highspeed-fmriprep/fmriprep/sub-14/figures/sub-14_ses-02_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(#p6143f4fd15)" d="M 18.697188 23.072384 
L 372.281346 23.072384 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p6143f4fd15)" d="M 18.697188 24.087366 
L 20.03399 24.788659 
L 22.039193 23.995294 
L 22.707594 24.119707 
L 23.375995 24.389543 
L 24.712797 24.592903 
L 25.381198 24.402517 
L 26.718 24.294959 
L 27.386401 24.606229 
L 28.054802 24.500052 
L 29.391604 23.938142 
L 30.060005 23.873994 
L 30.728407 24.196919 
L 32.065209 24.468897 
L 34.070412 24.479018 
L 34.738813 24.547502 
L 36.075615 23.977015 
L 36.744016 23.7321 
L 37.412417 23.63035 
L 38.749219 24.000111 
L 39.41762 24.049702 
L 40.086021 23.811186 
L 40.754422 23.813485 
L 42.759626 24.189018 
L 44.096428 24.068303 
L 44.764829 23.870083 
L 45.43323 24.107013 
L 46.101631 24.218513 
L 46.770032 24.106946 
L 47.438433 23.807347 
L 49.443636 23.986139 
L 50.112037 24.418083 
L 50.780438 24.595068 
L 52.11724 24.501603 
L 53.454042 24.351801 
L 54.122443 24.57241 
L 55.459246 24.478945 
L 56.796048 24.501159 
L 59.469652 24.431848 
L 62.811657 24.415601 
L 63.480058 24.135802 
L 64.148459 24.213622 
L 64.81686 24.011978 
L 65.485261 24.123046 
L 66.153662 23.925776 
L 68.158866 23.856106 
L 68.827267 24.076886 
L 69.495668 23.864846 
L 70.164069 23.795535 
L 70.83247 23.496575 
L 71.500871 23.660866 
L 72.169272 23.688658 
L 73.506074 24.070268 
L 74.174475 23.967818 
L 74.842876 23.734867 
L 75.511277 24.114166 
L 76.848079 24.117134 
L 78.184881 24.145382 
L 78.853283 24.452492 
L 80.190085 24.437486 
L 80.858486 24.163599 
L 83.53209 24.284278 
L 84.868892 24.58387 
L 86.874095 23.68895 
L 88.210897 23.875278 
L 89.547699 24.510216 
L 90.2161 24.23347 
L 90.884502 24.087962 
L 91.552903 23.823278 
L 94.226507 24.20462 
L 94.894908 24.113089 
L 95.563309 24.338687 
L 96.23171 24.191001 
L 96.900111 24.180782 
L 97.568512 24.036929 
L 98.905314 24.211725 
L 99.573715 24.071119 
L 100.242116 23.445153 
L 100.910517 23.298812 
L 102.915721 24.684938 
L 103.584122 24.588152 
L 104.252523 24.283542 
L 104.920924 24.270866 
L 105.589325 24.487193 
L 106.257726 24.917713 
L 106.926127 24.927944 
L 107.594528 25.096134 
L 108.93133 25.065435 
L 109.599731 25.215316 
L 110.936533 25.222281 
L 112.273335 24.94843 
L 113.610137 24.466664 
L 114.94694 24.577757 
L 116.283742 24.437498 
L 117.620544 23.73463 
L 118.957346 24.241535 
L 119.625747 24.189067 
L 120.962549 24.512302 
L 122.967752 24.920657 
L 123.636153 24.864351 
L 124.972955 25.00512 
L 126.978159 24.934963 
L 127.64656 24.687171 
L 128.314961 24.729019 
L 129.651763 24.353145 
L 131.656966 24.170034 
L 132.325367 23.94232 
L 132.993768 23.880551 
L 135.667372 24.230057 
L 138.340976 23.978688 
L 139.009378 24.138569 
L 142.351383 24.143739 
L 143.019784 23.961353 
L 143.688185 23.98016 
L 144.356586 24.11304 
L 145.024987 23.953622 
L 146.361789 24.008529 
L 147.03019 23.828454 
L 147.698591 23.382655 
L 148.366992 23.541672 
L 149.035393 23.913477 
L 150.372195 23.976194 
L 151.040597 23.845017 
L 152.377399 24.066417 
L 153.0458 24.382931 
L 153.714201 24.424688 
L 155.051003 23.90782 
L 156.387805 23.889134 
L 157.056206 24.101046 
L 157.724607 24.191293 
L 159.061409 24.155272 
L 159.72981 24.097968 
L 161.735013 24.372834 
L 162.403414 24.256809 
L 163.740217 23.684649 
L 166.413821 23.598082 
L 167.750623 23.577961 
L 169.755826 23.856726 
L 170.424227 23.570193 
L 171.761029 23.587091 
L 173.097831 23.82495 
L 174.434633 23.955629 
L 175.103035 23.919754 
L 175.771436 24.009217 
L 176.439837 23.895728 
L 177.108238 24.02092 
L 181.787045 23.690434 
L 182.455446 23.814075 
L 183.123847 23.594262 
L 183.792248 23.729405 
L 186.465852 23.1889 
L 187.134254 23.479879 
L 187.802655 23.52964 
L 188.471056 23.769988 
L 189.139457 23.661177 
L 189.807858 23.677168 
L 191.14466 23.338458 
L 192.481462 23.460037 
L 193.149863 23.761795 
L 193.818264 23.84748 
L 194.486665 23.606987 
L 195.155066 23.213297 
L 196.491868 23.557991 
L 197.160269 23.915076 
L 198.497071 24.036467 
L 199.833874 24.695814 
L 200.502275 24.849649 
L 201.170676 24.685887 
L 201.839077 24.343358 
L 203.175879 24.217983 
L 204.512681 24.406027 
L 205.849483 24.373503 
L 206.517884 24.329484 
L 207.186285 24.066198 
L 207.854686 23.968019 
L 208.523087 24.102299 
L 209.191488 24.080979 
L 210.52829 23.813935 
L 211.865093 23.91549 
L 212.533494 23.813248 
L 213.201895 23.90782 
L 213.870296 23.883885 
L 214.538697 24.03598 
L 215.207098 24.037099 
L 215.875499 23.687812 
L 216.5439 23.553983 
L 217.212301 23.688816 
L 218.549103 23.425963 
L 219.885905 23.665568 
L 221.222707 23.754027 
L 221.891108 23.570406 
L 222.559509 23.739843 
L 224.564713 23.687642 
L 225.233114 23.63774 
L 225.901515 24.007325 
L 227.238317 24.285804 
L 228.575119 23.858247 
L 229.24352 23.676486 
L 229.911921 23.270418 
L 230.580322 23.131279 
L 231.248723 23.470651 
L 232.585525 23.685361 
L 233.922327 23.263113 
L 235.25913 23.317899 
L 235.927531 23.701662 
L 236.595932 23.605497 
L 237.264333 23.806015 
L 241.274739 23.769143 
L 241.94314 23.94586 
L 243.948343 23.583283 
L 244.616744 23.32889 
L 245.953546 23.210547 
L 246.621947 23.263673 
L 247.290349 23.439065 
L 247.95875 23.333337 
L 248.627151 23.449977 
L 249.295552 23.387296 
L 249.963953 23.636871 
L 251.300755 23.670489 
L 252.637557 23.316877 
L 253.305958 23.119528 
L 253.974359 23.380288 
L 254.64276 23.441005 
L 255.311161 23.629152 
L 256.647963 23.416766 
L 257.984765 23.472665 
L 258.653166 23.669449 
L 261.995172 23.580132 
L 263.331974 23.416431 
L 264.000375 23.572395 
L 264.668776 23.442957 
L 265.337177 23.538375 
L 266.673979 23.08302 
L 269.347583 23.480499 
L 270.015984 23.460761 
L 270.684385 23.587748 
L 271.352787 23.376627 
L 273.35799 23.652631 
L 274.026391 23.787993 
L 274.694792 23.670246 
L 275.363193 23.108457 
L 276.699995 22.916381 
L 277.368396 23.087119 
L 278.036797 23.486089 
L 279.373599 23.617607 
L 280.042 23.41676 
L 282.047203 23.637242 
L 283.384006 23.698293 
L 284.052407 23.668457 
L 284.720808 23.495511 
L 285.389209 23.648841 
L 287.394412 23.565297 
L 290.068016 23.040539 
L 290.736417 23.094066 
L 291.404818 22.951052 
L 292.74162 23.017827 
L 293.410021 22.995491 
L 294.746823 23.392606 
L 295.415225 23.316841 
L 296.752027 22.580634 
L 297.420428 23.142666 
L 300.094032 23.431054 
L 300.762433 23.379704 
L 301.430834 23.177318 
L 302.099235 23.16165 
L 302.767636 23.344979 
L 305.44124 23.391566 
L 307.446444 24.054337 
L 308.114845 24.135187 
L 308.783246 23.753042 
L 309.451647 23.580753 
L 310.120048 23.561653 
L 310.788449 23.833132 
L 312.125251 23.575199 
L 313.462053 23.217469 
L 314.130454 22.8471 
L 314.798855 22.987779 
L 315.467256 22.981793 
L 316.135657 23.259725 
L 316.804058 23.362035 
L 317.472459 23.660015 
L 318.809261 23.862973 
L 320.146064 23.746303 
L 322.151267 24.12787 
L 322.819668 23.793759 
L 323.488069 23.293113 
L 324.15647 22.986428 
L 324.824871 23.222694 
L 325.493272 23.241143 
L 326.161673 23.378202 
L 326.830074 23.254141 
L 327.498475 22.924982 
L 328.835277 23.044529 
L 331.508882 23.725847 
L 332.177283 23.640885 
L 332.845684 23.699558 
L 334.850887 23.351767 
L 335.519288 22.993666 
L 336.187689 22.855555 
L 336.85609 23.398591 
L 338.861293 23.320326 
L 340.198095 23.541921 
L 340.866496 23.381967 
L 341.534897 22.843584 
L 342.203298 22.941904 
L 342.871699 23.45036 
L 344.208502 23.915788 
L 346.213705 23.477622 
L 347.550507 23.795237 
L 348.218908 24.031479 
L 348.887309 24.047592 
L 349.55571 23.808229 
L 350.224111 23.776545 
L 352.229314 23.14634 
L 352.897715 23.054456 
L 353.566116 23.308787 
L 356.239721 23.077168 
L 356.908122 23.378208 
L 358.244924 23.683865 
L 360.250127 23.21975 
L 360.918528 23.197957 
L 361.586929 23.046184 
L 362.923731 22.291613 
L 364.260533 23.327218 
L 364.928934 23.411383 
L 365.597335 23.356439 
L 366.265736 23.609274 
L 367.602539 24.412158 
L 368.27094 24.648485 
L 368.939341 24.637695 
L 372.281346 23.901798 
L 372.281346 23.901798 
" 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: 516.350 $\bullet$ mean: 508.534 $\bullet$ $\sigma$: 2.449 -->
    <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 12.40625 8.296875 
L 28.515625 8.296875 
L 28.515625 63.921875 
L 10.984375 60.40625 
L 10.984375 69.390625 
L 28.421875 72.90625 
L 38.28125 72.90625 
L 38.28125 8.296875 
L 54.390625 8.296875 
L 54.390625 0 
L 12.40625 0 
z
" id="DejaVuSans-31"/>
     <path d="M 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <path d="M 40.578125 39.3125 
Q 47.65625 37.796875 51.625 33 
Q 55.609375 28.21875 55.609375 21.1875 
Q 55.609375 10.40625 48.1875 4.484375 
Q 40.765625 -1.421875 27.09375 -1.421875 
Q 22.515625 -1.421875 17.65625 -0.515625 
Q 12.796875 0.390625 7.625 2.203125 
L 7.625 11.71875 
Q 11.71875 9.328125 16.59375 8.109375 
Q 21.484375 6.890625 26.8125 6.890625 
Q 36.078125 6.890625 40.9375 10.546875 
Q 45.796875 14.203125 45.796875 21.1875 
Q 45.796875 27.640625 41.28125 31.265625 
Q 36.765625 34.90625 28.71875 34.90625 
L 20.21875 34.90625 
L 20.21875 43.015625 
L 29.109375 43.015625 
Q 36.375 43.015625 40.234375 45.921875 
Q 44.09375 48.828125 44.09375 54.296875 
Q 44.09375 59.90625 40.109375 62.90625 
Q 36.140625 65.921875 28.71875 65.921875 
Q 24.65625 65.921875 20.015625 65.03125 
Q 15.375 64.15625 9.8125 62.3125 
L 9.8125 71.09375 
Q 15.4375 72.65625 20.34375 73.4375 
Q 25.25 74.21875 29.59375 74.21875 
Q 40.828125 74.21875 47.359375 69.109375 
Q 53.90625 64.015625 53.90625 55.328125 
Q 53.90625 49.265625 50.4375 45.09375 
Q 46.96875 40.921875 40.578125 39.3125 
z
" id="DejaVuSans-33"/>
     <path d="M 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 31.78125 34.625 
Q 24.75 34.625 20.71875 30.859375 
Q 16.703125 27.09375 16.703125 20.515625 
Q 16.703125 13.921875 20.71875 10.15625 
Q 24.75 6.390625 31.78125 6.390625 
Q 38.8125 6.390625 42.859375 10.171875 
Q 46.921875 13.96875 46.921875 20.515625 
Q 46.921875 27.09375 42.890625 30.859375 
Q 38.875 34.625 31.78125 34.625 
z
M 21.921875 38.8125 
Q 15.578125 40.375 12.03125 44.71875 
Q 8.5 49.078125 8.5 55.328125 
Q 8.5 64.0625 14.71875 69.140625 
Q 20.953125 74.21875 31.78125 74.21875 
Q 42.671875 74.21875 48.875 69.140625 
Q 55.078125 64.0625 55.078125 55.328125 
Q 55.078125 49.078125 51.53125 44.71875 
Q 48 40.375 41.703125 38.8125 
Q 48.828125 37.15625 52.796875 32.3125 
Q 56.78125 27.484375 56.78125 20.515625 
Q 56.78125 9.90625 50.3125 4.234375 
Q 43.84375 -1.421875 31.78125 -1.421875 
Q 19.734375 -1.421875 13.25 4.234375 
Q 6.78125 9.90625 6.78125 20.515625 
Q 6.78125 27.484375 10.78125 32.3125 
Q 14.796875 37.15625 21.921875 38.8125 
z
M 18.3125 54.390625 
Q 18.3125 48.734375 21.84375 45.5625 
Q 25.390625 42.390625 31.78125 42.390625 
Q 38.140625 42.390625 41.71875 45.5625 
Q 45.3125 48.734375 45.3125 54.390625 
Q 45.3125 60.0625 41.71875 63.234375 
Q 38.140625 66.40625 31.78125 66.40625 
Q 25.390625 66.40625 21.84375 63.234375 
Q 18.3125 60.0625 18.3125 54.390625 
z
" id="DejaVuSans-38"/>
     <path d="M 37.796875 64.3125 
L 12.890625 25.390625 
L 37.796875 25.390625 
z
M 35.203125 72.90625 
L 47.609375 72.90625 
L 47.609375 25.390625 
L 58.015625 25.390625 
L 58.015625 17.1875 
L 47.609375 17.1875 
L 47.609375 0 
L 37.796875 0 
L 37.796875 17.1875 
L 4.890625 17.1875 
L 4.890625 26.703125 
z
" id="DejaVuSans-34"/>
     <path d="M 34.671875 47.5625 
Q 27.25 47.5625 22.21875 42.1875 
Q 16.890625 36.578125 15.140625 27.296875 
Q 13.1875 17.484375 16.3125 11.8125 
Q 19.390625 6.203125 26.65625 6.203125 
Q 33.84375 6.203125 39.109375 11.859375 
Q 44.4375 17.53125 46.34375 27.296875 
Q 48.046875 36.234375 45.015625 42.1875 
Q 42.1875 47.5625 34.671875 47.5625 
z
M 36.078125 54.734375 
L 65.921875 54.6875 
L 64.15625 45.703125 
L 54.109375 45.703125 
Q 57.90625 38.09375 55.859375 27.296875 
Q 53.21875 13.875 45.0625 6.25 
Q 36.859375 -1.421875 25.140625 -1.421875 
Q 13.375 -1.421875 8.203125 6.25 
Q 3.03125 13.875 5.671875 27.296875 
Q 8.25 40.765625 16.40625 48.390625 
Q 23.1875 54.734375 36.078125 54.734375 
z
" id="DejaVuSans-Oblique-3c3"/>
     <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 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:#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-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-30"/>
     <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-35"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.775391 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1458.398438 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1522.021484 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-32"/>
     <use transform="translate(1904.296875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.083984 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.707031 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(2063.330078 0.78125)" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 512.43 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.900197)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <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-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
  </g>
  <g id="axes_2">
   <g id="patch_5">
    <path d="M 18.697188 65.2224 
L 372.281346 65.2224 
L 372.281346 39.675648 
L 18.697188 39.675648 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_3">
    <g id="xtick_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(#p9e9c79358b)" d="M 18.697188 50.641466 
L 372.281346 50.641466 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#p9e9c79358b)" d="M 18.697188 50.908273 
L 19.365589 52.008632 
L 20.702391 52.783551 
L 21.370792 52.386164 
L 22.039193 51.834742 
L 22.707594 52.160069 
L 23.375995 51.919359 
L 24.044396 52.220299 
L 24.712797 52.03014 
L 25.381198 52.361902 
L 26.049599 52.461467 
L 26.718 52.35949 
L 27.386401 52.71935 
L 28.054802 52.562321 
L 28.723203 52.591074 
L 29.391604 51.838692 
L 30.060005 51.793307 
L 30.728407 52.116711 
L 33.402011 52.267004 
L 34.738813 52.469606 
L 35.407214 52.184539 
L 36.075615 52.086762 
L 36.744016 51.315347 
L 37.412417 51.755728 
L 38.080818 51.841374 
L 38.749219 51.731632 
L 39.41762 52.235029 
L 40.086021 51.736778 
L 40.754422 51.851218 
L 41.422823 51.6679 
L 42.091224 52.170683 
L 42.759626 52.146441 
L 43.428027 52.306891 
L 44.764829 51.644209 
L 45.43323 52.022333 
L 46.101631 51.771051 
L 46.770032 52.326049 
L 48.106834 51.3838 
L 48.775235 51.44457 
L 49.443636 51.795438 
L 50.112037 51.941999 
L 50.780438 52.568048 
L 51.448839 52.696699 
L 52.11724 52.686616 
L 52.785641 52.416518 
L 53.454042 52.667821 
L 54.122443 52.25322 
L 55.459246 52.475417 
L 56.127647 52.118686 
L 56.796048 52.333294 
L 57.464449 52.057261 
L 58.13285 52.210954 
L 59.469652 52.288231 
L 61.474855 51.98543 
L 62.143256 52.275757 
L 62.811657 52.164103 
L 63.480058 51.713347 
L 64.148459 51.906874 
L 64.81686 51.506858 
L 65.485261 52.047531 
L 66.153662 51.262956 
L 66.822064 51.785084 
L 67.490465 51.325212 
L 68.827267 51.624084 
L 69.495668 51.504955 
L 70.164069 51.556016 
L 70.83247 51.219816 
L 71.500871 51.334423 
L 72.169272 51.231583 
L 72.837673 51.61398 
L 73.506074 51.412573 
L 74.174475 52.000826 
L 74.842876 51.568595 
L 75.511277 51.854285 
L 76.179678 51.535382 
L 76.848079 52.442589 
L 77.51648 51.94518 
L 78.184881 52.249676 
L 78.853283 52.341569 
L 79.521684 52.250237 
L 80.190085 52.512372 
L 80.858486 51.793193 
L 81.526887 51.960731 
L 82.195288 51.819617 
L 82.863689 52.075182 
L 83.53209 51.765375 
L 84.200491 52.521301 
L 84.868892 52.156327 
L 85.537293 52.004599 
L 86.205694 52.339833 
L 86.874095 51.358737 
L 87.542496 51.758805 
L 88.210897 51.359173 
L 88.879298 52.082282 
L 89.547699 52.353284 
L 90.2161 51.768899 
L 90.884502 51.948236 
L 91.552903 51.35987 
L 92.221304 51.837507 
L 92.889705 51.334028 
L 94.226507 51.621579 
L 94.894908 51.683742 
L 95.563309 51.940835 
L 96.23171 51.643232 
L 96.900111 52.084382 
L 97.568512 51.632598 
L 98.236913 51.991085 
L 99.573715 51.711237 
L 100.242116 51.192809 
L 100.910517 50.854166 
L 101.578918 51.327551 
L 102.915721 51.84469 
L 103.584122 52.324282 
L 104.252523 52.254832 
L 104.920924 52.425447 
L 105.589325 52.258387 
L 106.257726 52.446882 
L 106.926127 52.91295 
L 107.594528 52.9653 
L 108.262929 52.791919 
L 108.93133 52.870766 
L 109.599731 53.10499 
L 110.268132 52.852315 
L 111.604934 53.409828 
L 113.610137 52.385114 
L 114.278538 52.363867 
L 114.94694 52.212014 
L 115.615341 52.395915 
L 116.283742 51.925617 
L 117.620544 51.482419 
L 118.288945 51.479893 
L 118.957346 51.593938 
L 119.625747 51.962072 
L 120.294148 52.037281 
L 120.962549 51.976906 
L 121.63095 52.558391 
L 122.299351 52.526956 
L 122.967752 52.640045 
L 124.972955 52.401809 
L 125.641356 52.864986 
L 127.64656 52.564795 
L 128.983362 52.052178 
L 129.651763 52.131389 
L 130.320164 51.886666 
L 130.988565 51.920814 
L 131.656966 51.647754 
L 132.993768 51.431035 
L 134.33057 51.999246 
L 134.998971 51.998955 
L 135.667372 51.651049 
L 136.335773 52.065847 
L 137.004174 52.071814 
L 137.672575 51.717391 
L 139.677779 51.729668 
L 140.34618 51.851468 
L 141.014581 51.79918 
L 141.682982 51.95937 
L 142.351383 51.989568 
L 144.356586 51.724626 
L 145.024987 51.86125 
L 145.693388 51.792267 
L 146.361789 51.553532 
L 147.03019 51.757298 
L 147.698591 51.313029 
L 148.366992 51.092839 
L 149.035393 51.562815 
L 150.372195 51.437709 
L 152.377399 51.879909 
L 153.0458 52.327733 
L 153.714201 51.952706 
L 154.382602 52.174155 
L 155.051003 51.866562 
L 155.719404 51.244016 
L 156.387805 51.286314 
L 157.056206 51.485984 
L 157.724607 51.464975 
L 158.393008 51.907238 
L 159.72981 51.615175 
L 160.398211 51.850969 
L 161.735013 52.014131 
L 162.403414 51.738057 
L 164.408618 51.350951 
L 165.077019 51.152871 
L 165.74542 51.520683 
L 166.413821 51.141488 
L 167.082222 50.970623 
L 168.419024 51.374745 
L 169.087425 51.376544 
L 169.755826 51.799658 
L 171.092628 51.056071 
L 171.761029 50.812491 
L 172.42943 51.287894 
L 173.097831 51.003835 
L 173.766232 51.316532 
L 174.434633 51.236957 
L 175.103035 51.565476 
L 175.771436 51.515465 
L 176.439837 51.673908 
L 177.108238 52.004516 
L 177.776639 51.546619 
L 178.44504 51.927103 
L 179.113441 51.764658 
L 180.450243 51.831707 
L 181.118644 51.558605 
L 182.455446 51.700634 
L 183.123847 51.340701 
L 183.792248 51.487533 
L 184.460649 51.208038 
L 185.12905 51.638388 
L 185.797451 50.923252 
L 186.465852 51.191936 
L 187.134254 51.300919 
L 187.802655 51.276625 
L 188.471056 51.538251 
L 189.139457 51.650727 
L 189.807858 51.564073 
L 190.476259 50.850538 
L 191.14466 51.149108 
L 191.813061 50.644027 
L 192.481462 51.01263 
L 193.818264 51.130147 
L 195.155066 50.87796 
L 195.823467 50.929271 
L 196.491868 50.790828 
L 197.160269 51.276428 
L 197.82867 51.568875 
L 198.497071 51.707474 
L 199.165473 52.406279 
L 199.833874 52.419699 
L 200.502275 53.078514 
L 201.170676 53.342218 
L 201.839077 52.408129 
L 202.507478 52.260216 
L 203.175879 51.914442 
L 203.84428 52.161701 
L 204.512681 51.851572 
L 205.181082 51.995451 
L 205.849483 51.616922 
L 206.517884 51.90362 
L 207.186285 51.788109 
L 207.854686 51.887196 
L 209.191488 51.609832 
L 209.859889 51.762163 
L 210.52829 51.537783 
L 211.196692 51.531099 
L 211.865093 51.699782 
L 212.533494 51.323113 
L 213.201895 51.321605 
L 214.538697 51.522679 
L 215.875499 51.488053 
L 216.5439 51.053503 
L 218.549103 51.388561 
L 219.217504 51.073691 
L 220.554306 51.382022 
L 221.222707 51.411586 
L 221.891108 51.222539 
L 222.559509 51.473364 
L 223.227911 51.252789 
L 223.896312 51.667442 
L 224.564713 51.290825 
L 225.233114 51.24991 
L 225.901515 51.770188 
L 227.238317 51.986096 
L 228.575119 51.705145 
L 230.580322 50.836026 
L 231.248723 50.87873 
L 232.585525 51.561838 
L 233.253926 51.001299 
L 233.922327 51.105188 
L 234.590728 50.827461 
L 235.927531 51.327634 
L 236.595932 51.215949 
L 237.264333 51.693181 
L 237.932734 51.266719 
L 238.601135 51.648658 
L 239.269536 51.438624 
L 239.937937 51.457543 
L 240.606338 51.294162 
L 241.274739 51.662567 
L 241.94314 51.80943 
L 242.611541 51.691465 
L 243.948343 51.066944 
L 245.285145 50.977764 
L 245.953546 50.79245 
L 246.621947 51.118026 
L 247.290349 51.00081 
L 247.95875 51.245606 
L 249.295552 51.096342 
L 249.963953 51.619281 
L 250.632354 51.391284 
L 251.300755 51.497512 
L 251.969156 51.167175 
L 253.974359 50.649901 
L 254.64276 50.990041 
L 255.311161 51.026622 
L 255.979562 50.943408 
L 256.647963 51.278549 
L 257.316364 50.63937 
L 258.653166 51.487096 
L 259.321568 51.252872 
L 259.989969 51.63344 
L 260.65837 51.397677 
L 261.326771 51.324152 
L 261.995172 51.603959 
L 262.663573 51.358352 
L 263.331974 51.361045 
L 264.000375 51.182549 
L 264.668776 51.208329 
L 265.337177 51.386637 
L 266.005578 50.924375 
L 266.673979 51.046123 
L 267.34238 50.866037 
L 268.010781 50.809342 
L 268.679182 51.271989 
L 269.347583 50.86585 
L 270.684385 51.434258 
L 271.352787 51.086373 
L 272.021188 51.442647 
L 272.689589 51.068441 
L 273.35799 51.710146 
L 274.026391 51.803255 
L 274.694792 51.610258 
L 275.363193 51.140875 
L 276.031594 50.920799 
L 276.699995 50.132211 
L 277.368396 50.770682 
L 278.705198 51.195439 
L 279.373599 51.052048 
L 280.042 50.793583 
L 280.710401 51.049387 
L 281.378802 50.735089 
L 282.047203 51.231178 
L 282.715604 51.153152 
L 283.384006 51.518864 
L 284.052407 51.204369 
L 284.720808 51.058878 
L 285.389209 51.129118 
L 286.726011 51.503583 
L 287.394412 51.282343 
L 288.062813 51.502294 
L 288.731214 50.925633 
L 289.399615 51.122278 
L 290.736417 50.51361 
L 291.404818 50.75959 
L 292.073219 50.645254 
L 292.74162 50.263512 
L 293.410021 50.707396 
L 294.078422 50.878231 
L 294.746823 51.293746 
L 295.415225 51.180033 
L 296.752027 50.185912 
L 297.420428 50.567124 
L 298.088829 50.543724 
L 298.75723 51.316189 
L 299.425631 50.828022 
L 300.094032 51.184129 
L 300.762433 51.066487 
L 301.430834 50.592478 
L 302.099235 50.994563 
L 302.767636 50.633965 
L 303.436037 51.018648 
L 305.44124 50.655919 
L 308.114845 51.758358 
L 308.783246 51.890564 
L 309.451647 51.384475 
L 310.120048 51.633512 
L 311.45685 51.070791 
L 312.125251 51.511723 
L 312.793652 51.087309 
L 313.462053 50.851868 
L 314.798855 50.678882 
L 315.467256 50.290571 
L 316.135657 50.709954 
L 316.804058 50.657915 
L 317.472459 51.338944 
L 318.14086 51.26702 
L 318.809261 51.507959 
L 319.477663 51.552472 
L 320.146064 51.746154 
L 321.482866 51.70554 
L 322.151267 52.061637 
L 322.819668 51.519249 
L 323.488069 51.340826 
L 324.15647 50.732657 
L 324.824871 50.79771 
L 325.493272 51.061643 
L 326.830074 50.419149 
L 327.498475 50.453027 
L 328.166876 50.239697 
L 329.503678 50.615753 
L 330.172079 50.891474 
L 330.84048 51.336481 
L 332.845684 51.478759 
L 333.514085 51.20598 
L 334.182486 51.404798 
L 334.850887 50.927036 
L 336.187689 50.493464 
L 336.85609 50.947878 
L 337.524491 51.151967 
L 338.192892 50.977037 
L 338.861293 51.042838 
L 339.529694 51.393394 
L 340.198095 50.892545 
L 340.866496 51.547097 
L 341.534897 50.846442 
L 342.203298 50.729725 
L 342.871699 50.881931 
L 343.540101 51.528719 
L 344.208502 51.184275 
L 345.545304 51.450474 
L 346.213705 50.91453 
L 346.882106 51.013472 
L 348.218908 51.645093 
L 350.892512 51.254213 
L 351.560913 51.392438 
L 352.229314 50.570544 
L 352.897715 50.611834 
L 353.566116 50.778894 
L 354.234517 50.262733 
L 354.902918 50.869987 
L 355.57132 50.388701 
L 356.239721 50.911807 
L 356.908122 50.782273 
L 357.576523 51.204576 
L 358.244924 51.237633 
L 359.581726 50.990821 
L 360.250127 50.82849 
L 360.918528 50.470179 
L 361.586929 50.5886 
L 362.923731 49.551609 
L 364.260533 50.505065 
L 364.928934 50.497622 
L 365.597335 50.921048 
L 366.934137 51.462366 
L 367.602539 52.114538 
L 368.27094 52.580824 
L 368.939341 52.759569 
L 370.944544 51.967561 
L 371.612945 51.673825 
L 372.281346 51.572867 
L 372.281346 51.572867 
" 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: 579.866 $\bullet$ mean: 568.140 $\bullet$ $\sigma$: 3.504 -->
    <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:#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-35"/>
     <use transform="translate(346.863281 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(410.486328 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(474.109375 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.865234 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.488281 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(633.111328 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(696.734375 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.521484 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.119141 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.90625 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.318359 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.841797 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.121094 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.191406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1171.978516 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1235.601562 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1299.224609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1362.847656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.634766 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1458.257812 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1521.880859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1585.503906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.291016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.888672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.675781 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.054688 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.746094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.533203 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1904.15625 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.943359 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1999.566406 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(2063.189453 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 573.47 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.469279)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-33"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-37"/>
    </g>
   </g>
  </g>
  <g id="axes_3">
   <g id="patch_8">
    <path d="M 18.697188 92.898048 
L 372.281346 92.898048 
L 372.281346 67.351296 
L 18.697188 67.351296 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_5">
    <g id="xtick_11"/>
    <g id="xtick_12"/>
    <g id="xtick_13"/>
    <g id="xtick_14"/>
    <g id="xtick_15"/>
   </g>
   <g id="matplotlib.axis_6"/>
   <g id="line2d_5">
    <path clip-path="url(#p158099e319)" d="M 18.697188 78.77088 
L 372.281346 78.77088 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p158099e319)" d="M 18.697188 79.654812 
L 20.03399 79.769698 
L 22.707594 79.278826 
L 24.044396 79.573786 
L 24.712797 79.679673 
L 26.718 79.664465 
L 27.386401 79.791189 
L 29.391604 79.495982 
L 30.060005 79.370492 
L 32.065209 79.653035 
L 33.402011 79.786177 
L 34.070412 79.7359 
L 34.738813 79.848416 
L 35.407214 79.650961 
L 36.744016 79.400217 
L 37.412417 79.244312 
L 38.080818 79.482687 
L 39.41762 79.439286 
L 40.754422 79.480811 
L 42.091224 79.458715 
L 42.759626 79.551851 
L 43.428027 79.445902 
L 44.096428 79.479688 
L 44.764829 79.398415 
L 46.101631 79.597696 
L 46.770032 79.37169 
L 47.438433 79.280912 
L 48.106834 79.322696 
L 48.775235 79.043413 
L 50.112037 79.56712 
L 50.780438 79.537211 
L 51.448839 79.656923 
L 52.11724 79.646566 
L 53.454042 79.417424 
L 54.122443 79.451444 
L 54.790845 79.227623 
L 56.127647 79.388737 
L 57.464449 79.563244 
L 58.13285 79.513942 
L 59.469652 79.592907 
L 61.474855 79.471528 
L 62.143256 79.228857 
L 62.811657 79.40039 
L 63.480058 79.303934 
L 64.148459 79.354643 
L 64.81686 79.252953 
L 65.485261 79.416992 
L 66.153662 79.25062 
L 67.490465 79.461246 
L 68.158866 79.388354 
L 68.827267 79.514387 
L 69.495668 79.288787 
L 70.164069 79.411623 
L 70.83247 79.080001 
L 71.500871 79.290133 
L 72.169272 79.219612 
L 73.506074 79.398118 
L 74.174475 79.198232 
L 76.179678 79.337287 
L 77.51648 79.366567 
L 78.184881 79.256903 
L 78.853283 79.452185 
L 83.53209 79.352705 
L 85.537293 79.446704 
L 86.205694 79.380948 
L 87.542496 79.059608 
L 90.884502 79.414017 
L 93.558106 79.18074 
L 94.226507 79.30444 
L 94.894908 79.227499 
L 95.563309 79.430361 
L 96.23171 79.329498 
L 98.236913 79.352581 
L 99.573715 79.09685 
L 100.242116 78.814814 
L 100.910517 78.782572 
L 101.578918 79.202478 
L 102.247319 79.473195 
L 102.915721 79.576872 
L 103.584122 79.29786 
L 104.920924 79.260137 
L 105.589325 79.21918 
L 106.257726 79.416437 
L 106.926127 79.190146 
L 107.594528 79.397353 
L 108.262929 79.453123 
L 108.93133 79.353322 
L 109.599731 79.501969 
L 110.268132 79.474762 
L 110.936533 79.643369 
L 112.273335 79.68503 
L 112.941736 79.380812 
L 113.610137 79.460875 
L 115.615341 79.261643 
L 116.283742 79.299983 
L 116.952143 79.018429 
L 117.620544 79.042821 
L 118.288945 79.264531 
L 118.957346 79.260742 
L 119.625747 79.136734 
L 120.962549 79.405562 
L 121.63095 79.327066 
L 122.967752 79.345681 
L 123.636153 79.290528 
L 124.972955 79.403747 
L 128.314961 79.598844 
L 129.651763 79.265976 
L 130.988565 79.399575 
L 132.325367 79.11191 
L 132.993768 79.256903 
L 136.335773 79.348977 
L 137.004174 79.50124 
L 138.340976 79.162002 
L 139.009378 79.334485 
L 139.677779 79.215316 
L 141.014581 79.379405 
L 141.682982 79.323437 
L 142.351383 79.433089 
L 143.688185 79.288775 
L 144.356586 79.495821 
L 145.024987 79.229956 
L 145.693388 79.425436 
L 146.361789 79.413832 
L 147.03019 79.169989 
L 147.698591 79.091271 
L 148.366992 79.251002 
L 149.703794 79.31408 
L 150.372195 79.390527 
L 151.040597 79.280554 
L 155.051003 79.426806 
L 155.719404 79.229931 
L 156.387805 79.187171 
L 157.724607 79.363506 
L 158.393008 79.225747 
L 159.061409 79.409561 
L 159.72981 79.279418 
L 160.398211 79.460949 
L 163.071816 79.447038 
L 163.740217 79.2106 
L 164.408618 79.261495 
L 165.077019 79.098974 
L 166.413821 79.087136 
L 169.755826 79.182049 
L 170.424227 79.082655 
L 171.092628 79.214551 
L 171.761029 79.037402 
L 172.42943 79.142054 
L 173.766232 79.147745 
L 174.434633 79.255693 
L 175.103035 79.227783 
L 175.771436 79.320709 
L 176.439837 79.219821 
L 177.776639 79.268296 
L 178.44504 79.196392 
L 179.113441 79.37843 
L 180.450243 79.133352 
L 181.118644 79.241312 
L 183.123847 79.268469 
L 183.792248 79.366481 
L 186.465852 78.972731 
L 187.134254 79.189603 
L 187.802655 79.140314 
L 188.471056 79.322314 
L 189.139457 79.246497 
L 189.807858 79.326622 
L 191.14466 79.004986 
L 191.813061 79.051363 
L 192.481462 78.961091 
L 193.149863 79.15741 
L 193.818264 79.234708 
L 194.486665 78.936786 
L 195.155066 78.909567 
L 195.823467 79.099541 
L 196.491868 79.038747 
L 197.160269 79.28996 
L 197.82867 79.097912 
L 199.165473 79.288911 
L 200.502275 79.478342 
L 201.170676 79.390626 
L 201.839077 79.480613 
L 203.175879 79.17284 
L 205.181082 79.171174 
L 205.849483 79.337238 
L 207.854686 79.159397 
L 208.523087 79.34399 
L 209.859889 79.191677 
L 210.52829 79.283159 
L 212.533494 79.115255 
L 213.870296 79.207601 
L 215.207098 79.194541 
L 215.875499 79.087197 
L 217.212301 79.172309 
L 218.549103 78.978533 
L 219.217504 79.12081 
L 221.891108 78.983643 
L 222.559509 79.23593 
L 223.227911 79.020626 
L 223.896312 79.004776 
L 226.569916 79.39597 
L 227.906718 79.444927 
L 229.24352 79.219883 
L 229.911921 78.737257 
L 233.253926 79.192986 
L 234.590728 79.172198 
L 235.25913 79.021823 
L 235.927531 79.169137 
L 236.595932 79.052906 
L 237.264333 79.160706 
L 237.932734 79.13129 
L 239.269536 79.264223 
L 239.937937 79.202564 
L 240.606338 79.277752 
L 241.94314 79.273728 
L 243.279942 79.251212 
L 243.948343 79.204552 
L 244.616744 79.036723 
L 245.285145 79.066978 
L 245.953546 78.921627 
L 247.290349 78.995691 
L 248.627151 79.171951 
L 249.963953 79.248299 
L 250.632354 79.31176 
L 251.969156 79.112861 
L 252.637557 78.844823 
L 253.305958 78.822418 
L 253.974359 78.969312 
L 254.64276 78.83907 
L 255.311161 79.086592 
L 255.979562 78.989643 
L 259.321568 79.146066 
L 260.65837 79.076063 
L 261.326771 78.997716 
L 264.000375 79.165409 
L 264.668776 79.022367 
L 265.337177 79.095357 
L 266.673979 78.858352 
L 267.34238 79.004616 
L 268.010781 78.896149 
L 272.689589 79.095888 
L 273.35799 79.009924 
L 274.694792 79.130463 
L 275.363193 78.853649 
L 276.699995 78.798002 
L 277.368396 78.767426 
L 278.036797 78.931774 
L 278.705198 78.880089 
L 279.373599 78.991778 
L 283.384006 78.966942 
L 284.052407 79.110873 
L 284.720808 78.947352 
L 285.389209 79.067509 
L 288.062813 78.998555 
L 290.068016 78.83038 
L 290.736417 78.880447 
L 291.404818 78.811222 
L 292.073219 78.947796 
L 293.410021 78.927774 
L 294.078422 78.953512 
L 294.746823 79.111132 
L 295.415225 79.149572 
L 296.752027 78.720975 
L 297.420428 78.778338 
L 298.088829 78.713433 
L 298.75723 78.773758 
L 299.425631 79.010936 
L 300.094032 78.945809 
L 300.762433 79.052646 
L 301.430834 78.913801 
L 302.767636 78.965127 
L 304.104438 78.695904 
L 304.772839 78.766648 
L 305.44124 78.675142 
L 307.446444 79.125698 
L 308.114845 79.107664 
L 308.783246 78.943772 
L 309.451647 79.034871 
L 310.120048 78.941402 
L 310.788449 79.061003 
L 312.125251 78.863931 
L 312.793652 78.979397 
L 313.462053 78.730492 
L 314.130454 78.642665 
L 314.798855 78.784831 
L 315.467256 78.644208 
L 316.804058 78.864487 
L 321.482866 78.987976 
L 322.151267 79.136783 
L 324.15647 78.805581 
L 324.824871 78.864166 
L 325.493272 78.768524 
L 326.161673 78.887496 
L 327.498475 78.621754 
L 328.166876 78.751378 
L 328.835277 78.695189 
L 330.84048 78.961079 
L 332.177283 78.986273 
L 333.514085 78.86603 
L 336.187689 78.577748 
L 336.85609 78.802754 
L 338.192892 79.044499 
L 338.861293 78.957314 
L 340.198095 79.111922 
L 340.866496 78.750428 
L 342.203298 78.653231 
L 342.871699 78.866091 
L 344.876903 78.976138 
L 346.213705 78.860648 
L 347.550507 78.918874 
L 348.218908 78.954154 
L 348.887309 79.102158 
L 349.55571 78.910258 
L 350.224111 79.053757 
L 352.229314 78.755464 
L 352.897715 78.629173 
L 353.566116 78.838095 
L 354.902918 78.843934 
L 356.239721 78.780041 
L 358.244924 79.075791 
L 361.586929 78.643751 
L 362.25533 78.239398 
L 362.923731 78.257359 
L 364.260533 78.825381 
L 366.265736 78.840971 
L 369.607742 79.309118 
L 371.612945 78.958141 
L 372.281346 79.029958 
L 372.281346 79.029958 
" 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: 538.364 $\bullet$ mean: 533.728 $\bullet$ $\sigma$: 1.260 -->
    <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(346.972656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(633.251953 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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-35"/>
     <use transform="translate(1235.742188 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1299.365234 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1362.988281 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1585.535156 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.322266 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.919922 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.707031 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.085938 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.777344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.564453 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.896484 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1999.519531 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(2063.142578 0.78125)" xlink:href="#DejaVuSans-30"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 535.74 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.598692)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-35"/>
     <use x="63.623047" xlink:href="#DejaVuSans-33"/>
     <use x="127.246094" xlink:href="#DejaVuSans-35"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-37"/>
     <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(#pf6952ae142)" d="M 18.697188 103.940715 
L 372.281346 103.940715 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#pf6952ae142)" d="M 19.365589 108.769259 
L 20.03399 106.944249 
L 20.702391 105.915497 
L 22.039193 108.162272 
L 23.375995 110.921059 
L 24.044396 107.170012 
L 24.712797 107.931488 
L 25.381198 105.48831 
L 26.049599 108.924881 
L 26.718 110.845997 
L 27.386401 107.719249 
L 28.723203 105.335533 
L 29.391604 106.761137 
L 30.060005 106.116003 
L 30.728407 106.588153 
L 31.396808 107.611802 
L 32.065209 106.742536 
L 32.73361 107.176353 
L 33.402011 109.393003 
L 34.070412 106.537981 
L 34.738813 108.081687 
L 35.407214 106.529481 
L 36.075615 108.014836 
L 36.744016 108.408214 
L 37.412417 107.462785 
L 38.080818 108.334099 
L 38.749219 107.138363 
L 39.41762 107.216395 
L 40.086021 107.457522 
L 40.754422 109.643759 
L 41.422823 108.763786 
L 42.091224 109.276426 
L 42.759626 108.212052 
L 43.428027 104.080624 
L 44.096428 107.475123 
L 44.764829 106.945908 
L 45.43323 108.79833 
L 46.101631 106.780658 
L 46.770032 106.359997 
L 47.438433 107.518875 
L 48.106834 101.392401 
L 48.775235 104.047448 
L 49.443636 107.921226 
L 50.112037 108.386325 
L 50.780438 100.60993 
L 51.448839 107.653502 
L 52.11724 109.183211 
L 52.785641 109.226756 
L 54.122443 107.802017 
L 54.790845 107.374595 
L 55.459246 106.603753 
L 56.127647 106.544084 
L 56.796048 107.909283 
L 57.464449 110.895617 
L 58.13285 106.667239 
L 58.801251 107.468518 
L 59.469652 107.174406 
L 60.138053 108.306738 
L 60.806454 107.809516 
L 61.474855 105.234399 
L 62.143256 105.984271 
L 62.811657 106.923913 
L 63.480058 106.09398 
L 64.148459 108.696857 
L 64.81686 107.123892 
L 65.485261 107.858267 
L 66.153662 108.115575 
L 66.822064 107.288747 
L 67.490465 108.756604 
L 68.158866 110.801217 
L 68.827267 108.410083 
L 69.495668 107.930961 
L 70.164069 107.596935 
L 70.83247 107.109079 
L 71.500871 108.158511 
L 72.169272 106.881212 
L 72.837673 107.312109 
L 73.506074 105.453792 
L 74.174475 106.423376 
L 75.511277 109.286581 
L 76.179678 105.906211 
L 76.848079 105.584131 
L 77.51648 110.013222 
L 78.184881 111.636491 
L 78.853283 107.3561 
L 79.521684 106.920545 
L 80.190085 108.403214 
L 80.858486 107.987842 
L 81.526887 108.800594 
L 82.195288 109.019488 
L 82.863689 107.961032 
L 83.53209 108.186058 
L 84.200491 111.850756 
L 84.868892 106.538796 
L 86.205694 107.367202 
L 86.874095 108.61498 
L 87.542496 108.534473 
L 88.210897 109.040668 
L 88.879298 112.276231 
L 89.547699 106.896972 
L 90.2161 107.215134 
L 90.884502 107.936776 
L 91.552903 107.987578 
L 92.221304 106.631246 
L 92.889705 104.922867 
L 93.558106 107.651106 
L 94.226507 107.41027 
L 94.894908 110.126328 
L 95.563309 108.874602 
L 96.23171 105.428299 
L 96.900111 106.980558 
L 97.568512 106.610647 
L 98.236913 108.012308 
L 98.905314 107.399826 
L 99.573715 104.306383 
L 100.242116 105.775426 
L 100.910517 102.844604 
L 101.578918 108.459439 
L 102.247319 107.142152 
L 102.915721 106.427927 
L 103.584122 103.082125 
L 104.252523 107.449129 
L 104.920924 104.762117 
L 105.589325 101.426129 
L 106.926127 104.060996 
L 107.594528 107.110763 
L 108.262929 107.614141 
L 108.93133 106.64248 
L 109.599731 105.172309 
L 110.268132 105.956094 
L 110.936533 107.896286 
L 111.604934 109.431574 
L 112.273335 109.609347 
L 112.941736 111.068523 
L 113.610137 110.745863 
L 114.278538 107.703172 
L 114.94694 107.497407 
L 115.615341 105.228032 
L 116.283742 105.123084 
L 116.952143 101.842345 
L 117.620544 101.634657 
L 118.288945 99.158385 
L 118.957346 102.799667 
L 119.625747 104.029872 
L 120.294148 105.550218 
L 120.962549 105.487099 
L 121.63095 106.237552 
L 122.299351 109.213389 
L 122.967752 110.583953 
L 123.636153 105.859774 
L 124.304554 105.265154 
L 124.972955 109.681593 
L 125.641356 106.621959 
L 126.978159 104.459163 
L 128.314961 108.642868 
L 128.983362 109.600559 
L 129.651763 108.286323 
L 130.320164 107.483356 
L 130.988565 107.833327 
L 131.656966 109.911668 
L 132.325367 109.001783 
L 132.993768 103.767041 
L 133.662169 105.693235 
L 134.33057 101.289532 
L 135.667372 106.401776 
L 136.335773 107.387748 
L 137.004174 110.404549 
L 137.672575 111.144636 
L 138.340976 109.379849 
L 139.009378 107.987421 
L 139.677779 107.591174 
L 140.34618 106.9317 
L 141.014581 105.329772 
L 141.682982 108.351176 
L 142.351383 108.757419 
L 143.019784 108.145514 
L 143.688185 108.598379 
L 144.356586 106.417825 
L 145.024987 107.49125 
L 146.361789 107.902282 
L 147.03019 108.889757 
L 148.366992 105.375048 
L 149.035393 107.785548 
L 149.703794 107.622904 
L 150.372195 103.209965 
L 151.040597 105.11582 
L 151.708998 110.496503 
L 152.377399 111.391365 
L 153.0458 111.060892 
L 153.714201 107.482883 
L 154.382602 107.908728 
L 155.051003 109.526078 
L 155.719404 107.586228 
L 156.387805 110.353903 
L 157.056206 109.306105 
L 157.724607 107.553682 
L 158.393008 106.559581 
L 159.061409 103.639677 
L 159.72981 105.971958 
L 160.398211 111.826261 
L 161.066612 111.714263 
L 161.735013 108.006152 
L 162.403414 106.866032 
L 163.071816 109.827611 
L 164.408618 104.204619 
L 165.077019 107.556972 
L 165.74542 108.399244 
L 166.413821 108.158063 
L 167.082222 106.667552 
L 167.750623 106.740378 
L 168.419024 108.068505 
L 169.087425 107.13831 
L 169.755826 110.213938 
L 170.424227 107.344495 
L 171.092628 105.857089 
L 171.761029 107.092582 
L 173.097831 106.621592 
L 173.766232 104.584582 
L 174.434633 108.080213 
L 175.103035 112.194909 
L 175.771436 110.609342 
L 176.439837 107.215052 
L 177.108238 102.318494 
L 177.776639 102.410683 
L 178.44504 107.634741 
L 179.113441 108.167877 
L 179.781842 109.546809 
L 180.450243 110.462722 
L 181.118644 111.042476 
L 181.787045 109.737633 
L 182.455446 106.066462 
L 183.123847 106.859377 
L 183.792248 106.864821 
L 184.460649 106.681314 
L 185.12905 109.238856 
L 185.797451 108.862737 
L 186.465852 107.800596 
L 187.134254 109.298631 
L 187.802655 109.559332 
L 188.471056 108.135594 
L 189.807858 106.365022 
L 190.476259 107.509432 
L 191.14466 107.843483 
L 191.813061 106.850457 
L 192.481462 103.516915 
L 193.149863 105.331428 
L 193.818264 108.266326 
L 194.486665 107.318896 
L 195.155066 103.961678 
L 195.823467 103.700924 
L 196.491868 101.960027 
L 197.160269 108.342072 
L 197.82867 108.615717 
L 198.497071 104.650881 
L 199.165473 103.301546 
L 199.833874 103.926739 
L 200.502275 110.262821 
L 201.170676 109.160532 
L 201.839077 108.677967 
L 202.507478 110.015722 
L 203.175879 110.120407 
L 203.84428 108.800092 
L 204.512681 106.111531 
L 205.181082 104.328432 
L 205.849483 106.022841 
L 206.517884 108.965553 
L 207.186285 108.658023 
L 207.854686 107.637215 
L 208.523087 107.750663 
L 209.191488 110.455326 
L 209.859889 105.547402 
L 210.52829 105.712388 
L 211.196692 107.530135 
L 211.865093 106.889921 
L 212.533494 108.209182 
L 213.201895 110.056055 
L 213.870296 107.13852 
L 214.538697 106.901049 
L 215.207098 108.685569 
L 215.875499 106.130524 
L 216.5439 105.174834 
L 217.212301 108.84895 
L 217.880702 106.216689 
L 218.549103 107.701858 
L 219.217504 107.982212 
L 219.885905 107.357335 
L 220.554306 109.719715 
L 221.222707 108.075217 
L 222.559509 104.352374 
L 223.227911 106.077458 
L 223.896312 106.471864 
L 224.564713 109.539652 
L 225.233114 108.347071 
L 225.901515 113.651638 
L 226.569916 113.252314 
L 227.238317 108.891363 
L 227.906718 106.93633 
L 228.575119 107.056276 
L 229.24352 110.471717 
L 230.580322 106.610803 
L 231.248723 110.400155 
L 232.585525 106.395855 
L 233.253926 106.601018 
L 233.922327 107.437026 
L 234.590728 109.708324 
L 235.25913 107.059249 
L 235.927531 105.950963 
L 236.595932 105.785029 
L 237.264333 106.280278 
L 237.932734 107.770895 
L 238.601135 108.113442 
L 239.269536 108.122729 
L 239.937937 108.350913 
L 240.606338 107.612325 
L 241.274739 110.499686 
L 241.94314 112.478025 
L 243.279942 106.33495 
L 243.948343 108.873366 
L 244.616744 109.114861 
L 245.285145 106.938437 
L 245.953546 106.626432 
L 246.621947 107.914542 
L 247.290349 105.966353 
L 247.95875 107.340233 
L 248.627151 109.184581 
L 249.295552 108.035304 
L 249.963953 111.868724 
L 250.632354 108.146725 
L 251.300755 108.471935 
L 251.969156 106.915495 
L 252.637557 106.987766 
L 253.305958 107.439764 
L 253.974359 109.790461 
L 254.64276 104.174074 
L 255.311161 108.235991 
L 255.979562 107.944247 
L 256.647963 108.715088 
L 257.316364 110.061528 
L 257.984765 109.376033 
L 258.653166 108.234179 
L 259.321568 108.837164 
L 259.989969 107.055485 
L 260.65837 110.007304 
L 261.326771 108.71793 
L 261.995172 110.154031 
L 262.663573 110.684087 
L 263.331974 115.210078 
L 264.000375 110.001885 
L 264.668776 110.237301 
L 265.337177 106.790023 
L 266.005578 107.969215 
L 266.673979 108.766154 
L 267.34238 110.030325 
L 268.010781 110.701346 
L 268.679182 112.695078 
L 270.015984 108.343994 
L 270.684385 106.37486 
L 271.352787 109.715531 
L 272.021188 108.934352 
L 272.689589 111.499891 
L 273.35799 113.315009 
L 274.026391 111.004432 
L 274.694792 110.24188 
L 275.363193 107.204555 
L 276.031594 108.507428 
L 276.699995 108.300161 
L 277.368396 108.875417 
L 278.036797 112.01653 
L 278.705198 108.496483 
L 279.373599 108.289296 
L 280.042 106.528403 
L 280.710401 105.583077 
L 281.378802 107.046515 
L 282.047203 106.730222 
L 282.715604 109.259377 
L 283.384006 108.185242 
L 284.052407 108.508034 
L 285.389209 105.877454 
L 286.05761 105.71252 
L 286.726011 108.708091 
L 287.394412 108.502376 
L 288.062813 108.712774 
L 288.731214 108.61556 
L 289.399615 106.950669 
L 290.068016 106.476258 
L 290.736417 107.583938 
L 291.404818 107.449233 
L 292.073219 107.487619 
L 292.74162 107.118472 
L 293.410021 107.731036 
L 294.078422 111.25616 
L 294.746823 108.678177 
L 295.415225 108.881389 
L 296.083626 106.588677 
L 296.752027 107.581044 
L 297.420428 108.167061 
L 298.088829 106.979768 
L 298.75723 111.847651 
L 299.425631 107.941537 
L 300.094032 108.707931 
L 300.762433 108.950874 
L 301.430834 107.689335 
L 302.099235 109.648442 
L 302.767636 106.661872 
L 303.436037 105.326456 
L 304.104438 103.029877 
L 304.772839 102.416392 
L 305.44124 106.958011 
L 306.109641 109.643179 
L 306.778042 109.429705 
L 307.446444 106.94646 
L 308.114845 107.072246 
L 308.783246 104.408518 
L 310.120048 111.072732 
L 310.788449 110.938579 
L 312.125251 105.583341 
L 312.793652 103.3408 
L 313.462053 106.928018 
L 314.130454 105.801263 
L 314.798855 106.851247 
L 316.135657 108.219679 
L 316.804058 107.220343 
L 317.472459 108.554154 
L 318.14086 106.593387 
L 318.809261 107.536765 
L 319.477663 107.033625 
L 320.146064 111.994616 
L 321.482866 115.782205 
L 322.151267 109.560016 
L 322.819668 106.858455 
L 323.488069 105.630696 
L 324.15647 106.967483 
L 324.824871 113.09806 
L 325.493272 111.033716 
L 326.161673 107.354967 
L 326.830074 109.40871 
L 327.498475 106.495201 
L 328.166876 105.625013 
L 328.835277 108.154117 
L 330.172079 110.437411 
L 330.84048 109.672385 
L 331.508882 107.470623 
L 332.177283 108.967895 
L 332.845684 108.341021 
L 334.182486 104.99606 
L 334.850887 105.93552 
L 335.519288 107.383906 
L 336.187689 105.570344 
L 336.85609 111.025769 
L 337.524491 106.710253 
L 338.192892 106.544821 
L 338.861293 109.234832 
L 339.529694 107.895706 
L 340.198095 104.046685 
L 341.534897 107.524612 
L 342.203298 104.649934 
L 342.871699 110.968835 
L 343.540101 110.779485 
L 344.208502 110.108357 
L 344.876903 109.795432 
L 346.213705 105.605863 
L 346.882106 108.08424 
L 347.550507 109.530971 
L 348.218908 109.607663 
L 348.887309 108.025017 
L 349.55571 107.17588 
L 350.224111 109.435758 
L 350.892512 106.792312 
L 351.560913 107.604619 
L 352.229314 110.940131 
L 352.897715 110.17692 
L 353.566116 111.961992 
L 354.234517 107.383276 
L 354.902918 108.170718 
L 355.57132 110.048898 
L 356.239721 108.508137 
L 356.908122 112.934443 
L 357.576523 108.869314 
L 358.244924 110.04982 
L 358.913325 109.034223 
L 359.581726 106.071514 
L 360.250127 105.797973 
L 360.918528 108.005336 
L 361.586929 107.448656 
L 362.25533 106.554635 
L 362.923731 102.921059 
L 363.592132 107.400008 
L 364.260533 108.089264 
L 364.928934 105.831861 
L 365.597335 105.531246 
L 366.265736 107.439184 
L 366.934137 107.531794 
L 367.602539 106.119924 
L 368.27094 105.91663 
L 368.939341 103.907981 
L 369.607742 108.58441 
L 370.276143 110.427046 
L 370.944544 111.042056 
L 371.612945 111.385813 
L 372.281346 109.550886 
L 372.281346 109.550886 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 1.570 $\bullet$ mean: 1.245 $\bullet$ $\sigma$: 0.083 -->
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(442.273438 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(505.896484 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.519531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.306641 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.904297 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.691406 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.103516 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.626953 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.90625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.285156 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1012.976562 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.763672 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.386719 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.095703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.71875 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1267.341797 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1330.964844 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.751953 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.349609 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.136719 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.515625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.207031 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1585.994141 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.617188 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.404297 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.027344 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1808.650391 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.39 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 104.768527)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-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-39"/>
    </g>
   </g>
  </g>
  <g id="axes_5">
   <g id="patch_14">
    <path d="M 18.697188 148.249344 
L 372.281346 148.249344 
L 372.281346 122.702592 
L 18.697188 122.702592 
z
" style="fill:#ffffff;"/>
   </g>
   <g id="matplotlib.axis_9">
    <g id="xtick_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(#pc3fe81040e)" d="M 18.697188 131.743881 
L 372.281346 131.743881 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#pc3fe81040e)" d="M 19.365589 138.605019 
L 20.03399 142.835671 
L 20.702391 133.09673 
L 21.370792 139.313972 
L 22.039193 142.551071 
L 22.707594 144.104152 
L 23.375995 143.627142 
L 24.044396 138.061294 
L 24.712797 137.999246 
L 25.381198 136.619215 
L 26.049599 138.345703 
L 26.718 136.71092 
L 27.386401 130.177763 
L 28.054802 139.973593 
L 28.723203 136.852632 
L 29.391604 137.930464 
L 30.060005 134.860378 
L 30.728407 135.06813 
L 32.065209 139.935825 
L 32.73361 138.407388 
L 33.402011 134.196271 
L 34.070412 134.547958 
L 34.738813 135.192966 
L 35.407214 132.270032 
L 36.075615 140.375228 
L 36.744016 142.123369 
L 37.412417 138.210501 
L 38.080818 136.616508 
L 38.749219 138.939249 
L 39.41762 144.410476 
L 40.086021 141.874038 
L 40.754422 144.898652 
L 41.422823 140.616389 
L 42.091224 138.482706 
L 42.759626 139.035529 
L 43.428027 140.194192 
L 44.096428 135.957126 
L 44.764829 133.595407 
L 45.43323 140.691304 
L 46.101631 138.122231 
L 46.770032 133.89798 
L 47.438433 134.560769 
L 48.106834 141.532062 
L 48.775235 131.184075 
L 49.443636 140.924479 
L 50.112037 133.705923 
L 50.780438 135.235205 
L 51.448839 140.465232 
L 52.11724 143.89814 
L 52.785641 139.853785 
L 53.454042 138.826333 
L 54.122443 130.243539 
L 54.790845 131.750569 
L 55.459246 142.469035 
L 56.127647 137.802372 
L 56.796048 136.956829 
L 57.464449 140.203602 
L 58.13285 133.758829 
L 58.801251 136.882914 
L 59.469652 138.216082 
L 60.138053 140.537962 
L 60.806454 139.422018 
L 62.143256 132.557519 
L 62.811657 134.271402 
L 63.480058 138.382085 
L 64.148459 141.299549 
L 64.81686 139.768401 
L 65.485261 142.199586 
L 66.153662 139.313587 
L 67.490465 137.752546 
L 68.158866 137.711454 
L 68.827267 136.316446 
L 69.495668 136.207303 
L 70.164069 135.510567 
L 70.83247 132.788444 
L 71.500871 133.84362 
L 72.169272 138.182755 
L 72.837673 139.940168 
L 73.506074 138.136032 
L 74.174475 130.281033 
L 74.842876 140.710438 
L 75.511277 130.235631 
L 76.179678 135.739634 
L 76.848079 139.388178 
L 77.51648 136.906837 
L 78.184881 138.898083 
L 78.853283 138.58635 
L 79.521684 140.193166 
L 80.190085 144.716704 
L 80.858486 142.418316 
L 81.526887 137.907395 
L 82.195288 143.892677 
L 82.863689 140.918806 
L 83.53209 142.134977 
L 84.200491 140.207805 
L 84.868892 137.012912 
L 85.537293 133.081398 
L 86.205694 143.342724 
L 86.874095 141.853912 
L 87.542496 139.014504 
L 88.210897 138.801959 
L 88.879298 138.208525 
L 89.547699 135.766733 
L 90.2161 136.792931 
L 90.884502 142.199062 
L 91.552903 142.823355 
L 92.221304 142.730299 
L 92.889705 142.306533 
L 93.558106 137.405774 
L 94.226507 135.80833 
L 94.894908 136.153789 
L 95.563309 137.559046 
L 96.23171 138.700299 
L 96.900111 138.69234 
L 97.568512 141.209159 
L 98.236913 135.380206 
L 98.905314 135.21091 
L 99.573715 140.404621 
L 100.242116 130.511574 
L 100.910517 131.281212 
L 101.578918 141.144614 
L 102.247319 129.181556 
L 102.915721 142.734327 
L 103.584122 137.86667 
L 104.252523 135.347829 
L 104.920924 140.917828 
L 105.589325 135.12247 
L 106.257726 138.356353 
L 106.926127 131.451625 
L 107.594528 137.092173 
L 108.262929 141.36482 
L 108.93133 130.195469 
L 109.599731 140.238055 
L 110.268132 140.547717 
L 110.936533 135.55643 
L 111.604934 142.518203 
L 112.273335 137.680125 
L 112.941736 138.401842 
L 113.610137 144.196207 
L 114.278538 134.995061 
L 114.94694 135.158158 
L 115.615341 130.727757 
L 116.283742 137.43697 
L 116.952143 129.685346 
L 117.620544 136.42347 
L 118.288945 132.097928 
L 118.957346 141.318321 
L 119.625747 132.067422 
L 120.962549 139.206436 
L 121.63095 134.145727 
L 122.299351 132.671602 
L 122.967752 140.252822 
L 123.636153 139.248743 
L 124.304554 132.260743 
L 124.972955 140.800061 
L 125.641356 138.358127 
L 126.309757 141.082676 
L 126.978159 140.268828 
L 127.64656 141.537052 
L 128.314961 138.451354 
L 128.983362 137.204787 
L 129.651763 137.125541 
L 130.320164 137.99131 
L 130.988565 141.944144 
L 131.656966 143.952663 
L 132.993768 128.811671 
L 133.662169 139.281474 
L 134.33057 134.962731 
L 134.998971 139.626179 
L 135.667372 140.852126 
L 136.335773 134.597902 
L 137.004174 137.388126 
L 137.672575 143.572291 
L 138.340976 143.040045 
L 139.009378 137.398674 
L 139.677779 140.977537 
L 140.34618 137.5089 
L 141.014581 136.043999 
L 141.682982 140.676017 
L 142.351383 139.291117 
L 143.019784 138.729883 
L 143.688185 142.711355 
L 144.356586 141.744126 
L 145.024987 134.803585 
L 145.693388 136.584517 
L 146.361789 138.03503 
L 147.03019 134.095903 
L 147.698591 138.622985 
L 148.366992 135.899314 
L 149.035393 143.508874 
L 149.703794 144.183292 
L 150.372195 139.148507 
L 151.040597 137.026193 
L 151.708998 140.538501 
L 152.377399 142.630507 
L 153.0458 140.629214 
L 153.714201 141.189948 
L 154.382602 136.875518 
L 155.051003 143.539889 
L 155.719404 138.957578 
L 156.387805 140.37789 
L 157.056206 137.750865 
L 157.724607 143.457467 
L 158.393008 137.634354 
L 159.061409 139.938855 
L 159.72981 143.048116 
L 160.398211 143.34835 
L 161.066612 144.093609 
L 161.735013 141.691797 
L 163.071816 139.063414 
L 163.740217 138.64429 
L 164.408618 134.451466 
L 165.077019 141.030445 
L 165.74542 137.572184 
L 166.413821 138.181867 
L 167.082222 141.238224 
L 168.419024 144.34873 
L 169.087425 133.868025 
L 169.755826 139.995515 
L 170.424227 134.774264 
L 171.092628 136.68492 
L 171.761029 142.696542 
L 172.42943 140.816737 
L 173.097831 140.557724 
L 173.766232 142.987677 
L 174.434633 143.077376 
L 175.103035 143.029415 
L 175.771436 138.461398 
L 176.439837 135.962573 
L 177.108238 142.21486 
L 177.776639 141.983892 
L 178.44504 136.61007 
L 179.113441 136.598846 
L 179.781842 141.524391 
L 180.450243 140.57939 
L 181.118644 144.913751 
L 181.787045 141.023036 
L 182.455446 139.749181 
L 183.123847 141.096288 
L 183.792248 137.96457 
L 184.460649 136.553842 
L 185.12905 143.860544 
L 185.797451 138.968945 
L 186.465852 134.957091 
L 187.134254 138.594135 
L 187.802655 140.407594 
L 188.471056 138.471908 
L 189.139457 137.367738 
L 189.807858 134.739778 
L 190.476259 140.866099 
L 191.14466 141.318248 
L 191.813061 140.852808 
L 192.481462 142.637227 
L 193.149863 132.783809 
L 193.818264 142.625519 
L 194.486665 137.305251 
L 195.155066 126.538066 
L 195.823467 132.150844 
L 196.491868 125.641798 
L 197.160269 138.156617 
L 197.82867 139.043268 
L 198.497071 131.739423 
L 199.165473 140.469455 
L 199.833874 132.606588 
L 200.502275 139.610694 
L 201.170676 140.59085 
L 201.839077 139.427106 
L 202.507478 138.622975 
L 203.175879 134.774161 
L 203.84428 141.049519 
L 204.512681 144.282735 
L 205.181082 141.660337 
L 205.849483 134.535559 
L 206.517884 141.148686 
L 207.186285 134.812492 
L 207.854686 142.343322 
L 208.523087 133.670636 
L 209.191488 143.288374 
L 209.859889 132.469147 
L 211.196692 144.33651 
L 211.865093 139.82103 
L 212.533494 137.620667 
L 213.201895 141.122249 
L 213.870296 141.984769 
L 214.538697 131.843713 
L 215.207098 137.937129 
L 215.875499 135.215719 
L 216.5439 131.217446 
L 217.212301 140.246337 
L 217.880702 131.000881 
L 218.549103 142.823438 
L 219.217504 134.613925 
L 219.885905 133.880064 
L 220.554306 145.194275 
L 221.222707 137.651851 
L 222.559509 133.858851 
L 223.227911 141.757922 
L 223.896312 134.147207 
L 224.564713 141.097851 
L 225.233114 141.699179 
L 225.901515 139.402337 
L 226.569916 142.317077 
L 227.238317 142.990817 
L 227.906718 144.13637 
L 228.575119 135.563747 
L 229.24352 143.791632 
L 229.911921 134.491252 
L 230.580322 144.666202 
L 231.248723 136.595836 
L 231.917124 134.321298 
L 232.585525 136.587972 
L 233.253926 138.140156 
L 233.922327 140.72803 
L 234.590728 141.327459 
L 235.25913 137.327578 
L 235.927531 135.451388 
L 236.595932 132.691575 
L 237.264333 136.989918 
L 237.932734 143.291095 
L 238.601135 144.386048 
L 239.269536 144.435607 
L 239.937937 141.373212 
L 240.606338 139.718134 
L 241.274739 141.660029 
L 241.94314 137.965059 
L 242.611541 136.908087 
L 243.279942 136.796031 
L 243.948343 142.056532 
L 245.285145 131.476151 
L 245.953546 138.437016 
L 246.621947 144.056648 
L 247.290349 140.667714 
L 247.95875 136.070433 
L 248.627151 139.816033 
L 249.295552 142.916706 
L 249.963953 143.25471 
L 250.632354 144.361741 
L 251.300755 142.048358 
L 251.969156 141.055468 
L 252.637557 131.714826 
L 253.305958 137.464536 
L 253.974359 137.94689 
L 254.64276 130.372119 
L 255.311161 139.118745 
L 255.979562 143.701972 
L 256.647963 141.257921 
L 257.316364 140.718776 
L 257.984765 135.248682 
L 258.653166 134.882317 
L 259.321568 145.835819 
L 259.989969 138.84913 
L 260.65837 139.590955 
L 261.326771 140.015708 
L 261.995172 141.430441 
L 262.663573 143.340759 
L 263.331974 144.688237 
L 264.000375 142.029989 
L 265.337177 133.389528 
L 266.005578 136.237832 
L 266.673979 142.643092 
L 267.34238 137.006437 
L 268.010781 137.176408 
L 268.679182 141.208041 
L 269.347583 141.590884 
L 270.015984 137.266866 
L 270.684385 137.704686 
L 271.352787 140.470548 
L 272.021188 143.806846 
L 273.35799 137.535438 
L 274.026391 138.761833 
L 274.694792 142.613858 
L 275.363193 134.711124 
L 276.031594 134.574875 
L 276.699995 142.755528 
L 277.368396 135.072829 
L 278.036797 133.608842 
L 279.373599 139.880822 
L 280.042 139.655347 
L 280.710401 142.092175 
L 281.378802 140.540338 
L 282.047203 137.136766 
L 282.715604 142.080645 
L 283.384006 139.909514 
L 284.052407 136.455239 
L 284.720808 136.137377 
L 286.05761 140.691586 
L 286.726011 140.527298 
L 287.394412 142.234845 
L 288.062813 142.492437 
L 288.731214 141.265605 
L 289.399615 134.058059 
L 290.068016 134.692448 
L 290.736417 143.561824 
L 291.404818 136.651823 
L 292.073219 134.682434 
L 292.74162 142.861377 
L 293.410021 138.957378 
L 294.078422 137.346215 
L 294.746823 139.838717 
L 295.415225 135.993471 
L 296.083626 141.079335 
L 296.752027 137.629338 
L 297.420428 132.268396 
L 298.088829 135.903235 
L 298.75723 144.201087 
L 299.425631 140.166899 
L 300.094032 139.644017 
L 300.762433 134.558679 
L 301.430834 135.84072 
L 302.099235 140.17629 
L 302.767636 139.507577 
L 303.436037 137.072374 
L 304.104438 140.506411 
L 304.772839 132.671591 
L 305.44124 134.818247 
L 306.109641 138.213637 
L 306.778042 139.403511 
L 307.446444 134.027316 
L 308.114845 142.282333 
L 308.783246 135.742361 
L 309.451647 137.043779 
L 310.120048 139.600079 
L 310.788449 137.689419 
L 311.45685 139.437552 
L 312.125251 140.723321 
L 312.793652 130.364937 
L 313.462053 139.487679 
L 314.130454 135.407769 
L 314.798855 136.817543 
L 315.467256 139.668798 
L 316.135657 141.914602 
L 316.804058 142.114252 
L 317.472459 139.746552 
L 318.14086 143.445353 
L 318.809261 142.223791 
L 319.477663 139.62125 
L 320.146064 142.10662 
L 320.814465 140.885814 
L 321.482866 140.402035 
L 322.151267 134.569943 
L 322.819668 139.136637 
L 323.488069 141.276618 
L 324.15647 135.683129 
L 325.493272 141.67859 
L 326.161673 131.658716 
L 326.830074 138.155043 
L 327.498475 136.675066 
L 328.166876 135.574267 
L 328.835277 137.970211 
L 329.503678 142.588099 
L 330.172079 138.264101 
L 330.84048 138.498089 
L 331.508882 142.103088 
L 332.177283 140.581486 
L 332.845684 133.304492 
L 333.514085 136.145172 
L 334.182486 138.425187 
L 334.850887 137.80593 
L 335.519288 131.083391 
L 336.187689 142.696637 
L 336.85609 138.735692 
L 337.524491 139.524284 
L 338.192892 134.571472 
L 338.861293 135.588225 
L 339.529694 138.731102 
L 340.198095 136.962695 
L 340.866496 138.154776 
L 341.534897 136.579328 
L 342.203298 143.915262 
L 342.871699 141.945001 
L 343.540101 144.282433 
L 344.208502 140.399718 
L 344.876903 138.187855 
L 345.545304 137.699631 
L 346.882106 142.626349 
L 347.550507 140.366273 
L 348.218908 141.298671 
L 348.887309 142.757535 
L 349.55571 140.468241 
L 350.224111 136.801194 
L 350.892512 135.641067 
L 351.560913 144.123747 
L 352.229314 140.309537 
L 352.897715 135.223236 
L 353.566116 136.171231 
L 354.234517 140.816593 
L 354.902918 142.319839 
L 355.57132 141.233218 
L 356.239721 135.303757 
L 356.908122 137.488374 
L 357.576523 138.922696 
L 358.244924 139.524288 
L 359.581726 141.458245 
L 360.250127 135.741954 
L 360.918528 141.282051 
L 361.586929 134.231513 
L 362.25533 124.888424 
L 362.923731 130.603153 
L 363.592132 140.110808 
L 364.260533 130.300371 
L 364.928934 137.87126 
L 365.597335 134.119041 
L 366.265736 141.376401 
L 366.934137 140.683121 
L 367.602539 139.60896 
L 368.27094 144.297566 
L 368.939341 142.907864 
L 369.607742 143.755631 
L 370.276143 137.57852 
L 370.944544 138.218113 
L 371.612945 141.224991 
L 372.281346 139.081811 
L 372.281346 139.081811 
" 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: 0.500 $\bullet$ mean: 0.188 $\bullet$ $\sigma$: 0.083 -->
    <g style="fill:#cc7af4;" transform="translate(290.289663 131.470368)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.283203 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.90625 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.529297 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1331.152344 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.939453 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.537109 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.324219 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.703125 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.394531 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.181641 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.804688 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.591797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.214844 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1808.837891 0.78125)" xlink:href="#DejaVuSans-33"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.34 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 132.571694)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-30"/>
     <use x="63.623047" xlink:href="#DejaVuSans-2e"/>
     <use x="95.410156" xlink:href="#DejaVuSans-33"/>
     <use x="159.033203" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
  </g>
  <g id="axes_6">
   <g id="patch_17">
    <path d="M 15.161346 278.112 
L 18.697188 278.112 
L 18.697188 150.37824 
L 15.161346 150.37824 
z
" style="fill:#ffffff;"/>
   </g>
   <g clip-path="url(#p8c7441c1fb)">
    <image height="949" id="image3a888d1a6b" transform="matrix(4 0 0 0.134879 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO1CAYAAACvpo93AAAABHNCSVQICAgIfAhkiAAAAEVJREFUWIXt17ENABAYBeGXvzIFUdFYyCIWM4vaJiyglYhc89XXnkLryyQJAAAAAAAkm66+kHGiRP9Cxu9opMwkAQDcYQO2Kg2CU+ex/wAAAABJRU5ErkJggg=="/>
   </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(#p47f37e9a0b)">
    <image height="128.16" id="image34f4028bce" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAewAAACyCAYAAACA2fxTAAAABHNCSVQICAgIfAhkiAAAIABJREFUeJw8m3dcDuobxr9pj7eUVEp7SxtJGlRCqJDs1eHYzqFjHURWOGSPQ+hYyaxDJeOgpT0k7aG9pwaV31+/t3/fPp/3+Tzv8zzXfV/X9xZ5/PjxT4FAgJWVFV+/fiUyMhKBQMDjx4+RlJTE1NQUOzs7Ll26xLBhw5g0aRJz5swhLS0NV1dXWlpayMnJobe3l4qKCpqbm1m7di2RkZEMDg7i5eWFl5cX4eHhFBYW4uvrS2trK6KiohgbG3P37l36+vpwc3MjPT2dT58+ATB16lSePHmCpaWl8Pu3b99Obm4uo0ePpqmpCVNTU0pKSigrK6O5uZlt27bx8eNH0tLSaGpqYvz48Vy7do309HREREQYGhoiLy+PsrIyPD09het9+PAhv/32G4mJiVy6dIkJEyaQk5PDnDlzcHV15eDBg9jY2JCYmIiPjw+tra00NDQQGRnJ9evXycvLIyUlhRUrVvD7778TGhpKXFwcP3/+5M2bNxw6dIjz588TFBSEra0tK1euxM/Pj56eHm7cuMGECRNQUFDg48eP2NrakpaWRklJCWZmZlhbW/Pff/9hbW2NpKQk9vb2REVFoaGhQUVFBfHx8YwbN46qqipaW1tRV1dHWlqap0+fsnPnTtra2ujr6+PDhw8oKiry48cPKisr8fb2RiAQICEhQUlJCdHR0TQ1NREeHo6RkRGXLl2isrISeXl5mpqa+PDhA6dOnWLt2rWcOXMGaWlpAgIC0NHRwcjICFFRUaSkpBg3bhxjx47ln3/+oaCggOfPn6OrqwuAl5cXkZGR+Pv7ExkZyV9//cWOHTtYvHgxZ86cISUlhdOnT/P582c2bNiApKQkjY2NaGhocO7cOT5//syVK1dITExEXl6eZ8+esXPnTnJzc5GTk0NUVJQfP35gampKSEgIOTk5TJ8+nfb2djZs2EBNTQ3S0tK8efOGo0ePYm5uzvXr1/n+/Tva2tocP34cHR0dYmNj6e/v5+DBg+Tn5xMbG4uUlBQLFy5EIBAQGxuLi4sLjx8/xsHBASkpKXp6ehAXF8fa2prU1FSSk5MZPXo0o0aNYsuWLezatYspU6aQkZEBgL+/P+np6SQkJDBnzhxcXFx4+vQp2trajB8/noKCAjIzM5GXl2fhwoU8e/aMgoICdHR0MDExISkpiQkTJnD9+nUsLCwYM2YMurq6yMvLY2Jiwr///susWbOYOXMmHR0dODs7s2zZMlRVVYmOjmZoaIjOzk78/PzYt28fV69eJScnhx8/fjBs2DBsbGwIDAzEysqKjx8/Cs//mjVrmDVrFrm5uZw4cYLIyEgaGxvZuHEjjo6OrFu3js2bN9Pa2sqoUaMoKipi3Lhx2Nvbo6WlhZeXF5MnT6apqYmNGzcSHx9PfX09oqKiaGpqYmtry4EDB1BQUEBdXZ2BgQHGjBlDVlYWjx49YsKECWzYsIGhoSFev36NuLg4zc3NWFpa8vbtWwoKCli7di1//fUXR44cQU9Pj0ePHlFbW4uOjg4VFRVkZWWhoKCAn58f7u7uhIeHIycnR0dHB83Nzfj4+BAdHc3GjRvR1tZm//799PT04O/vz8DAAOfOnWNwcJDjx4/z4cMH0tPTiYmJ4fnz56SlpVFWVoa8vDzi4uK0t7fz+fNnrl+/zuXLl3nw4AGLFy/m/fv33L59m+3bt6OmpoaUlBRnz55l+fLl+Pj4YGlpSXl5OQkJCaipqVFXV8eLFy9QVVXFwMCAlJQUHBwcUFdXJz09nWXLluHv78+WLVvIycnB2dkZSUlJTp06xcKFCxkcHKStrY3Nmzezc+dOFBQUuHfvHnv27OHcuXNs2rSJ3Nxcent70dLSYmBggJSUFBoaGkhOTubKlSuoq6vT09ODtrY2lZWVlJSUICYmhpKSEq2trXR2dhIfH09fXx9//fUX8vLyFBUVYWNjw9mzZ5GXl0dMTAxFRUU2bdqEkpISampq+Pr60t7ejoGBAR8/fkRERIT4+Hi2bdtGUVERnz59IiQkhKysLO7du8fp06d5+vQpRkZGjBkzhhMnTlBQUICuri7u7u6UlZWxbds2nJ2d8fT0RE9Pj6ioKERERBARESEzM1O4T5s2bSI5OZm+vj6MjIyIi4ujq6uLMWPGUFFRgZKSErKysixevJh///1X+LuePXsWfX19lJSUmDlzJo2NjURGRlJYWEhhYSGvX78mLCwMW1tb+vv7EQgEtLe3k5SUxNq1axk3bhxqamocOXKEoqIiEhMTSUtLo7a2ltDQUNatW8fx48cJDAykra2NNWvW8OrVK0Q1NTUPKCoqEhMTQ1ZWFlpaWtTW1tLU1IS2tjbPnj3j5cuXSEhI4O7uzunTp+nv78fFxYUpU6Zw6NAhSktLkZKSoqamhqysLB48eEBtbS2SkpI0Nzdz48YNZGRk8PDwIDo6GklJSebNm8ejR4/Q0tLi4sWLSEhIMH36dPLz86mpqSEtLY3w8HCysrLQ19dHT0+Pd+/ekZubS2FhISoqKigpKVFQUEB3dze9vb3cuHGDlJQU/vnnHzw8PEhOTkYgELBu3TocHBx49eoVHz9+pKuri9LSUjo7O3n79i1ubm48ePCAoqIiFBUVaWpqwtPTE3t7e169esX69etpaGhASUmJv//+m8mTJ6OiooKvry+rV6/m8+fPHD16lPPnz+Ps7ExxcTE9PT0MHz4cKysrvL29OXz4MHv27MHOzg4TExN+/vyJubk5MjIy7Ny5k2HDhnHz5k0qKiqoqKjA0dGRrKwsHBwcePjwIffv38fQ0JCsrCzi4uLw8PAgNTWVadOm4e3tjY+PD11dXXR0dPD161cOHz6Mv78/enp6tLa2IhAIuHv3LkNDQ9TW1tLW1oaYmBgnT57EwsKCkSNHMm3aNBobGxEXFycvLw8HBweOHTuGnZ0dgYGBtLe3s2XLFhobG1FVVcXMzAxfX1+6u7tRUVFh5MiRHD58mDVr1vDz509OnDhBT08PS5Ys4cyZM3R2drJv3z7S0tJISkrCysqKoqIiFixYwPLly5k8eTLz589nYGAAS0tLIiIi+PnzJwKBQHiBRUVFaW1tRU9PDwMDA6ZOnYqxsTEiIiL4+vry48cPiouL+euvvxgzZgzm5uZs2LCB9PR0UlNT8ff3R0tLi6SkJAwNDWlpaSE3N5eHDx+yZMkSSkpKuH//PidPnqSiogKApUuX4uLiQmVlJdbW1igrK9Pe3k5QUBB6enoYGhpSUFDAjh07sLa2RkVFhTFjxmBra4urqyuqqqocPnyYGTNmsHLlShITE6msrGTu3LmkpaVhbGyMoaEhx48fJygoiO/fv/Po0SOmTJnC/fv3kZOTIywsjK9fvzJ8+HAiIiLIzc1FQ0MDZ2dnqqqqUFdXJygoCBsbG8LCwsjKymLevHmkpKSwaNEiGhoakJeXZ82aNQgEAqKjo4mKiiIlJYXv379jYmJCaGgomZmZvHv3jqVLl5KcnExiYiK6urpkZWVhZmbG2bNnUVBQoLe3l5s3bzJjxgy6u7upqakhJiYGW1tbjhw5wsOHD1FWViYhIQFFRUWys7MJDAwkPz9feC9evHiBvLw8W7Zswc3Njf379xMTE8Py5cuZPXs28fHxGBsbM2zYMKZMmcLKlSvp6uoiPz+fr1+/snfvXmHhPDQ0RE1NDQoKCpSVlaGtrY2SkhLXr19HVFQUJSUlcnJyWLNmDS0tLdy6dYuysjIKCgooLi5GQ0ODwsJCsrOziYuLQ1tbm/j4eK5du8bUqVOZPHkyv/zyC11dXYwfP57Ozk4GBwdJSkoiOzubFStWcO3aNTQ1Nfn06RP19fWoqKhQVFREX18fmzZtYsyYMSgoKGBqakpGRgbPnj1DIBDQ1tbG8OHD+f3331FQUEBRUZGlS5ciJiaGm5sbCgoKyMrKIi4ujrS0NLm5uVhbW5OVlcXDhw/p7+8nJCSEsrIyWltbSUlJobGxkXfv3rFw4UJu377N5s2bGTZsGOXl5XR0dJCRkYGHhweysrJYW1vT3NzMhQsXmDBhAnfu3EFOTo6HDx9y7do1jh49ioqKCq9fv6a8vBwFBQUGBgYoKCggJSWFrKwspKSkkJCQEIrhihUrkJGRoaCgAF9fX9TU1Hjx4gVpaWkoKyuTlJTEhg0bMDY25s6dO4wYMYK5c+ciKyuLnZ0dYmJiWFtbU11dzfjx46mpqSE4OBhXV1fGjRuHQCDAyMiI4OBgtLS02LRpE6amphQUFFBeXo6LiwuioqI4OTmhpKREWFgYW7ZsIS0tjUOHDuHl5YWoqCi+vr44OzsTGBiIlpYWvb29yMvLC/VlyZIlvHz5koGBAczMzAgPD6e/v5+JEyeycuVKRo4cSX19PZKSkhgaGuLq6sqCBQtYuHAhL168ICkpiaVLl1JRUcH8+fMRCASsXbuWkSNHIiIiwoULFwgJCUFfXx9xcXHc3d1RVlbmzZs3LFy4kOjoaE6ePMmsWbMwNjZGdMOGDQcOHjzIz58/0dbWJiEhgcmTJyMpKYmuri7Hjh0jMTGR79+/Y2hoiLa2NkVFReTl5eHu7o6RkRFlZWXY2NhgaGjIggULcHFxwdvbm+7ubnbs2EFAQABjx47l69ev7Nu3j3HjxuHi4sKrV69YuHAhFhYWODk5ERQUxNevXxkxYgSZmZm0t7fz+PFjUlNTCQwMZNq0aYiLi5OZmcmdO3doaGjAwcEBf39/ysvLSUpKori4mDlz5nDv3j3mzp1LR0cHly9fRlNTEwsLCyorKwkNDeXBgweoq6ujpaXFuXPnUFBQwMnJCScnJwICAhAXFycpKYkTJ07w/Plzpk6dSkhICB8/fiQ1NZXPnz+joqKClZUVx44do7S0lG/fvuHv7090dDS6urp0dnYyd+5c7t27h6KiIikpKdTX1yMnJ8fdu3eJjo7m69evbN26FWVlZdLT05GXl2fBggW8fv1aeHn279/P+vXr8ff3R05ODl1dXS5evMjixYtZs2YNqqqq/Pfff1hYWFBXV8fNmzdpaWnh6dOntLW1cfXqVT5//kxcXBwbN27ExMQEHR0dGhsbCQoK4o8//mD69OmoqamhrKxMWVkZFRUVeHh4cOrUKXx8fPD19cXFxYXffvuN9vZ2UlNT6ezsxNPTEw8PDy5evIiioiLLly/nwoULaGpq4u3tzejRo5GSkiIsLAxFRUUSEhJ49eoVJ0+epLm5mW/fvlFeXs7AwADR0dH8888/yMjIoK6uTkNDA319fZibmxMUFMSWLVu4desWS5cuxdDQEC8vL9avX09fXx/a2tqcP3+e06dPs3TpUvLy8oQPxqVLl2hvb6erq4sfP36wZs0a7O3t8fT0pLKykhMnTqCqqkpDQwOKiopoaWmxY8cO7OzsaGlp4c8//yQ0NJTp06cjEAhYsmQJly5dYvPmzUhISHDhwgX+/vtvRo8ezeXLl4mIiCAjIwNDQ0OCgoJobm7mt99+Q1ZWljt37pCWloaKigpycnLs2rWLjx8/EhUVRUhICMbGxpSUlKCkpERubi6mpqZMmDBBuK6RI0eiqamJtbU1ZWVlpKWlkZ6eTmdnJzIyMqxatYo7d+5w+vRpzp07h5eXF2/fvkUgENDR0cHg4CC7d++mpqaGBQsWYG5uzrhx46isrKSyspKZM2cKRcPIyIgvX74Iu6jk5GQeP36MjIwM2dnZQtdDV1cXZWVljIyMOHfuHE+ePCEjI4O9e/dSWVlJXl4eenp6bNmyhe/fv+Pg4EBubi4VFRUkJSXx/v17iouLOXHiBGZmZggEAtavX8/Ro0d5/fo1GRkZrFu3DnFxcSoqKti3bx/p6emoqKiwYsUKtLS0KCsro7S0lL1799LZ2cmHDx+oq6tDXl6evr4+7O3tERERIS4ujtu3bzNr1iwAmpub+eWXX2hrayMwMJBt27ahpKREYGAgHR0dwqLByMgIMzMzZGVl+fz5MwMDA0Jx9vb2RkJCAnt7e6qqqpCSkkIgECAlJcXg4CDr1q3D19cXNzc3tm/fztSpU6mvr8fLywtnZ2fevn1LW1sbHz58wNzcnKqqKu7fvw9AWVkZDg4OnD17Fj8/P6ZOnYqSkhJjxowhMzMTSUlJtmzZgr6+PvLy8ri5ueHj40NFRQVNTU1ERUXh4uLC1atX+fXXXwkNDaWrqwtnZ2fa29uRk5Pj2bNneHh4MG3aNK5evcrNmzeJjIzE1dWV5uZmbGxseP78OX/88QcNDQ1UVVWxa9cuVFVVCQ8P5/379wwNDWFvb8+sWbMICgoiODiYvLw8TExMMDEx4eDBg6ipqbF//36ioqJQVFTk9u3b7N27F1FRUWpra3n27BmxsbH4+PgwbNgwZGRkmDZtmvDNMzc3B6C0tJS+vj68vLy4fv06s2fP5vHjx+zZs4cnT56wYMECnj17xpQpU4iNjWXs2LE4Ozuzb98+dHR0+O+//2htbSU5OZkvX75w7do1bGxsGBgYQFJSEjk5OUaNGsWdO3fw9/fn4sWLTJkyhba2NgYHB1FQUGBoaIgtW7ZQVFSEra0tL168YGhoCElJSR49esSiRYtYvHgxampqVFVVMX36dO7evcv48eORkZFh6tSpPH78GE9PT3bv3o2Ghgb19fXCNdXX11NdXU1mZiZz5syhs7OT5ORkRIEDXV1dBAQE8Pz5c6ytrbl+/TqLFy8mKiqK3377DUlJSQ4ePEhBQQFZWVl4enoycuRIjh49Sn9/P1ZWVjQ1NXH27Fk0NTXJyMigo6MDgUDAsGHDsLOzIz8/HwcHB9TU1Jg4cSKysrKMGTOGMWPGCCsKFxcXfHx8ePr0KT4+PpiZmbFq1SrU1NSYPXs2Q0ND7Nq1S2jFXrx4kfLycp48ecK8efOoq6vj9evX5OTkYGZmhqurK0NDQ8yfP5/BwUEcHR3Jy8tDUlISa2trOjs7WbJkCe3t7ejo6PDq1SsKCws5ffo0pqam6Ovrc//+fUxMTCgqKqKtrY2uri6OHDmCnJwcQUFBHD16lIyMDFJSUpg4cSLnz5/HycmJ6upqKioqaG1t5dSpUzg7O7NixQqamprYtm0b8+fPR1ZWlqamJn78+MHEiRMJDw9HWlqajIwMzM3NaWhoYNSoUfj7+3P06FFu376NlpYWcnJy/Pjxg4CAAH7//Xf8/f0xMDBgz549ODk5cfXqVdrb26mpqeHhw4e8f/+e6OhoYmJiGDFiBO/evcPAwABbW1tOnz7Nrl27qK6uRk1NDRkZGXbs2MHSpUvJz8/H0dERdXV1iouLqaioYOHChXR3d+Po6IiFhQWpqamcOHGCjIwMBAIBV65cYc6cOTQ1NdHW1sa7d++4desWxsbG5Obm0tHRgaOjI8XFxUyfPp2ioiJkZGQwNzdHTU1NaL+ZmJjw6NEj6uvraWxsFNrBVlZWJCUlMXnyZPbu3YuLiwtmZmaIiIiwdetWSkpKaGhooKWlhZs3bzJz5kza2tpYsGAB2traFBQU0NraipaWFv7+/lRWVlJVVcWWLVt49+4dXl5etLa2Mn36dPr7+1FWViYoKIibN2/y5MkTHj9+zMDAALGxsbx//x5DQ0PGjBnDzp07efXqFSYmJujq6iIpKYm4uDiKioocP36cvLw8ysvLWb16NQkJCcybN4/Tp08zMDCAsbExhYWFlJWVISoqio2NDdbW1vz9998sXLiQsrIyZGRk2LBhA5s3b2bLli3MmzcPGxsbBAIBtra2dHZ20tPTw5EjR7h58yZ1dXVMmTIFBwcHRo8ejYWFBdLS0nR3dyMuLs6LFy8YN24cnZ2ddHV18ccff6CsrIy3tzcXL15k9erV1NbWYmVlhYGBAYmJiWzfvl3oKD148ICFCxeyZMkSxMXFSUxMZOHChejr63P27FmOHj2Kt7c3BgYGjBw5ks+fP1NaWoqWlpYwajl//rwwKvv+/TuSkpJkZGQwcuRIgoKCSEpK4s6dOyQkJLBs2TKWLVtGSkoKZ8+eJTs7G3V1dbS1tTEyMkJaWloYFbi4uDB79mwuXrzIo0ePeP36NcrKynR3d2NgYMDWrVs5c+YMiYmJSEpKYmZmRkBAAAkJCQQGBjJ37lxCQ0NJT09n165dVFRUEBERgaKiIlOnTuWvv/7C0tKS48eP4+joiKysLHV1dZiamiInJ0dMTAwPHz5k/PjxhIWFYWlpSU1NDZqamvT09CAqKkpRURHi4uJ0dXVhYGCAmZkZU6dO5ZdffqGpqQk9PT2+fPlCXFwcOTk5TJkyheLiYr58+cLPnz8B0NTUFO5dVVWV0HWKj4/nwIEDxMXFERERwezZsxk9ejQjRozg6tWr2NnZ8enTJ75+/Yquri7a2tro6upy6tQpwsPDiYiIQE9PDwsLC16+fMnChQvJyMigoqKC1NRUrl69irW1NaKiojx8+BATExOKi4tRUlKisrKSgIAAPD096enpwczMjNTUVIqKilBVVWX9+vX8+uuv2NnZ0drayrJly9DV1cXAwIC1a9fy9OlT+vr6UFdX58KFCwgEAlJSUnj16hVjx44VRnIGBgYcO3YMPz8/lJWVKS0tpbCwkM7OTj5//oyxsbGwo4+KisLDw4PMzEzi4uL48uULXl5eFBcXIyUlhZ6eHmFhYezatYtv377x4sULvn37Rk5ODnl5eRgYGNDQ0MDXr1+FzWV/fz9eXl5oaGjg6upKcHAwlpaWBAcH899//6Gjo8P48eP5448/mDJlCqdPnyY9PZ3hw4ejpaVFbGwsSUlJqKqqYmRkxOjRo0lPT0dXVxdnZ2eePn1KfHw8e/bsETYuISEhiIaEhBywtrbmwYMHmJiYoKqqir29PWpqauzbt4/p06fT0dGBpqYmb9684dKlSwQHBwNgZmbG7Nmz8fb25uzZs3R0dHDkyBHExMRYtGgRxsbGiImJkZyczNDQELt372b06NEkJCTg6urK8OHDhQcvLCyM2NhYPn/+zOvXr9mzZw/Pnz8nMTERVVVVdHR0qK2tpaioiLi4OAQCAe/evePatWsEBgbi6+uLmJgY+fn5wi77w4cP2NnZkZKSQnBwMJ2dnVhYWGBkZMSUKVPQ1tYmIyMDf39/Jk2axODgoNC+19LSIiUlBSkpKeTl5cnIyKC1tZXAwEAUFRUpLCzkzJkz5Obm0tDQwKJFizhw4AC6urq0tbWhr6+Pt7c35eXlaGhoICEhQWVlJb29vVhaWrJz504Axo0bx6pVq7hx4wbZ2dksXLiQlpYWpk6diry8PIcOHcLT0xMDAwO0tLTo6Ojgt99+4+XLl7S0tHD37l3S0tJobGxk1qxZjBo1iujoaCwtLVFXV6elpYXExETc3d0xNjZm7NixHDhwgBs3brB8+XIcHBzIyclBQUGBrKws3r59i6qqKsrKyri5uRETE0NCQgKenp5C8RQTE0NDQ4NHjx7h6+srFKZHjx6RkpKCra0tNTU19Pb28vjxY65evcr8+fMZNWoU0tLSQvGfNGkSd+/e5dKlSzx58oS5c+fy6NEjoaWuqqrK8ePHOXv2LI6OjlhaWiInJ4eLiwvr168nJCQEMTEx5s2bx4MHD0hNTUVKSgp9fX3k5OTo7u5m+PDhyMvLM3HiRCwtLfnw4QPy8vL4+/szZ84cRowYgba2NjIyMvj5+ZGSkkJvb6/Q9tu+fTv19fXExsZSWlrKn3/+yezZs1m3bh379+8nMTGRJUuW0NHRga+vLwYGBrx//56WlhYEAgFFRUUcPXqUwsJCLly4wKZNm9i4cSM9PT1MnDiR/v5+/v77b0RERPj58ycjRoxAVlaW3NxcduzYQXZ2Nnp6etTX1xMcHIy8vLzQ0dqzZw+6urrk5OQgJyeHhIQEc+fO5e3bt2RmZgJgbW3NzZs32bp1K+7u7nz9+pWYmBj09PTIyspixIgR9PX1kZWVRX9/P+Hh4dy8eZOlS5eira2NmpqaUDw/fvxISEgI165do7a2Fg0NDV6/fk1wcDCTJ09GQ0ODlJQUTE1N2bp1KxMmTCAhIQELCwtev37NxIkTOXToEFu2bEFKSopp06axZMkSJkyYQFtbG7GxsULL9/r160hKSnL//n18fX0xMjKiu7ubI0eOsGzZMlauXElWVpbQ2Ro7diw1NTXY2Njw119/YWhoiJqaGlOnTmVgYIBLly4xODiIkZER/v7+HD58GGlpabS1tfnjjz/o7e1FRESEefPmkZiYSGJiIs7OzrS0tFBRUcHmzZs5d+4chYWFZGZmYmNjw6xZs6ivr0dCQoLAwEDMzc3R19cHQENDAz09PWbMmMHHjx9ZsWIFWVlZNDc38+PHD+rq6jh79iz37t1j/PjxvH79mhcvXmBlZYWWlhYWFhZERUXx66+/MmzYMKytrZGTkyMiIkJYnO3YsYM///wTcXFxBgcH2bdvH/b29tTX11NSUsLAwABhYWGYmJhw6dIl1qxZQ0hIiJD5+D9rsXPnTq5fv46uri5Hjx5FQUGB9evXs3v3btauXYuIiAhlZWVER0ezefNmAgICsLS0pK+vj+fPnzNp0iRUVFSwtbXF2dmZ69evEx8fT1VVFZKSkkhISBAfH8/o0aM5c+YMFhYWuLu7M3v2bDQ0NITx4r59+1i+fDl+fn7k5ORgaWmJnp4epaWlrFq1iu7ubm7cuMGwYcPYunUrt2/f5tWrV7S2tvLo0SNOnTqFn58f0tLSFBUVMTQ0hJWVFSoqKvz7778kJiYiJiZGYmIiOjo69PX1UVNTg7W1Nb///jtLly7Fzc2Nt2/fYmtry+DgIPfu3ePbt29MmDCBsWPHkp2djY+PD42NjUyfPp3Q0FD6+/vZtWsXtbW16Onp0dvbS2BgII8ePUJXV5dz586xcuVKRo8ezdatW0lPT0dLS4uDBw/y9etXOjo66OvrQ1VVFT09Pby8vJg3bx47duzg7Nmz+Pj4kJ+fT3x8PKLi4uIHjh07xt27d5GTk+Pvv/8GoLKykrcmh7rkAAAgAElEQVRv31JRUcGXL1+4cOEC+vr6xMTE4OHhQV9fH8nJyUK7MioqilGjRqGtrc26detYs2aNMC+trq5m9erVrF27ltDQUE6dOoWysrIQasjPz0deXl6Yh2VkZHD79m2cnJxQU1OjvLwccXFxLCwsEBERwdXVlbq6OiwtLVm7di2FhYW0tbUJbUZdXV3S0tIIDQ2lp6cHV1dXBAIBDx48wNvbm6GhIZYtW8bTp0958+YNJSUlzJs3j76+Pjw9PbG2tmbOnDnIysoKK9GPHz+yYcMG5s6dy4IFCxAIBOzbtw8DAwNCQ0MZNWoUampqKCgokJGRwapVq4iPj+fLly9kZWXR2NiImZkZwcHBLFy4kOTkZABkZWUxNDQkNTWVO3fuMHHiRExNTbl8+TJ1dXXY2dmRkJBAYmIiI0eOJCsrCxcXF/Ly8nBzc0NdXZ3p06ezdOlSBAIBubm5KCgoCDuWL1++MGzYMFavXs0///zDpEmT2LBhA9OnT0dSUhIbGxvKysq4ePEiu3fvJiEhgbCwMOzs7JCWlmbfvn38+PGDpqYmpKWlhd1xfHy8MDI5d+4clpaWWFpaCkE6aWlp9PX1iYuL4/Tp0yQkJFBeXk5GRgZbtmzh27dvGBgY4OXlxcuXL9HW1sbd3Z3+/n62bt1KY2OjMGcbN24ckZGRJCUlYWFhQWJiIuvWreO///6jt7cXTU1NLl68yLhx4ygpKSEyMpLVq1eTmpqKnZ0dw4YNw9LSksrKSnJzcxk5ciTq6upMmzaN0aNH097ejouLCw8ePMDd3Z2oqCi8vb1ZsWIFcXFxtLS0oKenh6OjI3JyckydOhUJCQm8vb1xcHAQWnq2trY8ePCAtLQ0Nm7ciLq6Op6enhgZGVFXV8eaNWtITU1l/fr1aGtrIyYmhpaWFl+/fuX9+/d4e3szY8YMSktLaWtrY9asWYiKiqKvr4+MjAxNTU3cuHGDq1evkpqaSnp6OoWFhdja2rJ9+3a2bt0qzDbl5eURCAT8+PGDgwcPsmjRIq5evUpzczOpqamYmJhgYWGBgoICPT09eHl5ce/ePRITEzlz5gxBQUE8fPhQuKZjx45RWFiIpKQkhYWF5ObmoqyszOXLl4mLi2PdunW0tbVx+vRpKisruX79Ordu3UJNTQ1xcXHq6uqEscKNGzeYNGkSSkpKSEtL09PTg52dHRUVFbx9+xYHBwf27t2LgoICixcvpqGhgYKCAuLj49mxYwcqKioYGRmxZcsWjh49ytevX5GVlUVPT4/Q0FCio6P59u0b2tralJeXY2RkJHyfVFVVKSwsRCAQsGjRIt6/f4+fnx8iIiKYmZmRnp6OmZkZVlZWjBo1iuLiYtzd3SkqKuLRo0f4+Pjg7+9PVFQUI0eO5N69e2zYsIHJkydz8+ZNVqxYQXV1NXV1dYwYMQJ5eXlqamqor69HSUmJLVu28Msvv+Dj44O3tzeXLl1i79697Nu3j7dv35KSkkJ1dTUhISGMGzdO+L/y8vKkp6fT29srBKz8/PwwNTWlsLAQOTk5Vq5cibm5OS9fviQmJoZbt24J9/H/DsfWrVtRUFCgsLCQyZMns2HDBrKzsxEREUFCQoLJkydTUFBAWVkZeXl5rFmzhoiICDZv3kx2dja//PILmpqa7N69G3l5eVatWkVtbS01NTVoaWlx+vRpHBwcOHr0KG5ubnz58oXS0lI2bdrE5cuX0dXVJTU1lW/fvpGVlYW6ujptbW1ERUUxe/ZsYmNjyc3NpaamhtLSUg4ePEhmZqbwjjg6OjJ58mTExMSQlpZGQUGByMhILC0tOXHiBMOGDRMWJ/fu3WNgYIC1a9eyf/9+ZsyYwcmTJ2lsbMTOzk4Y3Tk4ONDf309FRQWxsbGoq6tTX1/Phw8fePHiBd7e3hQXF/Prr79iZWXFtm3bkJOTw8vLi0WLFrFnzx7Ky8sZO3askF8aGBhg69atXLx4kdGjRxMfH4+EhAT37t3D0tKSBQsW0NHRQWFhIX/88QednZ0oKiqycOFCNm/eTHBwMC9evGDTpk1cunQJHR0d9u7di8jdu3d/DgwMsHz5cm7fvo2uri4DAwM8efIETU1NiouLaW1tZf78+dy9e5dp06Zx5coVPD092b9/PxUVFaxcuRIvLy+srKzo7+8HQFxcHAUFBSZMmICMjAzp6ekcOXIEU1NTAHbu3ElycjJxcXHIy8ujr6/P9OnTqampobm5mfz8fCQlJZGVlWXp0qWUlZVRX19PYWGhULCzs7MpLS1FR0cHZWVlHj9+jKamJlZWVpSUlNDX14ecnBw9PT1UV1ejrKxMXV0dRUVF+Pn5oaKiwocPH+jr6+PIkSN0d3cLAZXKykrs7Oyora2lpKQEaWlpLl++jKqqKl1dXUJSUk1NDUtLS9LT00lLSyMgIIDs7GwMDQ3p7++npqaG/Px8Vq1aRXR0NElJSRgZGeHk5ERmZiY9PT309PTQ0tKCqamp8CGrqqpi0aJFPH/+nJaWFrq6urh//z6urq5MmzaNiooKjI2Nefr0Kaqqqjx//hw5OTkkJSWpr69ncHCQxMREoX32/z8NDQ2mTZvGzZs3cXd359WrV8LP3Nzc0NfXp7y8HBUVFaytrbG3t6egoID9+/fz4sULUlNTKSws5MOHD6SmphIaGsq1a9fIzs5myZIlTJo0iYCAAE6fPs3bt2+RlpamqqqKxsZGWlpaWLlyJe/fvyc/P5+GhgZWrFiBtLQ0fX193Lp1C4BZs2bh5ubGt2/f6O/vJygoCEAIxv0/K7pz5w6HDx8mKyuL9vZ2IQzV399PUVERhoaGFBcXY2trS3V1NSkpKaioqGBubs7y5ctJT08nIiKCSZMmoa6uTlNTEzY2NqipqREZGUldXR3Nzc0sXryYt2/foqamRnV1NR4eHsJzfvfuXVRVVfn+/TufP3/G0NCQ8+fPIy4uzqdPnygpKeHdu3d8+/YNTU1NhoaG0NTURFxcHIAJEyYInYu0tDQ2b97M58+fuXPnDocOHUJCQoLW1lays7NxcXGhrKyM/Px8Jk2aJOQePDw8kJaWJi8vj1evXjFr1izmz5/P5s2bcXJyora2lhs3bjBt2jTs7e0RCARkZmbS2dlJW1ubcG/Xrl1LWFgYsrKymJiYCPPWnz9/IiMjw4gRI2hra6OxsZHRo0cjKiqKnZ0dMjIyVFdXk5eXh76+PhEREaxfv55//vmH3t5e7t+/T0ZGBk1NTXR2dgrFbO/evULeIzIyUnh+Z8yYQXl5OcrKyoiIiHDz5k327t3L2bNnkZOTY2hoCAkJCVRVVcnLy0NMTIwRI0bQ39+Pn58f27ZtY/v27TQ0NCAmJsb06dMpLi6mpaWFpqYmamtrcXV1paKigvfv32Nvb09cXBzOzs6kpKSgpqaGvLw8w4cP5+PHj5iYmCAjI4Ouri7i4uJcuXIFMTExAgICkJOTE0ZexcXFNDQ08ODBA0JCQpCUlCQtLQ0zMzOio6PR09Nj1KhR1NbWMmXKFN68eUN2djbLly8nOzuburo6Kioq0NTUZM+ePWRnZ9PV1cWnT5+YMmUKpaWlfPz4kSVLlggd0ebmZl6+fMnx48dRU1MjISGB8+fP4+bmxtq1a3n37h3Kysp4eXkRFRWFvr4+t27dQlNTk4CAAIKCghg+fDi2tra0tLTQ0NBAcXEx0tLS/Pnnn5SWlrJnzx7i4+PZtWsX3t7eREdHY2pqyo8fP4iNjWX48OHk5uYiLi7O/PnzUVdXx8LCgoMHD9Le3s66deuYMWMGOTk5/Pvvv/z48YNTp06xd+9eXr9+za+//kpOTg5NTU1YWlpy5coV5s6di4eHB1u3bhXS2KtWrRIyLB0dHQBEREQwc+ZMbt26RX19PWpqaujp6dHd3c24ceMoKysTOoKXLl1i7dq1DA0NUVhYiIyMDENDQ8TExAhBzebmZmpqanB3d6e9vR0RERG6urpISUnBzs6O0tJSvnz5gomJCatXrxbyIUVFRbx//55Zs2bh5eVFbm4uIiIiLF++nMOHD7Nu3TouXbrEq1evUFdXR09Pj7KyMhYtWsTly5fJyspCTU2Njx8/AiAtLc3GjRtJT0+nubmZkpISnj17hqi1tfWBOXPmsG3bNhQUFIiNjaWkpITXr19TV1dHfX09hw8fpr6+nsTERKSkpMjMzBQSeXJycuzcuZOoqCh+/vxJb28vSUlJ3Lt3DxsbG+bNm4eVlRU5OTlMnToVcXFxvnz5gqWlJS9fvuS3334TClxpaSkRERF8+PABDQ0Nxo8fL7TFq6ur0dLSYsSIEfz555+EhIRw4sQJ9u/fD4CDgwM/fvzg9u3bfPr0ieTkZObOnUtlZSUqKirY29vT3t5OXl4et27dIjc3l9OnTzN8+HD09PQ4ceIELS0tZGZmsnnzZmbNmkVJSQnp6ekcOHCA7du34+fnR3h4OI2NjTQ3N3PmzBlKSkqoqqoiPj4edXV1Xrx4wcSJE3n+/DkaGhoYGhrS2toqzDtu3bpFVVUVa9asQVpaGoFAQF5eHjo6OoiLi9PX10dOTg6jRo3i6NGjzJs3jzdv3gg7/ZEjRzJ37lw2btxIWFgYBw4cYO7cuRw7doywsDCUlJSE1O7x48eJiYmhra0NTU1NFi9eTHl5OSIiIsyYMYORI0fi4eFBREQE7969Q05OjgcPHlBaWkpMTAyjR49GQkKCyMhIHB0d0dHRYefOnZw9e5bZs2dTVlbGiBEj6Ozs5PLlyyxbtozly5ezaNEioaj09/fT0dHBrl27uHLlCtHR0dy+fZs3b94wduxYysrKGBgYoK6uTvjQBgcHY2FhQXV1NV5eXlRVVWFgYICTkxMiIiL8888/TJgwgcmTJ2NjY8OSJUsoLCykq6uLOXPmkJeXR0hICK9evUJERAR3d3csLCywtrYWUsyRkZH09vbi5+fH4OAgqamp7N27lyVLltDT08PmzZsJDQ3lwIEDmJubk52dzaZNm4RZuqSkJJKSkgQEBPDt2zeam5vx8PDAxMSEvLw85OTkKC4uZtasWZw4cYJp06YhEAiEWX1ISAgeHh6Iiory+fNn7OzsMDU1JTMzkzNnzvDlyxdu3brFlClTAPj9999xdXVFXFyc2bNnU1JSgoODA5WVlSgpKRETE4OysjJOTk709vYSExODiYkJkZGRjB07FiUlJTIzM/n58yfp6emoqqqiqKjIuXPnWLx4MU5OTjx58oT/j3j+999/BAYGkpOTg7a2NhMmTCA8PJxdu3ahpaVFbm4uSUlJSElJoaury/fv39m3bx9BQUEkJydTVVXFnj17uHz5MkZGRsK4yNXVla6uLqZPn869e/dQU1OjqamJ58+fExISwsaNG7l8+TLq6urs3r0bX19fbt26xejRo2lubhYCm8+fP0dFRYXx48dz4cIFnJycOHbsmLDzUlJSIiMjgzVr1qChocHPnz+FdLSNjQ2lpaVISEjg7OxMWVkZO3bsQF1dnQ0bNvDu3TtaWlro7+9n3LhxwnGwyspKpk6dysuXL9mzZw9XrlwRunbJycnMmzePffv28eTJE1asWIGYmBgbNmwgJiYGX19f9u7dy61bt3jz5g0hISEMGzYMRUVFioqKGDNmDC0tLbi5uaGpqcnly5eFhb61tTWFhYU4OTkhLi7O+/fv0dDQQF5eng8fPjBjxgzq6uqIi4sT5rH79u3j4sWLeHh40N3djZ2dHTNmzCAhIYFJkyaxceNGbGxs0NLSoqSkBBcXF9LS0qisrOTw4cPCUczs7GycnZ2ZOXMmZWVlPHz4kFevXjFq1CiMjY2FRerSpUs5fPgwLi4uPH/+nMzMTObOnSuky6dPn86pU6ewtrYWZsH79+8nODgYZ2dnAKKiomhvb2fjxo1CGn/48OFISEjQ0NDAypUrhTBtQ0MDdXV12Nvbo6ysLLTCDQwMaG9v59u3b6ioqKChoUFZWRlv377FzMyM9vZ2CgoKaG9vR1VVldLSUtauXUtZWRkAO3bsYM6cOWRnZ+Po6EhUVBRaWlrC0caXL19y5coV7t69S3JyMkpKSuzZs4e4uDjs7OwIDw/nypUrODk5cfLkSdzd3fH09GTlypWIiooSHh7O8OHDhfzAu3fv2LlzJ1VVVTg4OCAuLs6vv/5KTEwM379/x9HRkYaGBmxsbPjzzz8R9fHxObBz506OHDmCQCDAwcGB+fPnY2RkhIODAwYGBsyePZu8vDw2bdrEmzdvWLNmDSNGjBDi98+ePcPY2BgZGRk+f/7M3LlzsbW1JTY2luPHj/P06VO6u7t5+/YthoaGBAQEoKGhwa+//sr379+ZMmUKBw4c4NKlS6SkpPDz50+ePXtGb28vvb296OnpoaenJ6xCdXR0+Pvvvzl48CAALS0tQrL26dOnSEtLU19fj7e3N/fu3cPJyQkNDQ3Cw8OFoEd5eTmzZs3C0tKSgoICEhMTGTZsGLq6unR3d1NRUcHYsWPJzMzE09OT4OBgkpKSeP36tRCWc3V1Fe5JeXk5hw4dIiYmhoGBAcTFxUlISCAuLg5dXV22bt2KvLw8tra2CAQCAgIC2L9/Pxs3bmTx4sU4Ozvj4+PDp0+fUFFRITY2lqqqKmxsbEhLS2PixIn09fXh5+dHWFgY3d3dBAYGUlpaipmZGb/99hv//vsvoaGhmJqacuDAAR4/fsyyZcsYMWIEhw8fRlZWFjk5OWGO6uPjg7i4ODExMSgqKmJhYcF///1HQEAAr1+/Jj8/n2XLljFnzhwaGhqora2lq6uLiRMnsmnTJjw8PPjy5Qu///47t27dYuTIkYiKijJ27FghDHTmzBnMzc2xtrYmPj6ep0+foq+vj6GhIcHBwULwqbi4mMmTJ1NWVsaLFy/Q0NBg1apVHDlyRDiS9Pz5c3R0dJg3bx4ODg50dnayfv16BgcHmThxItra2pw8eRIPDw/Onz9Pa2ur0KoNCwujra0NMzMzIiIi0NfX5+nTpwwMDFBeXo6Ojg5FRUWsXbuW2bNnExcXR3FxMZ2dnTQ1NQmBPwcHBwwNDUlPT+fbt29ERETQ1NTEH3/8QW5uLqWlpVhZWfH9+3f09PTo7++nurqaT58+ceXKFZYsWUJjYyMzZ85EVVUVR0dHZGRkaGlpQU1NjTFjxlBeXs7s2bNpa2tDTk6OESNGALB8+XLk5eUxNzfnwoULeHp6CvO2/3cmw4cPJzMzk3PnzhEaGoq5uTnq6urs2bOHkSNHcujQIcLDw0lLS2P27Nl8//6dHz9+8OTJExwcHBg7dizfv3+nr6+P9vZ20tPTmT9/Pm1tbSgrK5OZmUlMTAwAGzZsoKqqihUrVmBvb09kZCSBgYEMGzaM+vp6IcS2a9cuVq5cSVtbG6KioigoKHD58mX8/f2RlpamtraWJUuWoKOjQ1lZGZs3byYnJ4eoqCicnJxoamqiubmZa9euUVVVRXR0NPfu3cPR0ZHo6GhmzJiBvb09J0+exNHRUXhH8/Pz2b17Nx8+fCAzM5MLFy6wY8cOvnz5wt27d5GSkmLUqFFUVFSwevVqioqKqK6uZsyYMfT19ZGfny+klT08PCgqKuLmzZvIy8szb948zM3NWbVqFe/evSMjI4MxY8Zw8uRJfvz4gZ+fH3PnzqWhoYHBwUFmzJiBnJyccKa6srJSOE5namqKo6MjN27c4OTJk3z8+BEZGRnOnz/PnTt3mDFjBvHx8cTGxiIvL4+CggLv3r0jPT2dmTNnEh4ezsSJE/n58yelpaV4eXnR39+PmJiYED69e/eucLTuw4cPrF+/XjjZUVhYiLGxMbdv38bNzY1Pnz7R29tLdnY2VVVVPHjwAAsLC169ekV2djZBQUFERERgbGwsjBlu3ryJm5sbGhoaFBUVERgYyKZNm4R8jKqqKr6+vtjY2NDS0oKBgQGZmZno6Ohw5swZnj59iqenJ/fu3aO9vV3oOl6/fp2oqChqamp4+fIlkpKS2NraoqCgwKNHj4TMyv8dsY8fP7J8+XLWr1/P5MmTqaiooLq6GkBoVS9fvpyUlBROnTolHF38+vUr7u7uiImJ0dLSQkZGBuLi4kRGRiItLY2Kigrfv39HU1OTz58/M3HiRHp7e8nPz0dDQwN/f3/CwsJ4+PAhPT09/6PqvON63v/3f9feJe2iUmmTlvlRkVIODSsz48jMHgcHITIyDucY2WXPjAjRFKIoaVGptEQ0NLR+f3xvPW+33/9Jt/f7NR7P63Fd9wtnZ2d69eqFrq4uOTk5ODo60tnZSXt7O1euXMHLy4upU6dy8+ZNIiIiyMzMJDIykt27d9PU1ISJiQlqamqUlJQwatQo9PT0GD58OJI5OTkh+fn5lJaWEh8fz+XLlykpKaG4uJgrV65QWVnJ27dvyc7O5vr168L9vG7dOtavX4+XlxeSkpIcO3YMVVVVSktLqaqq4uTJk2zfvp3t27fj5+cn8oclJSW8evWKBQsWoKOjQ0BAAPn5+cjIyODu7s6oUaOEJB0UFISUlBS6urqoqKhQWFhIVlaWkE+LiooYMmQILi4uREREEBwczKVLl3BxcRH7Ow0NDQwMDFBRUeHVq1ds3LiRlJQUFixYQI8ePdDV1RXTlrGxMVlZWfTu3Zu6ujpmzpzJ48ePRUxow4YNqKqq0tbWhrOzM4cOHWLPnj3IysrSr18/wsLCePfuHfLy8lhZWaGvr8+FCxdwdXUVUsunT58wNDREWVmZiIgIurq6hOHm2LFjfPnyhREjRlBYWMiyZcuoqakRX+by5cvp2bMne/fupV+/fjg4OGBmZkZcXBwDBw7k69evDBkyhMGDB2NgYEBBQQHfvn3jv//+Y/ny5VhaWpKSksKVK1cEKKe0tJSePXuiq6tLZ2cnP3/+RFpaWjiLZ8yYwYgRI6iurqatrQ0bGxv69OlDcnKyACNIS0sLeU9OTo7v378DsHXrVvT09AgODqaiogJra2t27Ngh5GEHBwdMTU3x9PTExcWF1NRU3Nzc6OjoYOzYsRgbG9OjRw969+7N7NmzcXV1ZcqUKZSXl6Ojo0NdXR1Hjx4lOTmZTZs20dzcjK6uLvr6+vTv31+cpKKjo5GSkkJFRQVtbW0AtLS06N27N6ampjQ2NtLV1YWqqiqNjY18+PCBjx8/oqCgwPDhwyktLcXf3x9paWmqqqqIjo4mJSWF0tJSmpubxUt/xYoV4sXV3t7OyZMnaWtro729neHDh1NZWYmGhgazZs0iPz+f7OxsFi1aRGtrq5jABw8ezPXr14Xs7OTkhJaWFrt27cLR0ZFbt25hbW2Nm5sbTU1NTJ48mZKSEu7cuYOCggJ+fn4sW7aMd+/eMXXqVBENe/ToEdXV1SgrK5Oeni7ui7y8PKSkpLC1tWXMmDEkJCQQGBiIvr4+P378YMyYMWhra2NpaYmamppQZWxsbKipqSE7O5vPnz/z6dMnsULrPtUpKyvTu3dvSkpK2L9/P2/evKGmpgZTU1OGDRuGvLw8qamp/Pjxg8zMTJ4+fYqHhweOjo5ISkri7OzMr1+/UFFRoa6ujhEjRrBy5UrCw8Px8/NDUVGR169f888//7B+/XoqKytJSEgQ8S11dXWkpKTIz89n9+7dDBo0iMbGRmpra7G3t2fo0KFIS0tTV1eHg4MDbW1t4v8ZMGAA3759Q0VFRZgh79y5g52dHdOmTSMiIoKsrCzhJl+zZg3//fcfNTU1HD9+HGNjY/T09JCSkuL379+8e/eOgQMHMmPGDM6dO8eAAQMARILmyZMnzJgxAxMTExwdHXnw4AG3bt3C0tKS/v37M3fuXGRlZcnIyOD58+fC9NXW1oaioiKdnZ3ExMQwZMgQTp48ibe3N4WFhezevRt1dXW2bNlC//79iY2N5cmTJxQWFlJdXY2enh4yMjLExsaiqKjI9evXKS0t5fnz50hKSmJmZsanT5+YOHEiL168IC0tjdzcXBwcHGhoaODKlSt8+vSJjo4OPn78SFxcHObm5kRERPDx40fGjRvH3LlzUVZWJjIyktraWiFhdxs09+3bR2FhIR8+fKCkpARjY2MUFRWJi4tjz549fP36lT59+qCmpiZicB0dHWRkZGBlZcXWrVt59OgRtbW1mJubs2jRIiZPnoyWlhYDBgxATU2NqKgobGxsWLp0KSEhIaioqPD161dhPIuOjub8+fPU19dTWlqKg4ODuM66Jfr4+HjmzZvH48ePhcFVQ0MDXV1d0tLS2LdvH4cPH6agoIC2tjb27NkjVsBxcXFCdZowYQJ9+/Zl1qxZaGpq8scffzBnzhxmzJjBnj17qK+vZ/z48RgYGIhhYdy4cbi4uCCpq6sbMmfOHCwsLEhPT0dHR4eWlhYMDAzQ1tamrq4OOzs7bt++zZYtW1BRUaFv375ERUWhqalJZGQkxcXFwsF8/vx5dHV1GThwIEOHDmXOnDnExcWxaNEi4QzvBni8f/8eJycnPDw8SE1NRUZGBlVVVTQ1NZGQkCAjI4POzk6GDh2KqqoqERER2NjYkJmZSXh4OF++fCE1NZW3b98yZcoUWlpaqK2tpbW1FTk5ORQUFKivr+fx48fExMRgbGzMy5cv+fLli/hiPn/+jJubG6qqqmLy9fPzIzs7m6ioKNTU1Jg7dy6PHz9GX1+f5uZmjI2NOXDgAK9fvyY8PBwvLy/8/f0xMjLCysqKlJQUbt68SWFhIdu3b8fNzY2amhoBWPj9+zd5eXm8ePFC5Dnv3LlDSEgI/fr149evX/j4+DBlyhR2796NpqYmnz59wtjYmD59+jB37lzWr1/P58+fhYOzV69ePH/+nPr6en79+kVZWRlGRkbMmzeP4OBgsRtbtGiRMJ0EBgaybds2nJyc6NGjB9++fWPYsGGMHz+eI0eO0LdvX6ZPn87KlSvFLlpaWlrsNKWlpTE2NmbRokVkZWXh5ubG/v37SUpKYtWqVbi7u/Pjxw8qKysB+Pfff9HR0eHDh9V1L4QAACAASURBVA/06NEDaWlpioqKsLS0ZMCAARw9epTa2lqOHTvGkiVLuHTpEioqKmRnZ3Pt2jVSUlIwMzNj7dq12Nvbk5KSwrp161i+fDlSUlIcPnyY9PR0Nm7cKE6Ou3fvFm7nQYMGCdPbxIkTaWlp4ezZswQEBHDw4EGMjY3FsBYSEsLKlSu5ffu2cGH37duXiooKXrx4wfTp07G3t2f58uVISkqSlZWFjIwMN2/eREpKisGDByMjI0NHRwezZ8+muLgYeXl55OXlWbduHWZmZoSEhPDmzRt8fHxQVVXl48eP/Pjxg/79+yMhIcG6detobm7m4MGDaGhosG3bNgwNDenZsyffvn1j5syZrF69mo0bN2JpacnWrVvR0NBg69atPH78mOfPn2Nvb09iYiLXr1/n/PnzhIWFkZubS0VFBR8+fKBPnz706dOHHz9+kJaWJq77hQsXsmrVKpFlnzVrFo2NjairqxMVFSVAQqWlpQwbNoyqqira2tp48OABXV1dfP78me/fv/PkyRNCQkLYv38/Dx48wM3NjcjISGxtbQkODmbKlCnCaTt9+nRkZGQ4duwYwcHBmJubY2xsTFdXF+3t7WzatIn8/Hx0dXUpLCzkxo0bLF68mJSUFEaOHImTkxNz584lJiYGQDzog4OD2bRpExISEjg6OqKiooKfnx+JiYnU19eLHXRqairW1tYcP36c8PBwdHV1SU5Opra2VpjMHBwcuHfvHgEBAdTW1tK7d2/++usvDh8+LJ6H3bTDbuOShIQE379/Jz8/n8OHDzNr1izU1dX58eMHMjIySEtLs3btWoyNjYmJieHy5cs0NjZiZWXFmzdvaGxsJDQ0lPj4eF6+fElnZydKSkqEhIRQVlZGXl4eCxcuREpKirdv39KvXz9iYmLEiba5uZlLly6hoaGBlJQUffv2FUCR7liflJQU/v7+2Nraitx9QEAAra2tDBs2jJs3b7Ju3TrBbbCzs+PGjRuMGzeOtLQ0QRpcunSpSE24uLjw4sUL9PX1ef78Of369UNFRQVPT08BeCosLKSzs1MoIqtWrSI5OZlBgwYJh/XOnTuJjo5mzZo1nD9/HmdnZ2GU69evHxISEvz111/Iyclx6NAhLCwsmDBhAtra2qSlpfHt2zcmTZqEmpqaIJE5OTkJU21ycjJjx45l8uTJPHv2jNOnT/Py5Uv69u2LoaEh7u7uxMfHs3z5cqZOncqQIUOE9N7Q0ICPjw8/f/6kqqqK2bNno6yszLRp03B0dCQ7O5vbt2+jpKREUlISy5cvJzw8nPr6ej5//kx4eDgWFhaUlpYSGRmJrKwsDx8+FN6x5ORkpk2bxr59+5CUlETy5MmTIWFhYVRWVhIeHk57ezuenp5UVVXR2dnJrVu3hDGpf//+AkhRV1cnpqA///yTLVu2kJWVJXZCRUVFpKSkEBMTI2TaDx8+8OHDBxQVFRkwYACenp7k5eVx5swZ+vXrR1dXF9XV1QwcOJCcnBzu3bvHypUrRW5x9OjRlJeXY2BgQFJSEv379xd0nF69emFnZ8e8efNYu3Ytb9++FcaVboNOS0sLdXV11NbWCtNJ95Q+ZMgQbG1tkZSURFZWlv/++4+///6bMWPGMHLkSBYvXoy2tjZJSUmUlZWhqanJoEGD2LVrF2PGjCE2Npbz58/j6OiIg4MDK1as4MqVKzQ3N7Nu3Tr8/PzEFPvgwQNWrlyJjY0NPXr0wNzcHFVVVUaPHs3r169Zu3Yty5YtY9GiRSgoKODq6kpgYCBdXV2UlJRQVVUl1BAFBQU+ffok8nq/fv3i06dPXLp0iZkzZ2JoaIicnBwbN25k48aNxMXFERcXB8CPHz8wMDBg69atAJiYmHDo0CEhdbm5uXHz5k2mTZsmYgcXL16kd+/egp6mqanJixcvsLCwICMjg9DQUI4cOUJoaCjPnj2jqamJ+fPnU1NTQ69evaipqeHgwYPcuHEDZWVlzp07x4gRI+jfvz+Kioo0NDQgIyNDnz59MDExYfjw4RQXFyMnJ4e8vLzAb3ZT2RoaGqipqcHMzEwMet0n5N+/f2NnZ8elS5eEAbGoqIiLFy+K1UJ9fT2BgYHY2dmRkZHBnj176NWrF4sWLUJWVhYDAwN+//6NjIyMSCAEBQWJ4UxRUZGNGzcye/ZsmpubkZaWJj4+nvPnz1NVVcWff/7JrFmzaGtr4+TJk4wePRpvb29hNHrx4gU3btwQJ5WysjLs7OwYNWoUJSUlbNy4keDgYPz9/dm6dSsdHR18//4db29v9u3bh4qKCjExMTg7OxMbG8upU6eYN28ejY2NXLp0iWHDhnH58mX09fUZN26cuHfj4uLw8vIiLi6Orq4uEhISGDx4MBEREQwcOBBlZWX8/f25fv068vLyjBo1iqNHj5KRkSGiiQoKCuzdu5cRI0aIa9/f35/NmzeTmprKpk2b6OzsFOuTVatWERcXJwxrrq6u3Lt3Dx0dHSQkJMjOziYjI4O//vqLZ8+eMW3aNFJTU7ly5QoKCgpiEDIzM2Pr1q0Cq/v69WsKCwtJTk7GzMyMX79+sW3bNkFOvHr1Kunp6Xh4eHD9+nW2bt3K2rVrOXbsGKdPnyYoKEgM7levXkVGRgY1NTUR02lsbERPT4+EhATKysoA2L59O2PHjuXnz588ePCAw4cP8/DhQ6ZPn87169fp168f3t7eKCkpcfDgQWRkZMjJyeHBgwfi725sbCQhIQFFRUVxD3dfv83NzRQVFeHn50deXh6ZmZkcOHCANWvW8PLlSx4/fkxrayuGhoaoqalRU1NDSUkJAFJSUmhra1NQUICTkxNSUlJMnz6dSZMmsXDhQqytrVFXV6ezs5PW1lZqa2uZOnUqlZWVdHV14e3tzYkTJ+jfvz/p6elcunQJExMT0tLSuHbtGmlpaWIA6dGjB05OTnz48AELCwuhakZFRfHu3TsmT57MnDlzyMrKEmrW2bNnGTt2LLKysvz69Yvfv38zfvx4UlNT6du3r3hBtrW1ERMTQ3BwMCtWrCAiIoJRo0ahq6uLp6cnPj4+3L59m/Hjx+Pi4oKCggI6Ojro6ekxYMAAQkNDqa+vx9fXl/z8fLZu3cr169eJjY3l3Llz3L17l0WLFvH582fKy8vR09Nj1KhR4n1jbGzMzp07BdMjLy8PDQ0N6urqhNHO1dUVKSkpsVqNi4sT98qvX7/49esXf/zxB9bW1hw7dgyA4OBgTExMyMzMREFBgR8/fuDl5cWOHTs4cOAAdnZ2AvvbnRrq2bMnMjIySObn54ds3bqV9vZ2jh8/zoABA1BXVxeUGj09PUGIcnd3F3KBqakpjo6OaGhoUFFRQWZmJqWlpcI13T11t7a2MnHiRL58+YKlpSX//PMPz549Q01NjcePH/P79282bNjAx48fWbx4MR4eHri6uvLmzRsCAwOFu/LHjx84ODiQnp5OYGAgubm56Ojo0NTUxLJly/j7779ZvXo1L1++5Nu3b1y4cAFJSUnS0tK4ceMGgwYNwtbWlt69e4sPPiUlBWNjYzIyMpCUlGTz5s0MHz5cUHFOnDiBmpoaCxYsEJnnbvhFUFAQBQUFtLe3iwl65MiRTJkyRbhMz5w5g5+fH3V1dSgpKTF06FC8vLyws7NjypQpfPnyhejoaEEOevToEZ2dnVRVVeHm5sa3b99ITU1FUlKSnz9/0tbWJl6W3buoZ8+eUVlZib+/P2/evGHq1KkCwXnnzh2MjIwwNDRk/PjxYtpcvXo1NTU1LF26FH9/f9atW8e4cePYtm0bMjIytLW1kZGRgZaWFrW1tZiZmbFr1y60tbWRkpLiwoUL9OzZk2PHjqGoqCjcu/n5+UhLS4ud3q1btxgzZgwnTpzg69evVFRUUFdXx48fPzAyMuL8+fP4+/uTnZ1NTEwMDg4O3L17Fw0NDUFM6o6tXbp0iSlTpgi0ZkJCAmZmZjQ1NQGQm5vLz58/mT17tnDsd7s5XVxcWLVqFc+ePcPb25uGhgaGDBnCo0ePGDlyJLt27eLKlSv8/v2biIgI2traAHjx4gU/f/7k2rVr7Ny5k2fPnqGqqsq///5LamoqsrKy3Lx5k6CgIC5evCgMNfPnzycuLg4tLS2GDx9Ov3792LlzJx4eHuzdu5d///1XABm6M8i6urq0tbWRnJxMfn4+f//9N/Pnz0dFRYWxY8eybNkybG1tKSwsRF1dnVevXmFqakpVVRXPnj1DSkqKxMRELl68yOjRo6mtreXy5cusXLmS9evX8+rVK759+8bEiROJiYlh48aNfP/+HVlZWRQUFJg0aRLl5eUEBQXx+vVr0tPTMTQ05Pfv32KPW1NTw507d4iKiiI7O5vExES2b99OYWEhNjY2FBQUUFJSgqmpKS0tLVRVVXHnzh1WrVrF+/fvmTdvnvj+lJSUMDMzo3fv3lhaWuLm5iZUoa9fv2JhYUFVVRWlpaXMnDlTyPdBQUFs2rSJIUOG4OTkRHx8PF+/fsXW1paNGzdy8eJFHB0dsbS0pLi4GF1dXSIiIlBQUGDUqFFYWloKR/qXL18wMjKiR48eqKqqkpaWRktLCw4ODuzfv587d+5ga2uLhIQEWVlZ+Pv7C4kyJiaGCxcuiOF25syZ9OjRA3l5eaSkpNDS0uLp06c4OjqSkZHB7NmzUVJSIi8vDy8vL1RVVbG3t0deXp6NGzdy9+5dQkJCxAslODiY4uJiOjs7CQsL4/3795ibm9PU1IS7uzudnZ0EBARw9+5d3N3defr0qRgYDA0NyczMZMGCBSKupKWlRVZWFkeOHKG4uFjwro2NjZk5c6ZQOBctWoSxsTHDhw/HxsYGNTU1xo8fz65du5g2bRrt7e0UFRWxfft21NXVaWtr4/fv3zg7O2NhYcHnz5959eoVdnZ2/Pvvv1RVVbFw4ULa2tp4+/YtTk5OpKenc+PGDRoaGkhKSiIzM5NFixZx6dIljI2NuXv3LsuWLcPT0xNra2uWLVtGaGgohYWFKCsr8+3bN+7cuYObmxtfv36ld+/eTJ06lbFjx7Jx40bWrVvHtWvX+PPPP9HU1OTff//F1taWW7duYWFhwc6dOzlx4oQw7/Xu3VsoXN1pGV9fXxITEwkJCSEiIoK4uDgWL17M48ePsbGxQUlJCTs7O5YuXcr+/fsFDnffvn1ERkby999/k5eXh6KiIgsWLCAhIYHY2FhycnJYvXo17e3tqKmpCUPrkCFDRLIpLS2Nc+fOiSFcSkqKr1+/kpiYiOSFCxdC4uLi+PjxI05OTigpKTF69GhkZWU5fPgwcnJyVFdXs2rVKhF9mjRpEmlpabx69YqZM2eirKyMs7MzKioqxMXFsWHDBqKjo2lqakJfXx9PT09mzZpFXl6eKASJi4vD29ubzZs34+3tjaWlJfX19SgrK4syDykpKT59+kRlZSWenp50dXVRW1vLtWvXsLOz4+vXrygpKQkDkKqqKocPH8bY2FhMMd7e3tjb29PS0sLTp09RU1MjLy8PBQUF+vfvj6GhIVpaWlRUVDBlyhSCg4MJDQ3lxo0bZGVl4evry4oVKxg2bJggSnXfmEVFRTg6OjJs2DBR4hEZGcn48eO5cOECPj4+hISEMGzYML59+0ZWVhadnZ0YGxvz9etXtm3bxpYtW8jMzOT69esoKSlRVlZGQEAAkZGRhIeHs2TJEtLT06moqOD69esYGxuTlJTEyZMn+f79O6dPn8bHxwdtbW1GjhzJP//8Q2pqqjCqbdmyBU1NTbKyspg9ezYLFy5EUVGRt2/fMnDgQJGH3rx5M76+vqxcuZIXL15w69Yt8UCTkZHh8uXLZGdnExYWRkZGhjjtvnjxAkVFRU6fPk17ezsKCgr07t1b5K9zc3OJjY3F39+fzs5ODAwM2LZtG+/eveP169eEhITw9etX2traWLBgAWvXrmX37t2cPXsWJSUlcnNzqampoaqqCgMDA7Kzs8XDoqamBhMTEyQlJfnvv/+YPXs26enp+Pj4sG7dOqSkpMQLv9sxrqamxs6dO1m8eDHKysqkpKTw6dMnZGRkBIvc3t4eCwsLkpOT+eeff7CysuLkyZNiLREaGsr58+eZMWOG+N0XLlwgODiYU6dO0dDQgIWFBV+/fiU0NFSsHJ4/f46Pjw/V1dW4uLgwZMgQVFVV2b17N4mJiUybNg1ra2scHByIjo5mwoQJxMTEYG1tTW5uLp6enri6upKfn8/27dspKytj+/bt+Pr6Eh0dLdjiS5YsYdCgQTx48ICOjg7279+PrKwsY8eOZe/evcyZM4fy8nLCwsJ4+vSp+NmmpiYSExOprKzk+PHj3L59W2RB79+/j4+PD/Ly8pw4cYKSkhI6Ojr49esXDQ0NPHjwACkpKUaNGsXFixfZunUrd+/eZfbs2ZSVlVFQUMC4cePo2bMnFy9eRFdXl+XLlyMjI0NaWpoADHXL779+/SI7O5srV67g4+ODoqIi06dPJy4ujmnTprFlyxb09PQ4e/Ys69ato6uri7Vr1/Lff//h4uLCkydPiIuL49SpU8jJyWFhYUFNTQ0LFiwQymD3PjUvL481a9aQl5fH/PnziY6O5tmzZ3R1dfHixQsOHjxITk4O0tLSYq/erZrV1dVx4sQJvn//LtzKqampTJ8+HX19feTk5GhoaKCgoIDc3FxCQkI4dOgQgYGBXLp0CTs7O+Tk5Pj7778F/737pC8rK8vs2bMxMzMjOjoaZ2dnrK2tefjwIWvXrmX9+vV0dnYiISGBrq4uQ4YMobCwkIkTJ5Kenk56ejqdnZ1ISUlx7Ngx4Uv4/fs39+7dE2RHPz8/hg8fjo6ODuPHj+fMmTO8fv1ayP/Xr1/n4MGD2NjYcOPGDTZv3kx4eDgfPnxgxIgRNDU1ieHsypUroldg4cKFKCkpUVVVhaurK1FRUXh7e6OpqcnIkSORk5Nj3rx59O/fn4cPHyItLc3r169ZunQpHR0dXLhwgWXLlqGnp4eJiQkRERFkZ2fTo0cPgSH29/dnxIgRqKio8PLlS5YuXcqDBw/w9vbm8uXLGBkZsX//fiIiIoQ7vqysjC1btrBhwwbU1dX5/PkzSUlJjB8/nqtXr3L//n3WrFnDmTNnOHv2LF1dXQwZMoS6ujoKCgrw8fERa4fc3FxaW1s5fPgwxcXFNDc3o6amxpIlS/jx44dY6WhoaAgy39u3b7Gzs+PWrVs4OTlhZGTE48ePKS8vp6ioCBMTE6ysrERpUXFxMa9fvyYlJQXJS5cuhXRnhGNjY6mtraVXr168evUKTU1N5OTk+OOPP8jIyOC///4jISGBt2/fIikpyZ07d3B2dubRo0cMHDiQ3NxcwcPOysoC4NatW7x584agoCCWLVuGoqIiL1++xNXVldzcXPbv3///GZV0dXXx8vKitbWVNWvWcOfOHT58+MD+/ftZv349o0aNIj8/H2NjY8zNzZk8eTIGBgZUVlaSm5uLrq4uo0aNYvDgwXz//p3Y2FhUVVVZtmwZ69evx8TEhMmTJyMpKUlOTg4VFRU8fvyYvXv3kpWVxV9//SWwdZ6enpSUlDB69Ghmz55NdXU1SUlJ9O3bFy0tLfLz80lISCA3Nxd3d3cxhY8YMYL29namTJnC7du3RTzj+vXruLi4YG9vT0BAAIGBgeTn5/Py5UtBKDI0NCQxMVEY2z5//kxOTg5eXl5YWFhw4MABZs2ahaWlJdOnT0dWVpbCwkLGjRvHgwcPRC5x3rx5JCQksGrVKpqbmwUutLOzE4CMjAzu3btHnz59hHO+2815+/Zt/P39KSgoYPr06Rw5coQVK1aIpqGwsDCCg4PR1NQUEbZVq1axYsUKrl+/zvjx4xkzZgxFRUWcOHGCNWvWcO/ePcLCwtDS0sLDw4OAgACxY96xYwcuLi5MmzaNrq4uYaJrbW1FRUUFU1NT2tvbhau0q6uL9+/f8+eff3Lv3j1qa2uZNm0aubm5HDt2TJzmVVRUhMGlsbGR0tJSpk+fTmhoKFZWVhw8eJCdO3cKhrOqqiq3b98WmejuIpyePXvi5+dHcHAwysrKREVFMW7cOI4fP056ejqKioqEhIRw4cIFAdNpbW3l7t27wjR58+ZNlixZImKJVlZW2NjYMH/+fFxdXXFwcBBrqO6BtK2tjfT0dLFCiY2NFRzqhQsXijx3fHy8mNC7urrIzs7m0aNHFBcX07dvXyQkJDAzM2P27NnEx8eTlJTEmjVr8PDwYMmSJbx+/ZrQ0FAOHDiAlZUVMTExTJ06VSBgNTQ0MDQ05MSJEzQ3NzNr1iwKCwtFlnj06NFkZWUhJSWFlZUV0tLSlJSUMGbMGPr06cOOHTtISkqiqqoKf39/9PT0qKysFIZKW1tbysvLMTU1BeDcuXPs3r2bixcvEhgYSHNzMz9//mTFihXY2toyf/58Vq1ahZSUFNnZ2Tg4OGBgYEBjYyOqqqps3boVLy8vFBQUyMrKora2lgcPHgh8bM+ePWlqaqKgoICmpiY2b97MvXv32Lt3L4MHDyY3N5eFCxeKv/fhw4csXLiQ6upqXr58yY4dO8Rn0dHRwdGjRykqKmLXrl3IycmJ6Go3vvPs2bP88ccfzJ07l/z8fDQ1NSkuLsbW1pb79+9z9epVfv78yZYtW1BVVeXq1avY29sLJGZnZydbtmzByckJPT09jh07Jqh1ffv2xdzcnP79+5OSkoKNjQ39+/dn9+7dIrGSlZVFZmYm/v7+lJeX09TURGBgIH/88QcmJiYEBwdjYWFBeXk5HR0dIso6adIkcc1mZWXRs2dP4bdpamqiqKgIMzMzYmJimDJlCn///TfKysps3LiRpUuXkp2djaqqKi4uLqxevZpBgwZx5swZLCwssLW1xdramri4OJ4+fcrPnz/x9PRk9OjRRERE4OPjQ69evUSRhqWlJU5OTjg6OvLz508qKiqwt7dHT0+PlJQUbt++TUpKCocPH8bDwwN1dXXk5OTYvHkzRUVF1NfXA7Bx40aMjIxwcXFBX18fX19fMRjcvHkTQ0NDTExMePLkCWPGjMHW1pbm5maysrIEs7+br9990AsPD2fmzJkkJSXx9u1bgZIFePDgARMmTGDTpk08ffqUCRMm4OHhQUdHB3FxceK+srS05PPnz1RXV+Pg4CDuzy9fvqCkpCT8QpLv378POXjwIJs2bWLUqFEkJCQwaNAgFBUVmTNnDkZGRgLnmJuby8iRI7l9+zbDhg3D0NCQFy9e4Ovri5GREeXl5Vy7do3v37/T0tKChYUFBgYGbNiwQbR/aWtrY2NjQ1hYGDU1NcyYMYPa2lr69++PkZEROjo6oq3m69evjB8/nq6uLhoaGggKCsLExARVVVUCAgKEhGJjY8PmzZuRk5PjzJkzxMXFiZaZXr16UVdXx+HDh/H19UVSUpK3b98SHR2Nr68vw4cPR1pamujoaMrLy/H29hYPyW6qlYODA+fOnaOjo4OhQ4eSm5vLrFmzkJOTw9vbm7Nnz9LY2IiFhQWPHz9m4MCBAhwyZMgQ+vbty6NHj6isrKSyspK7d+/y/v17vnz5wqRJk1BRUeHnz584ODhw6NAhsc9zcnICwNXVFTU1NcLCwli8eDHJycmkpaVx/PhxoqOjhZEtMDCQu3fv4ubmxtGjR1m8eDE7d+7k4MGDLF68mJiYGEpKSlBSUsLd3R1dXV3Wr1/PpUuXePXqFTdu3ODhw4dkZmYiLS3NkCFDcHd3p6ioiKamJpKSkggKCqK4uJjKykr27t2Lvr4+BgYGqKqqoqamRmJiIurq6rS0tCAnJ8eiRYsIDg5m+PDhLF++nB49elBdXY2vry9HjhzB2tqayMhI7O3t8fDwEKYnSUlJJCQkkJeXJzMzk6CgIDZs2EB+fj5paWncuXOHw4cPc+DAAR4+fMjr16/R1NSkZ8+enD17lvXr13P69Gl27tyJubk5HR0dfPv2jfnz5/Ps2TOxA9fR0UFXV5eRI0fy/v17jI2NKSgoQF9fH0VFRRobG9mxYweTJk0iLi4ORUVFsR7y8vLC2dmZx48fU1BQQF1dHYMHD6a9vV1kKKuqqhg8eDCVlZVoa2uzdu1aFi1axIwZM1i2bBk2Njai/SkvL4+2tjbU1NQoKiriwoULopLQ09MTdXV17ty5w5s3b3B1daWtrY3hw4cL9/jcuXMFq9vFxYWOjg60tLSIiooiICCA1NRUiouLhXxYUFCAr6+vOHG6u7tz/vx53N3d0dHRIS4ujkmTJlFZWYmEhAQjR46kpKQELy8vtLS0ePbsGZMnTyY+Ph4vLy/a2trQ1dWlqqqKlJQUPDw8KCwsxN3dnVOnTvH582daWlqIiYnBy8uLcePGMXLkSBoaGsSLqxvL+OvXLxYvXszVq1fx8PAQp9OpU6fi5+cn1Bs/Pz/i4+NRV1ensLBQFHEUFxczb948FBQUaGxspKamhqdPn9LS0sKTJ08oLy9n/fr1ODk5iRVfZ2cnd+7c4dy5c5SUlGBkZISUlBSSkpK8e/eOW7duUVRUhLOzM8+fPyctLY25c+cSHR2NgYEBw4YNw8vLC2trawoLC0lKSqJPnz5UVVWJkpQ5c+aQlJSEiYkJenp6WFlZcenSJbKzs7GxsUFWVlYMQOPGjUNZWRlPT0/y8/OFUWvRokVMmjRJeBrmzZvH9u3bmTBhAlFRUdjb2wv86fPnz/nzzz9pbGxEQ0NDUP4MDQ2xtLTE39+f3bt3Exsby8ePHykqKmLFihXcv38fDQ0NmpqaePr0KW5ubrx7944vX76wfPlySktL0dPTQ11dnZiYGHJycpg+fTo6Ojp0dXWhoqJCV1cXjx8/JiUlhTFjxtCrVy+2b99OUVERxcXFzJo1ix07dlBZWUlsbCwtLS0C0PT+/XtUVFT4888/effuHe3t7QIo1a9fP759+0ZTUxNaWlrMnTuXdevWYW9vz4oVK1i7di3y8vKCQujr68utW7cICgrijz/+4PPnFiU55wAAIABJREFUz8THx5ORkcGZM2eYMGEC5eXlODg4oK6uTlNTk1g99unThw8fPjBy5Eg2bdpEUlISUlJSIj0VEBDAjBkzCAwMFObPlpYW4Y3q9kq0t7cTGBhIdXU18+bN49SpU2RkZNDY2Mj06dM5deoUY8aMobKyUqxB8/LyuHLlCpaWlsjJyTF37lwkHzx4ENLU1MTdu3cZNWoUM2bM4Pbt25w+fRptbW3mzZvH9evXycjIENb8zMxMfH19MTQ0xNTUlO/fv7N+/XqUlZVRVlYmJCSEpKQkamtrsbW1JT8/HwkJCd6+fcvEiRMJDQ0lJyeHAwcO8PbtW379+sWlS5dEC4qdnR0pKSkoKyuTmJiIh4cHoaGh1NTUcPLkSSQkJBg7dixGRkYUFhYiKSnJyJEjKSgooLq6mvLyciZMmICrqysZGRmcOnWK169fi27g7uyjqqoqx48fx8XFhfr6evz8/AgPD0dDQwMzMzNhFAkLCyMkJISPHz9y8OBBzMzM8Pf3p1evXnz8+JFp06bh5+dHVFSUMCUsW7ZMNOo4OjqyePFibG1tsbe3JzIykufPnxMbG4uxsbEYBB4/foy7uzvDhg0TRqvu/u/Pnz9z/fp1IiMjBW1t3rx5yMrKMnLkSLHX7XZE2tjYsH//frFr7devHyYmJgKh2n0hBwQECODGmTNnaGtro7y8nGXLlpGcnEx1dTV2dnY0NzcTGhqKnJwcLi4uaGlpYW1tTUNDAxoaGqIxSVVVVXgbVq9eTWBgIAMHDsTe3l5MiQ0NDYSFhTF79mzU1dWRkJBg1apVtLS0YGNjg7a2Nq6ursTExDB//nzWrVvHsWPHkJWVRU5Ojry8PK5du0Z4eDhKSkp8//4dc3NzRo0aRXJyMoaGhqSmptLY2MjHjx+RlJRkx44djB49mqioKH7+/ElzczNKSkoMGjSIlpYWZGRkKCwsJDQ0lMbGRuzt7YWktXr1atE5bmpqyr59+/jy5QvNzc0kJydTX18vhrSXL1+ybds2Nm/ezIoVKxg4cCA/f/5kxIgRvHr1CmdnZ0xNTYmOjqa1tZXExESRSS0sLCQ7OxsJCQlMTEyQl5fH2toaX19fFi1aRFpaGtHR0QJ5q6enR1xcHPLy8vTq1UuwmxUVFbl9+7YwYzY3N6OhoYGzszOXLl1i0aJFSElJifVFaWkpS5YsISMjAwsLC1JSUvjf//7HtGnTmDp1KsOHD8fDw4OcnBy+fPnC9OnT0dPTY+rUqezatQtXV1cR84uNjWX8+PF8/vyZyspK8vLysLCwQFFREWdnZxGvu3//Pjdu3ODUqVMYGhqya9cu4uPjmTNnDo8fP6a4uJjjx4+Ldjxzc3O2bNnCqlWrsLe3F3n/+vp6MYjo6OiQnZ1NdXU1RkZGjBgxgiNHjgjvi4KCAoaGhjg4ONDV1YWJiQmvX79m6NChtLW10adPH2xtbbl58ybTp0/n4sWLPHz4UBwa5OTkGDhwIGZmZgwePJiXL18SHx9PWFgYjo6OpKamMnHiRN69e4ebmxtfvnwhLi6O5ORkWltbefHiBTo6OlhaWqKhoYGysjIBAQHU19fzv//9j4EDB4q1R3cWOjo6ms+fPxMXF8fPnz+5evUqr169Et9ReHg49+/fp6CggJycHFH0YWJiQk5ODv369WPfvn3cu3eP7Oxs0eW8detWWlpahBR94MABnJ2dsbS0FGTIlStXoqOjQ2RkJC4uLjQ1NXH27Fk0NDSEYbdbPpaXl8fJyUlEJC0sLAgJCeF///sfffr0YfTo0dy8eRMlJSUMDQ3p27cvaWlpREZG4u7ujpycHADNzc3s37+fwMBA4P+ImUuWLGHq1KnEx8cLZ7avr68gLKanp+Pm5saZM2eIjo5GV1eXzMxMLly4IPxXX7584fv375SVlfHt2zfGjRuHnp4ednZ27Nq1Czc3N1pbWzl27BiHDh3iy5cvTJ06le3bt9OvXz88PDywt7fH0dGRmpoajIyMmD9/PqGhoSgoKBAXFycc/6qqqpw7dw5XV1ckJCTYt28f+/fv58KFC1y+fBlHR0euXbsm6pZ79eoliqHWrl0rPEzLli3j4MGDjBw5kurqatrb25FcsGBBiLu7u9gTPnnyhFmzZmFtbS0ynbt37+bJkydoaWnx/Plzdu/eTXBwMKtXr0ZBQYHq6mpGjRrF27dvsbW1FTdHt9Ny0aJFnD59GjMzMyEbzJkzh8zMTPT19dHV1cXAwIDhw4fz8OFDdHR08PX1Zdu2baL4wNLSEl1dXc6ePcu8efNobW1FV1eXYcOGiUIOa2tr8vLyKCgoEPnqzMxMUlNT+fTpE1+/fqWgoICjR48SEhJCVVUVgwYNYuPGjfTo0QNNTU00NTWZMWMGT58+JS8vj7t379La2kpZWRmKiopUVFTQ1dWFjY0NlpaWdHZ2oqWlRUZGBu/fv8fOzo78/HwCAgJwcHBAWlqaPXv28OHDB2JjY9m4cSMFBQXs27cPJSUltm3bxuzZs8nOziYnJ4eAgAAmTZqEh4cH3759w8DAgIiICLy8vJCXl2fGjBlUVVVRUlLCnDlzMDY25ufPn0RERCAnJ8fv379JSEhg+PDhKCgoYGZmxq1bt3BwcMDX11fsy+/evUtCQgKPHz8mMjKSXr16ERwcTE1NjcjAWlpaoqyszJMnT3B2dkZbW5sjR47g5+eHvr4+N2/eZM2aNVhaWtLR0SHAAPX19QLR6enpKQroPT09KS8vF5nmp0+f8ubNG96+fYu3tzf/+9//KCsrw9ramrFjx5KTk0NSUhKPHj2if//+FBUVoaSkhL29PWFhYVhaWpKdnc3KlSuZMGEChoaGPH/+HC0tLQ4ePMjZs2d5+vQpDg4OFBcXM3bsWMzNzfHx8SE5OZn58+fj4uJCdHQ0qqqq6Ovr8+7dO06cOIGZmRnv378nICCAAwcOoKioiISEBA8fPhRc+MzMTIYPH86JEyf43//+J9CS5ubmZGRkUFtbi6ysLJMmTaK5uRl9fX0aGxtFlMPAwIAtW7aQnp6OsbExp0+f5s6dO3z58oXw8HChnkRHR4sWJ01NTZSUlFi1ahUHDx7kr7/+wsbGhrdv35Kfn8+ff/7J5MmT6dmzJ/7+/nz8+BFra2vmz5+Pqakphw8fJiYmBlNTU0xMTDA1NSUtLY2FCxfSs2dPUQs5a9Ys9PX1yc3NJTQ0lLq6uv9jGffowfnz5/Hw8MDFxUU0t23atInk5GQSExPZsGGDqDSUkpLiwIEDgvJWWVmJtLQ0MjIyuLm5iehORUUFw4cPp62tDU9PT+Tk5HB3d6eiogI9PT18fX1paGhAQUGBpKQk6urq2LVrl5Cfu42rVlZW9OnTh5iYGGxtbUWpRlBQEHFxcSgpKQlgxalTpzA3N6e+vh5JSUlmzJjB/v376ejooL6+nvj4ePFgHTlyJC9fvsTJyYlPnz7x48cPWlpamDFjBv7+/qJX/du3b8TExFBYWMiKFSvo0aMHKioqSEpKsmfPHgwNDZk2bRpVVVVISkqKHeibN29ob28nJiZG1HB2075+/frFwIEDcXZ2Rk9PT+xyJSQkKC8vp6WlhYkTJwofUFFREW/evEFdXR1jY2PRkBcdHc2tW7dwdHRk/fr1IiY2ZcoU0Q74/v17/P39SUxMpLi4mAULFrB37146Ozvx8fHB1tZWXOPfv3/HyMiI5uZmNDU1aW5u5tChQzg5OXHo0CECAgLYsmULNjY2FBcXExsby8OHDzE1NaWpqYm2tjYsLCy4du0agYGBNDY2ioKW7s90+vTp/P79m69fvxIbG8uQIUOYOHGiSA11dHQIIlpnZyf19fVMmDABCwsL+vXrR0ZGBosXL8bKygpXV1cuXryIhoYGampqGBkZidrlwsJC3rx5Q0BAAFevXiUnJ4d169bx77//iviwk5MTZWVl7Nixg127dlFUVCRUnO6K1pSUFIKDg0Waadq0aVy7do2CggK+fv1KUVERXV1dJCcnk5mZydixY7lz5w7v378nKiqKvXv34uDgQFRUlOAz3Lp1S9SiSkZHR4dYWlry6dMnvLy8OH36NI8ePcLIyIhjx45RVlbGvXv3xAMwKSmJp0+fEhgYyPr161m3bp1o75KXl8fd3V3kuMPDw7G1teXixYuYm5uLLutuh2tra6vIir548YKwsDBGjx6Nm5sbjo6OPHr0iJKSEgwMDFBWVhYVmy0tLXz48IHbt2+TlJTExIkTSUpKEn3GUlJSHD16lJs3b+Lq6ipkt/Lycu7fv098fDzbtm2jurqa169fM2XKFDo7O3ny5An/+9//SEtLIzExkW3btjF58mTs7e15/vw5ioqKyMrKUlZWxpw5cxgwYAB///03v3//xtPTU1RlRkVFoa2tLbCbNjY2VFdXo6SkxNGjR+nTpw/a2tpISEjg4+NDRUUF+/fvx9nZmZKSEmbOnMmvX79EJ/G7d++QkpLC1dUVVVVVYbIJCwtj7NixPHz4EBUVFfHvunOV+vr66OjoUFFRweLFi9m7d69wNBYWFjJz5kwGDBiAtLQ0nz59wtLSUpyUDQ0NiYqKIj4+HldXVxwdHTl37hw2NjaYm5tz6NAhhg4dyr///ouenh4+Pj6CFqSpqSmy3lpaWrx69YojR46wc+dOfH19mTFjBkFBQXh7e3Px4kUOHTrEjx8/BL9aVVWVsrIy0dhz6dIlDAwMCAkJYeLEiaioqDBx4kQmTpwopMmIiAjWrl1LQ0MDQ4cORV9fn+XLlxMYGMjkyZNpbW0lODiYsrIyxo4dS3JyMpWVldja2lJSUkJOTg7a2toihWBkZIStrS2dnZ1i7RMbG4uysjIXL14kOzsbV1dXOjo6sLW15eTJk7x//57g4GDu378vXob+/v5cvnyZHTt24O3tTVlZGaGhoYSFhbFw4ULBA+hG5n748IH6+nocHR0Fp7ulpQUpKSlxT9jY2LBlyxbOnz9Peno6VVVV9O7dm4SEBNzd3UlISKC0tJSoqChRVdg9mHUzi7s9DCtXrsTFxYVfv34xbNgwIVt3N0P9888/TJgwgaVLl/LkyRNUVFTo3bs3jo6OBAQE4OnpybNnz2hpaeHZs2e4u7sTGRmJmZkZGzZsYOTIkXh5edGrVy+kpKSQkZHBw8MDKysrXr58yZYtWxg/fjySkpJ8/PiR/fv3Y2hoiJGREZaWliKXmp+fj6qqKk+ePGHQoEF8/PiR8vJylJWVBWt65cqVKCsrEx4ezo4dO9i+fTtBQUFUVFSQn5/Pxo0bRcNXd67+ypUrgqKWnJxMV1cXmzZtIjU1FRMTE5KSkjh+/DhJSUloaWmJHviEhARUVVV58+YN8+bNIzc3F1tbW2pqaoRhV11dnc2bN3Pw4EFRWrFlyxZ0dXXR1dWltraWWbNmkZOTw4ULF5CXlxfS8blz5wgKCuLt27eCUPjy5UthCm5tbRU8+6KiIvr27cv9+/fx9PQkICBAfH8lJSUsWLAAVVVVUQH89OlT/vvvP2xtbVFSUuLJkyfY2dmRl5dHYmIiM2fORFJSEoDy8nKhir148QJpaWmkpaWpqKhgyJAhhIeHC7Xhn3/+ITw8nC1btnDo0CHa2trYsGEDFy9epKysjJaWFjw9PSktLcXa2hoVFRU+f/5MXV0dV69exczMjB49emBlZcWpU6dQUFDg2LFjvHnzRmTIr1y5IkqnUlNTWblyJWfPniUuLo4ZM2ZQUFCAi4uLiIh2753t7Oy4evUqw4YNQ1VVFTk5OYKDg/H29ubnz5+UlpbS1NTEjRs3GDx4MEVFRYwaNUq0F7548YLfv39z/fp1oWIuWLAAZWVlwWPw9PQUquuVK1e4f/8+OTk5mJubIysry7Nnz9izZw9qamq4uroyZswY1NTUiI+Pp2/fvixfvlxgTCsqKli6dKk4fP3111//t8Our68PWbduncjlLVmyBH19ffT19bGyssLPzw9TU1N2796Nnp4eKioqWFlZYWJiwvLly3nw4IEwof348YOysjL8/PxQUFDg9+/f/PHHH/j5+fHlyxe8vLzo7OzEzc1NYPmMjY1ZtmwZ1tbWqKqqEhgYiIeHBytXriQyMlIUh0tISPD06VNBHmtpaRFT3fHjx0WdYZ8+fRg7dizS0tJoa2tz9epVDhw4wPHjx5k7dy7Dhg0jNjaWVatWoaGhgYyMDOPGjUNCQoL79+8DsHTpUnr37s3Bgwc5ePAgLS0tfPz4EXNzcywsLOjRowcJCQmsW7cOd3d37ty5Iy7oxYsXi6l4yJAh3Lt3DxsbG96/f8/Fixd5//69aJUC8PDwQEVFhV+/fiEjI0N+fj7btm0TYIZXr14xbNgw7O3tOXPmDFZWVjQ0NHD16lVu3rwpMqpNTU2oqqqyadMmevXqxaxZszAwMODChQsMHTqUnj17kpWVxfnz54Uzdvfu3cycOZPc3P9H1XvH5dz/f9hHRVMpFaW0aGgSISkRSWQXKsree3yRkb1dVvaIS0RLuqIklcpKQkqSlqY0JJU07j9+d+/Hff+PnJ2f83N+3q/X83kcn0SvWldXl/LycuLj43FwcBAJy+7duwuwPiAMVD179uTXr18sXbqU3bt3U1hYSHt7O1paWiQkJAg5S0FBgTDedCZVO2H9PXr04Pnz58TFxbFhwwZRi+vcBUVGRmJra8uUKVO4fv06mpqaBAYGUlZWRmVlJfn5+Vy+fJndu3dTXl4uvLLnzp0jIiJCmI6ioqI4efIko0aNIicnh6ioKF69eiX4zuPGjSM1NZX3799TUlLCp0+f0NLSYtGiRWRlZaGkpCQSwC4uLrx7946QkBC2bdtGWloaMTEx+Pr6oqamxrBhwygoKOD9+/fcvXsXPT09tLS0BDxl0KBB5Ofni3qigoICLS0t/Pvvv7S3t+Po6IicnJxY8ejp6aGkpMTp06f5+vWrIEs9fPiQlpYWunXrRu/evXn16hUfPnzgyJEj/P37l6VLlyIpKcnWrVvp2rWr6F9XVlYyfPjw/6uKSEnx8+dPtLW1RdgN4NixY7i5uXH79m2Ki4tRVlYmNDRUkLU6O8mdVD1NTU3MzMwEs7msrAxzc3O6dOlCbm4uf/78QVVVlcbGRm7evMnr16/ZtGkT0tLS7NmzhwULFvDjxw/09fXR1NRk48aNlJeXc/DgQf777z9kZWXp0qWLeAhWVlbm2bNnwgFgZmbGmTNnRCVx0qRJXL9+HQsLC0aMGMGQIUOYP38++/btIzU1VYxfJ0yYgImJCUuWLGHz5s2MGzeOQYMGISMjQ01NDUlJSQB8+fKFrl27MmjQIEG0CgkJ4du3b6xYsQJDQ0NWrVolEMKPHj1i2rRpBAYGcunSJZ4/f86mTZtE8rqoqEjIhqysrEhLS2POnDlUVVVx6NAhPn36hLW1NTk5OdTW1uLg4MD79++5du0atbW1jB07lt27dzNu3Dg0NTXFVMfFxQUHBwf+/fdffH19cXV15eDBg1RXV/P9+3eqqqpYtWoVwcHBYo0WEhKClZUV5ubm2NvbY21tLaxmTk5OpKamoqurK6aER48eFWucWbNmUVdXJ2Q5Cxcu5ODBgwwZMgSA3bt3C8RnYWGhmLwkJCQwYcIE1q9fT25uLubm5uzfv5+cnBz69++PtrY2PXv2FG7qXr16cfLkSVpaWigpKWHDhg3cunWLqKgoWlpa+PHjB7dv3+bOnTsiHZ+bm4uuri62trY4ODhgYWGBoqIiVVVVggtgaGiIkZERfn5+FBcXiwfQxsZGIVPqlK98+PCBtLQ05OTkOHHiBKtXr2blypWiTVVUVER6ejpLlixh/vz5tLe3k5iYiKysrGhCLF++nJ49e9Lc3Mzx48extbVFWVlZ0Nk6r72ePXvS2tpKWVkZpqamyMnJIZWQkOAvISGBnp4et27dIjs7G1dXV168eCHGUunp6Tx69IgFCxZgZGSEk5OT4O12Ajg6Ojpob2+noaGBN2/e8PHjRxwcHEhISCA7OxsnJydmzZrF5MmT+fHjh4jdL1myhGnTpmFnZyeUeA4ODiLwtWfPHiQkJLC0tMTLy0v8Qjs5552BNFtbW9LS0nj27JnY4125coXhw4djb2+PnJwcEydOJCgoiCdPnohEXlNTE2/evKGmpgZHR0dkZWUxNzdn8+bNAmyyc+dOTp06hbu7O6GhoUhKSvL+/XsOHDiAkpISmpqadO3aVVQKLl68iJmZGZcuXSI1NRUfHx9KS0txdnYWScW7d++KLyx1dXXWrFlDcnIympqaDB48mOrqarZv386hQ4eoqKjA3d2d+Ph45s2bx8KFC/H19eXUqVOYmZnR0NBAc3Mzjx8/FoIAQ0NDHBwcxJ/38fERAStTU1OMjY1JTU2lpaWF8vJyRowYgZ+fH6Ghobx7946mpiY0NDQoLS1l+fLlxMXFYWJiwn///ceECRNQVVVFUlKSXr16oaysTHNzsyBb9e/fnxcvXrB27VoaGhrQ1NQkKyuLAQMGUFhYyOTJk6moqMDLy4u3b9+Sl5cnxr2rV68W9RkbGxsiIyOJjo7G39+fw4cP8+nTJ16/fo2fnx+fPn0iPz8fNzc33N3dqa+v5+3bt/Tq1QsFBQVGjhxJa2srXbp0YcqUKQwYMIDVq1fz69cvQkJC6NOnj1inuLu7C41pv3796NGjB+Xl5ezbt4/c3FykpaVRUFCguLiY48ePc/v2bUxNTVFWVqagoICUlBQGDx7Mq1evyMjIYMSIEQKKsn37durr6/Hw8ODHjx+8e/eOx48fCwOXrKwsiYmJSElJUVlZiZqaGn5+fmzfvp3W1lasrKzQ1dUlODiY7t27C41hTU0Ny5YtQ0lJScgTDh8+jLq6OpaWluzbt4/ExESUlJQEsOb+/fvs27ePESNG8ObNG5YvX86hQ4fo1asXxcXFwmlubW2NsbGxSLdXVVVx8eJFli5diq6uLqGhoVRWVqKgoADAkiVLOHHihKjrhISE4OzszKNHj4iIiOD8+fOsXLmSGzduiN3pvHnzBPQmKSlJrKhUVVVpaGhAS0uLwYMHk5aWRnV1NTo6OrS1tYmMRyf7fsqUKVhYWHDq1CnOnj2LgYEBjY2NPH/+nLa2NkEC3L9/P1u2bCE5OZnW1lbevXtHW1sbMTExrFy5kgcPHjB69GiePXvG3r17KSkpESHYX79+CVhOcHAw7969Iycnh969ezNo0CA2b97M4MGDiY6OJiwsjDNnzrBjxw42bNjA8ePHSUhIICAg4P9oVf/vl3RycrI43U6fPp2EhAT27dtHZGQkpaWlvHz5kr59+3Ljxg3U1dXx8PAgJiaG8vJyQkJCePjwIXPmzKG5uRkJCQliYmLo378/HR0dBAcHs3PnTlauXElISAg+Pj6i1rhv3z7+/PlDZmYmZmZmfPz4kYsXL6KpqYmJiQlNTU0CTBIVFYWCggK9e/emra2NK1eu4Ovri6qqKr6+vlhbW2NkZMTSpUspKSlh8eLFvH79mkmTJvHhwwc+f/7M3bt3GTRoEKWlpeIgpqqqyokTJ7h06RJBQUE8fPiQwsJCvn37hra2tiCglZeXo6mpibW1Nbq6ukRGRnLp0iUxcXF1dWX9+vVYWVnh7OzMmDFj2L59Ox0dHWRnZ9Pc3CymLK2trZw4cYKfP3+KkJe1tTWSkpIMHTqU9+/f4+vrK7IWixcvJiQkhCVLlpCXl8fPnz/ZvXu3cJurqqry+PFjQkNDCQkJwdLSUvjFg4KCGDlypDigpaenC01vSkoKDQ0N7NixAxkZGfz8/Jg7dy6LFy/mypUrREZGCjrc6NGjaWtrY+TIkZw7dw6pkJAQ/69fv9K/f3/u3r3L4cOHiYmJEUCF4OBgWltb0dLS4vz589TV1fH161dRBpeXlyc6Opr8/Hzs7OyElzg4OJjY2Fjy8vJEGMTc3Jy8vDxycnLIycmhsrKSqqoqli1bhoSEBLGxsZw/fx5DQ0N2796Nvb29CEtISkrS2trKx48fUVRUpL29nXXr1gmwRWf8vVMW0onAe/LkCTExMfz584eIiAgkJSWZNWsWOjo6DB48mI0bN2JjY0NOTg6zZ89myZIlaGlp8ejRIzEitra25vfv3xQVFQkoyNq1a7l37x69e/eme/fuvHz5kra2No4cOUKvXr1ISkpiwYIFApfa1NQkiEYPHz7k8OHDaGtrM2jQIN68ecPcuXPFbqqmpgYrKyvq6urQ1tYmIyODbt26kZ2dLXrGz549Q1ZWlszMTOLj44mOjsbGxobs7GzKy8tpaGjAw8ODyMhI4VyWk5OjW7duDBkyhNOnT1NZWcmsWbMwNDTkzp07DBgwgFevXmFsbMywYcPo3r07NTU1jBkzBgcHB4KCgnB3d6eyshIJCQlmzpwp9KOd1pzm5mZ0dXVxdHREVVUVKSkpQZ4yMjLi9evX6OnpMWbMGHFqMjU1JSEhAT8/P379+kVxcTGysrKUlJQgKyuLlZUVPXv2JC0tjbS0NGbPns3379+ZNm0aS5cu5c2bN1hbWwsNrJWVFb169cLBwUGoSadNm0ZhYaHQDiYkJLB+/XqR4h0+fDj5+fkMHToUOzs7Zs2ahaOjI1ZWVixbtgw3Nzd0dXWZOXMmkZGRGBgYICEhwcKFC5GUlGTevHmsXbsWDw8PwSmYOnUqLi4ujBs3TiAgBw4cSFxcHHfv3mXBggXo6elx+vRpAevprHXs2LFDnBTy8vLIyMgQveaEhARRU+okLI0ZM4ahQ4dSUVFBSEiI2EcHBARw69Ytli1bxoMHD5CQkKC1tZXRo0cLuU737t158uQJqqqqZGVlMWnSJIqKitDV1aWuro7Jkydz+vRpFi9eLGQHU6ZMwc3NjRcvXpCXl0dpaSm2trb06dOH9PR0mpubBXJSXV0dIyMjEUAaOnQof//+FQ5xSUlJnJ2dxSRBUVFRJILDwsLQ09Pjv//+Q0dHh3v37gHw+fNnWltbycnJYfDgwURgkS14AAAgAElEQVRFRdHR0UFYWBiBgYG0traKnMt///2HmZkZysrKZGVlUVFRgZGRERYWFgwePJjhw4dz7do1jI2NkZSUxMTEBF9fX75+/cqXL1+YNWsWVlZWFBQUsH//fgICAsT43NDQkK5duzJ48GCUlZWprKykurqahoYG9PT0cHNzE35zXV1dNDU1GTNmDG1tbVRWVrJ//36Ki4upr6/HwsICKysrwsLCiI6OxtXVldLSUoyNjXn16hW5ublCVKOvr4+vry9WVlacPXuWRYsWUVNTQ/fu3cnOzkZBQQFLS0uKior4/PkzwcHBaGhoIC0tzfTp00W+paysDF1dXSHJ2LJlC79//xZBNikpKd6/f4+GhgYRERHk5+eTlpZGYmKimBrGx8eLk2gnSCk6OhpZWVnS09Pp06cPWlpatLa28r///U84zsPCwkT2JTAwkJ8/fwrlqb6+Purq6iQnJ4uKcVpaGn379iUvL4+ioiLU1NRISkpi/vz5SEtL8/HjR/78+cO7d+/48eMHzc3NWFlZiYc1Q0ND3r59i7a2NqNHj+bp06e4u7uTm5tLYmIiHz58IDw8nLS0NLy9vUlMTKSxsZHk5GSUlZW5evUqP3/+RFdXlz59+jBhwgTBFX///j3v3r0TjPLLly/z8+dPdHR0hG9BXV2djIwMHB0dMTQ0ZO/evVhaWlJRUSE0o3Z2dqxYsQJTU1MKCwuxtramV69eFBQU4O7ujpS3t7d/REQEI0aMIDQ0VIjF8/LyGDBgAIcOHUJGRgZpaWmGDh1KfX09I0eOpF+/fkhKSooRiouLC/Ly8vTo0QM/Pz9cXV35+/cvPj4+yMrK4ujoKMZB2traFBUVUV9fz7t371i1ahXFxcVUV1ezc+dOdHR0aGpqIi8vDwUFBbZs2UJGRoboGxYVFXHnzh369++PqampkF3Y2dnx6dMn5s+fz48fP5CRkcHJyYmmpiamTJnCt2/fBJRh9erVqKuro6enh5OTEzdv3hQSjNTUVLEHUlVVxdbWluDgYGJiYti3bx95eXkoKSmRnp5OY2Mj/fr1Q1VVlRcvXrBkyRLq6urEKD8kJISlS5fy+fNn/Pz8qKioIDk5mYKCAu7cuUNQUBA6Ojrs3LmTzZs3ExkZyfDhw+nWrZugF5mZmWFkZMTChQvR0dERtbr29naSkpKQl5fn+vXreHt78/nzZy5cuEAnDOfr16/8/fsXFRUV/vz5g5OTEzNmzODo0aPIyMiQkpKCvLw8WlpaxMbGUl9fz4cPH9DX12f9+vW4ubmJqtjatWsxNjamvLwcKSkpoVr08PAQ72FiYqJw/m7ZskXoKAsKCsjJyeHWrVucOHGCyMhIpKWlxf6wqKiIhw8fisDily9fBB2r80TWOVadPHkyffv25fDhw4Jal5ubyz///CN+fkBAAEuXLuX+/fuMGTOG0aNHIycnJ6YXRUVFVFVVER4ejo6OjnAy29jY8O7dO5KTk8nMzCQ2NpbMzEzi4uKIi4tj5syZ4saRn5+Pvr4+9vb2zJkzh4SEBMaOHYuuri4nT57Ey8sLOTk5xo8fz6RJk4iNjaWhoYHTp0+jo6NDWFgYLS0tNDY28ubNG75//055eTlfv34VaVWAjo4ONm/eTGtrK56enkLnqqmpSUpKiqA3ffv2jfr6erp27UpBQQFOTk4oKCjg4+ND9+7dWbZsGXFxcQwfPpwRI0bQo0cPJk6cKMKVy5YtQ0NDg0GDBgmzWWlpKSdPnmTbtm3ExcVx7NgxVFRU0NXVRVVVFTs7OxwdHf/PJCQlhYSEBElJSbS2tuLo6Cic7FFRUWRkZGBqakqXLl3YuXMnEydOxM7OjrFjx2Jvb4+MjAySkpKMHTsWeXl59PT0OHjwIHPmzEFWVpahQ4dib2/PwoUL6dmzJ+np6aioqPD69WtmzZrF4cOHkZOTw9LSUhwIFixYwOrVqzl//jyampoUFBSwZ88eEhISMDIyQlpamvb2dvr378+PHz+orKwkLy8PAwMDpKSkcHZ25smTJ8KrXFhYyLJly6irq0NTUxMVFRWGDBnCjRs3KCoqIiAggLa2NjH9cXV1RUJCgsjISJ49e4adnR1lZWWUlZUJ3rW6ujoNDQ1cuXIFSUlJvn79KhLT+fn53L59GwsLC3r06EGfPn1QUlJCRkaGDx8+UFpaSkBAAMHBwaJW2r17d7p06YKMjAwjRowgNzeXqVOnsm7dOlatWsWUKVMAxHXRpUsX/v79y+PHj5k4cSLv3r3DwcGB2bNnC+ZFU1MT9vb2HDhwgI0bN2JqasqDBw/48uULWlpaODs7i3XIz58/GTFiBNOnT+fPnz+8fv2a6Oho9PT08PT0ZPv27YwYMYLu3bvz/v17lJWVqaioIDs7m4kTJ4rJ55EjR7Czs2P58uXMnz+fsLAwBgwYwPr163F1dWXFihWiCaGurk5SUhJGRkZUVlby6tUrZs2aRWJiInJycnTt2hUjIyMePnwo4Cud8hcZGRnBE/j9+zcGBgZERUXh5OTEq1evUFBQ4Pnz50ydOpXw8HCmT58unPE5OTns3buXbt26cfbsWSIjI9m2bZv4d69cuULv3r25desWo0aNYtiwYaxatYrhw4cLfKqGhgYTJkxg+/btTJ48mUuXLtGzZ08ePHjAyZMnuXnzJqdPn0ZCQgIpFxcX/7y8PLy9vTExMUFGRoaBAwdibm7O4cOHBZdYQ0ODuXPnYmJigqenJ69fv8bCwgIJCQkWL16Mubk5UVFRjBkzBiUlJa5fv46dnR0NDQ2MHj2aM2fOYGhoSEREBL9+/WLdunW8evWKvn37UlNTw8KFC+nTpw+hoaFs3ryZzMxMpkyZwpw5c7C0tGTEiBH07dtXRP5PnTpFTk4Oz58/x9TUlJqaGoyMjIiIiKCoqAhzc3M+fvxIQkICe/fuJS4uDltbWyIiIti7dy+6urrcunWLsWPHAqCiosLcuXM5e/Ysfn5+eHp6oqCgwLt374T/OSsrC39/f3x8fHjz5g2amppUV1cTGxsrCDVRUVFMnjyZrKwsNDQ0CAgI4OTJk7x+/RojIyNxU503bx7fv39HX1+f9+/fM3PmTMFpV1ZWFl+ie/bswcDAgO3bt5OXl8ezZ89YuXIl379/59mzZ5w9e5Y9e/bQ0NDAu3fv2LdvH2FhYaSmpqKqqsqjR49EDaazAzt79mxiY2P59u0boaGhIlRXWFiIrKwsnp6eBAcHA5CRkUF7ezspKSloaWnx9OlTFi5cKMAFCxYsQFtbG3l5eWxsbLh37x5ycnLk5eVRU1PDrFmzePr0qdjbqqqq8vv3b3r16oWOjg4uLi6CCtajRw88PT1RVVVl/Pjx/P79m5qaGgIDA+nduzcTJkygtraWs2fPsm/fPj58+MCyZcuIjIzk/v37otMcHByMgYEBBw8eRFFRkXnz5qGqqoqbmxu+vr5i95mVlUV6ejoPHjzA1NQUbW1t4uPjxcPLp0+fWLhwoQAXdN6k3rx5w+vXr5GRkRHXh5mZGf369ePVq1c0NTVx7do1EhMTiYiIYOzYsTQ2NiIvL4+qqiphYWHk5+fj7u4u4BHt7e2EhoZSU1NDTU0Nz549E+2Jf//9l7KyMtzc3ASusbPTP3nyZKSlpXn79i0bN25ERUWFo0ePUlFRwcqVK7GysmL06NFYW1sTGRlJVVUVJ06coLa2VkwLOk+4nbvAToJXaWmpQAdfunSJlpYWGhoaMDIyYuvWrWzZsoURI0aQnZ3Ny5cv+fbtG3JyclRVVbFo0SJMTEywtbXl33//ZePGjfj6+nLmzBm8vb0pLS0V/e7c3FyRvF6yZAk3btwQE7PDhw8zZ84cHBwcBI3t7du3VFRUcOnSJVxcXPj27RvFxcV8+vSJ3bt309jYSFtbGz169EBCQoLTp0+LypujoyPHjh0jKSmJL1++YGBgQG5uLsuXL2fu3LnMmDFDsMSTkpKoqqoiNzcXFRUV/v79K8BDnTzpwsJCsrKy6NatG9LS0jx+/BgNDQ2io6NZunQpjo6ODBkyRDQ4bt68iba2NmVlZVRUVPDhwwdKSkpQU1MT3evnz59jaWnJt2/fxGvo7PcGBARw4MABZGRkaGxsxMjIiE2bNqGiosKLFy84c+YMixYtYtq0adTU1AAwdepUFBUVBQHy1KlT+Pn5ERMTwz///MO0adMAROgwPDyc7du3c/ToUXJycqioqMDZ2Zlp06aRmZlJfX09bm5u5OTkcP78eRE47ZzQycvLIy0tTXV1NZs3b8bV1ZU5c+aQn5/PvXv3KC8vF5Oha9eu8f79e7y9vfnf//7HmzdvSEpKIiwsjPHjx5OUlCQwv+Hh4cyePZvdu3eLg0+/fv2Ql5fn79+/1NfX4+TkhLGxMWpqaqxfv56dO3eKvMXGjRupra3F3t6e0aNHEx0dzefPn0VIsvPzmZqaioqKCgcPHmTx4sXihD5w4ECePHkiHjBevHiBiooKVVVVqKmpcffuXQ4dOsTFixdZsGABSkpKpKamcvnyZbS1tamrq2PSpEmMHz+etLQ0CgoKKCoqEjjbnz9/cubMGbS1tXn48CEaGhqMGjWKFy9eiFCulJ6env+bN29wdnYmPT0dGRkZzM3NmT9/Pr6+vlRUVLB48WIiIyNJT09HR0cHW1tbZs+ejYaGhthzdCrS2traaGtro7W1lYaGBhGq6ax1TZw4ESUlJQwNDYXlyMzMjIcPH+Lu7o60tDQ/f/5EX18fZWVlnJ2dRSfx27dvJCQkICcnJ4QY58+fF6V3KysrUlNTsbGx4evXr2hra7N69Wqio6OZNWsW6enpfP/+nefPn+Ph4cHatWt5+vQpv3//xt7eXuwtt27dyubNm7l//z42NjYicdgJ2B84cCAlJSXk5eXh6upKVFSUGP2uXbuWFy9eUF9fT3V1tRjpL1y4kHXr1rF161b+/PnDhw8fhFSgpaUFgJkzZ6KtrY2KigovX74E4Nq1a5w6dYqqqirs7OzQ1NTEwsKCxsZG0tLSCAoKEnziLVu2sG3bNrKzswkNDSUzMxNPT0+MjY2xtrbmzp07wtTU3t7Ou3fv8PLyQl5eXuzhzc3NkZaWFk7XTrhDr1696Nmzp0CAdu55/f396dWrF1lZWcycORMpKSm6du2Kqqoqd+7cYfbs2cydO5c7d+6wYsUKRo4cSUZGBp6eniJ48e3bN1xdXamtrRVht4CAAPT09Ghvbxes49evX6Ouro6NjQ1BQUFMnjyZgoICAJqbm1m1ahWhoaHExcVRXl7OuXPnSEtLE3afGTNmMHHiRDQ0NBgzZgwdHR24uLhgZmZGz549SUlJwcHBAW1tbaHFVFJSIj4+nitXrjBs2DC2bdtGeHi4AJcAqKqqoqCgILjf1dXV/PnzR8gXiouLycrK4vTp08jLy5OZmUlwcDBlZWUsWrQIHx8ffH19mThxIhEREbS3t7No0SIA7t+/j5GREZaWloJPPGfOHBITExk3bhx37twRN8mCggJmzpxJSkoKjo6OFBcXs379esaOHcuiRYtISUkR77eBgQHHjx9n+/bthISE4O/vz8aNG/nnn39ESO/gwYP4+fkJ//bDhw/Jzc0lMzMTDQ0N7OzsMDAwICIiAn19fdTU1Lhx4wbdunXD1NSUrVu3IiUlxaxZs/Dz82PixImcP3+efv368eLFC7y9vRk8eDDq6uocOXKEvLw87t27R5cuXdDX12fLli00NDQwf/58JCQkxDi8rq4OLS0tHj9+jI6ODmlpaYSHh1NQUMC4ceP4/fs36enpjB8/nubmZvbt24eLi4vAFmdmZtLW1saaNWu4fv06qqqqwnoWFxcnULeTJ08mNjYWIyMjTExMsLGxYfjw4Vy5cgUHBwe8vLwwNTXF29ubnz9/Mn36dKZPn46qqipv375FQUGBRYsWUVxczPDhw/n9+zcjRowgJyeH4cOHU1paSmJiIidOnCA+Ph4JCQk0NDSER3nlypUcOHAAS0tLEaLaunUrR44coa6ujgEDBnD//n0sLS1xd3dHUlJSaDvl5ORYunQpDx48oKysDElJSRGU1NXVFeuuefPmceLECdra2pCRkcHOzo6amhpKSkpobGxEQUGBgQMH4uTkxKdPn7C3txcQoWPHjqGtrU3//v0xNDTEy8tLPNRUVlZy5swZ4UqIjIykuLiY1tZWfvz4QUZGBlu2bOHMmTN8+vSJ+vp64uPjkZOT49ChQ3z9+hVXV1ecnZ1pamqiR48exMbGMnz4cI4dO4a5ubmAOGlqavLkyRNaW1uJiori2LFjwrz2+/dvunXrxvz58ykuLubGjRvo6Ojw8eNHfHx8BKxIQkICCwsL5s+fT//+/dmxY4fIzcTHxxMZGcnkyZM5ceKEuCd5e3uTn59Pv3796NmzJ3p6epw7dw4jIyO8vLz48OGDmJrp6elhY2NDRUUFpaWlSElJCfFKbm4uampqbNq0iY6ODmHYmzJlCk5OTty7dw8pKSk+f/6M1I4dO/yPHDlCRUWFwE6uWLGCq1evcvv2bbFvKC8vZ926dezevZvx48fT0dHBo0ePhDCipaUFQ0NDdu7cyfjx41m8eDE3b94kMTERMzMzsrOzyc7O5unTp6xZs4ba2loCAwMFN7VLly50dHQwYsQIPn36REZGBt+/fxc7nrVr1zJ27FjWrVvH9u3bSUhIYPbs2Vy9elV023JycoiJiUFXV5ewsDBMTEwoLy/n4cOHrFq1Cg8PD4YOHUpZWRlbt24V/O4TJ04wZ84cTp06hYWFBQCKioqCICUvL4+Liws3b97k4sWLvHjxAlNTU6SkpBg1ahTe3t5C2RcfH8/Pnz8ZPnw4q1evZs6cOfTr14/a2loSEhLIysoSQZqnT5/i7+8vwCsfP37kx48fjB8/nurqary9vfHy8mLevHn07t2b9+/f4+LiQmFhIRcuXBCI1IEDB2JsbExMTAxNTU2kpaWxe/duevXqxaFDh3j8+LGg9ZSVlbFgwQJSUlJYu3YtlZWVyMnJUVtbS3BwMB4eHoSFhYnxcV5eHpcvX8bExIStW7dSWlpKXFwcX758EQGrTvdwRkYGZ86c4cGDBzg4OLBs2TLKy8spKSmhqqoKTU1NKisrMTMzo7i4mKioKKZNm8bNmzfFHrmTYDRs2DACAwORkpIiJSWF0tJSwVUfP348qamp5OXlISkpiaKiIgMGDODcuXP873//IzQ0lOfPn1NRUUFlZSWWlpZoamqSn5/PuXPncHJyYtKkSeTm5nL16lVGjhyJnJwcAwcOZOjQoWRlZfH27VuMjY1JSUmhV69eJCcnc/jwYTo6Ohg+fDiVlZVoa2vj5eXFw4cPcXBw4Nu3b9y8eRMAf39/GhoauHHjBoaGhnh7e7Ny5UqUlZWFHKC5uZmcnBy8vLyYPHky4eHhbNiwgdWrVxMREUFeXh4jR44kKioKdXV1MR48ffo0mzdv5tixYzQ0NODg4ICJiQnPnz/n7du3yMrKsnv3bq5duyYgE1JSUhw5coTW1lYUFBTQ1dXlwYMHfP78GVlZWbGOmT17Ni9fvmT16tVs3ryZ0NBQvn79ysqVKzl37pyo9WRkZAhik5SUlBi93rhxAwBvb2+Ry4iJieHmzZtCHFFTU4O5uTlz584Vyd3/b81IVVWVxYsX4+3tTXt7u/ByNzY2iunZ6dOnWb16NQ8fPkRLS4uYmBg8PT0ZMGAAbm5uVFRUcPbsWfT09Ni8eTMeHh7Y29vz6dMnOjo66NWrF+PHj+fLly+CWLZ8+XLy8/P5+PGjkFCMHj0aKysriouLWblyJXv37qWiooIVK1awZcsWJk2aJBoqnQ+DKSkpIsj2v//9T3RuLS0t6dOnD6ampvj6+nLp0iX69esnHtALCgoYPny4eP1KSkq8f/+e8PBwWlpa+PDhA3Jycri6upKWlkZpaSm1tbV07dqV+vp6JCUlqaurw8/PT+xO7927J4xSnz9/5s2bN5w+fRoPDw9B3Ovct0tKSlJQUEB9fb3oxQNISUkREREhwqQpKSlYWlpSV1fH9OnTxQHB19dXTNb27t1LVFQUx48fx8TEhO7du/Pz508KCgr49u0bf/78ISgoCD09PZqbm4XsSFNTk0WLFvHq1SsGDRqEv7+/EArFxsaSkpLCy5cvkZaWZuzYsXz58oXs7Gx+//6Nvr4+zs7OpKWloaqqiqenJ/n5+fTo0YOkpCTq6uooKChAUVGRxsZG9PT0GDVqFJWVlWzevBkDAwP27t1LTU0Nnz59QlJSkoCAAFavXk2XLl0IDAwUwTlVVVWuXbtGSUkJffr0oa6ujjt37nD58mVsbW0ZPHiwqBbeuXOHLVu2UFtbS3R0NElJSXTt2pWGhgZ69uzJokWL+PjxI69evcLU1JSgoCBMTU25evUqOTk5YgKipKSElJmZmX9gYCAmJiZifHLq1Cn2799Ply5dRL9w+PDhfPz4ET09PYyMjJCTk2PFihVERkby9etXPD09kZKSYuHChXz+/JmOjg5iY2OxtbXl9+/fjBs3Dmlpac6dO8e2bdtEAKlr164cOnSI58+fU1lZiaGhIffu3UNZWVmIF+Lj44mNjcXd3Z3ly5eLke2RI0fE3uz379+kpKRgbW2Nm5sbqampbNq0iV27diErK8unT594+fIlrq6urFq1isrKSlauXElxcTGPHj2iT58+pKSkEBAQIOAteXl5+Pj48OvXL86ePSv26dHR0QwdOhRjY2OysrIICAigZ8+eVFdXC8VbdnY2hoaGLFq0iEGDBnHlyhWam5u5ceMGb9++xc3NjVmzZnHt2jUKCwvJy8sjISGBlStX8vr1axwcHMT/7Z9//mHixInIysri7+8vwDM6Ojr8888/rF27lry8PH78+EF5eTn6+vokJSVhbm7Oo0ePuHbtmqDY+fv7Y2hoKBjLU6ZMwczMjJKSEjIyMmhubmbNmjWCrW1ubk5AQACPHz8W6cchQ4aIm+zHjx+ZOnUq+/btQ11dnfDwcAGdqaur482bNwL/qKGhQUFBAZcvXyY/Px8dHR3k5eVRUlIiIiJC7LFkZWUFSW3v3r2cPHkSRUVFunfvjqSkJNeuXaOoqIimpiZ0dXXZtm0bmzZtEshDZWVlRowYQWlpKa2trZw6dQoXFxc6OjqYM2cOWlpauLi4oKCgIPr8GzZs4OPHj+zatYubN29SXV1N79696datmyC3denShfHjx7Nz507s7Ox4+/YtRUVFKCgo8P79e1RUVFixYoWgXPXo0YM/f/4IoYKLiwtv3rwhOjpadPMNDAz4+vWr6JFGRUXR3NzMunXrGDhwICEhIfTr14+srCwKCgpECOzu3bv069ePtWvXcujQIfT09KioqGDHjh1ERETg7u7OgQMHRBXoypUr6OnpYWZmxubNm9m3b59Q0MrLyzNo0CDWr1/PnDlzyMzMFEKdwMBA3NzcMDAw4OrVq8IwlJOTg4yMDGvWrEFLS4sjR47g4eFB3759efPmDZGRkSQnJ6OgoMCkSZMwMTEhJCREsAZaW1vx9fXlxYsXmJub097eTnJyMrm5ubi6uvLjxw+WLFki9Lz+/v7IyMjQ1NRE//79RWWmc52TlJSEuro6X758YdeuXWLtMn78eNTU1PD09BTu82HDhrFlyxYh/Ghvb0dZWZnq6mpu377NrFmzOHjwIEVFRbx584bS0lJMTU0xMTERgA8vLy/a29sJDg7mzp07glf+/ft3oqOjKS0txcfHB0lJSRISEhgzZgzGxsYUFRUJNOmjR48YOXIkCQkJXLhwgTlz5nDv3j02bdpEQkICX758oa6ujpUrV1JXV8eVK1eoqKgQ9q+DBw8ycuRIIY8wNjZGSkpKVAjV1dWJiYkRCegvX75w6tQpnJ2dRQK6k0u+evVq+vTpw7x580hMTKR3795MnTqVTZs2iWukW7duHDt2jKCgINLT0zExMaGxsZGBAwfi6+tLaWkpjo6OKCkpUVxcTF5eHqqqqhgZGYlTf1FRERYWFiQlJQnpjI2NDffv3xf9dxkZGV6+fMmtW7cYN24cTU1NZGVlERcXh6KiIqdPn6a1tZXMzEwOHTqEl5cXKSkpVFRUoK6uTnp6Ops3byYoKEjwz62srKivrxfCoJiYGH79+oWBgYGYoL5//578/HxkZGT+f0yQjo4O8vLyWLp0KatWrUJOTo7U1FQqKyvp1asXly5dEgavMWPGMGPGDLS0tMT0JDU1VbDeDQwMGDx4ML169eLatWtiGtzJUN+wYYP4/E+dOpWCggIGDx5Mv379OH78OFKjRo3ynzRpEk+ePKG8vJzY2Fiqq6v5+fMn8fHxDBw4kO/fv6OpqSnwlU1NTfz+/ZusrCyePn3KqVOnRICp8+/m5+dz8OBBJk6cKFRmzs7O2Nra4ufnR1ZWFq6uriLg0amuGzp0KHv27GHu3LnMmzcPMzMz+vbti6ysLLdv36akpITMzEyys7OxsbERMvf9+/cTHh4ugBudHwJTU1NMTU3Fha2iokKvXr1wcnISNQEDAwPGjh2Ljo4OZmZmdOvWjSNHjghOdOcY0c7OjlWrVokT4P/+9z8WL15MTk4OkydPprm5Wdy4q6qqUFFREXIOeXl5Vq1aJbCEnQSsbt260bNnT/z9/QVTPCQkRIz+Ro8ezdChQ3n27BkxMTEkJSUxadIkrK2tiYiIYPz48airqxMWFkZBQQGTJk3i48ePeHh4CGe5mpqaSMp3BomMjIxYs2YNBQUFAv4vLS0tnlwdHR1xc3NDTU2Nixcvkp6ezokTJ/D29qa+vh5paWn69u2LkZERN27cEH7kzr53Z7Vi6NChXL58mdTUVHEyGDJkCJWVlfz69UvcbDvhHXFxcUyePJnq6mq6du3K3r17yc/P58aNGzQ2NpKTk8P9+/dpbm4mNzeX1NRUwsPDefnyJQEBAejq6iIjI8Py5ctpaWmhqKgIDQ0Nhg0bho2NDc3Nzd9B1PcAACAASURBVHz69InZs2fz6tUrDAwMBPpz7NixHDhwQIyWf/36hbe3t1hblJWVoampydOnT5k/f77wSnfSyAIDAwkKCqJnz57U1dUJX3tgYKCo6EyaNAkjIyPWrl0rgBb9+vUjIyODrKwsBg4ciIeHB9nZ2fTt25ekpCQhUBgyZAgODg6oq6uzcOFC9u/fT3p6OtHR0fj4+JCSkkJaWhrnz5/Hzc2NxMRE3r59i4uLC+PHjxd77BkzZohGg7q6OiUlJVy/fp1JkyaRnJwsjHHBwcHEx8fT0tLCnj17AEhJSUFWVlYoNwMDA7l37x43btwgNTWVR48e0a1bN4qKijAyMhJgn7i4OLS0tLh79y4PHjwQp9XNmzcL1/G4cePQ1dWlo6OD8PBw3NzcOHfuHIcPH6a5uVl8hnx9fZk2bRrm5ubi1O3s7MyqVasYOXIkFhYWJCQk4OzszKtXr7h+/Tru7u7MmTOH8vJyqqurRd5CW1ubV69eYW9vz8WLFxk3bhzV1dWcPHkSKysrkpOTuXr1KtHR0Vy6dAltbW20tbUxNzcXDYTW1lb27t1LQECAaFfMmjVLqFYfP37MuHHjePjwIfHx8QIC1aVLF6qrq7l37x4jRowQvvv79+8zevRovL29iY2NRUZGBjU1NbS1tbl9+zaJiYnMmDGDCxcuYGxsTG1tLT4+Pixbtgw9PT3xsBwbG8uJEyeQkpKiqamJXbt20bVrV7Zu3SquwYyMDDZs2ICkpCQKCgqEhISwceNGlixZwvHjx1m4cCHJycl8/PhReLZLSkowNDQULaEdO3agrKyMtbU1//33H2PHjhXGvc6HxM7pip+fH127dsXBwQFHR0fs7e3ZtWsXXl5emJmZERYWhqWlpbDgOTs7o6mpSW1tLadPn+b379+MGTOGnTt3cv/+ffLy8tDW1hYa6D9//jBlyhT27t1LYmIi9+/fZ+zYsTx58gRFRUVaWlp4+PAhXl5edHR0CJ7Hhw8fUFZWRkVFRZDiOu2Dy5cvx9bWlvT0dLZt24a8vLxALYeGhhIbG8uXL1+oqanB1taWmJgY0tLSxMi7sLAQCwsLvn37hpaWFkpKSsjJydG/f38WLlworgM1NTXKy8vZtWsXc+fOpby8HGNjY5KTk4UcSCoqKsp/ypQptLe3s2PHDq5du8aMGTMoKCggNzeX69evk56ezt27dykqKuLGjRvExMQgKyuLnp4ecXFx/Pz5k759+/Ljxw+kpaUJCAhg3759PHjwgICAAIYOHUpYWBgNDQ0EBgZy9uxZZGVlcXBwYMWKFSgpKeHp6cnly5dRUVHhzp075Ofns2vXLvz8/Jg9ezaKioo8e/aM2tpazp8/z5AhQ5gwYQJbt25l165deHh4UFpayq5du7h//z6PHj1i2LBh/PPPP5w4cYLS0lIyMjIoLi7Gw8ODsrIyVFVV6d69O8XFxUycOJE/f/5w4cIF7O3t2b9/P/fu3cPDwwNnZ2eqq6tZsmQJbW1tJCcn4+HhwdGjR6mqqmL79u0UFhaKN2PkyJGoq6tz8eJF9uzZg4+PD8OGDROjFRMTEy5dusS3b9/o0qUL4eHhrFu3jl+/fonqhY+PD+fOnRPK085U8PTp03F1dUVJSYnjx4/z8+dPampqxLg5ODiYL1++iLXE5MmTCQwM5ODBg0yfPl2c0sLDw4Uyr9OYpKOjQ9++fbl9+zYXL15k/fr1wmzUuUbIzs7G09OTz58/8+7dO2RlZamqqsLDw4OWlha6d+9ORUUF+vr6RERE4OjoSO/evTl69CgXLlygtrZW7II9PDx48OABqampXLhwQTwwGRkZERwczJYtW9i/fz+7d++ma9eulJSUcPjwYaZNmya+JA8dOsTfv38ZNWoU3bt3586dO3Tp0oXIyEiBM+08Ib548YLu3bsjISEhzF0aGhr07NkTCwsLpKSk8PPzY8aMGQwYMAB5eXmSk5P59esX7969Y8KECdy7dw8zMzMUFRWZOnUqPj4+5Obm8uLFC/bt28fnz5+5deuWsAYdO3aMAQMG0L9/f0JDQ8V4z93dnczMTF6+fCn2c05OTty6dQs3NzcmTJjA3bt3GTx4MCdOnKCxsREXFxeampqYNm0ap0+fJiwsDDc3N44fP05LSwsSEhKYm5sTFhZGXV0dpaWlxMfHIysry4ULF9DV1aWxsZFTp07x69cv8vPzsbe3599//+Wff/4hMDAQbW1t9PX1KSgowMTEhH379uHl5cV///3HqFGjxOsfMGAAnp6ebNq0SaSJMzMzMTIyIjU1lZEjR7Jy5Uo2bdqElZUV/v7+xMfH07t3byIiIggODub79+9cunQJDw8P9u/fT2trKxUVFRw+fJi+fftibGyMhIQEOTk54qbbpUsXysrKqK2txdfXl5s3bzJjxgxevHjB9+/fxbWmqKiIoaEha9eu5dixY4JVfeXKFRQVFfn+/TuBgYEChiIhIcHVq1fZvn07enp6LF++XOQ3Ojo6SE1NxcnJiU2bNtG3b18ePnyIrq4u8+bNw9DQkMuXL/PixQsSExO5ffs2EhISFBQUcPjwYdasWcPEiRMpKipi2rRpxMXFERgYyNChQzEwMBD8fGVlZUpLSzlw4IBYYXQ6BhoaGrCwsCA6OpqQkBAuX76MtbU1K1euJDIyEkdHR9Fgefv2rVjLLFq0iK9fvxIREYGamhr9+/cXPAlfX19MTExQU1Pj1KlTTJs2DVtbW0Hyy8zM5OPHj+Jk6ejoyKhRo9i4cSNOTk5oaWlhbm5Oa2srgwYNQlNTk61bt9LW1oa+vj4yMjLs2LGDv3//0qVLF9LS0oiNjWXx4sU8evSIAwcOCMlRc3Mz+fn5PHr0iOTkZHr37s2ePXvYuXMngwYNQlZWloCAACQlJVmzZg2rVq2ira2Ns2fPcvfuXWbOnCmESjU1NWJCMXPmTP78+YODg4NgDHRWrn78+AFAUFAQqqqqJCUl0d7ejr+/P79//6a9vZ1t27ZRVlaGk5MTR48eFd9d8+fPx9DQEB8fHy5evChY/JaWlhQWFjJ16lS8vb2Ji4vDwsJCVPHy8vJoaGhg/Pjx9OjRA0VFRT58+EBLSwuurq6CB9Ipt+revTsDBw5EW1ubvLw8pB49euTf2XPMysrCx8eH8PBwhgwZQm1tLRISElRVVeHl5UVMTAz5+fnEx8czbdo0zp8/j7u7O/369SMxMZGEhATk5eXZunUrCQkJ5ObmMmDAAMLCwrCxsUFOTg5FRUXB2f379y9Tp06lvr4eOzs7MjIyGDx4MCEhIQJgX1dXR3t7+/9RXqSkxOmxuLiYZ8+e8ffvX8ESVlVVJT8/HykpKRYtWsSlS5c4cuQIY8eOFeD13NxcLl++TFBQEIcOHeL79+/MmDEDc3Nz3rx5g4uLCwMGDCAjI4MpU6aQk5ODra0txsbG/Pnzh+rqauzs7CgpKSE8PFzUA6ZNm0ZtbS1Lly7l33//ZdCgQfz9+5cVK1YQGhqKubk5c+bMoa2tDS0tLfbt24e0tLQYDWVkZPD27Vs8PT15//69QFN2EqEAlJWVaWpqYsuWLURFRWFnZyf8uQYGBgI96OnpyYMHD5g5cybGxsbY29sTGRnJ48ePGTx4MAAjR46ksrKSK1eu8PnzZxwcHLC3t6dfv340NTUJkcHChQvJzMzE3d2dU6dOUVFRAcDNmzcpLi7m5s2bFBYWUl9fj5KSEqGhobi4uIi+eFxcnBgl5+XlYW5uTnJyMu3t7VRXV3Pp0iV8fX3x9vYmISGB5cuXExYWxrBhw7hx4wZbt24lODiY6OhoamtraWxsZMWKFYSEhPDs2TP09fWZPHkyQ4YMoaysDG1tbdavX4+WlhYHDx6kpqaG379/8+fPHwIDA1m6dCkvX75k4cKFqKmpiQ/2smXLCAoKYsqUKaioqFBYWEhbWxsSEhIsWrRIIHSvXLmCq6srgwYNor29nba2Nvbu3Ut1dTXz589n1qxZYpzXrVs39PX1KSoqIiEhQdzk2tvbaW9v58CBA6xbt47k5GSMjY25f/8+S5cuJTU1le3bt1NXV8eyZcsYPXo0sbGxJCUlce3aNW7cuEFUVBSOjo6kpKSwZ88eXr58KQBDnfUoQ0NDCgoKuHbtGv379+fbt2+EhITw69cvtm3bhr6+Pvfv32fBggXk5eUxdOhQ+vTpg4aGBmZmZoLf/OTJE4YNGyZ+vxYWFgJFqqGhQW1trfgcv379mlevXglAzIQJE7hw4QKGhoYEBQXx/v17UckcOHAgI0eOpKSkRDx0vHjxgnv37vHlyxeRfJaWlmb8+PFkZGSQnp7O379/qauro76+nvT0dDZs2ICNjQ2ysrLcvXsXdXV1LCws0NfX59GjR3R0dDBy5EhSU1NpbGwkPDyctrY2Tp06xYYNG/j06RM/f/5k6dKlLFq0iMWLF3P16lXKy8u5efMm4eHhODk50bVrV0xMTFi6dKlgUd+5c4f6+nr+++8/Vq1axdevX8U0orCwkIsXL/LlyxciIiKwsrISqMkPHz4IO1Z2djYODg4EBweL962srAx3d3f+/PmDkZERM2fOJDk5WbipbWxsxD1v9OjRJCYmihyQtbU17u7u5OfnU1lZSXx8PMuXLxesAx8fHwoLC4mJiRFTIxMTEz5//oyvr69AOzc2NuLm5oahoSHPnz9n/vz5rF+/nlGjRvHr1y969uzJzp07aW5u5ubNmzQ3N2NpacmQIUNQVFTk/PnzIint4eHBnTt3mDVrFmfPnqWlpYXMzEwOHjxIR0eHwFZ//foVTU1NBgwYQHl5OWpqagwePFgYv+Tl5Zk5cyYLFy7Ezc2Nx48fs2vXLjHWlpCQwMDAAAMDA+rr6zl16hQNDQ0cOHCACxcuUFVVxcOHD6mpqWHkyJE4ODiwZcsWZs6cibm5Of369SM8PJzGxkY0NDSwsbER001ra2tB94uKiiIoKIilS5eiqalJcXEx586dE9TOnJwcunbtyo8fP3BwcCAxMVHwEjpJhh8+fGDMmDG8ffuW1tZWpKWlcXV1FSCWzqmera0tXl5eDB8+HCkPDw//TkFHe3u7cIBOnTqV9PR0vL29OXr0KJqamlj9P1Sdd1jP+///bxUtbYlKuwhpax9aRjqUvUdWto9Nx4hjq2OPsiUkW9kZURok7dDUor0klX5/fK+e1/XzP1d6v1+v53jc77ebhQXnz5/H398fW1tbfv78Sa9evTh37hx2dnZMmDABZ2dn9PX1yczMxNvbW7xAunXrhpqaGi9evGDr1q2UlZWJh1dZWRkFBQUyMzORl5cnLy8PFxcXvn//zvTp00lISKCwsJDt27fz9u1bXr58iYKCAnv27EFCQoLU1FTy8/OJi4sjICCAv/76i4cPH2JtbU1ZWRmenp7s3r2b06dPM2XKFDo6OsSLrit41DVzevDggajXtLW1oaSkxKBBg4iJicHMzIwPHz5w8uRJod+8ceMGU6dO5fXr10hISFBdXU1eXh7x8fGcPn1aIAZramqYNWuWwHD26dOHRYsWoayszK5du8Tv6PXr12hpaZGXl0dRUZEAWNy9e5fRo0czZswY9PX1qaqqQkpKCg0NDSQkJEhISKBPnz5iniIjI0NjYyN2dnb873//Iycnh5KSEt68eYO2tjb379/nzJkzLFmyhMLCQnr27CkW7s2bN6OgoICysjKFhYUsWLCAESNGMH36dOTk5MRpvMsp6+rqyvLly0VyWkpKChUVFRHY+/DhA+np6TQ3NyMrK4uPjw9LliyhsrKSGzdu0NTURFlZGb9//2bEiBE0Nzfz4sULnJycePHiBUOGDGHOnDmUlJSIk0vXCaGpqYnAwEBRndi1axc3b94kODhYYAIVFRXFC/T69euoqqpSXV3NqVOnsLe3Fz/fsWPHmDVrluD+qqurk5WVhZmZGXJychw7doza2lrR/d21axd//fUXx48fF4t+R0cHhYWFFBYWCrb8o0eP8PX15ePHj5w5cwYZGRk6Ojo4f/68mL2+efOG6OhoLl++zIABA8jOzubJkycCqnD9+nW2b98uzHPGxsbC315WVoa6ujpWVlasXr2a5cuXA7B161bGjBmDm5sbvr6+bN++nYSEBGpra1m/fj3z5s2joqICX19fNDQ0qK2tRU5OjqVLl1JdXY2TkxNDhw4lKCiI69ev8+fPH5ydnamtreXhw4c4OjqiqakpvOqXLl0iPj6euLg4UlJSWL16NXv27KGtrQ09PT1kZWWRl5fH0dERBwcHioqKaGxs5O+//+b58+eEh4cjKSlJSEgIOjo6ZGdni43O9u3bmTlzJn/99RdSUlKsXLmSpKQkJk+ejKysLAYGBkhISODp6YmpqSlnz55l8uTJdO/enW/fvtHR0cHw4cNJSEhg8eLFNDc3i41YYWEh/fr1Q0lJifb2dpycnHj27BlLly7l8+fPBAUFMWzYMLS0tAQG18/Pj5SUFEaMGCEEOKtXr2bVqlVkZmYKloSSkhKSkpIEBAQQFxfHypUrGTZsGJqamsKc9ufPH3G68vX1pb6+nv/++4/g4GCsra2JjY2lZ8+e7Nixgw8fPtCvXz/y8/Px9vYmOTmZO3fucOfOHZYtW4aKigoTJ05k8+bNWFtbU11dTXZ2Nh8+fCAzM1McQurq6pCXlyc0NFSQD7sshR0dHRgbGxMWFoaRkRFr166lrq6O48ePExwczLZt2zA1NUVHR4fy8nIWLFiAkZERTk5OWFlZidzA1atXuXv3LiNHjmT79u3o6+uTn5/PtWvXSEtLw9fXlydPnoh5eZdHffjw4SIk++3bNyoqKoiNjeXQoUOMGDECS0tLDhw4wLNnz8jOzqaqqoqjR48yZ84cQkNDsbCwoKamhoSEBBISEsR4MjExUbin58yZI8JgEydOJCgoiI6ODkE6dHNzo76+nhs3bvDr1y/k5OSIjo4WRLbDhw9TUFBAcXEx9fX1AhQVHBxMVlYWTU1NJCUl8erVK8zNzQkKCmL16tVs376dESNG8L///Y87d+7w/v17kZdRVFQkLCwMLS0tsrKyWLt2Lerq6qImZ21t/X89bAkJCTEz60I+fvr0iZiYGAIDA7l69Sq3bt0iIyODxsZGcnJyyMjIQEtLi/T0dDo7Oxk0aBCpqamsWrVKnFwNDAzIzs4WtanIyEjGjRuHj48PQUFB7N69mzVr1rBz507k5eXR1dUVFpfs7GzS0tLo0aMH6enpIq2qqKjIo0eP0NPTIy0tjfLycioqKvDx8WHRokVil/rmzRtqa2t58OCBOBV2hWMUFRVpa2ujuLiYXr16Cf9xbm4ut2/fJi8vj3HjxokaUlFREYqKinR0dPDPP/+IxdXV1ZXDhw8TGRkp+NjPnz9HS0uLefPmCZCCu7s7GRkZuLi4iNObsrIyjo6OBAYGUlRUhLm5OWvWrGHjxo1s2rQJIyMjkpKS6NOnD66urqILPGPGDDw8PHB3dyciIkIIPLKzs1mxYgVFRUU0NTXxzz//YGFhwfr16+nevTvW1tZs376dkSNHYmFhgY2NjQgPdvUAuyTv58+fJywsDEdHRzE6OH/+PA0NDWIEoqCgQHR0NObm5ixevJhPnz5x5swZoe7rsu5cuXKFefPmcefOHdGzf/PmDfPmzUNFRUXkAXr06EFRURHZ2dmUl5cjLS3NqlWrSE9Pp2fPnsJKpqysLP7NLvjJ27dv8fPzw8zMjFOnTqGqqkr//v2ZO3culZWVKCsrk5KSgqenJ4GBgejq6nLlyhVKS0txcnLi0aNH5OXlER0dTUpKCpMnT+bz5894e3uTn59PR0cHL1++pL6+nkWLFhEbG8uwYcME1MTW1paSkhKuXLnCihUr2LBhA3379qWiogJlZWUhjpk8eTLR0dH06NGDAQMGEBwcjIODgyAgbdy4kX379nH58mWuXbvG0KFDMTExoa6uDllZWQ4ePIi6ujobNmzg4sWL/Pr1CykpKWJjY0lJScHIyAgFBQUUFBRQVVUlMzNTfB+6oBa/fv3Cy8uL8+fPo6GhwePHjwkMDMTGxobq6mqBnN25cyfm5uZCV9qrVy+MjIwIDw9n1KhR/O9//0NKSoqIiAhmzpwpyG09e/YkNTUVOTk59uzZw9GjR4mPj6e4uJjfv3+jra1NeXk5cnJynDhxQlQoXVxcOHDgACEhISJgefLkSUaPHs3SpUu5ceOGGPcYGhpy7NgxrKysqKysFLPIrhsjFxcXHBwchATl+/fvlJSUiBu4xYsXY2pqyuvXr1FSUsLGxoZ///2X9vZ2FixYIJgFW7duxdramuTkZC5dukRWVhZSUlIUFxdz9uxZBgwYgLW1tVCsBgQEUFdXh4aGhgiIeXp6oq2tTUlJieCC6+rqEhcXR0FBAcOGDaN3795s2rSJW7du8eXLF2ENs7S0pLq6mp07dxISEkJLSwv6+vo8efKEe/fuUVhYyP3799m2bRsPHz7E1NQUOTk5pk6dSlpaGubm5nh4eCAlJUV8fDz6+vo8fPgQXV1d4WaYNm0ajY2NvHjxgtevXxMYGMiyZctEM+fx48eEhoaipqZGW1sbWVlZGBgYYGNjI3CciYmJTJs2jZ8/f3Ljxg1xyOns7GTt2rWYmpoKX4KRkRGZmZkMHTqUR48eiWf0+/fv/Pz5k3Xr1uHr6ytuJ2VkZAQER1VVFWtrazo7O6mrqyM2NlaExIYMGYKbmxvPnz+nf//+KCkpsXv3bpKTk6mqqsLR0ZGWlha8vLxwdnamqKiIr1+/snnzZo4cOcLjx4+pq6vj169fnD59WshC1qxZw+vXr4UjOy0tjZs3bwpeRZdEKDg4GENDQ+bMmSPepT169ODvv/9mzJgxFBYWCjthUVERhw8f5sOHDygpKdGzZ0/RIho7diwPHz5k9+7dfP78GU9PT0pKSgTtTGrPnj2Bubm5WFhYiNnWxo0bsbW1pbS0lLa2NiQlJens7GTIkCE0NjZib2+Pu7u7gNZ/+vSJzs5OIiMjSU5ORkFBASMjI759+4aKigoRERHU1NQwcuRIcaX48+dPbG1tSUpKIi8vT5z+HBwcaGlpwcTEhKlTp/Lw4UOWLFlCY2MjFy5c4N69e5SXl7Njxw5iYmJYt24dO3bswNLSkuPHjxMaGsrChQsFd3jIkCHcuXMHKysr3r9/z5EjR4iPj2f+/PnC4d2FZTUzM2P58uVYW1uzYMECduzYIXi7CxYsYNOmTWzdupWKigo6OjqEkWn48OGYmJhgYWEh4AwGBgY0Nzdz//59nj17RlxcHE5OTowdO1aIUV69eiUCTHPnzhWknC4ofZc1xsrKStQo3NzckJeXJzc3lzVr1hASEiKg+6WlpYJgpaGhgYqKCp8+feLIkSOCYTxy5Ei+f/9OWloaAN7e3hQUFAhDkJmZGXv37qV79+7cunWLqqoqNDQ08PX1xcDAAE9PT2xsbBgxYgRGRkbExMRw/Phx/P39ycrKEhazrjSltLQ0OTk5nD17lr/++ouYmBgMDAzIycnB0tKS1atXExISgpqaGiNHjiQ+Pp7x48fz7ds3zp07R2hoKHV1dTQ1NVFTU0NWVhaFhYXY29tTUlLCkydPyMnJwcHBgbCwMOGdvn79OmlpafTr14/09HSMjIzw8/MjMTGRZ8+ecfPmTerr61m3bh3jx4/H19eXq1evcvLkSXHS+PTpE66urgD0798fBQUFUflIS0tj/vz5ZGRkkJSUhJmZGZMnT0ZXVxc5OTkxDxwzZgwjRoxg5cqVokrm5eVF3759qa6uRkdHh9mzZ7Nr1y7Onz+PgYEBy5cvF5akxMREgoKCWLFiBSYmJuTk5ODq6oqPjw/+/v5kZGQI+9OQIUPQ09OjtraWnJwcpKWlWbRoEY8fP2bRokWYmpqybds26urq2L9/v7DfdbmE6+rqOH/+PEZGRnz//p2NGzeK06aCggIdHR14eHhQVFSEoaEhGzZsoLi4GHNzc7EQOzo60traKkJnjo6OmJmZYWdnJ0Zh+fn5oo746dMnbGxsROCmKwPi4uLCkydPBJL4w4cPyMrKUlZWxo8fPxg5ciReXl5UVVVx8+ZNEb4cPXo0wcHB9OvXj5kzZ7J69WqmTZuGjo4OGzdu5MaNGyxYsICPHz8iLy8v0K8LFy7kyJEjfP78GRcXF2xtbQXJrq2tDWdnZ27cuEG/fv2wsLDg69evODg4cOPGDWRkZNixYwfZ2dmsWrWKqKgodHR0yMzMRFVVleHDh3PkyBGxwNy/f1/QwubMmYOfnx/t7e1C1dnlTVi5ciV5eXlMmjQJU1NThg8fTkBAANOnT8fPz0/c2qSlpdHW1saAAQNISUkRBMaukKq6ujo/fvxgwoQJbNq0iQ8fPmBnZ0drayu1tbUkJibi5+dHUVERurq6zJ49mwkTJlBXV0dRURFtbW1UV1fj5eXFvXv3uHbtGhISEhw8eBAtLS22bNlCRkYGKSkp/PXXX4LOpq2tzYQJE8Tn3QWN6t27NwEBASxatAhFRUVKS0s5evSoaCLZ2tqipqZGZGQkxcXFAtDy/v17NDQ0uHbtGoqKinh5ebF7926xAHb1tUtKSti8eTOamppUVFSgp6dHbGws48ePp66uDkdHR3HCP3HiBOfPnyciIoIePXrg7+9PSEgIFy9eREVFhR07dmBiYiKkR2VlZYwdO5bW1lYx+583bx4NDQ1cunSJc+fOCQOgr68v6enpGBoaIi0tjY+PDwcPHqSlpQVXV1dqamo4cuQIcXFxjBkzBlVVVYqKivj165dQ7AYFBSEpKUnfvn3/70pcS0sr0NnZmdbWVuzt7Tl8+DD6+vr8/PmTJ0+e4OfnR1RUFKampjQ0NFBQUICsrCwdHR3cvXtXdPOWLVuGh4cHr1+/pnfv3qI3a25uTu/evens7ERLS4v//vuPTZs28d9//7FmzRr8/f1JS0ujoKAAZ2dnBg8eLBzWAQEBvHr1io6ODt6/SAdkTQAAIABJREFUf09MTAxHjx7l6tWr2NvbU15ezuLFizl8+LBAYGpqanLy5EmmTZtGWloaqqqqrFmzhrKyMtavX09JSQmampp4eHiwcuVK6urqGDBgAIMHDyY3N5fS0lKUlJQwMzOjX79+FBYWMnXqVMGp7Xpgu/R84eHhSEhI0NDQQN++fcWXVU1NTeA7//z5g4WFhUD0xcXFkZmZyd69ewVN7dmzZ3z//p3w8HCGDBmCpaUlz58/5/79+3h7e+Pn54eNjQ2GhoacPn0aRUVFsaBoa2vz5s0bdHR06OjooKysjIcPH5KamgpAZmYmp06dwtDQkOPHj9PS0sKnT58IDAxk/vz5SEtLk5+fT2ZmJi9fvsTIyIjdu3fz5csX5syZQ1FREV++fEFFRQVJSUkSExORlpbGyckJNTU10tLSkJeXZ+7cuVRXV1NcXExiYiJ6enqizjZ16lQReOvRowft7e2Ym5sLEYympiZycnIUFxejoaGBvb29QJ1aWVlx7tw59PT0OHnyJAoKCri6upKVlSUcvenp6WJW/M8//7Bv3z7U1NTQ09Nj2LBh7Nu3T3B+z549i4aGhmDj19TUICsrS0tLC21tbQQFBZGbm0tLSwv79+9n4sSJuLm5cfr0aRYtWiRUll3Kwn/++UfwlauqqgRhzsLCgra2NhYuXIiPjw/l5eWUlpbS2trKli1bMDQ0pL6+HgcHB/G55eTkYGVlRWtrq/BRBwUFISMjQ2lpqZBfZGVlYWlpyYwZM/D39+fTp08YGRlhZ2cnqnVHjx5FT0+P5uZmtLS0xMskLS2NCRMmkJ6ejoqKCmpqajg7O/P27VtOnTqFg4MD9+7do66uTjDq09PTUVNT4/Lly5iZmZGSksLBgweJjY1FWVmZU6dOER0dzapVq7C3txezxwMHDjBz5kx69+4tTG3jx48nMDCQ9+/fAwiFbBcoxczMDDc3N2xsbNDR0aGzs5NDhw4RFhbGvn37aG1tpby8HHd3d+zs7FBXV0dOTo4vX74QFxdHR0cHPj4+9OnTB0lJSTQ1NdHX12ft2rWUlZXh5uYmZDn+/v78/v2bQ4cOUV9fT319vUBTTps2jadPn9LQ0EBLSwvdu3dnwoQJ5ObmEhISwpUrV8QhR11dnZ8/fwp8rrOzMw4ODvz+/Vt0eLtMZLGxscycORNjY2MMDAxob2/n8ePHeHh40Lt3byF4mTlzpuBkGxsbU1payt27d2loaMDNzY3CwkI+fvzIiRMniIiI4Pnz52zdulX4vP/55x/evn2LlpYW7u7uvHnzRoiJfH19OXPmDDNnziQxMZHIyEj+/vtvmpubmTBhAn/+/GH69OlERUUhIyMjvOd//vyhvr4eZ2dn2tra2Lt3r3h/NDQ0cOfOHSIjI1FSUqK+vp59+/YJNGjXZ9V1wDl58iQvXrzA3d1dgENUVFR4+vQp27ZtEwuolpYW3bt3F5UudXV1evbsiaurK1evXsXHx4cDBw4gIyPDpUuX8PX1RVlZGS8vL2RkZOjZsycZGRn8/PmTa9eu0adPH5HAP378ODNnzmTSpEkEBQWRl5eHnZ0dJ0+eZPXq1QwdOhQPDw/u3LlD3759qaqqoqGhgebmZiZOnCgqn1paWgwaNIigoCAyMjKwsLDg+/fvWFpa0traypo1a3j69Km4bU5ISODWrVt4enrSq1cvfv/+zfjx47l16xZbtmzh+PHjKCgoUFxcjKKiIsOGDfs/b/usWbMCuwTq8vLyREREcOXKFfr160dQUBB//fUXWVlZuLq6snTpUsaOHUtlZSWysrIoKChw5MgROjs76datG/n5+YwbN45nz54xceJE5OTkuHz5MpcvX6agoIDy8nK6desmdj4tLS3Mnz8fIyMjwXHtktv379+fU6dOsXDhQpqamsjJyaFfv34MGjSIcePGCQ61sbEx27dvx9PTk3///ZcjR46Qm5uLtLS06P+uX78edXV1saMDePz4MQcOHGDAgAHs2rWLnTt30rt3bx4+fIibmxupqamUlpYSFBSEm5sbnz594ty5cwwdOpTm5mYRNvv48SN6enqMHDmSW7dukZOTw5kzZ3jy5Amurq6sXbuWixcvoqurS2lpKWZmZjx79gwZGRkeP36MhoYGDx48EJuNefPm8eXLF4qKijh//jzz5s3jr7/+ws3NjZiYGEaMGCFAEkuXLmXlypXcu3cPNTU1PD09kZaWJi0tTThlp0+fzsePH2lraxO7O319faKjo7GysuLu3bs4ODgIvefevXvJyMgQp7H58+dz5coVjI2NefLkCQ8fPsTExISAgAA+fPiAlpYWAFlZWSQmJjJ27Fhu3LjBrFmzGDVqFIcOHcLLywtzc3OcnZ3x9vamtbVVjBjKy8txdnYmJydHCN4dHR0FftTNzY3r169z+vRp1NXViY+PJywsjOTkZBobG+nfvz/bt28XQpRDhw4RHR3Nz58/+fXrF2ZmZuJ6X1VVlQULFuDm5saPHz+ora0VO3UlJSXmzp2Li4sLlZWVWFlZERwcTHp6Oj169ODZs2fU1tYKrOmhQ4eIiopCQkJCXOvv3buXvn37cv/+fTHDnjBhAmFhYVRXV4vq4LVr18TVX3FxMSNHjqSwsBAPDw+GDx9OVlYWO3bsoLW1VYhQuqooVVVVhIWFcfnyZTZt2kRGRgZRUVE4ODiIGk2vXr1ENalLkhEWFsbDhw9xdnbGzc2NNWvWkJ2dzcmTJ7GysiI0NBRpaWnGjx8voBtd7PFz584xffp0Xr58ycCBA8nPz2fOnDm8ePFCSBNWrlzJkSNH0NXVJScnh6amJpKTk4UhztLSUiTjc3JysLa2plu3bhgZGdG3b1/a29s5ePAgHR0d9O7dm9TUVM6ePcuYMWN48uQJ+/fvFzY8OTk53r59S3t7O1+/fqW1tVUYz7owysbGxsLXXllZSUdHB7m5ubS2toq/d+vWLTQ0NEhJSeHPnz+MGTNGEL66qoulpaWCcBYdHS2aIF1h2kmTJnHx4kU0NTUZO3YskpKSnD59GmdnZzHWunv3LmPGjBG0LUtLS06cOEFoaCh+fn6cOnWKVatWceDAAf78+YORkRFFRUWCYz19+nQqKiooLCwUY5vAwEBBI0xPT0dXV5f6+no0NTWFBKnLMKevr4+EhAQlJSWcOXNG4GO9vLx49+4dU6dORUZGhsLCQvT19fn+/Tvjx49nxYoVXLhwgeLiYmEXa25uJjk5mYqKCry9vbGwsODnz58CGuPv78+UKVPo2bMnd+7cITw8nN69e2NjY8PNmzexsrLi6dOnJCcns3z5csaPH4+Xl5fYGD9//hwrKyvi4+NRV1dn8+bNNDU10drayu3btzE2NubWrVsoKyvz48cPtm/fzqVLl9DW1mbw4MHs2bOHiIgIBgwYQFZWFqtWrWLv3r1iI25qakp2djaurq6kp6ejo6NDQkIC3t7eTJ8+naKiImpqavD29ubq1aukpKRQXV0tqIz9+vXjy5cvzJs3j7dv32JmZsaFCxeoqqpi1qxZhIeH06dPH3R0dKitrSU9PR1LS0umTZtGdnY2Q4YMQUZGhpKSEoqKitiwYQNnzpwhMTGRK1eu0KNHD3bs2MGSJUv4+PGjAFYFBQXh6OiIlJmZWWB8fDxZWVmMHDmSV69esXjxYt6+fYuPjw/JycnY2tqSl5fHrl27KC4uRllZme7du+Pp6YmGhgbOzs5ISEigoKDA6NGjGTZsGMXFxaSlpREbG8vq1atFyvvw4cO4u7uTm5uLlpYWo0aNIisri549ewopSNeVWteOrba2li9fvqCoqIirqyvV1dXilDZo0CD09fUFZKSLy9xlBjtw4ADm5uZi1iIvLy/mWl2d3bKyMoKDg3nx4gWurq5ER0fz69cvvL29efjwIcuWLaO+vp7Q0FDa29u5d+8eZWVlooM4d+5cnj9/TkFBARs2bCAqKorevXuTkJCAqakp/fr1o7i4GGNjY/Ly8khOTmbx4sWcPXsWb29vMjMzGT58OC9fviQiIgJpaWlaW1vR19dn7NixaGtrIy8vT2xsLC0tLYIENHnyZAYPHkz37t15+/Yt8+bN4+zZs+KGoLOzk8ePH2Nubo6DgwNDhw7lypUrYoF98+YNdnZ2wgjz+vVr4U4ODAzkx48fnD9/nry8PIFmlZeXx8HBgZiYGMLCwgQIZcCAAWJW1xU07ArFrFy5UrCyL126REdHB/b29rx+/Zo7d+5gZGTEq1evWL9+PZmZmaSlpWFrayvwh4MGDWLLli38+PEDSUlJ6uvrefz4MQsXLqRXr174+fmRm5uLnp4eBgYGQnFnb29PXV0dO3bsEFrJ+Ph40a9taGhAQ0MDAwMDUlNT+f37t7hJMTc35+jRo/Tt2xcVFRXevn1LXl4es2fPJi0tTVw7dlVluhbwjIwMrKysCAwMFI2KPXv2MGHCBEpKSrh58yZLlizh1q1bfP/+HW1tbRQVFUlKShLa2ubmZgYOHEhubi7Dhg0jNTUVVVVVampq6OjoEIKEpqYmMjIy0NHR4b///mPDhg0MGzaMIUOGsH//fi5evEhQUBCPHz9mxYoVLFiwgMLCQsrLywkICEBNTQ1vb29evXqFr68vP3/+JDMzUwgfPDw8sLKyEsY5dXV1ioqKGD16NPX19cjKyjJmzBgUFBRQUlLC39+fN2/e4Ovry40bNxgwYAD9+/cXjnV/f3/CwsJQVFTE0NCQIUOGYGtrK6ptU6ZMEUFOGxsbEWSzsbERz3lNTQ0+Pj64uLhgb29Pt27dmDt3LuXl5fTt25fNmzczZcoUTE1NmTdvHlpaWvj6+hIaGoqlpSWBgYHi/5WVlcXZs2eZMWMGK1as4Pbt2xgYGIgQ0efPn7l79y5OTk5iUxsXF4empiZubm78/fffWFpaIicnh5OTE+Hh4WzduhU9PT26d+9OZWWlYMAPHDiQ7Oxs/Pz8KC4u5uDBg+jq6mJoaIiWlhaZmZkMGTKEkpISysvLcXNzE/S2mJgYIfoZPHgws2fP5tOnT0IKoaioKEYiaWlpBAUFMXPmTGpra2lqauL79+9ERkby5csXRo8eLcRMpaWlDB48WIwIU1JSUFFRQUpKiry8PPr37y8kFEZGRkRERODk5MTv37+Rl5fnx48fODs7M27cOE6dOoWGhgbfv39HXl6er1+/ipP0pUuXhKHwypUrKCsrk5ycjKOjI6dOnRJGQWlpadzd3Vm+fLmgKG7ZsoWHDx8ybtw4KisruXr1Ku7u7igpKfH161ecnZ1JTk4mICCACxcuMH78eFRUVLh+/TqLFi1ixYoV9O7dm8rKStLS0ujo6MDOzo6Ojg5iY2Pp1q2b0DoHBgby4MEDcnNzhYe7urqa6upq8Zmoq6tTXFxMVVUV3759o7GxkdraWrS1tQEIDQ2lf//+DB06lIEDB3Lw4EFMTExQVVVFX1+f48ePc/36dV68eMGgQYP49OkTV65cQVJSEktLS8zMzPj33385cOAA3t7eFBcXs2/fPtrb22lvb0fK398/0M7OTiSFTU1NxQ/R3NyMuro6lpaWbNmyhdWrV5OamoqamhpbtmyhpKQESUlJDAwMmD9/PpmZmYSFhSElJUVwcDAVFRV069aNIUOGYGxszPfv35k9ezaRkZGC1PTmzRsGDBjAiRMnaGhowNramuzsbDZs2ICKigp79uxBXl6eWbNm4ejoyIULF/jy5Qu9e/emW7duWFtbs2/fPszMzNDW1ubly5cihdrV/Xz58iUBAQGcOXNGzEzv37+PjIwMmzZtolevXmhrazNw4EBu3LjBtm3bqK+vx9jYmL179/L48WMuXrwIwIEDBwgNDRVO1M+fPyMvL8+kSZPQ1NSksLCQmzdv0tDQQEVFBRoaGuJKJz09ndGjRyMvL09zczNz5szh/v37LF26VMyRXVxc8PX1pV+/fsTExIjNgKOjo7jZ6HphzpkzByUlJc6dO8fevXvZvXu3IDLV1NTw5s0bevbsiaenJ1JSUuLWoK2tjeTkZGbMmMHOnTv5+PEjt27doqWlhd+/f5OSkiKCPhcuXEBGRoaAgAAOHDhAfX09GzduxMvLi+PHj5ObmyvwhFJSUnh4eGBubs7SpUsJDg4Wv1cvLy/Cw8NRU1MTifzdu3fj5+dHUlISBQUFdHZ2ijpYV8K6oKCAzZs3U1lZiaSkJF+/fuX06dPcvHmT8PBwli5diqGhIWlpadTX1yMjI4OUlBTv37/nwIEDWFhYkJqaSlhYGC0tLfz48YOPHz+SkJDA79+/mTJlCgkJCRw7doz169fT0dFBQUEBqqqqKCsrC7hMl/xm7NixvH79WqAuu/qc69evp0ePHiQkJHDu3DmBtTQzM2P+/PmEhoYSGRmJpKQkNjY2tLa2curUKQYOHEhUVBSrVq2iqqoKKysrpk2bxsyZM0lKSsLGxgYfHx90dHQIDAwU39WoqCiWL1+Oo6MjmZmZQtHo5+eHqakpCgoK4ipSVVUVT09PUlNTqaysJD09nRs3bvDt2zeioqIwMjLi/v37KCsrs2bNGszNzZk4cSL//PMPt2/fJjIyEjk5OYE07Qr/vX37FgkJCSwsLAQ+s6GhAXl5ef7++2+6devGmDFj+PXrF2FhYXz+/Bl/f39sbGzIysri3bt3NDY2MnToUPHd/vjxI5aWlpiamtKrVy8kJCTEc9k1l4yPj8fOzo7c3Fy+fv0qRlna2tpcvXqV8vJykpOTAUhNTaWgoIBTp05x5coVPn78yNixY5GSkuLQoUOoqqry588fsrKysLKyErVNKSkpOjs7CQsLY+3ataioqHD+/HmSk5OJi4vjy5cvREVFoaqqKnwBmZmZ2Nvbs3DhQvT09Hj79i0qKiqsX7+ey5cvCwtdnz592Lx5M9HR0Xz8+JE+ffqIhPqkSZPo3r07UVFRtLa2Ehsbi4uLi+AmyMrK8uzZMzQ1NVFWVmbWrFnY2dkJIFFjYyN79uwRi7S7uzuvX7/m0KFDvH79mgEDBojE89u3b6msrCQjI0PMT+vr68XVc1FRkTAw1tXV8ejRI2bNmsWbN28AiI2NFTas/Px8bt68SUpKCtra2ty6dYvhw4dz7do11q5dK7C1T548oa6ujtmzZ2NsbIyXlxfnzp2jZ8+ewkExc+ZMOjo6CA4ORkJCgvT0dH7//o2Kigpr1qwhKSmJZ8+eYWRkxIgRI1izZo1AB3ehflNTU/nw4YNoTXSltUNDQ4mKiiI/Px8zMzM6OjqwsbHhf//7H+PGjePWrVtoa2uLzdn8+fN58eIF+/fv58ePH2RkZHDixAmMjY3p06ePkHpISkqSn5+Pu7s7bm5u5OTkEBISIix0srKyREVFCcb6ggUL+Pfff1FRUcHW1hYFBQU2bdqEpqYmmZmZZGVlibS4q6sr//777//pihcsWBB44MABunfvzvDhw7l9+zbq6up4eHggLy8vnNR+fn4CiN/a2sqkSZP4/fs3x48f59q1a+Tl5XHy5EkhhbCwsCA0NJTp06fTr18/Kisr8fHxITo6mvv37wu1poGBgSDAPHr0CHNzc5G4VVdXp76+Hj8/P3R0dPj8+TOampqsWLGCoKAgOjs7OXr0KGZmZoK5rK+vT0xMDB8+fEBDQ0NYYRQUFGhsbKSgoAALCwtRCdi0aRMVFRXcvXuXLVu2cPr0aTIyMvjy5QtKSkqEhYUxfPhwVFRU+PXrF2pqasTGxiItLU1SUhKDBg2itraWiIgIysrKUFZWRl1dnY8fPxIdHU1wcLAgdm3evJlz586RmpqKvLw8GhoaZGVl0atXL5KSkggNDWXWrFkiZbp582bWr1+PrKwshw4dYsCAAfTq1YsTJ05w8OBBcZK+c+cOnp6evHr1Cj09Pf78+UNYWBjz5s0jNjYWNzc3AVQYMmQIjo6O/Pvvv+jq6pKens6qVatYsmQJq1atwtDQEDs7O0xMTDh8+DC3b98Wcpf29naBox09ejTdunVjyZIl5OfnCwBAl7zh0aNHlJeXc/fuXUHTMjIyQk9Pj7a2Nl69esXOnTvp1q0bKioqmJiYCFF919ymsbERGxsb5s2bR0ZGBpaWlmRkZLBu3TpUVFTIy8tj1qxZqKqqsnbtWq5fv87v37/ZvXs3r1+/Rltbm+rqanx9fenevTtaWlp4enri5OTE6tWrxQ3Q8+fPUVdXp7GxES8vL8aNG8f8+fNpaGhAQUFBMNynT58u1H7v378nPDyc2NhYWltbqa+vJyAggMLCQiEf2b59OxYWFkRERCApKUlDQwMLFiwgLy+PX79+Cb3fu3fv0NXV5ciRIyxdupT4+HjxnR07dizt7e3i5Wlpacnv37/R09MjOTkZGxsb7t27x/z584mKiqJHjx5YW1sTEhLCjBkzOHz4MPPnz+fPnz/U1NTw588fMjMzaWpq4uDBgzQ2NtLc3CyY2OvWraOpqYm7d++KwKOFhQWenp6Eh4ezfv16QkJCSE9PJzY2lnHjxjFy5Eisra1RVVVl8ODB5Ofn8+nTJ2bPnk1QUBB+fn6EhoaKRaO+vh55eXkSEhJYtmwZCxcuZPfu3RQUFJCXl8f48ePZt2+fuLFZvHgxERERXL9+nblz57Jt2zYSEhIE5U1bW5vOzk5CQkJ4+vQp5ubmHDhwgM2bNyMnJ8eQIUO4fPky5eXl/O9//0NRUZGSkhKioqIAiIyM5Pr163z48EHAT75+/UpFRYV4pmxsbIiOjiYqKgobGxukpaXR0dGhra2N/Px8+vXrJ1ClixcvRl5eXoCn/vz5Q2trq0CNPn36lLa2Njo7O5kyZQrq6upoampy+fJl0tPTiYuL4+HDh/Tq1Ythw4YxfPhw1q5dy8+fP7l58yYTJkwgNjaWyspKJk6cKChkxsbGzJ8/n/Hjx3PmzBmamprYv38/hw8fxszMDAcHB3HdvHz5cgoLC/H392fQoEFCSGRra4uLiwsjR45EWVmZUaNGiSR+Q0MDurq6TJgwgbi4OJYvX46SkhKampo0NTWxbds2UlJScHd3Z//+/cydO5eHDx9SXl4uTpl5eXns27cPSUlJ7OzsyMjI4O+//yYtLY1du3YRGxvLsmXLePDgAS0tLfTs2ZPOzk7Cw8MZM2YMLi4ufPjwgefPn/PixQvGjRvHsWPHKCgoICoqisDAQGxtbdm9ezc6OjocPnyYvXv3YmJiQnNzM05OTsTHxxMTEyPySnJycoSEhHD69GkAoqOjKSsrIy0tjXXr1vHkyRNxgEhMTGTp0qW8efOGmpoaqqqqaGlpISIiQuS8Pn/+TJ8+fXj69ClFRUUMHToUaWlp1NXVefDgAQUFBVhZWXH16lU6OjqEOS4pKYn8/HyqqqqYMGECFRUVLFiwgKqqKlEHlJoyZUpgfX09dnZ2SElJMWzYMDQ0NAgODubz58/o6ekJu8zjx4/ZsGED9+/f59OnTzx58oTW1laePn3KokWLxIKWlJTE4cOHkZKSQk1Njfz8fFpaWti8eTPTpk1j6dKlqKmpYWZmRmpqKu/fv0dPT4+5c+cyefJkjI2NSU5OFifrlJQUFi1aRGVlJampqZw5c4Zp06YJ29Hly5dFAnPo0KEoKCjg7OyMp6cn2dnZvH//Hn19faGv/Pz5M3v37qWlpYW4uDj09PSwt7dnypQppKSksGvXLkaMGMGhQ4eE13X8+PGcP39edERHjhxJXFwcHz58YMWKFYKYpqury4kTJxg1ahTjx48Xc8zs7Gx+//5NdnY2Fy5c4N27d2hpaQk386hRo8RM9MaNGwwdOpTY2Fjevn2Lra0tioqK3Lx5k/nz5/Pz50/mzp1Leno67u7u+Pv7k56eLkxP/fr1Y+zYseL0u3r1ak6fPs3Pnz/Jyspi48aNbN26lcePH+Pk5ERxcTEBAQGoqKhQVVXFuXPnCAgIoLi4mFOnTrF+/Xo2btxIREQEhYWFODg4MGLECPLz87l8+TJ1dXXY2dnRo0cPXF1dRXNg3LhxFBcXM2fOHDo7O8nNzRXXgJqamjQ0NLBu3TrBWJaTkyMjIwN1dXX69OmDtbU1w4YNo66ujsLCQubPn4+Pjw+bN2/mzJkzSEtLo6WlRUlJCSdPnsTNzY2JEydy7tw5ZGVlkZOTo729HW1tbZKSknj37h2DBw/m2LFjyMrKEhcXh6ysLAsWLODly5dIS0tz7NgxBgwYQGxsLHv27GH69Ons27ePtLQ0/P398fLyYunSpUyePJn29nZKSkpITk5GQkKCoKAgnj59yo4dO9DV1eXvv/9myZIl6Onpcf36dWxsbPj48SOSkpJ4eHhQU1ODiYkJOjo63L9/HwUFBbS0tAQgKCoqilGjRuHp6cnYsWNJSEgQCNiupGlmZibx8fGUlZVx9uxZ+vTpg5mZGQUFBVy5coWbN2/S1tZGeXm5wI6amZmhq6vL+vXr6du3L0pKSkRFRbFr1y5iYmKIiIhg6tSpNDQ08OXLF/r27Uv//v1JSkrCxcUFdXV1gcfNzMzk7du31NfXc/DgQXbv3o2JiQkjRozg8OHDuLi4CCqYgYEB48ePR1NTk8rKSrKzs2lqakJOTo7GxkYiIyMJCQnh8uXLwiutpKREXl4eOjo6REZGMnr0aM6ePYuBgQFjx45FV1eXmJgYMjIy8PX1ZePGjaSlpaGhocHo0aO5evUqZWVlxMfH069fP3GwWLx4MdXV1ULKMXHiRFRUVAAoLi5m48aNJCYmMnfuXExMTHj37h2WlpaiXqiqqkpDQwOzZ88mIiKC8PBw4aZWUlJi+PDh9OrVi//++w9NTU1+/fpFRkaG8KXb29vz+fNn1q5dy759+8SLf8aMGbx7905Qrrpm2IMGDcLHxwcPDw8uX74sjHtOTk78/PmThQsX8ubNG1xcXJg8eTKampoMGDCAly9foqury71794Sn/d69e0hISHD8+HH27t1LREQENjY2ItG8Y8cOtm/fzrt377h06RLfvn0T7xbFc+O+AAAgAElEQVRtbW3Bc4+Ojubs2bMCWjRp0iRmzpzJ3Llz8ff3x87Ojrt37xIZGUliYiIZGRno6upy//599PT0yMvLw8DAgLCwMKE1nT59Ol+/fsXPzw9AoItdXFxobGzkz58/eHp6ivlxaWmp2LSYmJiI6+jExETOnTvHq1evxOhUWVmZQYMG0atXL06dOkWXQ0NTU5PZs2fTs2dPTExMGDVqlGAcFBUV0bt3b9EKysjI4OvXr+zcuRNTU1OhyTx//jyurq6UlJSwd+9e9u7dK07g/v7+IjS7c+dOduzYwdmzZ7G2tkZfX599+/YxceJEoqOjxY3a48ePmTJlCt++fWP69OlYWFhw7tw5pK5fvx44ffp0MjMziY6O5vfv3wwaNIiQkBCkpaWpqanh169fxMXF0dTURElJiQg0GBsbk5SUhJ2dHba2tsjIyAjTiI+PD926deOvv/5i8ODBZGdn8/XrV44dO0ZeXh5z5sxhy5YtgkzWVQcrKCjAw8NDfDiPHj1CU1OT169fk5OTQ7du3Rg+fDifP3/m+/fvIiXZNXPT0NBARkaGkJAQOjs7xfVbQUGBkLB37WoePnzIgQMHyMrKwsvLi0ePHmFpaSkqSO3t7Xh6euLq6oq3tzeTJ08mPDwcZ2dnSktLxUsrLCxMdAOPHj3K+fPnBVdcSkqKI0eO8Pr1a/Lz85GQkCAzM1PMLpWUlBgxYgQZGRk4OTlx9+5dtm/fTk5ODlpaWnh4ePDmzRsxWyovL+fVq1fU1NQI89WJEycwNDSkqamJ+/fvo66uTnR0tKhOdYkfLC0tiYmJYcyYMeTm5uLg4CCY0K6urpiYmFBfX8+4ceOoqqpiwIABNDc3M2nSJJYsWcLixYspLS2lW7dulJeXY2pqiry8PBs2bCA5OZn6+nqGDBlCTU0N06ZN4/LlyyxZsoSKigqxkC1btgxVVVURGDQ1NUVPTw87OzuhCR01ahSnT59myZIlSEtL09HRgYaGBuXl5WIe2qdPH2pqarhz544gAQ0ePFjgW7v+dL3oAwICqKys5N27dxgaGrJp0yZMTU3p1q0bysrKuLu706dPHzw8PDAxMSEwMJCAgAC8vLxwc3Nj8ODBDBo0iK9fvzJjxgyWLl1KYGAgmzdvJiAgAF1dXXJzczE0NOTr169CH9hF4uqiSdnb26OpqYmDgwO9e/fm2bNnTJgwgeHDh9O/f39WrlzJ7NmzaWtrw9bWlgsXLmBqaiokFaGhoWzbto0nT57Q1NRE//79Be9+0aJFrF27lsLCQoyMjNiwYQOfP39m9uzZPH/+nMLCQvHS+PbtG8rKytjb2zNixAixmQkPDxf87ezsbLKzs8Xt1PTp08nJySE9PR1XV1eOHz+OgYEBR48eJSQkhJMnT/Lx40fs7e0JDg7G29uboqIiKioqsLS05M6dO9ja2vLo0SNUVVVJTU3F19cXHx8ftm3bJnzJL1++pKioSKTQuzYy7969Y+vWrSKk1tjYiJKSEt27d+fnz5/Ex8ejp6dHRUUFR44cYc+ePSxYsEBIH/bt24ednZ3YyJWXl+Pl5cWFCxeIjIwkKSkJe3t7Vq1ahY+PD7du3SIrK4ufP39SVVUlyHFGRkb8+PFDaBU1NDSIjY3F1NSU3bt3CwDNlClTADAxMSEqKorJkyejo6ODpaUlWVlZ5OfnU1lZycCBA2loaGDmzJl0dnayd+9eXr9+LZS9CxYsICgoCHNzc+7cuYOUlBTjxo1DQUEBa2trKisr6dmzJ25ubjg7O9Pe3s67d+8oLCzkwoULmJubk5GRgYqKCnJycmzYsIHOzk6uXbtGc3Mzy5cvp6Oj4//jBsydO5eioiLy8vIA8Pf3JyEhge7du9Pc3Ex4eDh//vwhKSmJx48fo6amxsaNG2lqaiIuLg4FBQVmzJjBtWvXxMl6wIABfP78mR07dpCTk8ORI0d49OgRixYtQktLi7Vr1xITE0NAQABTp07l7NmzHDp0SChWk5OTSUlJYc+ePZiZmSEhIcGLFy+EFvfKlSsUFBRw9OhRtm/fTnFxMVeuXCEyMpI+ffogJSVFdXU1V65cIT4+HklJSS5fvoykpCQdHR10dnair69PQ0MDNjY2dHR08OLFCwYPHoyhoSESEhIEBwdz9+5dzp49i7u7O9+/fycqKorCwkK2bt2KhoYGNTU1oslQWVmJkpIS6urqdO/eHW9vb/755x+cnJxwcXFh/fr1aGpqUldXh7W1NfPnz+f58+dISkqyYsUK/vvvP44dOyYyLFLTpk0LdHd3Z+fOnSgqKnLo0CEGDRqElJQUWlpaHD16lMTERNTU1ERXT05Ojv3792Nvb8+QIUP4/fs3b9++FbKH/v37c+bMGeTl5YU7Oi8vj/r6evbs2SNi7Y6Ojhw6dAhra2uUlJRITEyksbGRly9fsnjxYtzc3AgJCWH79u3U1tZSWlqKqqoqS5YswcjIiGHDhgksX5fY/vv37wwcOJBx48ahqalJdHQ07u7uNDY2YmVlRWNjI9bW1hgYGIge3rVr15CRkaG2tpZJkyahq6vLp0+f0NHR4fnz51RUVFBRUcHEiRMFG7empoYvX76gq6uLrKws58+fx93dHV1dXVpbW0lNTRVGqWPHjqGpqSl65RcuXOD79+9MmTJFmMbc3d25ffu2wLl2QTMyMjIwNDQUO86IiAhKSkrIysqipaWFrKwsunXrRktLC5WVlcycOZO0tDQ0NTVRVVUVYY+TJ08SGxuLs7MzQUFBuLq6Ch3pw4cPGTx4MMHBwQwZMoTW1lY6OjqIiorC19eX7OxsZs6cSXV1NTExMTQ2NuLo6Mj+/fu5f/8+P378YPTo0aIqM2XKFKFd1NXVJTo6ms2bN1NQUEBrayu9evXiyZMnIvzW3Nwsdt93795FQUGBX79+YWtry7Jly0hNTUVbW5vKykpqa2sJDw9HTk6O5uZmamtrWblyJcePH+fGjRucPn0aOzs7sSAFBgZibGyMjIwM1dXVfP78mT9//vD06VPS0tJ4+vQpv3794uvXr1y9epXU1FQ+ffrE7t276d69OydOnBDQoNLSUtasWYOTkxNnzpzh5cuXzJgxg7i4OHr37k1zczNr165l6NCh5OTk0NraiqSkJGVlZaI2JCcnR9++feno6MDNzU04mPPy8sjIyGDmzJlISUkhKSmJvr4+R48eZfny5YwYMYKPHz8iJyeHm5sboaGheHh4kJCQwJ49e/jx4wc6OjpCotKF7m1vb0dXV5eAgABMTExQUlLCy8sLR0dHNDQ0uHfvHo2NjYL+p6ioSEZGBoMGDaKxsZFx48aRn5+PsrIyUVFRjB8/Xtys1dfXY2Njw/Pnzxk4cCDu7u4kJiaiqqrKgQMHSE1NpbGxUdw+9enTh0OHDjFy5EjWrFmDsrIyeXl5PHnyBEtLS0pLS1FUVGTz5s08fvyY8ePHIy0tzcWLF1FQUGDdunWUlZWhp6fH2LFjSUxM5OLFi3Tv3p38/HxGjRrFgwcPMDc3JzY2lvr6ejZs2ICZmRmjR4/m9u3b4t2UkpLCq1eviImJEaCdnJwckVvokvw8ePBAyHyCg4NF5fDDhw/4+fmRlpZGZWUl169fx8nJicjISDQ1NfHz8xMHmMTERH79+sWOHTtwcHAgJSWFzMxMxowZI7DDioqKBAUFYWhoyOjRo3F1deXZs2cMGzaMnj174uXlxY0bN8SIZty4cWLTKCEhwaZNmwgODhYsi/j4ePbu3cvBgwc59P+oOs94rvf/D1/IyMimkK2MbDKShhJZpUXae+pUWqdTqZxO67SH9t7zVJokKhRCWSkSJWSGEPG/8Xt4Px7/e+fW6Zxv3+/n/Xm/Xs/nde3ejYGBAQsWLODZs2d8/vyZqqoqNm3aJEyIDQ0NDBgwAAMDA1JSUsQIe9u2bWzZsgUfHx+mTJnC/v37kZKSwtbWFk9PTwIDA/n48SNLly7F3Nycp0+fUl1dLWqgZWVlKCgokJ+fz4YNG0R4LSwsjBs3bmBvby9exBMTE5k/fz4XL17k+PHjPHv2DE1NTZKTk6mpqSEnJwcFBQVCQkJEKLeLYREUFCTgWIsXL+bo0aNi2pmYmEhoaKj4LcrLy4vA8ejRo8XvUVtbm6SkJGJiYlBRUaGpqQkrKytBYOzs7KS0tJTVq1cjJSXFjBkzCAwM5PPnz8IE2DUK//jxI9u2baO0tJT+/fvTo0cP9uzZg4uLC/n5+UJv++7dO4KDg5GQkKCxsZFhw4bx+vVrQZasr69HR0eHadOmUVtbi9Tw4cMju4T1s2bNYsWKFbi4uODi4oKBgQHBwcFYW1uTnp7Ov//+y48fP8jJyRHShgULFvD48WPRv+3bty/x8fGMHTuWGTNm4OXlhYSEBE5OTnz48EHg8vbu3YumpiaLFy9m5MiRDBgwAA0NDbZu3YqpqSmbN28mICCAixcvCrWhpaUlx44d4+bNm5w6dQofHx8SEhK4fPky9vb2HDp0iIKCAoKDg3n37h2GhobC7mVjY0NmZiZ3797l3bt3TJ8+nf3799PQ0MC6deswMTHh8ePHpKWliYpIfn4+ISEhzJ49m5kzZ/LPP//w9u1bdHR0BA6ypaWFhIQEwsLCSExM5OrVqxQVFQkqT3BwMHJychQWFgqSzdGjR9HQ0CAqKorNmzdz8uRJgoODCQoKori4WCAXjx07JljBbW1tYme7Z88eMjIyGDhwIKmpqaxZswYnJyf+/PNPMjMz8fHxQVFRkblz5/Lw4UMeP35MTEwMAJ8+fUJfXx8VFRWxK+vyuHY5fe/evYunpyeZmZkC0bpp0ya2bNkidIEHDhxg7969/P79G01NTXbv3s2PHz9ISkrC1NSU/Px8Qem6f/8+WVlZyMjICBDJ+PHj8fLy4tSpU8TFxYk3di8vLyZPnsyDBw/4+PEjKSkpvHnzhkGDBgn85PLlyzl79ix6enr8/PmTxMRExo4dy7BhwygvL2fChAlISkoycuRI7t27x6NHj7CysqKsrIzly5eLcEhXzqEr9Tps2DB69+6NmZkZHz58EAnd2bNn8+HDBwwMDMT36OTJk2IHvmzZMnJycnBzc8PS0hIdHR0iIyPJzs4mOzsbSUlJjh8/LkZcx48fR0FBQaRK161bR0pKCiUlJTQ3N1NUVERISIi4zUpKSnL58mVGjhzJ/fv36d+/P8uXL+fLly/k5eUxduxY4uPjMTIywsrKCk9PT7Kzs2lvbyctLU10OrsEJ42Njairq/P9+3d8fHz49OkTWlpaNDQ0EB0djaurK3369GHmzJmcPXuW6OhoUlJSMDQ0pEePHgQGBpKRkcG8efPw8vKivLyc9vZ2qqurkZKSwszMjJqaGubNm0dJSQn29vZMmDCB+/fvU1dXh5OTkzjIDAwMMDU15c8//xRUxQEDBuDo6CiUq+PGjcPCwoKXL19SUlLCrFmz2Lp1K01NTTg7OyMhIcHff/8tOv/h4eGEhYXh6enJqFGjiImJobm5mfz8fD59+oSxsbEA+9TW1lJWVoaRkRFFRUXo6emRk5PDkiVLaG9vx9nZmaVLl7J48WK6detGaWkpvXr1IioqinHjxrF+/Xr09PT48OED+/btQ1VVlYKCAqqqqli5ciUhISF0dHSgr6/Phg0bmDt3Lu3t7fTq1YvLly9jZ2fHggULqK2tZe3ataSnpzNs2DB+/PiBoaEhubm5XLt2jcmTJyMnJyf+Ltva2gToRU5ODgMDA7KyshgzZgz+/v4A4u88OTlZYJOlpaW5efMmHh4ePHjwACsrK2bPno2srKxYH3V0dKCpqcmlS5fERNLR0ZG5c+cKFr22tjZVVVVISEjg5+fH9u3baWtrY9u2bdTW1vL9+3d+/PhBUVGRmJ6YmZlx584ddHR0+O+//zhz5gy/fv0SweXp06djbGzMmTNnaG9vp7Ozk/r6eqZNm8bv378ZMWIEW7duZeHChUyZMoXc3FwSEhKwt7fnyZMn9OnTh4iICM6dO8erV68YOXIkjx8/xt/fnxMnTuDm5iaetYqKily/fp2hQ4eyfv16hgwZwn///YeRkRG+vr5UV1fTr18/amtrefHiBZaWlvzzzz/06dOHHz9+cPToUX79+kVFRQU+Pj5kZ2ejrKyMl5cXdXV1ZGVl0dLSgr6+Prdu3SIoKAhFRUWmTJnCuHHjqKurQ1dXl/Lycv777z9u3LhBSUkJOjo6XLlyhZKSEi5dukRrayu7du3C3d2dkJAQpBwdHSOPHj1KeHg4cnJyfPv2DVdXV8rLy9m1a5dIXF++fJkdO3bw8+dPVq9ejZ+fH5mZmfz48YPRo0djY2PDrFmz8PPz4/Xr15w5c4Z79+7R1NRESEgIzc3NdO/enbCwMNGN+/Dhg9jHXbp0idLSUqSkpARfOysrS4yqTE1NuXTpEuXl5aSmpnLx4kUhX7e3t+fChQvEx8fz7NkzgbxUV1fn+fPnyMvLIy8vj4WFhaiOlZWVIScnh7q6OkeOHBGHaGFhIUFBQWhra7N//3709PSIiYkR0IuvX79SU1MjEpUZGRnk5+cTHh7Or1+/+PTpE2fPnkVRUZGhQ4dy/Phx2tvbKSws5L///hNj9Xv37lFTU4OkpCT37t1DUVGRa9euiXRgRUWFULWlpaWRlpaGiooK9+/fJygoiCNHjogHVGxsrBgzFxcXs3TpUs6cOcPTp0+JiopCQ0ODPn36kJ2dTU1NDSYmJuzfv59z586JoNYff/xBREQER44cITc3lwEDBjB+/HgRdGptbWXx4sVCf7h8+XL09fU5ffo0Q4YMwdLSEg0NDdzc3LC3t6egoICioiJR89PR0SE7O5tNmzZRWVmJsrIyZ8+eZfDgwWhoaKCqqoqNjQ0At2/fZtCgQaSnp9OtWzfhqe6CjMTFxWFmZsaIESNITk5m7NixfPnyhbFjx9K/f3+UlZXp27cv2dnZODo6EhAQgKSkJAYGBri7u+Pg4ED//v1RUVERydQHDx6wfv16zp07R2JiIhMnThTUqgEDBiAjI4O+vj6LFi1i7969HDly5P9VmiwsLITq79mzZ0ydOpV79+5x584dampqWLRoEbt27cLHx4fKykqam5uRkJBg0qRJbNq0CWlpaWFe8/X1JTExkfz8fL59+8bbt28JCwvDwMCAr1+/snTpUnJyckhNTWX37t00NzcTFxdHRUWFSKF37c0sLS1Zt24dkZGRrF+/nrVr14qX1sTERLS0tGhsbMTR0ZFPnz6JFUJJSQm+vr6i1tRVQex6SNnY2KCiokJeXh5qamp8+PABf39/kTBetWoVe/fuJSUlhaNHj7JkyRKGDh0KQEVFBebm5owfP17c6Hx9fdHS0uLnz5/U1tZiYGDAkydPxMQvPz+fqKgoPDw8yMzMpLW1FS8vL16+fElycjKnTp2if//+9OnTh02bNtG7d2969OhB7969CQ0NFQ/stLQ0/vzzT/7991927NjBr1+/0NfXp6ysjGvXruHo6Iiurq4geZmamvLq1SuGDBnCkCFDuH37Ns+fP8fU1JTz589z7tw5gansCju+efOGo0ePCqXl/fv3efv2rcC7SkhIMHHiRExMTPj48SMVFRVERETw48cP8vLymDFjBp8+feLo0aPs2rWL5ORkwQlwc3MTB/Qff/whRvxpaWn/D2KkpKTEmzdv0NbW5u+//+b06dMoKSmJmqmWlhaLFy9m0aJFVFZWMnjwYGpra8Vh+fr1a8Hk6BJaVFVVkZycjIODA1++fEFJSYmbN29y69Yt5s+fj6ysLGvWrOHly5cEBQVx69YtQf0qLCzE0dFRcDDGjBnDmjVrBHegS1BSVlbG3bt3efPmDbNnz+b3799YWVkJMlpubi5Xr15FSkoKeXl5kdVRUFAQeNOUlBTCwsLEGrCrOXT+/Hn8/PyQkpKioaFBmLEmTJjAgwcPcHR0xMTEhGPHjlFbW4uenh6PHz/Gw8NDBNE2bdrEihUrkJCQoHfv3mIanZOTg5GREZs3b8bf3x8DAwN27NjBuHHjSE5O5vXr11RXVwvDmL6+Pnp6esyZM4empiY0NTXJzMzE0dGRR48e0dTUJCql8vLyjB8/niFDhiDl5+cXGR4eLrSHW7ZsoaysDH9/f8zNzQkICCAzMxMNDQ2uXr2Kra0tQ4cO5eHDh/j4+NDY2Mjhw4d58+YNAQEB3Lhxg4SEBJ4+fYqLiwtv375FUlKSZcuWkZiYSFBQEO7u7jx79gxvb2+am5sF/1VNTY2UlBTmzJnD3r17iYyMJCQkBCMjI/bv309paSk2NjaUlpZiYmKCjIwMQ4YMQUJCgoCAAGpqarh27ZroIT5//lwQpJ48ecLw4cORl5cXVCQZGRn++usv1q5dy4gRI7CysqKxsZG//vqL9evXs3z5cpKTk5k3bx7btm3j8OHDYr+sr6/PmzdvmDx5MvPmzROwhJs3bwrwS2lpKTt37uTgwYOUlpYyevRoCgoK2LBhA6NGjcLZ2ZmkpCR0dHQEPvHkyZMoKyvj6enJxYsXuXnzJrKyshgaGlJfX4+MjAxr165l9OjR3L17F3Nzc06cOEGvXr348OEDCxcu5Ny5c0yePJmHDx9iYWFBbW0tly9fFsCSBQsWYG5uzqJFizA1NWXQoEECaHDlyhWRrM/MzKSkpARLS0tiY2NZsWIFUVFRDBo0CAcHB0aMGMH8+fNZvnw5DQ0NFBYWoq+vj66urgie1dfXs2TJEqSkpJg7dy6rV69GVVWVlJQUkTKeMWOGGAG9evWK9vZ2cVjt379fYApra2tpbW3Fw8ODp0+fMmfOHCoqKkhLS8PW1hY5OTnOnTtHVybDy8sLWVlZOjo6OHDgAL6+vmKP7urqys+fP1m0aBHNzc0MGDCAu3fvEhMTI8IjXb7b1atXs2rVKsrKytDX16ehoYF79+6JlUQXXay6uppTp06JfvPixYuJiIhATU0NY2NjamtraWlpYcSIEdy9e1c83CQkJNDU1OTWrVuEhYVhYmJCfn4+TU1NNDU1MWHCBL5+/YqFhQUpKSlcu3aN1tZWNm/eTGtrKwUFBXz48IHr16+zYcMGAbwYM2aMYHR3TUqSk5NJSkoS4//Q0FD27duHn58fFRUVeHl5oaqqyuDBg1FQUMDX15cdO3YQGBjIn3/+SX5+PiNGjKC0tBRtbW20tLSYPXu2+H52vYTcvn2b3r17Y2try99//82rV6/EHrt79+4A/P79WxzYmpqa4uYXHByMq6srgwcPZvHixWRlZXHnzh20tLSYMWMG6enp4jPLyclh/vz5tLS0MGHCBGRlZfHw8MDZ2Vnsl7du3crSpUtpa2sTYCINDQ0ePXpEW1sburq69OzZE11dXSZPnszdu3dxd3dn7dq14nDvOtT8/Pzw8vISN77m5mZu3bqFv78/X758ITExkcDAQPbu3YudnR3Tpk3jn3/+4cyZM/z1119cvHgRdXV1bty4QVNTE5s3b+bz588oKCiIepa7uzt37tzB1dWVW7du8fnzZ96/f4+XlxcfP35EWVmZ3NxcsrOzWbt2Lebm5hQXF2Nvb09dXR19+vTBwsICX19fEbZ98OABra2tpKam8vbtW4yNjXn//j3V1dWsWbOGs2fPoqSkxPLlyzE2NqagoIDIyEi2bt3KokWLiI6OplevXsLIuHjxYhwcHIiOjhYHlZaWFvv37+fhw4fExcUxadIk3r9/z4oVK1BUVMTCwoILFy4IXKq2tjZxcXEsXryYGTNmEB0djYSEBH379sXPzw8fHx9RLSwoKCAhIYF3794xa9Ys4SoIDg7GyMgIBwcHNDU10dbWRl1dXfSr16xZIyYngFhzzZs3j7CwMIKDg8nOzhas+i7/uJOTEzo6Oly/fp3Dhw+L9WBxcTEvXrwQghN/f3+MjIx49OgRcXFxvHnzhkOHDtHa2srJkyepqqoSUJupU6fi5eWFsbGx+IwMDAwICgpi06ZNqKurY2lpKaYt586dY9euXSK3UFlZidTKlSsju+bp+fn5WFlZ4eDggJKSEidOnBBWqq5E9tatW6mvr8fb2xsPDw/q6+spLCzEyckJGRkZsrKyGDVqFNeuXaO+vh43NzdaWloYOHAg//zzD3379iUhIQFFRUWamppITk7mwoULosbTvXt3wSnPzc3lwYMHNDY2oqOjg66uLjU1NUyfPp1169bRo0cPUlJSGD16NK2trZiZmbF582Y2bdpEWVkZAIWFhSgqKtKtWzchCIiLi6Nbt240NjaSlpZGYGAgI0eOJCUlBR0dHbZv3055eTkVFRW8evWKhIQE/Pz8KC8vx8zMDB0dHfT09HB2dqakpISgoCCePXtGQEAAp0+fxt7eno0bN2Jpacnt27cFuSgoKIh169ZRXFwsEJp2dnbCXLZgwQLk5eWJjo4mNDRUBKJWrVrFp0+fUFNT4+7du+jq6pKWloajo6NAew4dOpQxY8bQo0cPnj59yvjx45GQkCAvL48rV64wZswY9PT0yM7O5tOnT8jIyIgOb8+ePSkpKeHUqVPs27eP7Oxs8vLyOHnyJL179+b79++i39yFnXV3dxfAkl69evHkyRMaGhoEbjM7O5vg4GBsbW15+PAhV65c4fDhw4SHh+Pu7o6MjAxJSUmsW7dOpIO7aiBfv37Fzc0NGRkZvn37houLC1ZWVigoKLBmzRoxcWlsbBQ3Mj8/P6ysrCguLmbRokWkpqZy6tQpBg4cyKJFi3j69Cn5+floaGhQW1uLkZER5eXlxMTEICEhQc+ePbG0tCQqKorq6mq8vb2xsbGhpaUFOTk5Nm3axMGDB0lISMDHxwdVVVXGjRtHS0sLv379EuKCQYMGMXr0aNTV1Rk4cCCdnZ2YmpqycuVKzM3NMTExYevWrSgqKuLu7i6IbRkZGVhZWTFkyBAePXrE+/fv8fPz482bN6irq9PR0cHLly+JiYnh2bNnZGdns3fvXr59+8bUqVOxsbHh9M5oU6wAACAASURBVOnTzJgxg/b2dvbv309jYyNTpkxh9OjRGBoaoqqqirS0NCNGjODatWuiAfHPP/+grq5OXFwc9fX1YmJha2vL9evXUVFREeCSjRs34ufnx6xZs0QvdsiQIUIDe/XqVZYsWUJUVBQhISHcu3ePkSNHcvnyZa5cuYK2trao282ZM4f169czadIkfvz4QWJioggpDR8+HDs7O969e0dZWRnDhw9nyZIlTJ48WTD+3d3dMTIy4vHjx2hrawvErKKiIlpaWjx79oza2lpx2J08eRJJSUm+fv3KhAkT+PLlC7dv38bU1JT79+8jKyuLtLQ0BQUFhIWFCXWjrq6ueLh2+ZLNzc0F1MbAwABjY2PU1NSwsLBAW1ubwYMHM2vWLJSVlcX3rusFTEFBATMzM8Go+PTpE+PGjeP169cYGBggLy8v0udDhw7F0NCQjo4O6urqkJaWFhStzs5OtmzZwv3798VaqIv5HhUVxfr167GzsyMhIYGSkhJGjhxJdHS0WNfV19fj7++Puro6U6dOxcjISFwAgoKCePXqFX369OHEiRP4+voiJyfHX3/9RVlZGSoqKoSGhuLj4yOkRjU1NZSXl7Ny5UpUVVU5ePCg0Cb369ePxYsXs3jxYkaMGCGqTdLS0ly9ehVJSUnOnz8viIWlpaW4ublx9epVNDU1KS4uZtOmTeTm5opLzcCBA5k6dSrGxsZ8/vyZwMBAJk+ejKOjo/C7JyYm8vv3b2prawkNDeXmzZsEBQWJFe+lS5fw9vZm5cqVjBs3TnDhjxw5gpOTE1OnTiU8PJzVq1dz9epVfv78KVYrlZWVREdH8+PHD06dOsWePXs4ePAgf/75J+Hh4bi5uTF16lRu3LjB9evXuXHjBvv37xfQG09PT2bNmsXp06eZP38+x48fp6qqirNnz1JTU8OvX7+YNWsWzc3NWFlZ/e/gBiLnzJnD2bNn+fLlCx4eHty7dw81NTVcXFyQlZXl+/fveHt7c/XqVQEnkJWVFfCCnz9/ih73hw8fiIuLw9DQkEGDBvH+/XvmzZvHwYMHWb58OS9fvkRJSYn6+nocHBzQ19fHxMSEmJgYoqKiOHfuHJaWlowfP57MzEw8PDwoKSkhLS1N/EcvXryYjx8/0rt3b6SlpSkuLmb//v3cuHFD+EkPHDiAvLw8ffr0YdCgQfTo0YOKigqio6NJS0tj8+bNaGtr8+PHD8rKyjh27JhIZhYXF/Pnn3+irKxM//79kZCQ4PLly6xbt45fv37x/ft3cnNzycnJoaOjA21tbTQ0NNDT0+Ps2bMUFRUJpnBX9L8r0FNRUYG3tzd///03//77r0grFhUVoa6uTmRkJMuXLycyMhJZWVmqqqqQk5PD0tKSXbt2UVdXx6RJkzAzM+PJkyf4+/uzbNkyjI2NGTBgAMeOHePly5c4OzuLsb+Pj49gCisoKLB8+XIMDQ3JzMxk/PjxHDhwgM7OToyMjDh+/Di+vr6sWbOGnz9/Ehoairm5Oebm5vzzzz9MnjyZyMhICgsLefr0KX369KG6ulp0FV+8eIG1tTVxcXE0NzejrKyMkZERdnZ26OrqUltbK/ZT8+bN4+bNm1hZWTFy5Eji4uLw8PBgwIABPHjwQIghPn36hKKiovhOOTg44OTkRPfu3QkNDSU5OZm2tjZhPdq+fTtLlixh2rRpfPr0iV27drFjxw4cHBzIyMgQXPbCwkJRjVJSUqK0tJTPnz/z/PlzJCQkUFZW5s6dO9ja2hIcHExCQgIjR47kw4cPzJo1ixs3bohqUReUpSs0deTIEfT09KioqKC1tZVhw4aJemS/fv1wdnZGSUkJWVlZLCwsmDt3rthN9uvXD1tbW379+oWdnR12dnY0NzczceJEFi1axO3bt9myZYtwAD969Iiqqiq+fPmCqakpixYtEgamLvfy0aNHkZCQID09nV69ehEbG4uKigrnz59HRkaGxsZGVFVVcXJyon///hw+fBh/f3++fv1Ke3s7PXv2pLy8nPT0dEaMGMGjR494/PixMEm9fv2a0tJSlJSUhL0pNDSUgIAA8vPzefHiBcrKyuzbt49du3YRGRnJp0+fcHR0JC4uTgSPHj9+zN27d3FycqK1tRV5eXkaGhqYP38+q1evJjQ0lG3btvHo0SPS09N5/PixgHt0TUW6IDvR0dHY2tpiY2NDa2srhw4dIiEhgblz55KTk0N6ejojR47k9+/fGBsb4+bmhqamJjU1NcjKyhIWFsazZ89QU1MTtR5vb298fHyQkJAgOjoaOTk5xowZQ2pq6v+rLnXZ1ZqbmwkNDWXEiBHIy8szc+ZMduzYwZIlS4iOjsbb21s4xLumBDo6OsydO1eEr3r06EFjYyPu7u5kZmaKi4WysjJ5eXno6+uLgG1XxbKzs5PExERRi/X09ERDQwMfHx/q6uro3bs3GzdupF+/fgQEBFBQUEBQUBAuLi60tbXx33//0d7ejpOTEwMGDKBPnz4kJSURHh7OhAkTuHbtGmfPnqWgoABXV1fWrl2Lr68v8vLypKWl8e3bN5qbm9m4cSM2NjbCbvjo0SPRoOmCPvn4+PD+/XsqKioICgpiz549VFVVoa2tTUhICLGxsRw9epSEhARSU1MZNWoUbm5ujBo1CkNDQ54/f46Pjw+HDh1CQUEBa2trdHR0WLRoEenp6Tg5OaGrq8vChQtZtmwZly5dYvbs2UI41atXL4qKinjw4AFtbW3ExsYSHh7OkiVLcHd3x8XFhXPnzlFRUcHgwYM5e/YsBgYGREREcPLkSbFunTFjBvLy8khKSjJu3DgSExNpa2tDRUWFpKQkLly4wMGDB1mwYAHOzs7Y29tjamrK2LFjmTZtGsXFxTg4OKChoUFCQgLOzs60tbUREBBAWlra/9TFr169ilRQUBA9TRUVFRQUFIQm8tatWzg6OrJ27VqSk5OZPXs2YWFhqKmpIS0tzapVq5g6dSq/f/9GSUmJbdu2kZGRQUdHh9C/2draYmpqyo8fPzAxMRFj7C9fvjB37lz09fUJDg6ms7OTqqoq+vbty44dO5gyZQpycnIYGhrSrVs3ZsyYQUZGBgEBASLgpKSkREFBAX/88Qfu7u6kpKTw/v17/P39sbS0pKOjAwcHB7Kzs/njjz9IT08XztVx48ZhbW3Nx48fMTQ0RElJieDgYDo6OnBzc8PMzIzr16+ze/duZsyYgYeHByEhIXh4eIgx/Pfv3ykqKqK0tBRbW1usrKwwMTHB2tqasWPHin7mli1bAOjWrRuTJk2iqamJvXv3sm3bNg4cOMDs2bOxtbWlrq6OtrY2lJSUKCsrw8TERNSQnj17hqurK1FRUWLXGRISwp49e3jw4AEKCgokJyczbNgwxowZQ2RkJJaWloLXrq+vT05ODvfu3cPa2lok77tS1F17q6qqKo4cOYKpqSlz584VNam4uDiePn1Kv379CAoK4vnz50hKSpKamoqqqio9evRASUmJXbt2IS8vz/bt21m/fj3e3t7o6+uTlJTEypUriYiIYPHixZSVlfH06VO0tbU5d+4cPXv2ZNiwYaxYsUL4lgFRk4iMjGTVqlVCgScpKcnLly9JSUlBV1eXK1eucPDgQSwsLHjy5AlFRUWMGjWKLVu28Pr1a2pra3FxcaGxsZGlS5cybdo0Lly4wIMHDygtLaVv3754eXlRX1/P+fPnxUvAsWPHCAgI4MmTJ5w7d474+Hja29s5ffo0165dY8OGDYwfP57GxkaMjIwE9WrJkiWoqKgwaNAgkpOTRQ7jypUrHDp0iLq6OsFFPnjwINOnT+fx48fExcVhbGzM6dOnKSsrQ09PDxkZGZ4+fcr169dpaWnh1q1b4v/bzs6OzMxMIiIiOHPmDFJSUjg7O1NfX09LSwtHjhxBQUGBu3fv4uzsLAQDjx49IjMzk169eiEtLS20sRUVFQwYMICgoCCmT5+Oi4sLKioq2NjY8OjRI2bOnMnUqVMZNWoUO3fuJCIigpKSEpEr+PvvvykqKmLChAkYGhri5uYm0LFdHO3Gxka8vLyorKxk1qxZpKamipcmaWlpYmJiqK2tpaOjA2tra1atWsXs2bOpqalBU1OTSZMmcfjwYdra2rCzsyMvL0+YnuTk5Fi2bBnz5s0jIyODq1evYm1tTUNDA8+fP+fdu3doaGiwatUqSkpKmDRpEp8/f0ZLS4v3798zfvx4mpqauHXrFlZWVgQEBODg4MDp06eFVnT79u1069aNU6dO8enTJ2xsbIiOjmbWrFkUFBQQGhqKvLy8qKSePn2aN2/ecOrUKcrKyujVqxcZGRkiENnVje4SgbS0tGBra0tpaakQb9y6dQszMzM0NTWpq6sT3uguI5arqyuOjo7Mnz8fFxcXZGRkiI6ORlpaGjMzM6SkpAgJCcHY2JimpiYePXrEtWvXsLW1paGhgc7OTnx9fbl+/ToJCQlildZFbwwKChLryJCQEObPny8ojpGRkRgaGpKRkYGKigrLly/n2bNnVFRUkJmZKV7Ii4uL0dbWFgCkgQMH4u7uzvfv31m9ejXR0dH4+/vz7Nkz7Ozs0NPTQ1tbm5MnT1JZWSlgK9evX8fc3JygoCD09PTo6OgQNdfAwEC+ffuGoaEhysrKxMbGYmpqSu/evVm+fDnHjx/n7NmzHD58GF9fX7Kzs+ns7GTgwIGsX78eWVlZ8Xytrq7m7du3lJaWEh8fT1ZWFpWVlfz+/ZudO3diaWlJS0sL6urqyMnJoaWlRUZGhrhsxMbGiiyQlpaWuJz1799fUBHd3d1paGjg9u3bADx58gR5eXlGjRpFcHAwWVlZ9O3bl4kTJyJx8ODBzoqKCvLz8ykqKmL48OH06dOHhoYGdHV1hd2kd+/ejB07lqioKIFcLCkpEUq+8+fPk5iYyLt37/jzzz/Zu3cvf/31F+/evRM31KioKNrb2zlw4AAODg54enry5s0bZGRkOHfuHH5+fuKmmp6ejqmpKb9//0ZBQUFARQDx5ewC5HclQC9dukRLSwsZGRm0trby4MEDXFxcyMnJYdCgQRQUFKCvr8/AgQMpKSnBwsICeXl5Ojs7iYuLY8aMGbx79w5FRUWMjIwASEtLIyMjg+bmZjQ0NNDV1eXz588MGjSIr1+/oqioSGpqqhhBz5w5k6amJubMmUNaWpo4zExMTMQ/19XVCdNQaWmpsGh17bG6EqH5+fmoqanx/v17JCQkaG1tJSkpidLSUkHF+vbtm3jIXL16lb59+/Llyxd69uxJbW0teXl5aGtrU1xcjJ6eHhISEkJ7WldXB8CcOXMoKCggKyuLOXPmsGfPHkaPHk1jYyPFxcXU1NTQ2NgofNmamppISUkJzzhAr169+PbtGzo6OpiZmQnMadc419XVFWlpaW7fvi3CdgsXLsTNzU2EPLomIuPHj6e0tJSrV69SX1/P79+/6d69Ox8/fqRXr160traiqqoqrFbZ2dnIycnh6uqKlJQU+fn5vHz5UoyzZWVlSU9Px8jIiMLCQhwcHIQu79KlS8jJyeHl5SVQl+7u7nz58oWSkhJkZGQIDQ2le/futLa2UlVVRXt7O3Z2digqKgo2t6WlJXFxcfTo0YNv374Jk9b+/fuFG97S0hJZWVlMTU3JycnBx8eHjIwMWlpaxO717du3HDx4EGtraxYtWkRJSYnIJ0yaNInVq1cTEREhQEGurq6kp6cLU5WFhQVaWlr07NkTNTU15OXlqa6upry8nMbGRg4cOICamhqbN2/G09OTgwcPoqCggIqKCq9evcLQ0JDq6mqUlJSQkpISXHhVVVWuX7+OmpqaSPlLSUkRHx9PVVUVrq6uYu3Vhc3seoiamZmhoaFBa2sr9+/fx9nZWSBZ+/btS0NDA8XFxeLfbWdnR2pqKi4uLhQVFWFubs7du3fR0NAQZEQAV1dXQZwyNTXlzJkzwj4mJycnQl7q6uoEBgaSlpZGfHw8ycnJjBgxAnd3d5qbmykoKBBcgi7JwrJlywgNDRWNgUmTJpGbmyu8zp6enlhbW+Pk5CTAK2VlZbi4uHDjxg369++PrKwsDQ0NtLa2cuDAASZPnix+n4WFhaxYsYL169cTHh5ObGwsPXr0oFu3bgwbNoxv376hq6vL48ePBS8eEF3qrhd7Ly8vDhw4ILIpDx8+BMDJyYm2tjZxK3/z5g2Ojo60tLTw9etXqqurmTRpEjt37iQgIID6+nrRhBgxYoQIqf3+/ZuKigomT57MqVOnkJCQQEVFhaKiIpycnNi/fz+nTp0iNjaWwMBAevbsSV5eHllZWSQnJ4uzYM6cOVy/fh09PT3B6JaUlOTDhw9UV1djbm6OnJwcubm5hIWFCVaFoqIiaWlp/PjxAzk5OWJjY4Vd7u3bt7i4uNDU1ES3bt3Q0dGhoKCAtLQ0hg4dKtYlsrKyyMrKYmdnh6qqKi9fviQ0NJQzZ85ga2tLt27dOHfuHAMHDkRDQ4P9+/fj5+eHjo4OxsbGhIeHM2vWLFHvs7e3F7/1LmPbnTt30NPTE9PBrszDkydPOH36tHBIODk58fPnT27fvo26ujp+fn4C+iQrKyvqqhs3biQsLIyOjg4OHz6MlZUV+vr6SLm5uUVu2LCBp0+f4uzszIoVK2hoaCAkJIQtW7agq6uLt7c306ZNEzc/WVlZ4uPj6dGjBzk5OYLbnZubi7m5Ofv27aO+vp7MzEza2tro6Ohg7ty5JCUlYWxsTHp6OitWrBDC+MDAQLHLff36NceOHWPFihXExMQIzWR0dDR5eXm4ubnh5+fHyJEjxRh+/fr1PH/+nPv379O3b19SUlKwsbGhrKyMK1euEB8fLwAYq1evZsyYMRQXF5Obm8vLly/Jzc3ljz/+IDExkT59+jBt2jRSU1N5/fo1z58/Z/Dgwbx48YLNmzdz9OhRhg0bxsuXL6mqqhKhqJqaGpYvX86vX7+Qk5MTe18/Pz80NTW5du0apqamGBsbs2PHDs6fP09paSmSkpKizmNgYEBSUhJ3794Vh9XTp09JT08XFq7i4mIKCgrIzs5m3bp1BAYGIiEhwdu3b9HW1mbKlCkigzBu3Dju3r3LkiVLUFJSEkAcaWlp5s2bx/Tp0xk8eDDNzc3Y29vz9OlTJkyYwODBgzE2NhY8a11dXTZv3syBAwd49eoVmZmZQjwRHh6OpqYmwcHB9OjRQ8BD3NzcqK2txc3NjdDQUN6/f8+LFy8IDg5GW1sbX19fAgICRFe5K8AyYcIE9uzZw6ZNmzhz5gw9e/bkx48fvH79Gh8fHxwdHSkoKMDS0hJNTU1cXFzEgzsvLw9bW1u+f/9OQUEBEhISaGtrc+rUKdrb2wV8Yffu3VRWVvLjxw+srKwEqc/W1hY3NzfMzc1ZsmQJM2bMYO3atZSUlFBUVISJiQlnzpzBwMCAsLAwVFRUsLa2xtLSUuyEFRUV2bFjBzU1Nbi4uAi5iqamJqtXr6a5uZns7GxhJaqrq2PZsmVYW1ujr69PR0cHGzZsoLm5mZ8/f/L79282btzI27dvSUtLY+LEibx48YLQ0FDc3d3Jzc2lurqa+fPnExERgZ+fH5cvXyYpKYmhQ4fS3t4uJl8/f/5k1apVpKSkCCvV8ePHqampwdraGhcXF3JzczE1NRW1MD09PTIzM0WdSFNTk8+fP7Nq1SoSEhLQ09NDXV2dCxcucPnyZRQUFPj48SPy8vK8fPmSpqYmDA0NRdjHy8uLCxcu8Pr1azo6OgSSMysrC11dXRoaGigvL6dv374COSopKcmJEyfEd7wrJHTt2jXCwsI4ceIEU6ZMwd/fn9jYWKZNm4acnBx5eXn06dNHkA3Xr1/PzZs3mTx5Ms+ePePAgQPIyMggJSXF0KFD+fDhA6tWrQLg+vXrbNy4kUmTJhESEkJSUhK1tbX8+++/WFlZ0dHRQWZmJlu2bMHExITv379TWlpKeXk5Li4uSElJISMjQ0JCAnV1dVhZWYlMiY6OjhjbmpqaIiUlJT7fgQMHIiUlhbW1teA8NDc3C5ywjo4O9+7do1evXmRmZvLw4UPk5eVZtmwZxcXFfP36FWNjY06dOkVMTAzFxcVUVFQgIyODubk57u7uPH78GElJSU6dOsXQoUOJj4/n+vXrqKqqkpGRwc2bNzE0NCQ6OlpY8rryAvfv36empoZPnz4J1G11dTULFy4kODiYnJwc/vvvP3GAdq1Jz58/LxLVGhoa+Pr6cujQISZOnEhpaSm9e/dGQkICaWlpbty4ISiYw4cP599//2X69OloaGigpKRETk4OV65cITc3Fzc3NwYOHCiqoElJSVRWVpKVlSUofRISEpiYmHDy5Enmz5/Px48f+fr1K2PGjEFCQoIrV67Qt29famtrMTMzo7y8nGXLlnHnzh0iIyOZPn26sIMNHDgQaWlp7t69y9y5c+ns7KS8vJz58+eLdaujoyMdHR0ilBsaGkpMTAzTpk2jtLRUBFdv3LiBjY0NmpqavH//nm/fvpGfn091dTWnT59mw4YNKCsri7BoRkYGUlpaWpFjx44lMTERNTU1kpOTxRexX79+aGlpkZWVRUpKCg0NDVRVVTFv3jzs7e1pbGykqqqK6OhoAgMDUVFRwdvbm5iYGHx9famoqGDlypWYmZmJVN3Xr1+FtzU/P1+g7V6/fk1hYSF79uzB2tqaAwcOYG5uTl1dHfn5+dja2rJkyRIRanBwcGDq1Kns3bsXZWVlYQ5SUlLi+/fv/Pr1i9LSUsaMGcPly5c5cOCACH+oq6szYcIEcctZv369SEiGhoYye/ZsevfuzYYNG9iwYQMtLS2kpqZiZmbG2rVrcXR0ZN68edy5c0d4tKdNm8aiRYv48uUL1dXVuLu74+zsTEdHB8bGxgwZMgQbGxsMDAyYO3cuHh4eXLlyBU9PTxwcHHj16hUlJSViz5WamoqCggKjRo3i4cOHnDhxgujoaFHQd3BwYP78+Tx+/Jjo6Gi6d+8uICxqamoUFhZSUVEhwiRPnjzBzc2N06dPU1tby/Pnz/H29ubhw4c0NDTQ0NDAzp07aWlpEfpDT09PXr58ib+/P9nZ2UyYMIFBgwaJ0W6XL3z48OE0NjYyatQoJk2ahLu7uzjQz507h6mpKbt376Znz56oq6tTXFxMfX09kpKSvHjxglevXnH48GGkpaVZsGAB5eXlHD9+nEuXLvHt2zfOnDlDS0sL79+/Z/fu3Wzfvh0PDw/RnT5+/Dje3t40NTVhb2/PsWPHKC8v5/Lly/Tr148dO3bQs2dP6urq8PPzE8z3hoYGxowZw5YtW/D09MTW1hZjY2PCwsLYsWMHY8eOFYAVExMTcnJy6Nu3L1u3bqW4uBhpaWkqKysxNjZmxYoVdHZ2AjB27FgWLlxITU0N2tra4lb/8uVLHj9+zNKlS8WtQlVVFTk5OR48eCD20FZWVpw8eZLa2lpkZWWFJ7frAbRlyxYWLlzIpUuXBGwoKyuLTZs2CYWtiooKOTk5nDlzBldXV4YOHcqFCxfw8vLi6tWrwnXc5ageN24cY8aMYdCgQcTHx+Pl5UVgYKD4rNrb2/n9+zf9+vXj0aNHQlXa0dFBVFSUuNlbWFiQmZnJ2LFj0dPTIzY2lra2NgFcsrGxITIykr1794oKi4WFBY2NjcydO5dx48bx9OlT3NzciI+PJy8vj6amJubPny8mDt+/f+fSpUu8fv1aTBa62isFBQVISUmRnJxMe3s7Hz58oLOzEw8PDwICAnBycqK6uprJkydjZWXFz58/MTU1FS/xXZOVQYMG8fDhQ8LDw8WL0Js3b1i8eDFSUlL079+fbt260dDQIJLzjx8/pmfPnoSEhFBaWkptbS1xcXH4+PiwfPlyvn79KtL4I0aMoLKyEi0tLaqqqgQ2tOtQa2hoELbCwMBA7t27h729PZmZmUyZMoXGxkaam5uJjIzk27dvDB8+nNevXxMREcHatWvFzfPEiRPs2rWLqKgoYWRcuXIl9fX1FBUVsX//fvr27Sv0ml0rmp49e/L06VNsbGyYOXMmM2bMIC4uDkdHR/HZPnnyhH379onwp5GREe/evSMkJITdu3fz/Plz0tLSUFZWpqamhrKyMuzt7SktLSUrK4sDBw6wePFiamtrGTBgAL169aK2tpZXr15RX1+PiYkJ0tLSfP36lc+fPxMZGYmLi4uo7Dk7O3PixAnU1NSIiorCwMCA9+/fIysrK14CevTogaamJrKysgLvPH/+fBwdHdmzZw+/fv0SwbEhQ4Zw7do1VFRUGDZsGC4uLuzdu1eEMZuamvj27Ru1tbXcunULaWlpDh8+TGVlJcXFxWzbtg0dHR2Brs3MzMTf35+YmBgiIiL4559/cHNzo7OzkxEjRghGiIyMjDgDuvwOSUlJ1NTUkJqaKrrbQ4cORcrGxiZSQkICSUlJEanvSrlWVlZiY2NDQEAAwcHB6OjocPz4cT5+/IipqSnJyclUVFTg5+eHtbU1ampqaGpqcvToUYKCgoTZqU+fPlhaWgpW7/Tp00lMTOThw4fCMPX9+3cx3lZWVub9+/eC6bx69WoSExMJCwtjw4YNlJWVCWvR/v37kZeXx9zcnJSUFLKysigtLcXKyorq6mq8vLyQlJRk586dYodgb29Pamoq48aNIzc3F0dHR758+cLatWt5+vQpFhYW3Lp1S5hWnJ2dCQwMpLCwUCR0TU1NmTNnDurq6hQWFiIvL8/69etpbm4GQEFBAR0dHXx9fQUOsustycDAACsrK3r37i0Ubdra2rS2tmJlZcWdO3fw9vZGVlaWzMxMcTO6cOECN27cQEJCgoSEBCQkJLh06RK3b99GSkoKLS0tvnz5IrqalZWVzJgxg6SkJKSkpJCTk8Pd3R0pKSk2bNhAdHQ0hYWF3L59m7S0NHr37k14eDhlZWVUVFRw584ddu3ahbOzMzk5OcyaNYuIiAiSkpJQU1MTUoTi4mI+fvyIgYEBTU1NBAQE6U1yXwAAIABJREFUcPbsWX79+iXY6IqKiuJH39HRgZ6eHklJSUycOJFHjx4RGhpKdna2QDUWFBRgbGxMcXExkydPFn1LVVVVADIyMoiKimLp0qUYGhqKm5uMjAw5OTnMnj1bJC67/ux3795x+vRphg0bxsmTJ1m7di1FRUW0t7ezcuVKKisrGTVqFH/99Zfw5HZxvH/9+sXGjRs5ePAg27dvR0pKihUrVgiC28ePH0lLS6Nfv34MHDhQmJBu3bqFpKQkiYmJZGdnk5GRwbdv3zh9+rQA/ZSUlNC9e3cePHjAyJEjOXLkCL9//yY2NhZ3d3du3LhBfHw8lZWV/Pfff3Tv3p2CggL8/f3Jz89HVlaW/Px8IiIiePDgAbt37yY3NxcnJyfs7e35+fMnf/31FxcuXODDhw84OzszZcoUMb6trKwUgJjExES2bdvGy5cvKS0tRUNDg/LycoKDg8V4Pj8/H29vb/r160dHRwcNDQ1s3boVOzs7pk6dyufPn9m4cSObNm2ipaUFExMT3rx5w9WrV6murmbFihUMGTKEb9++0d7eTo8ePairq8PT05Nt27Zx5coVoc4sKirC39+fefPmERMTQ2BgIK6urly5coXU1FTU1NQYP3482trahIeHIy8vT3x8PJGRkejq6vL3338TERFBRkaGeHjb2dkxdOhQPDw8qKio4ODBg5w8eZKtW7eSmJhIYmIiysrKfPnyRXCxL1y4ILj2nz9/5sKFCygrK6Ourk5GRgYyMjLitx0dHc3Zs2cF+tjT05Ndu3ahpqaGsrIy7969o3v37uTm5lJZWUleXh69evXCy8sLCwsLvn79KnTD9fX1lJaWiuZEeXk5gwcPprKyko6ODjo7O1mzZg0uLi6kpKRQWFhIbGwsly9fJi8vj507d5KUlMSyZcuE/WvXrl2sWrVK1Gq7CHSfPn2ivLwcY2NjysvLWbRokRBkdB0679+/F9+/LthVYmIigwYN4vbt2yJMfOTIEVavXi3Y6V0NhYyMDJSVlTl27BiOjo7Y2trSo0cPYdDrQkmrq6vz4sULoqOjefv2LePHj+fDhw8MHjwYFRUV9PT0KC0tZeHChWhraxMUFIS1tTWvXr2iqqoKT09PFBQUcHJyQl5enrCwMLS0tFi1ahUyMjJ8+fKFP//8k507dzJlyhS0tLQ4cuQIampqODo6AlBZWYm+vj6Ojo6Ul5eLzv7nz5/x9vZm586dKCkpCZ99fHw8dXV1/Pz5U/DyL168iJ2dHenp6Xh7e+Pr60tYWBgeHh78+vVL0Dc3btzIuXPnqK6uZvv27bx580Z4GNTV1fHy8vqfn8PBwSGyuLiYV69eceDAAQoKCkhPTxfii1u3bvH7928GDRok2L1v3rzh8uXLDBkyRLioZWVlef/+PVVVVQwePBgLCwvk5ORQVVUlIiICTU1NUlNTmTRpEqqqqjx//px58+Zha2srCEi/f/8Wb3u2trYiIZ2bm8vXr19Fn3T37t1cu3aNixcvMnPmTAFcuHv3LqGhoXz58oXi4mImTJgg/NIJCQlMnDhRCCzCw8M5fPgw/fr14+TJk5w+fZo5c+ZgamoKwL///su2bdsIDw8nKyuLZ8+eER0dTUREBAoKCpw4cYLv37+jrKwsdl56enpkZWURGxtLa2sre/bsYfPmzfTp04fTp09z5MgRTp06RUBAAADDhw8nPT2dlpYW2traxCj/1atXKCoqEh8fT9++fVm4cCFycnLcuHGDP/74g/nz55OXl0f37t05fPgwioqKzJw5k2PHjvH69Wu6desmqg4qKiqMGzeOyMhI2tvbaWtro7KyEj09PRYtWoSvry/a2tq4ubmhrq5ObW0tw4YN4/Pnz+jr64s98bZt2xg4cCAqKiqC971gwQLevXvHq1ev+PXrF2lpaTQ2NhIUFMTYsWM5dOgQWVlZ2Nvb0717dzo7O0USurW1FX19fQ4dOiQePJ6enhgZGaGtrc2uXbvEWP/z58/k5ubi7OxMTEwMHR0d3Lt3j9WrVyMjIyMqPREREcTExKCvr8/Xr1+ZMWMGI0eOFGAJZ2dnXF1dOXv2LJ8/fyYgIAA1NTUuXrxIZWUlbm5uYuffdYvq06cPe/bsIScnh87OTuGC78p3BAcHM23aNFxdXSkrK2PZsmWCAe7o6IiFhQUODg48f/4cd3d3IVlYt24dU6ZMoaysTNTlumhVbW1tBAUFCXZ+lw/94cOHxMfHs2fPHrp37y4eUurq6vTs2ZOHDx+yb98+Zs2axfXr19HX1xcP4S4dZFtbGwkJCbS3t1NQUICKigq3b9+mZ8+emJmZ0b17d3r37k1wcDADBw6ktbUVDQ0Nnjx5wvHjx1m9ejWenp7k5eUxatQobt68Kf6sLpaAnZ0dtbW1WFlZERsbS2xsLNLS0jQ2NvLs2TMUFBSIjIzkwIEDzJkzR4y6u0AbHh4e7Nu3j/+j6ryjeu7//3+r3i1aGppKU6WhJJGyKrmyQvbeK3G5uIx87L0um8tlE5GtSEaUBqU9lWiXpKGp8fvje3qe8/vTOZ2jevd+vZ/Px+N+v9169uzJn3/+SUFBAY2NjQCirnngwAEGDx6MiYkJioqKaGlp0dTUJIJGtbW1nD17Fj8/PyZMmCBMaRKJhNLSUr58+cLLly9Fb33//v0kJiYybdo0tm/fzuPHj4mLi2PAgAFIJBJsbGxISUnBxMQEd3d3Vq5cyYcPH1i/fj3v3r2jvLycyspKxo8fj4+PD25ubty4cYPMzEwePHiAnZ0dly9fZt++fQLS0tbWRkhICFVVVeTn5zN48GBSUlKwsrLC09MTb29v7O3tUVdXZ9CgQVRXV4s+/ffv33n//j2WlpYsXLiQR48eoaKiwvTp0wUU6J9//qGyspIPHz4wfvx47ty5w507d1i2bBl2dnbcuHGD0aNHo6yszPLlywU+tF+/fnh7e5OWlsahQ4fYsmULTk5OZGVl4eHhQUNDAyoqKvTr108ERsePHy+gM1FRUWzevJn79++LCpuWlhZpaWlcvnwZa2trHB0d+fr1K1paWly9epU1a9ZQXFzM5cuX0dDQQEtLi7Vr1/L27VumT59O7969SUxMZODAgdjb24vd8dmzZ8nJyWHOnDlUVVUREhLClClT+P37N4sWLcLY2JhDhw7x+PFjMjMzhQhk3LhxKCoqoqmpyYMHD2hpaREEz7y8PEaMGMGWLVs4ePAglZWV4jLb1taGnp4ednZ21NfXU1RURENDA3369OH58+cMGzaM4OBg/vjjDzo7O7G1tWXv3r3cunWLEydOIC0tjbm5ueh037x5k71797Jnzx769+/PvHnzsLOzo6KiAhcXF0pKSnj16hXa2tr/91x68ODB9i5/aJ8+fZCSkiIqKor8/HxMTU1JSEgQN+Lu3buTmprK5MmTGTZsmEhm2tjYYGRkRO/evdHX1xd9t7a2NrKysvjw4QO1tbUsX74cBwcHFi1axLJly3j69Cn19fUAnD17VowyDh48SF5eHsbGxvj7+5OdnY2VlZXYHXX9MLKyskJ5OGjQIKysrPjy5Qt1dXVUVlZSVlbGgwcP2LhxIyoqKjg4OGBjY8OIESO4fv06ISEhLFiwADs7O3JycoiNjcXCwgIfHx/+/vtvLC0tBc82Pj4eBwcHkTLt+oB/9+4dd+/excbGBhsbGwwMDHjz5g3Xrl1j8eLFXLlyhbKyMtTV1cnIyEBNTY20tDRyc3OJj4/H1dVVUNrU1NS4desWNTU1nDt3Dk9PT759+8bEiRO5evWqGCtWVFTQ2dnJ0KFD+f79OwYGBpiYmFBYWEhrayu9evXCwMCAU6dO8fTpU549e0ZBQQH3798nMjISb29vxo4dyz///CPUeFOnTkVZWRknJyeh0fznn39ITU1lxowZjB8/nhcvXjBy5Eg6OjpYvXo1pqam2NjY4OjoKFLVvr6+eHt7k5CQwMyZM6mursbPzw8VFRX09PQoLy8Xis2CggIWLVpETU0Nu3btYvfu3RQXF+Ps7ExDQwMdHR1YW1vTu3dvampqhB85LS1NHCaqqqpITU3FxcWF169fIysri4GBAVOmTMHf35/Kykrq6+u5c+cO48aN49ixY4IOlZmZKTR/Li4u9OvXjy1btiArK8vAgQMJDg4mKSkJDQ0NunXrRnBwsDhsaWhoiOre58+fycjIQCKRsH79elRUVHBxcSE5OZl79+5x7tw5WltbCQgI4NmzZ3R0dGBsbEx7ezstLS1YW1tTUlJC7969efjwIYWFhWhpabF//37k5OSQlpbm5cuXODs7079/f4yNjdmwYQODBg3i1atX/P79m169emFmZkZoaKhguT9+/Fg0Od68eYOPjw85OTlMmzaNmzdvEh4ezuLFi7l69SoPHz4UE6ji4mJqa2tZtGiR8Fbb2dnxxx9/UFNTQ0hICO7u7vzvf/+jvLycUaNGceLECfT19cnOziY3N5d///0XZ2dnkS7OzMxk+PDhdHZ2MmvWLObMmSP86kOGDOHjx49YWFigoKCAr68v3bp1o3v37qSnp3P37l3i4uJQUVFh7ty5yMrKivbFuHHjaGho4OrVq4wZM0bUUYuLi7l9+zZXrlwR67HQ0FC2b99OYWEh2tra9OjRg6lTp2JiYoK0tDSPHj0iKyuL6Oho6uvrMTc3x9zcnPz8fHx9fZGRkWHevHlYWFggJSVFZ2enUF+uWrWK79+/ExUVhZycHOPHjxfZBCkpKXr06MGnT58ICgpi48aNbNy4UdjIVFVVOXjwIGFhYQwZMoQfP36wYcMGVq5cSUtLCwsXLmT+/Pm8fv2aESNGCA2mq6ureE90IWnDw8ORkZHh77//5uDBg9jY2BAdHU3v3r2pqqrC1dWV+Ph4qqurGTFiBB0dHXz+/Jm4uDix9ouPj6elpUUk+WfNmkVISIg4zKelpQkU7Z49e9DU1OTFixfU19fz/PlzOjs7UVZWZsaMGVy5coXk5GTU1dWFMKOLrdDY2Ch6zT9//sTExAR9fX0xso6NjeXNmzfcvHmTo0eP8urVK9TU1ESOxMTEBF9fX/bt28enT584ceIELi4uHD16FFNTU7Kysujs7GTOnDkCLpWfn4+3tzdLly6loKCA4cOH8+vXL37+/Cn8DbNmzeLAgQMsWbKE1atXk5iYSFhYGJMmTWL27NmEhoYKc13XzxgWFoaTkxNbtmzh3LlzjB8/nlmzZuHk5ISKigqdnZ1cvXoVXV1dWltbWbt2LaNGjaK8vJx///1XgGnGjh1LaWkpM2bM4MyZM2Kyl5GR8X/rkuDg4O0bNmwQJpbhw4ejqqrKw4cPxcPCx8cHNTU1fvz4wfDhwwWTtmu04+vrS2JiIpcvX6aqqgpVVVVCQ0MFftTY2JiWlhb+++8/3r9/T1BQEIGBgfj7+9O9e3dycnJ49+4dZWVlAHz9+pXy8nJ69uyJiYkJJiYmAga/evVqpKWl+fnzJ1OmTMHQ0JDW1lbc3NxIT09nxIgRwqk7ceJEEhIS+Pr1K5GRkbi5ufH06VOam5vZuHEjenp6JCYmkp+fj5aWFlZWVnR2dpKcnExzczNfv35FR0cHTU1NioqKiIqKYvv27Rw7doxPnz5x4cIFjIyMkJOTE+Gdru74kiVLyMjIEOOjzs5Ompub6datG2FhYQwcOJDu3buzZ88e7t+/z8mTJ7l48SInTpygrq6OvXv3YmZmRklJCRUVFXh4eODh4SF2wKmpqWzYsIGlS5eSn5/P2LFjGTFiBAcPHkRLS0vQciIjI4mPj0dVVVVgUL98+YKxsTGenp4iEWxmZibGaFJSUvz8+ZP+/fvTvXt3du7ciYGBAQkJCVy/fp3GxkbCw8MpLCxEIpEQERHB7t27KS0tJT8/X+gluyAgra2t6Ovrk5qayrVr1xgyZAgFBQWUlZUhIyPDunXrCAoKQk1NjVGjRlFdXY2SkhKJiYn07duX1NRU9u/fj56eHpWVlezYsQM3NzeCg4OZOHEidXV1PH78mGXLlpGRkYGenp6Qrejp6VFbW8ukSZNEfsHV1RUnJyciIiI4fvw4J0+eZO/evVy5coUJEyawbNky9uzZg5OTEw8ePKCzs5MjR46Qn5+PsrIyLi4ujBw5kuPHj3Pq1CliYmIIDg4mODiYyspKMe3R19envb1dWKkcHBzQ09Nj2LBh4kPeyspK3DS7bqtWVlaEhIQQGBjIypUrmT59Ov7+/nR2dpKUlMSECRNQV1dn6dKlorLi7+/PrVu3cHBwQFVVlf79+3Pu3Dl69epFTEwMQ4cOpaqqiuzsbIKCgkhKSmLo0KGiFjRu3Dix13zw4AEaGhpMnDiRpKQklixZwpo1axgyZAjy8vIcPXqUyMhIJBIJw4cPp6qqinv37lFQUMCpU6cAGDFiBBYWFsjLyyMtLY2lpSWJiYl0dnayfv16pkyZQk5ODkpKSqIjra+vT0NDAy0tLZSWloo0rY2NDWvWrKGgoABA4IrNzc05c+YMEokEOTk5JBIJa9asQUNDg6qqKj5+/IisrCxqamrMmDGDe/fucffuXaKiorC2tqazs5OSkhIePHiAjo4Ovr6+okrYZSnbv3+/oLWNHz+e1atXc+DAAS5cuICpqSmOjo6MGTMGWVlZ7t69S9++fYmIiMDY2FjkCHJzc3F2dmbYsGEoKCggKytLcnIyixcvZsuWLf+f6z4mJob29nZmzJgh+uA+Pj6cPHmSkJAQxowZg7OzM2VlZbx+/Vpgo7twnIWFhairq5OXl0dAQADS0tLExMSwc+dOVq1axenTpzl06BDv379n6NChGBgYoKWlRX19Pbdu3RK9f2VlZTo7OykuLkZLS4vu3buTm5tLU1MTZ8+eFYfJI0eO0N7ezpAhQzAxMSEzMxMLCwsqKytZuHAhQ4cOxdbWlszMTEpLS/n27RvW1tYEBgZSU1PDhw8fMDAwYPTo0Xz//p2QkBBKS0uJjIwUXAAjIyMcHR2ZMWMGw4YNo0ePHnTv3p3r168LK1tXDsfKygpVVVUGDBiAh4cHNTU15Ofni8NHbW0t8vLyTJgwAU1NTcaOHcvhw4dFPTc9PZ3W1lYcHR2prKzk9u3b4vVYt24dU6dOZerUqTQ1NVFRUYGsrCwyMjI8fvyY2bNnY2trS2RkJGvXrqWqqoqbN29ibm5OfX090tLS9OnTh4CAAOHC7lKt1tTU0NDQIA4ob9684cmTJ4SFhbF27Vrmz5/Pr1+/kLl///72P//8k9LSUtFNlZeXp729HW9vb3R1dYmMjOTdu3eC3Z2XlydsPi0tLfz777+YmpoKqMTHjx9FNePPP/8UgoU9e/Zw7949Ro4cSWpqKpqamrS1tXHz5k1OnDgBgIeHB3fu3MHc3JwhQ4YwYcIE6uvrmThxIu7u7oSGhuLg4ICXlxcbN27E0NCQDx8+CAnFkSNHMDQ0RE9Pj9bWVqytrYmOjmbgwIEkJSURFBREaGgoqampJCcnY2ZmRmtrKwMHDmT16tX06tVLcMibm5tZvHgxhYWFmJqasnv3bg4ePMjbt29RU1Pj2rVr9OzZk9mzZ3P8+HEiIyNxcnLiypUrjBkzRphqlJWViY2NxdDQkKSkJK5fv84ff/zBrVu3UFVVRUlJCX19fSwtLdmxYwf29vaYm5uLicTixYuZMWMGDQ0NApZfWloq9r2ampqC1CQlJUVFRYUwSvXv35/4+HiMjY25f/8+a9euRUZGRiD/zp49y9u3b7lx4wabNm0iJSUFLS0trK2thbfZ0tKSdevWYWxszNSpU6msrGT69Om0t7ezZ88eAWM5efIk3t7eeHl5ceLECcaNG0dYWBjt7e2CM33//n3WrFlDVlYWOjo64qAVFhaGgYEBYWFheHl5CVnB169fUVRUZOLEiWzevJndu3fz33//UVpaKjr42dnZdMF/oqOjiY2NZe3atRw8eJCsrCyqq6sFQc3Ozo6hQ4fy999/M2jQIBGESk9PR19fn3///VfgdN++fUtgYKAI0xkaGqKurk5tba0wO2VnZ7Nz507mzZtHc3MzQ4YMIS4ujs+fP2NmZsbIkSM5ffo0JSUlnDhxAnl5eXR1denXrx95eXmixvO///2P58+fY2trK246enp67Nixg8rKStGZ7qrXVFZWkpCQgKenJ1ZWVhw+fJhx48bR1taGubk5ra2tlJaWcvDgQdzc3JgxYwa5ubn8999/7Nq1C3t7e44fP07fvn1RUlIiODiYxYsXExQURHh4uFh/9OzZE3V1dXbu3CkALhKJhLCwMBQUFFBVVaWkpIRhw4YxZMgQFixYQFVVFS0tLWRmZjJ48GDu3LmDq6srQUFByMnJYWxsTGVlJYcPH+bdu3ds2LCBvLw8AgMDsbCwoEePHgLt+vHjR169eiXoamvWrEFFRUXwBgwNDUlMTMTBwYHKykpmzJhBY2MjlpaWtLS08ObNG3GYTkhIICYmhkGDBuHs7ExwcDDHjh1jz549/P79m5CQEOrr68nKyuLGjRu8evWKJUuW8OnTJ5GKLiwsRENDQ4AxIiIi8Pf3Z/bs2QLA0QWZqqmpITU1lbt37wphRdcUZtasWbi5uYk9qEQi4d27d5w9e5YLFy5w69Yt0tLSuHXrFvPnz6euro6NGzcSGxvL58+faWhoIDo6mvz8fDZv3oyysjLPnz/HzMyMcePGsWHDBq5duybwvC0tLXh7e4u+cHh4OHJycqxatQpLS0tu3bolqrHnzp0TdbuQkBAWLlxIeno6K1eu5Nu3bwwZMkSgZMPDw3n58iV//fUXp0+fRlZWFmNjYyIjI0lJSSEzM5Nu3boxZswY7OzskJOT48uXLwwdOpS4uDguX74MQI8ePaisrBSwrdGjR6Ourk5rays2NjaEhYWhrKzMx48fBaBp165dLF68mIkTJ/LixQtBZxs5ciTdu3cXz5jv379jampKXFwcZWVl9O3bV9QNDQ0N0dbWRl5ens+fP7N8+XKKiop4+fKlIOL17t1bVMUePXrEz58/0dbWxsDAQOzU7e3t6devH2VlZezZs4fr16+LA9vSpUvFBaBLQezp6YmTkxMBAQFkZ2cLVbOuri7KysoMHDhQ7Py71hSmpqbIHDlyZPuJEyewtbWlsbGRbt268fv3b+FGTk1NxcPDQ8AnXr58iYWFBVlZWWK8pKuri66uLqNHjxa0qlWrVjFw4EDmz59Peno6c+bM4d27d8jLy/PkyRN+/vzJo0eP6Nu3L87OzigpKREWFkZOTg4eHh6sWLGCfv36YWdnx/79+/n8+TMAjo6O7Nixg5ycHLGPamlpwdXVlfT0dGpra+nduzdHjx7F0tKSGzdu0KdPHzQ1NUW3sLa2lidPnnD9+nXs7e0JCgoiLCyMxMREkW598+YNACNHjuT169f07NmTf/75R/hXhw8fzqdPnwSo/vv373h6euLi4kJNTQ15eXnU19eza9cu9uzZg6urK+3t7TQ2NhIQEMCKFSuIjo5m6dKlHDt2jNzcXAYPHsyPHz/IyMjAx8cHaWlphg4diqGhIc3Nzdy8eRM/Pz86OztZsmQJ+/fvF73SpKQkzM3NOX/+PHFxcUhLS3P//n3RiR00aBDR0dHIy8ujra1NcXExmzZt4tu3b/z48UNUc9asWcP+/fv5559/2Lt3r6jHTJo0ic7OTr59+8bnz5/JysrCycmJixcvoq+vj4GBAQoKCnR2duLs7ExtbS2NjY08e/aMNWvWYG9vz927dxk9ejQHDx6ksLBQJF1ramrEuHTGjBkoKipiYmKCubm5qPaUlZUxefJkevfuTffu3YmMjERHRwcVFRXCw8Pp3bs3hoaG5OXlMX78eJ49e0ZOTo7YnXp7e9PU1ERbWxv37t2jqamJFStWcPHiRbKysoTCdPbs2RgaGmJubs6wYcMIDQ1lzJgxBAcHk5ubS3V1Nd27d8ff31+AeeTl5bGzs8PT01M8LLy8vNDS0hLcZEVFRSwtLdHT0yM7O5uHDx/S3t4ukLmXL1/GwsKCoqIikRx/+vQpQ4cOpbOzE3l5eTZs2ICOjg6hoaEsWbKEadOmoaWlRV1dHebm5syZM4eEhASCg4MBOHXqFBs3bmTgwIFiL3jkyBHBTHZ3d6dnz55s2bIFGRkZgYwNDw/nyJEjHD58mAsXLmBlZcXEiRMpLS3FwsKC2tpaysvLefjwIbm5udTU1KCgoEBeXh51dXWoqKiwYMEC5s+fz9OnTzE3N8fFxYXW1lba2tpYs2YNv379YtCgQWhqapKZmcnv378ZNGgQbW1t2Nvbk5GRwefPn7GwsEBGRobS0lJmzpzJ0aNH0dLSQllZmWHDhqGtrY2lpSXV1dV8+PABCwsLdHR0xAHZ2dlZrLFiY2MpKCggJSUFf39/ysrKmD179v9XVfTy8kJbW5vo6GjBelBTUxPBxS4jm6ampoC2yMjI8PnzZ1xdXRkxYgTPnj1DTU2NDx8+COhReHi4mFg5ODiQmpoqgFC/fv1CX19fpIbb2tqwsLDgxo0bTJs2TdQK09LSqKqqYvjw4bx+/Rp/f3969OiBsrIyrq6uvH//nrt37yIrK4uqqqpgFFRVVWFsbExnZyehoaE0NDSgo6ODo6MjU6dOJS0tjd27d4sx9KxZsxgxYgQuLi6itdHR0cHt27dZtWqVyPSsXr2afv36ISUlxZMnT0T7oStPATB8+HD27dtH79692bVrF5MmTSI5OZkFCxYQFRUl6IrDhg1jxYoVPHjwAGVlZQ4ePMjMmTMFKnnMmDHi72bt2rXIysoydOhQxowZw+fPn1FWVubz58/cvHmTpUuXYm1tzadPnwgJCWHcuHFcv36dpqYmEhIS6NatG3FxceLA2KtXLyIiItDS0uLChQv4+fkJEmBpaSl5eXm4uLgQGRlJYWEh7u7u5OTk4OTkJEbiOTk5uLm5kZGRQXFxMba2toSEhCArK4uUlBQZGRn8999/vHnzhkuXLlFRUYFEIuGOKlMaAAAgAElEQVTjx4+MGTOG79+/k5WVxbFjx0SoLjExkSlTptDe3k5DQ8P/vReePHmy/efPn1y6dIkHDx5gZmaGubk5Bw4cQFlZmdDQUJEE/Pr1K87OzhQXFxMREUF6ejpPnz7FxcWF0NBQFBUVqaurIycnh1WrVpGZmYmnpye5ubmcOnWKtrY2bt26xfr16/n06RN9+vQhIyNDdNJGjx7NsmXLOH/+vCA6zZ07lwULFtDZ2cn58+eZPn06TU1NVFdXExkZyZgxY0hISKCyshJtbW3s7OwICgri+PHjnD59WqQNHz16xKxZs/jzzz959eoVAQEBjBo1infv3mFtbc2tW7dYs2aNsNJ0aebmz58vAAtdBK+FCxfy5MkTZs2aRX5+vhDPl5SUUFpayqRJkzA1NaWxsZG+fftiZGTEiRMnhLXo48ePnDx5UqRRuz7gvL29kZeXp6CggPb2dry8vPj16xfJycmoqqrSq1cvXr16hby8PNHR0eKBuGbNGtavX8/gwYMxMzNj586drFixgjdv3ojQj7Ozs0iBdyWM29vbMTQ0ZPz48QQFBeHh4UFCQgKxsbHk5eUhKytLZmYm06ZNIzk5GWdnZ3bv3k1MTAxv3rzB2dlZ0IsMDAyIj49n48aNrFu3jkmTJmFiYoKtrS35+flYW1sLEpqWlhavXr1iwoQJPHv2jJEjRxIfH8+4ceNE7aK0tJTm5mbGjRtHUVERRkZGVFZWCi50V1DJ1NSU379/i7WLp6cnt2/fpnfv3pw8eVJ4iMeOHcuJEycoKirizz//ZMKECWRmZgpF4LZt23jy5Al1dXXo6Ojw7ds3mpubef78OVlZWezdu5cvX76watUqpk2bxoIFC/j06RP6+vrIycmJ22B9fb3IBHSdqg8cOMDLly/JzMzk5s2bovbXBSjqCtnV1dVhbGxMYmIiRkZGuLm5sW3bNq5evUpQUBDnzp1j1apVDBs2TLw2aWlp/P79GyUlJQF8UFdXF6rRgIAAbG1tuX79OmlpaSQnJyORSNDQ0BAYTUdHRyZPnkx6ejrXrl1j6dKlODk5UV1dzdSpU/n58yd5eXmcOnWK27dvk52dzcGDBwkPDxeVt2XLlpGcnMx///2Hn58fPXv2FL7rtrY2Bg0axNSpU0lJSeHRo0c0NDSQmZnJ5MmTuXPnjvCS9+rVi2/fvjFz5ky8vb35+PEjlZWVYjS8YcMGLl68SEREBIqKigQHB9Pe3o6uri4eHh40NjbS2dmJgoICvXr1Ijs7Gzk5Oc6cOcPUqVPR0NDA2dkZPz8/tm7dyuHDh8XXDhkyBGtra+bMmcPff//NpUuXAMR7uetWum3bNp4/f86CBQtEJsHExISHDx+SmZlJdXU1Dg4OZGZmYmxsTGxsrDAhdhEBL168SE5ODpGRkeLW6ePjw6RJkxgwYAB///03Z8+epaSkhNbWVmJjYwEYP348jx8/Fh/+v3794vjx45SXl5OUlMS8efM4c+aMuGxUVVUhLy8PQGNjI2PHjsXNzQ0VFRV+/vzJmjVrWLhwIQ8fPiQgIICAgAAmTpzI4sWLyc7Oxt/fn1evXnH//n3Ky8u5d+8eNTU1eHl5cfDgQaKjo6mqquL379+CGZ+WlsbkyZPp2bMnP3/+FM74RYsWERQUxP79+3n58iU/fvxgwIABPHr0SOiBm5ub0dXVpb29HWlpaYEe/vbtG3v37kVZWRklJSXRMEpPTwegvr6empoakebu27cvZWVleHl5kZeXR2FhIZaWlsTGxjJy5EgUFBTEzfX169dERUXx8+dPkpOTKSgowN7eHn9/f6KiotDX16epqYm7d+8KOVJgYCAxMTG0tbVx7do15s+fz/PnzzE2Nmb58uUMGDCAhIQEUlNTAbC1tSUgIICZM2cKk5qBgQHHjh1j0KBB1NTUoK2tzaNHj7C1tUVfX19MTaKjozlz5gwRERHIJCQkbI+MjMTe3p7x48fj6+vLzZs32bRpEzt27GDatGl0dnZiamrKyJEj8ff3x8HBQThcFRUVefHiBYaGhmzevJkbN27g7u5ObGwsu3btQkZGhoaGBm7evMmXL19YvHix8CJ3VSIMDQ3x9PQkLS2NqKgo8vLyKCsrY8CAAWzatIkzZ84gJSXFyZMn0dLS4vXr16ipqTF79my2bt0qUtNbtmxh2rRppKWl8ddff/H48WP09fUZPnw4KioqDBkyBG9vb3x9fYmJiWHZsmX079+f1atX09bWxvr167l+/TolJSUcOXIEXV1dnj59SlZWltilrl+/nkWLFnH27FkUFRVFqT0oKAhFRUWam5sxMDBg165dKCoqUlZWxh9//EFTUxOWlpZcuHABRUVFIiIiGD16NHp6ejx58kQ8qOrr6xk0aJAY34aGhrJ//34MDAxQVlamqamJtLQ0sXsMDAyksbERZWVlFi1axJEjR+jfv7/wepeVlVFVVcWaNWvQ1NQUuNVt27Zx7Ngx0tPTMTAwEJUFJSUlAgMDsbGxISYmBldXV54/f057ezvt7e3cvn2btrY2vn37hkQiobi4GGNjYx4/fsyXL1/Q1tYmKiqK5ORkoqOjef/+PQsXLqS0tJTr16/Tv39/IXQ3NzcX2k83NzceP35MeHi4QE5WVFQwa9YsIY4wMTGhvr5eICudnZ0JCgrC1NSUlJQUysvL+fr1K8OGDWPo0KG4uLgQHh6Ourq6SKVu2rSJ48eP4+bmxqJFixg6dKjoSCYlJeHn58eAAQOYNm0av379ws/Pj5aWFvLz8zl06BARERE0NDQgJycnDg+1tbU8fPgQbW1tampqsLW1ZevWrVhYWJCQkMDGjRvp06eP4IBPnz6djo4OXr58yZgxYygoKKClpYUTJ04wduxY/vvvP0aNGkVzc7M4sefl5eHq6srcuXNRU1MTPGaABw8esGPHDkaMGEFERATr1q3j3LlzTJo0iR8/fnDp0iUhlbhw4YIQPmzbtk1ANXr37k2vXr2ora3FwMCAwYMHI5FIePjwIWvWrKGzs1OsWwICAgQcwtjYmE+fPnHkyBEuXryIvLy8mAokJSVRW1vL/v37ef78OUVFRYILb2FhIeQRXchTFxcX3r59y+XLl8nKymLfvn1IS0sLZKqGhgbr1q3jyJEj3Lt3T/x+o6KicHV1pbi4WKyoPDw8WL58OZ6enmJvHhISwty5c5kxYwazZ8/+/w6/u3fvpqWlhezsbKZMmUJcXByKioo0NjZibW1NSkoKAwYMYOPGjaK+1RX4KywsxMjICD8/PzQ1NVmxYgWbNm1iy5YtdHR0MHHiRPz9/Vm5ciX9+vUT+uDc3FzCw8Px9PTEzs6O58+fs3btWiZPnsymTZvo6Ohg6NChnD59msDAQPLy8jh//jw7duzA3Nxc+LKNjIyQSCRoa2uLym0X4a6oqIjGxkbmzp2LkZER9fX1mJmZsXXrVmpra/n06RM+Pj5UVVUJV8CZM2fo1q0biYmJHDp0iAkTJqCkpMSDBw/4999/iYyMRFZWFkNDQwYPHoympiZ3797FwMCA5uZm8vPzSUtLY+XKlbS3t7N3715sbW0JDw9nxIgRZGVlUVFRgbu7O0VFRRgYGODv78+IESO4e/cuxsbGAvFZV1dHS0sLkydPprGxUWQ8TExMhL8+JCSE/Px8ysvLCQwMpLW1FU1NTRwdHTl+/DgTJkxg5syZmJubM3z4cA4cOICZmRkBAQGoqKhw9OhRFi1ahJycHG/evEFVVZUbN27w/ft3Lly4gIaGBrq6umhpaSEnJycEIfHx8fj7++Pr60tBQQGbNm1i8ODB2Nra0tHRwdu3b1m8eDF5eXmYmppSXl7OgAED6NGjByNGjBA+d3d39/+Py66qqsqECRMoKytDQUEBJycnKisrCQsLQ6a2tnZ7z549uXz5MgYGBvz8+ZMBAwZw/Phx1NTUyM3N5devX6iqqhIVFYW7uzufP38mODiYhoYGAgMD8fb2JioqigsXLrB//36ePn3Ky5cvqampITw8XKDduoI6MjIyxMfHIycnh5eXF+Hh4bS0tDBq1CihaWxsbMTJyYk9e/Zga2uLkZERqampbN68mZEjR1JSUkJycjIXL15ESUmJoKAgAfRYsWIFMTExTJw4kfj4ePr27UtMTAwGBgbiNlpQUMCKFSsAeP78OR4eHrx9+5bx48ezcuVKtm/fztSpU3n69CknTpzgypUrolvXdYPq8qF++/YNHR0d/v77bxobGykqKhImr+fPn2NnZ4e+vj4FBQVYWVlRWFjIhAkTkJOTY//+/fTv35/BgwdTXl7OixcvOHDgAGvWrKGiogINDQ3a29vp168fvXr1IiUlhcOHD9Pa2oqysjLJycnIyMiIFKhEIiE/Px9PT0/U1NQEIzcjI0PQl0pKSigsLOTJkydifNWrVy/S09MFSCI/P585c+YQGhqKiYkJRUVFSElJ8e7dO/Hhf+PGDXJzc3n//r3w8J44cQKJRMLVq1fR0tLCwsKCadOmERISwowZM1BSUmLIkCEcPXqU5cuX4+joSGBgIJWVlSJ3UFFRITR3P378IDk5mbVr1/Ls2TPs7e1Zu3Yt58+fp6SkBC0tLTZv3sydO3eYPXs2o0ePprCwkIcPHzJ//nzGjh2Lnp4eQUFB5Ofno6GhIX4vffv2ZdOmTaxdu5adO3diYWEhoPttbW0i8BgSEsLKlSuFWH7y5Mm8ffuWo0eP4ufnx65du3j16hVfvnzB2tqazMxMtm/fztu3b3FwcMDIyIgjR47w/v17KisrWbZsmRh96+vrU1RUhKOjoxCcbNu2jfT0dOrq6vDz80NGRgY3NzeamppISUlh3rx5wsluZ2fHzp07SUpKYsuWLSgqKlJVVUVzczNxcXEUFhZib29PUlKSEAiUlJRw7949sX4yMzMjOzubpUuXCijKihUriI2NZerUqQA0NTUxZcoUCgsLKSsrw9TUFF1dXZYvX8758+cJDAxES0uL9PR0cZjtWjNoaWlx+vRp5s6di7+/P8+ePSM7O5vm5masra0xMDBg/fr1IuuRmppKa2srVlZWBAYG8unTJ6ytrZGSkuLEiRMEBATg6uqKu7u7WMMkJSVRVVVFdHQ0Wlpa2NjY8ObNG3bu3CkkFrdv38bW1laIItauXcvYsWNRUFDg4sWLImD1+PFjLCws2LZtmyAoDho0SIyLp02bhouLC7q6ugwYMICioiIqKioELCUjI4MzZ87w8uVL9u3bx8iRIwWHocsQ+Ndff/H9+3fhcL5586bgPfz48YNTp04RGBhIcHAwd+7cISkpibt373Lq1CmSk5NRVlbm7NmzgpHetbOXlpbG19dX7OS1tLRYuXIlFy5coKOjgw8fPhATEyMmU4MGDSIiIoKRI0eSkZEhICD9+/dnx44dok4lLS2NiYkJ/fv3Jz09HW9vbywsLNiyZQvV1dUioDt9+nRu376NpqYmFRUVgjw4ePBgVFRUePLkCRKJRDjou7rcJ0+eJCwsTAS66uvrcXNzw9jYGBUVFSZOnEhERATjxo3j/fv32NnZkZuby19//YWCggJXrlzh2LFjgpHep08fQkND8fX1ZdKkSeTl5WFubs727duxsLDgw4cP6OjoUFtby/DhwyktLSU8PBxzc3NKS0sJDAykqalJtKEMDAwwMzOje/fu+Pn5ERISQklJCQoKCvTv35+IiAg0NDTo3r07ly5dora2FkNDQ7S0tNi3bx/19fXY2tpSVVVFWFgYtra2QpTz9etXMjIymDt3LvLy8ly+fJmbN2+SmppKfHw87969w8zMjI6Ojv8biTs6Ooox08iRI8nPz2fChAn4+Pjg5eXFpEmTsLOzY8KECaSlpREXF8eHDx+Qk5PD1dWVpqYmxo8fL+b58+bNw9jYGBMTEyZNmsTDhw/577//kJaWRkNDQ7hae/bsibGxMT169MDd3Z26ujocHR0BSE5OZvny5VhbWwuu+eTJk+nXrx+NjY0MHTqUSZMmMWfOHFpbW1FTUxO81759+4qT46BBg8jNzWXgwIHU1dVha2vLwoUL0dPTQ05Ojl69erFy5UqePXvG+vXrhc3o+vXrPHz4EA8PDzo7O2lsbERdXZ19+/axefNmkRzuom/FxMSgpaVFYWEhN2/eRFtbGx0dHYqLi0XVycHBgcuXLyORSPDx8WH+/Pls2LBBnKw2b97Mpk2bWLlyJRs2bEBGRoaamhoqKytpa2sjNjZWsH0fP35MSkoKERERREZGsnHjRiQSCZcuXRK1g7t37zJx4kSCg4OJiIgQuQEVFRXxR5Kfn09lZSWxsbHY2NgIelZ8fDz9+/dHR0cHiUTChg0bWLduHSkpKQQFBXHkyBGWLVtGR0cHdXV1TJo0iSdPnqCnp4eLiwsvX74kOTlZhBmnTZuGjIwM58+f58CBA8yaNYuUlBQ6OzuxsbHh2rVrLFmyhLa2NiQSCRYWFqipqYkHwfv378UffGhoKH369KF///60trZy9epV1NXVMTAw4P79+1RWVgpamYyMDGpqakRGRjJ58mShQT1z5gyxsbG4uLiwZ88eWlpaBIHt3r17REVFkZOTw9OnT3Fzc6OsrIzKyko8PT15+fIliYmJJCYmkpaWxt27d8Uu08XFhYiICObOnSuyAl29/pMnT6KgoMDBgwcpKSkRNZ/q6mqqqqr4+fMnEomEM2fOEBcXx/Tp04V2s66ujuvXr9O7d2/y8vJoamrCwsKCJ0+eICMjQ2FhIUVFRVy9epWAgAAaGhoEVz84OBgvLy+sra358OEDY8eORU5OjtzcXEpKSigoKCAnJ4eamhrOnz8vdLkTJ04kOjqamTNnMnXqVA4dOoSUlBQSiYQrV66Ih82jR49oaWlh5MiRXLlyBT8/P8En19fXF971bt26oaGhwZYtWzAyMhJwpvv371NcXIy8vDzdunVjxowZqKqqoq+vz7p16ygvL0dXVxdfX1+Sk5ORlpbm6tWrKCsr09DQgKKiIjo6OnR0dNCrVy8WLlzI79+/KS4u5sqVK1RWVuLk5ISsrCxlZWWYmJhgb2/Pq1evqKysRFZWVuQJ0tLSWLhwoQhctba2YmlpiUQiIT4+XtDCDAwMRO6mq3aoqamJvLw8enp6pKenU1xczIIFC5CSkuLff/8VKx0rKysyMjKora0VGGMrKyva29v5448/UFJSQllZGSMjIz5//kxqaiqZmZlYWVnRp08fwsLCyMrKEtkPKSkpMTr/+vUrwcHB6OrqYmJigpOTEwYGBoLGNn/+fHGI09TUxNTUlLlz5zJ8+HAyMzMZO3YsGzdu5MSJExQXF2NgYEBoaKho0EhLS1NWVkZFRQUZGRkMHDgQOzs7ioqKWLt2LZGRkRw7dkzs/x0cHMjNzWXz5s00NjaK77fL8Ojk5MS3b98EhbC9vZ23b98iLS3N7NmzOXr0KADW1tbU1dVx8uRJXFxckJKSorm5GSsrK/bs2cO8efMwNDTk9u3b+Pj4iOfS7NmzGTlypFAxy8nJoaurKyZ7FhYWQork5OREQ0MD7e3tZGVlIS0tjYqKComJibi7uxMSEkJoaKiY4AF0dHRw7tw5CgoK2Lp1K6qqqlhaWtKzZ08xhfr+/TuvX78mOTlZrBg9PDx4/vw5/fr1Izs7m3fv3tHR0UFrayujRo1CT09PoEydnZ05ceLE/9m6HBwctp8+fRo/Pz9Onz7N3bt3sbS0pE+fPuzYsYOvX7+SlZVFZGQkYWFhODg40K1bNxobG2loaOD379/s27ePFy9eiFtP1ynqzZs39OrVi87OTmRkZMjMzKSsrIz8/HwkEglfv37l/fv3mJubk5qaSk5ODl++fOHJkyeYm5tz//59EhMTcXNzQ1FRkS1btnDhwgUuXLjA3bt3xdimW7du+Pn5cfXqVSIiIkhMTCQ3N5cdO3YQFxdHUlKS4FK/ffuWV69e8ePHDz58+MDu3bt59uyZ4GmXlpYikUgwNjbGz8+PPn36oK6ujr29PTIyMsyePZtDhw7Rr18//vjjD5KTk7lx4wZKSko0NzeTl5fHyJEj0dLSQlZWlsuXL5OSkoKHh4dA83XR0by8vKitrRWHHmVlZXJycjh//jyZmZls3LiRvLw8Pn36hJeXF1ZWVoI93NrayooVK9i7dy8rVqzgr7/+Esztt2/fUllZia+vL/Ly8uTl5eHn50dpaSkjRoxAVVVV7NZ9fX2RkpJi7dq1ZGRkcOjQIdLS0vj+/Ts6OjrihnLkyBF69uxJcHAwRUVFTJ48mWPHjqGnp8fLly+Ji4vD3d1d0JRycnIoKSmhsrKSefPmiXbB3r17cXZ2JjY2FldXV3r06MGsWbPQ19cnMzOT1NRUysvL6d27N3p6eoSGhhIaGiqmFDU1NbS1tYnD4dixY/Hz8+P3798UFRWJulJ6ejpFRUWoqKigoqKClZUVmpqaFBQU8PTpU5ycnOjZs6ewGnXZfSZOnIimpiZTp04VARNjY2NkZGTEAaGLZuTk5CRQlPLy8igpKeHq6kptbS11dXVoa2sjJSWFgYEBZWVltLe34+PjIw6pysrKzJs3j6qqKoEqnTp1KhERETx79ox3794xZ84cjIyMxJvb2dlZhBy7MLeJiYns2rWLFy9e4O3tzZcvX5CRkRGHRTU1NX79+kVLSwttbW20tLQA8M8//wgQzLhx44Ret76+XogSioqKuHXrlviey8vLxQHU09OTjo4O2tvbWbVqlahLrVixAn19ffz8/EhKSkJfX5+AgABiY2Px8vJiwIAB6Orq4unpSXR0tIBSSCQSjIyMxARqw4YNaGtrM3jwYEGJ6+I96OrqYmxsLIhgffv25devX4I6GB8fj7W1NYmJiYwbN4558+axa9cu1NXVcXJy4u3bt+KDICoqCh8fH6ysrBg2bBhfv37F0NBQUNUaGxtRUFAgNTWVlStXkpubS1paGiYmJkKa1BXA7aKzvXnzhoCAAL58+UJsbCx9+vQhPj4eHR0dEhIS0NHRQV5enoSEBLZs2SKsfF1qUT8/PxH2amxs5Pv372hqanLhwgV8fX1FoLIrIPfixQsUFBRQVFSkra1N0ARnzpzJ169fWbp0KR0dHRw/fhwtLS2Sk5NpaGggPj6eb9++UVFRIeQTGhoaYu11/PhxlJSU6NGjB9OmTePRo0fU1NSwevVqkSNZvnw5lZWVdO/eHWlpaby8vMjOzmbMmDF8+PABDw8P6uvrBS+7oKCA27dvo6CgQHV1NUVFRcjIyJCUlERFRQX5+fmoqKgIGUn//v1FrbK9vR1HR0c8PDzo06cPb968EUKj06dPU1dXJyqopqamSElJoa6uTlZWFg8fPqSoqIj8/HwAVq5cyZcvX6isrCQzMxNlZWViYmIEjKjL862goCC0wV1cgbdv3+Lm5iYuE7q6uty5c0eQ2vr06UNDQwO/fv0SvX15eXkWLlwouuddq6CWlhYeP34sptzz58/n1atX3Lhxg/z8fFJTUzl+/DgSiQSZ06dPb//+/Ts1NTUMHjyYx48fs2/fPvGiOzs709LSwo4dO9i9ezf5+fls3bqV169f8/r1a4yNjXny5AkODg64uLgIw9O///7Lo0ePxJhJIpFQW1vLnDlzxO63qamJ1NRUBg0aJOhDzs7OJCcn07dvX8zNzUlJSaGqqgobGxskEgkuLi6YmpqSk5PDr1+/uHXrFvv27SMlJYVx48Zx+PBhnJycsLa2xt7eHikpKSGb19DQQFVVlc2bN3P27FlOnjwpcIRdpLXdu3eTkpLC0aNHkZOTIy4ujuPHj3Pt2jXMzc158eIFgwcPFqe0Lv73+vXrmT9/Pl+/fsXOzg5ZWVm6d+/OtGnTsLOzExrRly9fMnHiREaMGCFA9F1C9NmzZ4ueaJfYXUZGRqQzdXR0ePXqFVJSUhw9epRly5axfv164uPjsbKyoqWlRVDeHj9+zN27dyktLRWUMXt7ewYOHIiTk5NAcGpqajJt2jSys7PZvHkzGhoarFixAnd3d3GzsLGxoaWlhbS0NEHcSkxMZP/+/RgbG4s9d319PfPmzaNnz56MHTtWpE7nzJlDfX09v3//Fl3FrgPNnTt3xI1szJgxYqLTxU7uEotIS0ujpaXFqFGjBOnLyMhIYB+7+vc/f/4kJiaG7OxsmpqaeP36tVDl3bt3j5KSEvz9/Xn58iUrV67k2LFjnD59mj179vDs2TNRU8vOzmbWrFliEiMlJYWNjY0AeLi7u+Pv78+cOXNYsmQJSUlJXLx4kfz8fFExGTZsGBYWFpSXl1NTU8OqVasYMGCAyCy4ublhZmZGXFwcf/31F8eOHWP79u3ExMTw69cv3r59S11dHevWrWP58uVcvnyZjRs3YmxszLNnz2htbRX/PnjwIOPHj+fp06fk5eWxZ88ebGxsWL58Of7+/gwaNIi1a9eyYcMGnJyckJaWpqKiQjic79y5w+LFizEwMCAtLY0BAwawe/du5syZg7a2NtLS0tjb2wsi1/v373n27Bk1NTU4ODggLy9PVlYWAwYMEEn7xMREIiIisLKyIiYmBiUlJSwtLfn69SvR0dEAFBcXo66uzu/fv+nWrRvh4eFiOvX27Vu0tbUpKysjMDAQR0dH+vbty8GDB6mqqqKwsJD4+HhMTU1RVFREXl6e8+fPk5aWxs+fP9m6dSuhoaHcunWL3bt38/fff+Pu7k5ERAQVFRWYmpqKkOjChQvR0tJCVVWVnz9/isCXpqamqGtZWloSHR0tOtxd06QXL15gb2/PpEmTKCkpISkpCX9/f9zd3QkICKBfv350dHQgJyfHzp07SUlJYdGiRQK2c/LkSby8vASSWElJie3bt9Pe3k5BQQGjR48W9MOuAFpVVRVBQUHi/x46dCgeHh7Y2Nigra2NsbExoaGhFBQUMG/ePJFxePToES9fvmTWrFkcO3aMpUuXAuDt7c2ff/4pao8+Pj60tbUJRn9oaKjQ8Lq5uXHy5ElWrrYLDRwAACAASURBVFzJmTNniIqK4vPnz2KKeO/ePY4dO4aGhgZBQUFi4jB9+nQxfezKGn358oUFCxZw5MgRdu7cyf379xk8eDBVVVXo6OiQlpYmgpWzZ8+mvr6eYcOGsX//ftatW8fAgQPFxMDMzAxXV1dqamrIzc1l/vz5lJaW8ujRI27evImdnR0/fvzgxo0b3Lhxg9bWVvLz83n+/Dndu3fn9+/fHDp0iG/fvuHh4SFocklJSfj4+PDkyRPk5ORYs2YNr169IiwsTECOunSac+bMoXfv3ly6dEk43evr67l06RL+/v5cvnyZgIAA1q1bx44dO8S6RlFREQcHB0pKSkhISKChoQEzMzP09PTYt28fEyZM+D9wiqqq6nZLS0tR1UhISKClpYWnT5+ycuVKkQ7vqvGUlZWJ/mCXqae2tpZXr17h6+tLdXU1a9euZevWrZiZmWFnZ0dlZSUSiYS8vDzBcu266j98+JDnz59TWFjIsGHD6N27t5AuVFRUiF3F6tWrmTx5spBrLF26lOLiYi5evMiIESMwMjLC09OT8PBwPn/+jKWlJe7u7vj6+vL+/Xs0NDSEpGDbtm24ubkBiBdIU1OT/Px8hg4dikQiITs7m+HDhxMXF0dubi579uzhf//7H79+/UJWVpbq6moCAgJob28nLi6OgoIC5OTkaG5uRlZWFi8vLx48eMDTp0+ZPn06enp64gbeVW8JCwvD29ubhoYG0tLScHNzQ1lZGQ0NDZKTkwkICGDPnj0cOHCAqKgoli9fzunTp3n69CmLFi1CX1+fmTNnMnnyZE6ePImjo6Po6HalI6dMmcKjR4/E3qeiooLDhw9z7949tm7dSkxMDPv378fPz4+amhomT57M6tWryczMJDk5malTp6KgoMD//vc//v77b6SlpYmKikJPT49Dhw7h7u7OzJkzKSkpYezYsVRXV5OTk4OWlhbbt2/Hx8eHbt26sXz5cp4+fcq4ceNoaWmhrKyM69ev4+7uTnl5OZ2dnZSWlvL582d69uxJUFAQ2dnZ2NjYEB8fT0VFBdHR0Tx//px//vmH9vZ2UlNTcXR0RF1dnXv37jFhwgRaWlrQ1tYWqk7J/+Prvf9y7v8/7nulXbQ+iUjS0hShyIhoUYqGzamM7L3FGTo5bRGyR3bJaWYUiVJKaVBaVLRIaWldP1zX8brdvr9c/oMOx/F+v17P5+Nxv3fpQkZGBpqammhpabFq1Sqys7NZvXo1BQUFHDt2jEOHDuHn58f9+/fp3bs3ffv2RU5OjjNnzqCvr09QUBBLliwhJCSEESNGUFJSQnl5OStWrBATiUmTJlFZWcnMmTPx8/MjLi5OAF/u3r3L6tWrmTVrFurq6kJIYWhoiJeXF7W1tXTp0oW8vDx69OhBVFQUBw4cEFCJ0NBQrl27hp6eHmZmZixZsoSePXsSGBjInDlzWLlyJe3t7fj4+KCrq0tKSgqbNm0SsKMtW7YwdepUdHV1uXTpkhgzSoh2+fn53Lx5k4qKCiEPMTU1RV5entWrV+Pp6UmXLl0E87ygoED0Y2VlZXF1daW1tZVly5Zx69YthgwZIoKqnz9/FlzvL1++UFJSwo0bN+jWrZtQynbv3l0cstzd3fnz5w81NTVUVlZSVVXFkydPGDVqlEjNSmqMixcvJisrC2dnZzZs2ICVlRWpqal4eHgIDoHEjy25bUkUrC4uLjQ3N4u/a+LEicK8ZmVlJRChkkS3ZOIjqZCVl5cLa+DPnz+pqKjg169flJaWEhISgra2Ntu3b0dTU5OIiAhiY2PR1dUlNzdXcP87OztJTExEQUGB2bNnc//+fSGFWLp0KUeOHMHe3p78/HwmT56MjIwMt2/fZvr06URERGBvb8/9+/d58uQJ8vLyxMfHY2lpSUhICEOGDGHPnj1UVFTw6NEjqqurMTAwICUlBRcXF3GonDVrFpWVlezatQtXV1d27NhBWFgYQUFBAjPc0dEh1L7Ozs60tbWhoKBAW1sbDQ0NvHnzht69e2NgYEBLS4tgz1dWViIjI4O7uzutra3isKOoqEhRUREWFhZMnjyZ7Oxsxo4dS11dHTk5OcI5LxGJ1NbWoq2tTVtbG66urhQWFuLl5SUaDO3t7YLX4O7uLm642tra9OzZk7dv36KiooKmpiaDBg3i169fdHZ2Mn78eG7evMmqVasErreqqkow5CsqKoiPj0dVVZWOjg6ROamvr8fW1pYZM2aQmppKr1698PT05MePH0ydOlUcClxcXOjXrx+PHz9m8ODBKCkpUVhYyIsXL/j8+TP29vbCWmdnZ4erqyvy8vK4urqKA1i/fv2Ehrm4uBiZb9++bZcEoCoqKrh69Srx8fEcOHCAXbt24eLigoqKCkpKSoSFhXHgwAEuXbpEVlYWixYtQlpamuHDhwtOaklJidgxKygo0LVrV3EqNDY2xsvLCx0dHfr06UNNTQ2fP39GRkZGhHNkZGR48OABUVFRPHnyBD8/P2xsbNDW1sbKyordu3cL8pC5uTmqqqoUFRVx9+5dnjx5wpIlSzA3Nyc6OprKykr2799PTEwMGzduZMqUKejp6TFmzBiampoEPOLFixcYGhqio6NDUlIS79+/Z/LkyRgZGTFz5kxBc5IYn37+/ImVlRUzZ84kLS0NCwsL5OTkMDMzo3///igrK5OdnS14witXrsTExIS3b9+yadMmoVibNm0aOTk5BAcH4+fnR2ZmpmBne3l5kZeXh5ubG1JSUhQWFnLx4kVcXFyorq5m8+bNQhiirq7OgwcPRPBLopNrbGwUggULCwvu3buHi4sL+fn51NbWilCcra2t2J92dHTw7ds3bGxskJaWxtHRkby8PJYvXy72nUVFRZiamlJZWcnx48eF/7ahoYFTp06xdetWIZGRnDZPnTpFXFwcLS0tjBo1SsA+mpqaiImJEWx2CV62oaEBd3d3+vTpg4mJCd26dRNUuW3btuHg4EBsbKzQOUoOfTo6Ori7u3PmzBnc3d1paGggPDyciooKjhw5gqOjI8OHD2ft2rV4enoKA5uioiJbt26lvr5ewP579uyJjIwMJiYmhIWFcfjwYfGyLSoqYvXq1RgbG9PR0cGTJ0/4/fs3kZGR7NixgxUrVuDh4YGrqyvS0tJYWFgIuEdGRobQV0p+H8+ePcPR0ZH09HQWLFjA9OnTyczMZPjw4SxduhQPDw+qq6sJDg5m+vTpTJs2jb179/L792/KysrYuXMn165dw9raml+/frF48WKsra1RU1Pj3r17Aik7fvx4RowYQUJCAtbW1hQXF7Njxw527NjB9+/f2b59O8rKyoSFhYnbdXx8PJWVlXR2dpKUlIS5uTm3bt3i9OnTtLW1YWNjQ0FBAd++fRO74/79+3Pu3Dk8PT1RVVVl9+7daGpq8vz5cwYNGoSSkhIJCQmkpaXh6elJdnY2rq6uYuWxatUq1NTU2LRpE0lJSWzYsIG7d++yaNEisrOzOXTokAhjDRw4kA8fPtCrVy8sLCwwNTUVDmkbGxsxGezfvz+ampqCxDVz5kySkpL4+fMnN27cEEKT69evizVSVVUVQ4cOxdPTk4aGBgoLC2lsbERFRYXbt2+zfv16li1bRnJyMvb29sjJydHQ0IClpSUZGRmCF66rq8uMGTPIz89nz549xMfH09jYyJkzZ5CWlqZfv34MHTqU/fv3C964BJ+Zn59PSEgIu3fv5vfv32RmZrJjxw5+//6NhYUF8vLyHDx4kMOHD+Pm5oaCgoIIaTU2NlJeXo6Xlxeurq5s3LhRrA5yc3Pp1q0bEydOpL29XdAZTUxM2Lt3Lzk5OWhpaQlG+ocPH2hpaeH69euiUiupcU2ePJmtW7cyZswYdu3ahZSUFH5+fkyZMkW0KCT2OQluc8mSJQQFBeHv78/ly5dpamoSrgPJ73H58uXIycmhra1Namoqubm5DBw4kPv37xMTE4OzszN5eXliFREbG4uxsTGvX7+moaEBLS0tnj59iqWlJc7OzkyYMIFHjx7R0tIi1gDbt29nypQpnD17VmQK1NTUUFBQYMGCBUI/Kisry9KlSzl+/Lhwn8vLy9PU1MTevXvp06cPvr6+fPv2jWHDhrFp0yZKSkrEOywhIYHdu3dTWlpKZmYmd+/eZcKECdTX19OvXz8aGhpQVlZm8uTJrFmzhuLiYtLT0yktLcXJyYmjR48is2rVqu2fPn0iPz+ftrY2gZvr7Ozk5cuXVFVVsWnTJgoKCli6dCmenp5YW1szevRocSN3c3PDxcWF9vZ2Lly4IAhZEpiFBCoiCVrU1tby69cv5s2bh6+vL69fv0ZVVZWzZ8+Keb2kV5qdnU10dLRIiTo4OIiT0MOHD0lMTGT69OkUFBRw5swZGhsbCQ8PZ/bs2fj5+VFWVoazszM6Ojo0Nzfz/Plzdu/ejbGxMcnJybx+/Zpjx44xZcoUvnz5Qnl5OWPHjsXW1paKigqKi4vp0aMH8vLy4oM2NDTEzs6OgoICoqOjmTZtGiYmJowaNQp1dXXMzMz4/v07V69eFWPu3bt3M3PmTG7duoWLiwvdu3dHTk5O3CIiIiKYM2fO/1E/Xrt2jX79+hEYGIiUlBRxcXFMmjSJXr16CWWgjIwMp0+fRl5eHicnJ9TV1bl8+TI/fvygtLRUgAW2b9+OmpoaVVVV6Ovr899//2FhYUFbW5u4if369Ys/f/7w6NEj/Pz88PDwYOnSpezevZtLly4J7J+FhQUFBQXCnyxJ8ScnJwv3cGhoKOvWrRPiAEnfUE9PT3xRJeESBQUFger09fUlMzNTTB0MDQ2Fpau2tlZ0GisqKvD09MTGxobLly8zYMAARo4cSWdnJ69evcLc3JwzZ86wefNmUlNTefToEdbW1kRERJCfn8/EiRMpKirCy8sLT09Pfv78KYxwGRkZrF69mocPH4oDq66uLqmpqWKaNHPmTE6ePIm6ujpv376lsrISX19foQeU/Pi7dOki6nDjx4+nrKwMGxsb0bkfO3YsMjIyFBYWsmXLFjw9PcnKyuLHjx+sWLGCS5cuiTCd5Ec/ffp0Ghsbqays5OjRo8TExAjmdmVlJerq6uzatYuDBw+yceNGWlpamD9/Pn/99ZcIFg0cOJC1a9eioqJCREQEK1euxNTUlOPHj3P//n1kZGTIzs7GyckJIyMjZGRkePnyJYMGDRKH18jISLZt28Zff/3F3bt3aW9vZ+jQofz9999kZmbi4uJCSUmJ8PxKGg1tbW1IS0sLApWUlBTt7e1oa2szdepUbt26Re/evdm/fz+PHz+mtLSUkpIS5OXlSU5OJiAggOTkZLp06cI///zDw4cPGTBgAFlZWWLUbmZmxrp167hx4wZTpkwR67PHjx+jpaXFiBEjUFBQQEpKijdv3ogUuJycHLGxscyaNYutW7cKdrak062rq8v79+8FwKiqqkpkNSQ7TgcHB7Zv3y4OPBcuXGD06NH4+fnx7ds3Ll++TNeuXQkMDGT9+vUYGBggJyfHsWPHCAkJYf/+/RQWFgp85b179/D29ubDhw/Y2dlRXV2Nj48PoaGhFBUV4e3tLaBBpaWl/PjxAykpKW7fvi3Y+jo6OmKfmpKSQlJSEmPHjuXNmzd4e3szbdo0mpqa8PLyoqysjKFDh4pcydy5c0lPT2fGjBlUV1fTv39/Fi1aRGFhIdra2hgZGZGVlSWeiY8fPxbExE+fPnH48GGsrKyEM6CtrQ13d3euXr0qMk4/f/6kb9++ODo6EhwczM6dO0W1V0FBQTRh7O3tRYXu1atX6OjooKamhrm5OUpKShgaGmJtbY2Ojo7QDvv7+5Obm4ufnx9ZWVmoqqqSkZFBRUUFffr0YdSoUTx8+JCwsDCKiopwd3cnOTmZkSNHIi8vz+bNm4mNjaWsrIzCwkIRmqupqcHMzAxnZ2c6Ozu5cuUKZ8+e5cOHD4L2+Pz5c0JCQli1ahVnzpwRkx8rKyv09PQ4evQora2tmJiYUF5eTkZGBgMHDhTPmIMHDzJx4kS2bNny/2JQhw0btr2kpARXV1cx+ujSpQs/fvzgyZMnjB8/ntbWVoFs7Nq1K7q6uqJXKS0tLWoN0tLSTJkyhZ8/f4r+9Y4dO+jbty+7d+/my5cv5OTk8OnTJ86cOcOLFy+Iiori6tWrQpGpqamJh4cH6urqIvHbo0cPkpOT2bVrFzExMZiYmFBZWUlcXBw9e/akqKiIUaNGMWbMGNTV1dHQ0ODQoUNkZWUhIyPD5cuXiYmJobCwkHXr1nHu3Dmam5sBGD58OJmZmTx79gxVVVVKSkpISEigra2N1NRU9PT0iIuLE2G5oUOH4ujoyMqVK1FWVsbJyYn09HSam5vx9/fnwYMHHD16lFGjRondRrdu3bCzs6N///5UV1czaNAg8vLyhGrRw8MDMzMzbt++TWlpqUjhnz9/nqysLDEmlMgN0tLS+PHjB4mJiXz69Alzc3N27NjBkydPmDlzJuPGjcPPzw89PT2io6MxNjYWFRiJptDX15devXrh4OBAfn4+48eP5+vXrwBs2LBBkN00NDSoqanB1taWhw8fUl5eTkJCAuvWrePx48dcuHABAA0NDSGDkHQgFy5cKOpxsbGxTJ06lejoaI4fPy7Szf379xdd8VGjRvHq1SsmT55Mt27dmDFjBr179+bly5e0tbWJk3xQUBAXLlwQOsjNmzfj4+ODpqYm0dHRuLi4UFxczJw5cxg2bBjBwcHMmDGDLl26cO3aNQwMDDA2NqaoqIiRI0eybNky/vnnH9avX09iYiI6OjoiNDJ16lTmzZvHkiVLGD58OC4uLjg7O/PlyxcqKyupq6tj4cKF2NnZkZeXR69evcTBrqamhry8PEpKSpg1axZSUlK4ubkxaNAgjh49ypIlS1i9ejUGBgasXLmS1atX8+TJEzo6Opg3bx4PHjxg0aJFlJSUoKurK0JXsbGxREZGoq2tzZgxY8TNZtasWSxbtozi4mKWL1/OqFGjyM3N5fr16yxevJj6+nqWLl3KkiVL+PbtG2vWrOHw4cP8999/9O3bl4kTJ2Jubs7BgwdJSUnhz58/JCUlERsbS0BAgKj3SIh5Xbp0wcHBAS0tLeEdkNCfJFWfb9++iYTx0KFD+f37N9LS0mL1YWVlJWxiks57U1MTkZGRgs4VFxdH9+7dycjIwN7eXpANc3NzWbt2rQhy/vvvv5ibmyMrK4uxsTGtra2CFxEZGUlJSQkBAQF8//6dY8eOkZqaSllZGY2NjYIEOGTIEJqamrhy5QpbtmwhOTmZffv2MWbMGIqLi4UBqrOzEw0NDfEANzAw4OHDhyJAVVJSgpGREc+fPxeim7q6OjZu3IimpiYjR47kzJkz9OvXDzk5OSZNmiTALS9evCAkJEQQ66qrqxkzZgyFhYXCsldcXMyuXbt4+/YtERERXL9+HWNjYx49esS6devEDdPIyIg+ffqQm5vLkCFD2LRpE/7+/piammJmZkZ2djYODg6UlpaycOFCDA0NOXv2LMbGxrx580a8sOrr6zl48CDm5uZCCbp582a0tbUxNjamX79+ZGVl0dTUhJSUFGfOnCE8PJxBgwZx4MABSktLMTY2JiMjg6ioKOGOMDAw4P79+6JnLdG/SqyQkklhUlISS5YsEcQwSVJdV1eXqKgo3r59S319PVpaWmzduhVtbW3CwsKwsrLiyJEjuLi4CPDLo0ePKCws5Pnz5xQWFnL//n26devGxYsXcXR0JC4ujuDgYEpLS3n79i179uwhICCAgQMH0q9fP2EfNDQ0ZM+ePbx9+5awsDARfL1w4QJRUVFERkaipKTEpUuXGDVqFFu2bGHcuHFMmjQJaWlpWltbaW9vZ8GCBXz//p0FCxaIXr+dnR0NDQ1Mnz6dvLw8ioqKsLKyQkZNTW27hCYUGRkp6E9z587FwMCA0NBQGhoaGDBgAHFxccyfP5/Pnz/T3NzM3r17ef78OVpaWkhLS4vA1sePHwUwRFlZGRUVFVxcXHB1deXMmTPMmDGDTZs20dTUhKWlJWpqaqLvaWNjQ0dHB8OGDWPu3Ln06NGD8+fPC0ypZC/u4uKCnp4ec+bMQVNTk5cvX+Lg4ICrqytKSkosWbKElpYWNDQ0iIuLw9fXl69fv2Jvb09MTAzl5eWC57xw4UK2bduGnJwcZ8+eJTk5mQMHDtC/f39qa2u5evWq8NtKeMLdunUTwP7s7GxUVFQwMjLi6NGj1NbWYmhoSGpqKsHBwXz58gUjIyNaWlrYt28fTk5ODB8+nMDAQNLS0li+fDmHDx/G3t4efX191qxZg4WFBUeOHBF9QMkLYPfu3SQlJaGrq4ubmxt6eno8e/aM6upqAgICsLOzExrCrKws9u3bx9WrV7GyssLX15f4+HgcHBxIT0/nx48fqKur4+joSFFREfv372fRokUU/39u1wULFpCcnMzdu3eRkpKitLSULVu2YGhoSEREBPLy8nh4eJCdnU14eDhaWlr8+PGDsLAwevXqxaNHj8jJycHHx4evX7+iqKiIrq4u8+bNQ0VFhZiYGPbs2cP06dOpq6sTIJ4PHz4I61NOTg7q6uro6+tjaGiIurq6qHvcuXOHCRMm4OjoSFNTE3/+/OHevXvo6uoK89bQoUPJyMggISEBW1tb9u3bh6WlJUOGDCEpKYlu3boRGxvL8uXL8ff359q1a+jo6DBmzBjevn1LfHw89fX1pKamigqahYUFkyZN4vz58+Tn57NhwwZaW1spKCjA0tKSTZs2ic9UktdoaWnBxsaGgwcPYm1tzatXr3Bzc+PIkSMEBgbSt29fVqxYwaRJk7hw4QLm5ubo6+vz8OFDgoODkZOTY/PmzTx8+JBhw4YxY8YMMQ7Nzs4mMzNTgGwsLCzYs2cPenp6hISE4OXlhYeHB1u3biUjI0PAJS5fvsz8+fPFmqZHjx4YGRmxceNGIiMjBYJTwly3t7dn0KBBuLm5UVJSwufPn/n58yd37tyho6ODPXv2YGJigqysLL1796ayshIFBQXk5OSwsrJCU1OTwYMHi7peY2MjDx48EGNPeXl5NDU10dbWZuTIkQJ8069fP3r37s3w4cPR19cnOjqaqKgoRowYgbq6Otu3b+fjx49kZGRQX1+Po6MjBQUFBAYG8v37d5SUlHBycuLp06e0tbVRUVGBra0tK1as4OnTp4JsN3bsWJSUlAgMDCQjI0P85iQHS4lw57///mP27NlMnjxZuKklq6V///1X3Jpra2vp378/v379Ij4+/v/4xlVUVCgsLEReXh4TExMOHjyItrY2tbW16Ovr8+LFC3x8fFi3bh05OTkCuvLq1Sv8/f3FuNrZ2Rk7OztaWloYMWLE/0nlx8TEiDxHS0sLjx8/ZuzYsdjY2Agvw+bNm6murhYVuefPnxMQEEB+fj7dunUTGNXNmzczePBgrKys6OzsJDQ0lGfPnomb+unTp1myZAmlpaX07NmTmJgYIiIi8PT0REFBgaSkJOLj46muriY3N5f6+nqam5upqKggKiqK0NBQunXrho6OjsBgR0dHk5mZSVJSEvX19dy/f5+MjAw2bdqErq4uysrKlJeXU1tbS21tLW5ubly+fJnw8HA6Ojqora0VKwYJ2EryPujo6KC4uFjAaSTWOXl5ef73v/+Jg+afP3/w9PSkqqpKhOja2tqE8MXQ0JDq6momT55MQ0MD8vLyzJ8/n8rKSnx8fGhububy5cskJiZy4sQJ0tPT2bhxI3Jycpw4cYJ+/frxzz//4OnpyezZswU7ICgoCEdHRzIyMggLC2P37t1s3boVmcOHD29PSUnB399f+KLv37/PjBkzKC0txcDAAD09PaSkpPD29ubYsWNER0ezevVqDh48iLKyMuHh4axfv14A+8+fP8/v37+pr69HTU0NOTk5bt++TXFxMXV1dTg5OfHjxw/Cw8M5cOAA8+bNY968eTx+/JjevXtTVlZGWVkZCxcuJCMjAxkZGfr27StGT3Z2digpKVFSUkJsbCxtbW10dnbS1tZGe3s7vXr14ubNmwKtOnbsWBISEsTLafny5aKHLPkPl3DPbWxsOHbsGEVFRYLGpaqqysuXLyksLKSqqgp/f3/Ky8vZs2cPCxcu5NKlS8TExDBgwABu3LiBl5cX8fHxjBo1irq6OtLS0vD19SU2NpbZs2eTmpoqqjOSW/u0adMoLS1l79693Llzh4aGBqqqqgR17PHjx2zZsoVLly6hrKxMYmIiurq6GBoakpOTQ2BgIOvWrUNVVVXoUKdNm8arV6+4e/euUHAOGDCAhIQE7Ozs+PjxI+rq6vTo0QMtLS1UVVWpqKjg5MmTjBw5ks+fP7N27VrBM1ZVVcXU1JQPHz6wevVqevbsKU6VGzZsoLS0lNraWhYuXIiNjY24aW3btk3svU+cOIGZmRkA27dvp7W1lYaGBnr37k1cXBzPnz/n7Nmz1NXV0dbWxogRI8jNzeXr16+MGjWKnJwcfv36hZ2dHV27diUmJob169fT1NTEvn37mDBhAm5ubty+fZvNmzezdu1aDAwMsLOzw97envnz54sX7ejRo3nz5g1fvnxBX1+fQ4cOMXr0aCH+MDY2Fql/e3t7Tp06RVBQEBMmTGDHjh3Mnj2bf/75h/DwcJ4/f46pqSnJyck0NTXh5OREe3s77969Y9CgQUhLSxMdHc2KFSu4cOGC2KOqqqqydOlS9u3bx82bN/nvv/9Yv34948aNw9/fn8OHD/Pr1y/OnDnDP//8g4qKCk1NTTx+/JiXL1/S0NBA//79iY+Pp6qqij9//uDh4cHYsWNxdXVl7NixnDx5kszMTObNm0d1dTVfv37l27dv6OjoEBAQwMmTJ4XIJioqioqKCiwtLbG1taWwsJBx48aJFPqFCxfYsWMHMTExeHl5oaqqSkhICEuXLhV7ZW9vb/bu3cuAAQMICAggODgYDQ0N6urqiIqKwtbWVmRIJFjV9PR0LRSRUQAAIABJREFUYmJikJaWJj4+nszMTFETk5eXR1tbm6tXr3L69GkxLTIzM8PAwICrV6+K0OiYMWNoa2vD1NSUFStW8P37dzH2tra2Jisri7S0NFavXo2bmxsRERGkp6dTUFBAz549uXnzJrdv3xaNiry8PJ48eYK/vz+FhYUMGDAACwsLvL290dXVZcOGDUycOJE9e/Ywbtw4oqKieP36NbNmzWLixInk5uYKtOaHDx+YPn06SkpKVFZWsnbtWmJiYqisrOTGjRuoqKiwevVqpk2bhoeHB9++fcPPz48TJ05QVlYmJj9aWlpipzpo0CDu3btHamoqtra2AGzatEnc/Pv27YuqqqqYjiorK1NdXc2HDx/Yvn27eC6ampqyfPlyFixYQG1tLS0tLRgbGwuz3+vXrwkODiY9PZ2EhAS8vLyor6/nzJkzXL58mbKyMo4fP058fDxZWVk4ODjg4+PDlClTyM3N5eTJk7S3t7N27VqeP3/OnDlzUFBQYMuWLRw+fFhkmyTEzAcPHpCfn09FRQWFhYUYGxszd+5c1NXVaWtr48CBAzQ2Nop3lpqaGn/99Rd6enpYW1uTkZHB1KlTRZ4iOTmZ9vZ2hgwZwsmTJzl48CAjRowgJCSEdevW4ePjw6NHj7h27Rq+vr5UVVUJ7/fHjx8F8rVPnz4AyMnJ8fPnT2Gic3R05MOHD7x48QIvLy+0tbUpKCigo6ODZ8+eMWjQIPT19YmMjCQ7OxtdXV0B5ZKVlWXGjBk0NjaKGuCDBw84f/48Xbp0QU9PD39/f5qampCxsrLaLhFASHbSjx49ws7Oji5duhATEyN2MRIHq5eXFwcOHCAvLw91dXV+/PiBlZUVZWVlGBoaEhcXx8ePH5k3bx4NDQ1cv36dI0eOICUlJWDxxcXFgih1/fp1Ll++TGpqKqmpqURHR/Pu3TtsbW3Fzrlnz56sXbuW4uJiEUCYPXs2ycnJ2Nra8uzZM3bs2MF///3H8ePHWbZsGQkJCRw6dIhHjx6xatUqMU40NDQUUvFjx47x8uVLHB0diY6O5vHjx5w7d070rBsaGoiOjkZJSYng4GCOHz8uHlJBQUHMnz+f4OBg8dmUlJQwaNAgXr16RXp6Ourq6qSnp4veopqaGnV1dfTs2RMdHR1kZWV5+fIlbm5uTJ06lcTERLKzs5k0aRKFhYWsWbNGiAHk5OTo6OigsrISY2NjkpKSiIyMFKakXbt2ceDAAUaOHImWlpbQbEr6fuvXr2fdunXs3LmT9PR0MY6SkH66d+/Oz58/UVFREVCUy5cvi5WEJGy1a9cunJ2d0dPTIz8/nxkzZlBcXIySkhKqqqrExsaSmJhIYWEhOjo6HDp0SLDqu3btSvfu3fHx8UFWVpZ+/frRrVs3VFVVuXbtGhcvXiQiIoJevXqRkpLC5s2biYmJ4cSJE0Ks0NHRgbOzM7KysmJdk5ubi7KyMm1tbQQHB/Pvv/9y7do1vnz5ImhesbGxzJ07l4KCAvz9/QkNDUVZWRlNTU0UFRXZuXMnEyZMQFdXl1u3bvH06VPa29s5d+4cWVlZ3L59W5iGtmzZQkVFBWPHjiU/P58fP37QvXt3zp8/j6+vL6amppSVlYlcgcTx7eXlxZEjRxgzZgx3794VKeLc3FxB55ozZw6HDh0S65sjR47g7u7OwYMHkZGRYcmSJaSlpfHx40fMzc05f/48W7dupaqqit69ewvGc//+/Xn//j06Ojp4eHgAoKioSGJiIl27dmXs2LEiQV9TU8OKFSsIDQ3l/PnzLFiwgIiICAoLC1FXV0dRUZHa2lpkZGSYN28eFy9e5PLlyxgZGaGjo0P//v0xNjYW+taePXvi4ODA9+/fhUwkPz+fhIQEOjs76du3LykpKSgrKzN69Gi6dOnClClTRIti9OjRjB8/nkmTJlFVVcXJkycJDg5m2LBhPHz4UNxcZWVlGTBgAF5eXgwfPhwHBwe+fftGcXExLi4ueHt78+DBA3bs2EFpaSn5+fl07doVKSkp1qxZw4cPH3j+/Dlubm64urrS2NjI4sWLxTjbzc0NbW1tBg4cyNixYzl+/Dj6+vps2bKFESNGcPjwYWpqajh+/Di7du0S8At1dXW+ffuGl5cXLS0t9O/fn7///pu8vDxSUlKoq6vD1tZWrAQkF5JFixZhaGhIZmYmra2tnDhxAm1tberq6gTFy83NTUzwzMzMmDZtGkpKSgQEBLB8+XLU1NTQ0tJCW1ubN2/eCFPVxYsX2bp1K7GxseTk5KCiosLAgQNpbm4mPj6e3bt3Cx5+ZmYm8vLy/Pr1i549e6Kurk6/fv3w8PDgzJkzGBkZISsrS0lJCRMmTCA8PJz//vuP58+f8/PnTxobG3F2dubSpUvMmzeP0NBQ0YLQ1tamsLBQ3J7Xr19PamoqcXFxvH79mtDQUKZMmUL//v25cuUKfn5+JCUl0dTUhLu7Ozo6OrS2tgpsbVhYGNbW1mIdcPDgQe7evcu///7LsGHDOHz4MMbGxvz48YOPHz/i4+NDUFAQnz594s+fP8TFxWFnZ8eJEycYNWoUDg4OKCoqkpCQwP79+3FwcGDv3r0kJSWxePFiTp06RV1dHcrKyqJjDdDe3s6MGTMoKSkRn29lZSVLly4lPDycEydO4OvrS0FBAYmJibS2ttLY2MjRo0cF/tbR0ZGAgAD27duHnJycMIpJPOgyy5Yt2z548GDev3+PtbU17u7uwpPa2dlJcXExffr0obW1VYyPDA0NuXPnDqGhoZibm5OUlERpaSnOzs5UVVWRkZEhBPGSXcz79+8JCAhg27ZtqKqq0t7ejqqqKk5OTgQGBhIaGoqGhgYxMTGMHDmStrY2AgMD2bNnD3369OHz589YWVnx/v17QRTr27cvVVVVKCsrY29vT1hYGOvWrRPi8jVr1hAZGcnff//NpUuX+PLlCz9//sTOzo7Ozk6+fPnCpk2bcHd3R0FBgaFDhyIlJcW+ffsICQlh3rx5IlFsaGiIr68v27ZtQ0FBQXCSd+/eLQTnpqamYo85cuRInj59SkhIiPgS6OnpkZKSwpIlS1BWVubt27d4eHigoKBAUVERysrKjBw5kitXruDv74+5ubno0zo5ObFgwQJ27NhBS0sLtra2Ipn7+vVrfH19OX78uMBAqqmp8fTpU7p06cKtW7ewsrKira2NS5cuMWHCBK5evUpWVhYWFhYsXrwYHx8fNm7cyPr169mwYQPTpk3D0NCQ1tZW+vXrJ0Z+1dXV5OXloaioSGVlJQYGBpSUlNCrVy9hKXrx4gVGRkbk5+fj5uYm0qWSBL6dnR2HDh2isbGRkydPYmlpSXFxMebm5uzZswdFRUUuXLiAjY0Nv3//pnv37rx584bw8HBRaXn//j1Xr17F0NBQ1GGUlJRISUlBQ0ODU6dOYWxsTHl5Ob9//2bgwIG8fv0aW1tbVFRUCAkJYebMmSgqKnL27FkKCgpQUVHh/v37fPnyhe7du9OzZ08yMzOZM2cOmZmZ7N+/n/r6ejZu3Iifnx9//vwhOTmZESNGcOXKFcaPH09+fj7Dhg0TFbCMjAw6OjqoqamhqKiI379/8+zZM4HulNTKKisrmTRpEl27duXq1asMGTKE+fPnExoaio2NDaqqqvz111+YmJgwevRopk+fTn19PatWraK5uZmysjK+ffuGnZ0dPXv2xNbWlsDAQJqamujo6ODXr19MnTqVFy9eUFFRIR7SDg4OhIaGsm/fPhITE+no6BC4Wn9/f6KiotDU1OTZs2fU19fj4uJCamoqgwYNYu7cuVy9elX0Vu/du4esrCx+fn7s3LmT7t27Y2NjQ01NDcrKysjJyfHgwQPWrl1LRUWFCOWtXLmS//3vfzQ1NQnO+I0bN/jz5w/nzp3D3d0dTU1Nxo8fz9ixY1mwYIEw5s2aNYvAwEB69OjB7du32bZtG/Ly8lRUVIj6pqqqKufPn8fT05OPHz8ybtw4IiMjcXR0pKGhQXAGDh8+zLhx46isrGTNmjXiMDBmzBiqqqoIDg7m+vXrmJub09HRwdGjR4mNjWXw4MEoKyvj5ubGtGnTiIyM5N27d8yePZt3796xYcMG1NTUxEFj+PDhNDc3c+jQIWpra1m8eDGysrJoaWkJCU1gYCCKiooC13v48GGOHDnC58+fefjwIYMHDxaJ7pUrV+Lq6oqenh6HDh1i+/btyMjI0KtXLxEQ27lzJ5MmTWLcuHHCwqeqqsqRI0dYuXIlf/784cWLF2zfvh0HBwdmzpzJ58+f2blzJ71792bmzJl4eXlx8uRJAZLx9vZm5syZvH79mg8fPuDt7U1zczN+fn7cuXOH+/fv4+TkxOnTp0lJSaGkpEQcvK2srOjTpw/l5eU8fPiQgIAARo4cybhx46irqxMyqeXLl6OsrIyhoSFv377l3bt3DBgwgK5du6Kvr8/s2bMFilkC01m8eLH4XTg4OKCmpsbEiRMJCAhAWVlZTJeOHDkiqr5FRUX4+PigoKBAjx490NXV5ebNm0RHR+Ps7Iy9vT3jxo3j2LFjvH37Vtzym5qauHv3LtOnT0dLS4vw8HCRrxg3bhzz5s0T/A0tLS06Ozvx9vZmw4YNLF26lOzsbMzMzDh9+jSWlpZ8//4dHx8f/vrrL86ePcu8efMED+Tu3bvIyMvLb1+4cCEpKSliNPns2TOcnZ0FFvHq1atMnjyZL1++cOjQIV69eiV6dEePHkVNTQ1lZWVcXFxoaWmhpKSEv/76i5CQEKysrBgyZAgpKSmUl5djaGhIXV0djx49EjuwxMREIRnfv38/UVFRmJqacvDgQTQ0NFi/fr1ADM6ZMweAMWPG8ObNG3Jzc2lubsbU1BQZGRmuXr2Kq6sr/fr149ChQyQmJqKsrExpaSmjR4/mypUrjBgxggMHDjBx4kRu3rxJUFAQq1atwtfXF3Nzc5qbm0XivKOjQ6RPu3XrxuvXr6mtraWmpkaMiLdv346HhwcvXrzg2LFj2NraCn2ekZERL1++pLKykhUrVogHi6SLLcF4ysnJ4ezsTGBgIImJifz777+8ffsWXV1dEhIShLDC1NSUiooK9uzZw8WLF9m/f784NUpJSXH+/HmGDx9OQ0MDZmZmwm1rZWWFjo4OM2bMoL29nc+fP7NgwQKWLVvG9u3b6ezsJCUlBR0dHSwsLNDU1KSxsVGsLgICAlBQUBDJUTMzM7p3746vry+rVq3i9u3bnDhxguHDh2NkZISNjQ1ZWVmYm5sTGhpKfHw8Y8eO5ffv32zYsEHYcU6fPk2fPn3Ytm0bjY2NtLe3i4RmYWGhAJxIGNhJSUl0dHSwa9cuSktLCQoKEmsBKysr0tPTmThxImpqaqSlpQFw584d3r17h4GBAZqamqSkpLBt2zbS0tJoaWmhR48ehISEoKKiQvfu3Tl79izKysrU1tYSFBTEtWvX2L9/P/fu3ePLly8MGjQIY2NjsrOzmTlzpjgIfvz4EU9PT9LT05GTk2PatGl8+vQJOTk5vnz5wsCBA8nNzcXQ0BBjY2MSEhLYtWuXSJ/26dMHaWlpDA0NuX37NrNmzRLVpunTp3Pnzh1UVFQoKyvj5cuXPH78mH/++Yfy8nK+ffsm+PGysrICp5iamoq9vT2ZmZmiz5ydnS0Oq4WFhdja2nLx4kUSEhLo1asXr1+/5vv37+Tk5GBubs6KFSsEv9rT05Nz585RUFDAly9fSElJwd3dXdz4vb29OXr0KN7e3qSnpyMtLc2pU6dwc3MjLCyM06dPC9aCxDM8bdo0Fi5cSFtbGxoaGjQ0NJCWloaVlRUmJibcuHGDnJwcunfvzpw5c5CSkuLw4cPo6+sTGxvLz58/xX43ICAALS0todcMCQkhNzeX3Nxc5OTkqKmpoaCggIaGBjZt2sT9+/eFkEEylQsJCcHS0pJPnz7Rr18/VFVVUVRUZN26dejp6eHj48Py5cvF6qGwsFBkf4YOHYqCgoJYw0mCbPr6+kyfPp3Hjx+jqalJYmIixsbGODk54ejoSGRkJNOmTePevXvs37+fpqYmrl27xsqVKzl//jy2trY8ePCAzs5OHj58yNmzZ6msrERDQ4Nly5YRFRUlOuRbtmyhubkZS0tLdu/ezcaNG0lJSSEtLY2jR4+Sl5cHwPHjx2ltbUVLSwtlZWXevXtHc3Mzd+7cEUCR0aNHs2jRIl68eMH+/fvZunUrLS0tJCcnU1ZWRteuXenbty9jxoxhwYIFqKur09DQQF1dHVJSUhw/fpydO3dy9+5dUlNT2bZtm8iJtLe3M27cOJydnTl16hQ/f/4UAWYNDQ2uXLnCzJkzxUS2sbGRwYMHIycnh5ubGytWrGDu3LlUVVUJfO+cOXMwNTUVtr3p06eza9cunj9/TmxsLKtXr8bCwkIQEKWkpLh27Rra2trExsby6NEjsR6cP38+AQEBvH79mlu3btHR0SFWBnfu3BGTQX9/f+Eq37t3L7q6uly7do0fP36Ql5cn4DAbNmwQB/u1a9fS3t5O7969CQoKomfPnkydOhVXV1ccHR3p3bs3UlJSvH//nrS0NGJjY3F3d0dm4cKF2yUdyaamJgYNGoS5uTl5eXn8/fffmJmZMX36dKqrqzE0NCQ9PZ3c3FzCw8NJTk4WX3wDAwN27twp+otqamrMmzdPPDj27t0rKGdBQUFYWFgwfvx4JkyYQG5uLn379qW8vJxr166xdOlSLl++jI+PD35+fmzZskWkxuvr67l06RJ5eXkkJCRQXFzMtGnTePPmDRoaGjx8+JDXr18LypRkJDR8+HBWr14tbrQTJ07k3bt3BAYG8vjxY6KiooRqrri4GGdnZ/FjnDBhgni53L9/n/T0dAwNDUlOTmbRokU8ePCAhoYGNDQ0iI6ORkpKiv/9738iRCfZzSxdupTfv3+jqqrK4MGDaW9vZ9u2baSkpNCtWzcRqvP09MTU1JRHjx5x//59HBwcaGho4P379ygoKJCSkoKBgQEJCQkYGxszZcoUmpqauHHjBn/99Rd//vwR+5eXL19ibGxMbW0t586do7W1laSkJMzMzJgwYQKLFi0iIyOD7OxsduzYQW5uLkeOHKGqqoqioiLMzMxobm7G2dlZ3DJXr15N9+7duX37NhoaGlRUVAhH7vXr1/H29iYhIYEnT54IAtzp06fx9vamd+/eFBUV0aVLFwCR+lyxYgWKioqYmZmRkpIidonBwcEEBwezePFihg4dyoEDB3BzcxPJ3vz8fKSlpfn16xfl5eXCT/7nzx/S0tJQVFRk4sSJTJo0SdycVVVVsbOzIzExkUePHgloS0dHBzk5OcyaNYv+/fsLo5anpye9evUiNzeXpqYmHBwcGD9+PAYGBty9e5cTJ06wcuVKMjIyKCkpwdvbWzADJAzzzMxM3r9/T2NjI+fPn6e8vJyBAwcSGBgoRq2nTp2ivb2drl27snTpUjQ1NcWk6uvXr7i5ufH06VPU1dXp3r07K1asQEVFhcbGRl6+fEnfvn0JCgoiKyuL+Ph4bGxsaG5uJioqCi0tLRITEwGIi4tj9OjRTJs2TaRQJfAhST/46NGjmJiYcP36dQYNGoSXlxc7duzA1taWu3fvYmJiQnt7OyEhIdTV1WFnZ4e1tTU1NTVMnTpVpKhNTU1RVVXlxo0btLa2UldXJ8xjgwcPRkdHh127dpGbm0tISAjS0tI0Njbi7+9Pa2srFhYWBAYGUlZWxtGjR9HV1aVv375MmTKF6upq/vrrL378+MGtW7eIiIjg8OHDNDc3U1RUhJ+fH2FhYaipqeHk5ISsrCzW1taCq/3gwQPRC5aM/ZOSkrC3txc+5vfv36OhocGbN28EbCk0NBR1dXUcHByE8MTe3h5lZWUyMzORlpYW/HR5eXlCQkKEgyEzM5Ompib09PTo2bMn0tLSfP78GRMTEyEskqwo7t+/z6dPn3jy5AmWlpZMmTKFjx8/Eh8fz+vXr6mpqRHM+w8fPiArK0t1dTW/fv1i7dq15Ofn4+zsTElJCSYmJigqKnLjxg3a29spLy+nvr6eAwcO8OrVK759+4aZmRktLS1ildm1a1d+/fpFe3s7NTU1TJo0ifnz54vsiqSO5Ovri7e3tzisdOnShaamJiwsLBg9ejSqqqqoqqpy8OBBvnz5IlYrlZWVeHt7C21pYmKiqA52794dIyMjFBUVhUNbAoDq27cvJiYmJCUlYWJiImRBeXl5QtYhoQAaGBjQ2NhIt27deP/+PYqKiqxYsYK4uDhSU1Opra1FV1eXwsJCPn36REpKCkFBQURGRuLv78/FixcpKCigoKAANTU1YV6UTFrd3d3p3bu3CBWvWLGCW7duceHCBSwsLDh06BD//fcfjx49Ql1dnfb2dhwdHVFRUaGzsxNtbW0SEhJoaGhg8eLF1NTU0NrayowZMxg6dChNTU0MHDiQxMREFi5ciEzPnj23z5gxg6qqKjo7OwkLC+Pbt29cv34dDw8PjIyMiI6OFrerc+fOoaWlRVhYGFJSUkyYMIHJkyfz69cvpKWlCQwMxMPDg5iYGGxsbNDQ0GDz5s1UVFQwYMAAJk+ejLOzM2ZmZhw4cICBAwdy8OBBhg4dKpjaY8eO5dy5c0JJJumuSW4EEoJVaGgoaWlpYuy4fPlyli5diqGhIW1tbXh5eXH37l3+/vtv0tLS+Pz5M6NHj2bIkCF8+PCBHj164OrqyosXL4iIiGDo0KHIyMhw8eJFodA8dOiQeCB//fpVJF+rqqo4e/Yszc3NXLhwgc7OTiwtLens7BTouubmZn79+oW8vDyZmZkkJiayZs0anj17RlFRETk5OYKT6+TkxPnz50lLS6O8vBxpaWlMTExISUnBwcGBxYsXY2JigqOjo/j7tLW1uXz5Mubm5kybNo3bt29z5swZTpw4QVxcHGVlZWIcM3DgQNTV1dHR0aG4uJioqCgCAwNRUlLi9u3bAn7j5ORETk4OX79+5cOHDwwZMoTi4mKampr4/v07BQUFFBcXM3nyZK5fvy4QqytXriQ8PBwlJSXCw8PFPubx48dYWFiwa9cuwsPDOXjwIP/73/84fvw4169fx9fXl5s3b3Ls2DFBp1u4cCF///03GhoazJ07l3fv3mFnZ8fBgwdZtWqVIKE1NDSQl5eHi4sLZ8+e5evXr4SEhKCpqcn9+/f58+cPRUVFSElJ0bt3b96+fUtOTg5du3alpqaG8PBw1qxZw4gRI9i7d68I1NXV1REWFoaRkRGzZs3i8OHD5OXlMXz4cDo7O6mtrSU8PFxUrV68eIGLiwsBAQFcuHABRUVFLl68iI2NDRMmTBBu4rdv3zJs2DCcnJyoqKgQ5qHhw4fz5MkT5syZw99//42KiooAnTx9+pTfv39TUlLCqVOnGDp0KPr6+jg5OREQEIC1tTU/fvxg0KBBWFhYcO7cOXx8fBg+fDgJCQmMGDGC6upqysrKiIiIECM6yfdWQguT2I6GDh2Kr68vpaWlmJiYCDf8uHHjUFBQEPmDf/75h8GDB1NQUMCVK1d4/vw5ZmZmgjwm+du/fv3K06dPUVFRwd7engcPHjBp0iRKS0sxMzOjtbWVrl27inDa7t27OXToEEePHiU9PR0TExMyMzNxdHRk2bJljBkzBjs7O65du4axsbFQ8U6ePFlMBOzt7TE1NWX37t00Njby/ft3ZGVlUVNT48+fPzg6OlJXV4e6ujqtra34+Pgwf/58FBUVOXXqFJMmTaK6upqIiAjevXuHg4MDx44d482bN7S1tTFx4kQOHDiAtbU19+7d4+vXr1haWvLw4UMMDQ1RUVHh+vXrvHnzBg8PD86dO4eDg4MQmnTt2hU1NTXKy8t59uwZOjo6SEtLi3zLly9fRIjS0tISJSUl2traRAf88OHD3L59G21tbWHNsrGxYezYsdy9excfHx8iIiKEhS07O5vx48eTkpIinoVjxozB0dGR4uJi3NzcGDBgANra2igoKDBp0iQyMjLEhLWiooI3b97w6tUrUlNTkZGRwc/PD3t7e1JTU/H09CQnJwcLCwtKS0sZOHAgHR0dlJWVoaGhQVtbm/BF+Pv7Y2hoKKxyks9Ugub88+ePgEFJtJU5OTmkp6czYsQInJycSEtLEyvVgoICysvLcXR0xN7envfv3zN16lRGjBhBdHQ00dHRVFVVMWvWLDQ0NHB1daW4uBhXV1dhnfz586fg+UsUuO7u7mK9kpCQwMyZM3nz5g1xcXGiA/7x40chDIqMjOTnz58iFCsZoUtJSVFeXk5nZycfP36kpqaGnz9/kpWVRXt7O1lZWSgrK9PR0cGWLVt4/vw5nz59IigoSOhKX758SVBQEDdu3ECqs7OzUyKl//HjB4MHD0ZPT4979+6RnZ3NypUrxZc9JycHPT09CgoKxC2ltrYWWVlZIiIiKC8vF+aW9+/f09HRwbZt2zAxMeHevXvo6+tTU1PD6dOnefXqleh9FhcXU19fj46ODm5ubvTr14/q6moKCgpwc3OjV69eYqn/6tUrMZZWVFSko6MDTU1N9PX1GTduHOXl5aLr3aNHD0aPHk1eXh737t2jqKiIO3fuMHr0aJSVlYUBRrKDqq+vp0uXLrS2ttKnTx8RuPv+/TsKCgpIS0uLkb9kr2ljY8O1a9cYOnSoUMZJfMWSQFVaWhr19fWEhYWhpaXFt2/f2Lp1K+rq6nz48IHi4mJiY2Opr6/H2tqazs5OcahoaGhAX19fWKfu3buHm5sbAwcOpLS0FEtLSxQUFHBxcUFOTo6CggJOnjzJtWvXGDBgABs2bCAnJwcFBQXmz5/P/98/XV1dxo8fj46ODvn5+eTk5Ii9qYuLCxEREeLhYWJiwps3b+jbty9PnjxBVvb/Yes9o6o81zbaSV/govdepXcREUSwi4q9RYlGY43GmJi2Y9SYRI1Ro9udxGhiN4oFGwooKFKkCQhSBUR6771zfnyDZ4wzzvF3xtDAWu8TH4NaAAAgAElEQVT7PPd9XXMq4OnpiZycnFhbjI3Xx3rjYw8qHR0dqqur+f7773n16hUyMjKUl5eLXa+ZmRmjo6Ns3bqVt2/f0tPTQ3l5uTik6OrqisqUmpoaAAMDA0gkEn7++We+++47tLS0BECjra2NgYEBoakbm4yMjcyTkpKEoaq+vh6AxsZGFBUVMTMzQ1NTk6CgIKqqqsRNZAxEYW1tTVdXl3gpBAQEoKioyIEDB3jz5g2KiopIJBLBoQcEirSyspKZM2eKndrYznIsmToWdlJRUREUOSMjIxQUFDAyMiIwMBAVFRVGR0dRUVGhpqaGt2/fYmZmRkBAACUlJQwODopMx9itOT4+nqVLl9LV1SV+dnp6eigqKqKhocGTJ09QU1PDz8+PrKwskcYuKipi+fLlxMbGEhQURG9vL+Xl5TQ2NlJbW8vGjRtpamrixYsXfPPNN9y8eRMlJSXxu3dxcSEvLw9NTU1u3LiBv7+/qLe8fPmSRYsWoaWlJapkra2t3Llzh6lTp4pkrrGxsWDDP3r0SBwoqqqqUFFRETCMsX9HcHAwdXV1AMycOVNYzoqKirCysqK6upq4uDjKyspobW1l+vTpmJiYiN/bs2fPcHV1JSMjAzs7O+Tk5AQFr7e3Vzjara2txarJ0dFRJMrb2tqwt7entbVVwIxu3LjB2rVrycjIwNvbGx0dHSIiIgQ//siRI0gkErS1tamvryc8PJza2lrU1NRwcnIiLy+P/v5+FBQUmDdvHlFRUSL4ZGhoSGdnJ/39/SxcuJCCggJ8fX2ZNGkSJSUlqKqqkpOTI2QmSUlJDAwMiOdZRkYGzs7OXL16VWQnXF1dsba2pri4mPHjx2NnZ0dUVBRWVlYkJibS3Nws3M3z5s1DR0eHkZER7t+/z9u3b/Hx8cHX15f+/n5KS0uZOXMm2traPHnyRGQpzMzMqKuro6+vT1T5NDU1OXz4sECXlpeXo66uTkFBARMmTMDOzo7ExEQaGhooLCykra1N9OiVlZXp7+/H29sbNTU1zpw5g4aGBlOnTqWqqoqoqCjBVNfU1BT2vfLycpG9qK+vZ/r06WJt29XVxaRJk9DS0kJbW5v+/n4kEokIvzo4OAhc68jICMXFxXR2djI0NISMjAzKyspYWFiIjJaamhodHR2EhYXh4uJCdHQ0JiYmnDp1SjyTt2/fjqKiItbW1lhbWyNXX1//g5ycHCdOnODKlSuEhoaKytO4ceOIjY1l8uTJNDU1CTOLqakpysrKPH/+nIsXL4oR8Vhv+ejRo1y8eBEzMzO6u7tRUFAgLCyMwsJCgoODefXqlVim+/v7c+zYMXR0dJg9ezaXL18mPj6e4OBg1NTUSEhI4OrVq5w/f55///2X6OhoVFVVqaysxMnJiT///JPJkyfj5OQEwKNHj5CXl2dgYIDW1la+/PJLbt68KWABWlpaLFy4kEePHlFXV0dISAhnzpxhwYIFvH//nsLCQj777DOOHDnChg0biI6O5vXr10RFRSGVShkeHmZkZIQTJ05QX19PTEwMb9++ZdKkSSQnJ5Oamoq5ubmoHFlbW2NmZsaOHTvw9/dHSUmJBw8ekJmZiZeXF5s2bUJPT4/JkyczZ84cOjo6BId89erVLFu2DAsLCzo7O6mpqWHbtm0cOnSI+vp6bt26JR7qhYWFZGZm8sEHH/DNN98wMjKCvLw8nZ2dtLe309zcTGJiInl5eSxfvhyAbdu2YWhoKBLT1dXVFBUVoaenR3FxMRkZGbx48YJjx47h4eHBqVOn2LFjBxcuXGDbtm3s2LEDW1tbLly4QGFhoWCa//HHHwQEBKCnp4eWlhZnzpzBwcGByZMnExYWxs6dO4W6MS8vj19//RUjIyMcHR3x8vLi1KlTHDp0CBMTE968eYOpqSl1dXW8fPmSn376ibi4OJYtW0ZNTQ3379/H3t5ewDO2bNlCfn4+CgoKHDhwQEx/ioqKxGfNxcWF7u5ujIyMyM/Px9raWgjlx/CeHR0d4gaampqKuro6169fZ3BwULygx9LklZWV7N+/X9z40tLSkJWVZffu3SLMWF5ezsmTJ2lra0NVVZXo6Gjk5ORoamqiq6sLS0tLVq9ezaFDh/D29ubUqVPMmzePCxcucPHiRTIzM/n111+ZMGECAKOjo9y/f5/FixezYcMGfvnlF1paWhgdHWXixIlcunSJkpISTp8+jbe3N9OmTePQoUNIpVK8vb1Zvnw52traqKmpkZeXx/379+ns7GTq1Kmi0z526PD19eXVq1dMmjSJ7u5uNDU1qaiooLi4mKKiIszMzAgJCeGHH35gaGiIvLw8MjIyOHXqFKGhoUJaERYWJox96enpnD17VljSfvzxRzQ1NQV0aXR0lJKSErZs2SIqO2P98S+++EKYkLq6urCwsEBDQ4Pa2loqKiowMjLCz88PdXV1EhMT+fjjj9m8eTNVVVVcv35dTMdOnTrF4sWL6erq4p9//sHHx4c1a9Zw9+5d/v33X8zMzNiwYYPIs4wBjDIyMpg2bRonT57k6NGjSCQSUlNTuX//Pg8fPsTNzY2YmBhsbW0JCgqioKCADz/8kGfPnjEyMoKuri5TpkwhPj6ec+fOiYe0m5sbPT09KCkp8fLlS4aHh5FKpfz222/Mnz+flStX0t7ezr59+1i2bBnNzc24uLigpaXF4sWLcXR0ZGRkhPr6ej799FNSUlK4f/8+KioqTJ48mbVr13Lz5k02bdpEf38/mZmZKCgoIJFIyMjIICUlhZCQELy9vXF1deXQoUOsWrUKqVRKamoqV65cwdHRUbjqr127JgKO6enpzJw5k7a2Nk6dOsX06dNF7ickJESk/5uamggNDUVGRobIyEjq6+tFut/GxgaJRIKdnR0xMTHs37+fjo4OvL29yc3NRVlZmWvXronq05o1a8StVU9PDwA1NTVBglNQUGDXrl1CFz120RpreBgYGPD06VMBt9LS0qK/v581a9bg5ubGq1ev8PLywtjYGA0NDVpbWwkKCqK2tpacnBwxGre0tGTt2rWEhIQwa9YsZs2axZEjR1iyZAkrVqygvb2dZcuW0dLSwqJFi2hvbyc/P5+XL1+yefNm7ty5g6GhIWlpaZiZmQk4UVpaGufOnSM3N5d79+4hJyeH3PHjx3+QSqWsXbtW7HGysrIIDg5m9+7daGhoYGFhgbKyMvLy8mzYsAEdHR1R81BRUaGjo4M5c+aIB9unn37K8+fP+fbbb7lw4QKRkZHCZFJSUoK/vz9WVlY0NzczPDzMwoULkZOTw97enra2NvT19UlNTcXZ2ZmmpiauXLnClClTyMjI4P3790JeLy8vj7e3N42NjYSHhzM0NISRkREvXrwQ+Dh1dXV8fX2Jioqip6cHT09Pbty4gaqqKsXFxZSXl/Of//yH9evXM336dPF3rFu3Tri9x/aeEolE4DwDAwMpLCxk2bJlzJ8/n+nTp9PV1UVaWhpycnJCx1lSUkJeXh46Ojq8evWKWbNmoa2tzZw5c/jmm284cuQIhYWFyMnJ8dVXX4n6nKenJw0NDTQ0NBAZGSmSzh4eHvz444/4+/szYcIENm/ezF9//cWBAweIiIhgZGRESCLGHsa6urrExsZy+fJlZGRkyMvL4+XLlzx79gxFRUUhz+ju7mbhwoUi/DNv3jwePHhATk6O2D/9/vvv5ObmkpSUxPv377l79y7u7u7k5eXR3d2Nn5+fwFDeunULRUVFnJ2dSUtLw9DQkKamJpycnMSoemhoiLCwMCoqKjh27Jio4v3888/CsRwaGgqAg4MDycnJZGRk0N7eTm5uLitWrEBNTY0JEyZw/PhxrKysKC0txcHBgbNnz6KkpISZmRmtra2Ym5uzePFiHj58SE1NDRMmTGDfvn14eXnh4eHB/v37sbKywsXFhfXr1xMWFsbff//Nt99+y88//4yZmRl6enrY2NgQFRXFu3fvhChkDLU6RlgyNDTk+fPnQrqgpKTE69evyc3NJTg4mKysLIqLi6mpqcHb25vt27cTHh7OokWLsLGxITw8nMWLF1NXV8f48eNRU1MTo94JEyYQHx9PdnY2NTU19Pf3ExUVJYhqMTExAhO7YMECuru7iYuLIzMzExUVFQwMDDAyMgKgvLxc0PVOnDghVJcbN24Uh6H6+nq6urp4/fq1wIra2dnR3NwsSF1xcXGoqKhQXV3NhAkTGB0dZdasWSK9rKenh7m5Ob6+vmzevBkfHx9mzJghfMs2NjYMDw8zceJEjI2NxSFz27Zt1NfXo6ioKC4OlpaWtLe385///IeRkRGGhobo6ekRWZGxF7WCggLff/89t2/fFsrZ0tJSVq5ciZubG9u3byc0NFSoSquqqoQl6fLlyxw/fpzi4mLxQhwcHERDQwN3d3fq6+tFFXZM/LJjxw4CAgKor6/H1taW9PR0fHx8cHd3F0KTjRs3IicnR39/P8bGxoLI+Pvvv2NmZiaqkjIyMuTn52NpacnSpUvZuHEjJSUlJCUlERsby59//omVlRX3799HV1eX+Ph4XFxcUFZWRkZGBi8vL9zc3Jg4cSJGRkYUFxezcOFCYU6UkZGho6ODr7/+mt7eXlRUVDhx4gQ9PT04ODhw/fp1fvnlFz788EMUFRX56KOPkEqlPHnyhJGREXp7ezl06BARERHIyMiwaNEiRkdHWbhwIYODg0ydOlWsdczMzOjp6eHXX39ldHQUc3NzMjMzhc5yeHiY8PBwmpubCQ0NxcLCgunTp9PZ2Snoj/v37ycoKIiYmBgiIiL46aefaGhowMjISFDPvLy8OHToEG5ubpw8eRJbW1uxRtyzZw9LliwRjoKx3I2Ojg5JSUkUFRUhlUrR0tKipaWFWbNmUV5ezvXr1wkPD0dJSYn+/n6kUikGBgb09vYiLy8vnr9v3rxhyZIlHDhwQCiVbWxs2Lx5MzY2Njg5OdHc3My0adNIT0+nqqqKw4cPc/DgQbEKcHd3Jzw8nKNHj/L48WM8PDw4ffo0xsbGqKurExERgZyysvIPKSkpfPfdd0Jk7uTkhJaWFvn5+djY2PDw4UMqKysZHR1FIpHw/PlzioqKWLZsmejaZmVlCWTh7du3UVZWJj4+nsWLF4sAw5gtyN7enujoaHbs2EFWVhbfffcd/f39TJw4kerqaoyNjTEwMBBpwtzcXDH68/X15bfffhOqu/r6eoKDg7l06ZJgmA8MDGBlZYWzszMNDQ0kJycjKyvL2bNnSU9PJygoCEdHR7HYHwu62djY0NfXJ2hGY31lBQUFfvvtN5HinjZtGn/88YfgG0dERBAcHIyNjQ0AW7ZsISEhQbi1AwMDUVJSYs2aNcjLy6OpqcnVq1cZP348jx49Ijw8nNzcXK5evSq6nT4+PlRXVwuXsZubG42NjcTGxjI8PCx2TMrKyqxfv57g4GCxZ42Pj2fcuHFs2bKF9PR0kpKShBv79evXODg4MGnSJGxsbMjLyyMmJoaSkhJkZGTw9PSkpKSEkZERUlNT+fjjjzl48CCtra0cPXoUTU1NPvroIyoqKsQoSFdXV6A/f/vtN6RSKZ2dnaLa4+TkRE1NDc3NzVhYWGBra0t3dzf19fU4OTkhIyNDQ0MDq1evxsjIiN9//53k5GRWrVrFqlWrSE9PF/vo0NBQ7t27h6urK+Hh4ejq6rJ//34Bze/u7iYkJERMM2pra9m/fz9SqZTnz5/j7u5Ob28v2dnZIhBoY2PD/PnzMTQ0BKC7u5vExERWrFjB48eP8fb2Fi0Ic3Nz4uLi0NHRYXBwEG9vb/Ly8nj9+jWhoaH8+eefHDt2jM2bN9PX14e2tjZr167lP//5D729vaJO09LSQmxsLBKJhLS0NGpqali6dCkFBQVUV1fj7e3N27dvRQNCSUmJsLAw3rx5w+PHj9HS0mLixInCCDUyMiK+I56enqxfv57Zs2fz/PlzNDQ0MDY2Jjk5mcOHDzNx4kR++eUXHj16hKmpKXv27OHSpUtcv36djz76iBcvXvDs2TO0tbWRlZUVYBEPDw+srKzEJK2vr4/c3Fw2bdrErFmzaGpqQkdHBzU1NYaHh4WfIC0tjcrKSjo6OkhOTubVq1dkZGRw4sQJsa8cM+xFRUUBIC8vT2NjIw8ePGDRokXcv39fTPzq6upITExEIpFw4cIFuru7SUpKIjMzk6amJpHRGFOQOjs7i3WNn58f9+7dIy8vj6KiInx8fEReorCwkPb2dqZPn05eXh7Pnj1jzZo1lJeXCxPW69evaWhooKSkhDdv3hAYGEhubi4XLlwQn/F//vmHZcuWERYWxrFjx6isrKS3t1fw8e3t7cVueP78+fj6+vL7779z9+5dsYttaWnB09OTxMRE9u3bR2trq5DmlJWVMXv2bMLCwggMDCQjI4PGxkbxAsvKyqKyshKJREJkZCR1dXVkZGSgrKws4E5tbW2Mjo4SHR3NypUrBTN+YGCAgoICnj9/jr6+PmfPnuXevXs4OTnx8uVLnJycCAkJ4fvvv0deXp6+vj4SEhKIjIwkODiY+vp6BgYGOH36NM3NzUgkEqKiovjggw/o7+9HSUkJBQUF5s+fz7lz55BKpezdu5fNmzcjJyeHqqoq6enp7Nq1S6zFTp8+zZUrV8jNzcXf358tW7bg7OyMq6sr33zzDXfu3EFWVpZZs2Zhb2/Pu3fvkJGRwdfXl2nTpnHixAlMTEw4ffo0ZmZmonbs7+/P1q1bGRgYEFa9GTNmoKamxu3bt/nqq68wMDDgs88+Iz09nenTp6OlpcWXX35JSEiICNWOSU6ysrIICQlh4cKFLF++nA0bNmBqasp3330nrIGxsbGCFR4cHIyWlhbe3t4ChHX9+nUuXbrEs2fPiIqKoqWlhdTUVNzc3P5vNTp+/PgfZs6cKV7Qc+bM4dGjR1y8eFGMMCQSCf/++y8aGhps27aNJ0+ecOTIEZ4+fUpVVRXKysqUlJRw8OBBamtrsbGxwcLCgvb2dqRSKRoaGqioqPDmzRsmTZqEmpoaNTU1aGho0N3djYGBATt27KC/v5/Fixfj7OwsPNPW1tb09/ejo6PDZ599RnR0NIsXLxYC+BUrVnD58mVsbGzQ19dn3bp1REZGkpaWRlpaGsrKynh7e9PR0cG6detob2+nuLgYU1NT3r59i7y8vBgt+fv7k5+fL05HY1+S9vZ2ob2rrKzEwcGBr776CgAfHx927tyJmpoao6OjAj6irKwMQFlZGVKplOLiYh4/fkxCQgIPHjxg+vTpKCsro6mpKZCeLi4uBAYGMn36dM6cOUNbWxt1dXXMnj2b0tJSVFRU0NHRQUFBAXV1dfHlCAsLQyqVispEW1sbsrKyHDp0iJUrV3Lz5k0yMjKIjY2lqamJ3NxcXr9+TX5+PlZWVigoKODq6ir2vU+ePGHVqlX897//FUCCOXPmEBoaSnd3NzNnziQtLY3JkydTUFBAf38/9+7d4/379wLb9/LlS+Li4jA3N+fOnTvY2dmJne1YANHZ2VmQtby9vUlKSmLSpEkC1nDjxg08PDxE/sDU1JQ5c+YICtsYXjI4OFhMfkxNTbG2tub58+dUVlaiqqpKWVkZV69eZeXKlZSUlGBsbMxPP/3E3LlzaW9v5/fff6etrQ0zMzMKCgr45JNPiI2N5e3btyxcuJAVK1YQGRkppACmpqZYWFiIPdvEiRPR1dUlJiYGIyMjdHR0+Pnnn7l06RKvX7+moqJC7BV9fHzE3m0MYfnHH3/Q1tZGaWkp2dnZBAYGUlNTw8KFC3Fzc2PcuHHcu3cPY2NjJkyYgImJCRYWFri5uVFSUkJ7e7tYH7W0tNDU1MTx48cxNjZGVlYWqVRKTk4OFRUV+Pr6UlpaKg60bW1tbN++naGhIY4dO8aTJ0/EwTwxMZHY2FiCg4PFIcPS0pKoqCiuXr3K/fv3MTExITw8nPr6et69e4ednR2XLl3C1dUVFRUVUlNT8fT0xMvLi7q6OoaHhwVaeNy4cYwbNw5jY2OkUimrVq2iqqoKb29vdHV1sbS0xMLCQnTDlyxZgpeXF1OnTkVOTk5oFw8cOIC9vT0yMjJoaWnh4uKCgYEBfn5+ODs7C4VnZ2cnN27c4OTJk6ioqODs7MySJUtwc3Nj6tSpzJ8/n5kzZ4r9ZUNDA2fOnOH7779n+fLlREdH4+joSHd3N/39/Xh6epKRkUFrayu2trZYWVmxceNG7t69S0VFBdeuXeP06dPo6emRl5dHeXk5ioqK9PT08OzZM2bOnMmePXvo7u7GxMSEadOmMTQ0RH9/P6ampvT29qKgoIChoSFTp07ll19+ISEhATU1NUpLS+nq6kJdXZ1PPvmEyspK/v33X9FSiIyMxN7eHllZWQIDA9HT06O7uxs7OzsaGxuRk5PD1tYWY2NjgUP19vZmcHAQiUSCj48PLS0t+Pj4sGHDBhFMlEgkHDlyhLa2Nl6/fi32sLm5udy8eZPQ0FBiYmJoamoiOjqap0+fYm9vj5+fH1VVVfT39/PRRx+hpKSEi4uLqK6OHTC6urro7+8nIiICJycnpFIpTU1N+Pj4ICMjI/gXZ8+e5cmTJ+Tm5iIvL09OTg5tbW2UlZXx5s0bjI2NGR0dpbe3l88++4yEhARCQkLo6+sTkxllZWV0dXUZGhoiIyODkZERtLS0UFJSEpPYpqYmwsLCyM3NFTz2devWoaCggJeXF8XFxaIWN7YGHR0dFZXNyspKbt26RWhoKHPnziU/Px9zc3O+/vprMdmRl5dHXl6eGTNmkJWVxfDwMAEBAZiamrJy5UrBkT9//jxy8vLyP4SGhor/8T///JPCwkIeP36MkZERlZWVvH//nuHhYbHXNjY2prm5mUmTJvH111/z4Ycf8ujRI+7du0dCQgLJycnY2NjQ29vL8PAwsrKyqKiocPz4cfz9/enu7mb37t3Y2Nhw7tw5/vOf/zA6OsrNmzextrbGysqKkydP8v79e3R0dDh//jwXL17kyZMn+Pr6EhsbKwAYly9fZuPGjXR0dPD5559jYmKCt7c3x48fZ8qUKXz++ef09PSwYsUKioqKmDZtGpcuXRKavNDQUIqLi4XDtKOjg+rqajIzM9HW1hahgOvXr2Ntbc2WLVvYu3ev0Pg9f/6cO3fuMDo6Sn9/P5WVlYyMjIjR+KpVqxgdHSU9PZ2ffvqJQ4cOoaWlRUpKipgcvH37lo6ODh4+fEh8fDxaWlqoqqrS2NhIaGgooaGh2NjYoKGhQUpKCoGBgSL5aGxsTHFxsZgSVFVV4e7ujpGREVu3biUmJkYQou7evUtISAhSqRRVVVXOnTtHfHw8f/31F2lpadja2lJYWMiWLVv4448/2LZtG48ePRLhnYGBARwdHXn37p34cujp6WFnZ0ddXR379u1j/vz57N69m6qqKlFds7S0xMHBgdOnTwsb08jIiHC/jqE89fT0UFJSIiMjA319fcrKylBUVGT58uWkpqYyb9480tPTSU5ORiqVEhERQWJiIqOjo3R1dbF3716RlxgjCtnb2wtn8YULF6ivr8fMzAyJREJ7ezs///wzu3btYvPmzWzatAlDQ0McHR3ZvXs3aWlpVFVVER0dTXd3N48ePeLJkyf4+fkxODjI5s2bOX36NE+ePBFBtf7+ftzd3VmzZg0GBgYMDAywePFibG1tOXjwIEpKSsjIyHD06FGampqIi4vj0aNHjI6OoqOjw5MnTzh48CA9PT3ExcUxdepU4uPj8ff3p7W1lYULF5KQkMDChQtFjUdDQ4PZs2djb29PfHw8IyMjVFRUEBISQk5ODpMnT0ZJSYno6Gi2bNmCra0tqqqqFBYWoqOjw/79+6mpqeHq1atMmzaNSZMmsXz5chITEwVKcYy2dPnyZZEFmThxIv39/Zw9exZLS0vk5eVRV1dn2rRpNDc3AyCVSjE0NGRwcJDR0VG++uorbt26RXV1tbAuycnJ8fXXXwvB0OTJk7l48SK2trasXr2a6upq8vPzcXd35/Hjxxw+fBh/f3+h+szJyWFkZIS8vDwhIRpjD1y7do3Kykra29vp7u5GIpFw9OhRYWfLy8tj//79GBoais/U5cuXaWlpwdjYmLlz53Lo0CEUFRVJTk5mz5497Nu3jwkTJoipYEpKCjk5OfT19XHz5k20tLQwMDAgLy+Pp0+f0tPTg6urK87OzqKlkZaWRlZWFmFhYcjIyCAnJ8fy5cvZuHEj1dXVtLW1sW7dOqqqqmhububEiRM0NDQwefJkMYkc+/nPnj2brq4ucQN/+PAhmzZt4vz585SXl1NQUMC5c+ewsbERFaUZM2agp6fH8+fPiYmJoaysjIsXL9Lf38+bN2+4fv06mzdvprCwkJcvX1JRUSEkIjdu3MDCwoKUlBQyMzNZv349f/31F15eXnz33Xf4+fnxv//9Dx8fH6ysrNi0aRPKysqoq6szZ84cXr16RXZ2NmlpaQQEBDBx4kRKSkpoaWkhIiICCwsLjI2N6evro7a2ltu3b4sk/pw5c8R0YAwoZWlpSUxMDC0tLXh7e4vVX11dHSdPnuTgwYPEx8eLdUFjYyO//fYbubm5FBUV0d3dLQKXGhoadHZ2kpWVJQ7IERERAGKa5u3tLaakKSkp5OXl8f3334vaZXd3t0DNVlVVoaqqioaGBrm5uVhaWtLU1MTRo0dFP7umpgZ7e3tB8gwPD8fU1FQcrn799Vdyc3PZv38/cgkJCT9UV1cTHBzMmjVrWLBgAWVlZVy4cIHo6GjxYba1teXMmTNYWVnxwQcfCGXlqVOnGB4eZurUqZSXl+Ps7CyCOQcOHMDZ2Rk7OzsuX76MpaWlAGUcPXqU8vJytm/fjpubG/fu3WPnzp3iFldQUIBEImHcuHGsW7eO4uJifvnlFxwdHQXUw9ramuTkZObOnYurqytHjx7l4MGDPH36lOTkZLG3WbZsGVKpFDU1NaysrHB0dERXV5fS0lLWr1/P4OAgPzopUx4AACAASURBVP74I9bW1owfP56HDx8yd+5ctmzZwtdff82UKVPQ1NTE0tISFRUVlJSU8Pf3p6enh4SEBEpKSujp6eHatWuEhYUJQEVtbS1v3rwRvWATExM++eQTbt++TWJiIioqKvz66688ePCACxcuiHFfb2+vSICPhYpCQ0OZP38+GhoaXLhwgc7OTrS1tbG2tubMmTN4e3szadIkNm/ezMSJE9m9ezd//PEHPj4+fPXVV8yZM4clS5YQGRkpcIQff/wx+vr6PH/+nNWrVxMXFyesN87OzixYsIDY2FhSU1NJTU3F0NCQp0+f4uDgIG50mzZtQktLS1ihtm/fLny5+vr67Nixg8TERE6cOMGGDRuQk5Ojt7cXa2tr0tLSuH37NnJycigqKlJaWsq1a9fIz8/H1NQUd3d35s6dy5s3b+jv70dGRoaFCxfy7t07WltbKS0tZevWrQQGBvLXX3+xZMkSCgsL8fPz4+zZs/z+++9cvXoVLy8v9PT0UFFRYd++faiqqjI6OsrGjRvZvXs3RkZGbN68mfDwcKRSKQEBATx48IClS5eiqKjI27dvcXZ25vLly3z55Zc0NTUhJyfHJ598gpaWFpWVlWzevJlr166RkpLCwMAAFRUVXLx4kdbWVrGP/+CDD9DU1OTBgwdUV1dz9epVbt68iaWlJZcvX0ZNTY25c+fy7Nkzdu7cyaxZs5gxYwbKysq8fv1aaA/DwsIYHh7ml19+YXBwkPj4eH744QcxOg4LC2P16tUoKyuTnp5OQkICP/74I3JyckRHR2NsbMyrV68IDAzkwoULNDc34+HhwbFjxwgPD2f69OksXLgQCwsLUb35559/GBkZoaqqitHRURQVFdm9ezd6enocPHiQyMhI/vvf/2JkZMTGjRv57bffyMnJ4e7du7S2thIXF4evry8BAQE8fPiQDRs2kJSURH19PY8ePeLs2bP09vbyzz//cPbsWbGKunLlCrt376a7u5vw8HAaGhro6+vj22+/pbu7m87OTioqKhgaGmJkZIT4+HiMjY25efMmcXFxeHh4MHHiRHbt2sXQ0BCWlpaCcjV79mx0dXWxtrbGzs6O3bt3s2PHDiEukZWVJTY2FicnJ168eMGpU6c4fPgwTk5OKCoqigxBZ2cnq1atYnBwkC+//JLly5dz584dwUvQ09MjLi5OwDqOHTvGtm3bePv2rdh9/vTTTxgbGxMUFMSSJUvIy8tDQ0ODDz/8EFdXVxISEtixYwdXrlwRrgEHBwfevXtHfHw83t7e7Nmzh6KiIoEttrGxoaamBn9/f3bs2MGBAweYNm0a48aNw8fHh1u3brFjxw7evXuHu7s7q1at4u+//yY4OJhVq1bx/v173NzcuHXrFocPH+bdu3cADA4O4uPjg7m5uVh9aWtrU1hYSHl5ObNmzSIkJAQZGRkB7bl165aYmpw7dw4HBwcaGxu5dOkSeXl5fPPNN4JY6e3tLVDMTU1NzJw5k/LycrKysigpKRFwpI6ODs6dO8fff//NlStX0NLSwtjYmNTUVEHdGxM0ffrpp/j4+Ahf+a+//oqioiK6urpCCTqmkTU1NWX16tVMnTqVZ8+e4ezsjIuLCwcOHEBHR4egoCBcXV1xd3cXytw5c+Zw48YN3N3dsbKyYsmSJVy7dk1wLebMmYNEImHlypUEBQWxdu1aPD09efHiBYODg/j5+dHT08PJkye5c+cO6urqVFRU8O7dOzEFmTdvHnLnz5//YaxLOnZz0dDQ4IsvvsDQ0JC7d+8KuEBdXR23b9/m3bt3ZGRkoK6uztmzZ6mrq6OlpQUbGxvu3btHTk4Oe/fu5e3bt2K/Mm3aNFpaWlixYgXTpk3j9u3bBAUFcefOHS5cuMDg4CAvXrzA2dmZyspK3rx5w4wZMzA1NSU7O5va2lpMTEyorq6mrq5OGF8qKiooLS0V3bzFixdjbGxMTEwMFy9eZPny5bx48YKysjLRhRx7kU+ePBkjIyM2bNhAeHg4EokEU1NTSkpKMDU1FQatxMRELCwseP78udDmeXp68u233/Lxxx/T2dnJ8uXLKSsr46uvvqK6upqgoCAkEgnp6ekEBASgoaHBgQMH+PHHH3F3d2fr1q309fWhoaGBkZER2dnZODg4YGBgwOvXr0WKfaxPOH/+fCIiIsjKykJJSQlLS0uys7N5+fIl/v7+fP/99wJpV1xcjFQq5dmzZ0ycOBFLS0s+//xztmzZQmhoKBoaGixbtoyPP/5YnABnz56NRCKhqKiIqVOnEh0dTVZWFjt27GDv3r00Njbi6uqKp6enAL5UV1fT3d3N33//ja+vLzk5OQIfWFBQwI4dOzh58iQyMjKEhISgoKBAbGwsBw8epKSkhGfPnuHl5UVWVhZ6enq4uLhw/vx5Pv74Yy5fvsyePXu4d+8eqqqqaGpq4uXlRXl5uRhLampqoqCgwLJly7hw4QIlJSWMHz8eDQ0NQSybPHkyKSkpLF26lLNnzxIQEICsrCzv379HTk5O1D/++OMP8SA5deqUCETev3+fnTt3kpSUREdHB3v27BG61OjoaFRUVMTYdvr06Xz55Ze8e/eO6upqqqqqWLduHc7OzmRlZbF//36x4/Xw8ODLL7/Ezs6OoKAgBgcH+frrr4Wy9t9//6WwsJChoSE+/vhjHjx4gIGBARERESgqKjJr1iyxHrGxscHT05PvvvsOBwcHdu/ezbZt2zhy5AiDg4NcvnyZGTNmiJCft7c3bm5uFBUVkZGRwbx58wgPDyckJISRkREiIyNJSEgQN7A1a9bw6aefkpqaytKlS4Vn4ODBg3R0dLBixQq2bt3K5s2b6erqYteuXfT39/P48WN27txJYWEh79+/59mzZ3R1dbF69WqePn2Kj48P586dY8uWLaxfvx5ZWVnOnz/P4cOHmT9/vtC4Njc3U1VVhaurq0jy+/n58csvv6Cnp0ddXR0NDQ04OTkxPDyMoaEhsrKy+Pj48ObNG0pKSoRBUFtbG3Nzc06dOoW6ujrJycmYmJjQ2NjIlClTMDExYcOGDTg6OvL48WOWLl0KwBdffIG1tTWnT5/GxcWF9vZ2+vr6CAwMZNmyZcjJydHX1yfqbM7OzmzduhVzc3MUFRUZHR3ls88+4969e5w8eZLLly9TVVXFrFmzKCkpQSqVCsHDw4cPCQsLo7m5GXt7e0ZGRoSXIDg4GGNj4/+XEGXRokXcuXOHGTNm0Nraip+fH/X19SxevFgwy0NCQjh58iRTpkyhsbGRV69eMXfuXLKzs7G2tqa0tFSgbdPT05kxYwZVVVWsXbsWJycnrl+/LngMzc3NvHjxgt7eXu7cuYNEIkEqlQqa4bNnz7C0tKSkpAR5eXlMTU2F4e3WrVv09vaye/duZGVlhdPcxcWFoaEhDh06JD5nHh4edHZ20tTUxPjx49HT08Pe3p6+vj709PRITExEXl6ed+/eUVVVRUZGBvfv30dBQYHW1lYMDAyYNGkS+vr6REdHY29vT0pKCm/fvuWPP/7AysqK+vp6rKysMDExISsrC01NTZKSknj69KkIjL569Yq0tDT+97//4enpSXl5OZMmTeLWrVv4+vrS2toqwmMrVqygt7dXHGDb29vR0dHh9OnTPH78WNjkfvjhB1RVVQW/ICEhgdLSUpKSknj9+jVnz56lpKSElJQUfHx8RJVPZvPmzaPy8vKoqKiQn5+PiYkJdXV1mJubU1FRQUJCgjDX5OXl0dvby/jx40lPT8fd3Z0XL17g7+9PVVUVampquLu7MzQ0REdHBy0tLaKT19LSgoWFBR0dHbS1tQner5KSEmVlZaSkpLBkyRKx8/vkk0+E6WtMKNDU1ERgYCBtbW0YGhpiZ2fHyMgIgBgFjoXbVFRUSEpKQiqVIiMjQ1tbG8HBwaK2Y2xsTF1dHYqKimhra9PY2ChqCWVlZXR3dzNx4kR6enqErUwqlYqXxZkzZ1i1ahWNjY1oamoSFhaGmZmZIDq9ffsWAB0dHdrb21mwYAHJycm4urry9OlTPv30U7EqaG5uFh8WHx8ftLS0aGhoEA/FcePGYWpqioeHB/fu3WP9+vUA6Ovrc/DgQQBxo9DQ0KCiooL58+czOjpKTEwMM2fOpLOzk9LSUvT19YmLiyM7OxtDQ0Oh5rO0tERNTQ1dXV0UFBQYGBhg4sSJdHR00NXVxeDgIHFxcQIpOG7cOLKzs6murhYvLKlUipGRET09PeTm5rJmzRpOnjyJh4cHTU1NfPHFF8THx9PX18eWLVu4e/cuS5cu5caNG/T19WFgYEBKSgq7du0iOTmZzs5OXFxcqK6uRllZmZaWFvGyGh4eZmhoSBivxshybW1t1NbWoqioSGRkJDt37gTgwYMH9PX1CVf2GI9eSUkJd3d3nj59ypw5c0TQMisri4kTJxIVFcW0adOQSCTU1dWJRLKCggKWlpZUVlZiamoqepOxsbE4Oztz/PhxGhsb8fb2pr29HV1dXdEbt7GxEZ+v69evM2HCBNrb2+nq6hLaz7GKiaGhoRg/jrUcmpubqa+v582bNzx58gR9fX1CQkLo7u6mp6eHw4cPi4fuqlWruHbtGkNDQ5SUlKCmpoaJiYnQtra1tVFYWEhoaCg1NTUsXrxYZE7GEti2traYmZnx9OlTampqmD17Nunp6fT09KCmpoa5ubkIXs6bN49Xr15hbW3N8ePH2bFjBw0NDcTExDBr1iw8PT3JyspCUVGRhw8fYmBgIPZ/GhoauLi4kJiYyMjIiABzuLu7o6ysTEVFBePGjaO6upq3b9/y/PlzTE1NmT17NnV1dTx69Iju7m7GjRtHcXGxaGssWLCA6upq/P39xUojKSlJfJcVFBSora2loaEBFxcXMX7Mzs7mv//9LytWrAAQlrMlS5aQk5ODoqIiUqlUVCFTUlKYOXMmqqqqpKaminDeWG+3u7ubGTNmcPToUZSUlDAwMBBBrJqaGgICAkS3Pycnh+zsbMzMzEhMTGRoaIje3l4Bwnn16hUzZ87EzMxMKGDt7e3R0dERjRJlZWUxpp06dSqVlZX89ttvTJ48GVVVVUZGRkQmp7i4mOrqanx9fWlpaaGnpwcbGxvhGygrKyMmJoaBgQHhBhj7bxoaGqitrWX58uXo6+sLM9mCBQuwsbHB3Nyce/fuoaWlRXl5Obq6uuJSISMjg4mJCZ2dnTQ2NoqJVVdXF0uXLmVwcJC7d+/i6uqKrq4ubW1tlJeXo6qqSklJCYaGhmRnZ+Pn50dGRgaTJk0iJycHdXV1wdvw8/PjxYsXwg+upqZGS0uL6IiPwcCSkpKwt7cHEJMRTU1NYmNjqa2tpbq6msDAQNTV1dHW1kZdXZ2WlhbBfNDS0qK4uJjMzEwkEgn29vb09PTg6+tLcnIyEomEtWvX4uXlRU5Ojri0jF0yent7SUtLQ0VFhYqKCrq6ujAwMCAyMhIdHZ3/c10sWrRoVE9Pj+joaMrLy1m5ciUODg4YGRnR0tLCu3fvRI1rDPYw1nm0srISEoSxysrIyAhdXV20tbWhra2NVCoVbm0FBQXa2tp48OABPj4+YrafmppKQ0MDjY2NzJo1S6Qpx2b+ZmZmolM8RuAqLy/Hy8sLKysrIiIi0NHREQeBvr4+4alWVFSkq6uLgYEBAIGGc3Nzo7W1FTU1NRobGxk/fjw2NjYYGhqKWlJVVRWffvop79+/F1WOvLw8RkdHhSx9dHSUgYEBysrKCAgIYHh4mKtXr4pAz1h6V11dnd7eXv799198fHxwdXUV46nOzk6uXLmCoaEhSkpKyMvLo6Wlha2trTg5mpiY8ODBAxwcHHj79i0WFhYYGRnx+vVr3NzcxAvk2rVr5OTkiBHhmGHn9u3blJaWUlJSgoWFBUNDQ/T19TFx4kQBRFBTUxMp1KioKHFynj9/vqiQFBQUUFZWhqysrDgs/f/9kZeXF2EJNzc36urqRBXQxsZGBIlUVVWRlZWlrq4OqVRKWVkZSkpKVFRUiH9PaWkpioqKAiAwfvx4ampqSElJER31Mdzr2LpjjHHv6+tLfn4+fX19ZGdnI5FIhI7V2tqaoqIitLW1yc3NpbW1FU9PT/Ly8lBVVUVbW5u+vj78/f1F4GqM7/vRRx+hqKhIfn6+oKM5OTmJz0RkZCQmJiY4OztTX19Pa2srzs7O1NbW4uHhwfv37ykoKMDPz4+BgQHU1NTEg7uyshJfX1/a29sxNzcXSj/4Py56f3+/0FOO3ULGpB4jIyOYm5tja2srxBwlJSVCq5iUlCR+P05OTlhZWZGcnIySkhI6OjoMDw8Lj7O6ujoKCgqYmJiIjvfIyAi2trZkZmair69PYmIiTk5OGBkZ4evrS3Z2Nra2trx79w45OTlkZWVpampCT0+P8vJyATwyMzPD2dmZ3NxcoqOjKSgoEBSzyZMno6CgQHt7O0NDQ+K71tHRgZqaGoqKiuTk5IigX2dnJyYmJnR3d4ubeE9PDz09PaIaZW5ujrKyMjY2Njx//hwHBwc8PT3p6uoSv8P+/n4GBweZNGkS8vLy6Ojo0NjYKJ6BTk5Owo0+NDQkXjwWFhYMDAwInK2SkhJFRUVoaGgQFBREY2MjCgoKgs9uYGCAvr6+6ALX1tZSVFQkhCtTpkxBR0eH8vJycnNzxR73iy++EEHCsUnZ0NAQUqmU9vZ2HB0daWxsBMDa2hp5eXkmTZqEsbExg4ODGBgYcOfOHdzd3UlJSRGZiTGi5ejoKHFxcairq9PU1ERnZyfv379nyZIlwuI3FuRUUlIiNDRUtDXGGiMTJkxg+fLlogUxNn4fQy+rqKiIBH9cXJzQ/QK4urqipqZGZmYmampqeHp64uLigoeHBy0tLeTk5NDU1ISRkRF6enr4+PgQHh4uDoyamppIJBIkEgmdnZ3iZzUGHWltbSUqKorg4GDi4+MpKyvDwcEBd3d38ZLMycmhqqqK/Px83NzcALCzs+P27dtUVVXR0dHBrFmzmDp1KkpKSgJ1O1YrzMvLQ09Pj6qqKjw8PCguLkZfXx93d3dBN9PW1hYExGvXrpGQkEBmZiZtbW2UlJT8f56lUqmUrq4uTE1N/w+c0tTUREtLCwcPHhTGnNOnTwuH7cOHD5k2bRoGBgbo6Oigrq6Oubk54eHhlJSUiFOFsbEx58+fx8PDAw8PD7Zv386dO3doamoiICBA7IslEgkTJkygtraWn376STBrAwICxL7h+PHjjIyM4OPjQ3NzMz09PYSFhXH69GlsbGxISkpCXl6e4uJiFBUVuXHjBoWFhfj6+jJ+/HiWLFnCjz/+yPHjx+nr62N4eJhjx46JMIeHhwdubm50dXXh4eHB3bt32bJlCzt37iQ3N5eUlBSsra1JT0/nypUr/PPPP+zbt4/bt2+jpqaGoaEhL168YMmSJRw5cgRfX18sLCw4fPiw+PkoKiqyZcsWQdxRV1enubmZGTNmYGVlxbVr15gyZYowYg0ODtLX14eCggJZWVk0NDRw6tQp5OTkMDIyoqqqisjISHp7e5k3bx6Dg4MoKyuLU/XYS+jVq1dYWFgwOjrK1KlTaWxsRFZWlkWLFpGZmcny5cs5fvw4QUFBzJkzh/Xr1zNz5kzS09OJiIgQLOKxh7u5uTmffvoptbW1zJs3j9mzZ4vwi62tLRoaGnh4eGBoaMjevXuF4GWMDvfTTz8xe/ZsvvvuO1pbWzl58iQtLS0MDw8zd+5c6uvrBZnu77//xsXFBVNTU9HpVFVVxdLSklOnThEXF0dvby86OjrigOPh4YGOjg7Gxsbs3buXpKQk/vrrL2JiYsTLzsjIiMbGRlatWsWOHTswNDQUqfmgoCAqKyuxs7PD19cXTU1NtLS0GBgYYNmyZbx7945NmzbR29vLuXPn8PPzIzIyksHBQdasWcPo6ChSqVSMVseMZY6OjtTW1mJpaYmenp4IJgYFBfH777+jrq7OunXrRF1LRUWFcePGMWHCBFRUVLhw4QLl5eViD33z5k0yMzM5ffo0LS0taGhocPbsWcLCwkhNTSU9PZ3Tp0/z7bffsnXrVkZGRkRyWlFRUXjuly5dypYtW/j8889F3mJkZAQNDQ3WrVtHQ0MDs2fP5vjx41RXV/PRRx+xYMECTp8+jbOzM15eXiQlJdHe3s7ixYtRVlZGX19fBH3S09Pp7+9HV1eXoqIi6uvrBS3RzMyMoKAg6urqhB725MmTaGho8L///Y/y8nIsLCwoKSnBxMSEnp4e0b/t6uri1atXlJaWEhoaSlFREZGRkXz44YcYGRlx/fp1tm/fjqamJu/evUNfX5+9e/dy//591q9fT2RkJJmZmdja2lJZWUlra6sAdoyMjNDa2sqCBQtQVFQU1Kyx+uPBgwdZvXo1r169IiAggEePHnHjxg2qq6vZtWsXra2twP+Rxvbt28fQ0JCwsI2tQWJjY5FKpQBERETQ0dFBY2Mj8+bNQ1NTk+PHj1NQUCDS3Q0NDZiYmFBeXi4407GxscjKyuLu7k50dDRmZmbo6OiQn59Peno66urqpKWlERUVhaOjIykpKcTHx6Ojo8MHH3zA8PCwAEv19vYSGBiImpoa48eP5+3bt7S1tZGbm4uFhQWGhoZ0d3dTXV1NZWWlgAw9fPiQV69e0dXVhYyMDGFhYSxevJjExEQmTJggeuvr168nKCiItrY2IiMjBYo1OjoaQ0NDtm3bxtatW0VWYXh4mG3btqGvry8Uon5+fpw7d46YmBj27NnD999/z8qVKyktLaWgoICioiL+/fdfoQq1s7OjtLQUY2NjGhoaxComLy+PR48eIZVKkZOTo7CwkK1bt5KamkptbS23bt1ixowZbNy4UVTuAgMDuXr1Krm5uWRlZdHV1cX8+fPJzs7G2dkZLS0twapXUVEhJSVFYJFra2upqalBVVWVR48ekZWVxfv37zE2NsbQ0JCioiKOHDmCu7s77u7u+Pj4YGhoSHV1NQcOHBD60m+++Yb3799TX1+Pv78/cuvWrftBU1OTkZERli5dSlRUFAEBAXz77becO3eOwMBA3N3dSUtL46+//mLGjBki9ezu7i7qWwoKCvj6+jJu3Dj8/f25dOkS2dnZXLx4kXnz5nHp0iW0tbVRUlISvOhdu3Yxa9YsAgICmDdvHvv37+fNmze0t7czZcoUpk6dir6+Pi0tLZw8eZJz587R09NDREQEP/74I4qKisjJyTE8PExHRwfu7u74+/uTmZkpkIpje5SoqCi6urqQSCQkJSXx8uVLYmJiyMrKIi8vD0CcIvX19dHQ0ODXX3/lypUrvHnzhrt376KsrCz21U+ePEEikVBbW0t7eztycnI4OzszYcIEbt68iY+PDy9evGDlypX09vaSlJTE2bNnWbx4MdbW1lRUVODo6IijoyMFBQW8f/8eQLDK165di4mJCZ9//jkvX74kJCSEN2/esGrVKvLz85kxYwaJiYmYmZlRW1uLl5cX/w9V5x3W8/r/8UdFk9JS2lO7VEahjUpSZih7r+xxHA6O45xjHo7skb3XMaIykkJR0k6lPZTSVFH6/fG7Pvd1ff91uYzPeHffr9fz+XjU1dVx48YNpk+fTn19PVu2bBEI0OvXr7Nnzx4WLFhA79692bdvn6gpeHp6irCghNf+48cPUlJSCAgIEBOP3r17o6yszLt379DR0WHIkCFERkZSXl5OTU0NaWlpdHZ2cvv2bbHDLS8vJzExkYMHD6Kurs6qVavo378/N27cwMnJiRcvXtDY2CjADZcvXxavi7KyMkVFRaioqBAYGChOpqNGjSIhIYGIiAicnJxEmKWkpESM3f7991+MjY2Rlpamra2N2bNnCyJS//79kZeX559//uHHjx+8fPlSMMvr6uqEtcjExIRjx44xfPhwAgMDWbBgAcOHD+f58+esWLFCHAJMTEz4+vUrDx8+5MyZMyQlJVFZWcmvv/5KTEwMvXv3Jj09HTU1Nby9vYXsZdmyZVy5ckVgO4uKisRr5e/vj6GhIRYWFjg6OlJeXo67uzuGhoY4ODjw8uVLzMzMCA4OxsvLi5iYGBYsWCAaGNu2bcPd3R09PT2xm9XV1RXjw4cPH/Lhwwdmz56NkpISOTk5REZGEhwcTEBAACUlJXh5eREZGcm9e/d48eIFNjY2/PjxQ+BAly9fDiA+RxKoiYeHB0VFRdjZ2aGsrEyPHj0wMDAgODgYOTk55s2bR48ePQSn4dChQ1RXV7NgwQLev38vaGB37tzh7du3pKWl8eHDB4qKioQfPTw8XNyo/vrrL+Eg+OOPP5gyZQrPnj3jxYsXXLhwQaBGnZ2dkZeXR1tbW4zTU1NThefczs6OW7ducePGDbZu3Upubi45OTloaGigo6PDuXPnyMjIwMrKipSUFBoaGlBSUhIP7Fu3bokxvKysLNeuXSMrK4tjx46RlpaGjY0NEyZM4MWLF6L2KScnx+PHj8XF5MmTJwJLW19fL6xfEqvYt2/f0NPTo1evXrx9+xZ5eXlBOOzo6BCHqMzMTHr37i3GuMePHxcdbFNTU6SkpCgsLOTly5eMHDkSOTk5ysrKSExMxNXVlaysLHbs2EFtbS0uLi4UFxczYsQIGhsbhVhn8uTJqKurY25uztmzZ8X6SkZGBi0tLdLT01m7di2KiooiJKaqqoq+vr4Iil68eBENDQ1ycnKwsrIS7I1Hjx5RWFgoDg5GRkY8f/5ckN1cXFywtbXF0dERWVlZjI2N2bVrF97e3oLEWVJSgqurK7///jtycnLo6emRlJTEz58/6erqomfPnhw7dozff/9doGIlGOiAgAAOHz7M7NmzWbhwIYcPH2bfvn2oqKgAUF1djZSUFKNHj6a5uRllZWWCgoKoq6tj6dKlzJ49m5CQEGRkZDh06BCzZs3i+/fv+Pv7c/78ecLDw5GTkyMpKQlTU1OqqqrEdGjTpk2CsSF5ppmbm9OvXz9kNDQ0trm4uPD161cSEhKYRncKaQAAIABJREFUMGECBQUF/Pnnn6SmptLW1saNGzeYN28era2tJCUlcfLkSSZNmsT27dsF1Ly7u5uYmBhyc3OFN7lnz5788ssvTJo0CUdHR0JCQigpKaFHjx6UlpaSlZXFv//+S2BgIG1tbSgpKREcHIyGhgaqqqqMHDmS6upqvn//jouLC2VlZairqzNo0CD8/PyYOXMm9vb23Lx5U2gyJapCSe916NChJCYmYmRkRHp6OkuWLGHjxo2kpKRw5coVhg0bRlBQEGPGjGHfvn3MnDlT/F1z5swRBK+YmBja29txdnYWp0grKytUVVWxs7MTwH+JAu706dOEh4ezdOlSHj58yLRp09DQ0GDcuHEkJSUJmtzz58/JzMzk8ePHlJeXo6amhpSUFPn5+cICFB0dzZkzZ1i5ciWXL1/G3d1dCAXKysrw8vLi5cuXVFdXIycnR1ZWFuXl5aJOc+7cOe7du8fIkSPJy8vj8uXLfPnyhezsbAHR//fff3F0dGT9+vUEBwdTUVFBREQEPj4+pKam4ufnx+vXr0W9rbq6mlevXtGnTx/27dsneoRWVlY8ePAADQ0N/Pz8mDNnDt3d3QQEBFBTU0NAQAADBw5k9erVnDp1igEDBog6UFZWFvX19WJsvXfvXiwtLTE1NRUwlIsXL2Jubs6nT59ISkpi+/btWFtbExsbK2pvbW1tgmGtoKCAjY0NkydPJj8/n2fPnjFz5kxBpZOMYrOyssRExcbGhpaWFvHnDB06lJUrV1JSUoKuri6mpqbcuXNH7EQtLCwwNDRER0cHLS0tmpqa+OWXX9i+fTv9+vVDU1OTd+/esWnTJnJzcxk+fDhaWlp0d3ejoqJCXl4eHR0d3L59GwMDA/755x9evXpFTk4OISEhbNy4kfz8fGHtWrduHfPnz6e7u5uoqCiMjY2prq6moKBA2NOCg4MBSEtL4+7du8jLy5OWloa9vb2gdj148IDa2lp+/PhBUVERSUlJ/Pjxg+zsbPHDXUtLi169erF06VJaW1t5+PCh+Pzt3LmTL1++4O7uzq+//oqPjw+HDx+mqqoKJycn8vLyuHfvHkuXLiUmJoaysjJkZGS4ceMG1dXVXLx4kejoaCZOnIiDgwPOzs4sX76cnz9/oqOjg4eHB/fv3wdg7ty5hIeHC4+1t7c3kZGR2Nvb4+joyLRp05g7dy7v378XIa6FCxcSERHBpUuXkJeXZ/r06Whra4vUs52dHd+/fxfIZR8fH2Fis7e3p7a2lkePHtHV1UVAQADm5uYAvH//noMHD/LHH38wdOhQFBQUKCwsZMyYMTQ2NrJt2zaKiorw9vbGzc2NDRs2YGBggJ6eHpcvX0ZfX5/09HSBS5Xc+FVVVXn69CmFhYXY2NgwdepU2traaG5u5vLlyzg4OBASEoK6ujoVFRWsXr2aV69e0dLSwocPHxg5ciTz588nMzNT8M6rqqrIy8tDRkaGGTNm0NXVRXV1NSdOnBBp5r59+7J7925aW1tFwPfly5cMHDiQkSNH4urqKvrFGRkZ2Nracvz4cfF729ramDlzJrGxsWhra+Pi4kJBQQFDhw5FT0+PoqIiWltbqa6u5uTJk2IF4ObmhrW1NSkpKeTn5/Pq1Svy8/Pp7u4W9sPLly/z9OlTcXh1dnbm9u3bAkIiWZVKcMWZmZniObB48WJiY2O5fv060dHR1NXVMW3aNJERqq2tJT09HT09PTZt2kRqaipubm68ePECWVlZ9PT0aGxs5PDhwyLsK8FoT5w4EUVFRW7cuEFaWhrFxcWkpqaira1NSUkJ58+f59atWxQWFqKqqoqnpyc/f/4kMjKSoKAgFBQUyMrKYvTo0aLKVlVVRXx8vOC6z5w5k4EDB9La2oqKigoxMTHIHDhwYJuExSxJVzY0NHDt2jVcXV2ZMmUKHh4eVFdXY2xsTGFhIb169eLAgQM4OzuzefNmTE1NARg4cCBDhgxhzJgxdHd34+DgQGJiosC63b59G11dXQFZ+PvvvwkKCuLMmTP4+fnx7ds3wsLCiImJobq6mo6ODubPn4+fnx+ZmZns2LGDiooKhg0bRmhoKGvWrGHQoEGMGzdOPCQjIyMZNWoUsrKyaGtr8/DhQ2EiO3LkCLt37+bHjx8kJCSgqalJY2MjO3bs4PXr12hqatLS0sKKFSvQ19fnxo0bqKurC8DJmzdvGDlyJC0tLaJ+tmDBAtLS0pg9ezbv3r3DysqKqKgotLS0UFRUpF+/fpibm4u91YgRI8RYV1NTkxcvXoiaRFlZGaGhoQQEBDBjxgy+f/+OlJQUQ4YMQVNTEzU1NdatW8ehQ4d48eIFgYGBFBQU0NzcjI2NDX369EFbW5umpiZ0dHRobm6mq6uLpUuX4unpyenTpwkNDeXp06fExcXR3d0tBCSOjo50d3eLutz48eMZPHgwjx49EtalLVu2MGTIEB48eMCKFSswNTUVvO/w8HB+/PjBnTt3OHfuHIsXL6asrAw9PT3q6upQUFDA399f9HgBIXKQhKhGjx6NhYUFPXv2REpKiubmZkJDQ9mzZ4/44Hd0dPDz50+ePn1Keno6SkpKWFhY0LdvX1paWnBxcWHu3Lli7Cup4WVkZAhYz8+fPwkNDeXhw4fCSb5//37mzJnDkydP0NXVFWafuXPnEhYWJvR/paWlfPnyhZ8/f4rg09GjR1m6dCnDhw/n2LFjyMjIEBUVJcD/SUlJtLe3s3v3br5//46Pjw8ZGRlCCPPjxw+xUvr+/TvHjh2joaEBQ0NDjh49Snl5OWFhYXz79o2mpiY0NTWxsLBgw4YNJCUlCSpeUlIS+/btIysri0GDBuHq6sqcOXP4+PEjnZ2dODs709bWhoyMDMXFxXz+/Bk9PT06OztF6rhfv35MnjyZLVu20NraSnh4uHCNS5oYY8eOFXUWf39/Jk+eLAhZ4eHhfPnyhRkzZrBr1y6CgoLEiqylpYXc3Fza2tpEjbCzs5O6ujqBBn337h1fv36loaGBlStXMnjwYKqqqli/fj0rV65k5syZXLp0if3793P48GEePnwokJz37t0jICCABw8ekJyczODBg0U955dffuHkyZPk5eUJHva8efPYuXMnAwcOZMuWLcTExIhQk6SHe/ToUYFCjo+P59mzZwQGBnLixAmcnJwIDg6mrKwMAwMDurq6xD6zpqaG9+/fi9chLy+PiooKnj59KvbKw4cPp7u7m8LCQp4+fSo+dzIyMuTl5XHgwAE+fvzIsmXL2LlzJ9nZ2dy9e5dFixaJMJ0EBCMh6BkZGfH+/Xs+fPiAhYWFeMY5ODgwbNgwwSavrq7G29ubd+/e8fDhQ6SlpcnOzmbMmDF0dHRw7NgxUlJSuH79Op2dnSQkJDBr1iyKioqor6+ntLSUpUuXcunSJebPny9607a2tmRkZLBgwQJRAd2xYwcuLi5UVlZia2tLQEAAb9684cCBA1y5coWioiIx/h44cKAwlw0dOlRcPMaPH4+JiQlv3ryhtbWV0NBQiouLOXjwIM+fP6ejo4Phw4djZ2fH27dvKS4u5s6dO8jKyjJjxgxiY2MFsvbdu3fi8H38+HG+fPmCiooKhYWFwgU/Y8YM3Nzc2LlzJyUlJQQEBBAQEMClS5f4+fMnRUVFREVF4ebmJoBL8+bNw9XVVehXIyMjUVBQwNbWFhcXF9TV1amvr2fFihWoqqpy+vRpLl68yD///ENOTg6xsbFMmzaNd+/esWbNGn7+/Imenh5mZmaEhoZSUlKCTGdn5zaJo1cS6qiqqhKM2IMHD6KoqCicuQMHDhQ0oy1btmBra0tLSwsDBw5k2bJlwk4lMWrZ2NiwZcsW7O3thZQ8Li6O5cuXY2BggJeXF9+/f2fnzp0MGTJEmG4k5fm0tDTRgx4wYADe3t4MHTpUAPIlovdBgwaRnZ2NmpqaMNFIHr5paWlC9vDkyRORloyLi0NRUZH169cjLS2Nvb09ffr0wcfHh//++4/g4GDq6+uZMWMGY8aMEb7rmpoa0tPT2bp1K3V1dTg4OIg0sGRs1b9/f75+/UpycjJGRkbk5uZy5coVampqaGtrIz4+ntLSUuGaVVJSIjc3lwEDBrBq1SoePXrE6tWr2bFjh6jWSFYRq1evRkpKiuPHjxMYGEhubi7Lli0jMjJSnBqVlZVRUFCgtraW0NBQjh49irm5Oc+ePUNOTo7c3FwyMjLQ0dFh9erVGBgYUFFRITqvtra2vHjxAjs7OyorK6mvr6empgZ/f3/s7Oxoa2sjOjqaqKgobt++zYMHDzh69Cg2Njb4+Phw9uxZnJ2dKSwsxNbWFg0NDby9vYXy89u3byQlJTFmzBgePnzIz58/cXd35969eyIJq6enR0dHBzNmzGD79u2CpOXu7o6fnx+WlpZ0dXUREhIiPjPq6uqCRhYTE4O1tTUqKiq8evWKgwcPUlpayvLly7GxsSEiIgJDQ0PU1NSEKWjatGls2bKFp0+fkpiYiKmpKUpKSmzatEm4ak1MTIiOjhYq2sePH6OpqYm+vj4jR44UmNy0tDT+/PNPamtrxb5fEmR69+6dGLeqqKgwbtw4Tp06xf79+0lMTGTBggWkpqYyYMAA9u/fT9++fVFQUGDz5s2cOHGCq1evisPWzJkzOXLkiEiHW1tbs3HjRuLi4tDW1qa9vZ309HROnTqFmZkZUVFR4iCmoKDA48ePiYmJQUlJCUNDQ0EAMzY25vr16+ImVV1dzYABA8jPzyc6Oprhw4djb2/PmjVrKC8vx8bGhsLCQtLT05kzZw6ampqMHz+e6dOn8+jRI6HUtba2FujN+vp6QkJCiIuLo6amhtTUVCwsLNi6dSuTJk2iqamJT58+0bdvX2RkZLhw4QKenp7cu3ePrq4u3rx5w4MHD7Czs+Py5ctcvXqVadOm4eLiQn5+voCETJ8+XaRx582bJ96zrq4uzp07x4wZM4iPj6empgYjIyOmT5/O+fPn6ejowNbWlu7ubu7cucOXL1+wsrISAbyGhgZKS0sFedHU1JSysjJsbW3Jy8sT431DQ0OePn0qqH+SCeTy5ctpb28Xilk9PT127tzJqlWrqKqqErrb2NhYkR/Zvn07zc3NjBkzhjNnzjBv3jwxhXr27BlmZmaMHz+eixcvcu3aNZqbmzl06BDh4eGcOXMGbW1tpk6dyqdPn/jrr7+oqakhLCyMpqYmrKysqKqqQk5OToyDX79+LbIxPXr0EHIWGxsbMZW6ePEiMjIy7Nixgy9fvqCsrMzt27dZs2YN79+/p62tTWRSamtr8fT0JC4uTiS1Y2Ji8Pf3F86HQ4cOkZOTw927d+ns7KS8vBxXV1eWLFmCiYkJgwcPpqysjPXr11NfXy++l6amppw7d47Kykr27t1LSkoK379/R1dXF3Nzc/z8/FBQUKCqqkoAdQYOHEhMTAzGxsZUVFTQ2dlJXFwcAwYM+J+V1+fPn/Hz8+PKlStERETQ1dWFhYUFeXl51NTUoKioyKZNm8jKyqKrqwsnJyfWrVuHnp6eWCMePXpUII1Hjx5NXl4efn5+lJWViZ8TN2/epK2tjbi4ONEGOX369P8T6jo6OrbdunWLtrY28vLy0NTUJDExkcrKSiorK3n37h2lpaUMGjSIjRs3kpaWRnx8PIBQhpmbm/Phwwfq6+spLi6mrKxMpJSrqqpYvXo1NTU14tckCsvKykpSU1OJjIxESUkJDw8PsZNpaGgQwvuioiLU1NTEyPj06dMkJyfj4+NDR0cHNTU1dHR0CC7xtWvXBJPc3t4eBwcHkpOTSUpK4u+//xZJvHPnzuHm5iaYsZGRkTQ3N4vqmaOjI8OGDcPJyUks/iVWqt27d/PmzRuqqqpISkpiwoQJmJiYICMjg7y8PEZGRowaNUpAHcaNG4eqqiqLFy/m7du32NvbY2JiIsIu8fHxQgD//Plzvn37RkREBG5ubixevJg///yTnTt3smbNGk6cOCHSi3JycqxatQqAO3fuoK2tzfDhw/H19WXYsGFCRWliYsKhQ4dQVVXl/fv3TJkyBQMDA969e0dFRQXa2trU1tairKyMsbEx9+7dE6uIPn368PHjR9LT0+nq6uKff/4RXcwvX76goKCAiYkJ6urq+Pj4kJSUhJ6eHh8+fODbt2/06NGD6upqevfuTUxMDH379uXLly/06tULIyMjCgsL0dfXZ9y4ceJ9NDMzIzY2VhwWJNSxlpYWcRNMSUlh1KhRpKam0q9fP7KysoSQRoKklShUFy9ezJUrV/D29qampobi4mKGDRuGjY0N6urq1NXVoaioKB7wgYGBjB8/nqtXrxIUFCQ6zFZWVgQGBqKvry9aCyNGjGDYsGF0dHQwbtw4vnz5wsSJE7GwsMDU1JRRo0bx4cMHPn/+TFdXF9+/f8fMzAxFRUV0dXXFXq+urk6QvyQ35Lq6OqGVvHnzJsuXL6ezs5OwsDB69+6NhoYG79+/R0ZGhsbGRiFB6OrqYujQoeL/lpCQQF5eHnJycgCMHz+et2/fcv/+fZqbm5k6dSrbtm0TGtDk5GTRb7W0tMTKyopJkyaJH1Ctra1CJvLmzRv8/f3p7OzEzc2NIUOGMGXKFAYMGEB1dTXDhw+nZ8+e9O7dm4kTJ4qg5MiRI0X6d8iQIXR0dLB9+3Yxxdq7d69gwLu7u4sOq6OjI9bW1qSnp9Pd3U17ezvm5ubo6OgIVahE1aqrq4uLiwtLliyhu7sbf39/vn//jru7O8bGxoI+JknDa2pq0tTUJJL2kvzG3Llz6d+/PyoqKqiqqv6PRc7X15fBgweTmppKr1696NmzJ4MGDWLWrFkYGxtjY2Mj7HzTp08XeuIBAwYwZ84cbG1tOXjwIPX19Xh5eTFt2jRKS0v58OED27dvJyEhgb59+6KhocHdu3fp3bs3Q4cOZfny5TQ1NdHd3U1JSQnZ2dkUFRXx+PFj+vTpg6amJqmpqSJQ+erVK2RkZFBRUaG4uJjCwkKKiopEjqG+vp7c3FxaWlpQVVUV9LDk5GSsrKwoLS2lvLxcBM4k/WIlJSWkpaWZO3cuaWlpXLx4kaSkJOTk5CgsLERRUVHsuisqKsjJyeHWrVs0Nzfz7Nkz1NTUaGxsFKKksrIyjI2NkZeXFzfOR48eceXKFWxtbVFXV8fCwgI1NTUsLS2pr6/HysqKkydPoqenJyRWEu1pW1sbBQUFYrXx8eNHYmNjGTVqlMiuNDQ08Pz5c7Kyspg5cyY5OTnY2dkJv3V9fT2PHz/m+/fvNDc38+bNG3r27MnDhw/F6+Ho6IiRkRGKioqMHDmSb9++ibxKTk4OmpqaDB48GG1tberr63n//j23bt3iyJEjfPjwgYiICOLj4zE0NCQhIYGuri4cHBwwNDREUVERMzMzZDZv3rxNV1eXjRs3ipTqypUr6e7uxtHRkRUrVmBiYiJ2etOmTcPNzY2YmBhh85KSkiI5ORlVVVXGjh2Lo6Mj/v7+jB07FoD09HRR8RgwYIBglkuQkpIv+YQJE4iIiKCuro7t27cjJSVFcHAwf/75J5MmTUJFRYWAgADU1dX5/v0706ZNIyUlhb/++kso4K5fv87y5cuxsrJCTU2N9vZ2zp07x9atW2ltbWXx4sV8/PiRmpoalixZwrt37zA0NMTU1JSlS5fS1taGmpoaysrKyMvLi3GEvb09Q4cOpU+fPty7dw+AW7duiSR7Q0ODIL9JgDDjx48XsnZra2tOnTqFu7u7EE84OTlx+/ZtXFxcMDc358CBAwQFBWFiYsLixYtxdnYmIyODmJgY+vTpQ1BQEI8fP6a9vR07OzsePXokTqVVVVVCSXnr1i1GjRrF+vXr+fHjB11dXXz8+JFt27YhKyvLmjVrWLx4sUjOGxkZERsby8KFC8VecfHixWJcv2HDBsrKysQYycbGRtjZfvvtNzGu9vLywtDQkOLiYhISEoiPj8fc3JynT5/Sq1cv8SGX0Nr8/f3p168fd+/epbS0lKqqKgoLC1m0aBGrVq1CVlaWjo4OQUcLCgpiw4YNDBkyBG1tbfr06YOxsTEjR46kqKiIMWPG0LdvX+bPn09NTQ2VlZVER0djbGzM3bt3cXR0JDo6mvHjx+Pt7S1kE46Ojuzbt4/Gxkbevn2Lrq4ub968ARAO4fHjx7N48WKeP3/OvXv3iIqKIioqiqNHj3L27Fmhm5QceFasWCEc1F++fKGoqIizZ88KnvCDBw/w9vYWxjgJcOXw4cNidWNubk6vXr3YvXs38vLy5OXl8fbtW548ecKdO3dwd3dn06ZN6Ovr07NnT7Zv387MmTNFZ3bt2rX8888/qKmpMXHiRC5cuCA80MrKyhQUFDBq1Ch27tzJ6dOn2bp1KxcvXhR994EDB2JsbExWVhZSUlLs3bsXFxcXFBUVsbKyQlpamvPnz4vD54YNG0hPTxc1rMbGRkEbq66u5syZMwIwZG5ujqysLOXl5cjLy3Pjxg0GDRokgq8DBgxgxYoVjB8/Hg0NDdrb28nLy+PLly8oKiry9u1bhg4dKtCsubm5+Pj4EBMTg5eXF8ePH0daWhonJydiY2Npa2vDz8+PyMhIHj58yF9//SVIhYGBgcybN48+ffpQXFyMo6MjWlpaVFZWYmJigrOzM0FBQUyZMoWPHz+KxsfZs2cFTlei+pw0aRKfPn3i0aNHomsdHh5OWloaKioq3Lhxg+bmZr5//87ly5ext7fn1atXIhkfERGBr6+v4F/k5OSgpKREV1eXgJ5ISUkRExNDbW0tFhYWmJmZiW62hoYGmpqaODk5MWvWLA4dOsT06dOJjY0lKysLR0dH9u7dy71792hvb6ejowMdHR0UFBTIzs4WprXMzEz27t3LsmXLROvk48eP3L59W7RXtLS0yM/Pp6urC0NDQ/Lz8/Hw8ODLly8CfNXd3c3Hjx9JS0ujqqpKrDscHR0JCgri48ePeHh40NTUxPbt29HV1SUyMpIRI0awYsUKvn79ys+fPwkPD2fDhg0cPnwYGxsblJSU+P79O6qqqkRERBAaGsqkSZNwdnYmJyeH06dPk5OTIy5SRkZGwlGuqqrKlClTyMvLY9u2bQC4ubkBCH7/qVOnqKmpwd3dnYyMDC5cuCD845K8z6JFi5g8ebKY9rm5uVFaWir47ZJpYkFBAYqKiqL+u2zZMs6fP8+8efPw9vYWbZ/du3djbGxMU1OTIKr5+vpy+PBhtLS0+PHjBzJNTU3bZs6ciZKSEoMGDeLJkyc8efKEQYMGER8fz7hx47hw4QLx8fF4e3tja2vLrl27mDZtGurq6vTr10+MGqdPn46+vj7Pnj1j1apVLFu2jPT0dBYvXixMVI2NjXR3d4sb2MCBA5GTk6OiooIFCxaQmJiIubk5Dg4OlJWV4erqKt7cgoICkfReunQp69evR1ZWFmtra+Fe1dPTY/HixRw8eJC//vqLuro6kRw+e/YsN27cYP78+ezatYtx48YJNaOysjJ3796lsrISe3t7VFVVMTQ05Pbt2+Tm5lJeXs63b9/IyclBT0+PkJAQ3NzcUFNTY9++fUyePJlt27ZhYWGBtbU1t2/fpqCggOHDh9PW1kZkZCTz5s2jrq4OGxsb/v77bxITE3n27BmWlpZcvHgRZWVlampqiIqKonfv3ly6dImQkBBMTEy4du0aTk5OnD59mk2bNtGrVy/xJTt79izV1dVC1RceHo6Hh8f/+1NlZHj8+DHFxcVcv36dGTNmcPnyZUJDQ3n16hV+fn78+++/NDc3o6qqSmtrq+iiysrKUldXh7u7O3v27OGvv/4SD4n8/HymTJlCdna28JpbW1tjaWkpwhKSpLa/vz9dXV2MGTOGL1++iC+uBKqgqqrK6tWruXz5MrKysmzevBlfX1/WrVvHrFmzePfuHZ8/f0ZGRkaMuU+ePCmkI+vWrUNFRQUVFRV+/vxJeno6zs7OyMnJERYWRmNjo+jcHjt2jKamJry9vSkqKiIhIYGqqiq8vLyora1FS0tLnJYl9TFJyjMmJobm5mZWr14tAB6S7vCgQYPIyMjgxIkTYpo0depU3r59i6KiImlpaWRnZwumt4KCAsXFxXh5efHhwweio6MJDg5GUVGRtWvXkpSUhI2NDR0dHSQnJ7N7924SEhK4desW4eHh+Pn5MX36dPz9/ZGWlkZBQQErKyv27NnDixcvCAgIQFZWlvb2dlavXo25uTmqqqrU1dUxYsQIQkJCCAoK4tq1a6KPnZSUxPHjx6msrERWVhZPT08SExOZNWsW+/fvZ8aMGRw4cIA5c+bw6dMnGhoaCA8PFzW3X375RZDiJFrKkpISPDw8yMnJobKykqamJtHumDZtGgUFBRQUFDBmzBjq6ur45ZdfSExMJCUlhdDQUHx9ffnx4wfPnj1DQmSMi4tDV1dXkLZiYmKwsbEhKCiI6upqsVZzcnLC3t6eK1eu8PjxY/7880/Gjx/PmzdvmDp1Knp6ety5c4fk5GRMTEyoqalh8eLF/P333xw8eFCIGDo7O3n27JkgOoaFhWFgYMDnz59RVVUV+Z6zZ8/i7u5OXl4evr6+LFmyhA0bNvDff/+xZ88eUlJSMDExITc3Fy8vL2RlZTl58iStra0AIp0cHx/PhAkThMXOwMAAExMTbGxsyMrKwszMjL59+5Kbm4uDg4NAdWZkZLB06VIKCgpYs2aNsBfevn2biRMnsmjRIgwNDTEwMKCuro7Xr19TXFzMp0+fyM7OZujQoaKKN3v2bMaPHy9u6erq6piZmdHY2EhxcTEXL17ExMQEb29vGhoa8PX1pbCwUPicv379yvXr10XtVltbG3l5eZYvXy5u8xYWFsTFxaGsrMySJUuwtLQUHvv379+LVaa6ujpXr15lxYoV3Lp1C2VlZTIyMqirq+PcuXNcu3aNI0eO0NLSwsuXL1FUVKS1tZU7d+6I2/rr168ZMmQIcnJy9OrVC3l5eVRVVXn58iV+fn7Ex8fT3NwBc3oZAAAgAElEQVTM3Llzqaqq4vv373z+/Jm0tDR0dHS4c+cOr169wtTUlIEDB9LY2MjTp0+FQtTU1JSmpibi4uJYu3YtL1++pLOzkx8/frBo0SIuX75MTEwMYWFhgpTW1NSEnJwcI0aMYPTo0cybNw8HBwemTp3KypUrxeR01qxZdHR0/H91cseOHd0SB6oEkF9bW8uAAQMEzvHmzZssXLiQGTNmsH//fjF2evLkCZcvX+bAgQN8+/YNHR0dPn/+zIYNG8jJyeHw4cNiPKitrU1ycjKBgYEcP36cqVOnoq6ujry8PFJSUrx48YJevXoxevRoAHJzc0XJfurUqTQ0NJCfny+81BKH6dGjR/H29mbmzJn06dNH0GkkbltJCV9Ct5kzZw7Pnz/HxcWFX3/9laioKOrq6li2bBmhoaEoKSn9Dyj+4sWLLF++nE+fPuHh4cGJEydYuHAh3d3dNDY28ujRIyZPnoycnBy9e/cmKysLLS0turq6qK2tpampidTUVDw9Pf+HP2xqasqwYcN48OABYWFhQijS2dlJYGAgSUlJYkd47NgxFi1axNatWzEzM+PUqVMEBgbi6elJWFgYCgoKhIWFcfXqVU6cOEFAQACrV6/m+PHjhIWFcefOHSwtLSkvL8fAwAA5OTkSEhLQ0NAgOTkZd3d3ZGVlKS0tpaKiguDgYLq7uykuLsbX11dgCx8/fszJkyfJyMjg33//BeCXX36hubmZBw8eCE+svr6+QD5+/PiRsLAwbt++zezZs9m7dy8rV67kwIEDnDhxgtbWVoqKinBycgJg8+bNeHp6kp2dLTq/Wlpa7NmzB11dXSoqKtDU1GTevHk8ePBA3OIlFC8tLS3s7e0pLCzk5s2bQqna0tLClStXRJXmt99+IzIyUuwJ//vvP3R1dRk8eDBeXl6cOXOGtLQ0LC0tyc3NZe3atUhLS7N7926xa+7duzfl5eUYGhoK6by/vz95eXls3rwZMzMzNm/ezIwZM1i/fj1Lly7l1q1bmJmZiX+jJEA3depU1NTUSE5OFuO/8+fP06NHD4YPH46joyOWlpZi8gAwfPhwCgoKsLe3p7q6GiMjI/r06YOLi4sIKOnr62NnZ4eSkhI9e/bk5cuXwteck5NDYGAgL1++REpKismTJ3P8+HG0tLR4/vw5np6eDBo0iDNnzrBo0SJu375NU1OT2MUfPXoUKysr0YFVUFBAW1ubEydOsGXLFv7++2/xGfnrr7/Q19dn7dq1rFq1CjU1NaytrYX44t27dwQEBDB79mzWrFmDqqoq9vb2XL9+HXV1dT5//szy5ct5/fo1ycnJmJubc/r0aUaNGkVDQwMhISGsWLGCzZs3o66uLlYnEuNc3759ycnJYe3atYwePVr4pQGMjIxQU1MjIyODb9++oaCgIA47zs7ObNy4kePHjyMlJcXZs2cxNTXl4cOHFBcX8+LFC7Kzs7ly5QrNzc0EBweTmppKREQE7969o6amhvv372NhYUF3d7ew0GVmZjJnzhxqampobW0lMzMTQ0NDFi1aJDS2PXr0EBOjpqYmzp49S2BgIFVVVZw9exYdHR1Gjx5N3759OX78OE5OTjg7O7Nr1y62bdvG3LlzcXNzY8qUKWzcuJGoqCgiIyPF82/ixIm0trZy4cIFcbGwsLAgPDxchMM0NTX5448/WLx4MSNGjOD27duYmJigq6srnBMnTpzgjz/+wNbWFmVlZaZMmSLCe9evX8fDw4OEhATs7e1pbGzk/v37rF27lvj4eBwdHZGSkqK4uJj4+Hhh5IuOjhbvQ0NDA1JSUujo6GBsbEyvXr348OEDo0aNQk5OjlOnTglinYGBAStXrmTDhg14eXnx/v17evXqxY8fP4iIiCA8PJzk5GT8/f2xsLCgvr6ee/fuUVlZyfz588nLy8PMzIz8/Hx0dXX58uULUlJSYuIybNgwABHa7d279/88v169ekVBQQGdnZ0YGRlRW1tLeHg4b9++ZfDgwdy+fRtvb28UFRVFaO3r16+C4tbY2Ej//v05f/48Y8eOxcbGhra2Nl6/fv3/F7DVq1dvk6QiJRIAQ0NDcnNzcXZ25vr16xw6dEjs0ioqKvjx44fYV4wYMYJr167h6Ogo9svy8vJkZGRgbm7OqFGjRJito6MDExMTfHx8KC4uRkNDg2/fvvHu3TtaW1t58uSJkF9I3uisrCyWLl0qQO6LFi2ira0NQ0ND8ecWFRWhoKAgTj0jRozgxIkTODg4kJWVJfqa0dHRAlN69+5dtm7dKlJ49fX1uLq6curUKXx8fMjMzKS1tZUdO3ZQUlKCvb09lZWVJCYmMnLkSBwdHQXpR09PjxcvXlBeXi50k8XFxSgqKnLixAkGDhxIREQEpaWlZGZm0tHRgbW1NYmJiUyePJnk5GSBRFVVVSUrKwsPDw8hBPn1118pLi6mtrYWY2NjcnJyuHr1KhEREWIkeO7cOZqbm9m8eTPFxcXExsYyZswY7Ozs6NGjB2fPnkVGRoaEhAR0dXXp2bMnb968YejQofTs2ZPk5GQ8PT1xdnbm06dPgh/c3d1NSEgIycnJFBcXo6yszJs3b0RF68yZMyQnJ4u06+fPnwWiT1tbm/LycnJzc1m1ahWfPn2id+/e6OnpMWzYMPT19SksLGTq1KmsWLECKysrNDQ0KC4uxtvbmzt37lBYWIi5uTnfvn3DxsaGT58+MWHCBNTU1Bg6dChmZmZcv36doKAgTp06ha2tregqS0ZaX79+xcDAAFVVVXr16sWECRPEKFxCDfP19UVFRUWcrI2MjLC0tCQuLo4///yT2NhY5OTkWLlyJSdPniQ0NBRtbW3xetjY2LB9+3Z69+6NqakpqampyMjIiAR7Y2Mjtra2eHp60t3dLShVLi4uKCsro6OjA4CBgQGDBw+mra2NDRs2UFNTI+oqkv//lClT8PLyYuzYscjKymJiYsKuXbs4dOgQly5dEg/be/fuCdHI4MGDSUtLIyUlBWlpaSoqKsjPz8fAwEBAVXJzc4mOjqagoICJEyeirq7OjRs38PHxEcrW+Ph4ZGRkKCkpYe7cuZw6dYoxY8ZgYWEhgoyzZ88mISGBoUOHYmNjw7lz5wgNDeX169ckJSXh6+tL3759MTU1RU1NTZiJysrKMDU1ZcKECWJd4O7ujq6uLj4+PhgYGPDjxw/BwO7fvz8tLS3Y29vz9u1bZs6cyePHj+nVqxdPnjyhtLSU2tpaWlpacHd35+PHj5SUlGBpaYmlpSWGhoZUVVVhYGBAc3MzAKmpqTg6OuLs7ExlZSX9+/fHysqKuro6Pn36hI+PDwUFBcjLyxMYGEhiYqK4renr62NoaEhlZaUQIFlaWgqeNsDPnz8ZNWoUpqam/Pz5Ez8/P2RlZXFychKZBg8PD7q7u8XUSUFBgZcvX4qWjiT7oqWlJQJZenp6GBoaCpKgubk5JiYmbN26VWBCJZVRiTrT3d2d3NxcZs+ezYgRIygoKMDNzY1NmzaJVcazZ8+EcVBCD7xx4wZSUlKkpqbi7+9PZGQkJiYmqKioYGBgQGdnJ/fu3ePr16/cv38fVVVVxo8fT2FhIT179hSrkPT0dKKioqipqSE3NxcnJycyMzN5+/YtDQ0NeHp6kpGRgYGBASNHjiQ0NJT29nbRbmhqaqKrqwt5eXnev3+PvLw8p06dIiYmhsTERM6fP4+Hhweenp4UFBQwb948EhMT6dWrFwUFBbx69Uo4FTw8PEhNTRU7ZE1NTbq7u9HV1eXWrVsUFBTw+PFjERwODAyktrZWuC8kAqOysjIcHBz48eMH7u7uYlX8+PFjMVqXlpZm9uzZuLm5sWrVKurq6v7neyhRIOfn57N+/Xqys7NJS0v7//XgyJEjt9nb24v+bEFBgYi9f/z4kX///ZcnT54wc+ZM3r17h6urKyoqKhw8eJD//vuPnj17irqChYUFRUVFPHnyhLi4ODIzM9HS0sLIyIjPnz/z4sUL2tvb+fr1K5mZmdy+fRspKSk2b95MdXU1z58/Jzo6WjB3ra2tuXr1KlFRUXh4eJCUlMSwYcPw9vbm+fPnyMvLk5OTQ319PT169CA6Opr169fT1tbG6dOnhTlJWlqa/fv3i72vxHsqqQiUlZUxYMAAysrKqK2t5e7duwwbNowlS5Zw//59kTCX0N1cXFzYsGEDKSkp4kOVkpLC9u3b2bVrF5s2beLGjRvCVfvHH3/g4+PDgAEDyMnJERi8kJAQoqOjefPmDXZ2dtTX17Nu3TqysrL49OmTOGF//vwZfX194uPjMTY25uDBg1RUVLBs2TJ69OiBg4MD1tbW5OfnCwLSmTNn2Lx5M2lpaXz9+pVVq1aJfuPvv/8ucJhjx45lwYIFwlq0Y8cOrKys+Pr1K3JychQVFfHq1SuWL19OTk6OUBwaGhpSW1tLYGAgXV1dnD9/HhcXF/z8/Dh58iR79+7lwoULrFy5EldXV1JSUjA2NhYQmaCgICoqKqirqyMmJoaEhAR+++03zMzMcHNzQ05Ojg8fPvDnn39ib29Pfn6+4CzLyclx584dbt68iZeXFzY2NtTV1dHd3U11dbU4bElgFyEhIWhra1NdXY2VlRW//PIL6urqFBcXo6SkxPTp0+nfvz/FxcXiVHzkyBEBp5DsNgcMGICNjQ1DhgzB1taWlStXsnjxYubPny+Cd+bm5jg6OpKeno6xsTGtra3Ex8ejra2Nk5MTx44dQ19fH1VVVbZv387Vq1cZPnw4LS0tPHjwgOXLl7NlyxZmzZpFZGQk79+/p7q6mrNnz+Lp6Ym6ujq2trb8888/mJqa8vLlS7Zv346LiwumpqZs3LgRJSUl2tvbef/+PWFhYdjY2DBixAiePHlCfHw8oaGhXL58WVRx8vLyMDY2ZtSoUaKGFRUVRWlpKbt37+bx48eEhITQv39//Pz80NXVxdvbm/v37wvBSP/+/QkMDCQiIoIBAwZgbm7Ow4cPUVNTw9HRUYhoJIYzSfXq8uXLnD17lr///ltUb3r37i2qgP3790dHR0dMdzQ1NWlubha4YXt7e6SkpOjXrx+VlZWcO3eOpqYmHB0dhSUwPDyciRMnsm/fPgwMDJg0aRLXr1/n8+fPbNu2jRMnToiE97Rp01ixYgWysrIoKChw8+ZNJk6cKMamkt2+pPkQERFBdnY2Tk5O9OvXj4EDB+Lm5kZXVxetra1ISUnh4OCAm5sbz58/R05OjnHjxqGhoYGJiYlwent4eIg0vKR7K0moKysrU1hYSHt7O3fv3qWrqwsfHx/Wrl1Lv379+O+//+jRowfPnz/H0NCQT58+UVpayowZM3j16hVdXV2cOnWKnTt3cv36dbS0tFBTU+P+/ft0dHQwYcIEOjs7RTDyyJEj9OnTh2/fvv1P9W/MmDEYGRmJAGN5eTk6Ojq8fPlSTEH//fdfNm/eTFRUFGpqaujp6aGtrU1RUZHYGU+YMIH09HThge7o6MDHx4f9+/eL4GBCQgK5ubmoqKgIHvrEiRP59u0b0dHRzJkzh7S0NBITE/n+/TsLFy4UAVtfX1/s7OzIy8vD3t6ehoYGsrOzRe4oKyuLjx8/4uDggIyMDElJSTQ3NwvfuK6uLikpKfTo0YPz58+zceNGkpKSUFBQEHVWeXl51q1bh5ycHDY2NsTGxmJoaEhQUBApKSkkJSWJrnxLSwuHDx/G1dUVDw8P/vjjDzQ0NMjPz6etrY1r165RXV1NS0sLra2tKCgoIC0tjbW1NaWlpSxbtozGxkbu3buHjI6OzrasrCz27NmDs7Mz2traXLx4Uejg9u3bx6ZNmzAzM8PV1RVnZ2ch0IiMjCQiIoLffvtNwP21tbVJTU1l3bp1SElJUVBQwLFjx0Qo5M2bN8TGxnLy5EkKCwu5evWqsLcMHDiQyspKkpOTUVdXJz4+Hk1NTXr06IG1tTWXLl1i2LBhXLhwAV1dXYKCgoQjW11dXeg/r1y5QnBwMCUlJRgbGzN+/Hj69+/PyJEj+fnzJyEhIURERFBWVkZCQgLbtm0TvUxVVVVcXV3p378/hw8fpqSkhOPHj7N//360tLSYP38+6enpmJmZsWPHDgwNDUlLS8PNzQ1/f3/Gjx9PSkqKUGpmZmZy48YNAgICyM/PR11dXfCfly9fTlxcHMHBwZSWlnLjxg2MjY05c+YM7u7uSElJ8d9//7Fw4UJu3rzJ1q1bSUpKorW1FXd3d1paWhgwYABdXV1MmDABX19fAJSUlJCTk+PgwYM8ePCAefPm8eLFC8aNGyfwqAUFBQQHB2NiYkJdXR1Tp06lubmZmzdvkpCQwNOnT2lubsbExITp06dTXl7O4MGDqaurw8vLiwcPHrBz506OHDnCly9fhAfYy8uL6upqysvLCQgIoL6+nqSkJFRUVFBSUuLJkyeEhISQn5/P58+fcXBwwN/fn1mzZjF8+HCioqLIzs5m6dKljB49mmfPnpGdnU1paSknT55ETk4OJSUlrK2tmTRpkvggSwxoz549Y9GiRXz69EkEo1RUVER6v7y8nNOnT9O/f3/mz58vurs7d+5k0KBBqKqqir3joUOHuHjxIvPnz0dfX18EavT09IQ8wdfXl9zcXJH+f/ToEXZ2dqiqqorbgJGREWPHjkVDQwNXV1e6urpwdnamvb1dQGWsra2xsLDAwsKCqVOnUllZSWZmJjNnzkReXp4VK1YIUEhAQABr165l9+7dAuc4btw49PX1KS8vZ/Xq1Rw8eFD8+16/fs3KlSvFDXHPnj3IysoiJSXFx48fAZCWliYrKwsVFRXc3NxQUVGhtbVViB3GjRvHhg0bsLCw4OnTp0LO4+rqyt9//82rV69Yt24dqqqq7N69m87OTt68eYOHhwdv3rxBW1ub5uZm7t27R3V1NYqKiuJAIVktqaqq0tLSIm6isbGxxMTEoKGhIfbHjY2NZGdnY2lpKWBPL1++xNLSkv3792Nubo60tDTS0tJiSiUtLY2amhpHjx7l+vXrYhrV0NDAxo0b+f3337lx4waamprCOd3e3k5YWBjPnz/n5MmTxMXF4eXlJUAekq7ykSNHUFVVJTo6WhwyHzx4gLq6Ovb29sJkl5CQAICPjw+lpaWUlJRw6tQp7t+/T3x8PG/fvmXDhg0sXLiQsLAwVq1aRc+ePXF3d6etrY2ePXvi6+vL169fuXXrFi0tLWhqauLq6kpFRQV6enrCImZnZ8fVq1dpbGykqKiIOXPmEBYWRmlpqZCTSCYkeXl5XLhwgaKiIjw9Pbl79y59+/YlOjoaX19fEUJsamqitLSUhIQEbt68yaVLlzh8+DCTJk0iNzeX/Px8zp49i56eHr6+vgQHB2Nubs6MGTPQ19cnKysLY2NjfHx8UFRUpLOzk549exIWFkZXVxffvn1j+vTpXLx4kZMnT9LW1kZHR4eoEre1tVFcXIyUlBRtbW24u7vj6urK6dOnKS4uxtjYmG3btnH27FkOHz6Mr68v06ZNo7Ozk0OHDqGkpCTc1RIaoESe4uzsTFNTE+7u7vTp00eEhDs7O6mqqkJRUZH8/HwOHDggDn1xcXEEBAQI89sff/zBuHHjOHHiBNLS0lhaWopDlY6ODmpqaoSEhFBWVsa9e/eYOHEipqamFBQUoKurS2FhoaDg5ebmYmBgQEZGBg0NDbx+/ZpRo0YxbNgwZFRVVbc9f/4cBwcHjhw5goaGhnD0Pnz4ECcnJ8rLyykqKhJ4wHnz5omg03///UdGRgYaGhq8ffuW3r17C+yaBH+3YMECevXqhaamJnZ2duzatYv9+/fT2trK6NGjOXjwIPHx8YwaNYr29naam5sJCwujoqICgMDAQExMTLCysmLLli2cOXOGWbNm4ejoSF5eHo2NjQwZMkSo2Gpra5GTk6O2tlbUiiT+6GvXruHs7Iy9vT1NTU34+fmxYsUKvLy8GD58uBhLjh07VlRTNm/ezM+fP3n16pUwPJWUlPD48WOePn3Ktm3bRA9RIos/f/481dXVvHz5kqamJn7+/MnDhw/p7u6mvLxc7P3379/PnTt38PLyQlVVlcGDB/P27Vu+fftGYWEhc+fOJScnh0mTJokfJsHBwbS2trJkyRIROvvtt98EQnDjxo0kJiZiZmaGsbExgYGBvH79mszMTHx9fVm9ejXe3t5kZ2dTWVlJTEwMJ06coLy8HC8vL6ysrETiNDQ0lIkTJ+Lt7c3Fixc5fPgwN2/eFFxwT09P7OzsxKFJItZITEzk0KFDIs3c0dGBvr4+ZmZmVFdXo6GhwbRp06ipqUFHR4f169ezcOFCtLS0RGf2/fv3PH36lKCgIJKSknj//j0ZGRlcunSJ9vZ2li5dys3/o+tNw3pO/7j9s33fN9FC2neVUEiKiEGWMsiWdZjB2HcGM4MMxjAMY40woiJLlkokrSoU7fuiUtGm7X7wu7/X8f8/uD2bB8Nx9P32+VzX+/16neetW4wdOxYfHx9u3LghqhgVFRVUVVXR3t5OcnIyUlJSPH/+nDdv3hAcHIy2tjaJiYl8/vyZy5cvExoaKr4jW7Zsob29HWdnZ9LS0njy5Ak2NjYCRHLmzBmGDh0qSGIfP37kzp07otcryXK4u7sTHh5OT08Penp6JCYmCl1fQ0MDK1aswNvbm9DQUFauXElMTAxycnKMGjWKgwcPMmrUKNLS0jA2NqalpUX4mc3NzSkqKuLy5ctcv36dnJwcent7uXfvHubm5ly7do1Hjx5hbW3Ntm3b8PX1RVlZGQ8PD4qLizEyMsLKykpQ8+Li4qiqqhI8cElzYsCAAezduxdXV1eysrLYt2+f6GUvXLiQgoIC9uzZw6lTp2hpaSE9PZ3CwkJB+pOTk2PMmDFkZWUJAYxEehAcHExlZSU6OjoCK2xoaMiAAQO4ffs2W7Zswdvbm59++gkZGRlBlrt8+TIeHh4cP35cmAA/fPjA2LFjGTBggDjEOjo6cuPGDcGNsLCwoLm5GTU1NUFtbGpq4vDhwzx58oSCggKGDh3K5cuXKSwsJC4ujpcvX/LHH38wffp0tm/fjpycHL6+vri4uJCWlkZgYCDx8fHY2tqiqqoqHO0S5aPkACxZB2ZlZTF//nyCg4M5d+4cI0eORFVVldbWVo4cOUJBQQHt7e2Ul5ezaNEigoOD2bNnD3l5eQKqdPPmTTIyMkhJSeHVq1eEhITQ09NDR0cH3d3daGhoUFRUhJycHGZmZigpKXHw4EGsra2FAbChoYGRI0cyadIkHj16RE1NDatWrRIvsa9fv+Ln50dtbS3Dhw/HwcGBN2/ecPDgQTo6Ojh+/DjXr18nOTmZoKAgRowYIbTMjx49wsvLi379+rFo0SIWLVokKpFaWlqizy2Zxvb29lJVVYWysjKqqqo8evRIWMmMjIx49eoVWVlZ5ObmMmfOHO7evcu2bdvYtWsXAwcOpF+/fvj5+fH06VMhKZK8RMPDwxkzZgxlZWUsW7ZMhOIKCgqEwtnFxQVZWVnOnTuHiYkJNjY2xMXFiY778uXLiY6OZvbs2bx48YK2tjZ6e3uRl5dn//79LF68GHd3d8GG37ZtG0lJSbx//15MpPLz81myZInIOH348IHw8HBu3rxJYmIiYWFhbNmyhdraWo4ePcqsWbOIjo7mu+++Q0tLSxj64uLikPr999/7ampqaG5uJjc3l6FDh/Lhwwfa2tro6OggJCSEe/fu0dvbi5qaGv7+/ixcuJC1a9dSU1NDcXExFhYWODo68uzZMzw8PLh8+TJDhw7l2bNnbNmyRaTdvL29SU5OxsrKiqamJqqqqgT5KSEhgTFjxvDkyRNcXFzIy8tDV1eX0aNHC93e169f8fb2pqSkBEtLS9TU1Lh9+zb79u3j0qVLeHp60tTUhLy8vGBFP378mNu3b4vuXmFhIaamphw5coTly5eTmpqKv78/jx8/pqGhgffv3wtzlZ+fH8eOHcPLy4u0tDSWLVtGbm6uqEM4OzsTERGBqakpjo6OvHz5ktraWiZPnixewhLBvcQi8+OPP/LgwQMqKytFn9XU1JQxY8aI5KXE4NXW1oaioiIzZ87kjz/+4Pjx4xw9epRhw4bh5OQknM0SaP+gQYPE7bOxsRFjY2NSUlJwcHAQ+78vX77w5csX0YuVqFQlyNji4mLKysqEpKG6upra2lqsra359OkT+fn5jB07lurqarq7uzE2NqanpwcZGRn+X38KCgowNzcX//3p0ydUVVXZt2+f2MG6u7tTWlqKn5+fCF+0trby6NEjvL29UVdXx8zMDIBHjx4J5amZmRnp6eliL2ZiYoKBgQEqKiooKiry+vVrRo8eTWpqKhYWFty7dw9nZ2fs7e1JSUkR+y+JGz01NRUbGxtaW1upqqrC1NSUwsJCPn36hKmpKa2trVhbW5ORkUFHRwe6uroiUKOgoICtrS0ZGRkYGRnx77//YmZmRlVVFebm5uKBKlk3SCprDQ0NZGdnY21tTXV1NRoaGqSnp+Pn50dycjLp6ek4OjrS0dHB0qVLuXr1Kn5+fpSVlfHx40ehNTUxMaG+vp6LFy9SVVXFihUrqKiooKOjA3l5eXp7e9HR0SEvL0+oXLOyshg6dKh4gE2ZMoWMjAy0tLRoa2vD09OTZ8+e0dLSgrGxMdbW1ty7d0+Qy5SUlOjr6+Pdu3cMHDiQrKwsWltbWb9+PdHR0QKqlJycLDrMEsxjZ2enmIJI5DZfv34lOTlZ9Ke/fftGR0cHHz9+ZPDgwairqwuo0M2bNzE0NKS6ulqkkHV1dcnIyMDd3Z3u7m5qa2uFLUtPT4+uri5yc3MF5Q9g0KBBwk0P/1O0WltbU19fT3NzM9nZ2aI1ICMjg5GREdXV1ZiamgoiX2ZmJu7u7qioqIgKT0ZGBr29vdjb29Pc3IyOjo7IaDQ3N2NoaEhzczNdXV2UlZXRv39/2tvbcXFxEe6DYcOG8fHjR8aMGUNFRQVlZWUiJS7xDnR0dIj9tAx5EMsAACAASURBVJaWFvX19SgqKopbqZmZGW1tbbx580a8QBQVFcWzIj8/X9gXJUEwSQti/PjxxMbGoqenR1JSEgoKCqITrKysTG5uLsbGxnz79o2vX78iJydHR0cHKioqGBkZISUlRXJysniuVldXCyeBnZ0dAOrq6nz+/Jnu7m7B6BgwYADZ2dno6OgI+qbEcd3e3k5rayuKiorCuKeuro6urq5gJZSUlFBcXEz//v1F/kdJSQkjIyORVZH8PUpKSsjIyGBsbIyUlBRVVVVoa2tTUFCApqYmtra21NfX8+3bN2RlZVFVVaWjowM7OztSU1MxMDAA/mfAk8haRo8eTUZGhvi7JfppCU00JydHgIq6u7sxMjISPHsZGRmqq6vFz+br1690dnaioqKCzN9//71HAn1YsmQJBQUFHD58mCtXrnDy5EmSkpLIyMjg77//5rfffmPdunWMGTMGFxcXtLS0UFFR4fTp0/j6+oovjI6ODl1dXWIU3dXVxdatW+ns7MTLywtXV1dxkrl27RrDhg1j7NixbN26lf79+zNnzhxKSkqYOnUq/fv3JyIigqysLGxtbblx4wY+Pj6i9zt9+nTWrFnDx48fmTp1Kh4eHkKs8OzZM7S0tLh06ZIga40dOxYTExNCQkJEwrh///709vbS2dnJtm3buHHjBk+fPsXS0pLg4GC+ffsm5AFdXV2MGDGCqqoqUSPbsGEDHh4epKamYmdnR2trK+Hh4YLeFRsby6pVqxg4cCB2dnbk5OQQHR3N4sWL+eeff9DU1ERbW5tZs2YxefJk/P39GTZsGE1NTdTU1PD582ecnZ2JiopCS0sLaWlpYmNjKSsrw87OTpiu2tvbuXv3LrGxsbS1tbFy5UoAoqOj6e3tZfPmzaKTbWNjQ2FhofAY//XXXxQVFREfH8+YMWMELGTJkiXi/w8PD+fIkSNcvHiRtrY2EhISMDU15eLFi1RUVAhil6WlJQ8ePODt27dERUWRnJxMdnY2z58/p7y8nFu3bhEWFsadO3dYunQp58+fF0KUwsJCNDQ0OH/+PHfu3KG1tZX09HSWL1/O9OnTGTp0KKNGjaK2thYvLy+2b9/OkSNHBDu5srJS9DFtbGzYsmULf/zxB6WlpVy/fp2mpiaKi4vJzs4WoKDTp0/z9OlTUQVauXIla9eu5e7du4I5fefOHbZs2cK4ceM4ffo0dnZ2tLS08OTJE1xdXXn8+DGdnZ18+fKFQ4cOsWTJEnR1dVFTU6OkpISWlhZMTEy4evUq0dHReHh4sGbNGsaPH8/r168F3F9WVpbDhw+zb98+7t27R3BwsBjVzps3j97eXjw9PVm0aBHDhw9HX18fOTk5rl27xvPnz/n5559ZsmSJ2AXb29uTl5fH1atXxSl95cqVdHV1MXnyZNTV1fn27Rvr16+nq6sLW1tb2traOHbsGHl5ebx48YJ169Yxd+5cAgMDxRhbYlWzsrKisrKS77//XkwyQkJCePHiBcuXLxcCntu3b2NtbY2ysjK+vr48f/6c48ePi0aFhFpmYGDAqFGjWLFiBdLS0qxdu5bIyEgWL14spCShoaGi2xoUFMSRI0fQ1dVl8uTJ5OTkcOzYMbZu3UpcXBxJSUns378fQ0NDNmzYgJmZGbm5uQL9Gx4ejrKyMhUVFejo6GBgYCC+O4GBgaId4e7uTk5ODs7OzsjLy5OdnY2dnR2ysrJUV1fTv39/XFxcSExMJDc3l7lz53Lp0iVWrFiBl5cXBQUFIth74cIFgeNVVVUlMjKSNWvWCHNaQ0MDLS0thIWFceTIESZNmsShQ4dYuXIlmpqaODo6UlFRQXNzM52dnTg4ONDb24uPjw8vX74UQdv9+/czceJEcZExNDRETk4OGRkZOjo6KCkpoX///vTv359Zs2ZhYGCArKwsWlpaKCsr09DQwJUrV5g0aRJaWlqsWbOGoKAgysrK2L17N52dnWzdupWEhATCw8MJDAzkw4cPBAQE8OHDB5SVlYmKikJHR4fk5GTq6+sZOHAgFRUVTJs2jUePHpGQkIClpSX9+vWjp6eH3Nxc7ty5w7Rp0/D09BSqTB0dHWExHDp0KN++faOlpYXDhw8zY8YM/v77b/r3709VVRXS0tIkJyfz22+/iZ/b+/fv8ff3p7q6GhkZGR48eCBaQJGRkUyePFk0Uh4+fIiLiwsLFizgxo0b+Pr6oqWlRVFREW/evGHx4sV8+vSJnp4eYmJihAhJkvbPyMgQBD4DAwP09PT4+++/UVFR4caNG9ja2rJ48WKOHTsm+Aaurq4iY7V06VKxUgoJCRGGyfv37yP15s2bvoyMDJH+7uzsZMqUKTg6OhIaGio8znJychgbG6OsrEx9fT2ZmZkEBQXh4uJCfX29QOJ1dXVx8eJFTE1NhUhdRkaGqqoqgoKChH9WkiQeMmSI4Nh2d3czYcIEPn78SHp6Ol+/fmXt2rUAdHR08OTJE2RlZTlz5gzt7e3MnDlTqA3z8vLo6Ohg4MCByMrKihutZAyck5ODtLQ0FRUVjBw5EmVlZYGjrK+vx97enuzsbEEPkzh/hw8fjrm5OaWlpUKXdvz4cUaMGMF3331HQkIC9fX1pKSkoKqqSm9vL2VlZTg5OaGnp4e1tTWhoaF0d3dTVFTE6NGjuXLlCsuWLROBEgmadPfu3axYsQJdXV1kZGSQk5MjPz8fe3t7QQFyd3cnPj4eDw8PjI2NMTMzIz4+no8fPzJixAimTZtGSkoKAQEB4kbbv39/Ojo6aGxs/H/egiUndYClS5cKeXpxcTFaWloiuPXvv/9SX19Pv379yMzMpKWlRSSrJS7e/+8faWlpsZOUeIPXr19PR0cHkydPpqamhvj4eLS1tYmKisLIyAg7OzvxfWpsbOTdu3eoqqpibGws/NnNzc3CHvXt2zdxG54+fTqVlZU8fvxY3HYVFRUF7/n+/fsCcfv06VNh9MrJyUFGRgY9PT2ys7Px9PQUBCPJzU5NTY2nT5+yYsUKjI2NqaysRFlZGUdHR+Tk5IQsJTk5meHDh1NRUSG0el5eXjQ1NdHd3Y2hoSHXr19nzJgxyMjI0NXVhY6ODhMmTKCkpAQdHR06OzsxNDSktrYWgH79+gk71Llz55CXl2fYsGF8+/YNZWVlBg4cSFNTEwkJCcjJyWFubk5QUJBIEu/fv5+WlhaOHj0qPptZs2aho6NDaWkp8vLyNDc3o6ioiL6+Pi0tLSIoGRMTQ09Pj3jg1dbW8urVKwwMDDAxMaGwsFCwyCX7czs7O9EVNjAwIDw8nMWLF4uQqLm5ObW1tRgYGPD69WtycnIYPny4CDF2dXWhra1NfHy86A1LqIoKCgoCzpGUlCS+G7KysiLdW1VVxadPnygtLcXHxwd1dXWRKm9sbBQTk8LCQry9vXn48CH9+vXD0NCQuro6amtrGTFihFDTPn/+nJ9++klYy548eSJ0qlpaWujq6tLU1ARAS0uLMG45OTmhpqaGu7s7N27cQEdHh+bmZkpLS0X4VUZGhsLCQoyMjKivr2f16tVUV1eLUfT169fx9/ent7cXVVVVwb5++vQpZmZmtLe3o6+vT2pqKvr6+pw+fRo3NzcB6XF0dMTb25v4+HjMzc3p7OyksLCQ7u5uWlpacHJyEkG2+Ph4ZGVluXbtmrhFNjQ0YG1tTWdnp6iCDho0SOBVJZ5zZWVltLS0RFq8s7MTBQUFUavV0dER1C9JiPTjx49IS0uTm5uLhoYGxcXFKCoqioaHr6+vYGp//vwZTU1NKisrMTc35+PHj+Tl5WFvb09WVhYVFRWoqanR19eHiooKbm5ugvUhCRc3NTVha2srDmiJiYkiu1JVVcXdu3extbVFQUFBCKOkpaXx9PTk9OnT4oY/ceJEcfuXWNIkwhsJTS49PZ26ujqUlJTo6OjAw8ODcePGUVdXR3l5ucCrdnd3k5ubi7q6OpWVlRw4cAD4H0lU8nslkWDJ3Lp1a48EjylJusrJydHY2MiVK1eIjo4WAvV+/frx+++/8/r1ax4+fEhDQ4MIXGhoaHDu3DmUlJQwNjYWt4WEhASGDx8OIEhKzc3Ngjbz/v17Dhw4QHNzs3jZurm5iVH08uXLWbhwIenp6aSlpYk9lYWFBQsXLuTdu3fCs+vr68urV6/Q1NREU1OTRYsWkZycLE5ghoaGIrnr7e1NY2MjS5YsITY2loCAAPFg/f7772lra8Pa2pqDBw9SX1+Pn58fHR0dXL58GTk5OWpra8Uopr29nX79+jFu3Dhxoy8oKMDOzo4rV64It/O9e/e4ffs2hoaGeHt7U1BQgK+vL8eOHWPkyJGsWrWKzMxMZsyYwb///ktcXJy4wc2aNQszMzP69euHmpoaLi4uxMbG0tfXx8aNG5k+fTq7du2iqKiIs2fPMvD/+rDt7OxQUlJCSUmJJUuW4ODgwODBg/ny5Qvu7u4EBASQkpLCrl27xMnU3t5ejKWfPXvGjBkzRNK5u7ubYcOGCRlLcXExISEhDBkyhJ9//pmcnBw0NDQEhz02NhZDQ0PR07x69SrBwcGcPXtWUJskKxALCwu0tbVFajMvLw9ra2sByZCVlcXGxgYPDw/Onj1LTEwMDx8+5Mcff+TatWssWrRI3NoiIiJwdXWlrKwMFxcXNDU1SUlJQU5OTuxJ9fT0cHR0pKGhgR07dpCTk4Ofnx+jR4+mtrZWfCeHDBlCZGQka9euxd7eHj09PQoLC4mPj2fOnDns2rWLq1evoqCggI2NDdu3bxd7u8bGRmbPns38+fNFMrmrq4tNmzZhZWWFjY0NJ06c4NGjR6xdu1aoMru6uliwYAGhoaHs2LGD2bNnM336dGGqGjRoEJmZmUhLSwvk4e3btwV/QAK9iY2NJTo6GjMzM9Hj/u2331BQUKCvr4+ZM2eir69PRUUFT5484a+//sLc3Jw7d+6QkZGBubm5kLTY2dmRkJBAeXk5AQEBdHV1oaWlRV5eHsOGDSM/Px83NzcePnyIvr4+tra2vHv3js+fP3P9+nX8/Pzw8/MjOjoaVVVVsSo4d+4cgwcPZv369Vy5coWnT59SVVVFZWUlU6dO5cyZMwwcOJD09HS8vLzQ1tamvLyc9evX4+TkxIEDBwTDfNq0ady+fRsbGxva29vp6urCysoKS0tLCgoK+PjxIy4uLvz3339oamoSGBiItra2IK1VVlayePFi9u7di5ubG1FRUTx8+JC+vj6KioqEG/nTp080NDSIG7axsTHfffcda9as4fjx42RkZCAlJUVcXBxqamrcvHkTb29vlJWVycvLY+zYsXR3d1NYWMjmzZspLS0VwBFJHfTkyZOMHDkSe3t7vLy8mDJlCs+fP2f06NE8fPiQjIwMXrx4QUpKCnV1dZw6dQpfX1+kpaWZOXMmd+/epaGhAWdnZ65evSp+j37++WcGDBhAv379kJeX59u3bxQVFVFcXIyqqiphYWHcvXuXfv364e7ujrq6ujjsNjY2YmBgQFNTE8uXLyc3N5e9e/cyZMgQDh48yC+//EJXVxepqakoKSlRVFTEhQsXuHPnDkFBQSxbtow7d+6QlpaGj48Pb968QUdHR/gJzMzMqK2t5cKFCzQ2NpKQkCDQyGPHjuXx48eoqKgQFRUlpo8S0t3t27dxcnKif//+4pl97Ngxcamrra3FxcWFpKQksT58+/Yt27dvZ8KECQwdOhR1dXWcnJzEpGfr1q0YGxtz+fJlwcd3cHDA19eXH374gU+fPjFgwAD6+vrQ19enpKSEgoICKisrsbW1JTU1FV9fXzQ0NBg9ejTDhg3j69evAvRy8eJFVFRUsLS0xNDQkJqaGn7++Wd6eno4ceIEOTk5/Pzzz/T19f3vItfa2rrnyZMnKCgooKmpyZcvX1BSUiIiIoKenh7Wrl1Le3u7+CLs27cPZ2dntmzZgpOTEwcPHqS1tZXBgwdz6NAhbt68SXp6Ora2tsTExHD8+HExwvrw4QMnT54UVRIZGRnu3r2LjIwMS5YsISMjgydPnqCvr8/Lly+Rk5Pj8OHDLF26FCkpKRYvXkxXVxevX79GVlaWjRs38vnzZ3GTqq2tFcSqjo4OrKysBHzEw8ODN2/e4ObmRmNjIwUFBbi6uoqX1NSpUwU/d9myZfj6+jJ48GD09fXJz8/n7Nmz1NXV8fnzZ3x8fAgICBDOVF1dXQFFiI+PZ+3atcjLy5OYmEhISAh1dXVcvXoVHR0dERbp6upi9erVFBcXs3fvXqHRk2Arhw0bhrS0NL6+vowbN46QkBCys7PFaKajo4Pi4mLi4uIYMmQI27dvR1NTU2ACTU1NmThxIklJSZSXl3P69GlRMbKyshJCivv37xMYGEhMTAyBgYEEBweLKpuzszOBgYG8f/9eJO67u7upqqoS3trs7GxKSkro6OggLy+PtWvX8vz5cxwdHRk1ahTd3d2oqKgIsfvgwYNFevj+/fvCj37nzh0+ffokbq6Ojo7i9uju7i5u/OXl5RgYGLBgwQL++usvZs2aRXJyMtOnT6evr4+IiAgUFBTw9/cnJydHvFTc3NzIzc3l/PnzIhxpZ2eHi4uL2FVJep15eXkMHz4cY2NjBgwYQFNTE319fYwaNYqioiKio6MZOXIknZ2d9PT0cP/+fUJCQigvLxc0r8jISFRVVVFVVaWlpYXExEQGDx7MpEmTUFRUZNy4cRw6dIiqqioWLFjA6dOnCQgIICsrC11dXRITE9HR0SEnJ4fz58/z6dMnuru7+eOPP/j69StmZmY4ODhw9epVNDU1uXr1Kq9eveLUqVMAeHh4kJCQgLW1Nb/++ivjxo1DT0+PCxcu0N7ezuXLl9HQ0ODVq1ci3Tx37lwGDx7M7t272bdvH7Nnz+aff/4RwB/JjlFVVVWwoV+/fo2NjQ3h4eEYGhrS2tqKvr4+MTExjBkzhszMTG7evCnCq5cvX6a3t5e8vDxiY2NJT0/Hzc1NWO9GjhxJv379cHNzQ15enra2NkaPHs3Lly8JCgqirq6OKVOm8PLlS44dO0ZnZ6c44EnoedevX6etrY3u7m7Onz/P9evXCQkJ4cyZM2RkZJCbm8vgwYNxdXUlLS2NoKAgtLW1GThwIBcvXiQ1NZWtW7eir6/P1KlT0dTUFCsXPT09Zs6cSVlZGTIyMlhYWIik8c6dO7l79y5lZWVisiOBPA0ZMkQIkKysrLhy5QpVVVW4u7tjZmYmaHkS2YekJSGp/gUHB/P8+XOqqqoYM2aMqDwNHDhQ5InGjh2LlZUVYWFhKCoqsm7dOk6cOEFPTw9GRka0tbXR19fHoEGD2LlzJ69evWLs2LE4ODgA4Ofnh7y8PMHBwdTX1/9P5ygjw6xZs4Sr28bGhmvXruHl5YW0tDQ1NTUsWbIEOTk5Pnz4wK5du0hKSuLJkyd4eHjw9u1bvL296ejoYOfOnbi6ujJz5kx++OEHvvvuOzQ0NPD09GTcuHEkJiby6tUrPn78yKRJk5CVlcXf358ZM2YQERHB0aNHkZWVFcpYFRUVXrx4IeRAsrKyPHnyBB0dHTGRnTp1Kv369WPjxo2cPHmSrq4uHBwccHR0xNHREVtbW9zd3QFITk6msrKShQsXcu7cOW7dusWePXtYt24doaGh3Llzh71797JhwwakpKTYtm0bS5cuxc/PT6ycQkJCcHZ2ZtWqVYIcJwneSQKcFy9e5NKlS4wePZrFixdz4MABkpOTmTdvHpGRkUK329nZiZKSEtra2jx+/BhFRUVkBgwYsGfPnj0YGhqKHvL79+/577//RGVLEsCRjMCKioowNTUVH+jz58+RkpLi7du3VFdXExgYSHR0NEZGRsLwpKamxpo1azAwMCArK0skpyX1i6CgIBwdHenq6kJfX1/0U4uLi+np6cHCwoK//voLbW1tGhoa2LNnD0eOHMHT05Pdu3fj4+PDDz/8IPrA1dXV/PLLLygrK+Ps7CzUnqWlpQJpGRQUxIsXL/jy5Qvjx4+nq6sLVVVV0YVes2aNSBPfv3+fqVOn8v79e27cuCGQh2VlZaICcuHCBR48eCD42KNGjcLS0pK1a9fS29uLt7c3S5cu5d27d4IfLhmNFhYW4uHhwb1795g9e7YY50uSkgUFBXh5eeHk5ER+fj5xcXGMHDmSlpYWpkyZQkhICOrq6sTHxzNlyhTS0tIIDQ3l5cuX1NfXCyXkjBkzWL9+PWFhYaioqKCiosKPP/5ISkoK3t7eNDU1CTH8hg0bsLOzo7u7G2lpabq6uqiurkZTUxNpaWnh3nVwcGDq1KkiVf3XX3/x+vVr7O3tKS0tZdWqVZiYmFBcXExoaCjjx49n2rRpaGtrM2XKFJydnZk9ezazZs3CxsaG9+/fi9aCiooKP/30ExJBzZgxY4iJicHMzAw3NzfS0tKwsLAQN3DJ+HbQoEEcOHBAZDN+//13TExMKCsro7OzEzc3N/r6+jhy5AgxMTGsXr2akydPYmJiIkJOI0eO5NGjR4KVfvLkScFgV1JSIjY2lsLCQhYuXMiIESMoLy9n3rx54lRdWVnJmTNnUFZWZtCgQSxZsoScnByys7MZO3YsBQUFBAQEsGLFCnp6esjOzmb48OHY29vj7e2Ng4MD58+fJzg4WPSg8/PzCQoKIjQ0VCSXdXR0qK+vp7S0lH379hETE8OiRYtYu3Yt/fv35/3791y6dAk1NTX++usvRo8eTVlZGfb29oSEhNDW1kZkZCQLFy5k1apVKCsrY2RkJBzG1tbW5Obm4uXlRWtrK1+/fqWrq4u5c+cK4Y2np6c47ISEhGBhYUHJ/3UEL126FHd3d3777TdmzJiBrKwsUlJS2NraMmjQICoqKujs7KSoqIiLFy8SERHBrl27+PDhgwhgPnjwQNSDNDQ0BG9AMonZv38/VVVVnDlzBm1tbXHjuXXrlqjx5eTkoKamhqOjI6qqqoSHh/Px40fmz58v1m1LliyhpKSEiRMnEh0dzdmzZ4XnvKmpSXjX09PTWbVqFZcuXUJTUxNZWVkyMjIEcMXLy0tIVdLS0qiqqsLX15d169ZRUFDAvn37OHnyJIsWLaK7u5sNGzbQ1NREYWEhkZGRXLhwQYyLBw0axO7du1FRUWHgwIFISUkRHR2NiYkJfn5+PHv2jLlz57Jz505CQ0OprKxEXV2dDx8+MHv2bAICAkR9yNPTk7q6OszNzbGzs6OiokIEWRMTE8VYPjo6Gl1dXQoLC1FRURHTJyMjIwwMDGhra+Phw4fEx8fz999/8/HjR3p7e/H392fbtm309fUJNrmGhgYeHh78+uuvZGVlkZ2dTVRUFCoqKowePRotLS3q6uo4fPgwnz9/xt3dXch1amtruXr1KuHh4QK4I6FdqqmpcfjwYbKysnj16hXp6ekif1BfXy9wpMOHD2fevHlMmzYNWVlZnj9/TktLi7C3WVhY4OrqKupuUVFRNDQ0sGvXLpqamkQuoaioiPLycmpra7G1tcXY2Ji2tjauX7+OlZUVqampdHR0IC0tTVpaGnv27OHhw4cYGxtz/vx5hg4dSk9Pj4ABARw7dky8F+Pj4+nu7qapqYn4+HgUFRVpaWnh/v37WFhY4Ovri8zEiRP3BAcHY2Njw4QJE1BUVGTixIkEBQVRUVHBnDlzBH2oqqqKYcOGoampSWdnJ01NTf+/EfbAgQO5f/8+u3btIjIykhMnTmBgYMD169fZunUrJSUlODg48PDhQ9atW8edO3fYtGkTKSkpBAcHM2DAAFatWkVpaSk5OTns379fiN67uroES3ry5Mm4urpiamrKu3fvWLduHRYWFjx8+JC9e/fS1taGqqoqo0aNwtfXl46ODpYvX46CggJLly7F29sbQ0NDHj16REdHBydOnMDJyYnvvvsOPT09rly5QkFBARs3bqSpqUkAH8LCwhg0aBCzZs1CT0+PVatWsXnzZnx9fXnw4AFFRUWC4aylpSXkB3PnzhU71n79+vHq1StSU1OJjo5GX18fAAsLC8zNzZGWlhb7yfz8fL59+8bIkSMpLy9nzpw5gu/e1dWFi4sLEydOxNramjFjxvD161cGDhxIfX099+7d4+jRo/j6+lJcXCxO1gUFBaSmpiIlJUVbWxsLFy7k77//xsjIiLi4OMzMzEQK/4cffiApKQk1NTXMzMwEnvXhw4ckJiZSU1NDT08PYWFh4mYyadIk/vnnH1xdXYmIiMDNzY358+cjLy9PbW0t0dHRFBcXs3//fuHFlfQ8k5KS0NDQICEhARUVFcaPH4+Ojo44sEnSvkOHDiU2NpaOjg5qamrYu3cv/v7+XLlyBVNTU2xtbamqqhIvspcvX+Lk5CQUj8+ePUNOTo579+5RVVUlfMO+vr4CqHDt2jWampoICwvD2dkZJSUl9PX12bp1KyYmJigqKnLp0iWmT59O//79OXPmDCYmJlRXV/PmzRvOnz8vvp/l5eVib1dXV0dUVJQQKsyfP5+vX7/y33//MXbsWAICAlBSUmLVqlXcvHmTNWvWcOPGDf79919OnjyJsrIyaWlp3Lx5k5s3b2JlZUVZWRl//vknmzdv5saNGxw9ehRvb2+RmNbX1ycsLAyAoKAgcnJyGDRoEHl5eRQWFhITE8OSJUuEdAUgKyuLpqYmOjo6iI2NZcOGDURFRREREcHQoUM5dOgQEydOpKmpidmzZ5Obm8uhQ4dEL7ehoYHS0lJevXolqH6rV69GXV0dW1tbkZCWpKole3Fra2vmz59PVFQU3d3dpKWlMW3aNI4fP05zczPe3t709PQQERFBYGAgAQEB9Pb2CsiEj48P0dHRQt0qJSXFrl27WLx4Mf7+/mhoaBAfH4+DgwO1tbWoq6tTUlLC27dvcXJy4smTJ4LhraOjI2hoFRUVnDhxgmXLllFcXExYWBiGhoa8fPmSyMhIzpw5Q19fH0lJSWKNU1tbS1tbG0OGDOHevXuiWnfx4kXWrFkjmgxr165l6tSplJeXe6HvsgAAIABJREFUExkZKR7+KioqrFu3TuxEr127RlpaGrt27eLgwYPk5+eL5+DDhw9paWnh5MmTjBkzhtzcXAAMDAxIS0sjMTERX19ffv31V2xsbKitrUVZWZm2tjY0NTXJyspix44dHDhwgNzcXBwdHZk2bRojR44UWNmUlBQh15g0aRIDBw5ETk5OZANWrFgh2iOSGqq/v78wFv7777/s2LGDP//8E3l5eVEdk9xE1dXVmTp1KoGBgdjY2AhynIqKCjY2NowbNw4XFxdaW1uZOXMmixYtIjo6mpaWFubNm4eOjg42Nja8e/eOrq4u3NzcWLBgAWFhYbi7u4vPUwKZOXPmDJ8+fWL16tUEBAQwc+ZMrK2tmT17NsOHD0dRURE7Ozvy8vIYPXo0wcHB2NnZiYmdmZmZsKUtXLhQgKs+fvxIX18fJiYmqKioCCeGBOLl7++PtLQ0qampREREEBQUhLu7O0VFRezcuRNTU1OGDx/OokWLqK2tZcaMGfj4+CAjI4NUX19f3z///ENhYaHQZUpqApJYvLOzs6i2JCQkoKioKBzEI0eOFEnBjIwMUlNTxcJ806ZNFBYW8u3bN/Ly8iguLqa+vp4tW7Zw+/ZtfH19Re/Q3NxcKOgkEf7W1lbxi9ja2iosMm5ubjg7O3Pr1i0KCgpErH7atGnExcVhYmJCZmYmYWFhLFmyBCkpKb59+8bgwYPJyspCS0uLxsZGAWx/+/Yt+vr6rF27ltu3b6Ompsbjx4/Jz89n1KhR1NTUoKqqSl1dHfLy8uTn57Nw4UL27NkjnL12dnY4OzuLE9WECROIjY0VsoC4uDghG5BgGXt7e+nr6xOjYFlZWXx9fYmNjcXZ2RllZWWUlZVFRevs2bMiXfj161caGhowNzdn06ZNBAYGMmbMGGJjY4mMjMTa2hp5eXkmTJjAvXv30NLSQk9PD11dXUxMTMSYVk5Ojr6+PpqammhtbWXUqFFEREQIVaaqqiqWlpbMmjWLW7duoaenJ3ZtBw4cYPPmzVy5cgVra2u8vb3p7OwkNzcXa2trGhoaUFVVJTExkdTUVPbu3UtMTAyfPn0iIyMDPz8/dHR0BO3I2NhYoCElZKK0tDThuY2Li0NDQ4PU1FQMDQ1pa2tDR0eHqqoq2tra8Pb2FqMtiY9cVVWV4uJiHBwcMDAwIDMzU9Ca4H9Vw7i4OAwNDdHQ0EBZWZmMjAwxIpSSkhKUJvhff/jKlSvMmzeP9+/fi9M0IBy/gwcPZvbs2WJPKyHGlZSUUFlZKQhP9fX1ODo6iunHp0+f0NDQoKysDE9PT9zd3amqqmLHjh3s3LmTcePGiQ58aGgoe/fupaurC2NjY1asWIGTkxPS0tL8+uuvAOTn55OcnExGRgbjx4/ny5cvnDp1CkNDQ/78808uX778P2WfjIwg7bW0tJCfn09HRwc9PT1ERkYKN7OnpyclJSXU1tYyZMgQjIyMePr0KQ0NDcybN48tW7bQ2NgoZAc+Pj5CZDBv3jzxs8/JyWHu3LlCgdnQ0EB3dzf//fcfra2t2NnZ4e/vz759+wgODmb79u1YWFgQHBxMTk4OEyZMIDMzk1GjRlFVVcXnz5/FRWDChAl8/vwZQ0ND4uLiUFdXF8HHd+/eMWDAADQ0NIiNjUVZWZmxY8ciJycnWN7379+ntbUVAwMD8vLyWLhwIUVFRfT29tLb20tjYyNLly7l5cuXANy4cYN169axe/du1q9fj66uLtXV1UhLS1NUVISZmRnHjh1j3rx5NDU1CQPfrl27GDBgAEOGDKGoqIjly5cTHx+PgYEBX758QV1dnSFDhhAXF0dAQAANDQ0MGjQIAwMDIVCRPDcl36Xa2lqBWq2srCQvL084DIqLi0lMTBTWxFmzZlFVVcWrV6+wtLTE2NiYrKwsampq+P7778nMzMTKyopHjx5ha2uLkZER3759Q0dHhwEDBpCbm4uSkpIYYXt7exMZGSlUsp8+fSIxMZHAwEChiWxububhw4eMGjUKdXV15s2bR35+PnJycrx//x4dHR3evHmDl5cX0dHRaGlpMXnyZP777z/WrVtHcXExBQUFWFtbM3jwYB48eICSkhIXLlxg6tSpxMXFceHCBRYuXCj63q6urri7u1NYWEhBQQEDBw4kMzMTMzMzOjo6hGHt8+fPVFRUUFRURE9PD9u3b+fmzZtcuXKF7du3U1NTw7Bhw6itrRWI5aamJu7du0dQUBAtLS0MGDAAFxcXrl+/jo+PDzdv3kRFRYXq6mocHR3x8vLi1q1b6OjoMHjwYKysrFBSUsLBwYFXr17R0NBAQkICBgYGFBcXIycnh7OzM4mJiaLOLDNp0qQ98fHx9Pb24urqysSJEzE3N2fDhg08fvyY6OhoSkpKaGho4Nu3bwLQMW3aNC5fvsy4ceOQk5PjypUrKCgocP/+fcaOHStg+hYWFqSkpDBz5ky0tbXp6uoSpChLS0tCQ0O5efOmMKh8+PBBCAFMTExYvXo1nZ2dYtc1bdo0pKWlyczM5NatW/j7+5OdnU1WVhZLlixh/vz59O/fny9fvnDz5k2UlZX59OkTxcXFANTU1BAYGMj169dFtengwYPExMTg7+9PaWkptra2vH37Fl9fXzIzMxk/fjxSUlL4+fnx5MkTZs+ejZmZGUeOHGHIkCEoKSmRlpZGb28vO3fuFH3b5uZm0Uc/ffo0ioqKREVF0dvbi6amJqNHjyYpKYnS0lISEhJobGykoaGB27dvC+xeYGAg0tLS7Nixg4aGBh4/fsyuXbvIzs7mzp07zJgxg9DQUKysrDAwMBBf0ilTpuDq6ipMMoWFhXR2dhIZGYmysjKXLl1i6NChDBgwgOPHj7N9+3auX7/O3Llzsbe3x93dnf3792NgYEBNTY0Y/+fn52NqasrOnTvx9fXl5cuXdHd3Y2trK5LYysrKPHr0CBsbG4yMjPD19eWnn34iPDyctrY2mpubOXfuHPr6+ujp6XHr1i2BXp08ebIYFUtS8VJSUrx48YLp06cLIcCUKVOYOnUqGzZsICcnh5KSEkxMTNi5cydaWlp0d3fj6+uLm5sb1tbWWFpaoq6uzsiRI1m5ciXDhw9HWlqa8vJy2traCAoKQkVFhSFDhvD582dRWZG8fCWmuI0bN+Lp6UlWVhaJiYlcvXqVsWPHMmLECObMmSOqgxLGdW5uLtu2baOkpAQvLy+uX7+Onp4ednZ2NDU1oaWlxYABA1BUVMTV1VXszufPn8/YsWMxNDQUUw+J/9rFxYUxY8aQnZ1NWFgY/fv3Z/Xq1ezevVt4kP39/Tl16hQfPnwgIiJCiBiMjIzELUmSOP/rr79ISkpi9+7drFmzhhMnTuDg4ICuri49PT1UVVVRV1dHREQEOTk5aGpq8u7dO7Gakbzk/vnnH/FSP3nyJC0tLaSmpnLhwgWuXbuGioqKcA5HRERw+vRpHj16xMuXL0lKSiIkJIT3798LkExaWhqbN2+mo6MDe3t72tvbaW9vJzMzk56eHhoaGvj777/58OGDuLVduHCBpKQkgencu3cv0dHRrFu3joiICOLi4rh69SpdXV34+/uTlJQkvsMtLS0i+OPg4MDnz5/FrlTiKLawsCA5OZm3b99SXFyMubk5b9684dKlS3R2dorDzaFDhzAzM2PYsGHIysqSmZmJnp4ekZGRGBkZMXHiRO7evcu///4rIDetra1MmTJFNGby8vLQ1tYW9MPBgwfz7Nkzzp07h5SUlFiBSVLvurq6PHr0iEmTJlFeXo6xsTGRkZHcu3ePpqYmFi1axKRJkxg8eDAnT55k2bJlKCgokJubK+qbTk5OfPv2TSBOJc/TiooKKioqyMnJITw8nDdv3ogOclRUFHfv3hX1Wnd3d2pra1mxYgXKyso4ODgwfvx4EdYaPnw4ra2twj+vp6cnDkOzZs0SYg8vLy/k5OSoqalBX19fcLlzcnKYOXMmV69e5cmTJ+Tl5WFjY4OioiKDBg3i6dOnLF26lMLCQlxdXTE0NMTQ0JDt27dTVlYmrH4jRowgICCA/Px8/Pz8KCkpIT09XTSbpkyZwvfff09LSwtpaWl8+PCBuLg4XF1dCQwMFBbC27dvs2zZMpydnTl16hRdXV1iWmRnZycm1xIGwLx587CyshLrzejoaOrq6njw4AENDQ1ERUXx7Nkz+vfvT1paGgsWLODKlStYWloic/bs2T0rVqwQJpq3b9/i7u7OL7/8wsaNG5GTk+PUqVMoKiryxx9/8N9//6Gurk5eXh4BAQE8fvwYT09PqqqqxDhRMgLQ1tYWo8kdO3agqqrKiBEjKC0tpbGxkbNnz+Lo6IiGhgaKiooidd7Z2Sn2WhLpx6ZNm4iOjubevXuiMiapDeTl5eHu7k5SUhJXr14F/kdHe/v2Le3t7SIdffLkSaZMmcLDhw/Ztm2bkJ3cuXOHPXv2EB4eLkYS8fHxzJ07F01NTYqLi+no6KC3t5fJkydz7NgxEbKbP38+4eHhpKSksHDhQpydnZk1axahoaGYmJiwaNEiqqurKS8vp7m5merqaiGSX716tRjv/vDDD4wcOZLXr18TEBAg/Ljp6elMmDABIyMjZsyYQWVlJWFhYaipqXHgwAG8vb1FPWLXrl38+eefpKamYm5uTlNTEw0NDRw+fFiAWgwNDdm2bRsWFhbU1tby9etXduzYgZKSEnJycnz//feUlpZSWFhIQkICSkpKbNy4EVtbW9FR7OnpYcKECaLfLKlXubm58fTpU3p6ehg+fDh1dXUcOXKEjo4ONm/ejJaWFpaWlujo6LBy5UoRsiorK2PNmjXk5eXh7OxMZmYmkZGRyMnJYWdnx/v376mvrycqKor29nbi4uKoqanhy5cvIkQnmcrs3buXxMREwYzX1NQUdqs7d+7g6+srWOft7e1oaGgwbNgwnj59KqZMkiyFpqYm4eHhNDY28vbtW2praxk2bJh4OEnEBM7OzpiYmIgAYGVlJZaWltTV1aGhoUFmZibe3t6UlZVx/PhxXF1dqaysJCYmRgBb+vXrJ+AjErGOpM1w6tQpGhoauHXrFjU1Nbi4uFBeXi4eclJSUmJiZWBgwIEDB7C2tmb//v2kpqayadMmFBQUMDY2Rl9fH1lZWe7cuYOxsTENDQ1IS0vT2tqKkZER+/fvF4Gy6upq0tLS6OnpQU1NTVTPTp8+TXJyMgEBAYSGhvLvv/+yadMmVqxYgZGREe3t7SgqKrJhwwZkZGSIjo4WB/uOjg6hxzQ0NGTy5MmC6a6srMzBgwcpLi7G1NQUKysrcnNzSUtLY+jQocLwpaSkRFRUFN7e3sjJyYnPzMvLC0dHR2bOnElycrIIOJaUlAiKmre3Nzo6OixYsABZWVnevXtHTk4OeXl5zJw5UzQvzM3Nsbe3Z+vWrRw8eJDDhw8LrGZDQwMLFy4U05WjR4+ycOFCsrOzuXTpEuPHj2fFihVcunSJtWvX8ttvvzF16lQmTJiAu7s7CgoKFBYWcubMGc6dO4e5uTkBAQH4+Phw5swZtLS0aGlp4fPnz+zevZuUlBTs7e0FHrWsrEx0zquqqvDz8+P9+/e8ePGCJ0+e4OnpSUZGBnV1dfz0008cO3ZMkPqGDBnC2bNn+fXXX8nIyKC4uJhly5bx4sULgRPesWMH48aNw9TUlN9//x17e3uBL/7ll1/YtWsXM2bMICoqCk9PTywtLTlw4AAKCgqMGDFCTHccHR1pa2vD1dWVOXPmiArtsmXLOHbsmJguJSQkYGJiwqhRozh//jx9fX0EBATw/v17ysvLxepo9erV5OXlUVlZybp169iwYYP4LHV0dEhLS2PixIlMnDiRwYMHY29vT3p6OsXFxcTExFBRUcHz58+F1/rTp08C/NLS0iJWCJJ1xq1bt3j9+jUVFRXs3LmTjIwMGhoakJKSYsuWLbi5uQm++caNG8nIyBAXNXl5eQoKCujp6SE0NJSQkBBkZGTw8fHhxIkTmJiYcPr0aS5duiTqrUlJScyaNYvW1lZiY2NRUFAQjSwJf15m3rx5e27fvi2W+S0tLRw/fpz29naWLVuGsbExb968Yf369Rw5ckSMmrW1tUlISODWrVukpaWJE9yhQ4ewtrYWo7yjR4+KU1pzczNhYWEkJSWJ0+rhw4extLSktLSU48eP09TUhKqqKmvXrkVOTo7W1lbMzc2JiYkhKyuLiRMnsnLlSiIiIpg9ezYpKSniJtba2irIXzk5OSIY5ujoyKNHj/Dx8UFaWpr09HSUlZX58OEDt27dory8nPT0dDZu3MiLFy949OgRV69eFSEtXV1dbt26hZWVFf/99x8lJSWUlZWxYcMGVqxYQVRUFLNnz+bHH39ETU1NaD8PHz5MSkoKBw8eZPPmzbi5ueHt7S3CeZ8+fRJs2tzcXHFbGjdunPASV1dXC13c+vXrhapTXV1dpCi3b9+Orq6uqFvp6+sTEhKCjY0N9+/fx8nJCTk5OS5fvszIkSNxdnYWAZeGhgbmzp3L/fv3iYqKYt26dQwZMoTGxkYmTpxIRUUFPj4+7N+/n9evXzNr1ixcXFxYvHgxGzZs4IcffmDQoEGMGTOGgIAAXr9+jZOTk9gv7d69my1btnD48GEWL14s9v8Sm9rBgwfF6X3GjBloamoKgMewYcN4/fo1hYWF+Pj4YGNjw+3btzlx4gS6urqCbS7xGb99+5bvvvuOoUOHUlhYyIkTJxgwYACjRo0Sp+/i4mLi4+Px9PQkODgYNTU1li5dytKlS8WK5t69ewwfPhwfHx/ev3+Pl5cXxsbGvHjxQhxwTpw4gbq6Ol1dXejp6aGpqcmPP/7In3/+iYyMDE+ePGHGjBmiPzp06FDy8vIYNWoUf/75J2pqagQEBAgRhqmpKWpqakybNo379+8zceJE/vjjD37++Wc0NTWxsrJi4MCBGBkZERYWJqp3EjZAcHAw+vr6pKenM336dEpLS3nx4gUtLS1iYnL48GFGjRolLFiysrL4+fmxd+9eNm3axOTJk3F2dsbS0pKAgABxQ5H822vXriU+Ph53d3cRuAoJCeHly5fY2tri4eGBgYGBeKFMmzaNEydOoKenJyZT48aNw8vLC11dXRG82bVrF6NHjxZTmkWLFuHu7s6uXbvEqkXy+yErKwvAuHHjuHv3LikpKZSXl7NgwQJ+/fVX6urq2LFjh6jfzZkzh6ysLIKDg/Hy8iIlJUXwJk6ePMmBAwd49+4dfn5+ODk58eLFC8H71tTU5LfffmPOnDmibjdt2jRB4JKTk0NbW5tff/2VH374gVu3bolwbm5uLs+fP8fGxobg4GA0NTXZs2ePIP5Jpo/Hjh3DysqKuLg4AgMD2b59OwYGBsyYMYNx48Zx7NgxFBUV8fDwQF5enunTp9P4fwh7r6gqrzZc+6L3qtKlI0WR3kEQbBgRC/Zu7EYTjZpoTKLGqNH4aSyxF+zYsAsiCAqoCBaK9CoC0jtI/Q++veb4v32yOctBhkNZ633nfJ77vq76ehQVFQVbffHixVy6dIkDBw7g4OBAUFAQgYGBnDp1ioSEBMLCwsTvXOKEaGxsZNasWYLXLlFrbty4ETMzMzw8PEhLS6Onp4cHDx7g6+srVJX5+fmkpaUJetfMmTN58eIFSUlJeHt7U1VVxaBBg6ipqaG/v5+ysjImTZrE8+fPOX78uNg/a2pqCjqhJMBcUVFBcXExERERvH37ltLSUnJzc9m8eTOXL1/GycmJuXPnkpGRgbe3N3Z2dsJUJ6k2RkZGCp5BXFwco0aNoqysjLi4OD58+CDCXZIgpWTSoa6uTkBAAFpaWpw9e5aZM2cK9n1TUxOtra1cvnyZBQsWCFCWvLw8b968wcPDg5CQENFO+PjxI2vWrBHmu3379okszdWrVxkxYgT19fUis9PR0YG3t7dQFSckJPD777/z5csXoeAcOnQoUtXV1f2DBg0S8ILQ0FBhwXJ3dxcmn7S0NBQUFHB2diYyMlJ01oqLi4XmsqGhgezsbDw8PMjIyCAyMpI5c+agr68vAgGS0WJmZiYGBgZUV1fT0dEhGOLNzc14eHjQ3t6OlpYWxsbGZGZm0tTURE9PD5qamrx584a2tjaGDBmClZUVqqqqFBUV0d7eTnV1Nebm5tTX1wsmtrW1NV++fMHW1pa4uDiGDx8u3L2SPzsrK4sBAwbw5MkT4fttbW1FUVERU1NTEZCRhAXs7Ozo6+ujq6uLrq4ukRzNzc1FQ0NDwFvS09Oxt7cnISEBOzs7vn79SmlpKS4uLgBihxgREUFWVhZBQUHU1NQwYMAAKisr6e/vx8nJSexlU1NTUVJSEoCJnp4e2tra8PHxwdPTk6NHj+Ls7MzNmzeprq7GxMREwG4ke7f/14+MjAzjxo3jy5cvDBo0CGtra8HAfvfunQDbS/CckmS2r68vycnJNDQ0AAhRR3t7O8rKypibm5Oens68efNQV1dnypQpopZUWlpKbW2tgF9IQAyS3a6ks6utrQ1AT08PPT09DBkyBPgvFlAilTA3NxfBj87OTmxtbTl27Bienp5kZGTw5csXwaavqqpCWlqa1tZWWlpakJGRESCKp0+fYmNjI0hDNTU1YuenrKws9u8SMpS+vj69vb3U1tYKAYUE85mdnS2kH9nZ2YLnLHkJ1NbWoqqqyoMHDxg3bpzYRUp2bWVlZejp6dHa2oqUlBSVlZUMHDiQL1++sGDBAurq6jh79iwhISE0NTWxbt063rx5w6BBg7h37x6ampqkpqZSUFAgOOcSOMi7d+/o7u4mMDAQ+C86VrJiycvLE+n8goICVFRUxK27tbUVY2NjampqaGlpEdrTt2/fMnToUIyMjGhsbOT169dUV1ezfv16sceWONbr6+vJzs7GxcWFqqoq/P390dLSQlNTE1VVVaqqqtDV1eXhw4c4OjpSWVkpRtY3b95EVVVVHNYkIUQdHR0yMjIwMTHBw8OD1NRU9PT0mD17NtHR0Tg7O9PX10d3dzfS0tJ8+PABKSkprKysqK2tRVlZGU1NTXEAkpKSQllZmby8PHp7e/n69Sv19fWYmZmhoaGBrq4uhYWFyMjIoKurS0dHB42NjQJTGRYWJvb0jY2N5OfnC2LXgAEDaG9vF/+2srKyhIWF0dXVRW1tLSoqKrx8+VLs6i0sLGhsbMTAwICYmBi0tbXR1dWlra0Na2trcnNz6e7upru7G0tLS8rLyzE0NMTOzo7m5ub/6VEPHDiQzs5Ourq6BKktMTERdXV1oqKigP8Clfr6+rC0tBR+b4kK1cDAACUlJQEuysjIYOTIkWhrayMvL8/Hjx9RVFTE3Nyc4OBgqqurycrKEuY8VVVVMjMz6enpEVXcnJwcQZ2UpOC1tLQEJyQ+Ph5paWk8PDx4+/atAOG0tbXR3t5OUFAQz58/F0pTHR0dHB0dBc5YXV1d7KAlnXc7OzsyMjLIz88X+RwbGxtevXqFoqIira2tODk5cePGDaZOnUptbS2enp4UFBQwZMgQkX1QUlKitbVVIFIlsC15eXkcHR2RkZERExbJO6impkY4L+rq6mhpaeHWrVv09PSIoLUk9PvlyxdkFBQUtoWHh/PPP/9w/fp1xo8fz4EDB1izZg3Nzc3U1NSgo6PDtm3b6O7uZtu2bVy5coXMzEy6urrw9/cXYINTp06hr69PZmYmOTk5grFdVlbGxYsXkZeX56effmLz5s2sXr2aCxcuICUlRXd3N7a2trx//56WlhaRluzt7eXp06dMmDBByDyuXLnC+PHjOXr0qBhJ9vX1sWfPHkxNTRk5ciQxMTHExMRgZWVFbm4uVlZWQk7v7+/P1q1bUVdXZ/78+ZSVlREVFYWGhgbbtm3jw4cPrF+/nvXr1xMQEICUlBSGhoZ4eHigqKhIfHw8ZmZmpKenc/78eYYMGcKDBw+wt7entbWV8vJyMdaXULiOHDnCmDFjcHNzo6mpid7eXvbt20dfXx9//vknQUFBFBcX88cff9DY2MjixYtRUFDg1atXPHz4kKSkJGbNmsWGDRv45ptvkJKSYurUqfz777/4+/tjbW3Nv//+K8Z1fn5+GBgYiJF9b28vkZGRnDx5koCAAAIDA2lpacHPz09wzJ2cnASsQ7KbGTx4MKampvz+++8kJCRQWVkpCFW2trZ8/vwZQ0NDQZ6Sl5cX8BiJhnDt2rV4e3vj4+NDcXExa9asIScnh2XLlnHy5En09PQYMGAANjY2DB48WBw8qqurycvLY9asWfj5+WFra4uHhwcHDx7k559/JjU1lXXr1lFWVoaysjK+vr5oamqSkJAg0uoSk9PNmzfx8PAgISGBH374gWXLllFXVyeANjo6Ojg5OdHX18eZM2ewsLBAV1eX33//nby8PPbt28fDhw8ZPXo0q1evFmADaWlp8eLYsGEDdnZ23L9/n6SkJJYtW4aTkxMRERHo6elhbW3NiRMnGDNmDNXV1eLPlISKJCsmExMTtm7dSmtrq5iGZGdn8/DhQ+Tl5dm3bx/9/f18+PABPT09Ojs7ef36tdixWltbExUVxdSpU5kwYQK6urrcv38fW1tb+vr6MDc3R1FRET09PaFzlJWVFT1pCX1Nwi9ISEjg5MmTzJ07V9zOu7q6iI2NFZ7t5uZmqqqqkJeX5/Dhw/z111+kpqaSlZVFTk4Oo0ePJjw8nM2bN3P37l0cHBzw9vamrq6OKVOmUFdXR2xsLLt27RJpW0tLSxISEjh69KhgK4eHh/Pq1Svs7Oz4/vvvqa2tFTttDQ0NRo8eTVRUFAsWLGDnzp2MHDlSHA7u3r3LhAkTiI+PJyMjAwUFBd69e8f69evx9fUlOzubRYsWcefOHWbMmMGVK1fYvn07fX19DBw4kKtXr2Jvb8+FCxcICAjAwcGBz58/C1LbunXrsLe3p6WlRXi+CwsLOXnyJKNHjxYHw7t37wpBjaOjo+jYjxgxgqCgIA4cOCCkIyEhIfz++++1NOGrAAAgAElEQVQCfiSpr/n6+pKamoqsrCzHjh0T4qDRo0dz+PBh/Pz8GD9+PAUFBURERODl5SVaHO3t7bi7u1NSUiIochIFp4mJCbdu3eLJkyfs2bOHY8eOsWTJEt69eyfS2dXV1ezYsYMpU6awZcsWysvLkZGR4dtvv+XgwYPMmzePQ4cOcfr0aebPn4+amho+Pj4kJSWRlJSEvr4+Z86cYezYsQL6UlBQQFNTE4WFhUyaNEn83p4+fYq1tTXt7e1ERkZiZ2fHr7/+SlZWFi0tLRw6dIiKigomTZrEjBkzqKio4OLFiwJra2Zmhq+vL8uWLSMpKYmYmBjc3d159uwZZmZmJCcns3TpUq5cuYKzszNr166loaFBpPIl010nJyfk5eWxsLDAwsKCadOmie/duHHjOHz4MB8/fkRBQYFr166xcuVKVqxYwZEjR9i4cSPl5eWEhISwZcsWtm3bRm1tLf39/Tg4OPDw4UPB5P/hhx948eIFtbW1eHl5sXbtWvLy8hg3bhyWlpZs374dmYULF26TlZUVwISLFy/i7u7OkiVL0NbWJjk5ma9fv4pARGRkJMePH+fEiRNMmzaNrq4usrOzkZeXR1ZWlhEjRvDy5Ut6enqELH348OEiebtkyRKCg4NJSUlhzZo1KCgo4OHhgb29PSUlJWzfvp1x48Yxffp0zMzM6O/vx8TEBEVFRb755hvRCT18+DD+/v40NTVRUlLCmDFjGDp0KB8+fKCyspLt27ezdOlSVq9ezfHjxxk7diwdHR1COxkXF8eqVau4d+8eS5cuZciQIQJScuvWLebPn09ubi5ycnLo6+sTERFBf38/ysrK7N27Fz09PVRVVbl58yaGhoY4ODgwYMAAjI2N6e3tZdiwYSxbtkwkIV+9ekVTUxOampq4urpy8eJF1q9fz+fPn8nMzMTZ2Znvv/+eHTt2YGdnx9OnT3Fzc6O5uZmsrCxCQkKE87m3t5cPHz6QlpaGn5+fEBdUVFSQnZ3N+/fvuX37NqqqqsTExBAdHc2wYcMw/T9ech0dHWH4WbVqFRkZGRgYGKCvr8/MmTO5fv06M2fO5OXLl2LycfnyZSwtLcUBS6KNjI2NFel1SbtARUWF+/fvk5CQQExMDL29vaJpcPv2bVJSUnj8+DEbNmygoKCAlJQUtLW1effuHc+fP2f37t0iDfv8+XNqamrE+MnS0pL4+HjKysqoqKjg4MGDPH36lFevXnHq1CmkpaWpr68XYBAJA/3x48fExMQQHx/PixcvKC4uJicnR4RyTE1N0dbWpry8nK1bt9LR0UFRUREXL14kLi6OlJQU7t27R0pKCuHh4Tx9+pTLly/T0NBAWFgYwcHBvHr1iqqqKgB6e3t5/fo1c+fO5f3799y4cYPk5GSOHTtGQEAAV69e5eDBgyL0UllZydu3b4mJiSE3NxcTExOmTp2KnZ0dAQEBIpeQl5eHjIyMQFsOGzaMsrIy3rx5Ixj8Z86cQVZWlvv372NmZib2nJqamsybNw9PT09kZWXR1tbG09MTd3d3Jk2aRE1NDZGRkaioqLBjxw4aGhowMzMTe76UlBSePXuGs7OzaGsoKSnR0tKCvr4+hYWFlJWVERMTw8uXL7G2tqa2tpYrV64wY8YMYmJi+Oeff1BWVmbXrl1C+ThmzBjmzp3LDz/8QFtbG15eXhQUFPDu3TvhAra0tGTfvn3MmjULdXV1zp49y+jRo5k3b554QP//IR/Lly+ns7OTV69eISMjw/Lly7l48SL9/f3IyspSUVHBly9fUFFRoaOjg4KCAjo7OykqKuLx48fcvn0bX19fBg4cKEhwoaGhKCkpkZiYyNevX8nJyaGoqIjW1lYWLFiAhoYGd+/eFR3gnTt3MmfOHE6ePEldXR3t7e08e/YMbW1tmpqaaG9v5927d3z48IH+/n6+//57Aa369ddfiYiIwN3dHQ8PD/766y+CgoLw9/dn2bJlAp8bEBDA8OHDReUqLy8PZWVlLly4QE1NDWPHjuXmzZts3bqVY8eOoaOjg6GhIdevXxeYz9LSUhwcHCgqKuLz589MmjSJo0ePUlhYCMCLFy/E9E0izAgNDcXf31/AP27fvs38+fNJS0tj7dq1bN68GUtLS3Jzc2loaBC744KCAkE1NDU1JTAwUND2zMzMCA0NFb76WbNmIScnh7KyMsOGDSMjIwNFRUXmzZvHgAEDaG1tpaKiQigo29raCAoKwsPDQ0zgNDQ0aG5uJj09XQTEJBpfJycnCgsLcXd3x8DAAENDQywtLUVP/5dffhFkPIAxY8YgLS1NR0cHQUFBqKioiEvP5s2bUVVVxdDQEG1tbdTU1ESqPCgoiJUrV6KkpMSMGTPYtm2bEJ/ExsZy9OhRtLW10dPTY8mSJSxdupQJEybg4OCApqam2J339/cjdeXKlf4bN24QFxfH77//jpWVFSYmJpSUlBASEgIgeL3v37+nqqqKyspK1NXVBc7TwMCA0tJSSkpK6Ovro7a2VowuV65cSXl5uaDptLS0oKamJj4AGRkZbN26FT8/P5GA1dbWJikpiYkTJ9LZ2cnly5d5//49K1euJDIyEhcXF4qKinBycqKmpoakpCQh/E5JScHZ2Zns7Gzy8vIYOnQor1+/FrcJY2Nj5s6dCyAsRZKUcX19PWpqanh6eooofWBgILdu3aKyspLAwEAOHz7MunXrsLCw4MmTJ1haWgr0akVFBa9evSIqKoru7m5cXFyoq6tjwIABKCsr09jYSHZ2Nrq6ugwbNkxUUOLj4zl+/Dg2NjaYmZmJkVNhYSGBgYF8/vxZjP0lOyHJnrKwsBBNTU3x8Ll27Rq1tbUoKCiwePFiSkpKSE9PR01NTUgLABYsWEB9fT2VlZXU1taKG0NAQABKSkpkZmYSHR2Nk5MTQ4YMERzerq4udHV1KSoqEl/o//vH2NhYrBHgvyxzCR982LBhyMjI4ODgQE9PDwMGDODLly+8efOGz58/o6enJ8ZAEiey5JZpbW1NeXk58+fPR19fn8ePH2Nqakpvby8KCgq4urqKMZSzszPPnj3D1dVVQFxiY2PF9CM5ORklJSXa29upr6/Hy8uLlpYWXr16ha+vL7Kysri5uVFeXi6IXlJSUgQFBVFfX8+UKVOora3FxMSEpqYmbt26hZycnNiTXb58GTk5OTo6OrC0tKS4uBhZWVni4+Npampi1KhRpKenM23aNNLS0lBVVeXVq1eizqitrU1AQAB5eXns2LFDyC4kylk3Nzc+fvxIYWEhtra2JCYmcvz4cUxMTBg6dCjJyck0NTVRUFCAuro6ZWVlSElJif7xsmXLePv2Le/evaOsrIyZM2fi7u5OY2MjV65cQUdHh4qKCkpKSli3bh0dHR0MHTpUiBH09PTQ0dGhvb2dpKQkXF1dGTx4MLm5uWhra9Pe3k57ezumpqZERUVhZGTE33//jZubGxMmTBA3fckeXklJieXLl//P5ygmJkYEgJqbm/H19RWZhQMHDjBmzBgsLCz49OkT4eHhuLq6ivqTpP/85csXGhsb8fLywsjIiN7eXpSVlSkoKBAAkTNnzqCnp4eLi4vwb69cuZLk5GQ6Ojo4deoUp0+f5tixY5iamtLQ0IC8vLxIz7u4uKCtrY2ioqLAaGpra/Pw4UP8/Pzo7e2ltLRU3A7r6+vp6urCzs4OWVlZysvLqa2tpbq6miVLllBWVkZjYyOJiYkUFhair69PXl4eWlpaBAYGin+vx48f4+npiZSUlBDPbNiwgaysLHx8fKiqqqKiooLy8nKxinry5Anq6ur09PTg6ekpLiWS3xOAl5cX79+/x9LSEnNzc7S1tdHX1+fUqVO8efOGIUOGUFJSgp6eHh8/fuTDhw/imbpgwQLy8vLETbq+vp6wsDCxZnv06BF1dXUoKioKs5uSkpL4Djc3NwtmfnBwMCUlJSgrK4vxuwRXrKamJlL6EoBOWVkZ0tLSYmI3btw49PX10dLS4uTJk4SFhdHS0kJNTY2gT86YMUOYBiUvRVdXVwoKCigsLMTPzw81NTUiIiIExKi/vx8ZGRkGDhwoLFr9/f1igvXp0yd6e3t59+4djo6ONDc3c/XqVZycnJgzZ47A5Orp6fHjjz8iLS2Nq6srmZmZ1NXV0drairq6OgCfPn3C29tb4LZl2tvbt/n5+XH16lU+fvyIp6cnb968Ye3atXR3d7Ns2TK+fPnCkCFDuHfvHvfv36eoqAgzMzNKSkqQk5MTEoQXL17Q0dHBzJkz8fHx4e7du2JUceDAAZqbmyksLBTuXicnJ7Zv305mZiY+Pj64uLjw8eNHMjIy6OrqIiEhgba2NoqKilBRUREnUwlK8vHjx1RXV/Pw4UNKSkpEmGrJkiXs378fBwcHdu/ezdOnT/npp5+ora0VUgHJPnLv3r04Ojpy/vx5Zs+ezcCBAzE3NycmJoYff/yR8vJyCgsLGTVqlPDGtra2cuTIEYFsfPToERkZGaICIHFDjx49msjISMrKyti8eTMREREAeHp6MnToUD59+sS6devIzc0VFQ4rKyvU1NR4/vw5a9asITY2FiUlJU6ePMm2bdvo6ekhIyODRYsWERsbS0NDA3V1dYwbN46EhATU1dXFnkWSNB0zZgyPHz8WoAjJ7cDZ2RkrKyu8vLxE6KW+vh5jY2OmT5/OsWPHOHv2LNra2ty6dUtUp4YOHcrYsWMpLi7m/Pnz7N69m5iYGH799VceP37Mzp07MTQ0JDg4mOPHjzNs2DBaW1t5+vQpgYGBWFhY8P79e2FuOnHiBBYWFty6dYvk5GQiIiLw9/fHzs6OMWPGCOLT7Nmz2bJlC0ZGRsTHx2Nra8v9+/dZsGABSkpKmJiYcODAAZ49e4ajoyM6Ojq0tbXR1tbGtm3b8Pf3JzExkY0bNzJ58mQ0NDRYtWoVZ86c4cyZM0ybNo1Vq1bR0NDA+PHjefPmDYsXLyYtLY0NGzbQ2toqgmd6enpUVlaKF5aJiQm1tbVMmTIFY2NjvL29uXr1KoqKivz999+Ympry5s0b4uLiOHToEH/88QcuLi709vbi4eEhDnaS4JdE4xgWFiYAJ+fPn+fTp08kJiby4MEDFi5cSG9vr3BPnz59mrt377Jw4UK+fv0qgp4SBn5kZCT/+c9/8PT0ZP/+/ZiYmFBRUYGtrS2ampp0dnby+fNnfv31VwoLC8nJyWHatGlMnjyZr1+/oq6uLoxzSUlJvHv3DisrK7KysoiIiMDDw0OQD728vNi/fz8lJSV88803VFVVYWZmxsSJE9m4cSNXrlyho6ND3PI6OzuJjY0lOTmZ9+/fC1NYcXExbW1tKCgooK+vT2RkJLm5uYSGhlJYWIi6ujqvX7/G2dmZvXv3cvr0aebMmYOfnx+TJ08W+Y4BAwZgampKZ2cn7e3tvHjxgqCgIKqrq9HX10dVVZVNmzaJNUNzc7PQUo4ZM4axY8dibm6Oo6MjpqamXLx4kb///pvVq1dz69YtfH19KSwsFIFZyVRi9uzZdHd3k5qayrBhw8TkadiwYZiYmODi4sKzZ8/o7OxET08PQIgjEhISCAoKEox2Hx8f8Z1WUVHhr7/+4ubNm5SWlqKnpyfY3JGRkXz+/Jldu3bx+fNnXFxchHTE0tKSrq4uHj16JG7Wt2/fJigoSDQM3r17R2dnJ2FhYdTX12NiYsKhQ4f49OkTgJCHfPjwgfz8fOrr63n16hV9fX3k5+fz559/UlRUJFClkkuEpOrr5OREWload+/exdzcnFGjRom1ouQz29fXx9y5c2lvb8fMzEysEysqKnj79i0KCgrIysqioqJCUVERAwcOxNfXF3Nzc8rKytDW1mbKlCmsXLmSxMRELly4gIuLC4MGDcLQ0JCTJ0/S09ODn58fb9684e+//0ZdXZ28vDyWL19OWloaBgYGBAQEcPv2bX777TcmTZqEgYEBaWlpTJ8+HSsrKyZNmoSCggI2NjZ4e3tTW1tLbGwsampqnD59moCAADIzM8nNzWXMmDHcvn1bZAc+ffrEL7/8QltbG52dnXR0dAiugUTGsnbtWgG20dDQQEZFRWVbeno6CQkJXLp0ifz8fKKjo8nLy6OlpYXS0lI6OjpIS0sTgbGCggKcnJyE0nHUqFH8+++/mJiY0NfXx+3bt4mOjkZVVZXGxkaioqJElevDhw8MGTIEAwMDHj9+jKamJkFBQTQ0NJCamkpJSQmenp78+OOPwqQkuVlERUVx8uRJwWV++vQpfn5+wnoyf/58GhsbCQ8PZ9SoUeTm5mJubk5+fj7nzp3D0dGRa9euMWrUKCIjI8Vob+rUqcyfP5+Ghga+/fZb6urqGD58OL///jvS0tI8ePCA+vp63r59y7lz53j79i3z5s3j+vXrfPvtt+Tm5mJsbIy/v78Yw6SlpYlAyM2bN8XuWkpKisePH6OhoYG8vDxKSkqCEiUJmHl6epKenk5SUpJABTY3N4vwWmFhIf7+/qirq6OiosIff/xBc3MzgwYNIjQ0VFSaDA0NWbFiBX19fYSEhNDQ0MDKlSvZs2cP1tbW+Pj4MHToULS1tTl69Ci9vb0sW7YMVVVV4ey+c+cOw4cP5+DBg4SHh4vR4507d1i9ejWbN2/m1q1beHt78/fffwvLlQRZ6uzsTEpKCn19fZw+fVr4kEtLS3F0dKSjo4P4+HhiY2NZsGCBqNAMGjRIpP8lo/ZBgwZx6tQpNDU1BaZVWlpa+JBHjx7N4sWLCQ4OJjo6ms+fP4sK2ZIlSwQlbN26dQL+MWDAAB48eMB3331HR0eHYPdKzHEDBgzAxcUFFxcXPn36xIoVKzA2Nqa6uhobGxvs7OywsrLi6dOn2NnZMX/+fGpra/n48SO7d+8mICCA5ORkJk2ahJmZGZcvX6arq4stW7aQnp7OuHHjUFdXx8jIiO7uboqLi4VJqL+/XxxM+/r68Pf35/Hjx8jIyODs7IybmxuvX7/GxcWFS5cuce/ePSZPnoyCggKNjY0MGTKEgwcP4uDggKqqKv7+/uzduxcrKyvu3LnDd999h5WVFUZGRujr66OsrMyRI0fQ0tIS1R7JTcDc3JywsDDy8vLEmkheXp6QkBBiY2NxdXUVIpMTJ04gKysrkq19fX0ige/o6Iirqytubm6EhYWJ0F5fXx+2trYoKCiQkJDAqFGjeP/+Pd7e3ly6dElMjRQVFUlKSmLRokXidiK5FCgqKhIbGyu+p3fu3KG+vl6ED/X09EQXeurUqRQVFQmAT0JCgjjwjh8/njFjxvDx40dh3WpsbOTw4cOkpKRQX19PWloaRkZGpKamUl5eTmVlJVJSUiQlJf0P3//HH3+koqICfX195s6dS3Nzs5heXrx4EUNDQ/H5lxy27e3tKS0tpaCggDFjxvDp0yc0NDREIOzz58+0tbVx9uxZ2tvbaWlpESKRgQMH4uLiQkFBAUZGRkycOJH58+djZ2cnpg9+fn48f/6cFStWIC8vL7z3dXV1uLi4sGDBAtrb2zE2NubPP/+kp6eHly9fijyMra0tY8aMobGxEX9/f2xsbLC1tWXjxo1cvXqVBQsWoKenJyZjmzZtwsnJCTMzM3R0dOjq6uLKlSu0tbURFxeHoqIiDx8+FGE+GRkZHjx4IC4rurq6PHnyRAQzHz58yC+//CKS5A8fPuTevXtiFVVYWIicnBxqamr8+++/bNiwgcTEROrq6oiKimLfvn1UVlbi7u4uEL11dXXCNTF27FhmzZrFly9fePHihahspqam0tXVhY6ODqmpqejr6/P27Vvq6+vp7Ozk2bNnFBYWYmFhQW5uLoMHDxbvtvLycuzs7Ojq6mLt2rUoKipSU1PDhg0bKC0txdnZGVtbW2xtbenq6qKhoYHExEQuX74spg7Xr19Havv27f2rV68WeMODBw9y/Phxbty4gZycnCDFFBcXi051fn4+qqqqmJiYCKTf9evXBarOxMREpP4kewx1dXXBG5fsqczMzHj06JHobbe2thIdHY2WlhZBQUG8ePGC4cOHY2NjQ0tLC2/fvqW/v5+6ujq++eYbampqMDIyIjc3lwEDBtDY2EhLSwtycnLCAyxhInd2dgpCj4eHB3fv3mXDhg3ExsYybtw4rl27RmdnJw0NDeLh6eHhIV5Gks63REBx584dUR8qKioSWEoJFayhoUHIyTMzMxk9ejQZGRliZWBhYSH2f6WlpdTV1dHQ0ICDgwPffPMNaWlptLS00N/fj62tLffu3SM4OJhTp06Jh3JwcDBv374V3PNnz54xa9YsSkpKuH//Pi9fvkROTg49PT1KS0sxMDDA1dWVmzdvYmpqKli96urqaGlpkZycLKA3mzdvFmMiiSyhtbWVt2/filCb5EeSApeoK6uqqqirq0NeXh4DAwOhYLSzsxP/T35+vpiMdHZ2oqWlRXd3N8bGxnR0dODg4IC5uTn6+vqEh4djZWVFbGwsGzdu5P79+wQEBBAVFYWysjILFy4EoKioCBkZGWJiYhg1ahR6enpkZ2eTlZWFuro6EydOJCYmBi8vL3p7e4UABqC+vv5/EugvX77Ez88PQOQJkpKSGDlyJEpKShQXFwughY+PD1lZWSKzISMjQ3FxMadOnRKHv/r6eo4cOcL8+fNxc3Pj119/paGhgR07duDk5ER+fj6ampqCkfznn38KKYFEYSp5iEr82RK0pLu7u+i+V1VViV26k5OTOO2/e/eOnJwcfH196evrw9vbW+Bd5eXlxa0wNTUVV1dXsrKyBOdb8pCSl5enqKgIS0tLVFRUKC0tJSAggJqaGpEWluyNJS2K3t5e7O3tycjIIDExUchkCgoKhH3t5cuXGBgYCMd9TU0N5ubmnDt3ju7ublasWEF8fDylpaV0d3dTU1PDpEmTeP36NUZGRnR2dtLY2IiPjw8RERE4ODiI7MWKFSsEuc/b21tMBzs6OrC1tSUyMhIfHx+ePXvG0qVLaWlp4eHDh8yZM4fOzk5+++03Tp48yfXr12lvb6eiogJfX1/OnTvH77//joGBAX/99Rdubm7cvXuXQYMG4e/vT1VVFf39/WRnZzN69Giio6P5448/uHHjBp6enrS0tBAXF0dwcDBpaWkkJiayePFicnNz+emnn/j77795/fo18+bN49KlS6LRIFlb9fX1oa6uzu3bt9HV1UVbW5uvX78iLS0tmgxNTU1CpJKYmCiczS0tLTx69Ei4sCWccykpKfLz82lpaWH48OFUV1czfPhwKioqAERbw8DAgKysLOLi4tDU1ERFRYWysjIxHZBY7iSKWH19fQwMDFi7di0XL15EV1eXzMxMnJychHvixIkT4r8lh3plZWWRdJcc5iQEvtGjR5OUlERra6v4fUpEPPb29vT399PV1YWLiwuvXr2iu7tbSITq6+sF9GfChAlCSSvJU5mYmFBeXo6cnBxZWVlUVlZSXFyMlZUVVlZWZGZmMnjwYGpraxk9erRwyEsaDRYWFty/f1+oqeG/wK4RI0aIim9RURH29vb4+flx+vRppKWl0dHRIT4+nujoaCwsLJCXl2fx4sU0NjZSXV2NjIwMMjNmzNj222+/cfz4cZydnbl69Srz5s3D2NiY5cuXk5ubi4GBAfn5+QL4bm9vj6WlJR8+fGDv3r38/PPP3Lp1C2tra4YNG4aWlhaNjY1s27aNwsJCfv31V3x8fAgNDUVfX5/Fixcze/Zs7t69K0bGZ8+eRUlJiePHj9PQ0MCZM2fo6+tDSUkJPz8/rK2tBU94woQJgmglJSVFfHw8Li4ubN68GSUlJRGAkWAH3dzcRL3j5s2bQpre2NhIZWUlISEhuLq6MnnyZEaMGIGXlxdtbW3o6+tz/vx5IiIi2LhxIx0dHeTl5TFjxgxMTEywt7dn7dq16OvrM378eBYtWsShQ4fw9/cnODiY9+/fExQUxPLlywVnXEZGhjFjxpCamsr06dMxNzcnNDSU/v5+Fi1aRG1tLVZWVgwaNAhfX1/Ky8tRVFRk7969dHR0sGnTJhITE8XYKDk5GQsLC1JSUrh9+zZHjx6ltraWQYMGidH6ly9fqK+vF9U3yRf05s2bfP/997S0tDBo0CCMjIzQ0NAgNTWViIgIrl27Rn5+PmVlZSxYsED4d/fu3cv79+9JSEhgw4YNHD9+nOzsbH777Tfq6uo4deoUL1++5PDhw+zdu5fu7m5mz57N9u3b2b59O9LS0jQ3N7Nz506+fv3K0KFDGTBgAD09PWzZsoWqqioOHDgg3Or//PMPz549w8LCgk2bNqGtrc3Bgwd58+YN9+/fR05OjnPnzvHx40fCwsLE7uf06dPExcXx5MkTkpKSWLp0KdHR0aSnp7N7924MDQ1xd3dHVlaW7777jqqqKg4ePMj+/fvZvXs3J0+e5MqVKxQVFbFixQqGDx/Ojz/+yM8//8ylS5fYvXu3wI329vaSnZ1NWFgYo0aNYtKkSezYsYPi4mJBBvPx8UFOTo6AgAB0dHRISEigqqqKDRs2YG9vT2VlJaWlpcTFxWFiYkJjYyNVVVUMHDhQpIBLSkqYPHkyFy5cICwsTLCppaSkUFFRYcaMGUhJSeHr60t3dzcGBgaoqalhYGCAtbU1c+bMoaCggMTERExNTRkxYgR37twRzmhJGEhXV5f+/n4UFBSYPn06RUVFTJkyhdjYWKZMmcLPP//MhAkTcHJyEgd2yYPF3d0da2trhg4dyuXLl3n+/DkeHh48evQINzc3AQKxtrbm+fPnfPvtt9jb2wsn8B9//MGPP/4o8iQbNmwQsJqVK1cSERHBtm3bmD17NiYmJrx9+5bFixcLReM333wjWOKnT58mKipK9KIXLlwoDpbR0dFoamry559/cvr0aS5dukRfXx++vr6Eh4djYGBAWVkZycnJPHjwQNSMzp07x+TJk7l48SKvX78WHOw9e/aIMa8EniMvL09gYCDy8vJERERw//59rK2tkZGRoaysjCcdNQsAACAASURBVD179uDs7MzUqVPFwX337t2Ym5szcuRIIiMjRTVv7NixTJo0iZycHCHMWL58uTDYLVq0iPDwcJYtW8aHDx8YPXo0ZmZmbNmyhejoaPFyHj9+PJ2dncyePZtDhw6xbds27O3tSU1NxcXFBVVVVRGwys3NRVZWlsLCQpydnQkLC6OhoUGs/ZYtW4aRkRGrVq3C1NSU4OBgNm/eLG739fX1rFmzhqioKBobG9HX1xea5BcvXiAvL8+TJ08YNmwY5ubmVFZWcv78eVatWkV+fj6xsbHs378fBQUFzp8/j6WlJUFBQUyfPh0jIyMh8ZDoZj98+ICBgQFHjx7l1q1bpKamoqamxo0bNxg3bpywiOXn5xMcHMyIESMwNzfHycmJbdu2kZiYKEKJzs7OVFdX4+joiLy8PKdOnSIxMZHly5cjKyuLv78/Pj4+nDt3Di0tLWpqaqiqqiI0NJTy8nIWLFggut6dnZ1kZGQQHBxMc3MzaWlpNDc3s337dnx9fTly5IjgjEiqxpaWlkRFRTFy5EgMDQ3JzMxEav78+f3z58+noqKCGzdusGHDBhGMWrBgAdOnT+f06dMCnPLvv//y77//4uXlxePHj7GxsaG2tpaCggI8PDw4e/Ysp06dYufOnfj7+5OamsrcuXNJSkoSAIiKigr6+/vR0NAgIyOD6dOn8+TJE3R1ddHT08PS0pJ//vmHFStW4O7uTk1NDcePHyckJITo6GiysrJYu3Yt2dnZhIeH4+7uTkpKCps2bcLLy4vNmzezb98+pk2bhoeHBwsWLKCoqEhwy42NjTl27BibNm0iMjKS7777jkGDBpGTk0NHRwdycnJMnToVOTk5jh07xrfffsvWrVv566+/ePv2LRkZGUJI/vz5czo6Oujv70daWpozZ85gb28vHn719fXCV3zlyhWhh5s6dSqVlZVs2LABLy8vli9fTltbGxoaGuI25ejoyJMnT+jp6cHHx0ekG3NycoiOjubKlSvY2dmRmppKUlISSkpKAEyePJlbt26RnZ3Nly9fsLKyYsGCBWRmZtLe3k5qaioKCgqMGjWK7du3s2jRIlJSUlBSUuLZs2eUlpZy9uxZtm3bxpcvX3j//j1+fn48efJEnFolo1pJ2OTevXtMnDgR+C//Oy8vjytXrnD37l3q6+uJj49n2rRpALx584a7d++yc+dOUlNTqaqqIicnh+HDhwvqlrS0NCEhISQmJtLW1sbBgwcFl1iSlJdADuTl5UXI4+zZs6iqqjJt2jQKCgqorKwUitPIyEgGDBjAt99+S15eHh8/fmT06NH88MMPBAQEUFFRQVBQkNinPXr0iJCQEPHFkzxY7OzsuHDhAjo6Onz+/JmtW7fy6NEjrK2tycrKIjY2Fg0NDcGcr66uFuzj4OBg8vPz/yeM+O7dO7Kysjh69CiLFy/myZMnPHjwgL6+PvT09ISLPj09ndGjRwtWQF1dnUiM//zzz9TV1eHl5cWmTZvIyMgQRrTs7GwhvIiKiqKyshIbGxtkZWXx9PQUFDwFBQW8vb1xd3envLycwYMHA1BSUkJRURGenp68evUKFRUV4uLiUFJSwt3dnYyMDGEn8/T0pKamRlQMP3/+TEhICMXFxUyYMIFjx45haGjIoEGDRBJf4phevnw51dXV6Onp0dzcLHq7ixYt4tatW6xbt478/Hxev37NjBkzePfunbjVNzY2MmrUKAwMDFi3bh2DBw/G0tISHR0dTp06xdy5c3n06BEeHh6MGDFCqE/Pnj2LoqIiRkZG6OjooKysTFZWFk1NTQwYMIBr164JJaqysrIIXLa3tzN8+HAUFRXJz89HT0+P9vZ24uLicHBwIDc3l9u3b+Pv709CQgJPnz6luLiYJ0+esGzZMj5//kxPTw+urq5cunSJgIAAqqurefXqFevXr+fGjRvo6OgQHR1NV1cX06dPFy+9t2/fMmzYMLS1tTEyMkJOTo7m5ma+fv0qWA1WVlYCHLVr1y5CQ0MZOXIkU6ZMEbfX7du3c/78eWpqaoT97dChQ+zatYvk5GTmzZvHw4cPGTFiBL/99pv4vKurqxMcHMyCBQsICwtj6NChpKSkEBISgqysLF++fBEMijlz5pCens769evZs2cP3d3dhIaGcu/ePZKSksREdPDgwWLtNWTIEEFhW7hwIRs3bkRRUZGlS5eir6+PtrY2ZWVllJaWijyMREjV399PcXGxWGHJy8sLkcihQ4cIDw9n+fLl7Ny5EyUlJa5evUpfX594B0nYF46Ojly8eBEzMzOhVk1JScHT05OOjg7Ky8vx9/enurpa1HkLCwvFIUiC1X3x4oW4AEsOPdXV1axYsYKFCxciJydHcnIyWVlZoupZV1eHmpqaCPrW1tYybdo0DA0NkVm+fPk2VVVV4uLi2LNnD/b29gL0sGTJEtTU1Lh37x42NjbMmDFDkKhCQ0NZtGgRRkZGuLu7C8i5sbExX79+Zdy4cTQ1NREaGsqbN2+YM2cOioqKtLS0YGxsTGJiInp6evj4+PDkyRNcXV2Ji4tDTU2NR48eCYyfiYkJ58+fx8LCgrq6OtTV1SkvLxen38mTJzNx4kS6urpEUv3Zs2coKSkxZcoU4uPjsbOzo7q6GgcHBxQUFATqc9CgQQK/2dvbK0xG/f39NDU1cfz4cUaOHCkqWSdPnhTgldu3b5OTk0NLSwvp6elUVFTQ09ODmpoaZmZm4tQXERFBZ2cnN2/exMzMjK6uLgIDA1FTU8PR0VHgWGtqaoR0oaioCEnV7sOHD6JOc//+fZ4/f46xsTFHjhxBU1OTu3fvii7ilClTiIqK+h/uen19vRirSG6DEqfu48ePKSgo4PXr13h4eODr64ulpSXr169n5syZIj0vCe+sWbOG/fv3o62tjbKysoAMxMfHM3nyZADKysoYPHiwwBGWl5dz+fJlEbCSqBWnTJkiupRSUlI8fPiQxsZGJkyYwLt379DW1hYwmUWLFhEYGChsTI6OjuJlduvWLVJSUvjy5QtSUlJMmDCBtrY26urqePbsGbq6uly9epWoqCjCwsIwNDSkqKiI4uJivn79Sm5uLtLS0tjY2CAlJUVraysjRozg9u3bjB8/HnNzcx48eICUlJSw/Hz48EGwuL28vNi9ezfDhg0TQCFra2sePXrE4sWLuXHjBqqqqmzZsgVvb2/++ecfhgwZQkJCApMnTyY3NxcLCwsMDQ2JiIhg8eLF3LlzhyFDhlBUVER2djaamprk5uZSW1vLnTt3xFheVlaW3NxcYRbauXMntra2NDY2cuHCBTZt2sSrV68EiMTc3JympiZCQkL4+eefuXLlClOnThVGOicnJ/Gykoz3oqKiBFBGUVERXV1dzp07x19//cWLFy/w8vLi3Llz2NraEhYWxq1bt8SO/N27d+zevZtHjx5x48YNUlNTCQkJQU1NjZMnTwL/bYnIysri7e1NSEgIBw4cwMXFheTkZHx8fLC0tKSoqAhVVVXKy8tRU1MjOjqalpYW5OXlKSsro6SkhPb2djo7O9m6dSuenp7Y2Njw/PlzFi9eLCAz8+bN4/Xr14LSePz4cerq6gSMRF1dnZcvX4rq0P79+zE0NBRwpOvXr9Pc3Cxwq5qamty/f5/BgweTn5+Prq4unp6eJCYm4uzsTFlZGR0dHSQnJ7Ns2TJGjBghVJ979+4VEBWJf16i+f3pp58YOnQou3fvJjU1lR07dpCVlQVAW1sbvr6++Pn58fXrV5SVlfn3338xMDCgsrISNzc3urq60NLS4tOnT9TV1REREUF6ejqrVq3i8uXLnDhxAg0NDbq7u/n8+TPS0tJiXamhocHWrVuJj4/n0aNHDBw4UPx9LCwsiIiIQE1NjfLycnJzc6mpqSElJQUFBQWuXr2KiooKSUlJqKioiEmDoqIihoaGpKWlifVbf38/Y8eOJSgoCFlZWdTU1EQltqKigrKyMkJDQ4UgJTAwkK6uLjIyMgQ4RQJsmjBhApaWlvT39yMnJ4eWlpYwlq1Zs4aIiAikpaVZtWoVu3fvZtq0afzyyy+iRib5bHZ3d7N06VIcHR1xc3Pj1atXSElJIS8vz8yZM2lubqa0tJSQkBDk5eW5ePEi+/fv5+PHj3R1dTFt2jRqampQVFRETk6OgQMHChOZs7MzqqqqHDlyhKCgIKZOnYqbmxve3t6Ymppy6NAh5s+fz5AhQ5g6dSrjx49n165duLm5oauri6WlJZs3b0Zm+vTp2/T09PDy8mL16tU8ffqUhw8fUldXx4kTJ1BQUODEiRPs3buXa9eusW7dOs6ePUtvby8vXrxAWlqa/v5+3N3dqa+v5+nTp9y/f5/c3FwhZ9+1axcjRozA09NT6BkPHz7M4sWLMTAwYOvWrQwYMEAoPL///nvS09O5evWq2GMWFBRw8eJFampqmD17NqqqqkhJSVFbW8unT5+oqqoiKyuLgwcPcuXKFSoqKggNDRWj+/b2dvbs2YOCggJdXV3ExMSQnJzM8OHDRZdyyZIlggb0zz//EBoayrVr1zAxMUFGRkaAVK5fv87w4cNZuXIlNTU1WFlZ8Z///IfZs2cL1Of169fx8vKirq6O+Ph4sePr7u4mJycHc3NzJk6cSE9Pj6gkzZ8/XyjzJJWwb7/99n9CeG5ubigqKgqNYXh4OJWVldy9e5ezZ8+yc+dOnJ2duXv3Lrt37yY4OBhPT0/evn1LWVkZ9vb2DBs2THBuw8LCmDp1quCeT58+HVNTU+Lj4xk2bBj+/v7cvXtX6BsvXLhAd3c35ubmPH36lL6+Ptrb20lLS+Ovv/7i5cuX9PX18dNPP2FsbExDQ4OA22hpaZGTk0Nubq44PJw7dw4nJyemTJnCnTt3xChZYlnS0tJixYoVREdHM27cODIyMuju7sbQ0JCQkBDMzMwIDg5m//79Qpri4eGBlJQUBgYGDBkyhK9fv6KhoSECOnJycsJhK/miSqxWOjo6FBYWcv/+fS5cuEBWVhYBAQHExsZiamrKixcvUFdXR0dHh87OTpycnFBUVKS8vJwJEyYIHrm0tDTh4eGiJxsaGkplZSVv3rxh1qxZjB07VjijdXV1kZOTY/bs2bx//x5ra2uSkpLEQdjGxgZlZWW+//57vv/+exISEggMDCQnJ0fctPr7+4VvV19fnytXrrBjxw4MDAxEFfDixYt8/PiRlJQUiouL8fPzw8HBgb179+Lj40NcXJw40Lm6uhIfH4+srCzTp09HVlaW9PR0iouLCQ4OxszMjOrqakxNTRk/frzAo5r+H1/z9u3bSU9PJzY2VnRO379/z6BBg0T+pLy8nC1btuDm5kZycjIjRoxAWVmZqqoqgdNtbW1l7Nix5OTksGvXLhwdHQUlqqKiglmzZtHd3c3ChQu5cOECU6dOBcDb25uRI0eipqZGcnKyqDDp6+uLcJmNjQ3GxsZIS0ujqqpKf38/gYGBrFmzBisrK9zd3ZkyZQpnzpxh9erVeHt709HRgZaWFrNnz2bEiBFISUnx008/UVdXx9evX0lPT8fb2xtvb2927tzJ8OHDuXDhAuPGjaOiooINGzawceNGAUvR1NSkp6eHVatWAZCXl4e3tze9vb10dHSwd+9e5s2bJ6pmEsZ3a2srv/zyi5BLtLe3Y25ujoaGBlpaWrx584bY2Fi8vb1xdXUVzPepU6cyfPhwwTSQkpJi1qxZ4sW6e/dubGxs8PLy4saNGzQ3N+Ps7Mz8+fP59OkTrq6uBAQE8OLFC+7cuUNzczMZGRkUFRUxceJEUc+SvD8kN938/HwyMzP5/PkzP//8M4cPH2bfvn10d3eTl5cnpmmFhYVERUUxa9YsMjMzGThwIA8ePODnn3+mpaUFZ2dn4uLiyMrKEql0CZmtt7eX4uJi5s2bJ6pwsbGxTJw4ESMjI/z8/PD19aWmpobAwEBSUlLQ0dHhwYMHAhL2xx9/kJWVRXh4OF1dXZw8eZKmpiYaGhr4559/GDx4sLDo/fnnnxw+fJi6ujrRJy8pKWHXrl20trZSXV1NXFwc48aN49ChQ6LW6+TkhLe3NzY2NkIOtX37dubMmcPOnTuxs7PjyJEj1NbWCje2lpbWfxkMaWlp2548ecLjx49ZvHgxysrKGBsbC1C5np4eGRkZeHp6snXrVpKTk1FRUaGwsBBdXV36+vrYvHkzKSkpHDp0CAcHB5YsWcKECRPIz89ny5Yt/PHHH+jo6BAeHk5paSk6Ojr09PRw4cIFTpw4IeQCa9asYcmSJRw/fhxdXV1WrVpFTEwMtra2BAYG4uHhQW1tLVFRUSxZskSMLlVUVBg5cqSoIgUFBXHx4kUsLCzw9vYWnU9XV1devHjBoUOH0NDQICgoiK9fv+Lg4IC2traoLsydOxcLCwsB0/Dy8hJf+r6+PiIjI4mIiBABJ8neMyEhgffv34v0t4+PDz09/x9jZ9mVZfq+7Y0GAenukhARRVBExAIHMbC7Zmwdx45xRtExMWbGsRUTC1EUAxEUUUEQEUUEpJTulM7nxW/d51r/d49fgOXNzXWd53Hs+7Z1Ulpayo4dO7C0tGTevHmUlpbi7u7O2LFj8fX15ebNm+jp6VFbW8vWrVs5c+YM3d3dlJaWMmXKFDZu3EhjYyPLly8nKyuL5uZmjh07hq6uLvb29owfP57CwkKhy5QkoFtaWoRt7fjx48yaNYuYmBiio6PFaVRFRQULCwuOHj1KZ2cns2bNEmhTNzc3FBUVuXXrFkZGRrx7907oRf38/MjIyODIkSNoaGhQVlYm+oqurq7cv3+fv/76i6SkJMHjDg0NxdDQUEwTEhMTOXfuHGvXrsXKygpPT08SExNFT//+/ft4eXlRV1dHW1sb9fX1FBQUiHS3n58fenp6dHR0sGDBArKysvjw4QMLFy4U6MHMzEzU1NTIysoSHeaGhgasrKzQ0tLiv//+Y+HCheLnqqmp8fz5czZt2oSKigrFxcU4ODgwduxYTExMkJKSYtWqVSQlJdG3b1+am5tJS0uju7tbpFcDAwNxcHAQn5uRkRHOzs4iWKelpYW7uzurVq3Cz89PoDPDw8OF0KOgoAAHBwfxktPR0eHJkyckJiYiKysrksvh4eE0NTUJBOzgwYO5ffs2hYWFyMjI4OHhQVZWFlFRURQXFzNp0iRmzpxJbGws8vLyBAYGilWMxP60a9cuysrKUFdXZ9KkSdy/f18w+yXTAUNDQx4+fCgmchIjWE5ODgYGBrx69Qpra2vOnj2LnZ2duJnOmjWL27dvIyUlBUB+fj7u7u48fvxY7MMbGxtRVVVl6tSp9O3bl1WrVrFq1SocHByYM2cOSUlJ4vtmYGAguPze3t40NTURFxcn1gASc1VXVxdubm68ffuWRYsWYWFhIf62JLfbWbNmER0dzcqVK7G0tKR3795s2rSJmTNn0tXVhbW1Nf7+/qSlpVFTU8OhQ4e4c+cO169fFy/rDRs2EBsby+PHj3n27BkDBw5ky5YtDB06FD8/P/Gsc3NzY/bs2SKQV1JSwpAhQ/Dz88PV1ZVLly4JLGq/fv1E6n3lypUig2NsbMyAAQOYMWMGDx8+xMfHh2fPnlFfX4+mpibTpk1DWlpaZAXs7OwYNGgQqamp/P333yK/4e/vz9u3bxkwYABlZWXExcUxefJkRowYwdChQ0lISKCtrY3Pnz+jpaXFhQsXxArAxMREeKeTk5M5fvw40dHRTJo0CV9fX7y9vTE1NeXr16/o6+uL6cfz58+pqqpCSkqKpqYmTp8+jby8PF+/fqW5uRkDAwP8/PwwNTVFXl6e/fv3k5+fj4KCAps3byYiIkKQ3758+UJVVRWzZ8+moKCAI0eOUFZWxp9//ikEL9ra2qxZs0asUySSldLSUjIzM6mqqqKmpoaNGzdibGyMjIwMI0eO5OPHjyK/paGhwePHj1m5ciWpqanY2dlhbm5OXV0du3fvZtSoUbS1tVFcXExERARnz55FT0+PzZs3Y21tzaNHj0RGS1ZWVmh07ezsSE1N5eTJkwBCHdze3i7IdidPnsTX1/d/PuyioiJ+/PhBSUmJGFdIRpgPHjxAVlaWAQMG0NjYSGlpKSYmJhQUFGBlZYW0tLQYg3/69EmUwG/fvo28vDy2trbIysoK5jNAY2OjYG0Dogz/4sULbGxsqKurQ0pKSuwOOjo6sLKyoqSkBE1NTe7fvy84uxL3tSRBqKenR2lpKUpKSvTu3ZuWlhaGDBlCbW3t/wFJODk5kZCQIBLhkpF5r169BA1Jkn7t6ekRe+SCggLi4uKQkZGhp6cHJSUltLW1KSwsFHzd58+fC9OUrKwshoaGvH37lqFDhxIZGSm4vz9+/MDX15eenh7y8vLIycmhsLAQCwsLBg4cKD5vY2Njvnz5QlNTE3JycoIzq6WlRWVlJR0dHaiqqqKsrIyMjAwpKSmC1WxqaoqNjQ2FhYVkZWXx//PP3NwcOzs7IdVYuHChSIlKdvKSnXdaWho9PT3k5uaK0b7kn7a2tuhfSqxSTk5OFBYWMm7cOPr16ycQgJ8+fUJXV5f8/Hw6Ozvp3bs37e3tKCoqEhMTg66uLhUVFfTp0wdlZWWys7ORkZERh7/S0lK8vb1JT0/HxMREjNb09fWpqakRlaCoqChqamro06cPlpaWVFdXi/Gpuro63d3dgkne09NDR0cHAJ6enuTn5yMvL4+cnBzGxsZ0dnaio6ODq6srN27cwNTUlJ6eHuB/XVV1dXWqq6tpamoiMTERU1NTMa4sLy8XpikJ8KOmpobu7m7s7OwEfERfXx8HBwfBsa6pqUFdXZ2mpiaqqqowNDTExsaGkpISCgsLhawlJiaG1atXk5+fT2trq2A2X7lyBQ0NDeTk5JCXl/+fAUhGBgUFBTQ1NUlISEBbW1s0Irq7u7G1tcXd3Z2QkBBMTU1RUlKitLSUuro6MaWQHIgVFRXR0NBAW1uboqIiOjs7hUu6s7MTd3d3MjIyUFFRQVZWVnAWJIcySc2osbERPT09qqurKSsrE/AlCwsL6urqaGxspKurSxDwJN8bU1NTVFRUqKysRFlZWfzu1dTUsLS0RFlZWazWmpqaBPhGot81NDSkuLj4/5ji6urq6OrqQkZGRpD8AGFl0tPTIyEhATMzM3HDLSsrIz8/n/b2dsG0VlFRobW1lfT0dGpqajA0NERKSgpzc3NKSkro3bs3lZWVqKqqiuCrtLS0oDnKyMiIHbWjoyPv3r1DXV2d79+/o6Ojg52dHTExMWhra4ubuwTmoqioiLa2tpBTKCgoYGZmxvPnz9HX10dJSQl1dXXhg5c0XrKzs7GyshKfpb6+voCP6OnpCfOghDrm7OyMpqYmpqamJCcnk5eXh6urK7q6umhra6OiooKqqqpI0aurqxMSEiJ64pKJneTZ1rdvXwG8qq2tFR15dXV1+vbtS0ZGBqWlpdTX15ORkcGECRMEttXc3Bx1dfX/9ZdlZIRMxNbWlp6eHrKysgTfQ01Njc7OTtGEaW9vx8LCgoaGBkFEy8zMpLS0lP79+2Nra0tbWxs6OjqCAS8RP9na2iInJ0d3d7fIZ7i6ulJXVyeUuxLPQnFxMS0tLXz79g1HR0eys7N58OABAL169UJBQQFra2sMDAyor69H5tq1awESBV9YWBjHjx8Xt+A+ffqgo6NDbW0tPT09HDp0iPr6esLCwvj48SNqamqkpqYiLS3NyZMnxWj6woULQn/57ds3lJSUKC8vp6Kigvr6ehYtWsTMmTO5f/++SFgeP34cb29v8vLyeP/+PX5+fvz777+cPHkSJycn+vXrx8uXL8nMzCQzM5O3b99ibW2Ni4uLQL5lZWXx+vVrPn/+jJqamiDaSKxXOTk5eHp6Ul1djba2NllZWYIANWPGDE6dOkWfPn1ISUlhyJAhvHz5kvHjx/PkyROWL19OUVERxcXFGBsb4+7uzvXr15kwYQKFhYV4eHgIfra+vj5jx47l2bNnrFu3jhs3brBy5UqampowNTUlICBA9BJbW1uRlZXl7du3bNiwgfb2dpYuXUpeXh7Tp0/HyckJIyMjvL29kZWVZdmyZVy8eBE1NTVWrFghesa1tbV8+vSJrKws/Pz8mDt3LgcOHGDMmDFMmDABW1tbNmzYgLW1Nb/++iu1tbX4+/uzdetWnJyc8Pf3FzYtCR3o+fPnAISEhBAREUFiYiLx8fG8fPmS7OxsqqqqRLJ1/vz5xMfH/58Xf3NzM/A/+pGenh7Z2dmUlZWhrKxMQkICMTExGBoaipvBmzdvKC8vx9TUVEAeJLs6SQ3NxcUFT09PYmJiGDx4MFlZWXh4eODr60tQUBClpaWsXr1avDgGDRokXsCfPn1i4cKFyMnJCfKVqqoqPj4+lJSUiECdsbExWlpajBo1ShD4cnNzcXZ2FrUiiTpQUVGRkJAQhgwZgq6uLocOHRIVNAn/XALr8fb25tWrV+zcuRMpKSn69OmDqqoqCgoKODo6oq+vT3l5OXl5eSxatIh3795ha2tLS0sL06dP5+vXr7S1tQlTVFlZGR4eHly+fBk9PT3a2trYvXs3TU1N5OTkiFqKlpYWenp6fP36lc7OTnx9fbG1tUVeXl5Qr3755Rc8PT3Jzc1FU1OTmzdvUl1djZGREd+/f0deXp4RI0bQ0NDAli1b+P79u9AhHjx4EDs7O7S0tMT0Yt++fdja2pKbmyu4A4mJiSgrK4s6XllZGcbGxqSnp9Pd3Y2CggKjRo0Sv+snT56QkJAgNKMSS15tbS0XLlzgyJEj6OjocPLkSdFdlhjAKisrRVBHQUGBcePGUVdXx7Rp06iqqhL1M319fc6fP8+MGTN48+YNxcXFeHl5UVVVxYsXLzAyMkJZWZlhw4bh4eGBjo4ODx48wMTEhPz8fAoLCwWVSk1Njfz8fL59+0ZXVxfLly/ny5cvIqy2Z88e4du2t7cXrgFJtkPSCrh37x7W1tZCDCEJVlMUjAAAIABJREFUVqqqqvLu3TtWrVrFqVOnSEtLE2PewsJCwWvQ1tZGVVWV4uJiBg8eTE1NDf3790dNTY29e/cyfPhwPn78KHDBzs7OvHjxgrKyMvz9/QkNDUVLSwtNTU2qqqr+z0GxvLxchDm/fv0qyGurV69GT0+PmJgY5syZw5MnTwSpcuLEiZSVlfHgwQNmz57N+PHjmTVrFjt27EBZWZmQkBBMTEyora2lpKSEmJgYtm/fLmBSsrKyPH36lEOHDiEtLU1HR4cINN64cYPs7GxR79u8eTMqKiooKytTWVmJiYkJz58/FzCV6Oho3NzciIiIwN/fH0VFRdzc3Pjzzz+ZOXOmQAsPHz5cXIAkn2V9fT2qqqqsWbOGjx8/kpCQQO/evendu7dAb0vecxkZGTQ3N3PhwgVmz56NiYkJdXV1zJo1i+HDh5ORkcEvv/wi4EOJiYlC8auvr4+5uTkaGhooKCjg6uoqLsgyNTU1ARoaGgQGBuLn58e4cePQ0dFBT09P2E1KSkqQkpLCwMBAvBglH4qMjAwPHz6koKCA4uJiBg0aRGZmJtXV1dja2rJmzRq6u7tZt24d8vLyVFZW4uPjQ1NTE6mpqRgZGQnwiKOjo+jwaWhokJ+fj4WFBdOmTePy5ct8/PgRe3t7bGxskJGRwc7Ojrt376KkpIS7uzuRkZHMmTMHVVVVjIyMqK2tZdiwYYSGhmJmZiYSt0VFRQCCztO3b1/+/fdfysrKePLkCdnZ2RgZGaGrq0t8fDzGxsZERUURExMjcJESRWJwcDCtra3o6Ohw6NAhAVUoKytj6NChvHnzhlu3bvH3339z9+5dPDw8CAkJoba2lqNHj5KcnIy2tjaKioqcOXOG9vZ2GhoauH//Pt+/fyckJAR9fX3OnTtHUlKSSIAOGDCACRMmiGS1xPCyceNGtLS0cHV1ZdeuXejr67N06VL69evH7NmzsbCwYO/evbS0tBAREcGtW7fEGCcvL4/Pnz+zaNEitmzZQmJiIkpKSgwcOBAdHR327dvHixcv2Lp1KyNHjhQjYH19fW7cuIG1tTV9+vShqKiIyZMnk5OTw+LFi4mKiiIpKQkzMzPGjh2LkZERdXV1NDQ0CNjG0qVLBSBCV1eXmzdvYmpqSmBgIJ8/f8bV1ZXGxkY6Ojr4999/0dDQ4NOnT2hra6Ojo0NeXh7V1dXMnDmTDRs2EB0djYqKChUVFVRVVQkIx5cvX8QfgiSMlJqayqdPn2hpaSE6OhoFBQXS09NpbGwkNzcXR0dHpk6dSkJCAgoKCowYMYLCwkLBcJcoJN+9e8dff/2Fnp4ednZ2dHd3i7CQsrIyb968EQfPt2/f0tPTw5QpU8jNzaWlpQUvLy/U1NRYsGAB7969Q1tbG0dHRxoaGkhPTycvL0+8ZAE8PDyIiorC0tISJSUldu/eTWRkJPfu3aO4uJjJkyezYsUKXFxcCAsLY+bMmWhqamJtbU16ejoXLlzAxsZGwGckXdoVK1YQEBBAU1MTS5Yswdrami9fvtDV1YWFhQXLly/H1taWT58+sWDBApKSknjz5g0GBgb4+PiQmJjItm3biIuLo3fv3kISsWrVKiZMmMCsWbNwdnbm8+fPyMvL8/btW6Hc9Pf35+LFi+jq6opx7IULF7h79y5ubm6Ym5uTnp7O5cuX2bt3L7W1tQwePBh5eXkh6igrK8PT01MEVEeOHMmVK1cYMmQIL168YMiQIeTm5tLT04OVlRVmZmYkJydjZGQkEtoeHh7MnTuXW7du4eHhQXt7O69fvyY8PBxHR0dhDbO2thYpYQUFBeTl5enbty8FBQXIysqSl5fH5s2biYyMpLm5mTFjxoh6ZGVlpQAsNTU1iQnUP//8Q2trKxUVFQwePJjU1FRev36NhoYGr1+/5tGjR0yfPh1NTU1KSkqIiIhAUVERKSkp0tPTiYqKom/fvsjLy1NVVSVCcfHx8Tg6OgqAyenTp1FWVhYkQl1dXTZu3Eh5eTmqqqqcOXOGPn360NHRgZKSEjo6OhQUFODn58fbt29RU1Pj06dPeHh4sGPHDt6+fcvPP//Mp0+fyMvLIyYmhk2bNhEVFYWjoyNGRkbcv39fwIWMjY1JTk6mvb2dzMxMZGRkMDExYd68ecJQNmHCBJKSkjA2Nmbfvn3IysqSlJSEj48PV69exc3NjbS0NCwtLTly5IgYh2tqajJ69GiSkpIYOXIkKSkpvHz5kvnz5xMZGSn60V1dXbx69Ur4DxISEoiLixN5E8kaV0LAa2lp4cKFC5iYmKChoUFjYyPl5eWYmJhQWFiIqqoqaWlpGBkZcfz4cSorKwkNDeX79++4ubnRr18/AR5SVFRk7ty5/PTTT/z48YNly5ZRWlpKS0sLSUlJDB06FDU1NUaOHImMjAxfvnxBJicnJ0BC0Bo1ahSVlZXcvn2b48eP4+7uztmzZ1m7dq0oqF+7do2xY8dSXl4u2MifP39m7dq1mJmZUVNTg7W1NYcOHaJv3768efOGc+fO0dHRwYMHD2hoaKCoqIgvX74QHBwsYA2SAFtYWBifPn1CQUFBfKg3btygpqaG06dPExMTw8qVK1m9ejUjRoygqamJuro6Tp06haqqKvX19bi6unL58mV++eUXsrOzhbS+paUFV1dX/Pz8BELu8uXL3LlzB0VFRQ4fPszt27fx8PAQdh5zc3Py8/M5fPiwCOYYGBigr68vAnJlZWWEhoYiJSUl0qVubm6EhYWRnJzMzJkzaW1tpaSkhMzMTMFtf/nypfBad3R08Pr1a/z9/cnNzaWpqYn4+Hjk5eUxNzcnPj5eKPFkZWXp7u4mJyeHuLg46urqiI2NZfr06SgpKeHr60tKSgqvX79m0KBB7Nixg927d9OvXz9MTU15+/Yt165dw8bGhsWLF6OpqcnkyZPR19dHVVWVFy9esGDBAkGkio+P59KlS7S3t3PkyBHq6+upqalh4MCB7NmzBycnJ6ZMmcL27dvJz89n2bJljBkzhjFjxlBVVSVS80eOHKFv3778/vvvAHR3d/PmzRvBvj58+DDZ2dloaGgwfPhwDA0NuXbtGk+fPsXX1xdNTU3Wr18v1gh//fUXjo6OjBo1SoALZs6ciZeXFzo6Oly9epWEhAQGDhzI4sWL2bBhA2pqagwbNow7d+6wZs0a4a2NjY3l0qVLdHZ2MnToUAE0cHd3Z/DgwdTX11NUVIStrS3Kyso4OTmJQ2N2djYrVqwQL/uCggKamppYvHgxFy5cEPSj7OxsPD09CQwMJCgoiNevX7NlyxbmzZtHZmYmcXFxVFdXExsby+HDh9m9ezdTp04lMDCQsLAwwV+XjHGDgoJYtGgR379/p6enh2HDhhETEyMY19LS0mRmZtLU1MT379/ZuXMnNjY2vHjxAjc3N16/fk10dDS5ubm8fv2a+vp60ZiQ7Cy/fv1Kr169mDNnDgkJCQwZMoR9+/bh7u7OwIEDycrK4p9//mHZsmVUVFRw9OhRBgwYQHFxMfLy8oJutmPHDpycnAgPD6ekpIRly5aRm5tLeno6w4YNIzAwkLNnz7J06VLxM9LS0nB2dsbT05Oenh7Wrl0rxB+HDx/G3d2dvLw8jI2NxfdGMoZtaWkhNTUVS0tLLl68KJzOcXFxaGlpCYOXRGxUVFQkGM7W1tacO3eO4uJinj17xoEDBxgwYAAaGhrIysrSr18/ZGVlBchGYiF8+/Ytb9684cCBAzQ2NjJmzBgyMjKoqKjg2LFjmJqakpqayu7du/nzzz8ZN24cLS0tWFhYkJeXx8GDB9m0aZOg+UkMb7m5ucjLywttqIaGBn379iUnJ4eenh5KSkr45ZdfxOQxJSWF6upqduzYgZGREZs2baJPnz5ER0cTERHB5MmTefLkCcHBwTx48IDW1lbhYzhy5Ihg/T979owfP37w8eNHUlNTefToEcrKyty4cUO0W8rLy8WBb+DAgdTV1bFt2zaxMho9ejTHjh1j0KBBPHjwgMrKSvFMaG5uFohqb29vpk2bRnp6OvHx8bS2trJkyRLKysqoqKgQldszZ85w/fp10tLScHBw4NKlS2zbtg0fHx/hKQgNDeXAgQM8fPiQ3r17ExkZyerVq/H29iYpKYn6+noMDAyEVvPu3bv88ccfYrJgYGDAoEGD6Ozs5OzZsxgYGDB27Fj69etHTk4Ojx8/Rlpamlu3bmFhYcGdO3e4c+cO3t7erFmzBlNTU8Exj4iIICQkhPHjx2Nqakr//v1ZuXIlycnJ5Ofni+eErKws27Zt4/Dhw6SnpzN9+nRRmX316pXAWcv89ttvAUFBQdjY2NDY2MjAgQNJTk5m7969FBQUYG9vj6OjI0lJSRQWFpKfn8+lS5eIiIggPDwcd3d3NmzYQFtbG6WlpYJ4Zm9vz/v370WK+fz58wLlFxISwrNnz3j8+DFZWVl4eXkJetnr16+FeGD8+PF0dHRw4sQJkXZesGABf/75J+vXr8fU1BQ/Pz9+//13kQwEBIHt3bt3ZGZmCn9saGgo6urqfPv2jeDgYM6ePcujR4/IysoSDzn4n5UlNjZWeKkle3dJKlTy8P38+bM4VTY1NTF06FDWrl1Leno6cXFx3Lp1i8DAQNrb21m8eDHS0tLo6OhQUVFBQEAAKioq9O3bVwTWdu3ahYyMDNHR0ejp6eHi4sKUKVMIDw+nd+/e6OjosGnTJhISEnBxcUFaWprk5GTu3bvHgQMHyMrKIjY2lv379/Py5UtmzZqFqqoqb9++FSMsSdLSxMSEnp4eHjx4wODBg5GWlmbfvn3Y29vj5uZGUFAQV69e5eHDhwwZMoStW7cyffp0WlpaKCsr4/Xr1xgYGBAXF0dAQACTJ0/m119/paCggL///ltkEe7fv8+gQYOwsLDg9OnTXLt2jdu3b6OgoEB+fj5Dhw5l165d3Lt3D0NDQ3r16sX27dt5+PAhkydPxtramoKCAt68eYO9vT23bt3i69evVFRUoKKiwq1bt2hsbOTr169cuHCBw4cPEx4ezqZNm3jw4AEaGhqCn37mzBkaGhpISUkR47B3794RFhbGxIkTaWpqws3NjYsXL3LmzBnWrVtHbm4ubW1tBAQEUFJSwvTp01m4cKHwWpuYmBAcHEx1dTVqamriJV9cXMw///wjpPS5ubkYGhpiYmLClClTWLduHfr6+lRUVLBy5UoGDx5MTk4Ojx49Yvbs2cydOxdLS0tmz55NZmYmWlpajBs3TvxfV6xYwaNHj3j//j3nzp0T2RF5eXmysrKor69n48aNHDx4kPz8fM6ePcu6deuYP3++6PI/fvyYtWvXoqqqiq2tLfPmzUNOTo6mpiZyc3MZPHgw4eHhQhrR09NDbW0tAwcOFGuTgQMHYmxszLJly5gxYwbd3d38999/YjVka2srPrPz589z5coV5s6di4WFhfh5BgYGIkG7ceNGCgsL2bVrF4cPH+b48eMoKCgQEBAg1kqWlpakp6fj6urKP//8I0aRI0eOpKysDBcXF7S1tbGxseHDhw8EBQUxZ84cxo4dS35+Pj///DMPHz7kxYsXTJo0idTUVF69esXs2bOZMWMGW7ZswdvbGwMDA9asWUN+fj6DBw/mjz/+4ObNm5SXl4vfs42NDVFRUYKy19XVhb+/P+PGjSM9PZ38/Hw8PDz4+PEjGzZsEARIT09PDh48yLFjx4R7/s6dOwAMGDAAQPR3a2pqGDt2LA8ePMDR0RF/f39kZGR49+4d/fr1w9/fn8jISD5//szvv/+Ou7s7GzduJCYmhlOnTqGhoYGioiJjx45FV1eX7OxsdHR0mDx5MsbGxuzatYvg4GCOHDnC/v37cXBwoKamhlGjRqGmpiYsitHR0eTn53Po0CFKS0s5deoUbm5u6OnpcePGDfr27Ut4eDh9+/YVOmNJt7q4uJgxY8bwxx9/EBQUxKpVq6ioqMDd3Z05c+aQm5uLq6srJ06cYM6cOZw/fx4lJSVsbW3Jyclhx44dwj0eHh5OWVkZsbGxIjBnZWUl9JxJSUl8+PABX19fWltbUVRUFNKewMBApk2bhp+fH7169UJKSoqenh6OHTvG8OHDcXV15bfffuPKlSvU1NSwc+dOCgoKOHPmDObm5khLSxMcHIyHhwfl5eUsWbKEX3/9lWPHjhEeHi5wxHJycujq6lJfX09PTw8xMTE8ePCA3377jYULF9LV1YWLiwv379/HwsKCdevWsW3bNlxdXfny5QsKCgqYmJjw+PFjYcNzdHRExsrKKiA4OJikpCRevXolxjA+Pj7Y2NiQlZXFvHnzRJBAT0+P3bt3s2bNGpKTk1FVVcXR0ZGoqChMTU1F+GbkyJGsW7eOpKQkrKysSEhIoKCggC1btrB27Vp27dpFSEgI0tLSGBkZERoaysqVK4mIiBBVlYKCAj58+MC8efO4ceMGlZWVTJgwgf79+4uUcUZGBtLS0hQXF6Ourk5RURF5eXl4e3uLtG13dzfv3r1DS0uLYcOGsX37ds6cOUNAQAAaGhqYm5uzZs0aGhoasLCwoKuri5UrV2Jtbc3PP/9MZGQkHz58YPv27QKTWFZWxpkzZ7h48SJeXl6cPHmS169fo6CgwMOHDxk4cCCnT5/m9u3bIuw0ffp0fH19CQsL49WrV/Tv35/w8HBevXqFpqYmVlZWpKamsmDBAv766y/Onj3LoUOHBGxm/PjxnDhxAkdHR+7cuYOGhgYXLlzg6tWrTJw4UYRepKSkiI2NFcYqaWlpjh8/TnV1NUpKSgQHBwv6108//SSmJvr6+iQmJgoTkZOTE1+/fkVXV5fMzEysra05ffo0r1+/5v379/Tr10+kr5OSklBQUKCsrIysrCy8vb3p3bu3YHRHREQITaFkJOnn58ekSZNYsmQJ3d3dIkn5+++/CzdsZmYmW7du5cGDB2J8WFpaKnqnoaGhDBo0iJqaGq5cuUJtbS0GBgbiAKmqqkpgYCA+Pj4i2Zmbm4uZmRlJSUmCBGVkZMS1a9eora1FT09PYHGjo6M5duwYgYGBqKmpceLECc6ePcuyZcuYNGkS58+fFwfc4OBgnjx5goeHB3p6eujp6XHu3DlmzZrFjx8/MDc3Jysri23bthEREUFSUhI1NTWC556cnExERATR0dHExcVx/vx5nj59ipubG2pqaqSkpNDR0YGsrKzwZUdFRWFra0tpaSleXl7U1tYKtKympiZr164lJSUFY2Nj5s2bJ0hllpaWjB8/Hi8vL+Li4liyZAl///03FhYWeHl5ib21rq6uqLLl5OTQp08fKisrWbduHV1dXTg4OAhjkbW1Nffu3RMvRGlpaRISEvDz86O7uxsfHx/u3r0rQBB6enq0tLQI37WPj4/Amh45coSoqCiysrKIiIjAycmJ9PR0qqqqUFRUZMKECWhra3P06FHOnDnD48ePuX37Nunp6Xh4eAAI1eZff/1FTk4ODQ0NZGZm4urqKgJN9vb2uLi4oKysTGZmJs+fP2f79u0C9PLu3Tt2794tYEuGhobY29sTEhJCWlqaaHxcuHABbW1t5syZQ0tLC5aWlgBYWVmJoJy9vT1PnjwRB47w8HDWrl3L3bt3GTduHF1dXSxdupSgoCAmTpyItbU1Dg4ObNmyhZKSEqKjo3FxcWHXrl1ER0ezfPlyTp48KcQobW1t3Lt3DyMjI0xNTXF1deXUqVMMHjwYfX19VqxYISha48eP59y5c2RnZ1NUVCQO6Y2NjQLfWV9fj5ycHKmpqdTX14vsw/v370lNTUVeXp4ZM2ZgaGhIY2MjGzdupE+fPrx580ZoKRctWoShoSFZWVnMmDGDMWPGCBWoxAa2c+dOLl68yPr167G3txcVPAmmNzc3F0tLS+zt7fn69SujR48WbRsrKyvCwsJISUmhubmZP//8U/Tez549y44dOxg/fjw9PT34+vri4OAg8hQhISH89NNPBAYGMnz4cLy9vfny5YtooiQmJlJRUcHbt28xMTERzY6enh5RpZNMCZ49e4aPjw92dnaEhYUxdepUpk2bJi54EpOeJF9jYmLCly9fePTokagUJiUliYnwmzdvePHiBT4+PqSkpHD79u3/tbfOnz8f8PLlSx49ekR7ezt///03y5cv58aNG1y9ehVVVVVcXFyoq6sTN6e3b9+yevVqkXo7f/684MNOmjRJ7NIaGxsxNTXFxcUFMzMzDh06xK+//sqjR48oKSkhLi4OT09PUlNTcXJy4vjx43h6eqKmpsb+/ftpaWnh+/fvjB07lidPnrBz505evHhBSkoKubm52NjYkJOTw61bt8TJSxKTP3PmDEZGRgwcOJDY2FiysrLEuE4iIzhx4gReXl78/PPPODg4EBERwenTp3F2dubu3bvExMQQEhLClStXhAzi3r17TJgwgdLSUqSlpXFychKGrp9//pkJEyZw9+5d3N3dGTduHJGRkQKU/+zZMzZu3ChwkXp6ekycOJEbN26QnJyMqakpTU1NzJw5E29vbyorK5GRkWHnzp08e/aM+/fvs2rVKg4ePIivry/6+voCYjJgwAB6enro06cPFRUVaGpqoqCgIA4FEhvbs2fPGDBgAFu3buXOnTv4+PgwceJETExMUFVVFb3jyMhI/vvvP3Jycnj79i2XL1/m6NGjvHz5kkuXLlFdXc23b99E+tnf35/p06czevRoGhsbuXfvHurq6ly8eBFtbW369OnDuHHjaGpqQlZWlrKyMgwMDNi9ezc3b97EyMgIT09Phg8fzvfv3/n27RufPn0S/mEXFxfmz59PZmYmmzdvFm7qkJAQFBUVmTdvHllZWeTl5REQEMDXr19ZtGgRp06d4vPnz8THx4ugoUSMYWRkhIeHB9OnT+fy5cvIy8vT2tqKi4sLpaWlWFhY8O3bN/EgOnnypPgu9uvXT3RuN2/ejK6uLjIyMrS0tODk5MT79+85cOAA69ev5969e2hoaIigoaTvLAmwdHV1YWVlhWTSFRgYKFSCEydO5OHDh4wfP57S0lIiIyP55ZdfRBdcQ0ODqKgoOjs7SUlJoaysTMg06urqCA0NpaqqCiUlJcFc//XXX0W7QIL2lQTnbty4QVBQEE5OTowcORJNTU3279/PxIkTefLkCe3t7Xz69InHjx/T0NDA/PnzcXd3R1pamvLycuEKPnDgAH/88QcjRoygf//+gq2/detWmpqauH79OrGxsVy4cAFHR0fU1NTo6elh8ODBPHv2jOHDhwtEZ319vagwqampcfnyZU6cOEFDQ4NIVxcVFTFx4kSxa5coLCWTt/DwcJ4+fcqGDRtYtGgRzs7OWFpakpWVRXV1NTNmzBAXkjt37rBz504GDRqEtbU1FhYWIq/h7OxMVlaWWHcpKiqyYMECUlJSWLx4MVevXsXX15fExETBqLh27Rre3t4kJydjbm6OkpISiYmJPHv2jHnz5vH9+3d69+6NlZWVSI+fOXOGqVOn0tHRQVdXF7dv36alpQUDAwNqampYtWoV5eXlzJ07l6ysLOLi4hg+fDgvXrxg586dKCoqirVN//79+fbtG3369BHiCWNjY2bMmIGamhpz586luLiY8vJy9u7di62trfhuSLSj3t7ehISEMH/+fL59+0bfvn1ZunQpaWlpImS8a9cu3Nzc0NbWZuzYsZiZmRERESGkJpGRkcTExNC7d28UFRXFmFpaWprIyEjy8/O5evUqPj4+VFRUCFmQo6MjFy5c4NatW2J1INnnDxgwgPnz51NTUyM4HPLy8khLS9O/f38SEhKwtbWlubmZ8+fPExkZSWBgIPv370dOTg5ZWVns7OxElezatWuiEZGcnIysrCzW1taUlJSwcOFCqqqqKC8vF8CepqYmJk+eLA6d9fX13L9/HxcXF/T09Kirq0NFRQVfX1/OnTsndL8eHh7cunULTU1NkpKSOHToEBoaGly+fJny8nJRLTx+/LigCy5atAiZ1tbWgNTUVEJDQ5k6dSpjxowhOjqa9+/fU1xcTEpKClOmTOHgwYOoqqrS1dXFiRMnxL7X3NxcwB3y8/PFXvLIkSPExMRQXV3Nnj17cHBwwMXFhffv34vqTXh4OF+/fiUtLY2srCyGDRsmGKqSP5CdO3fy888/s3z5cj5//kxxcTHV1dUYGBgQEBDAzJkzyc3NxdTUlKCgIN69e8ezZ8+EVvHnn38mNTWVTZs2sXPnTvr168ePHz9oa2vj+fPnQn9WXV1NRUUFFhYW4kUpKytLr169yMzMRFpamlmzZgkE3owZM0hKSkJfX5/4+HhRL5GkqN3d3UUSNCsrCzs7OzZv3szIkSPFDam5uRkzMzMGDBiAubk5nz9/pq2tjfb2dgGGmDRpEomJicjIyFBWViaUfGfOnEFVVZV+/fphZWWFoqKi6MxraGhgaGjIkydPGDp0KKdOnUJHRwdzc3Pc3NxwcXGhubmZ0aNHM2HCBEaOHCnAJJL0sbu7OxUVFaL+Y2hoiIqKCkOGDCEjI4MZM2awceNGTp06RU1NDfLy8jQ3N4u6h4ODA+Hh4cycORMHBwcsLS0JCgrC39+f58+fi9tcUVERW7ZsIS0tTdigrl27xuHDhwkNDRWHh8WLF4uA4okTJ5g1axZSUlKoqKjw6NEjYeHJyMjAzs6OvLw88vLyBFno5MmT2NjYCMBDVVWVUGZaWVmxbt06UbeT+IMXLFjApk2bBC94xIgRzJw5k3fv3vHrr78ybtw4zMzMOHr0KIsXL0ZDQ4MPHz6I0beqqiqjRo1i8uTJpKSkCGb7b7/9RktLC6WlpVhbWzNixAhx6/H09OT06dN8/vyZvXv38vz5c7Zu3crp06eJjIxk4sSJmJqaCo+3pAPu5OREVFQUCxcuZPv27SQkJODo6EhISAizZ8/G0NAQWVlZVq9eTXV1tRix/vfff+JBd/PmTYFlNDMz4/Hjx4SFhbF3716+ffvG7NmzSUxMxMTEBGdnZ+rr63FwcBB/K5JFBq/WAAAgAElEQVTcQE9PD21tbVRWVnL27Flu3rwpiHC1tbWsXbuWp0+fMmHCBOLj48nPzyc1NZUPHz7w6dMnuru7RVXQzs6Offv2iVre48ePuXjxIq6urqioqDBs2DBu3brF7t27WbBgATk5OQwdOlRUyZKTk2lubsbR0REPDw9SU1NFsLGzsxM5OTkBAAkNDaVPnz6cOHGC3Nxcrl27RnR0tCCjSWpqkpXH77//Tm1tLY8ePWLMmDGMGzeO4OBgdu3aJdozKioqpKWlCSDHrVu30NHRoaioiO3bt3PixAns7e2RlZVl7969YoIgGbsrKSkRHx8vDgnLly/HyclJdHN37dqFvLw8mzZtoqqqiokTJxIbG8u+ffv48OED5ubmIg1vYGDAqFGjePz4MXfu3OHLly+0t7cLaE93dzfBwcGkpaXR3t4uUL+7d+8mJyeH+Ph4pk6dSkZGBj9+/ODff//ly5cvgs735csXkWAPDw9HVlaWnp4e0tLSGDRokOBrSBLdDx8+ZP78+YIgNm3aNFpbW6mvr2fWrFkYGBhw4sQJioqKmDJlCl+/fsXR0ZFNmzYRFxfHgAEDcHR0ZNasWcyaNYtt27Zx9OhRJk+eTFlZGZ2dnQwYMABlZWV+/PjBkiVL+P79O8bGxrx7947Q0FCsra2ZNGkSNTU1PHz4kNzcXBYvXkxQUBBTpkwR7vPLly8L+cq0adME7czLy4udO3dSUVGBuro6ubm5hIWFkZaWxuDBg2loaEBFRYXAwED8/f25cuUKe/fuRVZWloCAAE6fPk1mZiY5OTlCCnXv3j2cnZ1ZtmwZ8vLyzJkzh/fv37Nu3Tpkbt68GZCRkSEMLB4eHpiYmAgeLoCtrS07duzg+fPnTJ8+nYyMDAAsLCwYMWIE48aN4/nz5/Tq1Yu7d+8K5eX169f56aefmD17Nh8/fuThw4fU1NSgqKiItbU1gwYN4r///hNoPkn62tHRkbVr13Ly5ElaW1uJjo6md+/e9OrVi9DQUAYMGMDLly+RlpYmIyMDeXl5Ojo6RPpbIhGQQC8khK3Ozk5mz55NVlYWX79+ZdmyZUhJSTF8+HD8/PxoaWnh6dOnPH36FBcXF3HC7uzsZMeOHWzbto3ExETs7e1ZtGgR9fX1eHp6Ch+u5Kb9559/MnnyZPbs2YOSkhL5+fnY29sTGRlJRUUFW7duxczMjI6ODsaMGSPCGpIeoZaWFtOnT2fkyJGUl5fj7u6OlZUVDg4OFBQUEB0dzYIFC0R9JTExkbNnz6KlpYWuri5aWlrcuXOHwsJChg8fjqOjI62trVRVVSErK8v8+fORlpbGzMwMT09Pbt++TVNTE2FhYZiYmAihhLa2NuXl5SKkUVBQgKGhIStWrBBVooSEBF6+fElNTQ2VlZX8/fffossqCbq8efOGmpoaurq6RF3t0aNHfP/+naCgIIKDg6mvr/8/QBh9fX3R583MzKS4uJiAgACcnJxYv349//zzDzIyMuzdu1egM0tLS4mKiiIzM5P58+eza9cu6urq8PT0ZP369fz555/89NNPPHnyhJ6eHhYsWMD169epqKjgn3/+ERalHz9+4OjoSHh4OF5eXmhoaIhg1KlTp0hOTsbZ2ZnMzEwx+pZMfiSu9QMHDrBjxw50dXV5+vQp06dPZ9q0aXz69Al5eXlevXolYC9ycnJcu3aN/Px8cnNzRU85JyeHGTNm8PHjRz5+/EhWVhZr1qxhz549DBkyBH9/f8Ek7ujowM/PT3S+v3//zuLFi0WC+/Xr14Jjb2hoyPv376mpqeHq1asUFxcTGxvL0KFDMTIywsDAADk5OQYOHEhnZydubm58+fKFS5cu4eXlxejRo5GTk+PkyZOi41tRUcGdO3fYsmULUlJSfP36FTs7OxQVFfnll1+Ij4/nt99+Y9myZQQEBJCTk0N7ezseHh7Y29vj6elJbW0t5ubmKCoq8ujRIyZOnMirV6+QkZFhxowZ1NfXY2dnR2NjIz09PSxZsoRLly4JDaiUlBTNzc28ffsWWVlZ0tLSkJGRQU5ODnV1dcEYz8jIIDs7G0dHR65cuSIARwYGBly8eJG7d++ydOlSNm3axN27d3F0dBRCh8mTJ7N161Y2bdokDjNeXl4YGBjg7OzMo0ePiI6OJjw8nKqqKmbOnCkOA0FBQeKQ5OPjQ1JSEtevX0dWVlaAayQ2sfb2dtLS0nj+/Dmtra1IS0vz4sULjh49ysKFC9m4cSMRERH89ddfFBUVsWTJEjw9PWlsbCQwMBBDQ0OmTp1KW1sbRUVFbN68GU1NTc6dO0d8fDybN2/GwcGBrq4uPn/+TH19PbGxsfzxxx8AODk5sXbtWuLj41myZAkxMTEsWbKEkydPoq+vj5aWFs7Ozrx58wYNDQ20tLS4evUqixcv5t69ezg5OXHs2DF8fHw4f/48J0+eJCsri/b2dhwcHITi18fHR/TrP3z4wIgRI3j48CGfPn1i5MiRHDx4kFmzZjFlyhTy8vIEhOa///7Dz8+P+Ph4cYP19fVFUVGRjIwMVq1axYgRI5CVlSUsLIy//vqL4uJigev9+PEjvr6+zJw5k7CwMPbs2UNtbS0NDQ0iTX748GF8fX3ZsWMHcXFx3L9/n5ycHPT09CgrK+P06dOoqqqKZ8nkyZNFgPrRo0doa2uTkJAg2BRVVVX07dtX5Kh+/fVX/vjjD1avXs2zZ89YsGABLS0tFBQUUFNTI7gW8vLybNiwAQsLC2RsbGwC2tvb0dLS4vr16+jo6JCdnS00jcnJybx79476+nqGDRvG8+fP+f79O+vXr+fOnTtcu3YNDQ0N5s6dy9y5c9m/fz8xMTECzbZ8+XIRlJAQyDw8PMjPz6e8vBwHBwe+fPlCeHg4p06dEmPkpKQk5s+fj5GRESNGjODTp0+0t7ejp6fHt2/f6N27N2VlZTg5OXHjxg3s7e1FuvPKlSvk5OQQFBTEvn378PLywsXFhYKCArZt28a4ceOorKykra2NqqoqHjx4QHV1tUiaBgYGcuPGDeB/ykY9PT1+++03vn//jo2NjbixtLW1kZGRwd27d1m5ciVnz54lLCyMzZs3/y+CLyNDW1sb58+fJzY2lg8fPjBt2jQOHTpEY2Mjtra2hIeHi2RrU1MThYWFAu7y+vVrNmzYwJcvX/j69Svp6elCoTlixAiePHnCnj17xEs4OTmZpqYmOjs7uXjxIhs3bhSWrqFDh9K7d2/s7e3x8PAQqD4ZGRm6u7uZOnUqHh4ejBkzhvv377N9+3bq6urQ0dFhxIgRaGlpkZmZKdKiNTU1XLp0SYxqb968iYyMDDk5ORw9epSGhgbWrFnDhw8fMDExwcfHh+zsbH777TeamppEDcTExEQIGPLz81FUVGTdunUCi3jjxg3mzJnDzZs3BS3u6tWrqKurM3bsWFxdXQkLC8Pa2lqg/qqqqgRnfuzYsdja2vLy5UsWLFhAQ0MD06dPJzAwkKKiIkaMGMHu3bvFeP/JkyfY2NgwePBgmpubkZOT4+PHj4KD3adPH0JDQ1FUVOTBgwdIS0sTHR1NYWEhNTU1qKqqMmjQIBYtWoSCggKGhoaYm5vz999/ExERQWlpKba2tlRUVKCgoMDLly9JTEwU4JIBAwYwZswYHj58SHNzM6GhoQIMVFlZycWLFxkyZAgjR46kqqqKlStX4u/vz40bNwQi8uDBg2hpaTF37ly8vLxoaWkhICAAS0tL1qxZQ2xsLOvWrUNOTo7Q0FB+/PjB1KlTMTEx4cGDBwwbNoycnBwiIyPp1asXvXr1IiEhAV1dXS5evMhPP/0kdqeZmZkCyzpp0iTOnTvHiBEjGD58uNiPx8bGYmZmRnNzMwEBAQKyUlVVRWdnJ62trWRkZNDa2kpKSgoWFhasXbsWKSkpse6SeJOfP39OcHAwZ86cYc6cOdja2mJhYSGqkvfv32fZsmWcPn0aFxcXcnNzqampYdiwYRgaGlJYWCjCfpKDgZaWFqdPn6Z///7ExsZiaWmJh4cH69atE9rRLVu2MGbMGB4/fiy+n3FxcYwaNYqHDx+Kg4bkwNna2oqqqiodHR0iNLdmzRpOnjwpVmk9PT1oa2vTv39/0U6RAJ2qq6sF4tnR0RElJSUCAwNZuHAhqamp1NbW8u3bN86ePYutrS23bt2ioKCAefPmsX//fmprazl8+DABAQFs3LiR9evXiwCkv78///33H/r6+ri6ulJbW0teXh5BQUHIy8tTVlbGw4cPxffz7t271NTUICsry82bN5k8eTK6urrCiGZsbCymGpIds729vXCV9+/fn9zcXOzt7YVJ8JdffuHHjx/MnDmTkJAQURc9evQoEydOZODAgSxcuJD09HSCg4NZsWIFM2bMQFpampycHBobG1m6dCnXrl1j2bJlJCcnc/78eYKCgti5cyfbtm2ju7ub169fi3xESkoKzs7ObNy4kfPnz5Odnc33798ZOXIkioqKTJo0iW/fvon3059//klqairTp08X1cuNGzeKQ3B1dbUgRc6YMQNlZWXKy8t58eIFwcHB+Pn5iVqpgoKC4MPfvn2bFy9e8PTpU2JjYykuLqatrY34+Hg0NTXx9fWlurqaqKgonj59SlVVFdevX/8faXHSpEk9DQ0N9O/fX+xlU1JShM9UW1ubiooK1NTUhHavrq5OAOO/fftGZ2cnurq6dHR0oK+vT0JCAt7e3nz8+BEbGxsqKipQUlIiKSlJYCft7OxwdnYWsJKOjg5KS0sZPXq0UP95eHjw8uVLWlpa8Pf359u3b4Kf7ezsLIDvgYGB7NmzB3t7e+Lj49HR0aG5uVkgMh0cHNDT06Nfv36kp6cLU05JSYnoFra2tgrDjwS0MX78eOrq6gSlSVdXVzw8m5ubxQ3CysqKO3fu0NrairGxsaC4tbe38+PHD1RUVLh37x4uLi5YWlqirq7Ohw8fBARASkqKmpoarKysUFFRQUdHh56eHlJTU+nq6hLEMDU1Nb59+4axsTFOTk7IyckRFRXF3r176dWrF+np6cjIyFBdXc2AAQOIj49HXV2d58+fo6ioiKysLKtWreLZs2fY2tqSmpqKgoICWVlZtLW1YWZmxsWLFwWIRUdHh7S0NGpra3F0dKStrY38/Hx6enpYt26d+H1YWVkRGhpKS0sLQ4cOJTU1FS0tLRQVFTEzM6O1tZXw8HCmTZuGsrIyGhoatLa2snXrVuLj4/Hy8uLWrVvihjlnzhwKCgooKCggNzcXHx8fDAwMhCEqPz9f/G569epFcHAwa9euJTc3lx8/fuDs7AxATk4O8vLyvHv3Dn19fUFWq6+vJyoqimnTplFdXS3ChpIakIKCgvAKd3R0CEhKe3s7lZWVWFlZ0dPTw8GDB7G0tKSgoAALCwtGjx5Nc3OzCFIePXqUI0eOCMvRjBkz0NfXJysr6/9R9eZRPeb///+tRdpUWrRvtlQiSilSIUKWyi5h7MY6lpk3ZhiDwYw9Y1+ThCFRlsnSqlX7qkWLtO/ay++Pz3k9z+/bn87R6dT1uq7r+Xjc77cbVlZWKCsrExcXJxzXAN7e3mRlZTFt2jTKysqEzMbS0pK0tDQUFRUZMmQIgwYNwsXFhbNnz5KamoqJiQn+/v58/PiR5cuX8/PPPyMtLU1ISAjW1tasX7+eDx8+UFpairy8PJ8/fyYmJoadO3fSr18/cnJyRMp99uzZaGtrM3z4cA4dOsQff/xBSUkJFRUVJCcn8/PPP9PZ2SmaEpJT+cePH5GRkcHHx4cXL14IU1JnZyfNzc2cPHkSf39/ysrKyM3NpampidjYWGHpk4wrN2/eTFNTE0FBQbi5uVFRUcHNmzeZN28eGRkZIvSWmJiIkpISISEh1NTUYG9vT3l5OU5OTgQGBrJt2za6urr48OEDXl5ePH/+nPHjxxMRESEgMCYmJnz69AkFBQU+fPiAtrY2o0aNQl1dnV9//RVbW1tkZGSYPHky165dY+7cubS2tpKamsrWrVvJz8+npKSE+vp6MjIyWLVqlZCUSO4DZWVlWFpaIi0tTWpqqlgbWlhYoKurS2trK2pqajg6OqKoqCjoVxKcr4R0JyMjg7a2NgUFBXR0dFBQUICDgwMACgoKSElJUVZWxtChQ5k+fTqpqamCrhcbG4uRkZGA+KSnp6OmpkZDQ4OozT148EA8TBMSEggODkZRUVGsASUyjitXrtDa2oqGhgZVVVV0dnYK3n2/fv0oLy/n/fv3jBo1igEDBrB48WLk5eUJCAgQoBUdHR1x/dTW1iItLS0odI6OjqL3nZmZiY6ODoaGhuLvM3jwYGRlZZGVleXmzZuoqakhKyuLkZERubm5GBoaUlFRQXt7O4sWLaK0tJTU1FRGjBhBV1cX8H9ce8ma7du3b+zfv1+8ZGzcuJE3b95gYGBARUUFSkpKwp9QXl5OdXU1XV1dononWQdK8LTLly8XQqi2tjasrKyEWc/KygpXV1cBl5L4xf//XwUFBYSHhzN9+nRycnKYOXMmwP9R5b58+XLw0KFDJCcnk5SUxJo1azh+/DiampooKiry008/ERAQgKmpKRMnTuTVq1e4urqyYsUKPnz4wIsXL0SdQ2JP2bhxI3Z2dqJXamxszMyZM5k8eTJ79+7FwMAAMzMz5s6di7q6OiNGjEBGRoZ169YRHh7OrVu3UFVVJTk5GXt7e37//XcsLCz4888/uX//vkh3/vXXX+IGKcG6TZo0CRcXFzFmGT9+PE5OTgIuYWpqSnR0NIsXLyYpKQkPDw8cHR2xt7dn37595OfnY29vT3t7OwkJCVRXV1NaWir2iHv27BHIQjk5OZqbm0lLS8POzo6BAwfy5csXAgIC0NTUZNKkSXR3dwuMnoS0IyUlxYEDB/j27Ztwfr958wZPT09KSkoIDAxk8uTJxMTEYGJigpaWFgcOHGDDhg2YmZmxf/9+7O3tUVVVpb6+ntjYWBEeMjIyIjIykq6uLh4/fsyvv/4qdp/fvn3jzp073Lhxg7i4OMELV1BQwNXVlZs3bwoq3evXr1FQUKCtrY0jR45QVFQkOvRVVVUUFxezbNkyHj9+zLt37xg/fjxaWlqEh4eLl5cLFy7w9etXlJWVkZOTY9u2bQQFBfHy5Uv+++8/Ro0axeLFi5kzZw4zZswQWM61a9eKG2FHRwdHjx5FUVGRuXPnUltbi5WVFXv27OHLly+sWLECd3d3/v77bzIzMykpKUFPT4/Q0FD+/PNPSkpKiImJ4dmzZ7x7947m5mahkD127BijRo3ir7/+EtOI4uJi/Pz8OHnyJOfPnxcnK09PT5H6f/nyJWVlZTQ0NIidY1paGhkZGQJy4efnh56eHi0tLezYsYOysjJaW1uJjIzE0tKSy5cv4+TkJOhpcXFx/P7775w+fZqMjAzq6urIzs5m5MiRrFy5kvDwcIYPH058fDyjR4/m3r17vH37liFDhjBmzBi0tbXJzs7m4sWLdHd3c/nyZXx8fNDW1mbmzJm8ePGCwsJCkpKSqKurY/PmzXR2diIvL8/ff/+NoqIiGhoabN26lfr6ejGSP3HiBCdPnsTW1hYVFRX09PRQV1cnNDQUNzc35s2bh6KiosiMTJ48mQ0bNghvvZ+fH+vXr8fd3R0HBweam5s5duwYrq6u4rqQ5FPi4uLQ0tIiODhYjE8DAgLYvHkzNjY2fPv2jYyMDAwMDKivryc/P5/9+/cjIyPD+vXrmT59OtXV1ZSUlFBUVERoaCjr168nJSVFnNhCQ0N58OAB79+/5/Lly7x79w47OztGjx4twlKfPn3CyMiIkJAQ0T6Ijo5mxYoVghg2f/58hg0bhqWlpcDR+vr6UlRUhLGxsdArStSRb9++RUNDg+7ubtasWSPgOw8fPkRVVZU//vgDb29vgVZetmwZEREReHt709HRIfDMcXFxAqO6fv16amtrsbGxwcLCgoKCAgYOHCjkL3p6evzzzz+CKPjkyRMCAgIoKytj4sSJYvUkqY1u2rRJtAkUFRVxdnbG2toaLy8vCgoKePPmDYGBgUI/bGtry8ePHxkyZAgKCgoYGhoyYsQITp8+zcWLF3FycsLExIRRo0aRn5/Pvn37qK6u5tatW+jo6Ii61bp163B1dUVRUZFhw4aJIJuklVNVVUVDQwOzZ8/G0tISBQUFkULv168f/fr1Y/r06QwcOJCdO3cSHR2NsbExy5cvp7W1lczMTK5evYq+vj4lJSWi/SFZt5WUlJCcnMyYMWPw8PDg+fPnmJubCwCVJCBqaWkpVq8SYt6DBw9E5fP58+c4OzuTn5/P1q1bRdhTcuhIT08nJSUFf39/3r59K/7uEk9HcnIymzZtEh39S5cukZ2dTWZmJtHR0f/Hlj9x4sR3X19fDh8+jLy8PKampoKe9fjxYyZMmMCrV6+QkpJi4MCB9PT00NPTI96cCwsLmTBhggCx79+/n/T0dIyNjQkLC8PW1pZXr17h4+NDYmIiJSUlGBgYkJmZKZKz+vr6vH//HktLS1pbW3n9+jWLFi3CzMxMdKFzcnK4f/8+Fy5cIDAwULCGCwsLcXR05PPnzyJk4eTkJCwnEslHSEgIixcvFj/btGnT8Pf3x9ramrS0NFFlmTt3Ljdv3hTO5+LiYvT19Xn16hX29vakpKQwZMgQbt26xfr163n58iVjx44Vp349PT3u378v8HaRkZH079+fzs5ObGxsGDZsGImJiRQWFgrBu+SEJ9l1S/qjnZ2dxMXFMXfuXDIyMvD09KSsrIylS5fS0NBAcnIyv/zyC/X19URFRQn/dn19PcOGDeP27dsUFhaybNky3r9/D/yfxej+/fuCEJWfn4+8vDyLFi1i48aNWFlZ4ezsjI+PDyNHjuTdu3fIysoSExODnJwcra2tdHR04OzsLGQc0tLSWFpa0tDQgI6ODi4uLsTHx1NVVcXYsWPFDkfSL5V8ZWZmkpSUJLIHN2/e5PHjxzQ0NNDY2Eh9fb3gbTs7O4s+8vPnz7G3txc0O2NjY6qrq5GSksLMzIyHDx9SU1ODg4OD8GYfPHhQUNj27NlDbm4u8fHxzJkzh4SEBBoaGtDU1MTY2JiKigpKSkpQUlLC29ubt2/fIi0tzfDhwwXG8v379yxdulRkNnp7e/ny5QtWVlZCJBIdHU10dDRmZmZCP3rmzBmBOt2+fTsVFRXCqTxnzhz6+vrIzc2lsrKSoqIiFBQUhCzi7NmzODg4iGpRb28vpaWl4vuNHj2a9PR0qqurCQ0N5eTJk/z33394eXkRHh5OXV2dkONERESwefNm3r59i4ODg8CiTp8+nYKCAqKiosToMyUlBR0dHfz8/Dh79iyxsbECWbls2TJUVVV59OgRCxYsEAQ7a2troqKiyMrKYteuXbx7947MzEy2bNnCs2fPcHJy4uHDhxgZGREQEICRkRGHDx/m+fPnDBgwgNTUVCwtLUWVaeDAgbS3txMZGYmtrS3d3d1UVVWhqqoqGgtJSUkYGRlRVVXF/PnzCQkJwdPTE3Nzc549e8bQoUPp378/4eHhTJgwQaSzJR5sSdjU1taWqqoqZs2axbx585g1axajR48mOjqampoampqaWLNmDZGRkcyaNYs7d+5QUVGBtrY2U6dOpbOzE4B+/foxadIkPn36xJMnT1i9ejXx8fEcP36c27dvExMTI4JZ0dHReHl5ERsby6FDh0hMTOSvv/5i9+7dlJSUMGvWLHbt2sWwYcNITk4WrQRZWVkqKirQ1dVFWlqasWPHkpubK+Q++fn5BAUFce3aNdrb26mrq6OpqQkbGxuKioowMTERuOkZM2bw9etXYmJiBF9c8lmWdLkDAwNZvXo1Fy9eZPbs2Tx+/Ji8vDyePHnC/fv38fLyoqenBwUFBR49esS+ffuorKzk/fv34jAoaYH4+fnx+PFjsrKyqKioEHREiSJUIsioqqpCTU0Nd3d34SJfuXKlQDGfOXOG3t5enJycmDlzpvh5hw8fLkhm8vLyghIosWB5eHiI8GFeXh4vX76ktbUVLy8vDA0NuXbtGmlpaYLvIVFEf/nyhaFDh9LR0cHbt2+FlrZ///4sWrSIW7du0dLSIixkfX192NnZMXfuXGRkZCgvL6etrQ1/f38GDx5MWVkZkydPxt/fXwiKenp6+Pz5M1ZWVlhYWHDnzh1GjhyJ1MKFC78PHDhQ1FdiYmIEQD0kJISZM2fS0tKCqakpcXFxBAUF8fXrVzIzM2lsbCQ9PR0FBQV++uknDh48yKBBg0hMTGTRokUUFxejpaWFjIwM6enpZGZmClznypUr6evro7e3F1dXV+rq6ggNDWXw4MHiog4NDeXjx4+8ePFCJCg/ffpEb28vqqqqxMTEEBISwowZM0hPT2fhwoXi5aK1tRWAjo4O9PT0WL16NUlJSXz+/BkLCwt++eUX0tLSCA8PR01NDQsLC/z9/dHU1GTatGkMHjxYEHmWLVuGubk5zc3N4sN7/fp19PX1hR945syZeHp6oqamxtevXzl58qSw0cjLywv8YElJCdu3b2fKlCmcOHGCtrY2Xr58yaJFi0Ra+NatWygpKXHkyBE+fPhAZGQko0aNQkdHR5xy1dTUcHV15eLFi2hpaYlVRlhYGOfPnycoKEg8oFtbW/n8+TNdXV3MmTOH169fc+HCBVxdXdm3bx/l5eVEREQgLS2NiYkJRUVFJCQk8P37d3R1dSksLBRoPQlrV9L7jY6OpqOjQ9yguru7mTJlCm/evGH69On8999/KCsr4+joiLGxMY8ePRII0cTERIqKili4cKHASXZ3d/P8+XOMjY2xtrbGxMSEhIQErl+/DsDOnTtpa2tDWVmZqKgo8vLyGDduHG5ublRWVuLs7Iyfnx+9vb2cOnWKiIgILly4wNq1awkODmbFihV0dXWhrKzMy5cvycrKQldXlwkTJlBfX4+TkxOXLl0Sv+uamhrWr1/P+/fvycnJYcqUKSQnJ1NdXXeLqjQAACAASURBVI2joyO6urrExsYyfPhwFi9ezOrVqxk8eDB9fX1oa2szbtw40tLSkJeXF3ssSUXlwYMHQisp6YwbGRmhp6fHiBEjmDRpErGxsYLs9OnTJ37//XdKSkrIzMxEUVGR9PR01q9fT0tLC3Z2dgACfqGgoEB3dzevX7/mwIEDhIWFsXfvXjZu3MiMGTO4evUqDQ0NDBs2jN27d4t9eGtrK8OGDePp06f88MMP3Lt3j3///ZdNmzYJbendu3dFxmHevHl0d3ejpKSEmpoaaWlpLF++nIqKCq5cucKAAQOET/nixYscP36cly9fiordzJkz+fjxI4sWLRJTo66uLuLi4nBwcCArK4uamhoGDRqElJQUSkpKxMfHixf/sLAwHj16RGNjI/Hx8VhaWgpMZHJyMnJycmhpaQnK1YwZMxg+fDgvXrzAwcGBoUOHAtDY2MjUqVMJCAjAycmJAQMGEBISwtChQ6mqqqKqqgplZWWqqqqor6/nf//7Hx8/fqSpqYnq6mqB9lVSUhJgp6ioKHx8fNi/fz9KSkr069eP0NBQQkNDxV5S4koOCgoShxQdHR2ampq4e/cuPj4+jB07lhcvXrBt2zaSk5O5dOkSMjIy5OTk4OfnR11dHenp6dja2tLV1YWfnx/u7u74+vpy48YNrK2tsbe3Jz4+HgsLC/Ly8lBQUKCmpoa0tDS2b98usgb6+vrC8icZ3/br1w8TExPBdSguLubjx4+MGjWKqKgobt26xaVLl1i/fj3nz59n//79lJeX88MPP6CjoyP0rJIAm+Q+09PTw4gRIzAzM8PJyYmvX7/i4+PD9u3bkZeXFw/biooKqqqq/p+0eFVVFefPn2fdunVkZGRgY2PD2bNnOXfuHCkpKUyaNIkHDx7Q0dHB2rVrqa6u5tGjR7i5uaGqqkpLSwtubm4EBAQwfPhwOjo6KCsr4+vXr1RXV2NgYEBAQAAnT57k1atXjB8/Xoz97927x4wZM3BxceH169ecOHGCtWvXoqury5cvX0SOYdOmTbx8+VKsoiZOnMiWLVs4cuSIqDfX1NSwZMkSCgoKaGpqEipkIyMjVqxYwa1btxg2bNj/aZ43bNhwUFZWloyMDAoKCmhsbOTq1auiPpKYmCh2rSUlJQKXqaysTHR0tOio6evrM3DgQJSVlZk/fz6rVq1izJgxIu1rZWXFt2/f6OjowMTEBGtra4KCgpg0aRJhYWHU19ejqamJjo6OUFQOHjyYzs5OHBwc0NXV5dGjRxw4cEC4U1NTU9myZQuxsbEcOXKE0NBQjI2NmTt3LnV1dZSWlrJixQqUlZUFpKKmpkbYXiIjI9mwYQN2dnZcu3aNZcuWMWvWLOLj49mwYYMouS9ZsgRzc3Pk5eX59ddfmTx5Mv379+fKlStYWFjg6+sriFs5OTlCm1dfX09DQwMpKSlMmTKF0tJSHj58SFVVFcnJydy9exdNTU3BFZY8+NTU1ETF7ebNm3R2doo3PsmOvK6uTtB5Xr9+zapVq1BUVOTOnTvcvXsXGRkZmpubUVRU5NSpUwJZeP/+fbKzs9HV1SUtLY20tDRKS0uJiooSe+rExEQOHTrEpUuXUFNT4+LFi4wdO5Zr165x6dIlampqaGtrQ01NjYKCAgA2b95MY2OjqAsZGBigpaXFsGHDWLRoEZ6enhgaGpKUlERFRQUdHR3Mnz+f6dOnM2LECDo7O8WY38PDg379+gkq2ebNm7G2tmb69Ok4Ojri6ekpHMhz586lublZuLxVVFREh/G///77f/ZW379/F11lyVu2nJwcEydOpLCwkKKiItzd3YXVqby8XIyCR48ejbW1NUuWLGH48OH4+PigqalJVFQUy5Yto1+/fsybN49Jkyahra2NnJwcBgYGGBsbs3PnTtTU1ESn1NbWVlRiTExMePHiBb6+vqJOV1JSgoaGBgMHDuTIkSMYGRnh6ekpNJKamprY2Nigr6+PgYEB5eXlKCoqcvPmTdra2ti3bx8tLS2EhIRQXFwsxnGhoaGUlZWRlJRER0cHysrKNDU18fbtW9TV1ZGRkSE7O1vUVyRVvsGDBzNs2DBUVFTIzc0lMTEReXl5XF1dKSkpoba2ltGjR+Pk5ERBQQEzZ84kMDCQjIwM4P9aJg0NDQwYMIDGxkaio6OJi4vDw8NDmL5u3LjB4MGD+f79O25ubsKIFRsby8CBAwXq8du3b1RXV/PixQsx6paYtSSOdgnwRUZGRoyS58yZg42NDaNHjxZ7S8nULCYmRtyEVVVVWb9+Pc+ePeP79+/CDOjs7IyCggLv378nLy8PR0dH9PT00NTU5MaNG4J50NXVRf/+/QU/wMfHh/79++Ph4cHTp09RV1dn4sSJJCQkoK6uTnFxseC/d3Z2ilPh9+/fMTExobm5mQEDBnDkyBHa29spLCwkICCAtrY2sVZKSkoS19aLFy8oKipi69at+Pv7Y2RkJOh4kvuMtLQ0VlZWVFZWoqyszMCBA8nOzqa9vZ0LFy6QnJzMly9fGD9+vPAX5OTk8OjRI7KysjA0NBQKX8kUzd/fH1NTUwwNDZGRkaGqqoozZ86IvvOYMWPw9PQUVjnJTlvijP727RtXrlyhuroaDQ0NYmNjcXFxobGxkSVLllBYWEhqaiqRkZEcPXqUpqYmxowZg729PRs2bGD79u1YWFiIl4NPnz6hra2NqakpsrKyREREkJmZiZubGw0NDSQlJQkip6T6VVtbS0tLC/X19bi7uzNixAhCQ0NRU1NDWloaRUVFUlNTKSgoIDIyEgMDA4KCgkTNUdJ3r6uro7GxkdraWtLT05k8eTIzZswQDY7g4GC6urqYPHky2dnZKCsrY29vT1lZGTk5OWRkZKCiokJVVRVv3rzB2dmZyspKFBQUkPHw8Dg4depUNDQ0hPRCog/Lyclh79697Nq1iwcPHuDj4yNYyjIyMvzyyy9ij2FsbExKSooIepmZmaGjo8ODBw+4ePEiPT09BAYGCmf0+fPnqampYdiwYXz58kW8qRUUFGBrayvQoJJR9+HDh/H19cXd3Z0vX74wZcoU1q9fT0REBMeOHWPcuHGoqKigo6ODqakpBgYGDB06lOrqaqytrVFRUSE1NRVDQ0OmTJnCkSNHmDp1KleuXOH06dNkZmYyaNAgdu/ejaWlJe3t7Tx79owHDx4QHBzMu3fv+PXXX0lNTRVIQw0NDc6cOYOioiInTpzg1atXPHz4UHTZFyxYQElJCS4uLkyePJmkpCT27NlDW1sb3d3dtLS0oKOjQ3FxMW5ubhw9elRcyFpaWly9epWKigq8vLxEN1RWVpb9+/fz6dMnZs+eTVdXFwkJCaIStWzZMhYuXIiamhrPnj0T8Pvbt28zcuRIVqxYQVNTE+bm5uzevRs9PT00NDQwNzfH1dWV3Nxctm7dyj///ENgYCAuLi4EBwfz9u1bzp07J8J27u7uAtH59OlTpKSkOHPmDF5eXuzatQsZGRns7e2pqakRJ7/nz59TU1NDdHQ0srKy2Nra8vXrV+bPn4+srCzS0tLY2dlx+fJlUemYOXOmQFiOHDmS2tpa7t69K7CRFhYW1NbW8uHDByIiIvD09KSxsREdHR3OnDlDSUmJADz069dPTAbq6uqEPrCiooLu7m6GDh1KS0sLGzZsIDs7W0xLUlJSBGf/7du3LF68WJxC9PX1OXXqFDdu3BA87ebmZpH4zc7OZtKkSXR0dIiqoYTvbW9vL3zGzc3NSEtL89dff1FXV0d4eDjm5uakpqbS2toqfNIGBgbExMSgqKhIdXU1//77LzU1NfT19YnO+tq1a7ly5QpycnLs3r2bsrIypKSkGD16NGFhYXh7ewsH+dSpUzl48CB6enp8/PgRPz8/lixZgpeXF5mZmSgrK6OiosL9+/c5d+4cTU1NTJkyhYaGBiErWbhwIZ8+fcLb25vt27dz//593N3d2bZtG/Pnz2f48OHiZV9VVZV169bRv39/oqOjmTt3LhUVFWzfvp2zZ88KRa+amhohISEcO3YMe3t7keo+fPgwjx49IjU1VfzbggULBKu/sbGR8ePHo62tzfv379m2bRv+/v4YGBjw5s0bioqKBDP90KFD7N+/n1mzZpGfn4+dnZ2QT8jJyZGamoqZmZnQJOrp6WFkZMSoUaPEy3VZWRnv3r2jsbGR2NhYcRKSrBTq6ur4/v0727ZtE/en1NRUXFxcxIvqsGHDyMvLw9rampycHHbs2EFWVhY3btygubmZb9++cfDgQTIzM4XIxcLCgp9//hktLS2GDBlCZGQktbW1uLu78/z5c1paWujt7SUsLAwHBwfOnDlDS0sLMTExPHnyhObmZk6fPo2LiwsXL15EXl6e7u5uHj58iIGBAa2trZw5c4a+vj4CAgJYvnw5qampjBo1ihMnTvD48WMsLS1FPVdFRYW1a9fy6dMnfvvtN169eoWWlhZv3ryhoqKC8+fPIycnR2FhIYqKinR2dnLx4kUGDx7M8+fPKSgoEOPjkJAQsrOzefPmDSkpKXz+/Jlr167x5MkT9PX1efDgAYqKimzevFk8i/bu3YuCggK3bt1i2bJlzJ49m6amJvLy8jA3N2fBggWoqKgwfPhwgcVeuHAhQUFBVFdXM2PGDGpqasjMzOTz58+CRidp9Dg7O/Pq1St0dHR49OgRsrKyeHp6isnQli1bhOzH3NycFStWoKioiL29PQ0NDeTk5BAfH09gYKAwQdbX12NlZYWbm5t4BlhYWCAnJ4eHhwc7duxAX19f0EeVlJSQ0dDQOHjixAl6enqIiorCzMxMVHtMTU2prKyku7sbb29vli1bRkhICI2NjQwePBgnJydycnI4fPgwGhoaPHv2jOLiYoyMjGhsbOT+/fvo6OigpKTEhg0bcHBwYMaMGWRlZbF3715BR1JVVSU4OBiArVu38vDhQ0pKStDW1kZPT0887MePH0///v0JDQ3F2tqaBw8esGHDBo4fP46Ghga7du3iy5cvBAYGkpWVxePHj1m7di3h4eFMmzaN2tpa/Pz8GD58OJs2bRKjUV9fXzZu3Ehubi4HDx7ExcUFVVVVSktLhc/W3t6e1tZWbt++jYmJCevWraOgoID09HSmT5+Orq4uZWVlwhDj6OiIhYUF37594/jx40ybNo0JEyaIWoLEwqKoqEhrayvx8fHY29uTlpZGREQEb968YcSIEVy9epX3798jJSXF7du3efjwIePGjUNXVxcFBQVaW1sxNDQUlSNXV1cCAgJQVFQU6cKQkBARCHzw4IG4AS9fvpwNGzYwYsQI7t27R2ZmJnFxcaipqdHR0cHp06cJDg5m9OjRGBkZYWhoSFhYGO/fv+fJkycYGRmxYcMGioqKOHz4MPfu3WPfvn2sW7cOd3d3TExMqKqqIjExEXV1dZ4+fSpOYZ2dnQQFBaGqqioA/+rq6lRWViIjI8MPP/xAWFgY8+bN4927d/z222+MHz+e3377DR0dHRoaGti5cyd37txBS0uL/v37093djYeHByoqKhgaGpKdnc2VK1dITU0lISGBO3fuCKXdxo0biY6Opn///syfPx9TU1OePn3KjBkzBL41KytLjHbb29vp6uri5MmT2Nvbc/v2bVxdXYmNjUVaWprY2FgaGhoYNGgQLS0trFy5kqSkJHHTHjp0KFOnTiUzM5PFixdjZGTE3bt3GT9+PDExMTx//py+vj7RmzUzM2PcuHE4Oztja2vL3LlzmTVrlujrW1tbo6OjQ01NDY6OjuL/VVZW4ufnx5YtW7CyshIpVysrK3R1dbl58yYvX75k3759XLt2jYyMDIyNjdm/fz+2trbcu3ePn3/+mXfv3nH27FmamprIyMhgzpw5xMbGEhwcjKWlpbDXKSgoCFWl5GSfkpKCpqYmTk5OpKSkYGRkJCpUs2fP5vz58zQ3N7Nu3TpxT5DkSDo7O+nfvz91dXXU1tYyf/58Xrx4gZKSknALtLa2CvOaZDr2+vVrPD09CQ8PF5zwpUuX8ujRI+rr63F0dOTbt28sWbKEa9eusWDBAiIiIujt7eX169eMGzeO+Ph4wsPDcXd3Z9iwYcybN4/09HT+/vtv3N3dWbBgAUpKSqxevVq4pRUUFAQm18DAgLy8PPr168eUKVNES0NKSoqJEyfi7OzMixcvaGtrEyIYiYa3uLgYf39/fvjhB3799VdUVFREviMlJUVAcsaMGSPYCdOmTSM8PJzly5fz/PlzJk2axMuXLwkJCRG1MWVlZTGZMDAwwN3dnZ6eHsG2lzjM161bx9ixY5GTkxOBKG9vb5SVlbGxsaG6ulp8JiXZnMjISB4/fkxaWhphYWHMmDEDOTk5tmzZgq+vL//73/+wsLDA1dWVw4cP8/XrVxYvXszZs2cBuHv3LlVVVXz9+pW//vqL+/fvU1xcLK5jSYDP0NCQ4uJi3rx5w5gxY8jLy8PAwIA9e/YIrvqkSZMoKysD/s82t3fvXhQVFRk0aBClpaXU1NSQn5+PoqIikyZNYseOHSxfvpybN29SXV0tVKQuLi7Mnj2b/Px8VqxYgaGhIampqfz999+MHj0aV1dX3N3daWpqwtXVVUxL7t69y7Zt29DW1mb16tU0NjaSm5tLcXEx27Ztw9jYmLS0NAwNDYmPj+fQoUNoaWmhoKDA/v37RTUzLy8PLS0tKisr6ezspKKigoEDB4puv8ysWbMOLlmyBHd3d75+/crx48eFni8oKEgkWyWjhf79+7N+/XocHByIi4sjPz+fa9euCdKQREdoamqKnZ0dS5YsEVCVxMREKioqmDBhgiBp9fb2UlJSwowZM3jx4gUZGRlMnTqVMWPGkJ6ejo2NDZ6enqxcuZLQ0FA2b97MkSNHUFVVFaMkyfjAyMgIS0tLDA0NOXfuHHZ2dnz+/FmgOTdu3MjGjRtZs2YN169f5/Xr15iYmJCZmUlaWhopKSk0Nzfz+++/U11dLU7F06dP599//xU+WEknvKioiMDAQJGoffPmDW5ubrS3t2NoaMjixYuJiYnh0qVLvH//nqCgINra2mhsbBRe1t27d2NkZERaWprAv65ZswZNTU16enr48OED79+/Z+TIkYSGhqKiokJiYiJOTk5s3LiRJ0+eCLXlgAED6OzspK2tDVNTU/z8/CgqKuK3335j2rRp9PT00NvbK94CJTKShIQEJk+eLPZaXl5e9Pb2cvXqVUpLS3n16hWfP39GRkYGU1NTZs+ezYEDB/jtt9+4evWqCMUEBATwyy+/kJmZiYeHh9ineXt7ixGQpLonKyvLoUOHKC8v/3+43ZJTjp+fH3v37hU3K3Nzc44cOcIff/yBk5MTvr6+HDhwAB8fH6Hra2hoYMiQIWK/O3XqVIKCgnBwcMDFxQVLS0sKCwvp6uoSu6hNmzZRXFyMvb09EyZMIDExkQkTJlBUVCTk8UOGDEFKSoq+vj7k5OTIyMgQLYS+vj6OHTtGWVkZo0aNYsSIEWhpaYnAikTT2a9fP6ZNm8Zvv/0mLE8+Pj4sXbqUrVu30tLSwvHjx6mrq2P+/PkUFhbi5uaGv7+/yCdkZWXh5OSEuro6NjY2gilw/vx5bt68KZKs//vf/zh//jzd3d1oaWlRU1PDtWvX+PPPPxk6dKh4sXn48KFguEuc7BKXt6mpKS0tLfz88880NjYSGRnJnTt3mDt3Lrt378bb2xt7e3t+/PFHamtr0dXVJSEhgcWLF5OamkpbWxtlZWUiEAjg4uJCamqqEOCoqamJfEJZWRl9fX00NTVRVlbGkSNHiIiIoKKiAm9vb7FPdnV15fr169TW1pKQkEB4eDh6enpoaWnh6+tLVVUVgwYNIjQ0FCUlJQG4kQhL7t27J7ISkt26jo4OFy5cYPDgwaxcuZJDhw6hrq5OWFgYZmZm/PnnnyQkJIh1kaOjowjRamtrk56ezqFDh9DX18fMzIySkhK6u7u5d+8e2traqKmpCd+7kpIS7e3topff3d1NRkaGYMBbWVmxY8cOQT/s7e3F0NCQcePGifVTQkICp0+f5tWrV0yePJnnz5/j4eFBaWmpaGW4ublha2vLhw8fcHFxQV9fH2tra+Tk5ESdq6+vj0mTJiEjI8O9e/d49eoVe/bsEeIUSddd4qU/deoU0tLSDBgwgHPnzjFu3DhRozM3NycrK4uZM2dibm5OcHAwiYmJvHv3Dl9fXwGpun//PnZ2diKjIi0tTV5eHgsWLMDQ0JBZs2YJ1/2qVasA0NbWRklJiVWrVtHS0sL48eMxMDAgMTERPz8/srKyWLJkCePGjcPT05MXL17Q1NTErFmz6OrqoqenR0xwz58/z/v379mzZw/Dhw9nw4YNREZGoqamJsBhZWVlPHnyRDQ73rx5w9ixY7GwsBBQqY0bN6KgoEBzczO1tbXo6elRXFyMgoKCUEdLAmOysrLo6Ojw33//sXHjRtLS0pg3bx5RUVG0tLQQGRlJWFgY//33H5s2bWLfvn1UVVXx6tUrlJSU+Pfff2lra0NTUxOZhQsXHty6dSvu7u4EBQUxcOBAXFxcaG9vZ/369eJEeO7cOQICAkQyu7CwkDt37rB582bB4z527BirV6/Gx8eHZ8+eYWdnJ+hbubm5tLW1MW3aNE6ePMm8efMIDQ1lz549qKqq8vvvv3PgwAFBldq0aRMTJ05ERUWF5ORkdu/ejZKSklj0d3Z2smXLFrZt20Z2djZjx44lKSmJ6Oholi9fzsWLF4mNjaWyspI5c+YgIyPD+/fvSUhIIDQ0lGXLlnHx4kX8/PyYPn26QCw+efKECxcusH37dkxMTHBzc+PKlSvMmzePx48fM23aNHR0dKisrCQhIYGxY8eybt06DA0N+fz5M5s2bSI4OFjA+X/88UfCw8NZs2YNNjY2mJiY8PXrV3JzczEzM0NRURFVVVUWL17MunXrWLVqFSdOnKCjo4N9+/Zx4cIFamtrBRb0n3/+Yf/+/Zw9e5YJEyZw+/Zttm7dSkJCAlpaWpw6dQotLS3S0tKYNm0aRkZGrFy5kh07dvDp0ycxIq+uriYwMFAQ4BYsWEBxcTHW1tZ8+vSJS5cuCSZubW0t06dPJyQkBCkpKWERa2tr4/Xr18THx2NqakpERASLFy9m4MCB9Pb28uzZM4F2vHr1KnFxcSIJ29XVxYsXLzA0NKSmpoaHDx/S1NSEqakpd+/eRV1dnQcPHjBkyBBiY2Pp7e0Vsovly5dz+fJlSkpKqKysFEl1OTk5kpOTWbZsGX19ffzxxx9CfnH8+HFmzZpFVlYWJ0+e5Ny5c5iZmYn0ZWhoKFevXhWmsEuXLpGUlMSSJUsoLS2luLhYhPYk+0J5eXmBqXVwcODr1698/vyZrKwsVFVVhYRCItLYvHkz5eXlyMjIcPfuXXbu3ImxsTHt7e2sXLmSyMhI2tvbBUVMwpb39fXl8+fP6Onp0dzczKdPn/j06RP29vYoKiry448/cvv2bbZt24adnR3nzp2jtLRUaCaHDRvGlClTaGlpYejQoRgbGxMfH09ubi5btmzh33//ZdCgQRw4cEDs1SWNiZ9++gl1dXVsbW3JysqipaUFf39/Bg0ahI+PD5cvX6anpwdbW1vhKFdWVkZdXZ0vX76IjnpVVZVIqkv4zU5OTnR0dBAaGspvv/1GS0sLjY2NXLlyhVmzZnH69GnU1dWpqqpi+fLlYlc6YcIEvL29Ra3S09OTb9++8ebNG7y9vVFVVcXHx0esEc6cOUN5eTm//PILQUFBhIeHo6GhQU1NDXp6ety4cYPr169jbm7O06dPRTNixYoVTJ8+nTt37qCpqcmAAQMYOHAgqampLFiwADk5OTE1i42NFePdGzduMHXqVPr6+jAwMEBZWVlwAyZMmMD3799RUlLCxMSEe/fuiaBSV1cXP/zwA/7+/hgaGlJaWsr48eNxdnZm3LhxVFVV8fvvv9PT0yNWB69evcLZ2Znr169z5swZGhsbKSsrY/ny5Tx9+pShQ4dy4cIFlJSUWLRokZg4SDrE9vb26OrqcvnyZWxsbJCXlxcHk61bt3Lv3j3hmpdUt9asWSMcA5KskET8ExgYKLzmubm5/P333yxcuJC6ujpOnz5NV1eX6KbLysqycOFCfvrpJ1JTUyktLRXBSH19fdLS0qivryclJYVLly4J0uCbN2/Iy8tDV1eXrKwsPD09ycrKEo4LSTPHxMSEo0ePUldXR2BgIB0dHaL/nZCQIH7HkgrrzZs3SUhI4MqVK6irq/P69WvB0/D39yctLU1kOBoaGnj9+jVVVVV8+fKF69evs2DBAuLj43n79i2NjY1ISUlx6NAhRo4cyc6dO4X0Zty4ceLZIrHfVVVV4eHhQXV1tQjDrVy5ksLCQo4dO4aKigq+vr7IGBgYHHRwcCAiIoK1a9eSmpqKra0tv/76K25ubty+fZshQ4aQm5uLtbU11tbWtLa2Ii0tzcePH/nnn39QV1ensbGRhoYGRo8eTWRkJK2trYwYMUJ0Tr29vYmIiKCgoIANGzaQlpbGkCFDqKqqQltbG11dXSIjI9HT0yM5OZmcnBxu3LhBZWUl2dnZQnqfk5PD0aNH0dLSYsGCBQA0NTWhr6/PL7/8wqZNm4iJicHAwAAdHR28vLyoq6vj8+fPPH78WKD3IiMjmTt3rnhIBgcHM2TIEPr160dRURHLli1j3bp17Ny5U3iPf/jhBxISEkSIRU5ODi8vL0EamjdvHqtWrcLDwwNdXV3Mzc2FHejgwYOUlJQI8MmwYcOwsLCgp6cHTU1NQc0ZP348vb29DBw4kClTphAVFcWxY8fIy8vj0aNHbN26la1btzJ58mRkZGTo6OhgxowZNDY2Cj/twoUL6e3tZejQoaxatYpXr16Jnd3z58/FKXb27NlkZWWxe/duAbLQ0tKio6MDMzMzgoODOXr0KPfu3RPTARUVFX755Rdx0/Pw8ODZs2eiyiKRNgQHB3P48GG+ffvG+fPnEFj4LAAAIABJREFUuX79Ol1dXWKk+dNPPzF27Fi8vLywsLBg37593L59GxsbGwEW+fjxI4WFhezevZvo6GjGjBnDt2/feP36NfPnz6etrY0xY8ZQWFhIRkaGGPsdPXqUXbt2ceHCBZycnDhz5gwTJ07k48ePSElJ4eHhQVxcHLKyskRFRREQEMDEiROprKykoqICaWlpzpw5w927d7l58yZOTk6UlpYK1OWAAQPw9/cXyfbo6GhGjBghmMh1dXXMnDmTmJgY+vr68PLy4t9//+XWrVuYm5tz+fJlFi1aRGtrK69eveLkyZOkpKSIa2HRokWEhYXx4cMH5OXl6enpwd/fnxUrVvDgwQMyMjLo6urC1taWHTt2sH//ftra2pgzZw7+/v58/fqVEydO8Pz5c06ePImPj48gO6WlpTFixAiOHj2Kuro6SUlJbNu2jfDwcOLi4liyZIlYvUjoXOPGjePIkSOCE1BbW0tMTAxHjx4lISGBz58/c/DgQfz8/FBWViYwMJABAwawaNEiYmNj+f79O8uXL2fz5s20tLQwf/58hgwZQnl5Ofn5+UyZMoWHDx+irKyMsbEx165dw83Njf79+5ORkYGOjg4rV65k3LhxPHr0CDMzM1pbW5GXl0dVVRV/f3+cnJwEwCQxMZHz58+zdOlS3r17R3x8PEuWLBEK3fDwcCorK/Hw8KCkpITr169z+/ZttLS00NbW5siRI3z//p3i4mISExOxtrbm8OHDlJSUsHDhQt69e8fy5cuRlZUlPz+fP/74QwTxLCws2Lx5swicShCjSUlJDBgwgCdPnqCpqcm5c+f4/Pkz1tbWlJSUcPr0aX788Ufa2to4fPgw+vr6KCkpUVpaSl1dHfn5+YwcOZJjx46xdOlSgoODBd1RRkYGeXl5Xr16xY4dO0RCfNWqVWzatIlNmzZx5MgRnjx5wsyZM8nKyiIrK4tnz54JJGZKSgqDBg2ivb2dlpYWRo0aJVzfe/fuJTk5mZ6eHpqbm1myZAkGBgZ4enqira0tqoV6enrs3btXnEjv3r3LjRs3KC4uZs2aNSLw6eXlxeHDh3F0dOTFixciKOvu7g4gJqbz5s3Dzc1NPPjv3LmDsbExtra2jB49WrD8y8vLqaioQENDg+bmZlF3BFBWVhbOCh0dHdHQaWlpITo6mry8PFavXk1dXZ1Yn0qmLgcOHBDTjMzMTFFpXr58OceOHaOxsVGEYPX19XF0dGTw4MG4ublhZmZGYWEh5eXlzJs3Txxqra2t8fT0xMvLCysrK4YPH466ujo+Pj44OzvT19eHpaUl+fn5aGtrY21tTWhoKPLy8piYmCCzdevWg5IyuIODA6mpqdy6dYtdu3bR0NBARkYG8+fPx9PTkw8fPvD777/j7e2NiooKjY2NLF26FBsbG8rLy1FSUhJBsvb2dvHhKSgooKioCDs7O06fPk1NTQ36+vps2bKFH374AUdHR/79919u374tNGNWVlZs2bJF8L+3bdvGwoULuXr1KlJSUkIW0tDQIE7mhoaGgj0uscVIMJ5aWlo8e/aMT58+oampSXNzM1u2bKG8vJzs7GxqamrQ0tIS3tEzZ86Qm5uLkZEROTk5REdHM2vWLOLi4uju7iY+Pl6M8ZOTk/nhhx+wsbFh+vTpBAcHU1JSwtGjRwWJzdbWFmlpaXp6esjOzsbDw0PQrxYvXizGP3p6esjLy/Pu3TucnZ2JiIigvb2d1tZWKioqcHd3Z86cOZiamopucE5ODr29vTx9+pSpU6cSGRnJtm3bmDp1Krq6ujg4OPD06VOsrKwYNGgQDQ0NjBkzhp07d4pEppeXF1OmTGHQoEEkJydz48YNFi5cSHR0NElJSSgrK9Pe3o6Ojg5ZWVmUlZVhYmLCnDlzhMbRxMSElpYWXFxchJ7vwoULwterqan5fxedjAylpaUCmdnX18eJEydQUVHBxsYGMzMzUlNTsbCw4Nq1a3R0dNDc3MyzZ8+YO3euCLqNGzeOIUOGCF70kSNHAJCXlycuLo61a9fy5csXEhISkJKSIioqitmzZ7Nr1y60tLTE6Xf16tV4e3uTmZnJ5MmTKSsrIywsDHd3dwYOHMjcuXMZNWoUVVVV+Pn5MWfOHFRVVQkLC8PGxkb4f79+/crff/9NamoqHR0dIuAkGf/++OOPNDU1CRBFXV2dkKWMGTMGaWlp9PT0GDp0KEVFRQwbNgwPDw+6uroYPHgwKSkpdHV1kZycTEtLCw8ePGD+/Pls2rSJ7du38+uvvzJy5Ejq6uq4fPkyCxcu5N69e3h7e+Ph4cGnT5+ws7NDTk6O9PR0oUHU0dERgbvAwEDGjBnD27dv0dLSYvDgwcyZM4elS5eyc+dOnJyc6OrqYurUqbx48QIXFxf++ecfUU/Lzc2lq6tLnK4fPHjAyJEjiYiIYMiQIVhZWTF+/HiUlZWprq7m06dPFBUVsWbNGuzt7cW+/9SpU9ja2jJmzBiMjY1paWmhX79+GBsbk5+fj4eHB+fPn6elpUVQys6fP8+1a9fQ1tZm5MiRGBsbM2DAAAE/cnZ2JjY2FisrK1asWEFfXx/3799n6dKljB07VlDOFi1axIcPH9DS0hIsAHd3dxoaGigrK0NaWpqdO3fS0NAgHq4SZ3FmZiZ2dnYsXryYtLQ0ccjo7u5m7NixjBgxgsWLFzNv3jzc3d0pLy8nKCiIwsJCduzYQW9vL1FRURgbG/Pu3TtB+Fq8eDFTpkzh77//ZsyYMfT29vLy5Us+fPjAsWPHMDY25uHDhyxbtoy5c+dSWloqeA+ampocPHgQAGtra65duyZWJVeuXMHExITs7GyKiorIzc3lwoULlJSU0NPTg6KiIv7+/nh4eKChoUF+fj6Ojo40NzezZs0aNmzYQHJyMmlpaaSnp2NtbU1mZqboYUuY3XV1dcjJyTF58mTWr1/PkiVL2LlzJ5cvXyYiIgJ9fX2CgoLQ0NBAQUGBly9fClmGhLPe1NTE/v37OX/+PI2NjbS0tKCtrS1MW/b29mLdpaenx6JFi3j79i1OTk5cuXKFK1euoKCggIODA0pKSqSlpfHs2TN+/vlnwsPDuX37NqtWrRL388zMTGprazlz5owY60vaVG/fviUgIIDU1FR27NjBu3fvmDx5MgUFBQQEBKCsrExZWRldXV2EhYVRU1PD9evXGTp0KNnZ2cJq+eTJE6qrqzE3N2fXrl34+vry4cMHRo8eTW1tLdHR0TQ3NwuZjYynp+fBpKQkFi5cyLZt24iKimL9+vVcuXIFTU1NCgoKUFJS4sOHD+jp6YmTyF9//SV6ab29vcJetG/fPmbNmsX9+/dZt24dJ06cYOLEiSQmJlJeXo6vry+lpaW4uLiwYsUKoqOjcXFxYeTIkQwaNEik+L5//05bWxuysrIC/fbs2TPy8/PZu3cvZ8+eRVFRkZ6eHkxNTcnOzkZKSorc3FxycnLIz8+noqICTU1Nwei2sbEhKiqKb9++UVhYyNChQ4W4wNjYmMuXL/Pt2zcGDx6Mu7s78+bNw8TEhNbWVgwMDIiLi+PKlSuEh4dTX19PQEAASUlJfP36lY8fP/Lo0SNOnTolRozjx48nOzubGTNmoKWlhZqaGtbW1piZmfHlyxe+ffvGnj17+Oeff+jfvz/Lli3j/PnzYn+elpaGkZERzc3NTJ06FV9fX/r6+vj69asIzSxZsgQlJSUcHR3Zt28fZmZmTJkyhcDAQPLy8kSwb82aNXh7e1NdXc2gQYPYvn07vr6+9PT0MGnSJD58+MDGjRtxdXVl4cKF/Pnnn9jZ2XHgwAEyMjKoqKhg6dKl5OXl4eDgQEhICOPGjRPtgCdPnhAfH09RUREfP35kxYoVomd68uRJampqiIiIYM6cOTx9+lRQ1JqamsjNzWXp0qUMGTKEP/74g+HDh+Pl5UVERAQ9PT0YGBhQXFyMhYUFGhoalJaWioqR5HR97NgxNDU18fPzw83NDTc3N/Lz8xkwYACDBg3izZs3bN++nb/++gtTU1N27txJS0uLeBi3trby5csXwsPDxRjq5cuXuLi4sGDBApydnfHw8BDBODU1Na5du4axsTFSUlKoqKhQUVGBnJwcUVFR6OjoMHz4cCZOnMjTp0+5evUqu3btEiQ5CV2rsrJSKE17e3vFSkeyO25ubhajOQmWU1VVFV9fX3bv3k1BQQFXrlzB1NRUmLeCg4PR1tYmKSkJGxsb0tPT2bx5M6tXr8bAwAAjIyPevXsnKoOSzmhpaSkXLlwgOjoaZWVlBg0axPTp0zl16hQhISFYWVnx/Plzdu3axYoVK7C2tsbGxka43XNzc5kyZQoDBgxg+vTpXLt2TWBCMzIyaG1tpbS0lIkT/z/S3iusqrNtux7Aovfeu3QpKk3EAvaCNXaM3aiJ0ZhHTYwxiSavGo3GJ9EYjcYYYy8oFhBBAUFAuvQivbclvfNt5Fv38b07/87PTnZyJAdzseac93Wd5xiB9PX1YWVlRVFREXfu3MHQ0JCuri7OnTuHRCJh/fr1hIeHi+pPX18fixcvFmEk2Th59uzZaGpqsn37dqKioli4cKHoPNvb2+Pv709tbS0bNmygra2N0tJScnNzKSgoEJMsCwsLbG1tGRgYYNGiRSQkJNDX10dBQQGZmZn4+flhZ2eHtrY2x44dE35z2arv2rVr7N27V3DQFy9ezP79+7GyshLZn4iICPLy8qisrCQqKkrcr2TAkEuXLpGcnMzmzZsxNDRkw4YNwlbY19fHwoULBS1x4cKFfPzxx/T399PS0oK+vr7o2t+9e5d//vmHtLQ0Fi1axIQJEzh06BCZmZl89NFHrF27llWrVuHu7s6JEyeQk5MTTnktLS2hJ164cCF3794VRD8DAwPu3btHZmYm58+fJyMjg4SEBKKjo7G3t+fAgQPY2Nhw8+ZNkd2ZO3cuAQEB7Nq1i6amJjZv3syVK1eEq3vx4sX09vYSHBxMWVkZV69eZXh4mKlTp9LY2EhrayuTJk1ixYoVPH78GKlUirKyMjdu3BC+8b6+PiZNmkR9fb1oMKxevZr9+/fzySefiOv/7bff8ssvv3Dy5Ens7OzEg/n8+fMcPHhQYKUBPvjgA/r7+7lw4QKrV68mMDCQ4OBgPDw8cHV1FXCq06dPU11djaOjIw0NDSgqKgKgpqZGfHw8ixcvRllZmQ0bNmBra8u2bdv46KOPmDJlCkePHmXlypViQhAVFYVUKuXPP//k0KFD7Ny5k5qaGrZt20ZraytXr17F0NAQubdv345MmTIFXV1dJBIJM2bMwNzcnOLiYgE8V1ZWFqlW2Umkq6uL2bNnM378eEZGRnj58iW5ubl4eHiQkJDAu3fv+P333ykpKWHz5s3CpNTQ0CDCRhKJhLNnzyIvL4+trS2enp7Ex8djYGCAsrIyw8PDousbFRWFvr4+fn5+pKamMnr0aPT09DA0NBSKsqCgIIqLi5k5cyanTp1i3759dHd3s3r1an744QeSkpJwdnbGxsYGiURCV1cXzs7OQprQ0tKCsrIynZ2ddHV1sW3bNrS1tenv7yc9PZ2RkREBbLCxsUEqlaKjo8Pr16/5/vvvUVRUJCEhgQkTJpCTk0NKSorYcdnZ2aGoqMjJkyeZNm0anp6eogtbXV3Nn3/+yYEDB3jy5Anbt2+ns7OTqKgoMQZ+/Pgx06ZNIzY2VnT+SktLMTU1paOjg+zsbHp7exk9ejQxMTG4urry+PFjzM3NycnJ4cyZM+Tm5hIREUFTUxMTJkzg8uXLHD58WJDRYmNjGTt2LDY2NsTHx3P8+HGsrKwICQkhKiqKqqoqfvrpJ3x9fbl27RpHjx4FwMDAgFGjRlFQUCBGNx4eHuTm5qKiokJPTw+Ojo5MnjxZJKANDAwYGhri2rVrAova1taGjo4O48aNY8aMGaipqVFcXIy2tjZJSUlkZGTg7u7O7NmzOXLkCLNnzxYhxQ8//JAHDx7g7+/P3bt3KSgo4LPPPqOrq0tY1K5evYqWlhZ+fn68ffuWoqIimpubGRgYYPLkyaipqVFYWIiVlRXPnz9n+/btZGRkIJVKSU9Px8DAQIwj169fz6NHjwgICKC5uZnS0lKcnJzYs2cPDg4OuLu7i5Hu3LlzBexBXV1dXGsTExPS0tJwdnampqaG8vJyJkyYgJubG6ampjx9+lR0RZ8+fYqGhgaWlpbU19dTUlIi+seZmZnY2dnR2dnJ0NAQhoaGPHnyhKdPn9Lc3MyYMWNQVlYmMzOTnJwcvvnmGyoqKnj+/DnTp08nJSUFIyMjWltbRZJ17969ZGVlcf36dUFs09HRwcbGBhsbG7GHPXjwoHCdFxQUcPLkSf744w/u3r3LokWLqKmpQUFBAR8fH86dO8fTp0+ZNm0afn5+KCkpce/ePT7++GN+/vln8d+fM2cON27c4MKFC9jb22NiYiIQlXV1dVhZWXHv3j2hilVXVycuLo6xY8cSERGBr68vT548wdPTk8bGRpYvX86DBw+oqqrigw8+4MaNG/j5+QkYUFdXF62trTx+/Bg3Nzd2797NrVu3hCozKysLCwsLodF0c3Pj/v37LFq0iK+++ooDBw5QWFiIr68vRUVF3L59myVLlgj5j1QqRVtbm56eHmxtbampqSErKwttbW3c3NwoLCxk+fLl/Pjjj2hoaHD37l1CQkIYNWoU8fHxbN68mTt37giqn0QiQUtLi/7+fhYsWEBDQwM3btwQD7gPP/xQjNdnz57Ny5cvsba2Rl1dnaioKHH/kgWBZSyI4uJiwU4wMjIiJSUFT09PPDw86OjoEHTGGzdukJ6ezm+//fa/oEnffvstT548ISEhAYCNGzdSXFzM9OnTmTFjhgjuyR7mjo6OqKurk5aWRmdnp/Cp37p1S2QcMjIyGDduHGPGjGFwcJD8/Hx27NjBl19+SXV1taiNBgQEkJGRgaKiIn5+fpSVldHT0yPuI/Hx8bS2tlJVVYWtrS1RUVHk5OQwfvx45OTkKC8vF1CZ3t5e6urq6OnpQfbj6OjIhAkTuH79OqNHj2bJkiVcvHgRMzMz6uvr8ff3p6qqimXLlrF48WLxElBYWIiSkhKtra2MHz+evLw8MU4/c+YMOTk5bNiwAS0tLYqKiigrK6Ojo4P6+nq0tbXR0NAQXg2pVIqCsbHxt9OmTePy5cvcu3ePjo4OvvvuOzo6OggKCsLU1FQ8sBwcHIiIiGDHjh20t7cjJyfHunXruHnzJlOnTiU4OJgvv/wSdXV1IiIiuH79OkVFRURFRYku5Zw5c7hz5w5WVla8fPmS5cuXi1GgrAZkaWlJZGQk06dP5+LFi3zwwQcsW7aM7du3880337Bt2zZiYmJEIGTVqlUMDAwwZswYtm3bRn5+PqampvT29uLl5YWOjg7Tp0+nurqax48fi0RmREQEvb29KCgokJaWhp2dHYcPH2bcuHFcv35dSOOdnJy4e/cuxcXFBAcHU1NTw7p16+jt7WX9+vWi0G9lZYWhoSH3799HTk6O3bt3Y2JiQn9/P+vWrWP06NHCbe3q6oqtrS0ff/wxra2teHl50dDQgJ+fHxcuXGDixIkCfuHk5CRCFkuXLhXhoTlz5vDbb7+Rl5fH8PCwgELI7FHy8vJMmjSJpKQkDh48yNatW9m8eTM3b97E2dmZ0NBQcnNzOXHiBG5ubsycOZP9+/dz69Ytli1bxqeffiqgK+rq6qxevZq6ujpOnTrFli1bGBwcJCgoCAsLC3x8fLh37x5PnjwRSVJra+v/ddo/efIkP//8s9AbynZN//nPf+ju7mbUqFGsWLGChw8f8uzZM+zt7bl16xaZmZkEBQVhaGhIcHAwL168oKurS1SAZHYnc3NzSkpKaG1t5ciRIwwODmJmZkZcXBzBwcFkZ2eTm5tLQEAAioqKXLlyhaKiIj766CNWr16Nm5sbmzZtoru7Gz8/P+H0LSgoYP78+UilUmbNmsWDBw+4ePEiYWFhHDx4EHV1dWFis7CwQEdHR9ykAQFpWLFiBcbGxvzxxx/U19djbGyMlZUVN2/e5IMPPmDjxo0i5DkwMMD169cZHh6mra2N4uJioqKixARDBgKpra0VK5umpia6urqIj48H4LfffuPgwYNkZWUJ4NC3337Lxo0b2bNnDxYWFjx//pwxY8YI0U5UVBRjx46lv7+fFy9eYGBgQGVlJeHh4aIiWFtbK8I/FhYWnDhxgtDQUJqamqisrCQkJITk5GTU1dWJj4/nm2++ISMjg6CgINrb2zl06BDbtm2jtraWpKQkHj16JNzz/f39NDc3k5+fL17c58+fj729PV9++SXwr+ji7NmzLFq0iLNnzzJjxgwWLFjA4sWLqa6uRktLi4SEBOrq6oSYpqqqSqS8Z8+eja6uLqWlpVy+fBlXV1fk5eX5+OOPiYiIoKKigsLCQjIzMzl8+DD5+flix/vs2TMiIyPp7u4mKSmJhIQEUdt8+/YtVVVVgv2wc+dO0QwwNjbGwcGBJUuWsG7dOtauXcvu3buxtLSks7MTKysr6urq8PDwEFXS7OxsDA0N8fT0ZGRkRHDOp0+fTnJyMhs3buT+/fu0tLRgampKQEAAUVFRvH79mvr6erZt28bw8DATJkwQQU9PT0/+85//0Nvby9GjR7G3t6erq4tPP/2Uly9foq+vz/r164mOjkZVVZX6+nqysrI4c+YMWlpaPHjwgO7ubuzt7dm2bRvZ2dmsWLECFxcX1q9fT0VFBf7+/owbNw5NTU1RhzUxMcHJyYmIiAhqamp49+4dcXFx3L9/nzFjxpCUlER5eTne3t7ExMQIB8WxY8eYP38+5eXlZGZmUltbS19fn0jkv379WpxSPT09+eOPPwTT4LPPPqOvr48jR47g4ODAunXrSElJEfVGmfRo+/btKCkpUVRUxJIlS5g9ezbNzc3s3LkTc3NzCgoK2L9/P56enrx8+RI9PT1cXV1JSkpi7ty5aGlpYWxsTFxcHNu2beO7775j7dq1yMvLY2lpyZIlS4R+9cCBA9y4cQN7e3uio6P5+uuvBaZ4zJgxODk5cezYMcaPH4+dnR39/f3k5eXh5+dHaGgoco8fPx6Jj49nx44dgum6du1a5s+fT25uLkFBQYSFhbFs2TJBNUtOThanoDlz5nD79m3BUy0qKuLYsWN8/vnn4oGZlpaGk5MTa9as4datW5w8eZKdO3eSmJgo9lx1dXWkpaVRUVFBZ2cnra2tLFq0iJGRERFskd1Ip0+fzvPnz0lLS+Ply5csXryYjo4ODAwMiIqKYvz48TQ1NeHi4sLg4KCoX2RlZWFtbc2WLVu4c+cO8+bN48aNG4JDm5KSQn9/P6WlpTQ3N/Py5UvxB6ajo8O2bdv4n//5H/Lz85k8eTJ1dXXEx8ejqamJjo6OOG2qqqqKYJmcnByNjY2C6+3g4IBEIuHIkSPExcWxfPlywsPDmT9/Pr/++isDAwNs2LCB3t5ekpOTRRBMVtkCiI6OZnh4WMgTpFIpFRUVvH//npkzZzJq1ChiYmLw8/NDS0uLR48eoaKiIlSKAMuXL8fNzU1gAv/8808OHz5MX18f9fX1VFdXC1WqvLw87969w87OjidPnrBy5UqysrJITk4mKSkJgJUrVyKVSsW+UYZY9PDw4N27d9y+fZvZs2cTGhpKSUkJlpaW2NraMjIywoULF5BIJOIzj42NxcDAgOLiYvLz8zEyMkIikWBkZIS8vDxeXl5MnDiRL7/8kl27dmFsbMxPP/3Epk2bBG1O9rsuXboUfX19xo0bx/nz5zExMcHb25v4+HikUim3b98G4NixY7x58wZbW1tsbGxER9vd3Z3nz59z8uRJSkpKaG9vJy8vj5kzZ5KWloanpyf37t2ju7ub9vZ2zM3Nqa6uxsbGRpC6li5diqKiIk+ePGHr1q0UFRWhq6tLe3s7U6dO5f3796SlpYnu5ooVK8QJf9++fSxcuJC4uDhyc3NFSKWoqIjly5czODgoAjGvX79mzpw5dHd38/LlSx48eEBAQICYRMn2xSoqKixatIjs7GyioqKEwczR0ZGioiJWrlwpVhE+Pj6cOXOGNWvW8OLFC6qqqnj79i0///wzT548oaSkhLa2NiorK5k+fToqKir4+voSEhJCXl4e8vLy5Obm0tvbi5WVFQoKCjx+/JhZs2bx1VdfYWlpibq6Oi4uLmhra7N8+XJRpXz//j07d+5EX18fExMTgoODUVNTY+zYsaSnp9Pa2ioCazKgxa5du/jtt99ErUZVVRUPDw+uXr0qXqD7+vrQ0NCgs7OTH374genTp6OgoCAgKPPnz2fLli1ERkZSUVHB69ev2bNnDwkJCUyZMoXOzk6RTVixYgU9PT2ilTB//nxKS0tJTEwUI9ZZs2ZRUVHBtm3bePfuHcPDw+zfv581a9Ywa9YsDh8+TGVlJTU1NTg4OLBx40Z8fHw4fPgwurq6/PXXX9y4cYOEhARhd5NN32SEwL///huJRCJ0jjK5h6+vL/n5+VhaWhIVFcXhw4fJzs4Wa6a7d++yfv16UlJSRAi1vLxcPAw3bNiAg4MDUVFRaGpq0tPTw5UrV0hPTxdGxpycHAIDA3n16pUYVQMEBgYyZ84cli9fTnFxMQMDA0LeM2vWLC5cuMCuXbsIDQ1FVVWVhw8foqmpSUZGBm5ubkIxevXqVRwcHGhoaMDDw4Ndu3axdetWbt26JVzfUVFRmJiYiGnpihUrGBoaoru7m8DAQA4fPszMmTOZM2cOzc3NZGVl8ebNG5qamggPDxenbQ8PDxITE9m2bRseHh6CzX/37l1MTEzw8PAQZMmPPvpI0BPz8/ORk5Nj+/btVFRUEBcXR2ZmJhUVFYJPP2XKFEJDQ+nu7kZNTQ1AtH3q6+vR09NjwoQJnDhxgtTUVEFUfPv2rWjviFpXc3MzZWVlHDhwgDt37jB69GgkEgkdHR28e/eOyZMnc+DAAcLCwoToPiqi5sjBAAAgAElEQVQqil9//ZXY2Fj27t3LjRs3yM3NFV3UxsZGAgMDWbNmDZ6enuzevZvdu3ezaNEi1NTUCAkJYWhoCKlUSnR0NMnJyRgbG2NpaSkwjB9++CHJycmoqanR0tJCQ0MDkydP5sGDB5w7d46RkRHk5eVpbm5GUVGRtWvXMjg4iKurq3jj0dfXFx3k0aNH88svv1BbW8unn36KoaEh1tbWom5ha2uLl5cX6urqBAYGUlBQwPPnz/n444+JjIykq6uLDRs2sHDhQhQVFfHx8RF/FDJF3NKlS8UX9/nz52KyINMFSiQS9u7dS1hYmJhGlJSUMGPGDFRVVfH09BQp/R9++AE9PT2UlJQASEhIYPLkycIgJtvPPnv2DC0tLZ48eSJ6e+3t7RgYGLB//34iIiJEClZNTY1Zs2YRFBREX18fhoaGgrE8bdo08cIkwwEqKSmRk5ODnp4eeXl5lJWV8eLFCzZu3MizZ8/YsWMH/f39NDQ0cO/ePXR1dbl8+TIpKSkMDg4SERGBlZUV0dHRgplcW1tLTk4Ow8PD1NbW0t7eTnZ2Nk+fPmVoaIijR4+yadMmGhoacHFxQU9PDzU1Ne7fv4+trS1bt25l2rRpohbV09PDw4cPuX//Pg0NDQwNDYkvW2NjIz/99BNTp07FxsaG5ORkccOR9YSbmppYtmwZRUVFAEIAUlFRIU6Wb9++xd7enoiICMLDw9HV1cXQ0FCQrgB8fHzYsWMHCxYsoKKiglevXmFra8vatWv5448/UFFRYf369YyMjBAREYGBgQHZ2dmsXr2a/Px8Ll68yLp16wTS8Pnz57x9+xZvb2/ev38vmPDff/896enpHDlyBB0dHUJDQ7G2tiYyMhInJydiY2M5deoUubm5FBcXC5CIpaUl27dvB2DhwoU0Nzezbt06AUmytrbG1NRU1BdLS0tZunQpLS0tvHnzBolEImxYe/bsYWBgQLiujx49ypUrV+jv7xctgvb2dtzd3TE2Nuby5cu4u7sD0NraKpCv1tbWJCQkUFtby8uXL+no6CAnJ4e6ujosLS1ZtGgRysrK9Pf3Y21tTVxcHElJSUybNg0tLS0xeuzt7eXRo0ckJSWxcOFC5syZw5IlS5g/fz5Lly7l9OnT7Ny5k3fv3tHX10dZWRnXrl3j+++/p6ioiDdv3nD9+nVcXFy4f/8+nZ2dAj8qg4/IyckJcMatW7fo6elhy5YtnD59WlQVJ06cyM6dOykqKuK7774jPj6empoaNmzYgJ+fHzdv3uTYsWPcvXsXZ2dnbt68iZeXF9evX6e2thZ/f3/evXvHgwcPBDq0tLSU+vp6hoeHhfFLNj2MjIxk3759mJmZsWjRIoHWPXr0KKmpqbi4uNDQ0ICqqio1NTVERkYyYcIEWlpaOH36NMrKyv9CORQUOHfuHJMmTSI5OZmAgAAGBgawtLTk/fv3hIeHC3f92LFj6erqwt3dnXHjxuHn5yce7AEBAXz99deYmJjQ2dnJiRMnGBoaoqenR/jPe3t7WbduHWFhYeTn5/Pw4UOys7NFr1pGAauvr6e8vJzTp09jbW1NU1MTr1+/Zvfu3Vy6dIndu3cTFhaGjY0N9+7dY8qUKaxYsYK///4bY2Njpk6dyvr161m7di1ZWVlMnToVqVRKU1MTc+fOJS0tDQcHB3bv3o2uri4LFy5ky5YtxMXF4eLiAsCzZ8/w9vbGx8dH2B6lUqlQ/jY2NrJlyxYuXrzIuHHjiI2NxdDQEB8fH6RSKV5eXiKYm5ubi7m5Od999x0nT56ku7sbgLCwMN6+fUtvby/GxsYkJSXR1tbGkSNHuHTpEh999BFRUVEo5OXlfSsTbMtgHUuWLBG9u5KSEkJDQ+nv7+fatWtYWFjw/v17Xrx4werVqwX3t7q6GlVVVdra2rCxsaG+vp4rV65gY2PDnTt3hK+5u7ubzz//HDU1NVJTU5GTk6OmpkbwwVVUVIRLNzMzk5cvX7Js2TJqampwdXUVOzh5eXmUlZWpqKgQ6euWlhb27t2LoaEhKioq+Pn5CViBm5sbz5494+7duwwPD2Nra0tlZSVSqZTa2lpKSkq4du2aAIx0d3dz+/ZtQkJCBAJxaGiI4eFhNDU1+fPPP7G3t0cikWBoaCgcubIxrcybLZVKuXTpEp9//jlaWlrExMTwwQcfEB4eTktLC4ODg1hbW5OTk0N0dDRNTU2EhYWxfft2qqurCQoKIj8/n9LSUlJSUjAzM6OoqIiCggK0tbUZNWoUbm5urF69mh07dhAYGMiBAwcwNTXF1taWzs5O7t27R3l5OfX19VRVVaGhoUFTUxPXrl2jt7dXmGdyc3OpqKjA0NBQgGGUlJR48uSJqII5OTkRExODgYGBMJSlp6fz6tUrUaWQPeTgX7frmjVr6O7upq2tDWVlZVGrkP1YWlrS3t7OjBkzUFdXp6KiQiSNHR0dcXZ2pqmpiYkTJ2JtbU1iYiJbt25lcHCQzs5O4uPjGRgY4Ouvv8bBwYHAwEAcHR1xcnJiy5YtwvFbXl6OoqIi0dHRTJgwQfxNenp6Mm/ePL744gv6+/vJzMxkaGgIBQUFAZLJz89n5syZWFhY4Ofnx44dO6irq6OqqgoFBQU2b96MnJwc3d3d4iVTUVGRwcFBGhoaePjw4f+qR65YsQJ1dXVGRkYYPXo09fX1DA0N4ezsTGZmJhMnTqSlpQVfX180NDRQVFRETU2NgYEBcaqX9Thle9iGhgaampoIDAzkhx9+IC8vjyNHjghSU3h4OOHh4YJ7r6mpydDQEFFRUYSHhwviFcC6deuorKykqKiIuXPnkpKSwvHjx7Gzs+PixYuinih7uQsNDSUgIEDkM+bNm0dLSwt1dXUCaamjo8Pff//N3bt3kUgkLF++HC8vL96/f4+3t7dYq8nJyeHv74+Hhwdr166lra0NeXl51qxZA4CdnR3u7u5CkymrhiorK6Otrc38+fOFmKakpESYBsvLy4WFTU5OjoGBAXbs2IGGhgYDAwMsXbpU8LatrKxYv349ra2tODo6Ultby5YtW5BIJKLCJVvBLVmyRIBX3N3dUVNTIy4uDhMTE7q7u/Hx8cHf359PP/2U9PR0XF1dxQ7ew8ODuXPnYmJiwtWrV0Vwq7u7GzMzM2bMmEFvby9FRUWC6qWpqUlhYSGlpaWUlJQwefJkysrKCAwMJD8/H4lEwsqVK0WtMDAwkJCQELq7u/H29mb37t3o6OjQ399PWFgYEyZMYNKkSdjY2FBdXc3Q0BB6enro6+tjbGxMWlqaeJkLCgrC1dWVPXv2UFhYiIaGBkNDQxgbGzNx4kQBxlJVVeXx48dIJBL09PRYu3at0M/W1dVRWVmJvr4+N27coKCggJqaGvT19fn222/R1tamq6tLhN1SUlJoaWmhu7ubP//8U6wLYmNjaWlpIScnB2VlZVJTUxkYGKC+vp7W1lbRzf/xxx8xMDCgvLycx48fi4lPV1cXnZ2dVFdXU1NTQ2FhISUlJWJtGhkZKfwHjY2NYs3z7bffoqenJyYpmpqa/P777/T19ZGeni5oZZ999hkKCgqYmpry6NEjMjIySE1NJTY2FisrKxYsWICvry9xcXGMHz8eiURCU1OTAJK9e/dO1GLT0tIoLy//N3QmQ4H++uuv4mb15s0bAb23+b+Sd5noXZa+HBoaorq6mujoaIyNjZk0aZKoKEyZMgVTU1PMzMywt7fnypUr1NfX4+rqirKyMmVlZZiamtLY2EhpaSn79+/n8ePHdHZ2oqurK1STkydPFjuu5uZmgcYbGBigp6cHNTU1lJSUkJOTQ09Pj1GjRtHT0yNeAn744Qf2799PRUWF+N38/f0pLCxkaGgIExMTysvL0dPTw9jYmLa2NhITE5FIJDg6Oopeuczso6amhry8PCoqKiQnJ6Ovr09HRwdKSkqMGjWKuLg44e6trq7m+++/Jy0tje7ubq5duyaqOsPDw1RWVmJnZ8eZM2fQ1NRkw4YNZGRkkJ2dLfrTTU1N6OjoUFtby4MHD/j99995+vQpZmZmaGlp0drairq6OqNHj+bOnTtUVlbS29vL119/LSAdR44cQV5enuXLl5OSksKqVas4deoU1tbWYlfe09NDfX09q1evZvHixaxdu5bm5mZcXFzw8/Nj8+bNTJ48mW3btpGUlMTLly8xMjLi/fv31NfXs3LlSl68eIGHhwfXrl3jyJEjPH36FGVlZd6/f4+dnR1SqRSJRIK6ujqNjY1YWVlx/PhxYmNjSUxMpLq6GiMjI3Jzc1FSUsLZ2Zm2tjZ8fHyIi4tDKpWKnZihoSGxsbEsWLCAFy9eEBgYiKqqKn/99Re+vr40NjYyduxY3r59y8DAAP39/aIrmZ2dzf3795kxYwZZWVkisCJD6sr47EuXLqWwsJCgoCBOnDjB4sWLUVNT4/nz53zzzTf8+OOPjB07lvj4eIqKiti3bx9HjhwhKCiIwsJCnJ2dUVdXF7jV6upq5syZI4Q6bW1t5OTkiIe9bGT4999/88UXX3DmzBm+++47vv/+e9TV1ens7BQErLS0NF68eMHhw4f5559/6OzsFCM1Gb7UyspKUN/Kysro6upCRUWFPXv20N/fz+nTp3FzcyMtLY358+dTWVmJqakpOjo66OjooKKiIk5MMuqSDEYimya0tbUJNGpjYyOvX7/G1dWVp0+fEhQURFVVFTk5OezatYuzZ8+KPIfsYfr/hnpkJ+nCwkIKCwvp7+/H0dERZWVlHBwcKC0txdvbmyNHjtDc3MzatWv566+/OHnyJFevXqW1tZWgoCAB7Wlra+P27dsihFlQUMDVq1fx8/MjPz+fVatWERkZKWqAly5d4rvvvhNdZX19ferq6ggKCuLMmTMcOnSIS5cusWTJEu7fvy/kQ+3t7Sxfvpxbt25hZGTEuXPnGBwc5L///S+bNm1CV1dXoFFHjx6NhYUFBQUFqKqq4urqSnV1tQjA6erqoqysLHbu/y+IZ9myZdy6dYupU6dy+fJltLW1OXjwIK9fvxaUv66uLnR0dKivr2fDhg0kJiaSmprK3LlzaWhoEBCk//73v5SVlREUFMTnn3/OyZMnycnJYdasWRgbG9PV1cWtW7fw9fVFTU0NW1tbYXqTSqWoq6uTmJiIlpaW6G27u7tTVFTEtWvXBDxl/PjxJCQk4O3tzXfffYevry/d3d2Ym5uLa+zs7Iy7u7vIb1RUVAjHd319vWDad3d3ExQUJDI7hw8fxs3NjTlz5mBhYUFaWhqKiorY2dlhbW2Nrq4ucnJy3Lt3j4GBAaysrMS1kJH1AgMDWb58OZ6enoSFhbF06VJCQ0OpqKjg/Pnz7N69m+PHj/PJJ5+Qn5+PoaGhcC7IWjgyIqJM+FRTU0N6errQcgYGBtLY2EhnZye2trZoamqKqYJshdba2oqtrS2ZmZlYWFiwZcsWjI2NgX9Vm7JVscLZs2e/BTh//rzYV8oUmcrKyvzzzz+0tbUxatQocbKTUdDevHnDjh07uHjxovBOl5eXk5aWRlJSEhMmTODs2bOcO3eO48ePM2nSJKqrq5k+fTp79uwRO8f+/n7++OMPvv76a5YsWcLevXt5/vw5lpaWXLp0iby8PN6/f09RUZEQJMi6lcPDw2RnZ/PDDz8QFRWFnp6eSKnPnDmTjIwM0tLSKC4uZty4cdy5cwc9PT3u3LnD9u3biY2NxcHBAVtbW0aPHi2EHDY2Nty9e5fg4GCuXr2KpqYmxsbGHDhwAFdXV968eYOTkxO1tbVkZmayZMkSCgsL+eeff/jmm2/o6+sjIiICqVSKp6cnSUlJ4po9fvyYI0eO4OXlxfLly3n//j3Z2dk0NDRgampKdna22FUnJiYKTKKpqSmnTp0CYOLEifzxxx+sWrWKkpISTExM2LdvH3Z2dpw+fZqqqiqcnZ3p6OgQ8AYDAwNBRUpNTSUoKIg//vhDEIL++9//UlNTw+7du/H09KSuro7U1FTc3d05efIkISEh1NTU4Ovry6RJkzAyMhLuZRnkZc2aNYwbN46RkRGam5uZNGkSX375JVOmTKGwsBAHBwd0dHR4+/Ytp06d4v3793R3dzM4OEhoaKh40FRVVYmXRktLS4qKitDX1+fly5c4OzsTHR3NihUrWLNmjeBc19TUMHv2bCIiIjh16hQrV67k77//Fun1qqoqQkND+euvv5g8ebL47JSUlPDz8+PNmze4uLgIVrW/vz9eXl7o6urS19cn5DhmZmaoq6szMDAgwEJ6eno4Ozvj6OiImZkZCxYs4OHDh1y+fJlx48aJrqisYvTzzz9jZGQkxqtLlixh2bJlmJmZMW7cOI4dOyYe4Hv27OHMmTMsXboUb29vnjx5gra2Nvv27ePRo0cYGBjwzTffoKioyPnz5xk9ejTKysp4eXkRGBiIiYkJBgYGzJs3j9OnT/P777+zZcsWlixZwqRJk1BUVERJSYmJEydiYmIivOey/rxsjyyrDc6dOxd7e3scHBzIzMwkMDAQgOzsbPbu3YuPjw9fffUVqampjB07lpCQEJ49e4a/vz+5ubnMnDlTaBJXrVrFlClTmD17Nu3t7cyaNQtXV1fKy8vx8/NDQUGBcePG8dFHH/Hll1/i4eGBlpYWPj4+6OjoIJFI+OSTTxgaGsLR0RElJSXmz5/P9u3b+emnnyguLmZkZITPP/+cXbt2cefOHbq6upg5cyazZ8/m3bt3wr2+efNmzMzMKCwsZNeuXXR0dHDz5k18fHwwMzNj8eLFou1hYmKCqakpUqmU4uJifHx8mDp1KgoKCjx79kywJWSTIGNjY+bNm8esWbOoqqoiLS0NW1tbMfqeOHEiq1ev5sKFC2LqV11djZ2dHRKJBH19faytrWlrayMiIoLjx49z9+5dysvLWbVqlVg3TZgwQYSm2traePHihVhDlZWVIScnR0JCArNmzRJIZhmpbMaMGejq6lJQUMDWrVtxdXXF3NwceXl5UYWVk5Pj4MGDhIeH09/fL0yE/f39JCQkYGhoyIEDB+jo6OD9+/dkZmaiqqoqmBmyUXxAQAB1dXWiUy0vL09cXByGhob8/vvvSKVS5s+fj4ODg1jjJSQkcOPGDZYtW4ajoyM7d+5k586dnDhxQljJCgoKMDEx4dWrV6xcuRI5OTny8vL47LPPePDggWgCyGx+Z8+eZdu2bWRkZDA0NMQXX3zBL7/8wqFDh0TbpampSeg9t2/fzi+//IKLiwve3t4MDQ0JcuV//vMfwsPDGTt2LPX19URHRwuJVWlpKf7+/ujp6VFVVUVZWRkVFRXExsYyZcoUPv30UxHGLioq4sCBAxw6dIiuri4ePnzIsWPHuH37NnL3798fuXfvHgsXLhT+WG1tbQoKCgT/+PLly6ioqLB8+XIuXrzI2LFj+eKLL3j69ClHjx6ltraWffv2YWFhQXp6OsuWLUNOTg57e3t6e3sFmay5uZn4+HiuXLnCjRs32LBhg9BqFhUVkZaWxoIFC4QIXXaTPHbsGAcPHqSsrIyCggLMzMzw9/fn6tWrvH37FjU1NcaMGcOPP/7IuXPn0NDQELQ0U1NT5OTk8PHxQV9fHx8fH/Lz80lPT8fY2FiIJzZs2CCMZRMmTCApKUn4qYuKikhOTmbmzJkkJiby7NkzamtrUVZWprW1VXRdjYyMqK6uBv6l9Tg7O/P7778THBxMdHQ0u3fvJicnh9GjR/Pu3TsCAgKEcnPp0qUsW7YMNTU14at9+fKloFfZ2NiwYMECbt++LWAMDx8+xMHBgfLychobGwW84sMPPyQlJQUHBwc2bdoEgEQi4eDBg2K8+NNPPwkE5b59+7C1teXy5cuCiW1hYUFGRgafffYZt2/fFurU+Ph4oU3NzMxERUXl37qBggIODg4CChIXF0dycjKrVq3C1NSU+fPn09bWJtLPysrKxMbGiurg3r17KSwsRE9Pj8jISI4dO8ZXX32FoqIioaGhoj3w8OFDRkZGMDc3Jzg4GABtbW1evHiBnp4eOTk53Lx5k5UrVwpD1OzZs1FXV+fevXuCJLR+/Xp+/fVXgaicMGECr169oqqqipMnT5KRkUFvby/Nzc2EhoYSERGBhYUF3t7edHd3Ex0dTW9vr+DMz5s3j7S0NNLS0lBTU8PAwAAVFRU0NTXJzc3F2NiYxYsX8/fff4vvhY2NDXv37hVp4enTp5Oeni6u87x583jx4oV4GI0aNYrXr18ze/ZshoeH0dXV5fz588LjnZGRIfCyMqDMokWLuHPnDgsWLKC4uFgYoGRje2NjYyQSCQ8fPhQv6XJycmzZskVAgmQSG1m4qK+vj6qqKvT09IQjXllZGTU1NbS0tBgeHqa6upq6ujpGjx5NW1sbc+bM4dmzZzg7O4vpmqzSExwcjLa2NkePHkVJSYnU1FQOHTpESkoKdnZ26Onp4ejoyJ07d2hubiYyMlJ8T3bu3MmlS5fEOuWLL74gLS0NfX19waKXiU9k1bza2lqmTZsmaHVtbW1iTyuzuWloaJCcnMykSZPIyMjA0dGR1tZW4uLisLS0xNjYmJCQECoqKsR6p6OjQ7ilZdQ1Z2dnANra2oiLi2P16tVcvHiR4uJiUYWTEcRsbGzYvn07AQEB3Lt3j6SkJOEIsLS0FHt+GaOho6ND3Ltyc3NRVVXF1NSU+vp6rKysaGtrY/r06WhpadHd3U1fXx+KiopcvHgRQ0NDjIyMmDZtGv39/bS1tfHkyROKi4upqamho6NDvOwVFRWJVdaJEydwcXHBxsZGdNhfvXpFcHAwQ0NDwu727NkzscLIz88nLCxMPLgSExNpbm4GwNzcXEyi/P396ejoQE1NjT179vD69WuxY4d/bX8ff/wxUqmU3t5e3Nzc6O7uRlNTk8jISPT19YmOjsbf35/09HTq6+v54osvePPmDUVFRXzwwQckJiYybdo04uPjOXDgAHl5ebx584a+vj6UlJSYNWsWMTExBAQEoKCgQGRkJG/evKGsrIxly5ahr6+Pg4MDAQEBKCsrC0SpTNkaExNDb28vkyZNorS0FA0NDU6dOsXjx4/x9fUlPj6eUaNGce7cOaZNm0Z1dTUBAQEEBgZy48YNBgcHsbGxISYmhnfv3pGcnMyUKVOwtbX917q3c+fOEVnny8XFhbq6OpSVldHX10dLS4vs7GwGBgZQUlJizpw5QoKhr6/PyMgIhoaGtLS0MHr0aKH9Gzt2LCUlJaxYsYL29nbMzMxQUFBAQUFBmKpkpCmA/v5++vv7RTqxuLgYFRUV7OzsSExMFG/b8vLyhIeHY2RkhLW1NW/evGHu3Ln8/fff6Ovr4+bmRnV1Ne/evaOurg5HR0c0NTUFCUlBQYHAwEASExOxt7cnPz+fiRMn0tDQQHBwsDjtmZubC3CCzP2qpaXF8+fPMTIywsnJCYDc3FymTZsm+qSyvrnsZiajCcm+WLKko4mJifiDtbCwoLS0lMbGRuzt7UX1QiKRUFdXJ/a0sr2zqakpTU1NxMfHU11dLWhE7e3tvHv3jpGREXFC19LSws7ODi0tLSorKwXCVVtbW1To1NTUGBkZwcLCAjU1NZEmfvToEQ0NDQDIy8szPDwM/Nu3HBgY4P/vj42NjZAgXLp0CalUirm5OXJycsjJyWFubk5paSmDg4N0dHQwPDyMlpYWKSkpODo6igqMLLzl6elJR0cHAwMDAhoiO5Wkp6eLU39ubi7u7u7o6OgwNDREbW2t+P/IRA0aGhqoqqoilUqF0nDOnDlkZGSgqqpKZWWlCMAYGBjQ3NyMg4MDSUlJaGlpYWNjg6WlpUC5WltbU1JSQnd3N0NDQ2LPZmJigqWlpdhJuri4iFO1tbU1Li4uZGVlMWvWLLKzs3FychJJ9sTERMaOHSs+U5mNTVVVFR8fH7y8vKiurhaEPCcnJ2EPcnZ2FrpJf39/MX3o6uqipaUFFRUVVFRUkJOTY2hoCB0dHbq6utDW1kZBQQGJREJbWxve3t5kZmbS3NyMo6OjGBFqaGgwMjKCt7e3ICAODg7y7t07jIyM0NbWpqysDHt7eyorKwVISBYQlD0MRkZG0NHR4dWrV8JDUFVVJRgNCgoK/woRFBRobm5GTk6O/v5+6uvrxXUvKyvD0NAQRUVFiouLBULWwMCA9PR0MTa1tLSkubmZ9vZ2ent70dXVFfvhkpISsdKws7OjpqZGTFpSUlJExUf2ndLW1sbBwYGysjIcHR2JiYlBVVUVOTk53r9/j4ODA8XFxVhaWooHhbW1NW/fvmXUqFE0NDQwPDwsTGiamprU1dUhJycn8iZaWlqUlJSI3w2gubkZFRUVent7GR4eRltbm+bmZlxdXamoqKC2thY7OzvKy8tFm6Wnp4d3797h5eVFXl4eJiYmGBsb8+LFC1xcXFBUVPzXw/x/d+e9vb2CnqakpIREIiE8PBxvb28GBweRl5enu7tbTPZUVFQwMzNDVVWV4uJi9PX1MTQ0JCYmBg8PDxQVFcnIyEBPTw8jIyPMzMxE5mFgYICamhosLCxQUlJiYGAARUVFtLW1yc3NFQcX2TVqbm6mv78fbW1tzM3Nhdq2p6eHxMRE0fqoq6sjNzeXMWPGiB2zbIRdV1eHra2t4K0nJSVhZGQkAExZWVno6Ojg6+tLZmYmenp6qKurC3+4rApZX18vUKYy++Hg4CBSqRQzMzPx+cgsYW1tbUilUuGiV1dXR0NDg7y8PMzNzTEyMqKrqwuF//znP98WFRUJ2fqFCxcwMTHht99+E8t8ExMTTpw4QUdHB7GxsRQUFDAwMMDg4CBVVVUYGhpy8eJFamtrGTVqFO3t7SxdupSqqiqysrL46aefCAsLo6CggNraWiZOnEhISAgSiQRtbW0uXrz4vxLGMun8mzdvCA8Pp6enBx0dHRH0Kisro6mpifnz55OSkiK6iy9fvsTW1hZVVVVyc3MJDg4mJiZGiO29vLxwc3Pjk08+YWXXrr0AACAASURBVNOmTdTU1DBr1iy+//57ITGvqqqiu7ublJQUvLy8UFZWRkNDg/T0dBobG3F0dCQgIABTU1NGRkZQU1MTFpy8vDwB3igsLMTAwICenh7xJZsxYwbp6elMmjSJ4uJinJyciI6OFlB5d3d3rKysCA8Pp6qqisrKSjQ0NNDX1ycyMlL8Id6/f59du3bx8OFDLC0t+fzzz5k6dSrV1dUoKyvT1NTEjBkz8PDwYOLEibS2tjJ27FiOHj3K9OnT2bFjB56enjx+/Jj+/n4RZpHtlletWoWdnR3Ozs68ePECXV1dDh8+zGeffcbWrVtpbm7ml19+4eHDh5w5c4bQ0FB8fX1xdHTk5s2bgkCWkpKCVCpFSUkJe3t7Vq1aha+vL9ra2hgZGXH+/HnS0tLQ09NDS0uLzz77jO7ubjw8PDAxMeHp06d8/PHHLFmyBEdHR/z8/NDQ0GDixImoq6tz6NAhfvjhB+7evSsqbRUVFSgrKzNz5kxBF8rJyRF1DhcXF8aPH4+5uTkjIyO0tLSIXZuZmRm+vr5s3LiR//mf/2Hq1Knk5OSwbNkybGxsMDc3Z9myZWKaItMcLl26FCMjI3HCaG1t5csvv8TAwAA5OTnk5eW5dOkSQUFB3Lx5kxMnTqClpYWhoaEQ6cgyEYGBgdy/f1+EFWU3Ytk/R0ZGePXqFfb29lhbW1NYWEhISAivX79m8eLFTJw4kebmZhobG2lra2PevHmsWbOGZ8+eibT527dvmTp1KlFRUVRWVqKrq0tERASWlpa8fftWGIlSU1O5cOECVVVVREZGkpWVRWpqKqNGjRJc6LCwMFRUVOjq6mLfvn2YmJhgZmbG1atXkUqlDAwMcOLECRwdHRkYGCAsLIyvvvqKmpoacnJyyMnJQUtLi8TERJHoVVNTQ11dnV27dpGamirqVlFRUULfWVtbS3p6OmlpaTx58kSoPn/66Sdev35NU1MTNTU11NXVERsbS1VVFbm5uTx69Ihnz55x/Phxurq6ePHiBeXl5dy4cQM5OTni4uJoampiaGiIU6dOER8fz+XLl2lsbGRwcJDCwkLhN46KimJ4eJjjx4+Tm5tLYWEh165dY+XKlfz++++kpqaSmprKX3/9RXt7O3FxcaSnp6OiosJvv/2GhYUF165dw8TEhGvXrpGcnExYWBj37t3D39+fW7dukZiYyNmzZ0lJSUFVVZWioiLi4+NpaWmho6OD5uZmMjIyuHLlirip37x5U7zsTZ8+nQsXLhAZGcnSpUu5efMmly5dEvjWW7duCbXoxYsX8fLyYmhoiIKCAk6dOkVGRgZPnz4VrRqZOvTXX38lICBAvByoq6uzcOFCHjx4gJqaGm5ubnz99dc0NTXh6enJggULqK+vx9fXl+LiYmbPnk1FRQWffvopycnJLF68mPLycjo7O9mzZw8GBgZibeLk5ISzszOpqanY29vj5OREe3s7Dx48ICQkhBkzZuDg4EBoaCiXLl1i/PjxogZoYWFBa2urcE2UlJSIsFd7ezvd3d3Cgx0cHMyaNWtwdXUlPj4eLS0tJBIJP/74o8gYbN++HTMzM4yMjLCwsBArNdnUTOaJlwXyZBpqGdRI9qLU1dXF6tWrcXFxoaamRqwipk2bhqamJp2dnWKlIxPdfPPNN//2sOvr6+nv70dRUZGZM2eSk5NDWFgY9fX1grutoqKCvr4+AwMDdHR04Onpia+vLwAKCgpilDI0NMSKFSuIiYnByckJU1NTHB0dAcTbwuXLl9mxYwepqanipGFmZsYvv/zCpk2bqK2tJTIyUvRy/f39KS4upqWlBalUKtykMvn706dPkUgk9Pb2YmlpiaKiIh0dHYyMjIibfGtrq6CKyUTzJiYmWFlZYWRkRH5+Pi4uLujr6+Pk5ERGRoYAKsj4wzExMTg4OFBSUkJ5eTk9PT1i76aoqEhJSQn5+flIpVJCQkIYGRmhq6uLqKgojI2NmTNnDiUlJQKAPzAwQFNTE+np6WRkZLBs2TL6+vr48MMPSUhIIDU1lTVr1gjgR1dXFyMjI9TX1+Pt7Y2lpSVmZmY4OzsLyUJkZCR1dXXiutbV1WFkZMTTp0//P0+8WlpaODg4MGvWLGpqaggLC2PFihUEBwczMjKCk5MTx48fx8LCAi0tLfLz86mpqaGnp4f8/Hx0dXVRUVFBQ0MDc3NzBgcH0dPTE9fAyMiIoqIinJ2dGTt2LHZ2dmRlZZGfny9eRG7fvo2hoaHwxDY0NDBlyhTKysqIj4/HysoKU1NT5OXlBd1reHhYVCjMzc2JjY1FIpEgJydHR0cHCgoK5OXlAf9KYmpqapCXl8fHxwdfX1+Sk5Pp6urC3t6e169fC4NUQ0MD8vLy6Ovrs2nTJkxNTWlpaeH27ds4ODhgZmbGq1evRLDLy8sLQ0NDenp6RPK6tLQUCwsLpFIpeXl5mJqaoqamxvDwMP39/QwPD7N8+XI0NTWpra3F0tKSrq4uGhsbCQkJoa6ujnHjxqGkpER5eTkSiYTTp09jZ2fHqFGj6OvrIyYmBnNzcywtLUUAxtjYWFRjZAjOmJgYQXSys7MTvP/m5mZ0dHQEcU3WL5Z95oODg1haWiKRSBgZGUFbW5uBgQHc3d25c+cOqqqqjBs3Di0tLQICAujv7yc2Npbp06eLjAkgwm2yKYi2tjZWVlZivF1QUMDixYtJT09n69at1NfXI5FIMDAw4Pr168yfP5+EhASmTZtGbm4uenp6IlhWXl5OUFAQVlZW1NTUiGmZgoICNTU19PX1MWXKFOrq6vD29ub27dtoa2sLKIxUKsXd3Z3o6GgGBwfZsmWLwKh2dXUBCIDO9OnTSU1Npb29XYx/1dTU0NPTY2hoiK6uLjIzM8XDMyQkBBMTE968eSP2zLIJoqurq5hWjR8/nv3797N//35UVVXx9vampKREPFzd3NzEv5uRkYGcnJyYhgYGBpKamoquri7m5uYoKSmhqqqKr6+vgF6NGzdOtFK6u7uFfGnKlClUVlYyduxYbt68iZ2dHXv37mXmzJmYm5vT3NzMypUrqaurQ01NjfDwcEG7e/DgAdra2ty5cwdLS0u0tbVJS0vD1NSUnp4exo8fT39/P25ubujr61NVVcXGjRv57bffiIuLo62tjfr6ehQVFUXoTElJiaysLMaPH8+CBQtwcnKiv7+f8PBwBgYGmDRpEv+HqveOr/n8///v2ZE4kSF7kp1ISIIMJBIjRggiRm1VtRU1WmqUtqSl2lRbtWqPCEEjBAkRWbLIkCF7yHCyZM/fH+/vuW6/T/7ODZFzXue6ns/H4353dXWloKAAVVVVAJKSknj8+DH29vZCQDVkyBC0tLRQVlYWMKGYmBi++uorBg8eLGRV7u7utLe3ExMTw7Vr19DU1MTOzo4RI0YQHx+Ph4cH9+7dIzU1FYDZs2ejo6ODq6srSkpKgtooW4+qqqpiaGjI/fv3BZvdxsYGTU1NJk6ciIqKirgxy5otMp5/XV0dbW1tPHr06P88my0tLSkqKvpfRuLq1asHXVxcBBSisLBQMJuXLl2Ku7s7bW1tbNy4ET09PTZu3IiSkhJBQUHU1NQQHR3NhAkTSE5OJjMzEzc3N5F4i4qKQk5OjtjYWGpra8UtXDbClTGIf/jhB4FUlD2EZbfMvr4+qqqqkJOTY/PmzURHR4vi+evXr1m5cqXYF1paWmJjY8OKFSuwtrZGQUGBsrIyTpw4AcDAwABOTk7s2rULZ2dnwUrv7OxESUkJPT094ZIuLy8X4afg4GB6enpoaGgQSkxLS0uGDh3Ky5cv6erqIjs7GwMDA5YuXcrZs2cJCwujsrKSsLAwYdKSsYRljmd1dXWOHDmCvLw8lpaW3Lx5k5iYGJSUlCgrK8PPz48jR44ImH5PTw9TpkwhODhYqD5lRCcZQjYxMVGMfnbv3o2+vj4DAwMiBNjX10dAQADv378XaEdZX/T+/ft0d3djaGjIvHnzMDMzo6OjgxUrVrBo0SLS0tLo6OhAWVkZqVRKY2Mjnz59EpWccePGUVhYiIGBAVKpFE9PT86ePcuSJUtQVVVFQ0MDBwcHcRt69uwZdnZ2FBUVkZ6eTlZWFjNmzODFixf4+fmJU2lJSQkSiYSIiAj++OMPOjo6mDBhAiNGjEAikTBr1ix6e3vF3jYjI4PExETS09MpKChg+vTpvHr1CnV1deGTNjIy4vLly5iYmODi4sLkyZN5+/YtHR0d2NnZce/ePWxtbQU4SF5enkePHhEfH09nZydRUVFC+tDZ2YmKigqHDh3CysqK69evo6amhpWVlWC9e3t7MzAwQHl5OXv37iUiIgI1NTVsbW1JSUmhv78fT09PlJWV8fb2FjQtXV1d5s6dy+DBgwkLCxPwHVnGo7q6mvHjx2NiYoK6ujpSqZS3b99ibGzMw4cP+fLLL4mNjWXFihXExcXR0tKCt7e32NdKJBKKi4tZvnw5dnZ26Ojo8NVXX2FjY0NTUxNr167l0aNH6Ovrc+/ePbKystDS0hJgGgcHB+B/zmItLS309fVJT08X1LPS0lLhvS4sLERRUVHAjFRUVFBQUBCI39LSUlavXs3gwYNxc3NDX18fOTk5vL29RSZExkC/cOECxcXFWFlZ8eWXX9Le3o6DgwMJCQk8ePAAJSUlEhISMDU1paGhARcXF6ytrcVYXiY2amxsFHzozs5O3NzcyM/PR1NTk8DAQHJzc/8Pf1/mtndzc6Ovr4/JkyfT0dFBTEwMNTU1WFhY4OjoyLBhw+jq6hIoTmdnZ9GqkHmVZ86cSV9fH11dXURGRoo+vaenJ0VFReJSYG5ujqurKxcuXKC5uVn42728vLh06ZJosDg7OzNv3jx++OEHDh06xO3btykqKmLjxo18+vRJ7IkjIiKETEKWhM/Ly8PZ2ZmffvoJfX19urq6MDExQU9Pj19++YVBgwZx4sQJKioqCAoKEsTA+Ph4goKCUFNTw8fHh2nTpmFhYcGcOXPo6+tj/fr15Ofn8/DhQwIDA1mzZg0VFRU8efIELS0tYTSTSqWCk+Hv78/ixYvFB72joyPV1dVYWlry9u1bXr9+zeDBg1FUVGTKlCnU19czMDDAy5cv8ff3F5VZWa02KSkJFRUVbGxs6O/v58KFC2JqW1dXR3FxMcbGxvT19bFy5UpxUF+yZAn379/n0KFDdHd309DQwKZNm1BSUmLlypVYWlrS3t7Ow4cPuXjxIunp6SgqKorpU2VlJT09PUyaNIl169aRmZmJj48PVVVVXLp0icjISAIDA8nLyxOkzLq6OpqbmwUkSzYxhf/VGRUiIyMPVlVVUVRURFJSEm/fvuXSpUuoqalx8eJFQkNDxbj3ypUrfP755+I2snv3bmFWSk9Pp7GxUTC59+zZw7hx4+jp6aGzs5PMzExKSkowNzfnypUrtLa20tHRQVRUFJWVlTg7OyORSIiLi+PFixc0NTVha2tLX18flpaWxMXFYWdnh4aGBseOHWPw4MFiJ1NWVoaXl5fYP8bGxvLw4UP09PSoqakRqjgPDw9mzJjBo0ePBL5QT0+P5ORkpFIpZmZm2NnZceLECRQVFYmIiBBjGtn+6tSpUzg6OvLTTz+hqKgoTkszZswgNjaWsLAwFi1axPjx4wkICBACkaVLl6Kuri4we0pKSuLGWVdXh5WVFUFBQYL69OTJE/7991/09PTw9vZm4sSJfPr0iTlz5oj+4NSpUwEICgrim2++wdzcnJycHPbt24eRkREjR44Ut5JVq1ahq6vL119/jUQi4d9//0VdXZ2ffvqJbdu2IS8vz5QpU7CxsRHVk6CgIMaMGQOAu7s7zs7OHD9+nIKCAuTk5FiwYAEzZswQSsHm5mYOHz6Mj48P69atE5UJmTRj+fLlfPjwAW9vb4YOHcr8+fMZM2YMtra2fPjwga+//hp5eXl8fX1Zs2YNFy9eZM6cOdTV1bFp0yb2798vbmx37twRNCdnZ2fk5eX566+/GDVqFM+fP0dZWZmnT59iZGREQkIC48ePx8vLi5EjRzJhwgQUFRXx8PCgvr4eNzc3cnJy0NPTw93dnZaWFjZu3Mj9+/dZsGABnZ2dArM5depUVq1aJep7r169wtXVFYlEgpmZGTk5OYwYMYKPHz/S3NwskLl3795l3bp1JCQk0NPTg4WFBStXrsTc3Jzi4mJ8fX15+vQp7e3tBAcHIy8vLw66DQ0NtLa2UldXR2ZmJsbGxixfvpzQ0FAUFRVJT0+nt7eX1NRU9PT00NXV5bvvvkNfX59r164xbtw4CgoKMDU1ZeTIkfT392Nubs6aNWsE0vb8+fPo6OiQkpKCiYkJd+7cEd9fUlIiDubDhg1DSUmJjo4OcQscGBggKysLfX19zp07x4sXL9DS0qKurk5MYsaPH09QUBC3bt1CQ0MDdXV1SkpKiIiIEHvq+fPnc+zYMSIiIrh8+bLg69fU1JCWlsaePXuIjo5myJAhbNq0SRzcm5qaKC8vF7tTTU1NBg0aRGtrK+Hh4fj6+rJ48WIAzpw5I9Z+ra2tvHjxQtT+fvzxR/Ly8qivr+fRo0d8//331NTU8Pz5c4qKili+fDlGRkY0NjYyceJEDh8+TG5uLk1NTaSlpVFeXk54eDiZmZm8fPmSsrIyioqK8PT0ZM6cOWRlZdHU1MS1a9dwcnJCKpVy6tQpFBQUuHv3LhkZGTx58kRcTIyNjUVS+P8vwomMjGTChAmkpqYSFRXF/PnzaW1tZWBggP7+flJTU9myZYtYV8rw0AkJCWzYsIFBgwaJg0RxcTE5OTnIyclx4sQJceBIS0sjNzeXhIQE5OXl0dTURFlZWWhvZYAj2eVOpm598+YNn3/+OTk5OTQ2NqKjo4OcnBypqakoKir+HzCPi4sLvr6+mJub8/333+Ps7AzA9OnTiY6OJjExEUVFRSZOnChMc1euXMHMzIyhQ4eioaEheBtHjhwRdj5NTU3Gjx/Phw8fUFJSYvz48QJxW19fj4KCggAD6ejoiN/r9OnTcXBwwMDAgI6ODgGKmjhxIlKplDVr1uDl5YW3tzdv375lYGBAjMS3bNlCXV0dWlpawiinrKzM6tWrxRpUVmUtLi4WtVg5OTkMDAyYM2cOGhoabN++naCgIGxtbTl//jyGhoacPHkSY2NjDA0NUQgODj4YGRnJs2fPBMTE398fNTU1ioqKKC8vx9vbm19++YVFixZRVFSEubk58fHxODg44OfnJziuRkZGSCQSfv/9d1xcXLh69SoSiYTQ0FCSk5MZOnQot2/fxtfXl4SEBEaMGEFdXR0ZGRmC033kyBGeP39OQUEBzc3NKCkp8fbtW/r6+jhz5gyLFy+mvr6e5ORkbGxs6O7uRkVFBU9PT6qrq4V96/jx4yxZsgRdXV0qKyvx9/cnNjaW3NxcYmNjRbpaUVERMzMztmzZwp49e0SPTzaeDgoKEtxgCwsLXFxcyM3NFUSid+/e8ezZM2xsbAgNDcXV1ZXe3l6uXbtGUVER7e3thIeHY2Jiwtu3b3FzcxMPXx0dHaqqqoQa8s6dO6SmppKfn4+xsTGnT5/m2LFjQmG4ePFitm/fzpgxY0QPXabCq6qqAhAj6jt37rBu3TrMzc1paGggPDycyZMns2nTJjGGP3/+PBkZGRQUFAiyVGJiIjo6Opw5cwZtbW3i4uLYuXMndnZ2TJ8+nYULFzJ//nw+ffqEnJwcenp6KCkpERUVRWBgIJcvXxYPYDU1NQwMDHj27Bnu7u5ERETg4+NDXFycgFbU1taira1Nf3+/ANNoaWnx9u1bvL29UVZWFhzx2NhYPnz4wNy5c5k7dy7p6en/Z/zY19cnAntOTk6cPHmS/v5+IYBPTExEQ0MDeXl55OTkGDJkiGCRjxw5ktraWpycnISEYO7cuUIuoKWlxapVq3B1dUVdXR0XFxccHBxYuHAhTU1NTJ8+nbq6OpYsWcKQIUNYtGgR5ubmAnn5xRdfkJ2djYeHB0uWLOHGjRsoKiqKTIecnBzJycn4+flhb28vDHTz58/H0NAQf39/GhoasLCwEDkNPz8/AgICGDt2LDU1Nfj7+yMnJ0dZWRn37t3D19eXyZMnC4iFrq6uIBSuXr0ae3t7Hj58yJo1a3B0dBS3e3V1dUxMTHBwcBD77k2bNgnV5dSpU9HT0yMgIICgoCA+++wzysvLBTRFWVmZrVu3UlFRgbe3N9OmTUNdXZ1p06bxzTffMGXKFBISEigpKWHdunU0NTXh4+MjeNNSqRRnZ2e++eYbEhMTWb58OdbW1lhaWoqbpLKyMg8ePGDIkCHiA7C7u5vy8nIUFBTw9PTkypUrAqwhw7Xq6Ojg7+9PTEwMpqamVFVVsWjRIvLz8/Hz8xN6yKCgIHGj/uKLL2hra2Pv3r1cuHCBvXv3UlJSwogRI8TO18zMjKCgIJSUlFi8eDGvX79m2bJlNDc3o6ysjKOjI7NmzSI4OFiQFWWTAJmy9MCBAwAcPHgQJycnioqK2L17twBZyQ4Zn332GfHx8RgaGmJvby/CdU5OTsTHx+Pu7s6sWbNwcHAQ1LSJEyfi4eGBnp4e+vr6jB07lrlz5yInJ8esWbOE9lOm0Pz222+xsrJi7ty5PH/+XHA1YmJi2LFjBwMDA2I6Ym5ujpmZGXl5eezfv5+wsDA8PT2Jioqit7cXiUSCsbExSkpKfPjwQYzj9fX1UVBQEPVhGcmut7eXnJwcHj9+zLfffsvNmzfx8vISrIri4mICAgI4ePAgVVVVxMTEUFtby5MnTwgMDOTSpUtiV5ycnExvby+PHz8mMTFRhHVbWlqIiYkhJiaG8+fPI5VK2bp1K+Xl5WzevBmJRMKVK1dQVVUVn40ADx484OLFiyQmJpKamsrNmzfF92RmZqKmpkZoaCgfPnygra1NyGB27NjBxo0byc7OZvPmzcTHx5OXl0djYyMFBQX8/vvvhIWFER4eTlRUFDdu3CA8PFyEHy9cuPC///OlS5celJ0Y16xZQ2BgIIsXL6a2tpbx48djaWmJt7c3586dw8TEhMrKSmJiYjh06BCHDh0SKU+pVCpi84qKihw5cgRvb2/k5OS4ePEigYGBLFu2DD8/PxoaGhgYGOCzzz4jMjKSBw8eYGNjI/Ywso7dhQsXRHHe3NycvXv3iv1ldXU1jx49Ei8cmev2999/x9HRkSFDhlBQUMAXX3zB+/fvMTc3FylIc3NzLCws8Pf3p6WlhZ9//hkXFxcBr5AxxisrK4Un+NmzZ4KGI/u+kydPcvz4cVETOnToEBs3biQ4OJjm5mbU1NSYPXs2fn5+fPz4kZCQEGJjY4mIiMDGxkaYsRYsWICbmxtVVVV4enqipKTEnj17iImJ4Y8//uDx48d0dnaKIMbz588JCQlBR0dHsHWHDx/O3Llz6e/vx9raGm1tbbq6usRILCYmhqamJsaPHy9sNiEhIXz69AkdHR1MTExE8MLS0pIff/yR69evY2VlJU6MsjS9DK+alpaGlpYW8fHxZGZmsnbtWlxdXdmwYQNr165FTk5OQD9qamooKiri7t27ODo6MnLkSHJzc8nKyqKqqorY2FiUlZVxcXGhv7+fU6dOCQxobm4ucXFxIojx448/Ymdnx3///UdISAhjxozh2LFjLF26VNT/ZBCNuro6wSi+fv061tbWVFRUcPbsWQFGGD9+PMOHD2dgYICpU6fyxx9/CI3fjz/+yLBhw/jw4QNRUVGcPn0aNTU1bty4weHDhykuLuaLL74QGNbW1lZ6enr47bffyMjIEMzjhw8f8u7dO65du0ZqaqpIqV64cAGpVMo333yDh4cHdXV1XLlyRUxd7ty5g4aGBvn5+fT29pKcnEx8fDwvX77Ez8+P//77j/b2dg4dOoSDgwMPHjwgJCSE7u5u1q1bx+3bt6mrq2Pz5s1UVFTw7t07Dhw4wPz58ykpKRHQItmBura2loyMDN68ecOYMWPQ09MjKyuL0tJSvL29uXLlCt3d3ZSUlLBnzx5mzpwp3vsmJibcvHmT3bt3s2vXLlFhS05ORldXl6ioKHGbl5eXR1FREVVVVZSVlcWYVtbT7ujoIDU1VbyW9u3bR1BQEBkZGUycOJFXr15hb29PcHAwQ4YM4dOnT0yYMEEQ8dLT07G1tUVXV5ekpCT27t3Lx48f0dfXR15enitXrmBra8vBgwfJysri6dOnQrjwww8/UFpays6dO9m0aROlpaWcPXuWtLQ0Ll68SEpKCtu2bePYsWOiBtnY2MhXX33F2rVrBco4KSmJNWvWkJSUxIoVK+jq6uLu3buMHDlSsL+1tbVFqFW2y/748SNubm7k5uaSkpJCdXU1PT097Nq1i3v37onp0fbt23F1deXNmzc0NjaKA/vly5fJyckRHyyNjY389ddfDB48GDU1NRQUFMjOzsba2prk5GRGjx7Ns2fPCAgIQFVVlcOHD3Pp0iUBbdHV1cXBwUGM9uvr63n27BlRUVGYmppy7NgxUcGVZUUeP37ML7/8wv79+4mLi0MikTBixAgxeg4KCqKiokLkIvLz83F3dyc2Npa6ujpWrFghwrajR48WkJ+IiAi+//57bt26xW+//YaLiwvff/89hoaGVFRU8PTpU6ZOnUp1dTWxsbFMnz6d1tZW+vv7WbZsGVevXiUsLIyIiAhBdNywYQNRUVGsX7+eHTt2YGBggLu7O/PnzxdrKx0dHYYNG0Z1dTXu7u7s2LEDZWVlpk+fzs8//4yRkRFnz55FT0+Pr7/+WoQClZSUmDlzpvi7li1bhqamJiNHjsTb25sbN26wcOFCVFRU2Lt3L2VlZejr61NYWMiGDRtQVVVlzpw5LFmyhOLiYuTq6+sHHj58KOQOM2fOpLi4mBcvXohOnKyv29zcTH19PS0tLUyfPh1XV1c6OjpobGwkPj4eiUQixA8VFRU4ODiID089PT0AXrx4QXV1NW5ubpSVlVFTUyOoYxoaGsycVDJCNwAAIABJREFUOZMPHz4IGfqUKVPo7+8nNzcXFRUVYmJieP78Oba2tqJD/e7dO6Fqa29vF7QgX19f0T/s6enh6dOnDBs2TIgztLW1RUinpaUFOzs7AYOora1l3LhxaGlpAaCsrExSUpLoYcqQcrKAlIKCAnFxcSQmJjJ8+HDmzZtHfHy84Jrb2trS2dlJVlYWEomE+fPni3/Xzz//LMaZ6urqHD58mPT0dLGH6evro7i4mO7ubszMzOju7hZ1pE+fPvHtt9/S2tpKQUEBDx8+5MWLFwB4e3vj4eEBwPnz5+nu7gagv78fRUVFjIyMRLjGw8MDX19f9PX1UVJS4vLly2JMr62tTVVVFbm5uejp6dHd3U1qaqp448p+77JdZl1dnSAfvX//nkGDBtHd3Y2cnJyoqyxatEisRd69eyd6i62treLAUVpaSnp6Orm5uWISItuVyuo41dXV4s9ZsWKF6DBWV1eLTrJsT3j+/HlsbGzYtWsXPT09FBUVcfv2bRQVFWlpaWHIkCFiRVFRUSES0fv376e6uhoXFxdMTExQUFDAwMCAV69eYWlpSXx8vADK6Orq8ubNG548eYK6ujp9fX18+vSJwYMHi5BeYWEhjY2NzJw5E4lEQk1NjZCBDBo0CE1NTUxNTZk2bRry8vIYGxvz7t07UlNTSU5OxsLCAicnJ4yMjEQ16OnTpyKY5+XlRUtLi7jRREVFCbHI//9r7NixSKVS4fFubm5GW1sbQ0NDBg0aJNCUMmNUcXExKioqZGdnY2pqSn9/P7W1taI6NWfOHBobG0lMTGTNmjUkJyfz6dMnJBIJeXl5zJkzh8LCQmpqaqipqcHT01OMV2VoWltbW2xsbLC0tKS/v59du3aJqty0adNEx72pqYn8/HwqKyuFJWvEiBEipNTU1ERdXR1GRkaMGTNGdH27urqor68XtShZ7a24uBgFBQXc3d0ZPXo0VlZW9PT0cPnyZTIyMli7di35+fnU19cLkImuri49PT20tbWhoqJCdXU1RkZGpKenY2dnh7a2NiYmJujq6nLx4kVRF21tbaWlpQVbW1uMjY1JSUnhxYsXREdHs3PnTgICAjA1NaWkpISEhATU1NR4+/atSHY3NjbS2NiIvr4+eXl5aGlpkZqaiq6uLp8+fRIgEpnnQMYW7+vrY8iQIairq5OVlSWsWF999RXW1tZ8+PCByspKlJSUqKysRCKRUFdXh7q6Oubm5iJMqKOjg1QqRV5enjt37mBhYUF6ejojRozA2tqasrIycnNzSU1NxdHRkYGBAbZv346TkxNVVVWYmZmJG3F4eDi9vb2CbBYfH092dja1tbWsWrUKS0tL1NXVGTt2LEZGRsjJyaGjowMgAoePHz+moKAAHx8fhg8fLtozfn5+FBcXY2RkxIMHDzAwMGBgYIDm5mbk5eU5dOgQu3fvxtnZmWfPnvHx40diYmLo7e1l2LBhDBs2TKwnm5ubaWxsFCpMmfZVQUEBLS0tIQ/R1dUV+Yj09HRu376Nk5MT7u7uDB06FIlEIlaZgGgdGBgYCDLfTz/9hIKCAkZGRixatAhVVVVWrlxJe3s7CqtXrz44MDDA6tWrOXv2LPv27cPAwICZM2eSlJQkHNS1tbW0trYyfvx4tLW1cXR05OrVq1hYWFBeXs7MmTOpqakRpKC8vDxxEmxtbeXo0aPExMQQGRmJg4MDoaGhtLS0kJycjJmZGefOnaO1tZXc3FwiIiLIz8+npqaGGzdu0NTUREpKCpcuXaKhoYHS0lIKCgrYuHEj0dHRpKWloaurS2BgIN3d3aLSpa2tTXV1NRYWFvz6669s376de/fusXLlSiQSCfHx8Whra/P8+XPi4uIoKipCX1+fly9foqOjQ3d3N/fu3RMRfZlib8SIEURGRqKiosKqVatEetrKykqI2Y2NjYmPjyc4OBgNDQ2kUillZWX4+PhQWlpKQ0MDhoaGvHjxQoBaJkyYgLOzM87OzhgbG3PmzBkRAjMyMsLc3BypVEpWVpbQQ65YsUKkhlVVVdmyZQs//vgjBw8eZNWqVezZs4d169YJAUVnZyehoaFUVFSwa9cutm3bhqenp+jw1tXVIZVKBUiivb2dtrY2mpubmTBhAtnZ2QwZMoSdO3cK1+zAwACXL18W+1HZz1xZWSnws7L1x+jRo/Hz8+P27dtMmjSJlJQUAgICRJrc1tYWLS0tUlJSqKioYOrUqXz//fdIpVJmz57N69ev8fHxYWBggODgYGElc3d3Fw2GlpYWZs+ezZs3b5g4cSKpqalYW1ujo6PD5s2befPmDYMHD6aoqEjs4A4dOkRPTw/GxsY0NjYyf/58JBIJKioqBAcHiwnB/PnzefToEaGhoXh7e/Py5UsePnyIiYkJycnJ/PzzzwLbaGBgwBdffCH6+n19fUybNg1XV1cGDRpEe3s7qqqqwl725MkTxo4dy6RJk/Dx8eHo0aP8999/aGlpERISgpycnGgjFBYWCtDNq1evOHnyJOPGjRO3CDs7O77++msSExOxsrJCS0uLAwcOsGHDBmEzam5uxs3NjcmTJzNp0iSBYc3NzcXNzQ1VVVXu3LlDfX096urqKCoqCjKehoYGfX19onutra0t9tXv378nOjqalpYW9PT0SEpKYmBggLS0NJGiTkxMpKenh1evXhEYGMjgwYPF77Wnp4eYmBjRr5eR9iQSCWVlZeTk5LB3714RMgN4/fo1np6eNDQ08Oeff5KRkcHSpUtJS0sjOjqaiooKBg0aRFxcHMXFxcTExAi+fW5uLuHh4SxcuJA//vhDBAtzcnI4ffo0U6ZM4cGDB7x48YLr16/z8eNHsrOzef78OUpKShw+fJjRo0dTXFzMzZs3CQwMpLi4mGXLlrF79276+/t59eqVYOKnpqZy5coVPD09+ffffwXNrbq6GicnJ06fPk1GRgY3btxAXl4eDQ0NqqqqUFFRoaCgABMTEz58+MCSJUu4dOkSw4cPR1NTk9DQULy8vHB0dKSuro5Pnz5hY2MjAqoxMTGCtufr6yvCfW/fvuXly5e0t7ezYMECkpOTMTQ0pLa2Fg8PD0pLS1FTUxMXm+TkZCZMmMBvv/3Gvn37CA0NFWAnmRo2JyeH4OBgWlpa0NHRQVVVlZCQEGxsbAgPD2fSpEn8/vvvbNmyBS8vL2JiYli4cCEWFhZkZmayYsUKrl69KnzVWVlZImx2//59gcptbm4WlxMnJyeeP3+OvLw87969Izw8nLy8POrq6li2bBmTJk3i0qVLGBkZ4erqysqVK4mMjCQ4OJhbt25ha2uLqakpNjY2PHz4kOjoaMFhf/PmDbdv3yY3N5e2tjbS09NxdHTk3bt3nD9/XjgV6urqKCwsxMTERNAAi4qKmDJlCvfu3WPr1q2ijw7/szvKLgEyHfHBgwfZv38/q1evxszMDGtrayG5Umhvbz8YHR3N2bNnmT17NoMGDRJ7EVkS1s3NjQ0bNjBt2jQiIyNRV1fHwcGBbdu24e/vT29vL+Hh4dTV1QkKkMwI4+HhIcbdt27dQkFBgZUrV1JQUEBPTw9ubm58++23+Pv7c+bMGUEz8vf3Fw+OgoICkpKSUFRUJCwsjMbGRlatWkV6ejphYWEYGRkRFBTE9evXGTt2LBoaGqSnp6OhoUFpaamgRslsWXp6enz77bfY2dnh4+NDU1MT9vb2AmmXn5+Puro6bW1taGhoUFdXx8mTJyktLeX9+/ecPn2arVu3kp6ezvPnzzEzM2PdunXcuHGDsLAw7t27h5KSEikpKQwMDCCRSCgsLOTrr7/mwoUL4uE2MDCAkZERZ86cobm5WYD+X79+TUVFBTo6OoLKo6ioyPHjx0V1Z8KECRw4cIAbN27Q3NxMUlISXV1d5OTkkJubK9B2KioqnDx5ElNTU65evcrixYsJCgriyJEj/Pjjj9TW1hIfH4+TkxORkZH8+OOP+Pv74+LiwrVr15BKpYwaNYqdO3eyfPlydHR0iI6OFn1JBwcHwsLCUFNT47///hMn5QULFvDgwQMWLlzIvHnzKC8v59SpU2hpaWFgYMDIkSPx8PAQ6k4bGxvxIFq1ahX19fUYGxvT2trK6dOn+fzzzykuLmb27NkYGhoSFxfHmTNnuHPnDufOnWPr1q20tLSgqalJfn4+RkZGVFdX8+HDBxoaGujr6+P48eNERkaydOlSYUravHkzJSUlZGZmil21lZWV2OXKAn+3bt0SqflZs2ahra3Nhw8fOHfuHPLy8vj7+zNz5kysra1ZtWoVRkZGIklvZGSEoqIiWlpalJeXY29vT3R0NKGhoejp6TF+/HgMDQ1Zt24dZmZmwu/r6+uLpqYmjo6OODo60tfXx8DAAC4uLkIg4ubmJnSHEyZMEPWkd+/eERgYKBj3vb29XLp0iSdPnjB37lzevHmDnp4e1dXV6Ovrk5mZSXd3N/PnzycgIAAPDw/mzZtHc3Mz48aNIzY2Fjs7O/bt28fVq1dZunQpQUFBBAcH09bWhoWFBWZmZrS3t+Pn54erq6tIYG/evFkIImxsbPj2228ZGBjAw8OD3t5enj9/joGBAX/++SeZmZmsWrWKsLAwQUabO3cuEydOFJcDW1tbtm7dSnt7OxUVFXR0dHDkyBFu3rzJ5MmTcXJy4uuvv6a/vx8vLy+cnZ2JiYmhvLwcDQ0NsfZ68+YNgwYNQldXl2XLliGVSvHx8cHLy0s8UFtaWvjhhx9ISkoiJCQEFRUVNm3ahJ2dnWh/yFCq3t7e+Pn5cenSJW7fvs327dsFUz4/Px8DAwORTJbZDc+dOyfyCZqamiKvkZmZybNnz8jOzmbChAlkZmaycOFCduzYwYgRI9DV1cXd3Z2xY8fS2dlJT08Pra2taGpq4u/vj4KCAg4ODkyYMAGJREJycrJIbsvsaLL1zrx588SELi8vj/b2djGmlqmSZZOFR48e0dnZiVQqpbCwEHV1dTEhLSgowMnJSchCxo0bx++//05SUhIHDhzAy8uLFStWsHnzZtLT0/n06ROZmZm0t7ejr69PdHQ08fHx9PT0EBsby7fffsvWrVvZuXMnPj4+VFZWMmTIEIqKijh48CChoaEUFhYSGxuLoaEhU6ZMITs7m3v37rFixQqKi4sZOXIk6enpHDhwgNevXxMUFERoaChDhgzh5s2bzJ49m2XLljF37lxR8RszZgw3btxAKpXy/v17zMzMRND51atXzJo1ixMnTgiKZ1VVFatWrcLPz4/4+HgaGxv58ssvRQX2u+++o6amhq1bt3L9+nWam5vZtGkTjx49IiQkBC8vLyFtWbBgAT/88APPnj0TZL2ioiLU1dV59+4dCpcuXTqoqqoqKk8zZ84kIyOD9evXM2fOHPT09IiNjWXDhg1CWJCZmcmuXbsYNmwY2dnZXLp0CTMzM1RVVYmIiEBLS4sRI0bw33//sWvXLhYtWsSKFSuErk+2B7awsODAgQPY2tri5OTEX3/9xdixY7G2tub777/n4MGDTJkyhT/++IOKigrmz5+PvLy8EMHX1NSwaNEiDA0NycjI4Pr16ygoKNDV1cWMGTNEYV4ikeDr68vbt2+ZN28ekyZNory8nM8//5xHjx6xZs0aSkpK6O/vJykpiS1btnD+/Hn27NlDamqqAMh0dXXx+PFjERBLS0vj1q1bbNy4kVGjRpGamoqnpycbN24kIyOD4OBgUlJS+OWXXzAxMcHMzEx4xdeuXcuWLVtITEwUkgwnJydKSkrIysriw4cPhISEkJCQwJMnT0TavbS0lMLCQlxcXPjnn38ECnHx4sVERUVx69Yt4uLiGDNmDHfv3sXd3Z2EhASRApWl+6VSKW5ubqxdu5be3l5sbGyYPn06iYmJzJo1i507d4pQW3FxMatXr+bYsWNMmjSJGTNmCFB+W1sbhw4dwtLSEiMjIzZv3iw0kDY2NgwePJjGxkZWrlzJrVu3GDJkCG/evGHevHns2LGD7u5uXr9+DcDNmzcxMDAgOjqaefPm8euvvyKVStm0aRO3b99GTk4OVVVVkVw1NzfnzZs3qKqqUlhYiL29PSdOnODFixfMnTuXp0+fYmZmhpaWFhERETx79ozg4GAMDAy4e/cuFhYW3L9/n6tXrwp38bVr1+jv7xe318TERPLz89HX1xcVuvfv3wthib+/v+ioVldXC05+f3+/6LsaGBhQXFzMx48fWbJkCfv372fnzp1cvXqV0v+ny8zNzeW///4jPT0dU1NTjhw5wtatW/n7778xNTXlu+++o6qqimfPntHe3k5QUBBNTU3s3r0bGxsbLl++zI4dO8jMzOTq1atMnjxZ9EhlmZOFCxfi6+tLcHAw9vb2jBo1ipqaGuzt7VmyZAmjRo3is88+Q0lJCS8vL2Gimz59OoGBgRgaGnLmzBlRw5R12mUQCldXV6ysrMQoGhBWpra2NjFCtLe3FzhdfX19XFxcOHPmDHJycqipqZGZmcncuXOxtLREV1cXBQUFIaBITEzk6NGjQscaFBSEp6cn79+/F3UjfX19wsLC+Oyzz1BUVKSpqYnjx48Lkcjjx49FOO7Dhw88fvwYa2trjI2NKS0tZcyYMbi5uRETEyNqVLILRH9/PwUFBSQkJLBnzx6GDBki0vS3b98WAdQXL16wd+9ecfOSecKzs7OxtbUlPT0dJycnoqOjOXPmDKWlpSgrK+Pj40NLSwv//fcf27Zto7m5mZCQEM6fP09WVhY+Pj50dHTQ0NDAvXv3KC8vx9jYGAMDA1HDu3LlCkuXLiU5OZnc3FxBnuzo6GDQoEGcPn2aiooKJk2axP79+4mNjSU6OprHjx+Lm3ZWVhZDhw7lyJEjREdH8+7dO1FF7ejoYNSoUUIdKS8vz4IFC1i+fDmVlZW0t7ezevVqwQcfOnQov/zyC62trQwdOpR///2Xd+/e0djYSHV1Nd9//z3l5eWMHj2amzdvsnDhQr755hvRTQ4LCyM7O5vCwkJaWloEa9vV1VXArGQI2tWrVxMYGCjYAW5ubsTFxVFWVkZPTw/t7e3Y2dmRnJxMQEAAI0eO5Ny5czx+/Jjm5mZxsHZ1daWrq4sxY8Zw9OhR/Pz8KCoqEsCqxMREERjU0tIiKSlJMNlzcnKora2lsbGRZ8+eibqszBrp5OTExIkTRbB7586d6Orq8uDBA2JiYggODharqPr6ekxNTZFKpaSkpKCgpKR0cOzYsUgkEjQ0NJgyZQqWlpb88MMPNDU1sWzZMjo6Onj9+jUpKSkYGxvT1NTElStXxA1Q5sMtKipiwYIFZGRkcPLkSSZNmkRERAS9vb1MnDgRXV1dNm7cyIsXL4SIY8WKFQwbNoz29nasra0F8EJ20zQzMyM3NxcNDQ1BMnN0dOSPP/6gvb2dhIQE3N3daWpqorS0lK6uLt69e8fbt29pbW0lIiKCgoICbt68yfPnz8ULMT4+nq6uLuLi4sjOzqakpAQPDw+qqqp49OgR48ePp7KyksTERAIDA1FQUBB41uvXr7Ns2TKUlZXFCbe5uZm+vj62bt1KUVEROjo6vHr1StRinJ2dOXfuHC0tLYJ8NTAwgL29Pdu2bRMChefPn9PQ0ICioiKampp0dHTg7e1NU1MTY8eOZfjw4bi5uQm4xfz58yksLCQ6Olqwa/fs2UN4eDjHjx+npaVFjBLv3LkjHNZtbW2CHS8LNqWlpVFfX099fT0qKirk5uYKiUVbWxvJyclER0dz6dIlVFVVef36NTk5OVy5coULFy4IxV1mZiZSqZTDhw9TW1uLiYkJx44dQ1FRUVT03r9/z8yZM7lw4QItLS1kZGSIMJO6ujqNjY0sX74cc3NzNDQ0CAoKEgCW/Px8ASAZPXo0s2fPRldXFx0dHW7evMmGDRtITEwUpLr29nbc3d1FBaqpqUm8oQYGBvD19cXAwIC8vDw+fvzI+PHjxWt67969xMTEMGLECFatWiVekx4eHixatAgNDQ3mzZtHRkYGpqamJCcn4+Pjw99//42GhgZOTk7CTmdqasqkSZMwMDDAw8MDiURCQEAAkyZNwt/fH0NDQ8rLywkODkZVVZVr164xffp0Ojs7Wb9+PQYGBgQFBeHg4MCJEyfw8PBAR0eHjRs3IicnR2hoKA8fPuT+/fukpaUhkUiorKzE0dGRc+fO0djYKKYNr1+/pr6+nitXrhAbGytgM42Njbx+/VqAS2QHPpkz3cnJicePH7No0SIRhpo8ebLYEebl5bFgwQLxgCopKeH9+/dUVlYye/ZsOjo6aG5uZmBgADs7O5KSksShRrYXtLe3p76+XsiCHBwccHd3F51kf39/7OzsGDlypKh3jh07lsbGRqytrdHT08Pe3l4ctjdu3MhPP/3EihUrOHr0KFOnTmXx4sW4u7szbNgwdHV1KS0tpbOzEycnJyZPnkxDQwOvXr3i77//JisrC19fX2pra7GxsUFfXx9jY2NRHQsICEBTU5NZs2axadMmlJWVefToEVu2bKGrq4vJkyeLCtCECROYOnWqWG84ODjQ3NyMp6cnQ4cOpaenBy0tLTw8PPDx8WHixInMnj2brKwsTExMKC0tFTx8WZ2xsrISe3t7qqurBffb1dUVd3d3Zs6cyaNHjwgMDMTOzg5LS0s2b96MnJwceXl5tLa2YmJiIvzawcHBbNmyBRMTE9GAkE0xXV1d8fX1pbq6Wux0582bJ/IRVVVVjB49Gj09PTGpPHz4sGjJqKurM3ToUBoaGujt7RUNnnv37nHz5k3S0tIE6On69etUVlYSGxuLm5sbioqKtLe3c+/ePUxNTQVFLyUlhaSkJJSVlXF2diY2NpYrV67w4MEDamtrxarP19cXY2NjsrKykEqlNDc3c+PGDYqKirCyssLHx0eYHtva2mhoaKCuro7Hjx+TmZkpRtIyvPGWLVtobm7m5MmTfPr0CalUyrNnz+jr6yMhIYFDhw6JoLKysjJv374Vmafz589z5MgRHBwckEqlVFZWkpubi5GREfX19Whra1NbWyvCnlZWVty+fZvIyEjk/vnnn4GhQ4cycuRI4fY9f/488+bNIyEhAU1NTQwMDAR6b86cOYIXOzAwQG9vL69evaK7u5vFixfT2dmJl5cXmzdvxsDAgKqqKrq7u1FUVKSnp4euri4GDx7M8+fP2bRpE2FhYXR3d2NkZCRctLKTmKmpKQBNTU3o6elRWlpKdHQ006ZNo7e3FyMjI/FDtrW10d3dLZBx2dnZLFu2jJSUFEaMGEF0dLQw3+Tk5GBnZyeIU729vcTHx+Pq6kp6ejqampqie1haWioOF7a2tgQGBtLX10dubi6lpaX09PSgp6eHgYEBT58+FSdgGQ3q/v37bNy4UXhTm5qahMf6/fv34s3d1dXF5s2bSUhIwMzMjFu3bjFjxgwaGxt5//69oLDJeMEy/ndjYyMbNmygtbUVMzMz4uLicHR0FBUQGTlLKpViYmJCb28vioqKIuw1ZcoUWlpaaGlpobm5WVR9mpub8fDwYPTo0cD/eO9Pnz5lxowZ9Pb2UlNTIzSBdnZ2gvMr+5KBZ2QBGxm1Kzs7G01NTUxMTLhx4wZlZWXIycnR0NCAv78/ly9fFrucwsJCoRENCwsTI9fVq1eTkpKCo6MjtbW1ovOorq6OsrIyAwMDzJgxgwsXLmBgYCAY2UOGDGH06NHU1NSIPVpfXx8VFRWMHj1aKChlLmWZbz04OJiQkBBMTEwEKra3t5fMzEzKysowMjLCz8+PwYMHo6yszLVr17CxseHt27fk5+fj4+ODnp4enZ2ddHZ2cvv2bZydnQVFaf369SQkJPDq1StmzJiBsrIycXFxPH/+HA8PD3Jzc5k5cyaFhYUYGhrS2tqKjo4OL1++RElJSUBDXFxcSEtLQ0VFhffv3zN69GjGjBnDiRMnUFBQECpMJSUlRo4cycDAAGVlZWhqamJmZkZMTAw+Pj4MGjSI+Ph4+vr6kEgkAlsbHh6Ojo6O+LDy9fXlt99+ExrMyspKbG1tqa+vJygoiPDwcOB/Gs579+6xd+9eVFVVkUqlpKen09LSgpqaGoaGhqSkpNDV1cWXX35JdHS0cKLn5eWhoaEhoERHjx7Fx8eHNWvWsGvXLkxNTZk9ezY1NTVkZWXR3NzM0qVLKS8vJzU1VXyo7N27VxjElJWV0dDQEIdwR0dHCgoKUFRUZNCgQXh6elJZWcnAwAD//PMPnZ2dDB48WLz3ZeCVpqYmqqqqRNCyrKwMR0dHrK2tyc/PZ/jw4aIOKuNsy6xXr169wt/fn7a2NgIDA6mrqyMrK4tHjx7h5eXFtGnTePXqFYMGDRLTKtmYuaCgQLgQbG1tefr0KXPmzOHhw4e0traip6cn6JRKSkrs2rWL3377jZaWFjo6OtDS0sLJyYni4mI+ffrEtGnTxBTh/fv33L59Gw8PDz5+/IiVlZU4rMnMV97e3qioqNDS0gJAVVUVzs7O3Lhxg7lz53L58mU+//xznj59ipeXF9nZ2Vy9epUnT55w6tQp1q1bR0VFBRKJhIKCAmpqanBzc6OoqEgAZ5qbm6mtrSUwMJCqqioKCgqYMWMG9+/fFzkiNTU1ETKTeQB0dHS4fPkytra21NbWEhsby/HjxwXt7IsvvuDly5cYGxvz66+/IpFIOHDgAHV1dTx58oRx48bx77//Mnz4cMzMzEQtUJZRcnNz4+7duxgZGTFx4kROnDiBqakpgwcPRkVFhdbWVqqqqrC3txfEwQsXLrBp0yZUVFSQl5cnLS2Ne/fu4efnJ/ryMkaBtrY2qamp9Pf3k5KSwrp168jOzkYqlf6vETVjxoyDe/fuFcB7W1tbhg0bxl9//YWHhwdaWlo0NzeLUW5paSkWFha4ublx69Ytdu3aJYD7bW1tvH37FgcHB1xdXTEzM+Onn34SwJPJkyczbNgwBg8ezJ9//klaWhq//vorP/30E2vWrEEikXD06FGB+Vu9erVQn61evRqLtsWaAAAgAElEQVQnJyfGjBkjqkyNjY3Mnj2bH374gfXr11NSUoK3tzc2NjbU19eTl5cn6h1VVVU8ffqUjIwMrKyskJOTE07Unp4eoakcNmwY//zzD6tWrWLlypUcPnwYqVTKhQsXkEgkKCsr4+npyeXLl3n58iX29vbcvHlT0M6OHDnCnTt3cHR0ZOvWrYwcORJ5eXmSk5PR0NDgzZs3nDx5EnNzcyoqKkQ/eebMmWzbto3c3FwmT56MhYUFWVlZ5OTkoK6ujpeXF2fPnhVj5q6uLtTV1Tl06BBDhw7l0KFDPH36lHv37rFt2zYOHTrEvHnzOHr0KJmZmWzatInQ0FCioqIICQkhNDSU27dvExUVxZ9//klXVxcnTpzg3bt3HD58mGHDhnH8+HFUVFTQ09MTFYOPHz/y+vVrXr16xb59+9i5cydaWlpUVVVx5swZ1q1bx7Zt2+jq6uLFixcEBARw8eJF+vr62Lt3L4mJifz111+YmpoydepUamtrcXBwIDIyUtC0GhsbcXZ25vTp0+KgpKSkRGJiopCk3L59W+AO3717R3x8PAcOHGDOnDmMHj2aU6dOMWzYMIKCgoiOjkZBQUG8Hvr7+8VE4rvvvhOQh1GjRnHlyhWcnJzYt28fU6ZMESM+TU1NpFIpGRkZtLa2MnfuXJSUlPD09KSuro6kpCSWLFnC8uXLKf1/EhsXFxeUlJSYPn06RUVF9PT0UFBQgLa2NqtXr2bnzp1s27ZNKENlB5fy8nKR3NXU1GTJkiV0dXVx+PBhGhoaBOZ1zpw5jBkzhhkzZlBeXk5ZWRlbt27F1tZWBPgOHTpEYGAgU6ZMYcaMGYIK1dnZyePHjwWGU1a5OX/+PJaWlqxZs4bJkyfT1dVFcXExWVlZLFmyhP7+ftTU1IiMjMTU1JSXL19y8uRJsbMeOnSoSKmPGTMGVVVVFi1aJEh54eHhzJ07l+LiYmHwSk1NZc+ePaIuqa2tzfbt27l79y4fPnwgPT0dBwcHpk2bJhCvKioqrF+/nv7+flRVVdHV1aW1tZW3b98yceJEmpqaOHz4MF1dXfT19fH5559jYmJCSUkJVlZW/PzzzwL5mZCQgJKSErNmzSI0NBQXFxf6+voEBCc1NZX58+eLFoS9vT2VlZV0dnZSU1PDggULePbsGVZWVgQEBFBQUICNjQ1ZWVns2rWLiooKwsLCWLx4MTU1NRw4cEB4lUeNGsXVq1e5efMm69evx9PTE3t7ewoLC5k2bRrp6ekCHuTs7IynpyePHz/G0dGRLVu28OnTJ1JTUxk0aBDKysq4urrS3d3N/v37uXLlCtu3bxeXBVk4dtCgQeTn56OgoCAOcDt27GDt2rXi8KCgoCDyAh0dHUI3W1NTI4QaAQEBjBs3jubmZoqLi0WoLiAggBcvXnD+/Hnq6uoICQnB2tqaoUOH4uHhgVQq5fr165w9e5aGhgbxOmloaKCrq4tff/0VS0tL9u/fL2yMixcv5tKlS9ja2rJw4ULu3LlDRESEqGza2dkRFxcnQsMWFhY8evSIDRs20N3dLQyF4eHh4tlbVlYmAmpv3rwRBL/W1laSkpLYvHmzWCXJAD+ff/4548aNY+TIkSQmJqKrq0tiYqIYwaupqREcHExlZaXQZ+7bt49Tp05RUlIicj0hISHk5OQID/uOHTtEK0LWfmhpaSEiIoLc3FxWrlzJ77//jsKIESMO7tq1i7Vr13L58mWioqL466+/6Onp4eXLl5w6dQoDAwMuXbrEv//+y+vXr7l9+zY3b95k2rRp1NTUcPjwYVRUVDA0NBQyjyNHjgj+tIwrfvHiRXR0dIiMjCQ9PZ3S0lIWLVrEqFGj+Prrr6mtreX+/fuEhYWhqKhISkoKeXl5SKVSWltbCQsLE+X0kJAQqqur+fvvv1m3bh3d3d1cvnyZtrY2WlpayMnJQSKREBYWxvz58zE2NiY6OppRo0aJEZNEIiEzMxNFRUUqKiqwtrbm4sWLPH78mGXLlrF9+3bc3NzYv38/GhoahIeH09DQIG7V06dPZ/ny5UyePJmnT5/y22+/kZaWRlFREe7u7rS2trJq1SpcXFzQ0dFBTU2N58+fExAQQHx8PCYmJjg7O7N9+3by8vIYGBhg8uTJFBYWEhwcTHh4OLt37yYtLY2VK1eirKzMggULcHJy4tGjR9y/f58pU6awePFiVq5cydq1a/n/qDrvuJ73uH9fDbS0tDWVSDQkJKVddjYZ2XtvB0e2c2xybJ3IDqcQSklJiTaaiqYGpaFo/f64f9/3477/9o/i8/m836/X83ldcXFxJCUlsWjRIvLy8tiyZQv9+vVj8ODBTJ48mXPnzgkwR2NjI/7+/mzatIn+/fszbNgw2tvbxai/vr6exYsXExsbS0FBAe/fvxe/Xwm+cPXq1dTV1WFrawtA//79aWlpobi4mNLSUuEAnj17NlVVVUIQb2pqSmRkpAhr5OXlMWXKFB4/fszatWt5/Pgx586d4/fv3zQ3N2NoaCisN05OTrS3t9OrVy8iIyOJiori5cuXVFZW8uvXLxwdHZkwYQLJyckoKSmRlJTEhAkTaGxsFC96e3t7dHR0xJhu9+7dxMbGCqSmkZGRYIxLuviPHj3C09MTKysrXFxcKCkpwcbGhoaGBiE6kOy1nJ2dyc3N5eXLlyIbYWxszPnz52lvb6dHjx4i1FZeXo68vDxZWVls2rSJ8PBwrKys6NOnD/r6+uKj8/PnT9EnlZjG3Nzc8PPzQ0tLS8BAli9fTmxsLEVFRSLs+O7dO5YuXSpWF1ZWVjx69Ijg4GDOnj0rql+ScXn//v3FofHYsWNcv36dXr16CWvUqlWrGDlyJKqqqjx48AA5OTkRfJJU40JDQ1FQUCA+Pl68EH/+/ImWlhaFhYU8efKEiooK/P39iY+PR05OjpSUFPz8/DA3N+fbt29cuHABNzc3DAwMaG9v5+XLl/z+/Vuk7DMyMvDy8mLbtm3079+f3Nxc3rx5Q3NzMxEREcTExPD27Vvk5eVpa2sThqTy8nLi4uIwMzMjPj4eGxsb9PT0ePv2LZaWllRXV3P48GHGjRtHSUkJBgYG2Nra8uzZMxISEsTUSIJ4ff36NfPmzUNWVlZUmNasWcP9+/eF7c3V1RUDAwMCAwOxs7MjMTGRlJQUxowZw9atW8XPKOFcm5iYYG9vT2NjI3Z2dty8eVMEVnv06MGbN2+IiYnB19dXAH5+//5NSUkJKioqtLe3Iycnx8ePH3n16pWAzSQkJDBo0CBmz55NS0sLUVFR3Lp1i4CAAD59+oSKigrfv39n7dq1ZGdn07VrV9TU1Ghvb2fixIncuXOH3NxcMQGpqanhw4cPQne6ZMkSIiIiWL16NZWVlQKDXFlZiaenJ1+/fqWoqIjr168TFxeHlJQUXbt2pbCwkDt37mBtbc2pU6fQ0NBg7Nix5ObmCn6ApE7269cvwVp48+YNP3/+5OPHj1y4cAEVFRVcXFzEAV+CyF20aBEnTpwQFscvX75w6tQptLW1+fbtG1euXCEqKkrYFjds2ICZmRnl5eV4e3vz999/Cwrap0+fOH/+PDU1NWhoaKCgoMCpU6fIzMzEz8+PZ8+eUVNTI/wXTk5OXL9+nalTp9LR0YGtrS3V1dXs3r2b1atXA4gW0dixYykoKKCmpoasrCw2bNggOBoyM2fODLC2tsbAwECwwQsKChg+fDj29vbiY3b8+HH27dtHS0sLM2fOFCDzb9++MX36dFRVVfHw8KC4uFiA+k1NTZk4caIIf2hra7No0SJsbGzo3r0748aNY9CgQRgbG3P37l2ePn2KZDwvQUIeOXIERUVFPDw8yMvLw9XVlT59+hAUFMShQ4ewt7cXCddevXqRnZ3Ntm3b0NfX58iRI+zfv5+lS5fyzz//cOXKFdzc3Ojo6BD7iuHDhxMQECDGserq6ty7d48bN26wceNGMe6SMHU/fPhAYmIiM2bM+D/9cckHbMmSJSgpKREdHY2BgQFmZmbs3buXoUOHsmTJEhEy6tKlC25ubuKDPnLkSB4/fsylS5dwcnISD/qUKVOEtaajo4Nt27bx9etXbGxs2LNnD3PnzsXQ0JDW1lZOnTpFR0cHMTExLFu2jB8/fvDp0yf69+9PaGgo379/548//kBXV5fo6GgGDRqEtrY2e/bsYcOGDURGRlJZWcmcOXM4d+4cY8aMYf369aiqqtLW1sbatWt5+fIlcnJypKamcv36dXR1dQVYp66ujkOHDhEUFMTBgwfx8fHhwoULgvAVHx/PkCFDuHr1KidOnCAvLw8fHx9CQ0PJz89HXV0dOTk5Jk2aRFtbG69fv+bZs2fMmTOHxMREsrKy6NevHy0tLcTExFBdXc3IkSPx9vYWtpyPHz+Km9icOXPQ1tZm7969TJ8+ncTEREEUu3PnDpqammhra6Otrc3mzZuFNOHRo0diTzpgwAB8fHxE2GnBggXcvn2boKAgzp49i6ysLJs3b+b+/fsEBATg4eFBZGQkP3784OLFi6iqqgplaWBgIKNHjyYlJYUjR45QXFwsbF4ScY6VlRV///0369evJyAggIKCAiorK8Uu/tu3b/zxxx84OTlRV1fH6tWrUVVVJSMjg/b2dq5evYqZmRlmZmbIyspy8OBBIiMjuXDhAj169GDChAn4+Pjw/ft39PT0iI6ORkVFhf79+9Pe3k6fPn1En1RS0ezs7GTs2LFIS0ujqKgoQppSUlL8888/vH79WgQcJSufnj17IisrKzzdQ4YMEUGrR48esWPHDlFFSklJYezYsQwbNozq6mo2btzIvn37sLOzw8nJiaSkJNra2njw4AFDhw7F2tqa6upqBgwYQFZWFvLy8piamnLs2DFmzJgh3ALbtm0TNdTevXsTEREh8iapqakUFBSgoaFBXl4egYGBwrzl5uZG9+7dcXR0RFVVlcrKSnbs2MGHDx9QUlISB7l58+bx9etXEhIScHJyQkVFRbC0HR0d2b59u9A+amtrc/PmTU6dOiXSwj169BACJVVVVS5cuCAuH6ampgJmUlVVhaamphjnGxoaIiUlJQQr69ev57///qO4uBhtbW3q6ur4448/6Natmxhfnz17loKCApFUnzBhgmj1uLq6itDlvHnziIyMZPr06URERLB+/XqSkpJobm6moKCA9PR0cnJyUFFRQU9PTwTeVq9ezffv36mpqWHhwoWYmJgwZMgQ5syZg6+vL0VFRXz48EF08B8+fEhjY6O40UuELq9evWLChAnY2NgwevRoZs2axbBhw3j58qUgzikqKpKTk0NycjKxsbGUlZURHByMm5sbTk5O/Pz5k/r6ehwcHITX+tu3bxw7dozm5mZ0dHQICwtj6tSplJaWcurUKcFHiIiIoLi4GFtbWwICAvjnn39EruLOnTu4uroya9YsZGRkxDPo5eWFpqamyIdkZ2eLVoCBgQHv3r1j8ODB7Nq1i9bWVm7evIm3tzfnz5/H19eXq1evMmDAAEpLS8nJyeHy5cuiOg0Ii6SZmRkysrKyAUFBQaKKIMFNXr16FVdXVzIyMgSv1tvbmxUrVnD37l0GDx7M9u3b8ff3p7y8nOLiYiIjI8XpTZK0O3nyJGpqamhoaJCRkcH9+/cxMjKisrKS5ORkXr16JcJdEvZ1dnY2urq6WFlZUVFRIbylenp6REZGoqOjQ0pKCjNmzGD8+PGsW7dO3NI8PDx48+YNfn5+TJkyRdRXJGQcyYOjqqrKsWPHmDNnDl++fBHkqI6ODhECOHPmjFBnTpgwgUuXLpGamsqcOXNoaGggJCQES0tLamtr8ff3R0tLi+joaIqKisSN89KlS+KGLy0tzY8fP9DS0sLR0ZHi4mKGDBlCUFAQjY2NKCgo0Lt3b169esXWrVt58eIFM2bM4PXr11hZWWFhYSGYvtbW1jx48ECQ4lxdXdm4cSNlZWU8ePAAHx8fgaK8e/euCC+kpKSIm0ZISIiovrx//54vX77g6enJnTt3kJOT48iRI9TW1rJz506uXr1KY2MjCQkJwtjj5OTEnTt3uHLlCsuXL2ffvn20tbURERGBmZmZ2Enl5+fT0dHBixcvuHHjBjY2NkRERIj62IwZM0Q3OCwsjGHDhpGQkEB8fDwTJ05kxIgRYhxWWFiItLQ08+fPx87ODj8/P/755x8uXrzIpEmTRC7g1q1b6OnpiVqXvb09VVVVTJ06VZyK7e3tSU5O5vnz5yxZsgQzMzMUFBQwNDSkoaGB3r17c/z4cQICAjAwMGDYsGHs378fPT09tLW12b59OzIyMoKpf/z4cb58+cLw4cNxdHSkqqqK/fv3Y2RkRF1dHQ8ePMDDw4M1a9awdu1aUbf68eMHtra2xMTEsHz5cqytrWlsbGTixIlYWFiI1PmQIUOIiIjg5MmTYopz8OBBAejIzMwUfualS5fy48cPofhLSUlh8eLF2NraCrKWZDIgeZEfPHhQtBB69+5NWVmZ2NdKePyS56upqYmsrCxMTU1RV1cXFq8RI0agqqpKcXGx2A0fP36cAQMGEBcXx4IFC9i1axdxcXEANDU1oaSkxLNnz6ivrxdsdn9/f7Kzszlz5gy9evUiNTWVw4cPo6CggJ6eHi9fvhQyi6ysLLFDVFVV5devX1RUVFBfX8+lS5fERMfOzg5vb29Rt5k4cSLR0dFs2LCBjIwMvnz5IqZfkppaR0cHr1+/ZsSIEfz8+ZP379+zefNmiouLKSsrY9WqVbi6ulJWVoaSkhIVFRWYmZlRXV2NqakpGzduJD4+HmdnZ/r27YutrS0vX76ksbFRvG+GDx9Oamoq9vb2fPr0iatXrzJo0CAaGxtxcnISMCpfX19+//4tPO/h4eGMHj2azMxM8WL/9u0bGzZsYPXq1dja2vLw4UM6OjpEIKywsBBLS0vOnTsn7F0SOmVZWRmhoaFERkZy6NAhMVkNDg7m8OHDvH79moaGBjZv3sySJUswMjIShxYLCwvGjh1LSkqKIH/dunWLd+/eidVhamoqWlpapKen4+npSUlJCbm5uf8nTNq3b18MDAwIDQ3l69ev9O/fn4qKClRUVGhpaQGgtbUVExMT1NTUBGtf8n9EoqCtrKxEW1ubQ4cOYWRkRHl5Ofn5+SIQamxsjKqqKpcuXUJZWZmfP3/y7Nkz2traKC8vJzExUcDDXr16ha2tLdLS0vTq1YvMzExCQkL49esXSUlJpKWlkZqairm5OQ0NDYwdO5acnBwiIiLw8fEhICCAuro66urqaG5uZv78+ejr69OtWzdaWlpYuHAhPXv2FDd7R0dH7t+/j6ysLF+/fmX58uXExcURFRWFTG5ubkB5eTkmJibY2dnh6elJUVERt27dIjU1lRkzZvDw4UOGDx/O5cuXWbx4MUOGDEFOTo6BAwdSVlYmDFp2dnZC4RcSEsL79+9Zv369GKNLfvBfv34JhrXEva2mpiaUlElJSbS0tLBy5UpRw3FxcaGjo4OhQ4fy6dMnbGxsePTokUh//vz5k7Vr1/LgwQMSExPZuHEjT58+RU1NjZKSEgEmmDt3LoqKitTX17Ny5Upqa2sFPW3s2LHY29tz584dnj17JvbYO3fuxMLCQuwxJHahnz9/8u7dO1paWlixYgV9+/blzz//REdHBzk5OdLS0pg9ezZNTU18+PCBb9++0dTUhL6+PomJifj6+qKuro68vDxJSUkiYb9u3TqioqJ4/PgxZ8+eZcWKFcKVe+3aNSZNmiQ0hlevXuX69et8//4da2trDh8+zOPHj3Fzc2PlypUCjtDS0sL06dMBiIuLw9/fX9TpzMzM6NatG+7u7jQ1NeHp6UlWVhZmZmY4OTlRVlaGjY0NlZWVKCgocODAASZPnkxGRgaLFy9m165dKCoqMmTIEHr37o2NjY24jW7cuFEgESMjIzE3N8fR0ZErV64QHBzMzJkzWbZsGZMnTyY0NJRx48ZRWloqwBAxMTHk5uZSX18vpjcSk1a/fv1QV1fH3d2de/fuMWvWLHr27ImGhgbLly+nqKiIcePGCbqbi4sLDx8+RENDAw0NDebMmUNMTAze3t6EhYXx/v17srOz0dHREd3PzMxM1q1bx4gRI3jx4gXl5eWCwCYhagFUVFRw48YNlJSUsLCwQElJCWNjY65cuYKZmRlnzpzh/Pnz7NixQ9Q8JDmPDRs2MHPmTGbPno2SkhJDhw5lw4YN7Nu3j87OTpYtW4apqanAFkZFRQGQkpLCt2/fmDhxIpMmTRIo0zdv3rBx40ZOnTolELxNTU0imHXt2jU2bdpEXl4epaWlzJkzhydPnrBx40bmz59PfHw8ra2tREZGYmVlJXSS8+fPFzCL4uJizMzMGD16tFiLHDhwgL179xISEiIQpF27dqVv374kJiaioKDAunXr6OzsJD8/XzQirK2tWbRoEZmZmVy+fJldu3YxduxYZs2aha+vLx4eHsImGBkZyZ9//om6ujpSUlIUFBQwe/ZstLS0hHs+Pz+fgQMHUldXx6NHjygrK2PJkiViFB4TE0NYWBhXrlzh69ev3Lx5k8rKSi5evEh9fT1NTU3s37+fmpoaxowZg4ODAwcPHiQrK4t58+bx8eNHhgwZImQ3VVVV+Pr6ijplcnIynz9/5ujRowwePJjv379z+vRpMdWbPHky5eXllJSUkJOTQ2trK+PGjePs2bNkZmZy4sQJ7t27x+/fv8nPz+fGjRt8//6d6OhorKysiI+PJysri58/f4pA29OnT+nXrx8KCgqkpKQQEhLCiBEjkJKSEpAaiYKypKREHJhDQkLo2rUrmpqaKCgocPDgQfLz88nKysLf3x9bW1vGjx9PWFgYp0+fxsvLS7QQNm3axO/fv7GwsBATAU9PT9zd3ZGXlxeHw7KyMsrKyqitrRXNgKNHj3L8+HEeP37MxIkT6d69O58/fxamrhEjRgiT3L179/Dx8WHZsmUC3DJ9+nQGDhzIkydPWLJkCVOnTuXdu3e4u7vT2trK2rVr0dXVFeAdHR0dPD090dPTo1+/fujq6orLk5WVFX379iUjI4O5c+cyb948AgICiIiIYOfOnfj4+FBSUsKIESOIjIykurpa1JqbmprEBNHAwIDs7GyB4FVUVCQkJISdO3fS0NAgqJgbNmxg2rRpmJmZceXKFfT19ampqeHQoUPIyMiIf+uoqChUVFRwdXVl6NChNDY2InPgwIGAxYsXo6GhgZ+fH0FBQVhYWLBlyxaRErW2thZ9Omtra27fvi0kCxIi0qBBg2htbaW1tZX+/ftTXl7O3r17aWtro7q6mm3btrFp0yb+/fdfDh06RGtrq0DzycjIEBoaytmzZykuLiYhIYGoqCi2bt3KmjVrmDx5Mvfv36eoqAgTExP09fX58OEDjY2NeHt7s3TpUnJyckhPT8fc3BwpKSkBPWlsbGTPnj0EBQVhZGTE0KFD2bp1K/v27cPS0pJ79+5hYWFBYmIiEyZMoKysjJMnT+Ls7CyoOs3NzWhqaqKiokJsbCyPHz/mr7/+AhBoU4nH+dGjR3z+/Jk3b96wfv166urqaGhoYPDgwYIFra2tLbi1np6eREdHU1paSkNDA7W1tYwcOZKYmBhB3OrZsyc5OTno6OiwYMECVq9eTW1tLba2tuzatQtjY2OWLVtGeno6t2/fFmpEiYXm6dOnbNy4kaSkJBISEmhoaODkyZP06NGDs2fPYmhoKBLt3bt35+nTp+jo6IikuKOjIydPnhQjyKamJpYsWYKnpyfr169HV1eXadOmsXv3blauXElHRwdv3ryhsrKSoKAgNmzYwLNnz8jNzeXp06eUlJSIINaBAwfETjQ1NRVDQ0NR8ZKSkqKtrY2KigquXbtGQEAAv3//5vTp04SEhFBTU8Ps2bN5/vw5NjY2NDU14e7uzpo1azh58iTu7u7s27ePsrIyIiIiKC0tRUZGhsOHD3Px4kUWLlyIlJSUAFGEh4fj4+ODmpoaO3fuFD7gYcOGsW3bNlGxUlRUJD09nS1btuDm5iaoRF27diUiIgIXFxeCg4OFj3rZsmWUl5eTm5vL+fPnOXToEIsXLxa3y9bWVmprazl37hwAycnJDB48GBkZGfz8/DAzM8PBwQFDQ0Pevn2Luro6u3fvFj1sCwsLvL29kZaWFoG03NxcTp06xY4dOwQXfdiwYQKxWVhYyLBhw1i6dCkaGhrExcUxb9484uPj8fT0pG/fvpSVlfHs2TN8fHxoaGigra0NMzMzdHV16d69OyUlJUybNo13796J8f7ff/8tBDMLFiwgIyODlJQU4QVub28nIiJCWNEsLS3ZsmULPXv25M2bN+jp6ZGfn8/Jkyd59eoVnp6eZGRksHnzZnR0dFBRURE9ezk5OVxdXcnLy6OwsJAZM2bw6NEj/Pz8xId31KhRjB8/nqCgIOrq6sSOXUNDg5qaGoKDg/nrr7/YvXs358+f5+vXr+zevZvOzk6ioqL48OEDKSkpXL16VfDiJfv//fv3s2XLFn79+kVTUxPZ2dnMmDGD2NhYzp07h6GhIYaGhmRlZbF27VrGjBnDr1+/yMvLw8XFhaSkJGbPnk1BQYGobC1fvpz+/ftjYWHBpEmTePjwIVZWVuTn52NnZ0dERARpaWk4Ojry6NEjfH19kZOTo6ysTBwUJMhOLy8vZGRkGDlyJBcvXiQmJoampib+/fdfEhMTmTx5sqgmJSUloaCggKOjI4sWLaJ79+6cOXOG1atXi6rm+vXrAdDS0kJNTY1Bgwbx8eNHIU7S0tLC0tISY2NjQkJC+PjxIzExMTg7O2NiYsLixYsJDAxk5cqVrFixgrlz54rDi5OTE4A4hEnehY8ePeL8+fOoqKgwfvx4lixZwr59+7C1teXAgQOCBFZRUSFG2paWlmRlZZGRkcHz589Zt24dOTk5GBsb4+rqCkBbWxszZ85EXl5eMPx3794tSJseHh4UFRUJcJimpiYVFRUkJCTg4rwYdTUAACAASURBVOLC6dOnKSgo4OjRo3z58gUzMzPS09MF+Ojo0aNYWFiIy62Ojg5z5szhxYsX2NvbCzpcly5dmDZtGnv37mXVqlVCCSpZm0omCkeOHMHf3x+pJ0+edB49epQXL14wZ84c3r59y5QpU+jSpQsnT55k8ODBNDc3Y2xsLEZNEgm6hYUF+vr6SEtLi8DL9+/fiYyMZNGiRUhJSbFy5UrS09ORkpIS+5Xg4GBu3LjB1atX8fDwoL6+HnV1dV68eMHo0aOZNm0ajo6OyMnJsWvXLtLS0hg4cCAVFRXs3r0bAGNjY8rLy9HX1+fFixeYmJigrKxMdnY2MTExYrwkCRrt2LGDw4cP4+rqyoMHD5g9ezaOjo6oqKggJSVFTEwMw4cPJz4+XtRzFBUVWbVqFcHBwYwbN46amhrU1dUJDAzExsYGOzs7Ecjq7OzE2dlZBOtaW1vR19cXZK6DBw9SWFhIdnY2VlZWbN26laqqKjQ0NPjrr7/EXlpDQwMbGxtu3brFqlWr+PLlC+np6ezfv5+UlBRevHiBoaEh48ePR05Ojrt37zJlyhRRp1qzZo1I5Gpra5OWlsbBgwfFn1tbW1NbW0txcTEjR47k5cuXHDhwgG7duiEnJ8eoUaPw8vIiLy+PzZs34+TkJFRzjx494smTJ4LnLMG+vnr1Soyv3r9/z44dO8jIyCAxMZGlS5cK1nJra6tgdG/fvp3y8nLU1dVRU1MjPDycAQMGCHNScHAwKioqdOnSBWNjY+Tk5JCWlub79++UlJTg5uZGUlKSCBPV1NRw4sQJpKWlhYu8s7MTOTk5SkpKKCoqEget58+fs3btWuLj47l27RrDhg0Trm5ZWVmysrJ48eIFmpqa6Ovrc+zYMTIyMkhPT2fq1KloaWmxa9cuUXlrbGwUKtiysjLGjRvH4cOHcXFxobGxUegMJXtcyYiusLCQZcuWER4ezrhx48jPz6ekpIRnz56JTETXrl1Fbau9vZ1Xr15hb2+PsrIyampqSEtLU15eTlJSEgMHDiQqKorg4GCys7O5fv06Hz9+BMDDw4PLly+TmpqKt7c3KSkpbN68mfz8fN6+fYuKigq9evXixo0bDB06VHwMkpOT2b17N1FRUVRUVGBkZIStrS2fP39GRkaGxMREpk2bRnR0NF27dmXmzJkoKSlRUlJCfX09ampqjBgxgo6ODk6fPi1840ZGRsjLy7Njxw6GDBkinM7m5ubs3LmTc+fOkZOTg6mpKU+ePGHGjBkUFxeTmpoqcJl9+/YlLy9PIGHDw8OFsCc+Ph5fX18ePXrEpEmTBLP7x48fuLq6CjmQpM5ZVlaGgoKCGNP37t2bfv36ic7+xIkTuXv3Lubm5rx9+5bExET69OnD27dv8fb2pry8nOzsbKSlpfny5Qvjxo0T3WyJUCU1NRUVFRUqKysZMWIESkpKIk1cUFCArKwsR44c4e3bt/z48UN84MrLywU8SMJk+PTpE79//6a+vp6tW7eyd+9edHR0ePz4Ma6urnz79o2//vqLoqIi4ZSXIHHv378vkKfdunUjIiICNzc37t69y6RJkzh69CgODg5MmDCBbt26kZycjKenJ79+/SI9PR1nZ2dycnIEGU1JSYlx48bx8OFDlJWV6dmzJ127dmXSpElCHStRwJqYmBAYGCh60JWVlaioqLB48WIOHz4sPAGrVq1CVlaW69evM3jwYPr3709iYiKenp5UVFQIupsE/3nz5k1RGezbty+/fv1CTk6OKVOmkJaWRmxsLIMHDyYvL48uXbqQkJCAnZ0d69ato729nS1bttClSxchtenVq5c42CYkJIh8zJQpUwTStFu3bkhJSZGZmcmgQYNEDdPc3JwTJ06waNEiWltb6du3L2FhYTQ0NAjF8/8ORj979gx9fX0CAwORkZGhqakJVVVVnj9/jqKiorAzamlpITN37twAHR0dwsPD2bNnD9euXcPGxobXr18Lo1ZdXR2enp58/PiRsLAwgoODGT58OEOHDhVpPYm0wMvLC0dHR8zMzGhvb2fMmDECH/j48WNyc3NZvnw5R48eJSwsjN69e1NfX8/58+exsrKiqKiIOXPm8PLlS8rKyqisrMTKykrAIdzc3CgvL2fWrFkC+aiiokJzczP29vY0NDSgp6fHn3/+yYcPH1i5ciUGBgZMnTqVQYMGCTuUrKwsBQUFaGtrc/bsWfr06UNUVBRKSkr07duXFStWcPHiRVRUVES9qqioCGVlZa5fv05tbS2vX7/m0KFD6Onp8evXL2xsbMQoS5L0TElJESesvLw8vL29+fXrFx0dHaSlpSEjI0NkZCQmJiY4Ozvz9etXQkNDOXXqFIWFhQK3euHCBfLy8kQ39N27d2RlZbF+/Xp27txJcXExoaGh+Pr64u3tja+vL5cuXeLt27dYWFhQXFyMmpoaDg4OjB8/nqioKMH9bW5u5v79+2hrazN//nymT59ObW0t27Zto6WlhXPnzuHj44OtrS2LFy8WmrjExETs7Ozo2bMnixYtYvbs2WRmZv4fGpK9vT2bN2/m1atXvH37FmdnZ6FAtbCwoK6ujrS0NFRUVASe0MbGhi9fvmBhYUFBQQGamprcu3cPS0tLgoODWbx4MUpKSkJPV19fT3BwMIWFheTl5ZGXl8f9+/fp06cPhw4dErpMTU1NUlNT6dGjhzj4DBgwAFVVVaFxffjwIQYGBiIlXlxcTHp6Ov369SMnJ4dTp04JNGtbWxtnzpzBz8+P9evX8+nTJ8GRDg0NRVVVlfT0dLHfvHjxIsnJybx//17sfwHev3/P8ePHyc7OJi8vD2tra2JjY9HT02PdunWoqalhaGjIgwcPUFBQIC8vD2dnZ7KyssjPzxcMcSsrK2Gf6ujoEKO30tJS6urqhOqyR48eNDc34+3tTUNDA15eXpw+fRo7Ozv+/vtv7OzsOHDgANnZ2Rw4cICmpiZmzpyJmZkZnZ2dSElJYW5uTltbG8eOHSM6OpofP37w559/MnDgQIEqlSAib968KXrbtra25OfnC3bB7Nmzhfhm+vTpaGhoEBUVhYuLC79//6a6uprAwEDa2toYO3YsqqqqjBkzhqamJvG8mJiYoKCggJWVlRC1BAUF8fPnT44dO4a+vj4/f/5k/fr1KCsr09DQQFFRETNmzBAAEDMzMzZu3Iiuri66urrMmTMHGxsbtLS0OHjwINOmTWPUqFGkpKSwZs0aFBUV6dmzJ6ampjQ0NFBWVsbNmzextrbmn3/+wczMDH19fQYPHkxCQgL29vY8ffqU0aNHU19fz6hRo6irq2PZsmXcunWLrVu3Ym9vT2hoKPb29mzcuJEFCxawb98+0tPTKS0tZcCAAZSUlNDQ0IC8vLzIJkRHRzN58mRGjBghPhhlZWUUFxdz+/ZtjP+/4/qPP/4gMzMTY2NjAK5du8bUqVPFqmjatGkkJyczaNAgTExMCAoKwtPTE11dXXJycnj27BmxsbHIy8sL/kVISAj+/v6EhYWRkZGBq6srO3fuZMyYMURFRXH69GkyMzNFuv7ChQuMHj1aSJUOHz5MR0cHEydORFpams2bN+Pm5oauri7Nzc2sW7eOoqIi8vLyWLp0KVVVVRgbGxMcHMygQYMEbMnU1BR5eXlGjhzJ58+fMTExoVu3bjx9+lQ4sG/evEmvXr0oLy+nX79+KCkp4e/vT2dnJ1VVVTQ3N9OtWzdu3rzJgwcPSE1Npbm5WQCu8vPz6ezsJCQkBGlpaaKjo3F3d2fevHkEBQWhra2Np6cnkZGRKCsrU1FRQWBgIMnJyaSnp1NVVUVdXR2jRo0iNTWVkJAQ6uvr+fnzJ4GBgQwbNoz4+HgBGzI0NGTWrFmkpaWRlpZGR0cHMvPmzQt4/PgxsrKyLF++nPz8fBwcHPDy8qJHjx6cOHGC48ePCyn4mDFjmDJlCj4+Pvz69YuUlBTWrVtHQ0MDpqamZGZmsnPnTvbt2yekDuvWraOtrY3S0lKBpuvfvz++vr7CPNTQ0IChoaHg5lpbW9Pe3i4CISYmJowePZrw8HDWrFnDtm3bCAwMpLq6mlGjRlFZWcnq1asJDg7G399fhGAaGhowMDAgPDycmTNnin5qVlYWAQEB+Pr64uPjQ25uLkZGRri6utLW1oaDgwM2Njbs3LmTXr16MXLkSJYuXSpuRSkpKQwZMoSePXuir6+PlpYWNTU1zJo1i9jYWCF6aG1t5fv37yxdupTo6Gja2trIysqid+/e3L59m/79+wsji+Rk5uXlJWofEnauBCCvrq6Og4OD6C37+/uzc+dO8vPzycnJwdDQEAUFBV68eMGPHz/w8fGhuLhYuH7l5OQAGDRoECNGjMDc3Bw7Ozvmzp3Lu3fvsLW1JSwsjJUrV/Lq1SuhhHvx4gVpaWk8ePAARUVF3r59y5kzZ8jIyEBTU5Pz58+TnJyMiYmJIBkNGDCA27dvU1JSwpw5cxg1ahQ2NjYADBs2jLy8PKSkpIQA5eLFi8I+VVZWRmpqqqCQKSgooK+vLxzhnz59EojTWbNm4eLiQlhYGMrKyujq6uLr68vXr18FIENTU1OYfgoLC+no6MDKyoq3b9+SmZmJkZERtbW1lJSUiHBgQ0MDDx8+xNTUlJqaGkxNTfn+/TujR48WD5uMjAzv3r3j3bt3ODk5kZWVRVpamviYyMnJER4ejoqKCubm5hQWFhIXFydCMXJycmRnZ7Np0ybRB46JiUFaWlqkVRsbG7l//z6zZs3ix48f2NjYYGpqypAhQ/j3338FqCc8PBwZGRmmTZvGkydP0NbWZtu2beKgm5KSQmlpqeAFJCYmoqamRlVVFV5eXqSlpZGenk5MTAxWVlaEhoZy+fJlnJ2dmT17tuCCnz17liNHjlBVVSVWTBYWFoSGhlJaWsrVq1cFUKlLly54eXmhrq7OjRs3uHz5MgUFBdjZ2bFlyxZkZGSwtrbmwoULpKSkiJrn+vXruXLlCi0tLfTu3ZurV6+ye/dusrOzxZpNwsiXTP4OHTqElZUVhYWFFBQUUFVVxT///CM4ASdPniQ/P19YzfLz8+nTp4+Q8ERERJCfn8/du3cpLy9HTU2NP//8UyCXL1y4wLdv37h06RK+vr6sXbsWS0tLEVK6evUqurq6eHh4ICUlRXR0NImJiezZs4cnT56IlZlEKuLu7s67d++4d+8epaWlNDU1YWtrS3BwMNra2igrK7NmzRqqq6sByM/P5+LFi8yePVvstpcsWcKQIUM4duwY79+/JyYmBmNjY3bs2IGTkxPnzp0jPz+fo0ePsmnTJl69eoWPjw8nTpxATk4OXV1dZGRkBGLV0tKShw8f0qNHD1xcXJg0aRIKCgrU19fj4eHBnj17aGpqwtLSkn379hESEsLUqVORlZVl//79xMfH89dffxEYGEj37t1JTU3l+/fvBAQE0NDQwPbt29HQ0KC0tBRZWVkSExMpLy/H19cXExMTFBUV2bdvH7t27SIiIoLm5maSk5NZtmyZmIq+efOGkSNHMmjQIDQ1NenatSvjx4/HwcEBBwcHATFau3YtYWFhAja1ZMkSUZOqrKwkMTFRsMvV1dVZvXo1WlpawlcueQ906dKFvn37Ym9vT1lZGb6+vowbN4558+YhLy9PZmYmqampHDp0CHd3d0aPHi3e++vWraNnz55MnTqVT58+MXToUJydndm/fz/Pnj3jzZs3LFy4EC8vL9zd3XFxccHc3Jzfv3/z33//4efnx/Xr17l27Rr//PMPMurq6gFfvnwhOjqaly9fsnv3bhITE0lMTKSuro6UlBQ8PT1ZtWqVuJ6/fv2aJ0+eMGXKFIKCgsjPz+fEiRN4e3sjLy/P9evXUVBQEOq6yZMnc/78eZqamnB0dMTU1JSMjAyx52tsbGTkyJG8f/8egP3792NqasqtW7dQUVFh3rx5Am8pLS1NVFQUcnJyTJ48mcGDB5OUlMS4ceMIDAxEQ0MDWVlZXr16Rf/+/cnLy0NNTQ1NTU0qKyvx8vLiw4cPODs7M2PGDA4fPkxZWRlBQUHExMSQmJgo0oVPnjzh33//JTIyUiQYu3btKnabLS0tJCUlYWZmRq9evcSIKSsrC0dHR2xtbXn16hX9+vUjMzOTpqYmUfh/+fIlPXr0ENape/fusXjxYn7+/MmqVavQ1NQkLi6OyZMni/CLjo4OL1++5NevX4IHHh8fL5B4OTk5hIWFsXjxYrFTf//+PfPmzRP0s6SkJMaPHy/cvaWlpTQ3NzN16lQhDlBTUyM9PZ3v379z9OhRMjMzefv2LWpqavz+/Zuqqqr/weRJSREYGIi+vj4DBw4kPDyc4uJi5OTkGD16NOnp6UyZMgVnZ2c6OzvJyclBS0tL/H7Hjx8valg/f/5k6dKlfPjwAXd3dzHilbx8LS0tuXHjhqCnxcXFsX37dhYvXsy3b9/w9/cnKipKVIEMDQ1Fwl/S+bx06RIDBw5EU1NTVF5iYmJ4/fo1V65cwdnZmZKSEiHbWL58OampqVRUVNC7d29BwVNQUGDv3r0EBQWxe/duevfuzfDhw/H19aVLly7k5ORw7NgxPn/+TGxsLCEhIXz48AEvLy82bdokONuSfvfXr18pLS1lxowZdHZ2MmTIELy9vQEoKipCTk4OSTD027dvuLi4MGHCBH78+IG1tTUvXrwgJSWFQYMG4eXlJTInERERIigoqX4ZGBjw4cMH6urq8PPzw8DAgAMHDtDS0iJ0uA0NDZiZmREZGSnyD//99x9r164V1itFRUW8vb1ZuXIl169fx9HRkbNnzwola0BAAE+ePCE9PZ0zZ87g6emJhoYGioqKfPjwARkZGT59+oSDgwPV1dXCN/zjxw+6d+/OpUuXmDNnDo6OjoKv4OjoyH///YeysjLFxcVCTlJSUkJlZSWTJk0SEJ3IyEi2bt3K+/fvMTMzo6WlhdTUVMaMGSMqqhcuXGDZsmU8efJE7DElWNqoqCi8vLzw9PSkS5cuaGlpMXr0aGbOnMnatWvF39vIyAgvLy+UlJRYvXo1ly9fZvLkyUhJSTFp0iTc3NzYvXs3/fv3Z82aNSxevJi5c+cyffp0ampq+Pz5M3PmzCEuLo61a9fS3t5Ov379cHd3p7GxkYyMDCZPnsysWbNYvXo1oaGhYgcrUZT26NEDZ2dnYY1ycXHBxsYGExMTLl26RGVlJXZ2doSFhVFeXs6CBQtEd1hSw5SRkSEmJoa4uDi6du0KQK9evdi1axejRo3i3r17KCgoUFhYKFLMPXr0YM+ePairq5OXl0ddXR0PHz7kypUrLFmyBCcnJ1asWEFLSwtr164lMDAQBQUFsrOzGTduHM+ePWPEiBHMmjWLu3fvinyNJAinra0tMjMSeJS9vT1mZmYCI33u3DmkpaVJS0ujV69ePHnyhAsXLhAfH09KSorAV9+5c4fi4mJ8fX2xtbXFzs6OgQMHUlpaysmTJ0XQWdIDb29vR0pKiiFDhmBlZcW1a9dEPUxil5RkVGJjY4XYqbS0FHd3d6ZMmcKPHz+Ii4vjzp072NjY8ObNGwwMDLh586bISeTm5lJWVsbhw4cpLi7mwYMHvHr1CgcHBzFK79GjB1FRUYSFhSGTmJgY4ObmhrOzM0+ePOHKlSvo6upiZ2dHa2srw4cP5/fv3xQXF+Pn50d5eTnLli2jtLRU1Cv+/vtvfHx8mDx5MsnJySgoKLB9+3YUFBRIS0tj+fLlTJ48ma1btwpmdk1NDQcPHqSoqIhNmzbRt29fnJ2d6dKlC3/++SefP39m9uzZeHh4sHr1ajw9PZk5cyYhISECl6inp4eZmRmOjo7ihWhubk5HRwcGBgb4+vqKEE16ejq/fv0SfUBlZWX27NmDr68vX758EUo0IyMjFBQUeP/+PY2NjXTp0oWWlhbhmh05ciSnT59GSkoKeXl5AK5evcrKlSs5e/YsqamppKWl0adPH0aMGEFJSQlr164lODiYpKQkgXStqKhg0aJFPHnyhKCgIK5fv05OTg6KioqEh4dz69Ytampq2Lt3L97e3ty5c4fAwECBu2ttbWXq1Kn06NGDxsZGMZ4rKiqiS5cudHZ2cubMGT5//oyysrI4ZL1+/ZoXL17Q1NTEf//9h5GREXfu3OHo0aOiAqanp0fXrl158+YNt2/fZtiwYeJ34u7ujoyMDPb29hQXF2NjY0OfPn04cuQIT58+paqqimHDhlFbW0tUVBRlZWWYmppSXFyMuro6+/btw8nJialTp2JtbY2LiwvPnz8X2NjCwkJu3LiBrq4uHR0ddHZ2snr1au7cuYOioqJAumZkZDBo0CChv4yPj8fOzo7U1FQKCwvJzMzE39+fpqYm+vXrR1JSktADdu/enbi4OGpra8nOzubatWt0796d4cOHi16npEtZUFDA06dPMTY2prm5mfr6esrKykhISEBfX5/4+Hi8vb3JyMigtraWuLg47OzsqKys5OTJk1haWhISEoKKigoHDhwQutb8/HzRiZWkmSWhp6ioKP7991/U1dWpr6/n6tWr1NTU8Mcff+Dp6cnp06eJjY3FwsKCfv36YW9vz9atW1FSUqKzs5NTp05haGiIra0tHR0dGBkZcf/+fRoaGrC0tOTFixdoa2tz//59unXrhrGxMerq6jQ0NKCtrS2aHj179qRbt27s3LkTf39/kpKShCjBxsaGzZs38/PnTx49ekR+fj5Dhw5lwoQJhIaGYmxsTG5uLo6OjmRnZ1NRUcGAAQM4deoU8+fPp6mpCWlpafLy8vj+/Tv37t2jW7dueHh4kJSUxIoVK8R6qqOjA2tra9zd3cnMzGTChAmoqqoSHx9PTk4OI0aMwMTEREhHvLy80NXV5evXr2hqaopDX9++fRk+fDgODg60tLTg6urKuXPnGDRoEFFRUVhbWxMdHc2kSZMwNjbm+vXrXL58GQ8PD2HFk+gcGxoacHBwoKOjQ5icqqqqcHJyorGxkU+fPuHq6kpAQAAWFhaEh4eLWtyUKVOYPXs2ffv2BSA8PJxhw4bx7t07rKys0NXVZffu3YwZM4Zv375RXV1NR0cHgwcPxs/Pj+TkZEpLS7GxsRE6yhs3btC1a1d0dXVxcXEhPz+f3Nxcpk6dyowZMzhx4gTq6uooKirS0dHBwoULWbx4sQj5aWpqYmpqSlZWFt7e3lRWVmJmZkaPHj2IiIhAQ0OD1NRUvLy8qKmpQUdHh5iYGGpqapg4cSJdunRBR0eHv//+m2vXrjF8+HCBQlZUVOTZs2coKCgIwlpKSgpBQUGcO3eOkSNHYmlpycCBA1m4cCGysrJ4eXkxYcIEVFRU6NGjB3V1dXh4eBAeHk5lZaUAA5WUlKChoUFhYSF1dXVCGVxfX8/48eOFjcvY2JhVq1aJ9dCvX79YtmwZ3bt3Z8GCBejq6hIeHk5nZyfjxo2jZ8+ehIaGoqioyMePHxk7diz3799n4cKFIrhoZ2fH06dP2bt3r6A3btu2TVSHJcAdCVdfTk4OExMTTp48iZ+fH6qqquzcuZNx48YxceJE0tPTMTIywsrKSvA/JB4NKysrBgwYgExUVFRAbW0tMjIyREdHk5qaip6eHnV1dbx48YK8vDyMjY0xNjbm+/fv3Lx5E19fX37+/ElVVRVubm7cunULa2trjIyMcHJyorOzU0gVQkND0dPTw9zcnKNHj5KdnU1gYCC+vr54eXkRGxtLbW2tCIKEhYURERHBu3fvyMzM5PXr1zx8+JBbt26J2oCOjg4TJ07k/fv3lJaWsnLlSlatWsXt27fFvuD169cCXH/w4EHWrVvHlStXSEpKoq6ujpKSEpSVlTl9+jSFhYVMmjSJ2tpajIyM0NXV5dq1a0ybNk3cpCUKwtraWjZv3ixehBKqT2xsLNu2bRPo1dbWVkJDQ8nJySEpKYlt27YhIyODtLQ07e3tuLq6CtHG7t27sbe3p7OzU/RtMzMz8fT0RE1NDXNzc1JTU8Xof+HChTQ0NBAZGUlQUBD9+vXDxMQEQ0ND5syZw5o1a5g1axZycnJs2bKFFStWEBQUhJaWFj4+PhgYGNC/f3+ysrKYP38+3bt3FxSzixcv0tHRwcWLF8nMzBT7aRMTE1pbW1m1ahXa2tpijCTx+/r6+mJlZSVG6DNmzBAWovr6eoyMjAA4duwYCQkJ3Llzh1u3blFQUMDQoUNZvXo1S5Ys4ebNmyxatAhra2u6desmeqvGxsaYm5sjLS3Np0+fGDlyJP7+/lRXV9Pe3o6GhgZfvnwR646LFy8SEBCAsrIyT58+JTo6WrwcjYyM0NLSwt3dHTU1NZydnfH29qZfv34i0KakpMTcuXNRVlZGXV0dVVVVAVVYtmwZ0tLSmJiYoKGhQW1tLffv3xfhwYyMDNzc3Hj48CHR0dFs3ryZhoYGXr58ydy5cwU3f926dbx//57q6mpMTExwcXHB0NCQ+vp6gUO0t7cHwNPTkydPnlBWVoaTkxNdunTByMgIGRkZgoKCBDHt4cOHjB49mo8fPwr04pQpU+jXrx8jRozg+vXrDBkyhEuXLomecX5+Pt+/fwcgISFBBBEl0B1zc3Phfba2tmbKlCk8f/6cMWPGcOXKFRYsWMCOHTtISkoiJyeHhoYG8vPz2b9/Pw4ODgJ+0atXL9zc3Bg2bBi7d+/G3NyctWvXCp65RLiirKwswp8PHjwgKCgId3d3tLW1uXbtGlZWVpiZmfH8+XNevnxJcHAwycnJ3Lt3jz59+nD//n08PDx4+fIlffr0oaKigrq6Or58+YKCggKVlZXIy8sL21P37t1RVVXl69evgvYWFhYm8iDdu3cX74cVK1YQGBhIe3s7AwcOZNWqVVy4cIHhw4cjLy8vArKvX7/m3LlzDB8+HE1NTc6ePctff/3F1KlTRaJfcjkwMjKiubmZkpIS9u3bR2BgIBs2bOD48eOoqalx9OhRHj16hIODA2ZmZigrKwufwujRo5kwYQLxaxiFEgAAFxRJREFU8fGCCDhkyBAOHTqEk5OTUKa6u7uzdetWampqqK6uFinsAQMGEBMTg4yMDG1tbVhaWnLo0CHKysp4+PAhhw8f5suXLzQ2NmJgYEBMTAwXL14kKSmJxMRExowZI1Z82trafPr0SUhc4H8MfBKr4v8mzxUXF1NQUICenh6Kiopoampy4cIFUTm0tbUlPj6euLg4PDw8OH78OPHx8WzZsoXu3bsL5a5EHCUnJ0dlZSWHDh3i6dOn/Pfff0hLSyMnJ8eBAwcYOHAg8+fPx9jYGAUFBXHo+P37N52dndTU1GBjY8Py5cvZu3cv9fX1GBoaMm3aNKZOncq6devIzc1l165d4vY9b948kpKS+Pjxo1jfbd++nV69eol1lkT9vH//fqZPn46rqyuPHz8mNjaWAwcO8Pv3b0aNGiVcHpLamZ6eHvfv38fKyors7Gyys7MxMTFBxs3NLSAhIQEAJycnsrOzuXDhAr6+vjx//pylS5dy8eJFcQr29/cnLS2NkydPkpeXh5OTE48fP2b//v307NmT5uZmXFxcWLJkibBJHTlyhNu3b+Ps7Mzdu3fJzc1l7NixlJSUkJCQQHJyMlOnThUeWMnJcdiwYSKJV1FRwZgxY/j48SNv375FQ0MDd3d3Tp48iZmZGRcvXmTs2LG8evWKvXv38vXrVzo6Oujbty+TJk0S+9dr166hp6fHhAkTyM/PZ+TIkTg6OvL48WO+fv1KRUUFfn5+jB49WgQAZGVlMTExobKyUvQeq6urycjIwN/fn2PHjjFv3jyqqqqYMGEC/fv3Z9++fQJiP2DAANatW4eOjo6oy/3111/U1NQwevRoAM6cOSPSt6qqqqxcuZLbt2/j7u5OSUkJvXr1Ejq7xsZGVqxYgZubG56enlRVVVFdXc2mTZu4f/8+PXv2JCEhAQcHB27evMmZM2eQkpLCz8+P6Oho9PX1uXLlCvLy8qxZs4bMzEzc3NyYMGECcXFx6OjoEBgYSGxsLGlpaeTn53P8+HG6devGnj17RIjk7du3VFVV8f/6OtOoJs/8DV8JgaAYEQibbLIbBUVEKxjBAm5oKXRcCniUjlXquIxVHJdqpy22WgerrTrteKaDtnZsLZUzUtSqKCCoxAUDCmoqmwRECBgMSFj/H+bkOWe+/PnO4XAg7/O8v999X1draytubm4cPHgQFxcXTp48yeHDh3n33XdRKpW4u7tz4cIF7t69y4YNG8QeubCwEK1Wy5QpU3jjjTdIT09n1apVyOVy3NzckEqlmEwmiouLGR4epqmpiczMTAYGBmhoaODq1avMmTOHFStWcOjQIQGTsbKyIjs7m6GhIRITE7l8+TLJycm0tLQgk8kwGo2kpqYyMDDA/v37SUxM5ODBgwwMDODn54eVlRUKhYIrV65gb2+P0Whk5cqVxMXFUVtbS21tLZs3b6azs5P4+HhqamrIyMjA0dERtVpNVVUVzc3NREVFERQUxIMHD+jq6mLVqlU4ODjg4uLCnTt3cHFxoa2tjfLycmbNmkVwcDByuZyJEycKn7ZlfGdJmM6ePZuQkBCysrJQKBQEBgbi7u7O66+/zqNHj5gxYwbr1q3DyclJ+HktPPr169fz/vvvizDTnTt3hIXKsvsDGD16NMXFxYwaNYpnz56xZ88eQkJCWLFiBVqtFn9/f9RqNZ9++ilubm6iHbB48WIBvYiJiREBLwt68dGjR0yfPl1ANgYHB8nNzcXa2pq0tDR27txJd3e3uGxakJWhoaGsXbuW1tZWnjx5QkxMDN7e3nzyySc4Ozuj0WhIT08XSMiioiJxsN2/f5/4+HiKiooYGhoiPDyc1tZWpkyZIpCerq6udHd3C1HOvHnzsLOzEyamM2fOkJqaypEjRwgKChKfW4vudPny5YJpPmrUKE6fPs38+fPJyMggIiKC8vJybt68yd69ezl79qz4m969e5cvv/yS33//nWnTppGTk4Onp6eYjNjb2+Pu7s62bdsELnXkyJHMnTuXwsJCjh07JpSRL168wM3NjYSEBDIyMkhMTBQXlPXr1yOVSpHL5QKpO3nyZMLCwnjw4IFA1arVajo6OlCr1Wg0Gr744gva29u5du0a8fHxfPfddyxfvhx7e3ux55XJZMhkMiFwamxspKWlBVdXV7Kzs2ltbeXmzZtERkby8uVLrly5gslkIjo6WrR9LDa3goICcnJy+OCDD6isrBQH1oEDBxg/fjzt7e1MmjSJXbt2YWdnR3FxMWPHjsXa2pqSkhKKi4t5+PAhv/76K15eXuTl5WE0Glm0aBHPnj0TAVMfHx8uXrwIgEwm4+XLlwL329HRwddff82cOXM4efIkT58+5cWLF/ztb3/DaDSSlpbGlClTUKvVnD59mvb2dk6dOsWCBQuQyWTCu97Y2EhWVhZfffUVGo2GsWPH0tfXJ9wcljf0yspKfv75Z86cOUNXVxcqlYrKykouXryIVqslODhYOCd++eUXrJ4/f/6RTCYTpKvS0lJWr17NuXPniIqK4ty5c9ja2lJUVMTSpUv5+OOPBQt106ZNwvw0f/58pFIpGo2G3t5e7ty5Q1JSEosXL2bq1KnExMRgMplob29nw4YNbN26leLiYjw9PTEajULnFx4eLioL58+f5+rVq/zwww/k5eWxefNmJBIJAIWFhWRnZ7Nnzx56enpYvHgxW7duFaKPc+fOkZeXx/LlywWww2Qy4evrS25uLvfu3ePSpUsEBgby+PFjPDw8xG7NctD29/cjlUpxcHDg2bNnAp9p0cdZHvzx8fFi91lUVMT169f56KOPBHTg7t27wtgll8upra0lMzOT6Oho4uLi+Pbbb/njH//I7du3WbFiBY6Ojhw7doyenh5evnxJWVkZc+fORaVSYWdnR05ODkajkaioKD788EMx2tu2bRudnZ1cuHCBjIwMUVOaMGECarWajRs3snv3bqZMmUJ0dDSHDh3CYDAgl8tZtGgRDQ0NhIaG8tlnnzFlyhS8vLz4wx/+gMFgoKqqih07dgg/8LZt20hMTOTUqVMcO3ZMhLOsra1xdXXl9u3bQhgC8Kc//YmtW7dy/vx5oqKicHJyIjc3l8rKShYtWkRUVBRffPEFDQ0NPH36FCcnJxEI8fHxwcvLC5VKxdWrV7l8+bKACeTn59PZ2cng4CDTp08XnfgRI0YQEhIivt+Cq5w4cSJSqZQZM2aIXraLi4twpjc1NbFlyxaRzFSr1WRmZvLo0SPc3d2xs7MTSfixY8eyZ88eoT4sLS0lKiqK8ePHi+CZk5MTXl5e/PWvf+XGjRs4OTkxadIkwsLCsLa25q233iIkJISGhgYAVCqVqA0ODQ2hVCoZPXo0Y8aMQS6XC1Xhvn376OzsFPvL2tpa7t27R1paGsHBwYKI9dlnn4k0uq+vL1ZWVhw7dkzoNK9fvy4OqwsXLlBdXU1oaChvvvmmGG83NDRw9OhRKisrMRgMzJo1i7q6OqZNm8bZs2cpLS1l4cKF7N27lwsXLpCfn09ubi49PT10dHSQlpbG/PnzKS4uZvv27bS1tQkbmiUHolQqiYmJYXh4mA8++ABra2v+/e9/88477wja2ZMnT1iyZIl4+O3atQuz2UxkZCRxcXFiR2hxNSuVSrq7uxk5cuR/XcJWVowaNYqsrCyioqK4fPkyTk5OLF26lOjoaCoqKrh48SLjx48X2N0FCxYwODjI4cOHSU1NpampiUuXLtHQ0MCLFy/YsGEDf/7zn3nzzTepqakhOTmZ48ePM3PmTEpKSkhKSqKxsZGrV6/i4eGBXq9nYGCA3377jeDgYPLz8/H09OTRo0ekp6fz+eefExERwf379wkKCuKrr77i3r17fPjhh/T19VFWVsbx48dpb2/n8ePH9Pf3i8nSkiVL+Prrr4mJiaG+vp6YmBiCg4NpamriH//4h/h5z58/59atWwwODnLt2jX0ej3Dw8OsXLmS+Ph4hoaGGDFiBEuWLKGsrAwfHx+kUim9vb1s3LiRnTt3kpiYiNlspre3l2+//VaQGQ0GAwaDAbPZjNlsxs3Njd27dzNv3jyio6OZNWsWMpmM3t5eAgICWLt2reCmt7a2otfraWtrY/bs2ezbt4+1a9eSlZXFr7/+SldXF/n5+YLQ6OnpSVlZmehuJyQk4O3tLaYi06ZNE/Xfn3/+mREjRlBbW4tOp0OhUHD+/HlsbW2RyWSsWbOGqqoqwsPDee+99/jmm2/QarVotVr0ej1r1qwRbHdvb28OHDggqmb79u0jKCiI999/nzNnzuDr60tBQQHXrl3j8ePHODs7k5SUxJUrV7h06RIdHR2sXbuWBw8eYGNjQ2BgICtXrsRgMFBTU0N3dzenT59GJpPx8OFDMjIyaGlpwdvbGytXV9ePxo4dy0cffURBQQGjRo2ivLwctVrNDz/8gL29vei9aTQa4uPjiYyMJDs7m9raWrKysigrK6OwsFAI6C3/lBqNhs7OTiIiIvjkk08wmUxUVVXR2dkpwi8SiQSz2SzgISUlJXz33XcsXLiQixcv4uLiwvHjxzlx4gR5eXlC6m0wGNi8eTM//vgj3t7eVFZW4ubmhlKp5OXLl2zatEk8bCZNmiR2nps3b+b111+nr69P7CWLi4tJSUnh/v37yOVydDod27dvZ3BwEEdHR4qLi3nttdeoqakhOzuby5cv8/e//52pU6cKn7GDgwNXrlyhubmZ4eFhmpubRcfQst/T6/VUV1eLNx+9Xs+1a9fE6LG6ulpIIAwGAzt27OCnn34iJSWFH3/8UYTMLD3srVu3sn//fk6fPi1IU8uWLROhu0OHDnHmzBlsbGyIi4vD3t6ejRs38s4776BQKHBxcRG9VWtra4xGIzdv3uT06dOiT6nT6cjOziYyMpLU1FQ6OzsZGBggPT2d/fv3s27dOl68eIFKpSI0NJTRo0fT3t7Oe++9x6NHj0hJSRFvvqNGjRI37ZqaGmbMmEFkZKQYD7W1tQlxhqXzODQ0JID8fX19ODo6EhQURE1NDTqdjlmzZrFw4ULUarW4UCgUCm7dusXcuXPR6XQ8f/5cVIykUikhISGMGTOGoKAg7OzseOONNwgICMBgMODv78/Zs2cxGAwiKLV3717BGLBUgLy9vens7GTJkiVEREQQEBDA9evXMZlM9Pb2ircOmUxGY2MjXV1dSCQSYeCyVNq6u7vFW3xcXBz+/v6kpqbS1tZGYGAgCxcu5NmzZzx9+hQfHx/GjRsn9KONjY1Mnz5dIBAtEJjU1FQyMzMJCwsTXdD79+9z4cIFNmzYQFVVFa2trYSHh1NVVYWXlxejR4/G3t6egwcPCmytRqMhNjZWULCSk5Px8PCgpKREAGSOHDnC0qVLKSoqYs2aNWzfvp0TJ07g7u5OSUkJHh4eLF++nObmZsLDw5k7dy5ms5nff/+dkJAQpFIpgYGBVFRUkJCQwOrVqxk3bhz5+fmsW7eOixcvEh0djbu7O3V1dQwNDVFXVyeSyxYUruX3V6lUqNVq5syZw/fffy8e4FKplLfffpv79+9z8uRJ9u7dy+7duwkKCqKnp4cbN27g7+/PunXrePr0KSEhIaSkpAhIi2Vk3NTUxOrVqwkICMDX1xe9Xi+mQbGxseTk5LBr1y5u377N5MmTaWhowMfHB5PJhJ2dHcuWLcNsNpOcnIxCoRB1t76+Puzt7VGpVLx69UqsLyxp7+LiYuRyOR4eHvT39wuU5eHDh/nPf/6DUqnkl19+wdnZGYVCgU6nw8vLSwSZJkyYgFarFQaymTNnMjQ0JMxwx48fZ9OmTcKr7ufnR35+vvBt37hxA6VSKS6TDx8+pK+vj/b2dkaPHk10dDSVlZWEhoaiVCrFrjcsLEw0Z2JjY0VVtrq6GrPZTFtbmwi65ebmolAoWLhwoZBppKSk4OjoSH19PYsXL0alUvGXv/yF6dOnCzysr68vSUlJYqpoMBiwsbFBoVAgkUjo6+sTGYfBwUGcnZ3p7+8nLi6OgYEBoWKdNGkS1dXVYiJXUFBAQUEBcXFxGI1GPDw8qKurQ6vVUl1djb29PTU1NVy/fp26ujohsNm5cyeOjo709vZiMBhwd3fnwYMHpKSkkJCQQF1dHbGxseTl5WEymWhpaREXHhsbG86ePQtAb28v1tbWFBQUiAaH5NNPPx22tbXlX//6F8nJyfj5+WFra8vmzZsZOXIkQUFB4hDo7+9n/fr1rFq1ChcXFxFYGDt2LBKJhIkTJ4qajLOzMwkJCYwfP56rV6/i5+eHXq/nyJEjbNy4kYqKCpHwHjlypLiJNjY2kpOTQ1hYGFu2bOH48ePI5XJhkWpsbBQdwDNnzqBSqVCpVMJl7OzsTGhoKK9evUKpVP5PJWJgYAAXFxc0Gg1yuZwFCxaIoE1XVxdqtZqjR48yc+ZMdDod/v7+yOVyACIjI8XNzgK9CAwM5Pnz5zg4OPDixQtxQNna2uLp6Sn2zBKJhJkzZ/LPf/4TKysrQkJCBEgjODiY8vJysQd67bXX8PLyEoKCgIAACgoK8PT0pKOjg+HhYRwcHAT8xFL98Pf3x9PTk71791JZWcmGDRswmUxcu3aNgYEBYbKyeGjLy8uZPHmyqDz09fWhVqspLi4WsJOWlhZ27dpFa2srhYWFzJ8/HysrK0wmE2azGWtraxGmCw0NxcrKitraWuLj46mvryc6Opr6+noCAwO5d+8ecXFxtLS00NDQQHp6OjU1NWg0Grq6uujo6BA7J0sISq/Xi+S9hUd/5coVVCqVSJFrtVpKSkrYvn07er1ehOx8fX25fPky+/bt48svvxSQHWdnZ0Hi8/T0pLW1FZPJRGBgIPX19Tx58oS3336bmzdviqqLhazn7OxMfX09AB4eHlRWVmI2m/ntt99EUEmn0zFt2jQ+//xzFAoF/v7+6HQ60tPT6ezsZOTIkZSXlwsC1uTJk/Hw8GDcuHFUVFTg5OTEnDlz6Onpoby8HLlcTlFRESEhIdTX11NdXY1SqWTMmDHExcUhkUiYMWMGhYWF4m0rIyODoqIi8YC1sMZPnTqFTCYjICAAo9GI2WwmIiICiURCc3MzTU1N6PV6tm/fTllZGTY2NjQ0NJCVlcXg4CAVFRVERkZy9OhRkXO5dOkSaWlpApVpMplISkpCp9Ph4+NDSkqKkOqEh4dz7949mpubRZe4oaGBiooK2tvbWbFiBbGxsfT29uLv78+ePXs4f/48fn5+eHp6snjxYmpra0UoRy6Xiwpce3s7fn5+lJaWolQq8fHxYXBwEK1Wy6xZs0hOTqaiokKMQauqqnB2diY4OFjwrKOjo4XK02g08v333/Puu+9SWlqKk5MTQ0NDeHt7YzQacXBwYMKECWg0GsrKynjrrbe4ffu2SGuHh4cLR/iIESNwdXVlzZo1YqRqqRwCSKVSwSAYHBykv7+fqVOnYjKZcHZ2pry8nKamJubNm0dnZydyuZzJkydz9uxZenp6MJvNIogrk8kEBKi7u5ve3l6srKzw9fUlLy9PTMAqKyuRSCT4+fnR1dXFzJkzKSwsxN3dXVjXli1bJqaiNTU1zJ49WwReW1tb2bFjBzKZjJaWFuC/pj4bGxsqKioYHh4WnxOpVMr+/fuprq4mIiKC1tZWdDod06dPR6vVMmHCBAwGAyNGjECn05Gbm4uDg4Mgrl2/fl3UdENCQkhLS+Obb77h9u3bjBkzBqlUSlRUlAhLKhQKlEolr169EpMQV1dXXr16RVNTE5MmTQJg9+7dbNmyBY1GQ15eHmq1mtLSUuC/gCmtVoutra1gmC9YsIDz589z4MABbt26RUBAAGFhYeTk5JCZmcnjx48JDQ3l+fPnnDhxQlwqEhIS+Pjjj8nMzEQikXDr1i1kMhnt7e389NNPxMbG4u3tzeHDh/n/vgICAvg/JA1G1oJ+f1EAAAAASUVORK5CYII=" 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="m65bed58e18" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m65bed58e18" 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="#m65bed58e18" 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="#m65bed58e18" 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="#m65bed58e18" 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="#m65bed58e18" 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="p6143f4fd15">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="p9e9c79358b">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p158099e319">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="pf6952ae142">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="pc3fe81040e">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="p8c7441c1fb">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="p47f37e9a0b">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>