highspeed-fmriprep/fmriprep/sub-36/figures/sub-36_ses-01_task-highspeed_rec-prenorm_run-03_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(#p1f07531d42)" d="M 18.697188 22.969729 
L 372.281346 22.969729 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_2">
    <path clip-path="url(#p1f07531d42)" d="M 18.697188 23.661343 
L 19.365589 23.833264 
L 20.03399 23.812061 
L 22.707594 24.101876 
L 26.049599 24.048734 
L 26.718 23.872353 
L 28.054802 24.067794 
L 32.065209 23.6643 
L 32.73361 24.050908 
L 34.070412 23.782142 
L 34.738813 23.549838 
L 37.412417 23.817697 
L 38.080818 23.675541 
L 38.749219 23.877483 
L 40.754422 24.001198 
L 41.422823 23.801192 
L 43.428027 24.029335 
L 44.096428 23.955032 
L 44.764829 24.127746 
L 46.101631 23.853602 
L 46.770032 23.983817 
L 48.106834 23.820025 
L 49.443636 23.982426 
L 50.112037 23.694127 
L 50.780438 23.898521 
L 51.448839 23.723551 
L 52.785641 23.973721 
L 54.122443 23.556926 
L 55.459246 23.93967 
L 57.464449 23.916551 
L 58.801251 23.632867 
L 59.469652 23.71637 
L 60.138053 23.608656 
L 61.474855 23.622647 
L 62.143256 23.482932 
L 63.480058 23.540184 
L 65.485261 23.660293 
L 66.153662 23.354571 
L 67.490465 23.582116 
L 68.158866 23.933705 
L 69.495668 23.812412 
L 70.164069 23.929481 
L 71.500871 23.63398 
L 72.169272 23.472227 
L 72.837673 23.429997 
L 74.174475 23.706747 
L 74.842876 23.883129 
L 76.848079 23.827011 
L 77.51648 24.076335 
L 78.184881 23.902488 
L 78.853283 23.584681 
L 79.521684 23.813504 
L 80.190085 23.654554 
L 82.195288 23.710745 
L 84.200491 23.816821 
L 84.868892 23.544892 
L 85.537293 23.551311 
L 86.205694 23.344443 
L 86.874095 22.954786 
L 88.210897 23.544532 
L 88.879298 23.500127 
L 89.547699 23.614971 
L 90.884502 23.615363 
L 91.552903 23.808115 
L 92.889705 23.749102 
L 93.558106 23.606245 
L 94.226507 23.773911 
L 94.894908 23.777269 
L 95.563309 23.943812 
L 96.900111 23.995892 
L 98.236913 23.677756 
L 100.242116 23.550724 
L 101.578918 23.964871 
L 103.584122 23.978223 
L 104.252523 23.762021 
L 107.594528 23.788221 
L 108.93133 23.358939 
L 110.268132 23.613611 
L 111.604934 24.029561 
L 112.273335 23.897604 
L 112.941736 23.969507 
L 113.610137 23.865192 
L 120.294148 23.922001 
L 121.63095 23.607811 
L 123.636153 23.640038 
L 124.972955 23.798122 
L 125.641356 23.82086 
L 126.309757 24.038452 
L 126.978159 23.865357 
L 127.64656 24.100948 
L 128.983362 23.808898 
L 129.651763 23.894699 
L 130.320164 23.621091 
L 130.988565 23.902498 
L 132.993768 23.796597 
L 136.335773 23.777619 
L 138.340976 23.675201 
L 139.677779 23.721223 
L 140.34618 23.687296 
L 141.014581 23.384675 
L 141.682982 23.271006 
L 144.356586 23.987124 
L 146.361789 24.137554 
L 147.03019 24.142633 
L 149.703794 24.546756 
L 150.372195 24.452548 
L 151.708998 23.83074 
L 153.0458 23.634495 
L 154.382602 23.845627 
L 156.387805 23.970589 
L 159.061409 23.284739 
L 159.72981 23.043142 
L 160.398211 22.993266 
L 161.735013 23.336418 
L 162.403414 23.541966 
L 163.071816 23.539762 
L 163.740217 23.730176 
L 167.750623 23.934117 
L 168.419024 23.711291 
L 169.755826 23.488887 
L 170.424227 23.807023 
L 172.42943 23.934272 
L 175.103035 23.641676 
L 175.771436 23.265607 
L 177.108238 23.357219 
L 177.776639 23.074462 
L 178.44504 23.358455 
L 179.781842 23.528439 
L 180.450243 23.326053 
L 181.118644 23.001508 
L 181.787045 23.227518 
L 182.455446 23.581961 
L 183.123847 23.722088 
L 183.792248 23.651566 
L 184.460649 24.208982 
L 185.797451 24.597857 
L 186.465852 25.174333 
L 187.134254 24.275507 
L 187.802655 24.228846 
L 188.471056 24.041595 
L 189.807858 24.316584 
L 190.476259 24.452352 
L 191.813061 24.35289 
L 192.481462 24.044603 
L 193.149863 23.390198 
L 193.818264 23.525152 
L 194.486665 23.331266 
L 195.155066 23.486301 
L 195.823467 23.874083 
L 197.160269 23.708725 
L 197.82867 23.790302 
L 198.497071 23.547633 
L 199.165473 23.522278 
L 199.833874 23.156028 
L 200.502275 23.480253 
L 201.170676 23.505454 
L 201.839077 23.682155 
L 203.175879 23.47878 
L 203.84428 23.529222 
L 205.181082 22.903911 
L 207.186285 22.987837 
L 207.854686 23.141398 
L 208.523087 23.411998 
L 209.859889 23.584352 
L 211.196692 23.424557 
L 211.865093 23.125882 
L 213.201895 23.15302 
L 214.538697 23.276477 
L 215.207098 23.531324 
L 215.875499 23.46348 
L 216.5439 23.700102 
L 217.880702 23.887065 
L 218.549103 24.080559 
L 219.217504 23.751605 
L 220.554306 23.710631 
L 222.559509 23.845463 
L 223.227911 23.757921 
L 223.896312 23.456351 
L 225.901515 23.402252 
L 227.906718 23.049014 
L 228.575119 22.823633 
L 229.24352 23.256644 
L 231.248723 23.533631 
L 232.585525 23.355158 
L 233.253926 23.220059 
L 233.922327 23.402344 
L 234.590728 23.374156 
L 235.927531 23.702358 
L 236.595932 23.581951 
L 238.601135 23.665485 
L 239.269536 23.51384 
L 239.937937 23.638698 
L 241.274739 23.484673 
L 241.94314 23.511048 
L 242.611541 23.418684 
L 243.948343 23.487249 
L 245.285145 23.226941 
L 245.953546 23.235379 
L 248.627151 22.703205 
L 249.295552 22.713353 
L 251.969156 23.346236 
L 252.637557 23.303645 
L 253.305958 23.466664 
L 253.974359 23.475195 
L 255.979562 23.775209 
L 257.316364 23.751739 
L 258.653166 23.735008 
L 259.989969 23.629992 
L 260.65837 23.725467 
L 264.000375 23.592315 
L 264.668776 23.676808 
L 266.005578 23.555762 
L 268.010781 23.093594 
L 268.679182 23.042894 
L 269.347583 22.864472 
L 270.684385 22.836707 
L 271.352787 22.930461 
L 272.021188 23.22384 
L 272.689589 23.093996 
L 273.35799 23.19287 
L 274.026391 23.171266 
L 276.031594 23.442226 
L 276.699995 23.394968 
L 279.373599 23.681887 
L 280.042 23.673748 
L 280.710401 23.471135 
L 281.378802 22.99338 
L 282.047203 22.816143 
L 282.715604 22.844053 
L 284.720808 23.541544 
L 285.389209 23.597879 
L 286.05761 23.495821 
L 287.394412 22.986178 
L 288.731214 23.071855 
L 290.068016 23.502043 
L 292.073219 23.621379 
L 295.415225 23.373208 
L 296.752027 23.331338 
L 298.75723 23.319531 
L 299.425631 23.192984 
L 300.762433 23.263475 
L 301.430834 23.3382 
L 302.099235 23.532395 
L 304.104438 23.522195 
L 304.772839 23.365883 
L 307.446444 23.607574 
L 310.788449 23.207067 
L 312.125251 23.427061 
L 318.809261 23.263784 
L 320.146064 23.050343 
L 324.15647 23.534559 
L 326.161673 23.428122 
L 326.830074 23.33073 
L 327.498475 23.438476 
L 329.503678 23.324487 
L 330.172079 23.132146 
L 331.508882 22.467593 
L 332.177283 22.334018 
L 332.845684 22.413483 
L 333.514085 22.814453 
L 334.182486 22.885974 
L 334.850887 23.08122 
L 335.519288 23.150908 
L 336.187689 23.376062 
L 336.85609 23.048911 
L 337.524491 22.9117 
L 338.192892 22.904158 
L 338.861293 23.034848 
L 340.198095 23.00598 
L 340.866496 23.064097 
L 341.534897 23.292446 
L 342.871699 23.233288 
L 343.540101 22.967911 
L 344.208502 22.826559 
L 344.876903 23.068723 
L 345.545304 22.830803 
L 346.213705 23.265566 
L 346.882106 23.529067 
L 347.550507 23.355972 
L 348.218908 23.510244 
L 348.887309 23.424856 
L 350.224111 23.656233 
L 350.892512 23.848543 
L 351.560913 23.605194 
L 352.897715 23.431686 
L 353.566116 23.492915 
L 354.234517 23.37327 
L 354.902918 23.02708 
L 355.57132 23.276672 
L 356.239721 23.161251 
L 357.576523 23.289664 
L 358.244924 23.092522 
L 360.250127 23.385118 
L 361.586929 22.97195 
L 362.25533 23.248361 
L 362.923731 23.192232 
L 363.592132 23.393154 
L 364.260533 23.42739 
L 365.597335 23.321231 
L 366.934137 23.468848 
L 367.602539 23.656285 
L 368.27094 24.04077 
L 369.607742 23.868602 
L 370.276143 23.65987 
L 370.944544 23.12546 
L 371.612945 22.830412 
L 372.281346 22.898018 
L 372.281346 22.898018 
" 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: 612.208 $\bullet$ mean: 604.861 $\bullet$ $\sigma$: 2.115 -->
    <defs>
     <path d="M 52 44.1875 
Q 55.375 50.25 60.0625 53.125 
Q 64.75 56 71.09375 56 
Q 79.640625 56 84.28125 50.015625 
Q 88.921875 44.046875 88.921875 33.015625 
L 88.921875 0 
L 79.890625 0 
L 79.890625 32.71875 
Q 79.890625 40.578125 77.09375 44.375 
Q 74.3125 48.1875 68.609375 48.1875 
Q 61.625 48.1875 57.5625 43.546875 
Q 53.515625 38.921875 53.515625 30.90625 
L 53.515625 0 
L 44.484375 0 
L 44.484375 32.71875 
Q 44.484375 40.625 41.703125 44.40625 
Q 38.921875 48.1875 33.109375 48.1875 
Q 26.21875 48.1875 22.15625 43.53125 
Q 18.109375 38.875 18.109375 30.90625 
L 18.109375 0 
L 9.078125 0 
L 9.078125 54.6875 
L 18.109375 54.6875 
L 18.109375 46.1875 
Q 21.1875 51.21875 25.484375 53.609375 
Q 29.78125 56 35.6875 56 
Q 41.65625 56 45.828125 52.96875 
Q 50 49.953125 52 44.1875 
z
" id="DejaVuSans-6d"/>
     <path d="M 34.28125 27.484375 
Q 23.390625 27.484375 19.1875 25 
Q 14.984375 22.515625 14.984375 16.5 
Q 14.984375 11.71875 18.140625 8.90625 
Q 21.296875 6.109375 26.703125 6.109375 
Q 34.1875 6.109375 38.703125 11.40625 
Q 43.21875 16.703125 43.21875 25.484375 
L 43.21875 27.484375 
z
M 52.203125 31.203125 
L 52.203125 0 
L 43.21875 0 
L 43.21875 8.296875 
Q 40.140625 3.328125 35.546875 0.953125 
Q 30.953125 -1.421875 24.3125 -1.421875 
Q 15.921875 -1.421875 10.953125 3.296875 
Q 6 8.015625 6 15.921875 
Q 6 25.140625 12.171875 29.828125 
Q 18.359375 34.515625 30.609375 34.515625 
L 43.21875 34.515625 
L 43.21875 35.40625 
Q 43.21875 41.609375 39.140625 45 
Q 35.0625 48.390625 27.6875 48.390625 
Q 23 48.390625 18.546875 47.265625 
Q 14.109375 46.140625 10.015625 43.890625 
L 10.015625 52.203125 
Q 14.9375 54.109375 19.578125 55.046875 
Q 24.21875 56 28.609375 56 
Q 40.484375 56 46.34375 49.84375 
Q 52.203125 43.703125 52.203125 31.203125 
z
" id="DejaVuSans-61"/>
     <path d="M 54.890625 54.6875 
L 35.109375 28.078125 
L 55.90625 0 
L 45.3125 0 
L 29.390625 21.484375 
L 13.484375 0 
L 2.875 0 
L 24.125 28.609375 
L 4.6875 54.6875 
L 15.28125 54.6875 
L 29.78125 35.203125 
L 44.28125 54.6875 
z
" id="DejaVuSans-78"/>
     <path d="M 11.71875 12.40625 
L 22.015625 12.40625 
L 22.015625 0 
L 11.71875 0 
z
M 11.71875 51.703125 
L 22.015625 51.703125 
L 22.015625 39.3125 
L 11.71875 39.3125 
z
" id="DejaVuSans-3a"/>
     <path id="DejaVuSans-20"/>
     <path d="M 33.015625 40.375 
Q 26.375 40.375 22.484375 35.828125 
Q 18.609375 31.296875 18.609375 23.390625 
Q 18.609375 15.53125 22.484375 10.953125 
Q 26.375 6.390625 33.015625 6.390625 
Q 39.65625 6.390625 43.53125 10.953125 
Q 47.40625 15.53125 47.40625 23.390625 
Q 47.40625 31.296875 43.53125 35.828125 
Q 39.65625 40.375 33.015625 40.375 
z
M 52.59375 71.296875 
L 52.59375 62.3125 
Q 48.875 64.0625 45.09375 64.984375 
Q 41.3125 65.921875 37.59375 65.921875 
Q 27.828125 65.921875 22.671875 59.328125 
Q 17.53125 52.734375 16.796875 39.40625 
Q 19.671875 43.65625 24.015625 45.921875 
Q 28.375 48.1875 33.59375 48.1875 
Q 44.578125 48.1875 50.953125 41.515625 
Q 57.328125 34.859375 57.328125 23.390625 
Q 57.328125 12.15625 50.6875 5.359375 
Q 44.046875 -1.421875 33.015625 -1.421875 
Q 20.359375 -1.421875 13.671875 8.265625 
Q 6.984375 17.96875 6.984375 36.375 
Q 6.984375 53.65625 15.1875 63.9375 
Q 23.390625 74.21875 37.203125 74.21875 
Q 40.921875 74.21875 44.703125 73.484375 
Q 48.484375 72.75 52.59375 71.296875 
z
" id="DejaVuSans-36"/>
     <path d="M 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 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 10.6875 12.40625 
L 21 12.40625 
L 21 0 
L 10.6875 0 
z
" id="DejaVuSans-2e"/>
     <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 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 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 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 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"/>
    </defs>
    <g style="fill:#f77189;" transform="translate(280.129663 20.767776)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-31"/>
     <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-32"/>
     <use transform="translate(1904.1875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1935.974609 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-35"/>
    </g>
   </g>
   <g id="text_3">
    <!-- 608.44 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 23.797541)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-30"/>
     <use x="127.246094" xlink:href="#DejaVuSans-38"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-34"/>
     <use x="286.279297" xlink:href="#DejaVuSans-34"/>
    </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(#pf584e4d925)" d="M 18.697188 50.669441 
L 372.281346 50.669441 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_4">
    <path clip-path="url(#pf584e4d925)" d="M 18.697188 50.284253 
L 19.365589 51.3941 
L 20.702391 52.054034 
L 21.370792 51.898358 
L 22.039193 52.213961 
L 23.375995 52.266734 
L 24.044396 52.258316 
L 24.712797 52.454021 
L 25.381198 52.072939 
L 26.718 51.928658 
L 28.054802 52.22634 
L 28.723203 52.01158 
L 32.065209 51.835005 
L 32.73361 52.058997 
L 33.402011 51.898199 
L 34.070412 51.894912 
L 36.075615 51.530188 
L 36.744016 51.727035 
L 37.412417 51.569383 
L 38.080818 51.61532 
L 38.749219 52.003443 
L 39.41762 51.905633 
L 40.754422 52.274037 
L 41.422823 51.94701 
L 42.091224 51.907993 
L 42.759626 52.072901 
L 43.428027 51.897946 
L 44.764829 52.052742 
L 45.43323 51.716932 
L 46.101631 51.515197 
L 46.770032 51.786586 
L 47.438433 51.497144 
L 49.443636 51.729367 
L 50.112037 51.471273 
L 50.780438 51.765369 
L 51.448839 51.394502 
L 52.11724 51.537164 
L 52.785641 51.908461 
L 53.454042 51.350906 
L 54.122443 51.429419 
L 54.790845 51.711529 
L 55.459246 51.521311 
L 56.127647 51.597398 
L 56.796048 51.857468 
L 58.13285 51.477481 
L 58.801251 51.72328 
L 60.138053 51.540956 
L 60.806454 51.761708 
L 61.474855 51.526695 
L 62.143256 51.749264 
L 62.811657 51.47662 
L 64.148459 51.614131 
L 65.485261 51.371478 
L 66.153662 50.838577 
L 66.822064 50.932024 
L 68.158866 51.584149 
L 68.827267 51.325597 
L 69.495668 51.472631 
L 70.164069 51.823694 
L 70.83247 51.703879 
L 71.500871 51.701979 
L 72.169272 51.377414 
L 73.506074 51.188947 
L 74.174475 51.208629 
L 75.511277 51.594074 
L 76.179678 51.597951 
L 77.51648 51.940671 
L 78.853283 51.356861 
L 79.521684 51.745266 
L 80.190085 51.500075 
L 81.526887 51.575376 
L 82.863689 51.617895 
L 83.53209 51.865052 
L 84.868892 51.628401 
L 85.537293 51.836456 
L 86.205694 51.579514 
L 86.874095 51.153066 
L 87.542496 51.522191 
L 88.210897 51.487734 
L 88.879298 50.987671 
L 89.547699 51.426656 
L 90.2161 51.15375 
L 90.884502 51.146915 
L 91.552903 51.544224 
L 92.221304 51.278667 
L 92.889705 51.464251 
L 94.894908 51.270165 
L 95.563309 51.453483 
L 96.23171 51.228751 
L 96.900111 51.539448 
L 98.236913 51.245746 
L 98.905314 51.361281 
L 100.242116 50.915114 
L 100.910517 51.370401 
L 101.578918 51.500805 
L 102.247319 51.346234 
L 102.915721 51.625901 
L 103.584122 51.702119 
L 104.252523 51.437537 
L 104.920924 51.605105 
L 105.589325 51.418604 
L 106.257726 51.34967 
L 106.926127 51.530965 
L 110.268132 51.123927 
L 110.936533 51.391225 
L 112.273335 51.342086 
L 112.941736 51.672343 
L 113.610137 51.467106 
L 114.94694 51.602024 
L 115.615341 51.301149 
L 116.283742 51.33379 
L 116.952143 51.603297 
L 118.957346 51.57252 
L 120.294148 51.733383 
L 120.962549 51.485852 
L 121.63095 51.372554 
L 122.299351 51.62886 
L 122.967752 51.2676 
L 123.636153 51.227094 
L 124.304554 51.421628 
L 125.641356 51.232178 
L 126.309757 51.518231 
L 126.978159 51.241092 
L 127.64656 51.845389 
L 128.983362 51.471114 
L 129.651763 51.74315 
L 130.320164 51.367901 
L 130.988565 51.64268 
L 132.325367 51.35085 
L 132.993768 51.290831 
L 135.667372 51.576069 
L 136.335773 51.343762 
L 137.004174 51.492322 
L 137.672575 51.202112 
L 138.340976 51.223685 
L 139.009378 51.380204 
L 140.34618 51.200099 
L 143.019784 51.01961 
L 143.688185 51.146409 
L 144.356586 51.412808 
L 145.693388 51.328219 
L 146.361789 51.583653 
L 147.03019 51.458005 
L 148.366992 51.623616 
L 150.372195 52.019127 
L 151.708998 51.707672 
L 152.377399 51.69916 
L 153.0458 51.257927 
L 155.051003 51.312301 
L 156.387805 51.710593 
L 157.056206 51.64842 
L 157.724607 51.761558 
L 159.061409 51.642221 
L 161.066612 50.836292 
L 162.403414 51.067944 
L 163.071816 50.950854 
L 163.740217 51.292975 
L 164.408618 51.235933 
L 165.74542 51.471348 
L 166.413821 51.292422 
L 167.082222 51.634852 
L 167.750623 51.341281 
L 169.087425 51.264772 
L 169.755826 50.966968 
L 170.424227 51.504466 
L 171.761029 51.199528 
L 172.42943 51.576986 
L 173.097831 51.437602 
L 174.434633 51.481002 
L 175.103035 51.397012 
L 175.771436 51.089639 
L 176.439837 51.426029 
L 177.108238 51.16301 
L 177.776639 51.051249 
L 178.44504 51.440055 
L 179.113441 51.190333 
L 180.450243 51.216691 
L 181.118644 50.82015 
L 181.787045 50.739793 
L 182.455446 51.000414 
L 183.792248 50.902482 
L 184.460649 51.588325 
L 185.12905 51.498867 
L 185.797451 51.570863 
L 186.465852 52.595034 
L 187.134254 52.073679 
L 187.802655 51.994398 
L 188.471056 51.519907 
L 189.139457 51.252553 
L 191.813061 51.701604 
L 192.481462 51.675031 
L 193.149863 51.200633 
L 193.818264 51.253592 
L 194.486665 50.936172 
L 195.155066 50.831358 
L 195.823467 51.451011 
L 196.491868 51.256869 
L 197.160269 51.270128 
L 197.82867 51.450861 
L 198.497071 51.256308 
L 199.165473 51.393229 
L 199.833874 50.998392 
L 203.84428 51.557286 
L 205.181082 50.953064 
L 205.849483 51.265465 
L 207.186285 50.517496 
L 207.854686 50.911546 
L 208.523087 50.821404 
L 209.191488 50.994637 
L 209.859889 51.293143 
L 210.52829 51.305831 
L 211.865093 51.058964 
L 212.533494 51.121371 
L 213.870296 50.846817 
L 214.538697 50.990386 
L 215.207098 50.986454 
L 215.875499 50.856836 
L 216.5439 51.098047 
L 217.880702 51.330943 
L 218.549103 51.605732 
L 219.217504 51.215642 
L 219.885905 51.288237 
L 221.891108 51.157495 
L 222.559509 51.493596 
L 223.896312 51.114882 
L 224.564713 51.372583 
L 225.233114 51.433801 
L 225.901515 51.204884 
L 227.238317 51.240867 
L 228.575119 50.670569 
L 229.24352 51.00872 
L 229.911921 50.862126 
L 230.580322 51.031314 
L 232.585525 51.074554 
L 233.253926 50.877857 
L 233.922327 51.230933 
L 234.590728 50.962652 
L 235.25913 50.967249 
L 235.927531 51.261177 
L 236.595932 50.904702 
L 237.932734 51.349511 
L 239.269536 50.860581 
L 239.937937 51.153282 
L 241.274739 50.958335 
L 241.94314 51.202131 
L 242.611541 51.018907 
L 243.948343 51.342339 
L 244.616744 51.171363 
L 245.285145 51.15595 
L 245.953546 51.318556 
L 246.621947 50.977727 
L 247.95875 51.249922 
L 248.627151 50.844073 
L 249.963953 50.736001 
L 250.632354 50.557843 
L 251.300755 50.891658 
L 252.637557 50.637694 
L 253.305958 50.953757 
L 253.974359 50.740205 
L 254.64276 51.082157 
L 255.311161 51.155192 
L 255.979562 51.053262 
L 256.647963 51.253171 
L 257.984765 51.158235 
L 258.653166 51.230015 
L 259.321568 51.012887 
L 260.65837 51.07609 
L 261.326771 50.85868 
L 261.995172 51.194294 
L 263.331974 50.931181 
L 264.000375 51.163244 
L 265.337177 50.983205 
L 266.005578 51.28084 
L 266.673979 51.319052 
L 269.347583 50.823876 
L 270.015984 50.937221 
L 270.684385 50.626308 
L 271.352787 50.559659 
L 272.021188 50.973691 
L 272.689589 50.628499 
L 273.35799 50.866452 
L 274.026391 50.597478 
L 274.694792 50.748192 
L 275.363193 51.135473 
L 276.031594 50.911462 
L 276.699995 50.865506 
L 277.368396 50.994029 
L 278.036797 50.748997 
L 278.705198 50.938663 
L 281.378802 51.136971 
L 282.715604 50.440847 
L 285.389209 51.072344 
L 286.05761 51.229472 
L 287.394412 50.917464 
L 288.062813 50.81118 
L 288.731214 50.461016 
L 289.399615 50.817818 
L 290.068016 50.686571 
L 290.736417 50.84618 
L 291.404818 51.153759 
L 292.073219 50.96003 
L 292.74162 51.023636 
L 293.410021 51.23877 
L 294.078422 50.836217 
L 295.415225 50.917558 
L 296.083626 50.668518 
L 296.752027 50.84559 
L 297.420428 50.845291 
L 298.088829 50.70894 
L 299.425631 50.853156 
L 300.762433 50.62142 
L 303.436037 51.022606 
L 304.104438 51.072925 
L 304.772839 50.909758 
L 305.44124 50.994637 
L 306.778042 50.759475 
L 307.446444 51.081174 
L 308.783246 50.843043 
L 309.451647 51.088843 
L 310.788449 50.759952 
L 311.45685 51.000096 
L 312.793652 50.877735 
L 313.462053 51.018008 
L 314.130454 50.882744 
L 315.467256 50.985545 
L 316.135657 50.771142 
L 316.804058 50.784775 
L 317.472459 51.008074 
L 318.14086 50.861414 
L 320.146064 50.797996 
L 320.814465 50.615475 
L 321.482866 50.738201 
L 322.151267 51.077232 
L 322.819668 50.740832 
L 323.488069 50.988186 
L 324.824871 51.062531 
L 325.493272 51.238901 
L 326.161673 50.969487 
L 326.830074 50.862866 
L 327.498475 51.196794 
L 328.166876 50.925292 
L 330.172079 51.118618 
L 331.508882 50.740111 
L 332.177283 50.283054 
L 332.845684 50.218259 
L 333.514085 50.664558 
L 334.182486 50.49405 
L 334.850887 50.733594 
L 336.187689 51.076567 
L 337.524491 50.652189 
L 338.192892 50.477299 
L 338.861293 50.717555 
L 339.529694 50.552515 
L 340.198095 50.631524 
L 340.866496 50.864738 
L 341.534897 50.878278 
L 342.203298 50.607928 
L 343.540101 50.851386 
L 344.208502 50.881536 
L 344.876903 50.778773 
L 345.545304 50.476493 
L 346.213705 50.933363 
L 346.882106 51.134677 
L 347.550507 50.912501 
L 348.218908 51.348603 
L 349.55571 50.981107 
L 350.224111 51.136821 
L 352.897715 51.075678 
L 353.566116 51.351992 
L 354.234517 51.157795 
L 354.902918 50.651271 
L 355.57132 50.909196 
L 356.239721 50.71336 
L 356.908122 50.958017 
L 357.576523 50.976304 
L 358.244924 50.601767 
L 358.913325 50.900694 
L 361.586929 50.74072 
L 362.25533 50.903297 
L 362.923731 50.527384 
L 363.592132 51.144162 
L 364.260533 51.184584 
L 364.928934 51.002259 
L 365.597335 51.009609 
L 366.265736 50.77616 
L 366.934137 50.732574 
L 368.27094 51.273583 
L 369.607742 51.390738 
L 370.276143 51.645995 
L 370.944544 51.290231 
L 371.612945 51.196962 
L 372.281346 50.988729 
L 372.281346 50.988729 
" 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: 687.216 $\bullet$ mean: 680.518 $\bullet$ $\sigma$: 2.511 -->
    <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-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.927734 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(569.550781 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(633.173828 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(696.796875 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.583984 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.181641 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(822.96875 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.380859 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.904297 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.183594 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.5625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.253906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.041016 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.664062 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1299.287109 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1362.910156 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.697266 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1458.320312 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1521.943359 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1585.566406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1617.353516 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1679.951172 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1711.738281 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1775.117188 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1808.808594 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1840.595703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1904.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1936.005859 0.78125)" xlink:href="#DejaVuSans-35"/>
     <use transform="translate(1999.628906 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(2063.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_6">
    <!-- 684.28 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 51.497254)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-38"/>
     <use x="127.246094" xlink:href="#DejaVuSans-34"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-32"/>
     <use x="286.279297" xlink:href="#DejaVuSans-38"/>
    </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(#p7bbb05deab)" d="M 18.697188 78.560959 
L 372.281346 78.560959 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_6">
    <path clip-path="url(#p7bbb05deab)" d="M 18.697188 79.366872 
L 20.702391 79.192342 
L 22.039193 79.465552 
L 24.044396 79.270484 
L 24.712797 79.580865 
L 25.381198 79.361363 
L 26.049599 79.485825 
L 26.718 79.302306 
L 28.723203 79.497172 
L 32.065209 79.041599 
L 32.73361 79.485698 
L 34.070412 79.357085 
L 35.407214 79.255699 
L 37.412417 79.37116 
L 38.080818 78.988783 
L 38.749219 79.256686 
L 40.086021 79.048881 
L 40.754422 79.192852 
L 41.422823 78.999143 
L 43.428027 79.128763 
L 44.096428 79.085595 
L 44.764829 79.364866 
L 46.101631 79.300437 
L 46.770032 79.443358 
L 47.438433 79.251113 
L 48.106834 79.24363 
L 49.443636 79.523017 
L 50.112037 79.255147 
L 50.780438 79.418924 
L 51.448839 79.11938 
L 53.454042 79.369228 
L 54.122443 79.106802 
L 54.790845 79.219929 
L 55.459246 79.457782 
L 56.127647 79.323354 
L 57.464449 79.486823 
L 58.801251 79.256484 
L 59.469652 79.298208 
L 60.806454 79.155925 
L 65.485261 79.210015 
L 66.153662 78.970834 
L 67.490465 78.95849 
L 68.158866 79.248205 
L 68.827267 79.139611 
L 69.495668 79.167027 
L 70.164069 79.381127 
L 70.83247 79.34231 
L 72.837673 78.794235 
L 74.174475 78.859905 
L 74.842876 79.064494 
L 76.848079 79.13406 
L 77.51648 79.488458 
L 78.853283 79.001478 
L 79.521684 79.255316 
L 80.858486 79.090637 
L 81.526887 79.0086 
L 84.200491 79.411664 
L 84.868892 79.261887 
L 86.205694 79.30239 
L 86.874095 78.90354 
L 88.210897 79.232475 
L 88.879298 79.130408 
L 89.547699 79.334021 
L 90.884502 79.283126 
L 92.889705 79.273074 
L 93.558106 79.166401 
L 94.226507 79.267523 
L 94.894908 79.179382 
L 96.900111 79.385532 
L 98.236913 79.193542 
L 99.573715 79.171899 
L 100.242116 78.934184 
L 101.578918 79.329075 
L 104.920924 79.326824 
L 105.589325 79.196875 
L 106.926127 79.211119 
L 107.594528 79.308759 
L 109.599731 79.10831 
L 110.268132 79.051715 
L 111.604934 79.274889 
L 112.273335 79.277914 
L 112.941736 79.461126 
L 113.610137 79.330359 
L 115.615341 79.274921 
L 116.283742 78.98614 
L 117.620544 79.203211 
L 118.957346 79.102557 
L 119.625747 79.305469 
L 120.294148 79.318641 
L 120.962549 79.151064 
L 126.309757 79.28907 
L 126.978159 79.110878 
L 127.64656 79.348138 
L 130.320164 78.996255 
L 130.988565 79.232443 
L 132.325367 79.24277 
L 132.993768 79.14564 
L 139.677779 79.32243 
L 141.682982 78.902521 
L 145.024987 79.251952 
L 148.366992 79.210928 
L 149.703794 79.426513 
L 150.372195 79.479011 
L 153.0458 78.991193 
L 153.714201 78.969094 
L 154.382602 79.138316 
L 155.719404 79.213454 
L 156.387805 79.434357 
L 157.056206 79.338511 
L 157.724607 79.424783 
L 159.061409 79.320838 
L 161.066612 78.87813 
L 167.082222 79.318927 
L 167.750623 79.273424 
L 168.419024 78.902532 
L 169.087425 78.952758 
L 169.755826 78.822013 
L 171.092628 79.078208 
L 175.103035 79.196843 
L 175.771436 79.027504 
L 177.108238 79.180921 
L 177.776639 78.825515 
L 178.44504 78.995629 
L 180.450243 78.884955 
L 181.118644 78.655985 
L 182.455446 78.965676 
L 183.792248 78.784364 
L 184.460649 79.189445 
L 185.12905 79.270548 
L 185.797451 79.154503 
L 186.465852 79.875398 
L 187.134254 79.156212 
L 189.139457 79.064929 
L 190.476259 79.330454 
L 192.481462 79.298633 
L 193.149863 78.678636 
L 193.818264 78.998962 
L 194.486665 78.634056 
L 195.155066 78.64155 
L 195.823467 79.157337 
L 197.160269 79.017908 
L 197.82867 79.263362 
L 198.497071 79.182652 
L 199.165473 79.270665 
L 199.833874 78.764738 
L 200.502275 78.997519 
L 201.170676 78.922115 
L 201.839077 79.122352 
L 202.507478 79.108373 
L 203.84428 79.379938 
L 205.181082 78.743096 
L 206.517884 78.966939 
L 207.186285 78.720955 
L 207.854686 78.707602 
L 209.859889 79.237166 
L 210.52829 79.277734 
L 211.865093 79.027589 
L 212.533494 79.129719 
L 214.538697 78.773952 
L 215.207098 78.910015 
L 215.875499 78.71465 
L 217.880702 78.950859 
L 218.549103 79.159958 
L 219.885905 79.031739 
L 220.554306 78.971174 
L 223.227911 79.162474 
L 223.896312 78.982224 
L 225.233114 79.166507 
L 226.569916 79.025667 
L 227.906718 78.973913 
L 228.575119 78.644373 
L 229.24352 78.952366 
L 232.585525 78.853091 
L 233.253926 78.716221 
L 233.922327 78.943853 
L 234.590728 78.732938 
L 235.25913 78.757308 
L 235.927531 79.027992 
L 237.264333 78.81401 
L 237.932734 79.027493 
L 238.601135 79.094023 
L 239.269536 78.878639 
L 239.937937 78.98527 
L 240.606338 78.850798 
L 241.94314 78.976386 
L 243.279942 78.986098 
L 243.948343 79.154535 
L 245.285145 79.057659 
L 247.95875 79.027419 
L 249.963953 78.775395 
L 257.316364 78.994812 
L 259.989969 78.888744 
L 260.65837 78.963617 
L 262.663573 78.855893 
L 263.331974 78.974231 
L 270.015984 78.916861 
L 271.352787 78.713291 
L 272.021188 78.935765 
L 272.689589 78.805953 
L 274.026391 78.846149 
L 279.373599 79.000544 
L 280.710401 79.064462 
L 281.378802 78.849748 
L 282.047203 78.853208 
L 283.384006 78.655688 
L 285.389209 78.940892 
L 286.05761 79.03314 
L 288.062813 78.824974 
L 288.731214 78.717123 
L 290.736417 78.951708 
L 293.410021 78.892629 
L 294.746823 78.714926 
L 296.083626 78.770035 
L 300.094032 78.815007 
L 300.762433 78.712134 
L 304.104438 78.91943 
L 304.772839 78.767318 
L 306.778042 78.693963 
L 308.114845 78.825717 
L 308.783246 78.784736 
L 309.451647 78.860118 
L 310.788449 78.711126 
L 312.125251 78.908847 
L 314.130454 78.8802 
L 316.804058 78.654881 
L 318.809261 78.854354 
L 320.146064 78.804223 
L 321.482866 78.750112 
L 322.151267 78.874638 
L 324.824871 78.806654 
L 326.161673 78.843708 
L 326.830074 78.72 
L 328.166876 78.868588 
L 330.172079 78.980175 
L 332.177283 78.322975 
L 332.845684 78.341667 
L 333.514085 78.499723 
L 334.182486 78.377256 
L 334.850887 78.561105 
L 335.519288 78.591822 
L 336.187689 78.860245 
L 336.85609 78.528763 
L 337.524491 78.381566 
L 338.192892 78.446217 
L 339.529694 78.217321 
L 341.534897 78.779344 
L 342.203298 78.762966 
L 343.540101 78.487867 
L 344.208502 78.468528 
L 344.876903 78.709905 
L 345.545304 78.409555 
L 346.882106 78.927178 
L 347.550507 78.614632 
L 348.218908 78.724277 
L 348.887309 78.557071 
L 350.224111 78.769303 
L 350.892512 78.786487 
L 351.560913 78.600834 
L 352.229314 78.5332 
L 353.566116 78.909399 
L 354.234517 78.858886 
L 354.902918 78.431336 
L 355.57132 78.613815 
L 356.239721 78.393071 
L 357.576523 78.635383 
L 358.244924 78.365782 
L 359.581726 78.736229 
L 360.918528 78.626467 
L 361.586929 78.42208 
L 362.25533 78.561933 
L 362.923731 78.512906 
L 364.260533 78.762743 
L 366.934137 78.451078 
L 367.602539 78.560839 
L 368.27094 78.864002 
L 370.944544 78.993581 
L 371.612945 78.662587 
L 372.281346 78.663373 
L 372.281346 78.663373 
" 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: 624.832 $\bullet$ mean: 620.204 $\bullet$ $\sigma$: 1.474 -->
    <defs>
     <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"/>
    </defs>
    <g style="fill:#33b07a;" transform="translate(280.129663 76.119072)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(410.595703 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(474.21875 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(633.220703 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(696.84375 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(728.630859 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(791.228516 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(823.015625 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(920.427734 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(981.951172 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(1043.230469 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(1106.609375 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1140.300781 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1172.087891 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(1235.710938 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1299.333984 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1362.957031 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1394.666016 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1458.289062 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1521.912109 0.78125)" xlink:href="#DejaVuSans-34"/>
     <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(1935.974609 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1999.597656 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(2063.220703 0.78125)" xlink:href="#DejaVuSans-34"/>
    </g>
   </g>
   <g id="text_9">
    <!-- 622.86 -->
    <g style="fill:#d3d3d3;" transform="translate(7.2 79.388771)scale(0.03 -0.03)">
     <use xlink:href="#DejaVuSans-36"/>
     <use x="63.623047" xlink:href="#DejaVuSans-32"/>
     <use x="127.246094" xlink:href="#DejaVuSans-32"/>
     <use x="190.869141" xlink:href="#DejaVuSans-2e"/>
     <use x="222.65625" xlink:href="#DejaVuSans-38"/>
     <use x="286.279297" xlink:href="#DejaVuSans-36"/>
    </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(#p04d5ebd676)" d="M 18.697188 112.532835 
L 372.281346 112.532835 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_8">
    <path clip-path="url(#p04d5ebd676)" d="M 19.365589 114.213065 
L 20.03399 114.355325 
L 20.702391 113.317083 
L 21.370792 112.763182 
L 22.039193 112.800229 
L 22.707594 113.609071 
L 23.375995 114.896196 
L 24.712797 114.477118 
L 25.381198 113.631013 
L 26.049599 114.005659 
L 26.718 113.694566 
L 27.386401 113.731032 
L 28.054802 114.183918 
L 28.723203 114.419525 
L 29.391604 114.30661 
L 30.060005 114.465931 
L 30.728407 113.279407 
L 31.396808 113.111834 
L 32.065209 113.637901 
L 32.73361 112.953658 
L 33.402011 115.05502 
L 34.070412 115.327273 
L 34.738813 113.744293 
L 35.407214 113.821789 
L 36.075615 114.469417 
L 36.744016 114.439873 
L 37.412417 113.898454 
L 38.080818 113.017178 
L 38.749219 112.516623 
L 39.41762 113.842402 
L 40.086021 114.757936 
L 40.754422 114.504753 
L 41.422823 114.802417 
L 42.091224 113.930935 
L 42.759626 113.729388 
L 43.428027 114.64366 
L 44.096428 114.642166 
L 44.764829 113.861755 
L 45.43323 113.474812 
L 46.101631 114.347723 
L 46.770032 114.651827 
L 47.438433 114.307937 
L 48.106834 113.358693 
L 48.775235 112.999335 
L 49.443636 113.638283 
L 50.112037 114.01819 
L 50.780438 114.905821 
L 51.448839 114.75684 
L 52.11724 113.885773 
L 52.785641 113.723628 
L 53.454042 113.331424 
L 54.790845 113.236235 
L 55.459246 113.981077 
L 56.127647 113.729388 
L 56.796048 114.219321 
L 57.464449 114.426943 
L 58.13285 113.933889 
L 58.801251 114.638017 
L 59.469652 114.522745 
L 60.138053 114.242425 
L 60.806454 113.208533 
L 61.474855 113.779514 
L 62.143256 114.041642 
L 62.811657 113.156351 
L 63.480058 113.89681 
L 64.148459 113.991799 
L 64.81686 114.440486 
L 65.485261 114.674932 
L 66.153662 112.561037 
L 67.490465 114.31783 
L 68.158866 114.690733 
L 68.827267 113.967583 
L 69.495668 113.94438 
L 70.164069 113.382112 
L 70.83247 114.130357 
L 72.169272 113.136832 
L 72.837673 113.943169 
L 73.506074 114.404553 
L 74.174475 115.269049 
L 74.842876 113.186192 
L 75.511277 113.840544 
L 76.179678 113.551543 
L 76.848079 113.426712 
L 77.51648 114.029626 
L 78.184881 115.471658 
L 78.853283 114.12586 
L 79.521684 113.316171 
L 80.190085 112.840977 
L 81.526887 114.568273 
L 82.195288 114.848594 
L 83.53209 113.837705 
L 84.200491 113.412138 
L 84.868892 113.688326 
L 86.205694 114.945591 
L 86.874095 114.010572 
L 87.542496 114.107055 
L 88.210897 113.473451 
L 88.879298 114.232301 
L 89.547699 113.937243 
L 90.2161 113.483027 
L 90.884502 113.612972 
L 91.552903 114.173495 
L 92.221304 114.486962 
L 93.558106 113.483692 
L 94.226507 114.310029 
L 94.894908 114.663561 
L 95.563309 114.637403 
L 96.23171 114.927881 
L 96.900111 114.472935 
L 97.568512 113.756293 
L 98.236913 114.500056 
L 98.905314 115.053178 
L 99.573715 113.679495 
L 102.247319 114.090308 
L 102.915721 113.992015 
L 103.584122 114.48321 
L 104.252523 115.406643 
L 104.920924 114.147205 
L 105.589325 112.562183 
L 106.926127 113.510564 
L 107.594528 113.701339 
L 108.262929 116.371888 
L 108.93133 114.584406 
L 109.599731 113.714285 
L 110.268132 114.947002 
L 110.936533 115.403374 
L 111.604934 114.691926 
L 112.273335 113.765272 
L 112.941736 113.961043 
L 113.610137 113.691031 
L 114.94694 114.597685 
L 115.615341 114.323588 
L 116.952143 114.409915 
L 117.620544 114.053692 
L 118.288945 113.921756 
L 118.957346 112.768411 
L 119.625747 112.994356 
L 120.294148 113.39154 
L 120.962549 114.451707 
L 121.63095 115.101029 
L 122.299351 114.970188 
L 122.967752 113.817489 
L 123.636153 113.618499 
L 124.304554 112.634898 
L 125.641356 114.260037 
L 126.309757 114.071701 
L 126.978159 114.661487 
L 127.64656 113.512156 
L 128.314961 113.114209 
L 128.983362 113.764726 
L 129.651763 113.161646 
L 130.320164 113.140334 
L 130.988565 112.726004 
L 131.656966 113.134972 
L 132.325367 114.854552 
L 132.993768 114.86617 
L 134.33057 113.815133 
L 134.998971 114.283505 
L 135.667372 114.119536 
L 136.335773 113.838835 
L 137.672575 113.728957 
L 139.009378 114.236933 
L 139.677779 114.656889 
L 140.34618 115.241645 
L 141.014581 113.030755 
L 141.682982 114.652773 
L 143.019784 112.238278 
L 143.688185 113.24782 
L 144.356586 113.576356 
L 145.024987 114.80972 
L 145.693388 114.784626 
L 146.361789 112.894504 
L 147.03019 113.14123 
L 147.698591 114.607412 
L 148.366992 115.428056 
L 149.035393 114.665769 
L 149.703794 113.649686 
L 150.372195 112.921591 
L 151.040597 114.582847 
L 151.708998 115.04745 
L 152.377399 115.006321 
L 153.714201 113.692327 
L 154.382602 113.551659 
L 155.051003 113.873989 
L 155.719404 114.484754 
L 156.387805 114.438927 
L 157.056206 113.158526 
L 157.724607 112.914288 
L 159.72981 115.072215 
L 160.398211 114.87525 
L 161.066612 113.770517 
L 161.735013 113.661288 
L 162.403414 114.03165 
L 163.071816 113.958736 
L 163.740217 113.068764 
L 164.408618 114.018423 
L 165.077019 114.196799 
L 165.74542 113.190723 
L 167.082222 114.155934 
L 167.750623 114.505832 
L 169.087425 113.795082 
L 169.755826 114.427457 
L 170.424227 114.185978 
L 171.092628 113.276718 
L 171.761029 113.87495 
L 172.42943 114.936662 
L 173.097831 114.125428 
L 173.766232 114.847846 
L 174.434633 114.751911 
L 175.103035 113.369598 
L 175.771436 113.017045 
L 176.439837 113.002672 
L 177.108238 112.843284 
L 177.776639 114.10654 
L 178.44504 115.031036 
L 179.113441 113.952114 
L 179.781842 113.635279 
L 180.450243 113.657835 
L 181.118644 112.750137 
L 181.787045 113.24304 
L 182.455446 113.469749 
L 183.123847 114.698052 
L 183.792248 114.022339 
L 184.460649 112.393765 
L 185.12905 112.137031 
L 185.797451 110.086907 
L 186.465852 98.675917 
L 187.134254 101.630357 
L 187.802655 111.348886 
L 188.471056 113.429981 
L 189.139457 113.684907 
L 189.807858 113.785141 
L 191.14466 112.890653 
L 191.813061 114.660191 
L 192.481462 114.764857 
L 193.149863 113.3411 
L 193.818264 112.938439 
L 195.155066 114.216682 
L 195.823467 114.578465 
L 196.491868 113.779 
L 197.160269 112.801157 
L 197.82867 113.931467 
L 198.497071 114.583393 
L 199.165473 114.203554 
L 199.833874 112.384786 
L 200.502275 113.612458 
L 201.170676 115.251736 
L 201.839077 113.869689 
L 202.507478 113.082705 
L 203.175879 112.722185 
L 203.84428 112.966056 
L 204.512681 113.585153 
L 205.181082 114.684108 
L 205.849483 113.827814 
L 206.517884 112.747281 
L 207.854686 114.473533 
L 209.191488 113.521668 
L 209.859889 113.518347 
L 210.52829 112.134989 
L 211.196692 115.220715 
L 211.865093 115.36676 
L 212.533494 114.472935 
L 213.201895 112.745987 
L 213.870296 112.901674 
L 214.538697 113.826138 
L 215.207098 113.906438 
L 215.875499 113.755779 
L 217.212301 112.810154 
L 217.880702 113.401267 
L 218.549103 115.073542 
L 219.217504 114.747497 
L 219.885905 113.735961 
L 220.554306 114.717654 
L 221.222707 114.829455 
L 221.891108 114.534828 
L 223.227911 113.329232 
L 223.896312 114.342244 
L 225.233114 113.613437 
L 225.901515 114.245862 
L 227.238317 114.145262 
L 227.906718 113.491211 
L 228.575119 113.318427 
L 229.24352 113.298676 
L 229.911921 113.941226 
L 230.580322 114.016813 
L 232.585525 113.680872 
L 233.253926 114.389996 
L 234.590728 113.046125 
L 235.25913 114.173279 
L 236.595932 114.179787 
L 237.264333 114.3891 
L 237.932734 113.631595 
L 238.601135 113.222541 
L 239.269536 114.157595 
L 239.937937 114.047999 
L 240.606338 114.600971 
L 241.274739 113.921725 
L 241.94314 113.60039 
L 242.611541 113.951135 
L 243.279942 113.829773 
L 244.616744 114.857191 
L 245.285145 112.916015 
L 245.953546 112.192335 
L 246.621947 112.329765 
L 247.290349 113.116466 
L 247.95875 115.089543 
L 248.627151 115.365996 
L 249.295552 114.665023 
L 249.963953 113.067203 
L 250.632354 113.163355 
L 251.300755 111.557271 
L 251.969156 111.335789 
L 252.637557 112.996513 
L 253.305958 114.061262 
L 253.974359 114.430561 
L 255.311161 113.181828 
L 255.979562 113.748011 
L 256.647963 114.856046 
L 257.316364 114.165014 
L 258.653166 114.472338 
L 259.321568 114.098341 
L 259.989969 114.209596 
L 260.65837 114.080597 
L 261.326771 114.66839 
L 261.995172 114.718516 
L 262.663573 113.481037 
L 263.331974 113.982854 
L 264.000375 113.493666 
L 264.668776 113.36027 
L 265.337177 114.894039 
L 266.005578 114.427839 
L 266.673979 114.375821 
L 267.34238 114.860296 
L 268.679182 114.670333 
L 269.347583 115.365763 
L 270.015984 114.951765 
L 270.684385 112.330578 
L 271.352787 111.871234 
L 272.021188 112.459342 
L 272.689589 113.972015 
L 273.35799 113.471874 
L 274.026391 112.710119 
L 274.694792 113.66021 
L 275.363193 113.568806 
L 276.031594 114.29582 
L 276.699995 114.445716 
L 277.368396 113.726766 
L 278.036797 113.380104 
L 278.705198 112.302096 
L 279.373599 112.557153 
L 280.710401 114.832079 
L 281.378802 114.531277 
L 282.715604 113.258675 
L 283.384006 113.82969 
L 284.052407 114.824908 
L 284.720808 114.791414 
L 285.389209 112.743115 
L 286.05761 112.492854 
L 286.726011 113.107371 
L 288.062813 114.907681 
L 288.731214 115.133263 
L 289.399615 114.825306 
L 290.068016 114.356071 
L 290.736417 115.131553 
L 291.404818 114.591345 
L 292.073219 113.251556 
L 292.74162 113.058523 
L 293.410021 113.603693 
L 294.078422 113.864394 
L 294.746823 114.270193 
L 295.415225 114.308701 
L 296.752027 111.95268 
L 297.420428 111.90053 
L 298.088829 114.890103 
L 298.75723 115.35582 
L 299.425631 115.375739 
L 300.094032 113.561287 
L 300.762433 113.935881 
L 301.430834 114.767645 
L 302.099235 114.830003 
L 302.767636 113.817058 
L 303.436037 113.76821 
L 304.104438 114.906951 
L 304.772839 115.329647 
L 305.44124 114.632922 
L 306.109641 113.051352 
L 306.778042 112.085993 
L 307.446444 113.857738 
L 308.114845 114.32729 
L 308.783246 115.364004 
L 309.451647 115.450827 
L 310.120048 113.906802 
L 310.788449 114.168532 
L 311.45685 113.201414 
L 312.125251 112.613072 
L 312.793652 114.336635 
L 313.462053 114.458163 
L 314.130454 114.782617 
L 314.798855 114.890885 
L 316.135657 113.822119 
L 316.804058 113.378628 
L 317.472459 113.248833 
L 318.14086 114.118624 
L 318.809261 116.30548 
L 319.477663 116.193809 
L 320.146064 113.984761 
L 320.814465 112.950738 
L 321.482866 112.714933 
L 322.151267 113.136881 
L 322.819668 114.897209 
L 323.488069 114.978686 
L 324.15647 114.198194 
L 324.824871 114.83344 
L 325.493272 115.137079 
L 326.161673 114.817888 
L 326.830074 113.546414 
L 327.498475 113.212302 
L 328.166876 113.323373 
L 328.835277 114.158491 
L 329.503678 115.262624 
L 330.172079 115.109693 
L 330.84048 113.487725 
L 331.508882 113.196717 
L 332.177283 114.06868 
L 332.845684 114.515842 
L 333.514085 114.151819 
L 334.182486 114.478944 
L 334.850887 114.380469 
L 335.519288 113.281181 
L 336.187689 113.296187 
L 336.85609 113.974605 
L 337.524491 113.801738 
L 338.192892 114.319158 
L 338.861293 114.072764 
L 339.529694 114.26548 
L 340.198095 114.618033 
L 340.866496 112.999685 
L 341.534897 112.224634 
L 342.203298 112.678766 
L 342.871699 115.317829 
L 343.540101 113.102258 
L 344.208502 114.161728 
L 344.876903 113.450331 
L 345.545304 114.137262 
L 346.213705 113.197397 
L 346.882106 112.915881 
L 348.218908 114.696657 
L 348.887309 114.399159 
L 349.55571 113.142226 
L 350.224111 113.867863 
L 350.892512 113.870437 
L 351.560913 114.513534 
L 352.229314 114.301546 
L 352.897715 114.564705 
L 353.566116 114.253529 
L 354.234517 113.065012 
L 354.902918 112.892046 
L 355.57132 113.158923 
L 356.239721 113.099153 
L 356.908122 114.191571 
L 357.576523 114.098092 
L 358.244924 114.430943 
L 358.913325 114.898884 
L 359.581726 114.513732 
L 360.250127 115.639262 
L 360.918528 115.66152 
L 361.586929 112.578599 
L 362.25533 111.467262 
L 362.923731 112.306445 
L 364.260533 114.772691 
L 364.928934 115.571991 
L 365.597335 114.725554 
L 366.265736 113.130591 
L 366.934137 112.865674 
L 367.602539 114.720109 
L 368.27094 114.849291 
L 368.939341 115.485981 
L 369.607742 112.315871 
L 370.276143 112.374163 
L 370.944544 113.880694 
L 371.612945 114.303954 
L 372.281346 114.265231 
L 372.281346 114.265231 
" style="fill:none;stroke:#38a9c5;stroke-linecap:round;stroke-width:0.8;"/>
   </g>
   <g id="text_10">
    <g id="patch_12">
     <path d="M 18.697188 108.96222 
L 46.430938 108.96222 
Q 48.830938 108.96222 48.830938 106.56222 
L 48.830938 98.81972 
Q 48.830938 96.41972 46.430938 96.41972 
L 18.697188 96.41972 
Q 16.297188 96.41972 16.297188 98.81972 
L 16.297188 106.56222 
Q 16.297188 108.96222 18.697188 108.96222 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- DVARS -->
    <defs>
     <path d="M 19.671875 64.796875 
L 19.671875 8.109375 
L 31.59375 8.109375 
Q 46.6875 8.109375 53.6875 14.9375 
Q 60.6875 21.78125 60.6875 36.53125 
Q 60.6875 51.171875 53.6875 57.984375 
Q 46.6875 64.796875 31.59375 64.796875 
z
M 9.8125 72.90625 
L 30.078125 72.90625 
Q 51.265625 72.90625 61.171875 64.09375 
Q 71.09375 55.28125 71.09375 36.53125 
Q 71.09375 17.671875 61.125 8.828125 
Q 51.171875 0 30.078125 0 
L 9.8125 0 
z
" id="DejaVuSans-44"/>
     <path d="M 28.609375 0 
L 0.78125 72.90625 
L 11.078125 72.90625 
L 34.1875 11.53125 
L 57.328125 72.90625 
L 67.578125 72.90625 
L 39.796875 0 
z
" id="DejaVuSans-56"/>
     <path d="M 34.1875 63.1875 
L 20.796875 26.90625 
L 47.609375 26.90625 
z
M 28.609375 72.90625 
L 39.796875 72.90625 
L 67.578125 0 
L 57.328125 0 
L 50.6875 18.703125 
L 17.828125 18.703125 
L 11.1875 0 
L 0.78125 0 
z
" id="DejaVuSans-41"/>
     <path d="M 44.390625 34.1875 
Q 47.5625 33.109375 50.5625 29.59375 
Q 53.5625 26.078125 56.59375 19.921875 
L 66.609375 0 
L 56 0 
L 46.6875 18.703125 
Q 43.0625 26.03125 39.671875 28.421875 
Q 36.28125 30.8125 30.421875 30.8125 
L 19.671875 30.8125 
L 19.671875 0 
L 9.8125 0 
L 9.8125 72.90625 
L 32.078125 72.90625 
Q 44.578125 72.90625 50.734375 67.671875 
Q 56.890625 62.453125 56.890625 51.90625 
Q 56.890625 45.015625 53.6875 40.46875 
Q 50.484375 35.9375 44.390625 34.1875 
z
M 19.671875 64.796875 
L 19.671875 38.921875 
L 32.078125 38.921875 
Q 39.203125 38.921875 42.84375 42.21875 
Q 46.484375 45.515625 46.484375 51.90625 
Q 46.484375 58.296875 42.84375 61.546875 
Q 39.203125 64.796875 32.078125 64.796875 
z
" id="DejaVuSans-52"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(18.697188 104.89847)scale(0.08 -0.08)">
     <use xlink:href="#DejaVuSans-44"/>
     <use x="76.986328" xlink:href="#DejaVuSans-56"/>
     <use x="145.300781" xlink:href="#DejaVuSans-41"/>
     <use x="213.708984" xlink:href="#DejaVuSans-52"/>
     <use x="283.191406" xlink:href="#DejaVuSans-53"/>
    </g>
   </g>
   <g id="text_11">
    <g id="patch_13">
     <path d="M 290.289663 105.826595 
L 365.209663 105.826595 
Q 366.409663 105.826595 366.409663 104.626595 
L 366.409663 100.755345 
Q 366.409663 99.555345 365.209663 99.555345 
L 290.289663 99.555345 
Q 289.089663 99.555345 289.089663 100.755345 
L 289.089663 104.626595 
Q 289.089663 105.826595 290.289663 105.826595 
z
" style="fill:#ffffff;opacity:0.8;"/>
    </g>
    <!-- max: 2.198 $\bullet$ mean: 1.283 $\bullet$ $\sigma$: 0.071 -->
    <defs>
     <path d="M 10.984375 1.515625 
L 10.984375 10.5 
Q 14.703125 8.734375 18.5 7.8125 
Q 22.3125 6.890625 25.984375 6.890625 
Q 35.75 6.890625 40.890625 13.453125 
Q 46.046875 20.015625 46.78125 33.40625 
Q 43.953125 29.203125 39.59375 26.953125 
Q 35.25 24.703125 29.984375 24.703125 
Q 19.046875 24.703125 12.671875 31.3125 
Q 6.296875 37.9375 6.296875 49.421875 
Q 6.296875 60.640625 12.9375 67.421875 
Q 19.578125 74.21875 30.609375 74.21875 
Q 43.265625 74.21875 49.921875 64.515625 
Q 56.59375 54.828125 56.59375 36.375 
Q 56.59375 19.140625 48.40625 8.859375 
Q 40.234375 -1.421875 26.421875 -1.421875 
Q 22.703125 -1.421875 18.890625 -0.6875 
Q 15.09375 0.046875 10.984375 1.515625 
z
M 30.609375 32.421875 
Q 37.25 32.421875 41.125 36.953125 
Q 45.015625 41.5 45.015625 49.421875 
Q 45.015625 57.28125 41.125 61.84375 
Q 37.25 66.40625 30.609375 66.40625 
Q 23.96875 66.40625 20.09375 61.84375 
Q 16.21875 57.28125 16.21875 49.421875 
Q 16.21875 41.5 20.09375 36.953125 
Q 23.96875 32.421875 30.609375 32.421875 
z
" id="DejaVuSans-39"/>
    </defs>
    <g style="fill:#38a9c5;" transform="translate(290.289663 103.79472)scale(0.04 -0.04)">
     <use transform="translate(0 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(97.412109 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(158.691406 0.78125)" xlink:href="#DejaVuSans-78"/>
     <use transform="translate(217.871094 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(251.5625 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(283.349609 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(346.972656 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(378.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(442.382812 0.78125)" xlink:href="#DejaVuSans-39"/>
     <use transform="translate(506.005859 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(569.628906 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.416016 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(664.013672 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.800781 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.212891 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.736328 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(916.015625 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.394531 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.085938 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.873047 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1108.496094 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.205078 0.78125)" xlink:href="#DejaVuSans-32"/>
     <use transform="translate(1203.828125 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(1267.451172 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1331.074219 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.861328 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.458984 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.246094 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.625 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.316406 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.103516 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.726562 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.513672 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.136719 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.759766 0.78125)" xlink:href="#DejaVuSans-31"/>
    </g>
   </g>
   <g id="text_12">
    <!-- 1.36 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 113.360648)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-36"/>
    </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(#p38a4b14d9b)" d="M 18.697188 139.750894 
L 372.281346 139.750894 
" style="fill:none;stroke:#d3d3d3;stroke-linecap:round;stroke-width:0.1;"/>
   </g>
   <g id="line2d_10">
    <path clip-path="url(#p38a4b14d9b)" d="M 19.365589 141.490094 
L 20.03399 144.700748 
L 20.702391 144.97082 
L 21.370792 142.990228 
L 22.707594 141.630126 
L 23.375995 143.467858 
L 24.044396 139.967503 
L 24.712797 145.064687 
L 25.381198 142.0481 
L 26.049599 142.275868 
L 26.718 144.340487 
L 27.386401 142.093361 
L 28.054802 141.383694 
L 28.723203 141.376688 
L 29.391604 143.909171 
L 30.060005 142.576386 
L 30.728407 140.711737 
L 31.396808 141.131171 
L 32.065209 145.133238 
L 32.73361 138.467244 
L 33.402011 141.359946 
L 34.070412 140.509439 
L 34.738813 143.133558 
L 35.407214 143.030586 
L 36.075615 141.691686 
L 36.744016 144.846215 
L 37.412417 140.52351 
L 38.080818 139.860496 
L 38.749219 143.790366 
L 39.41762 142.405879 
L 40.086021 140.418557 
L 41.422823 144.884798 
L 42.091224 142.638748 
L 42.759626 142.329825 
L 43.428027 143.889154 
L 44.096428 140.955967 
L 44.764829 144.392451 
L 45.43323 141.337506 
L 46.101631 141.796001 
L 46.770032 145.338916 
L 47.438433 141.397176 
L 48.106834 140.422572 
L 48.775235 142.400459 
L 49.443636 145.4924 
L 50.112037 143.312427 
L 50.780438 144.689694 
L 51.448839 140.198911 
L 52.11724 140.605467 
L 52.785641 145.220821 
L 53.454042 141.721442 
L 54.122443 141.089014 
L 54.790845 142.86813 
L 55.459246 143.424923 
L 56.127647 141.965841 
L 56.796048 145.074262 
L 57.464449 141.642859 
L 58.13285 141.381429 
L 58.801251 144.2375 
L 59.469652 143.350313 
L 60.138053 142.714564 
L 60.806454 141.253376 
L 61.474855 140.973398 
L 62.143256 143.493495 
L 62.811657 139.764871 
L 63.480058 142.490201 
L 64.148459 142.957384 
L 64.81686 144.830871 
L 65.485261 145.329146 
L 66.153662 141.983334 
L 66.822064 141.913951 
L 67.490465 142.938157 
L 68.158866 142.640493 
L 68.827267 144.083737 
L 69.495668 141.398542 
L 70.164069 140.732426 
L 70.83247 140.986438 
L 71.500871 144.46056 
L 72.169272 142.974679 
L 72.837673 141.773009 
L 73.506074 141.757018 
L 74.174475 145.183027 
L 74.842876 142.166274 
L 75.511277 142.174447 
L 76.179678 144.050911 
L 76.848079 144.438613 
L 77.51648 140.737701 
L 78.184881 145.133625 
L 78.853283 140.588567 
L 79.521684 143.416878 
L 80.190085 143.226136 
L 80.858486 139.154361 
L 81.526887 139.602848 
L 82.195288 144.984272 
L 82.863689 141.324298 
L 83.53209 141.073497 
L 84.200491 145.228596 
L 84.868892 142.710899 
L 85.537293 143.94258 
L 86.205694 144.686573 
L 86.874095 140.08187 
L 87.542496 144.168545 
L 88.210897 141.377543 
L 88.879298 144.188939 
L 89.547699 142.341195 
L 90.884502 140.424448 
L 91.552903 141.573724 
L 92.221304 144.663486 
L 92.889705 141.290193 
L 93.558106 140.906665 
L 94.226507 144.610342 
L 94.894908 142.922832 
L 95.563309 141.843952 
L 96.23171 144.392611 
L 96.900111 143.591639 
L 97.568512 141.695059 
L 98.236913 143.011541 
L 98.905314 145.753482 
L 99.573715 141.845359 
L 100.242116 140.438829 
L 100.910517 144.789828 
L 101.578918 142.021019 
L 102.247319 144.66017 
L 102.915721 140.965873 
L 103.584122 141.073705 
L 104.252523 143.322019 
L 104.920924 143.872251 
L 105.589325 140.583706 
L 106.257726 142.612742 
L 106.926127 145.174522 
L 107.594528 141.361732 
L 108.262929 143.309632 
L 108.93133 141.04532 
L 109.599731 142.832909 
L 110.268132 142.808707 
L 110.936533 141.142457 
L 111.604934 141.036514 
L 112.941736 145.20282 
L 113.610137 143.634338 
L 114.278538 140.847372 
L 114.94694 143.075432 
L 115.615341 144.58324 
L 116.283742 141.088072 
L 116.952143 140.207913 
L 117.620544 143.645038 
L 118.957346 140.423369 
L 119.625747 140.909038 
L 120.294148 140.011845 
L 120.962549 144.705517 
L 121.63095 138.670887 
L 122.299351 143.755259 
L 122.967752 140.760667 
L 123.636153 138.997107 
L 124.304554 142.29769 
L 124.972955 142.072442 
L 125.641356 140.494734 
L 126.309757 141.893293 
L 126.978159 144.12455 
L 127.64656 140.299848 
L 128.314961 139.17308 
L 128.983362 140.873087 
L 129.651763 143.514406 
L 130.320164 143.630787 
L 130.988565 141.485335 
L 131.656966 140.782892 
L 132.325367 145.634877 
L 132.993768 140.572099 
L 134.33057 144.19165 
L 134.998971 141.314007 
L 135.667372 140.809299 
L 136.335773 142.123465 
L 137.004174 143.919645 
L 137.672575 143.796664 
L 138.340976 141.398027 
L 139.009378 140.836427 
L 139.677779 141.797443 
L 140.34618 144.335108 
L 141.014581 137.098977 
L 141.682982 144.431411 
L 142.351383 143.052829 
L 143.019784 143.921739 
L 143.688185 141.539857 
L 144.356586 144.500674 
L 145.024987 142.748955 
L 145.693388 142.591297 
L 146.361789 144.490899 
L 147.03019 141.981491 
L 147.698591 142.137671 
L 148.366992 145.327187 
L 149.035393 143.861829 
L 149.703794 143.709006 
L 151.040597 140.542607 
L 151.708998 139.825861 
L 152.377399 142.875186 
L 153.0458 143.884185 
L 153.714201 142.69672 
L 154.382602 144.626417 
L 155.051003 143.581556 
L 155.719404 140.71808 
L 156.387805 143.943228 
L 157.056206 142.239286 
L 157.724607 143.358309 
L 158.393008 144.196122 
L 159.061409 141.836221 
L 159.72981 141.30701 
L 160.398211 143.90986 
L 161.735013 142.855925 
L 162.403414 142.797819 
L 163.071816 143.071137 
L 163.740217 144.532145 
L 164.408618 143.794472 
L 165.077019 142.509674 
L 165.74542 141.754099 
L 166.413821 142.622663 
L 167.082222 144.083692 
L 167.750623 144.48175 
L 168.419024 141.962291 
L 169.087425 141.912578 
L 169.755826 140.780574 
L 170.424227 143.033819 
L 171.761029 139.723405 
L 172.42943 145.445855 
L 173.097831 141.556449 
L 173.766232 142.497415 
L 174.434633 144.117422 
L 175.103035 141.594597 
L 175.771436 142.400726 
L 176.439837 144.837371 
L 177.108238 141.1196 
L 177.776639 141.124176 
L 178.44504 141.798055 
L 179.113441 140.709929 
L 179.781842 140.508161 
L 180.450243 138.501294 
L 181.787045 143.521415 
L 182.455446 144.699473 
L 183.123847 144.149717 
L 183.792248 143.050809 
L 184.460649 144.751745 
L 185.12905 143.028031 
L 185.797451 139.603938 
L 186.465852 124.834515 
L 187.802655 138.223357 
L 188.471056 139.503216 
L 189.139457 142.778399 
L 189.807858 145.038036 
L 190.476259 142.86151 
L 191.14466 142.105061 
L 191.813061 143.240153 
L 192.481462 143.743797 
L 193.149863 141.987474 
L 193.818264 143.366738 
L 194.486665 144.022203 
L 195.155066 143.932974 
L 195.823467 144.686507 
L 196.491868 144.6074 
L 197.160269 143.115299 
L 197.82867 143.329642 
L 198.497071 141.102075 
L 199.165473 144.145798 
L 199.833874 140.803995 
L 200.502275 144.992517 
L 201.170676 143.741462 
L 201.839077 143.177789 
L 202.507478 145.422016 
L 203.175879 143.324652 
L 203.84428 144.663817 
L 205.181082 141.915481 
L 205.849483 143.972404 
L 206.517884 143.771765 
L 207.186285 141.557047 
L 207.854686 143.779644 
L 208.523087 142.742936 
L 209.191488 141.961544 
L 209.859889 144.695501 
L 210.52829 141.517435 
L 211.196692 144.696012 
L 211.865093 138.706638 
L 212.533494 142.96455 
L 213.201895 143.122896 
L 213.870296 142.045987 
L 214.538697 143.756141 
L 215.207098 144.80128 
L 215.875499 140.189676 
L 216.5439 141.35233 
L 217.212301 144.071065 
L 217.880702 143.286437 
L 218.549103 143.475567 
L 219.217504 144.804927 
L 219.885905 144.264425 
L 220.554306 144.173772 
L 221.222707 143.81079 
L 221.891108 138.683577 
L 222.559509 142.10794 
L 223.227911 142.687818 
L 223.896312 142.081809 
L 224.564713 141.872762 
L 225.233114 140.952269 
L 225.901515 142.148559 
L 226.569916 141.930296 
L 227.238317 145.57684 
L 227.906718 142.446531 
L 228.575119 142.847468 
L 229.24352 144.64382 
L 229.911921 144.34819 
L 230.580322 139.741576 
L 231.248723 139.734201 
L 231.917124 142.528763 
L 232.585525 141.740533 
L 233.253926 144.253857 
L 233.922327 140.27272 
L 234.590728 138.791671 
L 235.25913 143.076723 
L 235.927531 142.332487 
L 236.595932 139.841365 
L 237.264333 143.899514 
L 237.932734 144.911637 
L 238.601135 143.666641 
L 239.269536 143.909786 
L 239.937937 144.530018 
L 240.606338 142.839077 
L 241.274739 141.646694 
L 241.94314 143.580059 
L 242.611541 144.185298 
L 243.279942 141.417336 
L 243.948343 143.826393 
L 244.616744 143.252091 
L 245.285145 138.573911 
L 245.953546 140.829295 
L 246.621947 141.79341 
L 247.290349 142.178474 
L 247.95875 144.941377 
L 248.627151 144.05661 
L 249.295552 142.234723 
L 249.963953 142.107953 
L 250.632354 144.827959 
L 251.969156 142.740431 
L 252.637557 140.85863 
L 253.305958 143.746658 
L 253.974359 144.036971 
L 254.64276 142.536173 
L 255.311161 142.28916 
L 255.979562 143.803458 
L 256.647963 144.677599 
L 257.984765 140.763955 
L 258.653166 144.243495 
L 259.321568 143.867912 
L 260.65837 142.65734 
L 261.326771 144.156464 
L 262.663573 141.269466 
L 263.331974 143.439344 
L 264.000375 143.973738 
L 264.668776 142.515987 
L 265.337177 144.455847 
L 266.005578 140.441171 
L 267.34238 144.907687 
L 268.010781 145.901709 
L 268.679182 141.49427 
L 269.347583 140.188304 
L 270.015984 145.189849 
L 270.684385 142.196619 
L 271.352787 140.414914 
L 272.021188 141.479748 
L 272.689589 144.784889 
L 273.35799 140.885681 
L 274.026391 138.52603 
L 274.694792 142.534378 
L 275.363193 145.421172 
L 276.031594 143.32027 
L 276.699995 139.697992 
L 277.368396 141.429472 
L 278.036797 143.904748 
L 278.705198 138.586477 
L 279.373599 140.491678 
L 280.042 140.171078 
L 280.710401 143.335816 
L 281.378802 139.828725 
L 282.047203 141.294776 
L 282.715604 143.785955 
L 283.384006 142.794485 
L 284.052407 142.265069 
L 284.720808 143.874749 
L 285.389209 142.912211 
L 286.05761 142.886862 
L 287.394412 144.126142 
L 288.062813 143.462928 
L 288.731214 144.298756 
L 289.399615 143.776148 
L 290.068016 142.131897 
L 290.736417 141.989781 
L 291.404818 144.037442 
L 292.073219 143.120989 
L 292.74162 139.943063 
L 293.410021 141.939678 
L 294.078422 143.213412 
L 294.746823 140.766019 
L 295.415225 141.574488 
L 296.083626 145.349614 
L 296.752027 140.410252 
L 297.420428 137.971225 
L 298.088829 145.111125 
L 298.75723 139.319005 
L 299.425631 143.08409 
L 300.094032 143.297561 
L 300.762433 144.955093 
L 301.430834 141.10897 
L 302.099235 141.207267 
L 302.767636 144.467315 
L 303.436037 142.476486 
L 304.104438 142.72305 
L 304.772839 143.166989 
L 305.44124 144.650919 
L 306.109641 140.797773 
L 306.778042 141.688952 
L 307.446444 144.377836 
L 308.114845 142.660154 
L 308.783246 140.416321 
L 309.451647 144.674731 
L 310.120048 141.287935 
L 310.788449 143.367928 
L 311.45685 144.63715 
L 312.125251 142.898666 
L 312.793652 143.50172 
L 313.462053 141.721075 
L 314.130454 139.389437 
L 314.798855 142.684626 
L 315.467256 144.577085 
L 316.135657 142.115313 
L 316.804058 142.073832 
L 317.472459 144.679934 
L 318.14086 140.61705 
L 318.809261 142.453198 
L 319.477663 142.745176 
L 320.146064 143.798089 
L 320.814465 144.305496 
L 321.482866 142.620995 
L 322.151267 142.837433 
L 322.819668 144.164845 
L 323.488069 144.228561 
L 324.15647 141.887122 
L 324.824871 142.96207 
L 325.493272 144.58612 
L 326.161673 144.470779 
L 326.830074 141.72112 
L 327.498475 143.512923 
L 328.166876 142.993619 
L 328.835277 140.50741 
L 329.503678 144.515717 
L 330.172079 143.120332 
L 330.84048 144.104177 
L 331.508882 144.50301 
L 332.177283 142.18193 
L 332.845684 141.145573 
L 333.514085 144.297313 
L 334.182486 143.358956 
L 334.850887 141.811116 
L 335.519288 143.1922 
L 336.187689 145.079811 
L 336.85609 142.751345 
L 337.524491 141.211264 
L 338.192892 144.463943 
L 338.861293 143.091703 
L 339.529694 141.255553 
L 340.198095 143.505577 
L 340.866496 143.720364 
L 342.203298 140.933939 
L 342.871699 141.645198 
L 343.540101 137.540668 
L 344.208502 144.184691 
L 344.876903 142.217733 
L 345.545304 145.293769 
L 346.213705 144.521905 
L 346.882106 142.50382 
L 347.550507 143.619008 
L 348.218908 145.419913 
L 349.55571 142.757399 
L 350.224111 144.938099 
L 350.892512 141.97411 
L 351.560913 143.154098 
L 352.229314 143.864922 
L 352.897715 144.898123 
L 353.566116 144.682615 
L 354.234517 142.709116 
L 354.902918 142.182086 
L 355.57132 143.78473 
L 356.239721 143.301906 
L 357.576523 143.11743 
L 358.244924 141.26314 
L 358.913325 143.112562 
L 359.581726 140.240537 
L 360.250127 141.445907 
L 360.918528 140.848113 
L 361.586929 144.081692 
L 362.25533 143.901726 
L 362.923731 144.36034 
L 364.260533 141.746126 
L 364.928934 144.430063 
L 365.597335 143.589659 
L 366.265736 141.272817 
L 366.934137 143.351734 
L 367.602539 144.284737 
L 368.27094 141.939615 
L 368.939341 145.323609 
L 369.607742 142.889828 
L 370.944544 144.538071 
L 371.612945 144.543194 
L 372.281346 141.09503 
L 372.281346 141.09503 
" 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: 0.806 $\bullet$ mean: 0.134 $\bullet$ $\sigma$: 0.072 -->
    <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(378.728516 0.78125)" xlink:href="#DejaVuSans-38"/>
     <use transform="translate(442.351562 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(505.974609 0.78125)" xlink:href="#DejaVuSans-36"/>
     <use transform="translate(569.597656 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(601.384766 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(663.982422 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(695.769531 0.78125)" xlink:href="#DejaVuSans-6d"/>
     <use transform="translate(793.181641 0.78125)" xlink:href="#DejaVuSans-65"/>
     <use transform="translate(854.705078 0.78125)" xlink:href="#DejaVuSans-61"/>
     <use transform="translate(915.984375 0.78125)" xlink:href="#DejaVuSans-6e"/>
     <use transform="translate(979.363281 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1013.054688 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1044.841797 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1108.464844 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1140.251953 0.78125)" xlink:href="#DejaVuSans-31"/>
     <use transform="translate(1203.875 0.78125)" xlink:href="#DejaVuSans-33"/>
     <use transform="translate(1267.498047 0.78125)" xlink:href="#DejaVuSans-34"/>
     <use transform="translate(1331.121094 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1362.908203 0.78125)" xlink:href="#DejaVuSans-2219"/>
     <use transform="translate(1425.505859 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1457.292969 0.78125)" xlink:href="#DejaVuSans-Oblique-3c3"/>
     <use transform="translate(1520.671875 0.78125)" xlink:href="#DejaVuSans-3a"/>
     <use transform="translate(1554.363281 0.78125)" xlink:href="#DejaVuSans-20"/>
     <use transform="translate(1586.150391 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1649.773438 0.78125)" xlink:href="#DejaVuSans-2e"/>
     <use transform="translate(1681.560547 0.78125)" xlink:href="#DejaVuSans-30"/>
     <use transform="translate(1745.183594 0.78125)" xlink:href="#DejaVuSans-37"/>
     <use transform="translate(1808.806641 0.78125)" xlink:href="#DejaVuSans-32"/>
    </g>
   </g>
   <g id="text_15">
    <!-- 0.24 -->
    <g style="fill:#d3d3d3;" transform="translate(11.0175 140.578706)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-32"/>
     <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(#pf6ae4bb30f)">
    <image height="948" id="imagebaa8e2d715" transform="matrix(4 0 0 0.135021 15.161346 150.112)" width="1" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAAEAAAO0CAYAAABk+lzSAAAABHNCSVQICAgIfAhkiAAAAERJREFUWIXt17ENABAYBeEXlSmIisZCFrGYWdQ2obSBSP5rvvraU+xjO0kCAAAAAHjC8u2HjEtN4YcMO2jmwoQAAJjjANj2DYAVOifIAAAAAElFTkSuQmCC"/>
   </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(#pabfe91b6c5)">
    <image height="128.16" id="image47d31d5802" transform="scale(1 -1)translate(0 -128.16)" width="354.24" x="18.697188" xlink:href="data:image/png;base64,
iVBORw0KGgoAAAANSUhEUgAAAewAAACyCAYAAACA2fxTAAAABHNCSVQICAgIfAhkiAAAIABJREFUeJxUm/dfj/37/++0905TS0mlNElTJGTL3iM+Eq6Q95XRO+Ry2TPZOyEiIRQNpTQ1JSltSdp7fX96v263719wnufzPJ7H8TgeY9jevXuHdHR0GDlyJPfu3ePXr1+cO3eOqKgojI2N2bhxIzdu3OD48eNs376dyMhI7ty5w9atWxk/fjza2toEBwfT3d2NoqIiv3794sCBAxw6dIiYmBhycnIoKCjg9+/fNDU1MTAwgIiICCoqKiQmJiIiIoKmpiYXL15kyZIliImJ8ejRI/bs2cOGDRvYuXMnurq6ODo6snXrVoyMjGhra+P27dvExsairKyMlJQUb9++xcTEBB0dHe7du8fMmTNJS0tDWlqa9+/f8/v3b0aOHImzszNz587l0qVLFBUV0dPTw6pVqygsLCQjI4Pq6mp+/frF8uXLMTExobu7G2FhYaZOnUpnZychISGsXLmS5ORkJCUlkZaWZtGiRezbt4/Kykr+/fdfysrKcHV1Zfv27Xh5efHkyROmTZvGgQMHMDExoaCgAA0NDdasWcOLFy9QUlLCysqKgYEB0tLScHBw4ODBg/z69YvW1lbi4uIoLi7G1dUVdXV1tm/fjomJCV1dXUhISBASEoKpqSm+vr50d3fz6NEj+vv7OXjwII6OjgCYmZmxc+dObG1t2bJlCzNmzGBwcBADAwNCQkIoLS0lIiKCN2/eIC8vj4WFBWfPnmVoaAg5OTl8fX2RkpLi4MGDVFVVUVNTg7OzM69fvyYoKIi8vDxaW1uxsbEhPT2dHTt2UFpaioeHB6tXr2b8+PHU19dz7NgxQU2UlZUhLCyMqakphYWFeHh4MHLkSJYtW8aHDx8YNWoU/v7+FBQUkJ+fT0BAAM+fPyciIoLNmzdTWlrKo0ePWLFiBS4uLowZMwZbW1tu3rzJ5cuXaWpq4unTp1RUVJCUlMT9+/fR0dHBy8uLUaNGISwszIIFC3BwcCAqKoqRI0ciLS1NTU0NDx48QFtbm3/++Yfnz58zdepURo0axc+fP9HV1eXMmTOEh4fz7NkznJyc+P37N3Jycty5cwd1dXW0tbWZNWsWM2fO5NKlS9TX1yMjI4OtrS2ysrLo6Oiwbds2HBwcuHPnDunp6YSEhFBdXS2opxs3bpCXl4e3tzeLFy8mPT2dGTNmkJqaipOTE0VFRUydOpWCggLs7e0JCQlh7969fPz4kSdPntDX10djYyNqamp4enoiISGBoqIiISEhTJs2jf3793PgwAHKy8sxMjJCXFyc1atXc/XqVVpaWujr68Pe3p6cnBzc3d0pLCzk9+/faGpqYm1tzcWLF5k0aRK5ubn4+PjQ29vLzp07ycvLw8LCgpaWFmRlZQkICODz5898/foVbW1tFi5cyNu3b6mqqsLLy4uEhATevXtHc3Mzo0ePRkVFBV1dXerq6pCRkWH79u3cvn0bR0dHYmJiOHPmDH/99Re/f/9mzpw5nD17FmdnZ2bMmMGlS5f49esXwsLC2NjYUFdXh56eHvn5+VhaWnL69GmcnJyorq6mtbUVeXl5PD09kZKSws/PDwcHB6SkpOjv72fKlCmYm5tz8OBB0tLS2LJlCykpKWhoaDA4OIiPjw+NjY3cu3ePmpoadHV1KS0t5a+//mLZsmXs27ePc+fOUVtbi7Ozs+BMNDU1CQoKEvSOqVOnUlRUhLq6OgMDA0hKSlJeXs5ff/2Ft7c3lpaWiIuL4+npydWrV4mIiGDnzp1UVVUxMDCAjo4OO3fuJDo6mpCQEF6/fo2npyfKyspERETg5uaGiIgIK1euJCIignHjxjF9+nQePXrErFmzePXqFeHh4WzZsoWQkBCkpaW5cOECnz59QlhYGGtra5qbm6murub+/fvY2NjQ2NhIc3Mzfn5+REdHc+zYMa5cucK7d++YOHEilpaWdHZ2kpSURH9/P69evUJTUxNdXV3GjBlDeXk58vLyfPv2DWtraxobGzE2NubIkSM0NTWhoKDAvHnzuH//Pn/99Rfr16/nypUrHDp0iDdv3tDR0UFkZCRtbW34+vry5MkTFi1axK1bt1i6dCnV1dX8/PmTnJwcKisrcXNzQ1ZWFnl5edTV1dHQ0ODw4cPcunWLWbNmUVxcjKWlJcHBwURFReHh4UFtbS1qamo0NzejqqpKaGgoGzZsIC8vj6SkJGbPns28efPYtGkTsrKyNDU1MWvWLD58+ICnpyexsbF0dnYyevRoOjs7efnyJe/fv+f8+fO8ePECd3d3zMzMePr0KdOnT+fPnz+0t7eTlZWFlZUV0dHRLF68mGvXrmFkZIS5uTlCkZGRQRoaGpw+fRo/Pz/KysqIi4sjPT0dSUlJZs+ezbNnz5gxYwY3b97E0NCQU6dOMXHiRNLT00lMTMTZ2Zns7Gy8vLzw9vYmICCAZcuW8eXLFzQ1NamqqiImJgZXV1fU1NSoq6tDWVmZoKAgysvL0dbW5sSJE9TV1SErK4u/vz/d3d2kpKQgKSnJw4cPqaysZNy4cQwfPhxRUVEaGxsZOXIkubm5lJaWMmfOHGxtbZk0aRK7du3i1q1bKCsr8+HDB1JTU3F3d8fc3BxFRUXi4uKQlpZGW1ubqVOn4unpiYiICJ2dnQQHB+Pm5kZ1dTXR0dFISEjQ2dlJVlYWW7ZsISwsjMDAQObPn4+6ujq5ublkZmaioaGBsLAwkyZNQlVVlTNnzrBjxw4qKiqorKzkz58/7Nmzh0OHDjFhwgRERERIT09nwoQJLF68mE+fPtHV1cXnz58pLCzEz8+PhoYGREVFefToEdHR0SxcuJDBwUF0dHQQFhZGVFQUU1NTzM3NaWhoQEtLi+PHj9Pf38/GjRsZP348gYGBxMbGsmnTJtLT08nIyGDy5MmsXLmS9PR05OXlWbt2LfPmzWPdunWsWLGCqqoqDhw4QFRUFNbW1tjZ2SEiIkJxcTHnz5/n6NGjeHh48PDhQ8GQrK2tZcGCBeTl5SEuLs7ixYv5/fs3W7dupb29HUdHRzQ1NcnIyGDcuHGUlZXx48cPJkyYwJUrVwCIiIjg9u3bzJ8/HxkZGaqqqnBwcGD8+PEsXrwYBwcHcnNzmTRpEpqamjQ1NVFYWEh6ejpHjx4lNTUVKysrgoKCmDZtGuPGjeP69eu8f/+eiIgIhISE6O/vR0ZGhrCwMNLS0liwYAHW1taCGlNVVUVPTw8PDw/c3NwoKSkhODgYHR0dUlNT6enpobW1laKiIgYHBwkLC2PYsGEsX74ccXFx3r9/z99//01WVhaFhYWEh4cTHx+PlJQUZWVl9PT0kJKSwvPnz7Gzs2PMmDGcOHGCb9++ISMjQ2NjI9+/f+fOnTvU1tYyODhId3c3c+fOpbm5GRcXF65fv86KFSt48+YNQ0NDBAcHk5KSgpKSEk5OTvT19eHi4oKPjw+vX79m9+7dCAsLIy0tzerVq5k+fTomJiYEBwdjYWFBaGgoEyZMQEhIiAMHDmBmZoasrCzh4eGsWrWKpKQkTp48SXh4ON3d3fT29pKens7AwAB9fX2Iioqybds2zMzMCAsLY+HChSQmJnLkyBE2bdqEoqIiYWFhzJkzB1dXV6Kjo/n48SM1NTUUFRVRW1vLvHnz8PLyIj8/H3l5edLT0zE1NcXKyoqDBw/y7t07nJyceP36NQMDA0RHR2Nra8uTJ0/o6emhqKiIYcOGYWxsTGNjIwoKCjg7O/P27VuePHlCXFwc48ePZ/v27Wzbtg0ZGRn09fWRkpLC0tKSiIgIgoKC8PX1RU9PDz09PWJjYxkcHMTIyIje3l6GhoaYPXs2AQEBzJ8/HykpKU6fPs2uXbuwsbHB0tKSmpoaUlJSUFdXx8jICFlZWf7v//6PpUuXIiwsTHBwMBMnTiQwMJAzZ87g7+8vAMwGBgakp6fj5ubG27dvBcO4ra0NY2NjXr9+jZycHFFRURgaGjJ79mysra0ZHBxkxYoVpKWlYWJigpaWFg8ePKCpqYnBwUEqKytRUlKipqaGyZMnIyoqSmxsLK6urkyaNIm1a9eioKBAXV0dp06dIj09neHDhzNmzBjq6uoYHBxk3rx5dHV1ISwszK9fvxg1ahS6urrEx8dz7tw53rx5w5IlS+jo6EBdXZ3Vq1cLBvPs2bO5d+8epqamaGtrM3PmTEaMGIG0tDRSUlJcu3YNT09PmpqasLKyIjg4GDU1NaZPn46fnx+vXr3iypUrgvo+cuQIJ06coLa2lnXr1pGTk0NoaCh2dnb09PTw7Nkz/vz5w5MnT3BwcMDd3Z2uri4SEhKIjY2luLiYDRs2cOTIEQYHB9m7dy86Ojrs2LGDJUuWsHjxYtavX4+1tTVhYWH4+voyevRobGxsEBMTIzU1leDgYE6ePEllZSXFxcVUVVUhLi5OQEAAKSkpKCoq0tTURF5eHvPmzSM9PR0nJyc2btzIqVOnuH//PlZWVvz8+ZN//vmHhQsXsnTpUj5+/Mjhw4c5c+YMpqamDB8+HGFhYW7duoWkpCRC8+fPD1q7di0NDQ2oqamRnp7O8uXL6e/vFyAIR0dHLl26xPLlyyktLUVdXZ2amhoSEhKorq7Gzs6OCxcukJqayvDhw8nKyqKtrY0vX76wcuVKKisrWbt2LWpqakRFRbFjxw62bdtGfHw8s2bNYu/evVy/fp2wsDDi4uIwNzfHzc2Nffv2kZ+fT29vL0JCQjg4ODA4OIisrCxLly5l4cKFxMTECD4wOjqawsJCMjMzKSkpwc3NDS8vL758+cK5c+cYGBjg+PHj+Pn58eHDB65du4aJiQkVFRW8e/dOUGiTJ0/m9evXWFhYYGVlRXh4OL6+vqiqqiIlJSVoHPHx8YwbNw5zc3M+fvzI1atXCQ8Px9nZmXfv3lFaWsrFixfR1tbm9OnTvHz5EicnJ2JjY7GwsOD8+fOIi4sTGBiImpoaa9euJTY2lqqqKpKTk9m+fTtxcXEsX76csWPHIisrS3R0NN3d3Vy6dAltbW20tLQEzVpKSorg4GAGBgaIj49HQkKC9PR0fv/+jbu7O8rKymzdupWuri4sLS1ZsWIFmZmZXL58mcTERNzd3dHR0cHGxgYXFxe+fv1KUFAQFRUVNDQ0kJSUhKOjI9HR0VRVVTFixAjq6uo4dOgQwsLCfPnyhd7eXpSUlIiMjMTJyYmbN29iYWHBt2/fKC8v5/r168yePZuamhqEhYVpaWnB3t6e1NRUPD09qaqqws/PT1AnBQUFvH37FisrKxISEpCXl0dLSwsHBweEhYUpLy9HV1eXN2/eEBcXR1JSEnZ2dqipqWFjY4OsrCympqYcPXqU+fPnM3/+fF6+fMnIkSMZM2YMb9++xd7eHlVVVa5cuSIYKpcvX8bS0pKnT5+irKxMTU0Nf/78wdDQkBEjRqCpqcmECRPYs2cPmzZtYuHChfz48YOysjJ8fX1paWlh8uTJPHr0iJEjR5KVlcWuXbvo7e2loaGBxYsXo6ioSENDA+rq6sydO5fQ0FBERUVRUFDA1taWnz9/Cp69YMEC/v77bwHYkpCQ4Pv371hbWzMwMEBwcDCpqakoKirS3t5Ofn4+e/fu5a+//uLjx49YWFggIyNDb28vFhYW9PT0MGLECGxtbTl27BghISGCDWbMmDEcPnyYmTNn8ujRI2bMmMGMGTNob2/H1tZWAIoOHTpEbm4uxsbGzJs3j4ULF3Lw4EGioqJ4//49Fy9e5NOnT/T399PV1UVtbS0/fvygpqaG0NBQVFVVycnJwc3NjeTkZNTU1FBRUcHb25u3b99y8OBBwsPDmTBhAnp6ely4cIFJkybh6elJR0cHTk5OHD16lLS0NAIDA/n333/59OkTNTU1NDc309fXh5qaGkNDQ/j4+PDf//6XpqYm5OXlERISQl1dnZaWFtLS0hg9ejTp6emYm5uzZ88eLC0tcXFx4e+//6avr4/nz5/T2trK9OnT+fXrF11dXaSnpzN58mQyMzM5c+YM4uLi9Pf34+3tjZaWFjExMWzevJm6ujrKy8tpbm7G3d2dvr4+vL29GT58OHv27EFBQQE/Pz9mz57Nq1evcHV1JTMzk127dnH69Gm+ffuGuro6z58/5/z58zx9+pTx48dTXl7O9+/f+fnzJ1u2bGH+/PmIiorS2dmJsLCwAHAcPnyY/Px8rl+/zvHjx9m8eTMbN27k+/fvuLu7ExwcjLm5Oa2trSQmJjJ16lROnTqFmpoa2dnZuLi4EBUVRWpqKvPmzWPGjBmEhIRQXl5OQkIC0dHRjBs3jvr6ek6dOsWyZcv4+++/iYqKoq2tjb1796Ktrc2cOXMwMjIiPj6eefPmoaSkhKWlJSkpKaSkpDA0NERaWhpTpkxhxYoV9PT0sGTJEi5dusTo0aPR09NDUlISJycnPD09uX//Pu/fv2fWrFloamoiKytLdnY21tbW2NjYkJOTw7Zt28jMzKS1tRUHBwcCAgK4e/cuP3/+pL6+nsOHD1NaWkpgYCA+Pj4UFBQwfPhw6uvrKSoqoqysjMePH7N+/XqePXuGrKws586dIzY2lvr6eiorKxk+fDgqKirs3r2b4OBgOjs7aWpqYvr06cTFxdHZ2YmhoSGWlpZ8/fqV0tJSJk+eTE9PDwMDA3h7e1NZWcnjx48xMzOjpqaGgYEBVFVV+f79O/r6+lhYWCAmJoZQYmJi0MqVK5GXl+fjx49YW1uzbds2li1bRnx8POPHj6empobVq1fj7e3N6NGjefHiBU5OTuTk5LBkyRIAxo4di7q6OpmZmYJGO2vWLPbv34+kpCTJyck0NTVhbW1NVlYWK1asQFNTk8LCQpycnJCQkGDEiBHExcUxMDBAcnIyMTEx/Pe//6Wzs5PVq1dTWlpKcnIys2bNYtSoUUhLS6OiooKxsTHr1q2jqKgILS0tJCQkCAsLo6ioCA8PD379+sWbN28YP34848ePJyMjQ9Cw8/LyEBMTw9TUFFVVVYqLi/H39yc6Ohp3d3e2bdvG1atXGRoaoqamht7eXkRFRTly5Ajh4eFkZmYSHh6Ok5MTFy9exNraGktLS5qamtDX18fU1BRDQ0OkpaV59eqVYEPW19dHTEwMMTExFBUVOX78OK6urvz+/Zvly5dTVVVFUVERAwMDpKamkpKSwunTp1FVVeXHjx9oaWnR39/P6NGjqampISkpCX9/f9rb27l06RKysrLcunULT09PJkyYwIEDB6iurmbx4sWUlpbS29uLpqYmdXV1rFu3DnFxceLi4sjOzkZcXJx3794J3k9KSoqdO3dSUVGBsbExpaWlBAQEUFBQQHBwMHPmzKG2tpZz585x584d9PT0ePHiBW1tbURERFBcXMzq1avZsWMHvb29jB49mqdPn/L9+3c0NTVRUVHh06dP+Pr6oqysDMCLFy+4c+cO586do6ioCDExMZqbm1mzZg3nz5/nr7/+IigoiM2bNzN37lx0dHS4efMmU6ZMwcjIiIiICJ49e4afnx/Xr19n69atguEpJyfHjBkzcHFxQUJCgk2bNvH06VOuXr1KSUkJIiIiPH36lP/7v/9DQ0MDPT09kpOTkZWV5e7du2zYsIGlS5fy6tUr1NXVaWxsZOvWrYKNaP369Vy+fJlbt25RUFCAiIgIEydO5Nq1a4IzzcnJ4cePH6ioqDBixAiUlZXR09Pj169fDA4O0traSmpqKs7OzhgaGjJ16lSSkpIICAjAxsYGHx8fWlpaUFVVJSMjg8jISFauXMnz588ZM2aMgIEpKSlh7NixBAYGoquri52dHaampnz58oWCggKKiopQVlYmKSmJZ8+esXjxYmxtbbGxscHOzo7u7m6eP39OV1cX+fn57Ny5k+LiYjw8PDAyMqK1tZXIyEh8fHywtramsLCQ79+/k5WVxeDgIACysrIkJydjZmZGY2MjwcHBbN68maysLFxcXFBXV0dISIhp06aRlJTEkydPUFZWRkVFhdraWgwMDLCzs6O2tpYXL17w4MED7O3t2bp1K1JSUuzatQsjIyN+/frFzZs3sbe3p7GxEUtLSxoaGggKCkJMTIw5c+bw4cMHpk+fjpCQEGJiYgwNDeHu7s6ECROQlpbm+vXryMvL4+joyJEjRzA2Nmbu3Lm4urry8OFDhg8fzvv379HX16ejo4OSkhI8PDyIiYlBUlISc3Nzzp8/j76+PlVVVbx+/RolJSUBA7V161aUlZUFoPF/UqOZmRl9fX3cuHGDhQsXEh8fj7m5OR4eHjQ0NDB+/HgAwQIzfvx4QY20tLTg7e0taPBxcXEkJCTg7OzM3bt3ERMTIyQkhPfv37Nu3TqsrKwoKiqir6+PyMhI4uPjKSgoYM+ePRQWFtLT00NfX5+AhTh37hzd3d3k5uZSVlZGZ2cnW7ZsQVVVlT9//jB37lzWrFnDwoULyc3NJTo6GhsbGwIDAzExMcHZ2Zlhw4bh7u5OTk4OR44cQVNTk9evX/P8+XOcnJyIioqiuLiYy5cvk5GRQXFxMfLy8nR3dzN69Gja2tqwsLDg9OnTXLhwgX///Rd5eXnc3Nz4/fs3//nPfygrK2Py5MlUVlaSkpJCdHQ0u3btQlJSksLCQiQlJSktLWXixIls3bqVzZs3M336dBobG9HS0uLff/+ltbUVR0dHDA0NkZKSwsHBgZKSEnbt2kVgYCBhYWEUFBRgYmKCjIwMkyZNEkiVCQkJNDU1kZGRQXh4OCdPniQrK4vQ0FBWr15NdnY23t7e6OvrExcXh5GREenp6XR2dgqYlGHDhmFgYEBDQwNVVVUsWLCAGzducOHCBby8vBA6fvx40Llz5xgzZgz3799HSUmJSZMmUVtby+LFi6mtrSU1NRUlJSX6+/u5f/8+g4ODlJWV4eXlRVpaGlZWVnR0dPD582eEhITQ1NTk0KFD1NXVMXLkSExMTAS0upOTE3l5edy/f5+zZ8+ye/duWltb8fX1RVhYmLFjxyIjI4OysjLr16/nzJkzSEtLU1tbS05ODoqKivj6+rJv3z6mT5/OvXv3sLOzw8HBAXV1dZqamkhOTubGjRv8+fMHKSkpnj59yqhRo/j8+TPy8vIoKCjQ0tKCoqIiAwMDnD9/HhEREYYPH86GDRv48uULurq6qKioUFVVxcyZM2lsbCQgIICuri4mT57M1KlTuX37NhkZGbi6uvLmzRt2795Namoq165d4/bt2zQ0NNDf38+oUaNwdnamqqqKrq4udu/ejY2NDZMmTUJGRgYPDw+6u7spKSmhoqICQ0NDRo8eTVFRERkZGTg7O9PY2MjRo0cRERFBQUGBT58+oaGhIdDbVq5ciYuLC35+fgwODvLnzx+Kiorw8fFBREQEOTk5XFxciI6O5ubNmwItpaqqitLSUr5+/SrYwDs6OiguLubHjx+sWbOGoaEhVFRUyMvLQ1VVlX/++UfAOCxdupRjx47x+vVruru7+fHjBwUFBcjLy5OZmUl/fz/Dhw9HXFycu3fvIicnJ/AvLFmyhNDQUFxcXJg5cyaXL1+mvr6euLg4VqxYwblz5xASEsLR0ZH//Oc/HD16lP7+fgoLC1m2bBmlpaXk5eXx/v17Tp48yYgRI0hKShLQ2rGxsUhKSnL+/HmkpaUJCQkhPz+fxMRECgsLiY+PZ8aMGbx+/Zrhw4fT3d2NiIgIT548ITw8XODp+B9NqaqqSlVVFUeOHEFGRgY9PT3q6urIzc1FRkaG/Px8goKC0NPTIyYmhsWLF6Ovr098fDwrV65k4cKFVFZWsnv3bk6fPk1OTg7jxo3jy5cvHDhwgI6ODvbv34+trS0zZszA3NxcUONr1qzh9u3bTJw4EXNzcwwMDHB1dWXLli2cO3cOExMTLCwsmDZtGvX19aSkpGBpaYm+vj7JycmMHTtWwLwICQnx+/dvqqqqANDT0yMhIQErKysuXrzIgwcP6OzsRENDAwkJCfLz8/n16xcKCgo8fPiQhQsX0tTUxLFjx1izZg0HDhwgMzMTHR0dDAwMGD58OCIiIkhLS2NiYkJ+fj4zZ84kNDSU1tZW3rx5g6ioKHFxcQQFBbFq1So+fvzI5s2bUVRURFtbm+7ubj5+/IiNjQ0JCQkkJiZSWVmJu7s7q1atQk5OjtTUVHx9ffn+/Tvh4eEsX76c//znP7x79w6AyspKgoKCePnyJREREXh7eyMnJ8fbt2+ZMmUK79+/p66uDk9PT/r6+qitraW2tpYxY8YQEBDApUuXGD9+PHfv3uXZs2ds2rSJxMREdHR0uH//Pnfu3EFYWFgAtHbs2IGlpSUA6urqREZG4ubmhpycHAMDA3z58oXOzk7u3LlDbm4uRUVFzJkzh3v37jF8+HAWLVrE3bt3BfKVoqIiO3bsICEhAQkJCRYvXkx8fDw2Njbcvn2b5cuX4+fnJ2B/Pn78iLi4uECis7GxoaKigqysLNauXcuqVat49+4dBgYGtLW1kZubS319PY6OjsjKynL48GFOnjzJ/v37AVBSUkJFRYUVK1YQFxfHvHnzuH37Nq2trdTW1hIZGcns2bM5duwYs2fPRkVFhZKSEvr6+jh+/Dg9PT08f/6ciooKCgoK2LBhAy9evCAoKIi3b99iZGQkYE67urp48OABiYmJfP78mYaGBsTFxUlJSWHv3r0UFBTw+fNn9PT0yMnJobW1FT09PUJDQ1FXV6e5uZlt27bR0dEhmFlLly7l2bNn/Pz5k69fv7Js2TIGBgaIiYnh6tWrBAYG8vHjRyoqKmhpaWHixInY2dmRkZHB3r17OXfuHNu3b0dLS4vq6mqqqqq4desWIiIipKWlERwcTF1dHS9evKCjo4POzk5mzJhBVVUVr169wtramg0bNrB9+3Y8PDyQk5Pj69evSEtLo6ysTHNzM1lZWYwZM4ahoSEMDQ3p7+8nMjISXV1d5OXlkZCQoL+/Hy8vL1paWhCaPn16kJGREQoKCkyePBk9PT0OHjxIaGgo9vb2TJkyhWHDhjE6HEnkAAAgAElEQVRq1CjCw8OZMWMGOjo6DA0NYWZmxpgxY0hNTSUmJgYtLS16e3upqKhg3LhxhIaGMmfOHF69esWuXbuIjY3l0qVLxMXF4eLiws6dOykpKeHAgQPs2LGDrVu3Eh0dTX9/P1ZWVpSXlyMsLIyYmBhlZWW0t7ezatUqVq5ciaenJ8LCwjx58oTm5mauXr2KjIwM3d3dmJqaUlJSwsSJE3n16hWhoaGsX7+eFStW0NXVRXJyMtLS0jx8+JDRo0cjIyPDsmXL2Lt3LwsXLsTf3x83NzfExcV58eIFI0aMwMPDg9OnT1NbWwvAihUrqK+vZ/PmzairqyMiIkJpaSl1dXUUFBTQ3d2Nuro6S5Ysobu7m7dv33Lz5k3mz5+PnZ0dQ0NDLF++HDMzM44cOYKXlxfjxo1jaGgIfX19WlpauHbtGhISEpSVlSErK8v79++RkJBg9OjRSEtLU1dXh4ODA52dnXz8+JEvX74IqKXk5GQ2btzIrVu3eP36Na2trfz+/Zvg4GAuX77MwYMHOXPmDJmZmQgLCzM4OEhBQQGmpqZ0d3czYsQI+vv70dTURE1Njffv3zNx4kRevnyJqqoqCgoKTJgwgefPnwsMPMHBwQQHB2NgYEBtbS1JSUmkpaXh6OhIV1cXISEhvHz5kuLiYszMzBAVFeXFixcCbVdbW5sjR44QHR3N7NmzefjwIWFhYdTW1iIkJIS/vz8eHh48efKEhIQEfv36hZWVFZqamiQlJTE0NISdnR1iYmIsXbqUK1eu0NbWxrZt23jz5g1BQUHIy8ujpKTEixcv2Lx5Mw0NDXh5eXHlyhVu3bpFaGgoVlZWeHt7U15ezrt37xAWFsbAwAADAwMuXbrE0NAQKSkpADQ0NDBp0iQUFRXJzMzk6NGjyMjIEBwcTGxsLNu3b2dgYIDq6mpUVFT4+fMnf/78QVtbm5qaGq5evYq7uztLly7F2NiYmzdvEh4ejr+/P9nZ2URERBATE4O2tjaSkpLcu3ePsLAwIiIisLW1RUFBgY6ODqSlpbGwsODRo0cUFRXh5OSEo6Mj169fJzw8HFlZWUxMTOjr68PHx4f79++zbt069PX1CQkJYd26dYwaNYqWlhbB1vbz508ePXqEnp4elpaWdHd3Y2try4QJE0hKSsLCwgJbW1vk5OTIzc1l8uTJHD58GDMzM9zd3enp6cHOzg5XV1ciIiIwMjJCXV0dZ2dndHR0sLe3Z3BwEFVVVZSUlDAyMkJaWlpgaoyNjUVfXx8JCQk0NTUZGhri5cuXHD16lKGhIb5//86FCxfYsmULAQEBVFZWsnz5cqKiohg7dqyADfufZ+bp06esW7cOgObmZgYGBrC3t0dSUhJHR0devHjBmTNnWLNmDaNHj6avr0+gV+7btw9fX190dHRYtGgRr1+/xtDQkPPnz5OYmMisWbMENLyqqiqBgYEcOXIEISEhvn37xv79+zl27BgPHz6kt7eXoKAgtm7dys+fPzE1NSUtLY2wsDAWL17M4cOHBbX8PyATFhbG1atXefLkCZWVlRQVFaGtrc3EiRPp7+/H3NwcV1dXOjs70dPTw9XVlerqarZs2UJ7ezvd3d18+PCB/v5++vv72bFjB7KyskyaNAkFBQXS09OJj4/n/PnzeHp6Mn36dMrLy9HX12fFihVs2bIFfX19IiIiKCwsxMjIiOrqarZv386fP38QFRXFzMyMadOmYWlpSX9/P/v376empkYwaEtKStDV1UVMTIwvX75w6NAh+vr6KC0tRVhYWAAihoaGWLVqFadOnaK5uZm8vDx+/frFvHnzGDVqlKAnKCoqsmHDBiZMmMCnT5/Iy8sjKysLUVFRPn/+jJKSEunp6SxduhQbGxuio6M5c+YMs2fPxsnJSeBbCgoKYsSIEZiYmGBqasrQ0BCWlpbEx8cjIiKCvb09dnZ2HD9+nF27dnH58mXWrFlDa2srMTExiIuL8/HjR3x9fbl9+zaqqqp4enpy/fp1JCUlaWhooLW1lRs3bqCvr095eTl37tyhv7+fgYEBNm/ezJkzZ8jKymLq1Kns2rWLnp4e9PT02L17N/b29jg5OfHPP/8g5ObmFvTjxw/ev3+PuLg4AwMDVFVVcerUKQYHBxkaGmLatGmEhIRQVlZGYmIic+bM4dy5c2RnZ6OkpER3d7fg8vb19WFjY4OJiQk9PT0kJCSwfft2ysrKyMzMZM+ePZw5c4b29nYyMjKoq6vDycmJ9PR0YmNjKSwsZNiwYWRnZyMtLY2trS0lJSWsXr2azs5OFBUVmTlzJiYmJiQmJmJnZyegmhwcHIiIiEBeXp6BgQFu3LjBuHHjuHHjBuvWrSMzM5PS0lLs7e2RkpKisrJS4CofGhpi586dBAcHc/PmTU6cOEFycjI7duygp6cHDQ0Nzp49i7m5OQ8ePCAgIABhYWGEhYUxNjamvb0dOTk5pk2bxsKFCwkODhZQZ2vXrqW1tZUjR46Qm5vLunXr+PnzJw0NDYwZMwYXFxdmzJjBxIkTyc3NpaamhilTpnDlyhWePHnC3bt3aWxs5N9//+Xbt28cOnSIixcvMjQ0hKurK+3t7cjLy+Pg4ICenh7Lly8nKytLAFZWrlzJq1evOHjwIN+/f8fGxobi4mJUVFTQ19dnxIgRyMjIsHv3bhQVFTl//jwtLS20traSkJBAX18fUlJSxMTEcPv2ba5du4aBgQGFhYVER0dz4MAB/vvf/zJ27FgkJCRQV1fH3NwcKysrfHx8qKmp4eDBg/T09LBp0ybExcXR09OjuLiYxsZG6uvrmTdvHh4eHqipqWFqakpmZibx8fG4urri6OhIQkKCoNl3d3fz9etXqqqqUFRU5PHjx4L/6uPjg4+PD/fu3WPDhg309PRgYGAgoD3Ly8spKSlh/PjxPHnyhKqqKgwNDRk/frzACaympkZHRwdBQUEEBQVRVVWFmJgYp0+fxt3dHSsrK9rb21m5ciXl5eUMDQ0JNtCYmBjc3NzIyMhg06ZNHDhwgIkTJ9LT04OWlhYGBgYUFBSQk5PDjh07OHHiBJMnTyY/P5+qqirs7OzYuXMnc+fORV1dHQsLC9TU1GhpaaGgoIATJ04gISHBtm3bBOeRnZ1NX18fGzduxMDAgKVLl9Le3k5DQwMGBgYUFxcjJibGvn37CA8Pp66ujoGBAUJDQ/Hz8+PGjRusX78eFRUVgffExMSE+vp6Fi1axIsXL8jOzkZHR4euri4OHTqEnp4ea9asYcmSJSxdupSVK1cSFBTEhw8faGtr4+vXrwIt1cHBARsbG379+sXo0aN58OABV65cQV1dndraWkxNTent7cXMzIyYmBhGjRpFeno6L1++ZN26dRgbGwsA39GjR4mOjqa1tZWNGzfy+PFjVq1axf379zl69Cjbtm0jOTkZMTEx2traUFBQYO/evejq6v5/TuS0tDTmzJnD69evBbqzmpoas2fP5sKFC/j4+JCdnc3Tp0/p6OggIiKCx48fo6+vT319PRERESxZsoSVK1diYGDA4OAgTU1NXLx4kY6ODvT09Dh58iQqKipIS0vz6NEjCgoKaGxsxNfXl/nz57N161auX7/O0NAQu3bt4suXLyQlJbF161Z27drFhQsX0NTUJCwsjBkzZjBs2DBOnDjBnz9/BJv958+f0dTUJCYmBk1NTSIjI5k0aRJjxozByMiIS5cuISQkhIyMDGvXriUtLU2wcMnLyxMcHCwwhn369AkzMzO8vb0FAHDdunUcP36cO3fu0NjYKOhbkpKSjBw5kmPHjjF27FgA/v77b75+/cqdO3fIyMggLS2N2tpaWltbMTQ05OzZs1hYWBAZGcmMGTNYtWoVAQEBVFRUICIiQlJSEo2NjYSHhwuWrXv37tHX10dZWRlZWVls27aN/v5+njx5grGxMU5OTigrKyMnJ4exsTHq6urk5+ezdu1a5OTkmD17Ng0NDVRWVvLjxw+B9Llx40YmTZpEQEAALS0t+Pj4kJqaioiICGPHjmXhwoU8ffoUcXFxXFxcKC8vZ8KECbx9+5bbt2+TnJzM2bNn+fTpk6AmTp8+zalTp1BVVSU6Ohp/f3/8/f05ceIEnZ2deHt7k5OTw/r169mzZw979uxBVVWV6dOnC2ZtTEwMCxYsoL+/H2dnZ/7++2+ys7N59+4dGhoaCImLiwc1Nzfj4OCAhIQEWlpaJCcnY21tTUVFBUJCQoSFhaGhoQFAQUEBCQkJ+Pn5ISMjg7OzM83NzbS1tZGVlUVwcDBLlixBXV2dBw8eoKuri7CwMDo6OgQEBBATE8OSJUv4559/+PHjByNGjODmzZsCM8u0adPIysrixIkTnDt3js7OTiwtLSkrK0NeXp6QkBABvSUmJkZSUhLl5eUMGzaMlJQU3NzcGBgYoLW1lYiICPbs2YOpqSk/fvwgKSmJkSNHoqmpSXZ2Nlu3bqWnp4ddu3YxduxYXFxcWLRoEQ8fPuTPnz+YmprS1tbGli1bePToEa6ursTGxjJq1CgWLFiAhIQEaWlpvH//Hjs7OxITEykuLsbZ2Zmuri5OnTqFm5sbY8aMYezYsRQVFSEvL09bWxsSEhIYGhpia2vL58+fGTduHJKSktja2jJ27FjS0tKQkZHB0dERW1tbVqxYwe/fv/nw4YNACxwYGODDhw+Iiopy69Yt3r9/T0VFBQMDA1RUVPDixQuBocTX15egoCBUVFQoLS0VuJR7enowNDSkqKiInTt3MmXKFL5//87jx495+vQp/v7+zJ07l7FjxzJ9+nSkpaX566+/GBgYYOTIkZiamnL9+nUCAwMZO3Ysnp6e/Pz5k76+PkEcYtasWVRXVwvOxczMjMWLF/Pz5090dHSQlZXl/PnzaGhokJaWRktLC729vRw+fJioqCgCAgIEUbfHjx/z119/8fDhQ7Zs2cLx48exs7Pjz58/TJkyBQUFBfbt20dGRgaGhoaMGTOGrq4u2trayMjIYMqUKbS2tlJTU4OcnBxOTk4YGBgQHR3NhQsX+PHjBz4+Ply9epVfv36RkZGBvb09ra2tNDY2MnXqVKKiovj27Rutra2oq6sjJydHZWUlc+bMoby8nMDAQCoqKlBWVkZLS4uGhgbBdissLMz58+cxMDDg27dvxMTE8PPnT7y8vHBzc+POnTs8fPgQYWFhDA0NSUhIYPfu3Xz58oVly5bx6NEj8vPzyczMpK+vTwBWCgsLmTdvHvHx8ejq6vLs2TNERUUFm4e4uDhKSkqsXbtWsLlNmjSJ48ePY2VlRU5ODnFxcRQVFeHi4sK7d++QkZGhp6eHW7du4eXlhZ6eHqmpqRgYGODi4iJ4BsDNmzdxc3MjNTWVDx8+oK2tja+vLxs2bKCyshIvLy+B5AZw+vRp5OXluXTpEj09PcyfP5/MzExaWlpob29naGgILy8vcnNz6e/vp6OjA0VFRW7evMmtW7fQ1NTk0qVLPHnyhOfPn/P06VPev3/Ptm3bsLOzY8+ePYSEhKCrq8v48eNpaGhg1KhR3L17F1FRUbS1tcnOzmb69Om4urpibm5Oeno6+fn5ZGdn8+bNG6qrq0lPT2f79u04OjpSVVVFe3s7urq6TJ48mc7OTkxNTcnKyuLs2bPMnTsXe3t7du7cydixY2lvb6e6uhpVVVWGDRtGR0cHWlpanD59moKCArq6uvj69StmZmZUV1dz8OBBbt++TUFBAVVVVQLTppOTE/fu3UNDQ4NXr17h5eVFT08Ptra2/Pjxg4qKCtLT05k+fTpDQ0NkZGTw7Nkz5s6dS1xcHNbW1piZmZGUlMSbN2/48uUL379/p729HS8vL86cOcPJkycREhLCw8OD9vZ2BgcHGRwcJCUlhZ8/f7JixQrc3d25d+8ef//9N93d3ZiZmdHa2sqCBQvYtGmTgE1QUVFBQUEBR0dHDh06RHZ2Nl+/fuXEiROUlpZia2uLoqKi4I4bGxujpqaGnp4eRkZGbN++nYKCAvz9/QXshaWlJbNnz2bRokWEhoYKGBU7Ozv27dsHwJs3bwgMDOTbt2/ExcVhZ2dHWVmZIF0kJiaGr68vfX195Obm0tXVxdKlSwVpC0dHR0pKSigpKeHevXs8f/6cLVu2MG7cOJSUlFi2bBmGhoYICQkJEjuDg4P4+fmxe/du3rx5I/A5/E/G9fPzY8mSJTQ2NmJkZMTjx49xcnLCxsaGvLw8Xrx4QWJiosD5b2Vlxd27d/ny5QsWFhaIiIhQU1MjAB5CwcHBQRMmTEBHRwdNTU1yc3OJj48X0NaxsbECeqaxsZGWlhbWrFlDXFwcS5Ys4cuXLygoKDBlyhQ6OztpaWlBTU2NsLAwHB0dERISIjs7W5BJ/V9DLCwsFPyMdevW0dzczJ8/f3j06BH+/v6cOXNGYHv/H52loaGBpaUlw4YNAyA6OpqoqCiuXbvGtm3bmDdvHkFBQaxZs4a0tDTi4+Pp7e1l9erVGBsb8++///Lo0SOePXvG6tWrSUlJwdnZmYKCAkJDQzl27BiHDh1CQkKCO3fusGfPHszMzFi0aBHx8fEAGBsb09PTw5MnT2hqasLJyYmQkBD8/Pzo7+/H0dERAwMDRo4cyT///MOnT5+Ijo4mPz8fHx8f6uvrKSsrIyMj4/+LsoSGhgro6by8PAwMDAgLC+PChQsCE5yNjY0gTmRqasqrV6/YsWMHISEhZGdns3//fhQVFbl16xYDAwM0NjYiIiJCT08PV69eFWQRlZWVMTY2pqKiAi8vLz5//sy7d+949eoVMjIyuLu7U1NTQ2RkJKtWrUJcXJyuri5UVVWRlJTk6dOn6OjocOTIEaqqqvjnn384ePAg9vb2XLlyBRMTE8rKytDV1WXq1KmUlZXR1NREf38/jY2N7N69m/Lycjo6OrCxsWH48OFcuXKFwMBAQRZx0aJFzJo1C0dHR/bu3cuxY8cEMTNHR0eBUWrXrl0YGhoiLy8vMK2JiIhgaGhIX18fAP7+/jx+/BghISFSU1NRU1Pj0aNHGBkZCfL2P378EJgdIyMjiYqK4u3bt3z48AF7e3usrKxQVFTEwMAARUVF3Nzc0NbWJi4uDn19ffLz84mKisLNzQ11dXXy8vLQ0tLCzs6OKVOmUFxcTG5uLtXV1axbtw4hISH27dvHsmXLcHR0FFzowsJCXF1dGRgYoK2tDXl5ee7cuUNkZCT+/v4sWLCA3Nxcrl+/zvXr17l37x4JCQkoKCgQGRnJ/v376erqEuRjZ82ahbKyMqKiovz48YP8/Hzs7e0ZPnw4+/bt4/79+3h4eDAwMMDv37/x8PAgOzsbMTExtm3bRmxsLP39/axatQo1NTWOHj2Kvb09BQUFHD58mBEjRtDR0YG/vz+dnZ3IyMiwfPlyIiMj0dDQYP/+/QKT1NDQEFeuXKGuro7//ve/uLu78+rVK6qqqggMDERCQoIzZ84wYcIEMjIy8PDwICUlhc7OTmpqarh48SK1tbVMmjSJ+vp6+vv7WbhwIXp6evT09DBr1izMzMz49u0bO3fupL6+HlVVVZ4/f87atWuZOnUqly9fZubMmVRXV1NTU8O7d+8YO3YsioqKNDc3M336dCorK/n9+zf9/f08ffpU4L9RUFAgNTWVZcuWoaysjJGREX19fXR1dXHhwgVu376Njo4OhoaGaGlpYWtri7i4ODk5OYLh8PDhQ969e4ezszO9vb1kZmby8eNHBgYG0NLSQkNDA3l5ed68eUNXVxfl5eWMGjWKvLw8Vq1ahZGREZWVlcTHxzN16lSUlJQ4e/asgJ7u7OwkKiqK/Px8Ojo6MDQ0xNvbm3HjxuHt7U1FRQUTJ07k7du3zJs3j6KiIrZv387+/fsREhLi69evfP36FVlZWQIDA3n9+jW5ubmkp6dTXFyMvb09paWlzJw5k0+fPnHy5Ek2btyItbU1JSUlTJs2TQBitLS0uHnzJtXV1XR3d9PV1UVSUhJtbW28ffuWhQsXMnr0aFxdXbl06RJZWVm0tLTg5+eHo6MjTU1NdHZ24uzszPHjxwVZ/oaGBlatWkV1dTXm5uZMnDgRCwsL9PT0WLJkCfX19ZiYmFBUVER1dbVAetDQ0CAjI4Pt27dz8uRJ6urqSExMZNy4caxYsYIrV64wY8YMQQRwwYIFmJiYoKen9/+oOu+wnvf//99ItLRV2loqRSKhoYwyQiTj2GRkO3ZHBx/rlC17JNlJtkJJpdLSEoWiXUpTpVJ+f3yvntf1+/9c57pO7/N6vZ7Px+N+u905efIkXl5ePHv2jJycHMrKyrCxsaGwsJA3b94gJSVF3759iY6OZvny5XR2dhITE8PevXvZvXs3CgoKtLS0sHjxYjw8PPD09ERNTY2oqChSU1Oxtrbm/v37uLu7Y2VlxdevX/n9+zcbN26kuLiYKVOmYG1tjcTMmTN3jx49mtWrV4vgQPfu3ZGQkEBFRQULCwtGjRpFXV0dRkZGGBkZMW/ePOrr64mJiWHixImEh4dTUFCAqqoqmpqaInUXGxuLnp4e3bp1Y9u2bUhKSlJVVcWqVauQkJBg165dBAUFkZ2dzZYtW8jLy0NZWZnjx4+joKCAp6cnR48eFWGw0tJSfHx82L59O9euXePevXv873//o0ePHowdOxZVVVUmTZpEXl4e6urqvH79GkNDQzZt2sSDBw9wdnZm8uTJYofTs2dPfv36JcZjra2t5OfnExcXh4mJCXZ2dtTX11NWVkZ+fj79+/envr6er1+/8uTJEzIzM/n16xdLly6lpqYGV1dXhg8fzs+fP9m7d69I3c+aNYuHDx9iYmLCx48fBfMqIyNDt27dCA0NZdq0adjY2Ag0SkdHBycnJyZOnEhdXR0DBgzgzZs32NjYMHDgQKKiohg0aBBfv36ltrYWFxcXvn//zsePH5GQkMDa2hpVVVXGjRtHYGAgc+fOpbGxkRkzZjBw4ED+/PlDUlISV69eJSoqitjYWDZt2kRGRgZNTU2oqamho6NDVlYWAE1NTSQkJNDa2oqLiwvV1dU4ODgIQURHRwdVVVV8/PgROTk5ioqKKC0tZe3atfzzzz+EhYURFBTElClTBBd87949HB0dmTNnDo8fP+bJkyfitnjy5EmmT59OeHg4OTk5VFVVMWfOHBGsi4qKYteuXWzfvp24uDjs7OxwcXHB0tISY2NjnJycWLhwIVu3bkVbWxsrKys+f/4spBQPHz5EQ0ODbdu2ERgYiKGhIePHj+fMmTPU1NQwZMgQxo4dy8uXL9HQ0ODff/+loKCAXr16ce/ePYYNG8bRo0eRlJTk69evaGpqivBYTEwMN27cIDc3l6FDh2JlZYWioiI7d+4UkpvW1lZevnyJu7s70tLSnDx5kujoaNavX8+qVatISUnh9evXbN68meTkZKqqqnj9+jUNDQ0i3CUvL4+Pjw9VVVXcuHGD0NBQgWAeO3aMpKQksrOzWblyJR8/fqS2tpaamhrGjBnD48eP8fPz48aNGwQHB7NlyxYKCwt5+PChCFq+ffuWiooKDAwMyMvL49SpU3z9+pUDBw4wduxY7t27x6FDh3B0dERSUpK0tDSMjIxYunQpv3//ZuTIkezdu5dJkybx8+dPlJWVGTp0KBEREXh6eop9Y11dHTIyMvTp0wdFRUXi4+Nxd3dnypQptLW1YW9vT15eHpaWlly8eJE5c+Zw7949kpOTKSgowN3dnRMnTlBVVYW/vz+TJ0/m9OnT9OrVC2lpaf78+cPp06c5ceIEOTk5DBkyhJiYGHR0dARKo6KiwpcvX/j27RtycnKcPXuWb9++sWzZMhITE5k4cSJnz56lf//+BAUFIScnR1xcHB8+fMDQ0JDExESOHz/O8uXL2bFjB3v37mX//v0EBASwY8cOqqqqWLJkCd27d+fmzZuMHDkSCwsL3N3d+fDhAwMGDCA7O5vJkyeTmZnJwIED+f79O5KSkuzYsQNdXV3u37+PhIQENTU1yMnJ4ebmRnt7O7W1tUybNo309HS6deuGqqoq1dXVzJ49m4qKCiIiIrhx4wZBQUGEhIRQXl7OvHnzUFVVJTIykgkTJlBRUcGcOXMEmTJ//nyampqEKMrOzo7Xr19jZWVFWFgYenp6VFdXi0CphoYGe/fu5dixY7S3t5Obm4uLiwvt7e0YGxtjb2+PiYkJMjIyDBs2DDU1NVJTU0lPT+fjx49IS0szbdo07OzsyMrKYsmSJWRlZaGpqcnYsWNRVlbmyJEjAie2tLTk169frFu3jvnz54tV5V9//cW4ceOoqanBysqKhQsXkpWVxdChQ7l48SL9+vXDwcFBBInLy8vx8fHB1dWV2tpa/vz5Q1tbG66ursTExBAWFoaEhASZmZkYGhoycuRItLW1effuHV++fCEjI4MvX76wZ88epkyZQkxMDOrq6owcOZJHjx5x/vx5tm/fjr6+Punp6RQUFHDp0iVSUlJYtWoVeXl5SEpK0q1bN/T19UVSvKOjA3t7ewoLCzlw4AD19fWoqqoisXLlyt1Xr14VfPH58+eZPHkyr169Ql9fHycnJ5YuXUpiYiL6+vqoqKjw9OlT5OXlcXBw4OzZs0hJSfHw4UOkpaVxc3Ojrq5OjGW8vb1pa2tjwYIFjB49GiMjI27fvs29e/fQ0NDA2dmZtrY23N3dkZCQECEdTU1NkpOTuXbtGsnJyeTn52NhYcGTJ09YtmwZu3fv5tSpU6SlpZGamsqIESPIzc0lKSkJNTU1CgoKmDdvHkOGDOHs2bNYWFgQGhrKpUuXaGpqYubMmQwZMgQbGxs0NDQIDg5mxYoVhIWFMXz4cLp37867d+9QV1fn8+fPmJubIy0tzcKFC1FRUSE4OBgPDw80NTVZunQpenp6vH79muvXr/P161dUVVVpbW1FVVUVNzc3Fi5cyN27dxk+fDi6urokJyejqanJsGHDRFgtOzubFy9e8Pfff/Py5UsyMzORlJTE1NSUly9fUkEdgd4AACAASURBVFRUxNWrV3Fzc8PT05Nfv34hJSWFlpYWT58+5cePH0LCMWnSJJKTk8WoqeuG7Ovry7Vr19DS0uLq1av07t2b0NBQgoKC+Pz5MxkZGdy4cYOePXuipaXFxIkT+fz5Mx0dHbx79w4PDw/BZBcUFNC9e3eGDh3KpUuXmDdvHo6OjjQ0NHDp0iUOHTpEYmIio0aNYunSpfj6+nLkyBH27t1Leno6Tk5OGBkZkZCQQFZWlmAbp02bJuQ8XUyjuro6w4YN4/jx4xQUFBAbG0tdXR2zZ88mNjaW+Ph4IWIxNTXlzp07xMfH4+rqSlJSEt++fUNTU5NDhw4xceJE9u7dS0hICG/fviUoKIja2lp+/PjBypUr+f79OwUFBRQUFFBeXs7q1auRkpLC1dWV1tZWUlNTsbe3p7S0FGdnZ06ePMm4ceNobm6murqa9evXExERgZ+fH7NmzSI9PR1fX1/U1NTIyclh586dSEpK4unpybVr11iwYAEuLi78/fffuLi4EBkZia+vL76+vhgZGdHc3Ex8fDzm5uZkZWVhbW3NoEGDePToESYmJuLfO2jQIObPn4+EhAQ+Pj6kpaXx+vVrAgMDhWFw0qRJ+Pj40KdPH3H4dXV1pby8nPb2dkxMTATv6u3tjb+/P7NmzUJeXh4lJSWqqqqoq6vjyJEjZGVlcfr0aS5evEhubi52dna0tbWxePFi9PX1KS4uRkVFRZAd6enpZGdnY2FhIUKkPj4+PH36lOnTp5OcnCxMb10v+rq6Onr27ClMh135gIaGBmbPnk1zczNWVlbExcWJ3+7WrVtMmDCBlJQUkpKS+PTpk9j5d1kMu264ACNGjMDc3ByApUuXsm3bNiE1kpSUZNWqVSQnJwMIQ5e8vDzR0dH4+flRUlKCsrIyd+/exc3NDW9vb3x8fPj27Rs3btzg58+flJWVUVdXh5WVFc3NzdjY2IiAXRfmmZycTFBQEKampsjKyvLz508hVBo7dixXrlxh7dq1lJWVsWzZMi5evIilpSWnT5/m33//JTc3l4qKChobGyksLMTNzY2oqCgUFRX59OkTO3fuFPmWrumNjo4OxsbG4veXlpZm48aNeHh44O3tzc6dO/n8+TOzZs3iypUrvHz5UlyKzp49i7Ozs8CQKisr+fbtGz179mT06NG8evWKoUOHCodCUVGREPLU19czePBgJk+ezN27d6mtrUVVVZWHDx+ira1NWVkZ48ePJzQ0lN69ezN9+nRWrVrFhQsX0NbW5vv37/Tr148zZ86ItLmVlRW/fv0iIyODjx8/4u7uTp8+fQgPDyciIkKsuAYOHCjCiBISEmzcuJEfP36gpqZGYGAgjx49wsrKivXr1/Ps2TOuXbuGjo4OmzdvJjQ0lMWLFyMvL4+ysjIDBw6kpqaGGTNmiCxHSEgINjY2PHv2jLi4OKZPn05BQQGrVq0iMDBQfAf//PlDeno6Q4YM4fPnz1hbW4sRfnJyMm1tbeTm5nL69Gnu37//fwe2cePG7c7KyiIhIYFu3brR1taGpKQk3t7eSEhIEBoaypAhQ8QfPDo6GhsbG1JTUzEyMqK0tJT29nY0NTUxMjJi8eLF6Ojo0KtXL/Gxl5KS4uDBg7S0tJCbm4utrS2BgYG0tbWRnZ2NgYEBCgoKKCkpMXfuXNavX8+UKVNQV1fnn3/+YcSIEUydOpV79+4JrWFUVBTz5s0TXO2rV6+4fPkyhw8fJioqiry8POLj4/n+/bvg6datW4e3tzd5eXkiEXj69GmUlJQ4ffo0vXv3xtzcXDB71tbWnDhxAl9fX8rKyqiuriY3N1e8tLrMZF0Mp52dHdnZ2SgrK3Pq1CnWrl3LpUuXxMv72bNnIsBSUFAgfqDJkydTXl5OcXExFy9eFAIQf39/9u/fz4MHD5gzZ44YZ48ePZq0tDSGDBlCaWkpv3794tWrVygrK2NjY8O5c+fIyMgQ04/c3FwuXLhAQEAA5ubmDB06lLdv3yIlJUVISAilpaUcP34cExMTwY5PmjQJPT09fv36RXR0NIMHD2bp0qVISkoSGRmJtbU1pqamNDQ0ICkpyeLFi+ns7CQ/P5/NmzdTXV2NlJQUGRkZdHZ2CsOSjo4ObW1tBAQEMGLECAoLC/n9+zelpaXIyMjw6NEjDhw4gK+vL8eOHcPCwgJzc3NCQkL477//RDgrJyeHPn368P79e27fvs2yZcuYOnUq27Zto66uDjMzM6Kiopg+fTp79+7Fz88PS0tL5OTkSE5OZvfu3SQkJLBy5Ur69OlDRkYGjY2NnDt3jra2NmbPnk3v3r0pLCwkPDyc9vZ22tvbuXr1Ks+fP8fExITi4mIKCwtpbGzEwsKCjIwMHBwcBENuZGREUFAQqamp9O7dG319fSZPnsy1a9eIjo4mMTGR06dPk5aWhpKSElevXmX8+PHY2dmJneepU6f49OkT8vLyAsk5fPgwu3btolevXjg6OnL37l0RPsvIyKC+vl6Mepubm9m/fz9RUVHIycmhrKyMg4MDLi4upKSk8O7dOxEAe/DgAUFBQejr67Nz504SExNpbm7m06dPNDQ0kJaWhpubm1hnVFdX097eTmRkJB4eHiLE5unpiYWFBUOGDGHp0qX06NGD3Nxc3N3dKSsr48aNG7i4uNC7d2/k5eUZOHAgZ8+e5ezZsygqKop1xbZt23j27Jn4WN66dYvevXvTp08fysvLMTIyIiUlhYSEBNTV1YmKiuLMmTP06NEDBwcHYbrKz89HV1cXSUlJTExMGD58OPLy8nz9+pXRo0ejp6fHrVu3uHHjBklJSSgpKXH27Fm2bNnCggULaGlpobS0lIkTJ7J161ays7PZt28fP3/+RF1dnfj4eKSkpBg8eDA3btxg2bJlbNu2jXv37vH333+TlZUlAooqKipcunSJyZMnk5+fL2QhYWFhTJ06FQcHB3r37s3Zs2dxdXVl5MiRWFlZ8eHDB6qqqjh27BhbtmwRY9Tv37/j6emJvr4+QUFBKCgosHPnTuLj4wkMDGTNmjXcunWLtrY2bt26JdLwKioqvH79GlVVVZKTk3n06BGDBw/GwcGBS5cuoaKiQq9evbCysmLp0qXMnz+fDRs2cOTIEUxNTRkxYgSBgYFoaGjQ1tYmWOe2tjY2bNhAfHw8SUlJaGlpce3aNaZMmfL/6ZwBPn/+zJcvX1i2bBl79+6lqakJKSkpampqWLZsGR4eHty+fZtNmzaxZ88ewsPDhYUuOTmZdevWoaKiwty5c1FVVeX169eoq6sjLy/PmDFjqKyspKmpiXfv3qGmpsa4cePo3r07sbGxBAQE8OjRI8rLy9m3bx+HDx/Gx8eHhIQE1q1bx8GDB4mOjubQoUN4eXlx4cIFQkNDOXHiBIMHD2br1q1IS0vT3t7O2LFj6ezs5MSJE0hKSuLj48Pjx4/Fc3X16lVcXV05ceIE27dvR1lZmfz8fEpKSkQKvWvC09jYyO/fv0lOThbOjgkTJmBvb4+joyMSPXv23G1qaoq9vT1RUVEMHjyYBw8ekJCQQHFxMRYWFrx8+ZKmpiZmz54txq5GRkbk5eVRUFDAo0eP6Ozs5ObNmxw6dIiXL1/y6tUr3N3d+fXrF9u2bePmzZsoKipy//591qxZw7lz58Rpde/evRQXFxMZGcmzZ884duwYhw8fxs/Pj6lTp7J582ZMTU2Rl5cnLS2N48eP8/HjR1JTUzl06BARERE4ODgwduxY0tPT+fz5M+fPn+ft27c0NzczZswYgVGpqamhrKzMnTt3sLe358qVK8LpqqKiwrNnz4QAQ0lJiba2NhQUFMjNzcXb21vY3jo7O3FycqKyshIbGxtCQkLE/9zOzs5YW1vj5uZGREQEL1++ZOLEifz333/o6+sTGhrK33//TXZ2NkFBQcjKylJfX4+bmxvl5eVERkYSHh7Ou3fvOHz4MLt37+bo0aOcOHGC3bt3s3PnTsaNG0dhYSFjx44lIyMDOTk5evXqRXt7u0ATAJSUlJCUlMTJyUmYqczMzHj69ClRUVFkZGRQW1vL+PHjUVdXp6Ojg4yMDPLz82lsbGTLli1s3LiRiooKSkpKqK2t5f3794JLnDRpEm/fvuX3799UVFQgIyPDt2/fePPmDT4+PkhLS9O9e3e+fv2KlJQUhYWFqKioICEhIbhOW1tbETSaO3cuFRUVSEpKYmhoyNq1axk1ahSPHj0SBzQXFxcyMjJ4/vy5EK8YGxuLqcOoUaPIyMhg7ty54valp6eHhIQEMTEx2Nvb89dff+Hv7y9ejHJycowbN47q6mrevn1LZGQko0ePRl9fn/z8fBYvXkxYWJhwahcWFrJ69WrxOxQWFqKpqUmvXr1ITU1l6tSptLe3C6/BnTt3REivvLwce3t7hg0bhq6uLoaGhty5cwd3d3cSExN5/vy50L8uX76cK1euUFFRwY8fP3B0dMTKyoqcnBwSEhKwsLCguLhYjM29vb3FnvHZs2cEBgYSHR0tyIOWlhYmT57MwoUL8fPzIyoqiu3bt9PQ0MDw4cN5+/YtLS0tVFZWiiTwoEGDyM3NZdmyZcyZMwd9fX02bNiAv78/Tk5OZGdnc+/ePUaPHk1ycjLh4eGYmZnR1NSEq6srhw4dQlNTEykpKerr6wUrrKCggLu7O4GBgcyaNQtbW1uGDh1KTU0NVVVVKCkpMXToUPT09Dh9+jRz585FRUUFTU1NHjx4wNChQxk/fjyTJk1i2bJl+Pv7U1JSwsmTJ0lOTqZPnz5Mnz6dGTNm0KNHD3JycvDz8xNiIy0tLTIyMrh+/TpHjx4VxIKDgwNpaWksXbqUzMxMampqUFVVJTU1lbVr16KsrEz37t0Fiufj4yPoitLSUgYMGMDcuXO5efMmM2fORF1dncePHzNt2jTKy8vFTevSpUuMGjVKTNm6DvoaGhriv2X8+PFkZWWJgNvKlSsJCAggNzeXuro62tracHZ2xsDAgPfv37No0SJev36Ns7MzmpqafP/+XeRqdu3aRUxMDA4ODsTGxiIlJYWdnZ2QeHR9xJuamqisrKSyshJAZCTa29sxNDREWlqax48fY2RkRO/evZGUlCQjIwNTU1Oio6O5d+8egwYNYtCgQYSHh6Orq4unpychISEkJCQwfvx4Dh48iJWVFaampsycORNPT08sLS3ZunUrDg4OLFiwAC8vL7y8vJgxYwbbt2/n3r172NraEhcXh6urK//73/8ICwtj4MCBlJeX8+LFC6ZPn86WLVv4/fs3W7du5cqVK/Tt25eGhgbMzMzYtWsXc+fOxcDAgHHjxjF16lQKCwuxsbHhzp07FBcX0717d6ytrVFXV+fu3btcuHABe3t7DAwM+PHjB2fOnCEjI4N9+/YhISHB5cuXuXjxIubm5ujq6pKQkMD06dNFfsrFxQULCwu2bNlCUFAQ7e3tyMnJiaxTUlISdXV14uO8cOFCSktLxbRi6tSpqKqq8vnz5//bYVtaWtKrVy/i4+PFA7VmzRpkZGRoa2ujqamJf//9F0VFRQoLC+nZsyft7e2UlJQwcuRIrl69Km7hAwYMYMyYMTx48ICqqiqMjY3Jzs7GycmJ8PBwZsyYwd27d4mMjKSiogJlZWWCg4MF83z16lUqKirYtWuXEOSHhoYK3rqpqYnk5GQ8PT3R0NDgzJkz/Pz5EyUlJfGyPn36tLAg2djYMHjwYLy8vAgLC8PW1pYzZ87Qr18/fvz4QWNjIwoKCsTHx+Ps7Mzx48dFgjY/P1/gFJcvX8bGxoZly5YhIyNDREQEz549o7m5mZKSEszMzJCWlhYnJS0tLSZPnszo0aP58uULaWlpxMbGIiEhgY2NDbGxsaIYIj09nR49evD582fMzMxoa2vj+vXrVFZWilCKg4ODkJgEBAQITauDgwNWVlYcOXKEKVOmYGVlRUpKCh0dHdja2vLq1Svs7OwE96qkpMTy5cspKChg586dtLe3Czd5W1sbL168EKhYbW0t379/x8vLC2dnZx49esSsWbMwMzPj6tWr7Nixg4iICN68eYOsrCzS0tJIS0vzzz//kJGRIUxIXYUytra29O7dW6TEQ0ND2bdvH0lJSdy+fVt85LqE//fu3SM4OBgVFRVMTU35999/uX79Onfv3qVbt24cO3aM4uJi7ty5w4ABA/j58ycyMjJ8+PCBXbt2iV10r169UFJSorOzk/r6ejIzMxk+fLjYqR05coQFCxbQ1NRESkoKjx8/pqOjg1OnTqGtrU1CQgIhISFMnToVNTU1MUrLysrC09OTc+fOERERIfA/ZWVlwsLC0NXVxcLCAgkJCTEpUlFRQVVVlTNnzlBaWkpKSgrm5ub06dOHsWPHsnz5cmRlZamqqkJBQYHHjx+Tm5tLS0uLwGPev3/P0KFDUVBQ4OLFixgZGfHixQt0dXUZM2YMr169QkJCguPHj4ugooaGBsOHD6e8vJzg4GBaWlqQkZHhr7/+4uzZs4wZMwYTExOuXr0qEqr9+vXDx8eHrVu3kpqaypAhQ+jfvz8vXrzg1KlTyMrK4uHhwcKFC/H19eXw4cMEBwezatUqgctJSkqSnZ3N9evXRf6htbUVXV1dmpub+fPnD42NjYwdO5bKykrxzM6cOZNt27ZhZGREUVERISEhKCsr09raSllZGXJycigpKaGmpsatW7fQ0tLCyMiIpqYmtm/fLvzfXR7muro6gR52rc4MDQ2RlJTk4cOH+Pn5sW3bNiZMmEBsbCzGxsY4OzsLCcrNmzdZuHAhK1as4N27d0IdW1dXh5ubG5qamjx8+FAU6Li7u1NZWcmPHz9wc3OjuroaSUlJAHbu3Mnw4cNxcnJCQUGBP3/+EB0dTXx8PF5eXnz+/Jl3796xePFi8vPzCQkJYdSoUURGRtLe3s60adO4c+cOgwYNora2lpiYGBYvXszhw4d5/fo12traqKiosGvXLt69e8fgwYP58OEDHz58YN26dXTr1o2IiAjs7e3Fhz0iIoLc3FzWrVvHjBkzMDU1JTIykqamJtauXYuEhAQWFhaEhIRQVFSEiYkJAAEBAURERKCjo8P169fx9fWlpKQEJSUlYfD7+vUrQUFBdHZ2snTpUmxtbfn+/Tvr16/n8uXLyMrKMmXKFKFBffPmDU+fPqWwsJCmpiZaW1uZOnUqnz59wt7eHm9vb5ycnBg7dixTp05FRkZGHMwSEhIEFujs7IycnJxIXf/48YMbN25gYGDA+vXriY2NZcGCBWRmZpKbm8vo0aPR1dXl7du3VFdXs3nzZiQkJNiwYQOGhoaYm5vj6uqKqakpZmZmxMbGoqOjg5eXF1FRURgYGKCtrS1KoiwtLfHy8uLixYvMnj2bx48f8+zZM8aNG8eRI0dEYv/AgQPcv3+fffv2kZ+fT1lZGZmZmTQ3Nwvzo4eHB4aGhkiMGjVqt5ycHEOHDmXr1q1iPPrPP/8wY8YMocPrQnA+ffokFH+3bt0SLUf19fWYmJiIf+bGjRvk5+cjKyvL/PnzSUpKQkNDg+3btzN58mSkpKS4fv06CQkJBAcH09nZyX///Ye3tzerVq0CQEdHhxEjRogQiJaWFra2thgYGNDR0YGsrCxTp04lNDRUnOa6bmlXrlzh06dP1NbWkpSUhJeXF3Z2djg7OzNs2DCCg4OZO3cudXV1+Pj4oKWlJdp9tm3bRt++fXn27Bk9e/YkMzMTVVVVLCwsGDRoEOvWrUNNTU18DBYuXChSu3PmzGHFihWcPXuW9PR0FixYgK+vL62trYwfP16IGqysrJg+fTonTpxg/Pjx/Pr1Cx0dHbp16yaSks7OzqSkpCAtLc2QIUPYs2cPOTk55OXlsWTJEk6dOsX169fR1dUlLi4OSUlJtm3bxtatW5k9e7aYknSJFd68ecOjR4/49OkTKioqHD9+HD09Pd68ecPo0aM5ePAg0tLS4uWsra3N1KlTRTCub9++3Lt3j7i4OExNTSktLUVdXR0vLy/69++PlpaW0KF2dnayZMkSampq0NPTo7y8nAkTJvDmzRvKy8tJTEzE0tJS7DKnT58udvjGxsbIyMjQ0dGBo6MjS5Ys4cyZM9y5c0cw/W/fvsXKyoqrV6+io6ND7969hRRk2rRpaGlp0djYiLKyMt26daOmpobW1laysrIYNWoUioqKDB06lLq6OvT19VFSUuLp06fU1tair6+PgoIC5ubmTJo0iRs3bmBlZUXPnj2xtbXlypUryMrKUltbS1VVFQkJCXh6ehIVFYW6urpQPa5YsYLLly+LZyQgIIDGxkYcHBwEp9+rVy8OHTokPO66urq8fPkSe3t7ampqmD59Oj4+Prx+/ZqMjAzc3Ny4desWT58+JTo6mtbWVjQ0NDA1NQXA2NgYR0dHCgsLSUxMpHfv3pSUlNCjRw9u3bqFvr4+MjIy9O/fn+fPn4sbZVtbG35+figqKvL06VPWrFlDRUWFaOEyMjLi7t277Nixgz179mBnZ4e/v79Yk5w6dQpra2sSEhJYtmyZCAt2NeV1dHQAkJSUREZGBrNnz+bEiRO0t7dTX19PTU0NK1asYOPGjWhqahIXF8e6desoKChg7dq1FBcXY2try7x58zh69ChJSUl0796dzMxMrK2tsbe3F4xsF+Z08+ZNLCwsaGlpEbhUZGQkgwYN4uTJk5w+fVqkuidMmMDVq1eJiIigvb2dixcvCpubg4MDYWFhNDc38+DBA168eMGoUaNEy97z58/Jzs4Wz+vIkSM5ePAghoaG+Pj4EBISQllZGTIyMujo6DBo0CB8fHwYN26cmF62traKhHpRURGrV68Wl52uEKyBgQGNjY1idaetrU2PHj0IDg7GyclJ4LQ/fvygW7du2NvbM3z4cDQ1NbGzsyM5OZk3b97QrVs3Jk6ciKurK/Pnz0deXh4VFRX8/f1xdXVl165dnDlzhurqaqytrfHw8ODp06f06tULHR0dhg4diq+vL3V1dWzZsoUePXrw7t07oVQ9c+YMoaGhFBUVIS0tzZMnTwgICKBbt268ffuWiRMnsnLlSi5duoSNjQ2SkpLimcnKykJLSwtvb282bdrEihUraGxs5M+fP2KCp6KiIkK3OTk5DB48mGHDhmFvb0/37t0pKSkhPDyc/v3709nZKfoAukKoenp6XL16lTVr1rBy5UpSU1Npa2ujX79+qKmpCRrJxMSEFStWMH78eJYvX84///yDuro6GRkZFBUVMWXKFAwNDXny5Amtra0EBgby588fKisrsbKyYu3atQQHB2NoaMjNmzcxNTVlwYIFZGdns3PnTg4cOEBLSws6OjpUVVWRmJiIuro6ZWVlYtIkKytLVFQUHz58+L+cV11d3e67d+/y9OlTjIyM2LVrFyUlJeTn56OoqEhLSwvt7e18+PABfX19MSaYMmUKJ0+eJCEhgYULF5KamoqUlBTq6urU1dUhKSnJ5MmTqaqqYsWKFWzdupWrV68ybdo0SkpKBHdrZmaGnJwcBw8e5Pz586xbtw5JSUnWr1/P2bNnMTY2xt3dHUNDQ37+/ImnpyeLFy+mtLSUPXv28O3bN1avXk1paSl+fn5cu3YNVVVVfvz4wZ8/f3B1deXAgQNIS0uTkJAg9vLnz5+nvLxcBKhqa2sJDg7m6dOn5OTkoK2tzbp167h37x7z5s3j7NmzFBcXEx0dTWZmJvHx8ezfv59evXqxYcMGjI2NMTIyYv/+/cjIyHD06FE+ffrEoUOH2L59u2AbLSwsSElJ4b///qN///4sWrQIFRUVmpqaBDzf9QFavHixcK7r6ekRGRnJnDlz0NDQQE1NjZaWFhYuXMiTJ0+4e/cuO3fuRFZWlnnz5hEQEMDEiRO5c+cOsrKyYkfp5eWFpqYmS5Ys4du3b/j7+zN37lx0dHRYtGgRffr0EWyjq6uraNpZsWIF+fn5rF69mtjYWOF+j4mJobOzEwUFBS5cuIC3tzdZWVnY2toyd+5c5s6di6SkpOCkq6qqcHV1RUZGhvz8fFatWsW2bdvIy8tj8+bNbNiwgevXr+Pg4CA+2H///Tfh4eEA3Lx5k5KSEjQ0NLhy5Qp79+5l2bJlaGlp8ebNGzZu3MihQ4eYMGEC8+bN48mTJ/zvf/8jJydHJD0BCgsL8fPzQ0lJCRkZGfLy8pCVlWXlypX06NEDCwsLunfvjoKCAvPmzUNTU5Nx48axfft2gRaqqanRs2dPMUIcNmwYHR0dPHz4kJEjRyItLU1WVharVq3C0tKSr1+/cu7cOQwMDFiwYAEyMjKUlpYyYcIETE1Nef36Nenp6WhraxMSEoKamprwD0dFRVFSUkJ9fT1NTU0EBgaira3NnDlzMDAwICUlhYiICHbt2kVjYyNqamqUlJRQV1eHoaEhdXV1zJs3j/b2drZv386HDx/ELejbt288ePCAzZs3M3nyZHbt2sWJEyfYv38/ERERWFpaCp/9o0ePMDQ05PLly/Tr149bt27x/Plzxo8fj6KiIqGhoQwbNgwHBwfevn3LggULMDAwIC0tjb59+9LZ2Ul4eDiPHj1i9OjRjBw5EikpKWpra0lMTCQ0NFTUmaampgKwevVqgRD9/PmTvLw8nJycaGpqIjg4mEGDBlFWVsbPnz9ZtmwZTk5OxMbGsm/fPg4ePIi/v784sMnKylJYWEhNTQ0tLS0YGBhw+PBhvLy8SE5OZsuWLaxcuRITExP+++8/jhw5gp6eHvn5+cTHx7N161a+fPlCQ0MDL168oKqqSqCsAAMGDKChoQFfX1+Kioo4fPgwOjo6lJSU8OHDB379+oWqqiojR47ExcWFS5cuUV1djb6+Pv7+/nz58oX9+/eL0F7XarGrshWgW7duyMvL8+3bN9FsmJKSwrdv31i5ciUDBgzg6NGjODs78/TpUw4ePEhCQgIKCgr8/PkTCQkJkpKSmDVrlmCmGxsbmTVrFi0tLXTv3p3v379TVVWFm5sbenp6fP78mZUriCva4wAAIABJREFUVwoOftGiRWzevJmMjAzhcO9KjmdmZjJu3Dgh4Ro9erTAXzds2CCQ3piYGOzs7Pj9+zd//vzhy5cvWFlZMW3aNBQVFYUwx9nZmaKiInFw7KJ59u/fT9++fZGSkmLx4sUUFhZibm7O8+fPCQgIYOfOnSgrK5OQkMCpU6fYt2+fmIZNnDiRU6dOkZubK9aijY2NmJiYcOzYMQoLC9m6dSuDBw8WYbKuIqzExEQsLCzYv38/sbGxTJ06FT8/P2xtbTE2Nqa4uJj29nays7Npbm7m4sWLHD58mNraWqKiooQZsWv9qaqqSnFxMcXFxWhpadHR0cGtW7ewtbWlW7duqKioEBMTg5KSEhI6Ojq7nZycRJgrKyuL6OhovL292bp1K0+fPmXu3LkoKiqycuVKPD09hdazoqICWVlZvnz5Qm1tLcrKyjQ3N3P06FExGiwqKhJmq8TERLKzs8W1/8ePH7x69YoJEyZgYWFBVVUV165d4+fPn4waNUq89LS1tbl//z6DBg0SNrHS0lKsra1Zt24dkZGRXLp0iV+/fomCkZycHCG80NPTo6CggK9fv9LS0iICchEREbx9+5YRI0YwdOhQlJWVmTJlimh2ef/+PW5ubmzevJn169eLTltHR0c2btzIx48fiYqKwsnJCR8fH2JjY4UP99SpU1haWlJXVydGT10K0Pj4eAYNGiTGWLKysowdOxZbW1s2btwogjoRERFimiAnJ4eCggL5+fn06NGDmJgYwTkOHTqUxMREMeaJi4sjPDwcd3d3VFRUcHR0ZMKECSxfvhwrKyvOnDnDoUOH0NDQEGP9/v37U1VVRXV1NX5+fjg6OpKQkMCnT58oKSlhy5YtPHz4kB8/fpCTk0NaWhq3bt0S8oW8vDwhCVm0aBGfP3+moqICXV1drK2thWDj+/fvODs7C93s9+/fxTj7w4cPQq24ZcsWZGVlmTx5MjU1NVy8eBFpaWmsrKwoKSnB3t6eyspK4uLi6OjoICYmhl69evH8+XN+/fqFvb09OTk5jBkzhu/fvzN16lSCg4MZOHAgR44cob29HV9fXyGB6aqujIqKYu7cufz8+ZPPnz/z588fzMzM+PjxI4sWLeL27dtC5DFixAgiIiIoKSnB0NAQBQUFsrOzmT17NlVVVbx8+VI0QRUXF7NhwwZGjhzJiRMnRJd8RUUF69atw93dXTzo6urq3Lt3D2VlZSIiIjh58iRjxowRzWbGxsYcOnRIhN5u3ryJvLw8BgYGmJqaIiUlJbzjjY2NSEpK8unTJ/T09IiPj6eqqor58+eTlZWFtLQ03bp1Y8yYMZiZmTFixAjhYzA3Nyc4OBhfX1++f/+Og4MDGRkZ2NnZiVBbl7Xv69evPH36lJaWFmRlZTlw4AAXL16kuLiYtrY2Tp48KQp1Tp06hb6+Ps7Ozjx48ABNTU0aGhrIz88X3eKtra2YmpqK52327Nl8+vSJiRMnCtlPSEgICxYsQElJifT0dFatWiV48O7du/PkyRPc3NyQlpbG1dUVY2NjPDw8hHEuNTVVtGKFh4djbm5OQEAA+fn5lJeXC6tfamoq+fn59OvXj969e9PU1MSsWbPw8vISBRNdDG0XIbNhwwZx05OSkhIHz5qaGrS0tHB2dqZfv37Y2NjQ0NDAtGnTKCgoEB4FFxcXXr58iaamJjExMbi5uQHw119/oaSkxIsXLxgyZAgbN26ksLCQ4uJiVqxYgZWVFbKysqiqqoo+62nTpondr7u7O+/fvyclJYW4uDiWLl1KQUEBOTk5pKSk0L9/f6ZMmULPnj3p1asXpaWlPH78GF9fX7S1tVFUVBRSED09PV69esWXL1+YMGECPXr04NevX+jr62NkZISOjg6FhYXExcWxZs0aFBUVcXJyYtKkSeLG3jXV7dGjBzNnzsTDw4PIyEgSExN5+PAhffv25cqVK6SmpoqSqGfPnrFixQrWrl3LuXPnWLJkCXp6eoJQ6dOnDw8ePEBFRYXVq1fj5eXFf//9R319Pfn5+WzZsoWqqipevXqFi4sLYWFhvH//HgMDA06cOMGSJUt4+PAhx48fF9mfHz9+cOzYMUGbaGtrM3PmTEpKSvj+/Tv/+9//KCgo4ODBgyJxHhMTQ0VFBYGBgVy+fFnktEpKSjAxMRFocHJysuh7OH/+vJhW3Lx5k+nTp2NiYoKRkRGurq5IuLi47J41axY+Pj78+++/NDQ04OjoSFVVFdOmTcPc3Jzq6mrhqe36o5ubm9PQ0MDPnz8FghAXF8eyZctESbi/vz+qqqr07duX6upqvL296devHwEBAdjb29OjRw/Wrl1LUlISbW1tDB48mBUrVjBixAjh/O0anwwbNgwtLS0GDhzIiBEjePDgAb9//+bly5fIy8uzadMm8vPzsbe3p7m5GXl5eTo6OlBWVqaxsVF0d587d45BgwaJ5q979+6RkJAgiu579OiBgYEBb9++5cWLF3z8+JGSkhJsbGxobm4mJiaG6Ohompub+euvv5CRkUFKSorGxka2bt3KzJkzqa+vF1L5HTt24O3tLU6jXdL3lJQU8vPzSU1NZcGCBdy/f5+TJ09ibW1Nnz59UFNTE6nSMWPG0NTURFNTEwMGDBAazJKSErS1tTl//jy6urriltf1twkLC0NWVhY5OTmBv3h7e4ve3rS0NBYsWMCzZ8/Q1tbmyZMn6OvrExcXR15eHmVlZaxZs4bnz5+jq6vLli1bUFBQwMjIiJs3b5KSksLkyZMJDAzk27dvyMjI0LNnT1xcXLh9+7bQDY4cORJdXV0kJCQ4f/48cXFxSEhIICsrS05ODvr6+owaNYqFCxeKXZ6cnBzu7u54eXnh7u6Oj48P6urq+Pn5if3c8uXLhdBi1apVQmX733//CfOQm5sbT5484ejRo/Ts2VO84OXl5Xn58qWoDZSWliYlJYWioiI8PDzYuHEjL168wNzcnJKSEiorKwUqpKCgQGRkJFOnTiU7O5sLFy5w+/ZtLCws8PLy4ubNmwwYMIBbt27x119/ERcXR25uLm5ubri7uwsf+4MHD4iPjxfa1JCQED5//izwl0WLFnHgwAGcnZ0pLCxk1KhR5Obmkpuby8GDB1m+fLkIsHR2djJkyBC+fv2KjY0N3bt3p6KigkWLFhETE0NZWRlz587F2dmZwMBAgT51jfG/fftGZ2cn6enp/P79W2QbGhsbefLkCa9evSI9PV0gk927d2fJkiUEBAQA0NLSwosXL8TvnpiYyPjx49HS0hI0QtdLyNnZGRkZGbp3786LFy/Iz89n69atGBsbc+zYMczNzZk+ffr/p8TU09MTTXM5OTkUFxfTp08fnj9/ztevX8nKyqJbt240NDQQHx/PxIkTWbdunRBy3LhxA21tbYqLi1m5ciWNjY2UlJSgp6dHWFgY7e3tKCoqUlpairy8PD169KCoqIicnBy+fPki9pvq6upMmTJFJMN9fX2xtbUV2lOA/Px8lixZgqKionhGOzo62LNnD0uWLCEtLY3ly5eLbnUtLS1OnDhBZ2enSLsPGzaM1atXs3LlSpYvX054eDgBAQF8+PABExMTgYJ6enqKtca+fftwcnISRUbFxcUsXLiQ1tZW1q9fj7m5OR4eHvj7+zN69GhGjx4tboK2tra8f/8eLS0tZGVlCQsLEx7wkSNHUllZiZSUFEZGRgwcOBBJSUnS09MZPnw4fn5+TJw4EUVFRcaMGSN23/Pnz6ezs5Pz589TU1NDY2Mj5ubmvHr1iqSkJMaMGYORkRFv3rxhyZIljBkzBkVFRTIzM8nMzBRiqkWLFlFeXo6xsTEnT55k0aJFwvJnbGwslLwaGhqcPXsWDQ0NhgwZwr59+ygpKaGkpAQ3NzeUlJT4/fs3iYmJrF27VlzwioqKiIyMxNHREUtLS7KystixYwdXr14VY3RNTU3RrRAWFsbr16959+4dRUVFuLm5CZ567dq1NDc3o62tzZcvX7h79y6LFy/mz58/7Nixg4cPH2JnZ0dAQIDoF7CwsMDV1ZWPHz/i4eGBq6srO3bs4PDhw1y6dInk5GQOHTpEXl4eEnv37t197do11q9fj5KSEoMHD0ZFRYX+/fvT0dFBz549MTMzIyQkhBkzZjBy5EiWL1/O+/fvsba2JjIyEmVlZQYMGICCggINDQ3o6+uLoJaMjIzQV/769Ytbt26xZMkSOjs78fDwYM6cOVRWVnLgwAGePHkieNfo6Ghqa2tRUVHhwoULuLi4kJaWhre3N1+/fiUnJ4eVK1eSmJjIuHHjOHToEA0NDfTq1QtJSUmGDx+Oqqoq06ZNY+zYsYSHh6Oqqoq+vj4tLS38+fOHsWPHilPgsWPHOHPmDAkJCURHR4vdp7W1Nf7+/rS3t7No0SKio6MZMGCAwH2sra2F9P/ChQtcuXKFtLQ0xowZQ0pKChMmTMDPz4+TJ0/i4eHBwYMHmTZtGsuXLyc3NxdLS0sOHDjAkSNH0NbWxszMDHNzc4yNjXn58iWfPn0iKCiI27dvM2fOHKZPn46np6fQ7D18+JCDBw+Smpoq7ET6+vp0dnYyatQovLy8OHnyJKtWrcLV1ZXt27cjJycnNKVdNYC1tbWsWrWK1NRUdHV12blzpyig6DpNpqWlkZGRga6uLh8+fBBWr02bNonbmL6+PmvXrkVDQwMzMzOMjIyQkZERafGysjJcXFzQ1dUlMzMTCwsLDhw4gLq6Og8ePKC4uJiKigp+/vxJv379uHbtGqWlpaioqHDnzh0WLVpERUUFT548QVpaWgTNupSdlZWV3Lhxg6KiIlxcXISHV1JSEnV1dfT09Hj37h3l5eU4OjoKcUNsbCwdHR3Y2dnx5csXDAwMePLkCc+ePePMmTPcv3+foUOHIisrKwKTFRUVfPv2TXjZuzS5jY2NhIWFcejQITZs2EBQUBDfv38XClVbW1shjpgwYQLp6emimevw4cPExcXx4sULMjIy2LZtG+vXr8fExISIiAgxis/Ly+P48ePU1dWRmprK+/fvCQsL48OHDwIZycnJISwsjGnTppGWlsaXL1+4desWRUVFDBw4kLKyMuHF9vT0JC8vj4MHD6KsrIyqqir79u3D2NiYU6dOMWrUKDw8PFBRUcHPz4/m5mbevn3LkydPAESbVE1NDevXr+fXr18EBgaKkhc5OTm2bNnCnj172LhxI4MGDWLRokU4OzujqKgoMBaASZMm8eDBAzo6OtixYweZmZm8evWK7Oxshg0bxpo1a1BWVgZAQ0MDbW1t1q5dK9Y9ysrKnDt3DllZWTo7OwkJCUFCQoKysjICAgJ4+PAhX79+ZcuWLeTm5uLk5MSUKVNIT0/nypUrYuXUdairq6ujf//+WFtb079/f3bs2EFiYqKwbJWUlDB8+HCioqL48+cPs2bNorCwUPxdu5rfPD09aW1tZeHChVhbW4uDmJeXFwYGBsjKyvL582daW1txdHQkPDycBQsW0NbWxqdPnxg4cCCysrI8f/6cAQMGYG1tzePHj4X5bdmyZQD4+/vj6OhIQUGBYKi71KcFBQWoqakJzGrkyJEoKiry+PFj/P39ef78OevWrSMoKEiE2rS1tZk4caJoInN1dSUlJUV0EsTGxnLz5k2SkpL4+fOnUK0OGDCADRs2cObMGVasWIGZmRlDhgwRRMyvX7+orq6ms7OTx48fM2TIENHb3lVD+eTJEwYPHsybN2/w9vamvr6e0NBQdHR0hKhrzZo1ZGdn8+bNGw4cOICamhp2dnYUFRVhaWnJ4MGDOXToEJKSkixatIhly5YRHx+PtLQ0lZWVZGZmoqioSFtbGzU1NZSXl9O7d28GDx7M33//TWlpqcg0vXjxgoaGBubOncuHDx8YO3asyFlJSEhw//59hg0bRnNzM/v27WPx4sW0t7czc+ZMFi5cyIABA9DT0xP0S0VFhRDHDBs2jEuXLom+B0tLS1RVVTE2Nqampub/etzr6up2x8fH8+PHD6ysrHjx4gV9+vTh3bt3FBcXo6+vT2lpKba2tkJkHxYWxv3793FycmLAgAFcv36d9PR0jI2N2bRpk2jFsrGxobi4WIQSFi9ezJkzZ/jx4wdv3rzh4cOHLFmyBBcXF1RVVXF0dERfX5+///6bnTt3oqqqSkJCAhkZGVRWVuLr64uTk5Mosr958yZ3797l27dvVFVVsWnTJu7fv4+BgQFFRUXMnz8fXV1dAgMDGTVqFAYGBgwePBhfX190dXVxc3PDzMwMbW1tNmzYQEhIiEggL1++nPr6eu7fvy86tS9cuEBnZyfz5s3D0tISDQ0N9uzZw5UrV/Dy8mLx4sUEBwcLl21oaCj+/v4EBASgpqbGtm3b6NWrF5aWlqKSr+uBqq6uxsPDg6CgIN69eyfCa5cvXyYmJoZ+/fphb28vbq01NTW8fPkSDw8P2traGDhwoGBa+/fvj6OjI//++y/Pnz9HUlKSHj160NLSImiA1atXU19fL6YUS5cu5dOnTzg6Ov4/qs4zruf2/99H2tFO0lDRlAqhbKlcJSIjKyMysvdlZJQdwmWPLi4zm5KZhLRUUrRU2ls7adD/xu/f+Xh8b+vhRn0+7/N8v17P53EwYsQIvnz5wtevX0lOTsbR0ZHS0lJhy0lLSxOQkm/fvonk9dChQ8XFKCsri5KSEv78+cPdu3eRl5cnKipKcJiPHj2KtbU1JiYmGBgYUFZWxqhRo+jRo4fYIQ8ZMkT0qSMjI0lJSWHnzp08evRIsOM7D1lra2vS09ORkpJCU1MTAwMDxo8fz4gRI/D392fEiBFISEgI0puVlRU5OTnMmDGDuro6kWrv7KPGxMSQlJSEsrKyuLR6enqSmZmJvLw89vb2fPjwQVxWz507x/Xr14WEpBPMIisry759+1i/fj1XrlzB29ubjx8/MnXq1P+raUhKcuvWLZydndm4cSM6Ojps3LgRR0dHevXqxe7du7GwsGDu3LlCJWlra8uvX7/o1q0bcnJyrF69mgULFjB69Gjc3NzEg+TRo0eMGjVK9PVXrVqFoqIiM2bMwNLSkoCAAIYOHYqBgQGOjo6sXr2apUuX8vr1a9zd3VFUVGTatGkCEqOjo8PmzZsZNWoU06ZNE2PCThdxRUUFAG1tbejq6rJ+/XpevnzJu3fvhNkvLy+P9evXs2/fPhoaGrCzs2Po0KECT7l69Wry8vLw9PRk8ODBYmozevRotLS0ePz4sbhcaGlpkZ+fj5ubG1evXmXWrFls3LiR+vp68vLymDFjBmlpaSxbtgxVVVUsLS1RVVWlsbGR+vp6nj9/LiYl1tbWvHr1CklJSe7cuUO3bt2YMWMGQ4YMIT09HT09PdatW0fPnj25e/cuampq9O3bl379+vH9+3c2btwIQI8ePXBycuLt27ds3LhRhGU7Hcvfv3+nsbGR9evXk5aWxv3793F2diYkJITbt28zePBgsrOzKSkpISsri4kTJ4qAWENDA1paWpw7d04w9NXU1NDV1cXNzY2ioiLCwsJYunQp//77L1OnTuXHjx8EBATQ2NiIkpIS5eXlDBw4ECcnJ/z9/fn16xfdu3dHQkKCz58/Y2BgIHC+169fx8fHh4iICCwsLPj3338ZMGAABw8exMPDA2VlZXJzc9m2bRu1tbWsW7cODw8PISbx9/dnypQpKCgooKSkxPv377GysiIoKIihQ4eioaFBYGAg9+7dIzMzkxEjRgg5jb+/P/r6+pibm1NWVsaBAwdYs2YNO3fu5ObNmzQ1NVFfX09hYSEJCQnk5eWho6NDe3s7kZGRYjwfHR3No0eP0NPTE4HVzrBzS0sL+fn5IkzW2YAYOHAgDQ0N5OTk4OrqipaWFl+/fuXnz5+4ubkRHByMg4MDzc3NmJqaUlZWxt69e1m+fDm2trZiSpaUlMSBAwfEmkBOTo6fP39SVlZGaWkp//zzD5aWlixevFjkZUxNTUXavLm5mdevX/P792+sra0ZNmwYkiNHjtzdp08fFBUV0dHR4fLly6KiYmxsTFZWFpqamnz8+JH169eL28CxY8dYunQpFRUVlJaWCtNIJwxAXl6e9+/fExERwZs3b/D29ubly5dcvHiR0tJSBgwYgIuLC0FBQaxatYo1a9awYMECmpqaePv2LX379mXPnj0UFRWJqkZISIiot4wdO5aGhgaOHTuGpqYmQ4cO5c2bNxgaGmJra8u7d+84dOjQ/0jBi4qKUFdXp6CggMePHzN48GDB7nZ1dSUrK4v29nb09PTo2rWr2FupqKj8z741ICBAVFxsbW3R0dHh5MmT6OjoEBISwo8fP6iqquL58+dMmDCBKVOmMGzYMA4dOkT37t0BkJaW5tWrV/z8+ZM/f/5gbm4ulHfR0dEYGhry9etX9u3bx+HDh1m3bh0WFhZ8/foVMzMz7t69S2BgID169CAuLg5ZWVm2bdtGTEwMZWVlKCsrs2fPHpYuXYqUlBTZ2dk4OjrSo0cPwsPDiY2NpbGxEW1tbWRkZFiwYAG1tbW8evVKXHru37/P+PHjUVNTo6mpiTlz5nD16lXMzc1ZuHAhv379YvLkyTQ1NVFZWSlwn4qKimzatIlPnz6xZMkS5s2bx9WrV5kxYwYhISE8f/4cT09PKioqKCoqYvjw4aJ3WFtby+zZs2lububGjRukpqaSkZHB5s2bBQXt2LFjdO/enXHjxpGdnc3v37+F+7alpYWwsDD09fWJi4vj/fv3uLm54efnJzrrQUFBnDhxgvv379Pe3s6BAwcEJtLIyIiSkhIKCgp49+4dXbt2FTunxMREdHR06NKlCw0NDdTW1vL8+XO0tbXZvn27SLS7uroSGBjIwoULxdvsjRs3GDt2LEVFRfz8+ZPS0lK6d+9OSUkJdnZ2qKiosGLFCtauXUtoaCjFxcWMGDGCsWPHsnXrVsE87wwWxsfHY2FhgaysLKmpqcyYMYOoqCgmT54spg52dnZUVFRw7Ngxpk6dSkVFhTicX7x4QXJysphYzJs3D2lpaZYtW4a3tzcBAQF8/PgRdXV1/vvvPyQlJdm/fz+Kioq0trby4sUL9PT0BL60srKSly9fUldXh42NjbhY7tmzB01NTQoKCsjKyuLcuXMsW7aMEydOMG/ePKqqqjAyMuLIkSNIS0szduxY/Pz8sLKy4vr16+zcuVOsZnx9fXFzcyM9PZ0HDx7w588fVq1ahbW1NWFhYf9TFxsxYgTe3t7s2rWL8ePHExwcLHIZmZmZhISEEBsbi4SEBAcOHEBCQgJlZWW0tLQICwujS5cuJCYmkp+fj4mJCdeuXePYsWOkpKSgrq7OjBkzyMrKYsqUKURFRVFQUMCePXvQ0dEhNTUVHR0dLl68iLq6OitXriQoKAhFRUUkJCQ4fvy4kG5MnDgRbW1tHjx4gI+PD+Xl5URGRjJu3DgKCgr49esXHz58YNCgQXz+/FmwtBUVFXn27BmFhYX06dOH8PBw/v33XyZOnEh2djYtLS2kpqZy5swZEhISWLNmjWhhdOvWjS1bttDU1ETv3r3577//0NLS4t27dwQGBqKnp4ehoSF79+7l0qVL3L59m9LSUnR1dfn69Stubm7s27eP9vZ2FBUVOXbsGHv27GHatGl4eHjw8+dPDh8+zOzZszl16hSSkpJkZWXRp08fcnJyGDBgAEFBQWhqaiItLc2dO3d49+4d6enpDBkyhGHDhgkmQucFLDQ0lMzMTIyNjRk/fjwdHR2UlJQwefJkTExMqKioYP78+TQ0NFBVVYWWlhbNzc0C59vR0YG+vj4FBQX4+fmxYcMGZGVl2blzJ2vXrkVeXp7Lly/z588fcnNzkZKSwsLCgunTp5OcnMw///xDWFgYiYmJ9OnTR2C64+LiuHTpkpjMFRYW4uzsTEtLCzIyMqxfvx4DAwPmz5+Pubk57u7u+Pr6cufOHbZv346fnx+FhYW8e/eOqqoqJCUlGTNmDGVlZXh5edHY2EhhYSHe3t4kJSUhOWTIkN1ubm4cPnyY5uZmpk2bhq6uLrq6umRlZQkfrYuLC3PnzsXZ2RlPT0/2798vDrNOq1D37t0xNzcnODiY5ORk5OXlWb58Obdv32b06NGiHtHQ0EBxcTFqamp8/vxZHPyJiYkcPnyYFStWoKioSGVlJV+/fuXNmzc0NzeLfmFFRQVOTk6kpqYyYMAAcSPq3IN2oiQrKipEyMPOzo6HDx9SXFwsuKydOEALCwtR5cnOzsbJyQkpKSlu3LiBvr4+f/78ITk5GTk5OWRkZIQxxt7ensDAQI4dO4a7u7ugntnY2PDq1SuWL1+OtrY2Dx8+REVFRXiaOxPCly5dQkNDQ4ygLS0tSU5OZvbs2YwZM0ZoCN++fcv8+fN5+vQps2fPRk5Ojry8PF69eiV6vSkpKUKwUl9fj5WVFR8/fhQXnUuXLoluX2da9vLly+zcuVMwpnfs2EG/fv2YNWuWsJR11vHCw8Opra2lpaUFX19f3r17Jx4gSUlJWFpaEhcXx5gxY7h06RIPHz7kw4cPXL58GQkJCXx9fVm3bh0DBw7E39+fSZMmsXnzZpydnbG2tubmzZuUlpaKzu28efPYuXMnAwYMEBjH7t27s2/fPoFcrKuro7y8nBkzZjBp0iQkJSWFqGPz5s2sXLkSFxcXEhMTqa2txd7eHgcHB0pKSjAxMaGxsZFRo0YxdepUHjx4wIcPHygsLERSUhIrKysyMzPFysfLy4vDhw/T1tYmGPfPnz/H3d2d06dPC4Tt+PHjRcf/06dP4kFrYGDAnTt3yMzMxNnZmf3796OkpIS5uTkFBQV8//6dxMRETp48iZeXF83Nzbx58wYrKysCAwM5fvw4aWlp1NbWikrc2bNn8fLyoqmpiYiICP7++2/CwsIEWlFRUZEDBw4QHx/P48eP8fX1xcfHh7S0NEpKSpg9ezZv374VgVMFBQXu3r2LpqYmurq6tLe3Iy0tzefPn9m3b5/o+7aAo0VDAAAgAElEQVS2tjJ27FhqamqIjY0VdSMTE5P/c/b+f5iEo6Mjt27dEp/9P3/+kJeXR3BwMOvXr+fLly84OjoSEBBAYWEhp06dwsPDg5kzZyIrK4uamhoXL17k2rVr3L59m9u3b9PW1iagKFOnTqWgoICNGzdiYGDAiBEjkJGRwdfXl6FDh6KmpoaWlhYHDx5k4cKF2NnZYWtri7KyMsbGxvz584fevXtTUlIijG4JCQncvn2bLVu2iICRlpYWvXv3FiPzCRMm8O3bN8FPUFBQ4OfPn9jb29PS0sLQoUN59eoVGzZs4PHjx+JzGRMTQ01NjQD7ODg4MGfOHPbs2cPq1atJSUkR4/9OTXHnRVxRURGAmTNncvPmTRYvXoyBgQErVqwgPj6eLl26CL67iooKt2/fFhe4KVOmCAZB55t45/okMjJSsCY6e/qjRo1i9+7dBAUFMWzYMB48eMC3b9+YNm0a//77L1u2bCE3N5cpU6aIt3Z9fX2qq6u5cuUKgYGBQpMMsHnzZg4cOMCAAQP48uULGzZsICwsDAkJCeTk5Ni/fz/e3t5Cm9xZR+1cXYaGhtK9e3dGjx7Ntm3bKCgoEC9gKioqSEhICG+9o6Mj6urqItzWtWtXkbW5f/8+o0ePplu3bhgZGREREYG3tzd79uwRUpbBgwezaNEi4uPj0dDQIDQ0FF9fX1F1MzY2ZunSpSgrK4sq84ABA5CUlERNTU08wxcuXMjr16+Rk5NDSUmJT58+0adPHw4dOkR1dTW6urrCoZGbm4uVlRVz5swRU6xOVPLJkyfR0tLC19eXmTNnIpmQkLA7KSmJrVu3Ym9vz4kTJygvL8fKyoo/f/7w7t07IiMjaW9vx8jIiISEBOLj4+nXrx89evRg4sSJXL16lUWLFpGZmcmUKVM4cuQIzs7OyMvLc+jQIUxMTDh69KjoBlpbWwvLTl5eHj4+PgCUlJSwZs0apKWlef78OUOGDKGqqorFixeTkpKCo6Mjb9++ZcuWLTQ3N9O3b1+uXLmCgoICnp6eeHt7C9n9ihUr6Nu3L0ZGRjx9+hQvLy+xL29vbxcXkqlTpwqB+qJFi0hJSaGpqYmQkBB0dHQoLi6msbERR0dHvnz5QlVVFX369CE2NpadO3eya9cu/P39efPmDV+/fmXSpEkkJCSwdu1aJk+ejKOjI8HBwfj6+tK3b1/xxRoxYoSg73TKOzpH15MnT0ZKSgpJSUkSExM5ePAgzs7OmJub4+XlhYeHB58/f2bXrl2kpKTQpUsXQUkrLCxkxYoVtLS0MGPGDMaOHSsIQ5WVlcKY1bt3bwEx0dTUpFevXgLoUllZSU1NDWfPnmXw4MFISEiwaNEiioqKkJSUZPny5bx69Qp3d3eGDBmCn58fe/bsQVFRkYkTJ7Jx40YyMzPZsWMHiYmJWFhYEBsbi4eHh0CZdiIcOz20Cxcu5O+//6ZHjx4sWLCAHz9+4OrqKuofP3/+pKmpiZ49e9KtWzdBGRo2bBgnT54kOTkZWVlZkpKSWLlyJXv37kVHR4eYmBg6OjqQkJAgKiqKjx8/8vbtW969e4empiYBAQHo6+uL8OHkyZO5ePEio0ePprm5mR49enDr1i2GDBnChQsXWLduHRMnTqSqqordu3fT0tIiZCSdP3/79m369esnVJ6dtSNHR0du3rxJQkIC/v7+xMfHM3XqVPLz89m4cSNRUVFUVFRw/Phxpk6dSmpqKtOnT+fKlSsUFxdz9+5diouLxfhMVlaWyspKEhMTiY6Opq6ujnnz5iEvL09ZWRmtra04OzvTv39/zM3NmTRpEjY2Nri4uBAfH098fDzGxsZcunSJjIwM9PX1Wbt2LaNGjeLJkycYGRlhb28vpl6zZs3Cy8uLmJgYIiMjqaur49atWxQVFSErK0ufPn1oaGjg1atXgleelpbGuXPnUFFR4ezZs/Tv358bN27g6upK9+7dGTlyJD9+/MDS0pLCwkL09PSEpWnXrl0ix6KiooKFhQUxMTEsXryY9vZ2Pn36hJGREVu2bGHBggVkZGRw6dIlLl++zKZNm/D19SU2Npa1a9fSu3dvXr9+zc2bN8XUraGhQShJw8LChLxn6NChuLm5sWbNGtrb22loaODMmTPCyd2nTx+qq6tRVlbmx48fqKmpcenSJRwcHHj16hVv375l9uzZpKWlkZqair+/P48fP2bUqFGoqKhgb29PW1sbv379on///kLik5OTw/fv3xk/fjyurq7ExcXR1tZGZWWlaGtkZmZiZWVFXV0d//zzD+fPnycoKIiIiAiSk5NRU1Njw4YNwsh179499PX1SU9Pp7CwkEGDBiEvL8/gwYOxtrbGzMxMTESjoqJYtmwZr1+/JjExUfT4Kysr+fnzJ0ePHuXLly/Iy8szceJEEaCqra2lrKyMmTNnkp2dzZUrV+jXrx8ODg5oaWkJsl2XLl3Ytm0bgYGBeHp60t7eTn5+Pubm5iKncubMGZSUlPD29kZWVpb4+HjKy8tZtGgRERERotJZXl5OTU0NOTk5lJWVCV1oRUUFGhoaVFRUsH79emxtbQkMDCQvLw8lJSUh0fn+/TuTJk0S1Ls9e/aQl5cnIETOzs7U1NTQtWtX8vLyUFVVZe7cuZibm3Pp0iU2bNjAtm3baG5upmfPnlRWVuLr68vJkyepqakhMjISU1NTioqK0NHRwcnJiaioKCZNmkTfvn3p2rUr06ZNY8qUKYwaNYr29naSk5Px8vJi6NChLFq0iM2bN2Nvb4+kpCReXl7U19cjWVpaursTahAfH8/Zs2fZuXMn379/5++//6a8vJyysjIyMjJobW3l5s2b9O7dGwkJCXR1dcnPzxds7rVr11JdXc3WrVt5+fIljo6OXLx4EUdHR6qqqpg0aRJSUlJidL5ixQqGDx+Oqqoqqamp/Pr1izVr1mBjY8Pjx4/JyMigqKiIq1evUltby+7duxk0aBC6uroCgDBnzhy8vb3Jzc3l1KlTXLt2Tex0DQwMMDc35+bNm0yfPp3s7Gzi4+Pp0aMHEhISDBkyhJycHNzc3Pj69SufPn2iZ8+edO3alerqasaPH09lZSX79u1DXV2d2NhYli9fjr6+vjCPSUpKcvPmTXJycqiqqmLnzp0kJiayePFiPD09cXR0pLq6GkVFRVRVVQUCsNOC9O3bN6EHLCoqYubMmfTq1YuvX79iZ2eHr68vRkZGLFy4UPh0O2+UZmZmzJo1iwsXLtDQ0EBERASWlpbs27ePb9++YWFhISo+9fX1aGlpYWJiQlpaGk5OTmhpaWFsbMzjx4+ZNWsWHR0djB07FmVlZZycnCgpKaGiogIZGRmeP3/Opk2bxFuUuro6a9euFUi++vp6IiIiePXqFX/99Rffv3/nw4cPTJ8+HT09PT5+/Iitra2o3BgZGZGTk0NxcTGHDx/GyMiIPXv2MGzYMH78+EFsbCylpaWUlJTQ1tZGa2urCPZ1JvTv3r3L27dvuXz5MqNHj8bR0ZGoqCiOHDnC3bt30dXVpa2tjdevXzN16lRCQ0NZsGABJiYmdO3aFUtLSyZOnIiEhAQhISFER0dz5coVzM3NMTU1FYeVq6sr165dY+PGjZw6dQoFBQU0NTXR0tJCS0tL7PEPHz4sxn+JiYm8fPmSJUuWoKGhwZUrV/Dw8EBfX5+UlBQ2bNjAsmXLCA8PZ926ddy/f59hw4bx7ds39u/fT2BgIPr6+nh4eIgx7saNG2lvbycrK4ulS5ciKyvLmzdviIiIIDExUdjX2tvbWbRoEVpaWhQVFRERESFwqbW1tXh7e3Pnzh2kpKSQlZUVSWN1dXXevHlD165dOX78OH369MHf35+Ghga6detGUlISqqqqLF26FEVFRdrb25k9e7bIa3h4eAglbXBwMDU1NXTp0oWTJ08K81VGRgYTJ05k2rRpTJ8+naysLAoKCli0aBGtra3IyspiYWFBz549GThwIFu2bOHhw4eMGjWKjIwMxo8fz6FDh+jXr5+gc+Xm5nLw4EEmTpzI0aNHUVdXFy8BnRCR6OhoMjIycHd3p7m5mT179nD48GGOHTuGtLQ0Ojo6PHv2jPv377Nz504RijQ1NUVNTQ0zMzOOHj0qsKmJiYn8/v2blStXkp2dzfTp01m0aBGnTp2iqKiIGzduiORxZ7r+58+f+Pj4EBYWhoODA9XV1eTm5tLU1MTDhw8JDw/nzp07fP36FXV1dX79+sWCBQvIyclBVlaWGzduCMa9trY2UlJSLFy4kPb2dioqKrh9+zYXL17kxo0bnD17Fk1NTXr37o2amppg7js6Oor/w9DQkPr6erE3bW1t5eHDh8ycOVPoRWNiYpgwYQIlJSXU1NSwePFiwR5ISkpCXV2dnz9/EhkZiZ2dHUlJSSxcuJDv378TGhpKeXk5SkpKjB07Vlx+m5qaWLNmDbGxsZibm/9f+llSUtDDzp07R0BAAK2trVhaWlJdXY2/v79o5AwdOlRUnZqbmzl//jyjR4/G3d2dTZs2UVBQQEdHB7m5uYKiOXz4cJ4+fUptbS2XL1/G19cXSUlJTpw4Qc+ePcnPz2fMmDH07NmT8ePH8/HjR+rq6khLS6Nbt27s2LGD0NBQysrKePfuHcXFxQQFBTFixAhiY2MZM2YMN2/eZM6cOaiqqvLz509CQkIwNDTkyZMnQoSlq6sr8gDLli3D1NSUz58/s2rVKhYuXMiBAwdITU2lqKiIO3fuoKWlxcWLF5GWlmb27NlIOjo67vb09OTatWt4enpSVlYmxtW2trZkZ2fz6NEjpkyZgra2NgsWLODFixc8e/aMEydO8OLFC0pKSrC0tGTQoEHs3r2b8vJyZs6cKVCTmzZtor6+nmvXrrF48WKeP3+OnJwcQ4YMAcDR0REbGxsUFBS4fv06EyZMICkpCQ0NDV6+fEmfPn1IT09n69atAuPWSUZ79OgRMTExDBw4kIMHDxIREcHIkSPZs2cP9+7d459//hGpwk6akrS0NIaGhsKdW1xczNOnT1FTUyM/Px8FBQWOHDlCYmKiCBt18qr9/PyETs/f35/BgwezfPlytLS0CA4OZvLkyQQEBFBcXCy0eZ3yAD8/Px49ekT37t3JyckhMzNT+Lhzc3Pp06cPixcv5suXL8jIyCAlJYW5uTkZGRmiNhIcHExERITofr5+/Zpbt25x7do1Ro8ejZSUFC9fvuTs2bOcO3eOly9f0r9/f0xNTXFycqKjo0NUf8rKyvj69StNTU2sXLmSiIgIhg0bRnt7OwsWLKCiooJ58+bx5csXKioquHbtGhcuXOD06dNoamqyefNm3r59S05ODlpaWlRVVZGSksKqVasYOnQoR44cIT09nfT0dLKzs/H29ubEiRN0dHQwePBgnJ2dRdCrrq6O8+fPC4a1q6sraWlp9OrVi/79++Pg4MC8efOQlZXl1atXlJWVYWxszI4dOzh37hySkpJoa2ujo6NDYGAgFy9eJDc3l+bmZtzd3VFWVsbBwQFNTU327t2Lq6sr1tbWtLa2Ii8vz6hRoygpKRESjk4QS3x8PNbW1pw8eVKwzDuBJJ1TJUNDQ8G07rxQ5ubmYmNjwz///IONjQ1lZWWCcnf58mW+fPnCpk2b0NDQEL5qa2trRo8ezaZNm7C0tERCQoKHDx9SVFRE//79MTQ0JCgoSIhIlJWVmTlzJqWlpeTl5ZGSkkJcXBwuLi706tWLhoYGQVfbtm0bubm5ArhhaWmJjIyMcMnPmjWLMWPGICEhQWNjI7du3eL8+fNYW1vz5MkTBg0aRHt7u3iwr127llWrVgkdo7KysqixvXv3Di8vLwoLC4mLi8Pd3Z1Tp04xfvx45OXlOXjwIMbGxpiamooK2e/fv/n48SMfP36kuLhYKGZ37tzJhAkTRP1m4MCBJCcnIyEhwcKFCwkPD0dZWVnkSiIjI3nx4gU1NTXMnTuXI0eO0NjYiJ2dHfX19TQ3N5OUlCTWLY6OjigpKZGamkp8fLzQ+nauwIqKikhKSqJv377U1NSI35mHhwdKSkocOHCArKwsRo8eze/fv4mIiEBFRUUgZ729venXr5/AcpaVlWFiYkJcXBxv376lX79+XL58GXd3d9FgKSgoEDjhTibFmDFjyM3NFZ9jU1NT9PX1OXfuHG/fviU5ORkXFxeqq6uJjY0VB8WgQYN4+/atmFh2NkKUlJQoKSnhw4cPwu9sa2tLXFwc379/p0ePHqirq+Pp6cmvX784fvw406dP5/fv36xdu5aQkBDk5eXx8/PjzZs3TJo0iczMTGRlZcVKqbW1VfgGrl69ipqaGmPGjEFDQ4OwsDD69esnrIWbNm3i4MGDJCQksHfvXgwMDDh16hRXrlyhpKSEqKgoCgsLmTlzJgcOHODbt2/MnTuXfv36oaamJv7OSUlJ/Pvvv9TX11NSUkJGRgaqqqrCWujl5YWxsTEBAQFcvXqV1tZWKisrUVdXx9DQEBMTEy5cuICVlRW9evVCV1eX9+/fU1lZyapVq4iNjWX9+vUMGDCAjo4OCgoKsLa25sKFC7S2tgp8spycHIMGDWL06NGUl5fTr18/9uzZg4qKCp8+fWLnzp0sWLCA69evc/ToUaqqqggNDSUqKgoXFxeB2e00yW3ZsoWYmBgkP3z4sFtZWZmWlhZaW1sJDQ3Fy8sLJycncnNzOXHiBJs3bxYfgoiICBwcHLC3t6e9vZ1u3bqxceNGgXjs3Jt9+/aNhoYGfv36xebNm1mzZg2jR48mLi6O379/4+zsTElJCenp6QwbNgxZWVna29t58uQJ0dHR/PXXX1y+fJk7d+4QGBjIhg0bcHBw4Pfv37x79w4pKSnMzMywtbVl9erVHDt2jOPHj6OhoYGpqSkhISEkJyeL8WVUVBS3bt3C2tqaDx8+8PLlS3x9fZGRkSE0NJTz58/z69cvZGRkhAt8xowZ7Nmzh/v372NoaIiqqipdu3bl8+fPhIeHs3DhQoG7lJaWRl9fn+TkZF6/fi0S446Ojuzfvx8HBwceP37MmzdvUFdX56+//qKjo4O7d+8KTGRn11lNTU1QkXbt2iVsY2fPnmXlypXY2NjQ1NREc3Mzu3btIi0tjcOHD4tJiKKiIpKSkoJ7HRMTQ319PV26dMHAwIBJkyaJYFynWKCxsZGioiIhTH/48CF1dXUoKSnx5MkT3N3dSU9Px8rKirKyMoKCgkSYIy0tjQcPHgh3t7u7O7KyssTExAjtYqeZRlVVlaioKDIyMtDS0hIa0S5dulBfX8/Dhw+ZNWuW6I53oghv3bpF//79iYiIIDg4mPj4eExMTMjLy+PSpUuoqamhp6cnuO2TJ08mOzubmTNnMmPGDHR0dHj69CmFhYXIysoKScyIESOYNm0azs7OPH36lHPnztGzZ08+f/7MkSNH0NDQ4Pz585w5c4b09HS6du0qOMDHjx/n2bNn3LlzB11dXfLy8khNTaVv3774+Pjw6tUrBg4cyPfv31FTUyM8PFz0M5WVlTE0NBQQjlOnTvH06VPGjRsntKGZmZmoqKhw/vx5Zs6cydWrV6moqGD58uVidFpTUyP21La2tqirq4u3/65du3LmzBnq6urQ09Pjx48faGtri8tUfn4+9vb2Yk/46dMnrl27JoKjLi4uTJ48GQcHB2xtbfn777+RkpJCXV2drVu3kpaWhpqaGrW1tejp6aGiosLgwYMxMTHh3r17LFmyhL59+1JdXY2RkRFz5sxh+fLlvHz5ktWrV/Px40dMTEwwNTVl+/bt/Pr1i5kzZzJhwgR69OhBWVkZf/31F4qKisTGxpKVlcXNmzfR1NRkyZIlIjdw+fJlAN6+fYuMjAwlJSWsXbsWT09PevfuzezZs3n48CHdunXj1KlTotbUWRVUVFTEysqKLl26YGhoSEdHB1u2bGHJkiUkJiYKHeu6devw9/dn48aN1NXVoaCgQF1dnQDYZGZm8vPnT/Ly8ggPD+fjx4/cvXuXuLg4oQ6urKxk7969qKqqChHJypUr0dfXZ//+/VRXV2NmZiYqR53VIm9vbz59+kRtbS3Pnj2jtLSUpqYmVqxYQU5ODrW1teTl5ZGens7Ro0eRlpbGzc1NVKg6p3Zv376lS5culJeXU1hYyOrVq/H09MTPz09MLNXV1QkODubOnTuoqqqydetWtLW1yc3NFfWmFy9eYGNjw+rVq/H29qa2tpbHjx/T0NDAsmXLxDqtqKiIa9euiUzBoUOHuHDhAr1796asrAwZGRlu3LgBwJgxYzA1NeXjx49kZmZiYGAgaF+9e/emX79+GBoaMmrUKJycnDh06BCHDx9m8uTJBAUF8fPnT+7evUtTUxM3btzg2rVrIgTm7u5OXl4e2dnZGBsbk5yczPr16+nfvz8AMTExxMXF0bNnT3bu3Im3tzfLli3Dz88PLy8vAD59+sSdO3dITk5GS0sLCQkJHB0dhabVxcWFnTt38ufPH6ZMmcK3b9+EGtje3p59+/bx9OnT/yF9ysvLk5ubS3Z2NhEREQQGBvL3338zYsQIAExNTamqqhJ5LckzZ87sLi8vZ+nSpcjJyfHmzRtMTU1pamoiKyuL8vJykpKSUFNTY9asWbS1tZGdnU2XLl2IiIggLCwMKysrPn/+jI+PDzExMSK9WVVVxYsXL/j586fAIL5//17YcDoZq/b29mRmZpKVlcWpU6eYN28eioqKaGhoYGNjQ0BAAPfu3RMVF1dXV0aMGCHUj/Hx8QQGBnL//n0sLCwoLi4mPz8fQ0NDfHx8xJ7pz58/+Pn54e3tTUtLC7W1tdy8eZPx48fj7u7O79+/SU9PZ+jQoQwdOpSWlhY+fPggbC+zZs0iMDCQgoICFi5cSE5OjlB+WllZUV9fj4uLC21tbaSnpxMcHExWVhYGBgZ07dqVtrY2xo8fL3YpSkpKtLa2YmtrK5ixHz9+RF9fXwgkOoUqISEhjB8/nqqqKoFnVFVVRVJSEikpKeTk5DA3N8fAwIDq6mrS09MFscrDwwNJSUmuXr3Krl27iI6O5tOnT3Tt2pXCwkKhnjxz5gyenp4cPHgQe3t76urqaGtrQ0dHh5qaGoFB7d69uwiOyMvLIy0tLVjojY2N7N27FzU1Nc6fP8/Zs2eJioqie/fuvH79mkuXLnHp0iVmzJjBuHHjmD9/vsDZlpSUYGFhQXR0tBhfz5kzB1lZWXr06EFOTg4FBQUsXboUMzMzVq1aJVSonYjGzpBIamoqp06dwtDQUNTQMjIycHJyQkVFhfLychHwu3fvHhMmTODjx4/Y2dnx5csX9PX1UVBQ4P79+1RVVf0PD1pDQ4Pt27cLAUj//v1FVaahoYHo6Gjevn2LhIQEWVlZTJ8+nYEDB3LkyBFmzZqFt7c3UVFRDBkyRFQHVVRU8PLyYuTIkWzbtg1bW1syMjLQ09PjxYsXdOnShaCgIFJSUvj16xevX7/m7t27fPr0CQkJCdatW0deXh779u0jJSWFkpIS/P39sbCwQE9Pj9evX5OSkkJYWBh+fn6cPn2aT58+MWDAAAwNDQkJCaGgoIDz58+L3yvAkydPyMvLE/TA8PBwAgMDGT16tEgcFxcX09TURP/+/cXff8qUKaxZs4bAwEC2bt2KjY0Nu3btYuHChfTv35/9+/cLM1JjYyNBQUFoaGjQo0cPIiMjkZGRoaGhgWnTpvHq1SskJCRwcnJi3bp11NTUcOfOHa5fvy5GsAcPHiQ8PBw9PT3MzMywsrJCV1eX0NBQ0tLSaGlpQU5ODhsbG9LT04mMjOT27duEhoYiJSXF5cuXyc/Px9jYmNOnTzNv3jwOHDiArKys4HzfuXNHuKmVlZV5/fo1K1euZNeuXZSWlnLgwAFOnz6NtrY2BQUFKCoqoquri6WlJS0tLcTHx6Onp0dSUhL37t3D398ff39/1q5dS0JCAq6urqKzfPjwYdTU1Lhw4QIdHR34+PhQWVlJYGAgv3//FuTIzkDqly9fmDRpEpWVlRw4cICzZ88yffp0Hjx4wKJFi3j48CFjx47Fzc2N0tJStLS0GDRoEPfu3WP06NFcu3aNpKQk4uLihGrZyMiIcePGYWtry4YNGzhy5AjDhg2jqqoKa2trUQPufA51QlhcXFz48OEDsbGxGBsb8/v3b1xcXFBTU6OkpITLly+joaHB/fv3mThxInFxcUKzHBoayowZM3j8+DE5OTkoKyvj7u7Ot2/fUFJSoqOjg1GjRnH//n2qq6sxNDTE3NycmJgYfHx8CA8Px9zcHCcnJ9ra2pg9eza3b98mLS0NBwcHnJyciIuLw8nJibS0NNatW8e6deuQkJBg+/btAv6ipKREU1MTx48fR0VFBSMjI2pra2lvbxfqYXV1dVpaWsSKonv37gwfPhw/Pz/xb6ampqxYsQItLS0yMzM5deoU2dnZVFdXo6Wlxfbt24WA6syZM0yfPh1PT09UVVUFECgiIgIAa2trJOfNm7c7IyODU6dO0b9/f1JTU3F2dqaqqorXr19TUFCAk5MTycnJ3Lx5k9mzZ6OlpUWvXr1oamri1q1btLS0cOPGDfr27cv+/fu5c+cOvr6+hIeH4+rqyoULFwQNZs6cOSxYsED0EJ2dnYmMjCQ9PV3snzth7QoKCmRkZLBv3z5Gjx5Na2srzc3NREREMH36dLS1tUlNTaVPnz4YGxvTrVs3SktL6dmzJ3Fxcairq2Ntbc2NGzeIjo5m7NixlJWV8efPH7Zs2UJoaChTpkzB09OTOXPmUFpaKjSWnfCNhIQEcXja29szcuRI1NTUWLFihdBKysjIsGfPHvz9/dHV1UVNTY3u3btz+vRpjh49SkdHB15eXrS0tNDe3k5AQICQcYwfPx51dXXq6+vFTVhGRgYlJSVBAeusxEVFRXHjxg0qKipYsWKFSPDv3r0bBQUFnj59ip2dnbhZd5pmEhIS+Pz5M9ra2qxatQpDQ0NxKMnIyNCjRw/c3d3Ztm0biXP0UAwAACAASURBVImJWFpacuvWLezt7enZsydaWlq4uLigra3Njx8/hKbzz58/IshSVVXFypUrxW5KT08PU1NT6urqiIqKwtHRUchEGhoa8Pb2Zt26dYwZM4a0tDTh9H327BkyMjJMnz4dHx8fTp8+LWobaWlpAs7/4MEDgoODKSkpITc3l7KyMtatW8eBAweIjY1l9+7drF69mpEjR5KQkMDPnz8pKCgQ1aPO/f+2bdv49esXO3bsIDo6Gm1tbUaNGiXoV3Z2digoKNDR0YGqqqrgCR8+fBhFRUWys7O5efMmbW1tAtkpLS2NhoYGdXV1zJkzBycnJ5YtW8bMmTOxsrJiypQplJWVcfToUeTk5FiyZAnLli0jOjqa6OhooRKsrq6msbGRnj17MnbsWF68eCEeoOPGjcPNzY0hQ4bQ1tZGbGws79+/Z/369bi6upKYmCjEDCEhIWIsOGzYMIYMGYK8vDyFhYVcvXqV0NBQvn//zqJFiygvL+fBgwf06NGD+Ph4HBwcuHjxIu/fv2fGjBkiXNV5+Lx79462tjZqamqQlpZm6dKluLq6Iisry+DBg3n16pU4XAHq6+vZv38/AAoKCmRlZSErK0tcXBx///03zs7OHD16VITGdu3axT///MOzZ8+wtLQkPj6empoaFBUVaW5u5vPnzzx//pxJkyYxdepU9PT0KC4u5vbt2+jo6GBjY0OvXr0oKChAQUFBTPQKCwsBGDduHGvXriU/Px9XV1fCw8MxMzMjNjYWR0dHJk6ciLS0NEVFRRgYGBAUFCTQup288ODgYAICApg/fz4TJkwgLi4OU1NTZGVluXXrFgMHDqRnz54cOXIETU1Ntm/fjoWFBSdOnKB///6imtS5yqquriYqKor169fj7u5OZWUlhw4dwsrKips3bxIdHc1///1H3759iYmJIT09XUxfjIyMRGbmy5cv/4Ma7bTp1dTUYGlpyd27d9HR0UFeXp7IyEi2b9+Ouro6586do2/fvty+fZvIyEihf1VWVhbO6uDgYJydnRkwYAAVFRUiDd0pNqqqqsLd3Z1Pnz4xf/58qqurycvLw9jYmG/fvtHe3o6joyMbNmxg9uzZ7Nq1i6ioKObOncuuXbtQUlJixIgR1NTUEB0djbW1Nc3NzcybN49Hjx5RXV3NwoULaWhoICwsDA8PDwYNGoSqqirbt29HWlqa2tpavnz5IsQmTk5O+Pj48OfPHzQ1Nblx4waSkpKYmZnRtWtX5syZw/Dhw7GysiItLQ1tbW0BvunWrRtz584lPz+f2NhYHj16JLrfISEhFBYW8v37dzIzM8V3NCUlhejoaGbPng1AY2Mj7u7uzJ8/n7i4OMrKysSL45IlS1i7dq1YTcbGxhIaGkqfPn0IDQ3l69ev/5cSX7169e6zZ88yfvx48fDtPPVLS0uxsLBg8uTJbN26VQi9f//+Leb5CgoKxMXFMXz4cObNm8e4ceOorKzky5cvnD59GllZWUJCQkhMTBQjIx8fHyGN0NDQoLS0lB07djB8+HCOHz/O4MGD+fXrF8nJySgrK1NeXk5WVhYbNmygpKSER48ekZqaysWLF9HS0kJNTY3//vuP6OhoXF1dqampwcHBQegL09PTCQsLY//+/dTX19Pe3o6zszMxMTHY29vTvXt33r9/z6hRozh37hyZmZnU1tbS2NjI2LFjMTc3x9fXl4CAAPT09Fi5ciWenp44OTlhZmbGo0eP8PDwoLa2lr1791JdXY2fnx/a2trMnDkTS0tLgW1dsmQJDg4O1NbW0qVLF6qrqzExMRHe0zVr1rB69Wr8/Pw4e/YscXFxeHh44O/vj62tLRYWFhw9epQDBw4QGhoq9sVPnjxBQkKCjx8/oqioiIKCAomJiWhra6Otrc3nz58BWLRoEefOncPU1JTi4mL69euHhIQERUVF2NjYUFtby48fP1i0aBHfv39HU1OT2tpa5OTkSEpKoqOjg4sXL7JkyRLev3/PkSNHePnyJYMHDyY8PBwPDw+WLVsmRp/v379n2LBhYqzq6+tL9+7dsbOzEzavrl278vTpU5SVlYXE5MmTJ9y7d4/Q0FCmTp2KtbU19+7dw83NjaqqKvr37y8IRS4uLujr66OsrIyNjQ0SEhLs2rWLS5cuUVNTQ69evSgsLGThwoXi4ExJScHLy4tjx46JOoiOjg7Dhg3D2tqaadOm0dTURHJyMiNHjsTb25vKykquXr1KTEwMx44d48uXL5SXl7Nu3TqePn1KfHw8iYmJbN26lREjRpCWliZG3h4eHkyaNInDhw9TWVlJQkIC5ubmREZGcujQITIyMoiPj6cTYlRTU0NpaSmNjY1ERERQU1PDhg0bCA4Opry8nIqKCp4+fSpqkrm5uTx9+pTHjx8LjnqnmtbIyIi6ujp27dqFnZ0dBgYGfP36lYkTJwrU4syZM3n69KlYX4wdOxYAKysrkUuor69HVVWVgoICli9fzocPH5CSkqK6uprr168zd+5cXFxc+PXrFwoKCgQFBdHU1MTu3bs5fvy4QJJ2mreuXLmCsbExP378EJx2bW1t/vz5I4KY3bp1IyMjg6qqKmpra7GwsCAlJYW8vDz69++PpqYmVlZWVFZWiqR6J6kxLS0NKSkpfv/+ze7du7G2thaX505+9Zw5c/Dz86OsrAwVFRUKCgqYPn06O3bsED368PBwiouLqampEdOjI0eOsG/fPjo6Opg3bx75+fls2rSJJUuWsGPHDr59+8aRI0dIS0sjICAAOTk5fH19GTRoEAMHDiQpKYndu3cL30FwcDCbN29m//79XL9+HRUVFaZMmcKSJUvo1asX379/x87OjidPnuDq6kprayvr1q3j0qVLtLW1YWNjQ1JSElu2bEFOTo6YmBiMjY0xNzcX7YvZs2fz/ft3MjIyGDZsGPr6+owZM0bIS/78+cO3b9948eIFP3784MWLFyQlJQk3eWdgrnfv3rS1tTFlyhRCQ0NRVFTk2rVr4rPQ2cwYM2YM3759o2fPnrx8+ZJnz57h4eGBkZERUlJSZGRkMHjwYJ4/f055eTmDBw9m3rx5jBgxgosXL4pLvKenJ5GRkfTu3ZuKigrCwsIEoe/evXt0795dyJNu3bpFbGwsx48fZ8eOHaxYsYLnz5+Tn5/PxIkTCQoKEuvPFStWiGDf06dPUVJSwszMDF1dXXGBKi8vR1paGjMzMxoaGpCTk6OxsZGCggJcXV3Zu3cvw4YNw9bWVlxmnJycxN8pPz+f5cuXk56ejpOTE9LS0jQ3N5Oeni7WU1VVVeLnO6UlpaWlANTV1dGtWzf69u3LnDlzkKysrNzdOWa+cOECgwcPRltbWyQgMzIyKC4uFvzjK1euEBERQX5+PpcuXeLr16+iFL9p0yZmzJghqlIyMjLk5eXx/v17ZGRkmDVrlhi/LF26lAcPHvD69WuRAL558ybPnj0TgQQvLy9+/PiBh4cHaWlpjBs3jtbWViQlJRk5cqQY1Whra9OrVy/k5ORExP/169e0tLTw4sULLly4QEJCghhTDRkyhISEBHbt2sX8+fMJDg4WHN/OvcqFCxfo27cvS5cu5dGjR0ydOpWFCxdSV1cnaG6GhobMmDFDfOEbGxuxsbERerZZs2Zx6tQpqquruXz5MmvXruXz58/cvHkTDQ0N3rx5I372wIEDSEpKsmXLFl6+fCkqTV+/fmX16tVi5Pvs2TMSEhKECSYmJoaZM2eKWkhjYyODBg0So/ns7GwOHTpE//79xW5+wYIFJCUl4ePjg5WVFS9evEBfX59u3bphZmYmNG+nT58mLS2NefPmERAQQGVlJWZmZvz+/ZsTJ04wffp01NTUSEhIIDw8HBUVFbS1tXFzc8Pc3JwfP37Qq1cv2tvbCQkJwcTEhBs3bqCgoCDoTjU1Nbx58wZlZWUGDhxIaWkpCgoKogI1atQoTp48SVZWFpMnTxZwnBMnTogaUyecYe7cuXz69IkfP34QHx+PmZkZ1dXVpKamCutTQEAAPXr0IDMzU7jNz549K8w9ubm5Qg6yceNGERocNWqUoIdNmjSJVatWkZWVRWRkJJaWlnz69AlpaWn2798vrFsmJiacPn2apUuXCiPZnTt3OHLkiMBUTpw4kYSEBOLi4pg1axaXLl3CycmJkSNHcvHiRerq6oSFqqOjg9OnT2Nvb4+BgQHTpk1j586dQi1obm6OnZ0diYmJwsw0ZMgQMjIy2LlzJ8eOHeP3799MnTqVL1++/N+N/f+H9f7++2+kpaUZPnw4KSkppKSkoKWlRXp6OtOnT6empob379/j7OxM3759+f37N42NjUhLS2NpaUnv3r3ZtGkTAwcOpKmpiby8PKF7TEpKYtiwYRgYGHDv3j1UVFRQUFCgV69etLa2cvXqVTZu3EhkZKTotvfs2ZPc3FwGDRpEU1MTPXr0EDjKjRs38vnzZzQ1NbGzs+PcuXNcuXKFly9f0t7ezs+fPwU9LzMzk+3bt7N48WIxHRgwYACVlZW8fv1asPyLi4sJDg5m//79/Pvvv7i5uYlR+dy5c1FRUWHy5Ml4eXkRFhYmViiDBg1i0qRJXL58mW7durF//35iYmJEjuCff/4hKSkJeXl5Vq5ciZ6eHoWFhaSkpHD//n369u3LiBEjmDhxIlpaWrS3tzNp0iRGjhzJo0ePMDMzQ0dHh5EjR6Kurs7BgwfJzc3lxYsXBAcHEx0dTW1tLS4uLmRlZfH582caGxtpbm5m6NChZGRkCPpeRkYGycnJFBYWsmDBAtTU1MjJyeHt27eiguXi4oKKigp2dnY4OTnh5+fHixcvWLZsGREREQwZMoSOjg5KS0tJTU2lV69elJSUcOXKFcaPH0+fPn0ICQkhKSmJ1tZWJk2aRHl5OcbGxqioqPD06VPxuzI2NubcuXMMHz4cHx8f/vvvP/r164eSkhLOzs4YGBiIkfqpU6fEJfrjx49s27aNoqIiQkJCaGlpwdLSkoMHD+Li4kJsbCz//fcfurq6lJSUiNpaYmKiIJdJS0tTVVXF/fv3ycvL4/z58+Tm5mJmZkZYWJj4nvj4+ODj40OfPn24d+8eTU1NBAUF0djYiL29PYMHD6a8vBwNDQ0yMjKQl5enpKSEY8eOkZOTw+fPn5GQkPh/VL33P5b///9/DWWvjLL3iKiQPAklEoWGSlSvlvZSeZb23rue7UGlqb1VRAOpSEOSlDizRbLH94f31+Ny+fwFLqfzPI7jcdzvt9v1Sm5uLrKysrS2toraV0FBAdHR0fTr10903YOCghgzZgx6enpkZGRgaGjIkCFD+PXrFzNnzkTa1dV1bQd+b9q0abx48YKFCxcSGhrKsmXLyMzMpLW1FTMzM8HUlpeXp7CwkBkzZjBu3DiSkpLw8/MTooSysjJqamoICQlBRkaGPXv20NDQwO/fv3nx4gXNzc2YmJigqKhIly5dWLp0KdbW1piamtK5c2fc3d3FjfvixYuYm5vTtWtX1NXV6dmzJ/fu3RMiDUVFRaytrRk5ciTOzs5oa2uzc+dORo0ahYKCAn/+/MHQ0JCqqirU1NSwsbFBS0sLNTU1Jk6cSHp6OtbW1hQUFGBkZISfn58IjHUErpqamvjw4QPOzs54e3sTFRWFmpoamZmZopzfwUx2dXXFzc2NmTNnoqurS1NTE9+/fxeQd1VVVUFY6zADRUVFiTFJeXk5Tk5OLF++HDk5ObKzs1m0aJGgl02dOhUnJyf69+9PdnY20tLStLe3U1dXh4ODA7KyskRFRbFr1y7h8e7duzd+fn6Ul5eTkpKCi4sLLS0tXLhwAWlpadatW8e5c+eQlZXF3NyctrY2oqKiMDY2xtDQkBcvXjB8+HDa29txcnJi48aNIvDVpUsXdHR0yM/Pp3v37mhpaaGpqcn8+fOxtbXlzp07FBUVMWXKFLy8vJgyZQovXrxg9+7drFy5kuzsbHr06CFkApWVlXz9+pWBAwfS1tZG79692bRpE2lpaYJc9/TpUwDevn3L8uXLycnJYdasWdy8eZPQ0FBqa2t59eoV+fn5eHh4iItGVlYWHx8frl27BsDLly+Rk5MTN3E7OzvxmY4ePUpcXBwpKSno6emRn5/PvXv3GDVqFDU1Nfz584eJEyeK6kx1dTUVFRXk5+dz7do1PD09qaurY9y4cVy9elVMLCZPnszZs2f58OEDYWFhAuhw7do1ZGVlkUgkxMTECFFJbGwsI0eOxMrKik2bNrFu3Tpmz56NhoYGy5Yt49WrV5SVlYk6kJSUFLt376ZXr15YWVmxf/9+Pn78yI0bN1BTU6OhoYGGhgaWLVtGZGQkmzZtws3NDV9fX4yNjamqqmLt2rVkZGRQXl5OcXExr1+/pqKiQtQYZ82ahY+PD79+/aKiooK3b9+SmZmJlJQUs2fPpry8nBUrVrBz507BEc/Pz0dOTo7BgwdTUVFBS0sLZ86cEVjV2tpaioqKOHDgAI6OjgQEBPC///2PyZMnix7q+PHj+fPnD/Hx8dTW1orPq6ysLKZdmzdvZvny5cIzrqGhwdevX2loaGDFihVs2rSJuro65OTkWLNmjfheBw0ahIuLC2lpaXh5eZGTkyP63yoqKkhLSwuUqKOjI5s3bxZUuZSUFH7+/MmpU6fIy8tDW1ub27dv8/XrV0JDQ4mOjkZeXp6goCASEhLEAaa2thZra2tOnz4tHqQdFLYOBe7ly5fp378/EomEnTt3oqqqytq1a5kwYQKJiYlERkbi6urKnj17kJaWZtGiRZiZmXHt2jWGDBlCaWkpvr6+hIWFcenSJaytrUlMTBQQn8mTJ+Ps7CzgLJ06deLgwYM8evSIrl27MnToUJSVlVm6dCnLly+nT58+XLx4kUmTJjFjxgwiIyO5e/cu0dHRPHv2jKFDh2Jvby9+Y+Xl5ZSUlJCcnExkZCTW1tZ06tRJrCBKSko4fPgwKSkpFBUVoauri0Qiobi4GEdHR86ePcu3b984cuQImzdvxt/fn1evXiGRSLC2tmbAgAECf/zgwQM0NDSora1l3rx5REVFUVFRwcKFC5FIJAwdOpT6+nrc3NzQ09MjLi6OkJAQJBIJERERJCYmMnv2bIqLiwkNDUVNTY1Dhw5ha2vLs2fPMDc3F935rl27ClysiooKz58/F0FtBQUFcfj5999/BZ9ET08PDw8PjIyMOHTokDisdcBn+vXrx4ULF8jOzhYykJqaGlasWEHXrl0JCAj4v5H4kCFDKCkpQU9PDxsbG0pKSli4cCFLly4lPDxcjLzfvn2LtLQ00dHRuLu7I5FI6NOnDwUFBfTr1w93d3e0tLQIDAwUP8b6+nquXbvG79+/mTBhAocPH8bd3Z23b9+KB/b58+dJSUnhx48fojYgkUjYvHkzbW1tuLq6iot3yZIlAo/av39/zp07h4aGBhUVFaioqIhdSgeM3crKSuwfZWRkMDQ0ZPjw4UyYMIGDBw+ioaFBWVkZb9++pa2tjUePHnHkyBE+fPjAw4cPcXNzw9/fn6ioKPbt28fIkSO5ePEiAwYMQEtLCwUFBUHpun//Pjo6Opw8eVLskDvsLfv27ePmzZtCmfju3Tvy8vIYOHAgd+7cQUdHh27dumFhYUFjYyMNDQ1oa2tjaWmJnp4ed+7cQVFREVlZWUGe+/v3L4aGhowZM4aMjAwUFBSIjY3FysqKtLQ0Fi1ahJycHIsWLWLcuHEUFBTg7+/PnTt3KCwsxN/fn6dPnyIlJYWlpSXPnj2jpKSEefPm8ffvXzZu3EhUVBQzZ86ktbWVBQsW8ODBA27fvo2ioiJDhw4lMDCQffv24e7uLpLZ6enpqKmpYWdnx5s3bxgxYgQfPnxAX1+fqqoqcnJyePLkCUVFRSgrK/PgwQPk5eXJzs5m27ZttLW1cffuXTZs2CDelBcuXChGS3PnzkVBQQEnJycUFBRwcHBg/PjxWFlZCQKUvr6++D4sLS1FQr2Datdh7SouLhbc8wcPHvDz50/Cw8OxsrISvG55eXkWLlyIjo4OXbp0ISAggJycHDIzMzlz5gw3b96kuLhYhHD09PQ4fPiwSLh28K6dnZ0xMTFhw4YN9OjRg5MnT4qEc4c8QU1NjcbGRrZs2cKyZcuorKwkMzMTLy8v7O3taWxspF+/fnTr1o0BAwZgb2/PkSNHhNiloqKCv3//Co2iRCIhMjJS4BEzMjK4du2aYIj36NGDIUOG8Pr1a0aOHEnv3r2Rk5Njy5YtfPz4EUdHR6ZOncqiRYsE7nThwoX8/ftX8AR2796NjY0N9fX17N+/n/z8fCwsLAgKCiIxMVEIJ8zNzSktLcXJyYm3b9+yadMm8vLyCA0NpaWlRXTwpaSkWLRoEXV1dQQHByMlJSVqdLGxsdy7d4/58+fj4OCAsbExz58/Z+7cuSgqKjJs2DCsra3p0aMH+/fvp0+fPkyaNInKykqcnZ1RUlJi1KhRFBcX097eLlgFHZUoExMTysvLuXfvnhCJdPAgOnbf5ubm/Pnzh5EjR1JUVCTGmx2WttjYWGpqaoSnvQM0kpSUxOrVq/H19cXAwIAePXqQlpaGk5MTNjY25OTkUF5ejrW1Nb6+vrS1tREWFsbRo0dxcXFhwYIFbN26lbNnzzJ79mxkZWXFeiIsLIypU6dibW3NsWPHxLi3U6dOHD58mIaGBqSkpJCRkWH8+PG4ublha2uLRCKhsbGR7t27Y2ZmxtKlS8nKymLWrFm8fPkSHR0dYblqaGggPj5esNxPnz6Nl5eXmGQZGRmJpPmyZctISkqipqYGRUVFcdhKTEzE1NSUGTNmEBsby4MHD8Ray8LCAllZWTp16iTgKBoaGhQWFnL9+nV2797NqlWruHv3Lnv27KGkpEQohL98+UJycjISiYRr166xYcMGamtrOXToEDk5OZibm1NWVsbDhw85ceIEqqqqYv/+7ds31q9fz759+7C0tMTAwAAXFxeuXLkiuBQNDQ1YW1uLEHSH1auwsBB1dXUyMzMBKCgoYM+ePWKS1gG26nATLFiwgHXr1jFmzBgGDBjA8ePHKS4upqCgABsbG9FYqqmpEfTQ79+/c/PmTeLi4pDW1tZe2/FFmZub4+joSHBwMFpaWjQ2NtKpUycaGxsZPXo0p0+f5sWLFzx9+pQ1a9awbt06NDU1CQwMREdHB29vb0pKSoSis6mpiRMnTiAnJ4enpycrVqzA1dWVqVOnsmDBAgICAjh27Biurq4UFBSQlZWFkZERERERnDlzhkGDBjFkyBB+/PiBt7c3tbW1TJ48GRcXF3R0dGhtbSUoKEj86DqABd26dROknw4RxdWrV+nSpQvNzc38+PGDefPm8ebNG2RkZBg9ejTdu3enrq4Oa2trcnJycHd3F9zgnz9/cu/ePXR0dJBIJFy6dAlvb28RtuuwB+np6aGnp8fXr18FdrWqqoqVK1dy6dIlZs6cyaBBg6iqqmLixIkMHz6cd+/eMXv2bK5fv87r169RV1dn6tSpjBo1ivz8fLFWmDlzJufOnSMsLAwnJyeePn2KpaUlt2/fZuPGjQAUFRUxfPhwTExMxENi3bp1+Pv7o6+vj66uLlJSUowfP568vDzevHnDtm3b0NXVRVNTk5KSEsrLy6moqCAvL4+srCxKS0txcXFh2bJlYs8VFhbGkiVLBI61g/vdUYtLS0vjwIEDeHp6MmXKFGGqGjt2LPfu3WPKlClcuXIFOzs70tPTaW5u5vXr14IJHh0dzZEjR0hNTaV37954eXnh7OzM9u3bGT16NLW1taxdu5Zdu3YRExODi4sLSkpKnD9/np49e3L27FkOHz6MmZmZ6OUXFRVRXFxMv379eP/+PbKysuKg9/fvXwASEhJob2+ne/fuxMXF4eTkhJ6eHu3t7WhqanL27FmUlJTEW6qtrS25ubnC7d67d29Onz6Nrq4u69ato7y8nHPnzqGoqMiMGTMYNWqUgMC4ubmJ9cOOHTsYOnQoly9fZtasWTg4OPD582e8vb2RkpLC2tqatrY2kTBNT0/n2LFjrF27VpDkPDw8ePz4sRC52NraEh8fL278MjIyAknbIUmIi4vD1dWVgIAA1qxZg6+vr6i5KSsrY2dnR2pqKidOnMDc3Jzly5dTV1dHe3s7//vf/xg0aJB4AwgMDKSyspKFCxcKklpBQQFbtmwhMDAQNTU1Zs6cSVpaGnv37mX//v0UFhbSq1cvLl68SNeuXcnPzxcQj470fUpKCurq6mRnZ7N69WpmzZrFu3fvKCkpwcPDg6dPnzJhwgSioqKYPXu2SJMbGBiIFUlCQoIArri4uLBq1Sr69u1LdHQ0bm5u7N69m1OnTrF//36sra3p2bOn8IqPGDGCOXPmsHLlSj5+/MjixYvFdSEtLc3+/fsJDAzE1taWvn374urqSkpKClOnTqW0tJTLly/Tr18/xo0bh4yMDNnZ2Rw8eJCPHz/i7+/Pixcv6NOnD2PGjMHCwoINGzZQXFwscMxJSUkoKyvT3NwsDh05OTk4OTkxffp08bc+fvzIoUOHGDp0qJjePXv2DF9fX0pKSvD09OTx48fiN/H8+XNsbGx4/PgxtbW1tLe3U1NTw9ChQ9HU1MTNzY2WlhZqa2uxs7NDIpFgYmLCjRs36Nevn/i9urm5YWhoyPLly/Hy8uLLly90796dmTNnsmrVKnR1dcVBytfXV4zUO1LdbW1t4rseNWoU8+bN4969e/Ts2ZOkpCSysrJwc3Nj165dZGZmCt2wgoICo0ePJjExkfLyctTV1QkMDCQhIYHW1laePn3K9OnTefDggWhAnTt3DldXV5YvX05iYqLgjr9//x4DAwMGDRrE7t27KS8vx8XFBUNDQ75//86kSZM4e/Ysv3//ZvXq1Xh6ehIREcGMGTOIiIgQ5DklJSUMDQ2xsrJi3LhxrF27lk2bNgloUoc1Mjk5mYKCAmJjY/H19WXOnDmCkLht2zaamprw8PAgKytLpNNj36qpggAAIABJREFUY2PJzMxEeuvWrWtfvnzJpUuXqKurw97eHjs7OyZPnix2YR1C+ZCQEExMTHj16hXjxo3j6dOnwmMtKytLeXm5WP7X19cjkUiwsrKira1NcGafPXtGbGysCFgcP36cPn36kJ2dzezZs7G2tmb9+vX4+/szYMAAjIyMRL/1xo0bhIeH8/z5cyZPnsyjR484efKk4Cbr6Ojw9+9fMRlwdHRkzJgxxMTE4OvrS2FhIWPGjBF0oQ0bNgAQGxuLqqoq0tLSeHp6kpCQgL6+Pt26dUNRUVGcAJ89e0ZeXh7BwcGoqKiQkJAgXODt7e2UlJTw7ds30c0zNjbG1taW06dPM2rUKGJjYwWne8WKFdTW1tK1a1fhXu0AZGRmZvL161dxg3dzc+PWrVtIS0tTW1vLnj17SElJQSKR8PPnT1pbW7GxseHQoUP4+/vT1tbGp0+fyM/Px8TEhKysLCorK3n8+DEZGRmEhISgra1NRESEALFUVFSwceNG0Ufu2CO7ubmRk5NDRkaGqOwpKSnRvXt3ESYsLS1l48aNPH/+nOrqau7fv4+CggKzZs3i3LlzFBcXo6+vz+LFi9HU1BQPuA6jUnR0NMHBwXTq1Al7e3sWLlwolKW1tbX8999/lJeXs2PHDtLT0xk2bBhqamqkpaWRl5fH9+/fSUhIIDIykr59+5KXlyd2q4qKiigoKIipQAc3OTg4WNRJwsLC/h/1Z3NzM79+/cLNzU0QovLz80lJSRH1ICUlJfT09GhqaqK1tZVp06Zx69Yt7O3tGT16NBoaGvzzzz/k5+cTERFBXV0dQUFBfPr0CTMzM/T19Xn9+rUg48XGxopA3blz5zAyMuLly5dCtDJs2DBOnTpFcXExGRkZzJs3j5CQEKqrqzEzMxOpX11dXfbu3YuSkhLp6emYmppSV1dHSUmJqOG1trby+fNn+vXrh4uLC7t27aKqqopXr16xYMECTpw4gaGhoTClTZ06lfT0dH79+sXEiRPZunWrWIUNHz5cTHUqKioAePToEe/fv8fFxYXHjx+L2luHqyAmJoaBAwfy+fNnEhMTKSsrIzAwkLCwMDZu3Ehubq7QeMbGxpKVlcWfP3+4d+8eiYmJmJubi+ldly5dyM3NxcHBgbt37wqbWceIvby8HFdXVyZOnMjSpUuZOHEiMTExrFixAhcXF4qKilBXV8fDw4OlS5cyePBgVFRUWLduHY8fP6Z79+4kJSVhZGTE/v37sbGxwdjYmNOnT/P9+3dCQ0Pp0qULjo6OlJWVISMjI8xYr1+/Fm9wgYGBxMTEiP10hxt61apV7Ny5kx07dmBqaoq3tzfdu3cXTAdAZEsWLFjA69evsbKyYvjw4aSmpmJtbU18fDxtbW1izWdlZUVKSgpGRkZoampSWVmJq6srNTU1AlrSwc2vr68nJycHU1NTgegcNmwYL1++RE1Njffv39Pc3Ex8fDxSUlIoKiqSmJhIfn4+CgoKbN++HUNDQ5SUlPD19eXgwYOoq6vz48cPzMzM8PX15dGjR9y/fx+JRMKZM2c4evQo+fn5/Pz5E1VVVcrKysRneffuHYmJiXTr1o0ePXrw8+dPxowZw/Dhw4Xy2NfXl6KiIjFt2r9/P+7u7iJv8/jxY1avXk18fDz+/v58+fJF3M99fX35559/kJeXJyYmhra2NlRUVARb4eDBg5SXl7NgwQLs7e0FT2TYsGFMmzaN8PBwfvz4QXl5uRh/t7e3k5uby8KFC+nfvz9ZWVl4enoKmYeZmRkHDx4kPDycHj16CCDSzp07cXR0RE1Njd69ezNlyhSsrKxQV1envb0dfX190tPTcXNzw8nJieLi4v8jnb1794758+ejpKT0/8AZOnfujLOzMx8/fqR///4kJiby4sULAgMDOXDggCjfA3z//l30e319fWlubqZr167Ex8eL0bSTkxPZ2dnMmzePPXv2cP36dUHbKS4u5sOHDzg6OrJv3z4KCgrIyMjA2tqaDx8+MGvWLLKyspCTkyMhIYHAwEDevHnD3Llz2b17NydOnKCgoABZWVlevnyJq6srGzduxMrKigEDBpCdnc2IESN49eoVxcXFaGtr4+joiLOzM0FBQWhra1NfX09eXh5ycnJIJBLxVjZt2jROnDgh3LshISE8fPiQ2tpaJk2ahLKyMkeOHMHT05MlS5awZ88e9PT0MDAwoE+fPpw/f56vX79y9+5djh07Rnh4uJCTvHz5koaGBkxMTAQKz9DQEAAtLS2+fftGQ0MDz549Q1VVlcLCQoqKikTFwtHREQ0NDc6cOcPLly/FaN/Pz4+ioiKWL1/O+vXrSUhIQFpamu7du5OSksLXr18ZMWKE6AJaWVlRWlqKhoYGAQEBaGhokJaWRkBAAP3796esrIzQ0FAGDRrErFmzOHnypHCi79y5EycnJ0pLS5k5cybOzs5oampy8OBBbty4QXp6Op8/fxYAnA4F4cOHD6mvr6eurg5zc3Py8/ORlZXFysoKExMTvL296devn6ggFRYW0rdvXzZu3Ii+vr7YA7u7u6Onp8eCBQt4+PChEMMvWbIECwsLJBIJkydPRklJiZs3bwpbVUFBATt27CAtLQ15eXnGjBmDvr6+GFXfv38fKysrsrOzCQsLY/fu3VRWVrJlyxZsbGwEB6CDStTRNvDx8WHRokW0trYiJSXFzJkzWbJkiTgodKTym5ubSU9Pp6GhgZqaGv755x9UVFTo168fR44cITc3l9DQUGbPns3jx49paWmhra0NDw8Pbt26xerVqxkwYAAyMjKcPHmSBQsWcO7cOS5evEhYWBhhYWG0tbWJJsC4ceOoqamhurqaUaNG8erVKw4dOsT+/ftFsKwjvT1q1CgBDXr8+LHQSG7fvp2jR4/i5uaGRCJBSkoKNTU18Xnev39PVFQU9+/fF/rHuro6Fi1axI4dOzA0NMTY2Ji5c+dSU1PDtWvXuH//Ptra2hw5coThw4fz+fNnevXqRWlpKcXFxdy/f18EigYMGCAmbtu2bWPz5s0MHTqUbdu24ejoiJGREXv37sXDw0OMg1NTU4Ubffz48Rw9epRr165hbW2Njo6O6Imrq6ujpaXF2rVrycvLIzY2lkePHmFoaEhpaSnz588X7PmOytCXL184d+4ca9asoaKiAmlpafLz81FUVERJSYnVq1fT1NSElJQUO3fu5OjRo0hJSQnxkIuLi4CxqKioiIT+sWPH0NTURENDg/Pnz2NkZISlpSVTp07l58+faGtr8/btW969eydS8UZGRiQnJ2NlZcXYsWP5/Pkzffr0oUuXLgLEU1dXR35+Pr169eLBgwccPHiQ//77T/wuSktL8fDwwNLSkvv379PU1MSkSZNobW1FRUWFxsZGCgoKhBTIysoKGxsb/v79S1paGrNnz6Znz54AggkQGRnJp0+fSE1NpbGxkW/fvmFqasrx48cZMWIEcnJy5OXlsXDhQmJiYkQAsYMqePv2bdrb2+nZsyf19fVoaGiwd+9eIiIi8Pf3x9vbm5iYGM6dO4eWlhb79u1j3bp1+Pj44OPjQ3x8PI8ePeLChQu8evWKqKgoTp06xaRJk1BXV6dTp07MmzePlJQUFBQUkJGR4d27d/z69QtdXV2GDRtGUlISly5d4n//+x8BAQEoKCiI/+2iRYtYt24dmZmZREdHY2pqKiZtvXv3JjAwkJaWFnJycqioqBAhUXl5eT5//szhw4cFCz4pKYnKykpevXol1oQDBw4kPT0dOzs7pMPCwtYmJydjYWFBSUkJsbGx1NXVcfz4ccrKyggODubhw4ckJSURFRUl4AbFxcUsWbKErl27YmlpydevX4mJiaG0tJTu3bszceJEUa8xMDBg6NCh7NixAz09PSorK8UbS0tLCw4ODhgaGgrm7qlTp/j7968YTfz584eqqirxlt/a2kpzczNJSUncuXNH8Jw7giFqampoamqir69PYmIiRUVFLFmyhBMnTlBTUyNqVRUVFaipqWFmZoa1tTUtLS3Y2NiQmJhIcHCweIjX1dVhYGCAsbExgYGBNDY2sm3bNlFfOXjwIO3t7TQ0NLB161YKCwt5+vQpSUlJPHnyRNQf/v33X0xNTXn27Blr1qxhwYIFlJaWEhQUhJSUlBjzJyYm0rt3b/7+/Yuenh4xMTF4eXn9P51HPT097O3tsbS0FCaeW7duISUlxT///CPwd56enhQVFdGjRw8xvh0xYgTp6ekMGjSITZs2ISUlxZYtW4TwvrS0lAcPHmBtbU1CQgJeXl7iu7pw4QIFBQVCInL9+nXu3LnDyZMnha3t169fKCkp8fr1a7KyslBSUiI2NlbkBk6fPk18fLyAstjY2PDo0SPU1NSQk5MTYbnY2FhiY2Nxc3NjyZIlPHr0CH9/f7Zu3UpDQwOdO3cmKSmJ9PR0pKWl2bFjB21tbdy/fx8ATU1NHjx4wLRp00hJSeH9+/eoqqoiJSXF/v37UVNTQ1lZmYkTJ3L9+nX+/PnD9u3bMTU15dOnT7S0tDB79myOHTuGsrIyWVlZDBo0iOrqaqFfffLkCRMnThTUqStXrrB161a8vLx49OgR+fn5Yj0RERHBlStXiI6OFgS80NBQxo0bx/79+5k2bRq+vr58/fpV7OiVlZU5d+4cp0+fRltbm6qqKjIzM7l06RISiYT4+Hj69OlDeHg4WlpaODo68vDhQzw8POjRowe3b9/m+/fv1NXVoaWlRWVlpUjJd4hdIiMjBTDp5s2bBAcHY2JiwrNnz7C0tGT9+vV06tSJIUOGCJBFh7hh/vz56OjoUFJSgo6ODsOGDePr169kZ2cjJSVF9+7dxZqiS5cuPHz4kJEjR7JixQq2bdvG79+/6dOnj8Af//z5k1WrVmFhYYGHhwfXr18nLCyMlJQUYbn68+ePgKF8+/aNxsZGkRgPCAjAx8eH2tpa/P398fPzIzMzk23btnH27Fnu3LmDjY0NERERfPnyhczMTObOnSsaIZs2bWLBggU4OzujqqqKnJwcQUFB9O7dG0NDQ3JyckhLS8PU1JTPnz8zefJkoqKiBDpSIpHg6OjIli1beP78OUZGRkyfPp2ioiKysrIoKysTMpTXr1/j4eHBw4cPWblyJW/fvqWhoUGAUV6/fk1oaCheXl7iEPngwQOys7Px8vIiISEBDw8P0tPTKSsrw8XFhba2NgoLC+nUqROzZ88Wjoa/f/9iYmJCQ0MDI0eOpKmpieDgYDQ0NEhOTiYnJ0fkdWpqaqitrWXp0qXo6Oigo6NDXl4eHz9+ZMyYMdjY2GBraytaIBs3bhRSl/PnzzNgwACuXLnC4MGD0dbW5vHjxxQXFwv9r5GREeXl5ZiYmKCgoEBLSwv//PMPurq6tLS0ICsrS1VVlYB2dTQJ1NTURKVLW1ubd+/e8f79e4qLi1FWVhYUPCsrK8zNzXFwcBCOcRUVFTZu3ChAVQMGDMDS0pIhQ4YQHBzMhw8fUFZWRktLizNnztC/f39xzXz9+pU/f/5gZmbGmDFjmDVrlqjvdjSIbt68SWtrq+h0d+COf/78SZcuXfDy8hIHLXt7e968eSNyPI2NjXz69Im6ujqcnZ1pbW3lwIEDyMrKcvPmTQYNGkRsbCxqampI19TUrO3Tpw82NjZUVFQIt+3Xr18ForCwsBB5eXkx9z9//jw5OTno6uqSlJSEjo4OQUFBXLx4kfLyclRVVYmLi+P79++sX78eeXl5Fi1axPv378nIyGDPnj24ubnRo0cPPnz4QEZGBhkZGUhJSbF27Vpxk29ubhb/SIBBgwaJ3VVgYCCjRo0ScAh3d3fMzMzEKdXS0hJPT0+uX7+OtLQ0586dY/r06fTv35+ePXvy4sUL5OXlMTAwELD4zp078+bNG0xMTLh37x7h4eFs375dWIW+fftGVlYWra2tKCoq8vbtW3Eq67AN6erqCkXg9+/faWpqorGxUaD/fv78iZycHDdv3iQ3Nxdvb29WrlwpKD8d6UoNDQ3U1dWxsbGhra0NCwsLhg0bJlSPampqjBo1iu/fv1NQUMDYsWNpbm7G29ubt2/fCp+wmpoaK1eupKGhgV+/frFu3ToOHDiAt7c3e/bswdjYmIEDB3Lo0CEeP37M8OHDaWpqYs+ePTQ3N/Pz509SUlJoampCIpHg7OyMnZ0dCxYsQFFRUQT/ZGRk+PTpEwDXr19n//79hIaGiotw+PDhREdH8/v3bwFnuX//Pn/+/KGmpkZYqfr168f48eMJDQ0lMjKSPn36EBUVRVVVFefPn+fWrVskJCQINGR2djbh4eGUlpYyZMgQfHx8MDc3p6ioiJUrV1JRUUFwcDBfvnwhJCSE+fPns2LFCrS1tUVNxc/PDz09PWRlZdm8ebNIBnf0n+3s7GhubkZDQwMbGxtevHiBqakp9+/fJzg4GHd3d9asWUNkZCSZmZkcP36ckSNHoqamxvjx45FIJFhYWHD48GEiIiJoa2ujoaGB5cuXM2vWLKKiotDQ0CA2NpZDhw7x5s0bMjIy8PPz4/HjxzQ2NnL48GFKS0tRUFBg8uTJXLlyhebmZqZNm8anT584ffo0/fv35/z58xQVFeHv78+tW7cYNWoUhYWFODs7o6ioSEJCApaWlmIc+eTJE1xcXNi6dasgvfn6+vLr1y8iIyPR0dGhd+/e+Pj4sGzZMnbs2EFTUxNbtmxBRUWFRYsWCb65jY0NixcvpnPnzhgbG6OkpERNTQ2urq7cvn2b27dvY25uzunTp/H19WXAgAGkpaUxf/58AFRVVYmJiSEgIICxY8eyatUq9PT0UFBQYNOmTWhra9PY2Ch6vMbGxvj7+wt/fVpaGtevX8fPz4+MjAxcXFzo0qULfn5+Qpvb2NhI165dxb3j4MGDvH79mu/fv6Ompoaenh65ubmcPXsWGxsb7t27R3Z2Nv/++6/IrERGRqKvr092djZtbW3Ex8ejqKjI6NGjOX/+vLBN9enTB0tLS65cuYKRkREvXrxgz549LFiwgLdv3zJhwgQePnyIvb09V69eRUpKCgMDA6qrq2lsbERaWpq+ffsiLS1NZGQku3fvZsaMGfz+/RsjIyPMzc0pLi5GSkqK6upqcZ80NDQkOzsbbW1tLly4wNKlS/n48aNAnxYWFiIjI4OmpiZ79uzh7t27ZGVlsWrVKtzd3WltbUVbW1t4tTvERseOHUNJSYmCggL+/PlDUFAQEyZMENmDwsJCVqxYgb+/P25ubpiZmTF16lTx8hQXF4e8vDx1dXUEBgYikUh49uwZ7e3tJCQkiIro7du3kZOTw97ensePH6OiosLgwYPF92NhYYGbmxuXLl1i7969rF+/nrq6OmbPnk3fvn0FpTI+Pp6KigpGjRrFkydPMDAwoFu3bsybNw9DQ0NBZoyOjqa+vp7k5GScnJzw8vLi5s2bVFdX4+DgICqebW1taGhocO7cOTw9PamqqhLUxby8PGG48/T05MyZMxgZGWFoaEhrayvl5eXCE66urs7evXvZvHkzERERNDQ04OHhwa9fv1BRUSE1NRUlJSXGjh0r7gdubm58/PgR6eLi4rXHjx/n+fPnooD/9OlTdHV1KSsr4+zZs7i6umJmZkZTUxP6+vqUl5eLEa2JiQlpaWn8+fMHAwMDNDQ0+P79O4mJiURFRfH+/XuBppOVlaVLly6UlJQwfvx4Kisr6dGjB6tWrUIikXD8+HEuXLggTl3Hjx+nf//+zJ49m82bNxMZGcn58+f5+PEjZWVl3L9/n+rqaiGVePnypXBmAwwcOJBHjx4RExNDe3s7U6ZMITk5WViJQkND+f37NzExMQK6UVBQQFhYGI6Ojnz79o2xY8cyfvx4pkyZAoCOjg7V1dUUFBSIJHHHA0VdXV0kCXNyckhOTkZKSoqnT5+ioKDA0aNHGTt2LKtXr+bQoUPihNbU1ISPj48YL3l7e6Ojo0NYWBirV69mzJgxVFdXi5qMiYkJ58+fJzU1lTVr1uDj40PXrl05ffq0EIa8e/dOfEdjx45FXl6e8ePHk5uby9KlS1FUVMTDw4O0tDTu3LnD1KlTaW1tZdeuXcTGxnL06FG2bdtGQUGBQPXZ2Njw8OFDhgwZgoGBAR4eHqxfv57w8HA2b97MgQMH+PXrFwYGBsjLy5OWlsbkyZP58uULffv2ZcOGDYwZM4bXr18zadIkZs2aJYw2T58+xcfHh06dOglpipGREQ0NDQwbNgxXV1fhr42MjCQtLY2ysjKUlJR49+4dEomE/Px8YTeaOnUqO3bswNfXl6ysLME9P3bsGDo6Ori7u6OkpMT79+959+6d0Mp2+Iu/fftG//79OXPmDPr6+ly4cIGMjAxGjBhBeXk5jx49Yv/+/YwaNYqtW7cyffp0evbsSUtLi6AcKSsr8+PHD4KDg7G3txeVMisrKzIzMwkPD2fs2LEUFRUxY8YMunXrxps3bzh8+DC2traio/7jxw/mzp1LaWkp5eXl4qFx/PhxfH19+fz5M4sXL0ZHR4eDBw+io6NDdnY2kydPJi8vj2HDhnHs2DE2bdokQBVBQUGEh4djaWmJu7s758+fx83NDTs7O8zMzMjKymLGjBnExcWJkX1HkM3U1JSTJ09y5swZ4Rjo3r07qqqqJCUl0bt3b6SkpLCxsWHr1q0iUBMYGCgOWH/+/MHJyYnU1FQiIyMJCQnBxsaGnj178vTpU6SlpXFwcBCcckdHR65evcr8+fNxdXWlsLBQTCRUVFSQl5dHXV2duLg4Jk6cSE1NDStXrqS1tVW8DJw+fZqqqirBp9+yZQv29vbo6elx4sQJ4Sno378/K1euJC0tTUgwwsPDKS8vp3PnzvTv358pU6YIKM/cuXM5evQoe/fu5dmzZwwePJi9e/eipaUlkKvfvn1DIpGQnp7OrVu3GDRoEBcuXMDJyYnQ0FCWL1/Of//9x6pVq7h58ybTpk1jwYIFmJqacuvWLT58+ICamhobN24kLCwMGRkZUbd7+/YtAwcO5Pnz5yLB7unpSVZWFqdPn+bbt28CYtJxoA4MDERKSoro6Gju3buHoaEhr169wsHBASUlJRwcHLh586ao10pJSYlDWWNjI6Wlpfj4+DB9+nQ6depEZmYmJ0+eZPHixSgqKrJ8+XLhNli8eDFeXl5YWVnx+/dvRo4ciaqqKsuXLycgIAAbGxv8/f15+/Ytfn5+GBsb4+joyPv37wXCc9SoUZibmyMlJUVBQQHOzs60tLSQlZXFpUuXuHv3LmFhYQQFBQkltJeXF8nJyejr64scS0d6/OHDh7i7u9OtWzdevnxJly5d+PbtG3379qVnz554enqya9cu5s6di7y8vCD1/fr1i61bt3L//n3Ky8vp168fQ4YM4dWrVwQEBGBkZERzczOWlpakpKTQtWtXMjMzBSDn5cuXQmfs4+PDmTNnWLp0KbGxsRgbGwtfRU1NDSNGjOD48eMEBARQUFCAq6sr0osXL17r4OBAVVUVlZWVjBgxgoaGBsLDw/Hx8REScwMDAyFVl5GR4dSpU3Tt2hUjIyPB6i4rK8POzo7q6mqqq6sZM2YMBw4cwNramrCwMEJDQ0lISOD9+/dMnz6d0tJSIbXX19envb2dOXPm4Ovry+XLl7GwsBCEm9raWjE27diHdvCOp02bxogRI/jnn38AhKe4qamJixcvUldXx9evX8XIz9HRkePHj+Pq6kpVVRX//vsvz58/Z/Xq1Rw4cAB5eXnOnz9Pfn4+DQ0NZGdns3v3btasWSMK9DY2Nvz58wcHBwfBAFdXV6dv375cuXKF3Nxcfvz4QXh4OH///hV72atXr4o60Zo1aygtLeXw4cPEx8fT1NREYGAgixYt4tWrV2If+u+//wqUX4dGz9PTk8TERAIDA4UvWlNTk3/++Ydbt24hJycnJgaWlpbY2dnx4MEDmpubMTIyIjo6mkOHDhEUFISlpSV+fn58+vSJDRs28Pr1awYOHIitrS1Xr17FwMBAUJkuX75MVlYWeXl5NDU1ER4eLnjraWlp4oTv7e3NvXv3KC4uxsTEhAcPHojdbVFREStWrODFixd8+vSJsrIyzM3NaWlp4fnz59TU1ODt7U1GRgZWVlbs27eP58+fo6mpSXJyMjt37qRTp06kpqZiZ2fH2LFjuXXrFvv27aOurk7QmmRlZcUa4Nq1azQ0NNDe3o6xsTG3b9+msrKSFy9e4OTkxM2bN0XorXfv3piZmVFWVibeZsPCwnj79i2fP39m6NCh+Pj4CDlLS0sLenp6nDx5kl27dom0//bt24mOjubly5ekp6ejoqLC9u3buXPnDi4uLuzYsUPAFVxcXMjJySE3N5crV67w8eNHjIyM+PHjB4WFhTQ0NFBaWoq/vz9NTU2CBx0ZGcmtW7cwNzensbGRp0+fsmrVKuTl5dHQ0MDCwoIxY8bQq1cvrly5wqpVq/jf//6HnJwc6enp9OjRAz8/P16/fo2trS3KysrEx8fz6tUrFBQUGDx4MD4+Prx584YPHz5QX1/PsmXLRGr6/v37bNiwgYEDB5KXl8eAAQNQU1MT0Izi4mKB101PT2fAgAFs3rxZsBwGDx5MQEAAFRUVbNq0SZiTQkJCSEhIYMiQIYSEhBAXF8fw4cNRVVXFzc2N58+fY21tLQQgR48excLCgh07dtC7d2+6d+8uHvpycnKYmZnx4MEDYUHr1asXEyZMYNq0aXTv3p0XL17Q2NiIk5MT3759E7S/jqaMgoICPXv2ZPny5eTl5YkpSUelNS0tjbCwMJqamnjy5Imw7B06dAgXFxf09fWFhlFLS4vW1lZ0dHR4+PAh8vLyREVFERoayp49e0hOTiY2Npa4uDgUFRXJz88XGY9x48ahr6/PjRs3KCsrw9HRkaKiItra2nBzc8PFxYWDBw9SUVHBuHHjmD59On5+fsTGxjJ9+nSqqqpYs2YN7e3twlz3/Plzwer/9euXuDdevXoVOzs71NU0+uruAAAgAElEQVTVKSoq4uDBg2La10FUDAwM5MWLF8ycOZN3794xaNAgLl68SEFBARYWFtTU1DBv3jyamppIS0ujsbFRQFaGDRvGly9fxHXp7e3Nz58/mTFjBkFBQQK24ujoSFNTE5s2bcLGxoYRI0Zw9OhR5OXluX37Nv7+/iLgq6CggKWlJV27dqWwsFCodnNzc3F3d8fExISdO3eydOlSEhMTOXbsGPX19Whra5OXl0dpaSl+fn5ER0ejo6PDnDlzuHXrFjdu3EBZWVmEXDvutdOnT8fHxwdFRUXMzMzYs2cPLi4uQl/7/v17unTpIkLTHdMTGRkZIiMjCQ0NZcqUKbi7u1NbW4uuri4XLlwgMTGRxMREXr58iYeHB6qqqrx8+RLpMWPGrDUzM8PJyYn8/Hx69Oghxjv//fcfAQEBFBYW8ubNGxobG3n27Blv376ltLSUvLw86uvrhQKzg+YyZMgQNDQ0iIuLE52/lStX8uzZMxwcHLCwsODSpUuoqKigrKzM6NGjuXz5Mt7e3qKWpKysTGVlJaGhoSIu//btW/Lz89HS0iImJgYHBwdSU1OZM2cOmzZtEqzugoICBgwYwJo1a8TJ19nZma9fvwoowujRo9HW1ub58+fEx8fz/ft3Fi5cyM2bN0Xgp7i4mKqqKqqqqmhqasLBwQE1NTW2b9+OpaWlGCGfOnUKc3NzDh06xLhx49i0aROGhobC0x0XF8etW7eYPHkytra2qKurc/LkSZycnBg/fjxxcXE4ODgQHBwsAj1bt27F39+furo6zp49y4ULF8RO2sHBgcuXL9O7d2/y8vKYOHEigwYNwsTEhKamJrF7e/78OX/+/GHw4MG8efOGnz9/MnnyZE6dOkVERATt7e2UlZURERHBf//9R1xcHK2trfz33384OzvTuXNnfvz4wfHjxxk/fjxfvnxBR0fn/6wx0tJMnz5dhN460pDq6uqUlZWhqKjItWvXmDlzJm5ubpw9e5bJkyczadIkzMzMGDt2LFFRUXTt2lVMdebMmYOqqiotLS3Ex8eTnJzMkCFDiIuLIzIyEi0tLR4/fiyANB11vs6dO1NVVcWbN2/Q1NTEzs4OIyMjPDw8xC5s+vTpnDlzhkmTJvH8+XMUFBSwtbVFU1OTmpoaxo4dS25uLiNGjGDv3r0MHTqUgQMHil2Wj48PZ8+excvLi5iYGDp16kR1dTWBgYFoamoiLy/P9u3byc3NpbGxkT59+jBz5kz69u0rgDf37t1jxYoV9OnTh759+xIcHMz9+/f59OmTEIv8+vWL6upq4uPjycjI4O7duxw4cIDi4mIWLlxIRUWFOIjY29sTFhbGv//+S8+ePdHU1CQoKAhjY2N2796NnZ0dampq6OjoCEd3W1ubuFF2cOxTU1ORkZFBWlqaq1ev4u3tzT///PN/J/r/H5TS1NSEl5cXSkpK5OTk4OjoSGNjIx4eHixbtkwcSJ89e4aSkpJg+WdnZzN48GCePXtGr169KCoqEjjNa9euce/ePQoKCsjNzcXNzY2QkBBCQ0NJTU3l3LlzzJ07lxUrVhAREYGCggJnz57F1NSUPn36UFVVhUQi4fbt2/j4+JCdnU1DQ4MA6eTn53Pu3Dlyc3ORkpLC3d2dHj16UFtbK67rDx8+CL6Avr6+UC7m5uby+/dvtLW1SUxMRF9fHzk5Oezs7Ojfvz8/f/5k7ty5DBw4kPz8fAICAsT08ffv32RkZJCcnExiYiI3b95ESkqKfv36kZ+fj6mpKfX19Tx69Eg8/PLy8pgxYwZ1dXV8/vxZTPEsLCwoLy8nOjqad+/ecfnyZUH866D4ycjI0K1bN+bPn09rayu9evXiw4cP4uXIzc2Nx48f8/TpU9rb23nz5g2GhoZi99u1a1f69u3LqlWrGDt2LBkZGejp6YnqZ+/evUlOTiYkJISrV68SExODs7Mz+fn5QljSuXNn9PX1efnyJUuWLMHLy4uSkhIRoGpvb+fjx4/o6+vz5s0bce+XSCQ4ODiI+5CDgwMhISHCrmhpaSlkISEhIVy6dEmgaDsgW0pKSkRGRoosU8dzwcPDg/LycubPn0+3bt04cOAAysrKGBoa4uXlhUQiQVpamtTUVFasWMHv378ZOnQo8vLyrFq1ij179oiJyJMnT4RiMyMjQ/Ajpk+fzrx581BTU2P+/PnIy8vTs2dPcnJyCAoKwtXVlW7duhEdHY2rqyvTp09HQUFBrBTLysqIi4sT11NHK6e5uRk1NTWys7Oxs7OjpaWF8+fPI71379610dHRqKioMGbMGCZNmkS3bt1wcnKisrKSvLw8MjIyqK2tFYJ2IyMjampqKCwspKmpCRUVFf78+cPDhw/p1q0bp0+fxs3NjTdv3hAdHY2Wlha5ubnC59urVy/BSd69ezfNzc3o6Ojw+PFj6uvrmTJlCuPGjWPBggX4+fkJnV9GRga9evXCzMwMS0tLamtrsbW1JSEhAQMDAy5duoSJiQmenp7Mnz+fxMRE7O3tuXHjBsOGDaOhoQEnJyd8fX1ZuHAhV65cIScnR3B2FRUVCQkJ4b///mPq1KnMmTMHXV1dXFxcUFVVRVFRkZKSEiwtLTl16hT6+vr07NmT4OBg6urqRDdPWlpaGH1cXFxwcnJi9uzZbNiwQXhYz507R0BAAMuWLcPd3Z07d+7Q3NxMYmIiDQ0NJCcn07lzZ0pLS1FUVBSaxg7MXnp6OrKyskhJSdHW1sbevXvZsmULKSkpDB48WCBadXV1qa+vp6qqir59+wqIRWFhIR8+fKC6uprU1FS0tbWprKykuroaLS0twemOj49n5MiRGBsbk5eXJ3IHenp6/P37F0VFRaqrqxk/fjy7du1i8uTJ3Lp1iytXrqCpqcmcOXPYu3cv+fn5ODo6kpCQwLt37wgLC0MikdClSxc+fvzI79+/SUtLE6NgNTU1unfvzs+fP5k+fTqNjY14e3sjkUhEZefJkycMGTJEYEe/fv1KW1ubqJR0jCH79u2Lra0tJ0+eZNKkSdy/f5/Kykr69u1LQUEBJiYmxMbGMmnSJK5fv05QUBCvXr2iqKgIDQ0NkQqOiIggNTUVe3t7tLS0uH37NsHBwdjZ2eHg4EBERAT6+voAGBsbk5CQgJ6eHoqKioSHh7N//34WL17MqlWriIiIQFVVldDQUIYMGcK0adP48OEDOjo6DB06FCsrK37+/Elqairr1q3jx48fqKiooK6ujq6uLpWVlcjLy1NZWYmxsTGurq40NDSIrml1dTWzZs0iMDCQoqIiIZuIi4sTb6FHjhzB2tpaNCGuX7+Om5sbEyZM4MaNG6KdICsry8iRIzl58iTHjx/n8uXLKCsrU1paytKlS1FXV6e+vp6uXbsKFGWHxGfy5Mls3LgRaWlpKioqcHJyYseOHSQnJ1NVVcWsWbPQ1dXF1dWVxsZG7t69S1JSEiUlJYwYMYJjx44JgM7FixextbUlNTWV2tpa/v79y+7du6mvr0dVVRUlJSXU1dXx8vKipaWF379/CyTqy5cvMTIyQkZGhvXr13Py5Em+f/9Oe3s7BgYG2NvbY2xsLCpYnTt3FlORHj16cOHCBfLy8li8eDEyMjJcu3YNFxcXNDU1RfDJz8+PkJAQQT/cvHkzPXr0QE5OTkBhwsPDWb58uVgprV69mm7dutGtWzc+ffokyH5fvnzBxcWF79+/i2Cem5sbY8eOFdxtBQUF2tramDRpkqDxddS3BgwYgJmZGZ8/fxZ8eolEQmFhIYaGhjx69IiUlBS6d+/Oxo0bWbNmDebm5iQlJREbG4upqalYfSYnJ5OUlERiYqKoxq5ZswZPT09u375NSUkJUlJSbN26lX79+vHixQsePHjArVu3/j+qzjuc6/b/36cZkZGVbBklFSqkvdCUUN2pO9Eu7VRa2lNpaUr7I3fRVElF0TAKIVLZs5CtjH5/fA/Xcfz87Q+O4/1+va7r+Xw8zlMILr59+4aGhgbXrl1j4cKFqKmpiUlU5+Gocw1ZUlJC//79UVNTIysrCxsbGxHya2trEy9tKSkpKioqAEhNTWXUqFE4OTkhIyODoqIiDQ0N/Pz5k9LSUoKDgykrKxNc+EGDBgkmhbW1tUASGxgYsH79elRVVVm8eDHBwcFkZGTg6+uLg4MDp06dora2lsTERAA8PDzo06ePaPnY2Ngwf/58mpubxfdQWloaJycndHV1RZ2uoaEBKSkpRo0ahb6+PiEhIfj6+gr187Rp00Se4MePH/z48QM7OzukdHR0AjoT2x4eHixcuBBFRUVxerl37x5hYWFkZWVRW1uLtbU1cXFxzJ49W6Rv29vbaWtrw9zcXJCLUlJSGDRoEBs2bEBCQoKqqir27dsn5OYmJibMnDkTHx8fkpOTKSgoEKm/I0eOoKSkRHl5OaWlpcTGxrJ9+3ZycnJITk5GQUFB2EskJCTEmG3YsGHIyckxadIk7O3tiY6ORk1NjdWrVzN//nz09PTIzs4mJiaGJ0+e8OvXLwoLC/Hy8kJbW5u2tjb27duHrq4uUVFR7N+/n5qaGry8vEhLS2P8+PGMHDmSrKwsysrKqKysxNPTkxs3bhAaGoqKigp///4lIiKCEydOsGvXLtauXUtwcDDOzs60trYKJ/Hz58+JiYlBXV1dQGakpKQoLS0VlKzOF4asrCyvXr0SN+ecnBwqKioYMGAA7e3txMXFMWvWLFpaWtDV1UVdXZ0zZ86we/duysrKSExMRFdXl//++w83NzeePXsmAi6GhoasWrWKq1ev4uTkxMyZM1FQUGDkyJG4uLjg7e2Nn58fWlpatLS08P79e/T09Pjy5Quurq7k5ORw+PBhATeJjIzE0dGRuXPnituDjY0NGhoaGBkZCSvWr1+/hHXr8+fPIhHdiUPNyMigvb2d9vZ2xo8fT0VFhfjSd471hw4dio+PD+vXr2fXrl04OjpSUlJCYmIigwYNIjAwkM2bNwvTVffu3QVJbMuWLZw4cYKkpCT09PQEk/ju3btoa2sjISFBUVERU6dOJS8vj8GDBwtww71797CwsMDIyAgTExN27NjB0aNHiYuLo7m5GVVVVcrKylBTU0NLSwtlZWXy8vKwtbUVveBHjx4RFhaGvLw8WVlZFBQUMH36dNra2sjNzUVLSwtra2uWLVtGTU2N+P519jVXrFjB4sWLaWxspKioCCMjIzIzM1FQUMDMzAwjIyPa29t5+vQpZmZmGBoa4uHhwb1795g4cSKpqal4e3vz5MkTMZ7v6OggLy+PiooKNDQ0iI+Pp729nYsXL+Lv78+6devE6DIsLAwHBwdWrFhBQUEBjo6OfPz4UVQtz58/T48ePTh79iwXLlwQVjuAgoICxo4di6+vLzExMeTm5ooUbXR0NC4uLnz9+pWfP38ybNgw3r17R2hoKO/fvyc9PZ19+/ZhZ2dHcnIyISEhFBQUoK6uTmZmJtbW1gwYMEDwI3R0dBg9ejQKCgriFj9hwgQUFRU5ceIE/fr1Q0lJCTU1NQoKCigpKcHY2Jjo6GgGDhzIqlWrOHfuHKqqqly9ehVLS0u+fv2KjIwMAwcOxMLCgtbWVgASExMxNzentbWV9PR0VFVV+fXrF7KyskyePJm0tDR69+6NlJSUWEF13vQOHTqEpKQkQ4cOpaioSKwTbt68iYmJCa9fv8bb2xtXV1fmzp3L/fv30dLSoqGhga5du7J69Wr8/f0xNzdHVlaWxsZGZGVlmTRpEiEhIWhra9O3b1/u3r1Lnz596Nu3L58/f8bKyorY2FhiYmK4efMmkydPZv/+/XTr1g0XFxd0dHRITk5GX1+fgwcP8vHjR2pqatDQ0BC1rri4OBwdHdHX1+fUqVMMGjSI/v37C4Kdn58ffn5+qKur8/nzZ1G/GjRoEMuXL0dfXx8pKSkqKytZv349R48exc7Oju/fvzNkyBCam5sFz8Pd3V0cWjp32erq6vj4+ACIl7+ZmRlZWVmEhYWxd+9e4uLiWLFiBSoqKrS2tgqT5IcPH2hqaiIiIkJMH2bPno2+vj4NDQ3i4jFr1iyhcN6yZYuomR05ckSEsJ8/f86lS5fo378/w4YNY86cOSJs29nlNzY25sCBA3z9+pWKigoaGhpYsmQJw4cPF2ja1tZWzpw5g56eHg4ODmhoaPDnz5//y3ZISkoG9OrVix49ehAWFsbcuXOJiIhgzJgx7Nq1SySTQ0JCWLRoEbW1tXTp0oUXL15QXV1NYGAgISEhpKSkEBkZKXYcnXH1r1+/IiEhwbdv3/j69StKSkrk5eXx5csXcULsRBWqqqpy5swZXF1d0dPTIz09neHDhyMnJ0fnj52dHRs2bKCyspLu3btjbm5Oc3Mz1tbWoudWXV1Nv379SEhIwNDQkPz8fMaMGcP48ePJzc0VGrl//vmHL1++4OzszO/fv4mMjBTIShcXFxYvXsy4ceNoa2sjMjKSadOmCbezuro6a9eu5eHDh1y/fl0AH7y8vOjSpQt2dnasXLmSb9++sXPnTjQ1NUlPT6epqQl9fX10dHTE3rFzrG9kZCSIaR8+fGD//v3C/DJmzBgaGhqESaahoYGZM2eipqZGnz59BAKws0fYu3dv0W0dNWoUM2fOREJCgvj4eHJzc+nWrRvjxo3j+/fvhIWFMWnSJD5+/Iienh5lZWUUFRXx9+9fHB0d6dWrFw4ODgwcOBB5eXlGjhyJu7u7YJ03Njairq4uLDjv3r2jsbGRiooKbG1tqampwczMjNLSUvz9/XF0dBRTEQUFBc6cOUNFRQXPnz/H1NQUCQkJUYXo7N4mJCSQmJgonMvLly8XUoUPHz6goqLCrFmz6OjowNjYGDMzM9rb2/n9+7eoWBQXFzNp0iQyMjK4c+cOBgYGgv7m6emJpaUlS5cupbi4GCkpKQD+/v3Ly5cvRYZj165dANTX11NRUUFjYyMnTpwQffnDhw/z69cvoYdVUlJi+fLlFBYWkpeXx8KFC4mJicHAwEBQpXr27El4eDiWlpZ06dKFjo4ODAwMGDduHIMHDxaM6uXLlxMbG8vLly/x9PQUkAlDQ0NxYOvbty87d+4kPDxcvEx+/PghUuUnTpzgzp07pKWl4ebmxq5du0QNs1evXtTV1ZGTk4OVlRXLly8nPT2du3fvYmNjw+nTpwVOtJMhsH37dn79+oWfnx86Ojo0NDTg4ODAkSNHSElJYfny5cTFxZGdnc3AgQORkZEhLS1NhE5zc3NJTk7m9+/flJSUYG9vL24eZWVlYvU1aNAgjh49St++fQUprV+/fmzbtg11dXUqKyvR1dUVmNvOW/ilS5dITU1FXl6ev3//cuDAAQwNDXn48CFaWlokJydTXFzM6dOnaW1t5e/fv+Tn5wto0pw5c7C0tOTixYtoaWkBEB8fT3FxseB/q6qq8ufPHxwdHdmyZQu+vr5oaGjg7++PvLw8Z8+epbW1VXSYY2JihNAiPz8fKSkprl27hq2tLYGBgaipqfHmzRuuXbvGkiVLKCgowM7OjqKiIkxNTcnMzMTU1JSLFy+SkpJCVlYWw4cPx9HRkdmzZ6OhoUFBQYGwtfXv358pU6ZQVlbGsGHDMDQ0pLW1lS9fvpCens6UKVOYPXs2jo6OXL9+HVlZWcrLy1m5ciVKSkpkZ2dTV1dHUVERffv2pV+/fnR0dLBkyRI+fvxIXV0d48eP5+vXrzx+/Fi0W169eoWlpSUlJSVMmTKF58+fixdSc3MzFRUVnD17VjzfpKWlSUhI4NSpUzx+/JjCwkKhKu78XHWarGRlZYmNjcXX15fg4GA0NTWpra2lrKxM/E5cXBxeXl7ExcXRtWtXLl26RFFREeXl5VhbWyMtLY2RkZEIZu7btw8HBwfevXvH9OnTsbCwoLa2Fi8vLxobGxkzZgyZmZm4uLgwYcIEbt68SZcuXQRAqLa2lu7duzN16lQsLS3Ztm2bCPKtXr1a9Lb379/PrFmzmDVrFrKysiLl3rmmMzY2ZubMmVhZWZGfn0+PHj2YNm0aTU1NSG3evDngf//7H3369CExMVGcOJ2cnFi/fj0GBgYUFxdjYmKCk5MTjo6OeHh44OPjw7Rp04iMjKStrQ19fX0uX75MeHg4fn5+jB49mlOnTuHt7c2nT59ITU3l1KlTSEtLs2jRItasWcPKlSupqKjg1q1blJWV8eLFC8LDw4mMjKSpqQldXV3y8vJ48OABI0eOpKGhASsrK06fPi08xFFRUairq4vuWmdwa9SoUdja2nL+/HlaW1vZuHEjWVlZGBsbo6urS2BgIG1tbWI3aGBgQFtbG9LS0ly7do3a2lpsbW3ZuHEj+fn5TJ06lcDAQN68ecP58+fZvHkzEhISvHz5kq1btxIeHo6CggLS0tKsXr1a6P1MTExoaGjg1KlTeHl50aNHD54+fYqKioqoSU2cOJH9+/djZ2cniEPz588nKiqKCRMmYGlpiYyMDF+/fsXJyYnTp0+zYcMGrl+/zvv37zl69Ch3795l6NChjBw5EisrK+Tl5Xn8+DFmZmaoqamRmppKamoqu3btQkNDg9raWgoKCsS4sqKigjt37uDq6kr37t1pa2tDRkaGv3//Ul5eTktLC7m5ubi5uXH27Fl+/fpFTk4OKioqTJw4kaqqKkGGmjlzJu3t7cjKylJWViZGvTo6OmhqavLq1SuePHkiuuUJCQlCTh8RESFupK9eveL79+/Ex8czadIkWlpacHNz4/HjxyJL0bdvXxYvXsyLFy/o3bs3S5cuJTQ0VJikamtrefDgARISEqirqyMtLU1hYaH4Evz58wcrKyvev38v6jmbN2/mzJkztLW1CZ2qr6+v8Li/ePECe3t7ioqKxMnc2toaY2NjVFVVMTIyoqGhgc+fP7Njxw5OnTpFfX09z549o7GxkYMHD2JqaoqBgQFnzpzh2bNnVFVVkZ2dTUVFhdD4HTlyRKSf//vvP16+fMnkyZMFazwhIQEdHR1WrFjBwYMHMTAwoKamBgMDA3R0dEhISMDLy0uQ6SIiIggJCWHixImUlJQQFxcnlKJnzpwR3O7W1lY2bdokgDKRkZEYGBjQq1cvtm7dyrt373B3d8fQ0JBly5axbNkypk+fzu7du5GSkuLq1atkZmair68vWhAWFhZoaWnh5eUlgBbV1dW8fv2a+Ph4vnz5gqSkJN+/fxcNA2trayQkJFBWVmbr1q2sXbtWoDRHjhzJlStXiI+PFyat8+fPM2PGDFJTU8nOziYrKwt/f38+ffpEUVEREydOxNramp07d7Jr1y4kJSUZOXIkw4YNo7CwEF1dXerq6tizZ484vPTq1Ytnz56hoaHBiBEj2Lt3L2ZmZkhISGBhYSFqni9fviQlJYV9+/bx/ft3ioqK0NXVRUZGhsGDB3Pw4EFycnKQkpIS0KbOi1J9fT0jRowgKyuLtLQ0NmzYQN++fXFycuLJkyckJyfT0tLCnj17mDVrlkj/+/v7ExgYSF1dHdra2piYmCAlJUVAQACRkZFiHWdubs6zZ8+oq6ujrKyMQYMGISEhgZubm3iBDRs2TEx5Fi1ahJubGzY2NrS0tLB06VISEhIEinbbtm0UFBRQWFjIkSNHcHR05NSpUwwbNoxNmzZRVlbG8OHDKS4u5sCBA8yZMwc/Pz8mTZrE4sWLGT58OLq6ukhJSbF+/Xr8/f0xNTUVgcO6ujqcnJxwcnIiJydHTFI/fvwoQs0hISEsWLCA4OBgGhsbyc7ORlJSEnl5eY4dO8bp06fR0NBg5MiRJCYmsnXrVi5cuMCnT58EK6Rfv36Ehoby+fNnkbe4c+cOY8eO5eLFiwQFBTFy5Ej69u0rwEudmZi4uDikpKTIzMykS5cu1NXV0drairW1NQoKCrx79468vDxsbGx49eoVFy5cYNCgQSKIGxgYSFVVlQgr379/HwMDAzo6Ovjnn39wcHDAwsKC7du306dPHwFekXr+/HnA4sWLaW9v59q1a3z79g1DQ0NOnz7N9+/fWbBggYAD+Pj4EBQUJIxFmpqavHnzRriyGxsbmTRpEm/fvuX06dOoqqpy8OBBHj16REpKCm5ubri6utLQ0ICmpiZtbW3s2bOHx48f4+npiZKSErW1tQKc4ezsTFtbG2ZmZgwZMgRzc3OampoARFdWX1+fgoIC9u/fz6lTp1i6dCmRkZH8+vWLoUOHMm7cOPr160dycjIXL17k9evXdO3aFTs7O9rb26mrqxOs5GHDhvHq1Ss6OjooKirif//7H8nJyQQFBWFsbMyUKVM4fPgw8+bNY82aNcKYc+nSJWxtbYmIiMDBwYGFCxeyf/9+li1bRklJCSNHjkRbW5uwsDCKioowMzMTY2YrKysWLlyIvb092dnZdHR0ICMjw5MnT9DU1KSjo4M1a9agoKAg0HkjRozgyJEjrFixAi0tLW7fvk1ubi6Ojo5UV1eL0/DBgwcpKSmhqKiIyMhIdHR0OHnyJElJSWzdupUxY8YQHBxMUlKS6MdbW1vj6emJqqoqgwYNIiIiAj8/P5SUlATEpBM6oqioyJ8/f6isrOTOnTt8+fKF8+fPY2ZmxpgxYzAzM2P69OlcvnwZGRkZ6uvruXDhgujddqoiOyEO9+7dw9PTEzU1Nb5//46ZmRkaGhqsWrWKLVu2cPLkSfGFNTExwcTEhNzcXHx8fNDV1SUsLIw7d+5w9epVXr16RUZGBtOmTcPQ0JCIiAghI8nIyKCgoIBjx45hYmIi4Bs/f/7E29sbbW1tBg8ezPTp08Vob9KkSQQEBNDW1saKFSvYsWMHDg4OIjjTu3dvRo8eTWZmJm/fvmXmzJns378fTU1NLl68yMqVK/n9+zdRUVH4+/sLmcDmzZuJjIzExsaGQ4cO8ejRI7HvHT58OF++fGHAgAEsW7aMVatWkZqaKnznndKIo0ePMnbsWNLS0oQ+tjORqqKiIuqD1tbWTJgwgT9//lBdXc20adPIzMzE2NgYAwMDGiBrNCsAACAASURBVBsbBU746tWrFBcXU1RUhIWFhbBi/fr1i1GjRgnU8IIFC6iqqmLVqlV8+vRJTJw0NDTQ1NTkwoULgqu8fv167t+/j6KiIpmZmVRVVXH9+nWOHTtG7969xVi5d+/e9OjRg0OHDqGsrIysrCzDhw8nJyeHDRs2kJubS2JiIjNnzhQ3cgsLC+Tk5AQC9siRIzx79ozDhw+zcuVKBgwYwMOHD9HT06Nv374oKiry4MEDjIyMBCs8JiaGuLg4hg8fDoCamhqampoMHTqUrl27oqCgwN+/f3n06BH6+voi9bx7925aWlrQ1tZmzJgxREVFiZd6WloaRkZGrFu3jlu3bolVVF1dHe/fvxcu59raWrGDjoqKor6+nv3793Py5EmqqqrE5MPLywtNTU3+/PnD4cOHqa6uZsCAAUhJSYkqZ0FBAba2tuTn51NQUICKigrDhw/H1dUVSUlJXr58SV1dHVZWVigrK1NYWIi7uzu/f/9GRUWFK1eusGfPHoFDffLkCdra2v+fjvPKlSukp6eTkZGBrKwsf//+pXv37iLga29vz8SJEwWW+NGjR4SHh7NmzRpkZWXR1dVFR0dHAJ06w1/S0tKiqiUtLS3G1RkZGfz48UNUy6SkpNDW1ubEiRMcPHiQrl27UlBQwKxZs4iNjcXHx4e5c+diYmIinnvJycmoqakhKSmJjo4O8fHx5OTk8PLlSyQkJFBQUGDdunVChtKtWzcBa3nw4AE/f/4kJiaG/v37079/f+Tl5VFXV6dPnz78/PlThA/fvn3LypUrmThxIllZWdTU1ODu7s79+/fZt28f+vr6qKioEBYWJlYDSkpKpKenC2vk169fUVdXp1u3brx+/Zri4mKGDBmCVN++fQMSExM5ffo0JiYmYrTw+PFjrKysGD16NHv27GHx4sXIy8tjb2/P5cuXsbe3x9DQkFu3bvH792/09PREPcbe3p67d++yfv16zpw5w6VLl3j27BmfP38mIiJCEF1u3bqFhYUFb968oaysjKtXr6Kqqoq6ujq/f/8WerFnz57h5+eHj48PjY2NFBcX8/v3bzQ0NIiKikJeXl6ANXx8fKirq6OxsZH4+Hisra0pKyujubmZhoYGbt26xYYNG3ByckJWVhYpKSnu3r3L79+/xe1nx44dYuxib2+Pl5cX8+fPZ/fu3QIikJGRQUxMDN26daO+vh4PDw9xCurfvz9NTU3k5+dz9epVvn79ir6+Pps2beLOnTu0tLQI4tT06dMFW93MzIxTp04xa9YsXF1dWb9+PZMmTaJ37958+vQJY2Njli1bRkBAAF5eXhgbG4tR75cvX7CwsBB/n5KSElevXmXGjBls2LABNTU1AeI3MTGhZ8+eJCYm0tHRgZGREWFhYQwfPpxdu3ZhZ2fHjx8/6NKlC8eOHWPMmDHExsYyZcoUEhISWLVqFTY2NixYsIBbt25RXl6OhYUFenp6xMbG0tTUxPbt23n48CGqqqo0NjZy7949jIyMBPu8Z8+eaGlpiTBFJ7C/0+rUt29f4c9+8+YNa9asobGxkSdPnrBs2TK6detGUVGRmGzY2trSv39/0tLSKC8vZ9KkSYwcOZKPHz+yb98+6uvr8fPzE/mLzgT55MmTSUhIQE5Ojh8/flBdXY2Liwt+fn54eXlRVVVFZWUlYWFhDBs2DBcXF0pKSlBQUKCpqQlpaWmGDh1K9+7deffuHdXV1fz48YPCwkKioqJEQCsmJoZRo0ZhaGjI/PnzuXXrFt+/f2ft2rUcP35cVLIMDAywsLDg+fPnSElJ4ejoyObNmxk/fjz+/v74+flx//59SktL6devHxMnTiQ8PJza2lp27NiBi4sLa9asob6+nsLCQgwNDZkzZw537twhLi4OPT09Pn78KFjnKioqpKSk0L17d2RkZGhqamLIkCEEBgZSVlbGnz9/uHnzJq2trUhISPDnzx/Cw8ORkZHB3d2d+Ph4/vnnH5YvX86cOXPYsWMHTU1NjBgxAnd3d3bv3s22bdtwdHQkPT2ddevWcePGDSwtLfHy8uLs2bNYW1vz4MEDsrOzRaNk9+7deHh4MGLECB48eICioqL4u968ecPUqVNZsWIFQ4cOJS8vj5KSEqqqqnj48CHnz59n0aJFYrfYCccIDQ3lv//+4/fv3zQ0NFBfX8/3799ZunQpMTExODo68vbtW3x9fYmMjGTjxo20tbVhbW1Nt27daG9vp6CgQPAX/vz5w/Xr11m/fj2enp48e/aM7OxsRowYgaKiItLS0igoKKCmpiaEL8eOHePMmTP4+PggLy/Pz58/OXPmDIWFhXR0dNDQ0MC8efNQU1Pj4sWLNDQ0oK6uzvHjxzl79qyYevbs2RNVVVVevXpFbm4uzs7O5OTksHr1ajQ0NASYpU+fPsTHx/P27Vu2bdsmbn5TpkwRAc5//vkHc3Nz8vPz2b17N2vXrqVHjx7Iyspia2uLu7s7paWl/Pr1i3v37rFo0SLGjRtH3759mTRpEvPmzWPHjh3o6+tTUlJCamoq8fHxeHt7U1BQwKVLl1i8eLGot4WEhBASEkJFRQXnz5+ne/fuxMTEYGpqSnl5OV5eXpibmzN8+HDGjRtHQUEBVlZWbNu2jVu3btHc3IyBgQERERFER0dTVFSEv78/9vb2gibY6X4PCgoiKioKExMTHB0dycvLY/z48cTHxzN9+nRMTU1xdnZmyJAhtLS0sHHjRgEG6lxRxcTEkJCQgJSUlIArZWdnM3nyZGJiYsT7UFFREU9PT3Jzc8nMzOTEiRMcO3YMX19f/v79K57veXl5PH78GC0tLbp06UJISAi7du0SF8mLFy+yZMkSbty4wcuXL3FycsLIyIjGxkakzMzMAqZOnUpYWJhg3hYWFnL8+HGOHz9Oe3s7W7duJSsri5MnT6KlpUVYWBiZmZkkJydjYWHBrl276N27N5WVlbi5uXHmzBl69uzJvXv3xJjw27dv5OTkcPz4cQ4fPkxGRgbm5uZi3No5Ful82ba1tXHgwAG8vLxwcHAgJiaGmJgY8vLykJaWJi4uDg8PDwYPHoyPjw8xMTFoaGjw5MkTysrK6OjoEH1qT09PUlJS2Lx5Mw0NDdy4cYMpU6bw/v17Fi1ahKKiIoMHDxZhKjU1NXJycqisrKRXr17o6+ujq6vL5cuXGTx4MFFRUXTp0oWqqiqio6OF/7WsrAxlZWWampqE29Xf359+/frR1NTE2LFjUVBQYNy4cezcuZNevXrx6tUrli5dKtSK9+/fJzk5mdLSUj59+kSPHj24e/cupqam2NjYcO3aNdF17kzElpSU8OPHD/T19QkLC0NTUxNVVVU0NTV59+6deIAPHTqU0aNHk5GRIZKSt2/fRkdHB3V1df78+YOZmRnp6ekMHDhQHOISEhL4/v27GPk0NjZy9epVzp49S1VVFVVVVSLJefHiRTQ0NJCXl0dFRQUDAwMMDQ3FQ69TkdnJQn7w4AGNjY00NTWJKUN5eblI5h4/fpzU1FTy8/OZNGkSUlJSPH/+XJB/VFVVKS4uRlNTE4D+/ftz+/ZtoqOjCQ0NpV+/fmRnZ+Ps7Mzp06fJycmhR48e/Pz5k7a2Npqamti8eTNOTk6Cv75ixQpOnjzJiRMncHBwoE+fPqioqCApKQnAypUrBVpy0KBBpKamEhAQICYVN27cwMXFhZ07d6Knp8fMmTMJCAigpaWF8vJycfAdN24c48ePR19fHxMTE7KysigvLycvL48JEyYwYcIErl27xoYNG/D29qasrIwJEyawePFiLl26xMSJE/n48SNNTU04OTlx5coV4uLiOH78OIGBgYIHraOjg7a2Nu7u7ri4uODs7MydO3eYNWuWCBcZGxuTlJQkbHjTpk1j1KhRIiA3evRoYmNj+eeff9DS0sLFxYWfP3/SpUsXCgoK6NmzJ/Hx8aSnp4v6kLW1tYBb1NfXY2dnx8CBA0WLoqCgAC0tLbKzs/nz5w+rV6/G2dkZMzMztm3bhoWFBTU1NQwdOpQXL16Qm5vLkCFD+PTpEwAvX74kOjqap0+f8uvXLwYMGMD27du5e/euENDY29vj6uqKmZkZly9fxtLSkh07dqCuro6NjQ1bt26lurpaYHNnzJiBpqYmP3/+ZOLEiaLWtGjRIv755x8kJSXZt28fsbGxSEhI0NrayvDhw8W4tq6uDnt7ewEt0tDQYM2aNYwePZrfv3+LbnNGRgZSUlLExsYKmdD169fp2rUrX79+Fcl3LS0t9PX1uXfvHklJSUydOlWEn2pra3FwcMDOzo7du3djbm7O9OnTUVVV5fDhw3z//p2TJ08iISGBnp4e3759E7vWUaNGiVv2rl27OH/+PP7+/hw+fFgcJJSVlbGwsCA0NJSSkhIiIiK4c+cOFhYW+Pr6kpWVJcRQ9fX13Lp1CzMzM5SUlLCxsUFeXp6WlhbCwsKwtbUVNcGuXbsiIyPD8+fPsbOzE1z+jo4OBg4cSFhYGKWlpeTn56OoqMjBgwcZOnQoz58/R0ZGhu/fv+Po6MjevXtRV1fnxIkTeHp6YmRkxKlTp4iOjmbYsGFkZ2eLkKmGhgbdunUjNDSU+vp67t+/j4yMDMrKyiKVnZOTw/79+7ly5Qrv379n4cKFhIWF0atXLzHOX7BgAY8fP2bdunUUFRUxZMgQ8vPzBdY5NTWVAQMGcPToURISErCzsxO0QgMDAyQlJdHX12f79u3o6enRtWtXrl+/jpOTE+/evWP8+PHExcWJC+fp06fp378/fn5+/7dGiIyMDGhubqa8vBxPT0+ampo4duwYSkpKDBw4EFNTUxITE8Xp+tOnT0Jcnp+fT0tLC8bGxqipqfHixQvMzc1xdXXl/v37+Pr6Mnz4cN68ecOrV6+EA7ZT4ThgwAAkJSUZO3Ys3t7elJSUYGtri5KSEpMnTyY0NBRlZWVOnDiBn58fXbp04fnz5/Tt21fUqTprLx0dHUydOpXExEQUFRXFaOvVq1fCNZuZmUlKSgqqqqoCQKKlpUV4eDiZmZnExcUJCUZWVhZPnjwhMjKSdevW0bNnT8zMzOjatSsbN27k9u3b7Nq1C29vb9LT0ykvL8fGxkZgPU1NTUVFIjY2Fj09PY4fP05cXBybNm0S5Clra2tkZGQICAhgy5YtHD16lFGjRnHs2DFmzJjB3r17GTduHJqampw7dw6A1atXY2lpSXt7u0B3ysrKcuXKFYYMGcKPHz8YPHgwHz9+ZPDgwSJk9PPnT5KTk9HR0cHS0pLnz5+LXamuri7379/H0tKSiIgIVFRUmDx5MgUFBfTp0wdHR0f8/Pw4f/4806ZNw8nJCQcHByFI6OzGb968mb9//7Ju3TpxqOnatSuBgYHIyclx8eJFiouLhShm8+bN4n8IDAwUso/Lly+jpaUlbuKVlZWUlpby5csXJCQkWLlyJdnZ2SQlJREZGcmcOXNYsGABMjIyXLlyhTNnztDa2sr379/FHvPJkyeMGDGClJQUunbtioaGBklJSSQlJXHgwAEqKytRVFRk586dTJgwgaioKKKjowkICGDPnj08ffpUqGAfPXrE8uXLAZCTk+Pdu3fo6upSUlJCSEgI/fv3p6GhgaysLL59+0ZgYKAQRHQ6lI8ePcqQIUNEt/rcuXMsXryYmpoaqqqqyMzMpH///vj6+gpQyY0bN0hMTERVVZXz58/z5csXbG1tMTExQUlJiR07dvD06VN69erF2rVr8fX1RVNTE2dnZxYuXEhQUBAuLi40NzejoaEhDnudB3AdHR3CwsJITU1lz5499OnTh/DwcLEDHz58uFiZ6Ojo8N9//3H//n1OnTrFnTt3sLW1ZefOnZw+fZqePXtSXFxMv379hL87NzeX7OxsoqOj2bFjBxs3bqRXr16YmpqSl5dHbm6ukPesWLGC7du38+HDB9zc3Bg6dCgfPnzAysoKFRUVMc42NjamvLwcBQUFZGVlaWpqYty4cURGRrJs2TKePn0qJhgjRowQN2JNTU1ycnIoLCxk4cKFXLp0icOHD2NiYkJSUhJubm5UV1fz9etX5s2bR0tLCy4uLgLtuWzZMr58+cKwYcMYM2YMZ8+exdXVFUAcyt6+fcu9e/dEfTEpKYnk5GQWLlxIamoq6enp+Pj4sHXrVoYPH063bt3Yu3cvixcvZsuWLSxfvpy7d++KGldzczOpqalYWFjQp08fBg0ahLe3NwMGDMDV1ZUrV65w48YNjh07RlVVFU5OTrS3t1NdXY2pqSkDBw6ktraW/Px8UlNTBXmx072+a9cuoqKiOH/+PPfv3+fSpUts376d69evExISwqlTpwgKCmLdunUMGTKEr1+/8uvXL4G4XbJkCTU1NRgZGZGRkSHWW87Ozvz9+5fQ0FC6desmMkr//fcfvXv3pl+/fiQmJqKlpcW8efM4fvw4dXV1VFRU8OvXL+Tl5cUBrvNQnpiYyLp163jy5Am1tbXo6uoiKyvLxYsXKSoqorGxEUNDQ7Ga6N+/Py9fvmTTpk1IS0tjZmZGc3MzPj4+1NTUoKysjIGBgUi1P3r0CGtrawwMDEhLS2PChAnCY+/q6kplZSUNDQ1iqhQSEkJxcTGenp6MHz8ee3t75syZQ1JSEm1tbfTr108wISZPniwAZIsXL0ZfXx97e3s0NDTERXDHjh1cuXIFY2NjYmJiUFBQQLK2thZTU1Oh44uNjeX+/fs8fPgQCQkJHj58yN27dxk2bBhqamosXbqU4OBgIiMjsba2pqCgAAMDA9zd3dm/f79ILo4ZMwZ3d3fc3NzYvHkzrq6uVFdXExUVRXNzMxYWFigpKSEhIYGlpSUFBQU0NDQwYsQI9uzZQ1FRkeinenp6Ii8vz/fv39HQ0MDY2FjgSDu5zZ26zG/fvong0/Xr19m5cydmZmbithcbG8uGDRuEcF5LS4uEhAQ0NTWZO3cujY2NZGZmEh0dzfLlyyktLWXVqlV4eXnR2trKs2fPaGpq4u7du/z77798+/YNBwcHbt++TVZWlsBb9u/fHwcHB86ePUt2djYpKSlMmzYNMzMzFi1ahLGxMdra2nR0dDB79myCgoJISkpi8ODB2NjYcOHCBc6dO8fZs2cpKyvj06dP7Ny5U/hVa2pq6OjoYM6cObx//543b94gLS2NjIwM79+/59KlS1RUVBAREUGPHj1QUFBg3rx5FBcXs3LlSp49e4acnBxr1qwhIiKCP3/+cOHCBQwNDWlubkZFRQVzc3NCQ0NRU1Nj165dODs7s3z5cmbNmkVKSgp+fn6sX7+ehw8fMn/+fJYtW0ZQUBDz5s3D0NCQc+fO0dzczNmzZ9m+fTvh4eHcvXuXxYsXY2FhQXR0NOPHj8fZ2ZkZM2Ywffp0rly5wqBBg5gwYQKNjY3o6+tTW1vLoUOHGDlypBALuLm5sWzZMubPn8+PHz+wsLDg9u3bjB07loCAAHG7lZCQ4Pr163Tv3h0nJydcXFwoKChg4MCBmJiY8OTJE6ysrPDz8yM9PR1TU1M+f/6MjIwMnp6ePHjwgJCQEIYNGwZA79698ff3x8PDg/z8fEJCQtDR0UFOTo7Hjx8LNOLNmzeJi4tj7Nix7Nmzh7i4OL59+8aSJUswNDQUgSdbW1vKy8txdnbm1q1bGBgY8P79e1FDWrRoEeXl5fj6+rJlyxYePHjAvn37cHNzIyUlherqaqZPn87YsWNJTU1l48aN2NnZoaqqipeXF3l5eYSGhlJZWSmsP1+/fiUlJYXm5maeP3/Ot2/fRLjL3NwcHx8fXr9+zaZNm3jz5g3//vsvpaWlKCgo8Pz5c7HjlZKSIiMjgxUrVhAbG0tWVhZ2dna8ePGCAwcO0L17d3R1dZGQkODixYuMGTOG1NRUzp07h4uLC3l5eTx58kT0gTU0NNDT0yMjI4Pv37/z+fNnpKWl8ff3Z+7cucTGxjJ79mzOnj2Lvr4+2traSEtLIykpiY2NjXjmqKmpiQNpp2Fpx44ddOnSBXl5eYyNjZk4cSLXr1+nurqa/Px8/v33X2bNmsWaNWswMDBgwoQJFBYWUlhYSFFREZWVlfTt21cQzI4dO0ZwcLAIAXbqQbW0tOjRowdycnIEBASwZMkSzM3NSU9PR0VFRYQk9fT0ePz4MZcvX2bHjh3MnTuXyspKkXGJjY0lKiqK4OBgdHR0MDQ0FBen7t27s2PHDrFO27hxI+vWrcPX1xc3NzcOHjyIh4cHT58+RVVVVQS5lJSU+Pz5M3Jycpw7d46srCxxoLx8+TINDQ2MHj0aOzs7/Pz8UFRUZM+ePZw7dw5XV1d69eqFnp4ed+7cYf/+/Tx69AgLCwsePXrEtWvXcHV1FcyAQ4cOkZiYyKtXr1BQUODx48ckJCRw4MAB0dVvaGjg5cuXyMvLM2XKFKZPn07Pnj0JDQ0lKCiIvn37sm7dOmFstLKyIisri46ODgYMGMCJEycYOHAgnp6erF27lvnz57Np0yYmTZqEq6sr0tLSDBw4UMBI0tLSxCH833//5f3799jZ2eHk5MTbt2/ZunUrEyZMYMGCBRw7dkyshzpDfBYWFsIe1traKtafq1evxsTEhOjoaAAePHhAYmIicnJy6OnpMW3aNFasWMHatWupr68X7nVtbW2OHz/O+/fvMTQ0pKSkhMDAQNzc3AQcR0JCQnDeHzx48H8j8U44gqamJpaWlvz69YuSkhIGDx5MQUEBN2/eJD4+noyMDLKzs5GWlhb2os6rf0xMjJB4R0RE4OLiwowZM2hvb8fLy4uamhqxI6usrMTd3Z3nz59jZWXFu3fv6NGjh8BBTpgwgZycHO7fv0+3bt24e/euGHd2cpoNDAzYtGkTNTU1zJkzh927d6OtrU1zc7OoIowdOxYJCQlev35NcnIympqa2Nrasn37diwtLamvr+f169c4OztjY2PD4cOHBdYxLCyMgoICunbtytChQ5GTk6NPnz6oqqqyd+9eZGRkUFBQIDw8nGvXrhEdHU1qairfvn1DQUGBMWPGICUlxdGjR1m+fDkTJ04kKioKHR0dVFVVSUlJwcXFBSUlJeHTfvHiBXJycuTm5lJWVoa6ujqJiYloaGhw5MgRjhw5woMHD8SD9fbt27i7uwtJi5eXF+Hh4Xz9+lXwt8eOHYuhoSGNjY0oKyvz9+9f5syZg5KSkvjAvXjxgmnTpjFv3jymTp2KpqamGPuXlpZSUVHB7NmzMTU15fLly1RUVBAeHi4MbP/73/+ora0VFaZ58+YRGhrKzZs32bJlC1paWly9epWnT58SHBws6hiFhYVER0ezbNky4uLiSE1Npb29naioKNauXcvChQv58+cPR44cwdnZGS0tLTIyMti/fz89e/YkNjYWbW1tLl26RG1tLT179kRPT4+0tDT8/f1JSEggMzMTd3d3pk+fjqamJl++fBFd19mzZ5OcnMz79+85f/48/fv3Z+zYsQwePJjGxkYcHBwwMDAQ3Hg5OTlWrlzJ6dOnaWpqEhOZzuSztrY2lZWVmJubIyEhQVtbG6mpqZSWltK3b1+2bt3K3Llz2bp1K4cPH0ZKSorCwkLBKt6zZw+hoaEcPnyYu3fvCqlLWVkZWVlZtLa2UlhYSFpaGjU1NdTW1tLe3s6WLVt49+6doLV5eXlx8OBB8fkePXo0JSUlPHv2TIg3unXrxq1btwTjX0tLC21tbR4/fky3bt3Ytm0bR48e5cWLFxw6dAgpKSlaWlpQUlJiwoQJ/O9//0NdXV0kWTtJfp2fRUtLSx4/fkxxcTEnT54UYKHdu3fj7+/P+vXrmTJlCiUlJaKZ0NTUxI0bN1ixYgW5ubloamqKilFUVJRQYtrb2zNz5kxSU1NJSkpCQkKChoYGkpKSCA8Pp3v37vTr149///0XX19fSktLqaurY968eYSEhADQs2dPDA0NkZGRQUZGBhUVFYKDg4mIiGDjxo2iNtlJl1NSUiIrK4s+ffrQu3dvrKyshKO8s4Pr4eFB165defXqFdra2vTq1Ys9e/ZQVVXF6tWraW9vp1+/fuTl5WFnZ4eKiopYbzk7Owucc05ODk5OTvz9+5e6ujqWL19OWloatbW1fPz4UUwU3r59i76+PqtWrUJHR0eQImfNmkVqaioFBQX8/ftXQJ/8/f0FpzwrK0tUY5WVlRk+fLiotebl5YkXd2BgIKtXr+b27dtERETw8+dPysrK8PDw4NmzZ4KRcfHiRRITE1FSUmLEiBGcOnWKgoICNDU16devH2fOnKF79+7MmzcPW1tbEhMTGThwIObm5jg5OWFjY0NVVRWWlpY8fPiQ169fM2/ePG7evElaWho9e/YkIyNDKHY7BUMbNmzA0tJSCGoyMjIoLS2lR48eeHt74+TkxP3793F2dqaurk7ISU6fPo2ysjJjx45l0aJF+Pj44OfnR2lpKdLS0iK1LiEhwaxZs7CzsxM1uJ07dzJ48GAmTpxITEwMsrKyREVFidR4cHAww4YNw8DAQLBMvnz5QllZGYWFhaxbt47y8nIKCwsFN6K4uJgRI0YgKyuLoaEhgBAabdy4kby8PGbPno3UypUrAyQlJQXN7Nq1a6xZs4YfP35w+PBhYmJi+PjxI76+vhQVFQkrztatW/H19cXT05MNGzaQnZ2Nnp4ee/fupbKykosXL+Lr60uPHj1wdHSkoqKCFStW0KVLF86cOYOamhpz5swhMzOT1NRUobDU0tIiKChIdNJWrlwpWNYHDx5EWlqa4OBg/P39yc7OZtGiReTl5fHt2zdBDurZsydnz54lNDRU2LTGjh3LvXv3GDBgAMXFxSgrK4u9c1paGsuXL+fJkyfCvFVSUoKenp4YG3XeupydnQkJCeHnz58cOXJEJH9tbGzo6OigqakJBwcHli1bhpycHDU1NSgoKAhVppKSEr9+/aK4uJiePXty7do1AgMD+fjxI/X19XTp0gUNDQ3S09PR0dFh5MiR4hYxdOhQFi5cSHNzMxkZYOuvIgAAIABJREFUGSJd/PHjRy5fvkx8fLzoN6elpeHh4UFpaSm7du0S9ZV58+aRn5/PwYMHcXJyEi9JTU1NrK2tOX/+PKqqqpiamnLkyBHRcT9w4ADu7u7o6emxZcsWdHR0yMjIYOfOnTQ0NJCWlsbOnTupqqpCUlKS3Nxcpk6dyqNHj/jw4QNGRka8ePECY2NjsbusrKykpaWFYcOGMWHCBMHpfvfuHd+/f6eiooLg4GBsbW3R1dWloaEBDQ0NmpqaaG1txcnJiaamJmbOnImkpKTo5IeHhzNgwADi4uL4+fMnU6dOpVu3bgJD+uXLFz58+MDdu3e5ffs2X79+paqqitu3b/PixQuuXLmCgoICTk5O1NXVERkZKaAuY8aMobi4GAsLC06ePCmS4ImJifTo0UOsDzpVlPPnz+fRo0fU1tYycOBAGhoaCAoKYu/evWhra5OXlye40p0j2KqqKoKDg3n8+DGPHj0iOzubbt26YWxsTF5enrCGdUKMxowZQ1lZGba2tnz8+JE7d+6grKxMnz59uH79Oh4eHoSGhjJ16lTq6upISEhAWVmZjIwMrly5goWFBaWlpcjJyTFy5Ehev37N2bNnRXZg9+7dFBcXU1FRwbVr1zAwMEBLS4tDhw7h5OTEo0ePMDExQU5Ojo6ODrKysoRactq0aQQGBgrrXHt7O7q6usTHxzNy5EhhDLt58ybm5uaYmppy48YNrl69Kl62vXv3JiIigsbGRlJSUhg8eDBHjhxh9OjRvH//ng8fPmBnZ8fNmzfZuHEjNjY21NfXC8Wmj48PZmZmlJSUoKKiwoIFC1BUVOTXr1+4urpy6NAhNDU1ef/+PV27duX27dvs3r1bgF2CgoI4c+aMmL4NGTKEpqYmiouLyczM5N9//8XY2Fhggaurq/H29ubq1atISkri7u7O27dv0dbWJiMjgzVr1rBjxw5MTU25c+cODx48YObMmQQFBREQEMDdu3cZNWoUCxYsEEFFFRUV6uvrcXNzA+DkyZPiM5qQkMD06dNJSUmhV69e2NnZ8enTJ4KCgoiLi8Pa2pqgoCCSk5PJy8tDUlKSnTt3iollcHAw+/btY/fu3SgqKtK7d28CAwN59uwZgwYNIiMjQyBd3dzcGDJkiJh+jB8/nqKiIuzt7UW6++bNm3h5eTFgwAA8PDzEpMbIyIjnz5+jrKzMggULiI6OxsPDg3379lFeXs7Ro0fF7t3Lywt1dXXmzp3LuXPnyM/P5+HDh3h4eFBcXIyzszOHDx8WN/pRo0ahrKxMZmYmeXl5HDt2jIEDBzJ27Fi6dOlCUlISmzdvFvwPFRUVVFVVcXBwYMOGDQQEBFBcXMzWrVtFw8Hb25vHjx8jIyNDQ0MDRkZGyMjIICcnJ6YwnSyIHz9+0L17d7S0tHB1deV///sf1dXVfPnyhdbWVrZt20ZRURGTJk1i0aJFFBcXM378eG7fvk1OTg4XLlzgv//+w9jYmL1797J582bWr1/P9u3bGTNmDB0dHf9Hd5OQkAjoRE7u378fe3t79PT0iImJwdfXF2trax4+fMi9e/fEbmflypUCkZmRkUFqaiorV67k48ePWFpasnv3bpycnAgLC0NdXZ2cnBwkJCR48OABY8eOZdiwYWhqahIaGoqsrKzoxS5dulQ8tBUUFKiqqmLmzJnk5+ezYcMGLl++TEREBDk5ObS0tJCfn8/06dOJjo5m3LhxyMvLEx0dTVBQEJaWlmRlZZGeni66vsuXL0dDQ0P0WDs6OlBUVCQ4OFig9pYsWUJ1dTV//vxh8ODBSEtLs2LFCjo6OujTpw8bN27EwMAAdXV17t27J4QMgYGBBAQE0N7ezocPH+jevTuTJ0+mX79+vH79WiQMJSQkqKmpYcaMGQQHB9OlSxdycnLw9vbm9evXyMvLY2BgQNeuXTE3N2fQoEHcuHGDO3fuEBQUxIMHD/j69Su9evViwoQJ2NnZCc1k5w5PUlISb29vkpKSUFNTY+DAgSgoKFBfX8+nT5/w8fEhLi6OuLg45OTk0NDQwNPTk+fPn3P16lV27NjBunXr2Lp1K7du3aKmpobQ0FAuXbrEmzdvCAoK4vfv3wQEBHDx4kV69OhBSUkJ7969w9vbm8bGRiQlJVmyZAny8vLcvn1bVIImTpwoqk4mJiYcOHCA+Ph4evToQVZWFgEBAaxatYra2lp69+4tqHCtra1ibNp5qFqwYIGwY23bto3m5mZaWlqQkJCgV69e5OXlYWVlRVFRER8+fBDO5LFjx1JdXY2FhQUeHh4oKCgwffp0oqKiyM3NZcaMGaSkpJCWlkZxcTFOTk4cPHiQhIQEFBQU6N+/v6jUaWlp8efPH1paWti7d69whiclJfHo0SMuXrzI+vXr+fXrF127dhXq2vb2doYOHcrr16/R1dUVIIlRo0bx5MkT1qxZw8SJE/Hz86OyspJ79+5R8P+oOu+wnvf//9/S3ks0rPZQKVEoUiSjJJs+1kF2cnAQKYRjc46ZmWS0jEOKkpJRqJQWSUqRhhYljd8fv6vndX3/75/3+3r3ej2fj8f9frt9+iTG6GpqakRGRvLs2TPevHlDVlaW+H/s27cvbW1tyMrKsmzZMgwNDamqqsLc3Jzk5GSWL1+OnZ0de/bswcLCgqlTpzJs2DCuXbuGoaEhK1asYMSIEXR2duLv78/ixYtFp1RNTY2XL19ib2/P3LlzOXjwIBkZGeTn55OVlUVZWRn19fVoa2sLApiHhwf6+vqEh4dz+/Zttm3bhqmpKRcuXODjx4/Cq5yRkcHz589RV1dHWVmZ+/fvs2bNGj59+oSMjIwA3vTo0YOOjg4UFBR4+/YtsbGxNDY2ColOTU0Nbm5uSEtLU1lZSVZWFkpKSnz69AkjIyPCwsKYM2eOkJksXryYyMhIZsyYwX///cfAgQM5dOgQysrKyMjI0NnZiaqqKpaWlrx584b3798zYcIExowZQ21tLdevX2fYsGEkJycLSNHz58+F0ldPTw9TU1P8/PyQlpZmwoQJHDt2jEePHmFra8uUKVNISEggMDCQtrY2/vnnH/GZAwICOH78OJmZmfj5+XHv3j2UlZUxMTHB29ubP//8k9TUVH7//k14eDh5eXlISUkxc+ZMkpOT+fDhA3369MHZ2ZmamhosLCzo378/ffv2JTY2lry8PJGGtrKyolevXqioqLB69WoCAgKYNGkS06ZN4+LFiwQHB4s9vKenJzExMaSlpTFjxgyePn1KZGQkgPhssrKyvHnzhqCgIO7du8fGjRsFqXHcuHEYGBggIyODtrY2ffv25d69exw4cIDPnz/j4OAgJDe1tbWMHz8ef39/ioqKaGlpYcCAAXz79k1odu/evYufnx9Xr15l4MCBlJaWMmzYMLKzs6moqMDd3R1LS0tu3LhBz549yczMxMzMjAcPHjBw4EA0NTUpKysjPj6e8PBwdHV1WbJkCU1NTaSkpPDgwQOOHDlCWFgY37594+DBg/j6+pKYmIi6ujpqamps2bKF58+fk52dzfLly4ViV11dXdRmN2zYwLBhw5gwYQL+/v6kpaVRV1cnPPGvXr3izJkzDB8+nJKSEj5//syCBQswNzdn1qxZSK5bty44LS2NESNGcOjQIRwdHYmOjiY1NVWQoW7cuEFZWRlz584VPer79+/T2NjIixcvCA8P58iRI3h4eHD16lXGjh2Lnp4eycnJIozR1dXFn3/+KVipnZ2d3L9/n4EDB5KcnMzHjx+5du0avXv3JjExkba2NrZv386MGTO4desWU6ZMYeHCheJ2XFpayvTp0zlw4ADPnj3j+fPnKCsrc/LkSdra2mhsbCQrKws3NzfOnDmDoaEhqqqqDBkyhAsXLoj05NevXzl//jx+fn54enoKIP7cuXMpLi5m0KBBzJo1i9u3b/P161eampro2bMnMjIyFBUVkZWVhZOTE6NGjcLa2prJkyeTlJREaGgoly5dEr3B4OBgli1bxqBBg2hsbGTkyJEEBgZibm6OnZ0dXl5eLFiwgBkzZuDo6EhWVhb3798nNTWV1atXM2PGDJYvX06fPn2YNWsW5ubmHDhwgKysLFxcXLh37x4vX75ETU0Nf39/3r9/T1paGvb29gwdOhRtbW22b99OTk4OkpKSyMjIiLF/dx0uJiaG4uJitmzZwogRIzhy5AhLliwRbmIvLy/BcTc2NiYnJ4fPnz8zdepUjIyMxEmwO1hYVVUlRtVRUVH069ePpqYmjI2N6ezsJD4+noiICEJCQoiIiGDOnDnU1NTQ1dXF79+/2bp1K+/evWPChAmiwvblyxeioqLo6OhAVlaWfv36UVdXR79+/dDU1KSuro78/Hyampqoq6vjxYsXTJo0ifnz5zNp0iS2bdtGQ0MD/fv3586dO0hKSpKbm8u2bdvYvHmzuCXX1dWhr6+Pj48PpaWllJaWijWKoqIiZmZmQnH49OlTOjs7+fHjByEhITx8+BA3Nzc8PDyQkZFh8+bNBAUFCR1qSUmJGCV6eXmhpqbG+/fv6erqwtraWiBP6+rq2LJlC+PHj0dHR4dnz57h7OzMhw8fBC3K09OTEydO0L9/f2xsbFi4cCHS0tIiDJifn8/YsWOpr6/n7du3qKqq8vr1a759+4asrCwuLi6Ympri4OBAUlISGzZsIDg4mJKSElRUVIRcorCwkM2bN5OUlMSYMWOwsrIiNTWVHz9+MG3aNCwtLdHQ0EBCQgJnZ2ckJCRwcnIiPDycmJgY8vLy2LZtG3FxcVRXV6Orq4uuri6VlZWkpqZiY2MjbHtDhgyhsbGRX79+CRe7jIwM58+f58KFC6xZswZzc3M+ffqEsbGxoHe9fPmSz58/M2jQIAYPHixWE934Vy0tLQYPHkxlZaV44HZT9Lpd8mpqapSVlTFjxgwmTJjAwYMHiYuLQ1tbm87OThoaGvjzzz9pb29n+fLlyMrKkpWVxbx581BTU8PAwIB9+/aJKcqKFSswNDQU/fKysjIAbG1tRQh1ypQp+Pn5cePGDezt7fn06RMHDx4kNTUVbW1tMXV59eoVly9fZvv27YwaNQoLCwuGDRuGs7Mzo0aNori4mNTUVPLy8rCyssLW1paXL19y9+5dmpubuXPnDh0dHbx//54RI0bQs2dPoqOjGThwoMCmFhYWoqOjQ2Njo3CYZ2ZmUlJSwosXLxg6dCj5+fk8fvyYGTNmMH78eHJzc3FychKTmu6bf11dHZWVlWRnZ/PlyxeWLl2KrKws7e3tTJkyhZaWFlJSUjA0NGTt2rU8efIEW1tb3rx5g4qKCp2dnSQnJ4tO+Y4dO5g4cSJ5eXkCSvXjxw8SExPZu3cvb968Yffu3UhKSqKhoSEaK+rq6kJ05OnpKQLEycnJtLW10b9/f65fv86qVatQVlamoKBAmN969+5NfHw8p06dEhjV0aNHCwf4jx8/UFBQ4N69e/j7++Pq6sq3b9/4+++/RVBYRkYGFxcXtm7dKoJou3fvFl3t7lqrpKQkqqqqQrT069cvAaUyMTHh48ePSO7fvz84KiqKOXPm8OXLF5qamlBRUWHkyJFCljFlyhQcHBxE1Lxb7r5z507q6uo4efIk+vr63Llzh1WrVpGWlsb3799xcHCgpqaG3bt3s2/fPmxtbUlPT2fChAnU19ezdOlSgoOD2bVrF42Njfj4+KCkpMShQ4eEhP7KlStMnTpVEJnS09NFeKXbBJSUlISXlxfe3t44OTkxZMgQGhoaiIuLIzU1FTMzM9Ej3blzJ0eOHBFcdEdHRxoaGvDy8sLV1VWMDg0NDQkODqawsJCWlhZaWlrEA6I77NO9q3N0dKS+vp7hw4czadIkQS0aNGgQTU1NPHr0iLVr12JlZcXJkyfR1dXl+PHjFBQUkJeXR1lZGRYWFkLYERYWRmtrKxMmTMDV1VXUPGpqaqiurqampoZ9+/bh7OzMhAkTiI2NFYG6oKAgMjMzWbBgASEhIaIbbWVlhbGxMbt27aKwsJArV65w9epVVq1axZYtW/j58ycPHz5kw4YNIrU8dOhQ4SLvHo3q6enRu3dvzM3NGTZsGAEBAWLk8+DBA9rb21FVVaWwsJA//viDyMhIZs6cKSoUFy9eJD8/X7ihJ0yYINRzkZGRyMrK4u7ujra2NjExMdjZ2XH06FG2bt1KbGwsr1+/JiAggJaWFtzd3cnIyOD06dMoKCgIvvrUqVPR1NTk8+fPqKmpIS8vT21tLe3t7ezcuRM/Pz/OnDkjaGj5+fl4eXkJTGx3UvfmzZu0tLSwbt06Bg4ciIyMDA4ODmRlZeHh4cGCBQvw9PTEzc0NT09PcnNz+d///ie81bm5uaSlpTFy5Ehu3brF4cOH2bdvH7dv32bPnj1kZGQwd+5c0Rjw9vYWu66qqirBvu5GfXZ2dlJbW0tISAhz5syhrq6OgoICvLy82LVrFzU1Nairq3Pz5k3279+Po6OjeIHm5+ezdOlS9PT0aGlpwcHBASkpKcaMGUNOTg5paWnIysqya9cuOjo6sLCwEBCZ7hdRt+zg5s2bfP78WYQuR48eTWlpKVlZWaxbt47Ozk7i4uJYvXo1c+fOxcXFBQkJCX7+/Mnly5e5f/8+FRUV1NXVERgYiJ+fH48fP8bY2JiEhASUlJRoaGigtbUVPT095s+fL3rJHh4egg+xa9cuxowZg4uLC/7+/ixdupTMzEwCAgJ49OiR0FO+evUKb29vysvLSU5OpqKigvz8fKZNm0ZYWBhKSkokJCSwatUqZGVlsbS0pK6ujvv377NlyxZcXFx49OgR7u7uHD16lMrKShITE/H19WXmzJmMGzeOwYMHc/DgQX7+/CmMWx8/fqShoYHhw4eTnJyMl5cXqqqqwucdHh5Oa2srd+/excHBAU1NTWxtbVm2bBlXrlxh4sSJ4qXQ3NxMamoqBw4c4NOnT7S2tnL+/Hmqq6vx8PAQCeWIiAjOnj3LixcvaGlpQVZWFk9PT/E9XLx4kezsbAYOHEhKSorInfj4+FBVVYWGhga7d++mpKQEMzMzAT9xd3fn3bt3ZGRkIC8vj4aGBjNnziQ0NJSysjL27NnD/v37WbFiBfn5+cjIyJCSksK1a9eorq5GW1tb6DC7QS/x8fFMmDCBhoYGNm/eTHR0tMAEZ2ZmEhcXR3R0NMOGDUNCQkIExerr63FwcKB37978/v2b4uJicnNzOX78OI8ePcLa2pri4mIcHBx4/PgxFhYWJCQkMGrUKOEjuHfvHlJSUvj4+NDc3IyysjLHjx/n69evzJgxg7dv35KbmysIa7W1tTg5OVFRUcH8+fM5f/68CLd2H5Bqa2tZuXKloM317t1b7LlHjhyJjY0N1dXVVFRUMHPmTBISEhg7dixaWloYGRnR1dWFpKSkuMiWl5cLnOzLly9JT09H0tPTM7ixsZHW1lZ27drFjh07mDNnDh0dHUhLS5OTk0N9fb24HcTGxvL8+XMCAgJYtmwZcXFxpKWliR3YkydPRAqupKSEpKQkCgsL0dDQoGfPnpiYmODp6Ulqaiq2trY4OTmhoKAg6EbdwI3u0ammpqboyM2ePRsfHx86OzvR0NDAx8eH6upqmpqamDx5Mjt37sTR0REVFRWMjIzIyMhg586dhIWFcfr0aSIiIkQKffny5SQnJxMVFYWzszOvX78mPDycO3fu8OjRIy5evIiHhwf9+/fH1dWVgoIChg0bxvjx4/Hz82Po0KFYWFiwbt06ampq0NXVFerEGTNmMGDAAC5fvix2p+rq6sjKynL58mXU1NRYtGgRHh4eZGVlCXlDWlqakG/Y29vz77//CmhJXV0d379/p6urix49ejB58mQqKyvJyMhAVVUVfX19PDw8+O+//5CVlWX//v1UVVVRU1MjKjPdo8OXL1/S0dFBdna2gDx8//4dV1dXlJWVcXJyQkNDg8ePHxMeHs6qVauYMGECkpKS9O7dGzk5OXx9fYVZ69u3bzg7O+Pv78+uXbvQ0NAQta3Fixezb98+tLS0GDlyJB8+fGDixIlCBt+7d2++fPlCe3s7U6dOxczMjMePH5OWlibG3m1tbdy+fZu0tDRUVVXJzMyko6ODFy9eYGNjw+fPnxk2bBjV1dWClvXq1SvGjh2LkZERX79+pVevXhQUFNDW1oaxsTEKCgrIysqydOlS0tPTaWtrw8PDg0OHDmFkZISxsTFHjhzh6tWraGho0NTURH19PVJSUtTW1qKpqcnWrVsxMTEhPDyce/fuiT55tyFIUlISMzMzOjs7BYhh7969+Pr6EhUVxbt37ygpKSElJQVZWVmeP3+OrKwsM2bMQF1dnaamJqqrqzE2NkZfX5/Vq1djYGBAfX09BQUF/Pr1i58/f4qa2rhx47h+/To2NjZYW1tz5swZRo0axZIlSzA2NmbevHmsW7eOwMBAzp07R2RkJOPHjychIQE7Oztu3brF2LFjsba2Ji4uDkVFRW7evElVVRUTJ04kPj6esWPH0tnZKfzEiYmJ7N69Gw8PDywtLXF3d2fHjh2sXr2aW7duUVxczNatW4X3/s8//0RVVZVLly6Rk5PD8+fP+f37N6Ghobx69Urwmr98+UJ6ejrfvn3D0tISGRkZoVfNysri5s2baGpq0tXVRWFhISoqKrx7947169fj6elJV1cXU6ZMIScnh+LiYi5evIi8vDyDBg0SIoyoqCjq6uqQkpLiyZMneHl5CV64jo4OP3/+FIz3uLg43r17x4gRI/D398fQ0JDo6Ghqa2u5efMmN2/exNXVlV+/fvH06VPRa583bx5XrlwRFbL4+Hjk5OSEXKSb5tXdEd+6dSsJCQkkJCQI/0BycjJSUlIsXLhQ/LZv3rxJaWkpKioqAm87a9YsMjIyOHPmDL6+vjx79gxFRUXi4uJ48uSJoMQNGjSI1NRUrKysiI2NRV1dndLSUpGszsnJIS8vj/Hjx4vwmKGhIUlJSVhbW6OoqEhNTQ2PHz+mR48eeHt7M3bsWOGDeP/+PcHBwXz58oVjx47R1dWFvr4+v3//RlZWFnV1dR4+fIiGhgb379/H2dmZkJAQHB0def/+vZBPlZSUMGTIEExMTCguLhbpbHt7e7S0tHj79q0IOW7ZsoVjx44hJydHQ0MDixYtwsTERIRyZ8+eLUx4zc3Nwq4XHx+Pk5MT+vr6zJs3DxsbG548ecLu3bvJyclh9+7d6OnpMWvWLBobG1FSUqKxsZHt27cTHByMubk53t7eGBkZiXxPd5DM2dkZLS0tfH19efDgAa2trbi7u3PhwgUWLVqEmZkZxsbGTJ8+naFDh+Lk5ERiYqJw0UtISCAtLc2PHz9ITU39/wedM2fOBEtLS2NoaEhiYqK4+XSznjMyMjhw4AAXL17Ex8eHb9++IScnx6JFi6ipqWHOnDmcPHmSEydOEBQUhKKiIsbGxvj5+aGgoEB7ezsTJ04UI4Rt27YhJSUlACNRUVGC1WpqasrkyZOJjY2lpaWFefPm8ebNG8LDw3n37h1ycnI0NzczdOhQoqKiOH36tIClNDc3079/f7y8vLhw4QKtra1ISkpy8uRJysvLGTlyJAsWLOD79+88e/aMoKAg1NXVcXBw4Nq1a/Tq1Ytfv34RFBQk6j9Pnz7l3LlzPHjwAH19fZSUlFi5cqUgfoWGhnLx4kV0dHTw9vYmPz+fkydPimBSREQEDg4OrFu3jtbWVmbMmEFLSws6Ojo8efKE7OxsFBQU0NDQIDMzk5UrV1JTU0NERAQDBgwgIiICDQ0NgdJ7/fo1y5YtIyQkhJUrVzJs2DB+/PjBr1+/+PTpE9+/f0dSUhItLS26urqws7Nj2LBhmJubU1paysOHD/Hz8+PLly/ExMSwZ88e5OXlBaBESkqKDx8+YGBgIH7AkydPxsLCgpMnT9KzZ09SUlKEhODFixf4+PiwfPlyzp8/z+DBg1FXVycoKIi2tjY0NTVFUHH79u18/foVV1dX7t27R2pqKl1dXeIFJy8vz8KFC1mzZg0pKSkkJSWxe/du4uPjKSoqEge7ZcuW0djYyPLlyyktLeXXr1/IysoyYMAAqquryc3NxcHBgevXr1NXV8eVK1c4fPiw0O2dOXOGtLQ0duzYwcmTJ//PS7ijo4P58+dTWloqepczZ85ERUVF3Ny6Jw9ZWVnCIe7i4sKmTZuIiIjg9u3bhISEICUlRWlpKaNHj6a2tpZ169bx7Nkzvn//zpUrV9i/fz+7d+8WeYQXL15ga2tLV1cXXV1dPH36lDlz5iAjI8OZM2dEM6C8vJygoCBaW1vJy8tj0aJFXL58GSsrK27dukVeXh4TJ04kPT2d3NxcBg4cSEdHB9bW1nR0dGBsbCwkGosWLeLHjx90dHRQWlqKvLw8Q4YMIScnh7q6OtauXUteXh5GRka0t7eLEX91dTUNDQ04OTkxZ84cLCwsMDQ05NSpU3h6epKRkYGOjg5NTU1kZWUxadIkZGRk0NDQEMn27du3c+TIEerr6/nw4QMfP34kLi6Ox48fs2fPHiZOnIiTkxNPnz4VnWEbGxuKi4uRk5OjqamJZcuWoaSkRElJCVOmTBHSmKlTpyInJ8fv379xc3PD3NwcSUlJ1q5di7+/P4GBgdTU1JCVlYWjoyOenp4cPHiQ+Ph4EQKTlpbm6dOnYoK0dOlSysrK8PLyQklJCUdHRw4cOICvr694SSgoKGBoaMjQoUN58uQJM2fOZP369WhpabF371527NjB6NGjOX/+/P95fna/tOzt7amsrKSjo4Ouri7WrVvH27dvMTAwYM+ePaSkpDB06FCuXLlCQ0MDGzduZPPmzaJ50t7eTnl5uXBaW1hYUF1dLZSp5eXlLF++nGPHjmFvby9aK25ubhw7dowBAwYIKdGIESMYO3YsPXv2FOvLEydOcOnSJeLj45k7dy4yMjL8/v2byMhIJkyYIKaqS5cuFSjlqVOnIikpiZ+fH58/f6Znz564u7ujpqZGbW004+ZeAAAgAElEQVQtvr6+aGtro6amxv379/njjz/YuXMnxsbGpKWlsWrVKuTl5cnOzqa2tpZPnz7x69cv9PX1ef36NWZmZigpKfHgwQPi4uJ4+vQpFRUV2NracunSJb59+0bfvn2ZPHkyaWlpGBkZcenSJVasWCGUzIsXL+bOnTuCIjdu3Dh+/vxJUFAQISEhLFiwgPv37/Pz50+BKg0JCeHz58+CGdH9/Oi2RtbV1SEnJ8eNGzeEMraoqIibN2+ioqKCrq4uL1++ZNeuXVRWVpKUlESvXr04deqUmFJ4enpy7tw5cbi6desWkidOnAjurlS8fPlS7H2mTZtGWVkZt27dYvLkydy4cYO6ujomTpzInTt3xK4nIyOD6upqjhw5QnZ2NkZGRpw9e5bly5czfPhw2traWLNmDWPGjBH9zfj4eFRVVdHT02PZsmWisK6rq8vz58+xsrJCWloaPz8/du3aRe/evfH39+fGjRtMnTqV8PBwXF1dxU1fSkqKQYMGcePGDVatWiUEHKdOncLCwkJ0oRMTE8nJycHd3Z1Tp07h7u4uAPL//fcfnp6eKCgoiJ3fiBEjqKioICsri5ycHNra2liwYAFv3rzh9u3bmJqacvXqVe7cuSOqMr179+bBgwcicQowZ84cIaxfsmQJGhoafP36FWtra3Fr6Q7PFRcX4+/vT0REBDt27EBVVRVvb2/69+/PtWvXcHBwwMTEhEGDBrFt2zb69u0r9iiRkZE0NjZSWVlJW1sb0dHRLFq0iISEBJ4+fSrCPEFBQbx79w49PT1mzJiBj48PaWlprFixggULFtDY2Ch43/369cPMzIz4+HhcXFy4efMm6enpbNy4kZUrV4odWEREBNevXxdksQMHDtC/f3+UlZX5+++/efXqFaWlpdTW1oqwjouLC8HBwVRWVvLhwwfk5eUJCAjg48ePGBkZYWFhgba2NtLS0mRlZTFr1ixevXolWPTBwcHY2tpiaWkphPXnz58Xv8Hq6mp+/vzJ/fv3KS8vR0NDAwcHB0aMGEGvXr0IDAzk5cuXeHh4MHr0aLKzs4mPj8fT05M5c+YwYMAAXr16xbNnzwgMDKSsrIydO3fi6upKWloamzZtYvjw4aiqqoobVnff+vTp02hoaLBo0SLq6+sxMzNjypQpDB06lPb2dvbu3UtoaKhgTffp04eBAweio6PDvXv3sLa2Zt68eWJk7+joiIWFBb6+vsyfP5/nz5+zZMkSYmJiqK6uZty4cVhZWeHh4UFFRQUSEhLcuXOHxMREKisruXPnDitWrCA3N5fIyEh8fHxoa2vjzJkzREdH4+vri5eXFzdu3GDkyJG0t7eTlJREY2Mjjo6OSEtL8+DBA1RUVEhKSmLRokWoqKiQmpoqlJSKiop4enri7OyMhYUFbW1tzJo1i6CgIOLi4oiKimLz5s08efKEfv36oaWlRUtLC7NmzUJVVZXs7GzxIjM3N8fIyAhHR0emTJkiDlOBgYFUV1czadIk6uvrRRCsW6KQlZWFqakpiYmJ2NnZkZycjLGxMS4uLqxYsYLNmzdjYmKCvb09AObm5owePZoDBw7w559/4uDggKWlJUOGDEFdXR0FBQWMjIwoLS3FzMwMDw8Prl+/LoA17u7uSEpKUl1dTUREhBhZp6am4unpybt376iurha2PV1dXT5+/IixsTF9+/bln3/+EeQ4Dw8P4uPj+e+//4QmU0JCgsePH7NlyxYx1Tl58iTW1ta8e/dOhL3Mzc05d+4cCxYs4NKlS7x9+1Z0jIuLi3nx4gUyMjJcu3aNXbt2kZ2djaqqKlevXhXfQY8ePfj16xdRUVFoampSXV3N06dPhQeiWwoF0NDQwMiRIzlw4ADbtm0TPfapU6fSt29fzMzM0NPTo7i4mLa2NlRUVAgJCREh5szMTCoqKlBSUiItLY2qqioOHz5MQUEBe/bsoaKiQrxUi4qKMDExYcSIEWhoaFBSUoKRkREKCgqcO3eOHz9+4OLiwqlTp3B1dRWtDldXVwACAwNJSkoSq4Xs7GwOHz6MjY0N8+fP59ixY5w4cQJNTU1Wr17Nt2/f+PbtGwsXLqSjo4Ndu3bx5s0bZGVlqa6uJi4uDhcXF0pKSujq6mLIkCFERkZSWFjImjVr2L9/PyYmJpSXl3P79m28vb1pb29n2LBh9O7dm5KSEsaOHUt6ejrTp0/H09OTHj16cP/+fZycnOjbty+RkZFUV1djaGjI9OnT0dPTY/HixUhWVlYG5+Tk4OXlRUREBG5ubowePZoHDx4Ixd2jR49Yv349mZmZREREMG/ePBQUFFiwYAEvX74kICBAWKY6OzuF1qwbybl161YBu//rr7+YPn06qampDB06lNu3bzNt2jTq6+uZMmUK+/bto7m5mf3792Nrayug96GhoUL5161HGzBggKj46OvrExsby7t37+jZsyft7e0YGRmJE2dqaipycnJ8/vyZo0ePcuLECc6fP4+xsbHYW509exYzMzMMDAwICAigR48e+Pn5UV1djY2NDZWVlVRWVuLl5SWgALW1tRgaGpKTk0Nqair5+fkUFBRgb2+PlJQUBgYGAvri5+fHP//8w/Hjx2lpaWHgwIGUlZUxe/Zsrl+/zps3bxgwYACRkZH4+vqydetWhg8fTkREBLKyskyePJnU1FSkpaW5du0akpKS/Pvvv8yePZu8vDx8fX3R0NCgrq5OsL/79OnDlStXUFRU5PHjx2hra+Pi4iKEIJmZmdy4cUP4YlNSUnBzc8PW1pa4uDiKi4vFHnX9+vXo6Ohw+fJlLCwsOHjwIDk5OYSFhbFz506kpKS4fv268El3Ax82bNiAnZ0d+vr6HDx4ECcnJ0Giio6OJjQ0lH379mFqasqCBQtIT0/n3bt3LFiwgLVr14qxnLy8vDhQdNt+rl+/zsCBAykuLsbFxYWmpibU1dXZuXMnVVVV9OjRQ7Dpp06dSkpKCmpqagwYMID29naWLl3K7du3iYmJISEhgUmTJgnwQXcFytzcnBUrVtDa2irSrGPGjMHDw4OEhAQ8PT15//49dXV1dHZ2igzB4sWLCQsLQ11dnZcvX7Jw4UIGDBjAmjVrmDlzJuXl5fTq1Qs3Nzc+fPjA1atXKS0tJTQ0lAkTJuDh4cGSJUvYu3cv1dXVJCQkEBoaipaWFvPnz6ezs5PCwkJxsElJScHf35/Dhw9TW1vLmjVr+PbtG8OGDWPy5Mm8fv2a5uZm1q1bx69fvzh06BC+vr5s2bIFS0tLNm3axKRJk4iMjMTb25vt27cL3V9nZyeamppISEigqanJjh07SEpKYsCAAWzfvp2//voLaWlpNm/ejJaWFlevXmX79u0oKCiQkZGBiYkJcnJyTJs2jV27dvHy5UsBDsnJyWHFihXExMRw7do1jI2NsbCwYMKECSKLoKOjQ2trq6gqdeMwu7q6WLVqFXPmzEFPTw9dXV3y8vKYOXMm1dXVjBw5kjNnznDo0CHevHlDS0sL7969448//sDFxYWDBw/So0cPtLS0SElJEWREWVlZCgoK2L17N58+fRJM+qqqKrKzsykqKsLV1RU1NTXCw8NJS0tj48aN5ObmEhcXh5aWlmhoZGdnC4Xo58+fiY6OJiwsjMuXLwNw5MgRKisrxbqg2xxmZWXFzJkzqaioQEtLSwQIP378yJAhQ7CzsxPCFjU1NbFiMjMzY82aNYSEhLBo0SJycnJYvnw5cnJyvH79mmvXrjF+/Hi0tLSor69n+vTphIaGEhYWxqBBg7h586bgMaioqIiqpaGhIQUFBQwfPhwFBQU6OjqwtLTE29ubCRMmICEhQVVVFaampuzdu5eqqipWrVrF3bt3KS8vp7a2loaGBmpqanBxccHZ2ZkLFy4I5/v9+/cZO3YskZGR3L17lzt37vDkyRMMDAyQk5OjtbWVV69e8ccff+Do6Ii5uTlubm6UlJTg7e0tDhq/fv3i3LlzhISEUFdXx6NHj7CxsaGxsZE7d+4wdepUdu7cKUKYlZWVTJ48mY6ODp48eSIuTjo6OlhaWtKnTx9GjRqFv78/b968EZcNJSUlPn/+jKKiIv369UNbW5u8vDzBvuhe9fz999/Y2dnx999/k5GRISBZgwcP5siRI6SkpIgpwcCBA0lISMDMzIyfP3+Sn5/PxYsXuX//Pvb29kgCwRUVFaSmpvLmzRv09PR49uyZSH2bmZnh7+9PcXEx586d48yZM6Jm07t3b/bs2YOHhwf//POPGJUHBgaKvl73KDglJYWvX7/y7t070fPr1asXmzZtYsmSJSQlJQm94+/fvzEyMhIWp9TUVFRUVBg/frzQRHbjIF+8eIGvry85OTnU1NQwfPhw0Vt8/vw5c+fOJTU1FT09PaZMmUJubi5hYWGCetN9KwaYP38+MjIyxMTECJZ1VVUViYmJODo6cubMGVauXMnDhw+pqakRo+Dbt2/z7NkzHBwc0NXVRUVFRdQeuvczPXv2RF9fHxsbG2JiYoRqr6amhm696cGDB4mOjiY5ORk1NTXk5ORwcXFBUVGR06dPY2lpiaGhId++fWPdunUEBwezfv16JCUliYyMZMyYMaKQv2zZMvT09AgMDBQggOnTp2NlZUVMTIwI63WPz+Tl5Tlx4gRLly5FSUkJd3d3ZsyYgYyMDNnZ2URGRqKiooKJiYn4rBkZGSgrKxMQEMCIESPQ0dFh6dKllJSU8PHjR7Hr8/b2JjQ0lNevX9PW1oa0tDSPHj1i2bJl4jbZrXvs06ePGMtfvnyZuro6DAwMkJCQwNramqtXr5Kbm/t/AoijR4+mpKSE8PBw9PT06Ozs5OLFi5iYmCAvL4+Ojg5KSkriAXzw4EE8PDzw8fHh1KlTokZmZ2dHfX09dnZ29O/fn1evXgl3eTc6sWfPnuzbt4+tW7eKvVhVVRVaWlocOXKE9PR0rl69iqKiIr169UJWVpa+ffvy8OFDDA0NWbZsGV1dXYSFheHm5oasrCw/f/5EUVFRoGaTk5MxNTUlIiICMzMzUXXS1tamsrJSAFt27NiBj4+PqO6UlJSgq6uLjo4O9fX1/Pz5k6SkJPr160dRURH//vsvJSUl5OXliQlXXl4ezc3NnD9/nr59+1JSUiJ2nL169WLMmDG8f/8eOTk5Bg8ezJs3b/D09MTExEQILL59+0ZERASPHj1CUVGR//77j0WLFvHHH3/w/Plz+vTpI6Qhhw8fxtraWqB7ly9fjoSEBCoqKjQ1NYnqTncid/z48ZiamrJv3z4iIyMZMmQIvXr1Ys+ePaxatYrbt29jaGjIhg0byMnJQVtbW7DAHRwcePDgAR8/fuTHjx+oqKjQp08fBgwYQH5+PsXFxVy5cgVTU1Oys7PR1tYW482qqiqCg4MpLy/nwIED/P79m9zcXPLz8yktLeX27du4urqyYcMG4uLi2Lx5M2vXrhV1zbCwMN69e4erqyuysrL8+vWLoqIiLC0t6du3L7m5udTU1KCmpsanT5/Iy8tj0KBB9OnTh3379vH27VuePHlCR0cHoaGh3L59m9jYWCQlJUlJScHIyIg+ffqgrq5ObGwso0ePxtraGlVVVWxsbBg1ahReXl68fv2adevWsWPHDkJDQzl37hz+/v6MHj2ax48fo6ysjLGxMYMGDWL16tUMHz5cWOgKCwtZsWIFDx48oL6+nra2Nj59+kRYWJj4bg8fPsyHDx+Ii4vj58+f7Nmzh+nTp2NtbS0uamPGjCE3N5d+/fqRk5PDli1baG1tRVVVldjYWJYsWYKkpCRRUVHo6Ojg6emJnJwcCxYsEH4CaWlpwUMfOXIk0dHRPH78+P/jOnv0oFevXixdupRDhw6hq6srmOkrVqzA2tqa/v37o6ioyKJFi/Dz82PTpk0cOHCAcePGYWlpia6uLvn5+ZSXl3Pp0iXh9q6trWX48OFcu3aNb9++ifXn1atX8fT0JDExETk5Ofz9/cnMzGTv3r1MnjyZf//9l6lTp3L9+nU+fvxIfn4+r1+/ZuPGjYwZM4bo6Gj279+Pv78/jx49oqqqisbGRi5evIiamhoSEhJinG9jY4O3tzeWlpZIjhs3LtjAwIAZM2awf/9+JCQkWLp0KbGxsdjb27Nw4UK+fPlCSUkJ27Zt4/Xr1/Tq1YuOjg6mTZtGv379qK+vx8nJiZ49e7Jw4UIkJSWxtLREX18fe3t7wsPDGThwIF+/fhUUHyMjIx4/fsy6des4ceKE+Kdtbm6mqKiI79+/o6OjQ2RkJEVFReTm5vLz50+6urqQk5PjxIkTgrOroKCAra2tGH8OGjSIZ8+eCVRqS0sLWVlZaGhoCLHHp0+fKC4uZt68eRQXF9Pa2srevXsFMadXr16MGjWKXr16ISUlxbx582hpaaG+vh4PDw8KCgpIT08Xe5ucnBxWrVrFqFGjuHXrFtbW1gwePJjXr18za9YsHBwcSE9PFzzs7oBWN1d49uzZTJs2jT179uDo6EiPHj3w9PTk1q1bXL9+HTMzM1paWnj+/Dnv3r3D0tISbW1tvn79iqmpKVZWVnR0dHDjxg2WLl1KVFQUEhISBAQEcPXqVfbv38+aNWtIT0/n8ePHnD59GllZWcGVtrKy4s2bN6JypayszLFjx/j48SPLly9HRkaGK1eusGnTJmbOnCnyA91d9rS0NLKysnB3d6e6uprv378THBxMaGgo+vr65Obm4uXlJcZF//77LwsXLqSmpob//e9/wivcv39/vL29ef78OY2NjeTm5nLhwgVOnTrFiBEjSE5OZv369RQWFgpPbHdC1NXVle/fv5OVlUVWVhZ2dnZ8//5dWJYSExOJj49n06ZN2NnZCURqaWkpjx8/Rk1NjdGjR1NWVkZlZSXe3t6kpKQwceJEHj9+LPqTvXv3FgAODQ0N7O3tiYqKwtbWloCAAMaPH8/8+fO5cOECBgYGtLa20qNHD65fv05BQQHnzp3j48eP6Ojo4OHhQVdXl+iXampqEhISQllZGUeOHCE6Opq//vqLixcvMnHiRFpaWvjvv/84e/Yss2fPprCwkOzsbMrLyxk3bhznzp3jyJEjvH79mhUrVhAbG8uhQ4eEHMbHxwcnJyfWr1/P//73P/T19VmwYAEODg7IyMgQFRVFdnY2/fv3x8zMjIcPHzJ16lQBwOmmt927dw8rKyuePXuGpqYm7e3tpKamMmLECIYPH86jR494+fIlU6ZMISYmhmXLlmFqairyG2ZmZnz69IlLly5hYWGBqampSML+/PkTDQ0NHj58yPPnzykqKmLo0KHCoV1VVcXmzZuxsbHB3d2dUaNGibG7lJQUrq6ubNu2jWvXromDTWpqKsrKyigrKzNkyBBKSkrIyMhARkaGLVu2MGbMGCIiIli7di3h4eFkZmbi7OyMjIwMsbGxDB48mJ49e+Lh4cGHDx+QlpZGRUWFs2fPEhgYSF1dHe/fv+f379+cPHmS0aNHi8/VnTFITU3FycmJoUOH8vHjRwoLC8VU5/Pnz+IWtnLlSszNzWlpaSExMZGmpia+fv2Kjo6OMJH9/v2bpKQkli1bxrdv3xg6dKhYOX38+FEcXBITE4VvoaioiODgYEFYtLS0ZNSoUZSWluLj40NHRwe/fv2irKyMiIgIwefv7OxEW1sbY2NjAgMDCQkJISMjg9DQUJqbm1m4cCGTJ0/m7NmzhISEkJ6ezp07d4S85ObNmyxfvpyGhgaGDh3KggULKC4uJj8/n//++0+E4/766y9OnTrFgQMHKC0tFSP64OBg5s2bJ1o348aN486dO1RUVPDkyRPMzc359esXN27cEMrQ+/fv8+DBA86cOUN9fb3A/x46dIj//e9/yMvL06dPH5YsWSJYCNra2vj5+REZGcnv379ZsGABTU1NZGZmMmrUKDo7O7GyshLTFR0dHQGR+fTpEw0NDcyePZvDhw9TU1PD58+fqa6uZvz48QwdOhQlJSWhan7y5AkzZsxg/fr1yMvLo6ury6pVqzh79iw9e/bkwIEDvHz5kvLyctTU1IT7QrK0tDS4s7NTMG2nTZvGgwcPkJKSYu/evezevZsTJ07g6ekputUWFhaEh4dja2uLm5ubUHF2j1m7gxlOTk7cvXuXffv2ER4eTkVFBYMGDaKkpIR79+6xcOFCjh8/jqSkJO7u7lRUVLBkyRKysrI4d+6cGA10Q+H79u0rKhBNTU1cvnyZlStXcuTIEW7dukVgYCDXrl2jqKgIFRUVUdX68uULEhISLFq0SDBrIyIiaG5uxtDQkLKyMu7evcv8+fMJDQ1l9uzZrF69moyMDBwdHSkuLhb79W4lZWBgIOHh4Zibm7Nz504uXrzIjx8/0NTUpG/fvnz69Ik///yToKAgzMzMOHbsGIaGhnR0dNDU1MSIESO4evUqBgYGaGtrc+PGDYKCgjh06BBPnz7Fy8uL1atXixDD4cOHsbOzo6amhj59+qClpUVZWZl4iHebgboxpt2GoX/++YetW7cSHR3Nnj17GDRoEFFRUVRWVjJv3jykpKSwtbXl+/fv3LhxgydPnqCsrIyqqirJycmEhYVhamqKnZ0dnz9/FnvkqVOncuPGDSZNmkTPnj2JjY1l1KhRaGlpce3aNQIDA/Hx8cHBwUHc3LspWCEhIcydO5dz586xcuVKUlNTRaDj9+/f4p9DQkKC4cOH4+fnx8GDB4W1yd7engcPHmBpaYmxsTH+/v6sW7cOBQUFHj58yODBg8nLy6Nfv37Y29uzZ88enj17JhSFgwcPJiMjQ6xUzM3NmTJliuC0m5iYoKGhQVpaGuPHj6egoID9+/cLgtGlS5fEqLd7JdSnTx/xQD1//rxYE5w9e5bc3FwsLS3x9/dn2rRpTJ8+ndbWViHQ0dfXx9PTE3V1dfT19ZGSkhKSh8zMTHE46n7gFhUVsWTJErZs2YK2tjYNDQ0YGhpiZGSEtLQ0hYWFWFpasmHDBlauXMmxY8fE3nHjxo3Iy8tz//59+vfvT3l5OY2NjVy6dIm7d+8SFBTEhg0bKCwspLCwkJEjR5KXl0dXVxcnT55EUlIST09P2traqK2t5cuXL3z48IHa2lpkZGSoqakhOzub79+/Y2BggJKSEn/99RcRERHU1dVhbW3N8ePHUVZWxsHBQfzNzZs3cXNzY//+/QQGBlJaWioc6i0tLYwfP57w8HAcHBxISEigubkZR0dHYZ27dOkS5ubm/Pnnn+J7DAoKYvfu3cyfP5+wsDB0dHRQVFRk586duLm5UVtbS1dXF/Hx8cTFxQmmtpubG4mJiTx79ozCwkKOHj1KdXU1MjIyvHr1SlRt4uLi8PDwEJW+bdu2YWRkRHBwMPr6+qxZs4bbt28zevRo9u7di5ycnHhBdatJt2zZQnJyMr9//6a6uhpra2v+/vtv7t+/T2trK87Ozpw4cYILFy6goKDAxIkThbQlODiYixcv4ubmxsSJE7l16xY/fvxASUlJ2MXc3d2Rl5fn4MGDaGhooKuri62tLUlJSTQ3N9PR0cHLly8FplNBQYH3799jampKe3s7BgYGgrdRVFSEm5sbV69epaKigu6wcv/+/Rk+fDhnz55l4sSJPHnyhJiYGE6dOsXPnz8pLy/H19dXPE/79etHfn6+qApOmzZN1Gjd3d0JCQkRIa/um2/3hLRbtdv9e++uHre1tWFjYyPwva6urmhoaHD69GnKy8tZu3YtRUVF6Onp8ccffyArK4uysjLDhg3j/PnzqKmp8fXrVxQUFGhoaGDx4sWsWbMGFxcX1qxZQ1VVFerq6iLsm52dzZIlS1BUVERfX5+bN28KjruqqipOTk44OzuL/riamhr9+vUjJiaGK1eusHnzZiIiIkhKSqK2thYlJSWOHz/O8+fPefz4sZjI7N69mzFjxtCjRw86OzuRvHPnTnBCQgKLFy/m69evDB06lMTERLS1tRkzZgwbN25kwIABmJqa4uvri7OzMwUFBZw4cYJx48bRr18/9u7dy+DBg6mqqhIatKysLP79919UVVWpra2lb9++zJkzh1+/flFVVYWJiYmoU3XjCB0cHJCQkCA/P5+3b9/S3NzM7t27CQoKQkFBgevXryMjI4OqqipWVlYsWrSIwYMHM27cOKSkpFBRUcHAwICxY8eSmpqKpqYmnZ2dIgixb98+AXlwdnYW0nk1NTW6urqwsLDg1q1b9OjRg7y8PGJiYggLC+Po0aNERERgb2+PsrIymZmZNDU18fr1awYPHkxAQAAHDx4UaryZM2eioKDA4MGDmTt3LtbW1uzbt4/NmzdjaGgobofp6emCKjdq1CiioqKwtLTk6dOn1NXVib36mDFj8PPzIz09nRs3bnDgwAG8vLy4efOmwPcFBAQIVduaNWvQ0NAgNTWV+fPnU1ZWhqKiorj5ysrKkpubi6GhIXv37mXz5s38888/fPnyhU2bNvH+/XvKyspQU1Nj2LBhrF69mjt37qCvr4+Xlxeampr4+voya9YsJk6cyMSJE9m2bRtPnz6lublZvACOHj3K33//zc+fP+nVq5fQms6ePZuDBw/i5eXF0aNHBZzg06dPWFhYUFJSQnFxMV1dXaxYsQIDAwMxKuzo6GDp0qXs3LkTOTk5Dhw4QJ8+fXj//j1NTU20t7cLX/arV6/IzMzEyckJe3t7EfRQUFCgR48eYkddUFBAfX29gHkcPXqU0NBQLl++zOHDh0VNb+/evaLC9uDBAwICApCTk8POzo6UlBRUVVX59u0bmzdv5sWLF6Lbffv2bY4fP87v3795/vw5hYWFbN++XZDR5s+fj6mpKbGxsVy4cIGBAwdSUlKCtLQ0qamphIWFCbOPjo4OT58+5e3bt5w4cUKQ0758+cKPHz+wsrLCyMgIDw8PNm7cyKZNm/Dx8RG3nrVr1xIWFsb379958+YNs2bNorOzk7///htjY2NGjx7N2LFjyc7ORl1dnc7OTvT09KitrWXOnDk0NjZSX18vajk+PoZ1FT8AACAASURBVD60t7fT1NSEjIwMS5cuFS/Z0NBQKisrOXv2LGVlZejo6HD37l369u3LH3/8QXR0NFFRUWzYsIG2tjZSU1NJSkpi3rx53L59mwMHDnDo0CHc3NyEACEoKIi1a9fy9etXHB0d0dfX5/3799TU1DBixAhUVFSIjo4WXuXuENOVK1cYPXo0GhoaFBQUkJCQwP79+7GzsxMK3e410927d8nJyWHAgAHo6Oiwdu1aampqOHLkCJ6envz1119MmTKFVatWkZ6eTldXFxUVFSQkJKCoqCjENR0dHcKPYGlpya9fv1BTU+PChQsEBASwatUqpk2bxurVqzE3N2f8+PEoKioSHx/PiRMnMDQ05ODBg4IdXlxcTHFxMXfu3MHCwgI/Pz+uXbvG169fyc3NFYKhNWvWEBQUxOnTp1m7di3//vuv2HcXFBQgKSmJhYUFx44dQ01Njfb2dj5//oy3tzf37t1j9uzZaGpqUltby8WLFzl37hw2NjaUlpaK3EC3dbC9vR1HR0cSExPp06ePuMDNnTuXoqIi+vXrx7x587Czs2PgwIFitNurVy+mTZtGRESEOOzJyMiQmppKUVERa9as4cePHxgbG9PQ0MCHDx8oKSmhf//+DBkyBHl5edrb2+nbty96enpUVFSIidCXL18AcHJyori4GAMDA1xdXTl16hRLliyhrKwMExMT4uLi0NfXp729HV9fX4yNjbl79y6RkZFISEjQ2NgoWORtbW3MmTMHZ2dnTE1NSUhIIDs7m71795KWlka/fv0EDXD48OEEBASQk5MjMiZHjhzh9+/fKCoqoqSkxK1bt+jdu7dgqc+cOZOPHz9SVVWFrq4u6enpot3QPcW1s7NDUkZGJlhXV1fQjEpKStDT0yMmJoZHjx7R3NzM27dvmT9/PhUVFVhYWNC7d2/R1Vu0aBFHjx4Ve7tz585hYGAg7DWLFy8mOztbmIfGjBkDIMg5r1+/Zvr06cjIyPDw4UOioqKE6KGkpARtbW2ys7Pp3bu3GONISUlx5swZpk6dKkZDEhISZGRkYGNjI266paWlmJubk5CQgKSkJHJycv+PqveO63n94//vmlrSJg0NhaRUooFUhKyMkChxyCHH7MOxHXtzjJNjEznJXiWirdJeUrQptEtD9f3j++u6/b7+7Q9F79frup7Px+N+R0FBgdTUVDGS6OEut7W1ASAlJSW63VlZWSgrK/PkyROGDRtGcXExT58+ZfHixaiqqjJ+/HiioqLYsmULsrKyLFiwgJs3b/L9+3daWlro06cP6urqjB07lvz8fLZt24avry9Dhw5FV1dX6NoCAgLYsmULT548EXJ2XV1dtmzZQlpaGjdu3BATDQsLCyHQMDMzw8TEhN27d4sQ0IsXLzA0NERPTw8pKSnev3+Pr68vLS0tFBQUkJWV9X+JOZKSFBQU4ObmxtGjRwkKCuLs2bMMHjyYiooKlJSUWLx4MZs3b+bYsWPCN6ypqUm/fv24ceMG9+/fJyUlhSlTpnDlyhXq6+sxMTEhJycHNzc3HBwcuHDhAmZmZvj6+orDgK6uLm/fvsXOzo64uDhaWlpISUlh5syZ2NjY4O/vz82bN7GysmLz5s0kJyezadMmrKysyMzM5Pz587i4uDBq1CikpaWZOXMmS5YsIT09nYcPH6KoqIiRkREfP37k2LFj1NfX8+TJE6Kioti3b58AJDQ2NlJZWYmuri7x8fF0dXXR1tZGd3c3tra2NDY2cujQIUpKSkhKSiIvL0+MsN3d3QXkZ9OmTYI2ZmxsjL+/P25ubnh4eHD16lW0tbVpbW3F0tKSkJAQhg0bRkpKCnl5eSxfvhw9PT3c3NwwMTFBUlJS3EYjIiLIzc1l1apVrFixgilTpiAnJ8ekSZPEbi06OhptbW2mTZuGjY0Nd+7cwcjIiIsXLxIWFoanpye9evVixowZVFZWiodBQEAA48aNY8iQIRQUFLBz507q6upoamoSvHpTU1NmzpxJR0cHlZWV/Pnnn5iZmYmXko2NjVgfzJkzBz09PXr16sWdO3dob28nIyODiIgIOjs7aWpqIiAggP379wtb348fP7h06RL6+vo0Njbi7OwsTEve3t74+vqKCp++vj7FxcXMnTtXAJlevHjBw4cPmTdvHqdPn8bGxobExES6urqwtbVl6dKlrFq1ipKSEvz9/UlNTUVJSQkNDQ0xgp08eTLV1dVkZWVx8OBBvL29CQoKorS0FAcHB9LT04mLi8PGxgYZGRmsrKwYMmQIX79+Fau8WbNmYWJiQnd3N56enmRkZJCfn09SUhKlpaXiEKimpoa0tDTz58/n3r17xMTE4Ovri5aWFp6enmJKFRYWRnx8PCoqKpw+fZoZM2ZQV1dHfn4+t27d4ubNm+jp6Yn+v7S0NHV1dQQEBDBjxgxGjx7No0eP+Pr1Kzk5ORw6dIg9e/Zw/vx5hgwZwoIFC1BWViYuLo5Nmzbx7Nkzse4cMmQIGRkZ6Ojo4Ofnx4IFC4iJiREuhUWLFqGqqoqkpCSWlpb/t2r0/5HF5s2bh7y8PLdv38bFxYWAgAAmTJiAr68vkyZNQkpKig0bNtDR0UFISAhqamqYm5uLul95eTm2traC798zmh4zZgzfv3/H0NCQ//3vfzx48ICSkhKioqIEp6Gjo4OysjLKy8tZt24dd+7cYfv27RQUFDBu3DgaGhqQlZUlODgYf39/4bP/9u0bHz9+JDw8nP79+/Pr1y8sLCwoKioSjR85OTkBllq4cCFlZWVC5HLp0iUmT57Mnj17qK6uRl1dnYiICPEO6tFrxsbG4uvrK6qbvr6+hIaGCp2wo6MjhoaGXL16lc2bN9Pe3s7nz59pampi4MCBSElJ0atXLyTHjBmza8qUKXz//h1ra2uysrJISkoiNTWVQ4cO4ePjg7S0NP/99x/Ozs7o6upy6dIlUlNTcXFxQUNDg6qqKrq6ujh37hxTpkyhb9++xMTEsGbNGlavXo2joyNnzpzh+/fvqKurU15ezuvXrxk4cCBubm74+vri5ubGxo0bmTx5MikpKWzfvh1XV1cqKyuxtLTE2tqa6dOnC9F5WFgYffr0oby8nLa2NgICAtDQ0BAPqkOHDnH37l2Sk5NZvXo1p06d4tatWygrK3P58mVR+elJc9bV1XHr1i3Rs71y5Qrt7e1MmTKFxsZGlixZgry8PCYmJgwfPpwvX77w+fNnFi9eTGFhIfv370dNTU1UTNTV1Tlz5gybN28mLCyMxsZGUlJSsLOzY9KkSeTm5rJx40bGjRvHu3fvaGhooKmpSaAg7e3thSwkPz8fdXV1Tp48ydSpU/n06RO9evVCQUEBQ0NDhg4dSkJCAmFhYfj6+oqU/4ABA/jzzz/ZvHkzx48f5+DBgzQ3N4tQWo9n97///iMvL49Vq1bh7+/PkydPaGhoQF5enmHDhhEYGIiWlhbq6uq8evWKvn37ikqZjo4Ov//+O1ZWVhgYGAgW7t9//83ly5extLREUVGRO3fusGjRIpYuXcrLly9pbGxEX1+fDx8+4O7uzp49eygrK6OkpIS8vDyam5vp6OjA19eXDx8+cPDgQZqamoiPj6e7u5vVq1eTnJwswiw9QZ+cnBw0NDSQlZWlsLCQlJQUVq9eTVtbGxMnTmTTpk0MGDCAAQMG8OLFC9zd3UlKSuLgwYM4ODgwcuRIOjs7uXz5MlevXhU0u507d3Lo0CFUVFQICwvDzs6Os2fPIikpyfnz5/H09ERZWZmXL1/y119/4eDgwOfPn8U+uGdyoqqqSm1tLSYmJgwYMIC8vDz09PQEuS8+Pp4tW7aQnJyMmZmZsK5duHCB5uZmfv78SWpqKkeOHEFXV5ecnBzxuXJwcOD79++iVtjZ2cmHDx8oLi4GIDIykpqaGqysrPj16xdVVVXCSNbz0O/s7KS2thYdHR2SkpJEH9zCwoKmpiaOHTuGsrIyQUFBnD59GmNjY+rr6wX56tChQxgaGvLx40cGDRqEhISEWBc8f/6co0eP0tnZiYmJCaampuTl5eHu7k57eztmZma4urpiZ2dHc3MztbW1rFixgtmzZ5Oeno65uTk6OjpkZ2eLHfCGDRu4f/8+bm5uIpzY0dHBiBEjCAgIYPr06WhpaTF06FAKCgpQVFTE3t5eBMi8vLyIj4/Hw8NDJId//vxJc3Mzq1evZuTIkURHR7N161Z0dXXJzMwUu/t169aRm5tLcHAwlpaWYtT//Plz6urq2L9/P71790ZTU1NMFyZOnEh3d7dYRfXsvf/880/S0tJYvnw5O3bsQENDQ9TEFi9ezLlz5/Dx8aG7u5tJkyZhYmLCqVOn+Pnzp8jYJCUlERYWxuTJkzEzM+Po0aN8/PiR06dPExYWxt27d+nXrx+ZmZns2rWLv//+Wxyw4+LiGDZsGJcuXcLZ2Zlz584REBDA8OHDkZGRISYmhsbGRoyNjUlNTaWlpYW8vDw0NTUpKyujsLCQkJAQNmzYIMKRwcHBuLm5ER4ezqZNm1BTU6O+vl6YIDs7OwkPD8fDwwMJCQkmTpxIcHCwmLj5+PhgYWHBy5cvqa6u5vLly6iqqorppZ+fH66urjQ3N2NhYcHChQvZuHEj4eHhLF68WEBugoKC0NHRwcnJifj4eOLi4kTXvYfpb2Njw9KlSwkODubUqVNs2bKFbdu2CTiNoaEh1dXVwjn/77//8vr1a86ePcuaNWsIDAwUIdB///2X9+/fo6CgQL9+/cjPz2f27NlUVlZy9epVLl68SF1dnSAWqqqqsmrVKnJycqivr6egoAArKytSU1P566+/kJOTo66uDi0tLSTU1NSE5zU5OZmtW7ciLy/PqlWrcHBwIDQ0lPnz5+Pt7U1SUhJPnjxhwYIFjBo1CllZWZqbmzl79iyLFi1i9OjRIgw1YsQI8SHz8vJi1apVBAYGEhMTw8CBAxk3bhyzZs1CS0sLb29vcULx9vZmxowZuLm54e3tjY2NDV++fGHRokU0NTWRm5vL9OnTiYiI4OzZs4wYMQJ5eXl+//13vn79irW1NXPnzqWrqwtjY2OioqIEy7h3794cPXqUT58+MXfuXDQ1NZGTk0NFRYUjR45w7tw57OzsKCoqIjk5mblz51JSUiK6eO7u7gKs3wOHt7OzQ1tbGx8fHyIiIsRpcOrUqSxdulTsxr58+YKnpyc2NjacOXNG9Kp7MHf//PMPHh4e+Pr6EhwcTHp6unhoDBs2jPLycurq6hgxYgS2trbY2try5csX4XHu06cPtbW1zJkzR4yZ6urqOHbsGAA3b94Uo0MPDw+io6OZNWsWRUVFuLq64u3tTWBgoDi9V1ZWUl9fz7Vr1wQUYNmyZZiamvLhwwfk5eXR0NDg9OnTnD59mtjYWEHmCQoK4t69e0RHRwNQVlaGhYUF06ZNw9/fn//973+i8+/v74+CggKWlpaoqamhr6/PqVOnWLNmDerq6kRFRbF//34WLFjA48ePsbe358CBA+zfv1/0lk1NTTl69KiooC1cuJCGhgYmTpzIqVOnuHDhAiYmJpSXl+Pk5ISKigoJCQlcvXqVrq4uMjMzMTMzIz4+niNHjqCiokJRUZGo5ykoKDB69GiysrKorq5m7dq12NraYmpqirOzM9nZ2RgYGNDc3MzDhw9JTEzkxYsX9O3bl8jISFatWsWXL1+4fPkyAwYMwMDAgLt37zJ9+nSSkpJQU1MjPT2dtWvXMnz4cFJSUli2bBlDhgzhxo0bPH/+nMOHD4uHek8W49GjR6xfv55Xr14BEBERQXBwMIcOHWLGjBkkJyezYMECpkyZQu/evdmyZQuzZs2irq6OkJAQcnNzKS8v5+LFi4SGhlJXV8f69euRkpKitrYWS0tLDA0NefToEZ8+fSIrK4s5c+bg4+NDYmIix48fp6Ghgby8PJKTkwkMDOTQoUN0d3dTWFhIcXGx6Ez3AJVCQ0OxtLTE1dUVaWlpZGVlsbW15fr16+zfv5/79+/Tt29fmpqa+Pz5M97e3ty/f5+uri7GjBnDgQMHaGho4Pbt22zYsIHo6GjGjBmDhoaGeIH0jB97MLw9VcC2tjYOHjzIkydPuHv3Lr6+vsjLy+Ph4UFaWhpz585FVlYWKysr1NTUWLFiBSNGjEBDQ4Px48eLNkBsbCwODg5kZGRw6dIlfHx8yMzMRE1NjebmZiHTOHDgAP3796ekpIQ9e/YgISGBlpYW7u7u9OvXDyUlJQGbCQgIIDAwkJCQEO7fv093dzdLlixBSUmJIUOGcP36dWGJy8rK4sSJExw7dgwZGRm6u7vR1tbGyMiI6Oho7OzsWLFiBe7u7jg5OQlamIKCAtevX6epqYldu3aRkpKCubm5CO/1HA5+/PjBjh07aGhoYMCAAbS2tjJs2DBWrlxJeno6AwcOZMaMGcjLyzNp0iQBTTl58iRz584lKysLY2NjgoODsbCwwNzcHH19fQoKCoiIiBDUxx6A0KNHj9DV1cXExITY2FgSEhJYvXo1jY2NAtRVUVHBgQMHyM3N5f79+0LLfO7cOZSUlPj+/TthYWG8ffuWa9euUVVVRU1NDdevX0deXp6WlhamTZvG8OHDGTt2rGgaWVhYoKSkxObNm/n58yefPn0iNjaWkJAQzp8/j5WVFfb29qIr/vz5c+E5sLGxISQkhCdPnmBhYcGlS5fo378//v7+tLS0sGHDBmFhTE1NRVFRES8vLwYPHoyKigr79+/Hzc0NFRUV/v33X5SVlVm1ahWPHj1i3rx5wg748eNHpKSk0NPTQ1JKSmrXrVu3kJCQ4MePH6SmpnLjxg3hfW5ra2Pu3LksXrxYkGeam5tZsGABBw4cQEZGhsOHD+Ps7Mzu3bspLy8Xt/DAwEAqKip48eKFeElpa2szduxYsrKyxD+Oq6srBw4c4Pnz52RnZyMhIYGkpKSwprx58wY/Pz/Onz/P8uXLefbsGTk5OWzZskUIHNLS0uju7hYjZC8vL4KCgigrK+PXr18YGRnh6+vLqFGjWL58Of/73/8oLCwUYYn9+/ezdu1auru7MTY2prCwkFOnTlFeXk5mZqaI8s+fP5+LFy+yZcsWnj17xrVr14iJiRH+1X/++UfczszNzVFUVMTa2prZs2dz+vRpjh49yoABA7CxseHVq1eCwrV27VoaGhqor69n+/btNDc3o6WlRb9+/QTQQkdHB2lpaWpqaujs7MTd3Z2Ojg7Mzc3FS/vNmzfY2Njg4OCAjo4OJSUlItwRFxcn9rs1NTVMnTpV1FsGDhzIxIkTSUpKYs2aNQwbNgw7OztiYmIEWe727du8ePFCjJyfPn3Kzp07MTc3588//+TXr19UVFQIZrKlpSV///23gJKYmJjg4+PD7du3CQwM5PHjx6SkpPDr1y8OHjyIhoYGlpaW7Ny5E3d3dxYtWkSvXr1YsGABI0eOZNCgQUIoM2jQID59+sSPHz/o6urizz//REFBgZcvX1JeXk5sbCwPHjwQieK9e/fy/ft3kpOT0dDQYNeuXaxcuVIwrVVUVPj69SuTJ09GQ0ODPXv2cOHCBXHgu3z5spB19IzxerjDcnJyFBcXiwNnRkYGw4YNo6GhAQ0NDT59+kRnZyfTp0/nwYMHTJ06FSsrK968eSPGZm5ubqirq+Ph4UF9fT16enp0dHQQERGBhIQE+/fvp2/fvixevJgZM2bw6NEjrKys8Pf3Z+nSpWRnZyMlJUVZWRnnzp3D1NQUCwsLJkyYwIcPH0Sgqru7m/b2duTl5fn69SvJyck0NDSIDruXl5egv128eBFXV1ekpKS4du0aLi4uqKqqcv/+fXbv3s27d+9obm5m2bJlhIaGiqCioaEhSUlJTJ8+nZaWFtavX8/8+fNFTuPmzZvie+zVqxcuLi78/fffHDx4kKysLAEYunfvHqNGjWLkyJGMGzeO7OxsjIyM2LFjB1u2bKGwsFDQ5eTl5UWFz93dnQULFjBkyBCePXvGf//9h7y8PImJiQwYMIDnz5+LkXhlZSWNjY2YmpoycuRIduzYgY+PD2PGjGHWrFnk5OTg4+PDwoULkZKSor6+nsbGRpYuXUpzczOWlpZcv36d7u5u+vXrJ9ovioqK1NTUUFFRIaqLNjY2fPv2jYCAAABKSko4efIkBw4cENhlCQkJMjIyxLTC398fBwcHrKysGDZsGPHx8bx69Yq//vqLsrIybGxscHZ25u7du8jLy7N06VLOnj0rxt6fP3+mra0NVVVVpk2bRl1dHS4uLiQlJREQEEB5eTkLFy6kvLyckJAQXrx4gZWVFatXr+bGjRts3LiRtLQ0wV9XVFTk9evX7N27l8LCQt6/f09zczMTJkzg0qVLuLq6kpOTQ2hoKM3NzdTX16Ojo8Pjx4+FyzsuLo6GhgYGDRpEXV0dbW1tODo6smPHDmRkZJCUlGTr1q10d3dTXV3N3Llz0dHRQU1NTaw/J0+eTEREBOnp6QQFBeHt7U1aWppAST958gRAsANqa2vZtm0bb9684cuXL7i7u2NqasqKFSu4ffs2ysrKbNu2DT8/PxoaGqiqqmL37t3079+fV69ecfLkSY4cOcLatWsJDw/n9OnTVFZW0t3dTU5OjhCnlJaWigrZ8ePHOXnyJPHx8cI3funSJVRVVRk0aBABAQGcP38edXV1KioqmD17NjNnzhQ3a39/fy5fvsyQIUPEmlrSwMBgl4SEBLNmzRLjhKCgICQkJDh27Bh3795l9uzZyMnJcfDgQTw8PLh+/TqlpaVER0dz/fp1kpKSePr0KevWrRNBlJCQEPT19VFTUyMwMBB/f3+mTp3Kv//+y8CBA3nw4AHz58/n4cOHyMjIcPXqVVHdCAwMZN68eVhaWiIlJYWTkxNmZmaCZNXDuDU2NkZJSQljY2O0tLR4+PAhv//+u/DNTp48mby8POTl5fnrr7/w8/NDRkYGX19fevXqJQw8x44d49ChQ7x7904ElIKCgmhra0NBQQF1dXVu3rzJ5MmTkZGRYf/+/fj4+IjSfGhoqNhdrFu3jo0bN2JiYsL9+/cxNzfH0NCQpUuXMmTIEAGJCQsLw9nZmWHDhpGXlyfwk9nZ2bi4uHDr1i0WLVqEmZkZISEhSElJYWRkhIWFBUFBQfzxxx/s27ePSZMmUVFRwcCBAwkJCUFeXp7S0lJu377NqlWr6Orq4tWrV9TV1dHd3Y2WlhZKSko4ODiwdetW4uLieP78Of/73/+QlpYWrOHMzEzy8vIEYm/MmDEYGxvz8uVLLC0tefXqlVCJGhoaYmpqKj4wPWrUhQsXcuHCBWpqali8eDEfP37k8ePHPHv2DBsbG+bNm4e0tDTXrl0jNTWVt2/foqKiQlxcHDo6OlhbW9Pe3i665H369CElJUXcKhwdHWlvbxchl2fPnvHw4UMkJCRITEzk169fggE8fvx4jIyMSEtL4+HDh4wePZrGxkbxYUpMTERBQYHIyEi8vb158+YNx44d43//+x/y8vK4ubkxf/58ampq2LBhAwkJCeLmmJubS1ZWFjo6OuzYsQMpKSmqqqrIyMgQrvFp06Zx4cIF1NTUREVSX1+fkydPsmfPHlxcXHj58qWopfVoSwsLC/H29sbDw4M3b97w69cv1NXVsbe3FzKNqqoqjh49Sn5+Prt27SI3Nxd5eXkqKytxd3fH3t6eN2/ekJ2dLeQuOTk59OnTh5EjR6KmpkZ8fDwAra2tWFtbM3ToUCwtLbl48SKSkpKcOXOGM2fO8PbtW/z8/Ni/fz8yMjK8efOGnz9/oqqqiqOjI/369ePHjx+4urri6OjItWvX2LVrF8rKyty5c4chQ4bw/v17pk+fjrW1tQhi9cg24uLiGDhwIGfOnBF2OQkJCbZt28bkyZP5/v37//P/8P37d169ekVVVRVHjhwhPDwcb29vZGRk+Ouvv5g0aRJ9+/ZFSUkJPT09HB0dCQkJYcKECSxevJj9+/cTHBxMZGQkUlJSAr7Sv39/li9fjpycHNHR0axYsYItW7agqKhIeno6ra2tvHv3DgUFBXx8fKivr8fY2Bh1dXXxwu3u7hYGusTERE6fPs3q1avFRMPa2prr168LVOrff/9NcHAwSkpKTJw4kaKiIgoLCxk+fDgSEhL8+vWLlpYWnJ2dkZGRwdnZGT09Pfz8/HBxcaG0tJR3796RnZ3NzJkz0dbWZvz48dy5c4eCggJ0dHQoLi5m0KBBgsfdU1t8/fo1t27dQl1dHQUFBSHIUVdXx9rampaWFmbPni1e7J6enqJCp6mpSWNjI+bm5gJDe+TIEfz8/CgvLycoKIh+/foxdepUpKSk0NbWFp35nsBfWFgYcXFxJCQkYGxszPLly5GSkmLFihU0NjZSWFiIioqKCJimp6fj6enJvHnzmDBhgtCf9mQSfHx8GDBgAIcPH6ajowMbGxtMTU3p7u7mr7/+4sSJE8jKyvL333+TkpJCVFQUampqbN68WfD5x40bR1lZGTIyMhw/fhxbW1taWloEL8Tf35+QkBCmTp3Kw4cPBc+juroaJSUl7t+/j4ODA5WVldjZ2VFYWMimTZvIyMggLi5OmNkmTJjAq1evuHjxImPGjBHc/G/fvonD8+XLl3suspK7vL29KS4uZvv27cjJyREZGYmkpCS7d+8WmMCTJ0+Snp7OkCFDePDgAUZGRvz69YtFixaxadMmjI2NKSoqws7OjsjISPz8/EhKSsLIyEhUPE6ePIm2tjbm5ubY2dmRkpJCaWmpoJRt2bKFffv2oaenR0xMDM+fP6d///7s3r0bPz8/cnJyuH//vrAcvXr1iqCgIFatWoW6ujodHR0UFRVRXFzMggUL6Orqorq6Gmtra54+fYqqqip1dXVERETw22+/kZCQQO/evdm9ezfbtm0TDOX+/ftz9OhR2trayM7OJjMzExcXF65cuYKKigo/fvygb9++tLe3k5SUxNixY3F2dsbCwgJra2uSkpI4ceIEBlzrbwAAIABJREFUkZGRGBsbU1JSwrJly5CTk6O+vp6rV69y+PBh2tvb2bJlC2ZmZgLbeuzYMWxtbTE3N0dOTo6srCzGjx9PcnIyGRkZHD16lJMnTwppSO/evTExMSEzM5Pw8HDs7e2RlZUVwaKeBOb06dOxtLSkV69ePHv2jPz8fDo7O3n79i329vY0NzczZswYRo0axc2bN9m+fTtqampERUWxfft2lJWV+e+//wgKCmLUqFEoKSnh6enJtWvX2LJlC/X19Rw6dIjY2Fi8vLyYNm0a79694/Xr1+Lk7Orqyrx58zAwMODYsWOsX7+ejRs3snjxYhITE9m2bZtgsDs7O7N+/XpKS0uZPXs2bW1tKCkpAQhQQ4/FJyYmBi0tLaZNm8bp06fJycnBxsaG2bNni3766dOn6dWrFzY2NlRUVPDt2zf++OMPXrx4IcQ3w4YNY/78+ezbt4+IiAjRbjA0NMTc3JyRI0dy7949tm3bho+PD/r6+hw/fhw7OztMTU3FCbqxsREdHR1GjhwpYEG///47eXl5nD9/ni9fvtCvXz9MTU05c+YMc+fOxcDAgOfPn4sKC8CoUaPw8PBg586d3L9/n/Xr11NbW8vWrVu5cOECW7ZsIS4ujujoaCQkJPD19cXKyoo1a9YwaNAgIiMj0dTUJDc3l8jISMLDw7GwsODRo0fk5uZiZWWFq6srbW1tGBsbC9/4nTt3MDAwwMjIiPr6euTk5JCVlWXx4sW8efOGf//9F3l5eZydnXF1dRX60XHjxolaWU+V0crKisePH9PY2Mj8+fNFGFVNTY2VK1cydOhQ5OTkSElJEV31SZMmsX79enJzc8XXm5ubGTJkiNgN79y5k8+fP5OcnMzGjRt5+PAhY8aMISYmhoKCAlRUVNDW1iY6Opr4+HiOHz8uLH89Pdc5c+ZQXFyMlJQUQ4YMoby8nJUrV6KsrMzTp0/x9vZGR0eHiIgIFi1aREVFhci1yMjIYGBgwIMHD8Te/MOHD4wYMUKoitetW8ebN2+IiYlh3rx5Ytq0f/9+Vq9eTX19PRMmTCArKws5OTkGDx4s1jNPnjxhx44dfPjwgcWLF5OSksLAgQNZu3YtjY2NjBkzhtWrVzNx4kTa29sFwKkHeCMlJcXLly/x8vLi0aNHyMvLc+bMGQwMDHj79i0lJSWcPXuWtLQ0qqqqyM3NFQednrpez0Xk5s2bbNiwgdLSUh4/fkxlZSXx8fHk5uaiqqpKU1MToaGhtLa2Ul5eTldXF9+/fxdWvYyMDFatWkVBQQHHjx9n586dbNmyhc7OTqqrq2lsbERSUpK4uDguX77M4cOHxZi4rKwMLy8v4VrvyTbJycmJA2xFRQWPHj0iPDyc1tZW4uLi0NTUJDw8nEGDBmFjY4O0tDSpqakUFRVRUVFB37592bt3L0eOHMHQ0BA7OzsCAwOJiIgQciQ1NTVcXFzo6OggMzOT+vp64uPjxRSwJxj2+PFjAgICsLOzY+bMmbS3t6OsrMySJUuorq7G3NycOXPmiN557969kZeXFyHesWPHsmvXLtFqOnr0KE+fPsXV1RVFRUWsrKxE+r7XxYsXu/Pz83nx4gVr1qyhqqqKlpYWpKWlGT58OCoqKqipqREWFkZ7ezvLli2jurpawCfs7e2JjIwUXl5ZWVkR0OohyKxZs4b29nYMDQ25cuUKfn5+PHjwgPHjx4vbkqSkJDk5OcjKyrJw4UKys7OJj49HSUkJMzMzXrx4wdevX7GyshLCAE1NTYYOHYqtrS379u1j9uzZdHd3IysrS319PT4+PhQVFVFZWcnnz5+ZMmUKeXl5ODg40NDQQEdHhxjbmJiYUF9fLw4PSkpKBAcHC772yZMncXBw4MyZM0hJSaGrqyuSktHR0aITqKCgQK9evfj06RNdXV3U1dUJQlthYSH6+vpERkbi5OSEvb09CQkJqKmpMW7cOKKjo1mzZg03btwgOjqauXPnoqamJnZj8vLypKWliUOQq6srL168EH9nj2xdQUEBY2NjIiIiMDIywtnZmdTUVHbu3MnChQsxMTER6MG4uDhevXqFkpISZWVlGBkZUVRUhI2NDZGRkURERLB161ZiYmLo3bs3v379oqmpCTMzM+zt7YUfvKcHOnPmTCZMmIC2tjYqKipYWlrSv39/oqKiUFRUBODt27f069dP+MednZ05ffo0ioqK5OfnExgYSGlpqUgRl5WVsWrVKlHpsLa25sOHDxQUFKCkpMT06dM5d+4cL1++pL6+nocPH/L//7Nw4UJSUlIEcrKqqgpjY2NiYmKYOnUq3759E/CDRYsWMW7cOAICArh8+TJfvnwhISGB8ePH09TUxIkTJ+jTpw99+vTB0tKS1tZWPnz4gIqKCu/fv+fbt2/Y29uTn58v9vMxMTHs3r2bBw8e0NTUxPDhwzl37hzh4eEAzJw5Ew8PDxYsWMCpU6eYNGkSCQkJfP78GX19ffz9/UUVrampiRkzZvDjxw9iY2P/n5/T2NgYbW1tbG1tefPmDa2trfTu3Zv09HQB40hISGDRokVcu3aN0tJSqquryc/PZ9SoUQwaNAhTU1M6OzvZunUr//zzDzo6OgQHByMlJUVWVhZHjx7l69ev6OvrU1dXR3NzswD7ZGZmMnHiRDIzM0lKSmLJkiXExsZSXFyMvLw8nz9/xtXVlXHjxnHr1i2UlJRobGxEXl6e1tZWxo4di4GBAeHh4eJwOXDgQMLCwvj69SuSkpJUVFRw7Ngx/vvvP/T09NDV1RX+5IKCAtavXy8yBEuXLqV///5s3rxZ1GciIyOZO3cu+/fv59y5c+jq6nL9+nVxKMvIyGD69OmcP3+ez58/s3LlSoKDgykrK6OjowNTU1NMTU3Zvn07jo6ONDc38/HjR/r27cvgwYNxdnZmyJAh/Pnnn+jr69Pc3IyTkxMNDQ2oqKhw584dxo4di4ODA4MHD+bIkSP8+vWLwYMH8+PHD5KTkxk/frzY0U6ePJkTJ04AcPv2bTo6Orh27Ro6OjpYWVkB8ODBA1JTU5kzZw7l5eWMHz9epOafPHnC4MGDKS8v58OHD4SGhuLk5MSMGTOQk5MTKwwLCwtKSkoEw1xXV5fi4mLheYiIiMDT05OtW7fi5uZGZ2enEFa8f/+egQMHikN1T4akb9++ZGZm8uzZM7GCk5aWpm/fvtjZ2ZGenk5oaCimpqY0NTXh5ubGgwcPUFNTw9bWlpqaGmJjY5kyZQpbt27F39+f8ePH8/79e96+fYuWlhYVFRXY2tqipaUlIE5lZWWCIfD48WMUFRUJCQnBzc0Na2tr+vbti6KiIjo6OtTX1xMeHs6RI0dwdHRk9erVAuPbMy1RVVXF1NSUefPm8eDBA27duoW0tDSHDx+mrKwMe3t7WltbcXd3p7GxkaqqKoGBPXz4MP7+/ixYsIDMzEz27NlDfX290Clv3LgRf39/MdEcOnQo9+/fJy8vD2traxITE7G2tmbEiBFISUn9X/nHyJEjxQln2LBhVFVVMXToUJSUlJCXl+fYsWPim8rMzMTJyYkTJ06gra0tRiFDhgxBQUGBcePGicR5fHw87u7ueHl5ER4ezoQJE3B1dUVSUpKHDx/i5eWFk5OToMKoqqpSXl5OWloalpaW/Pbbb/j4+LBr1y5evnxJSkqKELr3dAG7urrIyspi+PDhvH79GoCfP39ibW0t+oXPnj1DWVmZ1atXk5aWxr59+9i7dy9//fWXoC31hEOuX79Oc3Mzz58/58WLF2RmZvLz50+WLFnCpUuXyM7OpqWlhY0bN+Lp6YmjoyOzZs1i165dIpASHR1Nc3MzCQkJPH/+HBkZGXH6bWlpYerUqYwYMUL8Unl7e3PhwgWKioq4fv06jo6OpKen093dzadPn2hoaOD58+ecOnWKd+/eUVVVhYyMDKtWrRJVjW3btmFgYEBubi5Pnz7ljz/+oKysTAhSgoODmTJlCrm5ucybN4+fP3+yc+dOEhIShGBixIgR4kQsKyuLtrY28+fPJyUlhQ0bNhAUFMS8efOESjUiIoLHjx/z4cMH1q9fj6mpKY8fP+bGjRvMmTOH/Px89PT0OHbsGI6OjkRFRbFt2zacnZ0ZPHgwwcHB6Onpoa+vT0lJCYmJibi4uKCmpsbTp08xMzNDXl6eJ0+eiFvKnTt3uHXrFj9+/CAhIUGwlM+fP09VVRWampoMGjSIwsJCfHx80NXVZdCgQTx48IBr166JfruCgoLgTA8aNIjHjx/z6NEjfv/9dzQ0NHB3dycyMpK1a9cyZcoU4uPjxcl44MCBeHl5Caj/oUOHGDlyJNOnTxcHo5CQEIYOHYq0tDQ6OjrExMTg7u5ObGysEGX4+/szcuRI9PX18fLyIjU1lezsbD5+/Mi9e/f49OkTY8eOxcfHh6lTpzJ69GgkJCREn9PHx4f29nZOnz7NzZs3CQ0NFfURT09PAFEjqampYeTIkQwcOBB1dXWqq6vR0dHhwYMHJCQkiDGrtLQ0ZWVlrFu3jlGjRnHp0iXq6urw8PBAUlISV1dXQTeTk5MTE4LS0lK6u7tRVFQkISGBc+fOCaqbu7s78+fPp7y8HFNTUzo6OujTpw+FhYV4eXlhbW3N0aNH6d+/PykpKcyYMQNvb28+ffokQp/m5ubiAJWTk4OcnBzy8vLIyMiwcOFCcnNzxX521qxZXLhwgVmzZuHj48PBgwfp27evqIH++PGDiRMn8ubNG4H6HT16NDk5OQQFBfHlyxe+f//OtGnTuH37NtbW1gLekp6ejpOTE9evX2fgwIG4u7vz/v17bG1txQO3rq6O+vp6zp49i4eHB8rKygQHBxMWFsbChQsZPnw4mpqabNq0CSMjI+Tk5DA3N+fjx4/Mnz+f6OhoamtrMTIyIjg4mDlz5hAVFUVnZ6ewrH379o379+8TGRmJhIQEbm5u4vepuLhYrDOGDBnC/fv3mTp1qvi9dHFxEVauHkKdhoYGxcXFxMbGCt3xwYMH2bJlC9bW1sJhEBQUhKysLDU1NeTn5wtYk4SEBMXFxejr6xMSEsLPnz+RkZHB09OT4cOHM378eDQ0NGhtbSUxMZHDhw+jqKhIdnY2Fy9eRElJif79+6OsrIysrCweHh6EhITg6+srAD+9evUiPz+f2tpavnz5woMHDxg8eDCxsbFISEgII11UVJToREtKSoq1na6ursCqlpWV4ePjw5cvX1BRUSEwMJCxY8fi7u4ubuwTJ05k7ty5LFu2jNevX2NlZcWhQ4eIi4tjzJgxpKWl4efnJ5jsra2tZGVl4eDgQFRUFCtWrEBTU5Ouri7s7e35888/RfagB6Rkb2/Po0eP8PX1pa6ujsLCQvT09GhsbBQH0YMHDxIQEEBhYSGSSUlJu1JSUkRKs66uTpwQekww3t7eREVF4eLiwrJly/j8+TObNm1CRUWF4cOHk5WVRV5eHvn5+UybNo2VK1fi5OSEi4sLBgYGbN26VWAebW1tkZWVxcXFhfnz5+Pg4IC3tzexsbFMmDCB169fY29vLzy89+7dIzQ0lOzsbMzMzAQRaNiwYTx//pzo6GgiIyMxNTXl1atXDB48GEtLSyZOnEh2djbOzs60trYydOhQ3rx5Q21tLUeOHKGzsxM5OTni4uJYt26d2K9u3LiR8vJyDA0Nsbe358SJEwwePJjs7Gz8/PzIzMxk6dKlhIaGMnHiRFpbW7l79y5jx47Fw8OD6upqwbAGuHTpErNmzaK1tZWtW7eKW2V9fT1RUVEsXLiQI0eOEBAQgJycHHPnzuXNmzckJydjb28vcKQ94pSOjg7q6+upqqpi+vTphIaG4uvri7e3t3BQ98jU5eTk2LNnD11dXbx//547d+6we/duHBwcaGxsZNCgQWzcuJG7d++KA0LPg6mn97px40ZSU1PFfuf169ekpqbi7+/PvXv3iIiIIDY2VriGIyMjUVBQYMKECVy9epVDhw5RWFiIvb090dHRjBo1iqdPn9KvXz+eP3/OgQMHiI6OxszMDFlZWWpra4V+9cuXLygqKpKVlcXr16/p06cP/fr1w9nZmRMnTggcbklJCV+/fsXJyYnHjx/z+fNnZs+eTWtrK42NjXz//h1nZ2fu3buHo6MjR48eRV1dHVNTUwoKCkQHtqmpiZKSEszNzbGxsRFJVw8PD9auXcunT59oamoSh4TExERaWlqorq4WSNae5HVSUhI6OjokJycL53BoaCiBgYHs2LGDQYMGkZ+fT1VVFZWVlcyfP5/s7GwxIdm3bx99+/Zl1apVvHjxgsDAQPbu3cu8efOoqKggOTmZjo4O2trauH79OmlpaaioqPDPP/8QGRnJzp07mTFjBmfPnkVCQoKRI0dSUlKCrKwsWlpa7Nmzh6FDh3LhwgUWLVokKFyLFy+mqalJBABXrFiBnJwcAwcOxNDQkNTUVPFAz83NRVpaGnd3d1RVVbG0tBRrnNraWubOnSu60Js3bxa4xZ41kZGREZWVlVhbW1NYWMiPHz/o6Ojg69ev2NracuvWLRYsWEBTU5Po427dupXc3FwkJCRYt24dqamp7N27l99++w1lZWXS0tIIDg4Wop/jx4+zbNkykVPo6OhATU2N27dv4+TkxJgxY8jNzeXu3bu4ubnx+PFjfH19GTx4MKWlpXR1dSEvL4+6urpI9aekpODl5cWMGTNYv369+Oz1hP+cnZ2pr68X1illZWUKCgpYvHgx79+/F6N7SUlJ1NTUUFdXp7Kykj59+lBdXU1eXh5fv34lNjYWDQ0NXr9+jY2NDbW1tQwePBhbW1sBBHny5Al5eXns2rWL0tJSzM3NmT59urhoGBgYICEhQW5uLi0tLaSnpwuhkoSEBDNnzkRZWRlPT0/s7e1RUVEhNTWVDx8+UFZWxt69e5kwYQJaWlrU1NSgpqYmqpYnTpzg5cuXzJw5U0gs5s2bh7m5OUVFRTx69IjW1lZ+++03zpw5w/Dhw/Hw8KC2tlZ4KSQkJLh69Spqamo0NTWxdOlSli5dyo0bN1BVVeX48eO0tbWxYcMG4b9ub29HW1sbSUlJZGVlBZAoOzub+fPno6WlxYYNG/D19cXU1BQpKSkcHByora3F3d2dy5cvo6GhwdKlS5k3bx6pqal0dXXx9etXIak6fvw4Q4cOZdasWTQ3N6OtrU1FRQUTJkxAXl6eoqIinJyc2LlzJx0dHRw4cICmpiZ+/vyJhoYGGRkZvHv3jsuXLxMdHc3Tp0/R0tJi4MCBfPr0iYCAAGFdLCsro7S0FEVFRTQ1NXn9+jUGBgZYWFhgaWlJcnIyeXl5xMbGIjl79uxdurq6GBsbM3r0aKKioli6dCn5+fn07dsXWVlZFBUV0dDQICcnhw0bNiAhIYG0tDQuLi48fvyY0aNHo6+vj4ODAxEREWzatInv379z8eJF4STuUcxpa2tTUlKCjIwMd+/eZejQodTU1DBgwADCw8Pp7u7Gy8uLjIwMJk2ahJycnKioDB8+nG/fvnHw4EE2bNjAixcvGDZsGHV1dSxfvpyxY8dSWFiIvLw8kpKSZGVl0dbWhoWFBerq6vz48YP09HSR6P369SurV6/m8ePH7NmzBzMzM6KiooQyryd9WldXh5ubG1lZWQJn5+fnR0BAACNGjKC9vZ2HDx9y9uxZjI2NeffuHebm5sjLy4v+r5KSEo6OjiQkJFBYWMiHDx9Ep7qHiOTo6EhFRQWenp5YWFjw7NkzvL29WbJkCTExMYwfPx5jY2NqamoICAggMzOTFy9eYGJigo2NDenp6ejo6KCsrEx7ezvW1tacOXMGDQ0Nrl+/TkBAAL179xaAAQkJCWJjY8XPl5iYSFpaGnFxcVRWVoody+rVqwkMDBT98pcvX6KnpyfG5m1tbWzdupXm5maCg4MFqnXixIkkJiaKHWZPDalnh9urVy+am5uJi4vj58+fjBkzRvQXf/z4QUtLC+vWrSM9PR17e3vq6+tJT08XH+aQkBC6urqQlpYmIyODlStXMmDAAKqqqkhMTCQ/P5/i4mIKCwtJS0tDSUlJTA5qamp49+4d1dXV/Pr1i9DQUFpaWli0aBFPnjyhpaWFzMxMRowYga6uLq6urtTU1DB37lwCAwOFASw7O5vx48fT3NwsmNOA6OPq6+uzZ88elJWVMTIyEnW2oqIiRo0axfz581m6dCn19fX079+frq4u+vfvz7Nnz/jx4wdeXl6EhoZy5swZysvLiYqKYvbs2aiqqvL06VNaW1v59u0b06dPJyMjg6amJoYOHSoeAKampsTExGBubs6VK1c4fvw4wcHBgg+tqKjI3bt3KS8vx83NjdTUVKZNm4a9vT3x8fFUVVVRWFiIhYUF//77L46OjsIXvmbNGqKiovj+/TtqamrcuHGD2tpaCgoKmDRpEtHR0TQ2NnLu3Dl69+4tlI9Lly7FwMCAmTNnsmHDBtzc3IQ/oCdP8fjxY9rb23n37h0TJ05k+/bt2NraCgZCj5tg1KhRVFVViQT5H3/8wR9//CHqZw0NDaxbt46goCDk5ORQVlYmKysLXV1d0cFWVFQUdiRDQ0M+f/5MRkYGZWVl5OTk0NHRwc2bN7l3757Y3wcGBmJkZMTkyZPp7u7mwYMHXL16lVGjRhETE4OysjInT57Ezs6ON2/eYGhoSGhoKIMHD6a2tpbx48fT0tLC8OHDycvLw8/PD319fezt7Xn+/Dmenp4MHTqUpKQkevXqRWtrK3JycrS1tZGSkiL82WZmZujr6+Pu7i5cC/Ly8vTv35958+aRkZGBiooKWVlZJCQkMGfOHC5evMjy5csF270HMlVRUQEgdLqrVq1CV1dXiEd69ttaWlpiTN+/f398fX0ZN24cenp6ZGRkoKury8GDB5k9ezYA6urqgjDW41doamqivb2dxMREtLW1SU1NRU5OTqCZNTU1SU1NFW7o+Ph47O3t+fjxozBp1dfXo6amhru7O8uWLQNg5MiRqKio8PPnT2pqajAwMKChoYE7d+6wZs0a+vXrh5qaGiYmJnR1dWFmZoaenh5mZmYMHToUdXV11NTUhFzl6tWrAg7Uk/IfNmwYT58+FUS6rKwsEWAeN24cNjY2HDx4UHTnr127hrGxMZ6enty/f59du3aJOu2XL18ICwujpKSEQ4cOCSR3D9O/tLSUxMREpKWl8fLyQrKrq2uXhISEIDsVFBSQkZEh9GSxsbHs27ePxMRENDU1BTowNDQUExMTvn37Rnp6OitWrKC9vZ2ysjI8PDwYPHgwqamp6OvrU1payrJly0hISGDu3LmEhobSu3dvSkpK2LRpE9nZ2ezcuZPz58/T2NhIZmYmFhYWAoDw7NkzrKysUFRUREtLS7xsr1y5grq6uhjjdnR0MGzYMGbNmkV4eDiysrLk5+fT0dFBYmKiQEdmZmZibGyMvr4+bW1txMXFsX79enr16iUcrStXruTo0aMC4l9VVUVxcTH5+fk8evRI1KcOHjzIyZMn0dTUZOrUqcjKyvLixQtGjRoldsdxcXEsXryY4cOHC+H5pUuX2LNnD7NmzRKe6qNHj6KkpER8fDwFBQXitnr9+nVaW1vJyclBQkKCK1euYGNjw7t374SUo8dM1sPJNjIyYtWqVaL/WlFRgaqqKmPGjOHixYtCSygnJ8f58+f57bffGDVqFH369CE2Npa///6b2tpaDhw4wH///cfGjRt5+/YtV65coaioCA0NDSorKxk+fDixsbHihiQjI4OmpiZJSUlifKuoqIiFhQVpaWnMmTOHxsZGPnz4wG+//SZqUZ2dnTg5OZGUlISNjQ3fv39HU1OTyZMn4+fnx9evX3n37h2Kioq8fPmSKVOmUFRURFxcHBEREVy8eBFbW1s6OztF2n3mzJno6+uL0/mMGTNobW2lqKgIb29vcnJyWLduHdOnTxc1HQUFBcaPH8/q1auF+7azs1Ps/t++fcvly5eZMmUKbW1t2Nvbc/fuXf755x/U1dUJDw/Hzs5O1JoMDAxEkDM3NxdJSUk8PDxISUkR4SRlZWWuXr3K2rVrCQsLIyQkhKamJsLCwigrK2P+/Plcu3ZNGPJcXV3x8PAgLi4Oc3NzJk2axIABA2hoaCA+Pp6amhoxNrWzs8PT0xNFRUUGDBggeqCamppISEhQV1eHn58fUlJS3L17V/Dd1dTU6N27t0Cu9vALTExMRFK6ubmZ4uJi1NXVGTRoECkpKVy9ehUnJyeys7MZMGAAK1euZOHChSQnJ9Pd3Y2Dg4Mw1fW8KGxsbFBXV0ddXZ3i4mKWLFlCV1cXX758wcbGhp8/f1JYWIi1tTX//PMPX758ITMzEysrK+EhVlJSoqmpifXr13PkyBERAC0qKmLcuHFMnToVRUVFPn78yO+//86VK1d49uwZ+vr61NbW4uHhIV4a7u7ughqmrKzM9u3b6ejowM/Pj71799KnTx+RvVBXV6e0tJQNGzaQkpJCQkIC27ZtE1Wn4uJiHB0diY+PR0tLi9bWVtTV1UUFSEpKitLSUlRVVUVLQk5OjtTUVNLT05kyZQqWlpYoKChgb28vqnCFhYXExMQgIyNDcnIy48aN49y5c7i7u5P3f6g677Ce9///3yppT1KK0lTaoelUEomQsmdWRLZzrOPY2Uc4HzN7JDMREioJRdqlQlS0i5amfn/8rp7X9f2b63Lp3fv1fD0fj/v9dsvL4/jx40hKSop8UElJCYsWLeLq1ascO3aM5uZmXF1duXv3Li9evODNmzfIy8tjbm7Ovn37mDZtGidOnMDe3p7bt2/z69cv4uPjxRTFwMCA3NxcNDQ0qKmpQVdXF1NTUxYvXiwQuJ8/f2bQoEGEh4eL0GVhYSElJSXo6upSV1cnxtZ9+/alqakJHx8f7ty5Q0dHByEhIdTW1hIbG8vEiRORkZHBwMCA2tpaseNfsmQJK1asYP78+ULuo6GhQVJSEps3byY4OFhksUxMTITS+dOnT2hra5MTKm/0AAAgAElEQVSdnc2JEye4e/euCForKysLjejFixeFp0JKSoqePXsSExODubk5nz59oq6ujujoaOzs7NDS0uL69euUlpaKQKCSkhJ2dnaCYKempkZHR4fobHcf8l+/fuX48eMYGRnx6tUrrl69SlxcHD9//hRVP1lZWaT++++/bRkZGejq6rJ//34qKytRUFDAz8+P//77jzt37rB9+3bx9tvtVDYxMWH//v3Y29uzefNm7t+/z/Xr17GxseHcuXOcO3dO4Bh3797N3r17hQ9WT0+Pzs5OAGpra0VgIjk5mUOHDqGrq4uFhQWXLl0iIiICT09PPDw88PX1xcDAgJMnT7J161ZsbW2ZPn067u7uKCgokJaWhru7O48fPxY7eElJSSQkJBg/fjyrVq3i7Nmz3Lp1CxMTE2xtbcUoPzQ0lLa2NvLy8ggICMDX15fnz5+zfv16xowZI0Z/Hh4eXL9+HU1NTRITE5k9ezY7duzAzMxM3HQmTZpEZ2cnPXv2ZMuWLYwcOZITJ07g7e2Nra0tenp67N27l6NHj3Lo0CE8PDwoKiri2bNnaGhoiDqUubm5gFg4ODhQX1+PrKwsvXv3FoSx/Px8zM3NCQ0N5eLFi5SWlnLixAlR58rIyODNmzdERkaSl5dHYmIifn5+SEhIMHfuXF69esW0adMIDQ3F2NiY9PR0RowYQXBwMP/++y91dXXExMTg4uKCr6+vSKerqalRWVlJQkKCWGnY2dnx8eNHHj9+TGBgIKGhofzzzz+sXr2aw4cPEx8fL16sysrK+PjxI+PHj6e0tJSAgAAWL17M1q1byczMpHfv3rS1tfH582chrXj48CEeHh7o6emRlJSEk5MTpqam3L59G1VVVaysrNi+fTs7d+4UeFZra2s0NTV5/fo1vXv3xsDAgOrqavGzNTU1JSEhgfDwcJYvXy7QnrKysowePRoDAwPs7OxYvnw5dnZ24vbbPRbrXou8efOGT58+cfToUSGC8fb2Jjs7m549e7J27VqamppIT0+nvLwcTU1N1NTU2LZtG2FhYXz//p2qqioSEhJISkrCzs6OCRMmUFBQwN27d4mPj2fkyJHcuXOH/v378/HjR3r27ImJiQlaWlo8e/aMHj16YGJigqurK3fu3EFfX59ly5aJSlBqaipfv34lOTmZmJgYjh07Jl7GDh8+zIULF/jzzz+xsrISD60FCxbg7u5OVlYWZmZmeHp6UlVVRUBAAFFRUaIGGRUVxe/fvzEzM2PJkiUYGBhgbm5OaWkpxsbGBAQEMGnSJM6cOcP48eOZOHEiU6ZMYcSIEezatYtt27YxfPhw6urqOH78OBISEjx58oSxY8dy6dIlVFVVmTBhAiUlJUIV+vbtW37//k1XVxd9+vShqqoKfX199PX1OXz4MHV1daxYsYKgoCCOHj3KyZMnOXDgAL9//6atrY05c+ZQV1dHVFQU//77L/r6+rS0tPDXX38xY8YMKisrRW/bwsKCe/fu8fHjRwIDA5k5cyaOjo4sXLhQTMmmTJnCixcvKC8vx9HREWVlZbHW6du3L2vWrCEsLAwTExOePXvGli1bBEJXWVmZpKQkIiMj+eeff/Dz8yMtLY3v379z5coV8vLykJSUpLCwkAULFvDlyxdRo42Li+PcuXN8/PhRAE/8/f25ffs2Dx8+ZOHChUhISIjpwvDhw1mwYAEODg7s2LGDmJgY0tLSOHLkCDIyMnR0dAhrX0NDAz9+/MDExARTU1NMTEwYMGAAampqODs7Cyyzq6srra2tTJs2jV+/fhEVFYWHhwdfvnzB0NCQiooKFi1aJGBK2dnZWFpacvLkSQYOHIi+vj5z5szB398ffX19jh8/ztq1a7l69Spr165l/PjxjBw5Em9vb1JSUsQLUbc6ubq6GkdHR/bu3YujoyMHDhwgLCwMOTk5vn79yr///svu3btZunSpYKB3//0fP35QXFzMjBkz2Lt3L8eOHRPd787OTiHDKSoq4t69e3R2dlJVVUVoaChnz54VL9jJycmYmJigrKwsJml//fUXycnJGBsbi9bD8+fPqampETf69vZ2nJyc+PXrF+3t7aSnp3Pw4EE0NDQwMDBAVVWVtLQ03NzckCwrKxOHWlRUFAoKCkJb+M8//6CpqUnfvn1pb28nNzeX0NBQTpw4QXl5OSEhIWRnZ7N//37xgIyKikJbW5vDhw+Tm5tLZWUlL168YNOmTeKAPXbsGB0dHSxZsoSqqiq2bNkigPZ5eXmkpqYKUoyFhQX79+/n9OnT/O9//+Pq1atERUWxatUq8vLyePfuHXv27BEy8bS0NIKDg0lMTOT69euoqakxcOBAsrKy2LdvHzNnzsTb25usrCzBBW9paeH+/fu0trby6tUrYmJiOHv2LEeOHBH6tfHjx/PgwQMCAgL4888/mTdvHl1dXcII8+zZM6qrq5k8eTJxcXE8ffqUtLQ03rx5w/fv30UtLiUlBTs7OyIjI9m6dSvLli1j0aJFNDc3s3TpUkJCQoiJiUFbW5vHjx+TlZWFpqYm27dvF1S2s2fPCq6yhIQEt2/f5s2bN7i7u/P792+UlZXJzMwkOTmZmpoaDhw4QGNjowgdNTU1ERoaiqysLG5ubsyaNYt9+/ZRWlrKjBkzuHHjBps3b0ZKSgopKSkWLVrE9u3bSUlJYfDgwSQlJWFkZERTU5PYZVpYWODr60ttbS2nTp3i9OnTwr8bHh4uHr6SkpLs3LkTa2trvnz5Qm1tLcuWLSM6OpqTJ0/i7e1NR0cHT548QV9fnxUrVmBqasq1a9dwdXXFxsaGly9fsn79ep4+fYqMjAw6OjqUlpaipaVFcHAwJ06c4NatWzQ3N/Pw4UPhqd27dy9xcXEiG2FmZkZgYCCOjo4ioLZv3z5iYmIwMzPDzc1NjIEBVFVVGT16NNHR0aLyNWTIEAoLC+nq6iI5OZnLly9TWFgoiGf+/v7s2LEDb29vUTMbM2aMSKzfu3cPWVlZjhw5QkREBG/fvkVHRwdnZ2fy8vL4/fs306dPZ+zYsaiqquLh4YGKigr379+npKSEpKQkoYa9fv06o0aNEiPUbr6+goICISEhAhjRnWnYu3cv6urqHDx4kIMHD3L69Gm8vb3Zvn07Dx8+xNLSkoaGBpKTk7l06RIWFhZ4eXmRnJxMWloavr6+4lYOkJiYSP/+/QkODkZbW5upU6eSn5/PjRs3OHnypDiMHj58SEZGBl1dXSgpKREaGsrx48cpLi7G3t6eCRMmiApe9wRISkpKsB4qKyvFPrO79979kD506BAKCgqEh4eL3nJOTo6wfcXFxVFVVUX//v2pqKjA3NycsWPHcu/ePQ4dOkR7ezvOzs7Iy8tjaGjIv//+i6qqKmPHjqV///68e/eOiIgI1q5dy7p16zh06BA6Ojrs2bOHd+/e0dDQgKmpKf3796empobRo0fz4cMH7t69y4ULF1i2bBmVlZVcu3YNZ2dnPn78yP3790V24vLlywwbNgwNDQ2Cg4O5c+cOO3bsYOrUqXR1dTF8+HAAPD092bJlCx8+fMDFxYU///wTd3d3bGxsWLp0KXfv3mX27NmcOnVKYJqvXr3KlClT8PT0xM/Pj+PHj2Nra0tUVBRycnIoKCgIDWp+fr6AQZWVlQmeeH19PSoqKrx69YrY2Fju3buHjY0NX79+paamhpMnT2JiYkJ+fr6ogTk5OXH9+nXxZ8XFxTx//hwJCQkGDhxIc3Mzubm57Nmzh8DAQDQ1NbG2tubSpUs8efKE3bt3c+DAAU6ePImPjw/m5uZIS0tz8+ZNZs2aJSxtZWVlWFhYIC0tzeHDh1mzZg3p6ekYGRmJwzM4OBhNTU2+fPnChQsXuHDhAmlpaWzfvp2EhARu3rwpnltxcXG4uLgIJoKlpSV+fn7Y2Njw/Plznj59ysqVKwkKCuL79+9kZmYyePBgrK2tqays5MaNGzQ1NbFnzx6UlJQYM2YMUlJSrFixgg8fPqCnp4eamhpxcXEUFBSgra1NUVER69evJyIigosXL+Lh4UFubi4JCQnY2NggVV5evu3z58+4u7uzb98+DA0NiYmJQU1NjcePH9Pe3s7w4cOxsLDg58+fKCsrIyUlJRi2tbW1NDQ08PTpUxH62Lx5M83Nzbx8+ZKsrCxOnTqFv78/e/fu5fTp04wYMQJTU1MaGxsJDw9n1qxZRERECJ1e7969qa6uFmKDI0eO0L9/f/7991/mzp3Lu3fvCAkJISwsDAsLC3r16sXHjx9RUFCgra2NsWPHsmvXLoYPHy6AIfb29oSFhaGmpsaKFSuQkZGhsLAQKSkpIQqwtrbm2LFjHD58WNx2Dx06REFBgXB8u7q6kpSUxPv374W4Y+LEiWzatIkdO3YQERFBR0cHmzZtIjIyUuQA0tPT6du3L0FBQYwdO5YNGzZw69YtTp8+TU1NDdOmTRMebYCIiAgmTpyIi4sL7e3tmJiYMHz4cMG57dYaDhgwAG9vb0pLS0Wa/MaNG3z+/JnW1laWLl1KaWkpKioq9OzZU1Rp6uvr2bp1K01NTcjKyoovdXR0NHPnzmX79u0cOHCArKwsfvz4QX5+PhcuXCA/P5/Tp09z4sQJevTowcuXL8nIyMDOzo53794xbtw40Y88cuQIbW1toofdXTuytbUlLi4OaWlpPDw8iIuLIyEhASMjIxF0+/37NzU1NdTU1AhmvJqaGgkJCaxfv576+npMTU25e/cuvr6+9O/fX0xLNDU1kZOTw9nZmalTp5KQkMCff/7JkiVL2LVrFxUVFUhJSdGvXz8OHTqEhISE6Hz/+vULGxsb4uLi0NDQICUlhdraWjZs2ICSkhKVlZUsXLiQ5uZmzpw5w7179xg8eDBOTk64u7sTHR1NcHAw7969o7y8HFlZWXbu3MnBgwfJyMgQe3tdXV0+f/7Mvn37MDEx4X//+x9fv35FWlqaiRMn8vnzZ6SkpJg9ezYqKiqkpKQwcOBAkZmwsrJiy5YtlJaW8t9//1FWVsb06dOFN/zEiRM4OjoyZMgQHj58SEREBGPGjOHr168CeauoqEh7eztycnI4OjoydOhQhgwZIjzEAI8ePcLY2Bh1dXXOnj2LgYGB+HyXLVvG3bt3GTp0KKWlpTg6OjJr1iyePHnCoEGDUFNTQ1ZWlh8/fggk5rJly5CRkSEmJoZv376xa9cuXr9+LSx2Hh4e4me+d+9eCgoKKCwsFLfQ+fPnM2nSJBQVFTl9+jQyMjIsX76c58+f09LSwunTp5k7dy5Tp04VDOqGhgZiY2Pp6urCzc1NtGBkZGQICwvjwYMHyMjI0NbWhpSUFLGxsVy8eFHAciIjI4W60cjIiLq6OvT19fn27RtPnz6lpqYGExMTvLy8RDCypqaGjo4OFBUVBUEvJCSEpKQkZs6cyfPnz7l16xbnz58nJSWFLVu2UF5ezvbt2/nx44fAl+rp6Qm0Zn19vcg/3Lt3jxMnTpCXlyfMVCdPniQ4OJjy8nJ0dXVpampi5syZjBkzhsrKSh48eMD58+c5f/48bm5uhIWFoaGhgaWlJW1tbRw6dIi2tjZ0dXXp3bs3kpKSqKmpkZ2djba2NiNHjmTHjh3cuXOHqVOn4u7uTlpaGnJycsjKyhIbG4umpiapqamYmprSs2dPxo0bh4yMDC4uLvTt25euri4yMjLQ0dHB3NyciooKjI2NiY2NJSYmhqKiIsFJV1JSYu3atQQFBWFlZSWkUL9+/UJRUZGOjg4mT55MaGiokDUNHTqU/Px8Vq5ciYKCAk5OTigqKtLV1UVMTAzV1dXMnj0bFxcX5s6dS58+fQSoxtfXl0+fPgmt7qVLl9DQ0KB///4MGjSIvXv3cujQIZycnPjy5QsXL15k1KhRWFtbY25uTmRkpNDGtrS0MH/+fNasWcP69esZMmSI6KknJyczfvx4/vnnH1xdXfH39+f58+fEx8fj6elJfn4+EhIS2Nra8vr1a/r06SOqdlJLly7dVlJSQldXF7t37yYzMxMFBQVMTExYtWoVPXv2pLa2lpSUFGFFASguLsbJyYlBgwahoqKCsbGxGEkNGzaMJ0+eMGDAAPz8/KipqaG2tpZt27ahpqZGUVGRQCYGBgZiY2ODuro6ZmZm9O/fn8bGRgoKCli1ahXp6emMGjWKlStX8uvXL7q6utDQ0CA2Npbz588THh7OypUrMTMzIzY2FjMzM3bu3Im3tzednZ1YW1tTWFhIWVmZGPddv35dWMJSUlKYO3cuQ4YM4dy5cyxYsIBz586hq6tLYWEhlpaWBAQEkJSUJHjLU6dOZd26dcyaNUscykePHmXMmDFkZ2eLN/EnT56IVKe2tjabN29m9OjRtLa28scff4iddXd30crKivb2dn78+CG+cMXFxUhISKCvr4+UlBRWVlYsWrQIX19fLC0tOXr0KE1NTejr67N27Vrs7e0FyerVq1fMmTOHp0+fkpOTIwITEhISBAUFERMTg5WVlUgxqqur06tXL1atWiVoP93C9jVr1nD48GGGDBlCfn4+L168YNmyZfz555/88ccfbN26lfHjx7NlyxZycnJ4+fIlZ8+e5d27d7x48YKMjAzCw8Px9vYmKCgICwsL0RHvNuM4OjoiIyODtLS02MudOnUKIyMj3r17R2FhITIyMigrK7N9+3aRTu/eyRcWFgrBQ0FBAZMnT+b+/fv8/PlTOKJTUlJ4+vQpEydOpKioiMePHxMZGcnIkSNJSkpi0qRJfP78GUtLS65fv87w4cMF97hb+VpcXCxu0VpaWkRHR3P79m1hY6qqqmLZsmWYmZmRkJBAcXExERERGBkZUVFRwY0bN/Dy8kJeXp7Lly+zevVqQf3y8PDg5s2bJCcnk5KSQkxMDD169GDevHlkZ2ejqalJaGgo4eHhmJiY8Pz5c9asWYOysrLIj3R/v75+/Sr6pPv37xcM7KKiIurr6+no6EBFRUUcmLt27RJBoZ8/fyIhIYGnpyfR0dFiTWZtbU1YWBhXrlzh06dP5ObmMnjwYDFhc3JyorGxkYMHD6KoqMivX7/49u0bNjY2zJ49m8mTJ+Pq6kpwcDCAmHB0rw6qq6tpb2/H2toaFRUV9u/fj4ODA4WFhezfv59hw4ZRVFREW1sbXV1dmJiYCGHJ7NmzmTlzJv7+/ujq6iItLY2rq6tAEdfU1JCUlIS5uTmnTp0iICCAlpYWFixYgLGxMX5+fuzbtw9fX18CAwNF7adbzmJsbExLSwujRo0iIiKCCRMmiEOorq6OTZs2cfPmTTIyMkhMTMTf35/ExERUVVVpamri8OHDnDlzhuXLl2NoaMj8+fO5e/cucXFxDBo0SIz4Z86ciY6ODitWrEBHR4eJEyfi4+PDiBEjBJtiyJAhZGVlMX/+fEH2s7W1JSYmhl69epGZmcns2bPx8fGhpKQEExMT/P39efToEcuXLyc2NhZHR0eWLl1Ke3s7Dg4OpKen4+npSV1dnTiYnJ2d+fz5MwoKCuL3dOPGjVy/fp3i4mKsrKxE8HDMmDEoKipy/vx5GhoaGDBgAD9+/CAoKEjgfGVlZcXa8devX8LxPWDAAMzNzSkrKxP1PiUlJdatW0dcXBxubm7MmTOHwMBAEfbsroAOHjyY7Oxspk+fztu3b4mMjGTy5MmUl5czbdo09u3bx6RJk4R1sKKiAn9/f6SlpYmNjcXW1pYRI0ZQUlIi8L8jR45k0qRJPHnyRNAFf/z4QVhYGNOmTSMlJYUzZ84QFRXFnj170NPTw9bWlm/fvola8datW9HU1CQ7OxslJaX/gxutrq5GX18fZ2dnwsPDSUlJoaioiPHjxxMaGoqNjQ1nz57FysqKkJAQHB0dWb9+PVJ+fn7bLC0tCQ8Px8DAABsbG5GYra6u5ty5c9jb2/Pz509CQ0ORlpamvr6ely9fsnfvXiIjI8nNzRXAinHjxnHx4kXRX9y7dy8bNmzA0tISCQkJDh48yL179ygpKaGpqYlr165RWFhIcHAwLi4u+Pj48Pr1a+Tk5NDQ0KBv376UlZXh5uZGV1eX0B2OHz+e8+fPc//+fW7cuIGysjL5+fk0Njby9OlTNDU18fDw4O7du2hoaPD69WuioqKIi4ujpqYGPz8/UlJSmDNnDr6+vlRVVREeHk7//v3Jzc1FW1ubT58+iYf/ypUref/+Pfr6+uzevZtBgwahrKwsTDyjRo1ixIgRoqfdTTzqrkl17/cXL16Mt7e3+DCkpKTIyMgQaMWjR48ybtw4ampquHHjBkVFRfTu3RsJCQlCQ0PZvn075eXltLW1ERkZyfHjx0X6MCgoCH9/fxYsWMCcOXP4+++/WblyJZMnT8bGxoaoqCikpaWRkpIiJSWFgIAAMjIyKCoqoqioSIRM4uPjkZKSIi8vj9u3b2NhYSES8dnZ2YSHh5OVlYWTkxM6Ojq4urri6OjIsWPHGDVqlKC+1dfXM2LECDo6OlBXV2fDhg08ePAAVVVVxo8fz7p16/D390dJSYmKigoeP36Mi4sLP3/+pK2tDX19fdTU1PD29sbNzY2ePXsiISHBtGnT6OzsJCAgAH9/f/755x+cnJxQVlampaUFe3t7/P39hWqxmzsdHh5OdXU1U6dOBeD+/fs0Nzfz33//8fv3b0aPHk1jYyMtLS3U1dXx69cvFi5ciJGREZ6enlRXV6OoqMjOnTt5+vQpHz9+5OTJk0ydOpXZs2eLRHG/fv3o6OigtbWV9PR0nJycMDQ0JDU1leXLl5Oenk5VVRUKCgo4ODigqKjImzdvhG5w2rRpdHV1sXjxYhQVFTl8+DDp6en4+PigoaGBo6OjmIzExsaip6fHy5cvKSoq4ufPn8JfnZmZyciRI8nLy+PWrVsoKirS2NjI9+/f+fXrF3Z2dujo6IibkLq6Oi9fviQ8PJzU1FRyc3OJj49HT08PR0dHJk2ahLm5OY8ePaK5uZmIiAiqqqp48OABp0+fRllZmb///psxY8Zw5coVbG1thfozOzub9PR0/v77bzGR69Onj6DmeXl58ccff3Ds2DEyMjJoaGjg1q1bfPr0iV69ejFgwADBre7q6iI/P5/x48dTXFyMqakpnz9/Zs+ePezYsYOMjAyRMXj8+LFYf2RlZVFWVsakSZMYPHgwr1+/Ji0tTUBzCgoK8Pf3JzMzk4KCAmJjY/nvv/+YM2cOiYmJuLi44OjoKNZqu3btYt68eVy+fJm5c+dy//595OXlKS0tJT4+XvzOp6en07NnTwF56harvHz5kpqaGkpLS9mwYQMyMjLCUJiUlISsrKxwSK9Zs4bevXsLgl9mZiaHDx9GVlaWlpYWgoOD2bRpE5MnTyYzM5OhQ4eioaHBo0ePKCwsxMPDA01NTaKioigrK6OiooIjR44QExODlpYWO3fu5OPHjwLmY2pqSldXF2/fvkVXV5ebN2+irq4ueNd2dnYEBARw7949hg0bJqyFaWlpLFiwgP79+5OamoqhoSGBgYGMGjWK6upq9PT0mDlzJs3NzaipqdGnTx+uXLlCfn4+vXr14vXr10ybNk3oTWtraykpKWHWrFncunWL58+fi2liaWkpnz59orS0FA8PD169esXmzZv59OkTw4YNo0ePHjx8+JApU6bw7t07li9fjoGBAY8ePRIT5JaWFrS0tJCTkxMXUzU1NQwMDAgPD8ff3589e/bQq1cvkpKS8PT05Pjx4ygqKlJUVMS4ceOYMmWKIEsuXLgQBwcHamtrRYNGQUGBlStXkpSURHl5OYWFhVhYWJCfn09mZiby8vKUlJSgp6fH8+fPxfRVTU2NJUuWiPOlubn5/+s1u4EQ3b+o9vb2JCUlUV1dze7du4mJiUFOTk78gqSmpqKsrExoaCgtLS04OzuLovrhw4eZMmWKID+9efOG+Ph4ysvLOXHiBH5+figoKHD58mWePXtGV1cXtra2SEpKEhgYyJUrV/Dz8+PSpUtcuXIFQ0NDcThZW1tz+vRpUWZ/9+4dK1asQEFBgYaGBh49esS4cePIz89n/vz5ZGdnk5SUhLGxMVZWVuTm5tLY2MiDBw/YvHkz5ubmJCcnc+DAASZMmIC9vT1PnjwRyNAePXogLy9PTU0NFRUVaGpqoqCgwMaNG7ly5Qrt7e2kpaVx5swZ5OTkxO7G29sbOTk5FixYwNmzZ9m9ezefPn1i7ty5REdHc/fuXY4cOSIc1Kqqqnz69IkFCxYITWBQUBANDQ2sWLGC+vp6qqqqCAsLo7i4mJycHAIDA+no6BA38L59++Lk5MShQ4dYvny50CgOGjRITE9+//7N4sWLxW1y8ODB4m365MmT2Nvb8/LlS8aNGyf48WZmZhgaGpKYmMjMmTOpqqoSN19paWm+ffuGh4cH8+fPx9fXl6tXr+Lk5ERhYSELFy7kw4cPlJWV0djYiJGREVVVVVhbW/Po0SMsLS0FcezZs2d4eXnh7e1NWloarq6uREVFkZKSgqmpKfr6+nR2dqKlpcWlS5fo1asXf//9N/7+/lRUVLB8+XKkpaUJDAzkxo0b3LlzhwULFuDp6Sm438OHD6d3797U1dUJXaysrCzS0tJoaGhw8+ZN5s+fz+rVq8nLyxPgimfPnnH16lUyMzPx9/dn586dZGZmcv/+fZKSknB2diYgIIAnT55ga2sriHHXr1/n1q1bSEpKMnLkSLZv305ISAipqamUlZVRWVlJTU0NwcHBYnrw7ds3/vrrL2pra5k9ezZGRkaMGTMGExMT+vTpw+3bt7l58yY+Pj68fftWdLqHDh1KVVUVlpaWqKioUFhYyJo1a0TIZ+bMmSxbtky4dXv16oWFhQUbNmxAW1ubhIQEHB0d+fnzJxYWFtjY2BAREcHcuXOpqKhAUlKStWvXoqqqyp9//sn27dsZOnQoc+fOZfLkyf+HOqajo0NjYyNDhgwRB0BtbS16enqCLe7m5oahoSFVVVW0trbSo0cPkpKSBMDo/PnzjHbq8TAAACAASURBVB49Gh8fH6ysrMTN/8KFC4SEhAir2YEDB4iIiMDGxoY1a9ZgZmbG6tWr2b9/P7m5uXh4eKClpcXBgweZOHGi4Girq6uLXrGhoSHKysrs27ePDx8+YGBgwO/fv7l27RorV65k1qxZODk5YWFhQVhYGF5eXnz//p3m5mauXbsmwmU/fvwQUBgHBwcAMjIyqKqq4ty5cwwfPpzc3FzCwsI4evQodXV1lJaWMnToUCoqKpg7d65YI9XU1FBcXExxcTGbNm3i06dPGBgYkJCQwP/+9z/xfbC0tERSUpK//voLa2tr7t+/j6enJ8uXL2fUqFECWLVx40Y+ffrExo0baWpqYteuXeJZ2draSkNDA7a2towbN4729nY+fvwo/k/V1dXU1tYKMU18fDzJyckUFxczZMgQJk2axKZNmzA0NOTChQsCPfrHH39QVVVFWVmZcC+8fv2aGzduiBeNL1++CG6DpKQkr1694vjx46irq1NZWcm8efMEpKlnz548fvyYffv2YW9vz5UrVzA2NkZOTo6XL1+KXfy5c+fw8vKiubkZfX19GhsbqaioICgoiM7OTiQkJBg2bBhXrlzh33//xcrKipKSEqE+PX78OE1NTRgbG7Njxw42btzIkydPaGlpwdTUlOjoaKKjo5k8eTLnz58Xxq4lS5ZgZmbGqVOnWLx4sdDALly4kIKCAt69e8fNmzepqKigX79+lJeXM3XqVDQ1NbG3tycgIIDW1lZB+Ov+XLrFXJs3b0Zqzpw527pxfyUlJSQmJmJnZ4euri5+fn5CQ5eZmUl+fj7a2to4OTnh4+PDuHHjCAsLw8PDg+bmZrS0tJg0aRJTpkyhtraWX79+sWrVKhYvXizk5+bm5rx//168Sba1teHr6ytIZ7Nnz+b37994e3sTExMjuM36+voEBgZy/vx5Nm7cyPLlyxk3bhwKCgpUVFTQ1dWFqakpioqK4tCtqanBxcVFvMHo6+tz9+5dXF1dkZWVRVlZmb59+5KRkSEejjIyMkyYMEEEO86fP8+1a9dIT0/n/fv3fP/+HUNDQwwMDNDQ0GDAgAGsXr0aFRUVvn//zsePH5k3b54o99vY2LBq1SocHBywsLAgMTERAE1NTcLDw9HS0qKoqAh3d3dSU1Pp168f69evR1NTk4sXL+Lk5ER0dDQODg4cOXKEP/74g5ycHBQUFBg0aBA6OjpMmDABHx8fRo0aJfjqVlZW/PXXXxQUFLB8+XJ0dHRoampCUlJS4BSLioqorKykuLiYlpYWvn//jpycnCCzrVu3jvz8fJYtW8amTZsYN26c8HJ3Pxx0dHR49eoVzc3NDBs2jJ07d6KpqcnRo0cZP368UAD6+Phw7do1YQ56+fKlOJTi4uIICAggKyuL69evExISwubNm2loaMDPzw8TExOOHTtGQ0MDcXFxREdHIysri4ODAzk5OaJqt2PHDry8vIiPj8fd3V3swHNycggPD+fVq1ccOnSI5ORkxowZIxy/paWlvHjxgqVLlxIVFcW5c+fYsGEDFRUVPHnyBBkZGaSkpJCWlkZXV5fy8nJmz55NZ2enIL+5u7sLG1pQUJDYR3enajMzM1m2bBl5eXnk5+ejqqrK2bNncXR0FG7pnTt3oqyszJ07d2hubqakpISGhgb27duHtrY2gYGB7Nmzh2PHjrFnzx48PDxE/uH06dOUl5eTkJBAY2MjFy5cICgoCDMzM5KTk6mtrUVbW1uENWtra/n+/TuTJ0+mrq6OrKwsXrx4Qd++fbGzs8Pa2poRI0aQkJAgACndB+revXs5ePAgSUlJfPnyhaioKG7duoWRkRHPnj3jyJEjzJs3j9raWsLDwzE1NRWcdEtLS3R0dLh3756A5igpKXHnzh20tbX58eMH48ePZ/fu3bx//x5fX1+Cg4P58eMHT58+ZerUqVRXV9PV1cXgwYNZu3Yta9euJSEhgezsbHx8fCgsLOTFixfs3r0bJSUl/P39uXHjBgMGDODNmzd8+fKFa9eu0dnZSXJyMvLy8gDCAOjq6sqzZ8/Ytm0bSUlJrF27Fnl5eVRUVNi8eTNpaWkAIsne3T5YtGgR+fn55OXliQlhTEwMQ4YMITExkbq6OvLy8pCRkWHgwIE0NTVhYGCAsrIyHR0djBo1ipkzZ9LW1sarV6+YMGECsrKyKCgo8OvXL8aMGcOsWbPIy8tjzJgxXLp0iZEjR9KjRw8uX77MnTt3yM7OxtnZmUmTJnH06FFmzJghphR6enpcuXIFa2tr3NzchClr9+7dPH78GC8vL7H209TUpKGhgUuXLnH16lWh+vz48aOYdna/xFtaWvL48WM+f/7MrFmz6OzsJDU1FWlpaQYOHCh0qdra2pibm7N3716Ki4sxNjZm4cKFHD58mG3bthEZGUmPHj1wdXUVIJuPHz9y+/ZtBg8ezMuXL1FTU6OtrY0PHz6goKCAtbU1enp6GBsbY2Njg4mJCd7e3vTo0YMfP34gKSnJ2LFjuXXrFtnZ2Tg5OXH16lXU1NRQVVVl2LBhWFtbExwcjL+/P2vWrMHX15f4+Hj69euHrq6usH1dvXqVkJAQFi9ezMWLFxk8eDBTpkwhNDSUqqoqZGVlaWpq4sOHD0ydOpWAgABycnJYsmQJc+bMEevhefPm0draipaWFk5OTrS3t3PmzBmUlJSwsbERSt+2tjZ+/PjB79+/Re1PasWKFdu6U5IyMjLIyMhw//59lJWVGTFiBI8ePSIxMZHm5mb69OnDjRs3SExM5Pv371haWpKcnEx0dLQwao0cORIpKSkKCgpQV1fn2bNnZGVloaqqSnl5OfPnz+fKlSvizSMxMZGOjg60tLQEG3z69OlUVlby/v17lJWVBU5x3LhxJCUl4erqirOzM4aGhvTr149+/foxZ84cPnz4IG7x7u7uSEhI8ODBAyZMmMDNmzdFzaCqqoodO3aIjnjfvn0pLi4W+6Z79+5x/vx5xowZg6SkJCYmJnR0dIhDUktLi8bGRj58+ICOjg6qqqrY2tqipKSEgoICr1694vnz5zx48ICOjg50dHT4+PEjzc3NgpmcmJgorFjdfcAhQ4YQERHBhg0b6NOnjxjLdLuAo6Oj8fHxQVVVVZDoysvLOXPmDM3NzUydOpXi4mKRYtyyZQu7du1izpw5hIWFoa6uLvzlsrKyBAYGcvr0aaZPn86UKVPYs2cPU6ZMEdWZ4uJiXr9+TXx8vDighg8fjq6uLrq6usyZM4ekpCT09fXJycmhd+/eTJkyhebmZv766y+0tLTo27cvlpaWfP36lQEDBggeemZmJg4ODrx69Yqamho2bdrEjRs32LFjB9+/f8fIyIhbt25RWFhISEgIAQEB5Obmcv78edatWycCQPX19YwfPx57e3v09fXR09Nj4sSJFBQUiNG6vLw8I0eOJDAwkKtXrzJ79mxiY2MZO3YsBQUFVFVV0bt3bx4/fkxYWBjLly9HSkoKNzc3YQN69uwZampqosPZ2dnJ8uXLycnJ4eHDh4wdOxZra2tOnDghAnmrVq2ivLwcNzc3hg4dyocPHxg4cCDq6uoMGDCAY8eOcenSJQoKChg6dCiGhoZISkoyZMgQVqxYgYaGBtnZ2dTV1bFz505WrVrFvXv3KCgoYMaMGUyaNAklJSXevn2LoaEhM2bMoLW1FVNTUyZOnMiHDx+wtbXl7t27dHZ2YmpqiqWlJTExMRw8eJCGhgaePXvGt2/fqKuro6uriwsXLggGgpeXl6jrHTlyRNx2T548yaVLlwgICOD27dt8+/aNrVu3sm/fPnr37s0///zD+/fv6erqYuzYsVy/fp3W1lYGDhyIm5sbKSkpPHr0iMuXL3P27FnOnDlDZWUlvr6+Au6TkZFBeXk5T58+5fbt28J0VFRUxO3bt7GyshJshG6wUklJCX5+fkhJSSEpKYmBgQHTp09n165d/PHHH0yfPh0TExMyMjJ4/fo1MTExjB07lqNHj1JcXMzcuXOZN28eWlpaaGlp8ePHDy5cuEBpaSn/+9//yMzM5OXLlxw4cIApU6bw8OFDevXqhYuLC5cuXcLBwYHW1lbs7Ozw8PDgzZs3gpWtoKBAeXk5nZ2dIn/QrdlcsmQJkydPpr6+nuPHj4sLSHl5ubA1vX//XqBnhw4dyooVK1ixYoVYS9ra2qKpqSlAVK2trWItUl1djZSUlNDoFhYW8uPHDzZv3ixc993PqPb2dsEKqKmpQVZWlsbGRrZv346SkhI6OjqCxldUVMS8efMEYTEkJISamhpMTU2xsrLi4cOHDB48mNTUVKytrcXnIicnx65du1BTU+P8+fNYWFigqanJxo0bcXBwID4+npCQEFasWIGEhARWVlbiGVtSUoKCggK/f/+mX79+ghH+5csXLl++LNoa/fv3Z9GiRairq2NoaEh+fj7bt2/n1atXDBgwgI6ODsrLy+nfvz9xcXGCaNfR0cHAgQOZNGkSL168oF+/fjg7O9O/f3+ePn0qvBhnzpyhpqaGyMhINm7cSHx8PF++fGHt2rW4u7uzevVqjI2NGTt2rIBxmZqaMmDAAHr27ElQUBA2NjYUFhYK2ZOUlBTKysqoqKigpqYm1gKDBw8WL3dSzc3N23JyckhLSxN7vpCQEG7dukVUVBS+vr7Mnz8fJSUlvL29WbhwIYqKiri6uiIvL4+GhgZz584VTuq+ffuyePFi9PT0mDt3Ll5eXlRWVlJVVcWBAwcoLi4WEvr6+nqOHj3KhAkTiI+P548//hAPbQsLC2bMmMHnz58xMDDg1q1bQjJ/584dkpKSGDFiBDU1NcTGxhIZGSk6cHJycsyfP1/soXfs2MGXL1+IiYnhzJkzvHz5ktWrV4tqU69evcTYwdnZGW1tbVpaWvj48SPq6upoa2vj4uLCmzdvePHiBVeuXEFbWxtTU1NcXFy4efMmJ06coLOzk9raWnr37k1hYSFz585l1KhRxMbG4uPjw9KlS+nTpw8zZsxARUUFaWlpLCwscHd3R1pampycHBYvXixYycOGDROjWWdnZ/Gl/d///kdqairm5uYsWrSIHj16kJKSQv/+/bly5Qrz589HWVkZHR0dXFxc6N27N48ePaK4uJj6+noSEhJEz/Dnz59ih+Tl5UV9fb1gMTs7OzN69GhMTU158+YNZmZmDB06FB0dHbKystizZw81NTUitRkbG8uyZcsYNmwYLi4uhISEICsrK5SZ3eX/Z8+e4eDgQE1NDfHx8Zw7d45+/fqhqanJ48ePuX37Nurq6ixevJjbt28DCEyhvb09ixcv5sOHD0JuYmRkJAAfOTk5NDU1UV5ejqenJyNGjKBPnz7k5+fj4eGBj48PcnJyBAcH09HRIVzpv3//xtTUlI6ODq5fv46LiwvPnz/nwoUL5ObmEhsbS1BQEIcOHWLixIl0dXUJnnB3ajQ9PZ3hw4cza9YsDh48yPHjx/n16xdKSkqsWbMGOzs7YmNjBUHr9evXQvbg5ORESUkJN27c4O7du1y/fp1Pnz7h7OzM1q1b8fDwYOnSpfz777+sXr0aLS0t7OzsuHDhArW1tYLKp6KigomJCevXr2fRokU8fvyYU6dOoa2tzaxZs1BVVaVHjx6sXr1aBI48PT1pa2tj3rx5zJgxQxzwHz58ELICWVlZ3rx5g6+vLzU1NVhYWIh09bNnz+jVqxc9evSgq6uLmpoa3Nzc+PbtG8+ePeP9+/ekpqbi5+cnDH29e/fm8uXLmJiY4OnpiY2NDTk5OUyfPp0vX74gJSXF+PHjWbRoEcrKygKJnJmZyejRo0lLS2PgwIHIycnx+fNnwehXVVVFW1ubjRs3ClJYdyd44MCBzJgxg+vXr3Pw4EGeP3/OjBkz+PXrF2vXruXu3bsMGjRI0N+2b9+Ok5MTpaWlrF+/XlDFZs2axY4dO1iyZAnz58/nxYsX+Pj4cPDgQSEEKS0tpampidu3bzN06FDu37/Pt2/fcHZ2ZsaMGUhLS9PU1ERISAgTJ07E29ub169fM3/+fMzNzTE1NRUvv1JSUlRWVnL16lWam5sZOnQoVlZWeHp60tDQgJeXFw0NDejr64sJTWFhIYqKimKC4Obmhq2tLdu2bePr1684OTmxevVq6urqhCSmsbGRFy9eiEDrunXrUFdXx9ramgcPHuDm5sbnz59ZuXKlYI6bm5tz9uxZNDQ0+PnzJxkZGTx58gQjIyMmTpxIamoqBgYGdHV1oa+vL/7dw4cP8+DBAy5dusSMGTPQ1dVlwYIFXLx4kaioKKqqqjh+/LjQwEpLS/P8+XN8fHxQVlbG3d0dLS0tVFVVqa+vZ9WqVVy7do1x48YhJSWFlpYW5eXlSEhIiBXTkiVLUFdXx8jIiDlz5nDlyhUBYnn79i3R0dFUVVUJMJCOjo6gc968eZPExET69OlDSEgIXl5e+Pn5UVVVhaamJv369SMnJwc9PT1qa2upqalh+PDhpKenk56eTmdnJ1euXEFZWZnc3Fy6urq4fPkyERERxMTEEBkZSWVlJT4+PiQmJnLgwAEh1HJ1dSUjI+P/8wmALoB+/fpRWloKwIoVKygrK6OkpISOjg78/f2Fg1lVVZWDBw/S2dnJqFGjMDU1Fantfv36iRF1VVWVQNxJS0vj6elJRkYGT58+paurC39/fwoLC1FXV8fS0pLGxkZev37N4MGDKSgoIDg4mIqKCmpraykqKhJvvY2NjcyePZvNmzfj4eGBsbExhw4dYu3atXR1dfHq1SvevHmDlpYWpaWl6Orq0tLSgpGRETk5OaipqTF48GDxJZaXl6ehoQFPT0+ePn1KRkaGCJnMmzdPdI5NTEyYMGECzs7OtLe38/37dzGKGTRoEImJifTt25fnz5/T1dVFz549KSsrQ1VVlT59+tDZ2Ym2tja/fv1CW1sbdXV1fv/+zefPn3F2dub+/fsEBweTkpLCiBEjRCjK0dFRADa2bdvGvXv3UFZW5sePH+jp6aGvry+6vAUFBaioqKChoYGsrKyQVgwbNoxr167R3t6OoaGhSFQPGDCAkpIS7t+/j42NDW1tbaxfv17U9erq6kSyvDso8eDBAyQlJfn06ZN4yHh5eVFeXo6ioiJqamoMGDCAv//+m8LCQkaNGsXly5dxcHDg58+fmJmZoaGhwatXr3BwcPg/ZLuioiKKi4sZPHgw/fr1w8rKir///puWlhYuXbpEv379uH//Pp2dnaxatYpdu3YJaMX79+9xcnJCXl6e6upqQc4KDQ1lzZo1tLa2Ul9fj5KSEs+fP+fJkyds2LCBjx8/Mnz4cHR0dEhJScHe3l4QzhQUFJCSksLFxYXMzEyampqoqqqipaVFTGLGjh3L69evaWlpwczMTAAiuvMgsrKyfPv2DSMjI0aPHk1DQwMtLS0iZNKrVy/c3d25evUqjY2NZGVlERQUxLlz57CwsCAjI4PIyEgAkcSOj4/HwsKCb9++MXDgQFEbyszMRFVVlZKSEgEH0dDQoLW1lfz8fPFiUVBQwOzZs/n06RMlJSWoqKhgYGAAIHzmzc3NyMrK8vDhQ9ra2hg0aBC+vr5ER0fTt29ffHx8iI2N5eTJk+LW3NbWhpOTE9nZ2cjLywuoT9++famsrKSyspKWlhYcHByorq7GxsaGnj17ApCVlUXfvn25efMmqqqqoiJ148YNjI2NUVJSIj8/n8WLF2NgYMC5c+cwMjLCyMgIDQ0Nvn37RkVFBd7e3pw4cQJFRUXMzc0Fca+bA56UlMS4ceMEsbE7oDps2DAiIiIICAggLy+Px48fY2BgIL5T3Su17sSwqakpysrKnDp1CkNDQ0HNy83N5evXr6xfv57IyEjs7e2Rl5enra2NgQMHCuRuN19fXl4eRUVFYasrLS1FSkoKQ0NDpKWlMTAw4O3btygpKVFfX09gYCCrVq3C29ubPn36iHFzamoqampqDBkyhLa2NmGJc3R0RE5OTuQlTE1NhagiPT0dNzc3oaisr68Xh+uQIUP4+fMnZWVlAvHcvR/38/MTdLnevXujpaWFpKQkysrKxMXFMXr0aAA6OjpoaWnhyZMn9OnTR7xc2dnZkZaWRnJyMl1dXcK6VVBQgKmpKdXV1dy6dQt3d3fs7e158eIFX79+ZeXKlcTHx3P16lUSExPJz8+nqqqK0aNH8/fff4tAY3t7O46OjiQmJorMjZycHH369OHt27d8//4dCwsLGhoakJGRYdCgQSQkJLBz506qq6tRV1fn+/fvlJeXM3nyZJqbm1FWVqauro7W1laGDRuGgoIC7e3ttLe3o6Kigr+/P9XV1Vy+fJnFixdTUlIiqr+WlpYUFBTg7e0tzHrdGSxzc3Py8/OxsLCgvLwcJycn3r59K3jkXl5eIpORlpaGVFZW1jYfHx8CAwMFnvTBgwfMnTuX2bNn09HRgYaGBj4+PjQ1NQmFmYuLCy0tLQBUV1eLrt779+9xdXWlpqaG8+fPs3XrVoKCgtDU1MTY2BgTExMmT57Mw4cPWb16NRoaGjg4OKCgoICGhgYyMjL4+Phw8uRJpKSkyM3N5cuXL/j7+6OgoEBSUhJfv34lLS2NXbt2ERYWRq9evfj69Su3b99m3bp13L17FxUVFWpra9HV1cXExER82d69eyd8rUFBQSQnJ6OmpoadnR2nT5+mtraWPn36MHPmTC5cuEBycjKtra18+/aNnJwc0dseOHAg8fHxjB49mry8POLj4/H19eXXr19CrdmjRw8sLS1JTEzE3d2dMWPGiFtge3u7qMlERUUJY1W3s3jFihX06NEDWVlZli5diqSkpOjprV+/HhUVFU6cOCH2SlVVVWI8rqysLPavxcXFXL58maNHjyItLU1mZiYJCQn4+/vz33//YWtri5SUFKqqqnR1dREbG8uGDRuorq4mNTWV8vJysQdqb28nJSWFhIQE+vXrx82bN1FRUSExMZGfP39SXFxMUVERZWVl5OXl0bNnT2bPni12thYWFkhJSREWFibUnMnJySIt3q1DNTAwEOL7zZs3k56ezp49e+jRoweJiYkiibpz505GjRoldvVJSUlISEhw9uxZ6urqUFVVRU1Njby8PDo6OsjIyKCgoICbN2+ipaXFoEGDOHDgACNGjCA1NVXQ9+Tl5cnKysLOzo7KykpWrfp/VP11XNfn+7+PH3SngnRLiHRIKQIqxmzsVnTWdOqMGZtzbs5t6uaLze6aYqPYgoIgktIIPOmWDmm+f7x/XLffh7+9wU2ePB7XdZ7n/TyObwWG8NGjR7S0tCAvL09qaiqGhob4+/uTl5dHXFwcCgoKXL58maCgILy8vDAyMmLo0KG4uroKZKKHhwc9PT3Y2tqira3N1atXKS4upqWlheDgYHFhunr1Kt3d3dTU1ACwb98+HB0dUVFRES2/wVbfkCFD2Lp1K5aWljg7Owupg7+/P2ZmZly6dAlHR0eRivXx8WH+/PlkZGTw119/YWFhIXIKbm5utLS0EBoaioODg2BXp6enc/r0aRobG1FSUhJ7sT4+PkL5OOh89/X1paKigoCAACZNmoSjoyMaGhpMmjRJ+ITr6uro6enB1dWVX375BRcXF7Zt24acnBzz589HVlaWnp4eTp06haysLD/99BPNzc1Mnz4daWlp5s+fj4yMDLq6usJHMDAwgIGBAUuXLiU0NJSrV6+ydu1aYmNj2bFjB1u2bBFinkGokLKyMsHBweLA3LlzpzDxGRgY4Obmhq2tLSoqKnh4eIi95SdPnrBmzRomTpxIeXk5U6dOpaurCw0NDbGv7ezsjIWFBTY2NiQlJaGpqSlUn48fP8bFxYWUlBRu3brFwoULGT58uFgxmj59Orm5ueTk5ODu7k5paSlpaWkihf3zzz+TkZGBtrY2GRkZpKeni8vUqlWrRBCytLSUlStX0tbWRlZWFoWFhYIDHhUVRUJCAvr6+uIdk5KSQl1dHXv27MHOzk4cbCoqKnh5eWFhYUF3dzeNjY2kpaVRVFTEmDFjiI+PF3P4VatWoaamRmBgID09PZw/fx4XFxc6OjpQUVERmSAVFRXi4+OF1MfJyYnu7m4qKiqYMmWKqPgHE+YPHz5ET08PNTU1SktLsba2Zu/evURGRgoBTXt7O69fv8bU1BRLS0u2b99Oa2sriYmJXLx4kba2Nnp7e4mJiSE3N1fofsvKyrh//z5Dhw4lODgYHx8fhg8fTklJCUuXLuXEiROCaw7Q1NTEixcv+O+//ygqKuLy5cs8ePAAa2trrl+/TmJiIjIyMuzevZuCggIWLVrEyJEjRcappaWFzZs3U1dXh5SUFE1NTWRkZFBfXy/45H5+fuJzUFRURGblypX7LS0tiYyMpLy8nClTprBgwQKcnJzYvn07mzdvZs+ePfz9998oKipSWFiInJwcYWFhNDQ0sG7dOoyNjVFSUmL06NECsejo6Iifnx82Njbk5+dz8OBBWltbhepsUAU5WIkOHz6cy5cvY21tzfv372lsbGT06NFcuHCB2tpa4eeeNGmSmBO9fPkSfX19Vq1aRU5OjhAP9Pb24unpSVhYGPb29sLF/eDBA27fvi3anOvWrft/kHSOjo58++236OjoEBMTw7Jly3jx4gWFhYVs376dN2/esG3bNrKyshgYGEBWVpbq6mqePHnCtWvX+Oqrrzh69CjHjx+npqaGpUuXUl9fT0lJCatWrUIikZCTk8P06dN5+PAh3t7elJaW0tfXR0VFBU1NTbx69Yrvv/9e+G4bGhpEaz4/P18wcjds2MCVK1eoq6ujrKwMDw8PDh48yOXLl9HV1cXa2lrs/FpZWXHp0iU8PDx4+/Yt+/btIy4uTrTImpqa8Pb2Jjk5GYBTp05x/vx5VFRUUFRU5O7du2zYsAFzc3Py8/O5cuUK6enpqKmp8eLFC1xdXQkODqaxsZHY2FgePXpEVlYWnp6eAh6Snp6OlpYW27dvF+acv//+G0dHR5KTk/n222+5PPI/+wAAIABJREFUdesWfn5+nD17ltevXwvq3p07dyguLmblypVISUnh4+ODrKwsa9asEReEtWvXcvHiRR49eiQIdbm5uYJJ7e/vL8KPR44cwcjIiBEjRqCjo8Pw4cNpbGwkODiY48ePc+DAAWJjY5GSksLIyIhx48bh4eFBVFQUo0ePxszMDGNjY+Tk5PDx8REhv0FesqamJjExMYSHhwMgLS1NX18fixcv5smTJyKNPXPmTNrb21mxYgW+vr5oaGjg5OTEwYMHsbGxYdOmTeKZOXToELW1tezduxdra2vCw8OJjo5mxYoVJCUlkZycjLKyMmFhYdTV1QlNbGxsrOjwpKSkkJqaKkYx9+7dE8/M8ePHGTJkCK9eveLu3bsMHz6cq1evYmNjw8OHD5k/fz6TJk1i69atODo68vz5c/EzlJSUqK6upqenR7SVtbW1mTt3riCuXbx4kWXLlnHy5EkMDAzo6OgQCfa1a9cyfvx49u7di5qaGt3d3YSHh9Pa2oqzszNJSUkibDWImL1x4waurq4EBQXh7u4uAEmDl8OoqCixWpidnU1+fj69vb0EBQUJiM+g2au5uVmEAktKSkSG4fLly/zyyy/4+vry9u1bgoOD2bNnD3l5edy4cYPQ0FBqa2tJSEjAxMSE4uJiRo4cCSAQn4Ojj0H075AhQzh69CgHDx7E1dWVhQsXcv78edasWYOWlhb3799HR0eHN2/eCLiOi4sLd+/e5dy5c/z555+iOFFQUGD//v1IS0vz4cMHfvrpJ86ePUt8fLw4HLdu3YqmpibOzs4cP36cu3fvkpuby9OnTykuLhbVZ3x8PA8ePGD48OGC4z9nzhzc3d05efIkHh4elJWVUVhYKExeHh4eHD9+nKFDh6KkpIStrS1hYWGCPXH79m3B4xg7diwGBgYkJCQA8Pvvv6OtrY2enh4LFy4kOzsbLS0t2tracHV15auvvhLZpt7eXhQVFfH19eXHH3/k3r17APT09FBRUcGNGzc4c+YMt2/fpq+vD3V1dRQVFZFIJHR2dvLdd9+JwJuSkhKzZs0S76jVq1eTmppKUFAQ+fn51NXVCebBYOE1aAB7/fo1vr6+7Nu3j+HDh+Pr68u8efNEFqC5uZnr169TV1dHd3c33d3dKCoqcubMGZ4+fcqiRYs4duwY3t7eDB8+XGiA/f39hUHt4cOHKCgo8Mcff2BnZ8f58+f55ptvSE5OZteuXch8//33+0eNGsWoUaOwsrLi3r17TJs2jcbGRuTl5bl//z779+9nz549fPz4EVtbW/bv38+hQ4ewtLTE3NycP/74g/LyctTU1DAyMiInJwc/Pz8ePnwoDEyOjo6cPXuWqVOnUlFRIVZkVFRUqKuro7W1VayDfPjwgfXr11NVVYWnpyfr16+ntbWVL1++0NXVxcDAALW1tRw7doy6ujqBQRxsLY4fP57Kykp27tyJtLQ0Y8aM4fnz57x69Qo3NzcGBgaQkpJCIpGQkZFBbW0tzs7OHDx4UKAXw8LCxAGqr6/P+/fv2b9/vwj/rF69Gjk5OTQ0NIQsfmBggA8fPgiIw6ZNm1i7di3Pnj1j/fr1zJ07l/Xr1/Pu3TtevHgh6E+2traMHTsWf39/gZOcP38+VlZWpKeni1ldXV0dp06d4s8//6SgoABra2siIyNRV1fnwIEDdHR0EB8fz6VLl4QSb+zYsbx584aOjg6OHz/O33//zf79+zl+/DguLi4sX74cb29vli5diqenpzDSHD58mOPHjxMSEkJGRgaFhYXMmDGD/Px8wYpPSUlh3rx5aGlp8d9//6GoqIi5uTkXL17Ey8uLixcv8ueff3Lnzh0UFRUFH9nf35+Ojg60tbVZvXo1R48epb+/H11dXZKSkoiKisLBwYHIyEikpaU5deqUsOxIJBIaGxsxNDTkzz//5Pjx41y5coXe3l4GBgawsrLi9OnT3L17lxs3bhAbGyvS84PISkNDQxYvXixkA52dnTQ0NKCtrc3AwADNzc2sXLkSGRkZ0f6qr69HU1OTmTNnEhERgZ2dHePHjxdp3uLiYtTV1cnPz2fx4sX09/cTFxdHa2srDx48YO/evXz11VfMnj2bsrIyBpHAg2CJCxcuMGXKFD58+MCoUaNQVFTk8ePHLFq0iGvXrok1kICAAKSlpWlsbPx/+NivXr3Czs6O4cOHIy8vz4kTJ/j48SMFBQUCgNTb28vvv//O0KFDxZhr9uzZJCQkkJaWhq2tLZGRkVhYWDB8+HAMDQ0pKirC19eXc+fO0dHRwfz583FxccHZ2Rl9fX327dtHSUmJUIcaGBiI8c8g2U5GRoawsDDmz59PQkICwcHBHDx4EC8vL/E8fffddwQFBbF27Vqam5s5fPgw5ubmyMvLk5mZSVlZGd3d3axatYqvvvoKOzs7kXyfMmUK4eHhSCQSAgMD8fX1RU1NjRMnTqCtrU1eXh6nTp2iv78fQ0NDCgsLKSkpobi4mMrKSg4fPkxDQwPff/89enp6zJ07FxsbGyHRkZKSwtbWFllZWXx8fHB1dRUp8MmTJ3P69Gnxnqmvr0dWVpbc3FxCQkJYtWoVNjY22NjYMHToUExMTMjNzcXNzQ17e3sB5ikqKsLJyQljY2OKiopYs2YN//77L8eOHcPCwoIdO3YQEBBAXFwc3t7eeHl5ERQURF9fHyEhIZiYmBATE4O2tja2trbiAnHp0iV++OEH9PX1+eOPP/D398fU1JRhw4axadMm9u3bh5aWFlevXmXv3r2cOHECHR0d5OTksLW1JTU1FVlZWfT09FBUVOTKlSsEBAQwevRo7t69Ky5VkydPprq6Gh8fH7y9vYXFa8mSJaSnp1NVVSX0urNnzxaXJolEQl1dHf39/SJnM6ipBAQzYPny5bx9+5aDBw8KA+P69evx9/cnJiaGd+/esWTJEs6fP09sbCxGRkbk5eURGxvLhg0bBEzo8ePHguf94cMHDAwMWLt2LXl5eWJUJSMjQ3h4OFlZWWRlZTFmzBjev3/PuHHjePPmDTNnzmTfvn1kZ2eTkpJCYmIiDQ0NInNz+vRpHBwcMDc3p6qqCh0dHTHWLS8vZ/369aSmpmJqasrJkycF+tjOzo5bt25hb2/P0qVL+d///seHDx+4c+cOdXV1/8eE37Vr14CcnByfP38mICBA7Jt9+PCBOXPmYGlpiZqaGo2NjZw6dQoXFxcMDQ2pqqoS1bCysjJaWlpER0czefJkli9fTmlpKR0dHdTU1BAQEEBSUhIHDx7ku+++4+HDh7x8+ZKNGzfy+PFjPDw8hK5QTU2NKVOmcPXqVZHIDg8Px9jYGA8PD1JSUpg0aRJv3ryhsrKS/fv389tvvzF06FD6+/spLS0lODhYpAVjY2MFCWfChAm0trbi7u5OVFQUzs7OhIaGcv36ddrb2wHIyckRuslPnz5hZ2dHYmIi3t7exMbGihfBpEmTGD58OOHh4YwZMwZbW1tMTU2JiYlh+vTptLS0CK3hIJWpu7uba9eusXDhQtzc3MTN2cDAgH///RdPT0+ePn1KWVkZ48ePR0pKCl9fX9ra2jhy5AgBAQGoqqry5s0b9u7dS2pqKjt27GDFihU4OTkRFxeHkpISb9++5fDhw0hLS9PW1kZXVxfFxcXo6OigqamJp6en2COur6/HwsJC2Jq2bdtGT08PpaWl+Pj4EBsbK+DzTU1NLFu2DHl5eTFysLKywsPDQ1RyJiYmAos5OH8cBBH8/fff7Nq1i7y8PAFsGMw7dHV1MWbMGAoLC8XBXl9fT11dnQiJ5eXloaSkRFpamgDpJyQk0NPTQ1ZWFm1tbfz/f02cOJHly5eLpHZ+fj5Dhw7l8uXLAkPY0dFBZWUlwcHBGBgY4OHhAUB+fj5tbW1IJBLy8vJoamoiJiaGNWvW0NbWJlrMra2t6OjoAPDixQsUFRUFqhSgpqaGwMBAoqOjaW9vZ9q0aQI1u3PnTjw8PAT168iRI2RmZhIfH09eXh5Tp04lIiICAC0tLYyNjSksLCQoKIiYmBhUVVWFtWjlypW0tLSQmppKRUUFQ4YMobGxkdbWVubMmSPmpQoKCrS3t5OQkMD06dNRUVERc7n8/Hz6+/uRl5cX/GsXFxdSU1Nxd3dHQUEBLS0turq6SEhIwN7envb2dnp6eoRPfuzYsaiqqiIlJcXIkSO5ceMGNjY2KCoqoqioSHBwMF++fOHt27fib23//v2sXLmSvLw8enp6uH//vphPSyQSFixYQGxsLMnJyVhZWaGoqIi2tjbZ2dkoKyvj5eXFhQsX0NbWxtXVlYiICEaPHk1vby+XLl1i/vz5+Pj48OHDByGP0dXVRUNDQ+yIV1dXIysry9u3b/Hy8hKfe19fn0BIGhsbo6enR0ZGBu3t7RgbG/P582f09PSEHGgQH1xcXExMTAwbNmxAW1ubxMREFixYgJmZGXV1dSJI5uLiQn9/v+AaDG6tDK4NycvLU11dja6uLu3t7QQGBhISEoKOjg5NTU0sX75c+Lpra2u5cOECmZmZXL58WZALBymLnZ2drFu3jsePH7Nz504qKyspLy/H1dUViUTC9OnTCQsLw9LSEgMDA06ePImqqipmZmY8fPiQb775hubmZjGyunnzpggtXrhwgbCwMHF5kZeXp6+vj4GBgf9nzKOgoEBTUxPPnz/n5s2bvHjxAjc3N5ydnbl9+7bIdnz+/JmYmBj09PTIzc1FUVFRwJT09PT48uULdXV1/PDDD6IqH/wsv/vuO3FGfP78ma+++opnz57R2tqKkpISNTU1LFiwgJcvX/L9998TExODqakpDg4ODAwMYGFhIZTNa9asobi4mLNnzzJ37lzRiX316hVjx45FX1+fESNGCJZBbm4uixcvFnms5ORkzMzMSE1NZf369dTU1FBfX4+hoSHXr1/H2dmZjIwMli1bRmRkJBcuXEBBQQFTU1P09PSwtbXFz8+PJUuW0NjYiIyVldX+wTmCt7c3VVVVNDc3Iycnh5mZGX19fQKFaWlpSUlJCVOnTkVWVhZHR0dhGNmyZQv//fcftra21NTUCFF6YWEhRkZGImhx5MgR9PT00NbWZty4cUhJSaGiosLnz58ZNmwYK1asIDU1lcbGRoyMjHjx4gUAKSkpyMrKMmzYMObNm0dERIRQr7169UoEisrKysRs9smTJ1hbWxMYGIiRkRGrVq1CSkqK+vp6PDw8xAz28OHDgteqpKREU1MTS5YsISIiQug8v/nmG969e0dqaiopKSkYGRkxMDDA48ePmT17NnFxcVy5ckW05tva2oTs/e7du3z8+FHM4KysrEQgLyoqiqamJiQSCUFBQUhLS6Oqqoq8vDwfP34UB6WMjAyKiorCnlNbW0tZWRnbtm1DS0uLpqYmqqqq2LNnD0pKSigrKyMrK0tlZSWrVq1CR0cHFxcXqqqqaGhooKqqCjU1NXJzc/n6669JS0sTPuHc3Fyampro6+ujpqYGHx8fQZuaOnUqqampIuX/888/Y2Vlxfbt2xk3bhybN28mNDSUrKws4bFOSkoiJCSE3t5e0tPTCQgIoKamBisrK8rLy/nvv/8YdLLX1taipKREaWkpXV1dTJ8+naCgIDo7O7l48SLR0dFihDCYzExLS8PV1ZXe3l6+++47VFRUBIhkYGCAT58+kZOTQ0REBE5OTjx48IBr167h7OyMkZERjx49Ql9fX7wY379/z7lz5xg3bhwfPnxgx44dtLe3U1FRwdSpU7G0tKS0tFT8bVdXV3Po0CEyMzOJiorCz88PbW1tmpubuXbtGrW1tcTFxaGsrIydnR2lpaWYmZkhJSVFX18fJiYmXLp0iVevXuHq6oqLi4s43Dw8PHjz5g1LlixBTk6OzMxMFi5cKNaWFBUV8fDwYN68eWzduhV3d3cWLlxIdXU1U6ZMYeXKldy9e1f8HRsYGIgQm5OTkyAAzp49myFDhvDPP/8wY8YM0RqfO3cuLS0tTJ48mfj4eLEHfefOHQIDA8W4Ijk5mcDAQG7dusX69euFb2DYsGHs2rULLS0tUYVXVFSItaPq6mrk5OTw8/Ojvr6e7u5uxo4dKwJTcnJyjB49GicnJ6ZNm0Z9fb0gaqmrq3Ps2DFSU1ORSCTs2LGDCxcu0NDQgLGxMZaWlqIazM/PR0NDA1lZWU6dOsXkyZOFcjcsLAwPDw8SEhKoqakhKiqK27dvs2bNGsrLy0lLS2PmzJnCCvj06VMmTpyIrq4uurq65ObmUldXR0REhJDLNDQ0ICsry5w5c2hra0NGRgYHBwcUFBTo6OggISGB06dPM2vWLBoaGti+fTteXl7s37+f/v5+KioqRNfn9u3bLF26lMrKSubNm4eKiorQ8d65c0cEcuXk5Jg+fToFBQX09fVRVlbGzZs38fb2Fmn3QTmMuro6BgYGREZGUlFRQVpaGnFxcWzcuBEdHR3OnDlDYmIis2bNIiYmBjMzM7S1tZGWlhZ/o8XFxezcuZOmpib27t2LRCJBSkqKr7/+mtraWhoaGoiKiuLVq1dkZWUBUFFRgYODA0VFRaSmpgocbGJiIgUFBXz58oXMzEw8PT25e/cuI0eOFEXPjBkzKCkpobe3V8yhV65ciaGhocgkPH/+XMBiBiFJmzdvpq2tjUWLFlFRUYGpqSmBgYH09vYKbn9wcDDPnj3j0qVLYtZ/9+5dAaAaJD729vaydetWHj9+zIwZM7C3t6e2tpampibB5jA1NaWuro7Tp08zbNgwQRM8ceKE4GNUVFRgYmIiSIdHjhwhPj5efH9VVVXk5ORwcHDA2NiYtLQ03N3dkTl06ND+6Ohonj17JvZ9AcrKyrhw4QISiYTdu3fj6+uLuro6lZWVbNmyBS8vLwFYiY2N5ezZs5w7d46ffvoJKSkpQaCRkZFh6dKl1NTU0NraSk1NDdOmTeOnn37Czc2Nx48fk5yczNatW7l8+TL79u0jICCA+/fvExYWxt69ezl16hRBQUE0NTWhrKzML7/8Ql9fHyoqKpibm2NmZiaq6vnz59Pd3U1UVJRYFXJzc+PAgQM8f/5caOwGW5Hv3r1j4cKFVFZW8unTJxHlf//+PfHx8WhqalJeXs7du3cJCAggPDycP/74g8rKStTU1DA3NxfVgr+/P5WVlfT19WFlZSXWsJydnbl8+TJv374lNTWVyMhIent7uXbtGtXV1Xz+/FnslF+6dImbN28SHx+Pk5MTbW1tVFVVkZeXx8uXL9m/fz92dnZilm9mZsbIkSMFOMbKykrwhAcpRGlpaSLFeO/ePeLj48nIyEBXV1cc3Orq6mzevBklJSV++ukncnNzGTt2LNXV1aKKfPToEVFRUcLeFh4ezrhx47CzsxNVvJOTE9ra2ujo6JCamkpAQAClpaVcuHABa2trPn36hLe3N0+fPiU+Pp6enh5sbGyQSCS0trZy584dNm/eTFJSEs7OzuKFfubMGTFTWrt2rSDrZWZmEhAQICrBwcNLWVmZ6Oho5s+fz+LFi0XidmBggIKCAkHlc3Z2JiIigsDAQAYGBjh+/Djx8fHU1dXR2NhIVlYWhw8fJi8vj3v37qGnpwcgJDVXrlzh559/5vTp08IGdebMGT5+/ChyCZs3byY/Px89PT3a29tRUFAgKiqK9evXM2rUKK5cucLff//Nn3/+SVFREW/fvhWymcGtijNnzpCfn8/y5cvFburQoUPR0NAQYyZtbW327NlDZmYm48ePF2ner776ipEjRwoVZm5uLh4eHsjLy3Pu3DlxiRkxYgSnTp0SYp/u7m6WL19Od3c3o0ePpqOjAzMzM968ecM333zDy5cvqaysJCwsTKATd+/eTXV1NW1tbTg4OODi4iJofIPBobi4OIKDg1FQUOCnn34SMpO4uDjk5OR4+/YtxsbGWFtbC5HLnTt36O7uZvbs2Xh5eWFjY4Oamhrx8fFYW1uzaNEiHj58KPaox44dS1NTE4sXL+bRo0fimfz999+ZMmUKR44cYdeuXfT19Ylw0iDDPzc3l7i4OL7++mtaWlpYtGgRoaGh/P7778KBbWpqKn7vkZGRnDx5kuXLl7N69Wrc3Ny4d+8eZ8+eJTw8XCBJDx8+jLy8PHfu3BGfcWFhIb29vSxfvpzW1lb6+/tpaWkhLS0NVVVVuru7CQ0NJTU1lfnz59PS0sKhQ4d4+PAhsrKyfP78meXLl/Pff/+hr6+Puro6MTExQs2op6dHcXExpqamzJo1i+fPn7N69Wri4uIoKChg8+bNJCYmUlxczLx58yguLiYvLw9lZWXGjRvHhg0bUFJSYvLkyURFRQno0uAFPzo6mqlTp3Lt2jWGDh2KpqYmAH19fQI5+9tvvwHg6elJT08Pw4cPZ9KkSXz8+JGAgACcnZ1ZvXo11tbWYlRhamoqUujR0dFoampiaWmJlpYWYWFhtLa2kpWVRWVlJU+fPhUbDYMClICAAA4dOoSKigq5ubmcP38eDQ0NAZFJT08XDIjOzk4kEon43b569Yq6ujp0dHQYGBgQiXdpaWnmzJmDRCIRCfB9+/ZhaGiItLQ0BQUFwj+RlZWFmpoanz9/5urVq8ycOZPPnz8zdepUcaE3Njbm9OnTJCQkIJFIcHZ2pre3l3Xr1nH06FGKi4tJSUlBXl6ey5cvs2HDBqSqq6sHli1bRmhoKE1NTSgqKqKjo8O///5LbW2tWIIfBKN7eXmRl5eHjY0Nra2t1NfXY2ZmxrFjxwgJCRG31t7eXuGczsjIoLq6mlGjRuHq6kp2drawAHV3dwukp7W1NQBxcXEYGBjw4MEDioqKxN5rf3+/OGgHlWeDqxNVVVWCDjV27Fix+hIaGioO3kGt2qCspK+vj7S0NDQ1NdHR0WHevHnMmjULQ0NDATs4ffo0Tk5OaGpqoqSkRHd3N0+fPqWkpISAgABcXV05deqUWIVramoiJCREzMv7+vooLS0V1d/gbHMwNZ+XlyfgBSdOnMDY2BhjY2Nu3ryJkpISAQEB/PXXXxgYGCArK0tSUhIAVlZW9Pf3M2fOHFRUVOjr66OkpISrV69iZmbG5MmTSUtLw83NDSsrK1xcXMjLy2PYsGEkJiaK2+LgTdLb25tFixZx4sQJwsPD8ff3JyUlBVdXVwG9KCoqIjo6mqFDh3Lt2jX++OMPDh8+zN69e8Wcq7W1la6uLuTl5ZkzZ45AXnp6eqKoqIiRkRFXr16ltbVVhAuXLl1KYWEhcXFxrFq1imnTpnHz5k20tbU5ceIER44cIS0tDYCioiLk5OSQSCRkZ2czfvx4du/eLV5qKSkpdHd34+7uTnJyssgC1NbWsmjRIi5duoScnBxr167lf//7H7a2tmKNzsrKitjYWIFCzcnJoaamhubmZrq6usjJyUFGRobRo0eTnp7Ozp07CQkJEetmS5Yswdramnnz5vH111/T3NwsxAsGBgZMmzaNp0+fYmRkxOLFiwkLC6OrqwtnZ2e+fPnCo0ePqKmpobOzkyFDhlBcXMy7d+9Ei3/YsGEi0CMrK4uamhqHDh1iwoQJ3Llzh4kTJ+Li4oKVlRWZmZmoqqqSl5fH8OHDaWpqoq2tjRkzZohL8cqVK/n1118JCgpi+vTpAmJRUlJCeXk5SUlJBAcH09fXh4KCAvPnz6empoby8nK++uorfH19mT59On5+fmzevBl9fX2cnZ25dOkSdXV1/PLLL2RlZWFjY0NmZiZaWlqigzTo+W1oaCAgIIBff/2VM2fOcOLECcEYf/bsGS4uLjQ2NtLb20tUVBQfP36krKwMKSkpnJ2dRYizvb0dbW1tysrKqK2txdTUFB0dHR4+fMjkyZOxsLAQ8pRBoUVISAi1tbXo6uqKeemNGzcARKdnsFJWUFBAU1OThIQEVFRUkJKSYsiQIcjIyIggrZaWFi0tLVRUVNDf34+9vT02NjZUVVWxdOlSTE1NaWtrExWVjIwMEydORF5eHgsLC3788UdcXV0FrjMsLIxx48ahp6fH9u3bCQgIYNy4cUybNg17e3uuXLlCUVERSkpKXLhwgalTpzJv3jzS0tJobGxk4sSJQooRGhqKhoYGPT09aGpqcuDAAQ4cOIC7uzsPHjzA0tISe3t7/v33X2HwKi0t5dOnT0hLS+Ph4UFjYyOWlpa4u7vz4sUL2trakJKSorq6msDAQGJiYsRWQ39/P2PGjKGgoAB3d3eR1u/u7ubmzZuMHDlS/F8dHBzQ0dFBWlqaxMREvnz5IkK3xcXFREZG4u/vz7lz5wTXe9myZQQEBLB//35u375NSEgIABKJBC0tLZ49e8aTJ0+wtbWlsLAQFRUVlJWVuXHjBu7u7sKK2N7ezv379zE3N8fCwoLAwEDMzc15/fo1/v7+5Obmcu3aNSZNmsT79++ZPn06cXFxaGhoUFFRQWpqKuvWrSM7O5vs7Gz09fXR1dXlwYMHghdx7tw5hgwZgpKSEv7+/piYmBAZGcm3334LIPbiV6xYIc6fiIgItLS0MDc3R1VVlUOHDhEbG4vMsmXL9s+cORNra2sqKip49OiRaBcYGRnx+vVrvLy86OvrY9SoUYKBnJmZKVRyHR0d/Prrr+jr66Ojo4Orqyv9/f08evQIZWVlnj59SnJyMhKJhNevX1NYWEhtbS2ampokJSWhoqLC2bNnSUlJESg3HR0dRo4cya+//kp/fz8WFhaYmpoSGRnJ8OHDSU9Px8zMTEBddu7cSU9PDyNGjMDNzY26ujo+fPhAX18fsrKyYtcwKyuLrq4uGhsbycvLw9nZGQ0NDRwdHcWNOTQ0lLy8PJycnPDz86OyspKysjLx4efl5WFiYsLnz5/x9fXFyMiI8+fPk5ubS2NjowhGxcbG8ubNG27fvs3nz5/59ddfGRgYICIigjdv3nDr1i0KCgpQUFAgJiaGvXv3cunSJY4dO4avr6/Yc50+fTrNzc2Eh4czbdo0HBwccHR0ZPHixfj4+ABQV1fHjh07MDc3R1p3H5u0AAAgAElEQVRamoULF4r9z5qaGuHW9fLyoqysjJ9//pmamhqxvrN3714GBgY4ceIEdXV1bNq0CXd3d7y9vSkoKGD27Nl0dnZy8OBB4Z3t7+8XL0wZGRnq6+s5cOCAqIoTEhJIT0/n4sWLHDlyhMePH1NYWEhdXR3x8fHipVtUVERMTIwIaXR3d5Oenk5ZWRljxowhLS0NOTk5qqurxUvewsKCpUuXCr+2qqoq69atw9/fn5CQEGJjY1mwYAGenp5YWVlhaGgoaFQ///wzeXl5yMrK8vr1a8rKyoTLOi4ujt9++02w8J2dnSktLWXBggUi0NPe3k5OTg49PT3U1tayZ88epk2bRmJiItnZ2fzwww+oq6ujo6PDmDFjMDc3F5AGGxsb1q1bR0REBOHh4cIrP6j4S09PZ9asWTx8+FD8DPg/TO4geSo9PR1TU1M+fPiAn58f3d3dLFmyBDs7O/bs2SNEOAMDA7S0tPDPP/+IlT5jY2P6+/u5cOECTU1NJCcn09bWJtbSDh48iJSUFHPmzGH27NlYWlqKxPMPP/zAihUriIqKEu38p0+fijnu9evXUVRUZNq0aVRVVfHkyRNRBdbW1jIwMEBJSQlVVVX09/cLr/j79+959eoVsbGxvHv3TpD4uru7efToEZmZmRgZGVFUVCSUiHZ2dlhZWbFu3Tq0tLTw8PDAzc0NHx8f9PT0WL9+PX5+fuLzGzxQBgYGuH79Oo8fPyY9PV10BdPS0liyZAmfPn0iKyuLpKQkGhsbRXcgOjoaExMT5OXlcXFxobq6WmAyp0yZQlZWFkFBQXR3d+Pg4ICTkxPwf3vtX758ISMjg7i4OG7dusXbt29xdXXl6dOnWFlZsWnTJsrLy5k+fTrffPMNQUFBjBgxgoMHD/Lp0ydCQ0MZO3YsY8eOJS4ujsTERIYOHYqsrCzNzc28ffsWLS0tSkpKsLS0JCoqipcvX4r8iJmZmZj9BgcH8/z5cxYtWsQ///yDo6MjOjo6REREYG9vj5OTE6WlpWzZsoW8vDzc3d3p7e3lxYsXlJeXU1tbK1DPxsbGDAwM4ODgIEAhs2bNYuXKlaISbW9vx97eXlDzBnXDZ8+e5cuXLwwdOpT09HQGBgbIzs6msrKSwsJCZGRkOH/+PFFRUSgoKACIQ9PExISWlhbS09MpKSlBX1+fFy9e8Mcff5CVlUViYiJ6enq0tLRgbW1Nd3c3AHPmzGHcuHEkJiaKUVtXV5fgjg+eE4qKiqILNribLicnR2NjowCjLFu2DIlEwm+//SZENuPGjSMkJITRo0cza9Ys1NTU2Lx5M01NTXh4eLBlyxZMTU1F/mewvV9RUYGqqiouLi58+vQJe3t7ioqKRMH36NEjLC0t+fDhA1Lbt28f0NLS4tatW+jr6/PkyRO2bNlCcXExAwMDqKioCN72YAty9erVJCQkICMjg4+Pj0jW5ebmsmLFCiQSCZaWliKBraenx+nTpzEyMqK/v5/Y2FimTJlCfn4+R44cYeXKlaxevZp//vkHiUSCmZmZ2LM8deqU2M0cTOKVlZWRnJyMubk59+/fZ968eTx+/BgpKSm0tbVxcXEhIiKCzs5O+vr66O3txcTEBID58+dTXFwsDvVHjx4hJyfH9evXMTExEQnXjo4ODA0NqampYfLkyTg6OpKfny/YwA0NDaSmptLT04Ouri7x8fEA6Ojo0N3dLdK6TU1NaGtrM2nSJOLi4li3bh0DAwMkJyeLyi45ORkTExNOnTpFYGAgDx48ABC33KSkJCwsLOjo6ODNmzcoKSnh6OgoUJuZmZnIysrS19dHZmYmEydORENDg/b2drZu3cp///2HrKwsEolEPDyDHPenT5+ioaFBY2MjJiYmAjmrqKhIREQEM2bM4OrVqzg7O+Pi4sLjx4+ZOnUqZmZm1NTUCBBNdnY2SUlJVFRUcPHiRdTV1fHz8yMzMxN/f3+UlZVJTk5m48aNFBUVYWtrS3FxMfn5+bS0tDBixAjOnj3L7NmzsbOzQ1dXl7S0NKKionBzc0NaWpqNGzdSWFhIWloaDQ0N/P7777S0tODt7S2sOAUFBeTm5gII9/fMmTPF/vFgaLGkpISsrCzS09P5+uuvGTlyJDo6OoSEhCAjIyOq2sEqo7i4GICnT5/i7OzMwMCAePGWlpZSXV0t5raDmwwdHR0sWbKEpKQkOjo6OHXqFC9fvmTkyJHU19fz8eNH1q1bR2pqqginlZaW8vDhQ4EADQwMZPfu3YSEhNDR0cGTJ0+EH9nd3R1jY2NmzpxJSUkJnZ2doppRUlJCQ0MDiUSCiYkJhoaGqKiokJSURFFREWpqanR1ddHR0cGCBQuorq4WWY3Y2FiWL19OQkIC9+7dY9y4cUgkEqqqqgQ2t7GxkcbGRpKTk1FUVCQxMRGJREJPTw8tLS08ffoUY2NjvLy8sLe3582bN8ybN4+1a9diamoqICeDc1l/f38UFRUZMWIEd+7cYfbs2cIg2NXVxdu3b4VMx9TUFAMDA+7cuUNHRwePHj2iv7+fkydP8r///Q9TU1MMDQ3Jzs5mwYIF3LhxA1NTU5ycnEQ+YrD9OG3aNAoKCtDT0yM/P5+TJ09SWlpKbW0tI0aMEJsnbm5ufPz4EXl5eSwtLTlz5gzm5uZUVlbS1NSEgYEB/v7+3Lhxg7/++oumpiYBLJk6dSqfP39mxIgRojUfHR2Nubk5nz594ubNm3z33XfcvXuXhQsXsmLFCiZNmiSyGSNGjKCmpob4+Hjs7OwEaXJwzDI4knRzcxPvz/Hjx6OlpUV1dTVXr16lpaUFc3NzZGVlsba2JisriyVLlqCiokJkZCSzZs3i5cuXgrX+3Xffoa6uTnx8PCNGjEAikSAtLS20u6tWrSI1NVWwCAY7J99//z3Hjh3D0NAQOzs7srOzsbCwEIztQaRrVFQUU6ZMEaHj1atX09zcTEtLixiNDGafBvNMg0HHtrY2Xr9+zaRJk7C3t6egoEAENwe/EhMTiY6OFrQ9Q0ND1NTUKCoqYtKkSTx58oRp06YJc5ePjw+TJ0+ms7OTT58+YW5uLirs2tpaFBQUBMNBVlYWVVVVXF1def78OcuXL6e3t5fExESkpKTQ1dXl1atXtLW1ERAQQF9fH83NzQIy8/79e2praxkzZgy9vb1Ca/rp0yeRP5CXl0dbW5uenh48PT359ttv/48AaGlpuT87Oxt1dXVMTU2ZM2cO+vr6YrUpPT2dpUuX8unTJzQ1NQUMftiwYVhZWZGTk4OZmRkXLlzA0tKSs2fPCoNVV1cXtbW1TJw4kVGjRomKQUdHhz///JPg4GBOnz5NUlISGhoaQps4a9YsUSlmZ2dz/fp1ER6SSCScP39e7AJaWFjw/Plz5s6dS3NzMxEREaipqaGnp8e8efNISUmhoKAAHR0dpk+fzrVr18jLy0MikYj04MOHD3ny5An379+noaEBdXV1Wlpa2L9/P5s2bRKx/sTERFpaWmhsbCQ6Oprc3Fz+/vtv4uLisLW1RU5OjsDAQMrKypgxYwalpaX4+/vj6enJrl27RPr5l19+Yc+ePVy9epWtW7diZWXFnTt3kJaWpqysjDdv3giA/eBc999//6W+vp74+HiqqqpwcHAQVUdMTIwgic2cOZOYmBikpaUZGBigtbVVJE0NDAzQ19enra2NtrY2oqOj+fbbb7l69SqGhoY4ODgQFRWFvLw8Tk5ODBs2jKKiIjo7O9m7dy86OjrY29tTX1/PokWLxB7xqFGjsLGx4fnz5yxbtow1a9bQ3d3NpEmTqKurExWlrKws3t7eXLx4kZycHOTk5KitrcXHxwc1NTXmz59PZGQk2dnZjBo1CmlpaV6+fMmXL18YOXIkbW1t3Lhxg2+++YY1a9agq6vLyZMnyczMpLm5GScnJ/r7+wkMDGTChAncu3ePgIAArKysxCqbhYUFU6dOZcGCBXR0dAiE7eCI4dmzZygoKJCVlUVZWRkfPnzg6NGjtLW1YW5uTk1NDbdv38bOzo6CggLS0tIICgoiMDAQW1tbtm3bxq5du6iqqhJErT///JM1a9bQ3NyMmpoaw4YNw93dXYgvtLS0SElJ4ZdffkFFRQVPT09ycnL48OED2traTJkyhfLycpFROHr0KM3NzYwePVqMWwYPqLdv32JpaUljYyOzZs3C0tISOzs7NDQ0WLhwIc+ePWPGjBmMHTsWMzMzxo0bh7q6OoGBgXz58gV5eXl0dXU5f/48Dg4O2NvbM2nSJHx9fbly5Qrd3d3/JyH4/ylaOzs7uX37NoDIYvT19TF79my2bNmCmZmZEOZs27ZN+OWDgoIwNjbmxIkTtLS0CFtgWloaiYmJNDY2ineIvr6+uHhcvXqVV69eUVVVJSQgKSkp4gJuY2PDiBEjWLhwIWPGjOHZs2dcuHABc3NzEhMTCQ0NJSAgAG1tbQGA2bp1K1u2bCEiIoLdu3dz7do1rl+/TnZ2tnDJD3YU3dzcRFjI2NiYUaNGERISQnh4ODNmzODTp08oKCigq6vL69evhdvayMgIdXV1VFRUuHr1Kt7e3uzYsYOVK1fy999/s3z5cnbv3s2xY8fYvHkz9fX14qAtLCykq6uLHTt2kJWVxahRoygrKxPq0L6+PpycnMQ7zdzcnJKSEiwsLDAyMqKzs5Pa2loqKirQ1NQU3vbOzk5httuwYQNNTU20traKA/rXX3/F2toaPT09Zs6cSX5+Pjk5OYwePZqmpiasra15+fIlysrKGBoaYmBgILzccnJymJqasmHDBjQ1NXn37h1mZmYYGhoSGRlJQkICQUFBaGpq8r///Y/Pnz/j4eHB+/fvcXJyEmnqyspKjh07RktLC/PmzePVq1f89ddfrFy5kj179nDo0CFhqYuLi+P48eN0dHRw69YtfvvtN7KyslBWVkZfXx8jIyP8/f1JSkoiNDSU169fi7Hfpk2bePnyJVVVVeJd1dHRQUZGBl++fCEyMhJXV1fa2trw9PTk5s2b+Pn5oaCggLKysiAppqWl4eHhga2tLQUFBQIWpKCggJKSEgsWLODDhw/Y2Njw4MEDFi1ahImJiQha5+TkUFlZyeLFizE0NOT333/H3d0daWlpbt++jYy3t/d+JycnTExMqKmpYfr06YITm5KSInbv3N3dyc/PZ+7cucLXmZOTg6+vLyUlJWKNyt3dHQ8PD7q7u5GXl2fIkCE4Ojry448/smvXLry8vMT8eHC1p6WlhYsXL/Llyxe2b9/OyZMnxa5pbW2tSHHPnDkTTU1NJk6cyJAhQ5g+fTpVVVVMnDiRZ8+eMWbMGHbv3o2CggLh4eG4uLjQ1NSEm5sboaGh3Lx5k3nz5gmSzpgxY0SF+eHDB8rKytiwYQNJSUn4+Pjw119/4eXlhbKyMq6urlhZWfHw4UNRMU2YMIHw8HDKysq4cuUKjo6OtLS0CHSltbU1MjIy1NXVCUl7cnIyCgoKBAcH4+joiJGREY2NjXh7e2NiYoK5uTm6urqEhYXx6tUrdHR0mDBhAnV1dTx+/BgtLS2cnJy4ffs2paWlKCsrs2LFChobGwkPD8fMzIxFixahrq7Os2fP8PHxwdzcnGHDhpGbm4uuri4fP37kxYsX1NfX8+TJE2RkZHj//j06OjrU1taSkZGBgoICw4YNQ1VVFQUFBeEfr6qqQiKRsHLlSsLDw0Vq387OjsrKSqKjo1FSUkJFRUUgYWNiYpg0aRLv3r2jv7+frq4u1q9fz7///iuSv4M6ytbWVuzt7fnvv/9wcXER4wVZWVk0NDTw8vIiNDSUtWvXEhYWxp07d3j16hXHjx8nIyMDGxsbYmJiMDQ0FMCDyspK5OTkmDZtGjk5OaiqqorRzCAqtKCgQFDpVq5cSU1NDVVVVQwMDLBp0yY6OzvJzs6mo6ODhoYGQfEKDAwkODgYBwcH1NXVmTt3Ll9//TVTpkzhxYsXyMjIcPPmTUxNTYXnWUNDQ6zyPX/+XAgvNmzYIMZCU6dOFZ753NxckfWIj4/H0dERLy8vzp07x5cvX9i0aRPv3r3Dzs4OT09PCgsL+fjxI87Ozty/f5+MjAzk5eXp7+9n8eLFFBcXk5mZSXl5OZmZmSJla2JigpeXFy9evMDR0ZHAwEDCwsKQSCQ8ffpU2MFcXFwIDw/nwYMHxMXFMW7cOFRVVfHz8+PUqVNs3LhRQGMqKip4/fo1FRUVHDhwgMzMTFxdXXn9+jWjRo3im2++ob+/n4ULF+Lk5MSLFy/w9/enp6dHBDKlpaV5/vw5Y8aM4cqVK4wYMQJjY2NqamooKipCQUEBe3t7+vv7aW5uJj8/n+fPn9PV1cWnT5/EmOTatWvs37+fxMRE3r17h42NjRDGBAUF0dPTw9ChQ9HX16e4uBhVVVXmzp0rLtD6+vrk5uZSWFiIm5sbw4YNQ1pamrq6Or799ltBluvv7yc/P5+BgQFevXrFpEmTKC0tJTo6mqCgIDw9Pfn+++/58ccfuX//PuvXr+fBgwf4+voSEhJCSUkJ1dXVuLi40NvbS3JyMh8/fqSwsJC3b9+yfft2IiMj8fX15bfffiMjI4PGxkY2btxITEwMwcHBKCoq0tTUJA7IOXPmCJx0TU0NK1asYGBgAFVVVaZMmSIOhLy8PIqKinB0dGTVqlUkJCTQ3t5OYWEhVlZWSElJoaysjLu7u8gWDcqTWlpakJaWpri4mMTERDw9PYVsY9GiRZw+fZp3796JC35DQ4MoCgfX8waVusrKyqIFPjhfz8/Px9jYmL/++kus1zk6OnLz5k1CQkIwNjZmwoQJDB06VMCApk2bxtGjR0URsnHjRpYuXcoPP/zA/PnzCQwMFB4KLS0t/Pz80NPTIzIyUnxviUTCtGnTiIiIICIiQvjGHR0dKSwsxMnJiejoaIEOHhgY4MaNG0hJSaGhocHz58+prq7GyMgIBQUF8W9/+OEHQkNDmTt3LnV1dTQ3N/PlyxcaGxspKCgAoKWlhYiICExNTXn06BEy27Zt2z+oa5OWlsbBwUFgJQfXL+Tl5cnOzkZWVhYjIyOuXLnC4cOHuXHjBnJycsyYMUOU7wEBAXz58kVwbbOzsykvL2fIkCGUlZXx8OFD3NzcSEtLQ0lJidWrV3P58mWGDh2Kn58fZ86cYcWKFQwdOpTPnz+LSs/Z2Rk/Pz++/vprfH19CQwMZPv27YSFhTFkyBARMPn555/p6ekRkofCwkKUlZU5cOAAurq6vH37lqysLEHIqq6u5uTJk0yYMAEjIyMiIyM5e/YsLS0tuLi4CLzl4Hxuy5YtGBgYCHvMhAkTmDNnDq6ursLKMn78eFJSUgC4c+cOOTk5SCQSdu7ciZmZGQCnT5+mvLyc3377TcyiKioqKCwsJCcnB0dHR/z9/VmwYAHHjx8X7c5//vmHixcvcv78ebS1tens7BSL/L/++itWVlZoamri5OTE+/fvxefR2tqKqampAOkvXryYpKQkenp6OHz4sHiY3d3dsbOzo7GxkY6ODpYuXcq2bduYPHky+vr6WFpasmzZMg4cOMDOnTu5ceMGY8aMISMjg+LiYkaNGoVEIhFrgUpKSrS1tXHt2jXMzMyQSCSMHTuWsLAwwsPDKS8vp6mpiaysLKSkpLC0tBRu2r6+Pjo7O2lvb8fd3V34YwcPnNDQUJYvX87Tp09ZuXKlAIu0traiqKgoHsjBnMBgcElRUVFUpDNmzMDDwwMzMzMSExPR1dXl7t27Inji6OjInTt3sLS0RF5eHn19fWRlZdm4cSONjY3MnTsXWVlZTpw4IXawbW1tKS8v59atW0ydOpXJkycjJSXF2rVrmTJlCq6uriIA09DQwNGjR0lPT6e6upoFCxZgYmKCm5sbeXl5Ah/p6OiIoaGhICrFxv5/VL13XM/7//9/1d6lqT300qRCWlpmhxCFbMc6OMY5xsE5st7OMc+QLSM7MyFlFBpURtobbU1Ke/D743Ppcfl9//CXnZfn8/G432+36zWJ1NRUqqurefDgAXJychw5coTu7m4aGxvZvHmz+HlRUVHExMRQVVUlVJg+Pj78+OOP7Nixg9bWVsrLy1m+fDm7d+9GSUlJcNalpaVpbW1FS0uL8PBwHjx4gKqqKtbW1ty7d4+9e/eydu1aFixYwIgRI5gyZQorVqwgODiYpKQkBg4cKIA4GhoaDB06lM2bN9Pd3c3o0aOprq7m/Pnz4tBeW1tLRUUFR44cYf78+SLZW1paioaGBk1NTfz6668cOXKEZ8+eUVZWxpcvX2hoaBDp474aZExMDObm5sKqlZWVxdWrV9m/f7/4cyoqKjJlyhT+++8/GhoaOH78uMCQpqamsnXrVlE509TUFFOzzs5OsQaKj49HQUEBKSkp7t69S2VlJYqKiiKMaG5uztevXzl69Ch79+7FwcEBKSkpbt26RVFRESdPnuTr16+YmZnx7t07wUZITU1FIpGgp6fHuHHjUFRUxMTEhCVLltDc3ExRURE7d+7EycmJ48ePY2FhwcWLFyksLBTch4aGBsLDw7G0tGTw4MHk5+fz9OlTysvLaW1tpaCggJaWFlHDdXV1xdramrq6OlRVVVFSUiItLQ1tbW3k5eUpKSkhMzOTy5cvc+3aNXJzczExMUFNTY2Ojg5KS0sZMmQI7969Q0ZGBiUlJeFQ6KMLGhkZicth3/hYVlaWmpoaamtrGT9+POnp6YJzr6Kigra2No8fP0ZXV5dz584xevRozMzMcHFxQUlJicjISEaOHMnTp09Fv7mPcd83fgeYMWMGXV1drF69muHDh4uLTWxsLMeOHSM3N5e4uDhsbW0BWLhwIaampty+fZu6ujo2bdrE6tWrmT17No6OjvT29gpls5OTE2pqasybN4+AgAB0dXX59OkTjo6OTJ48mZkzZxIVFcW+ffvEnn7FihXC7jZixAhcXV2Rl5fHx8cHT09PTExMxLTUxMQE6Zs3b+7oA8ibmJiQnJzMli1biIiI4PLly+KFZWJiwvjx49m+fbvYjcTGxnLu3Dlhazly5AiLFi2io6ODlStXEhcXh5ycnGDV+vr6UlBQQHt7u3COurm5IS0tTWNjI+rq6oSEhAhgw5AhQ1i/fj3W1tYA2NraCpH3woULefnyJQkJCcjJyeHs7Iy0tDQqKir873//Y/HixUyZMgVbW1s+ffpESkoKFy9eFPuIcePG8eLFC759+0ZISAhqamq0tLSgqqrKhQsXiI2N5cKFC3h4eGBgYMDhw4cFJ9fZ2Zm0tDT09PTIzs4mKytLuIUtLS0FOL6kpIRZs2ZRWVlJXV2d4PPKycnx+fNnLCwsCAwMZO/evbx//14cjo4dO8bAgQPR1NQkPDwcRUVFsft5+/atQC5GRkYKScGGDRs4f/480dHRSEtL8+uvvzJ69Gi+fv1KfHy82Hnp6+szdepUuru7iY+Px8/Pj9LSUgoKCmhsbOTkyZM0NDSQn5+PmZkZfn5+1NXVCa52H7QgNTWVkSNHsnv3bmJiYrC3tycpKYmOjg6ePn3KuHHjcHZ2JiIiglmzZlFVVUVHRwfKysqUlJQgJyfHixcv+PDhA/PmzSMhIQErKytRnekjyFlZWTFkyBDR7ayurhbu9j6udF+ieOHChRgaGhIbG8vXr18F03f69Ol8+/ZNWKY6OjqYPn0648aN4969e2hra1NdXU1kZCQeHh4EBASQlpZGdXU1x44do6OjA3t7e7q6uli7di3BwcHs2LEDMzMzEaz66aefKCwspKioSOxshw0bhry8PHV1dTg6Oorwl5qaGmPGjEFPT49du3axaNEisd7Yvn27gO4cO3aMq1ev8vXrVxITEwV+1cHBASsrKy5fvkxHRwcJCQksWLCAPXv20NvbK4KOERERZGVl4ebmhrKyMv7+/mRnZzN37lzOnj1LbGwsO3bsICMjg1GjRrF+/Xrk5ORob29nyZIlREVFUV5eLoJ5fR3b0NBQ4uPjWbNmDVu3bsXX15eqqioSExOprKwUD8akpCSRTtfW1qayspLY2FiWLFnC0KFDefjwIT/88AMfPnwQP+727dsMGzaMyspKdHR0BNp0ypQp7NixQziK+xzo8vLyAm4ycOBAenp6KCwsZODAgQB4eXmxe/duzpw5Q3NzM7NmzWLbtm10dXXh7OxMZGQkCgoKuLm5YWBgQG1tLbNnz8bGxoauri5OnDjB7t27OXDgADIyMowdO5Y3b96Qm5vLkCFDGD16NHPnzsXc3BxbW1sRcGxtbRVBQCkpKQIDA2lububkyZM8ffqUO3fuMHnyZKqqqvDw8ODVq1cMGjSI/fv3i4mXoaEhSUlJxMbGEhYWRmNjowCqODg4MGHCBNra2tDS0sLJyYmUlBRmzpwpcjq7d+8Wgae7d+/i4uIiVh11dXXY2Niwc+dOAgMDCQsLo6enBwcHB5SVlVm9erUQuOjp6YmXr6GhIUpKSjg7OyMjI4OtrS0WFhbEx8ezbNkyJBIJiYmJzJgxQ9D15s6dy5o1a5g6dSqLFi0iOjpafGba29v55ZdfREA1LCxM+CUaGhqQlZVFIpGIi5mjoyOysrJ8/PhRTB6fPHmCnJwc8fHxyMvLk52dzdWrV7lx4wYxMTFkZmZibm7O2LFjxXT0woULdHR0kJWVxaBBg4iKiuKvv/4SAUVtbW2+fv1KdnY26enpfPv2jeHDh1NYWMjSpUtxcHAgODhYVB11dXX5999/WbJkCX5+figoKJCens6qVas4deoUY8eOFQaxvsteRkaGgBgNHjyY48eP4+DgwOnTp7G3txdZm6amJt69e8f48eORTkpK2tHniXZ1daWlpYXly5dTVVVFeno6XV1dKCoqCqjCggULWLduHQYGBgAiNZmdnY2VlRVjx44VN6hJkyZRXV2Nvr4+8+bN4+vXr0IYDiAtLS1qYtOmTUNLS4sNGzYgkUgER7e3t5esrCzs7e3R0tLC0NAQaWlpfH19UVNT4927d955vvUAACAASURBVKirqzNixAg6OjoYM2YMz549E1jSPoZ1VVUVdnZ2onLi5eUl1J9Xrlxh8uTJWFpakpKSQlNTk9jz6ejoYGZmxsKFC4WM/fLlywwYMECgVD9//iwkHDdv3mTx4sU4OjpiY2PDkSNH2L9/P7KyskKv+f79e5H87Lt1LF26lIsXL4qQTUdHh9hBtbW1ARAdHY1EIuHDhw8MHjyYMWPGUFxcTG5uruhp29vbU15ejkQiwdzcHHV1dUaOHElycjKGhoZ8+/YNV1dXdHR0yMnJ4fPnz8jLy4v9mqWlpain9CETf/31V7KyskSgo6KiQrzgLS0tSU1NFVaj79+/o62tjZmZGcXFxZiamhIbG0tNTQ0eHh7CguXm5kZ9fT1lZWVoamry7Nkzpk+fjouLizjFu7m5iVHgpEmTcHBw4MKFC1hYWGBmZsb3799JSUlh1apVtLa28s8//xAXF0dbWxuysrLIyclhYGDAly9f+PvvvzEwMEBdXZ0XL16QnZ1Nbm4u1tbW3L59G2VlZYYPH8748ePZtm2bIJuNGTNGyAr09PRQV1dHWVkZJycnbt68iby8PH5+fqSlpQk2dV1dHefOnaOlpYXa2lqioqLEvr6lpYUvX74I21kfrvfkyZPcu3cPMzMzPn36RF5eHrNnz2b8+PFMnDiR9vZ21q1bR2lpKd++fRPygpcvXyKRSJCXl6eqqopz585hbW3N58+f8ff3p7Gxkbdv3wra1NOnT3n9+jWBgYHEx8fz4cMHLCws8PT0ZMCAAeTl5YkXRWdnJ9++fePHH3/Ezc2NLVu2cO/ePeGud3R0ZNCgQfz8889cunRJZB7U1NS4du2amJClpKRgYGDAt2/fmDZtmtiNv337VuzQ+yY/ra2tzJw5k0GDBgmaXV+FTltbm46ODgoKCigqKkJVVRVZWVlcXFw4ceIEjx8/RklJiWvXrqGgoEBPTw8fPnwQKOKXL19y//59NDU1uX79OkuXLkVPT4/c3FwGDhxIXl6eUICePn0aW1tbQkNDiYyMJDw8HB0dHYYNG8aVK1fw8PAgIyOD+vp6UT999eoVhYWFhIeH8+rVK6ysrITPurGxkbVr14o9eG1tLZqamoSEhFBSUiLkGt+/f6e7uxt5eXkMDAyIjY3l+PHjglv98OFDhg4dysWLF5GRkQH+z7R46tQpJBIJZWVlFBcX8/nzZ37++We6u7upq6vDxMRE9Pa9vb2xsLAQq4m+Z6O/vz+bN28WoKS0tDQKCwtZsWIFVVVVjB07ViB6nZycWLp0KSoqKkRHR6OkpIS1tTVdXV3iM52fn4+JiQmbNm3Cw8MDiURCeXk5X79+xdvbm9TUVBobG5k9e7YwD/7333/069cPT09PysvLuX37NkZGRkycOBFPT08kEgltbW3IycmJA5C1tTVycnK4ublRV1eHRCJhwYIFjB07lsjISFauXCmqir/++qsIZm7YsAE9PT2OHTtGZ2cny5cvZ8yYMSQlJYl3wv3791m2bBnz58/Hzs6Oz58/Cxvd/Pnz8fDwQEpKitraWn7//Xf+++8/tLW1aWhoIDY2lra2NlJSUoTn4fv375SVlZGUlMTkyZPJyspCSUmJwsJCuru7ycvLIyMjgyVLlqCoqEh2djY5OTmEhIT832Huzz//3NFHEyouLqayspLg4GCampr4/v270G7m5ubS2dkpnKyZmZlkZmaSn59PTEwMCgoKyMnJUVxcTG1tragZNDQ00N3dTUpKChoaGjx48ICysjJkZWVpaGhAX1+fyMhI0Y9VVVXlzJkzKCgoCOKWs7Mz169fp729XQSjLl++TFdXFykpKdja2vLx40fq6urEKKWv193c3MzLly/x9vamtrYWiUSCgoICbW1tFBYW8ubNG4qLi4WQfciQISQnJxMREYGmpiZPnjyhpKSEuLg4srOzSU5O5sWLF1RXV/P161fq6+sFRKO1tRVXV1cOHDjA4MGDhS5NQ0NDyNuNjY0ZMWIEPT09KCsri5eBhoaGeGj1HQSUlJR49+6d+Lv0TQq6u7uRlZVFWlqa5uZmvn37xpgxY1BSUiIvL48BAwZgZmaGg4MDOjo66OjoCOn7oEGDMDU15dOnTyQnJwuhx/jx48Ut1MvLi9bWVnJzc/n69SuNjY20trbi6+srxoV9VqE+stsPP/yAsbGx+NxUVFSI+sKCBQvE+POff/4RtyIfHx9cXFxITEwUAAVLS0u8vLzw9/dHTk5OIGP7Tr4KCgr09vby5csXEhISUFRURFFRkfT0dBGuMTY2prGxEQUFBT59+oSrqyteXl5UVlZiaGiInZ0dUlJSBAUFoaWlxfLly5GTk8Pf31+gcfsOo62trcI3/ubNG6EZbWlpQUFBAScnJw4fPoyenp7gErx584YlS5ZQVVWFu7u7MDT5+vry4MEDdHR0WLRoEaWlpaIqaWpqSkVFBUpKStTV1eHj48PevXspLCwkKyuL33//ncDAQHHA66PaDRo0CFVVVZYvX05qairjxo3j5cuXgk3g6+sr8gWamppoamqKZLS9vT1r165l4sSJopI2ePBgoqOjMTc3F2rOPtZxTU0NGzduZNq0aSK92xcgnTBhAqWlpcTFxWFsbCwIifX19WJc7OTkxMCBA0XjpI+suHTpUlFlmjlzJs+ePRNWKFtbWxQVFcnPz2fIkCEi8NZ3sJGWlubp06d0dHSI0fmCBQuEAWratGmYmJjQ3t7O3LlzGTx4MLa2tsyaNUtQtHx9fSkpKaGoqIjnz5/T3d2Nn5+foN3t3bsXLy8v2tvbOXHiBI2NjVy5cgUlJSUqKytFxenBgwd8+vSJcePGUVxczMCBA2lsbMTZ2VlgbvuYC30Hpb762JQpU/j+/Ts5OTl8+fKFDx8+cPLkSSGfSU9PJzIyEh8fH0xMTETIqq2tjSNHjmBpacmAAQMwMjJi+PDhtLe3ExMTI8Q/fTa9wsJC8QxVVVXF2NiY2tpaHBwciIiIQFtbm56eHu7fv09BQQEPHjwQgbu+ytPw4cPp6OggOzubS5cuied+3+69sLCQJ0+eYGBgQGZmJiYmJiJTkZ+fz9evX8nIyODjx4/iwNTneHj69CmdnZ28evVKVCMLCwtpa2ujvr5edLvV1dUZOHAgY8aMYcKECYwdO1Z0xHNycoiPj+f169fY2Njw8eNHGhsbBZ5YSkpKwHr+/xApMzMzoQrtQ4Lm5OQwaNAgMjMzKSsr49q1a1RUVIhVXZ9++ezZs7x//5729naSkpJ4//496urq4tD+5MkTwVzog+1oamqKTExubi4PHz6kpaWF5uZmEhISsLCwoL29HRcXF0xNTXF1dUXaxsZmR3JyMp2dnaSlpQkIx9atW5kyZQpaWlpERkayYsUKvn79irKyMkFBQWhra2NpaYm/vz+mpqa8fv1adGHb2trIyMgQkvEBAwaIROnkyZM5f/68sCTdu3ePoqIiIXwwMDBg48aNhIWFoampSWtrq9ihTZkyhYyMDPHg6O7uFnF9XV1dLl68yIQJE8SOqKuriwsXLlBfXy96iJ6eniQkJKCjo0NkZKTo1X769Im0tDQmTJhAQUEBnp6eeHt7o6yszJAhQ4TDevXq1RgbG7N27VqeP3/Of//9J1KhysrKNDY2IiUlxbRp00T6uL6+ntzcXA4fPixGthEREZSWllJXV4eRkRGGhobcunWLnp4e7OzsWLduHfr6+iLE0GdD6rOA+fj48Pr1a+rq6nB2diY/P581a9ZQXl5OTU0Nzs7ODBgwABMTE7q6uujt7WX06NFkZWXx5csXMjMzhSQ9Pj6e+vp6hg4diqOjI7du3RLhPh0dHfbv309vby9+fn6iqlFdXU1+fj75+flERUVRX18v4B93796luLgYVVVVent7KSgoEEnw+fPnExwcTHp6OgEBAYSHhzNnzhwsLS1ZtWoVnZ2dgnesr69PQ0MDhYWFfP36lcDAQD58+MDLly8FUUtWVpbe3l48PT35448/WLBgAdra2pSUlODv709DQwMBAQE0NTVRWlpKfX09XV1duLi48OHDB2G26oM0REZGcvHiRUpLS1FUVMTe3h5TU1MWLlxIZ2cngwYNQkFBgfb2dmRlZRkwYAAdHR04ODhQW1uLm5sbkydPFvIHHx8fOjs7KSkpITY2Fnl5eTo6OlBUVKSjo4P6+nrevXtHW1sbenp6lJWVMWPGDLZt28bkyZMxMjIiISGB6upq7ty5Q1RUFElJSZSUlBATE0NTUxNv3rxh+PDhZGZmUl9fT3V1Nc+fP0dLS4tnz55haWkpyFNHjx7ly5cvqKioEBUVxfHjx7l9+zbt7e2sX7+ehw8f8u7dOwwMDDh9+jQjR46kuLiYjRs3sn//fqZPn87x48d5/fo12traqKioMGbMGLKyssjPzxe1uhUrVrBjxw7k5eWxtrYmMjJSvECePXuGvLw8CgoKlJaWkpubK1SeioqKJCYm0tzcTHd3N0+ePKGyspKIiAg0NDQoLS2ltraWhIQE8TmcM2cOKSkpTJo0ialTp3LmzBmysrLo7e0V9bnv37/T0dFBTk4Oubm5mJubi1WVgYEB5ubm6Ovrk5CQwJkzZ/D19SU6OhpNTU1mz56NgoICT58+5eeffyYjIwMLCwtaWlp4+/YtCxcuxMLCgrS0NIKCgqisrBSO8b4DbnFxMcXFxVy6dEk4rPswzsbGxnh6evL8+XPmzp1LaWkpXl5ejBw5kiFDhmBtbc306dN5/fo1PT09uLq6oqKigomJidixbt68mfj4eAwNDdHV1cXW1paqqipkZGQYOXIksrKyzJkzh3HjxpGUlCTWOH242r7DjrS0NPX19UyYMIGhQ4cycuRIpKWlsbGxYcCAARgbG4vaZJ+A6erVq0gkEpGa3rlzJ0FBQXR0dKCkpCTCc2VlZURERJCWloaWlhaLFi3iw4cP/P7774JSWFxcjJqaGsuWLSMlJQVnZ2dGjx5NcnIyI0aMEEHiPpy2hoYGmzZt4ocffqCiooLu7m5xYTA0NERLSwsHBwcMDAyE4Mre3h49PT1SUlJwd3cXQK3nz5/zzz//cOvWLQ4cOICtrS3Xrl2jrq6OiooK8ev/+OOPWFpaIisri5eXF4cOHcLBwYGxY8fi6OiIkpISSkpK6Orqsnr1anx8fEhJSWHevHk8ePCAGzduMGfOHD5+/Mi7d+/Q1dUlKytLfEY9PT1paWkR06OvX7/y/Pnz/3OlKyoq7ui7dSYlJaGsrExNTQ329vZISUkRExPD4cOHyc/Px8jIiO7ubiZOnEhXV5cAixgZGeHm5iZeBo6OjlhZWREZGUn//v3R19cnNjaWoUOHirDXwYMHycvLo6GhQaSKDx06xOjRo4mIiGDw4MF8/foVS0tLJk2ahLS0NG1tbZiammJmZkZiYiJaWlrk5+czaNAgzp8/j4mJiQhq9N1om5ubiYmJYeTIkdy8eRM5OTmMjY1JTEzkzp07uLq6MmvWLL58+UJISAiamprIyMjQ3t4u6GkaGho8fPhQfCFVVVWFzOHTp0+Ympry8OFDBg0aRFNTE76+vnR1ddGvXz+OHj0qfMZ9U4a+m86bN29ITk4WYb78/HyKioqQSCQcPHgQPT09IiIikEgktLe3ExwcTFlZGQMGDKCgoECEuKysrDh//jwRERGYm5uLPnl8fDwLFy5k3bp1gszz9u1bkpKSsLOzEzvHPm71pEmT2LBhA/b29rx48YKkpCQB0xk4cKAwCWlqaqKiosKcOXMYM2YMS5cuRV1dnXnz5nH16lV6enro7OzEzs6OO3fu4ObmRkREBE+ePCEuLk4Ybu7evYuKigrXr1/n8uXLmJqa0tPTg5KSkoA1yMjIEBUVxaVLlxg6dCiRkZHo6+sDMHHiRIYPH8706dPJysri3bt3bN++nbi4OJSUlOjt7UVRUZEnT54ISEwfgKClpYWsrCzKysqQkpIiPj6ewYMHC4tYSkoKz58/59KlS2zatIna2lrxbceOHeTk5GBsbIy/vz/GxsZkZ2ejoaHBmTNnMDIyor6+HjU1NQwNDblz5w4rVqzA2tqazMxMgoKCaG5u5sSJE1y4cAEfHx9mz54tUsDm5uZ8+vQJDw8Pbty4QXR0NAsXLqSurg5fX198fX3FSyEpKYkTJ06QkJDApEmTsLS0FKO6EydOMGfOHA4dOoSfnx/W1tasWLGCLVu28PLlSxQVFbl27Rq2traCoqempoaqqiojR47kt99+o7e3FysrKxoaGjA1NaW1tZWuri6Kiop4//69mCJ8+PBBmMRCQ0N59eoVZ8+e5du3byQmJiInJ8euXbt4/PixSHTr6ekJH8CmTZvIy8tjw4YNVFRUkJeXx61btygvLxdp/7q6Otzc3ATBa8qUKaxfvx5PT0/s7Ozw8vIiMTERb29v1NXVxdfs999/Z/To0eTk5IiUvqurq3gWVFdXY2trS319PcOGDUNTU5P6+nqSk5NRUlLi6dOntLe34+7uLoAySkpK7N27F2dnZ1xcXOjp6REjaktLSxYsWEBbWxtOTk6UlJQwYsQIkpKS0NTUZMeOHezevZuKigqxM/748SNhYWFERUWRmpqKh4cH//77Lzk5OSxatIjGxkbx69ja2mJoaCjWIm1tbcL+5ePjg6qqKpcuXcLX15eMjAyOHTuGpaUlWlpa3L17l6amJrKyspg5cyZFRUW0trbi7OzMzZs30dPTw9jYmM+fPxMfH4+JiQn6+vr09vbi7OzMixcvMDExQUtLCykpKR48eCBGybW1taxcuRJZWVlkZWWZNGkSvb29zJo1i8ePHwslpYqKCoaGhri7uxMaGiq4ABEREYSGhooVkre3Nxs3buTt27eMHDmS9vZ2YV3Ly8tj8+bNdHZ24ufnR2trK6tXryY1NRUNDQ0yMjLIyMgQU77KykpOnDhBUVGRECStW7eO27dv87///Y/s7Gzc3NyYMWMGjY2NZGdnc/PmTUpLS3F2dhbhxPfv3xMWFsbEiRO5f/++WD2cP39ePIfLysq4desW/fr1EweSPg9HVVWVaOyMGzeOmJgYUdXT1NTk7t27GBsbc+HCBaZOncq5c+dQUlKipqbm/0Kgf/755w5ra2uxR96+fTsDBw7k0aNHQvM2ZswY3r17x9ixY6mpqaGkpIRnz54BCHBDT08PS5YsQUNDQ4zyTExMSElJEYaspqYmpKSkkJGRobOzk/DwcDQ1NXn48KHgh3/79o3e3l5ycnI4cuQI9vb2/O9//xOn3H///RdjY2NGjx5Nenq6gKVYWFiwbNkyRo8eTVBQEEOHDsXb25vp06dz9epV6uvr0dDQwMvLi5iYGOrq6nj16hVGRkaUl5czY8YM7ty5I0JxP/zwA2pqauKLHhwcTEFBAdbW1ty/fx+JRMKdO3cEKu/48eP4+/vzxx9/oK+vLwJr8fHxaGtrc+PGDbZu3Sq+T0NDAxUVFVJTU5kwYQL19fX89NNPPHnyhPT0dDFC9PLyEuGMpqYmXF1dSU1N5eTJk/j4+PD333/z+++/4+TkhKmpKZ8/fwZg7NixwsV77tw5xo4di7OzM6ampkydOpWdO3ciJyfH33//TVlZGRs2bCA6OhoXFxeys7MJCQkhJiaGgIAAAgMDBciktLSU7u5u1qxZw19//UVMTAwZGRm8efOG+/fv8+OPP5KSkoKNjQ1v374VnWcDAwMuXrzIrl270NDQYP369cLpW1tby7Rp0ygvLycrKwsZGRlKSko4fvw4FRUV/Pzzz5SXl4uT9KNHj7h58yYdHR08ePCAlpYWxo8fz/Xr11mzZg2fP3/G29sbMzMzFi9ejK6uLtra2igoKLB582bmz59Pb28vr169Ii8vj99++43+/ftz9epVhg0bxvXr1wkMDCQ8PJzw8HASExPJzs4mLy+PZcuWERoaSkVFBS4uLty5c0eQ7voCcsnJyWhqalJZWcnGjRspKCjg06dPNDc3M2rUKO7du8ewYcNYtGgRS5YsobW1VdCVwsLCCA4Opry8XKTh++puoaGhqKqq4urqSkBAAH5+fuKGZGBgwNq1a5k3bx6KioqUlpZy+PBhioqKRFhy1apVvH79mpiYGLHuio2N5fr16/z0009UVVURExPDnj17UFFRQUlJCTU1NQByc3N58+YNt2/fRlFRkf3794vq0KZNm3B1dSU5OZmhQ4eiqanJly9fOHLkCGPHjsXKygp1dXXS09O5cuUK6urqYqXh5eXFqFGjuHv3LlVVVRgYGPDs2TNkZWU5c+YMISEhhIeHM23aNDHu7OjoEEapPt/15MmT6devH2VlZYLup6SkxJQpU/j27RtaWlp0dHSwbNkyWltbyc7OprKykoyMDB48eMCzZ89IS0vj5s2bDB06FHNzc8aMGSPCR4GBgbx8+ZJNmzYxY8YMtm7dKlYyDx48QFZWFi0tLaKiomhqaiIwMJCYmBjGjx/PuXPnGDVqFI2Njfj5+fHlyxdevnyJpaUlNjY2KCoqYmhoiJ+fn3AXaGpq8u7dO7q6ukRoc9y4cXR3d7N79262bt1KUVERnZ2dQpLk4ODA8OHD6erqYtGiRRw9elQkmU1MTIRbXUtLi5kzZxIeHs6///6LkpISZ86cYd26dXh7e+Po6MiaNWsIDw+npqaGmpoaNDQ0ePv2LYqKivz444+sXbuWoKAgnj9/zoEDB3j79i3y8vICerNv3z5Wr16NrKwsHz58YMqUKezduxdXV1eeP3+Onp4eGzZsEAbG7OxsOjo6GDt2LH///Tfu7u60tLSwdetW4uLimD9/Pt7e3sybNw8vLy8uXbpETU0Njx8/pry8HGVlZYGTHT58OCYmJuJ5cOjQIVxcXNiyZQvd3d10dnZy/fp1/P39SUpKYuvWrfTv35+goCBWrlxJQEAAnp6evH37liVLlmBmZiYojePHj2fYsGGkpaUJeEpaWhpLliwhKCiI27dv09LSQkxMjKi7zZ07FxsbG2pqaqiqqiInJ0eIYoYPHy6yY3p6enh5eVFRUcGqVau4fv06KioqXL58mTlz5tDR0YH08OHDdzx48AA3NzcOHDjAxo0bMTU1pampCUNDQxFe+fHHH3n9+jXDhg3j8uXLzJ07l7CwMF6/fs2oUaNobm4Wp+zq6mp++eUXCgsLWb58OefPn8fAwAAjIyNBBdq0aRP79u1j+/btIrwkKytLXFwcKSkpxMbGYmhoKMbn5eXl5OfnM3jwYLS1tdm5cycjR44kNDSUhQsXoqGhwffv30lPTxe9Ond3d1pbWwX/ue9hsXTpUtrb27l58ybd3d3C621sbMxvv/2Grq4uISEhBAQE8Mcff/DPP/+wbt06JBKJII2lpqZiYWFBVVUV9+/fx8fHh4aGBsaNG0dPTw/u7u6UlZWhpqaGpqYmU6dO5dOnTxgbGzN+/HicnJwIDg5m5cqVPHnyBEdHR+Lj4xkwYAC1tbWMGjVK6A6bmppQVFTk+fPnlJaWij2sgoICb968ITo6mtraWoqLizl69CgFBQVIS0sL5/hff/3F5s2bmThxIu7u7igrK+Pq6kplZSX37t3DxMSEI0eO8PbtW6ZPn05HRwdbtmxhxIgRaGtrs3r1ahobG4UW8Pbt25w4cYJBgwZhZGTE+vXruXLlCg8fPsTS0pKioiJWrlyJgYEBnZ2d2NjYsHHjRlJTU3FycqKiooJHjx6hoqLCrFmzBGDfwcEBeXl5fvnlFwIDA7l79y4lJSXs2bNHjHb7pCihoaFcu3YNJSUlKioqaGhoICEhgSFDhvDkyRNevHhBZ2cnzs7OZGZmij1yX6r17NmzrFixAmVlZaysrDAzMxNwlL69sL6+Punp6VhaWnLs2DERLFq5ciWWlpbEx8dz7949NDU1mTlzJq9evaKmpgYdHR3Onz/PypUrMTU1ZejQofz8889IJBLevXuHjY0NbW1tpKWl4ejoyMOHD3n06JHYufWFn44dO4a8vDxz5sxh5cqVmJub09nZyfnz5ykqKuLZs2eoq6ujrq4uXpbv3r3j7NmzSCQScZuwsbERt4G4uDiCgoLYs2cPS5cupbm5mYkTJ1JbW0tZWRnS0tKkpqbS1NTEwYMHcXV1xcTEhMzMTGxtbZkzZw65ubkoKysLdWWfLyAjIwMDAwPc3NxEHaqyspJz586JvvuaNWuQkZFh4sSJZGVlYWtry5cvX+jp6cHT05P8/Hx27tyJjo4OJSUltLa2Eh8fz8CBA2ltbeXdu3eCYFVSUsKpU6f48uUL2dnZLFu2jObmZq5evYq0tDSlpaU8ffqU06dPC2rfhg0bmDVrFgkJCezatQuJRMKMGTPES6G4uBgjIyMqKyuRkpLihx9+oKGhgRcvXmBubs7AgQO5f/8+r1+/pqOjAxkZGT5+/EhMTAxdXV34+voyZMgQofIcMGAAioqKtLW1oaKiImo7Dg4OaGlpCQVlXwCyj8teV1eHkpISGhoa/w9atq6ujgULFiCRSATf38fHhzt37lBVVYW+vj4GBgZcuHABExMTjI2NuXjxItOmTROEQ3l5eSwsLAgJCcHHxwc3NzdsbGzQ09MjJiaGo0eP4uLigr+/Pxs3bmTo0KGisjhixAhOnTrFyJEjuXTpEtHR0VhYWODo6EhTUxMSiUSMrh0cHDA3N+fKlSvcu3cPDw8PRo8eTUBAAJWVlSxevJisrCz27NmDsbExu3bton///tTU1KCsrCxaJ9OmTRN7340bNzJ48GCRbaqtreXTp08MGDCALVu2IC8vT3V1NVu2bMHOzg5DQ0NRT/T19aWjo0OM3/uwso8fPyYwMJDCwkKuXr0qYFBjx45lypQpwr6mqqpKVVUVW7ZsISsri6VLl/Lhwwfa2tqIi4sT/w/S0tIYOnQoEolEKGAvXryIiYkJLS0teHl5ce7cOYGcTk9PF/XWGzduiBH41atXOX78OH/99RevX7/G2NgYaQcHhx3y8vIEBQWRf9cogwAAIABJREFUlpaGpaUlHz584NixYxw8eJCBAweyePFijI2N2bZtGydPnmTz5s2MHj2as2fPCiKTg4MDDQ0NhIaGoqCgICg+p0+f5p9//uHUqVPExcXx5s0bjhw5QmlpKerq6mhra9PV1UVOTg5ubm4oKCgIOXxubi5SUlKMHj2abdu2MXfuXLHPXbduHbm5ueTl5TFo0CDBm3ZwcKCwsJCTJ0+yYsUKJBIJf/75J/Ly8mJMn56eLvZgAC4uLkybNk3Qe7q6uggJCSE5OZk///yT1NRU/Pz8yM3NRUFBgdevX2Nvb8+GDRvQ1NQkJyeHv//+m//973/8+uuv4vaXn5/P+vXraWho4ObNmxgbG6OhocGiRYtEwKtPveji4sLNmzcFpN7MzEwwlDU1NTlz5gzW1taUlZUJDGUfy/jChQvMnj2b7u5u8vPzxf41JSUFBQUFoZ5sa2sTII6Ojg6B37t//z6rV6+msLCQH3/8kbKyMvr374+hoSEHDx5kzpw5ApHo7u4uVKVZWVkCnZeeno6FhQUrVqygurpapHldXFzIyckRt0RlZWWePn2Ku7u7eJj0BU927drFgAEDuHnzJq6urjQ2NuLk5ISJiQkKCgosXrxYvND6kqBRUVFCmSonJ8eSJUuYN28eFy9eJCAgQNRq+tCGb9684e3bt+zfv5+LFy9iaGiIvr4+3759Ez1sGxsbTExMaGtrY+vWreTk5IhRo5eXFxoaGsybN4+ff/4Zd3d3zMzM0NHRob6+Xhh5pKSkeP/+PR0dHVy4cIHOzk6Ki4vp6urC3t4ePz8/1q1bx++//05hYSElJSVMnjwZe3t7MjMzcXFx4cGDB/j7+xMaGsqpU6fo7OwkJyeHVatW4e7ujr29Pfr6+jg5OTF79mwSEhIoLi7G2NhYBMk2bdrE5MmTKSsro66ujnXr1nH58mVhAjM0NCQmJobExETk5eWZPXs22dnZJCYmYmtry7Zt2+jo6MDIyAhFRUViY2OJi4vjwIEDVFZWiunA+vXrCQ4OxtjYmDVr1pCfn8/3799xdnYWiNy+0I2uri6pqal4e3uTlZXFw4cPmThxItevX8fIyIhXr17x9u1b1q1bR79+/Th06BC//fYb58+fx8nJiba2NtauXcv3799xd3cnOjqaefPmUV9fz5cvX1iyZIl4Wfn5+VFeXo6hoSGvXr0iLCyM5uZmsrKyKC0tpaWlBYlEwrp165gwYQIJCQlCuJKQkICBgQFHjx5FIpGwfPlyCgoKqKyspKmpif379zN48GBSU1NZunQpBgYGJCcnU1FRweXLlykrK6OsrIz169eLv/P9+/cxMzMTLIpz585x9+5dli9fzokTJ1iwYAEKCgqsXbuWXbt2ISMjI5SylpaWXL58mdzcXDw8PLh586ZQRPbhj3NycmhqauLEiRNoampSU1NDUVERPT09NDY2kpOTg6urq6Arvn37lm3btolq4507dwgKCuKXX35h3LhxbNu2TawFFBUVuXDhghDLxMfH09vbK+xSKioqBAcH8+bNGyQSCUuWLBEBrs7OTjZs2MDkyZP5/Pmz8EjY2dmxa9cuamtr8fHx4cyZMwIkc/nyZf7++29yc3PZtGkT/v7+pKen09LSwps3b7CysiIkJARTU1NWrVpFWFgYAQEB7N69m5CQEAFJSkxMZOrUqYwaNYpHjx7h7u6OnZ0dSkpKzJs3DxUVFaqqqoQRTkVFheTkZOLj49HV1cXDw0NYyvoaSdXV1SxevJgbN25w/vx57ty5w7Jly3j79i2Ghob09vbS1tbGwIEDqa6uZtOmTVhYWNDd3Y2ioiKzZ88mIyODW7duERoaSlpaGlVVVSxYsIC7d+8SFBTEvXv3CAkJ4dixY0ybNo2mpiakPT09dwwZMoSAgACsrKy4ffs2EyZMYPDgwYINvGTJEk6dOsXjx4/Jzs5GV1eXGzdusHr1aurq6mhpacHKygpXV1dOnz5NRkYGu3fvZvny5Xz79g0XFxcyMzNZuHAhzc3NWFlZsXr1avEPHRwcTFxcnBDQe3t7Y29vz/Tp0/nll19QU1PDzs6O4cOHC/nGqFGjhIN09OjRrFy5kn79+mFrayte3K2trTQ1NeHv7094eDhSUlKiV11WVkZlZSVjxowRtKI9e/YIVKS8vDwVFRVij9bXn5SWlhYv9JEjRzJs2DBUVFSoq6sT9Z5nz56JTvCyZcuQlpZGT08PJycnRowYwU8//YSDgwPJyckYGRlhbGzMvXv30NHRQU1NjevXr1NaWsoff/zBzJkzhUP2xIkTzJo1i/T0dGHmefHiBZ8/f+bVq1f8/vvvKCgoEBoayq1bt5BIJOjo6NDT00NoaCje3t5cv35dWMp0dHS4ceMGkyZN4uHDh+zdu5fHjx+jqqqKo6MjGhoaYofp5eXFo0ePKC8vJz09nQ8fPrB79256enqEWnXChAls374deXl5wa4+ePAgCgoK7N+/n9jYWFRVVQUmtaenh9raWuLi4vD09ERBQYG4uDgBw6+srGT9+vUkJiZy8eJFdu7cSX19PbKysjg5ObF//34yMjKws7Ojf//+qKuriwrFnDlz6OnpwdzcnCNHjtDa2kpjYyN2dnZoa2vz119/YWNjQ29vLy0tLQLi0xfA+e+//0SHfdGiRWI11L9/fxQUFDh+/LjY/6mrqzN48GAePnxIYGAgcnJytLS00L9/f06dOsWvv/6Knp6e6GFeunSJ58+f4+Hhwb1799i2bRvy8vI8efJEpKDz8vLYs2cPPT09yMvLo6qqyrx585CWlhaCmb7uqa6uLk5OTjx58oQTJ05gaWnJ0aNHcXd359ixY7x//16MaW/cuIGioiIhISFMmzaNsLAw1NTUSE1NJTQ0FCcnJ6KiooiOjqaiooI9e/awYsUKwsLCKCsrExCcoKAgTpw4gbq6OlZWVmRmZordn76+PgEBAVhbW4vaT19w9ebNmyLNq6SkRHNzM8rKyoLVvHDhQj59+kRXV5dIfvfv3x9NTU3s7e35+++/0dbWxsbGBgMDAwoLCwkICOD169fk5uayYMECoqOjcXd3Jz4+nu/fvwvBj6amJlOmTCEwMBADAwPmzJnDtm3bSEhI4NatWygqKjJ+/HhCQkKIiopi//795OTkcPfuXTF+7RMbjRs3Dg8PD8LDw7GysqK2tpa8vDxaWloYOXIkXl5evHjxgh07dvDHH3+IgNG3b9+4e/euCKlWV1ejqKjI0aNHKS4upqWlBQ8PD96/f09+fj4GBga8f/+ejRs3EhoayogRI1i2bBnW1tZMmTKF3NxcTpw4QWFhIS0tLRgYGGBiYsK1a9dITEykX79+eHl5ceXKFWRlZenu7mbq1KmcPHlSTE727dvH9+/fef36NfPnz8fW1hZHR0c+f/7M4cOHeffuHf7+/iJY6e/vj5SUFJs2bSIxMZHAwEBRQ2trayMqKkrkQNLT04mOjmblypWcOnWKTZs2cfbsWXp6eoiIiBBWuj///FMkzkeMGEH//v1JTk7m8OHDvHz5UpD6GhsbKSoqYt++fVRVVYnAX0FBAc7OzlRXV/Pw4UPa29uJiori+/fvLFq0iH79+mFiYoKtrS0HDx4UngNfX1/27dvHjh07KCgooK2tjc7OTrZs2cKECRO4efOmaBFMmzaNjIwMXr9+zYkTJzh58iSurq58+/aNM2fO4OrqSnZ2NgoKCixbtgxNTU2srKwYNmwYHR0dJCUlsWHDBqZOncr9+/fp7u7mwIEDHD58mP/++4+0tDSmTZvG77//joGBAbq6uhgaGvLbb78Jk5n00qVLd/TZj8zNzZk6dSqnT5/GzMwMBQUFHBwcMDMzo7W1FUtLSzHWuHTpEiUlJWJ3JZFIKC4uFnD/iRMnCqtSQUEBCQkJSCQSIanfu3cvbm5uyMvL09jYKEYVfbuy8vJyrl69KhKc9fX1bNmyhZkzZ2JgYMCGDRsYOXIkSUlJmJqasmnTJoG9LC8v59GjR8IU8/LlS+zt7RkxYgQ3btxg6dKlxMXF0dTUREZGBnfu3KG5uRlFRUVyc3M5d+4cZWVlhIeHC2PV4sWLGTp0KC4uLmhoaPDq1Suqqqrw9PSkqKgIgIKCAiZOnIi3t7f4T+7m5sa8efOoqKggODhY2FnMzc3JzMykoaGBvLw8zp8/T0ZGBlpaWjQ0NGBpacnz58/x8/MDYNKkSYSHh/PLL7/Q2dnJixcvmDx5smBbBwcHY2FhQb9+/Xj9+jXNzc0EBQUxffp0fHx8BNzFz8+PefPmMWrUKF68eIGVlRUXL15EWlqaNWvW0L9/f0FBiomJQUtLi7a2NtTU1Ghra0NdXR1/f3+RRnZycmLhwoXMnj0bLS0twsLCOHLkCJGRkQIVWltbS0ZGBv369UNVVZWKigpOnz6NnZ0dnp6eqKmpoaGhgaWlJaWlpbi6ulJfX4+Liwvbt2/n119/RUdHh+LiYjw8PLh7966oU6SlpTF27FhxWq6oqGD58uUCUnP+/HksLCwICAjg1atXYu/dJ1hobm5m5MiRWFhY8M8//+Dp6cmDBw8oLy/H3t6emJgYrly5QnBwMGFhYejr61NcXMzSpUtJSkoiPj4eU1NTKisrsbW1ZdeuXSgpKdHe3s6gQYOYMmUKK1eupLe3Fzs7O+bOncu6devIysoS9rOYmBimTJlCd3c3b968wdvbm4kTJ+Lv709KSgpbt27l2bNnNDY2kpWVhZmZGU1NTRw/fpzy8nKePn36/2A5T58+zYQJE0hOTkZXV1ckhUeMGMHUqVPx9PSkpqYGTU1NGhsbWbJkCU+ePOHYsWO0tbUREBDAoUOHGDVqFGFhYSJVLSMjQ//+/enu7ub48eOMHz8eKSkpSktLGTduHB8/fmTMmDECmxkXF8fTp0/Zu3cvw4cP5+7duxw+fJjS0lJkZGRobm7Gw8MDWVlZ/P39OXDggDBqlZSUMHPmTMHtf/LkCZ8/fyYxMZF58+aRmZlJTEyMkIUoKCgIyYuDgwOjRo3C1dVVND98fX2RSCQMGDCAyZMnExQUxL///suZM2dEur+6upr79+8zZswYjhw5grq6OpMnT2bOnDm8efOGSZMmcf/+fSIiIsjOzqa2tpauri6SkpLIy8vDycmJ8vJysR7sIz7a2dmJLvCkSZOYPHkyz54949q1awDIyMjw6dMnhg0bhkQi4a+//qJfv36iWqmsrCx4Bfv27WPIkCHU19cjIyPDwIEDSU1NZcaMGcLj7e7uTlVVFceOHRP2u77pS3FxMSUlJTx//pxXr15hZ2dHUlISenp6tLS0MGHCBAwMDLh06RLPnj0jJCSE4cOHo6GhwaNHj8S4PzMzk4iICDw9PZGTk6OiogIZGRkWL17MwoUL+fjxI6qqqgL4oaioiIWFBfn5+cyePVsocBUVFdm3bx8WFhY0Nzdz//59ETBzcXFh6tSp6OjosG3bNiF4unDhAtu3bxcglT6BTZ873dvbW/io29vbSUxMFLrYL1++MGDAALq7u8nJyUFBQYEFCxbg4+PD/PnzUVNTo6ysjD179mBtbS00wKmpqZSXl9PS0oKysjLR0dF4enry8uVLSktL+fz5M1VVVSgrKzNu3DjCwsKIj48XiNGzZ8+ydOlSIiIiOH36NEVFRejp6XH48GGcnZ0ZOnQo8vLySCQSHj58SL9+/Whra8PR0ZGOjg60tbWxt7dHOjIyckffHiQnJ4fTp0+zdetWNm/ezPr16ykuLiY1NZUVK1Ywbdo0Tp8+LWooR48eRVdXl9bWVqZOnUpMTAyTJk1i/vz51NfXk5CQwIwZM3BxcaGtrY3ffvuNsWPHituWjIwMGRkZvH//nidPnhAaGiqSnw4ODoITbG1tTXt7Ozo6Onh6eqKvr8/s2bORlZVl3759XLp0ibNnz+Li4kJCQgJdXV1UV1czYcIEHj58yPv376mrq8PY2Jj29nZycnJobGwkMTGRR48eAYjRTU5ODoMHD0ZXV1dA8h0dHampqRGFdw0NDdauXSu61H/88YcAGkRFRYkQSXl5Oe7u7jQ0NHD//n1Gjx7NnTt3KCwsFLL2hIQE8ZIeNWoUpqamJCQkUFJSIgT2faz3I0eOICsry+DBg1m5ciUlJSVs3bpVUNx27drFvHnzMDMzE3WoBw8esHPnTuzt7Xn8+DEeHh4CUK+kpES/fv2wsrIiMDCQe/fuoaWlhaenJ/369SMvL49r167x008/4eXlRVhYGNbW1ly8eBEvLy9UVVV5+fIlly9fxtzcnMTERFRVVTl06BBVVVU8efKEX375hVOnTjFs2DBu3brFoUOH2LZtG0ePHkVHR0eI7zs7O8XnKj8/n+DgYH7++WdKSkpISUkBYObMmaLapKqqyvXr11m5ciVJSUncvn2bb9++iQrFmzdvKCgoYNOmTfj5+bFmzRosLS2ZOHEisrKy6Ovrc+vWLWpqaigtLaWmpkZAbQ4ePEhycrK48b98+ZKTJ08KgYyBgYEY8ffr1w8VFRUkEgnv379nwYIFZGdnU1ZWJn4vZ2dnAfuvrq6mrKyM6OhodHR02L59O76+vpw8eZLTp08LBGafZm/BggWcO3cOXV1dNDU1UVVVJSsrS+g4+/Xrx/Xr17l37x5paWlER0ezatUqvn//jqqqKkZGRuzevZvTp08TEhIi9vt//vmnkMLY2NjQ2dlJZGQkubm53LhxAw0NDTIzM8nJyUFWVlYwlhsaGmhs/P+oeu+/ntv///+aUrTT1i7apSVKS2ULZe/RaYdwhvM8eZ2dOM2Tsvcum1BIGjQQpUGFohIqpbS06/vD+9Jx+X7+gi71ePZ8HMf9frtdrzUcOHAAJSUl1q1bx7Zt20TNLCsri+DgYGRkZGhsbKSkpISGhgZqa2tRU1MjPj4eV1dXMjMzRcWrurqamzdv0tzczNixY3ny5Am2trYCJtLDXl+/fj0nT57EwcEBKSkpIaLx8PCgvr5ehCDT09MZPHiw4PRbWVmRn59PVVWV4BgkJCSIA2RBQQFv375lxowZnD17VkBb9uzZg6ysLMOHD8fT05Nhw4bR1dVFQkICLi4uKCgoEBkZyaJFizh48CDx8fGEhoYyZ84cbt++zZo1a6irqxOSGQkJCbFK+v333zE2NkZbW5sVK1bg6emJra0txcXFTJkyhXnz5qGgoMD58+f5+PGjCCP1PP+kpCSWLl3K7t27Wbt2LX5+fsTFxdG7d28aGxuJiYkRQKG2tjb++OMP7Ozs6NevH5s2beLChQv06dOH/Px8mpubmTVrFtHR0QJuY2lpyalTp5g4cSJfvnwhLS0NOzs7Ll26xPbt2/H09OT58+fo6ekxadIkzp07x7lz5xg/fjy1tbU0NDQIkYitrS15eXmMHz+epqYmcYCfPn06jx8/Fvz7a9euoaWlJQBSzs7OVFVV4enpSXJysoDw5OTk4OHhQVdXF7GxsaIDvmzZMl68eCGClT30t23btpGTk8OVK1fQ09Nj27Zt+Pj48O3bNwwNDdm8eTOurq7cvn2b27dv8/nzZ6ZPn87+/fuF4dDf35/09HS6u7t59+4denp66OjoiFCatLQ0NjY2ZGdnC9uhlJSUIHKOGzcObW1tYmJiOHXqFH5+fowePZqZM2eiq6tL//79OXPmDI6OjhgbG9PQ0EBUVJR4VxUVFbFt2zYktbW1QwsLCzl16hS9evUSJKclS5awa9cuUlJSKC8vF5zwXbt2MWbMGF6/fk13d7fYfeXl5SEpKUl2drYgQOXm5pKZmSlePB8+fGDnzp1oaGjQt29fVq9ejba2tljy93QrZWVl6erqIjMzU3Q5raysRFgnJCQEdXV1jh07xtKlS5GQkEBNTY2HDx8yYsQIbGxshKbS2NiY8PBw3N3dMTQ0xNbWltzcXGpra4mJieHLly/o6ury9OlTSkpK2LZtGyUlJcyfP5+2tjaysrLEy2Tw4MFs2rRJ7LmsrKz48OEDBgYGXL9+nZs3b6KhocHnz5+prKxk2bJlfP/+XYz1uru7xZfvqVOn2Lx5Mx0dHfTt2xc9PT22b99OaWkpq1at4u3bt9jZ2XHgwAGRZuzfv7+oRfz8+VOcrHsqYs+fP2flypWEhIQQHh6OpqYmtbW1GBoaIi8vz5s3b0Tpf9q0aRQWFnLmzBmOHTtGRUUFoaGhmJqa8vTpU0GimzJlCp2dnZw6dYr29naeP3/O4sWLaWlpITExUWBhS0pKqKio4MSJE4waNYoVK1bw+PFjmpqaUFdXZ/r06Zw6dQopKSmGDx/O9evXCQ4OFuPjS5cucfjwYb5//46dnR1nz57FycmJjIwMAgICiI2NxdLSknnz5olEaE1NDb1798bCwgJvb29Onz7NxIkTefLkCWvXrhWn6MzMTE6ePImCggL29vZCIBAZGUlpaSn6+vp4eHhgYWFBY2MjixYtwt7ensDAQGbMmIGtrS03b95k/PjxJCUl0dbWJmhLPXKEnJwcDhw4IG6Xvr6+eHp6isNZbW0tW7duZc2aNaI2c+HCBSoqKigsLGT+/PmMHDlSjLJra2uJiIjg4cOHosr35csXBg4cSF1dHStWrKC7u5s///xTSBACAgIYPXo0XV1dlJWVsWvXLmGVys7OprCwECMjI3x8fLh27RppaWls3LiRyspKFixYIAIz2dnZJCQkYGBgwJMnT/D29hYVRh0dHerr69m8eTP9+vVj3bp1rF69mvLycurr63n8+DFJSUksW7aM1atXo66uTm1tLc7Ozvj4+HDo0CH279+Pv7+/2OkpKCgwatQo9PX1UVBQELKO7Oxs9PX1uXXrFtbW1pSXl2NhYUFYWBhz5syhrq4OKysrNm/ezJcvX9DU1OT58+e0tLTg6urKjRs3SElJoaCggKdPn4raUUBAAIcPH8bKyorTp09jZmaGhoYGSkpKrF27Vtx409LS+PXrF+np6RQVFbFx40bB+S4uLmbgwIFs2LCBmzdvcvbsWbKysjh37hxWVlZIS0uTkpLCq1evCA4Opq6uDltbWx48eCD0jz0d7//9739iSjJv3jzu3LnDkydPcHR0pKKiQtALnz9/Tnx8PIsXLxaHr8zMTKytrZk8eTIdHR0cO3aMyMhIIiIihJ3O2tqaiooKfv36JbjoFy5cEJkCSUlJ4U8/fvy46Pbr6upSWFiIr68vS5Yswdvbm8rKSkHI09DQEMCXHz9+cPnyZWRkZPD19WX9+vVMnjyZsrIyoqKi8Pf35/79+1hYWPDlyxdqa2v/DwQiKUlZWZnQafbr14++ffvi5eXFihUrBNhEVlYWZ2dnDA0NiYyMpK6uTsCXJCQkkJOTw9HRkdbWVmG30tLSwtTUlL1796KhoSFQnxcuXCAkJIQtW7aQkpIiXtAqKioCz6qrq0tQUBADBgwQGlk1NTWkpaUZMGCAaPakpqby7t07Wltb8ff3x9zcHH9/f1auXMm5c+d48eIFFRUVaGpqitT44MGD6ezsRFZWlm/fvrF//35RoevTpw/W1tbi99u3bx8A8fHxBAYGIqmjoxPa0dHBzJkzhRlHT0+P1NRUMZ709vZGTk4OU1NT0tLSmDFjBuXl5Xh4eJCZmYm9vT3FxcU0NjZSVFSEpqYmXV1d5ObmYm1tTXh4ON++fSMkJISWlhbS0tIICQmhsrJSAPq/f//OiBEj2L59uwhUvX79WgjutbS0yM3NJTo6milTpogxZnV1NX/++acYKSYkJIiA19WrV1m+fDmysrJoaWlRXl4u+LoeHh6sW7eO8ePHi5fk2bNnuXLlClZWVty9excTExMWLlxIWFgYly5dEn88Ly8vqqqqiIuLw9vbm3///VfI4X/8+MGMGTO4desWSkpK9O3bl7y8PAICAsRaQU9Pjzt37rB69Wpu3brF2rVrqaqq4unTp6xYsYK2tjbh3P3999+FVq+H9pOfny9Obj1VrX379vHt2zfxYSwrK+PGjRtMmDCBLVu24OzsTGlpKRMmTOCff/5BVVVVcMtdXFxwdnYW6EsNDQ0UFRUpKiri8uXLAsDSwy2+fv06//zzD//99x/u7u68ffuWXr16cf78eaKiokhNTRW1LhUVFYqLi9m5cydNTU1ERkZSX1+Pj48PY8aMwcXFBUVFRSwsLLh//z4uLi7Ex8dz/fp1zp8/L4QFZmZm2NjYEBMTw/r16wkICMDCwgIdHR2uXLnC8OHDaW9vR1tbG01NTfr06SOS5SEhITx58gRtbW3BPL927RqHDh1i06ZNdHV1UVJSgpSUFN3d3ezbtw93d3ceP35MTk4OGhoaeHl5iR1e//79Wbt2LVu3bqW1tZXGxkYB+ampqUFSUhJlZWXc3d05fPgwCxYsELaxOXPmoK6uLmA7jY2N4sWtrKwsiHwTJkygsLCQzZs3CyRtWVkZFhYWVFdXk5mZKRCuCxcupKioiB8/fjBv3jycnJzQ1dVFU1OTc+fOERsbS1tbm2gu9ORSgoOD8fT0xMHBAXt7ezQ1NXF3d8fc3JyAgAACAwMZOHAghoaGNDQ00NraSv/+/cVut2dMf/XqVTo7O7GxsSE5OZlHjx7h6+vLsmXLUFZWpqSkBAcHB2JjY5k9ezYKCgq4urrS2tqKmpoaqqqqRERE0Lt3b1EpXLp0KZcuXaKxsVEwxZuamhg3bhyKioq8fv0aOzs7WltbcXZ2Zs6cOZSVleHl5UVAQIBQZxoZGQkDWc+odsqUKUI4kpGRweLFi7l+/TpNTU0CVzls2DB0dHRIT09n2bJlyMvLc+vWLaSlpZGQkMDKyoqkpCRqamqYPXs2jY2NbNmyhV+/fuHi4iLS80uWLOHBgwcid9AD87Czs0NdXZ1du3ZhbW3N9OnTuXfvHrW1tQwYMAA1NTXBJygtLSU6Oho/Pz/a2tpwc3MT058eGc6MGTOwsrJi7969XL16FWNjY9ra2hgxYoSov7158wZ3d3eysrJoamqisrJSWOB6MkRjxoy8hY9BAAAgAElEQVQR6Ns9e/bg6OhIYmIi8+bN4/PnzxgbGzNgwABKSkro7u7m6NGjWFpaMmTIEOrr66mqqiIhIYEjR45QX19PYGAg27ZtY8SIEUyfPp0xY8YIXsXRo0fR1NTE3NycHTt2YGlpSWZmJnp6ekhLS6Ouro60tDTd3d24u7uza9cu7t+/z++//05paSnS0tKoqKjw/PlzQeM8e/Ys3t7eGBkZUVVVhZOTk6jX+vv7M2zYMLZs2SJQo7m5uaKxExMTw+fPn5GXl2f//v2ihltSUoKsrCz5+fncvHkTR0dHURF2dXXl1atXDB06VCS9ewiaa9euJSQkhMTERDo6OigqKuL9+/d8+/aN1tZW/vvvPzH5lZGREZeKlJQUfv78KXrbtbW1lJSU0NzcjGRGRkZoD63J0NBQ7Knc3d1RUFDAyMiI/Px8xo8fz7Nnz3BycgJg//79uLi4oKKiwqdPn5g6dSr79u1j2bJlZGZmkpuby9y5c9HW1mbo0KECy3fx4kWCg4NZvny5uE3169cPIyMj5s+fT1BQEKamplRWVhIQEICHhwe1tbW8ePECR0dHFBUVGTRoEFu3bqWrq4uDBw8SGBjI8uXLaWxspKKiAkNDQ0GT0tPT48mTJwKkcvPmTQwMDJCVleXUqVMsW7aMjo4O7ty5Q2BgIAYGBnz8+BEXFxcqKir4559/+OeffzA0NKS6uprHjx9TVVWFq6srubm5KCgoiD2cqakpGRkZ6Ojo4OXlJXCpPXW2HsjLr1+/GDJkCO/eveOPP/4gLy+PHz9+YGhoiLu7O6qqqpw7d46ysjKePHnC0aNHWblyJatWrcLQ0JD//e9/VFdXExISwtOnT6murqZfv35UVFRgZGTE7Nmzyc7OJigoiN9//51Lly5x584d5OXlOXz4MMHBwXh4eIgaVUFBgfA0NzU18fz5c9LT03n79i0rVqzg1atXTJo0ic7OTnr37o2cnBwVFRWYmpry/ft3FBQUuH37Nr/99htaWlq0tbWho6PD8ePHMTIyEsnlHoGKmZkZ0dHRHD16lNevXxMVFYW3tzexsbHo6+szd+5c9uzZw/Tp06mqqiI8PJw5c+aQnp7OqlWrKC4uFpCRlpYW6urqGDNmDH/99ReVlZWYmJgInm91dTVdXV0UFxezYMECTpw4gaurK/X19Vy8eJFJkybx9OlTnJycSExMZOvWrejp6aGtrc1vv/3G8+fPaWtr4/Hjx4SFhbF48WImT55Mamoq586dQ0JCAl9fX/Ly8rC0tGTKlClUVVUJ+ImKigp///23OESlpaVx5swZsrKymDJlCmvWrEFXVxc1NTVOnDiBvLw81dXVxMTECA75unXrOHv2LM+ePWPmzJk8efKE/Px8EhMTATAwMOD48eNC/9jU1MTPnz9ZsWKFOGgD3Lx5U7jee0JUpaWlQmm5ceNGysvLWbRoEVu3biU3N5eEhAR8fX2pq6vD2dmZfv360dzczNOnT6mvrycoKIi7d+8iLy+PpqYmCQkJBAUFMWjQIPbt20draysPHz7k5s2bLFiwgIiICNzd3cnOziYwMJDdu3cjISHBhw8faGpq4s2bN0ybNk2kqkePHi1GkRcuXODixYt0dXXh6OiInJwcr1+/ZsiQIbS0tHDnzh1hFezJhpSWljJo0CDa2toYOXIkPj4+ImujqKhIr169hNKwJ628aNEioqOjGThwoAhBysrKcvv2bYHflZSUpLm5mdbWVgEKyc3NJTAwkOPHjxMaGkpmZiafPn3C1taWfv36iUmbtrY2Bw4cYMWKFfz69Yv+/fsTFBTExIkTefToESYmJqioqJCTk8OkSZPw8PDA19cXMzMzli5dKg78dXV1HDx4kMLCQmbPno2trS01NTU8ePCAhIQEgTyOiooSffbHjx+jr69PfX09CxcuZMGCBVy5ckXUUk1MTBg8eDDNzc1CtpKfn8+KFSuIjIxERkaGwsJC5OXlRQ+5oaGBsLAwtLW1SU9PZ+HChcTHxwuOeUREBJmZmSQnJ7NgwQI2b97Mxo0bMTAwQFNTk/PnzzN+/Hixew8ICGDnzp18/foVKSkpJCUlmTBhAhkZGWhqajJjxgwRfm5sbCQ/Px9nZ2c6OztRUVHBxMSETZs2CSRqZWUlPj4+IvTn4+NDSUkJYWFhjBs3DkNDQ1pbW4mIiGD8+PEUFBQQExMjLHMrV64UlMLk5GS0tLTo6OggJCSE69evU19fz7179wS9MiwsjLa2Nnbu3Mm0adMYOXIk586dY/DgwcJI2KdPH+FaWL16tXBYnDp1iujoaBoaGsQlbfny5YK3L7lq1arQnTt3cvz4cczMzISxpiflGhMTw+vXr6mpqUFeXp7MzEwuX76MiooKnZ2dhIWFUVdXx8+fP7G3txfKx+7ubpSUlPj27RtJSUkcPXqUXbt2MWXKFFavXs2XL18E/3XYsGFUV1fj7+9Pc3Mzenp6pKenc/z4cSorK9HX10dCQoIZM2YgIyPDmzdvRK/x33//5fDhwxQVFQmt5vXr13F1dUVHR4d79+7h5+eHhIQEnz59IiAggGPHjuHg4EBwcDCNjY3MmjVLnNLq6uoYMGAAkpKSXL58mREjRhAfH8+uXbuwt7fHwsKCf//9l8DAQF69eoW3tzfbtm2jqqoKZ2dnLCwsaG9vp1+/fhw8eJB+/fqxfPlyLl26xNSpU5GSkiIgIICbN2/y48cPkQb88eMHlpaWyMnJER4ejrS0NH379uXgwYMCSzpy5EgePXpESUkJd+7cQUJCgtzcXMHRXrFiBStXrqS5uZmPHz9iYGDAzZs3iYyMxMbGBhMTE4yNjYVbVk1NjezsbAHv//79O1OmTMHExIR9+/aRlpbGw4cPuXjxIhkZGUKZZ25uLp5XaGiosLLdvXuXPn36oKamxurVq1m9ejUXL14kKCiI2NhYOjs7BXShB2OppKQkNJ0aGhoEBATw6NEjVqxYIWA2KioqpKenk5+fT9++fQkPD2fy5Mls27aNKVOmoKioKDrLnZ2dmJiYCNdsXV2dgJXcvn2b0NBQHj9+zK1bt4iPj2fq1KnCH93U1ISbmxtVVVW0tLSIl+HSpUv58eOHGJ2OHj1apM2NjIxIT0+nsrKSDx8+MGPGDIqKisjJySE7OxtFRUV+/PjBuHHjMDY2FgGnoKAgrl27hp6eHr9+/eLVq1c8fvyYuXPn8ujRI7HWiImJQVdXl6ysLKZNm8aGDRtwdHRESUkJR0dHevfuTUxMDKdPnyY2NpYLFy6goaHBgwcPMDQ0ZPHixWRkZAj/8cuXL3F0dMTa2pr29nZyc3Pp6upixowZbN++HXNzczQ0NDhy5AiXL18W6MvLly/z/v17Vq1aJSqCHz9+pL6+nszMTFEV7Lld2tjYMHToUFJSUoQZLjw8HG1tbSQkJJCWlubcuXPo6urS0dGBvb09X79+Fbfhu3fvMnjwYOzs7AQ/u7CwEBcXF9auXYuzszMRERHIyMhw//59wfPv06cPVlZWYgXUq1cv8TPl5eXZt28fkpKSgkvQszPumcht3bqV9PR0Ll++jIODgzi09zAFqqqqWL9+PT9//hTQpB6f+vLly3n//j0aGhpcvnyZ5ORkxo0bh4KCAr/99hs/f/6koKCAN2/eMHfuXK5du8akSZNYtmwZUVFRdHd307dvXwH2MTMzQ1ZWlo8fP9LY2EhnZye6urq4u7szYsQIfHx8AIRgZOPGjaLuNnDgQKSkpBg4cCAaGhrikqKpqYmamhoA7e3txMbGUldXh6enJ6mpqcycORMlJSWGDRuGvr4+48aNY9GiRTQ0NDB06FBBgTMyMmL79u38/fffVFRUMHXqVCZNmoSzs7MQhwQGBpKdnS363hEREVRXVzN16lR69+6Nk5OTIGCamJigo6Mjfo9JkyZRWFjI8ePHsbCwoLm5maqqKrZt2yb21j0j/ocPH+Lj48PRo0c5ePCgyMG4uroiLy9PTk4OvXv35tevXwQHB/P69WvxXebj48P06dNRUlIiNjZWcCl27twpQs02NjZ8/vyZ5ORkQUSLiori1atXXLp0iVOnTnHp0iXmzJlDZWUl9vb2vHz5kq6uLoyNjQkJCRGwMTs7O54/fy7YIhMmTBD+iK9fv3Lv3j1MTEyQk5Nj//79/O9//yMuLo7o6Oj/m961traGKigoiNRma2sr1tbWDBkyhCdPnoidSE9/1cvLi9LSUvz9/UVgY8WKFRw5cgRPT0+uXbuGtbU1EhISTJ06VdhMlJWV6d+/PzU1NZw8eZIhQ4Zw7949Ro0axeHDh3Fzc+P8+fOC6ert7c3q1atxcHBgypQpODs7s2nTJjQ1NRk8eLDwAvckpv39/QVzuK2tDXNzc3HbkJCQYOvWreIWvXnzZu7evUtLSwvt7e38+vULW1tbjh8/jq+vL7W1tTQ2NuLq6kpFRQXv379n8uTJ7N+/n7S0NO7fv8+lS5fw9PTk3bt35OXlcfLkSWxtbYmKimLu3LkcPHiQiIgIXFxcePHihRirmZubiy+gd+/e4e/vz4cPH5CRkWHfvn14eHhQXFzMyJEjKSwsFECVN2/eICcnh5ubm4B5xMfH4+7uzvHjx0W1SUNDA3l5efr37y9CK97e3iQkJODk5ISmpiZPnz6ld+/ebNiwgbS0NMLDw2lvb2fMmDHIyspy8OBBampq+PnzJ0pKSuLWPn/+fC5dukRtbS0bN24kLCwMMzMzZs2aJSQjPbvFQYMGkZeXh7KyMi0tLWIV8OnTJzIzM1m0aBGZmZkoKysjKyuLqakpzc3NZGZmoqWlhYyMDDY2NiIJW1dXR3t7O05OTowZM0bYn86dO8fZs2eZPHky379/59evX8TExAgbVA9Yf9iwYQQHB3Ps2DFsbGwoLS0lMjKS/v374+DggKSkJHPnzuXz58/i4Hn79m369OlDQUGB6DL34DZfvnyJkpKSIJ1VV1dz5swZxowZw3///YejoyNGRkZYWVnRu3dvrK2tRZrd0NCQ8vJyOjs7WbRoERcuXEBWVpbHjx+zb98+FBQUaGhowNzcnPv377NlyxZu3rzJsWPH8PT0RFtbm7KyMoGH9PX15cCBA7x48YJPnz7R1dWFlpYWAwYMEBWiw4cPC+pSD8ugtrYWRUVFGhoa8PPzEztNeXl5Fi5ciKSkJEuXLqWsrAx5eXlMTU0pKCigpqaG4OBgAXgYNGgQSUlJ3L9/Xzz/4uJiVFRUkJWVZdGiRYSGhgod4h9//EFSUhJmZmaixz506FAMDQ3p6upCXV0dDw8P5OTkBGVt1apVHDp0SGA1a2trsbW1FVTFngaEhoYGsrKyqKioUFVVxfLly7ly5QrLly8XHe/169ejq6uLrKwso0eP5tChQwKzPGvWLGpra1m1ahXt7e3MnTuX27dvC52uiYkJt27dor6+noqKCrq7u4XKt6di2tMJl5GRwdbWlrlz53L8+HH++OMPWlpa2LJlC/fv3xd88J6gk6Kiojgg/Pz5U7DSo6OjRVr4+vXrfPv2jRMnTlBTU4OKigre3t6kp6dz48YNoqOjRXjM2NiY7u5uvn79KtLPysrKNDc3Y2JiQltbG5MmTeL169fcvn2b4cOHU1ZWRnR0NM+fP0dKSoqYmBiGDBnC69evKSkpQUJCAldXV4YPH86ePXu4du0a58+fZ9asWdTV1XH+/HkhbOno6BCrEy8vL8zMzBg7dqxASjc0NAjtrouLC+fPnxffBdHR0ZiamvLjxw8uXbqEgYGBOBh+/foVd3d3Ojs7GTRoEGPGjGHMmDEYGxtTVFREZWUlrq6uPH36lPT0dJYsWcL79+/58OEDISEh2Nvb097ezqxZs1BRURGEMVVVVSwtLamrq8PPz4/6+nqB221sbOTWrVsoKiqSlpZGQUEBqqqqrF+/HgsLC1JSUrh79y43btxgyJAhREdHIyUlJVYGVlZWImDXs8P//v076urqlJSUcPz4cZ4/f46RkRFRUVHi4Ld27VrWr1+PjY0NKioqSAYFBYXGxsby4MED1q1bR1xcHB0dHURERDBq1Chqa2txcHAgJSWFIUOGsHTpUqSlpQkLC0NXV5ebN29SWFhI7969GTt2LMrKyqxbt47Dhw/T3t4ucJVXr16lV69eYic4fvx4sV89ffo0DQ0NIvAzcuRIsXMwMDBg1qxZDB8+XIyTT58+TVdXl/ArBwYGMnfuXP79918aGxvZsGEDBQUFTJ8+nStXrjBv3jzCwsKwtbWlq6tL7K2Tk5MJCAjg1q1b+Pj44OXlxdevX6mvr6epqQkvLy9ycnKEZ9fJyYlFixbx7t07hg8fjrKyMsnJyZw8eZIrV64IaIuioiLv3r0jNTWV0NBQvLy8xEsiOjqayMhIAe64ffs2mzdvZsOGDSgoKNDS0iLqPMuXL6ezs5OMjAxGjhzJtm3b2LNnD6dPn2bNmjXU19dz5MgRGhsbhZKzJ9RXWVlJa2srTU1NIvWemppKWFgY0dHRdHR0kJSUxPv376mvr0dVVZXy8nJevnyJpaWl4J3b2Njw119/iUqQi4sLP3/+ZODAgfj5+QFw+vRpVFVV8fHxobm5WQTvbt68yYgRI7h79y6PHj1ix44daGpqcurUKSEjOHbsGJMmTeLjx4+MGzeO9PR00SWXlJQkLi6O2NhYIWXp4conJCSQm5vLuHHj+PnzJ1VVVfz9998UFxejpqbG3bt3MTAwEIn3HolJTk4OaWlpRERE8PLlS/T19UVAb+vWrWRmZiInJyemHxkZGUIa8P79e1pbW5k5cyZubm5ER0fz7NkzRo0aJRCXOTk5Qtvac2v4/PkzKSkpxMTEUFJSQlZWFi9evBAH4zFjxrBmzRqxiz916hQWFhYADBw4kJqaGmxtbWlvb8fX15fo6GiamppwdXVlx44dxMfH8/vvv6Onp8eNGzeoqalh7969qKioICUlxc+fP1mzZo0AhUyePBkzMzOcnJzYsGED48aN4/LlyxgaGpKUlCR2w/n5+aJyNXToUMEeX7JkCfn5+WhoaHDz5k2kpKTIyspi9uzZQtwya9YsTpw4IRDCXl5eHD16lC1btohQYM8hp4flsHPnTtrb25k0aRI/f/7E2tqanJwc1NTU0NPTY/369djZ2TF37lxxqOuxTK1du5bGxkamTp0qphv9+/fnzp07pKamYmhoSHx8PEOGDOHUqVM0NTWxd+9esrOz2bp1q8gyaGlp8fTpU16+fMmwYcOIiopCX19f2Mq6u7sZNGgQdXV1KCgoCK2ii4sL5ubm9O3bFwUFBSZMmEBkZCQjR46koqICGRkZtLS0GD9+PKqqqjQ3N1NQUMDSpUs5deoUqqqqlJWVERQUxF9//YW5uTkqKiooKiqycuVKysvLcXFx4ffff0dBQQFFRUVqa2vF2FdXV5cdO3aQmJjImjVr8PPz48aNG6ioqJCYmCiS/gUFBVhYWPD161cUFBQ4duwYVlZWBAQEiBWAi4uLCE6dOXOG8PBwNm/ezIMHD5CUlKSiooInT56we/duJk+ejISEBM3Nzfj5+bFp0yaR7tfS0iIjI4MZM2aI0frgwYMZOHAgY8eO5e3btwwaNAhTU1NiY2MJCAigoaEBX19fysvLiYyMxMnJSawQe7TIffv25cSJE8jIyAhfdGpqKvX19djb27N7927Gjx/Pr1+/MDU1ZfPmzXz69ImKigr27NlDVVUVvr6+3Lhxg8bGRgwMDGhubiYrK4sPHz7g5OSEp6enoDB+/vyZ6Oho+vTpw8qVK7G1teXWrVvU1tbi7e1NVlYWf/zxB6WlpXR2dmJvb4+Kiooww+np6dHV1cWkSZP48OEDUVFRBAcHExISQnR0NKNHj6ayspIJEybg7u7OqlWrsLS05M8//yQ6Oppjx44JQqHk6NGjQydOnEh8fLwY9Xz8+BEzMzNB9urXrx8yMjIcPXqUx48fc/ToUeTl5ZGQkGDNmjUCcC8tLc3ff/8tzES9e/cW8gJtbW369OnD8uXLRdLv06dPAi335MkTDhw4QElJCTk5OWzbto3S0lKeP3+Og4MDJ06c4MePHwQGBqKsrIyMjAxlZWXIysoSGRlJZGQkjo6Oojvc3t6Ouro648aNY8uWLYwdO5YVK1Zw+/ZtBg0aJNisFy9e5P79+2zevJkBAwZgaGhIbGwsTk5Ooj707t07tLS0BEu9B7UoJyeHjo4OgwYNorS0FF9fX4KDg+nu7sbIyEicYCdPnkyfPn14+fIl9vb2BAUFiaBIdnY2WlpamJmZoaOjg6WlJaqqqtTV1TFlyhQePHiAo6Mjffr0oampiQULFvDbb7+hp6fHzp07efPmDXFxcTx48IDJkyfz33//oaqqSnBwMHPmzGHv3r2cPXsWdXV15s2bh729PTU1NXz+/Jna2lqhw9PW1sbDw4Pq6mpxSMvKyuL8+fPk5+dTVlbG/fv3mTRpEtXV1YwcOZKCggJu375NYGAgJ0+eRFJSEhUVFeLi4kTgauHChXz79o2//vpLONYbGxsxNjampqaGCRMmUFdXR2JiIvLy8owePZq0tDSWL19OdHQ0VVVV7Nq1iwsXLnDp0iWOHz+OgYEBBw8exM3NTYRUKioqhNzBz8+Pq1evUlBQwIABA2hpaaGiooIJEyZgaWmJoqIifn5+wq5kbGzM7NmzcXV1ZcKECXz69AlJSUnk5OSIj49HXV0dXV1dcnJyhGu853a2Zs0a7t27x5IlS7h8+TIWFhaCANezMy4oKGDUqFH8888/tLS0sGDBAjQ0NNi9ezeLFy8mKysLLS0t/vvvP2pqati3bx8pKSlkZWVRX19PQkIC9+7dY+LEiWRlZYlT/7Jly4QLWUlJiR07djB06FBGjx6NkZERb9684datW3h7e4vJUs+z6MGahoWF8eXLF+7fv/9/XwiSkjx9+pT+/fsTHBwsvPA9dqtp06aRmJjIsWPHGDFihBhr9+zVDx48SFtbG1FRUQwZMkSMR3tu7w8fPkRaWpqCggI0NTU5duyYqFB6eXkxceJEAI4ePYq/v78QBGlra5ORkYGWlpb4v3d1dWXdunU0NTUxatQo8vPzOXz4MGZmZkyfPh1JSUnOnj3LunXruHr1KgkJCaxbt45bt26Rl5dHYGAgycnJgkhXVVUlFKOxsbF8+PCB+vp60T8uLy8Xukdra2tMTU0JDQ3lzZs35ObmYmxsLKZtcXFxjB49mjdv3vDjxw/k5eWFRU9VVZW8vDxRR3VxcSEpKYng4GAePnyIjo4OaWlpYirS3d1Nbm4uo0ePxsXFhaamJsrKysjIyMDIyAgzMzN27NjBkiVLKC0tJTs7mz179ogXh5eXFyNHjhRVuB5vvZaWFvb29pw8eRIbGxsBKsrPz+fYsWO4ubkJg9z3798JDAykrKwMX19fUTs8fvy4aEvk5OQwevRouru7GTNmDGlpaaiqqvLo0SPMzMzIysqipqaGuLg4Xr16xcePH9m0aRNDhgwRPPMe7eebN284dOgQqampDB8+nJiYGDo7O7l69Sp2dnbMnj2b0NBQwsPDRZulo6MDLy8vOjo6WLx4MXfu3OHw4cNISEgwYcIExo0bh6amJs+ePUNCQoK9e/cyadIkDA0NqaqqQklJCQ0NDWpqapg5cyabNm3CzMwMU1NT3r17J1aaN2/exMLCgunTp1NQUMCuXbt49uwZp06dQlpaGi0tLR4+fChMcbm5uTQ0NLBkyRI6OjqEN8LPzw89PT2WLFmCoaEhUVFRODs78+nTJ7Zt28agQYOws7Nj3bp1pKamsnr1aiQXLVoUqqCgwNKlS1m6dCmJiYliD+Th4cGTJ0+4fPkyixcvxtzcXHBn9fX1hWWqu7tbjB7z8/Nxc3Nj4sSJKCsrU1FRIUadEyZMYPXq1eTl5eHr64u2tjYBAQHitnTx4kUKCgoEaKWpqUn4osPDw1m8eDGKioqkpqYiIyODuro6KioqeHp6UldXR3p6Ojt27MDa2porV66gpaXF9OnTyc/PJyoqiu/fv7N27VrOnTvH27dvefr0qbBNpaamkpqaSmxsLF1dXeIGfufOHfr06cPDhw9ZtmwZqampgsndwz7+/PkzV65coVevXlRXVzNu3DhmzpxJSkoKP378YN++fUyYMIHOzk6UlZUFUtLf318IFC5fvkx+fr6o7nR3d1NdXU1hYSEGBgbs3r2ba9euYWpqyqhRo5CRkaFXr16cOHECX19f1qxZQ0REBO/evWP37t0MHTqUDx8+8Pfff3Pt2jVWrlyJnZ0dWlpaKCoqIiMjQ319PXl5eTg4OIg+/K9fv4iNjeXp06eMGjUKCwsLUlNT2bVrFyNHjmT37t3069ePadOmYWJiQkNDA46OjgwdOlTs+PT09EhOTkZPT4/MzEwuXbpEYmKiEDL0hOlcXFywsrKioKAAWVlZjI2Nefz4MaampgLvZ2FhQVxcnBB0aGlpUVJSgpmZGZ8/f8bHx4eNGzdy4sQJvn//Tmtrq7hdODk5oaOjQ3FxMaGhobx8+ZLhw4ejpaXFiRMnOHLkCBkZGXR3d9PZ2UlrayvS0tKYm5ujpqaGnJwc165dQ1NTk0ePHuHs7IyjoyOWlpZ8+fIFW1tbDAwMmDlzJk1NTZSUlJCSkoKZmRnS0tJER0dz8uRJFi1aJPSEPYezw4cPY2lpSX19veBpHzlyBEdHR7y9vYmKimLOnDlcu3aNxYsXM2nSJIGZPHHihBAMPH/+nIqKCoqKikS9TVtbm/PnzzN58mRUVFTYv3+/WF/1yAv+/+udR48e4ebmxr179+jq6kJWVlbYx3r2oz179pCQEAYNGoSZmRmZmZnMmDEDZWVlgoKCGDx4MPb29owePZrAwEDRje/p/PbwCV69ekV7ezsODg48efKEmJgY/Pz8UFZWpra2lvj4eAoKClBWVhaBuJKSEr59+4a5ubk4kHp5eXHo0CH09fVJSEjg06dP6OvrU1VVRblgfRIAACAASURBVFNTE5s3byYjI4P29na+fftGr169kJWVxdvbG39/fxFes7Gx4cGDBzQ1NVFUVCQ+O76+vmRkZNDY2EhDQwN9+/aloqKCoKAgDhw4IAKBFy9epLOzk7dv37Jt2zYOHDiAq6srlpaW5ObmkpycLHSuubm5WFlZCSHIwIEDUVNTQ1ZWVow/q6qqxGTg/fv3lJWV4e/vz7dv3/jzzz+5c+cOcXFx9O/fn/LycoYNG4aGhgZOTk6oq6tjZ2eHmpoaZWVlIt/R0dEhxBe3bt3C0dFRhByHDBmCg4MDkZGRhIaGoqmpSUhICP/++y/r1q0TI/KgoCCam5tpaGjg3bt3ZGdn8+zZM96+fYu+vj6DBg0iOTmZz58/U15eLrzU/fv3Z+HChRgbG/P161caGxuZN28egwcPZvXq1UhISGBvb4+5uTkDBw4UbIjBgwfz+PFjRo8eTUFBASNHjhSNAVVVVQYMGCBusR8/fkRLS4sPHz7w5csXYmNjGTNmDHfv3mX58uVUVVVRUVEhJgt79+4VGZ3z58+TlpbGpk2bmDNnDv/88w8dHR0YGxvj5OSElJSUeHkCzJ8/n8rKSr58+YKVlRUHDhzgzp07KCoqIi0tzdu3b1m7di2fPn3CwcGByZMnY2BggKWlpZgwrlq1CikpKZYtW0ZSUhJhYWGYmJgQHx/PlStXWLx4McHBwVRUVAgP/LRp05A0NDQM/fnzJ3fu3GHLli2oqKjw7t07PD09uXXrltAEFhUVkZ2djYODA4mJiXz9+hVtbW1MTU0xMDCgoaFBkFl0dHR4/vw5hw4dYt68eXz8+JElS5Zw8eJFNm7ciKurK3v27OHVq1coKSnx6NEjEZSQlpZGUlKSiIgIEhMT8fLy4uLFi7x//56CggJcXFxQVVUlOTmZ+fPnIy8vj7S0NP3798fd3R0NDQ1ev34t9tOxsbECvxkREcGAAQNwcnKisLAQZWVl2tra6NevHy4uLnh4eDBgwAB0dXVpaWkRUX0FBQWBZ/Tz86O4uJh79+5RXFyMnZ0dlpaWODg4CJh7eXk5p0+fFvu7iRMnUlNTg4uLC2ZmZsjLy2Nvb09paSm/fv1CUlISCQkJ7OzsaGtro3fv3kL08OrVKxHws7Oz4+3bt5SXl1NVVcXMmTNZtWoV+fn5ooI1fPhw5OXliY2NxcfHR0wCekIsDQ0NYscXFxeHnJwckpKSaGtrM3bsWKKjozEyMhIIURUVFZ49e4aGhoYYMdnY2KCkpMSiRYuYMmWKqHudOXOGxsZGTE1NefHiBUFBQURFRTFhwgTs7OwYNWoUL1++FAz2jo4OHjx4QFxcHOXl5eIwlJKSQn5+PvHx8SQlJdHQ0CDSzfv37yclJYVnz56hoKBAU1MTZ86coaWlBU9PT3HYmjp1KnV1dYwdO5aAgAARVLx//z4xMTHIysrS3t5OYWEhQUFB9OnTh/fv34sbdw9PWllZmWvXrqGgoICEhARRUVFkZGTQr18/Ll++TFhYGF+/fhWthOTkZBFOmz17Nj9+/KB3796UlpaSkJAgJkiysrLCPTxy5EiGDh0q7G+vX78mLS2NlpYW9PX1KS0tZe3atRw/fhxlZWVUVFTIy8ujtraW3r178+bNG1RUVJCTkyM3N1esS96/f4+6uroAx2RkZNDQ0CB6uQYGBpiYmLBu3To8PDzQ1NQUtwCAYcOGUVFRQXFxMdra2qirq6Onp4eXlxdDhw7FwMCArq4uioqKSElJoampieLiYl6/fk1ZWRnt7e1ISEiIkFqPC9zDwwNtbW0RNnN0dPy//ZykJBs3bhRd5Z7fz8HBgQEDBuDg4EB4eDgfP35kypQp5OTkiHTzqFGj2LVrF4sWLeLQoUMMHz4cfX19goOD6ejooF+/fiL85ODggLq6OpaWlrx9+1b8/XsAUsXFxeTl5fH06VOSkpL49u0bw4YNo729nfb2drKzs5GWlhYtiZ7OcF1dHdra2rS0tAg+fY+sY8GCBbi5uYn6lZqaGs3NzSgoKDB48GBkZGSorq7GxMSEgoIC3N3dsba2prq6Gl1dXX78+EFzczM7duwQk8ORI0eSlZUlZCg9eRB9fX0+fvyIlJQUd+7cwd3dnbi4ON68eQOAubk5z58/Z968eSIj0NnZKV4sCQkJIrR74sQJSkpKxK1cVlYWa2tr4bSeOXMm48aNIyAgQEhMep7rmzdv0NDQYOjQoRQVFQl++LRp0wRWt+dvq6CgQHV1NZqamrS2tqKurs6RI0doaWlBQkKCvn37Che9n58fqamptLa2Ii8vT3t7Ox4eHmRnZyMvL8+nT5/Yu3cveXl5fPjwgZSUFPT19WltbaW+vp69e/cyePBgIQExNzcX3PXz58/j7u5ObGwsra2t/Pz5U+zm379/z9SpU4mJiREXg8rKSnx9fRkxYoRghgcEBJCYmEhJSQl1dXUC0vP161eWLVuGhoYG165dEwfEnkNgQ0ODyMv0cND79OmDlpYWbm5ueHp6IllXVxfa2dlJr169CAsLo1evXmRlZWFjY8OXL1/47bffeP36NZKSksLLrKSkJPYUr169QkZGBhcXF5SVlenduzfGxsb07duX7du38+zZM6qqqvj16xednZ2kpaXR2tqKlpYWPj4+dHR00N3dzZYtW4iOjmb9+vU0NTVx4sQJ0tPTaW9vF1UzPz8/du7ciZeXFzo6OlRUVJCamsr3799RVlbm8+fPdHV1YWpqyvPnzxk7diwLFiygrq6OjIwMXF1d+fXrF69fv0ZfXx8vLy++fPki+LcvX74kKSmJXr16UVBQgLGxMYWFhejp6fHixQvev38vakxZWVns2rWLjo4O3rx5g4+PD/fu3UNOTk4wfd++fYuenp4wSeno6JCSkoKhoSHJycm0t7djZmaGuro6S5cupbu7W+zwekILPdSlwsJCQXZqbGzEwcGBjx8/kpSUxKtXrzA0NBR1uLy8PIyNjamsrCQ+Ph5/f38+ffqEm5sb6enpuLm5oaamhqGhIZ2dnQISU1tbi6amJmlpaVhaWgo+c0dHB0uXLsXMzIzNmzezcuVKvn//ztWrV6mtrRX8bSsrK1atWsX379+xtLTkwIEDjBo1ip8/fyIhIUGvXr0IDw8XLuWem6GOjg6LFy8WwY5ly5aRnZ1NQEAA8+fPJzQ0lObmZvz9/Zk9ezZjx45l7NixYo+8ceNGsrOzef36NU1NTVhbW5OXl0dZWRlFRUVkZWVhbW1NWloa2dnZYkynq6srnnWPsvXdu3fU1NTQv39/dHR0UFdXx97enjFjxpCYmMi2bduIi4tDR0eHxsZG1NTU+O2330hMTMTDw0MkgVeuXImioiKHDx/Gy8uLzs5OZGRkaGpqQlFREVlZWYKCgvD392fgwIEYGxuLruqGDRtIT08Xmsrz58+LA9q3b9/w9vZGVlZWOLl7HOVDhgxh9+7dtLW1cfz4cWJjY5GUlERRUZFXr15RW1sr1ITa2tpERkbS3t5OfHw8cnJy/09Q6e7du0hKSlJUVIScnBybN28mKytLyDd6bGDTp08nNjaWjIwM5s+fLw5ZPejbtLQ08aw7OjowMDBAWVlZjKTPnDlDbW0t5ubmZGRkMGDAAIYOHUpqaip+fn5kZ2eLz8mDBw+YOnUqHz58EONgGRkZdu/ezdmzZzl//jxFRUVISUmhp6dHRkYGGzZsYM2aNSQkJJCcnMzIkSMJDw/HwMCAvLw8Hj9+TEdHB6qqqjQ1NQkwxrhx47CxsaG5uZmQkBAiIiLEGqeHZ9/U1ISpqSkNDQ0iAHXw4EE+fvxIaGgou3fvZvfu3dTW1nL58mUsLS2JjIwkLy+PwYMHiwZBeXk5//vf/zAwMCA/Px+Ab9++oa+vT3FxMZGRkejr6/P161dqa2uJjY0VQdJDhw7x+fNnYmJiBEfDxMSEb9++iW7/u3fvKC4uZsiQIfTt25dHjx7R0tJCZGQk0dHRWFlZER4eTlVVldiPd3V1ieBjfX09EhIS5OTkIC0tTWRkpOgm379/X0BPHj9+jK6uLlJSUsLX0PN/pa6uzps3b1BSUsLb25tHjx7h5eUlclGtra3Y2try7t07UcXKzMxk1KhRwpcdFxdHWFgYhoaGREdHY2ZmJsRG/fr1Q1lZmdTUVKFDtbS05NOnTzg6OhIbGys89AEBAWhpafHo0SMGDx6MiooKQ4cOZcqUKUyZMoXa2lomTZqElJQUxsbGVFRUsGXLFpSVlUXroSczJCEhgba2tlDaBgYGkpmZ+f98To4ePSoqqVu3bsXS0pLu7m5hXhw2bBgfP34kIyMDBwcHzM3N8fDwYP/+/WzdulX8/xobGyNpa2sb2tnZibq6OleuXCEvL08U4hUVFQkPD0dGRoaUlBRUVVV59eqVcDlv376d6upqgT7cunUrJ06cYODAgQwcOJCAgADRyS4oKGDYsGGoqalRU1PD5MmTmTp1Kv379+f9+/f89ddf2NnZYWhoiLGxMT9+/MDBwQEVFRWmTZuGrKwsMjIyODs7C+2ko6MjJSUlREREEBMTI4xNHh4e9OvXD3t7ew4ePChUdEpKSty7dw9zc3P27dvHjBkzuHz5spAD/Pr1ixs3brB161ZSUlKQl5dHRUWFoqIiTpw4wapVq7h//z4aGhocPXoUZ2dn0tLSmDRpErdu3eLSpUvExsbi4uLC4cOH8fT05OXLl6irq/Pp0ycqKyuxtbVFQ0ODhw8fMnDgQJ49eyZQlH/88Qfd3d3o6OhQVVVFWFgY7u7uwpKVnZ1NU1MTHR0dSEpK0t7eTlNTE7m5uYSGhlJeXs67d+/YsWMHsbGxjB49moMHD/L582eWLFmCjo4OvXv35vr165w5c4ZDhw6JQ0APCzknJwcLCwsGDBhAfX09NjY2VFVV0atXLyGxqK+vZ+XKlcTExODq6spvv/1GQUGB2H31pPiHDh2Kq6sr79+/Z/v27ZSVlaGsrIyrqyuTJ09m6dKlrFy5knnz5mFkZERqairu7u50dXWxcuVKPD09BQrx+/fvbN++HTMzM0xMTLh9+7a4MXl4eLBp0yamTZuGhIQE69ev58iRI4waNYqYmBhhDuvbt+//c1vw9fXF0NCQkpIS4uPj6erq4tChQ9y6dYuEhAQOHz7Mhg0b6OzspLOzEzc3N758+UJHRwdDhgxh4cKFyMrK4uTkxObNm0lJSWHt2rXY2tqybds2+vTpg62tLatXr2b48OE4OTlRVFTEz58/efbsGS0tLVhZWRESEkJFRQWVlZXs2bOHhoYGbt68ibW1tVi9JCUl8ezZM7Kzs4mLi2PFihUkJSUxatQo1NTUePz4MTt37mTZsmXExMTw33//ISMjQ1hYGCEhISgpKXH27Fk8PT0xMjKipqaGixcvEhERgYSEBC4uLly/fp3w8HDOnDnDw4cPefDgAa9evUJOTo7W1la6urpoamri8+fP6OjoEB0dTWhoKEuXLqWhoUGAatatWydqgseOHUNSUlLszd3c3DA3N+f169f06dMHQMheXr16JYxXJ06coLu7GxsbGzEdMjY2ZsyYMZibm4su/oIFC/jy5Qtubm7Ex8cLnsHKlSuF2MfZ2ZmNGzeSlpaGgoKCcAj4+/ujoaFBW1sbOTk5Iqg3duxYLl26hKurK/8fVe8dz/X+//9fs1NmdlmFiFRmoqGkOiothUqLE9Vp73HapzpH8xxpTxUa5K2BtCmEQkKyMjMiku33x+fncbl8/+4f8Xo9n4/H/X67Xa+SkpJMnDgRAC0tLaZMmcLBgweZNGkS8fHxfP36FQ8PD9rb26mpqcHOzo7r16+jrq7OhAkTSEtLIzs7m7i4OBQVFYXgp7i4WCTFV69eTXt7O15eXqxcuZLw8HCGDBkibpq7d+/m5s2beHl5MWPGDPT09MjKyiI2Npbv379TW1vL9u3bqaqqEq2cjIwMEhMTkZSU5OLFi1RVVaGioiIUqUuXLiUjIwM/Pz+OHz/OixcvMDQ0RE9PD01NTbq7u3ny5Am/fv2isrKSWbNmCeXtwoULRYpbU1MTXV1dWlpaRNbh7t27NDc3k5ubi4+PD2lpaUyfPp3KykquXbvG2bNnWb16tTiIyMvLk5iYyLdv3wQjvaGhgdGjR/PixQvWrVtHQkICCxYsQFpamjFjxpCbm0tLSwvNzc3Mnz8fQ0NDGhoayM7O5vXr1zx58gRJSUlkZGSQkZHB09OT8PBwIiIikJWVFaSyHoVpXFwcmpqa1NfXExERwYULF3jw4AEfP34kOTmZDRs28PDhQ8aMGSMOJtLS0nh7e3P48GGqq6tpbW1l9+7drF27loyMDKKiovjf//6Ht7c3hoaGQkfdg0SVkpJi1KhRPH78mIsXL/Lr1y8iIyPx8/MjLy8PW1tbQkNDefjwIQ0NDUhLSyM5d+7cPZWVlZSXl9Nz025vb2fPnj3079+f169fEx0dzdWrV0XiLS0tjZEjR5KSksKcOXOEm7bH29xjYDEzM6O8vBw7OzuMjIywt7cXNp2amhpu377Nly9fUFNTo76+HjMzM3x9fampqfl/mNIvX77k169flJSU8PTpUxwdHZGVlcXCwoI+ffowevRosSN98+YNsbGxlJWVUV9fz7hx45CVlaWtrQ1bW1v69u3Ln3/+yfz584XV5caNGwwcOJAtW7agqKhIZ2cnY8eO5f379+jq6hISEsLRo0e5dOkSVVVV9O/fny1btlBcXMyuXbtQVVUVD2VHR0fq6uo4c+aMqKcdP34cDw8PampqsLKyIigoiGXLliElJUVCQoLovPv4+GBvby8sPz3u8MbGRioqKpCVlaW9vV2MXN6/f8/y5ctJSEjgzJkzTJ06lffv32NpaUltbS0RERHk5OQgLy9PbGwsdXV1+Pj4sHz5cpqbm2lqaqJv375oa2ujoaGBm5sbeXl5lJWVMW3aNIqKinj8+DGHDh0S+9KeGljPF7R37958+vSJjo4OPD09BaSjsLCQr1+/4u7uzty5c9m+fTtLly4VNLquri6cnJx4+/atCInt37+fgQMHMnPmTNTU1Ni1a5dwzs6YMQNfX1/Kysr477//GDhwoMCCuru7Iysri729PQDp6enU19fj7u5ObGys+GL/+vULWVlZAgICqKmp4cuXL6SmpuLq6kprayvt7e1oaGiQmZkpQBaRkZGEh4cjJydHbGws06ZNIykpCXV1dY4cOUJTU5OwafXAHsLCwqioqKCyslJMMnbu3Im9vT1Xrlyhb9++Av2amJhId3c3u3fvFrSop0+fkpGRQe/evUlOTiY0NBSAQ4cOYWNjQ1tbGyEhIdjb25OVlcWbN29wdXXl9evX/Pz5k3Xr1jFjxgxKSkooKipi1KhRFBcXExAQQFhYGE1NTVhaWtK7d2+sra0pLi5m4sSJNDY2oqyszIwZM4iLixNj6urqaqqqqkSl58uXLzQ3N6OpqcmUKVPEraQHTgKQmpqKt7c3Dx48EPCcgIAASkpKyMzMFAyEHmdAjz2rsrKSb9++8ejRI1xcXPj69atwRHd3d9OrVy8UFRX59euXeKZ8+vSJnJwcli9fTlVVFfHx8VhbW+Pl5YWtrS1jx47lwoUL7N+/H3V1df766y/k5eXJzMykoqJCMLM7OzvJyMigvLwcaWlp6urqBHlRR0dHrAf+/PNPsrKyyM7OZsSIESQlJWFoaEhFRQUpKSnk5+eTkpKCnZ0dvXv3xtLSEoC2tjbq6+uRlZUVtbUJEyaQkZEhoEgtLS0UFhYyZcoUGhsbmT59Oj9//kRVVRU7OzskJCTEra/nGTl27FiSkpLo7OxEVVWV9vZ2ioqKmDt3Lr6+vsjIyNDc3ExeXp7AgX7+/JkhQ4YgISFBr169ePv2raCDrVu3TqhSW1tb0dTUJDIykrlz53Ljxg3i4+MZOnQob968wc7Oju7ubqqqqsjNzeXw4cMsW7aMrq4u5s+fz7Vr19i2bRurV68mLy+PyZMno6ioSFlZGevXr2fQoEEUFhYSFxfHly9f8Pb2RktLSxwKvby8iI+PR0lJCUlJSZycnEQbQFFRUYSiJ02aRGNjI66urpiZmeHj44OmpibNzc1UV1cD0NLSwqtXr7CwsMDKygonJyfGjRvHhAkTyMzM5Pfff+f+/fuCRWJmZib8Dz04XSkpKbKzs1FRUWHYsGFCoystLU1XVxdqamr079+fqqoqdHV1CQoKYseOHcTFxWFmZkZ6ejq9evUiPT0dfX19jh07xrZt2wQS29TUFD09PTEp6NH6WllZkZeXh+T48eP3rFq1io8fP2JsbMyXL18oKSkRadnDhw/z6dMnEhMTuXLlChUVFTx79kyMAf7880/i4uJIS0sjMTGRTZs2idNZaWkpqqqqDB8+nODgYEaNGsXhw4dpbm5m1qxZvHjxQhTq1dXVkZOT4+HDh2RmZopR0/bt27l16xaFhYVcuXKFbdu2ERwcTFpaGunp6fTp04etW7fS2NgobrmDBw/m4cOH/PHHHzx//pyIiAiOHDlCTU0Nq1evpru7G29vbwYMGEB7ezt9+/ZFSUmJDx8+EBQUhI6ODu/fvycjIwN1dXU2bNgg/NXKysqUlpaira0tqiP6+vpYWlpSVVXF5s2bUVVVZcaMGSxatIiamhoePnyItrY2u3fvRkdHBx8fH5qamkhLS6OgoICnT5/y7NkzWltbKSoqoqSkhODgYC5fvkxBQQHR0dEEBQUxfPhwHjx4gL+/P4mJidy6dYvm5mbKysoICgpCUVGRa9eusX37dqytrdm3bx+BgYH8+vULKSkpIVZobW2lf//+6OrqMmXKFP766y8WLFhARUUFiYmJLFmyhLKyMsrLy2lra8PS0pIdO3YwePBgnj9/Tm5uLkVFRdTV1QHw6tUrgoKCiIuLQ0tLi4cPH2JiYsKUKVOIiIgQ5q+JEyeSn5/P06dPsbKyYtOmTfz22290dHQIt++wYcN4/fo1a9euZdWqVRw4cABJSUkSEhJQV1fn5s2bTJo0CWNjY7S1tXF3dyc/P58hQ4YIDWlaWhr/+9//BKO4p1t//fp1Dh8+zL59+3jx4gVfvnwRpK2QkBC8vLzE/61fv340NjYSExPDjBkzKCoqwsHBgR8/fvD582dKS0sZNGgQfn5+6OrqkpOTA8CDBw8YMGAA48aN4969e5ibm1NWVsb48eMJDw9HS0sLLy8v5OXl+fDhA66urjx+/Bg5OTl8fHw4efIkS5cuZebMmRgYGGBgYMAff/yBg4MDU6dOBWDOnDm0t7ezfv16vn79yty5c5GQkKC2tpb09HRBrevZ437//p0RI0Zw9+5dhg4dKpCRKSkpHD16FD8/P3x8fEhPT8fU1JR//vmHcePGoaGhwdixY7Gzs+Pvv/9m+fLllJaWkpSUJPb27u7uHDlyhOTkZMLCwsjIyBC72R5zXGNjI5mZmTx//pzv378THh6OhIQE58+fJywsTATcekJBPXavgIAALl68SGRkJHFxcYwZM4Z3796xfft2TExMePbsGXp6enR2drJu3TrhJdbV1eXx48cUFRWhoaFBUVER69evR11dnYULFzJw4EDU1dVFM6HnIP/8+XPGjBlDY2MjCxYsQE9PD2lpaZGulpGR4fr169ja2lJfX8+gQYPo6upCV1dXeOJDQkI4cuSISENnZWVx9OhRpk2bJhzTUlJS+Pr6snXrVj5//sy1a9eora0lMjKSkSNHcv/+fUF98/T0xMDAADc3NwIDA/n333+JiopCXV2djRs34u7uzt9//y2qPz3AjtzcXNavX8+nT59YvXo1xsbGfPjwgZqaGlF3s7GxISUlhdjYWC5dukR3dzcvXrwgLi4OXV1d4W94+vQpSUlJzJ49W4Tz6urq+PXrF1ZWVty7dw8dHR0mTJhAc3MztbW1ODs7c+LECXx8fGhrayMxMZEdO3agrKzMixcv8PX15fPnz9y4cYPTp0/z+++/U1tby/379/nx4wc5OTksXryYLVu20NrayufPn2lubmbkyJGi1XPgwAEcHBzw9/fH0NCQ27dvC1NaeXm50N1qaWlx8+ZNcRi0sbFBSUmJ8PBwrl27xsqVK1FTU6Oqqgp3d3cuXbrE4MGDMTAwwNjYGAkJCe7fv8+uXbvIzMxk/PjxdHV18fLlS7Zu3UpERASdnZ2kpaXh5uZGfn4+BgYGvH79msGDBzNx4kS6urrE9CkhIYGUlBS2bt0qmgfv37+nu7sba2trysrKuHTpEi9fvmTv3r1oaGigpqbGvXv3kHR2dt7TA83oSTNOmjQJVVVVioqKaGlpEQagkJAQFBQU2LVrF/n5+YwaNUpQavT19fHw8MDY2Jjhw4ejra3N/fv3MTMzIyEhAX9/f+Lj43F0dKS1tRU5OTlycnJQVFQkKioKQ0ND7OzsyMnJYf78+Whra4uH065du0QicN26dQwbNozz58+TmJjIxIkTSU9PZ/LkycIOFhsby4gRIwgPD6eyspLx48cjLS3NpEmTUFZWxtjYGFNTUxISEti+fTvPnz9HQUEBPz8/9uzZQ0lJCQ0NDejr62NjYyPSvz2M5h4oh4mJiaDSdHd3093dTXR0NNHR0cyaNYt///2XHz9+8Pvvvwsa3Lhx45CQkODx48cMHToUaWlpnJ2d0dDQ4NatW5w8eZL6+nra2trES2rChAmcO3cOf39/bGxscHJyon///lhZWVFRUSH8vX379sXDw4MfP34QGhoq6nY9Mo5jx46xZs0a5syZI/jfgwcPZu/evfj7+3P37l0RlOux/hQUFKCsrCxGphs2bGD16tVs2LABe3t7njx5QllZGW1tbZSUlGBsbMzPnz9JSEhg4cKFFBYW8u3bN6ZMmUJWVhafP39m9uzZ3LlzB3l5eaSkpESXWUlJiYSEBGpra7G3t+fjx49UVVWJnm0P3/n06dOCJ9ze3s69e/fo06eP2NWPHz+ezZs38/LlSxoaGlBSUsLX15fIWqXZcQAAIABJREFUyEi0tbU5deqUQB6+fv1a+MJ79u2xsbH06tWLwMBAlJWVycvLY8iQIbx580bAGbq7u1FTUyM6OprHjx9TVVVFRkaGqBsuW7aM8vJyLly4gISEBGZmZly8eJF9+/bx999/CzPaunXriI2NRUVFhefPn1NQUMD8+fNJSEjgxYsXXLt2jZycHNauXYu5uTlJSUkYGBhw8OBBBgwYgI+PDxcuXGD8+PGUlpZSUFCAo6Mjv/32G8uWLePbt28sXrxYfAcDAgKYNm0ajo6OvHjxguHDh2NmZkZkZCQADQ0NZGVlsWjRIvGCcHFx4cmTJ/zzzz8A4jamq6vLhQsXRLo4KCgIb29vjh49SkhICIcOHaKyspKIiAiOHz/O8+fPOXDgAB4eHjx69AgPDw969+7N06dPBVuhJwdhamoqbH52dnZs376dHz9+cOLECc6ePYu2tjbnz5+nsLCQ2tpaZsyYwdy5czExMaFPnz4YGRmhqamJpKQkpqamWFpa4uDggI6ODt7e3jx79owlS5Zw+vRpPn36xKtXr3j//j2TJ08mIiKCxsZG4flub2+npKQESUlJFBQUsLGxQVJSEjs7O4YNG4a1tTWLFi2ioKCAmJgYzpw5Q0BAAJcuXaK5uZkdO3agrq7O77//jp+fH0FBQUybNo07d+6QmprKzJkzaWpqYs2aNdTU1DBnzhz8/PzYv38/d+7c4dWrVxw/fpzAwEA0NTUZMmQIERERrFu3jqNHj+Lo6Mjly5fJy8vD2dmZjIwMTE1NmThxIgcPHsTQ0JDhw4eLTv/q1avx8/MT08YpU6ZQVVVFcHAwhYWFrF+/nu7ubvT09IS/PTExERMTEw4dOoSEhATDhw/H0dGR6upqJk+eLN4DDx8+ZOrUqfj4+ODn58eyZcvE53L69Oni4NLR0cG5c+d48+YNz58/x8LCAllZWWbPns3s2bNRVlYWLP0LFy7w559/MnHiRFFx9PX1JTU1laNHj9K7d28xiUxOTkZCQoLRo0dTWlrK2rVrcXNz4+nTpyKHs3jxYvLz88nKymLGjBn8999/uLi40KdPH/Lz83n79i1z5sxh7969TJw4kbFjx1JYWIiysjK2trYoKSmhpKREYmIiY8eORU5OjuPHj2Nra8vLly/R0dEBwNPTkz59+vDjxw/s7e2xsbHhr7/+Yvny5QLd+8cff4jvwJQpU3j48CHm5uaEhIQQGRnJwIEDOXfuHBYWFigrKyNpY2Ozp7u7m82bNwvdXkVFhRjBNjQ0EBQUhJaWFgMGDODp06fEx8dTW1tLcHAwdnZ2fPr0SSTqNm3axJkzZ0hNTcXf35/Q0FBSU1PR1tamrKxMjEDLy8sFr7q6upoFCxZw+fJlnJycWLBgAdu3b+fr16+MGTOGoqIipKWlMTAw4NGjR2zZsoXo6GiOHz+OoqIigYGBREVFsWDBAi5evMiZM2fYuXMnv379wsnJicePH7NkyRKys7O5du0aenp6XL58WbxYtm/fLkI3ampqlJaWsmrVKpYtW4aSkhKbN2/GycmJmTNnIisrS0FBAdra2gwbNgx7e3saGhooKCjAy8sLDQ0N0QeePXs2R44cYd68eZSUlBAYGIiqqiphYWF4eHhQXV3NiBEjkJaWxs/Pj0mTJtHV1YWenh7m5uaiktRDbetRJqanpxMcHMyePXu4e/cu8+bNIykpCVNTU0xNTVm3bp245fr6+hITE/N/HFpJSZEad3V1JTQ0VCBEFRUV0dDQEIFBFxcXofHseUA7OjpiYGDA4MGDKS8vF+PJtWvXEhgYiJ6eHu7u7oSFhTF8+HBevXpF0f/vSA4JCcHW1pb4+HgmTZqEpqYm5ubmSElJkZycTGNjI0+ePMHV1ZWqqiq8vLyorKwE4ODBgwK6DzB69GjBZK6vr2fLli38+vWLW7du8e7dO2RkZKitrUVNTU0wjLOysjAxMRHBpcrKSsaMGcPu3bt5/vw5bm5uGBoaIicnh6OjIwcPHqSiooK5c+cyfPhwNm7cyPz58xk3bpxwssvLy4vMhL6+Pk5OTpSVleHm5sbu3btxcnISUgdtbW0WLVqEl5cXYWFheHl5kZiYyJQpU0hOThbkOHl5efbs2cOHDx8oKipi9OjRVFRU8PbtW6KiosRt/u7du9y9e5dx48bh5OTEv//+K0Jz5ubm3Lt3jx8/fpCRkQHA7du32b17N0ZGRlRXV+Pr60tmZibW1tZERETQ1tZGSkoKV69epbq6mtTUVAwMDFBRURHo1ubmZvLz87G0tGTQoEHCcdyrVy+BcNy+fTu6urrs3r2b/fv3k5SUhIuLCx0dHSQnJ3Pw4EE+ffokAmU1NTVkZWWxadMm5syZw8uXL+ndu7dAP/Y84D98+MCiRYuEMrVntx4bG8vu3bsZP348Hh4eODg4UFJSQlJSksBxrl+/nt69eyMvL8+JEyeIjIxkx44dbNmyhbi4OMEGeP36Nerq6jg6OmJlZUVycrKoDTY0NBAeHs7jx4/Ztm0boaGhYm3l7OxMbm4u8fHxZGdn09jYKDI52traFBcX8/btW5SVleno6MDZ2Vlkd/T19Xn69Klorjx79gxpaWlCQ0OFPa60tJTy8nIUFBR4+/YtZWVluLi4UFxczL///sv169fZtGkTFy5c4N27d1haWgodb1ZWFnl5eRgYGNCvXz/MzMwICwsjOTmZpKQkdu/ejYKCAu3t7YSFhTFu3DhKSkrQ19cXo/ihQ4eKz1N9fT3JycmsXr0aGRkZoqKiWLRoESEhIYwcOZKfP3/S2NiIsbExR48e5eLFi0hLS7Ns2TIxRWxra0NGRgaA69evo6Ojw927d0UP/tSpU3h5eREeHi7WiFOnThU32x6ftb6+Ps7Oznz79g0lJSX69+/P/PnzKS4uJiIigq1bt9Ld3U1LS4v47Pf8bZ89eyZgOA4ODqSkpKCpqYmHhwdPnjzh9evXjB8/nsDAQFasWMGHDx+Iiopi5syZ3LlzB2NjY+bPn09VVRXz5s3j7du3rFmzRoht0tLSyMrKYty4cZSXlwMICdWqVatYunQp5eXlNDc34+rqSkREBA0NDZiZmREeHs6nT5+QkZEhNTWVcePG0d3dzaFDh5DMzMzc01PTevnyJbdu3cLDw4OCggKysrKoqakRftu6ujoGDhzIkiVL2Lx5M42NjaxYsUIsyJctW4aMjAzS0tLk5ubSp08fvL29+fjxo2DN9uwhpaSkmD17NjU1NezYsYPevXsLm9LNmzfFD7t9+3ZhcsnLyxMp1/b2dsLDw5k8eTKampoYGRnR1dXF27dvmTFjBurq6nz69InIyEiGDh0qdor6+vq4urpy4MABYXXZt28fpaWlJCYmEhERwfv373n79i0HDhwgJiYGMzMz5syZQ2BgIIWFhcTHx3P06FGOHDmCkZERly9fRk5OjunTp3P58mX09fXp06cP2dnZovSfnJwsvNzq6uqsW7eO3NxckYJNT08nMDCQ2NhYbt++LXZdpaWlQiIC8OjRI4yMjERY5cWLF1y5coUbN26wdu1a/Pz8ePbsGcuWLcPc3JwPHz6gra2NlJQUXV1dlJWVYWVlxaRJk0hMTGTChAkC+vHHH38QHR3N+PHjxW0pNDRU1Kd6UpM9gSIVFRX69u3LixcvyM/P5/Tp0zx9+pTIyEghY9HT0xN93PT0dAYOHCi813FxcYwbNw4jIyNB+Vm4cCF79+5l//79PH/+HE9PTxobG8WLVUtLi7KyMq5evcrs2bNFJ/nw4cOsWbMGRUVFjh07xtKlS+nbty8rVqwQTOfy8nKGDRvGhw8fGDt2rBDA1NTU4O7ujqOjI5mZmYwaNYqPHz8yadIkrl27ho6ODm5uboKKtHHjRpydnfn8+bMY96qqqvL582d+/PiBvLw8W7ZsIT09nUGDBjFu3DhaW1tZvHgxly5dYubMmezYsQN/f38cHR3R0dEhIiKCqVOn8u7dOwYPHsyRI0f4/PkzMTExnDx5EgsLC4qLiwW+19/fH3t7ew4dOkROTg5z585l2LBhAjVqZWXFmDFjBN5w9erV/P777+Tk5PD27Vvq6upwdXUV6tu1a9cKmYaXlxevX79m/fr1WFtb09DQwJo1azA1NUVLS4tnz57x+fNnPDw8UFZWpq6uTnTs1dTUMDIyQktLCzk5OTIyMrh9+zb5+fkYGRlhaGjIpk2bCA4OFvU7SUlJrl+/Tt++fYmLi2PatGkiq5Gfn4+WlhajR49m/fr1ACxYsICfP3/y/Plz7O3t0dLSwtbWlqSkJGbOnElxcTFJSUlYWVkJ7ratrS1r1qzh6tWrTJo0iYaGBt6/f09mZiYFBQXMnj2bK1euUFpayqhRo7h8+TLfvn3D2tqa+Ph4Tp8+jampKf/++y82NjbY2dkxYsQIgoODhfVr8eLFvH79moEDB/L27Vuio6NxdnbGzMxMrCf+/PNPHj58SHl5OZGRkURHR2NiYkJ5eTkjR44U1bz79+8zZMgQmpubmTJlCjk5OfTr1w9/f38WLVrEgAEDKCsrY9asWSK8t2nTJiZPnkxzczOPHj2ipqYGS0tL+vfvj5ycHKmpqZSWluLq6ipQpT4+PixatEiAn3Jzc0lISGDMmDFcvnyZjo4OsrKyaGlpETfFPXv28OzZM379+gVAcnIy27ZtY+fOneTl5REQEEBgYCA5OTmoqKhw9epV9PX1MTAwwMnJiY8fP3L16lXCwsKQk5Pj/v372NjYYGxsjIODA/Pnz+fUqVPMnj2bZ8+ecf36dWxsbCgsLOTmzZt4eHgIDrmMjAze3t6CUyAtLc2DBw+E08DDw4OPHz9SXl6OrKwsd+/eFZY0b29vFBUVmT9/PpMmTeLs2bN8+fJFkOl63ik9DP5Nmzbx+fNnCgsL6dOnj+DPv3jxAjs7O3Jzc1mxYoVgR/Tt25fa2lqqq6vZuXMnc+bMEc2T4uJi5OTkMDMzQ0JCAikpKdra2rh+/Tre3t48efIELy8vbt68KeiZTU1NSNrZ2e1xd3enubkZFRUVurq60NDQoLW1lYMHDxIQEEBaWpoIGrS0tGBoaMjFixf577//2Lt3L46OjiQlJVFcXExYWBg+Pj50dHSIE5GrqysyMjKsXbsWRUVFvn79Sk5ODqWlpdjZ2ZGdnU1DQ4PAferq6tLR0YG2tjZ//fUXf//9t8Cc7t27l/j4eEpLSxk2bBhr164V+4ueIFvPct/V1RUHBwf69u0rjCpz5swR0fqRI0dy5swZEcmPj49n06ZNlJWVceTIEfEL/fbtGx8/fmTp0qXExsaipqZGZGQkCgoKXL58WSj/pKSksLS0JDMzk9TUVMaMGcPdu3eRk5PDz8+PFStWICUlhby8vBBX/P777yLhLCkpibu7Oy0tLWhqarJhwwaRSNy9ezfPnj1j0KBBeHl50dnZydSpUxkxYgR79+5l27ZtbNq0idbWViorK0lOTub06dMYGhqSkZEh/Mhubm5YWVkxbtw4EhMTqampYdu2bVhYWODi4kL//v1F+CQ5ORl/f3/27duHrKwshoaGouvaQzFrbm6mT58+LF26lPj4eK5fv85vv/3Gpk2bWLJkCYaGhhw9elQYog4ePIi8vDxnz55l/Pjx9OrViwEDBpCUlMTAgQNZuXIlubm5yMnJcezYMfbv34+joyNRUVHU1tYKQERPJ3Lfvn3cunULS0tL2traKC8vJyUlhebmZoqKisjIyBAWI1NTU4YPH05aWholJSXs3LmThQsXkpKSQnFxMfn5+eTl5TFo0CBu3rxJRkYG2dnZjB49GicnJ7Kysrh16xYjR44UUwFVVVW0tbVF0DInJ0dAWN68ecOSJUt4+fKlGKX3sAxGjRpFe3s7Kioq2Nvb09TUxKdPn+ju7iYhIQFbW1seP37M2rVriYuLIy8vj0mTJnHq1Cn69u2Lg4MDN2/epK2tjd69e2NsbMzr16+xt7cXIpv3799jbm5OdnY2Fy5cEOl/Pz8/Ojo6SE1NJTc3VzjQOzs78fT05N69e7i4uPDp0yfWrl1LZGQkN2/eREpKSjDBTU1N+fLli1h59fTDOzo6GDBgAOHh4fj7+zNw4EBevHiBpaUlS5YsQVVVlfj4eJydnSkoKODNmzfC+9zDrD506BCenp7k5OSgq6vL169fxXerrq5O8BOsra2ZO3eukO7Mnj2b3bt34+bmxps3b7CwsMDW1paIiAi0tbVpa2ujqKiIr1+/kpeXx4IFC1iyZAmvX79GS0uLDx8+UFpaSm1tLR0dHeJGW1FRga+vL6WlpZiYmHD79m0Rzq2srOTYsWOsXr2ac+fOkZ6ezvbt24XMx8fHh+rqamHy8/HxITAwkDdv3hAdHY2Wlha3b99m06ZNlJSU0NHRQUdHByNHjmT69Ok4ODhw/vx5amtrmTt3Lg8ePBAJ8h4j26FDh7CysqK1tZWVK1cSHBws8JqdnZ306dOHvLw8amtrBUL5xIkTREVFiZH14sWLkZaWZsmSJUhLSzNnzhzmzZvHvn37BAtfRUUFdXV17ty5g42NDRUVFRQXFzNkyBAePnxIVFQU3t7exMTE0NjYyJIlS4iLi6NXr14ijV1fX4+RkRFOTk6cP3+euro6kpKS6Nevn4CbxMTEUF5ezrRp03jz5g0lJSXMnDmTGzdu8PXrV+bMmcP58+dZu3atCEVevnxZZHUsLCxoamoSKN3Tp0/j7e3N69evuXfvHoaGhgwbNozNmzfz69cvjh07hpaWFhs3buTdu3ccPnyY3NxcZs2aRWVlJba2tlRVVWFjYyN66o2NjTx+/Jj29na2bNnC//73PywtLTEzM8PU1JSqqipUVVVJTU0V9DJXV1d8fX35+fMnOjo6qKurM3r0aFJSUpg/f754fnz58kUk0rOzs1FQUODcuXP/NxIvLi7e4+LigoWFxf9zmu7Z9yYmJqKurk5hYSEHDhzgzz//RE1NjePHjzNy5EjRi+sZ6fWkT/Pz83nz5g2tra34+/tz6tQp1q9fT3l5OeXl5aKznZubi4KCAkpKSly+fJnk5GS2bt3KiBEjePr0Kaqqqjg7OxMUFCQwjH/99ZcIaGlpaeHm5saIESM4dOgQo0aNIj8/n8LCQtrb22lra+PmzZs8e/aMVatW4ePjg4mJCRs2bCAzM1Psc3tYypqamuTm5jJy5Eju3LmDh4eHGGnLycmhrKyMgoICY8eORVlZWSgxIyMjOXnyJEZGRhgZGREYGMjZs2cZM2YMOTk5fP/+nWHDhglP9KBBgxg+fDi1tbUUFRVRU1PD7t27OX36NJmZmTQ1Nf0/1KDk5GQAgcZ89+4dKSkpAnfYA5LX19cX0xFPT0+BiTQyMuLnz58oKCgQHR3NixcvUFFRwcrKioSEBDIzM0VvsOdmXFlZyZMnT3B0dMTR0RFzc3P09fXZsGGD6OD369eP9PR0xo8fD0BTU5MA1ty9e5fLly+zefNm5OXlCQkJYe3ataSmpjJ48GBSUlJQUFAQt+3v37+TmZkpxCwfPnygrq6OT58+CRnBly9fCAoKor29HTs7OwGc6cGARkdHM2bMGOrq6kQXtQewn5GRwdu3b+nduzfq6uoMHDiQp0+foquri5KSEo2NjRgaGgIwYMAAbG1thSRDWlqanJwcqqqq+PnzJ83NzXz79o1t27Zx8eJFDh48KAKH79+/Jz8/nxkzZpCbm4uqqqogS926dYt9+/axdOlSnJycCAgIICcnhxs3bvDr1y8hnOjZ44aFhbF7925evXqFvr4+r169YuTIkSQmJrJ3714yMjLw8vLC2NiYpKQkNm7ciIuLC3FxcUhISIj+84QJE0hMTGTIkCHCFJSXl8eiRYu4ceMGjx49Yvr06XR0dBAdHS326GFhYRw/fhxpaWnKy8vp06cPDx8+RE5ODgsLC+bOncv+/fu5e/cu8+fPp2/fvmIH3NzcTGtrK7Nnz2bQoEGCh6ympsbHjx+5f/++8H53d3ezZs0a5OXlUVBQYNGiRURERNC/f3/Gjh2LgYEBbW1t7Nmzh8LCQuzs7Pjvv//Izs4WjYyioiK+f/+OrKwsAwYMQE9Pj9u3b9O/f3/a2toE51xXV1ccMBITE+nTpw/V1dV0d3fj4eFBr1696OzsFASyr1+/CgVsz27c2NiYV69eMWnSJBQUFEhJSeHSpUv8/PkTdXV1evXqhbW1NQcPHiQqKornz59jY2NDv379UFRUZPr06UydOpW2tjb69evHmDFjePv2LZqamuKZ9ujRIxobGzlx4gS6urp8+fKF4uJiGhsbhbqy5yXY2tpKbW0t1tbWfPz4kaKiIsGb6EGEtrW1MW/ePH78+IGFhQV37tyhsbERNzc35OXlRV9eUlKSESNGUFJSgra2Nnp6emRnZ3P58mVKS0uprq7m+/fvnDt3Di8vL9LS0gRsR11dnerqanR0dKiurqaiooLNmzdz9epVVFRU+Pz5M2lpaejo6GBoaEhUVJTAp3Z3d/Pr1y/xci8sLBRGrh8/fqCjoyOCXF++fEFaWlqE7Do6Oti5cycjRowQ3428vDwxSZsxY4YwA/ZIeC5fvkxmZiZ37tyhb9++ghOvp6dHVVUV+fn5bN++XbRI4uLikJaWprCwkGHDhmFqasrGjRvZtWsXioqKzJw5k6ysLLS1tZGWliYqKoqbN28yb948WlpaqKmpQVdXl9evX4uWSFpaGq9fv0ZaWlqE4nr+raqqit69e5OZmYmrqysfPnxAUltbe8+rV6/Izc3Fzc2NkSNHEhYWRlFREWfPnuXIkSPU1tbS2NhIYmIiI0aMEIGi//3vf2zduhUNDQ127tzJ0KFD+e2335gzZw7l5eVoamry6NEjQkJC8PX1FadqT09PqqqqmDp1KgoKCixYsABJSUk+fvwoEI4SEhIA3Lhxg9DQULS0tNDX12fHjh0kJycTHh6Ovb09//zzDyUlJSQkJLBixQoKCgpE4KK9vR05OTm8vLyEt3jp0qXi1n3lyhVaW1uxtramf//+fPv2jezsbGRkZHB3d2fatGn07t2bvLw8tm7dSmhoKIsWLUJFRYWamhqSk5MZNGgQeXl5jB49GiMjI759+4aioiJhYWFMnjwZAwMDPn36JOhptbW1SEpKMmDAAExNTamrq+Px48cCa9rY2CggAz2O8MjISPT19UV96NKlSyQnJ4vqlaenJxUVFVhYWFBWViaCe9++fSM2NhZHR0eio6OJiIigsrKSz58/4+bmhq6uLunp6UIk8ODBA+zt7UlNTeXr16/8+PGDmTNnEhUVBUBjYyPv37/HyckJZ2dnkZzvCQGePXsWGxsbrl69iqysLBcvXqSjo4PS0lKRixg9ejS1tbWCkFdcXEx1dTW9evVCTk4OOTk5mpubhS5x8eLFXLhwgWPHjmFvb4+srCyBgYFER0eL35OGhgb29vZ0dXUxfvx4VFVV8fLyoq6ujr179woC1enTp1FWVhbhqp6d8rNnzzhz5gxDhw6lV69eAPTp04fIyEgaGxvp1asXSkpKuLi4MGrUKFasWEFTUxNmZmbExcUxd+5cioqKsLe3Jz8/X/zMPZ1lBwcHBg0ahL29PY6OjsTGxuLm5kZ2djYxMTGsXLmSBQsWsHPnTpYsWUJXVxcvXrzgwoULXL16FYC9e/eSmZmJtra2CMMpKSnh7OxM//79kZWVxdnZmZcvX/Lq1SuRqF+3bh1ZWVkkJSUJPsJvv/3G06dP2bVrFw0NDUL1+OvXL0pLS4mJiSEkJERw5uvr63n37h3v3r0TobJBgwaRmprKwoULuXjxIgcOHODAgQM8f/6cJUuWUFBQgIGBAaWlpXR2dnLq1Cl8fHxITU2lvb2d4uJi5s+fT0dHB7m5uRgYGJCVlYWCggJ3795l3759mJubC4OVp6cn//zzD2fOnOHevXvcvHmTBQsWEB4eztChQ1FVVeXly5fcuHGD8PBwcnJykJSUJCMjAz09PbS0tISFLzk5GWVlZSIjIzEyMqKxsZGWlhby8vJQUFDgzp07FBcXY2JiwpMnT3BxcREVpoqKCsLCwujq6qK0tFSMWJWUlOjs7CQ5OZnY2FgSExMpLi6mrKyMhw8fYmlpybRp0+jq6sLPzw9HR0dWrlzJli1bePfuHefOncPY2JjS0lK+fv0qpoEpKSmcPHkSKSkpMa6WkpLCwMAAbW1tIc9JT08nICAAIyMjvLy8xBoqJiaGHTt2ANDa2oquri7R0dFoa2vj4uJCfn4+5eXlNDY2EhgYyI0bN7C1teXp06c8evSIzMxMHj58iIuLC4aGhoSGhmJqaoq6ujqNjY2UlpbSr18/PDw8OHXqFCNHjsTHx0fc6LOzswVGWUpKir/++os5c+ZgZWWFlpYWLS0tXLx4kV69eonpSG5uLkZGRvTr1w81NTXhYNDV1UVFRQUdHR0mTpxIaGgorq6uyMrKMnbsWN69e4eysrK4FL1//56RI0dSWVlJW1sbo0ePRlZWlpiYGCZMmICEhAQJCQno6Ojg7OzMjBkz0NLSYvfu3fj7+3Pr1i3c3d358uULubm5yMjICDGShIQE5eXlfPr0CR0dHbZu3cq2bdtQUlJizZo1tLa28uLFC7y9vRk4cCC+vr5YWFjwxx9/YGFhwbp160hOTmbmzJlUVlayePFi7OzsBEmtb9++zJ07V4h6eqq5kvb29nvq6+uJiYnhjz/+YNy4cdja2rJo0SK+f/+OhoYGenp62NnZ4eTkxP3793nz5g3nzp3D29sbX19fzp07x8KFC+ns7GTKlCnMmDGD06dPs337drGH++OPPzh//jyLFy8mODiYuro6GhoaePToESdPnmTixIm8evWKyspK/P39UVdXx8nJiaqqKmpqarh06RI6OjpkZ2czZswYZs6cyYQJE1BUVGT79u10dHRQVFQklHw5OTk8efJECEdycnJITEwUL9h58+axevVq7t+/z6RJk7h06RImJiY0A7DHAAAgAElEQVQMGTKElJQUgfiMiorir7/+IiAggIMHD1JVVYWGhgZv376ltLSUd+/eCQpaT3nfwcEBR0dHli9fTnZ2NklJSTx79owbN25w584dJCQkUFNTE5xnKSkpNDQ0BEawvLyc1tZWlixZgouLC8bGxlhZWVFcXMyHDx9QUVHB29ub/Px8Vq1aRXBwMCkpKUhKSlJcXExLSwvz58/n3bt3vHr1Cm9vb4qLi6mvr6e4uJgRI0agp6dHTEyMCFqZmJgQExPD/PnzSU1NpaOjA1dXVzQ1NbG0tGTIkCFCh3f16lUmTpzIrVu3GDt2LG/evCEpKYnly5dz5MgRXr58ibu7O+Hh4cydO5fW1lZWr17N/v37cXNz4+fPnzx58oTevXszbNgwYekKDQ3Fz8+P5cuXExQUxIQJE8jNzSUgIID+/fuzceNGpk6dypYtW7CysuLTp094enoiKSmJtLS0UNf1MNz//fdfPDw8yM7Opru7m6KiIqKiorCzs6OsrAwZGRnU1NTo6uoiNDSUW7duidrH3r17WbJkCVFRUfz333/Iyspy7NgxoeDU0dERikUHBwdyc3NRUVFh+vTpNDY2Ul1dTWNjIydPnhSmLH9/f+bPn09eXh6mpqYMGTIESUlJ4uLi0NbW5sePHyxfvpz79+8LGM+RI0e4ffs2WlpazJgxAxsbG16+fMmKFStobGzk169f7Nu3DwcHBw4ePIiKigqzZ88mPT2dI0eO8OHDB8aPH09BQQFbtmzBxMSEEydOMG7cOJ4+fUq/fv3IzMykq6uL06dPc/36dby8vEhKSmLv3r0EBARw584d5OTkhDs4MTERCwsL/vnnH7S1tfH19aWgoAA7OzvOnTvH5MmTefjwIaGhoRw+fJiWlhZCQkKwtrYWv+fx48eTl5cnVgoaGhpMmTJFyH42btyItbW1WHWsXbsWGxsbTExMkJaW5ty5c/j5+dGrVy9u377NxYsXWbJkCbt378bY2BgPDw/k5eUFabC+vp6KigqMjIyEFENTUxMHBweRK3FzcxOVzZ6Hc0/62MPDg/Hjx6OoqEh5eTmlpaWEhoaSkJDAwYMH+eeffwgODsbAwICCggIx7VBTU2PAgAFYWVmxY8cObG1tOXLkCKampkhLSzN58mTu37+PhoaGCJmqqKgwefJkZGVlyczMFD9XT8e3JzAYFBTEvn372LRpE1OnTsXa2prk5GQuXbokbHHDhw/nf//7HydPnqShoYHTp0+jra3NihUrOHHiBHPmzOHevXvMmjWLBw8ekJ+fT2ZmJh0dHcybN4+qqirGjRtHRUUFCgoKrFu3Dm1tbaZNm0ZMTAwNDQ24uLjQ1dWFlZWVUPrOnDmTmJgY9PT0qKmp4fHjx0RGRpKfn098fLzICtna2hISEkJgYCCenp58/fqVa9euCZ6AtbU1GhoajBkzBl1dXeLi4hgyZAirV6/m/PnznDlzBgkJCbq6upCUlBTriCtXrtDZ2UlYWBgTJ07kwoULlJSUYGRkxIMHD1i/fj0SEhIYGxsze/ZsHjx4wLJly9i4cSPbtm3j3r17Ytyvrq6OkZERsrKyPHr0CE9PT+Lj42lqauLx48coKytz/vx5MjMzkZWV5d69eyJ3ExgYyKJFi0SNs7a2lo8fP5KamkpTUxMZGRmkpaURHBzM4sWLWb58OfX19fTu3Zu7d+/S3t7Oy5cvmTZtGtXV1UgGBgbuSU5OZsqUKZibm3Pq1CmioqIICgrC09OTzs5Ourq6UFFR4eTJk2J0OHXqVNHDnDp1qoADxMbG0tnZiZeXF8XFxUyZMoUnT55QWFiIt7c3169fR0tLi2vXrmFra0tiYiJbt25lw4YNAjH377//MmDAAJGsVFdXZ9++fXR0dJCWlsajR484c+aMgKX0OIt7xO96enoMHjyYuro6Zs2aRVBQEPPmzSM8PBxDQ0NKS0vJz89HXV0dLy8vzp07h6ysLNXV1bS1tQl+85QpU2hvb+f8+fPs378fV1dXuru7ycrKQl1dHXNzc4YOHUp5eTkVFRW8evWKAwcO4OPjg42NDe/evWPQoEHs2bNH+MDPnj3Lb7/9hoWFBevXrycoKIjCwkIWLVpESkoKdXV19OrVC0tLSx49esT169eZN2+e0Ll1d3fj6+vLjh07WLBgAQ8ePMDd3V2kEadOnSqAAT3p258/f9LS0kJbW5vglp87d441a9ZQUVHBtm3baGtrQ05ODhUVFbZt20ZjYyO5ubmUlZXx5s0bEQgaPXo0K1eupLCwEBsbG0FtW7p0KSdOnBAPl9bWVoyMjEhKSsLR0ZETJ06I2t60adPIzMxk/fr1jBgxgpMnT+Lq6kpTUxMaGhokJydz+PBhgWENDg6moKCAtWvXsnXrVqZNm8aWLVvIyclhzZo1nDx5kuDgYK5cuUJ9fT0JCQkiUVxYWMizZ88oLi6mra2NxsZGAcPp168fgwcPFoILU1NTsrKyRH+3R4bRwxNIS0vj999/R0pKiuXLl1NWVsaAAQMEbvfYsWM8evQIMzMzoqOjUVFRwdLSEl9fXzw9Pamvr0dSUpInT57w5csX1qxZw4cPH2hvb+f79++UlpaSnp7OvHnzSE5OpqioiL///pvu7m5OnTqFgoKCcJlLSkqirKxMSkoKu3btonfv3gwePJgHDx5gbW3NpUuX+PDhg6jpDB48mODgYB48eMDw4cNFCKintqimpsZ///3H7NmziYmJISAgQBy+J0yYQG1tLQEBAXz8+JHPnz/j7+/P5MmTcXFxoaCggLdv3/LhwwcuXbpEWVkZc+bM4dy5cyQkJBAeHs7w4cNF9kVHRwcPDw8qKirQ1dVl5MiR6Orq4uLiwunTp8Xn7uPHj5w+fRpzc3NBJVu4cKEI7cyYMQM3Nzfq6uqEjCU7O1tAkmxtbUXqdtOmTZibm4terLy8PC0tLcjIyODi4iLWRT3wjJCQEB4+fEh6ejoZGRmkp6fT1tYmQnB+fn68efMGc3NztLS0aGpqEvrJnnplDwynb9++wjFeU1MjVoWamprIysoSFRXFli1bhANg586d4sWnr6/PhQsXuHfvHs+ePRMTIXd3d0EEk5eX5/Hjxzg6OtLW1sbs2bOJjIxk2LBhTJ48mV69ehEfHy9IZXFxcejo6HD9+nWcnJywt7dn8ODBrFq1Cjs7O8aOHSueBwsXLsTIyIiUlBSKiooYM2YMs2bNQlJSkgULFuDs7Iy1tTX19fW4urpy7NgxnJ2d+e2331BUVCQuLk6wMjo7OwW7fOTIkQwbNoyioiIUFRWpqanBxMSEtrY2vLy8+PPPP3FwcGDFihUifNjZ2YmmpiY3b97k0KFDREdHY2dnJ3gTRUVFzJo1i/79+5OZmSn8AhcvXmTTpk2sWrWK0NBQ0V3vWc+cOnWK5ORk1q1bh5aWljjAODs74+/vT3V1NefPn+fLly+kpKTQ0dGBra0tCQkJjB8/XqxEXF1dMTQ0RFlZmaSkJLZs2SKgXSdPnkRBQYGjR4+Sn5+PoaEhqqqqnDx5kj59+jBx4kTOnDmDmpoaJiYmtLa2snbtWpYvX46KigrNzc2EhIT8X+isX79+pKamCudoXV0dX79+FQV8JSUlPn/+jLGxMZqamuzYsYMvX74QERHB2LFjWb58Oerq6ly7dg1HR0d0dXUZPXo0b9++JSIiAgUFBSZOnIinpyezZ8/m8+fPBAQEkJ2djYODA+/fv2f48OFMmzaNmpoaVqxYgampKVZWVqSkpJCZmUlSUhLp6emCZjR9+nSKioqIjY0VfOpHjx4hKyvLqlWrcHBwQEZGhpkzZwqd3po1awgODkZHRwdJSUlu3LhBZWUlhw8fZuXKlcJolZeXx+rVq6mtrUVVVZXbt29jbGyMt7c3iYmJJCYmsn79ekpLS7GysiI/Px85OTlaWlpQUFCgqamJfv36ISsrK6pitbW1yMnJsXjxYmRkZLCwsMDZ2ZmQkBAmT55MUlKSOPUPGDBAGHqampp4//4927dvJzw8HHNzc0GmWrx4Mf7+/mzYsIHCwkKxh+sxUI0ePZofP37w999/M2zYMNHPlJOTY9++fbi4uBAWFkZnZydPnz4lNTWVN2/eCD1oT5L08ePHTJo0Sdiqqqur+fTpE1OnThUHo4qKCrS1tQkICODKlSsoKysTEBDA69evaW5uZuLEiVy9elWMtXV0dGhqakJGRgY5OTmysrLErtLY2JhBgwbx/1H11n9Zn////kF3p0gJKC0iiAIiBgYWAoqFDoebU+acOZ1uts542TFbMVFMsANBZaCAiJR0N0iHgHx++V7n7fv+A0Rvlzyv53k+Hvf7cZSVlaGiokJ5efn/uX3JyMhgaWmJmpoalZWVtLa2YmVlxcGDBzEzM8PMzAxpaWk+f/5Mfn4+pqamXL58GT8/PxwdHQkPD2f16tUkJyejr69Pb28vz58/JzExkYcPHwrgf2trK+PHj+fr168kJSUxceJE+vr6xG1US0uLiIgIvnz5ws6dO4WoIj8/HzMzM0pLS7GzsxPjOltbW7S1teno6KCpqYnz588TGhrKgQMHmDBhAnV1ddTV1XHo0CFGjBjBrVu3BHPY29ub/v37c/jwYVpaWvjw4QOmpqbY2dkRExODoaEhkZGRxMTEoKenR3t7OzY2NgwfPpyff/5ZSEnev3+PlJQUxcXFAjIkudGkpaURFRXFtGnTePfuHe3t7ejq6qKgoICpqSkhISH89NNPIgxaUFAgnMT29vZ0d3ezadMmZGRkyMrKYuXKlZiYmDBmzBjCw8Px8PAgKiqKiRMnUlFRQVNTE5aWlpw/f55+/fqJNZWRkZGgO3V0dBASEkJUVBTfv3/nyZMnIofw22+/CRe6k5MTKioqdHd3c+nSJaysrNiyZQvPnz9n6dKlODk5cenSJVpbW4Vbev369VRXV1NVVcWlS5fw9fVl2bJlDB48GHt7e/7880+kpaXR0NDg5MmTnD9/npiYGJycnHj48CEbN25k9erVREZGcuLECVF3mzNnDgEBARgbG+Ph4UFhYSG7du3CxcWF/Px88bwfO3aMJ0+eCEjUixcvGDp0KLm5uTx69IitW7dSWVmJurq6yCMoKioyZcoUdu3ahYKCAtra2nz//p1JkyZx7949srOzhfY1Ojqa8PBwFBQUxKpCYi3cu3cvioqKNDQ0sHv3bo4cOUJfXx+ampqMHj2a3NxcLly4wNGjR2lqasLPz4+srCx27tzJwoUL6erqYuDAgWzYsIE5c+bg6enJ3Llz+e+//0QLKCwsjIaGBnbu3ElGRoYQZPj4+HDu3Dmys7O5desWNjY26OvrExYWxp49e0QbR1FRUZjHJI6LuLg4EUwNCAgQIqTe3l5OnDjB9u3befHiBZ8+fSIrK4v79++zYsUKfH19OXHihOCxq6mpAVBSUsLly5dxdHRk7ty5osY4ZswY3NzcRLZq5cqVSEtLC/GRhYUFjx8/ZsiQITx//pyNGzdy/fp1HB0dmT9/Prm5uUhLS3Ps2DFSUlKEBjY4OJjZs2eTk5ODqakpmzZtYuDAgWLSVFVVxcqVK4VYZ9WqVaSlpXHo0CEKCwuRuX79+paMjAwcHR15+fIlsrKyuLq6YmRkRFZWFi4uLlRXVwset6urq5AqbN++nby8PLy8vFi5ciVnz56lt7eXadOm8fjxYwwMDJg8eTIPHjzg1q1bPHr0iCVLljBz5kw2b97MjRs3CAoK4tixYzQ1NYlaTHV1NaWlpaxevZqioiI2bNjAzZs38fDwQEpKCjs7OwoLC/n8+TPbtm3j6NGj4kVTX1/P/v37CQwMZMyYMSQnJ5Obmysc0wUFBairqzNs2DBRf7l48SJbt25FVlaWo0eP0traSnNzM97e3lhYWJCWlsaECRMwNTXlzZs3SElJoa2tLdysV69eRV9fX+y6mpqaWLNmjQhMvXnzhuTkZAoLCykuLqZfv37ExsZibm7Ohw8fuHv3rgjN2NjYcPXqVX788Uc6Ozvp7OwUY/6cnBwcHR3JyMgQIpW7d++Sn59PZGQkd+7c4f3790yYMAFpaWlcXV2JiYkRUBcXFxcUFBTo6uoiOzsbV1dXpk+fjpKSEidOnGDp0qV4enoKLKMktNLT00NXV5eobbS2tvLzzz9z9+5d/ve//xEYGCgOYCkpKbx584bExETq6+tJTU1l9erVbNu2jQkTJtDe3k5qaiq2trYoKSmxZ88ejIyMhLrw2bNnlJSUEBsbS0dHB7q6upw6dUo8PGfPnmX16tUMGzaMiRMn8uXLF169esW6desoKSnh1q1blJeXi3DKb7/9hre3Ny9evCA4OJgTJ04QGBhIbGws58+f57fffuPWrVs0NDSIbuaOHTuwtbXlzZs3uLm5ER4ezvz583n27Bk//vgjFhYW/Pzzz3h6ejJ//nyuXLkiDmwTJ04kLCyM9vZ2BgwYQGJiIjU1NXh6enL16lXc3d0pKirC3Nxc1DwADh48KKxjixcvZt++faxbt07QyCRcbUVFRaqrq1FRUeHJkycMHjyY2bNnY29vT15eHhcuXMDKyor4+Hi8vLy4ffs248eP5+TJk8jLy/Pu3Tux05MEuWpqarC2tmb69Ok8ePAAZ2dnamtr2bFjB3JycjQ2NuLq6kpgYCAaGhr8+eefXLt2DVdXV+zt7TExMcHPz08IOUpKSjA2Nqanp4eOjg6ioqLYsWMHkZGRbNmyhezsbIYPH86VK1fw9vbGwcGBU6dOMWDAANGvluwQJTtIiY+6ubmZUaNGUVJSwoYNG7h37x4LFy6kuLiY58+fM27cOHJycgSutbe3l1u3blFQUEBISAjHjx/n6dOnAs3p5eUlqoyrV6/G2dmZpqYmTE1Nqa+v59atWyIZPGzYMNGicXR05OjRo8jJyTFlyhT09PSIiYmhrKwMU1NT5OXl0dTU5PLly2KXrqKigrq6OvPmzcPHx4eQkBASExNRV1cnJCQEXV1dAbZxcnLi5cuXODs7s2TJEvz8/AgODqa1tVWoPNvb29m+fTsDBw5kx44dyMvLExISIjCxYWFhGBoa8u3bN+bPn09ERATGxsaitXPo0CF6enrQ0NAQdSYNDQ1KS0vJyMhg0KBBDBgwQHjYzczMxMvqzp07uLu7IyUlxbZt2zh8+DCZmZk0NzeL35Pw8HD8/PyoqqrCxsaGxsZGzpw5IxTC9fX13L59GycnJ3bt2kVnZyeNjY00NzdjamrKmTNn6Orq4vHjx2hpabFo0SLa2trYt28fysrKAmsqGbNLWhjp6ekYGRmhoaHBuXPnRBaioKCArq4uHjx4wPTp02lububt27eMGzeO8+fPU1BQQGNjo8iEbN26VWBe9+zZg4WFBbdv30ZVVZU7d+6grq7Ot2/fRFbKxMSEtrY2qqurRd7jy5cv/PXXXxgYGJCdnS1S3zo6OjQ2NnLq1CkaGxspLy/n3bt3yMjI8PnzZ96+fYuDgwNSUlLIysqK71qZvLy8LbNmzaKkpITdu3fj4+Mj0m4SUHlycrIIZM2YMUOkTSXGEw8PD1avXs379+/x8fEhLCyMGzduUFFRgaqqKlZWVpiYmPD9+3eOHz9OTEwMa9euZevWrTx79oygoCBGjx7NlClTOHnypHAsS0tLCyB8a2srr1+/prq6WgD8Kysr8fDw4N69eyxatIihQ4eyefNmsW+VQA0aGhqYOnUqaWlpaGpqMnLkSA4ePEhISAhaWloiWHT37l3Wrl3Lu3fv6OnpwdbWlv79+2NhYcG4ceP45ZdfOH36tKiwycrKUlJSQkdHB3///TeBgYEcPHiQZcuWkZSUJChhqampeHp68ubNG8aMGcOnT59wcHDg9evXaGhokJqaSn5+Prt27SIyMhJ3d3cSEhLIzs4mNDSUqKgo1NXVcXd35+TJk4SFhYn+7KNHjwTkpqSkhJEjR+Ll5QWArKwswcHB1NXVISUlxfr16xk5ciTJycniwYuKisLLy4u6ujr+97//sWPHDl69esWyZcvo37+/SO7X1dURGxtLZWUloaGhrFq1ipiYGF69ekVmZiZ///03ampqWFlZMXDgQFJSUti5cydPnjzh5s2bbN++nZSUFJYuXUpZWZmobhkYGGBmZoatrS0GBgZoaGiINL4keZqSkkJ3dzcXL15k7ty5LFiwgLKyMo4fP87x48fF7VBTU1N0ySWqUhUVFWbMmIGWlhb37t1jw4YNvHz5EgUFBVatWsXu3buxsrLC2toad3d3Nm/eTEtLC5MmTWLnzp0sX75cVOLu3buHpaUlKSkppKSkEBYWJlZCb9++FX3Mo0ePiq5zTk4OeXl5mJqaoqioiKWlJfPnz+f3338XyNecnBw2bdrE8+fPiY6ORl9fX3Tx4+LiiImJobS0lG3btjFixAi2bt1KSkoKy5cvR0tLi+joaG7evEl1dTW3b9/m1q1bAhDS1taGtLQ0e/fu5dixY2zcuJHU1FR0dXXR1dWlsrKSwMBA4uPj+f333xk+fDhJSUnY2NjQ29uLuro6xsbGnD9/Xli5pkyZwoEDB1BQUODRo0dCa7hixQpGjBghdrFv375l6tSplJSUUFpayuDBg6mpqeHo0aPMnDmTrKwsrly5QkVFBQsWLKC4uFggcCsqKlBUVCQ3N5egoCCuXbvGmjVrGDlyJAoKCowePZrbt28TEhJCdHQ0b968wd7enqdPn1JWVoaioiLLli3D1NSUlJQUzM3NAejr60NRUZGgoCAKCgooLS0VddLRo0eLg/Ty5ct5/PgxXl5eFBUVMX36dBobG5k9ezZz585FRUUFfX19lJWVsbKyoqSkhNDQUExMTMjKyqKjo4MPHz6IMJzE3V1cXMyKFStoaWkRBrjhw4cTFRVFSEgIHh4ezJ07lz179qCkpMTmzZspKCigvLxceAokLYlr164xevRoceP9/3/PZWRkEBcXx759+7h48aKYzE2bNo3Ozk6srKzo7OykpKQEZ2dnMRJvbGxEU1OT3t5eLC0t6ejoYOnSpXh5efHPP/8wYcIErKysCA4OFqs9SUbAysqKiooKWltb0dTU5MCBA0L88uHDB8aPHy/ofikpKcjKyqKurs6ZM2eIi4vj6NGjaGpqcurUKezt7dHX16ejo4MVK1Zw//59EhISxDp20KBBzJ49G0NDQ1Ffra6u5tq1a4wcOVKYtSTVsNevXxMaGiqIfGFhYWKNEh4eTkBAAC9evKCiooLffvuNWbNmERYWRkBAgJjY6OrqoqGhgaWlJXJycuzfv5+UlBSGDRsmLrZmZmYkJCTg5uaGm5sbmzZtYufOndja2vL27VuqqqqYOXMmt27dwsPDAz09PfLz8wUga9KkScTHx7N06VIhO3r69CkvX77kn3/+QSY9PX1Lv379ePDgAatWreLOnTtUV1czZswY3r9/L4hekZGRyMjIMGvWLI4dO0ZxcTFv3rzBxcWF//77D2lpaVasWMGdO3c4efIk3d3dFBYW0tPTI4heKSkp5Ofnc/bsWWJjY/Hx8WHZsmXY2dmxadMmFBUV0dfXFy+1rVu3kpCQgK+vLyEhIRw9epTk5GQuXbokbhdXrlzB0dERMzMzGhsbuXbtGk1NTSKpvXHjRkxMTLC0tKSyspKUlBRGjhzJ2LFj+fDhA3p6ejx//hx5eXlqa2vZunWruG3k5OSQk5Mj9q6SRG1lZSU1NTW0tLSQl5eHvr4+mZmZLFq0CHl5eTo6OsjLy6O4uFjconR0dJg2bRr29va4ubkBMG7cOKSkpOjs7GTSpEloa2uTlpaGvLy8uKGUl5eLW4qWlhanT5/m2bNnwkbzww8/UF9fj7u7O+bm5lhZWREREYGUlBTv3r3D2toaLS0t4uLiKCsrY9GiRWI/6+/vz/jx44Uib+jQoSQnJ7Ns2TJevnxJc3OzgGXU1NQwd+5c8vLyePDgAZs2bSItLU3QnQIDA9m1axeenp68fv2av//+W9S0TExMkJGR4dSpUwQFBREbGysmCE+fPmXgwIGcPXuWI0eOYGBgICQDvr6+tLe3i/5pYWEhW7ZsYfz48djZ2dHR0UFXVxeRkZFER0fz8eNHrK2txU54/PjxdHZ2curUKQICAkQPs6KiguXLl1NSUoKuri4DBgygubkZLS0t1NTURLVr4sSJ1NXVCV+4BB60b98+1NXVOXnyJHV1dfT09BAfH095eTmJiYlUVlYK4Mavv/7K//73P548eUJQUBC5ublERERw+/Zt5s2bR0NDA0OHDsXZ2ZnU1FT27t3Lp0+fWLp0Ka6urhw9ehQ3NzcxQpS4fvX19fnw4QMvXrzA29ubhIQEPD098fb2Rk1NjfDwcGRlZWloaCA/P1/AZMrKymhra+PDhw98+fIFLy8vGhsb0dfX56+//sLc3FysIyRhrCdPnrB//35sbGw4cOAAcXFxKCgokJ6eTnl5OWvWrGHdunUMGTKEUaNGERsby9evX3Fzc0NPT4+xY8cyZMgQ0tLScHV1xdzcnJaWFlasWMGkSZNIS0vDyMhIIIDj4uLQ1NTk33//JSIiAgMDA9TU1Lhz546wJp06dQp9fX3279+PhoYGOTk5HDhwQARQJ0yYQFhYmDAIWlhYUFpaypo1a+js7ERRUZHZs2dz584d4eq+dOkSmzZtYsmSJYSGhgolZUZGBtLS0oLzbGNjQ3FxMTdv3hRVpFu3bqGjo8O6detYtmwZfn5+5OTkiOrhuHHjiIiIID8/nx07dpCRkSEwwJcvX8bBwYG//vqL1tZWdu7cKbCvBw4cQF5eXhzefvnlF+zs7Fi1ahVdXV3cunULZWVllixZIvgKubm5LFiwQEzlJM++n58fV69e5c2bNxgYGBAVFYWbm5uwXGlraxMWFsaSJUvYsWMHPT09+Pn5cfToUVF/i4uLQ1paGjs7O7Zv346dnR0fP36kqamJ/fv3Y21tTVBQkNAix8fHs3LlSmRkZIRzOiUlBXV1dXFYHRNnBjwAACAASURBVDZsmAANHTlyhIiICBYtWiTWQG/fvmXgwIGoqKgwatQogoKC+Pfff1mxYgXbt29n4cKFgiU/atQoWltbeffuHU+fPmXq1KmMHj0ab29vZsyYwdGjR5k6dSp+fn6kpqYyfvx48S6T2N2OHj1KTEwMnZ2dxMbGMmzYMJSVlamtrRUudTMzMz58+MDu3bupqKjA39+fR48eYWtrS3p6Ol1dXQQFBWFtbc3z588pLi6moaEBRUVF8Wx9//6dAQMGkJSUJNwBkhCbJHBmYmJCXFwco0aNYtq0aciYmJhsqaiooLCwkM7OTr5//05rayvR0dEi0FVWVoajoyP6+vosXLiQc+fOERISwtSpU6mrqxOiejU1NQE8sLe3JycnB19fX968eUNGRoawSm3bto3S0lIWLlyItLQ0hoaGTJgwgRcvXmBubs6CBQuEP7a0tBQdHR0BiPf29sbGxgYrKysmTZrExYsXMTQ0ZNq0aRgbG+Pj48Pnz5+5e/cuQ4cO5evXr/Tv358hQ4bQ0NAgTq95eXkMHDiQu3fvsmzZMuzt7YmLi0NOTg5DQ0N+/vlnent7sbOzIywsjLS0NJ48eYKUlBS+vr4cP36csrIyXFxckJOTIzg4mDdv3qCtrc3Dhw/R0dFh27Zt7Nmzh4CAAL59+4avry/Nzc2UlZUJOtWzZ8/w8/MTN24JW9zd3Z1Hjx7R19dHXFwcO3fu5PDhw9TW1hIWFkZ+fj4uLi6cO3eOhw8fcvz4cXR1dVFVVWXfvn10dHTQr18/jh07hrGxMQYGBgwdOpRdu3Yxf/58/vjjD7Kysnj48KEQWpiYmAj5RX5+PoqKijQ1NaGlpcWWLVtE/Uoy0pfc2hUUFDh06BDDhg1j0qRJjBgxgm3btok0dWtrK+7u7kyfPp0rV67wxx9/0N3dzc6dO3F3d2fAgAH079+f/fv309DQwIwZM0SK+9u3b0hJSYmdclpaGm/fvuXMmTPk5OSQmJgoKk2Wlpb09PQImYuJiQl2dnbs3buX+vp6nJ2dUVBQQEdHB1VVVUpLS8nPz8fb25sRI0bw559/8vXrVwwNDXF2dsbW1hZXV1cAZs2aRWRkJJ8+fWLgwIGMHDkSaWlpgoKCuH37NoaGhpw+fZpXr15x+/ZtgT0sKysjNzeX3bt34+bmRkREBK9fv6apqYna2lohpRk9ejRnzpwhISEBa2tr4uLiGDRoEBkZGcyePZvAwEDCwsIYPny4GPevW7cOOTk5ysrK+Oeff0hOTubBgwfIyMhga2vL+fPnRXJW0sBoa2ujt7cXV1dX7OzskJeXJzY2lkePHrFixQpevHghQB/m5ubs3bsXFxcXXr9+TXp6uvDEv379GgUFBVRUVBgxYgRz5syhr6+PzMxM3rx5g7+/PyNGjGDXrl3IyMhw/vx5IiMj8ff35+TJk5SUlGBgYEBubi5HjhwRKfj+/fuTmJiIrq4u6enpmJqaCsDM48ePhbM5NTUVLS0tpk2bRllZGX19fSgoKGBgYEBBQQGzZ89m//796OrqCp75jRs3BKlQ4l6+du0ao0aN4unTp0yZMoXS0lIcHR05fPgwmpqa+Pn5CbTx+/fvef/+PR8/fqSlpYVLly4xaNAg4uLimDhxIrm5uQwbNozHjx+zePFi5s2bh4GBgQjcSUtLC8d4V1cXa9aswd7entevX9O/f39CQ0MZMWIEZ8+e5fnz5wQGBmJmZkZzczPd3d2oqKhQVlZGRkYGO3fuJCcnh6qqKvE9069fPwwNDdHT0yMkJITv378LgUxBQQEWFhbk5+fzzz//oKKiQk1NDUlJSRgaGpKTk8Pnz5+xsrLi8OHDBAQEkJiYyPPnz7GyshI2xiVLlqCqqsqZM2coLy/nwoULbN26FSUlJRQUFOjr6yM5OVmYyZKTk2lqahK+gVu3bom1kgTQc+HCBaSkpHBzc8PCwoK4uDimTp2KtLQ0hw8fZs6cObS1taGgoEBAQIDYOUsS5GZmZrx7907YJk1NTVFXV2fDhg00NTXx448/MnToUJqampCWlsbY2Ji2tja0tLRobGwUKXAJaEuSR4iPj8fCwoLOzk6io6PZvHkzly9fpry8nBkzZnD27Fl++eUXVq1axaZNm7CxsSE0NFRodCWkupaWFiwsLPjrr7/Q0NAgOjqaSZMm4eTkhIGBAXJycixZskSsT6ZNm0ZPTw/Nzc0kJCQwbtw49u/fT2lpKTJmZmZbcnNz8fDwoKCggLdv39LX18eSJUuEJvLx48eis/vy5UsaGxvZtWsXYWFhWFhYoKurK0hikvl8fn4+qqqqjB8/ntraWjw9PSkuLmbVqlVoa2uL5HNBQQGKioocO3YMfX19sW+QMHRv3rwpTrXq6uoUFhZSV1fHhw8fKCkpQVtbmzlz5ogof01NDf/++y/Lli2jp6cHX19fysrKsLW15cOHD0hJSVFaWsrGjRuxsLDg6tWrGBoa0tXVxejRo4mMjGTatGksXryYwMBAlJWV6enp4cOHDwwaNAhlZWWBlbt48aJAB0owfffv3xdhMVVVVUxMTGhsbMTa2prY2FjKy8vZsWMHISEhbNy4keLiYtTU1Fi7dq0wQCUmJpKSkoK7uzvKyspER0cL7KaMjAydnZ2oqqoydOhQlixZgry8PDNmzGDnzp38+uuvLF26lG/fvvHnn3+SnZ0t3MwS+9rIkSOxsrIiJyeHuro6vnz5gqurK7q6umLcM3PmTHx8fEQHfsaMGXz+/Jl58+YxevRoTE1NmTNnDsXFxVhZWXHr1i2xPzc2NubOnTvo6OgQFxeHubm5EL2oq6tz7tw52tvbSU5OxtPTk6ioKEJDQwkPD+fx48fiQZSk7Z8+fcq9e/eYPHkyiYmJnD9/nm/fvhEXF8eXL19YsWIFZWVlbN++nQMHDtDX10dISAgxMTFYW1szb948SktL0dbWxsDAgIcPHxIYGMi6deuwsbHB3d2dZ8+eYWBggJKSEsuXL+fbt2+sW7eOtrY27t+/z9WrV8WOdezYsVy/fp3Ozk6x209KSuLs2bOsWrUKf39/pk6dyqxZs1i9ejV2dnZcuHBBJJA1NDRQVVWlpqaGnJwcKioqaG5uFh702NhY5s+fz6tXr7CxseHYsWOCSmZmZiboUH19fVhZWfHp0ycB25FUFiU/r7y8nKCgIPLy8jAzMyMvL4+5c+eydetWTE1NhfdcMklwd3fn4sWLREdHY2BgQFtbG6dPn2b58uVs3LiRefPmsWTJEjo6Omhvb2fQoEHCV11bW4uDgwO+vr5YWVkJG5+lpSUaGhocPHgQR0dHYS6TkZGhrKwMBwcHRo4cSWhoKF5eXiIA9PTpU5SUlLh3755YVVhZWXH//n2hRHR3d8fMzAxZWVmWLl0qxBEqKir4+PgA8PPPPzN16lT27dtHWVmZ2EPPmjWLP//8k5aWFvz9/bl586aoUEpIhQkJCYSGhop/w82bNwkICMDMzAx1dXWGDx/O7du3uXbtGoMGDRK97rlz5yIjI4OZmZlA2yopKWFnZ8fOnTuZNWsWHz9+xNTUVAhaJKuiwYMHM3XqVIFplYxe9+3bR05ODv3790dXV5cDBw6IDImioiKZmZkCfGRnZ0d+fj5hYWFkZ2cTFxfHmDFjyM7OxsnJib/++gsfHx9WrVpFYmIi4eHhlJWVYWJigrm5Obm5uZiZmVFTU0NRURF9fX1MmDCBz58/c/XqVby8vMjIyMDMzIykpCQ0NDTQ0tIiJyeHtrY2fvrpJwG2+uuvvzh69Cj9+vXjjz/+oLe3lylTpjBt2jTk5OT4+PEjSUlJjB07FlNTUyoqKsSFIyAgQDgH6urq0NDQ4Pnz5zQ0NHDz5k3S0tLw9/cXn42trS0BAQH8/fffnDlzBllZWTIyMhg2bBgrV67k7du3HD58WHAUfHx8xJTY1NSUvLw8HB0defPmDY2NjSIoOH78eBISEsjKyhIhyO7ubiZPnszBgwcZO3Ys9+/fZ/bs2aLHDxAREYG8vDxLly6ltrZWTGvKy8vZvHkzAwYMICsri4aGBtLS0igrKyMiIoI9e/YwefJk5s+fL4yM/fv3R2r9+vV9qampor5iYmLC/PnzOXv2LDIyMowdO5ba2lqamppE98zX15e2tjYA5s6dK0DsqampdHZ2oqSkJE5VjY2NtLS0oK6ujpubG2fPnkVJSYkRI0ZQX19Pd3c3nz9/pre3F1lZWczMzHBwcGDt2rXk5+dTXl6Ojo4OBQUFYjcdHx/P1KlTuXz5MsHBwejp6ZGRkcH379+Jj4/n8uXLwjomLy8vhCOS0JO8vDw5OTliPGhvbw9AVlYWvb29dHR0CD70woULOXToENLS0hQXFxMZGQmAgYGBwM81NDSIXbikAqOgoMC7d++wsbFBV1cXHx8fbG1tsba2pqenR4gs8vLy0NXVJScnBw0NDWpqaigtLaW8vJzCwkIsLCwEFrOpqQkjIyM0NTVpb28XRCNNTU36+voYMWKEAH9Iiv2SEXZTU5OgOJmYmNDU1ERnZydtbW18/PgRd3d3oqKi8PPzY8SIESQkJIj09qhRo+jq6qK0tJTGxka+f/9Obm4uoaGhtLW1ISUlJeATzc3NYr1QWFgoCHo5OTno6uoyYcIESkpKyMzMpKKiAmNjY1JTU4X5rKmpSSBL+/XrJ9YWknRmVlYWJ06coKysDC0tLTo7O9HU1BTQlISEBB49eiRIeo2NjeKFbWpqSnp6OjExMUyYMAElJSVcXV2ZPHky2traQp+qpKREbW0t7e3twpmupKSEjIwMlZWV9PT0ICsrS3d3N+7u7sKPff78eerr63FwcMDExARlZWU0NDQwMzNj+PDhGBgYiGrXtWvXkJGRoaamRqxM4uLi+PbtG4mJiYwbN46mpiZBt3v37h0hISFYW1sTEREhqHLa2trY2tri5+dHUVER1dXVpKamCi64qqoq7e3t/PDDD+jq6qKurs7t27extLREXl4ec3NzlJSUMDY2FtkHQExTUlJScHFxITMzk/b2dtFRbmpqorq6mqioKLKyslBVVRU1t+zsbPz9/fn69Sv19fVUVlYSHBxMRUUFZmZmdHR0YGJiQk1NDXJycjg6Ogrd69mzZwXlSuIuaGpqQl5eHhkZGQYNGkRnZyd5eXl8+/aN/Px8jI2NBSVK0pctKSlhxIgRtLS0oKamhqqqKlpaWqSkpBAQECBuhJLfv9OnT9PW1iZ0pPX19WK/m5mZSW1tLaWlpUydOhVVVVW6urqEvOHz5880NzczadIkXF1dkZeX582bNygoKBAUFISdnZ3wGevo6KCjo0N6ejplZWWUlJSQlJTE5MmTqampEaIkc3NzMjMzsbCwoK6ujqdPn2JpaYmmpiYBAQFiLN3e3k5oaCjt7e14eXmho6PD77//zvXr17G2tubdu3c4Ozvz9OlTDAwMKCwsFJTBlpYWYmNj6ezsFH+/JMthZGRER0cHz58/5/3795SUlIjAr4KCAoMGDcLY2Jj29nZyc3Pp7u5GTk6OyZMnM2jQIB4/foynpyevXr3CwMCAt2/fYmZmRkpKCjExMXR3d4uDq5aWFioqKvT29uLp6cn169exsLBg5cqVPHz4EAUFBeTl5UlPT8fDwwMFBQWUlZWxtramvb0dBwcHHBwcAKioqKCxsZGBAweKdYGamhr19fVi197Z2Ym5uTkdHR2CxmZtbc3YsWMxNDTkzZs3REVFUfT/KYRlZWXR1dWlpaUFOTk5NDU1kZaWRkFBAQ0NDRFuNDAwQFVVlbq6OkpLS9HS0qK8vFxMNz98+EB9fT179uxBTk6OkpIS8bx5e3tTUFDAzJkziYqKIi8vj3379tHQ0ICdnZ24vMm8fft2S3BwMBMmTOC///6jvr6eM2fO4ODggIqKCg0NDairq2NoaMj9+/fp6uoSe8qkpCTi4uKYPXs2ly5dIiwsjJycHPLz89HV1RX70YqKCtzd3cnJyaGnp4cdO3YQHx/P0KFDhVNaQvUyNDREX1+fgQMH4uPjg6amJm1tbXz//p1Xr15hbW1Na2ur6Njev3+f9vZ2Ojo60NfXx87Ojh07dghcqKOjI2PGjKGjo4OnT5/i4uIiYC5dXV1cvXqVsWPH0t7ezuvXr1FSUiIxMZGnT5/y999/U1paKvZdEo71uHHjaG5uRkZGhhMnTvDjjz/y6dMnjh07Rm5uLq9evSIoKEio+3744QcmTJhAUVGREDmUlJRgbm7OixcvOH36NJWVlSgqKrJ161ZGjhxJT0+PqCalpKRw+fJlbt26RWRkJMePHyc6Oho7Oztmz56NkpKS8PLW1dVRUFCAg4MDenp6Ykpgb2/P33//jZGREaNGjUJJSYn6+npu3rzJ+PHjUVRUJDAwkJkzZyIvLy+qJ+fOnWPDhg1oaWnh6OiIubk5JiYm6Orqsm3bNpycnIiLi+Ply5eYm5vT2tqKt7e3YE8bGxvT19eHuro6ubm5APTr14979+6Jz+/58+eYmpri7u7OnDlz+OWXX9DR0eHixYvcuHGDmTNnClrWp0+fMDQ0RFVVVaToXVxc8Pb2ZtmyZcyZM0fw2P38/GhsbGTSpEnMnz+fly9f4uLiIioYp06dEnvIwYMHc/r0aZ48eUJDQwPbt2/nw4cP+Pv78+zZM4YOHcqDBw+wsLBATk4OZWVlUlNTef/+PaGhoURERAijW1FRESdOnGDq1Kl4enry8uVLDAwM6OjoYMOGDYwaNUownVevXo2LiwsDBw6kq6uLtLQ0pKWlSU5OBmDKlCkcP36c79+/4+LiIkAk+fn5DB06FEdHR0xNTQkNDRWOdTk5OeTk5NDV1RVj3uLiYg4dOkReXh5lZWUkJycL85aamhqdnZ1cuHCBqKgo4uPjOX36NJs3b6Zfv35s2bKFhIQEYetLSkrCyMiI8PBwsrKy/s8LUF1dncbGRlauXCkkOg4ODiQkJNDa2kpjYyNFRUVUVlZSV1eHh4cH0tLSghMtYRrk5+cza9YsYXr66aefhIUpJydH+J/37NnDy5cvqaioIDU1FQUFBWRkZOjt7eXSpUtiDdLS0iJ2rXfv3uXKlSv4+PhQUVHB2rVr8ff3x8bGBmVlZWJiYjAwMKC+vp4VK1bQ3t4OQFRUFMnJyWKdIhnDe3l5YWlpiZeXF1VVVaSkpBASEsL06dOpqqpCVVWV3377jdDQUBQVFYmMjKS2tpYjR47g4OCAtrY2kZGR/PDDDzx//pxVq1YJNaqsrCyOjo7MnDmTpKQk4XNwdnbGz8+PmpoaZs2ahba2Nq2trWL1qK+vL/CwksZFcnIyV65cwdjYmIkTJ6KkpISKiopYJbS0tAAQHR1NY2MjZ8+e5dOnTwwZMgQTExMWLVrE1KlTRUvF1NSUwsJCMjMzCQgIwMnJifr6et6/fy8AO3l5eeTn5zN27Fiys7PFKnDu3Lls2bIFd3d38bMHDRqEqakp0tLSxMfHo6ioyOLFi6mrqxPiooCAADIzM3FxcSE8PJyJEycKUpyOjg7R0dHk5uZy9+5dNm/eTG1tLW5ubjx9+hQzMzOBTa2urhamQYkrXE1NjRkzZnDmzBl27NjBs2fPSE1NFfQ0Nzc33r59y4wZM3j9+jWqqqrY2dnh7OxMeXk5VlZWZGZmkpCQwNixY1FVVcXW1pZx48Zx//593r9/z5MnT3BxccHT05M1a9YwePBgtmzZgrS0NLW1tRQUFLBixQrmz5+Pjo4OSkpKhISEoK2tzevXr5GZM2fOFgBzc3NiYmJoaWlh7NixqKiooKamhqamJjY2NqxduxYLCwsqKyuprq5m8ODBnDlzhuzsbF6+fMm9e/coKCjg/fv3XLt2jfT0dHp7e+nfv7+wSunp6WFqasrhw4eZPHkypqamDB8+HGVlZW7fvo2BgQFdXV18+PCBvXv3/p/Kz/Dhw/nw4QOxsbFYWVlx6NAhVq5cSXt7O+PGjcPKyoqUlBTKysqoqakhLy+Phw8fYmNjI8w1d+7cYdy4cbS1tREeHk5VVRWjR48WHGsJI/j79+8MHDhQEHL69++PtLS0qIfZ2NhQUlKCo6MjampqZGVlUVdXh5WVFRMnTmTWrFmoqKhQUVEhhAilpaVER0cjLS3N+PHjhTmnubmZI0eOsHnzZjFNkJeX5/Pnz3R0dKCtrS0+t40bN3Lq1ClMTEwEgej9+/cihdrW1kb//v1RUVHBw8ODPXv2oK2tjb29PcePH0dRUZEzZ86wcOFCoen75ZdfsLW1JTIyEjU1Nfbv309HRwfm5uacPXsWfX19NDU1xUmxo6ODpKQkDh48SEZGBvv27aO9vV30X7dv346joyN3794VNK+3b98yatQoBgwYgLW1Nffu3UNOTo6Ojg5u3rzJ5MmTUVZWJj09nTdv3oj9mrq6uphYGBkZ4efnh6WlJerq6oIGZWhoiL+/P1FRUezbtw8TExOxglFWVhahPW1tbUaOHImlpSWmpqY0Njbi6OjIrVu3BD/b2tpaTBvmzZvHrFmz2LFjB0FBQaKLKsF6rlu3js+fP6Onp4eCggLW1tb4+/ujpqYmYB2SFsKYMWN4+vQpy5Yto62tTYwlQ0JCyMzM/D9kLV1dXRFWk1TLJLd5Cc3p4MGDIrj3+vVrAUk5f/48BgYG5Ofni1CToqIiN2/eZO/evTg6OmJhYUFERARTp07FxMSE06dP09LSQnp6uqAXZmVlkZaWxrhx49DQ0KC8vBxnZ2cOHTqEr68v9+/fJzY2FllZWb5+/YqjoyPv3r0jODgYVVVVCgsLef36tVgLeXp6Eh4ezqxZs4Sg4fr163h6erJ06VLS09OxtbXFwsKCZ8+eUVRUhJmZGYcOHRLJ4PT0dBFo6uvrw8HBAWVlZcLDw7G0tGTMmDHo6elhaGjI58+fRQo4LS2NxYsXs2jRIpycnBg/fjw3b94UI/Ds7GyGDh3K0qVLBZ/79evX6Onp8ezZM8rKypg0aRKNjY08ePCAFy9e4OLiIrrm/v7+ZGZm4uTkhJ6eHnl5eSLkGhkZiZycHAsWLGDVqlXiOZdUrXR1dbl69SpJSUn89NNPnDx5Eh0dHRYvXkxPTw+rVq3i1atXSEtLi4RxTU0N0tLSPH78mPLyctzd3cVz1K9fP27cuMHkyZNZv349WVlZKCkpCbDNP//8w4ABA7hy5QpRUVF8+/ZN1ObCwsJwcnLi0aNHhISEiIO3JJy2e/dunj9/zqdPnzA1NRWQmuHDh4uQ5+rVq9HU1OTdu3dERUURGBgodrlxcXEkJCRw8+ZNlJSUyM/Pp6GhgcbGRiwtLcnNzUVDQ4Pm5mZhSQwJCcHe3p6IiAh8fHzIzc3l+PHjXLp0SchsJLa8cePGYW5uTmlpqeh/S7j8//33nwCADR8+XDRzNm3axNWrV4mOjmbnzp0i9Obl5UVBQQHr1q1DS0uLBw8eoKOjg4+PD2vWrEFPT08k4UeNGoWsrCwA+/btE/rOoqIiJk+eTGRkpJg8LVu2jAULFiAlJSUc5WpqalRVVTFkyBCxGvHw8GDv3r20tbXR3d2Njo4OGRkZtLe3I7NkyZItEorTpk2bcHV1pX///lhaWjJz5kwGDx4svsScnJzEqUJLS4vu7m4aGxsxNTVl/fr1yMrKEhAQwM6dO1mzZg3nzp3D3d1dGH6qqqooKCjAyMgIIyMjEhMT+fr1qxg/SsaJ/fr1E2YsWVlZLC0txehDEqiRhLGuXLkibp5GRkYMHjwYXV1dysvLSU9PR0lJiaSkJK5cuYK/v7+I/qurq+Ph4YGOjg4dHR3CqausrIyenh4XL16kX79+gsAjGcNKdulWVlacOXMGMzMz3N3dOXbsGJ6enuTn54vQQVVVFYGBgcIlm5SURGVlJf/99x9ZWVmoqKgwaNAg3N3dGTlyJNu3b6exsRENDQ0B9v/48aPgFEtY7lJSUpiZmQm926JFiygvLycrK4tv375x9uxZITCoqqoiIiJCaESXL1+Ol5cXSkpKeHp64uHhwY0bN/D398fHxwc5OTmUlJT45ZdfxO1s9uzZ1NXViTG5lpYWZ86cISgoiObmZqSkpLC2tiYzM5Py8nJkZGTYtm0bX758YeTIkQwZMoSDBw+SmZkpJgkmJiZs2LBBGLJu3LjB/PnzCQ0NpaCgAB8fH+GI9fX1ZciQISJRvmTJEuFnTk9P59atW6J+UVBQgImJCX/99ReysrKCSSyhMEk65xLAg6urK8rKyqL+pqamhru7O52dncTExIg946pVq0hOTubvv/+msbGR58+fU15eLg64kydP5s6dOxw+fBgfHx9+/fVXnJ2diYmJEWpMX19f0tLS6O3txdzcnEOHDjFq1CjKy8vR19fnzp07AuqwcOFCLCwsCA0N5ebNmyK8JiUlRVxcHImJiTg7O6Ours7YsWNpampCTU0NGRkZHB0dSUhIYO/evYI78PHjR9FwkNQUz5w5Q3BwMMeOHWPSpElYW1tTXV1NZ2cnTk5OFBYW8uDBA2HHsrW1xcTEBDU1Nbq6upgyZYqA7Pz222/cu3ePCxcuEBISQnd3N83NzdjZ2fHt2zd++ukn3r17R0dHB3FxcTx79kyM09XU1Jg3bx7nz58nJCSEpqYmWlpaGD9+vMgXuLi4YGZmhrW1NcuXL2flypVkZWXh7e2NoqIiLS0tnDlzhqKiIpFBcXV1pa6ujqSkJExNTXn06BGTJk2if//+IiAaGBgoxD7Hjh3j0qVL7N27F319fYKDg6msrBRtF0lFbMqUKcTHx4s/6+vrS11dHampqcjKynLq1ClhqEpMTMTAwIAJEyZw8eJFcnJyGD16NBcuXGDy5Mno6ekxbdo0rl+/TmJiIra2tmRkZBAWFsbdu3eFP1vS73727Bnnzp3j8ePH4pCya9cuAgICqKioIDg4GGlpaRYvXizCnE5OTnR3d5OSksKLFy/YvHkz169fZ8CAAbx7947q6moAkUhWVVXFi5FaCwAAIABJREFUxsYGGRkZYmNjefr0KREREQwcOFCsr7Kzs3n37h0ZGRn89ttvhIeHs2jRIvr6+sQevra2VhApN27ciJubG1VVVSgpKVFRUSEcBxs2bODx48dCGSo5+Pf09PD777+LvbCWlpbQL7e1tWFjYyMuF01NTeJ9JCHOZWdn4+zsjLy8PK2trbS1tYlMirm5OdLS0ty4cUN4r1esWIGKiooQvEhWVE+ePCEgIICcnBx2795NdXU17e3tyMrKkpycjI6ODqNHj2bx4sXIyMiwYcMGscZtamoSuGM1NTUUFRXp7e0lMTERa2trqqqq8Pf35969e0yYMIEzZ86IjIa5uTmfPn2ira0NCwsLiouLkTl+/PiWSZMmUV1dzePHj5kwYQJPnjyhr6+P2tpaIYSPj49HXl4eaWlpmpub6enpYeXKlRgbG3Pv3j2MjY0xNDSkvr5e/Id9+fKFkpIS/vvvPzw8PBg+fDhtbW1iH+bu7s748eOJiIhgxIgRwokqMWfJy8tTVFSElZUVS5YsQUlJCR8fH1paWsjIyMDOzo4XL16QkZHBkSNHePjwIW1tbWRkZBAeHs6RI0f48uUL379/F3uT7u5uenp6yMzMJCsrC11dXSwsLPDz86OyspKFCxfy8OFD+vXrx/Tp09m7dy+BgYFER0fj7e2No6MjqqqqBAYGcvnyZRYsWEB2drYwly1dulTo0r59+0ZGRgbe3t7U1dUxefJk/P392bNnDyUlJcTFxVFfX09OTg579+5l5cqV3L59GxsbG7q6uvD39yc5ORlXV1eqq6sZP348gKhKZWRk0NfXh6+vLxcuXGDChAk8evRIVJjc3NxQVlbm7NmzzJ07l3HjxlFVVcXbt2+Jjo7m8OHDohMrJSUlUq+XL1/mwIEDrFmzhn/++YcrV67g7OyMl5cX5eXlODk5MX36dLKzs0VFrLu7m0ePHmFvb090dDQuLi5MmjRJ8L7Xrl2Lu7s706ZN4/z588jKytLW1sajR494/vw5f/zxBzU1NaxevZrg4GB27dqFm5sbVlZWnD17loaGBmpqaggKCmLixIno6uoiJyeHn58f37594/v378yePZsbN24gLy9PUlIShw8f5tq1a6SmpnLnzh2io6PFLeb333/n8uXLTJw4ET09PVxdXcXYXUNDQ8BQ/v33XwEw0NfXx8vLS9wMJMz3jo4OUeuIiIhg+vTpgluwcOFCcnNz+emnn4iPj+f+/fsoKCjw119/YW9vT01NDU+ePBEHrpEjRxITE0NwcDARERE0NjZib2/Pjz/+SHNzM2/evEFdXR1NTU3hdDcxMWHFihXU1NQIUYMEHqGvr8/atWtJTEzk1atXFBYWEhoaipmZGXFxcQwdOpS+vj50dXXZuHEjZmZmPHnyBGVlZYKCgpCWlubnn38mPj6e1tZWAGbOnElycjJxcXG0tbXh7OzMkydPyMrKYvfu3ZiZmQlb1uTJk5GTk8PV1VXgNEtKSqirq2PkyJH88MMP9Pb2cvPmTdTV1eno6ODLly94enoSFxfH9OnTGTFiBA4ODoJYeOHCBbZv386PP/6Ira0t9+/fx8LCAjU1NXp6eoRad8yYMQQGBpKens7kyZPx8PDAzMyM9+/fo6ioSHh4OFOnTiU+Pp7//vuPtrY2jhw5QlpamtB2ZmZm4u3tzdChQ4mOjmb37t309fUJIYTE6rd+/Xru3r2LlJQUnz594uDBgygoKLBu3TpkZGQICgqisrKS/v37ExwcLFC3kyZN4tWrV3R2dop1WEFBAVJSUoSGhqKhocHo0aMZMGAAP/30E+vXr0dTU5OSkhKBMR45ciQLFixAW1tb7EQzMjKoq6vj9u3bODg4MHr0aNavX4+cnByLFy8mNjaWuro6Jk6cKBoBDx8+JC0tjejoaC5evIijo6O4OMjLyzN//nzxu3/27FnmzZvHzJkzefXqFStXruTJkyf8+uuvQosaFBTEoEGD2LFjB2pqahw8eJBHjx7R1dWFpaUlAwcO5NdffxVp//T0dKysrHBwcBCZqIKCAqSlpRk8eDClpaVYWVlx7tw5fvzxR6ysrJCRkWHt2rV8/fqV79+/U1BQQF9fH7KysoL0+OXLFwYOHMjEiRNJT09HW1ubwYMHk5aWRkxMDIWFhYwaNQovLy+uX7+Oubk5V65cYdSoUURERNDe3s6SJUtYsWIFurq6QmCUlpZGcXGxQGd3d3czceJEoUM9evQofn5+gsfw7ds3Pn78iJKSEvPnz8fe3p6kpCQuXrxIXV2dCFjfv3+f9PR0dHR0iI2NxdHRkUuXLlFUVITU0KFD+4yMjIQZpaioiC9fvjB37lxkZWWFouzChQt0d3cL2ktYWBhPnjwRHlZzc3MaGhr4/v078+fPp7a2lubmZlpbW5GWlhYnfScnJyIiInB2dqawsJAZM2YgKysrTrESjNvLly/59OkTLS0tVFVV4eHhwe3bt+nq6hJGscDAQExNTRkxYgSvX7/GxcWFL1++UF1djY2NDc7Ozly9ehUdHR0MDAxECO3Ro0fIy8vT19cndGzd3d0oKCgA8O7dO6ZOnUplZSVdXV3k5+fT2NiIm5sbRUVFGBkZYWFhIV6KEtF5UVERLi4uVFZWkpGRgZSUFK9fv8bZ2ZkVK1aQmpqKnZ0dFhYWANy9e5dp06YREhLCp0+fMDMzw8bGhra2NhISEoTRqaSkhN7eXvz8/PDw8ODbt28MHjxY6O4kD4gkeJWUlISsrCyampr4+vpy9epVHj16xOLFizEyMmLQoEGkpaWJ4FJJSQljx47FxcWFp0+fUlNTQ1lZGQEBAWzcuJGGhgaqq6txcXGhX79+5Ofn4+bmJpSg2tranDt3TpDEpk+fzu7duxkyZAj6+vqMHTuW7du3C8b83bt30dTUZPr06aSmphIfHy8UevLy8mRkZHDw4EEOHTpEQ0MDvr6+BAQEkJ2dzd27d2lsbKS6upqmpiaCg4NZunSpAENIQk+GhoYMH/7/qHqruKzS9337AOkQpERAQilRECUFpBUDFQtB7Bwd7NaZsWPs7sAcE0VFxQ5CQJESSUVSGgmRfje+73N//r9n0x0V1rPWva7rPI/DSbjKu3XrRlpaGp8/f+bDhw/o6+uTkZFBcHAwK1euJCEhATMzM4qLi7l37x4TJ07k3r17FBYWcvHiRbFPkpGRQVpamsmTJ6OoqEh+fj4NDQ0MHjyYc+fOoaioSHNzM9bW1nTr1g0pKSmMjY2ZPn060dHR9O3bV/TiY2NjqaurY/v27URHR/P582eamppYvnw5+/fvJzExkfLyctrb20U4R0tLCx0dHTo7OwUsQxLivHXrFtbW1qJS4+bmRnZ2Nq2trTx79gxtbW309PR4+PAhLi4uuLi4ICMjI9YdP378YNu2bVRUVBAVFSUmRV27diU1NZWGhgaMjIzw9PQk//9XWZqYmLB582ZaWlqQl5fHxsYGTU1N2traePXqFa9fvxapYMnDLy0tjfnz5/Po0SM6Ojo4ePAg6urqlJSUiLcnCTbWwMCAlpYW/vvvPywtLTEzM6O8vJwePXrQr18/PDw82L9/P+bm5sjLyyMlJUVwcDA7duygV69eaGpqUldXh4ODg1jVjBo1Sowxt23bxoIFC/j+/TvPnz/Hzc0NCwsLUlNTqaqqIikpiZs3b6KioiIejrm5uTx58oQ//vgDVVVVnj17xrx582hoaODOnTuoqamhqKjIzp07xVRES0uLQYMGCRDQwIEDASgtLWX69OkiPZ2UlER2djb19fWoq6uTlpZGSEgIjx49oq6uTuQvJk+eTEpKCt+/fyctLU10ynft2kV0dLRglLu4uPDmzRu6d++OqakpP3/+5OfPn1hbW/Pt2zcKCgro27cv2traaGpqcvr0afT19bG2tqampgYXFxcaGhrYv38/jo6OgleurKyMlpYWYWFh3L9/H2tra1xcXNDV1SUuLo6cnBxWrlwpDpnBwcH8/v0bAwMD5OXlqaysFJOrP//8k/r6eiHhGTp0KFlZWUyZMoULFy5gbm5OTk4OJSUl+Pr6UlZWRnV1NS4uLtTU1NC1a1fmz5/Pt2/fePDggcgRxMfHo6ury6pVq1i3bh3z58/n2bNndOnSBRMTE1pbW8nMzGTFihW8fPmSCxcuCLiOZIwNcPr0aR4+fCh+btXV1VRUVJCbm0t5eTlKSkooKyujrq6OmZkZd+7cwdPTk/79++Pi4kJsbCwpKSk4ODjg4eHBgQMHhCFy8eLFjBkzRqBOAWFt3LNnD3fu3OHFixc8f/78fy2hgQMHbjI0NOTOnTu8fPmSY8eOcevWLfbv38/Vq1dRU1NDWVmZadOmkZycTK9evZg0aRL9+/fHzs6OPn36ICUlxeLFiwXcQxK7j4uLo7a2lpUrV9LS0iK6ZWZmZnz79k2Ep06fPi2i9ZaWlmRnZxMaGoq2tjZdu3bl/v37REdH8+DBA5SVlenZsyeGhoZER0fj5uYmIO+SHc/Pnz+JjY0VaERtbW08PT3Zs2cPFRUVHDx4kMDAQObOnUt0dDRBQUGcOHFCdKAlPXRDQ0PmzJnD9evXkZKSws/Pj5iYGD59+kRoaCi7du1i0KBBZGRk8Pv3b5YtW8bkyZPFmuDz5888fPiQjx8/it18eHi46Djn5eWxbNkyDA0N0dTUZMSIEXR0dJCamsqePXvEbqZXr150796dlpYWoaZTVVUVejtJt3fWrFnEx8eLIKCWlhYzZ86kd+/eGBsbo6enh5OTE1lZWbx7947x48dz/vx5nJ2dsbS05NatWzQ2NuLr64uuri61tbUYGRmxYMECLC0t8fDwICkpiVmzZuHk5ERLSwuXLl3Cy8uLHTt2oKqqysiRI7l37x6LFi3C3d2dly9fcvbsWR49esTHjx/p06cPKSkphIWFoaqqSmFhIR4eHjx9+pT58+dz+PBhfH19qays5Pr16zg5OdGvXz8+fvxIUFAQ27ZtY8iQIWzevJndu3ezbt06IiIiBFJz6tSpTJ8+nWvXruHo6MidO3cwNzdHVVWVTZs2cfv2bQ4fPsykSZPIzc2lX79++Pj44O7uTmpqKqtXrxZ+XSMjI1RUVJg1axazZ8/m2LFjLFu2jD179nDgwAG+fPlCTEwM3bt35/79+wwePFhMIcrKykRtZcuWLYJJ7Onpya5du5CRkcHJyQkTExOmTZuGo6MjeXl5WFhYCPiChYWFSPx6eXlhYmJCcnIyR48eJTw8HE9PT7y8vIiMjERNTY09e/awadMmxo0bh7u7O0eOHGHkyJE0NTUJnevt27ext7enoKCAq1evoq+vL1zXnp6eXLt2jZEjR9LQ0CCoYw8fPmTFihU0NTVha2uLqakpMjIyyMjIUFZWRo8ePRg2bBjp6ens37+fnJwcAQ1qbW0lJiaGDx8+0NzcjKKiIsbGxixdupQpU6YwcOBAPDw8uHnzJrGxsQwaNIjQ0FCWLl3K6tWriYmJwcDAAFtbW2bOnMnz589RVlZm9+7d6OrqEhsbS319vVDeGhsbM3nyZCwtLTEwMODixYtkZGQwceJEAgICOHDgAH379iU4OBiA1tZWDhw4QGJiIrq6urx8+RJVVVX279/PwIED6dOnD/7+/mRlZfHo0SPWrl3LrFmzaGhoYMmSJaSlpdGnTx/evn2LnJycwIz6+vry9OlTTp48iY6ODhoaGsyYMQOAHTt28PbtWz58+EB4eDhbtmzhyZMnvHr1ioCAAMrLywkJCaGzs5PMzEyhWpRkfLKyspCXl6d3795UVFSQn5/P2bNnGTNmDCkpKfz8+RMzMzNUVFSor6/H3Nyc+Ph4hg0bJuAqki64i4sLnp6efPr0iTlz5tDZ2YmXl5fgGcjLy5OQkEBKSgpv3rzh9u3bgqh47do1TE1Nef78Oa9fv2bVqlUiF5CRkcHt27dpa2sTnf3y8nJqa2uJi4sjNjaWvXv3MmrUKHbv3s3+/fu5desWAwcO5MmTJyxfvpyMjAxqa2uxsbEhMjKS169f8+3bN/777z9+/fqFjo4O3759Y8+ePYwaNYro6Gjq6+t58eKFWJva2dmhrKxMeHg4iYmJ2NnZ4e7ujo6ODg4ODrS2tpKSkkJHRwcfPnxg2LBhbNy4UWRDdHV1yczMRFNTEyUlJY4fP862bdsYPXo0M2fOJDIykkGDBrFgwQJMTEyorq5mzZo1lJSUICMjQ3JyMgMGDMDNzQ07OzvGjRvH33//TVpaGsnJyTQ2NtLQ0ICBgYEwJxYVFQkbo7KyMo2NjcTGxvL582e6lJaWbvLw8EBaWlqcIqWlpfn777/p3bs3CgoKyMrKoqenx/Xr10X1Y+fOnaJbK1GY1dfXU15eTnNzM5MmTcLOzo6amhpxI7p9+zYmJiaUl5cLtKIkEBAXFyckFSdOnEBVVRVdXV00NDQYMGAApqam4nQqGa2tWbOGO3fu0NDQIIw5dXV1SEtL4+XlRVZWFj169MDGxoanT5+ydu1a0tPT8fX1JTMzk5qaGsrLy3F3d6dfv37o6+vj6+tLeHg4Z8+eJS4uTqTTu3btKri6mpqatLe3M2vWLNasWSO6m5J6lbGxMWlpaVy7do0NGzYQEhLCv//+y+3bt+nfv7/YI0o654sWLRL1GQlrWkpKipycHExNTUlISKCoqIgRI0aIvnBxcTEZGRmYmZnR3t7Ohg0b0NPTw8zMjIaGBmRlZXn27JlIZevq6gpz2PDhw2lra+Pw4cMMGzZM7IIyMzN5+PAh4eHhpKamijSzvLw8tra2LFu2jH79+pGSksLWrVvp0aMH8+bNo62tjbS0NEaPHo28vLyoLvn7+4uE94sXLwS8wdLSkn79+olDTUdHB48ePfo/gbm0tDRkZWVRVlbm169ffP36lZiYGNzc3LC2tub8+fMsWbKE6upq9PT0SE5OJi4uDgUFBT5//kx1dbVQ5CUmJqKqqoqPj49A0xYWFuLi4kJycrIAHly8eJGxY8eyc+dO1NXVqa2tFbrRmJgYfv/+LVzqFRUVaGlpYWVlRUNDAyEhIaSmplJZWYmjoyOtra08efIEgKlTp/Lx40f+/PNP5OXlUVBQEA5ziYP8y5cvbNq0SUCKkpKSKCkpYffu3cJcdfv2bTIzM9m8eTOLFi3i5cuX3Lx5k7t379La2ipyFRLC2devX5GTk0NWVpbKykpRMZw9ezavXr1i06ZNtLW1CeJVSUkJsbGxwlI3atQodHV1CQsL4+fPn6ImuHjxYubNm8egQYOQlpZGWVkZa2trAMLDwwkPD0dPT483b96IVH9gYCAvXrwQJLZfv36hoaFBZWUlv3//FvU9b29vXrx4QUhICAMHDuTr16+cOXMGb29vvnz5grS0NK6ursTFxREVFUVqaiqtra2cPHmS4uJiKioqsLGxQUZGhqKiInHNtbS00NzczNy5c+nevTt2dnZoaWnh7u6Orq4umzZtws3NjdGjR3PgwAHa29vR1tZGRkaGyZMnY29vz5UrVwA4fvy44GsnJiZiZGQkak6qqqqcPn2aqqoqnj17JjCfycnJrFu3jl69egmD2cCBAwkODhZEwx07dpCTk4OSkhJbt26lX79+9OrVi5ycHGGUkzQdtLS0mDJlCn379hVo5JSUFKEMra6uFnhlBwcHevbsyZw5c7C2tiY6OlrkSMLDw2ltbeX169eYmppy7do1IiIiBDtAcsAqLi7mzZs3lJWViTxJYWEhaWlpZGZmMmXKFObMmUNdXR19+/YV+F5LS0umTp2KoqIi69ato3v37lhZWZGbm0tQUBC6urp8+fJF5AzmzJmDv78/RUVFrF27Vug5JdW+trY2unfvjru7O9+/f8fY2Jg+ffoIJ4KPjw8jRozAy8uLadOmsXv3bnx8fCgpKWHv3r0YGBjQu3dviouL2bx5M9OmTcPW1pazZ89iYmKCpaUlmpqawrilrKxMfX09R44cEWxwS0tL4Q2QkpLC1NRUjMYlLQ3J+sPZ2VmAht69e8eHDx/o378/vXr1EvyMgQMH8v79e2HDbG1tRV9fn+PHj4sMhrm5OZ6ennTZuHHjJokD1tbWVvQQtbS0BKTgwoULKCgo8Pr1awH7l5WVJTg4GGlpaRFCWrduHWFhYaxdu5bGxkZevnzJuXPnWLZsGc3NzURERHDs2DExSnR1dSUwMJDk5GT+/vtvmpubUVJSYubMmdTW1mJsbMzq1atpamrC0tISGRkZ4fV1cnLi9OnTzJw5Ez8/P3bu3MmhQ4e4e/cuPXr0EH02Nzc3SktL+fDhA2PGjGHAgAGMHDmSqKgonjx5QkdHB1euXGHhwoXExMSIHbCpqSmKioqUlZUxadIk3N3dyc3Npba2ls7OTu7du0dNTQ0FBQWYmZlRWFgo6E1jxozhwYMHBAcHU1ZWhqamJgUFBYSGhuLj44O8vDzdunXj5s2brF+/noSEBFRVVRkzZgyrVq1i4cKFNDU1iYCCjY0NQUFB3Lp1i5EjRwrph2QMuGfPHoHUjI6OFl3LsLAw6uvrGTBgALW1tZSXl9PU1CTGbQ4ODkRERCAjI0NKSgrq6uqsW7dOfOG0tbVFCHDNmjU4Ozvj6uqKj48PYWFhXLx4kfHjx7Np0ybu379PcXExiYmJREVFCbyspGY2efJk3r17R1BQEAcPHiQxMRE5OTn69OnD4sWLaWlpEYrIjo4OYTrr2bOnqF1ZWFiQnJzMqVOn0NDQIDs7W/y/JG8Q6urqQmvn5OQkut3y8vKUlJSwYsUK8fAtLS1l/fr1JCUlUV9fLw5LSUlJeHt709jYyPnz51FVVcXX15fAwECMjY2Fc3f48OEMGTIEU1NT9u7di5GREYGBgcyYMQMTExNRPUtOTsbe3p6EhARevXqFtbU1O3fupEuXLlRVVVFWVoa2tjanTp0SI/uysjJRr5FoQSWfzZs3097ezokTJ1ixYgV3795l0qRJIp2cnZ1NTU0NqampREVFERkZSUhICMXFxVRXV/Pp0yecnZ2FQMbc3Jy+ffvSpUsX4XhWUlLixo0bhIWF8e7dO7y9vTExMaGmpkY8QFasWEFxcTHh4eEYGhry4MEDMjMz0dLSorOzkzt37uDn58fjx48xMTEhIiICOTk5iouLxdi4uLhY6A6lpaW5dOkS2tra2NnZ8fjxYzQ1NTExMcHR0ZEPHz6wcuVKNm7cKBS0vXv35vPnz2RmZnLgwAEAnJ2dKSwsJD4+nkWLFnH58mUaGhqoqakhNzeXnz9/kpyczJEjR3j48KHwGxw/fpzw8HCuX78u8ixPnjyhvb0dc3Nz5s+fj4KCAqqqqrx//x5VVVWkpaXFhM3Kyopjx47Rq1cvZs6ciYqKCn5+figrKzN69Ghyc3OJiIggLi6OvLw8RowYwbFjx3j+/DmvXr0iPT1d7FBbW1sxNjYmLy+PGTNmEBUVJXSqLS0tmJmZceXKFYqKilBTU6OsrIyePXsKnr2CgoLQQEpyOj9+/CArK4uePXtia2vLypUrkZGR4cePH3h4ePDq1SukpaXZvHkzz58/Z+jQoaioqLBy5Up+/vwpBCwODg44OTnRpUsXnJ2dAairq8PPz4/a2louXbrE+vXrsbGxYcKECRgZGbF3717s7e25evUqU6ZMoVevXqirq5OamoqsrCxLly4lNzeXu3fvkpGRQVFREV27dmX06NH4+PgICqe6ujonTpzAz8+PsrIyXFxcxIuloaEht2/fJicnB3t7e7p27YqcnBy5ubnIyMigoqLCv//+S3Z2NoMHD6Zbt274+flha2uLkpISioqKBAYGYmhoyMaNGxk9erSonfn6+vLhwwehuywpKeHLly/88ccfaGlpoaCggL+/Pw8fPsTX15fU1FTmz5+Pk5OTqHUOGDAAb29v0b338fER3vsJEyZw/fp1AcWSuOrnzZvHkiVLmDZt2v9sXStXrtzU3NzM06dPWbx4MXv37kVRUREjIyMGDx4sTlGSm6Samhpr165lwIABnDx5kkGDBuHn50dubi4VFRUsWLCAu3fv8v79e+rq6hg8eDA6OjrCyvL9+3eOHDmCnp4ehw4don///mJnI+nWGRsbc+HCBYKCgrh586Zw+KqqqvLu3TumT59OYWEhenp6Ykw5d+5cQkJC8PPz4+rVq7x9+5bS0lL8/PwYOnQojY2N1NbWcvz4cW7evMnJkye5cOEC9vb29OzZkyNHjvDjxw+eP3/O3LlzmTlzJurq6ri6uhITE8PAgQPZt28fP378wNnZmcWLF5OdnU1nZycGBgYC+BEWFgYgzFLTp09n37594g1FgkKVnLLt7e25e/cunZ2dtLe3s3HjRgGTuX79OjNmzBAuVoA3b97QpUsXlixZgqurK6ampnz9+pWgoCD09PQIDw/njz/+oHv37igoKODo6MiJEyeEHm7Tpk1cvHhR6En37NlDYWEhT58+ZeHChSxdupTa2lquXLnC9u3b2b59O6ampiJ5KpGxzJgxg0GDBrFo0SICAwNxdnYWP8/4+Hjmzp3LixcvxM1bWlqagQMHChOcu7s7JSUlpKens2nTJnr16kV5eTkAixYt4u3bt/z111+8ePECJSUlJkyYQFlZGStWrOD9+/eMGzeOz58/C8f61q1bCQ0NJTc3l9TUVD58+CBqFy0tLeKUO3nyZFauXEleXh6dnZ2cP38eIyMjevfuzd69e9m3bx8vX77k8+fPlJSUsHr1al6+fMn79+8F1zo5OZmFCxdy6tQpSkpKWLBggThgqqqqEhwczK9fv4iNjeX379/cuXOHc+fO0dbWhoWFBVlZWRw4cIC0tDT69u3LokWL+P37N05OTv/nBvX48WPa2toEC9rKyoo9e/awYcMGVq5cyYYNG8jKysLb25u6ujoRWtHT08PIyIhRo0Yxb948nj17Ru/evamqqmL37t3iOyNhtbe3t5OXl8fIkSNxdXVFRUWFpqYmPDw80NXVRUFBgT59+vDUhMHjAAAgAElEQVTx40eGDBnCkiVL0NHRobq6mqtXr3Lz5k28vLzE9dXS0kKPHj149uwZs2fPpqmpiRUrVnDo0CHh+DUyMiI4OJgLFy4wd+5cysrKKC8vZ/78+eIQNWjQIPbu3cvBgwc5fvw4NTU1HDt2jJkzZ6KmpiZohyYmJjg4OJCdnY2UlBQTJkygvr5edGt//vyJhYUFzc3NXLhwgc+fP/Pu3TsOHz6MkZERWVlZrF27lt69e6OhocHq1asxNTVl8eLFfPjwAXt7e9zd3VFXV2f58uWoqqpy/vx5CgoKsLS05OvXryxfvhxFRUUUFBQICAgQe27JWDszM5PS0lJkZGQYP368WCW8e/eOjo4OrKysePnyJbq6usL+lZiYSGdnJ+np6UyZMoXQ0FCSk5NJSkqiT58+tLe3U1BQIPzVHz9+FB7qDRs2oK2tzeTJk/Hx8cHQ0BA/Pz/Wrl3Lp0+fSElJoba2VlgM//zzTywtLSkuLubatWt4eXmxfPly4X+WlpamqqqK9vZ2GhsbOXToEDNmzODWrVtcv36d4OBgrl27xvLly9HX1ycgIIC2tjaR55FMT27cuEH//v0xMzNDR0eHN2/esGPHDk6ePEmfPn3Eqm/ChAnExcVx/vx5bt68KXrl6enpBAYGoqKiggSpvXDhQmpra7lw4QLu7u78+PGDVatWkZ+fT7du3di1axdRUVHY2Nhw9epVnj59Sn19PQkJCYwYMYINGzYI9kVOTg7Pnz8nMTFRNDdyc3Opqamhra2N3Nxc/vnnHxwcHJgyZQqFhYUcOXKEK1eusG3bNoyMjLhy5Qo6OjrExcUxbtw4ioqKMDc359mzZ3R2duLi4kL37t25c+eOqOI+ffqU9+/fs2/fPtEv79atG5MmTSImJoa9e/eSm5tLl7dv3256//490tLSJCQkMGHCBGF3qq+v5/Xr12K+rqKigre3N+7u7vzzzz88fvyYjo4OVq9ezcaNGzl48CAGBgYYGBjw+PFjZGVlRTqxZ8+ebNmyhaioKMHPbW5uxsTEhM7OTurr64Va7ObNm1haWnLmzBlKS0sZMmQIvXr1Ijs7GysrK+Li4rh06RI9evSgrq6OtWvX0tbWhq2tLVeuXGHo0KHipB0fH4+mpiYRERH89ddfqKmpCXWksrIyGhoaeHt7k5GRQWdnJ46Ojhw9epShQ4fy7NkzzM3N+fXrF9ra2uTk5Aii2Zs3b2hsbBSGqdOnT9O1a1dWrVrFp0+fGD58uDB6ScTkVlZWhIWFYWFhgZubG8rKyhQWFiIrK0uPHj3IyckhMzOTuLg4AgICyMnJQV5enlevXmFkZISOjg4DBgygf//+yMvLc+TIEcHrHTx4MN+/f2fAgAH06tWL+Ph4Vq5cyb1796isrERHR4dFixZx+/ZtAWFwdnamuLgYLy8vOjs7mThxIrq6umLMPmHCBAICAsjIyCAiIgJFRUVqa2uFmaqiogIZGRmcnZ1JTU3l8uXLZGdn07t3b3Jzc0Ug0dPTU4Rmzp07J1CEqqqqrFu3Djs7Ow4cOMC0adOYNGkSCQkJREZGEhkZSWBgIGVlZTx79owHDx6I3VhjYyNmZmbExsYydOhQ4uPjOXbsGL9+/RLuYEmgREVFhYiICPz8/OjevTu/f/8mLS2NrVu3smDBAnx9fTE3N0dZWRk1NTUqKytRVlbm+vXrXLhwgcLCQiwsLFBTU6Nv374oKysTGRkpyGoRERGcPXuWmpoatLW1efv2LS4uLjQ3N/P333/T0tJCZ2cnAQEB3Lt3j9mzZ3PhwgVCQ0PZsmUL48aNEztKGRkZoqKi2LNnD926deP27dtcu3aNzs5ORo0aRW1tLf369ePWrVuUlZXx5csX7O3thRP569evDBw4kDVr1hAbG8vIkSP5/v07KSkp6Ovrs2LFCmbMmEF+fj5FRUW0tLRgb2/Pxo0bmTx5MgYGBuzYsYMZM2agoqJCUFAQd+7cQU9PjyVLlnD27FkaGhrw9/fHysoKKysrfv78yePHj4XLukePHqirqxMWFoaBgQHKysooKysTHx9PQEAAcXFxbN68GQ0NDeTk5GhsbOTatWssW7ZMaFP/++8/goKCuH79uhjJnj59WkCXfvz4Qbdu3UTGJDw8nJEjR6KhocHDhw9RV1fH0dGRuro6xo4dS2NjIwYGBmhra/P9+3fa29v59esXERERuLi4kJWVRWJiIpWVlWRnZ3PgwAGBnmxvb0dJSYmOjg7q6+tFOlzyFiRJvcvKyvLx40dqampob29nwIABpKenM2jQIHx9fRk2bBiPHz9myJAhxMfHiwrnxIkTSUtLw8PDg6tXrzJ06FAmTpwo1gwSSYi/v78AlhgYGDB37lxaWlp4+PAhR44cITExke3bt9Pc3ExHRwcXL15k8+bNWFpacu/ePVJSUigsLKSoqEgcTEJCQjh8+DCqqqoiDPv69WtRCw0NDeXOnTu4uLiQm5srhD3+/v48fvyYe/fusXPnTlJSUsjIyODEiRMipLh582bk5eU5efIk8fHxDB06lOjoaJYsWYKvry+HDx9mxYoVyMnJ0dzczMaNG8nKyhJ1vsjISGJiYvDx8RGH9YaGBnR0dMjLy6OyshJdXV2ePHlCr1698PDw4OzZs8jIyKCsrMyNGzdISEiguLgYFxcXQkNDqaiowM3NjaioKObMmcPff/+NtrY2ixcv5sSJE/zxxx9cuHBBtFYknnWJDKutrY05c+bQo0cPnJyciIuLE5Q2TU1N5OXluXXrFjNnzuTWrVsYGhoKp/27d++YOXMmN2/eZMqUKRQXFzN48GCSk5MF/9zf35+MjAza29uZOXOmMKzV19ezZcsWuhw5cmSTJIzj7++Pr68vL1++ZN26daSlpbFkyRIUFRU5d+4c+/btIz09XVRa/v77b/T19dm0aRPXr1/n6tWrnD59mjVr1lBVVYWcnBypqakYGxsL1q+Ojg4BAQHs3r0bY2NjURnR19cnNzeXqVOnUlBQQHNzM35+fixatAgpKSmGDh1KVFQUX79+FaPRHTt2iAtp/PjxXLx4kczMTFGDsLOzY+XKlcybN4/y8nKOHz/OH3/8wfz58+nevTvjx48X6kLJv7m4uFig+P755x+OHDkiEIbu7u5ERkYK5FxcXBy/fv1i48aNqKqqoq2tzaJFiwgNDaWjo4P4+HhUVVVJSkoiOTmZ9vZ2Zs+ejbKyMpqamsTGxqKjo8OTJ0+YNWsWo0ePZsiQIcjLy+Ps7IyLiwvPnj0jKCiI1atXk5SUJLSNEljKvXv36Nq1K/X19bS3tzN69Giqqqr4/PkzU6ZMoaqqiqamJtrb28nOzkZHR4fLly8LbnVsbCy3bt0iLS0NNzc3NDQ0hN91x44daGpqYmpqipqaGj9//kRNTY2XL18KheGoUaPIz89HTk5OoDBHjRpFr169qK6uJiYmBnd3d8aOHYuJiQlZWVkMHz6cT58+8fHjR0pKSoRGddmyZfz55598/foVRUVFZGVlycvLw8rKipqaGp49e8bEiRMJCQkR/ehZs2ahpKTEixcvUFRUZN68eZiamnLq1CnBlH/06BGenp5UVFQQHBws9kEzZswgPT2dzMxMDh8+LHZwEulIfn4+9fX1GBoaoqWlBUB6ejry8vJkZ2czatQo4Qn+448/MDAwICYmhuzsbEpLS3F1daWqqorZs2cjJSWFp6cnixcvpqysTEg41q9fj4GBgeCE29ra8vjxY1atWiUe7hJIjLa2ttjf2traUlpayl9//cXly5eJiopCVlaWSZMmsXPnTmRlZXn//j1xcXF4eXkhLy+PtLQ0d+7cwc3NTeATly9fztChQ3Fzc8PMzEygciWd1DNnzuDo6EhSUhKfPn3Cw8MDJSUlHj16xJEjR4StSmJiun//PidOnODGjRtERkZSWloq1IsuLi5ER0czb948zpw5w8OHD2lra+POnTuC5eDo6MiIESNobW0lJyeHXbt2CVzulClTBL+hpaWFUaNGiRbG7du3qaqq4vjx43z48IE3b95gYGAg+MxLly5lyJAhTJ48WWQmlJWV0dbWJj09HUtLS/Lz8/n16xc2NjZMmzaNcePGYW1tze7duzl58iT//vsvT5484b///qNHjx6cO3cOGxsbxo4dKyZsV69e5eTJkyQlJVFTUyO82IGBgfz111/s2bOHV69e4eXlxYEDB0S9bseOHURGRhIREUF2djYjRoygpqaGwsJCwWK3t7fn8uXLQkIREBDAoUOHmDBhAlu2bMHKyoqxY8dibm7O9u3bAYSCs729nUePHuHk5ISDgwNfv36loKCAvLw8MSGQBMQALC0tWbZsGbKyspSXlwtUqb29PampqZibm2NhYYGDgwMAqamp9OvXj0GDBtGtWzcGDBjA0qVL2b17N5MmTaK2tlaw+tPS0khISGDu3Ln4+PgIgY6rqys/fvzg3Llz4kDbrVs3vnz5wpYtW4QBcfHixVy9epWSkhLBHsjKyhJ5CklVtaqqClNTU/FCJ5lE2dvbs2TJEk6fPs306dPx9vbm9evXREdHc/DgQQ4ePEhcXByrVq1CVlaWmpoa5s+fj4uLC127dmX9+vW4u7tz+PBhPn36xLRp03j48CHBwcG8ffuW+vp6RowYweXLl7l27RpmZmbExcWJifCaNWvQ0dGhoqJCiLGsrKyIiopCXl6e0tJSUXmVuCxOnz6Nvb09Unfu3OmUcHF//PjBx48f8fb2xtfXVwRZdu7cibKyMikpKXh5efHt2zcGDhzI3Llzef/+vRAWnD17lrCwMKSkpDh//jwaGhpCPhAfH8/AgQMpLy8nIiKC9evXExYWhpmZmXgrGTp0KOHh4QAsWLAAU1NTVq9ejYeHB+Hh4QQGBtKtWzfKysoEh/XHjx/ixPP69WtmzJiBgYGB6FOOGTOG79+/ExERweXLlzl16hTe3t4cOHCAzs5OzMzMqKurw9bWFhUVFXbu3Mkff/yBkpISZ86c4c8//8TAwEBA+21sbMQb8fPnzwHo0qUL0dHRIgcgeWN/+vQpO3bsQFFRkfv37ws/671797C3tyc/Px9NTU0uXrzI+vXruXHjBubm5lRXVwv7V//+/UlJSUFHR0ewcCX+50uXLpGSkoKHhweNjY18//6dqKgoRowYwYcPH0hISMDJyQlbW1t+//4tgBGzZ89m0qRJYmT59etXBg0aRGZmJh0dHbi4uGBtbc26desYNmwYixYt4saNGzg6OmJmZkZ9fb2o8V27do3fv3/T3t6OpaWlcHSHhYWJkJekUyslJUVpaSlBQUEkJiaSlpYmLnyJDq+4uBhVVVW+ffuGkZERAQEBaGlp0bNnT6KiosjLyyMtLQ1vb2/Cw8NxdXVl+fLlHDt2jObmZr5+/UpYWBhTp05l1qxZeHl5cejQIZYsWUJDQwO5ubmiimRpaYmRkREXL14UJ3DJg7ehoYGuXbsyePBgFi5cSHl5OVZWVvTu3Zu0tDRGjRqFmpoaAwYMEAeYOXPmsGXLFkxNTVFSUqJfv364u7tjYGDAqVOnmD9/PgCTJ0/G2dmZ0tJSdu3axb59+1BTU2PSpEncu3ePhQsX4urqysePHzl9+jSLFy9GVlaWr1+/iuvB1tZWhPsCAwOZMGEC27ZtQ0NDg7y8PDFdUFBQICkpiSlTpogbQFFRkYD69OvXT4hCJO7rwMBADAwMBHIxMzOTdevWcfDgQTZs2MCQIUNoa2ujoKCAc+fOMXXqVLFa0dbWJjs7G3Nz8/9zOJN0WocMGcKCBQtEP37hwoX4+flx6tQptm7dirKyMunp6ezevZvy8nJmzpzJuXPnyMnJoaioCGVlZeLi4tDR0cHS0hI7OztSU1PF9dSvXz+cnZ0xMjIiLi6Od+/esXTpUnr27ImcnBwlJSVMmjSJ1tZWevToIVYmfn5+bN68GYBdu3bx8uVLSkpKqK6uFgTDT58+cfv2bZSUlGhvbycoKIi4uDi2bdtGZWUlCQkJyMnJUVhYSGpqqmCJu7q68ubNG2xsbIRKcebMmdjZ2aGoqMj79+/FNa6lpSWAQOPHjyczM5OVK1dy48YNkTafMmUKZ8+e5d27dzg7O4vrQUFBgZqaGmRkZEhMTMTf35+dO3eyc+dOXrx4waVLlygvLxd5F21tbYYNG0ZFRQVmZmb8/PkTdXV1Zs+ezZ49e2hubqazsxMlJSUxmg8MDCQxMRFNTU2SkpLEwdzY2Jhv377h7e3NiRMn+O+//9izZw8GBgbcvHmT8PBwgfMsKirC3d2dXr16sWPHDgG1CQwMFOQ6iZhGVVWVHTt2CBtcSkoKdXV1zJgxAzc3N6Kjo7G3t+f+/fuUlpby8OFDfv36RUdHB+np6fj7+2NhYYG8vLzgixcUFNC/f3+0tLSYNWsWsbGxuLu7c+vWLbS0tJg4cSKzZ88WeNgPHz5QU1MjPN0jR47k8+fPoqIpEYmkpqaSm5tLSEgIu3fv5v79+1y/fh0LCwvBrJgxYwYnTpxAQUGBZ8+e0djYiL+/P0ZGRigoKPDp0yeio6Pp06cPgwcPFuTAIUOGcPfuXbooKipuOnHiBDU1NcjLy2NoaIixsTF//fUXbW1tHDhwAHt7e+Tl5UU3NzMzk7Nnz4rqlUTiIAGe9O3bl7Nnz9LW1kZQUBBqamqsWbOGlJQUpk2bRnBwMFu2bOHQoUP8/fffHDx4kMrKSuTk5HB1daWzs5Pk5GTx1ufv78/27duFISc9PZ2mpibKyspQUVHBzMyMd+/eUVxcjImJCbt27aKoqIhv376hq6tLcXExKioq7N+/n8DAQMLCwmhra6Nfv350dHTw5s0bWlpa2LRpE3PmzOHr16/CNBMZGUlZWRl3795FRUWFq1evoqKiQkdHByoqKpSWlqKjo8OPHz8IDQ0lMDCQ58+fM23aNIKCgmhpaeH06dNoa2sTHR3N6NGj2bRpEx4eHvTp04efP39SWFgoRtE1NTXCJS45dTs6Ogoh++HDh0Wi89GjR3h5eVFQUICDgwOHDh0iMjKSMWPGMHXqVHJycoS+TrKHcnJyEmhOXV1dZs+eTVFREba2tsyePVsk3SVBoWvXrlFaWsrFixfp1q0bjx49EoCHXbt20atXL0aPHi2MbkuXLmXr1q3k5+czcuRIvn37hpmZGVFRUWLne+nSJcaMGcO8efPIysrCycmJQ4cOsW/fPl68eEFpaSlNTU1CJ/jz50/Mzc0pLy9n3rx5DBgwgOvXr5OXl4enpyc7d+78Hxi/SxeSk5PZtWsXJSUl+Pn50dTUxJMnT5CXl+fBgwccPHiQBQsW0L17dxYvXkxISAh2dnbExsbS0dFBREQE58+f5+rVq1hbW5OVlSXSp48ePcLBwQF1dXXKy8uxs7Ojrq6O9vZ2xo4di4ODAw8fPqShoeH/0OkWLFhAWFgYgYGBBAYGsnTpUu7cuUNlZSWzZs3CwcEBT09Pbt26hZGREdbW1mhoaFBXV8eePXv4999/6dmzJwEBAaxatQoXFxd0dHRYvnw5jY2NqKmpUVBQwOTJkzEyMqKmpoZu3brR1NSEl5cXRkZG5OTkoKGhQVNTEz9//uT79+8MGzaM7t27Y29vz9q1aykrK6OsrAxDQ0OioqK4cuUKbm5uVFVVsXPnTkaPHk1SUhJr164lJCSEhQsX8uvXL/777z/GjRvHzZs3kZaWJjQ0VHCwtbS0ePnyJTU1NaLCMnjwYH7+/Mk///xDYmIiS5cuxd3dnVevXvH27VvOnTvH9evXefr0KePGjUNZWZni4mLc3Nywt7fnzZs3DBgwgBkzZggRSUBAAADq6uqizuTh4YGamhpdunShtraWhw8fsm/fPpSUlAgLC+PGjRtUVFQwffp00tPTOX/+PH/++Se/f//G0dGRqqoq5s6di6+vL0pKSsjJyXHmzBl69+6NjY0NEydORFFRUTzkbty4gYuLCyUlJQIWU11dzYcPH3jx4gX6+vqUlZXx6NEjkXpeuHAhQ4YMQUNDg+DgYMaMGUN4eDjm5uaMHz9eXAcSYl9VVRUnT54kJSWF4cOHM3fuXHGPO3jwIE5OTqLGVVVVJRwQGRkZLFmyBHd3d9rb27ly5QpPnjwhMzMTQ0NDoQz9/v07lZWV2NraoqmpSUxMDHl5eXz79g2A8+fPc/fuXcHdjoiI4MqVKyQlJdG3b19UVFRIT0/n/fv3REZGCv3l3bt3aWlpoby8nMjISB49eoSFhQV6enrMmzePuLg4kpKS+PXrl2gQlJaWCqHQ4cOH6datGz9//sTd3Z38/HwiIiJEOyAuLo6RI0cKxPOwYcNEn9rZ2ZmYmBh69OhBSkoKs2fPZtiwYdy7d09MOOTk5Pjy5Quurq68e/cOfX19Jk2axLx585CRkaFLly6MHTtWJNklLRhLS0uGDRtGXV0d+fn5aGtrs3LlStTV1TE0NERGRobCwkIqKyuFgOrs2bMkJiYyefJkADQ0NEhMTBRQKlNTU/r374+3tzdDhgwhMzOT+Ph4FBQU6LJly5ZNEr2dn58f7969Y+rUqURFRTF79mxKS0vx8fER+2lJTUFOTo7AwEDWr1/P0KFDWbFiBb179+avv/7i7du3WFlZ4eHhQW5uruj06evrY2FhwaZNmygoKEBfX59BgwYJlaaOjo5gyLa0tODo6MicOXNYsGABoaGh9OzZEwcHBzQ0NLhw4QJr167F3d2dBw8e0K9fP9LT04mMjGTkyJHIy8uTlZVFRkYGCgoKREZGoq6ujpqaGl+/fhWuWwmMw8rKiiVLlpCfn8+4ceMIDQ0lOzubCxcuMGvWLLS1tcWe5datWyLdLgE7nD59GisrK8aPHy/cz+vXrxcPf2lpafbu3YurqyvTp09n4cKFolamoqLC4MGDaWlp4caNGwQFBaGtrc2yZcvYv38/Kioq1NTUiL7sf//9x/jx47Gzs+Pr169cvnyZPXv28OjRI2RlZdm6dSuHDh1CU1OT8+fP4+HhIVCrkyZNIjIyEn9/f0F/MzMz4/Hjx2LPuWzZMry8vPD39+fAgQPiDbusrIzjx49z9OhRMjMzOXPmDNu3b2f58uXU1tYyZcoUnJ2dycrK4sGDBxgbGxMUFERKSgqnTp0iIiKCzs5O8bs3MzPDzMyMqqoqvn//TnZ2NjIyMvTp04enT5/Ss2dP8fOWGOXy8/O5evUqlZWVODg4kJGRwahRo5CTk+Ps2bNoa2ujpaXFly9fsLKy4tmzZ8TGxmJnZ4e3tzeWlpbMmjULaWlp3NzcBEHIwsKCdevWsWfPHo4dO8aIESPQ19dHXV0dPT09lJWV8fHxQVVVlZaWFry8vOjSpQsaGhpih15dXY2FhQW/f/8WzvT58+czadIkfHx8OHr0KOPGjeP8+fOcO3eO9vZ2xo0bx7Nnz7h8+TIDBw6kf//+HD16lIKCAoyMjBg/fjyHDh2isLCQoUOH8vv3byHQuH//PoWFhaiqqrJs2TIyMjKwsLDA2dmZyspKxowZg6enJ0eOHBGd8MmTJ1NZWYm3tzevXr3CwMAAOzs74uPjmTZtGsuWLRN4x82bN1NdXY2amhoODg6UlpaSnJxMVlYWxcXFREdHM3/+fO7du8e4cePw8fHBzc0NNzc3jI2NMTMzIzs7mxkzZpCZmcmpU6cYMWIEp0+fprW1lbt373LgwAG6du1KXl4eDg4OfPnyRZixbty4wZUrV4Q44ujRowJOUV1dLQ5CBQUFJCQkoK+vT2ZmJl26dEFBQUFQD4cOHcq7d+9IS0sTdb+AgABqa2u5du2a0Mk+ffqUp0+fYmpqSmlpqZCmSHjs48ePFxbA8vJy9u3bJ6h2SUlJlJaWcvv2bWxsbLCxsSEiIoI+ffrw/ft3LC0tcXFxIT4+nuDgYHFYMTU1pbCwkPz8fFHhUVBQ4NixY8jJySElJcXcuXMFevbz58906dKF2bNn8/79e2JiYhg/fjzV1dUcPXqUlpYWGhsb6dGjB21tbaSmprJ27Vqqqqro7OzEz89PgHcSExMZNGgQISEhPHnyhKNHjxIXFye+iwkJCWJ1V1VVRffu3Rk8eDCzZs1ix44dDBs2jE+fPtGnTx/mzZsnktM9evSgtrYWS0tLLl++jJ6eHoaGhrx7904Ii3bs2MHgwYMpKirC19eX6dOni/vc3bt3iYmJQUVFReCZp0+fLlZfBQUFeHp68vz5c0aNGkXXrl2Rl5dn5syZGBoasmzZMkJDQxk0aBDGxsaCkOjt7S2qiJJqp7a2NikpKSxcuJDjx48THx9PWFgYLS0tGBgYUFZWxuXLl7GwsGDw4MHIysqKKqGZmRmXL18mNjaWWbNmidrZ48ePSUtLY/369Vy/fp3evXtTV1fHkSNHuHjxIteuXcPFxYUTJ06gpKTEwoUL2b9/P0FBQeKAcP/+ffT09ESWKCQkhOnTpyPl5eXVKdk/6erqYmdnx4ULF0RSNScnhyFDhgi14sCBA/8n0u7SRQTB5OXlsbOzw8TEhPz8fDo6Oujs7MTV1RVZWVnKysro06cPFy9eFMv56OhoCgoKRGWrf//+wirj6upKc3MzKioqaGlpERkZibm5OT179iQ1NRVra2s6Ozs5d+4cw4cPR0FBQYStXr58SXJyMnZ2dnR2dooUXnR0tNAjzpw5k5SUFHr06MHAgQMFc/rXr19s27aNxsZGbG1tef36NSYmJigqKgqgigRkkJubS2FhIVJSUnTr1g1PT086OjrIzs7G1tZWaEAtLCzo2rUrKSkpGBgYUFtbi6KiItOmTRPwAl1dXXbv3o2trS15eXloamqioaHBiRMnRHJYUsGxtbUlPDyc4cOHi51sZGQkL1++ZNiwYSgqKpKVlUVNTQ2lpaUYGxvTvXt39PT0BMe7uroaJSUlgV5sbW0lMTFRaAN///4tYBsSilpxcTEdHR1CRNGnTx+UlJSorq5m1qxZFBQUUF5ejrGxMQkJCWJNAAhtar3u57YAACAASURBVEdHBz9+/EBaWlpIAuTl5XFzcxP90qKiImxsbEhLS6OlpYUhQ4bg6OhIeno6xsbGosMoCTWmp6dTWVlJY2Mj5eXlpKSkiN03IFYYY8aMwd3dXeyJnj9/LrzI7e3teHh44O3tLYATkk9TUxPXrl2jtraWb9++CXa65KCQkJDAr1+/6N+/v7AIFRcXo6ioKFYFTk5OuLq6kpKSIsQKAPLy8nz58kWEW9ra2gQMJywsDGdnZ06cOEF6ejr/78fGxoaWlhYyMzP/z5/37NlTpHF///5NXFycGEGOHj2a1NRUAgIChDO5vr5e9F979uxJz549RTvk//0cPXoUOTk58Yby+/dvfH19kZKS4tu3b6J7X1lZyZcvXwQ6t7GxUVR/JGPrkSNHIi0tTUtLC2pqaoLGZmJigp+fn9DSSt4QOzs7aWlpQUFBgV+/ftG1a1cUFBRITk4WY29fX19UVFSoq6tDR0eH4uJikTtISkqie/fuGBkZoaSkJGBL48ePF/+/5uZm5OXlefLkCb179yY2NlagU1+9ekVJSQlHjhxh7NixfPnyBXl5eRQVFenWrRvt7e0MHz6c+/fvizCY5HtSWFhIc3MzgwcPFpKa/Px8VFVV0dTUBP5nANPV1eXTp0/Iy8vz+fNnWlpa+P79O6qqqnR2dtLa2kpLSwvwPzKhvr4+Pj4+TJkyhYyMDFHfa2xsRFdXF0dHR2RlZRk5ciRPnz7l7du35OXlkZ2dzciRI7l9+zbDhg2jsrKSiooKBgwYQF1dnfidSVTLElznixcvUFVVJTY2lvz8fHx8fPj16xdGRkYUFBQIbkRdXR1VVVUMGDAAJycnUadMSkpCU1NT0NVUVVVpb28nNTVVEBOrq6sxNzfHzc2Ns2fPIi8vT2ZmppAxxcXFoa6ujpSUlCDqJSYm0tHRIUKb6urqAOTk5NDQ0MDHjx85cuQILi4uZGZm0tbWhrOzM9nZ2SgrK6OgoIC3tzcA5eXlWFtbU1JSwvTp0wF4//69yDeEh4djYmJCbm6uaCTcvHkTExMTZGRk6N69O6qqqpSUlGBubk5eXh42Njbid1ZVVUXv3r0pLCxk8uTJaGtrc+vWLT59+oSVlRXfvn0TeaH79+8jJyfHs2fP0NDQwNfXl169ejFkyBC63L9/f5ME56ehoUHXrl0xNzcnODiYe/fuERoayufPn7GxsWH06NG8efOG7du309TUJEr+kkTk69evSU9PR1lZmbS0NF69eoWhoSFFRUWcPXuWefPm8f79e/755x+GDBmCnp4enz9/prW1VfxdkrSzhJAkLS3N9OnTyc7ORlVVFX19fdTU1Pj9+7fYO4eEhAhmr6mpKY6OjmzcuJGxY8eKvUJRUREhISE8ePCAFy9e0NzczNq1aykpKWHDhg2kp6czfPhwZGVlkZeX5+3bt4wZM4aysjIqKyt59eoVQUFB5OXlkZeXJxB15eXlSElJUVFRwdKlSzEwMBAyhYsXL5KdnU1aWhoVFRUkJCQIkL+joyNlZWUCnvHnn39y5swZ/P39hTze2toad3d3Ojs7ycjIoGvXrri6uqKsrCx0opMmTcLDw4OtW7dy6dIlrK2t8fDwEGnuf/75h/Pnz1NfX8+///6Lt7c31tbWdHR0sGDBAmxtbbl+/TrTp0+ns7OThIQEHj58SExMDKqqqsjIyIixqL6+Pm5uboSHh3P48GERttm8eTP+/v5cuXKFN2/eiBG65AESEBBASkqK8HCnp6czbtw4Ro8eLfaKly5dwvv/4+q9wqq81vfrQZMqnYX0XqUrUiygCIi995CYZo89RmPUmGhMNGosUYwFC7pFY4uKGAuKgAiiSF/0DtKL9PI/2N+a129/nHjmhch63zmf577HmDCB6upqNDU1mTlzJhs2bODChQsUFhbi4eGBi4sL9vb2XL58mSFDhnDlyhW8vLzQ19cnMzMTDw8PYVEKCQnB3t6e+Ph4fv/9d5qamqioqODSpUsMDg7S3NxMeXk5I0aMIC4ujpaWFjw9PSkvL+f169ckJCRQWVlJVFSUcLtPnz6d2tpaYWgaO3YsCxcu5OLFi6Le9M8//zB27FjR5fb09OTFixcMHTqUiooKduzYgZubG0uXLmX58uWcOnWKpKQkxowZI5C88fHxDBkyhMjISDGK9Pf3p66ujmPHjmFlZYWysrJItfr6+oo/R44cibe3N319fWLFVFJSgpeXF2ZmZuTl5YnO6eXLl7lw4QKjR49GXl5e/Dzc3d3JyMjAx8eHc+fOoaGhgZWVFVVVVaSnp+Po6Eh5eTmWlpYoKCgwZ84c6urqePnyJcOGDcPDw4MtW7bQ3NzM999/T3x8PABjx45FX18fXV1dMd26e/cuc+fOxdHRkWPHjlFRUcHvv//O6tWriY2NZcaMGZibm+Ps7MzmzZspLy9nwoQJhIWF8fDhQ9zd3amrq6Orq4uzZ88SEhKCoaEhgYGBgi9eVVWFj48Pn332GR4eHqSmpvLvv/8ydepU7ty5w3fffce2bdsoLy8XFaRvvvmG0tJSbty4QWlpKStXrhRgHiMjIzZs2MBPP/2Em5ubwE4WFxczfPhw5s2bx6FDhxgzZgxBQUGkpKSgoKBAZGQkioqKDBs2jKKiIu7du4e1tTUnTpzAwcEBiUQihBoSiUS4nz9+/Ii+vj5GRkZ0dHQQGRkpvM43b94U7uv6+noAwUeXSqUi4NjS0sLKlSuxs7PD3d2dpqYmEhMTycvLw9TUlMuXL7Nv3z46OjrEKDY7O1uwN/744w+eP3/OF198QX9/v/geZRjTlpYWiouLWbFihWAYyF7MY8eOpbOzk/j4eLKzs2ltbf2fF+GUKVPE+vT48eOcO3eO0NBQAOTk5Ojo6MDX1xctLS3mzp0revgKCgqsX7+e0tJSOjo6SElJwdrams7OTp48eUJUVBQjRowQrZUTJ04wc+ZMbGxs8PDwYN26dWJSKgs8ykKov/32Gw4ODmL37+joyPv37/nnn39ELdXDw4ODBw8KEdbPP/9MQkIC69evB+D69evExcVRVlaGs7Mzo0ePRl9fX/z7m5ubRZ2yt7dXiGb09PSEzyAgIICKigr09fWpqalB7sSJE4Pz5s0TisS+vj7s7OzYtWsX06ZNY8eOHSgpKWFgYMCFCxeEXWXixIlUVFRgbGzMrl27mDJlCk5OTpSUlKCoqCgk47JQVl9fH7NmzUJZWZmSkhK0tLSEg9XIyIi2tjZxu3v06BG6uroMDAywY8cOFi5ciI+PjzC5xMXFceDAATEymTVrFvLy8oIU4+HhQWlpKW1tbVy4cIHQ0FCmT5+OkpISXl5eHD58WHQH37x5w/jx4/n1119FOX/VqlWsXbsWCwsL1qxZQ1RUFI2NjWhra6OgoCAqIv/367vvvmPu3LlcuXKFXbt28e7dOwICAnjz5g2ff/454eHh1NbWCmlFeno606ZN46uvvsLOzk4cRrq6ulBQUKCsrIyRI0dy5MgRhg8fTmhoKFZWVuTk5DBkyBDS09PR0dHBxMSE7du3s2nTJnx8fATS0tzcnLt37/Lx40dsbW3Jzc3F1dUVqVTKwMAASkpKdHV1CQm8np4eioqKVFdXo6SkhIeHB4mJiezcuZOhQ4fS1NTEN998Q29vL+7u7rS2ttLZ2cmoUaN49OgR8vLyIoBiYWGBp6cn+vr6HDp0CA8PD2bOnMnp06fp7Oykvb1d1MqWLVvGnj17sLCwYHBwED09PeTk5CgpKUFXV5eOjg6hFDQ1NaWrq4vGxkZcXFz4+PGj2BO2tbWhp6eHpaUlRUVFNDQ04OzsLBjYpqamorObk5ODvb09AwMDmJiY0NHRgZKSEk+fPhVhs76+PtTU1Kivr8fU1JT09HQ8PT1RVFQkKytLvED//PNPAKKjo3n16hWHDh0SWsDnz5/j7e0t9nh//vknS5cuFXjS2NhYcnNzhZN6cHAQHR0d1qxZw9GjR0Wd8rfffiMnJ4fTp08LVKGuri6GhobU1dVhY2ODv78/69at48CBA4Lo5+3tjYGBAZWVlSgpKeHg4EBQUJAIT125coXU1FSePXvGiBEjaGhowMrKir179/Lw4UPu3LnDl19+yahRo/j48SPJycmMGDFCZEOMjY2JjIwUh8jRo0eLB3tUVBRycnJ0d3dTWVlJc3OzoA/Kvn8dHR0SExPx8vIiPT2dkydP8vnnn7N8+XJ+++03AgMDqa6uZtOmTXz66afs27ePyZMnA7B161ZWrlxJbGwspaWldHZ2MmTIEBGgkj0HIiIi0NDQIDExEVdXV3HwaGlp4e3bt5iamgpGvIqKiuDO/1+UpouLi6hKycKbnZ2dVFVVYWdnx5AhQ8RzTkdHh5SUFCE/+vLLL9m+fTsGBgZiEqSsrExLSwtdXV04OTmJwKiOjg5OTk4UFRWhq6srLlCdnZ1YWVnx5s0bdHR06OnpERxsPT09PDw8GDZsGK2trWISJLttampqClCIqqoq+fn5qKioUFVVhUQiobW1FfgvP9vCwoI7d+4wZcoUdHR0+PjxI2VlZaLOKMsMDQwMoKamRl1dHWZmZhQVFdHf34+ZmZkAEsnS9h8+fMDAwICcnBwcHR1pb2+nqqoKDQ0NNDU16ejooKqqis7OTnGQ8fX1FU4BCwsLKioqMDMzE4l5PT09KisrhS8hPz+f8vJyTpw4QX9/v7CHaWhoiInIsGHDxERQV1eXvr4+Vq9eTW9vL1evXhWXjtraWm7evImPjw+urq4cO3YMeXl55OXlCQ8Pp7y8HE1NTcLCwgB4+vQpv/76K4GBgWzbto2BgQHk5eW5du2aYNnv3LkTfX19enp6CA8P58KFC4wdO5bFixfT1tZGS0vL/7xP7t69K34u3t7e3L9/n6CgoP+S1Z4+fTp4/fp12tvbsba2Fqzv5ORkWltbCQ8Pp6Ojg7KyMnp6epBIJKIPfe3aNYYOHcrQoUPx9PTkwoULGBkZoampSWhoKC4uLhQXF9PW1oaWlhYPHz5EQ0OD1NRUEhISePToEefPn6eqqgp9fX0GBgbo7Oxk7NixmJqacuDAAYKDg2loaEBPT4+enh66urqYPn06f/75J5WVlWzYsEH8ApuZmVFRUUFhYSGWlpZiTOjm5sa9e/fEg0YikTBnzhyuXr2KlpYWenp6WFhYkJ6eTnd3N48fP0ZXV5dp06Zx6tQpwsPDKS0tpba2lsLCQvr6+mhvb8fHx4eMjAxCQ0PJyMjA3t5e1AYaGhpoamrC3t6ex48fCzpRV1eXkAHI1IajR49mz549uLq6oq+vz/Xr1wkICODhw4d89tlnJCYm0t/fT29vL87OzjQ0NKCpqYmdnR2fffYZx44dw9vbG2dnZ+Li4pBKpXz48AFDQ0MGBwfR1NQUyXIABwcH5s6di5KSElu2bGHSpEn85z//wczMjBEjRlBSUiIeXo8fPxY91ebmZtTU1PDz88PKyopr167h4eGBvb294IYnJiaira0tJAMTJ07kP//5D/b29rS0tDBp0iQRZnv79i3BwcGkpKTQ2tqKqamp6PAODAwQHx/P7NmzBbAjOTmZbdu20dHRQV1dHTdv3kRBQYG2tjb6+vpEmLCzs1P88s+YMQNnZ2c+fvzI4OAg1tbW5Obm0tDQIEhVn376KTExMaxZswZjY+P/OYhJpVIuXrxIfHy8GGk1Nzejo6NDXV0dWlpaWFpaMnLkSBITE1FWVsbIyIinT5/i6urK+/fv2b17N4qKiri7u/PhwwcSEhKYMWMGjx49EnQ3Ozs7VFVVBfWvvr6ejo4O8X8m+9LX12fXrl3cvXtXoGcBbG1t8fLyYmBggN7eXlxcXCgpKSErKwtHR0c6OjpoaWnhk08+oaKigkePHgn+vrW1NSNHjkRXV5dRo0aJv/PSpUtYWFgglUpRU1MTzATZyHfkyJEcPHiQTz/9lHnz5jF37lxiY2NxcXGhubmZhoYGLC0t6erqoqKigr6+PoyNjYVlz9LSEhcXF/T09JBKpfj6+orfV11dXW7fvo1EIiE5OZmCggKMjY2pra2ltLSU8ePHI5VKefnyJYODg6xfv16sM1pbWxkcHCQrK4vm5mamTJlCRkYG4eHh4vP5f79KSkqIj4+npaUFgIGBAYGVtbe3JyYmhpKSEjZu3Eh6ejovXrzg6NGj3LhxA19fX5KSktDR0WHu3LlkZGSgq6uLhYUFfX19YtI0b948urq6GD58OKamppSXl4ubupmZGWlpabi5uaGgoMDjx4/x9vYmMjKShQsXAtDV1UVWVhbBwcGMGDECa2trHBwcADh58qR4SVdVVTFlyhQsLCzE7drMzIy5c+eiqakpfPG2trYEBwdTWVlJYGAglpaW/Pzzz4wcOZI3b96wYsUKWlpa0NDQIC0tTaysbt26xcqVK5GTk6Onp4fk5GRMTEyQSCQ0NTVRU1MjmPH6+vrcuXOHkJAQlJWVMTY2Rltbm7a2Nurr64mLi8PZ2Zns7GzGjRtHd3c37u7udHZ28vz5cyQSCfHx8VhZWXH//n2Cg4PR1tYWB2x3d3eR0zl48KAIt8rWe4aGhvzxxx/4+/uTlpaGubk5LS0t6OrqoqqqKlSxUVFR2NjY4Ovri62tLdra2vT19ZGZmSn22PHx8WhoaCCVSlFVVaWxsZH6+nra29uZNm2aCEYmJSWxceNGUTudNWsW169fp7GxEV9fX/T19SkvLyc7O5vOzk7KysoEIa2yspKOjg6heH7//j2LFy+moqKC48ePc+PGDRQmTZq0e+vWrWL0dv36dVpbW2ltbaWuro7Hjx/T2dnJgQMHxOl7+vTp1NTU0NXVxaRJkxgxYgQtLS1CoZmbm8vevXs5ceIEra2tvHjxAmtra6HdMzIyEonV5uZmjIyMMDAwICMjg6VLl1JSUkJsbKxwTefk5GBhYcGvv/5KR0eHsEf19PSgoaGBn58faWlp9PT0cOTIEVH6l5eXR0FBgW+++YYRI0agpqYmkHq9vb3i31BUVCQYsDk5OeTl5REeHs7WrVtZv369UB+uWbNG/MAnT55MYmIiBQUFZGRk8PDhQxobG7l27Rq9vb3s3LmToqIiKioqBAhEVglqamqip6eH9vZ2/vzzT3GD8fHxob29HTMzMy5duiR0mkePHmX79u0sWLCA0tJSBgcHCQoK4v79+/T29vLVV18J8tju3bsZGBjg48ePzJkzR9iwGhoaWLVqFZWVlfz8888cO3aM7Oxs3N3dMTMzIz4+XiQfa2pqKCwspLa2lu+//57Y2FjhylVVVaW3t1egLYcPH05LSwu3bt3iyZMnaGtr4+rqKtoDMTExfPHFF2RnZ7N48WIiIiKE6/rRo0d0dXUBEBAQgK+vL62trRQVFbFo0SKGDh1KWFiYYDIbGhpSX1/PsWPHKC4uRl5enoqKCtFnX7RokUh7yvayMqTr5MmTyc7OxsLCAj09PXp7ewkKCuL169dkZGSwc+dOQSYyNjYWqdX6+nqKi4vx8PCgu7ubRYsWoaOjQ2ZmJsePH0dDQwMtLS02bdrEzz//TGBgINOnTxd889LSUmJiYpgyZQo+Pj6i7iVzYU+dOpULFy6gra3N7du3sbS0ZHBwkGHDhrFgwQKuX78OQFVVFQDNzc0EBgbi7OyMioqKeBn9+OOPODg4iHzC4OCg2OdqaGiwcuVK+vv72bJlC3fv3iUhIYGNGzcKmqFMwnLjxg3+/PNP4uPjKSoq4s6dO+IzqK2tjaKiIi9evKClpYWzZ8/i4+NDVFQU169fF6HKpKQkurq6kEqlQggSFRWFVCoVvGxtbW1Ri6mtraW4uBhnZ2d27NjB5MmTWbp0KVFRUWRmZuLm5oadnR1ycnIcPHiQxsZGURX666+/ePbsGUVFRVy8eJG0tDRev36Nubk5ycnJFBYW8uTJE0Gcu3z5MiUlJTg7O/Ptt98ydepUoqOjaWhoICMjg9raWvbu3UtWVpZY45SVlTFu3DgMDQ1FKn/GjBncvn1bBF7z8/PR19dn586dzJ8/X1DZLCws8PLyEtY8mY7zwoULAkcry+zILhQLFy4UnzlNTU1xQHr37h29vb0MHz6cqKgoPnz4wLFjx9DV1UUikZCSksKyZcsICgri8uXL+Pv7M3v2bEaNGsW4cePIysoS7HKZ56Guro7Gxka6u7sxNjYmLi6O+vp6bG1tiY2NpaamhtGjR3Pt2jVOnjwp6I6VlZX8/fffyMnJERkZyYgRI9DW1iYmJkZ0ii9evMicOXOIj4/nxx9/5PDhw9TX12NmZkZrayuOjo6kpqYSGBgokuIWFha0tLTg7u5OVFQU1tbWmJiYoK+vj6urK+/evcPPz4+8vDxx+ZFV+3x9fampqaGxsRFra2vs7OzIysqirq6OixcvYmhoiLe3N2pqahgbG1NaWipS4uvWrRNtFVdXV+Li4igqKuL+/ftCvert7S3qcL29vXh6ejJjxgx+/PFHwaBvb2+nsLAQLS0trK2t6e3tpba2ln/++YfAwEA+fPiAm5ubqGwtW7YMqVTK3r17BZTL3d2dlpYWOjs7aWxsREVFhXnz5pGZmYnC33//vXvv3r2MGDFC7N88PT1JTk5GXl6eN2/eiE7w1KlTCQsL482bN/zxxx8sXLiQFy9eoKysTHt7O5s2baKmpgYDAwMePXpEe3s7lpaWLFmyhKysLDIyMqioqKCjowNDQ0Ps7e3x9PRky5YtKCoqijqOmpoa7u7umJqaMnr0aCoqKigoKKC+vp67d+9SUFAgUtltbW3Cj21iYoKHhwcVFRXihXz58mU2bNhAa2srISEhItH9/v17QkJCSElJYfTo0UI68Pnnn/PixQuhKbSxsSE7O5vVq1cTFRUluoEtLS0cPHhQnIoNDQ0JDg7m7t27hISEcPLkSb744gtu3brF6NGjOX/+PBEREbx584Yff/wRNTU1pk6dKnSfMjSnrG/4ww8/UFxcLBjHZ86cITs7mw0bNrBx40Z0dHQ4fvw4NTU1QuohY3O7ublhZmaGnp4eI0aM4OTJk8ybN4/a2lqSk5OZPHmyCJzdv3+fx48fs337dj7//HOio6MZN24cn376KXPnzuX58+d8+PCBgoKC/7nZGxkZoa6uzq1bt0hMTCQ8PBwNDQ1xi9XU1OTt27fo6Oiwbt06njx5gq6uLhUVFUJV+tdff1FTU4OnpydSqZSamhqCgoLo7+8XJ+3k5GQuXbqEpqYmeXl5FBQUiBFYcXGx8NNqa2v/l7WroICLiwsbNmwQ9RAnJyeWLFlCcHAwJiYm1NTUYGFhIdjnHz58oLq6mtOnT+Pt7Y2pqSnLli1DWVmZn376CXNzc7S0tOjp6aGmpoampiYeP37MiRMnqK6uJiwsjFevXiGVSklOTubMmTMcOXKE6OhonJ2d8fDwQFNTk2XLllFbWyvAIeXl5RQWFqKoqMjMmTOpqakRga+EhATu3r3LkSNHUFVVJTg4mGHDhqGhocHLly8pKioC/stwlnVar1y5wqtXr1BQUODRo0eMHz+exsZGTExMWLt2La6uriQnJzN37lwUFBSQSCQcO3YMBwcH8vPzUVVVFQ/FKVOmUF1dTUVFBQYGBowZM0ZIRszMzADw8vIiLi6OhIQEvv76axwdHTl48CA7duzg33//5dy5c+L/ysDAgKamJhwdHUlKSsLW1pa0tDRycnIYP348U6ZMobCwUNSkZEYvCwsLYmJiMDU1pb+/n4aGBnJzc+nt7eXNmzcYGxvj4OCAvLw8GRkZjBo1CkdHR2xsbFizZg1z5szBwcGB9vZ2iouLCQkJQVVVlZcvXyKRSAR2d9y4cURHR5OTk8PBgwdRU1Nj//79PHnyhI8fP/LVV1+xZs0aDh8+TGxsLHPnzuX333/H3Nyc8PBwcVHJzMykvb2du3fvMm7cOBwdHQkJCSEjIwN9fX1aWlqwtrZGUVGRmzdvUlZWhp+fHwkJCXzzzTf4+vqSmJjIw4cPOXToEBEREdjZ2ZGRkcHXX38tutF2dnb4+flhY2NDR0cHPT09VFdXY2ZmRlJSEoGBgfz00084OTkJD3ZycjJxcXGkpaVhb29Pf38/P/zwA42NjZw4cYLVq1cTGRnJ4sWLOXbsGJ6engQGBopmgJKSEpaWlgImlJ2dLfCZDQ0NhIaG8vTpU1xcXJg5cybu7u78/PPP/PPPP+jp6fHu3TuWLl0qJnl//PEHNTU1DBs2jNraWv7zn/+wYMECkRvQ1dVl165dtLW14e3tTUtLCyoqKhgbG7NmzRpmzZrF7NmzqampEV4FWSj41KlTODg48Msvv+Dl5UVZWRnp6el8//33vHnzhjlz5ogduuwZvG3bNiwtLYWDvKWlBQsLC2bNmiVEJv/++y9FRUWkpKTQ1tYmREHJycm8e/dOwIF0dXVxdHTk3bt36Ovr8+rVK1F5Ky8vF/XP69evM378eDH1CAsLo76+nk8++YSxY8cSFhZGWVkZy5cv55NPPkEhLi5u9+jRo/nw4QOhoaGC3zxlyhQuXrzIvXv3BNBBljo8d+4cenp6Yifj4ODAvHnz0NLSYvXq1ULeIKtffPz4kYcPH7J06VJGjRrFqFGjRO9PW1ubFStWMHLkSPGil0gk2NnZsWfPHoYMGYK9vT21tbVoaWnh6upKUFAQUqmUhIQEtm7dyr179zAzM0NRUREvLy8xylm/fj337t3j5MmT1NbWEhUVxatXr0SgQnYLqqyspLq6moSEBEpKSrCzs6OqqooVK1bw008/kZ+fL0hesjqKk5MTvb293LhxQ7hkN23axJYtW8RYpru7G3t7ew4cOIBEIiEjI4OkpCSOHDnCggUL2Lp1K7t27WLOnDn8/fff+Pr6MmPGDObOnUtxcTFGRkZkZ2ezdu1aUlJSOHjwIAkJCcKT6+DgQHV1NZ6ennh6eord0rVr12hsbOT169e8efOGbdu2MTg4iJaWFsOGDePFixciPyBLM+bksC3H3gAAIABJREFU5HD16lWRzpX1AgMDA5k6dSqGhoaCJDRs2DAePHhAR0cHX3zxBffu3SM2NhYnJyc+fPjA9OnTGRgYICMjQ0jYZYACGQ1s0aJFPH36lNzcXFJTU1m7di1tbW0cPXoUf39/vv76a0JDQ4VDOiIiggULFrBq1Sr09PTw9vZGUVGR5ORkiouLUVNTo7OzU2j1ZOay48ePizGqsrIyx48fZ+/eveIGaGNjw3fffUdPTw/nz5/n7NmzNDQ04Ovry4MHDzh06BDOzs6cPn2a/v5+7t69y4sXL9i2bRtycnJUVFQwZ84ctm/fTmtrK+vXrxfjTJnYZevWrfT19ZGeni4Op7NmzaK4uBhfX19SU1NZtWoVPT09JCUlsWPHDj777DPevn3Lu3fvUFJSwtraGjc3Nzo6Orh//z4uLi7k5eXR399PUFAQRUVFAnpTW1tLTU0N69ato7W1VXC5BwcHSUxM5OTJkxgZGVFeXi7wsmZmZqxZs4Zjx46xZ88e7ty5Q0VFhYBsTJs2DYlEwqlTp/jw4QPe3t6cOHECR0dHZs+ezcKFC+nr66O+vp6HDx+Kqo8sDHfo0CGWLl1KTk4Os2fPFvmIzz//HDs7O6qrqykoKEBLS4uMjAza2tpYsmQJAwMDmJqacuPGDSZOnEh4eLi4tcgCRv7+/ixcuJD6+nrOnDkjKjJXrlzh2bNnjBs3jnHjxrFjxw5mzpxJZWUl06ZNo66ujjNnzuDk5ERGRgaZmZmCkqipqcnz58+xsrJi9+7dvH37ltGjRxMZGcnYsWPR09MTzPh169axfPlytm7dip6enuBIbNy4UeiJZR3ncePG8ejRI2pqanB1daWvrw9LS0vGjx+Pn58fhYWF9Pb2kpqaip2dHfPmzWP8+PEkJiYK2Mvg4CCpqanEx8fz7NkzDhw4wKVLl9DT06O8vBwtLS3S09P54YcfeP36NYsWLaKiogITExP++OMP8X2PGjWKX375RXR/k5OT0dXVFTY8WbXo3r17HDx4kP3793P+/HkUFRXp7u6mqakJJycnpFIp7969Y+jQoTg5OaGoqMiZM2eYNGkSvb29GBoacubMGebOnUt5eTlVVVWEhITQ2NjIn3/+SUVFBbm5uYwYMYIZM2bw/Plz7t+/j4qKCjk5Oejp6ZGXl8fAwIAATsXGxjJp0iSuXbtGUFAQPj4+LFmyBAMDAwCRk7h+/Tpnz57FwMCAoKAgqqur2bdvH1lZWfj4+LB8+XKWLFlCSUkJU6dOpbOzEyMjI7q7u2lvb6eurg4fHx9WrVpFYGCgYAhYWloybNgwHj16JNTIt2/fpq6ujqFDh+Lu7k50dDTx8fGYmZkxatQo8vPzqa+vF1WttLQ0xowZw4MHD2hsbKSnp4fly5cTFBSEqqoqycnJ1NTUMHz4cKGLlfv+++8Hnz17xvTp0/H39yc9PR0NDQ2ePHmCnp4e5ubmAJiYmFBZWSkAFg0NDXh5edHU1ERpaSlWVlbcvXsXAwMD8vLyMDY2FiNE2d9XW1tLV1cXt2/fFh1iGajjzZs3mJqaYmlpKeL3mpqaxMfH4+3tTWdnJ2ZmZmJ8LkPmyfZdtbW15OXlIZVKxY5DFsiQGZhqa2uRSCRoaWlhY2NDd3c3bW1tApw/adIkGhsb6e3tRVtbm5ycHJycnBg/fjza2tpC0/fw4UO6urooLy8XBwWZjCQ6Opr29nYmTpwo9kdNTU3il7q0tFSEQZYsWcLixYuFSUoqlaKkpISmpqYIIMlG0MbGxuKlZGhoiJKSEoaGhrx+/Ro1NTXKysooKiri+fPnlJSU4OLiIuABPT092NrasmrVKgICAoSE3tTUlEePHhETE0NzczPe3t7k5eVhaWmJjY0Npqam9PX1CYhMa2srCxYsoLKyEltbWxISEnBwcCAzMxM7OzvMzc2F4zUiIoLm5maGDx9OQEAApqamZGZmirVAWVkZHR0dYmwk2xG7urqKOpC6urrwyn711VcMHToUQ0ND8vLyePbsGc+ePQP+i1HMyMjAz8+PoUOH8vLlS+7evfs/e0pLS0tsbW3p7+8nMzMTHx8ftLS0yMvLw87OjqtXrwLg7u7Ol19+ydChQ7G0tCQpKYnKykrq6+sFSCUsLEzUpaysrBgYGCA4OJjGxkZu374tDHa1tbUAXLx4ERcXFxobG7l16xYTJ07EysqKsrIyESaxt7fn5s2bXLlyBUVFRerr68UD8c6dO+Jh0dTUhJaWFqmpqXR1dYmw4oQJE3BxcRGQkI8fP1JdXU1tbS29vb2EhYWJTMPdu3f566+/MDQ0xMjICCcnJ6qqqsS47v379/j5+aGkpERkZKRQPJqZmTF//nyMjIzo7e3Fw8ODpqYmJBIJvb291NfXC0xtY2MjGhoa6OrqUlZWRl5eHvfv36e8vBx9fX18fHzw9fUlLS1NfK4tLS3Jysqiq6sLQ0NDoTesqakR7Y20tDRsbW2xsLAgOTlZyEk8PT0ZPnw4sbGx2NjYoKamxq+//kp4eDjp6en09vYKtWJaWprwDm/evBkDAwPx2bp27RpycnKCWqajo0Nubq6YEAQGBlJRUUF3dzeampooKioKb7wM7Spbk+Tm5vLs2TP6+/sZOnQo9+/fJzQ0lKCgIHJycgQFT1FRUdQB+/r6SEpKoq6ujoGBAerq6mhra0NdXZ3jx48DsHnzZoKDg3F2dkZXV5fIyEjhpF64cCGBgYGMGzcOgGHDhpGfn09nZyddXV2kpqYyMDBAaWkpI0aMEJUkVVVVsrKyqKysxMPDg6KiIj58+CC6xe/fv0deXp6+vj60tLSws7Pj1atXQvKRlpbG7Nmzsbe3p6qqCnNzc5KSkmhoaMDY2Jji4mIMDQ0FPe7t27fo6+vz8uVLvvjiCxwdHXn9+jUGBgY8e/YMFRUVpFIp3d3dWFtb8/79e+rq6nB3d8fGxkbsqWWWvzNnzvD8+XM++eQTJBIJXV1dtLe38/jxY3R0dDAyMqKsrAyJREJ2djZFRUXCOSFbU8pG0u3t7bS0tCCVSqmvrxd5ElmF+M2bN2RkZNDd3Y2CggJjxozB09OTRYsWiZqXkpKSeEZcu3ZNrPTevXuHnp4e+fn54mDR1taGiYkJiYmJVFRUCIrn/82nyHwacjdv3hxUVVVl0qRJ3Lp1S4y/ampqUFFRQVFRkc7OTt6+fYufn5/oosoqVf/88w/jx49HUVGRY8eOiYd6c3MzBgYG2NjYCFypt7c3KSkpNDc3Cyj67du36ezsRE5OTvQTKyoqCA8PJyIiAnl5eVauXElZWZn44HR3dxMXFyesJ1988QUnTpwgOTmZ4OBgIfgICQmhvLycxMREzM3NmTFjBtra2jx8+JCPHz+Sn5+PlZUVGRkZYgwnG/HL/NOyF2Z+fj7Dhg1jxowZ/PLLL3R0dJCdnc38+fPJycmhoaFBWKyKiooYOnSoGP11dHQwZswYzp07h7GxMZ6ensjJyWFhYcGQIUNISUmho6MDf39/LCwsePnyJWZmZtTU1NDc3MzAwABaWlrU1NRQXl5OYGAglZWVxMfHY2lpiZ6eHtbW1pw6dUpUHyIiIvD39+fjx4+8efOGUaNGoaCgIIw8ISEh3L9/n76+PuLj4xk/fjxpaWn4+/sLklBqaiq6urrCdNXc3CzoRFevXsXLy4vKykqUlZXx8vIiNTWV9+/fo6WlRVtbG01NTejq6ooxqSy7INsNGhgYMGXKFDZv3oycnBxff/01hoaGFBUVUVxcLKAdpqamJCcnC4mJLGEulUqZP38+UVFR/6Of/P9/BQcHY2hoiKGhISdOnKCnp4fZs2dz48YNZsyYIRLuJiYmAonY39/PX3/9JRjFMi1meno6EydOJC8vj5aWFqZNm0Z0dDSjRo0SlTVra2uKiooICAigqKgIFxcXpk+fTmxsLD4+Pnz55ZckJiaSn5/P5s2b8ff3p6uriwULFnD06FFsbW3R0dHh9u3b+Pr6irRtQkICxsbGlJSU4Ofnx/Pnz+nq6mL+/Pm4ublhbm5OSUkJgYGBZGdnk5SUhKenp2hkJCYm4unpSUJCghCAZGZm4u7ujpycHKampuLBKesU5+XlERMTQ15eHnJyckyYMIHi4mIcHR1RUFDAy8uL3377DYlEgouLC4cOHUJeXh41NTUMDQ3Jz88XmlGZ0UxmA5RIJMjLy+Pv7095eTlBQUG8fPmSjIwMent7aWtrY9myZfz2228MDAyI0aazs7Mg66WlpaGpqcmXX37Jw4cPSUhIEJW+qKgoZs+eLVLYEyZMoKOjg8DAQMECqKioYNiwYdTX1xMTE4O2trY41CspKREdHU1VVRUeHh4CWqKhoUFDQwNpaWl4e3vj4uKCh4cH9+/fF+NuY2NjVFRUxFpNliofPXq0GCkDvHz5ElNTU1JTU1FSUkJVVZW4uDimT58uXrgyTn5dXR0KCgri0CDrcr948QIzMzPByejv76e6upqZM2fy5MkTEhMTaWpqoqOjA6lUiq2tLSNHjsTGxobo6GgWLFiApaUlp0+f5sOHD+jq6opOfmtrq5j2PXv2jICAABG2kkqlrFixgsOHD4v+t66uLjExMejo6ODo6EhTU5NQ+sqY9PX19ezZs4cnT54Ib4C8vDwFBQVMmDCB6OhovL29qampERM0KysrLCws2Lx5M5cuXaKvr4/169eLF6eJiYkIMPb19XHz5k2qq6vp6+sTayJVVVUWL16MmZkZDx48oKurC3Nzc7KysigqKkJFRYVly5YJ+YaOjg737t3Dzs6OyMhINDQ0CAgI4N27d+Tn5/Ppp58KKNjz588xNzfHycmJV69eiayWoaEhx44dY9++fWRmZopLi4GBAX5+fmzZsoXJkycjlUqJi4vDwcGBwsJCOjo6GD9+PFZWVgwZMoSxY8cyZMgQFBYuXLjb1dWV2NhYjI2NOXv2LOXl5Xz66acoKChQV1fH+/fvMTIyYvv27Tx9+hQvLy/ev3/PunXrmDZtmnDKqqurs2DBAlxcXDA3NxdhEA8PD2pra3n58qWodmlqaiIvL8+LFy/YunUrRUVFnDlzhtDQUJFQHjNmDEZGRkRFRTFnzhwRuPDz82Ps2LFUV1djb2/Pr7/+yqJFixgcHERVVZXW1lYBBJGNh5qbm3F1dSUsLAxzc3MyMzORSCSoq6tjZWVFfn4+qamp4pdWBv8oLCzEwcGBqqoq5s+fz+bNm0XYYcuWLTx9+pT6+npyc3Px9vZGT08PdXV1pFIpn3/+OX///TcLFy5k6dKlLFy4kPHjx+Pg4MDIkSNpaWkhNzeXjx8/8vjxYzIzM/n777/x8/MToYyCggLu3r2Lo6MjnZ2dHD58GFdXV9TV1QX96O3bt6xevZqenh6kUilpaWnIycnR3NzM8uXLiYmJEdWPgoICrK2tef36NRERESxcuBBXV1c0NTV58OABBQUFAucpG7HNmDFDvLxNTEwoKiqisLCQefPmAXDv3j2+//57oqKiGDNmDFOmTKGkpISvv/76f2pNr1+/ZsyYMSJII+P0ynY3CgoKKCkpiV32rl27yMzM5MGDB8TGxmJgYMDnn3+OiooKxcXFLFu2jCFDhghWsJGREcOGDaO6upq1a9cyfPhwtm3bxsqVK3nx4oUYC/v6+orGg0xC//PPP4vQS3p6urA+hYeH8/vvv7Nv3z7evHnDpk2bBCbW2NhY3P6Li4sZGBgQalM1NTVOnTqFVCrF29ubjRs3cvv2bb7++mtWrlzJqVOn+PrrrwUo48mTJxw7doy6ujrS09OxsbEhPz8fPT09Hjx4QG5uLh0dHdTW1vLLL79w4sQJ+vr6CAoKoru7m8bGRvbu3Yuvry/Xrl3j5cuXNDc3o66uznfffYejoyN1dXUYGRnx/v17rK2tSUpKws/PjyNHjrB7926ePXuGnJwcDx48QEFBgfDwcJqamnj58iWKiooEBwdz6tQp5s6dy9OnT0XtMjQ0VNTUFBUVWbp0Kba2toJyaGZmhru7Ow4ODvj5+TFr1izKy8spKChg0aJFXLp0iXv37rFz505KSkoIDg5m+fLl4mUVGBjIjz/+KMAyioqKpKWlicDQ6tWrxQpMFq6T7eSdnZ2FZnPatGn09/fz+vVrNDU1aWpqEgAlGUnP0NCQ+/fv09XVxfbt25k6dSplZWVkZWVx/fp1fvnlF6ytrTE1NaW7u5sTJ05w584dMjIy6Ovrw8DAgLi4OGxsbHj69CltbW0MDg5ia2tLW1sbT548wdzcnLi4OPLy8khPTxcXlr179+Lp6cm4ceNIT0/n+vXr9Pb2kpWVhYODA0lJSXR2djJ8+HD6+vooLi4WuRJdXV2am5uRk5PDxsaG+vp6du3axYULF8Q4XGZgXLNmDSdPnuT27dvMnz+fw4cPIycnx7Vr13ByciIlJYWIiAgePHjAixcvcHJyYuHChURERFDy/ykrZbrVhIQEVqxYwbNnz7Czs6OsrIzZs2eL6YuioiINDQ24ubmhpaWFj48PEomEkpISCgoKBJgpICBAUC/d3NyQl5dHVVUVOTk5li9fztGjR0lNTcXLywstLS1RqWttbWX+/PlkZ2fz8OFDUlJSKC4uZsuWLYwfP56UlBTy8/NFd3rr1q3Y29tTXV1NTU0N6enpGBgYMGPGDCZOnIivry+6urqMGDGC2NhYOjo6MDExYdasWRw9epT6+noMDQ2ZOHEiT548wcXFBTc3NxITE1mxYoUAZEkkEvLy8khISCAtLY1r167h6OiIlpYW06dP5/bt22RmZrJr1y40NTUxNjbm4sWLmJiYMG/ePOzs7LC0tBStLC0tLd69e4eco6PjYG5uLqqqqowaNYr09HR27NhBfHy8YKFeunQJfX19NDQ08PT0pKSkRIwYr1y5QmhoKFlZWdy/fx85OTn2799PVFQU/v7+zJs3T4Rh+vv7KSkpEaB6JycnDA0NKSgo4PLlywQHB/P8+XMOHz7MoUOH6Ojo4LfffhM3iXHjxrF//37c3NwYPnw4NTU11NfXs3HjRo4cOcKSJUuQSqWcPHmSsLAwWlpaSE1N5ciRI7S2tjIwMEBERARLly5FXV2d7OxsvLy8+PfffwX6btGiRUyZMoW0tDRGjBjBq1evWLt2Lffv30ddXV30bk+ePMmwYcO4desWMTExuLi4CPCEnp4e0dHRXLt2jffv31NVVSVGfUePHsXGxoYLFy5w9uxZ1NTUxItx7NixdHV1oa6uzoEDB7h48SLFxcWMGTOGxsZGsQaQSqXiZj5t2jSUlZU5dOgQe/bsobCwEGtra1RVVZFKpezevRsrKyv+/vtvLC0tUVZWZvHixXz8+JHff/+dwMBAdu/eTVNTE7dv38bMzIyenh78/Pzw8vJCKpXS3t7Ot99+KzCUK1asYPfu3SxatIivvvqKlJQUsVu7c+cOM2bMoK2tTRzKXr58SV9fHxKJhOvXr3PmzBkOHjzIgQMHUFFREYL3iIgIjIyM+Omnnzh48CDt7e3k5OSwe/du2tvb0dbWprW1FVdXV+7du4e3tzcjR45k48aNGBkZUVhYiLy8PPb29kRGRhIeHk5gYCBeXl7CLezk5MTNmzc5c+YM9+7do7S0VMAj/Pz8OH78OBKJBEVFRRFKkUqljBkzhrCwMO7cucOTJ08YNWoUN2/eZNeuXWRlZaGsrIyioiLe3t54e3sTFxeHkpKSODj19fUhJycn9mMyFnRCQgKWlpaMGzdOoCU1NTVFuDEsLIw5c+bg5eXF6dOnOXbsGAkJCWzatInIyEiWLFkiRDNGRkYoKCiIz+SaNWuIiIggNDRUTIrmzp2Lv78/+/bt4/r162KlM3r0aOTk5ACIiYkhLCxMBAW7u7tZuXIlDg4OrFy5kpSUFBITE/nss89YsWIFERER6Ojo8O7dO6EQlSGMnz59KsbfqqqqREREMGTIEFJTU4VgoqioCH19fUEMlK1QZsyYwc6dOxk+fDi9vb0MDAygqqqKRCLB2dmZjo4O4uLiCAwMRE1NDYlEQm1tLcbGxrS1tSGVSrGwsMDCwkLU45qbm4W0QxayTUhIoK+vj1GjRgnKo5ubG5mZmUKf6ObmRn5+Pt3d3Tg7OxMREUFTUxPPnj3j/PnzWFhYiHWavLy86D/7+fnR29vLhw8fGDlyJKqqqigrK3Pv3j0kEglKSkokJibi4+PDjRs3GDNmDPr6+ixatIjc3FzCwsK4du0alpaW+Pj4sGfPHhYsWMCZM2fo7OxET09P8BhiY2OZMGEC586dY9OmTcTGxmJtbc3Vq1fZs2cPRUVFIksRERHBZ599hp6eHq2trfj4+NDR0UFhYSGJiYns27ePkJAQbt26JS4/Hz58wM/Pj66uLmE7s7W1pbu7m/fv3zMwMMCvv/7KggULRII/OjqaSZMmYWxsLA4ODQ0NxMTEYGJiwsSJE8nKysLOzo6SkhI+fPhAUFCQUC1XVFSgra2NmZkZGhoaKCsr093dzfz589m7dy979+7l9u3bKCsrM3z4cFF/e/36NQCzZ8/GyMgIVVVV4bOOjY3F0NCQmTNnip+RTB+dk5NDamoqHh4enD59mj179rBv3z4MDAwIDw8nJSWFCRMmkJKSwtChQwkJCSEgIEBY7Hx9fVm3bh2LFi1CX19f/J9fvXqVyZMnY2pqKsKU1dXVHD16lNraWh4+fIiRkRGTJk3ixx9/JC0tjTlz5mBlZcWrV69wcHDgu+++Q8HV1XX3F198wf79+9m2bRsA7969Y9OmTTg6OvLnn38yZcoUAgICMDExYezYseTl5TFlyhT09PRwd3cnICCAZcuWkZubi4qKCu3t7ezatQuAlpYWysrK+Pbbb8nOziY3N5dRo0ahr6+Pnp4eBQUFrFmzhmvXrjF9+nTk5ORoampi0aJFIp1nYmKCs7Mzz58/5/nz51haWvL777+zePFizp49y5dffklpaSkbN25k5cqVQoI+YcIEduzYISQla9eupby8HENDQ/bu3ctff/0lEuYjR47kxYsXbN++ncLCQo4ePYqKigqLFy/m5cuXhISEsH79ev755x8cHBzIycmhuLgYLS0t7t+/z7Jly2hqamLFihWUl5fzww8/UFJSQk1NDYaGhiQkJODq6kpCQoLQxckAH5GRkUyaNIlvv/2W6OhoEfjT0tJiyJAhXLx4UQDkOzo6GDFiBCNHjhRM98DAQJqbm2lvbxcn7+bmZgHkX7JkCfv27SM3N5dz585RVFTE6NGjUVNTE91CeXl5qqur0dfXx8DAgCFDhrBnzx5BsZIdDGRjt8ePHzNnzhySk5MpKSlBX1+fyMhIVFRUMDU1Zfjw4ezfv5/W1laMjIxQU1MjICCAnp4e4uPjuXXrlhjDpqSkoK6uTlFREf7+/hw/fhw9PT0iIyPx8/MjMjKSwMBAkWZtbm5GU1OTiooKDh06REtLC/fv30dDQ4Pg4GCOHz9ORUUFd+7cEd3a8+fPC0PXiRMnhN7y5s2bYvqzb98+6urqUFFR4cyZMxw+fJixY8fy9OlT7OzsOHPmDGPHjhW99ClTpogdvAzZKQsVdnZ2Eh0dzcuXL8nJyQHgm2++4ezZs6xatQonJydmz55NdnY20dHRDA4O8vTpU+Fwl30GVq9ezdGjR6mursbDw4PY2Fh6enrQ19enrq6OlJQUzp07h7OzM/X19SxbtoycnBxKS0t5+vQp33//vUDxPnnyRPRZN2zYwIkTJwgPDyc0NJRFixYhkUgoKioS+YynT5/y9OlTcSONjo4mJCRE9Gbd3NwEmEeGKt6/fz8jR46kqqqKtLQ0PDw8RLVMxj/v7+/H3t4eLS0tjhw5wrx580hNTWXevHnU19dTUFDA9OnT6erqIicnh6VLlzI4OMiECROYPXs2kyZNYv78+Vy9epVffvmF77//HmNjY168eEFNTQ2hoaGMGTOG69ev4+XlxZkzZ1BSUkJXVxd/f39evXrF+fPn6ezsFB1idXV1IXwoKioSrRMNDQ2cnJwYPnw4z54945NPPsHAwIC+vj5u3LjBo0eP8PPzEwpeFRUVUlNThdwnJyeHmzdvsnTpUrKyslBUVERRUZHc3FwsLS35+PGjYEaHhYWhq6uLubm5yHBcunQJdXV1Tp8+zeXLlyktLUVVVRVra2v8/f0ZOXIkb9++paKiAl9fX+GBXrFiBXFxccTExDA4OEhbWxvnz5/nypUrGBkZsW3bNmGK8/HxYdKkSdTU1CCRSLhz5w55eXmoq6sTEhJCZmameD6sXr1agEfmzJmDsbExmZmZBAQEsGjRIlpaWpgyZYoYb8+dO5fq6mpyc3MZM2YMs2bNoqamBnd3d4GbHRgY4NmzZ6xYsYINGzbw888/Y2lpyeLFi0WI6/Dhw7x9+xZ1dXUxZpbtuXt7eyktLWXz5s2MGTOG7u5uNm3ahIuLC1KpVLSAZJmNrVu34uLigrOzswAZxcXFMTAwIFpIEolE5LEApk2bJp6Prq6uPHz4UBi5ZE4BGflx6NChACQmJjJmzBiOHj3Kxo0byc/PZ/To0eTl5bFp0yYCAwPFOujChQvo6uoKTomHh4cgTkZERBAQEMC0adNQ2Ldv3+6mpibk5OTYs2cPDg4OmJqaUlVVhbKyMgEBAVy8eFHso5WVldm5cydqamps3rwZe3t7ysrKxJgqODiY2bNnk5ycjJycnBhx5+fnC99zfHw8x48fZ8uWLaxevZqrV69SV1fH/v37CQ0NZejQobi5uREdHY22tjZDhw4lNTWVsLAwXF1dqaysRE9Pj8LCQsETbmlp4ejRowQFBXHy5ElycnKYPHkyAwMDws2qr6/Pu3fvKCgo4Pjx46xdu5akpCSWLl0qzC0xMTHIycmxb98+ERSQhZg+/fRTrl+/zt27d/nqq6+4d+8eg4OD5OXlUV1dTWhoKIWFhaipqbFgwQIRWHB1deXw4cOkpaUBEBoaSkNDg3Asnzhxgt27d7Njxw6xrg5aAAAgAElEQVSys7PZtm0bJSUlrFq1ir179+Lu7o6lpSWzZs0iJSWFmpoa/v33X+Lj4yksLGT69On09PSwefNmZs6cKUZJn332GbNmzRLKTRnNSEdHh/T0dKqrqzl27BhhYWHY2dlx/vx5kpOTRZ+zv7+fV69eYWdnR21tLbt378bc3JyZM2fyyy+/iF3RpEmTcHNzE0EdmSO5vr6eFy9e0NPTw/v37/n48SPh4eEkJCQQGBjIwoULxYv2+fPnFBYWYmpqSltbm0igy0Qm5ubmvH79mqVLl1JTU4OpqSkNDQ10d3cTEBCAg4MDpaWltLS0cP36dfz9/bGzs0MikWBvb4+trS0hISGkp6ejr6+Pk5MTcnJyvHz5kqSkJD58+MDw4cNZt24dMTExKCsr88cff5CcnIyjoyODg4OcOnWKf/75Bw8PDw4cOMDYsWMxMDDg0KFDQvG6dOlSAgICiImJYceOHQwMDODj4yMCNWvWrCE2NpbBwUH++usvysrKmDFjBoaGhqKGJ0vTL1y4kBkzZqCgoEB7ezs3btwgLy+PLVu2kJKSQldXl/j3P/l/VJ15WI35//8fLZJS6qi076VVKskWFaVEY8+WnTSWsc/YG2KMyWjsW5aQfYmsEYoWSdEeSqWkklYtWn5/fH7nfV3fv12ui3Pu+9z3+/V6Ph+PJ0+oqqpi3759rF69mq9fv4razvDhw4WYxN/fn/z8fBITE/n33385ffo0YWFhpKWl8fbtW9FNLS4uFn9H2p6orq7mwoULtLW1sWvXLh49ekRVVdX/oZd9+/ZNaGQ7OzspKytDWVlZ7E/fvHlDXV0dhoaGvHz5ks7OTvEAv3jxIjdu3MDc3Jz379+TlZUl2NGLFy8mKioKgNWrVxMaGiqmVs7Ozly4cIGbN2+KOubt27fR19dn586dKCgo8OnTJ2pra9m4cSPy8vJMnz6dS5cuMX78eBEeevXqFenp6YwaNYpt27axdu1atLS0RCjU29ubv/76S8g8RowYIXSzU6ZM4dy5cxQUFPDnn38SHR3Njx8/cHV1JS0tDTc3N+Hxzs7OZtCgQaxbt47IyEi+fPnC9OnTBZLy8+fPQtpiZGTEhg0bUFNTo7i4WITcsrOzSUtLY+jQoVRXVzNjxgwRDps6dSrv3r3j06dPrFmzhqdPn4pR/O3bt+nfv78IJfbv3x9DQ0Pa29upqKhg8uTJXLx4kbdv3/L06VOUlJRwdHRk5syZWFhYsHv3bh4/foyamhoZGRmUl5ezfft2Hj58iJubm7DQLVy4EGdnZ169eoWDg4PQuL569YrExERu3bpFQUEBz58/x9LSkrKyMvT09Hj8+DE2NjasWLECOzs7AgMD2b17txDd9O7dm+vXrzNmzBh69uxJYWEhSkpKXL9+ndzcXAwMDEQ119/fn1WrVuHq6kp1dTUvX76koaGBe/fu8fvvv1NZWSnsYEuXLmXSpEmoqKhgaWlJV1cXgYGBbNiwgYEDB7J792527tyJhoYGN2/eZNWqVcTGxhIfH8+3b9/Iyspizpw5AsMrtS96enqKw+PMmTMpKiri+PHjJCUlcfDgQdrb26mqqqKyspIjR46QlpZGdXU1kZGRjBs3jrCwMG7evMmiRYtobGxEDgjx8/Nj2bJlJCcnU1xcLIhbO3fuRElJiYaGBhQVFTE2NubcuXOkpqYK33JVVRU5OTmoqakJ2L2VlRV2dnbs2rWLnj17igW+VNiwadMmNm7cKMIWffv2ZezYsRw6dIicnBy8vb1Zv349b968YdGiRQwZMgQ5OTkhnh8yZAhr165l+PDhHDhwQCATy8rKyMnJ4dOnT6xcuZKwsDCB0CwrK+P06dPEx8fj6+tLQUGBoGLZ2NgQFxdHYGAgZ86c4d69e+Tn54sqQZ8+fVBVVaWxsZFXr17R2dlJSkoKsbGxREVF8fjxYxoaGhgwYADt7e34+flha2tLeHg4paWlSCQSPnz4wKJFizAwMCAnJ4dDhw6RnJxMc3MzBw4coF+/fqxatUpcUE+fPhWjoaCgIDFClb5lWllZsWjRIl6+fImJiQnW1tYsX76crq4u5OXlhTD91KlTGBgYEBQURGZmJoMGDUJHRwdbW1vev3/Pxo0baW1txdzcnMLCQnr16kVubi4ZGRloa2vj4OBAY2MjbW1tfPv2DTs7Ox4/fsyJEydYvHgxDQ0N7Ny5k/j4eNTV1cnOzsbAwEDgB83NzRk7diyDBw8W7ujs7Gx+/PhBQ0ODaAbo6elx4sQJ1NTUBGREWVkZDw8Pli9fLrqqubm5ImGekpIiiGNbt24Ve6eEhAR+/vyJs7MzPXv2ZNCgQaioqBAfH8+7d++oqalh+vTpnD17lvPnzyMvL8+hQ4c4e/Ysb968wdvbGx8fHzIyMrC1tWXr1q08evQIMzMzXr16xapVq3j16hVmZmb4+vpy4sQJ3N3dUVFRYf/+/cjKytLc3ExsbKzoxOvq6hIdHY2HhwfNzc3cvXuXmTNnsm7dOn78+MG3b9/49OkT+vr6jBo1ihcvXjBixAjU1dWZPXs2XV1dbNq0icDAQJqbm7l37574cynFbN++fcL7vmjRIjIyMjh+/DhNTU1cuHCBBQsWcPv2bf78808MDAzw8PDAzc2N58+fs379evT09EQnWRrW27t3L0ePHhUBsPfv37Ns2TIcHR0B0NLSEk73iIgIli1bxtKlS5k7dy7z588XVThpkvj79+/MmTMHeXl52traOHToELm5ucLc1tbWhq2tLQoKCvz1118oKioyefJkTE1N8fDwIDo6mn79+hEWFib62KtXryYwMJDs7GyKiooYOnQoDx48YPDgwdy5c4dp06YJfK2Wlhb9+vWjuroaHR0djIyMuHjxInl5eejq6lJfX4+1tTUODg7MnTuX8ePHs337dvr374+srCy+vr4oKSkxfPhwNmzYwPPnz5FIJKioqODj40O3bt348OEDixcvRl1dnf/++4+pU6cKR3VQUJAQCx06dIhp06YRFBTEjh07iI+Px8XFhePHj5OTk8OmTZsIDQ1FU1OTO3fuUFZWhkQi4caNG8THxzNnzhzx9+bMmUNQUJDgZsTExNC7d28mTJjAhQsXGDduHOnp6bx7946ysjJ0dHTo3bs3YWFhwoYF8O7dO1RUVAQNMj8/n5s3b/LXX38RGxuLqqoq79+/p1evXiQmJqKoqMi1a9fo37+/oPS5uLgwbtw4fH19uXv3LnJycvTu3RtZWVm6urpYtGgR8+bNY/DgwaipqXH06FFUVFTYtGkTkydPpqamhvr6er5+/crWrVtxdHTk9evXYtJnZWVFXl4etra2eHt7U1ZWxpkzZ2hpaWHlypVYW1uLyYh0PXL58mVSUlIwNjZmzZo13L17l9jYWNTV1Rk0aBAPHjwQ0iBra2v09fWFROTatWscOXKE0NBQli9fLvr/kZGRaGhoEBoaSl5enqAyFhQU0NHRQXR0NDNmzGDixIkcOnSIAwcOoKyszLdv3zhw4ADbtm0jOTlZKJ47OjrQ1NRk/fr1jBgxQkifQkJCuHTp0v/Cc1ZWViFPnjxh3rx5bNy4UaS7ZWVl+fXXXykvL6dPnz7s27cPU1NT/Pz8uHTpEkOHDmXJkiXEx8cTHByMsbExTk5OhISEAPD161cKCwuxsrJCVVWVOXPmMGPGDMzNzQkMDOSPP/5AU1NTjJJmzZrFmjVrsLa2ZuHChYwYMYKAgABkZWXJzc2lrq4OVVVVqqqqcHJy4u7du4waNUqMoCsqKvj27RtxcXH4+vri4OAgRnZOTk6ia6yqqkp8fDwhISH4+voSEBDAggULmDx5Mo2NjUgkEqZNm8a6desEFUtbWxsjIyM2btzI5MmT0dPTY/78+URGRpKamsqYMWNITk4W5pny8nJ8fX0ZPHiw0CwGBATQ1dXFnj172LhxI9nZ2Xz+/Fmk1SdMmCDCQ5MmTcLHx0cQwy5fviyA/nPnzuXz588EBQVhaGhI//79CQ4OxtnZWYTUJBKJ8A1PmjSJuro6fvz4IU4Lly5dQllZGTc3N5ydnXFxceH+/ftYWFjQvXt3UTcyNTUlIyNDnLwMDAz48eMHAI6OjiQnJ9O7d2+8vb2xt7dHSUmJuLg4fv31V9atW8eIESOwsbHB1NRUXHjW1tacO3eOsLAwsVeV9kr//PNPQdMKCAjAzc0Nb29vevXqxblz5zh79iw2NjbcvXuXESNG0NnZyerVq4XWNScnh+nTpwu1qoaGBgEBAVRWVmJubs6DBw/YunUr6enpTJ06FQUFBU6dOiWMUxoaGixYsIBHjx6hpqaGq6srAQEBREREEBwcjJ+fH6GhoYwbNw43NzfU1dVZt24d3t7eolIkkUjo6Ohg6NCh7Nmzh4EDB2JhYUFISAju7u6MHDmS5ORk/Pz8xH1ib2/PhQsXCA4OxsjIiKCgIJydnRk1ahQrVqxAXl6eMWPGiN69np4eu3btYuXKlYwdOxZNTU369+9PeHg448ePZ8KECYwePRpPT0+ys7ORlZXFz8+PvXv34u3tzYwZMzA1NaWsrIyAgAAGDRpEaWkp165dY+DAgeTm5op10dy5c7l+/ToDBw7k1q1bFBYWio503759qaysRE9Pj3Xr1uHu7k5qaipTp04lPDycS5cuUV1dzZAhQ7hy5QorVqxAQ0ODCxcu4Ovry7BhwxgyZAguLi7iNO7k5MTz58/x9fXl69evKCkpkZeXR0VFBRMmTGDChAnExMSwefNmzM3NGTJkCNeuXcPJyYkFCxawc+dOpk6diq+vL8HBwaxYsQJPT0/CwsJwdXXF29ub169fc+zYMaytrdm5cycLFy4UExup2jYwMBArKyv++OMPoqOjGTlyJO3t7QQHB7Nq1SpsbW3R0dFh6dKlBAcHI5FIePbsGSdPnsTPz4/W1lZ0dHSE3KexsRE7OzuWL1+Oh4cHzs7ONDQ0iJ7+vn37REVv7969TJgwgc+fPzNu3Diqq6sZPXo0RUVF6OrqiuxNUVERJ0+eFNTCxsZGNm/eLMBRv/zyC3V1daxYsYIDBw4wceJEVq5cSWJiIu7u7pw/f54FCxZw5MgRcQgJCwvD0tKSffv2iXBWUlKSgFypqKhw6tQpVq1aJR5Gz549w8nJiY0bN6KkpERWVpYAjbx48QIXFxc+f/5MTU0Njo6OtLW1CYfBsWPHyMvLIzQ0lJCQECwsLNDW1iYiIkJAqXx9fXFychJhViMjI2xtbWlubhZTJDMzM+zs7DA2NqZ///6MGzcOf39/hg4diru7O1lZWSxbtoy6ujoWLVrE8+fP6d69O15eXmzYsAE/Pz+OHj2Kk5MTioqKHDhwAC0tLXx8fIR2efDgwRQWFmJpacn27dsZOnQoM2bM4I8//iA0NBQPDw98fX1ZvHgx0dHRTJo0iZkzZzJlyhRKS0s5fvy4mDobGBjw4sULfvvtNyG5mTx5MkePHmX06NFERUVhYGCArKwsFy5coHv37nz8+BE5FxeXEGmYqrS0lPT0dOHvTE9PJzw8HDc3N0EY+vHjB58/f8bT05PExERSU1NRUlIiMTGRoKAgkXr++vUrCxYsICgoiM+fP7NlyxauXr1KWVmZkKoPGTJEaN2kYQh3d3cUFBQoLCwkJCSEc+fOUVVVhb29Pa2trWK3oqamxtOnTzE2NiYmJoagoCAePXpEU1MTw4YNY/369WRmZqKpqSlGfH///Tfa2tr8+++/qKqqsnXrVrZs2UJERAS1tbUoKioSFRUl0JwSiQRdXV1evnzJyJEjqa+v586dO7x69YqDBw8KEk9FRQWGhoZiZDN//nwxjlJRUaG9vZ3BgwczbNgwtm7dys6dO5k2bRpGRkZ4e3sjkUjw8vLi3bt36OnpYWRkJPbg27dvJyMjgz179tDW1sb379+FV/b27dtcvHiRzZs38/btW7Zt28a5c+eQSCRYWFhgZWVFfX09zs7OAg964sQJWltbqa+v59q1a2zYsIGHDx8SFRXFkiVLqK2tRU5OjtjYWD58+EBOTg7m5ub4+/vz77//CuCEtIIWFBRER0cH1dXVrFq1Ci0tLdTV1Xny5IkwWr148YKZM2cK2IFUjBIXF8euXbvw9/fHw8MDPT09oqOjBTJWUVGRx48fo6CggIODA3/88YcI2UhJQx8+fODOnTti32RjYyPexvv06YO+vj52dnYEBAQwe/ZsjI2NhZ/32bNnLFy4UIhZrK2t+fvvv/nnn3+IiopCS0uL8vJy+vXrh7u7O4cOHcLc3Bx3d3fKy8v59u0bvr6+DBo0iH/++YcPHz6wadMmdu7cyZgxY3B0dBStgcLCQry8vMjIyMDBwQErKyuqq6v5559/0NPTE9Mm6cvn6dOnefr0Kf369WP+/PnCkLdv3z709fX5+fMnM2bMENf28OHDBXlKXl6eqqoqTExM2LZtG/v372f06NHs3bsXAwMDTp06xdWrV5k8eTItLS2sWLECBQUFWltbhdd86dKlpKamYmFhgaOjI6NHjyYyMhIHBweKi4t5//49Z8+exdnZGT8/P27cuEFaWpqgGra1tWFjY0NZWRnTp0+nT58+ODg4YGJigqGhIefOneOXX37ByspKZCmkJryrV6+ioqKCgoICHz9+ZNq0aVy5cgU7OzvevHlDe3s75eXlqKqqMnz4cG7dusWWLVswNzdHQ0MDU1NTIdlwd3enqKiIHTt2kJOTw5AhQ7C2thbhwM+fP3P+/HnGjx+PmpoaPj4+rF27FiMjIwEFKSkp4cWLFwQHByMrKysAGL/88gsfPnwgPDyc4uJiNm7cSGhoKGvXrsXDw4OOjg5cXFwE+9ve3h5nZ2dcXV25desWHh4elJWVsXbtWgoKCqitraVPnz5oaWlha2tLYWEh9fX1XLx4kaFDh+Ll5cWWLVtobW1l9uzZpKenM3/+fIqLi/n+/TuOjo5CD1pXV0dkZCSqqqpcvHgRe3t7/vvvP5KTk8nLy+Pt27dUV1eTk5NDcXExUVFReHh4oKWlxY8fPwQqd+rUqbx+/RpHR0dxDWpoaHDnzh1+/vwpXlRcXFxYs2YN1dXVQnkpxS7X1NSQnJzMqFGjKCsrE2uXkpISMZ2QrpTi4uLw8vLi69evxMfHs2nTJvbv34+npydycnKYmZmhoaFBfn6+MGbduXOHCxcusHbt2v+jCr19+zY5OTksXryYtLQ07OzsOHTokAC7LF26VIQeu3fvzvfv3xk6dCiPHz9GVVWVnz9/oqioSF1dHa2trbx8+VKsYJ48ecLp06cZO3YsANOnT6etrY0///wTMzMz+vTpg5+fHxKJhH379pGUlCQaCgEBAaxYsYJnz54J7npRURH//fcfAwYMwN7ensjISFpbW3F2dqa8vBwPD4//TZonT54c4u/vz/Tp03n58iV9+vQBYN++fSQmJgKgrKzM8+fPsbCwQFZWFj09PTIyMmhtbUVDQ4OvX7/So0cPrl+/Luo8GhoanDhxgilTptCnTx+OHDlCeHi4sKZIb9yGhgbu379P3759MTIyIjk5GWVlZb5//05NTQ1ZWVkUFhZSV1fHggULMDExwc/Pjx8/fjBx4kQUFRUZPHgw6urqFBQUEBwcTGVlJaWlpTQ2NgooRHR0NCtXrkRJSYm0tDQCAwNFolsikWBubi72HaWlpaSkpODk5IS6ujoeHh5UVlYSHBzM2LFjxY9kW1ubmDi8e/eO3Nxcxo8fz9WrV8WOKjc3V1hy6urquHfvHjo6Onz79o2pU6cKBV1bWxtWVlZUVFQIwYKNjQ3z5s0jKCiIYcOGUV1dzc+fP3F3d8fOzo6tW7cSFhbGqFGj8Pb2FuB9GRkZjh8/zs6dOzE0NMTd3Z3v37/j6elJWVkZc+bM4dOnT/Tr14/Q0FBCQ0NZsmQJMjIyVFdXC+va4cOHSU9PF3vply9fYmpqKkxo9fX1nDhxQjhdN2zYQFJSEpmZmXh7ezN79mzi4uIYP348f//9N6GhoVhaWqKpqYmLiwvGxsZ4enrS3t5Oa2srjx49Ijw8HE1NTUaPHi2SqWfPniU4OFjIG2RkZJg9e7ZI3Dc1NZGVlYW9vT3h4eEkJCQwYMAARo0aRUxMDGpqaujo6DB+/HhKSko4fvw4VVVVVFdXc/36deLj4wXXXKqTNDQ0pKOjQ9S18vPz0dHRQUVFhZiYGBoaGvj69Sv6+vpikjRp0iTWrVsn2MZXr16ltbWVrVu3Mm/ePM6fP09eXh5WVlZ0dnYyc+ZMZGRkGDFiBLNmzSI9PZ309HQhL+nTpw+XLl2isLCQnJwcXF1defbsGZWVlWhra/P48WNev37NuHHjyM7OJjg4mMuXL/PkyRNMTEyEBlGq2rS3tyc5OZnMzEwSEhI4cuQI+/bt49OnT+zZswcfHx/Gjh3LgwcP6Ojo4OzZs1RVVfHmzRsuXLjA2LFjRbXx7Nmz7Nmzh7Vr13LlyhXGjBnD69eviYuLE15qZWVlSkpKCAsLo6CggMOHDxMREUGvXr1wcnIiIiKC5ORkdu7cyffv3zE2NiYvL4+pU6cydepU0tLScHZ2prS0FFlZWSQSCZWVlSKwdvv2bTZu3IizszPt7e1cuXKFvXv3UlhYSElJCUlJSSKzcPLkSXr37s2rV69obGzEx8eHW7dusWPHDgYMGCBO5Zs2baJ///60t7eTmJhIdnY2AK6urmJnHxUVhaOjI8+fP+f169dYWVmhrq5OVFQUFhYW6OrqYmVlJQQS0u+1srJS4Fz37NmDtbU1/v7+WFtbM3jwYGxsbMjNzeXT//dLDxw4kNGjR/PlyxchYVFQUODSpUv8/PkTLS0t9PX1CQkJERVDaU/c0NCQcePGUVlZiYGBAW5ubqioqBAYGIi+vj6LFy/m8uXLrFu3DllZWQEtKiwsFC5wgJ8/fwq/uLGxMf7+/jx9+hRHR0eCg4O5ffs2WlpaODo68vjxY8EalzqoBw8eTI8ePUhOTsbDw4P379/T1NQk9K5SLG18fDzdunVDV1dX9J2lD/r29nbOnTsnRvT3799n165dQsaUlJTEwIEDsbW1xdfXl9evX5OVlcXMmTNRVlZGV1dXVGj37NmDqampkP9IRSTx8fGCrCnFLhsbGwuxknS8DnDjxg3U1NRQUFDAz8+Prq4uzp8/j7m5ObNmzaK4uJjW1lYAPn/+jJubG4MGDaK4uBhfX19u3LhBdnY2r1+/Zv/+/bS1tdHa2srixYv5+PEj//77r3iBS01NZeHChVy6dOl/329cXFzIx48fBZ5TKmV3dHRk165d6OnpkZyczMyZMxk2bJggQ3Xr1o3o6GjKysqEbuzEiRNYWlpy8+ZNRowYgaurKxUVFdy+fVukPKXs761bt1JWVoaurq44va5bt048EKTknZKSEn7//XcqKipENczY2JjAwEDevn1LZmYmioqKbN68mUOHDiEjIyPUfxMnTqSqqoqKigrU1NRwcXEhLCyM1tZWKioqaGtrE/SetLQ0evTogb6+PvX19dy8eZO2tjZ0dXUJDw/n7NmzJCUl0dnZyfXr1wUZS5qUHzNmDOfPn2fGjBncu3ePxsZGli1bxtmzZ/Hx8aG5uZn8/Hzmzp1LQ0ODOKF1dnYSHx9PY2OjqLxIWdHjx48XCsf29na0tbV59+4dqqqq1NTUCIJURUUFBgYGFBUV8ebNG9asWSOUg7m5uQwZMoRZs2bR0dFBfX09lZWVyMvL888//xAUFMTevXvF+D07O5uuri6+ffvG3LlzaWtrE6HB4cOH4+rqSmJiIiUlJfz555/IyclhaGgovktNTU369OlDTk4OFRUVeHp60r9/f/r378/ly5cpLS2lpKSEnJwcFBUVcXBw4M6dO6JvqaCgIDSep0+f/j+2NunnNWrUKKytrWlsbMTExITAwEDmzp3LuHHjcHV15bfffmPAgAHIyckhJyeHsbExL1++JCoqChsbGzw8PFi6dClGRkb4+Pjg5OTEr7/+SkZGhviR/f333+nWrRvNzc2kpaXRu3dv0WXu378/SkpKuLm5MW/ePOLi4ujRowc5OTlkZmby22+/icTtoEGDRABFTU0NCwsLvn//TmdnJxMmTKCwsJC+ffty6tQpurq6UFFRob6+ng0bNjBmzBhMTU3Fnt3V1RU3NzeGDx+Ok5MT48ePx8vLi7t371JTU8P58+dJSkrCwMCAHj16kJqaKnau165d48WLF/To0YPGxkZWr14t9JXSvvTgwYPZtWsXBQUFwrF89epVvn37xpcvXwSJSXot5eXl0dLSwpo1a3j+/DnDhg0TnGdlZWVBE+zo6MDOzo758+dja2srph8WFhYYGBiIEOK7d+/4+vUreXl5rF27loaGBhISEqisrCQuLo6TJ09iZWVFZWUlL168YMyYMYINX1FRwfPnz/nx44fouyYnJ6Ojo0NjYyNpaWl8/vwZV1dXVFRUaGtrIz8/n5ycHK5du8aZM2d49+4d6enpDBgwgIEDB3LmzBmcnJyEkCEvLw+JRIK/vz9FRUWMGTNGrD+k1DypwtXMzExMY6TSmaioKCF1WLVqFU+fPiUhIYGgoCDWrFlDa2srMTExPHnyBFVVVRG+un79OkZGRsjIyODu7s63b9/YuHGjCMA1Njbi7u6OtrY2WVlZ1NfXC5pdQkICjx8/prW1ldevX/PmzRu+fPki1iNxcXGYmJiQn5/P0qVLUVVVpW/fvhw6dIiuri4aGxvp6OgQvIZevXoJfoY0LZ6Tk8ORI0dYv3496enpYjUpVZRK3djt7e1Mnz6d8vJyHBwc6N+/P927d+f27dvk5uYiIyPDzZs3cXBw4PPnz/j5+TF48GCWLFlCYGAgeXl5zJkzh3PnzuHv7094eLi4RxsbGzl//jwyMjJcu3aNAQMGcOPGDTw9PTl27BjV1dV8+/aNmJgYFBQUMDc3F/vi7OxsGhsbGTp0KN+/f8fMzEyseFVUVOjVqxdfvnyhqT+xmrsAACAASURBVKmJZcuWERQUxPTp0wkKChLmxtraWt69e4eLiwshISG0tLRw+/ZtXF1dxcvKsGHDRLA1LCwMXV1dhg0bhkQiYe3atSgoKDBv3jwWL17MsmXL2LBhg2AaqKqq/g/4o66uzsWLF5k/fz5ubm48evQIS0tLevbsiZmZGXl5eXh6evLvv/9y7do1LC0t0dDQQE5ODl1dXTw8PFBWVubTp0+sWLECHx8fFBQUGDBggAiRaWlpYWZmhpOTkxipSy/MS5cuAf9DdW7atAlra2suXryIl5cXlZWVnDhxQnwwcXFxODo64uvry6lTp4iNjcXd3Z1Ro0bx+vVrLl68yOjRoxk0aJCwf5WUlHDr1i18fX1RV1cnISGBxsZGCgsL8fX15fv371y8eJHMzEz+++8/amtrRbI2KSmJrKws4uLiKCsrw83NjYiICDZs2MC2bdtwcXHh9OnTVFRU8OXLFzZv3oy9vT3m5uYcOHCAFy9e8P79e5ycnPDy8sLBwYGsrCyePXvGypUrOXLkCG5ubjQ1NREeHs6oUaNQVFQkNjaWoqIi1q5di7KyMhKJhHXr1pGQkEBCQoIIavXs2RM5OTlsbGyIjIxERUUFc3NzduzYQVVVFfv372f58uWMGjWKwsJCfv78yYMHDxg6dCh//fUXVlZWYpd2/vx5wsPDSU1NFUzliooKATqxsLCgublZqDT19fXZsWMHeXl52NjY0NLSQnNzs0DKbt68mbNnz1JYWMi6deu4ceMGZ8+eFVq7jo4OPnz4wD///ENLSwuhoaHcv39frEXWrVtHYWEh+vr6jBs3jh8/fqCgoECfPn0oKSlhypQp6Ovr061bN3bv3s3UqVO5e/eu4AzfuHFDSCysra2FvcfKyoqCggIkEgn37t0DICkpSYT8amtrOXToEL6+vhQWFpKeno67uzulpaVcuHABb29vHj58iKysLDNnzsTe3p4hQ4awbNkyzMzMmDt3Lq9evSIkJIQxY8agoaHBnj17OHXqlPisbWxs2L9/P/fv32fOnDm4ublx+/Ztdu3ahYaGBr/88gvPnj1jyZIlrF69GkNDQ9LS0mhqahKhq+7duxMWFoaenh5v3rxBQUGBfv360b9/fwYOHIi+vj4LFy4Un1lwcDA7duxg2LBhPHv2jNjYWO7fv09MTAxJSUn4+Phw+/Zt3r9/j5ycHHl5eZSWluLi4oKenp44Fba0tLB582bRd9bQ0KC9vZ2IiAg+ffqEjo4Ob968Yf78+Zw7d46WlhaMjY25c+cOGRkZfP78GScnJ9ra2oR/wMHBgRUrVojVjpKSktgBqqmpsWzZMnx8fHj58iU3b97k999/Z9q0aYLXL5FIcHFxoaqqipUrV9LY2MiQIUM4c+YMw4YNY9asWWzduhULCwvk5eUZMWIEHz58wMvLi6qqKnR1ddHW1ubIkSPIy8sLxWd8fLywXq1fv56mpia+ffuGm5sb7u7uQhkZFRVFdnY2SUlJBAQEEBISQk1NDbW1tWhoaDB79myysrKIiIigR48egn1gZmbGkSNHMDAwQCKRICMjw8aNG5kzZw6mpqakpaUhkUjE6La5uRmJRCJwsNL+dGBgIE+fPuXGjRtoaWkxY8YMJk2aRM+ePXnw4AHLli0T9VSplvLu3bu8f/+eq1evYmFhgZ6eHgcPHuS3334jMTGRBQsW0NjYyLlz5wCYP38+Wlpa4t6KjY3lxYsXfPz4UTC9k5OTaWlpES2i8vJySkpK8PT0FCS8/fv3C2jKx48faWhowMnJCXt7e+bOncutW7c4duwYCxYsYPPmzZw4cYLExETGjRvHjBkzuH79Ot26dcPHx4e3b99ibGxMWVkZGhoaKCkpAeDp6UlKSgqHDh2iZ8+e6Onp8ffff6OsrMy8efNISUnBxMSE+vp6sYv/7bffkJGRoampCRkZGWpqapg7dy5OTk60tLRQVFTE4MGDuXTpElOnTmXFihUsXryYzMxMurq6hBP+woUL+Pj4EB8fT0BAAOXl5airq3Pt2jXxcjJnzhyOHj0q3BSKiorMnj0bgIiICMzNzdm3bx+hoaHExcWJcOrAgQORycjI6HJwcOD8+fPo6emRnp6Ok5MThoaGfP36lbdv39Le3s7Hjx+ZO3cu//zzDwMGDKCmpkYA5I2MjMRI1MHBgcLCQoyMjJBIJBw9epRr164RERFBZ2cntbW1rF69mnv37mFra4uKigqZmZlMnjyZ0NBQ/v33X1asWMHw4cOZOnUqU6ZMwdHRkaamJurq6oiJiSEyMpKtW7dSV1eHl5cXvr6+qKiocO3aNcrKynjz5o0wakl7fz179hRdS01NTV6/fk12djYSiYS2tja8vLyoq6ujsbGR9+/fY2tri52dHe3t7SgpKSEvL09RURFOTk707NmT+/fvo6Wlxbdv35g+fTphYWHcu3ePefPm4ejoiJ6eHt27d+fFixfExMSgra2NnZ0dTU1NWFhYkJSUJD7jrKwscnNziY2NxcLCAh8fH4qKilBRUcHZ2Rk7OztOnTpFdXU1KioqtLS0UF5eTktLC+PGjUNRUZG//vqLVatWAf/z+0pPBhkZGRgbG/PmzRumTZtGTEwMffr0YcKECeTn59PV1YW3tzfnzp3jwoULouZiZWXFkydPCA0N5eXLlxQVFfHbb7/h5+eHjY0Njo6OAvhvY2PDrVu3yMvL48iRI0RGRrJ69WpSU1Npbm4W5LCLFy/i5uaGkZER3bp148mTJzg4OAg2+qNHj1iwYAHm5ubcvn2bSZMmUVZWRnZ29v9hvPfv31/gK6XkspaWFiESCQwMFJ30rKwssR+VInOlsAepqlSaX2hubmby5MmcP38eiUSCvLw8DQ0NlJaWCk/uo0ePsLKy4u7du6xbt47Ro0czZswY/v77bwEjcXBwYNasWYLo5+DgQGxsLImJibx7907UqqT8+2nTpjFnzhyxu3Zzc2PgwIGMHDkSQ0ND9u7dC8CwYcOwsbEhJiaGP//8ExMTEyGv2b59O/v372fx4sWcPXtWJHdzc3Px9/dHX1+fgIAAgoKC2L59O7m5ucLodO7cOXbt2oWlpSV3795lw4YNVFdXExYWRlBQEOfPn+f69etoaGiI/5O8vLyYrJw+fZrNmzeLFK2Ojg7379/Hzc2Nhw8fMnv2bDo7O0lMTKRbt27o6enR1tYmKGCfPn0SORUpEU9qpJJa8GRlZbl37x67du3i33//FfkFCwsLnj17hqWlJbKysrS0tNDU1CT2wCYmJuKad3Z2Ji0tjYaGBqqqqqitrRUyHHt7e0E5k3qjs7KyCAoKIioqCmtrayQSCba2tty7dw9XV1dxGuzWrZswQUVHR+Pg4ED37t1JSEhg/fr1nD17VqxQdHR0MDQ0pKmpCWVlZV6+fImGhgb9+vWjqKiIlpYWkXBOSEigpKSE8+fPs23bNoHqNTU15cOHDxQVFaGgoCAMiubm5gA8fvxYHKaioqLEw01KWNy0aRMBAQFoamoSHR0tgrU9evTg6dOnwoCmqKjI27dvcXJyQkdHh4sXL+Lu7k50dDSampoMGDAANTU1tLW1efr0KVVVVfj5+aGjo0NMTIyYTElzFObm5lRWVqKrq4uRkZGQ93z79k20fBQUFGhra+PNmzeMGTOGU6dOMWDAACGUUlVVRUNDQ2CPu7q6hE5527ZtZGRkcOrUKaZOncqiRYu4cuUK/fr1E8z6Fy9e4OnpSXl5OQkJCeI3u76+ntGjR1NYWIiOjg5tbW2UlZWxbNkyrl+/TkVFBX379mXDhg1YWloyZcoUgQK+e/cud+/eZe/eveTl5TFixAh27txJXl4ex44dEy2D8vJyNmzYINY6AB8+fBC1LilwKSkpCVdXV1JSUhg8eDAPHjwgMjKS33//Hbnc3NyQ7OxsRowYQUpKCj169GDXrl2Ul5fz8eNHYmJiqK2tFV7gjIwMzp07x8iRI0WFShrWUVRUpLW1lYiICNauXUuPHj14/Pgxubm5hIaGcu3aNcLCwoTwXQogGTVqFCUlJdjb2yMnJ8eWLVtQUFAQHOtevXqhqakpEodqamqYm5uTmZnJkiVL+PTpE66urtTX11NSUiLY27a2tv8DpsvIMHToUGHp6ejo4PDhw/Tq1Yu+ffuira0tqmX29vYYGxvj7e2Nuro6S5YsQV1dHV9fXzGWNzExEYIRKZD+/PnzaGtrC7qVo6Mjc+bMEQ/2//77TwRx4uLihMTg69evVFdXo66uzqFDh4QbW1FRkdGjRxMcHMzhw4eRlZWlf//+9OvXj/j4eDw8PFiwYAFfv36lrq6OQYMGYWZmRk1NDV1dXfz8+ZPU1FRKS0uZPHkyP378oLa2VpzwpGQ6FRUVysvLsbW1ZdasWZSVlVFWViYCGBkZGaSnp2NlZcXPnz/58OEDffr0QVdXl5KSEhQUFFBSUuLGjRs8evSIQ4cOiYfyjRs3WLx4McnJycJuFRISwqxZs5CTk2PcuHEoKSmhr68vYCguLi7k5eVRVlaGmpoa1tbWKCkp0dTUREVFBX5+fqJDPmTIEN69e0dOTg6fP3/my5cvDBgwQKwkhg0bxqtXr8T3ZGhoyOXLlykoKCAuLk689JSVlfHq1Sv09fVJTk4W5pwvX77Qr18/jI2NaWtrE3tDaeVk5MiReHp60rNnT9rb26mpqREABENDQzIzM8WqqaamhhEjRtDQ0CCc2FVVVdja2nLnzh3MzMzEdT1ixAhGjhxJRUUFEydOJCIiAoBJkyaxe/duvnz5goWFBUpKSkLEYGNjg5ubG0+ePKGjo4OqqioxkgwMDCQmJoYfP35gZ2fH9+/fhVHozp07pKenc/ToUebOnUtISAh+fn6MHTuW1tZWoqOjhdZTyqMePXo0CgoKpKSkMHPmTCZMmCCuNz09Perr68VkxtjYmNTUVPbt2ydQttKXDqkkQSKR4Orqiq2tLR0dHcjIyAjsY21tLVVVVfTt25cPHz5gaWlJSkoKDx484O7du2LEL72OLSwsaGpqIiUlRfARpFODNWvW0NXVhaKiIioqKjx79oy2tjacnJxQUlJCR0dHJI2l5DLpiFhqLcvMzKRXr14AIovSr18/vn79ioaGBs3Nzdy8eZOPHz9iYGDAxYsXsbOzEzhN6XpGmoYuKirC1NSUzZs3M3DgQAwNDWlsbGTHjh0YGBhQWVnJ77//LlznUgmQNAyVk5NDRkYGbm5uGBgYUFBQgJWVFYGBgVy7dg1TU1PxMJbKbIyMjNDT0yM2NhZXV1d0dHQ4deoU7u7u6Ovro6+vz/fv39HQ0CA9PV04HBwcHJCXl0dBQQFVVVUAcnJyKCoqol+/fsjIyPD48WPMzc2xt7fHzs4OLS0tdu7cKVjYUsnQq1evyM/Px8jICG1tbXR0dMRvi5Qm19bWhomJCSYmJuI3KjU1VahKy8vL6erqoq6ujn/++YeOjg50dXVFUGvv3r2ikjtx4kSUlJQwNDSkZ8+eIoxXW1sr9st1dXXExsby999/Czqknp4e06ZNIzw8nNmzZ2NiYiIaAI2NjZSWliInJ4eGhgYTJ07E1taWnj17Ii8vz4ABA9DV1eXLly8ikCwFMElXJyUlJRQXF1NUVERjYyNGRkb8999/fPz4kUGDBtHQ0CDYAgoKCsiFh4eHfPjwgc+fP7Nw4UKcnJywsbHhyZMnQg3Z2toqfLErV67E3d0diUQCgIaGBk1NTQwfPpyJEydy8uRJVq9ezc+fP/Hy8qJbt27/Z19aVFREW1sb6enp3Lt3j8OHDzNjxgzevn0repS3b98mISEBPT09bt26hZycHI8fPyY4OBgzMzOqqqoAGD58ON+/fxd9zY6ODrp37y5GztKba8uWLXh7e5OYmMj9+/fp7OzEzMwMiURCWlqakGlI1aB5eXlkZGSwb98+bG1t6dGjB1FRUcjIyJCVlSW0hikpKRgaGnLgwAH8/f3FLikyMpK+ffuKROXr1685ffo07e3t9O7dm4CAABQUFBg5ciSamppCXGFnZ0dDQwOLFi0iJSUFeXl5tm3bhomJiUDF9uzZk5qaGoKCgvD29ubs2bMMHz4cTU1N6uvrUVdXB2DChAmUlJRgaWlJc3MzK1euZP78+axatQpLS0uWLFmCvLy8OFV1dHSwbNkycZqdMWOGENl//fqV/fv3s3//fiZOnIinpyfy8vKoq6sLocjAgQOFSq6lpQUFBQUUFBSE3nHs2LFcvXpVjNfV1NTw9PTE0dGRS5cuoampiZWVFTIyMjx8+JC+ffsiJyfHwYMH/09dKC8vj9GjR/P+/Xu+fPlCcXEx+vr67N27Fz09PRE8lE5kTExMMDY2Zvbs2WRnZ3Pr1i3mzJnD4sWL2bp1K9u3b2fFihWoqamxf/9+nJ2defPmjZgSFRUViTqgg4ODaCIsWLCAzMxMKisr2bt3Lz169GDhwoXiJlZRUWHo0KFkZWVx584dnJ2d6du3L46Ojjx79oz169eL79bf31+kq/Py8ggJCWHSpEmcPHmSrVu3ih2Wnp4eFy5coLm5WZy8Hj58SFxcHBcvXiQxMZGGhgYOHz4skqfJycmcOXOG9vZ2oea8c+cOkZGR9OjRg27duomgTEREhJDAxMbG8uDBAzo7O8XpSNpWOH78OCUlJWhrawupz9u3b7l+/bpw3T98+JD8/HyKi4v5+PEjysrKKCkpCW56Y2Mj8fHxAKSlpfH+/XuKiopISUmhT58+SCQScnJyWLZsGfHx8eK6DQkJoa6ujjVr1uDs7AyAiYkJjx49or6+Hn9/f+rq6pCRkaG9vV1w+isqKli6dCl9+/YlLS2NgIAAUf8JDw/H2dmZr1+/cvXqVUE4MzY2Ji4ujhs3bpCQkED37t2Rk5OjsLCQJ0+eoK2tTUlJCR0dHWhpafHixQsh47l69SqRkZE4OzvT0dFBaWkphoaGODo6oqioyJAhQwS/X5okz87ORl9fH1lZWQYOHIiHhwfDhw9nyJAhJCYm8uLFC7y8vJCXl+fLly9s2rSJIUOGoKysTGJiIlOnTqWgoIC9e/dy8+ZNunfvjrOzM21tbeJ3o1u3bqxatUr4IbZt24aRkZFIyUvNYIMHDxa/M3/88QdGRkaYm5uTmpqKmpoau3btorCwkF27dvHmzRtkZWUZNWoUzs7ODB06FG1tbSQSifDTd3V1CY1tdXU1a9eupbm5WchFpOP4jo4OvLy8cHd35+jRoyQkJDBo0CDc3NwoKirCz8+P2bNns3jxYnbt2kVraytfvnyhqqqKkpISevfuTW5uLvX19bx79w5zc3McHR15+vQpp06dYtiwYcIcJjU/TpgwgTNnzmBnZ8f79+/F1ElFRQU1NTXx8rV161ZR3dTS0iI9PZ0TJ04wfPhwRo4cyZYtW3j//j3h4eF0796dlpYWevfuTXR0NN+/f0dWVpb8/Hzxmdy4cYO2tja6detGcXExaWlp3LhxAwcHB1pbW6msrOTRo0cMHDiQEydOsGjRIuTy8/NDpOze1atXU19fT15eHt27d8fQ0JAePXqIhGNkZCSzZ88mNjaW+vp6bt26hba2Nh8/fsTb25v//vuPhIQEEQ6S6iTv3r3L4sWLKS4uZvLkydjb29O3b19BMYqMjBT6SScnJzQ1Nfn58yeqqqocPHiQhIQEHB0d0dXV5d27d7S0tLB7925xIY4YMQIZGRmROuzWrRutra3Y2dkxe/ZsmpubuXDhAmPGjEFFRYWfP3+KscvIkSP55ZdfhDc2NTWVUaNGiTfn7OxsZs6ciaurK9OmTUNBQQFdXV0mTJhAY2Oj8OYOGjSIvn37MmTIEPFwff36NT4+PsTExDBx4kTk5OR49+4d1dXV2Nra0tjYyJUrV3j8+DFv377F1NQUZWVlWltb6du3L66urhQXF5Oens6YMWOwtrbmwYMHqKiocPnyZZ4+fcq5c+dYvXo19vb2ODg4iHT9b7/9Rq9evWhsbOTs2bNcunSJ2NhYJk2aREhIiLiBX79+TUZGBl1dXcTHx+Pl5UVaWhoJCQlUVFSQmZlJZ2cnT5484fDhw7x48QJlZWXKyspoamrizp07VFZWMm/ePNTU1LC0tMTFxYUrV67Q0tKCqampeEDW1dURFBSEubk5t27dEhfoxIkTycjIwMbGBnl5eUxMTJgwYQJqamoCBerk5ERzc7MYQUZHR1NbWyvIaI8ePRI3yfv379m3bx9fvnzB2NgYiUTCkSNHxPrG0tJSICRnz57N9OnT8fb2FqfL/Px8QezT1tamtraWmzdvYmBggK2tLcrKygKr261bN4YPH46xsTEHDx4kIyNDjOp79OhBUFAQtra2aGpqisSytrY2Li4uIjNQXl6ORCIR4/fg4GA+fvzI9+/fmTZtGtevX6d79+5YW1tTWFjIoEGDUFRUZOjQoejr64vOfmFhITU1NRgbG6OqqsrkyZOZPHkyW7Zs4ePHj5w/f54BAwawYMECpk2bRq9evfD29mbChAmCg6ClpcW0adNYsmQJhoaG5OXlsXLlSu7du8eZM2dISkpi//79dO/enYkTJ1JRUUFWVha3b99mxYoVXLlyheHDhxMXF0d4eDhDhgzh8uXLguQmFUmEh4ezZs0aIT+YNWuWqErp6+tjbm6Oj48PWVlZLFy4kKioKBE8lNqw5syZg4qKCps3b6a8vJwDBw6IvfGuXbuoqanBy8uL3bt3M2XKFBFe3Lp1Ky9fvmTp0qXcunULGxsbVFVV8fT0RFVVVXxv0qyEoqKiSKhL74Xk5GSuX79OWVkZcnJyLF++XKwK4+Li8Pf3x8rKimfPngnm9h9//EFhYaFQpA4dOpT29namTJlCXl4e79+/x8zMDCsrK9zc3PD19eXTp0+UlZUhIyNDTEwMqampGBsbs2PHDioqKgQ57vLly9y+fVv4BgoLC9HT06Ourg6JRMKOHTtEKyQmJoaamhpMTEw4efIkDx8+5K+//sLW1hZFRUWqq6txc3NDQ0ODjx8/sn79el68eMGkSZMoLS1l7dq1jBw5EjU1NfFS9PTpU+7evcvChQspKCigvLyczMxMvn79SmNjI9XV1Tx79gwjIyOio6MJCQlBUVFRfH5ycnJixZaYmMi+fftwcHCgs7MTf39/oqOj8fLyYtq0aUycOJGlS5cSHR3N2rVrUVFRYdq0aZiamnLgwAFOnDjBkiVLaGpq4tmzZ+LfEBkZSVRUFHl5eRQUFDBw4ECOHz/OH3/8QX5+PmfPnkVNTY2fP38SFxfHxIkT6d27N6dOnUJJSYljx46J1ou0svnx40eeP38ueOjSym1oaCjy8vLk5OSIl7qmpiasrKwwMTEhMTGRuLg4Dh48iLa2Np2dnRQUFDBz5ky0tbVFWFZqmFuwYAEnT55EtqSkhMTERGbPno2fnx8bNmwgLy+P58+fU1xczM6dO8nMzCQiIgIzMzPu3btHZGQknz59YtKkSRw9ehRdXV1xIpf2Z6UM7OfPn2NlZcXVq1fZt28fy5cv59GjRwQFBSEjI0NycjIBAQHCGaumpibCL5WVlaSlpTFhwgQ0NTVJSUnh2bNnDBgwgC9fvlBfX4+pqSn37t2jubmZ/fv3s337dgwMDAQzesGCBURERIidVEpKCgoKCgKJmZeXh76+PiYmJsjIyIiTSn19PQUFBdja2nL48GHi4uLo06ePABk8fvyY+/fv8+3bN1atWsWTJ0/Q09Pj2rVrzJo1i2PHjqGtrU1zc7P4UiUSCfv370dLSwtra2vWrFmDvb09nz9/xsvLi61bt3L//n20tbUZPnw4sbGxODg4MH78eNEtXLFihei3Sk1KUp+3tPdpaWnJqVOnxPg7Pz8fPT09tLW1iYyMpLKykqtXr2Jubs706dPJyclBV1eXESNGiIfj9u3b2b17NytXriQoKEisNkxNTVFTU8PR0ZHY2FgCAgLo1asXBw8epLa2lkePHtHZ2SmS+W5ubrx584bNmzcjJydHVlYWO3bswMfHh+nTp9OvXz+0tLQYM2YMcnJy5OfnIy8vz4wZM3j69Cmenp48fvyYDRs2UF9fT2NjI3v27GHKlCmYmJgQHBzM9OnTcXFxoV+/fgQGBjJ+/HgyMzM5duwYqampGBkZcf36debMmYO6ujpubm6oqamxcuVK2traiImJobS0lBcvXoj0/aRJk7C1tRX9UQ8PD3r27MmMGTN49uwZvXv3ZsuWLTQ3N2NkZISuri4zZszg2rVr3Lx5k0OHDpGUlMTr169Zvnw5KSkpjBs3jnnz5qGurs6MGTNISkpiz549jB07lsuXL+Ps7MymTZvYs2cP2trarF+/no6ODgBRR7KysuL/VXXmbz2m/R8+lZIW7UV7faRFK0rKqER57EpU9vVpGjL2MLaGZMZuTHaSNVuSXdJGoUXJ2kZFe31CWvX94Tm6juP7J3T0ua/7vt7v1+s8+/bty7lz5yguLha3R2NjY968ecOMGTOYMGECN27cEMKeoqIiRo0ahZeXF1paWqxYsUI4rNetW0dSUhKNjY34+PgQFxcntLqXLl0S4JB169Zx8eJF0tLShLwnMTGRgoICpk2bRmRkJGZmZiKceunSJSIjIykoKODhw4cUFhair6/P+PHjCQkJYdGiRbi4uLB+/XoRrOzOb3Tb5mxsbCguLiY/Px95eXkcHBy4fv26YHCbmJiIycyqVatIT08nOjqaDx8+cOPGDQIDAwGora1l586d1NTUYGVlxY4dO8SHR3R0NHp6eri5ubF9+3YBrTl8+DDOzs7MnDmT6dOnM2bMGLZt28aLFy+IjIykpqaGiooKjh07Rnh4OOXl5XR0dLBlyxYWLlxIV1cXOTk5ODk5ceHCBd69e8fVq1eZNWsWnz9/xtramjFjxojQW1lZGeHh4WhoaPDPP//w+PFj0tPTCQ8Px8rKiiVLlpCXl4eLiwv37t3jwoULFBUVcebMGQICAkRj5uvXrzx9+pT379/zRMC1GwAAIABJREFU/v17evXqxfDhwwVNLz4+nrCwMMaNG8exY8cICgpiz549/Prrr5iZmXHlyhXa29sF4OjLly+kpaWJ5yU7O5sDBw6QnJyMnZ0d796949SpU4SFhVFUVMSSJUswMjIiNDSUsrIyEhISyM3NxdvbW5zpa9euxcvLCx0dHT5+/Ci67dOnT8fT01P8BlpaWti4cSNLly5FS0sLHR0d5syZI/b+AOfPn2fDhg3s3buXtLQ07t69K0Jn3VmgxMREAgMD8ff3Z+XKlUilUhobG1m3bh3u7u44OjqyfPlyjI2NGTx4MLq6upSVlXH79m2kUim5ublIpVLCw8OJiYnBxsZGwFemTZuGvr4+Pj4+REVFYW1tjZ2dHdbW1syaNYvDhw9z7tw5wRC4efMmbW1tAgkbGxtLYmIiEomEDRs2kJmZyZAhQ3jw4AE1NTW4uLjw5csXrl69ysePH5H98uXLlu49XLc2rhsiUVZWRlhYGNeuXWP//v08e/aM69evIy8vj4mJCe/fvycwMJCBAwdy8OBBsRdxdXXFwMCA/Px8Pn/+zJw5c4RdqampiaKiImbNmiWUh2ZmZlRXV5OamkpbW5vAQHYzm4cNG8aQIUPo06cPlZWVmJmZCcqSra0ta9eu5efPn3z69Inhw4dz7tw5GhsbMTU1xcLCgrS0NJqamkhISBChjOrqaj5+/Ii2tjZv377F29ub1NRUbt26hZGREXp6enR0dLBu3TpevHjB2rVrKSkpwcDAACcnJ5KSknB2dsbJyQl3d3f8/PyIiIhAUVERQ0ND8vLy+PLlC5cvX0ZLS4uKigpqampQVlbmypUrKCsr8/DhQxITE5k6dSrV1dUoKytz9OhRnjx5gpKSEu/evcPW1pa8vDxaW1tRUFBg06ZN1NbWAiAvL8/06dN58uSJuF1lZ2eTmZlJnz59kJOTY/LkyeTm5nLv3j309fVpbW3F19eXNWvW8NtvvxEdHU1ZWZlQ/0kkEioqKoSwoLsG19TUREFBAb///jv+/v40NDRQV1fHokWLUFFRQUlJiX79+rF161Yx7m9paUFVVZXq6moePnyIk5OTQMzW1dVRVlaGnp4e8vLyfPv2Teweu7nL7u7uxMfHCy3fz58/+fDhA8bGxnz9+hU1NTVevnxJV1cXtbW1hIaGkp2dzbt376ivrxfddR0dHRobG8nKyhLpX1dXVy5evCiyEPLy8qL3b2BgQFZWFq6urhw5coSJEyfS0NCAv78/sbGxeHh4kJOTQ79+/aitraWzsxN7e3uMjIyIjo7m/v37YhQaEBBAQ0MDdnZ2pKenU1dXx9evX+nduzfNzc1IJBJheHr16hXJycmYmpri7e3N/fv3CQsL4/Tp07x9+5Zly5ahpaXFtWvXBBWwd+/ejBo1SvRWlZSUsLe3R0NDAx8fHxEQ+/HjBxYWFjg7OyORSIRW8+jRo1y8eBFLS0ukUin6+vq4urqybds23r9/j46ODr179xYd39WrV6Ovry8YzN1BoMGDB/P06VOsrKwYNGgQr169Ijg4GD8/P16+fImRkZGQlvzyyy94eXlRWFgoUJE9evSgvLycpKQklJWVkZGRwdPTk6CgID58+IC3t7eYMuTl5TF06FB0dXXR0tJi+PDhtLe3o6ioyIEDB2hubqa+vh5vb2/mz59PWVkZAQEB2NnZkZCQwG+//UZzc7Ng6Tc1NZGVlUVWVhbv3r1j1KhRlJaW8uDBA+bOncutW7dYtWoV9vb2hIeHc+3aNdLS0rC1tSUxMZF3794xZMgQamtr8fPzo1evXjQ1NfHw4UOMjY1xc3Nj8ODBzJ07FxMTE6ZNm8a2bduQSCRCm7l06VLOnTsnuBOTJ08WwKo///wTR0dHbt68ibq6Olu3bkVRUZGMjAymTp1KdnY2zc3NJCcn4+zszMqVK3n8+DGHDx9m7NixQiGZn5/Pjx8/sLKyYsOGDZw9e5YTJ04QGRlJWloa8vLy+Pv7k5iYiJ6eHjY2NoSFhREVFcWKFSvEqDw8PFysPjU1NenduzfZ2dmsW7cODQ0NkpOTcXNzw8zMjK6uLsaPH8/GjRuZNWsWnZ2dREZGEhcXh6qqqlgVRUREUF5ejq+vL0+ePGHfvn2iqjVx4kQsLCyIi4ujpaWFmJgYwRNPTEyko6ODsrIyevTogZycHA8ePODq1avCEdG/f3+GDx9OTU0NW7ZswcnJidu3b9PR0UFCQgKWlpaYmJiIUGpSUhILFy4Ul0cvLy8GDx7MoUOHOHnyJD9+/MDGxgZZWVlu375NRkYGMTExWFhY0NLSwq5du/D19SUuLg6JREJISAj6+vocOXIEVVVVamtraWxsZN68eVRXV5OQkICNjY14Dg8ePMigQYP45ZdfiImJoby8HHV1dY4cOYLsuHHjthw+fBipVMrnz5+RlZWlsrKS+/fvY29vT0VFBRcuXODr16+oqKjg6uoqAPZNTU2oqKjw+vVrPDw8+PjxI0OHDqVPnz4UFxejra2Nvr4+9+/fRyqV8uzZM9HP7dGjh5Ctd6srPTw80NLSwtjYmKKiIhQUFBg4cKAIj5SWluLl5YWcnBznzp1j8+bNYlS3ZMkS4uPjcXNzo6WlRRiVug91Q0NDkUjV19cXdCsPDw+srKxITEykqqqKtWvXMmLECJKTkzEzM2PixIkMHDiQa9euYWRkhIKCAg4ODvTo0QMtLS3S0tIYM2aMYNCamZmJ0aazszOqqqpiB9La2ipS8ZWVlQwcOJAhQ4YQFxdHbm4uVVVVaGpqEhQUhLa2Np2dneLG/uXLF7GO2LVrF6ampnR1dZGQkMD3798xMzPDxMRErBtkZGTo27cv58+fR19fHz09PX755RexJ+1W8P348YNJkyZhYWFBSEgIt27doqOjg6FDhzJ37lxiY2N5+vQpgwYNolevXkilUkaNGiW0de7u7ujo6PDs2TMaGxuRl5cnJiaGLVu28Pr1aw4cOADA7du3aW9v5/v373h6eor9c15eHvHx8RgZGYkKoKysrMCVGhkZkZ2dzeLFiwWMITk5WRx0Hh4eBAYGMnjwYFRVVUlLSyMkJIRXr16hq6uLl5cX9vb2KCoqkpKSgoqKCjIyMiQmJqKsrMypU6ewtLTk1KlTmJqa8v79e5SVlXF1deXkyZOMGjVKpP0bGhrIzs5m5MiRyMvLExERgaurK4WFhWJMXltby2+//UZKSgrFxcVC4/ro0SNUVFTw9/cXJKe2tjaCg4MZNGgQTU1NSCQSrK2tGTRoEFlZWYSEhBAZGcmUKVMwMDBg165d/Pz5k8+fPwv6UmNjI69eveLZs2e4ubnh4uJCYmIi1tbWosrS1NQkXgDd4ztVVVXa2toYO3YseXl5SKVSKisrMTc3582bN3z9+hUXFxfi4uJ48eIFHR0dWFpakp6eTkNDA8+ePRPe9oaGBvLy8oiIiMDa2hodHR0qKiq4c+cOysrKooqjpKQk1KEAsrKy3Lx5k5SUFB49esScOXMEQEVRUZGCggKOHDlCU1MTJ0+eJCAggJycHJqbmwXjYMqUKeTn59O3b1+mTp3Kq1evSEpKwsfHBxkZGVRUVDAxMWHVqlXMnz///9HS0tLSMDMzY/ny5cTGxrJr1y5KSkoYMGAA//77r7ByHTx4UMiPfH192bRpE4sXL2bRokW0tLRgaGiIra0tL1++RE1NDQUFBS5fvszy5cupqqoSa0MPDw9mzpyJoaEh//77L8uWLePo0aO8e/eOAQMG8OTJE/r37y/WJWlpaWhqauLv74+amhpPnz5l5MiRZGRkMHfuXJqamqivr2f8+PHo6OhgZmbG8+fPuXPnDkVFRYwbN46fP3/S0NBAQUEB//3vf9m4caPQzZaWlnL+/Hns7e2pq6sThMHm5mZmzZolbs7dl5WmpiaOHDlCV1cX169fRyqVilbMli1bCA4OFp3+0tJStm7dSkVFhXBcV1ZWoqSkREdHB2ZmZmhra3P8+HG0tbXp6uoiPDwcZ2dnnJ2d+eOPP/Dy8iIxMZGKigpcXFzIy8vj27dv7N69m/j4eAIDAzE0NERbW5uJEycKVsbQoUN5//49paWljBw5ksePH9OrVy/q6urw9/cnIyMDLy8vFBUVcXZ2JikpidWrV1NSUiLMkwcPHhQTtsbGRsaPH4+fnx+zZs1CTk5OCJPa29uZMWMGPj4+aGpqoqamJsLFtbW1yMnJ8f79e9zd3WloaOD06dOoqamRnZ3Nnj17aG9vJz09XbjgZ8+ejZaWFs+fP6eqqgqJRMKiRYt48OABlZWVyObk5GxxcHBg0KBB9OzZExMTE+zs7Lh16xa9evUS41s3Nzd27dpFcHAwenp66OrqsnnzZr59+4aWlhadnZ307NmTZcuWcf/+ffT09LC3t0cikVBYWMj+/fvx8vKif//+eHp64uXlRXR0tEgwtrW1iRK6iooKq1atIiYmBnNzcwH02Lx5M1KpFHl5edasWSPY3mpqahw5cgQzMzN69uzJ8uXLhaWr2w3c3t5OaGgoSUlJAtAhKytLYGAgS5YsEbSy7rDN/v37efToEXl5eaiqquLi4sKcOXMoKiqivr5ejKN79epFVlYW3t7e4sHT09MTTupff/0VHx8fMjIyOHr0KPHx8VhYWLB69Wq+f/+OjY0NNjY2DB06lNzcXHbs2EFXVxcBAQHMnj0bS0tLRowYgYyMDCtWrBDrBA0NDZqbmzEyMmLBggVoampy7949YdV68+YNW7duJSEhgfDwcL5//05MTAyhoaF4eXlx5coVJBIJ8+fP5/jx4wCiriGRSPj8+TOfP39GTU0NdXV1oqOjkUgk6Ovr4+npSWFhIe/fvxfQAU9PT5qbm5k3bx6zZs1i69at5OXlMXr0aFxcXOjo6BCp/KysLDExCQkJoaCgAGVlZcFD//fff1m0aBHq6uqCnaytrc2GDRsICAjg06dPZGVloaqqytatW9HW1hbwnra2NnEgrlmzhr/++ouUlBRiY2P5/v07t27dEongDx8+0NLSQl5eHn379qVv375s2LCBc+fOUVhYyO3bt5k9e7YIxVVVVWFnZycOju4Wxffv3zl//jzh4eEEBQUxZswY3Nzc6N27N5s3b8bDw4M7d+6Im+7r16+5dOmS8IzLy8uL9Ojff/9NZGQkqqqq3LhxA1NTU1HTmTlzJr/88gsJCQnk5+dTVlaGh4eHgPjs2LFD9Ig3bdqEra0tycnJKCsrk5CQwLZt25BKpaxYsYJly5bR2toq8gC2trasXr2affv24e3tzd69e0XSvKmpiUmTJvHixQtKS0sJDAxEVlYWBwcHDh8+jIWFhUjVz58/H39/fzIzM0W6v5vVHhUVRVBQEFlZWURERAiiX2BgIDt27MDU1JTa2lru3LlDRUWFYD4cOXIERUVFzM3NRbAuKCiIO3fu8PTpU5E4fvHiBZ8/f6ZHjx5IpVIKCgo4deoUjx8/xt3dHVNTUxYsWEBMTAypqamEhYUJgt7evXs5ceIEAQEBSCQSDAwMsLe3Z9OmTURFRfHbb7+hqqqKnJwcpaWljBo1iry8PCIjI1FUVCQsLAxdXV0qKyu5c+eOCBclJiYKyEhYWBimpqZs376dRYsWER8fT0lJCTExMZSUlDBhwgTU1NRYv349dnZ23Lx5EyUlJd6+fUthYSESiUToM/38/Fi/fj1//vknI0aM4MyZM9y5cwddXV0CAgIoLCzE2dkZR0dHUeFbtGgRx44d482bN2RlZSErK8vgwYPR0tKid+/eXLlyRVj97t69S3BwMD4+Ptjb2/PHH3+QlpaGoaEhDx48oLa2lkOHDvHp0ydKSkq4cOECdXV1dHR0sHbtWtLS0khMTKSpqYnGxkbOnj3LsmXL8PPzw9/fn1mzZrFy5UqxOisqKmL48OEsW7ZMfNx1yz7c3NyIi4tj0qRJzJw5kwMHDjB+/Hg2b97MsGHD+PnzJ9u3b+eff/7B19eXKVOmMHXqVGRkZAgODqa2thYTExNGjx6NoaEhjY2N2NraYmpqSlVVFRMmTBDB0kePHnH06FFCQ0OZNGkSYWFhAGRnZzNgwAA2btyImZkZGRkZ/5NxyMqyfPly4uPj2blzp9j1X716ldGjR6Ovr4+5uTkPHz4Uq7QJEybg5OTE58+fMTQ0ZPz48SxfvpxevXqJzM/ff/+NgoICISEhNDU1YW9v/z8Y1LBhw7Z0j69MTEx48uQJJiYmgsHc0NDAiBEjhNx+wIABbN++nbKyMtH9u3TpEnV1dTQ2NnL58mVkZWUJCwsT1Yndu3fj5eWFpaUlmzdvpqOjA1dXV5YtW8bFixdRVVVl5MiRAgcJoK6ujqOjI8eOHWPGjBmkpqaSmJgo4PLv378nICCAu3fvIpFIcHJy4vz588TExODg4MCYMWPYt28fkyZNIjc3l969e4svnNbWVmRkZNDR0aGsrIyVK1dy5coVVFVViYiIEP5ZR0dHoqOjGTt2LGlpaVy9epW4uDi6urrYt28fz549o62tDSUlJaRSKYcOHaKmpkYkwwsKCti4cSNlZWUUFBSIm1djYyMpKSmYm5tja2vLnj17KC0tFVUuLy8vTp48iaenJ4cOHeLw4cN4e3vz5csXMjMzGT16NMePH+fKlSsUFhZy4MAB1NXVKS4uprKyUlB7Hj9+jKWlJQsWLCAxMZHq6mqMjIxIS0vD09OTU6dOcffuXWRkZAgPDxcJaalUiqKiIhcuXBBO8e46nKamJl1dXVy7dg2JRCLSpt3BkW/fvgEwadIkcnJysLKy4tOnTxQXF+Po6MjmzZvx8/PD29tb4Fm796q+vr5UVFRgb2/PjRs3kJGR4eDBg5w4cYIvX76wdetW6uvrycnJEWuR5uZm0UPvPhxrampQV1dnwYIFSCQS7t69S2RkJO7u7qioqNCnTx+srKxISkoSfuW6ujpycnJwcHAQXdIZM2Zw/PhxMjIy8PPzQ0tLS7AFVFVVhSiitraW9evX4+Xl9T9nrawso0eP5sePH3h7eyMjIyOwtzU1NcyaNYubN28KxWNQUBABAQGUlZWhrq7OuHHjWLNmDdu2bRM32MDAQMrKyqiuriYwMJC9e/cSHh4u6mQeHh6oqqri5+fH6NGjyczM5Pjx42LCUVFRIbzSkyZN4sSJEzg4OBATE8OSJUvw9PSkuLiY0NBQAYmoqanBx8eHzs5OkpOTmTRpEhKJRHC+9+zZw5QpU8jMzGTy5MnU1tYybNgwduzYwfDhw/nx4wcmJiY8fvyYs2fPYmxsTFZWFvr6+qipqREWFibQor///rtgDGhoaGBnZ4empqawbs2ePZu4uDgSEhIwMDDAzs6OkJAQpk6dSlRUFFFRUQQHB3Pz5k1KS0uFnKabNieVSoVacsaMGWhra6OhocG3b9/o3bs3T58+FY75s2fPsmnTJrHq6rZV7d27F0NDQ5YvX050dDT9+vXjwIEDvHz5kq1bt2JtbY2enh4lJSVCRCMjI4O9vb3A1MbFxbFnzx5Onz5NZ2cnWlpavH//nvLycmRlZdHW1mb27NmCardjxw7Onz+PiYkJiYmJAHz8+JFTp05x8OBB/P39GTJkiOB5V1RUiHXMixcv2L9/P+rq6vTp0wcVFRUuX75MY2MjnZ2dREVFCbf9iRMnqKysZOnSpYSGhqKkpMSDBw84efIk7e3tfPnyhebmZqZPny5Mhe3t7eJMVVdX5+fPn7x+/Zrv37/z8eNHTExMxPM6YMAADh48SHJyMidOnKCpqQk3Nzdu3rwpCGxZWVn069ePoqIivn//Tm5uLiEhIdy/fx8DAwMRDPvjjz+E51pbWxsrKytGjRpFfn4+u3fvFpKo8vJypFIp27dvZ9SoUbx584a9e/fi4ODA6dOnSUpKEgS5e/fuMWrUKME0f/jwISNHjkROTg5jY2NhilRSUsLc3BwFBQVBgPz7778pKSkRdcRhw4YxbNgwkpKS+PnzJ9XV1URERFBTU8Ps2bP59OmToIoePXoULS0tpkyZInr+Dx8+xMfHh5ycHLEKffLkCd7e3v/rYc+fP5/6+nr09fU5f/48ra2t2Nvb09bWho6ODvn5+RgYGODg4MDXr19RV1eno6MDWVlZLCwscHFxQUZGhpUrV6KoqEh5eTkFBQUCSbd7925cXV3R1tampaWFuXPnEh4eTnV1NcOGDePt27dIpVJsbW15/vw56urqaGhoiJdfQ0MDRkZGtLa2CqVaS0sL2dnZfPjwgfb2ds6cOUNTU5Po9ebk5DB+/HhKSkro7Ozk69evlJaWcvz4cUaMGEFRUREDBgygoKCAqqoqhg0bxpUrVzh58qRISH/58kWIy21tbbG2thZ//7t379iyZQsjR45EQ0ODly9fIicnx/bt21FRUaG5uVn8aLv7tnPmzMHT0xMNDQ2sra1ZuHAhsbGxGBgYEBQURHt7O0eOHGHDhg1oa2tjbW3NxYsXCQkJYdmyZXh4eIj9TFBQEPHx8WRmZuLr60t2djbl5eWUlZUxa9YsoRAcMmQIf/75J8bGxkyfPp3AwEA6OjqQSqWsWrVKaAeTk5O5evUqrq6uwlv8559/snjxYtavX09ubi7/+c9/qK2tFe7w5ubm/yf46FZr6urqipfguHHjyMzMJD4+noCAAJYuXcrChQupqKggOTkZBQUFjI2NiYqKYujQoUilUhYvXkxtbS1FRUXExsZibW1NZWUle/bs4ezZs8yZM4exY8cK3v2HDx+4e/cuxsbG1NXVkZ6eTmBgIIcOHRJhk69fv2JsbMy2bduQk5OjoaGBhIQEjh8/TkREBH/99ZdwEkulUiwsLBgxYgSHDh3Czc2NQYMGkZmZKdYJJSUlYme1YsUKevfuLfSjampqwgEdHx+Pp6cnbW1trFmzBqlUiomJCbdu3WLlypV4eXkxZ84cgYaVlZVFVVUVX19f7O3tUVFREZmLqqoqIYDYu3cvL1++5N27dyxevFh4pO/evUtjYyNKSkqoqqpSXFyMp6cnzs7OyMrKihFdN3t+2rRpAvPZLYf5/fffaWlpEcniW7duMWnSJGxsbPjrr7+wsbERB3h9fT1Lly4lJyeHZ8+eIZVKUVJSoqSkhK6uLoqLi+nZsycPHjwQz9rFixext7dn37594vDuDs+VlJQQERFBW1sb5eXldHV1oaenx6BBgzA1NWXgwIGoq6tTX1+PmpoaixcvJiQkhIyMDD59+sSzZ89QUlIiPDycgQMHUlRURFxcnJh4NDc3o6qqysyZM7GxscHf3x95eXkWLlzIlStXqKuro1+/fmRkZGBiYkJVVZUIk+rq6qKoqEh2dja9e/cWwT51dXVevHjBz58/aWpq4uXLlwwcOJBHjx6hqqqKk5OTaHooKCiQl5eHlpYW48aNw8nJSfSvu//XdnZ2pKam0traKm6ECxcuFIhNGRkZiouLUVZW5v79+/z48YOdO3cyceJE5OXlefLkCQMHDsTIyAgNDQ369etHfX09ysrKBAQEMHz4cOGC7u6dnzlzhn79+hEaGsrFixeJjo7GyMgIW1tbwsPDUVFRoaGhgZ49e/Ls2TMsLCyEYrPb9VBWVkZubi5OTk6kpqZy//59TE1NUVNTo0+fPnz//p2fP3+irq5OaWkpr1+/Fma59evXo6WlxYkTJ1BRURGcchkZGU6fPs3Pnz9RVFSktLSU+vp68XJMTU0VHA4DAwN69erFx48fqaurY9KkSejr67N27VpxJnVDk0JDQ+nfvz+1tbX8+uuvQov56NEjcnJyWL16NdHR0SKs3G3/U1BQEMRMDQ0N5s2bR0pKCkuXLkVZWRlfX18mTJjA2bNnMTMzQ15eXuQfampquHnzJs7Ozri7u6OhoYGzszN6enoC8d0NU9q9ezclJSUCkdotBZFNSUnZkp+fT2BgIFFRUfz999+iQnT27FlGjhzJt2/faGlpwd/fn/LycjQ1NRk7diw2NjYAVFZWMn78eLZv3y5GzwBDhgzhypUrHD9+nCFDhtCjRw9cXV3R0dHhv//9LxKJhMmTJ4uQRX5+PtnZ2fj6+lJfX49EIkFdXR19fX0OHjyIpqYmQ4YMQV5eno6ODlJTU8nMzGTNmjWYmpqydetWIiMjefLkCbq6uowdO5a+ffsSHx/PzZs3mTt3LsePH8fAwIAFCxYgJyfH9evXUVBQEGPxBQsWMHbsWFpbW2lra6OwsJAxY8aI8UpwcDCjR49GS0sLb29vwUfX0NCgvr6e2tpaRowYgY6ODqNHj0ZbW5sPHz5QUVGBsrIyBw4cIDc3lydPnjBy5Eja29tRUlKib9++5OTksHz5cnbu3Mnt27cZOXIk+vr6lJeXExQUxN69e/nw4QP9+/fHxsYGTU1NsZvV0NCgqamJefPm8erVK1JTU5k9ezZlZWXcv39faA0jIiJwc3MjKiqKr1+/0tbWRkZGBv379+fbt29UVFQwbtw4ARDw8/PD0tKScePGUVJSwunTp0lISCA4OJhPnz7R0NDAy5cvUVdX5+XLl1haWnLixAmys7N58+YNly9fJjQ0lLlz5wrEX79+/UhJSUFRUZH//Oc/aGpqYmpqSq9evfjx4wfp6enIyspibm5OUFAQxcXFyMrK0traiq6uLg0NDbS1tTFjxgzS09Npbm5m27Zt6OrqioaCrKwsxsbGtLa2UldXx+PHjwVwZvTo0bx79w5NTU3q6+spLCxk+/btlJSUsHHjRhoaGrh06ZLApKanp5OamopEImH48OFkZ2eLW9cff/zBr7/+SmNjI3Z2dhw8eJB//vkHeXl5nJ2dKS0tFfW1Xbt2UVxcLOAuM2fOFDWgFStW8ODBAxQUFNi6dSvJycksXrwYc3NzNm7cKHjdRUVFLF26lDNnzojMxI0bN9i/fz+hoaEMGDBAKFdjY2MpKSkhKSkJdXV1qqqqePToEVFRUQwfPhxlZWWqqqpobm5m5cqVgl3v7u7OuHHj2LdvHydPniTssnjJAAACg0lEQVQ9PZ20tDTevHmDlZUVr1694vTp07x48YL169cLk5Cfnx+xsbG4uLjw+fNn3r59i4uLC+fOnSM+Pp74+HiB2mxrayMlJYVp06YRHR1NUVERjo6O9OjRgxs3bnDv3j1evXolQolGRkaiVmloaEhWVhYtLS3U1taSkJDA7t27aWhoEAFJS0tLZGRkROiwubmZ9vZ2sZPs5tkvW7aMMWPGcPnyZWxtbSkpKeH69evo6+ujoqLC5MmTKSoqEnSuefPm0dHRIT647t+/j7a2NhYWFmzcuJHv37+jra1Nz549KS8vR19fn0+fPpGSkkJZWRkfP37kzJkzqKurc/jwYWJjY7GysiIyMpJBgwYJ8dCQIUOEslUqleLv78+jR4949eqVcE9/+PABdXV1Pn36hJ2dHQ8ePMDd3Z3nz5+Tk5ODo6MjqqqqhIWF4ejoKFCgBgYG3Lx5E39/f6Kjo6murkZTU5OoqCisrKzER/iAAQOoqqrC09MTRUVFUU0NDg6ms7MTc3NzBgwYwJw5cwTnvE+fPmI9BrB06VJ+/PhBbGwsq1evFhYuR0dHgZJta2ujpaWFdevWCUBRN+dDQ0ODNWvWUFtbi4eHhwCRHD58mClTpiAnJ4ejoyMODg5kZWUJY6CPjw92dnaC4T5x4kTxu+je7Zubm5OUlMSXL1/Ys2cP1dXVjBgxgs7OTkaOHMmHDx9ITk4WU8ZuQt6LFy+4desWjY2N5Ofn069fP44dO0ZoaCgpKSmkpKSgqqrKnj17uHjxInPmzBHilrVr19LS0sLOnTsZPHgwnz59oq6uDjMzM5ycnDA0NCQhIQF3d3eOHTvGo0ePGDBgAM+fP+evv/7i/wDa4ATfFPSV9gAAAABJRU5ErkJggg==" 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="m0ab1fd4e48" style="stroke:#262626;"/>
      </defs>
      <g>
       <use style="fill:#262626;stroke:#262626;" x="19.030757" xlink:href="#m0ab1fd4e48" 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="#m0ab1fd4e48" 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="#m0ab1fd4e48" 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="#m0ab1fd4e48" 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="#m0ab1fd4e48" 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="p1f07531d42">
   <rect height="25.546752" width="353.584158" x="18.697188" y="12"/>
  </clipPath>
  <clipPath id="pf584e4d925">
   <rect height="25.546752" width="353.584158" x="18.697188" y="39.675648"/>
  </clipPath>
  <clipPath id="p7bbb05deab">
   <rect height="25.546752" width="353.584158" x="18.697188" y="67.351296"/>
  </clipPath>
  <clipPath id="p04d5ebd676">
   <rect height="25.546752" width="353.584158" x="18.697188" y="95.026944"/>
  </clipPath>
  <clipPath id="p38a4b14d9b">
   <rect height="25.546752" width="353.584158" x="18.697188" y="122.702592"/>
  </clipPath>
  <clipPath id="pf6ae4bb30f">
   <rect height="127.73376" width="3.535842" x="15.161346" y="150.37824"/>
  </clipPath>
  <clipPath id="pabfe91b6c5">
   <rect height="127.73376" width="353.584158" x="18.697188" y="150.37824"/>
  </clipPath>
 </defs>
</svg>