{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 無限関係モデルによる共クラスタリングの実験用のトイデータ生成\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"クラスタ数は『続・わかりやすいパターン認識』の13章P.279のデータと揃えてある．\n",
"ただし，関係行列の行数・列数は比率はそのままで数を10倍に増やしてる．"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using Distributions\n",
"using Plots\n",
"\n",
"using DelimitedFiles"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"行（顧客）と列（商品）のクラスタ数$c_1$, $c_2$"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"c1 = 4;\n",
"c2 = 3;"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"行（顧客）と列（商品）のデータ数$K$, $L$"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"K = 15 * 10;\n",
"L = 10 * 10;"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"行（顧客）と列（商品）の混合比率$\\pi^1$, $\\pi^2$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"π1 = [4/15; 3/15; 5/15; 3/15];\n",
"π2 = [4/10; 3/10; 3/10];"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"行列$\\Theta = \\{\\theta_ij\\}$の各成分は，\n",
"顧客クラスタ$i$に属する顧客が商品クラスタ$j$に属する商品を購入する確率を表す．"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"Θ = [0.2 0.9 0.1;\n",
" 1.0 0.8 0.0;\n",
" 0.1 0.1 0.9;\n",
" 0.2 0.7 0.1];"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"顧客と商品の所属クラスを表す潜在変数$\\mathbf s^1$, $\\mathbf s^2$"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"s1 = rand(Categorical(π1), K);\n",
"s2 = rand(Categorical(π2), L);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"顧客$k$が商品$l$を購入してたら1，そうでなければ0を成分にもつ\n",
"関係行列$\\mathbf R = \\{R_{kl}\\}$"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"R = zeros(K, L);\n",
"\n",
"for k in 1:K\n",
" for l in 1:L\n",
" R[k, l] = rand(Bernoulli(Θ[s1[k], s2[l]]))\n",
" end\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"顧客と商品の関係行列$\\mathbf R$をプロット"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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=\"clip4400\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip4400)\" 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=\"clip4401\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip4400)\" d=\"\n",
"M167.279 1487.47 L2112.76 1487.47 L2112.76 47.2441 L167.279 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip4402\">\n",
" <rect x=\"167\" y=\"47\" width=\"1946\" height=\"1441\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 546.647,47.2441 546.647,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 935.742,47.2441 935.742,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1324.84,47.2441 1324.84,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1713.93,47.2441 1713.93,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 2103.03,47.2441 2103.03,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,234.474 2112.76,234.474 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,426.505 2112.76,426.505 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,618.536 2112.76,618.536 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,810.566 2112.76,810.566 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1002.6 2112.76,1002.6 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1194.63 2112.76,1194.63 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4402)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1386.66 2112.76,1386.66 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1487.47 2112.76,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,47.2441 167.279,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 546.647,1487.47 546.647,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 935.742,1487.47 935.742,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 1324.84,1487.47 1324.84,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 1713.93,1487.47 1713.93,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 2103.03,1487.47 2103.03,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,234.474 196.461,234.474 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,426.505 196.461,426.505 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,618.536 196.461,618.536 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,810.566 196.461,810.566 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1002.6 196.461,1002.6 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1194.63 196.461,1194.63 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1386.66 196.461,1386.66 \n",
" \"/>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 546.647, 1541.47)\" x=\"546.647\" y=\"1541.47\">20</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 935.742, 1541.47)\" x=\"935.742\" y=\"1541.47\">40</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1324.84, 1541.47)\" x=\"1324.84\" y=\"1541.47\">60</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1713.93, 1541.47)\" x=\"1713.93\" y=\"1541.47\">80</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 2103.03, 1541.47)\" x=\"2103.03\" y=\"1541.47\">100</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 251.974)\" x=\"143.279\" y=\"251.974\">20</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 444.005)\" x=\"143.279\" y=\"444.005\">40</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 636.036)\" x=\"143.279\" y=\"636.036\">60</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 828.066)\" x=\"143.279\" y=\"828.066\">80</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1020.1)\" x=\"143.279\" y=\"1020.1\">100</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1212.13)\" x=\"143.279\" y=\"1212.13\">120</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1404.16)\" x=\"143.279\" y=\"1404.16\">140</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4402)\">\n",
"<image width=\"1945\" height=\"1440\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB5kAAAWgCAYAAABkKvT7AAAgAElEQVR4nOzbUZIrK64FUHhR858y\n",
"7+NG//XxlWkd5y5rrQEQgASZ9o7c55yzGu2928ZqntqYuSXr3rdOyTVI3rdOasAnJT8Tpug+81Pq\n",
"kHxXTpH8Htg5N2eUT0q+26acq+S5dUu9d9fKntsU7qM7yf2WWtPkPePOpHPF+/RHhtR3reT+SJ5b\n",
"sin79n9PTwAAAAAAAACA30PIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK\n",
"hMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAA\n",
"AACAsr3WOp0DntM6XKy9d+t4U/atW2cdkmswZZ3Jks+8/nhecn9wx7m6k7xvU+Y2RfK5Sn4mJPda\n",
"ck25k3zvJks+p6mSn8vmdmfSmed57t33Jd8f3ZLfxd2V3yW5P8zt+3Tumy+ZAQAAAAAAACgTMgMA\n",
"AAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK\n",
"hMwAAAAAAAAAlO1zzmkdcO+2sZqnNmZu3brXmkoNvk/ymed5zvwd5+p5yb2brLPfumvgLLwvuQbJ\n",
"c0uWfLepwZ3kc9Up+b+BKb3bbVK/TeFcfRdnlN8q+V2rW/K9mzy3VJN6t9OUffMlMwAAAAAAAABl\n",
"QmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAA\n",
"AABA2V5rnc4Bz2kdboy9d9tYk2owZd+mrHOSzpomm9Jv3fWcsm/d3JW8oj/el/ys6q7BlP6YVNMp\n",
"kns3eW5TJJ/5TpN6N3lunfy+et6U+6PblDOf3B+Tzntqf3TzTPg+7pDnddbAl8wAAAAAAAAAlAmZ\n",
"AQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAA\n",
"AGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQ9tM94N67baxzTttY6Sat\n",
"lfcl90fnme/WuW/d60yeG8/zLH2eGvBJ7vH3JT+XJ0l+n1HT56nBHc+E99mzDOrwPs++O93r7KxD\n",
"8jlInhsw65mQ/DuS9/mSGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkB\n",
"AAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACg7OfpCdBv79063jmndbxOyXPr1FnT5D1Lnht8krNw\n",
"x77xSnJ/pM5t0jtlJ/t2Z8o6u9m35yWf+e658b7kGkzq3dT/VNzhd5LPVXdNk9c6Rer9MUnyvjmj\n",
"d5yr7+JLZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzI\n",
"DAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGX7nHNaB9y7bazmqY2ZW7LufUvVXc8p+9Yt+czz\n",
"PP3Bb5X8ztB5FpKfpclz65S8zuRzkCy119bKrmly75rb85LPFc+bdK6Sz0LqHZK8Z0C/SfduMv8H\n",
"vk/v3pmyb75kBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAA\n",
"yoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAA\n",
"AAAAgLKfpyfAP845bWPtvdvG6tY9tyn7BgB/Q+dzdC3P0gSdNejuj2TJ75RT6uA+glmSn1dT7o8p\n",
"zxcA+Fu8z9xJ3rdOyXPr5EtmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAm\n",
"ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICyn6cnwD/23k9PAQD4C5Kf8clz48455+kpfMSU\n",
"dabrvEPUlE/q7LfuZ+mUs5C8zuT+AOA1z2U+Kbk/vM88L3nfOvvDl8wAAAAAAAAAlAmZAQAAAAAA\n",
"ACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAA\n",
"AAAAAADK9lrrdA54Tt9we++2sdaaM7dk3fvWKbkGyfuWLPnM8zz98X2m1DT5eZWss6bdNUjttynr\n",
"7Gbf7iTfbVPuj0lz65T838CU+yPZpN5NllqHSTXgjmfCd0l+15rEuXqf3r0zZd98yQwAAAAAAABA\n",
"mZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAA\n",
"AAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgLK91jqdA57TOhy8tPd+egr/Vfc56Fzn\n",
"pLl16u61zrWmnoO1steZ3G/cST4LnfTunSnPq05TztRaappgSg0mce/eST6nUyT3W/K5Su7d5Jqm\n",
"mlTP5LV2Sv5/Jlny/ZH8TOiU3G/J5yq5pp2S923K3HzJDAAAAAAAAECZkBkAAAAAAACAMiEzAAAA\n",
"AAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoGyv\n",
"tU7ngOe0Dtdq7902VvI6eV5nr601p9+S9617bp2S16l379i37zKlnmt51/o2yXdb8v2R3Lv27U7y\n",
"3WZud5Ln1in5zHea1B/JNU0+CzxvSu8mr7PTpPOeXNMpdUj+XZpsSu9O6o/UmvqSGQAAAAAAAIAy\n",
"ITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAA\n",
"AACgTMgMAAAAAAAAQNk+55zWAfduG6t5atE69y1Zck2TazBl37rXmTw3npfcH8lz47skP/u6dZ6F\n",
"7n1zTnllyjMh+T6acn+YW4YpZ34KvXsn+fdVp+R6dkvuD/iUSc+EZO4jPmXKmfclMwAAAAAAAABl\n",
"QmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAA\n",
"AABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyn6ensAn7b3bxjrntI0Fv1nyWUieG7yi\n",
"d3ml830G6Nd9Rqc8E7rX6a7kleT/Bqac+eQadEqeW7cpa52yzm72DeD38hs3Q+r7sy+ZAQAAAAAA\n",
"ACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAA\n",
"AAAAAADKhMwAAAAAAAAAlO211nl6En9yTuzU4KW9d+t4yWehc63J60zW3W+dptR00pmfwt0Gni8p\n",
"1OHOlHs8eZ3Jc0uWfOZ536Rzldy7k+6QLpPqmbxW3ue8f58p/7lNWeda2fdu8r516qyBL5kBAAAA\n",
"AAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJm\n",
"AAAAAAAAAMr2Oee0Drh321jNUxszt2Td+9YpuQbJ+5Ys+czzvCn90X23Ja91iuTe9Sy9k1zTKfTu\n",
"86bUwHP5zpT+WMsz4ds489/HGQVueSZkcI+/T+/embJvvmQGAAAAAAAAoEzIDAAAAAAAAECZkBkA\n",
"AAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQ\n",
"JmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAsp+nJ/BJ55ynp/BHnXPbe7eNxfdJ7o/kM8qd\n",
"zn6b1B/27U7q/ZZcg+49m/I+k7xv3JnSu/CKuy2DfYN+ns1AguRnvPdA4JYvmQEAAAAAAAAoEzID\n",
"AAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAA\n",
"yoTMAAAAAAAAAJTttdbpHPCcvuH23m1jrTVnbsm6962TGnyf5DPP8/QHv9WU51W3znPaXYPUOyR5\n",
"neb2fZLvtin9MWlunZLPqPfd5yWfq2TJZ77TlHqulX0fJc+N7+KZkMGZf5/evZO8b51z8yUzAAAA\n",
"AAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzI\n",
"DAAAAAAAAEDZPuec1gH3bhureWqtc+NOd007JfdH8r4lS76PeF7yme+kd7/PlN7t5izwKd1nNLl3\n",
"k++j1H1L7o/keiZL7TUyJJ/5Sdxv79NrfNKU/+88EzJM6bdOyb2b/Iyf0h++ZAYAAAAAAACgTMgM\n",
"AAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAA\n",
"KBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICyn6cnQL9zztNT+KO999NT\n",
"AF7oPqOd99Gk+2PKPZ68Tngl+a6ET0p+zntePS+5PwASTHq+THku+51wZ8o6gX7J90fyb5jOffMl\n",
"MwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAA\n",
"AKBMyAwAAAAAAABA2T7nnKcn8Sd779bxgpdKgM5+6+615LlN4T66M6V39UeG7jp0UU/4R+oZXcs5\n",
"vTXlOZ8suQbJc0uWfFemmtS7U+bWbdId0mVSPaesNXmdnSad9+RnApCt8/7wJTMAAAAAAAAAZUJm\n",
"AAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAA\n",
"QJmQGQAAAAAAAICyvdY6nQOe0zfc3rttrLXmzC1Z9751Sq5B8r4lSz7zPE9/8EpyfyQ/r5J11qG7\n",
"Bql3yJR1drNvd5LvtuT7g+c5o89LroFnQobU/lVPmCX1Llor+z6yb8/zPnNnyr75khkAAAAAAACA\n",
"MiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAA\n",
"AAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKfp6eAABAh3NO21h7\n",
"77axgH6d530tZ57fq7N3k89V99x436R7Mrnfkt93k+cGryT3burckt8ZAPgsXzIDAAAAAAAAUCZk\n",
"BgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAA\n",
"AJT9PD2BV845T0/hj5LnNok6fJdJ9exc6967baxuk2raKbk/kmuaehaS92yS5Dqkzi31TK01627j\n",
"efrjzpT3me7+SL57UyXXIHlu3absW/L90Sm515L3rVtyHVIl90fy+0y3Ke+ByZLXqT++iy+ZAQAA\n",
"AAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVC\n",
"ZgAAAAAAAADKhMwAAAAAAAAAlO1zzmkdcO/O4WI1b5t9+zLd9Zyyb90666AG30d/PM9deWfKOwN3\n",
"ppyDZO62O8l3W2cNkvtj0tw6Jf83MOX+SJZ8riZJvUPUk98q+W4zN/6Nd6336d07U/bNl8wAAAAA\n",
"AAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEz\n",
"AAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACj7eXoCr5xzWsfbe7eOx/PU9Luo\n",
"J8zS/ZyHVzr7rft55SwA8B+eCbzS+Q6i14BbyfdH8ty6eSY8Tw3Al8wAAAAAAAAAvEHIDAAAAAAA\n",
"AECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMA\n",
"AAAAAABQ9rP3fnoOv5J9y3DOeXoK/9Wk/uhca3c9J9UhVXJ/cCe5pqlnXu8C8Bt4Xn2f5Pe2Tt3v\n",
"gMlrTZ7bFGoAs6T+z7CW+yiBGoAvmQEAAAAAAAB4g5AZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAA\n",
"AAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKDs55zTOuDeO3Kstdbq\n",
"Xmun7rXyPjW403muJtWgc63JdxvfJ7nfkucGv9Gkd3H4lORz4Mxn8DvhfVPWSQZn9Puo6fOSa+B/\n",
"T4DXfMkMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkB\n",
"AAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICyn6cn8Mo5p3W8\n",
"vXfrePAbdZ+DznM66cx3r7VLcn8A/C+Snwmp3OH8m85zNeU90LsW/0ZNAV7zLL2T/N42pQYA38iX\n",
"zAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAA\n",
"AIAyITMAAAAAAAAAZUJmAAAAAAAAAMr2Wut0DnhO63Dw0t67bazk3p2yzm6d+9atsw5T1pmsuwbJ\n",
"+5Z8H6WeheR68n1Sz0E65/RO8jOhU/I6ze37pN7jk/rD3O6k9u5auXdI8p4lm9S7vC/1vHMv+T+3\n",
"5PtjyllI7o9uqf3mS2YAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAA\n",
"AAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgLJ9zjmtA+7dNlbz1Frn1q1zrVPW2c2+fZ/k+4jn6Q9+\n",
"qynPq+51Oqd8yqTeTb6POiXXoFNy7yb32pT+4E7yuZok9Q5JrqfehX7OVQb/B75P796Zsm++ZAYA\n",
"AAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACU\n",
"CZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICyvdY6nQOe\n",
"0zocAfbebWNN6Y/OPevWXQP98bzkGiTPrVP3mU9eayf7BrNMeSYkc+/e0bt37Nud1H2b9Bs3WWp/\n",
"rJU9N97nzN9J3rdO7o8MU/Ztym+YKetcK/uuTN63VL5kBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAA\n",
"AAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAULbP\n",
"Oad1wL3bxmqe2pi5Jevet1Td9ezct+S5dUs+8zxPf/BbJfdu8vuMZymvTOndZFPOVfI6zY1PSn6f\n",
"6aR3M6Q+59UTZkm9i/6G5PttyjtIJ+8zd6bsmy+ZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAA\n",
"oEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKfp6eALPsvVvHO+e0jdU9\n",
"t1Sde5Yuea2d/Wad38e+8SlTnn3APJ6l75uyzrX0RwL7xif57wh6Jf+/yx01AG75khkAAAAAAACA\n",
"MiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAA\n",
"AAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK9lrrdA54Tt9we++2\n",
"sdaaM7dk3fvWKbkGyfuWLPnM8zz9wW+V/LxK1nlOu2uQeockr9Pc7kyaW6cp6+RO6h1OhuQzP6l3\n",
"U+ugBnfs253kfbPOO8lrTTal3zrp3TtT9s2XzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAm\n",
"ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZT9PTwCA/805p22svXfbWADw\n",
"t3he3bFv36ezpp3vlGtlzy2Zd3t+K737XSbdu8mcBQDS+ZIZAAAAAAAAgDIhMwAAAAAAAABlQmYA\n",
"AAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABA\n",
"2T7nnNYB924bq3lqrXPjTndNOyX3x5R9Sz7zyTXgjv64Y9+el/y8StbZb901cBael3yupvTHlBok\n",
"r7PblH3zG+aOdd5JXmuy1DtEPWEWz4QMU95BOundO6nvH918yQwAAAAAAABAmZAZAAAAAAAAgDIh\n",
"MwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAA\n",
"AKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlP09P4Lc657SOt/duHQ8+pfssANmc+e/i\n",
"fYbfqrvXOs+Cc8An6d3vM+Vda8o6kyU/SwFSeD8Cz/gUqXXwJTMAAAAAAAAAZUJmAAAAAAAAAMqE\n",
"zAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQNnP0xP4rfbe\n",
"reOdc9rG6p4b/Fad5wrgG3ln4JM6+y35Gd89tyn7BsBneSY8L/m/xUmS37WS5zaF/+y/j7PwPs+r\n",
"DKnPBF8yAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJm\n",
"AAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKNtrrdM54Dl9w+2928Zaq3du8EmdZyH5HCSf+eS5\n",
"depeZ6fUPVtrTn90S+63TlPqmW7KszRZ8pmfUtPkGnRT0/dN2bN0k87pBN3nSn/ccb+9L7nXnCs+\n",
"yf3xvCn/uU1ZZzf79jxfMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEz\n",
"AAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAA\n",
"oOznnNM64N67bazuucErepdPmtJvyXPrlLzOzl5bq3etye8gyabcH9zRH99nyt2m376P+4hXOms6\n",
"5Z7s5l38eX6rZUh+xiTvG89LftfSu+9Lvou4k/yc75ybL5kBAAAAAAAAKBMyAwAAAAAAAFAmZAYA\n",
"AAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACU\n",
"7XPOaR1w77axmqc2Zm7duteaKrkGnZJ7d9LceJ7+eF73vTulDp5Xz9O7vKI/7ky527rpj+dNqQF3\n",
"9G6G1DpMqgF3/G/xXfxOuJN6h681pwbcmXLmfckMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAA\n",
"ZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgbK+1TueA\n",
"5/QNt/duG2utOXNL1r1vnZJrkLxvydSUV5KfCdxJPfPeGTJ01qG7Bu6Q76I/7iTfbVPuj0lz6zTl\n",
"jE6i3+4k/75KremUenZL7o/kmvK85HetZJPuo1R6986UffMlMwAAAAAAAABlQmYAAAAAAAAAyoTM\n",
"AAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAA\n",
"gDIhMwAAAAAAAABlQmYAAAAAAAAAyn66B9x7t411zmkbiwxq+rzkGnTeH92659ZZh+R9s847nqV3\n",
"knskVfLdlmzKvk06U6k1IIP+4JUp74HJz4QpNeD7JPeHM89vlXyukiWfq+Tf38nvWslnwb59F18y\n",
"AwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAA\n",
"AMqEzAAAAAAAAACUCZkBAAAAAAAAKNvnnNM64N5tYzVPbczcknXvW6fkGti35yWf+eT+SJbcu2rK\n",
"K8m9m6zzXHXXwJn/Lsn9MWlunZLXmTy3ZMn3rt8J3yX5zE+Ser+pJ5+Ueg7WmnMW1CCDdy0+Zcp7\n",
"oC+ZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAA\n",
"AAAAAGVCZgAAAAAAAADKfroHPOe0jbX3bhsL+Duc+Tud+8bz1JNXku+27t5NXmsnZ57fSu/eSb7b\n",
"kueW/Duhc7zuc5W6b+4P/o1+e1/33TZl37ijP4Bbk55Xyb+vUvmSGQAAAAAAAIAyITMAAAAAAAAA\n",
"ZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAA\n",
"AAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMp+9t5Pz+GPzjmt4yWvle/S3btTOPN3\n",
"Otepd2GWKfdkt+59c/c+b8pZ0Lt3OteZXIMp52CSKWeUO8n30RT27I7e5ZVJ/ZE8N/it/L56ny+Z\n",
"AQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAA\n",
"AGVCZgAAAAAAAADKhMwAAAAAAAAAlO211ukc8Jy+4fbebWOt1Tu3ZPbt+3TWNLmeyb07ZW7J/ZFs\n",
"Sn+sld0j3Wvtkrxnk7gr35d6pv6GKTXtNsdJxyIAACAASURBVOVcJa/T3L7PpLu3y6TenTK3KZLv\n",
"tuR62jdeSe6PbsnPhE5T/tdKXqe5fZ/OffMlMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJ\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABA2T7nnNYB924bq3lqY+aWrHvf\n",
"UnXXc8q+dZty5vXHHTV4XvKzr7OmyeucxDnlleRzOqV3p9Qg+XfCpLl1mnJGuaN3M6TWYVINgOx3\n",
"rUlS/w/UH99nSk19yQwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAA\n",
"AAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIh\n",
"MwAAAAAAAABle611Ogc8p3U4YK219356Cn805cwn16BTdz07921Kr62V3W/JdUjtt+56qgG/lbvt\n",
"jn17XvLdZm7Pm/Kcn7LOtbJ719z4lOT3D+4knyv3x50p+zblHWTKOrvZtzud++ZLZgAAAAAAAADK\n",
"hMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAA\n",
"AACAsn3OOa0D7t02VvPUonXuW7LkmibXIHnfkk25j6asEz4p+VwlP686Jd9H3TVIXiu84j5635Q9\n",
"Wyt739y7/FZT3lGTz+iUdQL9Jr3PJN+VyXPrlPy7I3nfOk2pgS+ZAQAAAAAAACgTMgMAAAAAAABQ\n",
"JmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAD4f/btKMeVVYcC\n",
"KEg9/ynzPs73TTvIr2snXmsAiMIGKtkqAACgTMgMAAAAAAAAQNlea53OAc9pHS7W3rt1vCnrxp3O\n",
"ftNrd+x5XtEfGbrr0EU9M7hL35e6p/4fkmuaXIfkdZsi+WxLnluy1D2vPzKk9ke6ST3SJbnXkuuZ\n",
"vG5TJPdHt+S7NHkvdD5rcg2mSP5PdsrcfMkMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJm\n",
"AAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgbK+1TueA57QO\n",
"12rv3TZW93N2zm2Szjok90en7l6b8qzJzzlF8jmZfCfo3ecl9+4kqe8Ma83Zp1PONv1xJ/msnHJ+\n",
"JM+t25TziOcl76vkuXVLvWOS1yzZpN7lfcn9kXoWrTVrH3gPfF/yvko2Zd18yQwAAAAAAABAmZAZ\n",
"AAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAA\n",
"UCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgLK91jqdA57TN9zeu22stebMLVn3unVSg++T\n",
"vOc7TXnObtaNTzXlvurWuU+7a+AM+S76407y2Tbl/Jg0t05T9ih3kvfVJKlniHpm8N8Af8WdcCf1\n",
"DF9LDW5Ztzupv698yQwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAA\n",
"AAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBsn3NO64B7t43VPLXouXXqfM5u1u15\n",
"yTXoNmXPJ0uuQfLceF5yf5jbneR73hnyXbp7bUp/TNmjyf0xaW6dkvdo8r08RfK+miT1DFFPyJd6\n",
"fqzlDLmV+n6U/M6QPLdkU9bNl8wAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAA\n",
"oEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKfp6eAP/svZ+ewkeasm7n\n",
"nKenAFf0Ln+p806Y0rvJ92j33DprmrxuPK/7/HC2fRc14C/pt+epwZ0p74HJz8n38U55J/X84Psk\n",
"76vkuXWbsk87n9OXzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAA\n",
"AAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKNvn\n",
"nPP0JP7L3rt1vM5HTZ5bsu5165Rcg+R1S5a851N174PkdbPneSX5/EjuXe7Y899l0l3aKfls66xB\n",
"cn8k1yBZ8j2ffH54zjvJz5os9XxTT/jHnXAn+VmTTem3Tnr3zpR18yUzAAAAAAAAAGVCZgAAAAAA\n",
"AADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkA\n",
"AAAAAACAsn3OOa0D7t02VvPUWufGne6adkruj851637OKTVNfk6eN2lf8bzks81desee/y76447z\n",
"4465PW/KHuVO8r6aJPUMUU/4J/k3bqdJd0JyTZPnlmpS73aasm6+ZAYAAAAAAACgTMgMAAAAAAAA\n",
"QJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKPt5egKf\n",
"6pzTOt7eu22s5LnxvO7+gE+VfO7CK539lnzHT9pXqedRd39MqinArdQ7AYC/N+VO8Bvm+0xZtyl7\n",
"FF7xJTMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYA\n",
"AAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACU\n",
"7XPOeXoScGvv3TZW8lZIfk5zu9M5N+501rS7nslz6zRlXyXfL8lS67mWmt5S0++T/K41RXINkueW\n",
"LPmsTDWpd5Pn1in599UUk2rg3P0uyb3WLflOSN5XU3okuT86TbqvUvmSGQAAAAAAAIAyITMAAAAA\n",
"AAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACg7Gfv\n",
"3TrgOad1vFTWLcOUdUt+zilzS97znXNLrmey5HVLnhu80t273ef4BJPWLPlZU98ZuiW/a8FfmrLn\n",
"k005P/TH90muqf8tIHuP8jz9wV/q7DdfMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkA\n",
"AAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACj7eXoCr+y9W8c7\n",
"57SOx/u6a9opuT+S1y1ZZ027+yO1pqnz+n/orOmkdUuWWlPvM/zGGfK+5Hs5eW7Jks+25P7gefbo\n",
"neR3rU72PK8k926ySeuW+hs3WfJzukvvJN+lyb8Tkms6ZW7JNe2cmy+ZAQAAAAAAACgTMgMAAAAA\n",
"AABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwA\n",
"AAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoOznnNM64N67dbxOyXOborvfeJ8a\n",
"3Ok+PzrrkHy26bc71u1O6l6YVM/OGkxatyl3Qqfke7mb/nhecn/wvCn/qaTO6/9hyp5Pfs5J/cb7\n",
"ppy7a2XPLVXy2ZYsed2m/Pab8pxrZf/GtW7v8yUzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAA\n",
"lAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAEDZT/eA55zuIQEe52yDf/be\n",
"bWPZV99nSk0798FavevWOVbyc3bPbYruPaoO75u0ZlPuhG6pZ6XzA/oln5P2KPyTfJcmSz5DUmua\n",
"vGbdUmvAHV8yAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAA\n",
"ZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKPvZe7cOeM5pHY/v0t1vnTp7N/k5uaOmfCr3\n",
"PPSzD+64S5+nBs/rPj+Sa9o5N+fu85J7TX9kSO4RgFvumO+TWtPUeaXzv+fzfMkMAAAAAAAAQJmQ\n",
"GQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAA\n",
"AFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICyn6cn8Kn23q3jnXPaxkqeW+dYybqfs7um\n",
"PC95z08xZd2Sz6PuuaXeMcn3MtDPnudTTXk3Spdah+SzKHXN1rJut5LXrZMafJ/k39+dpjwnfLIp\n",
"/991nx/J65bKl8wAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAA\n",
"AECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK9jnntA64d9tYzVMbM7dk1u1O97pNkbzn\n",
"AW5Nufu6dZ7j3TVIvWOmPGc363Yn+Wybcn5Mmlun5D3q99Ad/fZ9UmuaXM/kO4E77oTn2Vd3Us/w\n",
"tdTgVvK66bf3+ZIZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAA\n",
"AAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABA2c/TE/hUe++np8Ba65zTNpaawiyde77z\n",
"LOrWfbYlPyvv666nu/S72O/8xp6HbM7xO/5nAOdHiin/W0wxqQZTenfKcyZL/t9zynugL5kBAAAA\n",
"AAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJm\n",
"AAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFC211qnc8BzWodrtfd+egr/KXnd\n",
"OnXXwLq9b8qadUvu3Sln26QaJO/T5PModS8k13OS5N5NlXy2Jc9tEvvqfZN6V388L/XdqFvyO2Xy\n",
"3CZJfQdJPtv0Gp8qeV91cx49L/V+WUtNb1m39/mSGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAA\n",
"AMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQNlea53O\n",
"Ac/pG27v3TbWWnPmlqx73Tol1yB53ZIl73mepz++z5SaJt9XyTpr2l2D5H7jffrjTvLZNuX8SK5B\n",
"suQ9OuXdKFnynp8k9XybVM/k8yi1P5JN6t1Oyb02qabJ51Eq7zN3pqybL5kBAAAAAAAAKBMyAwAA\n",
"AAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqE\n",
"zAAAAAAAAACU7XPOeXoSf2Xv3TZW8rJ1Pudavc+aPLdO3c/ZqXvNpuyrZMn91im5P5JrYN2el1yD\n",
"SZL7LbVHkt/bkueWbNI+mPKOOuU5kyXvq2TJ/WZf3bFu3yX5bEvuj+R1myK5P7ol95vffu+b8pzd\n",
"rNudznXzJTMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAm\n",
"ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMp+9t6tA55z\n",
"2sZKnluyKc+ZbFINkvd8sik94jl5pXvdUs+Q1HmtpXdTJPdIpynP2W3KuiX/9uuc26Rzd8q6TXmf\n",
"6TalP7pNWbfkO4HvM+Xc5c6Uc7fblH015TnhFV8yAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAA\n",
"QJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKNvnnNM6\n",
"4N5tYzVPrXVu3FHT53XXYIruXlOH5025r/Ta93H33encC+4EXtEfd5LPtinnx6S5dZqyR5Pp3TuT\n",
"eje1Dn5HwizJ91Wy1DN8rTk1mCS53zp19q4vmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBM\n",
"yAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyvZa63QOeE7fcHvvtrHWmjO3\n",
"ZN3r1kkNvk/ynk/VvQ+S101/8Kmm3FfdOvfppLOS9+mPO8ln25TzI7kGyfw3cMfZdmfKunVL3Vfq\n",
"CbO4EzL4P/B9evfOlHXzJTMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMy\n",
"AwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAA\n",
"AMqEzAAAAAAAAACU/Tw9gU91znl6Ch+pe9323q3jpep8Tr37fTpr2r2nkuc2xaQ9n3pW6l1+k7pP\n",
"J/Vuag3Wch7xuZL7rXNf+Y37vEk1SL6vktct9XeCet6ZtOc7TXmnTN5XyZLXTb89L7kG3ZJrmnqO\n",
"+5IZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAA\n",
"AAAAUCZkBgAAAAAAAKDs5+kJvHLOeXoK/2nv3Tpe8rMms278leRe6z6PUiXXoNukZ03Vua/UE+Cz\n",
"dZ7jfkfemfKc8Jspv/26OUPA+QHTTPlfy9n2PF8yAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAA\n",
"QJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKPt5egKv\n",
"7L1bxzvntI7H+7pr2im5PzrnllyDblPWLfk5p6xbt+R1S5a6F7zP8Bt7/nmdNejeo/rjeVP6o3tu\n",
"U+4re/R5asCn0rt3rBuvJPdH8rtR8rols253ktct+fdV6rr5khkAAAAAAACAMiEzAAAAAAAAAGVC\n",
"ZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAA\n",
"AECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK9jnntA64d9tYzVMbM7dk3evWKbkGyeuW\n",
"LHnP8z57lL+UfH4k74VknXXoroEz5LvojzvJZ9uU82PS3DpN2aPcSd5Xk6SeIZPqmfz7Cv6KOyHD\n",
"lPMo9e5bK3vdOk3Z875kBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYA\n",
"AAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAo22ut8/Qk/ss5sVODP7X3bhvLvrrTWYO1euswpT+m\n",
"1GCtOXXofs7uOnRJruckyb07ReoeXWtOTSfdV1Mkn23Jc5vCuXsnuXenzK1bcr9NoXe/S3INkueW\n",
"LPmcnPIbZspzrmVfJeisgS+ZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZ\n",
"kBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlP10D3jO6R4y0t67dbwp68b3\n",
"6dwL3fuge59OkHy2OSczTKnDlOeEV9yj3yf5Xcu5C/9MOXudH5Btylm0Vu8ZkvyfSqcpz7lWdn9M\n",
"kdwf3LGvvosvmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAA\n",
"gDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUPbz9AQ+\n",
"1Tnn6Smw1tp7t42lpneS161zbp29xp3uGiT3bnK/2VfAN0p+p3RWwqz3wE7Jz+lse54awD/JeyF5\n",
"bp2S38U7TfqdkDy35B7hefrjfb5kBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUPbz9ARe2Xu3jnfOaRsr\n",
"eW7JutdtiuTeTZa8r1Lr0L1mqc/JPTV9n3eGDMnrZl9Bts49mnwWJUtet+QzfErvJtdgEv9bvG/K\n",
"c3azbryS3B/u0u+TvG7J74HW7U7quvmSGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAA\n",
"AAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQNnP0xMAfrf3fnoK\n",
"DKHX4B974ft01vSc0zYWfDJ7AebwbsRv9Ahk63xvs9/5S35zQDZfMgMAAAAAAABQJmQGAAAAAAAA\n",
"oEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAA\n",
"AAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoGyfc07rgHt3DseXaW63WN37YMq6deusgxp8H/3Bp5ry\n",
"rpW8r9zzd6acu/rjTvLZ1lmD5P6YNLdOyXt0yrmbLHlfTZJ6hqgnv9G738WdkMH70fv07p3UM3yt\n",
"3hr4khkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMA\n",
"AAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAEDZXmudzgHP6Rtu79021lpz5pase906qcH3Sa7ppDqk\n",
"0h98quTeTda5r7prYM9/F/1xJ/lsm3J+TJpbpyl7lDvJ+ypZ8p7vNKWea2X/Jwt/xZ2QIfU8Su6P\n",
"5Lklm7JuvmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK\n",
"hMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQttdap3PAc1qHa7X3bhsr+TmTddZgrTl16F63\n",
"Tp01SH7OblPWzR69M2XduiXvhU764473wPdN2VPdkvsjuabd6zZlz0+q6RTJNU2VfH50S95X1u27\n",
"JP/GTe41npe835P3VTLrxiv6407nuvmSGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAA\n",
"AAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAy\n",
"ITMAAAAAAAAAZfucc1oH3LttrOapjZlbsu5165Rcg+R1S5a853lecn8kz43nJd9XnZJ7t7sGyc8K\n",
"fyX5bOvco8nnR/LcunnX4q9M2ledku+ETlPqyfdxtt2xbhlS75jkeurdO1PWzZfMAAAAAAAAAJQJ\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyn6ensAre++npwBfJ3lfnXOengLBknu3m73wvM5+U8873Xu+sw5qyivJvTuJ\n",
"dfsuk/aVdxDo791JvyW7TDp3k6XeCer5fZL3fPIZbi+AL5kBAAAAAAAAeIOQGQAAAAAAAIAyITMA\n",
"AAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFD28/QEXjnntI63\n",
"924dD/5KZ+9276tO9iivuBP4S8lnJc/rPj/0G/Sb8v7MneT+0G9AAmdRBnXgleT3mU7+D4R/Uve8\n",
"L5kBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAA\n",
"AAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACg7Ofp\n",
"CQC/O+c8PYU/0f2ce+/W8QBgku57NPl9xjsDfyV5HwDwO+f49+l8D0zujynPOYk6QL/k/wZS97wv\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyvZa63QOeE7fcHvvtrHWmjO3ZN3r1kkNvk/ynud5+oNPNeW+6ta5T7tr4Ax5\n",
"X3INkueWLPlsS+4Pnjdlj3Inec8n/6+VPLdOzg9+k9q73absBb8TMiTfV6n07p0p6+ZLZgAAAAAA\n",
"AADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkA\n",
"AAAAAACAMiEzAAAAAAAAAGU/T0/glXNO63h779bxeF93Tafo7N1JNUje81PqoHfvTHrWTsl7Hl6Z\n",
"suc792j3fk+uQefcnJN3kvsj+V0reW6dktetU3INuiXfV8kmPWuX5H2VXM8p5263Kc+ZvK+SJa9b\n",
"cu8m/1ZLrmmy5HVL7TdfMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEz\n",
"AAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAA\n",
"oEzIDAAAAAAAAEDZPuec1gH3bhureWpj5jZJZx2Sa9Ddb52m7KvkGnTq3gfJ66Y/+FTJ91Wn5H2V\n",
"fFY6256X3B/Jks82NbiTerZ1m9If3abcV5P2VXId4K/YV7yiPzJMeQfppHfvTFk3XzIDAAAAAAAA\n",
"UCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAA\n",
"AAAAAJTttdbpHPCc1uFi7b1bx5uyblN090eyKb2bvOeT+01/3Elet85n7X7O1L2QXM9Jkns3Veqe\n",
"WmtODbqp6fdxtj0veV/xvCnvu+mcrBsB7AAAIABJREFUb+9L7jX7ilcm7ffk3k3+3zO1R6bUs9uU\n",
"/ujWuW6+ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqE\n",
"zAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFC2zzmndcC9O4eL1bxsres2aW6dkns3ed2STeld\n",
"7ugPXknujylz69b5rFOekzvd/TGlplP2VXJ/JNcg2ZQ9yp3kPT9J6vmW/C6u16Bf6lm01qw9n3pW\n",
"Jr8zJM8t2ZQ970tmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAA\n",
"AACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACU/Tw9\n",
"gVfOOa3j7b0jx+qWPDegX/Ke7z7HeV93f6jp8zprkHx+TGJfwRyT9rv76nmd6zapd+FT2afP8/v7\n",
"TvI931mDKfXkjv7IMOU86uRLZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQ\n",
"JmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGV7rXU6Bzynb7i9d9tYa82Z\n",
"W7LudeuUXIPkdUumprySfCdwZ0pNk8+2ZJ017a5Bcr+lSq6Bud1JPtumPGe3KevmDP8++u37pNZU\n",
"PTOk9sdauT1ize4kv4sn02/P07t3pqybL5kBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgM\n",
"AAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACU7XPOaR1w77ax\n",
"mqc2Zm7JutetU3INktdtiu7+UNPnJd8JnfTu90m+r5LpXf7KpHM3+S5Nnduk/uiUfPdNqQF37PkM\n",
"qWeIekK+1POj26TzKLWmyTXwPnNnyrr5khkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwA\n",
"AAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACA\n",
"MiEzAAAAAAAAAGV7rXU6Bzyndbgx9t5tY6nB99Efz+uswVq9ddAfz0vuj2Td65ZqSj3TOSu/i3P3\n",
"TvK5O6UG3ZLPtuS5JUvep6km9W7y3Dq555+XfBZN2lfJdUg1ab/rjzup/8l2m7IXvDM8z5fMAAAA\n",
"AAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIh\n",
"MwAAAAAAAABlQmYAAAAAAAAAyn6engD/nHPaxtp7t4211py5TaEGGbrr0EV/ZOisQ3INkueWukf5\n",
"Tql7ftI+SK1Bt+65TeqRLtYMZpm05yc9axe/v7+PffC85Bok79Hkuakpnyr5nu+cmy+ZAQAAAAAA\n",
"ACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAA\n",
"AAAAAADKhMwAAAAAAAAAlO1zzmkdcO+2sZqnNmZuk3TWIbk/uKOmvKI/ntd9902pQ3Lvep+5M6V3\n",
"p5h0tk3Z86m/OdbK7o9Oyb02pQbdvM/c0W93kmvaSX9ANu+BGZLfQVLp3TtT1s2XzAAAAAAAAACU\n",
"CZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAA\n",
"AAAAZT9PT4BZzjlPT+FP7L2fnsJ/mlID4J/u88gZ8l3cV3eS143v09lv3fuqczz76nneGe5YtzvJ\n",
"z+ls468k7wPuTLkTpjwnGdylz7NHecWXzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYA\n",
"AAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZf9r3w5yHcZxKABKQO5/Zc2iMcuf\n",
"YTzs+MWsOoAgi5Tk5MFCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQttda\n",
"p3PAc1qH42H23q3jTem3znWbsmaTdO+rVN29m7xu9un9nLv3s0fvl1yDSTr7LbmmU/ZVt+Sadkru\n",
"jyk14Jrk3zDJc+uWfIakmvT/XXLv8rnkXuvmTrjG76tnUYNrOtfNl8wAAAAAAAAAlAmZAQAAAAAA\n",
"ACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGWvuyfA\n",
"LOec1vH23m1jdc+NZ+nstbXm9Fvyc3bOrbs/uEYd7pd8L+sP3km+rzrZV9ckn22dJvVHck1T5zbp\n",
"91By73K/1D2aLnndks9K+FVT9tWU55wkuaap7w2+ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAA\n",
"AIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFD2unsC\n",
"7+y9W8c757SNlTy3SVJr2l1P/cGvSt5XybrvmE6T6jCB95nnST4/Oum1a5L3fPLc9Ns1yes2pXeB\n",
"fsl7NPn3d+fcprzvdpvSu+5lvsl5dL/kPZo8t06+ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAA\n",
"AIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYA\n",
"AAAAAACgTMgMAAAAAAAAQNnr7gm8c865ewp/Sp5bsr1363iddUiuaee6JT9nsu51U9PPJZ8f3ZLn\n",
"xrNM6rXkZ029E7rP3U6T7oRJdeiUuq94nuTfCVNMWrMp97xz9xr9cc2UZ53ybpQ8N6DfpP8GUvmS\n",
"GQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAA\n",
"AFAmZAYAAAAAAACgTMgMAAAAAAAAQNnr7gn8qr1363jnnNbxOnU+a/JzduruD+6XvOeT+63zOaec\n",
"H8C/I/l9xvkG/fsg+f2IZ/E74Zrke9m6XdM5t+R9NUVyf0ySum6p84Jvm/LeBu/4khkAAAAAAACA\n",
"MiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAA\n",
"AAAAoEzIDAAAAAAAAEDZ6+4J/KpzTut4e++2sbrn1j3eBMn9QYbUPa/Xrkk+J9X0muSa8jz26f1S\n",
"7+V/Y7xOyb2bvG6dkp9zSn8k1yB5blP6g2vU4H7JezRZcu+qKWRLPj+6OY+exZfMAAAAAAAAAJQJ\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAo2+ec0zrg3m1jNU9tzNySda9bp+QaJK9b\n",
"suQ9z/2S+yN5blMk1yD5vkrWWYfuGtinz6I/rpmybsnPOWlunVJ7jQzJ+yqZPQ//SP5dOoXz6Hns\n",
"q895n7lmyrr5khkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAA\n",
"ACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAEDZXmudzgHP6Rtu79021lpz5pase906Jdcg\n",
"ed2STalp8tmWzLrxq5LPtmSp5+5azpCnSe6PSXPrNOU5ucYZzjvJ52635N9XqWfvlHp2S163bsn7\n",
"is9NuhM6OY/up3evmbJuvmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVC\n",
"ZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQ9rp7Ar/qnHP3FP60924dr/NZ\n",
"u9et+1knmNS7yTrr0Lluyf0xiTpck3qGqOfzJL9rdUrdU2vlrtm/IfWdYZLkfkt+D0zuN79xn0UN\n",
"rrFu95tyv3Sb1LvJc+NZks+jbqnvz1P+Z1gre27JUvvNl8wAAAAAAAAAlAmZAQAAAAAAACgTMgMA\n",
"AAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK\n",
"hMwAAAAAAAAAlAmZAQAAAAAAACjb55zTOuDebWM1T23M3JJ1r1uq7npOWbduyXue++mP+005K6fc\n",
"8ek6+2NK73KN/rgm+ax0flyTXNNOyTXgfpP2/BR+RwJXuRMyOMc/l9y7yXNL1rluvmQGAAAAAAAA\n",
"oEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAA\n",
"AAAAACgTMgMAAAAAAABQttdap3PAc1qHA9Zae++2sezRazprsFZvHbrn1km/XZNcUz5nH2Rwl37O\n",
"WXRNcn8k1zR53bjGuXtN8j7tlFzT5N6dMrduyf2WalI9k5811aQaJJ8fyXdCp+T/ZDtNec5uzo9r\n",
"OtfNl8wAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkA\n",
"AAAAAACAMiEzAAAAAAAAAGWvuycAT7T3bh3vnNM6XqfuZ+2UvG5TJPdHp+5eS+7dKTXtNOlOSGbd\n",
"eCe5PzrPkOTnTJZcg+S5Jfdb8rpNoQbXTHrWTvrtflPWLfme7+Q3Lv9Lau+SIbk/nEef8yUzAAAA\n",
"AAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzI\n",
"DAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlL3unsA7e+/W\n",
"8c45bWMlzy1Z97p16qxBcj2TazCJOtwv+U7gfvqDb0rtkeT3mW6dNUhet9ReWyt73Xge9/znuvdo\n",
"57pNqcFas561U+odM6mek56Vz03pj9SzaK05NeiWvG5TfuN2S1631Ln5khkAAAAAAACAMiEzAAAA\n",
"AAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzI\n",
"DAAAAAAAAEDZ6+4JvHPOuXsKf0qe2yRT6rD3bhure8065zbJlN7lmin9kXx+JJ+7XKOmn+veo53r\n",
"ljy3ZN4Dr5nSH/BO8n6fdLY5j3gnuT+S38U755Z8fnRK7jWuSa5p8r7yG/d5pqxbZ7/5khkAAAAA\n",
"AACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQG\n",
"AAAAAAAAoGyfc07rgHu3jdU8tTFz69b9rBN011MNrkne8wBXTXlnSL5Lk+fG/fRHBu+Bn0vu3Sl3\n",
"H8+jdzOk1mFSDZJNeWdIfs7kufE8+u1zyb8Tkk1ZN18yAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAA\n",
"AAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMy\n",
"AwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQNk+55y7J/GXvffdU/hT8LKN0tkjyTVNfs7kuXXq\n",
"Po9SnzX5Oc0tQ/KeT31vSK5nstR6rpXdu8lnWzLrdj9n5fOknm3dpuz55Bp0m1LTbsl3aWr/TnnO\n",
"tbL31ZTeTa5Bp+TfamRIPis7Jb+LJ++rKf3RyZfMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAA\n",
"UCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAAAABl+5xzWgfcu22s5qmNmVuy\n",
"7nXrlFyDznXrfs4pNU1+zmTJNUieG/dL7o/k+6pT8r6adJfyOf1xzZSzrVvy74QppuxRrrGvrpny\n",
"/px8fqSu2b8huQ6dkn/jTuF3QoYpe2HKOZ5cgyl8yQwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBsn3PO\n",
"3ZP4y967dbzOR02eW7LudeuUXIPkdUuWvOc7TXnObtaNX5V8XyXr3KfdNXCGPMuk/phyHiWfH8mm\n",
"rFvyHuV+k+6ETsl7vtOUeq6V/fvb3PgWd0IG++pzeveaKevmS2YAAAAAAAAAyoTMAAAAAAAAAJQJ\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyoTMAAAAAAAAAJS9ugfce7eNdc5pG6tb8tySWbf7qUGGKXVIfs7O+6pb8rol\n",
"m/IOAu909m73OWlfXZNc0ynnbvLcgP49mvw7oVPyuiW/g0y5+ya9M0zZ88mS98IUyTWYch4l333d\n",
"rNs1qXPzJTMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAm\n",
"ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICyfc45d0/iW/bebWN1L1vn3JJZt2sGbdNWyXue\n",
"zyXvd/3BNyWfbcn7lM85267p3gdT6pB8fnTWILk/Js2t05Q92i35faZT8r7imim9C/TzPpNhyjmu\n",
"3+435T3Ql8wAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZ\n",
"kBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKXt0D7r3bxjrntI1Fhs7+WKu3R7rnBvSadCe4\n",
"S/kW93IG+5R3ptwJyXPjft39MemOSWXP8032PPBE7lLe8f8M3+JLZgAAAAAAAADKhMwAAAAAAAAA\n",
"lAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAA\n",
"AAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlL3ungCznHNax9t7t44HzNF5fnSfbd3j8Syd/dF9jybf\n",
"y/YVv0rvPot6XpN8v3TPTY/wLXoXSJH8/wy8o3fBl8wAAAAAAAAAfEDIDAAAAAAAAECZkBkAAAAA\n",
"AACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQttda\n",
"p3PAc/qG23u3jbXWnLkl6163Tsk1SF63ZMl7nvvpD35V8n2VrHOfdtfAGfIsyf3h/LgmuQbJc5si\n",
"+b8B98v9kvd8sinnUXI99e7zuF/uZ19dk3wnqME11u2a1HXzJTMAAAAAAAAAZUJmAAAAAAAAAMqE\n",
"zAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAA\n",
"AICyfc45rQPu3TZW89TGzC1Z97p1Sq5B8rolS97z3E9/8KuS7yuucYY8S/cendIfzrZrOvsjuXeT\n",
"+2PKHuWa5H01SeoZop4Z/Ddwvyk1cCdkSO235P5InluyKevmS2YAAAAAAAAAyoTMAAAAAAAAAJQJ\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAAAAAA\n",
"AABlQmYAAAAAAAAAyoTMAAAAAAAAAJS97p4AANzhnNM21t67bay1eucG/CN5zwPZnB/Pk/yu1dkj\n",
"yc+ZzD6FWb9xk+c2RXIN3Al8S/I+4JopNfUlMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJ\n",
"mQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgLLX3RMAgF93\n",
"zrl7CnBJd+/uvVvHm6Jz3ZxHwBMl31fdc0s9x7vv+NTnXKt3bsnvRpNqyufUk3cmnR9T7gSgX/Ke\n",
"7zzbfMkMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkB\n",
"AAAAAAAAKBMyAwAAAAAAAFD2unsC7+y9757Cn5Lnds5pHS/5WQGu6jzbus/dZMnrljw3eEe/PYt6\n",
"Qr9Jv0lT32cmnW1T+i35Xbxb57MmPyfP404A4L9Sz15fMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAA\n",
"AAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgT\n",
"MgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAEDZXmudzgHP6Rtu79021lpz5pase906Jdcged2S\n",
"Je957qc/+FXJ91Wyzn3aXYPUM2TKc3azbtckn21Tzo9Jc+s05b+BKWdRt9R6rjWrpql1mFQDrvG/\n",
"xbMkv2tNYl99Tu9ek7xunXPzJTMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAA\n",
"KBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAICy190TAP63c07bWHvvtrEA\n",
"nsq5C3oX+P903qWTOHt5R3/wLcln+KR9kPqs3f2R+pxkSD6PAF8yAwAAAAAAAPABITMAAAAAAAAA\n",
"ZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgbJ9zTuuA\n",
"e7eN1Ty1MXPr1v2sqdTgedSUd5LvBHgn+WxL1rlPu2vgDPlccg2S5zbJlLNySu9Oqeda9vzTJO+r\n",
"SVLPEPWEWdwJGVL/D0zuj9R79N9gX33Ol8wAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQG\n",
"AAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAA\n",
"lAmZAQAAAAAAACgTMgMAAAAAAABQ9rp7Au/sve+eAqu3DuectrHgm/Tu/ZLvhO656TfIZo/eTw2e\n",
"J/me12/XJP+OTJ4bn/Muzjfpj/vZ8zBL8u+ETpPOos5nTe6PKfeVL5kBAAAAAAAAKBMyAwAAAAAA\n",
"AFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMr2Wut0\n",
"DnhO63AE2Hu3jdXdH8lz6zTlOZN11mCt3jp0z63TlH5L7o9kyb3baUo907lLPzdlj5LB74RrpuzT\n",
"5P7gfsn9YW7XJJ+7UySfk8m9y/2S+2PS3DpN+c9tynN2s27XdK6bL5kBAAAAAAAAKBMyAwAAAAAA\n",
"AFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAA\n",
"AAAAAACUve6eAPnOOXdP4U/Jc+Nze+/W8fTHs+gP+EfnXrAP4B9T9kL3XZpsSk2nSH4PnDK3SXtq\n",
"0rN2Su3dtdT0aSa9z3A/ZxvvJJ9HyXNL5v35c75kBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAA\n",
"gDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAA\n",
"AAAAAKBMyAwAAAAAAABA2T7nnNYB924bq3lqY+Y2SWcdkmvQ3W9TTNnz+uOaKXu++zn12/2SezeZ\n",
"fcW36I9rks+2KeeHuV2TPDfupz8ypN4x6gmzuBMyTPlPNvXuWyt73TpN2fO+ZAYAAAAAAACgTMgM\n",
"AAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAA\n",
"KBMyAwAAAAAAAFD2unsCzHLOuXsKf+qc2967bSyeKXkvTKEGkG3SHu18b5i0bqkm1WDKO++U55zE\n",
"uQvwXvfd56yEbPb888g6+BZfMgMAAAAAAABQJmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACA\n",
"MiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACjba63TOeA5rcMBa629d9tY\n",
"9ug1nTVYq7cO3XPrpN+umVLT5OfsZB9kcJd+bsoeXUtNE0ypQbfkmnbq7o/kOyF1bsm/h7ql1mCt\n",
"OXPrlroXpuyDbpPWLbV3kyX3Rzfn0TXJz9opuT+S58bnfMkMAAAAAAAAQJmQGQAAAAAAAIAyITMA\n",
"AAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACg\n",
"TMgMAAAAAAAAQJmQGQAAAAAAAICy190TAH7b3vvuKfzpnHP3FH6ONbumex8k16HzWbufM3luqSb1\n",
"bjK9yzvJ71rJ7KvPJd/LPI89ej979JrOfpv0Lp48t+S9kDy3VJP2VSfrdr9JNXCX3q9z3XzJDAAA\n",
"AAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgT\n",
"MgMAAAAAAABQJmQGAAAAAAAAoOx19wSYZe999xT+dM65ewo/qXPdkvtjiu4a2FfPM6WmyedRZw2m\n",
"1HOt7GdNnVvqvNbK3qOTJPdI8ty4X3J/+H3Ft3Tvgyn91vmck2qQPDcgW/J7W7Lk+6pT8tym8CUz\n",
"AAAAAAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAA\n",
"oEzIDAAAAAAAAECZkBkAAABr9V/5AAAHD0lEQVQAAACAstfdE3hn79063jmnbazkucE73b3LNZ11\n",
"SD7bkvutc926z/DkdYNflXrurjVnz085dye9109ZtynPyTXJ/w0k91vnuk25R7tZt2uSf38D/bwH\n",
"XjNl3ZKfM/mOmbJuyXPr5EtmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAm\n",
"ZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqEzAAAAAAA\n",
"AACU7XPOaR1w77axmqc2Zm7JutetU3INktctWfKe537643mm1DT5vkrWWdPuGiT3Wyd79JrkZ+2U\n",
"fLZNOT8mzS3ZlD0/RfK+mmTKOwj8KnuUb9Jvn/M+c03yb5jOGviSGQAAAAAAAIAyITMAAAAAAAAA\n",
"ZUJmAAAAAAAAAMqEzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAA\n",
"AAAAQNk+55zWAfduG6t5agTo7I+15vSIfXW/5N7tnlun5OdMnluyKWeIc/ea5HVLntsUyWfllJqq\n",
"wfMkn23Jc0uWvE/53KR9ldy7k86QVHqXb5m03+2ra1J7JPl/z276436dNfAlMwAAAAAAAABlQmYA\n",
"AAAAAAAAyoTMAAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABA\n",
"2Wvv3TrgOad1PJ5FfzxP5xmiP3hnUn9MedbudxDuN6V3p0j+nZB8fiTPjWuS33en7KtuyTXlc901\n",
"mLIXpjznWnP2/KSaAtmS31Gn3AnJkvuDz/mSGQAAAAAAAIAyITMAAAAAAAAAZUJmAAAAAAAAAMqE\n",
"zAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAAAAAA\n",
"AIAyITMAAAAAAAAAZUJmAAAAAAAAAMped0+AWfbed0/hT+ecu6cwXnd/qCn0Sz7HOzk/gKsmnR9T\n",
"7oRknTXo7t3k/kjep51zS65Bsin9kWzKfwPJz+n8yJBa00nvDFMkn0fdkufWyZ6/JnndOnXOzZfM\n",
"AAAAAAAAAJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAA\n",
"gDIhMwAAAAAAAABlQmYAAAAAAAAAyvY557QOuHfbWM1Ta50b13TXtFNyfySvG/dLPneTWbdrpqxb\n",
"8nMm31fJOuvQXYPkvQDfkny2TTk/Js2tkzOcd5L31SSpZ8ikeib/voJvcSdkmHIepd59a2WvW6cp\n",
"e96XzAAAAAAAAACUCZkBAAAAAAAAKBMyAwAAAAAAAFAmZAYAAAAAAACgTMgMAAAAAAAAQJmQGQAA\n",
"AAAAAIAyITMAAAAAAAAAZa+7J/Crzjmt4+29W8cDevdV957vlDw3nke/fc4dD7Mk73ln+PMk91sn\n",
"vQuzTDnbuiX/B+IcB/iuznPXvcw7vmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAA\n",
"AAAAAGVCZgAAAAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQJmQGAAAAAAAAoEzI\n",
"DAAAAAAAAECZkBkAAAAAAACAsr3WOp0DntM33N67bay1eucG39S5F5L3QfKenzS3Tsn91im5PyZJ\n",
"3gud9Mc1U+7STlP21FpqmiC5Bsnnh5o+T2q/Teq11BqsNWdu3VL3QvI5Oek3bnLvdkrdB+mSe7eT\n",
"mt5v0rnbybpd07luvmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAA\n",
"AAAAAADKhMwAAAAAAAAAlAmZAQAAAAAAACh73T2BX7X3bh3vnNM6XqrudeukBrzT3R+pdZjynGtl\n",
"7/nkdQP6TdnzU87dSXcpz5Lcu1POD65Rg2us2zWd55EaXJO8bsl3afK6JUt+n5lS0ynvgcn9kTy3\n",
"blPWrXNuvmQGAAAAAAAAoEzIDAAAAAAAAECZkBkAAAAAAACAMiEzAAAAAAAAAGVCZgAAAAAAAADK\n",
"hMwAAAAAAAAAlAmZAQAAAAAAACgTMgMAAAAAAABQ9uoecO/dNtY5p22sbslzS2bd7qcG13SebWvl\n",
"1iH5Obvnliy1P7ol13RKDciQ2m/de3TKnneX8k2p58ckyTWYsue7a9C5bsl3Qrcp/TZF8r5Kntuk\n",
"Pd8puT+msG73m3R+JM8tWeq6+ZIZAAAAAAAAgDIhMwAAAAAAAABlQmYAAAAAAAAAyoTMAAAAAAAA\n",
"AJQJmQEAAAAAAAAoEzIDAAAAAAAAUCZkBgAAAAAAAKBMyAwAAAAAAABAmZAZAAAAAAAAgDIhMwAA\n",
"AAAAAABl/wH8RKRuDsAAPQAAAABJRU5ErkJggg==\n",
"\" transform=\"translate(167, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip4403\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1441\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip4403)\">\n",
"<image width=\"72\" height=\"1440\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWgCAYAAAD9wgUPAAALkklEQVR4nO3dwa3tKBRFQUDkn7Id\n",
"gb2GMKiKoLW0xZG/dPvNMcYz+LRO/wfcTqAgUBAoCBQECgIFgYJAQaAgUNhzztP/DVezoCBQECgI\n",
"FDzSwYKCQEGgIFAQKOy1NPqjThAoCBQECgIF32LBgoJAQaAgUPBIBwsKAgWBgkBBoOCKBQsKAgWB\n",
"gkDBIx0sKAgUBAoCBYGCQEGgIFAQKAgUBAq+xYIFBYGCQEGg4JEOFhQECgIFgYJAwY9ZgjpBoCBQ\n",
"ECgIFHyLBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECgIFgYJAQaAg\n",
"UBAo+BYLFhQECgIFgYJHOlhQECgIFAQKAgU/ZgnqBIGCQEGgIFDwLRYsKAgUBAoCBY90sKAgUBAo\n",
"CBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQECgIFAQKAgWBgkBBoOBbLFhQECgIFAQKHulgQUGgIFAQ\n",
"KAgU/JglqBMECgIFgYJAwbdYsKAgUBAoCBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGC\n",
"QEGgIFAQKAgUBAoCBYGCb7FgQUGgIFAQKHikgwUFgYJAQaAgUPBjlqBOECgIFAQKAgXfYsGCgkBB\n",
"oCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIFgYJAQaAgUBAoCBQECr7FggUFgYJA\n",
"QaDgkQ4WFAQKAgWBgkDBj1mCOkGgIFAQKAgUfIsFCwoCBYGCQMEjHSwoCBQECgIFgYIrFiwoCBQE\n",
"CgIFj3SwoCBQECgIFAQKAgWBgkBBoCBQECj4FgsWFAQKAgWBgkc6WFAQKAgUBAoCBT9mCeoEgYJA\n",
"QaAgUPAtFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgIFDzSwYKCQEGgIFAQKAgUBAoCBYGC\n",
"QEGg4FssWFAQKAgUBAoe6WBBQaAgUBAoCBT8mCWoEwQKAgWBgkDBt1iwoCBQECgIFDzSwYKCQEGg\n",
"IFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaAgUBAoCBQECgIFnxrBgoJAQaAg\n",
"UBAo+DFLUCcIFAQKAgWBgm+xYEFBoCBQECh4pIMFBYGCQEGgIFBwxYIFBYGCQEGg4JEOFhQECgIF\n",
"gYJAwRULFhQECgIFgYJAQaAgUBAoCBQECj41ggUFgYJAQaAgUPBjlqBOECgIFAQKAgXfYsGCgkBB\n",
"oCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIFgYIrFiwoCBQECgIFgYJAQaAgUBAo\n",
"CBR8agQLCgIFgYJAQaDgxyxBnSBQECgIFAQKvsWCBQWBgkBBoOCRDhYUBAoCBYGCQMEVCxYUBAoC\n",
"BYGCRzpYUBAoCBQECgIFVyxYUBAoCBQECgIFgYJAQaAgUBAo+NQIFhQECgIFgYJAwY9ZgjpBoCBQ\n",
"ECgIFHyLBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAo\n",
"CBQECgIFgYJAQaAgUPCpESwoCBQECgIFgYIfswR1gkBBoCBQECj4FgsWFAQKAgWBgkc6WFAQKAgU\n",
"BAoCBVcsWFAQKAgUBAoe6WBBQaAgUBAoCBRcsWBBQaAgUBAoCBQECgIFgYJAQaDgUyNYUBAoCBQE\n",
"CgIFP2YJ6gSBgkBBoCBQ8C0WLCgIFAQKAgWPdLCgIFAQKAgUBAquWLCgIFAQKAgUPNLBgoJAQaAg\n",
"UBAouGLBgoJAQaAgUBAoCBQECgIFgYJAwadGsKAgUBAoCBQECn7MEtQJAgWBgkBBoOBbLFhQECgI\n",
"FAQKHulgQUGgIFAQKAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaAgUBAoCBQECgIF\n",
"gYJPjWBBQaAgUBAoCBT8mCWoEwQKAgWBgkDBt1iwoCBQECgIFDzSwYKCQEGgIFAQKLhiwYKCQEGg\n",
"IFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaDgigULCgIFgYJAwSMdLCgIFAQKAgWBgkBBoCBQECgI\n",
"FAQKvsWCBQWBgkBBoOB380GdIFAQKAgUBAo+NYIFBYGCQEGg4JEOFhQECgIFgYJAwRULFhQECgIF\n",
"gYJAwRULFhQECgIFgYJHOlhQECgIFAQKAgVXLFhQECgIFAQKAgVXLFhQECgIFAQKHulgQUGgIFAQ\n",
"KAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaAgUHDFggUFgYJAQaDgkQ4WFAQKAgWB\n",
"gkBBoCBQECgIFAQKAgXfYsGCgkBBoCBQ8JdZgjpBoCBQECgIFHxqBAsKAgWBgkDBIx0sKAgUBAoC\n",
"BYGCKxYsKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAo\n",
"CBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGC\n",
"QMEjHSwoCBQECgIFgYJAQaAgUBAoCBQECr7FggUFgYJAQaDgL7MEdYJAQaAgUBAo+NQIFhQECgIF\n",
"gYJHOlhQECgIFAQKAgVXLFhQECgIFAQKAgVXLFhQECgIFAQKHulgQUGgIFAQKAgUXLFgQUGgIFAQ\n",
"KAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaDgkQ4WFAQKAgWBgkDBFQsWFAQKAgWB\n",
"gkDBFQsWFAQKAgWBgkc6WFAQKAgUBAoCBYGCQEGgIFAQKAgUfIsFCwoCBYGCQMFfZgnqBIGCQEGg\n",
"IFDwqREsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQ\n",
"ECi4YsGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIF\n",
"gYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKAgWBgkBBoCBQECj4n/4HdYJAQaAg\n",
"UPAPZsGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGC\n",
"QMEjHSwoCBQECgIFgYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgI\n",
"FDzSwYKCQEGgIFAQKLhiwYKCQEGgIFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaAgUBAoCBQECgIF\n",
"gYK/zBLUCQIFgYJAwT+YBQsKAgWBgkBBoOCKBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoC\n",
"BYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQ\n",
"ECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIF\n",
"gYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgIFDzSwYKCQEGgIFAQ\n",
"KLhiwYKCQEGgIFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaDgigULCgIFgYJA\n",
"wSMdLCgIFAQKAgWBgisWLCgIFAQKAgWPdLCgIFAQKAgUBAquWLCgIFAQKAgUBAquWLCgIFAQKAgU\n",
"PNLBgoJAQaAgUBAouGLBgoJAQaAgUBAouGLBgoJAQaAgUPBIBwsKAgWBgkBBoOCKBQsKAgWBgkDB\n",
"Ix0sKAgUBAoCBYGCKxYsKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQE\n",
"Cq5YsKAgUBAoCBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQeAHONxEOV7aBTQAAAABJRU5ErkJggg==\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1501.13)\" x=\"2268.76\" y=\"1501.13\">0</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1357.1)\" x=\"2268.76\" y=\"1357.1\">0.1</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1213.08)\" x=\"2268.76\" y=\"1213.08\">0.2</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1069.06)\" x=\"2268.76\" y=\"1069.06\">0.3</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 925.034)\" x=\"2268.76\" y=\"925.034\">0.4</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 781.011)\" x=\"2268.76\" y=\"781.011\">0.5</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 636.988)\" x=\"2268.76\" y=\"636.988\">0.6</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 492.964)\" x=\"2268.76\" y=\"492.964\">0.7</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 348.941)\" x=\"2268.76\" y=\"348.941\">0.8</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 204.918)\" x=\"2268.76\" y=\"204.918\">0.9</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4400)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 60.8953)\" x=\"2268.76\" y=\"60.8953\">1.0</text>\n",
"</g>\n",
"<polyline clip-path=\"url(#clip4400)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1487.47 2232.76,1487.47 2256.76,1487.47 2232.76,1487.47 2232.76,1343.45 2256.76,1343.45 2232.76,1343.45 2232.76,1199.43 2256.76,1199.43 2232.76,1199.43 \n",
" 2232.76,1055.41 2256.76,1055.41 2232.76,1055.41 2232.76,911.382 2256.76,911.382 2232.76,911.382 2232.76,767.359 2256.76,767.359 2232.76,767.359 2232.76,623.336 \n",
" 2256.76,623.336 2232.76,623.336 2232.76,479.313 2256.76,479.313 2232.76,479.313 2232.76,335.29 2256.76,335.29 2232.76,335.29 2232.76,191.267 2256.76,191.267 \n",
" 2232.76,191.267 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(R, yflip=true, c=ColorGradient([:white, :black]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"顧客と商品の関係行列$\\mathbf R$を真のラベルを用いて並べ替えて表示する"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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=\"clip4800\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip4800)\" 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=\"clip4801\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip4800)\" d=\"\n",
"M167.279 1487.47 L2112.76 1487.47 L2112.76 47.2441 L167.279 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip4802\">\n",
" <rect x=\"167\" y=\"47\" width=\"1946\" height=\"1441\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 546.647,47.2441 546.647,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 935.742,47.2441 935.742,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1324.84,47.2441 1324.84,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1713.93,47.2441 1713.93,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 2103.03,47.2441 2103.03,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,234.474 2112.76,234.474 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,426.505 2112.76,426.505 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,618.536 2112.76,618.536 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,810.566 2112.76,810.566 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1002.6 2112.76,1002.6 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1194.63 2112.76,1194.63 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4802)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1386.66 2112.76,1386.66 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1487.47 2112.76,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,47.2441 167.279,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 546.647,1487.47 546.647,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 935.742,1487.47 935.742,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 1324.84,1487.47 1324.84,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 1713.93,1487.47 1713.93,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 2103.03,1487.47 2103.03,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,234.474 196.461,234.474 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,426.505 196.461,426.505 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,618.536 196.461,618.536 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,810.566 196.461,810.566 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1002.6 196.461,1002.6 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1194.63 196.461,1194.63 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1386.66 196.461,1386.66 \n",
" \"/>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 546.647, 1541.47)\" x=\"546.647\" y=\"1541.47\">20</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 935.742, 1541.47)\" x=\"935.742\" y=\"1541.47\">40</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1324.84, 1541.47)\" x=\"1324.84\" y=\"1541.47\">60</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1713.93, 1541.47)\" x=\"1713.93\" y=\"1541.47\">80</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 2103.03, 1541.47)\" x=\"2103.03\" y=\"1541.47\">100</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 251.974)\" x=\"143.279\" y=\"251.974\">20</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 444.005)\" x=\"143.279\" y=\"444.005\">40</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 636.036)\" x=\"143.279\" y=\"636.036\">60</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 828.066)\" x=\"143.279\" y=\"828.066\">80</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1020.1)\" x=\"143.279\" y=\"1020.1\">100</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1212.13)\" x=\"143.279\" y=\"1212.13\">120</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1404.16)\" x=\"143.279\" y=\"1404.16\">140</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4802)\">\n",
"<image width=\"1945\" height=\"1440\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB5kAAAWgCAYAAABkKvT7AAAgAElEQVR4nOzbS47kMJIFQPqg7n9l\n",
"zqKAwWwy+pXaM+gRNDsAwZ+Tkh5Ua629Gu3d2txYVXW6Cz+6ZQ1u0rnf7I/vY388Y95gtsnPWnyf\n",
"znPc3gUATpj8Xur9G/rfE9QC72LvPjN53jr79j9tLQEAAAAAAADw9YTMAAAAAAAAAMSEzAAAAAAA\n",
"AADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMRqrbU7G9y7tTmAx6qqrS1n2/e5ZX90jnOt2WOdyho8\n",
"0z1vnNe5d+0P+EtdwWzdz22T63TyM+rkees0+U6YvD8mu+W7BXwqNco7Td1v/mQGAAAAAAAAICZk\n",
"BgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAA\n",
"ICZkBgAAAAAAACBWe+99uhPvUlWnu/Cji5YB4Ot03y+T74TOsU4e52S3rIG6gn7qAPp115Va4JXO\n",
"/TZ5r6mrZybf8/DKLe+4AN/In8wAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAA\n",
"xITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxP6c7gB8o6pqbW/v3dreVJPnbXLfOt0yTp6z\n",
"pv+uu6545pZ1mFyjt6zBZNYA+k2uq8nvQzxzyzrcMk7gr8n31eT3q8k612HyGtwyTnjFn8wAAAAA\n",
"AAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwA\n",
"AAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMRq771Pd+ITVVVr\n",
"e5YBeKrzPHIWPeNOgH7ddQXv0n2GqwU+VWct3FQH5g14avJ75OTzaPK8AcBv6LyX/ckMAAAAAAAA\n",
"QEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAA\n",
"AAAAQOzP6Q68UlWt7e29W9ubavK8Te4bz3Suafd6Tu5bp8l9u4U14JXuu6/TTefu5HWAd7npvlLz\n",
"592yBpPvq8nv8p0mrwG8ctO9PHmsU8/dm0w+d29ZU9/s4S6dNepPZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAA\n",
"AAAAYrX33qc78ZOqOt2FHw2eNr5QZy3ctHcnz9vkvvFduu9S++3fWYNnJj8Hct7kexnoN7nmJ9/L\n",
"zjaYbfL5AQCfwDe38/zJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBM\n",
"yAwAAAAAAABArPbeu7XBqra2mrsGAP/HfQV36az5yTrPo1vmjOfsN4DP1f0O4xw/z3spn+qW7zPd\n",
"5+TksXa6Zd5uGSffx5/MAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMRq771Pd+InVdXa3uChto518jiBv7rPty6Tzw93wjPd\n",
"45zct1vcsgZTz0l4t846VVfAFLecbZOfxfk+k5/tgX63fBvoZt7+3U3fZDvdMm/+ZAYAAAAAAAAg\n",
"JmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAA\n",
"AAAgJmQGAAAAAAAAIPbndAde2Xu3tldVbW11920y8wb9bqmFW86PznGuNXusk/sG7zL5GZXvY3/w\n",
"qTrPSnXwzOQ1uGVNbxlnt8nvHNYU7jL5u9bks3Iy8/ZdJn+TvWWv+ZMZAAAAAAAAgJiQGQAAAAAA\n",
"AICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAA\n",
"AAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFjtvffpTvykqlrbGzzUVt3zNtktawrMNvm+mnwnOMN5\n",
"5aa9O3Wst4wTgM/mvoK/vF/xLjd9A1FX51lTmM2fzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxGrvvU93\n",
"AvhcVdXWluOIVzr3Wjd795nuNb1lHSafu5PrtJN541PZu7xT536z1wD+M+9Dz9wybwDwG/zJDAAA\n",
"AAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABArNZau7PBvVubu0ZVne7Cjyavaee8TR7nLdQBr3TvD2v6fdwJ500+\n",
"x4H+s03NA091nkfOomfcCd/HO8z3ueUd95ZxAn9NrvnJfZvKn8wAAAAAAAAAxITMAAAAAAAAAMSE\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMSEzAAAAAAAAADEhMwAAAAAAAAAxGrvvU93AnitqtraUvLAf8N5dF7nGnTrXNPJ47xFd41aU16x\n",
"33jF/oC7TK557zB8KnUAwG/wJzMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHae+/WBqva2mru2jU612A6\n",
"e+Tfde8Pa/Bdbtof7qtnzBvvMvk8uulZa6ru88Oawl3cCeAu5TXvagBAwp/MAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMT+\n",
"dDe49+5usk1VtbU1eZyT+zbZLfuDZzr3x1r2yBOT12By37qZNz5V937jLOsJ801+ZnCG/Lvu5yxr\n",
"wKeafLbd0jfOsz+gn7qaQUb07/zJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAA\n",
"AAAAAEBMyAwAAAAAAABArNZa+3QnfrL32K6tqmptb/JYO3XPW6fONbA/oJ+6euaWc3eyyWvQbfJd\n",
"CgC3cS/DX2rh393yrgb85ZvbM53zdsucdbN3z/MnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAA\n",
"ADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAsdp779Od\n",
"eJeqOt2FH120DHyZzrpSB+d1n5Odazq5bzeZXPNT7/nJe21yXU1dT2a4qa4mU/P/7pa7b7rJe3dy\n",
"34DZJj8fwaea/A0EXrF3v8/UNfUnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx2nvv1gar2tpq7hq8TWcdrHVPLUyet8l9\n",
"45lb7qvJe3dy33ime01vMbmu+C7d5+Qt+02N8oq6+j5qnk/lfeg877jAFLd897zJ1DX1JzMAAAAA\n",
"AAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMA\n",
"AAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHae+/TnXiXqmpr\n",
"66JpA3jslnO3c5xrzR4rvEt3XQH994s6hXs4P54xb7yT90gA+O/c8i27kz+ZAQAAAAAAAIgJmQEA\n",
"AAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIjV\n",
"3nuf7gRrVVVbW5b0+3TuD55RV7yTOwH6uUuBCbrvZWcbr0x+DrR3od/kmgcAvpM/mQEAAAAAAACI\n",
"CZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAA\n",
"AACICZkBAAAAAAAAiP053YF3qqrTXYDj9t6t7U2uq86xdo+zex34d51r2r2e9gevTN67nSafu+4+\n",
"4Cl1xTvZb8+4SwEAmGbq90B/MgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQ\n",
"EzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEKu99z7diXepqra2Lpo2Hujca2vZb9/IefRd1Pwz5o1P1b13gX6dd4Ka55Xu\n",
"5w/7De6pq8nj9G7FK97lgf+G++q7+JMZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFjtvXdrg1VtbTV3Dd6msw7WUgtPOY/A\n",
"eTRB9xpM1rk/bpq3TresQfdZdMtYJ49zMmvAO9lvwFPe1QA+l+933+eWNfUnMwAAAAAAAAAxITMA\n",
"AAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAsdp779OdYK2qamvLkj5jDeAuav68zjVYyzpM0L2mnNVdU/bHeZPX9Ja+3VQH5o1P\n",
"NfmZcnItqPnzJu9dzpv6bATAZ/MnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAA\n",
"AAAAAACx2nvv0534SVW1tjd4qK0mz1t33zrdsj8mm7x3+T6d+81e+z7uq/MmrwEA/JZb3r95xv54\n",
"5pZ5u+U9AV7xbRHuoubP8yczAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx2nvv051grapqa8uSPtO5Bt2s\n",
"KfTXqLr6PlPvUnv3mcn3crfJ+22q7jqYPG+Ta37yvMGncicAE0x+/uC8m95xp35ngE92S11NPis7\n",
"++ZPZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAA\n",
"AAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrX33q0NVrW11dy11r516x5rp8lregtrAPBezt3zJj+3\n",
"AcBtbvo+A6901kJ3HdzSN/hU6op3mvysdcvevaXm/ckMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAA\n",
"AABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQKz23vt0J35SVa3tDR4qfKzuOu3UWfPOo/Oswfexps90ztvkOZt8v8Ar\n",
"3XWlFoBv5BkEZtcBfCrfGb6PNYXZ/MkMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs9t77dCdggqpqa6u7\n",
"rCb37Rada7BW7zpM3h+T+zbZ5HnrroVOU/fI5PODGabW1eTzY3LfgL+mPu8CfCvvCed59/s+k99h\n",
"Otm70G/yO0xnjfqTGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAA\n",
"AACAmJAZAAAAAAAAgJiQGQAAAAAAAIBY7b336U78pKpa2xs8VL6MvTtD9zp0sqbnde4P6/l97I/z\n",
"bjrDJ48V6K159c47TX4GUQvQb/J9dct5NHmck1kDgM/lT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJC\n",
"ZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGK1996tDVa1tdXcNeAXqHmYrbNG11KnT1iDZ7rn\n",
"DejXeR6peYD36n6mnPxt4JY75pb3hMkm7zX7A2ZzfvCp/MkMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs\n",
"9t77dCc+UVW1tjd5GTrHess4u02et8lu2buTTa6rTvYHr0x+Zripb5xnf0C/yXWlb9DP3j3Pux8A\n",
"v2Hy8y684k9mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi\n",
"QmYAAAAAAAAAYkJmAAAAAAAAAGK1996nO/GTqmptr3Ook/sGAJ9g8l3a2Td3/DPd+4Pv0l1X9hvc\n",
"Zeozw01uWYPJz4G3PIuvNbtvnSbvt06T9wfn2R8A/1nnWelPZgAAAAAAAABiQmYAAAAAAAAAYkJm\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrX33qc78S5VdboLP+pchu5xTt4inWOdPM5O\n",
"9sczk8cJ9PPM8Mzkvt3CGnwfawrwXs7d87rfv29ZB98tYLbJ79/dfJOF2Tpr1J/MAAAAAAAAAMSE\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMRq771PdwIAPllVne7Cj1zzz3SuqTV4ZnJdAX91nm/dNT/17L1lnGs5x/lck8+2Tt3nx+Sx8u8m\n",
"3y/wTr4NALzmT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAA\n",
"AGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGK1996nO/GTqjrdhR8NnjZ4qbuu1MJ5nWva\n",
"vZ6T+9ZJXc1wy37rNHnvTn4OBIDf4i7lU9m753mHeeaWeQOA3+BPZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAA\n",
"AAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrXW2qc7AQAAv2nvvkfeqmpra7LOOVvr\n",
"nnkD5nMn8Ir9cV73M0inyWs6ed4AgO/kT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYA\n",
"AAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrXW2qc7AQAAABPt3ffKXFVtba01\n",
"u29APzXPK537AwAg4U9mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABif053AAAA6LH3bmurqtra6tY5zrXu\n",
"GWv3OLvXgX83ee/yzOSa73TLOLvdNFYAAObzJzMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAsVpr7dOdAACA/2/v3kfUqmptD+DbdJ+7nbrP8M6xTu5bp8n36NQ5W2v2vE3m\n",
"OfCZybUAAHwnfzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAA\n",
"ABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABCrtdY+3QkAAIBT9u57JaqqtrbW6u1bt+6x\n",
"Ar0mn2236D7DrcMzt9TC5GcGAOA7+ZMZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYrbX26U4AAMCn2Lv3\n",
"8bmqWtuDd+muhU5T62rynHWbugY8M3nvTt5rk58ZrOn3mbymAMB38iczAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAA\n",
"AAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALFaa+3TnQAAAOCz7N33KllVbW3d5JY16BznWr1jndw3\n",
"4C9nJQDA7/AnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAsVpr7dOdAACA37R33yNvVbW11e2WcQLzOY+e\n",
"MW/QWwfdJtfV5HkDAL6TP5kBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZ\n",
"AQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiNVaa5/uBAAAMMveva8JVdXa3lTd89bpljVYq3cd\n",
"Js/bLeOc7Jaadyc8M3neJveNZyafRwDAd/InMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAA\n",
"ADEhMwAAAAAAAAAxITMAAAAAAAAAsVpr7dOdAAAAAPg0e8/9pFJVp7vwo855mzxOZrhlv00+jwCA\n",
"7+RPZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAA\n",
"AAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYn9OdwAAAH7b3rutrapqawveqbMO1ppdC7fUvHE+0znW\n",
"yfPGeZP3brfJ59HkeQMA+GT+ZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAg\n",
"JmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgVmutfboTAABwq737Hserqq2tzn6t1ds3+E+6\n",
"9+9U6ur7uBP4VFP37lqz+9bplrsPAJjDn8wAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwA\n",
"AAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADE\n",
"hMwAAAAAAAAAxITMAAAAAAAAAMT+nO4AAAD8tr13W1tV1dbWb7TXZWq/+E6dNbqW/fttuvdHp1v2\n",
"2i3jXGv2MwPnTT6PAADezZ/MAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSE\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMT+nO4AAAD8tqo63YW32Hu3tXXLnE3Xuabd7JHz\n",
"1Pwzk8c6uW+36FyD7jP8lv0xed4mn7uTnxkAgO/kT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAA\n",
"AABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJ/TncA\n",
"AADoUVWnu3C9vffpLvxo8v6Y3LdOk/cHM3TukVvqqps1eGbyWK0pAMDv8CczAAAAAAAAADEhMwAA\n",
"AAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx/2Xf3lIt15EtgCog+9/lqI9Dwa0L\n",
"uc7czshl2RqjASJsPe2JhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEft1dAAAAPEl3j7ZX\n",
"VaPtTTnlOblucoycMj6mn3N6nu7qlPGx1jnPesr6YS/dg/cGAPB3uMkMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAA\n",
"AAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKzWWn13EQAAcKruPY/jVXV3CXDZ5LwyF67ZdW1bS58C\n",
"e9h5nQQASLjJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArNZafXcRAAAAd+me+ySqqrG21lLbVTvXxrtM\n",
"jrW19h1vOz/nzrVNs7bxyfRcAAD4N24yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQ+3V3AQAA8CTdfXcJ\n",
"v1VVY21NP+cptU3buTZ+7pT14ySnvLfp5+rdYgQAACAASURBVJycC6f0wVp7P6s+/bmd9wQAgISb\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEft1dAAAAPElVjbbX3aPt\n",
"TZl+zkk713YS/fBzJ72zybXtpPcGT2WeAgCcx01mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABitdbqu4sA\n",
"AID/q3vfI2pV3V3C8abHhz7lqSbngnmwh1379KR1d9c+4H12Pu8CACTcZAYAAAAAAAAgJmQGAAAA\n",
"AAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAg9uvu\n",
"AgAA4P+rqtH2unu0vV1NPufOfTBd2ymm54F+4JNT5vzO8+qUPph20rNOOmW87fycp5x3AYB9uMkM\n",
"AAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs1lp9dxEA\n",
"AHCq7rnjeFWNtTVZ11qzte1s+r1NOqUPuMbYvcZaCVy187oLAJBwkxkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACA2K+7CwAA\n",
"APZTVXeX8EjT7627R9s7xeR7MxeuOeW97TznJ2ubXotOGR8723l/MT4AAJ7BTWYAAAAAAAAAYkJm\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGK11uq7iwAAALhL976fRFV1dwnHmxwf0/2ptvfx3vjEfsUnO48PAOCd3GQGAAAA\n",
"AAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQG\n",
"AAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACBWa62+uwgAAODP\n",
"dc8d7atqrK3d7fze1AazY20t4w3+hp33hF1rm17bAAC+zU1mAAAAAAAAAGJCZgAAAAAAAABiQmYA\n",
"AAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGLV3X13Eeytqsba\n",
"mh5uO9cGTzQ5p9Yyr3agT4E3srZd473B/nzj3k8f8FTT+zz3m1xDjA++ydiFc7jJDAAAAAAAAEBM\n",
"yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABArLq77y4CeK6qGmvLcnTNzn0wWds04w3m7bweAcBp7Mtwlp2/v4Gz/rkB53CT\n",
"GQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIDYr7sLAPhbqmqsre4ea2ua\n",
"2u43OdamndIH7MF4u98pex/vM72XGr8/pw+u2fm9ndIH0+yl99t5XgFnmVw/Tvp3tPOzwienzPlJ\n",
"bjIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEBMyAwAAAAAAABCr7u7RBqvG2houjRcy3u6nDwCea3INX8s6DmuZVwD8Pb6/\n",
"+WT6DHKKybmgD/gmY/ca7+3nps8Mp7y3U7jJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77y4CgOuq\n",
"6u4SfssWAwDwDNNnSudAPpkcb8Ya37Tz2N353wA81eQ8NUf5xJ7AU7nJDAAAAAAAAEBMyAwAAAAA\n",
"AABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECsurvvLuJbqmqsrYNe26jJPlhLP8BJrB98kzPD/cx5\n",
"OIs5D8B/2ROumX5vAG80uSec8u/opP1l1/GxMzeZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAA\n",
"iAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACIVXf33UUA\n",
"31NVo+1ZQvhkcrztPNbMKwD+llP2Ungq58D3se7C/NoGwHNNn2fsMe/iJjMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEz\n",
"AAAAAAAAALHq7r67iCeqqtH2du6GyWfd+TknnTQ+AACeznkX4LOTvnHtCTzV9DwFZk3vCeY8nGVy\n",
"DZlcP9xkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQG\n",
"AAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACBW3d13F/E7VTXa\n",
"3saPygYmx5ux9j7WI57K2AV24awF88yr95k+u00xPmB/u64fAG+18/nInnDNZJ/u/E92sjY3mQEA\n",
"AAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJ\n",
"mQEAAAAAAACICZkBAAAAAAAAiFV3991FwNtU1d0l/JYpDwDcYfJ85DwDZ5n+vtp5DbFWAlft/C9q\n",
"Z5NrpT64Rh/APPPqftNn8V37wU1mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAA\n",
"AGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGK/phusqrG2unusLfgmY5dvsu7yVJNjdy3j\n",
"F+DfWHd5qpPG2knPeoKT1l3fpXwy2afT82q6PYAdnLK2TZ8ZJt/bKX3gJjMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEz\n",
"AAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHq7r67COB7qmq0PUsI7D2vdq4N\n",
"nuqUeXXKc641+6w7P+dJ9On99AGfGB8wb/rsxv12/jcAnxi799v5fKRP38VNZgAAAAAAAABiQmYA\n",
"AAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi\n",
"tdbqyQa7R5sDNldVY21ZP2B/5jywg8m1aC3rEQB/x/R+Ncnexyc7j12AXUzupdbda6bPMzv/99x1\n",
"jLjJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77y7iW6pqrK2DXtvW9CnMmpxTa5lXwD6cGYAdOGsB\n",
"8LdM7zHA3ibPgTufUa1t8I9d55WbzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAA\n",
"AADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxGqt1ZMNdo82BwAAW6mq0facn9/F+IB/TM4F8+AafQBnmT6DwLdM7jE7\n",
"z4Od99Kd3xuwNzeZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAA\n",
"AACICZkBAAAAAAAAiAmZAQAAAAAAAIhVd/dog1VjbQ2XBgAAcKzJb7Vpvv3uNz0+du5T/y2AN9p5\n",
"nwcA3slNZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJm\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYr+mG+zu6Sb5oaoabU+f3m+yT/UnT2Vtg7PsPOd3\n",
"rg0+Mdb4xPiA/fk3APNjd/psD+z9/Q3fcsp+5SYzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAA\n",
"AAAAMSEzAAAAAAAAALHq7r67iCeqqtH2dAOfTI636bG2c22n0AcAwNOd8n01/ZyTdn1nAH/qlG/m\n",
"nfeYU+z8zw34x+Q8NUfBTWYAAAAAAAAAfkDIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECsurvvLuJbqmqsrYNeG7A5a9s1\n",
"3ts13hsAvNPkHr+WfR7g26bXceAc0+e2U9ajyfd2yjubtvM3x859Ovne3GQGAAAAAAAAICZkBgAA\n",
"AAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZk\n",
"BgAAAAAAACBW3d13F/FEVTXanm4A84rPjA8AACZMniudKYFdTH8zA3ubPIPsvH5Mn7V2flZ+7qTx\n",
"set3h5vMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwA\n",
"AAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSqu/vuIjhHVd1d\n",
"wm+ZCnwyPXZPGW+T7236ne1cG2Dd5TPjA/gTzoHAG+38zw2+Zed/RyeZ7Ad9cI0+4FvcZAYAAAAA\n",
"AAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYA\n",
"AAAAAAAgJmQGAAAAAAAAIFZrrZ5ssHu0OeAgVTXanvUIAEhMnkGcP/agT4GrrB881fQ/FQC+Z/rM\n",
"YE/gk8nx5iYzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx6u4ebbBqrK3h0raujfsZH3zTKePtlOfkmsnx\n",
"Mc1445t2XSun5+gp88ra9j67zlHeyXi7nz7gqXY+g8AnO3/D8D7GG8xykxkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWHV3310EAACcqqrG2nK055tOGbue85qdnxXgjabX\n",
"8UmTe8LO+9XOfcA1O4+PnWubNH2m3PlZ+bmdvzlOGWtuMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu\n",
"7ruLYK2qGmtLlwI8mz0BgCc4Zb865TkB+K7J/QWAZ5v+TrDHXDPZD6f0gZvMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSq\n",
"u/vuIr6lqsbaOui1be2UPj3lOQHeaHINX8s6vgN9ylPtPHZ3ro1rdv6G2bk24BzTex8A37Xz99Ck\n",
"nc/iJ9l1vLnJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAA\n",
"AABArLq77y4CAL6tqsbaOmkr9d5+bvKdrXXOezuJefVz5hUAwP+aPh8BAPwbN5kBAAAAAAAAiAmZ\n",
"AQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAA\n",
"iP26uwAAuEN3313CI53y3qrq7hIeafK9nTLW1jrrWeGJdt4Tdl4/7AnX7DreTuqDU0yPNWME5ufB\n",
"rnsC1xgfwBu5yQwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAA\n",
"QEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6u0cbrBpra7g0eCzzCuC7rLt8k/EG806Z\n",
"V6c8J8CfOGWtnHzOaZPv7ZTnXGvvZ4WnOmU94n6n7AluMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMy\n",
"AwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu7ruLeKKqGm1vsht2rg3Ym/XjGu8NgBNN7n/T\n",
"e9/OtQHwXPaXa6a/mfm5nf89A3vb+VuN+7nJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs1lo92WD3aHOjqmqsrZ2fEwAA\n",
"AAC+xT+3+032AddMj119ylNNzgXzAPbmJjMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMA\n",
"AAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHq7r67CNaqqrG2\n",
"dCmfTI61tYy3tzE+rvHe3se+fD/zCuDZptfxSfaEn7Mvw/52XncBgHdykxkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWHV3310Ea1XVWFu6lKeanAdr7T0XzPmfO2l8wFNZ\n",
"2/gWewJPZewC8ATT+xUA3zX5nWBPuGb6W23XfnCTGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWHV3310E\n",
"a1XVWFu6FIAT2Ut/bvKdrTX73naujfsZHwAA/2v6fHSKnb9heJfpb46dx5t5BXubnKNuMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMA\n",
"AAAAAAAQEzIDAAAAAAAAEKvu7ruLAIAnq6rR9mzNAM9lTwDgb5ncY+wv7zN9BuFdJue8scY3Te9X\n",
"u+6l5tUe9OnPuckMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQOzX3QXA\n",
"LqpqrK3uHmsLgIx1HNiB9eN97C/vo09hb5NzdC3zFNaan1fwLTuP3Z1rO8X0Hq9Pf85NZgAAAAAA\n",
"AABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYtXdfXcRAKepqrG2LON8MjnW1jLerjipD6xtcBZz/l2m96tJxgfwRjuv\n",
"u/DJ9L5sLgC7mFzfTlnb3GQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZk\n",
"BgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACBWa62ebLB7rrmqGmtrrdna4KnM\n",
"qz1M9oM+uJ959T7mKE9l7ALwBNPn513ZS/mmU+bVtJ3/ZQPnmD4zWI/ud0qfuskMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAA\n",
"QKy6u+8u4luqaqyt6de2c22nmOyDafr0GvMKAAD4m6a/I313/Jw+uMZ7e5+d/2tN2vmfLACcxk1m\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi1d19dxFw\n",
"VVWNtbXzVDjlOad5bzA7D9YyFwDgT5y0L+98Ft+5NoCrpveYU0yu4/oAgNO4yQwAAAAAAABATMgM\n",
"AAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"rLq77y4C+J6qGm3vlCXklPe283NO17azXccHAN83uf/tvL/sfAaBpzpl/eB97AnX7PzN7N/ANd4b\n",
"ALtzkxkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAA\n",
"AAAAAICYkBkAAP7Tvr2lupLsWgBNQfW/y7ofm4LDheU17a1yyo4xGhDEQ/GwJwkAAAAAxITMAAAA\n",
"AAAAAMSqu/vuTjCrqu7uwo+UG49M1656412cuwC/mzwrnW0wz1t8h63vSuu5g7uUR7aeH/CbyfPI\n",
"PuCd1C6farJ2fckMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6u+/u\n",
"BMB1XVdVjba3+XibHOvmccI7TZ8hUzbv0ZPOXQBgj82/hzb3DR7Z+nuIHTafR5trd3LeNo9zs833\n",
"POBLZgAAAAAAAACeIGQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAA\n",
"AAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAIFbd3Xd3guuqqrG2TlpS83Y/awAAAPx/ficAvNfkuQvw\n",
"NybfbpvPts3j3Ny3U0z/htm6Dr5kBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAA\n",
"ACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgVt3dd3cCgB2qarQ9Vwzw\n",
"KucRAADcY/otDsBj0/9ZbD7HN/8/s3netvIlMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAA\n",
"ADEhMwAAAAAAAACx6u6+uxOfqKpG27MMYF8Be0yeR84iPpV7eQfnEZ9K7QK81/TbjedN31db1/SU\n",
"cU7bPG+b+8b91AeP+JIZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAA\n",
"AAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYdXff3Qn4NlU12p5t+prJddi8BtP1\n",
"Nmly3uyr72NNAQAgd8pvXF6z+b8BYP7ctefBvtrAl8wAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAA\n",
"AADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMT+ubsD\n",
"nKWqRtvr7tH2pmzt12lOWYfN45ze89zPmvIum98Mm/sGAHyvzW+GyffR5nHCpzrl99Dm/yw2923a\n",
"KWsK+JIZAAAAAAAAgCcImQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkB\n",
"AAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIhVd/fdnXiXqrq7\n",
"C29x0JICAAAAcLPJ/9xO+V/rlP8pt5usN2sK86bvBPsUZvmSGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACA\n",
"WHV3390J2KCqxtravK0mx3ldu8cK8I1Oua82c5fCH84jHlEf97MGvJN6u9/0G3XS5JpuHifAq6bv\n",
"Pmfla9xXz/MlMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAACx6u4ebbBqrK3hrh1jcg2uyzq8whoAf2P6DJnkPHqeO4F3OuX8\n",
"sK8A3su5C/ttfgfCu0zfL/bVazb/MtKllwAAFohJREFU9pt0yjjhEV8yAwAAAAAAABATMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMA\n",
"AAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQq+7uuzsBwA5VNdqeKwbsK/gv2FcA\n",
"QGry3bD5zTD9PgIA+I0vmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkB\n",
"AAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiFV3992dAD5XVY215TjiU03ug+va\n",
"vRfs+ftZAz6V2uWd1BvwjZxtPLK5PqZ/M8O7TO6Fk/aBeYNz+JIZAAAAAAAAgJiQGQAAAAAAAICY\n",
"kBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFh1d9/dCYDt\n",
"qmq0PUcv73JS7U6PdcpJc7Z5rPAu9tUOk+uweQ02j3Nz3+ARtcun2vp7CPhj81uL10yuqfXknSZr\n",
"15fMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAA\n",
"AAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEqrv7\n",
"7k5wXVU11pYlvd/kek5THwD8V7xnXmPeeJfpN6p6A17l7oN5m/+L2mzzGWJNYbfJ88N+51P5khkA\n",
"AAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICY\n",
"kBkAAAAAAACAWHV3390JgOu6rqoabc/xBvMm96k9CmzhbONdvHcB+K9M3zEA32jy/XzKuTv9m+OU\n",
"eZu2tXZ9yQwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6u+/uBAA7VNXdXfiR6wr+mNyn9tUOW9d0+k5Q\n",
"b8A3OuWsPGWc17X3Xr6u3X3jfpt/z/NdNp9tm20+d09Zg+va/Zt50uZ6m7R5DU7hS2YAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAA\n",
"AAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYtXdfXcn3qWqxto6aNqOMVkf006pt81r\n",
"MO2UNZ00XR/W4Pu45+Ec7gQA/uVO4J02/+Y45T8V88Yj6gP4VpPn2+TZ5ktmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJC\n",
"ZgAAAAAAAABidV1XTzbYPdocwFeqqrG2nLsA/Mv9wiOT9XFdaoTP5azkEfXxfU5Z0+l7nu8yWbtq\n",
"jd9srrfNfYNP5EtmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAA\n",
"AABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi1d19dyc+UVWNtje5DJv7BrDF5Fk5fU5u\n",
"7hvAN3Lu8oj6uJ/fuN/HvoJ502clz9v83wBwllPeR5t/J5xyhvuSGQAAAAAAAICYkBkAAAAAAACA\n",
"mJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAA\n",
"AACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYdXff3QkAdqiq0fZOuWI2z9vmvgHzJve8/c4nm77/pthX\n",
"AJ9t81tr69233ebf38A8ex5m+ZIZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYdXff3QkA+GRVNdqeq/k1\n",
"k+uweQ1OGScA7+U98328GeAs0+c4sNvk3bz5Hehsg918yQwAAAAAAABATMgMAAAAAAAAQEzIDAAA\n",
"AAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6\n",
"u+/uBLyqqsbashW+j/qAefYVAJ/AfXU/awDw2OQ5yXeavP/UG49Mv7U215t9BbN8yQwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAA\n",
"AABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77+4EwHZVNdreKUfv5LydMmcA8L/c\n",
"pQDv5dzlU03/bwEA8BtfMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzID\n",
"AAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu7rs78ZOqGm1v8VBXm1wHa8Aj\n",
"9vz9TlqD6bFutXkNgD+8tYBXOT9gt5N+X23mrHzeKb+Xp03Xh3UAYDtfMgMAAAAAAAAQEzIDAAAA\n",
"AAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQq+7u\n",
"uzsBAO9WVWNtTV+lm/sGzO7R65rdp86P+22uD16zeV9t7hsAj02/GYCzbP0dCZzFl8wAAAAAAAAA\n",
"xITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAA\n",
"AAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSqu/vuTnCOqrq7Cz+y\n",
"Fb7PZL2pj+/jPILdNu9R7uecfI19db/Ntas+eETt8hs1cr/Na3CK6Vqzpvfz3+L97Kv7WQMe8SUz\n",
"AAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAACxuq6rJxvsnmuuqsbamjY5TnaYrDf1wTupXd7plLvZvrrf5lo7\n",
"xebaVR/fZ7reTqmRrXffdenbq7b27aQ7YesaXJe+bbB5nJv3Ka855RyfZF/BH5vv0kn26P18yQwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBM\n",
"yAwAAAAAAABArLq7RxusGmtruGvHmFyD67IOG0yv6ST1wSOba3fS9D445S7dfF9trt3N49zct0mn\n",
"7KvNZxv8Zut5dNK+OuWs5PtsPT+mnXQeTdpcH5vPXQDgO/mSGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACA\n",
"mJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWF3X1ZMNdo82BwyrqtH2Ttnz5o13mqy3zbVm\n",
"X/FO0/UGP5k+i9TudzmpPibHunmc8E6n7KtTzkq/X2De1v1+XfY88J18yQwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArK7r\n",
"6rs78ZPu2a5V1VhbJ/XtFJvXYHPf+C6TtTZN7fKppvfV5r2w+Qzhed4zO5wyb6ecH/bVa9ylwN/Y\n",
"uudPOtsmbZ63zX2bdMo4r2v3vbx53iadVG/wiXzJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAA\n",
"QEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77+4E\n",
"8FhVjbW1ectPjvO6zhrrlJPmbPNYuZ9z9zUnjXXS5LxtHudm1uA15g3m2VfPm35/bH4HnrKmm23e\n",
"o5vf4pNOmret59FJawCPbN2j8JvJ2vUlMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAA\n",
"AAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAACx6u6+uxPAY1U11tb0lp/s2zTH2/021y73mz4/1AiPbL6vJk3ug8179JT1nLb5nFRv\n",
"PHLSb5hJ9gGcZfM9D+x+73I/9fF9TllTXzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzID\n",
"AAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABCr7u67O/GJqmq0\n",
"vcllOKlvkzZvhcl52zxOXnPKvtp8tvGazWt6yr7abPMaTNtau9O1tnlNN++rzfPG8zbvq81928z5\n",
"wafavOdP6dvm30MAAAlfMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzID\n",
"AAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu7rs78ZOqursLP1o8beZtgek1\n",
"mJy3zX3j+0zW2+Zac+7yTqfsq80273leYy+8ZvN5tHWfnjJO+M0pv3HtUd7Je+b7bH5rcT/1wbts\n",
"fmttdsq8+ZIZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICY\n",
"kBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFh1d9/dCYDT\n",
"VNVYW45xHpmstetSb7zPdO1yv8nzQ328ZvoM37wOp9TbKeOctvk9c9I6TDnpbJu0ed42923S5rPo\n",
"JJtrFwC28yUzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACxuq6rJxvsnmuuqsbauq7ZvsGnsq+ALZxHr5mc\n",
"t81zdlJ9TI91ijkD/sbm/wY2M2/Pm76vNr+1TunbZpv36Cl9A9hi873Ma6zp83zJDAAAAAAAAEBM\n",
"yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABA7J/uvrsPP9rcN+CPqhpra/OenxzntFPmbXqcm/t2is3zpj5es/ms3Ny3U1iD\n",
"12w+Q6wpj2y+SzfX7ua+AeecbZvfHwB/w1nJI9b0eb5kBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAA\n",
"AAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQG\n",
"AAAAAAAAICZkBgAAAAAAACBW3d13d4LdquruLvxosnwnx3nSttpcH5Om13TrvJ1Uu5Om13Pr2TZN\n",
"vfFOm/fCpM3nx+a+TTrlzXCSzffV5vo4Zc9PM288srk+9O1+m++rzfwfCPPsK95l85vhFL5kBgAA\n",
"AAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZk\n",
"BgAAAAAAACAmZAYAAAAAAAAgVt3dd3fiJ1V1dxfeZvEyrDZZI9aAR6bPI/X2PGuwg3OXRzbXx+Z3\n",
"5eRYN49zM2vwfbau6Uln22anvEHUx/3s+deYt9eccrYBwL/8X/yayXnzJTMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAseru\n",
"Hm2waqyt4a7Bx7Kvvo81hdl9cF2ze8Eevd90fUyaXtOt9bZ5DaaZt9eYt+dtPj8223yXWoP7bX5T\n",
"bnbSvG3dp5vnbNrWNbius9YBAKb5khkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAA\n",
"AACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkA\n",
"AAAAAACAmJAZAAAAAAAAgNg/0w1293STR6iqsbY2r8HkOKdtnrdJ1mCHk8YKn8gefY07Bnab3gd+\n",
"w9zb1naTa7p53uyr12xe00mbx7m5dk8xPWeb9/zmvp3ilPsF4FttPcd9yQwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgM\n",
"AAAAAAAAQKy6u+/uBLyqqsbashX4VPYB8I0mzzbgPJNvmlPOo+l34OY36il9m7R5nJt/w2xdz//C\n",
"Kefu5nGe0jd45KTaPeUuPcVJtct38SUzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHq7h5tsGqsreGujZoc53XtHuspptd0\n",
"0ub6MG+v2Tpvm+cMfnPKG2SzzWuw9dydNjlvp8zZdZk3Htt8J2yut837anPfJp0yzmmb521z3yad\n",
"8g7cfL8AbLH5LgV8yQwAAAAAAADAE4TMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAA\n",
"AAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITM\n",
"AAAAAAAAAMTquq6ebLB7tLlRVXV3F340OW/T47SmzztpzjaPddLmeZvs2/R66tv9Tqnd69rbt821\n",
"O23zXpi0eQ0mnVS7kzbP2+Y9esqdwGtO2ldb623zODf3Dd5p8z3Pd9n8bpu2+b7iNdb0eZvfRqes\n",
"wWa+ZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAA\n",
"AAAAACAmZAYAAAAAAAAgVt3dow1WjbU13LVRk+O8rt1j5XnT9bHZKbW7eU1PWQO+z+a7dPOen7T5\n",
"/DhlDa5L7fLYKfUxfR5tHutWJ63B5n219W7evJ4n2Vof17W7Rjbv+Umb62PSKecu38f5wTudktNx\n",
"P18yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAA\n",
"AAAAEBMyAwAAAAAAABATMgMAAAAAAAAQq+7u0Qarxtoa7toxJtdgmjV9jX11v+l9ZR34VM4j3mXz\n",
"e2ba5F7YPG/G+ZrNY93MHfO8k967m98zW/f8KeO8rnPuK77P5nMX3uWk9wy8y+b3jD16P18yAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMy\n",
"AwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABD7P5QuyvKriDQsAAAAAElFTkSu\n",
"QmCC\n",
"\" transform=\"translate(167, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip4803\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1441\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip4803)\">\n",
"<image width=\"72\" height=\"1440\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWgCAYAAAD9wgUPAAALkklEQVR4nO3dwa3tKBRFQUDkn7Id\n",
"gb2GMKiKoLW0xZG/dPvNMcYz+LRO/wfcTqAgUBAoCBQECgIFgYJAQaAgUNhzztP/DVezoCBQECgI\n",
"FDzSwYKCQEGgIFAQKOy1NPqjThAoCBQECgIF32LBgoJAQaAgUPBIBwsKAgWBgkBBoOCKBQsKAgWB\n",
"gkDBIx0sKAgUBAoCBYGCQEGgIFAQKAgUBAq+xYIFBYGCQEGg4JEOFhQECgIFgYJAwY9ZgjpBoCBQ\n",
"ECgIFHyLBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECgIFgYJAQaAg\n",
"UBAo+BYLFhQECgIFgYJHOlhQECgIFAQKAgU/ZgnqBIGCQEGgIFDwLRYsKAgUBAoCBY90sKAgUBAo\n",
"CBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQECgIFAQKAgWBgkBBoOBbLFhQECgIFAQKHulgQUGgIFAQ\n",
"KAgU/JglqBMECgIFgYJAwbdYsKAgUBAoCBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGC\n",
"QEGgIFAQKAgUBAoCBYGCb7FgQUGgIFAQKHikgwUFgYJAQaAgUPBjlqBOECgIFAQKAgXfYsGCgkBB\n",
"oCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIFgYJAQaAgUBAoCBQECr7FggUFgYJA\n",
"QaDgkQ4WFAQKAgWBgkDBj1mCOkGgIFAQKAgUfIsFCwoCBYGCQMEjHSwoCBQECgIFgYIrFiwoCBQE\n",
"CgIFj3SwoCBQECgIFAQKAgWBgkBBoCBQECj4FgsWFAQKAgWBgkc6WFAQKAgUBAoCBT9mCeoEgYJA\n",
"QaAgUPAtFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgIFDzSwYKCQEGgIFAQKAgUBAoCBYGC\n",
"QEGg4FssWFAQKAgUBAoe6WBBQaAgUBAoCBT8mCWoEwQKAgWBgkDBt1iwoCBQECgIFDzSwYKCQEGg\n",
"IFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaAgUBAoCBQECgIFnxrBgoJAQaAg\n",
"UBAo+DFLUCcIFAQKAgWBgm+xYEFBoCBQECh4pIMFBYGCQEGgIFBwxYIFBYGCQEGg4JEOFhQECgIF\n",
"gYJAwRULFhQECgIFgYJAQaAgUBAoCBQECj41ggUFgYJAQaAgUPBjlqBOECgIFAQKAgXfYsGCgkBB\n",
"oCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIFgYIrFiwoCBQECgIFgYJAQaAgUBAo\n",
"CBR8agQLCgIFgYJAQaDgxyxBnSBQECgIFAQKvsWCBQWBgkBBoOCRDhYUBAoCBYGCQMEVCxYUBAoC\n",
"BYGCRzpYUBAoCBQECgIFVyxYUBAoCBQECgIFgYJAQaAgUBAo+NQIFhQECgIFgYJAwY9ZgjpBoCBQ\n",
"ECgIFHyLBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAo\n",
"CBQECgIFgYJAQaAgUPCpESwoCBQECgIFgYIfswR1gkBBoCBQECj4FgsWFAQKAgWBgkc6WFAQKAgU\n",
"BAoCBVcsWFAQKAgUBAoe6WBBQaAgUBAoCBRcsWBBQaAgUBAoCBQECgIFgYJAQaDgUyNYUBAoCBQE\n",
"CgIFP2YJ6gSBgkBBoCBQ8C0WLCgIFAQKAgWPdLCgIFAQKAgUBAquWLCgIFAQKAgUPNLBgoJAQaAg\n",
"UBAouGLBgoJAQaAgUBAoCBQECgIFgYJAwadGsKAgUBAoCBQECn7MEtQJAgWBgkBBoOBbLFhQECgI\n",
"FAQKHulgQUGgIFAQKAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaAgUBAoCBQECgIF\n",
"gYJPjWBBQaAgUBAoCBT8mCWoEwQKAgWBgkDBt1iwoCBQECgIFDzSwYKCQEGgIFAQKLhiwYKCQEGg\n",
"IFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaDgigULCgIFgYJAwSMdLCgIFAQKAgWBgkBBoCBQECgI\n",
"FAQKvsWCBQWBgkBBoOB380GdIFAQKAgUBAo+NYIFBYGCQEGg4JEOFhQECgIFgYJAwRULFhQECgIF\n",
"gYJAwRULFhQECgIFgYJHOlhQECgIFAQKAgVXLFhQECgIFAQKAgVXLFhQECgIFAQKHulgQUGgIFAQ\n",
"KAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaAgUHDFggUFgYJAQaDgkQ4WFAQKAgWB\n",
"gkBBoCBQECgIFAQKAgXfYsGCgkBBoCBQ8JdZgjpBoCBQECgIFHxqBAsKAgWBgkDBIx0sKAgUBAoC\n",
"BYGCKxYsKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAo\n",
"CBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGC\n",
"QMEjHSwoCBQECgIFgYJAQaAgUBAoCBQECr7FggUFgYJAQaDgL7MEdYJAQaAgUBAo+NQIFhQECgIF\n",
"gYJHOlhQECgIFAQKAgVXLFhQECgIFAQKAgVXLFhQECgIFAQKHulgQUGgIFAQKAgUXLFgQUGgIFAQ\n",
"KAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaDgkQ4WFAQKAgWBgkDBFQsWFAQKAgWB\n",
"gkDBFQsWFAQKAgWBgkc6WFAQKAgUBAoCBYGCQEGgIFAQKAgUfIsFCwoCBYGCQMFfZgnqBIGCQEGg\n",
"IFDwqREsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQ\n",
"ECi4YsGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIF\n",
"gYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKAgWBgkBBoCBQECj4n/4HdYJAQaAg\n",
"UPAPZsGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGC\n",
"QMEjHSwoCBQECgIFgYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgI\n",
"FDzSwYKCQEGgIFAQKLhiwYKCQEGgIFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaAgUBAoCBQECgIF\n",
"gYK/zBLUCQIFgYJAwT+YBQsKAgWBgkBBoOCKBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoC\n",
"BYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQ\n",
"ECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIF\n",
"gYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgIFDzSwYKCQEGgIFAQ\n",
"KLhiwYKCQEGgIFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaDgigULCgIFgYJA\n",
"wSMdLCgIFAQKAgWBgisWLCgIFAQKAgWPdLCgIFAQKAgUBAquWLCgIFAQKAgUBAquWLCgIFAQKAgU\n",
"PNLBgoJAQaAgUBAouGLBgoJAQaAgUBAouGLBgoJAQaAgUPBIBwsKAgWBgkBBoOCKBQsKAgWBgkDB\n",
"Ix0sKAgUBAoCBYGCKxYsKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQE\n",
"Cq5YsKAgUBAoCBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQeAHONxEOV7aBTQAAAABJRU5ErkJggg==\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1501.13)\" x=\"2268.76\" y=\"1501.13\">0</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1357.1)\" x=\"2268.76\" y=\"1357.1\">0.1</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1213.08)\" x=\"2268.76\" y=\"1213.08\">0.2</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1069.06)\" x=\"2268.76\" y=\"1069.06\">0.3</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 925.034)\" x=\"2268.76\" y=\"925.034\">0.4</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 781.011)\" x=\"2268.76\" y=\"781.011\">0.5</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 636.988)\" x=\"2268.76\" y=\"636.988\">0.6</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 492.964)\" x=\"2268.76\" y=\"492.964\">0.7</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 348.941)\" x=\"2268.76\" y=\"348.941\">0.8</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 204.918)\" x=\"2268.76\" y=\"204.918\">0.9</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip4800)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 60.8953)\" x=\"2268.76\" y=\"60.8953\">1.0</text>\n",
"</g>\n",
"<polyline clip-path=\"url(#clip4800)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1487.47 2232.76,1487.47 2256.76,1487.47 2232.76,1487.47 2232.76,1343.45 2256.76,1343.45 2232.76,1343.45 2232.76,1199.43 2256.76,1199.43 2232.76,1199.43 \n",
" 2232.76,1055.41 2256.76,1055.41 2232.76,1055.41 2232.76,911.382 2256.76,911.382 2232.76,911.382 2232.76,767.359 2256.76,767.359 2232.76,767.359 2232.76,623.336 \n",
" 2256.76,623.336 2232.76,623.336 2232.76,479.313 2256.76,479.313 2232.76,479.313 2232.76,335.29 2256.76,335.29 2232.76,335.29 2232.76,191.267 2256.76,191.267 \n",
" 2232.76,191.267 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"row_idxs = sort(collect(1:K), by=i->s1[i]);\n",
"col_idxs = sort(collect(1:L), by=i->s2[i]);\n",
"\n",
"heatmap(R[row_idxs, col_idxs], yflip=true, c=ColorGradient([:white, :black]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# データの出力"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://stackoverflow.com/questions/52900232/export-an-array-to-csv-file-in-julia"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"writedlm(\"IRM_toydata_R_200402.csv\", R, ',')\n",
"writedlm(\"IRM_toydata_s1_200402.csv\", s1, ',')\n",
"writedlm(\"IRM_toydata_s2_200402.csv\", s2, ',')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"以下，出力したデータを読み込むテスト"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"R_gt = readdlm(\"IRM_toydata_R_200402.csv\", ',');\n",
"s1_gt = readdlm(\"IRM_toydata_s1_200402.csv\", ',');\n",
"s2_gt = readdlm(\"IRM_toydata_s2_200402.csv\", ',');"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"row_idxs = sort(collect(1:K), by=i->s1_gt[i]);\n",
"col_idxs = sort(collect(1:L), by=i->s2_gt[i]);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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=\"clip5600\">\n",
" <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip5600)\" 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=\"clip5601\">\n",
" <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<path clip-path=\"url(#clip5600)\" d=\"\n",
"M167.279 1487.47 L2112.76 1487.47 L2112.76 47.2441 L167.279 47.2441 Z\n",
" \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
"<defs>\n",
" <clipPath id=\"clip5602\">\n",
" <rect x=\"167\" y=\"47\" width=\"1946\" height=\"1441\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 546.647,47.2441 546.647,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 935.742,47.2441 935.742,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1324.84,47.2441 1324.84,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 1713.93,47.2441 1713.93,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 2103.03,47.2441 2103.03,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,234.474 2112.76,234.474 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,426.505 2112.76,426.505 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,618.536 2112.76,618.536 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,810.566 2112.76,810.566 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1002.6 2112.76,1002.6 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1194.63 2112.76,1194.63 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5602)\" style=\"stroke:#000000; stroke-width:1.6; stroke-opacity:0.1; fill:none\" points=\"\n",
" 167.279,1386.66 2112.76,1386.66 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1487.47 2112.76,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,47.2441 167.279,1487.47 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 546.647,1487.47 546.647,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 935.742,1487.47 935.742,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 1324.84,1487.47 1324.84,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 1713.93,1487.47 1713.93,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 2103.03,1487.47 2103.03,1465.87 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,234.474 196.461,234.474 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,426.505 196.461,426.505 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,618.536 196.461,618.536 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,810.566 196.461,810.566 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1002.6 196.461,1002.6 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1194.63 196.461,1194.63 \n",
" \"/>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 167.279,1386.66 196.461,1386.66 \n",
" \"/>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 546.647, 1541.47)\" x=\"546.647\" y=\"1541.47\">20</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 935.742, 1541.47)\" x=\"935.742\" y=\"1541.47\">40</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1324.84, 1541.47)\" x=\"1324.84\" y=\"1541.47\">60</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 1713.93, 1541.47)\" x=\"1713.93\" y=\"1541.47\">80</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:middle;\" transform=\"rotate(0, 2103.03, 1541.47)\" x=\"2103.03\" y=\"1541.47\">100</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 251.974)\" x=\"143.279\" y=\"251.974\">20</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 444.005)\" x=\"143.279\" y=\"444.005\">40</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 636.036)\" x=\"143.279\" y=\"636.036\">60</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 828.066)\" x=\"143.279\" y=\"828.066\">80</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1020.1)\" x=\"143.279\" y=\"1020.1\">100</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1212.13)\" x=\"143.279\" y=\"1212.13\">120</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:end;\" transform=\"rotate(0, 143.279, 1404.16)\" x=\"143.279\" y=\"1404.16\">140</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5602)\">\n",
"<image width=\"1945\" height=\"1440\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAB5kAAAWgCAYAAABkKvT7AAAgAElEQVR4nOzbS47kMJIFQPqg7n9l\n",
"zqKAwWwy+pXaM+gRNDsAwZ+Tkh5Ua629Gu3d2txYVXW6Cz+6ZQ1u0rnf7I/vY388Y95gtsnPWnyf\n",
"znPc3gUATpj8Xur9G/rfE9QC72LvPjN53jr79j9tLQEAAAAAAADw9YTMAAAAAAAAAMSEzAAAAAAA\n",
"AADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMRqrbU7G9y7tTmAx6qqrS1n2/e5ZX90jnOt2WOdyho8\n",
"0z1vnNe5d+0P+EtdwWzdz22T63TyM+rkees0+U6YvD8mu+W7BXwqNco7Td1v/mQGAAAAAAAAICZk\n",
"BgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAA\n",
"ICZkBgAAAAAAACBWe+99uhPvUlWnu/Cji5YB4Ot03y+T74TOsU4e52S3rIG6gn7qAPp115Va4JXO\n",
"/TZ5r6mrZybf8/DKLe+4AN/In8wAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAA\n",
"xITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxP6c7gB8o6pqbW/v3dreVJPnbXLfOt0yTp6z\n",
"pv+uu6545pZ1mFyjt6zBZNYA+k2uq8nvQzxzyzrcMk7gr8n31eT3q8k612HyGtwyTnjFn8wAAAAA\n",
"AAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwA\n",
"AAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMRq771Pd+ITVVVr\n",
"e5YBeKrzPHIWPeNOgH7ddQXv0n2GqwU+VWct3FQH5g14avJ75OTzaPK8AcBv6LyX/ckMAAAAAAAA\n",
"QEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAA\n",
"AAAAQOzP6Q68UlWt7e29W9ubavK8Te4bz3Suafd6Tu5bp8l9u4U14JXuu6/TTefu5HWAd7npvlLz\n",
"592yBpPvq8nv8p0mrwG8ctO9PHmsU8/dm0w+d29ZU9/s4S6dNepPZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAA\n",
"AAAAYrX33qc78ZOqOt2FHw2eNr5QZy3ctHcnz9vkvvFduu9S++3fWYNnJj8Hct7kexnoN7nmJ9/L\n",
"zjaYbfL5AQCfwDe38/zJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBM\n",
"yAwAAAAAAABArPbeu7XBqra2mrsGAP/HfQV36az5yTrPo1vmjOfsN4DP1f0O4xw/z3spn+qW7zPd\n",
"5+TksXa6Zd5uGSffx5/MAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMRq771Pd+InVdXa3uChto518jiBv7rPty6Tzw93wjPd\n",
"45zct1vcsgZTz0l4t846VVfAFLecbZOfxfk+k5/tgX63fBvoZt7+3U3fZDvdMm/+ZAYAAAAAAAAg\n",
"JmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAA\n",
"AAAgJmQGAAAAAAAAIPbndAde2Xu3tldVbW11920y8wb9bqmFW86PznGuNXusk/sG7zL5GZXvY3/w\n",
"qTrPSnXwzOQ1uGVNbxlnt8nvHNYU7jL5u9bks3Iy8/ZdJn+TvWWv+ZMZAAAAAAAAgJiQGQAAAAAA\n",
"AICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAA\n",
"AAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFjtvffpTvykqlrbGzzUVt3zNtktawrMNvm+mnwnOMN5\n",
"5aa9O3Wst4wTgM/mvoK/vF/xLjd9A1FX51lTmM2fzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxGrvvU93\n",
"AvhcVdXWluOIVzr3Wjd795nuNb1lHSafu5PrtJN541PZu7xT536z1wD+M+9Dz9wybwDwG/zJDAAA\n",
"AAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABArNZau7PBvVubu0ZVne7Cjyavaee8TR7nLdQBr3TvD2v6fdwJ500+\n",
"x4H+s03NA091nkfOomfcCd/HO8z3ueUd95ZxAn9NrvnJfZvKn8wAAAAAAAAAxITMAAAAAAAAAMSE\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMSEzAAAAAAAAADEhMwAAAAAAAAAxGrvvU93AnitqtraUvLAf8N5dF7nGnTrXNPJ47xFd41aU16x\n",
"33jF/oC7TK557zB8KnUAwG/wJzMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHae+/WBqva2mru2jU612A6\n",
"e+Tfde8Pa/Bdbtof7qtnzBvvMvk8uulZa6ru88Oawl3cCeAu5TXvagBAwp/MAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMT+\n",
"dDe49+5usk1VtbU1eZyT+zbZLfuDZzr3x1r2yBOT12By37qZNz5V937jLOsJ801+ZnCG/Lvu5yxr\n",
"wKeafLbd0jfOsz+gn7qaQUb07/zJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAA\n",
"AAAAAEBMyAwAAAAAAABArNZa+3QnfrL32K6tqmptb/JYO3XPW6fONbA/oJ+6euaWc3eyyWvQbfJd\n",
"CgC3cS/DX2rh393yrgb85ZvbM53zdsucdbN3z/MnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAA\n",
"ADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAsdp779Od\n",
"eJeqOt2FH120DHyZzrpSB+d1n5Odazq5bzeZXPNT7/nJe21yXU1dT2a4qa4mU/P/7pa7b7rJe3dy\n",
"34DZJj8fwaea/A0EXrF3v8/UNfUnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx2nvv1gar2tpq7hq8TWcdrHVPLUyet8l9\n",
"45lb7qvJe3dy33ime01vMbmu+C7d5+Qt+02N8oq6+j5qnk/lfeg877jAFLd897zJ1DX1JzMAAAAA\n",
"AAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMA\n",
"AAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHae+/TnXiXqmpr\n",
"66JpA3jslnO3c5xrzR4rvEt3XQH994s6hXs4P54xb7yT90gA+O/c8i27kz+ZAQAAAAAAAIgJmQEA\n",
"AAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIjV\n",
"3nuf7gRrVVVbW5b0+3TuD55RV7yTOwH6uUuBCbrvZWcbr0x+DrR3od/kmgcAvpM/mQEAAAAAAACI\n",
"CZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAA\n",
"AACICZkBAAAAAAAAiP053YF3qqrTXYDj9t6t7U2uq86xdo+zex34d51r2r2e9gevTN67nSafu+4+\n",
"4Cl1xTvZb8+4SwEAmGbq90B/MgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQ\n",
"EzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEKu99z7diXepqra2Lpo2Hujca2vZb9/IefRd1Pwz5o1P1b13gX6dd4Ka55Xu\n",
"5w/7De6pq8nj9G7FK97lgf+G++q7+JMZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFjtvXdrg1VtbTV3Dd6msw7WUgtPOY/A\n",
"eTRB9xpM1rk/bpq3TresQfdZdMtYJ49zMmvAO9lvwFPe1QA+l+933+eWNfUnMwAAAAAAAAAxITMA\n",
"AAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAsdp779OdYK2qamvLkj5jDeAuav68zjVYyzpM0L2mnNVdU/bHeZPX9Ja+3VQH5o1P\n",
"NfmZcnItqPnzJu9dzpv6bATAZ/MnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAA\n",
"AAAAAACx2nvv0534SVW1tjd4qK0mz1t33zrdsj8mm7x3+T6d+81e+z7uq/MmrwEA/JZb3r95xv54\n",
"5pZ5u+U9AV7xbRHuoubP8yczAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx2nvv051grapqa8uSPtO5Bt2s\n",
"KfTXqLr6PlPvUnv3mcn3crfJ+22q7jqYPG+Ta37yvMGncicAE0x+/uC8m95xp35ngE92S11NPis7\n",
"++ZPZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAA\n",
"AAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrX33q0NVrW11dy11r516x5rp8lregtrAPBezt3zJj+3\n",
"AcBtbvo+A6901kJ3HdzSN/hU6op3mvysdcvevaXm/ckMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAA\n",
"AABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQKz23vt0J35SVa3tDR4qfKzuOu3UWfPOo/Oswfexps90ztvkOZt8v8Ar\n",
"3XWlFoBv5BkEZtcBfCrfGb6PNYXZ/MkMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs9t77dCdggqpqa6u7\n",
"rCb37Rada7BW7zpM3h+T+zbZ5HnrroVOU/fI5PODGabW1eTzY3LfgL+mPu8CfCvvCed59/s+k99h\n",
"Otm70G/yO0xnjfqTGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAA\n",
"AACAmJAZAAAAAAAAgJiQGQAAAAAAAIBY7b336U78pKpa2xs8VL6MvTtD9zp0sqbnde4P6/l97I/z\n",
"bjrDJ48V6K159c47TX4GUQvQb/J9dct5NHmck1kDgM/lT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJC\n",
"ZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGK1996tDVa1tdXcNeAXqHmYrbNG11KnT1iDZ7rn\n",
"DejXeR6peYD36n6mnPxt4JY75pb3hMkm7zX7A2ZzfvCp/MkMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs\n",
"9t77dCc+UVW1tjd5GTrHess4u02et8lu2buTTa6rTvYHr0x+Zripb5xnf0C/yXWlb9DP3j3Pux8A\n",
"v2Hy8y684k9mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi\n",
"QmYAAAAAAAAAYkJmAAAAAAAAAGK1996nO/GTqmptr3Ook/sGAJ9g8l3a2Td3/DPd+4Pv0l1X9hvc\n",
"Zeozw01uWYPJz4G3PIuvNbtvnSbvt06T9wfn2R8A/1nnWelPZgAAAAAAAABiQmYAAAAAAAAAYkJm\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrX33qc78S5VdboLP+pchu5xTt4inWOdPM5O\n",
"9sczk8cJ9PPM8Mzkvt3CGnwfawrwXs7d87rfv29ZB98tYLbJ79/dfJOF2Tpr1J/MAAAAAAAAAMSE\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMRq771PdwIAPllVne7Cj1zzz3SuqTV4ZnJdAX91nm/dNT/17L1lnGs5x/lck8+2Tt3nx+Sx8u8m\n",
"3y/wTr4NALzmT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAA\n",
"AGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGK1996nO/GTqjrdhR8NnjZ4qbuu1MJ5nWva\n",
"vZ6T+9ZJXc1wy37rNHnvTn4OBIDf4i7lU9m753mHeeaWeQOA3+BPZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAA\n",
"AAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrXW2qc7AQAAv2nvvkfeqmpra7LOOVvr\n",
"nnkD5nMn8Ir9cV73M0inyWs6ed4AgO/kT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYA\n",
"AAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYrXW2qc7AQAAABPt3ffKXFVtba01\n",
"u29APzXPK537AwAg4U9mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABif053AAAA6LH3bmurqtra6tY5zrXu\n",
"GWv3OLvXgX83ee/yzOSa73TLOLvdNFYAAObzJzMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAsVpr7dOdAACA/2/v3kfUqmptD+DbdJ+7nbrP8M6xTu5bp8n36NQ5W2v2vE3m\n",
"OfCZybUAAHwnfzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAA\n",
"ABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABCrtdY+3QkAAIBT9u57JaqqtrbW6u1bt+6x\n",
"Ar0mn2236D7DrcMzt9TC5GcGAOA7+ZMZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYrbX26U4AAMCn2Lv3\n",
"8bmqWtuDd+muhU5T62rynHWbugY8M3nvTt5rk58ZrOn3mbymAMB38iczAAAAAAAAADEhMwAAAAAA\n",
"AAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAA\n",
"AAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALFaa+3TnQAAAOCz7N33KllVbW3d5JY16BznWr1jndw3\n",
"4C9nJQDA7/AnMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAsVpr7dOdAACA37R33yNvVbW11e2WcQLzOY+e\n",
"MW/QWwfdJtfV5HkDAL6TP5kBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZ\n",
"AQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiNVaa5/uBAAAMMveva8JVdXa3lTd89bpljVYq3cd\n",
"Js/bLeOc7Jaadyc8M3neJveNZyafRwDAd/InMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAA\n",
"ADEhMwAAAAAAAAAxITMAAAAAAAAAsVpr7dOdAAAAAPg0e8/9pFJVp7vwo855mzxOZrhlv00+jwCA\n",
"7+RPZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAA\n",
"AAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYn9OdwAAAH7b3rutrapqawveqbMO1ppdC7fUvHE+0znW\n",
"yfPGeZP3brfJ59HkeQMA+GT+ZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAg\n",
"JmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgVmutfboTAABwq737Hserqq2tzn6t1ds3+E+6\n",
"9+9U6ur7uBP4VFP37lqz+9bplrsPAJjDn8wAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwA\n",
"AAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADE\n",
"hMwAAAAAAAAAxITMAAAAAAAAAMT+nO4AAAD8tr13W1tV1dbWb7TXZWq/+E6dNbqW/fttuvdHp1v2\n",
"2i3jXGv2MwPnTT6PAADezZ/MAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSE\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMT+nO4AAAD8tqo63YW32Hu3tXXLnE3Xuabd7JHz\n",
"1Pwzk8c6uW+36FyD7jP8lv0xed4mn7uTnxkAgO/kT2YAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAA\n",
"AABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJ/TncA\n",
"AADoUVWnu3C9vffpLvxo8v6Y3LdOk/cHM3TukVvqqps1eGbyWK0pAMDv8CczAAAAAAAAADEhMwAA\n",
"AAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx/2Xf3lIt15EtgCog+9/lqI9Dwa0L\n",
"uc7czshl2RqjASJsPe2JhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEft1dAAAAPEl3j7ZX\n",
"VaPtTTnlOblucoycMj6mn3N6nu7qlPGx1jnPesr6YS/dg/cGAPB3uMkMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAA\n",
"AAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKzWWn13EQAAcKruPY/jVXV3CXDZ5LwyF67ZdW1bS58C\n",
"e9h5nQQASLjJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArNZafXcRAAAAd+me+ySqqrG21lLbVTvXxrtM\n",
"jrW19h1vOz/nzrVNs7bxyfRcAAD4N24yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQ+3V3AQAA8CTdfXcJ\n",
"v1VVY21NP+cptU3buTZ+7pT14ySnvLfp5+rdYgQAACAASURBVJycC6f0wVp7P6s+/bmd9wQAgISb\n",
"zAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAA\n",
"AMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEft1dAAAAPElVjbbX3aPt\n",
"TZl+zkk713YS/fBzJ72zybXtpPcGT2WeAgCcx01mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABitdbqu4sA\n",
"AID/q3vfI2pV3V3C8abHhz7lqSbngnmwh1379KR1d9c+4H12Pu8CACTcZAYAAAAAAAAgJmQGAAAA\n",
"AAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAg9uvu\n",
"AgAA4P+rqtH2unu0vV1NPufOfTBd2ymm54F+4JNT5vzO8+qUPph20rNOOmW87fycp5x3AYB9uMkM\n",
"AAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs1lp9dxEA\n",
"AHCq7rnjeFWNtTVZ11qzte1s+r1NOqUPuMbYvcZaCVy187oLAJBwkxkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACA2K+7CwAA\n",
"APZTVXeX8EjT7627R9s7xeR7MxeuOeW97TznJ2ubXotOGR8723l/MT4AAJ7BTWYAAAAAAAAAYkJm\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGK11uq7iwAAALhL976fRFV1dwnHmxwf0/2ptvfx3vjEfsUnO48PAOCd3GQGAAAA\n",
"AAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQG\n",
"AAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACBWa62+uwgAAODP\n",
"dc8d7atqrK3d7fze1AazY20t4w3+hp33hF1rm17bAAC+zU1mAAAAAAAAAGJCZgAAAAAAAABiQmYA\n",
"AAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGLV3X13Eeytqsba\n",
"mh5uO9cGTzQ5p9Yyr3agT4E3srZd473B/nzj3k8f8FTT+zz3m1xDjA++ydiFc7jJDAAAAAAAAEBM\n",
"yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABArLq77y4CeK6qGmvLcnTNzn0wWds04w3m7bweAcBp7Mtwlp2/v4Gz/rkB53CT\n",
"GQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIDYr7sLAPhbqmqsre4ea2ua\n",
"2u43OdamndIH7MF4u98pex/vM72XGr8/pw+u2fm9ndIH0+yl99t5XgFnmVw/Tvp3tPOzwienzPlJ\n",
"bjIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEBMyAwAAAAAAABCr7u7RBqvG2houjRcy3u6nDwCea3INX8s6DmuZVwD8Pb6/\n",
"+WT6DHKKybmgD/gmY/ca7+3nps8Mp7y3U7jJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77y4CgOuq\n",
"6u4SfssWAwDwDNNnSudAPpkcb8Ya37Tz2N353wA81eQ8NUf5xJ7AU7nJDAAAAAAAAEBMyAwAAAAA\n",
"AABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECsurvvLuJbqmqsrYNe26jJPlhLP8BJrB98kzPD/cx5\n",
"OIs5D8B/2ROumX5vAG80uSec8u/opP1l1/GxMzeZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAA\n",
"iAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACIVXf33UUA\n",
"31NVo+1ZQvhkcrztPNbMKwD+llP2Ungq58D3se7C/NoGwHNNn2fsMe/iJjMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEz\n",
"AAAAAAAAALHq7r67iCeqqtH2du6GyWfd+TknnTQ+AACeznkX4LOTvnHtCTzV9DwFZk3vCeY8nGVy\n",
"DZlcP9xkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQG\n",
"AAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACBW3d13F/E7VTXa\n",
"3saPygYmx5ux9j7WI57K2AV24awF88yr95k+u00xPmB/u64fAG+18/nInnDNZJ/u/E92sjY3mQEA\n",
"AAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJ\n",
"mQEAAAAAAACICZkBAAAAAAAAiFV3991FwNtU1d0l/JYpDwDcYfJ85DwDZ5n+vtp5DbFWAlft/C9q\n",
"Z5NrpT64Rh/APPPqftNn8V37wU1mAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAA\n",
"AGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGK/phusqrG2unusLfgmY5dvsu7yVJNjdy3j\n",
"F+DfWHd5qpPG2knPeoKT1l3fpXwy2afT82q6PYAdnLK2TZ8ZJt/bKX3gJjMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEz\n",
"AAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHq7r67COB7qmq0PUsI7D2vdq4N\n",
"nuqUeXXKc641+6w7P+dJ9On99AGfGB8wb/rsxv12/jcAnxi799v5fKRP38VNZgAAAAAAAABiQmYA\n",
"AAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi\n",
"tdbqyQa7R5sDNldVY21ZP2B/5jywg8m1aC3rEQB/x/R+Ncnexyc7j12AXUzupdbda6bPMzv/99x1\n",
"jLjJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77y7iW6pqrK2DXtvW9CnMmpxTa5lXwD6cGYAdOGsB\n",
"8LdM7zHA3ibPgTufUa1t8I9d55WbzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAA\n",
"AADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxGqt1ZMNdo82BwAAW6mq0facn9/F+IB/TM4F8+AafQBnmT6DwLdM7jE7\n",
"z4Od99Kd3xuwNzeZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAA\n",
"AACICZkBAAAAAAAAiAmZAQAAAAAAAIhVd/dog1VjbQ2XBgAAcKzJb7Vpvv3uNz0+du5T/y2AN9p5\n",
"nwcA3slNZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJm\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYr+mG+zu6Sb5oaoabU+f3m+yT/UnT2Vtg7PsPOd3\n",
"rg0+Mdb4xPiA/fk3APNjd/psD+z9/Q3fcsp+5SYzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAA\n",
"AAAAMSEzAAAAAAAAALHq7r67iCeqqtH2dAOfTI636bG2c22n0AcAwNOd8n01/ZyTdn1nAH/qlG/m\n",
"nfeYU+z8zw34x+Q8NUfBTWYAAAAAAAAAfkDIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECsurvvLuJbqmqsrYNeG7A5a9s1\n",
"3ts13hsAvNPkHr+WfR7g26bXceAc0+e2U9ajyfd2yjubtvM3x859Ovne3GQGAAAAAAAAICZkBgAA\n",
"AAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZk\n",
"BgAAAAAAACBW3d13F/FEVTXanm4A84rPjA8AACZMniudKYFdTH8zA3ubPIPsvH5Mn7V2flZ+7qTx\n",
"set3h5vMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwA\n",
"AAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSqu/vuIjhHVd1d\n",
"wm+ZCnwyPXZPGW+T7236ne1cG2Dd5TPjA/gTzoHAG+38zw2+Zed/RyeZ7Ad9cI0+4FvcZAYAAAAA\n",
"AAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYA\n",
"AAAAAAAgJmQGAAAAAAAAIFZrrZ5ssHu0OeAgVTXanvUIAEhMnkGcP/agT4GrrB881fQ/FQC+Z/rM\n",
"YE/gk8nx5iYzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACx6u4ebbBqrK3h0raujfsZH3zTKePtlOfkmsnx\n",
"Mc1445t2XSun5+gp88ra9j67zlHeyXi7nz7gqXY+g8AnO3/D8D7GG8xykxkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWHV3310EAACcqqrG2nK055tOGbue85qdnxXgjabX\n",
"8UmTe8LO+9XOfcA1O4+PnWubNH2m3PlZ+bmdvzlOGWtuMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu\n",
"7ruLYK2qGmtLlwI8mz0BgCc4Zb865TkB+K7J/QWAZ5v+TrDHXDPZD6f0gZvMAAAAAAAAAMSEzAAA\n",
"AAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSq\n",
"u/vuIr6lqsbaOui1be2UPj3lOQHeaHINX8s6vgN9ylPtPHZ3ro1rdv6G2bk24BzTex8A37Xz99Ck\n",
"nc/iJ9l1vLnJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAA\n",
"AABArLq77y4CAL6tqsbaOmkr9d5+bvKdrXXOezuJefVz5hUAwP+aPh8BAPwbN5kBAAAAAAAAiAmZ\n",
"AQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAA\n",
"iP26uwAAuEN3313CI53y3qrq7hIeafK9nTLW1jrrWeGJdt4Tdl4/7AnX7DreTuqDU0yPNWME5ufB\n",
"rnsC1xgfwBu5yQwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAA\n",
"QEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6u0cbrBpra7g0eCzzCuC7rLt8k/EG806Z\n",
"V6c8J8CfOGWtnHzOaZPv7ZTnXGvvZ4WnOmU94n6n7AluMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMy\n",
"AwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu7ruLeKKqGm1vsht2rg3Ym/XjGu8NgBNN7n/T\n",
"e9/OtQHwXPaXa6a/mfm5nf89A3vb+VuN+7nJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAECs1lo92WD3aHOjqmqsrZ2fEwAA\n",
"AAC+xT+3+032AddMj119ylNNzgXzAPbmJjMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMA\n",
"AAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHq7r67CNaqqrG2\n",
"dCmfTI61tYy3tzE+rvHe3se+fD/zCuDZptfxSfaEn7Mvw/52XncBgHdykxkAAAAAAACAmJAZAAAA\n",
"AAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWHV3310Ea1XVWFu6lKeanAdr7T0XzPmfO2l8wFNZ\n",
"2/gWewJPZewC8ATT+xUA3zX5nWBPuGb6W23XfnCTGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWHV3310E\n",
"a1XVWFu6FIAT2Ut/bvKdrTX73naujfsZHwAA/2v6fHSKnb9heJfpb46dx5t5BXubnKNuMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMA\n",
"AAAAAAAQEzIDAAAAAAAAEKvu7ruLAIAnq6rR9mzNAM9lTwDgb5ncY+wv7zN9BuFdJue8scY3Te9X\n",
"u+6l5tUe9OnPuckMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQOzX3QXA\n",
"LqpqrK3uHmsLgIx1HNiB9eN97C/vo09hb5NzdC3zFNaan1fwLTuP3Z1rO8X0Hq9Pf85NZgAAAAAA\n",
"AABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYtXdfXcRAKepqrG2LON8MjnW1jLerjipD6xtcBZz/l2m96tJxgfwRjuv\n",
"u/DJ9L5sLgC7mFzfTlnb3GQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZk\n",
"BgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACBWa62ebLB7rrmqGmtrrdna4KnM\n",
"qz1M9oM+uJ959T7mKE9l7ALwBNPn513ZS/mmU+bVtJ3/ZQPnmD4zWI/ud0qfuskMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAA\n",
"QKy6u+8u4luqaqyt6de2c22nmOyDafr0GvMKAAD4m6a/I313/Jw+uMZ7e5+d/2tN2vmfLACcxk1m\n",
"AAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi1d19dxFw\n",
"VVWNtbXzVDjlOad5bzA7D9YyFwDgT5y0L+98Ft+5NoCrpveYU0yu4/oAgNO4yQwAAAAAAABATMgM\n",
"AAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABA\n",
"rLq77y4C+J6qGm3vlCXklPe283NO17azXccHAN83uf/tvL/sfAaBpzpl/eB97AnX7PzN7N/ANd4b\n",
"ALtzkxkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAA\n",
"AAAAAICYkBkAAP7Tvr2lupLsWgBNQfW/y7ofm4LDheU17a1yyo4xGhDEQ/GwJwkAAAAAxITMAAAA\n",
"AAAAAMSqu/vuTjCrqu7uwo+UG49M1656412cuwC/mzwrnW0wz1t8h63vSuu5g7uUR7aeH/CbyfPI\n",
"PuCd1C6farJ2fckMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6u+/u\n",
"BMB1XVdVjba3+XibHOvmccI7TZ8hUzbv0ZPOXQBgj82/hzb3DR7Z+nuIHTafR5trd3LeNo9zs833\n",
"POBLZgAAAAAAAACeIGQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAA\n",
"AAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAIFbd3Xd3guuqqrG2TlpS83Y/awAAAPx/ficAvNfkuQvw\n",
"NybfbpvPts3j3Ny3U0z/htm6Dr5kBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAA\n",
"ACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgVt3dd3cCgB2qarQ9Vwzw\n",
"KucRAADcY/otDsBj0/9ZbD7HN/8/s3netvIlMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAA\n",
"ADEhMwAAAAAAAACx6u6+uxOfqKpG27MMYF8Be0yeR84iPpV7eQfnEZ9K7QK81/TbjedN31db1/SU\n",
"cU7bPG+b+8b91AeP+JIZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAA\n",
"AAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYdXff3Qn4NlU12p5t+prJddi8BtP1\n",
"Nmly3uyr72NNAQAgd8pvXF6z+b8BYP7ctefBvtrAl8wAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAA\n",
"AADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMT+ubsD\n",
"nKWqRtvr7tH2pmzt12lOWYfN45ze89zPmvIum98Mm/sGAHyvzW+GyffR5nHCpzrl99Dm/yw2923a\n",
"KWsK+JIZAAAAAAAAgCcImQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkB\n",
"AAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIhVd/fdnXiXqrq7\n",
"C29x0JICAAAAcLPJ/9xO+V/rlP8pt5usN2sK86bvBPsUZvmSGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACA\n",
"WHV3390J2KCqxtravK0mx3ldu8cK8I1Oua82c5fCH84jHlEf97MGvJN6u9/0G3XS5JpuHifAq6bv\n",
"Pmfla9xXz/MlMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAACx6u4ebbBqrK3hrh1jcg2uyzq8whoAf2P6DJnkPHqeO4F3OuX8\n",
"sK8A3su5C/ttfgfCu0zfL/bVazb/MtKllwAAFohJREFU9pt0yjjhEV8yAwAAAAAAABATMgMAAAAA\n",
"AAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMA\n",
"AAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQq+7uuzsBwA5VNdqeKwbsK/gv2FcA\n",
"QGry3bD5zTD9PgIA+I0vmQEAAAAAAACICZkBAAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkB\n",
"AAAAAAAAiAmZAQAAAAAAAIgJmQEAAAAAAACICZkBAAAAAAAAiFV3992dAD5XVY215TjiU03ug+va\n",
"vRfs+ftZAz6V2uWd1BvwjZxtPLK5PqZ/M8O7TO6Fk/aBeYNz+JIZAAAAAAAAgJiQGQAAAAAAAICY\n",
"kBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFh1d9/dCYDt\n",
"qmq0PUcv73JS7U6PdcpJc7Z5rPAu9tUOk+uweQ02j3Nz3+ARtcun2vp7CPhj81uL10yuqfXknSZr\n",
"15fMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAA\n",
"AAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEqrv7\n",
"7k5wXVU11pYlvd/kek5THwD8V7xnXmPeeJfpN6p6A17l7oN5m/+L2mzzGWJNYbfJ88N+51P5khkA\n",
"AAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICY\n",
"kBkAAAAAAACAWHV3390JgOu6rqoabc/xBvMm96k9CmzhbONdvHcB+K9M3zEA32jy/XzKuTv9m+OU\n",
"eZu2tXZ9yQwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzI\n",
"DAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6u+/uBAA7VNXdXfiR6wr+mNyn9tUOW9d0+k5Q\n",
"b8A3OuWsPGWc17X3Xr6u3X3jfpt/z/NdNp9tm20+d09Zg+va/Zt50uZ6m7R5DU7hS2YAAAAAAAAA\n",
"YkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAA\n",
"AAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYtXdfXcn3qWqxto6aNqOMVkf006pt81r\n",
"MO2UNZ00XR/W4Pu45+Ec7gQA/uVO4J02/+Y45T8V88Yj6gP4VpPn2+TZ5ktmAAAAAAAAAGJCZgAA\n",
"AAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJC\n",
"ZgAAAAAAAABidV1XTzbYPdocwFeqqrG2nLsA/Mv9wiOT9XFdaoTP5azkEfXxfU5Z0+l7nu8yWbtq\n",
"jd9srrfNfYNP5EtmAAAAAAAAAGJCZgAAAAAAAABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAA\n",
"AABiQmYAAAAAAAAAYkJmAAAAAAAAAGJCZgAAAAAAAABi1d19dyc+UVWNtje5DJv7BrDF5Fk5fU5u\n",
"7hvAN3Lu8oj6uJ/fuN/HvoJ502clz9v83wBwllPeR5t/J5xyhvuSGQAAAAAAAICYkBkAAAAAAACA\n",
"mJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAA\n",
"AACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYdXff3QkAdqiq0fZOuWI2z9vmvgHzJve8/c4nm77/pthX\n",
"AJ9t81tr69233ebf38A8ex5m+ZIZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAA\n",
"gJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAIBYdXff3QkA+GRVNdqeq/k1\n",
"k+uweQ1OGScA7+U98328GeAs0+c4sNvk3bz5Hehsg918yQwAAAAAAABATMgMAAAAAAAAQEzIDAAA\n",
"AAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQKy6\n",
"u+/uBLyqqsbashW+j/qAefYVAJ/AfXU/awDw2OQ5yXeavP/UG49Mv7U215t9BbN8yQwAAAAAAABA\n",
"TMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAA\n",
"AABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77+4EwHZVNdreKUfv5LydMmcA8L/c\n",
"pQDv5dzlU03/bwEA8BtfMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzID\n",
"AAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu7rs78ZOqGm1v8VBXm1wHa8Aj\n",
"9vz9TlqD6bFutXkNgD+8tYBXOT9gt5N+X23mrHzeKb+Xp03Xh3UAYDtfMgMAAAAAAAAQEzIDAAAA\n",
"AAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQq+7u\n",
"uzsBAO9WVWNtTV+lm/sGzO7R65rdp86P+22uD16zeV9t7hsAj02/GYCzbP0dCZzFl8wAAAAAAAAA\n",
"xITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAA\n",
"AAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSqu/vuTnCOqrq7Cz+y\n",
"Fb7PZL2pj+/jPILdNu9R7uecfI19db/Ntas+eETt8hs1cr/Na3CK6Vqzpvfz3+L97Kv7WQMe8SUz\n",
"AAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAA\n",
"MSEzAAAAAAAAADEhMwAAAAAAAACxuq6rJxvsnmuuqsbamjY5TnaYrDf1wTupXd7plLvZvrrf5lo7\n",
"xebaVR/fZ7reTqmRrXffdenbq7b27aQ7YesaXJe+bbB5nJv3Ka855RyfZF/BH5vv0kn26P18yQwA\n",
"AAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBM\n",
"yAwAAAAAAABArLq7RxusGmtruGvHmFyD67IOG0yv6ST1wSOba3fS9D445S7dfF9trt3N49zct0mn\n",
"7KvNZxv8Zut5dNK+OuWs5PtsPT+mnXQeTdpcH5vPXQDgO/mSGQAAAAAAAICYkBkAAAAAAACAmJAZ\n",
"AAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACA\n",
"mJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAWF3X1ZMNdo82BwyrqtH2Ttnz5o13mqy3zbVm\n",
"X/FO0/UGP5k+i9TudzmpPibHunmc8E6n7KtTzkq/X2De1v1+XfY88J18yQwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArK7r\n",
"6rs78ZPu2a5V1VhbJ/XtFJvXYHPf+C6TtTZN7fKppvfV5r2w+Qzhed4zO5wyb6ecH/bVa9ylwN/Y\n",
"uudPOtsmbZ63zX2bdMo4r2v3vbx53iadVG/wiXzJDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAA\n",
"QEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABArLq77+4E\n",
"8FhVjbW1ectPjvO6zhrrlJPmbPNYuZ9z9zUnjXXS5LxtHudm1uA15g3m2VfPm35/bH4HnrKmm23e\n",
"o5vf4pNOmret59FJawCPbN2j8JvJ2vUlMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAA\n",
"AAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEh\n",
"MwAAAAAAAACx6u6+uxPAY1U11tb0lp/s2zTH2/021y73mz4/1AiPbL6vJk3ug8179JT1nLb5nFRv\n",
"PHLSb5hJ9gGcZfM9D+x+73I/9fF9TllTXzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzID\n",
"AAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABCr7u67O/GJqmq0\n",
"vcllOKlvkzZvhcl52zxOXnPKvtp8tvGazWt6yr7abPMaTNtau9O1tnlNN++rzfPG8zbvq81928z5\n",
"wafavOdP6dvm30MAAAlfMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzID\n",
"AAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEKvu7rs78ZOqursLP1o8beZtgek1\n",
"mJy3zX3j+0zW2+Zac+7yTqfsq80273leYy+8ZvN5tHWfnjJO+M0pv3HtUd7Je+b7bH5rcT/1wbts\n",
"fmttdsq8+ZIZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICY\n",
"kBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgFh1d9/dCYDT\n",
"VNVYW45xHpmstetSb7zPdO1yv8nzQ328ZvoM37wOp9TbKeOctvk9c9I6TDnpbJu0ed42923S5rPo\n",
"JJtrFwC28yUzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAx\n",
"ITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAACxuq6rJxvsnmuuqsbauq7ZvsGnsq+ALZxHr5mc\n",
"t81zdlJ9TI91ijkD/sbm/wY2M2/Pm76vNr+1TunbZpv36Cl9A9hi873Ma6zp83zJDAAAAAAAAEBM\n",
"yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAA\n",
"AEBMyAwAAAAAAABA7J/uvrsPP9rcN+CPqhpra/OenxzntFPmbXqcm/t2is3zpj5es/ms3Ny3U1iD\n",
"12w+Q6wpj2y+SzfX7ua+AeecbZvfHwB/w1nJI9b0eb5kBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAA\n",
"AAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQG\n",
"AAAAAAAAICZkBgAAAAAAACBW3d13d4LdquruLvxosnwnx3nSttpcH5Om13TrvJ1Uu5Om13Pr2TZN\n",
"vfFOm/fCpM3nx+a+TTrlzXCSzffV5vo4Zc9PM288srk+9O1+m++rzfwfCPPsK95l85vhFL5kBgAA\n",
"AAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZk\n",
"BgAAAAAAACAmZAYAAAAAAAAgVt3dd3fiJ1V1dxfeZvEyrDZZI9aAR6bPI/X2PGuwg3OXRzbXx+Z3\n",
"5eRYN49zM2vwfbau6Uln22anvEHUx/3s+deYt9eccrYBwL/8X/yayXnzJTMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAseru\n",
"Hm2waqyt4a7Bx7Kvvo81hdl9cF2ze8Eevd90fUyaXtOt9bZ5DaaZt9eYt+dtPj8223yXWoP7bX5T\n",
"bnbSvG3dp5vnbNrWNbius9YBAKb5khkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAA\n",
"AACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkAAAAAAACAmJAZAAAAAAAAgJiQGQAAAAAAAICYkBkA\n",
"AAAAAACAmJAZAAAAAAAAgNg/0w1293STR6iqsbY2r8HkOKdtnrdJ1mCHk8YKn8gefY07Bnab3gd+\n",
"w9zb1naTa7p53uyr12xe00mbx7m5dk8xPWeb9/zmvp3ilPsF4FttPcd9yQwAAAAAAABATMgMAAAA\n",
"AAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgM\n",
"AAAAAAAAQKy6u+/uBLyqqsbashX4VPYB8I0mzzbgPJNvmlPOo+l34OY36il9m7R5nJt/w2xdz//C\n",
"Kefu5nGe0jd45KTaPeUuPcVJtct38SUzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAA\n",
"AAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAALHq7h5tsGqsreGujZoc53XtHuspptd0\n",
"0ub6MG+v2Tpvm+cMfnPKG2SzzWuw9dydNjlvp8zZdZk3Htt8J2yut837anPfJp0yzmmb521z3yad\n",
"8g7cfL8AbLH5LgV8yQwAAAAAAADAE4TMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAA\n",
"AAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITMAAAAAAAAAMSEzAAAAAAAAADEhMwAAAAAAAAAxITM\n",
"AAAAAAAAAMTquq6ebLB7tLlRVXV3F340OW/T47SmzztpzjaPddLmeZvs2/R66tv9Tqnd69rbt821\n",
"O23zXpi0eQ0mnVS7kzbP2+Y9esqdwGtO2ldb623zODf3Dd5p8z3Pd9n8bpu2+b7iNdb0eZvfRqes\n",
"wWa+ZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAAAAAAACAmZAYAAAAAAAAgJmQGAAAAAAAAICZkBgAA\n",
"AAAAACAmZAYAAAAAAAAgVt3dow1WjbU13LVRk+O8rt1j5XnT9bHZKbW7eU1PWQO+z+a7dPOen7T5\n",
"/DhlDa5L7fLYKfUxfR5tHutWJ63B5n219W7evJ4n2Vof17W7Rjbv+Umb62PSKecu38f5wTudktNx\n",
"P18yAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAA\n",
"AAAAEBMyAwAAAAAAABATMgMAAAAAAAAQq+7u0Qarxtoa7toxJtdgmjV9jX11v+l9ZR34VM4j3mXz\n",
"e2ba5F7YPG/G+ZrNY93MHfO8k967m98zW/f8KeO8rnPuK77P5nMX3uWk9wy8y+b3jD16P18yAwAA\n",
"AAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMy\n",
"AwAAAAAAABATMgMAAAAAAAAQEzIDAAAAAAAAEBMyAwAAAAAAABD7P5QuyvKriDQsAAAAAElFTkSu\n",
"QmCC\n",
"\" transform=\"translate(167, 47)\"/>\n",
"</g>\n",
"<defs>\n",
" <clipPath id=\"clip5603\">\n",
" <rect x=\"2160\" y=\"47\" width=\"73\" height=\"1441\"/>\n",
" </clipPath>\n",
"</defs>\n",
"<g clip-path=\"url(#clip5603)\">\n",
"<image width=\"72\" height=\"1440\" xlink:href=\"data:image/png;base64,\n",
"iVBORw0KGgoAAAANSUhEUgAAAEgAAAWgCAYAAAD9wgUPAAALkklEQVR4nO3dwa3tKBRFQUDkn7Id\n",
"gb2GMKiKoLW0xZG/dPvNMcYz+LRO/wfcTqAgUBAoCBQECgIFgYJAQaAgUNhzztP/DVezoCBQECgI\n",
"FDzSwYKCQEGgIFAQKOy1NPqjThAoCBQECgIF32LBgoJAQaAgUPBIBwsKAgWBgkBBoOCKBQsKAgWB\n",
"gkDBIx0sKAgUBAoCBYGCQEGgIFAQKAgUBAq+xYIFBYGCQEGg4JEOFhQECgIFgYJAwY9ZgjpBoCBQ\n",
"ECgIFHyLBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECgIFgYJAQaAg\n",
"UBAo+BYLFhQECgIFgYJHOlhQECgIFAQKAgU/ZgnqBIGCQEGgIFDwLRYsKAgUBAoCBY90sKAgUBAo\n",
"CBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQECgIFAQKAgWBgkBBoOBbLFhQECgIFAQKHulgQUGgIFAQ\n",
"KAgU/JglqBMECgIFgYJAwbdYsKAgUBAoCBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGC\n",
"QEGgIFAQKAgUBAoCBYGCb7FgQUGgIFAQKHikgwUFgYJAQaAgUPBjlqBOECgIFAQKAgXfYsGCgkBB\n",
"oCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIFgYJAQaAgUBAoCBQECr7FggUFgYJA\n",
"QaDgkQ4WFAQKAgWBgkDBj1mCOkGgIFAQKAgUfIsFCwoCBYGCQMEjHSwoCBQECgIFgYIrFiwoCBQE\n",
"CgIFj3SwoCBQECgIFAQKAgWBgkBBoCBQECj4FgsWFAQKAgWBgkc6WFAQKAgUBAoCBT9mCeoEgYJA\n",
"QaAgUPAtFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgIFDzSwYKCQEGgIFAQKAgUBAoCBYGC\n",
"QEGg4FssWFAQKAgUBAoe6WBBQaAgUBAoCBT8mCWoEwQKAgWBgkDBt1iwoCBQECgIFDzSwYKCQEGg\n",
"IFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaAgUBAoCBQECgIFnxrBgoJAQaAg\n",
"UBAo+DFLUCcIFAQKAgWBgm+xYEFBoCBQECh4pIMFBYGCQEGgIFBwxYIFBYGCQEGg4JEOFhQECgIF\n",
"gYJAwRULFhQECgIFgYJAQaAgUBAoCBQECj41ggUFgYJAQaAgUPBjlqBOECgIFAQKAgXfYsGCgkBB\n",
"oCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIFgYIrFiwoCBQECgIFgYJAQaAgUBAo\n",
"CBR8agQLCgIFgYJAQaDgxyxBnSBQECgIFAQKvsWCBQWBgkBBoOCRDhYUBAoCBYGCQMEVCxYUBAoC\n",
"BYGCRzpYUBAoCBQECgIFVyxYUBAoCBQECgIFgYJAQaAgUBAo+NQIFhQECgIFgYJAwY9ZgjpBoCBQ\n",
"ECgIFHyLBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAo\n",
"CBQECgIFgYJAQaAgUPCpESwoCBQECgIFgYIfswR1gkBBoCBQECj4FgsWFAQKAgWBgkc6WFAQKAgU\n",
"BAoCBVcsWFAQKAgUBAoe6WBBQaAgUBAoCBRcsWBBQaAgUBAoCBQECgIFgYJAQaDgUyNYUBAoCBQE\n",
"CgIFP2YJ6gSBgkBBoCBQ8C0WLCgIFAQKAgWPdLCgIFAQKAgUBAquWLCgIFAQKAgUPNLBgoJAQaAg\n",
"UBAouGLBgoJAQaAgUBAoCBQECgIFgYJAwadGsKAgUBAoCBQECn7MEtQJAgWBgkBBoOBbLFhQECgI\n",
"FAQKHulgQUGgIFAQKAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaAgUBAoCBQECgIF\n",
"gYJPjWBBQaAgUBAoCBT8mCWoEwQKAgWBgkDBt1iwoCBQECgIFDzSwYKCQEGgIFAQKLhiwYKCQEGg\n",
"IFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaDgigULCgIFgYJAwSMdLCgIFAQKAgWBgkBBoCBQECgI\n",
"FAQKvsWCBQWBgkBBoOB380GdIFAQKAgUBAo+NYIFBYGCQEGg4JEOFhQECgIFgYJAwRULFhQECgIF\n",
"gYJAwRULFhQECgIFgYJHOlhQECgIFAQKAgVXLFhQECgIFAQKAgVXLFhQECgIFAQKHulgQUGgIFAQ\n",
"KAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaAgUHDFggUFgYJAQaDgkQ4WFAQKAgWB\n",
"gkBBoCBQECgIFAQKAgXfYsGCgkBBoCBQ8JdZgjpBoCBQECgIFHxqBAsKAgWBgkDBIx0sKAgUBAoC\n",
"BYGCKxYsKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAo\n",
"CBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGC\n",
"QMEjHSwoCBQECgIFgYJAQaAgUBAoCBQECr7FggUFgYJAQaDgL7MEdYJAQaAgUBAo+NQIFhQECgIF\n",
"gYJHOlhQECgIFAQKAgVXLFhQECgIFAQKAgVXLFhQECgIFAQKHulgQUGgIFAQKAgUXLFgQUGgIFAQ\n",
"KAgUXLFgQUGgIFAQKHikgwUFgYJAQaAgUHDFggUFgYJAQaDgkQ4WFAQKAgWBgkDBFQsWFAQKAgWB\n",
"gkDBFQsWFAQKAgWBgkc6WFAQKAgUBAoCBYGCQEGgIFAQKAgUfIsFCwoCBYGCQMFfZgnqBIGCQEGg\n",
"IFDwqREsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQ\n",
"ECi4YsGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIF\n",
"gYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKAgWBgkBBoCBQECj4n/4HdYJAQaAg\n",
"UPAPZsGCgkBBoCBQECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGC\n",
"QMEjHSwoCBQECgIFgYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgI\n",
"FDzSwYKCQEGgIFAQKLhiwYKCQEGgIFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaAgUBAoCBQECgIF\n",
"gYK/zBLUCQIFgYJAwT+YBQsKAgWBgkBBoOCKBQsKAgWBgkDBIx0sKAgUBAoCBYGCKxYsKAgUBAoC\n",
"BYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQECq5YsKAgUBAoCBQ80sGCgkBBoCBQ\n",
"ECi4YsGCgkBBoCBQ8EgHCwoCBYGCQEGg4IoFCwoCBYGCQEGg4IoFCwoCBYGCQMEjHSwoCBQECgIF\n",
"gYIrFiwoCBQECgIFgYIrFiwoCBQECgIFj3SwoCBQECgIFAQKrliwoCBQECgIFDzSwYKCQEGgIFAQ\n",
"KLhiwYKCQEGgIFAQKLhiwYKCQEGgIFDwSAcLCgIFgYJAQaDgigULCgIFgYJAQaDgigULCgIFgYJA\n",
"wSMdLCgIFAQKAgWBgisWLCgIFAQKAgWPdLCgIFAQKAgUBAquWLCgIFAQKAgUBAquWLCgIFAQKAgU\n",
"PNLBgoJAQaAgUBAouGLBgoJAQaAgUBAouGLBgoJAQaAgUPBIBwsKAgWBgkBBoOCKBQsKAgWBgkDB\n",
"Ix0sKAgUBAoCBYGCKxYsKAgUBAoCBYGCKxYsKAgUBAoCBY90sKAgUBAoCBQECq5YsKAgUBAoCBQE\n",
"Cq5YsKAgUBAoCBQ80sGCgkBBoCBQECi4YsGCgkBBoCBQeAHONxEOV7aBTQAAAABJRU5ErkJggg==\n",
"\" transform=\"translate(2161, 47)\"/>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1501.13)\" x=\"2268.76\" y=\"1501.13\">0</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1357.1)\" x=\"2268.76\" y=\"1357.1\">0.1</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1213.08)\" x=\"2268.76\" y=\"1213.08\">0.2</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 1069.06)\" x=\"2268.76\" y=\"1069.06\">0.3</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 925.034)\" x=\"2268.76\" y=\"925.034\">0.4</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 781.011)\" x=\"2268.76\" y=\"781.011\">0.5</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 636.988)\" x=\"2268.76\" y=\"636.988\">0.6</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 492.964)\" x=\"2268.76\" y=\"492.964\">0.7</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 348.941)\" x=\"2268.76\" y=\"348.941\">0.8</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 204.918)\" x=\"2268.76\" y=\"204.918\">0.9</text>\n",
"</g>\n",
"<g clip-path=\"url(#clip5600)\">\n",
"<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:48px; text-anchor:start;\" transform=\"rotate(0, 2268.76, 60.8953)\" x=\"2268.76\" y=\"60.8953\">1.0</text>\n",
"</g>\n",
"<polyline clip-path=\"url(#clip5600)\" style=\"stroke:#000000; stroke-width:3.2; stroke-opacity:1; fill:none\" points=\"\n",
" 2232.76,1487.47 2232.76,1487.47 2256.76,1487.47 2232.76,1487.47 2232.76,1343.45 2256.76,1343.45 2232.76,1343.45 2232.76,1199.43 2256.76,1199.43 2232.76,1199.43 \n",
" 2232.76,1055.41 2256.76,1055.41 2232.76,1055.41 2232.76,911.382 2256.76,911.382 2232.76,911.382 2232.76,767.359 2256.76,767.359 2232.76,767.359 2232.76,623.336 \n",
" 2256.76,623.336 2232.76,623.336 2232.76,479.313 2256.76,479.313 2232.76,479.313 2232.76,335.29 2256.76,335.29 2232.76,335.29 2232.76,191.267 2256.76,191.267 \n",
" 2232.76,191.267 2232.76,47.2441 2256.76,47.2441 2232.76,47.2441 \n",
" \"/>\n",
"</svg>\n"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(R_gt[row_idxs, col_idxs], yflip=true, c=ColorGradient([:white, :black]))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.2.0",
"language": "julia",
"name": "julia-1.2"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.2.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}