYyMFApKX19fqqur8fX1pbKykubmZpydnVFTU0NbW5vc3Fy0tbVJTEwU5iwdHR1KS0uRSqVCWauurk5lZaXQxtrZ2eHq6srUqVPF5FZJSQkXF5f/L9CsqalJVVUVsbGxfP/994IV8PLlS2bPno2lpSVOTk5kZWXh6OiIkpISsbGxKCkpMX36dLq7uykpKRGa4CVLlgixiaurK/X19eIQ7+LiwoMHD5BIJKSnp2NpaYm/v78gp+no6LBixQquXLnCTz/9xOzZsxkdHUUul3Pr1i1R7e3u7ub48ePU1NQIYM6xY8d49uwZ3d3d+Pr6EhoaSnV1NbNmzRIHgOvXr6Mkl8sPtbe34+npyfz583n8+DG3b98mOTmZqVOnUl1djZ2dHaqqqtTX12NpaUlKSgr79+9HS0uLXbt2ERsby7x589DV1eXUqVNERESwbNky1q9fT1FREVpaWnz69ImrV6/y9OlTtmzZQnx8PLNnz+batWukpaVhbGwsUtReXl48evSIiIgI0tPTWbx4MdXV1UJOEBAQwMmTJwU0QV1dnT179nDhwgWxF6qqquLKlSscOnQIMzMz3r59y+XLl4mLixPoyDFgyJo1a6ipqUFRUZHh4WG++eYbOjs7mTZtGn19fYSHh5OcnIynpyf29vY8efJEYA+3b9/O9u3bycvLIz4+ntTUVNLS0gSBa+fOnSxdupQHDx6watUqbG1tiYqKIioqiitXrpCRkcG5c+cwMjISyciamhrhqD1//jzFxcUcP36c0tJSMc6JjY1l4sSJ1NfXi/DGiRMnkEqlxMTEMDo6SkNDg8gHZGZmCmPNd999x/Pnz7GxseHPP/+kqqqK5ORkNm3aRG1tLVFRUejp6SGRSLh69Srx8fEMDQ1RWlrKX3/9xS+//MLmzZsxNjamvr5e7CrHsK9jOyyZTMbFixdFCn6slpednU1bWxtPnjwhODiYbdu2UVxcTFxcHBMmTODSpUvI5XIuXLiAh4cHFy5coLS0lKqqKmxtbZFKpVy6dAlvb28OHjxIX18fhw4doqamRoggdu3axa+//kp2djbp6emUlZVx69YtHj16RFRUFAoKCvT19WFiYkJYWBgBAQE8ffoUPT09gfE0MzOjr68PT09PhoeHiY6OxtXVlbKyMjo7O4mMjGTevHmcOnUKMzMzbGxsKC0t5d69eyQkJNDQ0EBSUhKKiooEBwdja2vL0aNHmT9/Pr///jszZszg3r17rF+/nrNnz9Lb24uVlRU5OTkMDQ2RlpaGRCJBSUmJgYEBTp48yd69e8VeV19fnzVr1mBnZ0dwcDDp6el89dVXNDY2oq+vz+7du3FwcCAyMpLPPvuMEydOCO90SkoKr1+/Fin2sXXB8ePHqa2tFZSn8vJyUlNTcXV15f79+/z111+CZ93Y2Ci6sg0NDQQEBGBoaIiGhgbW1tZUV1djZGSEl5cXxcXF4mEukUj47bffBHZ327ZtREdHY2JiIgAxUqmUmTNn8ubNG3x8fASeNCgoiMuXL6OiokJFRQXbt2/n22+/FfKbcePGsXTpUszNzYmJiWHLli1iUjX24P3ss8/48ssvKS0t5dtvv6WpqUkcFry8vHjx4oUQZLS1taGnp4dcLhepeYlEwsKFCyksLCQsLIyDBw8SGhoqxCEymUzQv/7880/s7OyIjY1lzpw5FBYWCmWxgYEB4eHhtLS0sGvXLgYGBsjOzhZaYwsLC3Jzc9mxYwdr165FIpGQlZVFeHg42tra/PTTTxw8eJCqqiry8/MxNjYWBLixUJe/vz9ZWVliurhv3z7Ky8txc3PD19eXgoICAgICePv2LW1tbdy6dYu1a9fy5s0bOjs7OXToEAcPHiQiIoKGhgZUVVXJyckhOjqa0dFR6urqaG1txdDQkB9//JHAwEBu3rzJqlWr+N///oe6ujrOzs7o6OiI3b2fnx85OTmoqKjwzTffoKioyLNnz7C3t+fNmzeEhITQ29uLuro6Dx48YGRkhL///ht7e3sGBgaIjo7m8uXLgrLn7e2NjY0N6enpODo6YmZmRmJiIjKZDF9fX7KyspDJZJiZmfHPP/8wd+5cnJycaGpqYty4ceTk5DB9+nRWrVpFfX09P//8MwkJCTx//lxc5EpLS+nv7+fjx4/ExMSIiWFOTg4+Pj4CcPPrr79y+vRpZsyYQWpqKioqKjQ3N7Nu3TrWrVvH4OAg3t7eODg4cOrUKfr7+4Xhy9vbm6GhIc6dO8e+ffv4/PPPsbe3x9bWlsTERAIDA1EoLy+Xz5w5k87OTmbNmiUK4pMnT6a0tJTKykqsrKyYNGkS69at4+PHjygpKZGeno6XlxcdHR3ihGJkZMSOHTsYGBigo6ODS5cuYWFhIZSXY6ESFRUV8vLyBPFs8+bNJCcn8/r1a9TV1RkeHhan7rEbzVigorq6moiICI4ePcrkyZORy+UkJCQQGBiItbU1pqam4u/Nzc2ZNm2auG0pKirS0dGBTCbDzs6OwsJCMjIyxO5+5cqVNDQ0kJiYKOpZ1tbWSKVSfH19yc/PZ+LEiZSXl6OqqsrDhw/F/rinp0fcDMZuDaamplhYWDAyMoKBgYFIU3Z0dHD27FlmzpxJQUEBGzZs4O3bt6xdu5aWlhbU1NRIT09HJpPR1dXFp0+fuH37Ntra2jx+/FhUL/r7+9HX1xf9VD09PYqLi5kxYwbt7e24urqirq6OlpYWcrlcSCTq6+sFGlBBQYGmpiZKSkrQ1dVFX1+fpqYmnJ2dmTBhAk5OTjx+/JgXL14IcEJaWhqNjY3s2LGDmJgYioqKWL16NSoqKiKhPvZRU1NjYGAAAC0tLXR0dMRBCUAulxMXF4eOjg5NTU14enoyOjrK4OAgRUVF4oXV39+PtrY2Ghoa+Pn5UV1djbKyMsXFxRgYGPDq1StmzZpFXFycEC0MDg7S19dHQEAAcrmcwsJChoeH6erqEha5sREcwPv373n79i319fVIJBLu3btHSUkJtra2BAQEiFuSiooK79+/F8rMMUnOuXPnRMq+t7cXXV1dTp48KRLhrq6umJqaoqCgQFVVFSoqKigrKzNx4kTGjRuHuro6SUlJnD9/HlVVVQIDAxkcHBTI0r6+PiIjI0lPTxcyD11dXdzc3NDW1iYuLo6goCCys7NxdHSkra2NwcFBzMzMxHrL3d2d169fM2nSJPz8/NDU1BQWMg8PD/r7+1m6dClPnjwRPIOx3zgzM5OioiLkcjkSiQQPDw8cHR3p6uri+vXrDAwMsGLFCvT09GhsbKSiokLcwuzt7cX3zsvLw9raWmgWBwcHhfN3TJJiZmYmHsSZmZnk5eVx8+ZNceOvqqpi0aJFpKSkkJCQgIaGBlpaWqirq9PY2MiDBw8wNjbG398fMzMzqquruX//Pm1tbYSEhNDX1yf2j35+fujo6NDY2Eh3dzdNTU2iU21iYkJFRYW4gc6ZM0cAdIaGhqitrSUkJISysjIxzWhtbaW7u5v+/n6amprQ19enqKiIRYsWYWRkJC5AQ0NDXLp0CQMDA2xtbYXIR0VFhdTUVDQ0NBg/fjzV1dXk5+fT2Ngopirjx48nLi6OwsJCFBQUAASpT1lZmf7+fkHOioyMJDw8nDt37giXQVZWFnp6eigoKKCkpER4eDhubm64uLggkUjIz8+no6OD3t5eBgcHaWpqIjw8nPz8fI4fP46ioiJ+fn64uLiIF/lYhcnc3Jyenh60tbVpb29HX18fHx8fWlpaqKysFGRBDw8PXr16RWdnJ25uboI/bmJiItYsPT09KCgoYGdnx7Fjx7C0tMTKyoqSkhIsLCwEKVNNTY3R0VHU1dVpamoiMzMTiUTC5MmTxXTU3d1dcPddXFzw8vJCR0cHFRUVDA0NxR57TP2ppKTE+/fvKS4uFhTNH374gd7eXpqbm0UQbMwH3tPTg6WlJXfv3qW1tZXCwkIWLFhAfn4+fX197Nmzh6SkJCoqKsjNzQXAzc0NRUVFZDKZaGjdvHmT8ePH8/DhQ1RVVdHR0eH9+/d0dXWhZGBgcEhTUxNvb29evHjBkSNHyMvL4+XLl3z99dcYGRmxb98+Dh06hIaGBlKpFLlcjqqqKhKJBAcHB1GnWrBgAc+ePePatWvCkuPh4cGmTZs4fvw4Dg4OhIWFkZubi7GxMTExMXh5efGf//yHuro6SkpKMDMzo7y8nJSUFKRSKVu3bsXDw4OysjJMTU0pLy8nNzeXnp4edHR0qKuro7u7W+woxv4Bx+QjJSUltLa2smTJEjZu3MiZM2f47rvv+Oqrr8jMzERZWZkff/xRMKOnT5/OypUrUVJSIjExkejoaL7//ntOnz6Nu7s7iYmJaGlpUVZWhq6uLo8fP6arqwtra2tUVFSQSqUcPXqUw4cPc/HiRcrKyvjjjz8E7u6XX34RO7WxUIyWlhaJiYno6uqKB526ujppaWkUFRXR2NhITk4OAQEBLF68mP7+fpGo9PHxoa2tjYaGBkEfcnR0REFBAR8fH3Jzc3n+/DldXV28evWK9vZ2RkdHRffyyZMnlJWV8a9//YuysjKxxjh27BhTp06lqqqKW7dusXDhQs6cOYOxsbHglg8MDLB//34uXrxIRUUFvr6+wvualJTEypUr2bZtmyAB+fj4MH/+fNTV1QkMDBQvnoKCAlxcXDAwMMDa2povv/ySwsJCITl5+fIlAP7+/ri6uvLx40dcXFyora0VY8T29nZMTEyYP38+3d3dWFhY0NXVxdKlS8nIyMDExESEeDZu3EhdXR0vX74kNjaWcePG8c8//1BXVyfUhxkZGZSWlrJixQoiIyPJz8+nrq6OqqoqXr16JXrxoaGhnDlzhtWrV/Px40dCQ0NZuXIlenp69Pf38/PPP+Pt7c2BAwfQ1NREJpOhq6sLgLm5OV5eXnh7ezN9+nR6enq4f/8+e/fuxd/fH0NDQ5G61tTUxMbGhtWrV9PS0oKnp6cAY7i5uZGYmMj58+cZHR0lKCgICwsLdu7cKdLvY4eA+Ph4Dh8+TE5ODosXL2b//v0iAd3Q0ICenh7p6encvn0bQ0ND5HI5ISEh2NjYMDIywt69e1myZAn//ve/cXd3Ry6Xk5KSwsaNG1FWVmbRokUUFxcLYc7u3bs5cOAAHR0dok9fVVWFvr4+WVlZLFy4kI8fP/L27VtGRkb473//y6NHj/D39ycjI4O8vDxOnz5NeXk5UqlUVKsMDQ3ZsGEDZWVlTJ48GUNDQwEbqa2tZffu3aKTvGrVKkxNTTl48CApKSmiLTJ79mwUFBQ4duwYT58+pbCwkLa2Nk6cOMGkSZPIysrixIkTVFRUUFVVRUhICFu3buXDhw88efJEyEH09fW5du0aCQkJDA0NCb97cnIy3d3dfPr0iVmzZnHjxg2MjIy4ceOGmAZ4eHjw8OFDHBwcePfuHTdu3GDdunUsX76c2tpaTExMuHTpEv39/VhYWJCUlMTZs2fJysoS2M2amhqmTp2Kubm58EqPjo4SFRWFmZkZhw8fJigoCE1NTdTU1FBTUxMj+JcvXyKTyXB2diYiIoLKykpx6H748CFHjhzBy8uLe/fuMTIywoEDB7CxsaG9vV2Ahaqqqvj9998xMjKioaGBgoICent7sba2Fm2ba9euiaZRaGiogHGVlJRgYmJCQkIC2traODs7Y2FhIQKRDg4OaGlpERMTg4+PD1OmTBGY5zNnzjBz5kwCAwNZvHgxGRkZ/N///R8XLlwgODiYzZs34+TkhIuLC4sWLaK7u5vR0VGkUinOzs588803DA0NkZ6eTktLC48ePaK6uhoTExO6u7sFlKa1tZXk5GSio6PJz8/nzp07FBYWCqPW3bt30dPTo6+vD1NTU0G8u3r1KrW1tYwfP57du3djZGQkApJhYWFs2bKFL774gmXLlomWVkpKCtbW1ixbtgxPT0+cnJwIDg7GysoKS0tL/h/UvGHNPaKnkgAAAABJRU5ErkJggg==" y="-149.952"/>
   </g>
   <g id="matplotlib.axis_13">
    <g id="xtick_26">
     <g id="line2d_11">
      <defs>
       <path d="M 0 0 
L 0 4.8 
" id="m445db7895d" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m445db7895d" y="278.112"/>
      </g>
     </g>
     <g id="text_16">
      <!-- 0.00 -->
      <g style="fill:#262626;" transform="translate(13.464351 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-30"/>
       <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
       <use x="95.410156" xlink:href="#DejaVuSans-30"/>
       <use x="159.033203" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_27">
     <g id="line2d_12">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="89.747589" xlink:href="#m445db7895d" y="278.112"/>
      </g>
     </g>
     <g id="text_17">
      <!-- 106.00 -->
      <g style="fill:#262626;" transform="translate(80.999933 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-31"/>
       <use x="63.623047" xlink:href="#DejaVuSans-30"/>
       <use x="127.246094" xlink:href="#DejaVuSans-36"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_28">
     <g id="line2d_13">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="160.464421" xlink:href="#m445db7895d" y="278.112"/>
      </g>
     </g>
     <g id="text_18">
      <!-- 212.00 -->
      <g style="fill:#262626;" transform="translate(151.716765 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-32"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-32"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_29">
     <g id="line2d_14">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="231.181253" xlink:href="#m445db7895d" y="278.112"/>
      </g>
     </g>
     <g id="text_19">
      <!-- 318.00 -->
      <g style="fill:#262626;" transform="translate(222.433596 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-33"/>
       <use x="63.623047" xlink:href="#DejaVuSans-31"/>
       <use x="127.246094" xlink:href="#DejaVuSans-38"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="xtick_30">
     <g id="line2d_15">
      <g>
       <use style="fill:#262626;stroke:#262626;" x="301.898084" xlink:href="#m445db7895d" y="278.112"/>
      </g>
     </g>
     <g id="text_20">
      <!-- 424.00 -->
      <g style="fill:#262626;" transform="translate(293.150428 290.211219)scale(0.05 -0.05)">
       <use xlink:href="#DejaVuSans-34"/>
       <use x="63.623047" xlink:href="#DejaVuSans-32"/>
       <use x="127.246094" xlink:href="#DejaVuSans-34"/>
       <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
       <use x="222.65625" xlink:href="#DejaVuSans-30"/>
       <use x="286.279297" xlink:href="#DejaVuSans-30"/>
      </g>
     </g>
    </g>
    <g id="text_21">
     <!-- time (s) -->
     <defs>
      <path d="M 18.3125 70.21875 
L 18.3125 54.6875 
L 36.8125 54.6875 
L 36.8125 47.703125 
L 18.3125 47.703125 
L 18.3125 18.015625 
Q 18.3125 11.328125 20.140625 9.421875 
Q 21.96875 7.515625 27.59375 7.515625 
L 36.8125 7.515625 
L 36.8125 0 
L 27.59375 0 
Q 17.1875 0 13.234375 3.875 
Q 9.28125 7.765625 9.28125 18.015625 
L 9.28125 47.703125 
L 2.6875 47.703125 
L 2.6875 54.6875 
L 9.28125 54.6875 
L 9.28125 70.21875 
z
" id="DejaVuSans-74"/>
      <path d="M 9.421875 54.6875 
L 18.40625 54.6875 
L 18.40625 0 
L 9.421875 0 
z
M 9.421875 75.984375 
L 18.40625 75.984375 
L 18.40625 64.59375 
L 9.421875 64.59375 
z
" id="DejaVuSans-69"/>
      <path d="M 31 75.875 
Q 24.46875 64.65625 21.28125 53.65625 
Q 18.109375 42.671875 18.109375 31.390625 
Q 18.109375 20.125 21.3125 9.0625 
Q 24.515625 -2 31 -13.1875 
L 23.1875 -13.1875 
Q 15.875 -1.703125 12.234375 9.375 
Q 8.59375 20.453125 8.59375 31.390625 
Q 8.59375 42.28125 12.203125 53.3125 
Q 15.828125 64.359375 23.1875 75.875 
z
" id="DejaVuSans-28"/>
      <path d="M 44.28125 53.078125 
L 44.28125 44.578125 
Q 40.484375 46.53125 36.375 47.5 
Q 32.28125 48.484375 27.875 48.484375 
Q 21.1875 48.484375 17.84375 46.4375 
Q 14.5 44.390625 14.5 40.28125 
Q 14.5 37.15625 16.890625 35.375 
Q 19.28125 33.59375 26.515625 31.984375 
L 29.59375 31.296875 
Q 39.15625 29.25 43.1875 25.515625 
Q 47.21875 21.78125 47.21875 15.09375 
Q 47.21875 7.46875 41.1875 3.015625 
Q 35.15625 -1.421875 24.609375 -1.421875 
Q 20.21875 -1.421875 15.453125 -0.5625 
Q 10.6875 0.296875 5.421875 2 
L 5.421875 11.28125 
Q 10.40625 8.6875 15.234375 7.390625 
Q 20.0625 6.109375 24.8125 6.109375 
Q 31.15625 6.109375 34.5625 8.28125 
Q 37.984375 10.453125 37.984375 14.40625 
Q 37.984375 18.0625 35.515625 20.015625 
Q 33.0625 21.96875 24.703125 23.78125 
L 21.578125 24.515625 
Q 13.234375 26.265625 9.515625 29.90625 
Q 5.8125 33.546875 5.8125 39.890625 
Q 5.8125 47.609375 11.28125 51.796875 
Q 16.75 56 26.8125 56 
Q 31.78125 56 36.171875 55.265625 
Q 40.578125 54.546875 44.28125 53.078125 
z
" id="DejaVuSans-73"/>
      <path d="M 8.015625 75.875 
L 15.828125 75.875 
Q 23.140625 64.359375 26.78125 53.3125 
Q 30.421875 42.28125 30.421875 31.390625 
Q 30.421875 20.453125 26.78125 9.375 
Q 23.140625 -1.703125 15.828125 -13.1875 
L 8.015625 -13.1875 
Q 14.5 -2 17.703125 9.0625 
Q 20.90625 20.125 20.90625 31.390625 
Q 20.90625 42.671875 17.703125 53.65625 
Q 14.5 64.65625 8.015625 75.875 
z
" id="DejaVuSans-29"/>
     </defs>
     <g style="fill:#262626;" transform="translate(180.596667 301.086663)scale(0.0768 -0.0768)">
      <use xlink:href="#DejaVuSans-74"/>
      <use x="39.208984" xlink:href="#DejaVuSans-69"/>
      <use x="66.992188" xlink:href="#DejaVuSans-6d"/>
      <use x="164.404297" xlink:href="#DejaVuSans-65"/>
      <use x="225.927734" xlink:href="#DejaVuSans-20"/>
      <use x="257.714844" xlink:href="#DejaVuSans-28"/>
      <use x="296.728516" xlink:href="#DejaVuSans-73"/>
      <use x="348.828125" xlink:href="#DejaVuSans-29"/>
     </g>
    </g>
   </g>
   <g id="matplotlib.axis_14"/>
  </g>
 </g>
 <defs>
  <clipPath id="p06bc835db9">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p676652c24c">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p95b607a869">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="pe0f3bdc405">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pbc555faed6">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p877bd76520">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p34e6f6bf34">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>