diff --git a/metrics/data/metrics_data_synthetic.csv b/metrics/data/metrics_data_synthetic.csv index a09edac..3234952 100755 --- a/metrics/data/metrics_data_synthetic.csv +++ b/metrics/data/metrics_data_synthetic.csv @@ -1,4 +1,4 @@ -Device, Unportable, Single Target, Consistent-70, Consistent-30, Multi Target, Inconsistent +Device,Unportable,Single Target,Consistent-70,Consistent-30,Multi Target,Inconsistent A, 100, 100, 70, 30, 100, 10 B, 0, 10, 70, 30, 10, 20 C, 0, 10, 70, 30, 100, 30 diff --git a/metrics/notebooks/Efficiency Cascades.ipynb b/metrics/notebooks/Efficiency Cascades.ipynb index 6ed962a..445352a 100644 --- a/metrics/notebooks/Efficiency Cascades.ipynb +++ b/metrics/notebooks/Efficiency Cascades.ipynb @@ -7,7 +7,8 @@ "outputs": [], "source": [ "import numpy\n", - "import os" + "import os\n", + "import string" ] }, { @@ -26,6 +27,7 @@ "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", + "import matplotlib\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib.patches as mpatches\n", "plt.rcParams.update({\n", @@ -39,16 +41,7 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/nfs/home/jsewall/local/lib/python3.7/site-packages/pandas/compat/__init__.py:120: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n", - " warnings.warn(msg)\n" - ] - } - ], + "outputs": [], "source": [ "import sys\n", "sys.path.append(\"../scripts/\")\n", @@ -69,15 +62,44 @@ { "cell_type": "code", "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "class LegendHelper(matplotlib.legend_handler.HandlerBase):\n", + " def create_artists(self, legend, orig_handle,\n", + " xdescent, ydescent, width, height, fontsize,\n", + " trans):\n", + " a = []\n", + " names = None\n", + " if plat_names == None:\n", + " name = orig_handle.get_label()\n", + " else:\n", + " name = plat_names[orig_handle.get_label()]\n", + " tmp = plat_colors[name]\n", + " face = (tmp[0], tmp[1], tmp[2], 0.5)\n", + " rect = mpatches.Rectangle([xdescent, ydescent-height/2], width, height*2, facecolor=face, #plat_colors[orig_handle.get_label()], \n", + " edgecolor='black', lw=1,\n", + " transform=trans)\n", + " a.append(rect)\n", + " txt = matplotlib.text.Text(xdescent + width*0.5, ydescent+height*0.4,\n", + " plat_labels[name],\n", + " ha='center', va='center', c='black', fontsize=fontsize, fontfamily='sans-serif', zorder=4)\n", + " a.append(txt)\n", + " return a" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -89,10 +111,21 @@ "source": [ "effs_df = pp_vis.app_effs(os.path.join(csv_root, \"synthetic.csv\"), raw_effs=True)\n", "\n", - "fig = plt.figure(figsize=(4, 4))\n", + "app_order = ['Unportable',\n", + " 'Single Target',\n", + " 'Multi-Target',\n", + " 'Consistent (30%)',\n", + " 'Consistent (70%)',\n", + " 'Inconsistent']\n", + "\n", + "app_markers = dict([(n, m) for n,m in zip(app_order, ['o','>', 'X', 'D', 's', '<'])])\n", + "\n", + "fig = plt.figure(figsize=(6, 5))\n", "plat_colors = {}\n", "plat_handles = []\n", "synth_plats=effs_df[effs_df.columns[0]]\n", + "plat_labels= dict(zip(synth_plats, synth_plats))\n", + "plat_names = None\n", "plat_cmap = plt.get_cmap(\"summer\")\n", "for i, p in enumerate(synth_plats):\n", " plat_colors[p] = plat_cmap(float(i)/(len(synth_plats)-1))\n", @@ -102,11 +135,13 @@ "gs = fig.add_gridspec(1,1)\n", "index = [0, 0]\n", " \n", - "pp_vis.plot_cascade(fig, gs, index, effs_df, handles, app_colors=None, plat_colors=plat_colors)\n", + "pp_vis.plot_cascade(fig, gs, index, effs_df, handles, app_colors=None, plat_colors=plat_colors, plat_labels=plat_labels, app_markers=app_markers)\n", "\n", - "handle_names, handle_lists = zip(*handles.items())\n", - "fig.legend(handle_lists, handle_names, loc='upper left', bbox_to_anchor=(1.0,1.0),ncol=1, handlelength=2.0)\n", - "fig.legend(handles=plat_handles, loc='lower left', bbox_to_anchor=(1.0,0.1), ncol=3, handlelength=1.0)\n", + "#handle_names = sorted(list(handles.keys()), key=lambda x: app_order.index(\" \".join(x.split()[:-1])))\n", + "handle_names = sorted(list(handles.keys()))\n", + "handle_lists = [handles[a] for a in handle_names]\n", + "fig.legend(handle_lists, handle_names, loc='upper left' , bbox_to_anchor=(1.0,1.0),handlelength=3.4, ncol=1, fontsize=11, title_fontsize=12, title=\"Synth. App.\")\n", + "fig.legend(handles=plat_handles, loc='lower left', bbox_to_anchor=(1.0,0.05),handler_map={mpatches.Patch : LegendHelper()},handlelength=2.0, ncol=3, fontsize=11, title_fontsize=12, title=\"Platform\")\n", "plt.tight_layout(pad=0.4,w_pad=0.5, h_pad=1.0)\n", " \n", "plt.savefig(f\"synthetic_cascade.png\", dpi = 300 ,bbox_inches=\"tight\")" @@ -114,9 +149,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'GPU 0': 'K20', 'GPU 1': 'P100', 'GPU 2': 'V100', 'GPU 3': 'Turing', 'GPU 4': 'Radeon VII', 'GPU 5': 'Ampere', 'CPU 0': 'Skylake', 'CPU 1': 'KNL', 'CPU 2': 'Power 9', 'CPU 3': 'Naples', 'CPU 4': 'ThunderX2', 'CPU 5': 'NEC Aurora'}\n" + ] + } + ], "source": [ "gpu_handles = []\n", "cpu_handles = []\n", @@ -125,24 +168,28 @@ "gpu_cmap = plt.get_cmap(\"summer\")\n", "cpu_cmap = plt.get_cmap(\"cool\")\n", " \n", + "plat_names = {}\n", "for i, p in enumerate(gpus):\n", " plat_colors[p] = gpu_cmap(float(i)/(len(gpus)-1))\n", - " gpu_handles.append(mpatches.Patch(color=plat_colors[p], label=f\"GPU{i}\"))\n", + " gpu_handles.append(mpatches.Patch(color=plat_colors[p], label=\"GPU %d\" % i))\n", + " plat_names[\"GPU %d\" % i] = p\n", "for i, p in enumerate(cpus):\n", " plat_colors[p] = cpu_cmap(float(i)/(len(cpus)-1))\n", - " cpu_handles.append(mpatches.Patch(color=plat_colors[p], label=f\"CPU{i}\"))" + " cpu_handles.append(mpatches.Patch(color=plat_colors[p], label=\"CPU %d\" % i))\n", + " plat_names[\"CPU %d\" % i] = p\n", + "print(plat_names)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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uqcfPi3HpZ4egAs8vlb5grDJjr9pDc/He4jl8vZM3Y6o5trw8bHl5PkptKdt2+DC2dl3tHfPO9s+GWPbta7NNa38Ly+7d7b6npHfR23XPf5+o8XKmBijtsNw3HyoECjt8vTc+etxbf5tTAxxul+yQ066hDjjQ3k61wa7Bngcee6pcieRY05Uzpm0Rg+rOUk+V61gThBB/Bf4KEBsby/Lly49J5yRdg9OpYKq2Yaq2gY9GKcCaHwpZ80PnPtgsdeorutXsoAZLq22PVO7BENj67Oo79y5DowONHnXtth07QjSZnXXYFMzl6jlTlWcTwFRlPerve01NTaf/ZrpC5jGm23VPbNtNJJImLP/1VzxOZ7WTrvr9dqVeOA50Tj1S90h6HZ31/ZO6R+IL3WmYFgHuflkhrmNNUBTlLeAtgLFjxypTp0496hvXz0h5Qqv9HqcCihMUHKAoOAEFhRKjHw6nExQFDQr+DiuhdhDai7zKC3G+jxAKOmEhMiAPpxA4ASeCWlsgdVbVtc2JaJihUARYlBu8yjTqH0NRBE5zCFiDEQqNixM0igAnCKdAqwBOqIy92qu8AXs+ROtsPROW3lqDwd50dHLDmL97bR9VvAW7zh+7zh+H1ohTq8eu9cehM7Zyl57LqadNwS9A3+p3x1Ll+bjQCObcMbXBRRKgMLuKL5/Z0OZ9q7aGEhxh5LQrm46G1lVZKc2twS9AneX1c836Co1oNgMbAKjuSp01A7t8+XI643fYjXSb7qmntWjPBZP7ejyu9Q9g+NhxJIX5o9Oqv9a1W3ZSeFB1B9XrNMz8Ldur3A9mKRyOMFBHo/taSK1CsKnt/t72nWeXN4BXz/Mth97ZGZdwxoimuvJf39/HRR/s93pN/NNPN2zrYqLRBjcNH7DlHMZp9TyPmn/ffV7lpnzxBQDWg9koDu+fzR1DUhLCz4+Df/qTT/1tcX1KX4S28ZGr2G1YDzWdxWmtz6dObapDOkpX/X67Ui8cBzqnnh6teyQST3TW90/qHokvHFPDVAgRCAQoilIMfA+cAvzXFWthBI4ukr0TuOn1f7V63ulUqLHaqayzUWW2UWWys+m5rV7b7z7nXmwOJzaHgmKtw2gtI8BWSoC1jEBbGUH2MoLt5YQ6ywlzVhCuVBBOJR8XeDdMr4/c1O7P9XqBd8M04YzFVGo0VDk11Dq01Dk0mOwarHYtNrvAbtfgsGnAJhB2gZ8FjG14ro7Y+bbH4w6NDrsuEJs+EKs+CLtrbdMHkt1vpld5IVFGnA6lYXHYHDhMZpwaHYiOJZfW6jSkDI+kf0Y0YXEB2EwOLCY7VpMdS50dq9m1NtnRGzv+UzEYtS1eKK0WL/6azcjZVU5ItH+L43n7Kljy9o6mBwX4+esaZoKbczTuxr2d3qB76tkx/mH+OFiGw+lhJn03BPnpOCUtiulDYvm9bCI/1za+187kbq9ynwnIBzNUGoLInXADuSkTOLDoDoo1Vo7odBzR68jT6bB5MH5aM0xXDm/8/WmEBn+dP35aP3RCBwKcihObw8YpGYMwDhra5LewOdsP78N6EHZ+60nP/IcP83quNSOv/rrWru8IbfW3OQEZTWNSW+tzZxilkmNPb9I9i176mlX7StiRV4kn9VNPsFFHgEFLYVWjp9EP33jXPfs//4XzRiR0qE+tuagO2X10ZnZrsi+5v/GZPz5uPHeNvYshkWp7q8PKXb/dRWFtIfm1+VRYKppc+/lT3p/vR9Pn7vpbSCTHkq7MynsqcCUQL4R4APgXcA0wHLgJ+BzIEEI8BPQBrjpWCQB01iqPCZB0Vi9TXm5oNIIQo54QY2Nc5rZW5D1xwekd62OzrLzuMu1zPkVxOFAcVnC6r20oTjs47OCwgdOO4lrrPvfex+GpZ7va28BhVbcd1mbb6lpxWDE5bVQpDr7NqsLmQabeWsWc+7RMqzTzaH4ZfnZw2gVOu0CxC5x2jbrvcD8mOGyfhkMX0EKe1l7HlY83/TvWrl1Lzi13odTVoSBwarQoQl2cGh2K0OAUOn4f/5BXw9Vhd7J/czH7NxcTGu1P+pQEBk2IIzC0fYkO6rl03knYLA5sZgc2iwOrxY7N7PkrrTdoiR8Qis3ioCSn9TgZY0DLn6mlzsMskYJXo/REoifrnnoqAzwnQKoMgP/9dQKVJhu/7S3m58xClu8posrc+H+tsdhZvL2AxdsLEIC/XovV4cThVFqVW0+otYbQFS+Rvmco71hmEVhZxhxNFqM0+wkRNRRrtRzR6zii05HrMlgrAv0Iq20pt6JZ2LxTcVJrq6XW1rLxE+ue4MWNL5IQlEBSUBIJQQmMjxtPRWCmT7LbizYqymPiDm1UVI+U2x7ZTosFodEg9N7zA0iOPb1B91QECI8JkCoCBPeePZh7z4bKOhtrD5SyZn8Jq7NK2F/c9AdabbZT7aaTDFoN5QGCcA9yywMEBZW+xaF7ojJQ05A5t/nxo8Wb7IpAgb/OH5NddSdZV7COOd/N4bz+53Fbxm3EB8Xz6umvNrSvs9VRWKcaqQW1BVQE/rNX6bSuli2RtAehKB1PpnGsGTt2rLJhQ9vuj+2hs6bpv9mcy3NL9pBbYSIxzJ97zhrE+RmJbV/ohX8+Mo9/Ov9NgGic5apTDDyhuYknHnqs3fKqHoojRLT02atS/Al5pKBDffz++QSWFIRy8QqIrILSEPjsVMHKYY2ZJ4cE9eGtYTcTpjGA3QIOC9itzdYWcFip/PAVNh2czv6U2Vj8IvCzlJF64FviSv4g9YelGPo2dXFUHA4s+/dj3rYN07btmLZvx7J3L7hl2SyIGcvuQZc1SWolnHYM5nIsAdEtPpNGI0gZEcWQyfH0GRqJplnW3uaJiuo5GjfZ12/y7h583m0j0eo0JA1qms30wOZitv2ag7nOjqXOhqXOuxHszi3/Vg38HStyObSjlL5DI0hOjyTUw6ysNzrbtUUIsVFRlLGdJrAL6ArdU09bf0+bw8n6g2X8nFnEz7sKOVzmJaVvG3x2NkzIfByKGktCOBH8z346z9jnUEUgfUUho0QWGZosRmmySBeHMAgHI1OScXqasVMUzqgzcUSnzrZWaju3NPb2q7d3ipze5kJW8u9/U/zSywCEXnABCU892eR8/iOPYNm1m4Tnn8eQ1L7nTG/7W3SlbKl7fPu7FlSaWZ1VwmqXoeo+U+oLK+89jeSIpoPO132wnkFxwZw9NI4RSaE+eQQcy+9YiamEN7e8yVf7vsLhNnZg0Bi4Iv0Kbhh+A8EGz5UEhn843Ot9erpOc585PdpZ2OZI3dNIb9A93UV3xpgeV5yfkcj5GYmd9iV+4qHHYNtw+OVRlMojiNAkAqY9yBMjLumQvJBHCvjfO89z8uE3SRCl5CmR5I+9l3GzbuxwH2ec+RL8fA93/l8QVo36QnpxTR03xJ7BO4WrAYgK7UvQwLPULD9tELr2DUbzM0nb1mGv06pVaxQBaMi5+RZS5n+GNiioob3QajGmpWFMSyPsYrX8g9NkwpyZiWnbdszbt8FitVzP/v6zmhq7RRuoDkoiL34ShbHjsLtmap1OhQNbijmwpZgAg52BaXqGnpVG+ED15W/KmvtbGVXsWK0v/xCDV2O379BIj9f0z4imf0ZTw9rpcGIx2Xnv7lVt3vPA5iJydpVzcJv6WUJj/OkzNJI+6REkDgpHb9C2IUFyrNBrNUxKjWJSahTzzhtCVlENP+0q5OfMQjbnVODr2OIHOXEsin2d6cavOPnIO+icZjQoXK77hdl+G/k65mZW+J1GnnkIO+tsvFprpc5Uy2DlIE8WP8PDURGYNY2Gp9Hp5OGSMmbUNhrK1UKQp1dnWuuXHJ2ObJ0/xQEBmB3tMKoVBZPdhL/O90GT44XAiRMbDNPaNWtQFKXhxb1qyVIq/vcZANkXXED8Y48RcvZZ3dZXyfFPXKiRi8YkcdGYJBRFYX9xLWv2l7BqXwlrD5Q2mT31RHOjNKuommW7i1i2u4g3l+8nIdTImUPjOGdYHGNTItC2s4xbVxDlH8W8ifO4fMjlvLjpRZbnLAfA6rTy3o73WLBvATeOuJE5g+ag1zb1XIg0RlJqbpnFONLo+XkukUgakYZpT2bEJTDiEn7rJGNXM/ISpmSpo2EBBi2Zs84+6v7NAPJXP8rLrudObdI4Hjr73yTt/Yov937Jc6c+16RuYqv84wih2z4n9NvbwW7CVKrn0K+xKHYn1v37ybv37yS99ipC431WRuPvT8CYMQSMGQNA1eIfiCvaQFxRyxHn4JojDNr3OQP2f01RdAZ58ZOpDBvQcL7OqmPrDoWtO3bTZ2gx6VMSsJWWeUwSdTS1vtxnWo9mYEOj1eAf1HamY5vVQd6+yibHKotMbC86wvZfj6DVaUgYGOoyVCMJjw+Q8W09BCEEA2ODGRgbzM1TB1BcbeHX3epM6sp9JZhs3mfNf9ypekZ8wiSSxEAe1n3AdO1mAIIcFVyZ/ySpzm94RvtXnIH96BsZQFhAGEF+fZmx5yEAXg4Po0CnJc7u4I7yCmbU1rHVkEGC7RDRShnBisIgq41BzRIS7XImk/SPVdipIa8mjyM1R9i7eymH9i5hebCCxdNvWghe2/wa94y7p5P+er0H47BhOP390ZhM2AsLsWZn49e/PwD2oiLQasHhwFldTe7cudTOmUPs/fehMfbO5HKS3oMQggExQQyICeKqiSk4nAo7ciuZ/fpqr9fUWe0EGBrfA5bsbJphP6/SzAdrDvLBmoNEBho4c2gsZw2NY1JqFAZd53phtJf+Yf159fRXWV+wnhc2vMCOUjW3Q4WlgmfWP8Onuz/ljtF3cGbfMxuek8vnLG+4XibPkUjahzRMJUfHiEs4OWkkLy9SZyzXmI7gcDq4KO0izh9wPlpN05k395F/b/IoOwDLn8I/0kb8paPJ+1g1KmuWLaPktdeIvv32Tul6v4ULsezdi2XvHkL27iV572dU7nWSHzeJ/Ljx2BrcdASHd5ZxeGcZ+olPEFx1kJrgPlgNoU1mYI+GvesKWLtwPzVlTg4tXc3E2amkjY/rkKzWZmBBjW+99MGT1M+UWUrunnLs1sY4G4fdSc6ucnJ2lbOaLC64ezQ/vrVD1lrtgUQH+3HJuGQuGZeM2eZg8tPLKK1tO8nVESWaG2x3c6ZjAw/rPyRBlAEwSZPJ5867+XfFTN4omY0F9TvzihFm1NY1mR2tZ+Mp70PfcMIiFGwFu6k9sh17wS60pXsIqMwiyFKIJXwgwUY9EE64MZyhUUMZtm0diWU5fG8JYF50pMekS2szP8OSfxi/1Gkw9Pyj+lv1JoRWi3XQIIxbtgBQu3pNg2EaceUV+A8fRu5dd2PLzQWgYv58TJs2kvjCC/gNHNhd3ZacgGg1gpHJYSSG+ZNb4TnF9/mvr+bNK8aQGq16PF0/pR9pscH8uKOAn3cVUmlqHMgqrbXyvz9y+N8fOQQbddgdStMBtx+/ByAqyMCGB87oug/WjHFx4/hkxicsObiElze9TG6N+tvLqc7h7t/uZkT0CO4eezcZMRltSJJIJK3RqmEqhNAC56AWgPZHrVC8yJVdTiIBIC08jRBtCFWOKiotlewo3cHI6JEtjFKAlza9hFNxcueYO9F4y6Yb0xjjENqnGvN111H23nsAlLzxJn5pg3x2XWstoN84KA3joDTgvIbjjqoq0vfto273XrK353CgJIQSXVLDeZshhLKoEQ37FmMkmUOuJifpNPbc8Rl+SQnoo6LQ6AQajUCj1bjWAqFV1/X7Go0GjVZQnFPNvvWFOB2qT2ZNmYVfP9mt/m07YJz6MgMbFhNAWEwAI05Lwm5zkJ9VyeGdpRzOLKMsrzFrg96oJbZfiNeMvl2V6fd41z3NY5U7w9A36rXMOy+d+xdsb/Ii56fTcP2UfgxNCKWszkpFrZXyOhsVdVbK6mK4s3YKF1R8xMX2Rehw4ifs3KH7mtmaNcyzX8tK5wiKlVCiRWWLexYroTz6Xabr/hpGJIUxpu8pjBk+m9F9wwkKNIC5klHWlgZtrPkgoBq85VoNz0RGACAUhYFWG1PrTNxYUYkhOwt0xpaG6bLH4eBqCEuG0CQITVaX+v2XR4ErY/FUgOWu6wJj4J59HfobH0usQwY3GqZr1xJx5RUN5/xHjaLf1wvIf/Ahqn/8EQDLviyyL/4TsfffT9icS6SXQwc53nVPV3HPWYNa6J569hbWMOvVVTx78UhmjIjHqNdyRnosZ6THYnM4WXegjB935rNkZyHF1Y3xq625CJfUHPss8xqh4Zx+5zCtzzT+t/t/vLXtLapcSTO3FW/jqh+uYlqfacwdPZftJdt5fcvrmM1mLtp8Ebdl3HbM+yuR9Ea8GqZCiGGodbQOALmADRgL/FUI8YGiKP8+Nl2U9HSEEKQb0/m99ncAVuWuYmT0yBbtvtz7Je/tUA3M3JpcnpzyJEZPdU1jhjZuF+0i5ppnsfz6GbXZ6stt3v33Y+iXgnHQoDb7lraqMe7TF5cabUhIgytwFDAOqCoxsWtNPrtW51Fb6eFhKDRUh6RQbQH222F/x5JJuWO3Ovnts72ERPsT3TcYbScnlXFHp9eSPCSC5CERTAZqys0czizj8M5S9H7aLr23J04E3dNVhn59wrX2J2KbDgXbURbdichdD0CKppD/Gp7mcPzZzMl/lgNmz4k+6jHbnPyRXcYf2WUNx/pHBTK6bzhj+oYztm81qdFBDQnFdLNegkk3wzvTuLyqhvdDQyjS6VCE4LGSUtLd3YFDk1veMG8zHF6jmg3twa28Tk/G6paEpG7dOhS7HaFrfGRrQ0JIfPEFKiZNpPDJp1DMZhSLhYKHH6Z2zRriH3sUbWhod3S913Ii6B6eG9glAzaedM/JA6P4enMuFruTWquDWz7dxIZDKdx/zpAGF129VsOUgVFMGRjFo7OGselwOT/uKODHnQUcKfehyHI3YNAauHro1Zw/4Hze3vY2n+7+FJtT1Ve/HP6F33J+Iyk4qWFW9ePMj+kf2p8Z/Wd0Z7clkl6BR8NUCKEBLgKmKYrSQjMIIa4VQgxTFGVHy6slJyLp/o2G6erc1dwy6pYm5xVFYXVuYwzKT4d+orC2kFdOf4VI/2YJASL64dAY0DqtUFOAqCsmcXQ22cWR2Gp0KCYTR26+hZQvv0AX3jRbbVcQEuXP+Fn9GTcjhTdv/hWO0UyE1WTnq2c3ovPTkpAaSkJaGImDwonpE4ymC43FoHAj6ZMTSJ/csbpzR4PUPfDHogNE9w0hOjmYwDBDu2e+OpyILW444vqlsOkD+PlhMKszpH3yf2SJbhVPG/7E+9ZpOF1R1n46DeeNiMfuVNh4qNzjS+SBkloOlNTy5cYjAIQYdaqh2kc1VkcmjyIQNc/ZKLOFpUHqI2mrn59qmM75BCqPQN9JLftbkeP7Z+uFOGKi0SXEY8/Lx1lbi2nbdgJGN3UTFEIQfsklBIweTe6df8OyTzUsqpcuReh0JL7Qel1uSSMniu55L/tpTM6Wz01/TTnXHaVsT7rnyol9ufmTTRwqVQeW3199kK05Fbx++WjiQ5smNtNoBGNTIhibEsE/ZwwhM7+KGa94T+a34WAZY1MijrLXHSfUL5S7x93NpYMv5ZXNr/BDtpps0a7YOVh1sKFdnb2Oh9c8DCCNU4mkDTwapoqiOIFHPJ0TQgQqivJ+l/ZK0usYZByERmhwKk52lOygzFxGhLHxgSGE4PlTn+e5Dc/xya5PANhWso3LF1/OG9PeoH9Y/0ZhGi11AckE1+xX9xUn2sk3kFz3Lgd/isJp12DLzSX3jrn0efedY1bLT6PVYLRVYjaEtTint9WQEZVD7ZZtOC1WVx1VLbo+fQm/4kqcDkVdnApOhxPFqeBwKCgOhV1r8rFZvCetsVsc6gxmpjoTpffTEj8gjMS0MBLTwonuE9SlhuqxROoeWP/9wYZt/xADMX2Cie4TTPyAUPqkd3FWR40Gxl4Hg8+DpQ/AtvkA6O01zNO8z9+N/0Wn2CkS0eSMvodxs85puLSwysymQ+VsPFTOxsPl7MitxOZomjK4ymxn+Z5ilu9RvSI1Atb7hRFJBRkWK0uD1EJ/m41+XGD1wzhEdbNXFIWfDi7ltOTTGjNgXvYZlB9SDdfKHHVdcdi1f0Sty9ybEYLASZOo/PIrAGrXrmlhmNbjN2AAKV98TuEzz1Dxv8/QhIYSc/ddx7K3vZ4TRfd4MkpbO360DE0I5dtbp3DPF1tZmqkmPdp0uIIZr6zilUszmDLQc51MIQRDE1qf8f/Tf9ZyzaQU7jlrUJPkSseapOAknj3lWa5Ov5p/bfwX6wvWt2hjdph5edPL0jCVSNqgNVfeU7ycuhL4S9d0R9JbCdAGMDJ6JJuLNqOgsDZvbQsFrNVoue+k+0gOTubZ9c/iVJzk1uRyxQ9X8NLUlzgp/qSGtrWBfRsN06JdcNo/8NvxFQkTyzmyMgIQ1P3xB4VPP0PcvAeO2ec8+cZJ/PrJ7ibJgnQGDVOvPYm08bNwWizU/LqcyoULqVm5krj/O4Pw6X2ayCj76L9Yj+QQOns2xvR0YlNCWsjUaAWx/UOoKbNQXdq0OLnN4lDjQXeq6ej1Ri0JA1QjNXFQGFHJwWStL+y0ZErHGql7GjFVWTm0o1StOTsssoVhWlWiTuwERxoRQnRe7GpQDFz4Foy6HL7/G5RmAWDADgLiKCZuyz9Atx+m3Akh8cSGGDlneDznDI8HwGxzsCO3UjVUD5Wz6XB5i7gwpwJjzG8AoOEIgZGvAfC9IZHV4hFWA/k1+Tzy+yOszl3N/438P24edbN6cUR/dfGE0wmPdr03RVcTOHFio2G6Zi3Rt9zita3GaCT+oYcInDgRodOhTzj2Hg+9nRNd9zjsTrRdkAU31F/Pf64cw1srDvDskj04nApltVaufG8dd05P49bTBrSoGe4LiqLOwP6yq4inLxrOpFTPRu6xYmjUUN49811GfDTC4/mC2qMP85FIjndaG2J6EdgGJAFG1JgLL28BEglMTpjM5iK1/MSq3FVeRwYvH3I5iUGJ3LviXkx2E9XWam78+UYenvgwswfMBqA20M2YK9oJ/mEw/SGC624jeng1xdtDACj/5BP8Bg8i/E9/6tLPVk+9cacafRaCIvyaGH0aPz9Czj6LkLPPwl5aisa/qauSoiiUffwxtsOHKf/ov/gNHIAzN4+0oPQWtVYTtx4kbdVKqkpM5O6tIG9vOUf2llNT1rS4uc3saDBeALQ6gdOhNNS3PNpkStB2pt9ORuoeD2h0ArvNgU7fmFRs45JDZK7Mwy9QR3RycOfHrvY/Ff5vDTw3ACxVTc857fDHf9QltA8knwR9JqjrmKEY9boGtzxQv/uHy+oaDNWNh8rZU1jd8D11muNRnHqExobGUEF+jfoStyxnWUMYwNvb3mZan2kMimgjvryVklK9icCJExu2TVu34qipReuaVfZGyJlntji2d8rJDUngYoFdruPaqKgmcfiSE1v3vPO330geEtlQ0zokqvNqCAshuPHUVEYlh3Hr/zZTXG1BUeCFn/ay6XA5L14yivDAls+TqCCDx0RHeq1o8Mg4XFbHZW+v4/Lxfbj/3CEE+XXf7KkQgvjAePJr81uciwvsHYPDEkl30tqv93ZFUVYLIe5WFOX5+oNCiAePQb8kXUDfiMYXmr6RAa207BhTkqbw2hZ1xmNN3hqcitNr5t2pyVN5/+z3ufWXWykxlWB32nlg9QMcqTnCzSNvpiaob2PjItdr1KgrYMP7RCqbMFfoqc5RH5oFjz6GX+oAr25unU3a+DjSxse54mgme22ni2zpdmnasgXb4cZsLZZ96kxUXF3LWqv1zr0hUf6ERPkzZFI8iqJQXWomd285uXsqyN1bTk15U0PVYW/qPglqMqW1C/d32DC97tkpfPHUeooOVQNw8d/HEtsvpEOyfOC41z3eDH2/QB2DJ8SzZ10B5pqmrqjZW0r44O+rSTspjiGT44lODqbksPr/sNTaObK7vGs6q/MDS3XrbSoPq8uOL9V9fSAkjYHk8eqSNBbhH07fyED6RgZy4Wg103W12cbU55a7StxocZiS0QUeACAqSn2xu3TQpfyY/SNbirdgV+zMWz2PT2Z8gl7Thgt/YIznREeBMe359N2KLiICvyFDsOzaBXY7dev/IPi009otx1ud5aOpv3ycctzrntawWxWyt5aQvVX9XoTFBtAnPYLU0TEkDAzrlHuM7x/J97dP4bZPN7POlSht+Z5iznt1FW9cPpqRyU3v414Sxj12VVEUvtx4hEe/y2zI3vvJusMs31PMUxcO55S06E7pb0e4Y/Qd/GPVP3AqjV5QRq2RO0bf0W19kkh6C14NU0VR6jPV9Gt2Kql5W0nvwE/faCQadC1LuRwtQyKGEGGMoMxcRpm5jF2luxgaNdRr+6GRQ/n03E+5Zdkt7CtXk3b8e+u/+fdWV+LDfuqsaaQjl+WKos6CzHge8fY0EsZXcLBah6VCDzYbR26/nX5ffoE+rmePSPqPGEGf996lcuFCqpb+hGJqPeug4nQi3GZ/hBBuhmoCiqJQVeIyVF3Gam2FxaOs5jOtPZUTQfe0VdJn4gWpZG8tYdeaPDW22DXWYKmzs335EbYvP0J0chAOu4LBX4vV5D1GuZ4Dm4vpn9HBl7XQJDWOszlaPxAasDf7HttqIXuFutQTPVidTU0eD8kTIDKVYKOeeeel87fPt+BUwGHq22CYjhpYod5Co+XRyY9y8bcXY3Va2VW2iw93fsgNw29ovc/37ANrHVhrWL1mDZNPOR2MXTaY0mUETpyoGqaoZWPaa5gqSsuBKolnTgTd0x4qCuuoKKxDgU4zTAFigo18csN4nl+6l3//pobs5FaY+NO/1zJvZjpXjO/TZtI3IQR/GpvMKWnR/PPr7fy8q6hBzlXv/cH/TU3l72cP7rQ+t4cZ/Wfwya5P2F6yHQCd0PHwpIdlfKlE4gO++DvZhRDfCyFeEkIsBnrH263kmKMRGiYnNM4grsr1nk2vnvigeD46+yMmJXjIuumiVKtpfClOHAMZV6DRKSRNKUPrqjbjKCnhyK234TSbvcrpCQitlsBJk0h45hnSVq0k/umnWm/fhkuiEILQaH/SJydwxrVDufqpSQSEenavDYrw63C/u4kTVvdodRoGjIlh5m2juOqJSYyf1Y+QqKallYpzaijLr8VhV0gZEcXYc1NalRmVHNRkX1EUig5VoTh9MFymPQj6Zm59en+Y/RrcnwN/+RXOfgaGXgghXt7hi3fDpo9g4S3w2hh4tj98einn18zn4cCvWW24jbdt8xuaVytZDdv9QvtxS0ZjfOUbW95gf8X+tvu95RN4fiCT11ytZhruhQROatSNdWvXtvt6Wc+0Qxy3usd7+IV3PdAnvWXm218+zOTXT3ZzYHMxVpP3eqPe0Gk13HfOYN66cgzBRnWOxOpwMu+bHdw5fwt1Vt9kxoYYefuqsbx86SjCAhq9KEb36d4Y84SgxhjvvqF9pVEqkfhIm474iqLcIYQ4F7XY9E+Konzf9d2S9FamJE5h0YFFgGqY3jjyxjavCTIE8dq01xj939HeGxXtgjBX3On0h2HXtxioJHFSCYd/iwaHgnnHDvIffJCEZ57pFS9jmsBAws4/n/z77vf5msrvvseWm0vwGWfg17/5oL76Ejr5wgEtkikBDJ/auwb9pe5RCY4wMvbcfow5O4XcveVkrs7nwOZiHHb1/+uwOTm4rYSD21p3y2weL1ZeUMcXT23AP8RAyvBIUoZHkTwkAr2fB2+KEZeo618eRak8gghNUo3V+uOJo9Vlwk3qfuURyPkDctapS/42UJrN6prKYO8PsPcHrgLQQJC1cSBmd+kOTKtexD80GUISuCruZH6KWMKOskxsThsPrn6Qj875CK2m870/ehIBY0Yj9HoUmw3LvixshUXoY3uPO3Jv5HjWPS28Naw/w5pXMTlD2FDzJ3bUnYUTNzd5AQe2FBPdJ5jAUHVw02ZxsHd9IU67QubKPDVxkQCnWxZuXxOvnTk0ju/igvm/jzeRma/GsX+zJY+deVW8ecUYBsQEeb22oYtCMHtUIpNSo3hw4Q70Wg1npMe26+8ikUh6Bj5FiCuKshhYDCCEmKMoyvw2LpH0QNw9urrKvWtiwkQEAgWFbSXbqLRUEurXdpH3NuPFCndC2lnqdmAUnPZP+OFeAs+6hNhxIyl85kUAqr5dhHHQYCKvP9qKbD2T8o8/xrRlC8UvvojfwAEEn3EGwWeeid+gQQ3GePMETfUU7K/slj4fDVL3NCI0gqTBESQNjsBca2Pf+kIyV+dRklPT5rV6v5Yz7/WGrKnKyq7V+exanY9WryFpUDgpI6JIGR5JULjbLO2IS2DEJfzmS33U0CR1GXahum+thbzNLkPVZbCaWsbEhjqdpFqt7DcYsAM7Vj3FOLP6HdYBj+r1XJIYh10ItpVs4+PPz+fqqLEQHA8h8eo6OA6CYkGrh9yNjcK3faYmZ6o3pnsJGn9//MeMoe53tU503e9rCZ09u5t7dfxzwuieqf+A3d/jX3aAk0PeZUTor/xefj5Z5pPV8wrsWp3Pvg1FjJqeTMYZfcjbV4HTLZeBsxWvC18Sr/WNDGTBzZN4aOFO5m9QvaP2FdUw+7VVPHPxCM4b4VuG6ehgP968YgxWu7PFuTX7S6gy2Th7WLxPsiSS7mbjxo0xOp3uHWAYvnm49hacwA673X7DmDFjWiSCaK1czKeKolwmhMim0cdDACHA8amgj3P2FTUmMMkqavtltiOEG8MZHjWcbSXbcCpO1uav5eyUs49a7i95q5nG3xoPjL1ejVdLyCBcUbAcOELFF18AUPSvf+GXNpCgk08+6vseC7RRUR6TkGijmqa+txUWYtqypWHfsi8Ly74sSt54E32fPgSfMZ2QM87AOGJEQ4KmHxb8yoGl6s83e2sJ+VkVxA8I68qPc9RI3dM2xkA9w6cmMXxqEsWHq9m1Oo+96wux1Hl2f/ML8Dzw4x+sx1TdmGTJYXM2ZHj+DYjuE0zK8Ei2Lz+CubZRdrvL0BgCIWWKuoA6SlaapRqoC5uWQBllVg1TgC1+fg2GKcBAm40bKyp5PTwMgFdNBzj19zWk2Jt/bgGGILC66TlrLSy6Xd3uZcZp4MSJDYZp7Zo17TZMfdUxJzonpO4xBMCsV+ED1dU0VDnAWYOWMKp2O2vF38ndp7432C0ONnx/kJ0rchlzbgqz52ZwZLdaX7v4cBvJ0ZpxYEsxq7/KIjjCSHCkUV1HGLlteDKjIoJ49Jc9mBxOaq0OMt/cxSFld8O1vugeQ7OSNzUWO/d8sY3cChMzRsTz6KyhRAZ1bWjL4PDBLDm4pGFbImkvOp3unbi4uCHR0dHlGo3muEkW4HQ6RXFxcXpBQcE7wKzm51ubMX3YtX5BUZRX6w8KIf6vc7soOd6YnDiZbSXbAFh1ZFWnGKZ3mvZyT+Z/uTL9SvWAVgcJahZeIQRx8x7Asn8/pk2bwOkk9293kfL5fPz6tXR37Wm4l2vwlAinHm1wMAnPPkP1Tz9Rs3IVils8re3wYcrefY+yd99Tk0Q51RHjFKB2yDUUxo4DYM2C/Vx4z+ie7ur8sGstdY8PRPcJJrrPICZdNID/3P6bxzY15RZKc2uITGx0ixt9Vl9GndGHooNVZG8t4eD2EsryaptcV3y4utWXzg6XoRECogaqy/KnmyRWGmWx8BVqPzfHDYSERKgucC35XF9RxS8BAez2M2DRaHglIowXipobXQpYPfTbZoJfHu19humkSRS/qHqF1K5Zi6Io7foN1+uYon+9QOnbbwMQ+ZcbiLnrrs7vbO/mYdf6xNI9KVNg7HWw4T11v7qQ2GveY3b0IA7vLGPt11mU5qq6wVRtY9X8fYTG+DNhdirjZ/fHVG3j/XvbzilRT2WxiSrX4olb8aNOC+U4CFQ8f8/bo3teW5ZFboV6r++35bN2fymPzBrKeSPiu+xZGGQI8rgtkbSDYcebUQqg0WiU6OjoyoKCgmGezreWlXeva/1qs1ObO7F/kuOQKYlTeHPrmwCszlvt80tUpDGSUnOpx3OKgGfXP0tuTS73jL2nRVyZMBhIeuVlsi/+E/aCApzV1Ry55VZSPp+PNuj4eChoAgIInTWL0FmzcNbVUbNyFdVLl1KzfDnOWjeDwtnUjal/9iKKojNQNDoKDlSSvaWkQ9lZU8fEEJsSQm5eLv7BbbheHwVS93QMnUFLUISf1+zLnz+5nrHnpjD6rL5oXTMKGo0grn8ocf1DmXhBKlUlJrJd8ap5+yqaxIx549f/7iIiIYjw+AAi4gMJDPNr38vetAcxfXUL/kJ90cxwmyHdigXnJR82lp1yOtGbyng0dy2X/f4A54YO4d6kdEguazBcqc6HmiK8JnOpPOJ733oIxvQhaEJDcVZWYi8uxpqVhd/Age2XMzS9Ydu8M7Mzu3hccELrnumPwN4lUJULdSWw6gXEhW/Rd1gkyekR7Pm9gD++2EqNSfVmqCwyseTtHcT2C2HShQPadavqsraTFAY4IIDW48c/+PsqAsP8CAj1IzDU0LAODPVzHTfgH2zg/05NpbTGwhcb1d9+Wa2V2/63mf3v7EFva39crERyjNAcb0ZpPa7P5dE9uTVX3vc8HQaGA2M7p2uS45GhkUMJ8wujwlJBiamEPeV7GBzRtivL8jnLG7ddM4dlLw7l9gAbW42q280nuz4hvyafp095Gn+dWzKXujJ0vz9J0k2nceipBSgWC9YDB8i7+x6S3ni9zey2vQ1NQAAhZ51JyFln4rRaqVu7lqqlS6n5ZRmOioombf3NpSTlriAn+XQA1n6zn5QRkWi07fubjD5TrS27fHl+pxZeb47UPR1n4uxUj4mvQE1M8seibPZvKub0qwYT07dl6ZSQKH9Gnp7MyNOTsZjs5GSWkbO7jMyVeV7vmbm6aSF5vVFLRHwg4fGBRMQFEh4fQPKQiAZjuAUjLuGhr7Zyu/MzEkQpEbpoInQBlNnrqLJWkV2ZTWpYqtpWo4HAKIakzWRh3Ej6hPTxLNNhh5eGQ7WHfof2riRg4MrmPX481UuXAmrZmA4ZpkOGNGybd+1q98zr8c4JrXuMIXDei/Cpy5tg23wYdjGknYlGIxji/wsDQ+5km24GG82XY7WpRmNhdhVf/2tTu241YXZ/hp6cQHWpmZoyM9VlFqrLzFSXmqkuM1NbaWktSXADtZVWaiutgHevjpNm9mPcjH4896eRzBgRzz8WbCe02IZBoYlR6k6HPUEkki4kCkaW+pAbKBLsJbD1WPSpK2jtAzqB/3o4fmUX9UVynKDVaJmYMJEfsn8A1Oy8vhimnoiISeedrJ/4R3QkPwUGALAsZxnXL7meV09/lUj/SCjYDh/OAlMZ/n4hxM97mrwHHgegZvlyil95hZi5czvls/VENAYDQaeeStCpp6I8Ymf3sOEt2vQ9/CN58RNx6PypKKwjc3U+w05J7Ibe+oTUPR2keeKroAg/hp+axIEtxRRmqxkvS3Nr+PKZjWSc2YdxM1LQ6T3PSvj56xgwJoYBY2JaNUybYzM7KMyuarifEHDjK1ObtDHX2sjfX0lEfABfPbuRvtXTWMi0hvOXHIQ6fRUfjZ3HlqItjYapG16NUlBd/c94BL6+qWk2YL2/mk24FxI4aVKjYbpmLRFXXdVuGfrkZJxGIxqzGUd5OfbiYvQxMsOvGye27kk7C4ZfAts/V/e/mws3/w46I6x8AZ2wMjrwa9L9f2Jj0MNsOzygSRIkT+iNLfWLwagjMiGIyATP3kwOu5Oacgs1ZWa+efHoJqsDwxpjSacOimHJnafwzoNrMVS1v8SNRNKd+GKUtqfdoUOH9I899lhseHi4w2q1il27dvmfeuqp1X5+fs5HHnkkafbs2WVRUVH23bt3G6+66qrSIUOGWO65557E7Oxs45NPPnlkzpw5lTt27PCbO3duUmhoqOOVV145EhcXZ7/tttsSg4ODHYcOHfL7y1/+UjJt2rTatnvTSGudn6soSkPmCCFEpKIopUKIja1cI5EAcHLiyU0M0xuG39AxQTFDMO5byvNFJbw44gw+qN4DwPaS7Vy++HLemP4G/aMGQUCEWn7CUkWobjWWG66n9J13ASj993+omP85MeXl7EtIIObOuYTOnNkpn7OnIXSef9IGWy19Dy/hQP/zAfjju2zSTorFYPRJfx1rpO45CuoTX6leB2pd4VFn9GHbshzWLTyA3eZEcSps+vEQ2VuKOe3KIcSntp052xtT/jSQsvxayvNrKcuvbZGAKTQmAK2+6WxpwYFKFr+xrVW5AbYQgizhbM7fwkVpF/nUlxJTCVH+roQ+Iy6Bdf+B3A3qvkYHM1/pdfGl9QROmtiwXffHHyg2G0LfPpd6odFQdeWVjJx6Kn6DBqMNCuzsbvZ2pO45+2nYv0x1563KhZ8fUmdSr/sRPrsMjqzHqKlhct3dDB8xiz80d7FnY5nXGU6Hzcm3r2zBP1hPQLAB/xBD03WwAf8QPVo3Dx6tTkNotD+h0a175lz5+ETqqqzUVlqorbBSV2mhttJCXaXrWKW1ocRNPcFGPeEaLbW0bph+8tDvJA+JYMRpSYTFBvj2t3NjU+Emj9sSSU/AZDKJGTNmDFi4cGFWamqqDSAnJ0d3/vnnp27cuHHPiy++GH/HHXcUjRs3zrx7927DpEmThpSVlW2dNWtWxeLFi0PnzJlTCTBs2DDLrFmzKvr3729NTEy0v/XWW+FVVVXaN954I7ewsFA7fvz4IVlZWTt0Xt5NPdFajGkNgBBiEmo2ulAhRDlwKdD+Kt+SE4qJCY0vUVuLtlJtrSbYENx+QTFDAdUR/S6LgcTx/+SpP57CqTjJrcnlysVX8sXML0g451n42FWaYssnRF+zFPOevdSuVJN+OMrLEYA9L4/8eeqMyfFqnHoj+chyCkfPobbCgqnKytZfchg3o+clh5K6p/PRaASjpvchZUQUv/53N3n7KgC1lumC5zcy8rRkxs/u77mGKWrMlSf3Nv8QAyOnJTfsK4pCXZW1wUgty6/DP6il8VSeX+dTv6/Y9DAlhw7CqU2P5+4tpySnpiGODH8bb+1/kyVHfmDBrAXEB8Xz3r2rMFX9s+mFb4B/yKpeGT9m6NMHfVIStiNHcNbVYdq2jYAxY9otxzJmdIeuOxGQugcIjIRzn4UvXSXXNrwHwy5SEyRd/Z2aRXvHlwCE5H3L9Kg9jLzlIz5/zbNXhdOhkJNZ1uZt/QJ1DYZqQEj9Wq8+/FtGJmBBQR9iIK4DYSXpk+OpLrewe02+1zYVhXVUFNaRPqVleRmnw9lmKIzTrdNOTx9AIulG5s+fH5qcnGypN0oBkpOT7YsWLdrfvG1OTo4+PDzcJxeDxYsXh51xxhmVALGxsQ6DweDcuHGj//jx4z1nOvOALybs1cAYRVGKhBBxwOOcKApa0mGi/KNIj0wnszQTu2JnXf46pved3n5BMY0xURTt5NLBnxIXGMe9K+7FZDdxRt8ziA+MhwEJMPg82P0dAGLJvSQ+9w17J58MDkcTkYrZTMHDj+CsqcGQkoKhXz90MTHHTRyqt9IQhohQxs/qx7KP1NT7m5ceZujJiQSEGHySu/77bKpKTBQUOKkcampzNLsTkLqnkwmLCeD8OzPYuSqPNV9lYbM4QIGty3LI3lbMaVcMJmlwRIvr3A251jJHCyHUxCOhfh7l1BMQaiBxUBhl+XVtxnOVaAopM5cRYWyUd2BLMduWNU1iFM0U/qQdzaeb15Ea38erXFOVFbvNgVan6XXxlYETJzaUxapdvUYamF3Hia17hl4I27+CPd+r+9/eBjetVkvLXPQORKXB8ifVcyV7iP7+HIJC3qOmquN5Wiy1diy1dsoLfBu00gBvvrqBcyf1ISw2gLDYAIyBvnkQnDSzP0Crhimo5bSauxtXl5n536PrSEwLJ3lIOMlDIgiLDeh1ukRyYrNv3z5jTEyMrfnxhISEBgP05ZdfjomMjLRXVFRoFyxYkOWL3JKSEl1ISEjDSExwcLAjPz+/Xa55vjTepyhKEYCiKAVCCJ86J5FMTphMZqma+XFV7qqOGabRg0Bo1Tix8oNgrWVq8lTeP/t9Pt31Kf+c8M/GB8JZT0DWz2A3Q/4WtFnftMhQW4+ztpaCRx5t2Bf+/hj69sXQLwVDSgp+LoPVkJKCNqRpkpjKRYsoevElYvLyeqRrcNqqldSsXEXOX/4CQODkyfR59x1ALYS+5eccyvJqsVkcrP8+m1P/PMgnuQe3lVB0SE0yYa6xHQvDVOqeLkBoBMNOSaTvsEiWf7ybw67ZjKoSMwtf2sLQkxOYdOEADP5d5+Y9aHwcg1zxsK/ftMxru1p9BTWGcrYUbeH0Pqc3HK+r9Gx0+jkCoBpyqytavf+P/9lBTmYZfoE6jEEGjIE6jIF6jEF6de22HdM3hKDwRndAdSa28f7HMpNn4CQ3w3TtWqJvv61L73cCc2LrHiFgxr/g4CqwVELZAVj+FJz5mHpu6t8hMhW+uRkcFjCVMVHzMr/qbsVud3PJ1WsYc05fopODMVVbqauyYqq2udbWhmPmGhtKO21aPQL21fLLvl0Nx4xBesJdRmr9Eh4XQEi0fxNX4XpqheKxHE2tUPjzHRmYqq0ITdPzObvKsJkdHHRlLwcICvcjaUgEyUPCSRoUwWeP/0G/qnO5iXMbrnv9h2Uy26+kx5CUlGTdtGlTqz7q9a687seCg4OdJpOpyY+ptrZWExIS4gCIioqyV1VVNZyvrq7WxsfHtyug25c3j0FCiAuBA0Aq0P5UgJITkpOTTubt7WrNvFW5qzqWAVLnB5EDoESNLaVoNySNYWjkUJ6Y8kTTtuEpWCfdhljxHHqAXx5FF9cXe35hm7dRTCYsu3dj2b27xTltZKQ6s5rSF6fJTM1PP6nxXfQ+12CNRjDxglS+f12N78tcmcfI05M7FENzDJC6pwsJjjBy3m0j2fN7Aau+2NcQG7pzZR6HdpQy9fLB9B0W2a19/O/YhwAYXhzXxDBNGR6JMUhPbYWlIcasusKEcPrm9WCuteF0KpiqbZiqWwwaN2H6tekNRjR4z9h5LDJ5BkyYoBoGioJp2zYc1dVogzsQIgHYy8ux7NqFccSI46akVicidU9IPJz1uDpbCrD2NRh6PiS6ZumHXwxhfeGzP0NtMWnGX8FpZ23NFdQ4owjSlDDR/2PSdu6Bc/e1eiunU8FcY3MzXhvX23494jHLuCfMNTbyayrJ31/Z5LjQCEKijE2M1vC4AL6NcxJU4eAUs44QRVAlFFYY7ZREarnXi8dH8aGWGYBrXG7Bbc3Aymy/kp7CFVdcUfHSSy/FZWdn6/v162cD2Lp1q9+dd96ZvGzZMq8DcaNGjTJlZmYG1NTUiKCgIAVgw4YNgX/5y1/KAM4999yKFStWBN9yyy1lhYWFWqvVqhkzZozPbrzgm2H6IPAvYASwBbinPTeQnLgMjxpOsCGYams1hXWFZFVkMTC8A8/3mCFuhmkmJHl2X1MUhXmaCiqT+vCv3BwCTWXEnDae/AWVKObGQR+h1xM0bRoaoxFrdjaWgwdxVlZ6lAngKC3FVFqKaaPn/BeK2UzRiy/1CsMUoO+wSBLTwsjdW4HTqfD7wv2c/deWmXx7AFL3dDFCCAZPjCc5PYLfPt1D9lZ1BqCm3MJ3r21l0IQ4pvxpoM8uch3BW/yqNrBxCmVL0ZYm5wZNiGfQhKaxX7WWWv684Eoqy2sIsIVw3q6bvd7T1xddUGdhfOXrf20iYWAYiWlhxPYPRW9ovQ5je9GFh2McMgRzZiY4HNStX0/w6ae3fWEzcm6+hZpl6kxv8rvvEDR5cqf28zhA6h6AjCth+5eQ/RsoTlh4G/x1Oehc4R/J4+CGX+B/l0JRJmkBK0kLWNlUhg/5ODUaQUCIGlsa2SxZfGRCUIsSWBqdYLPWRh0KEU4NgwKNaGsdOGyef9eKU6GyyERlkQm2N9ZK/zNacKuVGqoILnAYOe0M71UETvlzGiOnJZOzq4ycXWXk7inHanZ4bd8cq9mO3k8rXX8l7SYS7L6Wi2mrTXBwsHPJkiX7nnzyydiQkBCH1WoVhYWF+nfffffQSy+9FFldXa19/fXXo+++++6iYcOGNRQXz8jIMN9+++0F06dPH9inTx+L3W4X06dPr4qKinIAXH/99eWbN28OuOuuu+JzcnIM7777bnZ7Eh+BDx9QUZR84DIAIUSYoigV7bqDpMeQGh3ktt312Rh1Gh0T4yey9JBa4mB17uqOGaaxQyHzG3W7yHtR+Fc3v8riQ0tAD1fHx/J6YTGxziVw1+MUvb8AW14eei+ut/bycqzZB7EedC3Z2er60CEUa9ujnPb81kdKexJCCCZeOIAvn1azle7fVEzBgUri+nc8M2tXIHXPsSMw1I9zbhpO1sYiVny2F3ONOou45/cCDmeWceqf00jN6JqyItc9O4VZr61i2xF1cOiTG8YzeUAUJaYSXndVrdhZshOrw4pB6z0eOtAvkHmn3c91S66jjNZ/j5fOOwm7zYGl1o651oapxoa5xoa5tnGxuPaDI4w+f5a8fRXk7atgw2LQaAWxKSFMuya9U93eAydPUg1T1LIxHTFMddHRDdvmzExpmDZD6h4XQsDMl+HNSWCrg6KdsOpF1ZW3nvC+cN0SeDrZu5yjwFMJrImzU1FMNTz7ozpgbdTbWfLgKYRrNA1JiyoK6ih3bdeUW1q7RRPsVidrF+5vuG9zhBANs67DpybhdDgpOlTdYKgWHqjC6fTul7zola1UlZqI6x9KXL9Q4vqHEN032GvZLomkns6uTZqSkmJ76623jjQ/Pnfu3NK5c+eWeroGYN68eUXz5s0r8nROq9Xy5ptv5h5Nv9o0TIUQbwAfAWOAu4UQXymKcvfR3FTSPWjdYiU0xyjRz5TEKQ2G6arcVVwz7Jr2C3FPgFS402MTRVHQahoV+x4/A5clxPJGQTGDog4TuuyXVpO26MLD0YWHEzA6o6lchwNbfkGDwVr8wgs461omZ9DFeX6I9VRiU0IYMCaGrI2qblmzIIsL7hrdo0Zxpe45tgghGDg2lqRB4az8fB/71qsu8KYqKz/+ZwcxfYPVgvYVTg4tXc3E2aleX97ai8Et/sugU7ej/KNIDk4mpzoHq9NKZmkmo2JGtSpnXNw45gyaw/w986nTVxFgC2nRxt+V7Eun16IL0zapc9iZOB0KhdlVLZKLWc12CvZXEpca2qFyTYETJ1L6thozXrtmTYf6ZhzSqFMtu3a10vLEROoeNyL6wenzYMn96v6K5yB9VtPnsrHl76wz8VQCq5/DyaKt+ezKr8Jsc/LPhTv47/UnERLpT5/0piEINouDiqK6BqO1vEBdFx9u6ZYLUFPmuyGr0WpUI7N/KONm9MNqtvP23BVe2xcfrsZhd3JgczEHNhe7ZAiikoIa5MT2DyE4wtijnscSybHCl6fiIUVRfhdCvAQMBe7q2i5JjicmJzaOxG8s2kidrY4AfTvjGWPSG7eLPL9ECSG4ZdQtJAQm8OjaR7Erdop0Oq7u05cXRsxiUkc6DwitFkNSIoakRJgyGW1oCPnzHmziGgzgP2pUB+/QfUw4vz8HthTjdCjkZ1VycFsJ/UZGt33hsUPqnm7AP9jAmdcPZeDYGJZ/uqch0VCRW2xVTZmFXz9R47E7yzj1REZMBjnVOQBsLd7apmEKcOeYO1l5ZCUfjZ0HwBm1dbxQVALRg+GWdV3WV4AzbxhK3t4KcvdVUJ5fS0xKSIsSPHn7Kvj+9W0IjSCmb7DL9Tec+NRQPn7o9zYTK/mPGYPw80OxWLAeOICtoAB9OwfGjEMbdap5p3cvlBMYqXvcGX8j7FwAR9aD0wYLb4Xrl4Km+2b59FoNT184nAveWI1TgVVZJXy1KZeLxyS1bOunJTo5mOjkpvHYH/5jtUcjVKMV1FVZfc5Y705bg00arcDRzNHS6VAoOlRN0aFqtv2qTmAFhBq45P5xTQbOujPxmkRyrPDFMA0WQpwM7FcUpU6O4EjaQ0xADIPCB7GnfA92p1o25rQ+p7VPSHg/0PmD3QS1RVBbAoFRHpteMPACYgNjuWv5XdTYaqh1Wrnx55saG3yoriIdCsuv29Huz1PvAlz04kvY8vKo/zVU//wz5l27msxE9HRCowMYekoi210PwrVf76fvsMg267MdQ6Tu6Ub6jYwmYWAYq7/MYpeHpB52q5OfP8hk09JDrgy2BoxBevyDGrPa+ge5stsG6fEPMqAzeC7RElNm56+VfoQogi1v7CT0ooGkjY9jVMwovt3/LQCbizZz9dCr2+x3oD6QhyY9xI0/3ciA4jHEHD6P16zh1JSVs+75ayhPPsjyOcs7/HdprabrwLGxDBwbC6Amb6lp2a6+hqziVGdUC7Or2Lz0cH1OI4+430/j50fAmNHUrlGrl9SuWUvYhRe06zP4paWBVgsOB9ZDh3DU1MgESE2RuscdjRZmvQb/ORkcVsjdAOv+DRNv6dZujUwO49rJ/Xh3VTYAj3+fydRB0UQF+eYFMXF2Kj9+kIm22e/O6VD46tkNzLx9FGEx7U8M2JqOuObpyZTl1VJwoJLCA5UUZFdRUdjSC8thc7YwjLsz8ZpEcqzwxTDNBV4GrhFCnAd0TSCBpMux2hsTA9jsx67g8+TEyewpV2NBVuetbr9hqtFAzGDI26zuF2VCv1O8Np+UMIkPz/mQm3++mcI6zxl5S7Udf9EInTmT0JkzWf7LL/T9z1uYt20Dm428e/9OypdfoPHrGtfArmDcuSnsXpuPzeygvKCO3WsLSJ+S0N3dqkfqnm7GL0DP6VcN8WiYgmpIleb6kN3EhVavaTRWA1XD1VRrY0iOHQ3qgIi1ysYvH+0i/0AFcYlp9CsdgVM4Kaip4VBMCRqtBo0QCK1AoxEITeNaaNREKum6UQzLO4UJh2eiU9SXu2BrBKceuJTf+Oyo/ia+1nStT+bSnMBQPyITgyjNrWlyvD3lMgImTmw0TNe23zDV+Pnhl5qKZe9eACy7dxMwdmy7ZBznSN3TnJjBcMq98Ovj6v4vj8GgcyBCrQlKYIw6cNycVuLCO4O7zkxjyc4CjpSbqKiz8eiiTF75c0bbF6J6e7z0816SjlgJUQQ6ow6HK5FRVYmZBc9t5LxbRxLTt32uytc9O4W7f7ubJQeXAJAalso3s79pOB+VFERUUhDDTlEzPZlrbBRkV1KYXaUarNlVxPYLaVGqRiI5EfAl+dGbwJuu3W3Ad13aI0mXcbC01uN2VzMlcQrv7XgPOIqyMTFDGw3TwtYNU4C08DQ+nfEp076Y1pEu+4ZWS8LTT5N94YUoZjOWffsofuUVYu/pPQkc/YMNjD6zL+u+PQDAukUHGDgutoX7YXcgdU/PISjCr11xV95w2JzUlFtaJCNpPkfvdCjs+C0PgLO4vuH4d9u3+XyvKVzU4pjeaeD0rCv45KHfMRi1GPx1GIw6DP5a11qH3qjFz3Vc72rj5zpuMOowGLVkbShyJWNpf7ztyGnJjJyWjLnGRl5Whcv1t5ySIzXgo3EaOGkSxf96AVAN047oVOOQIQ2GqTlzlzRM3ZC6xwtT5qqJCAt3qB5M394OVy9SkyTd01gS5o/vP+KkDXeomXwdVsj6BQZ0zbM4wKDjiQuGc/V7fwDw7dY8LshI5LTBviVrK4rQsbhaDVP44qaJRFU6WPLOThw2J6ZqG1+/sJlzbhzWIm61LYZFDWswTIdHtp713hikJ2V4FCnDVU8wp1PBUtd6GavmfPnMBgaOjWXA2BgCQ3vP4LhE0hyPhqkQQgM8DjypKEqNh/M3AysURWm/L6TkhGNUzCgC9YHU2mrJrckluyqb/qH92yfEPdFCkecESC0uCeiaLKLu+PXvR8zdd1P4uDqKXPbe+wRPnUrAuHFdfu/WEAYDuuhoLFYr2tDWs+2OnJbM9t+OUFdppa7SytZfchh7bsqx6WgzpO7pmUycndqiZINOr2HiBanEDwxTM9rW1Ge3tarbte7H1MVxDD01vKFB49F1rqN0NN7WGKSn/6ho+o9S47rNtTbevWtlG1fBty9vJjw+EGP8UALzd+IoKcGydx/GQWnt6rdxaDqVCxeq95YJkKTu8QWtHma/Bm+frhqdB1fCpg9hzDVNmtUF9oGMK2DTR+qBnx6C/lO7LCb11LRoLshI5OvNajLQB77ZwdI7TyHQr/3JxfqNjGb23Ay+f30rljo7douD71/bxulXD2lSz7gtjNrGbN5+uvYZihqNwD+ofTPN9WEBq77cR2JaGKPP7Eufod1bh1rSuUzbwshKR9sTiqFa7L+M6twMvscSjx9QURSnEOID4CchRD6qW4sdiABGAi+e0MpZ0i70Gj0T4ifwy+FfALVsTLsN09i2EyB1F+GX/ZmaZcvUDJmKQt5999Nv4TfdGrMVOP4kBq5cwfLlyxnmxdWwHr2flvEz+/Prx+rL9aalhxh6cgL+wU0fjMNOTaS20kr2gWyCwrtmRFbqnp6Jt5IN7THEFEXBZnE0lmVxGa0r5+/FUtey7JrOoKHv0EgOVGSTXXEQjaIhzj+efiH9UZwKToeCojRbOxWcTnVdUVKLhmMz899WiQlf8KVWbMmRGnJ2lZOzqxwG3Yx/chGxRRswLvuDfu01TN3i4evLz5zISN3jIwkZMOk2WP2yur90Hgw8E0KahYBM/YdaA9VWB4XbYdvnMOrPXdatB2YMYfmeIsrrbORWmHh+6R4emjm0Q7LiU0O58J4xLHplCzXlFpxOhZ/fz6SuykrGGX06ueedjAK5eypIn9xjQnIknYQvRml72h06dEj/2GOPxYaHhzusVqvYtWuX/6mnnlrt5+fnfOSRR5Jmz55dFhUVZd+9e7fxqquuKh0yZIjlnnvuSczOzjY++eSTR+bMmVO5Y8cOv7lz5yaFhoY6XnnllSOJiYn2b775Jvi+++5Lvuqqq4r/8Y9/FLf3c3rtvKIoe4UQk4HTULPS+QHrgDt8qeklhJgOXAgUqeKUR5qd7wc8D6wHRgGfKorybXs/gKR3MDlxcoNhuip3FVemX9k+ATFuD5iiXeB0qrGnPQCh0RD/1JMcmDkLZ1UVttxcCp96ioQnnujurvnM4IlxbPn5MOUFddjMDtYvPsgpc5q+6A6ZpD7oapYf7LISGyB1T0/FU8mG9iCEcLnC6giJaqzrKYDF7+9ET6Mrqs6g4bTLB5M2Po51+XW8ufSfAAwIG8Cds7/26X4XPH8Npx64FL2zcYDFprHye/JCDH3tzBv9EH5Of6wmB1azHZvZgcVkV7dNdqxmB1bXfuO2uvZEZ7g6t5Y0BeDA5qYxfKaAGA6mnMvBrRD1xB+kjYtj4LgYgsLbrr3q514yZv9+nBZLr4qP7wqk7vGRqffDru+gbD9YquC7v8Gf/6e69NYTEg8Tb4UVz6r7yx6HoeeDvvNq+roTGeTHgzPTuXO+OlH0wZqDzBqZQEaf8A7Ji4gP5KJ7x7Do1a2U5amhT2u+yqK20sLkCwd0S/ynV/0QrGf8rP7s21BE7t5ydDoNKSOaJoh0OhWWf7ybvsMj6TssUtZNPcExmUxixowZAxYuXJiVmppqA8jJydGdf/75qRs3btzz4osvxt9xxx1F48aNM+/evdswadKkIWVlZVtnzZpVsXjx4tA5c+ZUAgwbNswya9asiv79+1sTExPtZWVlmvLyct3QoUM77JbUqlWtKIoT+MW1+IwQIgD4NzBUURSLEOIrIcQ0RVHc5dwLrFIU5UUhRAbwOdD7FLTEJ6YkNCYM2VCwAZPdhL+uHQ+ooBjwjwBTGVhroDJHLezdBpEOxWOio0hHOzKN+IA+Npa4Bx8k72611F3lVwsInjaN4NNP79T7dBUareqWufjN7QDsXJHLyNOTCI1uf0bCzkDqnhOHtPFx3PvVNk6q1hCiCDSBek67JK1h9nF41HC0QotDcbC/Yj9V1ipCDG0nIylPPshvfMb4w+cRZA2nxlDOuj7fkRW9EWxw3947ePvMt4kwts/l31uJCVBrFEb3CfZ4zhfaSqw09twU4lPD2LuhkP0bC7FZGl2jS3JqKMnJYs3XWSQMCGPYqYkNGYI9oQ0KwpCSAoAxfQjOmpoT3jAFqXt8Qu8Ps16FD85V9/f+ADu+guEXN203+XbY+D7UFkPVETWT75Q7u6xb549K5OvNeazYW4yiwP0LtvPtrVMaaiO3l6BwIxfcNZrFb24jP6sSgK0/52CqsnL6VUPQtiLX7rR73D4a2tIPQ09OpLbSQvHh6hZla3L3lLNrTT671uSjN2rpPyqageNiSRocjrbnZOKXHCPmz58fmpycbKk3SgGSk5PtixYt2t+8bU5Ojj48PNynL3FERITz2muvLf/uu+9ajyFrhfY74PvGRNQ6YPVP79XADJoq+kKgvmhiNLDRkyAhxF+BvwLExsayfPnyTu1oTU1Np8rsbHmdKXNPTmMwvcPhOOafO04fR4GtAKvTyns/vcdQf+9uNp7kjfRLINxUBsD2X+ZTGnVSm/16uP9rjNzyT8IrVA+sLSMfoyJ8BMBRf/4WfQwMIHTMGIwb1a/yob/fR+mD81CCfX9R7c7vo6IoBERDXbGafObbt38neVLLB1ZXfMc7kV6je+rpqr9nb5K7W29ji+sxdmW6kzzTbvKW7244n6BPIMeag4LCx798TLp/uhdJjTwc+zBDSp4jNkJNnlQT0Acx+Ar2l25CQWFv+V4uXXApt8XeRrDW999oaJqT2vWgOFqeW/DCevpNExiCj342pbW/s7YPDEhUEP+aT7F/GqWRw3BqXK7AilqSxqKtILdGDXvY/Y0Th1vp5fr6h9pBdzP4AnXmZN/27V3W36Olh+ucek443TMw4RwS834AwPrtnazP12MzhDaRm5BwEWn7/g2A/ddnWVeXis2HgaWO9ndmnJPf94PVAbsLqrnvw5+Zleo9XrOy0tSwvXnzZmoPtpxJDBulUGOCajWElb1/FJJ7uJDkyQKt3vNvfWnx0obt1dmrWW5tvd/tpa2/xcFmp3L/cKvKYHaw5/cC9vxegNYPQpKh8jA4rcDU1xvaLbtpGVojDD6/cwzX3vRMOhayu5N9+/YZY2JiWmTYSkhIaDBAX3755ZjIyEh7RUWFdsGCBVnHqm9dZZjGANVu+1WuY+68AHwthHgBOAl4zJMgRVHeAt4CGDt2rOItNX9HaS3df0+Q15kyC9cfhp3qy4dWqz3mn3vD+g18mKkWEq2KqGLqeO/tPcqrmwR/qAbm8BgNnNL6/Ro4GA4V6uaoUaPazOjrK5766MjI4MDMWdiLi9FWV9N/yRKSXn3V54yZnfW/tpeWYtq6je0HDpBxyin4jxrl03UFfSv56ln1XanqMAy5bDSxKU1fIrriO96J9BrdU09X/T17k1zdrz+CQ7X0Bg4cyNSJKU3Or123lk93fwqAI87B1Awf71/8AbgiXIICA/j7eX8nfX86D6x+AKfiJN+Wz7vV7/LOWe8Q5e+5NrIn9g4paIi3DQg1YKmz4bAp2M1Q+IeRi+4Z47FUTHvw5e+cv+I34ua/g11rxHTJXArCR3JkVxmKAtMvHkdUkmpw1xuizXFYRKf9L7tSL/RwnVPPiad7JoyGNyZC1REMtiomVy+Ci95pKtcxGd74GUqz0DnqmOxYA1Of7tL+VgYf4PHv1UGZ77Id3DJrLKnRnnM+vLZrDVSUA5CRkcG4lAiP7ZynK6z43x52rlSzhdcWQOn6IM67daTH3/p3v30HB9XtwKDAbn8vLB9cy94/Ctm3vpDK4kZj3GGB8lZMDoeZHq8jpO5pP0lJSdZNmza16hJX78rrfiw4ONhpMpmajFTU1tZqQkJCPAzVdow2h0GEELM6ILcIcB+CDnEdc+cD4B1FUf4GXADMF0J41giS44IpSY1uKKtyV7VfQEzHEiDtxsp6ox/rjX5U2jovG6cntGFhxD/ZGFta8/MvVH79TZfe0xPmzF0cuflmwt94k+JXX/P5urj+oaRmRDfsr/kqC8VVYHHF/L18+8oWDi53Ul7Q9eWGpO6R1JMR01iXcGtRO5INutdQ1KozijNTZ/LklCfRCPXxt79yP9cvuZ4SU4nPYtPGx3H1k5MZeqmGa5+Zwqw7MtDqVXlVxSYWvbrFayxqZxI4aRIAOoeZmMwfmHX7KK55ZgqnXzWEyMTuS77W25G6x0eMITDzpcb97V/Anh+bttHqYbor1DasDyS37el0tFwzKYURSaoLhtXu5P4F23E6PYfv3HhqKk9dOJxrhhroG+n9PV2jEZx62SDGndev4Vjx4Wq+em4jlcVd+17RGYTHBTJ+Vn8uf3QCf7p/LKOmJ3dprghJz+aKK66oOHDggDE7O7sh697WrVv9Tj/99AGtXTdq1ChTZmZmQE1NTcNsy4YNGwLT09OPPsmCC1/m5x8QQjwrhGhPerO1QF8hRP23fjLwvRAiQghRP/2SDNRXbS8HnD72R9JLGR0zuiGu9HD1YQ5XHW6fgFj3BEi+Z5F8ljKui4/luvhY9tQead89O0DQyScT9udLG/YLn3gCW25ul9+3s5hwfioaV2KHvH0VHNpRCkDhgUpyMsuoLQCrqdMGx1pD6h4JoJacqmdbyTbfY7aS3Mo2JTW+EM/oP4OnT366wTg9UHmAa3+8luK6dicQBCBhQBhn3TC0IfdLSU4NP/xnOw5b15bHCRx/UkPCGdP27TiqqggIMTBkUrzPXhrVZea2G514SN3jKwPPgBGNzzs+u4xTl8+GF4epmXgBBs+AC96CWzfAsAu7vEs6rYanLxyB1vUc+yO7jPkbcjy2PSM9lj+f1IepyXpigltPGiaE4KTz+nHqZYMafutVxSa+enYjxYerW722pyCEIKZvCJMvHsjVT07igrsyGHZKYqvXKIrCpqWHKD5c3TBQLTn2hGrx6cHnS7vg4GDnkiVL9j311FOxd999d/ztt9+e8OSTT8a9++67h1566aXI6upq7euvvx69Y8eOJqMXGRkZ5ttvv71g+vTpAy+55JK+F154Ycq0adOqoqKiGl4KH3/88Zhdu3b5//zzz6Fvv/12u7OP+eLKezVwCLjGVcfrR0VRFrV2gaIodUKI/wNeEUIUA9sURflFCPEsUAY8DdwJzBVCTAL6Af9QFMX3IWtJr8OgNTA+bjzLjywH1FnTy0Iu811A9ODG7ZK9YLeC7ujc5bqK2HvuoXbNGmyHDuOsrSXv/n/Q54P3ET0kk3BrhMUGkH5yAjt+U43ptV/v7656aFL3SACIC4wjLjCOgtoCTHYTe8v3kh7Zdpxpa5zT7xyEENy34j4cioODVQe5bsl1vHPmO8QGek8a5I1+I6OZesVgfv2vGht7ZHc5P3+QyRnXD20Y6OlstGFhGIcOxbxjBzid1P3xB8HTp7dLxifz1jA4tpx+5euIu+3/8Ovfr+2Ljn+k7mkPZz8Fu78HazUoDjW/dmUOLLpdPT/iEhg555h2KT0hhL+e0p83l6u5XJ5cvItpg2OICWk7Y3VbDDslkYAQA0vf2YnD7sRUbePrf23inJuGkzyk90yAC40gYWA4CQPD2bHC++B5WV4taxfsZy37CY32Z8CYGFLHxBCVFOTzAJjk6Ons2qQpKSm2t956q8Vszdy5c0vnzp1b6u26efPmFc2bN6+5N0gDDzzwQNEDDzzg9Xxb+GKYagEHYAEmoY4IngmsVBTlc28XKYryE/BTs2P3um2vAjrgzynpKMKtHEN3qZLJiZObGqZD2mGYGkMgtI8rSt8OpVlN65v2IDQBASQ+8wwHL7u84YWx7MOPiLz2mu7umk+Mm9GPPb8XYLM4KMurZc/v+W1f1PlI3SNpYFT0KH6sVd0ENxdtPmrDFODslLPRoOHvK/6OXbFTaiqlxFzSIcMUIH1yAnVVVtYtPABA1sYi/IP0nHxpWpe9wAVOmqQapkDtmjXtNkwdDtiZF84+ywTG/JBJxv+ldEspjB6G1D3tISBCHSRuXsnEZoJfHlUN027gjmkD+WF7PgdL66g223no2528ecWYTpHdf1Q0s+aOYvEb27DU2bFZHHz32lamX5POwHEd0x89layNjTZGZbGJjT8eYuOPhwiNUY3UAWNiiUwMlEaqpFPwZfrmYyATGAFcoijKeYqi3AZ0zq9bcswYGNsYczQgtuMlDY6GyYmN9Q/XF6zH4minW3pMY+299rjzdgf+o0YR+de/NOwXv/giln37urFHvhMQYiDjzMZC4uu+zUbxEqPThUjdc4KQ5qaPBnnRTe7uvO2KM22DM1PO5PlTnyfcL5z/nPEfhka2x3uzJWPO7svw05Ia9rf/lsvGHw4dbTe9EjhpYsN27Zq1Htv4e0nEJNzeAKx+Yazd7s+Xz2ygpvyEd++Vuqe91JV5Pl7pJXwm62c48FvX9Qcw6rU8ecHwhv0fdhSwZGdBp8lPGBDGBXeNbojVdDoUlr67k62/eHYb7sl40xH+IQaSBoWTNj4WvbFpxuLKIhMbfzjE/Mf/4NOH17Hu2wOU5Xd9/gnJ8Y0vM6Z7gBsURWlwoBdCGIDuKXAo6dUkByeTEpLCwaqDmB1mNhZsZFLiJN8FxKbDviXqtq+GqX84mF0PI2NYu/p7tETffDM1K1ZgydyFYrWS+/e/0++zzxCGnumC7M7Iacls/y0XU5WV2goLcMwNU6l7ThA0biPt3txe3RMgbS7e7JtgU7nn7WZM6zuNCQkTCNQH+ia3FYQQnPyngZiqrWRtUGca1n17gIAQA+lTEo5afnP8MzIQRiOK2Yz14EFseXnoE5rex1v9Q6dTYet7y9iwugqrnytZjNnh9SX1BELqnvYSmqS673o67k75QVg0Fw78CpED4ea1DYnJuoJJA6K4ZGwSn29QDeQHF+5gYmokIUb1nvd8sZXM/Cpqaky8PrCSYYntK78YmRjERfeOYdErWygvUJMgrfpiH+FDBkHoku5zT2sn9Tpi1+DGwf8huxuTTCYOCsduc3B4ZxlZG4s4uK0Em6Ux10RFYR0bFh/E6XAy8YJW8+dIJK3iy4zp88BgACHEBCFEkKIoVtfooUTSbqYkumXnzWunV1OM22xGoY+GaViy23Yf7+26AGEwkPjMMw2GqCVzF8VvvHFM+9BRDEYdJ7llIKyrbO6n1eVI3SNpIC08rSF5WkFtAQW1Psx8uA9etTGQ5ckoPVBxgNya9icuExrB9KvTSRrcmPdh+Se7ObClY8mVWkPj50fAmMaJvNq1nmdNPV6rEQybkc6EPx6h76Ef0ThtTLqwP1ptz4+F72Kk7mkv0x4EvX/TY1qDetwdQxDkusq3lu6DTR91edf+ce4QooLUZ3BhlYVnfmiskZxdUsvOvCoOVTkx2TqW1C84wsiF94whrn9jabWwXalc/8ez3Lj2Jab8eg1713XeTG13odNr6T8qmjOvH8p1z03hnBuHM3BsDDq/xpnUAWOaujG/d+8qXr9pGa/ftIydnzkbtt+79/jzaJd0Dr48fe4C6ufma4HHu647khMBd3fedpeN6UWuvPX4DRxI9J13NuyXvvU2dZt9nPHpZtInxxMWq04SdEMyPql7JA3oNDpGRI1o2N9StKVL73eg8gDXLbmOa3+8liPV7c/mrdVrOOem4UT3UV2TFQWWvruTvH0VndzTxrIx4N2d1xu6uDj8gv1JzV7ExN8fJCHM1OS8oqjuibvX5neHO393IXVPexlxCcx8Bfzc6l7Hj2oZXxoYBVPmNu4vfwosXZvRNizAwMOzGge1P1l3mPUHvbgedxBjoJ5ZczNIGdFYD1nv9EMg8DeH8OvHu48L47QenUFL/4xozrxhGNc9N4Wz/zqM4acmEpXctEyVqcrzgLa34xKJL4bpBkVRMgEURdlOY6pzSS/DfTTQZO36GnveGBs7Fj+tGpORXZndvhmJqDTQuDzQKw51+QOts4i4+ioCTnKVq3A6ybvvPpx1Pb/2mUarYeL5qS2OL35z27F4yErdc4JgsTeWVTG3MmsxMmZkw/bmoq4b3LE5bNz8882UmkvJr83n2iXXklPV/rgxg1HHebeOJDRanUly2Jx8/8Y2SnNrOrW/TeJM165FcfpepkYIgTFdTSTlZ63CsqtpjegDW4rZt76QXz7cxZfPbCAvq6JT+tzDkbqnI4y4BK5d3LhftAtsHuKVJ9wMIa4SJbXFsObVLu/ajOHxTBsc07B/31fbsNg7t+yZ3qDlnBuHofNr+Wpttzn55aNdrFmQxcHtJcekzvGxQm/Qkjo6hlP+PKhdCZB2rszFXGvrwp4dX/ztQ0be+BZj2lr+9iEj25bWc/HFME0TQkQBuNbSebyXklPWaAgdKTe10rJrMeqMjItrrC+4One17xfrDBDp9hUs2u29bQ9CaDQkPPUkmiB1NNF26DCFzz3Xzb3yjX6jogiJbuqiVVdl5ddPunwEWOqeE4Tskhq3be/JM9zjTLcUb+my/ui1euZNmIdBo7r/FdQWcO2Sa9tfexk1kdjM20c1xG1aTXa+fWULVSWdp4P9Bg1CG6GWqXCUlWHZu7dd1xvTGz1RzJlNDVP3RC5Fh6r5+vlNLHl7R6f2vwcidU9HiR1GnX+8um2thv2/tGyj94fTH2jcX/MqVHWt7S+E4LHzhxFoUN1O9xfX8vqv+zv9PhqtBrvF88CQ06Gweelhvn99G+/8bQVfPLWe1V9lcXBbCZbjyFD1leWf7OH9v69i8Zvb2L+pCHsHXalPFGotPuUF8rndoUOH9DfccEPSPffcE3/HHXcknHnmmalPPPFEzPPPPx8VHBw86oorrugzd+7chLPPPrv/p59+Grp582bj9OnTU1NTU4fOnz8/FGDHjh1+06dPT73oootScnNzda+88krkZZdd1mfevHmxM2fO7PfTTz+1O3GDL4bpB8BmIUQFsBF4r703kUia0yTOtN3uvG5lInxx563K87x9jNEnJhL7z3827Ff87zNqVq7skntpggIxpqdj65OMoe/RxdUKIZokOajHbnWydmHnP9jd+ACpeyRujIge0VD2ak/ZHupsXed1MDlxMq9Oe7XBu6OwrpBrl1zLoar2Z9gNjfZn5m0jG7Ja1lVaWfTqVkw1nePOJjQaAidMaNivXb2mXdfXz5gCmDOb6tTzbh3J2HNT0OobXxeyNhbx6cPr+P2b/VjNx+UL9QdI3dMxhKA4ujFch53feG43Yg7EDlO3bXWqS28XkxDmz71nN9ZDf3N5FiZr5xtDQRF+bbZRFHWgZ8tPh/n+jW28+7cVfP7kelZ9uY/sbSVY6k6MmUSnXSF7awk/vrWD3/7XvgE1SccxmUxixowZA+6///7C5557Lv/ll1/Oe/fddw8tWLAg/O677y4JCQlx3HHHHUUvvfRS3ksvvXTk1ltvTcnIyDDPmjWrYuDAgaY5c+ZUAgwbNswya9asimuvvbY0MTHRnpubq3/nnXdyHnvsscI777yz6JZbbunb3r61aZgqirJGUZRkYICiKH2BP9r/J5BImuJumK7LX4fN0Q4lHNs+wzSutoIUq40Uqw0/c2V7utnphJ4/m+AzGusM5v/jn9jLvWcL7SgBGRn0W/AVZf/4B3EPPtj2BW3gLR6kpqyd5X7agdQ9kuaEGEJIDVNdyx2Kgx0lO7r0fpMSJvHatNcwao0AFNUVce2P15Jdmd1uWdHJwZz7fyPQ6FTDuqKwju9e29Zphl1zd9724DfEfcY0E8UtoNxg1DF+Vn8ue3g8A8c2ukI67E42/niIt+euOO4Sm0jdc3Q0MUz3/ODZnVejhTMebdzf/F/V9beLuWJCX0b3CQPA5lA4WNb55U0mzk4FXdN4bK1ew4hpSYw8PVmNw2zm8aooUHy4mq0/57D4jW28c9dK5j/xB6s+38eBLcUNLq971xXw4T9Ws/MzJx/+Y3WvjluN6du0NFhqRnSLNjXllib6SNI5zJ8/PzQ5OdmSmpra8PKdnJxsX7RoUYvZhpycHH14eLhPD6pnnnmmICAgQAFwOp0EBAT4Hlfios3pXqE6jI8Cgl2+41cCf2ntGomkLfoE9yEpKIkjNUeos9exuWgzJ8Wf5NvF7ZwxfZIoyHU98EL6td64ixFCEPfII9Rt2oyjtBR7cTGFjz1G4gsvdGu/2iIows+jEerLyHBHkbpH4omMmAyyKrIA2qc3OsiE+Am8Pu11bl12Kya7iWJTMdctuY53z3y33bKSBoVz5nVD+fHtHaBA0cEqlry1g3NvGXHUmXDdEyDVbdiA02pF42NZKkPfvmgCAnDW1eEoK8NeVIQ+tml2zZBIf868YRjDp1aw6ot9FB3yHt/f2xObSN1zdNQE9YPwflCe7XLnXQaDz23ZcMA06H+aWjpGccLPD8Nl87u0b1qN4OmLRjDjlZXYHAq1HryBjpa08XGsyV9LwTIHQdZwnIEWzrhkNGnj4xramGtt5GdVkLuvgry9FZTkVDdNMKhASU4NJTk1bF2WAwICw/yoq7Q2JCGrKbPw6ye7G+7ZE/EPMXjUB/4hBv50/zjKC2rZu76QnMwyktMjmrSxWx18+sjvBEcYSTsplrST4giOMB6rrh/X7Nu3zxgTE9NiRighIaHBAH355ZdjIiMj7RUVFdoFCxZktUe+0+nkpZdein3++efbnZzBFz/kRa51fZ774d4aSiS+IoRgSuIUPtvzGaC683bIMPW1ZEwPQhcRQfxjj3Hk5psBqFr8A0GnTyP0vBnd3DPvTJydyk8fZDYpZaozaNSR4a5D6h5JC0bFjOKLvV8A7ahnepScFH8Sr097nVt+uQWT3USJqYTZC2erJz9UV5HGSJbPWd6mrNTRMZz650H89ukeAA5nlrHso11Mvzod4aWGqy/oExIw9O2L9dAhFLMZ06bNBE4Y79O1QqMh4tpr0fgb8RsyBG2o91qO8QPCuPjvY9n7RwE/f9D1M1zdhNQ9R4MQMPR8WPWiup/5jWfDFODMx+DfJwMK7P0RsldCv5O7tHtpscH839QBvPLLvibH/+/jjTwwI53zMxKP+h7KgAo+qVQHnGelziJtfNPPbwzU029kNP1GqrOEljob+VmVLkO1nOLDLQ3V2vKWg8P1ITU91TD1VkO5nvC4QMbP7M/4mf1bXHtweyk2s4OyvFp+/+YAv39zgPgBoQwaH0fq6BiMgV1X//Z4Jykpybpp06ZW6zLfcccdRePGjWvi7hAcHOw0mUxNRlFra2s1ISEhDSM8TqeTm266Kemaa64pmT59ertdEnwZoq1UFOU8RVGuVRTlWuSooaSTcHfnXZnbjljLsL5QX3OwrgRqijq5Z11P8OmnEXrxRQ37BY8+iq2g57rkpI2PI9htdjQgxMBplw/u6oeh1D2SFmRENyZA2la0DafSbk+hDjEubhxvTn/T6/lSc6nPsoadksi4GSkN+3vXFbJ6QdZRu6wFHIU7b/RttxJ5ww0ETZ6Mxtj6rITQCAZNiG9TptNxbP43XYDUPUdL+vmN23t+ALuXsI+44TDyz+r28D9BeLtD0jrELaelEhPc1KOgpMbK/Qu2883m9tcubs7O0p0et73hF6AnZUQUky8awJ/uH8cNL5zCjFtGkHFmH2JSQlodtOrKkJrupKbcjM7Q1EzJz6pk+Sd7ePeulbI+6lFwxRVXVBw4cMCYnZ3dYN1v3brV7/TTT2810duoUaNMmZmZATU1NQ1fyA0bNgSmp6dbAOx2O9ddd13y7NmzKy6++OKqDz74IKy9ffNlxnSDEGKAoij107gjgd5RhFHSoxkXNw69Ro/NaSOrIouC2gLiAn0wdDQaiBncWKS7KBOCYlq/pgcSe9/91P2+DtuRIzirqth/1tnEWCzsS0gg5s65hM6c2WHZtvx8alasxH/vHmqEIOjUU4+6v/5BBqpL1Qfguf83gth+IW1ccdRI3SNpQVJwEhHGCMrMZVTbqtlfsZ+B4QOPyb3HxI7pNFnjzutHXZWVnSvVhGxbf84hIMTA6DM7/mIeOGkSFf9TvVBq16yBO+d2Rlc7hKnayudPrWf41CRGnJaETq/ttr50AKl7jpb4kRCeAuUHwVKluvMOOsdz29MfgJP+Aomjj1n3/HRaPJXlNdkcPLdkT6fMmh4NBn8dKcOjSBmu1kW1mu18PG8tpuqW+Th0eg0OuxOt7ujCAXoao6b3IX1KAtlbS9j7RwE5mWVt1lPv7WEErRHoh92XjLuBfrQZDxocHOxcsmTJvieffDI2JCTEYbVaRWFhof7dd9899NJLL0VWV1drX3/99ei77767aNiwYQ0jHxkZGebbb7+9YPr06QP79OljsdvtYvr06VVRUVEOgJtuuilpyZIlYZmZmQGPPPIIhw8f9rvmmmsq2vM5fTFMHwVuc8VZCCAENWOdRHJUBOgDGBM7ht/zfwfUsjEXpV3UxlUuYtIbDdPCTOg/1WvTtZgoC1Q9FsZbq4jy2vLYog0KJOHppzh0xZUAKBYLArDn5ZE/T01Y1FHj1JK1n4KHHiIEKDt4qFMM08pik9t23bEwTKXukbRACEFGTAa/HFbLUGwp3uLdMDUEet7uAQghOOXPgzDV2DiwWfUYXbtgPwHBBgZPbHs20hOB48erA3dOJ+YdO3BUVrbqltuVrP/+IDVlFtYu2M+O33KZeH4qA8bGtKvOYTcidc/RIoQ6a7r6JXU/c6F3wzQ0UV2OMaVesmLnVfS8UkgGo44pFw/k1092Y7c29USw25wsfnO7WkPV0KsGgNrEYNQxaHwcg8bHUVdlZd+GQvauK2g1xv145YWr2dqZ8lJSUmxvvfXWkebH586dWzp37lyvLkDz5s0rmjdvnkdXxXfeeecI0EJme/BleOURRVH6u5Z+wI1Hc0OJxB13d97Vee2oZ9qOBEhvU8l9MVHcFxPFgbqe5S4bMHYsmsCWL8yK2Uzhk0/hqOzeLMLuOOyND0OH7Zi46EndI/FIk3qmRVu8N4wf5Xm7i3ht82vU2nwPqdFoBGdcl07CwLCGY798uIv37l7Zoayb2pAQjMNdJTgUhdrf1/l8rTvO2loUa9szD/W1WVscD9aTu7cx23h1qZml7+7kq2c3kp9V0aE+HWOk7ukMhp7fuL17sXd33m4iIcy/Xce7m7TxcZx2+eCGpIP15acADu8s5bvXth6v5ZsANYRo5OnJ/On+cT6137+5CHsXlAOSdC2+lIt5XggRJYQYJoQIUhTly2PRMcmJwcmJjUkO1uatxeb0sWxMO0vG9GScdZ5rMTrKy9k7aTIHr7iCkv+8hXn37hMqbbrUPRJvjIwe2bDdqmF6jPnPtv9wxeIrOFx12OdrdHot5948gsikoIZjphpVD9Zn3WyPcRo40T3OtH31TItfeYX955zLnrHjqNu4sc321z07hVv+fTq3/Pt0hl6qadi+7rmTueSf4zh5zsAmCUoKs6tY8PwmfvzPdiqLu64G7dEidU8nET9KzQkBYKmEA8t9u85cCcuegLqyruoZAPecNYjmoZv+ei33nDWoS+97NKSNj+PqJycz9FINf3nxFMa6xarn7q3g25e3NJSWOZEpOFDJj//ZwYf/WMO6bw9QW9mzBkUk3mnTMBVCXAGsBB4Epgsh/tnlvZJ0CTq3cgS6o8j+2Jn0C+1HfKDqtlZjq2Fb8TbfLmwyY7obnL02yQa6+Fbc9hwOTBs2Uvzii2SffwFZU08jf948qn76CUdNzbHrZDcgdc+Jg8bNvVPrg25Kj0zHoFFn6w5XH6bEVNJlfWtOpDGy1fNZFVlc+v2lrM713QPEz1/HzNtGIjw8keuzbvqKe9mY9iZAsheXYM3OBkXBnHl0A35arYYRpyVzxWMTyDijT0P9VoD9m4v59OF1rPpiX498iZa6p5MQAtJnN+7v/Kbta7bOh5dHwYpnYeW/uqpnAJyfkUjfiMbEpFFBBp66cHi3x5f6ihCC8TP7M/GCxuz4hdlVLHxpM6bq4zfW0he2LVOrlJhrbGxYfJCP/rGGn97fSdGhqm7umaQtfHHlHakoyhBgo6Io39CiLLCkt9A/qtFltF90UCstjx31ZWPqWZXrY0a1oBgIcEWL2mqh4lAX9O7YEHPnXETzLJg6HbrkZPXB7oa9sJCKL74k97bb2TthIoeuvobSd9/DknX0GT17IFL3nCCkxQZ73PaGQWtgaNTQhv2txZ0aetMqy+csZ/vV29l+9XZe7ftqw/bjkx9vMJarrdXc/MvNvLfjPZ9/l4GhfnhLMNyerJv+o0Yh/FVXRNuhw1iP+J5h1Jg+pGHbnNk5pWD8AvRMumgAlz88gYFjG5PUOR0KW3/JYeFLm3ui7pK6p7Nwd+fd8z3Y2zCYdAYwuWZK/3gLyrv22R4Z1Jht/s0rxvQao9Sd0Wf15ZRL0xr2S3Jq+Ppfm6itOH5nCb2GEbiOx/YLbVJn3elQ2LuukC+e2sCC5zeyf3MRTk/ZryTdjk/lYlzr+v/g8RVZLel2JidObthuzyyDz+68gdFu2z0l9VEjoTNnEv/Yo+gSElAAXUICCU89ycCfljJw1UoSnnmakHPPRdM8iYndTt26dRQ99xwHzptJ1rRp5D/8MNXLfqV6VaOBX7dhA5WLFtELkbpH4pVRMaMatr2689YUet7uAmYPmM2H53xITIBqfDkVJy9ufJF7V9xLnc03t1X3Fyl3jIG+5ClU0RgMBIwd27DfHndeY3qjTj3aGdPmhET5c+YNw7jo72OIT23UZRln9umJCZGk7uksEkZDWB912+yDO2/6+ZDo+v46rLDssa7sHfuKGj2P9hb23oQ6w6cmcfpVQxrGsssL6ljw/EaqSnpeIqfOwGsYgatu6shpyVz52ETO+suwJvoG1JIzP/5nBx/PW8uWnw9jNR2/cbm9EV+edrFCiH8D8UKI52lU1BJJpzAhfgI6ocOu2NlVtst3t7yYdMheoW4XZcLgGZ7bhcRDnStJWHDC0Xe4CwidOZPQmTNbFKDWRUYSOns2obNno9jtmLZtp2bFb9SsWIGl2YyGPS+fis/mU/HZ/CbHFYvlqLP8dhNS90i8Mip6VMP25iIvlTxKszxvdxHDooYx/7z53LX8LjYVbQLgx4M/kl2Zzcunv0xiUOuzMRNnp3rMummutbP5p8NknNHHp34ETppE7Uq1NnTtmjWE/+lPPl3nl5bWkNXXevAgztpaj8nZjoa4fqFccPdoDmwuZv+mIgaOjW3Rpiy/loj4bs2iLHVPZ1HvzrvmVXU/8xtIO7P19mc+Bu+7Mvhu/wIm3gIJGd6vOQocbmFAjl4+gzZkUjw6g4af38vE6VSoKjHz9b82MXtuBmGxAW0LOM7QaDUMGBPDgDExFB6sYtuyHLI2NM6UVpeaWf1lFn2HRWLw933wr7v48G+MtNS2bbf5BWK/+oXOzeB7LPHlPzEXuB4YAewB3u3KDklOPAL1gWTEZrC+YD2guvOGEdb2he5xpoW9OwGSLwidjoDRGQSMziBm7lxshUXUrlpJzYqV1K5ejbOVmFPFbKboxZd6m2E6F6l7JF5wnzHNLM3E4rDgp/U843gsifKP4p0z3+GZ9c8wf486SLSnfA+Xfncpz5/6POPjx3u9Nm28Wsd57cL91JRZ0GgFTof6ErXmqyzqqqxMuiAV0UYcbuCkxgRIdWt/R3E6EZq2HaQ0/v74pfbHsi9LjTPds4eA0Z1fW1IIQeroGFJHt6w/fXhnKYte3YpWJ3DYGw2FnZ8tA1RXvfpZkS5kLlL3dB7pFzQapru/A/tLqsuuN/pOgkEzVNdfgKXz4Ope6fVzzBk4Nha9QcuPb+3AYXdSU25hwb82MfuOUUQm9owQru4gNiWEM64byqQLB7D9tyPsXJGHudZGn6GRhMc1HQR7756VTerFHmPd4xVfjNL2tDt06JD+scceiw0PD3dYrVaxa9cu/1NPPbXaz8/P+cgjjyTNnj27LCoqyr57927jVVddVTpkyBDLPffck5idnW188sknj8yZM6dyx44dfnPnzk0KDQ11vPLKK0c2b97s/8orr8SMHz++Zvv27QGnnHJK9d/+9rd2JYFos/OKojiAt+r3hRBnAUvacxNJz6DaLY14jblnJZyYkjilwTBdnbuaGXiZ/XSnHSVjjkf0sTGEXXQRYRddhGKzUbd5M7UrVlD6jud3KHt+/jHu4dEhdc+JQ63VXTf55lYVYYwgJSSFg1UHsTltZJZmNikj053otXoemPAAgyMG88S6J7A77VRYKnhl0yt8fO7Hrbqupo2PI218HMuXL2fCuMksfnMb+VmqZ+mWnw5jqrJy2lWD0Wq9G5p+aWloIyNxlJbiqKjAvGsX/kOHem3f5NohQ1TDFDXOtCsMU284nQprFqj3djdK3TFVdX1SF6l7OpnE0RDaByoPq+682b/BwDNav+aMR2Dvj6A44OBK2PcT0Iox28PQCZ3H7WNByogoZtwygsVvbsNudWKqsvL1C5uYdfsoYvp2ef3xHk1gmB8TZqcy5pwU9q4r8OiZ4W6UNjl+DHTPscJkMokZM2YMWLhwYVZqaqoNICcnR3f++eenbty4cc+LL74Yf8cddxSNGzfOvHv3bsOkSZOGlJWVbZ01a1bF4sWLQ+fMmVMJMGzYMMusWbMq+vfvb01MTLSvXr1a3H///fmnnXZaXXFxsTYpKWnkHXfcUaLV+h4N4fXJJoR41rX+VQixzLX8CrxxdH8OSXeRX2ly2zZ3Y09aMjmhMc50Td4aHIoPtadiBjdul2b1uBppxxKh1xN40knE3H03ugTP7sqtZv/tQUjdc+KRU9YYg5lT7nsZkZ5aNqaei9Mu5v2z3ifaP5oIYwT/mvqvdsVTGgP1zLp9FP1GNsbG71lXwOI3tmOzeNeRQogmZWPq2pGdt0mc6a5jO+BnM9sJi+k+l0Ope7oIISB9VuO+L9l5owbCmGsa9396EOHsPTUp3T063LePFclDIph1+ygMrlqnllo737y4mbzeUUe4y9EbtAw9OZH4AWFNjh+jGu3dzvz580OTk5Mt9UYpQHJysn3RokUtUsDn5OTow8PDfRoxvuSSS6pOO+20OoDMzEy/lJQUc3uMUmg9+dGPrvUm4Fq3RdbzknQ6aeFpDUlDqqxVHLb6UAfQL7ixRprTDiX7PLdzz+pXfvDoOtoLiLlzLuj1TY4Jo1E93juQukfiE+4zpF7jTLuZUTGj+Oy8z3h92uvEBca1+3qdQcvZfx1G+uTGgaXDO0tZ+NJmzDXePV+a1DNd0w7DdIh7AqTOyczrK34Bes6+cTgX3n3sZmmbIXVPVzH0gsbt3d+Bwwevran3gcHlflq8i9jCZV3Tt+OU+AFhzL4zAz9X8jSb2cGil7eQk9m19WF7MyVHju8yfPXs27fPGBMT0+JHmJCQ0GCAvvzyyzF33HFHwscffxyxYMGCdiVpuPvuu+NvvfXWvm+88Ua702p7NUwVRVnmWt+lKMohRVEOAUcURfl7e28ikbRF87IxmSYfR+qbuPN6fokaZDYx1mRmrMlMsC8Pw15O6MyZRFx1VcO+8PMj/rFHjzq+NDiisaRNUKSxlZZHh9Q9El9xn4nYWry1J5YdASAmIIZhUcNaHF+wbwEbCze2eb1Gq2HqFYMZe25Kw7HC7CoWPL+R6jLP3i9N4kw3bsRp8c2jxDik0RPFkpWF03rs3deaz2IcK6Tu6UISx0BosrptroADv7V9TVAMuP2mB+95DR4OVZfnBnZNP48zYvqGcMHfRjeUUbHbnHz3xlaytx272s+9idh+J4arc1JSkrWoqEjfWps77rij6OWXX8778MMPc0aOHGkBCA4OdppMpia2Y21trSYkJKSJO8Pzzz+f/9NPP+29/PLLU3Nzc9vly95mNgQhxOdCiGtdu1cKIW5uzw0kEl9xd+f12TBtUjJmp8cmfyeC9wuKeL+g6P/Zu/P4Jqq1D+C/k6VJm+473SmFsrTsRdkUBL3eWwUEBK+ionIV9V6RAsqLgohYFBFFUbggXMQVREFBZFFBUUTZ11JKKd33PW3SbOf9I81CSdu0TZq0fb5++HhmMjk56cw8mTNzFvRxD29LETsM2a23GtNuQ4faZNAjscTUHMNFYv8+MxR7SHO6e3WHp4v+QqJMWYasaitaWjiJ4wXHseyPZZi1fxa2Xd7WbKWaMYZbJkRj9PRexlk1ywtq8fXKkyjNvfkuv7hbN7h07w5APzK34tQpq8ol9PSEOFwfJ0V+ftAU2neaHWdEsccODKPzGlzaZd371DWW19cUtblIXYVfqDsmzxsMdx/94HA6Dce+9eeRdqLrndtEb8aMGRXXrl2TZmRkGCunZ8+eldxxxx0xTb1v4MCBikuXLrnJ5XJjn5QTJ07I+vbtWwcAb775ZkBlZaUAAAIDA7VCoZDn5eXZtmIK4Bzn/H8AUP9/55sIknQKt4bcClZ/xZWlysL4r8bj+2vfN/2mLjYybxdDsYc0ScAEN/QzddbmvA3puA6vH3sdWq6Fhmuw/M/lePWPV6HSNv90sv/YMNz1RD8IhPpYWVNRh51vn7LYd0w2YoQxXXPU+vlMw95/Dz2P/o6ehw/BJdwxN/MMT3isXW9jFHvswbxiam1z3g6qSlVlStdVNbFl+/AOcsN98wfDM8AVgH6gsYObLiLlaJ6DS+Z8HBx7GiWRwap+ntZs5+Hhodu/f3/aihUrgubPn9/tueeeC0lOTg7etGlT5rvvvutXXV0t/OCDDwIuXLhww1D3gwYNUj733HMF48eP7zlt2rTIyZMnR40bN67K399fCwAuLi78iSeeiFi0aFHwjBkzIv/5z3+WJCQktGhQG2tqsQ33hOPH4yed0pGcIzcsF9YWYunRpQCAxOhGRum1oikv6bAo9pBmDQochCO5+thxpugMJsVMcmyBrCBgAqwbvw5zDs1BSpk+bn2d9jXSKtLwzph3jP3tG9NzaBCk7mL8sE4/CFJdrQbfrTmDv/0rDt37m+pQshHDUf7ZZwDq+5nOs6580t69m9/Izh5fOQoHPrqAtBP6J2N3PtEXvRJa3ke3lSj22EPoUMAzFKjKBRTl+nnIY8Y5ulR2caX8iildcaWJLduPp58rJs8fjG/fPYPy/BpwDvy89TLUdTr0Hxvm6OI5DQfHnkbZem7SqKgo9YYNG3Iarn/++edLn3/++dLG3rd48eKixYsXW2yyMHfu3JK5c+e2qZ24NU9M1YyxPYyxdxljuwEomn0HIa2w5tQa8AbzmCu1Sqw5tabxN/nFAIL6lgiVWYDS8XcmnYGmqNAs3WGbPFHsIc0y72fqjCPzNqabezds/ftW3BN9j3HdueJzGPfVOMR/HI//ZP4H8R/HI/7jeIzZNuam94f39sV98wbD1UMf/7RqHX5Yfx6Xfjc9AXEbNgyoHxFReekSNOXl9v1SnQfFHnsQCFrXnLcxNdRPsqVkXhLcN28Q/MNNc5oe2XYFp/a3eIwaQuyi2Yop5/w1AO8ByAHwHud8ud1LRbqkgpqCFq0HoJ+k299sEITiyzdtsg81+NjTAx97eiBf2TVGo1MXFRvTmuLiJra0XnlhrVm6kX4/NkSxh1gjzj/OOE9gemU6KusqTS+6+lhOOwmpSIrkUclYMHQBBKzxn+NSpeWb1wERHpi8YAg8/fWDkXEdx6FPLuPkvuvgnEPo4QHX+Hj9xpyj9s8/bf4d7ClmaBBumRiNwHgGv1D35t9gIxR77KjvJFM6pY3NebfNaPM0cVF+MovpzszV3QWT5g5CcLRpoJ8/dqbjz++uwTmHjyNdiTVPTME5P8A5X8U5P8gYm27vQpGuqbGpFGTiZn4sbuhnevMASNtRjVV+Pljl54NsJd1hbS2uM/1kcW37/HxR7CHNcRW5orevqenp2WKz1k7mscE87UQYY3ik3yNYP359q97vHeiGyQuG3PAE5Niua/htexq4jt8wOm9Lpo3R1dSg9tQplH36GdT5+a0qW1tFDwzA0L9HIaAfg19I+1VMAYo9dhOWAHjUz7WtKAOuH2l6e1kTzdqz/gC+e+6GkXtbSio2Dern6tKy+RY7MombGPc+NxChsd7GdSf2Xsevo1bh59vX4vdbl+HKn008FCDEThqtmDLGPq//fwZj7Fr9vwzQRNPETuYMngOp8OZpSORqOb668lXjbwzsY0oX0QBIHR3FHtJSHbU5r7nhIcOb36gRMi8J7ksafMNF5rlDOTi4+SKkt5hXTK0fACl33nxkPvgQCpcvR+3x460uW0dCsacdNGzOe3FX09svSAOWVgJLK3F4zLf69J2vmV4/9yVw5G27FLWzc5GKcM+zAxAZ52dcpxW5AoyhTuqHQ59d7rKV09BYH/QZ2Q3e0YCnv6uji9OlNPXE9DBjTABgNec8uv5fdwAvt1PZiI3dcGdQ7Hx3BhOjE7F0xFJ0k+knkpcITeNNLD+2HIeyDll+Y1A/U5oGQOoMKPZ0MS4iUzySiKxqyHODGyqmxWdsUKKOx8VVhHv/PRA9BgcY16WdKMLPR4XQuuubMatzciC0smm/tK/php/yUpeJqxR72kO/Sab05T2A1qrBRk1G/AcYbJqrGz+/1nwFl1gkchHi77PjIRLfHHc1Kh2OfnPVAaVyvH6jQ3HHw30QOkyA4O5eji5Ol9LUqLyDOec6xlhag/U/WJMxY2w8gMkAigBwzvmrDV5nAP5TvxgFwJtz/rhVpSatEuHrZkyHmaWdSWJ0IhKjE3H48GEMGzkMj+1/DJdKL0HHdXjh1xew8a6NN1yEAri5KS/n+jnTSEdFsaeLifaXoaxGP1VKdEDLm2wODBhoTJ8vPg+1Tg2xoMm5wzsloViAu2bF4ci2K7jwSy4AICe1AtVDkhB/9E24qOVwSbm5H74l0r6muKpM6TIVU4o97SFsmL45b3UeUFuqb87bY6z172cM+MfbQFmGqSnwztmAdzgQOqTVxWpuLuHOSigSQKPWWXytplKFA5suYvDfIuAf5tHOJSPmzozDAG1l87OpCL2gGfiTbUfwbU9N3ZpWMcaiANzFGIsw/APQ7ETTjDE3AOsBzOWcLwXQnzHWcEzwGQAqOOfvcc6TALzbmi9AOi83sRs+GPcBwj308+gptUr8++d/41rltRs39AoHXOovZhVlgLzBKLSeIaa0Rzc7lpjYCMUe0iJBsiCEyPTnuVKrxJWy+ukZKrNNG5mnnZSf1K9F6y0RCBhue6AXht3b3biukvni5KB5UEj94HLZyoppH7MnpikpDrloP7nvOr577wyuH9YhJ7VdRhSm2NMeBAKg7wTTcmtG5xW5ANO2Ar499MsaBfDFP4HKm2a/aNLlgiqzdHXLy9FJuPs2PiNS2vFCbFt+HHvWnkVeWkWXrcA7mjWV0pZsl5mZKZ41a1bYggULus2ZMyfkrrvu6vH6668Hrlq1yt/Dw2PgjBkzIp5//vmQu+++O/rzzz/3On36tHT8+PE9evTo0W/btm1eAHDhwgXJ+PHje0yZMiUqNzfX+Lnff/+9u0gkGnL8+PGb++c1o6nC/wFgA4CeAAYCMDyCigDwQjP5DgeQyTk3DJf2O4BEAD+ZbfMQgH2MsecABAP4qEUlJ12Cv6s/1o9fj4d/eBhlyjJU1lXi6YNP45N/fGKa608g0PczzanvB1V0EfAIMmUi8weqM+rTASBOj2IPabGBgQORl6GfKuV00Wn08+8HVGSZNjBPO6nD0w+b0ocPY8yYMa3KhzGGhMTucPN0wS+fp4JzQOEWiD9uWQqA4dQT32BIghQDZ/+j0TxEISEQenlBW1kJXVUV1Lm5cAlr37kOS3PkyL6kH0m9tqpto69aiWJPe+k7CfizfsCvlN36J6BCq66nTdx8gQe3Ax+NA5QVgLwQ+PwB4PF9gKR9B8vq6IZP7IFDn12GRmV6csrYjeNKZV4oReaFUgRHe2HI3ZGIjPMDE1DrtI5IoVCwxMTEmG+//fZqjx491ACQnZ0tmjRpUo+TJ0+mvvPOO93mzJlTlJCQoLx8+bLLiBEj+pSVlZ2dMGFCxd69e72mT59eCQBxcXF1EyZMqIiOjlaFhoZqACA3N1f0xRdf+AYFBalaU7amokAEgH8A+DvnfLdhJWOs8V8yk0AA5reequrXmYsE4Mk5X8YY6wV9sO7DOdeab8QYexLAkwAQFBSEw4cPW/Hx1pPL5TbN09b52TLP9ArTn7a6qsqpv3fD/B73fhzvFb4HFVchryYPj+x6BHOC58BVoO+U3kvrA8Nz0atHdyMn29QYoKK8wpg+c/YMalNN057YsozOlKdbRgYMjW7UarVN8tRqTT9Yl1Mvo1Btt0nDu0TsMbDHcdTR8q2sNE0Tefr0adRcb3kfeFm1afTuAxcPIKwoDH2KimG4RSWvqcUJJz1f7Zl32EiG7N+0AARA/ZQ0SrE3/jipQu7LH0E2PqbR93p3C4akUj/9zsnt21E3eLDdy2uusMgUc1IupSCvxrqnvW1Asae98uU6DHfxgURVDtSW4sx3H6DCZ0Cr8vWOnYf+55ZCwLVA4XmUbLgPF+IWAqz5OKLRmP70aWlpOFx3vdn3WKOo2NRyq0Ze47TXCuaCButQcrgUdRJfSOrK4D/GDxJPhpIUjiqzBicF1yrx/YfnIPEC/PsweEXAqgpqR/pNKk/nUJRzqNVq/FB6CK5+nasCvm3bNq/w8PA6Q6UUAMLDwzW7d+9Ob7htdna22MfHx6qO4FqtFklJSaFr167NGThwYKs65zZVMRVzzjWMsdAG662ZwLAIgHljdM/6deaqAPwJAJzzK4wxTwDhAK6bb8Q53wD9HUwMHTqUt/YOcmPacle6PfKzZZ66y4XAsRMAAK1I6tTf21J+0TnR+M/P/4GWa5GrzsXX6q/x4fgP4SJ0AaSXgfwDAIAYDxVizN67df9WoH5guYEDBmJYt2F2K6Oz5FmcchmGiXHEYrFN8kz95jA09ZXT3rG90WdkSDPvaLUuEXsM7HEcdbR8Xz/1CwA5AKB7bBzG9A1q+g0WBJcF46vd+tG7c5GL22+/Hax4C1A/1o+7zM1pz1dzaq0aOujw66+/YvRtoyEUtH2guo2Hv4NKdOMTJJ3QBQX5vniiifIXHj+OssupAIAeAgECm9jWHn+LA1cvoCpLf/r26dsHvRIsTylmQxR72jNfxf3AXxsAAANFGcCYOa3MdwwQ4QXsfg4A4N9rGMbcPgaw4twRHdoHaPWV0549e2LM8Kjmy22Fn377CafTT+vL4+XfIWIPAKS8YWrC32eLqW95RWEtTh/IxOVjBdDVTxdXVwnkHuOoSpNi0J0R6DOiG0RNTLnj8OOtBQ5cvYC8q0UAxBg+vl1iT7tKS0uTBgYG3jSJcEhIiLECumbNmkA/Pz9NRUWF8JtvrBsF66WXXgp+6qmnSgICArTNb21ZUxXTWMbYTOj7Wpg/YroXwC/N5PsHgEjGmKS+WctIAB8yxnwBaDjnVdA3b4kGgPrgLISx+kDsobi6zmK6oxgdNhpLRyzF4t8XAwD+LPgTL/32Et687U0IgswGQCq6eS5T0qFQ7Oli8s2emJqnWyLGOwZuIjfUampRVFuEgpoCdMQe5c8deg6/5f4GAPgg7wPcFnZbm/NUCS3PBa0UNX1DW9rHbACkS11iKi6KPe2p7yRjxRQpu4HEt62qTFo05FGgPAPwjgSGPmazIrZWP/9+2JW+y5ju6LyD3DD24T5IuCcaZ3/KwoUjedDU6ese1aVK/PrlFRz/PgP97whH/O2hkLh1vcHnOpKwsDDVqVOnmhwF1dCU13ydh4eHTqFQ3DA+UU1NjcDT01NbW1vLLl686CoQCPDjjz96VFdXC9evXx+Ql5dXMXHiRKs7cDc1+NEbAEIA+ADobvbPt7lMOee1AJ4G8B5jbDmAc5zznwAshGkQgTcBDGSMLQLwDoBHOedKixkSUm9SzCQ8N+g54/K+6/uw6sSqG0fmLboM6MxGmCs1a5lQ2jWGPhf5+hjTQh+fJrZ0ShR7SIuJBCL0D+hvXD5ddNqBpXEuUk2lxfUiXdOH/Q1TxnSNkXkp9rSniFsB9/rWEbUlQObvbctv/FKnqJR2Zu4+Eoyc2hOPJo/AsHu7QyozVUAV1Wr8+e01fLzoKI5+cxU1lR3vAUhXMWPGjIpr165JMzIyjDvw7NmzkjvuuKPxvh0ABg4cqLh06ZKbXC43tm0+ceKErG/fvnVubm589+7dGcnJyQXJyckFHh4e2tmzZxe3pFIKNPHElHN+EcBFxthuzvl5w3rGmFW3fjjnBwEcbLDuBbN0JYCnWlJYQgBgVvwsFNYWYlvqNgDAJ5c+QZBbEB6VBQI1RfrR+cozAD/9aH23qLTwr9G3xPJt8l5M5yEOCTVL26bJrVeAK0pz9X9Hz0D7TThNsYe01sDAgTiWfwyAvmJqTcfArmBIghR/nFRBJ3S5Yb1WKEVprhx+oZYHinGJjARzcwOvrYW2uATqoiKIAxt2m+w8KPa0M4EQ6DMBOL5Rv3xxF9C97S0EbqDTAjUlNw6ISNpMKhMjIbE7Bo6PwKXf83DmYBbk5fqKqFqpxekDWTj3cw56Dw+Gd5Arzv6cA3mZDpkHfsfwiT3Q65bO1TS2PQi9oLF2upjmtvHw8NDt378/LTk5OcjT01OrUqlYYWGheNOmTZnvvvuuX3V1tfCDDz4ImD9/flFcXJzxDsOgQYOUzz33XMH48eN7RkRE1Gk0GjZ+/Pgqf39/Y9Pduro6tnjx4mBDHv/5z3+KhwwZYvUNOGuGQEtljP0HgBj6vhEN5/cipF0xxvB/w/4PpYpS/Jj1IwBg1YlV8A+MQGJGfZeeokvGiulT8AaK668xZHbrF9npCUWmSr1I1PZ+b1ag2ENaZFDAIGP6bPFZAM45X3N7Gzj7H8D6vTh5rAxKiQ8Y14ILROBg2P/RRdz/f0MhttA3jAmFcB89GlythrRvXzBhu5z3zoBiT3vpN8lUMU3ZDfzjrdY3522oTg588y+g+DIw6yf9KL7EpsQSIQbcEY6420OR9lchTu3PRHmBvhW8VqPDxSN5N2wvL6vDoc/0g5hR5bRlbD03aVRUlHrDhg03za/0/PPPlz7//POljb1v8eLFRYsXL27Yf95IIpHwlStX5q9cuTK/NeWy5vHRO9A3Y4kAkA/gldZ8ECG2JBQIsWL0CgwONI0S+TKKcUxaPxdXUZdodtbZUewhLdI/oD9Y/QwfqeWpqOGtHn+h0xk4+x+4Nz4Ld/zybww7kQwh03d3KM+vwW9fNV7vClvzLsI//AAB/34WIj/r51Pt4Cj2tJeI4YCs/il8TRGQedQ2+XIOfDoZSN0LlF0Dtj8CaFo1e0WrlCpM1/UlipImtuwchEIBeg/vhn8uuQV/nx2PwCjPRrfVqHT449ubBn8lBIB1FdPrnPNXAeRzzq8BcP7J4EiXIBVJ8d4d7yHGW98kXgOO54MCcNlFDBTSAEidAMUe0iLuLu7o6dMTAKDjOpzXWTOYatch7R8PAJDVFqKf8phx/aUjebh6stEb4F0RxZ72IhACfSeYli/tsk2+jAHD/21avn4E+H7ujRNz2lFGVYbpo6uut8tnOgMmYIgeGICpLw7BxLmDGt1OXlYHjYpuHJKbWVMxjWaMSQBwxpgA+qHNCXEKXhIvrBu/DoFu+juuNQIBng4KRE5x166YqvNyzdJ5TWxpPfOfc94+P+4Ue0iLDQo0XQyd1skdWBLn4xofb0wHnN2JHoMDjMuHPr2MqpLWjYjcCVHsaU99J5nSl77T9wu1Sb4TgHFmD7tPfwocfd82eZMmMcYQFusDd19Jo9t8vvRPXD1Z1F7XE6SDsKZiegBABoA5AK4A2G/XEhHSQsGyYKwfvx4eYv0UciUiIZ6WyFEuLwQAfIlqvOXrjbd8vZGl6BpPBTRl5ca0try8iS2tV55fYzFtRxR7SIsNCBhgTJ9lZtO0udPgJ6KgIGg99U3seG0tRo6UwMNPCgBQKTQ4sOkitFpdU1m0q36jQ3HHI70RMowhKKpVc7W3FsWe9hQ54sbmvFl/2C7vUXOBAQ+alg8uAVL2GBdjAk1Tz8YEWB4EjLTe8Ik9IHKxXNWoLlNi/8YL2LX6NIqzWzRwK+nEGq2YMsYCAIBzvhNAXwATAQzlnO9up7IRYrWePj3x3h3vwaX+xtt1sRj//nE2FBoFDqAGW708sdXLEwV1FQ4tJ2kexR7SFuZPTM9qqmB89uLX5Cj4XQJjDJqoSOOy9sol3PVEPwgE+n65hRlV+Gt3xk3vq9q3D3mLXsK1+yaj9vjxditvaKwP+owIgU80g1eA/UYCN6DY4yACIdDnXtPyxV22y5sx4N53gYgR9Su4fkCkfP04MiKBcdYLiEVdY9T+9tTrlmCMfai38cmpu68EvYcH3zDNTF5aBbYnH8ehzy5DUd1+/YCJc2rqLNzIGNtdP9m0jnN+gnNe0T7FIqTlhgYPxRviCLD6ZiHnKq9iwS8LwEHNRDoYij2k1ULdQxHgqm+iKtepkC6mid7NqaOijGnl+fMIjvbCLROjjetO7c9E9uWyG94j/+03VH7zDepSUqA4f6G9iuoIFHscpe9EUzrFhs15AUAkAaZ/Cvh01y+ra4HPHwCqWjVoKGmhXrcE49Hkkej3gACPJo/EuEf74qFlt2LAHeHGm2Lg+r7uny45hjM/ZkGrcWzLjehBgRj6jygE9AN8uznJk3R/DADDkGb/+WNA85k5r0YrppzzSQAegX649C8ZYzsYY9MYY/a/bUnswl1qukBzl1gzU1DHc2e34VhYamq6+kvOL7je/JROxIlQ7Ol63FxM8Ujm0rbYxBjDwMCBxuUz0sb7OHVF6sgoY1pxXj+N1qA7IxDex0e/kgM/br6E2irTkwtp377GtDKl8454TrHHgSJHAm7++rS8EMg61vT2LSXzAx7cDkjqm4RX5wFfPAAXbvX0isSGpDIxRk3riQeWDENEP9M0PiqFBr/vuIovX/sL1887bjTjmCGBuGVCNALjBfAPc5KKaalVU3xavV1mZqZ41qxZYQsWLOg2Z86ckLvuuqvH66+/Hrhq1Sp/Dw+PgTNmzIh4/vnnQ+6+++7ozz//3Ov06dPS8ePH9+jRo0e/bdu2eQHAhQsXJOPHj+8xZcqUqNzcXNGePXs8evfu3XfYsGGxw4YNi128eHGL+9A0WXjOeTmAjdDfRQwGMA3AbsbYFs75py39MOJYIV5SY7qbdyf9nQ3sgwer5SgSCbHJW/8DVMJMd95eSNmMBV7dkBid6KgSEitQ7OlaInzdUFStn8M7wq/tc48ODBiIg5kHAQCnpRJMq+44gyCtun0VNDoNfvvtNwzvNtzm+asjI4zpusuXwVUqMBcXjJvZF9uW/wVFtRq1VSr89HEK7nm2P5iAQdqnj/E9ykuXbF4mZ0Kxx0GEIn1z3pP/0y9f2gVEjbTtZwT0AqZ9DHw6BeBaoK4abrwCgP7mlcrBT+m6Ip9gGe79z0BcP1+C33dcRUWhfg7UisJafP/BOUT088Oo+2PgEyxzcEk7F4VCwRITE2O+/fbbqz169FADQHZ2tmjSpEk9Tp48mfrOO+90mzNnTlFCQoLy8uXLLiNGjOhTVlZ2dsKECRV79+71mj59eiUAxMXF1U2YMKEiOjpaFRoaqjl9+jRWrVqVfc8997S603BLbk0Xcc7fA/AeY6xzPm4jHV9gPwDAnPJKFEs98Z2U3fByqboaS48uBQCqnHYcFHtIi9zwxFTiok+UdYx582Ri/QWYTCiDWGj7Zsjc3R3i8HCos7PB1WooU6/ANT4OMi8Jxs/si93v6/veZV0sxZmfsjHozghIY2MBgQDQ6aDKyICuthYCt7bfQGjO0a+vIvNiKWpqdIjyK0FUvL/dP7MBij3tqd8ks4rpd8Ddb+qPO1vqMRb4x1vAxZ1AUQo+qn0MMNyzN9x2kAUCCxqf25fYXlS8P8L7+OL84Rwc35MBlVLflDvrYim+TClD/NgwJCRGQeJGXTNsYdu2bV7h4eF1hkopAISHh2t279590w9ldna22MfHx+qmh1u3bvX966+/3KqqqoT//ve/i2NiYtTNv8ukyTOeMfYEY+wkY0wBoI4xlsUYewcA3bogzsmvByB0AQOwND8bEoHLTZsotUqsObWm/ctGrEaxh7RFH98+kAj1T0FyxGKUCAVAdYGDS+U8zKeNUV44b0xH9PPDwDtNT1SP7UpHUWYVBG5ucOle3z9Pp4MyNbVdyikvV6IsrwZ1lYBK2T5dMij2OFDkKMDNT5+WFwDZf9rncxKeAB75FqhtpKloTdcYvd/ZCEUCDBwfgYeWDUffUSFA/XMFnY7j7E/Z+HTJMVz4NRc6HY0b0lZpaWnSwMDAmyqMISEhxkC7Zs2awDlz5oR8+umnvt98881Va/IdNGiQ4rXXXstftmxZ4YwZM8ruvPPOXlpty/qLNzUq70sAPAFMB+ALwBXAUACHAaxnjEkbey8hDiMUA/69AOg7Cal0lkd4K6ihi1RnRbGHtJVYKEY/v37G5TMS6mdqTmpWMVWcO3/Da7dOjEZgpH4KDZ2WY/9HF6FSaG7sZ9pJm/NS7HEwQ3Neg0u77PdZAqH98iZt4ubpgrEzemPa/yUgpKe3cb1SrsYvn6die/Jx5KbaZhq8xpw+kIXvPzyHrCM65KXZ97McISwsTFVUVNTk4+c5c+YUrVmzJu/jjz/OHjBgQB0AeHh46BQKxQ11x5qaGoGnp6cWAEJDQzWxsbEqABg6dKiyurpalJ6efvMToiZYrJjWTyi9h3P+Duf8KudcwTnXcM6LOOffAngaQLeWfBBxvGJ5nTFdUl3XxJYdXKDpAipY5GFxk2BZcHuVhrQAxZ6uqbTG9rHJfNqY0x1oAKQSRQlyqnNQoi6BQqOwy2e4xscZ0+ZPTAH9U4u7ZsVBLNVfuFcVK/DLF6mQ9OncAyBR7HESfSeZ0pe+BXQds9+np4unxTSxXkCEByYlDcLf/hVnnG4GAEpz5Nj1zml8teI4trz4Gy5+qcPHi37HlT9t98ChOKsK18+VoDoXkFd0vuvlGTNmVFy7dk2akZFhrJyePXtWcscddzQ5r9rAgQMVly5dcpPL5cZ+cidOnJD17du3DgAWLVoUXFhYKASAwsJCoVqtZmFhYS1qymuxzwTnXAfgrKXXGGN/55z/AKCiJR9EHK+8xvT0sLy2E88VFWgaqGOONAoL5TdeeEmFUswZPKe9S0WsQLGnayo2q4ya30BrC/OK6RmJBB1lcO7Fvy/Gb7m/AQACCwJxW9htNv8Mad++xj6jdenXoKupgUBmaqnqFeCKMQ/F4uAm/ZPRK38VInBUDAy3vTvjE1OKPU4iarS+OW9tKVCdD+T8BUTc6uhStVgvn14W06RlGGOIGRKIqHg/nD6YhVP7MqFR629WFGWaxteRl9Xh0GeXAeinp+mU/KCxasRdv+Z/7Tw8PHT79+9PS05ODvL09NSqVCpWWFgo3rRpU+a7777rV11dLfzggw8C5s+fXxQXF2f8UR40aJDyueeeKxg/fnzPiIiIOo1Gw8aPH1/l7++vBYDu3bvXPfXUUxF9+vRRpKSkuK5fvz7Dzc2tRW2vG/2CjLFDwE0TQDIAEQB6tORDCGlXQaYmfIlVFXhFwFBXfyh7itywaPiSTj/wkTgwwJgWBQQ0saXzodhDbGFAgGkqt3MSF9zposDz177v9Oe+NQRubpDExKDuyhV9n9FLl+CWkHDDNr0SgpGdUo7LR/VzPR77S4OhroFwUxShLu2qcTTfzoRijxMQioDe9wCnPtYvX9zVISumxLZELkIkJHZH7+Hd8MfOdKQdL7xpG41Khz++Te+8FdMSyzfOWisqKkq9YcOGnIbrn3/++dLnn3++tLH3LV68uGjx4sUWO2L/61//Kv/Xv/7VprbPTQ1+9BeAxwDsB/A6gCcALAewvS0fSIjdmTXlReFFBHNTX5KFPaZ2iQtTUWCQWTrQJnn6BJlG4fQKtuuInBR7SJv9nvc7jG2NGEOBgGPp0aX4/tr3jiyW05CaNedt2M/U4LbpveBdf95rVDpcHPgUdEwEqNWou2rVWBgdDcUeZ9Bvkiltz+a8skZ+GxtbTxzOw1eKu57o1+jr8rLO1+y2q2m0Yso5f5FznglAxDn/iXOewTn/CUAnbgNKOgWvMEBS36dDWYFAbjrMgyQ+DipUx8cEpql3hLYewt8MxR5iC2tOrbnp0ReNyG1iPjKv4oLliqlYIsRds/pBINKf+9WSYBQ88S5iDv0Midncpp0FxR4nETUacK3/ra7OA3KO2+dzFqThFI81Lu4b9j9gaSVNFdMBmPc5bejU/kxwTiP3dlTWXF3ewhgbyhjzZowNg36EOkKcF2M39DMFb9lQ1cRpUOwhrdbYyNv5Nfk0KjcAaZzZlDHnLzS6XUC4B0ZO6WlcvnyVIadYDMZYo+/pBCj2OJJQrG/Oa2DP0XntJL8m32Ka2MbwiT0gcrFchfljZzoObr4EjYqu/ToiayqmrwD4EEAugLUAlti1RITYgnnFVEfBqYOi2ENaramRt+/deS/eP/0+atQ17Vgi5yLt1dPYR1SdkwNNeePdguLHhKL7AH/j8s8fp0Be3qmbzFHscbT2as5rJ7nyXItpYhu9bgnG2Id6G5+cyrwl8Ap0Nb6edrwQ36w6heoypaOKSFqp2Yop5/w053wY51xW//+T7VEwQtok0KwPQhd8YqrKzDSls7JskqdOa2oao9XY/yKBYg9pizmD50AKy0/1lFolNpzbgMRvErHjyg5ou+DNK+biAkmf3sZl5XnLzXkB/ciYdzzcB+4++otAZY0aBzdf7LQT3VPscQLdbzc1563KBXJPOLY8xOn0uiUYjyaPRL8HBJj5xkj8c8kt6Dc6xPh6cVY1vlpxHHlXKxxXSNJizQ47zBjrDmAVADmA7wHkcM6P2rtghLRJkGkApDyz2y+5yhIHFKb9aatNw6jrzNJtUVFUa0xXFtXeMPG1PVDsIW2RGJ0InPsKa0r+RIFIiGAmRmLcTPye9ztSyvTzcJYqS/HqH6/is5TPMH/ofIwMHengUrcv17h4KM+eAwAozp+H+22NT00jdRfjzsf7Ytfq0+AcyEurwImdlzFsiv36mg6+OxK9h3fDuXPnENqr/cYHoNjjBIRioHcicPpT/fLFXYD0Lpt/jKuLEKifZTHST9b0xsSpCUUCjHmoN/zDPXDkyyvQ6TgU1Wp8+85p3PZAL/QbHeroIraJ/8qkAaWKmmbrbX6uMk3JC6ttOoJve7KmKe8iAO8ByACwC8D99iwQITZhNjJvldlDk2o7TVhP7IJiD2mTxJCROJCTh3PXs3HAbyzmDJmDL+/5EstHLkegm2nkzasVVzH7x9mYfXA2rpRfcWCJ25f5yLxN9TM1COnpg97u2cblEwfzkJdWYY+iAQD8wzwQ0c8P7t0YZF6ND3ZiBxR7nEHf+0zpS98CvGM15yWOEXdbKCbOHQhXDzEAfWuvw5+l4pcvUqHVdtxjyJpKaUu2y8zMFP/rX/8KW7BgQbekpKSQe++9t/uzzz4beujQIbdhw4bFDho0qHdSUlLIww8/HPHoo4+Ga7VaLFq0KJgxNiQpKcn4aHrJkiVBvXv37vvNN994AsCuXbs8ZsyYEZGUlBQyb968bi39ntZUTC9zzn8BUMs5VwGgUSOI83PzBdw76VxWXQfFHmJzAibAxJiJ2HPfHjw78Fm4ikz9kn7P+x33774fS48uRYmi87eucO3f35hWXLhg1UiWfUPK4VWhnyqGg+Hg5otQ1qjtVkYHodjjDKJvB6Te+nRVDjyqabRcYp2Qnj6YunAo/MPdjesu/JKL7949A0V184Ns9xkRgtv/2QvdhjAERnjas6gOUVtbyxITE2NefPHFwrfeeit/9erVeV999dX19PR0ydixY2tHjRpVnZCQIF+9enXeJ598knXp0iW3HTt2eCUnJxcAwCuvvGKMicuWLSvs169f7eTJk6uqq6sFzz33XOTGjRuzV69enXfhwgW3b7/91qMlZbOmYtqfMXYrACljLA5ATIu+PXEaXq5iY9rbTdzElp1EYOebzqCLodjTRXiaxSYvafvEJleRK2YPmI3v7/seU3pOgYDpfw51XIev077GP775B9afXQ9FO7eyEAlEcBG4QASRsUz24hIVBYG7/sJNW1ICTX7zo4e69euLfin/g0gtBwDIy+vw89aUzjY9A8UeZ9BgdN7AImpNTazn6eeKyQuGIGaoqXVMXloFtq84juLsprs4hff1RdztYfDtyYxzOXcm27dv9woPD6+LiYkx3lWUSqV837591xpuq1arUV5eLgoMDGz2DuTPP/8sCw0NVbm6unIAGD58uHz37t1eLSmbNb96bwJYDeAFAOuh73dBOqAgT6kxHeAhbWLLTiKo8UmYSYdAsaeLCPEyPbUM8XFtYkvbC3ALwNIRS/HVvV9hZIipj6lCo8AHZz7APTvvwbdXv4WunZoRvn/H+zj58Em8E/kORoWOsutnMYEA0n6mOKmwojmvtG9fSOsq0OfyZ8Z1GWdLcGkbx8eLfseVPzvFw0WKPc7CbHTegOKjgI1vgLwu+z+MVK7BSOUalHjSNUNnI3YR4q4n+uHWSdEwjIUnL6vDNytPIu1EoWML50Dp6ekS84rmlStXXBYtWhR8xx13xKSmproAwPHjx92TkpJCZs2aFT5//vz8sWPH1jaeo15BQYFYJpMZRxP09PTUFhcXt+huszWj8l7inI/gnLtzzkcB6Pztm0jnYNbP1Mgj5OZ1xClR7CFtVnzZlC5KaXLTXj69sP7O9Vg/fj1ivE0PyIpqi/Dy7y9j+p7p+DP/T3uV1GFczfuZXmh8ZF4DcWgoBJ6eCCg9B5/SSze8Ji+rw6HPLtuscnro08vYNO8ILn+jQ/qpIpvkaQ2KPU6k++1AfXN7aV0R8HYv4Nx2m2V/ptwFuQhALgKQUaGxWb7EeTDGMOTuKCQ+0x8uUiEAQKPW4cBHF3FsVzp4Jx1dvCkxMTF1hYWFxgpjr169VMnJyQWpqamuVVVVAgAwNOX9+OOPs2fPnl1m2NbV1VUnl8uN9ceqqiqBTCbTAUBwcLC6pqZGaPaaMCAgoEV9PZqtmDLG3Blj9zHGHmGMPQL93UNCnJ+lprzi9n0aQ1qPYg9ps9pSU1pR1vh2ZkaGjsSOe3dg6fCl8Hc1zd15uewyZh2YhX//9G9cq7yptVOHJY0362dqxRNTxhikffSxtdbCXLEalQ5/fJtuk7KplRooa9TQqtCug5ZQ7HEil3YBWrM+gfIiYPdzNq2ckq4hKt4fUxcOvaFp7sl9mdi77hzqFF3rpsS0adMqs7OzJYanowCg0+mg1Wotz7FmJjY2VnHw4EFj5919+/a5x8fH1wLAHXfcUZObm+uiUCgYAPzxxx/u9957b2VLymbNyE27AVyA6Y6hb0s+gBCHCegNNDKPIekQKPYQhxAKhJjSawr+3v3v2HxhMz6++DGUWv1E7b/k/IJfc36Fq8gVtZpadNvRDXMGz9FPT9MB3fjE9AK4TgcmaPqetbRvX9T++SfqJJancJGX1aEoswqBkR120BCKPc7ip2U3z0WuVujX95/mmDKRDssnWIapLw7BgU2XkHVRf+Py+vlS7HjjBBKf6W+stB77Nh3Zl8pQXa1DdEApIvr5ObLYAPTTwFg7XUxz27i6uvK9e/deffXVV4N9fHw0Wq2WpaenS6ZPn15SVFQkOnr0qLtarWZbtmzxnjlzZoX5e9euXZs5b9688J07d/rIZDKtQCDAxo0bswHAw8NDt2bNmqwnnngiwt/fXx0XF1c7ceLEFs1ZaE3F9Drn/D+Ghfr5vUgHVFCpNEt3gWlTXNwA3+4A6hxdEtI6FHu6iMIq54xNbmI3/HvQvzG111SsPb0W36V/B17/X61G390mvyYfS48uBQCbVE7TK9JRparCNeU1DKobBC9Ji8aNaDFRt24Q+vlBW1oKnVwO1fXrkERHN/keaV/9E1NJXRnqpJYv2L564wT6jQrBrRN7QOre4Qbbo9jjLCpzWra+hTxQAzH0T2SZznajS/uZnRd+jZwjxDEkbmIkPtsff36bjlP7swAAFYW1+OqNE7jriX6IjPNDVbECRZn6+pSy1jlGHbf13KSRkZHqzZs3Z1t6LTExsdF500aOHKk4duxYo6/fd999Vffdd19Va8vV6G1RxlgEYywCQAZjbBxjLLJ++dHWfhhxrCql6eSqVnaRZguW+pkSp0axp+spr1WZpZ3jIsBcsCwYy0ctx7Z7tsFF4HLT60qtEm+feNsmn7XqxCo88sMjeKfwHZwttv8c6YwxuMaZz2fafD9TQ1PeHte+g0DXyNQLHLh4JA+fvvIHLh7J7RD9uCj2OCGvMMvrGQOK2z7n8Ad4E6els3FaOhsBlc0f+9bq7tXdYpo4B4GAYfh9Mbjzib4QivVVIZVCgz0fnMWp/ZmdbZTxDqWp9jqHAWwBMBbAy/XpjwE8bO9CEWIzDUfmLes8fcOaIg4JsZhuC2beKtq+LaQPg2IPcUJ9/PpA3chTlWJFMdadWQe11vkq1s2R9o83pq3pZ+rSvTuYVIrgohPoffkzuHvpn4i6+0owYkoPRMaZnhDV1Whw+LNU7HjzBAqvt/omens5DIo9zmXcEstjQ3AdsHUiUJ7Z/mUinUavhGBMnj8Y7j4S/QoO/LEzHdmXTWMSHPnySmcZbbxDaKop778553sbrmSMjbdjeQixrcA+CLyqRbVQP0hYgEuH7fPUIiJfU5cooY/lfmAt5RMsMzZt8e3m3szWbUKxhzitYFkw8mssz/f54dkPcSDzAF4d8Sr6B/S3uI0zco03r5iea3Z7JhRCGhsLVWYmesS4YMTsMPyRmYkxY/TT7QwcH4Hr50pwZHsaqkv1zbSLMqux480T6DsqBMOdt3kvxR5nY+hH+tMy8MocMFkAoKgAdCqgOk9fOX18H+Bx80BchFgjMNIT9/9fAvZtOI/8q/pxeupqTP2alTUaHPpMP8J7r1voOLO3Rp+YGoIzYyyGMRbEGPNljD0PIK29CkdImwX2g6/ZaI5+f6yn0fycHMUe4szmDJ4DqfDGeaCZWROCqxVXMWPvDKw8vhK16manfXMKUrOKaV3KZXBVI81zzYRv+gg9/ziKiM2bIOl+Y1NFxhi6DwjAg6/cgqGJURCK6i81OHDJrHmvzsma91LscVL9pwFzL+CXMbuABWnAjK8AYX2T+vIM4JP7gFrrRt0mxBI3TxdMfH4Q+o623MLMlqONk6Y1O10MgMUAXKGfbDoEwCvWZMwYG88Y+5AxtpQx1uh7GGMPMcY4Y8yuj2BIF5V76sZlZQUNNd9xUOwhTicxOhFLRyxFN1k3AEA3WTe8PvJ1LBy2EK718y1ycHxy6RNM/m4y/sj7w5HFtYrIxwfi0FAAAFepoExrvh4mdHcHY0236Re5CHHLvdF4YMkwi817v3be5r0Ue5xZ9Bjg/i0Aq58usegS8NlUoK5Fg3/aVVZ1lsU0cV5CkQBjH+rd6OvyMhpIsz1YMyrvaQC5AHpzzmcyxl5o7g2MMTfo5/3qxzmvY4x9zRgbxzn/qcF2fQDQ6DTEfg4t119emKOh5jsKij3EKSVGJyIxOhGHDx/GmDFjjOvHhI/Bsj+W4WjeUQBArjwXTx58EvfF3Id5Q+fZfYTdtpD2j4c6NxcAoDx/Aa79+jXzDut5B7oh8dn+Hal5L8UeZ9c7EbhvPfDNkwA4kHsS+OKfwEM7ALG02bfbW1FtkcU0cX7uvhKLlVB3X4kDSmMy7uOkAZV1zU8X4yWRaX561LYj+LYna56Y9gfwHoADjDFXAE2PI683HEAm59ywZ38HcMM4+vVB/AUAr1pfXEJayM5DzTuruvSrZmnbND/RqE1NotWqdhnVmWIP6VBC3UOxfvx6LB+5HJ5m/dl3Xt2JSd9Owo+ZPzqwdE1zjWtZP9OW6mDNeyn2dAT9pwH/eMu0fP0I8NVMoAUDkJk/9Bcyay6JSWc3fGKPm9aJXAQW17cnayqlLdkuMzNT/K9//StswYIF3ZKSkkLuvffe7s8++2zooUOH3IYNGxY7aNCg3klJSSEPP/xwxKOPPhqu1WqxaNGiYMbYkKSkJGOb5yVLlgT17t277zfffOMJAFlZWaLp06dHxsXF9WnN97Sm8G8A+DuAjQBuBXDQivcEAjBvU1FVv87c6wCWcc5VTTUHYow9CeBJAAgKCsLhw4et+HjryeVym+Zp6/xsmWdqtilYa7Vap/7etsrvVok/ssSmwzxTJMIw1EEp8cexNubvzPva7VIKPOrTqupqm+RZXmiqmB7//Qyu5tv9R7xTxx4DexxHHS1fjcY00ERaWhoO1123Sb5R1SJE1aeLdV642E7nqxe88GLgi9hRtgOna08DAEoUJZh7eC4Gug3E/b73w1NoeSC2slJTX7nz589Dd1VncTtbl1ms1cAwZFrJsT9xxYq/lTA/H+Jr1yDOyoJq0CA0/456HkD03zjyTwHy+nGkDM17j/2QipAhDK5+DOjG0eNuhtraWmSXpyDv8GVrP6GtKPZ0mHx7IqL7w4jO+ES/eOUHFP53MlL6zAWsqGj6MwD190JqS3JsVu6iYtNT0hp5jdNeKzQUZJbuKGW2R75MDPD6S2aBCAgarEOe4nJ7xiC7qq2tZYmJiTG7du26GhMTowYApVLJJk2a1H3s2LG1o0aNqpbL5YLVq1fnAUBCQkLsjh07vJKTkwtWrFgR+sorrxiHKV62bFnhxYsXXSdPnlwFAD/99JPHxIkTKy5evOjWmrI1WzHlnF8BYJgs6hBj7D4r8i0CjNfFAOBZvw4AwBgLB+ADYLpZcE5ijO3lnJ9o8PkbAGwAgKFDh3LzZlO20LAplrPlZ8s8C49nARf183QJhUKn/t42y883GbUnlhoXFQIGiF0hTUzGmP5ty9+Z93VxymWU1KfFYrFN8kz95jA09QNJ9Y7tjT4jbTMNTWM6e+wxsMdx1NHyFR3aB2j1ldOePXtizPAo22TslgZkfQUACOge1+7n6wRMwE9ZP+H1Y6+jWFEMADhTewbpmnQsGLoAk2Im3dRPc9uP2/SNSAHEx8fjtrDb2qXM2qEJuPLOuwDnEOfn47ZhwyBwa/q6Im/RS6j85hv9+wMCMWz27BaVhd/Db2reqywDrv3I0XdkN4yeFA1Xdxe7HcuNlotiTwfLdwzwoz/w2zsAgKCiXxEUEQMkrm4wz9nNUn4XAvUVkF69eqLPLZbyb7k9v+wBruvTMneZ014rNJRilu4oZbZHvpkHfjc25+07KhS3PxBr0/wdbfv27V7h4eF1hkopAEilUr5v376b5lRUq9UoLy8XBQYGWtUU4bHHHivfs2ePR/NbWtZsxZQxNg7ACgD+0M9e6AlgZzNv+wNAJGNMUt+sZSSADxljvgA0nPNsADPNPmMFgNWcc3mrvgUhjek/DThh1mpK5Arcm0z9SzsAij2kMxgXMQ4JwQlYfWI1vk77GgBQrarGkqNLsDdjL5YMX4Jwj3AHlxIQussgiemBurSrgE4HZUoK3IYMafI90r59jRVTUXZ2iz/T0Lw3vI8vTu7PxOn9WdBqdPrmvb/lIfWvfIhEQtTV6pB54HcMn9ijXaZroNjTAY17BVBWASc26ZdPbAYknsCd1GqatJxPkMxYMfUJatWDP6eWnp4uMa9oXrlyxWXLli2+x44dc1+3bl0WABw/ftw9KSkppLS0VDh//vz8sWPHtssw89a0xfsngL8B+C+AXgDeanpzgHNeC+BpAO8xxpYDOFc/AMBCAM8YtmOMBTDGXq5ffIExFtrC8pMW8Hc3ddz2c3dsJ+52ZX7DtMdYqpR2HBR7ughfmVlskrk4sCT24eniiaUjlmLjXRsR5h5mXH8s/ximfDcFn1z6BFqd/omxn9QPoe6h8BX63jQtjb1JzfuZnjvf/PZ9TV2IxNmtH3nUMHrvP18Zhsh40+i9WhVHXa2+P7u8rA6HPrvcXhPdU+zpaBgD/rEKiDf7ff/9XeDI2w4rEum4pDLTczsnGpTNZmJiYuoKCwuNX6xXr16q5OTkgtTUVNeqqioBACQkJMhXr16d9/HHH2fPnj3b2MfE1dVVJ5fLjfXHqqoqgUwms1mfE2v6mKZyzssZYyLOuZox5mNNxpzzg2jQL4Nz/kKD5WIAy+v/ETvzNbvg8+2EF3+k06HY00UEekiQVaa/GRvo6fgRNe3l1m634puJ3+CD0x/gk5RPoOM6KDQKrDy+Evsy9uHVEa9i+Sj9IXn48GEM6zasXcsnjY9D5U79g0HleSsqprGx+goB5xDmF0CnUEDg2nAYdOt5BbjhnmcHIONcCX5Yfw68waWOYS7BdnhqSrGnIxIIgEkfAio5kLpXv+6nZfonp8P+ZfEt89xeR1qhvmvwfz36o1WjtRDSwUybNq1y5cqV3VJTU11iY2NVAKDT6aDVaptu+w4gNjZWcfDgQfeZM2dWAMC+ffvc4+PjbfY01ZqK6e2MsZMApIyxjwD0tNWHE9IumBDG0Q3cG45FQZwYxR7SNvlmo8sWOMfo+a4iV8xPmI+7u9+NJUeXIK1cP2fouZJzuH/P/RgTOgYXyy4ivyYf3XZ0w5zBc5AYndhMrjYqW7zZE9MLF5rdXiCTwSUqCqqMDDDOUXflClwHDGhzObr397+pUmrQTnMJUuzpqIRiYOr/gM/vBzJ+1a/bO19fOR0w/abNsypUUNdfCudU0jyVxHl5SWQaa6eLaW4bV1dXvnfv3quvvvpqsI+Pj0ar1bL09HTJ9OnTS4qKikRHjx51V6vVbMuWLd6GCqjB2rVrM+fNmxe+c+dOH5lMphUIBNi4caOxL8f333/vvnXrVt+ioiLxCy+80G3JkiUF7u7uVg+3bk3FdDoAHYBjAGbBiiYthDgtgVWjaBPnQLGHtI3KbJDUOufqyhfnH4dtiduw6cIm/Pfcf6HRaaDRafBjtmlKmfyafCw9uhQA2qVyKomNBROLwdVqqLOyoK2ogNDbu8n3SPv2hSojAwCgvHTJJhVTwOFzCVLs6cjEUuCBL4CtE4Hc+nGldj0NuMiAPvc4tmyEtJKt5yaNjIxUb9682eLgAImJiVcsrQeAkSNHKo4dO9bo64mJifLExMRW/+A228eUc17DOVdwzms55+8BGNzaDyOEEGtR7CGdnVgoxuwBs7Hj3h3oH9Df4jZKrRJrTq1pl/IIXFwg6d3buKw43/RT0yujRqPq+++NywWvLkNK7z64Mmp0m8viyLkEKfZ0AhJ34KGvgMB++mWuBXY8Blw77NBikY6hKNN0U7PoenUTWxJba7RiyhjLYIxda/gPwNp2LB+xoZxyUxPw3PJ2GVyLkBaj2NP15FYojOmcLhibenj3wNa7tzb6ekFNuwz4AwBwjY8zppUXmu5nqi0padH6luh1SzAkMqFxWSwRYuxDve3av5RiTyfj5gs8vBPwjdYva1XAFw8C2X8ZNwlHAWJZFmJZFkQa28WeYLdgi2nSMWi1OotpYn9NPTFdyTmPhn7I9DsB9ABwF4A326NgxPZqVVqL6S5FRwGmA6DY08VUK9Vm6Wa7x3RKQoEQ3WTdLL4WLGu/C9sbRuZt5ompvYklpq4XscOD22PQI4o9nY1HEPDIt4Bn/eDH6hrgs6lAgf6my+v4EPslC7FfshC+1Zdt9rFhHmEW04SQpjVaMeWcr6tPhnDO07neVQBe7VM0QmyEm1XC5e335MGRXCIjjGlxREQTW1pPIDSFCyZsduC2VqPYQ7qqOYPn3LROKpRaXG8vrv3NK6bnwLnVY1Z0eBR7OinvCODhXYCbv35ZWQl8ch9Qmu7QYhFCbmbNPKZDGGP3M8YGMsamAbDNyAaEtJMQs2YY3UQeDixJ+xF6eJqlbfOdvQNN00D4BMlskmczKPaQLiUxOhFuQtNk7u5idywdsbTdRuUFAJfu3SFw05dBW1wCTWFhu322E6HY09kE9AIe/gaQ1N9jqCkGtk6EGOqm30cIaVfWDFH6HICVAPoBuFi/TEiH4WnWetdL2C4jOhLboNhDuhyJSIJarb6v28N9H27XSikAMKEQ0n79UHv8OABAcf48xMFdro8cxZ7OqNsA4KHt+qel6lqgMhs9IXZ0qQixStL+pAE16uani5GJZZrVf7PtCL7tqdkvyDm/DmCa/YtCCCEmFHsIcQxpfLyxYqo8fwGed95pcTuhv7/FgY6E/v52LZ+9UezpxCJuBaZ/Cnw+HdCpIWWmJ6a3n5kPhGmA/m3f9ekV6RbThLSWNZXSlmyXmZkpXr58eZC3t7dWq9WytLQ0SUREhGrq1KnlL774YrharWZjx46tKi4uFgkEAr558+bsxYsXB69YsSJ07ty5+atXr84DgCVLlgRt377dLzk5OSc2NrZu4cKFIQMHDqzNyclx8fPz06xatSq/Jd/TYuEZYwIAywEkc85vmouGMfYMgF85544dGYEQ0qlQ7CHE8cz7mTY1Mm+v344Y04cPH8aYMWPsWSy7otjThcSMA6ZuArY/csNqV1UpsLv+4XgbK6fldeUW04Q4g9raWpaYmBiza9euqzExMWoAUCqVbNKkSd3Hjh1bO2rUqGq5XC4wVD4TEhJid+zY4ZWcnFywYsWK0FdeecU4YMuyZcsKL1686Dp58uSqX375xW369OnlM2bMqACAHj169Js4cWLl6NGjrR7y2mLFlHOuY4xtAXCQMZYPIBeABoAv9H0t3qHgTIjzUqamWky3hUqpNUvbZ+RUij2EOF7DkXm5TgcmsGZIio6LYk8X03ci4OoLKMpuXK9WAD8ts8lTU0Kc1fbt273Cw8PrDJVSAJBKpXzfvn3XGm6rVqtRXl4uCgwMbLZD9u23314LwFgJ1el0cHd3b9F0GI0+7uWcX2GMjQQwFvp+FhIAfwKYwzmvaMmHEOJI10SmC6r0unIMc2BZ2gtXm8UPjW0qkfJypSldpmxiy7ah2ENsJqC35TRpkjg0BEIfH2jLy6GrroYqMxOS7t0tbss5R84zz8K7tATZ27YjfN2HNitHUKQn5GXFxrS9UezpYhSNPMmszGnfchDSztLT0yXmFc0rV664bNmyxffYsWPu69atywKA48ePuyclJYWUlpYK58+fnz927NgWTfS7detW7zFjxlQNGjSoRReMTbZD5pzrAPxU/4+QDkllNrOJGl10/tYOhmIPsQk3P8tp0iTGGKTxcaj5Vd9UV3nhQqMVUwCQHzoECYCb2r+2kcBsWiqByH5TVJmj2NOFeIUBldmW1xPSicXExNQdP37cOL1Cr169VMnJyQWhoaHxVVVVAgBISEiQG5rymnN1ddXJ5XKBl5eXDgCqqqoEMpnshqeiu3fv9vj55589Nm3aZOEEa1rnbptDCCGEkBZzje9vTCvON97PlJAOa9wS3DRLr9gVGLfEEaUhTsQv1N2Y9jdLdxbTpk2rzM7OlqSmproY1ul0Omi12mbvAMbGxioOHjxo/KPs27fPPT4+3vg09csvv/T64YcfPDdv3pydnZ0t/vHHH1s0v6BVIzeRziHIU2pMB5ulCSHEkQI9pZAX1wC4MU51RW5iN+NgKW4it2a2th9pfJwxrTxHFVPSCfWfhrpv/g0p6gAAahdviO95i/qXErhIhMa0WCpsYsv2IxPLNNZOF9PcNq6urnzv3r1XX3311WAfHx+NVqtl6enpkunTp5cUFRWJjh496q5Wq9mWLVu8Z86cWWH+3rVr12bOmzcvfOfOnT4ymUwrEAiwcePGbAA4cuSI2+OPPx4dFxdXe+utt8bW1tYKnnzyyaLx48fXWPs9m/yCjLHeACo55y0a6pc4Jy9X03xdHq40dxdxXhR7uhZfNxdcg/53y1fm0szWnVt3r+7IlecCAKK9ox1WDtd4s5F5U1LA1Wowcfv+bmg0ptZhWvVNz7bsgmJP15ImjEa8NgUAcHrkBxjW/x4Hl4gQy2w9N2lkZKR68+bNFpvaJiYmXmnsfSNHjlQcO3bM4uujR4+ura2tPd2WcjXalJcx9hKAHwCcYIxZnsSMkI6Amd3tcu/muHIQq1DsITaTc8JymjRL5OcHUYg+XvK6OtRdvdruZSjOqjami7Kq7P55FHu6HrXZzY+yGpUDS0IIAZruYxrNOe8OoDeACe1UHkLsS9A+A2iQNqHYQ2xDW2c5TazSBfuZUuwhhBAHaqpimgUAnPNqACWGlYyxsfYuFCGkS6PYQ4gTcDXvZ9o1KqYUewghyL9WaUqnVzaxJbG1pvqYJjDGnrGQ/huAQ/YtFrGH66WmvseZJVb3QyakvVHs6WIyS03To10vqUFClK8DS+NYpYpSi2lHkMaZ+pkqzl9wYEnaDcWeLsYNCmNapGnRNI1NCvcIN6Xdw5vYkhBirqmKaSiAhPp0sVk61K4lInajMutLodLqmtiyE9M2O1gZcTyKPV2MQq0xS3ftuYYLagqM6fwax46/I43rBzAGcI66tDToFAoIXF0dWiY7o9jTxYSh2Jh2V+TYLN8gtyBTWhbUxJaEEHNNVUxf4JwfbLiSMXaHHctDiO1xLcDqW63XFDm2LO1E0sM0mqdLtG1G9hS5CKFR6YxpO6LYQ4gTELq7wyU6Gqr0dECrhTIlBW6DBzu6WPZEsYcQ4pQ+PpM0oE7b/HQxEqFM8+hA247g256a+oJHGGOzAZRwzncYVnLOf7Z/sQixnQiNDhdd9BXTcLGXg0vTPgSubmZp2zzh8PSTQilX69P+dn1qQrGHECfhGhenr5hC38/UUsU0eOlSXLlyBb169Wrv4tkaxR5CiFOyplLaku0yMzPFy5cvD/L29tZqtVqWlpYmiYiIUE2dOrX8xRdfDFer1Wzs2LFVxcXFIoFAwDdv3py9ePHi4BUrVoTOnTs3f/Xq1XkAsGTJkqDt27f7JScn50ycOLFq3LhxMUOHDq1RqVQsIyND8sUXX1x3d3e3er6vpgq/AYAOQDBjLJhzvtbaTAlxJm5mp4NMQPO3dgAUewhxEtL4eFR++y0Ay/1MGWPweWA6FIcPw2fMmHYunc1R7CGEdHq1tbUsMTExZteuXVdjYmLUAKBUKtmkSZO6jx07tnbUqFHVcrlcYKh8JiQkxO7YscMrOTm5YMWKFaGvvPKKsc/JsmXLCi9evOg6efLkKq1Wi2HDhtWsXLkyHwDGjRvX45NPPvF5+umny6wtW1Oj8hZzzmdyzu8G4LhZvgkhXQ3FHkKcRBcbmZdiD7GJy2WXLaYJcQbbt2/3Cg8PrzNUSgFAKpXyffv2XWu4rVqtRnl5uSgwMFDd8LWGhEIhDJVStVqNgoICl379+ilbUramKqbm4yNXGBKMsZkt+QBCCGkhij2EOAlJ796AWN/SRJWZCW1lp546gWIPsQm5Wm4xTYgzSE9Pl5hXNK9cueKyaNGi4DvuuCMmNTXVBQCOHz/unpSUFDJr1qzw+fPn548dO9bqYau//vprzzvuuKPnXXfdVXnbbbe1aLjrppryTmeMGW6V9jNL9wawpSUfQghpX4oLpiZ3yosXbZKnstY0cqqyptkbZ21BsYcQJyGQSCDt1csYRxQXLsB95Mh2+Wxmnmas0e1siGJPF2N+WElFTT2rIaTziImJqTt+/LjMsNyrVy9VcnJyQWhoaHxVVZUAABISEuSGprzmXF1ddXK5XODl5aUDgKqqKoFMJrthqo8pU6ZUTZkypeq+++6LeuONNwIWLlxY3DCfxjR1Fl4B8H39v5Vm6SvWZk6IM7hi9mOTWufYeQE7strKOotpO6DYQ2wjeIBZur/jytHBSW9ozntjP1POOTKmTIVv8gpkTJlq088NjvYyS3vaNO9GUOzpYswrpt5uEscVhJB2NG3atMrs7GyJ4ekoAOh0Omi12mbvAMbGxioOHjzobljet2+fe3x8fC0AnDx5Uvrll18aA3dUVJTq2rVrLTqxmpsuJq3hSsbYby35AEIcTWd2mnFYPTAYcRyKPcQ2JO5maQ/HlaODc42PR8WX2wAAigs39zNVXrwIMYAWdSRyThR7CCFOSSKUaaydLqa5bVxdXfnevXuvvvrqq8E+Pj4arVbL0tPTJdOnTy8pKioSHT161F2tVrMtW7Z4z5w5s8L8vWvXrs2cN29e+M6dO31kMplWIBBg48aN2YC+n+rmzZv9T5065aZWq1lqaqp0/fr1WS35no1+QUvBuX59eks+gBBCWoJiDyHORRofb0wrz3XeAZAo9hBCACAwwhPyMn3r08DIdmmt0Sxbz00aGRmp3rx5c7al1xITExttJTJy5EjFsWPHLL7er1+/ugMHDrQpXlKD+i4k1Mc092Sot13noSSEEKuFeFNsMvCUmC6CvFycY95lSY8eYG76uZE1RUVQFxY5uESE2IYaxpaM4EKXJrYkXYlQxCymif1RxbQLkbmYHpC7Sayaf7fzYXTIE+JsPKWm+YU9Xbv2XMPhHuGmtGd4E1u2HyYUQtq3j3FZaaE5rz2olFqLaUJsJYuFGNP54jAHloQQAjTdx9SIMfZ3AP0AXOKc77XyPeMBTAZQBIBzzl9t8PqLAIIB5AMYCmAJ55wmeyK2x4SAoW+pR7BDi0JahmIPaZPMo5bTpMVc4+KhOHESAKA4fx4e48bZ/TNL80zTbJTmtu+UGxR7uga1Vmcc/rlKYdfR5gkhVmi2YsoYWwOgJ4CrAMYzxv7OOf9PM+9xA7AeQD/OeR1j7GvG2DjO+U9mm7kDSOKcc8bYdABvAbi31d+EENKpUOwhbccbSZOWcu3fNfqZAhR7COnqtFrT74VOQ78d7cmado1izvk/OOfPcc7vBmDNsL/DAWRyzg1zSvwOINF8A875Ys65YW8LANAMxIQQcxR7CHES5gMgKS5ehOkU6pQo9hDShRVlVhnThWZpYn/WNOXNbbB8FQAYYyM45421jQoEUG22XFW/7iaMMRcAjwJ4tpHXnwTwJAAEBQXh8OHDVhTZenK53KZ52jo/W+Z5JMfUTCU1v8Kpv7ct8+OcG5vq5Obm2ixfZ97XbhkZMEyOoVarbZKnVmuaP/ly6mUUqu0+tV+njj0G9jiOOlq+l/NqjOnvj5xEzXXb9DPtU1SMoPq0vKYWJ5z0fDV3reiaMf3r6V+hu6prYuuWa3WZOUeATAZBTQ10lZX47auvoA0MBDg3/o0B2PTvoVSavntebi4OH863Wd7NoNjTRfINM7s3UHL9ss3yF1SYnvt41Hk47bVCQ/Y6l4GOdVw4MPY06kxB0gAtb366GCGTaQYG23YE3/ZkTcX074yxvwG4BiAagJIx1htAf+j7SFhSBMB80jjP+nU3qA/O6wC81Nhw7JzzDQA2AMDQoUP5mDFjrCiy9Q4fPgxb5mnr/GyZZ+HxLKB+0AqBQOjU39uW+bHrDIZmfKGB/jbL15n3dXHKZZTUp8VisU3yTP3mMDT1ldPesb3RZ2RIM+9os04dewzscRx1uHwP7QOgH9wmOqYnxgyPsk2+xVsA/Yj/cJe5Oe35am7Jl0uMad9wX4wZaNv821LmrEGDUPObfkrP/m4yeI0ZA845zDtJ2vLvkXngd8hr9Q8gQ0JDcfuYWJvl3QyKPV0kX/mhMmM6xk+AW22Uf8HlAvzw5w8AgNiIWIy51Tb5Gtjrb5xilu4I8dJe+Tow9jTKmkppS7bLzMwUL1++PMjb21ur1WpZWlqaJCIiQjV16tTyF198MVytVrOxY8dWFRcXiwQCAd+8eXP24sWLg1esWBE6d+7c/NWrV+cBwJIlS4K2b9/ul5ycnDN58uQqAJDL5Wzw4MF9xowZU7Vhw4aclnxPawqfBmCLhfUPN/GePwBEMsYk9c1aRgL4kDHmC0DDOa+q74/xAYBVnPOLjLEpnPOvW1J4QqzCtabReBWlji1LO5HGmoKoJLaXTfJ0kYqgUakAAGJpu4zqTLGHECfi2j/eWDFVnj8Hr3sSm3lHh0WxhxDSadXW1rLExMSYXbt2XY2JiVEDgFKpZJMmTeo+duzY2lGjRlXL5XKBofKZkJAQu2PHDq/k5OSCFStWhL7yyisFhryWLVtWePHiRVdDpRQA5s6dGxoXF1fbmrJZc3X5HOe8mjHmzzk3PIQBY+xkY2/gnNcyxp4G8B5jrBjAOc75T4yxlQDKALwB4FMAcQC6M8YAQAaAAjSxuWiNDmdd9BXT7i4+Di5N+2BiU1NIJrJNs0h3Hwlqq/QVUw9fqU3ybAbFHkKciDTOrJ/p+QvGdNiHH+DC+fOIM+uH2sFR7CGEdFrbt2/3Cg8PrzNUSgFAKpXyffv2XWu4rVqtRnl5uSgwMNCqYas/+OAD31GjRsnPnj3rJpfLWzxHozUV0+GMsY8ByBhjNQAe5Zwf4Jw32Wmfc34QwMEG614wS09uaWEJaQ0XszE6JEzouIKQlqLYQ4gTcY2PM6aVly6BazRgIhE87rgDdQIBPOzU5NQBKPYQQjqt9PR0iXlF88qVKy5btmzxPXbsmPu6deuyAOD48ePuSUlJIaWlpcL58+fnjx07ttknoCdPnpSmpKS4rl27NjcpKcmtNWWzpib7NICBnHNPAIMBNDlkOiGE2AjFHkKciCggAKJg/VzQXKlEXbrFLpKdAcUe0ibnS85bTBPiDGJiYuoKCwuNzel69eqlSk5OLkhNTXWtqqoSAEBCQoJ89erVeR9//HH27NmzjZ2xXV1ddeZPQquqqgQymUwHANu3b/eWSqW6RYsWBR87dsz91KlTsmXLllkcBK4x1lRMT3DOCwGAc54P4E8AYIzJWvJBhJD2w9WmFhdc02EnDafYQ4iTcTWfNubcOQeWxK4o9pA2qdPWWUwT4gymTZtWmZ2dLUlNTXUxrNPpdNBqtay598bGxioOHjzobljet2+fe3x8fC0AvPnmmwWrVq3KT05OLrj11lvlgwcPrlmyZMlNg8A1xZqmvKGMscdhGp3OnTF2G/SDAPyrJR9GiCOYT7ag7dxz7xkpU1ON6bpU20zroqhWGdO1Ve3yQ0uxhxAnI42PR/VBfWtV5fkLwP332+2zhCLTvXOhsMVdldqCYk8Xwcwuw93E1NWHOC8hk2msnS6muW1cXV353r17r7766qvBPj4+Gq1Wy9LT0yXTp08vKSoqEh09etRdrVazLVu2eM+cObPC/L1r167NnDdvXvjOnTt9ZDKZViAQYOPGjdnm22zZssXbkMd///tf36eeeqoMVrKqjykAVwCj65clAB4D0GlGOSCd2xWx6YImTVWK4Q4sS0emkJuevCrl7fIUlmIPaZvQocDFnfp0WGOzfJCWMO9nqrhwHpxzXL3tdvirVEhzcUHPI7/a7LMCIzxQWaTQp6M8mtnapij2dBHMNJscPF1dmtyWEEey9dykkZGR6s2bN2dbei0xMbHRJxojR45UHDt2rMknHjNnzqxoWKG1lrWj8h4BAMbYYAArOefjGWMjW/OBhBBiJYo9pG1EElNaKGl8O2I1ab9+xnTdlTTolEpoioshBNDsbfqOg2IPIYQ4gDVtY04yxmYxxo4D2I76CaQ557/btWSEkK6OYg8hTkbo6QmX7t31CxoN6lIuO7ZA9kGxh5AuLDjay5juZpYm9tdoxZQxNogxth7AdQC3AzjDOY8B8Eg7lY3YWKSvadyGSL9WjeJMiN1R7Ol6Isxjk2/Xjk1+rn6mtNSviS0dR9qgOW9nQbGn61EyV2NaJ+7asYeYsEYXiL019cT0V+gnf+7LOX8YQA4AcM5Tm3gPcWISs76WLqKu1MnfLKoIrGm9ThyMYk8X4+ZiikduEhueo1qzvtBaVePbOZFgWbAx3c29mwNL0jjXOFNXS+X5C3b7HEVNu/drp9jTxWRz00wWeSzIgSUhhABNV0xDAPwOYCFjbGIz2xLivJjZoeveoumUiGNQ7CG2kfOXWfq448rRyZg/MVVesF/FtKLQNJ97eWGzc7vbAsWeLkarM43UL6/rRL2kCemgGr01zTmvBrAeABhjw6AfLn0xgO6c88fbqXyEkC6GYg8hzk3apw8gEgEaDVQZGY4ujs1Q7CGEAIC6TmtKK7VNbNmekgYAzU8XA8g0gG1H8G1PVrWZ4pz/BeAvxpgngHX2LRKxF/MpPHkXmc+TdGwUewhxPgKpFJJePVF3KcXRRbEbij2EdF0luXKLaceyplJq/XaZmZni5cuXB3l7e2u1Wi1LS0uTREREqKZOnVr+4osvhqvVajZ27Niq4uJikUAg4Js3b85evHhx8IoVK0Lnzp2bv3r16jwAWLJkSdD27dv9kpOTcyZPnlw1YMCA3hKJhAOAUCjkf/zxR5NTyzTUos48nPMqxthjLXkPcR5pRdXG9NUiZznRCGkexZ7OLbXAFJsu51chIcrXgaVxrNzqXItpZ+MaF9+pK6YGFHs6N19UGtOSujKb5dvbpzf2X99vTBPiTGpra1liYmLMrl27rsbExKgBQKlUskmTJnUfO3Zs7ahRo6rlcrnAUPlMSEiI3bFjh1dycnLBihUrQl955ZUCQ17Lli0rvHjxouvkyZOrAGDcuHFVhve1Rov7T3DOO8YIEoQYmT0dVikcVwzSJhR7Oi9udo529bYcFXUVxnR5XbnjCtIM836mnR3Fns7L36xi6qoqsVm+7i7uFtOEOIPt27d7hYeH1xkqpQAglUr5vn37rjXcVq1Wo7y8XBQYGGjVCHQXL150femll4KTkpJCvvzyyxbPtUNDlJLOj+tMAyApnfdCz5Zc40wXjdJ+/WySp0QmhkZVV5+m0EFIV+bav7+ji0AIIaQV0tPTJeYVzStXrrhs2bLF99ixY+7r1q3LAoDjx4+7JyUlhZSWlgrnz5+fP3bsWKtGoFu4cGH+2LFjazUaDYYNG9bby8tL+/e//93qZpp0dUk6vV5qHU5K9BXTni7OOS9gRyDzdEFNub5iKvOSOrg0hBBHkvToASaVgiuVAICy//wbg2+73cGlIoQQ0pyYmJi648ePGycQ79Wrlyo5ObkgNDQ0vqqqSgAACQkJcktNcl1dXXVyuVzg5eWlA4CqqiqBTCbTGV43VGBFIhFuvfXW6h9//NGjJRVTGgqddHrmB7mQ0UzJhBDSVkwkgrRvX9OyVgvXLtS8lxBCOqpp06ZVZmdnS1JTU10M63Q6HbRabbMXybGxsYqDBw8a26fv27fPPT4+vhYATp8+LX3nnXf8Da+lp6dLe/ToUdeSstETU0IIIYS0mGt8HBSnTgEAxNczHVwaQpzHqcJTFtOEtJ5MY/10MU1zdXXle/fuvfrqq68G+/j4aLRaLUtPT5dMnz69pKioSHT06FF3tVrNtmzZ4j1z5swK8/euXbs2c968eeE7d+70kclkWoFAgI0bN2YDgI+Pj/aHH37wysvLE1dVVQlDQ0NVTz31VItGFaOKKSGdkE5Ra5amAZ8IIbYnjTf1MxVfv+64ghDiZHTQWUwT0nq2nZs0MjJSvXnz5mxLryUmJjY6xcvIkSMVx44ds/h6VFSU+sCBA+ltKRc15SWdnsqsYUIdd5aJku2rLt00sJrq2k2DrLVKTaWpNYa8QmmTPAkhHZd5011xZqbN58d2kYjM0kKb5k0IAJj37nGXiB1XEEIIAKqYki7gmsh0mGeousaovPZQV2tqHaKqbbalCCGOFzHClI4c0fh2pFXEEREQeHkCAAQ1Nbjcp28z72gZv1CZKR1GU24Q27uxYkqNCAlxNKqYEkII6ZxuGOyMBj6zNcYYpP1owCNCSOciEArM0g777dDpdLpO+cNV/70stnGniikhhBBCWoVJJTcsV+7e7aCSEEKIbQRFepjSUZ6OKsaF4uJir85WOdXpdKy4uNgLwAVLr1O7hS6kR4C7WVrWxJaEENJ+ogPccS6nEsCNcaorCpIFobxO3+Ug2C3YwaVpWuXu3ag98tsN6/IXLwEAeN17ryOKREiLyJkH3Lh+gECNi8MqIITcRKPRzCooKPiooKAgDp3rQaIOwAWNRjPL0otUMe1ChALTTReBoDMd480xu9kklDS+GSHEIVzMmk25iGwYm1Q1Zmmr5/d2KH9Xf1Pazb+JLR2v6J13wdXqG9ZxpRJF77xrk4ppTaXKmK41SxNiK/ncF4EoAgDk6nwR4+DyEGIwZMiQIgATHF2O9taVaiekq2Jmh7nMz3HlIIS0r/wzZmmbjrRPAGjy81u0vqWqSk1TXVWW0LRXxPa0OtNI0gp11xi1nxBnRhVTQgghhLSYqFu3Fq0nhJCOQGk280BdDc1C0J6oYtqFqDSmAbDUGprwmRDiHMyfWmi0FJs6isC5z4NJpTesY1IpAuc+75gCEUKIDZQXmLqBlJmlif1RxbQLuV5aYzFNCCGOlFZUbZbuGH1B7SWzMtOYvl553XEFsYLXvfciaNmrN6zr9toyGviIdBiBKDOmXZVFNss3zt80jVK8X7zN8iWks6OKKen8uOlpDOq6xkUvE4tNCyIa44yQjkKulltMOyuve+65cZkqpaQD8YbpHJOoK2yWr1RoakkgEdGgi4RYiyqmpNMTcFPTQFZX3cSWnYc0NtZiui1cPVxMaU+XJrYkhBBCCCGkZahiSjq9Xmb9aWMlNCpva7m6i83SVDElhBBCCCG2QxVTQgghhLQKY6z5jQjpYjQ6jcU0IaRpVDElhBBCCCHERs4Un7GYJoQ0zW6jojDGxgOYDKAIAOecv9rgdSmAVQByAfQE8Abn/Iq9ytPVDV1+ECVylXG5VqVF1MLv4e/ughMv3+nAktnXmM1xKJWYDvMncvcAH++Bn5bj8OMXHFgy+7kyajS0JSXG5Zrff0dK7z4Q+vuj129HWpXn5hd+g6LKdPzsePMEAH1f08dXjmpbgW2MYk/HMnT5QcjrTBPbL/n2IpZ8e7HtsemtnkCN2SibxZeBpV6ALBBYkNaGEtvPmG1jUF5Xblxed3Yd1p1dBz+pHw5PP+y4gjWiYawB0OZYY9Aw5lw4nIsLh3OdMuYYUOzpWEqWRsCfKYzLt6asAJauQAm84L80q9X5jtk2BqXKUuNyekU64j+Od9rzGLDvudzRdMTY05nYpWLKGHMDsB5AP855HWPsa8bYOM75T2abPQ8gi3O+kjEWD2ATgNH2KA/BDZVSa9Z3FqVCy83MGlvfGTT8cWluvTXMg7Q16x2FYk/HY7fYVNPI1A+NrXcC5hez1qx3NHvEGoOOEnMMKPZ0PP6obNF6a3W08xiw77nc0XS02NPZ2Ksp73AAmZzzuvrl3wEkNtgmEcAfAMA5Pw9gAGPM007lIYR0DRR7CCGOQLGHEELayF5NeQMBmM/LUVW/zpptqsw3Yow9CeBJw7KLWIrmaLQqAAxiYfPbWksntP2dErPBYm3CRdjEi95Rjb4kWTOp0dd0OtuOvqqD7f+OOlHjZZQGNv5HZs/ILK4X2Hq/2OEmm0DaeKbdtY2f1hkyseUXapvez37+YY2+9sJ/c25ap4QSnHGIhFYdP4Ot2chKDo09gD7+cMYgcLFd/DHQae1zx1aqtd8oy5pmfmUEviGNviZ+Z1qr8x3ipWz0tZNvWT73AUCgsd9dcUEzDTVE3Rr/UuKnGjl3AQjstP9EzQSvVsWaes39/gW5Rzf6WtLH1yyuV6u0AIe1cQfojLEHgEDc1MVA6zR37LaWra+DbiBu+jhobYxw0TV9XgiCGz8vJLMbPy9sfb11Q97NPIbqwxvfESmujf8tpAL7xEuNyn5/i+au8QJ8G7/emb/x5usdAFDpWnTNA9g29nQq9qqYFgHwMFv2rF/X0m3AOd8AYAMARATE8henrGv2w9/9LgkCeGPevYdbVuomnLz3KZvlZbDhpG3ze/+e5rdpqZMn/2vb/GD7v+PJJxsvY+M/O40bZOP98l/bf2UMOWHjTFkz+7mFrXnGYAxygyvw/ITVzW777/+OO9Wy3Jvk0NgD6ONPQTdvxG44bH2prXRyjx0OJgC/7bbteW5uw5PNb2OPfFt7Gg/aYJ+/MQAMabwO3rZ87bT/nrRH8KrXtt+/MRbXvv3kbujyA62KO0AnjT0eRYidd28Lim0dex27tr4OusErTZ8Xrf3o90/a57yw9fXWDXkPaf17BzXx2okh9vlbbHjKfn+LIW055iItr34ydQyqPKy75gFsHns6FXs15f0DQCRjTFK/PBLA94wxX7NmK99D3/QF9X0tznLOq27OihBCrEaxhxDiCBR7CCGkjezyxJRzXssYexrAe4yxYgDnOOc/McZWAigD8AaANQBWMcZeBhAD4Al7lIUQ0nVQ7CGEOALFHkIIaTu7TRfDOT8I4GCDdS+YpRUAnrXX5xNCuiaKPYQQR6DYQwghbWOvpryEEEIIIYQQQohVqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShGOfc0WWwWpzUlX8VFdXsdo9mZSKlzzCbziP45AabZWVk62mauB3mCH1qj23ze3Kp7eemOmnjufZsPZfYhnzb75ch3Wyb34km5oJtjTFjxqD2r7/wcUQjk36Z6Zt6+STnfKhNC2Bj1sYeQB9/jgd6A4/ZYS5BG+93g6bmAm6rNs0Z14nytWfeNp/X2KC5+Y3bwg6XHi2JO0AnjT3DhgGHD9u8HHS+tUO+9jqPAfudyx2nCmFXnTH2OAo9MSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lBUMSWEEEIIIYQQ4lAiRxegJdK7AdP+r/kiX1vBUOsBnBxiu8/e8KTt8jIYssG2kylvsOH3NeZp64mkl9p+AuknQ2ycn43/jv+FHSepd2IXI5hV5ytm2r0obWZt7AH08cdd1gux99h+v9syppl7coN98gXsNxn9yXvtMxm9Hf8UeNIOvyMAMMReMYbbJ1t7sjruAJ0y9nQrvYJ799j+3LD5tYBBNzvlC2CInc432Piaw8SO1wod8FzuaDpb7HEUemJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShrJwJ1jn0q1PhREZWs9uNUdbhl3YoT1vZelL0k/m2n1R7iI0nv7Z1fgBwcqlt/45D7DjHdVeSoKzDYSvOV9YOZWkra2MPoI8/J/kV4KTtz8cn822eJQBgyBD75AsAT9mpzCfsVOYh91AA6MisjTtA54w9vyiBDSdtXw57/HYDwJN2jD0n7RR7nqSLBGJBZ4s9jkJPTAkhhBBCCCGEOBRVTAkhhBBCCCGEOBRVTAkhhBBCCCGEOBRVTAkhhBBCCCGEOBRVTAkhhBBCCCGEOBRVTAkhhBBCCCGEOBRVTAkhhBBCCCGEOFSHmsf0PI9GlPLdZrcr0C2Ee/4VxG6w3TyC9pgPy9ZzB9pjnrH/doQ5/TpAEbuiY7o+iFK+YcWW99i9LG1lbewB9PEn0r3ULvPz2WN+QnvmC9hvnsIh3ejEJzezPu4AnTH2QFBq3wIRQizqbLHHUeiJKSGEEEIIIYQQh6KKKSGEEEIIIYQQh6KKKSGEEEIIIYQQh6KKKSGEEEIIIYQQh6KKKSGEEEIIIYQQh6KKKSGEEEIIIYQQh6KKKSGEEEIIIYQQh6KKKSGEEEIIIYQQh2Kcc0eXwWqMsWIAmTbO1h9AiRPnZ488qYzOmZ898uwIZYzknAfYMD+bs1PsMbDHPuqI+doz746Wrz3z7mj52jNvij0d61joiMdYR8vXnnl3tHztmbfTxx5H6VAVU3tgjJ3gnA911vzskSeV0Tnzs0eeHaGMXZ29/p4dLV975t3R8rVn3h0tX3vn3ZV1tGOhIx5jHS1fe+bd0fK1d97EMmrKSwghhBBCCCHEoahiSgghhBBCCCHEoahiCmxw8vzskSeV0Tnzs0eeHaGMXZ29/p4dLV975t3R8rVn3h0tX3vn3ZV1tGOhIx5jHS1fe+bd0fK1d97Egi7fx5QQQgghhBBCiGPRE1NCCCGEEEIIIQ5FFVNCCCGEEEIIIQ4lcnQBHIUxFgxgOYABnPMEG+TXoz6/UwDCAJRyzpe1IT8BgN0A/gTgAqAHgMc554o2ltO1Ps8DnPP5bcmrPr9jAJT1i1rO+Tgb5BkL4J8AFABuB7CUc/5XK/OKAvATgOz6VZ4AznHOZ7axjAsAREE/v1VPAE+0Zd8wxuYCCAVQA0AC4P94C9vZWzqmGWNSAKsA5NaX8w3O+ZXW5le/fjqAZABzOOd7WlJGYmLrGGSWr01jkVm+dolJZvnbNDaZ5WvzGFWfr83ilFmeUbBDvDLL36ZxyyzfNscvs7xsGsfIzSj23JQ/xR6KPRR7nAXnvEv+AzAVwL0ATtgovwQAE82WLwEY0ob8BABeNlv+FsBDNijn2wA+BrDKRt97qY33ixDA9wAE9cvdAAS0IT8/AOPNywtgVBvLGAygzKyMbdo3AAYBOGO2/DWA+1qRz03HNICFAF6oT8cDONLG/LoDGAvgMIB7bLnvu9o/W8cgs3xtGovM8rFLTDLLz6axySzfpXbYdzaNU2b52jxemeVl07hllq9N4pfZ+20ax+ifdX9jG+VLsefGfJfaYd9R7DHlS7GnE/7rsk15Oec7AFTbML/jnPNvzVYJoL+D09r8dJzz5QDAGBNBf/cxtS1lZIw9DOB3ABltyaeBeMbYi4yxpYyxRBvklwCAAfgPY+z/oA8SJa3NjHNeyjn/EQAYYxIAQznnv7WxjLUAVNDfUQQAdwAX25BfDEx3KQHgGoAW31lt5JhOBPBH/evnAQxgjHk2fK+1+XHOMzjnh1paNnIzW8cgs3xtGovM8rV5TDKwU2wysHWMAmwcpwzsFK8MbB23DGwSvwxsHcfIzSj2mFDs0aPYQ7HHWXTZprz2xBi7D8B+zvllG+T1NwBzAezhnJ9oQz59AfThnC9ijPVva7nMvMk5/4sxJgTwK2OsmnP+axvyiwQwHMA/OeeVjLFPoQ9oW2xQ1n8C+LKtmXDOq+qbpWxjjOUDyAFwtQ1ZHgewor7JSB2Aobgx2LZFIG4MtFX166pslD9xYraMRWZ52iQmmeVnr9hkYOsYBdg3ThnYJF4Z2CFuGdgzfhlQHOtgKPYAoNgDgGIPaZku+8TUXhhjY6Fv6jjXFvlxzvdzzu8G0J0x9kwbsroPgJIxthDAKADDGGPP26B8f9X/XwvgCPTfvS2qAFzmnFfWL/8GYEwb8zS4H8C2tmbCGBsIYAGARK7vf1ECYElr8+OcXwfwJIDFAOYAuAAgq63lrFcEwMNs2bN+HenkbB2LDGwYkwzsEpsM7BCjAPvGKQObxCsDW8ctAzvHLwOKYx0IxR49ij16FHtIS9ATUxuqb6oxGvoTpBtjLJJz/kcr8+oLoDvn/Pv6VRkAoltbNs7562Z5SwG4c87fbW1+9fn0BjCSc76pflVPADvbkif0AxD4McaE9cE8EkCbO5ozxsYA+INzrm5rXtB3tC/jnGvql/MBRLQxzzLO+UsAwBj7BMCHbczP4Hvo764eYYzFAzjLOac7fZ2cLWORWZ42jUkG9ohNZvnZI0YBdopTBjaOVwb2iFsG9opfBhTHOgiKPcb8KPaYUOwhVmOct2rwqg6PMXY7gEcA3A1gHYC3edtGVR0C4BcAhuYlMgAfcM63tDK/HgDegn50OzGAPgCe45wXtLaM9flOAfAs9CPbfcA5/6INeYUAWAvgNPR3kcQAkjjnujaW8T4AdwAohj54/act+6Y+zy/q82lzX4z6ZjnvQT/aXgWAOADPc87z25Dnr9DfUa0DkMI5/6oVedx0TNe/tAr6H4IYAMnc+lF5LeWnBPASgCegv1P7Ked8f0vLSmwfg8zytWksMsvXLjHJLH+bxSazPO0So+rztnmcMsvbZvHKLE+bxy2zvNscv8zysmkcIzej2HNT/hR7THlT7KHY41BdtmJKCCGEEEIIIcQ5UB9TQgghhBBCCCEORRVTQgghhBBCCCEORRVTQgghhBBCCCEORRVTQgghhBBCCCEORRVTQgghhBBCCCEORRVTchPG2NuMsbsZYw8wxl5p4XvdGGPbGGMLGGP/s/I9Kxljh63Y7vkGy/MZYysYY58zxnq1pJyEEOdDsYcQ4ggUewhxDjRdDLkJY+wv6OfIWgXgM875kRa8dySApzjnjzDGxNZM0swYiwKwhXM+ppntrnPOo8yW0wDEAmAAuC3mByOEOA7FHkKII1DsIcQ5iBxdAOI8GGMLoZ9YOBzAlwBuAxDGGBvIOX+/wbZ9AMwDcAVAb+gnv84F8C8A/RljSwGsBKCu374/9BMs5wO4AGAQgO8451sb5BsNYDWAowDioZ/4+wxj7EkA3vX5HgMQCCAAwBIABwBcZ4wtqy9PT+gD/u+MsW0AoqGf9HsEgK8A/A2ABsBlALcC2Aj9hM+DAWzjnG9gjMUCWAjgfH1ZX6NJlQmxD4o9FHsIcQSKPRR7iJPhnNM/+mf8B+CfAF4G0B36ANrYdn8AGFqfvgXA0fr0GOiDo6X3LAWwvD4tgT5Y+wGIAnC4fn0YgMH16cEAvjJ7//UG+V03S38BYGp9OghADvR3FKOg/+EQA/AA0Ku+jEfqtx0I4Dr0zdp9AJyvX/88gP8CcKn/W3Rz9L6hf/SvM/+j2EOxh/7RP0f8o9hDsYf+Oc8/6mNKAOjvBDLGdgF4A8B4ADsBRDLGdjHGpBbe0h/Atfr0VQADrPyoawDAOa8DUAKgR4PX1QAeYIy9BGA69HcHrWEsD+e8EIAXAH9D+Tjnas55NTfd/Uuv/38F9IFexzkvhz6IA/q7iUUAjgB4tb5chBAbo9hDsYcQR6DYQ7GHOB+qmBIAAOc8hXM+CUAVgHHQN/d4iHM+iXOutPCWszAF154Azlj5UdEAUB/0A2EKlAYLAcg5568D2NTgNV39ey39GBjLwxgLhj7wltS/1pqO1LcAeINzfguAQgCPtCIPQkgzKPbchGIPIe2AYs9NKPYQh6M+psSIMRYCIJ9zrmWMxQG42MTmTwB4wawj/izGmAeAh6HvazGTc77FwvsCGWOLAAwDsJBzXsoYexH6u5R/B/A1gBWMMQn0zUkiGWPjOOc/ATjJGFsBQF5fPi/G2MsA1gGYD+B1xlhPADEAHuCcc8bYrPo8Huecb67P11DGwQAm1L8+FkBkfZ73Qx/UVzPGrkF/9/LD1v1VCSHNodhDsYcQR6DYQ7GHOBcalZe0m/oO/NcbCdyEEGIXFHsIIY5AsYeQlqGmvKRd1N/puw3AvYyxcEeXhxDSNVDsIYQ4AsUeQlqOnpgSQgghhBBCCHEoemJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShqGJKCCGEEEIIIcShRI4uACG2dvLkyUCRSPQRgDjQzRdCCCGEEFvQAbig0WhmDRkypMjRhSGdD1VMSacjEok+Cg4O7hMQEFAuEAi4o8tDCCGEENLR6XQ6Vlxc3LegoOAjABMcXR7S+dDTJNIZxQUEBFRRpZQQQgghxDYEAgEPCAiohL5FGiE2RxVT0hkJqFJKCCGEEGJb9ddXVH8gdkFNeQlpxqfHMn3f+ykttLi6ziXAQ6J6blzP3Bm3RpY5ulykBY5v8sUvb4ZCXuQC90AVbn8xFwlP0D7soralbvNdf3Z9aKmi1MXP1U81e8Ds3Omx0+l46KTKvvjSt/TDD0M1JSUuIn9/ld8zz+T6/vMB2t8d3PlfcnxP7L0eWlupcnHzclEN/UdUbvztYbRfCenAqGJKSBM+PZbp+9qeS5F1Gp0AAIqq61xe23MpEgDsVTnNzMwUv/baa0E+Pj5alUrFUlJSXG+//fbql156qWjRokXBK1asCJ07d27+6tWr8wBgyZIlQdu3b/dLTk7O8fHx0bz44ovharWajR07tkqhUDAAeO211wr8/f21hs8oKysThIWFDdi/f3/q6NGja1tavqeffjp80KBBtYWFhaIJEyZUfvbZZ75eXl7aAQMG1D777LPOdWFwfJMv9v9fJDR1+ju88kIX7P+/SACwZ+X0+vXr4tdeey3Yy8tLCwAlJSWil156qSA2NlZlj89rbJ8qFAq2ePHiYJ1OxzjnyMjIkHh7e2vWr1+fI5VK+blz5yTvvPNOoL+/v0apVAouX74snTp1avlTTz1l1d9Gp9Nh6tSpUX369FH+9ddfso8++ijL/Pj46KOPcuzxfVtrW+o235XHV0aqtCoBAJQoSlxWHl8ZCQD2rJy25/HQVAxZtWqV/6uvvho2ceLEsg0bNmS7ubm1qHVJRzv/y7740rfojTcieZ3+/NcUF7sUvfFGJADYo3J66NAhN0MMTk5OzhkxYkTtiBEjYuPj42sXLFhQOGTIEGXD9+zfv9997ty54StXrsy55557qptbbw8dbb+e/yXH9/evrkZq63+baytVLr9/dTUSAOxZOW2v8/iHH35wf+WVV0JzcnJcrl27dkEqlRrP06effjr066+/9lu4cGHe9OnTK5577rmwI0eOeM6YMaNEqVSy9PR06ebNmzNDQ0M11nzWd99952G+rwsLC8WlpaWirKwsl9dffz2vf//+dbb8boQ0hXFOLR5J53L27NnrAwYMKAGAqIXfD3F0eSy5/kbiSUvrFQoFS0hI6P3tt99e7dGjhxoAsrOzRZMmTepx8uTJVABgjA2pqKg47eXlpTO8b8qUKVFff/31dQBISkoKkcvlgg0bNuQAwPbt2z2XLl0aevbs2RSxWAwAePPNNwN+//13d3d3d93nn3+e2ZKyotQjuwAAHFhJREFUr1u3zjc1NVX67rvv5tXV1bFHH3004sEHHyybMGFCdV1dHZNIJLYPKku9nHI/Ymmlxf1YXV0tGDJkSO+9e/emxcTEGPfjnXfe2evPP/+8bL7vbKWxfTp16tSoCRMmVDzyyCMVAKDRaDB06NDeP/74Y5parWbjx4/veeTIkVRfX18dABw/flz60ksvhR44cCDdms/NyMgQ33///dEnTpxIraurY5s3b/YxPz7scTzEfxzvlMfD+UfPO/x4sCaGhIaGxu/atSstISHhpkpSc9r7/E/p3ccp93WfyykW9zVwYwx++eWXgyIiIlRPPvlkeVP5TZkyJeqxxx4rbVgBbWy9rTkirn8w+2en3LfPrr/D4ecxoD+ODh486PXQQw+VLFy4sBgAcnNzRZMnT46uqakRXrhwIQUA9uzZ47Fw4cIww/LcuXNDFAqFYP369VbdFHzggQcizfd1r169+l27du0C5xyMMQiFwpvec/bsWf8BAwZE2e7bEqJHT0wJcSLbtm3zCg8PrzNcUAJAeHi4Zvfu3VZVEiyZNm1a1euvvx7y7bffek6dOrUKANLS0iTr1q3LjouL61dZWZlt6Qd137597h999JF/nz59FFeuXJG+++67uXK5XPD111/7VFVViRYuXBh8++23y8+cOSNTq9UsLy9PPHv2bKe6q+4on3zyiXd0dLTScPEC6Pdjv379ardu3erj6+ureeGFFyImTZpUJpVKdadPn5YtW7Ysb9SoUbUnTpyQvv7668FxcXGK1NRU6dKlS/MDAgK0kydPjtbpdOjVq5fy4sWLbtOnTy+dN29eiSF/S/u0oKBA+PPPP3vt2LHjumE7kUiE/fv3p/n4+GiXLVsWNGrUqGpDpRQAEhISlFu2bLnpZkVGRoY4KSkptF+/for09HTpM888Uzx69Oja119/PSg/P98lKSkp5Omnny4xPz7eeOONAjv+mTuM9jwebBVD6Pxvm7q6OvbEE0+EP/jgg2Xjxo2rMaz/9NNPvQ8cOOAZFhamysjIkHz44YfZPj4+xvPv1KlT0qlTp/aYMGFC+RtvvJHf2PodO3Z4NcxHLBbzxx9/PCI2NlaZnZ3tcvvtt8sfe+yxGyrEtF9bzxFxfdGiRXlJSUkRc+bMKXF1deVvv/124FNPPVW8evXq4MbKWVBQIO7Ro8dNN53efPPNgNTUVKm/v7+msrJSuG7dupz9+/e7m+9rjUbDysrKRAsWLAj5+9//XnnnnXfWWPoMQuyFKqaEOJG0tDRpYGCguuH6kJAQq5rkNCYsLEx1/fp1FwD4+eefZbfddps8NDRUc9ttt1Vt3LjRd/78+SXm2+t0OjzyyCPRf/75Z0r37t3V7733nt/LL7/cbdOmTdkTJkyouH79usRQ6fjoo49q2+OOfkeSmZnpEhQUdNN+DAoKUl+9elWyZs2a0jVr1qjuvPPOqkmTJlX//PPPstmzZ0deuHAhZdasWVFvvfVW9p133lmzZ88ejzlz5oQfPHgw/cUXXyx4+eWXQ//3v/9l5+XlicaMGdPLcAHT2D69dOmS1N/f31I5tABw9epVSUxMzE3NtCwdb88991xYYmJi5ezZs8tSU1NdJk2aFJOSknJpwYIFRefOnZMZmpY3PD5I+x4PtoghdP633c6dO/3i4uJqhw8fbmxWX1xcLJw3b15EZmbmealUyl966aXgxYsXd1u7dm0uAKhUKrZ+/Xr/r7/+On3QoEHGikXD9Y3l8+CDD5ZdvHjR7f3338/x8vLS/fXXX67mZaL92jbtHdcBYPDgwYrBgwfXrF69OuCRRx4pEwgEPDAw8KZzuaioSJyUlBRSW1srCAsLU7388ss3zDF66tQp6X//+9/Aq1evXhQIBJgyZUrU559/7j1jxoyKhvt6xYoVIYZ4Tkh7o4op6dQaazJrrYZ9TAFAIhLoFt/TN9MefUzDwsJUp06dcmtqG1dXV51cLhcYnnJWVVUJZDJZk02IcnJyXKKiolQA8Pnnn/vIZDLdmTNn3CQSie5///tfQMOKaUFBgaiqqkq0ceNGPwAoKysTCYVCx7X7b6TJrFUa9jEFAJFEh7+tyLRXH9PIyEjV2bNnb9qPhYWF4ltvvVVuWO7Vq1cdAPTt21eZnp4uBYDU1FTXH374wevQoUMeCoXihn0bHR2tBPSVjJqaGmP7qsb2aWRkpKqkpETcWDnDwsJUBQUFjb5uLiUlxc3f31+TlZXlwjmHn5+fWqvVNv9GO2isyaw1GvYxBQAXoYvuhYQXMu3Vx7Q9jwdrYkhznOn8b6rJrDUa9jEFACaR6AIXLsy05wBI06ZNK6mtrRWOGzeu5/79+696enrqLl26JPHy8tIY+gv27NlTuWXLFn/De9auXRt47do1aVJS0g2ViobrG8tnxIgRiieeeKJ44sSJPcRiMV+xYkWueT7OtF+BxpvMWqNhH1MAEIoEupH3x2Taq49pe8d1g2XLluUlJib2ysrKclm6dGnByZMnXRtuExgYqG6qMnnmzBlXgUCAl19+ORgAxGIxr6yspJF1idOhiikhTTBUPttrVN4ZM2ZUvPvuu8EZGRni7t27qwHg7Nmzkrlz54b//PPPVwEgNjZWcfDgQfeZM2dWAPqmWfHx8Y0OYPTNN9941tXVCSZOnFhVWloq9Pb21q5atcrYRCw8PDzuyJEjbuYD5gQHB2t8fHzUc+fOLQ4ICNAWFBQIDx065N5c+auqqgRyuVzQ1ie8NmWofLbjqLwPP/xwxbvvvht89epVsXlfpHPnzsk2bNiQbdjuypUrkr59+6ouXLggNTS96t27t2L69Onlt9xyi0KhULBPPvnE27A9Y+ymz2pun44cObLqk08+8X744YcrAEAul7Nx48b13LNnT/ozzzxT+re//a1neXm5wNCc8LvvvvP48ssvfT7//PMs88/p06dP7fjx46seeuihSp1Ohw8//FBtqe+ROa1Wi2vXrrn07NnTLgM+tYah8tmeo/K25/FgTQxpaNmyZYFLliwxVoY60/lvqHy296i8AoEAn3/+eeasWbPCxo4d2/PgwYNpffv2rausrBQplUomlUr5lStXpPHx8QrDe+bOnVuo0+kwffr06D///DPVUPFsuL6xfC5fvuwyevRoeVJSUsmXX37ptWTJkhDzfd6Z9quh8tmeo/K253lsbsiQIcphw4ZVu7i48G7durVqHwwaNEghlUp1ycnJBQDw22+/ubm4uDR7UyIzM1McEBCgaekgaYS0FlVMCWnGjFsjy9prehgPDw/d/v3705KTk4M8PT21KpWKFRYWijdt2mTs87d27drMefPmhe/cudNHJpNpBQIBNm7cmA0Av/76q9vRo0fd1Wo1e+GFF7rV1tYK1Go1++WXX1I1Gg2bOXNmhPmP0enTp6VeXl7aBQsWhK1bty7L0HxMIBBg69at15577rmw7t2712VlZbkkJSUVXb16Vfz99997V1ZWCrdu3eodFBSkSUlJcd26dauvt7e39siRI7Lz58+7NqzUOFzCE2XtOT2MYT8uX77cOHpjZWWl8Pvvv0/z8/MzPmb8888/Zb/88ovHyZMnZR9++GEmAGzatOn6m2++GdSjR4+6/Px88QMPPFCuUCjY1q1bfVNSUlx//fVXtzNnzrhWV1cLN27c6PPdd995N7VPt23bdv2VV14Jnjt3rhugf3q+bNmyvICAAC0A7bZt29Lnz58f6u3trVEoFILq6mrh2rVrbxo04/3338958cUXQy5cuOBaVlYmGjFihBwA3nnnncDc3FyXZcuWBT744IPl5sdHTExM3cyZM7tfuXLlkp3/5C0yPXZ6WXtOD9Nex8OWLVu8Z86cWdFUDHn33Xf9qqurhR988EGAoUngnj17vM0rpp3t/Pf95wNl7TU9jHkM3r9/v/tHH32UM2fOnJDbbrstds6cOQVvv/121uOPPx4eFhamzszMdFm/fn32oUOH3FJSUlw/+eQT3yVLlhTU1NQIJ0yYED137txCS+vffPPNXEv5ZGVliV999dWQAQMG1GZlZbk8+eSTxeZl62z7Nf72sLL2nB6mPc/j6Oho1dGjR93lcrng/fffz/3uu+8yACAvL0+0detW36KiIvG6det8J06cWGVYXrp0adDSpUsLLZV90KBByscee6x41qxZYQEBAZq8vDzxe++9l7t//3538319/vx5aXV1tfCFF17olpSUVPTMM8+ET5gwocLaUdoJaSsalZd0Ouaj8hLirIYNGxb7ySefZNhr+hjSsdDxQEjH11XOYxqVl9gLtS8nhJB29uWXX3rl5ua6vPPOO4GOLgtxPDoeCOn46DwmpO3oiSnpdOiJKSGEEEKIfdATU2Iv9MSUEEIIIYQQQohDUcWUEEIIIYQQQohDUcWUEEIIIYQQQohD0XQxhDRh4LIDAypq1TedJ95uYs2ZJXeddUSZSAu92X0AFGU3xzpXXw1ezKB92MWM+nLUgMq6ypuOBy+Jl+a3B36j46GTuXLr8AHaioqb9rfQ21vT69gftL87qE3zfh2grNHctF+lMpHmibdvo/1KSAdFFVNCmmCpUtrUelvIzMwUv/baa0E+Pj5alUrFUlJSXG+//fbql156qWjRokXBK1asCJ07d27+6tWr8wBgyZIlQdu3b/dLTk7O8fHx0bz44ovharWajR07tkqhUDAAeO211wr8/f2N86yVlZUJwsLCBuzfvz919OjRtQ3LoFQq2TPPPBP2xRdf+D/99NOFarWapaSkSFevXp0DAElJSWEZGRnSiRMnlldVVQmKi4vFn376aaaHh4fOXn+XVrNUKW1qvY1cv35d/NprrxnnuyspKRG99NJLBfaaRqCxfapQKNjixYuDdTod45wjIyND4u3trVm/fn2OVCrl586dk7zzzjuB/v7+GqVSKbh8+bJ06tSp5Q3nrVu1apX/q6++GjZx4sQyf39/zeXLl6WPPPJI6eTJk6saO1b69+9fZ4/v2haWKqVNrbeV9jwemooh5vtxw4YN2W5ubjeNgNiZzn9LldKm1rfVoUOH3AwxODk5OWfEiBG1I0aMiI2Pj69dsGBB4ZAhQ5QN37N//373uXPnhq9cuTLnnnvuqW5ufWt1pv1qqVLa1Hpbaa/z+IcffnB/5ZVXQnNyclyuXbt2QSqVGs/Tp59+OvTrr7/2W7hwYd706dMrnnvuubAjR454zpgxo0SpVLL09HTp5s2bM0NDQzWG95w7d07S2P49ePCg+6JFi8KCgoJUgwcPrs3JyXHp3r173cqVK/Nt+Z0IsQaNyks6nYaj8r6251LIpt8yulnz3nv7dyt5/8HBmYblqIXfD2nJZz8xqnv+4nv65pmv++eGYzF/XCv1aux1cwqFgiUkJPT+9ttvr/bo0UMNANnZ2aJJkyb1OHnyZCoAMMaGVFRUnPby8jJeLEyZMiXq66+/vg4ASUlJIXK5XLBhw4YcANi+fbvn0qVLQ8+ePZsiFosBAG+++WbA77//7u7u7q77/PPPMxuWAwBSU1Ndbr311j7l5eVnAWDNmjV++/fv99q7d++19957z2/v3r1e+/btuwYAkydPjho2bFjNwoULiy3lZRP7/i8Exz60aj8ibkoJpm7Wf6+lXi3ahwCAW5/Jx90rbtxPW+6JwfUjXo2+bqa6ulowZMiQ3nv37k2LiYkx7sc777yz159//nnZfN/ZSmP7dOrUqVETJkyoeOSRRyoAQKPRYOjQob1//PHHNLVazcaPH9/zyJEjqb6+vjoAOH78uPSll14KPXDgQHrDzwgNDY3ftWtXWkJCgvLy5csuI0aM6FNWVna2qWPF1t/TYOXxlSGfXPrEquPh7qi7S966/a1MAIj/OL7Fx8PDfR/OfyHhhRv29+P7H485XnDcq7HXzbXn8WBNDDHfj43l40znf+GKN0LKPv7Yqn3t+Y9/lISuftt4/Kf07tOi/e376KP5Qf+38IZ9mfnoozG1f/7l1djrDZnH4JdffjkoIiJC9eSTT5Y39Z4pU6ZEPfbYY6UNK6CNrW8tZ9qvAPDbV2khZ3/KtmrfxgwNLPnbrLhMAPhg9s8tPo8HjAvPH3V/zxv23a7Vp2Jyr1R4Nfa6ufaO60lJSSEHDx70euihh0oM+yA3N1c0efLk6JqaGuGFCxdSAGDPnj0eCxcuDDMsz507N0ShUAjWr1+fY55fU/t3ypQpUUOGDKlZtGhRsU6nQ3h4ePx3332XZulGCkCj8hL7oT6mhDiRbdu2eYWHh9cZLigBIDw8XLN79+6bKgnWmjZtWpVYLObffvutp2FdWlqaZN26ddk//PCDd2VlpVVxID8/X+zr66ux9FpRUZHY39/f4mtd0SeffOIdHR2tNFy8APr92K9fv9qtW7f6fPbZZ16hoaHxzz77bOi8efO63XHHHTG//fabGwCcOHFCet9990UtXrw4aNq0aZGXLl1yKS4uFo4ePbrnyJEjez722GPhw4YNi3377bf9zT/T0j4tKCgQ/vzzz16GSikAiEQi7N+/P83Hx0e7fv16v1GjRlUbKqUAkJCQoNyyZYvFmxXmsrOzxT4+Phb3eVPHSlfUnseDPWIIQOd/S9XV1bEnnngifOzYsXLzSumnn37q/cgjj0QsWrQo+J///GdkeXn5DfH31KlT0ujo6H7PP/98iFKpZI2tt5SPXC5n06ZNi1y8eHHQzJkzw//3v//5NFdO2q/Wc0RcX7RoUd6aNWuCDa2f3n777cCnnnqqyRsFBQUFYn9/f3VT2wCN79/KykqBSqVivr6+WkvvI8SeqCkvIU4kLS1NGhgYeNMPSkhISJsuDsLCwlTXr193AYCff/5Zdtttt8lDQ0M1t912W9XGjRt958+fb3HeV6VSKUhKSgpRqVRMp9NhzZo1uWZldU1KSgqprKwU3n333ZWzZs1q8olAV5KZmekSFBR0034MCgpSX716VbJmzZrSNWvWqO68886qSZMmVf/888+y2bNnR164cCFl1qxZUW+99Vb2nXfeWbNnzx6POXPmhB88eDD9xRdfLHj55ZdD//e//2Xn5eWJxowZ02vevHklQOP79NKlS1JLFyhBQUFaALh69aokJibmpua2TR1va9asCfTz89NUVFQIv/nmm6uG9U0dK11dex4PtowhdP633s6dO/3i4uJqhw8fbmxWX1xcLJw3b15EZmbmealUyl966aXgxYsXd1u7dm0uAKhUKrZ+/Xr/r7/+On3QoEHGJ1UN1zeWz4MPPlh28eJFt/fffz/Hy8tL99dff7laKhvt19Zp77gOAIMHD1YMHjy4ZvXq1QGPPPJImUAg4IGBgTedy0VFReKkpKSQ2tpaQVhYmOrll18usvQdmtq/+/fv9youLhaXlJSI1q9ff7179+7NVm4JsTWqmJJOb/E9ffOaaj7bWtffSDxpzXZfPHnr1ea30gsLC1OdOnXKraltXF1ddXK5XGBoNlRVVSWQyWRNNiHKyclxiYqKUgHA559/7iOTyXRnzpxxk0gkuv/9738BjVVMpVKpztCXtaGePXsqGnvNLu5ekddU89lWWVpp1T4EAMzcY/V+jIyMVJ09e/am/VhYWCi+9dZb5YblXr161QFA3759lenp6VIASE1Ndf3hhx+8Dh065KFQKG7Yt9HR0UpAX8moqakRGtY3tk8jIyNVJSUl4sbKGRYWpiooKGj0dUvmzJlTZKkJaFPHij28kPBCXlPNZ1vj/KPnrT4eNv9ts1MeD9bEEGs5y/kf9H8L85prPtsafS6nWLW/Iz/+2Op9bTBt2rSS2tpa4bhx43ru37//qqenp+7SpUsSLy8vjaG/YM+ePZVbtmwxPiFbu3Zt4LVr16RJSUk3VCoarm8snxEjRiieeOKJ4okTJ/YQi8V8xYoVFm8OOct+BYBR9/fMa6r5bGs8u/4Oq8/jSUmDnfI8Nrds2bK8xMTEXllZWS5Lly4tOHny5E03HAIDA9XW7Lem9u/f/va3ykWLFtmvOw4hVqCmvIQ0wdtNbPEpQ2Pr22rGjBkV165dk2ZkZBgrC2fPnpXccccdMYbl2NhYxcGDB90Ny/v27XOPj4+/aQAjg2+++cazrq5OMHHixKrS0lKht7e3ds2aNXmrV6/O2759e2ZVVZXwyJEjNrmQdUqujTQpbWy9DTz88MMV165dk169etW4H7Ozs0Xnzp2TPf7448Y71FeuXJEAwIULF6Q9evRQAkDv3r0V06dPL09OTi5ITk7O/8c//lFh2J4xhoaa2qc9evRQjxw5suqTTz7xNmwvl8vZLbfc0qu4uFj4zDPPlP7yyy+e5s0Jv/vuO48HH3wwwsZ/EqfhJfGyuN8bW28L7Xk8WBNDGlq2bFlgW7+jsxJ6e1vcr42ttxWBQIDPP/88s1+/frVjx47tWVZWJujbt29dZWWlyNBE98qVK9L4+HiF4T1z584tXLNmTeb06dOjzZvxNlzfWD6XL192GT16tPzYsWNXnn322aIlS5aE2PM7OpJUJrK4/xpbbwvteR6bGzJkiHLYsGHVLi4uvFu3btS0mnRq9MSUkCa095QwHh4euv3796clJycHeXp6alUqFSssLBRv2rTJ2Odv7dq1mfPmzQvfuXOnj0wm0woEAmzcuDEbAH799Ve3o0ePuqvVavbCCy90q62tFajVavbLL7+kajQaNnPmzAgXFxfjiGenT5+Wenl5aRcsWBC2bt26LEPzsbq6Ovb2228HKpVKwQsvvNDttddeK5BIJBwALly4IPn++++9r127Jn333Xf9nn/++dL2/Bu1mAOmhDHsx+XLlxtHb6ysrBR+//33aX5+fsZ+O3/++afsl19+8Th58qTsww8/zASATZs2XX/zzTeDevToUZefny9+4IEH/r+9+3dNIwwDOP4mJgFDSqxFWlK7uGSI4JbRPyH+CyLBVQ6c/ZEtgySgEiEOoouOkSxOgoOzg3BTSb1Guehg6Wntj8vRoU1JQ5A2VS+5fj/bOcgr7/sePve89zzDyWSyVCwWnbIs2xuNxnqr1bJrmmY7PT19Xq1WHdPmtFKpvIvH468kSVoX4kf2/ODgoOdyua6FENeVSuVtNBp97XA49Mlksqxpmi2TyVze+Uni+Pj4haZptmw264pGo32v1/tFiOlr5TEyoyXMotZDoVBwBIPBD9PuIbfn8eZI4Pn5uSMWi/3K0llp/y+6Jczte3CtVtvI5/OXkUhky+/3b0ciETWVSimhUOiN2+3+1ul01nK53Pt6vb4uy7K9VCo5Y7GYOh6PbXt7ex5Jkq7u+/zw8LB73/coirKaTCa3fD7fJ0VR1sLh8G/ZLyvNqxktYRa5jz0ez9dms7kxGo2W0+l0t1qtXgghRK/XWykWi85+v796cnLiDAQCH2+uE4nEy0QicXXf2KfN79nZ2TNZlu3D4XBlZ2fncyAQmEmhLeAhqMoLy7lblRd4jHZ3d7dLpdLFvNrH4GlhPQBP3/+yj6nKi3nhKC8ALFi5XN7sdrtrR0dHlj1CiT/HegCePvYx8O/ImMJyyJgCAADMBxlTzAsZU1iRYRjG9GoCAAAA+Cs//19N7QQAPBSBKayoPRgMNglOAQAAZsMwjKXBYLAphGibPRZYE1V5YTm6ru+rqppXVdUrePgCAAAwC4YQoq3r+r7ZA4E18Y4pAAAAAMBUZJMAAAAAAKYiMAUAAAAAmIrAFAAAAABgKgJTAAAAAICpCEwBAAAAAKb6DqZTvJ8gU/NXAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { @@ -152,7 +199,15 @@ } ], "source": [ - "fig = plt.figure(figsize=(12, 5))\n", + "fig = plt.figure(figsize=(16, 6.5))\n", + "app_order = [\"OpenMP\", \"Kokkos\", \"CUDA\", \"OpenACC\", \"OpenCL\"]\n", + "app_markers = dict([(n, m) for n,m in zip(app_order, ['o','>', 'X', 'D', 's', '<'])])\n", + "\n", + "# Ensure applications use the same color across all three plots\n", + "qual_colormap = plt.get_cmap(\"tab10\")\n", + "app_colors = {}\n", + "for i, name in enumerate(app_order):\n", + " app_colors[name] = qual_colormap(i)\n", "\n", "handles = {}\n", "gs = fig.add_gridspec(1,3)\n", @@ -167,15 +222,18 @@ " appname=None\n", " effs_df = pp_vis.app_effs(os.path.join(csv_root, appfile), raw_effs=False, throughput=throughput)\n", " plats = effs_df[effs_df.columns[0]]\n", + " plat_labels=dict(zip(plats, string.ascii_uppercase))\n", " \n", " appname = os.path.splitext(os.path.basename(appfile))[0]\n", - " ax=pp_vis.plot_cascade(fig, gs, index, effs_df, handles, app_colors=None, plat_colors=plat_colors) \n", + " ax=pp_vis.plot_cascade(fig, gs, index, effs_df, handles, app_colors=app_colors, plat_colors=plat_colors, plat_labels=plat_labels, app_markers=app_markers) \n", " ax.set_title(appname)\n", - "handle_names, handle_lists = zip(*handles.items())\n", + "#handle_names, handle_lists = zip(*handles.items())\n", + "handle_names = app_order\n", + "handle_lists = [handles[a] for a in handle_names]\n", "fig.legend(handle_lists, handle_names, loc='upper left', bbox_to_anchor=(0.20,0.11),handlelength=3.5, ncol=5)\n", - "fig.legend(handles=cpu_handles+gpu_handles, loc='upper left', bbox_to_anchor=(1.0,0.85),handlelength=1.0)\n", + "fig.legend(handles=cpu_handles+gpu_handles, loc='upper left', bbox_to_anchor=(1.0,0.85), handler_map={mpatches.Patch : LegendHelper()}, handlelength=1.0)\n", "\n", - "plt.tight_layout(pad=0.4,w_pad=0.5, h_pad=1.0)\n", + "plt.tight_layout(pad=0.4,w_pad=1.5, h_pad=1.0)\n", "plt.subplots_adjust(bottom=0.2) \n", "plt.savefig(f\"app_platforms_cascade.png\", dpi=300, bbox_inches=\"tight\")" ] @@ -190,7 +248,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -204,7 +262,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.12" } }, "nbformat": 4, diff --git a/metrics/scripts/pp_vis.py b/metrics/scripts/pp_vis.py index 582b225..b4d941e 100755 --- a/metrics/scripts/pp_vis.py +++ b/metrics/scripts/pp_vis.py @@ -6,6 +6,7 @@ from scipy.special import erf import matplotlib.patches as mpatches import matplotlib.gridspec as gridspec +import matplotlib.patheffects as patheffects from scipy.integrate import simps import numpy as np from pathlib import Path @@ -283,20 +284,17 @@ def plot_cascade(fig, app_eff_df, handles, app_colors=None, - plat_colors=None): + app_markers=None, + plat_colors=None, + plat_labels=None, + draw_cliff=False): """Plot efficiency cascade & platform chart on figure/gridspec fig/gs with gridspec index index. app_eff_df is input dataframe. Handles is a dict of column names to handles for legends, which is updated. app_colors is a dictionary of column names to colors; if not present, a heuristic is used. plat_colors is a list of (color, platform_name) pairs to use in the platform chart. One is created if it is not passed in.""" - subgrid = gridspec.GridSpecFromSubplotSpec( - 2, 1, subplot_spec=gs[index[0], index[1]], hspace=0, height_ratios=[5, 1]) qual_colormap = plt.get_cmap("tab10") - ax2 = fig.add_subplot(subgrid[1, :]) - ax = fig.add_subplot(subgrid[0, :], sharex=ax2) - if plat_colors is None: plat_colors = [] - qual_colormap = plt.get_cmap("tab10") for i, name in enumerate(app_eff_df.columns[1:]): plat_colors.append((qual_colormap(i), name)) @@ -309,11 +307,18 @@ def plot_cascade(fig, effs, pps, plats = zip(*cascade) + # FIXME: "draw_cliff" is a hack; I don't understand why the last point needs to be there ppl = list(enumerate(pps, 1)) - ppl = ppl + [(ppl[-1][0], 0.0)] + if draw_cliff: + ppl = ppl + [(ppl[-1][0], 0.0)] + else: + ppl = ppl + [(ppl[-1][0], ppl[-1][1])] data_pp = np.asarray(ppl) effl = list(enumerate(effs, 1)) - effl = effl + [(effl[-1][0], 0.0)] + if draw_cliff: + effl = effl + [(effl[-1][0], 0.0)] + else: + effl = effl + [(effl[-1][0], effl[-1][1])] data_eff = np.asarray(effl) center = data_pp[:, 0] @@ -330,57 +335,111 @@ def plot_cascade(fig, else: color = app_colors[name] appinfo[name] = (data_pp, data_eff, plats, center, i, color) + + + subgrid = gridspec.GridSpecFromSubplotSpec( + 2, 1, subplot_spec=gs[index[0], index[1]], hspace=0, height_ratios=[6, len(appinfo)**0.5]) + qual_colormap = plt.get_cmap("tab10") + ax2 = fig.add_subplot(subgrid[1, :]) + ax = fig.add_subplot(subgrid[0, :], sharex=ax2) + + axbox = ax.get_window_extent().transformed(fig.dpi_scale_trans.inverted()) +# w = s*(maxp - 2*x) +# 2*x*s = o +# s = o/(2*x) +# w = o/(2*x) * (maxp - 2 *x) +# w = o*(maxp/(2*x) - 1) +# x = maxp/(2*(w/o+1)) + end_widths_disp = 2 + end_widths_data = max_plat/(2*(axbox.width/end_widths_disp+1.0)) + ax2.set_xlim([1-end_widths_data, max_plat + end_widths_data]) + ax2.set_ylim([0, max_plat]) + + fac = max_plat/len(appinfo) + + #if fac > 0.9: + # bw = 0.9 + #else: + # bw = fac/2.0 + + #if bw > end_widths_data*0.5: + bw = end_widths_data*0.5 + for name, (data_pp, data_eff, plats, center, i, color) in appinfo.items(): name = name.replace(r"\%", "%") - eff_name = f"{name} eff." + #eff_name = f"{name} eff." + eff_name = f"{name}" pp_name = f"{name} PP" + if app_markers is None: + eff_marker = "s" + pp_marker = "o" + else: + eff_marker = app_markers[name] + pp_marker = app_markers[name] + pp_h = ax.plot(center, data_pp[:, 1], label=pp_name, color=color, - lw=3, - marker="s", + lw=1.5, + marker=pp_marker, + markersize=8, ls='dashed')[0] + eff_h = ax.plot(center, data_eff[:, 1], label=eff_name, color=color, - marker="o", - lw=3)[0] + marker=eff_marker, + markersize=8, + lw=1.5)[0] colors = [plat_colors[p] for p in plats] - fac = 0.25 - ax2.bar(center[:-1], - height=fac, - width=1.0, - bottom=i * fac, - color=colors, - edgecolor=color, - linewidth=0, - alpha=1.0) + t_colors = [(plat_colors[p][0], plat_colors[p][1], plat_colors[p][2], 0.5) for p in plats] + + # Draw white boxes first so transparency doesn't show lines + ax2.bar(center[:-1], height=fac, width=bw, bottom=i*fac, color='white', zorder=2) - ax2.bar([0.0, max_plat + 1.0], height=fac, - width=1.0, bottom=i * fac, color=color) + spots = ax2.bar(center[:-1], + height=fac, + width=bw, + bottom=i*fac, + color=t_colors, + edgecolor='black', + linewidth=1, + zorder=2) + + if plat_labels: + plabels = [plat_labels[p] for p in plats] + for j,s in enumerate(spots): + txt = ax2.text(s.get_x() + s.get_width()*0.5, s.get_y() + s.get_height()*0.5, + plabels[j], + ha='center', va='center', c='black', fontsize=14, fontfamily='sans-serif', zorder=4) + #txt.set_path_effects([patheffects.withStroke(linewidth=1, foreground='#000000')]) + if app_markers is None: + ax2.bar([0.0, max_plat + 1.0], height=i*fac, + width=fac, bottom=i, color=color) + else: + marker_spots = [1-end_widths_data*0.75, max_plat + end_widths_data*0.75,] + ax2.plot(marker_spots, len(marker_spots)*[ (i + 0.5)*fac], marker=app_markers[name], lw=1.5, markersize=8, color=color, zorder=1) if eff_name not in handles: handles[eff_name] = eff_h - if pp_name not in handles: - handles[pp_name] = pp_h + #if pp_name not in handles: + # handles[pp_name] = pp_h - ax.set_ylabel("App PP (dashed)/efficiency (solid)") - ax2.set_xlabel("# of platforms") - ax2.set_xlim([0, max_plat + 1]) - ax2.set_ylim([0, len(appinfo) * fac]) + ax.set_ylabel("Performance Portability (dashed), Efficiency (solid)") + ax2.set_xlabel("# of Platforms") + + #ax2.set_ylim([0, len(appinfo) * fac]) ax.set_ylim([0, 1.1]) ax2.set_xticks(np.arange(min_plat, max_plat + 1)) ax2.set_yticks([]) ax.label_outer() ax.xaxis.set_ticks_position('none') - ax2.axvline(min_plat - 0.5, color="black") - ax2.axvline(max_plat + 0.5, color="black") ax.grid(True) return ax