Skip to content

Instantly share code, notes, and snippets.

@yiyuezhuo

yiyuezhuo/test_MLDatasets_order.ipynb

Created June 7, 2020 03:08
Show Gist options
  • Save yiyuezhuo/ff997441a773525489a499eede273f8e to your computer and use it in GitHub Desktop.
Save yiyuezhuo/ff997441a773525489a499eede273f8e to your computer and use it in GitHub Desktop.
Download ZIP
compare dataset order
Display the source blob
Display the rendered blob
Raw
test_MLDatasets_order.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using MLDatasets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"xtrain, ytrain = MLDatasets.MNIST.traindata(Float32);"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(28, 28, 60000)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xtrain |> size"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"using Plots"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
"<defs>\n",
" <clipPath id=\"clip7600\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip7600)\" d=\"\n",
"M0 1600 L2400 1600 L2400 0 L0 0 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip7601\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip7600)\" d=\"\n",
"M135.95 1486.45 L2112.76 1486.45 L2112.76 47.2441 L135.95 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip7602\">\n",
" <rect x=\"135\" y=\"47\" width=\"1978\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 453.651,47.2441 453.651,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 806.652,47.2441 806.652,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1159.65,47.2441 1159.65,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1512.65,47.2441 1512.65,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1865.66,47.2441 1865.66,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,278.545 2112.76,278.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,535.545 2112.76,535.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,792.546 2112.76,792.546 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,1049.55 2112.76,1049.55 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,1306.55 2112.76,1306.55 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1486.45 2112.76,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,47.2441 135.95,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 453.651,1486.45 453.651,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 806.652,1486.45 806.652,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1159.65,1486.45 1159.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1512.65,1486.45 1512.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1865.66,1486.45 1865.66,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,278.545 159.672,278.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,535.545 159.672,535.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,792.546 159.672,792.546 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1049.55 159.672,1049.55 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1306.55 159.672,1306.55 \n",
" \"/>\n",
"<path clip-path=\"url(#clip7600)\" d=\"M 0 0 M443.929 1505.36 L462.285 1505.36 L462.285 1509.3 L448.211 1509.3 L448.211 1517.77 Q449.23 1517.42 450.248 1517.26 Q451.267 1517.07 452.285 1517.07 Q458.072 1517.07 461.452 1520.24 Q464.832 1523.42 464.832 1528.83 Q464.832 1534.41 461.359 1537.51 Q457.887 1540.59 451.568 1540.59 Q449.392 1540.59 447.123 1540.22 Q444.878 1539.85 442.471 1539.11 L442.471 1534.41 Q444.554 1535.54 446.776 1536.1 Q448.998 1536.66 451.475 1536.66 Q455.48 1536.66 457.818 1534.55 Q460.156 1532.44 460.156 1528.83 Q460.156 1525.22 457.818 1523.11 Q455.48 1521.01 451.475 1521.01 Q449.6 1521.01 447.725 1521.42 Q445.873 1521.84 443.929 1522.72 L443.929 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M783.527 1535.98 L791.166 1535.98 L791.166 1509.62 L782.856 1511.29 L782.856 1507.03 L791.12 1505.36 L795.796 1505.36 L795.796 1535.98 L803.435 1535.98 L803.435 1539.92 L783.527 1539.92 L783.527 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M818.504 1508.44 Q814.893 1508.44 813.064 1512 Q811.259 1515.55 811.259 1522.67 Q811.259 1529.78 813.064 1533.35 Q814.893 1536.89 818.504 1536.89 Q822.138 1536.89 823.944 1533.35 Q825.772 1529.78 825.772 1522.67 Q825.772 1515.55 823.944 1512 Q822.138 1508.44 818.504 1508.44 M818.504 1504.73 Q824.314 1504.73 827.37 1509.34 Q830.448 1513.92 830.448 1522.67 Q830.448 1531.4 827.37 1536.01 Q824.314 1540.59 818.504 1540.59 Q812.694 1540.59 809.615 1536.01 Q806.56 1531.4 806.56 1522.67 Q806.56 1513.92 809.615 1509.34 Q812.694 1504.73 818.504 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M1137.03 1535.98 L1144.66 1535.98 L1144.66 1509.62 L1136.35 1511.29 L1136.35 1507.03 L1144.62 1505.36 L1149.29 1505.36 L1149.29 1535.98 L1156.93 1535.98 L1156.93 1539.92 L1137.03 1539.92 L1137.03 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M1162.05 1505.36 L1180.41 1505.36 L1180.41 1509.3 L1166.33 1509.3 L1166.33 1517.77 Q1167.35 1517.42 1168.37 1517.26 Q1169.39 1517.07 1170.41 1517.07 Q1176.19 1517.07 1179.57 1520.24 Q1182.95 1523.42 1182.95 1528.83 Q1182.95 1534.41 1179.48 1537.51 Q1176.01 1540.59 1169.69 1540.59 Q1167.51 1540.59 1165.24 1540.22 Q1163 1539.85 1160.59 1539.11 L1160.59 1534.41 Q1162.67 1535.54 1164.9 1536.1 Q1167.12 1536.66 1169.6 1536.66 Q1173.6 1536.66 1175.94 1534.55 Q1178.28 1532.44 1178.28 1528.83 Q1178.28 1525.22 1175.94 1523.11 Q1173.6 1521.01 1169.6 1521.01 Q1167.72 1521.01 1165.85 1521.42 Q1163.99 1521.84 1162.05 1522.72 L1162.05 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M1493.8 1535.98 L1510.12 1535.98 L1510.12 1539.92 L1488.18 1539.92 L1488.18 1535.98 Q1490.84 1533.23 1495.42 1528.6 Q1500.03 1523.95 1501.21 1522.61 Q1503.45 1520.08 1504.33 1518.35 Q1505.24 1516.59 1505.24 1514.9 Q1505.24 1512.14 1503.29 1510.41 Q1501.37 1508.67 1498.27 1508.67 Q1496.07 1508.67 1493.61 1509.43 Q1491.18 1510.2 1488.41 1511.75 L1488.41 1507.03 Q1491.23 1505.89 1493.68 1505.31 Q1496.14 1504.73 1498.18 1504.73 Q1503.55 1504.73 1506.74 1507.42 Q1509.93 1510.11 1509.93 1514.6 Q1509.93 1516.73 1509.12 1518.65 Q1508.34 1520.54 1506.23 1523.14 Q1505.65 1523.81 1502.55 1527.03 Q1499.45 1530.22 1493.8 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M1525.19 1508.44 Q1521.58 1508.44 1519.75 1512 Q1517.94 1515.55 1517.94 1522.67 Q1517.94 1529.78 1519.75 1533.35 Q1521.58 1536.89 1525.19 1536.89 Q1528.82 1536.89 1530.63 1533.35 Q1532.46 1529.78 1532.46 1522.67 Q1532.46 1515.55 1530.63 1512 Q1528.82 1508.44 1525.19 1508.44 M1525.19 1504.73 Q1531 1504.73 1534.05 1509.34 Q1537.13 1513.92 1537.13 1522.67 Q1537.13 1531.4 1534.05 1536.01 Q1531 1540.59 1525.19 1540.59 Q1519.38 1540.59 1516.3 1536.01 Q1513.24 1531.4 1513.24 1522.67 Q1513.24 1513.92 1516.3 1509.34 Q1519.38 1504.73 1525.19 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M1847.3 1535.98 L1863.62 1535.98 L1863.62 1539.92 L1841.67 1539.92 L1841.67 1535.98 Q1844.34 1533.23 1848.92 1528.6 Q1853.53 1523.95 1854.71 1522.61 Q1856.95 1520.08 1857.83 1518.35 Q1858.73 1516.59 1858.73 1514.9 Q1858.73 1512.14 1856.79 1510.41 Q1854.87 1508.67 1851.77 1508.67 Q1849.57 1508.67 1847.11 1509.43 Q1844.68 1510.2 1841.91 1511.75 L1841.91 1507.03 Q1844.73 1505.89 1847.18 1505.31 Q1849.64 1504.73 1851.67 1504.73 Q1857.04 1504.73 1860.24 1507.42 Q1863.43 1510.11 1863.43 1514.6 Q1863.43 1516.73 1862.62 1518.65 Q1861.84 1520.54 1859.73 1523.14 Q1859.15 1523.81 1856.05 1527.03 Q1852.95 1530.22 1847.3 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M1868.73 1505.36 L1887.09 1505.36 L1887.09 1509.3 L1873.02 1509.3 L1873.02 1517.77 Q1874.03 1517.42 1875.05 1517.26 Q1876.07 1517.07 1877.09 1517.07 Q1882.88 1517.07 1886.26 1520.24 Q1889.64 1523.42 1889.64 1528.83 Q1889.64 1534.41 1886.16 1537.51 Q1882.69 1540.59 1876.37 1540.59 Q1874.2 1540.59 1871.93 1540.22 Q1869.68 1539.85 1867.28 1539.11 L1867.28 1534.41 Q1869.36 1535.54 1871.58 1536.1 Q1873.8 1536.66 1876.28 1536.66 Q1880.28 1536.66 1882.62 1534.55 Q1884.96 1532.44 1884.96 1528.83 Q1884.96 1525.22 1882.62 1523.11 Q1880.28 1521.01 1876.28 1521.01 Q1874.41 1521.01 1872.53 1521.42 Q1870.68 1521.84 1868.73 1522.72 L1868.73 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M91.0475 261.265 L109.404 261.265 L109.404 265.2 L95.3299 265.2 L95.3299 273.672 Q96.3484 273.325 97.3669 273.163 Q98.3855 272.978 99.404 272.978 Q105.191 272.978 108.571 276.149 Q111.95 279.32 111.95 284.737 Q111.95 290.315 108.478 293.417 Q105.006 296.496 98.6864 296.496 Q96.5105 296.496 94.242 296.126 Q91.9966 295.755 89.5892 295.015 L89.5892 290.315 Q91.6725 291.45 93.8947 292.005 Q96.1169 292.561 98.5938 292.561 Q102.598 292.561 104.936 290.454 Q107.274 288.348 107.274 284.737 Q107.274 281.126 104.936 279.019 Q102.598 276.913 98.5938 276.913 Q96.7188 276.913 94.8438 277.329 Q92.992 277.746 91.0475 278.626 L91.0475 261.265 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M65.0292 548.89 L72.668 548.89 L72.668 522.525 L64.3579 524.191 L64.3579 519.932 L72.6217 518.265 L77.2976 518.265 L77.2976 548.89 L84.9365 548.89 L84.9365 552.825 L65.0292 552.825 L65.0292 548.89 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M100.006 521.344 Q96.3947 521.344 94.566 524.909 Q92.7605 528.451 92.7605 535.58 Q92.7605 542.687 94.566 546.251 Q96.3947 549.793 100.006 549.793 Q103.64 549.793 105.446 546.251 Q107.274 542.687 107.274 535.58 Q107.274 528.451 105.446 524.909 Q103.64 521.344 100.006 521.344 M100.006 517.64 Q105.816 517.64 108.872 522.247 Q111.95 526.83 111.95 535.58 Q111.95 544.307 108.872 548.913 Q105.816 553.497 100.006 553.497 Q94.1957 553.497 91.117 548.913 Q88.0614 544.307 88.0614 535.58 Q88.0614 526.83 91.117 522.247 Q94.1957 517.64 100.006 517.64 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M66.0245 805.891 L73.6634 805.891 L73.6634 779.525 L65.3532 781.192 L65.3532 776.933 L73.6171 775.266 L78.293 775.266 L78.293 805.891 L85.9318 805.891 L85.9318 809.826 L66.0245 809.826 L66.0245 805.891 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M91.0475 775.266 L109.404 775.266 L109.404 779.201 L95.3299 779.201 L95.3299 787.673 Q96.3484 787.326 97.3669 787.164 Q98.3855 786.979 99.404 786.979 Q105.191 786.979 108.571 790.15 Q111.95 793.322 111.95 798.738 Q111.95 804.317 108.478 807.419 Q105.006 810.497 98.6864 810.497 Q96.5105 810.497 94.242 810.127 Q91.9966 809.757 89.5892 809.016 L89.5892 804.317 Q91.6725 805.451 93.8947 806.007 Q96.1169 806.562 98.5938 806.562 Q102.598 806.562 104.936 804.456 Q107.274 802.349 107.274 798.738 Q107.274 795.127 104.936 793.021 Q102.598 790.914 98.5938 790.914 Q96.7188 790.914 94.8438 791.331 Q92.992 791.747 91.0475 792.627 L91.0475 775.266 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M68.6171 1062.89 L84.9365 1062.89 L84.9365 1066.83 L62.9921 1066.83 L62.9921 1062.89 Q65.6541 1060.14 70.2375 1055.51 Q74.8439 1050.85 76.0245 1049.51 Q78.2698 1046.99 79.1494 1045.25 Q80.0522 1043.49 80.0522 1041.8 Q80.0522 1039.05 78.1078 1037.31 Q76.1865 1035.58 73.0847 1035.58 Q70.8856 1035.58 68.4319 1036.34 Q66.0014 1037.1 63.2236 1038.66 L63.2236 1033.93 Q66.0477 1032.8 68.5014 1032.22 Q70.955 1031.64 72.9921 1031.64 Q78.3624 1031.64 81.5568 1034.33 Q84.7513 1037.01 84.7513 1041.5 Q84.7513 1043.63 83.9411 1045.55 Q83.1541 1047.45 81.0476 1050.04 Q80.4689 1050.72 77.367 1053.93 Q74.2652 1057.13 68.6171 1062.89 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M100.006 1035.35 Q96.3947 1035.35 94.566 1038.91 Q92.7605 1042.45 92.7605 1049.58 Q92.7605 1056.69 94.566 1060.25 Q96.3947 1063.79 100.006 1063.79 Q103.64 1063.79 105.446 1060.25 Q107.274 1056.69 107.274 1049.58 Q107.274 1042.45 105.446 1038.91 Q103.64 1035.35 100.006 1035.35 M100.006 1031.64 Q105.816 1031.64 108.872 1036.25 Q111.95 1040.83 111.95 1049.58 Q111.95 1058.31 108.872 1062.91 Q105.816 1067.5 100.006 1067.5 Q94.1957 1067.5 91.117 1062.91 Q88.0614 1058.31 88.0614 1049.58 Q88.0614 1040.83 91.117 1036.25 Q94.1957 1031.64 100.006 1031.64 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M69.6125 1319.89 L85.9318 1319.89 L85.9318 1323.83 L63.9875 1323.83 L63.9875 1319.89 Q66.6495 1317.14 71.2328 1312.51 Q75.8393 1307.86 77.0198 1306.51 Q79.2652 1303.99 80.1448 1302.25 Q81.0476 1300.49 81.0476 1298.8 Q81.0476 1296.05 79.1032 1294.31 Q77.1819 1292.58 74.08 1292.58 Q71.881 1292.58 69.4273 1293.34 Q66.9967 1294.11 64.219 1295.66 L64.219 1290.93 Q67.043 1289.8 69.4967 1289.22 Q71.9504 1288.64 73.9874 1288.64 Q79.3578 1288.64 82.5522 1291.33 Q85.7466 1294.01 85.7466 1298.5 Q85.7466 1300.63 84.9365 1302.55 Q84.1494 1304.45 82.0429 1307.05 Q81.4642 1307.72 78.3624 1310.93 Q75.2606 1314.13 69.6125 1319.89 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M91.0475 1289.27 L109.404 1289.27 L109.404 1293.2 L95.3299 1293.2 L95.3299 1301.67 Q96.3484 1301.33 97.3669 1301.17 Q98.3855 1300.98 99.404 1300.98 Q105.191 1300.98 108.571 1304.15 Q111.95 1307.32 111.95 1312.74 Q111.95 1318.32 108.478 1321.42 Q105.006 1324.5 98.6864 1324.5 Q96.5105 1324.5 94.242 1324.13 Q91.9966 1323.76 89.5892 1323.02 L89.5892 1318.32 Q91.6725 1319.45 93.8947 1320.01 Q96.1169 1320.56 98.5938 1320.56 Q102.598 1320.56 104.936 1318.46 Q107.274 1316.35 107.274 1312.74 Q107.274 1309.13 104.936 1307.02 Q102.598 1304.92 98.5938 1304.92 Q96.7188 1304.92 94.8438 1305.33 Q92.992 1305.75 91.0475 1306.63 L91.0475 1289.27 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><g clip-path=\"url(#clip7602)\">\n",
"<image width=\"1977\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB7kAAAWfCAYAAADeW0JTAAAgAElEQVR4nOzbL6vedRjH8XvbD48e\n",
"DwNBh0EWTeJELU5Ek+AjWBT/oCCCzaLYbUuCtgWjRQRXVgSLxWQZBhHBZhD8w1F2+wSOoGXX933O\n",
"6/UIPlz1zXVut9v2OwAAAAAAAAAIOD89AAAAAAAAAAD+K5EbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAICMbXoAAAAAAABAxUtHb0xP\n",
"WNYHT/44PWFZz3x1c3oCnCo+uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMg4t9tt++kRAAAAAAAABb+8fXl6wrKOrr83PWFZ92xvTk+AU8UnNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGdv0AAAAAAAAYF0X7310esJS7nv9gekJAGeeT24AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAytukBAMD/8/zhK9MTlvXtna+nJyzr1z9vT08A\n",
"AAAg6ofXjqcnLOXCY69OTwA483xyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkLFNDwCAk1w+emF6wrK+uP3X9IRlHXy/n56wrHevvTU9YVnXf/5oegIA\n",
"ALCABw+fmJ6wrKNrv01PIOL8zfenJwBnhE9uAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMrbpAQBwksP9xekJyzq49Nz0hHW5zb9659mPpycs65PPH5me\n",
"sKzfj3+angAAAHfNiwdXpyes6+qV6QVEfPPh09MTFvbl9AA4VXxyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAh\n",
"cgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkLFNDwCAk7x86eHpCXCq3Pru8ekJy/rj\n",
"+Mb0BAAAuGseuv+p6QnLuvHpZ9MTlrXfXZmeQMTfdy5MTwDOCJ/cAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAP+wby8vn5Z1HMd/Tz2T\n",
"kiYiWJAZ2WGgRdkBAzuRLSysTQeyFmZQ5GKCSKFM6UBWkJUoxpSBEEIboYJqE1EtjAy0ZJASjJiC\n",
"UJmsQXoy56BPC1dCgWD1vd7N6/UXfLbX/b6/AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGRsTw8AgH/lPa+8a3rCwl49PYCg9999/vSEZV3wnt9MT1jWXw+fPj1hKa/7+YHpCcs6\n",
"euzQ9AQA4Em64YUvnZ6wrN0LPzw9gYhHdn43PWFZF93pjQ38b7jkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYA\n",
"AAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIGN7egAAj3va1p7pCUs5/TkPTk8AThBn3/qh6QnLOnt6wGL+dt1t0xOW9bLPvX16wrLu3fnh\n",
"9ASAE9LLTnn39IRlveumX09PWNgbpgcQceBt90xPWNbOkYPTE4AThEtuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMrY2m+3d6REAbDannbx3esJSHty5\n",
"YnoC/F952q0fnZ6wrC988gPTE5Z15b5vTU9YytblN0xPWNYjh++anrCsz57r3/J/57r79k9PAP6P\n",
"/fai109PWNaLv3/J9ASKvr5vesFSTr38jOkJyzp67ND0BOAE4bUNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAxtZms707PQKAzea0k/dOT1jKgztXTE8g\n",
"aOvmfdMTlnXKR86YnrCso8cOTU9Y1tbW06cnLOXSMy6bnrCsb/z4jukJyzp61rnTE5Z14TlHpycs\n",
"65cP3zI9gYjzn3np9IRl/eTOP05PWNb23vdNTyDo42cfmJ6wlOvv3z89AeCE55IbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADKUFES4AAB3vSURBVJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACAjO3p\n",
"AQAA/ylH//Ss6QnLOnrs0PQEgnZ3H52esJRv/WX/9IRlff4rL5+esKxn33Le9IRl/eyqK6YnLOvM\n",
"a86ZnrCUnSMHpycs64vnHp6esKztve+bnkDQ1s37pics62uHvLcBWItLbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADK2Npvt3ekRAGw2P3rNO6cnLOWC\n",
"X7xlegJBR448MD1hWRecee/0hGXd+fC3pydA3s0vvXR6wrIuufu10xMI+vJLfj09YSlXH7xpesKy\n",
"Hv7M6dMTlrX9qS9NTyDoyucfmJ6wrOvu2z89AQCewCU3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGVub\n",
"zfbu9AgANpvb3/jW6QlLefVP3zE9YVmPPfbI9IRlHX3onukJy/rzZb+anrCsF333jukJkLe12Zqe\n",
"sKzvvOLi6QnLevudF0xPWNbu7vHpCUs5fnxnesKy9uw5fXoCQVu37JuesKxnfNCn8n9nd/fR6QkA\n",
"8AQuuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyNjabLZ3p0cAsNk8\n",
"9LGzpics5aRLnjs9YVlffderpics6+qDN01PAIAnePYp501PWNZtb94zPWFZ53zv0ukJkHf8+M70\n",
"hGV94gW/n56wrBsf2D89AQB4klxyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkLE9PQCAx+395vOmJyzlnmP3T09Y1uEjT5+eAAA8SYf+fsf0hGW96Wfn\n",
"T09Y1sFrL5+esJRHP/bp6QnLOukH10xPWNbu3XumJyzrxgcOT08AAHjKXHIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAh\n",
"cgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQsT09AIDH3f3ew9MTlnLq9VdP\n",
"T1jXdw9MLwAAeMru37l9esKyTr5qesFaLr72D9MTlnXrQ/+YnrCs3d2d6QkAAPwXueQGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGgH+2\n",
"b8e2FAVgGIbPTU5hDKvYQGsAM6GQ6ExgBo1CotPR67gKkquwgEb+8ybPM8HXv/kAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgIzdsqyH6REALMv34WZ6wqbs3x6m\n",
"J2zW2fHX9ITNunu/mp4AAAAAAMA/8+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYA\n",
"AAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgY50eAMCvz/3L9IRNObq9nJ6wWa+H0+kJAAAAAAAwxpMbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAICMdXoAAL/uTx6nJ2zK9fP59ITNevq4mJ4AAAAAAABjPLkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI2C3LepgeAQAAAAAAAAB/4ckNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAEDG\n",
"DwQ0Gmrmq06dAAAAAElFTkSuQmCC\n",
"\" transform=\"translate(136, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip7603\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip7603)\">\n",
"<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAMTUlEQVR4nO3dwY3sRhAFQY5Q/lsh\n",
"L6XfLQtUeSQPERYsEg8kmpyZ/f17/r4P/+uvt/+ArxMoCBQECgKFOffft/+GT7OgIFAQKAgUBApz\n",
"3cVWFhQECgIFgcLc4yK9saAgUBAoCBQECo4awYKCQEGgIFAQKLiLBQsKAgWBgkDBRTpYUBAoCBQE\n",
"CgIFr32CBQWBgkBBoOCoESwoCBQECgIFgYK7WLCgIFAQKAgUBArzeGC2sqAgUBAoCBRcpIMFBYGC\n",
"QEGgIFCYxwOzlQUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK85x/3v4bPs2CgkBBoCBQ\n",
"8FYjWFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAXCxYUBAoCBYHC/O6ft/+GT7OgIFAQKAgUBArzHHex\n",
"jQUFgYJAQaAgUJifu9jKgoJAQaAgUHDUCBYUBAoCBYGCQGEer31WFhQECgIFgYLnQcGCgkBBoCBQ\n",
"ECh4YBYsKAgUBAoCBYGCs1iwoCBQECgIFBw1ggUFgYJAQaAgUJjfOW//DZ9mQUGgIFAQKAgUnMWC\n",
"BQWBgkBBoOAiHSwoCBQECgIFgYJ388GCgkBBoCBQmMdbjZUFBYGCQEGgIFBw1AgWFAQKAgWBgkDB\n",
"a59gQUGgIFAQKLhIBwsKAgWBgkBBoODLLMGCgkBBoCBQ8G4+WFAQKAgUBAoCBQ/MggUFgYJAQaAg\n",
"UHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK3s0HCwoCBYGCQEGg4LVPsKAgUBAoCBQ8MAsWFAQKAgWB\n",
"gkDBXSxYUBAoCBQECi7SwYKCQEGgIFAQKMxz7tt/w6dZUBAoCBQECgKFea6z2MaCgkBBoCBQ8MAs\n",
"WFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQKHpgFCwoCBYGCQMFR\n",
"I1hQECgIFAQKAoV53MRWFhQECgIFgYJAwV0sWFAQKAgUBArjC4c7CwoCBYGCQEGg4KgRLCgIFAQK\n",
"AgWBgrtYsKAgUBAoCBRcpIMFBYGCQEGgIFCYx3dZVhYUBAoCBYHC3PN7+2/4NAsKAgWBgkBBoOCB\n",
"WbCgIFAQKAgUBArzOIutLCgIFAQKAoW510V6Y0FBoCBQECgIFBw1ggUFgYJAQaDgIh0sKAgUBAoC\n",
"BYGCB2bBgoJAQaAgUBAoOIsFCwoCBYGCQGGeo9FGnSBQECgIFAQKHpgFCwoCBYGCQEGg4IFZsKAg\n",
"UBAoCBT8+kuwoCBQECgIFAQK81yNNuoEgYJAQaDgqBEsKAgUBAoCBYGCu1iwoCBQECgIFAQKPicd\n",
"1AkCBYGCQMHHgIMFBYGCQEGgIFDwMeBgQUGgIFAQKAgU5npgtlInCBQECgIFD8yCBQWBgkBBoCBQ\n",
"8MAsWFAQKAgUBAqeBwV1gkBBoCBQECh4YBYsKAgUBAoCBYGCr2QGCwoCBYGCQGGun+haqRMECgIF\n",
"gYJAwbv5YEFBoCBQECgIFDwwCxYUBAoCBYGCd/PBgoJAQaAgUBAo+Jx0UCcIFAQKAgVHjWBBQaAg\n",
"UBAoCBS81QgWFAQKAgWBgkDBWSxYUBAoCBQECt5qBHWCQEGgIFAQKDhqBAsKAgWBgkBBoOC1T7Cg\n",
"IFAQKAgUHDWCBQWBgkBBoCBQ8NonqBMECgIFgYKjRrCgIFAQKAgUBAruYsGCgkBBoCBQECi4iwUL\n",
"CgIFgYJAwQeoggUFgYJAQaAgUJjj/4ut1AkCBYGCQMHzoGBBQaAgUBAoCBQ8MAsWFAQKAgWBgkDB\n",
"WSxYUBAoCBQECi7SwYKCQEGgIFAQKLiLBQsKAgWBgkBBoOAuFiwoCBQECgKFOS7SKwsKAgWBgkBB\n",
"oOCoESwoCBQECgIFF+lgQUGgIFAQKAgU3MWCBQWBgkBBoCBQcBcLFhQECgIFgYKLdLCgIFAQKAgU\n",
"BAo+YRYsKAgUBAoCBYGCs1iwoCBQECgIFFykgwUFgYJAQaAgUPCfWYI6QaAgUBAoOGoECwoCBYGC\n",
"QEGg4N18sKAgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQECgIFd7FgQUGg\n",
"IFAQKHhgFiwoCBQECgIFgcLcx11sY0FBoCBQECg4agQLCgIFgYJAQaDgrUawoCBQECgIFAQKc+7b\n",
"f8K3WVAQKAgUBAqOGsGCgkBBoCBQECh47RMsKAgUBAoChTk+QLWyoCBQECgIFAQKHpgFCwoCBYGC\n",
"QEGg4IFZsKAgUBAoCBQcNYIFBYGCQEGgIFCY8/Zf8HEWFAQKAgWBgkDBWSxYUBAoCBQECt5qBAsK\n",
"AgWBgkBBoOCHJoMFBYGCQEGg4KgRLCgIFAQKAgWBgp/oChYUBAoCBYGCQMEDs2BBQaAgUBAo+ABV\n",
"sKAgUBAoCBQECr7MEiwoCBQECgIFgYKzWLCgIFAQKAgUHDWCBQWBgkBBoCBQcNQIFhQECgIFgYIv\n",
"swQLCgIFgYJAQaAwvsuys6AgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQE\n",
"CgIFZ7FgQUGgIFAQKDhqBAsKAgWBgkBBoODnkoMFBYGCQEGg4NeAgwUFgYJAQaAgUHDUCBYUBAoC\n",
"BYGCQGGOs9jKgoJAQaAgUJjrqLGyoCBQECgIFAQKPmEWLCgIFAQKAgXf1QgWFAQKAgWBgkDBu/lg\n",
"QUGgIFAQKAgUvJsPFhQECgIFgYJ388GCgkBBoCBQECj4V8bBgoJAQaAgUBAo+IRZsKAgUBAoCBQ8\n",
"MAsWFAQKAgWBgkDBA7NgQUGgIFAQKDhqBAsKAgWBgkBBoOBjwMGCgkBBoCBQECj4SmawoCBQECgI\n",
"FPz6S7CgIFAQKAgUBAqOGsGCgkBBoCBQECi4iwULCgIFgYJAwb8yDhYUBAoCBYGCQMFRI1hQECgI\n",
"FAQK3s0HCwoCBYGCQEGg4KgRLCgIFAQKAgWBgrtYsKAgUBAoCBQ8MAsWFAQKAgWBgkDBUSNYUBAo\n",
"CBQECgIFP5ccLCgIFAQKAgU/lxwsKAgUBAoCBYGCB2bBgoJAQaAgUPBuPlhQECgIFAQKAgVHjWBB\n",
"QaAgUBAoCBTmPm5jGwsKAgWBgkDBUSNYUBAoCBQECgIFr32CBQWBgkBBoCBQcBYLFhQECgIFgYKj\n",
"RrCgIFAQKAgUBAqOGsGCgkBBoCBQ8L35YEFBoCBQECgIFOb4GPDKgoJAQaAgUBAoOIsFCwoCBYGC\n",
"QMFRI1hQECgIFAQKAgW/aR8sKAgUBAoChbkeCK0sKAgUBAoCBYGCo0awoCBQECgIFAQKvswSLCgI\n",
"FAQKAgW/BhwsKAgUBAoCBYGCo0awoCBQECgIFAQKPicdLCgIFAQKAgUPzIIFBYGCQEGgIFBw1AgW\n",
"FAQKAgWBgot0sKAgUBAoCBQECnN8JXNlQUGgIFAQKAgUvPYJFhQECgIFgYIHZsGCgkBBoCBQECi4\n",
"iwULCgIFgYJAQaDgLhYsKAgUBAoChbmPn5rcWFAQKAgUBAoCBUeNYEFBoCBQECjM+TlqbCwoCBQE\n",
"CgIFgcIcD8xWFhQECgIFgYJAwV0sWFAQKAgUBArezQcLCgIFgYJAQaAw5+fd/MaCgkBBoCBQECh4\n",
"YBYsKAgUBAoCBRfpYEFBoCBQECgIFLz2CRYUBAoCBYHCnOfP23/Dp1lQECgIFAQKAgUPzIIFBYGC\n",
"QEGgIFCY6yy2sqAgUBAoCBQcNYIFBYGCQEGgIFBwFwsWFAQKAgWBgudBwYKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoOAsFiwoCBQECgIF3zgMFhQECgIFgYJAYc51F9tYUBAoCBQECgIFZ7FgQUGgIFAQKMx1\n",
"1FhZUBAoCBQECgIFR41gQUGgIFAQKPgAVbCgIFAQKAgUBArezQcLCgIFgYJAQaDggVmwoCBQECgI\n",
"FLybDxYUBAoCBYGCQMFrn2BBQaAgUBAoCBScxYIFBYGCQEGg4K1GsKAgUBAoCBQECo4awYKCQEGg\n",
"IFDwViNYUBAoCBQECgIFR41gQUGgIFAQKAgUvPYJFhQECgIFgcLc64HZxoKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoDDPvW//DZ9mQUGgIFAQKMzjqLGyoCBQECgIFAQKPmEWLCgIFAQKAgVHjWBBQaAgUBAo\n",
"CBS8mw8WFAQKAgWBgkBhHg/MVhYUBAoCBYGCo0awoCBQECgIFAQKXvsECwoCBYGCQOE/A73wTbrr\n",
"u5UAAAAASUVORK5CYII=\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 1468.62 Q2277.09 1468.62 2275.26 1472.18 Q2273.45 1475.72 2273.45 1482.85 Q2273.45 1489.96 2275.26 1493.53 Q2277.09 1497.07 2280.7 1497.07 Q2284.33 1497.07 2286.14 1493.53 Q2287.97 1489.96 2287.97 1482.85 Q2287.97 1475.72 2286.14 1472.18 Q2284.33 1468.62 2280.7 1468.62 M2280.7 1464.91 Q2286.51 1464.91 2289.57 1469.52 Q2292.64 1474.1 2292.64 1482.85 Q2292.64 1491.58 2289.57 1496.19 Q2286.51 1500.77 2280.7 1500.77 Q2274.89 1500.77 2271.81 1496.19 Q2268.76 1491.58 2268.76 1482.85 Q2268.76 1474.1 2271.81 1469.52 Q2274.89 1464.91 2280.7 1464.91 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 1324.7 Q2277.09 1324.7 2275.26 1328.26 Q2273.45 1331.8 2273.45 1338.93 Q2273.45 1346.04 2275.26 1349.6 Q2277.09 1353.15 2280.7 1353.15 Q2284.33 1353.15 2286.14 1349.6 Q2287.97 1346.04 2287.97 1338.93 Q2287.97 1331.8 2286.14 1328.26 Q2284.33 1324.7 2280.7 1324.7 M2280.7 1320.99 Q2286.51 1320.99 2289.57 1325.6 Q2292.64 1330.18 2292.64 1338.93 Q2292.64 1347.66 2289.57 1352.27 Q2286.51 1356.85 2280.7 1356.85 Q2274.89 1356.85 2271.81 1352.27 Q2268.76 1347.66 2268.76 1338.93 Q2268.76 1330.18 2271.81 1325.6 Q2274.89 1320.99 2280.7 1320.99 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 1350.3 L2302.6 1350.3 L2302.6 1356.18 L2297.71 1356.18 L2297.71 1350.3 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2308.48 1352.24 L2316.12 1352.24 L2316.12 1325.88 L2307.81 1327.54 L2307.81 1323.29 L2316.07 1321.62 L2320.75 1321.62 L2320.75 1352.24 L2328.39 1352.24 L2328.39 1356.18 L2308.48 1356.18 L2308.48 1352.24 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 1180.78 Q2277.09 1180.78 2275.26 1184.34 Q2273.45 1187.88 2273.45 1195.01 Q2273.45 1202.12 2275.26 1205.68 Q2277.09 1209.23 2280.7 1209.23 Q2284.33 1209.23 2286.14 1205.68 Q2287.97 1202.12 2287.97 1195.01 Q2287.97 1187.88 2286.14 1184.34 Q2284.33 1180.78 2280.7 1180.78 M2280.7 1177.07 Q2286.51 1177.07 2289.57 1181.68 Q2292.64 1186.26 2292.64 1195.01 Q2292.64 1203.74 2289.57 1208.35 Q2286.51 1212.93 2280.7 1212.93 Q2274.89 1212.93 2271.81 1208.35 Q2268.76 1203.74 2268.76 1195.01 Q2268.76 1186.26 2271.81 1181.68 Q2274.89 1177.07 2280.7 1177.07 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 1206.38 L2302.6 1206.38 L2302.6 1212.26 L2297.71 1212.26 L2297.71 1206.38 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2311.7 1208.32 L2328.01 1208.32 L2328.01 1212.26 L2306.07 1212.26 L2306.07 1208.32 Q2308.73 1205.57 2313.32 1200.94 Q2317.92 1196.29 2319.1 1194.94 Q2321.35 1192.42 2322.23 1190.68 Q2323.13 1188.93 2323.13 1187.24 Q2323.13 1184.48 2321.19 1182.74 Q2319.26 1181.01 2316.16 1181.01 Q2313.96 1181.01 2311.51 1181.77 Q2309.08 1182.54 2306.3 1184.09 L2306.3 1179.36 Q2309.13 1178.23 2311.58 1177.65 Q2314.03 1177.07 2316.07 1177.07 Q2321.44 1177.07 2324.64 1179.76 Q2327.83 1182.44 2327.83 1186.93 Q2327.83 1189.06 2327.02 1190.99 Q2326.23 1192.88 2324.13 1195.48 Q2323.55 1196.15 2320.45 1199.36 Q2317.34 1202.56 2311.7 1208.32 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 1036.86 Q2277.09 1036.86 2275.26 1040.42 Q2273.45 1043.96 2273.45 1051.09 Q2273.45 1058.2 2275.26 1061.76 Q2277.09 1065.31 2280.7 1065.31 Q2284.33 1065.31 2286.14 1061.76 Q2287.97 1058.2 2287.97 1051.09 Q2287.97 1043.96 2286.14 1040.42 Q2284.33 1036.86 2280.7 1036.86 M2280.7 1033.15 Q2286.51 1033.15 2289.57 1037.76 Q2292.64 1042.34 2292.64 1051.09 Q2292.64 1059.82 2289.57 1064.43 Q2286.51 1069.01 2280.7 1069.01 Q2274.89 1069.01 2271.81 1064.43 Q2268.76 1059.82 2268.76 1051.09 Q2268.76 1042.34 2271.81 1037.76 Q2274.89 1033.15 2280.7 1033.15 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 1062.46 L2302.6 1062.46 L2302.6 1068.34 L2297.71 1068.34 L2297.71 1062.46 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2321.83 1049.7 Q2325.19 1050.42 2327.07 1052.69 Q2328.96 1054.96 2328.96 1058.29 Q2328.96 1063.41 2325.45 1066.21 Q2321.93 1069.01 2315.45 1069.01 Q2313.27 1069.01 2310.95 1068.57 Q2308.66 1068.15 2306.21 1067.3 L2306.21 1062.78 Q2308.15 1063.92 2310.47 1064.5 Q2312.78 1065.07 2315.31 1065.07 Q2319.7 1065.07 2322 1063.34 Q2324.31 1061.6 2324.31 1058.29 Q2324.31 1055.24 2322.16 1053.52 Q2320.03 1051.79 2316.21 1051.79 L2312.18 1051.79 L2312.18 1047.94 L2316.39 1047.94 Q2319.84 1047.94 2321.67 1046.58 Q2323.5 1045.19 2323.5 1042.6 Q2323.5 1039.94 2321.6 1038.52 Q2319.73 1037.09 2316.21 1037.09 Q2314.29 1037.09 2312.09 1037.5 Q2309.89 1037.92 2307.25 1038.8 L2307.25 1034.63 Q2309.91 1033.89 2312.23 1033.52 Q2314.57 1033.15 2316.63 1033.15 Q2321.95 1033.15 2325.05 1035.58 Q2328.15 1037.99 2328.15 1042.11 Q2328.15 1044.98 2326.51 1046.97 Q2324.87 1048.94 2321.83 1049.7 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 892.936 Q2277.09 892.936 2275.26 896.501 Q2273.45 900.043 2273.45 907.172 Q2273.45 914.279 2275.26 917.844 Q2277.09 921.385 2280.7 921.385 Q2284.33 921.385 2286.14 917.844 Q2287.97 914.279 2287.97 907.172 Q2287.97 900.043 2286.14 896.501 Q2284.33 892.936 2280.7 892.936 M2280.7 889.233 Q2286.51 889.233 2289.57 893.839 Q2292.64 898.422 2292.64 907.172 Q2292.64 915.899 2289.57 920.506 Q2286.51 925.089 2280.7 925.089 Q2274.89 925.089 2271.81 920.506 Q2268.76 915.899 2268.76 907.172 Q2268.76 898.422 2271.81 893.839 Q2274.89 889.233 2280.7 889.233 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 918.538 L2302.6 918.538 L2302.6 924.418 L2297.71 924.418 L2297.71 918.538 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2320.51 893.932 L2308.71 912.381 L2320.51 912.381 L2320.51 893.932 M2319.29 889.858 L2325.17 889.858 L2325.17 912.381 L2330.1 912.381 L2330.1 916.269 L2325.17 916.269 L2325.17 924.418 L2320.51 924.418 L2320.51 916.269 L2304.91 916.269 L2304.91 911.756 L2319.29 889.858 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 749.016 Q2277.09 749.016 2275.26 752.581 Q2273.45 756.122 2273.45 763.252 Q2273.45 770.358 2275.26 773.923 Q2277.09 777.465 2280.7 777.465 Q2284.33 777.465 2286.14 773.923 Q2287.97 770.358 2287.97 763.252 Q2287.97 756.122 2286.14 752.581 Q2284.33 749.016 2280.7 749.016 M2280.7 745.312 Q2286.51 745.312 2289.57 749.919 Q2292.64 754.502 2292.64 763.252 Q2292.64 771.979 2289.57 776.585 Q2286.51 781.168 2280.7 781.168 Q2274.89 781.168 2271.81 776.585 Q2268.76 771.979 2268.76 763.252 Q2268.76 754.502 2271.81 749.919 Q2274.89 745.312 2280.7 745.312 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 774.618 L2302.6 774.618 L2302.6 780.497 L2297.71 780.497 L2297.71 774.618 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2307.71 745.937 L2326.07 745.937 L2326.07 749.872 L2312 749.872 L2312 758.345 Q2313.01 757.997 2314.03 757.835 Q2315.05 757.65 2316.07 757.65 Q2321.86 757.65 2325.24 760.821 Q2328.62 763.993 2328.62 769.409 Q2328.62 774.988 2325.14 778.09 Q2321.67 781.168 2315.35 781.168 Q2313.18 781.168 2310.91 780.798 Q2308.66 780.428 2306.26 779.687 L2306.26 774.988 Q2308.34 776.122 2310.56 776.678 Q2312.78 777.233 2315.26 777.233 Q2319.26 777.233 2321.6 775.127 Q2323.94 773.02 2323.94 769.409 Q2323.94 765.798 2321.6 763.692 Q2319.26 761.585 2315.26 761.585 Q2313.39 761.585 2311.51 762.002 Q2309.66 762.419 2307.71 763.298 L2307.71 745.937 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 605.095 Q2277.09 605.095 2275.26 608.66 Q2273.45 612.202 2273.45 619.332 Q2273.45 626.438 2275.26 630.003 Q2277.09 633.544 2280.7 633.544 Q2284.33 633.544 2286.14 630.003 Q2287.97 626.438 2287.97 619.332 Q2287.97 612.202 2286.14 608.66 Q2284.33 605.095 2280.7 605.095 M2280.7 601.392 Q2286.51 601.392 2289.57 605.998 Q2292.64 610.582 2292.64 619.332 Q2292.64 628.058 2289.57 632.665 Q2286.51 637.248 2280.7 637.248 Q2274.89 637.248 2271.81 632.665 Q2268.76 628.058 2268.76 619.332 Q2268.76 610.582 2271.81 605.998 Q2274.89 601.392 2280.7 601.392 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 630.697 L2302.6 630.697 L2302.6 636.577 L2297.71 636.577 L2297.71 630.697 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2318.25 617.433 Q2315.1 617.433 2313.25 619.586 Q2311.42 621.739 2311.42 625.489 Q2311.42 629.216 2313.25 631.392 Q2315.1 633.544 2318.25 633.544 Q2321.39 633.544 2323.22 631.392 Q2325.08 629.216 2325.08 625.489 Q2325.08 621.739 2323.22 619.586 Q2321.39 617.433 2318.25 617.433 M2327.53 602.781 L2327.53 607.04 Q2325.77 606.207 2323.96 605.767 Q2322.18 605.327 2320.42 605.327 Q2315.79 605.327 2313.34 608.452 Q2310.91 611.577 2310.56 617.896 Q2311.93 615.882 2313.99 614.818 Q2316.05 613.73 2318.52 613.73 Q2323.73 613.73 2326.74 616.901 Q2329.77 620.049 2329.77 625.489 Q2329.77 630.813 2326.63 634.031 Q2323.48 637.248 2318.25 637.248 Q2312.25 637.248 2309.08 632.665 Q2305.91 628.058 2305.91 619.332 Q2305.91 611.137 2309.8 606.276 Q2313.69 601.392 2320.24 601.392 Q2322 601.392 2323.78 601.739 Q2325.58 602.086 2327.53 602.781 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 461.175 Q2277.09 461.175 2275.26 464.74 Q2273.45 468.282 2273.45 475.411 Q2273.45 482.518 2275.26 486.082 Q2277.09 489.624 2280.7 489.624 Q2284.33 489.624 2286.14 486.082 Q2287.97 482.518 2287.97 475.411 Q2287.97 468.282 2286.14 464.74 Q2284.33 461.175 2280.7 461.175 M2280.7 457.471 Q2286.51 457.471 2289.57 462.078 Q2292.64 466.661 2292.64 475.411 Q2292.64 484.138 2289.57 488.744 Q2286.51 493.328 2280.7 493.328 Q2274.89 493.328 2271.81 488.744 Q2268.76 484.138 2268.76 475.411 Q2268.76 466.661 2271.81 462.078 Q2274.89 457.471 2280.7 457.471 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 486.777 L2302.6 486.777 L2302.6 492.656 L2297.71 492.656 L2297.71 486.777 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2306.49 458.096 L2328.71 458.096 L2328.71 460.087 L2316.16 492.656 L2311.28 492.656 L2323.08 462.032 L2306.49 462.032 L2306.49 458.096 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 317.255 Q2277.09 317.255 2275.26 320.82 Q2273.45 324.361 2273.45 331.491 Q2273.45 338.597 2275.26 342.162 Q2277.09 345.704 2280.7 345.704 Q2284.33 345.704 2286.14 342.162 Q2287.97 338.597 2287.97 331.491 Q2287.97 324.361 2286.14 320.82 Q2284.33 317.255 2280.7 317.255 M2280.7 313.551 Q2286.51 313.551 2289.57 318.158 Q2292.64 322.741 2292.64 331.491 Q2292.64 340.218 2289.57 344.824 Q2286.51 349.407 2280.7 349.407 Q2274.89 349.407 2271.81 344.824 Q2268.76 340.218 2268.76 331.491 Q2268.76 322.741 2271.81 318.158 Q2274.89 313.551 2280.7 313.551 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 342.856 L2302.6 342.856 L2302.6 348.736 L2297.71 348.736 L2297.71 342.856 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2317.67 332.324 Q2314.33 332.324 2312.41 334.106 Q2310.51 335.889 2310.51 339.014 Q2310.51 342.139 2312.41 343.921 Q2314.33 345.704 2317.67 345.704 Q2321 345.704 2322.92 343.921 Q2324.84 342.116 2324.84 339.014 Q2324.84 335.889 2322.92 334.106 Q2321.02 332.324 2317.67 332.324 M2312.99 330.333 Q2309.98 329.593 2308.29 327.532 Q2306.63 325.472 2306.63 322.509 Q2306.63 318.366 2309.57 315.958 Q2312.53 313.551 2317.67 313.551 Q2322.83 313.551 2325.77 315.958 Q2328.71 318.366 2328.71 322.509 Q2328.71 325.472 2327.02 327.532 Q2325.35 329.593 2322.37 330.333 Q2325.75 331.12 2327.62 333.412 Q2329.52 335.704 2329.52 339.014 Q2329.52 344.037 2326.44 346.722 Q2323.39 349.407 2317.67 349.407 Q2311.95 349.407 2308.87 346.722 Q2305.82 344.037 2305.82 339.014 Q2305.82 335.704 2307.71 333.412 Q2309.61 331.12 2312.99 330.333 M2311.28 322.949 Q2311.28 325.634 2312.95 327.139 Q2314.64 328.644 2317.67 328.644 Q2320.68 328.644 2322.37 327.139 Q2324.08 325.634 2324.08 322.949 Q2324.08 320.264 2322.37 318.759 Q2320.68 317.255 2317.67 317.255 Q2314.64 317.255 2312.95 318.759 Q2311.28 320.264 2311.28 322.949 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2280.7 173.334 Q2277.09 173.334 2275.26 176.899 Q2273.45 180.441 2273.45 187.57 Q2273.45 194.677 2275.26 198.242 Q2277.09 201.783 2280.7 201.783 Q2284.33 201.783 2286.14 198.242 Q2287.97 194.677 2287.97 187.57 Q2287.97 180.441 2286.14 176.899 Q2284.33 173.334 2280.7 173.334 M2280.7 169.631 Q2286.51 169.631 2289.57 174.237 Q2292.64 178.82 2292.64 187.57 Q2292.64 196.297 2289.57 200.904 Q2286.51 205.487 2280.7 205.487 Q2274.89 205.487 2271.81 200.904 Q2268.76 196.297 2268.76 187.57 Q2268.76 178.82 2271.81 174.237 Q2274.89 169.631 2280.7 169.631 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2297.71 198.936 L2302.6 198.936 L2302.6 204.816 L2297.71 204.816 L2297.71 198.936 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2307.81 204.098 L2307.81 199.839 Q2309.57 200.672 2311.37 201.112 Q2313.18 201.552 2314.91 201.552 Q2319.54 201.552 2321.97 198.45 Q2324.43 195.325 2324.77 188.982 Q2323.43 190.973 2321.37 192.038 Q2319.31 193.103 2316.81 193.103 Q2311.63 193.103 2308.59 189.978 Q2305.58 186.83 2305.58 181.39 Q2305.58 176.066 2308.73 172.848 Q2311.88 169.631 2317.11 169.631 Q2323.11 169.631 2326.26 174.237 Q2329.43 178.82 2329.43 187.57 Q2329.43 195.742 2325.54 200.626 Q2321.67 205.487 2315.12 205.487 Q2313.36 205.487 2311.56 205.14 Q2309.75 204.793 2307.81 204.098 M2317.11 189.445 Q2320.26 189.445 2322.09 187.293 Q2323.94 185.14 2323.94 181.39 Q2323.94 177.663 2322.09 175.51 Q2320.26 173.334 2317.11 173.334 Q2313.96 173.334 2312.11 175.51 Q2310.28 177.663 2310.28 181.39 Q2310.28 185.14 2312.11 187.293 Q2313.96 189.445 2317.11 189.445 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2269.43 56.9601 L2277.07 56.9601 L2277.07 30.5945 L2268.76 32.2612 L2268.76 28.002 L2277.02 26.3353 L2281.7 26.3353 L2281.7 56.9601 L2289.33 56.9601 L2289.33 60.8953 L2269.43 60.8953 L2269.43 56.9601 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2294.4 55.0157 L2299.29 55.0157 L2299.29 60.8953 L2294.4 60.8953 L2294.4 55.0157 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip7600)\" d=\"M 0 0 M2314.36 29.414 Q2310.75 29.414 2308.92 32.9788 Q2307.11 36.5204 2307.11 43.65 Q2307.11 50.7565 2308.92 54.3213 Q2310.75 57.8629 2314.36 57.8629 Q2317.99 57.8629 2319.8 54.3213 Q2321.63 50.7565 2321.63 43.65 Q2321.63 36.5204 2319.8 32.9788 Q2317.99 29.414 2314.36 29.414 M2314.36 25.7103 Q2320.17 25.7103 2323.22 30.3168 Q2326.3 34.9001 2326.3 43.65 Q2326.3 52.3768 2323.22 56.9833 Q2320.17 61.5666 2314.36 61.5666 Q2308.55 61.5666 2305.47 56.9833 Q2302.41 52.3768 2302.41 43.65 Q2302.41 34.9001 2305.47 30.3168 Q2308.55 25.7103 2314.36 25.7103 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip7600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1486.45 2232.76,1486.45 2256.76,1486.45 2232.76,1486.45 2232.76,1342.53 2256.76,1342.53 2232.76,1342.53 2232.76,1198.61 2256.76,1198.61 2232.76,1198.61 \n",
" 2232.76,1054.69 2256.76,1054.69 2232.76,1054.69 2232.76,910.766 2256.76,910.766 2232.76,910.766 2232.76,766.846 2256.76,766.846 2232.76,766.846 2232.76,622.926 \n",
" 2256.76,622.926 2232.76,622.926 2232.76,479.005 2256.76,479.005 2232.76,479.005 2232.76,335.085 2256.76,335.085 2232.76,335.085 2232.76,191.164 2256.76,191.164 \n",
" 2232.76,191.164 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(xtrain[:,:,1], yflip=true)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
"<defs>\n",
" <clipPath id=\"clip9600\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip9600)\" d=\"\n",
"M0 1600 L2400 1600 L2400 0 L0 0 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip9601\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip9600)\" d=\"\n",
"M135.95 1486.45 L2112.76 1486.45 L2112.76 47.2441 L135.95 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip9602\">\n",
" <rect x=\"135\" y=\"47\" width=\"1978\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 453.651,47.2441 453.651,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 806.652,47.2441 806.652,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1159.65,47.2441 1159.65,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1512.65,47.2441 1512.65,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1865.66,47.2441 1865.66,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,278.545 2112.76,278.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,535.545 2112.76,535.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,792.546 2112.76,792.546 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,1049.55 2112.76,1049.55 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9602)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,1306.55 2112.76,1306.55 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1486.45 2112.76,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,47.2441 135.95,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 453.651,1486.45 453.651,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 806.652,1486.45 806.652,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1159.65,1486.45 1159.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1512.65,1486.45 1512.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1865.66,1486.45 1865.66,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,278.545 159.672,278.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,535.545 159.672,535.545 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,792.546 159.672,792.546 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1049.55 159.672,1049.55 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1306.55 159.672,1306.55 \n",
" \"/>\n",
"<path clip-path=\"url(#clip9600)\" d=\"M 0 0 M443.929 1505.36 L462.285 1505.36 L462.285 1509.3 L448.211 1509.3 L448.211 1517.77 Q449.23 1517.42 450.248 1517.26 Q451.267 1517.07 452.285 1517.07 Q458.072 1517.07 461.452 1520.24 Q464.832 1523.42 464.832 1528.83 Q464.832 1534.41 461.359 1537.51 Q457.887 1540.59 451.568 1540.59 Q449.392 1540.59 447.123 1540.22 Q444.878 1539.85 442.471 1539.11 L442.471 1534.41 Q444.554 1535.54 446.776 1536.1 Q448.998 1536.66 451.475 1536.66 Q455.48 1536.66 457.818 1534.55 Q460.156 1532.44 460.156 1528.83 Q460.156 1525.22 457.818 1523.11 Q455.48 1521.01 451.475 1521.01 Q449.6 1521.01 447.725 1521.42 Q445.873 1521.84 443.929 1522.72 L443.929 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M783.527 1535.98 L791.166 1535.98 L791.166 1509.62 L782.856 1511.29 L782.856 1507.03 L791.12 1505.36 L795.796 1505.36 L795.796 1535.98 L803.435 1535.98 L803.435 1539.92 L783.527 1539.92 L783.527 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M818.504 1508.44 Q814.893 1508.44 813.064 1512 Q811.259 1515.55 811.259 1522.67 Q811.259 1529.78 813.064 1533.35 Q814.893 1536.89 818.504 1536.89 Q822.138 1536.89 823.944 1533.35 Q825.772 1529.78 825.772 1522.67 Q825.772 1515.55 823.944 1512 Q822.138 1508.44 818.504 1508.44 M818.504 1504.73 Q824.314 1504.73 827.37 1509.34 Q830.448 1513.92 830.448 1522.67 Q830.448 1531.4 827.37 1536.01 Q824.314 1540.59 818.504 1540.59 Q812.694 1540.59 809.615 1536.01 Q806.56 1531.4 806.56 1522.67 Q806.56 1513.92 809.615 1509.34 Q812.694 1504.73 818.504 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M1137.03 1535.98 L1144.66 1535.98 L1144.66 1509.62 L1136.35 1511.29 L1136.35 1507.03 L1144.62 1505.36 L1149.29 1505.36 L1149.29 1535.98 L1156.93 1535.98 L1156.93 1539.92 L1137.03 1539.92 L1137.03 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M1162.05 1505.36 L1180.41 1505.36 L1180.41 1509.3 L1166.33 1509.3 L1166.33 1517.77 Q1167.35 1517.42 1168.37 1517.26 Q1169.39 1517.07 1170.41 1517.07 Q1176.19 1517.07 1179.57 1520.24 Q1182.95 1523.42 1182.95 1528.83 Q1182.95 1534.41 1179.48 1537.51 Q1176.01 1540.59 1169.69 1540.59 Q1167.51 1540.59 1165.24 1540.22 Q1163 1539.85 1160.59 1539.11 L1160.59 1534.41 Q1162.67 1535.54 1164.9 1536.1 Q1167.12 1536.66 1169.6 1536.66 Q1173.6 1536.66 1175.94 1534.55 Q1178.28 1532.44 1178.28 1528.83 Q1178.28 1525.22 1175.94 1523.11 Q1173.6 1521.01 1169.6 1521.01 Q1167.72 1521.01 1165.85 1521.42 Q1163.99 1521.84 1162.05 1522.72 L1162.05 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M1493.8 1535.98 L1510.12 1535.98 L1510.12 1539.92 L1488.18 1539.92 L1488.18 1535.98 Q1490.84 1533.23 1495.42 1528.6 Q1500.03 1523.95 1501.21 1522.61 Q1503.45 1520.08 1504.33 1518.35 Q1505.24 1516.59 1505.24 1514.9 Q1505.24 1512.14 1503.29 1510.41 Q1501.37 1508.67 1498.27 1508.67 Q1496.07 1508.67 1493.61 1509.43 Q1491.18 1510.2 1488.41 1511.75 L1488.41 1507.03 Q1491.23 1505.89 1493.68 1505.31 Q1496.14 1504.73 1498.18 1504.73 Q1503.55 1504.73 1506.74 1507.42 Q1509.93 1510.11 1509.93 1514.6 Q1509.93 1516.73 1509.12 1518.65 Q1508.34 1520.54 1506.23 1523.14 Q1505.65 1523.81 1502.55 1527.03 Q1499.45 1530.22 1493.8 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M1525.19 1508.44 Q1521.58 1508.44 1519.75 1512 Q1517.94 1515.55 1517.94 1522.67 Q1517.94 1529.78 1519.75 1533.35 Q1521.58 1536.89 1525.19 1536.89 Q1528.82 1536.89 1530.63 1533.35 Q1532.46 1529.78 1532.46 1522.67 Q1532.46 1515.55 1530.63 1512 Q1528.82 1508.44 1525.19 1508.44 M1525.19 1504.73 Q1531 1504.73 1534.05 1509.34 Q1537.13 1513.92 1537.13 1522.67 Q1537.13 1531.4 1534.05 1536.01 Q1531 1540.59 1525.19 1540.59 Q1519.38 1540.59 1516.3 1536.01 Q1513.24 1531.4 1513.24 1522.67 Q1513.24 1513.92 1516.3 1509.34 Q1519.38 1504.73 1525.19 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M1847.3 1535.98 L1863.62 1535.98 L1863.62 1539.92 L1841.67 1539.92 L1841.67 1535.98 Q1844.34 1533.23 1848.92 1528.6 Q1853.53 1523.95 1854.71 1522.61 Q1856.95 1520.08 1857.83 1518.35 Q1858.73 1516.59 1858.73 1514.9 Q1858.73 1512.14 1856.79 1510.41 Q1854.87 1508.67 1851.77 1508.67 Q1849.57 1508.67 1847.11 1509.43 Q1844.68 1510.2 1841.91 1511.75 L1841.91 1507.03 Q1844.73 1505.89 1847.18 1505.31 Q1849.64 1504.73 1851.67 1504.73 Q1857.04 1504.73 1860.24 1507.42 Q1863.43 1510.11 1863.43 1514.6 Q1863.43 1516.73 1862.62 1518.65 Q1861.84 1520.54 1859.73 1523.14 Q1859.15 1523.81 1856.05 1527.03 Q1852.95 1530.22 1847.3 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M1868.73 1505.36 L1887.09 1505.36 L1887.09 1509.3 L1873.02 1509.3 L1873.02 1517.77 Q1874.03 1517.42 1875.05 1517.26 Q1876.07 1517.07 1877.09 1517.07 Q1882.88 1517.07 1886.26 1520.24 Q1889.64 1523.42 1889.64 1528.83 Q1889.64 1534.41 1886.16 1537.51 Q1882.69 1540.59 1876.37 1540.59 Q1874.2 1540.59 1871.93 1540.22 Q1869.68 1539.85 1867.28 1539.11 L1867.28 1534.41 Q1869.36 1535.54 1871.58 1536.1 Q1873.8 1536.66 1876.28 1536.66 Q1880.28 1536.66 1882.62 1534.55 Q1884.96 1532.44 1884.96 1528.83 Q1884.96 1525.22 1882.62 1523.11 Q1880.28 1521.01 1876.28 1521.01 Q1874.41 1521.01 1872.53 1521.42 Q1870.68 1521.84 1868.73 1522.72 L1868.73 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M91.0475 261.265 L109.404 261.265 L109.404 265.2 L95.3299 265.2 L95.3299 273.672 Q96.3484 273.325 97.3669 273.163 Q98.3855 272.978 99.404 272.978 Q105.191 272.978 108.571 276.149 Q111.95 279.32 111.95 284.737 Q111.95 290.315 108.478 293.417 Q105.006 296.496 98.6864 296.496 Q96.5105 296.496 94.242 296.126 Q91.9966 295.755 89.5892 295.015 L89.5892 290.315 Q91.6725 291.45 93.8947 292.005 Q96.1169 292.561 98.5938 292.561 Q102.598 292.561 104.936 290.454 Q107.274 288.348 107.274 284.737 Q107.274 281.126 104.936 279.019 Q102.598 276.913 98.5938 276.913 Q96.7188 276.913 94.8438 277.329 Q92.992 277.746 91.0475 278.626 L91.0475 261.265 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M65.0292 548.89 L72.668 548.89 L72.668 522.525 L64.3579 524.191 L64.3579 519.932 L72.6217 518.265 L77.2976 518.265 L77.2976 548.89 L84.9365 548.89 L84.9365 552.825 L65.0292 552.825 L65.0292 548.89 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M100.006 521.344 Q96.3947 521.344 94.566 524.909 Q92.7605 528.451 92.7605 535.58 Q92.7605 542.687 94.566 546.251 Q96.3947 549.793 100.006 549.793 Q103.64 549.793 105.446 546.251 Q107.274 542.687 107.274 535.58 Q107.274 528.451 105.446 524.909 Q103.64 521.344 100.006 521.344 M100.006 517.64 Q105.816 517.64 108.872 522.247 Q111.95 526.83 111.95 535.58 Q111.95 544.307 108.872 548.913 Q105.816 553.497 100.006 553.497 Q94.1957 553.497 91.117 548.913 Q88.0614 544.307 88.0614 535.58 Q88.0614 526.83 91.117 522.247 Q94.1957 517.64 100.006 517.64 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M66.0245 805.891 L73.6634 805.891 L73.6634 779.525 L65.3532 781.192 L65.3532 776.933 L73.6171 775.266 L78.293 775.266 L78.293 805.891 L85.9318 805.891 L85.9318 809.826 L66.0245 809.826 L66.0245 805.891 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M91.0475 775.266 L109.404 775.266 L109.404 779.201 L95.3299 779.201 L95.3299 787.673 Q96.3484 787.326 97.3669 787.164 Q98.3855 786.979 99.404 786.979 Q105.191 786.979 108.571 790.15 Q111.95 793.322 111.95 798.738 Q111.95 804.317 108.478 807.419 Q105.006 810.497 98.6864 810.497 Q96.5105 810.497 94.242 810.127 Q91.9966 809.757 89.5892 809.016 L89.5892 804.317 Q91.6725 805.451 93.8947 806.007 Q96.1169 806.562 98.5938 806.562 Q102.598 806.562 104.936 804.456 Q107.274 802.349 107.274 798.738 Q107.274 795.127 104.936 793.021 Q102.598 790.914 98.5938 790.914 Q96.7188 790.914 94.8438 791.331 Q92.992 791.747 91.0475 792.627 L91.0475 775.266 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M68.6171 1062.89 L84.9365 1062.89 L84.9365 1066.83 L62.9921 1066.83 L62.9921 1062.89 Q65.6541 1060.14 70.2375 1055.51 Q74.8439 1050.85 76.0245 1049.51 Q78.2698 1046.99 79.1494 1045.25 Q80.0522 1043.49 80.0522 1041.8 Q80.0522 1039.05 78.1078 1037.31 Q76.1865 1035.58 73.0847 1035.58 Q70.8856 1035.58 68.4319 1036.34 Q66.0014 1037.1 63.2236 1038.66 L63.2236 1033.93 Q66.0477 1032.8 68.5014 1032.22 Q70.955 1031.64 72.9921 1031.64 Q78.3624 1031.64 81.5568 1034.33 Q84.7513 1037.01 84.7513 1041.5 Q84.7513 1043.63 83.9411 1045.55 Q83.1541 1047.45 81.0476 1050.04 Q80.4689 1050.72 77.367 1053.93 Q74.2652 1057.13 68.6171 1062.89 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M100.006 1035.35 Q96.3947 1035.35 94.566 1038.91 Q92.7605 1042.45 92.7605 1049.58 Q92.7605 1056.69 94.566 1060.25 Q96.3947 1063.79 100.006 1063.79 Q103.64 1063.79 105.446 1060.25 Q107.274 1056.69 107.274 1049.58 Q107.274 1042.45 105.446 1038.91 Q103.64 1035.35 100.006 1035.35 M100.006 1031.64 Q105.816 1031.64 108.872 1036.25 Q111.95 1040.83 111.95 1049.58 Q111.95 1058.31 108.872 1062.91 Q105.816 1067.5 100.006 1067.5 Q94.1957 1067.5 91.117 1062.91 Q88.0614 1058.31 88.0614 1049.58 Q88.0614 1040.83 91.117 1036.25 Q94.1957 1031.64 100.006 1031.64 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M69.6125 1319.89 L85.9318 1319.89 L85.9318 1323.83 L63.9875 1323.83 L63.9875 1319.89 Q66.6495 1317.14 71.2328 1312.51 Q75.8393 1307.86 77.0198 1306.51 Q79.2652 1303.99 80.1448 1302.25 Q81.0476 1300.49 81.0476 1298.8 Q81.0476 1296.05 79.1032 1294.31 Q77.1819 1292.58 74.08 1292.58 Q71.881 1292.58 69.4273 1293.34 Q66.9967 1294.11 64.219 1295.66 L64.219 1290.93 Q67.043 1289.8 69.4967 1289.22 Q71.9504 1288.64 73.9874 1288.64 Q79.3578 1288.64 82.5522 1291.33 Q85.7466 1294.01 85.7466 1298.5 Q85.7466 1300.63 84.9365 1302.55 Q84.1494 1304.45 82.0429 1307.05 Q81.4642 1307.72 78.3624 1310.93 Q75.2606 1314.13 69.6125 1319.89 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M91.0475 1289.27 L109.404 1289.27 L109.404 1293.2 L95.3299 1293.2 L95.3299 1301.67 Q96.3484 1301.33 97.3669 1301.17 Q98.3855 1300.98 99.404 1300.98 Q105.191 1300.98 108.571 1304.15 Q111.95 1307.32 111.95 1312.74 Q111.95 1318.32 108.478 1321.42 Q105.006 1324.5 98.6864 1324.5 Q96.5105 1324.5 94.242 1324.13 Q91.9966 1323.76 89.5892 1323.02 L89.5892 1318.32 Q91.6725 1319.45 93.8947 1320.01 Q96.1169 1320.56 98.5938 1320.56 Q102.598 1320.56 104.936 1318.46 Q107.274 1316.35 107.274 1312.74 Q107.274 1309.13 104.936 1307.02 Q102.598 1304.92 98.5938 1304.92 Q96.7188 1304.92 94.8438 1305.33 Q92.992 1305.75 91.0475 1306.63 L91.0475 1289.27 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><g clip-path=\"url(#clip9602)\">\n",
"<image width=\"1977\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB7kAAAWfCAYAAADeW0JTAAAgAElEQVR4nOzbIW5VYRhF0fseN49Q\n",
"jWqCxTKCTgBdgaxD45lGFQPBMQASJBKFRKAQDYF2AhUovn+/rDWC43fOYdv2+w0AAAAAAAAAAo7T\n",
"AwAAAAAAAADgX4ncAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABk7NMDAAAAAABg2tXFzfSEZV2enk1PIOLT78/TE5b149eX6QlwVjy5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyNinBwAAAAAA8H98f/NqesKy\n",
"nr//Nj1hWYeX19MTiDjefpiesKzTu+kFcF48uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMg4bNt+Pz0CAAAAAB5zdXEzPWFZH7/+nJ6wrNOL19MTlnV8\n",
"8nR6wrL+/rmbngCcsdP+dnoCnBVPbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbnhg\n",
"3/5ddq/rOI5f55yLTBGxWpKTih6EyCGjFsFJOIvQkBwcNAdBTU6DUhA1NDhEnRNnEgSPCE6C4BZE\n",
"gggqDoWQ4mSBYmGcSHLwR/c5Ha7bwUmwKFDen+fx8fgLXnzHz/P7BgAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyttMDAAAAgM+f\n",
"ay49Oj1hWU/f/O70hKVc/dM/TE9Y1v7hH0xPWNZutzc9gaCzZ89MT1jWRX98YnoCAHyMS24AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyttMDAAAA4EL1wBXHpycs6+Rfvzk9YVm73d70hKXsTw8APjf+9N0X\n",
"pics69vPvjY9AQA+xiU3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGdvpAQAAAAXXXHp0esKyfnL4yukJy7rj+XPTE4AL2MFHfzw9YVm/OHH39IRlPf7P\n",
"P09PWNZb/3ppegIA8D9yyQ0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAEDGgc1muz89AgAAWM/lF39jesJS3n7s9ekJyzp/7MT0BIIOHvzi9IRl7XZ70xOW\n",
"8sGPTk1PWNYVj5ybnrCss/8+Mz0BAIDPkEtuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMrbTAxlQaLYAABtbSURBVAAA+Ox977L7pics69TRl6YnLOtr\n",
"T94zPWEpu+kBC/P39H/x0A+nFyzr77+/fnrCsm75zXXTE5by6vt/mZ4AAAAsxlsEAAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGQc2m+3+9AgAgE/DnV8+\n",
"Pj1hWaeff3V6wrIOff370xOWtdvtTU8gYvfLn09PWNZVJ66dnrCstz94eXoCAAAAUS65AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyNhODwCAT3LyyL3TE5Z1w1f+MT1hWTc+5dv8Jwe+emx6AkHn//bc9ISl\n",
"vHjb9IJ13frKl6YnLOv9sy9PTwAAAIALjktuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyttMDAPjIb79zbHrCUm565rLpCcv6wiXXT0+AC8ru1APTE5Z176/ump6wlCfe\n",
"eXh6AgAAAAAbl9wAAAAAAAAAhIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkHNhstvvTIwDYbM6df2R6wlJ2u73pCQRtf/fg9IRl/fr+Y9MTlvWzN05PTwAAAAAA/g8u\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMjYTg8A\n",
"4CMHD100PQHyjtz+rekJy3rzvdPTEwAAAAAAPhUuuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAPmzfjm0QhqIgCBrJDbg9OkaiDWog/A7cAAl6XmmmgstX\n",
"BwAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AEDGPj0AgMvzeE1PuJW1phdQ9Pm+pycAAAAAAPBnntwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkPLZtX9MjAAAAAAAAAOAXntwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABknNXzkUFC7vjEAAAAAElFTkSuQmCC\n",
"\" transform=\"translate(136, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip9603\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip9603)\">\n",
"<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAMTUlEQVR4nO3dwY3sRhAFQY5Q/lsh\n",
"L6XfLQtUeSQPERYsEg8kmpyZ/f17/r4P/+uvt/+ArxMoCBQECgKFOffft/+GT7OgIFAQKAgUBApz\n",
"3cVWFhQECgIFgcLc4yK9saAgUBAoCBQECo4awYKCQEGgIFAQKLiLBQsKAgWBgkDBRTpYUBAoCBQE\n",
"CgIFr32CBQWBgkBBoOCoESwoCBQECgIFgYK7WLCgIFAQKAgUBArzeGC2sqAgUBAoCBRcpIMFBYGC\n",
"QEGgIFCYxwOzlQUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK85x/3v4bPs2CgkBBoCBQ\n",
"8FYjWFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAXCxYUBAoCBYHC/O6ft/+GT7OgIFAQKAgUBArzHHex\n",
"jQUFgYJAQaAgUJifu9jKgoJAQaAgUHDUCBYUBAoCBYGCQGEer31WFhQECgIFgYLnQcGCgkBBoCBQ\n",
"ECh4YBYsKAgUBAoCBYGCs1iwoCBQECgIFBw1ggUFgYJAQaAgUJjfOW//DZ9mQUGgIFAQKAgUnMWC\n",
"BQWBgkBBoOAiHSwoCBQECgIFgYJ388GCgkBBoCBQmMdbjZUFBYGCQEGgIFBw1AgWFAQKAgWBgkDB\n",
"a59gQUGgIFAQKLhIBwsKAgWBgkBBoODLLMGCgkBBoCBQ8G4+WFAQKAgUBAoCBQ/MggUFgYJAQaAg\n",
"UHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK3s0HCwoCBYGCQEGg4LVPsKAgUBAoCBQ8MAsWFAQKAgWB\n",
"gkDBXSxYUBAoCBQECi7SwYKCQEGgIFAQKMxz7tt/w6dZUBAoCBQECgKFea6z2MaCgkBBoCBQ8MAs\n",
"WFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQKHpgFCwoCBYGCQMFR\n",
"I1hQECgIFAQKAoV53MRWFhQECgIFgYJAwV0sWFAQKAgUBArjC4c7CwoCBYGCQEGg4KgRLCgIFAQK\n",
"AgWBgrtYsKAgUBAoCBRcpIMFBYGCQEGgIFCYx3dZVhYUBAoCBYHC3PN7+2/4NAsKAgWBgkBBoOCB\n",
"WbCgIFAQKAgUBArzOIutLCgIFAQKAoW510V6Y0FBoCBQECgIFBw1ggUFgYJAQaDgIh0sKAgUBAoC\n",
"BYGCB2bBgoJAQaAgUBAoOIsFCwoCBYGCQGGeo9FGnSBQECgIFAQKHpgFCwoCBYGCQEGg4IFZsKAg\n",
"UBAoCBT8+kuwoCBQECgIFAQK81yNNuoEgYJAQaDgqBEsKAgUBAoCBYGCu1iwoCBQECgIFAQKPicd\n",
"1AkCBYGCQMHHgIMFBYGCQEGgIFDwMeBgQUGgIFAQKAgU5npgtlInCBQECgIFD8yCBQWBgkBBoCBQ\n",
"8MAsWFAQKAgUBAqeBwV1gkBBoCBQECh4YBYsKAgUBAoCBYGCr2QGCwoCBYGCQGGun+haqRMECgIF\n",
"gYJAwbv5YEFBoCBQECgIFDwwCxYUBAoCBYGCd/PBgoJAQaAgUBAo+Jx0UCcIFAQKAgVHjWBBQaAg\n",
"UBAoCBS81QgWFAQKAgWBgkDBWSxYUBAoCBQECt5qBHWCQEGgIFAQKDhqBAsKAgWBgkBBoOC1T7Cg\n",
"IFAQKAgUHDWCBQWBgkBBoCBQ8NonqBMECgIFgYKjRrCgIFAQKAgUBAruYsGCgkBBoCBQECi4iwUL\n",
"CgIFgYJAwQeoggUFgYJAQaAgUJjj/4ut1AkCBYGCQMHzoGBBQaAgUBAoCBQ8MAsWFAQKAgWBgkDB\n",
"WSxYUBAoCBQECi7SwYKCQEGgIFAQKLiLBQsKAgWBgkBBoOAuFiwoCBQECgKFOS7SKwsKAgWBgkBB\n",
"oOCoESwoCBQECgIFF+lgQUGgIFAQKAgU3MWCBQWBgkBBoCBQcBcLFhQECgIFgYKLdLCgIFAQKAgU\n",
"BAo+YRYsKAgUBAoCBYGCs1iwoCBQECgIFFykgwUFgYJAQaAgUPCfWYI6QaAgUBAoOGoECwoCBYGC\n",
"QEGg4N18sKAgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQECgIFd7FgQUGg\n",
"IFAQKHhgFiwoCBQECgIFgcLcx11sY0FBoCBQECg4agQLCgIFgYJAQaDgrUawoCBQECgIFAQKc+7b\n",
"f8K3WVAQKAgUBAqOGsGCgkBBoCBQECh47RMsKAgUBAoChTk+QLWyoCBQECgIFAQKHpgFCwoCBYGC\n",
"QEGg4IFZsKAgUBAoCBQcNYIFBYGCQEGgIFCY8/Zf8HEWFAQKAgWBgkDBWSxYUBAoCBQECt5qBAsK\n",
"AgWBgkBBoOCHJoMFBYGCQEGg4KgRLCgIFAQKAgWBgp/oChYUBAoCBYGCQMEDs2BBQaAgUBAo+ABV\n",
"sKAgUBAoCBQECr7MEiwoCBQECgIFgYKzWLCgIFAQKAgUHDWCBQWBgkBBoCBQcNQIFhQECgIFgYIv\n",
"swQLCgIFgYJAQaAwvsuys6AgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQE\n",
"CgIFZ7FgQUGgIFAQKDhqBAsKAgWBgkBBoODnkoMFBYGCQEGg4NeAgwUFgYJAQaAgUHDUCBYUBAoC\n",
"BYGCQGGOs9jKgoJAQaAgUJjrqLGyoCBQECgIFAQKPmEWLCgIFAQKAgXf1QgWFAQKAgWBgkDBu/lg\n",
"QUGgIFAQKAgUvJsPFhQECgIFgYJ388GCgkBBoCBQECj4V8bBgoJAQaAgUBAo+IRZsKAgUBAoCBQ8\n",
"MAsWFAQKAgWBgkDBA7NgQUGgIFAQKDhqBAsKAgWBgkBBoOBjwMGCgkBBoCBQECj4SmawoCBQECgI\n",
"FPz6S7CgIFAQKAgUBAqOGsGCgkBBoCBQECi4iwULCgIFgYJAwb8yDhYUBAoCBYGCQMFRI1hQECgI\n",
"FAQK3s0HCwoCBYGCQEGg4KgRLCgIFAQKAgWBgrtYsKAgUBAoCBQ8MAsWFAQKAgWBgkDBUSNYUBAo\n",
"CBQECgIFP5ccLCgIFAQKAgU/lxwsKAgUBAoCBYGCB2bBgoJAQaAgUPBuPlhQECgIFAQKAgVHjWBB\n",
"QaAgUBAoCBTmPm5jGwsKAgWBgkDBUSNYUBAoCBQECgIFr32CBQWBgkBBoCBQcBYLFhQECgIFgYKj\n",
"RrCgIFAQKAgUBAqOGsGCgkBBoCBQ8L35YEFBoCBQECgIFOb4GPDKgoJAQaAgUBAoOIsFCwoCBYGC\n",
"QMFRI1hQECgIFAQKAgW/aR8sKAgUBAoChbkeCK0sKAgUBAoCBYGCo0awoCBQECgIFAQKvswSLCgI\n",
"FAQKAgW/BhwsKAgUBAoCBYGCo0awoCBQECgIFAQKPicdLCgIFAQKAgUPzIIFBYGCQEGgIFBw1AgW\n",
"FAQKAgWBgot0sKAgUBAoCBQECnN8JXNlQUGgIFAQKAgUvPYJFhQECgIFgYIHZsGCgkBBoCBQECi4\n",
"iwULCgIFgYJAQaDgLhYsKAgUBAoChbmPn5rcWFAQKAgUBAoCBUeNYEFBoCBQECjM+TlqbCwoCBQE\n",
"CgIFgcIcD8xWFhQECgIFgYJAwV0sWFAQKAgUBArezQcLCgIFgYJAQaAw5+fd/MaCgkBBoCBQECh4\n",
"YBYsKAgUBAoCBRfpYEFBoCBQECgIFLz2CRYUBAoCBYHCnOfP23/Dp1lQECgIFAQKAgUPzIIFBYGC\n",
"QEGgIFCY6yy2sqAgUBAoCBQcNYIFBYGCQEGgIFBwFwsWFAQKAgWBgudBwYKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoOAsFiwoCBQECgIF3zgMFhQECgIFgYJAYc51F9tYUBAoCBQECgIFZ7FgQUGgIFAQKMx1\n",
"1FhZUBAoCBQECgIFR41gQUGgIFAQKPgAVbCgIFAQKAgUBArezQcLCgIFgYJAQaDggVmwoCBQECgI\n",
"FLybDxYUBAoCBYGCQMFrn2BBQaAgUBAoCBScxYIFBYGCQEGg4K1GsKAgUBAoCBQECo4awYKCQEGg\n",
"IFDwViNYUBAoCBQECgIFR41gQUGgIFAQKAgUvPYJFhQECgIFgcLc64HZxoKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoDDPvW//DZ9mQUGgIFAQKMzjqLGyoCBQECgIFAQKPmEWLCgIFAQKAgVHjWBBQaAgUBAo\n",
"CBS8mw8WFAQKAgWBgkBhHg/MVhYUBAoCBYGCo0awoCBQECgIFAQKXvsECwoCBYGCQOE/A73wTbrr\n",
"u5UAAAAASUVORK5CYII=\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 1468.62 Q2277.09 1468.62 2275.26 1472.18 Q2273.45 1475.72 2273.45 1482.85 Q2273.45 1489.96 2275.26 1493.53 Q2277.09 1497.07 2280.7 1497.07 Q2284.33 1497.07 2286.14 1493.53 Q2287.97 1489.96 2287.97 1482.85 Q2287.97 1475.72 2286.14 1472.18 Q2284.33 1468.62 2280.7 1468.62 M2280.7 1464.91 Q2286.51 1464.91 2289.57 1469.52 Q2292.64 1474.1 2292.64 1482.85 Q2292.64 1491.58 2289.57 1496.19 Q2286.51 1500.77 2280.7 1500.77 Q2274.89 1500.77 2271.81 1496.19 Q2268.76 1491.58 2268.76 1482.85 Q2268.76 1474.1 2271.81 1469.52 Q2274.89 1464.91 2280.7 1464.91 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 1324.7 Q2277.09 1324.7 2275.26 1328.26 Q2273.45 1331.8 2273.45 1338.93 Q2273.45 1346.04 2275.26 1349.6 Q2277.09 1353.15 2280.7 1353.15 Q2284.33 1353.15 2286.14 1349.6 Q2287.97 1346.04 2287.97 1338.93 Q2287.97 1331.8 2286.14 1328.26 Q2284.33 1324.7 2280.7 1324.7 M2280.7 1320.99 Q2286.51 1320.99 2289.57 1325.6 Q2292.64 1330.18 2292.64 1338.93 Q2292.64 1347.66 2289.57 1352.27 Q2286.51 1356.85 2280.7 1356.85 Q2274.89 1356.85 2271.81 1352.27 Q2268.76 1347.66 2268.76 1338.93 Q2268.76 1330.18 2271.81 1325.6 Q2274.89 1320.99 2280.7 1320.99 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 1350.3 L2302.6 1350.3 L2302.6 1356.18 L2297.71 1356.18 L2297.71 1350.3 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2308.48 1352.24 L2316.12 1352.24 L2316.12 1325.88 L2307.81 1327.54 L2307.81 1323.29 L2316.07 1321.62 L2320.75 1321.62 L2320.75 1352.24 L2328.39 1352.24 L2328.39 1356.18 L2308.48 1356.18 L2308.48 1352.24 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 1180.78 Q2277.09 1180.78 2275.26 1184.34 Q2273.45 1187.88 2273.45 1195.01 Q2273.45 1202.12 2275.26 1205.68 Q2277.09 1209.23 2280.7 1209.23 Q2284.33 1209.23 2286.14 1205.68 Q2287.97 1202.12 2287.97 1195.01 Q2287.97 1187.88 2286.14 1184.34 Q2284.33 1180.78 2280.7 1180.78 M2280.7 1177.07 Q2286.51 1177.07 2289.57 1181.68 Q2292.64 1186.26 2292.64 1195.01 Q2292.64 1203.74 2289.57 1208.35 Q2286.51 1212.93 2280.7 1212.93 Q2274.89 1212.93 2271.81 1208.35 Q2268.76 1203.74 2268.76 1195.01 Q2268.76 1186.26 2271.81 1181.68 Q2274.89 1177.07 2280.7 1177.07 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 1206.38 L2302.6 1206.38 L2302.6 1212.26 L2297.71 1212.26 L2297.71 1206.38 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2311.7 1208.32 L2328.01 1208.32 L2328.01 1212.26 L2306.07 1212.26 L2306.07 1208.32 Q2308.73 1205.57 2313.32 1200.94 Q2317.92 1196.29 2319.1 1194.94 Q2321.35 1192.42 2322.23 1190.68 Q2323.13 1188.93 2323.13 1187.24 Q2323.13 1184.48 2321.19 1182.74 Q2319.26 1181.01 2316.16 1181.01 Q2313.96 1181.01 2311.51 1181.77 Q2309.08 1182.54 2306.3 1184.09 L2306.3 1179.36 Q2309.13 1178.23 2311.58 1177.65 Q2314.03 1177.07 2316.07 1177.07 Q2321.44 1177.07 2324.64 1179.76 Q2327.83 1182.44 2327.83 1186.93 Q2327.83 1189.06 2327.02 1190.99 Q2326.23 1192.88 2324.13 1195.48 Q2323.55 1196.15 2320.45 1199.36 Q2317.34 1202.56 2311.7 1208.32 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 1036.86 Q2277.09 1036.86 2275.26 1040.42 Q2273.45 1043.96 2273.45 1051.09 Q2273.45 1058.2 2275.26 1061.76 Q2277.09 1065.31 2280.7 1065.31 Q2284.33 1065.31 2286.14 1061.76 Q2287.97 1058.2 2287.97 1051.09 Q2287.97 1043.96 2286.14 1040.42 Q2284.33 1036.86 2280.7 1036.86 M2280.7 1033.15 Q2286.51 1033.15 2289.57 1037.76 Q2292.64 1042.34 2292.64 1051.09 Q2292.64 1059.82 2289.57 1064.43 Q2286.51 1069.01 2280.7 1069.01 Q2274.89 1069.01 2271.81 1064.43 Q2268.76 1059.82 2268.76 1051.09 Q2268.76 1042.34 2271.81 1037.76 Q2274.89 1033.15 2280.7 1033.15 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 1062.46 L2302.6 1062.46 L2302.6 1068.34 L2297.71 1068.34 L2297.71 1062.46 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2321.83 1049.7 Q2325.19 1050.42 2327.07 1052.69 Q2328.96 1054.96 2328.96 1058.29 Q2328.96 1063.41 2325.45 1066.21 Q2321.93 1069.01 2315.45 1069.01 Q2313.27 1069.01 2310.95 1068.57 Q2308.66 1068.15 2306.21 1067.3 L2306.21 1062.78 Q2308.15 1063.92 2310.47 1064.5 Q2312.78 1065.07 2315.31 1065.07 Q2319.7 1065.07 2322 1063.34 Q2324.31 1061.6 2324.31 1058.29 Q2324.31 1055.24 2322.16 1053.52 Q2320.03 1051.79 2316.21 1051.79 L2312.18 1051.79 L2312.18 1047.94 L2316.39 1047.94 Q2319.84 1047.94 2321.67 1046.58 Q2323.5 1045.19 2323.5 1042.6 Q2323.5 1039.94 2321.6 1038.52 Q2319.73 1037.09 2316.21 1037.09 Q2314.29 1037.09 2312.09 1037.5 Q2309.89 1037.92 2307.25 1038.8 L2307.25 1034.63 Q2309.91 1033.89 2312.23 1033.52 Q2314.57 1033.15 2316.63 1033.15 Q2321.95 1033.15 2325.05 1035.58 Q2328.15 1037.99 2328.15 1042.11 Q2328.15 1044.98 2326.51 1046.97 Q2324.87 1048.94 2321.83 1049.7 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 892.936 Q2277.09 892.936 2275.26 896.501 Q2273.45 900.043 2273.45 907.172 Q2273.45 914.279 2275.26 917.844 Q2277.09 921.385 2280.7 921.385 Q2284.33 921.385 2286.14 917.844 Q2287.97 914.279 2287.97 907.172 Q2287.97 900.043 2286.14 896.501 Q2284.33 892.936 2280.7 892.936 M2280.7 889.233 Q2286.51 889.233 2289.57 893.839 Q2292.64 898.422 2292.64 907.172 Q2292.64 915.899 2289.57 920.506 Q2286.51 925.089 2280.7 925.089 Q2274.89 925.089 2271.81 920.506 Q2268.76 915.899 2268.76 907.172 Q2268.76 898.422 2271.81 893.839 Q2274.89 889.233 2280.7 889.233 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 918.538 L2302.6 918.538 L2302.6 924.418 L2297.71 924.418 L2297.71 918.538 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2320.51 893.932 L2308.71 912.381 L2320.51 912.381 L2320.51 893.932 M2319.29 889.858 L2325.17 889.858 L2325.17 912.381 L2330.1 912.381 L2330.1 916.269 L2325.17 916.269 L2325.17 924.418 L2320.51 924.418 L2320.51 916.269 L2304.91 916.269 L2304.91 911.756 L2319.29 889.858 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 749.016 Q2277.09 749.016 2275.26 752.581 Q2273.45 756.122 2273.45 763.252 Q2273.45 770.358 2275.26 773.923 Q2277.09 777.465 2280.7 777.465 Q2284.33 777.465 2286.14 773.923 Q2287.97 770.358 2287.97 763.252 Q2287.97 756.122 2286.14 752.581 Q2284.33 749.016 2280.7 749.016 M2280.7 745.312 Q2286.51 745.312 2289.57 749.919 Q2292.64 754.502 2292.64 763.252 Q2292.64 771.979 2289.57 776.585 Q2286.51 781.168 2280.7 781.168 Q2274.89 781.168 2271.81 776.585 Q2268.76 771.979 2268.76 763.252 Q2268.76 754.502 2271.81 749.919 Q2274.89 745.312 2280.7 745.312 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 774.618 L2302.6 774.618 L2302.6 780.497 L2297.71 780.497 L2297.71 774.618 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2307.71 745.937 L2326.07 745.937 L2326.07 749.872 L2312 749.872 L2312 758.345 Q2313.01 757.997 2314.03 757.835 Q2315.05 757.65 2316.07 757.65 Q2321.86 757.65 2325.24 760.821 Q2328.62 763.993 2328.62 769.409 Q2328.62 774.988 2325.14 778.09 Q2321.67 781.168 2315.35 781.168 Q2313.18 781.168 2310.91 780.798 Q2308.66 780.428 2306.26 779.687 L2306.26 774.988 Q2308.34 776.122 2310.56 776.678 Q2312.78 777.233 2315.26 777.233 Q2319.26 777.233 2321.6 775.127 Q2323.94 773.02 2323.94 769.409 Q2323.94 765.798 2321.6 763.692 Q2319.26 761.585 2315.26 761.585 Q2313.39 761.585 2311.51 762.002 Q2309.66 762.419 2307.71 763.298 L2307.71 745.937 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 605.095 Q2277.09 605.095 2275.26 608.66 Q2273.45 612.202 2273.45 619.332 Q2273.45 626.438 2275.26 630.003 Q2277.09 633.544 2280.7 633.544 Q2284.33 633.544 2286.14 630.003 Q2287.97 626.438 2287.97 619.332 Q2287.97 612.202 2286.14 608.66 Q2284.33 605.095 2280.7 605.095 M2280.7 601.392 Q2286.51 601.392 2289.57 605.998 Q2292.64 610.582 2292.64 619.332 Q2292.64 628.058 2289.57 632.665 Q2286.51 637.248 2280.7 637.248 Q2274.89 637.248 2271.81 632.665 Q2268.76 628.058 2268.76 619.332 Q2268.76 610.582 2271.81 605.998 Q2274.89 601.392 2280.7 601.392 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 630.697 L2302.6 630.697 L2302.6 636.577 L2297.71 636.577 L2297.71 630.697 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2318.25 617.433 Q2315.1 617.433 2313.25 619.586 Q2311.42 621.739 2311.42 625.489 Q2311.42 629.216 2313.25 631.392 Q2315.1 633.544 2318.25 633.544 Q2321.39 633.544 2323.22 631.392 Q2325.08 629.216 2325.08 625.489 Q2325.08 621.739 2323.22 619.586 Q2321.39 617.433 2318.25 617.433 M2327.53 602.781 L2327.53 607.04 Q2325.77 606.207 2323.96 605.767 Q2322.18 605.327 2320.42 605.327 Q2315.79 605.327 2313.34 608.452 Q2310.91 611.577 2310.56 617.896 Q2311.93 615.882 2313.99 614.818 Q2316.05 613.73 2318.52 613.73 Q2323.73 613.73 2326.74 616.901 Q2329.77 620.049 2329.77 625.489 Q2329.77 630.813 2326.63 634.031 Q2323.48 637.248 2318.25 637.248 Q2312.25 637.248 2309.08 632.665 Q2305.91 628.058 2305.91 619.332 Q2305.91 611.137 2309.8 606.276 Q2313.69 601.392 2320.24 601.392 Q2322 601.392 2323.78 601.739 Q2325.58 602.086 2327.53 602.781 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 461.175 Q2277.09 461.175 2275.26 464.74 Q2273.45 468.282 2273.45 475.411 Q2273.45 482.518 2275.26 486.082 Q2277.09 489.624 2280.7 489.624 Q2284.33 489.624 2286.14 486.082 Q2287.97 482.518 2287.97 475.411 Q2287.97 468.282 2286.14 464.74 Q2284.33 461.175 2280.7 461.175 M2280.7 457.471 Q2286.51 457.471 2289.57 462.078 Q2292.64 466.661 2292.64 475.411 Q2292.64 484.138 2289.57 488.744 Q2286.51 493.328 2280.7 493.328 Q2274.89 493.328 2271.81 488.744 Q2268.76 484.138 2268.76 475.411 Q2268.76 466.661 2271.81 462.078 Q2274.89 457.471 2280.7 457.471 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 486.777 L2302.6 486.777 L2302.6 492.656 L2297.71 492.656 L2297.71 486.777 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2306.49 458.096 L2328.71 458.096 L2328.71 460.087 L2316.16 492.656 L2311.28 492.656 L2323.08 462.032 L2306.49 462.032 L2306.49 458.096 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 317.255 Q2277.09 317.255 2275.26 320.82 Q2273.45 324.361 2273.45 331.491 Q2273.45 338.597 2275.26 342.162 Q2277.09 345.704 2280.7 345.704 Q2284.33 345.704 2286.14 342.162 Q2287.97 338.597 2287.97 331.491 Q2287.97 324.361 2286.14 320.82 Q2284.33 317.255 2280.7 317.255 M2280.7 313.551 Q2286.51 313.551 2289.57 318.158 Q2292.64 322.741 2292.64 331.491 Q2292.64 340.218 2289.57 344.824 Q2286.51 349.407 2280.7 349.407 Q2274.89 349.407 2271.81 344.824 Q2268.76 340.218 2268.76 331.491 Q2268.76 322.741 2271.81 318.158 Q2274.89 313.551 2280.7 313.551 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 342.856 L2302.6 342.856 L2302.6 348.736 L2297.71 348.736 L2297.71 342.856 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2317.67 332.324 Q2314.33 332.324 2312.41 334.106 Q2310.51 335.889 2310.51 339.014 Q2310.51 342.139 2312.41 343.921 Q2314.33 345.704 2317.67 345.704 Q2321 345.704 2322.92 343.921 Q2324.84 342.116 2324.84 339.014 Q2324.84 335.889 2322.92 334.106 Q2321.02 332.324 2317.67 332.324 M2312.99 330.333 Q2309.98 329.593 2308.29 327.532 Q2306.63 325.472 2306.63 322.509 Q2306.63 318.366 2309.57 315.958 Q2312.53 313.551 2317.67 313.551 Q2322.83 313.551 2325.77 315.958 Q2328.71 318.366 2328.71 322.509 Q2328.71 325.472 2327.02 327.532 Q2325.35 329.593 2322.37 330.333 Q2325.75 331.12 2327.62 333.412 Q2329.52 335.704 2329.52 339.014 Q2329.52 344.037 2326.44 346.722 Q2323.39 349.407 2317.67 349.407 Q2311.95 349.407 2308.87 346.722 Q2305.82 344.037 2305.82 339.014 Q2305.82 335.704 2307.71 333.412 Q2309.61 331.12 2312.99 330.333 M2311.28 322.949 Q2311.28 325.634 2312.95 327.139 Q2314.64 328.644 2317.67 328.644 Q2320.68 328.644 2322.37 327.139 Q2324.08 325.634 2324.08 322.949 Q2324.08 320.264 2322.37 318.759 Q2320.68 317.255 2317.67 317.255 Q2314.64 317.255 2312.95 318.759 Q2311.28 320.264 2311.28 322.949 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2280.7 173.334 Q2277.09 173.334 2275.26 176.899 Q2273.45 180.441 2273.45 187.57 Q2273.45 194.677 2275.26 198.242 Q2277.09 201.783 2280.7 201.783 Q2284.33 201.783 2286.14 198.242 Q2287.97 194.677 2287.97 187.57 Q2287.97 180.441 2286.14 176.899 Q2284.33 173.334 2280.7 173.334 M2280.7 169.631 Q2286.51 169.631 2289.57 174.237 Q2292.64 178.82 2292.64 187.57 Q2292.64 196.297 2289.57 200.904 Q2286.51 205.487 2280.7 205.487 Q2274.89 205.487 2271.81 200.904 Q2268.76 196.297 2268.76 187.57 Q2268.76 178.82 2271.81 174.237 Q2274.89 169.631 2280.7 169.631 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2297.71 198.936 L2302.6 198.936 L2302.6 204.816 L2297.71 204.816 L2297.71 198.936 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2307.81 204.098 L2307.81 199.839 Q2309.57 200.672 2311.37 201.112 Q2313.18 201.552 2314.91 201.552 Q2319.54 201.552 2321.97 198.45 Q2324.43 195.325 2324.77 188.982 Q2323.43 190.973 2321.37 192.038 Q2319.31 193.103 2316.81 193.103 Q2311.63 193.103 2308.59 189.978 Q2305.58 186.83 2305.58 181.39 Q2305.58 176.066 2308.73 172.848 Q2311.88 169.631 2317.11 169.631 Q2323.11 169.631 2326.26 174.237 Q2329.43 178.82 2329.43 187.57 Q2329.43 195.742 2325.54 200.626 Q2321.67 205.487 2315.12 205.487 Q2313.36 205.487 2311.56 205.14 Q2309.75 204.793 2307.81 204.098 M2317.11 189.445 Q2320.26 189.445 2322.09 187.293 Q2323.94 185.14 2323.94 181.39 Q2323.94 177.663 2322.09 175.51 Q2320.26 173.334 2317.11 173.334 Q2313.96 173.334 2312.11 175.51 Q2310.28 177.663 2310.28 181.39 Q2310.28 185.14 2312.11 187.293 Q2313.96 189.445 2317.11 189.445 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2269.43 56.9601 L2277.07 56.9601 L2277.07 30.5945 L2268.76 32.2612 L2268.76 28.002 L2277.02 26.3353 L2281.7 26.3353 L2281.7 56.9601 L2289.33 56.9601 L2289.33 60.8953 L2269.43 60.8953 L2269.43 56.9601 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2294.4 55.0157 L2299.29 55.0157 L2299.29 60.8953 L2294.4 60.8953 L2294.4 55.0157 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip9600)\" d=\"M 0 0 M2314.36 29.414 Q2310.75 29.414 2308.92 32.9788 Q2307.11 36.5204 2307.11 43.65 Q2307.11 50.7565 2308.92 54.3213 Q2310.75 57.8629 2314.36 57.8629 Q2317.99 57.8629 2319.8 54.3213 Q2321.63 50.7565 2321.63 43.65 Q2321.63 36.5204 2319.8 32.9788 Q2317.99 29.414 2314.36 29.414 M2314.36 25.7103 Q2320.17 25.7103 2323.22 30.3168 Q2326.3 34.9001 2326.3 43.65 Q2326.3 52.3768 2323.22 56.9833 Q2320.17 61.5666 2314.36 61.5666 Q2308.55 61.5666 2305.47 56.9833 Q2302.41 52.3768 2302.41 43.65 Q2302.41 34.9001 2305.47 30.3168 Q2308.55 25.7103 2314.36 25.7103 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip9600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1486.45 2232.76,1486.45 2256.76,1486.45 2232.76,1486.45 2232.76,1342.53 2256.76,1342.53 2232.76,1342.53 2232.76,1198.61 2256.76,1198.61 2232.76,1198.61 \n",
" 2232.76,1054.69 2256.76,1054.69 2232.76,1054.69 2232.76,910.766 2256.76,910.766 2232.76,910.766 2232.76,766.846 2256.76,766.846 2232.76,766.846 2232.76,622.926 \n",
" 2256.76,622.926 2232.76,622.926 2232.76,479.005 2256.76,479.005 2232.76,479.005 2232.76,335.085 2256.76,335.085 2232.76,335.085 2232.76,191.164 2256.76,191.164 \n",
" 2232.76,191.164 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(xtrain[:,:,4], yflip=true)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"using Metalhead"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"using Metalhead: trainimgs"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"using Images"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"getarray (generic function with 1 method)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Function to convert the RGB image to Float64 Arrays\n",
"function getarray(X)\n",
" Float32.(permutedims(channelview(X), (2, 3, 1)))\n",
"end\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"X = trainimgs(Metalhead.CIFAR10);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"32×32 Array{RGB{N0f8},2} with eltype RGB{Normed{UInt8,8}}:\n",
" RGB{N0f8}(0.231,0.243,0.247) … RGB{N0f8}(0.58,0.486,0.404)\n",
" RGB{N0f8}(0.063,0.078,0.078) RGB{N0f8}(0.478,0.341,0.224)\n",
" RGB{N0f8}(0.098,0.094,0.082) RGB{N0f8}(0.427,0.286,0.165)\n",
" RGB{N0f8}(0.129,0.098,0.067) RGB{N0f8}(0.369,0.243,0.137)\n",
" RGB{N0f8}(0.196,0.125,0.082) RGB{N0f8}(0.263,0.165,0.098)\n",
" RGB{N0f8}(0.278,0.188,0.114) … RGB{N0f8}(0.125,0.051,0.016)\n",
" RGB{N0f8}(0.38,0.271,0.157) RGB{N0f8}(0.259,0.184,0.118)\n",
" RGB{N0f8}(0.451,0.322,0.192) RGB{N0f8}(0.4,0.29,0.18)\n",
" RGB{N0f8}(0.537,0.392,0.267) RGB{N0f8}(0.525,0.373,0.22)\n",
" RGB{N0f8}(0.604,0.471,0.349) RGB{N0f8}(0.522,0.361,0.216)\n",
" RGB{N0f8}(0.604,0.478,0.369) … RGB{N0f8}(0.525,0.365,0.224)\n",
" RGB{N0f8}(0.569,0.447,0.349) RGB{N0f8}(0.522,0.361,0.22)\n",
" RGB{N0f8}(0.557,0.451,0.337) RGB{N0f8}(0.522,0.357,0.22)\n",
" ⋮ ⋱ \n",
" RGB{N0f8}(0.561,0.408,0.259) … RGB{N0f8}(0.533,0.467,0.196)\n",
" RGB{N0f8}(0.561,0.408,0.251) RGB{N0f8}(0.702,0.635,0.325)\n",
" RGB{N0f8}(0.553,0.4,0.255) RGB{N0f8}(0.78,0.722,0.4)\n",
" RGB{N0f8}(0.561,0.404,0.282) RGB{N0f8}(0.745,0.682,0.388)\n",
" RGB{N0f8}(0.584,0.42,0.29) RGB{N0f8}(0.604,0.518,0.294)\n",
" RGB{N0f8}(0.675,0.502,0.298) … RGB{N0f8}(0.533,0.42,0.227)\n",
" RGB{N0f8}(0.792,0.616,0.322) RGB{N0f8}(0.459,0.337,0.188)\n",
" RGB{N0f8}(0.847,0.682,0.341) RGB{N0f8}(0.278,0.188,0.102)\n",
" RGB{N0f8}(0.863,0.714,0.357) RGB{N0f8}(0.129,0.075,0.035)\n",
" RGB{N0f8}(0.816,0.667,0.376) RGB{N0f8}(0.208,0.133,0.078)\n",
" RGB{N0f8}(0.706,0.545,0.376) … RGB{N0f8}(0.325,0.208,0.133)\n",
" RGB{N0f8}(0.694,0.565,0.455) RGB{N0f8}(0.482,0.361,0.282)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X[1].img"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"32×32 Array{RGB{N0f8},2} with eltype RGB{Normed{UInt8,8}}:\n",
" RGB{N0f8}(0.604,0.694,0.733) … RGB{N0f8}(0.31,0.318,0.275)\n",
" RGB{N0f8}(0.549,0.627,0.663) RGB{N0f8}(0.278,0.286,0.239)\n",
" RGB{N0f8}(0.549,0.608,0.643) RGB{N0f8}(0.263,0.271,0.216)\n",
" RGB{N0f8}(0.533,0.576,0.608) RGB{N0f8}(0.278,0.286,0.231)\n",
" RGB{N0f8}(0.506,0.537,0.565) RGB{N0f8}(0.341,0.349,0.29)\n",
" RGB{N0f8}(0.533,0.565,0.584) … RGB{N0f8}(0.357,0.365,0.318)\n",
" RGB{N0f8}(0.573,0.604,0.675) RGB{N0f8}(0.318,0.325,0.278)\n",
" RGB{N0f8}(0.635,0.675,0.753) RGB{N0f8}(0.29,0.298,0.243)\n",
" RGB{N0f8}(0.498,0.537,0.541) RGB{N0f8}(0.247,0.259,0.2)\n",
" RGB{N0f8}(0.278,0.294,0.271) RGB{N0f8}(0.22,0.231,0.161)\n",
" RGB{N0f8}(0.192,0.18,0.192) … RGB{N0f8}(0.31,0.322,0.247)\n",
" RGB{N0f8}(0.231,0.227,0.263) RGB{N0f8}(0.373,0.373,0.31)\n",
" RGB{N0f8}(0.329,0.345,0.392) RGB{N0f8}(0.337,0.329,0.282)\n",
" ⋮ ⋱ \n",
" RGB{N0f8}(0.275,0.278,0.337) … RGB{N0f8}(0.8,0.741,0.576)\n",
" RGB{N0f8}(0.608,0.627,0.706) RGB{N0f8}(0.824,0.761,0.569)\n",
" RGB{N0f8}(0.635,0.651,0.714) RGB{N0f8}(0.8,0.745,0.596)\n",
" RGB{N0f8}(0.584,0.576,0.62) RGB{N0f8}(0.69,0.667,0.627)\n",
" RGB{N0f8}(0.682,0.667,0.718) RGB{N0f8}(0.608,0.604,0.631)\n",
" RGB{N0f8}(0.612,0.584,0.647) … RGB{N0f8}(0.349,0.357,0.42)\n",
" RGB{N0f8}(0.655,0.624,0.675) RGB{N0f8}(0.345,0.353,0.42)\n",
" RGB{N0f8}(0.682,0.643,0.667) RGB{N0f8}(0.486,0.482,0.522)\n",
" RGB{N0f8}(0.643,0.608,0.627) RGB{N0f8}(0.369,0.345,0.369)\n",
" RGB{N0f8}(0.686,0.655,0.651) RGB{N0f8}(0.365,0.325,0.357)\n",
" RGB{N0f8}(0.647,0.604,0.502) … RGB{N0f8}(0.514,0.475,0.514)\n",
" RGB{N0f8}(0.639,0.58,0.471) RGB{N0f8}(0.561,0.522,0.565)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X[2].img"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
"<defs>\n",
" <clipPath id=\"clip8000\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip8000)\" d=\"\n",
"M0 1600 L2400 1600 L2400 0 L0 0 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip8001\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip8000)\" d=\"\n",
"M136.76 1486.45 L2112.76 1486.45 L2112.76 47.2441 L136.76 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip8002\">\n",
" <rect x=\"136\" y=\"47\" width=\"1977\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 414.635,47.2441 414.635,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 723.384,47.2441 723.384,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1032.13,47.2441 1032.13,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1340.88,47.2441 1340.88,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1649.63,47.2441 1649.63,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1958.38,47.2441 1958.38,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 136.76,249.632 2112.76,249.632 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 136.76,474.508 2112.76,474.508 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 136.76,699.383 2112.76,699.383 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 136.76,924.259 2112.76,924.259 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 136.76,1149.13 2112.76,1149.13 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 136.76,1374.01 2112.76,1374.01 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,1486.45 2112.76,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,47.2441 136.76,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 414.635,1486.45 414.635,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 723.384,1486.45 723.384,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1032.13,1486.45 1032.13,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1340.88,1486.45 1340.88,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1649.63,1486.45 1649.63,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1958.38,1486.45 1958.38,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,249.632 160.472,249.632 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,474.508 160.472,474.508 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,699.383 160.472,699.383 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,924.259 160.472,924.259 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,1149.13 160.472,1149.13 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 136.76,1374.01 160.472,1374.01 \n",
" \"/>\n",
"<path clip-path=\"url(#clip8000)\" d=\"M 0 0 M404.913 1505.36 L423.269 1505.36 L423.269 1509.3 L409.195 1509.3 L409.195 1517.77 Q410.213 1517.42 411.232 1517.26 Q412.251 1517.07 413.269 1517.07 Q419.056 1517.07 422.436 1520.24 Q425.815 1523.42 425.815 1528.83 Q425.815 1534.41 422.343 1537.51 Q418.871 1540.59 412.551 1540.59 Q410.376 1540.59 408.107 1540.22 Q405.862 1539.85 403.454 1539.11 L403.454 1534.41 Q405.538 1535.54 407.76 1536.1 Q409.982 1536.66 412.459 1536.66 Q416.463 1536.66 418.801 1534.55 Q421.139 1532.44 421.139 1528.83 Q421.139 1525.22 418.801 1523.11 Q416.463 1521.01 412.459 1521.01 Q410.584 1521.01 408.709 1521.42 Q406.857 1521.84 404.913 1522.72 L404.913 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M700.259 1535.98 L707.898 1535.98 L707.898 1509.62 L699.588 1511.29 L699.588 1507.03 L707.852 1505.36 L712.528 1505.36 L712.528 1535.98 L720.166 1535.98 L720.166 1539.92 L700.259 1539.92 L700.259 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M735.236 1508.44 Q731.625 1508.44 729.796 1512 Q727.991 1515.55 727.991 1522.67 Q727.991 1529.78 729.796 1533.35 Q731.625 1536.89 735.236 1536.89 Q738.87 1536.89 740.676 1533.35 Q742.504 1529.78 742.504 1522.67 Q742.504 1515.55 740.676 1512 Q738.87 1508.44 735.236 1508.44 M735.236 1504.73 Q741.046 1504.73 744.102 1509.34 Q747.18 1513.92 747.18 1522.67 Q747.18 1531.4 744.102 1536.01 Q741.046 1540.59 735.236 1540.59 Q729.426 1540.59 726.347 1536.01 Q723.291 1531.4 723.291 1522.67 Q723.291 1513.92 726.347 1509.34 Q729.426 1504.73 735.236 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1009.51 1535.98 L1017.15 1535.98 L1017.15 1509.62 L1008.83 1511.29 L1008.83 1507.03 L1017.1 1505.36 L1021.77 1505.36 L1021.77 1535.98 L1029.41 1535.98 L1029.41 1539.92 L1009.51 1539.92 L1009.51 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1034.53 1505.36 L1052.89 1505.36 L1052.89 1509.3 L1038.81 1509.3 L1038.81 1517.77 Q1039.83 1517.42 1040.85 1517.26 Q1041.87 1517.07 1042.89 1517.07 Q1048.67 1517.07 1052.05 1520.24 Q1055.43 1523.42 1055.43 1528.83 Q1055.43 1534.41 1051.96 1537.51 Q1048.49 1540.59 1042.17 1540.59 Q1039.99 1540.59 1037.72 1540.22 Q1035.48 1539.85 1033.07 1539.11 L1033.07 1534.41 Q1035.15 1535.54 1037.38 1536.1 Q1039.6 1536.66 1042.08 1536.66 Q1046.08 1536.66 1048.42 1534.55 Q1050.76 1532.44 1050.76 1528.83 Q1050.76 1525.22 1048.42 1523.11 Q1046.08 1521.01 1042.08 1521.01 Q1040.2 1521.01 1038.33 1521.42 Q1036.47 1521.84 1034.53 1522.72 L1034.53 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1322.03 1535.98 L1338.35 1535.98 L1338.35 1539.92 L1316.4 1539.92 L1316.4 1535.98 Q1319.07 1533.23 1323.65 1528.6 Q1328.26 1523.95 1329.44 1522.61 Q1331.68 1520.08 1332.56 1518.35 Q1333.46 1516.59 1333.46 1514.9 Q1333.46 1512.14 1331.52 1510.41 Q1329.6 1508.67 1326.5 1508.67 Q1324.3 1508.67 1321.84 1509.43 Q1319.41 1510.2 1316.64 1511.75 L1316.64 1507.03 Q1319.46 1505.89 1321.91 1505.31 Q1324.37 1504.73 1326.4 1504.73 Q1331.77 1504.73 1334.97 1507.42 Q1338.16 1510.11 1338.16 1514.6 Q1338.16 1516.73 1337.35 1518.65 Q1336.57 1520.54 1334.46 1523.14 Q1333.88 1523.81 1330.78 1527.03 Q1327.68 1530.22 1322.03 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1353.42 1508.44 Q1349.81 1508.44 1347.98 1512 Q1346.17 1515.55 1346.17 1522.67 Q1346.17 1529.78 1347.98 1533.35 Q1349.81 1536.89 1353.42 1536.89 Q1357.05 1536.89 1358.86 1533.35 Q1360.69 1529.78 1360.69 1522.67 Q1360.69 1515.55 1358.86 1512 Q1357.05 1508.44 1353.42 1508.44 M1353.42 1504.73 Q1359.23 1504.73 1362.28 1509.34 Q1365.36 1513.92 1365.36 1522.67 Q1365.36 1531.4 1362.28 1536.01 Q1359.23 1540.59 1353.42 1540.59 Q1347.61 1540.59 1344.53 1536.01 Q1341.47 1531.4 1341.47 1522.67 Q1341.47 1513.92 1344.53 1509.34 Q1347.61 1504.73 1353.42 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1631.28 1535.98 L1647.59 1535.98 L1647.59 1539.92 L1625.65 1539.92 L1625.65 1535.98 Q1628.31 1533.23 1632.9 1528.6 Q1637.5 1523.95 1638.68 1522.61 Q1640.93 1520.08 1641.81 1518.35 Q1642.71 1516.59 1642.71 1514.9 Q1642.71 1512.14 1640.77 1510.41 Q1638.84 1508.67 1635.74 1508.67 Q1633.54 1508.67 1631.09 1509.43 Q1628.66 1510.2 1625.88 1511.75 L1625.88 1507.03 Q1628.71 1505.89 1631.16 1505.31 Q1633.61 1504.73 1635.65 1504.73 Q1641.02 1504.73 1644.22 1507.42 Q1647.41 1510.11 1647.41 1514.6 Q1647.41 1516.73 1646.6 1518.65 Q1645.81 1520.54 1643.71 1523.14 Q1643.13 1523.81 1640.03 1527.03 Q1636.92 1530.22 1631.28 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1652.71 1505.36 L1671.07 1505.36 L1671.07 1509.3 L1656.99 1509.3 L1656.99 1517.77 Q1658.01 1517.42 1659.03 1517.26 Q1660.05 1517.07 1661.07 1517.07 Q1666.85 1517.07 1670.23 1520.24 Q1673.61 1523.42 1673.61 1528.83 Q1673.61 1534.41 1670.14 1537.51 Q1666.67 1540.59 1660.35 1540.59 Q1658.17 1540.59 1655.91 1540.22 Q1653.66 1539.85 1651.25 1539.11 L1651.25 1534.41 Q1653.34 1535.54 1655.56 1536.1 Q1657.78 1536.66 1660.26 1536.66 Q1664.26 1536.66 1666.6 1534.55 Q1668.94 1532.44 1668.94 1528.83 Q1668.94 1525.22 1666.6 1523.11 Q1664.26 1521.01 1660.26 1521.01 Q1658.38 1521.01 1656.51 1521.42 Q1654.66 1521.84 1652.71 1522.72 L1652.71 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1949.12 1521.29 Q1952.48 1522 1954.35 1524.27 Q1956.25 1526.54 1956.25 1529.87 Q1956.25 1534.99 1952.73 1537.79 Q1949.21 1540.59 1942.73 1540.59 Q1940.56 1540.59 1938.24 1540.15 Q1935.95 1539.73 1933.5 1538.88 L1933.5 1534.36 Q1935.44 1535.5 1937.76 1536.08 Q1940.07 1536.66 1942.59 1536.66 Q1946.99 1536.66 1949.28 1534.92 Q1951.6 1533.18 1951.6 1529.87 Q1951.6 1526.82 1949.45 1525.11 Q1947.32 1523.37 1943.5 1523.37 L1939.47 1523.37 L1939.47 1519.53 L1943.68 1519.53 Q1947.13 1519.53 1948.96 1518.16 Q1950.79 1516.77 1950.79 1514.18 Q1950.79 1511.52 1948.89 1510.11 Q1947.02 1508.67 1943.5 1508.67 Q1941.58 1508.67 1939.38 1509.09 Q1937.18 1509.5 1934.54 1510.38 L1934.54 1506.22 Q1937.2 1505.48 1939.52 1505.11 Q1941.85 1504.73 1943.91 1504.73 Q1949.24 1504.73 1952.34 1507.17 Q1955.44 1509.57 1955.44 1513.69 Q1955.44 1516.56 1953.8 1518.55 Q1952.15 1520.52 1949.12 1521.29 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M1971.32 1508.44 Q1967.71 1508.44 1965.88 1512 Q1964.08 1515.55 1964.08 1522.67 Q1964.08 1529.78 1965.88 1533.35 Q1967.71 1536.89 1971.32 1536.89 Q1974.96 1536.89 1976.76 1533.35 Q1978.59 1529.78 1978.59 1522.67 Q1978.59 1515.55 1976.76 1512 Q1974.96 1508.44 1971.32 1508.44 M1971.32 1504.73 Q1977.13 1504.73 1980.19 1509.34 Q1983.27 1513.92 1983.27 1522.67 Q1983.27 1531.4 1980.19 1536.01 Q1977.13 1540.59 1971.32 1540.59 Q1965.51 1540.59 1962.43 1536.01 Q1959.38 1531.4 1959.38 1522.67 Q1959.38 1513.92 1962.43 1509.34 Q1965.51 1504.73 1971.32 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M91.8577 232.352 L110.214 232.352 L110.214 236.287 L96.1401 236.287 L96.1401 244.759 Q97.1586 244.412 98.1771 244.25 Q99.1956 244.065 100.214 244.065 Q106.001 244.065 109.381 247.236 Q112.76 250.408 112.76 255.824 Q112.76 261.403 109.288 264.505 Q105.816 267.583 99.4966 267.583 Q97.3206 267.583 95.0521 267.213 Q92.8068 266.843 90.3994 266.102 L90.3994 261.403 Q92.4827 262.537 94.7049 263.093 Q96.9271 263.648 99.404 263.648 Q103.409 263.648 105.747 261.542 Q108.084 259.435 108.084 255.824 Q108.084 252.213 105.747 250.107 Q103.409 248 99.404 248 Q97.529 248 95.654 248.417 Q93.8021 248.834 91.8577 249.713 L91.8577 232.352 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M65.8393 487.853 L73.4782 487.853 L73.4782 461.487 L65.168 463.154 L65.168 458.894 L73.4319 457.228 L78.1078 457.228 L78.1078 487.853 L85.7466 487.853 L85.7466 491.788 L65.8393 491.788 L65.8393 487.853 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M100.816 460.306 Q97.2049 460.306 95.3762 463.871 Q93.5707 467.413 93.5707 474.542 Q93.5707 481.649 95.3762 485.214 Q97.2049 488.755 100.816 488.755 Q104.45 488.755 106.256 485.214 Q108.084 481.649 108.084 474.542 Q108.084 467.413 106.256 463.871 Q104.45 460.306 100.816 460.306 M100.816 456.603 Q106.626 456.603 109.682 461.209 Q112.76 465.792 112.76 474.542 Q112.76 483.269 109.682 487.876 Q106.626 492.459 100.816 492.459 Q95.0058 492.459 91.9272 487.876 Q88.8716 483.269 88.8716 474.542 Q88.8716 465.792 91.9272 461.209 Q95.0058 456.603 100.816 456.603 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M66.8347 712.728 L74.4735 712.728 L74.4735 686.363 L66.1634 688.029 L66.1634 683.77 L74.4272 682.103 L79.1032 682.103 L79.1032 712.728 L86.742 712.728 L86.742 716.663 L66.8347 716.663 L66.8347 712.728 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M91.8577 682.103 L110.214 682.103 L110.214 686.038 L96.1401 686.038 L96.1401 694.511 Q97.1586 694.163 98.1771 694.001 Q99.1956 693.816 100.214 693.816 Q106.001 693.816 109.381 696.987 Q112.76 700.159 112.76 705.575 Q112.76 711.154 109.288 714.256 Q105.816 717.335 99.4966 717.335 Q97.3206 717.335 95.0521 716.964 Q92.8068 716.594 90.3994 715.853 L90.3994 711.154 Q92.4827 712.288 94.7049 712.844 Q96.9271 713.399 99.404 713.399 Q103.409 713.399 105.747 711.293 Q108.084 709.186 108.084 705.575 Q108.084 701.964 105.747 699.858 Q103.409 697.751 99.404 697.751 Q97.529 697.751 95.654 698.168 Q93.8021 698.585 91.8577 699.464 L91.8577 682.103 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M69.4273 937.604 L85.7466 937.604 L85.7466 941.539 L63.8023 941.539 L63.8023 937.604 Q66.4643 934.849 71.0476 930.22 Q75.6541 925.567 76.8346 924.224 Q79.08 921.701 79.9596 919.965 Q80.8624 918.206 80.8624 916.516 Q80.8624 913.761 78.918 912.025 Q76.9967 910.289 73.8948 910.289 Q71.6958 910.289 69.2421 911.053 Q66.8115 911.817 64.0338 913.368 L64.0338 908.646 Q66.8578 907.511 69.3115 906.933 Q71.7652 906.354 73.8023 906.354 Q79.1726 906.354 82.367 909.039 Q85.5614 911.724 85.5614 916.215 Q85.5614 918.345 84.7513 920.266 Q83.9642 922.164 81.8578 924.757 Q81.2791 925.428 78.1772 928.645 Q75.0754 931.84 69.4273 937.604 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M100.816 910.058 Q97.2049 910.058 95.3762 913.622 Q93.5707 917.164 93.5707 924.294 Q93.5707 931.4 95.3762 934.965 Q97.2049 938.507 100.816 938.507 Q104.45 938.507 106.256 934.965 Q108.084 931.4 108.084 924.294 Q108.084 917.164 106.256 913.622 Q104.45 910.058 100.816 910.058 M100.816 906.354 Q106.626 906.354 109.682 910.96 Q112.76 915.544 112.76 924.294 Q112.76 933.02 109.682 937.627 Q106.626 942.21 100.816 942.21 Q95.0058 942.21 91.9272 937.627 Q88.8716 933.02 88.8716 924.294 Q88.8716 915.544 91.9272 910.96 Q95.0058 906.354 100.816 906.354 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M70.4226 1162.48 L86.742 1162.48 L86.742 1166.41 L64.7977 1166.41 L64.7977 1162.48 Q67.4597 1159.72 72.043 1155.1 Q76.6495 1150.44 77.83 1149.1 Q80.0754 1146.58 80.955 1144.84 Q81.8578 1143.08 81.8578 1141.39 Q81.8578 1138.64 79.9133 1136.9 Q77.992 1135.16 74.8902 1135.16 Q72.6911 1135.16 70.2375 1135.93 Q67.8069 1136.69 65.0292 1138.24 L65.0292 1133.52 Q67.8532 1132.39 70.3069 1131.81 Q72.7606 1131.23 74.7976 1131.23 Q80.168 1131.23 83.3624 1133.91 Q86.5568 1136.6 86.5568 1141.09 Q86.5568 1143.22 85.7466 1145.14 Q84.9596 1147.04 82.8531 1149.63 Q82.2744 1150.3 79.1726 1153.52 Q76.0708 1156.72 70.4226 1162.48 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M91.8577 1131.85 L110.214 1131.85 L110.214 1135.79 L96.1401 1135.79 L96.1401 1144.26 Q97.1586 1143.91 98.1771 1143.75 Q99.1956 1143.57 100.214 1143.57 Q106.001 1143.57 109.381 1146.74 Q112.76 1149.91 112.76 1155.33 Q112.76 1160.91 109.288 1164.01 Q105.816 1167.09 99.4966 1167.09 Q97.3206 1167.09 95.0521 1166.72 Q92.8068 1166.35 90.3994 1165.6 L90.3994 1160.91 Q92.4827 1162.04 94.7049 1162.6 Q96.9271 1163.15 99.404 1163.15 Q103.409 1163.15 105.747 1161.04 Q108.084 1158.94 108.084 1155.33 Q108.084 1151.72 105.747 1149.61 Q103.409 1147.5 99.404 1147.5 Q97.529 1147.5 95.654 1147.92 Q93.8021 1148.34 91.8577 1149.22 L91.8577 1131.85 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M78.617 1372.66 Q81.9735 1373.37 83.8485 1375.64 Q85.7466 1377.91 85.7466 1381.24 Q85.7466 1386.36 82.2281 1389.16 Q78.7096 1391.96 72.2282 1391.96 Q70.0523 1391.96 67.7375 1391.52 Q65.4458 1391.1 62.9921 1390.25 L62.9921 1385.73 Q64.9366 1386.87 67.2514 1387.45 Q69.5662 1388.03 72.0893 1388.03 Q76.4874 1388.03 78.7791 1386.29 Q81.0939 1384.55 81.0939 1381.24 Q81.0939 1378.19 78.9411 1376.48 Q76.8115 1374.74 72.9921 1374.74 L68.9643 1374.74 L68.9643 1370.9 L73.1773 1370.9 Q76.6263 1370.9 78.455 1369.53 Q80.2837 1368.14 80.2837 1365.55 Q80.2837 1362.89 78.3856 1361.48 Q76.5106 1360.04 72.9921 1360.04 Q71.0708 1360.04 68.8717 1360.46 Q66.6727 1360.87 64.0338 1361.75 L64.0338 1357.59 Q66.6958 1356.85 69.0106 1356.48 Q71.3486 1356.11 73.4087 1356.11 Q78.7328 1356.11 81.8346 1358.54 Q84.9365 1360.94 84.9365 1365.06 Q84.9365 1367.93 83.2929 1369.92 Q81.6494 1371.89 78.617 1372.66 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M100.816 1359.81 Q97.2049 1359.81 95.3762 1363.37 Q93.5707 1366.92 93.5707 1374.04 Q93.5707 1381.15 95.3762 1384.72 Q97.2049 1388.26 100.816 1388.26 Q104.45 1388.26 106.256 1384.72 Q108.084 1381.15 108.084 1374.04 Q108.084 1366.92 106.256 1363.37 Q104.45 1359.81 100.816 1359.81 M100.816 1356.11 Q106.626 1356.11 109.682 1360.71 Q112.76 1365.29 112.76 1374.04 Q112.76 1382.77 109.682 1387.38 Q106.626 1391.96 100.816 1391.96 Q95.0058 1391.96 91.9272 1387.38 Q88.8716 1382.77 88.8716 1374.04 Q88.8716 1365.29 91.9272 1360.71 Q95.0058 1356.11 100.816 1356.11 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><g clip-path=\"url(#clip8002)\">\n",
"<image width=\"1976\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB7gAAAWfCAYAAAAxmSltAAAgAElEQVR4nOzbW4+cd2HH8ZndWXvX\n",
"XuNTDnZiAiRAgagEkhZKgVacJaSqVOpFLyr1PVSqetvX0ctW4g3QcoFS1IrSqgqkHEKVA4GEJJDE\n",
"dmyv7XiPM701FtfPTz/9P59X8PtrZp955vnuzF/6xmdXs4G9+Pp70xNiXtk5nZ4wmYPlPD0h5oOn\n",
"b6QnTOqjj7ySnhBz9qHL6QkxG6dupydM5sVnnkhPiPrxbx5OT5jM7tF6ekLMxtoyPSHmga076QmT\n",
"OrZ+mJ4Q8/mv/Ht6wmSOfflUekLM2vVr6QlRV751MT1hMsujtfSEmP07m+kJk/r+8x9LT4i5PNhr\n",
"fbdbh+Pcm+8OfD371btjPT+8uneUnhCztxz3O+ejJzfSEyZ16eS47/ORmsj+QGe9187BuGcf944F\n",
"AAAAAAAAgCoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAA\n",
"UEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAA\n",
"AAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoC\n",
"NwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAA\n",
"AKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEA\n",
"AAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAV\n",
"BG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAA\n",
"AABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHAD\n",
"AAAAAAAAUGFx7cbp9IaoS+eupCfErFbz9ITJLAc6670eu/Dr9IRJHR4u0hNi5utH6Qkxq6P19ITJ\n",
"3N7dTE+IGumz62PnL6cnxHzosV+kJ8Tc94mX0hMmNX/qvekJMbsf+8v0hMnsbt2fnpCzdy29IOrk\n",
"Z26mJ0xmvruTnhCzvvNmesKkPvK3Y533bq/+4rH0hJjj66v0hAkt0wNiLp0Y67dgpxbjPEu511u7\n",
"Y73Wd9veSC+Y1tFAz5HutTXQZ9dbd8b9m74zbhLwC24AAAAAAAAAOgjcAAAAAAAAAFQQuAEAAAAA\n",
"AACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4A\n",
"AAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABA\n",
"BYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAA\n",
"AAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjc\n",
"AAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAA\n",
"gAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAA\n",
"AAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQ\n",
"uAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKDCIj0gbXf/eHpCzPW9zfSEyTxx6dX0hJjrt06l\n",
"J0xqd/9YekLM+YfeSk+IWT9+kJ4wmcc//rP0hKhPf/CN9ITJzP/wfekJMfvvfTw9IeZo94H0hEkd\n",
"nf1AekLO8bPpBZOZz8f92rl2/ZfpCVHrN6+kJ0zm4Nwj6QkxB498Nj1hUh/6xDfTE2L+49WBP7cH\n",
"cutwPT0h5uLWOM8WZrPZbHN93Nf6rd1xf/e3XKUXTOtoOU9PiHltoPf5zsFgb+y7jHtyv+AGAAAA\n",
"AAAAoITADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4\n",
"AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAA\n",
"ABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAA\n",
"AAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKgg\n",
"cAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAA\n",
"AAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsA\n",
"AAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQ\n",
"QeAGAAAAAAAAoILADQAAAAAAAECFxcHhIr0haj5fpSfEnNzYT0+YzJUbZ9ITYi6ev5KeMKlLH38h\n",
"PSFm8yM76Qk5JzbTCyZ0Oz0g691xPrfv/OuN9ISY3WvPpSfEHOweS0+Y1LM/uy89IeZPvvjt9ITJ\n",
"rP7uz9MTcpZH6QVRi9d+np4wmbXvPZueEDPfTi+Y1v7JU+kJMe/bvpmeEPOjd8Z5rnRisUxPiLmy\n",
"N9Zz8rfujPvbt2PjHn324OZhesKkbhyspyfEHAx0Od8f6Kz3OrmYpyfEDHwpBwAAAAAAAKCJwA0A\n",
"AAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACo\n",
"IHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAA\n",
"AAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEb\n",
"AAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAA\n",
"UEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAA\n",
"AAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoC\n",
"NwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAA\n",
"AKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKixu7x1Pb4g6t30rPSHm\n",
"ge2b6QmTefKr30tPiFl8+nR6wqTmv76RnhDz9tMfTk+IuXH1bHrCZK7fOpWeEPXa9XPpCZN5/sa4\n",
"r/WFzf30BCbyD6+/mJ4Q80+LP0pPmMyn/n6RnhCz3DqTnhB154kvpidMZmv23fSEmOUrO+kJk3rm\n",
"6c+lJ8QcXz9KT4g5f+wwPWEye8txfw/17uFYZ98Y67i/5dHtVXpCzMFqnp4wqV/dHuu8d1sf6OjH\n",
"Br6ePXRi3OvZwC87AAAAAAAAAE0EbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAA\n",
"AABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwA\n",
"AAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACA\n",
"CgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAA\n",
"AAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4\n",
"AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAA\n",
"ABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAA\n",
"AAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqLE4e30tviNo72EhPiNnZ3UpPmMxr\n",
"P3g8PSHm6tNn0hMm9cb1z6cnxPzs+un0hJjN9WV6wmRGOuvvcvtwPT1hMjcPxv0/xI+cHvf+9OWd\n",
"7fSESV1YPpKeEHP53XH+xk98+x/TE2L2n/pMekLUcmuc+9M7n/xKekLOU+Pcn81ms9nvPfu/6Qkx\n",
"zz437rOVR9+zk54wmR9ePZeewESOVukFOQcDn/3U2liHP7FIL8i5OdAb/YHNeXpCzLG1cZ8Vj/NU\n",
"BQAAAAAAAIBqAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAA\n",
"AFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAA\n",
"AAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAK\n",
"AjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAA\n",
"AACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgB\n",
"AAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAA\n",
"FQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAA\n",
"AAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqLA4\n",
"deJ2ekPUK5cfTE+I+a+3z6cnTObpN8Z9nRdrq/SESR0s5+kJMTf20wtyNtbG+X+tnYP0gqw39nbT\n",
"Eybz5vxKekLMD67dn54Qc35jPT1hUl84czY9IehGesBknvvnz6UnxLz/2ZfSE6JOfnWcG5f9Dz+V\n",
"nhCz3L6QnjCp7Qvj3qOt/98yPSHm2u5WesJkbuyP8/36XjfG+diazWaz2eG4f9KzUxvpBTlX9sb6\n",
"znlhc6xn43fbXozznPzdw/SCnOsDf26Pe3IAAAAAAAAAqgjcAAAAAAAAAFQQuAEAAAAAAACoIHAD\n",
"AAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAA\n",
"KgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAA\n",
"AAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHg\n",
"BgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAA\n",
"AFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAA\n",
"AAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCC\n",
"wA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAA\n",
"AACoIHADAAAAAAAAUEHgBgAAAAAAAKDC4tx976Q3RD3zqw+kJ8Q8v7NKT5jMmY15ekLMm7tH6QmT\n",
"ent1Mz0hZm3g/1l6fe3l9ITJvLP78/SEqMXaVnrCZB4+9kR6Qszp9Y30hJjHz4xzfzabzWYfP3st\n",
"PSHmmStn0xMms7G2TE+I2Ts4lp4Qde6V6+kJk3n/17+TnhCz+7VvpCdMautT++kJMV+4/1/SE2Je\n",
"+M5n0hMm8+7ho+kJMbcOF+kJkzpajfu89HDc29PZCztjvc+3xjrub7m4NVIXWE8PiLlxkF6QM24N\n",
"AQAAAAAAAKCKwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAA\n",
"AFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAA\n",
"AAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCC\n",
"wA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAA\n",
"AACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4A\n",
"AAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABA\n",
"BYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAA\n",
"AAAAUEHgBgAAAAAAAKCCwA0AAAAAAABAhcVPX/xwekPUd988kZ4Q85Ply+kJkznY20tPiHlw9XB6\n",
"wqS+cOZsekLM1y79Jj0h5oXrj6cnTOaHV59MT4h69NRResJknjz/TnpCzPntV9ITYl6+en96wqRW\n",
"q3l6QsyPro1zPfvlrTPpCTFf2ttMT4j6q6d+kp4wmaMrx9MTYuZHg33fXi7TC2Je/rdPpSfEPPbp\n",
"ca5nF9/3RnpCzLe//8fpCZN6YedkekLM7tG430NuHa7SEyb1+p3D9ISY0xuL9ITJHI31tv4t1/bH\n",
"vTf1C24AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0A\n",
"AAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACo\n",
"IHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAA\n",
"AAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEb\n",
"AAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAA\n",
"UEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAA\n",
"AAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoC\n",
"NwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAA\n",
"AKDC4psvP5jeEHVsPb0g53Nrj6UnTOb0RnpBzhcvXk1PmNQffPQ/0xNijg4W6Qkxy9k8PWEy7+w9\n",
"kJ4QdXxtlZ4wmcX6UXpCzN7BuB/c1/aPpSdM6sGtgd/nq3HO/szhq+kJMdtXxvnO9bv8zUPjfBdZ\n",
"fvnJ9ISY+XKc69lsNput3rmTnhDz/V9+MD0hZrka5zvnh778P+kJMX967T3pCZPa+fEn0xNi/vvy\n",
"8fSEmNMb41zPZrPZ7MHNcZ8vzGbjPEN7e3ecs97r1uFY9+J38wtuAAAAAAAAACoI3AAAAAAAAABU\n",
"ELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAA\n",
"AAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsAN\n",
"AAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAA\n",
"qCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAA\n",
"AAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWB\n",
"GwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAA\n",
"AFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAA\n",
"AAAAAABUWLy0eyu9IeovLmymJ8RsL47SEyZzaXvc9/ljD/46PWFSV96+Lz0h5rnfPJyeEHPnaJGe\n",
"MJn1+So9IWpjbZzzHx6tpyfE7KYHBB0sx/r/09Vqnp4Qc9/GsfSEyfzi6CA9IWZ93Lf4bDabzVZH\n",
"Y13TGMP8wnvSE2I+efGN9ISYEyfupCdMZr6+TE+IufRnP01PmNRfX7ycnhBz81tfT0+IeX5nrGcN\n",
"v39qPz0h5mA1zr341vo4Z73Xm7sb6Qkx477qAAAAAAAAAFQRuAEAAAAAAACoIHADAAAAAAAAUEHg\n",
"BgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAA\n",
"AFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAA\n",
"AAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCC\n",
"wA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAA\n",
"AACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4A\n",
"AAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABA\n",
"BYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAA+H/27aVHsvMg43hVV3X39GVmPGPHHo9DcByH3BQg\n",
"UZBNgnIRIIhAspAQGwgLEEJigZD4AHwCFnwF9qwAIQWESESCkAlC4uIkjMEhjjMZX8Zz6Z6e7q4q\n",
"tpaT9Xn06P39PsFTqur3nKp/HwAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAA\n",
"AAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKiwvLJ1Ib0h6sJinZ4Q870HO+kJkzlYjvs5v3d8kJ4w\n",
"qaOTcd/rS7un6Qkx++uz9AQmst6kF0zn3uk41+l3u7gz7nm2mA/0IZ/NZuebeXpCzKO747z2/aNL\n",
"6Qkx26P/S/l6nM/5/Gzc+9HN1iI9YVKb5XZ6QszO9rj3aHsXj9ITJrM+XaYnxJy/vJueMKn9999M\n",
"T4j5gxf+Oj0h5itf/Ux6wqTeHPi34ntn49yz3B/4Wd6n9lbpCTHjvusAAAAAAAAAVBG4AQAAAAAA\n",
"AKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAA\n",
"AAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAF\n",
"gRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAA\n",
"AABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwA\n",
"AAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACA\n",
"CgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAA\n",
"AAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4\n",
"AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAECF5UcuLdMborbmD9MTYu6dzdMT\n",
"JvPte/vpCTF7y0fTEyZ1slqkJ8RszTbpCTF3z3bSEybzYDX2/6btLtbpCZM5XY97nl3eO05PiPlA\n",
"esDE1ptx7kff7XiVXjCdrYH/r/ryzrj3Z7PZbDYf6Lo9Oz9NL4jZOn2QnjCt5XZ6Qcxm4Ov2vduX\n",
"0xMmc3U+7rVrcXiSnjCp05tX0hNidi7fS0+I+cUX/iY9YVI3vv6J9ISYv3/5g+kJk3njZNzvnPvL\n",
"ca/b477rAAAAAAAAAFQRuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEb\n",
"AAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAOYJscYAACAASURBVAAAKgjcAAAAAAAAAFQQuAEAAAAA\n",
"AACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4A\n",
"AAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABA\n",
"BYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAA\n",
"AAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjc\n",
"AAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAA\n",
"gAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACosFxv0hOyTlaL9ISYt0/T\n",
"C6ZzsEwvyHnj5EJ6wqSOB/6bvn067mu/sFinJ0zm8d2BDu8f4enLd9ITJvOei3fTE2KuXf9+ekLM\n",
"6mysm5bj+wfpCTHPHx2mJ0zm+OYT6QmEbAY607bOx71Hm589SE+Y1ta4z4pcfeyt9ISY9Wqc932k\n",
"s/vdlu8d6yzfPRj3b/r01cvpCTGb9Tjn2Ww2m334i19LT4i5+uI4f+N/9g8/l54Q87/30wtyxjrN\n",
"AAAAAAAAAKglcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAA\n",
"ABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAA\n",
"AAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKgg\n",
"cAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAA\n",
"AAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsA\n",
"AAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQ\n",
"QeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAA\n",
"AAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACsv0\n",
"gLSdrXV6Qsy1vU16wmR+6srd9ISY5z/0zfSESR1evZOeELPYPk9PiDm6fSk9YTIPjvbTE6L2D4/S\n",
"EybzxM+/lJ4Qc/bpz6cnxGyWO+kJk7p28+X0hJin/uov0xMm85l//Vh6QswjV95OT4haPjPOd87z\n",
"C4fpCTHz87P0hGmtx/0d6cLhcXpCzPnpdnrCdJar9IKc/QvpBdN6+0F6QczuM+P+fri6tZueMKmz\n",
"ty6mJ8Q89vEb6QmT+eOdwe5H3+FPv/yF9IQYT3ADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABA\n",
"BYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAA\n",
"AAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjc\n",
"AAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAA\n",
"gAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAA\n",
"AAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQ\n",
"uAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAA\n",
"AAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKDC8nd+\n",
"8j/TG6Le/4n/Sk+IufnNZ9ITJvPkR2+kJ8Ts/PLV9IRJnXz8hfSEmPn2xfSEmCu3vpGeMJnH7r2e\n",
"npC1dSm9YDIn7/nt9ISYnUc/mZ4Qs1gepidM6sHel9MTYk7v/FN6wmQ+8qv/mJ4Qs/rCc+kJUauj\n",
"D6QnTGa+XqUnxMxP7qcnTGvg93qxfZ6eEHN2spOeMJ3zRXpBznKZXjAtj74N6fz+hfSESW3tnqUn\n",
"xGzOxjnTLj/7anpCzJdeG7dxuowBAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAA\n",
"gAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAA\n",
"AAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQ\n",
"uAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAA\n",
"AAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0A\n",
"AAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACo\n",
"IHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAA\n",
"AAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEb\n",
"AAAAAAAAgAoCNwAAAAAAAAAVlh9+4WvpDVEnv/676Qkx199+JT1hMqvHfis9Iebk/CQ9YVqb8/SC\n",
"mK3FhfSEmOWP/VJ6wmTW63E/47PZbLYY6XO+Guz8foezs7fTE5jI4t6t9ISYy5/7QXrCZDZXr6Un\n",
"xCzevJmekLVepRcwgfl6nZ4wqfn5uPfjq7OD9ISY9WqRnjCZ1fFuekLM8vQ0PWFS82V6Qc7Ir/34\n",
"1tX0hEnd+Paz6Qkxn/qNv01PmMzq9l56Qszh4VF6QownuAEAAAAAAACoIHADAAAAAAAAUEHgBgAA\n",
"AAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQ\n",
"uAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAA\n",
"AAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0A\n",
"AAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACo\n",
"IHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAA\n",
"AAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEb\n",
"AAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAA\n",
"UEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgArLras76Q1RF65+Ij0hZnPl4+kJk1mmBwSt\n",
"VifpCZOaz8d9txeLC+kJMSN9ztfrcV7rjzLS6x/5PFs/vJ2eELPaGuws36zSC2LW155MT5jM/OQ4\n",
"PSFmfvowPYGprMc9z2bL7fQCJrI6G/f+dLOZpycwha2x3uf5pXH/pmf7e+kFMXuP3klPmNTI5/fx\n",
"jWvpCZM5/OQP0hNi9v/nfnpCjCe4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAA\n",
"AEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMA\n",
"AAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAq\n",
"CNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAA\n",
"AACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAG\n",
"AAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAA\n",
"VBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAA\n",
"AAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQYbm+/lR6Q9Rmc56e\n",
"EPPwzkvpCdNZj/s+b91/LT1hUtu3XklPiJnfv5OeELN9d6DXfvIwvSBqczzOeb45Ti8Iur2fXhBz\n",
"evtSesKkVg+30xNi9h5/Kz1hMssnjtITYuZPP5qeELV+ZJzXPz8d+x5tKMuz9IKYg4GuXe92+ztP\n",
"pidM5vTuQXpCzO75m+kJ09oa+Nm383F+W3i3nWv30xMm9exP3EhPiDm5c5ieMJnD9c30hJjDJ19P\n",
"T4gZ+CoGAAAAAAAAQBOBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgB\n",
"AAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAA\n",
"FQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAA\n",
"AAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBw\n",
"AwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAA\n",
"ACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAA\n",
"AAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB\n",
"4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAA\n",
"AABUmP/z539lkx6RdL5apCfEfO/uI+kJk3nrZDc9IWaxNdaf+NHZMj0h5lv3dtITYs7W6QXTed/B\n",
"Kj0h6r37J+kJkzlYnqcnxNx+OO559tVbe+kJk7r58DQ9IeanHxnnc7492P3oOz1xYdyzfDabzT71\n",
"xPfTEybzzNPfSU+Iefy5l9ITJjV/9tH0hJj1S7fTE2Ievjbu+z6SvY+9np4wqfnOwM++7Y/1veud\n",
"NpcupydM6/9eSy+I2RynF0xn6+q4TWBzf9zvnANfxQAAAAAAAABoInADAAAAAAAAUEHgBgAAAAAA\n",
"AKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEA\n",
"AAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAV\n",
"BG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAA\n",
"AABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHAD\n",
"AAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAA\n",
"KgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAA\n",
"AAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUGH+\n",
"m1f+cJMekXR9f9yXv97M0xMm8xd3/zs9Iea55bPpCZN6+jC9IOfrb52kJ8Q83JynJ0zmc1cH/pDP\n",
"ZrOnD07TEybz3eOd9ISY3/uZf0lPYCL3jw7SE2K2ttbpCZP5t+/+eHpCzFduXUxPiHrl6Cw9YTLX\n",
"97bTE2L+5LMvpidM6n2//2p6Qs4rr6cXxMwvLdMTJrO5P87363ebj/sVbDzLgZ/7uzTY70qn49yP\n",
"/pDlONeu2fm4167ZycP0gpiBT3IAAAAAAAAAmgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAA\n",
"UEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAA\n",
"AAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoC\n",
"NwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAA\n",
"AKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEA\n",
"AAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAV\n",
"BG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAA\n",
"AABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHAD\n",
"AAAAAAAAUEHgBgAAAAAAAKDC/OVf+9lNekTS7v5JekLM0d3D9ITJfOnvnk1PiPni4wfpCZNazMc9\n",
"0l58M70g52i1Sk+YzB99+G56QtT1R26nJ0zmzvF+ekLM838+7v3Z6upY9yzLN76VnpCzOk0vmMzW\n",
"g6P0hJjF26+nJ0Rt/uO19ITJvP6ND6UnxOxdvpeeMKn9991KT4i5+eJH0xNithbjfOf89xsfTE+I\n",
"+ewvfCU9YVJ7nx7nc/1Djsf9zrm5dDE9YVLz87P0hJytRXrBdM7P0wsI8AQ3AAAAAAAAABUEbgAA\n",
"AAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAF\n",
"gRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAA\n",
"AABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwA\n",
"AAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACA\n",
"CgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAA\n",
"AAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4\n",
"AQAAAAAAAPj/9u2lR7L7IONwdXd19/Rc2u3xeGJ7EgdmjIydBAsMSYgiFhFECkICJAhIbIAlC3as\n",
"WPMB2CCBhBALFlwkJARCSBYgK44CSoxEYsfOxXGc2B577j2X7p7uqmZrDWz5v3p1nucTvKfrdJ1T\n",
"51dVQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwA\n",
"AAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAECF+ebJ/fSGqJe/\n",
"+Ux6QsyVvZPpCcMsVw7TE2L2FyvpCUNd3Z/u93ZWZ8v0hJjt+Tw9YZj9xXSO9f/y3u5D6QnDfOfW\n",
"TnpCzKU/fDk9IebqtWm9l7+3O93z/Nzp2+kJw5zdOUhPiDm9cyo9Iep7b/xCesIwFx5/Nz0hZmP7\n",
"bnrCUC/+3RfSE2J+eGc7PSHmaDmdZw1furKVnhDzjb/51fSEoT7zpbfTE2LOPXQzPSFm59Hr6QlD\n",
"ndi+k54Qs/XE1fSEYVZPTLf/rJ6bzj3Kg6Z75AAAAAAAAABUEbgBAAAAAAAAqCBwAwAAAAAAAFBB\n",
"4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAA\n",
"AABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcA\n",
"AAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACg\n",
"gsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAA\n",
"AAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRu\n",
"AAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAA\n",
"QAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqDDfvfFQ\n",
"ekPUn7y+k54Q8/Ls5fSEYVZX5+kJMf9w47H0BAY5WNlLT8g5Tg8Y5/1vT/t/+uTsVHrCML/84WV6\n",
"QszB/mZ6QsyV29vpCUP955Vz6Qkx3//e+fSEYfYWE7pQP+C/D99NT4h6/d4/pScM84VTv5ueEPOX\n",
"v7WbnjDUX7/xeHpCzP3p3p7O3js4TE8Y5ubydnpCzJcPrqUnDPWn7y/SE2LOLS6mJ8RsrTydnjDU\n",
"+mwtPSHm/OZ6esIwn9g5Sk+I+b1f+cf0hBi/4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAK\n",
"AjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAA\n",
"AACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgB\n",
"AAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAA\n",
"FQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAA\n",
"AAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBw\n",
"AwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAA\n",
"ACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAA\n",
"AAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACrMH3/q++kNUZ999WPpCTHLKz+ZnjDM5sp0v8uxvjqt\n",
"Y19bSS/IOU4PCNqa8gs/Mc8+dJSeMMxv/NyL6QkxJ89fT0+I2Tl/LT1hqBf++efTE2L+7eC19IRh\n",
"np09lZ4Qs7syrf/pB62sbKQnDPPCwd+nJ8R89b8+m54w1M50Tuv/5dXd6dyLP+jC1np6wjCX1qZz\n",
"rA96eON0esJQP7g73Wcpb+7vpSfEfHv19fSEoe4upvt84fDunfSEYV45+HR6QswX37yQnhAzrfIF\n",
"AAAAAAAAQC2BGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAA\n",
"qCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAA\n",
"AAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWB\n",
"GwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAA\n",
"AFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAA\n",
"AAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAK\n",
"AjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAA\n",
"AACggsANAAAAAAAAQAWBGwAAAAAAAIAK8xtvfyi9IerXPv719ISYL64t0xOGObG1l54QM984TE8Y\n",
"anVC5/WDlovpfmdpbf0oPWGYw/3N9ISoe3dOpScMc/Wd6d6jrbx7Pj0h5vL1R9IThvrKzXvpCTE/\n",
"2H8pPWGYR088np6QM93bs9lsNputi0herwAAESZJREFUrEznD3C0uJ2eEPPHr55LTxjq+YeP0xNi\n",
"nttZS0+I2V5fpCcMszOx50gfdPdonp4w1FeuTfcZ2qPzE+kJMYdHl9IThnp9djM9IebCxnPpCcNc\n",
"n11JT4j586/+dHpCzHQ+bQIAAAAAAABQTeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3\n",
"AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAA\n",
"oILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAA\n",
"AAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUE\n",
"bgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAA\n",
"AEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMA\n",
"AAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAq\n",
"CNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAA\n",
"AACACgI3AAAAAAAAABXmp3Z20xui7r3zofSEmBdeezY9YZiL29M9z3/0/OX0hKHuH26kJ8S8e/Ph\n",
"9AQG2Fg7Sk+IeuojP0hPGObCJ76VnhBz+ZVL6Qkx1/dOpicM9WNb0zreDzq79tvpCcOsr0z3e9XX\n",
"l9M9x2ez2ezJrc+kJwzz1t5X0hNivjN7Jz1hqGcWT6YnxKykBwRdPVhLT2CAvcW0zvIza9O9Rzs1\n",
"n9Zr/UF3F/fSE8Y6Tg/IeXblw+kJw9xdLNITYpYTPsenexUDAAAAAAAAoIrADQAAAAAAAEAFgRsA\n",
"AAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQ\n",
"QeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAA\n",
"AAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3\n",
"AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAA\n",
"oILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAA\n",
"AAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAAAEAFgRsAAAAAAACACgI3AAAAAAAAABUE\n",
"bgAAAAAAAAAqCNwAAAAAAAAAVBC4AQAAAAAAAKggcAMAAAAAAABQQeAGAAAAAAAAoILADQAAAAAA\n",
"AEAFgRsAAAAAAACACgI3AAAAAAAAABUEbgAAAAAAAAAqzDdO7aU3RO0fnEhPiPmLd26lJwyzfPc4\n",
"PSHm8defTk8Yau/4KD0hZnd2Jz0hZvN4Ou/lz2+fSU+I+qNPfi09YZj1z22nJ8Scevt2ekLMt25N\n",
"63XfmqcX5PzshF7q795eSU+I+aX1S+kJUZ9/4kp6wjC///qn0xNiTkzoXnw2m832FukFOXvT/bg9\n",
"W6YHDLWWHhCzvjqt54fPPzKtM/uDvjPdj5yTc3rt0fSEmM89Np0L9+3D6V67fuLstfSEGL/gBgAA\n",
"AAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQ\n",
"uAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAA\n",
"AAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0A\n",
"AAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACo\n",
"IHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAA\n",
"AAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEb\n",
"AAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAA\n",
"UEHgBgAAAAAAAKCCwA0AAAAAAABAhfnezTPpDYT8wcUT6QnDLI5X0hNi5qt76QlDLZfTfa2Xs630\n",
"hJj56jI9YZgz61fTE6Iuv/FkesIwp//sdnpCzJUrj6YnxKxO7DL2r3d+mJ4Q8/atb6QnDPPJ1c+l\n",
"J8T85pOL9ISoe0fr6QnD7CzPpifELGfTuRefzWazW/fTC3LWJnaf8kGL4/SCcaZ8jm9M7CT/qbN3\n",
"0hNibh9upyfEfH7zfHrCUH+1O93PnK/c3EhPGGb3cEIX6gcsZw+nJ8T4BTcAAAAAAAAAFQRuAAAA\n",
"AAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWB\n",
"GwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAA\n",
"AFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAA\n",
"AAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAK\n",
"AjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAA\n",
"AACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgB\n",
"AAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAA\n",
"FQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBhfvLsbnpD1Nm7J9MTYj61\n",
"PZ3Xfn9/Mz0h5uTWXnrCUBtbB+kJMcfLlfSEmM1T0znPl4u19ISo3Ws76QnDrK0fpSfEPH7hnfSE\n",
"mE/tbaUnDPWlK0+kJzDA1sp0r11fv7mRnhD10VPz9IRhLq5P51gfdHexSE8Y6u7RMj0h5upiPz0h\n",
"5s7sbnrCMPdWp/P5+kEnjk+kJwz19JnpfL5+0NduHKYnxLy2+s30hKHuLa6nJ8S8dO9yesIwF1cf\n",
"TU+IOT6ebhPwC24AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAA\n",
"AKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEA\n",
"AAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAV\n",
"BG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAA\n",
"AABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFQQuAEAAAAAAACoIHAD\n",
"AAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAAAAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAA\n",
"KgjcAAAAAAAAAFQQuAEAAAAAAACoIHADAAAAAAAAUEHgBgAAAAAAAKCCwA0AAAAAAABABYEbAAAA\n",
"AAAAgAoCNwAAAAAAAAAVBG4AAAAAAAAAKgjcAAAAAAAAAFSY7908k95AyMbmQXrCMG9dfiw9Ieal\n",
"155JTxhqe75IT4g5OeFjf3L7VnrCMJeeeDs9IWp94zA9YZidj76bnhCzPJynJ8TceeVj6QlDXTq9\n",
"lp4Q87G1C+kJw7y2e5yeEPPvt99PT4j65NH59IRh7hwdpSfEXD6ezr34bDab3Vi9kp4Qc235ZnpC\n",
"zMHRjfSEYZbL++kJMaurG+kJQ/3L5V9PT4i5N9tPT4h5evnj6QlDffyh59ITYp46M5338x85czM9\n",
"Ieb0xnTfz/yCGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAA\n",
"qCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAA\n",
"AAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWB\n",
"GwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAA\n",
"AFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAA\n",
"AAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAK\n",
"AjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAA\n",
"AACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgB\n",
"AAAAAAAAqDBfLqbduFdXl+kJMfONw/SEYc5t30pPiPnbr6+nJwz13cP/SE+IWVlZS0+I+eKZX0xP\n",
"GOZ31u+nJ0RdvrOdnjDM7Vc/np4Qc/3+RnpCzIvvr6QnDPXlxUvpCTH3jq6mJwxzfLxIT4jZmj+S\n",
"nhD13t6b6QnD3Lr/VnpCzMHh++kJQ61M+Lciq6ub6Qkx25sX0xOGeXblZ9ITYj6ysZWeMNRTZ9IL\n",
"cp7ZmW4T+Mj2e+kJQ53YmO5ztPW1o/QE+H813btyAAAAAAAAAKoI3AAAAAAAAABUELgBAAAAAAAA\n",
"qCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAA\n",
"AAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWB\n",
"GwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAA\n",
"AFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAA\n",
"AAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACggsANAAAAAAAAQAWBGwAAAAAAAIAK\n",
"AjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgBAAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAA\n",
"AACggsANAAAAAAAAQAWBGwAAAAAAAIAKAjcAAAAAAAAAFQRuAAAAAAAAACoI3AAAAAAAAABUELgB\n",
"AAAAAAAAqCBwAwAAAAAAAFBB4AYAAAAAAACgwv8AQWKt3MDDyQQAAAAASUVORK5CYII=\n",
"\" transform=\"translate(137, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip8003\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip8003)\">\n",
"<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAMTUlEQVR4nO3dwY3sRhAFQY5Q/lsh\n",
"L6XfLQtUeSQPERYsEg8kmpyZ/f17/r4P/+uvt/+ArxMoCBQECgKFOffft/+GT7OgIFAQKAgUBApz\n",
"3cVWFhQECgIFgcLc4yK9saAgUBAoCBQECo4awYKCQEGgIFAQKLiLBQsKAgWBgkDBRTpYUBAoCBQE\n",
"CgIFr32CBQWBgkBBoOCoESwoCBQECgIFgYK7WLCgIFAQKAgUBArzeGC2sqAgUBAoCBRcpIMFBYGC\n",
"QEGgIFCYxwOzlQUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK85x/3v4bPs2CgkBBoCBQ\n",
"8FYjWFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAXCxYUBAoCBYHC/O6ft/+GT7OgIFAQKAgUBArzHHex\n",
"jQUFgYJAQaAgUJifu9jKgoJAQaAgUHDUCBYUBAoCBYGCQGEer31WFhQECgIFgYLnQcGCgkBBoCBQ\n",
"ECh4YBYsKAgUBAoCBYGCs1iwoCBQECgIFBw1ggUFgYJAQaAgUJjfOW//DZ9mQUGgIFAQKAgUnMWC\n",
"BQWBgkBBoOAiHSwoCBQECgIFgYJ388GCgkBBoCBQmMdbjZUFBYGCQEGgIFBw1AgWFAQKAgWBgkDB\n",
"a59gQUGgIFAQKLhIBwsKAgWBgkBBoODLLMGCgkBBoCBQ8G4+WFAQKAgUBAoCBQ/MggUFgYJAQaAg\n",
"UHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK3s0HCwoCBYGCQEGg4LVPsKAgUBAoCBQ8MAsWFAQKAgWB\n",
"gkDBXSxYUBAoCBQECi7SwYKCQEGgIFAQKMxz7tt/w6dZUBAoCBQECgKFea6z2MaCgkBBoCBQ8MAs\n",
"WFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQKHpgFCwoCBYGCQMFR\n",
"I1hQECgIFAQKAoV53MRWFhQECgIFgYJAwV0sWFAQKAgUBArjC4c7CwoCBYGCQEGg4KgRLCgIFAQK\n",
"AgWBgrtYsKAgUBAoCBRcpIMFBYGCQEGgIFCYx3dZVhYUBAoCBYHC3PN7+2/4NAsKAgWBgkBBoOCB\n",
"WbCgIFAQKAgUBArzOIutLCgIFAQKAoW510V6Y0FBoCBQECgIFBw1ggUFgYJAQaDgIh0sKAgUBAoC\n",
"BYGCB2bBgoJAQaAgUBAoOIsFCwoCBYGCQGGeo9FGnSBQECgIFAQKHpgFCwoCBYGCQEGg4IFZsKAg\n",
"UBAoCBT8+kuwoCBQECgIFAQK81yNNuoEgYJAQaDgqBEsKAgUBAoCBYGCu1iwoCBQECgIFAQKPicd\n",
"1AkCBYGCQMHHgIMFBYGCQEGgIFDwMeBgQUGgIFAQKAgU5npgtlInCBQECgIFD8yCBQWBgkBBoCBQ\n",
"8MAsWFAQKAgUBAqeBwV1gkBBoCBQECh4YBYsKAgUBAoCBYGCr2QGCwoCBYGCQGGun+haqRMECgIF\n",
"gYJAwbv5YEFBoCBQECgIFDwwCxYUBAoCBYGCd/PBgoJAQaAgUBAo+Jx0UCcIFAQKAgVHjWBBQaAg\n",
"UBAoCBS81QgWFAQKAgWBgkDBWSxYUBAoCBQECt5qBHWCQEGgIFAQKDhqBAsKAgWBgkBBoOC1T7Cg\n",
"IFAQKAgUHDWCBQWBgkBBoCBQ8NonqBMECgIFgYKjRrCgIFAQKAgUBAruYsGCgkBBoCBQECi4iwUL\n",
"CgIFgYJAwQeoggUFgYJAQaAgUJjj/4ut1AkCBYGCQMHzoGBBQaAgUBAoCBQ8MAsWFAQKAgWBgkDB\n",
"WSxYUBAoCBQECi7SwYKCQEGgIFAQKLiLBQsKAgWBgkBBoOAuFiwoCBQECgKFOS7SKwsKAgWBgkBB\n",
"oOCoESwoCBQECgIFF+lgQUGgIFAQKAgU3MWCBQWBgkBBoCBQcBcLFhQECgIFgYKLdLCgIFAQKAgU\n",
"BAo+YRYsKAgUBAoCBYGCs1iwoCBQECgIFFykgwUFgYJAQaAgUPCfWYI6QaAgUBAoOGoECwoCBYGC\n",
"QEGg4N18sKAgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQECgIFd7FgQUGg\n",
"IFAQKHhgFiwoCBQECgIFgcLcx11sY0FBoCBQECg4agQLCgIFgYJAQaDgrUawoCBQECgIFAQKc+7b\n",
"f8K3WVAQKAgUBAqOGsGCgkBBoCBQECh47RMsKAgUBAoChTk+QLWyoCBQECgIFAQKHpgFCwoCBYGC\n",
"QEGg4IFZsKAgUBAoCBQcNYIFBYGCQEGgIFCY8/Zf8HEWFAQKAgWBgkDBWSxYUBAoCBQECt5qBAsK\n",
"AgWBgkBBoOCHJoMFBYGCQEGg4KgRLCgIFAQKAgWBgp/oChYUBAoCBYGCQMEDs2BBQaAgUBAo+ABV\n",
"sKAgUBAoCBQECr7MEiwoCBQECgIFgYKzWLCgIFAQKAgUHDWCBQWBgkBBoCBQcNQIFhQECgIFgYIv\n",
"swQLCgIFgYJAQaAwvsuys6AgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQE\n",
"CgIFZ7FgQUGgIFAQKDhqBAsKAgWBgkBBoODnkoMFBYGCQEGg4NeAgwUFgYJAQaAgUHDUCBYUBAoC\n",
"BYGCQGGOs9jKgoJAQaAgUJjrqLGyoCBQECgIFAQKPmEWLCgIFAQKAgXf1QgWFAQKAgWBgkDBu/lg\n",
"QUGgIFAQKAgUvJsPFhQECgIFgYJ388GCgkBBoCBQECj4V8bBgoJAQaAgUBAo+IRZsKAgUBAoCBQ8\n",
"MAsWFAQKAgWBgkDBA7NgQUGgIFAQKDhqBAsKAgWBgkBBoOBjwMGCgkBBoCBQECj4SmawoCBQECgI\n",
"FPz6S7CgIFAQKAgUBAqOGsGCgkBBoCBQECi4iwULCgIFgYJAwb8yDhYUBAoCBYGCQMFRI1hQECgI\n",
"FAQK3s0HCwoCBYGCQEGg4KgRLCgIFAQKAgWBgrtYsKAgUBAoCBQ8MAsWFAQKAgWBgkDBUSNYUBAo\n",
"CBQECgIFP5ccLCgIFAQKAgU/lxwsKAgUBAoCBYGCB2bBgoJAQaAgUPBuPlhQECgIFAQKAgVHjWBB\n",
"QaAgUBAoCBTmPm5jGwsKAgWBgkDBUSNYUBAoCBQECgIFr32CBQWBgkBBoCBQcBYLFhQECgIFgYKj\n",
"RrCgIFAQKAgUBAqOGsGCgkBBoCBQ8L35YEFBoCBQECgIFOb4GPDKgoJAQaAgUBAoOIsFCwoCBYGC\n",
"QMFRI1hQECgIFAQKAgW/aR8sKAgUBAoChbkeCK0sKAgUBAoCBYGCo0awoCBQECgIFAQKvswSLCgI\n",
"FAQKAgW/BhwsKAgUBAoCBYGCo0awoCBQECgIFAQKPicdLCgIFAQKAgUPzIIFBYGCQEGgIFBw1AgW\n",
"FAQKAgWBgot0sKAgUBAoCBQECnN8JXNlQUGgIFAQKAgUvPYJFhQECgIFgYIHZsGCgkBBoCBQECi4\n",
"iwULCgIFgYJAQaDgLhYsKAgUBAoChbmPn5rcWFAQKAgUBAoCBUeNYEFBoCBQECjM+TlqbCwoCBQE\n",
"CgIFgcIcD8xWFhQECgIFgYJAwV0sWFAQKAgUBArezQcLCgIFgYJAQaAw5+fd/MaCgkBBoCBQECh4\n",
"YBYsKAgUBAoCBRfpYEFBoCBQECgIFLz2CRYUBAoCBYHCnOfP23/Dp1lQECgIFAQKAgUPzIIFBYGC\n",
"QEGgIFCY6yy2sqAgUBAoCBQcNYIFBYGCQEGgIFBwFwsWFAQKAgWBgudBwYKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoOAsFiwoCBQECgIF3zgMFhQECgIFgYJAYc51F9tYUBAoCBQECgIFZ7FgQUGgIFAQKMx1\n",
"1FhZUBAoCBQECgIFR41gQUGgIFAQKPgAVbCgIFAQKAgUBArezQcLCgIFgYJAQaDggVmwoCBQECgI\n",
"FLybDxYUBAoCBYGCQMFrn2BBQaAgUBAoCBScxYIFBYGCQEGg4K1GsKAgUBAoCBQECo4awYKCQEGg\n",
"IFDwViNYUBAoCBQECgIFR41gQUGgIFAQKAgUvPYJFhQECgIFgcLc64HZxoKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoDDPvW//DZ9mQUGgIFAQKMzjqLGyoCBQECgIFAQKPmEWLCgIFAQKAgVHjWBBQaAgUBAo\n",
"CBS8mw8WFAQKAgWBgkBhHg/MVhYUBAoCBYGCo0awoCBQECgIFAQKXvsECwoCBYGCQOE/A73wTbrr\n",
"u5UAAAAASUVORK5CYII=\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 1350.13 Q2277.09 1350.13 2275.26 1353.69 Q2273.45 1357.24 2273.45 1364.37 Q2273.45 1371.47 2275.26 1375.04 Q2277.09 1378.58 2280.7 1378.58 Q2284.33 1378.58 2286.14 1375.04 Q2287.97 1371.47 2287.97 1364.37 Q2287.97 1357.24 2286.14 1353.69 Q2284.33 1350.13 2280.7 1350.13 M2280.7 1346.43 Q2286.51 1346.43 2289.57 1351.03 Q2292.64 1355.62 2292.64 1364.37 Q2292.64 1373.09 2289.57 1377.7 Q2286.51 1382.28 2280.7 1382.28 Q2274.89 1382.28 2271.81 1377.7 Q2268.76 1373.09 2268.76 1364.37 Q2268.76 1355.62 2271.81 1351.03 Q2274.89 1346.43 2280.7 1346.43 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 1375.73 L2302.6 1375.73 L2302.6 1381.61 L2297.71 1381.61 L2297.71 1375.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2308.48 1377.68 L2316.12 1377.68 L2316.12 1351.31 L2307.81 1352.98 L2307.81 1348.72 L2316.07 1347.05 L2320.75 1347.05 L2320.75 1377.68 L2328.39 1377.68 L2328.39 1381.61 L2308.48 1381.61 L2308.48 1377.68 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 1202.74 Q2277.09 1202.74 2275.26 1206.31 Q2273.45 1209.85 2273.45 1216.98 Q2273.45 1224.08 2275.26 1227.65 Q2277.09 1231.19 2280.7 1231.19 Q2284.33 1231.19 2286.14 1227.65 Q2287.97 1224.08 2287.97 1216.98 Q2287.97 1209.85 2286.14 1206.31 Q2284.33 1202.74 2280.7 1202.74 M2280.7 1199.04 Q2286.51 1199.04 2289.57 1203.64 Q2292.64 1208.23 2292.64 1216.98 Q2292.64 1225.7 2289.57 1230.31 Q2286.51 1234.89 2280.7 1234.89 Q2274.89 1234.89 2271.81 1230.31 Q2268.76 1225.7 2268.76 1216.98 Q2268.76 1208.23 2271.81 1203.64 Q2274.89 1199.04 2280.7 1199.04 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 1228.34 L2302.6 1228.34 L2302.6 1234.22 L2297.71 1234.22 L2297.71 1228.34 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2311.7 1230.29 L2328.01 1230.29 L2328.01 1234.22 L2306.07 1234.22 L2306.07 1230.29 Q2308.73 1227.53 2313.32 1222.9 Q2317.92 1218.25 2319.1 1216.91 Q2321.35 1214.38 2322.23 1212.65 Q2323.13 1210.89 2323.13 1209.2 Q2323.13 1206.44 2321.19 1204.71 Q2319.26 1202.97 2316.16 1202.97 Q2313.96 1202.97 2311.51 1203.74 Q2309.08 1204.5 2306.3 1206.05 L2306.3 1201.33 Q2309.13 1200.19 2311.58 1199.62 Q2314.03 1199.04 2316.07 1199.04 Q2321.44 1199.04 2324.64 1201.72 Q2327.83 1204.41 2327.83 1208.9 Q2327.83 1211.03 2327.02 1212.95 Q2326.23 1214.85 2324.13 1217.44 Q2323.55 1218.11 2320.45 1221.33 Q2317.34 1224.52 2311.7 1230.29 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 1055.35 Q2277.09 1055.35 2275.26 1058.92 Q2273.45 1062.46 2273.45 1069.59 Q2273.45 1076.69 2275.26 1080.26 Q2277.09 1083.8 2280.7 1083.8 Q2284.33 1083.8 2286.14 1080.26 Q2287.97 1076.69 2287.97 1069.59 Q2287.97 1062.46 2286.14 1058.92 Q2284.33 1055.35 2280.7 1055.35 M2280.7 1051.65 Q2286.51 1051.65 2289.57 1056.26 Q2292.64 1060.84 2292.64 1069.59 Q2292.64 1078.32 2289.57 1082.92 Q2286.51 1087.51 2280.7 1087.51 Q2274.89 1087.51 2271.81 1082.92 Q2268.76 1078.32 2268.76 1069.59 Q2268.76 1060.84 2271.81 1056.26 Q2274.89 1051.65 2280.7 1051.65 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 1080.95 L2302.6 1080.95 L2302.6 1086.83 L2297.71 1086.83 L2297.71 1080.95 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2321.83 1068.2 Q2325.19 1068.92 2327.07 1071.19 Q2328.96 1073.45 2328.96 1076.79 Q2328.96 1081.9 2325.45 1084.7 Q2321.93 1087.51 2315.45 1087.51 Q2313.27 1087.51 2310.95 1087.07 Q2308.66 1086.65 2306.21 1085.79 L2306.21 1081.28 Q2308.15 1082.41 2310.47 1082.99 Q2312.78 1083.57 2315.31 1083.57 Q2319.7 1083.57 2322 1081.83 Q2324.31 1080.1 2324.31 1076.79 Q2324.31 1073.73 2322.16 1072.02 Q2320.03 1070.28 2316.21 1070.28 L2312.18 1070.28 L2312.18 1066.44 L2316.39 1066.44 Q2319.84 1066.44 2321.67 1065.07 Q2323.5 1063.69 2323.5 1061.09 Q2323.5 1058.43 2321.6 1057.02 Q2319.73 1055.58 2316.21 1055.58 Q2314.29 1055.58 2312.09 1056 Q2309.89 1056.42 2307.25 1057.3 L2307.25 1053.13 Q2309.91 1052.39 2312.23 1052.02 Q2314.57 1051.65 2316.63 1051.65 Q2321.95 1051.65 2325.05 1054.08 Q2328.15 1056.49 2328.15 1060.61 Q2328.15 1063.48 2326.51 1065.47 Q2324.87 1067.44 2321.83 1068.2 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 907.964 Q2277.09 907.964 2275.26 911.529 Q2273.45 915.071 2273.45 922.2 Q2273.45 929.307 2275.26 932.871 Q2277.09 936.413 2280.7 936.413 Q2284.33 936.413 2286.14 932.871 Q2287.97 929.307 2287.97 922.2 Q2287.97 915.071 2286.14 911.529 Q2284.33 907.964 2280.7 907.964 M2280.7 904.26 Q2286.51 904.26 2289.57 908.867 Q2292.64 913.45 2292.64 922.2 Q2292.64 930.927 2289.57 935.533 Q2286.51 940.117 2280.7 940.117 Q2274.89 940.117 2271.81 935.533 Q2268.76 930.927 2268.76 922.2 Q2268.76 913.45 2271.81 908.867 Q2274.89 904.26 2280.7 904.26 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 933.566 L2302.6 933.566 L2302.6 939.445 L2297.71 939.445 L2297.71 933.566 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2320.51 908.959 L2308.71 927.408 L2320.51 927.408 L2320.51 908.959 M2319.29 904.885 L2325.17 904.885 L2325.17 927.408 L2330.1 927.408 L2330.1 931.297 L2325.17 931.297 L2325.17 939.445 L2320.51 939.445 L2320.51 931.297 L2304.91 931.297 L2304.91 926.783 L2319.29 904.885 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 760.576 Q2277.09 760.576 2275.26 764.141 Q2273.45 767.682 2273.45 774.812 Q2273.45 781.918 2275.26 785.483 Q2277.09 789.025 2280.7 789.025 Q2284.33 789.025 2286.14 785.483 Q2287.97 781.918 2287.97 774.812 Q2287.97 767.682 2286.14 764.141 Q2284.33 760.576 2280.7 760.576 M2280.7 756.872 Q2286.51 756.872 2289.57 761.479 Q2292.64 766.062 2292.64 774.812 Q2292.64 783.539 2289.57 788.145 Q2286.51 792.728 2280.7 792.728 Q2274.89 792.728 2271.81 788.145 Q2268.76 783.539 2268.76 774.812 Q2268.76 766.062 2271.81 761.479 Q2274.89 756.872 2280.7 756.872 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 786.177 L2302.6 786.177 L2302.6 792.057 L2297.71 792.057 L2297.71 786.177 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2307.71 757.497 L2326.07 757.497 L2326.07 761.432 L2312 761.432 L2312 769.904 Q2313.01 769.557 2314.03 769.395 Q2315.05 769.21 2316.07 769.21 Q2321.86 769.21 2325.24 772.381 Q2328.62 775.553 2328.62 780.969 Q2328.62 786.548 2325.14 789.65 Q2321.67 792.728 2315.35 792.728 Q2313.18 792.728 2310.91 792.358 Q2308.66 791.988 2306.26 791.247 L2306.26 786.548 Q2308.34 787.682 2310.56 788.238 Q2312.78 788.793 2315.26 788.793 Q2319.26 788.793 2321.6 786.687 Q2323.94 784.58 2323.94 780.969 Q2323.94 777.358 2321.6 775.252 Q2319.26 773.145 2315.26 773.145 Q2313.39 773.145 2311.51 773.562 Q2309.66 773.978 2307.71 774.858 L2307.71 757.497 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 613.187 Q2277.09 613.187 2275.26 616.752 Q2273.45 620.294 2273.45 627.423 Q2273.45 634.53 2275.26 638.095 Q2277.09 641.636 2280.7 641.636 Q2284.33 641.636 2286.14 638.095 Q2287.97 634.53 2287.97 627.423 Q2287.97 620.294 2286.14 616.752 Q2284.33 613.187 2280.7 613.187 M2280.7 609.484 Q2286.51 609.484 2289.57 614.09 Q2292.64 618.673 2292.64 627.423 Q2292.64 636.15 2289.57 640.757 Q2286.51 645.34 2280.7 645.34 Q2274.89 645.34 2271.81 640.757 Q2268.76 636.15 2268.76 627.423 Q2268.76 618.673 2271.81 614.09 Q2274.89 609.484 2280.7 609.484 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 638.789 L2302.6 638.789 L2302.6 644.669 L2297.71 644.669 L2297.71 638.789 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2318.25 625.525 Q2315.1 625.525 2313.25 627.678 Q2311.42 629.831 2311.42 633.581 Q2311.42 637.308 2313.25 639.484 Q2315.1 641.636 2318.25 641.636 Q2321.39 641.636 2323.22 639.484 Q2325.08 637.308 2325.08 633.581 Q2325.08 629.831 2323.22 627.678 Q2321.39 625.525 2318.25 625.525 M2327.53 610.873 L2327.53 615.132 Q2325.77 614.299 2323.96 613.859 Q2322.18 613.419 2320.42 613.419 Q2315.79 613.419 2313.34 616.544 Q2310.91 619.669 2310.56 625.988 Q2311.93 623.974 2313.99 622.91 Q2316.05 621.822 2318.52 621.822 Q2323.73 621.822 2326.74 624.993 Q2329.77 628.141 2329.77 633.581 Q2329.77 638.905 2326.63 642.122 Q2323.48 645.34 2318.25 645.34 Q2312.25 645.34 2309.08 640.757 Q2305.91 636.15 2305.91 627.423 Q2305.91 619.229 2309.8 614.368 Q2313.69 609.484 2320.24 609.484 Q2322 609.484 2323.78 609.831 Q2325.58 610.178 2327.53 610.873 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 465.799 Q2277.09 465.799 2275.26 469.364 Q2273.45 472.906 2273.45 480.035 Q2273.45 487.142 2275.26 490.706 Q2277.09 494.248 2280.7 494.248 Q2284.33 494.248 2286.14 490.706 Q2287.97 487.142 2287.97 480.035 Q2287.97 472.906 2286.14 469.364 Q2284.33 465.799 2280.7 465.799 M2280.7 462.095 Q2286.51 462.095 2289.57 466.702 Q2292.64 471.285 2292.64 480.035 Q2292.64 488.762 2289.57 493.368 Q2286.51 497.952 2280.7 497.952 Q2274.89 497.952 2271.81 493.368 Q2268.76 488.762 2268.76 480.035 Q2268.76 471.285 2271.81 466.702 Q2274.89 462.095 2280.7 462.095 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 491.401 L2302.6 491.401 L2302.6 497.28 L2297.71 497.28 L2297.71 491.401 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2306.49 462.72 L2328.71 462.72 L2328.71 464.711 L2316.16 497.28 L2311.28 497.28 L2323.08 466.656 L2306.49 466.656 L2306.49 462.72 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 318.411 Q2277.09 318.411 2275.26 321.976 Q2273.45 325.517 2273.45 332.647 Q2273.45 339.753 2275.26 343.318 Q2277.09 346.86 2280.7 346.86 Q2284.33 346.86 2286.14 343.318 Q2287.97 339.753 2287.97 332.647 Q2287.97 325.517 2286.14 321.976 Q2284.33 318.411 2280.7 318.411 M2280.7 314.707 Q2286.51 314.707 2289.57 319.313 Q2292.64 323.897 2292.64 332.647 Q2292.64 341.374 2289.57 345.98 Q2286.51 350.563 2280.7 350.563 Q2274.89 350.563 2271.81 345.98 Q2268.76 341.374 2268.76 332.647 Q2268.76 323.897 2271.81 319.313 Q2274.89 314.707 2280.7 314.707 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 344.012 L2302.6 344.012 L2302.6 349.892 L2297.71 349.892 L2297.71 344.012 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2317.67 333.48 Q2314.33 333.48 2312.41 335.262 Q2310.51 337.045 2310.51 340.17 Q2310.51 343.295 2312.41 345.077 Q2314.33 346.86 2317.67 346.86 Q2321 346.86 2322.92 345.077 Q2324.84 343.272 2324.84 340.17 Q2324.84 337.045 2322.92 335.262 Q2321.02 333.48 2317.67 333.48 M2312.99 331.489 Q2309.98 330.749 2308.29 328.688 Q2306.63 326.628 2306.63 323.665 Q2306.63 319.522 2309.57 317.114 Q2312.53 314.707 2317.67 314.707 Q2322.83 314.707 2325.77 317.114 Q2328.71 319.522 2328.71 323.665 Q2328.71 326.628 2327.02 328.688 Q2325.35 330.749 2322.37 331.489 Q2325.75 332.276 2327.62 334.568 Q2329.52 336.86 2329.52 340.17 Q2329.52 345.193 2326.44 347.878 Q2323.39 350.563 2317.67 350.563 Q2311.95 350.563 2308.87 347.878 Q2305.82 345.193 2305.82 340.17 Q2305.82 336.86 2307.71 334.568 Q2309.61 332.276 2312.99 331.489 M2311.28 324.105 Q2311.28 326.79 2312.95 328.295 Q2314.64 329.8 2317.67 329.8 Q2320.68 329.8 2322.37 328.295 Q2324.08 326.79 2324.08 324.105 Q2324.08 321.42 2322.37 319.915 Q2320.68 318.411 2317.67 318.411 Q2314.64 318.411 2312.95 319.915 Q2311.28 321.42 2311.28 324.105 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2280.7 171.022 Q2277.09 171.022 2275.26 174.587 Q2273.45 178.129 2273.45 185.258 Q2273.45 192.365 2275.26 195.93 Q2277.09 199.471 2280.7 199.471 Q2284.33 199.471 2286.14 195.93 Q2287.97 192.365 2287.97 185.258 Q2287.97 178.129 2286.14 174.587 Q2284.33 171.022 2280.7 171.022 M2280.7 167.319 Q2286.51 167.319 2289.57 171.925 Q2292.64 176.508 2292.64 185.258 Q2292.64 193.985 2289.57 198.592 Q2286.51 203.175 2280.7 203.175 Q2274.89 203.175 2271.81 198.592 Q2268.76 193.985 2268.76 185.258 Q2268.76 176.508 2271.81 171.925 Q2274.89 167.319 2280.7 167.319 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2297.71 196.624 L2302.6 196.624 L2302.6 202.504 L2297.71 202.504 L2297.71 196.624 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8000)\" d=\"M 0 0 M2307.81 201.786 L2307.81 197.527 Q2309.57 198.36 2311.37 198.8 Q2313.18 199.24 2314.91 199.24 Q2319.54 199.24 2321.97 196.138 Q2324.43 193.013 2324.77 186.67 Q2323.43 188.661 2321.37 189.726 Q2319.31 190.791 2316.81 190.791 Q2311.63 190.791 2308.59 187.666 Q2305.58 184.518 2305.58 179.078 Q2305.58 173.754 2308.73 170.536 Q2311.88 167.319 2317.11 167.319 Q2323.11 167.319 2326.26 171.925 Q2329.43 176.508 2329.43 185.258 Q2329.43 193.43 2325.54 198.314 Q2321.67 203.175 2315.12 203.175 Q2313.36 203.175 2311.56 202.828 Q2309.75 202.481 2307.81 201.786 M2317.11 187.133 Q2320.26 187.133 2322.09 184.981 Q2323.94 182.828 2323.94 179.078 Q2323.94 175.351 2322.09 173.198 Q2320.26 171.022 2317.11 171.022 Q2313.96 171.022 2312.11 173.198 Q2310.28 175.351 2310.28 179.078 Q2310.28 182.828 2312.11 184.981 Q2313.96 187.133 2317.11 187.133 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip8000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1486.45 2232.76,1367.96 2256.76,1367.96 2232.76,1367.96 2232.76,1220.57 2256.76,1220.57 2232.76,1220.57 2232.76,1073.18 2256.76,1073.18 2232.76,1073.18 \n",
" 2232.76,925.794 2256.76,925.794 2232.76,925.794 2232.76,778.406 2256.76,778.406 2232.76,778.406 2232.76,631.018 2256.76,631.018 2232.76,631.018 2232.76,483.629 \n",
" 2256.76,483.629 2232.76,483.629 2232.76,336.241 2256.76,336.241 2232.76,336.241 2232.76,188.852 2256.76,188.852 2232.76,188.852 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(getarray(X[2].img)[:, :, 1], yflip=true)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"using Flux.Data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"train_imgs = Data.MNIST.images();"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
"<defs>\n",
" <clipPath id=\"clip8400\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip8400)\" d=\"\n",
"M0 1600 L2400 1600 L2400 0 L0 0 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip8401\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip8400)\" d=\"\n",
"M135.95 1486.45 L2112.76 1486.45 L2112.76 47.2441 L135.95 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip8402\">\n",
" <rect x=\"135\" y=\"47\" width=\"1978\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 453.651,1486.45 453.651,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 806.652,1486.45 806.652,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1159.65,1486.45 1159.65,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1512.65,1486.45 1512.65,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1865.66,1486.45 1865.66,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,1255.15 2112.76,1255.15 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,998.147 2112.76,998.147 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,741.146 2112.76,741.146 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,484.145 2112.76,484.145 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8402)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,227.145 2112.76,227.145 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1486.45 2112.76,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1486.45 135.95,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 453.651,1486.45 453.651,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 806.652,1486.45 806.652,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1159.65,1486.45 1159.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1512.65,1486.45 1512.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1865.66,1486.45 1865.66,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1255.15 159.672,1255.15 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,998.147 159.672,998.147 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,741.146 159.672,741.146 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,484.145 159.672,484.145 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,227.145 159.672,227.145 \n",
" \"/>\n",
"<path clip-path=\"url(#clip8400)\" d=\"M 0 0 M443.929 1505.36 L462.285 1505.36 L462.285 1509.3 L448.211 1509.3 L448.211 1517.77 Q449.23 1517.42 450.248 1517.26 Q451.267 1517.07 452.285 1517.07 Q458.072 1517.07 461.452 1520.24 Q464.832 1523.42 464.832 1528.83 Q464.832 1534.41 461.359 1537.51 Q457.887 1540.59 451.568 1540.59 Q449.392 1540.59 447.123 1540.22 Q444.878 1539.85 442.471 1539.11 L442.471 1534.41 Q444.554 1535.54 446.776 1536.1 Q448.998 1536.66 451.475 1536.66 Q455.48 1536.66 457.818 1534.55 Q460.156 1532.44 460.156 1528.83 Q460.156 1525.22 457.818 1523.11 Q455.48 1521.01 451.475 1521.01 Q449.6 1521.01 447.725 1521.42 Q445.873 1521.84 443.929 1522.72 L443.929 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M783.527 1535.98 L791.166 1535.98 L791.166 1509.62 L782.856 1511.29 L782.856 1507.03 L791.12 1505.36 L795.796 1505.36 L795.796 1535.98 L803.435 1535.98 L803.435 1539.92 L783.527 1539.92 L783.527 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M818.504 1508.44 Q814.893 1508.44 813.064 1512 Q811.259 1515.55 811.259 1522.67 Q811.259 1529.78 813.064 1533.35 Q814.893 1536.89 818.504 1536.89 Q822.138 1536.89 823.944 1533.35 Q825.772 1529.78 825.772 1522.67 Q825.772 1515.55 823.944 1512 Q822.138 1508.44 818.504 1508.44 M818.504 1504.73 Q824.314 1504.73 827.37 1509.34 Q830.448 1513.92 830.448 1522.67 Q830.448 1531.4 827.37 1536.01 Q824.314 1540.59 818.504 1540.59 Q812.694 1540.59 809.615 1536.01 Q806.56 1531.4 806.56 1522.67 Q806.56 1513.92 809.615 1509.34 Q812.694 1504.73 818.504 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M1137.03 1535.98 L1144.66 1535.98 L1144.66 1509.62 L1136.35 1511.29 L1136.35 1507.03 L1144.62 1505.36 L1149.29 1505.36 L1149.29 1535.98 L1156.93 1535.98 L1156.93 1539.92 L1137.03 1539.92 L1137.03 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M1162.05 1505.36 L1180.41 1505.36 L1180.41 1509.3 L1166.33 1509.3 L1166.33 1517.77 Q1167.35 1517.42 1168.37 1517.26 Q1169.39 1517.07 1170.41 1517.07 Q1176.19 1517.07 1179.57 1520.24 Q1182.95 1523.42 1182.95 1528.83 Q1182.95 1534.41 1179.48 1537.51 Q1176.01 1540.59 1169.69 1540.59 Q1167.51 1540.59 1165.24 1540.22 Q1163 1539.85 1160.59 1539.11 L1160.59 1534.41 Q1162.67 1535.54 1164.9 1536.1 Q1167.12 1536.66 1169.6 1536.66 Q1173.6 1536.66 1175.94 1534.55 Q1178.28 1532.44 1178.28 1528.83 Q1178.28 1525.22 1175.94 1523.11 Q1173.6 1521.01 1169.6 1521.01 Q1167.72 1521.01 1165.85 1521.42 Q1163.99 1521.84 1162.05 1522.72 L1162.05 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M1493.8 1535.98 L1510.12 1535.98 L1510.12 1539.92 L1488.18 1539.92 L1488.18 1535.98 Q1490.84 1533.23 1495.42 1528.6 Q1500.03 1523.95 1501.21 1522.61 Q1503.45 1520.08 1504.33 1518.35 Q1505.24 1516.59 1505.24 1514.9 Q1505.24 1512.14 1503.29 1510.41 Q1501.37 1508.67 1498.27 1508.67 Q1496.07 1508.67 1493.61 1509.43 Q1491.18 1510.2 1488.41 1511.75 L1488.41 1507.03 Q1491.23 1505.89 1493.68 1505.31 Q1496.14 1504.73 1498.18 1504.73 Q1503.55 1504.73 1506.74 1507.42 Q1509.93 1510.11 1509.93 1514.6 Q1509.93 1516.73 1509.12 1518.65 Q1508.34 1520.54 1506.23 1523.14 Q1505.65 1523.81 1502.55 1527.03 Q1499.45 1530.22 1493.8 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M1525.19 1508.44 Q1521.58 1508.44 1519.75 1512 Q1517.94 1515.55 1517.94 1522.67 Q1517.94 1529.78 1519.75 1533.35 Q1521.58 1536.89 1525.19 1536.89 Q1528.82 1536.89 1530.63 1533.35 Q1532.46 1529.78 1532.46 1522.67 Q1532.46 1515.55 1530.63 1512 Q1528.82 1508.44 1525.19 1508.44 M1525.19 1504.73 Q1531 1504.73 1534.05 1509.34 Q1537.13 1513.92 1537.13 1522.67 Q1537.13 1531.4 1534.05 1536.01 Q1531 1540.59 1525.19 1540.59 Q1519.38 1540.59 1516.3 1536.01 Q1513.24 1531.4 1513.24 1522.67 Q1513.24 1513.92 1516.3 1509.34 Q1519.38 1504.73 1525.19 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M1847.3 1535.98 L1863.62 1535.98 L1863.62 1539.92 L1841.67 1539.92 L1841.67 1535.98 Q1844.34 1533.23 1848.92 1528.6 Q1853.53 1523.95 1854.71 1522.61 Q1856.95 1520.08 1857.83 1518.35 Q1858.73 1516.59 1858.73 1514.9 Q1858.73 1512.14 1856.79 1510.41 Q1854.87 1508.67 1851.77 1508.67 Q1849.57 1508.67 1847.11 1509.43 Q1844.68 1510.2 1841.91 1511.75 L1841.91 1507.03 Q1844.73 1505.89 1847.18 1505.31 Q1849.64 1504.73 1851.67 1504.73 Q1857.04 1504.73 1860.24 1507.42 Q1863.43 1510.11 1863.43 1514.6 Q1863.43 1516.73 1862.62 1518.65 Q1861.84 1520.54 1859.73 1523.14 Q1859.15 1523.81 1856.05 1527.03 Q1852.95 1530.22 1847.3 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M1868.73 1505.36 L1887.09 1505.36 L1887.09 1509.3 L1873.02 1509.3 L1873.02 1517.77 Q1874.03 1517.42 1875.05 1517.26 Q1876.07 1517.07 1877.09 1517.07 Q1882.88 1517.07 1886.26 1520.24 Q1889.64 1523.42 1889.64 1528.83 Q1889.64 1534.41 1886.16 1537.51 Q1882.69 1540.59 1876.37 1540.59 Q1874.2 1540.59 1871.93 1540.22 Q1869.68 1539.85 1867.28 1539.11 L1867.28 1534.41 Q1869.36 1535.54 1871.58 1536.1 Q1873.8 1536.66 1876.28 1536.66 Q1880.28 1536.66 1882.62 1534.55 Q1884.96 1532.44 1884.96 1528.83 Q1884.96 1525.22 1882.62 1523.11 Q1880.28 1521.01 1876.28 1521.01 Q1874.41 1521.01 1872.53 1521.42 Q1870.68 1521.84 1868.73 1522.72 L1868.73 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M91.0475 1237.87 L109.404 1237.87 L109.404 1241.8 L95.3299 1241.8 L95.3299 1250.27 Q96.3484 1249.93 97.3669 1249.77 Q98.3855 1249.58 99.404 1249.58 Q105.191 1249.58 108.571 1252.75 Q111.95 1255.92 111.95 1261.34 Q111.95 1266.92 108.478 1270.02 Q105.006 1273.1 98.6864 1273.1 Q96.5105 1273.1 94.242 1272.73 Q91.9966 1272.36 89.5892 1271.62 L89.5892 1266.92 Q91.6725 1268.05 93.8947 1268.61 Q96.1169 1269.16 98.5938 1269.16 Q102.598 1269.16 104.936 1267.06 Q107.274 1264.95 107.274 1261.34 Q107.274 1257.73 104.936 1255.62 Q102.598 1253.52 98.5938 1253.52 Q96.7188 1253.52 94.8438 1253.93 Q92.992 1254.35 91.0475 1255.23 L91.0475 1237.87 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M65.0292 1011.49 L72.668 1011.49 L72.668 985.126 L64.3579 986.792 L64.3579 982.533 L72.6217 980.867 L77.2976 980.867 L77.2976 1011.49 L84.9365 1011.49 L84.9365 1015.43 L65.0292 1015.43 L65.0292 1011.49 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M100.006 983.945 Q96.3947 983.945 94.566 987.51 Q92.7605 991.052 92.7605 998.181 Q92.7605 1005.29 94.566 1008.85 Q96.3947 1012.39 100.006 1012.39 Q103.64 1012.39 105.446 1008.85 Q107.274 1005.29 107.274 998.181 Q107.274 991.052 105.446 987.51 Q103.64 983.945 100.006 983.945 M100.006 980.242 Q105.816 980.242 108.872 984.848 Q111.95 989.431 111.95 998.181 Q111.95 1006.91 108.872 1011.51 Q105.816 1016.1 100.006 1016.1 Q94.1957 1016.1 91.117 1011.51 Q88.0614 1006.91 88.0614 998.181 Q88.0614 989.431 91.117 984.848 Q94.1957 980.242 100.006 980.242 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M66.0245 754.491 L73.6634 754.491 L73.6634 728.125 L65.3532 729.792 L65.3532 725.533 L73.6171 723.866 L78.293 723.866 L78.293 754.491 L85.9318 754.491 L85.9318 758.426 L66.0245 758.426 L66.0245 754.491 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M91.0475 723.866 L109.404 723.866 L109.404 727.801 L95.3299 727.801 L95.3299 736.273 Q96.3484 735.926 97.3669 735.764 Q98.3855 735.579 99.404 735.579 Q105.191 735.579 108.571 738.75 Q111.95 741.921 111.95 747.338 Q111.95 752.917 108.478 756.019 Q105.006 759.097 98.6864 759.097 Q96.5105 759.097 94.242 758.727 Q91.9966 758.356 89.5892 757.616 L89.5892 752.917 Q91.6725 754.051 93.8947 754.606 Q96.1169 755.162 98.5938 755.162 Q102.598 755.162 104.936 753.056 Q107.274 750.949 107.274 747.338 Q107.274 743.727 104.936 741.62 Q102.598 739.514 98.5938 739.514 Q96.7188 739.514 94.8438 739.931 Q92.992 740.347 91.0475 741.227 L91.0475 723.866 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M68.6171 497.49 L84.9365 497.49 L84.9365 501.425 L62.9921 501.425 L62.9921 497.49 Q65.6541 494.735 70.2375 490.106 Q74.8439 485.453 76.0245 484.111 Q78.2698 481.587 79.1494 479.851 Q80.0522 478.092 80.0522 476.402 Q80.0522 473.648 78.1078 471.912 Q76.1865 470.175 73.0847 470.175 Q70.8856 470.175 68.4319 470.939 Q66.0014 471.703 63.2236 473.254 L63.2236 468.532 Q66.0477 467.398 68.5014 466.819 Q70.955 466.24 72.9921 466.24 Q78.3624 466.24 81.5568 468.925 Q84.7513 471.611 84.7513 476.101 Q84.7513 478.231 83.9411 480.152 Q83.1541 482.05 81.0476 484.643 Q80.4689 485.314 77.367 488.532 Q74.2652 491.726 68.6171 497.49 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M100.006 469.944 Q96.3947 469.944 94.566 473.509 Q92.7605 477.05 92.7605 484.18 Q92.7605 491.286 94.566 494.851 Q96.3947 498.393 100.006 498.393 Q103.64 498.393 105.446 494.851 Q107.274 491.286 107.274 484.18 Q107.274 477.05 105.446 473.509 Q103.64 469.944 100.006 469.944 M100.006 466.24 Q105.816 466.24 108.872 470.847 Q111.95 475.43 111.95 484.18 Q111.95 492.907 108.872 497.513 Q105.816 502.097 100.006 502.097 Q94.1957 502.097 91.117 497.513 Q88.0614 492.907 88.0614 484.18 Q88.0614 475.43 91.117 470.847 Q94.1957 466.24 100.006 466.24 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M69.6125 240.489 L85.9318 240.489 L85.9318 244.425 L63.9875 244.425 L63.9875 240.489 Q66.6495 237.735 71.2328 233.105 Q75.8393 228.452 77.0198 227.11 Q79.2652 224.587 80.1448 222.851 Q81.0476 221.091 81.0476 219.402 Q81.0476 216.647 79.1032 214.911 Q77.1819 213.175 74.08 213.175 Q71.881 213.175 69.4273 213.939 Q66.9967 214.703 64.219 216.253 L64.219 211.531 Q67.043 210.397 69.4967 209.818 Q71.9504 209.24 73.9874 209.24 Q79.3578 209.24 82.5522 211.925 Q85.7466 214.61 85.7466 219.101 Q85.7466 221.23 84.9365 223.152 Q84.1494 225.05 82.0429 227.642 Q81.4642 228.314 78.3624 231.531 Q75.2606 234.726 69.6125 240.489 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M91.0475 209.865 L109.404 209.865 L109.404 213.8 L95.3299 213.8 L95.3299 222.272 Q96.3484 221.925 97.3669 221.763 Q98.3855 221.577 99.404 221.577 Q105.191 221.577 108.571 224.749 Q111.95 227.92 111.95 233.337 Q111.95 238.915 108.478 242.017 Q105.006 245.096 98.6864 245.096 Q96.5105 245.096 94.242 244.725 Q91.9966 244.355 89.5892 243.614 L89.5892 238.915 Q91.6725 240.05 93.8947 240.605 Q96.1169 241.161 98.5938 241.161 Q102.598 241.161 104.936 239.054 Q107.274 236.948 107.274 233.337 Q107.274 229.726 104.936 227.619 Q102.598 225.513 98.5938 225.513 Q96.7188 225.513 94.8438 225.929 Q92.992 226.346 91.0475 227.226 L91.0475 209.865 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><g clip-path=\"url(#clip8402)\">\n",
"<image width=\"1977\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB7kAAAWfCAYAAADeW0JTAAAgAElEQVR4nOzbv+vudR3G8c99vA/+\n",
"OCIOOriJgyAYCkqSgw7CwR9TKEhToXKWMwQpBVFDpQcOCCKK4tCQIOKQs5ODi6AROISDQ26Ky3E4\n",
"YnnO6W5viANSr/fzex6Pv+Dan1y7bdsfNgAAAAAAAAAIODY9AAAAAAAAAAAul8gNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAxn56AHBl+PCBh6cnLOue9388PQGO\n",
"hGPv/WZ6wrI+Onvv9IRlXfzXVdMTlvToX/42PWFZ5//59+kJAAAAAFc8T24AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"RG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAA\n",
"AAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJ227Y/TI8Ajr5Hrj81PWFZb/3svekJS7r2mVum\n",
"Jyzrqjufmp4AHHH/OP/Z9IRlffLYp9MTlvTQRx9PT1jWdxe+mp4AAAAAR44nNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGbtt2x+mRwDAf7rhmtunJyzr86e/m56wpOuf\n",
"PD49YV33Pze9ADjqXj89vWBZvzxzanrCsl796u3pCUu6eOnc9AQAAIDleXIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAh\n",
"cgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQsdu2/WF6BADA93XTdXdPT1jW\n",
"yavvn56wrD+99efpCUs6nPz99ATgCrD74+npCUv61e9OTU9Y1ktfvDE9YUmHw6XpCQAA8H/nyQ0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQMZu2/aH6REAADDh5hP3TE9Y\n",
"0su33TE9YVmPv/HX6QlL2v3w59MTgCvA7s3T0xOW9Itfn5qesKxXvnxtegIAAP8jntwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk7LZtf5geAQAAUPCD\n",
"E09MT1jSOw9+OT1hWbe+uJ+esKz97T+ZngBHwsWL56cnLOvwwvPTE5Z14g/npicAAHwvntwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGTstm1/mB4BAAAAR9GPrvvp9IRl\n",
"nbnr3PSEJd138oPpCcva//bs9ARijr377PSEZR1/8tvpCUs6HC5NTwAALpMnNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGbtt2x+mRwAAAADAf/PNt2enJyzp+PEbpycs\n",
"68KFr6cnLOupWz6fnrCkd75+fXoCAHCZPLkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAA/s2+/bxeQpZxGD6nOY3yZRqwSEncRKA7JVEof5CraNEmaCdYQojoYmRo\n",
"oa1CEFyo4SJxI2g7RVy5UYhZRYGKiJSghpCGIJpiTOoMzvEvCIRBn/eeua6/4LN8eW8eADJEbgAA\n",
"AAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJE\n",
"bgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAy\n",
"dtMDAAAAgPPPkQu+Pz1hSfdc+tPpCcva7Y5MTyDm0B/unZ6wrCc/Ojk9AQDgrLjkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgYzc9AAAAAM5VPzq4ZXrCsk787pnpCUs6\n",
"dPfV0xOIeesXT0xPWNZNJ66cnrCwv04PAAA4Ky65AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyNhuNrv99AgAAAC6jl96x/SEZf3+5VPTE5Z14XeunZ5A\n",
"zLPXnJiesKTb3/jn9IRlvXfyhekJAAB8RVxyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAh\n",
"cgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQsd1sdvvpEQAAAAWXH/n59IQlvfjWZdMTlnX47ZemJyzr/Qc+m56wpOde/uH0\n",
"hGX95rU/TU9Y0n7jaw8AgPOPS24AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAI3D6kcAAB2HSURBVAAyRG4AAAAAAAAAMkRuAAAAAAAA\n",
"ADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAA\n",
"MkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAA\n",
"AAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4A\n",
"AAAAAAAAMkRuAAAAAAAAADK2m81uPz0CAABYx+FvXjw9YVn/ve/j6QlL2h5/eHrCsm675JXpCct6\n",
"/INHpicAAAAQ5ZIbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACAjN30AAAAYC1/ueGq6QnL2h7/5fSEJe0fOjY9YVlP/Of09AQAAAA457jkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgYzc9AACAr9bB4cumJyzrk1P/np6wpG9f\n",
"9NH0BGLu/+Ovpycsa79/dHoCAAAAnHNccgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAh\n",
"cgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJCx3Wx2++kRAABn667v3TE9YVnHrv/b9IRl/fnvV05PWNItr/54\n",
"egIx33jq2PSEZR386uj0hGWdOv3e9IQlXXNw8/SEZT35s9enJyzpB8+8MD0BAAC+di65AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI2G42u/30CADgyzt64eXTE5b0/vOe\n",
"NP/Xdb+dXgBw3to+duf0hGWdeudb0xOWdObuu6YnLGv/v3enJyzp6HcfnZ4AAABfO5fcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkbDeb3X56BADw5f3k4NbpCUt69s3T\n",
"0xOWdcHFN05PAAA4a2fOfDo9YUkPXvGP6QnL+vCzQ9MTiHnt48+nJyzrX/sPpics6dWTT09PADhv\n",
"ueQGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIOOL9u0g1QYwAMPwOTpy\n",
"03GTAQZSJgaSkg0wsQSZ6I7sQWQPyoB0M5UMLEOZkLMCQ6Xc0WHk2IIy+P/3ep4VfPO3T+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYA\n",
"AAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBjuVisdqNHAAD8q8vr26MnTOv0bn/0hGkdnL84esKU7t38NHrCtM5e+D56wpTOPH80egLA\n",
"f+v3l8PRE6a1ff1t9IRprZ89GT1hSr+ONqMnTGvvzcvRE6b04OnD0ROm9fboxegJwDHnyQ0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQMZysVjtRo8AAAAoOLE8OXrClNan\n",
"royeAMfGuxvXR0+Y1v7edvSEKV27tRk9YVpXX10aPWFam/s/Rk+Y0rnDx6MnTOvn9uvoCVP6cOfz\n",
"6AnTuvvx/egJwDHnyQ0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAEDGcrFY7UaPAAAAAAAAAIC/4ckNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAxh9yIvXMykOKTwAAAABJRU5ErkJggg==\n",
"\" transform=\"translate(136, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip8403\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip8403)\">\n",
"<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAMTUlEQVR4nO3dwY3sRhAFQY5Q/lsh\n",
"L6XfLQtUeSQPERYsEg8kmpyZ/f17/r4P/+uvt/+ArxMoCBQECgKFOffft/+GT7OgIFAQKAgUBApz\n",
"3cVWFhQECgIFgcLc4yK9saAgUBAoCBQECo4awYKCQEGgIFAQKLiLBQsKAgWBgkDBRTpYUBAoCBQE\n",
"CgIFr32CBQWBgkBBoOCoESwoCBQECgIFgYK7WLCgIFAQKAgUBArzeGC2sqAgUBAoCBRcpIMFBYGC\n",
"QEGgIFCYxwOzlQUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK85x/3v4bPs2CgkBBoCBQ\n",
"8FYjWFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAXCxYUBAoCBYHC/O6ft/+GT7OgIFAQKAgUBArzHHex\n",
"jQUFgYJAQaAgUJifu9jKgoJAQaAgUHDUCBYUBAoCBYGCQGEer31WFhQECgIFgYLnQcGCgkBBoCBQ\n",
"ECh4YBYsKAgUBAoCBYGCs1iwoCBQECgIFBw1ggUFgYJAQaAgUJjfOW//DZ9mQUGgIFAQKAgUnMWC\n",
"BQWBgkBBoOAiHSwoCBQECgIFgYJ388GCgkBBoCBQmMdbjZUFBYGCQEGgIFBw1AgWFAQKAgWBgkDB\n",
"a59gQUGgIFAQKLhIBwsKAgWBgkBBoODLLMGCgkBBoCBQ8G4+WFAQKAgUBAoCBQ/MggUFgYJAQaAg\n",
"UHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK3s0HCwoCBYGCQEGg4LVPsKAgUBAoCBQ8MAsWFAQKAgWB\n",
"gkDBXSxYUBAoCBQECi7SwYKCQEGgIFAQKMxz7tt/w6dZUBAoCBQECgKFea6z2MaCgkBBoCBQ8MAs\n",
"WFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQKHpgFCwoCBYGCQMFR\n",
"I1hQECgIFAQKAoV53MRWFhQECgIFgYJAwV0sWFAQKAgUBArjC4c7CwoCBYGCQEGg4KgRLCgIFAQK\n",
"AgWBgrtYsKAgUBAoCBRcpIMFBYGCQEGgIFCYx3dZVhYUBAoCBYHC3PN7+2/4NAsKAgWBgkBBoOCB\n",
"WbCgIFAQKAgUBArzOIutLCgIFAQKAoW510V6Y0FBoCBQECgIFBw1ggUFgYJAQaDgIh0sKAgUBAoC\n",
"BYGCB2bBgoJAQaAgUBAoOIsFCwoCBYGCQGGeo9FGnSBQECgIFAQKHpgFCwoCBYGCQEGg4IFZsKAg\n",
"UBAoCBT8+kuwoCBQECgIFAQK81yNNuoEgYJAQaDgqBEsKAgUBAoCBYGCu1iwoCBQECgIFAQKPicd\n",
"1AkCBYGCQMHHgIMFBYGCQEGgIFDwMeBgQUGgIFAQKAgU5npgtlInCBQECgIFD8yCBQWBgkBBoCBQ\n",
"8MAsWFAQKAgUBAqeBwV1gkBBoCBQECh4YBYsKAgUBAoCBYGCr2QGCwoCBYGCQGGun+haqRMECgIF\n",
"gYJAwbv5YEFBoCBQECgIFDwwCxYUBAoCBYGCd/PBgoJAQaAgUBAo+Jx0UCcIFAQKAgVHjWBBQaAg\n",
"UBAoCBS81QgWFAQKAgWBgkDBWSxYUBAoCBQECt5qBHWCQEGgIFAQKDhqBAsKAgWBgkBBoOC1T7Cg\n",
"IFAQKAgUHDWCBQWBgkBBoCBQ8NonqBMECgIFgYKjRrCgIFAQKAgUBAruYsGCgkBBoCBQECi4iwUL\n",
"CgIFgYJAwQeoggUFgYJAQaAgUJjj/4ut1AkCBYGCQMHzoGBBQaAgUBAoCBQ8MAsWFAQKAgWBgkDB\n",
"WSxYUBAoCBQECi7SwYKCQEGgIFAQKLiLBQsKAgWBgkBBoOAuFiwoCBQECgKFOS7SKwsKAgWBgkBB\n",
"oOCoESwoCBQECgIFF+lgQUGgIFAQKAgU3MWCBQWBgkBBoCBQcBcLFhQECgIFgYKLdLCgIFAQKAgU\n",
"BAo+YRYsKAgUBAoCBYGCs1iwoCBQECgIFFykgwUFgYJAQaAgUPCfWYI6QaAgUBAoOGoECwoCBYGC\n",
"QEGg4N18sKAgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQECgIFd7FgQUGg\n",
"IFAQKHhgFiwoCBQECgIFgcLcx11sY0FBoCBQECg4agQLCgIFgYJAQaDgrUawoCBQECgIFAQKc+7b\n",
"f8K3WVAQKAgUBAqOGsGCgkBBoCBQECh47RMsKAgUBAoChTk+QLWyoCBQECgIFAQKHpgFCwoCBYGC\n",
"QEGg4IFZsKAgUBAoCBQcNYIFBYGCQEGgIFCY8/Zf8HEWFAQKAgWBgkDBWSxYUBAoCBQECt5qBAsK\n",
"AgWBgkBBoOCHJoMFBYGCQEGg4KgRLCgIFAQKAgWBgp/oChYUBAoCBYGCQMEDs2BBQaAgUBAo+ABV\n",
"sKAgUBAoCBQECr7MEiwoCBQECgIFgYKzWLCgIFAQKAgUHDWCBQWBgkBBoCBQcNQIFhQECgIFgYIv\n",
"swQLCgIFgYJAQaAwvsuys6AgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQE\n",
"CgIFZ7FgQUGgIFAQKDhqBAsKAgWBgkBBoODnkoMFBYGCQEGg4NeAgwUFgYJAQaAgUHDUCBYUBAoC\n",
"BYGCQGGOs9jKgoJAQaAgUJjrqLGyoCBQECgIFAQKPmEWLCgIFAQKAgXf1QgWFAQKAgWBgkDBu/lg\n",
"QUGgIFAQKAgUvJsPFhQECgIFgYJ388GCgkBBoCBQECj4V8bBgoJAQaAgUBAo+IRZsKAgUBAoCBQ8\n",
"MAsWFAQKAgWBgkDBA7NgQUGgIFAQKDhqBAsKAgWBgkBBoOBjwMGCgkBBoCBQECj4SmawoCBQECgI\n",
"FPz6S7CgIFAQKAgUBAqOGsGCgkBBoCBQECi4iwULCgIFgYJAwb8yDhYUBAoCBYGCQMFRI1hQECgI\n",
"FAQK3s0HCwoCBYGCQEGg4KgRLCgIFAQKAgWBgrtYsKAgUBAoCBQ8MAsWFAQKAgWBgkDBUSNYUBAo\n",
"CBQECgIFP5ccLCgIFAQKAgU/lxwsKAgUBAoCBYGCB2bBgoJAQaAgUPBuPlhQECgIFAQKAgVHjWBB\n",
"QaAgUBAoCBTmPm5jGwsKAgWBgkDBUSNYUBAoCBQECgIFr32CBQWBgkBBoCBQcBYLFhQECgIFgYKj\n",
"RrCgIFAQKAgUBAqOGsGCgkBBoCBQ8L35YEFBoCBQECgIFOb4GPDKgoJAQaAgUBAoOIsFCwoCBYGC\n",
"QMFRI1hQECgIFAQKAgW/aR8sKAgUBAoChbkeCK0sKAgUBAoCBYGCo0awoCBQECgIFAQKvswSLCgI\n",
"FAQKAgW/BhwsKAgUBAoCBYGCo0awoCBQECgIFAQKPicdLCgIFAQKAgUPzIIFBYGCQEGgIFBw1AgW\n",
"FAQKAgWBgot0sKAgUBAoCBQECnN8JXNlQUGgIFAQKAgUvPYJFhQECgIFgYIHZsGCgkBBoCBQECi4\n",
"iwULCgIFgYJAQaDgLhYsKAgUBAoChbmPn5rcWFAQKAgUBAoCBUeNYEFBoCBQECjM+TlqbCwoCBQE\n",
"CgIFgcIcD8xWFhQECgIFgYJAwV0sWFAQKAgUBArezQcLCgIFgYJAQaAw5+fd/MaCgkBBoCBQECh4\n",
"YBYsKAgUBAoCBRfpYEFBoCBQECgIFLz2CRYUBAoCBYHCnOfP23/Dp1lQECgIFAQKAgUPzIIFBYGC\n",
"QEGgIFCY6yy2sqAgUBAoCBQcNYIFBYGCQEGgIFBwFwsWFAQKAgWBgudBwYKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoOAsFiwoCBQECgIF3zgMFhQECgIFgYJAYc51F9tYUBAoCBQECgIFZ7FgQUGgIFAQKMx1\n",
"1FhZUBAoCBQECgIFR41gQUGgIFAQKPgAVbCgIFAQKAgUBArezQcLCgIFgYJAQaDggVmwoCBQECgI\n",
"FLybDxYUBAoCBYGCQMFrn2BBQaAgUBAoCBScxYIFBYGCQEGg4K1GsKAgUBAoCBQECo4awYKCQEGg\n",
"IFDwViNYUBAoCBQECgIFR41gQUGgIFAQKAgUvPYJFhQECgIFgcLc64HZxoKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoDDPvW//DZ9mQUGgIFAQKMzjqLGyoCBQECgIFAQKPmEWLCgIFAQKAgVHjWBBQaAgUBAo\n",
"CBS8mw8WFAQKAgWBgkBhHg/MVhYUBAoCBYGCo0awoCBQECgIFAQKXvsECwoCBYGCQOE/A73wTbrr\n",
"u5UAAAAASUVORK5CYII=\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 1468.62 Q2277.09 1468.62 2275.26 1472.18 Q2273.45 1475.72 2273.45 1482.85 Q2273.45 1489.96 2275.26 1493.53 Q2277.09 1497.07 2280.7 1497.07 Q2284.33 1497.07 2286.14 1493.53 Q2287.97 1489.96 2287.97 1482.85 Q2287.97 1475.72 2286.14 1472.18 Q2284.33 1468.62 2280.7 1468.62 M2280.7 1464.91 Q2286.51 1464.91 2289.57 1469.52 Q2292.64 1474.1 2292.64 1482.85 Q2292.64 1491.58 2289.57 1496.19 Q2286.51 1500.77 2280.7 1500.77 Q2274.89 1500.77 2271.81 1496.19 Q2268.76 1491.58 2268.76 1482.85 Q2268.76 1474.1 2271.81 1469.52 Q2274.89 1464.91 2280.7 1464.91 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 1324.7 Q2277.09 1324.7 2275.26 1328.26 Q2273.45 1331.8 2273.45 1338.93 Q2273.45 1346.04 2275.26 1349.6 Q2277.09 1353.15 2280.7 1353.15 Q2284.33 1353.15 2286.14 1349.6 Q2287.97 1346.04 2287.97 1338.93 Q2287.97 1331.8 2286.14 1328.26 Q2284.33 1324.7 2280.7 1324.7 M2280.7 1320.99 Q2286.51 1320.99 2289.57 1325.6 Q2292.64 1330.18 2292.64 1338.93 Q2292.64 1347.66 2289.57 1352.27 Q2286.51 1356.85 2280.7 1356.85 Q2274.89 1356.85 2271.81 1352.27 Q2268.76 1347.66 2268.76 1338.93 Q2268.76 1330.18 2271.81 1325.6 Q2274.89 1320.99 2280.7 1320.99 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 1350.3 L2302.6 1350.3 L2302.6 1356.18 L2297.71 1356.18 L2297.71 1350.3 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2308.48 1352.24 L2316.12 1352.24 L2316.12 1325.88 L2307.81 1327.54 L2307.81 1323.29 L2316.07 1321.62 L2320.75 1321.62 L2320.75 1352.24 L2328.39 1352.24 L2328.39 1356.18 L2308.48 1356.18 L2308.48 1352.24 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 1180.78 Q2277.09 1180.78 2275.26 1184.34 Q2273.45 1187.88 2273.45 1195.01 Q2273.45 1202.12 2275.26 1205.68 Q2277.09 1209.23 2280.7 1209.23 Q2284.33 1209.23 2286.14 1205.68 Q2287.97 1202.12 2287.97 1195.01 Q2287.97 1187.88 2286.14 1184.34 Q2284.33 1180.78 2280.7 1180.78 M2280.7 1177.07 Q2286.51 1177.07 2289.57 1181.68 Q2292.64 1186.26 2292.64 1195.01 Q2292.64 1203.74 2289.57 1208.35 Q2286.51 1212.93 2280.7 1212.93 Q2274.89 1212.93 2271.81 1208.35 Q2268.76 1203.74 2268.76 1195.01 Q2268.76 1186.26 2271.81 1181.68 Q2274.89 1177.07 2280.7 1177.07 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 1206.38 L2302.6 1206.38 L2302.6 1212.26 L2297.71 1212.26 L2297.71 1206.38 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2311.7 1208.32 L2328.01 1208.32 L2328.01 1212.26 L2306.07 1212.26 L2306.07 1208.32 Q2308.73 1205.57 2313.32 1200.94 Q2317.92 1196.29 2319.1 1194.94 Q2321.35 1192.42 2322.23 1190.68 Q2323.13 1188.93 2323.13 1187.24 Q2323.13 1184.48 2321.19 1182.74 Q2319.26 1181.01 2316.16 1181.01 Q2313.96 1181.01 2311.51 1181.77 Q2309.08 1182.54 2306.3 1184.09 L2306.3 1179.36 Q2309.13 1178.23 2311.58 1177.65 Q2314.03 1177.07 2316.07 1177.07 Q2321.44 1177.07 2324.64 1179.76 Q2327.83 1182.44 2327.83 1186.93 Q2327.83 1189.06 2327.02 1190.99 Q2326.23 1192.88 2324.13 1195.48 Q2323.55 1196.15 2320.45 1199.36 Q2317.34 1202.56 2311.7 1208.32 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 1036.86 Q2277.09 1036.86 2275.26 1040.42 Q2273.45 1043.96 2273.45 1051.09 Q2273.45 1058.2 2275.26 1061.76 Q2277.09 1065.31 2280.7 1065.31 Q2284.33 1065.31 2286.14 1061.76 Q2287.97 1058.2 2287.97 1051.09 Q2287.97 1043.96 2286.14 1040.42 Q2284.33 1036.86 2280.7 1036.86 M2280.7 1033.15 Q2286.51 1033.15 2289.57 1037.76 Q2292.64 1042.34 2292.64 1051.09 Q2292.64 1059.82 2289.57 1064.43 Q2286.51 1069.01 2280.7 1069.01 Q2274.89 1069.01 2271.81 1064.43 Q2268.76 1059.82 2268.76 1051.09 Q2268.76 1042.34 2271.81 1037.76 Q2274.89 1033.15 2280.7 1033.15 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 1062.46 L2302.6 1062.46 L2302.6 1068.34 L2297.71 1068.34 L2297.71 1062.46 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2321.83 1049.7 Q2325.19 1050.42 2327.07 1052.69 Q2328.96 1054.96 2328.96 1058.29 Q2328.96 1063.41 2325.45 1066.21 Q2321.93 1069.01 2315.45 1069.01 Q2313.27 1069.01 2310.95 1068.57 Q2308.66 1068.15 2306.21 1067.3 L2306.21 1062.78 Q2308.15 1063.92 2310.47 1064.5 Q2312.78 1065.07 2315.31 1065.07 Q2319.7 1065.07 2322 1063.34 Q2324.31 1061.6 2324.31 1058.29 Q2324.31 1055.24 2322.16 1053.52 Q2320.03 1051.79 2316.21 1051.79 L2312.18 1051.79 L2312.18 1047.94 L2316.39 1047.94 Q2319.84 1047.94 2321.67 1046.58 Q2323.5 1045.19 2323.5 1042.6 Q2323.5 1039.94 2321.6 1038.52 Q2319.73 1037.09 2316.21 1037.09 Q2314.29 1037.09 2312.09 1037.5 Q2309.89 1037.92 2307.25 1038.8 L2307.25 1034.63 Q2309.91 1033.89 2312.23 1033.52 Q2314.57 1033.15 2316.63 1033.15 Q2321.95 1033.15 2325.05 1035.58 Q2328.15 1037.99 2328.15 1042.11 Q2328.15 1044.98 2326.51 1046.97 Q2324.87 1048.94 2321.83 1049.7 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 892.936 Q2277.09 892.936 2275.26 896.501 Q2273.45 900.043 2273.45 907.172 Q2273.45 914.279 2275.26 917.844 Q2277.09 921.385 2280.7 921.385 Q2284.33 921.385 2286.14 917.844 Q2287.97 914.279 2287.97 907.172 Q2287.97 900.043 2286.14 896.501 Q2284.33 892.936 2280.7 892.936 M2280.7 889.233 Q2286.51 889.233 2289.57 893.839 Q2292.64 898.422 2292.64 907.172 Q2292.64 915.899 2289.57 920.506 Q2286.51 925.089 2280.7 925.089 Q2274.89 925.089 2271.81 920.506 Q2268.76 915.899 2268.76 907.172 Q2268.76 898.422 2271.81 893.839 Q2274.89 889.233 2280.7 889.233 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 918.538 L2302.6 918.538 L2302.6 924.418 L2297.71 924.418 L2297.71 918.538 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2320.51 893.932 L2308.71 912.381 L2320.51 912.381 L2320.51 893.932 M2319.29 889.858 L2325.17 889.858 L2325.17 912.381 L2330.1 912.381 L2330.1 916.269 L2325.17 916.269 L2325.17 924.418 L2320.51 924.418 L2320.51 916.269 L2304.91 916.269 L2304.91 911.756 L2319.29 889.858 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 749.016 Q2277.09 749.016 2275.26 752.581 Q2273.45 756.122 2273.45 763.252 Q2273.45 770.358 2275.26 773.923 Q2277.09 777.465 2280.7 777.465 Q2284.33 777.465 2286.14 773.923 Q2287.97 770.358 2287.97 763.252 Q2287.97 756.122 2286.14 752.581 Q2284.33 749.016 2280.7 749.016 M2280.7 745.312 Q2286.51 745.312 2289.57 749.919 Q2292.64 754.502 2292.64 763.252 Q2292.64 771.979 2289.57 776.585 Q2286.51 781.168 2280.7 781.168 Q2274.89 781.168 2271.81 776.585 Q2268.76 771.979 2268.76 763.252 Q2268.76 754.502 2271.81 749.919 Q2274.89 745.312 2280.7 745.312 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 774.618 L2302.6 774.618 L2302.6 780.497 L2297.71 780.497 L2297.71 774.618 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2307.71 745.937 L2326.07 745.937 L2326.07 749.872 L2312 749.872 L2312 758.345 Q2313.01 757.997 2314.03 757.835 Q2315.05 757.65 2316.07 757.65 Q2321.86 757.65 2325.24 760.821 Q2328.62 763.993 2328.62 769.409 Q2328.62 774.988 2325.14 778.09 Q2321.67 781.168 2315.35 781.168 Q2313.18 781.168 2310.91 780.798 Q2308.66 780.428 2306.26 779.687 L2306.26 774.988 Q2308.34 776.122 2310.56 776.678 Q2312.78 777.233 2315.26 777.233 Q2319.26 777.233 2321.6 775.127 Q2323.94 773.02 2323.94 769.409 Q2323.94 765.798 2321.6 763.692 Q2319.26 761.585 2315.26 761.585 Q2313.39 761.585 2311.51 762.002 Q2309.66 762.419 2307.71 763.298 L2307.71 745.937 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 605.095 Q2277.09 605.095 2275.26 608.66 Q2273.45 612.202 2273.45 619.332 Q2273.45 626.438 2275.26 630.003 Q2277.09 633.544 2280.7 633.544 Q2284.33 633.544 2286.14 630.003 Q2287.97 626.438 2287.97 619.332 Q2287.97 612.202 2286.14 608.66 Q2284.33 605.095 2280.7 605.095 M2280.7 601.392 Q2286.51 601.392 2289.57 605.998 Q2292.64 610.582 2292.64 619.332 Q2292.64 628.058 2289.57 632.665 Q2286.51 637.248 2280.7 637.248 Q2274.89 637.248 2271.81 632.665 Q2268.76 628.058 2268.76 619.332 Q2268.76 610.582 2271.81 605.998 Q2274.89 601.392 2280.7 601.392 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 630.697 L2302.6 630.697 L2302.6 636.577 L2297.71 636.577 L2297.71 630.697 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2318.25 617.433 Q2315.1 617.433 2313.25 619.586 Q2311.42 621.739 2311.42 625.489 Q2311.42 629.216 2313.25 631.392 Q2315.1 633.544 2318.25 633.544 Q2321.39 633.544 2323.22 631.392 Q2325.08 629.216 2325.08 625.489 Q2325.08 621.739 2323.22 619.586 Q2321.39 617.433 2318.25 617.433 M2327.53 602.781 L2327.53 607.04 Q2325.77 606.207 2323.96 605.767 Q2322.18 605.327 2320.42 605.327 Q2315.79 605.327 2313.34 608.452 Q2310.91 611.577 2310.56 617.896 Q2311.93 615.882 2313.99 614.818 Q2316.05 613.73 2318.52 613.73 Q2323.73 613.73 2326.74 616.901 Q2329.77 620.049 2329.77 625.489 Q2329.77 630.813 2326.63 634.031 Q2323.48 637.248 2318.25 637.248 Q2312.25 637.248 2309.08 632.665 Q2305.91 628.058 2305.91 619.332 Q2305.91 611.137 2309.8 606.276 Q2313.69 601.392 2320.24 601.392 Q2322 601.392 2323.78 601.739 Q2325.58 602.086 2327.53 602.781 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 461.175 Q2277.09 461.175 2275.26 464.74 Q2273.45 468.282 2273.45 475.411 Q2273.45 482.518 2275.26 486.082 Q2277.09 489.624 2280.7 489.624 Q2284.33 489.624 2286.14 486.082 Q2287.97 482.518 2287.97 475.411 Q2287.97 468.282 2286.14 464.74 Q2284.33 461.175 2280.7 461.175 M2280.7 457.471 Q2286.51 457.471 2289.57 462.078 Q2292.64 466.661 2292.64 475.411 Q2292.64 484.138 2289.57 488.744 Q2286.51 493.328 2280.7 493.328 Q2274.89 493.328 2271.81 488.744 Q2268.76 484.138 2268.76 475.411 Q2268.76 466.661 2271.81 462.078 Q2274.89 457.471 2280.7 457.471 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 486.777 L2302.6 486.777 L2302.6 492.656 L2297.71 492.656 L2297.71 486.777 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2306.49 458.096 L2328.71 458.096 L2328.71 460.087 L2316.16 492.656 L2311.28 492.656 L2323.08 462.032 L2306.49 462.032 L2306.49 458.096 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 317.255 Q2277.09 317.255 2275.26 320.82 Q2273.45 324.361 2273.45 331.491 Q2273.45 338.597 2275.26 342.162 Q2277.09 345.704 2280.7 345.704 Q2284.33 345.704 2286.14 342.162 Q2287.97 338.597 2287.97 331.491 Q2287.97 324.361 2286.14 320.82 Q2284.33 317.255 2280.7 317.255 M2280.7 313.551 Q2286.51 313.551 2289.57 318.158 Q2292.64 322.741 2292.64 331.491 Q2292.64 340.218 2289.57 344.824 Q2286.51 349.407 2280.7 349.407 Q2274.89 349.407 2271.81 344.824 Q2268.76 340.218 2268.76 331.491 Q2268.76 322.741 2271.81 318.158 Q2274.89 313.551 2280.7 313.551 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 342.856 L2302.6 342.856 L2302.6 348.736 L2297.71 348.736 L2297.71 342.856 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2317.67 332.324 Q2314.33 332.324 2312.41 334.106 Q2310.51 335.889 2310.51 339.014 Q2310.51 342.139 2312.41 343.921 Q2314.33 345.704 2317.67 345.704 Q2321 345.704 2322.92 343.921 Q2324.84 342.116 2324.84 339.014 Q2324.84 335.889 2322.92 334.106 Q2321.02 332.324 2317.67 332.324 M2312.99 330.333 Q2309.98 329.593 2308.29 327.532 Q2306.63 325.472 2306.63 322.509 Q2306.63 318.366 2309.57 315.958 Q2312.53 313.551 2317.67 313.551 Q2322.83 313.551 2325.77 315.958 Q2328.71 318.366 2328.71 322.509 Q2328.71 325.472 2327.02 327.532 Q2325.35 329.593 2322.37 330.333 Q2325.75 331.12 2327.62 333.412 Q2329.52 335.704 2329.52 339.014 Q2329.52 344.037 2326.44 346.722 Q2323.39 349.407 2317.67 349.407 Q2311.95 349.407 2308.87 346.722 Q2305.82 344.037 2305.82 339.014 Q2305.82 335.704 2307.71 333.412 Q2309.61 331.12 2312.99 330.333 M2311.28 322.949 Q2311.28 325.634 2312.95 327.139 Q2314.64 328.644 2317.67 328.644 Q2320.68 328.644 2322.37 327.139 Q2324.08 325.634 2324.08 322.949 Q2324.08 320.264 2322.37 318.759 Q2320.68 317.255 2317.67 317.255 Q2314.64 317.255 2312.95 318.759 Q2311.28 320.264 2311.28 322.949 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2280.7 173.334 Q2277.09 173.334 2275.26 176.899 Q2273.45 180.441 2273.45 187.57 Q2273.45 194.677 2275.26 198.242 Q2277.09 201.783 2280.7 201.783 Q2284.33 201.783 2286.14 198.242 Q2287.97 194.677 2287.97 187.57 Q2287.97 180.441 2286.14 176.899 Q2284.33 173.334 2280.7 173.334 M2280.7 169.631 Q2286.51 169.631 2289.57 174.237 Q2292.64 178.82 2292.64 187.57 Q2292.64 196.297 2289.57 200.904 Q2286.51 205.487 2280.7 205.487 Q2274.89 205.487 2271.81 200.904 Q2268.76 196.297 2268.76 187.57 Q2268.76 178.82 2271.81 174.237 Q2274.89 169.631 2280.7 169.631 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2297.71 198.936 L2302.6 198.936 L2302.6 204.816 L2297.71 204.816 L2297.71 198.936 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2307.81 204.098 L2307.81 199.839 Q2309.57 200.672 2311.37 201.112 Q2313.18 201.552 2314.91 201.552 Q2319.54 201.552 2321.97 198.45 Q2324.43 195.325 2324.77 188.982 Q2323.43 190.973 2321.37 192.038 Q2319.31 193.103 2316.81 193.103 Q2311.63 193.103 2308.59 189.978 Q2305.58 186.83 2305.58 181.39 Q2305.58 176.066 2308.73 172.848 Q2311.88 169.631 2317.11 169.631 Q2323.11 169.631 2326.26 174.237 Q2329.43 178.82 2329.43 187.57 Q2329.43 195.742 2325.54 200.626 Q2321.67 205.487 2315.12 205.487 Q2313.36 205.487 2311.56 205.14 Q2309.75 204.793 2307.81 204.098 M2317.11 189.445 Q2320.26 189.445 2322.09 187.293 Q2323.94 185.14 2323.94 181.39 Q2323.94 177.663 2322.09 175.51 Q2320.26 173.334 2317.11 173.334 Q2313.96 173.334 2312.11 175.51 Q2310.28 177.663 2310.28 181.39 Q2310.28 185.14 2312.11 187.293 Q2313.96 189.445 2317.11 189.445 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2269.43 56.9601 L2277.07 56.9601 L2277.07 30.5945 L2268.76 32.2612 L2268.76 28.002 L2277.02 26.3353 L2281.7 26.3353 L2281.7 56.9601 L2289.33 56.9601 L2289.33 60.8953 L2269.43 60.8953 L2269.43 56.9601 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2294.4 55.0157 L2299.29 55.0157 L2299.29 60.8953 L2294.4 60.8953 L2294.4 55.0157 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip8400)\" d=\"M 0 0 M2314.36 29.414 Q2310.75 29.414 2308.92 32.9788 Q2307.11 36.5204 2307.11 43.65 Q2307.11 50.7565 2308.92 54.3213 Q2310.75 57.8629 2314.36 57.8629 Q2317.99 57.8629 2319.8 54.3213 Q2321.63 50.7565 2321.63 43.65 Q2321.63 36.5204 2319.8 32.9788 Q2317.99 29.414 2314.36 29.414 M2314.36 25.7103 Q2320.17 25.7103 2323.22 30.3168 Q2326.3 34.9001 2326.3 43.65 Q2326.3 52.3768 2323.22 56.9833 Q2320.17 61.5666 2314.36 61.5666 Q2308.55 61.5666 2305.47 56.9833 Q2302.41 52.3768 2302.41 43.65 Q2302.41 34.9001 2305.47 30.3168 Q2308.55 25.7103 2314.36 25.7103 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip8400)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1486.45 2232.76,1486.45 2256.76,1486.45 2232.76,1486.45 2232.76,1342.53 2256.76,1342.53 2232.76,1342.53 2232.76,1198.61 2256.76,1198.61 2232.76,1198.61 \n",
" 2232.76,1054.69 2256.76,1054.69 2232.76,1054.69 2232.76,910.766 2256.76,910.766 2232.76,910.766 2232.76,766.846 2256.76,766.846 2232.76,766.846 2232.76,622.926 \n",
" 2256.76,622.926 2232.76,622.926 2232.76,479.005 2256.76,479.005 2232.76,479.005 2232.76,335.085 2256.76,335.085 2232.76,335.085 2232.76,191.164 2256.76,191.164 \n",
" 2232.76,191.164 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(train_imgs[1] .|> Float32)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
"<defs>\n",
" <clipPath id=\"clip0000\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip0000)\" d=\"\n",
"M0 1600 L2400 1600 L2400 0 L0 0 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip0001\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip0000)\" d=\"\n",
"M135.95 1486.45 L2112.76 1486.45 L2112.76 47.2441 L135.95 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip0002\">\n",
" <rect x=\"135\" y=\"47\" width=\"1978\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 453.651,1486.45 453.651,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 806.652,1486.45 806.652,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1159.65,1486.45 1159.65,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1512.65,1486.45 1512.65,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1865.66,1486.45 1865.66,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,1255.15 2112.76,1255.15 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,998.147 2112.76,998.147 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,741.146 2112.76,741.146 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,484.145 2112.76,484.145 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0002)\" style=\"stroke:#000000; stroke-width:2; stroke-opacity:0.1; fill:none\" points=\"\n",
" 135.95,227.145 2112.76,227.145 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1486.45 2112.76,1486.45 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1486.45 135.95,47.2441 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 453.651,1486.45 453.651,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 806.652,1486.45 806.652,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1159.65,1486.45 1159.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1512.65,1486.45 1512.65,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 1865.66,1486.45 1865.66,1469.18 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,1255.15 159.672,1255.15 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,998.147 159.672,998.147 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,741.146 159.672,741.146 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,484.145 159.672,484.145 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 135.95,227.145 159.672,227.145 \n",
" \"/>\n",
"<path clip-path=\"url(#clip0000)\" d=\"M 0 0 M443.929 1505.36 L462.285 1505.36 L462.285 1509.3 L448.211 1509.3 L448.211 1517.77 Q449.23 1517.42 450.248 1517.26 Q451.267 1517.07 452.285 1517.07 Q458.072 1517.07 461.452 1520.24 Q464.832 1523.42 464.832 1528.83 Q464.832 1534.41 461.359 1537.51 Q457.887 1540.59 451.568 1540.59 Q449.392 1540.59 447.123 1540.22 Q444.878 1539.85 442.471 1539.11 L442.471 1534.41 Q444.554 1535.54 446.776 1536.1 Q448.998 1536.66 451.475 1536.66 Q455.48 1536.66 457.818 1534.55 Q460.156 1532.44 460.156 1528.83 Q460.156 1525.22 457.818 1523.11 Q455.48 1521.01 451.475 1521.01 Q449.6 1521.01 447.725 1521.42 Q445.873 1521.84 443.929 1522.72 L443.929 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M783.527 1535.98 L791.166 1535.98 L791.166 1509.62 L782.856 1511.29 L782.856 1507.03 L791.12 1505.36 L795.796 1505.36 L795.796 1535.98 L803.435 1535.98 L803.435 1539.92 L783.527 1539.92 L783.527 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M818.504 1508.44 Q814.893 1508.44 813.064 1512 Q811.259 1515.55 811.259 1522.67 Q811.259 1529.78 813.064 1533.35 Q814.893 1536.89 818.504 1536.89 Q822.138 1536.89 823.944 1533.35 Q825.772 1529.78 825.772 1522.67 Q825.772 1515.55 823.944 1512 Q822.138 1508.44 818.504 1508.44 M818.504 1504.73 Q824.314 1504.73 827.37 1509.34 Q830.448 1513.92 830.448 1522.67 Q830.448 1531.4 827.37 1536.01 Q824.314 1540.59 818.504 1540.59 Q812.694 1540.59 809.615 1536.01 Q806.56 1531.4 806.56 1522.67 Q806.56 1513.92 809.615 1509.34 Q812.694 1504.73 818.504 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M1137.03 1535.98 L1144.66 1535.98 L1144.66 1509.62 L1136.35 1511.29 L1136.35 1507.03 L1144.62 1505.36 L1149.29 1505.36 L1149.29 1535.98 L1156.93 1535.98 L1156.93 1539.92 L1137.03 1539.92 L1137.03 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M1162.05 1505.36 L1180.41 1505.36 L1180.41 1509.3 L1166.33 1509.3 L1166.33 1517.77 Q1167.35 1517.42 1168.37 1517.26 Q1169.39 1517.07 1170.41 1517.07 Q1176.19 1517.07 1179.57 1520.24 Q1182.95 1523.42 1182.95 1528.83 Q1182.95 1534.41 1179.48 1537.51 Q1176.01 1540.59 1169.69 1540.59 Q1167.51 1540.59 1165.24 1540.22 Q1163 1539.85 1160.59 1539.11 L1160.59 1534.41 Q1162.67 1535.54 1164.9 1536.1 Q1167.12 1536.66 1169.6 1536.66 Q1173.6 1536.66 1175.94 1534.55 Q1178.28 1532.44 1178.28 1528.83 Q1178.28 1525.22 1175.94 1523.11 Q1173.6 1521.01 1169.6 1521.01 Q1167.72 1521.01 1165.85 1521.42 Q1163.99 1521.84 1162.05 1522.72 L1162.05 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M1493.8 1535.98 L1510.12 1535.98 L1510.12 1539.92 L1488.18 1539.92 L1488.18 1535.98 Q1490.84 1533.23 1495.42 1528.6 Q1500.03 1523.95 1501.21 1522.61 Q1503.45 1520.08 1504.33 1518.35 Q1505.24 1516.59 1505.24 1514.9 Q1505.24 1512.14 1503.29 1510.41 Q1501.37 1508.67 1498.27 1508.67 Q1496.07 1508.67 1493.61 1509.43 Q1491.18 1510.2 1488.41 1511.75 L1488.41 1507.03 Q1491.23 1505.89 1493.68 1505.31 Q1496.14 1504.73 1498.18 1504.73 Q1503.55 1504.73 1506.74 1507.42 Q1509.93 1510.11 1509.93 1514.6 Q1509.93 1516.73 1509.12 1518.65 Q1508.34 1520.54 1506.23 1523.14 Q1505.65 1523.81 1502.55 1527.03 Q1499.45 1530.22 1493.8 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M1525.19 1508.44 Q1521.58 1508.44 1519.75 1512 Q1517.94 1515.55 1517.94 1522.67 Q1517.94 1529.78 1519.75 1533.35 Q1521.58 1536.89 1525.19 1536.89 Q1528.82 1536.89 1530.63 1533.35 Q1532.46 1529.78 1532.46 1522.67 Q1532.46 1515.55 1530.63 1512 Q1528.82 1508.44 1525.19 1508.44 M1525.19 1504.73 Q1531 1504.73 1534.05 1509.34 Q1537.13 1513.92 1537.13 1522.67 Q1537.13 1531.4 1534.05 1536.01 Q1531 1540.59 1525.19 1540.59 Q1519.38 1540.59 1516.3 1536.01 Q1513.24 1531.4 1513.24 1522.67 Q1513.24 1513.92 1516.3 1509.34 Q1519.38 1504.73 1525.19 1504.73 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M1847.3 1535.98 L1863.62 1535.98 L1863.62 1539.92 L1841.67 1539.92 L1841.67 1535.98 Q1844.34 1533.23 1848.92 1528.6 Q1853.53 1523.95 1854.71 1522.61 Q1856.95 1520.08 1857.83 1518.35 Q1858.73 1516.59 1858.73 1514.9 Q1858.73 1512.14 1856.79 1510.41 Q1854.87 1508.67 1851.77 1508.67 Q1849.57 1508.67 1847.11 1509.43 Q1844.68 1510.2 1841.91 1511.75 L1841.91 1507.03 Q1844.73 1505.89 1847.18 1505.31 Q1849.64 1504.73 1851.67 1504.73 Q1857.04 1504.73 1860.24 1507.42 Q1863.43 1510.11 1863.43 1514.6 Q1863.43 1516.73 1862.62 1518.65 Q1861.84 1520.54 1859.73 1523.14 Q1859.15 1523.81 1856.05 1527.03 Q1852.95 1530.22 1847.3 1535.98 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M1868.73 1505.36 L1887.09 1505.36 L1887.09 1509.3 L1873.02 1509.3 L1873.02 1517.77 Q1874.03 1517.42 1875.05 1517.26 Q1876.07 1517.07 1877.09 1517.07 Q1882.88 1517.07 1886.26 1520.24 Q1889.64 1523.42 1889.64 1528.83 Q1889.64 1534.41 1886.16 1537.51 Q1882.69 1540.59 1876.37 1540.59 Q1874.2 1540.59 1871.93 1540.22 Q1869.68 1539.85 1867.28 1539.11 L1867.28 1534.41 Q1869.36 1535.54 1871.58 1536.1 Q1873.8 1536.66 1876.28 1536.66 Q1880.28 1536.66 1882.62 1534.55 Q1884.96 1532.44 1884.96 1528.83 Q1884.96 1525.22 1882.62 1523.11 Q1880.28 1521.01 1876.28 1521.01 Q1874.41 1521.01 1872.53 1521.42 Q1870.68 1521.84 1868.73 1522.72 L1868.73 1505.36 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M91.0475 1237.87 L109.404 1237.87 L109.404 1241.8 L95.3299 1241.8 L95.3299 1250.27 Q96.3484 1249.93 97.3669 1249.77 Q98.3855 1249.58 99.404 1249.58 Q105.191 1249.58 108.571 1252.75 Q111.95 1255.92 111.95 1261.34 Q111.95 1266.92 108.478 1270.02 Q105.006 1273.1 98.6864 1273.1 Q96.5105 1273.1 94.242 1272.73 Q91.9966 1272.36 89.5892 1271.62 L89.5892 1266.92 Q91.6725 1268.05 93.8947 1268.61 Q96.1169 1269.16 98.5938 1269.16 Q102.598 1269.16 104.936 1267.06 Q107.274 1264.95 107.274 1261.34 Q107.274 1257.73 104.936 1255.62 Q102.598 1253.52 98.5938 1253.52 Q96.7188 1253.52 94.8438 1253.93 Q92.992 1254.35 91.0475 1255.23 L91.0475 1237.87 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M65.0292 1011.49 L72.668 1011.49 L72.668 985.126 L64.3579 986.792 L64.3579 982.533 L72.6217 980.867 L77.2976 980.867 L77.2976 1011.49 L84.9365 1011.49 L84.9365 1015.43 L65.0292 1015.43 L65.0292 1011.49 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M100.006 983.945 Q96.3947 983.945 94.566 987.51 Q92.7605 991.052 92.7605 998.181 Q92.7605 1005.29 94.566 1008.85 Q96.3947 1012.39 100.006 1012.39 Q103.64 1012.39 105.446 1008.85 Q107.274 1005.29 107.274 998.181 Q107.274 991.052 105.446 987.51 Q103.64 983.945 100.006 983.945 M100.006 980.242 Q105.816 980.242 108.872 984.848 Q111.95 989.431 111.95 998.181 Q111.95 1006.91 108.872 1011.51 Q105.816 1016.1 100.006 1016.1 Q94.1957 1016.1 91.117 1011.51 Q88.0614 1006.91 88.0614 998.181 Q88.0614 989.431 91.117 984.848 Q94.1957 980.242 100.006 980.242 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M66.0245 754.491 L73.6634 754.491 L73.6634 728.125 L65.3532 729.792 L65.3532 725.533 L73.6171 723.866 L78.293 723.866 L78.293 754.491 L85.9318 754.491 L85.9318 758.426 L66.0245 758.426 L66.0245 754.491 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M91.0475 723.866 L109.404 723.866 L109.404 727.801 L95.3299 727.801 L95.3299 736.273 Q96.3484 735.926 97.3669 735.764 Q98.3855 735.579 99.404 735.579 Q105.191 735.579 108.571 738.75 Q111.95 741.921 111.95 747.338 Q111.95 752.917 108.478 756.019 Q105.006 759.097 98.6864 759.097 Q96.5105 759.097 94.242 758.727 Q91.9966 758.356 89.5892 757.616 L89.5892 752.917 Q91.6725 754.051 93.8947 754.606 Q96.1169 755.162 98.5938 755.162 Q102.598 755.162 104.936 753.056 Q107.274 750.949 107.274 747.338 Q107.274 743.727 104.936 741.62 Q102.598 739.514 98.5938 739.514 Q96.7188 739.514 94.8438 739.931 Q92.992 740.347 91.0475 741.227 L91.0475 723.866 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M68.6171 497.49 L84.9365 497.49 L84.9365 501.425 L62.9921 501.425 L62.9921 497.49 Q65.6541 494.735 70.2375 490.106 Q74.8439 485.453 76.0245 484.111 Q78.2698 481.587 79.1494 479.851 Q80.0522 478.092 80.0522 476.402 Q80.0522 473.648 78.1078 471.912 Q76.1865 470.175 73.0847 470.175 Q70.8856 470.175 68.4319 470.939 Q66.0014 471.703 63.2236 473.254 L63.2236 468.532 Q66.0477 467.398 68.5014 466.819 Q70.955 466.24 72.9921 466.24 Q78.3624 466.24 81.5568 468.925 Q84.7513 471.611 84.7513 476.101 Q84.7513 478.231 83.9411 480.152 Q83.1541 482.05 81.0476 484.643 Q80.4689 485.314 77.367 488.532 Q74.2652 491.726 68.6171 497.49 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M100.006 469.944 Q96.3947 469.944 94.566 473.509 Q92.7605 477.05 92.7605 484.18 Q92.7605 491.286 94.566 494.851 Q96.3947 498.393 100.006 498.393 Q103.64 498.393 105.446 494.851 Q107.274 491.286 107.274 484.18 Q107.274 477.05 105.446 473.509 Q103.64 469.944 100.006 469.944 M100.006 466.24 Q105.816 466.24 108.872 470.847 Q111.95 475.43 111.95 484.18 Q111.95 492.907 108.872 497.513 Q105.816 502.097 100.006 502.097 Q94.1957 502.097 91.117 497.513 Q88.0614 492.907 88.0614 484.18 Q88.0614 475.43 91.117 470.847 Q94.1957 466.24 100.006 466.24 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M69.6125 240.489 L85.9318 240.489 L85.9318 244.425 L63.9875 244.425 L63.9875 240.489 Q66.6495 237.735 71.2328 233.105 Q75.8393 228.452 77.0198 227.11 Q79.2652 224.587 80.1448 222.851 Q81.0476 221.091 81.0476 219.402 Q81.0476 216.647 79.1032 214.911 Q77.1819 213.175 74.08 213.175 Q71.881 213.175 69.4273 213.939 Q66.9967 214.703 64.219 216.253 L64.219 211.531 Q67.043 210.397 69.4967 209.818 Q71.9504 209.24 73.9874 209.24 Q79.3578 209.24 82.5522 211.925 Q85.7466 214.61 85.7466 219.101 Q85.7466 221.23 84.9365 223.152 Q84.1494 225.05 82.0429 227.642 Q81.4642 228.314 78.3624 231.531 Q75.2606 234.726 69.6125 240.489 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M91.0475 209.865 L109.404 209.865 L109.404 213.8 L95.3299 213.8 L95.3299 222.272 Q96.3484 221.925 97.3669 221.763 Q98.3855 221.577 99.404 221.577 Q105.191 221.577 108.571 224.749 Q111.95 227.92 111.95 233.337 Q111.95 238.915 108.478 242.017 Q105.006 245.096 98.6864 245.096 Q96.5105 245.096 94.242 244.725 Q91.9966 244.355 89.5892 243.614 L89.5892 238.915 Q91.6725 240.05 93.8947 240.605 Q96.1169 241.161 98.5938 241.161 Q102.598 241.161 104.936 239.054 Q107.274 236.948 107.274 233.337 Q107.274 229.726 104.936 227.619 Q102.598 225.513 98.5938 225.513 Q96.7188 225.513 94.8438 225.929 Q92.992 226.346 91.0475 227.226 L91.0475 209.865 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><g clip-path=\"url(#clip0002)\">\n",
"<image width=\"1977\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB7kAAAWfCAYAAADeW0JTAAAgAElEQVR4nOzbz6rncxzH8e9v+rKg\n",
"KYmFbCm7ScSGzbkBW0mys5Dy5wqUsmJFkQtQcgljIRuRhZVmNjIiWzXhjJnzcwsWR+/P83g8ruC1\n",
"/jw/78O27ccNAAAAAAAAAAIuTQ8AAAAAAAAAgH9L5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYA\n",
"AAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAA\n",
"AAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYA\n",
"AAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD\n",
"5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAA\n",
"ACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAA\n",
"AAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAA\n",
"AAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QG\n",
"AAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAg\n",
"Q+QGAAAAAAAAIEPkBgAAAAAAACBjnx4AAHAeHrz3iekJy/rlne+nJ6zrtQ+nF6zp6/enFyzr7meu\n",
"TU8AAAAA+N9zyQ0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQMY+PQAA\n",
"4Dyc3PXU9IRlnb360vSEZfnxCQAAAAA93vUAAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADI2KcHAACch19v/Tk9YVnH659PT1jXYy9OL1jS6eMvTE9Y1ncnX01P\n",
"WNLTX347PWFZt+/8Pj0BAAAALhyX3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZBy2bT9OjwAA4L/z8/NXpics66FP35iesKSzO6fTE4h59L7Ppics66ebX0xPAAAAgAvH\n",
"JTcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZh23b\n",
"j9MjAABgwq3bH09PWNLZ2V/TE4h595Efpics6+0bH01PAAAAgAvHJTcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAA\n",
"GSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABmHbduP0yMAAGDCzR+fm56wpP3hk+kJxFz65K3pCcu6\n",
"/PoD0xOWdfr3b9MTAAAAiHLJDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAxmHb9uP0CAAAmPDsPS9PT1jS1avfTE9Y1vHJV6YnEPPHm+9NT1jW/R/cmJ4AAABAlEtuAAAA\n",
"AAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRuAAAAAAAAADJEbgAAAAAAAAAyRG4AAAAAAAAAMkRu\n",
"AAAAAAAAADJEbgAAAAAAAAAyRG4AgH/Yt3uX3+c4juPf39WPjkKOm5zBURJKiVPuhpMsOhMlUshA\n",
"kSwsyEixSRbq/AEncjIYJEqdjgwyXCUDysnAgNLJzTl0XJf5DCw65/N5nvN4/AWv5T09ewMAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMA\n",
"AAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAh\n",
"cgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQIXIDAAAAAAAAkLFalvX26BEAAMA8vr7n9tETpnXlwQdHT4Azxi07D4+eMKUv\n",
"fj84egIAAMD0fHIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAA\n",
"AJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAA\n",
"AAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFy\n",
"AwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAA\n",
"kCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAA\n",
"AAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXID\n",
"AAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQ\n",
"IXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAA\n",
"AACQIXIDAAAAAAAAkCFyAwAAAAAAAJAhcgMAAAAAAACQIXIDAAAAAAAAkCFyAwAAAAAAAJCxHj0A\n",
"AACYy76PLxg9YVpfbewYPQHOGO/f/c3oCVPa/dboBQAAAPPzyQ0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAEDGevQAAABgLkd++2j0hGk9t/ua0ROm9NLm\n",
"X6MnTOvcnTeMnjCty2/7cvSEKV363k2jJ0zr5z82R08AAAAm4ZMbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAA\n",
"AIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAICM1bKst0ePAAAAoOvN6x4bPWFaj35x4+gJ09rY2DF6wpRO\n",
"vPzs6AnTuuyVnaMnTOn3P78bPQEAAE47n9wAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZGUXEkEAABvvSURBVIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSslmW9PXoEAAAAXVedf9foCdP6Zv/h0ROmtfXA66MnTGlr\n",
"6/joCdM6tPfQ6AlT2vfZu6MnAADAaeeTGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAA\n",
"AAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyR\n",
"GwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAA\n",
"gAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAA\n",
"AAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEb\n",
"AAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACA\n",
"DJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAA\n",
"AACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsA\n",
"AAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAMkRsAAAAAAACADJEbAAAAAAAAgAyRGwAAAAAAAIAM\n",
"kRsAAAAAAACADJEbAAAAAAAAgIzVsqy3R48AAACAM9FF510/esK0fvz16dETprS1dXz0hGmd+OHQ\n",
"6AlTemLPrtETpnXglzdGTwAA4BTxyQ0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQMZqWdbbo0cAAAAAZ5dv77t59IQpXfH246MnELP16jOjJ0xrx/PHRk8AAOAU8ckNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECG\n",
"yA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAxmpZ1tujRwAA\n",
"AABnl3svfHL0hCkd+PTL0ROmtbr2/tETiHntOvf0b144sn/0BACA/8UnNwAAAAAAAAAZIjcAAAAA\n",
"AAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcA\n",
"AAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZ\n",
"IjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAA\n",
"AAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAA\n",
"AAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABki\n",
"NwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAA\n",
"ABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAA\n",
"AAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3\n",
"AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGatlWW+PHgEAAADAsjxy8VOjJ0zrjc2fRk+Y0jm7\n",
"9o6eMK31By+OnjCtqx/aM3rClL4/9vnoCdM68ffR0RMA4CQ+uQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAA\n",
"yBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyFgty3p79AgAAAAA+C8f3nrv6AlTuuOTO0dPIGhjY8foCVN6\n",
"+JLN0ROm9c7RN0dPAICT+OQGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPk\n",
"BgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAA\n",
"IEPkBgAAAAAAACBD5AYAAAAAAAAgQ+QGAAAAAAAAIEPkBgAAAAAAACBD5AYAAPinfTu0iSiKoig6\n",
"H34gwY9E4iiAAqYEaqEYKkJOAyg0FgslzBhy307WquD4nQMAAABAhsgNAAAAAAAAQIbIDQAAAAAA\n",
"AECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"xj49AAAAAAAuOX8fpycs6eXna3rCsu4eHqcnAADwTzy5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAA\n",
"AAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkB\n",
"AAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADI\n",
"ELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAA\n",
"AADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEA\n",
"AAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQ\n",
"uQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAA\n",
"AMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAA\n",
"AAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5AQAAAAAAAMgQuQEAAAAAAADIELkBAAAAAAAAyBC5\n",
"AQAAAAAAAMgQuQEAAAAAAADI2KcHAAAAAMAlb5/v0xOW9Hx6nZ6wrNPH0/SEZd3c3k9PWNK2TS8A\n",
"AK7lyQ0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAA\n",
"AAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbI\n",
"DQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAA\n",
"QIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAA\n",
"AAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgN\n",
"AAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABA\n",
"hsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAA\n",
"AABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0A\n",
"AAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAECGyA0AAAAAAABAhsgNAAAAAAAAQIbIDQAAAAAAAEDG\n",
"djjsv9MjAAAAAAAAAOAantwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"iNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAA\n",
"AABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAA\n",
"AAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI\n",
"3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAA\n",
"AGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAA\n",
"AAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjc\n",
"AAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAA\n",
"ZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAA\n",
"AAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwA\n",
"AAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABkiNwAAAAAAAAAZIjcAAAAAAAAAGSI3AAAAAAAAABk\n",
"/AFs6KnLCTNPVwAAAABJRU5ErkJggg==\n",
"\" transform=\"translate(136, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip0003\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1440\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip0003)\">\n",
"<image width=\"72\" height=\"1439\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWfCAYAAAAI7rB3AAAMTUlEQVR4nO3dwY3sRhAFQY5Q/lsh\n",
"L6XfLQtUeSQPERYsEg8kmpyZ/f17/r4P/+uvt/+ArxMoCBQECgKFOffft/+GT7OgIFAQKAgUBApz\n",
"3cVWFhQECgIFgcLc4yK9saAgUBAoCBQECo4awYKCQEGgIFAQKLiLBQsKAgWBgkDBRTpYUBAoCBQE\n",
"CgIFr32CBQWBgkBBoOCoESwoCBQECgIFgYK7WLCgIFAQKAgUBArzeGC2sqAgUBAoCBRcpIMFBYGC\n",
"QEGgIFCYxwOzlQUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK85x/3v4bPs2CgkBBoCBQ\n",
"8FYjWFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAXCxYUBAoCBYHC/O6ft/+GT7OgIFAQKAgUBArzHHex\n",
"jQUFgYJAQaAgUJifu9jKgoJAQaAgUHDUCBYUBAoCBYGCQGEer31WFhQECgIFgYLnQcGCgkBBoCBQ\n",
"ECh4YBYsKAgUBAoCBYGCs1iwoCBQECgIFBw1ggUFgYJAQaAgUJjfOW//DZ9mQUGgIFAQKAgUnMWC\n",
"BQWBgkBBoOAiHSwoCBQECgIFgYJ388GCgkBBoCBQmMdbjZUFBYGCQEGgIFBw1AgWFAQKAgWBgkDB\n",
"a59gQUGgIFAQKLhIBwsKAgWBgkBBoODLLMGCgkBBoCBQ8G4+WFAQKAgUBAoCBQ/MggUFgYJAQaAg\n",
"UHAWCxYUBAoCBYGCi3SwoCBQECgIFAQK3s0HCwoCBYGCQEGg4LVPsKAgUBAoCBQ8MAsWFAQKAgWB\n",
"gkDBXSxYUBAoCBQECi7SwYKCQEGgIFAQKMxz7tt/w6dZUBAoCBQECgKFea6z2MaCgkBBoCBQ8MAs\n",
"WFAQKAgUBAoCBQ/MggUFgYJAQaAgUHAWCxYUBAoCBYGCi3SwoCBQECgIFAQKHpgFCwoCBYGCQMFR\n",
"I1hQECgIFAQKAoV53MRWFhQECgIFgYJAwV0sWFAQKAgUBArjC4c7CwoCBYGCQEGg4KgRLCgIFAQK\n",
"AgWBgrtYsKAgUBAoCBRcpIMFBYGCQEGgIFCYx3dZVhYUBAoCBYHC3PN7+2/4NAsKAgWBgkBBoOCB\n",
"WbCgIFAQKAgUBArzOIutLCgIFAQKAoW510V6Y0FBoCBQECgIFBw1ggUFgYJAQaDgIh0sKAgUBAoC\n",
"BYGCB2bBgoJAQaAgUBAoOIsFCwoCBYGCQGGeo9FGnSBQECgIFAQKHpgFCwoCBYGCQEGg4IFZsKAg\n",
"UBAoCBT8+kuwoCBQECgIFAQK81yNNuoEgYJAQaDgqBEsKAgUBAoCBYGCu1iwoCBQECgIFAQKPicd\n",
"1AkCBYGCQMHHgIMFBYGCQEGgIFDwMeBgQUGgIFAQKAgU5npgtlInCBQECgIFD8yCBQWBgkBBoCBQ\n",
"8MAsWFAQKAgUBAqeBwV1gkBBoCBQECh4YBYsKAgUBAoCBYGCr2QGCwoCBYGCQGGun+haqRMECgIF\n",
"gYJAwbv5YEFBoCBQECgIFDwwCxYUBAoCBYGCd/PBgoJAQaAgUBAo+Jx0UCcIFAQKAgVHjWBBQaAg\n",
"UBAoCBS81QgWFAQKAgWBgkDBWSxYUBAoCBQECt5qBHWCQEGgIFAQKDhqBAsKAgWBgkBBoOC1T7Cg\n",
"IFAQKAgUHDWCBQWBgkBBoCBQ8NonqBMECgIFgYKjRrCgIFAQKAgUBAruYsGCgkBBoCBQECi4iwUL\n",
"CgIFgYJAwQeoggUFgYJAQaAgUJjj/4ut1AkCBYGCQMHzoGBBQaAgUBAoCBQ8MAsWFAQKAgWBgkDB\n",
"WSxYUBAoCBQECi7SwYKCQEGgIFAQKLiLBQsKAgWBgkBBoOAuFiwoCBQECgKFOS7SKwsKAgWBgkBB\n",
"oOCoESwoCBQECgIFF+lgQUGgIFAQKAgU3MWCBQWBgkBBoCBQcBcLFhQECgIFgYKLdLCgIFAQKAgU\n",
"BAo+YRYsKAgUBAoCBYGCs1iwoCBQECgIFFykgwUFgYJAQaAgUPCfWYI6QaAgUBAoOGoECwoCBYGC\n",
"QEGg4N18sKAgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQECgIFd7FgQUGg\n",
"IFAQKHhgFiwoCBQECgIFgcLcx11sY0FBoCBQECg4agQLCgIFgYJAQaDgrUawoCBQECgIFAQKc+7b\n",
"f8K3WVAQKAgUBAqOGsGCgkBBoCBQECh47RMsKAgUBAoChTk+QLWyoCBQECgIFAQKHpgFCwoCBYGC\n",
"QEGg4IFZsKAgUBAoCBQcNYIFBYGCQEGgIFCY8/Zf8HEWFAQKAgWBgkDBWSxYUBAoCBQECt5qBAsK\n",
"AgWBgkBBoOCHJoMFBYGCQEGg4KgRLCgIFAQKAgWBgp/oChYUBAoCBYGCQMEDs2BBQaAgUBAo+ABV\n",
"sKAgUBAoCBQECr7MEiwoCBQECgIFgYKzWLCgIFAQKAgUHDWCBQWBgkBBoCBQcNQIFhQECgIFgYIv\n",
"swQLCgIFgYJAQaAwvsuys6AgUBAoCBQECs5iwYKCQEGgIFBw1AgWFAQKAgWBgkDBUSNYUBAoCBQE\n",
"CgIFZ7FgQUGgIFAQKDhqBAsKAgWBgkBBoODnkoMFBYGCQEGg4NeAgwUFgYJAQaAgUHDUCBYUBAoC\n",
"BYGCQGGOs9jKgoJAQaAgUJjrqLGyoCBQECgIFAQKPmEWLCgIFAQKAgXf1QgWFAQKAgWBgkDBu/lg\n",
"QUGgIFAQKAgUvJsPFhQECgIFgYJ388GCgkBBoCBQECj4V8bBgoJAQaAgUBAo+IRZsKAgUBAoCBQ8\n",
"MAsWFAQKAgWBgkDBA7NgQUGgIFAQKDhqBAsKAgWBgkBBoOBjwMGCgkBBoCBQECj4SmawoCBQECgI\n",
"FPz6S7CgIFAQKAgUBAqOGsGCgkBBoCBQECi4iwULCgIFgYJAwb8yDhYUBAoCBYGCQMFRI1hQECgI\n",
"FAQK3s0HCwoCBYGCQEGg4KgRLCgIFAQKAgWBgrtYsKAgUBAoCBQ8MAsWFAQKAgWBgkDBUSNYUBAo\n",
"CBQECgIFP5ccLCgIFAQKAgU/lxwsKAgUBAoCBYGCB2bBgoJAQaAgUPBuPlhQECgIFAQKAgVHjWBB\n",
"QaAgUBAoCBTmPm5jGwsKAgWBgkDBUSNYUBAoCBQECgIFr32CBQWBgkBBoCBQcBYLFhQECgIFgYKj\n",
"RrCgIFAQKAgUBAqOGsGCgkBBoCBQ8L35YEFBoCBQECgIFOb4GPDKgoJAQaAgUBAoOIsFCwoCBYGC\n",
"QMFRI1hQECgIFAQKAgW/aR8sKAgUBAoChbkeCK0sKAgUBAoCBYGCo0awoCBQECgIFAQKvswSLCgI\n",
"FAQKAgW/BhwsKAgUBAoCBYGCo0awoCBQECgIFAQKPicdLCgIFAQKAgUPzIIFBYGCQEGgIFBw1AgW\n",
"FAQKAgWBgot0sKAgUBAoCBQECnN8JXNlQUGgIFAQKAgUvPYJFhQECgIFgYIHZsGCgkBBoCBQECi4\n",
"iwULCgIFgYJAQaDgLhYsKAgUBAoChbmPn5rcWFAQKAgUBAoCBUeNYEFBoCBQECjM+TlqbCwoCBQE\n",
"CgIFgcIcD8xWFhQECgIFgYJAwV0sWFAQKAgUBArezQcLCgIFgYJAQaAw5+fd/MaCgkBBoCBQECh4\n",
"YBYsKAgUBAoCBRfpYEFBoCBQECgIFLz2CRYUBAoCBYHCnOfP23/Dp1lQECgIFAQKAgUPzIIFBYGC\n",
"QEGgIFCY6yy2sqAgUBAoCBQcNYIFBYGCQEGgIFBwFwsWFAQKAgWBgudBwYKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoOAsFiwoCBQECgIF3zgMFhQECgIFgYJAYc51F9tYUBAoCBQECgIFZ7FgQUGgIFAQKMx1\n",
"1FhZUBAoCBQECgIFR41gQUGgIFAQKPgAVbCgIFAQKAgUBArezQcLCgIFgYJAQaDggVmwoCBQECgI\n",
"FLybDxYUBAoCBYGCQMFrn2BBQaAgUBAoCBScxYIFBYGCQEGg4K1GsKAgUBAoCBQECo4awYKCQEGg\n",
"IFDwViNYUBAoCBQECgIFR41gQUGgIFAQKAgUvPYJFhQECgIFgcLc64HZxoKCQEGgIFAQKDhqBAsK\n",
"AgWBgkBBoDDPvW//DZ9mQUGgIFAQKMzjqLGyoCBQECgIFAQKPmEWLCgIFAQKAgVHjWBBQaAgUBAo\n",
"CBS8mw8WFAQKAgWBgkBhHg/MVhYUBAoCBYGCo0awoCBQECgIFAQKXvsECwoCBYGCQOE/A73wTbrr\n",
"u5UAAAAASUVORK5CYII=\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 1468.62 Q2277.09 1468.62 2275.26 1472.18 Q2273.45 1475.72 2273.45 1482.85 Q2273.45 1489.96 2275.26 1493.53 Q2277.09 1497.07 2280.7 1497.07 Q2284.33 1497.07 2286.14 1493.53 Q2287.97 1489.96 2287.97 1482.85 Q2287.97 1475.72 2286.14 1472.18 Q2284.33 1468.62 2280.7 1468.62 M2280.7 1464.91 Q2286.51 1464.91 2289.57 1469.52 Q2292.64 1474.1 2292.64 1482.85 Q2292.64 1491.58 2289.57 1496.19 Q2286.51 1500.77 2280.7 1500.77 Q2274.89 1500.77 2271.81 1496.19 Q2268.76 1491.58 2268.76 1482.85 Q2268.76 1474.1 2271.81 1469.52 Q2274.89 1464.91 2280.7 1464.91 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 1324.7 Q2277.09 1324.7 2275.26 1328.26 Q2273.45 1331.8 2273.45 1338.93 Q2273.45 1346.04 2275.26 1349.6 Q2277.09 1353.15 2280.7 1353.15 Q2284.33 1353.15 2286.14 1349.6 Q2287.97 1346.04 2287.97 1338.93 Q2287.97 1331.8 2286.14 1328.26 Q2284.33 1324.7 2280.7 1324.7 M2280.7 1320.99 Q2286.51 1320.99 2289.57 1325.6 Q2292.64 1330.18 2292.64 1338.93 Q2292.64 1347.66 2289.57 1352.27 Q2286.51 1356.85 2280.7 1356.85 Q2274.89 1356.85 2271.81 1352.27 Q2268.76 1347.66 2268.76 1338.93 Q2268.76 1330.18 2271.81 1325.6 Q2274.89 1320.99 2280.7 1320.99 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 1350.3 L2302.6 1350.3 L2302.6 1356.18 L2297.71 1356.18 L2297.71 1350.3 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2308.48 1352.24 L2316.12 1352.24 L2316.12 1325.88 L2307.81 1327.54 L2307.81 1323.29 L2316.07 1321.62 L2320.75 1321.62 L2320.75 1352.24 L2328.39 1352.24 L2328.39 1356.18 L2308.48 1356.18 L2308.48 1352.24 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 1180.78 Q2277.09 1180.78 2275.26 1184.34 Q2273.45 1187.88 2273.45 1195.01 Q2273.45 1202.12 2275.26 1205.68 Q2277.09 1209.23 2280.7 1209.23 Q2284.33 1209.23 2286.14 1205.68 Q2287.97 1202.12 2287.97 1195.01 Q2287.97 1187.88 2286.14 1184.34 Q2284.33 1180.78 2280.7 1180.78 M2280.7 1177.07 Q2286.51 1177.07 2289.57 1181.68 Q2292.64 1186.26 2292.64 1195.01 Q2292.64 1203.74 2289.57 1208.35 Q2286.51 1212.93 2280.7 1212.93 Q2274.89 1212.93 2271.81 1208.35 Q2268.76 1203.74 2268.76 1195.01 Q2268.76 1186.26 2271.81 1181.68 Q2274.89 1177.07 2280.7 1177.07 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 1206.38 L2302.6 1206.38 L2302.6 1212.26 L2297.71 1212.26 L2297.71 1206.38 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2311.7 1208.32 L2328.01 1208.32 L2328.01 1212.26 L2306.07 1212.26 L2306.07 1208.32 Q2308.73 1205.57 2313.32 1200.94 Q2317.92 1196.29 2319.1 1194.94 Q2321.35 1192.42 2322.23 1190.68 Q2323.13 1188.93 2323.13 1187.24 Q2323.13 1184.48 2321.19 1182.74 Q2319.26 1181.01 2316.16 1181.01 Q2313.96 1181.01 2311.51 1181.77 Q2309.08 1182.54 2306.3 1184.09 L2306.3 1179.36 Q2309.13 1178.23 2311.58 1177.65 Q2314.03 1177.07 2316.07 1177.07 Q2321.44 1177.07 2324.64 1179.76 Q2327.83 1182.44 2327.83 1186.93 Q2327.83 1189.06 2327.02 1190.99 Q2326.23 1192.88 2324.13 1195.48 Q2323.55 1196.15 2320.45 1199.36 Q2317.34 1202.56 2311.7 1208.32 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 1036.86 Q2277.09 1036.86 2275.26 1040.42 Q2273.45 1043.96 2273.45 1051.09 Q2273.45 1058.2 2275.26 1061.76 Q2277.09 1065.31 2280.7 1065.31 Q2284.33 1065.31 2286.14 1061.76 Q2287.97 1058.2 2287.97 1051.09 Q2287.97 1043.96 2286.14 1040.42 Q2284.33 1036.86 2280.7 1036.86 M2280.7 1033.15 Q2286.51 1033.15 2289.57 1037.76 Q2292.64 1042.34 2292.64 1051.09 Q2292.64 1059.82 2289.57 1064.43 Q2286.51 1069.01 2280.7 1069.01 Q2274.89 1069.01 2271.81 1064.43 Q2268.76 1059.82 2268.76 1051.09 Q2268.76 1042.34 2271.81 1037.76 Q2274.89 1033.15 2280.7 1033.15 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 1062.46 L2302.6 1062.46 L2302.6 1068.34 L2297.71 1068.34 L2297.71 1062.46 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2321.83 1049.7 Q2325.19 1050.42 2327.07 1052.69 Q2328.96 1054.96 2328.96 1058.29 Q2328.96 1063.41 2325.45 1066.21 Q2321.93 1069.01 2315.45 1069.01 Q2313.27 1069.01 2310.95 1068.57 Q2308.66 1068.15 2306.21 1067.3 L2306.21 1062.78 Q2308.15 1063.92 2310.47 1064.5 Q2312.78 1065.07 2315.31 1065.07 Q2319.7 1065.07 2322 1063.34 Q2324.31 1061.6 2324.31 1058.29 Q2324.31 1055.24 2322.16 1053.52 Q2320.03 1051.79 2316.21 1051.79 L2312.18 1051.79 L2312.18 1047.94 L2316.39 1047.94 Q2319.84 1047.94 2321.67 1046.58 Q2323.5 1045.19 2323.5 1042.6 Q2323.5 1039.94 2321.6 1038.52 Q2319.73 1037.09 2316.21 1037.09 Q2314.29 1037.09 2312.09 1037.5 Q2309.89 1037.92 2307.25 1038.8 L2307.25 1034.63 Q2309.91 1033.89 2312.23 1033.52 Q2314.57 1033.15 2316.63 1033.15 Q2321.95 1033.15 2325.05 1035.58 Q2328.15 1037.99 2328.15 1042.11 Q2328.15 1044.98 2326.51 1046.97 Q2324.87 1048.94 2321.83 1049.7 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 892.936 Q2277.09 892.936 2275.26 896.501 Q2273.45 900.043 2273.45 907.172 Q2273.45 914.279 2275.26 917.844 Q2277.09 921.385 2280.7 921.385 Q2284.33 921.385 2286.14 917.844 Q2287.97 914.279 2287.97 907.172 Q2287.97 900.043 2286.14 896.501 Q2284.33 892.936 2280.7 892.936 M2280.7 889.233 Q2286.51 889.233 2289.57 893.839 Q2292.64 898.422 2292.64 907.172 Q2292.64 915.899 2289.57 920.506 Q2286.51 925.089 2280.7 925.089 Q2274.89 925.089 2271.81 920.506 Q2268.76 915.899 2268.76 907.172 Q2268.76 898.422 2271.81 893.839 Q2274.89 889.233 2280.7 889.233 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 918.538 L2302.6 918.538 L2302.6 924.418 L2297.71 924.418 L2297.71 918.538 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2320.51 893.932 L2308.71 912.381 L2320.51 912.381 L2320.51 893.932 M2319.29 889.858 L2325.17 889.858 L2325.17 912.381 L2330.1 912.381 L2330.1 916.269 L2325.17 916.269 L2325.17 924.418 L2320.51 924.418 L2320.51 916.269 L2304.91 916.269 L2304.91 911.756 L2319.29 889.858 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 749.016 Q2277.09 749.016 2275.26 752.581 Q2273.45 756.122 2273.45 763.252 Q2273.45 770.358 2275.26 773.923 Q2277.09 777.465 2280.7 777.465 Q2284.33 777.465 2286.14 773.923 Q2287.97 770.358 2287.97 763.252 Q2287.97 756.122 2286.14 752.581 Q2284.33 749.016 2280.7 749.016 M2280.7 745.312 Q2286.51 745.312 2289.57 749.919 Q2292.64 754.502 2292.64 763.252 Q2292.64 771.979 2289.57 776.585 Q2286.51 781.168 2280.7 781.168 Q2274.89 781.168 2271.81 776.585 Q2268.76 771.979 2268.76 763.252 Q2268.76 754.502 2271.81 749.919 Q2274.89 745.312 2280.7 745.312 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 774.618 L2302.6 774.618 L2302.6 780.497 L2297.71 780.497 L2297.71 774.618 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2307.71 745.937 L2326.07 745.937 L2326.07 749.872 L2312 749.872 L2312 758.345 Q2313.01 757.997 2314.03 757.835 Q2315.05 757.65 2316.07 757.65 Q2321.86 757.65 2325.24 760.821 Q2328.62 763.993 2328.62 769.409 Q2328.62 774.988 2325.14 778.09 Q2321.67 781.168 2315.35 781.168 Q2313.18 781.168 2310.91 780.798 Q2308.66 780.428 2306.26 779.687 L2306.26 774.988 Q2308.34 776.122 2310.56 776.678 Q2312.78 777.233 2315.26 777.233 Q2319.26 777.233 2321.6 775.127 Q2323.94 773.02 2323.94 769.409 Q2323.94 765.798 2321.6 763.692 Q2319.26 761.585 2315.26 761.585 Q2313.39 761.585 2311.51 762.002 Q2309.66 762.419 2307.71 763.298 L2307.71 745.937 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 605.095 Q2277.09 605.095 2275.26 608.66 Q2273.45 612.202 2273.45 619.332 Q2273.45 626.438 2275.26 630.003 Q2277.09 633.544 2280.7 633.544 Q2284.33 633.544 2286.14 630.003 Q2287.97 626.438 2287.97 619.332 Q2287.97 612.202 2286.14 608.66 Q2284.33 605.095 2280.7 605.095 M2280.7 601.392 Q2286.51 601.392 2289.57 605.998 Q2292.64 610.582 2292.64 619.332 Q2292.64 628.058 2289.57 632.665 Q2286.51 637.248 2280.7 637.248 Q2274.89 637.248 2271.81 632.665 Q2268.76 628.058 2268.76 619.332 Q2268.76 610.582 2271.81 605.998 Q2274.89 601.392 2280.7 601.392 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 630.697 L2302.6 630.697 L2302.6 636.577 L2297.71 636.577 L2297.71 630.697 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2318.25 617.433 Q2315.1 617.433 2313.25 619.586 Q2311.42 621.739 2311.42 625.489 Q2311.42 629.216 2313.25 631.392 Q2315.1 633.544 2318.25 633.544 Q2321.39 633.544 2323.22 631.392 Q2325.08 629.216 2325.08 625.489 Q2325.08 621.739 2323.22 619.586 Q2321.39 617.433 2318.25 617.433 M2327.53 602.781 L2327.53 607.04 Q2325.77 606.207 2323.96 605.767 Q2322.18 605.327 2320.42 605.327 Q2315.79 605.327 2313.34 608.452 Q2310.91 611.577 2310.56 617.896 Q2311.93 615.882 2313.99 614.818 Q2316.05 613.73 2318.52 613.73 Q2323.73 613.73 2326.74 616.901 Q2329.77 620.049 2329.77 625.489 Q2329.77 630.813 2326.63 634.031 Q2323.48 637.248 2318.25 637.248 Q2312.25 637.248 2309.08 632.665 Q2305.91 628.058 2305.91 619.332 Q2305.91 611.137 2309.8 606.276 Q2313.69 601.392 2320.24 601.392 Q2322 601.392 2323.78 601.739 Q2325.58 602.086 2327.53 602.781 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 461.175 Q2277.09 461.175 2275.26 464.74 Q2273.45 468.282 2273.45 475.411 Q2273.45 482.518 2275.26 486.082 Q2277.09 489.624 2280.7 489.624 Q2284.33 489.624 2286.14 486.082 Q2287.97 482.518 2287.97 475.411 Q2287.97 468.282 2286.14 464.74 Q2284.33 461.175 2280.7 461.175 M2280.7 457.471 Q2286.51 457.471 2289.57 462.078 Q2292.64 466.661 2292.64 475.411 Q2292.64 484.138 2289.57 488.744 Q2286.51 493.328 2280.7 493.328 Q2274.89 493.328 2271.81 488.744 Q2268.76 484.138 2268.76 475.411 Q2268.76 466.661 2271.81 462.078 Q2274.89 457.471 2280.7 457.471 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 486.777 L2302.6 486.777 L2302.6 492.656 L2297.71 492.656 L2297.71 486.777 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2306.49 458.096 L2328.71 458.096 L2328.71 460.087 L2316.16 492.656 L2311.28 492.656 L2323.08 462.032 L2306.49 462.032 L2306.49 458.096 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 317.255 Q2277.09 317.255 2275.26 320.82 Q2273.45 324.361 2273.45 331.491 Q2273.45 338.597 2275.26 342.162 Q2277.09 345.704 2280.7 345.704 Q2284.33 345.704 2286.14 342.162 Q2287.97 338.597 2287.97 331.491 Q2287.97 324.361 2286.14 320.82 Q2284.33 317.255 2280.7 317.255 M2280.7 313.551 Q2286.51 313.551 2289.57 318.158 Q2292.64 322.741 2292.64 331.491 Q2292.64 340.218 2289.57 344.824 Q2286.51 349.407 2280.7 349.407 Q2274.89 349.407 2271.81 344.824 Q2268.76 340.218 2268.76 331.491 Q2268.76 322.741 2271.81 318.158 Q2274.89 313.551 2280.7 313.551 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 342.856 L2302.6 342.856 L2302.6 348.736 L2297.71 348.736 L2297.71 342.856 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2317.67 332.324 Q2314.33 332.324 2312.41 334.106 Q2310.51 335.889 2310.51 339.014 Q2310.51 342.139 2312.41 343.921 Q2314.33 345.704 2317.67 345.704 Q2321 345.704 2322.92 343.921 Q2324.84 342.116 2324.84 339.014 Q2324.84 335.889 2322.92 334.106 Q2321.02 332.324 2317.67 332.324 M2312.99 330.333 Q2309.98 329.593 2308.29 327.532 Q2306.63 325.472 2306.63 322.509 Q2306.63 318.366 2309.57 315.958 Q2312.53 313.551 2317.67 313.551 Q2322.83 313.551 2325.77 315.958 Q2328.71 318.366 2328.71 322.509 Q2328.71 325.472 2327.02 327.532 Q2325.35 329.593 2322.37 330.333 Q2325.75 331.12 2327.62 333.412 Q2329.52 335.704 2329.52 339.014 Q2329.52 344.037 2326.44 346.722 Q2323.39 349.407 2317.67 349.407 Q2311.95 349.407 2308.87 346.722 Q2305.82 344.037 2305.82 339.014 Q2305.82 335.704 2307.71 333.412 Q2309.61 331.12 2312.99 330.333 M2311.28 322.949 Q2311.28 325.634 2312.95 327.139 Q2314.64 328.644 2317.67 328.644 Q2320.68 328.644 2322.37 327.139 Q2324.08 325.634 2324.08 322.949 Q2324.08 320.264 2322.37 318.759 Q2320.68 317.255 2317.67 317.255 Q2314.64 317.255 2312.95 318.759 Q2311.28 320.264 2311.28 322.949 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2280.7 173.334 Q2277.09 173.334 2275.26 176.899 Q2273.45 180.441 2273.45 187.57 Q2273.45 194.677 2275.26 198.242 Q2277.09 201.783 2280.7 201.783 Q2284.33 201.783 2286.14 198.242 Q2287.97 194.677 2287.97 187.57 Q2287.97 180.441 2286.14 176.899 Q2284.33 173.334 2280.7 173.334 M2280.7 169.631 Q2286.51 169.631 2289.57 174.237 Q2292.64 178.82 2292.64 187.57 Q2292.64 196.297 2289.57 200.904 Q2286.51 205.487 2280.7 205.487 Q2274.89 205.487 2271.81 200.904 Q2268.76 196.297 2268.76 187.57 Q2268.76 178.82 2271.81 174.237 Q2274.89 169.631 2280.7 169.631 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2297.71 198.936 L2302.6 198.936 L2302.6 204.816 L2297.71 204.816 L2297.71 198.936 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2307.81 204.098 L2307.81 199.839 Q2309.57 200.672 2311.37 201.112 Q2313.18 201.552 2314.91 201.552 Q2319.54 201.552 2321.97 198.45 Q2324.43 195.325 2324.77 188.982 Q2323.43 190.973 2321.37 192.038 Q2319.31 193.103 2316.81 193.103 Q2311.63 193.103 2308.59 189.978 Q2305.58 186.83 2305.58 181.39 Q2305.58 176.066 2308.73 172.848 Q2311.88 169.631 2317.11 169.631 Q2323.11 169.631 2326.26 174.237 Q2329.43 178.82 2329.43 187.57 Q2329.43 195.742 2325.54 200.626 Q2321.67 205.487 2315.12 205.487 Q2313.36 205.487 2311.56 205.14 Q2309.75 204.793 2307.81 204.098 M2317.11 189.445 Q2320.26 189.445 2322.09 187.293 Q2323.94 185.14 2323.94 181.39 Q2323.94 177.663 2322.09 175.51 Q2320.26 173.334 2317.11 173.334 Q2313.96 173.334 2312.11 175.51 Q2310.28 177.663 2310.28 181.39 Q2310.28 185.14 2312.11 187.293 Q2313.96 189.445 2317.11 189.445 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2269.43 56.9601 L2277.07 56.9601 L2277.07 30.5945 L2268.76 32.2612 L2268.76 28.002 L2277.02 26.3353 L2281.7 26.3353 L2281.7 56.9601 L2289.33 56.9601 L2289.33 60.8953 L2269.43 60.8953 L2269.43 56.9601 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2294.4 55.0157 L2299.29 55.0157 L2299.29 60.8953 L2294.4 60.8953 L2294.4 55.0157 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip0000)\" d=\"M 0 0 M2314.36 29.414 Q2310.75 29.414 2308.92 32.9788 Q2307.11 36.5204 2307.11 43.65 Q2307.11 50.7565 2308.92 54.3213 Q2310.75 57.8629 2314.36 57.8629 Q2317.99 57.8629 2319.8 54.3213 Q2321.63 50.7565 2321.63 43.65 Q2321.63 36.5204 2319.8 32.9788 Q2317.99 29.414 2314.36 29.414 M2314.36 25.7103 Q2320.17 25.7103 2323.22 30.3168 Q2326.3 34.9001 2326.3 43.65 Q2326.3 52.3768 2323.22 56.9833 Q2320.17 61.5666 2314.36 61.5666 Q2308.55 61.5666 2305.47 56.9833 Q2302.41 52.3768 2302.41 43.65 Q2302.41 34.9001 2305.47 30.3168 Q2308.55 25.7103 2314.36 25.7103 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><polyline clip-path=\"url(#clip0000)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1486.45 2232.76,1486.45 2256.76,1486.45 2232.76,1486.45 2232.76,1342.53 2256.76,1342.53 2232.76,1342.53 2232.76,1198.61 2256.76,1198.61 2232.76,1198.61 \n",
" 2232.76,1054.69 2256.76,1054.69 2232.76,1054.69 2232.76,910.766 2256.76,910.766 2232.76,910.766 2232.76,766.846 2256.76,766.846 2232.76,766.846 2232.76,622.926 \n",
" 2256.76,622.926 2232.76,622.926 2232.76,479.005 2256.76,479.005 2232.76,479.005 2232.76,335.085 2256.76,335.085 2232.76,335.085 2232.76,191.164 2256.76,191.164 \n",
" 2232.76,191.164 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(train_imgs[4] .|> Float32)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.4.1",
"language": "julia",
"name": "julia-1.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment