diff --git a/.ipynb_checkpoints/1-2 kmeans-checkpoint.ipynb b/.ipynb_checkpoints/1-2 kmeans-checkpoint.ipynb new file mode 100644 index 0000000..241dc7a --- /dev/null +++ b/.ipynb_checkpoints/1-2 kmeans-checkpoint.ipynb @@ -0,0 +1,639 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "ad547a73", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[10.5, 9.0], [10.56717, 9.268445], [8.27532, 11.38221], [8.227458, 11.37764], [8.179511, 11.37211], [8.1315, 11.36561], [8.083443, 11.35814], [8.035361, 11.3497], [7.98727, 11.34027], [7.9392, 11.32987], [7.89116, 11.31848], [7.84317, 11.30611], [10.57166, 9.29981], [7.79526, 11.29275], [7.74744, 11.2784], [7.69974, 11.26305], [7.65217, 11.24672], [7.60476, 11.22939], [7.55752, 11.21107], [7.51048, 11.19176], [7.46366, 11.17146], [7.41707, 11.15017], [7.37075, 11.12789], [10.57552, 9.331439], [7.3247, 11.10463], [7.27896, 11.08039], [7.23353, 11.05516], [7.18845, 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.io import arff\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1 Jeu de données\n", + "\n", + "# Charge le jeu de donnée\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n", + "\n", + "# Transforme le jeu de donnée en un type utilisable plus facilement\n", + "xaxis = []\n", + "yaxis = []\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + " xaxis.append(data[i][0])\n", + " yaxis.append(data[i][1])\n", + "\n", + "# Print les données\n", + "print(liste) \n", + "\n", + "# Plot les données sur un graphe\n", + "plt.scatter(xaxis, yaxis)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "13b7eb33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "### 2 Clustering k-means\n", + "\n", + "# Charge le jeu de donnée : 2sp2glob\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour n=3\n", + "pred = KMeans(n_clusters=3, random_state=0).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"3 clusters in 2sp2glob\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e576f7bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VRwy71cKbV5/Ffz78sapgLmCTdttpg2ianhzRMaImDFOybk8u//ngR9657mx6tmj0F6xaofhr0YU9yh6Jy8hmdcHLFHs20qPew0fsnBW+vczKuhK/WYEpfQihE2PJRBeOEEGuCTtN489A1xxH7NwKxV/Nnk17GTvmW7wHRXYNv8Fnj37N4HP6ktmyQcj4hq0b4PeFB2AsNgvNOzdh4+ItPHDqk8Exfq/Bja9cwenXnRR2zPgXJ/DpI1+jW3X8Xj/t+rbm0e/uIiEl/ghfpeLvQKVDKI4oPVo05PfHrufpi0/h0VEnMe3ha7hkcHf6tGpEJBVs0TSses1vQ7fPz2uT5/1FK1Yo/lpaJI5CF86o+w3pZlf5RCr9OUfsnItzHsBt5OOXFZh4MaSLCv8e0hy9sGhx6MKJJmw0iTuNrml3H7HzKhR/B3N/WIQZ4amiaUrm/bAobHvTDo1p1681Vrs1ZLvVZuH0607k/lOeoLSgnMpSF5WlLrxuL+/c/glbV+4IGb9w4lI+e+wbPC5v1Tgf6xZs5IkLXj6i16f4+1AiWHHEsVstHN+pJSO6tyUlLgYAm8XCq1eegdNmJcZmxW7VsVt0zu3XiRi7LWIu8cFsyVY5i4p/Jw1jh9Mk7lQ0YSfaR66GlRJP3XPma8JjFFPsWUd1uzVTeijzbeX0ZjM4odE4hjb8jA4pN6IJa+SJFIqjFE0TAc/NagghEFEcix7/6V6GXjgAq92Cpgla9WjO8zMeY/fGfRhGeMG2x+XlpzemhGwb/8IE3BWekG1+r8GaeRvI31v4J65I8U+h0iEUfxt9WjVmxqPXMnPNVsrdXga0bUrT9GRGH9eTp76fwcJNuzCiGA83Tk38m1erUBwZhBB0r/cQrZNHsyz3CfLdS6kuUCUGMZaMI3I+KaM7sJjSIKdyIcvyHsNvupAYpNg70af+czgsqUfk/ArFX83gc/vx6aNfh20XAgad0zfiMc44J/d8fDN3fnAjht8kf08BM8fNY+PiLfij2HbO/Ho+t7x5DVZb4EaxMIqThMWqU5pfRlpmyuFdkOIfQ0WCFX8rcQ47I3t14KJB3WiangxAk7Qk3rnuHFa8cBs3Du+H0xZ6b+awWrh5xMB/YrkKxREjztqE7ukPoAtbyHaBlQRbKxLtrY/IeRyWFGKtTSLs0QDJwuzb8RiFGNKFKb0UuFcyd99NyGidbxSKo4yMFvW59tlLsTmsIf9d/8LoWgvVdF3nt89nc23nOxg7ZjwLJizB6/JFHGv6Deb/tCT4c++Tu2Gxhnt5CyFo1Dbzz12U4h9BRYIVh8yCTTsZO3sZBWWVDO3QgosHdycx5sgU1tw4vB82i85HM5dQ4fZSLzGOu0YOYVC7ZkdkfoXinyTe1oz+DV5had7/4TEKQErqxfSjV73HazyuwreHVfkvkOtaiC4cNEs4h/YpN4QJaoASzyYax53CxuKPAFlVCCcAidvICxsvMajw7abYu4Fke/sjc6EKxZ+krKic+T8txuv20ffU7tRrkh6y/6xbTqX/Gb2Z9+MihBAMPKt32JhIFOeV8MYtH4Y5RUTC6/axffVOjhvVH4AL7zuL376YTUVJJYY/8MTFHmPnhpcux2ZXaUX/RpQIVgRxeX3MXr+dSreXfm2akJEcbps0dvYyXps8D3fV46Mt2QX8sGgt4++89JCFsM9voGtaSNc5IQTXnNCHq4f1xmcYWHUdcVDuV6nLzfwNOxGaYFDbZsQ6AiKguMLF8xNmMW3VZqSEYZ1acs+ZQ0mNjzmcl0KhOCTc/gLWFL7GvoqZaFhoEn8GHVJuiOi6UC+mL6c0mYTbyMMinFj1mqvKPUYhM/Zcgs8sB0wM6WFLyZeUereE2KkZ0suCfbdT4F4GaEgpsYo4YiyZlPt3IoluTyiEjtufC0oEK44CFvy8hCcvfBmhCaSUvHPHJ1z6yCguuu/skHH1m6Zzzq2nHdLci39ZgW7RgdpFsDPOQaM2gQivlJLPn/gOV7k7mHtstVu588MbOf4C9aTy34oSwQoAlm3L4qYPfgQkpgTDNLlyaC9uHjEgOKbC7Q0RwABev0FheSXj5q3g+pP61elcq3bu4/Fvf2PTvnysusYZvTtw9xnH4bQduJMWQmCzhL49Jy1dz6Pjp2PRAlk8hmny7KUjOK5DCy57/WuyCkvwVRU4/LpyMyt37uPne6/Aaoneilah+LP4TRcz91yK28gLCs2tJV9R6FnNkMwPQm7i9iOEwGmpm7/o9tLvMaSHg/OITekhz7WIMu924m3NAdhQ+B757qWY8kDhjke68fjzaz2HKb0k2TvUaT0KxZGkorSSWV/PJ3d3Pu37tqZ9/zY8edHLIY0tAL54/Ft6n9yNVt2b/6nz6TW4EQkB+7OCNF3DGe9k8LmBHOMZX85l2qe/4/Mc+P7ze3x8/eyPSgT/i1EiWIHX7+fmj36iwhP6ofPp7KX0a9OEXi0D/rzrs3Kx6FrYDbTHbzBjzRauO7FvxC/8g9mVX8w173yHy+sLHjth8Tpyist585qzIq7t9Snz+WbBKio9VccctP+OTydyx2mDyS0tDwpgCAjkogoXv63Zwind2tbxlVAoDp095b/gNUtCIq0mXoo96ynyrCbF0eVPzV/oXhMibPcjsFDq3RIUwTvKfog4rjZ04aBZ/Nk4LbU/SlYojiTbV+/kjuMexe/z467w4IxzkJiegKaFC1Wfx8f0z2fTsE0GXz75HdM+mxV46nfxIC57ZBQx8dFtCAEMw2D3hr0079wUM4IbhM1ppU3PlqxfuAkpoeeJXbjt3euwOwM+3z+9OSXMGcI0Jbs37mXfthwyWtT/E6+E4p9CiWAFi7bswTTDi2I8Xj8/LFoTFMFOmzUoXquzPiuP4U98wMPnnsCQDi2inuuzWcvw+UMrcT1+gz8272Jzdj6LNu/mt9VbSI5zctHAbnw+exlzN+7AE8HoHAINNV6cOAcZoR1spcenrNUUfzmF7rUY0hVhj0mJd/OfFsGJtlbkVs7HrHb3KTFCCuAM81AFsE6spSH1YvrRKunSP7VGheJwePKiVygvrgj+7Cp34/X4IgZTpJR4PV7uGvYYO1bvCub0/vTGLyybtoq3ljxbleYQzqIpy3nuijfwuLyYfoOUzGQK9xah6RqG38DwmzTt0JjTrx/OU788hM1uQddD56osC+/6CIHIsrsi8j7F0Y9yh1Dg9RsRG1lIwOU9IFjfnroAI4JYhsAjpOzicu78bBJrd2cHt6/elc3rU+bxwW+L2FNQwuZ9efijzPGf93/klUlzWbx1D9NWbub6975n1rrtUQXwfkwpiVTYbtU0vpy7gh73vMalr41j1c59Nc6jUBwO8bZmVR7AoYgqkXk4lHl3srl4LFtLviIzdhhatQI4DStJ9nYk2Q885WgQMxioPfVHoOPUG+DU0/AY+ewum8i03WezIu8Z5RCh+NvI31vI3m3hDWIMnxHRssweYyejeX12rc8KKWrzeXxsX72L//S5j6XTVoYdt2fzPsaMeoGSvFLc5W68bh+5O/NJrp/EWf89FRDoVp3NS7fxyo3vcVOPe3BFELydBraNKM6tDitNOqhupv9WlAhW0LtlI/wRHg85bVZGdA98yWYXlbFw065a5/L4/Xw0cwlSSv5v/HSuems8709fxFu/LuCs5z/DabNG7BDn8RvsKy4L5htLAuLcb0b3PD0YAWENN3ymSZnLg88wWLlzH1e//S0b94ZXxysUf4am8SOrXBoOKvBEx2FJJ93Z55DnW1f4Dr/tuYC1Ba+zuuBVZu29ijZJV5Bs7wxoaFhpFHcyAzLeCDmuU9pt2PUkdBG9QFXDRtvkq7HpCbiMPPyyEr+sxJRedpZNYE/5L4e8XoXicBBCEOEBHgAJqfHYnLZAZFeAI9bOsIsH4fcZIa2S9yOlZOuKHTx69vP88PrkkH0T35mK3xsaSDENk9KCMn77fDY+jw9flah2l7vJ3pHL5098GzI+Z2cev30xJ+wmUWiCez7+T1jUWPHvQYlgBfFOOw+dMwy71YKlyqnBabPSp1UjhnVqCcDeotI6FZhJCTvzilm8dQ+Tlm3A7fMjAZ9h4vH5WbxlN7a/oFDNYbPSoXF9dE2giXBBDAFR/e60P474uRXHNjY9keMafkyyvSMCHYGF+jEDGJL5IUIc2kdskWc9m4s/xZQeTHyB/0sPG4o/YEDGq5zVYiFntlhAr/qPY9ViQ46NsdRneOMf6JhyC43iTiHV3iNEEOvCQYKtJY3iTqHMt5PqDTsM6WJrybjDfh0UikMhNSOZxu0yw6KrNqeNc249lXeWPcdF95/FqDtH8syvD3PbO9fToFk97M5wW8D9eCo9fHj/l7gOSk/I2ZmHEaHFspSSwuzisO1+r59ZX88P2fbD65PDhDSAxWqhYesj0+RG8c+gcoIVAJzVpyNdmmYwYclaylweju/UigFtmgbty1rUTwmkTdSCRdPo3jyTycs2RMwftlp0rj+pHxOXrmfTvtqr1jUh0DURUvQWGcmHN5yLw2plc3Y+l7/xTVihnyklG7Jyaz2nQnGoJNhacnyjsfjNSgQ6uhZIj5DSPCQhvKfsVwwZHukypZcVec/Qq97/oWnR/Uitejytki4O/pxdMYdtpePxmeXUc/Qj0d6aCt9uNHQi/UX5zYoIWxWKv4YHv7qd24c8jM/tw+v2YnPYaNmtGaPuPAObw8bl/3dhyPiBZ/Xmrds+xl3pQUZJq9MtGjvW7KZ930DzmR4ndmHJryvC2x3X8H12cJ4ywLYVOyKmaNgcVvZs2he0UVP8+1CRYEWQFvVTuO20wTx83okMatcsxL83KdbJ+f274LBGv2/ShMBhs3Dl0F7omhaptTsAmSkJnNuvM3ZLzfdgQkBGUjzn9euMw2pBCOjWLJNz+nbCbtGxW3ScNisOq4UXLjuNGLsNTRNkJMfjM8I/4ATQsn7NrWH9holRxxQMxbGNYXrYVTaZNQWvsrN0An7ThUWLwS9dzM26ie+39uSHbT35cVs/NhZ9XMd8W0nkZ8SSvRUzmLX3akwZenPpNcpw+/Mjzt8gdjD9GrxEjCWDjSUfsiT3ERZm3x1RaGvCRsO4k0KuL6dyATmV8w+j6E6hqJ0m7Rry5c63ue2d67ji8YsY89O9vDRrDDZH5GivzWHj1XlP0K5P66hORH6fQVK9Ax73J40+jtSMZKwHNbNwxNoZcdUw0hpGbnPs8/jZtSEr+HPbPq2w2sO/r3weH01VPvC/GhUJVtSZe848jqbpyXw2aykllW56t2xEh0b1mbB0HcUVgZ9vO20QmSkJjOzVnglL1oV4CkPAzWFQ22bklJRFLMaDQJtkTQhS42N457pzaJKWxAPnDENKGfzgu3pYb+as347TZuWEzq1CGnUkOB2c1btj2PntVgvXnxS5r/yu/GIe+2YaS7dloQnB0I4tePi8E0iJU802FOG4/Hn8vmc0XrMUQ1aiCydrCl/nuMwPmZV1DR7zQO65KT2sLXwdKQ3apVxT47wN44azrfSbqi5voUj8lHq2sbdiJo3ihuP2F7A49wEKXMsBQYy1AT3rjSHV0TXkuI1FH7G34jdM6cUkIH4FFkRVEZ3EQBdOnJZ6tEq6BICcyoX8kX1XyNn71H+WBrGDDuPVUhyL7Fi7m0WTl2Fz2hhyXj9SGiSH7DcMgxlfzOXXT2YiNMGIq4bR5bgOtdpsZrZswGvzn2T+T4t46uJXQ/yELVad1j2ak9H8gF2ZI8bOm4ufYfxLE5nz7QKc8U7O/M8pnHjpEB4a+TQ5O8LrRGwOK5uXbqNJu0Bh65k3j+Dnt6fi9/qDRdh2p43eI7ora7R/OeKfqAbu1auXXLJkSe0DFX8JczfsqPLd9XJq93aM7Nk+mO+7t7CUz+csY83uHNplpnPZcT1onJp0WOd5bfI8Ppu1DIlEFwIJPH/ZqQztGMgzHvPtdCYuPZA24bRZ6NI0kyuH9iQp1kGHRvXZV1RGSaWblg1Swppn1ITfMHnr1wV8OXc5lV4fzdKTuf/s4+nfpmnY2HK3hxFPfURppQez6u/Boms0Tk3kx7svD4mIKxQAf2Tfy96K30K8gQUa8bZWlHo3EymaqwsHI5vPQRM1v49XF7zKluLPkYQ/fgVoGDuCPvWfZPrucyn37QpZgy5iOKnJ98RYDnwxT9pxYqBFczUEVloknIfLyKV+zAAax43AojnxGMX8snNEmBDXhYOTm0zEYan5aYpC8e7dn/HzW79i+A20qu+Wez+9mSHnBdoPSyl55KxnWTFjTTBNwRFrp+9pPXlo3O11Ps/Ed6fy7t1j0TSB3+unTe9WPPbdXSSmhXc7rY5hGDx18avM/W5hmEWoM87BU1MepNPAdsFtuzZk8dZtH7Nq1jocsXZOu+4kRj82CqtNtUv+NyCEWCql7BW2XYngY4tXJ83li7nLg9ZnTpuFdg3r8dGNo9iWW8jo18fh8Rv4DROLpmGz6Hx003l0bNyg1rmllPy6YhPfLlyNzzA4vWd7ejRvyIJNO7FbLZzYuTXJcc6Q8TPWbOX7P9bgMwxG9mzPiO7tsOga+WUV3P7Jz6zfk4ulqvL2vrOGclafjod0vVJK/KaJtYbq3XHzVvDiz3PCotYxdisvXz6SAW3DhbPi2ObHbf0OuTGFQOfUZlOx65EfwR7M5qIvWV34fMR9ibZ2dE27m/n7bsEvK0P2aVhpk3wFHVJuCm77aVv/iJFlgcYZzecH85f3s61kPKsLXgo7RmCjc+qtITnHCkV11sxdz32nPImnMvTvw+608fXe94hNjGXlrLU8dPrTYXm69hg7L858jLa9W9X5fB6Xhx1rdpOYnkCDZnXrwujz+rj3pMfZvHQb7mrr1K06jdpk8P6ql2qNSiv+PUQTwSod4hgiu6iMsbOX4TmoIMDl9bN2dw6Tlq1nwpJ1VHgO5Bv6TRO/1+SJ72bw1W21f/E9PG4qU1dtDkZ212fl0rlJBu9ff25YNFVKyepd2ZRUurlqWC96NG8Y8oFz84c/sTErF78pg+t98vsZNEtPplvzuhchCCFqFMAAW7MLwwQwgGFIduYVKRGsCENELafY/x4ODy5owoZVqzlC5TEK2VcxK0zcHozLn02lP7LntYmPUs/2kG1pzl7kVM4LW1OCrVWYAAbwmeURc4YlXir94b6uCsXB/Pbl3Ig2ZppFY/EvKxh6wUBW/r42THxCwJlhxcy1tOnVss4C1O60H5JoBvjlo5lsWrotTKgDdB3akfvG/veIC2DDb7Bw4lJ2rc+iSfuG9Du9Z9TmHoq/DyWCjyEWb92NrmlAaNGY12/w0LipUY9buzsH05Q1pgVs3pfPLys34TlITLq8ftbsymbuxh0MaX+g33ulx8cN73/Phqw8QCIQNE5L4sMbzyMxxsG2nEK2ZheENdXw+Px8NnvZIYngutChUb2I3fB0TdA6I+2Inkvx78Ew3ZR4t2DXk4m1hja9aBh3EnvKJmMelLKw3xotz7U4Qgc5QZukq1lf+C47yr7HMD3Uj+lP59TbibEG3s+7y35hWd5jgIYpoxdnWrV4ku0dQtIgDibHNYftJd/TPPEcALqk3slM9wpMM2C7JtDRhI3u6Q+GHOc3XWRXzsEwI3W/C1DoXhV1n0IBBHwyI9wEmuaBpkYJKfHYHLYwsazpGt+/OpEP7/+ChNQ4Lrj3LM67Y+QRF6QzvpgTUQA74x1c/tj5JNdLPKLnK8ot4dYBD1KcV4Kn0os9xkZSeiKvzn/yiJ9LcWgod4hjiIQYx2F9mNirnBlqYsnWPURq21bp9QWbbPj8Bit27OXRb6axdncOLq8Pl9dPpdfHtpwCnvxuBgAF5ZVYIjTUkEBOcdkhr782TunelninHf0gkW/TdZrXS6Fni8Pr+KX4d7Ot5Bsm7hjG3L03Mm33uczKuhKPURjc3yX1TmKtTbCIGARWLCIGp6UenVPu4PhGY0PaGWvY6JhyC0WelWwuGYvHKMQvK8iqmMGMPZfiNUrwGIUszXsMQ3owpAtJ5FQLXThomXgB8bbm1I8ZFLExhiE9rCp4nn0Vc4BAR7uTGn9Hy8SLSXP0pHnCuZzQeFxIO+d813Im7ziJZbn/x+aSsVT3EN5PkWd1mDuFQnEwQy8ciD0m/AmDp8JDYXZR1ZgBEYMqPo+Pwn3FSCkpyS/j00e/4bP/+6bG85mmydr5G1k2fVXE6PJ+vG4ve7dm46pwY3VEyeOVYLEd+djgW7d+RO6ufFxlbkzDxFXmJndXPm/+96Mjfi7FoaEiwccQA9o0xWrRiPL9GhG7Refcvp1qFc9JsU50XYNq3os2i05KnJPf127l/i9/QUrC/Hsh0Exj2urNmKakXWY6vggejjaLzqB2zeq++DritFkZd9tFPPfTLGat245F0zi1RztuP22Qygk7BsmtXMTqgpdDcmIL3WtYsO92hjb6FACbnsCJjceT41pATuU8ssp/w+3P47c9o0hxdGZw5ntYRQxC6Fi0GEq929hQ9G61PGITr1nM8rwnqefsGzXFQmBBF3ZM/GTGnkDLxAsp9W4j3dEbgU5WRfhTHEO62Vj0ARmxgwECAj3ttojzG9LLguxb8cu6eQTLaG2+FAqgy5AODDizNzO+nBu276MHvuS4Uf1Ja5jK4xPuY8z5L2L4DKSUeN0+DF/o576n0sO3L/7MRfedHdE2bcuK7Tx42lO4yt0IITANk9vevZ4TLh4cHCOl5Isnv+PrZ38EIZCGSbdhnXDE2sNykmPinbTq3pwjzbwfF4U17DD8BvN+XHTEz6U4NJQIPoawWnQ+uOE8rnzzG8rc4UI0Eg2S4olz2Jm0bAMndm6FPYpP8NCOLdC/C/8S14SgZ8tGXPfOdxHzbg/GMExMKYl32rlxeD/enf5HsIDPquskxTq5eHD3sOOyi8oo93holp4SMYJcF9IT4nj+stMO61jF/xZbSj4PKwqT+Cn2bqTCt4dYa8AXVAiNJFs7FmXfE5LDW+Beyeysqzm5yYRgo4xS72YEFsLvQCV7K36j3LcHGSX62jhuBBmxg0mydyDGksmyvDHsLp8SyD6W0d/vlf7siNullOS7l7K77Bc0oRNrbYysIf3iABqpju5VLaIVisgIIWjYOgMhRHibYSGY/9MSzrjpZLod34nx+z5g4+ItIASPnf0cRTkl4RNKKM4toV6T9JDNPq+Pe4c/Tml+6NPBl699h1bdm9O0feDvdOK7Uxn3zI8h6Q/LZ6yhSdtMdm3ci5QSw+fHNCTF+aVc0/F27v7k5mCzjUNh7fyNvH37x2xZsYPE1HhG3XUG59x2WqSHpIqjBCWCjzHaZqbz1a0Xc/qzn9Rp/M78Yt6d/gcxNisv/jybL/57IRnJ4cU9TpuVG4f347mfZoVs7948kznrtuGvQwMKIQSb9+XTvlE9rj6hD60y0hg7axkF5ZUM6dCCK47rGeIHnFNSzu2f/MymvXnomobVojPmguHBVs8KxeHg8kfuKqhhwWMUBkUwwM6ynzCr5eZKDLxGEbmuRdRz9iXfvZTcyiWYEYrNAuNNyrzbiJSCsD/9IdkRcEXZUz6VPeW/1sGZQiP1oHSHg1mR/zS7yiYGhb5Ww9eAQA/6COvCQY96j0Qda5hu1ha+wY7SHzGkh3RnL7qm3Ue8TRWWHmusX7gpYvMWs9r3gG7R6dC/LQBNOzSOKIJ9Pj/xESzPlk1bhd8bHljx+/xM+fA3bnjhcoAwAQzgdXnZuzWHNxc/w70njaE4N3Bew2ewe+Ne7j1pDB+ue4X0RnW3A9yyfDv3Dh+DpzLwd16YXcwnj3xNcV4p/Uf2ZP5PS0KiwbpFp//InnWeX/HXoETwMUiT9CTsFj3EJaI2Kr0+3D4/j34zjfeuPxePz8/rU+bx/aK1uL1+erVsyPLte8OOW7FjH4KAb29tmFLy8NdT+fbOSwE4rkMLjuvQIuJYKSXXvfMdO/OLMEwJGOD1ce/nk/nqtoto1UAVtCkOjwYxAynzbsMkNPdVYpBgC40Olft2RRSkEpMK3x7mF48l3728qlCuptQak3oxA8hzLcSUfiQmurDTPOHcoAAG2F76XYSiu+poWISD9ik3hu0pdK9lV9nPIZHu6td5YBYHzRPORRM68bZmNIo7GYsWvXnMwuw7yXMtCTbkyHX9we9Zl3FS4x+Ut/AxhOE3WDt/Y8R9fp/BgDPDXKoAuHzMBaw9cQM+T7UGSz6DR898luemhd6AlRVVRGydbPhNSvJKgz/vF7jVcVe4KcoursrTDZ3H7/Mz6f3pXPF/F0Q8NhJjx4wPK/TzVHr48bXJvLfqBTYu2UpZQTmucjfOOAfxKXH857Wr6zy/4q9BieBjECEENwzvx9tTF+I9BCFsSsmiLbvx+Q1u++RnFm/ZHRTSC6qK36rj8vqo8PiIsVmp9NZeULM1u4Ayl4d4Z3hhRZnLw/eL1rBi+15i7Tb2FpVWCeADeP0GX85dwSPnnVjn61IoANz+fFYVvMTe8plVwlBjf3RWFw7aJ9/ExqIP2V76PYZ0Uz9mACn2zujCGVGYuvw55LuXHSQ4oz8T1YSVRnEn0Sn1FnaX/YrET8PYE0IEMBA1mqxhJ9baEJ9ZRqqjK+1TbiTBFn4DmV0xCyNiFFlHVIl0iR9dOEl39qFL2u0IUbuNU6l3G/nupUEBvP96DdPD9tJvaZ9yfa1zKP43KMkvDcvt3Y/NYSWtYeQbok4D29G2dyvWzN0Qtm/5b6uZNnYWJ112XHBb16Ed8Uc4jyPWQf+RB4R2i67N2PDH5rBx9ZqmU7ivOOJafB4/uzdksXLWWpZMXUlCShzHXzSItMzoHt/bVu6MmPagWTR8XoNPNr7GvB8WBS3SBp7dRzXaOApQIvgYpLjCRcdG9Tm3byd+WrIOwzDRNQ2v36g1bcEwJdNXb2bJ1j11jiQnxNhpUT+FLdkFteYFAxHzenNLyrng5S8od3tx+/zomoYRYa2mlOwrOvIOEor/bQzTw8ysy3D78w6yHpNo2Ehz9qRN0mi2lHxJrmtRMPK7t2ImeZVLsOvJuPx+ZFVEVRcO0p29yHX9EbFJRSSE0MiMHYZFc9Ix9aao4xrHnUqxZ0N4NzfNxgmNx6GJmr9UNc2BwBJca/B4YaVN0pUY0oPPLCMzdij1nP2COc21UebdGjHn2cRLkWddneZQHH1IKVk0eRkT35uGu8LDCRcP5sTLhmCJUhsCEJ8ShxalNqNph8Y1nq8wpzjqvk8f/TpEBKc3SuXc20/jx9enhHSda9W9GQPP6hMcd8OLl3Pv8DF4Xd4DLY9jbPzn1avIaFkfI8JTSovdwtKpK5k9fgEQSF349JGveejrO+h3euQUhiYdGpK9IzyVyvAZpDdKxWqzMvSCgTVev+LvR4ngYwgpZaCV8exl2Cw6fsOkVYNUnrzwFJqkJ/Hk9zOYtGxDmF9udR786tdge+G68Mem3YCkU5MGGKbEabOS4LQza/02PAfdyVs0jQFtm+KMcHf86uR5FFW4gpHfSAIYwGG1qOYWikMmq2IaXqOkmveuRBMW2iSNxmGpR95BAjiAiYGbFnHn45flZJVPRxM2miecS+ukS5mVFflRp4YNXXMgpR8J2LR4+mW8hEU70E3Ra5RS5tuG05IR0gK5WcJZ7C7/hWLPegzpQsOKEDq96z1VqwAGaBx3MhuK3osQsZK0SByFXU+udY5IxFmbR/Qt1rCRZG97WHMq/nnevfszJr07LSgyV85cywf3fc7TvzxE6x6RU9WsNivn3HYa3708KSQX1x5j44oxoekFhdlFfPbYNyz4eSnOOAeOCE8Ag2P3FYVtu/qpS+hyXEcmvTcNV5mL4y8cxAmXDg5pQtFxQFte/H0Mnz32DVtX7KBx20wue3QUXYZ0AKDPiO4snrIcT1Uqg2bR8Hv8+A9KyzD8Bobf4OlLXmV87ofY7OF/a5c9MoqVv68N5gQHrtnOiKuHERPvDBufszOPWd/Mx+P20v/0Xn+JK4WidlTb5GOIKcs38ug3U4OOCxCIuvZq0ZD3bzgPKSVzNuzgp8Vrmboy/PFRbVg0LTin1++nerqWw2rh7L4deeDsYXj9fm79+GeWbN2DEAIhAk4UH904itT48LzDwQ+/TXFlzVE1i6aRGOvgx7tGkxQX/qGjUERjVf5LbCkZG7Zdw0qn1FtxWNJZljsmoo1YRsxQ+me8HLZ9W8l3rC54ISxq69DTOaXJJEq8mxDCQqKtTdCKT0rJmoJX2Fo6Dg0bJl7qOfvRp/4zQZEspUF25VxyKhdi11NomjCSGEvtbc33s7N0Asvzn0IjIBQkJr3qPUXDuOPrPEckZmddS6FnVUjKhkXEclKTH3Ba0ms4UnE0sm97Dtd0vB2vOzwoYrVbePqXh+h6XOQ29qZp8sUT3/Htiz/jcXlIrp/E9S+OZuj5ByKh5cUVXN3xdkrySoMFY5ouwvJz99O0QyM+WBP+d/Zn8fv8fPfyRCa+MxV3pQdd1ymIILgBYhKcPPrtXfQ4MXLR6TcvTOCzx77BU+nBYtU5/YbhXPv8ZVgsOpp2IDo+bewsXrn+XUxTYhomVruFEVefwE2vXKlsOf8iorVNViL4GOLCV75k7e7wtqc2i86vD11NWnxscNvo179m+Y7wQreDEYRmOcY5bHx28/ks2ZrF+9MXkVcWLhjsVgvzHr8xaLW2cW8eG7JyaZiSSM8WDaN+AJz0+AdkR2iUoQlB83rJ7MgrQhMCq0VHF4JnLz2Vwe3VnbWibuwo/YGV+c+H5fZaRAx96j+D3ZLG7KyrwgStho3WSaPpmPqfsDlN6Wdh9u3kuZZiSA+6sCPQGJT5NimOzhHXsa3kW1YXvBhyHk3YaBh7Er3rP3EErjSA1yghp3I+QmjUjxmIVYsDAg4PxZ4NWPV44q0tDukL2W+6WJX/IrvKJ2JKL6mObnRLe4BE+6G1tFUcHfzy8Uze/O+HYV66+2nWqTHvr3qpxjlM08Tr9mF32sLeS9+8MIHPHv06GIGtCbvTxoPjbg/J9T3S+H1+7h3+OKtmRU/fccTaeeLn++k6NFz8T/9iNq9c/+6BSLAATdOQUqLpGgPO7M2tb12LEIKLGl8fdnPhiLHz1JQH6Ty4/RG9LkWAaCJYpUMcQ5RURK4q1zWNMpcnRAQ/cM7xjHrpixrnS45zUu724jMMujbN5OHzTqB1RhqtM9J5e+rCqMeVutykWwNfum0z02mbWXuU6Pz+nXlv+qKQnGKLrtG/dRNW7NiHYUoMJL6q/K47Pp3Iz/ddQYOk+FrnVhw75LuWsbPsZ0zppVHcKTSICTREaRR3MmsKXq8qGgu8hwQW7Hoq9WMGIIROoq01RZ4NIfm0mrDSInFUxHNpwkL/Bq9R4F5Bvnspdj2FRrEnYdWjvye3lIwNE9qm9JJVPpUe6Q+ha+Ed4g4Hm55I4/gRIdt2lP7EyvxnEWhIDGIsDRmY8VqwrXNtWDQnPeo9VNWOWdY5n1hxdBKfHBsSvazOzrW7MQwDXY9eOKlpGo4I3eMAVs1eVycBXK9JGv959aq/VAADzPhyLusXbqpxjG7VadapMZM/+I3i3BK6DGlPx4HtME2Tt2/7OCQVAglm1feRYRos+Gkx21fv4pIHz6lK1wgVwR6Xl5nj5tYqgud8t5CvnvmBwn3FdB7cjisev5CGrTIO65oVSgQfUwzu0JzxC1aH2ZXZrTpN0pJCtrVrWI8GSXFkF5dHnMthtXDzKQM4r19nTCnRq31Ydmxcn3kbdoTVwzusFlLiotssReOK43uxbk8uczbswKIJpITGaUmc0LkVy7ZnhY03TJMJS9Zx3Yl9D/lcdcHnN3h9ynzGL1xFpcdLekIcafGxdGxSn8uG9KBZ+uHlVir+OtYWvMGWki+qhK5kb8VMMmKOo3f9p7BoMRzfaCzL8x4n17UYgaBB7GC6pz0UdEcYmPEmK/KfJqt8OhKDRHt7eqQ/jNNSL+o5hRCkObuT5gxv8hIJrxHZzgkEPrPyiIng6hS617Ay/5kQAV7m287cfTdyUuMfDykiHBirHun+2+k9oju6NbrAtdgsTHp3Ov3P6HVIfrr7adS6AUutekSHh/3oFo2RNwxnwJm9D3n+Q2XmuLlh9mwHo1k0rn7qEka3vDkQ4XZ5sTltdDmuA/959So8rpprafw+g4K9hexYuyfyAEFIQeHqOev54P4v2Ll2N/WbpnP5mAvI2ryPTx/9JphrPXv8AhZNWc47y54no0X9yPMqakTdqv9LkVKyLaeQjXvzohaJVee6E/uSFOPAVlU0oAmBw2rhkfNODBOxAFcM7YUjQhWwrgm6NcvkrD4dEUJEPPa20wbhsFlCvgodVgt3jhwccXxtWHWdl68Yyfg7LuGxUSfxwY3nMf6OS/AZZkRHC59hUlheGWGmI8M9X0zmy3krKHd7MWWgccfaPTl8t2A1o178nCVbo3zQKf4RKnx72BzsBFdVXCld7KucRYF7GQCx1oYMynyHs1r8wcjmc4i3NmXa7rP5YWtv5uy9HpeRS+/6T3FGi/mc0Xw+wxp9fsSLvtKcvYj0sWzXkw+7aK0ubC0ZF8E6zcTlz6NYuTsck9jsVp6b9gjO+Mg3XqYpee+ez7iizS1898rEQ57/zP+MqNFlAsBqt5KYHt4oIxLrFm7i9iEPc0bCZVzR9r9MGzur9oMOwhFb8w3mB2tf4ssnv6OyzIW7woNpStwVHlb+vo6FE5cGo741YfgM4pNiI461OWwMq2r3vHLWWu4/5QnWzd9IRUkl21bt5MmLXubjh74KKTbcv4YvnvzukK5VcQAlgv+FbM0uYOQzn3DBy18w+vWvGfZ/77Mwik/vwaTFx/LD3aO5ZlhvujfP5NTubfn05vM5qUvk9pAXDezG2X06YrPoxNit6JqgUUoCz1w8gtevOgNrDY/B2mamM/aWCxnSoTmpcTF0alyfF0afxtl9OoWNLal0s2jLbnbkRS5GOJjm9VI4pXtbOjdpgBCCPq0aESnqFGOzMqBts1rnOxz2FpYye912PBHs3gwpcfv8/N/46X/JuRWHhpQGFb49ZJXPiBibNKSLbSXfsq3kW3IqFyKliSYsLM59kC0lX+EzS5H4yXMt5vc9l+Py56IJC7oWvYr9z9Ap5RYsWkyV3RiAQBcOuqc/eFgFM3muJczdeyO/7jyDJbmPUO7bHXGc28gnko+xQMNjFh/yeRX/G7Tq3pzvCz5m8Hn9sNgsOOMOCEXDZ+Cp9OJ1+/jowa/Yuf7QbvwzWtTniUn306B5Paz2yGJYaIIh5/Wrda6NS7Zyz4ljWDN3A65yN1mb9/Hqje8fkjg/7bqTEFrkv7Hk+ol4K32Ul4QHVjyVHmaOm8eQ8/phc9Ts0KJbdNr2acU9n96MzWnD7rRhtVmwOaycc+updOjXBoD37/08LFXE6/Lhi9AhzzRMVs9ZX9fLVFRDFcb9y/D5DU4Y8z7FFa6QryynzcLP911J/cS4I37OwvJKtuUUUu7y8Pov89maU4AmBMd3asmjo04kwXl4j2illLw+ZR6fzVqGtcqyrV3DdN64+qyQ9si18eg305iyfEPQ9cJhtdClaQbvX38uWpQPtT/D/I07ufOziZS7o+ezWTSNWWOuP+zXRvHn2VM+nRV5T2FIF6b0IZFEak0ssCCEjoaOXU+ld70nmb3v2rBOcBpWWiVdQqfUW//SdVf69rGp+DMK3CuIszahTfIVJNsPvVhmd9kUluWNOSjFQcciHBzf6IuwVsbz9t5Cjmtu2BwaVk5tNg2bnng4l6L4H6KsqJxvX/o5zPoMAmkLF91/DpcfQoe1/UgpKdhXxLaVO3j+yrfwuDwgwRHn4LHv7gq2Va6J+055gqVTV4Ztj02M4dvcD2uNOO/n6UtfZcaXoX8HVoeV2965jpZdm3Hb4Idxl4e7FLXr04rnZzzG81e8wYKfl6JbddwVboQQwa52FpuFph0a8fbS5xBCUJRTzJzv/sDr9tL3tB40btswON/pcZeGvcY10f2EzmEd9RShqMK4fxHZxWVMXLqekko3A9s2o2/rxsEo0Oz12/H6jbCYjWFKfly0lutPqlsOrJSSJduyWLc7hwbJ8RzfsQU2S+S3Q0pcDF6fwZnPfRrs+mYgmbF6C2t25XDLiAEM7diCOMehRcemLN/I53OW4/EbwcYba3fncM/YSbx7/bl1nuexUScysG1Tvl24Gp/fYGSvDozs1b5OAlhKid80a4xqz16/nRcnzGZnfhFp8bFcOLALvloahQgB9iivp+Kvp9C9lqW5D9epWYXEj5R+TMDwe1iR/xQaVsywxg8+8iqXUBq/jXhr87/MyijGmkG39Hv/1BxSGqzMf67a9Rv4pYt1hW/St8Fzwa1+00Wea3HEeeKtzQ9bABvSy7qCt9hR9gOG6SLN2YuuafcQb2t2WPMp/lnik+OqOqZFaFVsmPjq0BE0EkII0jJTSMtMYVzWu2xZvgMhAlHomgrzDmbrih0Rt/t9BkU5JXXOWb7/81sZcGZvPnzgSwr2FpHRoh5XjLmQQWf3xTRNYhOcYSLYHmPn5CuH4Yix8/A3d1KSX8qeTfsoL6nglw9nsHjKcjSLxrCLBnHtc5cFPzeS6ydxxk0nR1xHWsMUsjbvC9uuWzR0ix7iLGGPsXHR/WfX6foU4ahv6aOM39du5e6xkzFME59h8vX8VfRp1YhXrzwDXdMoKK+MmAPs9RvklkYuYquO2+fn+ne/Y0NWHl7DwGbRcdqsjL35AhpXK5Dbz9cLVgadF/bjNyV7i0r5v/HT+b/x8PIVIxnUrlmdr/XTWUtDPIshkMu7ZFsWheWVdS6gE0IwvGsbhndtU+dzm6bkwxmL+eT3JZS5PDRMSeTuM4cwrFOondOCTTu589OJQVeKnJJy3pu+iCbpyezKK8bjD388ZdN1TuzSKmgDp/h7KPPuYFfZJAzpqeqqFjmSoosYBCKi56/EoNi7GU1E/t0Vezcwc88lOPQ0+jV4kUR73d9zB+Py51Lu20mstfEhefzWeX4jL8oNgEl+VQ40QLFnI3vKp4b7HVbhj9AOuq4syr6XHNeCYEQ917WQmVmXcVLj75Vv8L+Uvqf35J07Pw3fIWHeD4u46L6ziU2MDd9fR3Rdp22vlod8XEaL+hTnRigqlZLEtENzCDpu1ACOGzUgbLumaTzy7V3cd/LjSFPicXmxO210GtSOU64KeGwbfoOPH/6KqZ/Owmq14PcbnP3fU7n6qYsP6aZ59GPn89K171RrNmJn1J0j2bs1mznf/YGma9gcVm58+Qq6D4tsuaioHfUtfRTh8fm574spITZgLq+PRVv28OuKTZzaox09mmdG+q4ixmalX+smdTrPRzMWs3Z3blDA+Q0Tt9fPPV9M4atbL4p4zNbsAnxG5Ojn/vXe8enPzHz0emIdtjqtoyRK8wtdE5S5PIflIlFX3vx1Pp/NXoa7SoTvKSzh3s+n8PpVZ9KvzYHX8dXJ88JaPbu8frKLShnVvzPfLlyFu6q6eX8RYZemGTxy3ol/2doV4WwrGc+qgherurDtv1kL/0vRRSztkq8iztqEZXmP4zNLw8YIBGmO7uS7l4U0fgjM6MeQfir8e/htz0VkxAyhbfLVpDjCc90jYUofS3MfI6tierAZRoOYwfSu/xS6qNvfTV2waQkHvQ6hOPQ0pDRYlHM/2ZVzMKUR1kZ5P7HWRhG3S2lS7N2AlAZJ9vZhNw3l3p0hArjqKEzTy7aSbyL6KiuOfuo1TuPKJy/mvXs+Q1ZrapGzI4937vqMO9+/8W9f1+jHzuexc54L69Y28sbh2Or4fVQXOvRrw5c732HWN/Mpyimhy3Ed6Dy4PUII9mzay5MXvczWlTuRpsRXFa398fUppGYkcfZ/TwvO46pwM/2zWSydvor6TdMZeePJNGp9wOZs2EWDqCip4OOHxuGucGOxWTjvjpFc+vB5aJrGf9+qpKywnPRGqSHd8RSHjiqMO4pYvn0vkYq8XF4fE5cGEt9bNUjj+I4tQlwbHFYLzeuncHzHut1B/7R4bVgE05SSjVm5FJVHjvx0bZpZa2RTCMHs9dvrtIaSSnfU9Au71UKj1L8uB9Hr9zN29vKgAN6P2+fnzV8XhGzbkRu5WM/tM+jbugma0IixWbFZNAzDZHjX1nxww7l1vhFQ/Hnc/kJWFbyAKT1VrXslEcOaBERs84RRpDi64NQjW5sl2tvQv8HLNI0/C13sz+mOFMUx2Vf5O3P2XktW+Yw6rXVD4ftkVfyGKb34ZTmm9JJdOZe1Ba/V6fi6YtFiaBh7EpoITVHShYO2yVexo/QnsivnYEh3VAGsYaNZ/Flh24s865iy8xTmZF3L3L03MnnHieRWBnzBi90bWJo7hj9y7gMZLsJNvBR51v75C1T8Y5x722kR0xR8Xj+/j5v3l547d1ce29fsCnaY20+v4V2588ObSM1MRrfqOOMcnH3rqVzzzCWHfA6f10dhdlHYOfYTlxTLadedxKUPn0eXIR0QQrBy1lqu7343W5bvCOYA78dT6eGb5ycEfy4vruCGbnfx7t1jmffDIn564xdu6H4Xi6YsDzlu5A0nMz7nA8bteY8fCj5h9KPnB1/32IQYGjSrpwTwEUBFgo8idD36PYlF16j0eHnsm2lMX7UFkFh0jQZJ8VwwoAsXDuyGpYbjD8aMWgwpou47r39nPp21FJ/fiDpGyoDArA2/YXLpa+PYU1Actq8my7YjRVGFm2gFoTtyC5mzfjtr9+SQkRRPo9RENu7NCxtns2jc/+WUYI70fqat2sJpPdozoG3TsGMWb9nNV3NXUlTp4sTOrTinbyectpqriRW1k+uaX+WmULPxvi4ctE68DK9RyMysy/CboTd8GjZ0zUbP9P9D1xx0T7+fbmn3sbrgRbaURG8cY0g3K/KfJjN2aK0NIraVfhNWcGdKD9tLv6dz6p1HNM+4R/pDmNLLvspZaFiQSNonX0ejuOHM2HNJDfnSgdwIEy+Lcu9nQ/EHDMp4G4clFb/pYu7e6/GZB6VeSZi/7zYSbC0o9tZcpa5hJdF2eCkkiqOH6kJvP4a/Zpuwxb8s5/tXJ1OSV8qAM3tx1i2nEpcUS1lROb9+PJNtq3bSukdzhl8+NCStIj+rgEfPfp6tK3eABItV579vX8vw0UODY46/YCBDzx9AZWkljjhHjU08ImGaJmPHfMu3L/2M6Tew2q1c+vB5nHv76TX+XUopeemad/DW0PijtOBAt9PxL0wgb09B0JPY8BsYfoPnr3yTcVnvhqxb13USUlXDp78SFQk+iujeLDOikHXarJzdpxN3jZ3Eb2u24jdN/KbEb5jkl1bQu2WjiH6+0Ti1e7ugV/DBNKuXTGp85BSExBgHX99+McO7to56LsM0GViHnOBZ67aRW1qOv9oHqa4JbhkxIKpl25Ei3m6LauXv9Rvc9dkk3vplAU99P5M9BcXYq71WTpuFk7u1IZKOdnl9PPrNVLZmF4Rs/+T3Jdz0wY9MW72ZJVv38MqkuVz86le4DrOYRHEAgQVRS3MGpyWDHumP0D7lRlYXvILPrEASesNm0WIY3uTnkDa/QgjSnX3QhbPG+X1mWZXNWM34zPA8ZKBKkNbN77uu6JqDvg2eo1vaAzgs6WjCRp5rMcWejUgZ7WZVJzSKblLq3cycvdcCsK/id2SUCG9tAhgCHfZaJl146BejOGoQQtDjhM5hhceartH31B5Rjxv37A+MGfUiS35dweZl2/jq6R+4sec9bFmxncvb3MInD49j2mez+PCBr7i89X/J3pELBETmXcP+j01LtmL4AoLR4/Ly/BVv8tsXc8LWFpsYe8gCGODr535i/AsTcJe78bp9VJRU8ukjX/PLxzU/5SktKCN3d81/+617HnhKO/u7hRGbcrgrPezZFF4Mp/hrUSL4KMKia7x+1RnE2q3E2K3YLDp2q4XTe7YjMyWBhZt24632iMbj9/PRzEOzm7vuxL40TU8mpioKadU1HDYLY84/qcbjMpITeP6y01j09M2c0as9TpsVAehCYLdauOP0wSGtl6vj8fl5f/ofPPLNNCo94eLPNCUFZXVrcFHh9vLa5HmMePIjRj7zCR/PXFKrYwPAlOUbOGHM+2F5vlRdh88wqPT6kECl10el10dafGwwPSMlzsmtpw5iWMdWYcfvJ7u4nIte/YoNWYEP8ZJKN29MmR9yTrfPT1ZBCV/MXs7qXdmUuepuh6MIpUHsoKo0iOj4zDIaxp2IEII89xIiCU6fWRaxIK5BzEASbW0OSo0IR0oDt792EZzq6Bpxe5K9XbAz3ZFkW8k3rMx/hnLfTnxmCTmu+czKuoI0R++wVIkAkV/HMt8Oyrw78BhFmBEFdG1Wm4Jke2eGNPzoLykEVBxZinKK+eD+z/lPn/sYM+pF1lVrJ3zrO9eRkBqPIzbwHrLaLcQmxnD9i6MjzldeXMHY/xuPu+LA55zX7aMou5gnzn+J8sKKoC+up9JDWWEZb/73IwA2Lt4SFMTVeeXGd3FXeoJP9qSULJqynCcvfoUnLnqZPyYtjfrU72CklHz93I9htmTuSg8f3PdF1NQIAJvTVuN+e4ydG6pel9nfLiB7e+RrMf1GiA+z4u9B+QQfhVS4vcxYs4VSl4euTTP4cMZifl+3Lazd8X7aNUxn/B2XHtI5/IbJ/V9OYdqqzWhCYNE1hBC8c83ZdG/RsNbjpZQs2bqH6au3YLdaGNmzPa0z0mocf+Vb41mzOydik4n9WHSNx0adyJm9O0Yd4zMMLnj5S3bmFQVvChxWCx0b1+e8fp1JjHHQr02TMNuzdXtyGP3610E7toNx2iw4bVYKI+REW3WNaQ9fS3KsE4lk4aZdbM8r4pVJc2u8lv5tmvDe9ecyZ/127vl8ckRfYSEg1m7D5ze4dEgPbj114F9mvfW/zL6KOSzKuSfYErk6FhHLkIYfkmRvy5Sdp+Dy54SN0bBxRou5aCI8RcUwPWwv/ZZNxZ/jNnLCziGwoAkL8dbmDMh4A4clJeI6SzybmJV1JYb0IvEj0NGEjcGZ79W5uK6umNLPpB3D8Jll1fYI6jsH4DVLKPVuw5CVAUEsBSbRLeWGZH6AVYvn96zL62Q9tx+7lsapzX75S0S+4siTv7eQG7rfTWVJJT6vHyECQu+OD25k2IWDguNc5S5eueF9fv96Hharjm7VsdltPDXlAdr0DK1PWTZ9FWPOe5GK0rp38bTYLExxf8X8nxbz2DnPRxWzmiZIqp/Edc9fxqrZ65jxxZyg2HbE2jluVH/u+qjmQkyvx8dpMRdHvZfrOLAtz//2KNYI6Ws71u7m+q53YkZIEclsWZ/Hvr+b5p2bMveHP3jmstdCivf2IzRBiy5NeGfZCzWuU3H4RPMJVpHgo5BYh42RvTpwyeDuvD99EbPXb48qgC26Rs/mtYvW6qzYsZff127DMCU+w8Tl9VPp8XHFW+NZtbP2RzKmlBimpEvTDC4c0LVGAQwEPIn35NYoGiEgzh//9jfyDrJ78xsms9dv57uFq9m8L5+Za7aSVVASEhV3+/ws3ZbF/42fzt1jJ3PimPfZtC80Mvf57OVhkfQD10MNj9QFQkBeWQWnPf0xd342kVcnzcUwzBofwq/amQ1AQoyjxjzqcrcXj9/gy7nL+f6PNTXMqIhGRuxgRjSdSpw1skOKiR+bFmi/2jLh4rCoriZsNIwbHlEAA+ianVZJlzCi6WTaJl2NJuxoB80RcI1wU+LdxB85d0ZdZ6K9DSc0/obmCeeSbO9M0/izOKHRV4ctgKWU5LuWsSLvWVblv0SxZ0Nwn9vIx5SR0m0kxd71HNfwY3rXf4KWCRfRIfkGTmz0DZELAPevvS2J9jZkxp4Qkh6iYa/hOI0UZ2f+yL6H5XlPUeLZFGWc4u+isszFLx/N4PPHv2XJ1JWY1Sw3v3zyO8qLKoLdyaQET6WX1//zQUjEM2tLNvN+/APTMPG6fbjK3JTkl3LfyU+EeQYnpidgRHEXitalzWoLPJVp26dVVaObyJimpHBfES9e8xbTPvk9JNrsrvDw+zcL2Lhkaw2vSKBFdEJK9NzbzUu3Me2z2RH3LZ26Es0SWUoNHtWf5p0D9SEfPfBlRAG8n13rs/jw/i/qFLlWHDlUYdxRTEFZJXM37ogq3IQI5AtfMTTs5qZWvv9jTcSUAFNKrn77W6Y/cm3Urm278ou56q3xlLs9SAIi9dy+nbj/7ONDophSSlxeHzaLhTW7suuUrhC4LsGMNVu5YEBXdhcUc8Wb46lwezCq7rTrJcaGFaTtZ/81VXjgpvd/YOpD1wRz13JKyqN+lBqGSdvMNJZuywqJFAsBrTNSSYmL4aq3xrOvqCxE0Fp1DcOUEUXu/vzqLk0akBzrjJgCcjAur5+Pf1/Kuf2U52Mk/KYLj1GIw5Ie0U7MpsfTKfVWFuc8iHGQv61AJ8nejhhrwIKoddIllPm2s7t8MpqwYUofaY4edE9/oNY1CCHomPof2iSNZs7e6yj2bgjZLzEo8qyn0rcveL7qxFob0i39vkO59KisyH+aXWU/V0XABdtLv6Ft0jW0S7kGm5YYVTzEWDLQhIXM2OPJjA14nC7Yd3vU82TEDMOUPtYXvovLl0OKvTN+WYkmLDSOO51y33a2lXwXFkm2CCe5lQswpBuBzq6yCXRPf4Qm8aceketXHBrbV+/kjuMexe/z46704Ix10KJLU56b/kjQSmzxLysiPt73+wz2bs0Odjab8sFvEXNbDb/BsumrQ/KDW3RpSoNm9di5fk9YUV2zjk3YszErpCWw1W5h2CWD2bN5H6/e8G7t2TaAzx05wOJze1nyy4pa/Yfb9mnF4moODfvxun3MHDeXU685IWxfbGIMFqsFvzf0NbParSSkHOjgui9KGgQECg19Hj8/vjGFNr1aMvjc2ltFK44MSgQfxRSUV2LVtegiGMFLo0+jQfKhV49Wtwc7GL9hMHHpei4Z3B3TlOSXlTNt1RY278unbWYaX85dSV5pRYjw+3HxOno0b8gp3QMtLudv3MmT388gq7AEi67To0UmNquO31N78Y9EBgXvHZ9OJL/aubIKS7FoGv4ITUMOpsztYe2eHDo3CeQgDmzbjKXb9gTnPhgh4Jy+nSh1ediWU4jL58NptWKz6jxzyQhKXW5W7NgbJnZ9hkmM3YppypCbCqfNwjXDelfNLbjhpH488vXUWj/LiysOvznB/ypSGqwueJXtpd+w/+FVu+SraZN0VVjqSGbs8bRJupyNxR+hYUPiJ97anH71XwyOEUKnZ71H6ZByE2XebcRYM4mzNgbAMN3sKZ9KoWcN8dZmNIk/HZueELYmqx6PISNHdTQseM0SYogsgiNR7tvFxqKPKHSvIs7apMp7uOaboUL3qioBvF94SgzpYUPx+zSOP5VYaybN4s9iZ9lPIekLunDQLvn6kLkq/TnkuOYTSW049Uy6pt3NtF3n4pcVVd7JOrqw0r/By9SL6YeUkkR7W7YUf47bn0+irS1xtmbsKPsBs+rcEgNDGizPe5KGscPQNZX/+Hfz+AUvU158oDjTVe5m8/LtfPvyRC6+/xwAktITIuatGj6DuOQDoq6sqAIzwhNKKSWVpaGfY0IIHhx3O9d1DX9KsmfzXhq2ziBnZ14wCtq8cxMuvv9sbuhxD2WFdWsCFQ2LzUJMQs2FrQA9T+rC0qkrI14TEMx/rs6gc/ry5q0fhW3XNMGwiw6kjzRoXo89G/fWuAZ3hYcfXpusRPDfiBLBRzFN05KI4kQDBD5YlmzLol+bcDuu2jilext+X7c1rAscBDrBbcjK5eOZi3l32iIqPAe+7G0WPaIod3l9fDV/Jad0b8va3Tnc+vGEoCg0TD9Lt2YhZUBs1vq0R8LxHVuQXVTG9pzCMOFpmJK6pM1qQoS4L4zq35kv5y4npyT8Q9VvmFS4fXzx34tYsGkna/fk0CApnpO6tK7KFY6ey+a0WhjSoQWTlm0IRoavOr43Z/U5kNf88e9L6lA6BL3qkI99rLGu8F22l44P6QC3oegDbFoyzRPPCRvfPuV6WiZeyN7ymeyrnI3byGVj8Ye0TrwsJDrrtKSHdC5z+wuZmXUpXqMYQ7rQhYP1Re9wXMOPSbCFR5EyYoZQXrI7os9ugq0lO0p/YF3hO7iNPGItjemUehsN444PG1vq3crve0bjlx7AoMy3g1zXH/Sp/wwZscdFfV32VsyM2BVPIMiunEvLxPPpknYnoLGj7HsALMJBp9TbyYgdHHKMy7cv2LyjOnY9kXVFb+MzSw8qQAwI2qV5YzilySSEEDSNH0nT+JHB437PuiIogKuvr8izjjRndCeB6khp4DVLsGrxUVNWFDWTszOPnAgFZl6Xl6mf/B4UwaPuOoPnr3wzJK3AYrPQdWgHkusd8G8feFYfFkxYgrsi9Hds+Ay6HR/47PO6vSydtgp3hYfivBIcMXZc1doOS8Nk0Ll96TW8G7s3ZNGkQyPa923Nty/9HFaoVhtCE2GRZiEEx53fv8bjfF4fs79dWKMAPv26yIXjcUmxjPnpXv7v3BeCIt40TP771rV43T4Mw0DXda5+6mKeufS1YAFgNMpLIjvIKP4alAg+irFbLdwyYgAv/TwnYtTTNM06W2yVuTysz8olJc5JqwZpnNC5FR0b1WdFlPzfuRt38uvKTWFtjaNFpQEqq8TyhzMWhzXj8PoNrLpGi3op7C4oQQANUxPp1iyTycs24PUbCAEWXefWEQPJSE5gV35x1CKx+gmx2KwWckrK8PtNTGSYuPb5jWAUGCDeaee7uy5j+BMfhKUmSOCtqQs4p18nBrZrFmb1lhIXQ9P0ZLZUsz6z6hond2vL/Wcfz11nDCG/tIKM5IQQ/18pJdtzCqO+bvuJsdu49bRBtY47lpDSZEvJ52GFWIZ0s7H4w4giGKDUu4WVBc9iSl+gFbJnIztLJzC00Wck2FpEPGZN4au4/XlB6zRDujGkh6W5j3F8o7Fh41snj2ZX+WS8ZnFVdFSgCztd0+5je+n3rCl4JbjuCv8uluQ+gCaeCxOgawpeq2pPvP8NLAPew3lP0yBmCOW+Xews+wmvUUpG7GAaxAxCiEBBnUCL4IyhoVcJRU1Y6ZZ+D51Tb8VrluLQUyIWqMXZmkUUwAILKY4uZFVMj+jA4TEKcBt5OC3hjUesWuQnVBITi1b31rpbS75mXeFbGNKNhoVWSZfSPvn6Wj2ZFaHUFDg4+HN28Ln92LluD+Oe+QGr3Yrf66dN71Y88OVtIccMOrsPE9+ZyoZFm3FXeIIFdJc+fB7J9ZNYt2AjD5z6FFJKpJQBH90IizD8Bu4KDx0HtKXjgLbB7dtW7cTrjv79plv0kLQNu9PGJQ+fy1dP/RDMMzYNkwe+vI2UBsk1vjZTPpjB1hU7Iu6z2i2cfsNw+tRg/9Z9WGe+yf6A1bPXUV5cweT3p/PSte+gaQKLzcJp153Ehfedxd2f3MwH931O9vZchBBh+b9Wu5VBZ/etca2KI4sSwUc5lw3pgdNqZcx308NEnsNmrVOXuI9mLOatXxdgtej4DZOm6cm8dc1ZfPKf8+l+z6sRI5T5pYd2N2q36JzSNfABti2nMGK012618ORFJ5OeEIcpJQ2SAl+SFw/qxm+rtqDrguFd29C8XqCyvnFqIkmxTrKLQ6vbbRadM/t05D8n9ye7OJCje8/nU9iwJwfvQXfyppQ8+d0MHr9wePBDPjHGETUVJKekHCllcKyUEo/fwKbraJrgqYtO4aq3x+PzG3j8Bk6bldT4GG4cHnh0leB0kOAMf8QrhCAp1klRDakOjVIT+eCGc2mY8td1yvs3srtsSkh+78F4jIKI2wGW5z0RIpwlfvzSYHX+SwzMfCPiMfsqfg/zDgZJsWc9ftOFRQt9pGrXkzmx8TdsLRlHTuV8nJb6tEq6hBR7FybtGBZRuK8teC1MBBe4lxMpDcFjFLK99DtWF7xQ1drYz+7yyaQ6ujIg43Uax53KpuJPkbK6ODXJiA2NOOuaHaeWTjTsehLN489lR9kPB607IOrbJI0m17Uw8ustJRYtsrd4y4TzyXctrfb7Ezj0tDo3zNhVOinkZsLEy+biz9Cw0C7l2jrNoYDivBLm/rAIe4w9TFjanTZOvmJo8Ge/z8/As/ow5Lz+lBWWkZqZQkaL+mFz6hadp395kNnjFzBr/AJiEpycdu2JdBrUHq/Hx4OnPU1FSe1uEPYYOwPO6B22vU3PFvz+9Xz8UT6vOwxoQ+HeIvKzCmncriHXPncZPU7ozDm3nsaKmWtBSroe3wlHTOQ0hoOZNnZWxKiz1WHl4W/uoP/ptdfd2OxWep7UNeB9vPxA51Sv28f4Fybw4+uTuemVKxm79U2klMz+diHPX/kGPo8f0zCxx9hIzUim+7BOvHD1W+Tuyqf3Kd049doTiU2I/De2n71bs6koqaR55yZYDqFngEKJ4H8F5/XvTG5pOR/PXILH70fKQEHcsE4t6VnL4/Nflm/k9Snz8ZtmsOBry758/vvxBMbddjEOm/WwGzbsz8t12qw0TEngokEBD9ROjeuzPTc8jcHrN2iclhQmFNtmptM2M/wLWgjBs5eM4Ib3f8AwTbx+gxiblYzkeK4c2gshBBnJgXzNt645k+Mfez/keJ9hMnXVZoZ3a8OQ9s2D2zNTEthTUBJ2vozk+KAAnrF6C8/89Ds5xeU4bBYuG9KDG4f3Y9L9V/LT4nXsyi+me/NMTu7aptZ20nml5ZzWoy3fLgwvRrRoGn1aN+al0aerVsvV8JnlLMt7POr+hChCym+6KPftirBHku9eFnU+jWgWXiKqc4hNT6R9yvW0TzmQY+s3XRFsyQJU+PdEmCM54ngJrC54MSTlwZAuCtwrySqfRuP4ETSNO4PtZeNDrqJb2iPY9aQo1xKdLml3EWdtzOaSz/GapaQ5etI59VZirJm0SryY1QUvhwh7DSv1YgZg1eIiztcgdjBN489ie+nXBF5DDZueyICM1+tsA7i+6N2INxObSj6jbfLVKhpcB9bO38j9pzyBYZjBrmb7I6X2GDutujXjnNtOA2D657N445aPME0Tw2fQtk9rHhl/R9S5LVYLwy4ezLCLQ2/slv+2Osx1IhKOWDsDzupDp0HtwvadNHooYx//lrKCyDnBm5du455Pb2HwOaGRU7vTXmPTDr/Pz7TPZjFt7CwsFp1Trj4havthXdeo3yT6zWN1tq3aESKAD8bn8fPOHZ/SoX9bWnRpynGj+tO4bSY/vfkLubvy6XNqd+ISY7h/xJP43D5MU7Ly97V8cO/npDdJ44ybTuHc204LWWvu7nwePes5dm/IQrfoSCTpjdLYs2kvNoeNU64cyjXPXordWfuNwLGKEsH/Em46uT8D2zXjp8Vr8foMRnRvy4C2TWv8MsktKef+r34JS6UwpGRrdgG78os5tXtbJixZj+8g+xqLJtA1LaKfLoBN1xnaqQUZSQnklJQxqF0zTunWNigGrz2xD9NWbQ5xcHBYLZw/oEvESGk0yt0e2mSmMfG+K/hx8Vr2FpbSu1VjTurSCpsl9K27bNtebBY95DogkKs8aen6EBF826mDeGjcryGC1GG1cOuIgQAs2rKbe7+YEtxf6fHx6e9L8fj83DlyCFceH4gKmKbk15Wb+HHRWhBwdu+ODO/aJuhGUenxcu/nU5i/aSdWXcNnGFh0DauuISUM79qGG4f3pVFqUp1fk2OJ3MpFaMIS1mYYAo4PXdIifzlrwooQFmSEwrVogg2gSfwZbC35KiQtQKBTz9n3kIq4dOHAqsXhNcNvtGItjcLPGzeSDUXvhKQbaNhJc/ak0L0ybLwhXewun0K8rQW7yn8O2SfQ2Fn2PU0TDt19QQiNlkkX0TLporB9zRPOo9iziV3lPwcLDhNtbehVb0zU+Yrca9lV9hOgVUXYNQzTd0g5vW4jckW9YbowpAdLLZ38jnWklDxx4Uthebi6rtFtWGdG3XUG3Yd1QgjBugUbeeWG90JsvNYv2MjDZzzL6wueOqTzuis8tTo6aLrGDS9dwanXnBDxeywuKZa3Fj/Lw2c8w441uyOe49nRr9Gk/bM0bR/+dxUJ0zR58PSnWTt3QzA3d/0fm2nRtRmOWHtIHjRAQmo8zTtHtl2MxOxvF9a43+f188vHM7jp5SuBgGvG7e8GbqD9Pj/n1b865PXfn6OcsyOPzx77mk1LtvDQuMDnnpSSe4c/zt4t2SG5zLvWB2603RVuJrw9lUW/rODJiffTqE1mna/jWEKJ4H8RXZtm0LVpBttyCnn6h5nc/NFPOKwWzunbif+OGBgWkXx76sKo/sK6plFc4eKuM4awPiuXHblFmFKiaYKGKQlcMKArL0yYHRa5tFt0WjVI4//OP4k4R+S7y6bpyXx2ywW8+PNsVuzYR1KMg8uH9uTiQd3qdJ0784p48KtfWbsnByR0aZrBkxedHOzaFonqLTxr4uRugQjiq1PmsrewlIzkBG4dMTDobPHmLwvCrtvt8zNu3kr+c8oAHFYLUkru/nwSc9bvCEbSF2/ZzdM/zqRpejIje7ZnwpJ1rNgRyLk+0NRD47ZTB3Ne/05hQl4RSk1RvnoxA0h1dIu4TxMWmsSdxq6ySSGCVhcOWiVeHHXO9inXU+hZRbFnAxITDR27nkrPeo8d4roF7VOuZ03Ba2GuDB1Tb8btL2Bd4Vvsq/wdJHjMEqp3sKsfM4AWCefxRwQRvH+uzcVjwxwqJH6KPGso9+4kznboBbPRr0mjR72HaJ9yHSWejcRYMyMWCx7MsrzH8csDj8MlPnyyjDUFL9O3wfNAwJWiwrebOGvTkCLF/cTbWlHsWRu23a6n1NjBTxFg14YsyovCU9v8PoOCvYX0OOGAA8m3L00MRooPHrd91U72bNp7SCKq+7BO+GrxhBcikPdbUyCnQbN6vL/qJX79ZCav3PBeWGqE3+tn4jtT+c+rV9VpXRPe+oVl01aFbHNXeNiyfBtdhnRg9Zz1mIaJxWpBt+j83w/3HFLzomgR5f2YhhnmnLGfHWt3Ry3Mg4BX84KflwZ/FxsXb6Egq7DGY0zDZO+WbK7rehfXPHsJ5/z3tLpdyDGE+hb+BzBNeUii7WDySsu55LWvqHB7kUC54eXreSvZkVvEm9ecFTJ27oYd0dcgTdpmpmO3Whh328Us257FluwCmtdLoXfLRgghSI2L4fVf5rO3oIT6SfEMbt+ck7q0pnvzzFo/GNpmpvPe9ece8vVVenxc+vo4SirdwbziFTv2ctnr4/j1oav5ZcUm3p32B3mlFbTLTOeOkYPp1iyTPq0aRzUZX7Iti7W7s+nY+ECR3Mnd2gTFcHV25RdF3C6EoKCsgoYpiazalc2c9dtDCgd9hklhuYvCchdrdu3DZ4Svx+0z+H7RGi4e3K2Or8ixSz1nX2SE9sa6cNIm6bIaj+2adg8eo5Ac10J0rBh4aRx3Kq1rOM6iORmS+SGFnlWUeDYRa21EPWffw3rk3iLhQjRsrC96t8odohEdU28lzdmLabvOwWMURsg/DiCwEm9rSnpMn0DUtNrbSBdOmiecw7rCt4nU/llgpdy3G7904dDTcVhSD3n90XBa6kUsgquOz6ikxLs5wh6TnMoFGNLLkpyH2Fc5K+hK0Sj2ZHrUeySkdXXn1NuYv++WsJuJzql3qM6KdUC36FE/F6sLtrzd+RFrOSw2C4XZxUERPOPLOXz88DjydheQ0bI+1z5zKQPODM3pTUiN57rnLuODez/H6/GFOTYAGH4zoltFJByxDmxVRXrV58jfE7024GAqSit589aPI+4z/Sa9T+7O1U9dwqrZ60iql8iAM3tHzSfetmon79/7Oev/2ERyvSQuuv9sThp9HN2O78QXT3yL4Y/uMjHwrD4R98UlxWL4avbS1y0am5ZspVGbTIpySqI2GqmOz+Pjw/u+YNBZfah3COkdxwJKBP9NmKbk/d8W8dmspZS6PDRLT+bes4YyqJoLQW18PW8VXr8R8r3o8Rv8sWU3O/KKaJZ+oAo2wWkPKyrbz62nDgpGjoUQ9GzRiJ4tDjxS8hsmFl3j3L6daZ2RSt9WTQ5buB8KU1duwuszQj6MzaqmG/d/8Quz1m0Lpmks37GXa9/5jo9vGkWnJg14YfRp3P7Jz2FpHLkl5Vz99ndMfuBKUuJqLjCAgIDP37gzbLsQkJ4QqGpfuGkXnho+sCIJ4P1Es1tzeX28NHEOPy1ei8dn0LNFQx48ZxgtGxw5EfNvwqI56Vv/Of7IuRsQSOkHodE84RzSHDUXquiag/4Zr1Dp20eFP4t4a/M6iUEhBKmOrqQ6uv6ptQshaJ54Ls0Tzw0pttxS/FWV1Vj0KJnER1bFb3RKvZUBGa8zb99NSGkiMZEYtEy8kHox/ch1LaLYsyHM1cEvK/kj5y4EFkx81HcOoHf9p8IK+/4q8l3LWZR9L5EEOgR+N2sLXiO7cjam9AbXn1UxjZiiTDqk3BAcm+7sxcCMt1hb+Dql3i3EWBrSIeWmsOJCRThlReV8/dyPER0W7DH2sMYPPU/uxtaVO/FVc87xefy07Bp4qvDrJzN5/eYPgo/s92zcy1MXv8IDX90WVtx21s0j6DSwHd+/Nonfxs4Oaytsj7HR/aBIdE106N8mpJnGfhyx9hpdGw7mh1cnR03RMA1JQlo8rbo3p1X35pEHVbFz3W5uHfhQ0BquoriS1//zAflZBVx0/zl0HNiOdfM34q/2/eCItdPluI70PS3yehs0q0fzzk3YvGx71OiulFC/WeAmtF2fVhFfk5qYP2EJZ9084pCO+V9H/BMt+nr16iWXLFnyt5/3n+TliXP4cu6KsDzU964/h+7V2h4XV7iQEpLjwr+0bnjvB+Zt3BG2XROCSwZ1o2vzTExTMqBtU35fu5Unv58REq0UQOcmDfji1vC8P4CswhKmrdrMxzOX4vb68BkmVl2jSVoSH/9nVNQUiCPFG7/M591pfxzSMQPaNuXd6wJWWZOWbeCRr6eGWbnZLTq3jBjI5UN7si2ngEnLNuD2+RjepQ1dm4U+5lu7O5sr3hwf9ru6+vheFFa6+HnJetxeP4Y0a/c8jsCI7m157tLwnM3r3v2OZQd1rBMEWmhPuPdy0hOi57L+r+MxitlbMQO/WUn9mAFRLc7+DfyRfTdZFdNrHZdka8+wxl8CgQYe2ZXz8Jnl1HP2JsYaeL+6/QVM330ePrMsmE+sYQ2K5f1owkZGzFD6Nnj2L7iiUNz+An7dNTKqowdAorUD5f7tEcfYtCRObz4TIOTmoS5IKdlZNoFNxR/hNgpJsXeiU+ptJNnb1n7w/whej4+vnvqeSe9Ppzg3kJNePQrriLXT/YTOPPrtXSHR4JL8Uq7rehelBWXBiKsj1s5F95/NxQ8Enupd0PA6CveFPylr3K4hH617Jeq6Xrv5A6Z9eqClsdVmIblBEu+terFW54P9vHPXp0x6d1pwDpvTRkbzery5+Jk6FX6NOf9F5kTJ2RVC8FPpZzhja0+xeeLCl5j97cKIr+u3uR8iNI1vX/qZXz+eibvCQ3L9RDJb1mfYxYPpf0YvdD16ykR+VgH3nfwE2dtzw/yEdYtO47aZvLfqxeDfxYcPfMEPr06u1XsYAi4g1z0/mjNuOrnWsf+LCCGWSinDoicqEvw34PL6wgQwBPJM3/p1Ae/fcB4QaEd87xdT2JgVeETUskEqz14yghb1D0Sw2jdKZ9GW3WEFYKaUjJ2znK8XrMKqa/gNk0fOO5Hz+3fhq3krsVXZo7XNTA9Lm9jPK5Pm8Pns5fgMM8TZwWcYbM0p4JVJc3no3PC2kUeSDo3qE2O31tpi+GA27s0L/rvM5Yn4xenxG+wuKOaLOct58efZwSYhn81aTodG9fjivxdh0QOPvTs2bsB715/DCz/PYePePFLjYrjmhN5MWLKOdXtya/RKrg0B3HLKgLDtW7MLWLZ9b0gUWxLIJf56/ipujnDMsYJdT6J5QmQ/4H8bcdamaFgxIzTY2I8unLRMvPDAz5qDhnHhf3cOSyrDGo9jfeE75FTOx6Yn4DMrcPlDvb9N6WVf5e/4jDKses3dJaWUlHo3Y2KQZGsT0VO4JnaVTYzoJ3wwZb6tmERuguA3K8iunMeq/Bco9+3ApiXTNvlKWiVeSql3K0WetcRY6pPu7BOWprKh6H02FX8cTJ3IdS1kVtaVHN9obK35y/8rPHrWc6yavS4st3c/VruFy//vAs67Y2TYvsS0BN5Z/jxfP/cjiyYvJyk9gfPuHBmM8Pp9foqyI6eK7duWU+O6bnn9atr1bsUPr02moqSSQef04cJ7z66zAAa4/vnRdOzflh/fmEJlmYuh5w/gjJtOxu60s+y31bx/71h2rdtDasMULntkFCddFtpopseJXaKK4B4ndq6TAAbYsGhLxPQOoQlydubTpF1DLr7/HI6/cCA71+6hYesGwVbTtZHWMJX3V7/EluXbWTFzDRPe+pWCvQHL0a7HdeDesf8N+X676smLadW9BU9f8mrEVtcHI6VkwFmh0fqK0krKiypIa5RSozj/X0aJ4L+B/LKKqBGNbbmBJgoen5/Rr39NUYUrKEA3ZuUx+o1vmPrQ1cTYA/ZZFw7sxldzV4aJ4P14/UZQpI357jd+umc0Vw3rzca9edRLiGN9Vi5XvvUNhWUuerVqxH9HDKRJWhILNu3ky7krojpC+AyTycs2/uUieEj75mQkJbArvyhiN7tINDrIW7dzkwYRzaxibFZa1U/luQmzwuZdtyeXu8dO4uUrDnwxdG/ekJcvP5280gqa10thS3Y+G/fm/ykBrAvBDSf3o3FaUti+7bmFWDQtTBp4/Qbr99Qtb+7fxv6nUH9Xbmelbx9bS8ZR6t1KiqMLLRLPw66n/C3n3k/zxFFsKfkKZHURLLCIGEx8NIk/nSbx4SIlEjGW+vSs92jw58k7Ikd5BBpes7RGEVzs2ci8vTfhMYsI3IJptE68jM5ptwFgSC8+oxS7nhwmjgO2dDsp8+2oahwSHRMvNi0ZrxlJUGkszL4z6AjiNYtYW/AmO0p/oNK/F9BAgkWLoVf9J6gf0y94/oMF8H4M6WF94Xt/SxT8n2bryh2snhNdAEOgm1tNUcPkeonc8MLl3PDC5WH7dItOQloCJXmlYfuSDuokFwkhBMMvH8rwy4fWOK62OQaf2y+spfDKWWt55Ixngte1b2sOr974PuWF5WS0bEBlmYvuwzpx8hVD+eDezyN6F+/dlsO6hZvo0K92/+rMlg3I2ZEXtt3vNUjNSMLv8/P0pa+x8OclWO1WvG4fSfUSaNe3NQPP7MOQUf2w2qI7pAghaN2jBa17tOC8O0ZSnFuCzWElNjG8wYwQguNG9cc0TV68+u2g1/H+RhxWuwWhaSAlN79xNWmZgc87d6WHl697hznf/YGma9idVm58+QpOvDR6h8r/VZQI/huolxBHtGSk1g3SAPht9RZcPl9IBHZ/JPDXFZs4u28nAOonxvHpzedz0Stf1ioSTdPkl+UbufqEPvRv05S3py7g4xlLcFVFpKet3My8DTv47s7L+P6PNWHd4arjNw1mr9vGhKXrEcAZvTowqF2zIypiLLrG2Fsu4K1fFzB5+UZMaVLu9kZ1uXBYLdx08oGWmB0b16dXy0Ys2bonGHm36ToNkgIewEaUPtQz126l3O0hzmGnwu3lns8ns3DzrmAEfVC7pnXo9xzAabNis+ic168zk5atJ7u4nNT4GG4a3p9R/SPnwDWvlxKxK6DNotO+Ue2FSP8mDNPN6oKX2Vk2AUN6SLF3oVv6/X/pY+si91rm7L0OQ/qQ+MhzL2FLyRcMa/Qlsda/r1V1jKU+gzPfZknuI1T69iKBdEcvWiZdhCndJNs7hbR2PlTSnb3YXf4L1fNxdeHAqadT6F4DSJLtHYJC1mdWsKtsIqvyX6iWq2yyueRTdOHAwM22kq+RSHRhp2PKzbRIHAXA5uLPWVf4JgIdQ3qqutjV9NkkqOfsz96K38Iiwibh1lomHsp8od6rhuli3r6bSLK1Y0DGG3jNYgSRChhNiiK4S/wvsnXFjlo/i+2xdhq2alDjmGgIIbj8/87nzVs/DivgKs4tYd2CjXTo//ennnx4/xdhwt5T6eGt2z8BwGLVEZrG5WMu4NMtr/N/5z7P6tkbQsbv25rDfcMf56P1r5DWsObagUseOpd1CzaGWJnZnTaGXjSQ2MRYPnvsa/6YuBSv2xfMx87bXUDe7gIWT1nOd69M5OXZY+qUwiGEILl+Uq3jjr9gIOkNUxj37I/s25ZL58HtOeHSwWxeug1N1xh0dp+Q63rhyjdZ8POSYP63p9LDKze8T2pmCt2H1S1P+38FJYL/BuxWC5cf14tPZy0JEZoOq4X/VD3m3ltUiieCpYzL6yOrMPTOu21mOh0b1w/ab0XDb5hBr94Kt5cPZywJOYcpJW6vjw9mLApL1aiOrmmkxsdy19jJQUuwWeu2c1qPdjw66sQajz1U4p127j1rKPeeNRSf32DIo+9QboRHLxxWC09ceDID2oZaQb121RmMnbWc7/5Yjd8wOKVbW645oQ+/rd4StVJaE4LcknLiHHYe/OpXFm7eFRJVn7lmKzXUuoXwzrVn06VpBhZd47bTBmGYJrpWs8NAywap9GyeydJqOcE2i86FA/5ckdbRxsLsu8hzLQ4WRBV6VjI762pObPItMZbD+4KujWV5Y0LsukzpwZQ+Vhe8RL8GL/4l54xGsr0z/Ru8itcoJN7WClstKQq1YUofe8qnkVM5H13EYBEODOkJpiXowkGLhPOZsmsEhukBJJqw06/BCzj0VH7PuhyfWRm1WG9D8fvownaga5v0sLrgJWx6Erqwsa7wzbAIbE3owkqb5NGAyZ6KX/7ElUtKvJtYlHMf/Rq8iBll/XHWxn/iHP8eMlrUr1EEa7pGTEIMA6K4E9SFU689kffuHhsmgv1ePx/e/yUv/v5/hz334bJzXVaN+wMFagYf3v8F3774M806NsIeYw/rEOf3GUx6fzqXP3ZBjfN1Pa4j9356C2/e+hEl+WVousYpVw3j+hdHA/Dz21OjRtvdFR52rd/DlA9n1Fqg5vX42LhoC1a7hTa9WqLV8h3SaVB7nhjUPmRb56qfd2/M4r17PqM0v4zOQzowf8KSsAJIT6WHr57+QYlgRe1IKflt9Ra+nLuCMreHk7q05uJB3WosGrvp5H4kxjj4aOZiispdtM5I4+4zj6Nzk8CXfsfG9bFbLCENJgBi7FY6NQlvWXndiX2549OJNYpXu9XC0Kq2yjvyCrHqGtVTbf2mZNm2LG44qR9/bN4dsXuc02Yl1m4jr7QiRES7vD4mLl3PhQO7Ruz4diSwWnTuGjmEZ378PXitmoAYu43xd1wSsdGEVde5algvrhoWmgN/fKeWiG/C+7VD4I67QVICJZVu5mzYHpb2UFcB3LVJA3pU6+JXmwDez6tXncnLE+fw46K1ePx+erZoxIPnHE9aQvhjsH8rZd6d5LmXhDkamNLL1uJxwUfvEIgYu40CHHoaunb4BZl+00Wpd2uEPQG7rr+TYs9G/si+C7eRDwhsehJ96z9PiqPjYc3nN13M2HMRFb4sJH4EOgIL9Zx9qfTvI8aSQYvEC1icc3/ITQCyknn7bibB1gKvWUrNnQ3MiF3bNhS+i0WLOyQBDBrtkq9HIMh1LTqUS42IxKDQsxJTemkcN4I95b+G2am1Sw5tr+w1SliZ/zxZFdOQ0qRBzEC6pt9PjCX8c/ZopqK0ksVTluP3GfQ+pRudBrWjXtM0sjbtC3Mm0HSN7sM6cccHN2Kz171ZSXXKiyqi2n9tXbXjsOf9M2S0qMfWFbWfW5qS4twSVuaVRHyo5/P4yNpUc2BpP4PP7cegc/pSVliOM94Rkt7gqqj578FT6eX3cfNqFMHzf1rMs5e/Hlx3TEIMT0y8j1bdanauiMSMcXN56eq38fsMDL/BzK/nRc0fztkZnubxv44SwYfBK5Pm8tW8FcGo7vacQn5esp5v7rgEZ5RcHyEElw7pzqVDuodsL6l0M3XlJkor3TRMSWBXfnEwEmiz6DROTaRL0wzyyypIiz8ghga3b84D5xzPiz/PwePz4/X7EUJgShlsq3xaj3ZBkV0vMS5iPqsAGqclcVLX1vy0ZB1Lt2Xh8vrQNYEQgv5tmnJaj3bszCuK6NrgMwzmrN/+l4lggHP7dSYjOYGPZixmX3EZvVs24roT+5KZknBI8yTGOLj99MG8+PPskO0WXePy43oQY7eyO78C/TCs4AQQ57TzypVnRNxfVO5i7OxlzN+4k/pJcYw+rkeIJR0EItv3n3089599/CGf/99CuW9HxC5wJj6KvYFHlFKarC18g60lXxF4ZSWtk0bTPvmGw0q90YSl6hF9+PvfooUW5kgpKXCvoNy3kwRbK5LtHY9Yuo/fdDFn77UhLZJdfhdz917PKU0nY9MP7f1c4FrBopwHcBkHvrglRpUwXMtpzaajCQvbS7+LmJ4gpUmRZz21tvaKgsvIxXpIAhiS7R2pHzOA37MuPwTxrBNI74i8ToGOzyyne/qD6MLJzrIfMKWBXU+ha9q9pDkPWFJJaTIr6yrKfbuCke99lXMo2rOW4U0m/G02cn+WhROX8sSFL6PpAiQYfoObXr2SF2Y8xotXv82SX1cgJTTr1Jhb37mOVt2a1ZiHWp0VM9fwxZPfkb0tl3Z9W3HZo+fTpF1DYhNj0K16WBQRoF7jtCN5iXXmijEX8sSFL4WkJ9REtKw2R6ydzoPbR94ZASEECanhT3G6Hd+JRZOXR33qCOCMj/4+27c9h6cueSXkelzlbu45cQzjst6LeBMjpWTHml143T5adW8edP1wV3p4+dp3QiLTXlfkolxN10Kuv7LMxccPfcX0z2fjqfRisekkpScy4uphnHvHyD91M3U0oUTwIZJfWsHnc5aHCEqP3yC7uIwJi9dxwcC6P7peuGkX//34J5DgNUwsmqBpejKlrkCjiCEdWrB5bx4njnkfEDROS+Tpi0+hQ6NAxOLsPp0Y2bMD+WUVJDgdbNqbx4Sl6zBMyWk92tG75QGRlZ4Qx6C2zZi7cUfI2u1WC1cf3xtd03jz6rOYv2knM9duJdFp58zeHWla5Tv8xZzlgUhyNSFt0fW/3DYNAjZo1dMeDocrhvakdYNUnvh+BvuKSkmKdXLNsD5cUtW8It5px6LpUIOP634cVgu9WjTEbrPSs0VDzu7TMeJrUVheyXkvfk5JhRuvYbB2Tw7zN+7k/rOP55yqXO//VYo9G9lZ+hOG9JDm7E2Raw1+M9waS8NKsr0DAJuKP2FryVchImlz8WdYtQRaJ11yyGvQhJWGcSeSVf5bSARaw4ZdT2XSjhOxaQk0iz+XXeU/U+7bRUBwCZLsbRmY8dYREUdZFdMxZbgQlxjsKf81mGNbHbe/gHLfLmKtjXDoKewpn8ragjeoNPYRTRia0k2JdzPJ9vZ4jeKwznJQlX8bMY/2YAS6sEcUrIm2NsRZm7Kz7KdaHSEg8Ho3jR/J2oLXowpgXTip7+xPuW8npb7t2PVkWiZczObiT/DJyJ7nunAQZ22EEDrd0u+lS9od+E0XVi0+7AYm1/UHLn92WO6zz6wgq3waTRMi38QeTZQVlfPEBS+FPXJ/67ZP6Dq0E49PuA+Py4PfZxyS+8J+Zn49jxevfisownJ25jJ/whJenvM4bXq04Oz/juD7VyaHpBPYY+yMfuz8P3dhh0m/03ty54c38d7dn1GQVXhYtpUAsYmxnHjZkD+9nhteuoK18zbirnTj94b/XThi7Yy8cXjU43/9eGbEphmGz2DR5GUMOrtvyPad63bzyJnPUphdjKZp6BaNe8f+l76n9mDd/I1RG2oITQRdLjRN4Ii1c/EDARce0zS547hH2L5mF2ZV5N/n8eEqc/P5E9+xdNoqnv/t0f+JhjVKBB8iK3fuw6rrYVFVt8/PnA076iyCvX4/d3w6MSRH2DBhd0EJz14ygiEdmjPiqY/IKS4PFsttyynkqrfGM+WBq4MewhZdo0FS4G60W/NMujWP3try6UtGMGb8dKat3owQgjiHjQfPGRY8RtMEg9o1i9jA4+SubXhl0tyw7QIY3rV18Ofs4jJenTyXuRt2EGOzceHArow+rkedUwIgkMv88e9LGDdvJRVuDx0bN+Cs3h04vlPLIyK4B7ZrxpQHQttsVri9PPz1VGat24ZRrUAtEIsMx+3zs3T7XuwWnVH9Okdd28czl1Bc4QopZHT7/Dz70++c3rMdNoulKn/bS7zD/j/xwWJKP/P33kKu+4Al0Y6y76OMFmjCFrQF21T8WcTH75uKPzksEQzQLf1BKv3ZFHvWI7BgSC8SsypNwsBjFLC68KX9qw8eV+RZx9rC1+iadm/YnKXerWwrGY/Ln0uD2EE0iTsVXYtus+TxF0R0TjCkG7c//DGkKf0sz3uc3eW/oAkbhunBrifhNUqjWowdmNNDuXc7yfb2pDl7VQnZ0JsPXTiJtzavisCHR4o1Yadd0tU49HqsLHgmLM2gU+qtOCzpZFVMx19DTvGB+aw0jR/JusK3oowQdE69neYJ54X8DUgp2VT8YdR5e9R7JMStQhNWbHrkKFWZdxtmmDMHGNJFiXdTjes/Wpj34+KIwsbwGcz4cg6jHz0fu9OO/TDu20zT5K1bPw6JQkoJXpeX//a7nwe+vI0rxlyIQPD9q5Mw/AYx8U6ufuaSMHH2d3L8BQMZev4AKksruar9bRRmFx/yHPWapOGM4M0fjdzd+cwevwCfx0+/kT1p3qkJAI1aZ/Dhupf56Y1fWDptJZuWbguxVEtMS6DHiV2izlucWxKWzgKB301pQXnINr/Pz13D/o+Saikej496kffXvITNacPnifx36YxzkNmqAUXZxXQe3J7Lx1xIZsvAk+OPHvwyaoqJ1+Vl45KtrJm74ZAi50crSgQfIqlxMcgIkkjXBA6rzi0f/sSy7VkkxTq5elhvzu4T+XHq0m1ZIU4Q+3F5ffy4eC0WXaOk0h02psLj466xk3j/+nMPuYNbjN3KM5eO4BHPCZS6PNRLiKvzHGkJsbww+jTuHjsZrep6JJIXLjst2IWtpNLNBS9/QUmFG0NKiivcvPXrAjbuzeOZS+repeahr37ltzVbgjnAi7bsZtGW3dgtOneOHMJFg7od0nXXhTs+m8iSLXvwHmQ9pwlBZnI8fVo3Zva6HZRUusOs6VxeHy6vj9s++Zmf7rmcWIeNnJJyGqUkElP1uGjO+h0RnTwEgs1785m2ejNfVtneJcc6ueeM4ziuYwtemTSXHxevxesz6NWyEQ+eOyykI+DRzPLcJ0IEcE2kOXrSLf0+AJblPonPLIk4zmtE9iitC1YtluMafkSJZzPlvt3kVM5nV9mEsIhgdUzpZWfZxDARvLtsGkvzHq4SVCa5roVsKf6C4xuNDUmx8JsussqnUerbhoYdTVgxZOiXkkXEkOoMTZMC2FD0AXvKpwa6qlWJZ7dR95y9ZXmPk2BrQ4q9C/Vj+le1Kw4IYV04SXf2oVvafczKuhKfWYohfejCSqylKYMavoVNSwx+dtktSawvfJdK/z4S7W3pmHIzKY7AU4wTGn/DpqKPyHMtwarFUeLdFDHSa9dT0DUHTks9vN7isP2asNE0/oywz0sTH/4okWOBhczYoXV+TeJtzdGENUwI68JJgq11lKOOLnxub1j3NQDDMMKKvQ6VkrxSKkojd7Q0/CbPXfEGzTo14conLuKyR0dRWeYiLikWTdPI3ZVH1pZsGrdrGLTiioSUEle5G0esvdZiL6/Hx/Lpq3D/P3tnHSdV/X//5713ert3WZbu7hIklBCQMDCxu7uwu/ODBaICihIiSINIdzcLLLDdPX3j98csw87OzAbqJ35fz+Ph4yF3bs/dO+f9ep/XOVYnXYd2JDLO14ptzQ8b+O75n8jPKCQ+JZbb3riOjze/zrs3/4uj21JRFRVJr0PTtDojiU/sSaO8qCKgxKEmVs9az8f3fI2maqiKyg+vz2f8A6O48x1PLHt0YhS3vn4dZYXlpB1Mx10tta8kr5Rvp8zh3o9uCbjv3qO68/uPm3BU+j7zqqLRbahv78Culftx2l1+1W9FUVgxYy03vTwpqP7XYXPy/tqX/WYLTu49zfwPltR6/bLTzbEdJ/8hwf8X0bVZEtGhFhyuch+CKokiG46exuGS0YByu5O3f/2DrOIyHrzsIr/91DZlo2kaOSXlAV90ALvTMvlqzXbuHdEv4Od1wWI0eH2HG4LBHVqw/pW72XkyAwSBPq1SMOnPP0Jztx7A6nChVLs4h1tm9YETPDBqAI1javeSBMguLmfNwRMB/YqdssKHSzbSPjnep+K982QGi3d5ZCCje7TjorZNG1RNzS4uZ/cpXwIMHpLfISWBVyaNoKTSznfrd7NszzHyyyr9BieyovLgjEWcKShBL0koqsptw3pxz/B+xISZORXAS15WFOZuPcCyvce9hL+g3MoLP6+ieXwUp/KKvTMO20+mc/0nc/jt6VuICWv4FOe/E27VSnrl0nqtqxNC6Bz7KAYxkjUZV/voZWvCIP75AUCEsTURxtacKJ1Za2BFdciqjf2F79E8/ErCDS0otO9lZ/7TVJ8fUDQ7VjmLU2U/0zbqVgBs7mz+yLoJWbWhaHZEzICCKBi9mmhJMBFhbEe82b+Kllb2cwObznyhaC6Ol0ynT+Lb9E14l4zK5Zwp/xWApuHjaRI6GkGQGNl0MTnWjZQ4DxGmb05K6Bg/cpIUMpikkMAeohZdAt3inq26V3aWnhkWYC3Jq81tF3Unu/Jf8KssNw2bELABUhIMWHRJ2GR/F4BQfRM2ZN1OuesUIfoUOkTf7/UODoR4cz/MukQfTTCI6MQQGocGn6L+b0Lvy7rz5ePf+y03mY0MGH/hzg8AlnBzQJ/1c5BdMku/Xs29H96CTq8jPDoMl8PFG9d9zK6V+zy+uE43gycN4Inp9/ok0oGHPE57ajblRRUYzQaufuJyrp9yZUAyfGTrcaaMeQtV9SRzKm6Z29+6niseHktBZhEvTniHk3vOW+flnS3gw7u+5LFp9/DRhtc8ZF7T0Bl0fHz316yftxVJJ+K0OQP+/oqigKseIU3lRRV8fPdXPnHUiqywaOpKBl7Rj/Z9PYMpTdNYPWuDDwEGcDncrJixNiAJtlsdlBaUERJuRnbJPsl9I28Z6q3UnkNpQTlaAGtN2aVwZGsqgiAQEmGhssQa4HrFgAR58RcrUYPkEJyD3qQnOjGCgxuPIogC7fu29vuu/1fwDwluIARBYPo9V/LgjMVkFJYiiSKCAO2T49mdluVTI7a7ZL5fv4fbhvYmxORLOnu2COxNajboGd+7I4mRwWNyFVXjq9Xb2Jp6llFd23JFv04+ZPTvhNmg5+IOgWNrq0f+VodBkjieXVAvEpyaU4BeJwUN7XC6ZeZs3uclwe8v3sDcrfu9g481B08yvEsrXr92ZJ1EOLekgncXr2f9kbSATYOaBpmFnqpkVKiZR8cMxKyX+HrNDtQadhGyqnIqtwhF07z7mrF2F0mRYdw8pBcH0nNxVJO+6CSR9snxPgT4HBxumaNZvhU/TQOXW+az5ZuxOl0UVdgY1qkVV/Tt5K04/7fA6s4KKiGpCQ0ZvRDCybLZyGplrVPqbq2crMo1JIf+eUu+UH0Kxc6DBKr++kMlrexnzpQvoHP0Exwsep9AV6dqTrKsq70keG/BG7iUEm9TmoodEInQtQVBRUOladjltIi4xi/9DMCtVvotaxhUylwnABAEqSqEY6zfWqXOVA4WvY+zqtJ+rGQafRPfuyDfZp1opl3UXRwr+boayRXRCSbaRd0BQHLopTiUIo4UT0XV3GhoNAm7nC6xjwXdb9fYp9iR93S1fQqI6LC6M6lwpwHgcpaxLfdResW/HjBhz3MfRAYnz2B/4btkWdegaQqJloF0jXv2f6YpLrFZPNc/dwVz3l6I2+FG0zSMFiNDrrmIDv3rDnuoDUazkUsnD2bVd38EnJJXZNUvNvmrJ2aya9V+H1/ctT9uJOdULg9/fifNO3t6OTb/uoNP7v3aK7WwVdj56Z1FaBpMftFXD+9yupky5i0qS33J24wpc2jdsxVvXPshRdn+M0NOm4sZz81h2HWDfCqcT898kAc+u43SgnJ++WQZy6at8RLMc4htHENMUt0D7e1L91QRvprk1sXaHzd6STAQsIEQwOnwl0XlpxfwQN/nsFfacVid6Iw6dAaJjhe1Y+KDoxkwvrffNp0HtUMN4qF/ePNxXr3qg4DpdgBN2iUTHu1f9S7OKam1SCcIAqIo8q8HZ6BWEXBJL/HygifpcnGH4Bv+l6L+Qs3/4ygst3I4Iw+b00VydAS/PDGZeY/fyBd3jue5icM4llUQUN6gqirphaV+y416He9NHo1Jr8OokxAEMBt0DO7QnKEdW9IxJZEezYOb+Cuqxt7T2Xy0dCO3/Gsu7j+RZPZXoUV8tDd6uDoUVSW5nk4OKTGRQYMxwEM9iio903Wn84v5act+7FUEGDzyhNUHTnAgPbfW45TbHFzx/ixWHzgRNAVOL4n0rGoudMky901byLTfdwYNKVFqfP8Ot8z033dycfvm3D+iPya9jlCTAaNeR8fGCTx3RcNcIJyywsIdh1m5L5WdpzL5ZNkmrv34R2zO+nVF/zuQa93E+sxbg3q21kSovimhhqZVvsG1V2FUzUVqqW8FTNM0Sp3HKHYcCKj1DIbWkZORhJqzIToEJETBvxqpoaBoTvYXvYNaC3HWi2FV5+WRSPi7MqhUyqe5JOUnLk2ZG+Q8PIg2/Vm/TrFOIutSKtiUfTc2OQdFc6BoDqxyBhuz7wrYwFgftI26lZ7xrxJhaItRiiE55FKGNf6BEP35Rt2WEdcwptnvDE/5hbHN/qB73HOIQvDBXFLIxVyU9C9iTb0xSfEkWi7Com/kZ7WnaA4OFtXu+2yQIuid8AYTWmxnYstd9E/62M8eza1aKXOm4lKCz0z83bCWWUk/loXT7i9xuOH5q/hg3auMu38UY+4azmuLn+GxaQ13T9E0DbvVgVKt8nf/p7fRf1yvgOubQoz0GX3ebUNVVVZ8+4dfSp0qqxzefJwH+z3HvA8WA/D9Sz/7OTg4bU7mf/CbX0Vy75oDXoJVHW6Hm+9f+ilg6ts55GcUBlweEhFCcqskbn55ErHJ0ZhCPH/neqMec6iJp79/oH73L8gqmqpxaPMx77UIgkCni9pRc5eCINBtqH9D9Kf3T6essByH1fN9y04ZVdEIiwzlogl9Ap5bcqskht88GIPZ/2/H7XSzfenuoJ7F91T5GtdE3zE9MVkC97foDDqadmiM2yVTWWrFVm7HVm6noqiSKWP9By3/C/inElwH7C43z/64go1HT6PXSSiKyu3DenP38L7sP5PNq/PW4KqFtLkVldScwoCpX4PaN2f5lNtYsfc4FQ4XA9o2pUuTRO/D/q/bx3ua48qCV4Qcbpm0/GJW7E/l8p7++pytqWeZtmYH2SXldGvWiHtH9PM6PvzVuHZgV+ZtO+BDYvWSSMvEGNol1y/1rGViDB1TEth/JidggppJr+OSTq0A2HzsTEAbGodLZt3hNLo2DZ689cA3v1LhCK6fEwUBs0HPzUN6AvDlqu3sOJURkDAbdBJuWQlY+Sy2eojELUN7cXX/LqTmFBATFkKT2EjcitKghkHAZ6DlcMtkl5Qzb9tBbh7cs0H7+TvgkAvZnvckCvWbwjfrEumf+BEAFl0jSpxHqKt+7FSKvf9f5kxlS+7DuJQyBEQEQaRX/BskhQzy286lVHCs5GsyK1chCXqahU+kT8Lb7C14E5daBppKQshAukQ/Trb1d46Xfo9LLfbbD4AWhKyL6L3NfR4E6cquZ+2ha+xTrM28EWo4LwhISILJ8+wLGm0ibsIm55JpremRa6Bt1O21HiOzckVAZwdVc5Nt/d2vcuxWrWRULKPcdYpIY1sah44KWEFtHDqcxqHDaz22KOgblI4Xa+7Jxclfe//966nAU/82ORdVc/uQalWTybauJce6AaMURbPwiYQb/Ge0NE3lUNEnnCr/GRGdJ8Y6dCzd4p5FFP49P5dul5vP7p/Omtkb0RkkNFXjumcnct2zV/gQoba9WtK2V8ta91VRUklxTgmJzeP9Esq2LNrJ1EdmUJRVjN6oZ9x9I7ntjesxGPW8OO8J/vXgN6yYsdZLooxmA8mtkxg8aYB3H6qi+k33V4fT7uK7F35iyDUXBfWgdTvdWMttPlVJh9UZ8N2uqhrFOaVeohgIdVm1hURa+Gz7W2z5dScHNhwmuVUSl90+LGBSnN3qYOP8beSnF9KmV0t6jexK3zE9+PjuwL/5J/ec5u3JnzJlzqMAPPT5nTx80RTcThm3043BpMdgMnD/J7f6bKdpGjtX7POr6qqKyralu2u9noc/vwvZqbDq+3V+9yxQNR88TXH2ysD3cPhNg1k0dQU5aXnewY3RYmDs3SO4+olxbFywjWlPz/bfUNPYMG8ro+/8a8Oz/m78Q4LrwCvz1rDx6Gmf9LAZa3ciCDBtzY5aCfA5LNp1mPG9A08TxIaFcOPFPQJ+ptdJvHPjZdzz9cJaQzHsLjfrD6f5keDfdh3l1flrvNvmlFSw7vApfnz4elokBG9cuFCkxETy5Z1X8OLPq8gu8aTcXdy+Oa9c49HauWWFzOIyokMtRFj8u+iPZeVzNKuA24b24rfdR1m1P5XqMzkmvY7k6Agm9PE0B5gN+ioSWdO2TSS0FolAWl4R+88GrhQLQKjJwOCOLXhg1AASIjyylAXbD+IM8kK5b2Q/fti4j4Jy/1GwAFz/yRzG9mjPVf070b1adV8vSdw3sh+fLd9SZ2JfMDjdMmsPnvyvIMGZlSvRtMB/DzohFIMUiVupIESfTMuI62gSNsb7o9468iZybRtr1cAKSMSbPRHZiuZiY/ZdHgJ7Dhpsy32URMsgYs09aRo2HoMUhqK5WJd1IzZ3jrfafKxkGrGmXlzWdAUOpQBJMFPuSuV0xQL0YphH++sIRIIFH01vdTQOHUWSZYhnLUEkKWQwOdYNPhIPAT3JNbSnmqbiVIrRi6F+7hIeT+WaJFhHp5hHCDM0I8bUDVHQoWkKlpJGnCr7EbdaQaSxPV1jnybcUDtJcsgFAe+5qrmw13CssLqz+CNzclXF2I4kmDlS/DlDGs/+jwRN6MUwnAEGKnoxFKHaT5uqudmYfRelzuMomh0BidPl8+gR9xIpYZ6G3SLHPg4VfUax41DVIEfzOnBkVC7DIEXSKebBf8t1ff3kLNb+uAm30+2dTp/z1kJiGkUz8pb6zR65nG4+uvsr1v+8BZ1Bh6aq3PD8lVz79EQADm486uNFq8hOFk1dgcPm5MHPPLKV+z+9jR6XdmHR5yuwV9gZcs1FjL7zUh9/WJ1eR/MuTUjbfzbouQiiyI5le2jWqQlHthz3+9wcbiY00jcQqNuwTgEb2UwhRnoO70JBZpFf4xiA3qjj1jeuC3gesltm+jOzWfzFKmSnTGhUCHe8cyOjbw8snUk/lsWjF7+Ay+7GYXNgNBmISozk2R8e4r5Pb+Hju74OuN3GBdsozC4mtlE0zTqm8O2xT/jhjV84uOEITdolc8c7N5LYzL8oJEpiQGlDXVpbQRDoOqQjG+ZvxV7jngiix0c60IAiMj7w7KzJYuSzrW+w5KvVbFywjbDoUMbffxl9LvM071YUVwYc+LidMuXFf1bC9e/HPyS4FticroDT5Xa3R+sbbBq9JsrqSJCpDT1bNGbaPVfy6bLNHMnKw+6U/WQXkiAQW6NZat/pLJ7/aaXPuqqmYXfJfLZiMx/dfPkFn1N1qKrGiVzP9FObpFh6tEjmt2duodTqwKjXefWqc7cc4MMlG9E0DVlVGdqxJa9dOwKzQY9LlnloxmJ2p2UhCAKCAAkRoayYcgcncwr5eesByu0ORnVty4Q+Hb2BJJd2ac3bv67zOydRFLmse7ug57ztREbQ5g9JFPn8jonIqsqnyzZT6XAxsluboCRVEgVuGNSD5nHRPP3Dcr/1yu1ODqbnciKnkBX7jvPt/Vf7VH9vGtyTqBAzX63ZQWZRKUoQ/VazuChySysCnkdUyH+HltGllAWUNAjoaBd9J20iA0+/AUSbOtEz7hX2Fb6JormqfG01738ienRiCO2iPelfebbNqJr/vdBQyLGtI9++jWPF3zCs8UyKnAewywU+56ZoTgoduyl1HSXS0I4deU+Ta9tc1cDmeb5EDDWm24Wq9DoDNne2d38iemJMPemV8KrPuXSLfY4y5wmcSpHXecGiT6JzzHnta3rFMg4Uvl+V5qbRNPRyusY9jSjoyQ16jTJutZw48/kpa0GQaB99F+2j7wp6j8ucqRwrmU656yQRxra0i7qDGHM3dGUW3zQ5PE4NMaZuPsv2FrxRNehQq+6hHUVxcaDwPfolvk+p8xhFjr0YpViSLBf/qZS/unCydE5V0p0vJMFE64ibfSqm6RVLKHUe85J9j7RFYU/BaySFDKHMlcqm7HuDDsA89nzfUu46Sfuou4i6wHQ/gNMHz/LVEzM5vDWV8OhQrnpsLBMeHO09X7fLzbLpv/vJCxxWJz+9/Wu9SfDUh2ZU2XedJ9KzX1tAfEosw64fxKxX5waQJrhY8c1abn/zBixhZgRBYMD43gG1qNXx8Od38vSI14JWZ0VRQG/Uc8dbN/DsZa/7HNdoMXLbG9f5NcZFxIZz+1vXM+O5ObidblRV84ZZ3PrGdWz8ZTsuu8uHNIqSSN+xPdm9aj9Oq5NhNwzymdb/+J6vWTNrvTfxrqK4ko/u/JKTe9J4aKpvqiDAWzd+QkVRpZdAOu0uck/n89jgl0hp28jHZ7c6NA2yUnOIbRSNpmnMfm0+K7/9AwSB3DP57Fq1n3dWvUDb3q282wiCwKAr+7Fx/laf6q3OoGPIpP613n+AARN68+kD0/2W6/QSgiD4NPGJokBkQgTt+wXXj5tDzVz9+DiuftzfN7v7sE7MfW+R3/etM+joPux/z/f+HxJcCyocrqAaIYfLXa/GH4NO4pLOrepesRZ0a9aIGfddjayojHh9OoXlVp9j63USV/c/7zuYU1LOnV/9ElijrHm0xH8F9p3J5qEZiyizOVE1DUkUuOuSPtw7sr/Xxxhgw9HTvLd4vQ+BW3f4FM//tJIPbhrL9N93sistyyeSOaOwjCdmLqHEaievrNKrD+vRopFXWhFhMfHhzWN5fOZSr22boqq8Mml4rWlyoUYDep0YsNIQGWJi56kMpq3ZgcPt0RrvPJWJUSfhENzUfOe1S47HpNcxrHMrvr77Cr5es4OTuYXkl1n9pAvHswvYcOQ0Qzv5Vucu79WBy3t14Hh2ATd++pPPfRIFgcSIUH598iYmvDeT9MJSn/2a9DquH+Rvr/WfQLylPyfKZvv50YqCLqD7QU00DhtBo9BhWN1ZGKQwKl3ppJZ+j03OJs7cl9aRkzHrPMmETqWk1oAGRXOg4GBlxjiMYozfOYHH/aPEcQSbO8dLgIFqZFlCFAyI6NA0EEU9baJuJtEyiNNl88i0rkQUDDQPv9JHBuGphguYdDGMaLKQXNtmbwJdvLmvtwkuz7aNvQWv+ZCvs5VLUJHpGf8yOsEcuBIs6PyS7upCoX0vm3PuqxpcqFS4z5JjXcfApC+JMLal1HkEpZpjRYypmw8J1jSVAvt2/BsJFXKsG9iW+zi51s3eeycg0DHmQVpH3PSX+17Lqo3DxZ8GbKKMMnb0NiaeQ0blioAEV0Ck2HGAoz5NfMGgkWvbSIF9BwOSPvMZgNQXWSdzePii573VOkelg2+em0Pe2ULu+eBmzzKrM2ijU0leacDlLqeb0rxSIhMiMRj1OO1O1sxa70N8wKO//fGthQy7fhCZQeKBJZ1EcU4JlloSzWqiQ/+2fLH7Xb59fg4bf9nuRwxVRaX/uF6ERYXyxtLnmP7MD5w5nEFc4xhufnmSj7yiOq54eCydBrZn+Te/Yyu3M+jKfvQf1wtJkvjXtjf510Mz2L50D6Io0GVIRw5vOsaOpXtwOdxsXLCNH9/8hak73yYiNpzy4grW/rAxYOTz0q9WM/Gh0aS0PT9LV1pQxtlDGQErqIpbIfN4TvBEOE2jUSuPi8OWRTtZPdP/u3hh/DvMyfgSSTpf5X3g09s4te80BRlFyG4FnV4isXk893x4S+DjVENIuIXXFj3Ny1e85z0vRVZ4csb9qKrGx/d8VbVMJalFPK8tfibg32V+RiHLpq0h+2QuXQZ35JIbB2EO8Z2d6nhRO3oO78ru1fu9RNgUYqTf5b18iP3/Cv4hwbUgLiyEUKPBh5yBh5i0SowhLa84qIsBeJrfYsMsflHJDUW53cHUFVtZse84qqoRYjKgqBqiIKCh8fLVl9Iy8byeac7m/ci1WJzEhYcE/ay+KLM5uPPLBT6ETVE1vli9HUEQuHfk+dHr9N93+FUwnbLCusNplNkcLNh20O8ey6rq19y293Q2kz78gfaN4/ngprE0jolgUPvmrH/lbrampqOqKv3aNKk1UOO3XUd5Z9E6HAEIsCgIvHvDaO6ZvtCnym93uVE1DbPBgKyqON0yeklEEkUuatuUbanp9GmVQvfmyXxx50R+2ryf939b7yefsLncbDuR7keCz6FtozhevvpSXluwFgRP00liZBhTb5+AJIl8cedE7v76FwrLrYiigFtWePCyAfRplRL0ev+diDF1I8EygDzbFh8/2uTQ4fV2GhAFHWEGTze50RxNf3O3gOvFmXoG9OsOBKdaFPhYSFh0CZwp/zUgSdYJJrrGPo1TKSK19DtUzc3hos84WPQRnaIfYlTTZT7rV7rOsrfgDQocuxGRSA4dTtfYZ0gKCZxCdaxkmh/5UjUnGZXL6RL7BI1DR3C4+FO/7QQgOaR2vW1N7C98u8axVBTNwYGi97k4+RvSSn/ibOVvgEizsAm0iLiqxo+kgKePOhBB06oIsLPaEjhU9AkVrtP0jH+5QedaGxTVwd6CN7yE3e9zzeHntKETgg0YNCTR1ICQDA1Fc7C/8F0uTZlb/5Ouwk9vLfRrUnLanPz2xUpufOEqQiNDCI0MITIunMIsf5lHddcB8Exxz3xlLvM/+A1NA0GAq58Yx9i7hwf9yyipCpFo3aMFhZlFfi4AmqYRl+Kvja0Ljds04oW5j/PLp0uZ/swPSJKIIAioispzPz5CWJRHVtZ1cEc+2/pmvffbpmdL2vT0f1/GJsfw8oInvf++o9OjPlIAh9WJ7Crm+5d+5qGpd1KQUYRfh1oVVFXj2+d/QhQFYhvHMOauSwmLDu7OBB5pRTB0HdKRuMaee7hs2pqAFXKn1cnxHSfp0P/8ezE8JoxpBz9kz5qDZBzLommHxnQb1imgfZzslvn9h42smb0Bg1HP6DsvZcD43szNnc7+Pw4huxW6De3oDf8YeEUfTu07Q0iExYfsV8ehTUd59rI3UNwKbpfM1t928fM7vzJ159s+3smCIPDCvMdY//MWVn6/DlEQGHnrUC6+uu6K9X8j/iHBtUAUBaZcOYznflzhJXGS6GmYeu3akTw9exnphWU+AQqiAM3jo4kJC2FQ+2ZcVUuSWH3gVhQmf/ozGUXnj6OXRJrERjLlimF0aZqEsYY92um8YuQg0+p6SeKuS/98ss/KfceDykGmr93JbcN6e88rrzSwTkgnihRX2uotKwHPj+vRrAJu/XweK6bchiSKmA16hgUhltWx/US6j0b6HERBwKiXePuG0RTb7Ogl0e+cnG6Zizq1pGNKAr/tOkpGYSmyIjNj7U5mb9hLYmQY390/iahQM1GhZnSiiLNGpdKgk+ocgIzp2Z7hXVtzJCOfULOBlgkxXjLSOCaCJc/cwpHMfMpsDjo3SSTM3LBnS1FVREH4W1LpBEGgb8K7ZFl/J71iMSDRLHy8VydbH2ia4pP+FQyhhqY0CR1LRuWygAS2znNFRC+Gk2AZwNmK34KuZ5SiOVz8L1/tMXC4+DOiTB2JMXkSIl1KOX9k3VTlc6yhonpCMlynGNZ4TsD7bXP7+956zk2HUy4i1NCUXvFvsSv/OQQ890RDoXfCW5h0MVS60zlU9CkF9l0YxHBaR072S1sDD7EJRvRKnUeRBAOto26idVRwuYogCCSHXEKWda1PY6CAHr1o8bs/VUcmo3I5bSJvJszQPOi+HXIxZysWUek+S4ypa9BmO03T2JzzIEWO/QRroKxwnWHZmRHEmfvQIfo+QvSNaBFxNfn27X7PiU4MIdrYGYsukXLXyaDnVxPlrpNomtbgv6FjO04GrPLqjXqyTuTQtncrBEHgvk9u452bPvXKBgRRwGg2cPvbvmmJ8z/8jfnv/4ajWkDGvPcWYwkzExphocTh+50IAnQc4CFdN708id2rD/hFH1/z1Hi/BrqG4IqHxjD46gHsWLYHnUFH/8t7+el9LwSZqdnsWrkfU6iJgRP7+OyzrLCcrJP+PR6yW2HTwh08NPVOklokBK2wA2z9bReyS0bSSSz5chXPzXmEZp2acHLv6eAVX8FD/rNSz1eFe43syiu/ng/WCeY7LLtldq7YR/MuTTGHmHDYnBzZchyjxUiPSzvTa0Tw5FlVVXluzJsc3ZrqJdgHNhzh0smDefjzO+k9yr/opjfoadcneBiMpmm8fdNnPoTdYXVS6C7mhzcWcG+NarQkSQy7fhDDrvdvQv5fwz8kuA4M79KauLAQpq/dQXphGT1bJHPHJb1Jjo7gx4evY+7WA6zadwJZVejRojE3DupeLz/c+mL94TRySyt8iLZbUckpqUBRNT8CDNAhJYHNxwOnlN08uAfDu/z5ZKSiCltAuQV4/qBySyu8LhQ9WySTu6fCb31BEGgcHcHQTi1ZvOuoX1xxMGiaRoXdyfYTGQxo27Te5zwtQEUaPCR48VO3kBgVxuZjZwJuK1bprtcdTiO9sMQri5BVDdnlJr2olFfmrebjW8cxpEMLdJK/j6QoCFzey9Mg6XTLLNt7nPVHThEbFso1A7rQOsnT1WzQ6YLGXwuCQMeUhjch7UnL4o2FazmRXYjZoOeai7ry4GUD0EsXbnDuIVfHsct5RBrbY9bFIwhivZwBau7nVNkcjpVMw6WWYtE1olPMozSuww+4e9wU4i19OV0+nzJnKm61olaJhCRYPFPomkaUqSO9499EECSaho8n17bJn0wLAqKoRw7g16toTtLK5nlJ8NmKxVWpbtU0+LipdKdT5NhHbIBEuGhTZ7KsBdSsrgqAuco1ITl0KAmW38m3bwc8YQ860YxNzmVt5g3IqhXQcKtlHCj8gEp3Ol1iH69xGQI6MTTgdZyzdKsPusY9Q5nrBHY5F1VTEASRUH0TVM0dhAR7UOjYE5QElzqPsSHrDlRkVM1JZuUqjpVMY2jj2Rgl3+bdEudhSpyHg7pzAMiaFVmxklG5nFzbRi5NmUeCZQAtI67jZNlsRHR4mhv1DEj6DEEQaR91D7vyn69RKRc5r0n3hV4Mu6BBZEr7ZM4eyfQjVS6Hm/imcd5/D7qiL+Exz/HD6wvIOZVHm94tmfzi1TTr6Dvj8/M7v/oQYPCkgM16bT63vXEt056a7SXSoih49LdvXg9Ay67N+OCPl/nqiZmc2JNGZHwE1z4zgdF3/PnO/pikKC4L0Gwmu2UqSqyER4c2KFhh2tOz+PWz5Z7rkET+9eA3vLLwSXoO9/zt6fTB93Wuic8camLItQP4ffbGgOud8wxWZAVFVnjv1ql8tP5VHh/2MpUllX6+8IIAnQa258P1r5J1MoeywnJadmuOsUYewKU3Xsyx7Sf8qsEuh5sFHy3hl0+WcuWjY5n3/mJESUTTNCxhZl5f8iytugX+m9m5Yh9Ht53wI6yrvvuDiQ+Npkm75KpjeJIFg9mdVUdBZhElef5/w7JLZuOC7X4k+P8n/EOC64FuzRvxr9sn+C23GA3cMqQXtwxpuD4MPD/++8/ksPVEOuFmIx0ax7PjZCagcUnnVrRKjOVwZh42l/9L3yUrHM3Kp1+bJj7L953O5rs/dvkRYINOYmC7Zjw8ZuAFnWtN9GzZGFEQghLh6qlm947sxx+HT2Fzur3rm/Q6Hh07EL1O4qHRF7Hl+FnK7Q7sLhmjTkKtqrQEqxKrmlardVwg5JT4N9KAR7ZS4XCSiCci2aDTYa0xgjfoJFonxbJk9zE/XTB4EuP+OJzG/G0HGdqxJd/cexUPzlhEmdWBIHgq8O/cOJqEiFDsLjc3fvoTGUWl2F0yoiCwaOdhXr1meK0NfQ1FbkkFMzfsZvuJDE7lFXmb7mwuN3M27aOowsYb1428oH07lWI2Zd9HpTsdQRBRNTdNw8bTLfaZgMEPteFE6UyOlnzpJSE2OZvd+S8gCcaAdmfnIAiCl3Cf87std6X5TMufgygYaRt1K83CJiAIOoxSpPezBPMAmoaN40zFr6Bp3kp0/8QPkVUHge3UNVxKqfdfZa4TQXWlle4zxJq7o6hOrHIWJikWgxRO++h7qrTIDs6RLUkw0z76Xh/vYJ1ooVGIb0PUidJZXgJ8DipOTpX9RNuo232uD6Bl+LWcLJvtl9LWKtK3ulgbjFIkl6bMo8C+gwr3GcINrYg19SS19DsOF/+LQFIJEX2tSX+78l9A1s67qiiaHbssc6ToC7rHT/FZt8x1nGAVYH+oyKqN1NLvaRN5Mw6lEJ1gQUAgKWQIXWOfRhKNKKoTgxRBy4gbOFO+AFm1Igg6WkXcgCQYOV76jd89ax1xYz3PwRfXPTORHUv3+EgiDGYDF03oQ1S8b+Gk6+COdB0cvAFP0zTKiwK//2xlNr56Yhbdh3XC7ZTJPZ1H+35tuPGFq3ymwtv2bsWH618NuI+/EqqqMvu1+cyr8gM2GPXc9MokrnhoTJ3b7l9/mMWfr/TT1L5y1fvMy52O0WwkJCKEzoPac2D9YR/Nr9FsYPRdl7Lvj0O8d+tUP021IAqeAUmAR0qRFVxONz+c+YJFU1cw86WfUVUN2SVjMOnRG/U89LmnmS65VRLJrQJb/V1ywyB+/3Gjh7TWcG44J9+Y9co83+UVDp4e/ho/ZX2F3uDvcrRr5b6AzhiCILD/j0OERFj44PYv2LPmAKDRrk9rHv/m3qAyCACDSR8weQ7AZGl4uuz/Ev4hwdWgaRpHMvOxudw0j49md5pn1H5R22Y+084ZhaUcSM8lPiKUns2TEcX6VQU0TeNAei5lVjudmyTx2oI1bDp2FofLjSgKXp2vIMC033dyxyW9SYmJxGzQY69BhI16nV8AhVtReGDGooCkeXT3trx0dcN0hNXPe/WBE/y0ZT82h5tR3dowaUAX2iXHcSQz32ddURAY16uDjwQkJSaSuY/dwJertrPrVCYJkaHceUkfBrX3jHRjw0JY/PTNLNl9lP1nc2gWF82Irq257fN5FFTYAvtFalqtPsDgcffIKCojMTKMCIuJHs2TySoq9wu1UDWNlNhIwENWv777Cu6ZthCHS0YA3KrKU+MHU1Rp8/seau7n3UXreXvhHzw7cSgrp9xOak4hsqLQtlG8N0hk7tYDpBeWeqvSqqbhcMu8PG8Nl3RuhUH35/8s0/KKueHTOTjccsDwEYdbZsW+4zw2dtAFxTDvyHuOctepqsqqZ1l6xW9EGtrTPGJivfejaQrHSqf7EUhFc7Aj72naRd1Ji/Cr0Eu1VywNUhhDG/9AifMge/JfpdKdXq3BTUQSjDQKGYZLLSdU71tREwSBbnHP0CJiEvm2bejFUBqFDEUvheFSKgI6Xni0zuerZlGG9mQJqwIS4XBDS1JLZ3K0+EsEBFRkGlmGkRI2mk7Rj5Br20CJ8zAmXSztou6sV3xvrnUjgX69NWTKnSeJs/gOzNtH341TKSK9cqnX9aJp2DjaRt7qt4/aIAgi8ZZ+xHM+mtijuQ38AyoKOhJDAg+8XUoZFa4zAa7BTbZ1Ld3xJcEhusZBPJZ1iIh+wRkaMvm27WRWrsCllHlnCTIql6OikGgexJ6Cl6Aq31AnhDIw6X2izV0QBT2apuJSy0krn4uIhIpC87Ar6vReDobWPVrwyq9P8el908k9m49Op+Oy24Zx1/vBZSjBIAgCKe0akX40sKTG7XCzb+1h7njnBiY+OPqCzvevws/v/Mrc9xZ7pRduh5tvn5tDSLjF63ZxrvG5pv511XfrfCQb5yAIAnvWHKT/5Z7n/OmZD/LY4BcpyStFUzU0TaPLxR3oNLAdz132ps8+REkkKj6Cq564nHU/b+H4Dn8pjKqomEJMmCxGrnlyPCNvGcLSr9eQuusULbs1Y+zdw4lOrNtvX6fX8faK59m5Yh+fPzyD7FN59bpnsltm96oD9Bvrb30ZGReO3qDDXSPxTtSJhERYeGTg8xRkFHoHBIe3HOf+vs/y6eY3/GYTzu8zgrZ9WnNky3Ef2YjRYuDye/834sQvFP+Q4Cqk5RVz3/SFlFTaUVQVp6xg1EnoJBFZ1XjtmhGM7NqGF35excp9x5GqCE1MqIUZ915NYtT5H2mrw8VPm/ez5uAJIiwmrh/UnWZxUdz11QJKKu2IooDD5UYQBG/F9lyVTq0amSqqJ23s+/uv9jgTuN3eJgZRELAY9Qzt6KuD3Xs6O2jamtXpDpjmVh+88+s6ftlx2EsAT+UVsWTPMb5/4GreW7SeRTs9UgZJErm6X2eeHD/Ybx8pMZG1Vh0tRgOTBnRl0oDzWqifH72Bz1ZsZtHOIz7WYWaDjqEdWwb1OtY0jc+Wb2bmhr3oRBG3ojCiS2tuGdqTNQdP+lSkzQYd943s542dVlWNxMgwVk65nYPpudhcbno0b0SoycjCHYcxBRiQVMe5z95a+Ad9WzehbaM4v3VW7U8NKMsQBIHDGXleL+GiChuCANGhDSep7y9ej9XhqrVuZtBJZBWXNZgEO5USiux7/LrzFc3BqfIfG0SC3aoNRQ1mTWXnaMlXpJXNZVjKHL/qZk0IgkC0qQtDG//A4eJ/cbZiEYrqIMbcE1BZm3mddzq8c8xjNI+4wmf7cEMLvwAFgxRGp+iHOVz8aVUzloYkmAgzNCcl7Dy5aBI2hqMlX6NqLm9KnIiBCENrrO4cjhZ/4UOQM60ryLKuQRKNaJpCz7hXaRxW/0Fqbel4drmQrMrVpJbOwqWUkmC5iHZRt9Mj/kU6xTyMVc4iRNcYg1S/FMfq0DSNjIplHC/9BodSRJSxM8XO/QHXFQUjgxp97VPV1jSNsxWLOVU2B6dcGlS+Ioq+FTBN04gz98aki8PqzvTZTicYPAmFfg+7h9y6VavP+ormIKNiOZmVK6okLB7Imo1teU8wutkqz9aCSJfYx2gffTd2ORezLhG9+Of0rT2Hd+X7E59hr7RjMBkaJAuoiXs/upUXLn8raCCCy+Hii0e+oyS3lFteuzZgg9XfDU3T+Pm9RX5E1mFzMvu1+fQd04PPHviGzb/uQFM1el7ahQc/v4PEZvEIgoDsloNG+FZPmYtJiuLbY5+wf91hsk7ksnv1frYv3cOu1fvRakgZVEWlssxKp4HtiUmK5p2bPvVzjYhvEkdK2/OStMi4CG6YcqXfOeSnF5B5IpeUto28zXA1IYoifUf34LcvVtabBGuqRkVJ4Er/8JsGM+ethQGPozfpKSss97see7mde3o8SY9Lu/DCz496G+aqY8qPD/PEsJcpzi31cBBFpd/YXoy7f1S9zvl/Ff+QYDzNQnd8Od/PeswpK173hxd+XkV2cRmr96d6llUtd7rLeWzmEn582GPQbXO6ufbjH8kpKfduuzstE4NeR4XdWeMPuvapPVlR2XI8nZkPXsOUOSs5muWpunZtmsQb141EX+MF6paVYA2wAWUFiqoye8Nefty0D6vTxYA2TXlkzEAfe7HsYk8iWfXtHW6Z9MJS1h48xcuTRvDS1cMptzuxGPR+5/RnEBsewiuTRvDkuMF898cuVuxLxajXcc2ALlzZL3ik7M9b9jN7w16cbtk7Mb5kzzGW7j1Gj+bJRFhMHErPJTY8hDsu6ePVSM/fdpBPlm3CVjVgmHxxD+4b0d9b6R/ZtTXvL15PfdqwVE1j5f5Ubh/m77EZFqRRUlU1LEYDp3KLeHr2MtLySwCP//I7N15Wa9Lf8ewC1h48iU4SGdWtLbvSsuqcOHbJCk2qKuANgazaPZKBAETMrTRMoqIXQ9CJIbiDaEpVzYlTKeZk6Ww6xjxQr31KopEusY97tbFbch4m37YNFZe3Wnig6D1C9I2It/SrbVcAtIq8jihTB9LK5uFWymgUegkpYaN9yJ1eCmNY49nsL3yPPPsWRPSkhI2hc8zDrMu6JWCFWENGVj0Did0FLxBl6kCIPpkc60bSyn/GrVbSOGQEzcOvQNZsVLhOY9EnY9ElYtEnYVf8m4EEJHLtG8mxrvUe83T5fLKsq7k0ZR5GKQqDdOE9C6ml33KsZLpXP51v3xx0XQkTEUZfL9L9hW9zpnwxai2pgqJgpFmYZ4BS5NjPvoK3KXMdRydYaBI2DqvuLPn2HYBGhLEtPeNe4VDRR37R25JgRCeGBAw2Ac3Peg48g4s821YfR4982zZSS7/HpZQQb+lPu6g7sMv5HC7+jDJnKhZdEu2j7wnqAhIIgUhIQ9FzeBd0Rl1QEgweEvrLJ8swhRi5/jl/Evd3YN8fh5gx5UfSj2WR2CwBW1ngN2ZRdjGPDnqBnNP5XrvKnSv3cVPLBzCY9Fw6+WIumtiXLYt2+mlqFbdC90t8fwNEUaT7sM6s+m4dO5bv9fojB4LT5uKpS16hTe+WAcdOvUZ0qVX37XK6eeuGT9ixbA96ox6X081F43vz9MwH0QXo0wEYdv0g9q87XGva3TnIboWuQwLLYeKbxDHlp0d568ZPkN0KslMGNFLaNuLo9hPIrsDPg+JW2Lf2EB/d/TXP/fCw3+exyTHMOPoJBzccpSCziDa9Wnr1xQCpu0+xZtZ63E6Zi6/uT7ehnf6WBut/N4SgnY9/I3r16qXt2rXr337c6kgvLOX79btJzS4kJtTC1tSzAWUE52DQSYRbTBQGSAUz6CSWP3cb8RGh/LhxHx8t3XjBCWDVoZdE7h81wEukKuxOREEgxBRYo2N3uRn80ld+lUqzQc8rk4ZzWffzdixFFTYenLGIo5n53nhiURAItxhZ9NTN3urjkt1HeW3B79gCvFAu696Wd2/8z061BcLI16eTXVIR8DNJFEiMDGPps7f6hFas3J/K83NW+nxvZr2Om4f24v5qdm8ncgp5avYyzhaUoKoaOp2IW1b9tNGiIHDP8L4+VnHnsP5IGk/OWoq92nSWIHiq5T8/cj0j3/jGM2Cq9lmkxcQDowYw449dFFbYaNsojicuH0T35sl8tGQjP2zah1tWEEUBSRDQ6yQqHYEz48Gjyb68Z3tevLrhjTCaprL87Cgcim+imICO5uFX0i3umQbt71TZHA4VfVqrV2uYvjnDm/zS4HN1yEWsSB/tU/E7hzhzHwY1+irgdh7v4E2Igp6kkCF1VqFrw9LTw3CqJbWuI6CnXdTtqJqbk2U/ekmmiBFJNHlCPAQDquYiwdyfRiFD2Vv4pt91iRhB0AIsN9A66mY6Rt93wdehqA6WnBlWbzeOCEM7LkmZ4/23Xc5nxdmxQRvbJMEICMSYejAg6WMq3en8kXmjz3MhCkYah4yke9yzqCjeyqxbtbIn/2VyrOsRBAmdaKFr7LMUOfaSVjY3gKewRM2kSc85WOgW+zRNwz0hAceKp3O8dEa1axaRMIGg+Ni0SYKJ7rFTaBI+1m+f9cX+9YeZ+94i8tML6T6sM5OeGk9so+DJnsd3nuThi6YE9L6tiZBICwuLvvvbScuuVft5eeK7vlZwnoK8Hxq1SqQkrxR7ReC/e4NJT/t+bYhpFOUhwjYnOr0OURR4/Jt7GXadf79ARUkl1ybf5achbijCY0JZUPBt0M+/eOw7lny12ifUxGg2cMUjY7jtjesDbqMoCi+Of4cDG47iqHSgM0ggCIRGhFBZavU255lCjEx48DJuf7N2vf6s1+Yz561ffNLb9EYdoij6WfFVh86gY2Hxd/VqmDuHac/M5tdPl+F2yWhVwSWDr+7P49/c9z9DhAVB2K1pml8D1182PyIIgiQIwl5BEJb8Vfv8u3AwPZerPpjNgm0H2Xcmmz+OnKqVAIOnKusOQmxFQfCSp/VH0/4SAgyed0frxBivM0SY2RiUAIOH7L52zQiMeh36KumD2aCnV8tkRnQ97wjxx6FTjHh9OgfTc70EGKoS5Zxuft5ywLssOtTTTFITOlH0Rgr/t6GkloQ+RdUotdr9XCA+X7nV73uzu2Vmrd/j41rROimWhU/exPIpt7PqhTv45YmbvPe6Ogw6Kagf8MXtm3PDwO4YdBIhRgMhRj0JEaF8fscEVh04gVtRfX4zNA0qHS7e/nU9WcXlON0yB87mcNdXv7Bo52F+3LQPp9uTJCgrHimPzenGWKMqL+Ah1FEhZu64pDdTrhwW9D7VBkEQ6Rn/MpJggirrLlEwYpSiaBfln7xUF1pGXEfX2KcxSv7SkXO40OqlUynyJsDVhF0OPDWZWvo9qzImcKDoQ/YXvsuKs6PIqlx7QccHiDZ3g6AZhR5ouLHLeZwom+VDMlWcuNUyVM2FrFaiai7y7NsosO8l1tQTSfBUFAV0SIKR1pGTEfF/R6i4yLdtu+BrALDJOQHfBVSdQXVIgskvva7EeRiR4DNFcea+DE7+loGNpiIKeo6XfOtH5lXNSaZ1BW7V5iNN0Ish9E18jzHNfmd4ygJGN11N49BLaRlxDaLgW5kT0BOiS/LeO9/9uzhdvoA1GZM4WPQxx0qn1SD9Kgo2P59iRXNwsPijoLHhdWHld38wZcxb7Fi2lzOHMvjti5Xc1eVxCjIDe1yXFZazf8MRdIb6Tebaymw+8oG6oGkaZw5ncPrgWa9etz74+smZ/gRMw+/xN5oN9BrRFbcz+G+ly+Hm2I4TDLqqP217tcRoMiBU2ZKFRgb+7SnKLglaiW0IKktttX6+bJp/qp/T7uK3L1YF3UaSJF5b/Awvznuc8Q9cRq9R3REQsJZZURUVQRBo0j6ZF+c/UScBdtqdzH33V7/4YrdTxml3eeKSg0CVFb945WA4cziDW9o+yNx3F+FyuL1BKA6rk/XztnJ487F67ee/GX+lHOJh4CjQcKHZvxmvzf/dp1qqBvHUrQ6DTmJIx5Ys33scV40ginCLkZQqW7T48JBaXROqQxQExKoOVUEAWdHQSxKCoOGWVRRN48nZy5AEkWcnDuXyXu0ByCouY/OxMxh0OoZ2akmExZPoYnO6GNa5JQtTJvPbrqOU2x1c3L4F/Vo38U7p25wunv5hWVDXBaessCftfLNF39YpWIx6bC6Xj5RDJ4lcVYsk4T+Jzk0S2XEyI+jnbkUlo8h3+j2vNHDl2CXL2JxuPz/e6gOA2y/pzYy1u3DKHl2iUa/j6v6dvcl2NSEIAg+PGcj1g7qx93Q2USFmerZojCgK/LbraEDNcSC7O4db5vOV2zzHrQG9TqR9cjxHMvMx6CTcskK/Nk14b/IYb+z0n0GCZQDDGv/IqbKfqHRnEGfu7fGoxeOZ21C9abPwCTQLn8C6zJsocR7x0XBKgplWEfV3MaiOUH1Tr0a3OgQk4kz+UpUyZypHi7/0I1+78p8jzrzqgnS0HaMfIN+6BSWAa8U5SIIZkxSLiN6vwasmPERwOZc320C+fQc51vUYpAiahY1DA06WzQqwlYBFF9h2r74wSrEe7W0AmKR43GoZWpVmulP0Q36OFmYpHrUWCzudaCHSeN4dpcyVGvC7EwUDNjkTk85TJT03mykIAnopzKeJMlTfhAFJn7En/xXscj6gEW/pT4+4F9mW+zhlruPeSrNQ9XNY7PQUASpcp2u13KsJt1KBW62o94At62QOO1fsQ2/Q8fVTs3x0s7JbwVZu54fXF3D3BzeRd6aAmEZRWMLNfHrfdNbMWo9Or/OLPg6GxOYJ9SaHJ/ak8fKV71FeWIEgCFjCzbww93Gvx3AwlBaUceZQkPeuBm16tiA7LY9mHVO47Y3rcTlcrJ653lsBDYY3rvnQR/KRduAsr1z1Pvd/cqufpVtSi/gGkfZgaN2zRdDPNE0L2KwHYK+sfZZEFEV6j+xGq27NuLH5fX6SjbwzBcQk1d1wl3e2sFaiGyjO+RxUTSMyru73mN3q4LHBL1JRHFji5rS52PTrDjoNbF/nvv6b8ZeQYEEQGgNjgDeAx/6Kff5dkBWVY9n5da9YBQEwGfSM792BB0YNYM/pLAorPC4BeklEJ4m8ed0o75TAtRd1Y8W+VL/o2wiLCbvLjVP2CP1Neh2NYyJ4/sph7D2dTYTFRLdmjdh5KpNZ63eTW1qJrKpeGcKr89eQEhPB9pMZfL3Gk8omCgJv/LKWe4b35dedR8goKkUSRcb2bM8zE4YEJDtbU9MRa7Gw0okCzRPO/xFKosiM+67mwW8WkVdWgSiIiKLA69eOrFWjWlBeyZJdxyiosNK3dQoD2zXzkR9cKArKK5EVT5JasGmYJy6/mJunzg0abS2JIm1qNKy1Soxl/1n/KNEws5HQWqrvAPeO6M/gDi1Ytvc4iqoyqlvbOp0rAOLCQxnR1Vcz2alJgmfQUYuerTqKK20ICH7paaIgMLFPJz68uRlpecU0jokgOfqv868GCDM0p1vcswDY3NlszX2YYsdBACIMremV8BrhhrpDTKqjb+IHbM65H6s7EwEJFRetIm6gUYiv76is2nHI+Zh08QGDFc5BEo10jH6wqrHtHNmR0IkhtI327/JPr1xeFS3stydybOtpGnZ5g64HPA13Zn0ile6zQdYQiTP3Idbck5NlP9Zrn5qmoKGQFDLIz0YuwtC2aiBx/h3kqRL7Wns5lWJsch6h+hT0Yt2zOgYpjJTQUWRUrvTR2UqCid4JrxNt7IxLLcckRQcMPIk0dsCiT8LqTvf7TBSMxJp6VF2bx5830tCWCtcpPyKsai5C9ClUuM6yt+B1ihx7AUiwXET3uCmYdb6DzzhzL0Y0WYxTKUYSTd4K8qDkrzlbvpjMyhWIgp4C+y6fexYolrk2NCTOesaUH1nw0VJAAwFcdv+/d0VWWD93C2tmb0CURGSXTNMOjck4noXL4Q445S9KoocEVnsdGMx6WvVozsMDnyexeTxN2jaiILOI5NZJjLxlqE8amL3SzpOXvIK1zFZtmYNnR73O7DOfEx4d2KVF0zSeGPZK0GCJ8JhQpu58x2eZqqokNo8n43h2UCLstLsCSilcdhdfPzmLETcP8SH3RrORG56/kh9eX+DV3goCmEJMJDaP5/RB/2cPPD7KqqohSiIGo577P7kt4Hqe/Qm06d0yoKtE9QS42rB18a6AjYpul8y6uVto0aV2//uYpMhateC1QaeT6iVh2LRgu58DRXWIktggScV/K/6qSvDHwFNAUB8jQRDuAu4CaNKkSbDV/nZIooBRpwsoWQgxGujVMplKh4v2yfFYnS5EQWBMj3b0atkYQRBY8MRkluw+yvYTGSTHRDCpf2cfctExJYEXrryENxauRUBAUVWSo8OZescEiivtHn/WShvDOrZkXO8OmA16erZo7N3epNfx4ZKNPjIF8FT9Xp2/hoyiMr8q7sfLzjenKKrCwu2HWLU/lXtH9OOaAV0DBmoEg14nceOgHj7LmsVFsfjpm0nLK8buctM2Oa7WkIUdJzN44JtfUVUNp6ywYNtB2iXHMe2eKy/Y/iujsJTHZy7lVF4RAhAfGca7N1xGpyaJfuu2bxzPT49cx9QVW/n90ClU9by8wKCTaJUYQ68Wvp6Jj40dxN1f/+LzXJj0Oh4bO6heL4wOjRPo0LjhIRY1Mah9c5rERJKWX+z9nvWSiKyqAbukm8ZFcbagxO95VhSVIR1bEB1qIS78r5WtOJVSKt1nCdElY9LFompu1mXdilMp9BKWUtcx1mfdxqimS+tFsM7BrIvjksY/U+ZKxaEUEmXsgFE6P9jSNJVDxZ+SVvYT53SdLSNuoGP0/UH9iVtFXkeIvjGppd/ikAuIM/emXdSdWHT+z46muQncsKqiaZ57XOZM5WTZHOxyLgmWATQLv6JW1wC3UoE1SDoceNLrusU+jVkXj060ICv+fQc1YdElBSVc/ZM+YUfu0xQ59yEgIQp6usU+R7SpEwCK5mJP/itkWddUVZ5lWkZcR6foh+p81rvHPY8oGDlbsRg0Db0UTteYJ4kze6R2ZjG4pEUQBAY3+oY1GVf5hGsISBjFSJJCBrMr7wUyKlegoRCpb4soGPx8ehuHjOJ4ybd+Fe9c2yb+yJzMyCaLkUTfH2dBEDDpfLv3JcFAi4iraBFxFXm2LRQ7DiFrDWvsrH5eLSOuRRTqnmU5tPkYv3yyDFctmv1zsJbbfKp6J/eeDrieKAo0ad+Yi67oS6eL2jL3vUWcPphOfNM4Mo9ns+23XbidMke2HPduYzQbmP3afD5c/yotuzYDYNMvO1ACzDqpisq6n7Yw7r7ADj8HNx4lJ4jzgaSXuPZZf8cYURT5cP2rfPXkTP6Ys8mvqq2vavoLRqwVWaEgo4ikFr7v3WuemkBc41jmvL2QktxSOg5oy21vXk9pfhnPj33LR65htBiZ+NBo8tMLSNt/lpbdm3PdMxNo2qH2KPqHpt7B40Nfxu1wo8gKkl7ykOdPg5Pn6tA0LXDsu6bVmmx3DiERIVx648Ws/WFjcP1vAC22IAr0G+ufa6BpGqu+X8ectxZSkldK296taNIu2U/yUR2SXuKSG/73E+P+dGOcIAhjgdGapt0nCMIQ4AlN02rtDvhPN8a9+ctaftl+yOveAB7Cc8uQXtw/6q/Jv3a6ZY5m5RNmMtIysf5Z7HvSsrhn2i8+TVMXCqNOom2jOL5/4BqvPZrV4WLIy18FHATER4Tyzg2X0atlY7/P6gO3rLDm4ElemrvK7/zPEcrrBnZr+H4VhZGvf+OXUhdi1LP8uduJqqXTurjSxifLNrP6wAl0osjlvdpz/8gBWIz+Fkxztx7g27W7yC2rQNM8hHlE1zY8fvmgC7Ipu1DYnC6mrdnBkj3HEAQY36sDlU4X87ce9CPpn902noPpuXy1ehuyqnqt5HSiSI8Wybw/eUyt96ch0DSV/YXvcKbiVwTNM20fZ+5D07DL2VvwKrLmq6OTBBOdYx4nwtiKs+WLUTQ3KaEjSLAMvOBmimMl33C8ZLofMWoffS9tIhvut1oTRY59bMy+27+xTDAwsskSiuz72V3wgtcKTRSMmKQYhjWeE1QqUeE8zZrMqwJO7YPHZ3dw8nfopTDWZlyPSy2lLueY7rEv1mlF55ALq3yRm/joYvcVvM2Zil/9qrmdYx6hRcQ1te7zHJQqjbJBjGxwOIqquTla/DVnKxajVXkmt4u6hy25D1HmOkZNz2GDGIlLLUcvhtEq4jqMYhQHit4P6N+sEyx0j3uelLDLGnROpc7jrM+6NUjTn+h3Tp6hiw4EEQGBFhHX0Cn6wXpFfn9095csn742eBzvBUAQBFa4f/KrLr5/++esnrm+VmLVoktTvtr3PgBv3fAJa+dsCrje9VOu5NbXrvVbXlFSyVOXvhqUoBvMBn7K/IqwKN/BsKZppO5Ow1ZuA0Hgzes/pqygHE3VEESBIdcMqLUaqTfqmZc7jZCI+tvW7V69n6+fmkXGsSxikqK48aWrGXnz0Lo3DIDsU7ks+HgJJ/eeoXWP5lz56FiSmtevEFKUU8JNLe/3q+YbzQY+3vQ6rboHjxk/B9kt89UTM/nty1Ved42aEEQBnV7C7ZQxhRgxh5r41463iU+J9Vlvzlu/8MMbv/jIPPQmPaIgBCTZOr3E/Z/exti7/3c8hIM1xv0VJPgtYDIgAyY8muBfNE0LGqvznybBTrfMk7OWseX4GfQ6CZesMLxLa16/dmStXrouWWbl/hNsPX6WpKgwrujb6S+fYq50OLno+c8DppJdCCwGPW9eP4pLOrfyLlt94ATP/rgCraqRSi+JjOzWhteuGXHBXpJ5ZZXc8MkcymyOoI2BnVISmPNI4M7Z2rD20Cme+3EFVqfvH6NRr+PBUQO4eYjHUFxVNdYdSWPZnmPoRJEJfTrSt3WKl3Cdzi8mp6SCNkmxxIaff3HanC7u/HIBqTmFON2yH/2QRIFrL+rKvSP6e/XX/24oqsoXq7Yxe8Ne7C43CZGhPDVuMJdW2bv9fvAET8xa5uMTLYkCTWIj+fiWy2mRUP+BWDCklnzH0ZKv/FwcRPR46hr+33u0sWuV7vKcx66ZRMsg+iS87f1eZNWGIOh8LMeC4bfTQwLaqRmlaMY0+/3CLqwaypwn+T3zWmo6B4TrWzIsZQ5Lz1yCW/XVj4voaR15U0ALt4yK5ewueMUvUrk6dGIoY5utZUvOwxTYtwcly+ePZ2Rs8z9qlYEEg6rJLD49MKBtmEXXiFFNl9a5D03TOF2+gBOlM3GpZcSae9Ip+mHCDPWPMK+JYscB1mfdUYtzhJlwQ0subjSdNRlXY5WDa/7bRt5Bx5j7G3R8TdNYk3E1Fe4z4KNH9wzkDhZ9gKrJaMhIggm9GM6Q5FmIgoheCq/Xs3sO7902lVXfrWvQ+dWFFl2b8tXe9/2WX5N8F8U5tTuT6Aw6Xpj7GLNfnceJvacDPqamUBOv/OLxma2Jh/o/x/Fdp2ol2o1aJvDl3ve81nAZx7N4bvSblBaUIwgC9gr/wUdoZAjdhnVi6+Kdfg4Ykl5iyKQBPDProVqv7b8ZS6et5vNHvkNVVDRFRWfQceVjY7n1tesatB9ruZXbOz5GaV5pQKcQSS/S5eKODLqyH5feOMjPns9pd3JV/O3+1m0ChEeH4rS5vERY0kskNInlo02vE50QGfB8CrOLmfPmL+xefYCoxAiueXJCwNCPfzeCkeA/LYfQNO1Z4NmqgwzBUwm+sFzJfxOMeh2f3jaOrOIy0gtLaZEQU6fTgc3p4oZPfyK7uBxblR545vo9fHLrOAa0vfCXf02EmowkRIaRE8Tiq6GwudxsS033IcHDu7Sma9MkVu5PxeZ0M6h9sz89lf/K3NUUlFtrbQisTUJRE1lFZbz16zoOZeSiE8WAzV9Ot0x2iYcQaZrGU7OXseHoaW9j2e+HTjBpQFfuGd6Ph2Ys4lBGHjpJxCUrTOzTiecmDkUUBT5etolj2QVBmwUVVeOnzftZf+Q0C5+8yRuscaEoqbRzNCufuPAQWifF1r0Bnsa4Lk2TePvGRLo1a0SE2ehTTV25L9XHxeLceZ/OL2HShz/QtlEcU++YQGTIhVeFPdZd/l3FgSpy4PGJLXEe9iHHimYn17aRQscudGIIe/Jfodx1ChBpFDKY7nEvBK2oapoW1E+4eoTxn8GJspkBFNZQKWeQb9uBFshbFjfZ1j/8SLBLqagiwLU1xBnpFvM0AAX2HXUSYEkw0S7qTnSiGZdSwZHiqWRWrkIAUsJG0z763lqlGYrm8Mo6aqK+9/BQ0ceklc/1Pgs51nUU2HZwacpcLPoLa76rcJ2pVYOraHbKXCdIK59bVSkPDEkwE2FsFfTz2jAg6RO25z1FuetUVagKdIt7jiZho0mw9CetbC6V7rPEmnvRLHxCg2Q+1THkmovYMG9rvfxi64Tg0cE++K87An4cFhVSJwlWZIU3r/84eJOdAG17taTbsE5+H53af4a0g+l1TuFnn8rjlrYPc/8ntzLwir48PeI1CjOLggZhAMiyQs8RXakstXJgwxHUagQvJNxCQtNYyosqfDTN/w4c2nyMr56YSdr+M0QlRHLdcxMZfcelDZ7dGnPncHpc2oWN87chuxUGjO8dNNGtNoSEhzB1x9tMfXgGG+f7O8AobpW8swVcfk/gqm1+emHgc9c8cpGrnxjPihlrAY0RNw/hykfHYjQH1gIX5ZRwd7cnsJbZUNwKWSdyOLH7I2559Rqueqzh/RT/DvyfDstIjvY0C1XYnSzbcwxFVRnYrnnA6ePZG/eSUVjqlVC4FRW3ovLsjyv446W76h2dXB9M6t+Fz1duDegIcA4CnuanmhHANWHQScQFmC6Kjwhl8sU9AmzRcMiKypbUs7USYLNBx1X9a3eTKCivZOb6PWw4kuYNiqgNFoPem662Oy2L9Ud87ekcboXZG/ZwIqeQ/WdzPPeziq8t2nWYVokxXHtRV5bsOhaUAJ+DomoUVdhYtucYV/T1/zGoDzRN45Olm5i1cS8GnYSsqLRMjOHzOybUKrfYcPQ0T85c6n1RaZrGezeN4eL256fMckoqgv6gOGWFI1n53P/NrzSLiyKjsIxeLRtzw6DuDUqLc6vltXwqICBW66aXUFEDkjpFc5BevpQs6+pqEgqFHOs6rO5shjaeHfClLAgCYfoWVLjT/D4LN7T2W3YhqHClBXUkcKsVQd0NAhH3fPtWBC3we0HERGLIQFpH3kiMqWutCXACEgYpApMUS5vIW0kJG4WqyazPuhmrO9M7CEkrm0eebSttIm/BIEWSYOnnp1HVCSGYdQnY5Gy/40SbuvotqwmXUs6p8p9qyEU0FM1Jaun33kbJhiLM0JK6JCCq5iSjYhmxph7k2NYHXMcgRdIopP7Wf6omc6T4c9LKfkbW7ITpm9Ej9gXCjM2JMLSm3HWKM+WLCNWn0Cnmkb/EE7XXiK4MurIfa2ZvqLWLvz6QJIl/bX8rKHm68tGxTH3426BuBuccBupymXhrxRRE0dN0t2XRTtb+uBFRJ5HSphGSrn6zh8U5Jbx7y1QObzlOZam1VgIMnnhlW5mN99a8ROaJHJZ+vYZF/1qO7HJTXlTB/A+WsPK7dXy59z0i4/7aGdlgOL7zJM+MfM17v/LOFvDlo99TXljBdc9eUcfW/khqnsCkJ8f/6fOKSYqi39ieAUkwQE5a8KS66KSooPZ5ya2TuPbpCVz79IR6nce89xdhK7f5yDOcNiffvfgzY+4ejjnkPzOTWhv+0hxFTdPW1aUH/m/D2oMnGfbK17w6fw2vL1jL8NemsWDbQb/1lu897qMhPgeHy82pvMBejheKawZ0JS48NGj6W+vEGG4Y1N0b3VwbREFgfO/AyTN/Fn8cOsVtn8/jyvdn1WozZ9LrGNKxJWN7BLdSyS4uZ+J7s/hh4956EWCDTqJRdLi3wr3hSGB/ZlWDbanpfgMKh0tm9sY9AMhq/bps7S43O2uxXqsLy/ce58fN+3HJCpUOFw63zPGsAp6YGXwKuqjCxuPfL8HmcmN1urA6Xdhcbh7/fglFFec1uP3aNMFQS1qfrKgcOJvLkt3H2Hsmm+/X72biezPJDWINFwi1kySNKGNnTFI8kmCp6slw4a+l9JC6CvdZP+KnIlPhPk2p84j/+at2due/QmUAZwFJMNEl9olaz13V3BTYd1Fg31Ur4Yw2dfZaZflu79E/RxhaIdTwupUEMy0j/GU+AgJKULszlb4JbxNTdU9FQU+cuTdCjVeyiI6mYeMY0+x3Lkn5mZQwT4RpjnUDdjnPpwqv4qLCncbewjfYkfsMS04PI718qc/1CoJAt7jnqjyeharzlJAEC51jHgl6X86hwn06oA+xhkyRI3B8cn0QZeyAQYyscz1RMNIp5mF0Qgg1f75iTD0YmjyrXs1p4HmmNmXfy4nSWVWDMY0K92n2Fr6OornZnPMA67NuZX/hO2zJeZDfM6/GqdT9bqoLgiBwz4c3I9bj/a0362nfv5YBnkCt1cNRtw1j7F2XYjDpsYSbEUQBQRQwmA1YwsxExkdgCqm9wz+haRx6gx5N03jz+o9556bP2LhgO+t/3sLc9xc3qKLttDlZ+vXqeg0m9EYdnQa2qzqHWJZPX4Pb6faSZ5fTTWlBOdOf/gG5nt78f0b+eXzXKZ4d9brfgMFhc/LjWwtx1cPRR1VV9q49yNofN5Jzun4RyvXBka3H+fS+aUE/j0sOLocLCbcw/KbBGM2+f9dGi4EbX7iqzmM7bE5yz+TjdrnZs/pgwMQ6SSeSfiSzzn39J/B/uhJcUmnnqR+W46zxB/TWwj/o3SrFJ1I22BS4qmkXND1+jjQGqiCHmY3MfewGvly5lTlb9qNpnuMYdRJ6ncS7k0eTml3ILzsOBaxg6iQRg07CqNPx7o2j/5ZQi6/XbGf67zu8DXCBXmmSINAhJYGXrr6Uto2Cd40DfLZiMxV2Z53+yvHhIRh0Oi7r3pbbh/X2SixCg0zPQPD60tmCUm77fB7dmjVix4mMelXVLyRm+Bxmbdjj5wEsqyr7z+ZQWG710Smfw8r9qUHPf+X+VEZ2bcO033ew9uAJFFX1Wv0Ew7n765IVFNXB5yu38uo19Wtu6BLzOOsybwrodysJZtpH30W0sRNLzw6v1V9VECQk0RRQRiEgYJWziMJ34LY191GKHHtrTJkLxJp60inmEaJNwQd6+bYdbM97whtkIAgifRPeJ97Sx2/d1hE3cbb8N2RN4dyTIwkmUkLHYNJF0y/xQzZl31sVHOGxcGsZcQ3JIf7Je/GWAQQaBHig4VRKMOnOy2F6xL3IuqybkVUrsmZHJ5gx6eLpFICcljmP+TUinoNXfqHBroIX2F/0Lr0T3iTRchEAiZaLGNRoOsdLvqHSfYYoY0faRt1RL02vRZcUxMdYJFR/4bIwQRAY2OhL/si8MagsQhLMtIi4ijBDcy5J+ZnUku8och4gTN+UNlG3EGXsUO/jlbtOsT7zVtya/yBQ0ZzsznuxapBx/lmvcJ1lT8Fr9E/8sOEXWANOmwtJEoM2NJnDTGgaTH7xaiY9MY5HL36BQ5t8gwkEQaD70NpnpTyE+xaufXYiaQfSiU+JwVpm48Se0yQ0iyMyPpzHLn4x6PZGi4FbqprhDm48yvale3xIr6sqmEFv1NUafFEdqqoi22svPBgtRroO6Uj7fh4LyfSjWQGr5opbYdXMdWz+dQcPTr09YIqcy+Fi2tOzWTHjD5x2Jx0HtOWhqXfQvHP9n9ej20/w+JAXg1+jplGcU0Jis3jvNe5YtpcN87ditBgYectQIuLCeXLYK5QXV3jPffjNg3n487v+9AzDgo+WBHVyMJj03Pxa7Q2vD3x2O0azgaXT1qC4VSLjw7nvk9voOjj4e1WRFb58/HuWTf8dURQQRZGYxoETDmWXTFRiZL2v59+J/9MkeO2hkwRSMSiaxvK9x7l7eF/vsmsv6sobv6z1cT0QBYHGMRGkNIAYZReX8+r8NWw7kY6AwLDOLZlyxTC/6fAIi4mnJw7lnpH9WbDtEIczcmnTKJar+nUhJszC9hMZPk1Q1TG6e1smX9yD1kmxXm/evaez+GTZZk7kFNI4JoIHRg1gULXp9Iag3O7g69XbfSrjNV9POlEkMSqMz+upQ92Wml6vgJFXrxnBRe2a+S0f06Mdny3fUuf2NbHzVCYmvY5wiwmH243dJQdL+UQnilzxJwJCymyBU3okUaTc7gxIgm1OF3KAgY5bViiusDHpox8orrR5nwVJFNBJYtBnozoUVWPz8TP1Pv8IYxuGpcxlU/ad2JUCqpPESGN74s19ybNvRRT0AXWwAiKCoKNb7DO4lDKKHHv91lM0N2fLF3O46DNC9Cm0i7oToxRFsWOfn2ODgI5IYzsfAlzmPEFq6beUu9KIMnakefgVbM19xLfrX4OtuY8wqukyvzhkiz6JIY1ncrDoI4rse9CJobSKuMHrsWvWxXNpynxKnUdwKEVEGTth0kWjaRrFjoM4lWJPRVwXjV4MwaJrFFB6IAgS+hoSCos+iZFNl5BduZZKdzoRxtYkWgb5JZ4BhOgbIwnmekQYa7jVcrbnPsHwJgu9tnDRpo70T2o4mTPr4kkw9yfPvtXn+5AEA22ibmnw/qoj0tiWEU1+5XjJDPLt27HL+YiCxLnnrFHIMFJCPTHtIfpkusdPqfe+3aoVl1KGWRePKOjYkft0QALsgYZVzqTmAEZDJte6EUVzNagRLhBik6OJjI8gP73QZ7mkl7h08sVc/fg4kprHY6jyKH/o8zt5ZODzuJ0ybqcbg0mPwWTgvk9urdfxIuMi6HHJ+XdX296eGTRN00hoGkfG8Ww/XW9EXDh3v38Tl95wMQA7V+wLWPXVVM3jWSt43A26DulIfnohZw9nBqy8up0yuhqzVnqTnvDoUCJiw5F0Ipfdfgmj7zyvsw2LDg1a7dVUjcpSKx/e+SVJLRJp39e3cv7yle+z/49DXieGQ5uO8cjAF5h++CPiGtevYfjrJ2bWSvI1VSMqwSPJUFWVV6/+gN2r9uOwOhFEgdUz1xMSYaE0r8ynSPH77I10HNCO4ZMHB9yvtdzG6QNniU6KolFLf0vHc8jPCKKvFmDCg5cx4qYhpO4+xR9zNqFpMOSaAbTrc/4+6fQ67v3oVu58dzIOq5OQCEtAYl5eVMGO5XsRBIEjW4+z8rs/fMi3Oy0fnUHn4/usM+joeFFbP0eK/xb8nybBTlkJWDVTFNVvav3ynh3YdSqL5XuPIYoiogAhJiOf3Dqu3sezOd1c/+kcSirtVYRPY+2hUxzPLmTRUzcFDJOIsJi4bZi/r1/vVimIAR5Si0HPZd3b+aSV7TyVyX3TFnqv6UhmPo99v4TXrx3ByG61m3uX2Rx8smwTq/afQBQExvZsR7/WTdDrpIDykHPQ0JAVpd6+wBEWE4UVgStb52DS6+jTOvDUX3J0BOFmI+X2wFNzUlUyX6AiqUtWGNi2GZIksO9MDomRYdx4cXd+2LiXwxn5iCLEhYXy1vWj/lRVfXCHFvy8Zb+fNMOol2gaFxlwmwFtm/LV6u0oNZ5HvU6iwuGkzGr3IbyKqqGXBKJCzJTZHHUOLMLNDdNohRmaMLLpEk6XLeBMxa9oqDQNu5wWEdcgCCIGMSyo3CDK2JkBSZ9ikMJxKeWkln6PS3NzjmwI6AGFPPtWQMUqZ1Lk2EvLiBsQBD3UIMwabsqcqd5/F9h3sSXnwaqwC5Vy10nSK34jsK5II6tyFS0iJvnfE0MLLkr6DPBYZx0s+pCjJV9ikCJpG3kzzcMnEVWNeNvc2WzKvhe7UoiAgIqb1hE30zHmPjrHPMbO/Cl+dmTNw64ISKQkweCVPASDpmnEmXshCcYq1426BzyapnC2/DfaRzc81romeie8xb6Ct8isXAloGHUxdI+dQpTxzydHheiT6RH/AuCRsOTaNuGQi4g1d29w8AqAojrZU/A6WdZVCIiIgoG2kbdTWYu7BIhV+vZA91XzNEf+SWmwIAg8MeM+Xhj3DrJbRnErGM0GQiJDuO3164hO9A0iat6pCTOOfsJvX6zk5L4ztOnZgsvvGUFUkA79hpzHm8unMGX0m+SeyUfSScgumTvevoEJD472WTc00oLeoAtoWXauSuu0udiz+gB9RvdgzF2XMu2p2T42YKIkoGn4BT00aZ/MJ5te92m4slXY+enthaydswmdXiIqMZLCrOKg1XOX3c2Cj35j8otXc3znKeKbxBLTKIr96w77WZG5nG5+/Ww5d75Tvx7+1D3+fQjnr0lk3P0jvee+e9V+LwE+d2+cNldA3bXD6mTx5ysDkuAf3ljAj2/84qmyu2Ta9GzBKwufCtgI2GtkV9L2n/G7ToNRz/XPXcG3L/7Egg9/83yuwZKvVjH+/lHc+c5kn/V1eh2hkYF/s9f8sIGP7vzSE8iiqAHDWtxON1EJETjtLo/7lEuh6+AOTPnp0SB37z+PP22RdiH4T1uknUNGUSkT353pR+ZMeh0z7ruazgGCGM4WlLD3dDZx4SH0a9OkQSlov2w/xNu/rvObErcY9bw/eUyDK7PP/rCc5XuP+0zjR4eaWTXlDozVMuWv/fhHDmf4648SIkJZ/cIdQadi3LLCxPdmkl1S7iVuBp1ESkwEWcXlQa3QzsFs0PHkuMFc3d/fVqcmFm4/xJu//oEjiCekThL57r5JdG0WPInt1x2HeeFn/+x2o07iscsvZlvqWdYfOR2QGOpET/qfwy0jCgIGncQb142kV8vGlFTaqXQ4SYwK/1MkuKjCxtUfzqbM5sAlK97jvHX9KBrHRDBz/R7SC0vp0yrFp2ntpZ9XsXxfqve5MRv0jOrWhtzSCram+mtkQ00Gnr9yGK8vWEtlLYb8JoOO5yYMZeIFNvoFQqF9Lxuy/Q3jBSQGNZpGrLm7d5lNzuVQ4Sfk2TchCSZEwYRN9teNGcVY3FqFX9VYxEDryMleV4bV6ROrLK7qA5EO0ffSLipwVz14YnPXZt7gU231hCJcR6eY89ZMazImVTlcVLOnE8z0TniTRiFDSCubx+Hif1URVmgedgWdYx8LWOGtC7m2zewteB2nXISGhl4Mxa1WVBE2gdoIcYvwa+gW90yDjxkMiupE1mxVXsF/XWPwX4mdec+RVbnWR9YgYgTU4K4mgok4c2/ybFv8ZD1Rxo4MbTz7Lzu/rJM5LPrXCrJO5NB1aCdG33EJoZH19739q6BpGmcOZ1BeVEGbni38bLQA8jMKubXdw7UGKJyD3qij86AODLthINOenIWt0oEoCLhdclAnifEPjOKudydjMBmQ3TL39XqazNQcb7SwwaRHZ9DhdrqDVmVDo0JwOdyIVdpnc6gJe6UDe4X/LFyP4V14Z+ULdV4LwHUpd1OYVRzws6YdGvPV/veRqqR5H9/zFUu/XlOv/QI07ZjC9IO+szKbFm7nncmf4ajW0KgzSHQe1IF3V/vLV8qLKrir6+OUFVZ4q7CmECPXPTuRQVf2457uTwb0JP5s25v1koXkZxRyS9uHcAcgvjVhCTczP/8bMlNziIgN8xvQ/afwt1mk/S8jJSaS2y/pzYy1uzwWXJqHGFzes0NAAgyehK7a4oJrw6m8Ij8CDCDLKmcKShpMguMiQhFFAUU5T+qsTjdTV23lsbHntVEncwoDbU5hhRWnrATVNK89fIqCCqtP5dIlK2QXlxMfEUp2cRlyLfpTu0tmd1pWvUjwhD4dScsv5sdN+zDoJNyKSsv4aLq3aETbRnGM7dm+Tou1CX06svHYadYcOOGt+Bp0Ep2bJnHNgC5c1q0tl742LaCOWtE073Sbqmk43DIvz13NpAFdmb1hj9dPun+bJrx74xi/sI36ICbMwsInb+LnLfvZcvwsydERTL64O7mlFUz+7GdcsoKqaRzNymf+toPMfewGEiPDeHnScC7p0prfdnkaxi7v1YFB7Zrx6vzfkUTBG5DhvRZVo0V8TK2e1wadxNX9OjOhz1/bNJla+m3A5Roa4YYWPsssukT6JL7l/ffi04HTh1xqKYmWgeTbt3qJJAhIotEb7qCojoBNc8EgCQbizf1qXedYybQAcg0HJ8t+pG3U7ejFECpcZ7C6M6hJPhXNzqmyOTQKGUKLiKtpFj4Rp1KMQYzwSzOrL0qdx9me+4SPTZ2s2og19aJv4jtsyXmYUucxH8J3/notxFv6+i2vL1TNzZHiL0grn4ei2ogydqZb3DMYpWiyrWsx6WKINnb9ryLDLqWCLOvvfhpmFSeiYAyoeTJLifRNfB+zLo4/Mm/ArVpRNDuiYERET4+4l/7Sc0xulcR9H9dP0vB3QhAEmneqPck1PiWWZ2Y9xLs3f4amabU6SridMoc2HeWxafcwN3c6ZYUVhERYGB9xU1ASvPyb3ynMLOblX55ky6Kd5J7O9xJgwENuJZGHpt7BJ/dN94taFiURe4XDx+kgWNOe3qCjdY/6/95OfnkSH935pd9yUSdy5zs3egkwgDnM7K2W1gWDSc/gq30DujRN48vHvvchwACyS+HQpmMU55b4EMvy4gqmP/sDjkonguDxV27asTGTnhzPgHG9mffBbwFnvN0umS2Ld9WLBG+YtzVotHVNtOnVEr1BX+fz9N+C/9MkGODeEf25uH1zftt9DEVRGdmtDT1rROr+VWjbKA6zQe9HhEVBYPHOI3y+citx4SHcM7wfo3u0C7qf3w+e5KvV2zmWle/3Hne6Zb79YxezNuyhZ4tknp0wlPiIUDKK/P1VzQY9hlqI5dHMfGwBOl7tbpm80goSIsMoLLciCELAqrBBJ9Esvn4DBkEQePzyi7l9WG9O5BaRGBlKSkxkvbatjvcnj2HjsTPM33oAu0tmTI92jOnZDkkUiQo1c1m3tqzcn+pzvgKBu4atThezNuzBJSve2YKtqem8Mm8179w42m/9+iDCYuKuS/ty16UeQqKqGvdWk6rA+aa1L1Zt45VJwxEEgYvbN/exRAO4cVB3luw+iqJW019VBWS0S45jULvmHuu/GteWEBHK3Mdu+FtS8CpcZwMu1wlm7HI+Bim4lZFRjEJW/WNrBUR6J7xJasl3pJXPQ1ZtRBhb0yL8Wm+ksijoEQQ9WgAtsogRQRC9FV1JMJNkudgbIxwMJc4jge3S0GF1ZxJpbItbtfq5RZyDSzlvKScKOsy6+IDr1QeV7gx2579cbRDggYqLIuc+ZNXKxcnTybb+waGiz7DLOd4GM49muy1Jlosv+Pi78l8kx7rOS8CLnftZmznZIxwQDICGUYphUKOvsOiDz9b8O+FUihDRBWzk04thqJoeVZNRNAeSYCHc0IJBjb72hpAMb/Ir6RVLKHYcItzQgmbh4zFKgRt//q9g0BV96TWyK1sX7+K9W/7lJ2uoDr1RT2FWMQlN44iK9/zd97+8J1sW+YdfgEfOsHPFXo7tPMmify3HXulfvVVkFXulk+unXMHcdxd5Sa5OL6Gqmp/Vl6ZqCIKA3qT3qWLqTXomPFD/VMHRt1/Cka3HWDljnXeZpJMYcu0A+oz2tRodcfMQFn++0q9ibjDrPY4xsoLsVjCFGIlLieWKR8b4rLfg4yXkpxcEPA+dXqKiuNJLgmW3zMMDppB7psBLUjUNbOV2+o7xnJfeoAvoRCJKIoZ6FnOcdleddn6CAAazkTve/q+OifDD/3kSDNAxJZGOKcFF57VB0zT2nM5i1f5UJFFibM92QYMnRnRtw6fLNuOS5WrxtgJOWeZYtuehr3S4eGnuaooqbQF9fH/avJ8PfttQpxRBVlR2nMjgxs9+4r6R/fl02Wa/bRIiwnC43ViM57WJhzPyOJyRS1JUOCkxEQFJO3j01EUVNh4ZM5DuzZN5avYysorLfKqSOknkij4Nm2qPDDHT+wJjm4GghPEcXpp0KeEWI/O2HsQlK6TERqKXRE7m+tvcqRp+VWOXrLD6wElecrp87tuFIre0IqBkQVE1Nh87E3Q7t6IwZ/M+v4S4bs09UcmCIPDwmIFsOX6WSqcLp1tGL4noJIn3J4/522Kgo0wdsVb6NxWpyIToax9cto26jf2F7/gFcmgo5Fo30yryRgrsuyhy7qHEeYg9BS9xsOg9BiRNJdrUkWZh4zlTscineiuiJzlkBAkhfcioWAFA0/DxJIdcUue1hOmbVVWXfV/+Km5vg1mEMbB9lSgYSA6t+xj1QWrpLI4UTw0auiEgYZNzsegb0Th0OMkhl5JlXU1a2TxUzUWTsLE0DR9fr0jfQLDL+WRb1/o1JoKMCl4NuCI72Jb7GMNS5lzQcf5qeII7AvhNIxJn7k332GfJtK7C5s4lxtSFBMtFPhHQejGElhHX0LKeUdL/V2AOMTHsuoGc2n+GxVNXBK22up1umnbwfZff/+ntHNtxkqKs4oDVSUEUeOziFwKSZPBIAuJSYpj40GiadWzC/A8WU1ZYQZ/LurF+3raAwSA6g8SlN17M+p+34LQ76TSwPQ98djuxtdiGBcIT0+9n8gtXs3zGH2iKQr/Le9OuTyu/2Y/mnZpwzwc38cVj36PTS57PNXh18dPEJkez9Os15KcX0mtEV4Zed5GPDlrTNH54fUFQD2VJJ5Hc+vwgc+viXRTllPhUaWWXTO7pfHat3E/f0T0YeGVfpj09y29foihwcY0qdDD0uaw7373wU+APBYhOjKJV9+bc+tq19Yp8/m/C/2lN8F+B1+b/zuJdh3FUjYgFYHDHFnxyy7iA9mcF5ZW8s2g96w6nIQoCERYTeaUVfhXdEKOBja/eg75aF61bURj84ldUOOrvy6iXJCZf3B2nLPPDxn0+nxl0EgPaNuWz28bjlhUe+GYRe89koWkeQhVmNmFzuqiwO4PadDWJjWTps7dSUF7Jcz+uYHdaFoIgkBwdzhvXjQoqK/kz0DSNQxl55JVW0DElgaSowAljtUFVNVyKRwqyan8qU+as8H6HdcGok1j23G3E/wXWc2U2B0Nf/hq34n/s1kkx/PLETQG3e+OXtfy647DPwMaok3j7hsu8Ucrn9r9g2yH2ns6iWXwU117U9S+P+q6OYDraVhGT6RhzHzZ3NlY5m3BDC7+qmqZpHCr6hBNl3/vtV8SAWReHVc7y+0wvhjG66WoQBHblPU+2dV1Vg5oLAR2SYERDoUfcS3U2nVVHseMQG7Pv9CHlomCkcchIeiW84l2WUbGcPQWvehvyJMGEWRfP0MY/XHCq2DlUutNZkzGp1tQ5gEhDB/olvnfBiW21ocC+k605jyFr/lX6mhAFI8NTfiHkbziPC8GpsjkcKvq02ncoohNMDG3845+Kef4Hnr/XP+Zs4ud3f+X0oQzPbFrVD4UpxMiVj43llleu9dvO5XDx4oR32bPmQIPCQgRRICo+gtlnPkdv8K9gTn14Bku+Wu03bd+oVSLfHf/03y7VKS+qYM+aAxhMBnqO6BI0Za06HDZnrZKRp2c96HXrAPj+pZ+Z/dp8v/VESeTW167l2mcmAvD7jxv58I4vvBVhVVF5cOodjLq1/sEyV8TeSkWx/zug44C2fLzp9Xrv5z+FfzTBfwMOnM1h0c7DflZh6w6n8cSsJXx4s39MYFx4KO9PPj/9MfTlrwMSTFXTKCi30ij6PMHLL6tEDkCWaoNbUTicmYcxgEuDS1bYcvwsBeWVLNx+mN2ns3w8kx1umXbJ8ehEgf1ncwPuP7+s0ntd0+65inK7p+krNuzvae4oLLdyx5cLyCnxZM67FYVxvTrwwpWXNCi1TxQFTKLnnnRv1ogmsVGkBtFO10SY2fSXXV+ExUT/Nk3YcvwscrXYY5Nex82DA+etO9wyC3cc9vO3dsoKX67e7kOCz7uL+DuM/B0IMzRncPK3HCr6mGLHQQxSJG0ibyEldDSbsx+gwLELET2q5qJZ+ES6xj7lrb4JgkCIvhGiYPQjfRoq1gBWYwCK5iLPvoVGIUPpEH0fxY6D2JXcqu1k5KqY4J35U3AohbSImFQvi6toUyf6JrzHvsK3scu5iIKOZmFX0DnWt9O5cegI9GIEGZVLcSmlJFgG0ix8gnda/c8gu3Kt19+4NpS5jrE+63ZGNV1ywRXfYAjRNwniDewPESmgpOU/hZYR12HWJXKsZDoOuYAYUzc6RN/3f4IAy26ZouwSwmPD/pakLkEQGHb9IPqP783pg+ks/Wo1e9YcICIunElPjGPodQMDbmcwGXjky7u4q+sT2CvOD5Z1Bh1aAEnDOYSEW/ho42sBCTB4PJW3LdlNaX4ZDqsTvVGPTi/x9PcP/Ee06uExYQy55qIGbWM0G4iIDaMkz1++mNwq0YcAg4fgn2v+89mPxUCjVucLUJdcP4jeI7uxbcluNE2j27BOxDbyLUK4HC7KiyuJSojw0Tifw4vzHue50W96ddqCKGA0Gbjnw5sbdI3/bfiHBP8JrD10KqhN2OoDJzmYnltnJbRxTDiFFVa/5aqm+cU3R4WYgwY6mPQ63Iri1ySll0TaNopj49HTAbfTSxIF5VYWbD/kR6oUVSM1u4C1L93FxPdmBTzPlom+U0oNtdxqKJ6YtZQzBcU+17l0z1E6piRw1QV4+O48lcn903+tdXBxzjdYAIx6HS9c1TDCXdfxD2Xkeh0rBEAnSVx7UVfG9Qps/l8exG8Yzg9K/pOINLZlYKMvfJbtzHuBAsdOVM3lbdw6U/4LAgJdYp/0EmFZcwQkfZ4u/cDPvqYpuJUKVE1mY/adOJRggxmVQ0WfcrLsB4Ykz8Ssqz3ABSAxZCAjLb9VNUcZfBwdNE3jeMk3HC350usiYBRjaB91758iwJqmkVY+lxOlM3HIBUHDI3y2QcWtVpBn3+YNxTiHMucJMis9KV3JIcOJMLZq0PlYdAkkWQaTY9tQZ0VaFPSE1WiA/LuhaQonyn4grWwuimonIWQgHaPv92qwG4UMpVHI0H/rOf3d0DSNs0cyqSyppFWPFpgsvlXGxZ+vYMaUOchuBU1VGXHzEO7/9DZ0FxDsFAxul5t/PfgNa2Zt8Opu73pvMpfdVrcMKLFZPJ9seo2pj3zL4U3HsYSb6DmiK9uX7sFWHtj72uVwoa9FwxoeE8a0gx+y9sdNHNhwmORWSVx2+zCv7EHTNPb9cYg1szagaRrDrh9Ez+FdAhJkTdP45eOlzH1vEeVFFbTs1ox7PryFThf59uo4bE6+e/EnVn+/HrfLTb+xPbnrvZv8CGZ9IQgCt75xHVMf8o26NpoN3PvJbaz7eTOrvl8HwMhbhjLwir58/dQsnDbn+QAuSSQkwkL/cb6Fj/CYMBq1SuTje77mwzu/RKf3yETufG8y37/4M8un/45Wdaw737mRy273/R67De3EJ5tf58c3f+HM4Qxad2/O9VOurDWx8H8B/5DgP4G6kuLeW7SemQ/Wrie7d0R/Hv52sc+0tkmvY2LfjphrjHgtRgPjerXnt93HfAirSa/jg5vGMGfzfnaezPAh5nqdxI2DurP+SGCfQ6cs0ywuCpszeKVHUTWeHHcxL81d7Xeej48N3NFfX8iKyvTfd/Djpn1U2J10bpLI0xOG0DHFX1ddVGHjYHquH9G3u2TmbNrXYBKsqhpPzVoaUPN8DkadxMUdmnOmoJQmMRHcfkmfv0ziUVBeyf3Tf/U5vgaYjToevGxA0OpFTJgFs17nN2gRgE4B7tt/GorqJKtypZ8llYqbU+U/k1W5lhYRkyh1HUVEh4DgR3fFqldVIFsrDQ1RMJBesQRZrT08QsONQy7gQOF79E18t17nLwgCOsFfQ326bCFHSj6nOjl3qkVsyL6NkU2XXHAj3KGij0krn+unja4LGgp22dcK8WjxV6SWflsl1RBILfmOdlF30i46uDVcIPROeIPDRVM5XT4fWbMRaWiPUynCpZahaA4EJERBT4/4ly/I+u3PYFf+C2Rb//Der4yKpeTZNjM8ZSF6MRSnUowkGv+0NOU/haKcEr587Du2LdmNpJPoP64XJ3ankXemAFEnoSoK9350C6Pv8KQWbvxlO18/NduHRK2euR5BEnnoXw373mvDZ/dPZ+2Pm7zWW067i6kPfUt0YhR9R/v3s9RE885Nef/3l73/djlcXJUQ/Pz0Rj05aXm1BlyYLEZG33EJo+/wJ+JfPPody7/53ath3rhgG8OuH8ijX93jt+6MKT+y8NPl3nt4fOcpnhn5Gh9vfN2redU0jWcve53Unae892D93K3sX3eE745/EtBmLhhUVeW3L1fxy0dLqCy10rxzE4pzSyjJLaNxmySuevxy5r23iGM7TnhdOQ5uPEr/cb34bOubfHDHFxxYf8QTiz60I49/c59fxTzjeBbPjnzd6zrhUlTWzN7A7jUHKM0vw1nVyOeyu5j68Awi4sIZMK63zz5a92jBS/Nrj6j/X0P9TW7/gR8u6962Vs/0o1n5de5jQNumvDxpOLFhFvSSiEmvY9KALjw1bkjA9Z+bOIzxvTpg1EmY9DoiLCaenTiUizu04KNbLmdi306Y9DoEAbo0TeK7+yYRGWImu7g84P5CjAbMBn1A2zDweM7GhFkY3aMd7980hnaN4gg1GejWLIkv75pI71Z/bhT4+oLf+WbtTkqsdmRVZe+ZbG79fB5nCvwbHGwuV8CAEKBWP9xgOJVXFND9AjyOHSFGAy9edSkf3nw5vzwxmY9vHfeXapx/23UUdyC7NkVl3eHg5uySKHLtRV3QV+v4FfDY+z08JvAU5H8SiuZEC6oq13Co+RwpmUq29XcyrWtQURA5/wKXBDMpoWMw6wK7DgjA3oI32FvwJnKdCWoesphjW38BV+KLo6VTCVSdVnGTVjbvgvbpUio4Vf5TUAIsoENA53N/qiPKeN7yrsJ1muOl31Y5Smh4vHFdnntd2bDrFwU9nWMfYVyLTQxN/gFJNOFQigCRMH0zmodfydDGP9AoZEiD9vtnYXVnkmVd63O/NBRk1crhos9YlT6eFWdHs/T0MDZnP4BTCez1+t8Kh83JA32eYeOCbTisTqxlNtbM3sDZI5k4bE5s5TYcViefP/ItR7YeB+CH1+f7EGDwENSV33pig/8K2CrsrPlho5c4eY9jc/LD6wsuaJ8Gk4EX5z0e0MkAPBZpKW0vTGu+e81+FtVo4nNYnfz+wyZSd5/yWddudbDwk2V+99BldzHzlbnefx/feZKTe077+O+qioqt3MbvP2xq0PlNfXgG056aTfapPMqLKkndeRJbuZ3phz4kqUUCH931JfvXHfaxpXNYnWxdvIuygnLeW/MSv1XOZnHFLN5e+ULAgcL8D5fgqvF753K4yTtT4Gd357S5mP3qhb3D/tfwTyX4T6BpXBR3D+/Ll6u3B/y8rkrxOYzp0Y7LurWlwuHEYtTX6oer10m8cNUlPDHuYspsDmLDQrx+sCa9jilXDOO5iUPRNLxT9kUVtlo1UZlFZShqYN1h9cS3wR1aMLjDXzfVWVxp47fdR/0IuNMtM2PtTl69ZoTP8uSoCMLMRj+XC70kcknnhqdJ6SQxaKJas/go5j12Q70T72qDpmmsP5LGkt3HEAQY16sDA9s1Y+OxMz464HNwVTlvVEdJpZ2CCisJEaE8MXMJ+8/mAHgHBX1bp/D45RfTtlHdU/z/bujFMMy6BGwBmtrO49z3cO5Z0JMSOhIBSAkbQ7y5Ly61lD15r5NjX1ttO8FDeurRtOWLPy9ncSr+A7VzqHAFH8Scg6rJ5No2Umjfh0WXQErYaKzuLEQMQTW4Yfrm9E58i+25j2NzZ3sr456Ahz5EGs8nQGZb1wVN79uW9xgjjL8Sqm/YILbSdZYN2bd7Gx8VTcYm56Kh+vlA/ztQ6jxWZYPm7+d8pmKBj8Vdvn07m7LvY1jjOf9Vfsa1Yd1Pm6kstfq6JQRKvbS7WfjZcjr0b0thpr/TzTlUltrq1aBVF8oKy5EkMWDcSM0o6Iag14iu/Gv7Wzx80fM+HsFGi4Gh1w70JuS5HC7W/byFfX8cIqFZHKPvuNRL/FwOF5WlViLiwpEkiaKcEl6a8G7AZjO3w8WOZXtp0/P870dBRhGizp+Iaxqk7T9vAZl2ID3gd+GwOjm+4wRj7x5er2suyStl+fS1PterqhpOq5OXr3yfrNRsZFeQlDyHm92rD9C2d6s67c7OHEqvl3fxOeRnBH+O/n/CPyT4T+L+UQPYcvwsB9J9G8cMOqleQQROt4wG3qpufWE26P3kEucgCIJPUmx0qJnoUDO5pb5EQRQEerdqjEGvC1qnC/8LXpjBkF5YiqEqhKI6VE3jSKZ/FV0UBV6/diSPfLsYt6IgqxomvY7IEDN3XtLwIIBmcVEkRISSXljqc/3mqqa0cwTYLSv8tHk/v+w4hKZpjOvVgRsGdcdYj0GOpmk8/9NKVh846ZU9rD9ymtHd23IkQIofgKyq9Kjyqra73Dz/00rWHU5DL0k43G4EBB/yrBMFJFH8ryTA4Hkee8Q9z9bcR+s9xS8KEi0iriTG1M0TEpH3BGXOVE8VVDBUs+u6EHcbkXB9S4odB4gydr5gQhSia4w1SPxutKmr9/9dSgWSYPAJyZBVOxuybqfSfRZZsyEKRo4Uf06fhHf9vICrwyZnEWFoyZDkWRwvmU6mdRWSYKRxyHCcajlrMiZh0TWibeQtVQ1ywX70VPblv0m/pA/QibXb5amamxLHYQRBJK1sQZW04jwUzcHp8l+odKUTbepEi4hr/pQnMoBDLkRFwSzF1/r9WHRJQeKN/SU1GjKV7nRKnIfr9Ij+b8GJvWlBLciqQ9M0rz1Y2z6t2Ll8r5/NlsliIDK+4U46gRDXOAZJ51+sEUSB9v0C2wbWF617tGDqjrf44rHvObz5GJZwCxMfuoxrnp4AgLXMygP9nqMws6iqAU7H/A9+49VFT7N18S6WTlsDmoYpxMSd797I2SOZQRPmJL0Oc6jv725scnTQaOYm1SzfklslIgToDTGaDTRtgE72zOEMDCa9DwkGT5jFmYPpAT3sz0Fv1BMWXT+ZT7u+rUnddapWb+dzEARo27vhhaX/RfxDgv8CfH7nRG77fB7phaUe8qlB56ZJ3D9qAOCxqfps+WZW7ktFEARG92jH1f0689bCP9iV5omJ7d4smdeuHUHjmPrZV8mKyvJ9x1my+ygGncSVfTsxuEOLgD8YgiDwwlWX8vj3S3DKMprmqYKa9DoeGT2QhIhQWifGcjQr36cyatLruGZAV7/9/VVoHBMRUIYhCgJtkmIDbjOgbVPmPX4jczbvJ7OolL6tmzCxT0dCTQ0n64Ig8Mmt47j183m4ZAVZUREEuLhjC8b39jSlaZrG/d/8yt7T2d4K9OertrHucBrf3T+pzga5A2dzWb431ccCze5ys2T30YBV4HPXf47QvjJ3DesPp+GSlWr3yvelKKsa21LTsbvcQQdG/2nEW/oxJHkmu/NfodR1hLrIq4aKTgihyL6PTTn3VpvSrw8kooztAY1EyyDOVizBpRQja06oarArc51gY/Y9xJi6MyDpY0Sh7vumaZrP31e3uGfYnPMggYjmmYqFhOqbcKj4Y6zuLAQEkkMvpVvcFPRiCCdKZ1HuSvNWMFXNiYqTfYVvkmQZTLYtcOyqKHiec4MURufYR+kc+yg2dza/Z16HrNrQkCl3naDAvp2O0Q/Wej35ju0sPXMJ3WKfVTAohQABAABJREFUo2m4v5MNQJ5tKzvynvY2K3oGMYF+RFUKHDsocuzlVNnPDE7+NqiHcm2odGewI/dpyt2eKWqLLoneCW9VfZ/+iDR2IFTflHLXyRoNhIEjpAVEbHIO0fxvkOCm7VMwWox+U/M1YTQb6DfW4yZz2xvXc2D9EZw2p5cIGy1G7nrvpoBd/xcCnV7HbW9ez9dPzvKemyAIGC1Gbn7lz/sqN+/cNGA8MMDP7y4i70yBlzS6nTJup8yLE95BUzVvSIXL4Wnci2kUHbwCqmkMnuTrlWsJMzPmruEsm/67b3OaxcDkF6/2/rvL4A7EN40lKzXHSywFwUNMR9wypN7XmtA0DneANDZBFGolwOeOV/P8g+HKR8eyYsZaFNle7bkw0KJrU9L2p1f7Hj2hF7e+fl29r+F/Gf/4BP9F0DSNfWeyOVtQSptGsd7ADLeicMV7s8gqLvPGD+sEAU3wPODnSKcoCESFmlkx5fY6ZRSqqnHf9F/ZczoTe9Ufj9mgZ3zvDky5wt/3T1U1dqVlsu9MNvvP5JBfVkn3Fo24dUgvr8duVnEZt0ydR4XdiVp1XkM7tuDtGy5DEkU0TaPM5sBs0NerAlpfPPvjclYfOOnX6PfTI9f7OU/8XXDJMuuPnKaw3EqPFsk+FdXdaZncO+1Xv+Y5i0HPhzeP5aJ2zWrd96QPZ3M0yz/9RxIERFEM6A/cJimWBU9MptLhZPBLXwXVa1eHThTZ+No9FzQY+HdCUR2sy7qZSnd6FaE6571RHQKh+hSGp/zKH1k3Uuo80uDjDGo0nTizhxSomkyebTN7Cl6r0oSeP54kmOgQfR+tIycH3Vd6+RIOl0zFLudi1iXSMep+moSPBSDXupUdeU8FkGOcm05Vqy3RE2PqxqDkr1mVPoFKt3+6niSYGNb4RzbnPIRNzqyxRyOtIq+nU8xDPst35b9EesVSapJTgxiJXgzHKtceJy0JRoYkz/ZzjbDLBaxKH9fgBj2AGFMPBid/06BtVM3N8rOjq76jajMdQgijmi4NmjboVErZnf8i+bZtAJj1iSSYB3C2YpHfuYuCgUtT5jdYBvKfgrXcxk2tHqCiuNLrqSuInvCFc7/dBpOe2MYxfLH7XSxhnmas0wfP8u0LP3F8x0nim8Ry44tX16tZDeDskQwWfLyUzNRsugzuyPj7R3kT32pi8687+OGNBRRmFtG+Xxtuff26v90t4ObWD5J9KrBlZyAYLYagEc8PTr2dcff6e4crisIPry/gl4+XYi2zkdKuEfd/chs9h/sWhcoKy/n47q/ZumQXmqrRrm8rHpt2L03bNyzw6anhr3Jo01GfirXRYiQyPpy8M4HT4wDe+/0lug2t/4Au/VgWXz3xPQfWHcESYWHCg6OY9OR4tv22m9mvzSc/vZC2vVtx2xvX/c+FXtSFYD7B/5DgvxlrDpxgyk8rgzZgVYfFoOf5qy7h8p6Bqx4AlQ4nv+48widLN/lpY416HfMeu4Hm8eftWbKLy7nti3mUWu1oeJquxvRox0tXD/erYiqqyrbUdPLLrXRpkugloZuOneHV+Wu8EcmXdW/LlCuG/SVVR7ei8NnyLfy8eT92l5s2jeKYcsVQujdvWHR1mc3Bz1v2s/NkJimxEdw4qActEv58xOmMtTv5bPlm5ACm7ncP78sDVdX+QDhbUML4d7/3c7MAj455QJum7DiV4R3IgGcA8P5NYxjcoQXZxeWMf/f7OtMBAdonxzP3sRvqeVX/WSiqk4zK5WRb12EUo9FQybQur2r20tCLYQxq9BWhhqYsPNXLaz/WECRaBjEg6VPSK5ZzrOQrbO7cKp2t/3cRpm/O8Ca/BNxPesVS9ha87kOmJMFE99gpXiK8Kn0ile4z9TovSTAyrPFPbMt9nAq3v25YFIyMSFmITgxhY/ZdVYl1nqpmjKk7/ZM+9vM4Xn5mFHbFX1ojCSb6JLzN1tzHCC6LABBpHDqSbrFP+xDN1JKZnqS6enoE+0JgYovdDZKaZFWuZXf+C8iarx5eFIx0in6YVpG1V6bcqhVFdWKUPPHbqzOuwKmUeJ8fSTCRFDKEPglvNfxy/oPIOpnDx3d/zYENRxBEgQHjejH4mgGs/n49ZYUVXDShD5ffO4KQ8D+fArlnzQFenPAubqcbVVHRG/WYw0x8sftd4lNicTndbF64g+yTuTTv0oS+o3sElEX8nbizy2OcORRYhlRfSDqRDgPa8uG6V+tcV1GUOivosltGVVQMpgtLEbVV2Pno7q/YvNDTXxSTFM2jX9+NqBN5ctgrAbeJiAtnfl7DBpr1gb3Szt7fDyGIAt0v6exnv/e/in/CMv5DOJKZXy8CDGBzucksLA34maZpfLZ8MzPX70HVNG9VucZabD+R4UOCH/3+N3JKKnxkDsv3Hadb8//H3llHR3F2cfgZWYl7QggJ7u5WnJZCoe7u7v7V3d29BSq0UENarLi7u8Xdk/WZ+f7YsLDsbBIc2nnO6TnNyDvvhM3Onfve+/ulcMEhNcuSKAZkNrdk5fPAd1P8ArHpa7dTaXPy/o3n1uu+asMkSTw4egAPnHOGXzPf4VBYUcUl7/xAld2J06OwcpfAlFVbef+Gc+nX+vBF8f/ZuIsvZi+nsKKaBlHhyJKER/UPREPMMomRtRtmrN2bg0mSUNTAIFbVNF68/CwmLdvEt3NXYXO5iIsI48HRA3zNh4lR4VhMsm4QLIkCiqphMcmYJJEXLz8r4JhTFUm00CTyfJpEnu/b1t5zJyWO9ZilGOKt3Xy6wWYp6og6+qvdWewp/4WNxe/WmclUawmyN5d8HHC+ojnYXPqJLwj2qDa9U3URMGHz5NAk8gK2BIwtEC43ItTkVcEY2ugnSp2bqHJnEGVuSZSlle6YFilWNwjWNIU4a1cGpnzNirxHcSjBMkoq2VUzyan6h5TwM+mW+AySYMalluoGwAISZikGp1JMsBIVSbAcdq213ZOHqun9rTjraKr0YhLDMInev0mTFMHQRj+xpeQTcm3zkYVQmkVdSouoKw9rTqcCKS2SefOfZ70mEgK+gGzQxcFfwI8ETdN4++ZP/UoA3E43ikfhu6cncP2Ll3Nv3yewVdhx2JxYQy3EN4rj/cUvERFz4uTnxtwxwq8M43ARJZE2vVsy8OI+bFm2g7a9W9b6Wa1PCYlskgki2FIvQiNCePLH+3HYnDiqHUTFR/rmdPZNQ5n53Ty/kg5LqIWLHxxd57j2agffvzCJ2ePno6oqgy7tx/UvXE54tP6za8Gkpbxx/cdI8gFnuad/eYheI7se+c2d4hhB8HEmLT6aULMJWy1atPsJtZhoFaS56Y8Vmxm/YG1Qcw7wBrEHN7LlllawO684QAHB7vIwYfG6gCBYj2/mrMLpCXQmW7R9H/nlVSQdA+tgCGzmOxw+nbmMsmqHT+FC0TQUt4dnfp7JrKdvPqyH8fcL1vD+X4t9gWdRRbXuY14SRc7u2lpnzwHiI8OQggT1Z3VqSUx4KLcM78VNQ3viUhQssuQ3V1kSeey8wbwwabZvPpIgYDHJ3Di0BzklFTRJjOX8nu0DjFVON0LkRFLCA7upW0Zdw9bSzw8JFqUabQchiJGERIylk24AeygiZtLCRwXdb/foL7sevL1h2BD2VvyGptsr749HsxFhbk5CSE8KbMsocqxB0zw1Rhxmejd403esIAjEWjsSa61d/7pVzHWsLnjO394ZMw3CzsAsRRIvdWFUk5lUu3OYlXGBbmCroaChkF09G6nQSrfEp0gM6c3u8p/9LLDBK5d2RvLHRJibsbHoPfZWTPJTZxAFM2kRh/+CHGvt4G3mO+QPThJCibMeXm+CpmnIYhhdE56im6BfW3q6cbwzriV5ZZQWBDqVqYrKyulrKcktpTS/3BeM2asc5O7J56vHf+CBz287rnM7mHNuHc6mhVuZO2HxEZ1vDjGze306u9buQxCgaafGvD7jqcPS9T1eWEMtAZnX+z+9FTSY8+NCZLOMx+Vh5E1DufSR8/yOK8opIWNLFsnNkkhuloSmaTwy7Hn2bkj3ybj99cVs1szawBcb3g4wTinMKub16z7y1VTv54VL3uLH9M+IjIs4Dnd88jGC4OPMWZ1b8c7UhXUGwSZJJCkqIqgE2bfzVtW5LC4gMLj9gY5Ou8uDKIroNbLUNzu9r7A0oMsYvOoXeWWVxywIPhoWbNmrK/FWZnOQX1ZFg5j6/fG6PB4+nL7E7/e83yku1GLylTXERYTy9rXn1OmO16dlGqEWMzaX2+93aJElPz3fgy2cD2VMj7YkRYfz5ezl5JRW0K1pCree2ZvUuOh63dPpTsvoa3Eqpeyu+LlGCstDk4gL6BB3L4rmZHfZT+woG3uIRJZKfEg3sqr/rnVsWQglzJRGy+hrgx4TKjfA5snV3b6ftrG3kls97yDjCBkQ0XSzqAIOTyGhchL9kj+k1LmJEscGrHIiyWGD6mXnfCgpYWdRFZ3J9rKvEJBRcZNg7Un3xBcodqxjY9G7lLt2YpXiSQrtR4F9WdCXA1VzklE1lc7xj5AQ0pt4a1eKHGt9gbAkhJASNsyXle4Qdw9V7n0UOVYhYELDTay1Cx3j7ge82WinUoZZiqyz+TDG0pE4a2eKHWt9ChmiYCbM1JDkw9Afzqj8i03F79WYZITQKuo6Wsfc6FtdMNAnJNwKOqVbAGFRoaydsymgwczj8jD/lyUnNAiWJIknfryfjG3Z7F63L+hxgij46qgPxlnt8Ps+3rVmD189/gP3HEMjkWOJJEs89NUd3PL61eTtKyC5WZJf5l1RFN655TPm/rTYpzLReUgHzrvrbDK2ZPnpGLtdHoqyS1jy50oGXuzfUDdvwmI0neeogMDCX5dxzq31k3w73TCC4ONMqMXED/dezh1f/k56kFKHMIuZc7q14d5R/X2av4dSWh3cBCC0plntw5vOI/QgrcAmCTGEWkwBTV1mWWJEZ//O7WqHi+nrtpNeVEa7RokM69ACkyzRpUkyu/OKA5QMnG4Pk5Zu5P1pi+jWtCFXnNGVuIj61aSpqsaSHensyi2icUIMA9o2DXrf9SHcakbHah1V1QipQzvxYLKK9Q1FNCDCauGbOy9B1TTS4qODZpfzyir5fNZylmxPJy4ihJuG9uSXJRvIKa1ArMnivnbVSFJi66cCAtCrRSq9jtKU5HRFEEQ6xj9Am9hbaxrTknzOXzIhtI29ncyqvw+RKtNYX/ha0KDHKibSKOJs4kO60CB0QK0OZ+1j72FN4QsBNcHtDlJesEixDE+bRHrFZArtKwk3pWGRYnQy2F7Vi6yqGTVZz/pleutCEATaxN5M8+grqHTtxSonEConUeLYyKKcO3xzqPZk4lAKSYsYg0spI6d6rn4mXdPwaNVYRAt9k98ns/Iv0iunIgoSTSIvICXswMNQEi30b/gRla69VLj2EmFuTKTZ+yK+p/yXmmy8EwGR5lFX0D72zhrpNv376Jf8ATvLvmdf5R9omofU8JG0irlBN4AudW4h37YYWQglJfwsQuQEcqrnsbbwRd89e9Qqtpd9jYZK29hbj+r3/G8nNCKEXqO6sfyvNXhc/g1a5909ks8eHHsSZxfILa9fzdPnvY7boZ/QEUURRQ1MAB2a1HE7Pcwev+CUDYL3ExkXoZuN/eXNP5n/yxLcTrdPMWP93E1UFFUGyK6BN4O/c/WegCDYVmXXlU9TPAq2ysNvjj1dMILgE0BqfDS/PnwN574+loLyKl9AaZEl2qUmMfauS+tcsu/RvBFzNu4OKG2IDrXy7vVj6NKkYUAgKYoCr1xxNvd9OxmPquJRVELMJhKjwrlu8IH68H2FpVzzwQScHgW7y02o2cRHfy/hh/uu4IYhPZi6ehuKy+X78jBLEqqmMWX1FhRVY316LhOWbODnB66sM7irsDu47qNfyCmtwOVRMMsSsWEhjL/ncuLrqLENxlUDuvLGn/P9MriyJNKrRaPD0l6OiwjVdXADqHQ4SY2PrvV8b23y91TZnXhUjZzSCnblFXPj0J6M7NKakioba/fm8M3clUxbs42rB3SlbaOj01P9r2ASwzCZA3Ury107dGtdNTxEm9tS7trpt5wvCVa6Jj5JctjAel03NWIkILC55ENsnjxC5Qa0j72H1Aj/jnKTGE6L6CtpEe2tOU2vmIy+IYeAcJyMOk1imJ/+bbB65ozKaTSOGIMshuFWA98ezVIUZjEGAFGQaRx5Lo0jay9viDA3JcJ8oJs8q2pGQD327vIfEZBoH3dn0HFEwUTrmBtoHXND0GM0TWNN4YtkVf2NorkQkdlc8iE9El9la+mnuve8s2wcrWNuPOGWzqcbD39zJ0+f+xo7V+9BNsu4nW7OvHYQ5911Nsunrg7IBstmmYGX1E+iK31rFiumrcEcYmbgxX18xhdHSvczO3P1Uxfz7dM/6ZamJzWJpyS3zCub5nRjtpqCqkToSZSdLvz54fSA+3I53OxetxeT1RQQ2FrDLCQ3SwoYp9fIbkx8a0pArbUoifQa2eWYz/tUwfhGOEFYamS/Pvh7MbM37ESWRM7r2Z7bz+pTr5rV+0adwbIdGThcbjyqhlAz5guXnUWP5sHlWPq1bsxvj1zDpKUbyS6poF/rxozq1gZRgA3puYRbzTzz8yzK7QeWiGwuNzmlFXzw12KevngYP91/Be9NXcSqPVlEhliodrr9MtP7NXbf/2sxb1ztra9UVJXiShtRoVY/SbV3piwkvbDU19jnUVQcLjcPjZvKd/V4GdDjot4d2ZZdyB8rN2OWJTyKSvMGcbx65cjDGicq1EpafDS78wMbsdyKytasglqD1u/mraba4fJTkrC7PHw1ewXn9mjL4z9Mp7jKhtPtQRQEZq7fwYuXnVVnbbFBcKrdmQgEZhZV3JjESFpFX8fOsvEomgOzFEPHuAfqHQDvJzXi7ICgty4ahA1EK3olYLskmGsC6yPDo9pxq5VYpbigGdX9lDu3625XNBt7Kybpqm5IgpVO8Y8etaPa1pLPdIPRXeU/0Db21qMKRvPtS8iqmu4bX8UFGqwqeEL3swCgai48anVQmbV/I9UVNtxON9EJ3nt2u9wsm7KavH2FtOrRjE4D2/n9OztsTmaO9TZgtezRjG7DOzHq5uHEJXtfiG5+/WoeHPQMTpsLVVGxhllIaBTHza/VrUrz5ePf88eHf6N6FERZ4otHx/PY2LsDspF14bA5mT1+Pov/XElMYhTn3Dqc0IgQbBX+K6Vmq4kR1w9h9G1nMe/nJVSWVNFlaAe+e3oC6+dt9tPfFUWBnmd3Oax5nEpUV+qvEns8CibNfwVFEATMVhODL+8fcHybXi0YdElfFkxa6jNosYZZOPvGoTRu9+9diTQk0k4jskvK+XrOStbtzSEtPoabhvWkY1qDoMdnFpfx1T8rWbMnm0ZxUdwyrBfdmqXw15ptvDDpHwA8ihK02S461MrCF+/w21ZWbWfo81/oqlNEhVpZ9OIdTFq2kfdqJNwE4OI+HblhSA8+mr6E31dsDjrfIe2b8+71o5HEI8uU5ZdXsT27gKToiCN2T7vrqz9YsHVvwPYwi5nnLh3O2V2CB6zBNIHDrWaGdmjB9HXbAzR/I6wW5r9wW61W2QbBqXKlMzvrMtRDXNZEwUKbmJtpE3MzmqaiaA4kIeSE2uVmVk5ndeFzgICmedBQkIVQ4kO60zb29qAGEHooqpO1Ra+QVTUdEJCFUDrHP1JrQD036xpKnZvqNb4kWImzdqVNzM3Eh+jrydo9hRQ71mIWo0gI6VFrED55T/8AqbOaK9Ei6kpEQaZR+FlEW9r49tg8eaRXTMGhFJEU2ofk0IG611iZ/wSZVYH13rIQhlVO0JWrM4tRnNNkzn+iLrg0v4w3rvuIdfO837XJzZK48ZUr+PCur7FX2XE73chmE806NeaNWU9jCbHgcri4p88TZO/MxVnTGGUNs3DevaO46N5R2Crt3Nv3SWyVtgMWvgJc+cSFXP/C5bX+XW1esp3HznoxIMNoCTHzc84XhEXVvQJYnFvKu7d+xvJpa3zbBFHAbDUz9Mr+zPlhES6nG03VkM0ySWnxfLzq9QDZuKydudzb9wlcDhdOm8vbiBZm4aMVr5HUOIHqChtf/+8H5vy4CFVV6XdeL25761piEqNQFIWtS3fgcrhp16/1KSMd9tSYV1nx19oAYw1JFhFE0a+0JalJAq/89SRpbfQlSDVNY9WMdcz+fgGiJHLmtYPpOrTDaWMzXhuGTvApxs7cIn5esh67y8OQ9s0Y3L75UdXFHsq+wlIuf/dHHC43Ss2/sdUkc+dZfflk5tJ6ac/Ghocw//nb/bbZXW76P/WJbhCcEhvJI+cO4vEf/vYbX8D7Bqqh6TbZ7SfELPPsJWdyTrc2wQ86znz5zwo+n7Xcz7wDvFn3Xx64qlbt4fu+nczcTbsDVuYsskSDmAjSC8sCzgmzmPn2zkuMsoijYFneQ+TbFh9kNyxgFqM4M+13LFL0yZwaDk8RW0u/YF/F7wfV3wpIgoUzGn5Wb9WDFfn/I6dqrl8DoCRY6dPgbaLMrTBL0QHZ1XzbEpblPVQvswtRsHB+s2VB928u/oid5eN9Ws6yGMaAhp/7lUAczPysGyh2rgt2tZr5m2kRdRXt4+72zVXTFFTcSEIIUeZWDEj5IqBZcGX+U2RWTQsYVRbCaB1zI9tKvwyo4e4Y9yDNoi4JOOffhqZp3NzxQbJ35Hol1WrYb+97cKOY2WrikofGcP2LVzD9mzl8fN83uhbNJosJVVH9xvONKwicc+tw7vs0eL31B3d9ydTPZgUEaSERVh74/HaG6GQlD8btcnN9q3spzCzSb9K2muh9TjcW/7ESNA3JJGMOMfHm7Gdp2S2w0byytIqZ381l94Z0WnVvzpnXDiIsMhRVVbmr5+Okb8n0mVZIskR8Siz/+/5enrvoLa9yguBVzHjoqzsYfFntc99PQWYRf3/9D/n7CukypAODL+t3xJrCh5K5PZt7+jyB0+7C4/L45M0EQQgohQgJtzKp4Otjdu3TiWBB8L//tfgUQ1FV7v76Dy58azw/L9nA5FVbePT7v7jls0m67mFHygd/LcZ+UAAM4HB7+GjGkno5kJllidHd/DNV+eVVvPbHPESdt0KrSebKM7rw2cxlAQG2hlcXt673LbvLwx+1ZIqPlN15xbz06z/c/sXvjJ2/miqH/xe9pmlszylkc2Y+F/ZqT4hZ9rtHi0mmb8u0Os03bhjcI8BNzySJdG7SkLgI/WyHR1WJPEUyCqcrvZJeo2XUdVikOGQhjJSw4Qxp9MNJD4ABrHI8+bYlhzSgaSiag41F79R6bl71IhZk38rM9PPIrpp5iAKGt7xgce49TM8YzbR9Q9ld/rPf/qTQfnSLfxaRuh94shC8qTWvehG7yn/0lhRo1Xg0Gw6liMW59wS1de0Qfx+SEKweXwXUmvKI7ylz7mBF/hMomgO1RmZO0eyUu7azr/z3gLPTIs5BEgLlrDRUmkddQb/kD4m2tEcSrISb0uia8Mx/IgAG2Lx4G4UZRQEBq6ZqAUoJLoebmePmA7B06irdABgOaAXroWkaM76bR356cFcz70dE/3Ny8Odn1cz1PDTkWa5pfhevX/ehzxVuyR8rqSytCv78EASWT1uDqqioqobb6aa6zMZTY15F1VE7iIgJ56IHxvDot3dz/t0jfdnidXM2kb0z18+1TfEolBdV8PjZL1FWUI6t0u7VSa528taNn5C1M1A55lDWz9/MTe3u5+fX/2DWuPl8ePdX3N7tUaor6q8vbqu0882TP3JN87u4oc19THx7Mp6a52xq6xS+3PgO598zkvb9W3P2TcNIbpak2+QmiAJ7j9Jo5N+GURN8gnlv6kLmb/FfbncrKhsy8pi2ehvn10O7tz6s3pMd0ES3/1p6Dy4BMJtkVFXFJEs0TYjlrrMP1GsVV9q45O3vqbA7/BzQTJLoc5G7akBXvvxnxVHN+1ivuszfsoeHx03D7VFQNI3Ve7L4fsFafnngKmLCQ9iSlc99306h3OZAEMAiyzxx/hBmbtzJkm3pWM0yF/fpyO1n9qnzWl2aNuT5S8/kld/n4vIoKIpKn1ZpvHrV2azclcXWrHw/dzhJEGjZIO6wlCIMAhEFE+3i7qBd3B11H3yCcHiK0FAxS9G6EmsAZS79ml2AXWU/srnkw3pkcVVUzYmqOdlU/B4WKZpG4SN8ewVR0tXePRhJsNIsMniQuKfilwCtYNBwKiWUubbplnXEWbswoOHnbCr+kArXTkTBglMpDqhDVjUPeysmoumYZCiag4yqaTSPvsxve2JIH9IiRpNROQVV8yAIXt3oXkmvI4shJIT0YGij74Pf8L+YvFosdvVQPN4gMbZBNKIkBkig1QfZLLNtxS6SGuuXoA25vD+zx88PCLIVt+qrxf37m3/4+N5vfSUT+fsKmPfzYgZc1AfZJGOvCv534K4pgzgUe5WDbSt20a6PvsnMoezdmOFXOrAfR7UT2RwYKnk8CjO+mcNNrwavidY0jdeu/sDv3h3VTvL2FvDLG39yw0u1uyCCNxN+b78nydmV51N7GPvMz6yft5mXpvwPgIRGcdz25gGpx8fOepGsHYHfOx6Xh+iEyDqv+V/CCIJPIG5F4cfF63X3uTwKX/6znIHtmhIbfvT2l3ERIZRUBb5p7m+oOzRbK0siT104lHK7gzYNE+jVItWvDuiHhWupdrgCLIA1DX66/wpfDW67Rkks2Z5+RHMWBYHzex6blwDwZt2f+Xmm37063B6KK6v5Zu5K7hzRl5s/+5VK+4EvKJvTzbMTZ/HXEzcSHyR7WxujurXhrM6tyCopJzLE4vu3HNqhOVcP6MbY+asxyxKKqpESG8l7Nxy9657BkeNWq9hW8iWZVdMRBInGEWNoHX0Dklh/VZGDqXJnsCLvMSpqLJFDpWQkwawbzFqkGN0xPKq9ngGwP4rmYGvJ535BcFbldJ0A1oskWNFQaRA6iDaxweWh3GqV7nYBEaUWt7xYaycGpnwJeIP6TcXvBwTBXq0MC1oQW2c93WRBEOia8ATNIi8m37YESQylUfhwLNLR26Sf7rTs1hRFJ5AVBCEg+WGyyL5ShDG3j2DW2Pm+euDDQtOIS44OurvjgLacfcMQ/v5mDm6nx1er+uCXtxMWFcryv9fy0d1f++nZahp4XApzf1qMySIjSaIvYA+4fBBtY0EQdCXCgpHSMhnZIgcoRchmWVfnRXF7s8QHs3djOgt/W44kSwy8uA+CKFJZWh1wrtvpZv7EpfUKghf/voL89AK/e3HaXaybu5kdq3fTqnugas7FD41hy5LtOA6qw5ZMEi27Nwv6svJfxQiCTyDVDpdudnY/WcUVnPPqt4y7+zJaJscf1bVuGtqL5yfO8ss8WmSJoR1bsC27kJyScl9DXIhZ5uoB3XSz0DklFUxcuoFJyzfi0inXsJplSqsOPGTvG9WfNXuy61VzfCgaGj2bH7su1IyiMr/7349bUZmzaTdtUhJ1TTYUVWPa6m1cN7j7YV1P0zRW7clmc0YeybGRDGl/oB5NEATuHdWfawZ2Y1NmHvERYbRJSfhXNBycjiiqk9zquWwofhunUu5ze9tRNpZC+0oGNvz6sP9tFM3F/OwbcSqlUBPUVXnSETAhCha/5j1JsNIq6lqyq+ZQ7c4kytKKxJDeCIJIhXM3mnZkpVF2T4Hfz5IYgvfV95CmGUJoHX0jaRGjCDU1rHXMRmFnUebcqqt5HGPpEOSsA5Q7d7Cn/BddpzoEieZRV5Brm4PN4x+sS0IITSMvDjpulKVVUCvp/yqN26XS8+wurJq+zhfQSiaJiNhwPE4PbpcHp81JSLiVxLR4rnnG+/tt1qkxD3x5O+/f/gUI3ixqbasH+xElkZgG0bTv34aMbdnM/WkRTruLMy7oRds+rWqcQAXu+uAmRtw4lOVTvRJpgy7tS1R8BPf1f4q9G9P9AuBDcTs9IAQ3vwD9IB8N2tYzCwzQ8+wuRCdE4bIfKP8QRYGQcKtuqYg13EqfMQdKTL97dgKT3pqC2+VBEAR+fOU3Lnn4XF0DCvA2BtaHjYu24qgKvL7L4eKZ895gwEW9uezR84hPiTtwLyO6cP1Ll/Ptkz8hmSQUt0LzLk147rdH6nXN/xJGEHwCiQyxEmE1U1odzK1Jo8rh4pmfZ/LT/UfncT+qa2uyS8r5cvYKJFHErSgMat+M5y89E1XV+HnJemau30lkqIUrz+ji5zS3n1W7s7jzq9/xKKpuIxx4Jc6Sog+417RrlMTYuy/lg78Ws2JXJh5Frc93KQBWWWb8gtUIokCflmn0aZl2VEFimMWsG+SCV7GhpMqGR+e+XB6FosrAt3fwGnDszCtCFARaNIjzzc/p9nDrF7+xNasAd40F8qtmE+PvvsxPXzgmPIQBbfWbiQxODBWu3SzIvhmPagsIzFTNSZlzG8WONcSHdKfAtowdZWOxewpIDO1Dq+jrCZH1Myl51fNRVDscktXU0BA1GWpqegVEUsPPYUfZONxqhVfrVjATbkplYMpXFNiX+2pjD0UWQhGx4NGqdYPKQ4PCppEXkFP9T0AAK4omWsVcV6eLG0CTyPNJr5xMpXtfTVZZRBLMdE14CkmsvZ7dpVSyIOcm3WyyKJjpFPcI4eYU+jZ4j4U5t6Jqbl+2uGHYcExiBDvLxhNuakxSaD9D57cePDXhASa9M5Wpn83EaXfR//yeXPfC5ZitJuZNWEzG1izy0ovYtWYPd/V6nFE3D+fC+89h2JUDGHBhb7av3M3W5TsY99wvfvqzslkmLCqE8sJKBFFAliWadW7MM5MeZsqnM/j8kfEobgVFUZj8yQyGXT2A+z+91fcd2aJLU1p0OfDdN/6FiexZv6/WANiHBnHJMRTlBMpXAiCANcyKo8qBbJaQJInHxt2D+TDMkiRZ4v3FL/HurZ+z4m+v2kKnge148MvbmfLZTKZ8OsNPOqxNzxb0PserpLJ3YzqT3pril0lXPAoT3/yThi2SydiSiXpQAG8JtTD69rPqNa8GTRIxh5gD7Iw1VaM4p4Qpn83knx8W8tmaN0hMO/DddNH9oxl18zD2bMggJimKhs2DK0n9lzHUIU4wk1du4flJs2ttTpNEgaUv30WIuf5/wHq4FYW9+SVU2B00TYyrt6MbeLOaI176mtyyyqDHmCSRjmkNGHv3Zbr7qx0uHho3lVW7szDJEm6PwhX9O1PldPH7ii26AapJknArCqFmE12bpvDRTefpqmZUO1zMWL+DrOJyOqQ1YGDbpkiiwNbsArJLKmjTMIHU+Giu/fBnNmTkBtQxPzxmIN2apXDNhz8HZK1DzSbevm40Z7Rp4rd93d4cHhw3lSqH98soOtTKezeMoV2jJD6duYyv/1mJ03NgLFEQaNsokQlH+UJjcOzQNI2ZGecd4jDnj4CJDnF3IwmhbCx+2xdACsiYxHCGpf5MiByo5rGz7Hs2F38QNID1v4aE5m0Z9W0TMdEk8iLybAuxebJ1z+uf/ClJoX3IqJzG2sKXAlQQ9BQntpR8yo6y7xCQvEYdgkD/5I/qrUwB3ix3VtUMcqsXYJXiaBp5MVGWFnWet7v8FzYdYprhvVczneMfo2nUhX7XyKtegFMpJcrShrWFL2Bz56BobiTBhEWKY1DKd1hlo+zhSHG73Nze9VFy9+T7ltfNVhMtujbl1jevpXXP5sg1zb0rp6/lu2d+Jmd3HiazTHlRpV/NsNlq5s05z5LcNJGrm94ZEMxawyy88teTdBygLwV4bcu7yd2dX++5RyVGoqkaFUWBz6SmHdO4/sXLWTl9HdGJkZx13WCSmwYaQtTGrnV72bRwGzENouk1sguyWcZU8wzeLx027cvZOG1Ohl4xgCFX9Pf9rsY9/ws/vPRrQE212Wri0kfOY+bYeVSVVqOq3ua9/uf34rFxdyPVQxqzrLCc61rcgy2IHjB4s+RnXTeYh78ObkTzXyeYOoTxWn2CObdnOyJCLHw8Ywnbc4p0jxEEAUk8umXyScs28vaUBSiqhqKqDO/YgmcvOZO/127jx0XrsLvcDOvYgpuH9dJ1VcspraAkiFWzAMiSRL/Wabx8RXATgTCrmc9uvZCckgryyipp3iCOqFArBeVV/LNxN+U2e4BV/X6FDJvLzZq9WUxbs5XzDqkT3pNfzLUf/YLrIIe7BjERWGSZfYWliIKAR1EY3KE5r189iju/+p3MojJf+YemwdtTF3LP2f0Y3L4Z87fs8ZVNWE0y7VOT6Neqsd81y6rt3Pblb9gOqsuyu9zc/OmvzH7mZv5cudkvAAZvZn9rVgE5JeU0NJrfjguljs2UOrcQKieTFNoXu1JEkX01ZjGSxNDeAZnOKvc+XYe5g5EEE1YpnrWFL/sFbxoe3GoV20u/pUvCYwHnxVo6IAgyaHUHwXpGFSpuMqv+qrUUotK9F9lhJTV8FCYxkq0ln2Hz5BBlbkn7uHt0LZjbxd5Bk8gLKLStQBbDaBDa/7BrniXBTOOIMTSOGHNgvpqHQvsqnEoxEabmRFlaBGRqy107dGubNVSfjnCJYwPplVOodO7DJIWRGNqPHaXfUOHazf41eY/mRvG4WFf0Mn0avH1Yczc4wKLfVlCQWeRXX+pyuNmydAePj3gR2Szz1IQH6H5mZ3qe3ZUWXZtyV+/HKcwoDhjL5XDx9f9+4KzrBiPqJCqcNifzJy4JGgQfLhWFldz5/vV89fiPfprDlhAzN792Nb1GdqXfuT0Pe1xFUXjlyvdZPm01muqVWDOZJd6a+zxNO6QB3mdyz7O70vPsrrpjSLKkv2opCEQnRjFu90es/WcTxTkltOndksZtgxtcHUp0QhSvz3qaV6/+gPz0QhQd1QdN1Vg9U7/fyKB2jCD4JDCkQ3OGdGjOu1MX8v3CtX5ZYVkSGdS2KWb5yP9pFm7dy+t/zPPLcP6zcRcb0nMprrL5Ar4fFq5j1oad/PbwNYRa/OuTLCY5qPxRanwUP953Zb0tiRvGRtIw9kBHamJUOBPuv4JzXvuu1m5ku8vDn6u2BATBj/8wnQqbw1dmYXO52VtQgoDgV3M9f/Me2jRM4Of7r2Tgs5/7gmCPqoIKH89Yype3X8SAtk2ZtGwjiqIypkdbLurdEfGQl5C/1273W87aj6KqzN64K6BhcD+qpnHDJxP55cGrD8vC2aB2FM3F0tz7KHasA7QapzABVXMhCCZvw5VgZkDDz4mytPSdp2oealeGFJHEUMLktJpMrT8aHgrsS73/r2kUOVaTUzUHSbSSGn4OsdaOFNnXoenVv9bnvlQHcSFdKLTrqawIbC7+ABCIMDdjQMPPGJr6Q73GDZUb1Gl9fDh4S0puxa1W+OTfvOUND/vJkVW49uier6EQY2nPhqK32FM+0a+0I9e2CHReEjQ85FbPR9PU/4TpxfHAW1+qX47nqHZCtZNnL3iTcbs+JLZBDJ89NJbi7NKg4+1evw/ZJOsGgIIgYNJRVdjPWdcO4qfXfsdl939p1K3vxdvId+6dZxMSHsK4536hKLuElJYNuPWNa+k1Uj84rQ+zxs5n2dTVB8oNHG7swLPnv8HYnR/WqyRv0CV9+fGV3wKl5DSN/hf0QpIkepxV/5WXQ2nTqyXfbf+AN67/iNnjF+geI5uMcO5IML5JTiJ3juhLlyYNsZpkQswmQi0mmiTE8OwlZx7VuF/+syJgid/pUcgqqfBrFHMrCiVVNiav2hIwRnxEGB1Sk5AO+QKwmrxNdEcT0G3Jymf8grUBY+shH+IeV1ZtZ1deUUB4omkENB063B5+WbKB5bv0l75dHoU/Vmzm3B7tGHf3Zfxw3xUMateMX5dvYuLSDRRXHuh8L6q06Tb7OT0KRRXVjOrWBlMQs5PCChtfHaV0nIE/O0vHUuRYi6I5UDQnHs1WUyfrRqn5f5daypLce9C0Ay9akebmyKJ+WZCASKylPR3j7mdx7l1BVRWsUoJ3ebTgKZbk3svuignsLBvHvOyrSA4dTKS5Kej2k9eNhoKA7HW3C/h61mru106Fcwcbi949omscLZqmsjjnblxqiZ/+saq52FD0FtlVs3zbyp07go0CmsDeil91aptrawrUqFfHloEuyU299aW1oakq//y4CIAlf66sNVGRmBpP73O66R5jspgYdnVwi/JLHj6XFl2aEhJuRahpQIuIDWf0bcMD5mi2mjjzukGIosiI64fww75PmeH+mW+2vE+f0YfXwHwoUz+fGVBvC1CYWUTGNv2ypENp1KohN758BWaryftfiBnZJJHWNoXXr/2QqZ/PwnUYShV6CIJAWFTwksYep7H188nEeHU4iVhMMl/fcTGbM/PZkVtEalwU3ZulHLViQH6ZvqSRHnaXh+U7M7m8f5eAfW9ccw43fjLR1ySmKCrDOrbg0n6djmheiqry2Pd/M3/LHjyKgidI9nQ/IWYTF/b27z4/3N+NzeUOqlShahpVzgNffmPnr+bDvxZ7ryHA63/M4/lLz+Sc7m3p3iyFULMJm8v/i8wsi3Rv3ogWSXHM2biLfYWBWRO3ojB7wy4eGhP8gWBweOyr/D3AKlkPt1pJqXMLsVbv50gQRHolveoLjlVcSEII4abG9GvwHplVM1lV8FTQ8STBSquY6ymwLyeneq4vUNZQUDSFjcXv1Fj91hWoSYjIAQYYGgpFjtX0bfAuGZVTKHFsotqTFTCet3Tib7olPl3n7+BYU+rcgksp192n4mJryRekhHtf5GXRiqLoNZlK5NuXHOTyVz+izW1qtWs2qJ0zrx3E+Ocn1nqMy+Fm1xpvBl+opSzPEmrhmmcuITw6jCd+vJ9XrnzPp+CgaRpXP3OxXyNcwPkhFt5b9BJr/9nI1uU7SUyN54yLemMyy1SUVLF08ipks4zb6abToHbc/vb1VJdXM3PsPLav2k3TDmmcfeNQouKPTve2okT/eelxK5Tll9e7dOGi+0dzxgW9WTp5FSv+XsOG+VvYtXYfAFuX7WTGt3N4Z8ELvjrjI2HgxX2Z/s0cv4bF/aS2boiqqoiikds8HIwg+BSgfWoS7VMPr4i/Nro2bUheWWWtcmz7kSUxqFlDUlQ4Ux67njV7s8kvr6JDahKNE/S1TTOLyticmU+DmAg6N07WDVanrt7Kgq176pRPk0URWRIZ3rEFIzr7d7tHhVppm5LIpsx8v/sLFIHyEmYx06Zhgq4bX4jZxFmdvEvlu/OK+fDvJb6Sif08O3E2fVo1pk/LNDqkNWBDeq5v/lazTO8WaXRKa4AgCHx5+0WMfPkbb7nFIVhrWRY0OHzUetTdAiCIfhndcucONhS9iaK5ARWrlEi72DtIixiNzZPL5pIPgw+FRPvYe2kQ2p81BS/oZooFhDrlzWQhjH7JH7Cj7DvybAsD9ovIuNVKeia9gqZp/LGnh25pRr1/B8cYRbPrzmc/Nk+O7/+bRlzIjvJxfi8sAiaSwwbU1CVLQP3lFDvGGxJPR0N0QhR9xnRn7oTFtb6nLfx1OU3a/8bgS/sxa/yCABMJ2SRx53vXM+Air4lQv/N68mPmZyydvAqXw03vUV39lAqCIQgC3YZ3ottw/8TKg1/ewctV77F65npESWTvxgzm/byYr//3I/YqB06bE3OImZ9e+Z1Bl/Vl3dzNhIRZOffOEZx909DDCgQj4yKCNugVZgfWQoO3WW3hpGU4qp30HNmVJu290p5JjRMYcHEfvnh0vL+ur83Jvs2ZLJy0jKFXDtAd02Fz8vUTPzLjmzk47S7ikmMYfHl/Lnn4XGISvc/ojgPaMvSKAcz5aWFAIPztUz+xfeUu/vf9ffW+dwMjCP5XcueIvszbvAe7y+0LFC2yRJjVTLnN3/FNFkUuqyWzK4oCPZr7vwmrqsaSHeks2LKHMKuZXXnFLN2ejiyJaBokx0Ty1R0XBZhN/Lpsk65uL3gVGTyKwpAOLejcJJleLVJ9BhyH8tpVI7nmo59xuNw43R7MskxybATZxRUBAXZBeRUPjJ3KQ2MG8O7URbg8CqqmEWI20a1pQ4Z19Ha4T1+3HY9OoCwKMHfzbi7u05HPbrmAScs28sfKzYiCwIW9O3BBrw6+gL9BdATtU5PYlJnn9zu2mmSu6H/k9WAGgaSEn8me8kk+fd9gaJpCrMXbLOZUypifcxOeg+S6HEoBawpfIL1yMlHmlhwqb3YwiSF9aBHtFbcXBTPearJDjxcRdEJEAROp4SNpEX010TU1yrnV88ln6SGWyt6msVDZq90rCAIJIb0osK845FoiSaH9ar3340WMpQNqLYGr+SC76taxN1Pq3EKRY5VPESPclEa3hGe8RiWlX9TUadeNLIQTH9LlKGdvsHb2xjoXKtxON+NfnMQX695i6/Kd5O8rxOVwoWneJqyQiBByduXhcrgwW72lC5GxEYy4fsgxmeMLF7/FhgVbUDwKikehOKeUd2/5zFsMU/Pd6rK7cNld/P3VHF8N8acPfMfmpdt55Ju76n2tFl2bsn3FroDtllAzFmtg6cjyaat58TKv5bniURj77M+MumU4d7x7PYIgsHHBFkw1GeyDcVQ7WTJ5VdAg+JnzXmfToq0+2+bCrGImvjWZKZ/O4M1/nqVNr5YIgsADX9xGUpMExr8w0a9JzlHtZNHvK9i7KcPX0GdQN0YQ/C8kLT6aXx68ik9mLGX1nmySosK5ZXgv2qQk8tDYqWzNLkASBcKtFl66fISfjm1dKKrKfd9OZsWuLOwuN4Kw3xseXxY1vbCEx7//m6/uuDjgXD2sJpmHzh3IyC6tiQipXXcUIDU+mplP3cScjbvJKa2gfWoSvVqk8sHfi/l27iq/ANSjqmQWldE2JZHx91zGb8s3UeVwMaxjCwa3b4ZUkzFQVE3Xm17TDszbJEtccUYXrjijS9C5vXWtt4SkuMoGNeee2aklF/c5shISA33axtxOnm0RTk8RHs2OgBkND5JgQtGcCEiIgky3hGd8SggZFVOCZE81ih1rKXFsDJrhFJBpGD7U93Ny2GD2VfyuU88qIAoyqua/XRQk2sfd7acx3CzqMvZUTEQ5KAgUkAkzpRJjOdAM2iXhCeZlXYOiOVE0B5JgRRJC6BwfqFBxIpDFENLCR5JRNUV3f2JIb9//S4KZ/g0/oty5iwrXTsJMKcRYOiIIAmYpis7xj7Ku8LWaF4H9v3u9dR1JV5HD4PCpzwoheLO9O9fs5fN1b7H4jxW8ef3HOGxONE2jsqSK396fxsrp62jcPhWL1cSIG4fSoX+bw55P7p58vvrfD6z9ZyNhUaEMv3oAGxceCAZ98w5SPndwE53D5mTehMVc9eRF9dbFHXnjUGaPC3TLE0UxoM7WXu3gpcvf9cvCelD4++t/6HtuD7oO7UhEbLhuS4AoiUQn6pdu7N2Yzpal2wPuGbzB7StXvc/YHR/6zEeKc0t1VSIEYNOibUYQfBgYQfC/lLT4aF67amTA9u/vvZzCiirsLg+NYqMCVBDqYtaGnb4AGNANHD2qxpq9OZTbHH4NdOf2aMeO3KJAXV6LiYt6d/AFpPXBLMuc3bW137b8sipdlQYN2FdYxgW92jOmRzu+/mclH01fwuLt+7hxSE8axUUxvFMLxi9YEzA3TdMY1K5ZwJgHU1JlI7e0gtT4aBpERzD18RtYvTeb/LJKOjVOJu0wXjIM6odZimR4o4lkV8+i2L6OMFMaqREjKXasIbd6PhYpliaRFxJpPvBvV+lOr7WO+NCM7MGEykmkhY9C0zS2lnzKjvKxBwXMApJgBTT6NHgHkxjJ0rz7ayyFBQRBolfS6wEmG2GmhvRP/pjVBc9gVwpA00gI6UmPpBf9yonCTamclTaFjMoplLt2EG1uQ1rkaExiOCeaPNtidpR+h82Ti14mXMBEi+irAs6LsrTQ1RVuGnkhyaGDya1eQLUnE4sUS7gplS0lH1PlzgRNRMVFy+irSQ0/5zjd1X+LwZf24++v/gmwBz4UAW8jliiKFGUVo6qan2Ob2+lhz4Z09mxIRxAE5v68hMseO49rnr6EouxiNizYSkRsON2GdUSS9eu4i3JKuLPnY9jKbaiqN7j++Y3JQZWJ6oNkkti6bGe9g+DWPVtw9TMXM/75iYiS6Ktrfu63RwgJ828AXzNrg26phaPayaxx8+k6tCNdhnTAEmLGVuFfLmUyy5xzq37Te/qWLF2Zuf0UZ5dQmFnkKzFJSInFZDEFZJtFWSQmyZDjPByMIPg/SELkkT88/1673RcA14YoeHV0Dw6CL+zdgRnrd7A5Mx+by41FlhBFkbeuOafOAHhPfjHr9+WSEBVOn5ZpugYa7VOTmL1xZ0DJhcvj4bOZS/lh4Rr2FpT6JOl25xXzx4rNfHfXpXRqnMzl/TszYfF6XB4FUQBJkrhvVH8aREfozsntUXj2l1nMWL8Dc40ZyKX9OvHwmEH0bF6/ZgqDI0cSLaRFjCYtYrRvW6PwETQKH6F7fJy1E5lVfwVVffCiX10eYWqGJFrJrprNzvLxAZneEDmRIY2+9wWmoxrPoMy5FRUPMZb2QZ3O4kO6clbaZJxKMZJgwSTpf9bMUgQtok+u6cqusp/YXPLBQbq/3kBdpGbJWBBoG3MbkeZA98nasMqxNI06329bg9ABlLt24PAUEmNth0UyDDKOFTe8dAXr5m6iMLMYe5UDS4g5IAsKXoe4bsO9pUTbVuzy0+Y9FE3TcNqc/PTKb5Tll/P3N3OQTRICApZQM2/MfpaGzZOYOXY+CyYtJTw6jDF3nMXK6etwVDv9sryHBnb7EURvY2ttahX7iU85vM/L5Y9dwPCrB7Jg4lLsVU6GXX0GDZoE9unUFpzv3yfJEq/PeoYnR71CVVk1giigKir3fXpL0Axto9YNa3XO0zTvv8d+zrxuMD+8/JvfMYLgNTDZ72JnUD8MxziDw+LR8dP4e10w2aMDpMRG8vcTNwY0yKmqxtId6SzflUl8RCjndGtbq5Odoqo88eN0/tm0G1EQEAUIs1r47s5LAso4qhxOznn1O8qq7fVe8gOvg9yUx68nJTaKrVkFzNqwE5MkMqJLa5olBf8yff2PeUxcthHnQdljq0nmnpH9uHbQ0cn2GBx7FNXBrMyLsXnyqF2GKxBRMHN+s+XMy7qeEmegKL2AiRGNpxAq197g6larqXTtxirFE2pqeFhzOJl4VDvT9g3TeYGQiLd2JTlsEA3DBhNm0n/5UzQX6RV/klE1DUmw0DTyYlLChh+1Eo7BkaF4FJZOWcXudfto0DQRe5WdLx/7AdkkgeaVJHvl7ydp2c27kvLjK7/yw0u/1mlxbLLIoBGQZU5IjSMmKYr0Ldm+YFoQBCSTFNB0B96ATxQF3/VEUSAkMoS0Nins3ZgBgoCqqrgdbr/stCiJJKbFM3bnh4fVHKcoCh/c+RWzxs3HZJFxOz0MvfIMHvj8Nr8stq3SzqXJNwc0pUmySPMuTel3Xg9G33YWUfGRqKrK9pW7cVQ7aNunFdbQ4KV+mxZt5cHBz/rdy34EUaBVj+Z8tOxVv+3r5m7i5Svfw1HtRFNV4lPieP73R2jcLrXe9/1fIphjnBEE/wuwOd3MWL+D7OJyYsJDSI2Lpl1qYkBj2rFg2Y4M7v32z6ANbibJq+zwyc0XBDTUHQkTl27gjT/n+5UpiIJAy+R4Jj10dcDxuaUVvDF5PnM37Q5qYKHH8E4tePe6MXUfWIOqavR+4iNdpYvEyDD+efbWeo9lcOJwKqVsKf6E9MopAfJkIhY0PLpubrIQxrnNFjEz4wKq3PsC9gtIDEn5kWhrq4B9+9lW8hXby75CQEbFQ5ylM70bvIU5SPb3VKLUuZWF2bfg0QLlziJMzTgz7deg52qawoKcWyhzbvVlkSUhhNTwkSdF4s1An+oKGxsXbMUaZqHjgLZ+wV9pQTnXt7onYIn/UERJP1NrspgQREFXj1cPk9XEtc9ewuzxC6gorqTr8E5c/8JlJDdNYvuq3ezblEGjVg1x2py8ft1H2CpsKIpKs45pPDPxoXopUxzM9y9OZMLrf/gFt5YQMxfefw43vuy/ArPw12W8du2HaKqG2+UGDV8Jhdlqwhpm5ZNVr5PUuO45qKpKVWk1nz00llnj5useExkXwUcrXtW1gVZVlfTNmchmmUatGhovlbVgBMH/UvYVlnLNhxNwuDy+gEwUBGRJ5NK+nXj0vEFH/IeRUVTGgi17MMsSwzq29GVs3526kB8WrkUQBG9NseYtdcgtrSAtIYbL+nUKKrt2uFzy9vdsywm0ubWYZCY/ep2fE93B877wzXEBcme1EWo2sfzVu/222Zwupq3ZxubMfJonxXFuz3a+8g6n20Ov/32km3G2mGRWvXZPva9tcOLRNIUtJZ+xq/wHNM2DSYqgQ+z9FNiXkVU1y091QhTMNIm4gC4Jj7Om4CX2VeoHfP0afESDsP66+7KrZrOq4Bm/TKqIicTQPvRL/sA3p3LXLkRBJsLU7JR6oNk8+czMODegDAQgMaQvZzT8JOi5OdVzWZn/ZEAWWRQsDGs0gQhzk2M9XYPjwN6N6bx9y2fsXL3H1xB9aMAriiKqTgO0KIuonrrLGMCbTe44sB2vz6jfC5KqquTsysMSaiGhUVy9zjmUixJuoKI4UC84JMLK5PLxAduLsouZ9/MSJrz+B+WFFX77RFFgwMV9eWrCA7Vec+7Pi/n0ge+oKq1C8Siois6zJMTMI9/dzaBL+h7mHRkcSrAg2KgJPs154sfplNscfg1qqqbh8ij8umwjrRvGc36vDsEHCMInM5byzZyVaHiD6jcmL+CVK0ZwVudWPDB6AJf07cTSHelEWC0MbNeMUEvdAuCbM/N4a/ICNmXmExMWwo1De3BZv861PuyDaQqLAjg9+vsWbNlz2J5SlkMsJwvKq7j8vR+pcjixuzxYTTKfzVrG+Hsup1lSLBaTTGp8NOk65hid0urXkGFwcqh2Z7O+6HXybUsRkGkUPpLO8Y9gksJJDhtMhWsPVe503/HRlta0ibmV9UVvklE5Nei4ebaFQYPgHWVjA4JAFTcF9uU4lRIqXHtYkf8YiupAQ8MqxdGnwbu6zWS1oWoedpX9wN6KSSiag+SwIbSLvf2oa2pD5STirF0psq8+pIFQoHHEebWem29bGlRTucix2giCTxOadmzMR8texWl3IskSs8bN56N7vkE2ezPGgiAw4oYhTPtiVkC5gIA3YRJM4UEQBERJQJREzriwD/d/5r+StnTKKn55809K8srofmYnrnziQuJTvAGvKIo0anV0pUWVpXqGLmCvdOgaUMSnxDHqluF89XigbbmqaqyasU53PKVGhnP9vC28fdMnuqYXB6Np0P1MQ1noeGIEwacxlXYnW7MKdBUaAOxuD+MWrDnsIHhzZh7fzl0VkEl98qcZ9G6ZRlSolUZxUVzSt/5/nDtzi7jhk4m+Morcskpe+W0uExav5+1rR9O8gf4b/Miurfl6zkpfM9t+IkIsNI73GndomsbynZms3ZdDfEQoqqYhHkYWzSJLXNyno9+2t6YsoKTK5iupcLg9OD0enps4i3F3XwbAUxcO5Z5v/sTp8aBpIIkCFlnmkXMH1fvaBicWl1LJ3KxrcKnlgIqGh6yq6VS59zEo5TvMUgRDG/1IoX05+yomY1fyiTS1ZEnuXVS49+hIonkRkILaMQM4lZKg51W60lmSe69foFjtyWJhzs2MbDwDSaxbNnA/K/IfJ9+22Fd2sK/id/KqF3Jm2q+1zq8+9Eh4kekZgQoNm0reJyV8KKJgqql53oNVTiBU9r4MWqVYREyoh2g6C4iYxeijmpPBicdSI2M58qZhDLioD2v/2YjZaqLr8E6gaWxevI30LVk4qp1Isohskrnq6Yv54aVJQYM+c4iJF/58jPb9WvvG38+kd6bw3TM/+2qJ8/cVMv+XpXy+/i3iGx6bhsmE1HgK0gNXHAVRYOOCrXQe7JUsVFWVjQu2UpRdQtNOaUEd9ayHqErkpRfw4sVvs3PNXgQBwqJDaw2AJVlCNknc/dFNhEcf+7JGgwMYQfBpjCCgq0d4MBW1dPQGY9qa7bpZVlEUWLB1L2O6tz3sMT+btQznIbqGGrA7v4Qr3v+RsXddRttGiQHnXTeoOzPX7yS3tAKby+2rOX7typGIooDbo3D7l7+zMSMPh8uN1SwjIARtjOvapCHVThd780tQ8WoDN0mM5eZhPf2Om79lT0BNsabB+n25uDxeg44+rdIYd/dlfPnPCnbnF9MhNYmbh/WiaaLRyX6qklE5uSbYPLA0q+Ki3LWTUudmYq0dcKuVrCl8CadSjKI5KHasozYTDQBBkP1UKg4lMaQv6ZV/BNQbi4KJIvsaXZc5VfOQZ1vgsyCuiwrXHvJti/ysiDU8uNRyMiqn0SzqknqNA+DwFLG34jcqXXuItXaiccQYCuxLEQW5xm3vwBXcSjm51QupdO3x1jwLMqrmJt7ajd4N3qRxxLnsKBsLh2g0C4KJBmH6xgEGpwfh0WH0PqcbCyYt45snfiC1dQov//Ukq2esY+mU1cQ0iOKcW4bTuF0q0QmRfHj3VwFauKIkktQ4ka5DOwasCtqrHX4BMHib+mwVNia+NZk73rm+zjkqHoUVf6+lMLOY1r1a0LpHoHpJy65NdYNg2SSTsS2bzoPbU5RdzENDnqM0v8yrAe9RiEmKpjS/zK+5zxJi5tw7z/L9XJxbyvUt70WpSeRoGlSW6GeezVYTZ1zUh8TUOM68djBpbVLqvD+Do8MIgk9jwq0WOqY2YO2+HN39kigysF1w7/ZgBDO1QEO33qs+bMkqCBqY2l0e3pqygK8PMdcACLOa+eXBK5mxficrdmbQMCaSC3p38MmWTViy3s/KeH+mOTrU6u0+rmlY8Kgq1w3uzsaMPNbuK/K7RkZRKfd+O5nPb73QJ9VmkiTQcSMTa8TK99O2USLvXBc8+DE4tSg9qDnrUCpcu4m1dmBH2Xc4PIUHZX1r+8yLiIKJTnGPEGluhsNTzO7ynyh2rCPC1JQW0VcRYW5Cm9hbyKn+B49aXZMRFZAEC53jH6PUsUk3w6xqbhyKvm2rHmXOrQgE6rEqmp1C+6p6B8Flzu0syL4JVXOj4iKneh5bSj8lytxat6xB0VzkVP9DTvUcbwBeE4QX2JcxI/1cBqZ8Se+kN1hZ8CSapqKhYRYj6Jv8PpIQ6MhlcPpQWlDOPb3/R0VxJfYqB9YwC9889RMfLHk5wBlt5E3DGHxZPya8/ge/f/AXIKB4FJp2SOW53x7RLYvL2JqNJAeqPHjcCmtmbahzfnn7Cnhg4NNUl9tQ3CqCKNBxQFte+PNRTOYDJXzdz+rMyhnrAhr3JJNE43beBu+Xr3iPvL0FfnXQ5UUVxDaMpji71CuRpml0HdaRyx4933fMK1e+5wuA68LlcJO+OZMhl/U3AuAThBEEn+Y8f9mZnP/GON0AMyrUwu1n9jnsMc/u0orfVmzCcYgChKKqDGh7+EE1QJOEGLKKy4Pu35iey/S128kvr6JDWhLdmqb4vhTNssyY7m11M9B/rtyiWzfs9Hj45o5LyCgqRdU0ujdtxJUf/EhpVeBD3O7ysDE9j3mb9/hslMd0b8svSzf4lWHIksigds1qAmSD05Focyuyhdm6phmRZu9nO6d6TtCyBz1aRF5Js6iLqHZnMyfrShTVgYqLIsc6Mqqm0i/5QxJCejAs9Rd2lo2n0L6CUDmZVtHXERfSBVkMZV/lnyiazW9cQRCJt9Zf8zNUTtathRcxEWFuXOf5la50yl072FLyiZ8KhIoTVXVS7Fije54kmCl1bNJ9uXCppczNvIqeSa8yqvEsylzbEAUz0eY2p1Tjn8GR8eWj4ynKLvEFeY5qJ067i3du+Yy35z4fcHxIeAg3vHgF1zxzCfs2ZxIWFaqrerCf2AbRuhJqAAlp8XXO75Ur36Mkp9SvFnnjgi389t40v0B12FUDGPfcL3icbt+xXsWFZDoOaEtpQTnbV+4KaAR02V0UZZYgmyRcDjeyWWb9vM3sWL2Htr299uhblm6vc54Hs3vdPp694HWue+FyrvzfhYd1rsHhU38hPYNTku05hVhN+u8y1U43t37+GzPX163rezBdm6ZwUa8OWE0yoiBgkkQsJpn/XTCE2PAjqyu87czeWIK4BoHXcvm5ibN4769F3PHlH9z06SRcQRrfDibYY1TTINxqZnT3tpzbox3Ld2Vgd7mDNszZXG7mbtrt+/neUf1p1yiJELMJq0km1GKicXw0z148vM45GZy6NI48D0mwcPAnR0BGFkJZmns/U/YOwqUEf1kLRGV3xU94VDubij/ArVYdFEArKJqDNQUvoGkaIXICneIfZFjqBPomv0tcSBcAkkMHEGVuUeM650USQkgOHUSUJbjk2qHEWbsSIicGZIMFwUSTyIuC34HmZmneg/yTdRmr85/TlYDzEvjXI2Ii1JSCUstLg4KT5fmPMiNjDJJgJcbS1giA/yUs/mNFQJZTUzU2LdqGK4jpBXjLDFp0aVprAAyQ0CiODgPaYjL7P+MsoWYuffjcWs8tKyxn15q9Ac14TruLv76c7bctNCKEj1e8Su/R3ZHNMtYwC8OvGchb/zyLIHil3YLpDquK6tMz9rg82KscvHjp2779tX3WzVb9hnJV0fj2yZ/I2qm/ymtw7DAywac5mUXlQRUUnG4Pu/OLefKnGZRW27msX+d6jVlcaWNoxxb0aZXG5sx8LCaZEV1akRoXfdjz0zSNqau38uU/K3xmF4c2CAt4FS2qa740PYrKhow8xs9fy02H1Ooeyvm92vPOlIW4FP8v4riIUJomxvh+3ltQElTbGLxNbVEHNTOEmE2Mu/tSNmTksSOnkMYJMfRo1uiwbaYNTi3MUhRDUsaxtugViuyrAAmzFIFbqTwoeNV72Ok7yXn3SFS7syiwL0OvdMLmycWtVmCW9GUDBUFiQMMv2FMxkYzKaYiCiWaRF9daY6w/jsDAhl+ysuBJiu1rQRAIkRvQI/GFWk08tpd+S4FtSa2W0oGImMQwGoWfTYfYe9hQ/A7plZMJVjqi4cGhFLIw5zZGNZlplEH8Swhm9SsIAsfqPefpnx/klaveZ92cTchmr8vo7e9cR5ch3obvzUu2M/HtyRSkF9FteEcuemA0MUnReNyKV0ZIB7crsDwhMS2BF/54TPf4xLR4ohKjdOuG9SjMLGbqFzMZfetZ9L+gF/MmLAk4xhJqxmWv3Xzk68d/4NlfH6nXNQ2ODCMIPs1pmRyH1Sxjq+Wt2+H28MFfi7mod0ddu+H9qKrGK7/P5fcVm3w2wD1bpPL2taPrJYGmx7dzV/HpzGWHmF1465XNsoxHUfCoakATmtPt4bcVm+oMgkVBwK0GfqE9ddEwBEEgp6SCT2cuZe7mPYhC8IY5kyRxQa/2ftsEQaBz42Q6N06u7+0anAaEmxszoOHnaJpGsWM9i3PvPKT8QQUkBEASrGhoiEi4tSr0AmEVN1Y5AZMYjlutCNgv1NT/1oYkWmgZfTUtowMNYA4HqxzPgIaf41IqUTUnFimuzqzr3oqJfs109SHclMbw1Im4lDIk0UrbmFvJrpqNRwvUWj0YTfOQb1tMw7Ahh3U9g1OTYVcN4K8vZwc0u8UmR5O3t4DU1kdf1xoeHcYr056gNL+M8qJKUlo28NXz/vPjQt699TNcdheaBns3ZTD9mzl8ts6rHJHUOIGs7f7ZVJNFZvBl/Q5rDoIg8Pi4e3hi1Mt43AoelwdrmAWXwx3Uxnncs79wzi1ncud7N7J50XZK8kpRarSSzSEm3lv0Ivf1f7pWA5Gty3ce1jwNDh8jCD7NGdC2KQ2iIsgsLsNdi6e606NQWm0jITI86DE/LlrLnys34/IovlrYZTszuPy9H+jdMo0RnVvRvVlKvZcynW4Pn89arpOpFujXujH3jOzPtuwCnv1llu75dVkfuzwe3vtrUYBEnCQIzN+yhxYN4rjkne+pdrhQahnLYpJ58sKhtGhQd42Zwb8HQRAod+1A081eKjQKP4eGYYOxyvEsy3sIdMTsAaxSPC6ljOZRV7Cl5GO/2lgRM8lhQ5BEq+65xwuvC139nOg8QRoFgyFiIVxOZdq+oSiaCwGB5lFXMDz1Fxbk3IrNk02wrLmGepjlJganMje+fCVblu4gY2uWn+RXcU4pd/Z4jFenP0WH/m2OePysHTlsWrSNmAbR9DirMzFJ0b59HreHj+7+2u+6HpeHqjIbP73yG/d8dDP/+/5eHhn6PB6PgsvuwhJiJjQyhGad0nA53ZjrkdxxOd3Mm7CYldPXMuSKM5BkkeoyG50Gtackv5Txz03UPa+iuApHtYOYxCi+2/khi39fwZ4N+0hr04iBl/TBEmLh7BuGMO2L2UEb52IaROtuNzh2GEHwaY4kioy75zLem7aI6eu2Y3O6dYNHAXxuZ8EYv2BtQMDqUVT2FpSyr6CUP1duYXT3NjxTz7rYvLJK3e2qprE9u5BXfpvDtuxCXXtjsywxulvtX557C0oRdKqCFU1j6Y4MREHA5nLXGgBLosjgdk05/5AssMF/g3BTI0SkgDDYW7vajpTwms96Le9jNk8ec7KupH/yxzQKH0Fm1d+ImNFwE23uQLfEp3TPc3hKyK6ehUetIim0P9EW7+dd1TyIwon5anYqJVjFeKrUwAxuqNyItIhR7Cwbh4aKqrmQhFDMYhSFjpV+wf7u8p8QkDgzdSIbit5iX+Wfh5hqeNFQSQgJMG0yOE3x1tK+xj19/sf2lQd6KlRFxVHt5P07vuDLDe8c9riqqvL2zZ8yb8JiRElEEEVCwq28Pfc5nzFG9q483eBR8SisnL4OgFbdmzNu90fM/G4e076cRX56EdUVNj6462s+fXAsb899nibtU4POw17t4P7+T5GzO69G99ir3/vEj/fT77yeeNweJr01BXtV4IukJcSMJdS7AmS2mBhyeX+GXO5vpnPbW9dSnFPK4j9XBHzHWEItXPZI7UY0BkeP0Rj3LyAq1Mqzlwxn6ct38f4NYwIa5awmmcv6dcIs1/5grXIEXxLVALvLzZRVW9mQnluvecVFhOIJIqkmSSKbs/KxuQLLOEItJponxXHDkNpLIeLCQ3Er+m/QSVFhrNyViaeW7Dh4FS/mbNoTdByDfzeJIb29JQN+zWQComAiLWKMb0ujiLMRCZY1UlE0O+uLXqd74nOMSJtCu9jbCZMbUexcw/T0UWwu/hhVOxAU5lUvZEbGOWwsfpctJZ8yL+t65mVdz7S9w/hjT0/+2jeCjIrg7nTHApdSzj+Zl1PtyTpkj4gshNIr6TXaxd7BiLRptIu5k2aRl9Mj8Xkk0RKgBKFoDnaV/4ggyHRNfIoxTRcSa+kS0OzXNOJCwkyNjut9GZxYBEFg3+ZDP0NeMrZm43LUX2llP7PHL2DBxKW4HG4c1U7slXZK88p47sI3fcdExkV46351iE6M9P1/VHwkkfERFOeU4nF5cNnd2CvtVBRV8uwFb3ilzYIw5dOZZO3MxVHtfTYqHgWn3cWbN3yMx+1BNsnc/9mtmEP8a9wtoRYuenB00Ga6/ZitZp777RG+2vgOrXo0RzbLhEaEYAkxc8Xj5zP4Mn0HSoNjhxEE/8sY3L45T100lJjwEEySRIhJ5or+XXhgdN2i9D1bpNbptOZwe3hh0mwyi8rqHC/cauHcHm11g3KXRwkwzwBvvfD/LhjCT/dfUWcdcnxkGL1apGI6pM7ZapK5cUhPkmMig5zpj6qpdQbLBv9OBEFiUMo3JIb0QUBGQCLG0p5BKd/WlBR4aRdzO2GmNCQhuDpKuWsHqubBrVayueQjKty7AQ23Wsmu8u9ZW/gSAB7Vzor8x1E0B6rmRENBxUmJcz1O1ess51AKWFv0MpmV04/bve8un4BLLdfN2A5KGUes1bs6YpVjaRVzHV0SHiMlfDgOT4HueKrmQlG9EoSyaGVgyhd0in+EeGsPkkLPoGfSK3SKN5p8/o2ERYbobpdNEpLp8CUlp3w20xd47kfTNPL2FpC9y5uEiUmMovOgdsiHKEdYwyxc8rB/BnXq57MCxgMoyS0lY1t2wHZFUfj1val89/RPujW7qqKye90+AIZeOYDb3rqW8JgwTBYT1nArFz80mqufDtS9B7BV2nHa/efSuF0qH694jXG7PuL1WU/zS95XXPWU/vkGxxajHOJfyHk92zOmezvKbQ7CQ8z11rV9cPQAVuzKxOFy11pfvCOniIvf/p6xd1+KxSSTXVJBq+R4EqMC642fuHAoFlnm1+WbUFSV6LAQHjtvEO9OW6Q7tixJ9GvV2GdaAd7a4tV7vF9UPZqn+GW037h6FI+Mn8bK3VmYJAlN07j/nDPo36YJVrPsvZ8g6hn7aRAdwUfTlxAfEcaY7m2JjzRsKv9LWOV4+jf8CEV1oKHq2gubpAiGpU4gz7aQlflP6GriSoIFAYntpd+iav4PTkVzkFn1Nx3i7qXEsZk6rR5rztlS8gmpEWfX+16cSgmbij8gp3oOAhJpEaNpF3snshgYpOTblgTME0AWQnGpJUCgsxZAlLkVxc51AdvNUhSyeOA7QBRMNI28kKaRhtbpv53z7hnJjy//6lefa7aaGH7tIKQj0FU/NEjcjyiJfkHpEz/dz3MXvsm2FbuQTTKK28Plj1/AgAt7+47RNA2PzoojeLPYejrEb1z3MYv/WB7Q8LcfVVWxhh1odj33jhGcc+twKkuqCI8OQ9aRLd27MZ03b/iYPRsyEASvQcdDX99JTOIB1ZiERnEkNIrTvabB8UGobSngeNGjRw9t1apVJ/y6BnWzMT2XNybPJ6OojNJqe0DT2cFEWM24FRVZEnF5FMZ0b8szFw/XlRFzexSqnS6iapzcPpq+hO/mrsJ5SE1XiwZx/P7Itb6fF2zZw6Pf/8V+vR0BeOe60fRt5S/+X1hRRUmVnSYJMVgO+gL6du4qPpmxFFXTvHqRgldRwuVRfHJtsijiUVUEwdvJf9UZXbj3nDOC6i8b/LfZWvI5O8q+8wuEBcwkhvTAo9kpdWxBJfAhLovhnJH8CU6ljJX5//MzpAiGgMwFzVfWa16K6mRW5gXYPYW+7K4omIkyt2JwyriAhtbleY+RXT2LQ4sRJcHK0EY/EmFuSqUrnTzbQiTBTMOwYVjlOIod61mUc7vf/UuCla4JT5EWcU695mrw70JRFN699XPm/rQIk8WE2+mm+5mdeXLC/VhCaldG0WPCa78z/oVJAaUU0QmRTMj5IiCwzt2bT0luGU06pBIW6X2JLcop4cO7vmL5tDWoqoogCAFKDpIs8dXmd4iMjSAyzrvyk7M7j1s6PujT/tWjUeuGfLPlvXo3iZcXVXBdy3uoLj9giCOZJBo2b8BXm96ps2zC4OgRBGG1pmkBDQnGU97Ax5xNu3ns+79wezzBGuH9qNz/BVXzXfHnys3kllVy6/Befo5vACZZIlo+kI26cUhPFm7dy76CUmwuNyFmGVmSeP3qUb5jiiqqeWjctIBM7r3fTGb2M7f4NfolRIb7KV9omsaLv/7D5FVb0TQVURQxSSJvXzuatfty+GnROipraqD31y1rGmhojF+4lhW7s/jh3sv9AmoDA4DWMTdR7c4mq3oGImZUXFilRIoca4JaMoO3XCDM1IhIcwu02jrtDuJw6mezq2fhVMr8yhtUzUWFazfFjjXEh3T3O75l9NXk2RYcEszLRJqbE2Fuyubij9lZPh40DUEQ2VD8Dj0SX6JR+HAGNPyCzcUfUu7aQajckLaxd5AcVnfJlcG/E0mSePjrO7nhpSvI2JpFcrMkGjRJ9O2vLK1i78YM4hrGkNKibsnJ8+4ZydyfF5OzOx9HlQOTWUaSJR7//l7dzHJy0yQ/4w2X0829fZ+gOKfUF/jq/c0pHoUb2tyHLMskN0/i4W/upDCjCNkkBw+CBTjnluH1CoDt1Q5mjp3H5I9nBDTPKW6FouxiNszf4tM8NjjxGE94A8Bb6/u/H/6us3SgNjyqxpLt6SzZnk5iVBi/P3wtkUEUKUItJn687woWb9vHhvQ8GsREcHaXVoRbD2QN/l63XV/pQoCZ63dwSd9OQecyZ9Nupq7ehtN3P94vwid/msGNQ3vg8ii1Zrn3FZQwdfVWLurTse4bN/hPIQoyPZJeoL3nHqrc6YiCiYU5t+qWFuxHEqw0Cj8bi+Q1cOmV9Cor8h+rNWgWBQsd4u6r97xKHVtQtEBbcE1TKHftDAiCY60d6ZrwFOuLXkfTFFQUYizt6Z30JiWOTewq//6AgUbN38rqgqdIDOlNrLUjA1K+qPfcDP4bxCXHEJd8wKRI0zTGPvczE9+c7M0Quzy06t6M5/94lMjY4BJ+IWFWPlr+Kgt/Xc6aWetJSI1n5E1DSUxLqNc8Fv22nKrS6qAavn5oXrm1zG3ZPDL8eZ766QHUIA3d+49f+OsyLn5wTPBjgOryau7s+TjFOSV+ZSJ+Q6kauXvyjSD4JGIEwQYArN2bfUzd0ArKq7nmw5/587Hrgh4jiSID2zVjYLtmlFbZ+XzWcuZu3kNUiIVrBnaj0u7ErSOB41ZUquroOJ60bCN2nTowh9vNz0s21BnsOz0K/2zaZQTBBkEJkRMIkRPIrPwbEfkQw40DmMRImkdeTpvYW3zbksMG0ibmNjaXvB9kdIGOcQ/RMGxwvecTbm6CJFgDAmtRkAmT9U0L0iLOoVH4WVS69mKSonzOcttLv0LRCeoFJPJti0iNGFnveRn8d1kwcSm/vjMVl8Pty6xuW76TV696n1f/1pcO3I/JbGLoFWcw9Iozgh6jeBQEUQgoJ8jclq0rW1YXLpuLaV/OIrl5Eumbs4IG0fUZe9K7UynMLMZdi5EVQPMuTQ57ngbHDqMQxQAARdHqlQUOs5gxSSJh9RAZ31tYQnphaZ3HVdgdXPru9/ywcC3phaVsyMjjmV9mkllUhtUc+J4miyL9WjfWGekAesGzFz1l4UBEQSA2LLgSgIHBfiySfiOLgESLqGsY03Q+7eLu8NP+1TSNnWVjg44pCmYaH2Z9bVr4SETBzMFNdwISFimWpNDgDlmiYCLK0srPWtlrIBK4VKL59hkY1M0vb00OUGXwuBXWz9tCWeGRm6bsXr+Pu/v8j5GWKxgddhVv3fQJ9qoDqyCN2zUiJPzIDGpW/rWWZyc9TNeh+tlZySTRd0x33X0Hs/DXZbUGwGaribZ9WtGqu34DqsGJwQiCDSiqqObZX2bWKROWEhvJp7ecz+xnbuHDG8/DapJr/QAJCGSXBNrIHsqkpRsprXb4KVLYXR5mrN9Bv1aNCTEfCLhDzCZGdW1N64a1L4uN7t6WEJ0AWhDgijM619n0ZpYlLuvfuc65GxgkhHTHJEZw6NepVx3hIt1zFM2BW9U3kwFoFnmxrkpFbZikCAanjCXW0gkBCQGZxNC+DEr5FkE4vA79RuEjdK2eNRSSQg3tUoP6UVGk/xmXTBJVpXU3hupRlF3MAwOfYfuKXWiahtvpYc6Pi3j63Nd9x/Q7vxchkUcWBEsmiV1r9vLajKd5asL9mKwmPzEX1aPy+4d/s2XZjlrHCYsKrjIUlRDJxQ+O4aUpjx/RHA2OHUYQbMC70xZRXGWr9RgBePOac+jaNIXY8FB6tkjl5weu4sI+HYJmVgVBoGVy3XIvS3akH1S7ewCLSeaC3h149cqzGdqhOcM7tuCNq0fy3KVn+o7ZmVvElFVbWL0ny0/0fHT3tnRp0hCLfODhL4kCT188jEv7daZH80aEmE1Iooi5ptHCJImEW8xYTTKPnDuIjmkN6py7gYEgSAxI+ZIIk7ccQRZCMYmR9Ep6jQiz/oqFJFj95MQOxizG0DHuAd19Dk8x6RWTyaiYhsNTErA/wtyEwY2+Y0zThZzbdBH9kz/EKh++HXictQuNI86vMbsQEZERBQtd45/AIkUf9ngG/016juyCJAe+gJktMsnNknTOqJs/P56O55AMq9vpZtuKnezbnFkzvomImMC/L0mWEOoo+5PNMmLNnAdd2p8bX77S7x40TcNe6eC5C9+stXb4/LtH+smogVfirWW3pkzK/5obXroCs9Uc5GyDE4VRE2zA3E27dK2L9yMJAuPvuSwgKGyWFMuzl5xJ/9aNeWDstIDzOqYm+Sk2BCM5OgJREAKa4BRVIykqnDYpiQzr2MJvn9uj8ODYqSzbmeEz+EiOieDrOy4hLiIUWRIZ0r65T1/Yex8i70xZSL9Wjfnk5vNZn57Lmj3ZJESGMbRDC/YUlFBpd9K5cTJhxpeTwWEQbkrlzLRfqXTtw6PZiTK3rNX6WBAE2sbcxuaSDw6RGrPQLfEZ3cztrrKf2Fj8bk05grfcJ1RuSK+k14i1+teu6+kC61Hm3Ma+ij/wqNWkhA+nQegABEFEEAS6JDxG48hzya2ejyxYSQk/izBTw3qNa2AAcOWTF7Fw0jKqK2y4nR4EQcAcYuLej2/RDY71UBSFLUt24LS7aN+/NXs2pOPW0faVZInM7Tk0aZ9KaX4ZObvyAsfyKHWqOmiqRo+zDjRdL5+2GkXH2MlR7WDHqt206dVSd5zBl/Vj2/IdTPl8FiazjKZqxDSI5rnfDMOYUwkjCDZArkXM/IKe7bh7ZH9dI4z9hFosWExyQDZ3S3YBJVU2YsNrX9a9emA3pq/b4VeTLAogiwI/LVrHBb070KWJ/8P327mrWLozw++a6YVlPDVhBp/ecgF2l5t3py3CdVBtsEtRKK228/2CNdw9sj9dmjT0G9fI/BocLRHmJvU+tlnkZSiai13l43AqJYTKDekQ+4BuM1y5cxebS95Hwz8DZvPkMC/7OnolvkqjiBGHNdddZT+yueTDmgY4lezqf0gI6UXfBu8gCN5FwhhLW2IsbQ9rXAOD/cQ3jOWLje/w+/vTWDtnE0lNErjkwTG07tmi7pOBHat389ToV73qCgIoHpUeIzpjtpoCJMw8boWmHVLrHDOYPKFslpEkkacmPEBI+IGXyGDNcft1h7N25LDir7WYrCbOuLC3z/xCEATuePcGLnn4XLYu30Vsg2ja9W1Vb21hgxODEQQbcF7Pdvy0aJ2fcYUsivRv05gXLq/7wTpj/Q7dcgZZElmyPZ3R3Wt/iLZumMCrV57NcxNn43J7cHg8gEClw8XvKzfz19rt3HZmb24e1st3zsRlGwOu6VFVlu3MwOZ0sTOvGEln2cvlUViwdS93jzTqGg1OHsX2dawufA6bOweABqGD6ZH4PGZJ3+o7o3KqrlqDF42VBU8SZk6rd8DqVErYVPK+n6ybotkptK8g17bgsFQpDAxqIyYxihtfvvKwz3M53Tw+4iUqS6r8ti+bsipA3tJsNdFtWEcatfImNWKSoklr24g96/f5HWu2mug4sB2bFm3DafM27JnMMtYwC9c+dylDrxoQIN125rWD2bFqd0CDnyRLLJ2ymt/em4qmaYiSyGcPjeV/39/LGRcccKyLT4ljwIWGC9ypilETbMBdZ/ejQ1oDQswmrCaZUIuJRnFRPH/pWX7HaZrG3oISskv8u3otsuQrSTgYh8ujK1Omx/BOLZn33G08MHoAFln2lUZomlfD+NOZyyisOPBlqBd0g7d22a2oRIZYgipExEUYtsgGJ49qdzaLcu+kyp2OihsVNwW2xSzOvTPoOd6SieAlSxoK20o+r/ccCmwrEHVyIIpmJ6dqdr3HMTA4XqyasQ6PThmC4lH9srOiJHLuXSN4euJDfsc98eP9RMRGEBJuRRAFQsKtNOvUmOd+e4QXJz9Gn9Hdad2zOVc9fRHjdn/M+feM0tUuPvOagXQc0BZrmLfRzmw1YQ21cM2zl/L7B3/hcrhxOz04bS5cdhevXv0+1RW199gYnDoYmWADrCaZb++8hI0ZeWzPKSQ1LppeLVL9dINX7c7i8R/+psLuQNU00uJjeO/6MaTFR3Nez3b8tnxTgAWyqml8Pms55/dqT3GljQVb9pBbVkliZDidmyTTrpF/Y4QsiWzNLtCVatNUjfu+ncKAtk25pE9HBrdvxuRVW1EOaUxIi4vm12Ub+fKfFX6lEL57NctcO6jb0fy6DAyOit3lE1A1/5dDFTcVrt2UObcTbWkdcE5K+DD2Vfyha8e8n3JX7d3qByMgBMzBi4gsGi+JBief6jIbaHXL8ZmtJpq0T8N8iGxnWpsUfkj/lIW/LqMgo4jWPVvQbXhHRFGk69COdB1auwZ81o4cxj77MxsXbiM2OZpLHz0Xt9NNdHwUQ67oz/cvTfJlkw/GZXfz15f/cMlDtZtpGJwaGEGwAeCtX+rUOJlOjQMtLdMLS7nti9/8gspdeUVc//EvzHjqJtqnNmBgu6bM2rAr4Nwqh4vnf5nFX2u341FUXy7LLEl0adqQj28+30+uLNxqQRIElEPWu9yq6gvSx85bzXvXj2bx9nQq7Q7sLg9mWUKWRPq3acKnM5cFBNIWk4SAwH0j+9O3Ve0awwYGx5NK1z4/a+P9CEjYPDm6QXC8tQeNwoeTUfU3BNHpjTA3q/Padk8BedUL2VLyOSqBQbAkmGkceV7dN2FgcJzpPKQ9HnfdQbCj2smKv9cy4vohAfusoRbOvGbQYV87e1cud/V6HEeVA1XVKM4pIXNrNje8cgUX3uvV71Y9wec25dMZRhB8mmCUQxjUyopdmZz/xriArKqmgc3pZvKqLUxathFF0V+qdbjdTFuzHfdBATB4m9TW7cvhkxlL/Y4/v1d7TLV0Dbs8CtVOF+9MXcTkR6/jwdEDGNW1NTcP68XUx69nyuqtupnkMIuZ+c/fztUDjSywwcklLqQzoo4Gr4qbKHMr3XMEQaB74ov0a/ARFjE2YL8kWGkbc1ut191ROpYZGWNYV/Q6TrVQ95iW0dcRY2lXj7swMDi+JKbGc/GDowNkxvRYPm01P77yG4pyUCO0013vsoQNC7bwwKBnuDjpJh4Y+DQf3PUVjmon6kGqSQ6bk++emoCrRp5t8OXB+0oKMouMkojTBCMTbBAUu8vNvd/8iSeIFqLD5ealSXOQJTFA3mw/AgQ93+VR+H3FZh4cPcC3rVVyPI+cO4g3/pyHLElUO/WbgXbkFiIIcHn/LlzevwsAqqpRWm3XPb7C5iS0Hi53BgbHm2aRl7Cr7Edcmof9UmeSYCU5bDBhJn17Y/AGwg3C+jKqyUy2lX7FrvIfcKuVRJia0Tn+kQCZtIMpdW5ha+lnfo1whyIRSqTZcK8yOHW48eUr6Ty4PdO+mM3ezRlkbcvRPc5pc/HjK7+Sn17IrW9ew3u3f8Gi35ajqRqNWiXz4Je3065v4AoLwMoZ63j+wjdx2r1/G+WFFd4Hl94jTYC8vQWktUmh08B2WELNXuUKHcQ69IgNTg2MINggKEu2p9e6X9E00LSgQa5JEgmzmimrDu6z7vYEZm0v7deJEV1asWJXJs/+MotKe2DdlSAIyNIhDl2iQEpspK5LXeOEmFrvxcDgRGGWohia+iNbij8iz7YISQyleeRltIi+ql7nC4JE29jbaBt7G5qm+uTMaiO9YnIt6hL7xwWLZPydGJxadD+zM93P7MzNHfQNZPbjtLmYNX4+e9bvY9e6vXhc3hfM9C1ZPDj4Wb7e8i4pzQPL/T57cKwvAPYRpAfV41KITvQquAiCwPl3j+TX96bhOUi3WJREOp7R1k9mzeDUxSiHMAiKy6PU0o+ujyyKhJhlIkMsXNi7I69dOVLXvhhAFAQGttOvY4wKtXJmp5Zc0b8zFpN/eYRJEhnUrhlmOXDch8YMDLBEtppkHj534GHeiYHB8SNUbkCPpJcY3XQeIxv/RauY62o11whGfQJgAEVzEqyW2IuISYoi3mqUCxmcmgQEqjrIssSu9ft8AfB+FLfCs+e/qXtO5vZs3e2HYraa6H9BLz8FiaufuYSW3ZpiDbNgssiERIQQnxLLI9/dVa8xDU4+RibYICh9Wqah6AiFC0DDIBlXi0nm9atHMqgmuNU0jdHd2zJ55RZ/HWJJJCrUykNjag9ObzuzN1uyCli1O8u7vKRBanw0zx9knXwwZ3ZqicUk8+Ffi8ksLqdJYgz3jTKa4Qz+26SEDyeragaKFlguJAkWQuUU+ia/V++g2sDgRDPgoj78/sFfflnXQ3E53EFtkdO3ZFKUXUx8ir9mb3RCJKX55QHHh0RYkWQJj8uD4lEZeHFf7v/8Vr9jrKEW3l/8MhsWbGH3un00aJJIr1FdkU1GaHW6IGhBajmPJz169NBWrVp1wq9rcPhMWLyet6YswONRUDSNELOJM9o05qxOrXjml1kBOsBWk8z8528j1HLAdljTNNbvy2Xq6i3sLSgl1GKmX+vGjOnRlnBr3U0PADtzi9ieU0ijuCg6N042XHcMTmscnhIUzUaonOL7LCuqk0L7ClQ8JIT0xCTWbTleXzRNY0X+Y+TZFtUEwhIiMs2jLqNJ5PlEmJses2sZGBwPKkuruLvX45TklQUYVwBYQsx0GdaB5VPX6J4viAIvT/0fPc/u6rf9t/en8c2TP/nJnVlCLdzw0uWcf/dICjKLiIyLICyydudTg1MbQRBWa5rW49DtxuuKQa1c3r8z3ZulMHnVFmxOF8M6tqRvqzRUTWPqmq2s2JWF3eVGlkQkUeS5S4b7BcAAlQ4npdV2hndqRY/mjQJqeetDy+R4WibHH6vbMjA4KTg8RazIf4wSxyZAQBRMSKIFj2pD1VyIghkBEQ0PXeOfIi1y9BFdR9M08u1LSK+YjIZKWsQ59Ex8jULHCnKq5yALVtIixhBlaXlsb9DA4DgRERPO5+vfZu5Pi1g3bzOSJLJt+U6yduRiDjEz6pZh3Pza1VzZ+HbKCwJXKTVV0834XnDvKOyVdia88SeaoiJIIpc+ci4X3ncOgiCQ3DQp4ByDfw9GJtjgiFFVjaU70pm3eQ+RoRbO69metPhov2N+WbLBp/QAYJJFPrvlAtqnNjgJMzYwOHlomsbszIupcqejoe9meDAiZjrHP4JJiiQhpBcWKTrosarmocSxAQ2VOGtn1he9WWO17C1/kIQQGoYNoUfiS8YqisG/Co/bg+JRWD1rA/ZKBzPHzWPNrA26x8pmmRf+eDQgGwzgdrkpL6wgKiESk9lQEvq3ESwTbATBBseNbdkFXPPhzwG6vVGhVuY+e2utesAGBv82ShwbWJhzu25dbjBETIiCGRU3HeMeoHnU5QHHFNnXsizvAVTN+3emoaJpngAzDEmwMqDh58RaOx3djRgYnEJsWbaDJ0a+jKZpaKrmbaDTND+N34MJiwplYv5XRqD7H8MohzA44fy6fJOudbFHUVm6M4OBbY06RIP/DnZPAcJhCvKouH32xpuK3yfO2pVqdwabSz7B7sklTE6lypOJqgW3U96PojnJq15sBMEG/xrcLjf/O/slbBX1f7HUNI0tS3fQeVD74zgzg9MFIwg2OG5U2BxBTDQ0qh3B5W48ikqF3UFUqBVJNLrVDf4dxFja6VoV1xdFc7Gx6F1KnOtqJM+gwh1oVR4MERMm6dg12xkYnGymfj7rsAJgADSQjFVIgxqMINjguDG0QwtmrN+BcsiylNOt0KtFasDxmqbx5T8r+GbOKtyKgkWWueOsPlw9sKtRx2hw2hNqakhq+DlkVf2NogU3kAmOSpFjVb3qifUQBIFG4SOO6FwDg1ORaV/MPuxzZLNM295GQ6iBFyMINjhuCALol5x7pdYOZey81Xw1ewX2mhpil0fhw+mLCbWYuahPh+M7WQODE0C3hKeItXRgd8VPuJUqTGI4VZ4MVE2BOoNb6TADYAFJsNaoTaj0SHyZEDnxKGZvYHBqkbsnv97Hmq0mJJPE8388amSCDXwYQbDBcWP62h265RBWs4lVuzP93OI0TeOrOSt9AfB+7C4Pn89aZgTBBv8KBEGkadSFNI260LdN1dxUu7P5J/PSoOUSkhBSp+1xIBqaptI14Ukahg9FFg0bV4N/F9EJkRRkFNXr2JgG0Xy+7i1D79fAD6Pg0uC4IUv6JQwaBNT6KqpGuU1/ibiwsvpYT83A4JRBFExEmJsQa+2IwKEZKokYSwe6J7xIbbbHyaFDdc4FBLApeUYAbPCv5NJHzsUSWj/DpeoymxEAGwRgBMEGx43ze3UgxBy42CAAPVs08tsmSyIpsZG64zRLjD0e0zMwOKXolfQ6EaYmSEIIshCGKJhpGnkBg1PG0ShiGJHmFrrnWaUGJIedgSgElhipmpMqd8bxnrqBwUnh3DvP5sL7RmEJMRMaGeJ9uAQhrV2j4DsN/rMYQbDBcaNvqzQu6t0Ri0nGLEuEmk2EmE28f8O5mOXA4PiRcwdiPcRz3WqSeWjMwBM1ZQODk4ZVjmdY6kQGNPySHkkvclban3RNeNLXFNo5/lEkwcrBT3oRCz0Sn8elVPh0gg9GEkKItwYaAxgY/BsQBIEbX76Siflf8d7CF/kp4zPa9m0VcJwlxMxNr1x5EmZocKpjmGUYHHf2FpSwZHs64VYzQzu0ICIk+PLV4m37+HD6EjKLymiaGMt9o/rTU0dJwsDgv0ipcyvbSr6gwrWLSEtLUsPPZl3hK6iaG4/m4OCSCREZq5zI8NRJRjmEwX+Kv7/5h/HPT6SsoIK0tinc+ua1dBvW8WRPy+AkYphlGJw0mibG0rSeJQ392zShf5smx3dCBganKTGWtvRNfhfwNpPOyBiDSy0/5CgBkxhGavg5tI293QiADf5TbFy4lYlvTaEktxRRkmjepQlt+xiSaAb6GEGwgYGBwWlIhWs3TqVEZ49GpLkFXRIeP+FzMjA4mWRuz+Z/I1/GafOaySgelXkTFlOaV8Yrfz15kmdncCpi1AQbGBgYnIaouBGCdAIdvpyagcHpz6R3puJ2+ssMuhxu1s/fQs7uvJM0K4NTGSMINjAwMDgNiTa3QhQC6+slwUpa+DknYUYGBieX9C2ZqEqglKDJLJO3t+AkzMjgVMcIgg0MDAxOQwRBolfSK0iCFREz4FWDiDK3omnUxSd5dgYGJ552fVsj68hyupxuQyLNQJejrgkWBMEKLAAsNeNN0jTt2aMd18DAwMCgdhJD+3BW2p+kV07B4SkkMbQ3DUIHIApGu4fBf48L7xvFX1/NRnEr7Fe+soSaGXL5GcQ3NPTmDQI5aok0wStiGaZpWpUgCCZgEXCfpmnLgp1jSKQZGBgYGBgYHGuyduTwxaPjWT93M6GRIZx/z0gufmgMkqTjqGjwn+G4SaRp3ii6quZHU81/J1582OC0ZMv6DH75egG5mSV06NaYS28aSFLDmJM9LQMDAwOD05BGrRrywh+PnexpGJwmHJM1M0EQJGA10AL4WNO05TrH3ArcCpCWlnYsLmtwmrNo1ibefPJXnA5vN2/WviLm/b2BDyfcScO0uJM8OwMDAwMDA4N/M8ekMU7TNEXTtC5AI6CXIAgddI75QtO0Hpqm9UhISDgWlzU4jVFVlY9emeoLgAEURcVuczH2o9kncWYGBqcOFU4H49ev5fn5c/hj21acnkBrZAMDAwODI+OYdk9omlYmCMI84Gxg07Ec2+DfRXFBJbYqR8B2VdVYv2LPSZiRgcGpxa6SYi6Z+BMuRcHu8RBq2sR7yxfz+6VXERNiuMAZGBgYHC3HQh0iAXDXBMAhwHDg9aOemcG/jow9Bfw9aRWlJVV07dWcYE2Z0XHhJ3hmBganHg/Pmk6F0+lrsLC53eRUVvLW0kW8PPTMkzo3AwMDg38DxyITnAyMrakLFoFfNE2begzGNfgXsWDGRt5++jc8bgVFUVk2dyvWEDPgwu1SfMdZQkxceuOAkzdRA4NTgCqXiy2FBQEdxh5VZfquHUYQbGBgYHAMOBbqEBuArsdgLgb/UlxON+8++7tf/a/D7kZVNRo1iSd7XzGyWcLjVrjk+gEMGdX5JM7WwODkIwr6dsgAkmh4HBkYGBgcCwxFdYPjzvaNWQg6D3WX00NYeAjf/v0QRfnlpDZNIDQs0AbWwOC/RqjJRO+URizLykQ5qGzIIklc1Lb9SZyZgYGBwb8HIwg2OO5YQ82oQep/Q8LMxCVEEJcQcYJnZWBwavPmmWdz6aQJlNrteFQVSRRpE5/Avb36+o4pstl4eeE8Zu3ZhYjAOa1a878zBhJpsZ68iRsYnIJomsaWiq2sLV2HRbLQP74fDUOSAVA1lQp3BaFyGGbRdJJnanAiMYJgg+NOi7YNiYwKxWFz+W23hpgYfVnvkzQrA4NTmwbhEcy59ibmp+8lq6KcdgmJ9EhO8a2qOD0eLvj5B/Krq/CoKgC/bd3MiuwsWsbFsSg9HYssc3mHjtzbqy8W2fi6N/j3sKtqN39kTybXnktaaCrnp5xH4zB9DwJVU/l01xesL9+AU3UiIjIjbxZXN74SWZD5KfNnnIoTgIEJZ3Bl2uXIovH38l/gqG2TjwTDNvm/x75d+Tx+8zc4nR7QNDwelfOu7MNND4zQLZXYT/ruAiZ9t5DMvUW075LGBdf0Jz4p8gTO3MDg1GTy9q08OWcW1W53wD6BA7adFkmif2pjvjr3ghM6PwOD48XG8k18sPNjXKo3sSIgYBJNPNb6IVpEtAg4fl3Zej7Z9TlO1em3XUJCEiXfOABmwUz/+L5c3/Ta43sTBieU42abbGBQH5q0SOKH2Y+ydvkeKstsdOjemIQG0bWes37FHp65ezxulwdV1di1NYfpv6/mgx9vJ6Vx/ImZuIHBcUZRVfaVlRJhsZAYVn95wK1FhboBMPj71jsVhSVZGewqKaZFrOHEaHD68336j36Bq4aGS3XxQ8bPPNv+yYDjVxSvCgiAAVRUFFXx2+bSXCwqWsLlaZdilYyyon87RhBscMKQZIke/VvW61hN03j/hT/8FCX2y6t9/e4MnnnvquM1TQOD44pLUZi0ZRN/bNtCpctFVkUFGhqKqtI5KZkPR40mITSsznGax8QSajJhCxIIH4wsiGwvKjKCYIPTEpvHxoLCRWyt3EqiOZE8R77ucRm2DN3tpiB1vlqACKEXURCo9FQaQfB/ACMINjguVFbYWTRrM7ZqJ936NKdpqwaHdX51pYP8nLKA7ZqqsX7F3mM0SwODE4uiqlz3xyQ25Odh17FAXpObzQ1//Mo7I0bxztLFrM3LJTkignt69mFYs+Z+x57TsjVvLFmI0+PxKUgcXAbhd11NpUl09LG/IQOD40y5u5xnN71AtWLDpboQCS4RGC57V1LyHPn8mvU72yt3EClH0CO2OyIiKmq9rikKEjGmmGMyf4NTGyMINjjmrFu+m+fu/R4Aj0dl3EciQ0d35t6nz6u1/vdgzFYToiig6OwLizDezg1OT+an72NjQb5uAAzg0TR2l5Zy/s8/4PR40IBCWzX3Tp/KUwOHcEWHTr5jQ0wmfr/0Kp6YM4slmekA9EtNY3Vujl922CxJtIlPoH1i0nG9NwOD48Ef2ZOpcFei1DwNggWyZtHMOclnU+gs5LnNL+BQnGholLvLyc8tQBZlvxKKYJhFMxelXGA0xv1HMP6VDY4pLpeHFx/8CYfdv4xh7rQN9Bnclt4DW9drHLNZZtCIjsyfsdHfUc5q4oKr+/l+3rM9l8X/bEGSRAaO6EijJkatsMGpy+KM9DrLFzyqgqr5L9TaPR5eX7yAS9p1QD7ILCMlMpKx51+ER1UR8BppbCks4Il/ZrGpMB9JEBjZoiXPDx5+fG7IwOA4s7Z0nS8APhgBAUmQkAUZFZWzkoZzZtJwvt03Fqfi8it1cKkuBPQTMDIyrSJakGHPIsYUw3kpo+kZG9A/ZfAvxQiCDY4pm9bsQ1MDF2Qddhez/lhT7yAY4O4nz6WspJoNq/ZiMkm4XArDx3ThvKv6APDN+zP484dluF0eBEFgwlfzufH+szj/qn51jGxgcHKICw3FLEm4FL01Di9KEMUet6KQX11FSkSgOsrBgXG7hET+uPwqnB4Pkij67TMwON2wSlbQeW+UBIk3Or2CU3USZ47DInmNlrZX7tTNFptEE5qm4dYODGYSTHSM6sB9re6udQ4V7komZPzCmtI1CIJI37jeXJJ6ESFSyNHdnMFJxwiCDY4pqhJcck9R6lePtR9rqJmXPr2OvKwS8nPKSGueSEyct+Zr19Yc/vxh2UGNcxqKovLNuzPpP6w9CQ2ijvQWDAyOGxe2bcfHK5cF3R8iy4SYTJTY7QH7VE0jxlr/h66hC2zwb2B40lB+zpzkV8ogIdE6ohVxlsBGz0RLAnmOvIDtmqZxbeOrmJT9GzaPHQ2NHjHduKHpdbVe3626eX7zS5S6Sn0Z6fmFC9lVtZvn2j+NKBgvmaczxrekwTGlY/cm6GlPS5LAkFGddM6omwaNYmnQKNZv26LZm3G7AusqBVFg+fxthgmHwSmHpml4VJXXh4/g6bmzcSkKLo8HBIEoi5WUyEgubd+RtxYvDDhXFkXOb9OOUFPtblaqprE4M530sjLaJiTQrUHDetfhGxicigxNHMLe6nSWF69AEiQ0NBItCdze/Bbd40c3HMW2yu1+QbNJMNE5uiMDEwdwRkJ/ytzlhEoh9VJ/WFWymipPpV9JhkfzkO/IZ2vFNtpHtTv6mzQ4aRhBsMExxWI1cc6lvZn0nf+DXNNg+6YsBo7oeEyuI4lCzcM9MOAWJePN3ODUQdU0ftm8kXeXLabS5ULVNJLCwsmrqkITBDRNw+Hx0DI2jpyKCuxK4Mudpmk81m9Ardcpstm4fNIE8qurUDQNURBoE5/AuPMvrjN4NjA4VREFkVua3cj5Keeyr3ofceY4moY1Cfpy1zqiFTc1vZ7v03/CqTpQNf+MryiIxJrrr/yQbsvAoaMx7NE8ZNoyjSD4NMeIFgyOOSsXbg/YpqoaU39egdut3xV/uAwY0RFZlgK2a5pG3yFtj8k1DAyOlhXZWfT68lOemDOLQpsNh8eDS1HIrCjHfVADnM3jZvrunfy9a4duvXCoycTuspJar/W/f2aSUVFOtduNw+PB5nazuSCfd5ctPk53Z2Bw7MmyZTM9bybzCxdS7bH5tidY4ukZ24Nm4U3rXN3oHduLSxtdRJQchSzIlLnLyXHkHtF8kkOSsYiWgO2yYCLJaiiunO4YQbDBMaeooEJ3u6qo2KoC36iPhCYtkrj6zqGYzTJmi4zFasJskbn3mfN8dcMGBieTQls1N07+jRJHYH2vHna3G7eq3zDnVlXiQ4IbaLgUhfnpe/Go/nX3TkXh162b6z9pA4OTgEt18VfO39y5+l6e2vQsP2dM5If0n3hg3cNsLt9S67mKprCmdB2/Zv3OgsKFOBQH03KnMz7jRwpdRThUB1srt/HK1tfJsGUe9tx6x/bELJr91CVERCJM4XSKPjYrmwYnD6McwuCY06JtQ9av2BOwPSzCSkTUseumveSGAQw4qwPL5m1DlkX6DWtHbHzEMRvfwOBo+GPbVhS1/s2ggiDQOSmZErvdT0dYFkXaJSTSIDycLYUFxFhDSI7w/5xrmqZbiw8EBMZ1UWirZsKmDWwvLqJzYgMubd+RKKuhzW1wfFA1lVe3vkl6dbqv7lZD89kcf7jrYz7s+p6u65tdsfPSllcpchbhUJ1YRAsTMn7BrXkCNIHdqpvfs/6sUwniUKySlWfaPck3e79je+UOADpFd+CGJtchCYGrkQanF0YQbHDMufH+s3j0xq/9LI8tVhM3P3Q24jGWa2qQEsP5V/U9pmMaGBwL8quqcNYihXYoJlHkpq7d6J/WmJcXzkMUBNyKSofEREa2aEWPLz8FvDrCXRok8/GoMcSGhAJeJYjODZJZm5vjVyUvCwLDmx5wmit3OCh12EmJiMQkBT7AtxUVctmkCbgUBaeiMGfvHj5fs5I/L7ualMhAaTYDg6NlXdl6su3ZulrA4O362FaxnY7RHQL2/ZE9mTxHPh7N+9LoVJ04QVcTWENjn23fEc0x0ZrA420fwaN6r2MYafx7MMohDPzQNI2y4iq/APZwad2hEW99dzPd+7cgKjaMVh1SeOKtyxk+pusxnKmBwalN30apQRvSZFFEEgTCTCZMNRJLiqZxxW8TWZubw+IbbuWx/gPplpxMkc3Ga4sXUO12Ue124VQUVudkc/vUP/3GfH3YWURaLFhrpNFCTSbiw8L43xmDsLnd3P3XFHp//RmjfxpPz68+ZdKWTWia5nWmq8kiPzlnFpUuly94d3g8lNkdvLRw7vH6NRn8x9lWsd2X9dVDQAjqEreseLkvAD4YTdc8HJIsiUc2yRpkUfYFwKqmMjXnL+5Zcz83rryF5ze/xK6q3Uc1vsGJx3idMfCxfMF2PnzxT8pLqwGBQWd35O4nx2ANMR/2WC3bpfDyp9cf8zkaGJwudE5qgKTTwGOVZJ4cOJjRrVrz5epVfLlmJWgHyham7tjGzuJidpQU1WqvvDo3h/n79jKoSVMAmsfGMf/6m/lt6xZ2lhTTOakBY1q1IcRk4o5pfzJ3316vLFtNgPvEPzN5bdECypwOIswWbuveg/X5gfqqKhoL0vcdo9+KgYE/MeZoTILJz8TiYFRNpU1EoMmSU3FiVxxBxz10TLNo5ryUc49+wjX8lPEz8woX+Mou9lTv5fVtb/FMuydJDW10zK5jcHwxMsEGgFe+7JWHJ1CUX4HbpeB2eVgwYyNv/G/iyZ7aYVFd6aC6KvgXo4HBieLWaX9ic7kCtmtouBWFKIuV9fm5uA+p2XUoCusL8oIGwAfGgdum/sn6vANd75EWK9d36cbLQ8/k0vYdCTGZKLbZfAHwwXg0jRKHHVXTKHc6+GD50qDXMow3DI4X/eL7BjWcMAkmbm12s88Nbj+apvHW9ncD6n4Ppm1kG8yiGUmQiDFFc2vTm2gb2QbwBtb7SxuOBJvHxtyC+bp1x5NzphzxuAYnHuObzQCAid8sxOX0/1JwOT2sXLST4oIK4hKPrB5wx+Zspv+6Clu1kzPObE/fIW2RjoOOb05GMW8+OYkdm7MBaN2+EQ+/chENUwMdhQwMjjc7i4vZXlSoW+XoVBTeWbaYKzt2JrO8/Kiu41IVLp74E+e2bssbw0cg6dTcF9qqMYm1WzWDN/iWBQFJFP0Cc4skcUm7wHpMA4NjQZQpiodbP8Anuz6j2mNDRcUimhkQfwYjks/S1fTdU72XdFtG0LIHgI3lm3it48tEmCIIlUIQBAG7Ymf8vh9YXrISRVNoHt6MG5pcS6PDzNwWuYqRBCkge62hkVF9+AoUBicPIwg2ACA7vUi3u9xklijKr8BsNTHzj9Xs2ppL8zbJjDi/GxFRobWO+eu4RXz3wWw8bgVN01g2bxvtu6bxwsfXHtNA2Olw88C1X1BRZkNTvfewdWMmD17zBWOnP4zFahgFGJxYcqsqkWtpAvWoKj9uXEfL2DiyKytQgig71AdF05i+awcdEhK5oWt3nB4PTkUhwmxGEASaREfXGiwcSqu4ePaWliII3rG7JzfkwT79j3h+Bgb7qXJXMb9oIRnVmTQJS2NAwhmEy+G0imjJO13eJMeeiyzKJFkSa9UCzrRl1vmZ1tB4bdubvNPlDQRBINeex/s7P6LAWYCieV8Id1Xt5qWtr/Fax5eJNkfV+z7izLG+MQ5GQKBRaEq9xzE4+RhBsAEA7bo2JmNPIYrivzTrcSvIsshNo9/F6XDjdLhZ8s8Wfv5qPu99fxspjeN1x5v15xq+fGu63zaH3cXmtRksnbuVM4a3P2ZzXzhrEy6H2xcAA2iq5pvrkHP+z95Zh0dx7l/8M7K72biQECC4u7s7VaClSt1uXX+9bW/d3V1oKS3UKF5ocXcLBAgEEiLEXVZHfn8sLFl2NgkFqjn3uc9TZmfemdndzJ73+57vOd3P2rnqUY+6oGNsbI3OEA5F4c1NG7wV1+rZh1ZZJjY4hJzKCj+pRCDYFYXpibvYW5DH4kOH0NBJCA/n5VHj6J/QlAcHDObNTetrlViEWSzMu2IqSfl5pJWW0r5BAzo2iK3TNdSjHjUh15HHc/texKk6UVDYUryV2VlzuaP1bfSJ7o0oiHUmkA2DGho6QJyKCqWCrcXbWZm/iiOVR1AMiKuiKazOX8OkhLrrhUPkEIbEDmJD4SbfeGbRxMWNL6zzOPX481GvCa4H4PHctVhNCOLJB4slyMSkqQP56v1lVJTbvY4RToebynIHH7zoq31yOtyUl9o4ejiPd5/z7Vw/AYfdxfplZ9e8P+9YCXa7vzbMYXeTe6zkrJ6rHvWoC2KDQ5jatTvmGqrBVW43LlVFFESaR0YRYw2mQ0wDXh0znrlXTKVHfCMskkyo2YxVlmkVGYWphupYbmUFi1MO4dJUFE3jaGkpNy2Yw5HiIm7q2Zt3xl9A94bxNAoNo0fDRoinjGWVZR4cOARJFOke34hJHTrWE+B6nDXMOPotVWoVCp6JmI6Ooit8cPhj1hWsP62xOoS1p4GlARI1+/QqusLcY/M5UplqSIAB3LqbTHvWaZ0f4NrmU5kQPw6r5PG+T7A24aF299M8pPlpj1WPPw/1leB6AB6/3fdm3cFX7y5lz/Y0wiNDuOyGIYy/pDcX9n7ap8oKnsaExK2p6LqO3ebivefns2HZPnTAZJZRFOMHjiAIhISeXeP9Nh0bY7Wasdt8iXCQ1UTrjo3O6rnqUY+8ykq+2r2TtelpmCWJkS1bcUP3Xn6BEk8MHUHHBrG8tWkDeVWVCGBo9OTWVEoddnbedpfP9h+mXElmWRmFtiraN4hFFGDcN9PJqgiQyKjrfuEcLlXji107eHn0OMa2bsPY1m347XAKDyxdDNUkGJIg8NiQYUztWr9qUo+zD13XOVB+wPg1dL5Jn0X/mH6Yxbo5EQmCwP86/Jevjs5gV+luQ2kCgEUwk+/ID2ixBp7mu1YhLdlctIX5xxZS7CqhRUhzLm86hdahrQIeJwkSlyZM5tKEyWi6FrC5rx5/bdST4Hp4kdCiAU+8dRUbVuxnyextLF+0G03XkU0SquL/EBElgefun8WebanY7S401fOjqrgDLwNLssj4S3rXei0ul8KaJXvYtj6F2IbhnDelLwktjKUXfYa0Iz4hmqyjBbhdnnObzBKNmkbTe1DbgOfIyy7BbnPRtGXsOWnWq8c/DxllpVz83TdUulzen9U9+Xl8sn0rn180mSHNTlaBBEFgSqcuTOnUBVXTyKmsYMTX09AM9L+O4zIFXdc5WFRIsd1O17iGNI2IoGnESa1iblVlwGuzyiYq3b4TQVXXOFJcdPLfmsZjK5d6z3cCoiCQWeYh13a3mx/27WVxykHCLBau7daTEcdt2OpRj98LSZDRAtigiYJIelUGbcPa1Hm8UFMo97S9kzxHHivzVrM8f6WPZ7CAgEkyo2k6WgBZkYCARbKgoTEtbbpX2pBccZBXkl/nfx0foWVIi1qvpZ4A/31RT4Lr4YMPXlrIigW7cNg9D6uUfccICbWgqZqXYAKIooCmwaZVxrP7QLjyluG061yz7sthc3H/tZ+Sm1WCw+5CkkQW/biVR1+9nIEjO/rsq+s6tkoHL358PbOnr2PV4j0gwKjzuzP1jlGG5LYgt5TnHviO9MN5iJKIxWLi/164lL5D253WvdTj34fXNq6jwuXya8lxqip3Ll7AtlvuMLQTk0SRhPAIusU1ZPcpXryiIDC0WXNyKyu4cf4cMspKkY87NDzQfxDXde/JvIMHWJxy0JBAgycZzqX5Tz7NkkSvRo29/04rLTF0iXBrGsvSDvPgwMFc9tN3pJaWeIny5qxMbu3Vl/sHDKrt7alHPQwhCAIDYwawrnC9YUObqqsEy8F+2xJL95Jlz6KhJY5eUT39opP3liXxXsqHqLqKqqsICOjoSIJEm9DW3NzyBl488Aplmj/5FhHpEdmdK5pN4Zl9L/jZnbk0F58c/oxrWlxN5/BO9UT3H4p6ElwPL7KOFrJs3k4fqzSnww0CNGwcRWFeGSCg6zoup4JeS9OOIJxccTWZJMZN7sU1d4yq9ToWfL+Z7Iwi73Woqoaqarz55M98v+oxZJNHB5a04yhvPzOXvGOlIMDAER35YsH9hIQFllvkZZdyx5T3sVWeTChy2Fy88NB3fPTTXQEb/epRD4CNmRkBe9J1XWdzVqY3vMIIL44e540ldqkqFknGapJ5fOgIblkwl8PFRT5OEW9tWs+0XTsosFUFPK9JFLmwXQfMksSCgwe8zW+iIBAkydzY4+TKS5jZ4g3lOBURliAWHEomrbTUp1JsVxQ+3bGVqd26Exsc4nPM4eIiPtq2hb35ebSLieHOPv3pHNcw4P3X49+Lq5tfQUpFCjlO30mggECspQFNrCcna1VKFS/sf5liVzFOzYUseKhK+7B2DIsdQt/oPgB8euQLH/KqoyMjc2Gj85mcMBGAm1rcwIdHPsGtuT2vCzJBUhDPd3maaHM0xa7igHKKXGceH6R8RLQ5mttb30ZCcBMkoWYd8gkUOYv4Nv079pYlIQkSgxsM5PKmUwiSzq4csB5nhnoS/C9EblYxa5cm4XK6GTCiI206eh4+e7anGdrSOO1uuvVtyfhJvUlPzcdpd/HVe8t8iOSpkGWRdl0SsFU5CQkNYuLVAxg6rm5eoysX7fbzLAZQVZ20lFzadmpCdkYRj9/xtU+886bVByi+u5w3v77NcNy87BJuv+R9P+0weCQci37Ywn/+e0GdrrEe/06Emy2UOozDWASEWq3OOjaIZfm1N/LtnkQOFhXQrWE8V3XpRondTmppid/xTk0j31ZlOJZFkpBEkabhETw1bCShZjOto6KZnriTCqeTgQnNeHTIMBqGhnqPaRgaSreG8ezOyUapdi6rbOLGHr34JeUQdsW/amaSJLZnH+O8NidXS/bm53HVzz/gVBRUXSe1pJhVR9P44qLJDGrarMb3oR7/DhytSufX3N/IdxTQMbwDj3Z8mHnHFrC2cL2X2EaaInig3X0+x/2YOZu8alZmJ/x4k8r3kVJ5mHWF67ksYYphWIaCwo6SnV4S3COqO090fIxfc38jz5FPx/AOjIsfQ4TJIzMKlUP9xqgOh+Yk25HDM/uexypZmdr8SgY38F0VKXOXsalwM6XuMjqGd6BNaGue2fcCFUqFJxxHd7OmYB3ptgye6PhYjfZv9fhjUU+C/2VYOm8nH7y4wKOTUjV++mo9Ey7pwx2PXkB4RDCi5P/HKZskomJCad81gfZdE0g9lIumBq4Ci6KAxWrm8Teu9IZsOB1u0o/kExMb5uMvvH93BjM+XEFGaj4t2sQxbmJvMlILDMfVVM0b4Txv5iY/7bHiVjl8IIejh/No0ca/GjXr01U4DFwkwFNtzss5s+CCevzzcVPP3ry0bjUug2qqpusMTGha6xhxIaE8ONDXdzettKRGX+FTIQsiE9t35OL2HRmQ0NTr9HBLrz7c0qtPjcd+eP5F3DDvZ46WliKLAi5V5Zpu3bmoXQe2HstCEvzJvK7rRAVZfba9uHY1NvdJwqzj0TY/vXoFy669sc73Uo9/JnaW7ObjI596K7DptgzWFKzluS5PMyXhEo5UpREmh9IypIUfKdx6PMzCCE7NyaGKw6RWpgX0Cj61wa55SDP+0/rWgPuOjB3OqgL/BLjq0NCoUquYfvQbos3R3vS55PKDvHXoXTRdw627WZm/mnBTOA7V4XN9iq6QacviSFUqbUJbBzxPPf5Y1JPgfxHKSqr44MUFfnKHX+dsZ9j4LvQb1g5J8l/qkSSRsRN7ef/dsm1DGjaOIjOtAO0U14jgEAu9B7flpvvHeQnwj1+uZdanqxBEAcWtMWRMJx54djJJO9N59r6Z3mpucUEFuzanGoZ2AMQ1ivQ2x2UaeBqDp/EuL7vUkAR7xjZ+b0RRoFGCfzJRPepRHdd068Hh4iJm7U30NsYJgFmSeWPcBKwmj2bRobh5a9MGftqfhFNVGdqsOU8OG0lCuLEhf6cGcahazVXk6tDRuah9h99VcY0NDmHRVdeSXFhAblUlXePiaRDsmZhO7dqdOcn7UZXqDUYe/+B+TXxTtRLzcjDCCd2x2eBZUo9/BzRd46tqjWbgIYFVio15xxZyU8vr6R7Z1e84u2rHrtprjXZxak7SbGk0MDcgx5HjQzYtoplRDUee1vVe2exyJFFiee5KXHpgIgwerfCinMV0DO+Apmt8ePgTnNrJVVGn5qTAaVzI0dE5Zs+uJ8F/IdST4H8Rtq07hGjQKOZyKqz5dS+dezbnlc9v5Ol7vsFW6fTMzgX470uXEd/kJEEUBIEXPr6OJ+6cQd6xEkRJRFU0bn5gPBdfNcBn7NVL9jDzk1U+soUNK/ZjMssk78n02Q4EJMAAj79xpbdi0KlnM5J2peN2+com3C6Vlm2NNYlRDULJzyk1fE3TdBb9sJWQ0CCu/s/pPUDr8c9Fsd3GpsxMgkwyQ5o2xyLLPDdyDPf0G8jilIMcKSkmITyCi9p1oFFYmPe4WxfOY3v2MW9gxoq0VLZnZ7PiuhuJPKWiCmA1mXhi2AheWLsKh6J4rAZFCbdBsxuALEoMaFJ71TkQBEGgY2wcHWPjfLZ3jI3jpVFjeWLVckRBQNN1GgQH8+XFl/j5CkdYggylGhZJxnQaVe16/PNQ5CrCofnL5TQ09pbt9dtuV+1MS53OrtLd3hAMETGgtZmISLAUzH3t7ublA695q66artEvuh+DYgYYHhcIoiByRdPLuLTJZN44+DYHKw7VaKtW5PQ4rmTasnAZ3GcgCAg0Coo/rWurx7lFPQn+F0GUAmfsiMdDMtp0bMw3Sx8mZX82bpdC+64JmEz+X5PY+Eg++fkejqbksX1jCgd2Z7BjYwrhkcEMHdfF68rw/Rdr/Iiuy6mw8pfEGq3UToUsizRt5THuryy3oyman+2NJcjE0LGdiWsUaTjGZTcO5Y3HZ3udL06F0+Hm209W0ax1HINHd6rXbf3LMSNxFy+vX4MsSgh4iOMXF0+ib+MEYkNCuL5HL8PjDhQWsCMn2ycxTtN17G43P+5L4rbefQ2Pu6pLN9pGx/DV7p3kV1UyqkUrFhxK5lBRoV9l7K3x5yGdI6I5qUMnJrRpS2JuLqFmM51ijSNsb+7Vm3c2b/RJoQuSZaZ27V7/t/Mvh1WyounGJDJE8tfgfpDyMckVB30szsDj4es2sFWTBIlhsUOID2rIWz1eY1/ZfsrcZbQNa0t8kKcIoukaB8qTSa1KI8YcQ5/oXrX6EMuizC2tbuTZfS/iUB2GVWEBgfZh7Y5fh1jnQHJZkGkYFEfb0LrbwNXj3KOeBP+L0Hdoe0MJgdki+0QLi6JI+y4JfvsBHD2cx8xPVpGy7xhNmscQGm5ly5pkL7FM3JrKyl9288x71yCKIiVFxr6mgXwbA8FsMVFV4WlI+s8l71FWXOUjxQiPCubyG4cy+drBgYZgyJjOZGcUMfOTVSiKauh9rKkarz76Ix27N+OFj6/HbK7/E/k34kBBPq9sWItTVX3I7C0L5rI1gA3aCRwqKkQyIIEOVWHPKfZop6JP4yb0aXzSQnBK5y7cs3gRu3KzEQUBsyTx2pgJjG8T2P/6bCBINtE/gL75xGrNzT37kFdZycy9iZgkCbeqcmHb9jw8aMg5vbZ6/DXhVJ3IoowkSITKoXQO70RSWRJqtYqqWTRzXqNxPscVOgs5WHHIjwADtAhpTmNrIzYXbUU4/j8VleubX0Pj424SkiDR7RRphVN18mryG2TZj+HW3JhFM7MyvueJjo8Sb625EtvA0oA3ur/CluJtrM1fR0rVYZ/XdXT6HXenaGJtQqgU4iOHMIKISN/o3lzb/Jr6CeJfDPW/8P8ihIVb+b8XL+WNx39GEAQ0TUMQBC69bnBA0lsdKfuzefjGz3E6FXRNN4wkdtjd7Nl2lF2bj9B7UFs692jGplXJfjKHE8Eap8JklhBF0aB67GbGB8uxVTkpKfQn1m6nwqSpg2oNvbj8pmFcfOUA3nthPqsX7/HTNINHUpG8J5M5MzZw5S3DaxyvHv9M/LQ/CZdB6qEOrE0/ytjWgas5LSKjMJL3WiSJDg1Oz4IvNjiE76dcQX5VJRVOJy0io85ZBbg2FNiqeHrVCpanHUHXdUa0aMXzI0dzb/+BZJSV0SQsnCirv9SjHv9sHKpI4au0GeQ4chAQaB7cjAsbn0/T4AT2nCJ9CJVC6R/dz2dbsasEWZRxq/4VX7fm5qaWN3Bd82s4WHEIt+amfXg7b1RxIPySs4QMW6a3iuzQHDg1Jx8f+YxnuzxV6z1ZJAvDYoeQ58gj1Zbm16T3feZsno/ojCAI3Nv2bp7e/1zgsQQLN7W8gQEN+gXcpx5/HupJ8L8Mw8Z1pWvvlmxYvg+XS6H/sPZ19sb94q1fA0oJqsNhd7FlzUF6D2rLDfeOZdfmIzgdbi/hlGQRXdMNCWi7zk1I3uuf464oGuuWJWGrMm5acBx3n2jd4WRMsuJWSUvJIzjE7HOPQcFmLr9pGOuX78flML4fl1Nh6byd9ST4XwpPIpz/91PXdarcNf8NdItrSLuYGA4UFniDKQQ8NmNXdOlmeMyvh1P4cNtm8qoq6RnfiP8bOJS2MTHe1+NCQokLqdnK6VxC0TSm/PgdORXlXmu11UdTmfxDHquvv5ku9d7A/3houkZ6VQYu3UWrkJaYRBM59lxeP/iWtwFORyfNdpQPDn9s6NxQ7C7m5QOvcW+7u7wWZU2sjVE0/yqwJEhe2YEsynSO6FTna11fuNFPRqGjk2U/Rrm7nHBTuM9riqaQVnUUSZBoEdLcG4yxqWizoUvFMdsxylxlRJgjaBHanDhLLPkBmuFUVLpF1s0etB5/POpJ8L8QUTGhXHhF/9M+7lCSPzk1giSJhIV7ZurNWsXx/IfX8fGrv5B7rJj4hGg6d2/Gr3N3+HkByyaRPkPaGZJg8ES+ntoIdwK6phMaftKEfMOKfbz91FwUVUNxq0RGh/D0O1NpezytrkWbhtzx3/P56JVFPkl4PudTVY6m5CHJIgktGtQvY/2LML51WxYfPuRjAQYeMji4Wc2ODIIg8PWkKTyzegW/pBxE1XV6NIznxdHj/MImAKbv3snrG9d5tbXLU4+wITODeVdMpU10jN/+fwZWpaVSbLf5eAuruk6ly8mvR1KY2L5jDUfX4++OTFsWbx16lyqlytu4dkvLG9lbvs+QwAayLgM4XHWEhxMf490eb2KVrYTIIYyLH8OyvBVeMi0gYBEtTGg0/ndecd2dVhJL9/LJkc/QdA0dnWDJyn3t7jkel2z8zFdRef7AS/yn1a20DWtDo6BGAUnwmIaj/NLw6vHXQX0Lbz1Q3KqhVvhURET5/4AbQVU1eg/xaBa3rjvI43d8TUZqAVUVTrLSClm3LMkwDEMURUZf2IOuvVsYPnvslS5MATS6oiTQsLHHwSL9SD6vPTabygoHDpsLxa1SmFfOPVd9zJLZW73HnDelL7NWPuq1cqsO2SRRVmLj/ms/5e4rPuKWi97h6OG8Ot1/Pf7+GNmyFQOaNCX4uOWZKAgEyTIPDBhsSGRPRbjFwlvjz+fAXfdz4M77mH351bSP8V9xcakqb27a4NNcdsJv950tG0/7usscDortttM+rjYcKSn2SZE7gSq3myPFRWf9fPX460DRFF5NfuN4epsTh+bAoTn4LG0aR6uO1uiiEAhOzcnbKe97/31ZwqVc13wqTayNCTeFMyCmP891eYpo8++zrRwYMxCTYPLb3jiokU8VuMhZzAeHP8Km2rySiRJ3Ka8lv4lLczGkwSDDcQAKnIW8fvAtipzF9Ivpi8Wg6U5G5qJG9QFMf2XUk+B/MY6lF/Lfm6dxcd9nuLjvM7zw4HeUlRinUwFcftNQLEG+DwSjOHVBEPjhizW4XAqvPPIjTofbW8F1OtyUFPmeQxQFzBaZe564mLhGkfzfC1MQDXSPqqoREhbkp/sVBJh8zckEn0U/bMHlMl6y/ujlX8jOOPmjHRZu5bkPriUkNMh7b0FWE6qi4bC5cNhcOB1usjOL+O9N03AFqETX458FURD47KJJvD3ufCa278AVnbvy3SWXB3R2qGkcUw1+udkV5YZVM03X2ZmTXefzZJWXMeWn7+j3xccMnPYpF8yawcGiQp99yhwOVqQeYUtWJuppNqa2jYkhyKAZMMRkop0Bua/HPwdJZftwa/7PU1VTERAQfyeNSKlIoUrxTNgEQWBo7BBe6vo87/d8m9tb30qsJZYSVwlzs+bzyeHPWJW3GqdaNzuyixtfQGNrI4JECwAW0UKIFMLtbXzTRDcUbjR0sdB0jV0liVzQ6DyaBjcNSIRVXWVl/moGRPcjwZqA5fj5wNMEOKXpZEJNf56MqR61o14O8S9FVYWD+6/5jMoKO7qmg6azeXUy6an5fDrnHkMSet6UvhQVVDB7+npESUBVNM//T6kE6LrO9vUp7NuVXqdVKVESefb9a+g5wNNsFBUTgh7gR7qi1MaES3qzdN5Ojz+xqjHhkj7cdP/JZbPCvHICuPOgahqrFicy9fZR3m2tOzRixm//x+ole8jPKaUwv5y1vyX5SC90Hdxula1rDjJkbOfab6oef3uIgsDY1m1qbII7U8RYgwMS0oQw42CNU+FSVS776TsKbDa043KF5MICrpj9PWtvuJVwi4Xpu3fy6oa1mCQJXfeQ1+mTLqVDg9g6nWNE85bEhYSSVV6G+/j1yoJAZJCVca1rdqpwKgpzDuxjwaFkgk0mru7anVEtWtXLi/4mqFSrDCdqKiqxlgbkOfOxq3a/10+Q40CVYkmQKHOXEhJAKnCkMpVXk99A1VUUXWFH6S4W5izm2c5PEmYKMzzmBCyShWc6P8mesr2kVR0lxhxNv+i+BElBPvuVK+WGrhSqrlKpVGCRLDzZ6TF+zprLr7lL/fZVdIU8Ry6yKPO/jo+wuWgLW4q3ESqHMDJuBO3Czq2LSz3OHPUk+F+Klb/sxuV0ewjwcSiKSmFuGbu3ptJrgP8PvyAIXHvnaC67YSh5OaXExIZxzdjXUQNEEdfm1HACsiySXy2yWJREQsKsVJb7P1ijGoRxz5MTueHeseQeKyU+IcqrPz6BPkPasm39QRS3/8NX13QcBs1wIWFBXHC5p3v341cWGWqPVUWluKiiTvdUj78mqlwu1mWko+kaQ5o1J9wSVPtB5xBhFgsXtuvALykHfeQGVlnm7n51M/xfdTTV08hXTa+rA25VZcHBA3SOjeP1jet87N6q3C6un/czG2+6rU5uE5IoMvuyq3hh3WqWHD6EruuMbdWGJ4eP9EuGK7HbWXgomVKHg76Nm/Dmpg0cKMz3Sj42Z2UytWsP/je0vun074D2Ye0Mq6UW0UK/mL5cmnAJXx/9hgMVyT6vhcmhPNbxvzy653HcBkRTEARizMaad13X+ezIFz7WYy7NRam7lLnH5nNdi2tqvW5REOke0Y1oczSqrhp6BHeJ6MzagvV+FmeCgDcWWRREhjYYzG+5y/yON4tm2lVr3hsSO5ghsYFtOuvx10M9Cf6X4ujhfD8bMvA4OyQnZtJrQBu2rz/EjA9XkJNVTLNWcdx431i69GpBULCZ5q09SVODx3RizZI9KNU8d0VJoPfgNnTu0QzZLEFghQXgeRg2bhrt8+/LbhzCrM9W46zmRmEJMnH1bSMACIsIJizCuIIw+sIe/PTlOkMLN7PFxKCRNXcZd+/Xit/m7cRh8yX3giDQpWfzmm+mHn9ZrDqayj1LFiEioONpcntp9FgmdzD+PjgUN4tTDpFcWEDbmAZc2La9Nxb5bOKFkWOQBIH5Bw8gHNce/2/IcIY1b1Gn47PKy73V2eqwKwrpZaUk5uYY6nltbjfbso8xIIAf8KmIslp5c9x5vDnuvID7bD2WxU0L5qDpOk5FwSRJKJrmQ9DtisI3e3ZxffeeNAn31+PX46+FWEsDRsWNYHXBWi9ZNItmEqxN6BXZE1mUebTjw7g0F9uKt5Ntz6FpcAK9o3phEk38X/sHeTX5DZ+KsFkwcUGj87BIFsNzlrnLKXT5a81VXWVHyc46keAMWybvHHqfSqUSAQGTaOKuNrd7yS1At4iutAxpQWpVmrcpzyKaGRDd3+tDDBBvjadHZHcSy/Z495OQCJFCGFpPev/WqCfB/yBkZxQxb9YmMo8U0KlnMy66oj+RMb56JFVR2bruEHnHSpBk0S8wQtdh7rcbiU+I5t1n53mJ8r5d6Tx++9c898G1dO/Xyrv/bf93Hvt3Z1BaVInd5sIabCYkLIh7npiIJEs88+41PHLLtIAODKIkENc4ki69W/hsv+zGobicCj/P2ICmasiyxFW3jeC8KX1qfR8KcssIsvqTlSCriRHndaNDt5o9kfsPa0/zVnGkpeR6G/iCrCb6Dm1Pq/aNajy2Hn9NlDrs3L14oU8DGsDjK5bRp1ETzJJEXlUlraOiCTGbyausZPKPMyl3OrG53QSbTLyxcT1zrriaJmFnl7hZZJlXxoznqeGjKHM4iAsJOS0v4GYREYaSimCTiZ7xjZibfMBQleRWFT7Yuom9eblM6dTljD1+VU3jzl8W+DhquFTjv3tJFNlyLJNLwuulRX8HXNXsCjqEd2BV/iocqouBMf0ZGjsYWTxJIcyimcENBvkd2yG8Pc92eYrvM34itSqVcDmMCxudz9DYIbg0F1uLtnG4MpVG1ngGNxhIqByKSZQJpKUz1ZL6Bp6q8SsHXqNKPdkk6tAcvHXoXV7v9gqRZo/USBREHm7/IOsLN7KhcBMmUWJE3HD6Rvn/ztzR5jaW5i5jRf5qXJqLXpE9uSRhYq2exQAO1UFS2T40NDqHdw4oAanHHw/h1BCDPwJ9+vTRt2/f/oef95+MpJ1HeeKOr3G7PUloJrNMkNXEBz/c6XVNcNhc/N+NX5CVXuhX5ayOIKsJk1mmosxfjtCmU2M++P5On22KW2XzmmTSD+fRpHkDBo3u5E1aS9p5lMdv/9qw6gwgiAKt28fzzHvX0qChL7nQdZ2DSVnkHiuhR79WREbX3mDgdLi5bvzrlJfaqP7Vlk0ST71zNX2HtKuTFtHpcLPw+82s/CURWZY4/7K+jJ3Yq84Sj3r8dbAlK5PHVizlaFmp32uyINA0IpLsinJv1fKuvv3ZX1DA0iMpqNW+RJIgMKx5C6ZdfMkfePU1w62qjJnxJZkV5X6vtY6KZvHV17HgUDJPrVqBXTH+GwySZcySxOzLrjojS7bE3Bymzv3Jz1bOCKEmM+9MuIBRLVvVum89/nxUKpXsLz+ASTDROaIzZvHMV0Qq3BU8s+95KpRKnJoTs2hGFiT+1+EREoITeDX5DQ5WHPKtIItmJsSPp2dkd+KCYgmVjX8TthRt5cu0r3FoDp/tJsHE5CYTuaBx4NWMs43dpYl8ePgTr0Za1VVuank9gxoM/MOuoR4gCMIOXdf9Zjf1leB/CN55Zp5PkIXbpaAqKl++s5THXrsCgNlfryMjNd/Qnqw6HHZ3QNKacTjfb5tskhgypjNDxvhXdWZPXx9wLPBodFMP5fHYbV/x2bx7vQQ1P6eUx2//moLcUkRJRHGrHj3yjUNrvPYNK/bhciqcOreTZYnigoo6N+NYgkxMuWEoU26o+Xz1+Gvj68SdvLB2tQ+ZrQ5F10kvK/Us3x+vWn60bQtuTfM7RtV11qYfRdf1P62pS9d1jpaVIiLQLCKCFWmpFDscfvvJgsDtvftikiQuateBmXsTOVhYaEiEHYqCU1F4bMVSfrrsqt91XdkV5Ty0dEmdCDB4gkOGNquXFv0dsCp/NTPTv0cSPNpvQYD7295Lh/D2dTo+rfIoC3N+IceeQ6vQllzU6ALirfH8lDWHElcpKp6/O5fmwgU8se8ZJEGic3gnYiwxVLgr0NHRdJUwOZTFOUtYlrscRVcYGjuYa5tP9YZbnEC5uwLVQIfs1t2Uucv8tp+KSnclu0sT0dDoHtnNG+xxuqh0V/Lh4U+8EooT+DLta9qGtSXWUu+s8mejngT/A1BZbic3q9hvu6bp7NiY4v33ykWJtRJg8FSCdR1D8moyS/z35mm0ahfPpKkDiU+INhjhJPJzSms9n6ZqFOSWkbw3k9KiKvbvzmDFot2UFlX6pMp9+8lKWndoRK+Bgbv1C3LLDO/RYXdRkFvzw6+y3M7yhbtIS8mjXacmjLygO8Ehxpq1evz1Uely8fL6tQEJ8Alop7xuV5QAFvn8qY4Ge/PzuHvxQgpsHpF9fGgoQ5u1wO72X9VRdZ1jFZ4mTrMk8f2lV7DwUDJLUg6xJv0o6imNTjqwKzcHl6r6NbrVBl3XuW7ubI6W+mvwqyNYNiEIEGa2MG3iJTVax9Xjz0OVUsWq/DUcKE8mRA5hZ8ku3LrbJ4Ht7UPv8V7PtwJqek9gb2kS7x3+0EsCcx15bCvewROdHmNHyQ4vAT4Vqq6SVLaPSFMEd7e5g92liewu3UOxqxgNzevSsL5wIzHmaC5s7OvF2z68HYIg+ikqLKKFTuE1B7tsKdrK56lfHifWOjOOzmRq86sYGVe3Rs7qk+TtJTsNnyU6GluKtnJh4/PrNGY9zh3qSfA/ACaz7JmeG8AafPIhJdZ1KV8QuOSagcz5ZqMfEXbY3ezZlsb+Xen8OncHr027mXbHU9iM0HNAazJSC1Dcxg877ylFeO2x2V5tsRGcdjfzZm6qkQS375KAySKjnjKGNdhMuy6BtcDH0gu5/5pPcTkVnA43q5fs4dtPVvLerDuIjf99VYB6/LlIzMsJSGbBI28ADElykCyjaJpPw5ksioxr3eZPIcLlTgdT5/xIpevk9/poaSn5lUkEmUx+Fdhgk4k20ScnqGZJ4tKOnbm0Y2d6fvohZU7/6rEoCIi/494S83LJraqsMTLBIorc1LMXo1u2pmvDeMPzFNlszN6fRGppCb3iG3FR+47esJJ6/DEodZXx1L5nsSk2v9jhU5FYtod+0YF9s3Vd5+v0b32qoBoaTs3JjLRvDJPmqkNDo0qp4ofM2eQ58nDp/r8LLs3Fb7nL/Ehws+Cm9Irswa7SRJ9mvubBzegW2TXgOcvcZXye+qXn3qs9Fmamf0en8I40DIoLeK8r81cxP3shZe5yYi2xXNn0Mlya02/CCaDqmp9Uox5/DuoFjv8AWIJMDBrVEZNJ8ts+8eqTNkvjJ/fyC7swgupWOZycw5QbhhAUbMZskRGl44TheLKccjxM4sk7v+a/N09j+ntLKSrwtw+79PohhIRakOSav2pOu5vCvLKABPgEyoprtpro3q8VrdrFY7ZUa9iwyCS0aECfwYE9G999bj6V5Q4v6Xfa3ZSVVPHZ64trPF89/rqItATVaFN9cbsOhFv8K1miIDCqZWtaREYRYjJhEiVCTCaahkfw3IjR5+6Ca8Ds/Um4DZrMdMAiycjVSOUJ/94xrYwni5d27ITllCqsSRQZ26o18mk05J1AQVVVreTZqWl8uXsnWeXlhvseKMhn5IxpvLtlEz/tT+L5dasZ981XFNrOfvpdPQJj3rEFVLorayXAOlqtwRUOzUGR0zhNMKXqCA6t9uALp+4i25FtSIBPoHrzW3X8p/WtXNfiGtqGtqFlSEsuT5jCfzs85CedqI4dJbsMJ7mqrrK1aFvA45bmLef7zJ8oc3u0+QXOAj5N/QKTaPLGTFeHSTTRI7I7dtXOpqItrC1YT4mr5pWUepwb1FeC/yG476lJFBdUkLI/G0kWcbtUhozpzORrT9q3TLpmEDs3HeFAYgaKomEySbjdKoqi+sx63W6VxK2p3PvkRK66dQQV5XauG/86msGPcFmJjT3b0jiQmMGiH7by3nd30LjZyeaa6AZhvDvzdp64cwZZRwsRBI8DhSgKXqlDkNWEJEtUVdQ8MzZbZAaNqnkpSxAEXvn8Rn6avo5l83eBDqMu6sHlNwwN2NSmqhp7d3i0ntWhqTpb1x2q8Xz1+OuiU2wcjcPCDZfpzZLEgwOHMKJFKx5d8ZvXNUIWRYJlE/8dNJQm4eGsz0gnpbiI1lHRDG3W/LRcG84GdF3nnS0b+WjbFsOKtUtVubFHL3ZkZ7M1OwsdCDGb+e+goQFlDQ8NHMLe/DyS8vMBz9JtQlg4jw4eHlDvrOs6GzIzmH9wPwICkzp0YmBCUwRBoEd8o4AuENVhc7t5ePmvtG/QwK8B7/+W/epT5ba53ccjpdfz8uhxtY5dj7ODxLLEgBKF6tB0nc4RNTt7nGh0cwVKLqoDRERUvebraRXS0vhYQWRwzEDiLXHsKt2DQ3NQ5i6jQQ06XEVT/H4HwFOVTizdw0VN/COQNV1j/rEFfrpfl+ZiRd4qxsWPYVneimoWbBb6R/fFpti4d9eDiIjo6KiaQvvw9hQ4CxAFkeGxwxjXcIyPA0c9zj7q391/CELCgnhj+q0cPZxHXnYpLds2JK5RpM8+JpPMS5/ewIHETA7sySS2YTizPlvN0ZQ8v/Fkk0RhXjmx8RFExYRiDbbgdgWuyrhdKoqi8cVbv/LUO1N9Xvvp6/VebfCJ58sJAmwNNnPrQ+cx99sNNZJgS5BMTFwEF17Zv9b3wmwxMfU/o5j6n1E17ldV4WDZgp0k781CwNiQxxPkUcqKhbspK62iz6C29BrUxidRz25zkrg1DUkS6d6vJWZL/RLuXwGCIDBj0qVcMfsHcipPrlKYJYl3xp9Pk/BwmoSHEx8Wyqfbt5FVXka/Jgnc3qcfjULD2JGTjc3t5sK27WkY+udEn/6ScpAvdu4IqGu2yDIRliAS83O9398yp5NHVvxGkCwbpt1ZTSa+v/QK9uTnkZSfx9r0NNamH2X0N18SHxrK8yPGMLyFL7F4atUK5iTv9zbW/ZJyiMs7d+Hp4aOIDQnh+u49+XZPovf1QH9PblXlu717eHL4SO+2cqeDlGL/iqGiaSw9crieBJ8j6LpOnjMft+amibUxoiASJNYcHnPCb/fixhcQbY6qcV9JkBgaO5R1Betw1VJZBg85VDTFS8JFREyiCZfmMkysO4FuEcbyBl3X+SLtS7YVb8epuZAFifnHFnJzyxsY2MA4iKZHZHd+yPjJ8LWjtnT2lx/w0xQ7NWfAqna+s4DLm06he2Q3VuevpdRVQueIzgyPHcZDif/1I877yvd7/3tu1nz2le3j/9o/WJ+ueA5RT4L/YWjRpiEt2jQM+LogCHTq0YxOPZoBkLQznay0Ap+wC/DYnjVrdTJSdei4Lvzy49Yaz61rOru2HPHZ5nIpLJu3M2BDnsupsHj2NsZf0ocZHyw33C82PoKJUwdy/pS+dWpUK8gt49c528k9VkL3vi0ZPqGbnwykILeUe678GLvNhdPhRhANlqzMEp17NufWie+iqRput8qvc3bQqXsznv/wWiRZYv2yJF5/4mefCuETb19lmLhXjz8eCeERrL/xVvbk5bItO4tmEZEMa96CIPnk96Fv4wT6XuzRi6eWFLM+I533tm6i7LjrgkNRGNK0OW+PP5/IM/TSPV18vnN7jdZmPeMbMfvAPr8wDIei8OL6NQEjn+2KgiQIrEs/yrqMdK8zRlZ5OXcsXsD3l15Bt4bxACTl5zEneZ+Px7JdcfPDvr1c0bkrHRrE8ujgYXRvGM9Xu3dS7nTSKiqK9RnpVJ2iVVZ1nXxbpc82WZQCardPt0mvHnVDjj2Xd1Pep8hVjICARbRwe+tbGRc/llkZ3/uQMxGRBGsCCcGNMYtmhsYOoU1o6zqd56pml2NTbWwv3o4smrwSilOjlEVERsQOo9Rdxs6SnehA14guDIjpx7S06X5ksToW5SxmfPxYvya9vWVJbCvegfP4sYquAirT0qbTI6q7j7+vQ3WwuWgLx+zZtAxpQUrVYb/zuHU3a/LX+ZFgi2jBKgZRqfpL9RoGxWFX7Wws3MyW4q2YBBOpVUdZmP1LjcQewKW7SKk8wpGq1Frfb03X2Fmymy3FWzGLZobHDq2PbK4j6knwXwSZaQUsmb2N4qJK+g9tz5BxnTGZ/D+etEO5bF+fgiXYxNCxXYiKObMK1WU3DmHFot1oVU5vddZskenSuwWfv7mE1h0b06l7M2RZ9JEwBMKpJNVhc9V4jKpqZKYV0KNfK5Y1jSbdwIKtrLiKked18xm7MK+cZQt2UpRfTo/+rRk4ogOSLHn9klXFQ1o3LN/PD9PW8u7M2wmtFq/82etLKC+1ea/tRHy0KAqYzDKCINCsdRxJO9N9mgMdNhf7d6ezavEeuvdryWv/m+1H3J+9dybfLv+vX5xzPf4cCIJA9/hGdI/3BJ3ous6WrEwOFBbQPDKSYc1a4FRVbls4j5252bgUxa/Ja03GUfpP+4S3x5/P+W3rZg11NlDi8PfqBk+l9aYevbm3/0A6f/Su4T4Zx63fTtXgfrJ9K+9v3YQoCH4kFcCpKHy8fQsfXzARgDXpaYZyB0XTWH00jQ4NYhEEgfPbtve+NzkVFYyaMc3vmGCTiVEtfH/Q86sqaRfTgOTCAp+Kt0WSuLxzF8N7q8fvh6IpvJT8KuXuk97STs3JOynv83LX5xkcM5D1hRuQBRMaKvFB8fxf+wcJN4Wd9rlMoonbW99KebMr2V68ndlZc6kyIIuyIDEsdigJwU3Isefy8ZFP2VuWxN6yJEKl0BpJsCiIpFQepssp8owNhZv84pDB8zxIKttH32iPZWyBs4Bn972IS3MerxgHpkVG1yEKIpOaTOTHrNk+r5tFM13Du3D3zvu9bha1STtOhaqrHKmsmQRrusZ7KR+yv/yA9363Fm/j/PgJTE6YeFrn+zeingT/BbB26V7efGIOiltFVTU2r0pm7syNvPHVLd6ldV3X+fiVX/ht7g4URUWWRaa99RuPvnoZA2uJAa4JsfGRvP/9HXz9/nISt6YSHBpESWEF+3ams9PhRhR3omk6ZotcKwG2BJm46BS5QliElYioYIry/ZvmTkCSRcrLbDRrGWtIgiWTRNLOdIZP8Cx77d5yhGfu/RZV1XC7VJYv3E2zVrG8Nu1mXvvfbB+/ZIfdRX52KT9MW8PND0zwbt+2/pDh/ei6zi0Pjad1h8a4nQrP3jfTbx+H3c1P09eRfiTPcAxBgI0r9jN+cu+A91yPPwdVLhfXzP2JQ0WFOKuR3WirlQqn0zB++ATcmsb/Lf2Vvo0TiA0J+UOud1izFvy4PwnllOuKDLLywIBBSKJIbHAIuVWVfsdGW61+BHhxykHe37rJLzmvOnTgSMlJHbVVNiGLIuopRFgWxYDuDY3Cwri+ey++2bPbW8kWBYEG1mDOa9sO8JDte35dxLr0dCRRQNN1JEHwVn97NWrMnX1qlz/V4/SwtywJl+pP5jRdY33BRm5oeR0XN7mQ9KoMos3RNA9pdsbndGtuvsv80ZBEmgQTE5tMJCG4CU7VyQsHXqZKqfJWSkuV0hrHVjQFk+D/Pcxx5AS8lhOexwBfpc2gUqn0nk8x8BcGT8V3QIzx93FMw1GYRBPzji2gzF1GXFAc5zUcx7cZ3wUcry6QBblW2UlS2T4fAgwesv5LzmKGxw0l2lyzjem/HfXuEH8yXE43bz81F6fD7XVecNhdpB/O59c5O7z7JW5NZem8HZ79FA2nw2Pl9ex9s/j09cU1JsDVhsZNY3jstSv4fvVjNEqIwuk4GZZxguTV5C9sDTFjMssMGdOZy04JlxAEgTsevbBGVwrFrdK2Y2OiGoR5XShORXikJ2ZSVTVefuRHHHa3N4rZYXNxeH82kwc+R352qd+xbrfK2qX7fLaZzMbzP0mSOH9KPzp1b4bJLAdcsspMLeDnrzcYWr+pqoat8uQDyelwU5hX7v186/Hn4c1NGzhQWID9lGpvsd1eIwE+AUXXeHHdaortf4xrwT39BhJusWAWjwcVAFZZ5vmRo70SnLv7DcAq+36frbLMHQYE8pPtW2skwOAhq90bnpRUXdC2/fEznwKdGqvijwweyvlt2nqJuKbr5FRWMvmHmSTl5/HWpg2sz0jHqSrY3G70E+eOb8T3U67km8mXYZHr6zRnG2Xucj85AnjIX7HbM/mJNkfTM6rHWSHAAOsK1qMZNMhJSFzbfCoXHk9w216y01ADbOSwcAJu3c2WYn/nhuqV7urQ0Ym3eFaFNF1jf/mBgM95Cc/fnUW00CGsPX2jjQsbgiAwIm4Y7/R8g6/6fc6r3V6kRCk1vOcTkJGRBQkxwL0JCJhFMz0iuwccA2BnyS7DircoSCSV7TM4oh7VUf+E+ZNxaN8xQ9G70+Fmza97uPgqj4B/xaLdPhXO6lj43Rb2787gnW//c0YCel33aHprq/iCp+obGm7lxvvGEhkVQvM2ccTGRxruO2RMZyKjQpjx0QqSdh5F1/B24AZZTVxy3WDCIoI5f0pffpu7A6d68j4FwdM8162vp1En/XAeLoMQj9quuSivjLefnsNVt44gPiGasRN7svD7rbhdJwmBbJIYPLqT10WifdcELBYT9iqDqkkN5xMEgT5D2uJ2K3zy6mKWzd+JIAiYLTI3PzCeCZf459LX44/BvIP76+RkEAiKprHk8CGWph7mrXHnMaFNO8P9kvLz+D5pL+VOB+Nbt2V8m7a/y36sYWgoS6Zez/TdO9mQmUHT8HBu6dnHK+0AuKpLN6pcLj7YthmnqmIWJe7o04+bevTyG6+ulmMuVSOlqIi2MTE0DA3l7XHn8eCyJcjCiehXjbfHn0+D4OCAY+RXVbEo5aBPGIlbUzlYVMilP85C03W/hj+3prE7N4cuscZ+rPU4c7QLa4NfpCYeotc5/PevKtaEYneJYUVUQ/Mhihm2TMNqcW362bUF6zi/0Xgf5wezZAGDn0wJiSDZ7P23KAiGjadmwcz4+LFUqTZ6RnanS0TnGu3VToVdsdfstCHAw+0fYnfpHlyak6bBCSzJ+Y3i41ZpjYLiuavN7Zhqiai2ysGIiH4TGwGBIKnmRsd61JPgPx2WIHNAQmWtpoGtKfRKUVTSj+STuDWVHv1rb1goLa6iosxGo4Ro5FO8hSVJNLRC84EAH/54F02ax9SZdHfp3YLXpt1MWUkVs6evY/PqZMIjg5l87WBv3HKLtg25/5lJvPvcfETBszwaHmHl2Q+u9RJT2ST5JXzVBYqisWzBLtYv28f7P9zJdXeN4fD+HA4mZXnvoXGzGO5+4mKf9+LZ96/lsf98dbz6bjwJEQTBh9SPn9yHpi1jee/5+axYuMtbRXc63Hz8yi9ENQij/7A/Tldaj5NQ61DtrQ3u4yEaD/62hIEJzYgI8v2h+SZxF69sWItTVdF0nZVHU5m5N5EZk6fUSoRLHXa2HssixGymf5OmyMflDg8PGsrDAY4RBIFbe/flxp69KXM4iAgKCnieAQlNWXAwGc2AVAh4fjg1XWdxykGWpR7m/QkXMrpVaya0bceQ5i1Yn5EOwNBmzQkxm/3GqI71memearXB86SmqrtTUdAxrD3X4yygsbUxfaJ7s6Nkp7dpzCSYiA9qSO+onufknM2sxkFFOjqm4xZgTtVJamXq7xpfEkQOVRz2IcFDYwYzP3uhn+dxvDXeKxEQBZEekT3YXeJrDScLMoMaDGRK00t+1/UAHkeIgrWGVVqTYOKShEl0CG/vEz89InY4Ra4iJEEiqhYZxAkMbTCIZbnLDavO3SO6/e7r/7egngT/yWjTsRERUcE4HS4fomuxmrjgsn7ef4+6sDvrlyUFrAa7XQpHknPo0b81iltl67qD5B0rpW2nxnTu1RxBEKgst/Pqoz+xe+sRJFlClkTuePQCRl/kefAJgsCwcV1Z8ctuY3+j45AlkbnfbOTau0YTGX162siIqBBufmCCjz63Okae351Bozqxff0h5n67kf2Jmdx12Yf0HNCa+56eRNOWsUQ3CCMn0z8mujZoqo6tysmHLy3ihY+u47UvbyZl/zH2J2aQd6yUoCATRw5k071fKy8xbt81gVkrHuGXn7by1bvLDOUPUQ1C6dyzObIsMnZiL3oOaI3D5mL5/F24XL7VD6fDzaxPV9F/WHtURWXWp6tZ8P1mbJVO2nVpwp2PXUjbToET+OpxZhjXug3zkg/UGqUsIaAd99ANNOkSRYEVaUe4pOPJhpwyh4OX1q/xui2Ax/M2MS+XJYcPcVG7Dj5jqJpGUkE+uq6zMyeb1zeuwyRJ6DoEyRLTJ15K57jAbi/VIYsiMTVUZgHuHzCIlWmp2NwulOP3ZZVlBjVtxrqMdG+VXNV1VEXhkeW/seWW25FEkVCzmQlt6t5xbpXl30VkezVqjK7rrEk/SkZ5GZ1iY+kV37jeJuos4tZWN9OpsCMr81fj1twMiOnP2Iajz4knbYW7gsLjLhRGFd10Wwb2XAc/Zc32kvLTh0CYybdJfEKjcewtT+JoVTpuzY1ZNCGLMne1ud1nvxtaXMcLtpcpc5eh6AqyIBEXFMeVzS77ndfiQafwjnSN6Mzesn1eIiwg0NjamJtaXEebMH/nFkEQfIi8S3OTXJ6Mpmt0CG9vWNltbG3MdS2uYcbRb71aZ1EQuL/dvbXGWtcDBCNj6HONPn366Nu3b//Dz/tXRfqRfB695UscDjfoOqqicfHVA7j5gfHeB7+u67z/wgKWzt3pCbc4BdZgMw89fyltOzfmoes/p6rSieJWkCSJVu3jefmzG3n6nm9I2pnuQ+QsQSZe/OR6uvRqAUBluZ3rxr+BrarmNB9ZFolqEMbn8+4jKLjmitDpQnGr3HTh2xTln9TRiqJAZEwoX/3yIIcPZPPQ9Z+f0Tm69G7Bix9fT8r+Yzxx5wx0VcfpdBNkNdOxR1Oe/+A6nyq5pmlMHf0aJUW+DUgms8Sl1w/hhnvG+mzPyy7htknvGVaPoxqE8t3KR3nrqTms+XWvzz5BVjMf/ngnTZoHNnSvx+9Hoc3G5B9mklNZUeOKQtPwcGZfdjXpZaU8vXoFBwoL/PYJlk08OXwkV3Q+6VO67MhhHlq2xCf44QTGt27jdVwA2JWTzX9+mY/d7UbVdByq/3JxtNXK5ptv/11SiupQNI2k/DwkUSQqKIhPtm9l67EsmoRHcEeffvxvxVJSDUJFgk0m5lx+Ne1iav8+Ftls7C/Mp1FoGG2iY7C53fT/4mNDB4pAMIkSX148icdXLafIZkPRdCRRoFNsHF9PvBRrtUY8u9vNwkPJJOXn0y4mhontOxJmkABYD19k2bLYXLQVVVfpE92b1qGtzsl5VF3l66PfsLFwM4BhCp2ISL/oPuws3V2jA0RtsAhm3u35FlbZ48ij6zol7hIkJLIdOaRWphJpjqJPVC9DYqjpGkll+8h15JIQnEDHsA5nZdKl6Rq7SnezqXAzJtHE0NghfhZrgbC//ADvpXxwvCAloKJya8ub6BfT1zNJLFjH/OwFlLrKiA9qyOQmExEFCZNoolN4h1plFP82CIKwQ9d1Py1ifSX4L4DmreP4dtnD7NqSSnlpFV17t/DT1wqCwL1PTmTk+d15/PbpPo1qoigQHGKh/4j2PHbrVxQXVHglFm5UDh/IZto7v7J/d4ZfJdPpcDN7+novCQ4Nt/LIq5fz4oPf+VUxq0NRNMpLq3jnuXnkZpUgCDB+cm/GXtwTST4zb8/Na5KpKLP5NJJpmo69ysn65fto1DQai9WEM0BVvC44uDeLbz5azoqFiT5NhQ67i/27Mvht7g4uuPxkJV4URf7vxUt57v5ZqIonGMRiNRETG86U64f4jR8TG44si5w6lRAEgfZdEigpqmTV4j0+mmQAl8vNj1+t44FnJv/ue6tHYDQIDmb5tTcyP/kAH+/YSnpZqeF+3RrGExsSQmxICM+NHM11c2f7NZSpusaoFr4EwmoyGa6iCEBoNflAhdPJ9fN+ptJd8w+/U1HZnJXJkGbN63R/Rlifkc69vy5CUTV0dELMZj67cBIvjDo5cQtEHlVN97luI+i6zsvr1/DNnt2YJQm3ptGpQSxfXDyZzy+azC0L5mIL4HVcHSJwZ59+fL5rB8fKy09W61XYm5fLe1s38cjgYQDkVVYy6YeZVLic2NxurLLM25s3Mufyq2keGVmn9+XfiMU5vzI3ax6KrqKjszx/JSNihzG1+VVn/Vzzjy1kU9GWGiOYJUGi2FVSIwGWkQk3hVGl2gylBQAqGm8depf/dXyE1Ko0Pj3yOcWuEnR0mgc34842/6HYVcLT+54nx5GDRbQwvuFYJidMRBRE7Kqd3aWJbC3ehoDI4AYDmdxk4hlXUkVBpHdUL3pH+evza4JNsfHOoff97vez1Gm0Cm3JzpLd/JT1s/d9y3bk8Hnal9zX9m4/q7h61Ix6d4i/CCRZos/gtoy6oEfABjOArr1b8OGPd9GuSxNkWUKWRTr1aMabM27D5VBI3pPlpzF2ORXW/LrXT/97AifS3E6g39B2TLxmICazjDXYHNBJwelQWPvrXpL3ZHIgMZOPX/2F5x74zjB2MhDcboXlC3fx3AOzeO+5+aTszyY7o8jQjcJuc/Hpa4v55YetuGtwq6jTeV0Kv87ZgcPu//B1Otwsm7/Tb3vvQW35+Oe7mXTNIIaO68x/Hj6fj366y8d/+ARkk8SN943zccUQBE/l/fq7x5CdUYTZ7P95aKrO4QPZZ3Rv9agZFlnm8i5dWXHdTcQYhF9IgsBVnU9q6XrFN2ZKp87e5X1ZEAiSZR4bMtzHKs3mdrO/IN8w3CJIlrmyy8kxfz2SYqjLNYJRVbmuyK+q5D+L5lHqcFDpdlHldpNfVcW1c2djq1ahvaFHL6yyb+VIEgQ6NmhA47DwGs8xJ3k/M/cm4lRVKlwuHIrC3vw8HvhtMQMSmrL9tju4t98AzJJUY/iFWZa5pGMnNmZm+MlVnKrK7P0nO91fWLeKQluV9x7sikKZ08H/Vi6t83vzb0ORs4g5WfNw6W40PBMil+ZidcFa0iqPnvXzLa8WFXwqLKIFk2BiavMrsavGXtjg0c6OajiCV7q9yK2tbqJ7RFeaWJv4efkqukK6LYPE0j28lvyGJwlPd6PoCqlVaTyT9DwvH3jNa5vm1JwsyFnEh4c/RdEUnt//EqsL1lKhVFKulLM8bwWvJL9+Wr9lZxM7Svx/f8BTWZ6XtYDZWXMMY5p/ypzzR1zePwr1leA/AFUVDhZ8t5nNa5KJigll8jWD6N7Pt4JUUW4n9WAO0Q3CaNoyNsBIHjRtGct7s+6gstyOIAqEhHp0QhVltoDdJAICqttfOC+bJHqcci2CIHDz/eO5+Mr+7Nl+lMK8Mr7/fA12Axu26oTbaXeTuPUIBxIzvYl0NcHlUnj4hi9IP5KHw+72aCwX7Wb8pF6YLbLh+cpLbaxYtDvgmCaThNtAt2sExaUGpCFGCXLgsZM7/7K+fPfZamZ/tY51S5O48pbhfp8nwIVX9CeqQRjffbaagrwyOnRN4Pp7xtKyXTzFhRW4XP7XKUoirdrF1+n663FmEMAn6a/69i92bef+pYvRdbiwXXseGjiUSzp05tcjKVgkmYvbd6BV1En/TaeicOmPs0gvK/UhcCZRRBQE7u0/kN6NTmq9S+z2OrlUKJpK/ybGTUV1wfzkA4ayD033RBJP6uBZmr24XQcSc3OZlZSIWfI0nzYKDeOjCy72O/ZUTNu1w69K7tY0NmVlUmK3E2W1cv+AwUzt1oOFB5MpddgJMZl5f9tmj32aDho6746/gGhrcMB+hOpeySvTUv2IsqbrbDmWhaJpZywf+Sdid2mi4c+DW3OzrWQ7LUNbnNXzVamBnUiuaX41PSO7E2YKo8BZSI4j53ii20mYBTMf9HrHW43tG92HvtF9+CptBsfsx/zG1HWdtQXrUE9pENPRqVSrDPXI20u2s6GwC8WuEp8gC7eucMyezYGK5DrLF84mHKoTzSBYQ0VlQ9EmQ4s7gFxH7rm+tH8c6knwOUZVhYM7L/+A4oIKr6/trs1HuOm+cUycOhBd1/n2k5X8OG0dZrOEomi0bNuQZz+4loiompvOTq1AhkUE06JNHEeSc3ya7GSTxIjzuhEVE8qsz1Z7NaiSJBIcYuHSU7x9TyA2PpLRF/ZA0zSWzttJblZJrV63bpfK3h1pdSLBKxbu5uiRPK+sQdN0nA43v87dQVzjSHIyi1GVunfzT7lxCNvXpZCRmu9DzgXB311DPG7Ob1RxDrKaDG3MqiodzJmxge8+W+0dPzuzmH27M7jvqYmMvrCH3zGDR3di8OhOaJpGaXGVd8IS3SCMoWM7s2H5PpzVrsFklrj8pmF1vud/EzLKSvntSAqqpjOudRsfEvp7kFxUaFhlVY43ZZ34yny3N5GNmRn8cvV1PtZk1bHgUDIZZWV+8cW6rvPzFVPpdIrl14CEpphE0S8E4wQEPNXjBwcOIeoMopoL7TafJr0TcGuaTxqdIAg8NXwkt/Xuw568XOJCQuneML5OusgT8dKnQhIEKl0u7/XHBodwU8/euFQVh6JwbbcebD6WhY7OoIRmXr1vp7g49ubl+lAWkygyvloEtNHkBTwNQacGhPzTcaA8mdlZc8i159LI2ogpCZf4OA6cgCRICILoN8kQEAzDJs4UDS1x5Dn9w48EBEQEwo4n0E2IH8/6wo1UKVVeGzWzaObKppcbyhEaBcVjFs1+lVBREFF0xVB+UZPF2vaSHYYyC0VTyKjKOC0SrOs6u0p3syxvBVVKFX2iejM2frRPRHNd0CWiMz9kGn+PAxFggLigmgtomq6xuWgrGwo3Igkiw2KH0Tuq57+66bR+unyO8d3nq8nPLvUSYPAst3/57lLsNicblu9n9vT1uF0KVZVOnA43KQeyeenhH37X+f7vxSmEhAV5l+GtwWbim0RxzR2juOKW4fz35cvo0K0p8U2iGD+5Nx/+eBcxsTXHYYqiyOtf3ULXPi2QTRImk0REVLDhH47JLBMZXbco53VL9xrqemWTxPV3jaFtp8Z1GucEcrNKeO7Da2nSvAFBVjPBoRbMFplJ1wzyvCfH0/csQTJ6AAJsCTLRc0AbxlzsaxW0Ze1Brhr5CjM/WeUvN3G4+fS1xQEnCGt/28vVo1/jhvPe5LIhL/LOs/NwuRQefO4SLr56ANYQM4IAbTs15pXPbqp1JeDfiG8SdzH+2+m8sXE9b2/ewAWzvuHDbZvPaEyXqgY04a/+Cbs0jeyKclYfDWzftOpoagAZhIm0Ev+Gs24N4xnZspWPBCFIkujQIJZxrdowpVMXZl5yOTf3PLPUwcFNmxumuomCwACDCnN8aBjjWrelR3yjOv8wjmjREtlg31CzmSbhJ6UUDsXNYyuW0v2T9+nz+UecP2sGZklidMvWPg1vr4+ZQJjFQtDxoAxJEBAQkESRYxWeAISJ7TtiPoUIy6LImJat/1UkeHdpIm8depfDlUeoVKtIqTzMm4feYW9Zkt++vaJ6GQdWCFLAJLQzQbdIY3suHZ1j9pOSr3BTGC92eZYJ8eNpFtyUbhFdeaDdvYxuONLw+CGxg/zkEBISUeZI+sf0wyKeno63oSXO8BiTaPJxavC5B10n05ZFSsVhXNrJv/s5WfP45Mhn7C8/QLotg/nHFvJ00nM4VWMts0tz813GD9yx425u3vYfXk9+ixx7Lo2s8YyMG35a92IWzUxJCGzppus67x76gOlHZ5BUvo/Esr18lvo5X6V9Xedz/BNRXwk+h9A0jfmzNhl6/IqiwOH92fw8Y70fEVQVjf27MyjKLycmrmY93qlo0aYhXy/5P1YtTiQ7s4gOXZsycFRHTCbPR32iMnm6iG4Qxiuf30RVhQOn3cUD131KWYn/cpcgwJCxdRPmn6iKngpN1Y/fd91/zCRJpEFcOHGNIvls3r0cPpBDeWkV7bskEBpu5erbRrBs/k4yjxbidCieCuwpzg2yLDFp6kBuuHesDwGoLLfz0v99X2Nqnt3mojCvjIaNfb0d92xP480n5/ica+Wi3bidCg+/NMVrF6fr+r96Nl4TsivK/WzHQOPDbVsY37otbaJjah1D13WWHE7hy907KHM4GNuqNTf26F3nZfMqt5t9BfmMaeVvawTQMCQUycB0X8fj8GCE9yZcyIKDB/hxfxKapnFppy5M7tDprC7lD2nWnJ7xjdiZk+2VLFhlE+Nbt6HjWQqkuLffQOYnH0CpNgkQgf8NHeFDSO//dTErj6Z6q98Z5WXctmgeP192lc+1tI2JYc31t/DB1k18vWc3mqbj0lVm709i4aFkfr7sah4ZPIw9ebkcKSlG1XRkUSA+NIwXRo05K/f0d8F3GT8YakO/y/iBrl27+GwPN4VxW6ub+Sx1GqIgoqOj6zqXN51CI6uvBCut8ijfpM8ktSoNq2RldNxIJjW5+LQs1LpFdGFNwVq/67OIFhKCfW0gw0xhXNb0Ei6rgy9vqBzKk50eY1radFIr0xAEgW4RXbmp5Q1YpSAWZv9CgbPQp6ocbYoi15nnN5YsyExscjGbijf7JNWJiFglq2FaW54jj7cOvUuJq8TzPupwQ4tr6RzRiSW5v+KuFgqioJDnzOe5/S/yaIeHvdXvE3g/5UMOlCd7q9f7yvfz3P4XeaXbC1zd7Ep6RHZnbcF6yt1lpFQeCdhkGGuJ5cqml9E9wMQD4EBFMgcqkn2q3k7NxabiLYyLH0NC8O+XXf2dUU+CzyGSdqYHXM53Otzs2XGU4oIKw9dlWaSi3H7aJBggJCyIC684+zP7E2MfSMygvMy4meG8KX0DkttTER5l7GmqqhoduiVgPQ3rNdkked0cBEHwqyKHRQRzyXUeF4eZn67C5TRKndOwBpv9yOimVQcCaoS9x6oaYRH+9/NdNfnJCbicCmuX7uX2R873HlNPgANjWephQ12rW1VZnHKIe/sPrHWMNzet56vdu7zV2szdZSw4mMxLo8byf8uWoBwPwDBLEoqm+Z0vxGSiaXhEwPGndu3OD/v2olaTQwhAmMVMvwCaXlEQmNShE5M6nJ2UrnUZR3lx7WoOlxQTbbVyR+9+3NCjF19efAlzDuzj5wP7kCWJKzp39fMrPhMcLCr0a/ITBJHvk/Ywsb1nKTmrvJxlqYf9FqWdisKnO7bxzoQLfLZHBAWx6bi+9wTcmobicvHc2pV8M/ky5l0xlW3Zx0guLKBlVBSDmzb/V1WBdV0n1+FP7ACy7TmG2/vF9KVTeEd2lu5G1VV6RHYjyhyFpms4NScW0UK+I5+Xk1/zkiWbauO33KUUu4q5rfUtdb6+LhGdaWCOIc+Z79XbiogES8H0jT6z1MzG1sY82el/uDQXIqIPOX+q0+MsyF7E1uJtmEQTI2KHMTpuFK8dfJPDlUe8RFcSJO5rezdhplCe6Pg/Pk+dxlGbJwymXWhbbm11kx/p13SNV5Pf8DpPnMCnqV8gIgZMiMuyH+Ppfc/zRMdH0dFZlreCQxUppFUd9ZE3nGhWXJG3iksSJtE5ohOdIzqhaAr37HoAt+r7W2ISTExsfBEXNbng1FP6YW9pkqHsQ9M19pUfINIUyaHKFIKlYNqFtT2tdLy/M+pJ8DlESWElslkOGPP705drcTkVBFFAP2WJXZIlEv6iXrHZWYG1unVtSgPYseGw4XZN07DbXFxweT8OJGYYBoRERodgt7kQJRFJFHjw+UsCygg0TWPv9qMUFZTToVtTuvRqjiXI7OcMYbaYvFZx1eFyKX6fz6no1rclwSH+S1e5WcahHrJJoriw0pA4/9sxP3k/b2/ZSG5lJa2iookLDjFMGPNUz2sfr8hmY9quHT6VZJeqUmy3k1FextJrb2T2/iTyq6oY0KQpz69bRZHN5kPY3JpG5xoqp22iY3hz7AQeXbEUHU8IRnxoGF9cPDmgfvVsYuuxLP6zaL5Xk1xos/HGpvVUul3c028gV3TpxhVdAleJDhUVsupoKhZJ5rw27WgYWjdJE8AXO7f5aaFV3RN/nF1RTuOwcOYcSDJUZerAoeIiv+1uVeVAgb+eVAc2ZWYwL/kA57VpS78mCQEnGf90CIJAmBxGheJfSIkwBS6ehJpCGRbrKQjous7S3OXMO7YAh+YgSLQQHxSPWztl4q672VK8jcubXkakOfBksDpEQeTxTo8yK/17tpXsQNM1ekR255rmV2EWjQscpa5SthZvx6k56R7ZjWbBTWs8R6mrjJ+PzeVAeTJhcigT4sdR7CphQ9EmHIqddmHt6BbZDbNk5vGOj3Kw4hBJZfsIM4XRP7qf914aWeN5qvPj2FV7jXHDhypSqFJsfhpjHb3miGSgyFXEQ4mPeAoeOgH3V3SFtKqjPttkUebWVjfz8RGPm4WGhkU008DSgLHxo2s87wmEyqHIguwXXy0JEocrj/BT5s/esA2rFMTDHR6iifX0JIl/R9ST4HOI9l0TaiRP1cmdJIuoioYgCJgtMnc/flFAS7M/G63bN0I0+GEPsppp37nuaWdG9mTgqZC5nAqDR3ciaUcffvlpG7LsWXaSzSIvf3ojbTs1ITOtALvNRat28TXav/33pmmUlVZ5HjyqxrDxXejYvSn7d2d4q7SWIBNdejWncy9/P9a+Q9rx6auLA95HcKiFp9652vC1Dt2akpdd6qcj1jWd+CZ1i8XUNI2qCgfBIZYz9mD+q+O7pD28sHaVd+k+ubCAZPyDKgA04Pw27Wodc29+HmZJ8msQc6gKb2xcR1pJMY8OGUZkkEe20CO+EVf+/D05lSeDUVyqyiU/zGLx1OtoHmn8uZ3Xtj2jW7Vhf0E+wSYTbaPrHit+pnhr0wY/Imo/XmX9T+9+Aa3JMspKuX3RfA4WFQJgkiRe3bCW18ZM4KL2dasW51dVGW43SRJFdjuNw8LZnRu4az0u2L8BWBJFzJKM0yBARAOeWLWMT3ZsZfZlVwX0Mf43SIwubHQ+Px+b6yM5MItmLmpce2UQYHXBWh+/2SrVRmpVmmEjmUk0ke/MrzMJBg/xuq31LdxG7RXkrUXb+Tz1C88kUldZkL2I4Q2GMrX5VYafY5GzmKf3PYddtaOjU+Yu48u0rxEEwVt5Tirfx3P7XuSlrs8RY4nxiyk+FbU1sFUqlTW+Xhs0tBrTWMEj0TAi/72ievBc56dZnb+GIlcx3SK7MiCmP+Y6hmIMajCAedkL/M6v6zq7SxNx626v3MKhOXjj4Fu82f21f3xFuJ4En0PEN4li7MSerFy0O2Dc8Qk0aRZDSGgQcY0jueTawbTv+tetbnTq0YxW7eNJ2Z/tDXuQZZGI6GCGje9Sy9En0X94e5Yv2O3XUBbXKJLI6BAEQeD2Ry5g0jWDSNp5lIjIEHoOaO0lvE1bxnq0nrO3893nqykpqqR56zhue/g8uvf1WJa98OB35Of4ktB1S/dx2/+dx6DRnVg6dwcIAuMn9WLCJX0MH7ZxjSK56rYRfP/FGj9pw6CRHXnguclYg40bGKbePorNq5Nx2N1ez8kgq4krbx3h4yEcCL/N3cGX7/xGVaUT2SQx+ZpBXHvnKMNJyN8duq7z5sb1fnZbNaFFAEJaHXEhISgBJqOqrjMneT9bs7P4beoNmCSJiKAgiu3+ch+7qjDxh5msveFWwgOES5gliR4BHCTOJY6U+FdTwWMbVmSz0SjMv/k1paiIid9/65NUd8K27eFlv3K4pIgf9yVR6XLSv0lT/jd0uKEjx7DmLUkrLfGr1mu6Trvjeu1AumjAK5moDlEQuKxTZ37an2TobmFzu0kvLeHLXTt85DC6rvP5zu18umMrJQ4HrSKjeHLYSIa3aBnw/H9njI8fi1NzsjjnV1RdRRIkLmx8PqPjRtXp+HnHFvhpdgM5Kbg1N3GWs6MjPxU2xcbnadNwVdO8ujQXawrX0Se6tyFxXZy7BKfq9LleI5Lp1twsyV3KNWchEKRNaBu/SurZhizIjG5o/Pk1ssZzVfMrfte4UeYo7m5zBx8f+cz7WySLMs2sCeyvSPbb36bYSa1MNYx3/iehngSfY9zzxMV06t6MBd9tpriwgrLiKkPJQHxCNM99cO05vZaiggpmfLicrWsOEhRs5uIrB3Dx1QOQpNMjVIIg8NKnNzDzk5Usm78LRdEYPKYTN947DrOl7lY71909lq3rDlFV4cDlVDzhHyaJB56b7ENG45tEBayazp6+jm8/XuUlp0eSc3jqrm94+bMbiY2PIC0lz68K63S4WTx7Gx/+eBcX1VE7fdVtI+gzpC0rFu7G5VIYOrYz3fq2RKrB/B8goUUD3v72P0x/bxn7d2cQFRPKlbcMZ+QF/g0Xp2LDiv189PIi770pbpU5MzYAcP3df98GIF3X+WT7Vr7ftxdF05jQpi139e2PWZIpd9Uc110dscHBdZIadGwQS7OICA4XF/k1roHHf7agqorlaUc4r007DhcXGVaOwZP09v7WTTw+dESdr/NcQ9d14kPDKDIg7gKw5VgmZU4H/Ron+DSgvbx+jWFUM3h0gp9s3+oltquOprItO4tfp97gR6hv692XeQf3U+ZwePe3Hg8TsRx3eLiySzcWpxzEccp7GmY2c2E748rc/4YOJ7eqkjVH0wzlME5VZeGhZB8S/M6WTXyxc5t3IpVaWsIdixcwfeKl/0jZhCAITGxyERc0Oo9KpdKz5H0azWtl7rI67WcWzPSJ7nVaVeDTQVL5PkQDsyqX5mJj0WZDEnyw/FCtEgTwyA5SKwM7u5wOIs0RnB8/gd/yluI8g5jnQGgb2obrWlxDtLluq4Sni+6R3Xi/59scrjyCJEi0Dm3FWwffMdxXEARsNQSZ/FMg/BmJKH369NG3b9/+h5/3bCI3q5hfftpKblYJPfq3ZvSFPQiqpZHLYXNxxYiX/aqJQVYT9z01qU7E6PeistzOrZPepbzkZByx2SLTIC4cTfO4MVx+01D6Dz97DTMnoOs6ZcVVmINMfrrZynI7v87dQdKOozRpHsNFV/QnPqFu/q+KW+WyYS9hr/InTt36tuTeJydy1xUfGtqwNWkWw7RFD/y+GzrLKC6sYNfmIwRZzfQZ3NZbIb790vc5muLf+BIUbGb2usf/snKZmmB3uxn7zVdkV57UMQpAw9BQllx9PcOmf0FFHYiwVZZ5YthIrqpB51od+VWV3PHLAvbk5RoSYYCxrVrjVFU0XWdzZgZKgP0ahoSw6ebb63Te34Mim40DhQXEh4bW6nxxrLycG+b/TFZ5mR9pt0iS11pM0VQEQWB0y1a8M/4CJFGk2yfvn1YanUkUua57T8MJQKHNxrRd21mTfpSGIaHc2qsPg5r6eoV/vG0L723dhCyKx69LYPqkKXRvWHM4zItrVzNt9w7D1zrHxrHwKk/xwKko9PrsI0Oruv5NEvju0t9XQfsn45E9/zNsrosyRRFljiSt6ihBUhCj40YyuclEH4KdXH6QJbm/UewqoWtEZybEjyO8Bi1yTdhavI1pqdNxaP6e08Njh3FTy+v9tr+X8mHAZLXqEBEZGjvEcIzfi90liSzPX0m5u4IcRw5uze3TcBdniaV1SCvWF22s85hj40ZzTQtjWd25xKr8NczK+N5vRcAsmnmv51un7XH8V4UgCDt0XffryKyvBP8ObFt3iOcfnIWmaiiKxrb1h5g9fR3vfX8nYQYRuicQFGzm/mcn8fZTc1FVDVXRCAo207lHs9OSEfweLPl5G7YKh4/0wOVUyM70NG7lHivhpYezufG+sUyaOsjv+OzMItb+msSODSkcOZiD263SvV9L7njkAprU0MCXuC2Vt5+eS1F+OboOfQa35aEXLvW+T6HhVqZcP4Qp1w857XsqLa5CC+DNezg5m8bNogkOsRiS4PZd665dPpf46at1zPhwBZIsIgge19rnPriWLr1bUHBKnPUJKG4Vu83JplUH+PbjlRTlV9CkeQy3PDSBfkMD693+Cnh0xVIfAgye1ctCm40f9+0lLiS4VhIcYjLx+NARPjHEtSEuJJSfL7+ab/fu5uV1a/wkF5IgsCb9qFcOUJOSVBbPzeRD13Ve3bCOrxN3YpYk3JpGhwaxTLtosmFghq7r3DD/Z9JKS/zcLMJMZiRRpNTpoHqxbGVaKnOS93NZpy5EWoJOiwS7NY1ducauAw2Cg3lk8DAeGRw46OWOvv2Z0qkLG7MyCDWbGdqsRY0xygAFtiq+3bvb8DVZELis08nnZqHdRiDB5ZFi4wbVfwoKnAX8mruUo1XpNAtuyoT48TQMql26cEXTy/no8Cc+1ltm0cylTSZR6CoiTA6jRUhzRsWN9CHAq/PXMLMaccq2Z7OuYAMvdH2GCNPpV4u7hHc2DIEwi2YGxQwwPOaCRuextyzJh7yd8P2uLpGQRZnz48ej6RqVSiVWyYqpjjraQOgR1Z0eUZ6iVa49ly+PzuBQxSFEQaR3VC+ub3ENoXIofaP78OGRT7zNbDIyCv6rL2bRxKAGtbvcnAsMbjCI1flryHHk4NRcnvAU0cSouJG8kvwGmbYMQuVQzoufwPj4sf84jXB9Jfg0oOs6sz5dxTcfrfR7zWT2eMze/MCEWsc5ll7I0vk7qSizM2BEB/oMbntWNJ4ul0JFmZ3IqGC/Bqqn7p7B1rWHah0jKNjMj2se85E1zJmxgenvL8PtUnw8jwVBIDjUwrQF9xMZ499Nfiy9kDsv+9Cn8i2bJNp0bMQ73555Jc3lUrhsyAs4Hf4PFVEU+Hb5f/n+izUsmOUfqhAZHcKslY+cE21tcWEFsz5dzda1BwkNC2LytYPo1LM582du4ujhPDp0a8rEqwdSmFfGf2+a5rcyEBxq4ftVj/LYbdPZtyvdb/yIqGCm3j6SaW8v9TnWEmTiqXeupvegtmf9ns4GVE2j40fvBkxJ6xwbR2pJcY2aYIskseDKa2kbU7s3sBFcqsqI6V+QX1Xp/ckVqLVXxef8d/TpXydbttPFvOT9PL5yuU8l0ySKDEhoyteTpvjtf6Agnyk/fW9Y+RzStBk7qnkDV0eP+EbMufxqZiTu4tUNa/32EfEE5Jz6OUnHSedLo8f9zjs8ffy0P4lnV6/EZnCPAhBsMjHt4kvo1yQBp6LQ+/OPsLn99x2Y0JSZl1zu/bdbVVmWeoTkwnxaREZxXpt2PoEdfydk2DJ5Yf/LKJqCioqIiEk08ViH/9Yahbwk5zdmZ81B1VV0dKySlUuaTGLOsXkomhu3rmASZGTRxFOd/kdja2Ncmpt7dt7vV7WVBYkxDUdzVbPfV3HfWrSdz1K/ADyNcbIo19gYB7C9eAdfH/3W2xzXI7IbwVIIm4o2o+gKTayNuaHFdeQ78/ku40ev+0PPqB70jOxOi5AWNLaeHQ2/qqvkOfJZnreCbHsObcLaMLbhKKoUGyvyVlLoKqRzeGdCpRC+PDrd+8wREDi/0QQuSZh0Vq7j98CtudlctIXtJTsJl8PoENae6enf+DVcjm04msub+j+L/g6orwSfBSz5eTs/fLHW8DW3S2X9sv11IsFNmjfgxnvP3g+Jpml8/f5y5s/ahKbpmMwy1945ylvR1XUda7DFExVci9WXKAhkpRfRqp1niTInq5jp7y8zDIrwpK65WfTjVq65w1/IP2/mJpRT9M+KWyXtUB5ph3Jp2a7mZdDaYDbL9B/egbW/+acjiZLIsnk7Sd6TaXis0+Em9WAubTqeXQuYijIbd13+IeWlNlRFIz8H3nthPprqed9VRePA7gx++XErfYe0xeXyf18Vl8q8mZu56f5x/O8/0/2I7g33jOXLd5f6kWenw81X7y79y5JgRdNQAxBggLTSkoAEWAAsssx/evX1I8A2txtZFGutKoLHfq3U4ThuU+T5TGKDQ8i3+TscmEURiyyj6jqqpnkkBHHx/Kd331rP83vwxa4dfoTWrWlsOZZFkc1GTLCvnV6Jw4EcwL+6+MQ9GkA5Xu2+tlsPMsrKmLl3N5Ig4FRV2sU04KPzL+LZNavYlJXhI7EwSxK39Dozf9fThSyIAcvyOp4Qk1sXzmPrLZ5J9fDmLViWesSHwAfJMg8MGOz9d6nDzqU/ziK/qooqt5tgk4lX1q/l58uvpmnEudG8nkt8mz7Lx/9Vw+P5OyP9W57u/ETA47YX7/CQ3erhDpqbBdmLsFfTgrp1BbeqMOPoTB7t+DA51dLeqkPRVfaU7v3dJLhfTB/ahbU5LYu0PtG96RXVkxJXKcGyFatkRdd1Woe2YlHOL+Q7C/gybToFzgKfEIutxdvYUbITCZEukV24q/Xtp6WlNsKRylReP/iWt+qbUnmYlXmreKbzk1zbYqrPvl0iu7CjZAduzU33yG40DGp4Ruc+U5hEE0NjhzD0uHXe24feMwxhWZa3gomNLzKMs/67op4EnwZ+mLbWkLScQG2a4FNRmFdO2qFc4hOizigqd+Ynq5g3c5OXFLmcCl+9u4ywcCuDRnfisdumk3owt1YCDB6f36hqVd2NK/bXeJzbpXIoKcvwtayjhYZRwpIskpddSst28Z6s9S1HWLNkD6IkMvqCHnTp3aLW6zyBbn1bsmHFfj/fYsWtkpdTGrDpz2F38X83fE6r9o24+YHxdO7pb40GHu333G83kXooh3admzBp6iBi4yMoyC1j1mer2LHhMBFRwVx6/RCGT+jKoh+2UlXh8Lket9N3IuB2qyiKRtKOdEMLPZdL4ZuPltO8TUOefPtqvvtsNUdTcomNj+CaO0fTc0BrPnhpoeH1ZqUbuwT8FWCWJKKCgih2+Ov+ABxuN6Ig+C3tm0SRca3bcne/AbSPOSm92Zufx6PLf+NQUSGiIDCudRteHDWWcIuxx+eevFyeWbPSpxlMwKMlNYsirlMIukmSeGrYSMItQRyrKKdbw3h6nkac8OmiLMD7IgkiFS6nHwnu1jDesGHMIkpMbNeBz3dt96uKBskykzt6wjkEQeCJYSO4p98A0kpLaBIWTmyIx67sw/Mv4tk1K5l/8ACKptEyKooXRo41dIc4lxjVshWPr6r5uaWjs/RICq9vWk+xzeZDgFtFRvHsyNH0aXxS/vTqhnVklZd73zub241DUXh0xW8+1eK/C1IqUgy3p1al1WgTtyhniR/RcesKbgPfYYCDFQcBCJXDvBZkp+JMG+cizZGMi69b02+5u4J5x+azvWQnJsHEyLhh9I/uz2epX5BSedgrich2GEt4VF1FRSWpdB+Lc37l4iYXntG1T0ub7vN+KrqCqqr8mPkTd7e902ffcFMYI+NGnNH5ziWybMa/6SICRa7is1Y9/yugngSfBsqKA3sEWoJMXHRl3ZwGNE3j3Wfns/KXRMxmGUVRadu5Mc++f22d09aqjzVnxgbDquDMT1ezPzGTI8nZuF3+D61TK8Mms0Svga19SHBtaQQmk0Sr9sZ/EF17t2DfrnS/KrLD7iY3qxiH3cWnry1m1eJEHHY3ggArFyVy0ZX9ueXB2ivqAJ26N0OWJT8SHBRspluflnTomkDqoVw/XbCue65j/+4M/vef6bz8+Y106u7byJOy/xgP3zQNt0vxVHATM1kyezvPvH8NLzz4nYfsqhr5OaW888xcMo7ks293Ro3xyifPr1NWWkWQ1T+0AzyTi6MpeaxYtJs3v77V5zVN07BazVRW+JOmRnVsKvwzMP/gAaoMlqpPwCLLhmltQbLM62PHEySfXK7Oqajg6p9/8I6n6jpLjxwhq7ycuVf4Vl1O4JvEXX7NYzrg0lTD77kgCExo046QAD60ZxsjW7T0OmZUR3CAtLpQs5m7+/bnzU0bfIM9dI2hzVvQrWE8Ny+Yi6prOFWVYJOJDg1iubqLbwNuRFCQn62b1WTilTHjeWHUWFzHj/0zEBEUxFtjz+PBZUtwHW9aPBVVLhfvb91MbmWlz3snCgLxYWEMbuo7wV1y+JChndvWY1k4FcXraPF3gSTIaAHidKuUKkJNxsEnZe7S0zqPSTRT6ioj15FL0+CmpFel+7gzmEUzE+Lr9tw+UzhVJ8/se55Sd6mXkM/LWsDsrLkBLd4CwaW7WFmw+oxIsE2xUeD09zPX0Ukq3/+7x/2z0NjamEKXf0FF1TWizJF//AWdQ/yzFM7nGG06BW6mGjquCxMu6V2ncebP3MzqJXtwuxSqKh04HW4O7sninWfmnfY1OR3ugKSruKCclYt2GxJgSRa5+4mLCA61YA02YzLL9B7Ulkde8a2EDB7VEbGGyGDZLAeMaL7wiv5YQyx+1VhN05j+wXKuHvUqK6p5KOu6534WfLeZzDTjgIRT0ap9Ix9HBQCTWSa+SRSDx3Ri9EU96TO4HZYgE7Js/HU/ISM4Fe8/vwCHzeUl2Cca0t54fDa2KqdPldthdzP76/WER1jrlGIGngjqHv1bEWQ1JlmKW2Xd0iRO1e2LosiVt/n7DHukEn9N6zSnovD82lWGtmPVcUefflgkiVCTmVCzmXCLhS8nXuJDgAFm7t3tR2TcmsqhokKS8o2jZAtsNkMSJYkit/XqS4jJRKjZTKjJTGRQEF9NvOQPI8AA9/QbSGRQEJbjsg5REAiSZV4aNTagFVxinnEIxfNrV9E/oSmrrr+ZBwYM5qYevXh3/AX8cOkVp0XyZFH80wjwCUxo2471N97KVZ27YjJ4H3TgcEmx3+RB03W2ZGXiPuU7JwRse/x7BmsESoeTBZkjVYGtwdqHtTd8L2RkTILsty3GHM3/JT7C+4c/IqMqA4tkwSSYsErW4810k+ke2fXMbqaO2Fi4iQqlwqci7UY5bQJ8Ai71zOzOTKIp4Pfq7+iuMKnJxX6pfmbRzMi44X/L+6kJf68p75+MWx+awH9vmobL6fY2iMkmiTsfvYDzL+tX53HmzdrkV7l1u1U2rTqAw+4KSIqMEGQ1ExkTQlG+/xJWi7bxHEk2XgrSNJ0Jl/Rh7MRe5GQWExEVQkSUf3JTfEI0N90/ji/fWYqqamiq5r33jt2bcs8TF9OgofFDODwymA++v5MZHyxn3bIkHA635xdL99jFBYKu62xbf6jOEpH/vX4Fv/y0jcU/bcPtVhhxXjem3DAEk8nz9X7yras4tO8YW9cd5LvPVhtGPqcd8iVOqqqRst9f+6brkJ9j7K0pySI7Nx/BqNe0mgQV8BDWi68awJW3DGfb+hSevfdbQ9mJqmpomo4k+T5gL71uMCZZYtZnqykrqSKucSS3PjThnFjcnQ38b+UySgIs94NHf9utYSPu7T+Ia7v1YFt2NkGyzKCmzQy1voeKi7xODtUhCSIZZaV0ifPX2I1u2Ypt2Vl+umO3qnJjj17c1bc/23OOYRIlejVqjHyWmiZL7HaSCwtoGBpao5wgNiSEX6dez7d7EtmQmU6z8Ahu7NmbTtW8fTPLykguLCAhIoJj5WUsSz3iN86JqqZbVYkNCeG2c6Rh/iMRbQ3m2ZFjyKuqZHna6Xm+nioHuKhde37cn+Tz/REFgUFNm/3tqsAA7cLaUljkX7WTBIkw2T8k5QQmN5nI7tJEnKrT68xgEkxMbXoV20q3k1JxGFEQ0XSNSHMkhc4iT6qY6vntEjToEdmdCY3Gk2BtEjBqOBBKXaX8fGweiaWJBIlBjGk4ijENR9fJfeBQZYqflOP3QkSkR6S/PemB8mTmZM0jz5lPgrUJlyZMpnVoK8MxTKKJPlG92V6yw0djbRbMjKljcMlfCa1DW3F/23v4Nn0W2Y4cgqVgxseP5eLGZyYZ+Svi7/cX/yeifZcE3v7mNmZ8uIIjyTk0aR7D1P+MpGuf00sjslUGJgNOh/u0SLAgCNz60Hm8/fRcvwaqWx4cz+zp69m69qAPwRJEge59WyKKIqIo0qxVzVY6k6YOYsDwDmxYeQB0nYGjOtKwcVSdQjZi4yN46IVLSU7KIjO1btVdQRRO6z2QZImLrxrAxVcZW+kAtOvchFbt4pn91TpDEtywUaTPv0VRwGSWDKvssiyiqrpfhdbpcAd8Tzp2b8bhA9lIkoTT6aZJsxj6D2uPKIr0H9ae/sM7sGVNsu/nJAh06dXccExBEJg4dSATpw5E07S/dIJcmcPB4pSDNe7TJjqGw0WFtPvgbXRdp0ODWJ4fOSZgs1uv+Masz0j3iwpWjtuKgSdyefrunWSUlTKoaTMu6diZGXt2k1le5iVAVlnmrr4DvBZkpy6dV4dbVVmRlsre/FyaR0RyQdv2NVaKdV3n9Y3r+HL3TizHLc86x8bx6YUTiQqyGmo1o63B3Nt/oJ/7hKJp/N/SJfx2JAWTKKFoqqEe+AQEhHOiXdZ1nQqXi2CT6axNEuoKURB4a9z59PjsQ8OK/qmQBIHhzVv6Xef/DRrKtuxjZJWX4VAU73esxG7j5XVruKlnbxqGGksI/ooY13As20t2+lmFRZkiaRnSIuBxDYPieL7LMyzIXsT+sv04NCdVShXfZM6kZ2QPHmp/PxVKBY2C4nnj0Du4dH/98K7SRG5vfdtpN5VVKVU8te85KtwVaGiUUc5PWXNIt2Vwa6ubaz0+PqghsiDXOb1NRiYhOIFcR66Bq4XMBY3P89m2s3gXH6d+5n1Py9xlpCQf5uH2D9IuzLjx+IaW11LqLiW1KhVJkFE0hb7RvTmv0fg6XePZRLY9h12lu5EQ6RPdmwaWwDamgdA5ohMvd3sBTdf+cbZo1VFPgk8Trdo34pn3rjmjMXoPasPa35L8Kn+x8RGERwYHOCowRpzXjdCwIGZ8tIKczGJatYvnhnvH0bF7U2LjIziwJxOHzYXT4cYSZMJskbnniYsBWDZ/p9drtlGzKBKax7JvVzqqqjFkTCduun88EVEhxCdEc+l1g2u5ksAwagALBJdDqVOk8OlCNnls7OZ+u8lvwnDNnb6zdUEQGD+pN7/N2+FDhM0WmeHju7J2aZKf9ZvFIlNV6e9xGxxq4Zo7R3HkQA5ff7AcURRIP5LPA9d+xsVXDeCWBydw+yPnsz8xo9rnJGMyy9z75MRa7+uvTIAB8quqkEXjBDbweMwmFxaiVVvKPFBYwLVzf2LhVdcaVk+v7NKVL3Ztx6Wo3uOCZJmhzZrTKiqalWmp3L1kIW5VRdV1duXm8MWuHR47NF1HxNP49ujgYVzbvSfgCfIoczqIDQ7xkx+UOx1M+el7cirKqXK7sUgyr6xfy+zLrwpY3V1wKJmvE3fjUlUv6d6Zk02fzz/GKpu4onNXHhk8tE7Vxy92bmdp6mGcqlqrpARgeAt/8nem+CXlIC+sXUWR3Y5ZlLi2ew8eGjjkDyXDIWYzkZYgih3+SVYWSUIWRVyq6mnCtFp52cDOLdxi4Zerr2Nt+lF+O3yIuceb/5IK8jlYVMQP+/cy/4praB4Zec7vp8RVwoLsRewpTfJ4sTYaR//ofqc1gWkZ2oLrm1/DjPSZiIKAqmvEWhrwYLv7ah0n1tKAa5tP5b+Jj2FTbOjoqLrKrpLdpNvSebXbS0iChF0xTg7TdA237kY+TSqxOn8tNsXm4w3s0lxsKdrGpCYTiTUgbXbVzur8tewuTSRYCvYQszr8rAgI3NHmNvpEe+SK7xx6nz2le716Zg2N91I+4Pkuz2IWTei67uOBXP36vsv4IaDjhlWy8ljH/5Jtz6HAWUiCtQkxFs+zIceey+KcJWTas2gR3ILzGtXNx/n3YN6xBSzKXoymawiCwOysuUxtfhUj44b/rvH+yQQY6knwn4Ib7xvHjo2HcdjduF0KkiQimyTuf2ZSnR5+x9ILWfj9FnKPldCjfyvGTepNnyHt6DOknd++DRtH8eWiB1i+YBeHD2TTqn0jxlzck7BwK4t+2MLnb/7qJXOZqYVkphZ6j12+cDe7t6by+bz7TisO2QhjLurBrM9W+1VWI6NDKCu1+ZHk956bT2RMKBuW7WP1kj1oms7AkR247eHzfRv3ThPX3T0GQRSZ++1GFJdCaISVWx6cwMCRHf32veWhCeTllLB7Syomk4TbrdJ/eAfue3oSfYe144MXFuJyulFVjZ4DWhNkNbNu2T6/e1EVDbNZ5puPVvhYxqmqxsLvtzBkTGc6dC/0+aoAAQAASURBVGvKlwsfYNmCnaTsy6Zlu4aMm9T7d02KSosq+fytX9m08gCiJDLqwu7ceO9YrMF/rK2Nze1m5p7dLD58yNDLFqBlRCTHKip8CPAJuFSVL3ZuN/SljQyyMv/Ka3hl/RrWpB/FKstc1aU7d/btj6brPLriN58qsRF5dKoqb27ewMXtO/L6xnX8fGAfgiAQJMn8b+hwplQLYnh780bSS0u81VenquBUFW5ZMJeV1xtXrr7Yud3vvk/cpV1x813SHnIqy/n4gtonOtN27fCregdCkOTREdeG9NJSXtu4jk1ZGURYgri1Vx+u6tLN8Bm0LuMoDy/71XsNiqYxI3EXblXliWEj63RdZwOCIPDAwMG8tG61j6wlSJb58LyLkEWRg0WFtIiMZESLViiaSrnT4ecYIgoCw5u34KnVy31kEW5NRXVpvL5xHR+cf9E5vZdydzlPJj2LTbGholLoKuTLtOkcs2dzacLk0xprSOxg+sX0Jb0qg2A5GEVT+C7jR47Zj9EsuCkXN76QhGDj2OgdxTuwqb6EVEWlwl1JYukeekX1pGN4e3aX7vHT3MYFxf0ujWhyxUGfgI4TkEWJ9Kp0PxJsV+08lfQspa5SXLrbkzgoSESYIqhSqryrckYxyve1uYee0R65Q7Y9m6SyfT77KbpCiauUrUVbGRI7GLeuUGTQFAaQXpVBmbusxkCQxtZGPu4JhyuP8GryG17rtPSqDDYWbeLxjo/SPKRZwHF+DzJtWfySs/jke3v845qZ/h09IrsRdY7imP/OqCfBAaC4VX6avo7FP23D6XDTf1h7brhvHDGxgTVWJ1BRbqf8uE7zhC61Oho2juLzefex4LvNJO1Kp2nLWCZNHVgnDeyOjSk8d/8sFLeKqmrs2nyEOTM28sEPdwYkTCGhQUy82nd5VdM0Zny4wk+bXB2qolFWYmP98n2MuqBHrddWEyZfO5jNaw6SfjgPu81FkNWEKIk8+urlPHnnDNzaKQTF4eaFB7/D7VK8xHHtb0kk7Uxn2sL7fzcpF0WR6+8ewzW3j8RhdxMcagk48bAEmXjug+vIziwiO72Ipq1iadjY8xAZNq4rg0d3Ji+7hPTD+Sydt5OM1AJEUUCtRoIlWaRZ6zhys0oQDWQNLpfC6iV76NCtKSFhQYZpfaeiuLCCovxyElo08CO2Lqebe6/+hKL8cm/j3pLZ2ziQmMl7s24/Z/Zep8KhuJn8w0wyjy85nwoBjwOB1Wz2uDMYQNV1DhYVGr4G0CQsnPfP8xCVcqeDtzZtYPCXn6HrOuV1iF4GD5m7a/ECdubmeEmyQ1F4evUKGgSHMKKFR+o0L/mAofzgaFkpW49l0a+JP8EotNlqPLdTVfjtyGFumPczjwweSsdY48qQQ3FTZK95rBMwixJvjDvPa3V2KnRdJ7WkmGMV5dy75Bcq3S40XafU4eDFdatJLSk2JLXvbdnk9znaFYVZSXt4aOCQ3x004Tw+5ulocad27U6QJPPOlo3kVVXSPCKSx4YMZ2RLj15zaPMWlDkc3LNkISvTUtGBlpFRvDpmvI8LRqnDQV6lv+OPpuusOpqKQ3H7NWSeTfyWuwy7avchZE7NxZKc35gQP44Q2fgzDASzaKZtWBuSyw/y5qF3vFG+uY48dpUm8kiH/6NNaGu/47IdOT4+wyfg0lzk2HMgqidXNr2c5IpDuDUXiu4J5JBFmRtbXHf6N45HzrC3LMmPVGu6brh0vyx3BSWuUi+509FRdAWH6uDVbi9ilYIpc5fyWvKb2BRPcIama0xOmOglwODx8jWqIDs1J/vLDzAkdjAmQSZICvLxSj4BFZWHdv+XCxqdz+SE2ievADOOfutTVT7h4zwz4zv+1/GROo1RV6wv3IhbM3reCuwqTWRUDbZsmq6xo2Qna/PXU6lW0ja0DePjx3mr2f9U1JPgAHjp4e/ZvjEF1/E0spW/JLJj42E+n38fIWHGDQAOu4u3nprDplUHkCQJURK45cHxnD/Fv2kuMiaU6+4+vU5+TdN484k5PsTV6XBTXFjBD9PWcOtD59VwtC/sVa4atckn4LC5SNmXfcYk2BJk4q0Zt7Jz42H27U6nvNRG+pECPnrll4BN2Q6b06eZTFU1KsrtrF2axJiLep7R9UiyREhY3eJvGzeNoXFT/4QySRLZuvYgX727zPuZSLKIIApYLCZUVaNDtwQef+Mqtq8PkNan63VuSnfYXDx7/0z2bk/DZJbRNJ0rbh7GVbeN8JLbtUuTPEEd1Zwr3C6VzLQC9u44SrfT1K//Xsw5sN+ruawOAQi3BNG7UWMu7diZ+3/7JeAYsiDQtWHtgSpuVeXSH78jo6zMbzJVl2O3Zh/zcxawKwrvb93EiBYt2Z2bQ5kz8N/Kt3t3G5JgSx3CO8BTZd2WncU3ky+jVyP/8JYNGRlIgoBaiw5WxCMTOa+NsWYxtaSYWxfOI7eyAreqopwynl1RmLk30UcjfQIZZaWGYwpAscNOA0Hg+317mX/wABZJ4uqu3bmwbfuAk678qkoeXb6UdRnpgE6fxk14ZfT4OksQLu3UmUs7dTZ8Tdd1rp83mwOFBd6JS0pxEVPn/MiSqdfTLMJzDqtJDnh9DkXh/FkzmHfF1IC+02eKA+XJhppWWZTJtGXRIdw4Ar3UVcqq/DVk2jNpGdySkXHDfWzQvk2f5UO6dHRcmouZ6d/zdOfH/cZLsDbBIlr8iLBZNNPE6nFEirfG81LX5/gtdxkHKw4RJocyOm40HcLbo+s6GbZMnJqTFiEtMB+PJNZ0jQqlAqsU7N12Ak7VZejkEGtpQPNg/+roztJdhpVjURAocZVik+wsy1tBo6BGNAqKp214G7qEdybM5Fu0ijJHGTtiCDKxFk8RShAExjccy+LcXw2b79y6wpLcX2kb1oYuEcbfwRPQdI10W4bha4cr/ZtazwRrC9bxW+5SY4eMOvzGfJH6JduKd3i136lVaSzNW86E+PFc0XTKH1ZA+aNRT4INkJlWwPYNKT5L96qqUVXpYOn8nUy+xrha9+aTc9i8Jhm3S8V9fHb/6WtLiIuPNJQqnC5ys0qoMiCuiltlw4r9p0WCrSFmggJ4zVZHkNVEQsvTF9XnHithzowNpOw7Rst28Vx6/WCaNG9AnyHt2Ln5CCsWnrRGM4IgCMfzbH3/oB02F1vXHuLg3iwEQWDk+d3p2L3mVKFzBVuVk6/eWYbTefI+VEVDEKB1x3hue+g82nf1XFu/Ye3Rnp/vN4bZYmLkef6dyafC6XBz00VvU1zgcQFRFM+D6odpa2ncLIYR53UDIGXfMUPfYVXRSD2Y+4eR4JVpqYbpbyFmM6+NGc+olq0Y9OVnNTZ3WWQTt/asPaFsedoRciorTpsAg+d7JiKg4H8dx8rLAXh5/Zoax1h25DDdPnmfXvGNeXTIMG9jXmEdq7c6HgL6wtpVzDHwOHZpKhZJNowOrg5JEHlgwGDDHyu3qnLVzz9SaKuqUUZpliQOlxTR1+pL6jvFxrEm/ajf/qIgEhVkZeqcH9lfWOCd9OzNz2NjRgYvj/GXshTZbJw/cwalDrv3Xd+WfYxLf5rFmutvOWNbuqSCfFKKi/2+W3ZFYfSML5natTuPDRlOkGxiQuu2LEk5hFv33VcHssvL+WT7Vv47eNgZXU8gxFhiPIEWp3wiiuYO6MWaacvixQMv49YUFF1hT2kSv+b9xtOdniQuKBZN18i0GwcdHK06ari9V1RPfsicjdvl9koiJCQizRF0q2Z5FmWKQhY8BN0kmkiuOERDSxx21U6FUomIiI7OjS2uQxQkvs2Yie24lnhQg4Fc2fQy9pXvJ9eRz4aijYbX0ia0teH3N0w2lsCpukZqZRqzj83xyg0OVx4msWwPXbt08du/U3hHQuQQnC6nz/suCRLD44Z6/z2xyUW4NBdL85YbTlScmosVeatqJcECAhbRjNOATIuI5NpzibeeWXIqeGQeM47ODGgRp+s6vSJ7BDw+reooW4u3+000dHSW562gTWhr+kT3OuPr/Cvin614/p04fCAbSfav4jgdbvbtSjc8pqLMxubVB3Cfonl1Otz8MM04avl0ERRsRgtAGk5X7ymKIlfcOrzGBjRBEDCZZS/BMoLL6SZlfzb5OaXebWmHcrljyvss/mkrB/Zk8tvcHdx1+Yck78mkILeMhd9vqYUAe4I7LBb/OZokiWxcuZ9FP2xl4Q9bePTWL70evy6XwqpfEpn29m8sm7/TkAyeTaTsP4ZkMvAt1WHfrgwevmkaK3/ZDXjs4u5/ZhJmi4zZLCPJImaLzKSpA2nf1VirVx0fvrLIS4Crw+lw8+5z89i9xVNVaNYqjiCr/2cqm0SaNPOvZp8rxIaEIBr8mOm6TpTVyo6cbOw1BGf0bdSE2ZdfRZNwY/u96kjKy/NLRjsBkygSajZjEkXiQ0KxVlt2t8omxrRsjdnIfQO8S+f7C2p2NXGqKpUuF2szjjLlp+9ILSkGIOQ0JQL7CvINtw9u2sxQM30qRFEI+D6sy0jHrrhrHcWlqjQO83/PHxo4hKBTJAtWWea+/gNZm36U5KJCn6q/ze1m3sED3vfiBBYeTGbgl59SXI0Ag2cZ3KEoLDqUXMsV1o7MsjKkAFUrVdf5cV8Sjy7/DYAXR42le7wxCXFpGr+kBFjB+R3Ish1j/rGFzD+2kGx7DufFj0cW/J9xqq5hV42LE1+lfY1ddXiJmVt3U6XYmJXxPeCZlATS6AaSV5hEE093fpy+0X0wCSbMopkBMf14suP/fJqiNhdvZdlxUmhX7bg0F5n2LApdRTg1J3bNjkNz8HnqND5L/YIyd7nHUk13s6FgI/fseoAvUr9ibta8gK4OaQGI+riGY/18a0VEYs2xzMtegEtzeQm8S3dT6i7j1xx/7/dKpZLekT2xiGZvRVhEpEt4ZyTh5G++KIhc0ewy7m17F0Gi8UqATa19kisIAiPihmMS/J8Fiq7w5L5n2V2SWOs4tWFdwYaAKX6SIHFN86uIPGVi5VSdHKlMpcBZyP7yAwGPd+tuVuSvOONr/KuivhJsgPgm0YZuBiaTFFC3W1pchSxLhsEU+bnGvrInoGkayXuzcNrddOzWNGD8cnSDMNp1SSA5MdNnudtiNTHx6sD2YIEw5fohyLLId5+toaLMRlSDMCKjQ0g/kg86tO+awIPPXRIwxe7Xn7fz6euLEQTheOpdE55862o+efUX7FUnCaiqaqh2jQ9eXMDlNw3zNJkZxE8HWc1Iskjnns244Z6xvPDQd+Rll3otzQTBM5ZXQnc8XGPutxvpN6wdrz46m4oym0dzHGzmy3eX8u7M24k7xf7sbCEsIhjNIBb6xLW5nApvPTWHdUv3ef2LP5t3H5tXJ+N2KvQf0b5WezrwEMdVi3YHfN1e5eLpe77l5gfGM/qiHnz9wXKcTsX7HZYkkcjoUHoNavN7bjMgEvNy+XLXdrIrKhjevAXXdvt/9s46PIp7/eKfmdW4uxIcgrsUK1YoNVqq1F1u3d3d3d2gQHF3d0+IkxB3z8rI748lSzY7m4SW29t7fz19+jxkd2Z2ZnZ25nzf73nPGUCA2XGtzO7bn4VpqS7ESBQEgry8GBgVzabc4x5DRcYldOKr8y/q8H7EBwTgpTe4NaH5GIzcM3wEXYND6RkWRoDJzNyjh5l3LAW9KHJ5776c36MnPx46wCtbNzkr18165XtHONxQInx9yK7q2ICqyW7nze1b+HDaeVyW3JfP9+3pcENboFmbvPibzDw/7mye3LAWSVHcpBvNCPX2IdKDtVd5Y4OLVl0LBlGkd1gEKaWl6ASBSN9TU8nJ4RH8fNEsXt6yiaNlpYT7+HDHkGFc1LM3T6xbrUm+RQF2FeQ73TNK6ut5aM0Kj/vfaLeTXV3V5j52BD3DwtqcYbDIEiuyMnissYEwbx8+mDaDMV9/oalNb038/ygWFixmceFSJ9FYXLiUC2POZ2TICDaWuxZJHG4FH/Jmv1ddqqKyKpPdkOO2bRWVIzVHnX9PDJ/AypLVLlP5RtHIlMhTzZJNchM7KnZRYikh0SeBwUGDuL3LLW0ew4qilZoVzdaQkKEVoZKQQKVdSzOrbCWn/jidfBNdXu8TmMz50TP4vWARelGPoiqEGIO5PH4WH2R+5L4PqsTeqn1cHHfqPlJiKeXZo89jU+wuFU8Fhf3VB0g7lMbd3e6kq29X53lP8umsuc9G0ciw4I5lA8yKvZgqWxV7Kve5NB82y1Q+z/mS9wLfdiHhp4smucll283QCTpmxlzIuFbOEKuL1zI3f55jFkyVCTIGOT2htdCo4Q5Sbasmoz4TX70v3f26abpINMlNlFsrCDYG46M//SbvvwL/b0lwXW0T37y7ik2rjiCKAhPO7c/Vd5yNl7eJHn1jiYoL5kR2GZJ06sesN+iY7iEUIyImSDN6VRQF+gxK9LgfOenFPHH7dzTWWxBEAVlS+NeT5xGbGMacrzaRn1tO7/4JzLr+LCJjg3nstUt55KavKSupcZBPu8yEaf2YfIH7VIWqqtTXWTCZ9JqNZIIgcOFVo7jwqlHIkuysfttsEoqstOnVe3hPDh+/utRFn5x26ATP3fMjGUcLNNfJOlaELCvYrBoPTJ3AlAsHcdsj052vvfXtzbz3/EJ2bkxDVVUiooMoLqxyG6AoisqHLy11aQazNNqwWey899xCXvj4Go/H8WfQqWsEEdFBnMgp0wy6AJDsCtvXpwJwZO9xuveJ46VPr+2Qx3IzMlO1Y69bwmqx89U7K5l8/kDe/v5m3n7md1IO5CEIMHhUV+555sLT+sz2sCgtlUfWrsIqSajAkdISfjx8iKVXzCbYy5teYeG8NGEST65fgyA4mgWj/Pz4csaFiILA4OgYTaLipTdwbjdtLaQnTO/Wg1e3bcbSotKpEwR8jQZm9x3g4jV8Zd/+XNm3v8v6s/sNIMzHlw9376C4vo5+EVE8MHI03UMcMqC7hgznsXWr3eQdoiC4+dWqwIrMDA6VFHPHkOGklpexOTcXgygiqyrdQkIYEh3Dj4cPumzPS6/npoGepR8zeyUzMDqG31NTKGtoYEV2BhZJwiJJ6EURgyjy6sQpHnV7Q2JiNb11BRwyCkFwEL7U8jLuX7UcmyIzq1cyz44727nNfpFR/HLxpW7bCPPxwSCKmt/ntwf38+zGdfgZTfRtR9/tpddj0umpbGok2OuPPzA7BQYxoVPSyeY2bdJl1OkoqK0lzNuHcB9feoWHc7ik2EV37aXXc1Wra+WPoLCpkMWFS12Jl6qwoGAhkWb3UBdwVCwLmgrx1fuytnQ9OQ3ZxJnjEAVRs2LXskp6Yez51Ev1bC7fiuGkl+6Y0NFMj3LI5Yqbink+9SXsioRVsWISTczLX8DTvZ5wi1hWVZVdlXtYWbyKvMYTf/pctIcSawkvHXuVqRGTmRnn6pBxbvQ0xoePJbshB3+9H/He8VTYKpA9EDfvVpXvn/N+pVFu0pQMKCjUyw28cuwNwk1h3NftHnz1Pryc+oqbH7xB0BNtjmJ0WMcsQ/Winju63Majh56g0OIeXiUpEgVNhcR7/3FZ38CgAWyr2OGm6xYRGBHqmuh6uOYIc/J/cxkklVvLNUk0OAJUhgafCtxRVZWf8n5lbek6RER0goi33odrEmdTZ68l2BhMd79uzM2fx9qS9egEHbIqMTpsFLMTrvxTZP/fAaH1F/xXYPDgweqePXv+8s9tht0ucetF71NSWO10HjAYdSR2ieDdn25FFEVqqhp466n57N2aCajEJIRy33MXaU5dn8gp48i+XNKPFrBuyQEnMRRFAbO3kQ/n3EFUrHuHpSzJXDnxNaorG1xe1xt0iIKA3S6hqo5Knsls4N2fbiWuUxiqqnLsUD4VpbV0S47RrHTu35HFe8/9TllJLYIAZ01K5q4nzztjNlnP/OsHdmxwn7o0mvQYTXrqa92n84xGPXqjjkYNL12T2cB7P99GQmf3yqgsK6CqLPhhO9+8v9rFZqz5MxVZdRmwNEMUBZbse/bf5qVbVlzNE7d/R26m9lR2axiMeh59bRYjJ/Tq0PJVFfXccO7bNDa073ZgMOq58/EZTLnQ4Ydps0mIgoDecGZvOjZZZsjnH1Fnc60KGUQd1/UfyCOjT2korZLE4dISfI1GuoeEupC0X48c5tlN65xev956A73Cw/nhwks8hmR4QnZVJfevWu6UFAyKiuaNSed0SE7REXx9YB/v7NjqJHoX9+ztljrWEt1DQll+pWPwlVVZQVpFOXEBgfQJj0BWFJ7btJ45Rw+jF3VIisKVffrSKyyc1dmZBHt5c3lyX83Uu2bUWi38euQwOwpOkBgYxOy+/UkMbNv+6JE1K1mcfsxJvs16PUmBQXx53oXcuXwJB4qLWpFAA8+NP5uZPdvWPRbU1TLp+6/brXjrRRFZaVvY4Wc0YpNlLkvuy5NjxmtKajoCuyzz+b49fLh7h6Y23aTTsf2GW5zV94K6Wi6f9ytVTU2oOAbWkzp34a3J53iMrO4oFhcuZX7+724kQy/o8df7UWl3r36bRBO3dr6Zz7O/xKbYkFQJvaBDUVXHoLIFEdajZ2BQf2bEnEucV6zzN1Yv1VNhrSDUFOZShXs+5SWy6rPdNLFnhY7muk6ubg/zTixgZcmqDlWAmyEg/OH44mYYBAPPJT/tYjXmCc8efYHjDbku59coGLgi4TLGho1xVihv3nO7pguGFtoK4jAKRp5LfppKWyWR5ghCTB2TmT2f8jKZ9Znu2xMNvJD8LBEeBkQdgaI6Zg9SalOxKlYEBAyigemRU7mglYvF68fe4kjtUbdt6NAhCqLLYM0gGAgzh/F0r8ediYA/5f7CypLVmvthEk1O+zqbYnPZllE0MiVikkt1/q+EIAh7VVV1qzT8vyTBm1Yd4a2n5rtF95q9jTz1zhUMHH5q2tjSaMMuyfj5u09VKorCO8/8zoblhxwNNjpHRSUqNpi6mib6DE7kylvHazoLAOzZks6LD/5KUwcIjiAIjBjfg6fecW+caY3jGSXcfeUnLlVag1FHvyFJp10VVU/edFvjzss+IlMjVtjb18Sos3uxceURbC0+32jSExruT3FBlVvVVBDg0dcvZczktnPnS4uqufG8d9y8ho0mPYIoYNXQGet0Iov3PvNvDZRQVZXzhz3rdBJpDwmdw/l0wb86tOwvn2/gx083aMpHtGA06ek3JImn373yjJPfZqSWlTLrt19psLs/GDsHBbN69nWnta2fjxyi2mJhcucuTOncFUMbBHh3YT6f791DQV0tI+PiuWngYMJ9TlWvaq1WREHA9082V2nBLstUNDUSZPbCpNdz78plLExL1VzWIIrsuvE2pzxEC7VWK8X1dYR6+3DDovlkVFTQKNkRBQGjTsdTY8ZzWbJnPf7pQlFVFqWl8sPhg1gliRndejC7b3/qbTbO+uZzTULfKyyMJZd7tsGqt9nYVZBPWkUZ7+/cjqUDQR5aaF1V99LreWjkWVzTv+1mHElRWJOd5THFL6e6ihk/f+8i1/DS67m0dx+eGusakKOoKtvz8yiur6d/RCSdg8+Mhn5p4TLm5f/u5mGrQ+cgC6r77yjIEEiMVwxHa1PcCKVRMOLoGxaxKQ6XBbNoQkElxBjCA93v8UjMrLKVW/feqVn189H58NGg95x/19vruefAA5quDJ5gFI0EGgIotbafDmoQDHT2SSK9PsNtf3SCjotjL2Ja1NR2t1Nlq+K1Y29RYatAQHCSQJ2gwygamRU3k3HhY7lr3z3USu59FacLERFBEDCKRiRFom9gH27rfDMGse0egO0VO/k65xu3AUWMOYaX+j73p/dLUR2yjp0VuzGJRs4KG62Zbvf44afIb3KfrTWLZh7sfh9FlmL2Ve1HRWVAUH9GhAxzzjQUNxXz8GF3h5GOwiya+WTQB/8RpwlPJPj/pRwiM6XAjQADSDaZnLRiFxJs9jbi6TG2YfkhNq087ELKBAGaGm18u+J+zS+6uKCKzNRCIqIDqattcnM/8ARVVTm893iHlv3t2y1upMlukzm0J4figioiY9quGDXUWfjk1aVsXHkYWVIYMKIzdz42g8gW1ezBI7uQm1niNk0vSwq3PDgNRVbZtOoIRqMjZGLI6G4c2pOjKRvQ6UX6DmrftSA8KpC7nzqfd59b6JzaVxSV+1+4iK/fWUVRvntFZdDILoiiiKIoLPxxO/O+3UpdbRM9+8Vx84PTSOr25ztzBUFwyCI6GAt94ngZJYVVTs/htpCXU9ZhAgwOHfKhPTn8/tN2Lr5mdIfXOx0EmM1IHpwYgr1Ozzi/Z1g4z43vmFXggmMpPNFClpBZWcH81BSWXjHbqV/1N/37AkEMOp2LTvaVsyezOivTo2tDW2QeHPvqbzLx65FDpFeUO4+ruUnsuU3rObdbjzNG6EVB4IIevbigh+ssRHFDPTpBBI2ggXqr5wrg/NSjPLF+jbPC2xECbDg5GG0tnWgt1WiSJD7YvaNNEtw6xc/bYOCVrZv47ZJTKX6dAoOYe/FlvLh5I/uKCwkwmblhwCCuHzDIbXuiILQZm/1HMTh4MAsKFrnJGGRkt9dERIyigTu73MbLx17XrKjaVBvdfbrR1a8LK4tXY1ftNJ2MAi62FPNm+ju8mPyc5vNHEASHak/jsdNa05nbmIde1GOX2yfBJtFInHc8w4IHMyp0FPceeECz6tpcJTaJJiLNESQH9iazIctNiyoiajYNaiHIGMRLfZ7jeGMuC/MXc6T2KHbV7kizk+38mPcL/gZ/xoWPY3nRitMi9VpQUEDF6SN8qPowv+bN5arEK9pcb3jwUJYVriCvydUyLcY7ymOx6XQgCiKDggYyKKjtgWOfgGSKLSVulW4VlXifOLr4deYsD1KP9zLc9denA4tiQUFBx99HEvH/kgRHx4dg9jK4ORToDSJBoe2HYTRjya+73LahqlBZVktedpnL1L4sK7z99AI2rTiM3qhDkRUiYoI0p/A9ISCoY+bp+R40qgajnpLCtkmwqqo8dMOX5GaVOmUH+7ZlcveVn/DV0vucTXIXzh7Fivl7qatpcupwTWYDs+84G19/Lx586WKuu3sy+cfLiI4PITwqkBtmvE1djbvAXhAEj82ArXH2jAEMHdOd3VvSERAYclY36mubKC+t1Vy+UzfHFNNnb6xg+W+7ndXxAzuzue/qz/jw19uJSWjbAs5ul1i7+ADrlx3Cy8vAtFlDGTK6m8tN6/KbxvLucws1q9GtYTDo2bomheHjehAVF9zmza9nv3i2rk1x265OLyKKgqZW2Gqxs/y33R5J8Na1Kcz5ahOV5XX0G5LEVbeOdxngaCGtopyPd+/kWHkZvcMj6BIcQlp5mYvXrJdezw0a5OJMwC7LPLthncvUtl1RqLNZ+WDXTl6YcHqe255QbWlieWYG1ZYmRsYl0K8NHatJr+eWwUP4ePcuLPKp/dKLIqPjE/DuoDvE0sx0zSl7vSiyr6iQMQmJp30cp4OEgEB8jO6NhQZRZFJn7WbKrMoKnli/psNNf80QBYHEwCAyKso9KBBPoaKpibU5WZzdyT3gAeCtHdvIq6l2VrAb7Xaa7HbuX7WcBS2s5nqGhfPDRZec1n6eSUSYw5kVdzFzTvzmfE1SJY+SgeeTnyXcHIZJNCHJ2uc3uyGHGnuNG6FTUCi3lpPfVECcRkKcUTTSw68HqbWpLo4jekHPqBDXQKUAQ4BHx4DWCDAE8GSvR51/XxhzHvMLFrroTg2CgbFhY9AJIt38ujEgqB/VtmoWFizW3OaQ4I7fSwRBcFTO61LczolNsfF7wSKe6vU4hU2FHKw+hE7QYVWsf1q2AQ73hI3lm7ky4fI27+XFlhKKNDTBB6oPkd2QQ2ffpD+9Lx3BtKipbK3YTqPU6CTCRtHIpXGXuDlwtESppYxCi/vs7+kg2hz1t9ME/78kwWOn9uGrd1ZhtUguondLk523n5rPzo3HuOeZC5z62eL8SnKzSolJCCU28RRh8iRjEATBbcp+0c872LzqCDabhO1kZa/geAVhUQFUltU5yZnJbMDsZaCpweZcDhx+vRdf27HKXq8B8WQeK3LTztqsEgntuBEc3ZdLQV6Fy7qKomJpsrN28QHOu3w4iqLw7ftrqK+zOKblBDCZjdz91PmMn37K8zY0wp/QiFOazJlXj+LT15e7yTRGT0puswmvNfwCvF3COw7udoRHaBHC7LQS6mqbWDZ3l9t3YrM67Ovue86zRkmWZB658SsyU4uc+713eyYzLhvOzQ+c8mWeML0/VRX1/PDxelRFRVEUwiIDKMh1j9+0WSW+emcV336whoAgbx5+ZRa9B2hXoCbO6M8vn29EssnOwYbRpKfP4E7c+tA0br/4A+x29+Nu/d03Y953W/jug1NJgeuWHGD7+lQ+mnuHx8r07sJ8rv19HlZZRlFVsqoqMYgiCYFBFNbVohdFbLLMLYOGMLmzdlDDn0VuTTWSRgOMpChsyTt+Rj5jR/4Jbly0ABUVuyzzwa4dTEzqwttTpnnUpt4yaCgHS4rZdiLPuUysnz+vTZyKpCgcLClCQKBfRKRHbamn6rWqqvgY/32JZc0QBYHXJk7l9mWLsMsysqpi1usJMntx22DtRuC5KUeQTlP6YNbrGRkbz9YTue0S4Ga8unWTRxK8ND3NTcKh4rCaq7Va/62zAs04Vl7G0ow0AKZ16eYx9W9y5EQGBQ1gX9UBEGB50UrNaF6jaHRWUMeFjWFl8WqHs0Ir2FW7R8mBKOhokBo03wO4Mel6Xkh5mQapAUm1oxP0RHtFcVHsBS7LxXrHEG2O4kRjvmYccTMMgoERIa7uRFMjp+Cl82ZR4WJq7LXEeEVzefyl9PTv4bJciCmEaxNn883x752VaEVVuL7TNacd8dvYIj65NSpslehFPXd1vZ0SSyn5TflEmCIw60y8duxNKm1V7VaI29IJN8tStII4mnGo5rB2ZV+xsatyN9sqtrOrYg+iIDA6dBTnRZ+LSXfmr2F/gz8vJj/Lb/nz2VGxC6tiRVEV8hpPYJEtTu1va+Q35WMUjFjVjumqwVUfbhSNXJXQdrX8P4E/TYIFQYgDvgMiAQX4TFXVd//sdv+d8PI28fb3N/PWU/NJPXjCpWpqt8tsW5dKQ52Fp9+7klcfmcuuTWnoDToku0zyoESeevsK9mzNIDdbuxnKYNST1N21grT45x1uEcWSJFNWXMOjr85i7ZIDVJTVUldjoSi/ElEQEHUCZrMRSZKZeuEgYhJCqCiraze6+aLZo1m5YB+yrDidFExmA5POH0hgiLaFUjPycso07eGsFjvZaY5R7MoFe1m75IAL0bLbJFYu2OtCgltiz5Z0fv9xu/McGE96APcbmsTdTzqE+wd3Z/PDx+sozKsgqVsUV995Nl17xbS5vwBRsUFOG7WW0Bt0xCWFUphXgd6gcyPBiqySdkTbWL4Z29aluhBgx7HKzP9uK0PP6kb/Yace0DOvHs15lw+noqSWgGAfKkrruP2SD9w+V1UdTXySJFNaVMPjt33LV0vuJVhjFsLL28T7v9zGN++tZvv6VAxGPVMvGsRlN43DYNARFhVIYZ7rw1TUCfTRCMWwWux83yoqW1FULI02fvliI3c/dYHmOXimVQVWVlVkWSbAZOLDaVdS1thAclgEAWYziqqyMTeHHfknCPP24fwePQnzPr34Vy0Emr3atAb7s7DLMrcvXeQibZAkibXZWazITGdaV23HCqNOxxczLiStopzUslJi/QMYFBXN9vwT3LFssbMRzKTT8fG55zEk2r06d2VyP9ZrhIv4GU0MiHRPkPt3YFxiJxZfdhXfHTrAiZoaRsbFc2nvPvh5IJI1Vqtb4lxbMOv1zOrVh5k9e7E9XztBSwu51dUe3xPbmD3+KxSHH+7ewYe7dzqIuApf7t/LTQOHcO9w7TClEFMIkyLPBiCtNp1KW6UbKZJVmdCTet4LY88nv6mAgzWHNLcnIGAQDG7kTVZlEn08yzqCjUG83u9lDlYfosxaTrx3HD38tNP97u9+Dx9mfkJWfRaioEPA0ZQnIGBTbZhEE+GmcDftrsMfdwzjwtsPGhkdNop+gX05UH0QAYH+gf3cXCo6An+DP0bRqCnf6OST6Px3hDmcCPOpwcpzyU+zvnQDuyr3oBcMHG887lLB1qPHz+BLfRsDi0TvBE2LsJYwiUbNyGaAVcVrXBoeVxav4lhdGk/0fPTfop8VENhTuc95nJIqsaV8K4VNhTze6xHNdcJNYR4dJHSCDr2gx6pY0Qt6dIKOaxKuYn/1QXIb84j1iua86Blu1nd/B5yJSrAE3K+q6j5BEPyAvYIgrFZVNeUMbPvfhpiEUN789mZeuP9ntq5JcRlB2m0OXeVnbyxn16Y0bFbJSWQO7znOBy8uZvOqIyiytuTg4VcucbOjatLQIIPjZtGjXzxdekVz68z3nf66MioGo44uvaIJCfNj6W97WL1oPzabzKize3L/CzMxGLS/vtAIf97/+Ta+fHslB3dn4+PnxYVXjeS8y4dpLt8S8Z3CNH90JrOBpO6OTt2WZLYZsqxw9EAu1ZUNBAa7kpL9O7J4/r6fXdZRVZVZN4xh9m2Oh8L29Sm88vBc5zKVZXUc2pPDy59fR69+7jGaLZHUPYqYhFCOZ5a4+Pbq9SLnXTYcs5dRs0osiIKmG0VL7NqU5naszXjlkbn8vO5hl/NlMOid0oLYRBMPvDiTt55agHjSzs5ml9xugrKksPr3fVx6o6uXYzOCQ/08VqsffuUSHrnpa+w2yTkoUWTVMetgtfPIq7OcTYEFeRWaDYKyrHB4z3HN7SuqSmq5dsXpUGkJ3UJC6XbSSswmy8xeMJejZaU02u2YdDre3rGNL8+7kOGxfy7VL9Tbm+GxcWw/keeiJ/XSG7h5kLa12Ono7PYXF2mS7EbJzpyjRzyS4GZ0Dwl1WqpVNDZy0+LfXeQFDXa4fuF8tl5/i1uFckRcPHcMGc77u7ajFx1Thd4GA19fMPMPuyP8EXQODuHZcWd3aNmJnTqzOP2Yx3COZvgZjayZfR0h3j4oqso9K5ZqSj88QSu4oxkX9ujFNwf3u1SDRUFgQGSUR/J+OqhobGRZZjoNNhtjEhLp1aLKm1NdxQe7dmBt8dkWSeLzfbs5t2t3uoa03VR3QcwMDtYccvPynRgxwRl2YRAN3Nf9bh47/BQFrRqZBAT6BPamsKmYqhZVTKNo5NLYiz1W85qhE3QMDGo/et7f4M+jPR+i2lZNg9xIpDmCJqmJbRXbKbdV0s23CwOC+v/pKW4/gx9nhf25HgZREJkVN5Mf835xO68Xx3qe7TPrzJwTNZVzThL5/MYCfsz7mbS6dMyiidGho1hXusFjpdgkmrg68ap2929w0CB+PBlq0hrNOuNm2FWJ7PocDlYfon9Q+4miLttSFVJqU8lpOE6oKZRBQQPdYqs3lm12Vq+bIakSxxtzOd6QqzmIivWOpZNPIln12S4zAw4nj6fIqM8irTaNcFM4Y8PPIsgYxKgw7QHh3wl/mgSrqloEFJ38d50gCKlADPC3JsHNKCmo1pxCMRh0rF18wK2KZ7dJrF920FnJbI3Rk3oxaKT7lPDQsd1Zs3C/S8gFQEi4H8Ghvnz2+jK3tDm7TebIvuMnQzgkZ4PUtnWphLy3us2Y5Oj4EJ58+9TUg6qqrFt6kPnfb6Wh1sLwcT247MaxbpXh3gMTiE0MdTS9nSRVzVZvZ8/oD3iWgYiiiKXRCq1I8NfvrnIjknabzMIftnPFzeMRRYGPX1nWiiQ7KpdfvLmCt7672eNxqqrKp68tI69VVT4yJogHX7qY4HB/fvlsg2Ywg9GoZ9b1bVcqAoI9Vxkb6prIzSolsYtna5sxk/swfGwPUg+dYO/WTBb+5D6AsNskSlok7p0OuifH8uXie7lhxlsulXmrxc62tSn8/PlGLr9pLKsX7mfed1s8Wq2FRQZovi4KAj4GAw0aZMff6CAaiqqyKfc43x/cz4HiIidJdRAEmbuWL2HHDbf8aaup96ZO5/ali9lbVIBB57AWu2vocBcJhkWy88qWzcxNOYJVlhgUFc2z4852Rhl7Qp3N6lEdeLq6waUZadpepKrK8sx0Lu3t7oJy+5BhXNq7D7sK8wkwmRkWE/unz9e/E+M7JTE4KoY9RQVOImwQHVWu5ghiX4OBny6cRdhJ946vD+xl3fHsDn+Gl17P/SM8e7H+a9hIdhTkk1lZgU12REv7Gg28Obnj8fGesP54NncsW3wy4EHhvV3bubBHT14YPwlBEFibnaXpu2yXZVZnZ7ZLgmO9Y3m0x0P8nPcrOQ3H8dX7Mi1qCpMiTmnb6+x1bCrbQrAxiBJLCSoqsipjEAyYdI6pZV+9LxtKN7Kv6gD+Bn8mR06kk08nfsr9hY1lm7EqVrr6duHqxKs0NcIdRaAxkEACAfA1+DI5cpKzma29CmhLNMlNrCvZwIHqgwQYApgcOVHTweCPYlz4WPwN/vxesIgKWyWJ3glcEjezzcp4g9RAnVRPqDEEvagn1juGh3s84Hw/vS6DTeVbNCvMfnpfnuj1mEe/55bwNfhyR5dbeT/jo3ZDQ8BBjL/M+YZ3At/o8CDDKlt5+dhrFDYVYVfsGEUDP+X+whO9HnWpfuc25GmSehGRgqZCj+frvu538+3x79lduQdFVYnxiuG6TlcT7RVNtFc0Y8PO0lzv74wzqgkWBCERGADs1HjvZuBmgPj4tit7fyWSB8aTk17s1qBmt8se9UUO31r315u1sVq4+o6J7NqURmOdBatVQq8X0Rl03PfcRQiCQEZKIZLGlL4iq9jk1lpWiWVzd7dJglvjs9eXs3zebmcj35I5O9m86gifLPiXi/2bIAi8+sX1fPr6MjauOIwkyQwa2YXbH53hbIobPq4ny37bhWR33V9ffy9HaEgr5OeWa+6TxWKnsd6CwaD32NiWdcy9kaAlNq08wor5e1wIoCA4rNp6D0jg0Zu/5uj+XLfBTHR8CHc9cR5derY93TzlwkHM+3aLpomHlsRCC0aTgX5DkvDz92LhT9vd3jd7G+nbQr6QfrSA/Tsy8fX3YszkZPwC2g4OqCit0bweJUnhh4/XsXbRfirK6zw27ZnMBi69wfNgYHbfAXxzcJ9r+htg0uv4bO8uFqUfI7e6WpMog4OYNjfU/Rn4m8z8cNElFNTWUtbYQJfgEDfnhNuXLmZ7fp6zQre7sIBZv/3CqquudXF2aMahkmIeWr2C7KpKzel9b72Bi3sln9Z+VjU1YdWodtoVhaom98bQZoR4e3NOl26n9Vn/KYiCwBfnXcjyzHSWpB9DL+rYlJvjcg3U2+2cP+dH1s6+joTAIH48dLDdRjqTTodNlgn38eHBkWdxbrceHpf1NhhYMOsKtuXncbTUIUWZmNT5tD2mW6PJbudfy5e47KukKCw8dowpnbsxJiERnShqVulFQcDQwVCaJN9OHqeeC5uKeD7lJewn080MggEBge7+3ejp14Px4WPxMziu55ZVTIB30t/jSM2pBrH0+gxeSHmZGztdz8qSVeQ3FRBqDOGi2As6VA1ujTJrOd/kfMfR2hRH5T1wANckzsbf0LZMr1Fq5Kmjz1JtO9XQd7DmEFfEX8r48HGnvR+eMDBoQIeOyypb+SLnK/ZVHUAn6NAJIpfFX+pG5AIM/sgeSKtBMJBak0qQIbBD+t3+gf2YGXshv52Y36bOuhlNchP7qw4yOLhtx4dmLCpcQn5jgfP8WhQrVsXGp1mf81TvU9ZmCT7xHKg+gK0VEZZUiRgvz89EL50Xt3a+mRs7XY+syv8WzfJfjTNGggVB8AXmAfeoqurGaFRV/Qz4DBw+wWfqc/8sZl5zFqsW7kdpUJzaYJPZwPRZQ8nNKmHftkw3ApTUPYr8HPcpYpPZwAQPmtiQMD8++/1uVszbzaE9x4lNDOW8y4c7QzQ694gm9dAJTW2rFixNNhRF6ZD/bVVFPUvm7HKx2pLsiqNhbM4ut2l4Hz8zl1x3FkNGdyMmMdTNRuyKm8exdW0KdTWN2KwSOp2I3qDj/ucv0px+jo4LJjPVncyaTHq8fc0IgkMjrGVb156GeeFP2zUdOvKPl7N9fSopB/LciKrJbOCS60YzYLh2w01LxHUKY8L0fqxd4p7vrtPp6Ny94xZrSd2jGDSqK3u3ZjirwQajnsiYIEZN7IWiKLzx+Dy2rk1BssvojTo+f2M5z74/m35DPXcOK7KqmVYIoCoqhScqNd/TG3SYvYzc8uA5Ltrm1rh3+EjKGxtYnH4MRVWxKw5lWFF9Pa9v24Kitl0rVeEPVTVVVUVWVfSt1o3x99cMwciuqmRHwQmXKWpwyDS+Pbifh0e5Ev2S+nqunD/Hjbw3n0mz3sDYxESmtyOFaI0RcfF8vm+Pm3WaQRQZGXeqANBkt7MsM52C2lqSwyMYe5Jc/ZWQFIUl6WksST+Gj9HAZb37MiKuY0UKvSgyo1sPZnTrwa9HD7MqK8NtGUVVuX3ZYpZecXWHZBATOiXxzpTpLvZyJ2pq+PXoIUrq6xmdkMg5Xbo5ia5w0tas2drsaGkJebU19AgNo1M74SGesD3/hOZ9rFGyMy/1KGMSEpnSuQuvbd3ktowoCGdkIPPN8e9olBudf5+q2qmcF3Oux/VKLKUuBNi5vmLjo6xPnJrOE035fJz1GdckzGZ0B6asi5qK+SnvF1JqUpGRnTMdsqqyv+oA+U35vNznhTarwmtK1rkQYHA0hf2U9ysjQ0b85YTqs+wvOFh9CEmVnJXZH3J/IsQYTHLAqYCYCHMECd4JZNVnu2liK+1V/Jj3M7+e+I0pkZMYEza63fCMTj6J6EU9sgebyZawq3byGvM6TIK3lm9z++5VVLIbcqiz1zkHTmPDzmJJ4VLQ0JM3W7+1Bb2oR/8/4qtwRo5CEAQDDgL8o6qq88/ENv8qhEb488Gvt/P1u6s4uCsHvwAvJpzbj8GjumIwDuCBg59js0rY7TJ6vQ69Uce9z1xAfm45bz+1AFVRkWUFg1HPpPMGeoxIlmWF/JxyuveJ4/wrR2I0up76C68awcrf9yJLLbRMJj0ms0HTVqxzj+gOB0BkphRiMOrc/GZtVon9O7JcSLDNJvHCfT9zYGcWer0OWVbo0jOa5z+6Gm8fx00qMMSXzxb8i+XzdnNwVw5RccHMuGwYcZ20p5yvuXMSL9zvqgk2mQ1ceuNYp3b6gitGsOCHbW7LXHajg7ikHcln/dKDqKrK2Kl96dXf8aD2NL2v04lkaIR5gEMqkHrwBOfMHKL5fmvc9eT5HM8o5cTxMmxWCb1eh04v8uCLM51R0x3F469fytK5u1k2dzd2m8TYaX255NrRGAx6Nq86wrZ1Kc5zIDc5brjP3/cTv6x/1GP4RZeeURgMOtq/dbkieWAiL3x0dbuhGgadjtcmTWV23/5cPPdnl/fkDjRHBZm9nHpZLaiqSkZlBfU2G71P6i5f2rKBuSlHsUoSPcPCeWH8RPpHtp0elX3StaJ1VqFNlvnu4H4GRka7WH79cvSQZtSvXhS5sEcvLumdzMDI6NNqTNlXVMhb27dgU2Ra2rF66w1M6JTkjA7Orqrkkrm/YJUlGk963CYGBPLLxZedEV9gWVHYcDyH1dmZBJjNzOqV7Bb+ICsKV86fw+HSEmfVc012FjcPHMLdHpq7PCGvutrjtXCsvAy7LDMpqTO/Hj2sec7BcY6mdenuQoA3HM/hjmWLkBQFu6KwPCuDz/fuZu4ll+PVwoKu1mrh2oXzSSsvQyc4IpzHJ3bi3anT2/Vrbo22hnTNs4PRfv48N+5sntqw1lkRVlSVJ8eMJ9ZfW1rUUciqTHqd+4ACIKX2GIsKlngkwkWWIk1vX1mjocmm2Pj1xFxGhY5o8xqvtlXzXMqLNHmIHJaRqbbVcLjmKF19O7OxbDOptccIN4czMWKCUyqwv/qA5hS8TtCR25h3RmUR7aHOXseBkwS4JWyKjUUFS06Gbtjo7tcNH703VydcxdNHtQMt7KqEXZVYWLiYpUXLuTHpOoaHeO6/6eHXnWgvh+tG8+d7StkziSbCTG1beLZEW5Kul1Nfo0lxPCVGhowgzjuO9PoMt+W+Of4dr/Z9qcOf+d+OM+EOIQBfAqmqqr7153fpr0dUbDCPvX4ZpUXVPPOvH/j1i03M/XoLogDX3zOZ0uIa0g7nk9Q9kvOvGEFEdBBde8WQPCCBTSuPYLHYGTamu8ep9YyUAp6+8weaGq3Om82DL13MiPE9nctExgbz+lc38PZTC8jJKMbkZeScmYMZM6UPj978NXarhCwriDoRo1HHHY/N6PDxhYT7aVaYRVEgMta1WvLDR2s5sDPLpRkw/Wg+H720hPtfuIgje4+zZc1RjCY9E6b35+Jr29cADTmrGw++dDFfvLmC4oIqAoK8ueymcVxw5Slfytl3nI3VYmfZ3N0IogACXHrDGKZeNJjvPljDvO+2YrPaAYEV8/dyzszB3PrwdEZP6k1BXoWbnlpv0NG9d7SmXEEUBYxmfYcr6WYvI+/8dAtbVh9l79YMQsL9mTpzsGYUdksoikJtVSPefmbnoEen13He5cM57/LhbsuvXrTPraoNjkpvysE8F8lES+j0Oh5/8zKeuO1bzQZA7XVEOnWLOK1UuczKSgw6nUcS0xreBgMGUeTTc8/3+JDNq6nmhkULKKyrRSeKqKpKp8AgMiornBXdlLJSLpn7M7N6JXPzoKEkBAZqbqtzcIjHfWuSJO5euZR3pkxzaoizq6o0U9IMOh3DY+MYFNW+M0lL7Cks4Orff3OTjXQODuGOIcNcpvbvW7mMakuT86HVaLeTVVXJB7t2uMRO/xFIisINi+azt6iQRrsdnSDw/aEDvDB+IhedjECutVqYPf83DpeVuKzbJEl8sncXlyX3JcK34x36bUldHAENAncPG8m6nGyqLE1uVWFvg4GBkdFM7XKKCEmKwn2rlrks22i3k11dxfeHDnDzoFOD2MfWruZoaYnL978hN4dP9u7irqGu/rdNdjursjMpqa+nf2QUQ6JjXK7PkbHxmnpfb4PBef4ALundh3GJSazOzkTF0Sx4OufME5rTzjzpRhcVLmFYyBDNmN0ocxSS0vHGwwa5AYticTbjaWFNyTq3JqrWkFSJ4w3H+TrnGxrkRmyKDV2Njo1lm7in6130DuiFn15bLiGrMr7603N4scgWtpZvI60ug0hzBOPCxxJ8GpZqtVKdR8uz9PoM3sv4EEEASZG5PP5Sii0lbdqfgYNA2lU7X+Z8Q7/Avh7PqSAIPNLjQX7LX8C28u0oKAwI7M/R2qPU2eud1WYBRyrd0GDHdd4oNaKg4Kv3fI2NCBnGiuJVmt9VQQuP35XFqz1eX6WWMherNFVVOVhziI2lm7GrdkaEDGd4yNC/nd/vH8WZqASPAmYDhwVBOHDytcdUVV12Brb9l0FVVR69+WuKTlS6WKZ9+vpy3vnhFq7712S3dcIiA5nZTiqXzWrn0Zu+pr7OtT71ysNz+HTBv5zBFcczS3jpgV+pqqjD5GXAaNQzeFRXevaN46M5dzD3my1kphSQ1D2Ki68d7bHqqoWk7lHEdgrleEaJCxk2GPWcf4XrA2LF/L0azYAyG5YfRBAFNq86jNViRxAFFv20k2vvnsiFV3luXmnG6Im9GT2xt0fiqdOJ3PLQNK65cyJVlfWEhPtjNOrJP17Ob99uabFPqiMMYt4eJp43gAuvGsn6pYcoL63B2mR3SjPue+4iykprtRuUFJXVv+9nx/pjvPDxNW02tjnPlUHP+Gn9GD+tY526axbv5/M3VtDYYEUQYNrFQ7jxvqkupFOyyzQ12fD1MyMIQpvhge3Fm/cbksTXS+/n+nPfcvv+HM93wWUber2Oc2dpe8B6QpCXF2IHzaei/fx4aORZTErq4lKxawlFVblqwVwK6+pcSMeRMnfrQVlV+eXoYX5PS+WDaTMYn3hKHrK/qJCVWZmY9Dr6RURyoLjITRIBju79V7dudpLggVHRrMnOdCNkiqp69HttC69u3eSmeVVwaIRndOvhJFrVliZSy8vcrkyrLLMwLeVPk+DlmelOAgwnLe0kiSfWr2Fy5674Go3ctnQRR1sR4GboRJFtJ/K4sGcvzfe1MCmpM35GI3U2d0nT2IRE9KJIiLc3K6+6lnmpR9mRfwJ/kxFJVZEVlaldujKxU2cXOUhzBbk1LJLE4vRjThJslSRWZ2e6DYAsksRPhw+6kOCMigounfcLdlnGKssYdTr6R0Tx1fkXOSUWXgYD706Zzl0rlqCelP+YdDqmd+3G2FbBJWE+PlzR5/S699uDKIgMCR7EzopdLoEWzVBxSBCmRk1xey/CHE5yQC83SYSnSqNBMGAS25YhZDfktNvIpRd05DQcp9Ze59S6ysjIiswXOV/zVr/XmBI5idS6Yy7ODScPiDfT3qFPQDIXx87E19A2Ia611/L00eeolxqwKTb0gp4Vxat4uMcDboETkuIg50adiTivWOdvMMwU5pHUq6hYlFPP619OzCHEGNIhDS84msuO1BxlSLC2aw04HCmuSricqxIud75WZinjtWNvUmpzSC11go7zos+lTqrjjbS3yWpwNJXGesVyS+cbNbW758fMYF3perdo5tZoyxO52e6sGT/lnWqyBEej4Lby7dzf/Z7Taor8u+JPH4GqqltUVRVUVe2rqmr/k///VxFggLTD+VSU1bklrdmsEs/d+9PJKuTpY9emdGSN6pQsK6xeuA9wJJI9fMOXFOVXYmmyY2m0U1vdyHP3/ERZcTXR8SHc/dT5vP/L7dz77IWnRYCb8eJH19B7QAIGox6zl4HAYB8efe1SOrXS+3qyA5Nlhc2rDmNpsqOqjuqk1Wrnq3dWU1HW8Tz29iqvZm8jUbHBzsrprs1pmgTQbpPYseEYPr5mPpxzOzfffw4jxvdk+qyhfPDr7YwY35Pdm9M9zg9ZLXbKS2p59KavkU8jta8j2LMlnfefX0RNVQN2m6OivnzeHj593fGzkOwyn7y2jJmjXuDyca9w1aTX2LL6CJPOG4DZy50wCqLglH+0hdAIf5557ypMXgZMZr0jic/LwJDR3enRJ9b53QeF+vLUO1e0m5TXGqPi4jHr9W40WMDRyS/gqJYFe3nx3QUXc173nh4JMDikA1VNTZpVNy2oOCqV969ajqQoqKrKk+vXcNWCuXy+bzcf797JgeIi+kd4lk3k1VQ7/z2zZ2/8TWYXzbFZp2dUXEKb8o2WqGpqYml6GmtzsjjmwUqu2mrRJIfa+POWaJ6sy/SiyK6CfE7U1LCvqMhjYIWIgJ/p9CQZBp2OpZdfTUALazKDKBLl68fLZzsKCIqq8vWBfby1fSsrsjLYWVDA9K7deXvKNKZ07uqmhzbr9R6vjZbXlV1R0LA2B3A7D3csX0yNxUKD3Y6kKDTa7ewrLuTbA/tcljs7qTMbr7mRh0aN4Z5hI/l55qW8OnHqv8WzVQuzE64iwKAtqxAQENuowt3e5TZGhYxAPPl41wt6kgN6u6WBGUUjUyMnt0tk4r3j2oy51Qs6wkxh5DbkahLFeqmOClsFvQN6cVHMBRgEA146L+f+2VQb5bYK1pdt5J4D91Ftq3G8rtjZVbmbNSXrONF4ys99fv7v1NhqXTxurYqVz7O/dPncPZV7uXP/PbyR9jYvpLzMQ4cepbCp8OSxG7g49iKXc+Lpm7UrdmRFarcS3BLCH6BWu6v2Ui3VOP+WVIk5J37j6SPPk1mfhaw6YrZzG3N5MeVlGqVGt2146bwYGTKiw/va+ns1CAZGho5ALzqevyWWEtaXbnSJwLYqVjLqMzlcc/S0j/HviP8NZfMZQHVlg0dPzpKCaj58aTH3PuvZa9AT6moaNf2EJbtMdaXDfHv35nTNaWxFVlj1+z6uvHXCaX9uawSG+PLalzdQVVFPQ52F6PhgTUI6YHhndm5KcwvMCAj2oabS3SxcpxPYsyWdKRc6Ii5VVaWsuAaDUU9QO01tHYHBoD+5n67nR9SJ2KwSv365EavFzrCxPZjeqrIZFOqHKAqaEdLNsFrsHNyTw8Dh2vGwfwQ/fLLebTBhtdhZuWAvN9w7hc9eX87aJQecy1SU1vH64/N45r2rGDqmOzs3pWGzSBhMDnP6x9+4zKMndGsMHNGFb5c/wKaVh6mraWTAiC707BuHIAhUlNZiabIRFaf93bcHg07HjxfN4sbFC6hoakQUBAQEXp04GZNez5HSEmL9ApjapWub5BccHqy/pRzRlCO0B7ssk1ZehkWWmJ+a4qzkSqqKJMvsKSogxMuLCg0nhqgWDhG+RiOLLr+KN7dtYU12Fia9nsuT+3LLoI5pxb89uI9XtmzCcNLbt9GuXS0z6nQuEcqBZi96hYVzuLTEheSZdDou7NFTaxOnBS+9h3OvOohlSUM9Rp2I1cOp14kCZ8UnnvbnxgYEsOem29mUd5y08nISA4M4u1OSU5P7+rbNfHdwv/P7yq2p5o5li/nm/JkMjXG37+ocFEykrx/Hq6tcxrLeegNXtqi++hqNdAkOJq3C1YVGRGBswikJUUFtLSdqatzGxRZJYm7KEW5q9b2H+fhwXf+ONSSdafjovXms58M8evhJzSrs4OBBWGUrBU2FBBgCCDGdkmbJqsTBmkNOIiSpEsdqjhHlFUWlvQqLbEEv6JkSOYnzY9qX1U2MmMC60g0ujVzN2zaKRoaFDOXyuFk8n/ISaNRQFFXFLDqm1s+JmsK48DGk1aXzTvr7bsvaVYlPsj7jioTLeCX1dSfxExAYFDyQm5NuYF/1fk2yXWYtp9Zei7/Bn+KmYj7N/sKl6lxqLeOVY2/wdv/X0Qk6JkdOJNQUypLCpVTbqwk1hnC8Mc+F8IGjMhxmDqNaqnGvYmtARaVPi8a6lrDKVuyq3U3SoKgKiwuXuG3frtqRZPeIbZtiZ86J34j2iibJJ5HOvp2dA7QpkZPZWrG93X01CkY6+3Ymsz4TvahHUiT6BCRzVcLllFnLWFuynsM1RzUDMqyKlYPVh+gX6G73WGuvY3/1ARRVoX9g39NO/vur8Q8JPokefWI142fBQezWLz3E7Y/OwGQ+vRjTvkM6aVYyzV5Ghox2dBFXVza4+QeDw6atorTjVdaOICjEt01yestD0zi6PxerxY7NKmEwOJoBB4/syrqTjWktIQgCBqPjIZdyMI/XHp1LZVkdqqrSuUc0j742y2Mcb0cwelJvPn9zudvrqqKw4IdtDgcBSWHet1uZcG4//vXkKf3pjEuHsX7pQY/VbXDcoH/5fCPP3/szqCqjJ/bmpgfOwT+wbVuytlBSWKX5uiAKFBdUsXrRfrcmRavFzi9fbOCVz6/n2KF89u3IxM/fizFT+riFj7SHwGAfTc1xSLjn4IGOomtICBuuuYFj5WU0SRLJ4RHOaeSWEoW2sKsgn+sXzUeSFU0Nr+6khtRTQpyiqngZDCcJsPt3K6sqdVb3B4BBFLmvle9smLcPr0x0n1ZuDyllpby6dTPWk9PqnuCl13N9/0FuDhdvTZnGrLk/Y5EkmuwSXgY9nYKCuapvf3Kqq4jzD3Bbp6O4rHcfTZmHXicyJDqGJknyOPgw6/V8e8HF1NtsNNhtBHud3u9AJ4qMT0xyuxYskp1vD+53k4tYJIl3dmzjp5mz3LYlCAKfz7iAy+fNocluR8EhnZjRvQfntbJOe+XsyVy5YC52WcGuyJj1erwNBh5uIS1RVNWTiUqHGjz/aoSbw7ki/jJ+zvvVeU9TVZVrEq9iR8VOFhQsdGiHFYlufl24o8vt+Oi92VK2jQa50YUo2pE40ZTPM72fJNQUglk0k9uYx4riVfgb/BkcNNBjwEaoKZRHez7Et8e/53hDLnpBx8iQEVyZcLmLo8OkiIn8fOJXF/IlItLNr6tLAlxzFdiTHCG9Lp1309+nQXYtuuyt2sf2it4YBO1ZChXVOY2/oWyTpjbaKltJqUmlT6DD9nBgUH8GBvUHHDKL+w485LaOSTQxNmwMUyIn8U3Od9RJDvlWV98u6EQdaXXpAOgExzHd3uUWN6eLeqmeL7O/4VDNIVQg3BTOjZ2upYufo/jSJFs8Shi0zpNdtbOhbBMiInpRT5JPEvd3vxuDaCDKK5L7ut3Ne+kf0qi4V4ubYdQZubfbXVgVG8WWYkJNIQQbg0mrS+fNtLeRFNmjBEQn6PDT0CZvK9/OVznfIgoCKvBj7s9cFj+LiRF/vpD378I/JPgkAkN8mXn1SH75wt32BhxTsQ31lg6T4MITFRzanYNfgDeTzhvA2iUHnE1PJi8D3ZJjGHKWgwQnD0zQJsreRgaOOHMVyo4gKjaYLxbdw7K5u0k7nE9itwjOnTWM2ppGNq064qY3lSSFrWtS+Prd1VSU1rpUXdOP5PPgdV/y9bL73BL0OoqgEF8eeHEmbzw+D51ORAVkSUZVVBciabXYWb/0IGOn9HHafXXuEcW/njyP919cjCIrmk1ylkYbR/fnOrXS65cd5OiBPD5b8K82m8ZsVjt7t2XS1Gil/7DOLpHH3XrHsGtTmpvGV6cTEQQBnV7ErnG/K8yrRBAEevaLo2e/P5ew9u+EIAh/SDMLDiJy5/LFHpPGTDo9sX5+TOnclW8P7de0L4vx86dTYFCbfqw2Dfshu6Lw+b49DI2JbTOJrCOYk3IEm4aMRsRxr1BxkPlLe/flHg2nhU6BQWy+7iZWZGZSUFdDl6AQ5h07yoTvvkIvihhFHU+Pm8D53U+/MjwiLp4bBgzms727TpInAYMo8tV5F2HQ6dCLIj1DwzlQ4mpb6G0w8Pm5F/DYutVkVFQAKj1Dw3h76vQ/bDfWjPLGRo9TtNlV2hZ+AElBwWy9/ma25OVS3tjA4OgYEjX2pV9kFCuvupYfDx0go7KCAZHRXJ7clyCvU81Jsf7+RPj4kttCEgOOa+6iHh3XP/+7YJWtrC/dyI7KnZhEE2dHjGdC+DgGBvXnQPVBQGBAYH+yG3L4LvdHF7KZVpfBJ1mfcX/3e0ivz9CsAqqo/JI3hwd73Mf7GR+RUpuCpMgYRD0/5v7Ewz0e9BiS0MknkWd6P4mkSIiCqCmhGBc+hpyG42yv2IFe1KGoKmGmMG7tfJPbsl66tgZXAnVSvdurNsXG+tKNjA8fy8KCxdhUV7Ldw6873nrHdqtt1ZoVTBVVc9vgSMe7MOZ8fi9chF2xo6JiEk108klkcPBAdIKOt/q/To29Fi+d2Ul0C5sKOVR9GJPOzOCggU4bMudnqiqvH3uLE035zljkIksRr6W9xUt9niPUFIqXzoxZNLsRf8fZ0NZzq6hO3XVmfSbLi1Y6XUM6+3bGKBo9kuAwUyj3d7sXk86ESWfC3+CHqqrU2+v5PPvLdjXFOkF0s9arttXwVc63Dr1xi939JW8OfQJ6azZy/h3wDwlugWvumsT+ndmkHc53e8/X39yhilxzgtmy33YjigKCKIKqMvmCgRTkVSLZJCac25+zz+3vJIbxSeGMndqHzauOnCLKZj0JSeGMGO/ZLP7fhYAgHy6/eZzLa6ER/lxz10S+eW8NOt3JSp2kIADb1qe6ySfA0YBWV9vI/h1ZDB51+vY3OenFfPvBGtKO5BOXFEa/IZ1I6haFpcnGF2+tcAsXsTTZWb/8kIvn7dkzBjB6UjKph/L45JVlFOVXtvDo1aGquARtSJJCVXkdOzYeY/RE7Smt1IMneOL2b1EVFVVVkSSFq24bz6U3OKzmrrlzIgd2ZrvZvV1z50SiYoPQ6oATBIFuvV3dCGRZYcmvO1n8y06sFjsjJ/TiilvGERB0epXhvxOOlZd5JMBeej33DBvJFX364WM0cv/I0Tyxfg3zU4+iE0UEBHyNBj6dcQGCIHB+j158vm/PaeW5pVWUc83v8/hk+nl8vm8Puwry0Ykio04Sx7gAVx2mqqrsKshnR8EJgsxenNutO8Fe3jRYrZpNS60fu6uyMnhw5GhNeYhZb+CCk/KHa3+fx46CE9hkGZss04idx9auItrPjyHR7lKBBpuNTXnHURSVsxIS8De5VvEu6NGTOSmHqbFYEASwKzI78k/QPzKKNdlZpGnol731BqdmtvnIDpeWMGvuz2y+7ibMnmQWHUCYt+drtnto2/prvSgyLlHbGaUlYvz8eWiU56ZCQRB4/5xzuXL+XCRFpkmS8DYY6BYcyg0DB7W7/X8nJEXixdRXHElfJ5uWchqOcyw0jasTr3IJk1iWudyN5EqqREptKrX2WqLMnr3LM+ozWVuyjqO1Kc5tNMsc3sv4kDf7vdqm7rlZK6oFURC5IelaLoiZQU5DLsHGIDr5JLptT1EVjKLBoztDN7+u5DQc1/wMSZWZGjmZ7IZsDlUfQXeSjAcbg7k56Ubncv0C+7Kv+oCbtEFRFbr5eS4sTY8+h25+XVlfupEmuZGhwUMYEjzY6YQgCAKBRtd7RHNamifkNuZRZClyEuBmyKrM2pL1XBp/CaIgclHsBfx6Yq7Ld2sQDISbwyi1lLXZzGZX7Wwq3+wkwbsr9zjt0FojyBDEK31edPkut5Vv5+e8OdRL9ZqDh2Z4iWYUVG7qdD1hJtfepL1V+xzfdavboqIq7KzY3aa/9X8S/5DgFhAEgfufv4i7r/wEa5PdJTzj9kfP7ZCOcufGNE2HhUW/7MRsNnDLg9Oc+tmWuPfZCxkwvDNL5+zGZpOYML0f0y8Z0qYPraIo7NuWyf6dWQSH+jHh3P5nRIfrCTOvHs24qX3ZvSUdo0nPqt/3c2BnVpvrKIpKeUlNm8toISe9mHtnf4bVYkdVVarK68nPKWfUxF5sWX1Us6orCIJmxdlkNtB/aGceeuVi3n9+EcczSvAP8qZrz2i2rUt1W76p0UZGSgHxSWGERgQ4/ZHB0cT45B3f0dDK7eOnTzfQZ3AnevWLJ6l7FG9+exNfv7uK9KMFhIT5ccUt4xkzxaGfuvzmcfz02QaXBDejSUdkbBA/frqeoWd1o2uvGN54/De2rUt1kumlc3exfX0qny64Cy/vU/ukKArrlh5kya+7sDTZGDe1D+dfOcJlmb8LPOnuAXqEhrnoMgVB4MUJk7hl0BD2FhYS6u3NyLh4ZwNVz9AweoeFa7pJeIKiquTX1jD9p++wtZBbZFVVMiflCJ+dewGj4x3VMElRuHnJ7+w4cQKLLCEAz29az0sTJjGlS1eWZ2V4JPTgmGKvtlpYmJbKZcl9PS5XVFfHzpMEuCWaJIlP9+xmyHmxrMjM4KPdOyhtaCA+IIAjpaXoRcf0q6SovHz2JC44Wc1UVZVrf59HWUODy/Po/V3b6RcRyU9HDtIku/9+am1W5zRmM1QckoWVWZl/qCrdDJNezy2DhvDp3l0uMg2zXs+9w9t3lzlTSA6PYPN1N7Ek/RhF9XUMjIpmbEKnNq/LvwK7K/dQbClxITpWxcqmsi2cEzXFhXBU2jyE3wg66qR6xoWPZWHhYs1lREQ2lW3RrBTXS3UUNBUS63161oCtEWIK8RgYcbQmhY+zPsOu2LRTVxEIN4VzovGE23tGwcjIkOHoRT3/6nonBU2FHG84TqgplG6+XV3I9pDgwawoXkWhpch5rEbByLjwMYS247vb1a8LXdsgyqeLMmuZZqOcpEoUWk7NxkyMmIBRNPJ7wSKq7dVEmiO5LO4Sevh3Z1HBElaXrHVxrWgNWZXJqs/ml7w5ZNZnag7SBQQmRUxwIcAHqw/x9fHv2tUQBxkCuSnpBrr6dXFrsmz+fK0ZbQWlQzHR/yn8Q4JbIT4pnA9/vYOfPt1A6qE8omKDuezGsSR7CMFoDUc0scbFpDoqlZ+8toyELhFu3f6iKDJhen8mTO/foc+x2yUev+Vb0lMKsDTaMBr1fP/RWp79YDb9hrhrMxVFoSC3Ar1B166/bVsICfdn6kUO65cPX1rS/goqdE8+/cz6b95fjdVicymaWi121mkktzXDYNQxbEx3TRu21IMneOTmr7DbZKc0orKsHoNR76YZ1ulF5n2zlUU/7UCWFaZfMpSbHpiKKIoc3JmNoqHftlklVs7fQ69+ju+1S89oXvzkWooLqtixPpXqygbKimsIiwxg1vVjCA7z45fPN1FVUUd4ZAAFeRUs+nkHsqQw58tNDBvbgx0bUl3IvmSXqaluYM3iA8y49JQZ+7vPLmTjikPOWYSf8irYsOIw7/18m1soy38CRXV1fHNwH0dKS+gREoqf0ehGHr30Bi7q0Yu0inLCvL1dtKjxAYHEBwRqbvv1yedw4a8/thvH2xI2WdasHlskiQdWLWfbDbcgCgILjqWw/cSpCGYVB7F9eO0qvjt/JsNiYtlZkE+j3e4SjNESjXY7+4sL2yTBpY0NGHQ6TW1xQV0tX+3fy5vbtzjJY2njySnTFos/unYVg6NjiPUP4FBJMVUtPIib0SRJfH/ogEfirqoqFg+WZAW12rHmp4O7hg4n0Gzm4z27qGxqpHtoGI+PHttuCEpLFNTW8uX+vRwqLaZnaBj9I6KYk3KYEzU19IuM5J7ho+geEkpmZQXv79rBweIiEgIDuWPIcIbGxFJQV8vLWzay8fhxp9PJqLiEPx21/GdxqOawW9USHNXV9LoMwkxhlFvLeSf9fapsHnoOBJEIUzh6UU8Pv+4cq0tzW8am2qixeypKCG1WAU8HjrRH2YVsVdqqeCfjfTey1ewSoaCgorKlfCtG0YhRNKKoDgJlEk3Ee8cxPvxUsFOMV7THiF+9qOfxXo+wtmQdy4pWUCfVY1ftHK45yrHaNHr4n14K5J9BvHecWxUYHKS8dUDImLDRjAlzt129OO4ifPU+/HriN83vSESkl18vXjn2eptk1iSaiPV2fR4vyF/YfhOdaOScqKn0DvAsGxoQ1I85J35ze90gGhgU9J9pMO0I/vNPyL8houNDeODFmX9oXa2wg5awWe0s/HG7puWVpclGcX4VwWF+Lo1ZlkYbKxbsYfv6YwSF+HDe5SPISisi7Ui+k8DZTupjn77ze3x8zdRUNZLYLYJbH5yGqqq88shcGuqaUBSVyJhgnnz78j9ktdYSgcG+bhXRljCZDQwa2cXNhq0jSDuc36ZvbmsIooAsKbxw/8/4+Jm59aHpjDvnFPH48KXFLpVXWVaQZQW9QYeoE1wcPJr1wdJJzeeyebvxD/Ti8pvHY/HQZKeqKo0NrjeSed9t4dv31qDi8Or94q0V3P7IuUydOZhJ5w1k0nkDaai3cMWEV13cQawWO1vXHtWclrQ22Tm0K9tJggvzKli/7KALWbZZJYrzq9i86ghnn9u/g2fw34P0inIunvszVknGrsjsKSxAJ4r4nJQH2GQFvSgQH+DPS1s2IQoCdsWRLvb6pKntTsF3DwnlixkX8sjaleR3kKi1dVnV2WxkV1VS0lDPx7t3emx6e3z9atZdfQNrc7JYnpFOrc3G9vw8NzJu1ulJCmx70NklKFizCdAgOhrZ3tqxtd3IYUVVWZx2jNuGDKPOZvNY2ay2WpjcuSsHiovcmhJ1gojBoHMjySa9nj7hEezIP8HBkiKi/fyZnNQFFZWlGemklJbSJSSEGd16tJl2JwgCV/cbwNX9BrR5LJ5wrLyMS+b+gk2WsCsK+4sK+fHwqUFxSVYmm3JzeX3iFB5auxKLJKGoKnm1NewpLOD58RN5actGqpssKKg02G18vm8vKWVlfHHehX9on84UAo2B6NC5NSIJCPjpHXrNV4+9SZm1TFMfahSNXBl/mZN0XpVwBc+nvKip7ayXGtAJOjdi5qUzE+v156rAsiozL38Ba0rWYVWsRJmjmJ1wBb0DerGlfCuK6n6dtyZ1MjJ21cZZoaMJNYVSba+ml38v+gf2PS1fWqNoJLM+mybZ4jxnRZYi3kh7m2d6P/mnK94dRYQ5ggEndd3NZFNExKwzMy7MId/JqMtkVclqqm019Avsy4TwcU59czOqPOicAcLNYdTL9dgVz/xDRMTP4EefgGSX18tt5R7WcJBmRVUYHDSQSRFnt3mcYaYwLog5j4WFi5EUOyoOAnx2+HgSfDoWxf6fwD8k+AxjwvR+HDt8woVwtYSqQkVZbavXVH79chM/f7YBUScg2WVGT+zNvc9eiCwr/OvyTygtqnaEVAiwff0xAoN9NF0PLE12JxHPTCnksVu/cRi+tyBZJ3LKePC6L/h+9YMdtt7SwqU3jnEjl6IoYPIyEBLmz/RLhnLe5Z7jI9tCWGSA00KuPQiCo+lMssvIMlRXNPDWU/MJCPJhwPDOKIpC1jHtCGVFURg8qit7tmY6919q5RJibbIz//ttXH7zePoNTXKS45YwexkZM/nUzeVEThnfvr/GOThpxocvL6aksJpdm9MwGPV06RmNKLoTFq2EP3Ak4UUnnJpqPLo/V1OmY2mysW975n+cBD+7cR0NNpvzsW0/GX8bbDZzTf+BeOkNSIrC+7u2uxC9NdlZPLZuNW9NntbuZ4yMi2fjNTcy6qvPKG5wb3oREZxTg2adHrsie3QDkBWZa3+fR0VTY5v2bfm1dUiKwuTOXZncuSuyojDws4+w0KpxVJGZmNT21KqP0cidQ4bz4e4dznOgEwS8DUamde3GgmMpba4PjvOaelLnOyAyStN1w0uvJzksnLe3b3E5fgEH0X1j0lQ+3rOLjMoK57GbdDo6BwXz/q4dpJSXYpNlTDodT29Yi0HU0WC3OWKf9Qbe3L6FeZdc4THRT1IUbLLsYhcHsDP/BM9v3kBaeRlBXl7cOmgo1/Uf6DYIfH7TehpadJS2/gYd0g07T25Y40bkmySJZzasQ1IUl2liqyyx7UQeGRUVdA3RnsL/KzAubAxrSta52JABmHQmegf0IrM+i1p7jSYBDjYGc0vSjS7VzTjvWB7p8RDPpbzoto6Cgh49JtGEVbFiPOm20MOvBx9nfUZyQG9GhAxDURXWl25gT+U+/Ax+TIo4u81KIMB3x39gW8UOJ9krshTxTsb7PNbzYaps1R2eFpdUmYz6LK7tdHWHltdCpa2Kg9WH3LS0dtXOm2lv82q/lzGKHdO5l1vLWVi4hGO1xwg0BDI9+hz6B3oOSSlqKia7IYdgYxDd/bpxa+ebWF600hFkIVvpF9iXi+Nm4qP3YWPpZn7I+8l5znIajrO+dCPPJT+Nz0kibFNsrC/bqPlZ4aZwXkx+jocPPebRcUNEJDmgNzd0us5tIBHvHc/RWvd7jEk0cUOna+nk04lwc8cKZudGT6NfYF92VuxCVmWGBg+hk29ih9b9T+EfEnyGkdA5DL1eh1XLMBEwmvQMG+va7LZ+2UF++XyDC6ndujYFo8lAfOcwSgqrnJU+VXVUCkuLOqaz1dLOqqoj6GLPlgyX6ObTxaTzBpB9rIjFv+x0vCDAuHP6cs8zF/wpcg1wxS3jeeXhOS7nxJPnb+vmNmgOOfmRV7+4ga69ojF7GWlqdK+K+Piaee6Dq52BGTMGP6O5P3U1Taiqip+/F7c8eA6fvbECu01CUVTMXkaSByYw8uxTD4jNq49oElnJLjPn603O9zKPFaJq+Eh7gl4vMu3iU7rZoFA/tIojeoOOsIg/b4n2Z7G7sEDztlxpsfDxnl08OmoMC9NS3SqdVllmeUY6z42bqFldLGtsoMFmIz4g0OFXLAi8Ofkcbly8AOkk0fbS6wkwmbmoZy825h4nyMuLa/sNZHH6MZakH9MkwgpQWN++LaFJr3P63wIsTk/TTDeTVJVrfv+N5Vdeg5/Js0b79iHD6BQUxKd7d1Pe2MDouATuGjYCH4OhwzHVq7Mz+S3lCBf3SubJMeN5ftN6bLLssJTT60kMCOS31KM0tjrXOkHgyTHjmNa1O2MTOvHRnp38fiwVAbioZy9A4PN9u51VcUlRoBXJbJTsWGSJx9at4seLTtmdWSWJxempfLV/H5lVlSiqSkJAIM+Pn8jIuHgOFhdx3aL5zgp6eWMjb27fQo3V4qYV3lNY0O45UIEqi/bsVIPdpnkt6kWRYxVl/1ESHGGO4PbOt/BZ9pcoqkMWEGgI4J5u/0In6Kix1+IpziHOK1Zzej/KK9Kjs4AOkX91vYNjtWk0yA1sLtvK7so9yMgcrD7I0sJlgEClrdJJIo/WpnB+9HmcG32O5n40SA1sLd/uRjptio1FBUsYFTqCreXbNGUfWggx/nHZHjiIq17UY5fdn8WV9ip+yZvD1YlXtrudCmsFTx55FotsQUGh1FrG8cxcLo29mImRrtVRRVX4NOsL9lbtO9m0J+Bn8OPRHg9xbvQ0zo12HdTbFBs/5v3sIkewq3Zq7DWsLl7DBbHnOfbXgwQGQFLt6EU9UV6RlNsq3N7Xo+edAW+4uVY04+LYi0hPzXD53oyikVmxMxkWcnqpouAYgMV5n74E8j+Ff0jwGURmaiEP3/h1m760RqOeaZe4mrL/9OkGNxmFzSqxfulBuvSM1iSyeoOoGbDRUUg2mYrSP6fz27o2heXz9qCqKoqiYjLrOZ7uiGZuJytBE9lpRSyft4e62iZGTujFjfdO4dsP1mC3OwT3zSlwliabkwwbjXpHpVvD47mpwcZDN3zJR3PvYNolQ1jyy06sLc6lyWxw+uk2NyB26hZJ1rEit20ldo1wVqamzxpGz/4JrFywl4ZaC6Mm9mLomO4uTXlabhngIOwtybF0Gt9hRHQgD7ww08V3ecCwJLy9TVga7S5NCTqdyNSZHQt9+HfC22Cg1qr90LNIEi9t2eiRHIqCQI3FQlVTEx/t2cneogKifPyoaGoks6oSnSDgazTy6sSpjEvsxIi4eJZfeQ0/HT7I8epqhsfGcXGvZHyNRh4YeZZzu8NiYilrqGdHQb4zrEIvinjr9dR2INnNqNNxae8+LpKD7w/tx6LRbAZQ0dTI3JQjXD+gbQeCc7p045wu3dxen9K5K6uyMtr0IwbHwOGlzRu5oEcvLk/uS++wcH44dICKpkYmd+5KtK8fdyxzb5iSVJUNx3O4PNnhyvHgyLN4sMX5Ouvrz9r9bHBIMnYV5CMpCnpRpKKxkQvn/EhRXZ3LgCOnuoqbFi/gxwsv4fH1a9wkJE2SxBf79nDb4KEuchgfo5FqDwS3JQyiqDlwEAUBnSC62efJJ4n5fxoDgvrz/oC3yW3MwySaiPGKdt5zuvgmaVZRjaJRM7AAwCyaCTEFU2Z1n+7u6teV5IDedPJJ5J4DD7RqyLNRZi1HQHCRZ9gUG78XLGR8+Bh89KfcPiptldTZ67EpNk13AICCpkIGBPUnxiua/KYCJ+kziSZMoolGuQGphTzDoUE9ff/ulog0RyK1IQ/YXL6F2QlXtJsCuKhwqZMAN8Om2JibP48x4WNcqsnrSjewr3o/dtWO/eR5sFltfJT5CU/2fsxt23mNJzSj6O2qnf3VB5wkONAQoCklaT5OgPOjzyOtztUezygaGR060iMBtspW5hcsQFEVREQUFLxEL65JnM2I0D82i/vfhn9I8BnC8YwSHrvlmzYJMEBoVAA+vg47I8ku88aT88g/7lmT4+2nbWCuqqqblvV0YLfLfPnOKtYsPsB1/5pEv6EdCzpoRlOjlbeenO9yvFaLRF5OKYt/3ckl157VxtruWPbbLj59bbmzurpj/TG6Jcfw45qHqK5qICDQB7O3kcITFfz4yXoO7zlOaIQ/M68ZzRuP/+Yx6MRulZj/3TZueegcKsrq2LomBaNRj80mMWZKMle0soK77eHpPH7bt9isjnhoQQCjycBtD093WS6pW6Tbay0x6uze/PrlJs0QlNbQ6x3kWRRFN/lEM0RR4Jvl97vdsHV6Ha9/fSPP3v0jxQVVCKKAyaTnoZcvITLmP5/Uc3lyX82QhGYYdDoSAwKp1IhPNun1NNptzJz7M012O7Kqklnp2hnfJEncsWwRCy+7ii7BIcQHBPLI6LG0BR+jkR8umkVOdRV7CwtotNvpGhzCE+vXtEmCm2N8Jyd14ZFWVlwNbaxnlWW25OW2S4I94dWJk9GLIssy0hAFAZNe77BR02hws8gSJQ31xPj50zciktcmTXW+tyUv12M2rN3DdZpWUU5hXccDewThlBvwa9s2uxFg535KEpfO+9VjIIogCJTUN7hIK67q048v9u9tswnSS6/nwh69WHAsxc2FYlqXbqzMynQhwQZRpGtwMH3C/x4epnpRT2df93txoDGQyRETWVu6zqnzNQgGgo1BjA7VdtcQBIFrEmbzXuaHTt9bEQGDaOSy+FlYZStPHnlGsynKk/ZUL+rJqs+mb2Af6u31vJ/5EVn12QgILr69LvuBQKJPPDpBx6M9H2JdyQa2VezAIOoZHzaWvoF9+STrU9LrMp1WZFfEX0ZP//btQe2KnRVFq9hcvgUFhZEhI5gedY7T+3Z02CjWl2rLCGyKDRW13Yjh1NpjHs6HQImlhEBDABbFSogxmHWl693Op4LC8cZcqm01bvZqvjofbB6sz6rs1fyY+zPjw8cS7RXN+PCxbCjb5EZyL4w5H3C4WtzZ5Ta+z/2JCmsFBtHAxIgJTImcxPKiFZxozCfRJ5GzwkbhpXP4Z3+f+xPHatNcBjuyKlOhUVH+X8U/JPgMoPBEBffO/lRzur01wiMDnf/+7sM1bF/rWe/n7Wdm5jUjObwnx4VsCqJAcKg/tdUN7TbitYWmBivHDp3gqTu/58m3r/Do5ZuZWsjiX3dSXVHPoFFdyUkvZvXC/W4SBAC7TebLt1ayZ3M6dz99AdHx7U8xNtRZ+OilJS6+v5YmG+lH8tm2LpXx009pr6LjQnjwxYtd1i/Kn8C3763WJMKy7NADGwx6HnllFhVldRTlVRCTGKppJ5c8KJE3vrmJHz9ZR05GCQmdw7nqtgluHr7tIbFrBJdcfxZzv9rsrPw6piUFN3cJg8nA7Y9Mx2qxM/ebLZQUuE59CQL0G5rksWIRHR/Cpwv+RWFeBRaLnYTO4X84nORM497hozheXcXqrEyPfeeXJfflWEU5jXa7kwh76fU8NWY8b27f6vK6FmyyzHcH9/Pc+ImntW+dAoNcQiCsbZCrCZ2SuH3wMOL8AwjzOVUFK29sJLemirEJnciprvKYgNfaf/h0YNYbeHPyOTw77mxqLBYifH25aM5PHCktcVtWVVUCTdoD5yHRMZoWRt4GA+d260Z2VSWh3t74m8xIisL6nGye3rDWYyNha0cMvSgyITHJaWG3MivDo/ZahTZlHoqqEt7iPAPcNXQEeTU1rMzKwKjTYZUkwnx8KGtsRH/SR/qeYSO4fsAgInx9+WTPLkRBxK7ITO/anRcnTOK6/gN5dN1qUstKEQWByZ278OKESe1WA/8OmBV3MUm+nVhdspZGqZEhwYOZHDnRLZ2sJfoEJvNYj4dZXLSU4qZiOvkmMiP6XCLNEawv2UCd/fQSSRVVwU/vqCq+m/EBWfXZHlPFmmEQDZwX7fCINYpGpkZNZmrUZJdlHurxAFW2KuqkeqLMkRg6oNVVVZU3094hqyEL28mK77KiFRyoPsjTvZ9AJ+i4OuEqjtakUGp198VO8E7oUKNdsDGIEqv7b82m2Pju+A9kN+QgCiLeOm9UD9VaURCxawwSqu01ms4RADX2GtaUrGND2SZu7HQdl8dfilk0s6pkDVbFSqgplKsSLndxmOgX2Jd+gX2xKTb0gp5iSwmPHHoCu2LHrtrZXbWXxYVLeab3EwQYAthescNthsGm2lhdstZNuvG/in9I8BnAnC83YbW2T0ZNZgMXzT6VsrJkzi6X6fnWy97+yHQGDOvC1Xeezbfvr0Fv0KHIKsFhfrz48dU8d89P5GWXdaja2BasFjufv7FckwSvWbyf959f5KzQ7t6cjqqq7To3HNp7nLuv/JRvlt2Hj4dqdjM+f2u5W/AFOJr8Nq064kKCtXDxNaMx6HV8/NpSt6k4nV6ka69TBDYkzI+QMO2poWZ07RXN0+9eSWZqETarncSuf6xKNPu2szlrUjLb1qYg6gSSByby+K3fYm3xfTkqzXrGTeuLwaAneWAi9139GXabhN0uYzDqMRr13P5o+0bjHRlw/NUw6nR8PP18lmekc++qZW7NZiadjvO692RQVAwf7N7OnsJCYv39uW3wMEbGxfP8pvVtEmBwTGefqD19L+rWmNS5Cz8eOoDU6vNEQeCl8ZMI93UMmjbnHuerA3s5XFJCjdWCl8GAVZIwijokxd2d06jTcXXf/n96/3yNRqc++o4hw7hv5TKXaqdJp+fcbt3x8eDQYNLreWvyNO5euRT5pG7a22Ag2tePpzasAxx63ymdu5JZWcHx6qo2XSmSgoIprq9zyh/CfHx4YcIk5/t/lFZ66fVc3W+AW8CIQafjnanTKaqrI6uqkk6BQcT4+1Nvs1HR2Eikry8mveORdtfQEdw4YDD5tbXoBIFj5WV8tX8vId7efDztPIK9vNCJ4n/cGu10IAgCQ4IHMyR48Gmt18k3kX91vcPt9cO1Rz1WIXXoHIFILQiSgECgIYBEnwTKrGXkNBxvlwCbRTMP9bjfzZZLC0HGIAINgR0ekGTUZ5LdkOMkwOCQEZRYSjhYfYiBQQMQBZG7u97F8ykvYVfsyMiIiBhEA9ckXuVx26qqnpK/RZ9DVka2ZoU3oz7TUdxQHaRYRNR03vDV+xJqDHXZ/uGaI3yV802bx6igYFNsfJ79FX0C+jAz7kIuir0ASZXaHCg0+/h+nfMtjfKp1DibYsOu2Pkx7xduSbrRo8TCImsHbfwv4h8SfAaQdji/TVmC3qBDpxO54d4pLmlmbVWOn//oavoOdqQkzbx6NFMuGETakXz8A73p0tOhFXvx02t54f6fyTxaiN0uaRJTk8mAiopOJyIrCjaL9kMtL6eUg7uzKSmspkvPaJK6RWJpsvHBC4tcqtBajWlacMQa21m39AAzLhvucTlZVtiw7JDH9719Oxb4cP6VI0g5mMe2tSkuFWFZUggNP70GseMZJTx15/fU1jQ6dJ8C3P/8RYw6+1SCXHVlA5+9voytJyv5oyb25pYHz8FmlZj//VaOHTpBQudwZl4zmituGe9c79n3r+Llh+dgszjCWELC/Xn63SudjYSJXSP4fOHd/PDxOvZszUCvF5lwbn+C2yHuf3ec07UbJ2preHvHVkdDmeogNd+cPxO9KJIQGMjrk9wbboK9vD02OjVDJwiMjP3zFjx3DR3OmuwsKhobneEYOkHgsxkXOgnwp3t38d5OVyeL+pNSCFEQGBoTS3pFObVWKwad7qRmeQqdg8/sACU5LIJOQUGklLWscKl0Dwl1eYC3xqTOXVgz+zp+P5ZKlaUJL4OBL/ftcTmeZRlpqNDm4MPPaGTVVdeyI/8EaRXldAoMYnR8grMKDI6Y4poy9wpcW9AJArcPGcZtgz3rEaP8/IjyO/V7aDk4aAmzXs/CtBQ+27fHKbsQcFx31/YbyMOjTk+y9b+GEGOwUwfaGn0D+9AvsC8/5/2KKAgoqkKwMYT7u9+NIAjU2Go8Np21RKQ5QlPe0Ro7K3bz64m5VNgqCDD4c0HM+YwPG9smIc6uz9bUSVsUK5n1WQwMcljxxXrH8FKf51hZvJrshhziveOYEjmZCLNr9LuiKiwvWsmy4hXUn6xIz4q9mL6BfZgWOZXfCxe5fVbrpkMVFZNgRBH0WBUrekGPThC5JelGl2P55vh3bK/Y2eEmQbtq5/EjT/JC8rP46H0wCO1XymVVJqM+U3OfD9ccwaQzEWmOcAnsAMdgpyNSlP8V/EOCzwDiksI4nlWq2Qw19pw+zJg1jC49ozF7u96ou/eO4ZhGRHOPvnFOAtwMX38vBo10rdQGh/rx1rc3U15Sy3cfrWHdkoNuEgVBFPhm6f3s35mJ1SLx1TsrqatxH+UJgsgzd/3grPL2HdKJi64e2aGUPE+wNNk5ntF2mlddTZNmFbgZ58zseNXjylvHs2nlEbfXv/1gDUGhvkw6v33Dbsku8/BNX1HTyp7ttUd/4+PfIomOD0Gyy9w7+1NKi6qdUodNKw5xeO9xGuqasFkkJEkm7Ug+65cd4sVPriF5YCIA/Yd15qe1D5ObWYLBqCc2MdTtRp+RUsi6pQed1fffvtnCqt/38eGcO1z8o//bcPOgIczs2ZudBfn4GY0Mj41zcVjwtM4zG9a2WZGUVZWGVvpYVVXJq6lBQSUxoGPVpWAvb1ZceQ3zU4+yPf8EiYGBXNGnH7H+DilDrdXCOzu2eWwSs8oyR0pLOHTrXZQ1NlBvs5EYGIQAzE89yvu7dlDW2EDvsHAePc2QiJaotjRx/q8/UNXk+ju2yjJv79hKnc3GvcNHelgbov38uX2Ig2RO/+k7t3PrScLQEhOTOiMIAiPi4hkRF09pQz0/Hj6IpChM6JREYmAQXnrtirQIGHR6rK0aCc06PU+Pm8ClvbUbvU4Xa7Kz+Gr/PhfdsYpDPvP9oQMMj43rUBzz3wWNUiPbK3ZQbCkhyTeJwUEDOyQb8IQJ4ePdNKbgmP7/V9c7EAWRkSHDyWk4jo/eh1ivGOfvKNY71uM0fjOMgpHhIe03V+2t2sfn2V86m/Nq7LX8nPcriiK7uS+0RJAxGINgcNsPo2gkxOg66AwxhXBFwmVt7seCgoWsKF7Vwt6tmHczP0An6IjxitH0cW4NFZVOPp0YFjKU1NpjhJlCGR8+1iVBL7ch18VGrqOosdUyP/93ZnfA0QIcZFYURM3vSS84qN91na7h9bS3kBTJYZ0n6Bya8bhZbuv8r+IfEnwGMOv6MezcmOZSMTUYdQwb251HX73U43q3PzaDh67/ErtNQpYVdDoRg0nPHY+dXsZ2aIQ/1/9rMrs3pVNX2+QkwiazgRvvm0JQqK8zic7SaOWb99e4aowFAVVVXSrTB3dlExEdiNJBeyZBFNwGAWYvI0aznqfu/J7qinqGj+vBeZcPx9ffy7mMr58Zg0GnqS8ODvNzkseOYN53WzU1j7Ks8PV7qzVJsCw7oqcLT1SQ1C2SxgYrNo3mRlmSWTF/D9ffM4UdG49RXVHv6vIgKVSU1DiqZyd3QZFVrLKd955byGe/3+1cVqcTSequTYBkWeHtp1s3HNqpqqhnzlebuPG+qZrr/bcgxNubaV3dHRA84eKevcmvreGzvXvQi4Ib2W3GT4cPcs9J4pdaXsYdyxZRXO/wDA7z9uGDaTM61PzkYzQyu98AZmsEOhwsLvaY7NaMRrvDJD7cx5fwk5LWL/bt4e0WgRe7Cwu4Yv4cfpl5KX0jTgXJZFdV8ub2LewuLCDc24fbhwxjWld366tfjhx2fk5rOJwVdnP74KFOaUBbKG3omBd3a4R6n9LrLkxL5ZE1KxEEAUVVeX3bFu4YMpR+kZEcLHEP5TDodDw7bgLPbFznIsvoGx7JhSejny2S3VGVb2pkaEwcPUNPP9jnm4P7PDp2NEl2fj5y8L+GBBc0FfJiysvYVQmbYsNUZmJB/u881ftxfPXuvQ2eYJEt7KjYRbGlmASfBG5JupGvj3+LpEjIqkKUVyR3d73TqZU16Uya9mtmnZmLYi5gfsHvmmTOJJqIMIczIXxcm/tjla18mvWFpq3agsJFDA4eREZ9Jj56H3r4dXfR8A4I6o8h14BVsbpUZHWCrkPkuxmqqrKpbAuLC5dq2snJqkx+Y75HD96WMApGkgN6My58DOPCx2guc7jmKJJy+jHCMjI7K3d3mASLgsjgoEHsqdyD3KLar0PHqFDHvbKbX1ee7/00K4pXkd9USBffJCZHTiLY+J9vqv6r8A8JPgPo0jOap9+7kg9eWERJQTU6vcikCwZyy4NtC8u79Y7ho7l3MPebzWSlFtG5ZzSXXDv6D2k7A0N8+fi3O5n33Rb2bM0kJNyPi68Z7SK/ALjgqpHYrBK/fLkJyS6jN4hYm+xuMgebVWLHhmMEh/lTdKJSk1w2w+RlICommIK8cqdtm6gTEERYNne3k9Adzyxh5e97+WjOnU6dsN6gY+Y1o5n7zWaX0A2jSc+9z5xeilO6RlW9GZVldW7TxJXlddx/9edUVzkIragTMZn0mjIVSVKoLHeQqtzMEpo0orE9SUXyc8uxNNrcZgK0UJhXgVVDsiLZZbavS/2vJ8GnC0EQuHf4KG4aOITMygpmzvlJ81FUY3VIJhrtdq6Y9ys1LWzZTtTWcOX8OWy57ib8PTSNdQRBXl7t6pN7hoW7WKfZZJl3W8knwOGO8PaOrXx9viOZ8nh1Fef/8iNNkqMJsLyxkQdXr6CgtpabBrla3a3ITG/TIUEQBEoa6j1GTbfEwKgo1mRndeDx7orik44RFY2NPLpmldvA4KM9u/h42nn8cuQw9hYkyazXc1Z8ArN692FUfALzU1OoaGzgrIRExiV0QieKpJaVcsX8OUiKgqQoCILApKQuvD1lmsckPC14suZrRqP99InIfwqfZ39JQwttp1WxUm6rYF7+721qW1uixFLK8ykvYlPsWBUrJtHhoPBi8nPUSnWYRXOHQxEAzomaQrRXFMuLVlJjr6Gzb2eMooFGuYk+AckMCx7iEpushR/zfvEoCaiX6rn/4MPOqqVZZ+KhHg84o5KNooEnej7Ch5mfUGgpQkAg1BTCbZ1vcYZMdATf5f7AlrKtbZLcjsRJ69DhrfdmXItoZy2YdWZ0gk5TjxtjjibKK4o9VXs119W6/o/VprGxbBNWxcqw4KEMDh7kdNmYGjmJXZW73Y4l3uuURjvSK/JPhZL8t+MfEnyGMHB4F75ach+NDVZMJr3Td7Y9RMeHcPdTF5yRfQgM8eWGe6dyw72nXpNlhcZ6C96+ZnQ6EUEQuPTGsVx87eiTsgiVqya/gaJoOT1IvPblDTxy01fU1TQhCAI2m8SgkV3Iyy6jpqqBnn3juOG+qUTGBPHVO6tYt/QAsqQwcGQX9m7NcIvzrSqvZ8mvO7n0xlM3iitvHY/BoGPO15tparASEu7PTfdPZchZHa8YAsR3Dicnw72LFxxV5dZT4m8/tcAhaWjRqGbxoNM2exkYenJ/YhPD8PIQvqEFnU7EYOzY9eDlbfLY6OjJLu//A3yNRvpHRtE1JIT0Cnf7nt5hDn3fyswMTdcBWVFYkp7GFX3abrJsC73Dwony9SOnusqNDIuCgOlkhbMlyhoaPDafpJSdkgq9v2sHFsnVBaNJknh313au7jfAWdXdlHuco2VtS4wUVSXM26fNZZrxwIiz2HoizxkxDGDW6YjxDyCrqtLjeiuyMnlu43p6hIZqPphtsszOgnzmXHIZz2xYy96iQrz1Bi5N7sMDI0YDEOPnz11DXfsFVFXl5iULXQYxAGuyM/n9WAoX9exNRzG1c1cyKircfIHB0Xw3o5t7hfPviEapkbzGE26vy6rM7srdXJN4FYqqkN2Qg6zKdPZJ0iSfX+Z8Tb3U4CR7VsVKpVXit/z53Jh0/R/at2Y3gj8CRVXYVr69zWUkVXLqfi2KhTfS3uaNvq9QYClEURXiveN4vs8zVJ+MFA4+zYCNcms5m8u2YO9Akp1B0KNySkogKRKjQkeQ1ZBNk9zEgMD+nBdzbrsEfGjwYH49MdetidsoGHi45wMEGAJ4/uhLZDVkuxBzg2BgVIirzOn3/IUsLV7hrMYfqUlhU/kW7u92D6IgsrRohdvnq6jMyf+N0WGjTiuG+n8V/5DgMwxvn441cv27oaoqv327hV8+24DVKmEyG7jilnFcNHsUgiCg0+sIPGkRFpsQyvFMV/Ko04uMmNCL6PgQvll+PykH8qiraaJn3zjneq1x5+MzuOOxc5EkmaP7cjm4K9st6MNmldi5Kc2FBDcT81k3jHE4Ihh0f8iyaNb1Y9i86ohmRTYiJtB1P2wS+3ZkdthZIyDIh5ETHFO1I8/uyRdvrsBqtTsbIkVRwOxtRJaUVrIYPWef289tUGSzSSz/bTdrFu1HFEWmzhzE5AsGERrhT9de0aQdznfZN7OXgQuuHNGhff1fxrNjz+aqBXPddKv5dbXUWq2UNNRj06iSNkkSJfXukcqnA0EQ+OaCmdywcD4namsQBAGrJBHu48uI2DhuGTTULXUsxNvLY32pZaV2b2GBphZXAPJqapzbfaNV5LEWugQHY+6AFAKga0gIiy67ind3bmdfUQGx/gHcMWQ4o+LieWbjWn44dFBz/+2KzK9HD3N5cl/tCpqqoqgKPUPD+PXitrWYLZFWUU6Vxb1noUmS+PnIIY8kuNZqYXNuLoIgMCYhEV+jkav7DWD+sRTya2tcBkZGnY4+EZFc0KPtCOC/C9oiKqKgI6f+OG9nvItVdhAhQRC4Nekm+gedGvDZFDsZdZlu35WMzJ6qfdzIHyPBfwayKnc4RrkZ9fY67jnwAFbFigAYRRN3dLlVU7LREWTVZ6MT9B0iwSDwZK/HKLEUo6LSJ6DPaVWcm+Fv8OeOLrfyUeanTo9iFZXbOt9MgMHRf3B7l1t4PuVlGqVGp1TErDO7DDgqbVUsKVreKujESkZdJgerDzEgqD/p9Rmav0+rYqPKVk2I6c+l8v0v4B8S/DdGXU0jn7+5gs2rjqACZ03szU0PnNOh5qjFv+zgx4/XOX2EJbvMdx+sxWw2MH2Wq17q/hcu4qEbvkKyy9htEmYvA37+3lx7p8N3VRTFDmlzV8zfw7fvr6G6sh5ffy/NpDtBcDT0aUEQBIzGP35Jdu4RRVhkACWF1W7vZaYU0tRoxcvbMUhRFbVNiYfLfokC02YNRW9wEFmDQc87P97Ciw/8QsqBPMf2VOg/NAkvHxObVh7GaDRgt0v0G5rEra1CNRRF4fFbviH9aMEpqUhWCbs3p/PUO1fy+JuX89gtX1NSUI2oE7DbZKbOHMKEdqzi/j+gS3AIoiC4EcF6q42fjxxiYFQ0Rr0eqZV22NtgYHD06Xk9ayHGz5/lV15DRmUFNVYLyWERblZeLWHWG7giuR8/HznoFt7wr2GnBjWx/v7kadi82RWFMB/H790uy6S2UwUGyKqsZGVWJlO7aPt+t0ZSUDDvTnUPfnlyzAQqGptYlZ2pGWrRJNkpqK3RlIiY9HpNPXN7kBTFo7WaViw1ODTJj65ZhU4UHClnqsJ7U8/l7KTOLL58NvNTj7IkI41ai4XYgABm9uzN2Z06o/8TTb9/Jcw6M918u5JWl+4yLW8QDIwMGc5raW/Q2MrS6sOsT3ilzwvOhqy2Sgoi/5nzYBANxHrFcqLJvcptEoxYNXx1baodm3Tqt21RrLyV/i5v9HsVfw+paG2hmXS2B6NgpG9gHxJ94kn0iUdSJFaXrGFj2WYUVWFU6AimRk5p07O5JfoH9uP9AW+TWncMVOjp38Nl3RBTCK/1fYkXU18hv6kASZWol+p5M/0dLow5n2lRU0mpTXUMkFr9/KyKlb1V+xgQ1J9AQwC1dvdkWEVV/hCB/1/EPyT4bwpZkrl39mcU51c63RPWLztIysE8Pp3/Lych84SfP9voFqRhtdj56dMNbiS4a68Yvlx8Dyvn7yU/t5xe/eKZcG4/J2HsCFYv3MfHryx1kjqHfMK9Yc5oar+iabNJ7FifSmlRDd2TY0gelNjhyrCnxD5BEGioO0WCTWYDPfrEkXrwRLtk2GDQMWqCa9WoqdHmEq+sqiq7t2SQPDCBb5Y/QF5WKVGxQUTGuo+0923PIiO10LX5rcnO3u2ZpB3Jp3tyLJ/Mu4uMlEIqSmvplhzbrrfx/xccLi3BrNdjb5XQZpElNuXmcH3/gfgZTS5pajpBoGdoGKPiE/7w5yqqY9CkEx2Som4hoe2vdBKPjh6DSafj20P7sckyoV7ePDFmHGfFJzqXuX3IcPYVF7lofU06HZM7dyHQ7GgknXP0cLuaZHBUTX84fKDDJNgT9KLIB9Nm8NPhgzy/ab1mQ6BOJ/LU2Ak8t3EdiqoiqypGnY7ZfQe4NP0BFNXVkVtTTafAICJ8tWeTeoaGYdLr3RogzXo9F2pUgQtqa3lkzSqH00SL3btrxRK2XHcTwV7eXNW3P1edAZ/m/yRu7nwDL6S8QoPUgKRK6AQd8d5xxHnFal4TiqqwuXwrF8Q4YncNooHkgN4cqTnqQqT1gv4vicdtkpvYVr6DvMYTxHvHMTJ0OF46L67rdDWvHnsDu2J3cSeYHDGJ5S2m+duCoirsqNjB5MhJ7S7bGt38uuJn8MVqtbpJD7r7dyOzLhOTzsSE8PGcG+Xo8VFVlbfS3yWjLtOZkre4cBn7qg7wdO8nOiwxMOlM9A/0XNg4WptCkaXYWS1XUbEpNubn/86o0BF46cyaaXciIj46hxzq3KjpfJHzlct5NAgGhgYPxqz7/yuva4l/SPDfFLs2p1NRWutiHyZJCpVldezclMaosz1P5amqSlWF9tSvp9eDQ/24vFWEcGODlR8/WceGZYcQRIGJ5w3gshvHYvZyb/D67sO1bgRUVUGnE9Ab9eh0IoqicPMD55A8KNG5jKIoFORWYPYyEBYZSGFeBfdd8xlWix27VUZv0NGlZxQvfXotRlPbdkD5x8s9kmUfXzNF+RU8c/cPZB8rwuxloFtyLN4+JiRJbjPuevqsocQmOkiPZJdJPZjHb99twd6qscZuk0jZn4ul0cqA4Z21NgXAod3ZmtpjWVI4svc43ZNjHUSrdwycZlLd/zrCfXyQNOQuoiAQ4+fPOzu3Ud1qOl0AJiQmoaoqdTYbvkZjhwZVFsnO/uIivt6/j425OciqypDoGF6cMImkoI5PI+pEkQdHncV9I0bRJEn4GAxunz8yLp6XJkzi+U0baJLsqKrK9K7deWHCqRS8ualHO9zA1laMc3tIqyjn+4P7Ka6vZ1xiJ6Z26cqLmze4LedtMHBB955MTOrCqLh4lmakYZcVJiV1pmfYKQ9WqyRx36plrMvJxnjSGm1a1268NnGqWzVWJ4q8P/Vcblz8O4qqYJVlvA0GeoWFc5mGddri9GNIGppfAViRmfGnNOB/JwQbg3m938scqj5MmbWcRJ8Euvp2YX3ZRk0LLEmVqLe73uuv73QNL6S8Qr1Uj6Ta0Ql6Is0RXBx70b9138us5Tx79AWsihWbYsMoGllQsJBnej9BZ98knk9+hpXFq8hvKiDJpxOTIyfhJZrZVrGdSmsFMgoiAoIgoqqqW5OaXbVTbf9jYTmiIPJIjwd5L+NDCpuKEAURo2jgpqQbPGqdM+ozyazPcomJtqt2iizFThnCmcDeqn2aTYM6QcfRmlQGBw/S1OPrRR1jwh0e2MNChlBuLWdh4eKTsyQSA4P6/79uhGuNf0jw3wx2u0TKgTx2rE/FouFA0NRk43hGMWGRAaycv5fGBgujJvZmxPiezqhcQRCIjgum8IR7Y0tMQsecJ2RJ5v5rPiP/+CnHh3nfbmX/jize+eEWt4d4ean7lAuAIit8MO9O6mosJHWPdCHQ+7Zn8vrjv9HUYEWRVRK6RiDZJGqqGp3VY0mSST9awNxvNnPlLRM0PwMc5P7uKz+hoc49WMFkNnDR1aN44rbvnGS3scHGgZ3ZiKJAz/7x2K0SmamFbnpio0lPp26OitahPTk8f+9PyJKCpcmmqT3WG/QUF1QRk+C5UiiKIqJOdI9PNugICu243dH/R/QMDSMhMJCMinIXSYRRp+OafgO4bN6vbhVLSVX5YPcOPtqzE6ssE+LlxWNnjWNGN8+G8N8f3M/LWzZhkyWXR+6ugnxmzvmJ9dfc4KzQdhQ6UdQMdWjGBT16MaNbD0oa6gkwmd2S3zqqkjfr9W0eW1tYnpHG/atXYJNlFFVle34eXx/Yx6OjxvD85g2oOJoMzXoDEzolMaGTY7AXHxDoMeDitW2bWZeTjVWWnd/NiswM4v0DnbZ2LTEiLp4N19zAgmMplDTUMzIunnEJnShuqOfdHdvYkpdLkJcXNw0czO/HUjQ10rKitOkt/d8InaBzI1g9/bS/Z5NoIjnQtXIeZAzitX4vcaj6MCWWEuK84+jl3/PfHhn93fEfqJfqnZVWm2JDUiS+O/4j93W/mwhzOFe3cLiwyBZeSHmZGlsNMgrCyf9mRE9nWZF7ddgkmv5UuEOoKZTnkp+mzFqGVbYS7RXdZjU3uz5b0+LMqljJqM88YyTYfLLSq6XpNemMGEUDD3S/jzfT3nEOhGRVZnbCVU4HDXAk3k2KPJtSSxmBhgB8Db6oqsqaknUsL1pJvVRPN7+uXBp3CbHe//+KLv+Q4L8R9u/I4oX7f0ZVVCRJ1kyA0+lECvIqmHPdF84whe3rj5E8MIFnP5jtJMI3PXAOrzw8x63COXh0x3R6uzanU5xf5STA4Kh05maVcmBntlulMzImiCIN0h0eHURcp3C313Myinnqju+RpFPbz0wp0Dxmm1Vi9e/72yTBi3/did2DBvne5y5k/dKDmtVeRVFJ2Z/rOQZaAJvFTn1tE0/d+b1H9wjnvtokEjp79qNdu+QA87/f6kaAwfHdjpzw39Gs85+CIAh8c/5F3L50EUfLStGLInpRx0sTJtI9NMxFBtESLQlRSUMDD69Zib/RxNjETsiKwuL0NOanHkUUBPpERPDV/r2aHrMqYJVkfks5yo0DTy++tiPQiSLRftoJh7N6JZNeUa5J7vSiiKQoeOsNdAoK4oo+p9+xb5NlHlm72kWS0SRJ5NVU8+ym9Zj1emyyjK/BQP+oaNblZNP9g7cZGhPLc+PO1kzFU1WVX44cdhuYWCSJ7w/tdyPBO/JP8OLmDWRUVhDq7c2dQ4YzITGJ8sZGZvz8PXVWK7KqUtxQz6NrV2H30NiqAuP/SzyA/wyivCIZHTqSbRU7nFVDk2gkyacTfQPcK+fNRLrOXseOil0cq0ujp38Pevr1OKNkWFFPkldB4GjtUTcip6BwpPao5rrLilZQbClxNnypqMiobCnbSt+APhyqOewkwsaTx9rb/8/fN8NMHbOHCzQGYhANyIpWSMeZazQbE3YWG8s2u5F+u2Knu5/jOd7ZN4l3+7/J8uKVHKo+jK/BB1+9D4qikNGQyfGGXEKMIfQP7OtCcH85MYd1pRuc2z5Uc5j0ugyeS37aLUnvfx3/kOC/CWqrG3n27h/cdLytIUsKm1YcdpFJWJpsHNmXy44Nx5wyiRHjezLj8uHM+2aLi+Z12dxddOkRydkz3MMAWiL9aIGmBZjdKpGRUuBGgm+4ZzKvPz7PhWiazAZuuGey2zYa6i08cO0XLgQY8ExEQTO0w26XqK5oICDYh4wjBdhsGpUfQUCyKxz3YJ3W3ueqCgwe3Y3Nq4+2vSCO4x07tQ+hEdokpqnRynvPLdRsGPQP9Oblz67TlJr8A1eE+/jy26wrKDzpCNElOMQ5rd45OJjMSs/WXs2wSBLv7NzGmIREbl+2iK0n8pwEesuJ3Da1txZZIq389OKAzwQu6d2HtTnZbM8/gU2WMOn1iILA46PHsqsgH5ssc3ZSF6Z17YaxnSQ+LaRVlGuHzZx8rVmna1cUtuTlOmnNjvwTzJz7M6tnX+dmzaaoKhZJ+55W30qysaewgOsXzXeS8MK6Op7ftJ5aq5XKpkYabDaXqm9boSVdg0NOS7Ly34xrEmeTHJDMxrKN2BWJkaEjGBky3GM181htGm+lv4uiKthVOyuLV9PNrwv3drvb6S/7R1HcVMw3x7/nWF0aOkHHsOAhiIguYQ3N8NSQt6Nil1t4BkCtVMclsTPpH9iXjWWbkVWZ0aGjGBt21l9q9TUwaCA/5P6EpdUhnW5IR3uI945jePBQNpVvcXldRubeAw9wfvQMzomawve5P7KjcpdzEHS0JhWTzoRNsSGrMnpBj1ln5olejxJmCqVBamRtyXrNgJKlRcu4vtO1Z+wY/hvwDwn+D0Cyyyydu4sV8/eiyApnn9sPo8nQHsdyQmsa3tJkY8vqIy5a4U0rD7s91KwWO9+8v6ZdEhwRHYjZy+gmyTCa9IRHBbotP3pSMqJO5Kt3V1GcX0VkTBDX/msSoye6N7Ms+WUnjQ3aBumC4M41DUYd46ad0vapqsqvX27i1y82oigqggCdukdqrqsqKptXHSE+KVzTNaI9DD2rG5ExQdTXNmHXSLVr3r/AYF/Ov2I4F84e5XFbR/flOiv1rdG9Tyyde/yxGN3/r4j28ye6Vb/gM2PP5sbFC7BKEioOCYGnn1V+bQ27CwtcCDDQbvOZQRTp06rp66+AXhT5fMYF7CsuZFdBPv4mE2uzs3lm4zoMOh2yotAjLKxDBDirsoK1OdnoRZFzunQjys8PX6MRyYOncWuorf5tlSR+PnzIxfECHJXtXmHhmt7GA6OiXf5+a/tWtxCQJknig907SAwM0vR/1oJeFP+QM8V/KwRBYHDwQAYHtx8Lr6gKH2R+7KI1tSpW0usy2FK+jbFhZ/3h/aiX6nku5UUa5SZUVCRVYmflLkyi2TG72UK7rBd0DA8Zqrkdvah9/aqqilFnYGToCAIMAdTYa+jm17XdQI62YJWtbCvfzsGaw4QYgxkfPs5ZMbUpNtaVbGBHxU70ooGzw8cxPGQYRtHAYz0f4cPMjymxOK7rYGMQt3e5FR99x/y5O4rcxjzN122KjYWFi0ivyyC17phLtdim2rBJp/6WVAmrYuWTrM94stdjFFuK0Yt67LIrCVZQyKrPOaP7/9+Af0jwXwxVVXnunh85uDvHWTX94ZP1+Ad6uzVanQ5EUcDH19HtKUsyG1YcptQD6SsrrnFLT2uNsVP78OXbK7FaThFLQRQwexkZOaGn5jojJ/Tq0HT+tnWpbhHLzuPQiZhMBmTZ4bfr5W0kKi6Yy1r4Ci+ds4ufP9/gkjCXlVrkcRCxb3sGr391Iwd3u/sWtwWDUcfAkV0A6D+sM/qP17lEJYPDv/fFT66l94D2nQcMJr1HQuZ9Gk4c/0AbBbW1hHn78MtFs/h47y7SKyroGRrGhtwcTZlEj9AwtuTlepRQeIKsqs54378SdVYrRp2OQVExDIqK4a7lS9iWn4ethdb2o907SQwIYnobQRBv79jK5/v2ICsKoiDw+rYtvDD+bGb2SiYxIJD0yooOuVC0hFWWOVKmPdvy/PiJXDl/LjZZQlZV9IKAUa/nqTHjXZZLryjXXL/JbkcviB4HNK1fN4giM08jVOP/E4435GJX3K93q2JjTfHaP0WCN5dtwa5ILtIHSZURFTshxhCq7TWoqAgIRJjDuSLe4R8tKRJHao/SIDXS078748LGMDd/vpsMINgYzJ7KvSwqXIpdsaPi8KIeGTKc6zpd4/I8ay7+tPWMa5KbePboi1TYKrApNkRENpVv4eZONzAgqD8vpb5KQVMBtpPnK68xl5TaVG5Iuo5oryhe7PMcFdZKFBRCjSH/Fm11Ww1/NsXO4Zojmg4RraGiktNwnAapgRBjCJLGNSAgEGX+6wf3/2n8Q4L/YqQdzufQnhwX2YDNKlFb3ehwUGhjig/AYNIh/B97Zx0fx3W14WdgQcyyZElmZmY7McSOYwhzHGZuoEmatumXpqEGGmYmO2yHHEPMzGxZBpnEDIszc78/1l5rvbuS7BiTefrrL9HszJ07m92dM+ee875IQcGcxaoy5oLeCCF46Kb32bo+vIVwanpcg1/YiEgbz390E88+8rXfSKNNx6b89amLGlRpaIiY+PANRQPO7MB9/3cBc6evp3B/OR27N6Pf0HYBZhOT350XEAAD9Qa3um7Qvmsm//fKJF7457cUFzSuk1iSJHoP8slMte3UlCGjOrNo9mZ/dtweYaH3oLZ06tGsUeN16dkcq1XBWRu43Wa3cPaFx76+9I/OhqJCvtm8kRKHg03FRRTU1KDIEhGqyvOjz2FY8xYAvL9mFc8vWRhUS7ti/z72V1dhVRQ8DXzv6mKRZWJsJ+6hZVX+fh6ZPYPcigokJMa2actDg4cxc+f2oHk7NY03Vy0PGwRvLCrk3dUrgzKuf58zizNatOKdCedz5XdfUupwICHh0LxI0KBBh0WWibJYqTmgvlGXHmnp/HD5Vby7eiVbSorpmtqEm3r1JSsuUKO1eXw8ZQXBRhm6EGwpKUKSpICVLYus0CklhQqXi6LaGmRJwq5aeOnscWEl2P7MFLtLmFM0N2QQDLDXuY9NlZvJqdnO3KL5eIWXXgk9uSjz/Ebp6e5x7A1QTDiIJEmMTz+HVHsqea58mtrTaR/TDkmS2OPYyzNbnzvQaCbQhc6YJqPpHNuJTVWbAYEkZLzCS5m7lM/3TAmqL15atoz2se0ZnDyQam81n+z+nFXlqxEIusV15eoWV4Z0kptZMJsSd4m/LMDAwGN4eD/3Q64Wk8hz5vsDYPA9KCwuWYpTd7LHsY9kWxITmo77XU15DdEuui0ry1eFtXRWJMX3WiOeWQ9qaMdb4+gR34O1FesCSiIssoXxTc85VlM/bTCD4BPM5nV7Aup5D+JxazRrlUJRfkW9dcHxCdE88MSF/Psvn2MYvq+G5tW59u5RtO6Qzt9u+ZCNq3aHPd5mt3DNXY3TU8xolsSZY7sy9fNaXE4PTZslYbH8/o/MeVcOYsOq3KBANiklhkefuwxZlhl3ceilMggv8wbBusSyLNFrYBskSaLngNZ8MuNBivLLmTd9I/t3lzD7x3V4Q9QSH1SUSMtIwDAMpn6+hLXLd6BpOjFxEWS1TGHi5QMYNqZLozMAiqrw+GtX8+gtH2IYwqerqhmcf9WgeiXVTIJ5e9UK/rdssb/swY8ODq+X236ays9XXEPz+Hiu79mbxIgIXl6+lN0V5f79PYZBbkVFyPHtioIkyThD1LMeiUbw7yG/uprH5s5m1q4dAdun78hhd2VFSHkkgGJHbcjtAD9ty8athdD7lWR+27WDSzp3Zc7VN7C6II8Sh4MOScnc9MP37KuuwqVp/pyTcqAR7yBew2DWzh38uiOHf50xgksOkzNrlZDIkyNHYwjBV5s2cOtPU3F4vZzdpi239u5HnN3OXwYM5uYfvw8K0MGXaVZlmQhV9esRn9G8Bf89aywxVis7ysvw6jrtkpJRThMTjBPJ+ooNvLL9dTRDC5IYO4hA8FLOqwgMf/C3qHgxGyo28nS3JxrUlW0R1YKV5atDaPsKMiMzUSSFUncppe5SIpQIsiIzeS77RWq0wN/zmUWzuKvtHZyXMZEdNTuYX7yQPY69eAmd6HAbHn4rmsPApP48seUpil0l6AdEo9dVrOf/NuXy3+5PYZUDH85Wlq8KWXtsCMHyshUh5ck0NFYeCLAL3YXk1Gzn2haTGJwcrHJyLLgo83w2Vm7EaQSrHgHQwIpuXdLtaX5DkZtb38jnu79gYcniA3bTCVzTfBItoo5eS/10xQyCTzCJyTFYLAraYfWlNpuFcy7uS3JqHJPfncvObQV+S966NGkax9vP/UJNtQurTaXXwNbc9fdzSUqNZebU1axbsTPsuaNjI7jt4XGMHN+jUXN9/h/fsmj2Zn/Weu4v61i1OId3p95DTFzj3Ga8Xo1Fszazac1u0jMTGDmhJ30Gt+WKm87ks7fmoFoUDEOQnBrLf968BrkRN7DmrVPZmV0QtD0xORohfA1oLqcXe4QFW4SVOx+dGLBfanoCF1/nW/Ybe2FfXn/6R7Zt3IfNbiUtI552nTMYfX5vv0veu89P56evVgQYgezcVkDrDumNmm9d2nfJ5PM5D7Ny4TZqq1306N+KlLT4Ixrjz05RbQ0vLl1Ub2OUZhh8vmEdjwz1ldGc16ETbROTmDD505D7q7LssxoWYFFk3hh3LgU11Tw8e0ZAUGZXVR4ePOzYXlAIKl0uJk7+lFKnI+g1j66ztaQYm6oGBYwyEgMzw69M+B6bQ6eNDm6VJIne6Yc6yb+/7Cq+3ryRWTt3kBIVxSWduvBTTjZfb94UoKBR6/UFP/+a9xvdmqTRIflQt73D6+X5JQv5dP3agNreD9au5pft2/j5imsY0qw5L44+h3/Nm01hbXAgrxkGbRMSeWvCecRYbcTZDwVlbUIoU5j40IXOmzveaZTxxOGBn46OQ69lcclSRjQ5s95jhyQP5oe8H/2lCuAz42gW2Yy1Fev4pWA6XsP3IDWjcCb9E/vj1oMDTbfhYW7RPO5qewclrhJyHeGTOv5jdDcbKjdS4anwB8Dgy+46dSfLy1Yy5LBANUIJvSJpYJBgTUCV1JC2znWzsh7Dw2e7JxNviWfy3q/Y59hHjCWG8eljOavJqN9dIpEWkcb/dXmMKXu/ZFX5moDXVEmlTXQbxjUdy6s5b4AEkpDQhU60JYpazYHbcGOVraiSyi2tb/Ifa5UtXNvyaq5qfgUew0OEEnHcpfJOVcwg+AQzcHhHXnvyRyDwB0lWJEaM60FsfCRRMXb+/ZfPQzaPbVqzx1/76nFrrFmyg/dfmsG1d43irf/+EjJwBl9m8/ZHxjFiXI9GzbNgXxkLZm4KyJIausBZ6+anr1YE1OiGo7baxb2T3qK4oBKXw4PNrvLpG3N45r3rufTGMzjn4r5kb9hHbEIUbTs1bfSX8JYHz+Gfd34SJHlWXlpDemYiF18/lP27S2nZtgkjxvcgMir80nX7rpm89NmtYV+vqXLy45fLg8otPG6NKe/O54H/XNioOQNsXJ3LVx8soCivgq59WnLxdUNJSWucbafJIRbs2e3L9tUTBHsNg/3VgdrVc3LDN33YFIV3J5yPLEn0SEv3q01EWa28sGQR+6oqaZuYxF8HD6NfRma98yuureWLjevZUV5Gz7R0LuzY+YjLJ6Zs2lCv4YVVUbi0c1c+Xb/WX+ahShIRFgv39h9EhcvJJ+vXsnjvHrJi47iuRy86pqQyrl0HPl6/Nih41oXByJahVyMiLRau7t6Tq7sfaqbtn5nF8JatuOeXn6jxBs7To+tM2bSBx87wSRoKIbh26jesK8gPam7z6DrFtQ6+27qZK7t2Z0ybtrRJTGTi5E9DS8EpCpmx5nfmSNjr2BfSUKOxuA0POTU5DQbBUWokj3X+Bx/lfsKWqq2oksrg5IEMSxnKE5ufqiN55qtnXVyyJGxTm1N34dSdvLnznQbnZ5EsDEjqT54zH28Y/d79jv1B20c1GcGu2tyAwF9CIsWWwjnpY1hQsrBRZQZuw82L2172X1+lt5Kv9n1LjVbLiNTh/FY0h92O3TSPbM6I1DOJt8Y3PGgdmthTubvtnWyrzuGDXR9T4CpAlmT6JfbhmhaTsCt2Xun1P7KrshEIOsS2R0ZmdcUadtTsJNWWwoCkASFtklVZ/V2NhX8E/txXfxKw2S3894MbeOK+L/y1qXEJUfztv5cSG+/7kHbr0wKr3RIyCD68NM/t1pg3fQMrF26jpiq4nu4gkgSDhje+mWdHdgEWqxJUKuBxa2xa3fCTOcAX78ylYF+ZX2vY7dIAjWce/op3p91LTFwkfYa0a/ScDtK9XyuuvnMU770wPUApQwjI21vGtC+W8uHP9wcdZxgGFWW1REbZGi1Flr+vDNWiBAXBhm6wdX3ozt1QzPllHf977Ht/4L53VzG//bSO1768nSZNExo9jgnYFbXBVpAIVWXoYTbJ9QVPURZryOB2ZMvWYYPDUGwsKuTyb75EM3zNarN2bufNlcuZdvlVpEY1vk51Zd7+kDrFB/HoOld378nIlq15a9Vy9lZV0rdpJrf36Y9VVRjz6UdUuV24dZ0Vefv5MSebl88ex6hWbbi+R2/eX7sK7UBjnAQ8fuZIkiMbt7pzkOrDrGYPYghBhevQ8u36wgI2FRWFVXdwal4W7d3NlQfc3VolJJIcGcXeqsDa/QhVDSqzMGkYi2wJWwJRF1VSfZq8hwXMFslCur1h5Zqc6u28t+tDitxFSEh0ju3I+RnnMb94PkYI1ZGDChKHY5OtDEjqx4bKjSiSErJk4dC+NlJtqZzVZCRbq7eF1O+1ybaQJhB9EnqzI3UnMwtno0q+UChajeYv7e4i2ZbM3W3u4I0db6ML3f++hJpvqG0ew8PP+dOZUTgLzfDiFRobKzczo3AW/+j0twAzi8ZgCINmkVk82fVxXIYLi2ShWqtmWt6PbK/ZQUZEU8akjSbNfkijvl9iX/ol9j2i8/wZMYPgk0CLNk14Z+o95O8rw9AFGc0DO0vz9pYhS9Sv71QHSQJnbfiskSTBE29cgz2y8Rq0aRkJQUoIAKoqk9mycTWR83/dEGC2cZDCvApKi6pISg2tp9sQa5ft4ONXZ4WUigMo2FfO7h1FNG99SPR7wcyNvP7kj9TWuBAChp/TjTv+NgGbvf4mv5S0+JDXAFBcWEVtjcuvyhEOXdN5/ckfAzLXmmbgqHXx2ZtzuO/x42tb+kdjeMtW9X4trIpCWnQME9sHqphMbN+Bh2ZNDxmMXd+z9zGZ20OzfvWXBYCvUc2j6zy7aAHPjR7b6HHaJiUxb3cu3hCWwFZF4ew2bcmIiSUjJjYoeH9s7mwqXE7/dfq0ejUemT2T4S1a8cCgIZzbviOzdm3HIiuMbduOjDAGHfUxIDMr5HsZabFwVqs2/r+3lpZQ3w+ZRZZpVucBRZIk3hg3kSu+/RLdMPDoOqqsMDAzi0vNIPiIaWpPJ8EST6E7UKZORkaSJKyyBc3QGZQ0gG01ORS5igNKChRJ4YzU+lUjilzF/Df7hYCs6qqKNaxes5Z2MW1997fDPgKyJNM3oTerylejCR0DA5tso1lkFoOSBrKyfFXY80lI9E7oRZ+EXvRN7IMqq3SN60yCNZ4id7E/kJeRiVQi6RsiGJQkicuaXcKYtLPYXrODOEscbaJb+zWHu8Z34ZVeL7LHsReLZCHPmc87u94LKCuxSL77R6hAXRNagAyZJjQ0XeOVnNe5KPMCusV3CapTPhxDGHy3fyozCmbhMTzEWWK5otllNI9qxr82PeFz3xMaOdXbWVSymAfa30e7mLb1jmkSiBkEnyR81sbBdWyGYfDITR9QVhK++etwNM0IKzmmKDL/evUqf31rXbZu2MvyednEJUYxaESngKX51h3SadG2CTu25gfUL6sWhYmXD2jUvOoqOgQgRPjXGsFHr84K6f5Wl02rc/1B8MbVuTx3mJHH3F/W43Z6eeS/l9Y7TnxiFAOHd2D+rxuDXjMMg5+/Ws7F1/lqRGuqnOTvKyctIz6gZrowvyJk852hC9Ys3RG03aR+Ii0W3h5/Hrf8+D0gIYQvUEqNiibCYuGctu24oWcfIiyBDziyJDH5wku5/Nsv/aoKEjCseYtj4v5W7XaTU1YatF0Xgtm7wtfqL9+/jxeXLmJ7WSmtE5K4b+BgruzanY/WrQkKglVZ5p5+A7mpd+BN3RCCj9et4cO1q9lXVRky71fudPJTTjYT23ekbVISbZOOro52f3UVX23aSEFNNaNatmZO7k5/6UKEqtImIZHvt27mn3NnkRwZyehWbestdVJlmSu6dg/Y1ikllcXX38KMHTkUO2rpk55Bj7T0P23d4u9BkiTubXcXT235Lx7DEyAtdknWxZR6Ski2JROlRlHlreKdne8fUGaAdHs6N7W6vkF1iJmFs0NaCQsE26t3hMxES0hcnHUhEzLGM79oAVVaFT0TetA7oReKpNA1rkvIMg4FhTva3Ervw3SRZUnm7x0f4dM9X7CidCUGBhkRGVzb4iqscvhkR4I1gb6Jvu+/x/CytdLncNchpj02xUbLqBYAZEZmUOop4bv905CQ0IRG9/iu1Gi1bK3ODnntoch35fPa9jeQkbmn3Z10iw//YPfV3m+YVfSbP/Au91bwzq73yYrIxHlAjxl8dcxuw8MHuz7mqW7/DjueSTBmEHyK8e4L0ykpqmp4xwPY7BZatEkld3vhgXKDQyiqzMPPXELfwYElB4V55Txw7bsBUmFvPP0TqkVhxLju9BrUhoK9ZYy7uB+Lf9vMykU5gM9A4y//dz7pmY1zYhp7QW8+e3MO7jqlBLIs0apDOvGJRy8qvndXaD3Rg0iSRFrWoTlOfndeUNDscWssnrOFirLaBucyamJPFv+2JaiZ0evRWTZvGxdeM4S3nv2ZX75Ziar6mh5HTujBnY9OQFEVYuIi0cPYu8YnmVJOR8OgrGYsv/E25u3Oxa1rDMlqTlIjlvN7pjdl0213M3PndgpqahjWvMUxcxazKHLYMg17mIe+BXtyueXHqf4a3VLnPq75/mvObd/RX5cMPvWGkS1b8fSo0cTbgxt6Hv1tJtOyt4Ssoz2IgeChWTOItdk58ygthRfsyeXWH6eiC4FH14m0WGgSFU2nlFScmpf+TbN4ZcUSNhQVIoAyp5M9FRXE2Gx4dT0oc5wSGcnzo8+hWVx80LkiLRbOOwl6zH9EmkY05cUe/2Vj5SaqtCraxbTzL51HWw79/sVaYrm//b24dTea0Bpt/pDnygvIHtdFR0dGQpFUf5ZVCMGkFleSZPM9iF3ePDgZEaVGcW2LSXyY+wkGBoYwsMgWBiT2p1dCaLOnaEs0fRJ6s6p8FTIqBa4Cnt76HBObjmdixvh6r2FD5UZezXnD9x2WfA+Wt7a+KeBcY9PPZmSTERS6ioizxBFriWFbdQ7/zX4hIENsla3oQg9bi20c+N8L217ihR7PhpRw8xjegAD40HYPO2t3hQyyC1wFuHRXg0oeJocwg+BTiDVLdzDti2VHdMzEywdwwdWDuWni//C4NX/NsGpRaNYqNcixzTAM7r/mHUoKgwNtzasz4/vVzJy6BknyBdjRsRG89e1dxMRFEhPn6yCtqnDw0SszWTBzE4oqc9a5vbjyluFBpQXnXz2YdSt2sWnNbgxdoFgUIqNsPPJs/dnXhshonkT2hvA6yHEJkXTv28r/d/7e0Da6FotCWXFVg0FwcmosqioHBcGSJJHcJIYv31/A9G9X4XFr/trh335aR2x8JNfdM5qY2Aj6DmnHioXbAkorbBEWv0qFyZETYbFwdpsjX/pTZJmz2xx5LXpD2FULw5q3ZP7uXQHBnl1VubRzt5DHPDF/blCTmlvX+WrzxsMMICTu6DcgZABcWFPD91s316uWcWhsjf+b9xtntrihUde0ubiIdYUFpEfHMCgzi3un/xwQaDu8Xgpqari8Szdu6t2X+2f8gusw2TqXroPbw8iWrZm9awe6EHRNbcK9/QcxtHmLsFJvJscWVVbpkdC94R0Bm2LDRuObOdtFtyG7alvY+l2LbOWmVtdTo/lUP3rG9yDe2nCD45CUwbSLacfS0qW4DQ89E3rQOqpV2BWBWs3BWzvfCdD3Bfgh/ye6xXcNKwFWo9Xwcs5rQQHnG9vf4tnuT5FgPdS3YZWtZEUeKkFqF9OWu9vcwWd7viDfVUCUEsnY9LOp8FQwr3g+3hA1wwcRCD7M/YT72t0TYk7VYY8LhyzJ/vpmk8ZhvlunEN98vDAo0KqPiEgrIyf0ICEpmhc/vYXn//Et2Rv3ocgSg0d24s6/Twz6sdiwMpfK8vA6ouB7SvdJjXlwu7289d9fePzVSQB4PBr3XPkmxfkVfr3j7z9dzKbVu3nuwxsDzmexqPznzWvJ3riPbRv3k5IWR5/BbVEtv8+f/pq7RvF/d38WlN2VJIn0rESeeOPqAHvizj2b++uv66LrRsiSlMNp2S6NtMxE9uwsxqiT0bXaVM67chCP3fVp0FzcLi9T3pvP1x8tpGvvFlx3z1l4PBrrV+xCtSjomsFlN57BsNFdjuYtMDlOGEKwZN8edpaX0z4pmb5NM45oCf6ZUaO58tuv/E1dhhAMzMzi9r79AV9D24wdOSzeu4f06Bi2l4V+QDs8x+PWdV5etph3JpyPEMLX7LZtK7Ik0SwuHquiNCoIBthTWYFX17HUY6/s1XVu+3kai/f6mj8VSSYyhCQbgEvXmLptKzf17suq/LyQxhqKLHPPgEG8MnY8hhD1ntvk9KHMU0aBq5CeCT35tWBWkBXvQdyGm7d2vMuQlEFc1eyKI1IkSLWnMDFjQqP2XVuxjlDrMV7Dy5LSpWGD4JVloeuPDQTLSpdzdvqYgO1CCLZWZ5PnzCM9Ip3OcZ14utt/MIThz3Z7DA8FrkK21Ww7oM8cujxie3XokrhYNRZFCi3BmWJLocJbEVSf3D+p759e7eFIMd+tU4jSoiN78pMkiYzmSTgdbj54aQY7tuZhs6kgSXTv25KY2OCsUVlxdVh74VAYumDlohx03UBRZBbO3Eh5aU2A4YfHrbFjaz6b1+4JaR/cvksm7bvULyt1JLRo04TWHdLZvNZ3g1YtMmdf0JdzrxhAVsuUoP0vu/EMFszciMvh9TtO2SIsXHr9sEY1C0qSxBOvX8Njd33CvtwSFFVGGILbHh5Ph25Z1FSHV+XQNYN1y3fyt5s/5O3v78EwBGUl1WS1TKlXus3kxFPudHLZN1PIq65CMwSKLNEqIZHPzr+40RJniRGR/HzF1czauYOvNm+gzOmkbWISxY5aEuwRXPLVF+RWVuDwerEqSti6wcMRwNYSXxnQ/837ja82b8KleZEkCYssN+joVpcoqzWg1CIUH6xdzeK9ewKCXqfXgwhT8GFXfbeSZnFx7KmsCHrda+ikRkahyDLL9+7hf8sWs7uigg7JKdzRtz9zcnfy1eZNeA2dUS1b89DgYaREHX3JlMnxRTM03tr5LmvK16JICm7DfcASOXwLpFd4WVS8BAWVSS2uOOJzrq/YwKzC36jVHfRN6M3w1DOwKYHfS0PoYc8fqmb5IE7dhRGidEEXOg498Pe9VnPw9NZnKXQVYQgDRZJJtiXzt44PBZSPWGUrD3a4j/3OPOYUzWVm4eyQ5w4lXQa+zP25TSfy7f7vg0otbm51A3OL57GsdDmqbEEzNNrFtGVS8yvDXqNJaMwg+BSiz+A27N1VHJQNVhSJiEgbTofHX1tqs1u48f4xWCwqTz04hRULc/B6dLwH6rLefPZncrcXsmnNHjwejeFju3HBpMF07J7VCKfxw6hzg926fh8uR7AShWEY7NiaHzIIPpZ4vRr3XvkWpXXqpoWAVYtzuO2h0JaPTZsl8fLnt/HBSzPYuHo38UlRXHrDGYwYV//SoNerIUsSiqqQ3CSW1768g/27S6iudNKqfZrfPrptx6Zsrac8QwhfBv2HyUu59u7RpjbwKco/584it6L8UCmDDttKinl60Xz+M6JxLosAuyrKeXDmdFy6TxliQ1Ehn21YxwUdOrOjvMyfsT0Sq2YJaJeUxMaiQr7cvNEfnAohcOs6Ej6VhbplGKokochyQIY4QlW5oWfvBrPbkzeuD8r6+kYODnQiVAtXdvF9l+7o059VefsDSibsisKY1m1JiIhgxo4c7v31Z//YRXtqWbgnF6XO3Kdlb2Hxvj3MmnQ9kZbfZ9Fucnz4et93rClfi1d4A0ogGnoU8wgP80sWcFmzi7HU06x2ON/vm8pPBdP9weCe2j0sKFnIY53/HqCw0C2+K0ZucP+FRbbQPym8C2mXuM58u/87OCwQtsoWusUFrtZ9sWcy+515/npfr/DV4n62+wtubn1j0NgZEU25otllLClZSo0euAqrSApnNRkZdl5j08cQo8YwNe8HKrwVNI9sxqVZF9M2pg1tY9pwYeb57HfmkWJLCZBHM2k8ZhB8CnHh1UOYNW0t1VVOfyBss1u44d7RDBzRkcnvzGfdip0kN4nlomuHYrWpTP18CcsXbAsKnD1ujR+mLPerRkx+dx4LZ23i5c9vY+SEHsyctiakBNrhyLJE70Ft/eUFmS2SsdktQcv/iirTJOP4690unr2F6kpHQKOZrhlUlNWwbH42g0aEbqTJapnCP/8X/JTsdLiZ9cNaNq7KJaNFMudc2Be3y8OL//qezWt2I8kS/Ye15+5/nkd8YhQZzYPl4W59aBwP3fg+Xo8WVrbN69HZtinvKK/a5FhQ4nCwOn8/CRER9E7PCKhFFULw647tAVbA4LNWnpa95YiC4Mfnz6Ha4/YHBF7DwGsYfLV5Q8iSBVWWUWXfIq4kSbRPSmZrSXFAIGlTVe7uN5DZu3bgCWF7rMoyrROS2FlRhhCQHh3Nf0acxcq8/by9eiXSgUafK7t2586+Dau7eEJIs4Ev0I62+prcdOFb4B3Xth3ndvDJ0fXPzOLpUWN4fN4cajw+JYIJ7Tvy+JkjEULw7xA10Aa+h+iDaEJQ5XIzdetmLu9a/4OqyclhTtHcevV760MIgVN3NjoIrvJW8WP+LwHn8wgPxe4SFpcs4czUQ8ZNcZY4rmx+GZ/tnowhDHR0LJKFIcmDaBvdJtTwAGRFZjIkeTCLSpb4Zd5sso1eCT1pHR2oE76sbEVQw5smdJaVreCmVjeEfMCUJZnHu/yLxzf/hypvlV8tQwhBvrMAj+EJK5c2JGUQQ1JC2zInWhNDNtWZNB4zCD6FiE+K5o2v7+TrjxaycuE2ElNiuejaIfQa6Pvy3vUPn/1vaXE19x1wYgsXdAEBsmket8b+PaXM+H4Vtz0yjk49m/P1hwsoK6oCScJR40ZWJCxWFWGAy+khItJKZJSNu/85EcMwKC2qZtCIjnz82iw8bq8/QSwrErFxkfQZ3PgmpYL95Xg9GpktkhvMSq1clMNXH8ynpLCKyChfRvxw3E4ve3YWM2hEo6dARWkNd132BlVVDtxOLxarwrcfLURWZJy1Hl/phCFYNj+bB697h7e+uzukTXKHblm89PmtTH53HlvX7aEoP/i/i2pRaN2hYcF5k+PD/5Yu5q1Vy7EoCkII4u0RfHr+xTSPjwd8GSwjTEmB06shhKj3c6obBrkV5UzN3sqiPbtDZsRcYTK/qiwz9dKriLJaSIqIZOm+vTwyewYurQYBZMXG8tTIMXRPS2fp/r0oshT8+ZJlruzWnfM7dMLp9ZIY4WtiHdysObf06UtBTQ2pUdGNzqyOa9Oej9atxnPYQ0FGTCzTr7yGBXt3U1JbS9+MzCB1jQntOjCubXtKHLXEWG1+qTqX5iW/pnElXw7Ny7rCAjMIPkU53F75SBAYR9S8lVOzHTWEaYbbcLOmYm1AEAwwPPVMUm2pvLPzfSq8FRgYbK/ZSZ4rv16TiqubX0XP+B4sKFmEEAaDkwfRI7570Pc+rOJDCEOQuiTZEnms06M8tOFRf0bbwGBBySKKPSU80P4v9R5vcnwwg+BTjPikaG6872xuvO/ssPs89eBkCvMqjnhst9PLq0/+wNvP/cIFkwbz5jd3+YO6g7WyumawdO5WcrcXktE8icGjOrN0zhZef+pHHLVuhBD0GtiWkqJKcnMKAejauwUPPHFRQDNaOPbvLuHf931B3p5SJFkiJjaCh5++hC69W4Tc/8cpy3jn+en+zLMkhw5EbHZLyHrg+vj4tdmUlVb7M+IHy0kkKdCZT9cMSgqrWLt8J70GhM4mtGjThIefvgSAR2/9kA2rcgNc5izWxusrmxxb5uTu5J3VK3Hruj8T6/B6uX7at8yadB2SJCFLEn2bZrBsf3BZiyT5rJqHNW8R9Nr0nG08uXAe+w5YNMsQ1ptLkSSsihKQ4ZWArNg4v2bvr9tz+MuMnwOypcUOh//fx7Vtz/+WLg4aWwgY07otkRZLUKBrVy20iD+yVZo7+vVn1q4dFNbW4PB6sSkKqizz4phzsKpqgy56siQFOeRZFZUIVaXW23AG0a6qtD5G0nUmx55WUS3ZURte+7o+DCF4b9eH3NX29kbtH6PGhHyolJGJt8QHbfcaXt7a+Q5V3mq/09sexx7+s/lpnu/xDBFKcK8M+FZhusV3rVe3F6BbXBfWVqwPquePVCL5dM/nnNVkVNjShNlFc4KCZa/wkl2dTb6zgPSItHrPbXLsaThqMTmlqK5ysmlt4+16D8fQBS6nl28+XsSU9+b7t0uShCRJqBaFIWd15qrbRtC1d0uevH8yTz44hYqyWjxuDa9HZ83S7aRnJvLlvL/x9cJHefqd60lu0rDjlObVeeC6d9m9vQiPW8Pt9FJSWMXfb/+Y0uLgDJHHo/Hei78GlF74s9t1YmFFlYlLjGLAGe2P6L1YMmdLyJKQUAlBt8vL+uW7GjXuP/93JWPO643NbkGSJDr3bMbzH91s1gKfJD5etwanFhh4CaCwtuaAm5mP88No0upC8O2WTUHbf9u1k/tm/uIPgCF8AGxTFC7q2JmzWrXBrvqCwSiLlaTISN4YN9G/3xMLgssFXJrGkwvnAT7r5yeGj8KmKERZLERZLNhVlRdGjz1i2+NQuDQvs3fuYPHevUy56FKeGD6Kyzp35Z7+g/jtmhvonnb0qxmyJHF9z95EqIG5F+nAa3WxyAoXdTKVU05Vrm5xFTbZhlxPCGGTQzeTGhisrVhHreYI+frhtIluTbQahXRYN4sqq4xIPTNo/9Xla3HrnqAgVRMay0pXNOqc9TGp+VXEWmKCrq9Gr+G3wrn8Y+O/2FoVbJ4BsKt2V0ibZQWVfFf+756byZFjZoJPM0I5j4XCHmHB7dL8Gd7Dcbu8fP3BAi678YyQy7zlpTXcccmrVJYH/1B53BrL5mXj9WhHZPawclEOLqc3aE6GbjDj+1VcftOZAdv355b40nAhsNsteL06kiQxcHhH7nhk/BG70Fltjf/4G4bgm48XkpgczcQrBta7r81u4Y5HJ3D738YjhAhZQmFy4qhyh166lSWJGs+h15IiI4myWANsjw8SSn3h+SULQ0qG1cUiyyiyTO/0pvzjjBFEWizklJayKn8/KVFRDGvWwi8X5tV18qqD9bsBttdxoruwUxdGtmrN3NxcZAnObNGK2EaqV9THwj253Djte7zGoQ7767r34smRo3/32Ae5u99AnF4vn25Yh4SELME13XuSXVLCvD25CCHonNKEZ84aQ0JE6IydycmnRVRz/t3lX0wvmMHu2t0k25LxGB6K3MU0i8zkjORhSJLE6zveotJbGXS8IsnUarVhlRHqIksyf+1wP89n/48KbyUyEgaCq5tfRfMQkmelnlK8RvBqg9tws658Pb0TehNjaVh5ZEfNThaWLMZreOiX2JeucV2QJIkkWyLPdnuKJaXLmF7wK4WuogDnNo/h4b1dH/JstycD7q1zi+axtWpbyHNpQqNpiFINj+FlXcU6qrw+g5O6+sQmxwYzCD7NSEiKJjYuImRwWhfVotIkI4H8vWUBy/J1cTo8eL06Vmvwx+C7TxZRWxO+7stiUSgtrj6iILispDpAZ/cgHo9GcX7wD2V8UnRY3eQ2HZvy3w98nbhHa6U67uJ+fPbWnAYtmA/i9ei8+8KvDB3TlYRGXPfB7LrJyWVsm3ZsKSkOCliFEHRLPbT8ODCzWciHxkjVwnkHGr/qsqcy+DNbFwkY0aIVDwwaQuvEQ3rUBy2Lq9xuPly7miX79tAsLp5J3XoQY7OFDNoPz/LG2yNCzikUDq+XFfv3oSoy/ZpmhtTorXa7uWHad0GObh+sW0375GQu6Vz/EnFjUWSZvw09k/sGDqbE4SAlMgrbgcywW9PQhTAVIU4TmthTuabFVfXu0yW2E0tKlwZp5FokC0m2xpe7NLE34ZluT7LXuQ+n7qRlVIuwjWQtopqjyip6iObO1ZVrWL1mDU1sqdzS+iZaR7cKMQJM2/8jP+T/hNfwIhAsL1tJj/ju3Nb6ZiRJwq7YGZ56Bt/s+zakzGGZp4xqrYZYSwwAm6u28NmeySFd9SyShU6xHYNKKPY69vH01mfRDJ/znCRJ9E7oyc2tbvRrEZv8fsx38jRDkiQeOlB7Wh+OWhfPf3gTb393N81bp4bcJyk1FksY44q1y3fWa9yh6wYZzRo2mqhLx25ZIbfbI6107xf8Y5SQFE2LtqHnDr8/yLzg6sH0HhS+YzgUiiqz6oCNtMnpwRVdu9MsLt6/DK9IEnZV5d/DR/kDMPDZ9L4wZix2VcWmKMj4JMXGtGnLiBbBn89WCfXX2dpUlbsHDAoIgA9S4nAw5tMPeXHpYubuzuWzDeuYOPlTxrRqE1QuEKGq3NWv/tWHcPyck02/d97gruk/cttP0+j37husyAuue565c3tQAHyQ55csPKpz14ddtZAZGxfw/ttU1QyA/yBUeiv5YNdHrKvYgICAUgarbOXK5pejSEe2cidJEs0is2gf0y5sAAzQMaYDWZGZWKTwn6VCdxHPbH2OYndJ0Gul7jKm5f2IxzhUUuE23KytWMeW6q0IIShyFVPhqajHnlhgraN+8XP+9CA3uoMMSh7AnYfVRwsheCnnFWq0WlyGC6/w4jE8rC5fy+LSpWGvy+TIMYPg05BeA9vw4ic3k5QaE34n4XOUS8tM5I5HJwRZGtvsFm5+cGzYIDItIyHsa1abymU3ndEoo4m6tGyXRr9h7QPmYrWppGcmMmhk6KyWEsZZKnvjPqor68+GFxdUkrN5Py5n6B8f1aLwz/9dSVTMEfisS9IRlVGYnHwiLRa+v/QK/j70TEa0aMXFnbrwzcWXc16IGuDRrdsy5+obuKvfQM7v0Il/Dx/Ff0eNodrjYcaOHObk7sR9IKP84KChfpOIuqiyjE1RuKf/QDomh27WfGX5EsqcDly6byxdCJyaxrzdudzUqw+RFgs2RSXGauUvAwZzyVHUx+6trOSBmdNxaF5qPB5qPB4q3W6un/odtZ7A70SZM7zhS4XLdcTnNvnz4tSd/H3Dv5hXPJ8avcZvomGX7XSL68r97e5lUHL4hzq37mFGwSxe2vYqn+2eTJ7zyGplJUnioQ4PMDb9bCz1qFB4DS+zQhhYbKjcGNLK2224mVUwm/vW/ZVHN/6T+9c9RK03+B6kSird4roFBMhlnvKQc7BKVso9FTy28f94Jed1dtfuBmC/M48qb3CfjNtwM6dobthrMjlyzLv5aUrH7s145NlLeeSWD/GGKHdIz0z018h269OSJ9+6lg9fmUluTiFNmyUx6faR9UqaXXjNEJbNyw4qFbBHWLjnsfMYfk546aLsjfv4+NVZ7NxWQGbzZK66fQTd+/oyaQ8/cwnTv1nJT18tx+vRGH5Od86fNAiLJfRHsbwktKSSqipUlNUSExdcU1ZT5eQ/D05m0+rdqKqCYRhcfecoLpg0OGjf6koHihr8LKiqcoAr3kEMw6Dv0HZhr93k1MSuWri8a/dGSW7Nyd3JayuWosoyv+zI4amF86jxePxlBBLw9vjzGNKsOW+cM5GnFs5jZ0U5yZGRDGnWgu5N0hjeoiVNY8I3i87etSNk5rXK4+aiTl24ve8AKl0uEiIiGnR3C8d3Wzejh8zuCmbt2sG57Q89eJ7Vqo2/+e5wUiOPzrmtxOGgxFFLi/h47KqZ4f2z8NWeb6jSAmvbDQS60Lii2WX1KiCsq1jPSzmvBsiQzSmay21tbqZ3Qq9Gz8EqW7kw8zx21OxgU9XmkPsYGOx1BK+K2GRrUBMe+LLZayvXB8wtVJNbpBLJja2uC9jWObYjBa6CIHk1j/CwodKXLc93FbC+cgN/aXc3UUpkWFOr+pzvTI4cMwg+jenYvRlRUTYqDguCFUXipgcDJdY692zOf98PdrMJR/sumTzwnwt55d/T8Li96LpB936teOjpS0LaMR9k4+pcHr31I3/wXF5Swz/v+ISHn7mYgcM7oSgy4y7px7hLwrv31KVr75YUF6wNqYe8YuE2Xvjnt9gjrIy7pB+DR3ZCkiSefuhLNqzMRfPq/nroj16ZRUbzZPoPC1SQeOPpn6itCs6CSbIUJJUGMP7ifkREmnbHf1TWFeTz+Pw5AfXDjgOSXnWNLm784TuW3nArZ7RoyRktWtY7ZqXLxfTt26j2eBic1YyOKalEW0OvohgHamKtilKvbbBmGLyyfAkfrVtDtdtN59Qm/OuMEfRKP9RcU+lyhQy0dSGoPqzuuHl8PEOymrFwb7DyTJnLSUFNNWnR9aw81aHW4+H+Gb8wd/curLKCgeAvAwZzQ8/ejTre5PRACMHW6myWl63EIqkMTh5Es8gs5peELp8xEOQ6docNgvOcefxv2yt+I4mDeIWXd3d+QPee3VDl4JAlz5lPuaecZpFZxFgCP6MDk/qTU52DJ4SxhyqptIkOlvrrkdAdkRs8PwkatsSDkEYg49LHsrh0KU7NGVQXLPz/FHgMD6/kvM749HNQZQscpsdslawMrieLbnLkmEHwaYyiyDz+2tX87eYP0HQDYRgYumD8Zf3pP6zD7x5/6FldGDSiE4X7y4mKsROX0HBGqK6m70HcLi9vPvMzA4eHlqCqjytvG86SOZtxOjz+QNhqU4mNj+SjV2b5z7Vl3R42rOzDZTedwboVu4Lqmd0uL1+9Pz8oCF44axO6HvzL5vWErodeu/zotDFNTg8+Wb+20XbGs3ftYGL7+pvTFu/dw80/fA+A19B5QZaZ2K4DV3fryX8WzA3QDFZlmT7pGSRGNNwx/485s5iWvcV//MaiQiZ99xXfXXol7ZJ8roZntmzJlM0b/EH8QXRDkFddxdebNzKmdVtiDihLPD1qDGd8+G6QEoZmCN5fs5q/DQ00JQjHX2dNZ+7uXXh03f9evrBkIVmxsYxu3XhDHZNTFyEE7+56nxVlq3AbbiQk5hTP4+y00SGzo+AzmUi2hu8jmV4wIygArnvsXuc+Wka18G+r8dbwwraX2OvYhyIraIbGWU1GcknWRf5SvoFJA1hYspht1TkBY0tI2GQbI5sMDzpXhBLBPW3v5KWcV/0ZYV3oZEZmsKs2t6G3BoBarRZrnQfdck8Fo1JHsr1mO8XuYiyylX3O4Cw0gEN38N3+qYCvaU4g0ISGTbaRFZnJmSFk4UyOHjMIPs1p1zmDz397iOULtlFd6aRn/1akZR47kXlFkWl6BA1wu7ILQm4vLqjE49FCKlHUR3pmIq9+eQefvzmH9atySWkSS6cezZg2eVlAsO1yevnlmxX0HdIWVZUJoXJFWUlN0Lb6HPdC4ahHMcPk9KfE4QjrHFcXQwhqvV62lBTzf3N/Y2X+fiJVC5d26coDA4dgU1U8us5tP03DUUej2GsY/LAtmxEtW3Feh058s2UTVkXBEIK06BjuHzikQXe6MqeD77ZuDgrW3brOGyuX8eKYcQAMyWrOwMwsluzde9gcdN5atQKrovB/837jo/Muold6U3aUlRFpsVB9WL2w19BZV9i4usxKl4vZu3YGzc2paby5coUZBP9ByK7exoqylbgPNHsdzGJOy/sx7DHhMq8HyXeGvneALwi1y4G9G2/seJvc2t2+zOqBj9usot/IjMz0Z0tVWeWhDg+wqnwNP+b9RL6rABB0ievMpVmXEGcJrd3eOa4Tr/R8kQ2VG/EKja6xnVlZvpo8Z36Dbnk2xeofVxc6r+a8zsaqzRjC55SnygptItLCBsGA3x0v3hLPqNQRVHor6RTXkR7x3U1liGOMGQT/AbDaLAwZ1flkTwPwyZoV5VcEbbdHWMMqUTREemYi9z9xof/v5/7+Da4Q1smyIlNaVB02gGjeJlhpov+w9iyZuwWjTjZYknw1x97DssmqRQnbwGfyx+CsVq1ZkbcvIEMbCkMI2iUlcclXk/26wjVeD5+uX8fuygreHn8eK/L2hZRPcmpevt2ymTfHn8udfQcwY0cO761dRV51FVd99yVJkZG8cvb4sMYUe6uqsCpKUKBpCMGW4mL/35Ik8ea4c5m+PYdP169led6+Okuv+B30bvlxKktvuIVmcfEhs+AysL+qitGffkD31DRSoqLZU1VBl5QmXNq5a4Ceb7nLiSrLIccpcgQ/hJqcnqwsX+UPgBuDhMR5GefW+3DXNqYN22t2hMwGJ1uTAsooqr3VbK3ODiot8Bgefi2YEVAyIEsyPeK7YZUteAwPnWI7EqU2vKppU2z0STxUwjMwqT8/5f9CmacsbLbbKlu5LOsSf6A6t2g+G6s2+5UhNKGBQVi94MNx6A76JvYmzXSSO26YjxQmx5TLbjojpBLF+ZMGHTPN3MTkaNQQzWyyJBGfHM3ND45FVoLPtWpRDju2Bma0bn9kPAlJMdgjfEtX9kgrCckx3PPYedjsFr8VtM2ukpAUzSXXDzsm12ByanJBx85kxsYFqD7IkoTlQHOahE+y7MZeffh1+3Y8euDN0K1rLNi9mz2VFfVmlA+WHCRE2Hl5+VL2V1Xh0jScmsa+qiou+XoKry1fSmFNcODYLDYOb6hgVZJonZjItOwt/LBtK1VuF4osM65de2yqGrac0aV5WV9YQPP4eAZkZmE7TJHFAPJqqtleVsY3Wzfz5qrl/JyzjZeXL2HEx++zq6Kcn7ZlM+GLT7js6ylh59Y/I7REosnph1W21usWVxcJiTNShjIu/ex69xvdZFRIlzmbbOO+9vcGbHPozrAZ0RqtNuDvbdU53L3mL7y+/S3e3fkB96y5/6gUFmyKjX91/jujm4wixZpMRkQGE9LH0TO+B3GWOFpHteLONrcxNGWI/5h5xfNDSqNpQkNtRA5SCIEiH13yyKRxmJlgk2PK2Av7UFXhYMq78xBCIASMv7QfV94aXHt1tJx9QR+mfr40SL3BYlPpPbANLqeHV//zA8ZhN2OvR+fzt+fwjxeu8G9LSo3l/R//woIZG8ndXkjz1qkMG9MVm91C+66Z/DB5GQX7yugxoDVjzu9NVPQRyKmZnHZEWCx8d+mVfLlpAz9v30aCPYKrunXH5dWYtm0rNkXhks5d6ZeRyRXfTAnZeGZVFHaUlzEonPmGxcIFHX318TN37sCja0EBqtfQ+d+yxby2chnPn3U2Y9seqmVPiIjg/A6dmFqnJhhAAWbv2sn83bmAL9A+eGxD5QwHg/LXz5nI4/Pm8H22r9xClqSQbnngs3N2axrXff8NxY7asNlzRZKItFi5p7/Z0PNHYVDSAGYUzMIQ4YzCD9ElrjPXtbymwf3irfE83uUxvtr3DRsqNqBKFvon9eHyZpcFNcSl2JKxybagAFNBoVvcIWMXj+HhhW3/w6kHyvx9vmcKbaLbHLEDW5QaxaXNLubSZhc3an89zPujSAr9kvqwtHQ5hjAQGEGGIgApthRSbKFlFk2ODWYQbHJMkSSJy248gwuuHkxZcTUJSdFBmeHfS9NmSfz1qYt4/h/fgvAtA8fFR/J/r05CtSgU7azAalWDmuOEEORuK6S22sWv369i4+rdNGuZzLhL+jFqYs+g82S1TOH2R8Yf07mbnPpEWixc26MX1/YIlGQ6q3WgsUrn1Casys8LCoQ9uk7rhERsqspLZ4/nzl9+QAiBR9eJUC2c2aIlYw7UxhbV1oY1qdCFQNc07p85nSHNWvgb2AAeHz6K1KhoPlq3mmqPh7aJSeyqKA9oRgO4f8Z0+jTNJCUqmsow9tGKLNO9iW+5NcJi4alRo3lixChyK8qZOPnTektDBLCnKtg5T5YkUiOjsFtU+mdkcUff/mTGhq6/NDn9yIzM5JKsi/hy79e+jKwAtwj+fFllK73jg39bw5FqT+GONrc2uJ8syVzf8hre2PG239XNIlmIUCI4t+mh3+z1FRuCFH4ANMPLwuJFXN780kbP7UjQDI1tNTm0jGpOoavQX+N7kEglkhtaXse49HNYX7kBi2RhTcVatlZnI4SBIqlYZAt3HWaiYXLskUJlKo43ffr0EStXrjzh5zVpPMUFlfz6/SqK8yvp0a8VQ0Z3DqvlC7BzWwFff7CAvbtK6Ng9i4uuHUJqevzvnkf+vjI+ef031q/YSUJyDJdeP4whZ/nqn71ejZxNedjsFlq1T/OXW9RWu7h8xNNBdtGSLNFncFu2b8nDUePG7fJisSgoqsJTb19Hx+7mcq1J49lfXcXZn37krwkGsCkqQ5o1550J5/m3FdfWMu1AecLQZi3ond7U/1ldk5/HVd99jVMLb90dZbHyzKgxnNM2vD71u6tX8tyShUG1uHZV5eHBw4iz23lk1q+4DntdlWTeO/d8hjZrETRmldtNv3ffaLRaxuG0TUzi16uuPapjTU4PKr2VbKjYiCqrbK3KZlHpEn921iJZSLYl8X+d/4lN8T3ACSFYVb6GGYUzcWgOeif0YkzaWUSqDSuihGJ37R5+LZhJkbuYVFsKO2t3ku8qIEqJZEzaaJKsiXy8+7OQzWzDkodww2F6vkfKXsc+NlVtxipZyHcVsrxsBV7D5+6mSAoIgVt4UCUFr9CwSBZkSebB9vfRNibYrXRXbS7ba3YQb4mjR3z3IKk1k6NHkqRVQog+h283M8EmQaxbsZPH7vwEXTPwenXm/bqBKe/N58VPbw6pkbtm6Q7+dfeneD0ahiHYtS2f2T+s4X+f3UpWy6NfyinMK+fOS17zy6OVFFbx3N+/Jn9/GRdfOxSLRaVTj2ZBx0XF2Bl7YR+mf7sqQEHCalVRFJmqcge67su+eb06Xq/OC499yzvf33PUczX585ERE8uXF1/Gv+bOZlV+HhGqyqWdu/LgoKEB+6VERYXVyO2Rlk6/jEyW799bT8ZV0FA5vUvT0EJpAhsGbl3j3PYdKayp4eVli9GFwKvrdE9L55Wx48OaekRbrYxq2ZpZu3aEDYQtsowuRMj658zY8GYhJn8M4ixxDEnxmRD1T+xHx9gOzCicjUt30i+xL6PTRvkDYICv933LzMJZ/qa6Alchi0uX8HiXx4hQDjVYHjSECKULXJfmUc24ufUN7KzZxVNbn/UH4LW6gx/zf2ZgYv8ggwrw1Rn3Tmy8+cbhCCH4MPdjFpcuRTf0A8UMgd+ButlfgWBo8hCyIjIZmDyAWEtoze2WUS0CZOBMjj9mEGwSgGEYPPPwV7icdeTHHB7y9pby7SeLuPKWEQH7CyF4+fHvA4JNTTPQatz8/baPeOCJC+nSu0VAU9zeXcUUF1TSql0a8UnRYecy+d15uJzeABkzl9PLZ2/8xoRL+/ub2UJx84PnEJ8YzXefLqamykmr9unc9vA4/u+ez/wBcF3y95RRVeEgNv7oMhImf046Jqcw5aLLGpQ1C4ckSbw9/lw+27COD9auYl9VVVBloC5EyEztQcQBVYhQgagsyQxv4XNrvLl3X67p3pP8mmqSI6PCGnb8uj2HJxfOY29VJfE2O83j4tldWYFFlnF4vaiy7Jd165SSSpTFytL9ewMC5QhV5dY+jTPEMfljIEkS/ZP60T8p9H/3Km8VvxbMwFtHWcErvFR4KllQvJDRaWdR4ang/V0fsb5yAwJBjBrN0OQhjEsfS7Ql/L1iat60oPpgj+FhcelSxqefw88F0/1lEzbZRrOILH4rnMMXe76kTXQrJjYdTxN7k0Zf67qK9SwpXRay6S0UhhDEWGIYk35Wo89hcmIwg2CTAPbvLg2phetxa8z9ZUNQEFxb7aK4ILgmEKAwr4J/3PExIyf05K6/T6S6ysljd37Cjq35KKqM16Mz7pJ+3PLg2JABxIaVuSEDVkmWydtTSqv2oSWkwKdvfPnNZ3L5zWcGbLdFWKAi9DFHqmFsYnKQ36N8YlEUru3Ri2u69+Tx+XOYsmkDmmH47JIFvDB6bNiAFWDGzu3M3b0r5GtXd+9Bm8RDOt82VaVFfELAPkIIfszJ5u1VK8ivrqbS7fI3w1W4Xbh1jRt69GZs23a0SkhkR3kZO8pKaZ2YRNfUJtR6PDw061dm7dqBIklEqBYeO3MEfZseWdORyR+bnTW7UGUV72GKKh7hYV3FBkY2GcG/Nz9FqafUn1Wt1mr4uWA684sX8K8u/wjbJLbPsT/kdkVS6J/Ul67xXZhXvAC37ibJmsSsotn+ALbIVcjKstX8s/OjZEQ0DTnO4SwoWdigXnBdDAwch6lWmJwamHd9kwAsVhUjTKOO1Rb8cbHaLUhy+ADA5fQya9oaRp/bi8/e+o1tm/YHNKz98s0KWrZtwpjzg5eLmzSNZ19uSdB2r0cjIblxFq6HM/6Sfnz+1tyAzLWqKvQe3AZ7ZPhAw8TkeCNJEo+dMYJLO3dlbu4uIi0WxrZpF2SfvKW4iE/Wr6WgtoaRLVrx647tIWuK7YrC2Dbh64gP8vKyJby9emXYumSnpvHJhrX8ZeBgVFmma2oTuqYeyppFWa28es4EqtxuKl0umsbEoMim+qZJIDGWmLCygbIksa5iPTVaTUht7VrdwRd7pnB32ztDHp8ZmUmJpzRou4FOojWRpoqdNtGtEUJw79oHAjK4BgKX4eLLvV/zl3Z3N+pawqk+hMMqWeiZ0OOIjjE5MZhBsEkAaRkJNG2WxO4dRYg6ZQi2CAvjLwle5rJaVYaf0505P6/H6wld0+hxe5n363rWLNkRbGfs9PK/f33P8vnZ3Hj/2aTXcbu75IZhrFm6I8jVLT4hioR6yijq48Krh5CzOY/l87NRVBlhQNNmidz3+AVHNZ6JyUGEEKwtyGd7eRltE5Po3iTtqDLEHZJT6JAcOuM1LXsLD8+egVfX0YVg2b7QhhwAquwz1FiVv5/316ymoKaa4S1aMqlbT+LsPqm/KrebN1ctx91A85tH16lyu+q1dI612Yi1BfcMmJgAtIpqSaI1gQJXYdBndkvVVuIt8WHLCwSCDZWbwo59XtOJbKjcGFD/q0oqo1JHBmgPV2s11GihTVtyqnMafS2DkweyuWpLo7PBGZEZAdJtJqcOZhBsEsQ/X7yCB697F4fDgzAMDEMwaHjHkNla8BlOVJbXsnJRDroW/ISsKAqSJIXNGAshWDJnC+tX7OLtqff4A1x7hBVFkTGMwBt0dZWT7I37aN/lyJdbVYvCLQ+OZcx5vaipdtE0K4l2XTKOmZGHyZ+Tarebq7//mpyyUr8kU4fkZD4676KgUgZDiAMi+EeWLXVrGo/+NhNXnQY6p+ZFPWDmESS1JsH20lKeWDgXt+bTIt5cXMTkjRv48YpJxNsj2F5WilVRGgyCbYpKnM3UyDY5eiRJ4sH29/PX9Y8EOa55hcaGyk1YJBW3CB0IW+XwK3Wbq7YgEfgbrgmNucXz+blgOim2FC7Luphu8d0I90sfY6m/kXOfYz9F7mKyIjPondCLZXHLWV+5EbfhRkVBI/R3SJVU/tr+ftPu+BTFDIJNgmjaLImPf32A1Ut2UFpcRacezWjWKthy+CD2CCv/98okdmbncc+Vb+H1BP4YyIrE2Iv6Mufn9ZQVV4ccwzAELpeXaV8s5Zo7RwGwZsn2kDXBXo/G6sXbjzgILi6o5In7vmBXTgGyLGOzW7j/iQvMANjkd/PEgrlsKSkOaA7bVFTEUwvn8Z8RvmaYMqeDf8yZzcyd2zGEYGBmFk+OGE1WXOP0czcXF4X8rGpCEKWqWBQFh9eLRZZRZJlnR43hgZnTA4Jmt65T4nTw/ppV3DdwCFa54QBYAuLsNt5cuZxJ3XsQawbDJkdJki0xrOVwubecrIhM9jn3B2WKZWQGJQ4IeZwudH7I/zHkuA7dAUCxu5i3dr7LnW1uY2DSQJaULg1Qb7DKVsaljw04VjM0vts/lTlF8/zjWGUrhjDomdCDW1rdxC5HLhsqNxKpRNIroScv5bxKsbsYj+FBQsIiW7im+VVHLQFncvwxH01MQqKoCn2HtmPM+b0pKazipce/581nfmL7lrywx7Rq35RHnr0Um91CRKQVe6QVq03l9r9NILN5Mvf+y2dFHC7m9Ho0tqzb4/87KiYipDaxxaoSHRsRtL0+hBA8fNP75GzJw+PWcDk9VJbX8p/7J7N3V/ERjWViUhchBNOytwTJiHkMne+3bgF82d9Lv57CzJ3b0QwDQwiW7NvL+V9+Ro2ncR3m0VYbeph6/R5p6bx89ngmdevBnf0GMHPSdaTHxCKHyHt5dJ2ft+dwwZefc9FXX4S0OQ64PmBfVRWvrljKOZ99TIXL2aj5mpiEIs4S+qEvzhLH3zo+xJCkwUGfWoFgQeki9jj2AuA1vKyrWM/KslWUuEvwGuENXQ7iMTx8ve9bJrW4kl4JPVElFbtixypbGZs2hqHJgwP2f3X7G/xaMJNavRZx4H9uw41XeFlbvpafC6bTLqYtF2aez9j0MTSxp/Kvzv9gUvMr6BHfnTNShvL3jo/4JeRMTk3MTLBJWIQQPPPwVyyduxWX04MsS/zyzUquvnMkF149JOQxg0Z04vPZD7F8QTa6btB3SDviEnyNPf2GtufFT2/hk9dns3TO1iBLWUWVad76UMPNsDFdeO/F6UHnkCTfa0fClnV7KS2uxjgss6x5dX6cspzbHh53ROOZmNQllEYv+OyPARbt2U1BTXXAfoYQOL0a07K3cEXX7g2eo01iIhkxseysKA9oMIpQfQ53I1q2YkTLVofmpBtoYRp49lVV+oPxxnJ4FtnE5GiY2HQ8U/Z+FVD/a5WtTGw6jkg1khtbX0e8NY5fCqajHajxFQicupM3t7/NtS2v5sVtL/k/u5qhNXo1L8+Zz5NbnsFreDi7yWh6JHQjKzILuxK4ulHgKmRj5aYgp7eDeISX2UVzGJk6nBqthhR7CoqkYJUtDEsZyrCUoSGPMzn1MDPBJmFZs2yHPwAGX8mC2+Xlw5dnUVYSuqwBfGYVw8/pzqgJPYlLiELXDb58fz5XnfUsD177Loos065LBharEnCcxaJw7pWHlrziEqL450tXEhVjJzLKRmSUjagYO//835X+wLqxlBVXI4f4odR1g8K88iMay8SkLpIkMTCrWdDnS5YkhmQ1B2BnRRneEKU9Ts1LTlmIrnYhmLxxPeM+/5iRH7/P84sXUu3x8N7EC8iMiSXKYiHaasWmKNzQszcjW7YOGqN5fDztkpJRDpuXVZaRJemIAuCDeHSd2bt2HvFxJiYHGZk6nPMzziVCiUCVVCKUCM7POJeRqYfkNxeXLvUHwHUpdBXxfPaLOHQnLsOFy3ChoaELHYvUsLuaLnR21e5in3M/vxbO5KPcT1Gl4FzgzIJZYQPgg1R7q7ln7f38c9Pj3LX6XhaVLGnE1ZucapiZYJOwLJq12R8A10VRZFYuymH0uY1z3Hnxse9YMGOjX5Zs8W+biYyy0W9Ye5bPy8YwBJktkrnnsfNompUUcGyvAW2YPPdhNq/ZgxCCzr2aB5RIVJTWMPndeSydt5XomAjOnzSIEeO6B2UG2nfNwOsN4Rxkt9BrYLB9pYnJkfD4mSO5YMrnuHQNl6ZhV1Xsqsq/zhxBmdPBN5s34zGCP3+RFgudUoLr7f86czq/bN/md5F7Z81Kft6+jZ+umMSca25gdUEeZQ4nPdObkhwZvt7wnfHncf20b9lZXoZ6oHluWLPmzNudW+/1yABhAuXEiCMrRTIxqYskSZyTfjZj0s7CoTmIVCN9FsN1CNdE5nNmU4K2CwRto9uQ58qj0ltFjBqNQ3cG1QnXrTX2Ci9F7mKWl61kUPKh5Ms+x37mFs9v8DoEAk1oaELDDXyY+zEptmTaxbRt8FiTUwczCDYJi81uQZalIIkySZaw2ep/6s7euI/Vi7djGAbzpq8PaJYzDIHbrdGsVQoPP3MJXo9OZFSgtFJVhYNpXyxh7fJdpGckcP6kQUHmGNVVTu645DUqK2rRvAZQziv/nsqOrfnc/EBgk0NKWjxjzu/NzGmrcR9ww7NYFRKSojnr3J5H+taYmATQIj6BOdfcwFebN7K5pIjOKalc1LELcXY7507+lK0lRUHHyJJEjNXG+LbtA7bnVpTzU052QMOaR9cprKlhWvZWLuncld7pGY2aV0pUFD9cPomc0lJKHLV0Tm1CbkU5C/bsrvc4A5AFKJLkN84AX+nF9WEsoE1MjgRFUogJYx88LHkI0/J+DMjGSkgkWhOoDiFxJhCk2FN4qOMDvr+FYG7RfKbs/Qqn4fQff3jDndtws6lqE4OSByCEYGftLn7M+xmjHh1gBQUdPWgsj+Hhp/xfzCD4NMMMgk3CMmpiT36ashy3O3BZyOvWePu5X3jm4S9p2iyJG+87m/5ntGfuL+v55uNF7NtVgtejYQiBIktoIWTTvB6NzWv3YrGoQc1vZSXV3HHxa9RWu/B4NDav2c38GRu589EJ5O8rY+v6vbRsmwaSLxD2BcA+XE4vP0xexsXXDQ3SEr7jb+Pp0C2TqZ8vxVHjYuhZnbnw2qFERJrapia/nzi7nRt79QnYtrWkmO1lpWghMqoZ0TF8efHlRFgCHyjXFuSjynKQaoND87J47x4u6XzkeqNtk5Jom+RbZenWJI1+GVks2783QDnicBRZomVCAnsrK1FlGY+uc2ff/n4bZhOT48XY9DFsqtrMrtpcNKFhkSxYZSs3t76RZ7c+H7S/TbbRO+HQyqQkSexz7kOvI1sWSk9blRSSrEkUu4v579YXqPBWohkaBqGD4FRbCh1iOrC8bDmuEBrBJe7g0iaTUxszCDYJS6t2aVx371m89+IMFFVGknwBsCRDaVEVAPtyS3jqr1N8pQ0Lsv1Z1oNoRvi6Q3tE6Gzy52/NparS4dccPliL/MI/v0W1qHg9GutX5KIbRoChx0EsVoXtm/PoOzTQLUuSJEZN6MmoCWbm1+TEUFhT47M/DoHH0PnPgrmc3aYto1u39e+XGhUNIVQdJHzlE8eCt8afywdrVjF50wbyq6vwhGjsi7ba+PmKa9heVkqJw0GX1FRTHs3khGCRLTzc4UG21eSwq2YXibZEesb3wCJbmNh0PD/m/4zX8CIQ2GQbnWI70DWus//4am8184oXNFjXK0sKw5KH8Fz2ixS5i8Maz4Avk1zprSK7OhtvCDk2RVLoFNvx6C/a5KRgBsEm9XLelYM44+xurFqcg8Wi8up/plFdGSiR5HZ5WThzI0faZ7N22U6cDndQJnb5/OyQphtC4Hel07Twsk66bpDUpH7hcxOTE0GnlNSwOrxFtbX8mJPNrztySI2K5plRYxiYmcWAzCzibDZqvYH1+AL4KSebh4cM+93BqFVRuKVPP27p04+1Bflc+e2X/vpjgAhV5a+DhiJLEu2SkmmXVM9gJibHAUmSaB/TjvYxgcmMceljscpW1lesJ0KJZFDyQHol9AioI85z5aPKKl49OAiWkLDKVmyyjVtb34TDcFLmKas3AAb8EmmF7iJkZBRJ8TvUycjYZTtj08ccgys3OZGYQbBJgyQkRTNqQk8ctW4ctaFtIo+i0RxZkVm5MIehowPlzmLiIijKrziKmfpk1rJapNCqXdpRHW9icixJiYriii7dmbJpfUCQCfhvuV7DYH91FddP+5ZhzVrwxriJ/GXAYB6a/WtQY5rXMPhuy2au6RG+KbXU4eCDtauYvzuX9JgYbujZh34Z4Y1leqSl89kFl/DsogVsKSkiPSaGe/oPYkxrs7bR5NRiR81O/rv1eTyGBx3DVydsS6RPYuD3IdmahBZCO1hComd8Dy7MPI+mEU3RhMZrOW/gDmPXHClHoMoWqrSqgO0GBlbJSvPIZlR5q+gc15lzm04g0Zpw7C7W5IRgBsEmjcYeYSEyyhaUCQafdu8RB8JC4PUG/1BdcPVgXv731KDSilAoqkx0TARulwddF3TsnsXfnr30CCdiYnL8+MewM+mcmsp7a1ZRWFNNtccTUlfYo+ss3reHH3OyqfV6sMgKbj3w++HSNHZWhJf0K3bUMv7zT6h0u/DoOhuLi1i4Zzf/OmMEF9dTS9wjLZ3PL7zk6C/SxOQ44zW8PLv1eVyGy79NIJhZOIs4NZYJGYe03pNsSXSO68imyi0BJREW2cL5meeSGel7KHx28/Pk1G4Pe06P8IIIr0F8d9s7SDAD39MaMwg2aTSyLHPlrcP54OWZAQGqzW4hJS2Ogn3lQWUKFqviS3lJkr+U4SCaZtBrYHC2acS47uzMzmfaF0uxWFV0zSA61k5VhSNAZcJiVThzbDfu/df55O8tIyrGHtQMZ2JyspEkiQs7dubCjp1ZsDuXO37+gZowmSeH18s3mzdxz4CBKLIEh1VSRFos9GiSHvJYgLdXraDC5cRbJ8h2ahqPz59DhcvFt1s3I4ALO3Ti6u49sanmLcDk9GBj5aYAg426TM37gXFNxwaURNze+lY+3v0Zy0qXYSBIsiZybYuraRaZBUB21bZ6A2AATWjo9TgqRqnm/eZ0x/wFNDkizr1iIKqq8NlbcygvqSEtM4Eb/zKGrn1a8tRfp7BpzW4URUFRZPoNa0fnns0ZPKoz7zz3C4t/24zb5UWWZRRV4eYHziY+MdD0wuXwsHDWJuITovnbc5dhtaokN4lj7bIdvPnszwH7pmUkcvsj41EUmcwWySfybTAxOSoGZGahKjLUs8ihyBK90prSOSWV9YUF/ppiiyyTGBHBOW3bhT32t107AwLggzg1jReWLvKP9eKyxczctYPJF14a0kTGxORUw2W4w6o26EKj0lsZkJW1KTZuanU917aYhMfwEqlEIEkShjD4ePenzC1qWAsYQJVUvybwQayylZGpw7HKx6ZR1eTkYQbBJkeEJEmMv7Q/4y/tjxAiwJTi6Xeup6K0hppqF+lZiSjKoafyB5+8iPUrdrFo9mbsERZGTuhJ89aBJgE7s/P56w3vo2s6HreGxarSqUczbn94HO+9+GuQEkRhXjm11cGNdSYmpyoWReHDcy/kmu+/ptIdXF8fqVq4pHNXJEnio/Mu5OVlS/h8wzpqvF4EEGuzsSo/j0FZzUKOX+yoDbndECKgQc+laWwuLmLRnt0Mbd7iWFyaiclxpVNsh7CvSZJMpBLaNMYiW7DUCVZnF85hUcmSBhvhDqIcUJBYXr6Caq0GVVI5q8lILsw8/8guwOSUxAyCTY6aUH7t8UnRxIcoSZAkie79WtG9X2iNUSEET9z/BTVVh+qNdaeHTWt28+6Lv2KEyG4ZhmDR7E2ce8XA33EVJiYnlm5N0lh+4218uHY1LyxdhCxJaIZPU/vsNm05+0BDml210CYxCY9hYAiBIQSbi4u58YfveGfCeQw+YMl8kOzSEjz16P4ejsPrZVV+nhkEm5wWxFniGJDYn6VlywK2S0gMTBqATWlcMuTXwplhyypCoQud8zLP5Yrml+HQndgVW5DDncnpixkEm5wS5O8to7SoOmi72+Ule8M+DD34qV3z6qxfucsMgk1OOyyKwk29+3Jpl278uiOHSpeLQVnNAiyUhRA8s2hBkKGFS9N4ZtECpl0WGATvrazApqp4PME3eDmEBXKEqpIaFRW0r4nJqcptbW4malckc4rnAb7kSt+E3lzTYlKjx3DqjnpfP+gsd1AG7armlxOl+rLMB/9p8sfBDIJNTgkOt2auS0SUjepKR8h9ls/PpqbKSXRsxPGcnonJcSHW5rNNnrt7F1tLikmOjDxgluGr4y1zhr5hby8LdqbqmJyKJ0QTj1WWkSQpSK9YkWXGtwu/xGxicipydcuruKz5JRS5ioi3xBNtObLmtM6xnVletiKoHCJCjuDmVjegyAprytcSoUQwJGUwGRFNj+X0TU4xzCDY5JQgo3kScYlRFOVVBGy32VXOubgvv3y9gv27g2/8FovKhlW5DBxuOvWYnH4s27eXG3/4HgkwEGiGwV8GDOKW3v2wqypRFitVnuDa4fTomKBtGbGxjGndlp+3b/NLsElAlNXK6+dM5JHZMyiorUECkiOjeGXseGJtZj29yemHVbb6Zc6OlIuzLmRj5SbchhtNaMjIqLLKXW1vp3NcJwC6x3c7ltM1OYUxg2CTk47XqzFv+gbiEyMpKaxElmU0r05EpJVW7dOZePkAducUkrenNKQWsT3CeuInbWLyO3FpXm768fsgZ7iXli1hQGYzujdJ49Y+/Xhl+ZIAow27qnJv/0FB4xlCsKeyAlHnSyJJEq3iE+mXkcnsq69nd2UFAmgRFx+ypt/E5I9Oii2ZJ7v+m5mFs9hWnUO6PY0x6aPNjO+fFDMINjmpuJwe/nLVW+RuL/QHuIauExll475/X8CgER2RZZmxF/dl/oyNuF2B2lIWq0K3Pi1O/MRNTH4nC3bvDrndo+t8vXkj3ZukcUvvvgC8sXIZLk0jxmbjwYFDmdA+uIxh/u5ctpWVotcJgg0h2FJazIq8/fTLyKRFvCnsb2ISb43j4qwLT/Y0TE4BzCDY5ISh6wafvzmHqZ8vobbGTesO6XTq2YzdO4qCMryOWjcLZ25iyKjOAHTq3oyrbh/Bx6/ORrXISEgoFoUn3rgGRTU7dU1OP9y6FpC1PYghBE6v72FPkiRu7dOPm3r1odbrJdpqDavruzp/Pw5vsACxR9dZU5BXr3WyickfnU2Vm/ly79fkuwpItiVxUeYF9EroebKnZXKSMYNgkxPGa//5gdk/rvVnc7dvyWPH1rywdssLZm7koacv9i/bXnztUM6a2Iv1K3cRGWWjR79WqBYzADY5PRmU1SykfXKkxcLYwwwxFFlusH43LTqGCFUNKJ0AsCkKTaKCa4hNTP4sbKjYyMvbX/NLo+135vHGjre5vsW1DEzuf5JnZ3IykRvexcTk91NV4WDmtDVB5QzhAmAIrRgRnxjFsNFd6DO4rRkAm5zWJEZE8rchZ2BXVX92N9JiYUhWc4a3CK2nXR/j27VHkQN/0iXAIiuMad3mWEzZxOS0ZPLer4K0gT2Ghy/3fnWSZmRyqmBmgk1OCAX7y1FVGW/jNcrp2b+V2bxj8odmUvee9M3I5OvNm6j1ehjTui3Dmrc4KivjWJudzy+4hLt++ZHC2hqEgMzYWF47ZwIRFtPe1eTPS4GrIOT2cm8FmqGhymYo9GfF/C9vckKIS4jE6QgdATdpGk/hYdJo0bF27vrHuSdgZiYmJ5cOySn8fdiZx2SsLqlN+O3q69lXVYUsSWTExh6TcU1MTmcSrAkUu4uDtkcqkab7258cMwg2OSGsWLANWZFCOr9de/doWrZrwjcfLaSyrJY+g9sycmJPoqLtJ2GmJianN5IkkRUXd7KnYWJyynB+xrl8mPtxQEmEVbYysel4c7XxT44ZBJucELZt2h8yALZaFVxODy3aNOH+f5uSNSYmJiYmx5bByQPxGG6+2fcdDt2JTbYxPv0cxqSddbKnZnKSMYNgkxNCs9ap2OyWoMY4RVXIaJ50kmZlYmJiYvJnYHjqmZyRMgy34cYm25AlUxfAxFSHMDlBjDmvFxarQt2VJ1VVaNI0nq69W5y0eZmYmJiY/DmQJZkIJcIMgE38HJNPgiRJ70uSVCRJ0sZjMZ7JH4+YuEhe+PhmOvVohixLKKrMgOEdePb9G82aLBMTExMTE5MTjhTKseiIB5GkYUAN8LEQoktD+/fp00esXLnyd5/X5PTE49FQZMl0ejMxMTExMTE57kiStEoI0efw7cckEyyEmA+UHYuxTP74WK2qGQCbmJiYmJiYnFTMwhgTExMTExMTE5M/HScsCJYk6WZJklZKkrSyuDhYtNrExMTExMTExMTkRHHCgmAhxNtCiD5CiD4pKSkn6rQmJiYmJiYmJiYmQZg6wSYnlFUle3hu00y2VRbRJCKGOzueyTmZDfZSmpiYmJiY/C6EEAgBsmwqEpn4OCZBsCRJXwBnAsmSJO0DHhNCvHcsxjb547C6dA83LPoEt6EBsKumlEdXT6XS4+TyVn1P8uxMTExMTP6IlFfW8vzbs1m4YjuGEPTv0YIHbjmLJsmxJ3tqJieZY6UOcbkQIl0IYRFCZJoBsEko/r3uF38AfBCXrvHiptnowjhJszIxMTEx+aOi6Qa3/e0LFqzYjqYbGIZg2dpcbn74M9xub8MDmPyhMdUhTE4Y2yoLQ26v0TxUeVwneDYmJn8MhF6CUfM+RtUzCPdchPlAaWLiZ9maXZRV1KLrh74XhiFwOD38tmTbSZyZyamAWRNsckJw6xoGoY1ZBIJoi+0Ez8jE5PRHuJchKm4GYQBuhPMLUDtD4gdIkvVkT8/E5KSxv6ACXTfYs78Mt1cPet3p8pK7t/QkzMzkVMIMgk1OCIoko0oyWogsVYRiwSKb5hkmJkeCEDqi8h4QzjobHeDdgHB8iRR11cmbnInJSWL3vlL+9t+pFBRVIUkSdpuKqsgBmWCACLuF1s2TT9IsTU4VzCDY5ISgyjITsroxbc869DoZYUWSuK71AGblbWXKrpU4dS/jM7tyQfMeWBXz42liEhZtKwh3iBdc4PwezCDY5E+Gx6txxz8mU1ntRBy4zbjcXiQJVEVGOxAIK7JETJSdMwa0O4mzNTkVMKMMkxPGo93Hku+sZE3pHlRJwWvojGjagQrNxV9XfotT9zUpbKrIZ9re9Xw89FpU2SxbNzEJjQJhSoyQzJ92kz8fi1buwOPV/QHwQSyKQqvmyeTuK0MIweA+rbnn+hHYrOb35M+O+QkwOWFEqVY+GHI1O6tL2F1TRtvYFAQwYdbrAaoRLt1LdmUhv+VvZXRGp5M3YROTUwzh3QTadlBbIpQuIMX7SiACiECKvORkTM/E5KRSWl6LpgXX/3o0nW4dM3n32UknYVYmpzJmEGxywmkVk0yrGF8t1re71yBLwcLlDt3DvIIcMwg2+VMhjErQckFJB+ECbQsoWaC0QJTfBN6NIEkgBFjaQ9xzUHEroIPwAjLYhoP9vJN7ISYmJ4Eu7ZuGNMKIsFvo0SnzJMzI5FTHDIJNTirx1siQQbAqySTbo0/CjExMTjxCGIjqZ8DxGWABHIAEUiSgAxEgagDPoQoI7yZwfYOUugBcs8EoBWtfJIv54Gjy56RD6zT6dGvOyvW7cbl9q4tWq0rzjEQG9Wl9kmdncipiBsEmJ5UhTdpglVVq8QRsV2WZC5v3BGB3TRml7hraxzYhypRSM/kDIhyfgmMy4DnwfwBxIPAFcIY4ygvOHyD2SaSI8Y0/l54HntUgp/iCZsmsuzf54/DEg+cybeY6ps1cj6YZjDmjExeP64WqmJ9zk2DMINjkpGKVFT4YcjW3LvmcSrcTgUBHMKnVACIUK1fMe58tlfmokoImdO7ocCY3tht8sqdtYnLECKGB62eEcypIVqSIi8E2HEmSoPYDQge6DaHhSw0Hr6YEn18gqp8Ax5eA6jtEiofEj5HUrKM4t4nJqYeqyFxwdk8uOLtn0GsOp4f3pixixvwtCCEYObg9F4/rTUpiNG6PxgdfLWHOkm1YVIVzz+rGZRP7oKqmfOcfGUkc3kZ5AujTp49YuXLlCT+vyalLmauWi+a+TbnHgdfQsSsWNMNAE0aApXKEYuH5vhcxPN2UtjE5fRDCQJTfDJ4V+INdKQLsFyDHPYZR2BNE7RGOKoG1H3LiJ42bg/NHROWjBAbbMqhtkJN/PMJzm5icehiGYOX63SxauYOYKBtjh3chIy3e/9qND33Crj2leA9rnlNVGauq4PHqfhk1m1WlV5dm/PfRC070ZZgcByRJWiWE6HP4djMTbHJK8OSG6RS7avxmGrWaJ+R+Tt3Lh9sXm0GwyWmDr973KfAsIEDSTDjB+TUiahJYege/HoQMWAEXYPdlk2P/r/HzcHxKcLbZAG0PQtuNpDZv9FgmJqcaum7wt2e/Z/XGvThdXlRF5otpK3n49jGcNbQjK9fvZm9eeVAADKBpBpoWaKbh9misXJ/L1u0FdGiTdqIuw+QEYxbJmJwSzMrbGtJNLhQl7uCMmRCCtWX7mLF/M/sdFcd4diYmR4+ofAgcnxI2wHUvRop56EATXKilV9X3WvxbEH0P2M+B6DuQUmYgqa3qP7dRi3B8jVH9MuiFoXeSlBAyayYmpxdzl25j1QZfAAyg6QZuj8bTr/+Kw+khe2chbo/WwCiBeDWDh576jupa1/GYsskpgJkJNjklEPVmwA5hkWWGNWkbsK3YVcN1Cz8m31GJJIHX0JmQ1Y3He04IqTxhYnKiENp2cE3Hp/AQAkkFOQ7J0haSpiJq3wHvWpAzQWkKxl5QWiFFXnmgbveMIzq3KL38gHSaA9/PvURwMG4BtW3Q8SYmpxOzFm7F5fYGbVcVmZ9+28CmbXnIkoTRyHvNQSqqHbz56QIevOUsAMora1m+djdWq8KAni2JsFuPyfxNTg5mEGxySjA8rT2z8wOzwRIgcehHyyorxFoighrj7lv+Nbk1Jeh16tu/3b0Gh+bhub4XmoGwycnDs5b6F9wksI30/ZvaDCnu38fs1KLifhBVHAp6D2bB1AP/rgIqUtwzSKbDnMlpjtUSuoHN7dV4/eP5aJp+hOGvD10X/LZoKw/echZf/bSaNz6Zh6LISJKEEIKnHjqPPt3MUqLTFfOXz+SU4NHuY1lfvp9KjxOH7iFStRKj2vl797F8v2cdBc5KhqS24eo2/Um0RfmPK3XXsr58X0AADL7b/vT9m0ixR/NIt7NP8NWYmBxASQFJDlMJYUdKeB9JjjzmpxV6qc9ZLtSJpSiwDgClKVLkZUhqy2N+fhOTY42uGyxauYP5y3OIjrQzfmRX2rRI8b8+fmRXFq3c4dcHPsjhtb7hsKgy3jD7ujwaW7bn8+an8/F4dfAeWtl55JnvmfrubURGmBnh0xFTHcLklMGja8zM28KO6mJaxaQwumlHrEr9z2n7asuZMPsNXHrwMhj4ssfzxt5PvDXieEzZxKRehNAQxWeCUQLUvcFaIfkX5OMkTSaMMkTRUCDE90JKBvsZoBf5JNoiLjgugbiJybFC1w0efPJbNmzdj9PlRZYlLKrCXdcN57zR3QFfX8gbn8zn65/XIEmgyBIeTccwBIYRGOfIssQFZ/eguLSGNZv2EhcbwRXn9mXWwq2s3riHw8MiWZZIT4klv7gqaKwIu4Wzz+hE25ZNGNirJSlJMcf1vTA5Okx1CJNTmj01Zbyfs5jNFfm0j0tjQlb3sAFwnqOSGfs34zE0zkxrR5zFHjYItskquTWl9Eg0LTNNThxC24mo+jd4luFTdIgGqvFnZtU2SJLluJ1fkhMRanvQNhGYDVZAVIDzO8AAzwqfakTSN0hyVOjBTExOMvOW5fgDYPDJnbk9Gi9/MIeRg9sTE2VHkiRuv/oMzh3dnRXrdyMB701ZRFlFcNOnosikp8Zx7w0jA7b37dacq+79ICibbBiC/KJKjBA5Q6fLy4+zN6Iom/jfe4JbrxzGJRN6H7NrNzm+mEGwyUml0FnFY2t+ZF5hjn/b5op8ft63gQ+HXkPXhIyA/b/dvYbH1/7sM9UQgjey5zMirT3T928O2fDgNjSaRsQd9+swMTmI0EsQpZeAOBj0huhI17YiSi+DlFnHrR5Xin/e1xiHG4QLXzDuJrBJzwX6foTjc6Tom3zzFwK8a0DfD5ZOSKppN2tycvltcbY/AK6Lqsis3riXru2bUlxWQ1Z6Ahlp8WSkxfPgk9+GDIABJEnizIHBMptpqXF0aJPG2k37gl6zWi0YhuErhzgMr6bjPfA1f+PTeXRun07ndk2P8CpNTgamRJrJSaPC4+TCOW8HBMAAOgKH7uXfa38O2F7mruXxtT/jNjQ8ho4uDFy6xm8F23ig8yiUw+xfbbLKGWntSI0wl6dMThzC8cWBoLO+UjMDRCW45x/bcwuB8KxB1LwG7kWQ/C1S7ONI0fdAzF8OyLAdjhtcM3zHG2WI0vGI8usRVf9ElJyPUX4HQoReaTExORFE2i2E6m8WQjB56gouuvVt7v7nFCbc8Doffb2EWoeb5Wt3hR3vliuG0CQ5NuRr7Vs1QVWDQyNdN+jdtTkR9vpXcLyawe2PfsE3P6+u/6JMTgnMTLDJSePr3NXUet1hX99YkYcQwmcrC8wt2IYS4pfQo3v5rWAbqiRjCF8+WEZifFZX/t597PGavolJaLSNQGizlwCEF/TgjNPRIoSBqLgX3HPxGWrIUP0kIu4l5OhbwbsNIV4MfbDsWy0RFX8FbRcB2Wv3AkTt+0jRtxyzuZqYHAkTRnXjt8XZQWUKXq9O9s5CPF7dn6H95NtlxMdFBtXu1sVq8YU+vy3O5uNvllJaVkvn9uncfMVQLh7Xmx9mbUCrY9hks6r07taMZx4+n+Vrc5mzJJtf520JabwBoBuCNz6dT7tWTejaISPkPianBmYm2OSksbJkNy4jvHh5pGr1B8Dgk0vzhjDUMIC1ZXtxG5o/92aRZKyygl05fnWXJiYhUTvhKz1oAEnbYZlHAAEAAElEQVQFS8djd17Xz3UCYPB9MzSovAPDm+3TAlaaEvSzL0UgRU1CGDXgWUxw+YYLHJOP3TxNTBqJEIKqaiftWzfhmosGYrUoRNotREZYiTqgxnB4eYLLrfHtL2uJjQndDC3LEgLBlB9W8uSrv7A9t5jyKgeLVu7glkc+w+328toTl9GtQwaS5Gt8mziqG/++fyKSJNG/Z0vOHd0dRalfetPt0fjmlzXH5o0wOW6YmWCTk0armGQWFe0I6xSXERkfkAmOs0bgNUI/eR8+hlvofLt7LQ91HYOtAYUJE5PfixA6aNmAChGXgeMjEIdng+saVdhAbQeWoGblo5+D81sOBcCHUfkAUvIPkPA2ovy6A2oVsi8bHXUTku0MhFF+YI4hBz9m8zQxaQxL1+ziv2/NpLS8BlmSGDWkI5+9dB0bsvOIjLDSMiuJq//yEZoefP8or6zlnuuH8/j/fg56TVFk+vdoybX3fxSQWRbCF7i+N2Uxj98/gdf/c3nA/acuTpcXRa4/hygEVFSZ35tTHTM6MDlpXNGqL5N3rQz5Iwawt7acxUU7GdzE15gzdc+6IxpfIKjR3GYQbHJcEZ7liIp7DtQBGyAlQuyT4PgEvCsBq8/qGBXcs3w2xRHnI0XfGfIGe/TUM5a2DSG8Pte55JngXQdGOVi7I8mJvqPlBISSBfrOww5WwT4yeEwTk+NE9s5CHn12aoDN8axFW6lxuHjyr+cBPsWGCLslyApZliV6dMpi9NBOZG8v5Otf1qDrBrIsoSoyd15zJroR+p5jGIJN2/L8f4f7fnZqm45eT7kF+Mw7zuhvOjGe6pjRgclJIzMqgfcGT+Ke5V9R7KoOet2pe5m6d70/CC5114YcR0EilBdQjMVOgtXUPzU5fgi9BFF+M4g6XehiP1Q+CEoaKO0g4iqkqIuRJBn4z3GbixRxAcKzIMyrCgfLICRJAmsPhF6AqP0A4d0Els5IkVchxT2DKL/mQBZbAyJAjkGKvve4zdvE5HA++245Hm9gcOvxaCxdvYuSshqSE6ORZYn7bhzJf16d7g+EFVnCbrNw0+VDALjruuFMOKsbC5ZvR5YlzhzQjoy0eGpq3ehhki9pqcFqQg6nh3cnL2LG/M0IASOHtOfu64bz/NszwwbDGWnxnDO88+95G0xOAGYQbHLCMYRgSfFO9taW0z62Cf/sfg4Pr/qOWi24majugtPI9PZsLM/DfVgdsSzJWGUZt675ZdLsioVHup5tWiabHFeEcxqIUCU6btB3+/615kmEthIp/r/HdzL2sVDzEui5h72ggm00knTIVlZ4tyHKLgPhBrzgWY5wfAYRBwPgg9fkAvt1SEoKJibHCsMQyHL43+bd+8uCDCsALBaFgpIqkhOjARgxuANJidF8+u0y9hdW0rldOhJw8yOfoWk6Q/q25o5rzmTSBf0DxomOsjFycHt+W7wtIJNst6lce9GAgH113eD2v3/B7v1leA/UH/8wcwMZafG89sRl/PXJ76hxuP2NeJIEo4d14sFbzsJmO9STIoRA1w1UNbS9s8nJwQyCTU4oJa4arpr/AcXuGgxhICHRPq4JRohfvAjFwrnNuvv/vqRlH77KXU2eoxK3oSEBNsXC/Z1H0T+lBa9umcuG8v1kRiVwW/thDExtdQKvzORPiVGMT3u3Ppzgmo7Qbm+0RbEQGng3AAIs3RqlJSxJMiRPRZReCtqOAxstoGQhxf0rcPyq/wNRU2eLxxf8Ol4nUNpNgON1DDkWOfr6Rs3dxCQUQgi+n7GOD75cTFmFgybJMdx61TDOGhrcHNqlfVNy95Wg64H3Ba9Xp1nTxIBtaSmx3HXtcDLS4rnjH5PZdkAtAuC3Rdms2bSPL165ngh7YLPqg7eORlUVfp23GUmSsNst3HXtcPp2bxGw3/J1uewvqPAHwODTBS4sqaKswsF3b9/C9HmbWbhiB8kJUZx/dg/atWoScN2fT13BZ98tp7rGRZOUWO685syQOsUmJx7TNtnkhHLr4s+DmuFUSebMtHYsLNoOSGiGjirLXNCsJ3/vPjagLqtW8/DVrlXMzt9Kki2aq1r3o09y85NwJSZ/dIRnLaLmefBuBSUDKfoeJPvwwH1ccxCVfwkshwiFFIkU+xhSxPmNOO8KRPmdHJJZsyDFv4xkG1DfYYeOFwK86311wEoauGaBa6qvCc46CCn2H4iS0QTaODdEBFKTlYCKcHwJtW/4muvUdkixjyBZ+x7BWCZ/Rr75ZTVvfDI/oBnNZlX55z3ncMaAwIAwv6iSa+/7CIfL488I220q543uTusWqXw3fS01DjcOh5uqGheyLGOxKLjd3iC1CLvNwt3XncnEs7oTCpfbS3WNi8T4KBQluNntk2+X8c4XC0NKrl1/6SCuv2RQvdf90ddL+OTbZUHX/cSDExnYy0zUnChM22STI2ZzRT6vbpnLlsoCmkcm0jkhHa8waB+byuiMTkSpNhYX7WBuQQ6xFjvnNetOs+jEsOO5dS2kGoQmDOYUbOPXs+5ifmEODs3D0LS2tItNDRojSrVybduBXNt24DG/XhOTgwjPakTZtfjVFrRKRMU9iNjHkSPPO7SjbZhPEs27kbDKDABIIAd/noPOa1Qiym8KCqpFxa2QMgdJTmhwDF/Nb3eEpRuUXX5gbgcCas8CROnFINmOUPHBg9CLwfUj1LwGHDhW24gouwESP0ay9jiC8Uz+TAgheH/KkiCdX7dH4+3PFwYFwempcbz99JW88el81m7eR2y0ncvP7cvmnHyef3tm0Dig43KHNnRxub1s3VHIxLNCz81us2C3hZfSbNokDrtVxXGYY12E3UJ6iPrhumi6wWffrwh53e9OXmQGwacAZhBsEpI1pXu5ftEnuHUvAihwVrGsNNf/+t/X/ECsxY7H0HDpGqok8+62RVzYvCfnNu9O94SMoM5aXYQyNj702le5q7m384jjdk0mJo1FVP+X4KDWBTXPIiLO9X+2JUmBxA8Rjing/B7QQcsB6t4wZZDiwNqITK5rOiGd5oQBzp8g6qrQ8zUqEY6vQdvgy85GXArGfvBuIdC4w/AFv5bOB4LjuqUcKiEtnsF3XaWXAZX4A+BDk0bU/A8p8cOGr8/kT4nHq1NdE/ohMb+oMuT25plJPP3woZWTPXllvPLhXDye8NryobDbVFpmJR3RMXUZ2q8NL38wB5dHq1P3K2GzWhjeQElDTa0rrKHG/oKKo56TybHDDIJNEEJQ7KrBpqjEWX0C409v+BWXXr9VapX30I/awezu5NyVfLtnDTISmjCIt0ZyY7vBXN26P5GqlfaxqWyuLAg53rS96/xBsFPzsqIkF0WW6ZvcAqtsNhOYnEC0raG3GxW+WlrpkBW3JFmRoiZB1CQAhHsJovJBMKoBA9Q2SPGvBDSmhcWoCKEvDOAGURHyEKHtRZRedCCz6wJmI2rfg6ibfF06QTG1C+QmYI0CzzJf3bDwgqUvGHkhJNIOnqgw/Ly17IauzORPjNWiEBcbQXllcNlQTJStUWNs2Lo/pGPo4dRV45YksKgKY84IVmmoqnbyy9zN7N5fSqe26Ywa0iFkRnjV+j2kpcRSU+vG49WRZYnObdN59K6x9WaQAWKi7NisakA98UGaZ4RfNTU5cZhB8J8EQwi+2LmCj3cso8brYnCT1tzbaSR5jgoeWfU9xa4aDAR9kprxbJ8L2BomUG0MnjqGFiXuGl7a/BsVHgf3dBrB37qN5aoFH4Q87uAP18z9W3ho1XcokuyzQJbg1f6X0S+lxVHPycTkiJCbhA4GJStIoZ2o/LvYBkLKfJ9KgxSBpKQ3/rzWAfh+lg+7aUp2sB4qARLaPkT10+BZAELDl8E9+A1y+wJp58+EzCpjB0tX5OgbENpO0HYisIBnIWhRIKWCtizEsfX0jyhmXb5JeCRJ4uYrhvDcW8GSYlW1buYty2lQUzcxPgqpHkUJAFWVaZmVzK49JRhC0KVdUx6+fQyx0faA/XbtLeG2R7/A69VxezRmzt/C+1MW8+6zV5EYH+Xfb/K0Fbw7eZG/nEFRJGKibPznrxNJiIuiIRRF5vpLBvH25wsCSiKsFoWzhnZkxvzNtG2ZSsus5AbHMjk+mI1xfxL+tfZHpu1Zj/NAdldGIspixWsYARlfVZJpGZ1Mmac2rC7v0WBXLCwZ9yB2xcJ5s98kuyowq2SVVa5tM4BLW/bhnJmvBsmgRSpW5o29j2hL47IGJia/B+H8CVH1t8PqZiMg6jrkmHuPzzm9mxBld4PYG/yi2gMpaQqSJCGMCkTxGBCV1N/cJoHa5UCW1nNomxSLlDITSY4HwHDOgMoH8JVw6L4gXxiEVr1Q8WkO133NjpTwli/4NzEJg9ujMeaql0OaI2U1TeCFf1xUb42tphtceMtblFXUhpRPA1/m95eP7sJuUzGEwGoJnee7+eFP2bK9IGAcRZEZM6wjf7tzLABOl4cJ178eVM9rURUuHd+bWycNa+CKD/HT7A188NUSSspryEpPwOXWqKhyIEmg64I+3ZvzxP0TsVjMFc/jRbjGuPp9/0z+EBS5qvlu91p/AAxgIKj1uvHogV9wTRjkVBdR621I9unIkJEodPoMMV7sdxHx1kgiFd9Skl220DommVvaD+XHvRsIXTksmJW3pcHzODUvu6pLQmoOh8Kle3krewFjZ7zC2Jmv8k72wqD3xOTPhxQxDqL/6qvlxeYLDCOvRoq+67icTxgViLJJoQNgAH0fBzOxwvHlgeC8IXUHFRI+APs4/It+cjLEPHTgukAID1Q9gq+M4kD2WTjxZZZD3ZAjDpRZRAMyKJkQ97wZAJs0SHWtK6T6AsDevHKuvPsDbnv0c3bsLua9KYt49NmpfPrdMiqrfQ+iqiLz6uOX0TwjiXBVEXabhdx9paiqEjYAdro8ZO8oDAqkdd1g/vLt/r937CkJaY3s1XSWrt3ViCs+xLiRXfn6zZuZO+U+0lPjKCqtxuny4nB6cXs0Vq7bzWffLz+iMU2ODWY5xJ+AbZWFWGU1oEwBDt5CQz9Su4zGB4J1a7DCYWCQYvcJnLeMSWbGWXdzz7IpLC/djUCQW1PKhzlLqNU9eI3g+ilNCKq18IG5EIKXt8zhw+1LkQDNMOiT1Iy7O4/wN+kZQrC0eBf7HRV0ik+nY1wa1y38mC0VBf7M82tb5zGvMIdPhl57jC1tTU4HhF6MqHkF3L+BFAVRd0PE2UhyHJJkbXiAoz2vc+qBsoZwO9Qg9H0I92KofYv6lSgAJLCfg6zEYsjRB+p+NZ+ucfW/Ed51SHH/PtA4FyqY1gEbYMXXCKfgk2p7Bsk+ChF9F+A9ru+JyR+LhNhIbDY1yOb4IB6vxuZt+Vz3wMeoiozHq7N0zS6+mLqSd5+9ivTUOLKaJvDpS9dx6yOfs7GOvfFBhKDBOl1Zln0p4xB3LUsdI4vEuMiQWWuA1OSYkNsbwuX2snxdbpBbndujMXXmOq692HyYPNGYmeA/ARmR8WghXa18lsNHS4+ETN4ZdCWqVP/HyCopXN6iL5HqoRvmOzkLWVO+D10YuA0Np+7l3ZxF6IZBhBL8IyYBQ1Jbhz3HJzuW89H2pbh0L07di1foLCnZxaT5HzBpwYfsqSln7MxXuWvZFJ5aP52r5n/AxXPeYVtlYUDphdvQ2FJRwLKS3CN+P0xOb4RRhSg9D5xfg1EE+i6oeQ5qXjj+wZ6+j/oDWx2qHofqp0AEW4wHI4H9XIQ3GxxfBZZ1CCc4p/rskuWoA6UPIVCaQ+yjYBsNkVchJX+HZB/lG12SzADY5IhQFJk7Jp2BzRY+96YbAsMQfq1ft0ejutbFKx/OCdjv8nP7BAW7kgSJ8ZG0bl5/fa3NqtKvRwsUJfDeZ7UojK1jc9y0STztWzdBPSx7bbepXD7x6HSxvZoeNmMU7uHA5PhiBsF/AlrGJNMlvimWw7rT7bJKvC2y0eOokkyH2CZc03oA00bexhdn3sDu2jKUBoJgrzCYXZDNhvL9gK9J77Mdy4PUJ5y6lxn7NzOkSZuAQDhCsXBRi160jAn/4/ZezqKAco+DaMJgQ3ke1yz8kP2OchyaB6fuxaV7ya4qxBHiGJfuZU3pHn7dv5nnNs7ky12rqDnG5SEmpx7CMeWAokPdm5ETnD8i9OCs07FEsvYCKdx3UQVLN/CuIFieLBw2JKMQ3PMJLXvmAfc8UFqDkg6hHob13eD4BCnuaeTYR5HU8A+hJn8etucW859XfuH2R7/gnS8WhlR8CMe4kV15/L4JdGyThtJAk9tBDEOwbG1uwLZh/dsyfmRXrBaFCLuFyAgrCXGRPPu3Cxq1gvfI7WNo2iSeCLsFm1XFbrPQsW06NxxmfPHUQ+fRtWMGVotCZISVyAgr91w/gp6dsxp9zXWJibLTLIQqhKJIDOljfr9OBmZj3J+Eaq+Lv6+expyCbUhAij2Gx3tOoH1cE8bNfJVKb+gsVKRixWvoWGSZLgkZvDPoSqzKoSf5V7bM5fWt8xo1hyjVyozRdxOpWunzw1PoIT57dsXCqgmPMCtvC9P2rsciK1zQvCdDUlvX++PWbeoTIcsojoYI2UK01Uat5sGheYhQLFhkhc+HXU/r2JRjcg6TUw+j7CbwhPgsS9FIcc8g2cOo7QNC246o/QC0nWDtjRR5NZLSsDmG/3jh9WWhtVyCNIYtPX2mHDWvHvZafdh8ShPe1QfskQ//rtmQYu5HiroWoeUiyq72Zb+DSiOsEHEJctw/G30tJn9MHE4P73yxkO+mr0U3DITw1elaLAr/d98EBvVuhcerUVpeS0JcZINlCe98vpDPp60IKR92OLHRdn7+6M6g7flFlazbvI+42Aj6dm8RlLWtD8MQrNqwh7zCCtq0SKVT27Sw95ii0moqq5yUV9by+sfz2bm3hLiYCK44ty+XTezT6NI5wxC89vFcvvxhlf8babWqxETZeO+/k0hOiG70/E2ODNMx7k/I4qKdvJW9gP2OCnolZfGXziN5svd5ODUPSbYoJEmi0uPErYf+Ebqt3VDax6eR76yka3wGvZKygr7smw5kdxuDZhh8v2cd17UZSJOIWPIcwSLpneLTkCWJ0RmdGJ3RqdFjd4hL82eaj4TDK8MkfMYdFW4n3gMlJAczxw+t+o6vh998xOcwOU1Qm4MnlGGEDkrTsIcJ91JExS0H9H118G5AOCZD0rdIarNGnVqSLJA4BVH7Fjh/9G20DoSoa5Et7RDOHxAH9XwbxOq7Bs8C6m2es/u64CW1BSL5VyjqGWInD7h+ADMI/lOzc08Jtz/6OTWOwIZjTTfQdIOHn/qW9CbxfuUGIQTnjenO7ZPOCNsMd/H4Xvz42waqqg8ZSsgHssN1LYqtFpUJo7qFHCM9Na5B17ZwyLJE3+7NgYbl/VKTYigureGRZ6b6yxbKKx28N2UR1bUubr5iaMD+W3cUsCevnFZZybRpcShx8vKHc/hx1vqAe44wDJ7/+4VmAHySMIPgPyjT9qznsbU/+ksO8p2V/JafzZdn3kSrOmUFP+3bCFKIBgFJplVsCmPqCUTL3Q4WFzW+S9ZtaOyvrUCSJP7e7RzuW/EVrgNKDBJgUyz8tcvoRo3lMXQ+yFnMN7lr8Bg6vZKyyKksDNnQJyMRqVqpOayxTpVkRjVtT3ZlkT8gz4yKp9RdS4UncNlZANmVhVR6nH5DEZM/FlLkVQjHVwQGwSooLXzWyCEQQiCq/n6YlJoHhIaofg4p4eXGn1+ORoq5H2LuD37RPspXE9wY5FQwCgjSGgZfs5/QIe6/SEqTQ5slGRG2P+DErxaanFr868UfgwLguhgi2AFt6ox1RNgs3Hj5kJDHxMdG8uHz1zBl2koWr95JUnwUE0d354upK9i5pwRZltB1g+6dMrn+0kFBx5dV1PLTbxvJK6ygR6cshg9qF1YR4ljw3pRFQXW7LrfGF1NXMH9ZDvlFVTRtEodhCApLqnzN2Iaga/umPPPI+bg8GtNmrPPXOx/EEILvfl3Hg7eEX2kyOX6YQfAfEF0YPLVhekDNrSEETs3LS5t/46X+l/i3Fzgq/YFoXQRQ7Kq/ASfPUYEiSzRiNQvwlVb0TvZlxoant+OdQVfx2tZ55NaU0jEujbs6DqdjfFqjxrpzyWRWlOb65z4rbyvJ9mgyI+NZWbobCQkDQYRiIVK18mSvc7l/xTd4DR23oRGhWEiwRfKP7uNItEWx31GBhETTyDjO+OWFkOeUoMH6Z5PTF0ltAQlvIiofAaMUMMDaHyn+ufDLnaIS9PwQLxjg+X/2zjpMjirt4r9b1TqucXd3d4MEDRrcnUUX+RZYWGSRRRZ3dw8kJAHi7u4+k0kmmcxkfKa1qu73R810pqerRwIsyzLneXiA7qpbt2q6u06997znrPj15ibckPIxsugW0PMwibpVVViA9GCtA3ZB7F8QMRchlHCjfyGcSPuACt1x1eqxPVQxbsCfE8cKyjh0pLDe+/n8Gl/NWM/VFwwPVXirIzkxhhsvGxXmuTt2aCd27svh0JEi2rVKpV2rSAnatt1HuOORr9B1g0BQZ+7SnXz4zUreeuoS4uqYQFdfZGQds3w9qBlkHiowtzmYH/H+5p3ZvPnZUsYO7YTdrkaQYF2XbN9t9RvSgP8EGkjwHxSGlCw+uofZ2TuIsdk5u1UfuiebS7a53lLLyGMDyfr8rLDX+qa2JGa/A48e/pRvV1T6pNQs/i8O+CwJNEC6M47SoC9UmXUoKk1jEpnQrGtomwFprXl/xOW1n2w1bCs8zNr8A2HHDkqd4oCXO7qN48XBU/guayO7i3PpmdyMya16E2d38vPJtzL1wEYyy/Lpm9KSU1v0wG0zdWvNY5JCY53Vqjcf7F0RZimnCEGvlBYNYR3/4zDT3haAcdRMe1NqWWoVLiybyiAsWvlXmZu9C6TNAT0D6f0Ryt8GqjcluUBNA63AYgSJcJ8ZQYBD4yc+jiy4AAyvOa6IAaWRWZ1uwJ8XwlzxOBH4AkGCQQ1nLfrg6ujSvgld2lsXRKSUPPriTLy+4/c4ry/IkdxiPpq6kpsvG31Cc60NbVumkVdQVu/9AkGdWfO3cvHkgZb6ZyEErVs0RCj/XmggwX8gZJQeY2VeBnF2Fz8d2sbKvP149CAKgm8PbOC2rmO5quMwEhxujCi/Wemu8BvzqCYdaRefxp6S3JBVmEu10SelJX1SWtQ4n68y10V979G+Z7CvNC8U09wuPo0Hep2CQ/nliThbig5jWPwoe/QAGwqyOLNVL67uGLl8luKM5dpOw2sd/8bOo1h9LJPdxblmcIYwq+sHyvJ5dcdCLmg3kBe2zWPWoa3o0mBMk07c32sSjd0Jv/jcGvD7QwgBavQVCWmUQGCVSRIdg8B1EvjmcDyVDcyq6xW/zdxs7SD2CqTn3UilglDNkI+iWwi3XHOAc1iNzXrC1grS54PvJ6R2AGHvCs5xpl65AX9apCXH0SQ9kYMnUA1OT43H4TgxmuH3B5n600ZmL96Ow2HjrIl9mDiqG3kFpeTlR65SBjWd+ct21UqCNU3n82lr+H7OZgIBjZGDOnDdRcNDMch+f5AfF25j6Zp9JCfFcM6kPnTt0JSrLxjGph2HTsjKzB/UEEIwoFdr1m4+EFYNdjhULjl7UK1jHDpSyPwVu9A1g4mju9Os8YlpoRsQjgZ3iD8ApJQ8umkW3x3YGHqteqwwmNHD8ybeTporjvvWfc+Ph7aFbedW7TzZ/6wIna9XC/L+3uVMz9qMKhTObdOXS9sPrpWwnr/gbbYWRVpHuVU7bw69mLd2L2V9flaIqDtUlft6TmJK2/71vALhWJSzh7vWfBORCudUbNzadQzX1IHo1gYpJYtz9nL32m/xaIFQip0DBbvNRkDXQ41zKoJUVxw/nXRrqLLcgP8+yMBqZOmzoO0FtRki7vYaHR+sYJR/AaWPm+ETSMAOyS9D2WsQ2FARSuEH91mIhEcRv6F8Rga3IQtvrZBuAEoKIvklhL0nhncGlDwGsiIJzjkWkfhU1CrwL56LUQr+JaZZq2MkQomr8l4B+Gab18U52pSdNOAPhX0H8rjirx9Gfd9hVwkG9bBnMqfDxkN3nMrowZ3qfTxN07nx/s/IOJgfIp0up53RQzryl8tHc+4Nb4Wa6aqiVbNkPnv5mhrH/r+nvmPtpgOhcVVVITUplk9evApFEVz/t085fLQIn98krg67yh3XjOOMCb1Ys+kAL743n8xD+STEuwgG9bCKdDS4nDZ0QyINSazbgccfxDAkTdMTuOv6kyoa9CKxfmsWb366hN37jxLUwptcTx/fg7/dPKnWYzfARIM7xB8Y84/sYlrWJkviWxU2obAsdx+TW/Xm4T6noxkGsw9vx1bhD3xL1zGWjW5um52bu4zm5i71W0YalNaGXSVHI6zJdCk55CkKEWAwpRg+XeOJzT8xqXl3EhyuiPEMabbm1GY3M7xRexLsbrx6MKwirArBUW8Jo3/8N4aUnNqiB7d0HU28PfJYtUEIwWFvEZqhh8U4BzAIVCPfOpKyoI8fs7dyTmurDvsG/N6QgdXIgmsJVUe13ciiu5AJj6DEnF23MYI7oPQJwG8SukoU/gXRaLmpDdYPga0TQq2blZ7U9iPLPwZ9P9gHIGIvQSh1WxoV9u6QPs/cF0BtF/ruKO7Tka5TQD8MSiJC+e1WKQzvj1D8f2YVGkDqyMSnUdyTMLxzoPguKnxXoPRZZOxVKPF/De0vA5uQZc9CcGfFw8mtoVCOBvx3oH3rdGJcdjxRCN9tV42jXatUPvx2FXszc2nRJJlrLhhGv551c0epjiVr9nIguyCs6urzB1m4YjeXnj2ITu0asWNvTpiLhNNh48yTetc47v6svDACDGZcckmZl58XbSeo6WTnFIXel1LiD2i8+N58JozowsDerfnkxauQUiKEYOpPG3nto4X4/DXfm6u+X1LuIyHOxcfPX0lKDY4QazYd4G9PfRe18jxj3lYG9W7DuOFdajx2A2pGAwn+A+CbAxssgyCqQwhwq2aKk1O18czAc/h74BTy/eU0j0nCqf66f+4rOw5latYGyoJ+tIrUKbdq58oOQ1mYs9syiMKmqKw+lsmEZse/uNuKjvDYxplsLszGpdo5r3U/7uoxIep8bYrCJ6Ou4u4137K16DACaOZOwq4ofJm5LqTl/TxjDYtydjO+WWe2Fh6hc0IjLuswhJaxyRFj5nhL+HjvKrYVHaZLUhMuaz+YdflZdY6P9uhBdhYdrYvbTgN+B8jSp4lMZPNB2TNI91l18vmUnm8IlzxUwgD/MoRrrGmzVtc5+VciC2+oGFOHwHqk5xNI+x6hNq3TGKY8wtpkXwgVbCdm6l9XSP0oFN+L+WBQ5Y3iezBsnSsIcLXrXv4B0jkW4eiLDGw0PYpDDyfFyKK/IhP+gRJz7m869wbUDyeN6srMeVvDooSFgG4dmnLWRJN8Pvf34xK6/MJy3v1iGXsyc+ncrglnTewVkhzUhrWbsywrrALYvCObR+48nb88+AWl5f5QBPGA3q0571SzCBEM6nzxw1p+mLsZIQSnj+/JlNP7s2t/rmWTns+vsXlXNkfzSixJp6oq7NibQ78erSrO2xzj7Im90XWD979eTmmZj7osrEtp6oTXbj3IySO7Rt3u1Y8W1iq9ePuLZQ0k+BeigQT/ARCI0nxmhZGNO4T9f6LDXSdLr6Ch823mBqYe2ADAOa37cm6bvthrkESku+L4btyNvLpjEUuP7sVvaPh1jc/2ryHFGRPhwVuJqmlwh8oLuXzxB6HGPK8e5KvMdWR7inh16IVRj90sJpHPRl9NrreU77M2Mj1rM3tL88KOFzR0DpQX8NHeVWjSYH1+Ft8e2MB7Iy6ndxW9856SXC5e9B4+PYgmDVYdy+TDvSvpklD3sAMB/HBoM06bjRs6jWxooPtvg7bH+nWjyHRTEHW4OctiLH13pVERSFF3mNZq9xOeAOevsFZ7AZH0r3qN95+GNAqQpc+DdxoQJU2x/E2zOhzxI+BHeqeZJLj0WSwfTkqfRrrP/k3lJA2oH264eCTrNmeRX1SO1xfE5bThsNu4/5bIJfn9Wce46f7PCGo6gaDO6o2ZfDVjLW8+dQmtmtW+0pGeEoe9QmJRFYqqkJIUS2KCm5suH8WuvUdJTY6jf89WdGxr/l5LKbn8zvc5eKQotN9bny1h0crd3Hz5GMvjOewqrZom4/Va28DpuiQuJvI3XQjB+af147xT+5J7rISLbn0vwv3BCv6AxtG8EgDKPX7mL99FXkEZ3To2ZVDvNiiK4MChSKeJ6iguqWuCZAOioYEE/wFwRqtebCg4GLUa7FbtKELw2tCLTkiTKqXk5hWfszY/K+QqsbXoMM9sncMtXUdzSbtBYSlxVdHEncDDfU/jnPlvklGab+pkdaLGDNuEwqD0NqH//2jvSgLVqq1+Q2NZ7j4OlRfSwqJqWwldGvx1zTdsKzxcY8W2skqtSdPY/eGNM/lu3A2h95/Y/FOEhzDAzpLcqGNWhwSKAl4+2ruSBUd2MXXcjb9KE2ADfiUoTY/LBqpCuM1/6gDhOgnpn1thQVYVmpnOVh8Y+aBbfb50M874vxhS+pH554Geg7UVG4BeoUeOhgqioO2IcpBy86FDRP/+N+A/i4R4Nx+/cBWLVu1h574cWjRN5qQRXYi1IIfPvjWH8iqEMhDUCWo6L747n+cePK/WY506rgeffLcqzARQCJOs2lSFM695HSEEUkp03eAvV4wOkeBPv18TRoDBrL7uzsjF5w+QnhpPdk4hul5FSqcqnHFSL8qnWfcq2e1qaHwrCCFonJ7IbVeP4+X3FxDUdAxD4rCr6LqBXq1T3emw0a1jU/Zm5nHLQ1+gaQY+fxC3y07blmm8/MgUUpPjyKkgytHQu1vNzesNqB0Nj9l/AJzeoif9UluhRvlzuVQ7zw86jwGpdVuKzfWV8tn+NXy8bxXZ5UWszc8yl/6rkGyJ6bbwwvb5XLvsE0s3hkosPbqPQ56iUKMYgI6BTSjYhEKM6iDW5iDe7uTNYReHVZd3FOeESGpV2BWVzLJ8Cv0e7l83jYE/PMXgGf/ikY0zKa2IeF6cs4cdRTl1lixUYnfx0bDq+tpjB+q1P0CSw43NwhorYOgc8RQzJ3t7vcdswG8HEXcbUF0b7oTYa8OqjdIoQPoXI4O7IgdxTgB7H9MVwhzVHDPu1jprgI9PyE3UEAoluk7w94Y0ypAlT1QQ+Jq+dzaIuRSkxTbChXCdbv53NBcOoYL4770Of1bY7SoTRnThlivGcNbJvS0JsGFItuyMTO+UEtZtzYp43QqNUuN56m9nk5wYg9tlx+lQSUmK5axJvfn7c9Px+oJ4vAG8viCBoG5GGWflAWZIhxUMQ7JyQyavPHoB/Xu2xmZTsNkUWrdI4aVHppCWHMfi1dYrRuUeP7v3114UOevk3rz9r0u58MwBTD65N0/cexbt26TjsB+/5znsNtq3Sqdfj5Y89O8fKCv34/Ob916vL8jeA3l8Pn0tV50/FJczep3SblO56vyh7NyXY+mW0YC6oaES/AeATVF4a9glDPzhqQg/X4DCgIc7Vn1DuiuOj0ddRbor+s1jWtYm/rFhRoVUQfLc1rkMTGuNP0qVOWDobCs6woq8/QxvZK093Fmcg0+L3D8oDa7qMJQuiU2ItTkY0bhDhM63e3IzNhYciiDCQUOnRWwyFy16l2xPUej9bzM3sCH/IFPH3cDS3H2W16M22BQFVTlOfGJsDkqCNVWtjqMy2e61IRexsziHf22ZHdGw6NGDrM0/wGkte9Z7bg34dSClRHq+As9bYBSAvTfYh0BwYZWttFAMsZQSWfoMeD6ucHjQkba2iOR3EWqqubl+AIgBKcx/27pA/D0ozvq7nQglFukYDIFlhJNhF8TU7J0tpR+0XSCS6hzL/GtA+pcji26quGa1PHi6JqM4B2AkPAolD2HKSHTACa7JprUcIOJuRRbdS7gkwg3uyxus2f6gEMIkaFayAGc97NIG9GrN92/fyJwlO/j3O/Pw+oJ8OnWNpStEUNP5aeF2br58NP5A9P6Zxav28JfLR/PvB8/D4w0QCGokJcSE3s8vLLfczzAkNz/4Oa/98yI6t2tsuU0l2rVKC7Np692tOZ9MXc3Pi7cjBJwypgeXnDWQ3PxScnKLI/YPBDR+WrSNz1++hnJvgPe+Wm5qgyXYbApSQo9OTenQthE3//1zVEUhqOn06d6SR/96xm8WFvK/igYS/AeBIszo32ikz6MHOOQp5G9rv+OKDkN4d89ycn2lDElvyw2dR9LEncAxXxn/2DAjgrStzMvArtiiuk949AAb8g9GJcEtY5Nx2+wRlmUxNgddEptwZivr3HeAy9sP4ZvM9WhV9nUqNsY06cjO4hzyfGVhBDkodbLKC1ieu490ZxwORQ0LtagNTkXl9Ja9wpLfzm/Tjw/3rrSsSFdCQRBnd9I3pSW3dh1D9+RmFAW82BQFf7XdnIqNFjENy7j/aUgZABSEsCHLXoLy9whpbgPLLfbQofw1DG0H2LqD51PCnB+03cii2xGpnyC1g6YEQHoI6YK1HRBYAidAgqUMQHAXFka/4J5itQsAhudLKH0SUEz9sL0LIuk1hJoWdZ9fA1J6kUU3V4uHrgGGmYClxJyNdAxE+maa+zoGg/d75NGeSHRwjIC4v0D5u+b7QgH3pYj4O367k2nAbwohBJNGd+OnRdvD/XDtKqePq19hQAIvf7AQTxStbiUMQ7Jm8wE+/X41g3q35qdF1jKb0jIf0+ds4vzT+hPjdhDjdoS936FNOtuipLf5/RpvfLKY5x86v17n4HY5uO7iEVx38Qjy8ks5lFNEqcePEAJNs77nSGlexymn9+fcU/pSWu4jLtaFTTXvW0tW7+WRF2aEuU5s2HqQR1+cydP3n1Ov+f3Z0UCC/0A4r01f3t+zIipZ1aVkZV4G6wsOhqQNh8oL+enQNr4ffyOLcvZYdsEb0qixO96l2musLk9o2oWntvwcZlmmIHCrdk5uHr37FSoa3EZdzeObf2J9fhYxNgcXtB3ALV3H8OqOhZak36sH2V6Uw+RWvXlz91JC+sJaoAjBgLQ23N8rvJHjtm7jyCg7xvwju6Pu67bZeaTv6Uxq3j302sjGHYizOfFqwTAbNZuicFbrPmH7BwydoK4R29Aw96tDBncjS/4Owc2AinSMNslptIatMBjgnwf++UQSUg2CG5F6LrL8jQoCWPWm5YXyd5Gx14b54tYJvtmARdVJKIjAAqR9EBg5oLYOjS0Da6DkCcKa6YJbkYU3INK+rd/x6wnpmRaqmtcJVSKjha0FIu4Gs9qePxm0fYQinwNLILgF0uYg0ECJRwiH9ZgN+MPglivHknW4kJ37clAUBV036NW1OddfPCLqPvOX7+Ltz5aSc6yElk2TuemyUTjsNsvKrxX2ZOSSeTAfIcDpUPEHIvfzBzRmL97B+adZP7j+5Yox3PHIVwQs9gXYte9oneZSHcGgzmMvzWLpmr2hhr+uHZpElRm2b3X8oVZVlbBqNcCn36+OsGULajprNh+gsNhDcmL49g2IjgYS/AfCTZ1HsaXwcIR+typMP97j72nSoEzz89aupXRISMfaw0VwevOe/HBwE5qFTlE3DE5p3iPqvByqjc9HX8Pf101nTb6pr+2f2orH+52JS619SbNTYmM+HBmZrtXEFd3btCjgoWlMIi8NnsI9a77FqwUJyJp/LFMcMbwz/NKI1zcWHCRoGDRzJ1Ic8FBucW0FgtGNw03fK63a/rrmG3YVH0UgaOxO4JkB55DqNN0GvFqQxzbNZOahrehS0jI2mUf6ns6gtDY1zrUBdYM0CpAFF1W4M0jAgMBCLF0cah7J+mVhA1lqBmFYPWwJO+iZoET/flhCz7SuqkoPsvRV0O8B4QAZRMZehYi7E1n+PuFuEgAaaHuQWgbC1rZ+c6g8ZHAr0vM1yDKEayI4x5v2apXv+1dB6WNAPUiwFQKrQM+qNo5hXgffLETsRb9s/Ab87igq8fD1jPWs2pRJo9Q47rp+Ak6HnTYtUmnXKvpqxU+LtvPMG7NDlmD7s47x92emc8lZA6OFkluikjA7HTZUVQnZp1WF3R69YblXl+Y8/9D53Prgl5YENS2l/jp1KSWPvTSTxav2oulGqDq+aUekbroSNntk/09xqRddN0hJio0q21CE4McFWxnQqzWdapFtNMBEAwn+A8Gh2nhn+KXsKMrhX1t+Zm1+Fnq1JXyBQFa7oWvSYEXefq7rPIJ/bZltMa7KuW368sOhzZYk2a4o/GXl5xzzlzOycQeu6zQiojLcPCaJ90dejk8PIiW/SnJaTdZuB8vNCM+RjTuw9NR72FZ0GL+ucbi8mAc3TreUNlg5TXyftZFHNs4KPTjYhIJTqEhhJvBJzBCON4ZebHlOLWKT+WrMdRz1lrIoZzeLj+7h3T3LOKtVH8Y06cgdq79mZV5GSLKRWZbPDcs/45sx19E+oZ7NVA2IgPR8BTJAOImtf6xpdDhBbWP6/+r7iCDLMghK9IjlqLB1NBvsZPWbmQp6BhCsOC+g/EOk2jKKmwQmUTeOAdFJsDSKTTs4tVmY1tYo/wBK/43pVWwgffPAMQCS30QI1azeFt9LvQmwY2jka/o+sHxQ9YK2s8bhpJ5nVpBtrRBqs/rNpQH/ERQUlXPlXR9RWu4jGNTZtQ9WbczknutPqpEASyl545PFEZ64/oDGFz+sJRiM/C132G306d6CjIPHyMuPtCdUFEFijJuCovDvl8tpZ3KUQI3MQ/m8/dlStuzKJj7ehcfjD0tpczltXHm+xee6BhwrKOOWh77gUDW3itrQosnxe9WR3GIeeX4Gu/bngoDmTZLo1K4RufklYQ4XYF6z979ewXtfLadzu8Y888C5EZKPBoSjgQT/l2H1sUye2TKbPSV5pLviubnLKM6utrTeNakJ/x50HucveJvCgAevHsSpqChCQZNGRIIbmFZmTdwJ3N3jJJ7dOgddGhhS4lBVLms/hC6J0Z8azUYvs6s3u7yIWYe2Mm38TaFqZ1XUpfJbVyQ63MSokTpoAcRXyAryfGW8umMhC3J2E2d3clm7wUxq3p05h3dEREbf0Hlk2DhBQ+fJzT9HVM4lglNb9GRS8244FRsD09vUaHcmpeSZrbOZf2RXyMZuydG9jG3SiVV5GREWcEFD4/29K/hnvzNP6Lo0oAq0PUSXPajUVSpjQmD+JAYxjXMciMR/mlXR2BuQ/mWEN3A5wTnmxPS4znGgpIHu5zhpV7Em8F4ofxtcp1eQxWoSIamB7bjsSEpfhYfvVFPfrCSazYHCDqjI+L+hxJxvxhmXPkf49fNAYK0pEXGdDHo2GIVRTkKA2hX0ak4oIhaSnovcXO0QxTfYHTb/sFOTGrLkQfD+AMIJMoB0jkIk/RshGqRF/0349PvVlJZ5Q8RRSlNH+/y78xg/vEvUCqymGeQXWvtse7xBbKpArQi40A2J22WnR+dmPH3/OTzw9DRLEgxw5XlDeOeLZQQ1nWBQx5CSjm3TGTWoQ8S2WYcLuP7/PsHr15AVhSBVEaiq6SBhV1Wuu2g444Z1rtc1efj5GWTnFNVrH0URoeQ7TdO5+e+fk19YHkrHyzyYz9G8EtwuB15fMKLaXRkysn1vDq98uJB7bzy5Xsf/s6GBBP+X4KdD23hh+3yyygtC94hDnsIKSzA/l3cYHLZ9ijOWL0dfw4s7FrC/9BgD0lpxafshPLDue1bmZYbZlblUO9d0Gg7Ape0HMaJxe346tA1NGpzUrCudKwhwj+TmbC44FKZvrY6g1CkN+vhgz3Lu6nHSr3sRqmFgehvTTq0aj3EoNs5r04/igJdz579JYcCDJg1yfaU8vXU2k5p1Z2LzbvyUvQ1VKKhC4e4eJzGmSbic4VC5GYtcHTqSdfkHeHqAdZxuVlkBW4sO09SdSJ+UFmwsOBRGgMHULc/K3ma5vy4l+0ry6nk1GmAJey/wzSVSJgAm27JjSiMMTJJbg0xCJEHMFaae1dYcEXMFwm6SM+Hog0x8DkofMSuqAK5TEYkPn9C0hbBD6lfI0qfA97P5onNcxX9bVF2NAkTs5UjvNyahDRFhN8TfHqZJlgXXQ3ADIXJrVBD3Sk1vyT+RajMwiivkHtUfIjxI388I18kVVm5RrpnSFJH2HVLbD2UvgHEUHGMh9joUxeLW4hgEamvQ9lY5RwWUGIT7dMtDyPK3wTvTPN/Kyrh/MbLkyRO+9g2oO6SUaJpRo4SgEivWZ4RVTivh9QWZdPnLSCkZ0q8td1wznkap8aH3bTaF+FgXJWXWDj2aLrHbFE4Z2wPDkIwY2IGh/dqiqgqnj+/Jui1ZIYuxSvj8QV58fwE2VYSazAzdYG9mHhff/h5vP3VpmLThvS+X46tCgMEk3C6nygfPXUGT9ARsttqvwa79R1m3JYuEOBf9urdk2+4jdUqRq4qrzh9Kk3RTCrhyQwblnkBYPDSYjYAXn9mf4jIv67ZkcSC7IGKbYFDn50XbG0hwLWggwf8FuH7ZJyzJ3Wf5nt/Q+NfWnxnVuANt4lNDry/K2cOdq79GEeaXfFvREZq4E3lu0HncteZbVuVlhPx47+5+UpizQ5u4VG7sMiriWE/1P4uLF72LTw/i0YM4FRtBQ48gxQFDZ3nufu76NU6+BjgUlecGncv1yz4Nm0OSw03nhMZ8tn8NJUFfmPTBqweZmb2Fn066lb/3PoVCv6kdtgmFbYWHOeItoUdyM5q4E0hyuKM6QqQ5zR/Io94SluXuw606GNG4PY9tmsXs7B3YFNOqpmlMIqMad4iq0baCXaj0Tm0wOa8rpAyCbw4ysAKUxoiYc0OxwsJ9DrKssmmtOgxQOyFSP0UapVD6L/D/GOUoLkTKBxWk92bLLRT3SUjXBDPoQolDiOq+w1ZzlxDcBLII7H0RSmLoPaEkIxL/BYn/Cm0rA2vNhrgwCHAMQChJkDYNWf4B+BeYpF1tBd5ZGP6FiJhLkEpz83g1NgV6keVvIGKuNseOPNOQR69QU5H2nhDcSPjTqBtir0cIgbC3h+SXa70WQghI+RhZ+jh4Z5njOUciEh6K3ljo+ZjIRDk/eL9FJjzUkCj3G8EwJB9NXckX09dS7vHTJD2R264aw8hBHaPuk5wYQ1Z2geVYlVKHpWv2sXXXEb545ZrQMr0Qgl5dm7N0jfU9EMzmsM7tGjP55HApw4iB7RnWvx2LVu1BSokiBJpuICVmSEW1GofXFyQQ0Hjh3fn8857jK3HrtmRFbVIzDBmVAEspOXzUtDl754ulLFq1h2BQRxFm9bom/muzKaH5GobE6bDRs0szOrdvzMdTV9EkPYH8wnI0i8ZAf0CjqNTLndeOB2D0lH9j1dcQ1HSklHWKhf+zooEE/44IGDq3rfwqKgGuhCElly5+nwWn3IldUSkJ+Lhz9dcRCXL/2jKbwelteWvYJeT5yij0l9MmLjVq2lt1tI5LYe7EO/g5exuHPEWkO+N4csvPlm4UTWISLUb49TE9azOqUDCqVLYLAh7+tXU2RzzFlnNzKDZ2FOcwrmln4u0u8v3lXLvsYw6UFaAKhaChM7lVb/7R5zRGNOrA0ty9YTZrbtXOdZ1G8OauJby2czGqEChCENA1hBAEDD1ki3agLJ95hoa9jlZtAnCpNq7sUD9t2Z8VUnqR+RebOlnpARxmdTD5dYRzGEKJR6a8B/lnY1mxNLIRSry5XcwUZGCp2ehWHbauoapvTRBCQB3lD1I7gCy8qqJyq5hNbnF3oMRdE33shIeRRXdgklgJqGa4RPzd5jZKMiL+TmTcX0zLNt9GKkmiDG4Cez/TqLW26pN+BJzDsc5LciBijqd6iaTnkQWXg5FbMa4OrpMRMdFjzaNBKAlhxD8apJ6L9HxZce2sUOlV3KB3/C3w9udL+XrmupADwZHcYh587geeuf8cBvZuY7nPRWcOYNP2QzWOaxgSjzfAnCU7wgjtvgM1r4wpimIZzLFgxW6Wrd0HUmIYEilqL7vqhjT3qUBJqZeikuopkCZ8fo0d+47Qqnlk1PPOvTk89O8fyC8sR9fNNNLQMaSMSImrinat0njy/86izONnxtwtlHn8DO3fji+mreEf/56BP6DhdNiw2xRLAut22enVtXno//v1aMnazQfCqs5CQN/uLRsIcC1oeIz+HfH0ltksORrdlqsqCgLlfLjXtB2an7MLYVHB0aXBDwc3A5DuiqNTYuM6E+BKuG12zmrdh1u6juGCdgPomdwMuwh/Cnapdq76FUncwfJCVh/LpCgQXs2TUvJT9rYwaQeYWt4ZB7fQKi4Fm0UlSJcGTdzHnSXuXvMte0vy8OpByjQ/fkNj+sHNfJO5nn8NOJsh6W1xKDbibE5cqp1buowh3RXHG7uWEDA0vHqQci1AUBoRRFeTBoc9xbVyjkoMSW/Ll2OuC5tfA6JDln9qNkSFoooDgBdZ/FdkxedC2DqBiLcewFZF/2drd3xJPQx2cNTT3aEWSCmRhdeYmlrpqXCv8EPZS6bbQhQI1zhEysfgHAtqe3CfhUj9HmGrpmP0zaxwWqhSJZVeCKyO4gBTFSo4BiKEA5H8NhAHuAEnYIf4OxH2436uQm2CSPsZkfyOqZFOm4GS9MxvVoWVwR3IYxOh/E2iSjFsHRqs1H4jBIJaGAGuhKYZPPjcD5aOCwAjBnagLnzL5w+yJzO8ybNSx1oThg9oFzHOk6/8hD+ghQhnXaUHinJ8ogtX7sFmi/5Zfvr1ORE+xSVlPm57+CsOHy3GH9DCCHB12FQFe0Ul2eW00SQ9gZcemULzJkl0bteYu66fwD/uOI3d+4+ScSgfry+IYUi8viCl5X5sNiUsZMRuU2mUGs+oKlX5v147gbgYZ2g7h0MlNsbJXddNqNsF+ROjoRL8OyFg6HyTub7ORk4SeGnHQk5r0RO/HsSwWMbXpYGvShywZhh8sm8Vn2esxacHmdC0C3/pOpoUi4a2aHh5yIXcufpr1udnYVdUBIL7ek1kQFrdIpprQmnQx60rv2RjwaFQ6MXl7QdzZ/fxoafXaHIFTRpc2m4wUw9sDPsBsgmFtnGpdE00O/YL/R7W52dFjOPTg3y8bxVT2vbnzWGXkOstJc9XStv4NGJsDv6xYUZYtHJNkHX85XWpNl4dctGv4pzxp4HvByKXwwHpA2032LuaLgZxd0Dp04Rrg49XUAGE2hTpGg+++eFjCgci5qpfd97atgrHhuqfDS/S8zHCOdhqr4rp9EY43qhxeOlfVOXBoCrsoCSbVVtLRwcFRAwi9ibzf22twdYMtAPH3w+sRcZcGuYiIYQpyfhPQBY/YOGaUQkVcCASHvmPzOXPiKISb4S+tBJl5X6Wrd3HqMHWsoj0lHhya4nwdTltEW4Rwwa05+eF2yKqp0JAbIyTf/3tbNyu8IeeLTsPo6j1r3LabApjhx3vDyn3+mtcOVFVhZUbMsKa4uYu3YFu1O3unZ4az8kju3Iop5C+3VsycXS3iHMBmLN4B8FqKXtSgs8X5JKzBzNnyXY0zWD88M5cef6wMJ12y2bJfP7KNfwwZzO79ufSqV0jzpjQq8EvuA5oIMG/E8qD/ggrs9ogpeTLjHVMadufJ/k54n2Xamd80+Nf1HvWTmVhzu6QXvXrzHUsyNnNDxNuJtZWtypKksPN+yMuJ9dbSlHAQ5v4tBqdEuqDv639nvX5BwlKPSRr+GT/atonpDO5lblU1iOpGVsKs8OulIJgRKP2tI1P5bUhF/LA+mkU+D0YSAanteHpAeeESLRHD6BEKU+Ua8d1k43c8TRyH68m+vRgjQ2CVSEhwqquOlyqnSmt+6FLA80wsCkNizC1QcrKZjbLN023gAoosZdgiFgof8W0ErN1QMTfi3AMDNtNJD6NVF+G8o8BD2ADtW1FwtmvqNM2Som60BbVbaEeUBpj/nxXe1ATAuLvA/8s8M0BdNPiTTjMRjjHIETcraG4ZVl0H2j7w8fxL0GWv4OIu+kXT1NqB02nCRRTQqHWbCcnpddM4rOEAu5zELFXI2zW6ZUN+OVQFVFjZXPhyt1RSfA1Fwzj+XfnRVSRK6EoApfTzsRR3cJev/6iEaxcn0G5x48/oKGqAlVRuP6SkZw7qa9lY57Doda5ACEAm03FZlNolBbPbVeODb03qHcb3vl8GVFXHaSMOE5efhn+KOdYHYnxLq6rISTk+GGsz0UogosnD6wxaAQgKSGGy84dYjluIKjjsKsN0ggLNJDg3wlJDjeJdjd5fmt7Fyto0iCzLJ9mMYnc1GWUuVyvB5GYJGtS8270TzVvbhmlx1hwZFeYZjYoDYoCHqZnbeKidgOjHMUa1UniL0VJwMfS3L0RUgevHuS9PSsY1bgj1y77mH2lx8KoqFu141btPND7FACGNmrHvIl3kOMtIcbmiPAWbuZOJNHuxqeHVydsQmFs0+h2N6e06M7cwzvw1NLw5lJs6EiMKHpgBYFTtTG8UXtmH9nBZxlrsCsqF7QdwF+7jw81LzYgHNK3wLTGikYYRQzSv8KsalYQKyXmLIg5q8ZxhXCAYzCy/MOKVzTQtiILrqnQGQ//dU7A3su0LouAC1wT6zWU2Vy3zkxWU5uCcxwi5gKk53PCSbAAEYtwjUe4T66Qi+hRZQPS8EBgKZG2bD7wfAG/kAQbZe+arhFIc26lzyAT/oFSRW8cMSfPd0S1tVOSURIf/0VzakDNKPf4ueG+z5BRKsFCCGLd0a3pThvfk6Cm884Xyygp8xEb46RZ40T2HcjDMCT9e7bi7utPitD3pqXE8elLV/HD3C1s3nGIVs1SOHtSH5o2it570qNTM1wOOx5v7VKKlOQ4LjpzAG1apjKod5swOUT71umcMqY7MxdsjajEgqkhHtwn3IO7Z5dmuF32WmUcNpsS0cwXDRNGduW7nzeGzUEIQee2jYmLrb8doJSSL6av5eOpqygr95OcFMNNl41m0uhute/8J0IDCf6dIITg/l6TuG/9tDBnARXB7d3G8uKOhRHVRbdqZ1CFDOGGziMZ0ag90w5uJqBrTGrRncFpbUJPeluLDqMqSsTDrVcPsvpYpiUJPlheyNTMDRWhGO0Z17TLb1axLNV8KELB6oZXFPDwt3XfsbskN0zGUFkBfqL/WcRViR8WQtA0SqOeEILH+0/m1pVfEjA0dClxqTYS7G5u6hzpkFGJUY07MqJxB5Ye3RuVCKsIXho8hVtXfRV1HLuiohsGi4/uCemJNd3gi4w1eLUAD/e1tob6M0MGtyOLbidSBqFg/mQFzOa20n8hS59Cxt+HEntxlf13mSQ3uAUIgpKKcJ8N7skIYUeWPG4xtg9Z8jgifdavcg5CiUXG3w+lT3C8yc1lhj3EnF/ncaQMmARd22JanAkHCDci5QtIfBZK7gNpYGqlXeA+z5QSiISK1LeaHrJquIFLa7uqOs9b21tBgKu5VJQ8gqG2RmhbzXNxTgz5LEvvLNPBwxJOcJvXTfqXmw4T2l7TISP2GkTstQ1OEb8Cps/ZTGGxJ+oamMOuctr4mvXzZ03sw+STe4eau4QQpkZehmtxqyM+1sXFkwdy8eS6FWhUVeHpB87hzke+JqgZETZplVAUwalju3PhmdHlPHddP4FhA9rx4nvzOZJbgpQSm6qiKIL7/jIpgoQO7tOWNi1T2X/gWETIR1X069GKU8fWrd/gmguGsXbzAY7kFuP1BXG77DgdNv5+26mW2xuG5FBOIU6HjcZpkT0mX0xfy7tfLgtV5fMLy3nmjdm4nTZGD+kUsf2fFaKuywm/JgYMGCDXrl37Hz/ufyNW5WXw2s7FHCwvpGdyM/7SdQydEhpx5+pvwqQMNqGQ5opjxvibibXX/lS49tgBblj+WUTQhENRuarDMO7oPi7s9flHdnHXmm/RDB1NGsSoDjonNuaDEZfXu7muLjCkZNSPz5HvD9f+qQhOadGDn7O3R1SJwbQXa+SOY2yTztzYZZRlYIcVMkrz+XT/arLKCxiS3pbzWvcjwVGzxZWUkuW5+7l37VQKApH6yzibk9eHXsSsQ1v5LmtjmB67LnAqNpaeencYoW8AGEV3mY1fEcuTKubCZvXr7ESkzULYWpoVZEsC7QJ7T0TKR8ij3bAWAQqUJrt+lXOohAxsQno+MW3VnBMQMefUyVqtEkbZa1D2OuFkUgFbd5S0bzH0XMg/15Q64APcIOyI1C8im+msxs87FfS91V61gXsySuKTdZ5nxLgl/wLPe0Re58q/oVLxj4TEf6G4T8XIm1iRlmcBxyhE8msQ3G46VYT9fd0QcylKwj1ILcu0iFMaVTT/NRDjumDr7sO88M48du47GnUbIeDWK8Yy5Yz+v9k8AkGNpWv2caygjG4dm9K9U9Nal/D9AY13vljKlz+ss9QyOxw2pr1zI/Gxdfve7dyXw/J1+3G77Iwf3iXM0zjsuP4gX81Yx7Q5mzl6rCSsKU9RBJ3aNuKdpy+r0zEroesGK9bvZ3dGLk3TExg7rDMuZ2QPyfqtWTz64izKyv0YhqRNyxT+efeZNGucBJgE+bQrX6G0PNIqsU2LFD558ep6zet/AUKIdVLKiCehhkrwbwy/rrH46B7Kgn4Gp7elWbWK5eD0tgxOj4w7fWbAOXyyfxWf71+LVw9wUtOu/KXr6DoRYID+qa1o4k7gQHk+epVvp00oXNA2/EcsoGv839rvwirSHj3AzuIcph7YyIXtfv2GGEUIHulzOnevnUpA1zCQ2BWVWJuDKzsMYfbh7ZY8JSh1sj3FfJGxltmHdzB9/E01xitXom18Kn+vkFDUFUIIhjduz0XtBvL27qUWzhA6XROb0CulBbqUTMvaZOmrHA2qopDnK2sgwdWhZWGtz7NFed0A/89I9WpkyQNYNtLhM5vV/PNBpIDMj9xEibRB+qUwm9zqthxqCe+3RHr+GqDtQur5UPaqSbBDDwZekD5k0f8h0r6tfX6JTyILr6iQbgQAt+mBHHdnjfvJwHpk2fNmNVZtjYi7HeE0HWOk4QHP51g/aFhIHYr/D+kcbtq2WUJBJL2EEA6MspeI/Pt6wfMhhrYbAivNABAwGwRTPmmIWa4FmYfyuePhr6LqeCuhKoLRQ8O1wLn5pRi6QeP0hF+sN806XMDND3xBIBAkqBmoqkKPzs145v5zagzrcNhVVq7LsCTAAjhlTPc6E2CALu2b0KX9ce16fmE5qzZkYLerDOvfLiTlcDrtXHbuEC47dwjzl+/i32/PxefX0A2DQb3b8GCUCm5NUFWFEQM7MGJg9AfYnLwS7n3iu7DK997MPG558Eu+fv06VFXB5w/iiSLVOJJbUu95/S+jgQT/hthSmM21yz4JRRQbUnJFhyHc2X285fZeLcj3WRtZkLObNGccF7cbeMJ+skIIPhh5Bfeuncq6/CwEgibueJ7qf3aEdGBr0WHr+ehB3tmzjJZxyQxNbxe1waw+yPeXs7kgm3RXHOOaduaTkVfy3t7lHCwrZFB6G67oMJQ0ZyyN3QkcLI/eQKRJg+KAl68y1nFd59qbDn4JLm0/mG8yN1AYKA8RYbdq57Zu40IPJY/0PZ17e57MLSu/YGVelGpWNUgpaRrTYJUWAecg0LYTuVyvYd1sJk0Spx8CI5qrACA9SP9CiLsOyl4MD9gQboi94RdPPeKQUlYkpAXA1qVColCfAWryntbB9xORlXEJ2g6kUYpQatbxC0dvSPvJ9OTV9oGjH8J9bo37Sf8qZOF1hMiokY8svAGZ9DyKazz4ZlBjMl8EVDP8w9befFCpDiW1IrmOimtphQAEFlVO0Py37kUW3oJIm1qPufyxceBQPgeyC2jTItXS29YKn3y3ioCFFrY6HA472/ccoXFaAgcO5fPgcz9w6EghQggapcbzyF9Pp1O7xic894ee+4HiUk+oohrUdLbszObrWetrlEhs3H6Iw7nFlu+pNqXO8gorfDVjHW98shhVVcy8SSn55z2TGdI3vHA1blhnRg/uSE5eCfGxThLiay/MnChmzNscYVNnGJIyj591W7IY1KcNbpedhDgXhcWRK5it6/i5+LOggQT/RtAMgxuWf0ZJMLxq8fG+VQxOb8uwRuGehx4twAUL3+GQpwifHkRB8GP2Vh7sfSrntO57QnNId8Xx/ojLKQ548esa6a44y6d1p2KLWr087CnitlVf0So2hY9HXnnCVUspJc9vn8eHe1fhUFQMKWkSk8B7wy/juYGRjTJP9JvM9cs/JVghz7CC39BYkbf/hEmwISXfZK7n432rKNf8jG3SmZu6jCLNFZ5eleRw8924G/hw70oWHd1NqjOOqzoMZXjj8A71WJuDi9oOYFPBoYggk+qoDORwqQ12adUhYq5Eer6uCLWovDm7wXU6+KZb7GED1wRQ4qhR54rN1AfHXIWU5VD+TkXPloDYaxExV/yq5yG1vcjCG0HPA6EADkh6DuGsx+fVfQaUv8/xmOQKqK0QaqNa1hzqJgUQahNE/O11npIsfRIrTTVFN2OIRFOKYFmNrwkGIv5eZOEN1fZ1Qdzdx3+3bB0hUD1RL/qYaHuQ+pFQwuD/Kvz+IPf963s27cjGZlPQNIO+PVry+D2TwzxmrbAnIy+qJVpVSClJT4nH7w9y89+/oKTMGyKsB48UcutDX/LNm9eHVV093gCzF29n667DtGqewunje5KSFClhy8svJSu7IMLn1x/QmDF3S1Qiu233Ef725HdRdbmD+7SheZOkWs/NCvsO5PHmp0vMB4QqDwl/f2Ya0965KaK5T1WVEz5WfZCTV0LQIkVOGpJjBWajvRCCGy4ZyQvVnDqcDhs3XRa9F+bPiAYS/BthfX4WAYs0M68e5OvMdREk+OvM9RzyFIZ0pQYSn67x4Pof2FJ4mEvbDaJ9QvoJzaU2uUDXpKYk2F14tMggAYlJ0PeV5vH89nk82Lv+SzwAsw/v4JN9qwkYWui6HCjL55aVX/L12Osith+Q1ppp42/is/1r2FKQzabCQxFkWBWClrHmU62UkmxPEbtLcnl952J2FueQ5Ijh6o7DuKLDEMsq9iMbZ/LDwc0hwvpV5jrmHtnJ9HE3sepYBp/sX01Z0M/E5t24tN0g7ug+LkJLXR0TmnVlbPZ2FuTsxq8HsStmY8jd3ccz9/BOthQdJtUZy/WdRnJO6z4ncin/5yHUdEj7Hln2IviXgpIEMdcg3GcjbS2h7DVMsisBB8Rdh7B1wPBMJaqzAAA2s8opBCLuVmTsDRURyKlhDgrSKAf9AKhNECcokZAygMy/FGShOU8JUI4svBnSf64zKROxN5jVa/1ghS+wy9T8Jj1nyiGi+ek6BiKUuvuB1wvanihvSDMeWi/BXIiuTqwcmBXi6r+LOjjHgJ5jxkDrFQFCIhkS/oHiPv6bI+JuQxasoe4kW4kSqf3HhZSSDdsOsnpjJvFxLk4e2ZWPp65i4/ZDBII6/oqf8fVbsnjjk8XcfnXNv1md2jUi8+CxGhPOVEWQnhJH905NmbdsF8GgFkFYdcNg7pKdnD2pDwAFReVcc+/HlJb58Pk1HHaVT75bzSuPXhBRMdYNSbSkjWh+vOUeP3c++nVEkEUlXE57hKtDffDTou2WZFMRgmXr9nPyyNoTJn8L9O/ZmkUr9uCt1ghoSEmPzselP6eP74nTYePdL5eRe6yUVs1SuPny0VET//6saCDBvxH8hmaZ6gam7KE6Zmdvt2ysMpB8mbGW7w5s4OkB53By81/f3kQRgjeGXsyVSz8koGuWbghBQ2fmwa0nTII/3rcqojqqS8meklyyy4toHpsUsU/L2GT+r+fJFPjKGfnjcxHvG1JycbsBrD12gP9b+x3H/GVhut1j/jJe2rGAAn8Zd/U4CTBvIMf85ZQFfXyftTFse00alAS83LLqC7YVHQnNd29JHu/vWc7kVr2Z3Ko33ZKiExhFCJ4deC6bC7NZlruPBLuLU1r0INUZyyXtowckNCAcQm1mxutWfz3uRqRzPNL3IyARrokIexfzzbLniep6L2Ig4SmE7XjIixAO03KsAlJKZPmrUPaWqSuVAaRrAiLxqXo1swHgX8xxV4iqMJCebxHxt9RpGKHEQep34J+HDGxE2FqA6wyEkoBR9kr0HWN/mb2ZlBICq00CrsQjXGeaxwZQ0ip8laPBirQomA8uarXX7JDwMBhlyIKLwwNApNf0GK5Kgh29IflNZPH9YGTXfiJKrOmT/D8CXTd48NnprNl0AK8/iN2m8t6XyzGkjLD3CgR1Zs7bWisJvvSsQSxYvhu9Cqmy2RQUIVAUBcMw6Ni2Ef+8+0yEEOQVlFrKJ3x+jaNVgjLe/HQJBUWe0NJ9IKgTCOo88epPfPBc+KpL47R4GqXGcehIUdjrDrsa4SlciYUrd0f31hVmKMfEX2AH5vcHLcc3JARqcIT4pQgENbbtPoLDbqNrhyYRjhrjhnXmk+9WceRocejv4HLaGDWoY4QE5qSRXTnpdyLrfxQ0kODfCP1SW1kGKLhVO6e1jLRMqalaKwG/oXPn6m+YPfE2msckhb2vS4NvMzfwZcZa8v3loYrpsEbtuL3rOEuCWR2dExuz6JS7WHBkF39d/Y2lPMKol84vHMUB62qMTVEo1Wqu6kw7uAm7UPBX00c6FBu7i3P5x8YZUeUHPj3IJ/tXc2OX0azOy+ThjTMoCnjRpWH5iOIzNNblHwwLMglKneKgzsf7VvFV5jpu6DSSG7tEX1ISQtA7pQW9U37F8IUGhCDsHRH28AYdKSUY0TrbBaLRyqhEVga3QGANMpgBvmmA7zh39c1DikcRiU/UOCfpX4osfQq0DFDSwTE4ip43UMM8o8xe2MA1EVHdXzi4hQiZBACxCFlUr2NUhZSG6bARWFJRRbUhy95AJj5lVmVjb4TSpwhP56t11Ip/qvkau89G2Nojy9+ziLT2ge9npH5PWMiGcA6F5FeQ+RfXMAcFcCISf7t4598DM+ZtYdm6/SFiaVWprAp/IPJ3MTe/lA+/WcGaTQdITY7lkrMG8dIjU3jh3fns3JdDrNvBeaf247Jzh3DkaBExbgfpVRwSunVsit2uRgRquF12enQ6XolcsmavZcRy5sF8Sst9YbIJIQQP33k6t//jKzTDwO/XcLvstGyazEWTrRuzi0u8UbXMzRon8vxD5+P1B5m/fBeqojB8YHsS66HVHTOkE7MWbIuwXjMMgyH9TrzCXBMWrdrN4y//ZK6jSEmM28HT958TVjl3Omy89eQlfD59DfOW7cLpsHH2xD6cMaHXbzKn/3U0kODfCLE2B4/0PYOH1k9Hk0bIdqx3SnNOaR5Jgi9pN4iVeRk1akkNJNcs/ZgfT7olTNt71+pvWXx0T8S+Mw9uZVHOHqaPv4nG7tobsByKysTm3eif1op1x7LCiLBNKJzc7PhTdbkWYFvhYZIcbjomNKqxM1hKSdfEJmSUHQtzqgBQhUL7+JplHpllBREEGMyn/ZmHtkTVDFc9xpKcPdy3/vtabcwUzGquZlEBkIBP13hj1xJOb9mTFrHJNY5VHeVaAKdiOyHvZV0afLpvNZ/tX4NHDzC2SWdu6TqG9Gr65T8rhBBIpal1hVJtYUmApdRNsudfgknONCIrt37w/oBMeCg6ifavMGUOoUaxw+CbhaU0Q8T8eoEctq7gX0YkEdbNFLwThX9uxTWprMoGzX+K70M6xyBiLkQahVD+Qj0GjeIU4f0a6ZsG0sr6DjMVUMuE6klztm5ga1HRKFd9bBu4L0DEXhVKxvtfQEFROc+/O8+SWCqKiND1CgF9urUMey0vv5TL7/gAjy+AYUgOHy3m4edncO2Fw3nrqUsixm3dIjXitV5dmtOtY1O27joc0uI67Cqtm6cwtAo5dNij0AsBNjXyN7BL+yZ8/fp1zFm6k6N5JfTs0pyh/dtZbguQmhxnqaBwOmzce+NEVq7P4JUPF6IoAoHgubfn8sCtp4TFH9eEvj1aMnpIRxat3IPPH0RRBHabynUXDSct+df/3c3OKeLRF2aF6Zs9viC3P/I10965Mex6xsY4ufbCEVx7YfT+gvVbs3j782UcOJRPq+YpXHfRCPr3/N/5PvxaaCDBvyHOaNmTHklN+fbABooCXsY17czoJh1RLSoTwxu35/pOI3lj12I0Q0ePsqx71FfCrpKjdEk0bwo7inJYdHRPmL1ZJQwkXs1MYLuvV91Tqv7Z90wuWvQuPj2IRw8SY3OQ5ozlru4TAPhs/2qe2ToHm1DRpUGzmCTeGnZJhP0bmNKPq5Z+xO7io2EEWEHgUFUe6XN6ralpfVNaMOPg5giZhpSwpfAwwShpbZXQDIMZh7bir4OPr01RUYVSY2wowMKc3VxaR3nDqrwMHtk4k6zyQmxCYXKr3tzXa2K9muLuXzeN2Yd3hP7OUw9sYGHObmZMuJl4ez2X6v9XEfdXKHmQyMaqu6y3935XQfZqq2hKMMpAjUKCy54jUqPqB+ymq0FIk+oCWwdwTqjleHWDiLkY6fmoWgXVAfbeIEsw8i8BfR+o7RDxd0ZESEeD9P7AcQJc9YAqBFYhXGPBNR7peTu6JrnO0Cuuj4KljlgGwNYmcipCQPJ7yMK/VMQsG+a+jjGIxMdMXfn/GD77frUlAQaThIKprQ0Gdex2FYfdxh3XHpdClJT5uObejynzhFvu+fwab322lMkn98btCk8XLCgq55PvVrNy/X6SEmO48IwBjBrckWcfOJevZq5j5rytGNJg4qjuXDR5AGoVwnrGhJ589v2aMFJnUxUG9GodcZxKJMS7OfeUmhvBdd3goX//wKoNGeh6+OfF5bTTu2tz0pJjueeJqRGV4sdf/pG+3VuSnBhT4zHA/Iz9/dZTOG1sDxas2I3DoTJpTHc6tmlU674ngh8XbLX8+5rewRmMjhJVbYWVGzJ44OlpoWu/dddh7n1iKv+8+0yG9m9Xy95/LjSQ4N8YbePTuLtCj1obbuwykgva9uf9PSt4Z89SSxpsEyp5vjK6VPDN9flZNeanB6XO2mMH6jXnVnEpzJl4Oz9lbyOzNJ8uSU2Y0KwrDkVl7bEDPLN1bkVF1fyCZZQd4/rln/DD+JsjKsJv7FrMjuIjER67yU437wy/LETma8KkFt15deciAt6SUNXXIUyHiUKLEIuqcKl2zmvdl7X5Byyvp4pACDOnPsnu5rF+Z/Lwxhn4PSVRHTOEEHWOO95dkstNKz4PVel1aTAtaxMF/nJeHnJBncY4VF7Iz9nbwyKwNWlQEvTybeYGrux4YjZ6vzeklmUSGLUZ2Hr8Yp9RJWayKdgpe8GsCKvNIPYOhJqODKwBe19TWlB5fO9X1GlJX0kybbqiQdsf5Q0J8feB93vTtst1umnTljcKaZSBoz8i/v4IaUddIdRGkPI5suRhCK4H7OCeDI6xZspcqDJdUBEL/SrCObIOA9fwcBby4E0zE+x+NViROxc4x4RJIcKmojZGpH2D1LPBKAFbB0RNc/+DY9XGzIhmtEooisJH/76CaXM2sTsjl87tGnPOKX3DKpZPvvoTBUXWv5eBoM7dj09FAN06NWXKaf2x2RSuvOsjSsq8aJpB1uFCdu8/ymXnDOaK84ZyyVmDuOSsQVHne9k5g9m++wgbtx8K6VrTU+N54JZJJ3wN1mw6wCsfLmB/Vn7Efc/psHHHNeOYNKY7H32z0pJQCgFLVu/lzJPqJh0QQtCvZyv6/cYVVCkl+7KOWRZfDMOgpLR+zZ0vv78gwjHDH9B45s3Z3H71OLp3bvabVLP/iGggwf9lSHbGcGf3cawvyGJdflbE+x4twFObf+bn1O1c32kEaa44bIqCv4bCZct6LtsDxNgcltZsH+9bFVF1NqTksKc4rEJdiWlZmyIIMEBJwEczd1LU4y87uo9nts4ho+wYTdwJXNtxODtLcpidvQO7otI1sQmrjmUS1KNXgeNsTi7vMJibu4zmyc0/s7ckL0I6YVNUfhh/M4oiaOZONP2VR1zBzSs+J6u80NLhQ0rJhGZ1azZ4d/eyiAq039BYfHQvOd4SmlSRqUgpWZ9/kGxPEd2SmtKhwg1kW9ERy7+xT9dYdSzzD0eCpdSRxfeCb7ZJuKQOtraQ8j5Cqf9ntSqUmMkQM9k8jn85sug2ZIhg2SDpZYSzooJfowdvJVwQ/1DNBF1tWVGNrAbhRrjPR8RcCIBRfD94ZxAip4FlyIIpkPrD8aazekLYOyNSP0dKHVAQQpgpcJax0E8g0n+sfUz3uUj/PGtXBYd57YSainSOMN07wuQYNixlDQjMpjhJdAcPO9i7mlpn4Qb3RYj4mkM7zLk0B7V5rdv90ZGWHEfGQYuQF+BvN0+kSaNEbrjEulfB4w2wYn20hzUTm7YfAkzbselzNjNhRBdKy31o2vEfHp9f48NvV3HuKf0iooSrw2G38dyD57EnI5c9Gbk0aZRA3+4t6/ywu2ZTJl/PWk9JiY9RQzri8Qb4YvqaGkM9+nZviU1VCGo6hoWrhJS166j/05BS8s+XfmTlemt/ecOQ9OtRPxKeddjaYz83v4wnXvmJoKZz/mn9ufHSkb+4+PBHRwMJ/i+EEILXh17E6XNfI99fHtZgZyDZX3aM/WXH+O7ARm7qMgqHYsNDIEoQLJx7gj7DVqgec1wJVSgUWTS/VdcAV52ZjFJpnX5wMw+t/yFU+cwqL+SprbO5v+ck/tHndA57irlz1ddR9dMnN+vKMwPPwS7U0Bf8mo7DmH5wM+VBf6jC61btXNJuIC3jwolXy9hkfphwMxmlx/j+wCY+2LcSmxCAQJcGT/U/q85xzftK8ywryk5F5VB5YYgE5/vLuXLJhxz2mKbvBgbDG3Xg+UHn0SwmEcPiOtoQOBQb32dtoldyc9rFp9VpTv9pSOkD7QAoaSZ58nwEvjmA/3iwgbYbWXQvIuXtX+eYRgGy6KYIIieLboD0hQglCdxnQ+keIgmj06wiq60QcTciHDXHxIr4O5GFt1UbxwzfqAzHkHoeeKcTod+VfmTpi5D09C+6GYWFcOj7rDfSayZBITiGgftC8HxW8YIKAkTSa2FWciLxWWTxPaakpLIC6zoHvN8QWWGvIL/2oWY0spFDuPRBAecYlORXkVKe8LUwXS0WI73fgdQR7sngHPeHao5bvzWL6XM24/UFmTCiC2OHdcamKlw0eSBbdmWHkUBFCHp0blarztUfCNb5mgY1HU3XmbtkZ4TjBIDdprA3M5c+3Vta7B2Jjm0b0bFtzRKC/MJyvpm1jk07smndLAWXy84PczeHznV3xtFaAz2EECGCO2pwB76euS6CMEspGf5fJgdYtnYfi1fvsSTnLqed08b1qLf/cEpiDPlF1vfq8gpLuW9/3ED3Tk0ZVQ+Zxf8iGkjw74gfD23jhe3zOewpokVsMnd2G8/Jzc0KY7zdxffjbuT9vcuZe3gn2Z6iiIqqgeT1nYvpk9KCgoCbg2UFEVpigeC9vcsZ2SR6DGN9MK5pZ7YVHsZXrUIaNHR6JEXGk57aogef719DsErVTQCdEhtFOGJklRVw26qv2F1yNII2+vQgL2yfR7orljvXfIs/CgFWEFzQdgAOJfyj3TQmka/HXMcL2+exKi+TZEcMV3UcWuMDQtv4NO7sMZ7LOgxmUc4eVEVhTJNOJNUhprkSvVNasLP4aIRTiN/Qw0jr39Z+R2ZZfliletnRvby3ZznXdxpBq9gU9pWGV7J1JEuO7mHp0b3o0mB80848PfAcS8357wWj/ANTnoAAGUQ6R0NwB5HEU4PAcgy9FKG4fvmytncWlmvH0o/0TEXEXY2ImYL0/QTa1gprLicIFZH8dp31swDCOQaZ+DSUPAXyMKCCkgi4MAw/QtuJ9HyDdXiFBv7pyGMbIeklhP1XsDNSUiqilKsjCaP8fQisAVs7RMxFCLW5Kc0IrDTn7RyKEC5Ewn3ImAsrfJrjwHmSaddW9byVOETy60ijAPR8sLWG4Gakb2oUpzoJwQ2Q8JDpLiH9mJ8DNygxiIQHzHF/wcOALHnYlJ9UkHAZWALO8ZD4bMS40igDowDUpv81Mop3v1zG59OOVzvXbcli5vytPPf3cxnUpw03XTqK1z9ZgqoIgppBt45NePzeybWOm5QQQ1pyHEeiJKtVh5Tg8QUQIvJrpGkGqb/iUvqR3GKuuedjvL4gQU1n685sqlsW1yXRzm5TQmloXTs05fTxvZgxbzP+gGZK2GwqV00ZRpNG4b0rO/fl8Pw789iTmYvLYefMk3tz7YXDozbk/dr4aeE2vBYRx6oiuGjyAK6eMqzeY1527mDe+GRxjVVznz/Itz9uYNTgjmQdLmDOkh14fUFGDupAry7N/zQVYlGTnvS3woABA+TatWv/48f9b8LMg1v4+4YfwqQFLtXOU/3OYmKLcG/DsqCfoTOfjuqCEKPaeXHQFP6+YTpHfaUR79uFwtJT7yHB8csbqMqDfs5d8BY53pJQpdat2rm92ziu6DAkYvvSoI+LFr3HEU8xHj2AW7XjUGx8OuqqsPAPzTAY//MLHPOVRdXiqgjcNgdlmt/y/UosmvRXGrlrjovNKivgnT3L2FKYTfv4dK7rNILOiSce+WmFHG8JNy3/jJ0l4ZZYLtXOWa16848+pwHmNR0685mwB4VKNHMnMm/SHRT4y7lnzVRWH8tEEcKsqxlG2LVyqXbu7j6BS9pH1+n9JyF9c5DFd1erxlZWEq2svUxbK/CZzVwJ/0A4Iz9TdTp22avIspewZGMiCdFoKUI4kNIwZQmBVQglHdxnnHBAhlF4O/gXcrwK6qxojPNjnm8tN3KRgEhfVOeQCyl94F9k6mEdQxA2szJnlH8Apc8TXo11VXgfa5jE025Wb2Oug/K3KhLtzMY0kfTKCTtYSKkj80aBkRd9I8doRNKzZrVW2wW27gj3WREkO2Jsowx8PyC1DDNUQ8swSbWtDSL2WkBF5p9P5AOWG5HyAcLRt2KOfmTxQ+CbiVnltkHcPSixF57QOf9ayM0v5cK/vBNB+NwuO/+44zRGDDQLGT5/kIyDx0hOiIkgdDVh/ZYs7n58KoFg3TxuE+Jd+P1amLZUVRW6tm/CG09eXOfj1oaHn5/B/GW7LFe76oPO7Rrx7jOXh722dfdhFizfhc2mctKIrnRoE94wuX3PEW564LOIBru2LVN5/7krTogISynZsuswi1ftwWFXOXlUN1o0TWbO4u38MHczJaU+unVqyuXnDqFF02QefHY6C1bsjhgnxu3gsbvOYHC1iOa6zuGT71bz8dRVBAJmZd8Knds15qyJvXnh3flouoGhGziddsYM7cgDt5zyP0WEhRDrpJQRfnsNleDfCf/eNi9CW+vTgzy3fW4ECXaqNtOxIAoJ9uhBluftr0F6gCXBOhHE2p18M/Z6vsxYy7wju0h1xnJZ+8EMSm9juX283cV3425gwZHdbC3MpkVsMqe16EFstfjlZbn7KNf8UQkwgFO1R5VQhLZRbJZOGVWxu/goF1a4X0hgZ/FR5hzewdvDLo16HvWFISVXLPmQbE+kNuvydoO5vUryXMDQrQO2IHQuPxzcwqbCQ9iEgm4Y6MiIa+XTg3yRsfa/ggRLPdckGhG60gAm2VWJJIWSEHHT9yELr4fULxD26Ib3IX9g4TIlDpVwDAVex5JsS5+pR3afbi6TO0daNowZ/pXg/bKCZI4FNRmhHwBbu4ol9iopc8Ft4F9AOAGrIveoC6QG/p/BfU7tmwY2IQuvBgyQBmAgYy5FxN+LiLkCKcsqYqENk+CqbUDbzXG9btBsbCuveFCo8lGShTdDo8UIpe4EqxJCqMjEZ6DwKqIGlxiFCCUREXtlnceV2j5k/oVAIPIzpW1H+uaC+3SsHzR8SP+i4yS4+B8VFnYVnw0JlD6JVBubzhe/E9ZtyTLdFaqRYK8vyOLVe0Mk2OW007VD/WOg+/VsxQ2XjOC1jxbVmA4HZpPZhWcMoHFaAs+/M8/8zdENundqxmN3n1HvY9eENZsO/GICDJCaEvkQ1aNTszDv4up4+f0FEQQYIONgPotX7mbccDOIxzAkOXnFxMU4SajBa1hKyTNvzGb2kh34/RqKIvhi+lqaNU7kUE5RSF+dmV3AT4u2c+X5Q5k0pjsr12dEJMABdZacVIcQgsvOGcxFZw7gWGE5V9z5QUgGUQmHXWVo/7Y8/868sAcvnz/IohV7mDiqOwN7t64+9P8cGkjw7wApJYe91stS2eVFEa/ZFZWzW/fmm8wNlkTYoagkO2OY0KwL32Suj9jGwKzI1lXHWhvi7E6u6TScazrVrVpkV1RObt41JPWwQp6vtMYfQrdq5+zWvfkua1ONx0qwu0hyxJBZlk8zdyIePci+kjyaxCSEQkae3PxzhJ44YOjcufprlp12T53OqTasz8/imL8s4sHEJhSCUg+LcU52xtAqNpl9pccixvHoQS5Y+C67inPC3CGiobYHgP8EpFGAzJ8M0rqJBxxVrMN8HG+mivTolWWvI5Jftj5OYC2y+P9AzwUMpKMfIvE50zXB3tf0ytV3WezpQwa3INynW4+rHUIWXAVGFVeVwBJMHTtm+pxIhNSvzGMBBNZi7XBQH/hBr6GCWjk/qZkPCLLaqo/3M3AOQzhHIuJuQcZeby73KynIvNFYN6xZfed8yIIrIOFhhKNP/U/D+zXmg44VIXWC6+R6DymL/w9kCdbzNTCDNeZgfpaqfwfsCMXU3pvV5BlEPhx5keWv/a4kONbtsKy8qYogIa5+q3hSSjZuP8TPi7ZjSMnJI7vSv2crendtgd1uC0uHA9M1QREKLpeNYFBnzNBOXHzWIGyqwrhhnTl4pICEODdpFkTzlyI2xkFxHdwP7DYFu03FYyEdcDntTD6pd72PvSsjN+p7c5buZNzwLixatZtn35yL1xdA1yUDe7fmwdtPDQv7qMSm7YeYvWRnSIagGxLd0Mk8VBCxrWFIPpm6ilcfu5DxI7owZ8kONN3AZlMQwGN3nYFhGHXWyBcWe3jlgwUsXLUHJIwe0pFbrxxLk/QE/u+mk3m8oiHOMCQup43G6Qk0TU+0fvDyB5m3bGcDCW7AbwMhBI1d8ZbShSZRQi3+1nMS+b5y5hzZGfGeIgRntuyFQ7ExO3s7BdVswwxpcOPyzyJCNv7T2JB/kNd2LmJf6TG6JDbmL11G0z3ZfErvk9IyKgmOUe3c0nUsl7cfzJzDO/FokdU9BdO2rEtiY0b++BwqgqA0FdJu1U7Q0BmU1prnB09hXUGk6wZAQcDDYU8Rzaol8gEU+MuZcXALR72lDEhrzagmHWrU3ub6Si0T6TRpkO0pinj9iX5ncdWyj9AMPUz77dODbC48FPU4VeFQVCb9BrHa9YUs/wiMyM92CMIBaT+CdyoE14Dhg+AKq5EqwhAs3tEPIwuvCa8KBtYiCy6HtB/N8Iz426HoTkzP3qpwI2zWS4xSBpD5U0BGPpCECJgsB+lDljyCSH7VfE1JrXC6sJJ5VIcTs/RfbdleOMHRL8q8JARWIX0zTP2ttEhZlF6k56tQVduMhTbdWqSou47dvO7bkQVXIBOfNFPi6gPfXKJKP9SmiJj6LaVLowyC24laWQ5tWAqW3zoFXKb0CKOA8OjmKtBrioL+7TG4b9uIiFwAm03ltHGRAUs14eUPFjJ9zmb8gSBSwvxlu5g4uht3Xz+BNi1S2HsgL8z1we1y8OwD5+D1BWnbKo1GVRLivH6zqa42N4gTxZTT+vPGpzXrV8F0m4jm337GhJ4MO4GGt6R4F7n5ZZbvJca72bkvh0dfnIW/ytxWb8rkvqe+55XHTPlMUYmHOUt2cqyglMyD+fgtKrrREAjqzFmyg7/dPJFzT+nLqo0ZxMU48XgDPPbSLErLfMTFurj6gqGcM6lv1Pu3punceP9nHM0rCV2ject2sW33ET598SrGDe9Cm5apTP1pI3n5ZQzr346Jo7uxYv1+y8ARIUTIe/p/HQ0k+HfCrV3H8s/NP0Zogm/vZp3z7lRtvDTkAhbl7OH/1k4laBgoQiCAZweeS5orjvJggC5JTVieG94FLjFJmZWF2X8KS4/u5dZVX4XON8dbzIq8DN4dfin9UlvRISGd8c26sODIrlCV1i5UWsWm8O2463Gq5kf1taEXcfXSj9ClgWboaIZBI3c845t2oSjgYe6RnRG2ZpUa4lXHMnlow3QUyxulifX5ByNI8Ib8g1y7/BN0w8BvaHyRsZaOCY34cOQV2BWVHUWmD3KP5GYh/+Beyc3RLCx6XKqdIemRBKxXSnNmTfgLn+1bw7t7l1tGblvBLhSC0sCt2mnkiue6TseX9cu1ALuKc0h1xtE67sR0rieEwAqsNb8VUFsjhBMRdy1Sn4zMGx9lQwWiSCGk54sKfWtV6KbrQHAdOAaYDWtKakVMcSUpEybZdFlXgfHPA2l9U4w4ln/B8SqNazyUPFyH/QBiwN4Ogts4ToRdZsiF3ToiVpY8CL4frG3LwjaMEkHuvhjKXiKceEfR4ITghZJHkK6J4e4TtUEoUYYVkPJtrdrfSNRVl1n1O2Mz/85IROKzCLVC7682rdBGWxzDbv0A8p+C02Hj3w+exz2Pf0tQM2PdNd3grusn0LZl3Z1f9mcdY9rsTWFaXp8/yE8Lt3HmSb14/h/n8/Trs1myZi/SkLRvnc69N51Ml/bh94ZgUOfpN2czb+lObDYVwzC47JzBXH7uEEsyVljsYe7SnRQWe+jXoyX9e7aqU9HlnFP6knkon1kLtmK32/BWpNlVh88ftJRxOB02ThrZ9YQKPNdfPJJ/vhxpG6iqCpNP7sUX09cSqOa3q2kGO/bmkJ1TRH5ROXc99g2GIfEHNFRV1PaoFoFK0lrpovHD3M2899Xy0ENBcamX1z9ejN2mcmaUaveydfspLC4Pe0jQdYOConKWrd3H6CGdaNcqnbuvD88sGNynLRa3KZx2Mxjkz4AGEvwfhC4NvFqQWJuDc9v0RSJ5afsC8vxlNHLFc3u3sZzZqmYT79FNOrLstHvYXJCNLg16Jjfn84y13LN2Kl4tELWaqgiF8mBdqlS/DR7f/FMY4TcjiIM8uflnvh57HQBPDzibbzM38EXGWvy6xiktunNVh6EhAgzQPakpi075KwtzdlMU8DI4rQ1t49MI6BqDZvyrRslAwNCZc3gnXRIas6XocMT7NqFEpK9JKblz9Tdh1WePbpLLf2+by+zDOygJ+MzADSF4ZsA5jGrSkRaxyZzRsiczD209TuoVlXRnHJNbWf+QNXYncGarXnyyfzUevfa/VZLDzYVtB5DtKWJwWlsGp7dhc+EhmroTWXJ0Ly/umI9NqASlTpfEJrw25EJSfiVJTI1Qm0NwE1HlAdouZPFfEclvVqSTRbtt2BBxN0UZI5PIZW8AAXqO+V/CBqlfIIvvg8Aq8217D0TiU9GJmHYoyrhWOD5vIdyQ8pGpp5WF5jxwmR7C+p4q7hOKKe+w90GWf2xWw4UA93mImIstb+RGYIOZblfrvNwIt7VeU8ReidS2VlRpgxVzl9RKhKUP9GyoT/ywa1KFH3LV+drAOR5FDW9YlUapKSURLnAMDAszCc1diUE6BlY8XNUVCsRchoi7yfzbVI4l7Mi4e6D0CY4/ECimp3P87fUY/5dhx94jrFi3H5fTzrjhXWiSbq4AduvYlGnv3MSmHdn4A0H6dGtJjNs6XS0aVm7IsAyKCAZ1Vqzbz5XnD+Wxu88kENTQNCPq+C99sID5y3YRCOohzejHU1fRKDWeU8aGV6Y3bDvIPY9PRUqTDH49cx09OjfjmfvPwWar+QFKUQR333ASV00Zxv6sPN7/agWbd2ZHbBf1V8KmUFpm/i0LispZvnY/CBg+oB3JiTX/3k0a0509mXl8+cPxRn1FEdx06Si6dmjK4aPFliYzNptCTl4Jj704M8zZwUpfXBNcTluEvV1VAlwJn1/j3S+Xc+ZJvdm5N4fNO7NJS4lj+ID2OB02Mg4es3SYMJso8xkdpb84xu3gsbvP4MFnp5se44ZESsnFZw+iW8f6687/iGggwf8BGFLyxq7FvLdnOX5dI9Hh5q7uEzijZS9axaagCEHf1JZ1trZShULfVFMw/9n+Nby0fX5Uz9xKSCQ9kqM3CPyW0AyDA2XW+tBdVZwTVKEwpW1/prSt2ZfVpdqZ1Dz8KbVM89faNAfmLf/WrmO5aeXnEdXWGJuDoY3Cl9T2lx6jJBhZffMZGp/sWx3RnHb76q+ZNeEvNI1J5IHep5Lmimd29nY0aTCxeVeu6TicGFv0m1qqK45gHbS/LtXOA71O4fSWPTGk5PFNP/Loppk4FBt+I4hmyIrrYY61rfAwt678kk9HX13r2L8UIvZqs1Epoku/EgHwL0fqORVWXlbNYwJiLkHYolj7OQabzgjV/WilBvbjnw2hNkGkvI+UXpBG7c4L9m6YDha1aRRVcI4NI63C3g3SF4C2B9DA1sU8j8DqCveJZHCfFnKfEHHXQNw1tRwHKP470QmwAhimTtneF1yR0gXTAUhFSXoBo/iBCkJd+Rmr7Tujg2It0YoGEX8fMrAFjMOmPEQ4QUlFJDwctp3h+RJK/lnhMSwBJ6S8g7BbLP0nPALHTqPuDygB8P4IajOk6zSEcpx8K7EXItXGyPLXzAcme19E/O0IW/t6neeJQErJv16fzdylO/AHNGyqyrtfLue+v0xiwgizCctmU+lfJaEsENRYvnY/hcUeendrTrtWpsOBYUjmL9/FzHlbADhlXA/GD+uMy2lDVS2i3wX8uGAbWYcLmHJaf7p0aIIjijNcIKgxc96WCKcKn1/j46mrw0iwrhs8+Ox0fFVkAF5fkC07s5m1YFud09lSk2NJTY7l4JFCdmcctZRHOB22iCS0oGbQo3MzZs7bwnNvz0VRzLW+f789l3tuOCmCsFfHrVeO4boLh7Fo9V4EpiwlsaL5rV+PluzJyI3w8A0Gdew2JaLZrD5w2FUmje5O727hQTnHCqz9ffMLy7n3yams35KFbkjsqoLDYeOVxy6kVbMU3E57hF7a7bTTslnNAURD+7Xju7dvZOnqvfj8Gs0aJ7Jo5W7uePgr+vdsxeSJfeqtSf8joYEE/wfw+q7FvLN7WagSmu8v56ENP/DIxpnYFRWJxKXY+VvPiQxr3K5e1brXdy6ukQCrQmBXbDzc5/Swiup/El4tUEHOIn/Ukh21Z7jXBUmOGOLtrqhhHpWIsTkY0bg99/WcyFNbfkaXJo1VEFzfaQQORUVKSWZZAQFDw64o9Vre0qXB91mbaBeXxoMbpmMg0aWkWUwi57XuF+GNXB3lNdi/KQhibQ46JjTi5i6jGd7YvGl/lbmO77I2EqimJ64KTRpsKzpCdnkRzWOT6nFGJwCRCK7J4J9RUQG1simzg5GLcA5Fej+t2K4qnGbQQbRDuM9Clr8FRpDjhM4FrvGWel8h3NZy0epwDAVbe9O6y6LBCrSKxriECFJnHkeAvRNQQT6DG0E/hHCOBnuvei/ZyuCeGkIu7OZ81WYI51hwjgqTLUijAFn8KPjnALLCo3kj1g1yUcZ3jgx33agDhJIEaT9AYKmp6VbbVsytSmR1cAeUPE64g0Y5suBqqLCvC4N3OnWXRVTAOIAseRJKn4WUTxD2Lsfn6BpbpyY46ZuH9HwIRjE4JyBirwwj1PXF2s1ZzFt6vHGqklw9+epPDO3XltiYcN3t/qw8bn3oK4KaHqrujh7ckQduPYVHXpjJ8nX7Q+Rzy67DzF2yg1bNUix9dQ1Dkn20iMO5xSxauYd7bzyZiaOt5UYebyBqRHNhcfhv7J6MXAKByOP5/BqzFmytMwmuxKljezD1x40cyS0OEV6X08bFZw1i4YrdZB8twu/XEAKcdhs3XDqS0nI/z709t+K8j8/lmTfn0L9X6zCNsxVcLgcTR0Veiymn92fGvC2UlvlCUgyX0855p/YlId4dEd1ciRZNksg5VhKmuxYCEuLcNGmUQNsWqZxzSl/LamvzCieJ6kiIc7F+S9bxz05Qx+sP8sDT0/jguSt4Nc6FP6CF5qkqgrhYF6MG1R6GER/r4pSxPVi+bh/3Pz0NTdPRDcnmXdl8++MG3nv2clKS/gOriL8DGkjwbwzNMHh/z/KIrn1NGmjSCBHDcgLcs24qDkVlfNMuPNn/rDqR1ny/tX5RAGObdibdGcdF7Qb+ah64Uko2F2azPHc/8XYnp7ToUaPrxOq8TG5aEVl1BbNh7ZqOJ+ZHWh2KENzXcxJ/3zC9RoeEya16I4SgdVxKmO2cgeSVnYtQhOCbzA0c9hajIHAoKgl2V8SYdmGS4+ryk6Chs680j7d2L8FXJS45szSfq5Z+xJyJt4c5Q1THrSu/JBhFDyyE4LrOI7iu04iw1z/eu6rWlQAAm6JQGPD8piTYKHkWPB9iEhbBceJS7SYpNVDbgS0G7H0gsIFQ9VW4TcJRgzWaUGIh7Ttk6avgn23uE3MJIubSXzR/IRRI+QRZ9hx4vsKsUjvBNQWc/RB6hjlv14RIolb19IxS02FB319hYQbYu0Dy+3X3ATaKkMV3Ed1f2EAkPWMZNS2lblqK6YcIkV7/Qmqv/FZCgGMQIvHpOm5fbW+hgnO0+Y8FpOdrrHXjQQgsB+eY8Je932O9YgDgIvqqg9dsGCy6C5E+sw4zPw6j9EUof4/Q51Lbj/RNg9Rpdf4bVsecpTssrbBUVWH1pkzGDj2+NC6l5G9PfR/hnLB49V6afb2C5ev2hVVLff4gy9ftZ/WmzDBypqoibJm+UrLw77fnMm5YZ+wWDVCJ8W4SE9wcKwi/vwgB3TuHrygKJXr6p2rR6GcYkp8WbmPa7E0EghonjerGuZP64HSaZWmX087b/7qE6XM2s3DlHhLiXJx3al8G9m7DxZMHMmvBVhat3E1SQgznnNKX3l1b8Pn0NVFJ+8IVu5lyes2ri9GQkhTLe89ezvtfLWfpmn0Vul+FnXtzGNKvLSmJsRyuFkDictq4aPJAEuJdPPPmHIJBnWDQdGXw+gPsycjlwKECdMPgwdtOi2iGvPny0TzywsywirfTYSPG7aCkLPxzLiXk5JWQm1/Km09dwrNvzmXFOjMxcmj/dtx9/UmWf9/CYg8/L9rO0WMl9O7aghGDOqAIwZOv/hx23EBAp0j38tG3q7jjGut+pT86Gkjwb4xyzR+1OmeFgKEz/8gu/rlpFo/1O7PW7VvFpnCgPNJ+pXVcKq8O+XXN3w0p+du675h7eCd+XcOuqDy3bR4vDZ7CyMaRy9YBXeOWlV9Y6lsdisoVHYZwWT08bbM9Rby8fSHL8/aR5Ijhqg5DOauC1AKc1rIHyc4YHts4iwPl+RE/y3ahcmFbs/Ho6a1zIirTPj3Is1vnIqv8pHt0cOo2EuwudGkQNHRUodAruTkbCw5F2NHFqA7Kgn6C1czJDSTFQS9r8w8wKK2N5fkdLC9kv4VNWmj+ihpqqlt77ABfZ67HowXI89fgxFAFXj3I1AMbiLU5aRufWqd96gPpXwGej7EmKxXL9mAS1thrj+tyk98G73dmeAI2RMyU4938NUAoKeAaj9T3mLrV4DaT9Nl+oa2PsIF/8fH54gff12DsheQPaq3mSqPMrGhqW8PfCG5GljyFSHrM3E4GzUQ2WWQSTrX58TGkNG3atD3RD+Q6PYwAS+lDer4F349mdVXPIbzqq2P+5CtEVoMrtcF2QIWkF1Bcv+FNTxZjqRmXgFGXxsRKOMwEupKHK/4/yvK0noXUjx5vkKttekaB6bMc9lk2r6ks+SfE3Yg4gc+ZIoRlClvle1WReSifgqLqKyQm2f1xwdaoKWpVq4+AZeMTmJd6X1ZeREMcmA/cd1w9jsdemhUiRYoisKkKWlDnr499w4ThXTh5VFc6tmlEbIwzQpPqcto5fUJkFfifL89i8aq9oQp21uFlzFu6g4vPGkR2ThFtW6YxtH87LjhjABecMSBizHMm9eWcSeFJn5pmYFgUDwwp0SziiOuDRqnxTBrTPeT9C7B2SxZbdh3mL1eM5u3PlqLpBpqmo6oqA3u35rTxPbGpCiMHdWT1hv089O8Z+PxaqGLu8wdZumYfS1bvYfSQTmHHGzW4I4/dfQZvfLKE7JwimjVO5IZLRvHGJ4st5yeEGZyUlhzHU387K/QAFO13auvuw9z5yNehZr4Z87bQokkyD9w6Ca8v8vuj6QZL1+xtIMENODHE213E2ZwUBiJ/zKLBb2hMP7iZv/c+lTXHMnl1xyIOeQrpltSU27qNo3vS8SWUe3uezF1rvo1wmbi3x0lWQ/8izDuyk7mHd4aqjpUk8s7V37D81LtxVKtcrz6WGdU5dWyTTlGdMKyQ6yvl3PlvURr0YSDJ85Xx2KZZ7C/N464q5zqsUTu+H38j5y54i4PlhWFOEULArENbuaHzyKgaZauwDgPJBW370yWxCXm+MvqntqJHcjMeXD89rPHNrdrpltQEm6JExFdXoqAGuYZHC0TVhQvMa9YzuTmv7VwUkteYas+6LbEbUvJVxjqmHtjIy4OnMLLJr5sZL71fY62ldZvOB/o+UFIQsdeB6wykfyGy/D3Qj4FrDCL51XqltRme76HkIUJVQD0b6Z8Dqd8ibPW3SwrB92NF4lnVm7oPAhshuBkc0f1IpX4EeeycKB7JBvi+AR5DBnebdm74McMqNGTMJYj4v5k3L20LaPuJXgV2IeLvPn5cGUDmX1SxT016Zg2UNFN+In1mQ5p0QMzZoB8AW0dEzCUI9bd1kRGuCUj/PAsZTNDUe1eH+2wz2S6MlAoQqVDyCNbhK1WhUy85RWBTheVd9Qe6APi+R/pmIJ1jEEn/rlfk8sTR3Zi7dGeYfhbAMAwG9m4T9pqmGZb2VWASWIddrdVWDIi6ZK/rhqXXbSXGDO1EUoKbD79ZSfbRIhx2G0dyi1m7xbSY3Lwjm5nzt/LiI1N44t7J3PmoSayCQR2bTWFov7acPDLcG35/1jEWrdwTVm30BzR2Z+Ty+Ms/omkGLqeN1OQ4Xn/iIpIS6iaXGz6gPR98vQJdD78eilBCISN1wZHcYt79YhnrtmSRnBTLJWcNZPzwLrz8/oIwm7TKeX81Yz3fvX0ji1fvpbConF5dm4eCTIpKPNz31Pfs3JdDUIu8E3p9QWYt2BZBggGG9W/PsP7hGvWMrDw++GZlhCY6MT6Glk2PPwzX9JBeUFTGvY9PDXtg8fqCHMjOZ/biHVFDVOJ/I3u8/wY0kODfGIoQ3NltPE9s+aleQQYS+O7ARv61dXZovyVH97L62AE+HnllqMltXNPOvDR4Ci9sm8eB8gLaxKVyR7dxjLCozP5STMvaZLnsLoA1+Qfom9KSBUd2ma4N6W0JGkZUepZVXkiBv7zO+ucP9qzAo4cnynn1IB/tW8U1nUaQVEVr61RtfDn6Gp7fNo/PMtaE9ggYOm/vXkaOt4RGrgQOWaS5WSFo6BzzlXNq9/AGi0f7nsHwxu35MmMdAV3jzFa9OLt1X6ZnbWJ57v6IaxU0dPqmHE8AOuIpZmnuPmJUO2OadqZ9fLppsVbtXi6Ak5p15dmB55LrLeXNXUvCVhcqCbeKiEq+q26rGxo3rvicFwedz4QaAkzqjWjpaEJFxF4VpsE0yt6BspcJEbbyA0jvNEj7oU5EWEq9Woc/mOlpXmTpS4jkF+o2Zf2YWYHWDyOcg8A5ARnYYEHOwPTP3VozCS55HGTkysxx6BiF90BgkVkBrgrPF+AYZNqtaQeJTtrsiOTXw6ua3hkV2uFaGvpEDMTdi1CTTe9dtTm4TkaImhtfpH4EAmtASQLHMEsXh3rBeRLYPoPgFsBDyE0j7kaEmh6xuYi7DhlYYqbehci7reJhoy7NSbpplWcxtiXUNKKHn1ToTv2LkOVvIuJuqduYQN/uLZl8ci++/3kThmGgqgpSwiN/PSPCpaFdqzRcTntEhdXpsDH5pN58PHVVnY9rhRZNk2jeJKnGbfp0b0mf7i0tI519/iC7M46ydPVexgztxHdv3ciilbspLPHSr3tLunSIfJCycn0AszJeObbHF8RzpJA7H/2ax++ZTNNGibWuvrRrlcaU0/vz1Yx1BIIaAoHdrnLxWQNp1bxuD9ZHj5Vw1d0f4fGaFm15BWU8+erPHDpSyN4D1iE22UcKsalKBNkH+Psz09m+N8fSqaMS9WkRmHJ6fxav3kvmoXy8viAOu4puGKQmx/LmJ0s459S+NWqfV6zbzwPPTLNcQQgEdZas2UvPzs3YvCM7rKnS5bSfsJzkj4A/JQnOLMtndvZ2dGkwvllXOiU0+k2Pd37bfsQ7nLy8YyE53hLax6WhSYPMsvyoWs4ku5tXdy60tBV7busc3h95Rej1kY07WMoR/pPILM3njlVfI5Ehf9xJzbtF9bvdV5rHuJ9e4PF+kzmtZe1G8GuOHSBosa7nUGzsLcllQFr40mSs3Um5HjBDE6pUQnx6kGlZm7iv56SwB4yaEKM6GN4osrIohGBS8+4RThWnt+zJh3tXcrC8MFQtd6t2Lmo7kMYVYSiv71zMm7uWoAiBIgRywwxeHXohT/afzF/XfEvQ0NClxK3aaexO4J/9zkQRgpV5GdiESsCi6uVUbXjq+KBlILl77VTedV5G/7R62F/VAOE+HRlYFkkgpWaSu8r/NcosPGuDYBQjyz9CxN9R67Gkb0HFknp1GGYARx0gA+vN6GGpA36k7ztQXwfnaVjqTIUKSi0OK/7F1Kq79U+L8oYXWfYawjXe1A9bVjYdEHs7whmupZf+ubV7CKOCSES4T0EIZ1S9bti4UiJLnwHPRxUuDpgENPkjhP3EVxKEsEHKe+D7EembBSIeETMF4RgYZXsXpHxh2qQFN4PaBGkUQenzdTyiRJa+gEh5p26b23qA0gT0TKKTYR94Pod6kGCAW68cyxkTerFyfQYul50xQzpaVjxVVeHhO0/n/56cimFIAkEdt8tO25ZpXHjmAHp1bc7t//jqhCOHDx0pYsW6/QytQ8jE+i1ZlkEeXl+QpWtNEhzjdtToxCClZP+BPALBujVm7snIY8rN79C0USJ/v/WUCBeF6rjhkpGMHtKRect2IYAJI7rQqV3de2E+/X41Pl8wzKPY5w/y0berSIx3k18YuYoXE+M0E9cq4PUF+HHBNhas3M3mndmWfseVcLnstTpXVIXTaeeNJy5mxfr9LFq52zxPIdi+5wh7MnKZ+vNGXn/8Itq3jnzQ8/uDPPTvH6JKaABsqsIjfz2du/75LVnZhaiqIBjUOWNCz/9pz+A/HQn+eN8qnts613QFkJK3di/lqg7DuK3bbxuXWZ0sBQ2dHw5u5suMdWwrOhwWr+tQVP7afTwPbZxhOda2ot8n2ejsVn0sK5xSSl7ftTgUSlGJ2Yd3MKVNf77MXGsGW1Q5x8pK5gPrpzGkUdtaI51bxSWzvehIhFwhaOg0cScgpSQoDexCCVUNthcdsbxBOBQbXZKamA4Rm3/CW4MlmVOx0SouhZOad6Ms6GdZ7j4MKRnRuH2Ep3AlXKqdL8Zcyxf71/Bj9jZiVAcD0lozrFE7dGmwpfAwb+1eGqFJvmXlFyw99W6mjr2ez/ev5bC3iBGNOjC5VW/cNpOAxNocltUDFWEZqV0T/IbGG7sW83baL2smC8F5Mji+Nz15pQfz58UGCf8MbyTSdkYJLAiYJLIWEiy1A1D8V6KTTSdG6SuAgnBPtLS+klIii+4MJ+zSA1oGOIot5qcC8cjgNmTZy6AkI2KvAMcIs6Ir4sxGOWGPHlhRF2jbMEpfQom/DekcYWqGQ2RcBSUeETslcj8ljTDdddi8K27SznGIhAdNAlxX+BeC51MgQCgNT5YjC6+D9AUnnEAp9SPI8nfMhkhbO0TsNWHuDVYQQgHncPMfgPL3kPWJqtZ21HlTIQSkvI8svLFCYhJllaPWBw9rtGmRSpsWtevy+/dsxRevXMuPC7aSV1BG/16tGT6gPTZVoVPbRghFQD29aSvhD2jc++RUundqxhXnDWFov+hkWNMNS+mFgDpLFt78dAkz52+J2sAWDUdyi7nrn9/w4b+vrLVy3aV9E0uNc12wYeshy0S6ykrvdz9vDLsGLqeNC8/oH/oOlHv8XPt/n5CXX1qrTMXltDFqUAdG1kOqAeaD0YiBHfh8+towQhvUdIKaznNvz+W1f14Usd/6bQdrbMh2OmyceVJvMrLyQ3ZriQluunRoytC+bX9x0uy6LVlMn7MJry/I+OFdGD+iCza1HvKk3xB/KhJ8xFPMc1vnhpEPXdd4f+9yJjbvZumgoEuDw55iEuyuWu2t6gO7onJO676c07ovX2es55FNMzBkZUOWYGnuPmxCIWhRDWrkPnGLnl+CcU07M6l5N37M3k7Q0LErCgLB7d3H8cL2+RHbe/Uge0vzmDH+L9y/fhprjmVG0BYhBPMO7wzzBpZSUhz0EaPaQzrjqzsMY/6RXWGOCw5FpW9KCxYf3cOrOxZRGPCQ5ozjju7jOKd1XzonNmZvSV4EcQ4YGi1jk+mT0oKpBzawqTByiU5B0CI2ifNa9+OS9oNYdGQ3/7fuu9APiS4NHu83mVNbWD/Jx9ocXNNpOKmuWB7dOIsdxTl8tG8lbtVB35SW+KNUbJcd3cf4Zl24v/cky/dHNLaOa7arKo1c8WSV103iUYkDZTUt3dcPQqiQ9DoEliF980BJRLjPiWwgUtKITHurQB20qLL8PWr0izUOQflLgIosfx0ZdytK3PXh2+hZYBRZ7OwH/zxEyifI4ntNUgxg62mm0ZW/SSUhkoGVmCTTMI8Vcwm4zgDvN9Rtid5y8lD+FjLmIkTSC6YNnOcLk1g7RyPi70EoiRF7iZgLkd7viUiEU9IQ6Qvrl/hWBdLzGZYSC1kE2jaw8vStbUwtA5l/XgWB1MyIZt9sSH49osJdI5xj61EJBtT6NbIJtSkibRpSyzRJv36g2hYKOEZa7lsV+7Py2L0/l6aNE+nVpXm9CUVaShyXnRuZduCw21AUgV6TFLoWSAlbdx3mwWenc9tV46Lame3en2O9PzB6SO0rAmXlfr6aud7SSk2pWK2riRtrmsG3P27gtqvqXqzan3WM6XM2caygnGH92zFhZBcc9uiUp1njRDIORjYmBzWdKaf3x+Wy8/m0tQhhOlycNbEPV5w3NLTdN7PWczSvpMZqq6IIenRqxq1XjQlph08Em7Yfsnx9y87s4ymWdYSiCPr3bEVBUTlvVouvXrxqL+98vhSHXaVbx6Zccd7QkId1bn4pH3+7ivVbs2iclsAlZw8K87euxLtfLuPzaWtC467fepCZ87fw/EPnh1XRfy/8aUiwlJK5h3davhfQdWYf3h5Bgmcd2spjm37ErwfRpcGoxh15qv9ZxNp/HZG4lBKfHuRfW38OqwQHDI35R3YxLL0dy/L2hy3Zu1U7N3UedcLHO+ItIcbmIMnhxqsF2VVylGRHTJ1idYUQPNH/LC5pP5jlR/cRZ3cyqXl39pcei6r9DRo6zWOT6JvSkrUWJBgkQXn8R2PJ0b08vGEGR70lGFBxjG7c1HkU/x54Hv/YMINSzYchJaObdKJfSkue3To3VJ3O85fx2KYfcSg2rus0IqyRD8Cl2pjUvHuo8hxNk+xUbbwy5EI6JjTimK+Me9ZOjajc3r9uGv1SW9HEbR0msKckl0c2zgwj7uVagIVHd0f9wa/NScSp2nhr2CXcuOIzgoYOCDRD54FepxBrc/LA+mlh5+sUKi3jUthbGqlpUxB0/5UDVMxq3UiEswZyoKSDEg9G9Yqp3SSRtUHbSc1NUJWo0G6WvWxG/1Yl48JG9GVuA2HvhkibYboEYDMtvcpeJLwiGCSMjHs+AfcFZuCGtqvCGi1Yw3GiQNghsBrhPs3Um9ZhuV3YuyET/gElj5qyDQwQyYiUd06YAAMVkdNWUE64CipLn8GMpq78FhiAz4yGTpsH6OD7GembCSIGEXOBpUxC2NoiY6+F8nc5/tDhBFvbiupt1c+XCxF36wnNV9jaQOKzyMIrQFb+zZ0VKXP3RN0vGNR54NlprNt8XErQJD2Blx65gOTEX+6PbrerTBjRhXlLd4YRL6dDJaFi+b6m5fiq8Pk1XvtoEaeO7W6Z8LZ1t/Xqo8Ou1ukYWYcLsNsUAhbPhi2aJlHm8Vs6YVRC0w1Wrs+gXcs0Rg3pWGt4w7xlO3nilZ8IaqY12aoNGXw1cx1vPHExLqd1I+MlZw9i7eYDYY1ndrtK/16tSU+N55oLhnPpWYM4VlhOanJsxDgLV+6pkQDbbSrxcS4ev/fMGpPs9mTk8s2s9eTmlzK4T1vOPKlXmF784OHohQ4hhCUB7te9peWqqKoKRg7qQOe2TXj786WW2xiGxOfXWL/1INv3HOHuG06mT7cWXHX3R3i9ATTd4EB2AZt3HuLOa8Zz2vieoX1z80v59LvVEVryHXtzWLZ2H6MG/7rN2SeCX4UECyEmAS9ilkXekVI+9WuM+2vAkJK3dy/l3T3LKQ1aL1MqQqBUa0LZkH+QB9aHe84uPrqHO1Z/zdvDf9nycbaniEc3zmJZ7r6o5NFb0fk/pU0/vsxYhxACm1C4tetYTmvZM2zbjNJjTDu4GY8WYHzTzgxKaxPxRViRu5/710+j0O/BQNLCncQRXwk2oaBJnY7xjXhx8AXMP7KTLzPNRq/TWvTg6o7DIkh/96SmYQ4VPe3NUSzOxK3amVwRA31S8658uG9lhAZXShjbxPTG3FZ4mNtWfRW2TWnQxzeZ6/kpeztTx17PwlP+ylFvCXF2J/F2FyNmPRshz/DpQV7avoDZE2/j3eGX8dimWewsziHG5uDidgO5tevxasLlHYawIi8j7JiKELSITaZjhVZ89uEdln8nieTHQ1u5quMwi3fh68z1EVZpQIX/sC3MuQJMd4jXdi4i21PEJe0GhSQQ1dE7pQWLT7mLNccO4NODDExrHZJmHPOX8dL2BWgVcp9zW/flvl6TeHbrHD7PWBNGsp2qjb90qYMuNLAJ6Z0O6Aj3aWAfcOLL4FKargiWVVgFiu/FCCxEJDwRnbzZe0BwK3VPDzPAPxdsx9PZhNocaWttNlpVh34EqR9GqM1CTXrSv4DoXrSV8IH3K2i0GqHtMMe2tQX7AGT+ORXL8VUJsZV8AcwKblLYK1IaoGeYxEttVvGaD1BCfsVKzLlI1ylmZLUSB7Yev2gZU8pgRTy11Zsa2OsXghBCYDWWUhb9KNIohOK7ILAeswItkL45yLjrUCweBpT425Gu8RXx2wbCdRrYeyLLXjR1zNIPSiOIfwDhHBqxv3meGshSMwAlymdOOHpD2iyk51MI7gFHH0TMhTU2cX76/WrWbc4KI1UHDxfyxKs/8cz959RwgeqOu66bQFGxh3VbsnDYbQSCGpNGd+eCMwZw2R3v12ssTTc4eqzUUnLQpnkqezPzLAlvZeRzTWiUFk/QgiAKAW1bpfGPO07j4lvfIyevJOoYh3IKeeG9+bzw3nyevu9s+llUHcGUefzrtXC/W68/yMHDhUyfszlqk1evLs257y+TeP6defgDQXRdMqx/Ox645ZTQNk6nPaokIy6Kg4IiBK1bpDByUAfOP61/jQ9A85ft5PFXfwr5Cm/ekc23P67nuQfP4+eF29m4/SAxbmeE93Ml3E67ZSXY6bTz6F/P4O/PTgfM6nalVd+KdRksWrmnTjIVn1/jpffnM2pQRzwef5ibhM+v8dIHCzh5VLeQN/H6LVlmtbfa397rC7Jkzd7/DRIszF+NV4GTgEPAGiHEdCnl9l869q+BV3Ys5IO9K2pJVVOY1DzcmP+dPcsiCFvA0Flz7AA53pKo1b/aUK4FuGDhOxQGPLU2NKiKwn29JnFHt/EUBjyku+JM94Aq+DZzA//cNCsUvvFN5nrGNunEswPPDX0RMkrzuXnlF2Hnk1EebuG0vfgIZ81/nYChh7Z7Z89y5hzZyTdjr8ehqGSXFzEtaxOlmo+RjTsyNN3UCjkUlWcHnsvtq7/GkAYBQydGddAnpQVntDRvlN2TmnJR2wF8nrGWgB6sIPUqt3cbS7MYc3n37d2R1xzM22V50M8rOxby1ICzaVqxvS6NqAlxR7xm01Tf1JZMHXcDhpSWmqgh6W25vds4nq/wB9akgV2oXNR2QOjHxFexElAdmmHU+LkqCngs3RoUBB0TG7GnJDdsfwnsLc3j1Z0L+Sl7G1+MvhabYr1cZFdUhlk0613WfjAXth1Anq+MZEdMiEj/X8+T6ZCQztu7l1Lg99AzuTn39DiJDgk1d8sbpS9UBAYEAIn0TgVbJ6TaxExAi5lSv0SxwCrTKs2SwFZUWb0/IW09ELGXWQ4hYq825yHrSoKrhnZUQfx9UHiVxfbSbNBL+Nvxl9RGEKz00q0JBkKWIRx9wNHn+MtJLyELLjHJVuXKh71PRYJb9QY8Z5hNmPQvQxbfA7IcpIFUW5rNadoOQCAdwxGJTyDUdIQSA1HIXr0RWIdZ17CA2t7UUNdHX1wJJQH0KGSn8GbQ1ld5QQJeKHsT6T7P0rpN2HtERC2L+L8i426vcJKIsXwYkNJAlr9qfr5lEIQbGXcnSuzFllMTajNE/D2mM4lRAKLmPoZpczZF2FlpusGaTZl4fQHcruhhK3WFy2nnmQfO5UhuMUdyi2nTIpWUpFiWrtmLy2Wn3FN3WY5hGKG44Oq46KyBLFoVbm3msKsM7N2Gxmm13wvTkuMY0rctKzdkhFUFHXYbl549CIfdxmuPX8Qdj3xN9pFCS6susyJpfufvf2YaP7x7s2UQxK79Ry3/3v6AxrxlO5lyen/2ZOTywTcr2H/gGO3bpHPFeUPo2KYRE0Z0YezQThw9VkJ8nKtGC7nqOP/UfuzYkxNmf6cogrYtU/nw31fWun8wqPP0G3PCrNj8AY28gjKuuusjpDSbI6P5TFdu/8gLM/nHHadFXIOh/dvxzRvXMX/ZLg4eMR8IAkE94jNaGwIBjdWbMqP+jbKPFoX07nGxTsu/haqI/5oo5l9DkDEI2Cul3C+lDABfANHzTv+DCBg6H+5dGdXWy6GoOBUbt3UdS/tqZCC7vMhyTLuikustJaP0GM9tncsD66cz7/DOCJKU6yvlYHlhhEfjzINb8GiBWgmwW7Vzdqs+5n/b7DSLScSuqBhScqCsgFxfKcUBL49tmoXP0EJNUV49yIKc3Sw5ujc01qf7VxOsofkLQJeSkqAvjIQGDI3s8iLmHN7Bz4e2c/q8V3lj12I+2LuSW1Z+wS0rvwyd96gmHZk+/kZ6p7TAqdgISh27onLEc7yD/96eJ/PxyCu5ptNwru80kq/HXhdWRc0oix4UYSBZmZcR9poqFBq7rH+AW1WTd9TUFHB2q94kOWMwMG+5fkPjma1zeHHHAvPcGndEtSCjDtXG6CaRHo+VGNe0MzFqZDVXR/LSoCm8OuRCTm3RPULj69M1MkqPMf+ItXynNtgVlWYxiWGVZCEE57Xpx88n38aaM/7GeyMuo2tSzfpbqWVWLDX7IHR1fKBtNlPayl5B5p2M1A7WfXLajuh64BC8prSg+nykRAbWmuQs8TlwDMEMd4ir+Hc0CHCdHPmqDICIs9g+GNFEJWKuAOpA+IQ7oooLIGwtEenzEUnPIxLuR6R+hZL6ESQ8CrjNeYj/Z++sw+So0i7+u1XVNi6ZmXgm7u5CPBA0uLsGt4XF3VngY3F3AgkEgoQkBOLubhO3cZ9prbrfH9XTmZ6unpkIsrs5z7PPku6SWzXdXee+97znxILSEJH8SciCTAb2IotuAiM/KD/wgp4VDOLQgQD45iMLLzTJ2TGFP7qHk74RmTsEo+A8ZGDP4R025kqgJtmym/ZtgVXW+wgVfIsP6zRCqAglNmo1XFa8BeXvm5MLfKbbSPnzSLd1QzKAUTkZmTsImTcSmdMHo/RJs2JugajkQmLpG3s0aJSeSK8uzUPRtmmp8ZaVQkVAiyYp2GpIHux2jWED2kWtZrbNTOe5+86kUXoimqZgs6mMGtyex+86rd5jfOSOUxk1uD12m4rNppKWGscTd58e0samp8bzxatX8ebTF3LaqK5kNEjApllTFGlI1myy1sW6nLaoz9e4GAdrNu3jxge/ZO6Sbew9WMScxVsZf/8XoeOpqkLjjKTDIsAAJ/Rrw7mn9MRuU4l12XE5bTRMS2D8JUPZbxGDXBM79+ZbjjsQMPD6AqHJQ23UwQy22M7qKJrh5MRYzjmlFw6HzbIJsD7w+XVKSq2lUAE9fCLVr0emZWqgpqmcNqprxOt/BY6FHKIJUP0puA+IcDsXQlwPXA/QvPmxsWSqC8XeSssUGTA7+O/oNJKRjdrTNDYydrRfgxZsL8uL6LgPSJ1tpTk8teaXUPV12r4NdEtpwpsDLmJ98X6eXzeDbaW5KEKQbI/l+T5n0Tdo4bW1RvWvOrQgGdIUlVOadmF4jTCDBbnbuX/F95T7vejSoJEr0bJJyq37mbpvA0OD++8uLwjTHB8OKnUfi3J2MHX/+jBtq1v3szhvB78e2BRyvXhm7XTWFu4PaWfn5WRx/uz3mTrm5pD2tkty45DHcU30SGnG9tK8qF63qY5IwnJ3l9E8surHiLCQf3QeXe9r/Grnckp87rCJjFv38/G2RVzRegBtEtK4sGVfvt65PHQep2pjXPPuYbKQmhjdqCNfJC1lQ/HBsECNq9oMJCMmgYyYBHZXFPL7wS0RXpKVup/FeTs5scYKxZ+KOmN2PSB9yLJnEclv1u+YavOgg0IdFSojH+lfH6rwST0vKKM4CAiTSDtGIDLWAIoZUexfS3gTlwLYIP7+sDS2ELTWUarJtsiGL7Uh2HqCfzGHIqF1wu+PC+Lvjr6kLrSIOGAl5kyk80SzIixizOp6te+0dH9N3bKPYGXSNy8ybrgapH8tsvIbkBUI50ngGFW7Xtjeh+jaa2mOy78OWXhR0CmifpVNEXMpUt8DlV+DsJufBVvn4MQj2udNRJmwHBmkNIITvBoPc+lGlr+GcEWSO+mdHUymq1a5r5yElDoi8bGI7Yf0bcP0ORsiyGjzpil/eBWsXct0mjZMYue+/LDz2+0az9w7jhXr9vDOF/MwpETXDYb2a8N9N0ZOFKujb/dMJr55LWUVXpwOrdYmMys4HTYevPUU/nH9GCo9PpISIiv0Qgg6t2tC53bm9/Wfz37HguXbLY8XTYvcpkUaKUmxHMgpDiOMToeNs8b25P8++D2s+UtK8Pp0bn3ka669aDCXntnf0g6uLgghGH/pUM4/rTcbth5kx558JvywjEdf/gndMMhsmsqz950Z1cs3LtZRq6dwTSjCjKuu+Wj3+vzMX5ZFz87NrHcE9IAeNUSl9nNWnSNygmezqfTrnonDrlFW4SE+1ondpvHKI+fxj6e/DVWxAwGDf1w/hpbNGhz2+f8IHAsSbC2XrPmClO8C7wL06dPnyBjZYSLZEYOmqGBRBe2S3JgLWvZh2v4NfLFjGa3jG3BK0y7EaOYP+dXtBjNl71oq/N4QKXOpNq5sM5Cn107DU+2YlbqPFfm7GfTzC3iNQNjFH3SXcMPCL/h59M00ikmkQ2IGMaotws/Vpdg4r2Uv0pzxDE5vHVGl21NeyC2Lvw4je3sriiwz2wWm3rMK/dNasjx/d9iY6wuHomIgLcl2pe7nxz3rGNukMzvL8lmctyOseczAbPz7eucKbuxQdzPfde0GM3Xf+girNTDv/bXtIjvHT2/WFZui8OrGWRyoLKZ5bAp3dR7NiEbRK7Q1sSB3e0TTG5grCW9snsOD3cbyz64nMqpRe37YsxaJ5LRmXaPGH1dBUxQ+HHI5P+9dx8/71hOrObigZW8GVpMxNHDEWd5bu6KFJDfT9m/g9U1zyHaX0D4xg390HkO7hHT2VxbT0JVIgv0PeqAKB3UvFhngnVf/jmTHMBCJQRuxWiqXshJZcAnS3huR/Day5B/B7vxqfyfvbGTFJyhx10DKB8jKyeD5zmxI01qCrQvCeWLU9DOhNUc6TgDvPMIa3oQDEXNIiiH1HGT+GaaUARkct8OsaAbWg38TqA0RcbeY5PIwYUoYrHXl6PvCrzkapA9Z9hqy+C5AA9cZiLi7zGMDRsUHUPYqpqzFMN077H0h+Z0w0h02LuFCJjwLJfdhEnGrv5cBRgV4fwentaNJ5HEVRMJDyLibILDdDOzwLUaWPlHLXmbD5TGDdEdv7DOiOCGUv0GkLtwD7m+RCf9EiPDq9g0Xn8Cy1bsoq/Dg8Qaw21Q0TeWBm+t3n44GQgheefRcHn35J9ZtPoCiCOJjHdx/81haNE2lRdNUTh/djYN5JSQlxNSblAtx9MvYDocNR5TmtJoYO7wTK9btiUjYk5KovsFCCF588Gxuf3QiFW5TxhUIGJx7Sk8G92nF/c9/Z7mfYUg+/WYxZeVebr687l6JaEhJiqVReiKPvfJTGFnM2pXLHY9P4otXr7L8rWyckUTLZqls25kbJjWIJn8QAuw2W8S9EULwy6wNfDN1Femp8Vx/8WDGnBBeTBk+qD3fz1hTr8TB0HExx2FFnlVF0LV9YyrdXk654nUAWjZP5cFbTqFDm4Z8//6NrN20D683QPdOTSOCYf5KiCOZDYQdQIiBwGNSypOC/74fQEr5bLR9+vTpI5cvX35U560vPti6gDc2z6nhEGDjpb5n89SaaZT43FTqPmJUGy7NztfDrqVJbBJgNrC9sWk2i/J2kmKP5Zp2g0i0ubhj6SRLohYNdkXlmraDua3TCCoDPk6a8RqF3oqQdZdNqLSMb8D3I2+ISiSeWTONL3csrTMRrOr6Phx8GT1TzZlgqc/D6b+9SZ6nLLqzqqKiCCWiSu1UNZ7tdSYPrfqBikBk9W5sk0483+ds7lgykVnZFk1GQJ/U5lzTbjCdEhvVae+2oyyf59ZOZ2HeDnRp4FA0hIDx7YdyQ/tj+BCshvuWf8+Pe9daRiY7FI1zM3vyUPdT/pBzV/i9DJv2csS9dak2fhl9Cx9lLeTLHcvDHDRUBIqiYFc0/EaAM5v34OHup0TVDx8ppF6AzBtB3Q1hgJKBSHgc4aw7CtvwbYLS+00HBfNMmGTb6gfZCbFXBqt2FhVRtTlK2sy6xxcFUvqQZa+YDW3SDfY+iPiHw4IgjJInwT0hcnwiFpG++PB8dw93fJWTkKVPUWcSXEj3XPU5UUEkmMlsrrOg6EoivW5jIP4eM6LZvwVsnRCx15luCNVgeBdD0XUW+1c/1FUoCffX+7pqQvrXIwsuIVrstkj51GxOO0aQUiLzhgTjsWvA1h0ldVLEy0buIFOWYjW+tF9CDYvVUen2MXXWetZvOUCLJimcPqYbDZKPXUW7PigqqcTt8dEwLbHeFc5Kt4+FK3ZQUemlT7cWdfrz/lEwDMmjL//IopU78Xr92GwqQgie/MfpEbHCNaHrBqs37qOkzE23Dk1okGLe95Mvf52yiui/aQ67xk8f3XRUmu0X3prOT7+vj6hWu5w2Xn3sfDq1jVxBrHT7eOm9X5kxdxNSmlVXIQSpybEUFleGyRc0TaFvtxas2rAvggTXhNOhcfUFg0Cav7RD+7WlWeNkXnn/N37+fR1eXwBFMV0lXA4bZRXW33NFEVGr713aNaKwpJLsvNKwbWJjHEx889qoWvM/E0KIFVLKPhGvHwMSrAFbgVHAfmAZcLGUckO0ff5MEiylZNKulby9ZS753graxqdxb9cTmbhzBTMObAqTOygIBqS35IPBl7GuaD+rCvaS7opnRMP2ocrqsvzd3LjoS0tCWBtOa9aVF/uYHcHZ7lKeWjOVuTlZqEJwcpMu3Nf1pKgVvUW5O7hu4ReWzVlORcNAoikqUkoMKbmu3RBu7hg+k83zlPPgyilhWuEqpDvjubfLiTy4ckpERTTR5uL3sXcwYtorlNZw13CpNv7d/3ym7FnLjP0b8VloEgWmdtep2vAFCdujPU6tVaNbhVxPGXnuMjLjGxCrWf8gSSnZWHyQfZXFdExsGKEFrg82FB/k0rkfRU2Psysqv510Bw2cR//wqgj4KPZVkuFMwG/oXDz3A3aWFYTd9wSbk2d7jeOVDb+TVW4d11kdTlXj8tYDuLPzqKMeX00Y7hlQ8g9Tk1lX9RYnIuWzqGTFMPxQcqdZNRQOs0FMbQGJT4H7e3B/ieVyuGiIGUVs8Z1T0lHS5x/+hR0GjLyxwUjimuOKRaR8gbBFSlak9IBRCkrqUVmUSelB5o8DfT+Hrr/qu1N1r6q8imv7LVex/ttVjU03/1s4gtd0KNjHKLwefHOp1epNSUGkLYxaVa4PjILLgo2CVQ/hoASiwa8o6uF/r+s8X+UUKH2YCCu1lPcR1RIOQ9sX3gC+2UTcZxEfnAzVr7p5LFFQVEFRSSXNmyQftjwBzN/P8kovLqc9FF6wZuM+7nlmMkiJbpjL7eed2osbLzsya86jhZSSdVsOsHTVTuJinYw+ocNRTSQ+mrjQTIeLUgV1OW188OJlNG985J+5u5/8hiWrd0W8Hhtj5+HbTmFIjZAMKSU3PjiBLdtz8AcsHIWCBNTltGEYkg6tM3ju/rPYnJXNAy9MCRXP3G5fdEGRqPp/QcO0BIpKKnE57bRu0YDObRsx+oSOGIbkun9+fljNcqoi6Nu9BWs376fSHf4MVRTBNRcMCvNT/qsQjQQftRxCShkQQtwCTMf8Rf2wNgL8Z0MIwfkte4eFMQCMXzQhQu9rIFmUu4PxC79kaf4udGlgU1TsisZnJ1xJ64Q0eqU2w6FoVByGGb5LtTGgQcvQvxu6Enh9wIX12rfE5+bmxV9FjR+WwKTh17GlNAd3wM+QjDYhtwWATcXZ/GvDr6wt3GepRdaEwj+7nsiecmtpRUDqLMnbyRsDLmT8oi+RktBYzsvsRbuEDGYc2GRJgKvGF5BGqHL+4961dEjM4KJW1vGo1ZHujCfdGb1yXOxzc+2Cz9hRlo8iBAHDYFTjDtzTeQy/HtxEud/LkIzWdE220INWQ+ekRjzbaxz/WP6tpXbaoWhsKck5KhLs1QM8sfpnftq3HlUI090hrRU7ywsiJh6GYfD93rXsqqVRsDo8eoAvdizljk4jQzHR0/Zv5OudK/AafkY1NHXvb22Zy46yfBo44xjffijnZ/aqU8KguE5EOhaAdw5SVpg6zkAW1tVhL7LiHYQ9Uh8sA1lQcEFQUsCh5jh9O5S9iEh6FemehHXIRADURhZhBZpZ6fyjoWZYk2AZMO21Kj42x+gYCWpTZOnT4J5sbiNikPH3o8SceUSnFsIJqd+YASGeX8zGO+eZpn7W+ytmilxD0Otqoow2edHD/1tWIkufQqROOPSybxF1eh1LTzA848ibXUTKu8Gq/GRTJ+wYhki4H/EHEGAAJWYcUokz7dT0/aC1RcTfHT26Of5OZMFiwqrVwgVxd/7pBLi8wstjr/zEyvV70DSzAHLz5cM486Qelttv2ZHDJ5MWsXVXLtKQlJR5ghImU6OpaQpnj+3JVRcM4p/PfUelO/x7+O0vq+jbvQV9uh1e4MixgBCCbh2a0K1D7b/jNaHrBuWVXmJjHGHpZKMGt+eL75dG3c8wZFTdbn0xoFdLVgeX/6vD79ctq8Cbt2eTtSvPkgBXjQkgKcHFSw+dS/Mm5neib/dMfvzwJpat2U1A13nslZ+j6oqrHm1SSg7kmA3rbo+fSreXjm0ahRwdTjyhIz/+tq7e16rZVDq0bsjK9ZEN0oYhmTBlOZec2c/Sf/rvgGPiEyylnApMPRbH+rOg1vLwX5K/K1QV9Bk6lfi4belEfh59M6pQeGfQJVyz4DN0aWBIiVcPQJQAT5swk7xObXb4yUoAvx6IHvWpCYXTm3WlXWIG7SzS7raW5nLJ3A9rtfEKSIPJu1fTNCbJMqhBl5JcTxkjGrVnzti7+D17C2V+LwPTWtEyPpVVBXuxK2qE5200uHU/n21fUi8SXBceWPE9W0ty8FebIPx6YBMz9m9EFQp+Q+fdrfM5uUknnu41rlbCN7ZpZ+bkbOOHPZGyCL/UwyYWR4LHVv/EL/s2hO6TW/cz/cBGy1m7gTSb5eohfalCZcAXsnd7bPXP/Lh3bejvvrowvFM4213K8+umUxnwRvU4rg6hxIPrNLP+GHMBhvs7KHmUSCIsIVCTqFZ5A19/iACHIRCs/kmzaU6vuVJhA9fJCOepyKKrg+TZB5guDCL+8AMQpAwAar09dEXsdUj/6hoaUps53sJLgn8lw9Tcaq3DY3alF0ofQaoNEI4hhz1WMO+/iL8d4m+v8Y5px25UfA7lL0bXuB4u/GtqDMBhXketUDiquGhMDbJIeAASHkD6NyErvzKlII5R4Dq93o13h3VO5yiEs34rKMLWAVInIMteAv86UDMQcTcj6qmFPpZ49OUfWbl+L/6AHnINeP2T2TTOSKJfj8ywbVdt2Ms/nv42gpBVR0A3E9n2HSyyXPL2eP1MmbGGbh2bHFHF+c/G5F9W8d6EBXi8fmyawoXj+nLVeQMRQvDACz9ErXQ6HTbOPaVn1ECN+uLUkV2Z9PNK8grLQ/7IToeNc07uGXLwqI6dewqiGrFUR35hOQnx4SvGToeNE/qZleW3P59XLyeK6vB4A3z943IuPasfMS47jdJNV476OJg0SInjvptOIiHOyZdTlllu4/MHmLs0i5GD2h/WuP4s/P0/zX8QTm7ShSl71oRpLbXgsn1Nva8EDlQWs6+iiKaxyXRJbszck+9mXk4WZX4PreLTuH7B55QGwh8CMaqdi1v14bp2J+C0sMqqD8r93oiKdRUGp7fi8Z7RE7Ze3zQ76hJ/dfgNnX5pmfy4dx2Ves1KnKRnqunmEWtzhHx/q9AiLsWSPAtAICx1tmX++uupw0YSnMoKIagM+Jifuz2MAFddCxC6Zx7dz7T9GzmxSSeG12JnBnB120FM278x7J7ZFZWuSU1oGX/knaxlfg9T962PuE/RKK4h5WF37mbGpWJTVHaWFTBlzxrLRr/qcOt+3tw8l8taDzhsLbFwjEHyiMU7Kth7Rb4c2BSUM0SDCrIMkfQisvCyoGOD13RLUBog4m41vYgbTENWfmWGRtj6IVxngnCaYQreueaSvOschGbtPiO9c01Spe8CXEhbZ7APR8ScEbV5zrzeIci4e02iWeVMYeseJO81vi8BK3t0D7L8jSMmwXVBuMYhy/+NOSmp7XOjmPcUgqRWYFl5r+nC4DovaFlX2/dWmvfkGOCQTCHYxOdbYAZfpH5tVsb/QghbJ0TKB8f0mAHd4NupK5kyYy0+f4DhA9tx+TkDojag5ReVs2rD3oiqoccb4Mvvl4aR4LIKD/c//32tBLgKXl+AhSt3RCW5sxZtZe7SLPp2a8F9N5/0p2ub64vpczby5mdzQnIHf0Dny++XoqkKwwe242BuiWWjmaoqXH3+IC48I2LF/LAR47LzwYuXMfHHFcxZso24WAfnndqL4QOsn0HNm6bUbUGOuYmmHqqo5heW88k3i1m8aidJCS4G9W7FD7+uPWzvX1VVyM4roVXzNFZt3FcnAVYUwZC+rXnqH+NQFHP1MS013pKA+/w6m7Oyj5Pgvxvu7TqGdUX72VtZRMAwPW0bBC24rJvehLms7/eyLH8XDtXGsIZtQ+EVHZMasix/dxjpk0jOaN79qLr3B2W05tVNv0e0BLlUG9e3P6FWbe36ogN1fq+qUt3GNO7Ie1vnh+lTXaqNYQ3b0S4hHV0aLMjOYkXhXjKc8Yxq3IEMVwIpjljGNe/Gj3vXhlmoAcTbHJTU0BGrQoSs27x6gHe2zGPy7lUEpMGYxh25reMIkh3hiToVAR/Pr5vOD3vW4jd0eqc2547D0L9WVZ+T7DF0SmqEXbFelmmbkM5r/c/n4VU/hpL1hma05eleR2d7XeitDDpAWE8WZI1/Z7gSSHPGs6Jgd8TfTxMKQgh0w8BAhpxAqhr3lhfsrpfeGswJQ4nfHYqQri+EEoeMvQoqPuHQ0rAA4UTEXh+5g6ykVpcJJQbU5qZ2Nm2m6fKg70bYe4HzlFDjmVAbIuLvOHRY6TNt0wIbgufQkBUfIRP/heIKt3uSvuXIols4VL12g385+FciK15HJjxkEmE105JEK7GXIGPOMau8SqopDwmsq9eDCwi6PPwxEEo8pH6NLHkA/Cuibxh7L8LW0qwYOwYiy9+Byi+pqYmlmjMGgIi/AxnYCr5lmIq3SsxPqoH5CNEg4fljUqmV0g1lj4SPSbohsBNZOSlqgMp/Mh57+ScWr9oRIm3fTl3F3CXbuOvaUcTEOOjctpGZuhVEUUklmqZaRvTmFpaH/ltKya0Pf0V5lEYnK6iKIBBlSR5MicGyNbu46cEJTHjtmrBx/V3w4cSFEXpfjzfAF98vo3+PllGbA1s2S+XiM49+hbIK8bFOrrlwMNdcGOlqVBOd2zYis1lqrZIIVRF0adc45OVcVFLBlXd/QlmFF103OJhbws69BfTvmcnmrBxyC8qIddmDDhm1IxDQaZBiSkCaNkxm5bo9lmEYYGqmE+Nd3HPDmNC9FEJw/cVDePLfUwnUINBOh0bjv6ixsj74nyXB8TYnk0fewOK8nWwtzaFlXAOGZLTm/a0LeGvz3IhKWoojhpX5e3hy7VQ0oSIBm6Lw9sCLaeCMY3Xhvoiqp9cI8OG2hTzb+8w6x7O/opg3t8xlad5O0p3xXNtuCCMamQT0zOY9mLJnTZjX7PCG7eiZEt0HsNBbQbI9JpScZoUY1U73lCac3qwbNkXli6FX82nWYn7atx6HonJByz6ck9mTxXk7uWnRhDBZxXPrZ/BQt5M5v2VvHu1xKo1diby1ZW6o2ikxyacqBEgzIMKhaMRqdm7rOBwpJdcv/II1hftC9/rb3StZkLOdH0ffFGbxNn7hl6wt2hc69vKC3dyw4HMaOhPYW1lU570FWJK3kzWF+1CEwnO9z2RkI+tZ6ZCMNvx+0h3kecqJ1ez4DJ2d5fk0iUk6Yk1woxhrP2cBtIhN4aDbjK9GQJzm4K2BZmLVRXM+wGsE8Oh+nIpGjObgmxHXUeb38ObmuWwqyaZ1fANu7DA0pHtOtsfUmwRrikKC7cgmaCLuTjO5rOJ906PW3tfUU2oWn0lbV6KzRRsi4elQ85hQUhBx19ZvEO4fTIuykAwgYP6v9J9I5/AwUibLX8dax2yYr5c+hBRxIP1I+wBE8msRVUchnBBsgpNVrdb1gmKmwx0BpPSAZyboB8z7aB9gKeMQWktE6gQMowIKLgR9S/gGaitE3MXh1xR/F9LIA8+MoF+vF1ynIuJuDD+2cCBSPjB13YFtSKUZwthv+uYqDRCucxGatVZUSo+pIVca1FptD8G/DuuUOg+Uv4t0jqnfcaJASmlOmoxy05NZiR5h+2dgx558Fq3cEVa58wd0DuSU8MCLU9BUFadd4/kHzgqFSjRvnGJtU6Uq9KkWJbx64z7250T//beCpqrccc0o/vXur+i6YRmooBuS4hI3S1fvYmDvyNRKGfQe/qs0oPnVJgLV4fb4aNYoCZtNxe0JLyvZbepfWqkUQvDKI+fx6oe/M3PBZgJ+nbhYR2iio6oK8bFOHrnj1NA+X/+4gopKX5gG2OP1s3jVLqa8P55YlwNDSk6+/LWI660Oh11jzAkdQysP557Sk6mz1qNX+0wqiiAtNY5h/dvRvlUGwwe2w2EPp4/D+rfl9cQYCooqQpIaIcCmqYwZ0uHob9IfhP9ZEgym2fSg9FZh8bOXtx7Abwc2s70sn0rdh0PRUBWFOzuN4qGVPwQJ26EPx3ULP+flvudhV9TIBicp2VFWd3PT/spizpr1DpVBT+J9lcXcvewb7uo8mktb9+OR7qcwomE7vtuzGl1KzmjWjZGN2ls+DAOGweOrf+KHvetQLCycHYpK24QMeqc2Z3BGawantw6RphjNzvgOQxlfzdM3z1PO+IVfRlyb39B5Zu00Bme0pklMEoMzWvPO1vlUr3b6DB27ojG8YVtKAx76NcjkwpZ9SHbEsKZwH+uK9ocd128YFHjLmbZ/A+Oam0urm0uyWV98IExKIDF1uv3TMsnfV07AMPBLHYdQ8UZp0NOlDDl63L3sW6aMHB/VSUIIQQNnHE+v+YVvdq/Ermj4jAAnNu7E073HmRpoPcCvBzezoyyPVvFpjGnUAbtq/XWyKyp3dh7Jv9bPDE0kFARO1cYbAy/CpdpYWbCHZEcs/dMyQ4R5xom3MWXPGraW5tI5qRGnN+9GrGanEYn8X//zLM81NKNNRLS2FVyqjWvbDq7XttHukYg5D2KsxxG+rQMZdx+UPc6h745i+gWnvI84wmYq6f4hig5WgG8VOKpl9gSsDffDDxh8ePoWI0ufRSQ+Hn1bx0jgqShvVq/vByvkcbfVff6awwnsRBZchBlK4jW1uVp7SPkkqixAUWKRDX5Aer43q7wyADEXIFxnR1RqhbAjkl5C6rmg7zGr4Gp02Y/Q2oDWJvir0qVOT2Sj4lMofwlT7uJH2nshkv6NUGrR14tYojbhyVxk/imQ8nWYhV19IQM7kUXXglGAqWHWkQkPodTjM/xHYVPWwajadJ9Px4dOpdvHnU98w5T3xpseu3aN8ZeewFufzQ1VPDVVIcZl57KzD33md+8riGppZQWnQ+OKcwdgSDPYoaikEpDkFkSSSr+us6/G0ndAN3h/wny+/WUVHq+fpg2Tueu6UfTtnlnvMVhh8aqdfDZ5Cbn5ZXTv1ISrzhtUq2Vby2apbN6eE/F6SlIsLpedh289hQdemBJRcR3YK5LQ/5mIi3Xw4K0n88AthzTmG7dls2VHNo3SEmnXKp28gnKcDhsJcU5WrNtjWTW2aSo7dufTvVNTFASvPXEBdzw+yZxoSbNZLSbGRqXbj6YpnDmme5jzR4umqTx335k8+8Y0Sso8GIakZ5dmPHL7KSQlRE4aN2dl89Znc9m8I4fkBCfNGiWHZBFtMtN46LZTiI3542wkjxb/0yTYCi7NxoTh1zAnexvL8nfTyJXA6c268d7W+QQsCJYhJbmeUksNpgB8eoDFeTvp3yAz6o/dO1vmURnwhjVCuXU/r2z8jfMye+FQNYY2bBuSEdSGt7bM4ad96yIa1RQEdlXj3BY9ubfrifUmPz/sWWN53WC6RPx6YBNXthnIwtwd+PTIe6BLnc7Jjbi+hsfvhuKDltWMSt3PmsJ9IRK8oyzfsonRa+gU+9z8OOomvtyxjJ3l+fRObU7jmCQeWDkFMO+9lSY5YOh8u3tVrZZiH25byOQ9q/EZeoiA/3pgEykO0y/6wtkfVPOYtvOSfSZfDb+GVEcs+yqKSbA5w2QdF7fqR4Yzgbe3zCPHU0rPlGbc3mkkrYJa41NjIolggt3JZW0iwhdrhV3V+HjIFdyw8EtyPaWWxcoku4vr253AlW0GHNaxjxQykAXlL3DI2ksBHJDyBYqtTS171oGo+lAZDPqoBq09+CIfjNbwgnsyMuGxqN9ZoaYhEx6G0keJlLkopmsANrB1R8TfZUnapJ5v6pvVZpbVTVl8F8giQoRaVoJ/I7L8vVobAoUQCNdZpj+wBaRegHRPNKUdth4I1ziE/eh1kGHn8M6BspcIc1LwLUcW34FI+Sj6jlonU26iu4kstUuQFciypxApnxzeeKSBLLwyGIRR7bilTyJtHUPJhH820lMTqI91r2FIFq7cwYiBZrXynJN70aRhMl9+v5S8wnL6dmvBZWf3J62aq0GLpqm1+gIriiAuxoE/oNMgJY7Lz+nP7EVbWbFub8h71qaplv6wmqrQJjMt7LVX3v+NabM3hKraew8Wcd9z3/PaExdYOiLUBz/8upZXP/w9dMycvFLmLc3iwxcvj0qEb7p8GPc8PTmsuu6wa9x8+TCEEHRo0xBVVcIIpD9gcPdT3zL5nev/cheD6r85nds1ol3LdJ5/ezoPvDgFu03F79c5Y0w3MhoksHl7doS+ORD8e1ahQ+uG/PThTSxft4eKSi+9ujQnKcGF2+PHYdcsJS19u2fy7Ts3kFtQhstpj6pP37ojh1se+So0GauoNNMEr71oCONO7HbY0dN/BY6TYAuoQmFko/ZhS+Ylfo+lfZaUEgXB2S168v2eNWFNVRLYXJrDTYsmMLxhO17qe47lQ3Vp3i7LYwvMyGMr54do+Hz70ghtLphV3gWn3hNVD2uFgGEwO3tr1MjlgDR4dePvfLxtEe0TM7BZVMNtQiXWFjkLbBqThKooEUUfp6LRIi419O828WlRbcs6JzWiSWwS93QNt8nqn5bJ9P0bWZK/izkHt0Yk5QWkQa7HyqngED7NWhzRVOg1AkzctYKD7hJyPaWhcVXqPrweP7cu+oq9lcV4dD+6NOjXIJMX+55Dkt00Ch/VuAOjGv/xy0LtEzOYNfYOFuXu5PMdS1hduA+XauOCln24os2AMKnJnwFZ8miwylr1dzQAL5Q9BynvH/FxRcyFSN8SIgIWRCzYwhs4RfxtyIKl1Cv4AzCbsnRq+4lUYs7HqHg/2GhXHTpIHyJ9jqnXrQEpdWTpw6acQzhA+pCO4Yikf4X0z1IvgMBWIomgF9zfwRG4YgCm60LhJYeaDz0zkBVvQepkhJp+RMe0PI9VJDF+kwjrOQjV+jdNCAHJ7yELrgBpNWmRQW3yYcK/EmQpkffTh6z8ApEYNdvpD0WvLs1ITHDh8QVqrdr6/QFKSsM/uwN6tmRAz5ZR9oAenZrStFEyu/YWhAifEJAQ5+LL164m1mVnz4FCXv1gFms37+OV93/H5wuESSD8Ad30eldESCNqt6lkNk2lR7XEtrIKD7/MWh+hU/b5A3zyzWKev996QlYbAgGd1z6aFUZmDSmprPTx4dcLefh26wCjXl2a89JD5/D2F/PYtbeAhukJXHfREAb3McM1ps/ZiKxxr6WUeLx+Fq3cGXJaOBIYhmTFuj1s3ZlDw7QETujX5qjdNN75Yh6zFm7F79dDThM//baOU0d2xW7TIprg4iyqrpqmRnxW6kptE0KQ0SDB8j1dN1izcR+vfzo7ounS4w3w2eTFXHh6b8t9/244ToLriVGN2jNt34YI94SAlAxMb8UZzbuTGZfKx9sWkl2DYLl1P3OytzIvJ8uymtvQlcDuisjueb+hk3qYOtTyKM4LFQEftsM0sr9j6STWFNXe0OPRA3j0Mop9lfgNi2VMITi5SeeIlwdntCbJHoMn4A+rgNsUNVQFBmiXmEGPlKasKtgbIthVzWA1vZ+rkOKI5aJWfRmS0YbZByNT7GJUOydk1P5DVzMYpAo+PWA5MdClZG3xgbDXluTv5JbFX/H50KuinqfAW0Gpz0Oz2ORjmvgmhGBQRisGZfy1S3xSGsFmrZoPeCPoP3sUcIyAmPOh8ivM6qsCaIjkdyNCG4StG6R8iCx5GvSNwfGowf+3+NxqnTFzgOqArIzyhggSfwsSXPEuuH8CfKYfLpgR0KXPIxJN1w0pdSwT8syN6x5XtOGWPHBI9gGAGwwfsuxfiKQXjvi4oeN7fjevz7/WegOhmRryGiRYSg9454CsAPsgSJsNud2xdq84Ah2vUQIW8jAwQC84/OMdI6iqwutPXsijL//Elh05pp42ELl+5Q8YfP3jckYP6RBqjKoLQghee/wC/v3xLH6bvxldN+jXI5O7rh1FYryL7LxSxj8wIeQJ7K8lAKp1izQO5JSgqoKThnXm2gsHhxV0cvPLLJv1pDR1z0eC3fsKcFukoUlg+bpIK8bq6NG5GW8/Y/ZWGIZk4YrtPP3aL8TG2CkudeP1RxaKAgGd3ILaiyO1we3xcdujE9m1rwCfP4DDbuPVD2fx9jMX0Tgj6YiOaRiS72esiSC6Hm+A2Yu38sAtY3nh7RlUVB762xWXVnLl3Z/w2hMX0KH1kevno2H77jzufOIbPF5/hJ90FXTdoKC4IiqJ/jvhOAmuJ4Y3bEev1GasKNiDW/cjMOOJr247iAyX+Ye+os0A0p3xPGwRMVyp+5m6b4MlCb6u/RDWFO2PsOY6IaPNYXfud05uzLqi/ZGvJzWsty8qwNaSHBbkbrcmthbwGjo2RcEhtJCmVSJ5pd95pFhcgyoUvhh6Ffct/57lBeYPWtuEdJ7rfWaoclqFtwZexEvrZ/LdntV49QD9G2QypklHXt04i0S7k7Oa97C0MGsWm8w5LXry3Z7VIS2uQ1Fp5EogTnNQ5vcQH6UxrHtKU5bm74p4vWV8A/ZaTFis4DcMNhQfYHd5IS1q6I+LfW7uWfYtS/N3oQkFu6rxSPdTOblp5IThPxsCsGFJ3I7STUAIgUh4EBlzGfiWgJIIjuER2tdDp+uDSPsOAOnfBr6FSMMNle8EyajfHKuw1a4HDkLq+82leyOPCJKvJIASZQWn8lMiK9JecE8yXSqEgjD2Br0/rBL0jiw8QhoVELAK1dDNFL+jhFHxCZS9TJ0Rz1p43K30rTS1ukjzf1KHuPHgOh/ckwj/7DjBdcHhD87e89CEIwwu04f4L0RGgwTefuZiikoqcHv9PP/mDFau3xshF8vOK+X9rxZwxzV1R5NXIS7WwQM3j+WBmyO9jCf+tAKfBRmsCYdDY9yJ3Rl3YnQLvEbpiZZNdAA5+aXMWbyVYUF7sLyCMiTUGUgxf3ktOn4J6zbvZ+qs9fgDOqOHdKR/j0jJoa4b/PO571izcR9ujx9FCBRVYNPUCD2togg6tzsy2QbAJ5MWs313XmgiUOn24fH6efLfU3nr6Ysjtq+o9DJ11nrWbtpP8yYpjDuxe8Q90XUjqt1ZWbmHUYM78M3UlazbfKgAoxsSt8fPy+/9xrvPXXLE12MFXTe468lvKCyuqHU7KflbRCXXB8dJcD2hCMFbAy9mxoGN/LJvAy7NxnmZvenbILwr2qaolvWGquqlFQant+aBrmN5Yf0MDCkJSJ2hGW15rk/9lpDyPOX4DZ1GrgQe7DaWq+Z/itcIYEiJIgQORePB7tZLR9Gwtmi/5XWAKVmoKTEAsAmNB7uPJS2Y8tYn1bw3ZjJR5NEyXAl8dMLlVPi9FPvcTNy1gluXTMSpalzYsg/nt+wdilx+sPvJPNj9ZAKGwfhFX/LCuhlU6n40ofBZ1hKe6HUGpzeL1NU+1P1k+qdlMmHnckq8bnK9ZRxwl3D3sm/xGzq3dxphGRhxX9eTQlHKBjKkqX6kxyl8vWN5ROR2NGhCJcdTGkGCb1n8FWsL9+GXhtn8ovt5YOUUmsYm1Zlw958EIQTSdbq59B9W1XOA6+xjcw6tOUTxBo66j60t2NqaNDPmTGTlp+BbC7b2iJgrrV0uqkF6ZpqaXcygnENQADsi4anoEcKGdfe6ScIDgB2MYsCJJaFU0iJfqwdkYBtRk+OOckIipQfK6yLALoi9FwI7zO2rnDaKrq9RnQbK34Xkt01rOd8iEDZTwuEYagaHHCaEkoKMuwXK36o2RidozRFHmOZ3rJGcGEsy8OQ/Tue0K9+0qAbrzJy/qU4SrOsG85Zm8ev8TTjsGqeN6kqvLpHfj81Z2RF2VlYQQjCiDueEGJed807pxTdTV+D1hX/GDEPyxKtTeTHOyf998Dv7DpqOPo3SE3n8rtMjtMVV+3z9Y3S7P5td5c4nzGYvKWHOom0M6deaR24/NexZM3/59hABBlNOYQTMO2sL6mvB1Az37Nz8qCqn0+ZujKiEG4Zk07Zsyiu8YRX8gqIKrrn3M8orPHi8AWw2lYk/reD/Hj0/jIjbbCrNmySze19k4aVKZ71x60HL8WzKOhj12XukWLd5P25P7ZZrDrvG6WO6HXXgyJ+F4yT4MKApCqc07cIpTQ81URhSMvPAJn7atx6bonBq065YSbscqo2zWvSIeuzzWvZiXIvu7KsoItkeE+GVa4X9FcXcuWwSW0pyEAjSXfG82OdsJg2/jve2zmdTSTYdEhtyXbshtEk4vAdno5hES6stu6LRPaUpqwr3WoZktIxrQPeUpry9ZS53Lf0Gt+4j1R7Lqc260jgmkc5JjemR0jTsi6kpKtct/Jz9lcWhY764/ldWFOzhX33PCTv+tP0bWBmsxoOp7w1Ig0dX/cioRu2J0Wp2wAtObNKJMY07csZvb4X8f6vw2qbZdEhsyMD0cNlAx6SGfDvyet7bMp/1xQdok5DO9e2G0D4xgzbxaawvPkCBtwJPwI9Ts6Eg8BiBUFhHFfyGTvuE8Irg7vJCNhQfiAj68Op+Ptq2iJf7nRtxX/+TIeIfQAZ2gn+jKVmQOth7IOL/8VcPDajyH7633ttL6UWW3ENkNVeYjWYJjyCCBM9qXzNowyK2VWtzqIpt74m1S4IT6nBlsDyvUQpFV0d512FWXY8GgZ1E94K2gb0/OE+BireRFfnBbQXEXIH1dXrAMwUl5V1kYHewgbB13ZOTKvmNngf27gj10IRSiRuPtHVDVn5hTjKcJyNizgnpsP8u0FQVoQjQDy8wB0zS9cAL37Ny3d6QlGDukm2cf1pvrr84vDm5dYs0Nmw7gF7HeZ64+4yojVHVMf7SEziQU8ysRZESNMMwuPeZySHSCrB7fyG3PPIV3759fYR7wNadObVWqfMLy8MIvNvrZ95Sk/D26HzoMzJr4RZLezCX00a/Hplk7cpDUxXOGNONc07uWec11oaaOuPqMGpU9d+bMJ+iksqQvVmV3veZ13/hi3+Hf0/vvnY09zw7GZ9PN3uQFIHDrnHrVSOC12KnvDJypc3psB1TAgxQ6fEhopTHhDAJ8Jkn9WD8pUMtt/k74jgJPgpIKbl9yUQW5G4PkbJZB7cyNKMNc3OyEAgkEkNKrms7mB4pTS2P49UDbCnJIdHuCrkF1IWAYXDJ3I/I85SFSN3eiiKuXvAZ08fcWq8qspQSXUpLLeqAtJYk2l3BJq9DX2BNKNzb9UQun/dxGAnWhELT2CR6pDTltU2z+ShrUUjekest56OsRWhCwaaodEtuwruDLglZiv2ybz3Z7tKw47l1PzMPbGZHWX7YPfl57zrLGGhVKCzP3x3VQWNbWR77K4sj3CLcup/Pty+NIMFgprA93TsyKCPFEcvPo29hTvbW0Pi6JDfh7N/fptTvCVWIXaqNy9sMINHuIttdyje7VrK3vBCf1AlYyEwkJkE+HJT7vUwN3r8eKU0ZktGm3j7BfxaEEodInYD0bzQdCbQ2ZgRtPSClHzzTkZ7poCQgYi48Yku1o4GUelBKoJlNa5YPAgnSA/51SGE3LcWq3jGKkSUPgXcWZjVWYBJBHVObbEckHJJgmJXLm6D8bcIrly0QMUcQ3uL5yZx8WEHLRMTddPjHrA6lQbDZzgL2vojkd5F5Q4P2ZNW+gxXvYMplakKCYV630FpAFB/isD30/WZ4ihH8DskA0nUOIuHREBkQjkEIR91R4X8lYlx2urRvzLrN+8Oa5Ww2lTEndKx136VrdrFy/d4wLa3HG+CrH5ZzxuhuNEw/ZE934Rl9mDZng+XvaRWcDo3iktqXvqsghKBj20bMW5YVUWH2B3XOkU4GBr8t2MIZY8IbWf1+HSVKj0SVP22gxuTJ6/Mzb1lWGAmOcdnN1agaJ1aE4NSRXRjUO1yaczQYPaQDk6etDpNZCAFtW6ZHTCLmL8sK8/etwoGcEopLK8OsyHp1bc7bT1/Mp98uZufeAjq0yeDyswfQvIm5ujjupO588/PKCDeMcWOOTYJjdXTt0AS/xbgddo2bLhvKuBO7/+XuGoeL4yT4KLA4b2cYAQaTVM3O3saEYdewvSyPyoCPIRltaBxj7Y357a5VPLN2GooQ+KVO2/h03hh4IenOOvRSuVmUBzwRpE43DL7bs5rr2kWPaPXpAV5c/yvf7F6FV/fTPrEhj3Q/hZ6pzcjzlPP6ptnMzt4a1M8mkuMpQwlWml/oczadkhrxyZAreGDlFHaU5SMwQyae7jUOvzT4xMJZAYJVW91gZcFerpz/KY1jEumd2pwJO5ZFIbaCNYX7wkiwS7NetpVEl5sAlPjcloEVAIW++v3IV4emKKbbQ7XXvhs5njc3z2FebhbxmoMzW/Tg0lb9WJG/h+sWfk7A0COqvzWxpTSbR1f9xCM9Tok63ipsLsnm8nkfEzAM3LqfGNVOm4Q0Ph5yBS7t77cUJWydQkvg9YGUftPWyr8BM6VMQbp/RMbfg/InJodJ7yJkyZ2mVy8SiIlOKANbkKXPAAbSeSIi8QVz3IVXBd0eanzO1TZg64SIGx9GmgGUuBuDlcvPzcYu51jTmxnHYS9zSv0A1lIFFeE686jT3oSahrQPBt8CwmUvTkTsdeBbGPR0tmiQtNSLxyBchyfhkkW3gL6fsMqy+zuw90RqbZGVE8DIRzhGgev0v10FuDoevGUs4x+YgNtj6kqdDhuNM5K4tlr6WHZuCVt25pLRIJ72rTIQQrBg+XbLyqeiCJat3c3pow+RzYZpCYwa3IGps9ZHdaaQksOK4O3fI5MPvloQQVA1VbE8h8frJ7egNOL1Dq0bWtq72TSFEQPbMWfJtoj3FEWJcDw4dWRXps/ZGHENQgj6dKt9YlVUUsHM+Vsor/DQp1sLurRvXOt37uoLBrF0zS6y80pxe8y/md2u8vBtkZ9jh8OG1fdRIi3dJNq2TOfJf5xhed7rLhxMdm4J85ZmYbdp+PwBBvVuxfWXRHKA7NwSvvpxBZuyDtK6eQMuPKNviEzXB/GxTm65fBhvfDYnVJl2Omy0btGAM8b85xFgOE6CjwpzsrdFnUWvKtzLeZm9AKJ68q4q2MtTa38JI4ybig9yw8Iv+W7kDbWeO8ddim5BqLxGgJ1lBSE9sBXuXT6Z2dnbQm4Lm0uyuWbBZ3w85HJuXvw1xb7KsGrm2MYduavLGDKc8aEfgc7JjZky6kZKfR5sihoiXfmecstxVYdf6qwq3Muqwr1M3bc+avCWECbxro5zM3sxO3trxH23Kyq9U6P/qHVOamQ5LoeiMbrRsbEtS3fFc3unkeyrLGJZ/m7+vXEW72yehxCi1mpLdehS8sPetTRwxnJrxxG1bnv30m8pq+YGUqn72FKSw0dZC7mpw7Cjupa/BTy/VCPAEEp3K3sB6Tqj9tCFYwSp5yKLx9cI5aiKDbaCTujh5pmJtH2LsHcwK+ARbg866DtA3400iiDxBYSaGraFcAxGOAYHx3IAWXQb+OYDAukYjUh8DKHU/RATtp5IERPpZiEcR5xmF3GOpJeQJfeCd67pAoEK8fchHIOR7u+xbPJDB607BLZg3h/ddH+w9QXH6HqfWwb2QWAbkdIKN7LsVTDyMcm5gfQtNJsTU79GiL9n807jjCQmvXUdc5ds42BuCW0z0+nXIxM1SCafe3M6M+dvwmZT0XVJ00ZJvPLIecTFONBUJaJJTVFEBEF85f3fmDl/U63WbFLKWm3YaqJ1izROHdWFqb9vCHkNuxw2unZsEtSThn8HXE4bnds1jjiOzabyyO2n8PC/fsQwJP6Ajstpo01mOjddMYzZiyNJsKYqnHhC+CS7c7tGXHPhIN6fsABNVUAIhIAXHzy7Vuuypat38cAL3yOlafP2xffLGNirJY/fdXpU7+XYGAcfvXQFC5dvZ8v2HBplJDJyUHtLK7KzTuzOR5MWhZFzTVXo07VFndZlEdetqTx+1+nkFpSxZ38hzRonW7oy7NiTz/gHvgzZ4G3KymbGvE288sh5dO1Q/z6Us0/uSce2DZkyYy3FpZUMH9COUYM7YLP95xFgOE6CjwrxNic2oeKvURUSCL7auZxn1k4DYGBaS57sdQYNXeEfzE+yFuOtQY50JLvKC9hWmkvbhOi+nd2SmxLtQTxl7xp+P7iFWzoO59LW/cLey3aXMit7W0SYhk8P8OSaXyirtpwPZmV7+oHN3Nl5tOUsOMEevsyTZI/BoWqW4SFWiPbzqyBIsLkYkBb+AzwovRWXtu7PJ1mLUYUwu32F4K2BF9VqMRaj2fln15N4bt10vLofCThVjQxnAhe2rDsoYHb2Vl5YN4Nd5YU0cMZyY/thXNiyd8Q9uXnxV6wvOhD8TOj1Jr/V4QlKNGojwQcrS9hfWRzxutcIMGXP2v8KEiw90zhEgKtB2MC3FJxjIt+rvr9RDHq2GUah1O2yIqUE/xowcs1IXbUh0j0lStU3WEUUalAGYNUs4gb3BFCuIbpe1qDKLk4WXQ6pP1l+z6R0IwvOC8oJgt9P70xkwRZoMDUUOx0VjmGgZgaT86omTk5Tn2zrVfu+9YRQ4hDJbyKNwqANWvNDFWZbnyj3MQYRezloHZDub0GWIRyjwTEsemNhDUijCFk0Huu/AWDsJ+yXRrohsAtZ+Q3iT1xROFxUxdnWxPfTV/P7ws34/HqoEWvX3gKe/PdU7rhmJBN/WmHh1CBCPrkApeUeplr4+lZBUUwHhcvO7h8moagP7rxmFCf0bcMvszdgGJKThnaif89Mbn1kIpu3Z4eIX5XfcP8e1iR7UO/WfP7qVfwyaz0FxZX075HJoD6t0VSFZ/85jgdemGJ+V6QkYEjuum40zRonRxzn4nH9GDusM8vX7cHlMLXANSN/q8Pv13nkpR9DARBAyEN49uKttcYra6rC0P5tGdq/9mCrC8/ow6asbBav2omqKEgkjdISefDWk2vdrzakp8aTnhqP1xdgyow1zFq0lfhYB2eN7UGvLs3590ezwizNDEPi8QZ46b2ZfPzSFYd1ro5tGoVivP/TcZwEHwXGNe/G+1vn46/B5DyGn+1leSEx/MLcHVw4+wNmnHRbWFhFrqfMkgRqQqHQW/sSfcekhgxMa8mivB0R4RiGlJT43by0YSYOVQtVpAH2VBSasb81SGoV+bYir3ZFZVNJNo2iSDrCxq4o3NJxOK9s+O2ICGAVkuwuPht6paUk4K7Oo7igZW+W5O0kTnMytGEbnGrdy/8XtOxNu4R0Pt+xhDxPOSMbtue8zF6WYR7VsSBnO3cunRS6z3mecl5cPwOP7ueqtgND2+0sK2BTycGISdGRoMzvqXXJu7ZluWPnNvwXQ0kAK5swWY50TwbHCZbxwVL6TP2tZ6rpeiADyNirEXG3R71vUs+uliimmAEWMRdg6nWtyJWEuNtNohzIgooPsQziCGxHlr9O3d6+AXMp378K7Bak1D0VjArCK50Bk7D75psktxYIoUHKl8iK98Ezxbwu1zmI2KuOefOMUFKgRnVaaE2RMeeD+5tqVXUnaC3BeZIZ4Wy774jOJ4vvMSvqltAwvxE1/4Yec6Xhb0yCo+GbqavCCBqYkcWr1u8lKSGGe8afyItvzzArn4BQBM/ff1ZYt352bomlry9AXIydscM7M3ZYZzq0OXy3BCEEfbtnRsQlv/zIuXz943KmzlqPlDB2WCcuGte31lS7RumJXH3B4IjXM5umcuuVI9ifU0yrZqkM6tO61nSylKRYTrSYUBiGZOmaXcxdso1Yl52TR3SmuMRtmWbq8fqZOmt9rSS4vtA0lafvHcfufQVs3ZlLw7SEOuUW9YHPH+Cmhyawe19B6DOyaOUOrjh3IGs3R1qnAmTtymP0xa/i9wfo2aU5d103iuaNj8yG8T8Rx0nwUaBpbDJP9x7HQyt/CJG1qojh6sTUQFIe8PD7wc2MrRYcMaxhWzYWH4wgnn5Dp1NS3bOsV/ufzxfblzJx1wp2lxdG6IM9up83Ns0JI8Et4xpYujpoQqFRTCI7y/IjrL90aURUsWvDZa37k2Bz8ubmOWS7ywgYOpqiWJ43Gho442gSkxT1/SYxSZzd4vC7eXumNqNnau0d5jXxysbfIiYabt3PW1vmcHmb/qG/fa6nFE2omDZXR4cOibX7Ojd0JdA8Npmssrywv7pD0TjrCO7L3xHCdSHSPRVLcumdjywaj0j5OOItWfoceKYRFkZR8RFSaYSItfaYlcW3gr6bMAuxym8g5iIghsiKtEA4hpgNftJAuieBYRWw4gkStKAbQtS1D/OYpqY1kgTLQJbFGDCvL7CjThIMIJQYRPxtEH9bndv+ERDxD4G9H7LyS5PQu04zGx2D1WIZ2A3emYAGzhMRat2/gdIoAd9irL9zwrSTk8XWt135+xv514SuG5SUWdvQCWEStbHDOjG0XxtWrt+D3abRs3OziKXqhumJBAKRv8dCCPr1aMkd1xx772SHXePycwZw+TnR49oNQ/Lz7+uY9PNKKt0+hvRtwxXn9ic58dBKzseTFvHpt4tRVcX0ChfQpGEyXdpHyipqg2FIHv7XDyxds8v0EFYEk6etZtyJ3WqV6B1LtGiaSoumqXVvWE/8Om9TGAEGszHyo4kLcTnt+KLou6ukKyvW7eaG+77gy9euITnxCEJp/gPxX1M0+qtwStMuzDvlH7zY92z+r995XNVmkGVssTvgj+j8v6hlX1IcsWHVYaeicXLTzty/4nvGL/ySn/etj6qxtSkqV7YdyM+jb44gwFXIq5Fel+aM45SmnSMqpw5V44GuJ6HV0C9rQqFlfAM6Jh5eRWBc8+5MP/E21ox7kIWn3sPlrQfQ0Fn/h06i/e+j1Yvm2ODRA2Ga3PaJDSMs0gBsQiFecxCr2dGChFkVCrGaHbuiYldUlKC0RUHgVG081L3uZbFX+p1Hoj2GGM2OKgQxqp1uKU24sk30h8x/EoS9B8TfgVmNrQkv+FaaoRfVIKXfrDZGEGc3lL2AUfo80rcmfB/9IPg3E+mh6zYjem0dMT17q+AC5+iQw4UQCiLxZRAuIJqezzCvQ8RjSiksfnqlHrVxUNjaWSelCRtotS+9AkgZQOr55v2pa9tAFrLyK6RnBtIyYOLIIIRAOE9CSfkEpcE3KLFXhir5RvnbyPzTkGUvI8teROadiFE5se6Dytr02bHQ4BfTuSJiGxci5tgGCfzR2HugiPNufM/SDgsgOSmWtBQzYTTGZWdI3zb065FpqdUsKCq3rHbabSpXnPvX/X68/N5MXv1wFjv25JOdV8r3M1Zz9T2fUV5hXvOyNbv4bPISfH4dt8dMLKuo9HHP09+GPH/ri4UrdoQIMJik2OsL8N201Zb9NE6HjdNGdol4/e+EuUuyIlYJwKw89+3eolYZCAQbIf0Bfvh1Ta3b/TfheCX4GCBWszO8oZmGUxHwEaPaI+KVnZqNdjU0vgl2J9+NvIFPsxYzK3srKY5YVCGYvn9jSEqwNH8XU/eu5/UBF9S6NN4sNpm9FUUR79UMaQB4sucZNI1J5osdS6kIeOmR0owHuo2lfWIGbw64kAdX/kChtwIDSf8GmbzQ5+yjmgGX+NxM2LksIkVPRYRFJlfBqdq4uFXfIz7fsUaLuBQ2FEcakjtVjfhqUooku4sr2gzgs+1LQn8/TSgk2F18N/IGtpXmkeMuJTMulQOVxdgUlSEZbdhXWcw7W+axuSSb9gkZjG9/Au0So6SNVUPrhDRmjb2DXw9sIttdSveUpvRNbXHMqxV/FqR/I/hXg5Ie1ITaUGKvxvDOC7oO1IDQQN8OtmokUHqIXokvg8oPkZVfIGMuQUn4Z3CfiqC212pQ5YjUH5GVX4P7ezNNLuYCcNawKbP3gfhHoPJrU7dr5BC5BB8wJRwJTyHzTw7qe6vG6jSDILQolk3Ok6HslaBDRdXD3gZqEzNmOAqklMjKj6H8dbNqLDRTGhJ7S8TnREoDWXK/KRMA855gh5TPzXCRI4Q0KpGVn4D7ZxB2RMxFphSjKlnSvxXK3yRCMlL6JNIxHKFG741AaQhKclDGUh0auE5FUWKQye8jC68AWYYZZ+2HuOsQjhOsjvi3hJSSe5+dTF5hWYTNmKII7DaVB24ea/ndd3t85OSXkZ4aH2q6euLVqfhr2JgJAUP7t6V1iyMLYzla5BaU8dNv68L0zIGAQWmZhw++XsDK9XvZvjvPcl/DkKxcv4f+PVvi8wcoLfOQlOCq1a1g1iJrD2GbTePcU3ry1Y9m3Ls/YKBpCsPqofX9q5GU4LK0hAM4bVRXbDaV3+ZvxmZTzeqvNBPmqsPn09m6I/fPGvJfjuMk+BhjRKN2pLni2F9RHJIV2IQZ1WvlYZtod3FrpxHc2mkEWaV5nDf73bBKslv3syhvB0vzd9G/RpNYddzTeQz3rpgctq9T1binS2TzkKYo3NxxGDd3jFxCHZjeit9Oup0cTxku1XZMKrLvb1tgaZmGgNf6XcDjq3+mPOBFYOqZz2nRk5Ma199K64/GHZ1GcuuSr8PurcCs7o/77S1u7zgSTVH4etcK3H4fpzbtysbig5T43QzLaMsNHU4gzRlPmjOefE853+5exZ7yQno3aI4iBO0S0nmpRihIfeFUbZzerFvdG/6NIWUAWXwbeOcD0iS3wgUpXyK0TNDaBZe8a1R6pB/UGqRRxJlL4IZ1ipLJdD1Q+QXSdbpp26a2xKz01pQb2M1leWFHxF6GdIxAVn5qNssFdkHMJQg13dQgF15u+gjLSkzfW6uKqwZKI4QSB6mTkeX/B57fzGuNuRARGy3MArNimjoJWfq06TUsFNMyLf6BWhvIpPsbKP+/Qzpc6YXy95E4EHHXh2/s+QG80whV0SVABbLoOmTSqwhbe0sNdm0wbe4uCrpjmCRXlj4FvsWIpJfMf3umYX2/BHh/C0pSrCGEgMRnkUU3YU46dMABSjwi7hZzG60lpM02QzSMIrD1jnDh+Ltj59588grKIwgwQGpSDDdcMpTySm+Yx6yUkne+mMekn1eiKgoBw+D0UV25/JwB7NqbH3EcKWHVhr1/9KWEYceePD74eiGbs7JRLVwtwLRo+/aXVbW7WGAGZpjXuwIpzSa1q84fyAWn97GcHDgdWlTC2KFNQya/cz2zFm2ltNxNWko8qcmxVLp9EcEetcHj9SOEqLMCC1BYXMG8pVnohsHgPq0tHR7qwlkn9WDm/M1hrhNCmCsDPTs3o0+3FtxwyQns2VeI1x/g4X/9gF6jcuywq7RrWcvE878MwuoD8EejT58+cvny5X/6ef8sFHkreWnDTKbv3wjAyU07c3fn0XUSys+2L+HFdb9aNlZd3XaQJaGtjtnZW/m/Db+zp6KQFnGp3NV5FCdktKl1nz8CUkrm5mTx9c7lVAZ87CovIKeGLAMgTnPw3uBL6ZLUmCV5OynwVtA7tTlNYpOO6LwzD2zmjc1zOFhZQqekRtzVeRRdkq11Ygtzd/DVzuWU+T2MbdKJM5v3qNVneNbBLbyw/ld2lRdEvKciUKtpnl2qjU5Jjfh4yBVhjhXrivZz1fxPCRg6XkPHpdpo4Ihj4ojrSPobyT/+bBgVn0HZi4RLGARo7SH+Xii6gagkyTEGkfgkQjnUFS49s5DFt2OpJQ5BgdibUIL62EP7BG26cILaAJH6HUJJRPrXIQsvCzpB+AE7CCcidRLSOxfKXqrjfABORIMfTGL/J8HIHQ7Ggcg3RAIifVkYOTAKLgT/yihHijFnfvH3o8RY66qtIN0/I0seJHKC4UQ0mIzQ2mCUvQoVbxFpb+ZEJNyHiLm47vMEspAVn4G+C+z9ETEXhX0m/tOxfusB7n7iGyrckfIUVVVw2DUEZrTytRcN5uJx/Zj40wre/XJe2PK406Fx1kk9+GbqqrBQhyqkp8Yz+d3a7TmPFbbtzOXGByfg9fktyX11KEJEpK5Vh92uccFpvZn084qw61UUQbcOTbjxsmFhccQAG7Ye5LZHv47wEI512fnhw5tw2DX2Zxdz1xPfUFhSgaIIAgGDmy4byjmn1O6osntfAc+8MY3NWdkgBH27t+D+m8aSmmztUjN9zkZeeHtGqG1ASsn4S4dy/mm9LbcvLK5g8cqdaJrCoN6twyKZp/y6hn9/OAtVFRi6JD7eySuPnEemhfb45oe/YtO2g6EGSSFMq7cJr10dpsP+b4AQYoWUMsIK6jgJ/pPgM3TWFu7Dpqh0TW5iqTn6fs8aHlwxxVLfO65Zd57rc2atx595YBObirNpEZfCyU27EBslWOKPxr/W/8qX1QIwoske7IrKryfdbhkMsjRvF5N3r8YvA5zWtCvDGrarNQlt0s6VPLNuWljF2ana+OyEKyOI8Jub5/D+1gWh8blUG23i0/h82NVh+mwrnPLr6+y0IMI1EaPaea7PmYxpbHYkSyk5ZeYbESTaJlQubNWHB7qNrfOY/60w8k8LBknUhA1TLlDbb5QNtFaI1B/CCJ30rUaWvQGBtSBLiCRYGsTdhhI3/tA+ge3Iii9MSy37YITrbLNqCxj5Z0FgQ41jCLAPM2UNgXUWYxOYGmHV/O+YixCxV9a+vH+MYWR3JtoEQmSsR4hDvQFG/tkQWF/HEV2IlPcR9ki5kvSvBd8KsxLvHI0QToySh8Btpe11IRIeQMRcgPRvRhacT+QkwoFI+xWhHr5DwX8bfP4Ap1/1piUJrgmnQ+Olh8/l0Zd+JL8o0mUoxmWnZdNUNmZlh1VB7TaVi8b15bqLogctHUvc+fgklq3dfVTHEALsNo3brx7BG5/MiXp/HHaNq84fxKVnhVuGfjhxIR9PXEhVkVlTFZ6+dxyD+7RGSsmFN3/AgdySsPvkdGi8/Mh5dIvirVtW4eH8oHa7ajdVETRMT+TLf1+Nqoav3BQUVXDeTe9FNK057Bof/evyiDCL76at4rWPZ4eOYxiSx+86nSF9zVUxKSUfTVzIF98vCzkMnTW2BzdeOjTi3G6Pj9c/mcP0ORvw+XV6dmrGXdeNOqbNen8XRCPBx+UQfwJmZ2/l3mWTzdhIJC7Fxot9z6ZXavNQdDBA16TGURvcdtdCvIq8lVw05wPyPOVU6j5cqo2XN/zGhGHXWGqCAXLdZawo2EOS3UW/tMw608nqiwOVJXy+fWmY44UVAXYoGiMatbckwC9vmMnn25fiCfr5zj64lf5pLemY2JAtpTl0SWrM+S17k+IwZ6q6NHh548wIyYVH9/Pyht/4cMghG6R8TznvbJkfZhHn1v1kleXxy771jGtee9Skle7aCpW6j7nZ20IkON9bwQELX1+/1Jm+fyMPdBvLvooiVhXuxanYWFO0j5kHNhNnc3BZ6/6c0azbf6zWt05Ebdaqj8WeH/S9ZgXTfqhqIvVs0DeBLCWSAAOoCGd4kpPQWiMSH4kcnvRBYJPVwE2Zhi1KlK1wQdw/ofxVwAvuCcjKz5CxV6HE31WPazsG0NpYj11pHEaAAXCdAWVZ1F7RdiOLbkbG3YGIOQchHEE5y63BVLiAaUtX+gSkfG5qdrEToY8Wiqn9BoStAzLuOih/l7BI6fj7ohJgKX1mApz7exAqwnUBuM6u2y/5PxR2m8Z9N5/EU//+BX9AxzAkdpuKP6BHVFG9vgBTpq+hpMz67+h2+3jglrHc+uhEPB4fPr+OzabSunkal5/dv95jKq/w8uPMtSxfu5uG6Ymcc3JPWjVvUPeOQWzKqqnjtkYV0a1ZsVUUwUnDOnHRGX1pkpHIv96dGfUYXl+AD79ewNjhnWiQbE5spZQsWrEDVVUxqlXF3/hkDv17ZLJtVy6FJRURcgmvL8C3U1dGJcEz5myM+LvohqSopJJla3dHhI/MXbLNMkI5END5beEWrjrvkA3n7n0FvP7JHLNyW60R8NGXf+S798aTEOfkx5nr+HLKsrD79f301TgdtrDEQQCX0849N4zhnhvGHHYK5X8LjpPgPxgHKkvCPGYBKvBx1YLPsCsqZzTrxoPdT8ap2vBLHadqs9TPlgWi+4y+svE39lce0iC7dT9ePcCDK6fw+dCrwrb1Gzp3L/2G37O3oAkVTVGI1Rx8NOTysHjiI8Wy/F1RCXWsZsejB9CEwlktenBf15MittlTXsinWUvCSHSl7mdW9lbm5WQRkAbzc7bzcdZivh5+LS3iUijyVuIOWBOmjcUHmZu9jRfX/8rO8gLibQ7LXnK37ue3g1vqJMHpzngOuEtq3QbMhrgqkg6mk0e0emaup4zuU55ClxK7oobIfxUeX/0z64oO1Msx4j8SztOg4l3q9tKtBfoewCTB0rsQSu4lksxpmNVlHWJvDKaa1QdqcF+LKpOIMauZJZuJjEFNhor3QBYRVs2u/ARp74VwDK/n+Y8cIv4+ZNENhN8LJ8RHevKKmIuQnp/BvxXriOUgZDGUPYF0T4TUicjKb8C78NA+wUmNLL4Fkj+ByvdqFPOF6XThOFRxVOJuRTpPBs9M8+/iOAmhWVsZSmmYjW7+DaHrkv5t4J2LSH6tjjvyn4sRA9uT2TSVKTPWkFdQTnqDeH7+fX1YAAKY2t7Scg9tW6azcVukNr5p42RaNE3lm7evY97SLHLySunQuiE9uzSrNwkqLq3kmns+o7jUjdcXQFEE02Zv4Im7Tw8L5agNKUkxUZ0uquCwq5wysguzF20LkX/zdY2+3Vvw4C0nB69ZkpYSR05+pOyuCqqqsGzNbk4ebtqUrly/l137CsJkIQHdYN/BIib+vII2LdItPYylhKISC7vCIHbvL7R0aAgEdPZnF0e8vnVnjiUJ1g0ZYWM3Y94mAnqkjEVRBPOXZnHKyC58+u3iiPN7vAEm/rSCq88fFNWX+X+RAMNxi7Q/HFP2rEGPIjnxGTo/7l3Hfcu/B6BVXANUiw+iTVEZWou2d/r+jRHevgaS1YX7wshhsc/NqGn/x68HN6NLidcIUBHwkecp44aFX1g2CNSG3eWFTNy5gmn7N4SIe6LdhdV3SRMK52f2Yclp/2T56ffzaI9TLTW483O3W+4PhK7RawQo83t4NpjIl2BzRpVKJNgc3L50IllleejSoNjntgwEUYQgxV63L+KtHUfUK5hDU5QwH+Mku4tuyU0s/75gfhZ0aeCuQYDBJOiTdq0gx11a53n/EyFirwYts5oFmANwUe85ujRAOxR9bYZTRKlmxlxiViAr3kbmnYSRd2rQg7eW8QnVrJJG2J85zaYt55ngHGX+GweIWBCJkPAPkIVEhn24kRVfWl+K9CE9000HC//mWsdVHwjHQETKB2DrbY7J1g2R/CaKK3ICip4NhhezAl/Xo8GAwCbTx9k9EUvSrO8C9xRE0jumTZmIwdRat0akfB5RiRZaG0TceETstSBikP6NGHoh0rcGGdhzaEPf3GB1u/rf2A3euUh/TcnKfxdaNmvAHdeM4ul7x3HNBYMtG8mcDhsjB7XntqtGBJu/Dr3nsGvcGfQAtts0Rg3uwMVn9qNX1+aHRYK++G4phcWVoWpjlb3Ys29MCxE6KSU5+aWUVVh/Fy87ZwBOR/h33KapNEiJw27XaJASx/UXn8Cd14zmgxcvY/SQDsTFOmiQHMslZ/XjybvPCO0nhODWK0fU2oAmhCDGeegzt3VnjmVYiCEl734xn4Q4Z4SDBpj3sKZLRH5ROe9NmM+9z0wmv7A84rrAJOFtMg85b/j8AbbtzGXrzpyoY67ZoObzBTD0yOe0YUh8fvNvURiFoHs8fksd+P86jleC/2AUeCssvWOr4DUCzMreSp6nnDRnHA90G8uTa34JRfvaFZUEm4tr2kWm5lQhGgEUNd57af1M8r3lEdtJoNBbyaaS7HqFdEgpeWbtNCbtWhmKLVaE4IPBlzEovTV2RaOiRtVMUxTOy+xZp045VrOj1GNuZiBZlGemRNlVjQtb9mHCzuURmmAhFEvf5prQhMIF9YhPPrNFd3xGgFc3/k6J3028zck5LXryw961VAZ8CAQSyTO9xkVIUf7V9xwum/sRRT6zch1N+mIFu6Kxtmg/Yw4jtOQ/BUKJhdTJ4PkV6VsGamOE6yxk2bNBu67a/n52sPdGVJck6NE63DVwfxl0cKjaNgtZcAmkz6nV+UDEP4TUD4BvpVmplH5wDEfE3WT6BCe9jPRvAt9yUFJNUuxfi4z2WZaRFSsZyEIWXAp4TVkBAukYiUh66aiW+YW9LyJ1Qq3bmC4OF4ORT+0a7LC9wD2JSH/laqh4A6nci0ibb0Y2CztCaxF+FP8W0A+YshIlEVl8L3hnB8fhQ2IHBNLWAZH0FtK7JPxvGIIe9HXubPHefx/iYh3cesWw0PK4lBKnw0ar5g0YfUIH7DaNt56+mA8nLiRrVy4tmqRy1fmDIhrEjgTzlmZZEiqvL8C+g0UcyC3h+bdmUFbuwTAk/Xpk8tBtJ4eluo0d1on8wnI+/XYxYAaBjB3embuuHYWmqZRXePll9gaeef0XWrdI446rR/LI7adGHdPwge2Icdl545PZbN8T6X4hIEyK0Dg9Ebum4I5Shf3ml5WMv+QE3v1yHl5fAClNAtw4I5HTRnUNbbtjTx43PjABX0DH79exaabLhaoK9CBhtWkKrZunhSQUP85cy2sfzwZMeYoVNFUhLTVcLji0f1u+m746otIrpWRAr1YAtGmRZrkCkN4gHruFZ/T/Oo6T4D8YQzJa893u1RG+wdVhV1Ry3KWkOeM4u0VPMuNS+WjbIrLdpZyQ0ZrLWg8g2RG9Snl60258vWt5WCKbiqB/WmZYtXX6/g1RH29u3ccHWxfwaI/TSLDXboM0O3sr3+5eFVFRvXHRBOacfBcfDbmcGxZ+EbQ9M7t6n+x1Oi3rIbcY1agDj6/+uc7tgNC1BQyDJjGJxGp2vLo/GETh4O7Oo3lh/Yx6HauBI46OSfVrwDm/ZW/Oy+yFRw/gVE2bnbs6j2Zd0X68eoDuKU0tq9wNXQlMP/E2FuXt4J5lkynyRV9SqwlDSkv99H8LhLCB6xSEq5pON+ERZGArBPZgVietyLABsTeFv2TrDN5cIsmcYcHvTKKFZya4Tos+PiUGkfIxMrDdHI/WJmK5Xtg6humDpa0b1npkJ9TQI0spTZuvmtIJ7yxwT4aY86KO7UghjTKTbMrg6oOsJPIG2TAfE7XII5xnBnXPVhU/L5T/27STq+E1LI1iZOG1ENgW9Gn2gdoQ9BzCpTHB307/GmTeSLAPxlwtqLGULmzBYIz/HZw1ticd2zTi+xlrKClzM6x/W0YN7hAKyGjbMp1n/3nmMT9vbDU3gurQdYO8wnIeevGHME3qktU7+eez3/HmU4fs7oQQXHZ2f84/rTe5+WWkJMWE7Mey80q59t7P8Hj9eLwBHHaNT79dzDvPXVJrpG+/Hpn063FlqHmsyidYCHjh/rNxVIuOHtS7NQ6nDbeFdEFKyeasHB669RTat8rg219WUlTiZtiAtpw2qmtYBPW/3p0Z1pBnVT222zSuvWgwQghWbdjLqx/+bimZqA6HQ6NtZngluEv7xpx4QkdmzNuM1+dHINA0hbHDO7Nh6wEMw+CWK4dz5xOT8FY7vsOucdtVI/5nJQ+14bg7xB8MXRpcM/8z1hbtD7kR1IRD0Zh3yt3E2+rnwVnoreDtzfOYlb2FOJuD8zN7882uleyqKMSnB3CoGgk2FxOGXU1Gtcph/5+ep9Rfu42TS7UxdcwttcYk37RoArOyI7v5YzU77w26lJ6pzTCkZF3Rfjy6n+4pTWuVEFQEfPy4Zy0big/SJiGNpjFJ/HPF95gPZIE74EMRIkzy4VA0LmrVl3u7jOHmxV+xOG9n6P46FJUuSY35dOhVnDvrXTaV1N2A4VA0Vo97sM7t6osibyXPrpvGjP2bMJCMaNiOB7udTLrLJLI3LZrA7Oyt9aq5qQhaxKXy0+ib/ud+xKSU4FtqalXd32NNtGyQ+C8UV1Af6N+ILLiIMOImXKB1A/8Si/01RPzdiNhrjvn4DfePUPIgJpEzTEmAmolI/Sqs8iwDO5D5Z2FJNrWuKA2+rfc5pfSDbxEYpWDvZ+lGYXh+g+I7MFPsOBQvbTXR0PpDwOq+AQnPIlynmT7J/lVRRmRDpC9EKInhYyi8AXzzqV8DZHXYg+OsQTZEIiJ93mF7GR/H4WPa7A38692ZobhdMB0QOrdrTNNGSUybszHC1zea24EV7n/+exYs2x5miyYE9OjUjNeeqJ9FX0mZmxXr9uCwa/TpZqalGYZk+drd7N5fSGbTFOJjnVx33+cRzYVVwSFP3zPO+uBBGIZk2Pkv1WnxBuBy2pjw+jW88NYMFq7YEXU7RRHYNJUHbxnLyMEdIt6XUrJ2035+W7CZQEBnyZrdlJa5EcIMFxlzQkfGndidD75aQNbuPJo2Suaa8wfRq2vzugf5X4zj7hB/EVSh8N7gS/lhz1om7lrBhuIDGFKGyI9LtXFpq37E25zkust4dt105mRvRVMUTm/Wjbs6j8al2vh8+xI+zlpMsa8SXRoYUoZI4Yvrf+XMZt25u8sYtpbk0DQ2mWEN22KrYfd1StMufLNzJQHL6pQJt+7nsVU/8fag6N6c0eQFAhGqDitC0D2laZ33J9ddxrmz36Xc78Wt+3EEG8icio0K3U9mXAr3dT2J1zfNYVNJNpoQGEh6p7bgjk4jWVu0P4wAA3gNnU0lOSzM3c4dnUZy+9JJ1mEd1ZDmjKtzrPWFLg0umfsheyuKQn+j3w5uZk3hfqafeCsOVePmDsNYlLfTclwK5jU6FPPr2SGpIa/2O+9/jgBDsFnD0R/8q5FRyZIfSh9BOscghGYGYKR+jix7wWyeUhqYjXBKIpSsi1xKF3aw9aj3mKRRiCx7GTzTARVcZyLibkMokas1iut0pNYeWfkVGHkI50hwnooQNWRBMmA+eS0fpvUnidK/GVl4JaakwtxXxt2AEndraBvDvxmKbyJ0stoe4CIGYs+F0iyQNRxqRBPTRk4ISPkSmTcGjH0WB7EjvfPNKq+tlxlQYJQdIQEGc0LhAOEM7i9BpCKS3zhOgP8knDSsE1t35PDdjDXYbSq6LmmckciT/ziDh//1g2WwhaYp5OSX1YsEL1m1M8IXWEpYvXEfum5EWH1ZITHexchB7UP/Li1zc/PDX5GdV0pAN9BUhYZpCYwY2J75y7eHWZTZbRqXn1N3fLTH68OmqZba4prQdYOpv68nryBSklgdzRsn88Tdp9OquXVynxCC7p2a0r1TU8bf/wX5BWVhqW+/LdhMl/aNeenhc+sc03EcJ8F/CmyKyjmZPTknsyfbS/N4acNMlhfsIdkew9VtB3F+Zi8qAz7Om/0eBZ5y01JMh292rWR90QG6Jzdl0u6VUYmcW/fz7Z5V3NDhBAalt4o6jrs6j2JFwR72VRRFrUoDIa1tNJzRrCurC/dGHCMgDXqmWHd0e/UAC3O3U6n7GZTWKiTveH7ddAo9FSEbNW9Q0lEl7dhels+NCyegKAJVmIEUPVOa8Vr/C3CoGisK9lhqrit1H8vyd3Nn51G80PssXlz/K3sri3ApGgEpwwJJXKqNGzuY6XlSSop9blyarV4NcFaYn7OdXE9ZWOVal5Iyv4fp+zdyRvNudE5uzDsDL+bptb+wtTSXeM1B/7RMNEWlSUwS57ToiSElsTZHrVX5/xlobU3SIyN9TwFToxvYATYzvlzYuiJSPgvfROpItXXQk7hqKd1pEmBb7eb3h47hQxacB/pBQlXTyi+Q/pWQ8rXlREXY2llar4VfXxtM6YHVez1C48f7O9IzA0QcIuY8k/BXv76ia4LNeNVQ/j7S1hvhGGRWiQsvJTrz1Q5dFw5Qm5lWcvaByNJnzAQ3FHCebgZZCIH0LjBT4CwJsAp4oPQhJBKUDEj5tOrO1H5PakUAYq5BOIebGm219f/kJPGvghCC264eycVn9WNzVg4NUmJp3yoDIQQ9Ozdj0/Zs/DWIod+v0yazfnKVaMRSVUVUd4O68OqHv7P3YBGBoFzB79fZe7CINpnpjBvTjR9mrsXv12mckcTd142mfavo0fW6bvDGp3OYMmMNuhG9qFQdPr/OwZwS+vVowc69+ZZNjQC5BeVRCXB15BeVs3VnbkTssccb4Jupqzh99H92kuifheMk+E9G64Q03hxo6qJ2luXz702zeXvLXDShUOJzh3nq+gydbSU5bCrJrrW5DszGqQ3F27811wAAUcNJREFUB8PkDzURb3Py3cgbWJCznS+2L2Fu7nbL7WpWkGvi1GZd+Xb3KlYU7Al7lBrSYG3Rfvo2CG98WVmwh/GLvgzN7AOGwV2dR3N5m/7Myt5q6SNcHQGM4MqneQ/WFu3j8dU/81yfM2ngiMOuaARqaK6dihbS0I5p0pExTTqGzv/6ptl8krUYXRrYVZWbOgznrObdWZCznUdX/0iupxwBnNSkE4/1OI2Ywwwd2V6Wh9eiWl6p+8gqPZTJ3i8tkymjbvyf9Wc8LDiGmq4O+s4oG1Qi3ZNAeyDqvRRCNSvEFR+BewqggOtcROxl9b//nmlmOEaYbMBrEmv/crAIkagPhFCQIjYY7FED/pVBgnu9GUZBJSCQ7m+Q8feixAZ9sP2rozSMuZGVExCOQeCdC7IWSZStd/D6/OA8DRF7ranXVtMRyf8Xsbn0rUAW3UhE2h8S0+EjYB6ravKi70EW345ImWBW6CPS7IIewbU12wHgQGjpCFvkcvFx/HlokBzHkL7hq2jnntqTKb+uoUz3hAia06Fx+uhu9U4hGzu8c4iUVkHTFEYObH9Yv5XZeaV88s0iVqzbw8HckgjZQiBgMGfxVn7/6k5uuWI4/oAepveNho8mLuSHX9dEeBfbbSpSmiS5ZiXb5bTRs0sz+nZvwdRZ6ykqsdbZ11ei6vH4o04I3J66Q1WOw8RxEvwXYUdZPufPfq9OlwBdylqT0g5tZ5BRj8YpVSgMbdiWNgnpjJn+quW5z2reo9Zj2BSVNgnprCrcG2b/5jN0HljxPTNOvC30Q+XVA9yw8EvKa/gcv7JxJr0bNMemqLVWpa3gNXR+2b+ex3uexujGHXh67S8Rz0xFUTilaZfw14Jjuq3TCMZ3GEqJz02yPQZNUdhSksMtS74Oq7ZP27eBXWUFjO8wlH4NMomz1S8zvmVcAxyqRiAQ/kPkUmy0Toic4R8nwHVDCA1Sv0IW3WySTStUTgRbF3BF1/EJ4ULE3QRxN0XdpjZIv4WcAkw5g3/TYZFgGdiHrPgQ/OtAa20dbwygZ4F3puk8EdIMS8ALZc8gXaeZEcHSTdTqqgwuwer7axmRhoi/E2GvX1XcPOy/idRpS8AJWjOLJEAd/OvByEckPoMsvjGoR9YBByhxkPC4+bcM7DJfM7KIqFwHvYSP44+HlJLvpq3m8++WUlxaSduW6dx65Qi6tLeOpE9OjOXDf13OB18tYPGqncTHObnwtN6cWs1RoS6Mv/QEtu7MYdvOPMBUCjVrnMyd142q9zFyC8q46h+fUlnpjaiWVkeVdENVlXrJLKSUTPx5pWVjm8tp442nLuK9L+ezeNXOEEm2aSrpDeIZPrAddpvGJy9fyXX3fU5OXrhLjKoqDO3XNuK41ZFfVM7Pv61j38EiNFWlpo7fpqkMH9iuzus4DhPHSfBfhH9vnFUvmyxVUeqsAmtCoVlsSr3szarQOCaRf3Y5kefWTw8bQdv4dO7pemKd+/9+cIul/3Gep5xcT1moIr0gdzvS4hp9us7kXasY16x7hLNFfSCByoCPZEcMn5xwBbcu/poCr1ltSrC5eKXfubU6atgVNUwH/MG2hfhqVG/90mBd8QHuWTYZA4OHu58S5v0bDUMbtiFBc1JRgwR7jUBUuchx1A2hJEPKF8iy56HyQ4st3MiK9xC1kOCjhpppNtnJGlUcYQO1/n9b6d+GLDwfpBcI1B5XrKQgPdOxdmjQkRUfIOL/AbaeQWu1GhAuhDPofGHrGnRisDiUrY95jMNBNI9lIcCIFlygIo1yhIiF+MfMtD99r9nEF3OR+Xd2HvoNkv71yKLbghVqaValk14zrfWO4w/HRxMX8uWUZSHSt2HrQW5/bCJvPn1RVMlAemo899985FHwLqedN5+6iE1Z2ezYk0/zJil0bd/4sAoGn09egtvtq5UAK4pgQK+WUd+3gj+g4/FEkSZ6/GQ2TeXxu0/nu2mrmTJjDT5/gFGDO3DpWf2w20zKlZIUyxtPXMj193+B2+PH7fHjctpISnBxy5XDop57/dYD3Pn4JHTdwOfXsdtUBCZ5DugGTodGSmIsl57ZL+oxjiMcx0nwX4RVhXvrJMCaUGgck0Sb+AbMzt4WYUnmUDQkkh4pzXip7zmHXVG8vO0ATmrSic93LKXQW8G45t3pl5ZZr31jNOslIwOJo5qW1h2wXpYxMDWy57fszaK8HeyvLEYCfj2AYUmbw5HmiCPJ7gKgQ2JDZpx4GzvK8jGQtIlPO+x7sTO4rxWq7O2eXD2V7slNLau51aEKhQS7i4OeyHCLf2+axb/6nnNYYzuOQxBCQOyVyMovsEyYMwojXzuW53edgSz/P8zqZ9XnRQUlGRwn1Lm/lBJZ+QmUvUh4U1jVJLBKShA6IcReD/6N0Q/q/R3i/4FQYpEJj0HpY4TcKIgxg0Rcp5vb2nqA1j3o5FB1/4IRxsnvHf6qhNYWfHnW7zlPgsoviGx+c0DRFUhZSkj6EP8ESoz15EXYukDab2b4BgLUFsdXT/4keL3+MAJcBZ8/wIdfL+T5+8/6w84thKBT20Z0als/7/qlq3cxd2kWMU4bJ4/ozIp1e6LqbsGs2sY47dx13ejDGpfdppGRlsDB3Ejpkj9gcPPDX3Hz5cM479RenHdq9FWVhumJTHzzOmYt3MLu/YW0yUxnaP82IaJsdY1PvjoVdzUC7vPraKpC6xYNaJiWSJ9uLThpWCdiXIcn4ftfxnES/BchwxlPrieyUiIwXRYUIRjVqD2PBjWpz66bxve71xCQpifuw91PpVlsMrGanQZH4WyQEZPA3V0O70cA4OQmXXh363z0as1fAuie3CRETgEGpLeyrGQ7FY35udv57eAWBKYP7unNujK2SSfm52xn4q4VuHU/mbGpZHtK8Rs6AWmgILCrGo/1PC3sQSiEqJOc1oZeqc3ZXJIdkbxXHX6p892e1fyjy5haj1UZ8JFVFkkMDCRzsrcd8RiPIwglHZT4YLpZ2Btgr7uj+2gglHhI/RpZcp+5rA9gH4BIfNaUbNQBWfEGlL9HdFeEoJSg6rMdczUi5gqk5xfwfB9ll0NyBCXmbKStC7Lya5CFCMdocJ4YSmcznRzeQ5a/C+5vgYDpVhF3M0Kpn9ynOkTc7cjClYRJIoTLHHfsFUjvr6AXEl7FLo60Ty59GGnrFOElHDqkEKAdXsXuOI4euQXllhMOKWHbzlyLPf58GIbk4Zd+YOnqXbiDOtnJ01bTMM26P0ZVBaeM6ELndo0ZNbg9LmfthFFKyeqN+8jalUeThon079GSO64ZySMv/RihCZZSsmbjPm579GvefOoi2tXSXAdmut/JI7rUuk0V8gvLySuI5AwB3aCo1M0HL15er+McRziOk+C/COM7DOUfy74N08M6FI2Tm3bmiZ6nowjTDaEKj/U4jQe7nYxPDxBbT20qwOrCfcw8sAmHauO0pl1pGZ961GNfV7Sfj7ctDCPAYD6+s8ryyHGXhuQQqY5Y7uw8mlc3/oZP1zGQpkMDMiIs4qd967iizUD+2e0k7u16IrqUaIrCgcoSPtq2kJUFe2kZn8rVbQcdlvSjPriq7UC+272KioAvakVYl5ISn3VTUcAwOFBZTKLdhUu1Re17twrROI7DgxAKMv5RKLkHs5opAc1c9o+7448/v9YKkToRaVSAUOttyyWlDyreo9bgCRyQvgRhFICahhDB77pzNLLEDtRcWYkk/qYbxcPRxy8ciPhbIf7WqNvUF8LeE5LfRpY9Y0ojlGSIvR4Rc6VJnlJ/QlZOgPKXqT35z490f42wPXTUYzqOY4fU5NiocoLmTZL/tHEUFlfw9Y/LWbZmN+mp8Vw0ri/dO5kWnItW7ggRYDgU4bw/uxiHXQsjqqqq0LRREuPGdKdDm7rDkSrdPm5/bCK79hUQ0A1smkpivIu3nrmIlx46h/e/WsDqjZGuKF5fgA8Os1Lu9vgI6EZYql512IJNd1aIVj0+jrpx/M79RRjZqD33dBnDyxt+w5AGAWlwctPOPNbjtKjuDDZFrdO5oQpSSp5Y8zNT9qzFE0xR+2DrAv7Z9UQuanVkHexVeHz1z7gN6wdaud/Lm5vn8njPQ+lbV7YZQN/U5ny7exXlAS/NY1P4OGtRRIXYb+hM3LWCB7qNRQiBFqxANI5J5MHuJx/VmOtCQ1cCk0Zcz8sbZrIodwdlAYuldiDFQmf8w561PLN2Gj4jgC4NhjdsxwkZbZifk4W/RsDHeZn1bzo6juhQXCch1Qxkxbug7wFbX0TcdQjVulnnj4BQYpHSjVHxNfgXmXZiMRci1CbWOxj5dSQS28F1DoriAiXcY1sIOzL+QSh7lkNVVxVEDCL2xmNwNUcO4RiEcPxk/Z4SC0osEhu1k2A9qPk9jr8TYlx20z7s17VhZNJh17jq/EF/yhgKiiq44q6Pqaj04Q/obN2Zy/J1u7nrutGcMqILsxZtCZMIVMFuVxkzpCMzF2wmEDCC0ceSAzkl3PLIV/Tu2pyn7z0TrZZmuKrAiSqXCr9fx+v18+wb03npoXO4/+axXHn3JxHnlxK27sip1/UVl1byzOvTWLpmF0ho3iSFB24eG0HSkxJi6NAmgw1bD4b5MDvsGuPGHLdDO1IcJ8F/IS5q1ZdzMnuRXVlCiiO23u4D9cGKgj1M2bM2VGkOBIn28+tmMKZxxzolFAcrS/hh71qKfW6GpLdmYHorFCHQpcHG4shc8ioEpMH8nMhmmc7JjemcbBKUn/eusyQDupQUeqP4wP4JaBGXwqv9zwfgtJlvsL0sMn9+8u7V3N5pZMhpYmn+Lh5d/VOYq8SvBzZhEyo2RUORBqpQMJD0TW3Bje2H/jkX8z8AYe+BsL/5h59HygD4loBREkxgM71OpVGCLDgH9DzM6q4NWfEpJL+LcPSPPJCSGiH5DYcBakbIMk9KCYGNZhOerStK7EVIrQmy/B0wssHeHxF7E0KrO5TG+prmm2O390RobQ77GAAysBdZ9hz4FpgyCNeFiLgbw8JApJ5D7dVvAAFaxzq2OY6/ArdcMZxYl52JP63E7fXTOCORO64eSfeOh/+5Ky33kJ1bQsP0RBLiwiueazfvZ8KUZeQWlNG3WwsuOL0PyYkxfDZ5CeUV3jB9r8cb4NUPf2fMkI447bZD35cwCAb0asUd14zikts/5GBOCYYhMQwdP7BszW7e/HQO3Ts2oVPbRthsKvmFFTRtlBSySZs2Z2OE37EeTJ3z+QOkJMVErZQ3aZRU5/2QUnLboxPZvb8QPXh9O/bkc9tjX/Plv6+hQUr4c/qxO0/jloe/oqTMg2EYSGlGRZ93Wu86z3Uc1jhOgv9i2BWV5nF1J+gcLqbt32gZrqEKwbycLM5q0SPqvrMObuWuZZMwpMRn6EzcuZzeDVrw5oCLUIXArmgRTXrVkWSP7soA0LtBi7Cwiiq4VBvDG/49rF2KvNYP7VKfm1/2rScgDXqlNuf9rQsi7rMEfFLHp+vYFZWLW/Xl9GZdaZdYuz7sOP5+kP7NyKKrDulupR8ZdxNK3E3IindAz+aQRMEP+JEl90DanAgtpRAOZMzVUPEh1qQwAOVvm37BjkHIgmtA5mN+ohRkwlMoMWciHIcmUjKQhVF8t5mMp7U2Caitdo2hDOxBFl5i2qZJA5Bm2l7iiwhRt0VU6DhGoTkJkKWAYVrHVbyPDGxFJL9x6LrtPZGVMVE8jENHg4p3kTGXWibvHcdfB1VVuPaiIVxz4WD8Ab3WpXcpZciPt3FGYug7oOsG//fBb/z8+3psmoo/oHPaqK7cfvVIVFXhl1nr+de7M/H5A0gJO3bn8/Pv6/n4pStYsnqnZYObNCR7DxYycnB7pvy6xnIs/bq3ILegjIKiioi5p8+vM+nnlfw4cy0erx8hBE6HDcOQXHHuAC47u3/0IAwpMQyJy2nnjNFd+XHmuohK+dXn1V0pX7/lAAdzS0IEuAr+gMGUGWu45sLBYa9nNEjgq9evZeX6PeTkl9GxTUNatzjyXpjjOE6C/2thU1QEwsJnQaAp0R90Pj3APcu/DYtGrtT9LMrdwUMrp3BP1xM5p0VPvt29ypIIu1QbV7UdWOvYGroSuKLNAD7fvjRUqXaqNtokpHFik0617vtnIdkRQ6EvsirtkzoPr/oRQ0p0adSZKuczdGZlbzmi5sPj+GshpYEsujZymb78HaStVzA22cL9xCg2Lb+05hFvibjbzNS2yg+xlge4ofxNZPkbIIvC3yq9F0NrghL0Ipb+9cjCS4ME3QB9pxlPnPyWGYwR7bqKbwYjj7DuNM9MpO0bROz5UfeLOE7lhKBVXPUHuBe8c5GBXQgt03zJPsR0kfBvIdJTuDoC4J0Orj/OceA4jhxCiFoJ8NrN+7nv2e8oLfcghBlb/K+HzqFD64Z88s0ips7agM+vh5Lgfv59PcmJMVx6Vn/+78Pfw0ikP6BTVuHh8++WkJwYw94DRRHnC+gGCfEupv6+3vJZ1zg9EYfDhq4bUd1EpJQhKYOUkkq3+X3+5JvFNEpPZFj/tkybszGMpAoBndo1ClWLb7lyBA67jcm/rMIX0ElNiuX2a0bQq+uh73+l24emKaH7J6XE5wuwP6cEq6H5/Tq7D1g73aiqQt/umZbvHcfh4zgJ/i/F6c268tXOZWFkFsDAYFhG9GrrqsK9CIu2roA0+HHvOqYd2Mhzvc/koLuEBTnbCUgDA4kmFFShcFnr/pzatPZKFMBdnUfTO7UFX+1cTkXAy8lNOnN2i57Y66l5Do3LMPhyx1K+3rUCnx5gbJNOXN/+BOJt9WtWioZr2w7iiTVTLYM8qr9WMwTECtvL8o+nwv0nwr8qSkyzmcCGcFm8B2CYEc9WkKXgnkitiWiyENM6zAIlD0PatOChnq1RXZXm2EofR6RNtz50YB8EdhNpz+AG95dQBwmW0jAJtIgH3xosbeqQSP+mEAkWQoWUz5AVH4P7ezCKIgk+mJ7JehS7teP4W6O4tJKbH/oqJEmQEopL3Yy//0t++uhmJv28KsJJwesLMOnnlQzt3xZpISkIBAwWr9rJzZcPY+uOXDzeQ7+7mqbQrWMTGiTHMX3upoh0NoBd+wupdPto1jiZxHhn2P51weP189nkJfzfo+excv0eikvduD1+nA4Nu00L80DWVIUbLxvK9RcPwesL4HLaQr/123bm8uwb09i+Ow8hBIP6tGLEwPa8++V8cvJLsWmqZZXb6dDoGiWM5DiOLY6T4P9SdEpqxI3th/Hm5jkIAQoCA8mLfc4hwR6dIPoNPapLr4HEqwd4YMUU5p3yD4q8FewuL8SuqEigXWJGmD1aXRjWsC3DGtaejlMX7lo2iXk5WSGy/+n2Jcw8uIXvR44/KieGcc27s7eiiA+zFqIJFa/uJyCjOzvXJvVMtLmOE+D/REgzntgSvgWgtgMchBNBBbROCDXd+pDu74KV29o65FKBKE1i+u5D/+1fG3UbKX3mWLyzkN6FoGYgXGeaYxWK9ell7RM6w/0zlD0FRrk5frUF5iOkZkXbZ8ZLuw41swrhRMSNh7jxSO88ZPGtkfII4QD7YYZ1HMffAm9+Oscy7jegG3wzdSXlldYrAOUVXhLjXVH9fFMSYxjStw1XnjeQjyYuRNMUAgGDjm0a8sRdp2MYktKy6HrzquLD43edzp1PTAo5R9QHhcUVJCfG8PmrVzN70Va27MiheeNkxpzQkdiYyP4dVVXC/HkLiiq4+eGvQtVlkCxYvp15S7NCLg9eX8B0glJESFusqoLYGAcjBrbjtwWb8fl1+nXPJDX5eDjMH4HjJPi/GNe3H8KpzbowJ3sbDkVjVOMOUUnqqoK9PLzqR3aV5aPXEVWhCMHC3O2MadyRprF/nk1OTWwtyQkjwGDKD3LdpfyyfwNnNu9+xMcWQnBrpxFc1XYQO8vzKfV7uGXxVxGV9SqkOxOoDHgpD/jCJhEu1cbVdchDjuOPhdQLzHAN3zLQWiFir0TUx3M2WgIbmBXdwEqrN0DYkNIf8uYNQ2AztUsCnBB/B5RFszir5mmqJIFh0YEuHEipQ8GZoO/ArPoqpsQi6S0QcRb6XAc4T4k6KulbCiX3h49d303Uirb3N6Seaz0ZsA82Azz8G6sdzwm27mZq3XH8x2FLLU4IW3bk0CYz3dJXuE3LNBqkxNG+VQYbs7LDZAdOh8ZF40zpz6Vn9ePssT3YsSeflKQYGmckAbBk1c6o89QmGYkhstqlfWMmvnkdU2as5uNvFhMIRPeDr4LXF2DMJa/SvHEK4y8dym1XjahznyqsXLeHp17/pRoBNqHrkc9WQ0oUIWiQEofPH2BIn9b065HJRbd8iFDMhj9dNxh/6VDOP94Ad8xR/y6I4/iPRJOYJM7L7EXrhDQzlc1itr63oohrF3zG9rK8OgmwCRHVr/CPRoXfy7e7VvH2lrlM2bPWUrpRqftZlrfrmJwvzuaga3IT+jdoiVZL01DT2CSWnPZPrm8/BKdqI0a141Q1Lm7Vl2vbDTkmYzmOw4fU9yPzT4aKd8G/BNwTkflnIr1L6txXKHGQ8AjgxPqn0iBSViDNEA33d9YH1TrXIqOIMauhnu9ARGl2sXU99N+xVwM1j6UBKuT2AD2r2vgMwAsld0Lii5gV7KrvjjD9fWOuQuo5SP9GZI2qsCx/m0jy7iNqRVvYg4Tf4i2hIFI+gbjbQG0DWjuIvxNxJIl1x/GXQkrJynV7LH+Hq9ClfWPuvHYUTocW+vuaTWgaV5wzgOvv+4LN27Mxgk1oToeGw65xxbkDGdL3kGtJjMtOl/aNQwQYYNuuXEspBYDTaeP5t6Yzf1kWum6QnBiDpqmotfTEVEel24fb42fLjhzue+47lq7eVa/9Fq3YwT3PTCY3P1psuMVY7RqvPnoeUz++hTuuGcXzb87A7fWHxuDz67zzxTyydh2XCx1rHK8E/5djbvY27lk+GV2adioJdidvDriIjkmHPAg/374En0Wqm4qCEESkqOnSYHB6qz987DWxsfggV877hIA08OoBbIpq6TJhV7RjXqHWFIVne53JrUsnRrznVDVObtIZIQR3dBrJ+PYnkOMuI90ZjytKvPRx/DmQZS8dci8AzMqlG1n6IDT4tU7SpcSci7R1RlZOBPfX1O51WwU30v0dIuaQvlYGtiMr3gPfhqAjg1JtTFpoXMhK8K8kan3Cvw4p3QjhMpPk9BwzmljYgk1q0nR9iAZZbsoxhAby0DItRjEUjjOPF6xgy7h/osReaG6i741yQA3LyYD0IoUzKjUSwoGIuxbiro0+1uP4W8PrC3DnE5PYtjM3qt7WZlO54LQ+aJrC289cwiffLGL77jzaZKZz6Vn9efDFKeTkl4b53vr9Oo/fdRrDB7aPOF5BUQVzlmwlEDAY3Kc1jTOScDrtERVXgKydeWzdkcvM+Zvp1LYRLz18Ltt25lrKIVRV0KxRMn6/Tn5xBV5vpH75zc/m0K9HZp335dWPfq+35KIKhpRkBBPuFq3cYd0sF9CZNns9t1xZ/4r0cdSN45Xg/2IcqCzh9qWTKPV7qAj4qNR9ZLtLuWr+p3irLetvL8u3jAt2qhoD0lriVG1mXLGi4lQ1nu995mGl1h0LSCm5fclEygJe3Lrf1CcbAQwpIx60mlA4J/PYawtHN+nIP7ucFJbk51JttIpLCzufU7XRIi7lOAH+O8A7n8hqLaAftG7OsoCwdURJfNSMa643DtUXpG81Mv9scE8BfQuHIpM1EDFmFRZJeFU1ynKtUMG/zvxPoaAk3IdIXwjJH2JKJWppuAPzffdkC12yJ0h0fWYzoKyAsmeR3gXm27ZeWD8uVMIkGtXPU3gNRvlbdYznOP5T8dUPy9iyPQe3x2+5MpjeIJ5PX7kCTTM/N20y03jyH2fw5WvX8MTdp1Ne4aGktDKMAIPpw/voKz/z0nszw1YuZ8zdyPk3vccbn8zh7c/nctkdH7F7bwExLjuKEskaq5rl3B4/67ccYOa8TbRv3RCHPbL2Z9NUHrn9VD79v6vw+6y/Q3v2W7s1VIeUkn0Hi6O+r2lKxFidDhsXntE35Dbh8wUs11cMQ+I5THJ9HHXjOAn+L8b3u1ejW1R4A1JndvbW0L97pjTDYeHK4DUCXN/uBD4fehW3dBzOXZ1HM33MbbXamBlSsih3Bx9sXcC0/RssK8xHgl3lheRHCdJwKBp2RcWhaDSJSeL9wZeS7ow/JuetiSvbDmDyyBu4uFVfTmrckUd6nMqEYVfXaZV2HH8RRC2hMFFlCeGQUiL1/eA6G1MaUdc5XYiY8w7tX/o4pi9w1XchWDm1dUPJWF2Hf25NGBHXJJR4hJKMZfkoAjYz3rhOsgzgRla8b54j7qbg/ap+DhfE3YJIfgtEzQjaoPyi/C2kz0o7fRz/6Zg6a4NlxdOmKXz4r8uY/M4NNGsU3QM/v6g8qvhO1w1+mbWBFev2AFBUUslzb07H6wvg9QVCVmuff7+U+286iR6dmtb68TdjjBcwdlgnHHYtbFubTaV964a0a5WB3aYSE2M1qYO01LqfKUIIEuOtf1eEEFxyZj9ee+ICundsit2mkpIUw+ghHThlROfQdn17ZEb4BgO4HDaG9f97+Oj/N+G4HOK/FEvydvLBtoVhsb1V0KVBke/Qg/eiVn34fMcS/D4PNf0Prlv4OWMad+S5PmeGVUCtUBnwceW8T8gqzcNjmNUuVSjc2mE417QfXOf+RwoDM9QjVrVzetOudEuJElt7jNAuIZ2Hu0dvIjqOvxFiL4eyVwgPp7CDYySiHiRY+pYji+8xI48xTGswaZjaXekHtTUYu4MSBz+ggmMUOM3Y8FDqmxWq3B2UNNDrk5QozG2tktWUBmAhDYpA3O3gWwH69nqcD9DNhiehtYDUb5Blr4B/uXm+mBsQrtPMtK7EJ6H4dqAmofci3ZMQ9uNx4f9NWLp6F9l5JZbvCSFITjgUeCKlZMbcTUz8aQVlFR4G9W7NFef2p2ObRpZkrwoer59pczbQp1sLFizfjqIo1Jy8+QM6qzfs47qLhnDro1/X2vCWnVvK82/NAEFYwpzDrvHYnafi8fp5/q0ZltIKp0PjmgvqFxN96Vn9+ODrBXiqSSqcDhs3XjaUc042Vwwfv/s0bn9sIrn5Zfy+cAsz5m5kzAkd+eeNJ9EgOY7rLzmB976cj9+vY0iJy2FjSN/W9OkW6T1+HEeH4yT4vxC7ygsYv2iCZWIcmB6O/Rpkhv6d4ojlm+HX868NM/n1wCb0IHGuilqeeXATn2Y1qjME483Nc9hckhOm0w1Ig1c3zWJzaQ4v9zv3iK8pMy6FBo5Y9lUWR7xXVW2u0H18vH0xJX43j/Q4NWwbv6Hz4baFfL1zBR7dz/CG7bij80hsQuXz7UtYlLeTprFJXNlmIJ2SGh3xOI/j7wURcxkysBXcP5jNWjIAti6IxKfr3Ffq2ciia4Ja26oXS0xZRMITCK0ZQmuFNCrA+6vpf2vvj7AdWikRQiBFjLXfsAhaHsXeCKWPEU7UnaB1gcC6oEbXAJGMSH7fUscslFhkzPlQOYnIBrbgKkXsDYjY68DeB1m4yGK7mtDAcSixSmitEcmvI40yZNlTUHo/svQepL0/OMZEsV6TYBxOpfs4/u7YsiOHB1743tLpAKBJw6SwqunrH89m8vTVofjh76evZtaiLXz2ypWMGNSe3xZsjkpeq9QQNSUTh96X6IbBS+/NrNPxQQILlkdO/rzeAJ9+s4Si0koWLt8eca7YGAc3XT6UE4fWL8jpwjP64Pb6mTBlGcb/t3ff8XFU1wLHf2dmq5olS3LvxgVs3I0LwY1mG9NDDQ4tgQCBAOFBgEcCJCFAAuGFhBZ6772b4kJxxcbYWC649yLbsqRdbbvvjxGy1jsrCWxZwjrfz4cP1s7szF2PV3v2zrnnJAy2bTGxsrrF9/5099usXb89qeXyx587ucsnHtOXM48fxMBDO/D+5IWEK2KMGtqdQX066MLReqBB8AHo2e9mEkuThuC3PBzf/lC6ZBfw1bbVvLjiK8rjEY5tewg39z2Oj9cXpdwoDcdjPLd8Vq1B8Jtr5rsuVEtg+GTDYpbs3FRr6+Bpm5bxn0WTWVu+g165rfndIWM4JLc1IsI9Q07n/MqFceF4FKmsfZw81iivrprHlYccSbbXz7MrZvHY0i/YGCrBGKr2f2vNfKZsWgIIZdEwFYk4XxevZdL6Rdw58BSObusy26Z+ckRspNltmKwrILYY7LaI56DanwiY8hdcSqTFwZQg4kM8zuJQsTIheFL6AwXPgvKnSQ46A5Ax0Xl+8CSMKYbSf+O0H05AxulI9h+cRX2ReU45NG8/RCxMYjum5K9OLV4M+EcjOTch2Tc4LZfLn3Ryfu02kHkF4u2OsToglIDZgfgGYJr9A3bdAokS5xieHhBbWm2MHpBsJ2iu/ndiDKb4POfv8vtueZHpzoI/XL50SwYS1LsmB5KnX52RduFXZoaPm6+aUPXz6nXbeOHtOUn7xOIJSkrD/OfJyWzbXpq+uoPfy9iRTprA8EFduOeRj1P28fs8jB7Wneffmv1jXw7RWJxJny0iUplmsadDurXixKPrXm5TRLjg9OFMPHkIO0rKyc3JwOvdnW64fWcZ3y7dkBQAA4QrYtz72Ke89v48Rg3rzmnHDeByXQRX7zQIPgCtLCt2XehmI5zdZTD/0/toHlw8jQcXTyMcjzrfkDctc2ZA03R9KIu7tIfdg1vXnu8JTje6moLgt9Z8wx/nvlU1gz110zJmbl3FU0ecR++8NvTKbc0nY6/i/XUL2RzexYsr5rApnFqGxmPZbAjt5MHF83luxSzXrm8xk2BnRQjD7sA4gSEcj/GneW8zpk2PekvfUPuf2K3A3jNvtRbx1bgGdhhIbKz7ubOvwiQ2O22Wxec0pQge5+TZ4nxoSuaFmIyJTjc2q/nuVA1pDoExu89s4phtZ1YuYqsMRCo+xmz7GimchJV9NSbrSpwA1e/MRFd8CduPwySKAYPxDUCa3Q2F06q6v4mVgamYiim9F+IbnRnt7P9JrfMbnVeZSlH994FxfvaNhsjkyr+zuLPozzsI/Noy/ECycm2x60I4n8/mb9edRNeOu8v73fv4ZNdjRKNx3v30W9eSnd/r2bVl1e3/grwsrjh/NPc+Ppl4PEHCGLwem5PH9qdju/y0M8V1ZsDjsV2D4I2bS37UIb1e2zWPOBSOYqWZ0Q1HYixbtYXV64v5YMq3PPqPiQQD7jnKat/QIPgANDi/IzO3rKQikfxt3bZszuk6hC0VpdxXNCVp0Vp5PMrC7evJ9QbZUpFcYskjFqNa1Z6QP75tL55ZPitldtY5t0VhDYvVEsZwxzcfpKRwhONR7lr4EY/97JeAU7f3552c/MIlOzcxaX1RyvliiTg53gBPL59JJJF+NW26msjheJQ1ZdvplJWf9rmqCfAOgfBHJKcp4OTeVq/Xm7RpK6bsAaiYDFYeknE+BMZh5f4DE7/OCaztjohdkPJcER/YteSzR6ZBYjPJpdriYHY5QXbwREQsvl/AZ2KrMdt/k/waIrMx289D8t9CbOdLqTEhp61xdLFTPi38ISaxA/L+g0i1SjCx5bgXCQ+D5UfyX8KEXgGzC/EfA/6RleNRB4pe3Vuzat221MDTQLfOyV+a5hetS3ucmgJggA5tmyfd/j/p2H4M7tupKn3iiCEH0a1TCxIJQ0aGj/Ly2idq3Hg9NkcdcTDvT16Yss2yhD4H79s1Jq1bNCMnK8CW4vSlDCPROFuKd/He5IWcMla7KNYn/e10ADq980CyvYGkmcyA7WVCu960yWjGzC0r8UpqNYhQIkb3Zi0J2t6qxhABy0OuL4PfHVz7bZnLDxlN+8zclMcFp5TYES3T34beGQmxK+qeo7hwxwbXxy/pORLfHq2RA7aXMzsPYmtFKT6Xihd7jstN3CTI8dahCoA6sAWPctIQqF75Iwj+I11TKkxiO2bbCVD+nBPsRr/GlFyPKf0/AMQuRHwDXQPgOot9l5yjXHXyckx0icvDT5M6mx2D+Nqktsum5A6nox7hyjrDYYjMcOosV5c2lSQI3l6ItwdWzg1Yzf6GBEZrAHwAmnjKkMrGF7sf83lt+h7SjuWrtiYFt15Pzb+D0/F6LDq2TZ2EaNsql1+eOpQLzhhOt05OwG1Zwvk/H4bfl3wu2xY6tm1ea9GUtq1yuejswzmo2gw2VH5u+b2c+/OhVY+tWLOVp1+bwQtvzWbT1tQZ4lA4whsffs2dD3zIS+84CwH3lEgYjh5xcK35veGKGNO/WlHz4NVe05ngA1AzX5BXxlzEvxdNZvLGJWR6/JzT5TDO6uK0oMz0+FwjQAuhS1Y+N/c7jmeXz2Jl6TYG5nfktE4DyPHVHhRmewO8fdRveWjxZzyy9HOiJo6F0D4zj38NOQNvDUFpltePJamrf4G05c56NGvJo4dP5Lb571O0cyM5vgDnHTScC7sNp7iirMZZYACv2FiWJLVCthF65bYm07N/6yCrxsMY47QYLnsIZ54gDgTBbg0ZZyMZv3B/XtnTlTm21YJOE4Ky+0l4+2IF9j6/zyR24F5D2It4u6U+HF+Fe4MPqzKlozLXMfQaULHHPhUQeglybqh2mj7g7QnRhexOibBAAkjwlB/yUtRPVNtWuTxw29n854kpzC9aRyzmpCd8U7Sea/76Cm1a5nLvLaeTkx3k2BGH8Mr7c+vUpri6aCzB5m11T0M484RB2LbFEy9Pp2RXiML8bC6ZOIKjjziYdRt3cM6VjxKNpo7B47E46Zg+vPDWHJauTG7rLJZw6vj+VR3qHnxmGi++PYdYPIFlCQ8+M41rLj6a8aN7A7C1uJRfXfc0pWUVhCui+P0eHnvxSx647Ww6tHVKxRlj+ONdbzFj3sqqLwvfx8J7ToxbltCyIKfOfwfqx5HabknUh0GDBpnZs398IrvaO5F4jCPeu4uSPWZeA7aH50f+ih61LF6ri4QxrNi1FZ/toX0du7fd+c2HPLdiVlJQGrS9/HnACRzXrvcPHsPVM1/mkw2LU9JCPGLRMSufv/Q/nk82LObJ72bgEYtQPIrBELC9CMKlPUdyYfe6lcVRBwZjDGb75RD5cI8tAQiejNXslrTPTWw7s7LbmxsfkvcA4t+7FtqJzcdCwm12SKDFXCwrI3n/sscqS8TtOSPlRwrfR+y2zmve1BP3FsgerFbJJd5Mogyz604Iv+GUifMd7izM87Tfi1emforufexTXvtgXlIurcdjMeKwbtz6++MpD0W44k8vsGpdMZFIDK/XQ3amnw5tmzN/0TqisfRl/Xxem+f/8yta1KE+7/eMMcTjCTx7zED/36Of8NI7qe9NEbjg9OE89+Zs19JoBXmZvP7wJRQt28hlNz2fsiDQ57V55cGLyWuWwc3/fJtPv1icsuCt50GtePiOcwBYuGQDv7v5xZQOe1I5mOrxmN/n4b93/IIuHdK0UFc/iIjMMcYM2vNxvVfVBPlsD/8dfg65viCZHh9ZHj9+y8P1h45NCYCXlmzm4SWf88x3M9kSrqEd6x4sEbrmFNY5AAa4utdRnNZpIH7LQ9D2kuXxc1WvI39UAAxw+8CTOLljX/yWB49YtMvI5d4hpzNt/DW8fdSl9Mtvz9W9j+LTsVdxWGEnPJaNAULxKOXxCP8umszba775UedWP02m/BmITHLZEobQKxhTQ96h3Yb0v1IjmJLb9n6AaRfkmcpqEckkeFplSkf1m35BCE4AqxWJ0v9itowkfXIQJLZfgYmt2n1MKxOr2S1YLedhtVqI1fwhDYCbqHc/XZCymCwWSzB15lLi8QQZQR//veMc/nbdSfxm4ghu+t14Xrr/1/z1f05kQO/2+Lw2Htv9PWPbFnMXpGvX7U5EUgJggGNHHELAn3rj2+/zMqB3B0IuATDAzl3Ol8ePPy8iEk29o2JZFl/MccqufT77u5QAGKBo2UbWb3JqKs9duJpoLPU4BshrFsTv85AR9JGV6eemK8ZrALwfaDpEE9WneVumjvs9M7euJByLMrigU0rKw53ffMizK2YRTySwEO785kNuH3gy49r3SnPUveOxLG7oM5arex3J9opyCgJZNaZQpFMRj/HO2m+YvHEpLQPZPDfyAtpl5pHl8bvmYWV6fHyxeXlK+kQ4HuWBxdOY0N59EZQ6AJXdj/uMKEAEE/4ACR7vulUyz8eEPyJt/d26NqioiacrxBa4byu5mQQ2VsaJu8dkZUH+a5jS+5xaxpIJGRORjDMxJTdC6J304wUgBhUfYiKfQ8GbSG0L91STEk2T5pBImMoauU5gOqhPRwb16Vi1Pctjc9dNP2fLtl3c99QUPv6siD3jx0TCkJ21b9LSeh7UiiMOO4hpM7+rmoUN+L0MG9CZPge3pV3rPNZsSG2jvudCv5rYLq2bv/f8m7O4+tdHkZ0ZqPwMSn6xfp+H804bxmF9O1EWitC1Q4FrMK/2PQ2CmzCvZXN4i66u2+ZsXc3zK2ZTEU8ODK+e/TLLdm3m1I79eWPNfD7btIy4STChfR9O7zQgZaHa91aVFjOveA2FgWyGFHaqsfxYwPbSOqPZj3pN5bEIZ015hDVl2wnFo9gIL6/6ir8NOImx7dyD99JYBSZN4LP1B8x+qwNAorjm7TtvxHh7VdUITuLpAcHTIfSk+3Ot9C1k6ywwHkrTBMGEofQuqBYEA4idjzS7Cbip6jET3wSht0gudQbuNRITYEKY0oeQPdJBTKIUSCCW5i42RcMGdGbKjKVJlSJEoHf3Nkm1cdMpzM/mnJOH8NG0opRtFZEY2Rl1W6C8buMOnnl9JkuWb+KgTi04+6TBdGiT/H676YrjmDJjCe98sgBjYPzoXowe1gMR4apfHcn1d7xele4g4gSmp4ztx9V/fpn5i9a6FkVJJBIMH+h8hg4d0IWPPkt9HQBfLXDaP0+budQ1P1pEOPLwnmlbLqv6o0GwcvXWmvlpO87dv3gq9y2emvTY4pJNvLt2AU+NOC8pwE0Yw01fvck7axdgi4WIs4DuySPOq3OqRCyRYHN4F3m+DIIeb9K2TaEStkfK6ZJVgM/28MKK2awuK67KK45jiMdj3DT3Lca07uEapOf6Msj2BthWkdzVS6DeWzCrRsbTFWKpVRZ2i2HKn0Nybkx61JgwZtvZTgkxNxKEzItqPb1JbMfsuhcqPgD8TtOMzAsQ8WGiC6D0HzUfILEJY6KIeFM2GRPGRJc5zTTC75EaAIMTAFukLr6LQWT3Og4T34jZeW3VY8bTE2l2h/viPHXAuvz80Xy9aC3loQjhihh+nwev1+baS46p8zGKd5Rj2xYxlxbK1/7tVd55/LdYNcyyLlm+ictuep5IJEY8YViyYjMffVbE/918Or267+7+aVnC6GE9GD2sR8oxDuvXiX/dcgaPvfgFK9duo1vnFowb1Ys//+tdQuE98nfFqXohIlxz0VHkNXPy8C88czgff17kGiy3yM9h2cotzF241vU1/Hx8fw2AG4gGwcpVTcslXauExmMs3rmJyRuWcGSbnlWPv7H6a95btzBpcVooFuXy6S/w+pG/qXUcL6yYw90LPyKSiGOM4eSO/bihz1jKYxGumvkSc7atxluZy/uH3sfy3rqFSQvrqlu4YwP981NzFy0Rbugzlhu/erMq8LcQAraH3/fSQv9NiWRfj9l+CelTBGIQX5/yqCl7FmLL3J8nGZB5IZJxXo3nNiaE2XYqxDdRVWGi9D5MdC6S9yBm5x9xrwxRjZWXEgA71S7+BWWP4FSAqOndnaZbzvevAzAm5jTsSGzcPZ7YQkzxWVD4ic4KNyEt8rN57t4L+WDKtyxatpHOHQo4bkzvHxTQrV5fTDzh/u+6PBxl0bKNScHsnu559JOkQDWRMIQrovzz4Y94+E6nK2N5KEJ5KEI0Fuf9yQvZvHUXA/t0ZOSQblUz1r26t+Yf/3tq1XFuvecd1854lggXnDGcY0YckrRor33r5gzu24mvvlmdFNAH/B5+cfJhFC3bmLZc2/ad2lq8oWgQrFxNaH8ob62Z79ptLZ3yeITPN3+XFAQ/uzy1Y1sCw8rSbawt2067GmaDP15fxO17NNB4ffU8AFbs2spXxauJJhJVTT9u++Z9uma512CNmwSZ3vT5ZePb9aa5P5P7i6aytmw7ffLactnBozgoRxcmNCXiPxyaP+LUzY3Nd9kjCD6XCg/hdLm1Qch7FMs3oPaTh96B+DaS6/qGoeJLTHQRxFKL+SfzQublKY+a8scqA+Cacn+/Z+EEwS6BcGyR033OhMHsJDkgN2CimNCbSOY5dTiPOlBkZvg5ZdyPb+jQuV0+grimpNmWUB7as3SfY/nqLbz+wdd8k6Yhx+Llmygrj/CPhyYxefoSTMIQiyewbYt4PMFHnxfxzGszuO+vZ7l2Zft22QbXTnTxhGHyl0t45rWZZAR9/Hz8AE6fMBDbtrj16uO5+Z63mfPNary2hYjw2/NGMfDQDsxKrMSyUtMAfV6bNq1ya/lbUvVFg2DlalB+B07t2J9nls+scd6oOp9lp3SFSxdE2yK1Btj3FU116SAX48UVs13nw8KVJc6Ctjfp2AK0DGbTLbvmgHZoYWeGFnaucR914BPfYKTgZRI7b4XQK+zutuYDuyWScZLLk9LMfAmIJL8nTMV0p6saMSRwPMY3EonOwJQ9SEp3uu8PEl3gLGozNeWoB5GMszHxLRBbCnY7xNMBSh+k9gBYwGpXObub7n0ZwZT+HxIYD8btbksIYitrOY9qqmLxBNt3lJGTFcDv3323on/v9uTnZbp2UBMRenVvk/RYeSjCvx77hHc/XYhJpFvN4Sx8+/O/3mHmvJVEq1WwiFfO0obCUVav387L785l4ilDUp7fvnUeazfscD120XebANhVVsHDz3/O8jVbueGysSxatoHmuZmMGd6dIf06M3pYj6qZ5gG9O9AsO0BFRTSpioRtW0wYo4uvG4oGwcqViHBj33F0z2nJrV+/Q8zUrdj5F5uX88qqufTKbc1lPUcyrm0vHlryWUrlhaDHR9fsQnZFw5REwrTKyElZLLcx5F4svaaRRBNxzu4ymKe+m4m38lt3tjfA/cPOrrVDj1LVSc5N4OuPKX8KEqUQGIdknoe4BLyScRZm5zckB7ECVmFSl7VEyR1Q/mzVfib8CVgFmMRW3ANgQCynnXLwLCh/AvdcXoAQpuQmCL0O4gcTwfgGg0ld9Z4sCDk3IuLBlNzq1P5NJ7YSvL1A7NTJYslAfH1rOZdqit6Y9DUPPDW1qpza8Ucdym/PG42ncrb0kTsnMvGqx9m5a/d7wO/z8LsLxpAR3D1Lu2XbLi689imKd9ScPuD3eTh2xMG8++nClBJu1VVEYkyatsg1CD7358OY+fVK4vGap4EqIjE+mraIcDjKl1+tIFwRRQSmTF/K6nXF/Oos586RbVv85y9ncfPdb7OoMjWiRUE2N11xHPl5mTWeQ9UfDYJVjU7rPIAOWXn8fcEkinZsJJ7me3fQ9hAzhtnbnHqiG8p3Mm3TMh4adjbvrVvI+vIdhOJRvGLjsSxu7X8818x6hY83FGGLhd/2cEOfcRxfrRzZoXltmLppaZ1nor2WxeEtD+Ka3kczsesQ5havIc+XwaCCjjVWo1DKjYhA8Pi0JdGSBMZDZCaEXnWCViyQoNMgo/LLl4mtgPKnSe7MFoJETbVQbbDywTcU8Q3CJDZA+O00+yYg9KLzx+/rGUdm4r7QrTqDBE+EyHRqqhcMgLcbeAeA52BndrrqtXjBKoDAsTU/XzU5U2Ys5d7HPiVcsXsi5M2P5hOJxbn2YmcBXfO8TF7778V8/FkRU2YsJS8ng5PG9qNHl+S69f9+YkqN+bOWJXhsi58ddhDHjuzFpGlFNQbB4ATMbnr3aMPhgw5i6oyltb5Gy7L4bPZ3VTPOxjhtj599YxbjRvembWW6Q4v8bO7761nsKCknGo1T0DxLJ2camAbBqlZDCjvzn6FncsyH/yKeSP6FYgGndxrE1E1LWR/aWfV4AkMoHuXeoim8Mvoi3lu7gM+3LKdNsBmndxrI7d98wNRNSyvzeeOE4lH+OPctWgVzGFzg1JO8qteRTh3jeLROgXC2J8AF3ZwOby2DOYxtWz/1jJXak4ggzW7BZF7oVEywmzud1KovUqv47Ace1QbvICT3H4hYgA/JvZtE2TDY9b+kTsW6fdjX0NyjigcRP8Z3uJPWYcpdjg0QQLKudD60mz/mtJYOveakRgTGIdm/QyQ1t1I1bY+/9GVSAAwQicR588P5LFuxhT9deRxtW+Xi83oYN7o340anb470xZzvXKsvfK9bp0LuuP4UCppnUVZeQdSl4kR1Ab+Xk45Nf/fijAkDmTlvZUqHtz25LaAD5/fC9LkrOHWPnOncnAzX/dX+p9Njqk6+Ll6Lz0r9zpQA1od2sim8y/V532xfh9/2cFLHfvx90Clc1etI/LanWgC8Wzge5aHFuwOFHs1a8vzICxnVqjv5/kx6NWtVY/OMW/pPoDCQ9eNeoFL7gHg6IBmnIP5RqWXKrEygrgXw/ZB9PVb+U4i9RxvzxBogtQRaelbN+1feJRHxIM2fArs9EAB8ODPDNngORvIeQnwDK/cNYGX/HqvFZ1gtp2M1+xNi5f6AMammYvNW988GgG+XbmDilY8x6+uVdTpWTQ0kAn4v5502nILmzmdAZoafs08YRMCf+m/f7/Pg93kYOeQgxo1KH3T3ObgtPxvc1fUYdWFZ4tqpTjUeenVUnTT3Z5JwW72L0CajGT7LJuTyrTvfn5rrtDm8C5/lSQmCAdaVJ+cvdm/WkvuGnVX1890LPuK/Sz93HeMf5rzOrNY99faSapz8RwM313HnCBI8wX1T+bPUbYa3kt3ByScuvYPUtAgBEyKx5RjIvBgJnoIUTHIW1hF2gl+XmsNK1VXPri2ZMW9l2u2RaJxrb3uN0ycM5JKJI2o81rhRvXj9g3kpKQ4iwqnj+vOzwcnNny4883Datc7j2ddnsr0kRN+D2zG4b0csSzi0Z1s6tcuv8Xwiwp+uPI4v5ixn0rRFeDwWbVo04+nXZtaaZgFOecIjDtPa2Y2ZBsGqTgbkd6C5L4NwLJoUDHttm190OYyg7eW55bMIV1sAF7S9/Lp7ajmpzlkFrgvtPGIxuKBTjeO4pOfItEFwWSzCgh3rOTRPG1yoxkesbIx/NFS8V5e9Sfvr2dS1pqgAfiTnz4h/CInACNh2tlPirGoRngGiEF8JJbdiEpuwsi4Fb/c6nkOpml38iyP4etHalJSI6qKxOC+9M4cTju5TlT/r5qKzf0bRso0sWbEZY5xPotycDP5x46l06ZBaHlNEGDuqF2NH/fjUOBHh8EFdOXxQVxIJw1mXP1JVYSKdjIAXY+DWa44nJ6tuXe9Uw9AgWNWJJcLjPzuXy6Y/z6qyYmwRbLH4S/8TOCinkKt6HUlZLMIbq7/GY1nEjeGCbsM5rVNqfdSgx8tlPUdyX9GUqlJmFkLQ9nJRD5carNX4bDttTUmADeUlGgSrRslE5kHFpDrubYGk+fXs7QfR2e7bqgj4RiM51yCV1SksT1dMi6kQnoQpvR/iy0jO/Q1B6YOYzPNdK2Ao9WN079KS+/5yFrff9wFLVmxOu5+IMGPeCk4Zm77msMe2uOdPp7Fs1Ra+W7WFdq3z6HdIu3q7+7dy7TamTF8CCKOGdmP7znKKd5QllTjbU2aGjz9ceixD+3d2rT+sGhcNglWdtc3M5fUjf8PK0m2UxSJ0z2lRlaPrtWxu6T+Ba3ofxebQLtpk5Ka0OK6ufUYefttDKB5FgG45LbhnyGm0zcitcQy2WBya14b521MLpNti0SsvfWchpRqSKb0LSD8btpsHfMMRcZ9BkpybnO5sNc0IZ12PlXVe6nPFD8EJmNK7cV38JhbE1yWVdVNqb3Xv0pKH7jiHC695khVrt7k2obAsSRs0Fu8o4477P2T63BUYY+h3SDuuu+TYGmeN99aTL0/niVemE4vFQeCJV6Yz4rCDaqyfEvA7Zd3cWjOrxkkXxqkfrFNWPr1yW7suUsv2BuiaU+gaAFfEY8QSCaZtWsYfvnqdHZHKWqnAqrJi3lrt1qEr1b+HnoFvj3PbYnFi+z61BtFKNZhoUQ0bbSDgNMSw2yLN/pZ2T/EejOS/Bd7huJY0s9ohmefWPBa7o/vjJgpWi5qfq9SP4LEt7vvrWRyXpvqDMTDisNQvX/F4gktufI7pc5cTjydIJAxzF67l4uufoTz0A3Ljf4DV64t5/JXpVERixBOGeNwQicSYMmMp0Zh7KkTz3Ez+9/LxjK+huoVqfHQmWNW7ecVruXnu2yzdtRmPWGR6/C6d4KI8vmw6F/cckRLg7qkwkM0nY6/i7ws+ZOrGZeR4A5x70FDO6DyoPl+GUnvHbguxnS4bPOAfB/HV4BsMWVcgVs15hOJpD80fxez8PYQ/Bkxl+oQXybu/1tvDknUppngOyZ3kAhCcgFg5P/CFKVU3mRl+rrv0WPr3bs8d93+Ibe+eh7vt2hPJzEhtbT9j3gq27yhLalphjCFcEeOjz4o44eg++3ycU2csdc37NcbQrVMLVqzZWpXj7PXYFOZn8cTd52r6w0+QBsGqXq0uLebCz56kvDLojZg4kYj7bdy4SVASCVFQWebMGMPSks1ETYKezVomNbzI92dy+8CT6/8FKLWPSNYVmB1XkdoZLgYV7wJxiC+FyDRM8xcQq+ZaoiIWkvtPTLQIIrPALgD/GCflwYWJb8WEXoDYEvD0gZxbofRuSGwDbMg4Dcm+bl+8VKVqdMyIQzh8UFdmf7Maj20x6NAOSa2Uq1u7YYdrvd9wRZQVa7bWy/gsESxJrbxtiXDk4T3IyuzLK+/NJRSKMGpYd84+6TANgH+iNAhW9eqJ76a7lkJz47Ntcn3OB//inZu4bPpzFFeUIwgB28Pdh/2cIYWd63O4StUbCYzB5NwMJX8ieQYWqj5uTTnEVmLKn0ayLsIkdmLKX4HYYvD2QoInI1Z28nG9PcHbs8Zzm+iSyjziCE6Xt0+dxhjNX0bsHKe7nTa6UPtRZoafkUNqLx/WtWMhHtuq6sZW3cx5K6mIxNJ2ffuxRg7tzsPPu1chGjW0O61aNGPCkYe6blc/LZoTrOrV0pLNruXQ9mQhDM7vREU8Sjge5dxpj7OufCeheJTyeITiSDmXfPkcW8Kl+2HUStUPCY6tw14VEH4HE1uF2XIUlN4D4ddg112YLUdj4qmLQmtjSm4Cs4vdbY7DYHZC6e2I1UwDYNVoDejdnvZt8lwXpG3YspOnX5uxz8/ZtlUul/1yJD6v7fznc/5/+XmjaNWi2T4/n2o4GgSretUnr22tOb7gtFn+YvN3nPLpg7y7doFr4Bw3Cd5c/XV9DFOp/SO+uapDW40kiCn5I5gSds8ah8DswJT85Qed0pgoRN3eNwmomPaDjqXU/iYi3H7dyeCS5x6JxHnn4wX1ct5Txw/g2Xsv5JKJI7l04kie+/eFnFxD+Tb106TpEKpe/bLrUF5cMYdoIp6msu9u4USMTaFdfLhuEdFEahAcScTZHN5FcUUZpdEK2mXmYWl3OPVTYreAWu+MBJ0ObyXXkVrGrO6Bq4lvxJQ/BRXz0u+UJn9YqcbE7/fgsYVoLPVTJBavW7rdj9GqMIfTjkutda8OHDoTrOpVi2A2L4z6FSNbdceuscKioyIRY01ZMW41TP1iM3PrSka//09O/OQBRrx3F59uWFIPo1aqfogEIeNcwK0ZRQDwQ/AECByPUzbN7SC1tzE2se8wW4+DsicgNovUdslUnuvUOo9dqYbSLDtIh7apLY49Hosxw2vOh1eqJhoEq3rXObuA+4edxdMjLyBo1/4Bnu/PIu4yE1xh4iwr2UIkESccj7KtooyrZ73Mkp2b6mPYStULyb4Ksi4HaQ5YYHeHrP9Bmt2CFLyD1ezPWJYFgfHAnu8XHwROqPUcpuRvlTnAbnVUg0AAfAOR7Cv39uUotV/cdMV4MjP8VYvgggEvrQpzuOCM4Q08MvVTJsbUdpN63xs0aJCZPbu2tp/qQBOKRbmvaApPLptOzMRd56aCtpcJ7Q/ljVVfEzG13+ayRDipfV/+OvDEfT9gpRqQSZRgin8J8ZVg4kAC7DbQ/Dksu6DG5yY29iG1AkUlyYW8J7B8B+/jEStVv0p2hfhgyres3biDXt1bM2pYd3xezepUtROROcaYlGYC+q9H1btFOzZyw5zXWVzizNjmeTMoiYVJuORGDi3szJebl9cpAAZIGMOa8u37dLxKNQriheAFUP4IxJcANiS2wtZjMHkPI74achUlA0yaINhUIFL7YlWlGpuc7CCnTRjY0MNQBxANglW92hIu5RdTHyVUrUNccdS9WYaF8Pnm7+pcVxjAb3kYVthlr8epVGNiot86s8Cmgt1lzeKVdX7BbP8NtPgcSZcfnPELKPs3brn1zir7+ltMpFRjtHLtNtZv2kHXjoW0LNCuiMqhQbCqVy+umENFPFanfROYtAFw0PZSGMhiS7i0KqD2iEW2N8BZXQbvs/Eq1dCMMZjtl1aWR0snCpE54B/qulWyfoOp+ARiC902gqfHvhmsUo1cWXkFf7j9db5dugGPx2m6MebwHlx/6dikts2qadIgWNWrxTs3kai1OFp6AnTMyufX3Q/nhPZ9eHvtAp5YNp2SSIhRrbrzm54jyPW5rbRX6icqtgTMjlp2EiCafqt4If8FTPE5EF2EM5vsB7GR3HuQutQqVuoAcOeDk1iweD3RWJyKynWin36xhM7tCvjFyYc17OBUg9MgWNWLaCLObfPf55MNRbXua1WWTnMLlg1wSc8RnNC+DwAndejLSR367tOxKtW41CVVIQ6+lDUeSUR80Px5iHyBicxArEIITkCs5vtmmEo1cpFojKnTlxKNJb+nKiIxXnl/rgbBSkukqfrxt/nv8/rqedTeIsOZ0+qd2ybt9rnbVu/DkSnVyHl6gKS7u2EDAci5w6k5XAsRC/H/DCv790jmLzUAVk1KJBInkaYCVnnIrXygamo0CFb7XCgW5dVV8wjXMRc4juHbnRvStldetEPrAKumQ8SGzEtJ/vXsA2kBmRc7tYSDYxtqeEr9ZIhAy/zslMctSxjct2MDjEg1NpoOofa5ndGQW5t3wEl9cEt78FseIonUoNkjFj2btdzXQ1Sq0UqEPoBdfye5y5tA88ewvN0w8W2Ysicwia2Ibyj4hmmOr1LVxGJx7vrvR3ww5duqzyIRMAZ8XpuA38sl54xo2EGqRkGDYLXPFfiz8FmelJlgAQoD2WwN70pJk4iZBMNadGHGlpVUVAuGvZbN+d20I5BqGoxJwK5bSW10EYHSezAZv8TsuLiyeUYFpvwp8PaDvP+mL5emVBNz35NT+HDqIiLR3bnAlgjt2uQxenh3Thnbn+a5mQ04QtVY6PSB2uc8lsU1vY4msEeLZEHYFi5NCYB9lochhZ24d+iZnN3lMDI9PgQ4NK8tTx5xHh2zNI9RNRGJbZBwK41moGI6ZsclYMqpqh1syiEyF1P+6v4cpVKNViwW541J86mIJE/CxBOGeCLBr878mQbAqorOBKt6cVrnARQEMrmvaCobQjsxxlASrSC2Ryc4r9ic2KEP1x86Fp9lc+2hR3PtoUdjjEHS5VQodaCysmrYuMu19wWEIPwqZJ5RT4NS6qcjXBEjHk/tRgpQvMO9UZNqunQmWNWb0a178NLoX/PqmIspjUVSAmCAwQUdubX/8QQ9e8waawCsmiCRIAQnAP4f+Extg6wUQGaGj7zcDNdth3RrvZ9Hoxq7vQqCReQ0EVkoIgkRqblopWqytoZL8Vnu/9Q2hmvqiqVU0yM5N0PgSJyKEHW5bRtEMk6r51Ep9dMgIlx54Rj8Pk/SYwG/l0sn6mI4lWxv0yEWAKcAD+6DsagDVOesAuIutRo9YjG0oHMDjEipxkvEj+Teg0kUQ3yz0/UtbQvlAPhHQeDE/TlEpRq1kUO6c9f/Bnni5ems2bCdnge14oLTh9GlQ2FDD001MnsVBBtjFoHeulY1C3q8XH7waP616FPCcafVqy1CpsfHr3v8rIFHp1TjJFZzsJpj/KMh/DYpneSsAiTvIcTbu0HGp1Rj1q9Xe/r1at/Qw1CNnC6MU/vF+d2G0TGrOQ8v+Zwt4V0MLezCJT1H0CqY09BDU6pRk+zfYyKfQaIMp3SaD8SD5N6vAbBSSu2FWoNgEfkIaOWy6UZjzBt1PZGIXARcBNChQ4c6D1AdOMa07sGY1j0aehhK/aSI3QoK3seUvwzRr8DTBck4G7F1kY9SSu0NMWn6av+gg4hMBq4xxsyuy/6DBg0ys2fXaVellFJKKaV+NBGZY4xJKeCgJdKUUkoppVSTs7cl0k4WkbXAMOAdEflg3wxLKaWUUkqp+rO31SFeA17bR2NRSimllFJqv9B0CKWUUkop1eRoEKyUUkoppZocDYKVUkoppVSTo0GwUkoppZRqcjQIVkoppZRSTY4GwUoppZRSqsnRIFgppZRSSjU5GgQrpZRSSqkmR4NgpZRSSinV5GgQrJRSSimlmhwNgpVSSimlVJOjQbBSSimllGpyNAhWSimllFJNjgbBSimllFKqydEgWCmllFJKNTkaBCullFJKqSZHg2CllFJKKdXkaBCslFJKKaWaHA2ClVJKKaVUk6NBsFJKKaWUanI0CFZKKaWUUk2OBsFKKaWUUqrJEWPM/j+pyBZg1X4+bQGwdT+fU9WNXpvGSa9L46XXpvHSa9M46XVpvPbHtelojCnc88EGCYIbgojMNsYMauhxqFR6bRonvS6Nl16bxkuvTeOk16Xxashro+kQSimllFKqydEgWCmllFJKNTlNKQh+qKEHoNLSa9M46XVpvPTaNF56bRonvS6NV4NdmyaTE6yUUkoppdT3mtJMsFJKKaWUUoAGwUoppZRSqglqUkGwiPxdRIpEZL6IvCYiuQ09JgUicpqILBSRhIhoCZtGQETGishiEVkmIn9o6PEoh4g8KiKbRWRBQ49F7SYi7UXkUxFZVPm77HcNPSblEJGAiMwUka8rr80tDT0mtZuI2CIyV0TebojzN6kgGJgE9DbG9AGWANc38HiUYwFwCjC1oQeinF9KwH+AccAhwFkickjDjkpVehwY29CDUCliwO+NMQcDQ4HL9D3TaFQAY4wxfYF+wFgRGdqwQ1LV/A5Y1FAnb1JBsDHmQ2NMrPLH6UC7hhyPchhjFhljFjf0OFSVw4BlxpjlxpgI8DxwYgOPSQHGmKlAcUOPQyUzxmwwxnxV+eddOB/qbRt2VArAOEorf/RW/qcVARoBEWkHHAc83FBjaFJB8B4uAN5r6EEo1Qi1BdZU+3kt+oGuVJ2ISCegPzCjgYeiKlXecp8HbAYmGWP02jQO9wDXAomGGoCnoU5cX0TkI6CVy6YbjTFvVO5zI87tq2f259iasrpcF9VoiMtjOnOiVC1EJAt4BbjSGFPS0ONRDmNMHOhXuQ7oNRHpbYzRvPoGJCITgM3GmDkiMqqhxnHABcHGmKNq2i4i5wITgCONFkneb2q7LqpRWQu0r/ZzO2B9A41FqZ8EEfHiBMDPGGNebejxqFTGmB0iMhknr16D4IZ1OHCCiIwHAkCOiDxtjDlnfw6iSaVDiMhY4DrgBGNMeUOPR6lGahbQTUQ6i4gPOBN4s4HHpFSjJSICPAIsMsbc3dDjUbuJSOH3laBEJAgcBRQ16KAUxpjrjTHtjDGdcD5jPtnfATA0sSAY+DeQDUwSkXki8kBDD0iBiJwsImuBYcA7IvJBQ4+pKatcPPpb4AOcBT4vGmMWNuyoFICIPAd8CfQQkbUicmFDj0kBzqzWRGBM5WfLvMoZLtXwWgOfish8nC/4k4wxDVKOSzU+2jZZKaWUUko1OU1tJlgppZRSSikNgpVSSimlVNOjQbBSSimllGpyNAhWSimllFJNjgbBSimllFKqydEgWCmllFJKNTkaBCullFJKqSbn/wHX/YnIS6qoEAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "### 2 Clustering k-means (suite)\n", + "\n", + "# Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour n=9\n", + "pred = KMeans(n_clusters=9, random_state=0).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"9 clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a9fddea2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.3518107901463774, 0.38789474031923604, 0.3931402610788552, 0.4145170726979948, 0.4133331641849272, 0.46588978118120233, 0.5003835962196275, 0.5487609071066126, 0.5221451410830945, 0.49331204712236226, 0.4717058611870848]\n", + "Temps : [0.06479191780090332, 0.06533670425415039, 0.10770869255065918, 0.1107020378112793, 0.14162015914916992, 0.12566518783569336, 0.12765860557556152, 0.10162854194641113, 0.15854597091674805, 0.18051743507385254, 0.2014610767364502]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "from sklearn.cluster import KMeans\n", + "import time\n", + "\n", + "### 2 Clustering k-means (metrics)\n", + "\n", + "# Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "for i in range(2, 13):\n", + " t1 = time.time()\n", + " kmeans_model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = kmeans_model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",mesures)\n", + "print(\"Temps :\",temps)\n", + "\n", + "# Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster)\n", + "\n", + "# Calcul les clusters pour le nombre maximisant le Silhouette-Score\n", + "pred = KMeans(n_clusters=nb_cluster, random_state=0).fit_predict(npliste)\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d75ca794", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.6614755677743188, 0.6959623087142756, 0.5463452812235728, 0.5562326606232584, 0.5557132003961633, 0.4485180880207061, 0.35809748242549444, 0.3423592998458644, 0.35148285480675123, 0.35655556764382806, 0.34982801654203866]\n", + "Temps : [0.03989410400390625, 0.0299222469329834, 0.11170125007629395, 0.0638284683227539, 0.10384893417358398, 0.12644267082214355, 0.1335742473602295, 0.1186830997467041, 0.15680170059204102, 0.15658068656921387, 0.18052029609680176]\n", + "Clusters : 3\n" + ] + }, + { + "data": { + "image/png": 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zNjWtyWsty+JXq1YEVKdoqMbjYcHhQxL8irMiOb9CCCHEBZRTXhb0uEPTKayuusCzaV278vN4ZssmnIZBjcdDldtNjcfDowvmUe12N3l9SW0NxbU1TZ6nKYXDdn5SLsSlT4JfIYQQ4gIa3r6jb/NZfYZlkRYff+EnVI9lWdS0oARaQx/u34urQS1gAA3FZ9nHmrw+yu5o1n0cus5Nffq1eH5CgKQ9CCGEEBfUN0deweKMI351diNsNr496grCba2/4a25lmUc5Yk1q8irrCDMZuO+QUP53hVXooeouBCM0zCCBs4WFu4gQXF9NW43O/NyGZeaxtrjWQENNRy6jqYUlmXx2PCRDGrbrtnzEqI+CX6FEEKICyg1Lp65t9/FXzesZ8vJHFKionh0+Ehm9Oj1pc1pU84JvrtkgS8Xudrt5pWd26jxuHl83MRmjzOzRy8WHD5Etcc/xcFjmo3m/H5ycD+/XLkcTVMYpolSCoem47DpeEyTewYOpmdSMrUeD+PTutLxPDbWEJc+CX6FEEKIC6xrfAL/mn7tlz0Nn39s2hCwCa/G4+GtPbv5wegxRDazBNvY1C5M6dad5ZkZ1HjcaEph13UeHzeRhIiIoNccPF3Iz1cuC9jklhQRycuzbqRbQiLRjualQwjRHBL8CiGEEJe5rNKSoMd1TVFYVUWXZuYiK6X429Uz2JhzgqWZR4m027mpd1+6JyaFvObtvbuD5gl7Wxk7JfAVrU6CXyGEEOIy1yclhfyqyqB1ddtFR7doLKUUozunMrpzarPOL6quDrnBrqy2ttn3NS2L9cezOVZaQo/EJK7o1Fm6wImgJPgVQgghLnPfu+IqNuSc8Es9iLDZeHT4SMJsoUOFGrebarebxIiIsw40J3ftzuqsYwF5wm7TYETHjs0ao6Smhts+eIfcygo8polN0+gSF89bN99GbAsabIjLg5Q6E0IIIS5z/du05c0bZzO8fUfCbTY6xcTyy3ETeWz4qKDnV7lcfG/xAoa88AxXvfIC4159iTXZWWd175k9e9E9MZGIekF2hM3OI0NH0CaqeavOv1q9nOyyUqrcbpyGQZXbzdGSYv647rOzmpO4tCnrLGv5nY3hw4dbW7duvWD3E0IIIUTru3/uh2zIOeGXqxtus/Hh7Dn0SWnT4vGcHg8fHNjHp4cPEhMWxl0DBjOuS1qzrjUti97P/B2PaQa8Fmm3s/fRb7d4PuLSoJTaZlnW8IbHJe1BCCGEEM2WU17GxgaBL4DLMHhh+1b+dvWMFo8ZZrNx54BB3Dlg0FnNKVTOsBEkIBZCgl8hhBBCNNupigocui2gCYVpWRwrLW7WGDVuN/+3YR0f7N+Hy/AwJjWNX42bSOe4uBbPR1OKqzp3Yf2JbL8gWFeKSV27t3i8C8ltGLy5Zxfv7tuDaVnc0LsP9w8e+qU2O7kcSPArhBBCiGZLT0zEaXgCjts1jWHtm7dB7aH5H7M995QvgF6Vlcn23JOsuOcB4sOD1wNuzO8mTuGm996k2u2hxuMm0m4nxuHg8XETWjzWhWJZFl/7dC6bTp7w1Vj+56YNLM04ygez5zSrs96GE8f595aNZJeVMqhtO7476ip6JIUuKye8JPgVQgghRLMlRkRy54BBvLN3ty9o05QiwmbnoSEB6ZUBDhQWsDMv12/l2LQsKl0u3tm7h68PHxn0ukNFp1l89DCWZXFNek96J6f4XuscF8eqex9i/uGDHDpdSN+UNlzXszcRzWzO8WXYmZfL5pM5fs1FnIbBkeIiVmcfY3ITq9YLDh/iR8sX+yp05FVW8ll2Fu/fcvtZ5V1fTiT4FUIIIUSL/HLsBLolJPLS9q2UOWu5snMqPxw9hvYxMU1ee6ioCC1IWTS3afLPzRuY0aMnqXHxfq89s2Ujz2zZhLsuYH5h+1YeHT6Sb40c7Tsn2uFgTv+B5/ZgF9D2vFzcQXKSq91utp482Wjwa1oWT6xZ6VeazrQsatxunv58La9ef/N5mfOlQoJfIYQQQrSIUqpZG9RyysvYeuokSRGRjO6cik3T6JaQgBmi0JTT4+GRTz9h8Z33+Y5llhTz782b/FItDI+HZ7dsZkZ6z0a7x13M2kRF4dA13KZ/7nS4bqNdTOMl3kprayhzOgOOW3hXlEXjJPgVQgghvuJMy2Ld8WwySopJT0jkqtQuQVdXLxTLsvjtZyt5d98eNKXQUEQ57Lx1820MaNOWXknJ7MrPDegoZwGHi4oY9sKz3NavP/cPHsaKYxmYVuAKqcc0eGnHNiJtdqIdDm7o05eu8QkX5Plaw9Ru3fn1ah3ldvu9D7qmmNWzT6PXRtkdIX+/KZFRrTjLS5PU+RVCCCG+wkpqarjtw3fJrSjHZRg4dJ0OMbG8e8ttZ7V5rDUsOHyIHy1bTG2DjXHtoqJZ/8AjVLpcjHv1xaCrl/XZNI0eiUlklBQHlFZTda+76zq62TSNJydO4eY+/fzOW3Esgz+s/YysslJSIiP59sjR3N5/4EXR+vhw0Wm+sXA+JyvKUXjzqf89/VoGtWvf5LW/Xr2C9/fvDejK99SkqdzQu+95nPVXh9T5FUIIIS5BT6xZSXZpiS9/1G2aZJWW8OSa1fxl2vQvZU5v7N4ZEPgC5FVVsiork0ldu/PQ0OH8e/PGgJJp9XlMk4ziYowgK78W+J7ZY5p4TJPHVy5nard0X0vjNdlZfGvRp74AMb+qit+tXU2tYXD/4KHn/qDnqGdSMsvuvp/jZaUYlkVaXHyzg/JfjJ2A0+Nh7qEDvsoQ3xpxhQS+zSDtjYUQQoivKMuyWHT0SMDGKbdpsvDIoS9pVlBSWxPytXf37gHgvkFDSY2LJ6KJmrauupzYMF0n3GYj3GYLGbzYdI3PTxz3/fznz9f6rYwC1Hg8/HPT5yEbY3wZUuPi6Rqf0KLVaIeu88cpV7P5oUeZd/tdbHv4Mb4WolKG8Ccrv0IIIcR5cLq6mrf27GJvQT59UlK4a8BgUqKan49ZUlPDk2tWsejoYUzLYmJaN34zYRLtov0rKjTW3WxH7inaREfTMSb2nJ6lpYa178CR4qKgrxXXBcZRDgfzbr+LeYcP8uSaVVS6XI2OufCOe1l/IhsL2HzyBAuPHA7IGXZ5PNS4XWSXlmJY3hXwYKrdbipdTmLDwlv6aC1iWRaGZWFrRs3esxUTFkZM3Uq3aB4JfoUQQohWlllSzE3vvYXT48FpGKw9nsWrO7fzwew7mtWEwDBNbvvgHbLLSn2ruiuOZbArP5dV9z7o6wCmlGJ8l66sysoMCIJN4L65H+IyDEZ27MS/p193wYKkrw8bybv79gQEp7YGjTDCbDZm9+1PlcvFE2tWhRyvc1wcXRMS6Jrg3dDWKymZlccy/WrkArhMkx8uW4xD19GUwhOivXGE3U6U3XF2D9cMTo+Hp9ev5d19u6n1eOiVlMwTE6cwvEPzmoCI80vSHoQQQohW9pvPVlLhdPryWZ2GQaXLxeOrljfr+nXHs8mtrPBLZzAsiwqXi4VHDvud+9sJk0iKiCSyrqGDQ9cB74pwhcuF0zDYdDKHHy5b1BqP1iyp8fHc0rc/9norngqItNuD5tp2S0gk3BZ8PU5TiicnTvE7NrJjJx4YMixoEGPhfb9rPJ6gdXQ1peiekMjhECvTreG+uR/y2q7t1Hg8WMDBotPc+8kHHD2P9xTNJ8GvEEKIS15+ZSWrs45xpOjCBB8bc04ELeO15VQOwaosuQ3Dr5rB0SDVDcD7df2hotN+xzrExLL63gf59fhJPDB4WNBSVy7D4LPsLErrUg6Ka6r51arljHrpeca9+iLP1Wsg0RoqnE6qXE6MuuBTAcM7dGTubXfRNjqwhm3flDZB0zc0FHf2H8RVnbsEvPaD0WOIj2i6moVN00iol95gWha78/O4+b23mH/oYAueqnne2rOLTSdzAn7/TsPgP1s3t/r9RMtJ2oMQQohLlmlZPL5qOR8d2IdD13GbJv1S2vDSdTcSF37+8j3DdRuVZmAOa5hu89vUlFdZwc9WLGXd8WwARnXqzNOTr6Z7QqJvvvVF2u30TEoOGDfCbmd23/4ALDp6OOB1AF1plNU6CdNtXP/Om+RXVfrSAv61ZSPb8k7x0nU3nt0DN/C1T+eyPe8UZ2ZvAXvy83h33x6yy0rpnpDIHQMG+vKXkyMjuXvAYN7au8uXymDXNOLDI/je6Cv9xq52u5l7cD/bc0/hMYKnNdTnMU16JSezo15LZcOyMDwefrFyGdO6pxMWYtW5pSzL4i8b1gd9zbQsduTlcsM7b3LgdAEJ4RE8MmwE9w8eelGUXbucyMqvEEKIS9abe3bxycH9OA2DCpeLWo+H3fl5/Hj54vN631v69iesLv3gDIeuc2OfL5oXuAyDW957m3XHs73BmGWxKecEN733FiM6dKBddIxf2oCmFNEOBzPSezZ67zGpXdCDBFNhNp1OsbHMPXSAktoav3zYWo+Hz08c58DpwqBjFlVXc7joNE5PYPmyhjJLitmZnxuwcl1rGLy4fQuLjh7mhW1bmPLGK+yq143s52PH87uJU+mb0oZOMbHMGTCIT++4269WcVF1NVf/71V+t/YzPjy4nyp345vkwPuBIa+qMnhJNQX7CwuaHKO5Klwuyp21IV/PLitld0EebtOkoLqKv2xYFzJYFuePBL9CCCEuWa/s3BawKcptmqzOyqKiiQYL5+LHV41hRIdOhNtsRDscRNhsDGnXgV+Mneg7Z8WxDMqctRj1vu43LIsqt4ulGRm8d8vtTE/viUPXsWkak7p24+Nb7yTC3nhpsG+PGk20I8wXOCu8zQ+emDAZXdPYcuok1W53wHUKxZ78PL9jVS4XX/90Lle98gI3v/cWw198ljd27Wj0/ifLy/2C9vrOPKvLNKh2u/nJ8iVf3F8pbujdh++OGk2flBRyysrYcjLHLx3ibxvXU1BVSY3H7TeeAsI07ya3+mF/uM1G76TkkNUuDNMk2tF6mwAj7XbC9NCryA1TO2o8Hl7ZuS3o70OcP5L2IIQQ4pJV6Qy+MqgpqPG4z1v1g3CbnddvvIXDRac5WlxEt4REeien+J2TVVoSUIMWvF/rHyst5saIvvz9mpmA9+v05n413jEmlsV33ssL27ewMecEnWLj+NqwEQxt3wGArvHxhOl6wEqopqBTbJzfsR8uW8Tq7GO46uUk/3H9GjrGxjGpazffeaZlseDIId7Zu5tqtzvgA0comaUllNXW+lJQfr5iGfOPHPQFgxtzvCXN/jX9WpRSLMk4GnIT2/dGX0W3hERyyst4b/9eTNPkpj79uHfQENYez2J77im/eWlK0TEmlvTExGbNtTlsmsbdgwbz2s7t1NZ7fzW8pd0qgpRz05Qit6Kc7olNVwERrUOCXyGEEJescV3SmHvogN/qKkByZFTQjWGtrWdSctAcXYDeySmE22xUNVj1i7Lb6Z3cxu9YS3NC20ZH8/i4iX7HimuqeX/fXvYVFgasQOpKkRIVxRWdOvuOldTUsCrrWED6Qo3Hw/NbN/sFvz9atpjFRw/7gktdKTSlmmwkoQB7XXrIgcIC5h4+4PeBoNrjZnXWMbblnmJAm7ZB0znAG0DO6T/Q92HmvgYVJSZ37c79g4fx8o6t2HUdy7JIiIjgpVk3tnq+7Q9Gj8FlGLy9ZzdKKTQF3xo5ms9zjrMmOyvgfMOyaNugdrM4vyT4FUIIccn6/uirWJ19jKq6kl+6Ujh0nT9MnvalbzIal5pGh5hYskpLcdd1MbNpGsmRUUzt1r1V73W0uIhb3n/bV3e4vjOVGP5+9Uy0eu9JcU01dk0LWnUir6rC9+8DpwtZdPSwX9BqWBZ2TSMpIhK3adA2Kpqs0hK/e9s1jbGpab4SbetPHPdVh6ivxuPm7xs/Z1d+bshWyL2TUxpdxVdK8cMrx3Dv4CHsyD1FYkQkw9p3OC9/A3sL8tmeewqX4SHaEca9gwbz4JBhjOjQkc0nc/zepwibjdv7DyTacf5qDotAEvwKIYS4ZHWIiWXJnffxxu6dbD55gq4JiTwweOhF8RWzrmm8P/t2nl6/lk8PH8QCpqf34KdXjfethraWX6xcRoXTGVB+C7xB6KC27QNKkHWOiw8aHOpKcUXHL1aIN+WcCF6+zTS5vldvfj52Am7D4JuLPmXt8Sx0pbCA1Ng4/jT1at/5MQ4Hdi2wwoWuFFtO5QRNdzjjaHER+ZWVvmcwTJOVxzJZmnGE2LBwZvfrT+/kFFIio5jWvUfIcc7VkaIi7vzoPd8KeLnLyYs7tnG6poanJk3lPzOv57efreRYaQlRDgf3Dx7Kt0eODjleWW0tL+/YxopjGcSHh/PA4GFMbuUPRpcjFewP9nwZPny4tXXr1gt2PyGEEOJy5zFNej/z90ZTEGIdYez8+jf9jlmWxRu7d/L0+jV+6QxRdgef3nG3Lz/4k4MHeHzVsoD0jTBd53tXXMUjw0b4jh0tLmJ/YQGdYuMY0q69X3Bd7qzlypdfoNrT8s1fDl3nG8NH8a1RozFMkwfmfcS23FNUu91odav9j4+byJz+A1s8NnjrRBfXVNMtIbHRsmjfX7KQ+YcPBqTZODSNDQ9+nYS6usQe00RXqtGV53Knk5lvvc7p6irfineEzc7Xh4/gW40EzOILSqltlmUNb3hcqj0IIYQQlzBNqZC5smc0DDiXZRxl/Ksv8cSaVVgWdIyJITUujpv79PMLfAGmdU9HU4HhhFZXvaG+9MQkZvXqw9AgKQexYeG8NOvGs2o77DIMsstKAVh89AjbTp3ybZozLYtaj4cnPlvVaBmyYMqdtdz7yQdMeO0lbv3gXYa/+Cxv7dkV8vz9hQUBgS942y7f/N5bZJYUA970lqZSLt7es4ui6mq/VI8aj5tnt2zyNSsRZ0eCXyGEEOISpinF9PSeIcuPKWBEh46+nzfmnOA7SxaQU1HuDRwND8U1NUzpms4fp1wdUBEi0m7njRtvoU1UFFF2O9F2B3Fh4Tx/7fW0iQrs5taYKzp1ZnhdVYqWsCnFzrxc/rhuDR8e2Bd09diua2zMOdGicb+xcD4bc07gNAyq3C6q3G6eWrva15TEZRgsPHKIZ7ZsZHnmUXolp/jlTdeXXVbKbR+806xayQCrs49RawSe69B19uTnt+g5hD8JfoUQQohL3BMTJ9MzKZnwBl/ZOzSdKIeDX4+f5Dv2j02fB5Rgq/F4vN3XQtSjHdi2Hevvf4Q7BgzCrmtUupw8tWY1a49ntWielmW1+BoAj2WRWVrCKzu3s+5ENkHDT8ubNtBcuRUVbD11MiDXuMbj4YXtW8irrGDiay/zk+VL+NuGz/nekoVszz2FI0S+toW3mcjyzIxm3b9ddHTQ5zAsi+TIyGY/hwgkG96EEEKIS1xsWDjzbr+LHXm5bM89xf7CAgqqqxjQpi33DhriazMMcKy0JPggFqzOOsabe3ZxpPg06YlJPDZ8FJF2O/ERESw6cpj/7d7pyw8+XFzE1z6dy6vX38zIjp2aPVelFITIT7ZrGoPbtqdXcjIbck5wvKzULzg9UzVDUypgE55N0/xKuTWlqKYae5B6yODNAf7FymUUVFX60hyq3G6chsGYzl3YW5DP6ZrqgOtchkFuZUXA8WDuGzyMpRlH/WoT60rROTYuoGa0aBkJfoUQQojLgFKKoe07+JpdBGNaFh2iYyioqgp4rdbw8P2lC33BYGF1NRtyThBhs2FaFm7TDNhUV+vx8NcN63nnltswLYv1x7PJLiulT0oKQ9sF5v0qpZjWLZ1FGUcC7q8rxZMTp3BrvwGAN5Ds++w/gj8r3vQAu6ahUGia4r/X39SiKhrpiYkYZmAQbtc0ruyUyv/27AzI7/WYJltO5fCTq8bxq9UrAq61abp3lfxENlmlpfROTg76PgAMatuO302ayq9XrQDlHbtHYhIvXHvDl16m76tOgl8hhBDiElPjdnOyopw2UdHENrOLXX5lJXM+epfc8vKQ5wRbBW2qm9vR4iIKq6u47YN3KKyqwrAsNKXok5zC6zfcEtCu+YmJU9hVkMepii9WSBUwpVs6t/Tt7ztm07Tg6Q1AjCOMxXfdy+cnjhPtcDA2Na3RKg3BhNvs/OjKMfz587V+1S50pfjo4L6gG9vAm97w7t7dQV+LDw/jFyuXkVdZ4Xsfete9D5FB2lbf2LsvM9J7cqjoNHFh4XSJj2/RM4jgpNSZEEIIcZGyLIsVxzJ4f/8+DNPkpj59uSa9Z8hNVZZl8e8tG3l+62Y0pfCYJtf36sOTE6c0uep5+wfvsi33ZMig7mwNb9+R2LAw1mQfw1Nv7DBd555BQ/jZmPEB1ximyYpjmSzPPEqk3c5t/QbQJ6UNyzKO8sf1azheVkpKZBT5VZVBaxdH2Gwsvft+OsbEnvP8P8s6xn+2byG/ooJqj5uSmlpcZvBmG3ZN4+ru6SzJyPClYNQXrut4LAtPvVQNh65z54BBPD5uIm7D4PXdO3h37566Osl9eGTYiKCBsWhaqFJnEvwKIYQQF6mfLV/K/CMHfWW7Im12xqel8e/p1wX96vu9vXv47ZqVfqux4TYbt/cbyK/GTww4/4zimmqu/O8LQbu5nYtwm43nZ8zioU8/8Qv4zkiMiGDrw481a6wVmRl8a/GnAZvxglF4N+F9fNudLZ1ySLvycrnjo/epCVGHOMpuJyUyiheuvYFr33mjRe9lfHg42x5+jAfnfczGkyd8zxim63RPSOST2+/CFqJahwhN6vwKIYQQXyEHCguYe/iAL/AFbz3e1VlZbM096XduubOWHy5dxE9XLg1IQ6j1eHh113YemPsRewqCl8iq9XhCphCcYVOKsCZWjzUgPiwcgK7xCTwz4zpGdOwUtAMcgNsI3bWtoT99vrZZgS94Uw/2FxZQGCR32e88ywo5t4YOFp2uGzlQ3+QU/jx1Okvuuo/0pCS6xScEvJ/2RtI03IbB7vw8NjVof+ysq1/c3AoRonkk+BVCCCEuQutPHMcIslpa63GzNjvb97NlWcz58D3mHz7Y6HifZR/j9g/eYfPJnIDXduaeCprPe0bvpGTeuHE2jwwb2WgArJTCbRr897obefOm2ezIzeVHyxfTLjomIPCzaRpTW9Cq90wTi+ZymyafZR8L+lphdRWPLZhH72f+Tq9n/s6jC+Y2GSinhWj3HG6zcUPvvlyT3sOXWvL3a2YSGxbmK60WZbfTIymJwe3aB7wPulJM7tqdnfm5mFbg77vK7WbrqcDfmTh7suFNCCGEuAjFhIVh07SAOrMOXffbxLYx5wTZDUp+BWPh3Zz25JpVzJ9zt+94XmUFP1y+JOg17aOi+eT2u0iJigJgVKfOtI+O5ok1q4KuwhqWRZXbzaML56ErDY9l4jIMHHVf2etKYVgWYbpOYngEPxkzrlnvBUCHmBiySkubfT7Ar1evYFTHznSO+6Ixh9swuPm9t8irqPDlIK/IzGBvQQEr7nkgZJ3ekR070SkmlmOlJb73+kxViZv79PM7t2dSMmvvf4QFRw5xqrycge3aMaFLV7LLSrn5vbdwGga1Hg+RdjsxjjB+PnY823JPYdMCS6uF22x0aIXcZfEFWfkVQgghLkLT03uggnxRrpRiVq/evp8zSoqDluQK5eDpQr+fFxw5HFCiDLxpDg8OHe4LfM/olZQccsPdGS7DoNrj9uW9ukwTC3yb6ZyGwemaap7fuhl3M3Nj7xowOORroWbjMU3e27fH79jyYxkUV1f7bb7zWBYlNdUszzwa+h5K8fbNtzG5a3fsmoamFEPatef9W+aQEBERcH60w8Ft/QZwQ5++bM7J4ftLF7ErL4+ld93Pj68cy5z+A3h83ERW3PMAbaKimdy1O+E2W5CVYS2gTbQ4N7LyK4QQQlyEYsPCeWnWjXx9wVxfcGpZFv+45lq/tsHpiUnYNIWzmfurouwOv59r3G48QXJvVV21iIYGt2tPj8QkDpwuDLmpqzmhuNs0eXPPLtyGwRMTp4Q8z6zLy725Tz/+uH5N0Dn1SEwiq7Q0oAqD2zTJa9BUIqO4mOogq9bVHg+Ljx5hWvceITeXJURE8OzMWbgNA9OymiyftjzzKN9evACPaeIxTVYcyyA1Lp4PZs8JqODg0HXeveU2vrXoUzJLilFK0SYyin9cM5PECOno1pok+BVCCCEuUld06szmhx5l66mTGJbJyA6dAgKuUR070SUuniPFxb7yWorQAWi3hAS/n8endeXZrZsC0hh0TWNCWteA65VSvH7DLTy5ZhVzDx1oMt2iMS7D4N19e/jpmPEBweDp6moeX7WMFccyMS2LKzunMq1bOiuPZVJrfDFXh64THx4etPxYpN3O2C5pfsdCpTUALMk4wrT/vcIHs+c0GnA2p1mG2zD44bLFfu9rtdtNVmkJb+7eycPDRgRc0y0hkQV33ENuRQUe06RTbKw0tDgPJO1BCCGEuIg5dJ0rO6eGbNSglOKtm29lVq9ehOs2bJpG35Q2RIRYleyb3IaaehUkBrRpyw29+vg2ZwFE2Ly1dXsmJQcdIyYsjD9NvYZD3/weN/bue05luDymSXFNNXsL8vnekgXc/N5bPL1+DTe/9xYrjmXiqesct+54NssyjzKtezrhNu9zJoZHYJgmm0+dDBg33Gaja3wC16T39B2zLIvaEKXKwLtSfLK8nN+v/eysnwfA6fHw0vatQfOiaz0eXtu9g1VZmUFXsQHax8TQOS5OAt/zROr8CiGEEJeYarebUS89T5XbFfBauO4NiucMGMjPx4xH1zQsy2LdiWzmHjyAUoobe/dldKfOzQq+CiorGfPqiyEDueb4x9Uz+cmKJbjq0glsmhZyvDBd55Pb7mRXfh6/WLksaFMOBXx/9FU8MHiYr4Pc1lMn+cnyJRwvK22ykUeEzc6+x759Vs9yrLSEW99/h2q3K2T3OwVE2h3EhDl49+bb/TbktYTLMMirrCApIpIoh6PpCy4z0uRCCCGEuIidCUDf27cXj2lwfa++TOue3uTmslA2n8zh4fmfYGHh8hgBaQERNhv3DhrCj69qfsWFYOYdOsAvVi6jyh16RbUxdqWIDY+gqKa62ddM6dqdjTknqAwS3IN31bdHYhJa3ebAsalduP6dt0I2qGgowmZj32PfafZ86rvu7TfYX1jQrLxnTSn6p7Thk9vvCnitwulk0dHDFNVUM6pjZ4a0a+/3YeS1Xdv5y4b1mKaFYZnc2Lsvs/sN4J29uymsqqR7QhJJkRF0iU9gctfujaZ7XKok+BVCCCEuYk+uWcU7e/f4ArRIu52xqV14dsass/762+nxsCHnBD9ZvoTC6sA6tpF2O7u+9k30c0hbWHksk+8uWUClK3gg2hi7pjGrVy/mHz7coo5osWFhmKYVMvitL9xmI8ruoNxZ26z8ZF1pXNezF7+ZMJlVWZm4DYPxXboGVL0IprCqirGvvtiiZ3HoOmvve9hv/F15udz9yQeYloXT48Gh27iyc2eem3k91W4XHx/cz5/Wr/VbWbYphUXdBsF640fZ7UQ5HLx/y5yzXmH+qgoV/MqGNyGEEOJLlllSzFt7duM0/DdHrc3OZtPJHK7o1Pmsxg2z2ZiQ1jVo+gPUlSRzu4mpVze4pcakdsGmmhc8a4CmaehKYVkWnePimXfoUIs3zSVGRJBfWdmsc2s9Hl86RbD5NLyzYZkcKy1h1EvPYdM0b4k20+SnY8Zx76ChAKw8lsGRoiL6tWnLlZ1TfavzhmWGLLumKRViDsovWDYti68vmOf3YaLG42b98Wxmv/82B04X4jaMgJVlT4jFzCq3mxqPh+8tXcgHs+eEmN3lRTa8CSGEEF+ydcezCVafocbjZuWxc29t2y+lTdDjSRGRRJ9jrqhD13n1hptJCI8gym5vtE2yhbfRxZlA8ER5WcjAN1y3kRIZWHFBAx4eOoLOcXFBU0KC3d+0rKDnhgq5d+Xn4TQMqtxuqt1unIbBH9at4dNDB+n37D94aP4nPP35Wu795APGvfIiBVXeQLxddAwdYwMbUoTpOkPatQ+aepASFUWHmBjfz2uzs4KmgNTWtUB2BQl8m2JaFnvy8yirrW3hlZcmCX6FEEKIL1mMIyxo6oFN04gLCz/n8X82ZjzhDao/RNhs/GrcBJRSFFZX8af1a7ju7Tf42qefsDVI9YTGDGzbjk0PfZ2/XT2z0RxlC2+DixqPB49lhUwPcOg69w4ewt+vnokeMJ7iw/37eOm6G+kcG+f9Wt9ux64UCWHhIQPDc03zdBkG316ywC/VwAJOVVbw/SWLfMf+ec21xDjCfNU2oux2uiUk8q9rriU1Ns5X0i1M14my2/n71TN8aS2bT+bw9QXzQm72O9dEVSNI++TLkaQ9CCGEEOeB2zDYU5CPXdfpl9Km0aBwSrfuPL56ecBxXWlc3wrdvQa3a8+7t9zOXzesY39hIalxcXxn1JWMSe1CQVUlM996nQqnC5dpsK+wgLXHs/ndxCnc1KBtb2Nsmsb4LmnYNA2jBTmvDWnAwjvuoVtCIo/Wa/BxhonF/tMFuE2Tlfc8wM68XIpqqvlg/z5WZWWGHPd87nDadPIEVS4XUQ4HfVPasPb+h5h76CCnyssZ0r49k7p2x6ZpzJ9zN4szjrD5ZA6dY+O4uW8/UiK9ub6WZfGjZYv9Ul9a4sxfV7DnVECPpCRpllFHgl8hhBCila3KyuR7Sxb6upPFhIXx4rU30K9N26Dnx4SF8dJ1N/K1T+dyZruSYZr8eeo1dIptnU1KA9q05ZXrbw44/uyWTZQ5nX6rjbUeD4+vWs7ANu1IT0pq9j3sus4tffvz4YF9QWvcNo+iQ7Q3DSCnvDxoMGfXNAqrqugan8CQ9h2o9bh5bOH8cyq3di68rZtNnB4Pdl0nNiycuwcODjgvzGbj+l59uL5X4AeagqoqX/pEMLpSQUu0hdts9E1uw619+/OvLRspqammxuPxvW8RNjsOXeOv02ac5dNdeiT4FUIIIVrRyYpyvrFwvl/wV+V2c9fH77Pxwa8TZrORWVLMm3t2kVNezpjOqdzUpx9XdOrMlocfZVPOCdymyRWdOgd0PTsf1hzPCho01ng8XPvOG0zo0pV/Tr+22aWyvn/FVazNPsbx8vKzmo/DpvPZ8SxGdexEdmlp0HNchkmf5BQACqurmPPBu19a4AuQFBHBDe++yfGyMsJtNu4ZOJjvjx7TouYf4TYboTIz2kVF8/VhI3j68y8qPCi8DU7S4uK5uU9fburbj1v69Wd77ilOV1dR4XKSUVxMalw81/XsfU6bGi81EvwKIYQQreijA/sxggRiHtNkxbFMoux2Hl04D49h4LEs1h3P4qUd25h3+13EhYcHtONtbW7D4PXdO3hn7x7cpoG7kRQFl2Gw5ngW/9j4OT+6amyzxn9s4TzyqgLLqjWXphRltbX8d8c2nCFWjx8bPtIXzH1/yUKOl5We9f3OlQLKnU4Kq72b1Krdbl7dtYNyp5PfTZra7HHiwsMZ3qEjm0+e8KvcEGGz8fDQ4dwzeCgdY+N4ZstG9hcWYlgmhmVxsOg0v1u7mpVZmbxw7Q0M79CxlZ/w0iMb3oQQQohWdLq6KmgFA8OyKK6p5ofLFlNbt+ELvCus+VWVvLB9ywWZ39c/ncvT69aQUVLM8bIy8iorG63QUOvx8Pa+3c0a+1DRaXbVVSRojmCryYZpcmXnVJZlZuAOskHLrmmMS+sKQFltLVtOngxZ5qu1hek6Dw8ZRlJEBNF2B+O6pDG6UyrOBs9b6/Hwwf69lDudLRr/b9fMIC0hgci6TXxhus7UbuncM2gIAJO7ded7o6/Cpmt+KRA1Hg+fnzjBrvy8c3/Iy4Cs/AohhBCtaGxqFz48sI/qIB3POsbEBO0y5jIM5h06wNHiItYfP0643cac/gP51sjRQQPEXfl5/HfHNk5VlDO6Uypto6PYduoU7aKjub3/QFLj4oPObU9BPmuOZ/kFTmf+ZVMqZBBZWlvL6Jf/w4NDhvHAkGEhN+9llZY0+6t+BfRJTuFw0WnfV/kRNjt3DRxEp9g4ypzBy3K5TZMFhw/SIzGJWo+HUPsII202hrTvyPbckyHbDLdUemISPxs7gZ+NneA7Nu6VF4Oea1mQW1lBbAvSDVIio1hy531szztFbkUF/du0JS0+we+cLSdzgv5tuU2DzSdzGNyufbPvd7mS4FcIIYRoBsM0eW7rZl7dtZ0Kp5NBbdvz+PiJDGiwiW1iWjf6pbRhb0G+L+iKtNm5rldveie3CZoSAZBXWUluZSWmZVHtcfPyjm0cLjrNf669we+8eYcO8NMVS3HWbWrannsK8AaxNk3j1V07eGbGdUxM6xZwj2UZR4NumgIY1qEjRdXVHC0pDvp6flUlf1j3GSsyM3jjptm+IHfDieO8t38vTo+HkR074TGal3urKcV7t9zO/MMHmXfooDfg7zeQcXVpH+WN1KT9787tLMk4ytzb7iQlKoqcBvnFdk3jpj79+PX4SSzNPMqCw4ewaxrT0tNZcPgwq7IycRkGdk2ntpnVFcJ0nUldu2GYJq/u2s6rO3dQ4XJimcHfT7dl4jiLznlKKYa17wghYtjkyCjCdVvAvB267qscIRonwa8QQgjRDL9evYKPD+73BbRbc09y+wfvMn/OXXRLSPSdp2sab9w4mw/27+WTg/sJs3lXcaen90QpRZ/kFPYU5PsFoTalgcIvMK71eFiTnU1mSbFvfLdh8KtVK/w209UPvTymicc0+cHSRWx+6NGAVdjyEKup4M1V/eGVY/jGwvkhA2QL2HQqh0c/ncuLs27k/z5fyys7t/vek+WZR5vditmh69h1nZv69AteUq2Rcc40yLjylRe8q794g2nDsoiw2YgLD+fR4aN4ffcOPti/D00pZvftz5Su6UxP78WuvFxvjuy2rc2ea3x4BPcNGsovVi5j/uGDTa4m2zWdQ0VFdK33t9EaruvZmz9/vhYaZJboSmNa9/RWvdelSnJ+hRBCiCYU11Tz4YF9AQGPy/Dw3JZNAec7dJ07BgzivdlzeOPG2czo0csXFD4zYxapcfFE2e2E22zoShHtcAStVmDXNQ4XFfl+zigpblajArdhcPB0YcDxMaldQub3JoVH8NiCeSED3/rWnshm9bFMXt6xze898VhWs1oVa3jzV4MpqanhxnffpDbIV/sNnfkQcGbGfZJTuKF3X16ZdRM/WLqIP3++jgOnC9lXWMDT69fw8PxPsCyLQe3aE+MIayy+9s2ze0IiDw4ZxoI77sZlGMw9dKBZaRQOXSM5SIc68Nb03Xwyh7f37mbzyZwWNeBIiIjg1Rtupm1UFJF2OxE2Ox1jYnnrptlEnWO3vsuFrPwKIYQQTTheVoZD1wM2NhmWxd7CghaN1T4mhiV33svdn3zAjrxcNKWodAXfGOUxDLrEx/t+jgsLb1ZJL7NuBbShCWndSIyIDGif69A01uUcD9nuN4Bl8dKOrQHvR7MvB5IjInEZBg5d52hxEe/s3cPp6ioOFxdxtLio+XOpY1gWB08XklNezgf792KYpt8YNR4PW07msDX3JCM6eMuoNVWLWFOKnknJ/OhKb6WLtdlZQf8Ogl2XFBnJsPYdAl6rcDq58+P3ySwp9rVdTotP4K2bZhPbzG5+w9p3ZP0DX+NQ0Wl0peiRmNTsFXchK79CCCFEkzrFxgUNeDSl6J2cDEBeZQW/W7OKG959k+8tWciBRoLiDw/uZ3ddVQS3aYbcaFZrGLy0fatvZbB9TAwD2rbD1kigo4D2MbF+qRhn2DSN92ffTu+kZMJ0nQibjTaRUTw24ooWrT66TJPPc040+/yGLODtvbt59NO5LDh8iFnv/I/Xdm1n3uGDHDxdeNY1ey2gwuXE3SDwPaPG8LD5ZA4Awzp0aLKOsseyWJZ51PfedIqLC7qyrfCmOZxZze+VlMybN94aNCB9au1qDhedptrtptbjodrt5khREU98tqpFz6rVpdD0TEqWwLeFZOVXCCGEaEJyZCQze/Ri0dHDfquFYbrO14eP4nhZKbPe+R81bjdu02RvQT5LM47w7IxZjK8ry1XfO3t3N7sCwccH99M+OoYfXjkGgGdnzOKBuR96g8R6AatD17FrOtEOOy9ce33IgCgtPoGFd95LTnkZtR4P3RISWXUs03v+BSoZBuA0DFZlH2N19rHz2nq4oeKaGgCmp/fkn5s2cLKiArfZvBXsrvEJDGnXnm25p/zKuYXbbHx06x14TJNoR5jfan1D8w8fDCgF5zYNPj1yiD9PvUYC2QtAgl8hhBCiGf44eRopkVG8uWcn1W43vZNT+M2ESfRKSuZbi+ZT6XJh1gWPpmVR4/Hwi1XLWHvfwwEBTXPyaut7acdWfjD6KpRSJEdGMj6tK0eKi/DUC6Isy+KhIcP4xsgrmlVurH7b5KtSU7Fp2pfSJe1sA18NWpwaAVDjdlPhdPLuvj20i47GrmsUVddQ7XH7KmicoSvFpLRuvt/fyYpyxnTuQpnTyZGi01hAp5hY/jB5Gr2SU7Asiy2nTrLx5AkqXU7e27eX7LJS2kVFM6NHLxIjIkLWQA5VBUS0Pgl+hRBCiGaw6zo/HTOOn1w1FtOy0OsFmBtOnPAFvvWdrq6mqKYmYOPTyA4d2VeQ3+zAz2UYFNfUkBQZidsweGXn9oA0DLdpsjTzKN+54soWP1u4zc4zM67ja/M/OeeGEWfC/Bk9erIsM6PZDS9a6mxCRU0p3KbBjLdeo6Dqi2YkOvDzMeP5764dlNbWUOV2E2W3ExsWzhMTJwPwv907eWrtagzLwjBNLLwr/9f17MWwDh05WV7GA/M+5lRFOW7DwFUvmD1eXsbz2zajCB7sa0pxVWqXZq36GqaJppSsEJ8DCX6FEEKIFlBKoTcIPGLDwyiurQl6fpTdzomyMj7LPkak3c6ANu14e+/uoEFQY8FReN0GtnKnM+QK7cmK8qDHG+MxTZ5et4Y39+5CKUWYUrjqgruzYeFtmLHiWCZjU9NYdzzrrDfGnS29ruxZQ6Zl8eGB/QHHDeDJdZ/xk9Fj6BQXz5HiIronJjKtWzphNhunKsp5au3qgOdwGgb/2baF9/fvI7+qssn3LNTvPD4snCcnTGn02rXHs/jt6pVklpYQ7XDwwOBhfGvkFX4fwkTzSPArhBBCnKOHhgznqbWr/fJ4w3Sdad3TeWHbFu+qn1JoSuHyeILWsI202RjZqTOrs44FvDY2tYuvjJXbMEJ2WLNrGoZpcrKinLmHDlDlcjO5WzeGt+8YcqXwd2tW8fbe3c0qUdZcHsvC4/GwM+8U/du0ZVtdI47GeHOWNdymyYz0nizPzKDS7WrxvRUws0cvburTlx8uXcTpmuAfSoL566bPeW7m9Xy3wer50oyjIa9xmSZ5VZUtnucZNk3jb9fMoHNcXMhzduSe4mufzvXlm1e6XLy4fQsVLiePj5t41ve+XEnwK4QQQpyjOf0HklFSzFt7duHQbbgMg1EdO3Fr3wE88ukngSufwVILlGJmei9sSmNVViaWZfm6th06fZq/fL6O8WlduX/uR7hDrKRWulz8ePkSFh05jGF5G168sXsnV3dP5y/TpgcEwNtzT/H67p2t8yYEUePxMLhtO3bl5YZMp9Dwro4/OXEqloIRHTrSPjqG/+7YxlPrPmvxPW2azl+mTUfXNP40dTrfWDiv2ZsL3abJf7ZtZlJX/+5453NDXpjN+/dyqOg0BZWV9ElpE5Am849NGwLKstV4PLy1Zzffv+Iqqe/bQhL8CiGEEOdIKcXj4ybyjRGjOFpcTIeYGDrFxvGLlUubrCV7hmlZDGrXjpv79uN4aSl3f/IBeZUVuOtWFl/asbXJ2rpOw+CTg/v9grUaj5ulGUdZezzb1zoYvBvk7v74/bN7Xryd7JraIGeYJiW1tY3nESuFCfxi1TL+PPUaSmpqeHDexxwtLgp9TSMcuoauaZQ7a/n44H6czXz/z8ivDFzFndYtnT+tX3NW82mKy+PhbxvWc6y0BJum4TIM7hk4hJ+OGef7sJJREvy9sGmK/KpKujlat4vcpU6CXyGEEKKVJEZEMrLjF6t2LsMImeep1ctLDbfZmNClK+mJSQAcLSmmuKbaLxXhXPJmqz1u5h064Bf87s7Pa/aKaEN2TcdqYj1UV4peSclM7tad+YcPhkyrMC2Lqrpubt9cOP+sNrLV1z46hqzSEma//w6ltTUtHq/G7ebvG9czvGMndubmUlBVxZjUVH545Rj+tH5ds8uiNUeEzUZyZBSHi4v8Pkj8b88u+qS04YbefQDondyGUxUVAe+4YVm0i45ptflcLiT4FUIIIc6T63r2YdGRI1R7/Fv12jWNG/v0Y1VWJuE2G3cOGMz9g4f6Xt+dn+cLCFvCpmkoCAg0Fd5qFfU17PLWEq4mAsAou52kyEienTmLNlHRdI6NI7O0pMlxWyPruG1UNFPfeKXF5eTOKKyp5l+bN2Lxxca5jw7uo3dSCp/OuYs39uxkWcZRCqqqiLTbaRcdw8mK8iZX+B26zsS0rtg0nZzyMhLCI7ixdx9+tHxJwAp6jcfNf3ds9QW/3xk1ms9PZPt9WFF4V+8fX7WcR4ePZFd+HhVOJ2NSu/g+RIngJPgVQgghzpOxqV2Y2j2dpRlHqfW40TUNm6bx2/GTmN1vQMjrOsbGEmm3U90gANbqGlEECxIjbHYSIyICVozBu7J8U5++fsdGd0pttLpEsNJtzZEQHs5zM69nRIcvNtnNn3M3U974L7lBUgqaS1OKLnHxZJeW0lgtivU5x8/6HmecGf1MAF3tdrO7II9/bt7IU5Om8MSEKViWhVIKwzR5ddd23tjlrf88qWs39hbkk1FS7FutD9N1+iS34ZkZs/w2Kx4rLcGmNFwEfpgoddb6/t2/TVteu+EWfrdmNXsK8rDq5ug0DOYe3M/HB/cTYbNjWiZ/Wq+Y3a8fvxk/+ZzLoTk9Hg6eLiQ2PJyu8QnnNNbFRIJfIYQQ4jxRSvHXadPZcuokyzKPEmV3cH3vPk0GEjN79OIP6z6jxu32BWIKiAsLIy4snMLqKiy8ObVtIqNoFx1DanwcDw4ZTkFVFY8umOsLzADuHzyUER06+d0jwm7n7oGDAza8aUrRNirqrALVcN3GvYOGMrJj4L06xMSeU/Abput8d9RofrKi+XnUrcljmiw6cpjVWZm8fsMtDGnfAfDmPj84ZDgPDhnuO7fG7eb5bZv5+MB+UHBT7358ffiIgCodqbFxhNttAd8M2JRiSLsO5FVW+NIahnfoyF+vns7Mt97AaXzx/Gc+5tTUG+PD/fuZkNaNiWn+G/da4pOD+/nVqhXeZ7dMusYn8OJ1N9AhJvasx7xYqJb08j5Xw4cPt7Zu3XrB7ieEEEJ8VWUUF/HdJQs5UlSEhUWf5BT+ds1MusTFsynnBDnlZYTb7Ty1ZjVVbjcW3uYLN/Xpy4+vHMuyzAyq3W7Gd+naaLvdd/bu5m8b11PudNIjMYnfT57Gc1s3sSTjaKOrv+G6jQi7DZdhYlgmCsWQdu15edaNhNkC19YGP/8vyl2hS5c5NM2vMUR9cWHh/O3qGUxI68qzWzbxfxvWhX7jLoC2UVGsf+BrIUvOtcTyzKN8e/ECXIbhbZ5St+oeYbdjmCaD27Xn39OvIykykgWHD/GzFUubVQLumu49eHbmrLOa056CfG774B2/Dxm6UqTFJ7D0rvu+Mg02lFLbLMsa3vB4kyu/SqlwYA0QVnf+B5Zl/VoplQi8C6QBWcCtlmU1ndAjhBBCiCZ1T0xi/py7Ka7LzU2M+GIjnds0+dfmjeQEaWrxycGDjOzYmVv69m/WfW7vP5Db+w/0O/bNkaNZnXUsYEOcXdOw6zqGaXFdr178buJU1p84Tk55GQPatmNQ23Yh7xMXHhEy+E1PSGRCWle2nMxhV0G+32sdY2JYfvcDhNlsrM3OYmnGETRUo6kPzdUtPp6cigoULdtQWOFycbCwgBrDw+aTOSRFRDI9vScxYWEtnsOUbul8OHsOr+zczv7TBRwuKsKyLF/Ky9ZTJ3lw/sd8ctuddIqLa3Y6yrm0qn595/aAznyGZZFbWcHewgIGtGl71mNfDJpc+VXe8D7KsqxKpZQdWAd8B7gJKLYs649KqZ8CCZZl/aSxsWTlVwghhGhcQVUlR4qLSI2ND9r4YFd+HnM+fLfRr/6Hte/A+7PnnNM8tuee4sk1q9hXWEB8WDj3DxlG/5Q2nK6uZkj79qS1MAf0lR3b+PPna6ltJMi0aRoD2rSlwuXEY5jc2m8A9w8eSpjNxgvbtvCPTZ+fdYWKkPdUitS4BNLi41l7PAtNaVhYuAwjZE50hM3GgDbt2FuQj9PwEKbb0DTFGzfObvQDQFO+uXA+i44eDnrPB4cM5WdXjef6d9/kcNHpRpuSRNrs/GnqNczo0fOs5nH3x++z/kRg7nSMw8Hfr5l5TukUF9JZr/xa3uj4TJKOve4/C7gemFB3/DVgNdBo8CuEEEKI4AzT5OcrlzLv0EFfo4wrO3fm39OvI8Ju95333JZNTdaurTmLShENDW3fgY9vuzPoa+XOWjafzKFtVHSjKRX13Tt4KAeLTjPv0AEcuk6lyxUQ5HlMk32FBXxzxBV8c+QV9e7n5G8bP/fLdW0tHssis7SYzNJiFKCUxaC27fi/qdfw780b+fTIoYBA06Zp7Cn4olTcmZzdRxfMZf39j5x1WsCpysByZmf8b/cuusQl8PoNt/CTFUv4rK4TYFJEpLe1tuWtwhFpszO2SxeuSe9xVnMAmJDWlW25pwI+YDkN45yC+4tFsza8KaV0YBuQDjxjWdYmpVRby7JyASzLylVKtTmP8xRCCCEuaS9s28L8w4dwGobvK/jPTxznic9W8Ycp03znZZQUN/qFf5hu47qevc/LHC3L4p+bNvD8ts04dB23aTKgTVv+c+31xIdHNHqtphRPT7ma711xJauzjvGb1SuC5vi6DIO/blzPgiOHeHzcRK7snMqegjwcuoaz9UrsBmXhfcYdeblc8+ZrWJaFYVm+3N5w3YamFO2jYzgcpAlHudPJwaLT9ElOOav7j03twq683KC/X6dh8OyWTdw1cDAvXHsD1W43LsNDfHgEp+raWZfVOpmY1pWRHTudU17ubf0G8r/du8irrPD9LUbY7DwydLhf+s1XldackyzLMizLGgx0AkYqpZqXSAQopR5RSm1VSm0tLCw8y2kKIYQQlx7TsjiTfvja7h1BV9o+PrTfL39zUNt26CECmwibnW4JCdw9aEiz55BZUsyGE8cpra3xO15YVcW/N2/gGwvm8feNn1NaU8PCI4d5Ybu3y1yFy0Wtx8POvFy+u3hhs+/XLjqGbgmJOBrUHW7oUNFpHpr/MdtzT5EUEdniHNZwm417Bg7GrjUr1AngNk08dS2mFd4Sbo+Pm8D6Bx7xW4mvr9bj4aZ332TSay8z9+B+ACqcTipdTlZkZjD30AEKq6pC3nNSWrdGP9icrlebOdJu933g6BATy6PDR/HTMeMY1anzOW9Ii3Y4mHv7XTw2YhR9U9pwZedU/nnNTL5zxZXnNO7FokWlzizLKlVKrQauAfKVUu3rVn3bAwUhrnkBeAG8Ob/nOF8hhBDiK+/g6UIeX7Wc7bmncOg6N/buS6Uz+GYwwzRxGwa2uiDusRGjWJxxxK8GsK4U3RISeXT4SKan9wxabaGh0toaHp7/CfsKC7DXtdV9cMgwfjB6DPsLC7jtg3ep8XhLrS3KOMK/Nm+gY0ysX0kt8AaJG0+eoKi6mqTISI4WF/H2nt0UVlcxMa0bU7p155Wd23hn3x6cHoNp3dJ5ZPgI3GbTIUGtx8PfNq7n9RtuITUunqPFRc1qXnFl51SenjyN+YcPER8eTlF19Tk10DAsixqPhx5JycSEhXFLn34cLjodkH9sWhZOwyCrrJSfLF/Cbz5bRbmzFgt8q8eWZTEmtQv/nn5d0A1yUXZ7yAYnPVuheYVpWdS43RwpOs28w4ewsJjVs7evdNsZsWFhfGvkaL41cvQ53/Ni05wNbymAuy7wjQCWAk8D44GiehveEi3L+nFjY8mGNyGEEJe7/MpKpv7vFSrrVT5w6DqRdjtltbUBK3/piYksvet+v2MHThfyh3WfsSP3FPHhETw8dDh3DxzcohW/2z54h+25p/yCyQibnT9MnsoL27aw/3Tzv62NtNuZd/tdfHRgH89t3ex7hnCbDZvS8Fimb1XbpmmkREZxW9/+PLN1U6MbtwDaREWx8cGvs+HEcb6zeIG3+kUjTTh0pVh0x73c9qE3eK/1eHwb18J0/azbREfZHTw1aQqzevXBbRg8OO9jtued8uVXt3R1r310NEvvup8oh8N3zOnxMPzF56gKUsrMpmm8ev3NXNk59azmb1kWL+/YxjNbNlLmdALU5TgrwnSdOwcM4udjJ5zV2Bers97wBrQHXqvL+9WA9yzL+lQptQF4Tyn1IHAcmN2qMxZCCCEuQf/bvTOgjNSZnyPsdtyGgds00ZXCoes8NWlqwBh9klN4/YZbznoOf92wji2nTgYcr/G4eWHbFg62IPAFb/A+79BBnt262e94sIoUHtOktLaGpKgorknvyfzDBxsdOz0hidd37eCP69fgNgzvCm4jge9VnbvwfxvWUeas9QXIZ84+l/JfLo+HV3fu4PtLF4FlEWGz0zU+gfiIcLaeOtnioLqgqop39+3hgSHDfMfCbDaemDiZX6xchtPj8c07TNd5fuassw58AV7btYO/bVzvt1p9Jse5xuPhf3t2cVOffvQ+y3zlr5LmVHvYDQQkD1mWVQRMPh+TEkIIIS5V+08XBAS/4A0gf3rVODJLitmZn0fPxCQeGjqcbgmJrXr/Q0WneWF76G9hy+q11Q1GAXZd95UCC7fZmJnek39u3tDsOdR4PGw7dZKOMbEhy4mdudfIjh35w7rPmhVcdoyN5U9Tr2bCay8HXRluTspEMGG6jtsw2Jmf6ztW5XGz73TQjM9mMSyLFccy/IJfgBt796VbQiKv79pBbmUFk9K6cVu/AWdVQ/gMy7L41+aNjZaJcxsGK45lSvArhBBCiNY1oE07Pj9xPCCY85gmozp24o4Bg85qXNOyWHc8mz0FeXSMieOa9HTCbYEbs+YfOognRCCpKcXEtG7syM0NGdh1jIlhUtfurDiWQYTdzqyefXh+66YWzTVM1+mekMiwDh15ftvmkOdZwDNbmj/2w0OGszHnRKu0P9aVwgLaRkXTOTaOzadyznnM+hTelI5gBrVtx1+mTW+1e51ZbW+MrmmEBdmEWON288yWjXx4YB+GZTGjRy++N+pK4sLDW21+F5oEv0IIIcQFdOfAQby6y9tBq/7X2ld07Ez3s9zQVO12M+fDd8koKabW7SHcbuOptat4b/YcujZoRmFYob/6j7DZ+ebIK6h2uZn0xn+DnmPTdF7fvdP38183rm/xfG2azq39B7DwyGF0pRpdkW0qJ7i+X69eAa3Uelcpxd+nTWdmz95c87/XWmXM+hy6zn2Dhrb6uMHYdZ120THkVlaEPEehAppiWJbFPZ98UNfMw/uB6e09u1mXncXCO+9tsmLHxers6n8IIYQQ4qykREbx0a13MDY1DbumEeMI466Bg3lu5qyzHvOZLRs5XHSaarcbE29r3OKaGu75+AOONqhHOz29J44g1SB0pXj/lttpExVNWkICT06Y7FdSTVeK+LBwsspKz3qemlL0Skrm7ZtvJSUyik0nT5x1KkIwJjS7/W9TPKbJD5ctpqi6mtgWpByE67q3K10TgeEvx05gULv2IV8vdzqp9Zx7s5IzfnrVOMKD/N7DdJ0wXeepSVPoEBPr99qWUyc5cLrQ71sKt2mQV1XJ0owjrTa3C01WfoUQQogLrFtCIq/ecLPfsf2FBSzPPIpD15nRoxepcfHNHu/jg/sD0igs4GRFOde9/QY39OrL7ydPRSnFwLbtuGvAIP63Zxcuj4GmKWyaxk+uGkvvlC/yPe8cOJhhHTry/r69lDlrmdy1G99c9Om5PDbRDgdPTZrK/32+jsNFp7HpGjZNO6eNaOeqsftblsXz2zazq16ub1NqDYPYsDAW3Xkvf/58HUsyjvgF5A5dZ06/gdw5cHDQ63fn5/GT5UvIKPF2nJuQ1pWnp1zdZBORplzXqzdhNp2/bFhPTnkZqbFxjEvrSq+kZCamdSMhInD8vQX5uIOkyFS73ezKz+Pa89RM5XxrstRZa5JSZ0IIIUSgp9as5s293mBU1xSa0vj1+Inc3n9gwLlnGmPo9Zo3jH75P+RXVYYcP8Jm589Tr/H7WntvQT5LMo7g0HVm9ugVcmPdoaLTPLlmFVtP5gTtyHaGAhy6DbumqAxRp1arq2Bxrjm53eITyCwtOacxYsPC+Pf0azlWUsKTa1bhCREPJUVEUFTTeL5sfZF2O8/NnMXY1DQAVh7L5InPVpJTUU6k3c79g4fy7ZGj/X5/Z+RWVDD1f6/41XC2axqpcXFc2bkLpbW1TOuWztXpPXx1n8+nt/fs5herlgUct2kavx4/iTvPMj/9QjmXUmdCCCGEOE925uXy1t5dvoDQNC3A5LefrWRKt3SSI73tZAurq/jlymWsyjqGZVlcldqFpyZNpWNMLNf36uPLIw6mxuPmnX27/YLf/m3a0r9N20bnllNexi3vvR207mxDDl3n7Ztv5URZKU9/vpZTFcHzS4MFvjZNQ1MKy7JIjYsjp7y80eoOjeWuatSV8GpivuVOJ/d+8iEPDR3OkxOm8LMgQR7QaODbKSaWvKpK38qxXdPokZjEVZ27+M6Z1LUbk7p2w2UY2DWt0VrMb+/dhcfw/4DhNk0ySkrILCnBAlYcy+CNPTt544ZbsJ/nnNtQK94e02RCl67n9d7nk+T8CiGEEF+iBUcOBQ0IdaWxKisT8AYbt7z3NquOZeIxTQzLYv3xbG569y1qPW6+NfIK0hMSCW8kGAoVGDfmpe1bcRrNW6UN13X+tG4NP1i2mOIQAWOofFyPafLOTbfxr+nX8saNs9ny8KNENNKlrrGSXSbNbzhhAa/s2M4/tmwMeU6oUDUpIpLl9zzAw0OHYdM0X8OIA6cL+demwLJvDl1vsgnJ0eJiXGbw39OZZ6p2u9mTn8enhw81OlZr2JkXPPiNtNspqtdq+atGVn6FEEKIL5GGQqGwGoZs6ouWuKuzMimuqfb7at6wLKrcLhYeOcxNffox9/a7WHEsk+8s/jRg1TTCZuPG3n1bPLfdBfnNzsctc7nYWFcOrKU5vDalMeejd3HUdWCbnt6Tv109g0cXzGtx57RgNKXQUHiCVLrwWCaFjaSMxDgcuE3TL+COsNl4cMgw7JrGwiNHMEwTiy8+YLywfSuD27VnfFrjq6PHSkt4aftWDp4uZGDbdnRPSCTcZmsyLaTG4+HTIwe5sU/Lf6ct0SU+gSPFRQG/A8M0aR8dc17vfT5J8CuEEEJ8CapcLipcTqb36Mmru7bXpTt8wTAtJqV1AyCzpCRoGkC12837+/YyokMnOsfFMa17Os/OnMU3Fs7HNC1cpkGk3c6gtu24qRnBb3FNNU98toolGUewgLiwC1PL1bBMPAa+Z1yScYS0uHg+nXM3P1q2mMPFRb5c57MJhh2aBkrh8QQPyhurOPH90WM4eLqQjw/ux6bpeEyTOwcM4pFhIzhwupDC6qqAOdV43Ly6aztlzlqWZ2aQGBHB7f0H+jWQ2JmXy50fvY/L8GBYFnsL8rFrOuE2G27DaHROCohxnH3Ti+Z6bPhI1h7P8gvGw3QbE9O6khKiRvFXgWx4E0IIIS6garebn69YyuKMI94VX8vEY1qY9UIoBfx12nSurwtYV2cd41uL5lMVZCOZrhR2TefJiZO5uW9/wLtx6uOD+yiqrmFMly6M79LVt4ocisc0mfa/V8gpL29y5VZTCsXZd0xrjsSICLY+/Jjv55XHMnnk00/OqpSZXdPo36Ytu/PzWjznPskpHC0uwrIseien8KcpV+Osq9Fc63HzyKdzqXQF5kRH2e1YeH/fZzb6PTFhMrfU/Y6ufet19gdpIz2sfQc6x8axMiuTcN1GpdvltwEOvCvP/511E6M6dW7Rs5yNFZkZPL56uS+V5bqevXly4uSgDVQuNrLhTQghhLgIfHfJAtZmZzWagxtusxFdr7bs2NQudIiJJau0JKDpg2FZGIaHX65aweRu3YkPj6B9TAyPjbiiRfNanZVJYVVVs1IWImw2+iansDX3VKukJQRTVS+gNC2LHbmnzrqGb1p8AqerqyDI9WdydYONrYCDpwt9z7i/sICZb79BpN0OKOyaFrBBDbwb+FyG4ftdmZZFrcfDr1avYHp6T8JsNg4ECXwB9hTk8/7sOb6f9xXkc88nH+KuC7g9psFjI0ZdkMAXYHK37kzq2o2imhqiHfavRNDbFAl+hRBCiAskv7KSNU0EvuDN6dyUc4LJXbsD3taz78++nd+v/czXZrYhm6b4LDuL63v1Oau5HSkuanYJsiq3my25p87qPs01vENH379/s3oF7+7bc9ZjHSstwTRNgoX1FnDvoMG8u3cvNfWaStiUQinl92HjzL+qGpQiq5+qEGGzoVBUB2lQoSvFsoyjpCcmooXobBdtd/j93K9NWzY++DXWnzhOhcvJFR07X/CUA6WUr+rIpUCCXyGEEOICyauqxKHrTQa/YbpO26hov2OxYeH8ccrVOHSdN/fsCrriqp9Da9/0hCTCbbagqRUXwpk2x3ZNI8xm4/FxEwEoqKrk3X17WtTmuKGmVrPf3buHh4YO57VdO6j1eAjTdXolpbA192STY9s0jfsGDaXUWUtBVRVTunZjVVYmSzMzAs6tcrv50fLFIVMvwm027g7S/MKu60xoYvOcaD4JfoUQQogLpFt8Au4gX5M3pGuaL9/XZRgcKCwgyuGge0IiN/buy4cH9gWU+zIsi/HnUHt1YtduJEVG4qyouOAd1yJsNq7snEpJbS2D2rbjgSHD6FjXavdAYSF2TTun4LcptR4Pu/Ly2PbwY5Q7ncSEhbH46GH2ny4IyLdtyOnxEGG386OrxvqOdYqLY+3x434ryWeECnx1pbgmvQffGHkFu/Jy+feWjRwpLqZfSgqz+/Ynp9zbJGNKt/QWtVsWgST4FUIIIS6QmLAwHhk2gpe2b/UFRmfWasNsNjSliLY7+Of0a0mOjGThkUP8dMVSsLwVETrFxvHidTfwwJBhvLR9KxbeoMkC/n71DGLOISiyaRofzL6DX69ewbLMowCMS+1C++gY3tq7+7zl9oI3IHxq0lTaNFjtBugQE9toZ7nWYAHrT2RjWpavze+07j34+6bPySkvbzw/225nVKdOfseu6tyFR4YO57ltm9GVFjQIbqhrfAJ/nTaDdcezeeTTT3B6PFjA8bJSFh31duKzaRqPr1rO8zOvZ2yXtHN44subBL9CCCHEBfTdUaPpGh/P89s2U1RdwxWdOvH9K67CsCw8pknPpGQ0pThUdJofLlvsl4ebUVLMXR+/z+p7H+KmPv1YnXWMcJuNq7unkxhx7jmZyZGRPDPjOs5UgjrTlKHK7WZJxhHfarND10mOiKSoprrRTmzNEW6zcW2PXkEDX4AeSUl0jI4lu7y0xWNH2e3oSqPc5WzW+fWbUDh0nY9uvYN/bNzAp0cOoSmIsjvIrazwvQ8RNhtXdkplePuOAWN954ormTNgIK/u3M5ru3Y02pgDIKkup/Y3q1cEzb12GYYvCH904Tw2P/Ro3cY70VJS6kwIIYS4CD2+ajlv790dUIUgym7n5Vk3MbJjpxBXtj7Tsnhv3x7+t2cntW4PM3v24qEhw3l91w7+vunzFpcPU3jzWOPDwrln0BC+NmwEuvZF01m3YfDxwf18cnA/dl1nard0fvvZyoD7aBB0Ext486YfGDyMV3Ztb3Ijn64U47qk8fKsm3AbBhtzTlDhcjKiYydSIr/YXGaYJvMOHeT9A3uxLIvZfftzfa8+fnNvqLC6irGvvNjo6rFD02kXHU2ly0Vxbeh2ymdE2R3837RruLp7jybPvZxJqTMhhBDiKyS/sjJ4+S2lAlrLljtrOVZSQvuYmJArqOdCU4qru/egxuPmZHk5HWPiOFJcxNnur7PwBtR3DxrMYyNG+b1mWhYPzPuI7bmnfKul206dYlJaN3YX5FPurEUpRbTDwTMzrmNfQQG/W7Par3tbuM3GQ0OG8e6+vSEDX7umYVoW4TYbcWHh/H7SNA4UFnDPJx/g9HxRVuybI6/gG3Vl43RN48Y+fVvUWS0lMoo5/Qfy3r49Aau/UXYHtR43JhbHy8uaPSYQtMSaaB4JfoUQQoiL0MS0rqw/kR0QMLkMg2HtOwBgWRZPr1/La7u2Y6+rIjEprRtPTprMxwcOsDTjCAkREdwzaAhXde5y1nPZU5DPnR++h9s0fGkOGt4g9my/P/aYJs9u2cSIDp38VrHXZmexIy/X77mrPW7Wnsjmk1vvxKxrBN2rLj3k/z5fF9Aa2jRNDNOgpJFV1MdGjMKh66TFJzCla3c0pZj1zv8oqvG/5tktmxjevmOz6uoeLyvlRHkZPROT/cqR/WrcRHonJfPfndspdzoZ3yWNa9J74jI8/GjZYiqCNMlojMc0GZN69r/Py50Ev0IIIcRF6MY+fXll53ZOlJf5As4Im517Bg32re6+vXc3b+zegdP4IihdeSyDz187jss0fKue645n8+1Ro/nasJEtnodlWXx38QIq3f4BWmPrjormBcW1Hg/v7N3tH/wezwpaYcGy4L39e9h4MocjRacJs9kYn9olaNc2l2nyn21bG53j5pM5PDlxCrvz89le16yjJsh9azwe/rF5A281EvxWuVw8tnAem0+exKHrOA0PN/Xuy+8mTfV2w1OK2/oP5Lb+A/2uO1VR3mgViyi7nRq3B01TGKaJrmnYNI0nJkwmLvzCtJ6+FEnwK4QQQlyEwm12Pr7tTt7YvZOFRw8R4wjj3kFDmNot3XfOi9u3Bq4MmyauBhu8ajwe/r7xc27vN7DFQVNuZQWnKspbdE3H2Fg6x8axIedEo+dZENAaODEiMmgtZIXFqzu3+wJat8vFgqNHCJV50VRSwNZTJ7nmzddw6DoKcOg23GbwvNzNJ3PYlZ/HoLbtgr7+q9Ur2HQyB5dh4DS8v4+5hw6QnpjEA0OGhZxDQnhEsKZzAPRNTuEvV8+gQ3QMB04XsjzzKJF2Bzf07kNafEITTycaEzpDWwghhBBfqiiHg68PH8m82+/mzZtuZVr3Hn4VCRr7Wr8hh66zMy+3WedaluXLN7ZpWotSGzSlGNimHW/edCtxTZRei7Tbmdmzl9+xG3v3RQuSTFxrGCE7tJ0Nt2niMU2q3W6q3G5KamtCVq4wLYt/bdoAQFltLRnFRTjrPnQ4PR4WHDkUEKzXeDy8snN7o3OIsNu5pW8/wm3+a5ERNhvfu+IqeiUlExMWxsiOnfj52Al894orJfBtBbLyK4QQQlyETMvi4OlClFL0Tkr2C3rPGNGhEyuPZTQrAPSYJp/nHOeJNauodLmYmNaV711xFW2jv9ggV+tx88d1a3hv/16cHg8D27bjyYlT6JGYxP7CgmbdJ0zXfZvYfjl2Ar9YuRxXkBXVSLudgW3aMSO9p9/x9jExPDtjFt9ZvADDNIO2Cf4y7C3I53tLFrLo6GHsddUdvnfFVdzSt1/QjYkA5c6mS6z9atxEFPD+/n0o5X3/fnLVOCZ3696a0xf1SKkzIYQQ4iKz9dRJvrFwPlV1ebZxYeE8N3MWAxt87Z5RXMQN775JjduNyRclxAC/lUhNKSJsNkzL8qVJ2JQiPiKCpXfdR3y4t7HDQ/M+Zv2JbL8V0Ei7nT9Mnsp3Fy8M2VLZVteBrWt8Ak9MmMzozqlYlsWqrGP8dcM6DhcXeXNfgfTEJLolJHJ19x5M656OLUSZMJdhcO8nH7DpZE6L3rtg+cbx4eEMbtuO1dlZLRqrvoTwCKrdLr/3JsJm489Tr+HPn68ju6zU73xNKaZ2685zM69v1vg1bjeltbWkREWFfE9Ey0ipMyGEEOIroKSmhvvmfui36ava7ebOj97jh1eOpWNMDOO6dMWh65ysa0WsKYVlWShgdt9+9E1py+/WrEKvK+eVFBFJflWlX0DssSxKamqY+dYbTOnWnende7L+xPGAr/7dhsEL27aia1pA22NNKZ6fOYtJXbvjNk0cdYG3ZVn8ePliFh094nuOcN3GDb378PvJ05r1Pjh0ncOnTzf7fXNoGjf17suSzKOU1tZi4a2fa9M1/nPt9Qxv35Hez/wjZF5vUypczoDnr/F4eG7rZn4/aSoPzf8Yl2FgWBZ2TSfCZuMnV41r9vgRdjsR0rTigpDgVwghhLiIzD98MOjX6FVuN79fuxqHbiPMpvPydTfy2MJ5fsGqBXx0YD+z+w5gy8OPsTs/j7iwMHLKy/nBskUBeamGZZFbWcHbe3fz3r493mYNDWJDt2mSU14WEPgBdR3GvNUMzgS+O/Ny+demDXx2PMvvOWoND58cOsA9g4bQOzmleW9GC+oIu0yT9w7sw7K+KHxmWib/nH4dIzp4q0lMT+/BoqOHG62wEEyPxESOFhcHfa2gqpLRnVOZe/tdvLR9K0dLihnargMPDBlKu+iYFt2noYad9kTrkOBXCCGEuIgUVVeHbMzgNk3cposqNzw0/xO0INGh0zB4a88uBrVrT7XbzYQuaXSMjcVoJODzmCYeQAXZ8GXXdLrGJ7D/dGFA8Ow2DHokJfl+fmPXDv6wfk3I+dfWbQJ7esrVIedyxgvbtlBaW9vkefU1/NDgsSz+vnEDk9K8+bO/mTCJ/acLOVVeRnUTXd/O0ICM4uKQ+c5nAvn0xCT+2Iznao5yZy1PfLaKT48cwmOajO7UmScnTpHNbq1EkkqEEEKIi8jITp3qVlQbV+FyYliBAa1pWXx4YB+/W7OKP69fy3Xv/I+PD+wnPTHJt1GrMfUrDyggzKbzxIQphNtsfqF2mK4zLjWN1Lh473ycTn6/LnTge8ZHB/ax/kR2o+dszDnBPzZ9HjLgVHhzlptjf2GB79/x4REsvvNexnRJC1pRIhiTxsumRdodfj+fqSBxtizL4s6P3mf+YW8FCdOy2JBzgpvee4uyFn4YaOweb+3ZxYTXXmLQ8//igbkfcbio+SkmX3US/AohhBAXkSs7pTKkXXsibI1/OWtTCo8ZPDw06ja2nWl08dbe3XxzxBWMSe3SaNAYFxbG/YOGEhcWhl3TGN0plQ9mz6F/27Z8dOsdTEjr6s2jVRpuw2RV9jHu+PBdcsrL2J57CofedFhhWBZPrlkd8nWPafLqzm0B9YvPsGsac/oPZGSnzjh03ZduEUpsg3JrmlIcOn06ZIWGljqz0a3W4+Zny5cy4Ll/Muj5fzHl9f+yqYk6x8Fsyz3FsdISv9xk07Ko9Xj48MC+VpnzXzas46m1qzleVkaFy8Vn2ce4+b23yCotaZXxwVsb+QdLF/Hogrl8evhgo988XGiS9iCEEEJcRJRS/HfWTby3bw8fHNjH6eoqCqqqAvJUHTYbP7niKv6w7jPcdSuEdk3HxArIz631uFmWeZSXZ91EudPJ79euZt7hg36rtOE2G/cMGsp3r7iSH101NmBe3RISeXbGLMa++iLFNTWYWJimxcaTOUx54xWeGD8pZDDeUGZJYP5slcvFbz5byfzDBwPSKxr6yVXjiAkLo7Cqipvee4uTIZpw6Epxfc/eAcfjwsOhrFlTbZRWV4YO4FuLFrDueJYvBzuztIQH5n3EJ7fd5Zca0pSMkmKCVeKq9Xg4cLrwnOdc4XTy8o7tvmYc4M0Vr/V4eHbLJv409Zpzvse/N2/gua2bqfV4sIC12dm8v38v/511kzev/Ev25c9ACCGEEH7sus6dAwfz8W13svzuB+ib0saXCuHQdcJtNv42bQZ3DxzMvNvv4mvDRnLvoCE8NmIU4XrgupYFvhbAsWFh/HbCZCZ06UqYrhPjCCNM17kmvQffHHlFo/M6U72h4aqpyzD42cpl1DSzJq8eZPX56wvmNivwtes6q7OPcaSoiF+sXBYy8AXvium7+/eyscEK7INDhgV9n7rExRHtcPjSQ3SlCGtkdTlM1/na8JGcrCj3C3zPcBkGL27f0ujzNNQjMQkVJJc7wmajX0qbFo0VTFZZKfYgK/SGZbEzv3lNUBqTX1nJM1s2UVMX+AJUe9xsyz3FqqzMcx6/NcjKrxBCCHERC7PZeH/2HJZlHmVtdhZtoqKZ3bc/HWNjAe9Gqx9eOQbwruo9v21zwBiRNjvX9+rjN+azM2dxqqKc7NJSuiUk+jW7ADBMkw8P7OOdfXvwmCY39e5LSW0NNSHyWVuSRNCwTXBmSTHbck81GfiekVVaws9WLG0yt/bMiubPVy5l5T0P+o5f26MXr+3czvYGHe/yKqv409Sr2Z2fx868XHolJfPg0OHkV1byq1XLOVpvxbpXUjJPTJxMr6RkNuWcwKHrAcGvYVkcKS5q1jOdMaRde3omJbO/sMDXHERXiki7nZv69GvRWMG0j44J+j4roGsrbKj7/MTxuqoh/veodrtZknGEKfXac39ZJPgVQgghLnI2TWN6ek+mN+iG1lBMWBh/mnI1P162BNOycJsG4TYbM3r0ZGxql4DzO8TE0iEmNuhY31r0KZ9lH/Pl3h4tLqJTbCwRdnuLNnTZlMJTb6XYrmn8ZsJkv3Oyy0qxaxrN2c7lMQw+PXywRXPIKS+nwukkpi7/12UYQVMInIaHN3bt5L3Zt/sd7xqfwNK77/fWVMYbVNf/+r57YlLQ1sh2TWNwu/bNnid4015ev/EW/rjuMz45dAC3YTCuS1d+M35SQP7y2UiOjOTq7ukszcjwS30Is9l4bPiocx4/2uEIWoVEV4q4sIhzHr81SPArhBBCXEKu7dmboe078OnhQ1S6XEzu2o2+KW2ocLmIcTiaVTN2T0G+X+AL3hXUk+XlJEREtCjwnNItnc0ncyitraF/m3Y8Pm4CSim25Z6kf0pbwmw2eiYmN3vV12WaHAlRczcUTSnC6m0gLK6pCblSfayRTV+hOq8lR0Zyc59+fHJwv+8981bKsPHQ0IAGY02Kdjj43aSp/G7S1BZfW59hmmSVlhATFkabqC9W9v805RqiHav46MA+TMuiTVQ0v50wmUEtDNSDGdclDU0L/Buz6zqz+/U/5/FbgwS/QgghxJfgZEU5h4tOkxobR/fE5m+Iao4OMbE8MmwEbsPg6fVrmPPRe3hMk6SISH49fiLXNLGCvPlkTtCmFjUeD7d27c7ugnx25DUvP3Tt8Sy2PPwo4TY7x8tKeXDex5yqKPd2nzNNHh0+iqvTezCtew+WZR5tslRaS4XpOtf26OWXt5sUGRk07xi86QzBlDtr+fvGDSw4cghdU9zSpz+PjRhJuM2bi/3EhMmkxcXzys7tVLicjOzYiZ+PGU/HECvr59uyjKP8bMVSag0PhmkyqG17/jXjWlIiowiz2Xhq0lR+PX4SNW43sWFhrdZII8xm49Xrb+aBuR95/4YUuA2TX4+bFPK9vdBUsB2F58vw4cOtrVu3XrD7CSGEEBcbj2l6W/8eOYxDt+E2DQa1bceL191ItMPR9AAt8MuVy/jo4P6Aqg6vzLqJUZ06h7xu7qED/HLlMqoarPCG6TZ+dOUY7hs8lN9+tpJ39+0hTNep9XgwLcu3qa6+aIeDv109g4lp3Zj42sucrCgP2DAXpuu0i45mQpeuLDx6hNKaGjyW2aI84lDGd0njmRmzAmonP791M//avMFvdTvcZuN/N85maPsOfue6DIOZb73OifIy3wp1mK4zsG073rn5trMKHJ0eD0syjnCivJz+KW0Y24Law005cLqQm997y+/3blOKnknJfHrHPa1yj6a4DYONJ09Q6/YwqlPnVknZaCml1DbLsgKW3mXlVwghhLiAXtq+lcVHj+A0DF+e6I68XB5fuYy/XTOz1e5T6XLx4YF9AbmotR4P/9y8gTeDBL+78/N4aftWsspKg6786pri+l590JTitxMm870rriS7rIxOMbH8YOki1hzPCrjGNC0M02R77imKa6qD1td1GgbZZWV8cGAf/zdtOpPSuvHJwQP8+rMV57QSHGmz88CQYUGbhnxt2Ahiw8J4ZssmTldX0Ss5hV+MGR8Q+AIszThCbmWFX2qG0zDYV1jA1tyTvvbJzXW8rJRb3n+bGrebGo+HCJuNtPgE3r75tlb5APTazu24G/zePZbFsdJSDhQW0KcVqkY0xa7rjE1NO+/3ORsS/AohhBAX0Ou7dwQEdC7DYOHRI/zR4/HLTT0XBVWV2DQt6Eas7NLSgGOLjx7m+0sX4awrUWVTGhrer7FVXbWBf0+/jqTISN818eERxId7NzGdqqgIOo8aj5srO3dhw4njTa6QVrndfG/xQmLCwvjmyFHo6twqsnpMk22nTjGmc5eAeyuluGPAIO4YMKjJcbacPBk0z9ljmOwtKGhx8PuDpYu8tZLrPghUud0cKS7in5s28POx41s0VjA5FeVBV+FtmiK/qoo+Ked8i680CX6FEEKIC6jK5Qp63MLCZRghg99yZy0vbtvK4owjRDsc3DtoCNf36hMyoOwYExs0bUABA9q29TtmmCaPr1ruF5R7LG9lg3GpaXx71Gh6JacE/Vq+3OnkGwvncbQkeEkvC2+N2iHtOwSsRgZTa3hwVnt4fddOrHNMfHCZ3jq723JP8vKsm5rsBheMaVksyzwa9DW7rtGphTm9FU4nu/LzgtZKnntof6sEv2M6d2H7qVPUGoEfsvq1Of+rvhc7aXIhhBBCXEBXde4SNIhMi4/3leJqqNrt5vp33uTFHVvJKClmV34ev1i5nN9+tjLkfc6UrmrYJjncZuM7o670O3aqoiLoyqYJ7CrIo09Km5D5qN9fspAtp06GnEe4bkNTiuTISO4ZODhkxYT6LLwbAp+YMJlIm50ou73J6xy6TniQ4LbG42F77in+uWkDjy2Yx6iXnmPW22+w+OiRJucBsP5ENmXO4EXY7JrOhLSujV5fXFPN5pM5nCwP3YzjjNbahXXHgIHEhYf7mnWA9wPI3QMHkxIZ1Up3+eqSlV8hhBDiAvrpmHFsyDlBjceNyzCwKYVd1/n9pGkhr/nowD4Kqir9ck5rPG7e3beHR4aNCFmr99HhI0mJiuLZLZsoqqlmQJu2/HTMeHon+3/vHRPmCPo1OUBCuH9t1qPFRfxn22YOnT5Nj8Qk1h7PCmi9fEaYrnNL334opcitqODDg/tDPmNDCsWANu3Y8ODXWHEsk08O7WdNdlbQc22axn+uvZ69+fn8bdPnAauqNR6Pr/mHaVkUVlfzg6ULyascy32DhzY6j4OnC0M+37U9e2EPsZpsWRa/W7uat/bswqHbcBkeBrVtz/AOHUkMj6Cwusov2HVoOrOCtGI+G7Fh4Xw6526e37aZZZkZxIeFcf+QYa02/ledBL9CCCHEBZQaF8/Su+/jjV072JabS3piIvcPHkpaI9211h7P9qtKcIZN09mZlxcy+FVKMbtvf2b3bby+anx4BGM6d2Hd8WxfVzGACJudh4eO8P28PfcUd3/8Pi7DwLAs9hcWEDws9KZXjO6U6vsa/++bPqestjZkkN1QpN1G98RENKW4oXcfqt0utpzMCXgfdKX44egxjO/SlQ7RsTy3bXPwVewgAfFfNqxnarfuhNvsfrnM9XWOjSdM1wM2AEba7PRv0zboNQBv7tnFO3t3+21s3Hwqhy2ncnxBr64UhmURZbfTKTYuYEX+XCRFRvKLsRP4xdgJrTbmpUKCXyGEEOICS4mM4vujxzT7/E4xsQGd0sCbJ3ystJjr3n6D3MoKhrTrwA9GXxWwstuQxzRZdzybgqpKhnfoSLeERP569XS+9ulcduXnYdd0XIaH+wcP4fpeX6wW/mrVcr/gM1TgqwEzevTkn9Ov8x37LPtYswNfgL9ePcMv1eLanr15ev1a4Iv7K7yB+72DhgCQnphIfHh4QPCrCJ5SUO12Men1/6JQ9E5O5u/XzAz4EDK5azdiw8Kp9Xh88z/TNGNmj14h5//yjm1BP7DUn4euaczo3oNZPXszIa2rX9e4ljJMk7f27uZ/u3dS43ZzTXpPHhsx0rchUXxB6vwKIYQQF7nMkmKuffsNvw1pulLEhoVR6/H4dRWLsNv58NY7QjYUyCotYc6H71LpcmNaFhYW09N78uep16ApRXZpKflVlfRKSiYuPJxaj5u5hw7y+fFs5h851ORc7ZpGlMPBgjn30D4mxnd82huvcLSkeZ3ZbJrGgDZteeX6m/3qwx44Xcj3Fi8gu6wUC+iZmMQ/pl9L13oB656CfO786D1M06LW4yHcZsOma5Q7nY3eU6FIjIhg3f0PB2w6zK2o4MfLF7PpZA4AQ9q15+kpVze6Wj/0hWcorW26YfOMHj35d70PCWfre0sWsjTjiO9vwaY0oux2ruvVm/FpXZnQ5dyC66+iUHV+JfgVQgghvgJWHsvkx8sW+zp29UhM4lhpKVVu/+oRCpjaLZ3nr70+6DjXvPkqR4qK/FYgI2x2fj1+Irf2G+B3brmzluvfeZPCqiqqPaFbGsc4HIzq2JmcinJGd+rMI0NH0DY62u+cd/fu5refraS2Xt6yrhRD2rXndHU1WWWlfufbNZ1p3dP51/RrA+6XX1mJpqmQm7cqnE4WHT1MYXU1Izp0pMbt5tGF85qsGRxhs/H0lKu5NkRubK3HjWkRtG5wQ99YOJ8lGUeC1jWu74Zeffjr1TOaHK8xx0pLmPHma0HL2oF3vv1S2vD6Dbe0Wim9rwJpciGEEEJ8hU3q2o1ND32djJJiohwOTNPimjdfCzjPAnbmB289fLyslONlZQEpADUeN2/u2RUQ/D63dTO5FeW4Qmz4Am/1iAeHDOPbTeSrzu7bn+e2beZ4WZnfXNvHxHIiSCUEt2mwNOMoziC1jxsG1g3FhIUFPMuTEybz1LrPqPV4QgbBNR5PyHrFgK+VcXP86MoxrD+eTY3HHXLDXITNxi1N5GM3x+78vJA1ncFbLWRvQT7v79/LXQMHn/P9vuour/VvIYQQ4itM1zR6JiXTMSaWxIgITCt4UNUxxAY4p8cIWbIsWEC46MjhkIFvlN2OQ9e5rmdvHhtxRZNz35p7itPV1X7HztTQrXQFT0k4U/u4Ndzctz+bH3qUZXffT0wjXdTS4uNb5X5p8QksuvNe7ho4mIFt23Fl51TCbTYi7XbCdRthuo27Bw7hys6p53yvdlGNfxgAb2D/UQuqbVzKZOVXCCGE+AqKcji4oXdf5h464Be4hus63xo5Oug13RMTibLbAzaEhek61/UM3LwVEeLrfYem8Zdp0xnSvkOz68auP55NTZAqDIZp0jUxiUOnT2M2WJPulpAQsvbx2bBpGh1jYol2OKgI0mxEAaM6BrZ9PlvtY2J4fNxE388VTifLMzOodLsYm9ql0ZzhlhjRsRPJkVHUlpc1uqnQfpnl/IYi74IQQgjxFfXbCZO5qXdfHJrGmfVcl2ny7JZNHCstCThfU4q/XT2TcF1Hr1sBdmg6qXHx3D94WMD5dw0YFNAkQ1eKPiltmNa9R4saJsSFhwftsGbXvKvHceHhhNW9btc0Iu12/jj56maP3xK39x/ou9cZChjRsSNx4eHn5Z7gTce4sU9f7h44+JwD36UZR5j0+suk/+uvjH3lRe7sP5DB7dqHDHAjbHbm9G+6lfPlQIJfIYQQ4kviNgxWZWXyycED5DaSa3qGYZocKCwgs6QYy7Jw6Dq/Hj+JpMhIX5tj07LYnneKW957O2gr5aHt29MzKRlNKRSgFBTX1FBYXRVw7u39BzKtezphuvfr+ii7gw4xsTwzo+XVCa7r2Tt4K2bl7Ui27O77+OaIK5iY1pV7Bw1lyZ33Mbhd+xbfpzm+Nmwkozp1JsJmI8JmI8ruoHNsHP+4OnBz3cVoxbEMvrtkIVmlpZiWRW5lBX/b9Dk39u7Lugce4aXrbiQuLIwou50w3Ua4zcbV3dOZ1UuaXIBUexBCCHEZMy2LF7dv5cXtWyirraV3cgqPj5vIyI6dzvu9D5wu5O6P38fpMQALj2nywOBh/OiqsUHPX5udxXeXLMRleDAtiw4xsfzn2us5WlzED5YuoqpBSkGk3c7j4yZyW4ONX//Y+DnPb9uC0/giVUJTigFt2vLxbXcGvXdmSTG78vJoGx3NFZ06h8wbbsqa7Cy+tWh+vSYPGs/PnMWoTq2XatASewvy2VOQT6eYWK5KDd52+mJ0zf9e5XBxUcDxxIgItjz0KEopaj1uVmRmUlRTzciOnZqs/XwpkmoPQgghRANPr1vD//bs9NVG3VdYwP1zP+TdW25vtHvXuTItiwfmfkRxTY3f8Vd37WBUp86M65Lmd/xkeTlfXzDXr2lCZkkxcz58jweGDAu6Kaza7SarJDD14cMD+/wC3zPzOVBYSFF1ddBOZ90SEumWkNiSRwxqXJc0tjz8GNtOnUQBPZKSiAk7f2kG4H2fTpSV0Ss5mXbRMX6v9W/T9rz+ns+X7HoVM+orq62l1uMhwm4n3GZnZpA8biHBrxBCiMtUlcvF67t3BgSCtR4P/9y0gReuu+G83XtXXm7QCgdnSo41DH7f3bc7oL2uhTfA9ZgGDl0PKKcVZbfTr02bgHuErDurCNhwdj44dJ1aw8OvVq0gv6oSXSlu6dOfX46b0Ko1aCtdLh6e/3FdxzoNl2Ewq1cffj9p6le+2UNqXBxHgqz8xoWFE34Z1fE9W/IOCSGEuCzlVlZg0xTOBoumFnCwqPC83rva4w75FXtVkKA4r7IyaK1YC4vkyCi6JiRyuOi0bwXYpmkkR0YxrXuPgGtm9erNf3du91stVkC3+IQWbWBrid35efz2s5Xsys8jwmbDaRi+YN4DfHhwH+UuJ/+4Zmar3fMXK5eyIy8Xl2Fwps/ap4cP0jMpiQeHBHwT/pXyoyvH8O3FC/yqfETYbHxn1OjgedXCz1f7o48QQghxltpFxwSspoI3EOyZGLw1cGsZ2q4Dhhm4yhphs3Fdrz4Bx8ekdgnaVcwwTUZ27MTbN93Knf0HkRAeQVxYOLf06cdHt94RtLrCYyOuoFt8AlF140XYbMSEhZ1zl7FQMkuKueOj99iRl4tpWVS53QHve63Hw5KMIxQ1qAN8tmo9bhYfPRqQDlLj8fDqzh1+x4prqll5LJOdeblcyH1Q52JKt3T+MvUaOsfGAdAmKopfjp0gDSyaSVZ+hRBCXJaiHQ7uGDCId/bu9sulDbPZ+Nao4HVyW0uE3c7vJ0/lpyuW4jYMDMsi0m6nT3IKN/buG3D+Nek9eWHbFjJKSnxpGhE2O9f27EXXupJZj4+fyOPjJwZc21C0w8G8OXez8lgGu/Lz6BgTy3U9e7dqPd36nt+6GWcTbYXBmw6RV1kRNOc4GI9pegNWLAa3bY+9XqDvXRENHshW1FtZ/9fmDTy7ZRN2XceyvKvob9x4C53qgsqL2fQevZjeoxeWZclqbwtJ8CuEEOKy9fMx40kID+flHdsoczrpmZjEr8ZPYlDbduf93rN69aFvShve3beH09XVTOnanWnd0/2CuDMcus77s+fw+q4dzDt8kAi7nbsGDOL6IKvEzWHTNKZ17xE0LaK17T9d2GjjhTPchklqXHyzxtx8MoevL5iLx/CuIOua4t8zruOqzl0Ab+5rx5hYsspK/a7TlGJsqvec1VnHvIG5YfjaAteUl/HgvI9ZfOe9X5mA8qsyz4uJlDoTQgghQFbQWklJTQ1LM47gNAwmpHXlX5s38MnBA40GwBE2G/cOGsqPQ5R5q6/cWcuV/30hoEtdhM3Gmvse9q0cb8o5wQPzPsZleDDqaiJH2OzMu/0uOsfFcf/cD/ksOyvoXD6+7U56Jp196sv+wgI+OrCfGo+bGT16cmWnVPnb+hJIqTMhhBCiERKcnLtlGUf5zpIFKBSmZfKHdWu4tW9/HLrul1ri0HUSwsOpcrtJDI/gkWEjmNN/YLPusfDIYYLF0Raw4Mgh7hk0BIBRnTozf85d/HfHNjJKihneviP3DB7i29RXWlsbOAiga5pfakRLvbhtC3/b9Dkuj4GJxdyDB5jaPZ2/Tpsuf2MXCQl+hRBCCHHOyp1OvrvEvwIBwAcH9vKb8ZP4355d7C3IJ8rh4K4Bg/neFVcGTfFoSmltLS4jMIfY6fEEBLTdEhL53aSpQce5unsPDp4u9KU8nGFaFv1Tzq72b35lJX/ZuN5vo121x82yjKNsyDnBlZ1Tz2rc5jh4upDMkmLSE5POadX6ciDBrxBCCCHO2WfZx9BUYBEpp2Gw/3Qhc2+/q1VSS0Z3TsWx2X8lGSDcZmd05+Z3irtr4GA+OLCX3IoKajweNKVw6Dq/nTD5rOsNrzmehU1puPAPqKs9bpZkHDkvwW+N282D8z9mV14uutLwWCbD2nfgxetuINwWWCFESKkzIYQQQrQCb+m2wHwEy7J8G9Na42v/QW3bMblbd7/Sb5E2O2NTuzC8fcdmjxPtcDDv9rv58VXjGJvahZt69/1/9u47PLaqauDwb53p6eUWmvTeewfpHRSRooJUQVApAlYQFEX4BAVEECmC0qs06UiX3qX3emt6Mv2s7489KZM5k0xuyr25d73Pk4dk5px99kkuyZo9a6/FDd88gH1WW2Oe5xYLhQi6RU9k3JpPnPn4o7z45Rckczm6shlSuRzPf/E5Zz3x+Lhcb2FgK7/GGGOMGbWtl1kmsG7ywDa72Xyeu955m7vefYuaaIxvrbk2my5V+Wptr/N23p1/v/s2N73xOqqwz+prsMdKq4w4uK6KRDh4nfU4uJAnPFrbLbcCvt5f8ng0FAosYTcWbn3rfyX1jNP5PLe8+Tqnb7PduFxzsrPg1xhjjFlAzO3p4fxnnuKBD94jHo5w4NrrcPA66xOeh3a8z3z2Kbe+9Qa+KnutvCpbLr3MuG64akpU8etttuf0Rx8m7/vkfJ94OMzXV12VTZZcipzvc9C/bua1mTP6UhYe/OA9jt5wY3648cjqKnsi7LHyquyx8qrjcSvzrCYa5a+7f42j/30HgqAoed/nJ5tvxapTpo759VS1JGe51+Dca9PPSp0ZY8w4UfWBNBC3Xd5mWF2ZDLtcfSWze7r7WhknwmG2W255/rzrniMa68zHH+Ga114hlcuhuIYYe628Kr/fYaexn/ggH7e1cec7b5HK5dhh+RVYd7HFAbj7nbf56UP3lZQoi4ZCPH7I95haXU1PNstfnnua2956A4C9V12dYzbchOpodERzyOTz/OnpJ7nu9VdJZrNstORSnP7V7VixqXlsbrKgO5Ph3vffZVZ3FxssviQbLbEkIkJ3JsMjH31IOp9jq2WWHbe20QDfuuUGnv38s6KEEwE2/8rS/HPvfcftupNBuVJnFvwaY8wYU/XR7r9C9+WgPeBNhdqf4iV2n99TMwuwf7zyEmc/+VjJRq5YKMzd3z6I5RubKhrn/Za57Hn91SUrf4lwmGv32X9CGngEOf7eu7njnbdKHq+ORDlz+x3ZfaVV+PoN1/Du3Dl9q5nRUIiVmpq5/YAD8UbwAvL7d93Oox9/1NcNT4DqaJQHDjyU6TU1Y3I/b8yexbduuZG8+qRzOWLhMOsvtgSX77X3PFWxmFfvtcxlnxuvI5PPkc7niYVCxMJhbt3v2xX/m1lYlQt+bcObMcaMMe26ELouAe0E8uDPgPafo+lH5vfUzALs2c8/Kwl8AcKe8NqsmRWP85+PPiQfkHubzuV4+MP3RzXH0WiIxwMDWBGojcZ4/OOP+LC1peht/Ew+z0dtrTwW0IyinE/a24oCX3Db8NK5HP949aUhz1VVZnR10pkeus6vqnLMv++gM5OmJ5slr0pPNssLX37ONa+9UvFcx8KKTc08+N1DOWqDjdlhuRU4esNNePCgwxb5wHcolvNrjDFjSDULPVcAyUHPpNDO85HYNvNhVmYyWLahgYgXIusX53AqsERtbcXjVEUihD2vL3WiV9gLUR0ZWfrAWNp/zbW58Y3XS1akw57HFl9ZmkteeI7koJQIgJ5sltdmzWCbZZer6DrvtswlEvJID0qFzfo+r8ycUXL8Qx+8z19feJaP29vozmTIq6IKX112Wc7ZcRfqYvGScz5sa2V2d3fJ48lcjpveeJ1D1l2/ormOlalV1Ry/6eYTes3JzFZ+jTFmLPkdoMEbUMh/OrFzMZPKt9Zah8igjW1hERavqR1RCa9dVlwpoOCY2yTWW3VhflhtylRO23o74uEwNdEoNZEozYkq/vn1bxIJhViyto5EpLQubSISYcnauoqvs1xDY19ptYEinsfqU6YVPXblyy9y7L138cKXXzCnp4dkLkcmnyfr53n0ow/53p3/GvF9+hOYTmrmjQW/xhgzlrwGkFjwc+GVJnQqZnJZsraOK7++D0vX1xMLhYh6ITZe6itc+439RrRhsilRxZ933YPEgCAzHg5z9g47jyiIHA/7r7kWzx5xNOfvsjuX7vl1nj78KNaY5rqp7bLiSsTCYQbeqeBynnddceWKr7F8YxObLLUUsUF5t9FQiIPX7S9pls7lOOe/TwSmmoBbKX5t1kw+aG0peW65hkaaElUlj8fDYb65+rzXCTYTwza8GWPMGPO7/wGd51Kc+hBHmq5AoiV7L4wpoqrM6u4mHg5THy99y71S3ZkMT3z6MXlf2XLpZaiLlXlRtgD5oLWFH9/3b96cMxuAVadM5U877zbi/NVULstvHv0Pt7zxP7Lqs3JTM+fsuAtrDtjs99ac2ex70/V0ZzNlx6mNRrlwtz3ZaullS557ZeYMDrrtJvK+TzKXoyoSYc1p07nqa/vMc4c4M7as2oMxxkwgv+df0H0h5GdBeCWk7qdIdOP5PS1jJoXWpHvh2JhIzNP5b86exbdvvZGs75PJ54l4ITZZain+tsfX+2omz+npYcu//62kQcRA0VCIxw/9XtlSZR3pNHe/+3ZfqbMtvrK0lTVcgJQLfu2liTHGjAOv6utQ9fX5PQ1jJqV5DXrBrZx/765/0T6gYkPO93nms0+5/vVXOXDtdQGYUlXFV5dZlsc+/iiwUUQiHGa/NdYaskZvXcx1qTOTi+X8GmOMMWahcec7b/FFZ2fJ48lcjhv+91rRY3/caTe2WXY5oqEQ8XCYsOdRG42yQmMTp269Lb/aetuJmraZQLbya4wxxpiFxrn/fbLsc/lBqZ7V0SgX7/41WpNJWlNJlqqrJzqBDSrM/GHBrzHGGGMWCh3pNF90dpR9/hurrh74eGMiMapUCzO5WNqDMcYYYxYKsVAIT4JDm4gX4qBCvq9ZtFnwa4wxxpiFQiwcZqcVVihJXYh4HsdvspmVIDOABb/GGGOMWYj8brudWGf6Yn2d5GKhELuttApHbrDR/J6aWUDYSyBjjDHGLDTqYjFu+OYBvDN3Dp92tLNq81SWrJu/ne3MgsWCX2OMMcYsdFZunsLKzVPm9zTMAsjSHowxxhhjzCLDgl9jjDHGGLPIGDb4FZGviMh/RORNEfmfiBxXePx0EflcRF4ufOw2/tM1xhhjjDFm3lWS85sDTlTVF0WkFnhBRB4oPPcnVT1n/KZnjDGTn2bfQJN3AnkkvisSXW9+T8mYRdLMri4e/ugDPBF2WG4Fmquq5veUzHwwbPCrql8CXxY+7xSRN4Elx3tixhizMPC7LoKuvwIZQNGeG9CqffHqTpnfUzNmkfLPV17izCcexRNBEE5/5CHO3mFn9lpltfk9NTPBRpTzKyLLAusBzxQe+qGIvCoiV4hIY5lzjhSR50Xk+dmzZ49utsYYM4lo7hPouhhIAT6gQBJ6bkSzr8/fyRmzCPmwrZUzn3iMdD5PMpejJ5clnc/z0wfvZ3ZP9/yenplgFQe/IlID3AIcr6odwMXACsC6uJXhc4POU9W/qeqGqrrh1KlTRz9jY4yZLNKPlHkig6YenMiZGLNIu/udt8mrX/K4J3D/++/NhxmZ+amiOr8iEsEFvteo6q0AqjpzwPOXAneNywyNMWaykijBawxe4TkzFFUFFBErTGRGJ+vn8X0tedxXJZvPz9OYj3/yEVe+/CKtySQ7rbASB669LjVR+/96Mqik2oMAlwNvquofBzy++IDD9gbsPTxjjBkovhMu3WGwEBLffaJnMyKqOTQ/B9XsfLh2Hr/zAnTWhujMVfFn74amn5rweZiFx84rrEQ0HAp8boflVxjxeJe88Czfv+t2/vPRh7w8cwYXPPNf9rr+n3RnMqOdqpkAlbyc3gI4CNhuUFmz/xOR10TkVWBb4ITxnKgxxkw24jVB/f8BMaAKJOE+r/0lEl6m4nE0PwO/42z8uQfgt5+K5j4Yrymjqvhdl6OzNkZnb4vO2hi/66LCKuzE0M4zofsy0E73QP49tPX7aPa1CZuDWbisPnUaB629LvFwGA8IiRAPhzluk81Zqq5+RGN1pFOc9/RTJHO5vsdS+Rwzurq44X/2b3QykIn8hbbhhhvq888/P2HXM8aYBYH6bZD+D2geYtsgocpbrmruQ3TuN0FTQBYIAVGk6XIkuuGYz9Xvvg46zwKSAx5NQO1xeNWHjfn1BlO/C521GZAe9IxAdBu8pkvGfQ5m4fXqzBnc8+47hDyPPVZehVWnjHwv0uMff8QP77mTzoBV3k2X+grXfmO/sZiqGQMi8oKqlvyirCjn1xhjzLwTrwESe8/Tudp5NmgXrlIEQB5Iou2nIlPvGaMZDtB9EcWBL+7rrktgAoJf8l+ChEEHB78KeduYZEZn7emLsfb0xUY1RmMiQT5g4VCAaVXVoxrbTAzbRWCMMeNEVdHMK2j35WjydtTvGfkgmWfoD3wHyH+E+uNQosmfE/y4tqIBu+XHXGgJ0FzAEwLhVcf/+sYMY42p01isphZPpOjxWDjMwetYA5vJwIJfY4wZB6o5tO0YtOW7aOcf0Y7T0Nlbo9k3RjaQ1JR5IjQ+FSPCZTb/hJaekKoL4lVD1YFAYtAzMaTmB+N+fWOGIyJc9fV9WKGxiUQ4Qk00SiIc4Vdbb8t6iy8xv6dnKmBpD8YYMw6052ZIP0VfCkGhaoK2/hCmPoQMWjUqq+og6LoQ1yijVwwSe+CqUI4tqf0Z2nrMoOvFkdpfjPm1ys/hZNRrhp4rwG+D8GpI3S+RyOoTNgdjhrJkbR33fudg3m2ZS1sqxVrTppOIjP3/j2Z8WPBrjDHjIXkTpbmzgD8X8u9DeMWKhpHqw9H8h5C8EyQGmoHoxkjtqWM7397rxbaEpsvQzj9C7n0IL4vUHI/EthiX6wXOQTyk5gioOWLCrmnMSIkIKzdXvnnVLDgs+DXGmDHSXz3HB79MO3cRGEHurEgIqf89WnM85N6D0FeQ8NKjnuuQ14xujDRfP67XMMaY+cWCX2OMGSX1W9GO30LqXsAHaQJtCT5Yaite9S06LTQdQtNHN1FjjDEW/BpjzGio+ujcb0P+E1wdXkDLrPoSRRrOt3a9E0BVIfsCZJ4GaYDEbq7piDFmkWfBrzHGjEbmKfC/pC/wHUpsGyS6/rhPaVGnmkfbfgSZJwvNQWLQ9QdouASJbTq/p2eMmc9s+cEYY0Yj90GZurSDRecp3cHMg9SdkH4SNImrkZwCTaJtx6IV/ayMMQszC36NMWY0witAJSXHJIRU7T/+8zFo8jYCK22QheyrEz0dY8wCxoJfY4wZhqqi2bfQ9H9Rv6v4yehmrisZAwNgwWWVRYE4eEsgjZchocUnbM6LtqFqKFdYX9kYs9CynF9jjBmC5r9EWw4H/3MgDJpBa0/Aqz4McDVpaboW7TwTkvcAeZfbW3dq4fgUhJasvKnFBFBV8FvAq0JkcCe1yU8S+6DZlwppDwNFIbL2fJmTMWbBYcGvMcYMQVuPhPwHwIDavF3no+FVkdjmAIhXj9SfDfVnz59JjoCmH0Xbf+WabQAa3wmpO8O1FR7ra2kOUvejqXvBq0ES+yPRdQKOU0g/gqbuBEJIYm+IbjbvLxjiu0PqQcg84pqCSBQQpPFCREKjuSVjzELAgl9jjClDc+9B7hOKAl9wm6e6r+oLfuc3t4lLhg3sNPsG2vojiloXp+5H/Q6k6bKxmUfqXjR1H0gV5N51Lxy0B/DQ5F1o7XF41YcPOEfR9p9A+v6+lVpN3w+J/ZC6Xw6a/5uQnwGR1V3d4zJEPKTxfDTzCmSeAa8B4rsgXt2o79EYM/lZ8GuMMeX4bSAhVzCg5LkyTSwmkOY+QTtOgcxzgKCxbZC63yCh4Jar2n0ZkBn0aAYyz6D5z5HQkvM+F82hLYdB7pWAdANwLyBS0PknNLF3f83d7MuQup+iDWqahJ7r0ar9kfCKqN/iUk/yHwAhl3qS+CZSd9qQq8MSXQcCVpqNMYs2C36NMaac8Oqg+YAnYhDfvuRRVd9VE9AkRNdDJD5uU1O/G527H2gbfSvT6UfQlgNgyn3Bq8C5jyhZxQZXrSL/JYwi+CX9AOReLRP4Fl9LU0+i4aUgdQ+kHiO4MoNC+nEIr4i2nQi5t4EBZcpSt6GRNZCqfed9zsaYRZIFv8YYU4Z4VWjtz6Hz97hUAQXiEJqKVH2n6FjNvunyg7ULV1HAR+t+i5fYY3wml7q70MBhYDCbc7m86ccgvm3pOdENIfcWRUGkm7wr2TYKmrq/kN4w3IFp6Php6RwGkxBINeq3FFa2B885CZ1/QKObIOGl53XaxphFkJU6M8YsFFQzaOpBtOd6l6s7RrzqA5CmKyC2M0Q2hJofIc23I15t8bVbDgF/Jmi3C4C1B9p/gebeH9l95D5DU/ej2TeGOe59ICDY1CzkPw48R6oPc7m4A3/1SwIS34L0I/hz9safvSN+x9mo3zqieSN1VPYnJcewgS8UXmfsBH5P+XG1DZ2zJ5p+puJpGmOMrfwaYyY9zb2HthzkVkILaQoa3xGp/4MrRTZKEt0AiW5Q/oD0kwS3N86hPTcjdT8d9hqqebT95y4VQCJAHg2tgDRdjniNpXOKrIZKVelqq4QhvHLwfYQWg+Zb0c5zIfM0ePVQdRjk3kHbT6cv/aDnH2jq3zDlbsSrGXbuAFK1X6G5RGrYY8vzCsG5jzT8GfEaUKkDrw78cuMm0fafwdSHF6hycsaYBZet/BpjJjVVRVt/4DagaTcu+Eq5UlfJf03QJNoJzKXtTUOoZIief0LqPiBdWDlOQu4ttO1nwSfEdwWpp3gNIwreVDR5J37byWjqP66M2AASXhqv8Xy86c/gTb0fiW8DyRspzrvNgt+KJm+uaO4AElkDan/q5hAoTHEjkACh5ZD6c5FpTyOxrdy44iH1ZwJD5E/7c9yquzHGVMCCX2PM5Jb/0JW/KinJkEST107MHKKbBG+Mkyokvl1lY/RcTenGrxxknijtKgeIxJDmWyC+m1stlVoIrwT5mZC6FVK3o+0noO0/LgmAi2RfL9TBHSxVWNGunFf9HWTak1BzIkh14aMGiEPt7wqfl5OA+O5o99/QWVvgz/kamnrI3Wtsa2TKre4eA/kufcMYYypgwa8xZnLTDJR7u1sHl/UaHxJaHKq+WxyASQLCq0Jsh8oG0e5yoxc2tgVddwpewzl4019Gmm+D3Hv0b8zDpUSkH4bsc+WvG5pG8Kp1CEJLVTb3gXPy6vFqjkKmPYs0XIjUn4NMewqvem+oPRkIClIjENsauv8G2RdAOyH3Jtp2An7P7W7c8IpQczylK8AeRNZHvPoRz9UYs2iy4NcYM6mpN6VMObI4xPeasHl4dScjDRdAbHuIbIbUnoI0/QORCrdWxLYBAsqThaaD1zz8+ZkncVUmBtFU3wpqoPBa4C0RcO0IUv2doDMqIhJBYlsg8e368oa9qm8iDX+A8CpADYRWgerjkKkPgD+D0nzhFHT9X9/KtVR9BxK7DZqrQvYl/J5b53muxphFi214M8ZMWqoZaDmA0uoBHoRXQKoPnND5SOyrSOyr83ZuzfFo+lHwO4E0Lj82jNSfVdlGLkkQvJ4RGjLdQESg6Uq07TjIvuY2zEkCqTvTNZjIvQfpp9yms9gOFW2A0/yX4HdAeHlEivN8Jb4TEt+p9JzcO8GD+a1uVVxq3ObFmh+jybuA3hc8CmSg4zQ0tikSWmLY+RljFm0W/BpjJq/U/W6zE4NXfsNQc9K4NpkYS+p3uTq50c3A7wJSEF4FqTqw8hq2se1BTgvoRhdCEkOvgEtoGtJ8HZovlGoLLQsIfvspkLwDlxYRBvk1NF5WtvKF5uegbT8q5BGHgRBa92u8xO7Dz99bzOVvl0wuVpxOkrqPwBVu1FXKGNA62RhjgljagzFm0tLs62UaKyiSH7tav+NJ85+jc3aErnMgdSdk/gvZN5Gq74yoeYN4tUjDRf2bzKQaiEHdGUh4mcrGCE1Hwsu7Fdb0Q24+pHAtkXtAu9HWY1ANrtOrrUe4dsWkC/WOO6D95+7nNJyaYynN501A9eGDutVlCM5Rzk9YjrcxZnKz4NcYM2lJeFkCN1BJdJ42a80P2vHbwlv7vZUeUqAdaMevRjyWxLZApv3X1TeuP8ttNKv6+rzNq+emMq2KM5B9qfT47NuQ+5DSVfgM2n3VsNfzErtD7c8K5duiroJF9WFI9THFB8a2JfhPV6TwnDHGDM3SHowxk1d8D+g8t1ANoff9/pALoOYx93bCpR+ndCXTh8wzqPojbtIhEof49qOfl7aXuwLqZyHzImRfAW8axHdw6ScSCki78AtB8fC86m+jVfu7a0ttSb4wgISXR6sPg+6/43KjAeJQdQASWbXCmzPGLMos+DXGTFri1UDzDa7DV/Y1QCC6CVL/+8qrLMxvEinzdn2I4NzW8afZt13ebuCT3dB9MZp9Fci5VfaO30DjX11r5SC5N9HMy0h03WGvLRICaRryGK/2BDS+fWHjm4/E96hobGOMAQt+jTGTnISXR5pvdI0gJISMsNmBZl5Ee24AbUfiu0C8sDlLOwtvwftuddaf7erJRlaap3mq3+W60IUWL17RjO8FyVtwuay9IhDfbdTtejX3oUtfyL3mqiXEd4H4rkhgU4sB53X9adB8ip4t1A0urFZrFuiB9lPcZrPuSyhNfcii7b9Apv57+DmrQvo+tOdG0CyS2BsSe5W8mJHI2khk7aHHyr6Lpv4FfhKJ7wjRTa0FsjEGGbLzzxjbcMMN9fnnn5+w6xljzFD87iug8zzc2+cKxAsBb0ehdnAMRN1zvbWE4zu6nNoK0xFU02j7ryB1Ny4lIww1J+NVH+Ce97vQ1kMh9y6ouoYdoWWQpn8iXt083Zeqop1nFrrGDQxEYxBZFWm6pigA1uxbaNcFbvU8tDTk3nLB/4jEYMq9MGc3SjvVAYSRac8gXrkubY7f/nNI/nvAGAmIro80Xj6iFBC/+xroPBvIAnmXQxzb3jXdsADYmEWCiLygqhsOftxWfo0xiyT1W6DzT/TnjYLbbDaw0UKmNIc19SBEb4Wqb1Z2nfZfQerf9K2kKtD5ezQ0HYlv61I3mm50VRJy70J4eYhsANrlauyGlhzxajaZJ6HnBkpXYNOQfQeSd0LVPm462f+hc79NX2c4fybzlm4hCHnUqwM/KPiVMm2U+2n2HUjeTXGzi6TbYJd5CmJbVjQT97P9PUWr19rjfnaJJysexxizcLLg1xizaMo8V8i3TQ9/bJEk2nMdUkHwq35XYcV3cApBEu2+CGJbQOruQnOLDOTfg/ynQBTIuhq36qM130Oqf1DxiqUmb6G0W9qAa6fuRnqD384/ULpSOw/vCIamQegrUPUd6Lpo0PUjrkGGxIYeI/M0gWXMtAdNP45UGrSmn8D9eQv4vqfuqXwcY8xCyYJfY8yiSWqYpyAPKg+Y/RYCWxYD5L5A5+4Lufdwb80PVAhGe+vpdl2KetOQqv0qnN8w9W5lQOpB9rUyB/WmGAQEo9400K5CjeW4y7Vu+JMLzquPQHNvQeqhwouLvEu1qP/t8PP2GspsAIxW1uK5l0Rd+kjJj9cDhgnAjTELPQt+jTETRlVdwCSJEZfwGnPRTXCBUPcIT4xBYs/KDg0t7nJ8g4Iwr9mlOZS0Zg6SdBvJKgx+JbEXmn6c4NXfOFL17QFTmQr5oPzeKEx5ANqOgdwbhccU4gdA3SlI5lE08yISWgwSeyJeg7u2hJGG89Dcp5B7G0JLlZQgU78Hss8CEYhu3L8BMLYDcHrAXLxhu9QVT31rgl/YRJGqvSsfZwxp7j33QsNbAqIbzf9//8Yswiz4NcZMCL/nVtfFzG8FqUKrj0SqjxzXzUeqGbT7Uui5CchAbCek9ljEa3LVA5r+jrYeVsjzlUJTB4/SldgwLkitgvAySNVBQ1zT5dmKhBCJoDUnQ+eZ9AeihdVH/wsqC3wL8rPxO84GbUFi27nNW+XKucV2hNjWkH6M4gA4DDVHI7FN+h+qPho6fkVx6oOrm+uFp8OUW1wg68+A8MqIV184ZHtkiHrCEv4KhL9S8rifvBvaf+FqAgMQQmt+6NJQ/DZI7AupO/p/JnhIwx9dkF0h8aqg4S9o2w/cGOoDPtT8EImsVfE4Y0E1h7adAOlHoTfg9aZB0z+R0PQJnYsxxrFqD8aYcaep+9C2kykKxCQB1cfg1Rw1btf1W46AzLMDrhuG0GLIlH+7ZhC44ITM865+bXQj11yi6wLIz4DwKlB9mKt+kP8SiW7mqj0ENF/Q/Ay3uS3zuHsguhVS/xsktBia+o/L8c3PgMh6rqJCz6WMLO3CK3zkXOWC8OpI05Vly5apKmSeRVMPu6YRkbWQ+C5IqDR9wO+6DLr/Ql9Vi8Q3kLpTAu9zNDT3CTpnD8rnIwPE3fen7lRX8zeyjnsRoT7k3gQEwqtWtHKqfhekH3EvamJbjSiAHit+1xXQdR7F9xyCyIZ4zf+c8PkYsygpV+3Bgl9jzLjzZ+8K+fdLn5BaZNpz4/IWsGbfQOceQGmgVYXUndq34WtMrqUZdPYOrhZwX4WFEHhTkakPlgSo/uwdIP/JKK+aQOpOQ6q+McpxHNWMC869ZsSrHpMxB/M7zy/UAR5uxTsBtT/Dq/6Wm1vmBbTtR4WVeXU1ixv+gkTXGZd5jiV/9o6Q/zjgmQgy7cm+dBFjzNgrF/xa0pExZvz5XwQ/rsnCpqlxkH2d4JJdPWh2jF+Epx4s1MUdWFos7x5LPVh6vI40zzhIEk3dWfHRmvsMv+0k/Jmb4s/eCb/7WgYufohEkfDS4xb4AuB3UnGOc9p939RvQ1sPd+2Ttdv9e/Fnoa2HupXdBZ2WW+WWeag0YowZCxb8GmPGX2iF4Me9epBxCrZCS/bnWBaJQWjZMb2UZp4ODmi1B/IfFj+UfdU1sxgLUlXRYZqfjc7dG1J3gbZA/iPoPBvtrKACwxiS+DYVzln6qzuk7i7k7A6iPpq8Hb/7Wvy2E/G7LkTzs8ZyumMjthMQkD4SWszl/hpjJpwFv8aYcSe1JwPxQY/Goeak8dvwFt2sEEANKjUmYSRRWYOK4agqfvuvIXlr8AFSBeGV+4/PvYfOPcgFoMUHMnQJroDnJIFUHVDZPHuuKqQMDAwik9BzA5qfO/S56qOZZ9HkXWhulKka0c1dlY2iADjo5x9Dqr7j2hN3X0NwjnAaus51XdxSd0LXX9E5O6PZ10c3xzEmtT9wNZDpbVQSBakqdAm0TnPGzA8W/Bpjxp3ENkMaL4HwmkACQssjDWfjjWHebck1xUOaroHoxriVtwiEVkKarg7c9DVPsi8WAt+gurph8KZAbNu+R7TrEoo7yvXNFmJbERwIhqD2NJAGV5tYqnDl1g5CYlsFTktzH6Dpx9D8TPdA5rngOUrMlSMrQ/NfonN2RFuPQjtORefsjt/+M7f5bOBxmnOry8PUFxbxkIaLkPrfu7Jm8d2g7vdug5tUFWovx6H2F6g/C527l2v8UXaCSfqrVGRAu9G2nw45h4kmXhPSfDfU/hzie0L1kciUe5HoevN7asYssqzUmTFmQkhsMyRWZoV0vK4Zmo40XVXIDc0gXtOYjq+peylbuSC8FtL01+JyZNk3CGwaIVWQn0Ng9QeJIaFGmPaE61ym7RDdFAktXjofvwtt/T5kX+3rXqeJvVyaR/aV0mtrxqWHDB5H85C6He04ozSdI3kPGlm/r+GG3/0P6Dq/kNuaR4lAeHmk5odIfMfS25EQxHdF4rv2Xy+xN+T+B34HRNYB7URnbxP8vQLcKmqO0pJ0QP4j1G9boDaSiVeFVB8AVLZSb4wZX7bya4xZ6IlXA9KAZp5DU/ei+RljNHKE4NXaKqT6W4jXOOjwVQj8tatp8OqCL6E9aGQdtyEtvh2S2Dsw8AXQ9l9C9mUgVdiAl4Hk3YX0j8El0aIQXQ8JL1M8hira9gO0/fQyG/OS0HMNAH7PbdB5buFaWVywmobcm2jbifg9NwXf0yAigkTWRGKbI1412n0F5QNfoPanQ3R8UwJzbI0xpsCCX2PMQk9zn6JzdkBbj0Tbf4HO3hG/4/cMV+pR/Xa052a0+x9orrRclST2pDSoBPCL0x00jSbvBmmm9A23COBB5rEyswgj2jbkPN01eiskDE49SEL6XqTxIvAWx+UPRyC2HdJwUelA2ech81+GrMXbW6Gj+y8UN8cYKAUdp+Nn3gyYq6J+d0n6RJ/Mi+WvTQyp2h+q9qc0jzwM0c3Gt2KFMWbSs7QHY8xCT1u/D/kvKFpNTF4P0fUhvnPwOelH0Nbj3MKu+tD5B7T6MLzaE/qOkchqrjtZ158BARFXyaH+nL5OaJr7BG3Z36UFaBq3AS+OCy4TuBXTIUpeScylJwx3jz13EpgGAOB3IrEtYeojrmSYVJUPEDPPFnJpy4lCfBf36bDVFbLQsj/adAUSdaU2/eSdbpOaPxckjlYfjlQfU1zrObwC5F4NHjK+l0udqP6eq5yR/u+AzmmLI/X/N8ycjDGLOgt+jTELNc19CPlPKc13TaLd/0QCgl/1u9G244BkcRpu95VobGskuoE7TjNI9WGQ2MN1EiMC8R2K0h20/UTX0rnv+jnchrWjQL9wpbyGFEOlGXpudS2BY9sig1Ik/J4boPN3Zc73ILYl4NILCE0d+nJegzsnMO2g0CGv+nvuy8jKLr94SCm0/XRk6l1o6j/Q/kv6VpW1G7oudV32an4I6cddTejYVpD6NyUvCrzFkPrTC/cSRRovQbNvQ+4NCC0FkQ3newUF926C7wJ0Y8wCyYJfY8zCTbtd0BiU4aCdwedkniA4KyyFJm8Hr7GQX/uSOy62nWtlPGhDnfptZTa5pSF5GcVNMQYL44Lp3WHODmjfPZyK1p+Ll3CbyVR96PwjwWkK4rro1Zw4xHWKaWSTgPkWhJZDptyMiCvbJbU/RVsOL3PtAfLv4OfnuI1xJccmofsKNHkLaJdrrywC4ZXAbwO/kJ8d2wmpP7Ok5bJEVinkUld4f/lZaPImyH2CRDeCxB59ra5HQzWDdp4DyRtAU2h4NdeBz6o6GLPAseDXGDOhND8XUneh+VlIbBOIbjku7Y37hMtsMiPW//Z9ySTLdSFTtwFt7v6gHe5rfEg/jM79AKbcNehehsopHirw9aD6cIhuBa2HA+niodpPRGOPuhVm7S7MJUgYmXIPEprSPyNNo93/hORtLl0gsS/Evgqdv3crr3i41Izg+fUGvoALHpuuQttPHr5dc/fFkP+8zJPpQmvoQtCtQO49qD7GVUmQBCJD1UGujGZeQVsPLvx8M65aR/fF0HzLqKtDaNvJkP4PfcF97g205RCYchsSXn6UMzfGjCXb8GaMmTCaeQ6ds71bIeu5FG07Fm357rD1YUdDJOJqyRKnv+FFAkJLIlUHBZ8U2zI4AJaE60inaYqj0Rz4X0LmmeLDvUa3ghlYEaKcECS+hVd7ImSeJjAIFelrm6x+MvgYcPdYFPj6aMvB0HUB5N91NX47/wBzdiukbfTmHweNF4ZCukfRVKLrITXHDd+pL/VwUcOPYoUXEcUnQOomxGsYm8BXFW0/qbBZr/ffWxLyM9CugI1/Ixk7PwPSD1G6qp1Guy8b1djGmLFnwa8xZkKo5tG2YwvBRyGXU3sg+xrac2OFYyh+99X4s7bAn7EK/uwd0dTDw57nJXZCptwKiW+75gq1v0Cm/MuVQAuSfYPSclkxiO9aCIoD3ubXPOQDKkI0nANSB1TWihgUMo+hmsUFaQGBqCq9AZxkHqLsm3iRtYq/zjwOubcGzT9Nf5mycgQkjlQfGfx0fAeG/XPi1SK1Pyaw09/gLny9tMwGPlxett99JX7LwfhtJ7vNb0PxZ0JgibsspO4d+tzh5D91GxNLLwrZ8k1EjDHzhwW/xpiJkXu7TBWBpHsLvgLa83e3UunPBhTyH6Ntx6PpJ4Y9V8Ir4tWfitd4EV71/mXzPDU/A237PtA1aIAY1P4aImvT36p24PNeIcWi9Loy9RGk7pdQfUyhy91QK8E++C2QfhiJ7UhpsAigENum8Gm2/HihpYvPyrzYX6ZsWIUOddIAsR2R5luQ8FKBR4okkKZ/gLcYgX9WJAGxHd2LnNByheMSrvlG3W8htEzpOURcB7gA6nehc/d2uc6Z/0LqTnTugfg9t5S/HYlSNg1ltCvLoWXLVOQIQ2TN0Y1tjBlzFvwaYyZIiPLBx/DbD1Tz0BVUVzaFdp472sn1Xyd5q1vFLZFHMo+72r5eLcWrlVH3ln5k3cAxxatGqvbFqz0eqT8DV2t3yElA7v1CI4eAX9OR9Vz5NSgEwUG/yuNIfIfieYSmERxMB006ijScjzf9WbzGC5HwckMfHlkDmfooNP7dBYPECx8eyDTo/hukbof8m676hVeHNF+PV7UX0nBuf2tjcB3vQkshNccEXkt7roH8l/SvYPvu884zUA3efCdeU+GFy+BV5jgkRtd5TUJTIbE7Jd9biSLVh49qbGPM2LPg1xgzMcIrgzQGPJFAEvsPf752FlroBghIN5hn+RmUNorABcT+HNeqtvkWlwIhVS6loeoApPFKRATNf4mm7kMzLwU20ZDIGkjTVS6ALdchThJoaDlXH5iALmvZ59A5u+Mn70fCS0PN0fQFmnhAAhL7oRLD77oc7brUlQSL7+4qXwwr4laNIxsGPqt+G37XRfhzD8Rv/xmadY0sRAQvthk03w2R1enL5fU/xqVX9KZWpMFvQbsu7fue0HQdVH0HEgcgdWcgU+4sKenWJ3U/wbWRvULKSjBp+COEFi/kJyeAOMS2RKoPHvY7Mhyp+y1Uf6/wbzwCkY2Qpmvdz8cYs0CR4TocjaUNN9xQn3/++Qm7njFmwaLZN9CW7wL5wtvEYYhtjTSch0jI5blqGqS6pF6rah6dtUlwZYPwmnhTbh2bOabuQdt/HpAeEIfmmyD9JPT8w5Xlim6O1J6EhJd2G6o6fg3JW0AigA/edKTpKiS0WOC1/Mz/XDUHbaM/MAyDN80FadkXhp6sVCHTnkEk5r63ybuAHHjToetCigPnMCS+CYl9oO148MtVXgBiO7sXK+lH3Apt1UFIfDv3/cnPRed+Dfx2XADqAVGk4VwkXii/lrzNtUcu2/2tILQs0nyDq6mcebHwffOg9ld4VV8LPEWzb7nc8fxHAc8mkCm3IOEVy15S1XepEvkZEFnTlUozxiyUROQFVS15FW/BrzFmQqnf49rw+nMhuhESWRPVJNpxBiTvAHxXpaDuN0hss6Jz/e4roPN8ioOqONJ4MRLbYmzmp1l07n4u7aDvbfWE29QlMUjePeD6HkgNMuUeyDyOtv960NxCEFkLr7l4Q5/6XWjrkZB9DbehbUBlCVkCV1Lty+EnKzVIw4VIbPO+h/zk/dD+w/Ln1J4C8a/D7I0ITkMJQegrhbSCwuqqJKDqELzaE/A7zoCe6ynpJieNyLSnEAnhtxwCmaeGn394dTd29hWKvgckkKYri2rkuhcXZ0DyZtzK/OANeh6EV8Sbctfw1zXGLBLKBb9W59cYM6HEq4LEXkWPadsJbkW1N90g/7FrSdx8ExLpL48lVYeixKH7Ly54Di2N1P58zAJfKJRGa77W1cJN3ekC3vgBrszX3D0pTonwXUODnn9A+glKVzrzkH0Tzc8oWv3Vjl8VOqMFpVfMZOjKC0UHFzZyFb5ShfafDX1K59ngd+FWbIPKqNVDfiZFaQVaaERR9d0BJdEGS7v0k/DylK3eMFjuU9z3YHBZuSTafQVEzik0KWl0Zd9StxBYaUMSrvtb4yWVXdcYs0iz4NcYM19p/stC4Ds4h9PVSJWG/+t7RESQ6m9D9bfHdU4iCaTmSKg50lUQ6DoXOlsIDkoz7i177Qp4DlcFQvvTD1QzkLqP4AAShm5+MVgMIuu51erO86HnamC4ag5Z6D6fspsPvXrIt5Q+LhHX0U7qgU9Ln9cMSi0CSNW+aOZ5hk17KPs9ANKPozMLdYW9RggtX6ZaSAyqf4hUHzHfWxsbYyYH2/BmjJm/8p8VrV728wupB/OPpu6Fjl+DP4chV2OzL4OfInA9Qapcea++QXNDjzWsMK5aRA3SeInLlW4/1eUhDxv49k2izOMJF2QG/WnQNNpzc6GcW5matj1/d5/GdobELrhNeFFKayb3ShG8cQ3cvWTchz8Tss8EHyZhJLy0Bb7GmIrZyq8xZv4Kr1DomDZYpGzpsLGmfgtkXgavCSLr9AVS2nkegW+zl8gW0hUEF+xlcG/9h6HuzKKWx+JVoeEVXd3jeSKFjxya/R+aug9SY7HZLwLh5aDmWGh5ktL7zkHmYVxAGxS8+9BzFb5EXWvi8ErQeDGSexfNf+ZydUs2EYYpTXkox8cF5YOurXmIjl3aizFm4Wcrv8aY+Uq8JleFoKhxhIDEkJrxr5Hqd56PztoabfsR2rIfOnNV/JYj0PznkP9ihKMpUI9b6cwDGWg/AT/1n6KjpO63bkW4JDdWgBhI0xDXyOIC0xR0/qZ/tXWeCO7PQBhi2yFNV+JFV4P637lyYFJD/5+J3tXiFOXTFbLQfSmk73f/bfuh29RY+zNXgaJoBTjEyFI8es/x6H+REYf6P5Tv1GeMMQGs2oMxZr5T9dGeq6D7KlfKLLoxUnsyEl5h3sbLvQ/px91GqPhOiNfoNoOlHy60Uk4jib1QqYX2k4JzSaURQtML7YAHawQ6qXzV0oMp9+MNqPmquc/QnqvdirN2AGkIr4rU/ABN3QPdl49g/HkkDTD1YUSiyKDUE9UMmnkdWr/NqNI0wqvhTbkd9VvRzrNcK2FViG0P6XsZWQAsuCA87H62TdfhDdgQGURTD6Hdf3eNNeLbItWHI15QvWljzMLGSp0ZYxYJfsdZ0HMNrhJCCFSRxgvQ1KMuPaAv0E24XGNtLzNSFOJ7QeouilMA4lD1fej5C0Nu2Bosvjdew9lln1a/Fc3PdmW/UndD5hlGvjI6QjWn4dV8p/yc1EdnrsWI7rNECJn2POJVDxpb0dnbgF+upFuM8vnAABGoOhCv7udlj/C7LoLuSwb8zKPgNRUaaNSP4B6MMZNRueDX0h6MMWNCNee6mwXuyJ+gOaSfgZ7rcEFTphD0pNDWH0HyhkErvMnghhl9MqAtSOPFEF4DiLvNYFUHQM9fCV6VHWLTVe7d4Dn7XfitR6OztnSl1Dp+WaiR2xv4Rqi4JfFIeEuXBL6afRe/9Rj8WVvgz90XTT1Y6EQ3OD0jCpEt+lMjJEH5PydeoXlFMRGB2l8SuHkutK57LrQcMDD1YqAspB4oe3vqd0DXxYN+5hnwW1175GGo34L6bcMeZ4yZfGzDmzFm1PyeG6DzD4WubYom9kbqTil5K328aepfBG9QK7eCqARuogIgCuGVkNgWfXWEVdOuy1zgNaogsgFkHw++1ICGDUUzaDsWMs8yZB5t1fdc8JwpH+yVKndfCZdP3fTX4nlk30Fb9isEiwr+7EKzjOiAcaIgYQitiDReWCh/9jqKQM+NhVXygd/riMslLvPvwEvshJ/aHtL3UFSBIv8m5N/Hm3ofmp/jVoiDaiIPleub/V9hZb+0hB7pR6HmmMDTNPsW2n4S5D50X0fWROrPRcJLlb+WMWZSseDXGDMqmnoIOs6kqKZr8l8ogtT/eoInk6d8Ga8gYbdyqe2l50kYEvuhybvQzBPgLQ7eVNByQWod5N4o81wIao4PmO4MyDxHYGA3UM+l4C099DElqnDtjQfel7h2xVPuc81GBs6l60/9gW+RQU096v+ExLbpq4jhZ1+BzvNwwXaW/s1oHoRXQOp/O/Q0M48EXDMNyZug7pdIaAoaWQeyL1KcBhJHqg4pP26o3M9KXOvoAOq3oy3fAe3sfzD7CtryrUJudLmSbcaYycTSHowxo6Jdf6G0mUEKkrdOeAqEJPakuGrEcMLQfC3UnAwyFfcr0YPwatB4ObT9EG0/BZK3QvfF0Hk65VdoZ4DODXg8AjU/RSRgldKfFZgSUMoD/4MK76lAejeHDaTgd0D+8/5H0k/htxxZ6Nw23AuHEOJ/2V8KLv1YIfBN4gJtvzBGBsi6EmRSV3Y0v/uagPJnvRNL4nffij9rS8g+R+kqdg7Nvo6Wqcgh4RVdGb2SNZ4YUnVomUveERAw+66BSfrRsvdhjJlcLPg1xoxO2Q1LAhOdMxndEhK7FnJQhaHb7ArS8Ee88Ip4NUfgTX8Smf4aMv0lvCm3Q+aFwlvfvcHZvFY8yELXuWjnOaVPhVYoNL0YzkivnXCVHIJICLTNjdp9Jdp6dGH1tZLNdWk09RRQyIlt/xXBXdwUyEHyH27z3uBnNYefeRE6f1/+Ut5X3IsNf9aAMQfKQfJqdPYuLggPII2XQmQtXPm4Qn5y3RlIdJ3ga+Y/ITClRbNFLxiMMZObBb/GmNGJrE3gRi+JuTSBCSQiSN3vkcZ/uIoM4dWD50YEqk+E2FdRv4veqjciEUQKK8epu6mswUUl0tDzdzQ/s3i+XjVUH83wGWhDpXOEQGpdcEcUSEBsC0jsQ+BmMs1DeA3U74LOPzJ8C+JBMo/gt5+Ozt4J/GHqIGsS7b686CG/5w501mbQ8l3Kp3uEC/Oq5PufQttOdBsuNYnffSN+y8H4s7ZHWw52L4iab0GarkGmPY1X9bWyI0lkXVy6yOAnwoUg2hizMLCcX2PMqEjNCWjmadAU/QFaAmpPQmTif8WICETXARRNXklg0BheC/IfoDPXA3wILelWBGObDhgoqIXvaOTQ7quRuhOLH/YaCF6H8HDBLBDdaFAFiAHH1P8eie8KqYdcG+bo+khkTRfUp26B/CzcJrRCA43an7guc5nnXFAXGFP3vmAIejIDyWsrumPA1dftHS3zAnScwrBBbfxrkLqt8muQQ9NPQsevCivFA75P3R9B6g5ovn34DZjxHaHrz5D/lP70lpj79xIJ3rBojJl8bOXXGDMqElkVaboBYtuC1wzhtVw6QdX+83Vemn6gEJAPFnUbmlJ341Yec5D/GG09Es2+03eUVH27kD4xhnoucd3jBtZX7/4rwSugYaj9BTLtEaTu5xR3RwMIuQ1l8a8hEkMSuyHV30Uia7r5ezVI8+1Q8yOIrA+xnZCmy/GqC+XNvMbyKRfRzaHxFgJXjkckDLGt+75yq8BD1e4FiCPVB0JoJNUVfEheXxr4ApCF/Ew0ecuwo4hEkeaboOpA8KaBtwRUH4k0XdaX52yMmfxs5dcYM2oSWRVp/GvJ4+p3o51/gNTtLtCKfRWp+yVSZrf9aKnfA2QLDQwSuJzfwQGeB/kPAx7PoN2XI72NKOJ7uUYTybvcOWQYk6YTmcfQ5C1I1Tfd137QJjmAHFL1DUSiaP5Lt0Lszyg8JxBeHWm8eMigTLwapOZIqDmy9Lnwimh4Oci9Q/F9JZCaoyGyMirhgFJhIyBxZGBJsdzbDL2pzoOqQ9HUIzAoRWTo6zRB5nnK/3xSkH4Mqg8afiiv1r3YGKJ5hjFmcrOVX2PMuFBVtOUQSN4M2o2rr/ogOncfl286ltfyW/BbjkJnbYTO2gx/zh4QWZng1/c+SFDTCB9y7/d9JeLh1f8emXIHUneqa3ZRcyqlvzbnofxV96X9n4dXCT4mtIQLfP0WtOXAAYFv73TnupX2UZDGv0F4VSDe36yi9qdIdGOXIlBzAiOrnlF0A1D9AyS0GFAoiVemMkM/zzUp6T6f0hXiRojtAzKFvpQQqQZpdC+8hqya4UFhHsYYY8GvMWZ8ZF+C/LuU1In1u9HknWN2GRdkfxcyj+PyNHNuNbP9J1BzHO6t+6rChrA41P2u0IxjsEghV7iYhJdDqr6JxLaB9F2UVl6Yh9a/A8p7uZSGwcF4FKJbo+mn0Z5bAtITFPwvizaTqSbR3AcjemEhoel4U26DmpMK9Y6z0PN3/OS9rtWyJl2+cWjpQvWIoapnlIwO5NDcJ25+nWcx/Mp5DmgrM1wWaTgTb/pTyJS7XROV+rORaY8jkVUKG/zK5fRGkaoD3Txyn6KZ51C/XFtrY8zCztIejDHjI/cOaFCJriTkXh+762RfgvxnlKQxaA60B5n2KKQfx+WffhXxavCzL0LyNvo3XonrelZ9+DDXKtfEYoTiu/V9KtENoflqtPN8yL6Ja7ucc3WSU/9y8w7Mk1XoOh8/urkrVdZ1qavtq3k08Q23Wl3BhkM/+W/oOoe+70X+Y2g/aUByQgakCrxlILIZpB6k4oC/689o15/Rqm8VyoiNgna7ertSi4RXKNTwLTyVfQ3yba6msLbj/i0o7uda7V7whJbAb/kuZF5yq8SaQasPQ2pOsHxeYxYxFvwaY8ZHeHkQLyDFM1H+rf55kf+U4HJmGci/j3hNkCgubyV1p6HhZaH7KtAOiG6M1P4ECS0x9LW8xtL0g7JCBAau0ozUHFX8UGRtpOly/PYzIHkDfavl2jtOuVbFOWj/JeQ/wgXNhYeTt6FSjdT9ZPhpdp5FafWFQSvj2uNW8UPLuE53fplAVqYVaggXNhL26rl6QGA6r0KBGxD97isKjTYyuO9RDMIrQ+JQiKyIRFZDJILf+n3IvOiO681j7r4KwitBYs9RzMsYM9lY8GuMGR+RjdyO/dyH9K8Uem6FNfH1sbtOePVCW+PBEq7KQQARD6k+FKqDO30F0fwMCHyrPKiTGu6xaU+7gKv7YldhIrYrUn0g4pXpepb6F6WVH4ZKFdBCasngtIgUJK9Ba09ExKUqqCpkX3bNGiKrgTSgrUeNIJjPQebeIZ6vgvqzoe2wgOfyhdbJcYYucxZ39xS00p3Yp2QlW/NzoPNPg45PQ/5TJNSARNd2x/ltkH6C0u9tEu2+rNAZ0BizqLDg1xgzLkQEmq5GO34DqXsB362w1v2mfPA3L9eJrITGNof0U/QHVmHwapHENyoex1WmOLtQmSID0U2RutOQ8LLu+a6LCC5JVq56QQzx5yDxrSC+lTtS86CdqOb7gtLioUZaWcErf31No7mPILwsaLtr+NC7Sq45t4qqHSO83hBimxaaXpT7fmQIXqEfoPowiH8d5u5OcWpFyD1eoH4XpB9BM88SmIesPWj6PiS+nfva7yx0tgu45oA6xMaYRYMFv8aYcSNeA9LwR1TPATQ44BuL6zRcgHZfCj03uNq+8e1dLqdXU/EY2vo9yL5KX4CbeQqd+02Y+gDiNRbyhoNWYculJOTBa3Jjq6Ldl7mavpoCSaA1P0SqDu7LN1VNlxkfXMWFgU1EeoXd2/a5/wWc48PcvVGpcpUOcu9TtEI8mhJmJWKu09+wJeyGKnOGa4edvh8X0A4MfvPQ/mN06iOuVFzbsYDnNugFviDxgAE/+9AShWB/cDe7EMS2HGbOxpiFjQW/xphxJzJ+hWXUb0d7rofMc25DW9V3kchKIxsj+79CADkwkFK3KarnRqg6YIh81d5ObAPfzo9BfFfEq3Uj9VwFXRfS10pYs9B5Lpp93TUHiW8H6afdefRQKk1wp7qVkfpfo3MPJDg4TrlgO9cy5P2PmkSQxH4gcZQI81QBAyD9SKEqR0BqhN/mvl+txzJ8S+YoUrVP//QkhNb+BtpPov97GQGpQWp+NG9zNcZMWlbqzBgzaWl+DjpnNxdYZp6C5M2ujnD6kZENlHuf4F+HKci9ibYeE7BqCBCG6BZQd6rb0EUCiEFid6T+jP7Duv5KacCWhtQdaMcp6Kwt0Nw7rlpDoKCVZYAMElkLab4BIhsy7zV550UY12VuTaTpWrfKnX0dYtszspJoA0iVS08IpIVGFkOlTkRxLZxPQiKrFz3jJXZCmq+G2C6uXXH1wciUu8at4YoxZsE17MqviHwF+AewGO438N9U9XwRaQJuAJYFPgL2U1VLnjLGTBjtuqiQs9n7dn4eyKPtv4CpT1S+4hxenuAAM+6qG6QeJjAlQeqQhnMRrw5N7A3+TJD6vnQLv+cm6LwAdIiVV+12/+26jNKNa1B+Qx3gt+J3XQT5WS7wHHZFtBJxSHwTUncVKjcEEZj2HCIhROKuEcfcPVwTi77ydkPMO1ACqg4C8tD1h0EvNgS8qS4fO3BlfMBxUx/AK9PQQiJrI43nj2BOxpiFUSV/GXLAiaq6GrAp8AMRWR34GfCQqq4EPFT42hhjAqnfhaYeRtNPoSVNG+ZR+mECA0a/u1D7tzISWdNVjShqkiAgUdfkoVy93NCSfZv3RMJIaMn+wLf7Ouj4LWiFbXolB1UH4yoe9F5vmJVcfzZ0/QWS1zE2gW8Mqg9zNYKnPeVWYgO5lBApdMrT9l9B7qNC844U7oXCSAJfILYdUrU/UnUARDctlDUrdHGjzr1IyL059BgSQnRsuwcaYxY+w678quqXwJeFzztF5E1gSeBrwDaFw64CHgF+Oi6zNMZMan7PTdDxm0ILWgWi0HQpEll7dAN7dYUKA4PlYQSb3QCk8TLXhSx5B5CB6CZI3WngTUE1KIc17IK0AKquAcWIAlIFiW0GVXujyX+5CgXRzaH9eIJXhHvNY35tiQg034gXWc1NJ/cRLvgOWmkVJPMIJPZ235tyL0L6hBi6ZFvEdWwTD/CQxkvQzCuugYk3FdVO6DiLYQNqzY265bMxZuE3opxfEVkWWA94BpheCIx7A+RpZc45UkSeF5HnZ8+ePcrpGmMmG82+DR1nAGnXoUu7QVvRlsPRwDbDlZOqQyhdHQ1DdAPX3GK4ueU+w+88B7/tODR5J1L3C7zFXsFb7E28pitda2OvFmqOCrhOoQtb9p0B9/oWfutR6KzNhk51CNSNdvwWiODVnohXfzpeYqdCSsZEyELqAcAFvjrnG6BzyxyraOa5vs/L5yT38qD6eNyGvsEEQiuCPwPNf9l/hdyHaM+1aMcvofNChk53ANfBbztXmcMYY4YgqpW9NSUiNcCjwO9U9VYRaVPVhgHPt6rqkL91NtxwQ33++edHM19jzCTjd/wOev5JSYAkNUj9Of21WOeBqqKdv3UlziTqml2El0eaLh82+NX0f9HW7+NWTnNAAkJTkeZbEK++9Drdf4GuP1Oy+uhNQ6Y+Brl30Jb9XXWFkb7lP5A0INOeQMSlYGj2dbTloCHKeo2lGDL1AbT9DMg8MPShoeVBGsD/FPw5DH3PYaT+92hsW5i7byElpdCNjVzh84j7b2RdiG1eZpPgUJdYA2m+FgnoAhdENePSRrymis8xxkwuIvKCqm44+PGKSp2JSAS4BbhGVW8tPDxTRBZX1S9FZHFg1thN1xiz0PA7CFwZVN+tBI+CiCB1p6LVR0HuDfCmI4W37Yeiqmj7TygOrpKQ/xLtvhSpPankOpr7sMxg3ZB90dXxHW3gC66kWvo/EN/ZXTuyJky5D+25AfIfuJJu/lyK0wgig/6bw/16H7xaOswmNAm5ZiGZx4efZ/6DCm6mlw/RzfC8OnTKvZB5Bk09WMhV7k3bKKRNZF+A7PMMnSYRoOqgioNYv/vyQuk5HzSPJr6F1P1s3OpQG2MWLMOmPYirwH458Kaq/nHAU3cABxc+Pxi4feynZ4yZ7CS+XZmNU7myObMjvkZoGhLbpqLAF4D8J4WgfLAspO4BQPNfoNnX0N6qA347wYGjuCA++0qZ5weqYvgyYAr5/pbDmn0DbT8FkjdAfibU/hzCKwMJkBq3Maz2F261uP40pP7XyLQnkan3FLqiNQDN9AfGQ106i2ZfZsSB57A8NHkHUOj8F90E0g8SnK+cG+L65cqcxZHQ8GkuAH7PbYUKHN2FihIZSF6FztkHVVdfWDWLJm/DbzkCv/U4NP1URWMbYyaHSlZ+twAOAl4TkZcLj/0COAu4UUQOBz4B9h2XGRpjJrfYDhBZBzIv41ZaBYhDzVFIKHCrwJhTVcg+jyZvB9TV5i0bYMXw537HdXuTCJBHa05G4rui2edK6/1qFiIbuJJofrkc2YLQ0rgV5o+Hnq83HVQh+6pLeehtzODPgvZXILIWxHeE2FZIbEfEK7y4SOw9YFqfFaojlAvag2Qh+S/GbhNdrxx0nY9W7etSSnLvwbxUxgyt5F64DG6CIVG3ObAS3RcRmE6RfwNtOwEa/oy2HFJUOk7Tj6DVh+HVHjfyORtjFjiVVHt4gvIvt7cf2+kYYxY2IiFovBxS96Kpu0GqXUmr6EYTNgftPAt6rqevC1rqLpDaQh3bgUFwAsi5KgPk+lsAd/4BbTjfrbhm38EFRYXObrU/K2yK+wHa9mPK5qlKAqk+BM1/CN1XMGSA2X4i2nl2oWLF4G5nWci+6FaaU/ejNXPR/NuQ/Z/r+FZ9FOq3QevBDL8RLUhAd7WxIBHIvgyxr+LmNVSzihBupXrgXOJI3c/Q3PvQeU6h/JwAIaTxsr4c6WH5Q2y8Tj+OJm8qdPsblBLTfRlatT9SpoawMWbyqHjD21iwDW/GmImm2XfRuftQGtTFwGsE7SwcmIPYNq7FLunSgaQWEt+B0HTIPAleI1J1ABJZq+8Qv+eGQkmuHkpWW8PrQtN1iBa60vVed0z0lhLrbbXsM/6b48pNZWnIf0rpanMCEvuBzobQCi7f158TMEAEan7inkv+EzTjusfV/hwvsTsA6rdC5mmXThPdrPLAF/DnfruQUxxAaiGytvv5ljxXjdT9GknsVfG1jDHz16g2vBljzKSVeYzgFIcsJPZDYhu7XNrIOqDtaObJ/hXfgbQTeq5wVSqm3I6EppceIw2UbfCQewu6/4zUHg/NN6JtP4PcK6O5swF6789n3FZuKxHZBGqOh9ZDA+aRKmxwy+D+9AyuCywu+Kz/A158WwC09jiXZiI1Lle490ivEeK7ztMUpfanaMsBBP6b0DSElqRsXWKpnadrGmMWLCOq82uMMWNJcx+gPTegqQdHXfO3LIkTvMksjHhVSHRjJLEnEl4awisxdKpABrQD7bqw5BnVPHScSvngMwXdF+Nn3nT5pOGlXQAXWnrEtzRxKlkfmQ61v4Ypj+E1/xMvtgFUHxlwnNK/Gj048A1B/OvItGf7Al8odM3zaosC39GS6DrQ8BdK/03EIbEHUnUwwZsDIxDbYszmYYyZf2zl1xgz4VQV7fgFJO8CPBAPiEHz1Uh4xbG9WGwX4OyAJwTiuxU/InG05mTo/D/K15jNQfqxokc0Pwdt+1Ehh3goCi3fQCVa2DgXxgV+B0DqZobukjY/eLhAcIj85PAUvOpv9X2p6kPyZoYtq1YkD+n7gDMobjE9Mur3oMk7IfcahFdEEnuX1GwG8OLboc13oJ1nQuZ58GpdqbTqIxEJoXW/gY5fFfKKFSQ+srxiY8wCzYJfY8zES90FyX/Tl1urAN2u6cSUB8Z2pS/UjNafC+0nujq24PJ7688K3LzkVX8HDS+Ldv0Vss8SGMANCKhU1VVkyH9U4YzyAypG5NxH6nqGL4EWd1UqMo/jfnXnCcxNxitUnpjN6PN+lWErP+TeQdNPILEt3dfZV1yt4hHXO1Y359CS8zBP0PxMdO43XVtoeoC4W6FvvgEJr1ByvERWQpr+HjiWV/V1NL6jqzksCYisbzWAjVmIWPBrjJlw2nMdweWmPkfn7IHGt0GqDkFCU0d3nfxstOfvkP6vK4UVXQcJLwvRLV2FhjIktgVE1nbBePZligPABFJ9aP+X2efB/5LR18Yd7vwE0niBK6eWeR7tOq9Q9itA862QvMWtwGp3oQTbvKwqF1bkA4PsXlm043eurjAUNvLNw4sXBbwpIz+v9/TO/ytsoOv9PqZA02j7KUjzdSMeT7xqiG09z/Mxxiy4LOfXGDPxgjaUAZCH/LvQfaULggc0exjxJfIz0Dl7QPdVrnRV5j/QdTGq+SEDX9UUfttJ6KzNCrVec7hV2RAgEFkfjQ1Il8h/Ps9zLC8+4PPeQLLDpVYgSGKPwgpnkAhCBq/mCKTuVKCaUaVThKYzbIOM/Af0VQ6KrFdoxTwSCag+GJHYvMzQST9M6QsIhexL45dPboyZlCz4NcZMvMSeFAd4g2ULG8v+PM+X0K6LC6uQvYGYAino+DWq5YNBbf8lpO7DpQwkC+fl6avikHsRWg/pHyO8hmvVPKYGbprrTR/IQ/pRdO5+LpiLrBl8qsTBm4KffgFtPRL8wW2IR/CGX3RLSHwNvK8Mc2AD2v03/FlbobO2KlS9CPrzIriNY3tCaJnCQ/VQcwxSc/yw01HNu5ziQOXuy2OeVqKNMQstS3swxkw4qToATd1V6PTVU+aoPKSfKHpEtdCAQnMQ3WDoDUjpxwle8cy6dIHw8iXPqN8xIPAtQ5Ouc1r6IYjvDOFlXCCXf7v8OQh4SxTSI0YTKOdBO9y1q4+AzDOD5pqA2pPcpq32kyibrxteFXLvDD+XzKOQeYShUzIEwktC11/oC9qLfqYCoVUh1Ayh6UjVgUhkDXeY5ivKpdXcp2jHaZB5CvDQ2A5I/emIN6ClcWJv6LmWkp9deHVEKmjtbIxZZFjwa4yZcCJxaLoe0g+iqYfcBrigAGtAcKOZF9HWoykK6OrPRQaUxioSagL/s9LHNQdeQ/A5fqvb4T/c2+Ta41re+m3Q8XvcBqtyBCJbQagRUrcPPW4ltAft/Bvk33Rj4wEKoeWR2hOR+A5ofg745dIx8pD7kMqC8ErSJUKQe5fyecEK+Q+Q5quQwvdd/S7XwS51p3tBE9sSqTsVCdjspn43OnffQiUN332kH0Tnvg1T7kHErTBLzfFo+kmXNlN0C+/g99yCV7VPBfdijFkUWNqDMWa+EAkj8V3wGv4A0a0pzStNINWHA4VgqfUI0FbQrr4PbTuubF6wVB+Ba1c8UASimxavGA4UWpzKfi2Gwe+BjjMZOvAFF/x9WlhRHgsC+f/hAsF84b/qviex7dwh2VcpXz1CGXoD2wiFlodhS4B5kHnBXV0VbTkEkrcVVogzkH4EnbMP6nf1H5P+L37H2WjbSYXjBgbrOfBnFXViE68KpDrg2inoOoeRdjNVTaP+cD9bY8xkZMGvMWa+k4Y/QHQDIAZS4/5bfRjEXTtb0g8RvFLpo8ng1VSJ7wI1RxaPGVkfafgjUAiwMi/gd5yF3/lHNPeeS6OIlllJLhIubHQrVwt48DQ/ZGw6r3mUXbHVjkJlClCpLn/cmPIgtOwQGxh7ZV0tXXBpK/l3KU5P8IEkmvyXy+tt+wHa+j3ouRwyDxH4vdNsYQV7gMGrvn3Dt7sXBxVQvwW/9Wh05nrorA3w5+yDZt+p6FxjzORgaQ/GmPlOvDqk6R9o7hPwZ0J4FcSr6z/Ab3fpCiUy4LeVHder+QFadbDLb/WmImG3ccs12TgVknfiAisP7b4Srf4+pO8vM1oct9KacyudFdf1HUtDBLTq9wd4XZcz8jq7leoNwMV9ZB4sXGuophYeRDZwn+beCz5Mk64qR+q+Qr72MKknEi505Bt4mcUh/17AsTGQqqHHwzXo0LnfgfzH9KV85F5HW74FUx8o/46BMWZSsZVfY8yIqCqavAt/7n74s3fF7zzPbRQbAxJeGoluVBz4AkQ3I/DXlVT1N1coN6ZXg0TX7wt8AVebN3knxdUcUtB9IcGRmeeaHaDuQzsqXkmsjEBoJaj+AUNXwRiK78qw5edC9rHhD59XMgXXha33+1ZIuxhK9Y8g/yGaeQUNfQUCm5gkILwqmrqd4dMyoq4tdHTT4qnVHktpqksCqg+vrElF5rnCpsSBL7QUNIv23Dr8+caYScGCX2PMiGjnma4cWPZlyL8P3Zehc/dG/e5xu6ZEVnIlt2RgYJOAyEauecUIafIegtMQhPJpBV0UB0VjmVYQQZquQCTMPOfjVv8YUve6xhzjmfKgsyhbxiyyBS547w1uoxBaE1K3uZze1kOg9RiQJopzvD2QGJLYm2FrChOHxN5I0zUlnQAlvgvU/bJ/fKmGmiOQ6mMqu7f8JxCYG5xy/9aNMQsFS3swxlRM8zOg53qKA7QM5GejyVuR6oPG7dpS9xuIfRXtuQnIukApvtu8tUKWKMFv04cIrnDglXm8UiG3MSy0lFtdJIkLUD0gArUnIqHpqNeM66g2kvzgENT8zFVOyL3JsO2IR633ezeYQHQ9pO5ktOdG1+I4uj10/cGlsuD3f7v9DETWKWzMy0F0M6TudLfin9gHTT9EcHm1KDL1YSRUvhOcV7Ufmvime7EiVYUXFBWKrFomeyMB4XUqH8cYs0CzlV9jTOWyr0JgzdQUZJ4IeHzsiAgS3wGv6RK8piuQxJ6VvZUdNFZiL1wQN1iO0sgnDLFtB606j+hqEN8Lab4BqT8N4tvgAtyEy4NtvhGv+mDU70ST/6bywNeD6FeRaS+4nObcq4x/4BuHxAEEryx7EN8BiayOV386XsOfkPA0lyJScnzWvXMg9dB0I17T35FwoelFbBuI7REwfhQSew0Z+PYS8Vwe+UgCX0AiaxWC3IGd5sLg1SGJPUc0ljFmwWXBrzGmct5UggOfkGviMElIZHWo+SEuyIkDVYXPhdIVR4GaHxWOG+pXpod7M60QOEkdJI5Epj2H13A2kEXn7A2pf+PKo/W4FxMdZ+O3n4rO3gGyz4zgJqZBeGl07jchdVPl541IxH1IDS74/BpS9zOoPxN3nwODS4GWA9FCSTMA/BbKd1fLgc6G1kNR7a+aISJ4jX+AhotcJQnCLo2h5hik7oyxvb0A0vQ3qD4EvGaQWojvgTTfgnhBZdSMMZORjLT24WhsuOGG+vzzz0/Y9YwxY0tV0Tk7u7q1RUFiHJlyKxJecX5NbZ5o/ktIPwoSdTVmu851VQeKhKH6aCSxp+ualn2NwA1eUg21v0BCS0NkZcRrLHra77oYui5iTGrshjeD/FuFPOSxWO2NFcYZ9MJGqqH+PCQ0DUJLIF5931N+6gloO6r0+lKLTHsKkRian+mC+qHuWaqRut/YyqoxZsyJyAuquuHgxy3n1xhTMRGBpn+grT9wb7VLGIgg9b+fdIEvgIQWh6oD3Bc915RphJAH0kh4WaT5ZvzsGzD3AIrTE8QFcYm9gRBknsbPvuW6kuU/c6vAubcZs+YSued6P5nHAaSQxiFudbPudGg7ntJ7qkdiWyHiFeoiP4+mH3Mrwbl3Cc7LVUg/CfHtAB/CK7h20OUqQmg3mnoQ4ntA+n60+3Lw50J0K6TmaCQ0fR7v0Rhjglnwa4wZEQkthky5Bc1/Dn4XhFec59zbBUr0q8BZAU/EkdiOfV95kdXRxgvRtpOBDGgeQksijReDptCWAwvNF1L0B3we7u3/EMEB40iNZvNdFGLbQ3RDJLy863gnIfy6M6DzNPrq+HpTkcbLCoGv71a90w+BpnDpEDmCU2DUtWDOfYzO/UahO9sw7zCmH0ZbDofsC/Q1DkneiKbugSl3IaGpo7hfY4wpZsGvMWaeSGjJ8h10JyEJL4XWHANdF+MaLChug9fXkWjxTn+JbQ3TnnKruZJwuan5j9H20worooNTESai21qQOO4+fNycBMhB+j+Qvhf1FoPqo6BqH7yqr6GJnV1ah9RAeNX+Shrp/0D64QEpIUM0oNAsxDZH208H7aaye09DdvCGyZxrYd3zd6T2JyO5aWOMGZIFv8YYU+DVHI3Gvoom7wDNIYld+juTDSISgsjqaPZNdM6OkJ/F8JUa4uA1gj8bl1ZQU6iGMBarwYGzhOZbIHUX9Nzg0jDw++fpfwmdv0OTN0Pz9YjEIbpRySju+9FT5hq9Hd88IOrKtnlNaOZpRh/0ZyH9FNSOchhjjBnAgl9jjBlAIqu7ahAVUL8bbTmoEMBWMngIqT8DIuu5WsN+B9p6GOQ+xq2mDg4WY4WPgeNX4apFDHetBNQcixdZCfX2R7uvCBgfIOsaOKTugsQ3ys57iAuBtzSElnRNIjovwE/9x7UT1rbh5zn0TUBo8lQRMcZMDhb8GmPMvErfBzqS/NtwIce2UGM4NBWa73AbwvIzUT8FyRvAnwOxzSG+C6JpNPsxdP+fyy8eKvCVKeBVu3zd6iOQ+Hbucb/LBbDlUm81iaYeRBLfcJv+ss8VNrY1QLyw+p16kOCV7Tz4n4E/YOU7+1TvhBg23xeAxIAV8YEpIzGk+ogKzjfGmMpZ8GuMmXTU73RVFEJLuq5g80t+NpVVcEgAYWi4tD/wLRARiKwOkdVdRdyqXVFNoW3HQ8vBKBGgq7L5aCvke8Cfg7b9CI2sg9SdAuGVGbptsAdeM76fhdaDC53XMkAIuv6P/lJo5QxIpSieUJnjY+A1uIBZaqD6e5DYH9pPgswzhSoiYag9FYmuP/x9G2PMCFjwa4yZMJp+Bk3eAJpE4ru7lc0RdOFS9dHO30HPjS5A0iya2Aep+9X8qTgRXR8kFpAPG3WdysLrQvZ5yDwFdEPHCfg1v8RL7DDksNpxpisXRpqRlUcrrAz3xpzZ59GWbyPNt0Pd76D9xDLjRSC+M8zexjWeKBqPEc6hAuIhU+/H/QkK92+sa7oczc916RKhpZFCN0FNP4V2Xwr5GW7lvOYoJLTY2M7JGLPIsA5vxpgJ4Xf9GW090uWWph9C23+Jth6BauWbvbT7b9BzE5AuVBLIQPImtPOCcZv3kCIbQmRdXFWFXnGIrI00XADaApn/4lZFfch/Du0/RtNPlx1SNQ/J2xizgFN70K4LIf+xm29oRVxr54EvOtLQ+r1Bge9Qev90CG5VeCQvPEKQOBiRBCKR/sC3d8RQMxJeoS/w9XtuRFuPhsyTLjc5eQM6Z0/XoMQYY+aBdXgzxow7zc9AZ+9IYEAn9VB9FFJ9GCJDvx73Z27i3tov4cG0V5H8u64cV2TtkvSC8aKaRXuuheTNgEL8G0j1gYCPztyYwHSAyIZ4zdeWGS+NzlyHyislVJJX6+HSHtKFz3vrDo+2O5xAaBmXa5wbye/2BEx9GC/UPORRqhl01qaFTnYDhSHxTbz634x4xsaYRYd1eDPGzD+Zp8tvuNJ26LoA9b9E6k4dehxtL/OED7O3QvuCO0XrzsZL7DS6eVdAJIJUHwzVBxc9rvnPQST4nvMfDzFeDA0t4XKaywoDMVfRQVsYPvj16X/h4TN2dYcV8h8Bn+Dymge3hi4n6Vaap9w69GH5Twiea66QSmKMMSNnaQ/GmPEnNQz96yYFPTeiftvQ43iLl39OW13urXa5lIj2k9DcRyOf61jxpuJWVwOEVxnm5OHWJXJAN+gc5l8DjYF8IA/hjSh7z4Pl/udeIAxFGstX0/CmjWSCxhjTx4JfY8z4i23FsL9uJFqodzuEqu+M4KI5NHnTCI4fnvqdaH4OlaSLiUSh+vu4FdGB4kjNcUOfnP9knuc4dnqD2Er/TGRczrDEhz8UgBBkXhl6BqFmiG6Oy1EeKIFUf6/C6xhjTDELfo0x404khjRe7lbyym2O0oxrlDDUONUHuxzhiuQKpchGT/Nz8VsOQ2dtis7eBp2zE5p5YdjzpPooqP0FeEsAMYisgzRdUdIuufTESu9xHES3o7gs2ghWlqW2sCJbyepvBELThx+y4Y8Q3RSX5lHtUj1qf4zEtx3yPM29h996NP7MTfDn7I4m76zoFowxCz/L+TXGTAiJrgPTnkB7boXOM3B1ZHvFIb4DEpoy9BgSgaar0dbvFbqqeYXGD1lcKsBAVUjsq6Oet6qird+F3If918h/jLYeDlP+jQzRgUxEkOr9oXr/wlhZSD+M33E2Ev4KxPcIrlNcfTh0/YXKc2jHUGQVyDxBZc0piknVtyG6AdpycH/XO03jSqYNHM9zgW9kfVQzQB6RwSvkhTG9GqTpMjQ/yzX/CC/v2jAPorlP0O6/Q+5/4C0F6Ydwmw0Vcq1o+ylo/ku8miNHfF/GmIWLVXswxkw4TT+Ndpxe2CwVhar9kNqfVFyhQdWH3OugKYisg3aeA8kbXaUHwJUbWxlpuq6vZNaQ4+U+QLsugezrEF4Bqfl+X4tjzbyEth4aUMs3AtWH4dWeWNmc/S507n6Q/wLXpS0BEkaarkUixTnArp7xOdDzT9zKa9ZdT6KgYVxQN7ByRoTRV27wXIqB5iBbvhRbeRFk+muIeO7nk30B/BbXHS73Jtr+E/B73P1EVoW6M6H7L5B6wD0WXhmp/x0SWXPEV9bsG2jLt927B+QoWwFDEsi0ZwKDZ2PMwseqPRhjFhgS2xSZei+qaSAybImzkvPFg8ja/Q/U/gKim6A917kgNb4HUvXNygLfvsCpsEKZfx9NPwKNf0Nim7ravBr0Nn62sBo8PM29h849BHTWgEeToKDtJyFT3FvymnnB3YPfjsR3Rac+jugcVCNI/m3wGtHw+tBzEXRfVojvFKoOgsyrkHumovk4tSB5FzBKDKQOqT+z8CLgeUpX0ocRWa/v5yjiQXSj/udCW8HUJ92LHalCQovhz9kXcm/QF7Tn3kRbDoQp9464gYV2nDHoxUm5RR0Pcp9CZKURjW+MWbhY8GuMmW9EYiM6XjUNqX+j6SchtASS2A8JL+UaJcR3QOJDd04LHLPjzEGBk2vVqx2nI1PvhcgaBAeCieIAr9z4fgs694D+NIDBch+g+blo6l/QeQG9b9Vr9llIXg9NV+NJFCLLAIVs2pofodVHQn4WhKYiEsdP3gHtz9PflW04WYjvg4SXhNDSENvWvVioPhhN3lrmnoeQ+x+qmbKr9yIehJcHQLP/g/w7lKxWaw7tuRap/fHIrp19ubLjNAehqSMb2xiz0LENb8aYSUH9LnTO3mjHryF1B3Rfjs7Z3QXCo5EtU3Eg/xGqaSS8HEQ3oXgTWBi8OiSxz/Dz7rm58Hb8EMdoJ3Seh8vxLaxaahKyb0Pq34HniMSQ8Ff638LPvk7lgS9AClK3Q2R9JL5T3yq5hJdFmi6D0LK4ew4XyrZF3YazspvZBLJvVnbp/CcEb3zMQO69EdxD76WrKjgoBvGdEa9h5OMbYxYqFvwaYyYF7f475D8dsEqbBZJo+0kux3ReeeUqK0RRBb/1GNekA3CBXxjieyLNtyFezfDj594lsMtb73iR1QuBa9A9JNHUfcNfAyC0BMVtlnvFKPurXrvQlkPwe4pLwkl0I2TKfci0J5HpL+BNexKZ+h+k6VqIlFnt1jx4tf1fqqKZV9Cea9DUf9CB9XrDq4AG5SjHITJMJYwgiQMofnEC7o3NOO7+Y5DYC6n/3cjHNsYsdCz4NcZMDql7CGyPrEnIvT/v41YdSlAtXqq+BT2XQvoJXGWKLG5VVkC7h61M0SeylivPFageas+BrosJ3rAmUOFKpST2cl30Bp8vNeA1DXFmCjp/h2pxgC4iiNfQV4VBQlORyGpI9SGUfr88CH8FKaQ1+PkWdM4OaMt+aMdv0LZj0dnbo/kv3Vjh5SG2JcXBuuc2pFXtX9H99nKbHz+k5MVDaAWY9iwy9WFk+nN49b8bcZqNMWbhZMGvMWZyKBdAan4EjRUChq0+FKr2xdWRrQGi7u3x2hOh53pKV22zkP5PYbNeJdP+RuFt+YG/bqXwdSe0frNQ9SJICKn6VmXX8ZqQpn9AaBn6VjtDq0J0Y/DL5Bv38SD7RkXXIbZ9odlICLfaGoXQkkjjJQCoJmHOLm6VHi18pMGfgbad1D/fhvOh+gjwprh0itjOyJRbR56WkHkCsk9RkvKR/xDRDhe0W3UHY8wAtuHNGDMpSNV30M5fDyhnBm7FcVlXM3dexxUPqTsFrfkR5D+G0FJIYaV08GpoP3Vv21ewkiheDTTfinb8HjKPghZaAfduKNP28ieHV0MGVrUY7lqRtWDK/eB/AYQh9z7adjTFNZUDaH6I9I9B/C8h9S9c17UkEAM/RW8Or/bcXuaeFLIvoX474tUjEkVqj4XaYyu8uzJTT90fUIYOkLALjBPfGNX4xpiFj638GmMmh8TXIb4rboW2yq0WetOQhr+MyfDi1SORtfsCXwBiXyVwY1Z4hcryfXvHDi2O13gBMu1FkAiVVVKIQXy3iq/Rdy0RJLQkEpqOpu4e9GIhSAjCyyDhFSoaX9tPc/V7+xpwpEFb0I5CPm3mMcqXGlNGtimvAiWr6n1PVLgRzhizqLGVX2PMpCDiIfVnodVHQ/ZF10Y3uilSkuc6htesPRnNPAV+Ny79IeoaU9SfOW8Dao9rzDH8lUFiSNU+aH6GCzbLdDYbWoiyDR+Igwh4SyGNf6toNFUtdH8bvDkv71JB/HZXfq2sKgb/2VFV0FZX/3eY+1O/y1WD8KYg4aUAl1aigekpFF68GGNMMQt+jTGTioSXgfAyE3Ot0GIw5V5Xriz7IoRXRKq+NeImDP0DVoPUgbYEPNcI2g3kXJ5uzclo2wmQea6wWqxozUl41QdWfrnE19Dk7ZS2SY5Dw59ca+bwqogImp+BdvwG0o8Anst7rjsF8RoHnesRvHqbQ2dtydCd5pLo3G/ClDsQiaPpJ9D2U8CfDQga3xmp+w3iVZec6XddCl1/dukMmkUjayONf0Eiq6K1P4HOswrfp8K9N/y1bMtkY8yizdobG2PMOFPNFzZmvYHmPnd1iotWKuNI46Uu6EUR8fBbDoXMsxQHkwmk8UIktpUbN/cJ2vNPV04tsh5S9Z2SKhR+xznQcxVu9Tfkxm84D4lvN2B+KXT2DuDPpT+wDbvmF3W/he6/Qv5DCK/uVq8z/2XETTB6SRVS+yuIrO7aPRd9H6IQ3QSv6fLi71/qIbT9x4NSOCIQ3Riv6e/uGL8F0k+5POzYVrbJzRhj7Y2NMWZeaeo/aPdFkP8CIusgNccjkZUrO9fvcu2T85+64E0SboVSpoLOgdCKSO3JSGyTwhmC5me6Fd+SVdQk2n0ZEtvK1dBtPbhQLzcLmeddINx8KxJeuu8Mr+4ktGofSD/qqmLEdyrOawZXRk67KF7RzbnWzq2H0LdhLv8ZEANvOmhb4do5gmsUl/uG9KCZpyHzFKUb8TKQeRbNf46Eluw/pfvygNzlwj3nZyGhae6eEntUPg9jzCLLgl9jjBmC33MTdJxB3wpl+iGXB9x0AxJZZdjztesCyH1AX6Cn3bgqFavgNT9U5qJzXYAc1BkuP9MN03HKoCoHGdceuPNspLF4E6CEl4PwcuXnmH0nuGJCSV1lBVLgLY7U/sa1Zu48mxEFv0Qh9JVCekXAeRJ1LzIGBL/4c4KHkjD4bRCaNoLrG2MWdVbtwRhjylDNQef/UfzWvIIm0a7zKhskdSelK5w+ZF9G/e7gc8pWXghDbAvU7ynTBtgvrKiOjERWHlllhNyL4DUj1QePvKKChJGqfSG6AaVd2QDtRgenLES3InitxpW6M8aYkbDg1xhjyvHnQGAzC4Xsy5WNMeS+iuDnRGJQcxLFndSk8BFHtYvAEmyAq787QvFdCw0+Bo4ZLlwviI/OPQDNvAKJ/XBNNQYT8JZ1ecJEgTh4SyKNlyGhxZDqwwrNSQZfQ2HugWj66f6Rao5yGwWLguU41P4SkXm4X2PMIs2CX2OMKcerp2zNWq/Cig+J3Sld4fRc7vAQtYK96u8gjRdBZD13PB6QhZ5/wJzdILJamTOzruXvCIjEkeabIbYdLuiNuoA4cSDBgS1ACu08C6k9HmKbu3OKgmcP/BlQ9V1k6n+QKf92rYajGxbKm3VB3e/AW2rQuAok0faf0rshW0LTkCl3QfXBEF4NYtshTZfjVVkDC2PMyFnOrzFmoaeahfTDaPYNJLQ0xHdFvOHfrhdJoIm9IfkvilMfEkjNMRVdW2pOQDPPuM1i2lNIE4gj9WcPf25sC7T7ElxA2BvQpl0ucO6TMmf5kH0NoutUNL++a4UWK8kVVs25dsWpm4NPyv7PdWprvAS/50bo+A39m+by7qPjNJj2JBKa6sbMfYa2HuW+HxIq5EAH3UaL6yYXWqIwvylI7U+gdkS3ZYwxJSz4NcYs1NTvcCW1/Bmu0gBVLo+3+QakgnxRqTsFxYfk7SAeEIaaHyPxHSu6vmtv/C9IPwa5NyC0FMR36SvFpemn0I7fQv59kAaoPgKpPhwRr9BU4llKV58LjSECeWU2r42cSBjqf4um/x08Zqi5//PMCwS2UZYwZJ6E+K6oKtp6SKFqhF++ERwA6ipjGGPMGLPg1xizUNPO81yZsb6yYT1uw1r7z5Dm64c9XySK1P8Wrf05+K0Qmo5IwEatIccIQ3w7YLuixzXzEtr6ffpWlbUVui5EtROp/bFrPkGM0iYV4H59RwKey0N03RHNr28+2Xcg/RAQcgF6eGkXhCcOKtQKLl79pur7A24yQnA3OaHvT032lULlhuHSMsIQXT+gwYYxxoye5fwaYxZuqbsprZerkH3VtcutkHjVSHipEQe+Q9GuCyhty5uE7ivR3jbIsW3LzQgiK+FaBoPLt41D7RllO5upKpp5Fr/j9/id56O5j/qe8zvPQ+d+E+26AO06D52zO373Ne5KtcdDVWFjm1S5Fdmao5Cq/fpnk9jbXb+ED7EtC5+2UP7Pjuc23UkVhJdF6v/o5px5Bb/9NPy2n7p6yyPMZzbGmMFs5dcYs3ATb4i31+fz6//cu8GPiwf5WRBeGkLTyxwTheiO4E2D3KcQWcOlS0RWCjxcVdH2kyD9IGgKCKHdl6N1pyGR1aH7CooD8Rx0noXGt3f5wHWnoDUnuJXb0GKuIkXRdDZAqw+F7stxq70eiCINF/YH49F1g2sXE4fq77m5e4tDZG1EBL/rEuj6Cy6dwkfT90F0a2g4H5FylSiMMWZoFvwaYxZu8b2g5xqK81E9iGxQ0aa3cRVeCTKzSh9X7W/coJ3B52oKui/AbSzzIP8RGl2vbPBL5jGX0tDXKS3nPjpOR6sOJDBfF4H0f6DqW+4rrxq86rK349Uejyb2gczjbnU4tgPi9e9QE68JrT4SegZ2bItBaHEXuA/4eWh+BnRdSFGjDe1xneoyT0Fsi7LzMMaYoVjagzFmoSY1x7ogU6qAMEg1eFOQhuGrLUzI3EpSBRJQfXDfhjiJbVumkUQel87h4wLZNHT8FvVbAq+lyTKb1iRcyIkut5Ia/Liqj6YewG/9IX7rcWj60UJpMgHNu+A8oEayV3ssUn8eRLeE8FpQ8yOk+ZbSFyLpJwsbDAdLoqn7y8zVGGOGZyu/xpiFmnjV0HyLWy3MveWqLcS2WyCaI0h0PWi8BO38nevYNqDaQ5/YdhBeG7IvErw6O3DAkGsbnAiof1t2QxoQ3chVo+grU9ZLIbZ9yeH9KRQP9wXUmn4EwqtA7s3eCwJnovVn4iX2LJ5KfFskXi6Xue8ggtdnQjBEfWRjjBmOBb/GmIWeiOc2XfVuvJpPNPsq2nMbkELiu0B0ayS2GRK7q+w5IiG08VKYvUWZfNmBFxhQWWHwOIlvoMk7KN1gp0jVfm6DXdeFuOC4sNpbd3pffd4i2Rch9RDFlSaSkHu59Nj2X6CxLRCvaei5DxbbhuBk7QgS//rIxjLGmAEs+DXGmAngd/2tEFwWNm+l7oHoV6HhvGE3b4k/Ex0u8AUgVwgai2nuM7TzD/Tnz7o2yQhIw18QSSA1R6HxXQeUOtsJCQV3sdP045QG0eUm70HqwUK1iMqJVw0Nf0Xbjh54I1D7i/J5zcYYUwELfo0xZpy5zVt/pnTz1iOVbd6SasrXxi0EsvhQfw7i1RU96/td0LI/+HPpX0ktrO4234uE+wNcCS8N4UOHvR/xalEiDJuGAW7zXkk6RWUktilM+y+kH3f5w7Etxr32r2bfRJP/Ak0h8Z0huplVljBmIWPBrzHGVEhVIf0g2nMjaAZJ7AWJvYav/Zt+okzJNbd5S4YJfiXUjEbWKeT9DgwkY66iQmwTt1I7ILVA87PR9p+57mqBgbMimcchvO/Qcw8S3x06z6/wYB2iVvHwROJQYTe90fK7/w6df6J/df5fENvBvaiwANiYhYYFv8YYUyHt+DWkbusr06XZlyF1BzT+3eUVlzMGm7ek4Ty09WDIf+HG0iwkvobU/abk2qp5tOVbkP+c8ivGSTT/SdkaD0Xj+R2gXeAthoiHhBZD68+FjpOL7yu6pVvNJlN4PAS1PymbPrEg0fws6DyXotVsTbq6yJn/Qmzz+TY3Y8zYsuDXGGMqoLkPIXkLRakLJF3L3sxjgbm2fWLbMtrNWxKaCs13Q/ZV8GdAZC0ktETwwZknC2kOQ6QbSDUSWXPIa6rfgbb/xK1c47lAve63SHw7vMSOaPy/kHkGCEF0E0SiaPaNQimyCJLYDQkvV9H9zXeZJ1zZt8G51ZpEU/chFvwas9Cw4NcYYyqReZrAmrfag6YeRYYIft3mrYsLm7ekEAfnoPanJZu3NPch5N6H8PJIePnicUQgug6wztBzzX3sNoeVFXGd1ALKmBXNpfUYyL5EX3toP4W2HQ/N1yOR1V3ntkH3LZHVXce4SSdGcE1jzzXsMMYsNCz4NcaYSki9q6NbsoAbAa95+NNjmw3YvJWB2ObFObqaRlt/4FZSJQKaQ6MbIY1/6Wt4UbHIamXmCkgNJPZBao5FpPyfAM197Fa1ewPfPhm0+wqk4ZyRzWlBF/sqwSkiUSTxtYmejTFmHFmHN2OMqUR8OyAU8EQIqdq7oiFEEkh8JySxR0ndW+08p5BCkHb5taQg82yhRNkIRTaA8MrAwI14YQgtiUx7Cq/ul0VthwPlv4TARiA+5D8e+ZwWcOLVIA1/cd30pLrQVS8KtT9GIqvN7+kZY8aQrfwaY0wFROLQdAXa+v3ChjfXLU3qz0FCS47+AsmbKc4nxn2dvAXqTh3ZWLn3IPcZRUu/4VWQpssrX0WOrFKmqUYUopuObD6ThMS2hKlPQPpRIA3RrYKbfBhjJjULfo0xpkISWRumPu42nZGFyLpj1yZZyzSN0BR+7hMXHPszkeiWEN+57HVVfbT1cNA5xU/kP4DsOxCrLHAVrxGtOhB6rqW/k1vIbZSrOriye5qExKuBxO7zexrGmHFkwa8xxoyASAii6439wNENIfMsJYm6oRVhzh64yg1ZNHkfdF/mNp0FbcTKvgLaWfq4JtGea13jiApJ7U8gshLafQX47RDb0uUKh6ZUdL6mn0K7rwJtdfWIq77tgktjjJmPLPg1xpgFgNSdhs7dr5BqkAGiQAT8LyluJdwDuQ/R7muQmiNKB9JugqsWANoxsjmJQOIbSOIbIzoPwO+6HLouoG/VOPsmmrwZmm9z1S+MMWY+sQ1vxhizAJDwisiUe6D6UNcsovpQaDif4AoEKUjdFTxQZN0yZc4SSHy3sZvwENTvgK7z6E+XAEhDfgaavGlC5mCMMeVY8GuMMQsICU3Hqz0Rr+kKvNoTkfCSoGU6tJXZuCZeDdT9EhjQVU4SEFkJEl8vOlZz7+G3/gB/5qb4c/ZAk2UC6pHKvubKtZVIQeqhsbmGMcbMI0t7MMaYBVVoeQgtBvmPKM4FTiBV3yl7mle1PxpZE+25Hvy5SHxHiO9etElOcx+ic/cF7XFj51rQ9l+i+S/wao4c3by9BtCg7nICVj3BGDOfWfBrjDELKBGBxovRloP6g1TNQ2JPiO8x9LmRNZD6M8o+r10XFkq2DQyqk9D9F7T6uyNvrDFQeHUILV4I2geuXMeQqoPmfVxjjBkDFvwaY8wCTMLLw9RHIfMk5OdCdH0kvOzoB86+THA+sQe5T12axDwSEWi6HG35HuQ/d93myEPtL5DxqJRhjDEjYMGvMcYs4ETChfa7Yyi0FOQ/LX1cs2OSmiChJWHK3ZB7F7QdImsGl2YzxpgJZhvejDFmESTVx+A2xQ0Ucw00vIaxuYYIElkZiW4EfjeaecVVgjDGmPnIgl9jjFkESWwTqD8TvGYg5j4SeyL1Z47pdVTT+K3HobO3RVsPRWdtgd9xFqo6/MnGGDMOLO3BGGMWUV5iDzS+G/izwasbl7QE7fgdpB8G0qBp92DPdWhoSaTaNr8ZYyaerfwaY8wiTMRDQtNHHfiq+mjPrfhz98efsw9+9z/w/W5I3gakBx2dhJ4rRnU9Y4yZV8Ou/IrIFcAewCxVXbPw2OnA94DZhcN+oar/Hq9JGmOMWbBp+4mQepi+rm6d70LyLiCo3i/gt03QzIwxplglK79XArsEPP4nVV238GGBrzHGLKI0+0ahc9vAdsYpyL3tGl6UEIhsMDGTM8aYQYYNflX1MaBlAuZijDFmMso8T3DN4CRE1sdVlZDCYyGQKqT2pxM2PWOMGWg0Ob8/FJFXReQKEWkcsxkZY4yZXLxmkEjAEzGIrIs0XwexnSG8MiS+gTTfjoyiiYYxxozGvAa/FwMrAOsCXwLnljtQRI4UkedF5PnZs2eXO8wYY8xkFd+ewC0k4iGJryGRNfAaL8Cbchde/e+Q8NITPkVjjOk1T6XOVHVm7+cicilw1xDH/g34G8CGG25ohR1NkVRPmkwyQzaTJdmVRjzI9GSIxCJkMzlqGqrJ5/LUTakFhapa6xBlzIJGJA5N/0BbjwFtAQQkgdSfh4xBtzhjjBlL8xT8isjiqvpl4cu9gdfHbkpmYdDR0sncL1r5+I3P+Oj1T/ji/Rl8/t4M2ma209nWTTaVIZfJuzTA3pdEvZ+X+y8gnuCFPGKJKNV1VTQu3sBSKy3O4stPZ7m1l2GFtZemYVoDNQ3VE37PxizKJLIaTH3YtTMmB+FVEAnN72kZY0yJSkqdXQdsA0wRkc+A04BtRGRdXEjyEXDU+E3RLMh6OpN88cEM3nzqHV56+HXeffED5nzRQj6Tr6yDkwZ8Xu6/gPpK3s/Tk03S05Fk9mdzeee594vHFIjGIkxZspmVN1yB9XdYi9U3X4XFl5tGNB6dtxs1xgxLRCCy8vyehjHGDEkmssXkhhtuqM8///yEXc+MvRkfzeKlh17j2Xtf4vXH36R9TifqT45sFvGEpsUaWHf7tdh4l/XYcOd1qGuqnd/TMosAVXWBoTHGmAkjIi+o6oYlj1vwa4bSOrONZ+55icdveZrXHn2DVHe6shXdSaK2qYYNdlqHr+63ORvvuh7RWNCOdWNGTjWPdv8Vuq8EbYfwSkjtqUhs0/k9NWOMWSRY8Gsqoqp8/t6XPPDPx7jviodpmdE2aVZ2R0sElltrGXY+bFu2PWALGqc1zO8pmUnM7zgTem6guPFDHGm+GomsPb+mZYwxiwwLfs2QPnztY2674N88dvPTdLf3zO/pzH8Ciy07jW8ctzu7HLYtiRqrMmEqp34XOmszID3oGYHoNnhNl8yPaQXS3HuQ/i949RDbHvFss6gxZuFgwa8p0dnayR0X3cctf7qbrtbuiUtnGFC9IRINI54QiUfxPCEcdXswxRP8nI/v++QyOXLZHPlsnnzOdZESkQmd70rrLcc+P96TbfbbnFDYdrCboWnuPXTuvqDdpU96S+FNe3jiJzWIqqIdv4Lk7YCChAFBGq9AouvO59kZY8zoWfBrAMjn8jx603+5/qzb+PC1T8blGiKAJ1TXJlhs+ekss/pSLLXS4iy50hIss8ZSxBJRFltuGp7njXgTUD6fRxVmfDiLZGeST9/5gk/e+IxP3/6CT978jFkfzyHZnRq3VI1INMz2B27NQafty7SvTBmXa5jJT/1udNamBK78xrbDa7x4fkyriKYeQNtPBh30To80IdOetDJlxphJz4LfRVzrrHauP+s27rrkATLJzJiOHauKsvRqS7H21quz3vZrsczqSzF1qeb5tkKay+b48sNZfPjKR7z40Gu89vibfPHeDHK5fHFptVFaeYPl+cEFh7H6ZquM3aBmoeF3nA0911Ka83sdElljfk2rj99yJGQeKX1CqpHGy5DoBhM+J2OMGUsW/C6iPvrfp1z6k3/y3H0vj8lqqHhC/dQ6NtplXTbeZT3W2WYNGqc3jH6iE+DLD2by/AOv8PSdz/Pa42+S7EyNybhNizVwyBkHsPOh2+J589ox3CxsVH20+zLovqJQ7WEVpO6XSHSj+T01APyWQyDzVOkTUoM0XIzENpnwORljzFiy4HcR8+Yz73Lhjy7n3RfeZzQ/YhGIVcXYaNf1+Oq+m7He9mstNLVxZ34ym//e/hz3/+NR3n/5I/y8P6rxErVxDv71AXz9R7sQCtlbxmbBpsl/oe2nUbwyjQt+pz2NiDWEMcZMbhb8LiLefOZdzjvqEj549eNRjdM4vZ5tDtiCXQ7bjuXXWmaMZrfgymayPHvPS9x7xcM8d+/L5LP5eR4rXhPnqHO+y66Hb2dBsFlgqebQ1qMg+0Ih7zcKeEjD+Uh82/k9PWOMGTULfhdyH772MeccfjHvPP/+8AcHEahpqGbXI7bnG8ftzpQlmsZ2gpOI7/u88MCrXHfmLbz+5NvznC5S21TDyX//AZvusYF19zILJFUfMv9F04+D14gkvoaEFpvf0zLGmDFhwe9Cas7nczn3e3/l+XtfnqfzQ2GPzb62EQf8bG9W2WCFsZ3cQiCTzvDQ1Y9z1Wk3MPfL1nnaMLfUyotz6k0nLhIr6MYYY8yCwoLfhUw6meayn13D7RfeO+J6TY6bSgAAUWlJREFUt+JB0+JNfO+s77DNAVvYW/MV+viNT7no+Ct56eHXRr4aLLDt/lvwwwsPX2hypo0xxpgFmQW/C5EHr36M875/CemekZUsE4HVN1uFY84/lJVtlXeedbV384/Tb+DOi+8nlxlZbnA4GuK4i49i50O2sVQIY4wxZhxZ8LsQ+Oh/n3Lmt88bcXMK8YQtvr4xx5x/KFOXbB6n2S168rk8d1x0L5f9/NoR105efu1l+M3tP2X6MlPHaXbGGGPMos2C30ksk8pw9W9v5vqz/jWit9s9z2PHg7fmqHMPobahehxnuGjLpLPcfuE9/P2U68imcxWf54WEI//wXfY+djerD2yMMcaMMQt+J6kPX/+En+18Bi1ftlV+ksBOh2zLMX86mOo6C3onSiaV4cpf3cAtf7prRDWDl19nGc667xQapzWM3+SMMcaYRUy54NeWmxZQqsplP7+a76930ogC3033WJ+bZlzGyZcfY4HvBIvGoxz5fwdx69y/s8ke61d83gevfMy3l/4+T97+7DjOzhhjjDFgK78LpLkzWvnxlqfyxQczKz5nmTWW4pfXncByay49jjMzI/Hh659w6l5nMfOj2ZWdILDjd7/KyVf8wDbDGWOMMaNkK7+TxMPXPc6ByxxdceAbq4ry82uO5bLX/mSB7wJmuTWX5uoPLuKHFxyOF67gfzWFB656lINW+AEdLZ3jP0FjjDFmEWTB7wIinUxz9nf/zO+/cwG5Clvrbvftrbh17pVs962txnl2ZjS+9sNduHXO31lts5UrOn7mR7P51lJH8cZ/3x7nmRljjDGLHgt+FwAtM9s4bPXjefDqxyo6vm5KLRc+cyY/v/pYorHIOM/OjIXquiouePJ3/OzqYytaBc6kshy3xSnc+df7JmB2xhhjzKLDgt/57PUn3uTAZY9h1sdzhj1WPGG3723PzTMvZ5WNVpqA2Zmxtv23t+LmmZez9OpLVXT8BcdcxnnfvwTfr7x6hDHGGGPKs+B3Prrtz//mx189jWw6O+yxVXUJLvjv7zjhku/bZqhJrraxhstf/xMH/uqbUMGP8u6/PcjJ2/+abGb4fyfGGGOMGZoFv/NBPpfn3O9dzEXH/Z3hqm2ICJvsvj7XfXoJq9pq70Ll4NP354KnziSaGD515dVH3+CINX9MOjWyTnLGGGOMKWbB7wTLZXOcuM1p3Hv5w8Me64U8TrziGH5758+pqk1MwOzMRFttk5W44fNL+cqqSwx77BfvzeC7y/+AjrlWCcIYY4yZVxb8TqCutm4OXeU4/vfU8Lv4mxZr4JKXz2Hng7cZ/4mZ+aqmoZpLX/0j2x+09bDHtsxo47DVjmPOFy0TMDNjjDFm4WPB7wSZ8dEsDl/9eGZ8NGvYY9faejX++eFFLLvGVyZgZmZBEAqH+NlVP+LoPx0ybB5w+5xOjljjBFpntU3E1IwxxpiFinV4mwCzP5vD4WucQLIzNeRx4gn7nbQXR5x14ATNbGKoKt0dPbz/8oe89cx7fPr2F3z69hfM+XwuPR1J0j0Z8rk8qor6g/49ikv/CIU8IrEINY3VNE5vYOlVl2SZ1b/CShsuzwprL0P9lLr5c3Pj4IUHX+EXu56Jnx+6wkOiNsE/3/8z9VPqJ2hmxhhjzORRrsObBb/j7JO3PuPoDX5KJjn0RiXxhF9ccxzb7L/FBM1s/Hz0+ic8eftzvPTQa7z30od0d/TAeP8zE6huqGaZ1ZZk8702YstvbMLiy0/H8ybnmxsfvPoRP9j45+QyuSGPq2ms5sq3L1iogn9jjDFmLFjwOx98+NrH/GizX5LuSQ95XKwqxv89+CtW37SyDmALElXlzWfe4YGrHuGZf7/I7E8XoFxUgalLNbPN/pvz9R/uyrSlp87vGY3IrE9mc9jqx5PuGfqF05Slmrjs9T9RXVc1QTMzxhhjFnwW/E6wGR/N5LDVTyCbGro2a01DFX996RymLzN5ArN8Ls+D/3yMf/3lHt5/+aPSVIUFVCgSYq0tVmXfk/dio13WmxT1kltmtHLoqsfS0zF0yswya3yFS176A6FwaIJmZowxxizYLPidQJ+9+yVHrXvSsKkOU5Zq4oo3zyNRveCXMfN9n/9c/yTX//42Pvrfp/N7OqPmecI6263JYb/7NqtutOL8ns6Q2ma3c9hqx9PZ0jXkcetsswbnPHz6xEzKGGOMWcBZ8DtBZn82l6PWOYnO1qEDleXWWpo/PfYbquurJ2hm8+bjNz/lrz++ihceeHXSrPCOVKwqyt7H7s53T9+XSHT4hhPzQ+vMNg5f44RhA+A9j96ZY/9yxATNyhhjjFlwWfA7ATLpLN9e+ijaZw/dhGD5dZbhvCd+S6I6PkEzGxlV5b4rH+Hyn1/D/7d33+FRFe3fwL+zm14oIZTQS+i9g4AUlY4UaUoVkN4EQRAEAREQpPeOSBFpgvSi0pHeewk9JEAgveye9w/g/aFP5iSQnZNN9vu5rucCc89mbk4OD/eenbkn5PHz5E7HUOXqlET/uV2ROVem5E7lfwQ/eIrPC/ZFVLj+GvJ+c75Aw261DcqKiIjIPrH4VSwyPArdSn6FhzcDdcflK5kLs0/8aJddCGKiY/HrhI1YNW49YqP1uwy8CycXJ6T19Ua2/H7IUTAr/PJlQY6CfsiQ1QdpfdPAzcsNLq7OMDubIUwCllgLYiJjEBEaiZCgF3gWGIKH1wJx68IdPLjxCPevPURI0AtY4/Rbgr0L/9J5MPzXL5HN38/m3zspHtwMROci/XW7QAgBTNk/BkXfK2RgZkRERPaFxa9CVqsVQ+uPxcmdZ3XHFSiXD1P2jYaLm4tBmSVOXJwFCwb9jI0ztyfYWzax3L3cULCiP8rXKY1ytUsgd7Gcygr+mOhY3L3yAEc2H8fhTcdw82yAzYr3fCVzY8ymr5Exh69Nvp8tXDl+A30qDdVdhuLi5ozlN2fBJ0t6AzMjIiKyHyx+FZrSfR62zt+tOyZ7wayYfWw83L3sZ3ObJc6C1eM34OdRvyW56HX1cEH5OqXQoFttlKheGC6uyVvgR4ZHYf/aw9gyfzeuHLsOSxKfDlduVA5DfukDD2/7aCd2ZMtxfNtogu6YnIWzY/7ZSTCb2QGCiIgcD4tfRTbP24HpPRbqjsmQ1Qc/X59hV098D/7+D8a1mZZgD1k9PlnSoUHXD1Hviw+RMVsGG2ZnewGX7mH56N9wcONRxEVb3u2bCODzMZ/i06FN7aJN2topmzFv4M+6Yxr3qoveMzoblBEREZH9YPGrwMUjV/FlteGwWuTXMK1vGiy+PBVpfLwNzEzuwY2HGFJ3LB7e0F+bLOORxh2Ne9VF84GN7ObP9LYuHr6CBV//gvMHLr/T69P4euGnv0Yhd5GcNs7s7X3fajL+/u2w7piJe0aiVM1iBmVERERkH1j82lhgwMvTt/R6+Tq7OmH+mZ+QvUBWAzOLn8ViwfSeC7F1gf7yDJmiVQqi98zO8C+Zx8aZJZ/YmFj8+uPvWD1+wzs9Aa/zeS0MXNg9WZ8CW61WdC76Je5deSAd4+rugl8fLuAJcERE5FBY/NqQxWJBt1JfIeDCPekYs9mE6YfHokC55D9A4dLRq/i69hhEhuqfEvZfJrMJ9b/4AJ3HtYGXnfcjTqoDG45gSrf5eBGs36buv7x9vDDzn3HImjeLoswSFhL0HG1y9UCMzmmCxasVxuS/RxuYFRERUfKSFb/2128rBZjafb5u4QsAX//SN9kLX0ucBdN6LkDfysPeqvB1cjaj3cgW2Bq5Ev1md031hS8AVG1aCeseL8YP24YhrW+aRL8u9GkYOvj3weY5OxRmpy9dxrQYv2O47phz+y9h9y/7DMqIiIjIfrH4fUsHNh7F9kV7dce0HNwYNVtVMSij+D26/RhtcvfAH3N3Jvo1JrMJ7Ue1xB8RK9B+ZEuYnRyvS0D5OqWw9vEiDF8zAC5uiT/tbXqvhRhS/3tYLO+4mS6JilcrguYDGuqOmdhpFkKfvd2TbSIiotSGxe9beBoYgrGtp+iOKVmjKL4Y39agjOK3+5d9aO/fG08ePEv0az5o+z42h/2Cdt+2YGssANWbV8Yf4SvQtG/9RL/mxPYzaJWtK8JCwhVmJvfFj+2QLb/8UA5rnBUjm0w0MCMiIiL7w+I3keJi4/BVzZGIi5E/2Uvr641RGwYZmNW/Wa1WjG8/HRPaz9A9AOFNuYvlwIrbszHk5z5wcU38k05HIIRAz6mf49eHC5DVP3OiXvP88Qs0z9QJARfvKs7uf5lMJozfMRxC52/1uf2XcHTrSeOSIiIisjMsfhNp1fgNuKuzo97sZMJPf4+GZzKtjw1/EYEuxb7Enl/2J2q8k7MZI9YOxIKzk5EpZ0bF2aVsPpnTYdnVmegxtSOQiMYOljgruhQbgH+2n1Ke239lyZ0Jvad30R3zw6dTk215BhERUXJj8ZsI10/dwvJRvwE6D1P7zemKXIWzG5fUGx7cDETr7N1w97K8OH9T6Q+KYf3TpajWrJLizFKXZn0bYNXdecjgly5R44fV/wE7lv2pNql4NOpRG3mKy3sQR4RGYvHQlQZmREREZD9Y/CZA0zSMaj5JdxlB2Y9Kol7nDwzM6v+cP3AJnxfsi6iwhLs5mMwmjFz/FX7cNRLunm4GZJf6+Gb1wap78/Fhu/cTNX7S57OxcdY2xVn9mxACYzYN0R2zZtImBD94alBGRERE9oPFbwKWjfwVj249lsa9fbzw/Rb9QkOVv9ccwpfVR8BqsSY4Nqt/FqwNWoSqTSoakFnqJoTA18v6YNiqfokaP6vPYvw+a7virP4tc66MaDuiue6YyV3mGJQNERGR/WDxqyMw4DFW/bBed8wPW7+Bk5OTQRn9n81zd+L71lN0l2K81qhnHSy9Mh3e6bzUJ+ZAarSqioUXpsDJJeGf/8w+i7B9sX6LPFtrN6IFvNPL16Af234aN88GGJgRERFR8mPxK6FpGobUHQurznKHpn3ro1CF/AZm9dK6qX9ges8FCY4TJoFRGwej78wuyXoEb2qWq3B2/PpgPtJkSPiNxU9d5uDIZuNOODSZTBi6Uv/p9A+fTTUmGSIiIjvB4ldi189/4d5V+QYyH790+OJH4/v5bpixFXMHLEtwnJunK5ZcmYb3Pi5vQFaOLY2PN1Y/mA+/fAm3Q/u28QTcOHPLgKxeKl+nNHIXyyGNB1y8hwuHrhiWDxERUXJj8RuPiNBITOuxQLqkQJgERq79Cs4uxvbF3b5kL2b3W5LguEw5fbH63jxkyyc/8IBsy9nZGUuvTEfuovJC87We5YbgxZMXBmT10ojfBurGx7ebblAmREREyY/FbzzmDFiKmKhYafyj9tVRpHJBAzMCjm49iZ86J7xBqUC5vFh6dXqy9Rt2ZCaTCfPOTNJ90goAVosVHQv1M6zXbo6C2VD6g+LS+KNbj3HuwCVDciEiIkpuLH7/4/71h9i57C9p3NXDBT0mdzQsHwC4cvw6hjccl+C4srVLYMaRcYY/kab/YzKZMPfURGTJq78EIvRJGAZ/NMagrIChK/rqxqd2n29QJkRERMmLxe9//NhxJqxx8bcOEyaBrxb1hFc6456qPgp4jD6Vvklw3HuNy2HctuEwmfgjTW5msxlLL0+DdwKb4M7+dQEbZhrTAzh9pnSo2kze5u7OxXsIuHTPkFyIiIiSEyulN5w7cAmXj16XxrMX8EP1lu8Zlk9keBS6lhioe8AGAFT+uDy+Wz+YHR3siNnJjJ+vz4Szm/5T+Nl9F+PetcSdzJdUvWd01o3PH/SzIXkQERElJ+Mb1NopTdMwqdNs6YERwiwweuPXhhWYmqahR9nBiAzVP7mtzIfFMWrDoBRT+FqtVtw8F4A/Vx7E2X0X8OBmIMJDwmGJs+r2LBZmAVd3F/hm90GhCvlRvUUVlKtdAk7O9nsLe6X1xJwTP6JL0S91x/WuMBQbni5V/jPM4JceZWuXwImdZ+ONH9t2GmEh4YZ+skFERGQ0oWmJOCXBRsqVK6cdP25cn9O3cWTLSYxsPAFWa/zFb5WmFfDdukGG5TOh/Qzs/mWf7hj/0nkw69h4u17qEBcbhz0r92PjjG24dfYOLHG23+SVKbcvGveshyZ96sLF1cXm3z+p/lpzCGNbT9Ed81GH6hi8pLfyXO5cuofOOsV4y0Ef44sJ7ZTnQUREpJoQ4oSmaeX+5+ssfl8+jWybuyeC7j2JN252MmHt48WGPRH7+7dD+L6VfrGUIZsPlt+YaZeb22JjYvHLmLX4feZ2hD+PMHRuF3dnNOz2EbqMb2tX12ZCh+nYvXy/7pgF5yYnqlVaUnUq0g93L8e/1MLN0xWbXixPMZ8kEBERyciKX/t9ZGigo1tO4smDZ9J44971DCt8g+49wdhPp+qOcfV0xYJzP9lVcQcAR7edROvsXVHf7TOsHLve8MIXAGIiY7F+6lbUd/sMn+XqjivHrhmeQ3wGL+0DnyxpdccMqD7CkFz0upVEhUfj6JaThuRBRESUHBy++NU0DTP7LpIud3B2dcLn339qWC69KwzR3eAmTAKz/xkP73QJH6drBE3TsHTkatRxaYXhDcbpvokwWtDdJ+hd8Rs08GyDw5uOJWsuQgjMPvGj7pjQp2FYOW6d8lzK1SkFNy9XaXz1+A3KcyAiIkouDl/8ntxzDsH3nkrjrb5uAjcPeaFgS9O6z8PTRyG6Y4b/OgA5C2c3JB89mqZh/uDlqO3UEivGrJO2h7MHMZExGNHkR3zs3RbXTt1Itjwy+Pmg20/tdccsHb4a0ZHRSvMQQqBJn/rS+IVDV5TnQERElFwcvvidO3CZtMODs6szWn/dxJA8rhy/ji0L9uiOadK3Pt7/pJIh+ejZunAP6rq0xm+TNul2aLA3keHR6Fl2CLqU+BLRUTHJkkPzLxshUy5faVzTgHFt1B833PzLBrrxbYv2Ks+BiIgoOdhvnygD3DwbgDsX5Y39W3z1MVzd1T/1jYuNw5A63+uOyVUkO3pO6ag8Fz0Pbj5Cn4rf4MWTUJt8P890nsheIAsKlM2H/GXzIWcBP6TP6gPPtO4AgOiIGIQEPce9Kw9w7cRNXDl2AwEX7+LFk7AkzRtw/h4aerTBwCU9UbdDTVv8Ud7K1P1j8FnOHtL4wY3/4MmjZ8iQJb2yHNL6pkWOwtlw99L9eOMbZ25Dk971lM1PRESUXBy628M3DX7AsW2n4o2Znc1YH7wEHt7uyvOY0XshNs3eIY2bnc349f58pPVNozyX+Giahsld52D7oj/f/ZsIIH/pPGjSrwFqtnovyZv1rFYrDm86hl/GrMWNM7ehveOqiwLl8mLm0fGGdzeY0HEGdv8sb2VXvFphTP57tNIcDmw4ilGfTJLGt0SusMvWcURERInBVmf/8ezxc7TO3lW6VrVRj9roO+sL5XncuXIfnQv31x3z/R9DULF+WeW5xOfx3WB8UXwAIl5EvvVrhUmgUsOy6DOzCzJmz6Agu/8TeCcIE9pNx7n9l9/6tU6uTlh1Zy7SZdTvxmBLFosF9dw+hWaR//1bdW8efLP6qM3B5VPI/j9g0NJeqN2+hrL5iYiIVGKrs/9YP/UPaeFrMgm0Gd5ceQ6apuGbuvrLHSo2KJNshe+2xXvRJlePty58M2b3wZT9Y7Azbg1Gb/xaeeELAJlzZsTkv8dgl/U39Jz6OczOib+146Lj0CJzF1w6elVhhv9mNpsTPExiUqfZynPIXy6vNL5u8h9K5yciIkoODln8WiwW/D5TvsygbO2SyOCnbr3lazuX/oXAgGBp3NnNGSPWDlSeR3zGtPwJk7vMeavX+JfOjTWBC7HyzjwUq1JIUWYJa9q3PrZH/4ohy/tCmBO/nKFv5WE48Ps/CjP7txYDGsHZVb7s/sTOM8o35n3Sv6E0dutcACwW25/IR0RElJwcsvg9sesMIsPif5opBAzp62uxWDCt53zdMd/+OsDwNZdxcXHoWKAP9q09kujX+OXLjNX352HOiYlIb+DSgYR80KYadsauQeM+dRP9mlFNJ+LvNQcVZvVv3XUOnACAeQN/Vjp/9RaVpTFNA64cS77WcERERCo4ZPG7evxGaSxTzozIX0b+UbCtzPlyKWKj46TxAuXyonKj/1mmolRkeCSaZ+yE+9cfJWq8k6sTfvprFH6+NhMZ/NStTU2q3tM6Y92TxfBM55Go8d+3norjO88ozuqlj3vUgdnZLI1vXbhb6fxmJzP88maWxv+Yt1Pp/EREREZzuOI3JjoW5/ZfksY7jmmtPIfwFxG63R2EEBi3fbjyPN4UGhKO5hk7I/x54tb31mpTFVsjVqLE+0UUZ2YbadJ7Y+PTZfio3fuJGj+07ve4e0XeBs+WWgxoJI1ZYi04ulXtccM1W1eRxo5tjb8bChERUUrlcMXvtkV7pAczCJPAB22qKc9hZu+FukcYtx7aBGl8vJXn8drzJ6FokaUzYqJiExxrcjJh1rHxGLq8n+HtwWxh8LI+GLn+q0SN7VTYmMMwOoxppRufN3CZ0vkbdPtIGgsJeiE9+puIiCglcrji97eJm6SxSg3LKi/oXjwNxe5f9kvjLu4uaDeihdIc3hQVEYXPcnSDJSbhjU3ZC/pha8RKFCibz4DM1KnapCIWXpySqLFtcnZXnA3g5OSEkjXkT9DvXnmA2Fj5Epmkypg9A0xm+f8VnNxzVtncRERERnOo4jcwIAiBd4LijQkBtBzUWHkOs/sv0Y33nf1Fkg+ASCyLxYJPc3RP1BPful1qYcml6TA7ydenpiS5CmXHirsJd7N4HhyKaT0XKM+n72z9ntLbFR43LIRArqLZpfF9vyV+8yMREZG9c6jiV2/Jg0caDxR9r6DS+SPDo7B3xQFp3MvHC3U61FCaw5u6lhiIsGfhCY7rNaMTBs6XH8ebUmXK5otfbs9KcNwfc3fi4e1ApbnkLJQdLu7yzh6//ST/xMIW3vu4vDR2+s/zSucmIiIykkMVvzuWyI/n/ahddeVLHhYNWSE9TQsA+s3qonT+N41vPx13Lt1PcNzIdYPQpFc9AzJKHplzZsKUAwkfI/xFsQHKc6n1WVVp7OGNQKU9d8vWLiWNBd0J1r1viYiIUhKHKX6D7gXjycNn8QcF8HGvOkrnt1qt2LJA3rbK28cT1Vu+pzSH1/auOoA9OuuOX/v+j6Go2rSCARklr2LvFUb7US11x0RHxGD9VLUnnrX7Vn+t98ld6tbeFqmcXxqLi7UgJOi5srmJiIiM5DDF7761R6QdFtL4eCFHwWxK5//7t0OIi5FvWvpyfndDuic8e/wc49pMS3DciLUDULF+GeX52It237ZAVn95v1sAmDNAbdeFTDl94aRz4tvvs7Yrm9tsNsMjrbs0fu3ELWVzExERGclhit/ti+Ubhj5om7jer0kxV6dwcnV3QdWmFZXnoGkaOhftn+C4nlM/R7Vm8pO/UqvFlxJ+UzB3wFKlOZSsUVQaO6N47W3uIjmksVN7zymdm4iIyCgOUfzGxsTqrm+t9Zna3r63zgXg6cMQafyTAY0Meeo7q99ihD4J0x1Tp2MNNO1bX3ku9shsNmPQ0l66Y9ZN3aI0h6Z95Nc+KiIGljh1634LVZIvfbjyz3Vl8xIRERnJIYrff7aekm7YcXV3Qf4yeZTO//Po3+RBAbQZ1kzp/ADw8OYj/D5T/2Pz7AWz4qvF+sVfale7fQ24esq7LgDAlgW7lM1frk5J3fj5g/LTCZOqWJXC0lhij7wmIiKydw5R/O5bJ1/vW6JGUZjN6nrXWq1WHPr9mDReoW4puLjpF1u20KfyMN242dmM+WcmKc8jJZh+6Afd+Jz+S5XNbTab4eohvx/2rjyobO7CFeSHlzwPeqFsXiIiIiMlWPwKIRYLIR4LIc6/8TUfIcQuIcS1V7+mV5tm0pzYcUYaq9OxptK5j2w+Dmuc/HjYDqNbK50fADbP3Zlg8TLj8A+GHa5h7/IWz6VbgEZHxiAiLFLZ/PlK5pbGzh24qGzeNBnTSmOWOAtiohM+DIWIiMjeJebJ71IAdf/ztSEA9mialh/Anlf/bZcscRY8D5YXflWayJv728LqCRulMa/0nsqPCrZarZjRS/+EsrqdayJ/mbxK80hphq3urxufofDUtzK15UsfHt2K/4RCW3BxdYbZWf4pyLNHIcrmJiIiMkqCxa+mafsAPP3PlxsDeN2+YBmAJrZNy3YObz4ujaXPnA5OzvLWUklltVpx6eg1abxZP/Uby2b0XgS98wlcPVwwIBWe3pZUlRvqvyn6a80hZXNXbSLvrRybiKOok8IrrYc0FngnWOncRERERnjXNb+ZNU17CACvfs0kGyiE6CqEOC6EOB4UpO6plcyhTfL1tmVrl1A697Htp6XHKQPAx73++0DdtuLi4vDH3J26Yybt/c6QThMpkX/p3NJYXIxF2alnOQvr95wOC0n4SOp3lSZjGmns4Q1ueiMiopRP+YY3TdPma5pWTtO0chkzZlQ93f84+1f8aySFSaByo3JK5143ebM05pvdB2kzyAsNW5jabZ5uPH/ZvChUQd7eytEN+rmPbvy0or67Ca29Drh0V8m8AJAxm4809vSR5IREIiKiFORdi99AIYQfALz69bHtUrIdi8WCwID4nzZrVg2VP1Zb/J7dL29L1ai7+uOUdyz5S3fMj7tHKM0hpctbNKdufM2Pvyub29lNvhznxqkAZfNmyCovflWuNyYiIjLKuxa/mwB0ePX7DgDUVQFJEHhb/o+1u7e70u4G9649hCVWfiBBnU5qu0ws1+stDKBqs4rwSuupNIfUwOws/yty6R/5eu6k8kon/9ncu/5A2bwZs8uL3/DnEcrmJSIiMkpiWp2tAnAYQEEhxD0hRGcA4wF8JIS4BuCjV/9td/T66+qt57SFrfPlByF4pvVAhixqu8OtHr9BNz44gY/06aUcheTrb8ND1BWDaXXW3j65r275gauHqzQWEvRc2bxERERGSbDVgaZpn0pCH9g4F5s7p7PsoOxH+idpJdWBjf9IY+XrllI698UjVxEXI3/qXKF+GbjrFDn0f8rVKYXb59StsZVJlyktgPjnfa6wCNVb9hAVHq1sXiIiIqOk6hPerp64IY1VbFBa2bxWqxWPbsmXQX/YrrqyuQFgegI9aIcs51PfxKpQV919osdbZ9lD6DN1T5zNTvI+v9ERLH6JiCjlS9XFb0hg/E/IhFkgQ9YMyua9eTZAepwyAJT+oLiyua1WK26cvi2NZ8ufBd7pvZTNn9rkKaG/6U0VN0/5k/nYqBhl8+pttLPEyT9NICIiSilSbfH74MYjWCzxHyvs5u6KdDprKpPqxE75ccppM6aBi6u6jXa7lv+tG+83p6uyuVMjvY1nKukdviK7r20zr/ze1HtDR0RElFKk4uI3ELKjzXyz+Sg92OHolpPSWKmaxZTNCwArx66XxoRZoHQtdU+dyXYsFvlTVpNJ3b0bG61zghwPQyEiolQg1Ra/dy7dkx7rW6BcPqVzXz99Sxqr9klFpXM/uC4/hauC4o12qdGLJ6HJMm90hHxpg5OLuiO59Y4kdNJZD0xERJRSpNri97JOD9Y8xdWt44yLjUNkaJQ0XuS9gsrmvnD4im6868T2yuZOra6fkr+RUUmvp667l5uyeSOeR0pjzm7qlusQEREZJdUWvw+uB8YfEIB/mbzK5r17RX4AgckskDGbuo12escpC5NAzkLZlc2dWh3YKO8VrdLzYPkTZ28fdRsWw0LCpTG9TXhEREQpRaotfh/elHz8rwHZC/gpm/eaTnu1tJnSKpsXAE7uPieN5SuZS+ncqdVJnc2LKoUEhkhjvtnkvXiTKjJc/qlFmgzeyuYlIiIySqotfmUN+YVJKN3Bf+HQVWnMv2RuZfNqmqb7UXmDbh8pm/u12xfu4uSec7pPD1OaxwHyI7I903kom/f5kzBpLKt/FmXz6h0JnlydL4iIiGxJ5c6ZZPPiSSjiJD1JnV2c4JlGXdFy/dRNaUzlcosHN+Qb3QDgI4UHazx5+BT93huOwDtBEAAgBNoM/wQdvmulbE4jaJom3TQJAEWrqFu/HaPTyzdX0RzK5tU7wjhLnkzK5iUiIjJK6nzyKwCTKf4/mpfiAx4e3w2WxgpXzK9s3r0rD0hjJrMJru7q1mt2KvIlAgOCAO1ldznNquGXMWtxUOeI55QgoZ7JHUepKe41TdNruoCCZdV1K3kcIL9/02Qw5nCU2JhY3VZvRERESZEqi980Pt7IVyo3xH/6obq4OaNOxxpK5w57Jv/IX2WXiVN75et9fXOo22S3e8U+RMS33EIDFg9bpWxeI+z+Rb/4zV9GTRH64KZks+Yr6RSuHX8e/EIay5Y/q7J5gZctAntXHIqGHm3QyKstfvx8JiJC5d0niIiI3kWqLH4BYOgvfZHW1xvuXm4wmU1w93JD7mI58ek3zZTNabFYEBcjf2KVPrO6ouX2hbvSWNHKBZTNO+fLJdJY4O3HyuY1gruXuzTmkVZdu7GjW05IY8IslB7QEhYiXzeeLV9mZfMG3XuCAdVH4sqx67BaNcRGx+Gv1QcxrMEPyuYkIiLHlCrX/AJANn8//HJrNg5u+AePbgehQLl8KPNhcelyCFuIjoh/kx0ACCGULj0I19lkVvajksrmfREs35jl7i0vHlOC+l0+xCFJq7OBC3sqm/fgBvlykfQKn/rGxcYhLiZOGk+r8EjwzXN2IPY/65xjo+Nw7eQt3DwbgLwl2K2EiIhsI9UWvwDg6u6KWp9VM2y+x3eeSGMuHmoPCLBa5ItES9UsqmTOiDD9j6RrK15iolr5uqVQrGohnD9w+V9fL/1Bcbz/SWVl8145Lm+XV7iSuqf4IY/lm91efnqi7s3MhYNXEBf7v5+aaFYr7l97yOKXiIhsJlUXv0Z7rrNT3s1D4alcofKPqgHAN7uaNb9b5+7SjX8+prWSeY1iMpkwcc9I7FmxH1vm74IwmdCsb32830Jd4QsA0ZI2fQBQq426N3PXTsg7lXgrbnP25OHTeL8eExWLXEV5OAsREdkOi18beqHTm1Vlj9Sge/InzgBgNpuVzLvnV3mHCQBwck75t5eTsxPqdKyJOh1rGjLf2X0XdeOVG5ZVN/f+S9JYlrxq25w9efAs3q8LIZDWV91yCyIicjypdsNbcgh+EP/TKwDwUnggwv1r8h6/Jid1P+IH1x5KY85uKb/wTQ4rxq6TxpyczXB2Ubd85uJh+QEtBcr5K5vXarUiJio23pjJbErxa8eJiMi+sPi1odjo+P8BBwBPhU9+n9yXP/l1Vvj0NTJM/vF8RkVLLVK7M39dkMYKlFfX3xcAbl+4I42V+bCYsnnvXnkgjbl5u8HFVe16eSIiciwsfm1I73hhNw91nR5CdXoLOyssHDSrfJNdjkLZlM2bWgUGBMESz6av15r0rq9sbqvViojn8g2MKjfahT4NhdVijTeWMRvfRBERkW2x+LUh2Ue3AODq7qJs3iidDVJOLmrW+yYkS24ehfu25g9erht/v3klZXNfOnpNGjM5mZA+czplc184JF9uka8kuzwQEZFtsfi1IbPO+lonhU9g4+Lif2oGAGan5Cl+3TzVdbdIrQ6sPyKN+Wb3UfqzPLJZfrBGBr/0SvtjXzqiV/zmVjYvERE5Jha/NhQdESONxUXLDw9IKr0DvzRNvjRBpeiIqGSZN6U6vfe8bq/mFgM/Vjr/4U3xH+YBAKVrFVc6941Tt+Rzf6h2biIicjwsfm1Ir52ZUPgAVm9DUHwHBxjhUUBQssybUk3qPFs3/nHPOkrnv3P5vjRW67OqSucOvh9/lxRhEvDJkk7p3ERE5HhY/NqQJU5eaOpthksqjzTyVlB6HSiSSq+N2r3L8h389G8hwc8RqPNmIVfR7Ep7Jj+8Gai7ebFULXWdHh7ceASLZLObq7sL0ik8zpmIiBwTi18bSpdJ3oxfb0lE0ueVFwgxCotfz7Ty3sVB9+Q9j+nfxrSYrBsfML+70vnXT98qjaX19VZ2SArwcqOdrPDOnCuj0rXGRETkmPgviw3pbfIKfSo//S2pMufKKI3ptc5KqhwF5e3MoiPkHSjo/0SERuLs3/JT3VzcXVCkckGlOfy95pA0VqF+GaVz6/3ZVT5xJiIix8Xi14b0jmGNCFW37MFP7+hZhfvdan5aRTdutcq7UNBLwxuN0413Gtta6fyRYZF49ihEGq/doYbS+U/uPiuNlazB4peIiGyPxa8Npc8sX34Q9kxd8Zshq49uXNXSh4/ava8b3750r5J5U4vAgCCc23dJGhcmgWb9GirNYfPcnbrzF6taSNncMdGxeHw3ON6YyWyCf6ncyuYmIiLHxeLXhnx1jvSNUrgMIKF1kQHn5cfWJoVnGv0jm5d++6uSeVOL/tWG68ZbfNUIQq+PnQ38MW+XNJavVG6lG+2uHLsuXe/r6uECv7yZlc1NRESOi8WvDXkmU9cFAHBxk7c7O7Nfvq4yqdJk8JLGnj0MUTZvSrf7l30I1tkUKEwCncZ+pjSHiNBIPLwRKI0366vuOGUAOLHzjLT4zV8mr9K5iYjIcbH4tSGPNB7yAyc0ICwkXNncPjpLH07ulK+rTKoWX+kfvrCDSx/+R3RUDH7sOFN3TOfxbZR2WQCANZM26carNa+sdP59a+Un2lVtVlHp3ERE5LhY/NqQEALOOk9gQ4JeKJu7gM6TsivHbyibN6Hid2qP+crmTqn6VRmm21fX1cMVLRWf6AYAm2fvkMbylMgJNw9XZXPHxsTi/rWH8cZMZhNKVi+ibG4iInJsLH5tLF1G+aa3aydvKpu38sflpLEXwaHK5jWbzfBKL1/7GxdtwY1zAcrmT2l+n7UNN07d1h3zw7ZvlK/1vX/9IV48kd8Xnb7/VOn8J/eckx697eLmjDzFcymdn4iIHBeLXxvLmi+LNHZdYfFbvm5J3XjwgyfK5v5qcU/d+JdV9Dd2OYoHNx5hZp/FumP8y+RBiWrqn3rO6L1IGjOZTShfr7TS+feu2C99+l24Yn7lxT8RETkuFr82VrBCPmnsyjF1yw/S+qbVLRi2LVK39rZK4wq68ciwKBz8/aiy+VOCmKgYdC7aP8FxU/ePUZ5LZHgkTuw8I41XqFda+Xrjf7aeksbqd/1Q6dxEROTYWPzaWMHy/tLYLUUtx17LlMtXGtuzYr/SuZv1b6Ab/67pJOnH3KmdpmnokL8P4mL0T9v7+ufecHVXt872tZU/rNeN95jSUen8wfef6G7+rNhQvoSHiIgoqVj82ljeEvK1iqFPw5SeelalifwJ7P2rD5UWn91/6pDgmIE1Ryqb3571rTIMwfflbc0AoFjVQviwbXXluVgsFqz96Q9p3De7j+7SHVvYNEd+sEbm3BnhrnCjHREREYtfG8uaL4u03Zlm1fDodpCyuZv0rqsbv376lrK5hRBoP7ql7phz+y7hwMZ/lOVgj4Y3GofLR67pjnFxc8Gkvd8Zks/m2TsQFxMnjXcc3Up5DjuW/CmN1WhdVfn8RETk2Fj82pgQAml800jjFw7Kj7NNKr+8WSBM8nW/S4avVjY3ALQb3gJOLvongo1qNhFPAkOU5mEvRjQZj6NbTiY4btHFyTA7qV1jC7xcfrFo2Cpp3NnNCR+1r6E0h3vXHiLk8fN4Y8Is8GGbakrnJyIiYvGrQKEK8nW/B9arffKpN/fxnaeVzg0A0w5+n+CYT7N1RUyM2hPvkpOmaRhQfQQObzqR4NgRa79CltzGHOP7x9ydiAqLksZbDPw4waOyk2rL/F2wWuJf+pMmvRdyF82hdH4iIiIWvwpUalhWGju3X92TXwD47Jtm0phm0XBun7qjjgGgQNl8KPuRfts1zaqhafqOiIuTf/yeUsXFxaF9/t6J+jm3HtoE1Qw6ycwSZ8Hcr36WxoVJ6N47trJr2V/SWO2ONZTPT0RExOJXgVI1i0ljoU/DEB0ZrWzuig3Kyo9YBjCrn36fWVsYt30YnFz1P8aPiYxBk/QdERubegrgp4HP0Dhtezy6+TjBsdVbVkbnsW0MyOqlNZM2ISYyRhpv2qe+8k4Td6/ex3OdA1ea9W+odH4iIiKAxa8S2fL7wclZXvwd235a2dxCCBSrVlgav3EmALGKlxwIIbD8xuwEx0WHR6ORVxuEhqg7gc4of/92EK38uiImMuFrW7pWMQxfPcCArF6KiojG0m/l671NJoGOY1srz2P5qN+kMd/sPvDN6qM8ByIiIha/CgghkKNwNmn8rzWHlc7fe0Zn3fjiYWo3vgGAb1YfjFj7VYLjLLFWNPPphPOH1C4HUcVisWBgre/wfaupiRpfokYR/Ljb2JZv49tOk66zBYCGPerA3cNNaQ7RkdHYv/aINN6oRx2l8xMREb3G4leRqk3lazmPbU+4A0BS5C2eCy7uztL4hml/GHLgRLVmFdH22+aJGvtl1RGY2mOe4oxs69iOU6jv9hnO/nUhUeMrNSqHn/aOUpzVv906fwcHNx6Txs3OZvSYnHCP5qTau/IALHHxH/IhzAL1On+gPAciIiKAxa8yH+i0bIp4Homge8FK5285qLE0ZomzYsv83Urnf63DqFaJLmy2zNuNRt7tEHhXXS9kWwgJCkGHgn3wTb0fdJ+ovunjnnUw5vevFWf2b5qm4Zv6Y3XHfDGhLZyc9dvT2cLP362B7P1WgTJ5kT5TWuU5EBERASx+lcnm7wcXN/nT172rDiidP6Gd+3O+XGLYccMDFnRH3c41EzU2KjwKbXP1xODao2Gx6B8HbLToqGh8XXsMWmT+Ag+uPUr06/rN/QJ9ZnZRmFn81k7ehOB78pPlvH280KRPPeV5XDp6FU8ePos3ZjILtBmeuE8HiIiIbIHFr0KlPigujW3WOeLVFpxdnFHpY3nLtZioWGxdaMzTXwAYuKAnWn/dJNHjT+0+h7rOrfFD22lKj4ROjOAHT9Cn8lA09GiLk7vPJvp1JrMJc05MQMOutRVmF7+ge08wf9AvumNGbRwMs1n94RoLBi+HZo3/jZabhxsq1C+tPAciIqLXWPwqVK9TLWks8HYQXjxV2+Vg0OJeuvEZvRcZ+nS187g2GLK8z1u95s+VB1DHqRW6lx2Mh7cS/7Q1qTRNw44le9HUtwM+zd4dl49ef6vXZ/PPgt+fL4N/6byKMpSzWq34qtZ3umNKVC+C4lXlXUFsJfj+E1w4eFUab9a/gSEFOBER0WssfhWq3KgcTGb5Jd6+aK/S+dP4eKNY1ULSuCXWgoVf6z8dtLUP2ryPpdemQ5h1mhHH48apW2ifrw/qOLfEd59MxGMF64JjY2KxcdY2tMndA7XNLTGp8xyEPY146+/TcUwrLL06A26KOyjILBu5Bg+uy98oCJPAyHUJd+KwhfmDl0uf3JvMJkOWXRAREb1JGLXuEwDKlSunHT9+3LD57EG/qsNx8dCVeGO+2X2w6o7aDgfPg1+geSb91mfrghcjjY+30jz+y2q1olf5Ibh+6laSvk+6TGlQ5sMSqN2xBkq8XwTOLvJ11m+yxFlw89wd/P3rQRz54wTuXrkPqyVpfxd8/NJh9okfkSFL+iR9n6S4fOwa+lT8RndM75md0Lin+qIz/EUEPvH9HJa4+Ivfqk0rYOS6QcrzICIixySEOKFpWrn/+TqLX7X+XH0QP3w2VRpfeXcuMmbLoDSHb+qP1T1YI3fxHFhwZrLSHGT2rTuMMS1sP7cwCzg7O8HsbIamadAsGuLiLC/bbdn4lhcmgQHzu6OuzjIXI0SGR6J5ps66B21kK+CHpZenG5LP9F4LpGvbhRBYcH4ychXObkguRETkeGTFL5c9KFa1WQWYneSXedmIX5Xn8O1v+qeJ3T53F/vWyQ8gUOn9TypjR9yvqNigjE2/r2bREBMVi8jQKESFRSM6MgaWWNsXvg2++BA7Yn9N9sJX0zT0qzxMt/AVJoGp+8cYkk9URDS2LtwjjReq6M/Cl4iIkgWLX8WcXZxRtnYpaXzvyv3Kc3D3dEebbz/RHfN9q58QFRGtPJf4mEwmfL95KNYFL0bOIvKT8ezJB22rYWvUSvSf1w1CvN36ZRVm9l2MW+fv6o75anFPpMtoTD/deYN+fvlmQ6L75I6G5EFERPRfLH4N0GV8G2ksNjoO/2w/pTyH9iNbws1LvgFLswK9K+mvFVUtjY83Fp2finXBi1Goon+y5hIfZ1cndBzTCjstazDk576JXl+s2u4V+7Fp1nbdMSVrFkPt9jUMySf8RQS26hyikrt4DhSpVMCQXIiIiP6Lxa8B8hTLCa/0ntL4jF4LledgMpkwbtsw3TEB5+/gt0mblOeSkDQ+3phxeBx2xP2KT79pBmdX9SeQ6SlYwR9zT03E1shVaDOsuV086X3twqHLmNBOfw2vu7c7xu/Q/9nb0rQe83RPvus9XX8DJhERkUosfg3SpLd8d/2jW49x68Id5TkUq1IIlT/+n3Xf/zJ/8HLcOJO0Dgy2YjKZ0On7T7E1chXWBi3CRx2qw8XDRfm8ZicTir9fGFMPjMEu62+YeWQc8pXMrXzet3Xv2gMMqD5Sd4wQArP+GQcnJ2PeQATdDcafqw9J43lK5ETJ6kUNyYWIiCg+7PZgkMjwKDRO21560lXRqoUwdZ/6zUgx0bFokq49YqPjpGPMTmZseLoE7l7uyvN5F1arFaf/uoCNM7bh/IFLCH0SlqTv55nOA/nL5EW9TrVQrXklu1nOoCf4/hO09++t+3MEgCG/9MUHn1UzKCugX9VhuHhIfqjF1APfo+h7BQ3Lh4iIHJes20Pyfp7sQNw93VCpYVkc3hR/8X/hwGUE338K32w+SvNwcXXGxD0j0L/qCOkYS5wFHQr0xaq7c+3y9C2TyYQytYqjTK1/Hx8d/iIC10/dws1zAXgcEIQXT8MRHRENIQRcXJ3hncEbmXNmQK4i2ZG3ZG6k9U1jV0sYEivkcQg+L9QvwcL34551DC18z/x9QbfwLfpeQRa+RESU7Pjk10APbwWifb7e0njVphUNO3lrWs8F+GNu/D1YXytSuQCmHRxrSD6UOM8eP0fH/H0QERqpO65QpfyYfnCsYcW91WpFq6xdEfL4ebxxIQTmnZ6IPMVzGZIPERER+/zaAb88mVGgXD5p/MCGowh+8NSQXPrO6gK/vJl0x1w8fBWjW/5kSD6UsCcPn6F9vl4JFr4ZsqbHlH2jDX2qvfKHddLCFwCqt3qPhS8REdkFFr8G6zW9k258Wvf5huQhhMDsEz/CyVl/WcP+tUcwtYcxOZHcg5uP0D5fL0SF6/di9kjjjsWXpxm2wQ0AQoKeY/notdK42dmMbpPaG5YPERGRHha/BitSqQCy5ssijR/54wQe3X5sSC5eaT0x459xCY7bMm8XZvZbbEBGFJ8rx67j80L9EBMlP70NAFzcnLH06nR4GLhRUdM0DGswDtY4SWszAXQY1Qq+WdWuZSciIkosFr/J4Mv53XTj3zWbaFAmgH/JPPhmZf8Ex/0+Yxsmd52rPiH6l33rjqB3paHy4vIVJxczFl+ehvSZ0hmT2Ct/rjqAaydvSuNpfdOgWb/6BmZERESkj8VvMihVsxiy5Zc//b1x+jZO/3XesHxqtq6CdiNbJDhu28I9GN5oHIzcJOmoNE3D4mErMabFT0ACl9vJxQlLLk9H5pwZjUnuleAHTzGp82xp+z5hFhi+ZgBc3V0NzYuIiEgPi99kMnz1l4DOfqTvW042tMhsP7Il6nWqleC4o1tO4oviAxAXq99mi95ddGQ0+lcbjlXjNiQ41tnNCUuvTEOW3PqbF21N0zSMbztdt91a2Y9KohQPtCAiIjvD4jeZ+JfOi8IVC0jjz4NDsWp8wsWPLQ1Y2APVmldKcFzAxXtonrkznjw0pjOFIwm4eBct/L7Q7Zf7mpuXK5bfmIXMuYwtfAFg++K9OPv3BWnc2dUJI9YMMDAjIiKixGHxm4yGreoPvW5Uy0asxounocYlBGDEmoGo0qR8guPCQyLwaY5uOL7jlAFZOYa1UzajS7EBiHyh38oMANJlTINVd+chg5/xG8ke3X6MaT3mQ++DicFLe9vtCYFEROTYWPwmo8y5MqLeFx9K41aLhuENE+7GYGvfrR+MGq2rJDhOswJD6/2AKd3mch1wErx4GopuZQZh3sCfEzU+d7EcWHl3LrzSeirO7H9pmobBH46GRWcDXqmaRVGjVcL3DxERUXJg8ZvMuk1sDxc3Z2n80pFr+HvtYQMzemnYyv5o2rdeosZuXbAHrbN3NeyAjtRky4JdaJ6pM26evp2o8bU+rYr5Z36Cs4v8nlHpxw4z8fBmoDTu6u6C7zYMNjAjIiKit8PiN5l5eLvjq8U9dceMbzsdYc/DDcro//Sc2gndJ3dM1NinD0PwafZuWG3wOuWUKjAgCO38e2Nqt/nSbgn/1Xd2Fwxd0c/Qk9ve9OevB7F7xT7dMV//3AeeaTwMyoiIiOjtsfi1AzVbV4V/6dzSeFxMHIbWHWtcQm/4pH8DjN0yNNEF16JvVqKlXxfcvXJfcWYpU0xUDKZ0n4e2eXrikc4T1Dc5uzlh9vEJaNS9juLs5AIu3sWE9jN026592O59VPsk4Q2TREREyYnFr50YuW4QhEleYF4+eg2b5uwwMKP/U6FeGSy7PgPu3m6JGv8s8Dk6Fe6PkZ9MRERYwpu3HIGmaVj5wzo08m6HrfN3J/p1eYrnxPonS5G/TF6F2ekLfRaGgTVHwhJrkY5JlykNes/obGBWRERE74bFr53IkjsTuoxvoztmZu9FyfZE1S9PZqx/shSFKvgn+jWHNvyDJuk6YMHXy2GJkxdOqZmmadix9E808mqLJcNXw2rRP6ntTV0mfIb5Z36CWzIeEqFpGobWHYvnQfKuIyazCdMOjeVyByIiShFY/NqRFgM/Ro7C2aRxTdPQr8qwZDtgwsnJjBlHxqHbpHaJfo1m1bBm4ibUd/8Mi4atgMXiGEWwxWLB6gkb0Mi7LSZ1mo3oyJhEvzaDX3osuzYDrQY1VZhh4vz4+UxcOXZdd8zAhT2QNa/8xEIiIiJ7wuLXjggh8MOWb2Ayy38soU/DMbj2GAOz+l/NB3yMZddmIF1G70S/xmqxYvW4jajn2hoTO81CaEiYwgyTz7PHzzG561zUd/sMi4auRHRE4oteAGgz/BOsujcPWfMlfzG5esJG7P5Zf4NbrbbVULtDDWMSIiIisgEWv3YmS+5M+HJ+N90x5/6+iF++X2tQRvHLmi8L1jxahOYDG77V6zQrsHPpX2jm8zl6lB2EMzqnhKUUmqbh8B8n0Llof7TM0gXbFu55q+UNAJCrSHasCJiDjqNbJ1s3hzf9veYgFg9bqTsmd7Ec+GphD4MyIiIisg1h5OEE5cqV044fP27YfCnZsAY/4J9t+qenjdk8BJUalDUoI7nAgMcY9OFoPLyRuO4F/+Xs6oSaraugw+jWyJTD18bZqaFpGs4fvIzV4zfg+M4zsOoc+qDHxcMFXy/tjfebV7Zxhu/u5J5zGFJ7jO7BJW6erlhyeRp8s2UwMDMiIqLEE0Kc0DSt3P98ncWvfYoMi0SbXD0Q+kze39dkNmHeqYnIXSyngZnJ/f3bIUxoPwOx0e++JtnN0xVVmlRA0771UKCcv108BX3NYrFg32+H8fusHbh89FqSNvEJk0CLQR+j89jPYDLZzwcw10/fQq8KQ3SLeZPZhPlnJiFXkRwGZkZERPR2WPymQHev3Efnol/qHoLg6u6C5bdmI32mtAZmJme1WrFwyAqsnbw50Yc3yAgBZMmbGVWbVED1Vu8hf5m8hhaK0VExOLzpGPauPIALBy/jxRMbrFMWQKPudfDFhDZw93JP+vezoTuX7qFb6UGIi9F/8zJqw2C817i8QVkRERG9Gxa/KdTelfsxru103THpM6fFkivT7arVVEx0LGb1XYStC/foHozwttw8XZHVPwuKVyuCIu8VQKHy/vDN5gMXN5d3+n6apiEk6DnuXX2I8wcv49qxG7j0zzU8exQCyzsuZYiPMAl80KYa+s7+Au6eieuXbKSbZwPQu+IQ3af2wiTQZUJbtBz4sYGZERERvRslxa8Q4jaAUAAWAHHxTfAmFr/vZla/xdg4Y5vumByFsmLuyYnvXASqEhUZjZ9H/Ip107a887rYxHJyNsPFzRnO7i7w8HKHi7szzE5mCJOAJdaK2OhYxERFIyo8BlER0bDExsFqUfvmz9nVGW2GfYIWgz6Gi6uz0rne1e2Ld9Gr3NeIiYqVDxJA49710HtaJ+MSIyIiSgKVxW85TdOCEzOexe+76191OC4cuqI7xr9MHsw8Mg5mJ7NBWSWepmnYPGcHlnz7K8Kepc42Z2/KkicTPh/7GWq2es+u1i3/182zAehV4WvExeivX36vcXmMXPeVXa1PJiIi0sPiN4WLjYnF54X6I/D2Y91x+cvmxcyj4+y6SLlx5hYWfP0LTu4+C03tw2BDubq74IN27+PzMa2RLqN9rMHWc27/JQz68DtYYvV/CKU/KI4JO7+16yKeiIjov1QVv7cAPMPLVZ3zNE2bH8+YrgC6AkDOnDnLBgQEvPN8ji4k6Dk6FuiL8OcRuuMKlM2LaYfGwsnZyaDM3o3VasX+9Uexauw63DgbYNO1wUZxcXdB5UZl0ebb5shT1D66biTGwd+PYdQnExPclFi0SkH8uGuE3S2nISIiSoiq4jerpmkPhBCZAOwC0EfTNOmRUHzym3QPbwWiU+H+Ce7I9y+dB1P2j4Gbh6tBmSWNxWLBuf2XsG7KHzix6yxi9dafJrNMOX1Rs3UV1OvyAbL5+yV3Om9tw4ytmPPl0gQLX/8yuTHt4A92u1aZiIhIj/JuD0KI7wCEaZo2STaGxa9t3DhzG73Kf51gN4Js+bNg5tHx8ErnaVBmtvPiaSgObvgHf/92CJeOXEPEi8hkycPkZEKW3JlQsX4Z1Pm8JvKWyJWiP/6f1nMBtszbpXuABQAUqpgfU/aNtvtPD4iIiGRsXvwKITwBmDRNC331+10ARmuatl32Gha/tnPp6FX0qzI8wad3aTJ4Yf7Zn5DBz8egzNSwxFnw4MYjnNp7Hqf2nEXApfsIuhOM6Iho2OL9m5OLGWl8vJGrWA7kL5MHpWsVR4nqRVPNU8/oyGgMbzgOp/9M+DjpkjWKYOyWb+DqnjI+NSAiIoqPiuI3L4ANr/7TCcBKTdPG6r2Gxa9tXTh0GQPeHwFrAgWws6szZh4dh7wlchmUmbEscRY8fxKKZ49CEHQ3GM8ev0BMVAzCnoYjJjoGLm7O0DTA7GRG2kxpkDaDN9Jk8IZvNh/4+KWHi6tzin6am5D71x9i8Iej8fhOwvtSK9QvjdG/fw2z2f46hhAREb0NHnKRSl08fAVfvj8CVov+EghhEhjx21eo2rSCQZmRPfhn20mMaPIjLLH6rcyEAGp3rImBC3uk6jcCRETkOGTFr/32w6JEKVK5IKYd/D7B3r6aVcOoTyZi0dAVBmVGyUnTNMwZuBTDG41PsPAFgHYjW7LwJSIih8DiNxUoVCE/5p6aCGe3hNenrp6wEf2rDkdkWPJsICP1XjwLRediA7B+ypYE14QLk8DXP/dGuxEtWPgSEZFDYPGbSuQumgNLLk1DmgzeCY69cOgKPsvZA9dP3TIgMzLS4c3H0TprN9y9dC/Bsc5uzph2aCw+bFvdgMyIiIjsA4vfVCRzroxYdm0GsvlnSXBsWEg4epQbjJXj1iXY9orsX0RoJEa3+AkjGk9AbHTCPZJ9s/tg6ZXpKFwhvwHZERER2Q8Wv6mMVzpPLL48DWU/KpHwYA1YMmw1upcZhKB7T9QnR0oc33karbN3w/51RxI1vkK90lh8cSoy5fBVnBkREZH9YfGbCplMJozbPhyfDm0KJGIZ580zAWibtye2LdrDp8ApyLPHzzGi8QQMrTcWkaGJWMMtgC4T2mDslm/g7uWuPkEiIiI7xFZnqdyh3//B6BY/JXga3Gv+pfPgu/WDkDlXRsWZ0buyWCzYseRPzOi9EHExCXdyAAA3Lzf8tPc7FCiXT3F2RERE9oGtzhzUe40rYMmV6ciYyI+4r5+6hXb5emHZqF9hiUtcYUXGuXbyJjrk74Mp3eYlqvAVAihRvQhW3ZnLwpeIiAgsfh2CX57MWHZtOj5o+36ixmtWDb+MWouWfl1w+s/zirOjxAh+8BTDGvyAXhWGIPB2EJCID2xMZhP6zumKSXu/g1c6T/VJEhERpQBc9uBgjm49iVGfTERsdFyiX1OwvD+GruiLbP5+CjOj+IQ+C8OS4auwZf4uWC2J/7uap0ROjFz7FX9mRETksHi8Mf1/L56GYnjDcbh05Npbva5c3VIYuLAHfLP6KMqMXgt/EYHV4zfgt0mbEr1eGwBMTiZ8MaEtmn/ZSGF2RERE9o/FL/2P7Uv2Ymr3ebDEJr64ggAqNSiLAQu7I32mdMpyc1Thz8OxesJGrP1pM+IScSzxm/zL5MEPW75B+szp1CRHRESUgrD4pXiFhYTj24/H4/yBy2/3QgGU/agE+s3uCr+8mdUk50CeBj7DshFrsH3xXlgtb/FmBICruwsGLuqBmq2rKsqOiIgo5WHxS7qObDmBcW2mIeJFIvrFvkkA+UvnRZ9ZnVG4YgE1yaVSmqbh9J/nsWT4alw6cvWtXy9MAvU61UKvGZ3h4uqsIEMiIqKUi8UvJchqtWLB18uxbsoWaNa3vy+8fbzQtG99fPJlQ3h48xAFmbCQcPw+czvWTf0Doc/CEtW54U3CJFCwvD9GrB2IjNkyqEmSiIgohWPxS4kWEvwCP3aYiWPbTr3T64VJoGiVgugyri2KvlfQxtmlTLExsTi2/TR+/XEjLh6++tYFL/CyZ2/mPJkwbFV/FCqf3/ZJEhERpSIsfumt3bl0DxM7z8blt+wK8SYnVydUalAWzQc0RJHKBSFEIs5bTiWsViuObT+N9VO34Mxf59+qa8N/ZciaHgMWdEf5uqUd6hoSERG9Kxa/9M6unriBSZ3m4Na5gHf/JgJwdnVG+Tql8EGbaqhQvwzcPFxtl6SdePb4OfavP4K9K/bj8tFrSSp4ASBTTl/0ntEZlRqWZdFLRET0Flj8UpJdPXEDU7rNw/VTt97pY/s3CZNAljyZULVpRVRpUh6FKxWAyZTyDhwMfxGBU3vO4cgfJ3Dkj+N4Hhya5GsDAHmL50T3KR1QulaJpH8zIiIiB8Til2zm/vWHmNFrIU7uOfdOG+PiYzKbkCmnL0pUL4LKjcqhVK1i8EzjYVdPOy0WC4LvPcXB34/h5K4zuHjkKkKfhNns+wuTwHtNKqDLD58he4GsNvu+REREjojFL9lcWEgYVny/Dn/M34WosGibf3+zsxk+WdLBv3QeFCzvj8IV/ZEpVyZkzuULZxd1rb2eBYYgLCQcl45cw9UTN3DtxE3cu/oQL56E2nwuYRLwTOOOT79phkY96sDd083mcxARETkiFr+k1Jm/L2DB4F9w5fh1m3zsr0cIwORkhlc6T3il90QGv/TIkDU9vH28kMHPBy7uLvBM4wFnVyeYncyAAKwWKyyxcYgKj0F0ZDSeB4ci7FkYgu8/xdNHz/A8KBQvnoQiJioWVqtV+Z/B7GRCiepF0fbb5iherbBdPeEmIiJKDVj8kiFCn4Vh06zt2LJgN4LuPknudOyHAAQE8pbKhcY966JGq/fg7sVeyERERKqw+CXDvXgaii3zd2PTrO148uApDLzV7IbJbEKe4rnQuFcd1Py0aqrscEFERGSPWPxSsnoWGIL9645g9y/7cOX4DVgt6pcWJAdhEnD3ckP5eqVRp0MNFKtWmOt4iYiIkgGLX7IbVqsVl/+5jkO/H8ORzcdx7+oDWFJoMfy62C1SuQDea1wB5eqUhF+ezMmdFhERkcNj8Ut2y2Kx4M6l+7h46AqObjmJqydu4OmjEJu1UbMFYRLQrBpc3JyRLb8fynxQHKU/LAH/0nmQwS99cqdHRERE/8Hil1Kcx3eCcOXYDdw4cxtXjt/A/asP8DTwOWIiY2xeGAshoGkaIAAnJzM803ogU66M8C+TB3mL50LeErlQtEpBmM1mm85LREREasiKX6fkSIYoMTLlzIhMOTOi2ieV/vV1S5wFURHRCL73BMH3nyLk8XM8efAMoc/C8OJpGCKeRyAyPBqx0bGwxlmgATCZTHByMcPNwxWuHq5I6+sNz7SeSJ85LXz80iONjxdyFMoGZ1dneHizCwMREVFqxeKXUhyzkxmeaTzgWcQDuYrkSO50iIiIKAUxJXcCRERERERGYfFLRERERA6DxS8REREROQwWv0RERETkMFj8EhEREZHDYPFLRERERA6DxS8REREROQwWv0RERETkMFj8EhEREZHDYPFLRERERA6DxS8REREROQwWv0RERETkMFj8EhEREZHDYPFLRERERA6DxS8REREROQwWv0RERETkMFj8EhEREZHDYPFLRERERA6DxS8REREROQwWv0RERETkMFj8EhEREZHDYPFLRERERA6DxS8REREROQwWv0RERETkMFj8EhEREZHDEJqmGTeZEEEAAgybMOXzBRCc3Ek4CF5r4/BaG4fX2ji81sbhtTZOSr/WuTRNy/jfLxpa/NLbEUIc1zStXHLn4Qh4rY3Da20cXmvj8Fobh9faOKn1WnPZAxERERE5DBa/REREROQwWPzat/nJnYAD4bU2Dq+1cXitjcNrbRxea+OkymvNNb9ERERE5DD45JeIiIiIHAaLXyIiIiJyGCx+7ZAQ4rYQ4pwQ4rQQ4nhy55PaCCEWCyEeCyHOv/E1HyHELiHEtVe/pk/OHFMLybX+Tghx/9X9fVoIUT85c0wNhBA5hBB/CiEuCSEuCCH6vfo672sFdK43720bE0K4CSH+EUKceXWtR736Ou9tG9O51qnuvuaaXzskhLgNoJymaSm5sbTdEkK8DyAMwM+aphV79bUfATzVNG28EGIIgPSapn2dnHmmBpJr/R2AME3TJiVnbqmJEMIPgJ+maSeFEN4ATgBoAqAjeF/bnM71bgne2zYlhBAAPDVNCxNCOAM4AKAfgGbgvW1TOte6LlLZfc0nv+RwNE3bB+Dpf77cGMCyV79fhpf/kFESSa412ZimaQ81TTv56vehAC4ByAbe10roXG+yMe2lsFf/6fzqfxp4b9uczrVOdVj82icNwE4hxAkhRNfkTsZBZNY07SHw8h82AJmSOZ/UrrcQ4uyrZRH8uNKGhBC5AZQGcBS8r5X7z/UGeG/bnBDCLIQ4DeAxgF2apvHeVkRyrYFUdl+z+LVPVTRNKwOgHoBerz46Jkot5gDIB6AUgIcAfkrWbFIRIYQXgHUA+mua9iK580nt4rnevLcV0DTNomlaKQDZAVQQQhRL5pRSLcm1TnX3NYtfO6Rp2oNXvz4GsAFAheTNyCEEvlrH93o93+NkzifV0jQt8NX/wVoBLADvb5t4tUZvHYAVmqatf/Vl3teKxHe9eW+rpWlaCIC/8HINKu9thd681qnxvmbxa2eEEJ6vNlBACOEJoDaA8/qvIhvYBKDDq993APB7MuaSqr3+B+uVpuD9nWSvNqosAnBJ07TJb4R4Xysgu968t21PCJFRCJHu1e/dAXwI4DJ4b9uc7Fqnxvua3R7sjBAiL14+7QUAJwArNU0bm4wppTpCiFUAagDwBRAIYCSAjQDWAMgJ4A6AFpqmcaNWEkmudQ28/PhMA3AbQLfXa/fo3QghqgLYD+AcAOurL3+Dl+tQeV/bmM71/hS8t21KCFECLze0mfHygd0aTdNGCyEygPe2Telc6+VIZfc1i18iIiIichhc9kBEREREDoPFLxERERE5DBa/REREROQwWPwSERERkcNg8UtEREREDoPFLxERERE5DBa/REREROQw/h/Ili0lXUuu0AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "from sklearn.cluster import KMeans\n", + "import time\n", + "\n", + "### 2 Clustering k-means (metrics)\n", + "\n", + "# Charge le jeu de donnée : 2sp2glob\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "for i in range(2, 13):\n", + " t1 = time.time()\n", + " kmeans_model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = kmeans_model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",mesures)\n", + "print(\"Temps :\",temps)\n", + "\n", + "# Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster)\n", + "\n", + "# Calcul les clusters pour le nombre maximisant le Silhouette-Score\n", + "pred = KMeans(n_clusters=nb_cluster, random_state=0).fit_predict(npliste)\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in 2sp2glob\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f26498b1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.4645176710141286, 0.45433486116760763, 0.4622528491068144, 0.4761982714793874, 0.5053913183123184, 0.5017891958778578, 0.5218104279836476, 0.5211904861295221, 0.5200264563848813, 0.5175759030700723, 0.5116801970054228]\n", + "Temps : [0.05781054496765137, 0.10868144035339355, 0.1186833381652832, 0.11916303634643555, 0.15059781074523926, 0.1723003387451172, 0.16755056381225586, 0.15555119514465332, 0.19671320915222168, 0.20986342430114746, 0.20569658279418945]\n", + "Clusters : 8\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "from sklearn.cluster import KMeans\n", + "import time\n", + "\n", + "### 2 Clustering k-means (metrics)\n", + "\n", + "# Charge le jeu de donnée : banana\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "for i in range(2, 13):\n", + " t1 = time.time()\n", + " kmeans_model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = kmeans_model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",mesures)\n", + "print(\"Temps :\",temps)\n", + "\n", + "# Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster)\n", + "\n", + "# Calcul les clusters pour le nombre maximisant le Silhouette-Score\n", + "pred = KMeans(n_clusters=nb_cluster, random_state=0).fit_predict(npliste)\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in banana\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f0cc9be1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.48844811069666827, 0.5353880315412627, 0.5942546828244222, 0.6349775464938121, 0.6464329467851837, 0.6494205053905422, 0.6419923408531159, 0.636739406240634, 0.3424234034755847, 0.35743010939558567, 0.5369904214820488]\n", + "Temps : [0.031914710998535156, 0.05385589599609375, 0.058843135833740234, 0.0767970085144043, 0.06582307815551758, 0.09873557090759277, 0.08078384399414062, 0.11170458793640137, 0.11073136329650879, 0.11369776725769043, 0.12766242027282715]\n", + "Clusters : 7\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "from sklearn.cluster import KMeans\n", + "import time\n", + "\n", + "### 2 Clustering k-means (metrics)\n", + "\n", + "# Charge le jeu de donnée : atom\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/atom.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "for i in range(2, 13):\n", + " t1 = time.time()\n", + " kmeans_model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = kmeans_model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",mesures)\n", + "print(\"Temps :\",temps)\n", + "\n", + "# Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster)\n", + "\n", + "# Calcul les clusters pour le nombre maximisant le Silhouette-Score\n", + "pred = KMeans(n_clusters=nb_cluster, random_state=0).fit_predict(npliste)\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in atom\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8b653cfa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.6120164163212516, 0.5810637833408603, 0.5070122195555214, 0.5053077102205672, 0.5517762356363312, 0.5089204668052257, 0.46896364381856637, 0.42774191937898337, 0.4065508260713208, 0.38790652234794226, 0.38035061782280094]\n", + "Temps : [0.06679058074951172, 0.07380270957946777, 0.10272622108459473, 0.10172748565673828, 0.11516904830932617, 0.15458393096923828, 0.2044525146484375, 0.17551040649414062, 0.21991634368896484, 0.23733735084533691, 0.3071780204772949]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "from sklearn.cluster import KMeans\n", + "import time\n", + "\n", + "### 2 Clustering k-means (metrics)\n", + "\n", + "# Charge le jeu de donnée : cluto-t5-8k\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/cluto-t5-8k.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "for i in range(2, 13):\n", + " t1 = time.time()\n", + " kmeans_model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = kmeans_model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",mesures)\n", + "print(\"Temps :\",temps)\n", + "\n", + "# Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster)\n", + "\n", + "# Calcul les clusters pour le nombre maximisant le Silhouette-Score\n", + "pred = KMeans(n_clusters=nb_cluster, random_state=0).fit_predict(npliste)\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in cluto-t5-8k\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "fbd5d4e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.42909178188054176, 0.34921534230543316, 0.4177315721834271, 0.4418962307018588, 0.4680781472537593, 0.4888522731891721, 0.4869375649452235, 0.46938348605448843, 0.48310757897039736, 0.49027751381385143, 0.4832880833378921]\n", + "Temps : [0.036881208419799805, 0.06025052070617676, 0.07679462432861328, 0.09075665473937988, 0.11269783973693848, 0.11070489883422852, 0.1047203540802002, 0.11369609832763672, 0.1352694034576416, 0.13962793350219727, 0.11269760131835938]\n", + "Clusters : 11\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "from sklearn.cluster import KMeans\n", + "import time\n", + "\n", + "### 2 Clustering k-means (metrics)\n", + "\n", + "# Charge le jeu de donnée : long1\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "for i in range(2, 13):\n", + " t1 = time.time()\n", + " kmeans_model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = kmeans_model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",mesures)\n", + "print(\"Temps :\",temps)\n", + "\n", + "# Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster)\n", + "\n", + "# Calcul les clusters pour le nombre maximisant le Silhouette-Score\n", + "pred = KMeans(n_clusters=nb_cluster, random_state=0).fit_predict(npliste)\n", + "# Affiche le résultat de K-means\n", + "plt.figure(figsize=(12, 12))\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in long1\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "207d6e37", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/3 agglo-checkpoint.ipynb b/.ipynb_checkpoints/3 agglo-checkpoint.ipynb index abbad4d..cf5d523 100644 --- a/.ipynb_checkpoints/3 agglo-checkpoint.ipynb +++ b/.ipynb_checkpoints/3 agglo-checkpoint.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 54, + "execution_count": 30, "id": "13b7eb33", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -20,7 +20,10 @@ } ], "source": [ - "from sklearn.cluster import KMeans\n", + "from sklearn.cluster import AgglomerativeClustering\n", + "from scipy.io import arff\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", "\n", "### 2 Clustering aggloméré\n", "\n", @@ -34,7 +37,7 @@ "npliste = np.array([x for x in liste])\n", "\n", "# Calcul les clusters pour le nombre attendus de cluster\n", - "pred = KMeans(n_clusters=3, random_state=0).fit_predict(npliste)\n", + "pred = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", "\n", "# Affiche le résultat de la clusterisation\n", "#plt.figure(figsize=(10, 10))\n", @@ -46,13 +49,13 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 21, "id": "e576f7bc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -64,8 +67,7 @@ } ], "source": [ - "from sklearn.cluster import KMeans\n", - "from sklearn.datasets import make_blobs\n", + "from sklearn.cluster import AgglomerativeClustering\n", "\n", "### 2 Clustering k-means (suite)\n", "\n", @@ -79,7 +81,7 @@ "npliste = np.array([x for x in liste])\n", "\n", "# Calcul les clusters pour le nombre attendus de cluster\n", - "pred = KMeans(n_clusters=9, random_state=0).fit_predict(npliste)\n", + "pred = AgglomerativeClustering(n_clusters=9, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", "\n", "# Affiche le résultat de la clusterisation\n", "#plt.figure(figsize=(10, 10))\n", @@ -91,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 23, "id": "a9fddea2", "metadata": {}, "outputs": [ @@ -99,14 +101,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mesures : [0.352, 0.388, 0.393, 0.415, 0.413, 0.466, 0.5, 0.549, 0.522, 0.493, 0.472]\n", - "Temps : [0.063, 0.061, 0.1, 0.11, 0.144, 0.121, 0.129, 0.1, 0.157, 0.184, 0.187]\n", + "Mesures : [0.352, 0.382, 0.387, 0.408, 0.411, 0.446, 0.494, 0.548, 0.517, 0.489, 0.456]\n", + "Temps : [0.117, 0.119, 0.122, 0.193, 0.138, 0.141, 0.134, 0.137, 0.133, 0.136, 0.133]\n", "Clusters : 9\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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98HSJS+HhEScxKr31RlMUO4t5ftNL5NTmIKSCM8x+16bQhIbbaHglWOgswqk7sam2EFsVHMqc68it+hFvT5m/MXCzueLd8BgFuKWvd2oG83bfgIKK9G7FoggrAoHEoF/yZQxInRZUW82g3Qv5wqLtfLl9KQ7dw6EdevHcullUuBzU6C5iVQtPrPmVjw+/nO9yVobbVJ5a8xuTswdS6qyhc2wyZ/cYhUvX6RibRIo1lm92LOfB5TPQ96vzklNdyhV/vMfHR15B38QOYbK+5bgNN6vKVzMj7wc2Vm1CRsD+RHMoKByZcTiLS5dQ4i494HmJJLd2J73ie4bBOvMpqP0roNDAyMCot8di7LNI2FD2Jh1iDybNHtnRYO1ayJ9a8xvvbFqAQ3cjgR93rqm3iViju3HoHh5YPgNLBFQl3FZVzJzdG7nur08ReCNpFAHZsSnsrCnDaXgaPddpeHhp7WymdBmM29A5pENPkqyRW39idfkant30Ak7dGbaNTO+qTO790xcswsK2mu1UeaobfF4ieWTdY1zX+xqGJLd+X7lVSeDvzMxQIFCwtjgO3V906WR7xfSokEcqO6vLeGvj/Hri11AkiIFkTv5Gnjv4bGblbcDdRN2NQFARaIrapBgnWWK4esFH9VfcErZUNd9hTwI/7FrD7IJN6IaOy9AZn9mLy/uOZ1Ra14hK+6/yVPH0xudaXB+lMQYmDGBj1SY80tOsIKuoZNo7EKfF0T+xPwuLF7Lbme/zXE7pZGPVpiaPcRku3t7+Ho8l/Tei3nd/yIw5FF+EXCMJnWokBgRwYbYqyQxOu478mj/ZWR2K2nwSQ/qW4RtO2q2Q/1Gw2ecfkUBwWGZvUm2x5Dsqmz+hARSa/vrqSJRmSt/WeFwHuE1agkRS7flbHGfnb2JB4VaO7NiPJ0afjhJGUTGkwdqKdWyo2kiBo8BUN8raynUcn3Us3+f/1GQBLFWoxKlxXNnrCr7eOZ0Zed83eXwgFDmLcBrOVlXLfN8aKbp0kmEfTbUnF4FaJ9CNI4QEqQCNL1R8QREa3RNPptZdxM6ARvINVcSQHT85BDMFRrsV8jjNiuJjDYbDs/pS7naQYLH7LeS+yK+7GZEOxt2Ay9D5PW8Dv+atY1KnAaaP7wtuw80Dqx8it3YnBgYKiqnuFInk293fN3tciiWFjvYsHl33OLV6bdB98pa6DkNSShaWLuL7vB+pcFcyJGkwJ2ZPJdWaEtT5W8rcvH9Q4liJrBPj/No/fD7XLStMscFllFPqWMe2ys9NGa8pFGyk2oaRaOmFUy/DpiYHfU5/abfhh0d07OfzscOSOzN+xuNsqiwMokXhw2F4+GbHirDN//j6J9lRm7NXvMPlEy9yFbGyYhU1ek1INlb/Kl6I23Dz9c5veG3LG2yp3kqRq4jZhXO4Z9V9lEdIjLyUBgvy/kWxY+leEQ8XhnQxc+d51OrBCg0UJFkHYhEJGHgodCzgx5zj+W7bkXy7dSK5VT8Had7AaDdlbKWUfJOzgve3/EW128Xk7AEMSenMTX99iqMJv3R7oYM9nufGns2QlOyQzru7dje3rbwrpHNGCt5SuQpu6TnAhaMJjUkdJjI6bRRbqraSZktlaNKQkDeFduolLMy/l4LauSGdN3IR9E46n6HpN4Vn9kbK2LYbIb9/2Xd8vWP53uxMi1CwqxYcHjfuCEvvDhd21cKzB5/J+MzeQZvDkAarK9aQU5NLB1sGxc5iPsj52LTxQxk/EWxswgrC+56pQsOu2rl74O1k2DJCMv+OyhksLrivDYQXmo1CnJaNRKdT3ET6p1yGVU0KycztRsjzasp5e/MCVpTspHdiBpf0HodNtXDcz8/hiq68m6VLXAo/HXNdUMau1Wt5eO2jFDgKcBseLIoFRQhqdUeDrowYxY5bevBI3z83q7ByWMZ4fi+cg5QST5hdAWYiEHSK6UQne0dyanPoHNOZk7JPoGtsF1PnKXYsY2v5l+RUfYck2JnBrfvSK7BgVzMYmnYzhY4/EWhkx08kzT48KBFJ7ULIt1QWcdas13DqHtxSRwE0RWVch578VbgtLLVS7IqG0/Ag8dZJUYXgmv6Hc0THfpz860thq2veGAqw8IQ7iDWpZ6ghDd7d9j6zCn9v8Wu9sc91/FE8n6Uly3D7uCo8v+s5pFrT+CHvR6r0KgCKXMW4jPAWbzKTfePbLYqFW/rdRN+EPqaMvbLoSbZUfHJAu7XgoHBQ+h3EaZ34Y/c1AY8lUMLuw/ciSLYO4LDsV9GUWHNHbg8dgu5f9h3VHufe6A6DuqiM3RvDVvDKUSfi4F17HJs9iCv6TaBPYgdGpJm7kjIDAzjp1xe5f9l3bK0sDni8B1Y/xG+Fs1os4ud1OZskSxLndT2bkakjfT7vvR0f8sym59hQvZFdjjzyHLvR2lhw1p67lz31W97a+g45Nbl4/Lzj1A0n5c5NFNYsYUvFxz6LuCoCK5esiRg6xh5ObvXPgBrQWGm24fRJvpCWSJpNpAU0Z+NIylxr+G7b0awqfgaPURukef6mTazI82rK+eeCj1lTnmfamMFCQXBF3/Gc1WMUV8x7j80RGgmjILCpGi8fch6j/azR8vqWN5ld5N8mmSpUNFRc0k28GkeNURu0mO62gIaGEIKjOhzBmV1Ob3RTtNK1nYLa+WhKHJ3ijmRH5besLn4W8GYxSh/argF1q9/A+mx63RLpuIzSgO8ArEoaLqMkIHuCgYKVZFs/Ds9+2xRXS5t1rUgpOe7n58ipKcVoJSVc99QTb4m1AtBQQr4x2y0ule8n/RMhBFJK8moriFEtpNiavmXcVr2dB9Y8FBXfMBCrxnL3wDvIjum09zEpJSuLn2BLxacA3iQeqYOQGGGuGd7WUUUMh3R82pRyuY0Jeau+5/SGFK5kd21Fi0TcrO2Vg1I7kx2bzJbKIuI0KytKd/rUfNmf5hTetU/oL1Q7a8qYV7CFVzfMZWlJDoaUCCEYmdaVx0efdkA3Io/h4fu8H/k2b0ZUxMNEjV7DUxue5X9DH967Ciyo/ZOtFZ/XKwgFRNoCtk1iSDelzrVBrXveKn3kOdWlvLx+NuNnPM6di79ssj5JQ5jx3RVAkaMKQ0ruGTYFEIgg/yg8YfjVeaTBlfPe58+ibbgMHY80cBs6C4u2c+ncdw5oZPHi5lf4Zte3PnegjxIcCp0FPLT2UVaWrwKoS6sPvq/WS+uuH2M2qrASp3UM6hymrciFECqwCNgppZxq1rj7IqXkvmXf8dX2ZbjCvNqTQG5NGbk1Zfy0cw2KEM2m2LdWGrqD0KVBbnUZK0t3MTTVm0S0u3Y3y8tW4A5hB/soDSOBjVUbeWbj85ySfRKpIjSfiSKs9Eg4nR2V35qWlt+6UdCUWDrGHRHkWczjemCtieMdwPSclUzPWRF2Ed8fHdlmRbwphIDdtX+nka+sWN2sO6WzPZtEre10LxcIbIqN0Sm+R9aEEpfh4sudX5EZezQKISjQJQUd4w6jT/LFwZ/LdBTMvptItPRiYOq17Kj8lnJn01UxA8GUFbkQojNwPPAQELTc1Q+2LIyIvpmBIvBGhSBEQNUMw41b1xmU7N1QK3GV8smOz5qtk5LrCEXNutChoNAnvjcjU0eyLELvRlShUSu7kmIfQLFjaVDnMnAyP+969BDVC/cVb4XGphcZGfZRFDr+MnXeGs8uVhT9r25uSWbseMZkPoIizN2eNGtF/hRwK00U+RNCTBNCLBJCLCos9C/krraBhsOtEUUIbhsyOeg+9X1REWgmb4nEalYy7PEAfJ/3I652GP2go7O+cj1p1tSI3dzVpU6SNZlEa/BKL9SbL8JEHPApQ9WuZWJTUk2d1yOr8chqdOlAl07ya/5ga/lnps4BJgi5EGIqUCClXNzUcVLKV6SUo6SUozIy/KsVcWz2ICwisMSBSEBB8PTa3/AEMZTQqqhYhEqMaiFGtZBhT0BRzL1tdBoeZuxcDcD6ishthBxsVKFiV2yIJm7L+8b1Ic1irkj4goJClj2T7JhOaMLcLMPIwRxNyKmajssIrl9flw62VESgkAOHAicKIbYBHwFHCSHeM2HcA7iw91gSLS3386lCoDb5Mwst+4fsBYO+CR14e8JF3D3sON4cfyE9EtJ9Co1sCbW6m193rQMg0956eoGaj+DbvO/Rm1j1Xdn7Ch4e8iC94kLXq1MTGt3iunJz3xsA6JZ4gp8jRcov50DitW50SzAvtiIUKf4HhICaQMBCLqW8Q0rZWUrZHTgb+E1KeX7AljVAnGblkj6HoImWma1LiR4hrXtVIbh58DE49eB+YdZXFNAlLoVTuw1nWGpneiakt/h9aw4FQWrdRWlKp+PCcqkM9+XZqlg5NmsSS0qb9j3PLpyDXbNzz6C7eGXkC5zR+dSg2pVly+ThIQ9w36B/k2xNBiDR2otUW8t6T6bYhqGJSO3tKjik07NUuIK3iWg2irDSOQgdh1pdHPnULoNRGxAki1Cwh7hWsz9c0Xc88wo2owc5C9WqqKwv9/aalFISr1nxmLyxalFUzurhjdboEdedaT0uQwnhVyrTlkmSJTTlQxuic0xnru/zT1KszbtM5hf9uffvNtXG1E7Hc27Xs+u9XwKBhka2rVNDQ/iMTbFyaueTybRnHvDcmKxHsCiJCB/dEaXO5XhkTb3HBFZUYeNAl0aoL6qS2Tsvp9QZ1GA501BFDLFaNn2TLzJ9bFN/dVLKWcGKId9DZkwi/xlxIjZFI06zEqtZsSka/x15Cl8cdRW94/2v1Rzsr2GsauHwzD7MyF0V9PuDat1Frce7+Xjfsm95eYO5jQEUBPccNIWByX8nOhySMY5XR73IFT0u5ZROJ5GkJZo65/4UOAuY2OEILMIS1HkaI7c2l+m7vmNRyeJmo1VK3CU49PpJUrrUUYWKss9/Uzsd71fpXauwYlOsWISFcWljGZPacBZhrJbF0V0+o3fSeSRZ+9MpbiJ2tWVuMUUoTOj0GoNTryNW68SesL04rXOL7Q4Uh15IIM2cQ4FAJdU2lOEZdzKxy0dYVPPDbyN/CdsAU7sMYUJmb+bke2+pJmT2Jsnqvf07t9doHlg+o8VjaihB2Xy0CAWrqmFTLTw55nS2VDbe8V4TSqOrZk0oXNXvMLZUFu7dYGyOtzYvICsmiU+2LfHL9n1JtsZQ5XKCgFHpXXls1Gmk10Ws1LNT0RifcSgAw1OG8d91j+HW3UGpCy6R/F44F5tiwx2msNR1lb5t8upS57mNL3JC9vH0je9DgbOAL3K/OuAC8F2eb99dgaBXfC8GJw7kmKxJbKjcQKWnkr4JfclqYCW+LzFaBkPSbwTAY9QyfesEn+bcO7fQ8BhV7K6ZjcNTxB4hrfbkNHnesPS7yK36gWJHk3ERLaQlCyKVBEt3PEY1Dr0wBLXWIVbL5qD028iKa9l73FJafdGs/an1uBk1/b8tLpuq1BWyMpsMWzyTOg0gxRpDgjWGF9bOosJz4GaHJhQUIZrckLSrGl8ceSUn//aSTxuXe+LV/antsr9t86fcgo7Erlqwqb5f/2v1WuYVLeCD7R8FRcz3VP2LxPjthrAIC9kxnRiQ2J+f8n85IGRxT63x5kiyJPHM8CcCtkdKnW+2jm9h9UGFASlXsb7sNZ8LbqnEkBV3KLtr5iKlxKLE4jKqkYQmZFUTsYzKfIhOcUewq3omi/L/jUdWB2EmgVVJJlbryMDUq8mKG2/u6G21+mFDrCzZydm/v+6zMKsIFEXBbXJUR0uwqxb+M+JE7lk6HYfH3aDtqlAYkJRJh5gEZu/eZLrPuyEU4KLe47h1yDEBjbOuYj2Prnvc9MbKCgpWxdrqarv4KtgNoaAwOWsSZ3c90xRblhc+ytbKL1sUTSHQfI7wEFjRFBtuowbqVsEKVmLULKQwqPHk+mO2zyhYsWvpqMJGpXsbFpGIgSsotWcUrAxOu57eyeeaPja0k8YSexiSms3CE27n2v5HMDy1C+nNhPvpSNQwRz9c3vdQju88mNnH3cyQlIY3u3RpsKoszycRb+kH29DrtyoqmTFJTOsX+G1h/8R+PDviSYYkDa63wWep8+75++4bGDiNyEtAaY5A9khUoXJy9omm2TIk/Say4yaiCCsC736DdzO08ZT1loTp2dU0dMMJ+7gyDFxU6zuCLuKgYOCixpNHpXsrIHHLcqTUsSgJqCIGYaKHWQgFRZjTXatF87bFFfn+5FSXMvXn55us0RKjWsKa/q8KhUdHnkLH2ETuXvINW6sC787jC4kWGx8cdhn/WfE9i4t3gPSGSHaOS+H4zoM5t+cYEq3m1ujwGB4choMiZxGlrjKSLEm8sfUtdjvykcgW9ehsDAXF9NV/pHBQ0jBu7Gd+X1WnXkKNZzexakcMPPy046QQVkwMPQo2Ds9+k2LHUlaVPNPi+G5FWA9wLanCxuSuM7BrwUn+apP1yH2lS1wKD404iVsWf9HoMW5DJ16zoUvD63+WkhRrDEWumkbPMRNdGty55CsEosVlef1FAKPTu9MrMYM3x19ImauWWo+LrJjEoDSO3YOmaMQr8cRr8XSvu1n6z5D72Vm7i+WlK/g09/OARbitirhVsTKl07FBGdumpmJT/xagcMfoBx9BuXMz2yu+brGI25R0BqRexYri/9XdvQgkOiMz/hM0EW+KdiHkAD0S0ppsKBGjWvi/MadT7qqlyFnFqLRuzMnfxDNrZ4bMRrcR6LZky7CpFv7R//C9/062xpBsDV/yR0d7Fg/vfrRVibBFaJyUfSLTd30XFBePqPvPolhQhcJ5Xc+lX0Jf0+dpiE7xR5NTOSNCGhp7W8ON6vAgq4ufpUYPvPiagYMlRffQ0g4FClaGpt9El4Tj6BR3JPk1cxFCISv2MKxqcENuG6PdCPnA5I50ik1mZ01Zg887DQ/9Er0biQCGlNy39NsQWhi6Zi0CwZCUTtw+ZHK9OPBwk1u7E48RedEnCgqqUA+IjOkR251pvS4jw5bBn8V/kVNrnr/XIiwMSx7KER0Oo2tsF6o81WTaOjTaizMYDEm7kRLHchyewgOSgsJBr6Sz6JIwmdUlz5s4qq+/Om9dcUO66J10Hp3jvXdFdi2Vbonm7Vf4S7sRciEEHx1+GefPfpPt1SX1nrMrGkd3GrBXxDdXFHLx3HcoclY1O67iHbzV9AsVwJndR3Df8KDmbfmFVViCEgIaCDbFRqolFZfholqvxmk4ybJnck7XsxmWPGTvcSNTRpgq5KNSRnBV72l7/x2ODFabmszRXT5jd80cKlybWFfyGkaIwgX3R8FGim0gABYl+LWKDpzfwtjMx0iy9cOmpoR8/uZoN0IOkG6P54djruWP/M08vvoXNpTnE6dZObvnKK4dcCTgXYlf6qOIW4WKKgS1IfJpm4FN1TizR2Q2Qci0Z5JmTd276RlurMKKRJLnzPP+W7EyIKE/t/S/CUUoOHUncwr/4OeCX9nt2G3q3Od3C074WktRhEanuCPpFHck5c4N7Kz+JSx2SHSWFv6HJYUPEqd1Cfn8VjWRDrFjQz6vr7QrId/DoZm9ODSzV4PPLS7eQZmr6Z36OM2G29DplZDeZKZmpGFVVG4fcmxEuVP2RQjBDX2u5b/r/ketx4GzbgNKQUEgmqwuaBYWYUEVKpqi4dSduPdx9bgMF5urt7C6Yg0FjgI+2PGxKRE2+3N5j0uJtxyYNRtuBqZew+6auS1MHjIHiWfve13h3hDk2ervpqnCTq+kyLiwNka7FPKmqHQ7mgxTFMC/Bh3N+MxenD/7zZBFmASKTdH4ZfL1DabVRxJZMVk8cdBjrCpfQ5mrFIRASkmWPYtH1v0vqCt1DY2RKcM5JH0cO2t38Xnulwcc4zSczC6cw+LSpQE3ktDQGJQ0kAxrOnmO3WTaOzC10xTSbGkBjRssEqzdGd/pRZYV/pdyl1dMBRqqsCKlV2zD5XoxC4FGRswoihxLUbBg4KJz/LH0Tb4g3KY1SVTI9+Og1KZv2yQwt2AzFkWl2Nl0iq8qFFKsMZQ4q0Meh7HvmsKuWrh18DERL+J7UIVaz/8M3thzTWhBTcU3MBiTOpphyUOp8lSjCvWAFbeGxtLS5aZ0A7KoFq7pfRU21RbwWKEizX4QE7t8jCHd6IaLEucKVGEl1T6M/Jr5rCh6rNmaK5FMinUA4zu9SLV7F9XuXBKsPYjR/C/EFyraZGZnIKRYY7A2ExmwvaqYr3Ysaza7UpcGRWEQcbuiMbXzEHompDMuowfPjT2Lc3oekEPQqtAUjQkZh2INYqVDAwN3nXCPSD6onltlDzq6ae6UW/rd1KpEfF8UYcGixpEZO470mJEoQqNj3AQOy37dx0zJPZWAIkuCNNXbRSnO0okOsWNahYhDdEV+AEIILu9zCK+sn4Ongdt4TSiMSOvK7N3B9tP5x5CUbP497DiGpGSH2xTTObfr2dR6aplf8mfzB/vJzIJZqEKh2FmCKlSMBi7WZrh3hiQOpld86LoFhYoYLYOMmFEU1C5o8jgFKyMz7mNp0YMREdroRdA94fRwG+EXUSFvgH8MOJxydy0fbVlUr3KgwOummNJ5EJ9sM7MUpzkowHuHXYJVaf19TRvColi4qvc0hhcP59Utr+1dPZvJusr1Ppem9QeBwKbYTCt4FYmMzfo/vt16BAaNu8EM3OTV/I4RIclGAOn2kWTHHxluM/wiKuQNoAqFu4dN4boBR/Le5r/4JmcF5e5aRqV146ZBE3lrU9OrjfAh0A0D2qiQ7+HgtNEkWRL5LPcL8mrzyIrJ4uTsE/mz+C/mFP0R1LlbWrXQKiwMSxpKjVFLubucXvE9Ob7jlDbd41RTYhmd+QiLCu5Cl25oMNrIoNS5mi5xU9le9SWhS4erj4KNDrEH0yPxdLJiD0WY3A4xVLSLollmc+bMV1lZtivcZhzAwKSOfH7UtOYPbMPsqN7Bm9veZUv1lrDaYVWsZMd04risYxmTOiqotWsilUrXdjaXfcCWys9oqItPh5hx9Ek+j3l5N4SlDIAibAxLu40eSaeEfG5/addFs8ymf3IWq8p2RUDKyt/EqBYeGhn+VOFw0zWuK/cOuosvcr/i+90/4jK84XAKCnFaHJWeSr/G9XUlrgkNq2LlvkF3N9gzsz2RYO3GQR3uwGWUs6t6FgZ/16JRhZ3+KZdR4lgVJusU+iVfQvfEk8M0v7lEhdwPLu1zCN/lrKQmjGVvbUIl3R5PgsXOxE79OavHKDJaSXhhKDi188kMSx7KvKL56FLn4LQxzMyfxZ+lC/0arzkRV1Hpk9CbXvE9OSbz6L2d66PAyA73oxb9l5yq7wGwKAkMS7uN9JiROPUSVGENSmJVQ2ginuy4iQxOvwlbmApcBYOoa8VPVpXu4sHlM1hRGngVtpaiCYUPDr+0TUamBAu34ebapTdSqwenvvbEDkdyYffzgzJ2W8Fj1OI2qrCraXt90YZ088P2KTj04GdIZ8dN5uCsR4I+TzBpVx2CQsHglE58fMTlfH7ENGwBVKRrzHOqILAqKsp+R6hC4aVx50ZFvIUsK1uOYQQnot8qrJzT9aygjN2W0JQYYrSMehuKirBwePbbxGrB/T4rWBmQekVQ5wgnUSEPkIEpHTkme4BfYq4gDrhhF4BV0ZjWbzwzj72R0endsCoqMaqFFGssT44+vdE6MVEap9RVFpQ654laIncPvAOLErxEpbZOnKUTR3f5lDhL1xaeWX+Ro2BBFTYGpvyDXonnoAhvslWitQ8TOr1MorXt/m6irhUTMKTkh52r+XzbUqrdThKsdpaW5ODQPSBBb4GAWBWV1w+9gFHp3fY+VuSootLtoGt8KmorDY8KN1urtvHwukf3bn4GSu/43kzteBzDkoeiRD8TU3Ab1awqepqtlZ82e6yChVT7UMpdG7AqyXRNOIGMmFEk2fpgUf7eK5LSaLUhhQ0RjVoJIooQTOk8mCmdB+99zJASh+7mfyt/4uMWJA+pQiHZGlvvsXR7fKupkxKp9IjvzqDEgawsXxXwxlqWLZM7B9yKKtp2vH6osShxDEy7mq2Vn9NQuOK+JFh7cVj2a82O2ZZEvCkCfpVCCLsQ4i8hxHIhxGohxP1mGNbaUYQgVrNybq8xDWZaCkDIAz3kydZYeiWkh8DC9se1ff7B2V3O9HbawT8Rtit2/j3wzqiIBwmbmkL3hFObOUowodMrIbGntWDGitwJHCWlrBJCWIC5QojvpZSRmv4YUvomduCuocfx8IofUIXAYxi4dAOjOAYj3oli0xHC61KxqBpPH3xGu0weCQWqUJmUNZFJWRMBWFexng92fMSOmhykQ6DXSJQkiVBocBdaQeG6PtdEZK3wtsTwjDuwKilsKH+1weetShJWNSHEVkU2AQu59DrZ97TTsdT9H0m5MmHnzB4j6aAmc+1vX+F063hq65TCYUfYdBSbgVWx8stZV5Nsi212vCjm0D+xHxeqV3DzP1/F6XADEq2Pi9SbSti/yKJAcHmPSxiUNDAstrYnhFAYmDaNrZUf4zYq9n+W9JjI7HAVTkzxkQshVGAx0Bt4Xkp5QHk6IcQ0YBpA164t3Z1u3dS63Vw3YwbVLqDeLb1AOjV0J7hUjU9Xr2ZgRgfGZndBVdqHby/cfPDyTFzOPT5zgWejjdKnUkm+ttS7HBEgVBC/ZrKIAnpeWkLHzqnhNLnNs3D5Nj75bglxWeMYMmEmQqnboJYCt1vl4cdjEO4XiYux4nLrjBjSlUvOGEfHDqHvaxopmBq1IoRIBr4ErpVSNpp729aiVprjvRXLeHju7zg8TW+yxWoWhIBkewwfnnYmnRPb7xczWOzcXsRHr/3O4nmbqK124nJ60PUGNtasEttgB8Iqca62IStVFFVgt1t5+oOr6NKjddSpbi04nW6+n7Waj6cvYld+Obrh1aU+g/I5eOIqklJr2LYxhXk/DaW0sH5GpqIIYmOsvPV/F5GV0XayNRuisagV08MPhRD3AtVSyscbO6a9CLnHMLjtlx/5Zv1a9Ba8zwJIi41lZMdOHJTZkbMGDyHZHhM8Q9sJa5bt4I5pb+B0+B+1IoRg7BH9uffp80y0rH3jdLqZdscH5OaV4HT513lJVQUTD+3PkH7ZqKrChDG9SEmKM9nS8BO0zE4hREbdShwhRAxwNLAu0HHbAq8sXsiMjeubFPGGtjUlUFRTw4+bN/H0X/OZ+M6b5FaUB83O9oBhGPz31o8DEnEAKSWrlmwzx6goAHz32yp27i71W8QBdF3y8+y1PPf2LJ558zdOv+pVfp6z1kQrIxszfOQdgbfr/OQK8ImU8lsTxm31vLV8CU694S+nXdUYkJFBYU01uRX7b+j8jcPjwaXrPDRnFi8ef1KQLG3brFy8lbuufgeXw5wiZ4nJf6/0dN1g5aKtVFU4GDyyO8mpbW8VGAw8Hp1Pvl3M+18vpLzCnPo3EnC6/r5Q//f5Hxg5pCupyW3/MzEjamUFMNwEW1od1S4XMzZtIL+qimFZWRzapRvKPqGDZbWNf0HvPuwIzho0hKf/nMcrSxbhakTwwZtcNGf7dlNtby+UFVdx15Vv43KZV12vvLSKO698k05d0pj90yrcbh0BuN065155BOdccYRpc7VFDENy4wOfsXR1cJs0uz06N9z/CTdPm8SwAZ2DOle4iWZ2+sn64iLO/uwj3LpBrcdNjMVC75RULhs+iqyEeEZ2zCbOaqXc6TzgXAH0SE5BVRSuGDGaGZs2sLuyihpPE62xpMSl61jVaCJKS/j+80WmijhAVYWDJfM3s2T+5gOe++jV3xk4rCvDxrS9fpxmUFRSxRc/LGX52lxTxlMUgaoI3J4GeqtK2LKjmJse+Iy7/nksRx3a35Q5I5GokPvJtd9PryfSNW43KwryueWXH7AoCsk2Ox3jExoUcgmUOx0AJNhsfHvOBXyzfh3zcnawtqiAraWlePbzq7sNnUu//oJ3Tzk9mjDUBLpusGjuBlYv20HfQdn8/uPKkM7vdLiZ/vGfUSHfDyklz709i0+/W4JhmBNgIQSkp8Rx1CH9+OKHZbjcDd/VOl0ennz9N44Y1w9FaZu/naiQ+8HOygpyyhvefHTpOi5dp9rthqrGu9G8sOgvju3dlw3FRfx75i8sztuFVVWZ2qcfLo/B9oqyesfrUrIsP4+XF//FV+vWsru6ij6padw49lAO6dK+4vIbY+f2Iq4/7yWqKhxhtaO60sGunGJWLd5GUkocIw/pg2Zp33dSM+dv4DMTRRy8K+6C4io+/W4JuiERwvtYQ1RWO3jjk3kMH9SFEYO7tLnFULT6YQsoc9Ty0JxZfLthfaObmC2hT2oam0qK66XBakKgS9/b+1oUhWePm8oxvfoEbE9rRkrJJVOeYPfO0nCbQvc+mezaUYyiCISiYLVp/O/1y+jWq+02XG6KPxZt5q7HvsbTgPsjlGiagkVT6ZadyjP3n0VsjDWs9vhDtLFEgOiGwemffsjX69eZIuIAG/cTcQBPC0QcwG0YXDNjOttKS0yxqTUy9+fVXDo1MkQcYPumfFxOD45aN7XVTspLqrn32ncJx6IpnFTXOPl5zhru+b/pYRdxAI/HoNbhZvOOIl7/6I9wm2MqUdeKj8zavpX8qio8QeoyEwi6lEx67y0em3QcJ/Xr3+ZuG5vih88X8eKj39XVSokMGtLrsuJqtm7Mp2ffrNAbFCI2by/ktz/W4XLrbM0t5q9l20x1pZiF263z4+w1XHvJkeE2xTSiQu4jG4uLm02xDye6lNz80wye/Ws+Lx5/In3T2n4pXMMwePOZn0Im4ori7egk/RAnIWD9ihy2bthNr34d6d4n03wDw8i7X/zJW5/Ox+3RI1K890dvBTa2hKiQN4Fb15mXs4NKl5O02FjsmubdxIxQJLCtrJRzPv+EeZdOw6a1rY/3z9nreeuZn9m9s4TsrmlMOmkk1ZWh29jcX6C8Nz7CJ5dJbY2LZx/6BqtVQxowdEwP7nnqXCyW1v8Z7dxdxpufzGs0aiTSEAKOOqRvuM0wldb/LQoSqwvyuejrz3F6dEDi1nVEo62SIwcJuHQPv27dzJQ+/cJtjilUlNVw/XkvkZfz9z7AprV5bFrbeAKxogg698xg17ZiPJ7gCIyUEJ9owx5jpSi/8ezcPRi6xFHrXQgs/2sLH736Oxf8Y2JQbAsVhiH5ePoiPA0VHgsQVRFBWTlLCRWVDjweHU1rG9FE0aiVBtANg7Gvv0xxbU24TfELm6py+/jDuGjYiHCbEjCGYXDBpMcoLmw8lLMhJp8ykhvvP4XP35nL28/+gu4xkFJisWrExFopK6lu+ERBi6vpd+7udWPlbitq0Xk2uwVFETidbgYN78Y1d55A996tx+WSV1DOtfd8TEFxZVDcKVaLikc3gjK2qgi6ZqcybEBnOndMZnC/bAb17Rjx+0vRnp0NsK2slDWFhXRJSmJwRgeEEGwuKeaXLZupbSLLMtJx6Tq/b9vGs38uQFEEp/YfyHUHH0KspfV1el+5aBslRS0TcYCcbYUAnHbheEaP78vvP6xE1w3GHz2InC2FPPXAVzhrG/iM/dCM3O1FHDyhb4uFfF/f/qrF27jpgld49evrSesQuaVYnU437335F9/PWk1RSVVQVuJ7CKarRjckW3OK2ZpTDIDNqtGnRweevOd0YuxWdN1g1oIN/DR7LVaLytSJQxhzUPeIFfp2KeQew+CGH77j162bsagquiHpkZxMjMXCyoJ8PHpL+t5HHhJvlM0e3ly2hF+2bOHEfv3Jio9nSp9+xFtbRwxt7vaiRpM8msLl/FskhRB0651Jpy6p9B7QiV79O5K7rYhP35qDqinUVrsCM1LCn7M3BDaEBLfLwzcfLeCS644JzJ4gIaXk+vs/ZePWgnrFqdoCTpeHDVvyeeWDuVx78ZHc/uhXLF2Vg6PuezR/yVZOOmYo114cmZEu7VLIX128kN+2bcGp63tjwtcWFbbZ/nRuw2BLWQlP/TmPGM3Cf+bMYlznLmwuLaV7UjL/GH0wIzp2CreZDdKjT5Zf7o7Na3fzzvO/sHldHksXbEbTVAzDoEffLO7+v3PI6JjE4BHdWb/anJofZuB266xZuh0pJWuX51BRVkP/oV0ipqLiklU5bN5W6LOId++cyu3/OJYbH/iU2hCHh/rjX3e5db75aTkDemexaMV23PvcETicbr78YRmnHjuc7Kxkk60NnHbjIzek5M/cHPKqKnn0jzkU1jTiI22H2DWNJ4+ZwuTekZcdKqXkshOeYteO4hafu6euxr4+VlVTUBQFacigbYIGgqIKklPiqK1xIYTA7dY567LDOP/qo0Jui9PpxuHykBhvRwjBw8//wIzfGm38VQ+bTePua4/j0JG9mHzBMw0WtQomwdgotVk1rr34CKYePRQBqGro8ynbtY98R1kZJ338PhV1harCsfJWIGLdNQ6Ph/t+/5VjevUOmw+wvLSaVx6bwdxf1iAETJg0mCv+dRyJybE8/8k/uHPaW6xd0bKypw1tkukeg0h2nBm6pKSoqt5jn741h36DOzN6QmhC5mpqXTz60k/MXrARiaRDWgLXXHg4P81e49P5SQkxXHXBYRw5rh+ffrc49CKuCjplJrMrvwxdN7GVJfDFD8t44rVfEUJwyMie3HLlpIiod97mV+RSSg56+TkqXQH6QQPEqqi4DT1i3TcWReGj086mW3ISqTGxIZlTSskfv67hy3f/YO3ynHrCKwR07JLKq19dj6qpzPt1DQ/c+EFI7FJUgcWq4XZ5MEwUgkAYOqYHj756aUgutNff9wkr1u7Evc8di6Yp3prrjYiyEKAqCooieOjWkxg3wlv98dxrX2fHrtCWTtA0JWglARQhMOo005tGIEhLieOkSUM5/5SDsQS5OFq7WpHnlJezsmA3HeMTKKmtCbuIg7cM7SNHH8MDv8+MyKQit2Fw/pefoEvJ2OwuPHjURKyKRoe4OFPFY/XS7bzy+Pfk7yrFZrNQUlSJu4EWX1LC7p2l/DVnA0NH9eDROz41zYamSOuQyL1Pn8frT/7IikVbmz9hPywWFdWi4qgx9zu3cuFWLjr2/7j5P6cybHTwSuTm5pWyav2ueiIO3vLATa35pMQbwaLDvx//htuvnoxuSKprQ/vbE4KgiLgiBJpFrVfbXgJISVFJFe9+8SfL1uTyxL9PD4/LpS2tyHPKy7jwq8/ZXl6GAmiqSpzFQqnDt+y/rLh47JrG9vIyVCEOqAkeCApg0zRqIzjNfw97ZNuqqqTFxvLIxMmM79ot4HG/+XABL/y3ZV0AT73wEHr178Rz//mGWpPEUVUV9AbC5oSA6+89mbKSKt565he/x2+qnGqgWG0aF1wzkQ2rcklNT2TKGaNNraq4cPl2/v34N1TVNNAQRfiWxQpef7KiCBxOd9Dei1BhsSiMGtKN+Uuav7AnxNm46YqjmTRhQFBsaWxF3maEvLC6msPffs3veiiaonDmwCH856ij2VVRwVXffc3GkmKfKh1qJot+pBGjaUw/5wJ6pqT6PYbL6ebE0fe3+DzNojLuyP4s+H0dbmfLNic1i4pnn8gDVVU45cJD+XPWOvJ3leJy1v+uCEXQsXMq+btK0QNY1QVTyMG7Yat7DK8LyKJx84OnctjkIaaMXVxazWlXvdzgqjbGpuHRjZD7vH3BoinohjQ9eUgRggkH92bC6N7836u/+BR9Y7dp/O/OUxkx2Pw+AW2+jO3rSxf5LeICSLBa+eeYgwH4ftMGNpWW+FyuNtwiHmyvqdPj4YWFf+IOoHzvi4/614/b49aZ/9vaFos4QO/+HbHavJmcQhEIRfDL10vo2DWVrj07sL/HSBqSXTuKAxJx8Iq4r51o0jISWjz+HvsMXeJ0uPnfnZ9R2cIGxvlFFXz760p+/WMdtY6/73TSUuJITWp4j6TW6WFIv+wW2yuEV9w0TUFTFdPrgGuqV8T9KWa2B4um0KVjMlaLitWioqkK8bFWbr1qEr27ZTD7r42oqoLqw+fqcHp474u//LbFH1q9j1w3DL5ct4b3Vi5v9BgBpMXEUNRIM2QBvHvKGcRbbdz+y498ssa3EKtg4EfIdNA3UA3gq/Vr+WnLJq4fM47LRhywIGj8XMPgned/5fvPFvs9v78+z+2bC7nz8bN55NZPvOGGhk5ZSTV//b7eb1t8RUoJezYAVQUpvanm+26eqqrCbY+ewR3T3gro4uFx61xx0tO88e0NxMbZmz3+jU/m8d4Xf6LUbU5KKfnfnacyfFAXPLpBVRMurHVb8ltsn5Qwelg3zj5xNN/9tpKfZ69t8RhNoRtN+++bw2pReeLfp3PQoC6s27yb9Zvz6dghCYtF4eYHP99bJsBqUVEUBVVtPut0V36Z/wb5Qat1rZQ5alGE4M5ff2bmti3N+p5jNA2nx9Ng4FmcpvH0cSfw4qI/WZmfj8swL77YpqqmNaKIBGI0jQeOOJrTBg5q9BiX083ieZtwOtysX5nL9I//rOfiaE8oqoKqKggFzrniCL75cAGldeGFiiJQNZX+Qzqzasm2gN0x2V3TePnL6xpsKyelZMHSrXzy7WIWr9jO/otXu03j2QfP4raHv6KkrPEcC38WGhB8d5O/dO2UwiuPnE98nK3e41tzirjoprcbdNUcNLAzsbFW5i3a0uCYQsDY4T246vzD6Nk1HSEEhcWVVFQ56JadGlChrjbjI99YXMxNP81gQ3ERUkoMCYYJa1J/v6DhRqnbgAql7V2Tkph10eUNPrdqyTbu+ee7IMGQBo6aFkbotNYPIkCyOqewOzewMD1FEdz2yJkcfmx9f7mUkoee+57f52+k1hl5EVPhZHC/Trz08LkHPH75re+ybnPL7z4aQlMVJBKbRUMoCjdePpFjDx/o11htwkde6XRy5mcfsqawALdh4JHSFBGH1qkdihAkWK3YQ1x3PKe8nNM++YA3ly3GUVdcrLKilvde+JVbL32dmionNdXOlos4wff3Ryq7c0vp2S8roDfAMCRzf1kNQM7WQubPXMuuHcWs3pjHrHYq4kJwwF7IvqzZkMfbn82nvPJvt2utw8UGP1xIjeHRDXRdUuNwU13j5LGXfmLVhl2mjQ8mrMiFEF2Ad4AsvO7UV6SUTzd1jr8r8g9WLuehOb+36sqEZqIJwRdnncuqgkLu/O0nv8aIt1io8jOu3a5p9EpJ5c1jTuaGs1+krLgqInozBgNNU0OS0n/45MH8/qP/ezQjDukN0ntntCdqJ2lgJtuqqyPStRFsbFaVPt0zmxVORRFcc+HhnHXCKJwuD5PPfyZolR2FgCPG9uXBf53ox7nBW5F7gJullAOAscA1Qgj/7huaYXt5WVTE90FVFGZu3crzC+f7PUYgyUkOj4etZaX83zPfUl5SHTIRD2kVAQF9B2czeGT3kCR6zJsZ2EbgsgWbWfbnZlxODzVVTlxOD7tzSlpFUxQAi8mNHpwuneoaBzG2pks4G4bk2bdm8eeyrdisWl3JWlNN2YuUkO9HaeamCPibKaXMk1Iuqft7JbAWaHmMkg8My8wKqRsh3mpFi9D6wwBOXWd9cRG7Kv3/UgS6SKtxu1k9f0u9SnHNkdkpObRi7CNWm0bHLqlYbVpdjLZKv8Gd2bYxn/Urc5qNUbba1ICzYBvKcm2MhkIcjQZiqUWZAyMCm4bvT+9uGUw8tN8BG4+BsjW3hF7dfethe8tDX3DLQ59z8uShQfO3Wi0qBx/U3dQxTVVFIUR3YDjwZwPPTQOmAXTt6l+g/KSevcmKi2dbeZn/RraALgmJbCsvwxPB2Zh/7cwJq39fE4KYBDuu3b7FMVttGgV55QHd5jd1rqII0rOSKNhV1uJxbXYLr3x1HZqmUlVRS15uKf+65LUDEocaIyU9ASFEwJuWvuJr8ovikcQWOPB0jsft0U13saSnxlNUUtX8gc2Qk1fKpu2FJlh0IOs27fYpcsYwJPOXbPUpi9MfNE0hPs7OaVOGmzquafeKQoh44HPgBinlAQ0MpZSvSClHSSlHZWRk+DWHRVX56uzzSLE3HytrBmVOJ6cOGERcBHfWaSw2PhDiW/B6NVXlnEsOQ9V8+yq5nB6f07z9wTAkhXnlfp2bmBTLFSc9zenjH+L8SY/x72vertegojmK8isYM6EvVltkpWcIAaMGdebbN6/h6gsOx2bTsFnNcWEIID3FnOp/wWxWoRsyIvYIYuwW3njsApITzS1MZ4qQCyEseEX8fSnlF2aM2RiJNjsfnXZ2MKfYS15VJe+vXB6UIleqEKiR6F8AnzNkFSF44pjjOHnqaI6cMizIVvmOvxeKnTuK2Z1bSnWlA6fDTXlJTYtur3WPwTcf/hmUHpMtRa3zNVssKrFxNq667XhiY6yce9Jovn71arKzUkyZR4JpYXrBJBJEHLzfkfUmRsTsIeClg/A6BV8H1kopnwjcpObpk5bGsMwslufvbvD5zNg4eqakMn9ny+pXt5R9S1r6igB6paZx1sDBvLNiKTkVzXdfDzXNlRywqioWReHT08+mf4a3YNNND5zCxtU7yd1eFHCKe2sn1MlPmqZgsWmAQPfoXHTtJMqKK9m8bjd9B2Vzwjlj65UCsGgKO3aVhNTGKF4cTg+bthVy6Khepo5rxj3gocAFwEohxLK6x+6UUs4wYexGeejIoznho/cOWDBZVZWrRx/Ms3/6H8nhK3tEXBUC3UdB75KYxPSzz2fkqy9QE4HlbJvjtAGDGJCewakDBpJsj9n7uKIoPPHONN58+idmfr8Cj1snNSOemFgb2zcXRJS47yk61Va49MbJZGWn4PEYjBjbi/jEmCaP9zRTkjZK4Giqt/zB/qn8NpuFzh2TzZ8v0AGklHMJQx7HwA6ZvHD8iVz3/bd46nbkrarKhK7dEUCJw3zfcWP4KuIA+dVVnP35x61SxO2axv+OntxoZEZcgp1/3n0i/7z77/jYVYu38e9r3qHWE/6a8HuQrSCCw1esdo3EpFgOOcr3iN+4WBs9u6axcWtwNhbbOwnxdm66fCLPvT2L0vKava42RRHEx1o5bIz5LRUja1emhUzu1YelV/6TnzZvpLCmmjGdOjMsqyNXTP8qYjM1nbreqEsokrAoCu59BM+mapw5cEiLw+v6Ds4O6uamP7QhHQcJo8a3vAXcndccxz///RFuj95sAagovqEIwTUXHc6ZU0cihGBI/2weffFHlqzcAcDIod24/R+Tg9JFqNXVWvGFe2b+wvsrl0esmDeFgjfRxx1GtVGF4OievZi1bStWVcWl6xzerQdPH3s8Nj/i+H//YQWP3v5pRGwCBoKq1TWkiKCXceUtUzjlgkP8Ore0vJrpv6xk2eoclqzOabNZuaFAUxWuOv8wzj7xwMqge3IszBDwdtXq7fyhB/HpmlUNVh1UEUhBizcpQ4UmFA7O7sKcnO1hs0FVFB49ejK1bg+bS0volpxMdkKi3+MdfuxQMjom8+ANH1BeVo2mqRiGJLtrGrpuUFPtpKI0dJmh/nLYMYMpK65m6Z+bw20KABabxonnHOz3+SlJcVx42lh6dctg9cY8PAG6v2JjrLhcHgxpfoMHTVOwWTQcTje6H2Pv6SkqpfTr/CbHBjqkJ3DipKENPh/sPp7QRoW8b1o6T06ewm2//IhL13HrOgk2G2cOGsL7K5fjiGD/tEsaYRVxi6IwrnNXEm12Em2QGR9vyrgDh3Xlw5m3s2XDbgp2ldGzXxYd6jZ9DMMbtvfSo9+ZMtf+WGwaUpcB10qprXGyflUuiiLCfnchhOCsSyfsDTMMhCH9swPu+qMqgrTkWG7/x2Q2by/ipfdmU+NDNx2fkdAxM4nrLj6CWx7+ssUx5yMHd+OqCyZw92PfUFBcYap7TVUVzj/1YNMbZrSENula2YO7LoU9zmqlR3IKp378PstM9E/v70duzcTUuUz6pKXz5omnkhLTdORDMHj4Xx8x+yfzmnqomkKXHhns2lGMy+nZK8A2uwVdN1CEqNdMt7WgqgqnXTyei689GkUxJ6fvk+mLeeXDOThdHr8jWoSAhDg7n700jc+/X8LrH80ztfCUt9OQBY+u43b7N67NopGUaKesohYhICM1ntzd/iWQ7cuxhw/k7uumBDxOc7Qr18oeLKrK4A6ZgDdJxOxNxuZEvCVhicHGrqo4GmlwkWqP4X+TJtMpIZH+6f5l3ZrB6Al9mf3zKtN80Nld0/aKOHizPlVN4aTzxrJzWzHzZq4xZ6IQcexpo7jomokkpsSZXsDrzBNGMqBPFl/9uIyd+eWs35yPbng74/jaFEJKb+ecX/9Yx6IVO0yvHiglATdzdro9FBR7ywkM7JPF9ZdM5Mo73w/ILk1VyEhrecs+M2nTQr4vQgjiLFaq3KELg4sMCffSmIgDvHfq6fRPN68Tu7+UFld5V826Oe/c7p0HNljWPQafvD7HlPFDSXJqHNfedYIprpTGGNI/myH9vfXutuUW8+4Xf7JxawExdgubthX65M5wON38Nm89i+siNczGzHXRmo27efG9mQGPo2kKJxxtTvNrf2lVjSUC5ZwhQ0NaPdGQ0qcA+4zYWPqlpaOZdJvcEoZkZEaEiAN07dkBWzPlRn1BVRVGHdobPQT1w4OFEKBZVGLjbRx72khe/fr6oIr4/nTvnMa/r5vCO09ezLWXHOlz2Kmqir3hdq2BZWt2YW9BbRyrRSUlKRa7TSPGbiEx3s6D/zqRTpnJwTPSB9rNihzg5nHj2V1VyY+bN6EbEl0G37/d1AJCAGcOGkySLYZ3li/dm9gUKmyqypQ+LY9BDhajx/chNSOB3bml3jA/P+k1sCOL528i2B+vUDB9DqtNo0v3DB5+5SKSUszZaA6UQX060rNrOhu3FTRZrlhTBR6T7qZCiS8b13GxVsYM687pU0YwdEA2O3aW4HB56NUtAy0Edeqbo01vdjbG7qpK/jN7Ft9v2hAS94fA6y9vqIaJTVXRpQy5iCtAckwMv1xwSb1U+3BTXlrNS49+x5yfV6N7dOwxVlIzEinIK/W5VnekNvr1hZsfPJUjpwxrsIFyOKmpdfHsmzP5ac5a3G4PWRmJ9O7eAQms2ZiHNCSD+3di0Yod1NT65r6MjbGSkRJPQUkltWZGuJiM3abx4L9OZNyInuE2pe00XzaLHeVlHPveW036js1CFQJJ5MSuC+C43n25Y/zhZCf6Hx8eKh644X3m/RZY55zWQEyslS8X3BNuM/wmN6+UC298y+dMUZtVC2rp2kCJi7XidutcdPpYLjp9XLjNAdpp1EpTdE1K5s2TTuNfP39PQXX13hVxMKS2qcgVBW+jU7PRhCDeaqXM6az3eIym8dikY5nSp18QZg0OXXtmsHDOhhZ1IYoErFbN5/BGq11j6tn+J/dEAp07ptAhPZHcPN8aa0SyiGuqwq1XHcPood1ITIicO9bGaLdCDnBw5y7MvvgKCqqribFozM/J4eoZ3/h8foLFglM3cBkNC4yg+QuD6kcpXF+Is1pZNO0aZm7dwpvLlrChpIiuiclcP3YcE7p2N32+YHL8mWP4+oMF9YRcUc2LbgkWTYn4ngqMVpuGlHD4MUO46JqjQ2id+RiGpLyiJqRzqqoS0H5KowgYO7wHcbHmtp0LFu1ayMEblrgne3Fy7z78c/RYnlu4oMFjVSGQUmLTLCgC/u/YKdz4w4wGhdyXGHJVCG4eN57H5/+Bx+Rds6GZWShCMLFnLyb2NLf2cajJyErmkVcv5cl7vyR3WyEgOGhsL5Yu2NQqy9FarBq3Pnw6A4Z1obigkszsFJJTzemyE04cTre52Zw+EAzXsKoIDhrYudWIOESF/ABuGnco4zp35uKvv8BjGEi8Vc1uGTeeUdnZLMjNJS0mhil9+vLoH3MarOdiU1Q8jazS90WXkucWLsAwWcStisK1YyLDp2cW/YZ05qUvrqWqohaLVcNmt3DzRa+wdnnzTZEjDXuMhUOOGoCqqaRnJoXbHNOw2yzExVipqHKEbE5VEQi8JWIDLTNA3TidspL593XHB25cCIkKeQOM69KNlVdfx4LcHNy6zsGduxBv9dZRGNkxe+9xv23d3GC0idMHEd9DlUl1XyyKsndT9cqRYxjVKbvZc1oj+zZNuPW/Z3DzRa9SVVmLoyZyox72xWa3cNVtx4c0JjxUKIrgkjMP4eX3Z+PwsWF1oOwRbzMKYWmqwg2XH8WJRw9DUSKzDWNjRIW8EayqymHdujd5TKzFClQH3ZbmfO0Te/Riat9+1LrdTOjavVVEophBZqcU3ppxMwvnbmD3zlKEItBUhXm/rmXJgk3hNu8AUtLiuf1/ZzJsdPjD2ILF6VOGY7WovP7xH5SU1SAEe1fMkRRjnp2ZRK3TQ2WVA7dHp2fXdG649ChGDOkabtP8IirkAXDhsOE8NHtmsz0uA6U5Ib/x4EMY2CEysjNDjWZRGXfkgHqPdeqWxpoVO3DUhLcrkaIq2GMseNw6Q0f14K7/O5uYVuR39QchBCcdM4yTjhmGYUgWrdjO5h2FZKYncN8T30VECO4pxw7j5ism7f23lLLFDVMijaiQB8D5Q4bx7vKlbCnzLdzKX5ry/CkIeqelBXX+1kbHzqkYwYhkaAGaReWlz6+lrKSKjKwkMjuZ07W+NaEogjEHdWfMQd0BWL0+j4+/XRxWm4b078RNl9ePDmrtIg7trNaK2aiKwqXDR4akfosqBOp+XzhVCA7r1h2r2vb8rYHQsXMqQ0Z2x2IN3zolKzuFzt3TGTyie7sU8YaYdt4EBvfthK3uc9HU0AloWnIcD/zrBF74zzltQrj3p91mdppFtcvFEW+/TmltTVASe/ZgU1U6JSRSUF2FU9exqRpJdhufn3Guac0f2hKOGhfP/3c6s75f4XNqvxlYrCqapvLIq5fSb0jnkM3bWtB1g/lLtrB45Q7SU+JJiLfxzJszg7o5ardpPHnPGXsrO7Zmoin6QWRnZQV3//ozv+/YFpTxbarGuM5deO3EU5i7YzvrigrplpzMUd17YomuxpvE49ZZvyqXu656G4ePNUBaitWmYegGg0Z0Y/CI7kw5fTRpHdrHhrMZbNpWyH+emcGm7YWmj221qJxx/EiuvuAw08cOB1EhDwG/bt3Mtd9/iyElLhNruPxz9FiuGX2wX42Po3jZsaWAZx/8mpWLzWujZ7WqjBrfl5GH9OGwyYNJSIo1bez2RlFpJSdf/nKDzw3sk8W6zfktyhfQNIV+vTK58x/H0q1z29lDigp5iMivquKbDWspczjonpTMhuIicisqWZ6fx+7qqhaPl52QyJxLrgiCpe2Tx+/+jF++Wdb8gT7UV4iJtfLez7cSl2A3w7R2z6sfzuXtz+pnVXdIT+DVR87jjH+81mzdGqUu/LRDWgJnTh3JyZMPanXx4M0RLZoVIjLj47lixOh6j0kp6fPcky0ey6qqXHLQCLNMiwIcctRA/vh1DbXVjbtZFFVgsWq4XZ4G67lYrBpx8Tbueeq8qIibyBXnjOfIQ/rxxkd/UF5Zy+TDBzLlyMGs3pCHRVVo7BNLTYqlV/cMTpl8EBPG9G6Tm5nNYYqQCyHeAKYCBVLKwWaM2Zaocrl8jp+1KCqq4i2kdUKfflw0bHiQrWtfjJnQj/iEGJwO998iLcBut5CSFk9NtYvR4/ty8vljufni13DW1s8YtcVYeODZCxg8srvpfTOjQO9uGTx828n1HktJim20/+eho3ry6B2nhsCyyMasFflbwHPAOyaN16awaxpaI40l9iCAuyccwdguXdlVUUH/jAyyE6IbZmajWVSefPdKnrjnC5b/tQWAAcO6cNMDp9Kpa31f6v3PnM/Dt3yMx60jpSQm1sa9T58XjUYJMV2zU+nZNZ0NW/LrpeLbrBrnnjwmjJZFDqYIuZRythCiuxljtUUsqsopvfrz6frVsO8qzpBoCPp2yOD28Yczvms3AAaEsZN9eyA9M5GHX74YV11Hdpv9wD6h0rWEof0/5f0vatm49VDUmIPpM7AzShj6qrZ3Kmud9BzViVU5+Sgu9u5fHHJ4X4YNiF5UIYQ+ciHENGAaQNeurbOeQSDY3lpDXEwJ1UNTQTdAVUievZvU6Ts4+oqj6TU26msNNdZGGj0bVS9A1UuAExVJ/66zwDIaIRqOqogSHHTD4NGvZvH5gpW4dAM6Kgi3RDFAt8D3WzdxdUkFnVKjd66mRa3Urci/9cVH3pajVhrjhMQLcFQ58MRr6Mk2tCIHqsMboqioCtYYK4//dh/9RrXu2uGtCakXIWu+Bs9SkC7v/571IIsPPFjEIpKeRNiPDL2h7ZSXf17Aa78uxOFuOFrFqqlcP2U8Fx7efgIColErYWbPTrpW5UGrqv/FNHQDR5WD6w+5kx5DunHBPWdwyEmjGxomSgAY7m1Q8zp4toHaARw/AS58avAna5C1XyFrvwbXXBAxEHsuIu5yhGh4ZR8lMN6dvbRREQdweXQ+nLuU6YvWMKx7Ry4+YhSd09pOffeWEBXyEHH4GeP44Y3fmjxG9xhsWrqVh897miv+dz7xSXEsm7mK1E7JnPiPY0nLitbs8Bej4lGviO/Bn/Llzh/ZW8JMVkDVi0j3OkTK02aYGGU/Kmqab1CRW1IBwLpdhXw6fyVPXjSVlPgYLKrKwM6ZbS6OvDFMca0IIT4EjgDSgXzgXinl640d3x5dK9UVNVzS/zpKd5f7doKo60e4T9eTC+87gwvuOTNIFrZdjOrPofJOgtNa24ZI/w6htb99H7PJKS7jo7nL2VJQQreMFD6Ys9SvTyzWakEisWkaN06dwImjBqK1kVDRaGZnBOCsdfLT27/zzn2fUFbgo6DvgxDw3x/uZuSkYUGwrm0iXcuRJWfRdDHgQLCA7UhQ0rz+c+thCNE2RCOULN6Sy9WvfolbN/DoBgrmfWIWReFfJx3GueNbf05GY0Ie/caFEFuMjWMvPRJbrH8+VSnhrXs+Mtmqtovh3oAsuQD/JcGXn4cbnL9A7YfIshuQpdOQMnTVFtsC1Q4XN7/9HbUuz97EHzMvu27D4L9fzuLuD38MSrPmSCAq5CFmzmcLyN9R5Pf5hTkNRFREqYeULoyy26D4RMCfRsAqKJ3w3RWzx29eA+5F4PjRjznbB7phsLOknCqHE4CNeUVM+s9rFFfVBH3u6YvX8POKjXvnbktENztNwOV089eMJeRtzsdi1UjvkkZKVjJl+eX0Ht6DzG7eBJ9dm3fz1NWvBrTc6D446ovdH+n8A1n9JhiFYDscjHJwfI9Pb7RlLHi2gCwHNRsS7kBYRyIrHgLH534YU4OsuBdZ/QLYJiPiLkYoCS0fpw3y3ZJ1PPLlTBxuD4aUTBzci3W7CqmsDY2wGhJufe97VEUwaUgf7jtrEnZL25DAtvEqQkRlaRXzv1mEx+WhQ7cMNizaTGVJJd+//hvVlTUH6IYQXneIUASJaQm4HC5qK/1ZIf7NEWcdEtD5bQ2j+l2ofByo9T7g2YTvISlWcC+BPeWY9C1Qdi0y8QFw/eG/UbIcPOXg2Y50TIe0rxBK+y5xu3BzLvd+/BNOz99upx+WbfD+SEKIbhjoBvy0YgMVDgcvXH5KSOcPFlEh95F5Xy/k4XOfQlEVnA4Xhqf51d4ed5w0JOWFFQHboKiCjj0zWfrbSnLW72Lmh3NRNZVjLz2Ko84d3+7Sx6VRA5WPUd994quI2+qO3f9zdEDFrWaYBzhBz0fWfomIO8+kMVsnr/+2sJ6IQ53jKkw+a7duMGftNs59+kNevOIUkmJbd2Z1NGrFB6rKqjk7exrOIHWYaQmaVcXQZb3mwharRlKHJA45cRRTr5xEjyHdwmhh6DDK74XaD/04UwNtOHgWmm5Tg9iOQkl5KTRzhRHDkHz4xzJ+WLoel64zqldnTj94MIaEa17/ip0lgS9mzEZTFEb37swrV54WblN8IprZ2UL2XOCqy2u4/dj/RISIA3ga6D/pdnkoyi1m+ks/8eObM7nhlSs5+ry20dqqMaR7BdT64cMmBuJvgqrHTbepYVRQOoZorvCxMa+Ic5/+AIf77+/nmtwC3vl9CVZNRTeC2dHWfzyGweItOymqrCY9IS7c5vhNVMjrMAyDhd8v5ad3ZrH+r80U5hajaioxCXaqSqvDbZ5PSEPirHXxvwuf470HP6PXsO6cd9dp9BzaNlboUjrA8SsYJUj3EqCpjjENRSILiDkVYs+AqoeDZ2g9VIg5Dik94F4KSLAchBBW7+uRNSBSWnUzBN0wuOj5j+uJ+L64POaEY1pVFUNKPCZfFBQhWLFtF7+t2sKSrTuJt1s5+9BhnHrwEFPnCSZR1wpeEb/v1MdY8utKnNVtKDRJgGbRuPezmxk79YC7sVaFdK9BllwEeEB6aNi/3RxWRMYv4NmELL0CCGa8955ecfa6eQQIi/dPCViHgqvuN6CkIhLvb7UFuRZs2MEVL/tzd+Q7mqKQEGOltDqwYIGW0L9TBp/cdF5EXWSjCUFNsODbxSz9bVXbEnEACR6Xh3tO+h8/vjUz3Nb4jaGXe0VcloOsBpz4F8OpIl2LkaX/ILgiDn/HoDvwXnRcXttlFVAFrnnex3CBsRtZdj3SvTLINgWHyhDEZXsMI6QiDt76Lf/7+veIdQvtS9S1Asz+dD6OKnO+JIoiWtTtOxRIKXn66lfI31aIPc7GwVNH0i3CC/JL1yJk1YvgWQdGMabk+ikJUPMRjScJqfgs8Oog0Nf5fnyzOJFVryBSnjVpvNAxokd2i463qAp2q4XqWmfQCieYxftzljJ/w3bevOZMUuJiwm1Oo7Rr18qsj+fy+ZPfsXXVDpw1kbGZGUyEIlBVBUVTOfX6KVz2cGSGxBm1P0P5TXhX3magAlZEyovI0qvwL9tz3+H6gLETpIHXRrN+QxYQ8WAdh0i4qVUV4jr18XfZmOd7xnLH5HiKKqpxR9iipzE0VeGOk4/kzEOGhtWOaNGsfVi3cBM3Tri7wQiQ9oIt1sbjv91L/zF9wm0KUhrI6teg+nWQZXiFt6mNzBZiOx70XG8GJ5XmjRs0FBDxiPRvEWpWuI1pkqLKam5661uWbdsVlNqSkYTdovHStFMY2TN8d7NRH3kduzbv5rqxd4ZNxC02jbjk8Ic5OWud/Pbh3HCbAYAsvw2qngJZind1a6KIixRw/gqe5bQOEQcwvKn+VY1Wgo4IpJSc+/SHLG1AxJNibGGxKZg43B4e+2Y2Nc7Iu3tvN0Jeml/GspmrePmWd0JWAU1RFRRFoKgKFpvGUeeO58r/uwi305+uBiYjoWB7YXhNkBKj7HZwfI2p4r0XKwg7AbtSwoIHat/GKL4Io+xOZO23SBk5AlJR6+DKlz8nr7Thi2OVI3JsNZO1uQUc/eBrrN8V3t/O/rT5zU5d13nmH6/x8zu/Y7VbqC4PfpU1AHucjZOvPQ4AoSgcfsY4tqzYzpNXvozbEQFCDiz+ZSVulxuLNUytylx/gGOGSYNZ8G6IaoATRCyoXUDfadL4YcI9H9x4a7ZUvwSpHyOU4N7Rrd9VyM6SctbtLOSbRWuorHVycJ+u3Dh1PF3Skqlxujnriff3dudpCL2Nlos1pKSy1smNb03nuzsuiZjQxDYv5J8/8S2/vj8bt9Md0pWwNcbKydceR1rHVAA+fORL3nvg04gRcfBG2Kyau47hR3kTHypKKvnz2yV43B7GTBlBWsfgtpaTtV9j3mpZgjYIbIeBUQaWAV6feM3bjRyvge04cP6Af33fQo0TPNuQNW8i4v8ZlBl2l1Vy4bMfk19ehbGfEP+6chN/btzBfWcezdMz/mhSxNsDhRXVbC8qo3tGZLRfbPNC/uUzM4ITkbIn36MR3A43F/a6lrNvP5mJ547nzbs+jLii9lJKdm3xlt4tzC3m/y57EaEqYEievfZ1rnzsAk665jiT59TBORvp/N0bWmgaHvCsAQxE6hvIohPAKKEpl42IuxAZezaUXop5ETLBxAW134LJQm4YEqfbw8n/e5vqRhY7hpRU1Dq56e3vTJ3bXzIT48mvqGrxealxMZx96EGM7d2FC1/4xO/5DWlgRFB8eZuPWjkx6UJqK2tNHdNi00AIn1bX9jgbCSlxFOaWmGqDKQhv1yJFEdQ2Ekc/5rjhXP/SNDp0Sfd7GqnnIyufAOecuoQYA28yjJkNvfYQ403Dr/0Mn8TZOhXcs+rs8gUFsOK9QATDr9/c9L0QSbcjXcu9ES32KQgl3q+hiiqr+c9nv/L7mq2mp703RzProGbPHdIlk+1FZZS3oJb5yB7ZTD6oL0UV1fy8YiNbC0v9tMBL347pZKcm0q9TBmceMpSMRP8+h5bQbsMP7z7hv/w1Y6mpq+Hb3r2WL576jk1LtkbcKntfhozvz6p567zhzv4iIDk9kTfWPU1CSsu/qIZzft2KN5RRQi28QCg9wdiFuTHhwULFW4K3BogBYUGkvo+w9GvRKB7d4IRH32J3aQWeVhLL3RIUAVNHDGDWmi1UOVwHuIrMxKqpWDWVt645k36dMoI2D7Tj8MMrH7+QmAQ7qmbeS5WG5LFf7mHs8SN8OyFM+yGblm8jNiHAbDQJZUUVnNv1Ki7q808+f+pbdN03UZZ6PpRehu8iroLlCAL/WrbwymXkgW0ikS/i4H0v92zY14Ks8PYKlZIap7vZrOLdZZU8M+MPLnr+Y/LLqtqkiIO3G9B3S9ZRUetssYhbNRWlBb9Zl0enyuHi3k9+aqGV5tHmV+TgjR2/+cj7KNpZbMpvdeC4vjz9x0MALP55Oc/+83V2bsprcGwhvFEr+9YPb81oVo2Djx/BfZ/f0uyxRsVDTWw2NkY4wgUDudEPP9+sGshTcydTVu3EpmlMHTmAW048DPt+0Uirduzmshc/w63ruMP0fbRbNFweD230+sFNU8dzyZGjgzZ+m1mRu5xulvyygiW/ekPnfGHe1wupLK407be6e1vB3r+PnDSMt9Y/w/Sq9+h1UPcDDxaYejcQbjwuD398+ReXDb6BytLG/crSqIIaf5o+hGPT0UxV0SD2crCMJBS3Yr9u6MFDPx9CcaUD3ZDUuNx8Mn8Fh9z9At8sXFPv2H9/9BM1LnfYRFxTwK3rAYl4ZAT7Nc4LPy5g1Y7djT7vCdJ736qiVn7/dB7/d/mLe2M3hRDc8+nN9BvTm98/nkfRzhL6H9yHUZOH1Wt79uNbM01tDJGWncqmZVuJibfTsWcmNRW1LP99NTs3HfgBSgPczjBsigWZHWt2cumAG3h3y/PYYw/M4pO1X+HfRmZrX6p5oOZdUDtC3FVQ/SrB3BR9/o/RODwH5gG4dYMHP/+VXllp9M/OYMaS9WwuCO+Gu7c7YmCfryIgNSGOworI7BHgcHt45KtZdExJIK+0knF9u3Lu+OHMXbeNp2bMpaC8irT4WP4xeRxnjBtiWhy6Ka4VIcSxwNN4d2Jek1I+0tTxLXWtlBaUc//pj7N67oHhala7Bc2qYegGjmqnV1x7ZXL2bSfTdUBneg7txiX9r2fnxrwWvqrmEYpACOH9E/A0Uli/rSIUwXXPX8Hxlx+ErHjAmwqPASLVm1Fp5LZwwE4gdwXF1tAjwHYSeJaCnsfeBs8msLM8gZfnjWJRTjZ5FXEYsvE7vqkjBrCrtJy1uQXUutvGgqJjcjx5ZS0PPQwHVk3Fqiq460I892C3aPzrhMM469BhLRovaFErQggV2ABMAnKBhcA5Uso1jZ3TEiGXUnLlQf9i2+ocZAvuyTSriq4bSL21r/AimyPOHsMdT30HRj6BR6ZohCWkL5jE3QKKFZyzvFmm+raAhttVHs+Zb59JjcuKLptfzWUlx1Ne46DW1fD7atNUPIaB3lad1hFManwMv99/VYvOCaaPfAywSUq5RXqLQXwEnGTCuABsWLSZvC35LRJx8Pa2jIp4cBGK4OCJJd6GD6aEF7YxEQeofgysh6CkvglKUsDDvbZgBDUui08iDpBfXtWoiGuK4ODeXTj70GHEBLFMgyIEFrXlUqO2JHSkFVJaVYvbxwiw5jBDyLOBnH3+nVv3WD2EENOEEIuEEIsKC30vOFOQU4zix5cgijcZ6bAzxqFqalDGV1SFMcck1XXtidIolf9B6gXe2i8+bUspeKN3DuSvHV3Qm3Cl7I9oZHtQEQKLpjFvw3Y+mbecrKR4+nZMJznWbuqG4smjBjL9tos5ZcxgtBYKs13TUFroQ1aEIN5mxaIqLZ4v1GQkxmFRzfltmrHZ2dC7dcBSWEr5CvAKeF0rvg7eb1RP3I2sKKI0jaPGSU1lDSJI10EBWGL7gicuKuZN4foLWXgUvtdZlxB/A7h+B6MGcGN48nh85iHkliU2eIYQ0JCX1CsUEud+DZANKandJ+pra2EpisDUsMA4q4WfV27ixxUb8eg6NosFS928qoCmbpgVIeiVlc6KHb7vbZ0wagCXHjGaSoeDXpnp/OO1L1m+3fy9MTOwWzSum3KoaeOZIeS5QJd9/t0ZMG3HqkPXDI4+bwK/ffgHzprWUA8jgpCw6IflQRveFmtj/fLuDB2cBLIW89Ptg8WeuHGl7s9gu+B06rue9qx9GptXQu1nKBl/V4Z87/clfL78D2QDFwKrptInK40tBaX1xNn7nMLxI/rz5V+rvSWVhUKNy9Wg6JvtJq/ezxa37iIrOZ6eHVLplZnKjVMn4PR4OOG/b+Her0SAISVbCop9nsuiqtwwZTwdkv7OPj56cO8Ghby5dz/YJMXYueu0IzlueH/TxjRDyBcCfYQQPYCdwNnAuSaMu5cbXr6SPiN78dWzM8jdkBdwco2itp0EnXDicXtIycpApH2KLH8AXD82cmQwaqoEwp6fcLhs8kFC9FyM2h+9oYyeNbw783Qc7oazdA/t152Hz5nM/Z/9wqw1W3C7dSwWFQE8efEJHNynKxccPpJFm3NJirXzr3e/C1o8c3PsLqtid1kVWwtLWLRlJ8cN73uAiO+hJTXN+2SlsWl3MYmxduwWjYWbcnj+p/kNHhvOnTOLqvDf845lwoAepo5rVvjhFOApvPeOb0gpH2rq+EAyO3M37OKWo++nurwGl8ON3s5C/iIFIQS9R/TghYWP1nvcqP4YKh/Y8y+8dcKtQGNlTyO58YOvUTQK2KeA4ye8JXHNkAprvbHGPnU5te4DNyQVAfMfuoZYmxUpJaty8lmwYQeJsTYmD+tLcgMNg0997B027vZ9tRssNEUghGLKht+eeieGIXnw7GOYsWQ9v67aZIKV5tKvUwaf3Hgeip/++zZVNEvXdVbOXktpfjkr567l57dn4agO3O2yJy68Xa7WBWR2TSc2MZbta3KbfA+EEPQb05sHvrqVlMzkA56XegE4fgBZA7YjkdWvgONbDhQ4xZsFWfM2kVlG1ga2Y8C1DGRO44cpHcF+LNgmgVHubcxc9aSp+wZXfXI887d3Yf8tqa7pyXx3xyUtGmve+u1c/+Y3OIIYVx7Oogc2i0bvrDRW5+SHZD5FgFXTmn0/+2Sl8e61ZxNnt/o9V5sS8v0xDIOC7YXcNvk/5G8v9H+VHm7nWWM08asQwusq0j2BX3yGHTGIvC35FOw4sBu6oiocc9Hh9BrWnYOnjqRjj0yfx5WeTcii04B9ywlreF+UIKLDDpVOkPQolF7g2/EiGxLvgtoPwOVPT1Tv5uT+bp+Nhalc+P4pOD0aulRQhIFV1XnmslMZ17d3i2f5c+MOHv16FhvzzF+ZHz6wByeMHMC/3jWr+1PLEMDIntmsyskP6sVqX2wWjUGdO7B0a8NNqONsFj69+Xy6pCUHNE+bFvI9GIbBq7e+x1fPf4+nraXFNyLmiqqQnp1GwY7AewhqVo2k9ASKdx1Yp9li0/hgx0skZ/gXCy1dy5GV/wH3KiAWr6i3hs/ICiIeZEvT2/10GVkPAddCGupalFOayOt/DmdlXiY900q57ODlDBgyA6E0HMniC2/NXMSzP8zD5QncvaEIOGPcMJJibbw/ZxnVYWxSHGezkBwXw84WdDIK5C5CVQSnjx3Ct4vX4nB56rW6G96jE/edMYmemal+jr6Pje1ByMEbcndJv+sozittcRKRWVhsFqQ08LhC47+PS4o1rRepalFQFKVefRhVUxh4SH+emHW/KXMYZbeA4xsi79anAdQ+oOcQkX58rQ9KeuAdexZvyeWKlz4PuJjWyJ7Z9OiQ6hWzMJcDUOpUOVROUkUILp84mlPGDOatWYtZuT2PHpmpXHrUaPp29L8py/40JuStqmiWL9hjbTz753954YY3+ePLv0Lm7xaKQLNoSMMIaW9QgOryGlSLgu4O/LXqboPY1BiEEKgWDaQkvXMqd314Q+CG7sEoplWIOFbQ84kcEd+zZrSC0BCJD5sy6sienemdlcbanf7f1R05qCcPnHUMR93/qmnZioEQ6jWcVVOZNLQPndOSuPu0o0I7OW1QyAHSO6Vyzyc3o3t0nr7mVb5/9dfgTyolh50+lt8+nBP8uRrADBHfgxAKr658gvULN5PRJY1Bh/Qzt1u4bSK4FlPfZx4IwarR4sLMYlcBoQ6FmGPAvQK0XojYc7yt3kziH5PHccu7M/xaScdaLYzu1ZnjHn4jIkQ82Ai8G/57krCsmsr5E4bTP7tD2Gxqk0K+B1VTuenlq1j260rythQ0f0IASAnlxZWBtVWLEHoO60anXll06mWeUOyLiD0VWfsBeMxwWVi8ESN6Bbh/N8O8CCQGkXgzwjYuaDMcMagX/z5tIo9P/53S6qY/kz01UAwpGdatE8eP6M//TZ8ddndKqEhLiOX1q8/g5xUb0XWDiUN7B73FW3O0OR95Qyz5ZQV3n/iIT82SA0Gzaa1+k9UWa+V/v9zLwLF9gzqPNGqQtZ9A7Y9e94VsYcnbvdgg/Tuofhdqm+pGZKGhDcTIxwpaH0TaF+beFTWCYUi2FpTwyFczWbR5JwA9s1Lpk5XOqpx80uJjuPiIURwxqCeGlKiKwgXPfsSybS1LhU+Lj6GkqjaiHGzNbXaqisBu0Xhp2qkc1L1TqMyqR7vZ7GyMTUu38sQVL7JxydaQzmsaQQiNFIrYuyGsaip9R/XkyscvYtAhLWvkawZG7TdQ/q8mjrDX/V+JN1O0Lkwv4V5wfA7ulTTtBonBPFdOQwTjQmGH2DMQ8TcilOB3aN+fGqcbQxrE2w9sHLIvEx94hYLy1l9rpykh1xSFi44YwWVHjSEhpun3I5i0m83Oxug9vAfP/fUIZ3e+ktLdZT6do1nVkEWeNIfFqvH8okcp2F7Eur828s3zP1BR7F9xfUVVmHrlJI67fCJpnVKIS4rDagteGVOfbIo5EQMrlF/XwLM2ELGAE2SdYFoOgqT/Qxi7kFVraN6XHeQNS6WrNxHI73n2yIjF+3f78YikhxAifD/RWB+/E0O6duS3VZsarN/SmmjMfFURTJs0hquPCZ5rK1DaVX1YRVG48/3rscfZsNR9SYUiUDWFPqN60v/gPiSkxpHWKYURk4Zy3fNXmNtvs4k74+ZK9SqayryvFlKYW0xGdhrXvTgNq90/8bXaLZxzxyn0PqgHKR2Swy7ie1BijkWkvIl35W3Dm6Zu83YbkqV1mZIOQAf3KoR7CXjW4tvGRJBVxthMICIuEm5FZPyOSHkDkfEbSvKjYRXxlvDPY8dht1givp+mP9g0lQ+uPyeiRRzakWtlX4p2FvPjW7Moyi3moCMHc+gpY9AsB/5onLVOTkm92PSemxarVq80rxACBD7Hve/ZLdesKrpbb9FKSAjBk3MfZNC40LtPfEUaFeD4GWQVUu0GZdfRoEhaRkPcZVB2Na0jnLEx7IjUtxHW4eE2xG825BXx5PQ5zF2/Ldym7CWQBB8BjOndhTtPPcqURB6zaPeulX1Jz07jvLtOa/a4mR/+gR6EOPSOvTIRQrBj3U6kIZFStugbt0e4W+r2scXamHrlpIgWccCbqRhb9/m4VyGF2vD7I6vBvY7WLuJYD/a6iloxfTumc2j/7vyxYVtEuFgyEmJx6QblNS2/S7KoCtcedyiXHHmAXkYs7VLIfWX576sx/KxhYo+34ahquBBU3tYChk4YwPY1/kZqNIxqUQ+oM2OxWVA1heQOSZzxrxM54apjTJ0z6Gj9aPhragetN1Q/FWKDAkWF+BvrMlsViDkTEXtWSCJSgs2CjdsjQsQBCiv9z3RWhGDysOBGbZlNVMibIKtHB783PBsTcQC3w836hZsDMa1BFEVw1IWHs+6vTQgBJ1w9mSlXHB0xPnB/EMICSY8iy27Am/Tj8W58KtngaKz+eaSigW0iSvw0iJ8WbmNMJzs1KaxVD81AVQT3nH40nVL9r18TDqJC3gRTLj+az/5velAiV6rLq02v9el2eqitquWNNU+ZN2gEIOxHQfrXyJqPwdiNsB6GVLOh9KJwm+Y7IhbUbETSA80f20o5+9BhfDZ/Ja5Wmt1pVVVuPekwThw9MNymtJh2FbXSUjI6p/HwjLvo0DUdW4wV1aJitVvQLIE3TJVB6jCmKG3zIxVaD5TE21GSn0LEnooQNlrP11eDmHMRad8ilJRwGxM0enRI5Z4zJobbDL9QFYX0xDhOHjM43Kb4RXRF3gxDJgzgva0vsHtbAbYYKxabhZduepvZn81H1w10tx7yRhS2OCuGxzggmsYeZ+OYi48MqS1hwzIYb5JPZbgt8QEdocS1CT94c5w0ehC/rtzM3HVbA66mGCo0VeH44f25ceoEbA1Er7UG2mX4oZl88PAXvHn3hyGbzx5n4+onLyGzWzr3nfoYSPB4PKiqysQLDuOGF6e1C8EAkK6FyJILqd/YGLyx55qpHXoCQsQikp9H2Mzrmh7JONweHvlyJtMXr0U3DDRFwWlCvfNgYNVUfvn3FaTEN9wPNdJo9yn6wUJKyXPXvs43LwR3402zaghFcOwlR3Ltc5cjhKCipJI5ny2gpqKWkccMo+fQbkG1IRIx9DIovxNcv+PddFAg9nywjoWyf7J3gzRs2MEyAJH6IUK0FleQObh1HbdH5z+f/8b0xWtNH19VBDFWS4uaNKuK2Lvqtls0/u/CqYzq1dl024JFVMiDzBv//pBPHv3KlJZrDXHunadywtXHkJ6dFpTxWztSusAoBCUNIezexzxbkTXvextDuNaD3BUCS+LAfgy4lwMSYk5BxF1S59Nvn6zbWcC5T3/YqKtF1G36N6ZESbF2apwudMPYW2dcUxR6ZaWyIa8YXzXMZtF47IIpZCbFI6Wkf3YH1Fa2pxQV8iCje3SemPYSMz/8A6vdgqvWhWbV0D0GrhasGBoiNjGGL4rfRFUD32RtrxiVj0H1q0Ea3eJt0hw/DaH1RYjo57Q/v6zYxM3vTG+w4YNFVRoXeeCXe65AEYLpi9ewYVcR2amJHDm4NwOyMxh9x3M+talLjLHxwFnHMHFIy/ubRhJRIQ8RxXmlbF+TS6demWR2y2Ddwk1cN+5OvyNUFEXw9qbnyOoevqL1bQGpFyALJ2B+qJAC2gBE2gcI0Tr8rOGiyuHktve+Z87arSDAoqrYLBp3nXoUt7//fYPn2C0an958Pr+u3MRLPy1AUxXcHp2h3Try5MUn8NjXvzNj6boGLwQCUFWFW088nLMPHdYm9o6iKfohIq1jCmkd/w4xK8svD0g7FE0lPjnOBMvaN0LtgIw5H2rfw+cPRHQEmU/jnR8VsJ+FSPp3qylwFU7i7Taev/xkal1uFm/ZiaYojOyVjUVV+XDuMpZvP7Cmud2qsWTLTp7/YZ5XrOsqBS/btotb35vB/114PNuLSlm/qxBFKHh0nR6ZqUwa2odemWkcNrAHlnZwJxtdkQcRR42TMzIvw1HdeJZnc9hibXxV+laDRb2itAxp1CBLzgXPZsDXz6SJrC21ByL9m3bt/zaLoopqTnn8HSprneiGRAiwaRrnHzac139b2GDqv1VT+fHuy0hPiGNNbj7bC8volZVmarPjSCO6Ig8Dy2euQij+387ZYq2ccPUxURE3CaHEQtrn4JyFdC0Bx3dg+LsBaoe0L6IibhLpiXFMv+1iPpy7jPkbdtApNZFzDj2IK1/5vNH6LZqqUFZdS3pCHAM7ZzKwc2ZojY4gAlIIIcQZwH3AAGCMlLLtL7NbghB++eVsMVakhMmXHMnl/z0vCIa1X4RQwT4RYZ+I4ZjhwxkKKJn7CL7ijQtPeROhRF1eZpIcF8PVk8dx9WRv7e9567fTVBF/VSh0y2i7mbItIdCl3irgVOBlE2xpcxx05CCfQ6PA2+Ri0sVHcP5dp5HcIYmYOHsQrYuCklLX1acpdLAdioi/AVwLQMR7/y2sobCwXaM0sQhShOC2k49oF/5vXwgoiFJKuVZKud4sY9oathgbd390ExZb09dLb+q/xhFnHcr1z11Oxx6ZUREPASLuUmg20sSOsB2FUDMQMScg7EdGRTxEjOyZ3aCYK0Jw3XGHcFIrLG4VLELmfBVCTAOmAXTt2jVU04adMccN571tLzBt6L+oKKqo5++z2DSe++tRDF0nPTuV5Iyk8BnaHrEf7934rH6ZRrM/rcPBdkQorYpSh0VTeeKiqVz35jeAxKMbqIrClOH9uPSo0eE2L6JoNmpFCPELkNXAU3dJKb+uO2YW8C9ffeTtJWplX4p2FvPQuU+z/q+NCEUhNSuZ2965lsGH9g+3ae0eb5r/HeCagzdCxQAExP8TETctGloYZsprHPy8YiNVtU7G9etGv04Z4TYpbAQ1ISgq5L5TXlSBs9ZFRue0NpGg0JaQnq3g+guUZLAdEY1IiRJxRMMPI4Sk9NbVeaQ9IbQeoPUItxlRorSYgDY7hRCnCCFygXHAd0KI1tZ7K0qUKFFaPQGtyKWUXwJfmmRLlChRokTxg9ZVwzFKlChRohxAVMijRIkSpZUTFfIoUaJEaeWEpfqhEKIQ2O7HqelAkcnmhJO29HqiryVyaUuvpy29Fmj56+kmpTwgkD4sQu4vQohFDcVQtlba0uuJvpbIpS29nrb0WsC81xN1rUSJEiVKKycq5FGiRInSymltQv5KuA0wmbb0eqKvJXJpS6+nLb0WMOn1tCofeZQoUaJEOZDWtiKPEiVKlCj7ERXyKFGiRGnltDohF0I8JoRYJ4RYIYT4UgiRHG6bAkEIcYYQYrUQwhBCtMqwKiHEsUKI9UKITUKI28Ntj78IId4QQhQIIVaF25ZAEUJ0EULMFEKsrft+XR9umwJBCGEXQvwlhFhe93ruD7dNgSKEUIUQS4UQ3wY6VqsTcuBnYLCUciiwAbgjzPYEyp6+p7PDbYg/CCFU4HngOGAgcI4QorX24HoLODbcRpiEB7hZSjkAGAtc04o/FwAncJSUchhwEHCsEGJseE0KmOuBtWYM1OqEXEr5k5RyT1+uBUDncNoTKG2g7+kYYJOUcouU0gV8BJwUZpv8Qko5GygJtx1mIKXMk1Iuqft7JV7ByA6vVf4jvVTV/dNS93+rjdQQQnQGjgdeM2O8Vifk+3Ep8H24jWjnZAM5+/w7l1YsGG0RIUR3YDjwZ5hNCYg6V8QyoAD4WUrZml/PU8CtePsKBkxEdgjysU/oXXhvH98PpW3+4MvracU01K+u1a6U2hpCiHjgc+AGKWVFuO0JBCmlDhxUty/2pRBisJSy1e1nCCGmAgVSysVCiCPMGDMihVxKeXRTzwshLgKmAhNlKwiEb+71tHJygS77/LszsCtMtkTZByGEBa+Ivy+l/CLc9piFlLKsrk/wsXj3mFobhwInCiGmAHYgUQjxnpTyfH8HbHWuFSHEscBtwIlSyppw2xOFhUAfIUQPIYQVOBv4Jsw2tXuEt7P368BaKeUT4bYnUIQQGXsi1IQQMcDRwLqwGuUnUso7pJSdpZTd8f5efgtExKEVCjnwHJAA/CyEWCaEeCncBgVCa+97Wrfx/E/gR7wbap9IKVeH1yr/EEJ8CMwH+gkhcoUQl4XbpgA4FLgAOKrud7KsbgXYWukIzBRCrMC7ePhZShlw2F5bIZqiHyVKlCitnNa4Io8SJUqUKPsQFfIoUaJEaeVEhTxKlChRWjlRIY8SJUqUVk5UyKNEiRKllRMV8ihRokRp5USFPEqUKFFaOf8PjvFL+udzJ0oAAAAASUVORK5CYII=\n", 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" ] @@ -130,7 +132,7 @@ } ], "source": [ - "from sklearn.cluster import KMeans\n", + "from sklearn.cluster import AgglomerativeClustering\n", "from sklearn import metrics\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn import datasets\n", @@ -154,7 +156,7 @@ "for i in nb_clusters:\n", " t1 = time.time()\n", " ### Appel de la méthode de clusterization\n", - " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='ward',connectivity=None).fit(npliste)\n", " t2 = time.time()\n", " labels = model.labels_\n", " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", @@ -181,7 +183,7 @@ "\n", "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", "### Appel de la méthode de clusterization\n", - "pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + "pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", "### Affiche la clusterisations\n", "#plt.figure(figsize=(10, 10))\n", "plt.figure()\n", @@ -192,468 +194,17 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 57, "id": "d75ca794", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.468, 0.622, 0.68, 0.734, 0.722, 0.766, 0.81, 0.838, 0.774, 0.726, 0.668]\n", - "Temps : [0.035, 0.044, 0.045, 0.064, 0.093, 0.096, 0.071, 0.088, 0.13, 0.154, 0.143]\n", - "Clusters : 9\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.441, 0.489, 0.495, 0.495, 0.493, 0.509, 0.501, 0.526, 0.537, 0.552, 0.581]\n", - "Temps : [0.051, 0.049, 0.073, 0.072, 0.087, 0.085, 0.089, 0.105, 0.105, 0.106, 0.115]\n", - "Clusters : 12\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.576, 0.489, 0.492, 0.458, 0.439, 0.413, 0.415, 0.413, 0.415, 0.371, 0.374]\n", - "Temps : [0.026, 0.043, 0.042, 0.057, 0.06, 0.067, 0.07, 0.076, 0.083, 0.1, 0.134]\n", - "Clusters : 2\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.527, 0.587, 0.618, 0.575, 0.578, 0.553, 0.542, 0.541, 0.521, 0.519, 0.508]\n", - "Temps : [0.025, 0.033, 0.038, 0.056, 0.083, 0.092, 0.095, 0.114, 0.116, 0.138, 0.129]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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ZGcvPgx9k8eFtHHRl0i6mIT0TWoZ9SukQ25gN2fuDTBtWYeHmNmfSPrYRA5Lan3CY5B8HVvL+lmlkevNL1DIC2JF3iPuX/Y/vz7i/Up+mjnjyuHnxR2R58ynQvURa7Ly7ZSqfn34Xyc7K6VCV5IhhdPP+/LpvKW7dXFlZhYU4WySXNe9XKedQKKoSpQhOUqyahTPqdyzX2GtansHvB1YWRQmB+TR7elJ7bmlbOZmRs1PX8+qGSUGJWYXo0iDFncnW3BQ6xDaulHMCvLX5dw65s4uUXIHuxaP7eW3jJF7vdX2lnef+DiPpGNuE73cvINfnYmiDzvyj9RBibBGVdg6FoqpQikBBk8hExva7jdc2TmJj9n4cFhuXNO3L3e3Pq/Bcbt3LIXcOyY4YIq0O3LqXn/cuYey2GSGL2RVHExpHPHnHexkhmXtoY9BKR8fg7/QtSCkrbfUhhGBE456MaNyzUuZT1A7Ss/J4f9IC5q/bSYTDxpVDe3Lt2b1ChovWZZQiCMEhVxZbclNo6IyjfSU+ndZmOsU14X8D/okhDbTjiAySUvLJ9ll8s2s+QggMaXBhk96sy9rL7vzDx1QCYGbqVn7CWt1y2ilqD7kFbq55+Vuy8lzohiQr383Hfyxi495DvHrrqJoWr1JRiqAYhjR4ecMkph5chU2zoEuDllHJvNvnpnJl5J4MHI8SAPh572K+2TW/hOln0v7lSGRYR3RxIiw2/tFqKHH2yOM6fzjObNCFmalrS8hgERqD63cq92pgb/5h3t8yjeVHdhJtdXJVi4Fc3XLgcX9WirrBr3+vJ8/lLZHB7Pb6mbd2B3vTsmheP77mhKtklCIoxoR9S/kzZTVew1/0BLs99xDPrP2Rd/qcmiV/y8uXu+YF2f99IYqlFccqNOrZo2kZXZ+rWgwst0+jIjzYaRQbsvdx2JOLS/ciEGgIeiW0KtfqJ82dzY2LPiTf70EiyfO7+Xj7DPbmH+axrpdUurzlJTMtm5lfz+Xw/gy6DenMgAv7YLFWbUnsU41VOw7g8QWvZK0WC1v3pylFcLLyw56FRVEfhfilzvKMneT4XMRWs+PPo/v4/cBKZqWuI8rqZHTz/vRPKrOdc42RFaYwWziSHbE80HEk5zQ6sbLBW3MO8s6WqazP2kecLZLrWw1mdPPTi5724+1RfDPwHsb8/Q5ew48uDXxS58Ntf7I19yBPdxtd5vzf716AW/eVyLR26z7+OLiS29udXal5FeVlw8ItPDriBQy/jtftY+pns2nWsQlv/vUczkhHtctzstKqYSKLNuzGV6qGkGFIGternIiz2oJa2xYj3x86s1YTokRETXXgM/zcvmQc72yewvIjO5mbtpGHV37DJ9tnVqsc5aV9TKNyjRNAoj2aSUMfLpcSOOTOZkXGTg67c4L27c5L47Yl41iWsQOX7iXVncV7W6cF1VSam7aJLF9BCaexW/cxI2Ute46RzLY2a2/IMtB2zcKuvLRjyl/ZSCl5cczbuPPceN2BWlJ5bnZv2MfEd6dUuzwnM6MHdw8qtKJpghYNEujU/OSq/KoUQTEGJ3cMmSGaYI+ivqN6nwBmpKxjV35aCXOL2/Dx5c55ZHhyq1WW8vBAx1E4NVsJ16xDs3F727OJtUUQabHjtNhoGlmPsf1uPWZOgtfw89iq77h83ps8tPJrLpz7GtcveI81mXuKCt99vmMOnlIrOLfu44c9C0oo9aUZ20Mqcg3B2sw9ZcrRMio55N+Ez9BrpGPbvi0HyT0SHFnldXmZ+c28apenutlzKJM/l29h/e7UKi+AOHnRBjStlB9Jwr2XDCpacWbmFvD5tKU8/tkUvpm1gtwCd5XKVFVUR8/i3UAuoAP+0gWPAo3r3wFGAgXAjVLKlVUtVyhua3s289I2ked34zH8WNCwWSw82fXyak8Zn5e2KchMBWam76rM3QxvWDMld8PRPaE5n5x+B59sn8XWnIM0j0rmtrZn0yOhBTe2Hsb23FQcFhsto8pXg+X9LdP4O32z6a/BtNNuyU3hzqWfcGb9zrzQcwwbsvYHJaaB6fA+UJBRFPHVwBmHTViCfBZCaNRzlF2v5tpWZzAjZW2J1YRds9ArsVWJMtB+Q2fx4W0c9uTSLb4Zbaqo0JzVZsEIcwO02k9eS69P13nis6nMX78Lq0VgGNC8fjwf3X858dGVb7L1+Px8M3MFXl/JvxlDSr6ZtZIBnVuyMyWDG1//AZ9fx+PT+WvNDv43bRlfP3pNnTMdVddfzplSynBr8POBdoGf/sBHgd/VTpIzlvGD/8Wve5ewMnMXzSLrcWWLgbSIqv4Kggn2KDRE0I1OQrX7KspLh9jGvBEiScuqWegY16Tc8xwsOMLPexeHjDbSpcGCw1uYmboOhyX0n69b91LfGV/0/qKmffh2198lFIFAEGm1069e2SUgWkc34O3eN/DShgmkuDIRQjC8YXf+3fniojEHCo5w+5Jx5Ps9GNL8HzsjuQMv9BxTKT0JitO4TUMatkxm3+YDFNcHjkgHo24bXqnnqk18PXMF89fvwuPzU9gDZkdKBs9+NZ3//vPisg8+DtKz8ggXerz9gHkr+883M8h3eYu+oW6fH69f562f5/LGHRdWukxVSW14hLgY+Eqa67zFQoh4IUQjKWVKTQgTa4vgxjbDuJFhNXH6Ii5r3o/fD6zEUyoSJ8Jio3di65DHzEldz/92/kW6O4ceCS25s91wWkbXrw5xK43vdv/Nh1unlxly6tJ9/LZ/RVFD99IIBJKjxzeKSOD1Xtfx9Nof8eg+DCmLtpWnbEbveq35efCD5PndOCy2oDpF/171LYc9uSUcygvStzBh71JGtzj9mPNXlKd/foj/G/YMXrcX3acjNI0+53Zn5EmsCH6euzYogsevGyzaaHYHi3BUbtP6pLjokKXYAVo1SsSn66zblRo0wpCShRt3V6os1UF1KAIJTBdCSOBjKeW4UvubAMWbje4PbCuhCIQQtwO3AzRv3rzqpK0ltItpxL+7XMRrGydjERpSSmJsEbzT58aQT5nf717AR9umF5mT5hzawOLDW/ly4D0nvKLxGzozUtcy7eBqHJqNS5r1ZUBSe4QQSClZlbmbxYe3EWeL4NxGPY67hs+evHQ+2jq9XMlnEsKaSGyaFZffR0Kx5mH9k9ox5czH2JWXhkOz0SyqXoVkE0KELBdxyJXF7vz0oJuGO9DTuCKKwK37WJ25G6vQ6JnQMqySatGpKd/tHcuS31eQkZJJl4EdaNcr9MPByYLLG7o0iQS8fr1SFcGEv9fx0W8LS/QgLsRhs3LnBQPQhMCiCfx6iL4ddTCMtzoUwSAp5UEhRH1ghhBis5SyuFcr1Por6NMNKJBxYDamqRpRaxcXNOnN2Q26sS57L1EWB53imoSMe/cafj7eNqOET0FiVvn8dPssnu9x1XHLYEiDB1Z8ybqsPbgC8y/J2M4lzfpyf4fzeXz19yw6vA237sUqLIzdNpOXel7N4OPICZiVuq6cyWd2LmzSm/XZe/ll79KgqJ44WySNIuKDjiuswlqZeA0dLYwJ4bAnl/0FGTSNPLbS+St1A8+s+wkt4D+xCI03el1f1PymNHaHjcGXV/5qo7YypFtrpizdVCK5C0w/QVxU5bWD/PXvtbzx09yQSqB5/XgeuepMerYxzZxnn9aO2au2lQgvtVstXDSgS6XJU11UedSQlPJg4HcaMAEoXY5xP9Cs2PumwMGqlquuEBGwY3eJbxY2+elgwZGQ2w0ka7P2ApDpzatwrD/AgvStrMvaW6QEwGx9+cveJfy8dwmLDm/DpZt2Up/U8Rg+nlozPiiapzzo0oByRILE2CI4u2EXbm5zJvUc0Tg182nQKjScFhtPd68+537TyMSw2dA5Phdj/n6HL3fOLXOOVFcWT639EZfuJd/vId/vIcfn4oHlX1IQJqS5vGQfzuHQnvQ632L0nosHER8dgdNmPrvaLBYiHDaeuf7cSj3PR78tCqkEAFKP5LJ+V2rR+8fGnElURMme1V6/zrrdqXw9s25FEFWpIhBCRAkhYgpfA+cC60sNmwz8Q5icDmTXlH+gtmFIA3+IOvelSXTEhH2SjrdFct2C97hgzquMmvMKNy78oEKNYBambwkbejlx37KQ+wSwOnN3uc9RyJkNu2ItR5+AXF8Bcw5tJMEezfdn3M8/25/LkPqduLL5AL4bdN8xHcCViRCC53tcRYTFjk2UNAkYSLyGn0+3z2Jn3qGwc0w5uAoj5P+fZG7axuOSKzMtm4eHP8fVze7gls4PcE3zO1k5c+1xzVUbSI6P5tdnbuCuiwZyZo82XD+8F788fQPdWpWdv2IYkp0pGexLzzrmOXTDICOnIOx+r1/ni+nLmL9uJwBrd6Xi9gQrjTU7DvLh5IVc+uyXpB4pGeotpWRvWiZpWZVbXPFEqdKexUKI1pirADDNUN9JKV8UQtwJIKUcGwgffR8YgRk+epOUssyGxCd7z+Jcn4vXN05mZup6dGnQI6E5j3W5lFZlOH6fXjOeOYc24ClmX3doNiyBZLjC/2WBIN4eyeShj+Cw2NiZd4hpB1fjMfyc1aAr3eObl3iafmzVd8w6VFp3F5aHiOGQJzton0OzkuyIJc/vpkt8M/7Z/lzalTPhbOzWGXy7+2/8gevQwzjs+tZrwwd9bynXnNXBYXcOL2+YyIL0LUGRXhY0bmozjNvbhXbm/nfzH3y3e0HQdodm5b4O53NFiwEVkkVKyR09H2LvpgPo/qMPEs5IBx+tep2m7cr3f1EbkVLy5/ItjJ+7Bpfby/De7bn6zNOIctqDxq7Ytp/HP5tCnsuLIc1s4DfuuJBWDRNDzGwy5MEPyHOVnTxqt1l4+IphLNm8l5krt4UdpwnBOb3b8fItZoG6ZVv28eQXU8kt8GAYknZNk3nttlE0Sqy+UNMa6VkspdwJ9AixfWyx1xK4uyrlqEtIKbln2edsz00tsn2vydzDLYvH8uuQ/wtb/O6JrpdhERozUtehIXBYbAyp34mZqWtL3JYkEo/u469DG8n05vHB1j/xGzoGZq2lEY168liXSxBCoEuDpRnbQ57PL42wiW0ew89+l2muWpi+hRVHdvJijzFM3r+cFUd2EWuLYEyLQVzZ4vQgc9ed7c9heKNuzEldT5onh+kH1+AK0cMg9BN0zZHkjMVhsYXMawgXfVLIwKQOTAizujqe1c3WFTtJ2XmohBIA8Hn9THp/Kne/c3OF56wtvDp+DpMXbSgy3+xJy2Tass18+9i1OGxHb2fp2Xnc9/7EEk7m3alHuO2tn5j60q3Ywjh046IijqkIvD6dN3+eS6OEsm/ghpT8vX43AAczsrn/w4klzE6b9h7itrd+YvJ/bg5OXKtmakP4aLWQ5S1gduo68nUP/eu1o31s7XkqyvO5+XLnXGamrsUA0t3ZJUw9ErPkxKR9y7mhzdCQczgsNp7pfgUPd76IHJ+LZGcsn22fXcK2X4hH97Ej7xDf7f67RISOW/cxLWU1I5ucRs+EluzLP1ym89ZfLETTJixYNS3ofDIw7yOrvsWQsqhw27tbprAmczcv9bw6yJ7fNqYhbWMa4jd05hzaEKQIIiw2LmjSO6xcNcGMlLXMT9sUcp9Ns3JWw64h963O3M2bm34LUgIRFjsXNOlFi+jkCsuSvu8wWoh6+bpfJ2VHeBNVbedgRg4TF6zHW0zBeXw6KRk5TFu2hYsHHnXS/r54I7pR8m9XAm6vj7/X7+LMnsEKNrfAja6X7wHD7fWzPyMbp82KO0RhukIKldOvf68LmtswJFl5LpZv3Ue/jjUbCXlKlJhYfHgbF/31Kv/dPIWPts7glsVjeXn9xFrhQPPoPm5e/BHf7/mbA65MUlyZIW++HsPP9rzUEDOUJNLqoGFEPBah0SmuKZGW4CWz3WLDa/hDOp89up/ZqaYpKNrqDGrqEooIzcalzfpxa5uzcYjQzxa6NEo8GfulwaxD63lo5ddhz2HVLLzU82qcxWL3Iyx2eiW25rxGQQvNGuXT7bNKmOWKc23LQSGjlXblpXHf8v+xKz+9aJuGIMkew0s9r+ahTseXlNS+d2t8oUIfI+30OLPuRbQUsnbnwZANYVxePws37C6xLfVIXgmFUYhuGBzODg6aSDmSwyXPfMHh7PLb7m0Wjb4dmhERJqPbYbNy2RnmA8DBjJyg4nWFpIeQp7o56RWBR/fx6KrvcBs+3IYPfyCyZVrKahYd3lrT4jErdT2H3Nl4j+EUdmo2OlUgOxdgYHJ7mkbWK5EAZdestI6uT7uYhiGDHgXmEyyY5o4ucU2PmR0rhMZ5jXswuvnpyAqucJdkbGd6ypqw+/vVa8vEIQ9zT/vzuKn1MN7sdT1v9frHCfdPrmzSPMFF8cD0pVzd8oyQ+77ZNT+o6b2BJMfvom10g+OOfKrfPJlzrhuCo1glUqvNQnRCNCNvPfu45qwNJMaEjs6yWjQaJJQsFdKvQ7OQuQUCQc+2wd+jt3+eR3a+G3+p8FQhwrc28hsGz980grEPjObGc/tQPz4ap91KpMOGw2alT/um3Hp+/4A8zYmwB8ujGwbdWlVNOZKKcNKbhlYc2RnyP9Kle3lwxVdEWh1c2KQ3d7U/F6elcrMTy8PKI7uOWdlUQ+AMxM4XJ8tbwLtbpjArdT0COKthN+7vcH5ROKNFaIzrfzv/2/EXU1NWI4BRTXpxY+uh+AydVzZMCjqXTbNyfrF2iy/1vJr7l3/Bnvx0fIYe0gbusFjpHFAYFzTpxR8HVpXIiA5VKqMQr+Fn8v7lnN/4tLDXn+iIZkzLQWV8QlWPLg1+3buEX/ctxWv4OadRd65vNYQoq3mz7RDTmJWZu4KOi7VFEmMLHee+I+9QyNWQXbNywHWEBiFyIcrL/WNvp32fNkx4bwoFOS4GXNSX654aTVRc3WmwtDctC6/PT6tGiVg0jd7tmxIb6cTt9ZdIJrRqGqOHlKxkO7RHG1rUT2BX6pGijGSn3crgrq1o1ySJjXtSWbBhNxF2G+f26cCCjbtDJyhKeOuui3jssykl7PtOm5WR/TsSG+mkW6tGdGvViHsvOYMNew6xLy2Ldk2SaNvkaCLniL4d+WL6MlKO5OILrFQi7FbO6tmO5vWrv3hhaao0aqiqqEjU0IL0LTy55oewJabB/OL1TGjB+zUQhfL59tl8vvOvoGxaq9CwCQsGkgFJ7flXp1Elql36DZ2r/v5vCVOSVWg0jkjkhzPuL9cT89xDG3lyzXi0QIawgeTOdudwXavBQWPf3TyV8XsWBhVu0xCM63873RNaFMn11uY/+G2/+f/jtNi5qsUAvtjxF94wjWp6JbRibP/bjilvZeLye8nw5pLsMJ28x+LxVd/xd/qWomqwds1Kk4hEvh50D7k+F+9umcq0g6tLqDunZuPRLpcwskloJff6xslM2Lc0yBRo16xMGvpwjfQ6qA3sTcvkwbGTOXg4B6EJIuw2XrxpBP07tWB/ehb/GjuZA+nZaJrAZrXw3A3nMaRbcGZ1vtvDJ38sYdLCDXj8fto1SeKxq8/ix7lrmbZsM16fjtWiIQJZwgWeYH+a1aKx8J17WbhxN6/+MIe0rFxsVgujB3fn3kvPwGYp/8o0t8DNlzOWM2PFVpx2G1cO7cGlg7pVq6M4XNTQSa8I3LqX82a/dMynbqdm4/MBd1V65umxSHfnMHr+WyXk0xAkO2OZOPThsGaZOYc28Nzan4Lq7URa7DzX/UqGNuhcrvPn+FzMS9uE39AZmNye+s64kONGz3uLvQXB+Qc2YWHKmY8FJVW5dR+5PheJjmgsQmNR+lb+teLLoJWB02Ljkc4Xc0GTXuWS90TRpcG7m6fy674lAR+J5PpWQ7ilzVlhTTE7clO5cdGHQT6ACIude9qfx6c7ZpPnc5dQko0jEni480XEWJ18vmMOe/MP0zm+Kbe0OasoDPhgQSbXLHgXl+4p+lScmo3zGvfgia6XVcXl13r8usHIJz4lIye/RG6h027ll2duKAq13JuWicvjo03jpCC/wcGMHF74dgZLNu9FStO0IzF7CVg0gUAE+Q8smoZFK7ndZtE4s2dbXgn0J5ZSUuDx4bRbsWh106oeThHUzaupAE6LnRd6XIVDCy4WVhxNaOzIrf6IimRnLO/1uYlGEfFFMnaMa8LH/W4v0za/Izc1pHJz6b5yOZULibVFcEGTXlzSrG9YJQCmQg2FECKoMB6YN/hkZ2zRNQxIbs8HfW/BabHhCPQtiLDY6ZvYpoQpqqr5dPssJuxbisfw49K9uHQfX+2cx6/7loY9Zl3WvpBKwqV7GbdtJjnegqCVUo7Phc/wc/eyz1l4eCv7XUeYmbKOGxd9yNYcM3G+cWQCn51+J/2T2uHUbCQ5YrilzVk82uWSSr3musSSTXtweXxBCea6Lpn499F8lub1E+jQrH6QEnB5fdzw2vcs3bKvaI7CqQxD4vMbIZ3ITruVlg0ScdpMG3+E3UbbJkk8cc1Rn4oQgiinvc4qgbI46X0EAIPrd2LCkP9jeupa5h/axNqsvUFfXAOjRspNA3RPaMHEIQ9z0JWJQ7OSFCjaJqUkzZ2NRbOQVMpM0DwqiQiLPWhFEGGx0zyy8q9jaIPOIc0YyY4YksvZtKd7QnOe7X4FKzN2EW110j+pLT0TWlZ5OYgsbz5p7mzTbLZ7YVBvZbPhz1wubx66+nl9ZyxamGembL8r5Hbd0Hl14+QSStJA4tK9vLtlapEZsk1MA95V/bCLOJxTgGEEWyl8us6hrGM3ZJq1chsFHl/IOY7FHRecTpOkOLYfPEyz5Hi6tmwY9m9TNwwWb9rLjoOHaVE/gUFdW4WMaKornBKKAMwImGtansF5jXpwxfy38fuP5qzahIX2MY0qVDO/shFClGh0sjF7P0+tGU+aOxuJpG10Q17seXXRmGENuvDO5qm4dV+RucWCINrmYFg5zUIV4da2ZzEvbRPZ3gLchq8ob+DpbqPLdSNflrGDf6/6tihkVwLdEppXqRLwGX5eWP8rM1PXYRdWfIY/6AGgkCPe8GGD/eq1JdrqCGRol+8G45dG2NpO67P2l2uOU5GebRqHTBaMsNvo37HFMY/ffegIrhC2/mNhGAand2pBhMNGm8b1+OLPZfzro8nkuTx0a9WIh68cRvumZk5HboGbm9/8kZSMHLx+HbvVQkJ0BF88MoZ6sVFIKVm7K4U5q7Zjs1k4v29HWjeqWLXb6qbuqrDjpJ4jhk/630GPhBYIBDbNwrmNu/PfPjfWtGhFZHrz+OfSz9hXkIHH8OM1dDbnHOT2JeOKag/ZNSufD7iL05PaYREaFqFxenJ7Pj/9rqLwz8okwR7ND2c8wL0dRnB2g65c2+oMfjjjAU5LbHXMY3N8Lh5a+RV5fjf5uod83UOB7uHRVd9xuArbbv538xRmp27AZ+jk6x68MlzBirJ7Lls1Cx/3v73cfZmLykiL0I7EhDBF6hTQokEC5/buUCLU0mGz0DQ5juG92pV5rGFImiXHhw33BNPu36phIg6bFZtFw2m34rBZefnWUUQ4bBiG5IEPJzH290UcyS3A69dZsW0/N78xnr1pWQD899f57D2USYHHh183KPD4SM3M5cXvZiGl5OXvZ3PXO7/w9cwVfPHnMq59+Tu+m10jTRfLzSmzIihOm5gGjOt/B7o00BDV3obyWPxxYBV6kOlKku/3sOjwVgbX7wSYLRj/2+fGIuVQ1bH1UVYHV7QYUOHaN7NT14e8AUskM1LWcnUVhIb6DZ3J+1eE9F+UxiI0Hug4sswxTSLNCKFhM56jQA8dgRZpsaNLgy5xzXip59V8un0WE/cvK+Fkdlps/KN16Ozw4yUnI5epn81i+6pdtOvVmhG3nEVsYt2NOHrm+nPp074pP81bi9vr57y+HbjmzNPCloUwDMln05by1Yzl5LvDB4XYLBodm9cnJsKBy+sjt8CDy+MlLiqCXSkZDOzUkvs/msSiEI1lPD4/X81YzpPXDufP5VuCksN0QzJ/3S5W7TjAH0s2FoWa6oZEN/y88+t8CtxemtVPYGj3NjhrWVvR2iVNNVPZbQQri4OuzJBZqrrUOeQOLvJWk8lVh9zZzEpdh1f3c0b9jiGjrvL8bvxG8HLfZ/jJ9YW2sZ8ohcmD5cEitDLDi4tzSbM+/Lx3SYlwX7tm5bxGPbi4aV+SHDE0jjTDfO/reD4Fupc/U9ZgFRZ0aXBdy8Fc0rRvxS8oDPu3HuS+gU/gcXnxurwsmrycH16dyHuLX6JJ29pTRqUiaJrgwgFduLCcdf0//mMRX89cEbZ8dCGntWvC2p0pQeMy81x8/MdiVm8/yIpt+0IeqxuSDbvNIIxwkZYSyayV20OWnPDpBh//vhiH3crLllmM+9cVtG+ajM+vI4Socf/CKa0Iais9E1rwx4GVQVFBAkGXuGZhjqp+/jy4mhfW/4qUEh3JZzvmcFnzfvyr46gS4/rVa8vHYmbQjdlhsXF6UtnL/eMlyuKgviOWFHfWMcd6DT+/7F3CgOT2xxx7V7tz2Z2XzoojO7FqFvyGQbf4ZjzU6UIirCXLedg0K091u5z7O44kPeCsLj3mRHn37k/Jy8wvujl5XF68Hh/v3/s5L099olLPVRvx6TrfzFp5TCUAsGrbgbBlHtxeP/PX7yScj1kAbRubQRjDerRl+sqtJWoHaZqgf8fm2G0WNCHQQygLPRB+CnDv+xNoXC+WdbtT0YRgaPfWPHHNcOKja6YfuVIEtZAzG3Ths+1zOODKKCo94dBs9K7XusJlJqqCgwWZjN02g2kpq0ts16XBhH1LObtB16IEM4D2sY04r1EPZqSuLVJuERY7g5I70C2+aoptCSF4pMvFPLrqO7yGz4wjLyPDOZy5pzQOi43/9rmR3Xlp7MpLo3lUMm1iGpR5TKwtglhbBOn7M/jjx4V4XF4atEjmr/EL2Lf5AG17tea6p0bTqmvFPgspJWv+2hD0hCoNyapZ6yo0V10lN99T7kJxVosWVhEAaJqGEWa/BK4bbua6/N/ooazecZDsfBcFgX7JkQ4bT1wznHy3lx/mrEY/RrvV9Oz8ohpDBpK5a3ey+9BP/Pjk9TViqlaKoBZi06x8NuBOvtwxlxmpa7EKC5c068uYFgNrWjQOFBzh+oXvk+8P3X3Jo/uZdnB1CUUA8ETXSxnSoBO/7V+OISWjmvRiWIPOVfpHPyi5A2P73cr/dv7Fnvx0OsY25q9Dm4L8Bk6LjXMrWMSuZXR9WpbRH6I0s7+fz5u3jkUaBn6fjiz26JmyK42lf6zkjb+eo0OfNuWeUwiB1W7FG6Jsss1x8n61dcNg8cY97E3LolWjROxWS8jcgEKEgP4dmrNy+4Ey5w2nBMBcERTWLkqMjWTCszcwe/V2tu4/TKuGCQzv3b7Iwf3PCwfw7sQFQdVPy8KvG6Rk5LBy2wF6t29a7uMqi5P3r6WOE211cneH87i7w3k1LUoJPt0+iwK/p+wgyhA3dyEEQ+p3YkjA0V1ddIlvxhu9ri96b5qzJuA3dHQMIix22sU0ZFSYMhCVQW5mHm/eOjbkDRvMJ3h3gYeP/+9L3pr7nwrNffY1g5n5zVx8xTpl2RxWzr5uyAnJXFs5klPATW+MJyMnH79uYLFoxEY48Ok6Hl9oZdAoMZY377yQf300mVXbQ5uH7BaLGXQR5g9bAtHOo0X87DYrI/p2ZEQId8/15/TBkJIPJy8scwVSGkNK9qRlKkWgqP2sOLIrrHkFzK5aIxr1rD6BKsh5jXvSIbYxE/ct44g3nyENOjGsfucqdbgvm7YaS5iIl+JsWbajwnPf+dYN7Nm0j51r9iACNaPantaKO16//tgH10Fe/G4mKUdy8BfeYP06fl3ntDZNSDmSw7704GCKI7kFTF22hVdvu4D/+3gyG3anmhnxXj8SiHTYiImwcygrfDloAcRFhy4eGIqLBnRh7O+LIYQiMOsbgc9fcp9A0K5JzSS1KkVwkiGlJNWdRYTFQXwVxKsnO2NIDeOAdWhWRjc/ne4JNdtk41i0jK7PA51GHXtgJWGav46diBaXVPGQz8iYCP47/wW2rtjJ3k37adG5Ke17l9+8VJfw6wbz1+86qgQC+PwGG/em8b+HruQfr/5QoisZmI7giQvWc9kZ3fj0wSs5mJFNRk4BbRrVIz07H00TXPLM/8o899AebSpUWiIhJpJnrj+H576eAUh0Q2IYBoO6tOShK4Zxy1s/kZlbgB4wEdqtFjo0S6Zry5opSV2likAI0Qz4CmgIGMA4KeU7pcYMAyYBhTV8f5VSVmx9rABgUfpWXlj/Kzk+FwYGpyW04vkeV5Jgjz72weXkxtbDeGL1DyXKNFiEoGVUfV7sOYbW0WU7Tk9F+o7oie4v20TgjHRwxcMXHdf8Qgg69GlTIf9CXUQiQ5eKBnx+P38s2YTPH9pJW9xe37heHCu3HeC2t34q07dQSLPkOJ66NnS/aTDzGDbvO4RuSDo1b1AUCjqib0f6dWjOX2t34NcNhnRrTcNAfsc3j17D2z/PZd76XdgsFi44vRN3XzyoxnKaqrp5fSOgkZRypRAiBlgBXCKl3FhszDDgISnlBeWd92RvXn887M5L4x8LPyhxg7YKjbYxDflq4D2Veq7xuxfy0bbpgMAvdQYmtee57ldWemjkycS8nxfx6g3vA6D7/EUF0RyRDgy/zqX3j+TmF6+pdcmNNYlfN5i9ehtzVm8nNtLJZWd0442f57Jy6/5yFvowcdqs3HfpYMac2ROA9btS+MdrP5T7+IsHdOZIros+HZpx6aCuREcc9RWs353Kg2MnU+D2ggCbxcKrt46q8daT4agVZaiFEJOA96WUM4ptG4ZSBCfMqxsmMXHfUkoXUXBabHza/w7axzau1PN5dB/7CzKIt0exLGMHk/cvR5cGo5r0YmTj02pdB7HawJHUTOb9vBivy0v/C3pTr1EC6fszaNgymYgaih+vrfh0nbve+YVNe9NweXxomsCqacRGOjicU1DueSIdNjo1b8CH911WlJl8w2vfs25X+Sv0WjSBbkicNiuxUU6+f/xaEmIiyXd7Of+xT8grlc3stFv57fmbqRdb+5oAhVME1eYjEEK0BE4DloTYPUAIsQY4iKkUNoQ4/nbgdoDmzWuntq1J9hVkBCkBMLNmD7lzKl0ROCw22sQ05Kk145mbthF3oGn9ppwDzExZxzt9blRPt6VIbJjAJfecX2JbdHztu1nUBqYv38qmPYdwBRLFDEPiNfQKKYHE6Aiev+l8+ndsXqL5y4HDwQ7lsii047t9fvy5BXw2dSkPXTmMOau3h0wck1IybdkWzuzZhnlrd2IN9DWojYqhkGrJaxZCRAO/AA9IKUs3d10JtJBS9gDeAyaGmkNKOU5K2UdK2Sc5OblK5a2L9ElsjSNEsTmfodMhtmpKDWzJOcjcQ0eVAJgNadZk7WFZRsUjYBSKQmas2FqkBI4XCQzo3CKoA1ibxscfmePXDf5csQUpJVn5bvwhfAwen87ctTu47NkveWfCfN76ZR4XPPkZU5ZuOu7zVjVVrgiEEDZMJfCtlPLX0vullDlSyrzA6ymATQhRMzFUdZjLmvcnxhaBtVj9JKdm48ImvctsOHMirDiyM2TPXZfuVYpAcUJEOe1lVhEtD6e1CZ2F/8iVw0KlupSbjJwCLnrqcxKinEERTGD6JNbsOIjXb+Y2uL1+PD6dZ7/8k9mrtoetVVSTVKkiEKZt4DNgk5TyrTBjGgbGIYToF5ApoyrlOhmJtUXw1cB7uKSp2WmsdXR9Huw0ikc6H18kSnmIs0WG9AXYNSsJjtq7DFbUfi4f3A3HCVToFMDDVw0Lua9N4yQ+uu9ykmIji8b2atuExvXK12AJ4OCRHJ75enpIp7XTYQ2ZVew3JI99PoUxL35DbkHozPyaoqqjhs4A5gPrMMNHAR4HmgNIKccKIe4B7gL8gAt4UEq5sKx5lbO4dpDv93DBX68EVe50WmxMGPLQKdt8XVE5fD5tKeP+WIzNouHx60FP3zaLRlxUBK/ePpLnv57J7kOZANSPj+K9ey6lXZNjm5B1w0ATgqVb9vHPd36pUDRSOCIdNlze4HabxeU+t3cHnr9pRCWcrWLUiqihykIpgtrD+qx9PLzy60AxOYFN03ix59X0q9e2pkVTnARk5OTz+bSlfD9nddA+TRN8eO9lxwzVLHB7+fiPxUxZugnDkJzXpwN3XTiAmMijmcLPfzODCQvWlzFL+XHYrAhBmRVRbVYLi9+9t9oDKmo8akhxctI1vhl/nPkom3MOokuDTrFNVOiootKoFxvF/HW7Qu4zDMnEBevp17E5Ukr8uoHfMMgt8LBmxwG+nrmS9Kw8MvNcJRLHfvl7HX+t3UHPNo1xe/yc26c9lkrsB2C1CPp2aMaiDXvwhElYq0hBuupAKQLFCaMJjc5x1V8oS3Hy4fX5mb5iK3PX7qRebCSXD+7OkdzwIaM5BW4+mLSA7+esKqr1rwnC9hUA8Pl1Uo/kMu3IFgCWbN5D60b1jnlccRw2C7ohQzqL890+lmzax7Aebdi0L62oxWUhmhCc3rFq+3VXFKUIFApFrcDt9XPzG+PZcygTl9eHJgSTFm6gcWIMuwL2/9IYUvLt7JKNacp7My/E5fWzM/UIw3u1Z8aKrWX6CaIj7JzRpRVXDu3BlzOWM3ftzjBz+vhr7Q4+uPcyHvnkDwo8XtxePxF2K067jceuPrtiQlYxShEoFIpawaSF69l96EjRTd2QEo/Pz7707JBP660aJrJi6/4KlXoOh8vjw6pp/PbCzbz763xmrt6OUeyEdqtGhMPOl4+MoXn9BP5ctoWlm0O3tSxEINiXns2k/9zE1KWb2LI/nXZNkhjZr1NRmYpV2w/w9i/z2HYgnXqxUdx2fn8uGtil2lcLShEoFIpawcyVW0M6WP2Ggc2q0bp+InvTMomwWxk9pAcj+nXkhle/rxRFALB82z4a14vjldsuoMDtZeGG3azbnYpf12ndqB4j+nYkymnW0/rl77VBVU5L4/H5sWqCKKed0UOCGx+t3ZnC3e/+WtTj+GBGDi99P4ulW/by76vOIjaq/GWvTxSlCBQKRa0gqljjl9L4/AaGNFj83n1F21weX1H5h8ogLSufp7+YysGMXPakZdKqQSIPXzmMdk2Dw1B95ahaKoGFG/cw6vTOIfd/OHlBUKN7n24wddkWZq/ezrPXn8d5fTsc17VUlGopMaFQKBTH4oqhPYgoI4lsX3o2R4rVGopw2Lh+eC+cJ5B4Vprfl2xm5fYDZOQUsHzbfq568RtmrdoaNG5kv07lOu/sVdvC7tt28HDYfR6fzrNf/0l6Vl75BD9BlCJQKBS1gkFdWnLd8N7hB0iJzVrylnXXhQO575IzaJAQjdWiYS9HJ7iK8vC4P9hR6qZ9yaCudGpWH7ut7PN5/Do/zl0Tcl+zpPgyj5XAjJXBSqgqUIpAoVDUGu66cCA3nNunqLlLIRZN0L114xJJYGA25Rlz5mlMfek2lr5/Pw9dMRSHrfIt3g+OnVyiRpDNamHcg1fwys0jaV4/vsy6SG//MjdkSYk7LxyAswxZdd3A4zuxwnvlRSkChUJRq/jnhQPp17E5TrsVp91KpMNGw4QYXrzZLOHt8vr4bvYqbn5jPPd/OJG5a3dwODsfw5C0aJCIRav8iJt96dmMeOwTpi7dXLTNomkM69mWCc/eyEu3nB9U5bQQq8XCyu0Hgraf3qkFz980oqjmUajjBndtXTkXcAyUs1ihUNQqbFYL799zKZv3pbFhdyqN68XRr2MzLJqGx+fnptd/YO+hrCJH6/x1u9CEIDbKyb8uG0xyXDR70zIrpW5QcdKz8/nPNzPQhCA+JoKsXBc92jSmYWIM5/XpyLx1u0ooiuJEOkJ37zv7tHac1bMtj38+ldmrtuPXdRBmmYorhnSnbTU1s1eKQKFQ1Eo6NqtPx2b1kVKy/3A2dquFRRv3sDctKyjaxpCSrDwXL30/C92Qla4ECvH4/Dz2+RQsmsBi0fD7dZolJ3DjeX24eGAX5qzeHhQCa7daOK1t6JLYbq+fBz6cyNpdKWgaaFIQG+nk+ZtGMLBzyyq6imCUIlAoFLWW1TsO8PjnU8nKc2EYEpvVUmYxN4/v2GGdlYFuSHTDPNeetExe/n42yfFRxEdHkHokFzBXNlEOGx/cd1mQz6OQDycvYHWgd0EheW4vU5ZsqlZFoHwECoWiVpKencfd704g9Ugubq8fr18nv1R/4NqC169z4HBOkRIAQEqGdm9Dx2b1wx43aeGGEkoAzByFGSu2lshsrmqUIlAoFLWOzDwXn09bWuuqdFYEMzlsM5mliuZl5OTz9i/zuOI/X4VVbLohMaqxRYAyDSkUilqDx+fn2a/+ZM7qHRgydHVPq0UghIaAEk/TAqrMN3C8WC0ae9IySYgxI4MycvK56gWzQ1m40hgC6N66UVhzUpXIWW1nUigUimPw6vg5/LVmR5C5pDgWzcKnD16B2+tn3a4UpizdxOHsfLq0bEi/Ds14+9f51Shx2RR4fEUF5gC+mrGCnAJ3SAUHZnlrm9XCE9dUb3VSpQgUCkWtwO31M2XpJrxlOHyddiuDurSkS8uGAPRu35Qbz+sLmPkF63el0rNNY1bvOFgtMh8LTQgWrN9N28ZmGOiijbtDKgGbRaNXu6b0bt+UywZ1IzFMbkFVUeWKQAgxAngHsACfSilfKbVfBPaPBAqAG6WUK6taLoVCUbsocHvD2nY0IWjdKJHLB3dn9JDuJfbtTMngqS+msWlvWq0zDxlSsv1AetH75Photh/MCBonNMHT159Do8TY6hSviCpVBEIIC/ABcA6wH1gmhJgspdxYbNj5QLvAT3/go8BvhUJxCpEQE0FclJP07PwS24WAwd1a8fZdFwcdsyvlCNe9/F1RXkFtUgJgrmC6tGxU9P764b1Ztf1AiRBYq0WjW8tGNaYEoOqjhvoB26WUO6WUXuAHoPT/5sXAV9JkMRAvhGhUeiKFQnFyI4Tg31edWaL+jiYEEXYb915yRomxf63ZzoVPfc7l//kyKLms3OcD4quw5r8mzF4EF5zeqWjb6Z1acP9lg4lw2Ihy2nHYrPRo3ZjXb7+gyuQoD1VtGmoCFG/js5/gp/1QY5oAKcUHCSFuB24HaN68eaULqlAoap5hPdryz4sH8vO8teS7vPTt2Jw7Lzid5vUTisYs3rSHxz+betwKoBCJ2fO4shGBEhGDu7biwdFDSziLAa4a2pOLB3RlZ8phEmIia3QlUEhVK4JQVZhKr97KMwYp5ThgHECfPn1q2wpQoaiTbFu5kz/GzSQnI5dBl/RjyBWnY7PbakQWl9fHHW//zM6UDFweH06HjUUbd3Pr+f1KjPtw8sITVgKFVFbOlkUIGiXGcOHALlw1tOcxu4s57VY6t2hYOSevBKpaEewHmhV73xQo7c4vzxiFQlHJ/PHJDD564At8Hh+GIVk2bRWTPpjGm389WyPK4Mvpy9l2IL2oTITL48Pt8fHYZ1MY/+T1ReP2poVuZF+TGEjSs/NJiIksUgJSSmas3MqPc9dQ4PZxbu/2XDWsJxEOG37dYO6aHcxbt5O4aCeXDupGq4aJNSZ/VSuCZUA7IUQr4AAwBrim1JjJwD1CiB8wzUbZUsoUFApFlZGfU8BHD3yBx3U0s9Wd72HXuj3M/u5vzrvxzGqX6Y/FG4NqBUlgz6FM0rPziLTbuO3tn8gp8FS7bMdCSrMJzWs/zCY2wsGgrq14f+LfTF60sai38a7UI0xdtpnP/+9K7v9oEpv2puHy+LBogp/mruWp64Yzsl+nY5ypaqhSRSCl9Ash7gH+xAwf/VxKuUEIcWdg/1hgCmbo6HbM8NGbqlImhUIBGxZswWKzgqtkiQN3voe/flxYI4rgWFzz8nfsS8+qaTHKxG9InvlqOiDx+w30YmUiPD4/+w9n89Yv89i451BR5JBZwM7Pi9/O4syebYmogdVYlecRSCmnYN7si28bW+y1BO6uajkUCsVRImOcJTpuFSIERMdH1YBEMOr0znw5fVmJVYEAWjRIIDvPXeuVQCFldRVzeXzMW7czZAVVTROs2XGQ0zu1qErxQqKKzikUpxC6X2fZtFUc2JGKIyK4WYo9wsEFd5xTA5LBjef2pV2TZCIdNgQQ6bARG+Xk5VtGsqea/AJWi4a1CjqcFZ8/XJMaKSVOe80Ue1AlJhSKU4Q9m/bz8FnPUZDrwu/zY+gGVrsVq92KJgR+n58L7zqX1F1puPPc9D63B9Yq6P8bDqfdyhcPj2HJ5r1s2J1Kg4RohvdqT4TDhiZEtWQNd2xWnzaN6zFp4YYqmd+qadw8oi+vjp8TtCqIcNjo1qpmUqiUIlAoTgGklDx10StkHsoqsd3v9ZPQMI47XvsHS6asZPIH09AsGpqmYY+w88acZ2nRqWm1yalpggGdWzCgc0nzSMuGiXRt1Yh1u6o2jmT97lR2HDxMQnQEmXmuE57PatGwWjQ0TWDVNJ674TyGdm/D3rQsvp21EotFQxMCq0XjvXsuxaLVjJFGhLIT1nb69Okjly9fXtNiKBS1mtzMPD584H/M+2kRul/HMCQyTOD88OuH8PevS3DnH43IEQIatW7IF1vfxSwJVv3MX7eTT6cuJfVIDt1aNcSvGyzYsBvdkMRGOnn4yqH4fDpv/jKXfLevRmQsC4fNyiu3jiQ5Lpr2TZOxaIJNe9M4nJNPvZhI/lq7A0OXXHpGV5omx1e5PEKIFVLKPqW3qxWBQnESYhgGDw59mv1bU/CX0dqxkDk/LEAvHbopIX1/Brs37KNV1+rP5v/173W88dNfRSaUv9bsxGm3Mv7J62ndqF6JsY3qxfKvjyZXWqJZZWHRBLoh6dyiQaDj2q8cyMhBYJaotmoCu83Kt7NXctkZ3Xj4ymE1onSVs1ihOMlI2XWIZy9/nb0b95dLCQBBSqAQn8fH0inVXwzYp+u88+v8EnZ0Q0rcXj9jf1sUNL5/pxa8ctsomiTVfLmG4hR4fDRPjgPgkXG/syv1CC6PjwKPuXrxG5ICjw+vX2fiwvX8uXxLjcipFIFCcRKxbeVO7ujxEIt/W1FpPW8/f/w77hv4OBsWVt9NKi0zD58erJwMKVmzM3ThgSHdWnNWz7bYrZaqFq/cWDTBtgMZpGXlsWlvGnoZ/ydur5/v56yqRumOohSBQnES8d49n+HKc4f1BRwPhiHZtHgbD5zxJJ88+k2JfVnp2Yx75Ctu6fIADw59moWTllXKOeOjI8IqsgYJMWGPm7xoY5ndzaob3ZDsScskz+UpV+vJcD2MqxqlCBSKkwQpJZuXbqvSc/z42iQyUsyY/pyMXO487WEmvDuVvZsOsG7+Jl6+7h2+feHnEz5PlNPOiL4dcJQKX3XardxSqghdcfwhVhGVgf0E+gdHOmxk5BQcc5ymCc7q2TbkPpfHx19rdjBr1TbyXJVfYkM5ixWKkwQhBFabBZ+nah2mc77/m9EPXsjE96eScySvhB/Cne/hu5d+5eJ7zj/hDOXHrzb79k5btgWLpmGxCO695AyGdm9TYpxuGHw7ayU/zFkdVKuosvCG6TFcHv5bzh7KhiHxhPDp/L1+F//+9A+0gBNZ1w2e+ce5nNenw3HLVBqlCBSKkwBXvpvHR75Y5UoAYNIH0xj94IWsmL4GX4iQTavdxo7Vu+kxrMsJn2to9za0b5pM60b16N2+KTZLsP3/+W9mMH3F1pBlG+oa4+eu4d5LBxeZkbLyXDzyye9B1/bsV9Pp3rryupopRaBQnAR88vDXbF5ctWahQlJ3pXHHaQ+xb/OBkPt1v5+EhvEndI5tBw5zx39/wuc30A0DKSUj+nbk6evOKRFeeSgzl2nLttQqv8CJ4PXruDxeYiLNUtazVm0L2bDFkAbTl2/lhnODUgKOC+UjUChOAmZ8PRd/FZlFQrFzzZ6Qqw+hCVp2aUbzjk2Oe24pJf/6aBJZeW7y3V7cXj8en8705VuZvnxribHbDxwuMpmcDAgo0dHM5fXjN4LNUn6/QUElOpbVikChOAmoDpNQeTnvprNO6PhtBw6TmRtc3sHl9TF+7mo2709jxoqtOGxWzurZtsxqn3WNVg0TS6x4BnVpyQeTFgAllYHDbuWMbq0q7bxqRaBQnAT0PLNLjZWBKI40JBPenXLsgWXg8+uEu5R1O1P4bvZKDmbksCv1CN/OXknYwdXAiZzaUupgm1XjPzeeV2Jbq4aJXDGkO067tchEFGG3cW7v9nRtWXmtLtWKQKE4Cbjn/Vu5b8DjeFxevC4vIlBKuV7jeA7vr97WjhkHj5zQ8R2a1cdmtYAn2BGtS4nuP5pfUFMO4oToCHIK3GUmiJWFJuClm8/n61mmUuvYvD53XzSQTs0bBI19cPRQhnRvze+LN6IbkvP7dWRApxaVqvhV0TmF4iQhJyOX3z+eweSP/uTIwcyQjWeqg+5DO/PmnOfKPd7v8zP3x0X89eMCIqIjGHX7cPKSorj3/QlVKGXN0rheLLeO7M+Fp3eu1oqjquicQnESsmXZdub/shiLzcKwqwahaYLs9JwaUwJCE5x/69nlHq/7dR497wW2LNuOO9+DELBo8jKufPjiKpSyerBbLWGjmQ5m5PDa+DnMW7uTN++4sFxP91KadYki7Da0Sm6eU2UrAiHE68CFgBfYAdwkpcwKMW43kAvogD+UtiqNWhEoFDD2oS/5fex0vG4fQghsdis2h428rPyaFUxA3/NP47lfH8Z2jP67839ZzGs3vl+i/DWA1W4l7cqeyKjQ3bzqAk2T4kjNzMVfRjJahN3K2AdGH7Mhzc/z1/Lh5IXkFniIdNq4dUQ/rhveu8LmoXArgqpck8wAukopuwNbgcfKGHumlLJneZSAQqGArSt28PvY6XgKvEhDYugGHpe35pUAgIRlU1bxxKiXjzl04eRlQUoAwI/EdjC7XKcrz80w0lH9DeG/+vfVXDKwK3FRThy20IXwfLrBim37y5zn98UbeevnuWTludANg9wCDx/9vqhSC9RVmSKQUk6XUhZ6chYD1dfmSKE4yVkwYSneWtiIpTjr5m9ix5rdZY6JSYhCC1HHR0qQ9vJVEbVbNbPPcRh94LBZuOfiQTx13fByzVcZDOzcgvjoCB6/5mzmvHEXZ/dqF3Kc1aJRLyayzLnG/r4oyCnu9vr5dMqSSjMBVpeX4mZgaph9EpguhFghhLg93ARCiNuFEMuFEMvT09OrREiFoq5gsVvQaqitYXkRArYs2xFy3861e3j6kleZ9d2CkDczYdHwNY0v13n8usE/zulDs7AdvgQDu7Ti0kHd+L/RQ7GdQAG58rJ5XxrfzV6JlBKX18fsVdtDjtMNg7NOC60kCknLygu5PTvfHTLZ7Hg4oU9ECDFTCLE+xM/FxcY8AfiBb8NMM0hK2Qs4H7hbCDEk1CAp5TgpZR8pZZ/k5OQTEVuhqPOcedUgLGHMDbUFq81KgxZJQdu3r97F/YOeYPFvK8g5nFNUMtseYScyJoL45Fiu/vBmnBEl/QNWi4YlhJNUNyRfTF9GQnQEEfaS8S+aEDRLjqd5/XgArj27F/dfNriSrjA8R3JdvD9pAZ9OXcK6nSlhI4ME4pj9E1o2SAi5vX5CdMjaS8fDCSkCKeVwKWXXED+TAIQQNwAXANfKMGsYKeXBwO80YAIQvsasQqEAoFmHJtz6yrXYnTYckXacUQ5sDmutUg7x9eM47exuQds/f+w73PmeoJWA1WbhmQkP8cOBcdx843Duu+QMYiIdWDWz+Xu9mEj6tG8WUhm4vX427jnEmYHGNJEOG5EOGw0SonnrzgtLjPt53trKv9gQuL1+vpi+HIfNEtZh7DcMZq8OvVoo5P7LhgSX47ZZuf/SylNoVRY+KoQYAfwbGCqlDFmMWwgRBWhSytzA63OB/1SVTArFycSl945k8GX9Wfz7SixWjYEX9+WHVycy8b2p5W5RWVUkN6vHW3OfC2m+2rw89I3P7/XTqktzLIEn5DFnnkauy8P/pi3D7fNzKCuPrHw3NqsFPcT12W1Wzu3TgX9eNIi1Ow9SLzaK3u2algi1fO7rP9mXnlU5F1kOpCFpkBCDzaqFyo/DMCRrdx4ss6T0oC4teevOi3hv4nz2HMqicb1Y7r54EMN6tAl7TEWpyjyC9wEHMCPg1V8spbxTCNEY+FRKORJoAEwI7LcC30kpp1WhTArFSUVSk3pccMc5Re9vf+16ug/pzOs3v09uRs1FENkj7CQ1qRdyX1LjRHIzQti9hSAq7qjjNCvPxWdTl5aIxff4/Fg0DSFMh3Jx/H6dJvViaRz4KU1Ovps5q3eUmQ1s1QT+SuzuhoD7P5qEO5QWwMw1iIqw49eNMjuYDejcggGdW1SeXKWoMkUgpQzZaidgChoZeL0T6FFVMigUpxpCCAZc2IcHPrqDF65+G6nXTGJZbGJ02H3XPjma12/6AE/B0bBRR4SdEbechd151C+wblcKthBJWbphhCzN7DMMDAlen5+Zq7axfOs+vD6dHSkZZOa6aN8kqcxELCEK/6m8z8wiBDsOZGCEie7x+nW+nrGC8XPW8ODoIVw8sGulnbsiqMxiheIkZOpns2tMCQDc+PyYsPuGXjGAzEOZfPHUePw+HWlIzrlhGHe+eUOJcbFRzpARRZoQJMZGcji75IrHMCRPfzmNzFwX6dl5QSuG9Ky8Mm/xUlJm8ldF0YTA4/OHVQKFeHw6Hp/Oq+PnUD8+pkqf/MOhFIFCcRLi89ZcjoHQBBsXbWX935vZs3E/nU9vx3k3nVWideUl94zkgjvOJeNgJrFJMUREOYPm6d6qEQnREbi9JW+mdpslbJP3rfvSw97sC7dbNHHcxeIqgiFlhcqTur1+Ppu2pEYUQe0ORFYoFMfF8OuG4ox0HHtgFSANyZdPj+e7F35l3k+L+Pihr7mqye2s/3tTiXFmeGlySCUAppnrw/svp2lyHBF2G1FOOxF2G49ceSZOW+hn2PLc3uOiIsKGZBandKRORbFatKLQ2PKSeiT3hM55vChFoFCchAy/bjCdB3bAGR24yQYeTEUlFysrC103bftSSrwuLw+d9SzbV+2q0BzNkuOZ8OyN/O/hq/jvPy9m5ut3cMmgrlwyqGtQ2QarRStXt7LWjRL55ZkbaNUwMWQoaiGxkQ7euP0CGsSb/g5NExUqVaFpgrOPkSxWevxpbRqXe3xlohSBQnESYrVZeXnaEzz944Nc9sAobnrhar7bO5bp/h+ZYfzEzS9dU+0y6X6DD+7/vMLHCSFo3zSZ3u2aEhEoYnf7qNPp0aYxTpsVq0Urch43rhdzzPl6t2uKEIJP/nUF/To2DzlGE4LurRtxZs+2tGuajNNuxTDM6p/lRkKnFvXp16FZSOd26fM57VZuGzWg/PNXIqofgUJxijLhvT8Y+39fYfgrz0F6LKw2C1M9P5CVns30L//i4PZDdD2jI0OuGIC9goXhdMNg9H++ZH96dpHN32ox7f9l3dasFo0Jz95Ik6Q4AO5571cWbtxTYozDZuXbx67hSG4B9384CVdFFEAxnHYrU166lf98PYNFG3dj0TRcXh8CQUyEnQiHDb9u0LtdU+66aCDN6x/bZHUiqH4ECoWiBJfeO4pRt53DnB8W8P69n4WsAno8aBYNI0z0TWRsJFuW7+CRs5/D7/PjdfuY/d18vn3hZ95d9BIxCeHDTkvz9/pdpGTklnD8+nWJw2ahZ5vGrNx2AF8IOfy6wfdzVvHQFcNYtHE3izfvDRpj0QRNk+KYtmzLcSsBcx6NmSu2svdQJh6fTpTTws3n9uOfFw+sFa1FC1GmIYXiFMbutHPejWfyxuxnT7g8RdczOtLjzC7c+PwYYpOCTTSOCDsX3zOCV69/l4JcV1H1VFeem9Td6Xz7wi/lPleuy8OzX04P2fjFrxv079iC+mUolR/nriHlSA7PfDUdI4RDV0pYtmVfmSWky4PH5+eNn+ayM9Vs35nv9vLtnJV89NvC456zKlCKQKFQ0KFvWx79+l4sx1mZMzI2gisfvpg3Zj3L1Y9eyvf7PqbX8G5YbBYiop3YHDaGXjWQETefReru4OrBfq+fuT+V/+b4yvezyS5wh9xns1qIj3aSXkZvBr9u8Mb4ORzJCVn9BrfXx5P/m8Z3s1fiP4F8DE2IIGXl9vr5ZtZKPL6aLQNSHGUaUigUAAy9YiAzvp7H0ikrK5xcKw1JXPLRsg52h41Xpz/N4YNHSNlxiKbtG5HQIJ7sw+HbaB6rm1nRuaRkxoqtZQwwW0HqxyjRvHzbfuw2S1Ct/8AUZBe4wyqb8hKuVaVAkJGTT+N6cSc0f2WhVgQKhQIwo3P+M/ERbnr+aiw2C5pVw1YOB66mCRIaxtOpf3CoZFLjRLoN7kRCg3gA4pJiad+nTVAzGkeEnZG3lb9xjC7D3+TP6dOemSu3HTNpLC7KiV6JmcShCO8FkNSLjQq7t7pRikChUBRhsVi45vHLmJzzNc/89BD3fXArb89/ntPO7obFasFitdCkfSMcUXYiYyNwRDpo3qkpr05/qtzOzye+u5+kJolExDhxRNhxRDroPrQLl/9rVLmOF0LQo3XoeHtNE4zs25GcgmM7vo/kumjbJAm7tWpug5om6BkIcS2O027luuG9TzhhrTJR4aMKhaJcuAvMHgIRUU68bi/bV+8mKi6SFp0q3oVW9+usmLGWtL2H6dC3De16ta7Q8fvSs7ji+a/w+kqaXvp1aMpH94/mvEc/4XBO+auvCmHW+I902MnIDe03qChxUU6+fexa9qVl8ubPc9mZcoT4aCc3nNuX687uVSNRQ+HCR5UiUCgUdZKcfBfvTVzAwo17iHBYuX54by44vTMWTeP+DyYwf/3uCs3ntFnp3b4pCzfuLjMPobzcPKIv91x8xolPVImoPAKFQnHS4PL4mLZ8C0dyCzizZxuuHNqjRDLWLeefzuLNe/FVIFnO7fOzYMPukPssmsAwZIV86Es374OLjz2uNqAUgUKhqFPk5Lu57pXvOJyTj9vrx6IJfpm/jsevPosLTu+MCJSHeOP2C3ni86nkBSqVHm+ngbhIJzkF7gofGxdVM0X/jgdlGlIoFHWK9yf+zdezVuILEZrZuF4sL908ku6tGwFmqGlKRg570jPx+w0eHvd72JDOyuaj+y6jf6fqLyldFuFMQypqSKFQ1GqklKxfsJkfX5/ErG/nM3PplpBKAMz8gX+++wsZAUexEILGSXEM6NSSwd1a8/adF5XZpayy6NW2Sa1TAmVRlc3rnwVuAwrTCB+XUk4JMW4E8A5gwexl/EpVyaRQKOoWPq+Ppy58hQ0Lt+Dz+rE7bLh1HcsFndETQ8fh+3WDSQs3cPOIfkH7vpyxHIsQGJXYjtJus9CjdWM27E7FabdxxZDu3Hx+8LlrM1XtI3hbSvlGuJ1CCAvwAXAOsB9YJoSYLKXcWMVyKRSKOsDkD6ax/u/NeFymnd8VCBeNnbGVzCt7huwA5vXrHDicHbR9V+oR1uxMCVmI7nixahoj+3XiqWvNZLhtBw6T7/aa9YtOrHRTtVLTzuJ+wPZAE3uEED9g+tmVIlAoFEz7fE6REiiOtcCLvcCHN8oetC/CYaNXu+Dchv3pWdgsGidQTLTkeexWXrvtAgZ2acm+9Gzu+2AC6Vn5aJpASsnjV5/NyP6dKudkVUxV+wjuEUKsFUJ8LoQIVWi7CbCv2Pv9gW0KheIUQErJoT3pZKRkhtxvhKkXZLNaGHvfZXRu3gC71VJie/34aM7p1Y4Ct5cZK7YyZekmMvNctGlcr1IcxVaLxqh+HXn37kuwWi3k5Lu5852f2ZeehcvrI9/tpcDj44VvZ7J1f3CBvdrICa0IhBAzgYYhdj0BfAQ8jxmx9TzwJnBz6SlCHBvSeCeEuB24HaB589BdhRQKRd1h89JtvHTtO2QczEQaklZdm/Hk+Adp1LpB0Zhzrh/K18//jLfUqiChQTw9erflf6e1Zvxfq/l1/jq8fp1ze3fgphF9WbZ1P4+M+73IcuQ3DB66YhjDerThrzU7jkshREfYGffAFdSLjeTeDyZy7wcTsWpaURXR0gGYXl3nx7lrePLa8tdQqimqJXxUCNES+F1K2bXU9gHAs1LK8wLvHwOQUr5c1nwqfFShqNtkpmVzQ9t7cOUdre4pNEFiowS+2fkB1kAdHq/by8NnP8eudXtx5blxRNqxWC28NvMZOvRpE3LuXJeH8x4dF1RV1GGz8tW/x/DGT3+xbMv+kMdaLRp+3cButWAYBnablbgoJ0O7t+GKIT1o1SiR61/5js370o5Z1A5gSPfW/Peu2pNVVu2ZxUKIRlLKlMDbS4H1IYYtA9oJIVoBB4AxQPU3U1UoFNXKjK/+Qi/1VC4NiSvHxbJpqxlwoXmvsjvtvD3/eZb/uYYNCzaT1CSRYWMGldnJbN7anSGb2Pt1nenLt7I7NbQZCqBDs2RaNEikR6tGjOrfia0H0nn886lMXLieX/9eR+OkWA4ezimXEnDarQzpVrEaSjVFVTqLXxNC9MQ09ewG7gAQQjTGDBMdKaX0CyHuAf7E9LF/LqXcUIUyKRSKWkDqrrSiDmXF8fv9HN6fUWKbpmn0O/80+p1/Wrnm9vj8GCEsHYYhKfD6ymw9uf3AYfq2b8YVQ3twODufu9/9FVexlcWeMpSIEEfNQw6blSZJcYzsVzecxVWmCKSU14fZfhAYWez9FCAov0ChUJy8dBvcmZlfzythGgIQQqPT6e1PaO6BnVviDxEiqmmCM7u3IS0zlzmrd4RUFh6fzvi5azi7VzteHz+nhBKA8CUqbFYLZ/VoQ67bS26Bm3N6t+fyM7rjtNd0YGb5qBtSKhSKk4ozLuvHty/8zMEdh/AFntAdkXZOO6srbU9rdUJzR0fYw3ZB8+k6D1w2hGVb9pMTpvuYy+PjljfG4w1TsM4iBEIT6IaBlOCwWUiMieTRq88mLsp5QrLXFKrEhEKhqHZsdhvvLHyR0Q9eQKPW9WnWsTE3/mcMz/zy0AnPvWTTXpwh2l7qhmTq0s00SYrj12duoGFCTNg5wikBAM0ieOb6czm3d3t6tmnMbSNP54cnriMuyknqkVzG/7Wan+auIT0774SvpbpQKwKFQlEjRMVGcvOL13Dzi5UbHyK00HVGBRTVGUqMjeT12y/gtrd/wuPzV6j/QNvGSYzq34lRpZLFfpizincmzC8621u/zOXRMWdx8cCuwZPUMpQiUCiOAym94JkDeirYeoCtR410nFIEc3rH5iGjehx2Kxec3rnofZeWDfni4TF8/MdiNu9No0WDBFZu219mjoFF03jp5iIXJy6PjylLN7Fsyz5mrQruk/zKD7MZ0Lkl9ePDRznVBpQiUCgqiPTvRh65GqQbpA+wgL0XJHyMEMElDxTVS6TTziu3juLRT/8AQNcNNE3j8jO60btU6Yn2TZN5844Li94/9PFv/LUmtCM5wm7jkkFdadHALJKQnpXHda98R57LE+RULs7s1dsZM6xnJVxZ1aEUgUJRQWTW/WAcoYT5wbsCmf8lIvq2GpNLcZQh3Vrzx4u3MmvVNtweHwO7tKR1o3pF+w1Dku/x8sOcVcxZvYOYSAfREXZWbT+IlBKLJtAN87cEurdqxD/O6cPQ7kfzAt7+ZR5HcgvKzCmQ0lREtR2lCBSKCiD1Q+DfSbAN2g2un0EpglpDQnQEowd3L7Ftxbb9vDZ+DtsOHEYI0BDooRwEEqKcNv5xTh9GD+5OQkxk0JA5a3YcM7FMCBjWow1z1+7g0ylLSM3MpWvLhvzzokG0a5J0QtdXmShFoFBUiLJq1IQ3Dyhqni370rj3/QlFpSekBD1MZoAuJVJC64b1ipTAnkOZfDJlMWt3pVAvNqqoxlBZXD3sNJZu3svrP/1VdN55a3eydMs+vnh4TK1RBip8VKGoCFojsISqs+gA50VF76SRhZH3MUbmPRi57yH1tOqTURGSz6YuLdfNu5ACj49N+w4BsDMlg2tf/pZpy7ewPz2bNTsOHvP4SIeN0zu34J0J80vUPZKA2+Pjg0kLKnwNVYVSBApFBRBCIOLfBhENBJKHRCRYWyGibgVA+vcj08+DvA/AMx3yP0YeHoH0ba45wU9BPD4/KUdy8AZu/pv2HapQmChAg3gz1+DdCX/j8vjMhjPlxK8bxEdH4PUFryIlsH53asWEqUKUaUihCCCNfPBvBa0ewhq+1LmwdYXk2UjXZNAPIuy9wHEWQphfJ5n7MshsoNBJ6AXpReY8haj3U9VfyHEg/duROS+Cd5mp2CKvRkTfgxDBiVm1HcOQfDB5Ad/PWQWYyvvC0zuTeiS3wnN1bmmWxF6782CFmls67VauGNKDZvXjkWGObFBG4bzqRikChQIw8j+D3HdAWEH6kLauiIQPEFpiyPFCi0dE/SP0ZN6/OaoEiuFbh5TeWhdiKvVUZMaVIPMBCdIL+f9D+ncjEt6pafEqzGfTlvL9nFUlzDE/zVtT4dWAzaLRLCkeMBPQsvJDl6QoRBMCm1WjaXI81w/vzYWndw4ooS78vngj7mJmKafdyu0jT6+YQFWIUgSKUx7p+Qty3wXcR4OBfGuQmfch6n0T+hjpAe9qEE6wdUOI4lZWB+AKcZSF2tjIVhZ8BdJDyUgoN3hmI/UDCEvdaRoopeTrmcuDehFUVAk4bFaG92pHbKB20E3n9ePF72aWmNeqaVgsomjukf078e+rzsRhK3lbffjKYQBMXrQBTRPYLBbuvXQQQ3uE7qdQEyhFoDjlkfmfE3zj9pvKQE9FlHIOG66pkPM4ZtECafoLEsYhbIGSA5FXQP5XgKfYUTZwno8QtU8R4F0LhCjNLOzg34HEYmZQW1sjtNhqF68i+A2DvBA9jsuLEGYl0VH9O/LIlWcWbR/ZryOpR3L5bNoSNCHw6wZn92rHk9cMJ8/tISbCGbbSqM1q4fFrzuZflw8hK99Fclw0Vkvtcs8qRaBQ6GH6ygqrmThWTBFI/y7I/jdQzEwg85FHboD6fyOEHRF9n+kY9i4DYQEMsLZHxD5z3CJK70pk3keg7zbLWUT/E2GtpKYnto7gW0lQ+Kv0mkrSuwKEzTSZRV6PiHm41pbTcLl9RV3GShO6AtFR7FYL1w/vzS3n9w+6qQshuOX8fowe0o1JCzfg8fnp16E5TruVCEf5/CgRDlu5x1Y3ShEoFI6hULCXkE/F1rYl3krXz4TOF/CB529wnoUQDkTiZ0jfVtP5bG1pOpiPE+mejcx6gCLlo+9DemZC4niErUPF5wvYMgpv5iLyBvO6ZPHrcoAWbyoBPAHTEVDwLdLSAhF11fFeTpXyzoT5YUtQd2/dmE37DmG3Wijw+EBSVErCognsNgtWi8au1Aw6NW8QdPzOlAxufetHvD4dn1/niz+X0711I969+xJs1lq40qsAShEoTnlE1K1I92QwcoBCs0IExDwe7Ng1MgitCCTIrJLz2tqD7cSarEgpkTnPUWIFggGyAJn7GiLxs/LPZeSbEU2uSYAPaeuNiHsOYW0LiV8js58B/wbADhEXg2sCwcrRBQWfQS1VBDNWbg2Z7asJwbh/jeZQZi570rJo2SCepZv38f2cVWTkFpCT78GvG3w2bSlfzljO8NPa8dwN55VY+fz7kz/IznMfdSPpBmt2HOSHv1Zx/fCgNsB1itplqFIoagBhSUIk/Q5RN4G1sxkKmvgpWuQVwWMdw8zwytJIH9j6Vb5wMgeMw6H3+VZVbKrM28E1EdN3YYBvOTLjKqR+GGHrhpb0K6LBBkSDtYiYBzGNKSEwwrdrrK0U3s+bJsczqEtLmiTFc+kZ3fj28WvRdQPdMHB7/fh18/fvSzZx7qPj+H3xRgBSjuSw/3BWcGERn5+JC+p+d12lCBQKQGiJaDH/h5Y0ES1hLMLeN/RAx3CKEslKYICsgkYkIoKwkUZhQltDIX0bwbeeoyseKAwVla4fjp5OWM2nYJEAWr2geUADexUovEpi+Gntgxyxmibo26FZSPPNmh0Hw9YLysgp4KXvZ/H1zBWBRLLQilE3an9RuWNRZYpACDFeCLE68LNbCLE6zLjdQoh1gXHLq0oehaJSMLJBhkpMMpD548o1hTRyTLu/ZwlSllW7CNM0FXEZwconAqJuL9f5APDvIvTX3QO+TSHOKxBxzwXOW3gDtIKIRMSceBexquL+ywbTJCmOSIcNgVnmoV5MJE9dd07I8ccKK3V7/Yz7YzHJcVEkx0cF7XfYLEENauoiVdm8vsiIKIR4E8guY/iZUsow61+Fohah7wfhCPQhKI40HcPHwMj/DnJfNqNwkOYTf8JnR0NPQyBiH0fKAnBPCUTv6BB1MyIi2HQVFmtbQhfMc4CtC9I4giz4HnxrzQinyGtNM1i975B5n4B/S6CURjvQ95sOY1H7DApxUU5+euofzF+3k20HDtO8fjxn9mjD6p0pfDplCVaLxqj+neneuhEAPVo3CmcAK0I3DDJyC3jlllHc8d+f0XUDt89PpMNGywaJXDe8d9VfWBUjwnnYK+0EprdlL3CWlHJbiP27gT4VUQR9+vSRy5erxYOi+pFGFjJtMCVzBAAsEHERWtyrYY81Cn4N5B+UMiWIRET9v4tKVIQ/dyboaWBpitCCn06PhXHkBvCuLCa7ABEDif+DI7eAdAX22UHYEInfIGxdMFx/QPZjmE5yv6kQbH0RCWNrZ15EMaSU/OfrGUxfsRWX14cmzOig64f35q4LBwKwaOMe/u/jyWFbVjpsVua8cRdOu5WcfDfTlm8h9UgOPdo05oyurbBotU8hhkMIsUJKGeTZro4rGAwcCqUEAkhguhBihRAi7FpXCHG7EGK5EGJ5enqYuG+FoqoRcWAfRJDdXjgQUXeGPcwo+AVyniBk6Qk8yNz3zEqlWY8gvctCn1pLQNg6HJcSABAJYyHyKhBRgA3sZyDq/Qx5H5lO6SIF4TVzI7KfQhoFkP04ZtRSIFpKFoBvGbinHZcc1cnanSlMX7EFl9dcwRlS4vb6+XL6cvalZwEwoHMLfnv+ZkYP7o5FK7k+cNqtjB7SvSivIDbKyZVDe3DfpYMZ2r1NnVICZXFCpiEhxEwgVE3eJ6SUkwKvrwa+L2OaQVLKg0KI+sAMIcRmKeW80oOklOOAcWCuCE5EboXieJE5T4F3ESXMLKIhInEswtoq9DHSAznPE7aXgcyHgo+OvnVPRtoHI+JfQ2gJSOkCz3wzzt8xCKHFHZfsQkQgYp+E2CdLnt67gJAKyr8R6V1kJsWV/sbJAqT7N0TEqOOSpbqYu3ZHULkJMKOIFmzYXdRCsl5sFI9dfTZ92jfjzZ/nkpFTgN1m4ephPbnrooHVLHX1c0KKQEo5vKz9wlzrXgaENaJJKQ8GfqcJISYA/YAgRaBQ1DTSuwZcvxFUjkJmmn6D0uP1DKTrR/AuDz6mTAzwzkWmDUNGPwD571DksJV+ZOyzaJGXm2+lYeYviJgTqBQaEUY+S+C6wj13BV9zbSPCYcMSItNY07SQJSHO6d2e4b3aUeDx4bRbg574c10e3pswn2nLtqBLyVk92vCvy4eSGBsipLgOUdXrmuHAZinl/lA7hRBRQoiYwtfAucD6KpZJcZIhpYGR9ylG2iCM1K4YGVcjfeuOYx5p+gCCHMGB/Z6/CPYNAEjwHH12kdKFkf0UMn0g5L0N3vmUXdwgHC7Ie9k0xcj8QHVQD+Q8ieFdh1HwIzKtPzJtEPJQD4ysR48ZhRSSyKsIjkqyg3Mkwt6fkM+LIgIRIs+itjGib8cgcw+YparP6tE2xBFmxFSU0x6kBAxDcttbPzJp0Uby3F5cHh/TVmzl+le/L+p5UFepakUwhlJmISFEYyHElMDbBsDfQog1wFLgDyll7Tc8KmoVMvcVyHsPjHTAC74VyIzrkP7t5Z7DcP2OTB8UuKn2wch5BVms5IKU0gwdDRljYgnE+5tKSWZcDa7xHN/NvzzocGQM5Dwd6HugA35w/4o8fClG9gsYh3pjpHbByPgH0r+3zNlE9N3gGAQ4jzbcsXVDxD6DEDZEwsfmdhFl7sMBEVcHfCW1m2bJ8Tw65iwcNguRDhuRTjtOu5XXbhtVVFm0vCzZvJf96dn4/EeVra4bZOe7mLWq/H9rtZEqjxqqClTUkKIQwzUZsh8m+KargXMUWvybx5xDehYgM++iZBkHJ0RegRb7FFJ6zf3epYReETgheQ7COIT0roTc/xz39VQOIcqrJXyD5ig7EUz6d4J/G1iaB4WzSqMAPHPMHAr7QIS1uakcfavMsFlLS7D3q5UhpQDZ+W4WbdyN1aIxsHNLIp0V7wnxzcwVvDdxAT49eNX1j3N688BlQypD1ColXNSQqjWkqLMYBT9Bzn8I/eRtgK98qf8y7z1KKgHM9wXjMRznQv4nAQdx6eW/Bjgg+l7IuAgp80PkF9QEIT6PzOsx6q9F08Lb9YW1NYSpaCq0SCjmGJZGATLzJjO/QBogNLA0hsRvwjbzqUniopyM6NvxhOZoVj8em1ULUgQRDhstG9a+a64ItVN9KxTHQEodct8g9BM6gDCTn8qDvi/MDj9k3greeYQuNKdBvR8g/wPTLCULCFnBtFYgoeB/lTdb3lumopUFmA19CsC/2yxcd5IyqEsrEqIjSvgcNCGIsNs4r3fFq8DWJpQiUNRNjKzATSgcDkR0+Lj+Eli7ENr2bxBe0QBYzNLTIXMDaiG+zZU3l2siJesWAfjBM6uEb+VkwmrR+N/DY4qSyDRN0KdDU758ZEyt7TNQXpRpSFE30WII/xxjRySMQ9i6lGsqEfMAMmMJJUMoNY55g7c0Mk1B8vg7YlUuVsxEtzDKK1whveMi3M3eoM4oxuMgKS6Kt++6GL9uIJHYLLU7s7q8qBWBok4ihB0irymK1jmKExH/FsJR/sbgwtbZ7E1sP90suWBpDZbmxzjKFjhPf7OlYxBOsA8GEdzgxKSybyBOSPwe6v1B6NVNBCJyzAmdQfo2IF2/mg5x+zCCr0GArVdwD4eTEKtFO2mUAChFoKjDiJiHwHkxYMMM4YyB2CcQznMrPpetG1riV2gNVqAlT0NE3Ur4hCkrxD5vdh2z9QL7AMykrEIiwN4fIm8MalZjYgHraVSuMvBC3ntotuZQ72fQiikgS1tI+vO46wJJ6TbDUDOuQeb8B5l5sxkppCVw9LqdIGIRcS+c8JUoqh9lGlLUWaR7RsBWDWY/AC/41iPllSfeUzfiMsgbC0bpXEgLWNsgIi4CAu0e498H18RAG0uJiBgNEZcij1xP2AS0uJcgYxRhy05UGAO8i5F6OpqtG9SfjzTyQVgQomLx8qWRuf8NNMHxHA1I0veA/UxwDAb/OrC2Q0RcctzlLxQ1i1oRKOok0siD7Ecwwz59mHcoD7gng3fhiZ/AuxhkRogddrCfgzxyE0bWv5G+jWYzl8jREHEN6IeQOU8i04eDL1ydRTvkPEzlKYFCNKTrN6Q/EAXlXYjMuBojbSBG5t3IsPIcA9evBCs0H3jnICIvR4t7AS3qBqUE6jBqRaCom3gXhCmG5kK6JyMcJ5b1KgvGB8oyl8YNBeMwM5g1pHsqMu4VsyBczpMU5SMYBwn/nOUG35oTki/svHlvIPNeQ1pagn6Aohu4Z6ZZXK7ez2aP4goRLnJK52R2DJ9KqBWBoo4SzvQjqJQ/67ChqZKjYZMG4DZLPeS9RXBSmhGQ5wTNVIBZ2qE8z21+87z6TkrewKWpJHPfqfip7UMJ/kwF2HqcEo7hUwGlCBR1E/sgM6M1CCfCeXHIQ6SUSOmhPGVVzPLKpSOSwqGDkRJmnzR7GJywYzjQD0BrQkkndkXmlUUN76V/F0bWvzHSR2Bk/hPpWxv2KBH7WAjHcDQiVjmGTxaUIlDUSYQWhYh/C/NJufBp2QmRV5oRO8WQUmLkfYJM64s81AOZPgTD9XvZJ3BeCLZuZjcuCMwf5sle+kGrH36uosJwlYCRhoh/F63hVrSGWyHq/oodryUjfZuRGZea/hR9p5kElnEd0jM35CHC0giRNB1iHgTnRRB9NyJ5BsJWzsxtRa1HFZ1T1GmkngGeaaY93z405M3JyPsI8seWsvk7EfH/RTjPCj+39INnNtIzC0QiWBqaJqAS81jA1h0iri3pI6hK7IPREj8z+x2kDyU4w7cMYp8F90zw/h28z9IUkTTrxCOuFLUWVXROcVIiLPUg8tqw+6XUzaJxQY5fNzKvbEUghBWc5xblJZj9CjIg/3+B5vM6WFog4t9HWJIxkJD7ktmoJiTlyFYuD0a2+du7APMrXE5FICIREVcic18PvV9PNXseiOgSm6XUzVWDZw5oiYiI0WG7sSnqJkoRKE5uZB7IMFEvesh+SWERQiBiHkRG3Qi+9aAlg7Vj0RO0Fnkx0t4FefgyglcGNrNUs76HIofuceEA5/kBgexmz8Wwi3pr4FwaYIfYVxHCihTxgSY3IcaXyjmQ0oc8ciP4CwvMWZH5XyPjXkar5W0qFeVH+QgUJzcippidvxTWNsc3pZaIcAxB2DoFmVGEtS3Ye1PSoStAOBGJX0DsU5iZ0Md1ZrA0O1oqwj6E0FpAK3YOAZYWkPgtWsR55qaoW0OW5iBitLkKKo7rN1PpFUVR+TEjpZ5AymowgymqBaUIFCc1QmgQ/QDBEUBORPT/Vc05Ez6CiCsCCsgC9v6IeuMRlmTw7yZ0XL4FrB3A1pfQikID+3BE0i8ILco8jxaJiP/API+IOno+LJhJdn5Agp4C7qlH5Yu8BiKuAxwBM5DdNIHFPhp0VukO0aO5UB7vyvJ/KIpajTINKU56tKhrMUQ05L8H+iGwtkbE/LtChekqghBORNzTEPd08E5LI8wop1JP08KJiL4b4RyBkXkneBYWG6OBiEPEv4go9SQvHIMgeQF4/gLpRua9A0ZqqZO6wfUdMub/EMJimrhiH0ZG3wX6XrA0DN9MJmjlUIgMMiMp6i4ntCIQQlwhhNgghDCEEH1K7XtMCLFdCLFFCHFemOMThRAzhBDbAr8TTkQehSIcWuTFaMkz0RquQ0uahHAMrBE5RMRFZkZ0ya3mTdVhOq5F/LsQdQtoSeaTvuM8RNKvCC0+9JxaFCJiFCLy8qOO5NJIT5CvRGjRZuXVMjqKicgxoZWBiABbj7DHKeoWJ2oaWg9cBswrvlEI0RmzcX0XYATwoQhd+vBRYJaUsh0wK/BeoThpEVo8IvFr03GMA7Cb1UETvirK0hXCjhZzP1r9hWgNVqElvIOwNCnfCcL1YNAalvF0Xwb2wWZoLI6ACSraXJ0kfHLc1UwVtY8TUgRSyk1Syi0hdl0M/CCl9EgpdwHbgVCdsy8Gvgy8/hK45ETkUSjqAsLWFepNg8h/ABbTPHPkKoy8ceXKei5z7thHMf0hxZ3YTkTsU8eVHyCEQIt9BJH8JyLmaUTc64j6C8rd9EdRN6gqH0ETYHGx9/sD20rTQEqZAiClTBFChE3PFELcDtwO0Lz5sZqGKBS1HNdXUPANRY5Y6YG8t5F57yKFE5wXI2IeBCMD6foFjCyEYxg4hpoO8DAIW3eo9wMy730z2sfaGhH9T8QJdicTlsYQedkJzaGovRxTEQghZgINQ+x6Qko5KdxhIbad0KOOlHIcMA7MzOITmUuhqHHyPyY4Gkc3f6QXXOOR3nlmkhc64Ee6J4HtNEj4JDjMsxjC1gmR8EHVya446TimIpBSDj+OefcDzYq9bwocDDHukBCiUWA10AhIO45zKRR1CiklGKF6HRTHG0g+K35ggRmy6Z4CgcY4CkVlUFV5BJOBMUIIhxCiFdAOWBpm3A2B1zcA4VYYCsVJgxACLMdbosGFdE2uVHkUihMNH71UCLEfGAD8IYT4E0BKuQH4EdgITAPullLqgWM+LRZq+gpwjhBiG3BO4L1CcdIjYh7FzCc4noNV/L6iclHVRxWKGkJ6FiLz3gbfLiAfs/5Q4ffRGnhfqiaRiEDEv4dwDKlOURUnCeGqj6oSEwpFDSEcA9Hq/YTWcDkiaSrY+mB+Ja3gGAbx4wK1kqIwQ0IdEDHGjO1XKCoRVWJCoagFCGtLRL1vkdILaEVRQdKxADxzwMgB+wCEVYVOKyofpQgUilpE6R7AQjiPlp1WKKoIZRpSKBSKUxylCBQKheIURykChUKhOMVRikChUChOcZQiUCgUilOcOplQJoRIB/Ycc2BokoDDlShOdaJkrxnqqux1VW5QslcVLaSUyaU31klFcCIIIZaHyqyrCyjZa4a6KntdlRuU7NWNMg0pFArFKY5SBAqFQnGKcyoqgnE1LcAJoGSvGeqq7HVVblCyVyunnI9AoVAoFCU5FVcECoVCoSiGUgQKhUJxinNKKAIhxOtCiM1CiLVCiAlCiPhi+x4TQmwXQmwRQpxXg2KGRAhxhRBigxDCKNbZDSFESyGESwixOvAztiblDEU42QP7avXnXhwhxLNCiAPFPuuRNS3TsRBCjAh8ttuFEI/WtDwVQQixWwixLvBZ1+oOVEKIz4UQaUKI9cW2JQohZgghtgV+J9SkjOXhlFAEwAygq5SyO7AVeAxACNEZGAN0AUYAHwohLDUmZWjWA5cB80Ls2yGl7Bn4ubOa5SoPIWWvI597ad4u9llPqWlhyiLwWX4AnA90Bq4OfOZ1iTMDn3Vtj8f/AvNvuDiPArOklO2AWYH3tZpTQhFIKadLKf2Bt4uBpoHXFwM/SCk9UspdwHagX03IGA4p5SYp5ZaaluN4KEP2Wv+513H6AdullDul2enmB8zPXFHJSCnnAUdKbb4Y+DLw+kvgkuqU6Xg4JRRBKW4GpgZeNwH2Fdu3P7CtrtBKCLFKCDFXCFGX+hfWxc/9noBp8fM6sNSvi59vcSQwXQixQghxe00Lcxw0kFKmAAR+169heY7JSdOhTAgxE2gYYtcTUspJgTFPAH7g28LDQoyv9nja8sgeghSguZQyQwjRG5gohOgipcypMkFDcJyy14rPvThlXQfwEfA8pozPA29iPlDUVmrd51tBBkkpDwoh6gMzhBCbA0/eiiripFEEUsrhZe0XQtwAXACcLY8mT+wHmhUb1hQ4WDUShudYsoc5xgN4Aq9XCCF2AO2BanWuHY/s1JLPvTjlvQ4hxCfA71UszolS6z7fiiClPBj4nSaEmIBp6qpLiuCQEKKRlDJFCNEISKtpgY7FKWEaEkKMAP4NXCSlLCi2azIwRgjhEEK0AtoBS2tCxooihEgudLAKIVpjyr6zZqUqN3Xqcw98mQu5FNMJXptZBrQTQrQSZhPkMZifea1HCBElhIgpfA2cS+3/vEszGbgh8PoGINzKuNZw0qwIjsH7gANzmQmwWEp5p5RygxDiR2AjpsnobimlXoNyBiGEuBR4D0gG/hBCrJZSngcMAf4jhPADOnCnlLK006pGCSd7XfjcS/GaEKInpnllN3BHjUpzDKSUfiHEPcCfgAX4XEq5oYbFKi8NgAmB76kV+E5KOa1mRQqPEOJ7YBiQJITYDzwDvAL8KIS4BdgLXFFzEpYPVWJCoVAoTnFOCdOQQqFQKMKjFIFCoVCc4ihFoFAoFKc4ShEoFArFKY5SBAqFQnGKoxSBQqFQnOIoRaBQKBSnOP8PcNleNwktgK0AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.605, 0.594, 0.641, 0.624, 0.588, 0.453, 0.458, 0.45, 0.423, 0.414, 0.406]\n", - "Temps : [0.029, 0.033, 0.046, 0.063, 0.077, 0.102, 0.1, 0.111, 0.119, 0.139, 0.125]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.723, 0.867, 0.867, 0.724, 0.579, 0.57, 0.564, 0.56, 0.547, 0.546, 0.553]\n", - "Temps : [0.026, 0.028, 0.034, 0.049, 0.066, 0.079, 0.082, 0.098, 0.1, 0.109, 0.111]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.452, 0.326, 0.323, 0.335, 0.336, 0.329, 0.332, 0.339, 0.331, 0.33, 0.327]\n", - "Temps : [0.026, 0.069, 0.091, 0.162, 0.128, 0.102, 0.124, 0.14, 0.166, 0.17, 0.162]\n", - "Clusters : 2\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.661, 0.696, 0.546, 0.556, 0.556, 0.449, 0.358, 0.342, 0.351, 0.357, 0.35]\n", - "Temps : [0.042, 0.03, 0.094, 0.061, 0.106, 0.128, 0.136, 0.133, 0.173, 0.157, 0.199]\n", - "Clusters : 3\n" - ] - }, - { - "data": { - "image/png": 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\n", 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Yr2FwyZxZLEvZTaHHg9Nm47Wlf/LSmJM5rkfPoGOn/b2clPy8fSF+hlIUe73csuBropxOijyeSoraKhywVJYNGXvZmLEXBWzcm86XG9fz3OgTue+n7/krZTetXC6MoiJsInWqyA3gkjmfM++cCyz7TJj+YVjK22V3cN6BBzGkY+eAFni0w8mpffrWRNw6Q6eT1WgaMbM3rGPp7l37wu48hkGx18uN3361r1yYFd9s/iegQlaYvvDqeqtLx3mVIt/t5sp5s1mw5R/SiwrZk58PSpHgclVz9vDZkpXJur2B03NszNjLngBx7xWxi43RPXoypGNnvvpnI9cOOQKXw4HDn78l2unksE6dGdtr/1qVvbbQFrhG04j5Yv1aS0v2rz0pDA2S1KlVNZWoTQQhcJx3ICpFoxgGKfmhlWdNcdrsbMnMRIBnF/3OitQUOsXFc81hQ8Pe/NMlPp4VaXv4fttWFApDKQ5J7sjAdu3JL3FzXI+eHNWte6PNvaIVuEbTiHHaAqdjVUrhtAd/gL7woIP5K2V3lV0Z0Q4HJ/TszWfr11ZpXH3jVQZ2mzBxxscUe80nir2FhVw+94uw50gtyDcXYsvchJan7Oaort25vZGGDpZFu1A0mkbMWQMGBtzK7nI4GdQ+OcCI/zi+Ry8uPWQwkXY7sRERRDudRDucltakDYiNiODFsSfz1OixTDl5HM4QqWAbiki7ncM6dmLm2tX7lHcpwWLRK1LsjweveOzj1StrS9Q6RVvgGk0jZlSPXkzo05/P1q8BZW5ttwlMPWV8yDzbADcOHc4FBx7MitQU2kZF0z4mltNmfkReSQkFHg8uh4MSrxe7CF6lKPH6uOaruYzt1bgt8Ai7nWiHkz927axRcQKrsaHWFxoLeiOPRtME2JyZwcJ/d5LgcnH8fj33pWStDiVeL99s3sTmrEzmbtxQaXt9S8dps3HOwIO47+hjG1qUfeiNPBpNE6Zn6zb09O+ErCmRDgen9ulHfkkJLy/+o1bmbE4kuqKItNt5668ltHZFk1FURJf4VhzeuTMJrqiGFq8cWoFrNC2QBZv/4YZv5unaiAFILyxgyvLKngKHzca1Q4Zy7ZAjGkCqwGgFrtE0Y/JKSvhy43q2ZGUyoF17xvban5ziYq7/Zl65XCZlEVp20Vur7+41DF5bsph+bZM4vkf1crHUNlqBazTNlK3ZWUyc8RElXi9FXi9RDgf3/Pjdvkx8gXDYbBzYrj1r96ZbKngrEiIjsdtsZBQV1Yb4jZJin5e3VyzXClyj0dQehlJ8sX4t769cQbHXy8n79+GnbVvJKS7eZ1GGigcXoFurBFam7sFbjeCGbP+29biIiH15vJsjWY3oBqUVuEbTDLjz+2+Zu3H9PiW99c9M3Bb1Jq1QwLasLCqmsrKLhL0rE2jWytthszEqRA6a+kQrcI2mibM1O4s5G9aVy3tSVeVdSuU8hOZW+ZbuFwczxUC7mBguPvjQhhZlH1qBazRNnOUpu7GLDahetZtwaMnK2yE29ktMZHyffpx74CDiIyMbWqR9aAWu0TRx2kZFBy1MrAmNTSRgNSGnzcarJ54aMnVvQ9E4Ex1oNJqwGd61G7ERTqtaBJowsCoFpxTc+O1XfL9lc8D2jMJC/vfjdwyd+joj353KlGVLAuYUrytCKnARcYnIYhH5W0TWiMgD/uOtRWSBiGzyvybWvbgajaYiDpuNjydOolfrNrgcjkabgKop4lUG+W431349l115ueXaCtxuxn3yAdPXrCKtsIAduTk8/+dCrp3/Zb3JF44LpQQ4VimVLyJO4DcRmQ+cBnyvlHpcRO4A7gBur0NZNRqNBd0TEvnmvAvZlp1FXkkJ9/38Axsz9u4rBKGpGT7DYNa6tZw78EBWp6VS6PGwYe9esoqL8JSxuIu9Xn7evo1/MjP2FYGuS0IqcGVmuyrNzu70/yhgHDDSf3wa8BNagWs0DUr3BPNBePrESXyzeRNfb97Ed1s24wlQ51ITPh7D4ONVf/P8H7/vu45WkTk2EValptaLAg/rWUtE7CKyAkgDFiil/gTaK6VSAPyv7SzGXi4iS0VkaXp64PJHGo2mdnHa7Zy8f19eHnsK884+n0OTO9V4zpbsmLGJsKcgv1Le8UAUe73YbfWzIhHW70Qp5VNKDQI6A0NEZEC4J1BKTVFKDVZKDU5KSqqmmBqNprr0bN2GqaeO31fnsbrU39Jc4yLSbqcqabcNpXjg5x8p9ta9+6pKv1GlVDamq2QMkCoiyQD+17TaFk6j0dQOSqGjVKpAUnQ0hyZ3ZHiXrpx/0MHEVDH/ek5xMV//s6mOpPuPcKJQkkQkwf8+CjgeWA/MASb7u00GZteRjBqNpoa0crnokdi6ocVoMhR4PNwwdBjvTziDyw4ZXG6hMhwMFMtTdteRdP8RjgWeDPwoIiuBJZg+8LnA48AoEdkEjPJ/1mg0jRCfYZBZVNjQYjQZCj0eftiyBYCk6BjOHXgQkfbKBaaDKdD4SFcdSfcf4UShrAQODnA8AziuLoTSaDS1y6J/d1LoqXmdR6fNhkOEIl/dbdtvDNhEaOX6TwHfPWIk/ZPa8frSxezJzyPe5WJsr/2JsNl5fdniSguaAkzs17/O5dRb6TWaFkBaQX6VFuICUZpudt7Z59P/tRerlKGwqWEoxZFdu+77LCKc1u8ATut3QLl+2cVFTF+ziszi/1LM2kU4oWcv9qsHl1VLjgzSaFoMgzokY9QwElwBm7MyOfHj9+mRmNisF0UjbDb+ycwM2S/BFcWXZ5/PaX37k+iKolNcPLcOG8HzY06uBym1Ba7RtAh6JLbmhJ69+HbzPyELOwSjVIk3d5x2O1EWkSfmekIR8ZGRRDocJMfF8fTosfUsoYlW4BpNC+HpUWOZ3nEVH6z6m+yiIvLcJRTorfYBUcAx3XtUOv7p2tU89tvPFHo8iAhnDziQO4882jLGPq0gn2l//8XK1D30a9uOyYMOplNcfK3JKTX1i1WFwYMHq6VLK1d71mg09YvXMOj3yvPN2o8diLZRUWQWF1tmHwTTh/3OuIkc2bVbuePfb9nMtV/PLVcr1OVwcNYBA/nf0cdWmmdLViYTpps1Sd2GD6fNhtNu55OJkxjQrn2V5BaRZUqpwRWPawtco2lB7MnPY9a6taRW2BbeErCLcPdRx9C9VSJXfzWH3fl5AfsppRjWxVzAzCoq4uXFf/D15k1kFBXirhB9U+z18snqVdw2fAQuR3mXywM//0i+u2TfdfYYBh7D4N4fv+PzSefWynfSClyjaSH8tmM7V8z9Ap9SuH0+bC2sCIRPKV5f+ifbsrODptwtLY5R6PEwbvoHpObnB9/II5BTXIIrtrwC/3PXzoA3yZWpe/AaRo1TG4BW4BpNi8BrGFz/9dxyC5iGv9al0HLynGzIyAAoVz+0LDYRRnTtjk2Ez9evZW9hYchdmBF2O22ioysdj3Y4K1nspf3ttXTz1GGEGk0LYN3edNy+yopIAe1jY7E166DA8Ih2OmkbHc3Dxx5PSl4ez/+xsJy/OxBRDge3DRsR0Jo+e8CBuBzlbeRIu53T+vWvtRJ42gLXaFoADpsNZeH1bmkLmRWJsNuZ2Lc/gzt2Zmzv3gjC0dOmkmGRekCAGGcEXVq14tohRzCmV++A/a4fOowt2Zn8tG0bEXYbHsPgsI6duGfEMbUmu1bgGk0TQynFkt27WJm6h+TYOI7v0ZNIR/B/5b5t2pLoiqpUoSfCZqdHQiJpBQV1KXKDEe10hqxKFOOM4MFjjsdus/Hdln+45dv55Lrdlv3tNhsrrrwm5BpChN3OayeNY0dONpsyMtgvMbHWE4ppBa7RNCFKvF4mz/6M1ampeAwfEXY7UT87mXHGWfuq8QRCRJhyyngmTv+Q4jJ+WZ8ysPvzm3ibsCVuo7Iff3yffsz/Z2PQcQ6bjceOG4XdZmNVWirXfz0v9EYnZW6hbx1V2e8diK6tEujaKiGsvlVF+8A1mibElOVLWLlnD4VeDx7DoMDjIbO4iOvmzw05NtHlquRE8SnFkl27GsUipgAOERxiqqX9WiWEHalxSHJHImw2ohwOHDYbk/oP4KlRYxjRrTsRFnPYRJhy8jhG9zRdIFOWLQnp8wYQgUh747B9G4cUGo0mLD5du4ZiX3klYyjFxswM9hYW0jZANEQpP2/fFvCx323ULLOgVW3IRJcLm9gsfcllibDbObhDMhszMij0uPH6IKUgH2+YebgfOPo42sXG8m9uDl1ataJ1VDQZhYU4xFYpiqR0YfGJ405gZJndljtyskPGxjtsNkZ07U5MRERYctU12gLXaJoQwXYQGiq4sou022sU+x1opAD7t2lDpN1ObEQE0Q4HCS4XVw8+nCKvNyzlDXBS7z44bHZySor3hfiFYw2XyvDC4kW0iY7moA7JtI6KxmsYnD7zY77burlcEeLESBdPjxrD4kuv4pQ+fcvNM6RTZ8v4cJsIUQ4H+7dpy1OjxoQlV32gLXBNs0YZWVD8DRh5EHkk4uzX0CLViHF9+jL1r2WV4ou7tUqgXUxs0LHH7teTu39YUO1zR9jtGEqVs2gjHQ6eGjWWzvHxLN29i/hIF4M7duKED94NWwFHORw4RFj0746gNygrFLAybc++z6vSUnlm0W/sys3FW+ampjCfNnxKERvAgr704MHMXLMaj7ukUptDhP8dfQxn9h9YayGAtYG2wDXNFlXyOyptJCr3MVT+c6iMSRg599Q4L3ZDctXgw+mZ2HpfjcYoh4P4yEieH3NSyLHxkZG8cuKp+xRmIJx+P3KEzU5ybGw5q7vE58NQigi/Jd8jIZE3TxnPgHbtSXBFcXyPXgzp1BmbCNtzssP+TkVeL5+tW1Mt5V1KhM28ubz91zImffoJv27fVk55l1Lg8bApY2/AOdrHxvLCmBMDbrLxGAa/7tjeqJQ3aAtc00xRqgSVfS1QVOaoF4rnQuRx4Kq9WNz6JCYigtlnnccPWzezYk8KneJbccr+fYmPjAxr/Mju+/HrhZcx7J0pEGCXYKIriusOP4ITevbmlE/eD7jomRwdw4LzLwoaupgcG8fO3Jywv1dNF1F35+dx3fy5fLd1c8Ddj6XEOJ30at3Gst1htxPtdJJXIYxQAemNMNRSW+Ca5ol7ceDjqhBVNKt+ZallHDYbo3v25rbhR3HuwIPCVt77CGJEFvu8nDPwIFpHRbEnPz9gn935eSHjzm8cOoyoEH2siHE6A9afDIbXMPh28ybsYq3S7CK0inRxQs/AG28ABrbrEHDHqsvu4NgA6WUbGq3ANc2UYI/jTdeFUhskuKKIcQaOoujXNgkw48aTY+MC9ukcRj7r8X3787+jjqVNVDQ2kbAXTxMiXbx64qncceRRVd7cbxObpRvGJsLxPXoya9I5QW8+8ZGRlW4+kXY7STExnDPwoCpKVPdoF4qmeRIxhIAP5hKNRI2vb2kaFTYRbhs2ggd/+aHcphWXP69HKbcOO5K7f1hQqc+tZfoEY9KAgZx5wABKfF427N3LuZ/PxOszcBs+7CKVtvBHORxcNOgQRnTrTse4uCrfZu02QQKofZfDwfTTz2JgmDm4Lz/0MPolJfHOX8vJLCrk+B49ueCgQ4ir6pNOPaAVuKZZIuKCVs+hsq/HtLg9IJEQebzpA2/hTBowkIQoF8//sZCUvDz6tk3i9uEjODi5474+4/uaSZeeWfgbu/Pz6Oyv93jS/n3CPo+I4HI4OahDMt+dfxEfrfqbzVlZHNS+PX+npvL91s1E2u2U+Hyc2qcf/3fY4QBszc6yjC8PeB7MRcgnjjuBS7/8HIWZcsBjGNxyxJFhK+9SRnTtzoiu3as0piEIWZFHRLoA7wEdME2aKUqpF0TkfuAyIN3f9S6l1FfB5tIVeTT1jfKlo3KfBPcPoPLB1gnibsYWFTpqQ1P3pBcUsCM3m+6tEsulZN2enc3x779tmWjLhqncFabyPqhDMq+eeAodYuMo8Xr5bcd2Cr0ehnXuGjDVa1OjJhV5vMDNSqnlIhIHLBOR0mDS55RST9emoBpNbaJKFkLJN0CxecD4F3LuxIBKSlwpN+BAgiyEVZpfecG3E2ytEFvVExUpIxOKvwVVCJFHIY5eVZ6jKZMUE0NSTEyl490SEhjZfT9+3LoVI4AdbhchOS6Ox48bQ882rUmKNudIK8jnnRXLWZ6ym16t23BAUrtmocCtCKnAlVIpQIr/fZ6IrAM61bVgGk2tkP8c+5T3Pooh/2nwK3DlXobKvQ+8/wARqKjTkfg7EAm+Xdoo+hJyHwQ8oLyoiGFIwjOILfDiX0VU8Y9+F48AXsh7HhV9Nrb4O6v4JZsnr5x4Ks//sZB3ViyrVIDBoxQZRUX4MPYp7+3Z2Yyb/gFFHjNPzPKU3Xyxfi3vjJvIkE6dG+Ir1DlVikIRke7AwcCf/kPXiMhKEXlbRAKmQhORy0VkqYgsTU9PD9RFo6kTlFJg7A7c6Esx+3g3ozIvBu9GTA9hMRTNRGXfHHxu9zLIuRtUjmk94wb3QlT2deHJZhSgcm4wz0cR4DHfF36CKvkz6NiWQoTdzm3DR3DBQQcHbHf7DNaV0SmP//4z+W73vp2iPqUo8nq56/tv60XehiBsBS4iscBnwA1KqVzgNaAnMAjTQn8m0Dil1BSl1GCl1OCkpKSaS6zRhIHypaDyXrfuYEs2+xVMBSrmfi6Bkp9Qvj2Vhu2bv2AqlS17N7iXonwWN41yXX8n8L9fMar4i9DjWxA9ElsTVaFgMECE3cZ+ZVLoLtwZeCv+jtwccksqb49vDoSlwEXEiam8P1RKzQJQSqUqpXxKKQN4ExhSd2JqNOFjFHyISh8Nhc9Zd4o+z3z1bAQC7NyTCPDtsB7v2xX4uDjBlxaGlKXLbwGO+7eAK6UwCj7ASBuBsecAjL0TUO4lYczdvDi5dx+inY5yseR2ERKjoji6+377jsVGBA7zs4lUeWNQUyGkAhdz8/9bwDql1LNljieX6TYBWF374mk0oVHKjSr6EiP3YYy8lyHvMSCYxeVAHH6fqPNAAi4FqRKwV955p4wclHcLOIcAla1ClBcCLEQqpcrnYIkYbvatiEQhUaeaYwpehbynwEgFPOBdg8q8BOX+O8h3a37ERETw2ZnnMKRjZ+z+fOFHdevOp2ecXS5f+IWDDqm0+zPCbuek3n1C7hxtqoTzrYYD5wOrRGSF/9hdwNkiMgjTlNgGXFEH8mk0QVFGNirjDDDS/b5oB2bgVAjspuUmMRebLotyyjQCnH2h+CuUazRi74BSxaicO6F4AYgDlPKfS5U5XxTEXonYYs3olOKvUAWfgHcDkA84UK4TIfpSyH+K/24ypfVkHGDrhEJQRgkUvEn5XC4Axaj8F5DWb1fjajVdurZK4KOJZ1Li9WITwRnAor540CH8k5nBnA3riLDb8RgGg5M78eDI5hv3HzIOvDbRceCacFHKAO8aUMXgPBCRwI/HRs4DUDQDcxEwTOxdsSV9h1LF4FlnhvIVvgfu5ZjK1A3Y2efiiL8f3IvMtLTlLHuHeSNQ+WBPQmIuQ1wnoJQPlXWpPx9LFeTap8htYOvuX4Ct6GcHbEnY2v1ehXlbFqn5+WzM3EuX+FZBy8w1JWoSB67R1CvKsxGVdZkZ4eHfsqHiH8UWNbZy5+L5VE1J2iHhbYzCmZD3iDm/8oKjOyS+AVlXYvrEy/jFc+8yx1Wy7L3g2ww4IeZyxHWCebjkF//NoCpywX9b/w0wtlh3czS+pEqNifaxsbSPDZ4bvbmgFbimUaGUB5V5rl95lyHndpSzD1JReYmjCrmpBEl8B1QGKvchylm33k2QfSOBlW5ZN0lFDKAE8h7FsCUirjGokh+o7PqoLhVdQi4kNrxQRU3zR2cj1DQqVMHblZU3AB5U4czKh6NOA8JNMqQgYjAq/wUquyZ8oHKpfmZqD+TcikofCcpH0JytVcIAiTPns3dDEl9EIg6rpbk1TR1tgWsaFwXvWTT4wDArqShVDCULAQ+4ToaS30wLGp+ZsEoVEzA0kFgzgsP9h8U5IjGt3Ypx4eHiAWMPFH9azfEWxN4KtgTE2avFbbXXBEcrcE2jQakSUIHLXQFI5EizTFr21X63STHlLWaH6c92nQYlc0FVdGOUQNa5WFvZXog+HwqnEVYkS71gQN6DIC6U8qIiBiEJryO25pvfQxM+2oWiqReUkYcqnInKfwPl/suiLqUTa3eIDWWkobKu8ocLFlJZEXuBEiieA1HngsRS3kbxBBhTYbw9CRLeoHHZNl4z0oVicC9H5T1apdFK+VDF32Hk3IuR9yzKu71uxNTUOzqMUFPnKPcKVNZF/h2GbiACIocjCS8hUj6e18h9GAqnU3kjTummmXAiO2zgOMCf38RN1SrwCBAJUZOgaFoVxtUnEUj7VWEV2DUXhS8G76oycfIOaPUktqgxdS6ppnawCiPUFrimTlHK8Ls8CjAjM3zma8nvUDS7Un+Juw1cozAt8bJpRj2EH5ZnmAqLEqpePk1hJrT6hMb77+EhsI8/AEVzwLPSr7zBfEophtw7zLUETZOmsf6FapoL3nV+5V2RIlTRjEpHRSKwJTyLJP0I0WcRfoRJbeOh0dbOdB6ESHguHlX8JYFDGm3g/qtWxdLUP1qBa+oYq6RNpW2BEXtbxN4uaJ+6xWjAc1vhBFzgOhFlBAq1/A+lDFTJ7+BLtephRuxomjRagWvqFkc/EFeABlul2pTKyDUXOgveQXk2QuSxQSYWkITalLQREwH2XoADxAb5L6LSjsSwCLlURiEq43TTdeXbGnhKiQJn46uyrqkaWoFr6hQRO7R6kcp/agYUvIUycgFQJX+g0kegch9G5T1tKqCCtyDyGIuZlX/jTUtA+WPgi0xftsrH3P35NMqzsnLvglfMBVxVMVLHBhIDEo8kTqm0gKxpemgFrqlzzNJkAcqTqWxU+miM3GdR2f/nj9suU52meA7YuwFRgWal+rsmmxi2jgRewHWjCqdXPlz0BZabkeIfQNr9jjgH1J58mgajMQW7apor3s1YFy/IhMKpBIyqUIVmnUqRAO5oofH5qOsIy2gRA4zswMcDYkciR1pmdtQ0PbQFrql7HPuZStgSL5bK2LcVHAPYF7+870bQQqxvMBV4pV2lANGIK0Ast+skKj/xCDj7I7b4OhBQ01BoBa6pdZQvDSPnfoy0kRh7T0V5t/mr2wSoYBMK307wLMZU8kEUfbOmgMo3rCiwd0EVzsRIOxoj6yqUZy0AEns92Lua/m4AokFaIa2eqE+hNfWAdqFoahVlZKEyxvsf7b1mUYLc+yFqIjh6Q/GXBM4zUvqnaOM/f2+wNK4tiYrXwAaRw8zNUL4N5qGSPWbYYOv3kYiDoO0cKPkB5VmL2DuDayxii6k0s6Zpoy1wTa2iCj4AI4/ySqfI3Nno6AltvgFbeyr96YkTWs9A4m6E6Isqt2vKYPgzKpb1jZs7SFXe4wCIOBDXaGxxNyDRp2vl3UzR/yWa2sX9B4ELCnsh/wXIONHMM+Loi7nLMgpsHZDEqdgiBiAxl0DUKYS9VbxFImW2xlfAs6Z+RdE0KNqFoqldHJ3Bs4zAi4x+10jBG0jbeabVrUrMQgX+RU6lSiDzknoTt2kSZB3A1rr+xNA0ONoC19QqEn0hAWO+y+GD4q8RezLi6F4+q17xd9bWpaYCFSN7oiDmigaRRNMwhFTgItJFRH4UkXUiskZErvcfby0iC0Rkk/+1eZR/1tQIcfZDEp4HWxuso04MrFwkquRnAlZi1wRAgAiQaHNrfOxlSPRZDS2Uph4Jx4XiBW5WSi0XkThgmYgsAC4EvldKPS4idwB3ALfXnaiapoK4joXI31HuxZB1CZV3ERooVVDJflTKC8ULgsxso0XFf4fEBm3nmlWI7B2x6So9LY6QFrhSKkUptdz/Pg9YB3QCxgGlGe+nAePrSEZNE0TEhi1yqL/ocAAK3kX50ssf827G2r9rA3tPaq9YcHPAC5kXQMbJkDYYI/sGVMCdmZrmSpV84CLSHTgY+BNor5RKAVPJA+0sxlwuIktFZGl6enqgLppmjZPASldQRfPLH7LFEzT6xLeJlrmRR8yNOYEw9mA+lZhPLyrzXItydZrmSNgKXERigc+AG5QKPw2cUmqKUmqwUmpwUlJSdWTUNGUkksAKvATyH8XIvALDm2Z2tSeDsz8QKEteS3adRIIRKDSzIh7w7QL34jqXSNM4CEuBi4gTU3l/qJSa5T+cKiLJ/vZkIK1uRNQ0ZSRqHNZRKQa4f4S9IzHyp6CMTIi5EuzdzUU5ia1HSRszxaCsCjNUQBnWOcA1zY5wolAEeAtYp5R6tkzTHGCy//1koHKBQ02LR5x9Ie56gudB8UL+s6i0EZBzM/h2QMQwiL4UvVWhiojNTFmgaRGE898xHDgfWCUiK/zH7gIeB2aIyCXADuCMOpFQ02RQvt2ogrfB/Tc4eyExlyCOXthiLsFwDjIX3CwLExvmj/K3l/wO3m3oXChVxN4NnIc0tBSaeiKkAldK/Yb10v9xFsc1LQzl/QeVcaY/d7UXvKtRxV9B4lQk4jDEOQglcWb+77AoBt+2OpS4iWJLNl+NdALe3Gzty2+M0jRr9E5MTa2gch/3V58vVSo+UEWonPsAf2m1+IeoWpV5H4Gr8bRgbEnY2v1spiEIhPtXlGrJC74tC63ANbWDZwkBQ/x8W1H+YgS2qFFIm0/AMRDzoa7UUrT4M7QPAOdAc6ehBnBB1ATzrQ4V1KBXiDS1hcRZVI1xULqAqTwbwLsVafUgYEcVfQoqD+y9If8lzC30pYrJCfH3IhEDoeR7VMkPUPwTqKz6+DYNjB2izoHiT0H5ALd5E3P0R6L9S02u0VD8FeXdKHaIPBoRbZe1FLQC19QO0RdA/suUz2MSCVHjAS9G5mXgXsq+TScSDXH/Q6LGIyIYtlaQe0+ZsR7IugIVfQYSdSK2Vk+gov5GZU02Mxg253Sz0haJvQxir0AVzQYjDYkYBpFH7askL/F3oTx/gZFpuq4kBiQOib+/YWXX1CtSn7u2Bg8erJYuXVpv59PUH0r5ULn3QtEcc/OOckPkcCTheVTes1D4EZUrpdsh+gIk7hZU6mDMivSBcEH0+djib0V5/0UVvGsWiLCqvN7ksYNzENL6Q5QqQtwLwUgD58GIs/++Xkp5oOR78G4C+37gGo1IqEyQmqaIiCxTSg2udFwrcE1tonzpZk4TRxfE3gkAI/VQ01USkAhIeA6yryH4NnkX0mY64uyHMvJQ+a+bSlzl+8cJpi+9uVjmgvmA7PG/d2KWUhuBJLyAiH54bklYKXD9V6CpVcSeBPYKKRNUEEtZnCGSWJXiRhUvAHsns+amL53ylX8UzUd5g/l9ytYG9V/Dkt9QhdORmHMbSC5NY0KvdmjqnshhQRqV+fgfEhuIE1X4XgDlHWRMs6MIiqY3tBCaRkJz/AvXNDIk7m4gUF4TG9jagmcVof8U7YhrLBT/SHjKG4g6FyKOqZKsDYcr/K7Bnmg0LQqtwDV1jji6Iu2+h8hT+C+sMBIc+yOtp4F3LdbZBv19425HHN2rUPNRkOhJ4OhW8y9Q59gx3STh/DtGQtSpdSyPpqmgfeCaekFsiUjiMyj1uBk1IbGIw8xxrZwD/SlQK1qWDoi5Eok+A7F3MOeJudCs9GMZsVJKAuLcH+U9DHi3dr9MreMjPP+9Exw9/HVHNRptgWvqGREn4uy/T3kDSPQ5IBGUT7kTCRHDsMVdC0Y2RsZ5GHsOQGXf6E/W5CKwW6Z00hKzRJvnjwrzNlUE4u5C2nyK6NJpGj9agWsaHLG3R9rMgIjDAbu5KSX6LCTxFZR3JyrzLPAsBjygssGzDCKPRRJfBbFwqShlFjfwrKRpV/ERSqvN22LORaxyoGhaJNqFomkUiKMX0vq9SseNgncCLNoVQ8l3EH8n2DuCN1CGQx/Y4sDRFzyraXohhk5w9ARHHyTqdCTy8IYWSNMI0Qpc07jxriJg2lSJNPOqxFyKyrmT8j5xOziHILbWEHOxuR29qSlwRy/TXWJhcSulzMyDRZ+DMszKR5HH6FSyLQztQtE0bhx9CVgjU7nNCBPXWIi9jPK2iALPEoyi+YhjP3AdR5Pzg0eMDOouUbn3o7KuheJ5UDIflXMjKuc2XdC4haEVuKZRIzGX+Asjl8UFkSMRezIigkSdRXklbwAlkHMbyrcHSn6h8fjBw7iRSDTitC6LpjwboOhzyj11qCIo/tbv89e0FLQC1zRqxNEdSZwGjgMAMYsdR09CEp75r1Px1wRWjAqK5/urBDUG7OAYBPZeEHkCtJ5pFnAu9/TgAEkw08Va4f6NwC6hYlTJL7Uor6axo33gmkaPRByEtP0cpXyArbKfVxURuHam12yLOBzcv1P7Vng0phUc7rw+8K5HWptl5gBUm09QuY+Y1jPKjK6Jvzd4VkGJ4b9EV2VxIrYgoZWaZoe2wDVNBhF74EW6yKMJbItEmK6W+HvNghNVKudWmt0wGIVYK2+r8UWonP/ynoutNbaEZ7B1WIWtw2psiS+aCcGC4TrBosEGrhNDyKxpTmgFrmnyiHN/iJ6EWT/Tr+AlCqIm+DcN7Ye0/QZiLofIY8BxCKVVgqxxANXMrS3RSNKvfks5AL7tKMMqvW4Y09sSkcRX/EUcYv0/0UjCs4i9fbXn1TQ9tAtF0yyQuLvANcofMmggrlMhYuh/7fY2SNy1ACgjE7X3VDCysS4K4cQ6P0tFbP4fO9jbQfxTZupblW/R30AVfoDEXhXm/JWRyCOh3R/g/gOUAZFDEdEFoFsaIRW4iLwNnAykKaUG+I/dD1wGpPu73aWU+qquhNRoQiEiEDEEiRgSuq+tNbSdgyqYZtaV9O2kvLKOgtjLEUdfVPYNmLtDDX8pN0Ult4m4oNXzZuSIrSOqaCbkPVm5X1nyX0fFXFgjpSsS6XcfaVoq4Vjg7wIvAxW3yT2nlHq61iVq4vh8PlK3pbPip9VsXLKZnRt3k75zL3kZBZQUl+B1+1CG9T+22AS7w4YrOpK4NnEkdWlD936d6XN4bw4aeQBJndtgs2nPV00RW2sk7kaIuxFV8isq91HwbTGzHcZciURfYN4U2v0OJT+A8qBs7SH7asrX/bSBLQmJPHqff17lv0TIZFtiA+8OcPapq6+oaQGEVOBKqV9EpHs9yNLkyE7P4cePf+f3Lxbzz4qtFOQU1jjQQRkKr9tHvruQ/OxCUjansvKntfDat+X6xbWJpe+QXhx3zlGMmHg4ES5dCzEQyrsTVfAquJeBvTMSe2UlK10iRyBJ8wOOF1scRI0z3wNG/EOQd7/5SfnA0RVJfL384qqRFoZgnsqVizSaKlITH/g1InIBsBS4WSmVFaiTiFwOXA7QtWvXQF2aDHt3ZTD9ydn8+tkfZOwO+HXrjbyMfJbMX8GS+St4/HxAoFOvZE65ajQnXzGKyKiqRFw0T5R3Oypjgj/M0Ae+bajMpaj4h7FFVy+ntkQehioZBiW/mhkUI48yi1KUxd4FfDuCzBIJruNMV45GUwPCKmrst8DnlvGBtwf2YtqbDwHJSqmLQ83T1IoaK6VY8s0Kpt03nU3LtgR1fTQ2nJEOho8fwpXPXkib5MSGFqdBMLJvMn3cFRcjJRFptxCRAFv0g6CMHFT6CWZGxH1zRkLEYdhav/3feYsWQM7NlHe1gLkwKuA6CWn1ACJVqMKjadHUalFjpVRqmYnfBObWQLZGx8pf1/Lq9e+wecW2hhal2nhKvPw0fSE/TV+II8LOCRcdw/89fxERkS3I1eL+k4CRJKoIjD1g71Sl6VThp6AKK8xZAu6lKM8GxO/PtkWNQskLqPxnTD+3oyvE3IhEHAASh9gswgs1mipSLQUuIslKqRT/xwnA6toTqWEoKXbzyrVv8e27P+HzhRs+1jTwun3Me+M75r3xHUld23LPjBvpP2T/hhar7rElgZEeoMEAaVX1+bwrqWxVA2IH74ZyC5LiOgZxNZV6nJqmSjhhhB8DI4G2IvIvcB8wUkQGYbpQtgFX1J2IdcvOjbt5YOJTbF/zb0OLUi+k79jL9UPvJsLl5PrXL2f0BSMbWqQ6Q2KvQGXfQfmIkEhwjarelnNHb+B7KsWOKwPsTaH2pqa5EZYPvLZoTD7wrWt2cNfYR9j7b6BiADVHRIiMjiCxfQLtu7WlQ492JO/XgaQurUlo14qYVtFEREVgd9jxeXyUFLnJzy4gMyWLvf9mkLI1lZTN6aRuTyM7PRdPccW8F7WDzWHj5reuYvT5I+tk/obGyJ8C+a+YYXvKY+bMTniyWvHXyrcXtXd0hQ06TrPoQpvPdC5uTZ1h5QNvcQp8z7ZUbj7mftK27621OV2xkex/aE+GjT+MYaceRofu7erkn9nn87FtzU5+nrGQP+YuZ+f6f/G6a6dQQWRMJM/+9AD7H9qzVuZrTChVBN7tZry2vU3N5vKsR+XeC55VgB1co5H4BxBbfO0Iq9EEoMUr8JJiN3eNfYSVP6+t8VxxbeM4auLhnH7TqXTq1aFBLS+lFCt+XM2Hj3zG6l/X4fPWzH/f65DuvLjwUZwRuvZiMJRyY2ZG1NkoNHVPi1bgX7wyn1eufTt0xyB0H9CFSx4/l8PHHhK2wt69ZQ+/f76Yv39azb8bU8hOy6W4sNhUsoEuu4DdYSMyKpKEpHg679+RQ0YfyIgJQ0nq0ias8xbkFTLtf9OZP/V7igtKqvgt/+OOD67juHNGVHu8RqOpPVqkAs/PLuDyg24mfWdGtcYndWnD1S9czPDxofNr7PonhQ8f/ozFX/1Fzt7cap0vHBI7tGLkpOGcd+/pxLeOC9o3P6eA5y5/g18+WxR+XqYy9BnSk5cWPaZ9uxpNA9PiFPgPn/zGY+e8UK2xoyYfzfWvXhZ0N6PX62Pm01/w6TNzyc2wyjpX93Ts2Z7rXruMQ48/KGi/Hz7+jecue53iwqpZ5fYIOx9tf43W7VvmZiCNpjHQYhS4Uor7TnuKRbOXVGmc3WnnqmcvZNzVY4L2m/Pa10y98yOKckMkK2oAug/owqNf3UlSZ+scG2sWbeDusY9QUEX5n/nxfg48+oCaiqjRaKpBi1DgJcVuztvv/8hOzQl/kA1ueO1yTrpslGWX/NxC7j35MVb/tr4WpKx7HBF27pl+M8PHHWbZZ/H8Zfxv3JNVWvS85Z3/44TJenOKRlPfNHsFnrkni3O6XoXPG35Y3Zm3ncqlj51n6eNN35XBDUfeU6shh/WJ2IUHPruVI061VuQvX/82s18KnIkvENe8eBHjrtFluzSa+qRZK/AdG3ZxSb8bwu7fpW9HXln6BFHRgZMJFRUU8X+Db+ffDSkB25sartgI3tnwEm2TA2e/y83M4/yeV1OYE55b5dZ3rmb05JG1KKFGowlGs1Xg29bu5LIBN4Xd/66PbuCYs4Zbtj97xRvMf/O72hCtHFFxLlp3SKR9tyTadW9Lm+QEYuJjcEY6cRd5KMgtYO+uTFK3pZG6fS9ZqdmUFFqV+6oex5wznLs+uMGy/cnJL7Pg/Z/DmuvZnx9g4Ij+tSSZRqMJRrNU4Hu2p3P+fv8XVt+EDq14/5+XcVlY3Ts37eayATfi89RsI4zdaaP3IT055apRHHXGMFy1kJc7PzufeW8sYO6b37NnS2roAUFwuBx8lv420TGBt5L/Pmcx949/Kqy5ZmW8TVxi8FBGjUZTc5qdAi/IK2RC4oVh5eg+9twjufP96y3bX7vpXWY9P6/asiT3aMflT1/A8HFD6iVm2l3iZuptH/DlG99Weyv9y38+Rp/DegVs2705hcm9rws5R0R0BPPyP6zW+TUaTfg0KwVuGAbjEyZTlB8gtWcFbnzzCk685HjLeSbvfy17toRRAqsC8W1jue3dazj8xEND9t2w9B8+fOhT1izcQG5WfshNNVHxLvoc1pMLHzyLA47oG7RvSYmb+yc8xdKvV1RBepO7Pr6BYyYFdidlpWdzZvvLQs4x4vTD+d+MW6p8bo1GEz7NSoFfO/RO1i/+J2S/p364j0EjBwRsKy4qZkLihVW2YAeNHMCD8+4gKohrZPvandw/8alaXQTdb2BXnvzxPhJaWydN+vDhT3n3f9OrNO8dH17HcWcH3jKflZbNmR1CK/F3N71Ap54dq3RejUYTPs1Ggc9+dT4vXxM6r8lLfzxK3yG9A7blZuUxse3FVSpAfPhJB/PAF7djtwcuw1VYWMxNR95bL1V8Tr91HFc8cZ5l+7NXvM78N78Pe74XFj1C/8MDF3jYvvZfLh1wY9DxkTERzM3TrhSNpq5oFgo8P6eACYkXhuz33K8PMWB4YNdDXk4Bp4UxRylJXdvy9rrnLRcj9+xI44qBt1CYV/87M0+78SSueubCgG3FRcVMSr6cwjB3XM4t+ojIyMAZCOe8Mp+XQiQDu/fTmznqtKFhnUuj0VQNKwVuawhhqksoSxDgzo+ut1TeXq+XiW0vCvt89312Mx9tey2g8naXuJnU8TLO7351gyhvgFnPzWOU7QwyUisXpXBFuZid/R5jLj02rLlOa3uhZdupV4+lS9/gLpJHz34+rPNoNJrao8ko8F9n/UHGrqygfU66YhTHnnWkZfsZ7S9F+UI/ccS1ieWr4o84ckJgi3La/R9zUtS5ZO7JDjlXfXBW8hVMeyCw7/vmKVdx32c3h5zDXeBm2n2fWLa/uerZoON9Hh8b/9oS8jwajab2aDIK/JFJzwVtb9MxkRteu9yy/b4JT5KfVRDyPIeffDCz0t8JWNBAKcUZHS7hgwdnhRa4nvnggU+559THArYdOWEoz/78QOg5HvrMss1ut3PRI2cFHX/fuCdCnkOj0dQeTUKBT396dshK8dM2vWTZtuaPDSwMIzvhpNvH8fCcuwK2FRWVMNp+JtlpNcv1bXMIie3j6XdEb446fSijJo9kxBmH0++I/UloH4/Yqh9H/ufc5TxzxesB2waO6M8dH4aO7X7gDOtNPOfcOTHo2LqqL6rRaALTJOpBvXVH8AiH/3vhoqC5u28Yfk/Ic5x7z0QufDCwhVmYX8i4+Mkh5whEh/2SuOvD6+k3tE+Vx/44/TeevuQ13FXYUv/1m98z4dqx9BhQuUr6cWeP4Ou3fmDFD6stx//22eKg8590xfHMe8M61cCS+X9x2NiDw5ZXo9FUn5AWuIi8LSJpIrK6zLHWIrJARDb5X+ss2//CL5cE3W0ZGRPBhGuts+M9e/lrIcMFjz3nSEvl7fP5qqy8YxKieXvDiywwZvL+5lerpbwBjpl0JPPyP2SBMZMxlx0X9rgrDrTeWPPUd/eFHL96kXXa3GtfvjTo2Dfv/CDk/BqNpnYIx4XyLlCxysEdwPdKqd7A9/7PdcIzl7watP3pIApJKcX8qT8EHZ/UuTV3fmC9zf7k2HODC1iGxPatmFv0IV9kTqNL7+Swx4XDzW9cyQJjJvsd2DWs/sEWJO/+5IagYx8Ost5gt9uxOaz/bLav+TekbBqNpnYIqcCVUr8AFZ2b44Bp/vfTgPG1K5aJz+cjd691uTJXbCR9LTagADxxwYshz/H+VusbxP/GP463JLydmm+sfIoZKVOJjIwIq391mbLiGe777NaQ/YItSI480zobI0BGCF/2QUdbZyE0QqxVaDSa2qO6i5jtlVIpAP7XdlYdReRyEVkqIkvT09OrdJIZT88J2n7rO1cHbf/+w9+Ctt//+a2WOytzMnNZNGdZcAGBhPbxLDBm0mNA95B9a4sjJwzh0a/vrtEcrTtV3+t1+k2n1OjcGo2mdqjzKBSl1BSl1GCl1OCkJOtajYEIlSHwqIlHWLb9/fOaoGNdMREMH2ddbf7crlcFFw7oe3hvZqa8FbJfXXDY6EHEto4O2mfRPOsbkNUOznA4+LiBQdtLiqtWOFmj0VSP6irwVBFJBvC/Vj2dXxgEq23ZrX/noGOfuujloO3PL3rEsi0nMydkMYWOvdvz0qJHLdvzs/NZ+csa0ndlBJ2nJny+d1rQ9lnPWD/BHHma9c0LzF2rVgSKkS9LXkZe0HaNRlM7VDeMcA4wGXjc/zq71iTyUxBie/oljwdfXEzdFqSOpUDPIC6Pqw8LHAtelmkbAt8glFJcfMAN/Lt+975jSV3bMHX1c0THBi6iUFcEu4ah8pYbYeRZt8IXxlh3sZvfv1hC6rY0eh/ag4OPG4jN1iS2JWg0jYaQClxEPgZGAm1F5F/gPkzFPUNELgF2AGfUtmBLvloetH3oSdZ5uD1uT9Cxx55tvd0eIHVr8AeKT1ICb5YBmNTpcrIqbLFP35HBlYNu4b1/Xgk6b1WZ/UrwYsSDjjvQsm3FT9ax4AARQaxsny/4wm6rttYpbwFStqRy9WF3UJBXiOE1cDjtdDugC8/9+hBRMYErJmk0msqEE4VytlIqWSnlVEp1Vkq9pZTKUEodp5Tq7X+t9S14+dnW297tDltQC/K3z4NvRrn+Dest94X5wS1/V0wkbdq3CdjmdrsrKe9SUrakUVQQugBFVXjvwRlB2y+43/q++tLVU6t93rWLNgRtD1VG7tbjHyAvKx/Da0aseD0+Nq/Yxtt3f1RtmTSalkijfWYdcGQ/SyU9eMygoGN/+PjXoO1W9SABPnzk06BjX19hvdX8sgODJ43Ky7QOiawOTov0r6W4XNaKdNfGPdU+78ePfV7tsRkpWaRuCxyNNH9q+DnMNRpNI1bg3Q/oQr8j9ocKOtwR4QiatApg57pd1T7vb58Gt9479bTeoLM7hFJs26l1tWSyYtIt4yzbeh+yn2XbornBwyOjWgX31f/1fRD3S4hULt+++6Nlm7souOtLo9GUp9EqcIDHv7mHsRcfhyPCgQjsP7gHL//5GG07BXZhlBLM/eKMCm61ZqVlV0fUsKjtRbpTrx5DbELlUEKxC68ufdJy3P9OfTzovDe+foVlm1IKr9s6QqVjz/ZB5/522k+WbXZno/5z1GgaHY06mVVUjIub3rySG6dcgWEYlptuKlLqWw2EwxF8Dp+3elXeGwK73c70lKm8ccs0vnnnR5RSHHfuCK571bqO5UV9Q2cktCp0DPDqDcEr85x//5lB2//daF0ntH13y/1gGo0mAI1agZciImErbwCb07pvKAXtcDqa1KN8RKSTa1+6lGtfCp5kCuCJyS8FVaAA/YdZpyYA+OKlr4O2WxVIBti7O/ha94mXhFc9SKPRmDTLZ9a4hBjLtlDKubb91GV5/uo362zuUNw34Qm+e/+XkP2e++Uhy7apdwZP6xvXJi5odNBj574QdPy4IFklNRpNZZqlAu82oEu1xx57jrUFCbBj/U7LtjEXjww6dt5r3/LXj39XR6xqo5Ti9PYXsXB26GLSp990sqWf3uP2MP2JL4KOv3+WdRpbgJU/r7VsszttRLrqNhGYRtPcaJYK/LgQG3WKCq3jsSfedFLQsdcOsy4OcfPU4Mm1AG477mGm3h3ckq0tFrz3E6PtZ5KTHjp8MSLKyRVPW+c9P6uL9cImgNiEA0dYZyl8/6HgMeujJx8TXECNRlOJZqnAhwVJUgXw6nXvWLa5ooLvBCzMLgx6A4hvExdcOGD6Y19wQsQkCvILQ/atDst+WMEo+xk8eWH4Oz9n57xn2fbMZa+Rmx48v8mdH1kvjiqleO++mUHHX/PSxcEF1Gg0lWiWCtweItLk63eDF3no3Cd4MYbTk6yVzczU8HY4Gl6D8fGTGRM5idUL14U1Jhgej4c7T3yEUbYzuOP4R0JWISrLx/++jsMReD177pQFfP1W8OsVER3BMWdaP/U8e7l16gGApC5tiKjjPOoaTXOkWSpwgOQeQULSDNizzTrfyQsLHw46t7vIw2s3BrbibTYbN79zZVgyAvg8Bjce+T9G2c5gTOQkHjn3edJ3h85gmJedz9S7PuS0dhcxynYGJ0aew9KvV4R93lLe3fQibTsGjqv//qNfeOHKKSHneGft85Zt2XtzQt4AHv0qdPIwjUZTGVGq+lnnqsrgwYPV0qWhF9NqgxU/rebWYx+wbG+VFM+nqda5vE+JP4/i/OB5rR+edyeHjz0kYNsjk57lp5mLwhO2gZiV9Q5xrWIDts18dg5Tbnk/5BwnXDSSW96y9v1PaHMh+VnWG6taJcXxaWrw2HKNpqUjIsuUUoMrHm+2FvigkQOCtuek57Jl1XbL9nc3hC7Hds9Jj7H0u8BRJXdPv4nRFxwVco6GoH23tiwwZloq7/tPezIs5R2bGBNUeT9z6atBlTfA878Gf9rRaDTWNFsFDqGLFlw1+DbLtjbJrel3RO+Q57hz9MN8+lzgwgm3vnstD86xPkdDcPsH1/DB1tcCthUWFDEucTK/f7Ek9EQCM/ZY+/t/+/wPvn7bOu8JQJ8hvei8f8fQ59JoNAFpti4UMKvKjI04O2ifo884gnum32TZPsoWXqrzPof15OU/A+cYMQyD09tfQl5G7WYjrAqHjT2YR+dZ+5qnP/UFU28PP7zxk12v0yY5sO98+7p/ufSAG0PO8VXJRzidwXPTaDSaFuhCAXA4HCGt8J9nLuKPILUjp+8JvYgHsGHJZkbZzmDdko2V2mw2G7PS3+H9ba9gd9TvJR966iF865thqby3rd3JSdHnVEl5v7XuOUvlnbojPSzlfddH12vlrdHUkGZtgYMZgzzaHjzBEsD7W16mQ/fAmfSWfvs3d44J31fbukMCU9c9Z+ljLi4u5upDb2fHut0B22tKdCsXd394A0NOtK5atGtLCtcfcTc5IeK7KzJt00t07NkhYFvKllQu6H1NyBDGgUf149mfHqzSeTWaloyVBd7sFTiY4XCPn/dSyH4zUqeSmNQqYNsP03/lsbNDL2yWpW2n1ryw8BHadWlr2Sc3M5eHJz3Hip9Wo6qZCFFssP/gXtw89Ur2G9AtaN+Fcxbz+HkvUhQiwqYiNocwa+87xMQHzjOz6a+t/N+hof39rphI5uS+H7Imp0aj+Y8WrcABLup/fblCw1Z8tPN1kizyjS/55i/uGmtdid4Km8PGWbePZ/IDk8LKCZ6Rksnvsxez+vf1pG/fS3FBCYgQFeeiXdck+h+xP0ecOpgki/jtiqRsTeWx815k3aLK7p1w6Ni7A++se8FS9gXv/RTerk+Bz9LfJr516N2qGo3mP1q8Avf5fIyJPAusU4Xv46U/H6XvYYEjUFJ3pHNe9/+rthxOl5ORk4Zx+VPnk9A2sLVfU3w+H99/+AsfPTqrRqXTACY/cCbn3Wu9kPvwWc/y84zw4t2nrHyG/QZ0rZE8Gk1LpMUrcDAt0Qt6XhNW38ueOo8zbw5csswwDCbvfw17tgSu7VgVnC4HXft15sgJQzjqjCPo3Ltj2JV7lFJk7M5k8fy/+HXWH2xY8g95GcHjrsMlulUU0za9ZHmTyd6bw8V9ricvRJx3KU//dD8HHXVArcim0bQ06kSBi8g2IA/wAd5AJyhLQytwgD++Wsa9JwcvKVZKz4O78+qSJywVari+9ZoiNv+6oKJKOU6qy3WvXcYpV4y2bP/4iVm8fefHYc/32Nd3M3j0oFqQTKNpmdRlGOExSqlBoZR3Y2HoiYdy45TgRZFL2fzXNk5wTuKvH1YFbD/unKP41jeDg48dWJsiVkIZmK6fOlbeYy45lm99MyyVd8rWNCa0ubBKyvv5hQ9r5a3R1BG1YYEPVkrtDad/Y7DAS5k35VuevzL8Cjld+nXilcWPERUTuGJ7cVEx1x1xN1tX7qgtEeuNky4/nutevczyScNd4uaOMY+wKkhBhorY7DambXqJDrrOpUZTY+rKhbIVyMK0Dd9QSgXd9dKYFDjA77P/5P4JT1dpzNFnHMGdH11vWaPT4/Hw0OnPsOhL681BjQFXbCTXvHwJJ1xgXUjBXeLmkbOfZ2E4W+vLkNC+Fe9vfhlXdPDc6hqNJjzqSoF3VErtFpF2wALgWqXULxX6XA5cDtC1a9dDt2+3TiDVEOxY9y+XhLFzsCLHnD2cW9+9BqfTui700m9X8ORFL5OVklMTEWsNu9POMWcN5/rXLscVHWnZLy87nwdPf4YVP6yu8jlGnD6Ue6ffpOO8NZpapM6jUETkfiBfKWVp0jY2C7yUkmI353W/iuy03CqP3X9wD/4382badwvuKlj+/UreuOU9tvxdvzewxA6tGHf1GM68dRzOiOBb1xd/vZynL3mNrJTsqp9I4JGv7mLICQdXT1CNRmNJrStwEYkBbEqpPP/7BcCDSqmvrcY0VgVeygtXv8nc176t1tiIqAjGXzuGyQ9MClldxjAMVny/is9e+or1izaSm5lfKwuUMQnR9DiwGydcdCwjzzyCyChrK7uU7et38cq1U1nxw2qqey/vefB+vLTokZA3CI1GUz3qQoH3AD73f3QAHymlHgk2prErcIB//9nNFQfegrvYU+05ouJcjJ48kvPvO4NWbeLDHqeUIisthy1/b2Pn+l3s3ZVJTkYenhIvyjCIjIokplU0bTu2pnO/jux3QBfadU2qkrtCKcWS+ct5/6HPWL94U41uHHannUfm3smhow6q/iQajSYkeiNPFXn7ng/5+NEvajyPiNBp/2SOP/8oTrzkOBLbJ9R4zqpQUuxm6TcrmDflO1b/to6iPOuCzFXhtBtP4sqnJ2tft0ZTD2gFXg1Kit3cPvoh1vy2vlbnjXBF0LFXew4Y1oeDjx3IgBF9ad0hsdrKUClFYW4hG5dt4a8fV7P613VsXbWD/OyCWo8dHzb+MO755EbtLtFo6hGtwGtA9t4cbh/1UL0tQNodNhwRDpyRThwRDuwOAWwow8Dr9uFxe/C6fXjdXurr93fU6Udw+/vX6OrxGk0DYKXArWPgNPtIaNuKN/56mrzsfB6Y+BR//xj+hpbq4PMa+LxuSgrddXqeUDicdk6/+RQufOgsy7h3jUbTcGgFXgXiEmJ5+vsHMAyDjx+ZxYePzcJTg8XOxkqXvp249e2r6De0T0OLotFogqBdKDUk/d8MXrhqCovnLzdzljRR2nRM5IL7z2TsJcfphUmNppGhXSh1RFLnNjz85Z2AmSv8nXs+5rfP/6SkoGHdH6EQm9BzUHfOuXMCR542VCttjaYJohV4LdK+axJ3vHcdYBZVWPL1Cma/8jVrfl9fa+F71cURYafbAV0Ydd7RjL3sOKJjAyfl0mg0TQetwOsIu93O0JMOZehJ/xUWzkrLZtGXy/jjy6VsXrGVzNQcvCXeWj2vzWGjVdt4ug/oyiHHD2TYKYPp0reTtrA1mmaI9oE3EvKy8tizLZ2ULamk7dhLVmoO+Vn5FBe58ZZ4AMHptBMRbe7GTGwXT9vObenQvR3JPZJIaJeglbRG00zRPvBGTlxiHHGJcfQ+uEdDi6LRaJoItVGRR6PRaDQNgFbgGo1G00TRClyj0WiaKFqBazQaTRNFK3CNRqNpotRrGKGIpAONqyimSVtgb0MLUUWaoszQNOVuijKDlrs+qWuZuymlkioerFcF3lgRkaWBYiwbM01RZmiacjdFmUHLXZ80lMzahaLRaDRNFK3ANRqNpomiFbjJlIYWoBo0RZmhacrdFGUGLXd90iAyax+4RqPRNFG0Ba7RaDRNFK3ANRqNponSohW4iGwTkVUiskJEGm2eWxF5W0TSRGR1mWOtRWSBiGzyvyY2pIyBsJD7fhHZ5b/mK0TkxIaUsSIi0kVEfhSRdSKyRkSu9x9vtNc7iMyN/Vq7RGSxiPztl/sB//HGfK2tZG6Qa92ifeAisg0YrJRq1JsGROQoIB94Tyk1wH/sSSBTKfW4iNwBJCqlbm9IOStiIff9QL5S6umGlM0KEUkGkpVSy0UkDlgGjAcupJFe7yAyn0njvtYCxCil8kXECfwGXA+cRuO91lYyj6EBrnWLtsCbCkqpX4DMCofHAdP876dh/sM2KizkbtQopVKUUsv97/OAdUAnGvH1DiJzo0aZ5Ps/Ov0/isZ9ra1kbhBaugJXwLciskxELm9oYapIe6VUCpj/wEC7BpanKlwjIiv9LpZG83hcERHpDhwM/EkTud4VZIZGfq1FxC4iK4A0YIFSqtFfawuZoQGudUtX4MOVUocAY4Gr/Y/8mrrlNaAnMAhIAZ5pUGksEJFY4DPgBqVUbkPLEw4BZG7011op5VNKDQI6A0NEZEADixQSC5kb5Fq3aAWulNrtf00DPgeGNKxEVSLV7/ss9YGmNbA8YaGUSvX/AxjAmzTCa+73bX4GfKiUmuU/3KivdyCZm8K1LkUplQ38hOlLbtTXupSyMjfUtW6xClxEYvwLPohIDDAaWB18VKNiDjDZ/34yMLsBZQmb0n9MPxNoZNfcv0j1FrBOKfVsmaZGe72tZG4C1zpJRBL876OA44H1NO5rHVDmhrrWLTYKRUR6YFrdYBZ3/kgp9UgDimSJiHwMjMRMWZkK3Ad8AcwAugI7gDOUUo1qwdBC7pGYj5kK2AZcUervbAyIyJHAr8AqwPAfvgvTp9wor3cQmc+mcV/rAzEXKe2YxuQMpdSDItKGxnutrWR+nwa41i1WgWs0Gk1Tp8W6UDQajaapoxW4RqPRNFG0AtdoNJomilbgGo1G00TRClyj0WiaKFqBazQaTRNFK3CNRqNpovw/3syf5W4RDbIAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.347, 0.361, 0.355, 0.348, 0.351, 0.356, 0.366, 0.376, 0.359, 0.366, 0.375]\n", - "Temps : [0.047, 0.047, 0.038, 0.05, 0.063, 0.068, 0.06, 0.081, 0.063, 0.066, 0.078]\n", - "Clusters : 9\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.456, 0.523, 0.524, 0.498, 0.509, 0.481, 0.453, 0.458, 0.478, 0.453, 0.43]\n", - "Temps : [0.037, 0.05, 0.051, 0.059, 0.064, 0.097, 0.101, 0.121, 0.119, 0.128, 0.133]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.698, 0.835, 0.841, 0.83, 0.492, 0.475, 0.477, 0.434, 0.443, 0.444, 0.41]\n", - "Temps : [0.019, 0.028, 0.038, 0.045, 0.067, 0.065, 0.086, 0.097, 0.112, 0.117, 0.111]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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qnctqs/BxxWtNsvixNqEopZrFy/95m6Ktxf9LclHqiCX5pbzwj9fZtjG/WqLclafcy5a1jT8ZXkpGCv9664Yq2ypKK7jrtOrJG4g4SnOHWEyuqL1QlFKN6pcZORFrqJF4yj28/9gnWG01pyJnkgNLLfari0hD/H/6YA4B/+4/UHZlsVoYceSQJql9707C1sADwSCL1+UhQP+ubbFGmNtAKdX8ktNc5O9+6pMqgsEgVlvNqai8uPEXFm7fo/os2MXbI0++VdmOFXm8bh9JqS6SWyVzzdMXV9svGAwyf9YC1ixcT+e+HRl+xN6NmuQTMoHPW76Bm6bOxOML3bBwOWw8cMnx7NOr5o78SqmmdcKVR/PcLf+tNoVsNEF/EI8/etNEUxERLn3wHN59ZCZvPzCDkvwS+o3szRn/OKnGY212G5c9ci75mwrp3LcD+5+0Lw5X1T7oZUVlXH/wv8lduQW/z4/NYSOrfSaP/HgnGdmtGqcMiXYTs6jMzTH/eI6KXW54JDvtfHrXhaQlRx4QoJRqHoFAgAcvfJqvXv4+rlfdueH5y1i7aAMznv6iyoeNK8XJ3gcNjLrSjjPJwQGn7Mffpl+12/M/fMmzfDn92yrT01rtVsaMH8Ftb99Yp1ibYkm1mPgiZ2nEfxTGGL6ctzwGESmlKrNardz84pUMHNM31qFEJRbh5w/n8OETn0ZYbMKLI8lBq+z0iMeeePXR3Pj85TVe45s3fqySvAECvgA/f5gTdebEukq4BF5YVoEnQl9Prz9AYWnjt5EppaILBoPMfPZLLhh0LZO7XMIjl04lf3MBAOMvO3LnfCfxxgQNsz+eh89TPZcYY/jx3dkUbSuOeOyqv9bVapWfYCDytw9jTKN9M0m4BD6ibxdcEVa0dtisjOjbJQYRKbXneuzyaTx7w3TWLd7I9o35fPbCLC4ddjPF+SUcPHksvYf2iHWIUUVLsDtFefuPbxfW6vyjjx9erXeNxSIMHTe40W5kJlwC36dXR0b260JSpSGzSQ47owd2Z68e9V+OSSlVN1s3bOeL6d9VmRgq4A9QVlTOJ1O/wlPhpf+o3ljtzdu1rqmJ1C5tXvbwuWR1yCQpNXRfzpXiJL1NGtc8U723Sn0lXC8UEeHBS4/nk9mL+fDnhYgIJ4wZxNGj+lcZBquUalorfl+N3WmrNoLSW+Hlo6c/58V/vk4wGL83MevLYhUqytwkRZlBcYes9pm8uORRvn/7V1bMX023gV04ZPKYKvPANFTC9UJRSsWHFfNXc+3+/6reXTDK0PmWwpns4OL7zmb85Uc22zVbTC8UpVR8aN+9LWmZKaGEXVkLSt7OCDdhPeVefvsschfD5qYJXClVZwV5RVy01/UUby+pkrDjtddJfVjt1qjNsot+WcqzN71MwZbC5g1qF5rAlVJ1Nv22NyjYUlR9IeEWdBvK5rCSlOrCEmGl+uLtpXzw+KdcvPcNO7tNxoImcKVUrXndXu4+81E+nvpVxAmrdjcfd6IJ+IJMvnkCvYZ0wx5hEWa/109pYRlv3vdhDKIL0QSulKqRp8KDz+vj4Uue5cf3Zkfdz++t3SyEiSAYCHDomQfwVM593PbWDRGbh/y+AL99Nr/5gwtLuG6ESqnms3bReh644GmW5awECY1gNC2wa2Akbbtm8/lL33D42QfTe2j3qHOWt+6Q0byBVaI1cKVURMXbS7h2/3+xdM5ygoEgQX9wj0neAJtX5/Hc3//LOb2vJG/9dgaO7odtl0FJzmQnE288IUYRagJXSkXx2Yvf4PP4YrLSTLwwAUNFqZt7znyMf751HYPG9sfhspOcnoQz2cn5UyYz6uihMYtPm1CUUhEt/nVpaE1LRX5uARUlbh6Y9R+2rN1KwZZCug3qUuNozKamCVwpVUVFaQU/vjeHX2fOi3UocSMYNNjC8y+165ZNu27ZMY4opNYJXESsQA6w0RhznIhkAW8C3YE1wCRjTOw6RCqlGuyzF2fxxFXPE/AF8Psi9ygRi+xRbeEA3Qd1pk3HrFiHUU1d2sCvARZXen0L8LUxpg/wdfi1UipBrfpzLU9c+Tyecm/U5G21Wxl22N7NHFlspWWlcPL1x1NeEn/rDdQqgYtIZ+BY4LlKm08ApoefTwcmNGpkSqlm9fG0r6rNLFiNgS1rtzZPQLEm0Co7Ha/bz+NXPMek9hfy3qMzYx1VFbWtgT8C3AxU7gjZzhiTCxB+rL68MyAiF4tIjojkbN26h/zilUpAxduKa5z+1RhD7qotzRRRjBko2laMp9xDWVE5ngovz1z/Mtce8E8W/LQk1tEBtUjgInIckGeMmVufCxhjphpjRhhjRmRnx0fDv1Kqun2PHY4z2bH7nQRaWr9Ci8USfS2BXYpqjGHhT0u55cg7+erV75o+uBrUpgY+FhgvImuAN4BxIvIqsEVEOgCEH/OaLEqlVJMpyCvi3yfexwPnP4mnfPfdBoP+IP1G9m6myJrHFY+dV+dZFD3lXp646gX8vtjO/VJjAjfG/N0Y09kY0x2YDMwyxpwJfAScE97tHCB2M7ootQf67bPfuWz4zYxPP4tLh93E7E/q3u0vGAxy/YH/YvbHcwn4a14p3WK1cPQFh9Yn3LjUdUBnjr/sSG7/4GaSUl0kpSWRlOrC7rRVG3W5q2AgyIZluc0UaWQNGYl5D3C4iCwHDg+/Vko1g19m5HD7KQ+w4vfVVJS6WTl/DXdOepCfPphTp/PM++ovtucW1Cp5QyhpiUXoOaRbfcKOGzaHlQGj+/DEnLsREYaO24u3Nj/HTS9czjVPX8x/1z7DFY+dv9smJb8vQHrr1GaMuro6DeQxxnwLfBt+vh1oOR/FSiWQqTe/Uq25w1PuZepNLzN2wqhan2fTis0EfLVL3jt899bPXP7Iedx06O0J1x+8VZs0Tr3lREYcvjc99qr6IeRKdjJgdF/8Xj8Z2ekcd8kRdBvYhak3v8LSOSuovPykzW5lrwMGkNU+s7mLUIXOhaJUAtq4PPJX99xVedRlndsee3XFYqtbGlg+bxVDDhrEpBvH1+m4eOAp95KWkVIteeeu2sLlI//G2b2u5MJB13FOnytZ9Osy9jpgAI//chfnTTkNR5KDlFbJOJIcDBzdj3+8cW1sClGJDqVXKoFUlFbw2l3vRV03OLNdq+g9KiIYvH9/ug/qwvJ5qwhEGbyzq7ZdQ73JLrznTJbPW80f3y2s9bGx5i738Prd73PU+eN2bgv4A1x30G3k5xbs/EaRuyqPW464k+nLHyezXQan3XIiJ1xxFKv/WkdWhww69GgXqyJUoTVwpRJEMBjkhoP/zbsPfxyxv7YrxckZ/zqlTucUEe778l+Mv+zI/7X3hvO/M8URcYm0/Y4dtvP5f967kf1PHIW1jrX4WNqybitF24p3vv7ts/mUF5dXaw4K+AN8Pv3bna+T05IYNKZf3CRv0ASuVMLI+fwPNizLjTha0pXq5Nw7J3P8pUfU+bxJqUlc/sh5vLziCVplp2O1hXpfeMq8Eav57zw8kymnP8xDFz/D6gXr+ecb13P2vychlsRYEDPoD3DZ8JspKyoDYNvGfIIRbuJ63T62rInv3tHahKJUgliWsxJ3mafadhHh1JtO4ORrj4t6bDAYxO8L4HBWX9txhzfv+5CywrIam0PKiyv49o2fERFmvfYDJ159LB8++WnC3NA0Boq3lfDxtK+ZdON4+o/qHfGbRlKqi70OGNj8AdaB1sCVShDtumVHHHDiSnHSrnvEmSzwenw8cfXzjE87i+NTzuDCwdfx5/eLIu6b8/n8qJNYRWKMwVPu5a37P8TbyPOGR1oJvjF5Krz8/vWfAPQe2oNhh+1dpcug3Wmnbdc2HHDyvk0aR0NpAlcqQRxwyn7YXfYqNylFBIfLwQEn7xfxmHvPeoxPn5+Fp8JLMGhYu2gDtx5zF6sXrKu2b1b7jHrFZYypdT/y2oq2/mRjsVgttK/0offvd27kvP87ja4DOtGhVzsm3nA8j/48Bbsj+jeWeKAJXKkE4Up28sgPd9JnWA9sDhs2h40+w3vyyI934kquXjPftimfX2bMrVY79nl8vHV/9YHTp9wwPuJ5ahSjlhOrzYLNYSM5PYmktLqtjGN32phw1dGVzmXl5GuP4/mFj/Dy8ic47/9OIyU9ubFDbnQJ3Qa+paCEWb+vIBAMcuDevejaNiPWISnVpLr068STv91L8fYSANJbp0Xdd/PqPBwue7WbnsFAkDUL1lfbf99jhnHOnZN5/u//xe+NPMeHxWqJUDtuWAav7wIRAX+Q1p0yuH7qpYjA5jVbeezyadX269CrHSmtklm7cANWmwVXiosbnruMbgO7NCjueJCwCfzDnxdw9xuzgNBXuCc/+omLjtmP84+q/Sg0pRLV7hL3Dp37dsDrjjy/d7Sh8KdcdxwHnzqGs3tdgc9TNYk7k50cd+nhzHjqc2x2G0ioCaf30O78+d3iOg0gqsxiFbBIvZphgoFglUWF23fP5slrXiBv/Xay2mdw0b1nctDEMQBszy2gvLicjr3bY7Xufp6TRJGQCXxrUSn3vDEL7y43XKZ9MpuD9u5Jr45tYhSZUvEjI7sV3Qd3YfncVdXeK95eGvW4Nh2z+NvLV3PfuU9AuH3bZrdyzIWHcsn9Z3P6rScxf9YCnEkOhh62N6v+WMNV+91a7zgDviBtu7Uh6A9SWliGCRqyOmSybVM+vigfQAB2h42DJo6usm3kUUN5aenjEfdv3SGT1h1iO/S9sSVkAv/uz+r/IAH8gQBfzF3GZZrAlQJg6/ptEbeHepz4QzXpCA6aOJrB+/fn+7d/wV3mYb/jhu0cfp6elcaBp/wvcebnFuJMduIpr97FEYHWHTMp2loStVkGYPvGfN7b/iLbNhZgd9jo0LMdS+YsZ+pNr7Bs7ipSM1Mo2V4CAt4KH0mpLrI6ZHL2fybV4afR8iRcAq/w+Hjr2/l4InR3CgQNr8/6nW//WMnAbu3Yt39XDh7SG5cj4YqpVKPwVkSuwQYDoX7h0RI4hGqsJ159TI3X8Hl8WKN0+zt48v5c89SFTGp/4W7PYbFacbgcdO3faee2/qP68NB3d+x8XVJQyqzXfmDjis30H9WH/U/ad7f92vcECZXZfIEAVzz+Hqty86PuU+r2snzjNpZv3MYnc5aQ7PyGaddNpHcnrZWrPc/wI/bmp/fnVBt632OvrvXrcRLBsMP3jriwgSvVxdjxI/j5g9/oNqgLaxasw++tXvGyu+yMO23/3X6YAKRlpnLCFUfj9fgoKyxLqOH7TSVhfgIlFR5OvfMV5q/cRLCWN0t8/gBFZW5umjqz3jdYlEpkF99/NqmZKThcoZqqzWEjKdXFdc9eUqfzBAKBqH9DaZmpXPHY+TiSHDuTqivFSe8h3Xnggqd54qrnWb94IwF/aC7xHQsl2J02HC47+xw8iCseO7/mGPwBnrlhOie1PpczelzOpPYX8ukLX9epHC1NwtTAn535Cxu2Fdbr2M0FJWzYVkSX7IxGjUmpeNe+e1teWPwoM5/9ksW/LKP74C6Mv/zInTMK1mTZ3JU8etk0ls9dhd1p44hzD+HSB8/GmVS19n7MhYcxaGx/vnrlO8qKKxh5xBCmnP5otXZxR5KDq564gEGj+7J1YwEderSlQ8/aTQ417ZZXmfnsFzvnQfe5fTx59Qu0apPOmPEja3WOliZhEvjnOUvxB+pXixahxtW2lWqpWrVJ54x/nFzn4zavyePGQ/5DRakbCE3u9MVL35C3bitTZlbvddJtQGcuuOsMILToQ6Th8H6Pj5Xz13DUeePo0r9zrWPxenzMfPoLPBXVF7F45fa399gEnjBNKJY6zHG8q4yUJB3ko1Qdvf/oJ9UGAXndPuZ/s5CNK3a/FqTP64+4en0waCLOpliTkvzSqMOF8tZF7mmzJ0iYBD6ib+0/rXd1xIi+dZrkXikFK/9YE3FyK7vDxsblm3d77Mij9iHgr36sK8XJQZPG1DmWjLbpOJMir0/ZZ3jPOp+vpUiIBF5U5mbuso31Pn75xj33E1qp+uo3sje2CF1wfR4fXQd0inDE/7Rqk87lj56HM8mB1WZFRHClODnwlNHsc8jgOsditVq58J4zcO7Sc8aZ7OT8KafV+XwtRUK0gT/+wY9sLYo+cmx3LCJkt0pp5IiUavlOvPpoZj77BQGff2driCPJwX7HDqsyk180x150OHsfOJBZr/2Au8zDmBNGMXj//vX+NnzMhYeR3jqNV+94m7wN2+kztCfn33U6fYf3qtf5WgJpzu51I0aMMDk5OXU+7oBrn6TMU7/5hl12G8/dMJGB3drX63il9mRrF2/g6Wtf5M/vF5GU6uLYSw7n7H9PqrHPtmpcIjLXGDNi1+0J8Vvw+qMPwd2VAC6HHYtFCAYNf5t8iCZvpeqp24DO3PP5v2IdhooiIRJ4ktOOL9I8CxGY8P8PG9qXmyYdQrJrzx5qq5RqueI+gRtjKK3jck0VXj+fz11Km1YpXHHC2CaKTKn6M8bwy4wcPpn2FZ4KL4eefgCHnXWgNk2oOon7fy1vf/9HrYfOV+b2+nn1q3lcfOx+2G0tY+5f1XI8de2LfPbCrJ2LFC+ZvZyvXv2ee7/8V4uZq1o1vbjuRpizbD0PvP1dvY/3+P28+PmcRoxIqYbbtHIzn0z7qsoK8+4yD0tzVjLnk99jGJlKNHGdwB9461v8DVzc9IXPfqOgpLyRIlKq4ebPWoBYqv/puUvdzPlkXgwiUomqxgQuIi4RmSMif4jIQhG5Pbw9S0S+FJHl4cdGX+pixabtDT6HzWph9pLqK3ArFStpWakR5wkB+O2z36koczdzRCpR1aYG7gHGGWOGAPsAR4nIfsAtwNfGmD7A1+HXjapVSt1Wmo5ERHDqjSEVR/Y9dljUuay35xby7A3TmzkilahqTOAmZMcwSHv4PwOcAOz4lzYdmNDYwZ19+HCslobPYTJ6YPeGB6NUI3G4HNz7xb9CgxZ24ff6+fKV7yPOvb1t43bmf7OAbRsb/s1UtQy1qpqKiBWYC/QGnjTGzBaRdsaYXABjTK6I1Dy2to7OOmwEWwpKeePb+XU+NsUVmvjmkctP0CXVVNzpO7wXVpuVQITJonweH8aYnUPOfV4f95/3FD+9Pxu7047P42PMhFHc/NIV2B06zmFPVqubmMaYgDFmH6AzMEpEaj0bjYhcLCI5IpKzdevWugVnETq2TsdWx1p4RqqL2885ki/vvYThfeo/i6FSTWmfQwZXmxdEBAaP7Y+l0k3Ol257k58+mIPX7aOsqByv28fPH/7GS7e92dwhqzhTp14oxphC4FvgKGCLiHQACD/mRTlmqjFmhDFmRHZ27VYB2WFV7nae+PAn/HVcjMFptzFuH13MWMW3Kx87n5RWyTuXO7M77SSlJXH1UxdV2W/mM1/g3WUwm7fCy8xnvmi2WFV8qjHDiUg24DPGFIpIEnAYcC/wEXAOcE/48cPGDu6LnKV4I8wpXJMtBaVc8fh77DegGyeOHUxqUuMs3qpUY+rctyMvLHmUj5/9gmU5q+g1tDvHXXIErTtU7dBVub94ZTtWylF7rtpUUTsA08Pt4BbgLWPMTBH5BXhLRC4A1gETGzu4snqs3LHDL4vW8vuKjbw+63deu/UMMlKTGjEypRpHZttWnPmv3f/p9BvZm8W/Lqu2vf+oPk0VlkoQtemF8qcxZqgxZm9jzGBjzB3h7duNMYcaY/qEH/MbO7hhvXc/aXxN3F4/24vLeOmL3xopIqWa31VPXIAr1YU1PCWE1WbFleriysdrXsldtWxxPRLzgL16Yo8y4KG2fIEg38xf2UgRKdX8+gzrybO/388xFx5K/337cPQF43j29/v36IUMVEhc3+WzWS2MHz2Id3/8q0HnSY2ylp5SiaJjr/bVbm4qFdc1cIChDWxGSXLYOG3c0EaKRiml4kdc18AB2mWm1uu4ZKcdfyDICWMGc+yoAY0clVJKxV7cJ/Bu7bLqddw5hw9nwti9yM6o3weAUkrFu7hvQnnjm/n1Os7rC2jyVkq1aHGfwN/8bn69jmvdKqVxA1FKqTgT1wncGEOZu27rYQI4bFaOHNm/CSJSSqn4EdcJXESw1bEfuABPXnUSmTryUinVwsX1TUxjDFLH9Yyfu2EiQ3vrDIRKqZYvrmvg5R4fgTquSK/JWym1p4jrBO5y2HDYrbXev2vbjKYLRiml4kxcJ3CrxcKkg4bgtNWcxB1WC9eddGAzRKWUUvEhrhM4wJUn7M/4MYNrXJXn5snjOGiITu6jlNpzxH0Ct1kt/P20cbx929m73S+/uLyZIlJKqfgQ9wl8h69+Xx5pEW8g1HXQHwg2ZzhKKRVzCZPAv563gmj9Uew2K+OG9m7WeJRSKtYSIoFvLy5jXV5B1PeP328gfTvXbcFkpZRKdHE9kGeHm6bOxO31R3yvS3YG/zjjsGaOSKmWo9zv4ZONv5OTv4rOyVmc3HVfOiRl1nygirm4T+C5+cUsWreFYIQBPQ6blaevOSkGUSnVMhR6yznnlyco8JbhDviwiZW31v3CI8PPYVhWz1iHp2oQ900oJeUebJbIYXZq04qOrVs1c0RKtRwvrJzFNncJ7oAPAL8J4A74+M+f72DqOApaNb+4T+A92mdhidAH3G6zcODeWkNQqiG+3bIInwlU217gLWWLuygGEam6iPsEbrdZuWXyOFwOGxLO4w67lczUZM4+bHhsg1Mqwbms9ojbg8bgtMZ9C+seLyF+Q8eMGkDXtpn89+u5bC4oZczAbkw6aB9apbhiHZpSCe2UrvvxxNLPcAd9O7dZEQZndCHToStaxbuESOAAg7u35+4Ljo11GEq1KCd33ZcFhev5ZssCrBL6Qp7tSuf/hkyOcWSqNhImgfv8Ad794S9m/roIq1U4cexeHD96INbwDc7iMjeBYJDMtOQYR6pU4rCKhTuGTGJ92aEsKtpAu6RWDMnohsju5x5S8SEhEngwaLj8sfdYuHbzzv7gyzdu48cFq7lx4sH888VP+Wt1LojQNTuDO887iv5d2sY4aqUSR5eU1nRJaR3rMFQdxf1NTIBfl6xl8botVQbzuL1+flq4mrPufY0/Vm3CFwji8wdYmbudix56m4LSihhGrJRSTa/GBC4iXUTkGxFZLCILReSa8PYsEflSRJaHH5ts6FbO0g2Ue3zVtvsDQYrLPQSCptr2mb8uaqpwlFIqLtSmBu4HbjDGDAD2A64QkYHALcDXxpg+wNfh100iu1UKTnv11h6LRSIONvD4/KzPK2yqcJRSKi7UmMCNMbnGmHnh5yXAYqATcAIwPbzbdGBCE8XIUaP6Rx7MY7VGXLU+yWlnSK+OTRWOUkrFhTq1gYtId2AoMBtoZ4zJhVCSB5rsrmFmahJPXHkibdKTSXbaSXLY6ZCVxrTrJzKkZ8cqtXO71UKb9BQOG9anqcJRSqm4ILWd70BEUoHvgCnGmPdEpNAYk1Hp/QJjTLV2cBG5GLgYoGvXrsPXrl1b72CDQcOKTduwiNCrY2tEBK/Pz/Qvc/jgpwX4AkEOH9aHi48drYN8lFIthojMNcaMqLa9NglcROzATOBzY8xD4W1LgYONMbki0gH41hjTb3fnGTFihMnJyalXAZRSak8VLYHXpheKAM8Di3ck77CPgHPCz88BPmyMQJVSStVObQbyjAXOAv4SkfnhbbcC9wBvicgFwDpgYpNEqJRSKqIaE7gx5keIup7woY0bjlJKqdpKiJGYSimlqtMErpRSCUoTuFJKJShN4EoplaA0gSulVILSBK6UUglKE7hSSiUoTeBKKZWgEiKBB4MGfyAY6zCUUiquxPWamOVuL/e//S2fzlmCLxBgcPf2/OP0w+jbOTvWoSmlVMzFdQ382qc/5NM5S/D6AxgDf63ezAUPvkleYWmsQ1NKqZiL2wS+YuM2FqzejNcfqLLd6wvy1rfzYxOUUkrFkbhN4GvzCrBGWC7NFwiwbMPWGESklFLxJW4TeK8OrSPeuHTYrAzq3j4GESml6sMYw6KiDfy2fSUVfm+sw2lR4vYmZvf2Wezbvwuzl6zD4ws1o4iA02Fj4oFDYhydUqo21pTmcc3clyj0lmMRIWCC3DRgPMd3Hl6r440xrCrNo8zvoV96B5xWexNHnFjiNoED3HfRcTw98xfe/3EBbq+Pkf26cNOkg8lKT451aEqpGgRMkCt+e4FtnmIqL9x436KP6Jfegb7pHXd7/KbyAq6bO51cdwFWsRAwQYZkdKPE76ZnalvO6H4AvdLaNW0h4lytFzVuDLomplItkzGGH7cu4bftKxmQ3okjOw7h9/w13DDvFcoDnir7WhBO6DySvw+esNvznfzDg2wqLyBI9RxlQXBYbDwy4hyGZfVs7OLEnWhrYsZ1DVwpFf9KfW5O+eEh8r3/6957z6IPuKbfMRGX8gpiWFayCWMMIoI74GVTRQHZznTsFisWsbC0eBP5ntKIyXvHOdxBH3cv/IC3D7i+iUoW/zSBK6Ua5Pp5L1dJ3gAVAR/Pr5yFzwQiHrOkaCOPL/2UVLuLl1Z+B4An6APAIhb6pXXAF4x8bGXry7ZT4feyqnQL766fTaG3nEPaDeLIjkNwWFp+emv5JVRKNZplxZt4a+2v5HmK2D+7H8d3GsEfBWsi7rvVU0L/9I4sKd5U7b0AhlfX/BjxuIAJsrR4E4Eote/KDIYZG3J4fOlneIwfgJz8lbyz7lem7XcJNrHwzZaFfLzxdwQ4rtMwDm43CJFoy/wmFm0DV0rVyueb/mDKgvfwBv0EMbgsdjIcKWx2F8YsJguCVQSfqdrl2Ck2bhh4PHO2r+CnrUupCIS6LyZZHeyV0ZUuya1xWm0c03EYfdM7xCL0OonWBq4JXClVI2/Qz5GzplDm99S8czMSiFpPH5DWiZVlW/AG/RHftyDYLTYu63s4p3ffv8libAzREnjcDuRRSsWPFSWbo2fKGNpdSCtKN0dN3hC6EeoJ+nhq2Rdscxc3fnDNQNvAlVI1SrG5CJjEmtLZH+UG6q6sYuHXbcs5rhaDi/zBALO2LOC7LYvIcKQwoctI+qTFrglGE7hSLVieuwiLWGjjTGvQebqltKFzchYrS7fEY0U8otrGKQgOa82p0Bf0c/mc51lWkktFwIsF4aMNc7lp4PGM71ytdaNZaAJXqgVaWryJf/7xJrkVBRgMPVPaMWWfyXRNaVPvc945ZDJn/PQYJmFSeO0ECTI2u3+N+3226Q+WlmzCHfCFjws1wdy/aAaHtd+LZJuzqUOtRtvAlWpEhd4yXln9PXf89Q7vrptNeQxu+hX7Krh0zjTWlm3FG/TjCwZYVpLLxbOn7rZNuCbz8le1mL7VToudZKsTl9XOvfucQUotku9Xm//cmbwrs4mFPwrWNkWYNWoZvw2l4sCKks1cPHsqvqAfT9DP15v/4oWV3zB99OW0caU3Wxyfb5pPIFi1vdpgcAd8/JC3mEPb71Wv8y4s3IA7WD2BJRqbWBia2Z3jOg9jbHb/WiVvIOp+BkiyORoxwtrTGrhSjeTOv96l1O/GE67lVgR85HtLeWLZ580aR25FQcRE6wv6yWtAbwunrWXMBOg3QWwWK0d0GFLr5A1wYpd9cUWYDTHZFupbHgs1JnAReUFE8kRkQaVtWSLypYgsDz9mNm2YSsW3Cr+XZSW51bYHTJAf8hY3ayx7ZXYjyVq9RmizWBnUqnO9z9spKT7+zC0RZ1j5H6vsPq05LXaGZfWo83VHtu7F2T0OxGGxkWx1kmJ1kuFI4ZHh59Z4zaZSmyaUl4AngJcrbbsF+NoYc4+I3BJ+/bfGD0+pxGARiZpW7BZrs8ZyQHZ/OidnsbZs2842b6fFxqBWnRtUUxzQqvPOaV0jEaTJb3BaxYLdYo3YFg3gstgZmtWD2duWR53FMM3uYkLnkfW6/oW9D2VCl1H8nr+aVJuLka17YWvm329lNX5sGGO+B/J32XwCMD38fDowoXHDUiqxOK12Rrfpi22XmpjDYuP4Ts3bxcxmsTJt30s4o/v+dEzKpEtyay7oNY5HRpzboDlAhmf1oENSRsT3rGIhzeaq97lrK9uZjl0iJ0wLwsCMzjw07CxSosSSZk/i5TFXkmqvf6xtnGkc3mFvRmf3jWnyhvrfxGxnjMkFMMbkikjbaDuKyMXAxQBdu8amnUip5vDPvU7iktnTyHMXYQjNaT04owsX9h7X7LEk25xc1vcILut7RNR9jDF8tCGH6au/p8Bbyl4ZXbmq31FRB6ZYxMLlfY7k1j9er/ZewAQp9lc0WvyRry+c2GUkrZ1pPLBoRrV2/hO7jOTa/sdSEfRREYjc+8cT9DW4T3w8afJeKMaYqcBUCM2F0tTXUypWMh2pvLn/tczLX83Ginz6pHVgQKtOsQ4rqmkrvubV1T/sTIS/blvOHwVrmT76crqnVq+TBU2QBxfPqNM1JPz/mppWkqx2rFi5f9iZDG/dk9fX/MTTy77YGZvdYiXbmc7ErqNJtbvIdqbzwqpv2FxRyN4Z3bi496F0S80O7WusJFkdlPjd1a7jDvi4b9FH3DjgOCwxarduTPVN4FtEpEO49t0ByGvMoJRKVCLC8NY9GU58rxJT4ffyyuofds7BvYMn4OP5ld9w55BTqx2zuaKIYl/1pLg7XVOyObHzSD7amIM74GNsdj/6pnUgzZ7E3hndWFy8gYWF62mflMlhHfYiNdz0cVr3sfROa88ba35iu7eUA9sOYFI4eQOMzu7L6Oy+Ea9pEQsX9B7HM8u+jNgbZ+aGuXRLacOp3cbUqSzxqL4J/CPgHOCe8OOHjRaRUqrJbazIxyYWdm1oCGJYWLQh4jHJNieGus2HsqF8O6d1H8vpPSLP9neAawAHtB0Q8b2RrXsxsnWvOl1vh9O6jUWM8PDSj6u95w76eGPNzy0igdemG+HrwC9APxHZICIXEErch4vIcuDw8GulVILIdqZHXS2na3LriNszHMl1Xn/SgsRk8QQR4ehOQ6Pe8Cxp4vb65lKbXiinGWM6GGPsxpjOxpjnjTHbjTGHGmP6hB937aWilIpjrRzJHNZ+L5yWqgNTXBY75/c6JOpxdw6ZRO+09lTuNGlBcERIlDaxcEj7QY0XdB21sieRHWEErAVhVFb9avbxRofSK7WH+sfgE0m2OZmxIYeAMbR2pnLTwPHsndkt6jGZjlReG3s1y4o3sbhoE1nOFEZk9cIb9HPer0+xzVNCIBgM3XR0pXPjgOObsURViQi3DjqRG+e9snMVIbtYcVkdXN7vyJjF1Zh0RR6l9nC+oJ+KgI80m6tBzR1BE2T2thWsKs2jR2o2+7bpE7MRipWtLNnCf9f8wNqybeyT2Y3J3cZGrJnHM11STSmlEpQuqaaUUi2MJnCllEpQmsCVUipBaQJXSqkEpQlcKaUSlCZwpZRKUJrAlVIqQWkCV0qpBKUJXCmlEpQmcKWUSlCawJVSKkFpAldKqQSlCVwppRKUJnCllEpQmsCVUipBaQJXSqkEpQlcKaUSlK6JqZRqEvPyV/PK6u/JrShgeFZPzu55EO1crWIdVouiCVwp1ejeXTubBxbPIEAQgLWlW/ls0x+8OvZKOiRlxji6lkObUJRSjWpzRSH3Lf5wZ/IGCGAo81cwbcWsGEbW8mgCV0o1qseXfkqkpdKDwG/bljd3OC2aJnClVKOal7866nvpjuRmjKTl0zZwpfZQQRNkc0URKTYnreqRWAMmyJe5fzJjw1y2uIso8JbhC/p3e8xp3faP+p4xhoVF61lfvp2eqe3ol96RQm8Z32xZiDvgY0x2P7qltKlznC2ZJnCl9kA/5i1hysL3KfO5CZggI1r35I69T61VIq/we8lzF/Hwko+Zm78KTw1Je4dUq5Pv8xbx1rqfSbMl4Qn6+atwbcTmFitCpj2F7b7Sne8/vORj2thTuXbgsRzUdgB2i43PN/3BG2t/ptTvZlTr3pzb6+A9qqeLGBPpx9c0RowYYXJycprtei2BCeRiyt+FYB7iHAvOQxFp+Oeu8S3EVMwAAojrKMQxHGMMpvw1KHkYKA7vaQdrF7DthSQfB44DAD+m9DkomwaUhfdrBda2EFgFGLD2hoxHsNh777xm0L8Riu+GwAqwDQTnAeCdB6YodB1bNyT5ZMTaqeHlC2zBVLwLgc2IY19wHYGIvcHnbQlWlGzm/F+exh307dxmEyv90zvywujLquy7tnQrH2+aR6nPzdjs/szNX8nb62YDptaJu7kIQprdxX/HXEW7pIxYh9OoRGSuMWZEte0NSeAichTwKGAFnjPG3LO7/TWB143x/IgpuBwIAD6QZLD1QbJeRcRZ7/MGS5+C0mcAL2AAFySfApICZVOhUu+BqpLAuS8E/eD7sRZXskCbL7HYuhB0/wCFF4avF40VsCOZjyHOg+tSpCqMdw6m4CIwAUJlTAZbVyTrDcSibbB3/vUuH2+cR3CX34XLYmf6mCvokdoWgE82zuPuhR8QMEH8JohNLASNqXZcPLEgTOgyilsGnRDrUBpVtARe75uYImIFngSOBgYCp4nIwPqHqCozxo8pvB5wA+GakikH31JM+ev1P69/HZQ+HT5vkFBCrYDyt6DseaInb0L7eX4F3y+1vFoQim8LPS26lt0nbwh9ULkxhTdijK+GfSMzJhj6uZkKQskboBz8qzHlL9XrnC3NhvLtEZOwzWJhi7sIgFK/m7sXfogn6MdvQv8m/CYY18kbIIhhzvYVsQ6j2TSkF8ooYIUxZpUxxgu8AbSsj71Y8i9hZ+Kuwg0VM+p/Xs+3Ud7wsvvkXen6BGp/Pd+fBINuMCW1P4Yg+BbUYf9KAquiXMsDFTPrd84WZnjrnjgs1ZvhvMEAfdM6ADB3+ypskpid1No602MdQrNpyG+oE7C+0usN4W1ViMjFIpIjIjlbt25twOX2NA6iJtQGNJ8gDiL/2i3UXEOuB0smIHU8KNiAMjogWrNgQ35uLcikrqNJtTmxVkrQLoudk7qMIsuZChAxwScCq1g4q+eBsQ6j2TQkgUf6q6z2l2OMmWqMGWGMGZGdnd2Ay+1hbH3AEqnLVBKSPLn+53UdQeREbQPHIbU5AVCHGk7qtVgsTrC0r/0xkgG2AbXfv/Khtq6hm67V/nkmQVIDfm4tSIYjhVfGXMX4TiNo62pFr9R23DRwPNf1P3bnPiNa98Qidf3gjb0Le41jbHa/WIfRbBryMbsB6FLpdWdgU8PCUTuICGQ8jck/C/CGb8gZSDoaXMfV/7yWLEyr+6HoJsASynMmAGn/QJJPwhTdBu73dj0KsIcek89BUiZjtk4CdveNSiD5IixJ4VizpsO24/lfu3Tlc+/4QEkCcSKZz4TKX98yZj6ByT8j1A5uws09rnFI8in1PmdLk+1K5++DJ0R9326x8eDws7k2ZzoQ6jMexHB4+73Y5ilhddlWuiRl4bLa+b1gDeWBXX+v0VkRAnX4ttfOkU6PtLZs95Rhs1gImCBry7bitNjJcqYiBgZmdOLC3ofRKTmr1udtCerdC0VCfdmWAYcCG4HfgNONMQujHaO9UOrOGC94voPgdnCMRGy9Gue8waJQe7gJgPMgxNq60jV9mEBu6D1xgHc+Qhk4xiC2zjv3C/qWQdl08K8Ee09IPhskCYLbEFt/xJJS5ZrBYAAqpoNvIdiHg3004p+DMW7AiljbgvNgRBwNL5/xgecHCOaBfRhi79vgc+6JKvxefty6hDK/h33b9I46EVW+p5Sfty7FbwJYsLDRnU8gGKSVLYXNngJ8wQBDM7vjDvhIdyQxNrs/68q28trqn/CbAGd2359+rTpR4qtgUdEGvstbjMtq59iOw+idXodvby1UU3UjPAZ4hFD/rxeMMVN2t78mcKWUqrtoCbxBdyqMMZ8AnzTkHEoppeonMfsJKaWU0gSulFKJShO4UkolKE3gSimVoJp1NkIR2QqsrefhbYBtjRhOPNIythx7Qjm1jM2nmzGm2kjIZk3gDSEiOZG60bQkWsaWY08op5Yx9rQJRSmlEpQmcKWUSlCJlMCnxjqAZqBlbDn2hHJqGWMsYdrAlVJKVZVINXCllFKVaAJXSqkEFfcJXESOEpGlIrJCRG6JdTyNRUReEJE8EVlQaVuWiHwpIsvDj5Hn7kwQItJFRL4RkcUislBErglvbzHlFBGXiMwRkT/CZbw9vL3FlHEHEbGKyO8iMjP8uiWWcY2I/CUi80UkJ7wtbssZ1wm8hS+c/BJw1C7bbgG+Nsb0Ab4Ov05kfuAGY8wAYD/givDvryWV0wOMM8YMAfYBjhKR/WhZZdzhGmBxpdctsYwAhxhj9qnU/ztuyxnXCZwWvHCyMeZ7IH+XzScA08PPpwMTmjOmxmaMyTXGzAs/LyH0x9+JFlROE1IafmkP/2doQWUEEJHOwLHAc5U2t6gy7kbcljPeE3itFk5uQdoZY3IhlPyAtjGOp9GISHdgKDCbFlbOcNPCfCAP+NIY0+LKSGjhlpuputJ2SysjhD58vxCRuSJycXhb3JYz3peertXCySq+iUgq8C5wrTGmuCHrXcYjY0wA2EdEMoD3RWRwjENqVCJyHJBnjJkrIgfHOJymNtYYs0lE2gJfisiSWAe0O/FeA9/TFk7eIiIdAMKPeTGOp8FExE4oef/XGLNjteQWV04AY0wh8C2hexstqYxjgfEisoZQM+Y4EXmVllVGAIwxm8KPecD7hJpx47ac8Z7AfwP6iEgPCa10Oxn4KMYxNaWPgHPCz88BPoxhLA0moar288BiY8xDld5qMeUUkexwzRsRSQIOA5bQgspojPm7MaazMaY7ob/BWcaYM2lBZQQQkRQRSdvxHDgCWEAclzPuR2LWdeHkRCEirwMHE5qucgvwb+AD4C2gK7AOmGiM2fVGZ8IQkf2BH4C/+F/b6a2E2sFbRDlFZG9CN7ashCpEbxlj7hCR1rSQMlYWbkK50RhzXEsro4j0JFTrhlDz8mvGmCnxXM64T+BKKaUii/cmFKWUUlFoAldKqQSlCVwppRKUJnCllEpQmsCVUipBaQJXSqkEpQlcKaUS1P8Dq+RQVr+yzHwAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.488, 0.535, 0.594, 0.635, 0.646, 0.649, 0.642, 0.637, 0.342, 0.357, 0.537]\n", - "Temps : [0.022, 0.053, 0.059, 0.07, 0.067, 0.099, 0.072, 0.11, 0.099, 0.114, 0.119]\n", - "Clusters : 7\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.465, 0.454, 0.462, 0.476, 0.505, 0.502, 0.522, 0.521, 0.52, 0.518, 0.512]\n", - "Temps : [0.06, 0.108, 0.119, 0.134, 0.149, 0.177, 0.165, 0.153, 0.221, 0.211, 0.232]\n", - "Clusters : 8\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m\u001b[0m in \u001b[0;36mmetricsandclusterisationof\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m 29\u001b[0m \u001b[0mt2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels_\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 31\u001b[1;33m \u001b[0mmesure\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msilhouette_score\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnpliste\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'euclidean'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 32\u001b[0m \u001b[0mtemps\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mt2\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mt1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[0mmesures\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mmesure\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m 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labels, metric, sample_size, random_state, **kwds)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 116\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 117\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msilhouette_samples\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmetric\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m 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- "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ - "from sklearn.cluster import KMeans\n", + "from sklearn.cluster import AgglomerativeClustering\n", "from sklearn import metrics\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn import datasets\n", "import time\n", + "import os\n", "\n", "### 2 Clustering aggloméré (metrics)\n", "\n", @@ -672,11 +223,11 @@ " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", " temps = []\n", " mesures = []\n", - " nb_clusters = range(2, 13)\n", + " nb_clusters = range(2, 20)\n", " for i in nb_clusters:\n", " t1 = time.time()\n", " ### Appel de la méthode de clusterization\n", - " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n", " t2 = time.time()\n", " labels = model.labels_\n", " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", @@ -703,15 +254,23 @@ "\n", " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", " ### Appel de la méthode de clusterization\n", - " pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + " pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", " ### Affiche la clusterisations\n", " #plt.figure(figsize=(10, 10))\n", " plt.figure()\n", " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", - " cluster_name = \"Clusters in\" + name\n", + " cluster_name = \"Clusters in \" + name\n", " plt.title(cluster_name)\n", - " plt.show()\n", - "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebcbbbf2", + "metadata": {}, + "outputs": [], + "source": [ "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", "li=[i for i in l if 'arff' in i]\n", "lis=[x.split('.')[0] for x in l]\n", @@ -724,34 +283,524 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 63, "id": "0bcc79c2", "metadata": {}, "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", - "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", - "['2d-10c', '2d-20c-no0', '2d-3c-no123', '2d-4c-no4', '2d-4c-no9', '2d-4c', '2dnormals', '2sp2glob', '3-spiral', '3MC', 'aggregation', 'aml28', 'atom', 'banana', 'birch-rg1', 'birch-rg2', 'birch-rg3', 'blobs', 'cassini', 'chainlink', 'circle', 'cluto-t4-8k', 'cluto-t5-8k', 'cluto-t7-10k', 'cluto-t8-8k', 'complex8', 'complex9', 'compound', 'cuboids', 'cure-t0-2000n-2D', 'cure-t1-2000n-2D', 'cure-t2-4k', 'curves1', 'curves2', 'D31', 'dartboard1', 'dartboard2', 'dense-disk-3000', 'dense-disk-5000', 'diamond9', 'disk-1000n', 'disk-3000n', 'disk-4000n', 'disk-4500n', 'disk-4600n', 'disk-5000n', 'disk-6000n', 'donut1', 'donut2', 'donut3', 'donutcurves', 'dpb', 'dpc', 'DS-577', 'DS-850', 'ds2c2sc13', 'ds3c3sc6', 'ds4c2sc8', 'elliptical_10_2', 'elly-2d10c13s', 'engytime', 'flame', 'fourty', 'gaussians1', 'golfball', 'hepta', 'hypercube', 'impossible', 'insect', 'jain', 'long1', 'long2', 'long3', 'longsquare', 'lsun', 'mopsi-finland', 'mopsi-joensuu', 'pathbased', 'pmf', 'R15', 'rings', 's-set1', 's-set2', 's-set3', 's-set4', 'shapes', 'simplex', 'sizes1', 'sizes2', 'sizes3', 'sizes4', 'sizes5', 'smile1', 'smile2', 'smile3', 'spherical_4_3', 'spherical_5_2', 'spherical_6_2', 'spiral', 'spiralsquare', 'square1', 'square2', 'square3', 'square4', 'square5', 'st900', 'target', 'tetra', 'threenorm', 'triangle1', 'triangle2', 'twenty', 'twodiamonds', 'wingnut', 'xclara', 'xor', 'zelnik1', 'zelnik2', 'zelnik3', 'zelnik4', 'zelnik5', 'zelnik6']\n" + "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n", + "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n", + "Clusters : 4\n" ] + }, + { + "data": { + "image/png": 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lrLYR8TDwPgBJ5wC/NYHPMzOzNpflGtTdwBxJsyWdQjKAYWtVna3AZUpcCByMiAPjtZV0ZvrvScBnSEb0lde1UtKrJM0mGXjxgyltpeXewM4hFm/Yzux132Txhu0M7BxqdUhm1mJ1z6Ai4pikq4BBkqHiN0fEA5JWp8s3AdtIhpjvIRlmfuV4bdNVXyJpTfp6C/B3aZsHJN0BPAgcA9ZExOgJuqyteJJQM6sl031QEbGNJAlVlm2qeB3Amup2Y7VNy68luT+qVpurgauzxGbFN94koU5QZp3LUx1Zy3mSUDOrxQnKWs6ThI4maamk3ZL2SFpXY/laSfelP/dLOi7ptFbEatZITlDWcp4k9IQsM7dExMaIWBARC4D1wD9GxLNND9aswTxZrLWcJwkd5eXZVwAklWdfeXCM+pcAtzUpNrOmcoKyXPAkoS/LMnMLAJJ+iWS+yqvGWO7ZVqZJ0WIuWrxjcYIyy5dMM6mk3g98f6zuPc+2Mn2KFnPR4h2LE5RZvkxkJpWVdGD33sDOIXcHdwgPkjDLlywztyDpVOCdJJMtd4zyTd1DwyMEJ27q9swj7ckJyixHIuIYyTWlQeAh4I7yzC3l2VtSvwN8OyKea0WcrTLeTd3WftzFZ1Pi7pbpV2/mlvT9LcAtzYsqH3xTd2fxGZRNmrtbrNl8U3dncYKySXN3izWbb+ruLO7is0lzd4s1m2/q7ixOUDZpM3u6GaqRjNzdYo3km7o7h7v4bNLc3WJmjeQzKJs0d7eYWSM5QdmUuLvFzBrFXXxmZpZLTlBmZpZLTlBmZpZLTlBmZpZLTlBmZpZLTlBmZpZLmRKUpKWSdkvaI2ldjeWSdF26/MeS3l6vraQFknZIuk/SPZLOT8vPljSSlt8naVP155mZWfurex+UpC7geuC9JE/7vFvS1oh4sKLaMmBO+nMBcCNwQZ22fw38eUT8b0kXpe/70/U9GhELpmH7zMysoLKcQZ0P7ImIvRHxInA7sLyqznLg1kjsAHoknVWnbQC/nL4+lbEfa21mZh0oy0wSfcATFe/3kZwl1avTV6ftHwODkv6GJFH+ekW92ZJ2AoeAz0TEXdVBSVoFrALo7e2lVCpl2JTGO3LkSG5iyaJo8UIxYzazicuSoFSjLDLWGa/tHwJ/EhF3SvoQ8GXgPcAB4I0R8Yyk84ABSedGxKFRK4nYDGwGWLRoUfT392fYlMYrlUrkJZYsihYvFDNmM5u4LF18+4BZFe/fwCu748aqM17by4Et6et/IOkOJCJeiIhn0tf3Ao8C52SI08zM2kiWBHU3MEfSbEmnACuBrVV1tgKXpaP5LgQORsSBOm33A+9MX78LeARA0hnp4AokvZlk4MXeSW+hmZkVUt0uvog4JukqYBDoAm6OiAckrU6XbwK2ARcBe4DngSvHa5uu+mPAtZJOBn5Bej0JeAfwF5KOAceB1RHx7LRsrZl1hIGdQ34MTBvI9LiNiNhGkoQqyzZVvA5gTda2afk/AefVKL8TuDNLXGZm1QZ2DrF+yy5Gjh4HYGh4hPVbdgE4SRWMZ5Iws7aycXD3y8mpbOTocTYO7m5RRDZZTlBm1lb2D49MqNzyywnKzNrKzJ7uCZVbfjlBmVlbWbtkLt0zukaVdc/oYu2SuS2KyCYr0yAJM7OiKA+E8Ci+4nOCMrO2s2JhX92E5KHo+ecEZWYdx0PRi8HXoMys43goejE4QZlZx/FQ9GJwgjKzjuOh6MXgBGVmHcdD0YvBgyTMrON4KHoxOEFZw3k4r+XRRIair5x1mE9v2O59t8mcoKyhPJzXimrUvjvL+24r+BqUNZSH81pRed9tPScoaygP57Wi8r7bek5Q1lAezmtF5X239ZygrKE8nNeKyvtu63mQhDVUOw/nbdToRElLgWuBLuCmiNhQo04/8AVgBvB0RLxzyh9so1Tuu3CYvjbad4vCCcoaLstw3qJp1OhESV3A9cB7gX3A3ZK2RsSDFXV6gBuApRHxuKQzJ/2BNq7yvlsqlfjEpf2tDqfjuIvPbBIaOMLrfGBPROyNiBeB24HlVXU+AmyJiMcBIuKpqX6oTc7AziEWb9jO7HXfZPGG7QzsHGp1SG3FZ1Bmk9DAEV59wBMV7/cBF1TVOQeYIakEvA64NiJurV6RpFXAKoDe3l5KpdJUY5sWR44cyU0sWdWKeXjkKEM/H2HlrIBZAIcZeuheBn72ID3dM1oR5suK+DuuJVOCqtcnLknp8ouA54ErIuKH47WVtADYBLwaOAZ8PCJ+kC5bD3wUOA58MiIGp7aZZtNrZk83QzWS0TSM8FKNsqh6fzJwHvBuoBv4Z0k7IuL/jWoUsRnYDLBo0aLo7++famzTolQqkZdYsqoV8+IN2xka7npF3b6eLr6/rv8V5c1UxN9xLXW7+Cr6xJcB84BLJM2rqrYMmJP+rAJuzND2r4E/j4gFwGfT96TLVwLnAkuBG9L1mOVGA0d47SP9Pp56A7C/Rp1vRcRzEfE08D3gbVP9YJuYrGfR7gacvCzXoLL0iS8Hbo3EDqBH0ll12gbwy+nrUzlxEC4Hbo+IFyLiMWBPup5cK++Eu4YOeifsACsW9nHNxfPp6+lGQF9PN9dcPH86BoPcDcyRNFvSKSRf1rZW1fkG8BuSTpb0SyRdgA9N9YNtYrLcJ1UeTDM0PEJwYjBN9d8HJ7HasnTxZekTr1Wnr07bPwYGJf0NSaL89Yp17aixrtzynF2dqRGjEyPimKSrgEGSbvGbI+IBSavT5Zsi4iFJ3wJ+DLxE0nV+/7QGYnWtXTJ31EhOeOVZ9HiDacr7juerHFuWBJWlT3ysOuO1/UPgTyLiTkkfAr4MvCfj5+XqAvCTPzvMx9/6EgC93fCp+ceAYzy5+4eUDj7SsriyKOLF1CLGPBERsQ3YVlW2qer9RmBjM+Oy0bLc45elGzBLEutUWRJU1j7xWnVOGaft5cAfpa//AbhpAp+XqwvAV677JpH2ln5q/jE+vyv5tQp4bEPr4sqiiBdTixiztad6Z9FZBtN4zr+xZbkGlaVPfCtwmRIXAgcj4kCdtvuB8t3v7wIeqVjXSkmvkjSbZODFDya5fU3hObvMrJYsg2n892NsdRNURBwDyn3iDwF3lPvEy/3iJN0Re0kGNHwJ+Ph4bdM2HwM+L+lHwF+Rdtely+8AHgS+BayJiNHnvznjObvMrJYsg2n892Nsme6DqtcnHhEBrMnaNi3/J5J7OWq1uRq4OktseeA5u8xsLPW6Adt5vsqp8kwS08RzdpnZZE3k8fOdlMScoMzMcq5Th6J7slgzs5zr1MfPO0GZmeVcpw5Fd4IyM8u5Th2K7gTVpjy3l1n76NSh6B4k0YY69YKqWbvq1KHoTlBtyHN7WVadOHS5qBoxOXHeOUE1UbP+GHTqBVWbGJ9pW975GlSTZH0uzHTo1AuqNjGdOnTZisMJqkma+cegUy+o2sT4TNvyzgmqSZr5x6CBT3u1NuIzbcs7X4NqkizPhZlOnXhB1SYmyxNhzVrJZ1BN4m43yxufaVve+QyqSTr1PgbLN59pW545QTWR/xiYmWXnBJUzvnHSzCzhBJUjvnHSzOwED5LIEd84aWZ2ghNUjvjGSTOzE5ygcsQ3TpqZneAElSO+V8rM7AQPksgR3ytlZnZCpgQlaSlwLdAF3BQRG6qWK11+EfA8cEVE/HC8tpK+BpRPDXqA4YhYIOls4CGgPDJgR0SsnuwGFo3vlTIzS9RNUJK6gOuB9wL7gLslbY2IByuqLQPmpD8XADcCF4zXNiI+XPEZnwcOVqzv0YhYMKUtMzOzQstyDep8YE9E7I2IF4HbgeVVdZYDt0ZiB9Aj6awsbdOzrw8Bt01xW8zMrI1k6eLrA56oeL+P5CypXp2+jG1/A3gyIh6pKJstaSdwCPhMRNxVHZSkVcAqgN7eXkqlUoZNabwjR47kJpYsihYvFDNmM5u4LAlKNcoiY50sbS9h9NnTAeCNEfGMpPOAAUnnRsShUSuJ2AxsBli0aFH09/ePvQVNVCqVyEssWRQtXihmzGY2cVkS1D5gVsX7NwD7M9Y5Zby2kk4GLgbOK5dFxAvAC+nreyU9CpwD3JMhVjMzaxNZrkHdDcyRNFvSKcBKYGtVna3AZUpcCByMiAMZ2r4HeDgi9pULJJ2RDq5A0ptJBl7sneT2mZlZQdU9g4qIY5KuAgZJhorfHBEPSFqdLt8EbCMZYr6HZJj5leO1rVj9Sl45OOIdwF9IOgYcB1ZHxLNT2EYzMyugTPdBRcQ2kiRUWbap4nUAa7K2rVh2RY2yO4E7s8RlZmbty1MdmZlZLjlBmZlZLjlBmZlZLjlBmZlZLjlBmZlZLjlBdaiBnUMs3rCdXUMHWbxhOwM7h1odkqUkLZW0W9IeSetqLO+XdFDSfenPZ1sRp1mj+XlQHWhg5xDrt+xi5OhxmAVDwyOs37ILwI/6aLGMTw8AuCsifrvpAZo1kc+gOtDGwd1JcqowcvQ4Gwd3j9HCmijL0wPMOoLPoDrQ/uGRCZVbU2V5AgDAv5X0I5K5Lf9j1QwtgGf8n05Fi7lo8Y7FCaoDzezpZqhGMprZ092CaKxKlicA/BB4U0QckXQRMEAyZ+XoRp7xf9oULeaixTsWd/F1oLVL5tI9o2tUWfeMLtYumduiiKxC3acHRMShiDiSvt4GzJB0evNCNGsOn0FlMLBziI2Du9k/PMLMnm7WLplb6MEE5diTa06H6WuDbWojLz8BABgimVD5I5UVJL2e5CGfIel8ki+azzQ9UrMG6/gEVS/5jBrxRvuMeFuxsI8VC/solUp84tL+VodjqYxPD/g94A/TGf9HgJXphM1mbaWjE1SW5DPeiLciJyjLrwxPD/gi8MVmx2XWbB19DSrLcGuPeDMza42OTlBZks9YI9s84s3MrLE6OkFlST4e8WZm1hodnaCyJJ8VC/u45uL59PV0I6Cvp5trLp7v609mZg3W0YMkKgdCjDeEvDzizczMmqejExQ4+ZiZ5VVHd/GZmVl+OUGZmVkuOUGZmVkuZUpQGZ7wKUnXpct/LOnt9dpK+lrFE0F/Ium+imXr0/q7JS2Z4jaamVkB1U1QFU/4XAbMAy6RNK+q2jKS6f7nkDx/5sZ6bSPiwxGxICIWAHcCW9I280gmyDwXWArckK7HzMzGMbBziMUbtrNr6CCLN2xnYOfQmHVmr/vmmHXyIssZVJYnfC4Hbo3EDqBH0llZ2koS8CHgtop13R4RL0TEY8CedD3W4bIcfGadqjy3aPlZb+W5RSuPk8o6MUadPMkyzDzLEz5r1enL2PY3SB4d8EjFunbUWNcoflro9ChKvMMjRxn6+QgrZwW93bBy1mGGHrqXgZ89SE/3jFH1njz4C148/hKndJ1E76mvHrXcrF1lmdi6aJNfZ0lQWZ7wOVadLG0v4cTZU9bP89NCp0lR4l28YTtDw0lP76fmH+Pzu5Jdt6+ni++v6wfSb4ff3cXI0ZModw50zzjONRfPe8UjVOrdnN1uzwCz9pdlbtGsk1/nZf/P0sVX9wmf49QZt62kk4GLga9N8POsw2Q5sLLMTp+li6No3SBmkG1u0Sx18rT/Z0lQLz/hU9IpJAMYtlbV2Qpclo7muxA4GBEHMrR9D/BwROyrWtdKSa9Knyo6B/jBpLbO2kaWA2u6kliWOmZ5k2Vu0Sx18rT/101QEXEMKD/h8yHgjvITPstP+SR5uNpekgENXwI+Pl7bitWvZHT3HunyO4AHgW8BayJi9G/LOk6WA2u6kpifAWZFVDmxNdSe2DrL5Nd52v8zzcWX4QmfAazJ2rZi2RVjlF8NXJ0lNusMlRd54TB9NfrF1y6ZO+oJyVA7iQ3VONCqu0Hq1THLo/LcoqVSiU9c2j9unbHkaf/3TBJWGCsW9vH9de9ift+pfH/du2rOOl/v2+F0dYOYtas87f8dP5u5tZd63w6zPGIl62NYzNpRnvZ/JyjrOFkeseLHsFgny8v+39YJKi9j+c3M2k0z7ids2wRVHstfvmBeHssPOEmZmU1Blr+v0/E3uG0HSeRpLL+ZWTtp1v2EbZug8jSW38ysnTTrfsK2TVBZbto0M7OJm65plepp2wSVp7H8ZmbtpFn3E7btIIk8jeU3M2snzbqfsG0TFORnLL+ZWbtpxv2EbdvFZ2ZmxeYEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmuaTkYbjFJulfgJ+2Oo7U6cDTrQ5iAooWLxQv5jdFxBmtDMDHyJQVLeaixVvzGGmLBJUnku6JiEWtjiOrosULxYzZTiji/1/RYi5avGNxF5+ZmeWSE5SZmeWSE9T029zqACaoaPFCMWO2E4r4/1e0mIsWb02+BmVmZrnkMygzM8slJygzM8slJ6hpIuknknZJuk/SPa2OpxZJN0t6StL9FWWnSfqOpEfSf3+llTFWGyPmP5M0lP6u75N0UStjtGx8jDRGOx8jTlDT6zcjYkGO7z+4BVhaVbYO+G5EzAG+m77Pk1t4ZcwAf5v+rhdExLYmx2ST52Nk+t1Cmx4jTlAdJCK+BzxbVbwc+Er6+ivAimbGVM8YMZs1hI+RfHGCmj4BfFvSvZJWtTqYCeiNiAMA6b9ntjierK6S9OO0eyNXXS42Jh8jzVX4Y8QJavosjoi3A8uANZLe0eqA2tiNwK8CC4ADwOdbGo1l5WOkedriGHGCmiYRsT/99yng68D5rY0osyclnQWQ/vtUi+OpKyKejIjjEfES8CWK87vuaD5GmqddjhEnqGkg6TWSXld+DbwPuH/8VrmxFbg8fX058I0WxpJJ+Y9F6ncozu+6Y/kYaa52OUY8k8Q0kPRmkm+EACcD/z0irm5hSDVJug3oJ5mK/0ngc8AAcAfwRuBx4IMRkZsLrmPE3E/SdRHAT4A/KF8jsHzyMdI47XyMOEGZmVkuuYvPzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxy6f8DIyQKlNFMpwgAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "import os\n", - "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", - "print(l)\n", - "li=[i for i in l if 'arff' in i]\n", - "print(li)\n", - "lis=[x.split('.')[0] for x in l]\n", - "print(lis)" + "# Charge le jeu de donnée : 2d-4c\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"2d-4c\")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "6f1ecaf0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n", + "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : long1\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in long1 mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in long1 mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in long1 mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in long1 mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"long1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "124f3f72", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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OW5R3FurAbRi+XgW5m1CeqWA/kbgJbzxmCIZWw+a/sfpB+YHsYoJ6dNBqoLxzUAdvPXJzyP4QnB2h6hhEjEtGBbdBcC/YWyJaYpQ/i4XF0SNKmTO67NSpk6pshbz1PT0hGK7Grh3LyMcaoexPTjZIuBo8P4A6UPR4Uh1sdUE/BPrOUHioD5zdIWUweKYZieLszZGk6xB7i/L5KBYW+RCRBUqpTqW3NLBWvB4lyr8SlfliaDFPCjg7QHBrMa2DMVRmcfQEwbewmAVVygjhDOzN91ZoYtf3C+z7hbwcQv5/UbnfG0ndXKfEQLeFRfFYRr6MKP9alPcPyHqLIyF4OeD9uaS9YqDMoiBH+Z0HV3P0i9AO+4CCQBCV8RjU+MXy5VuYimXkI0QpP+rg3eD9C8MIWKPzykk5rjIO7jDcPlKt/I5pYVFGLCMfISr7g5CBr+irUi1iSphiKxYWscRKvB0puROwDLxFmXB2CVtRy8Iillgj+UgpkmTLwqIUUp4K+7bS94PnZ9CzwHUa4jghxsIsjiUsIx8GpXRUzoeQ/R7oB4ysh46TwPsHVijksYoDYzK3DPn6D9yEnnQLknARKvMl8EwC5cGYoNWM42SNQiVcgFQZbk3QWkQFy8iHQWWOgJxPyEtDEFgKgTUgqaAOYRn6Y5GjmJDVN0PmY6jMx8JsPDxx74HcKeDqCe4e/0WghUVYjlmfvAruQD/4APquLui7u6NnjTPyuuvZkPMxRfPM+CwDb1GI8hp556Jyvy2nY1lYFOSYHMkr/QBqb5+Q0Q4tf896ExVYiSTfVkzVIYVl4C2ih7WWwiI6HJMjeZUzAVQ2BWPdPeCZhtKDoCxjbhEJ5Xj5eP9B338jumdW+R3TwoJj1MjjW0DBghEhxIHoW8HWIOaSji0qy2lXngvisoy6tgdvQN/ZHj37Y5QqrTSihUXpVJarrWzYmxG2RqgKoiQVgltiLilusXcs7wMSvj5rSe2PNXIh83nUoQfMFmJRCTgmjbwkXgNS2Hg4wNEKsVXF8o8eJoGwTzz/CUeY774YpB5oaeXcf0UhCJ7J6Dvbou86Gf3QU0ZQgIVFGTk2jby9EVL1fbA1xRhVOsDVHak6DqXVpvJOsApliwjRwXkKRzeatoGjE+AESc77J1XfQaqOA0kx3sNV/CHszcDW6ij6rizoQMCYP8r9EnXgJsxKDW5RcTkWn4UBEGdHpOZUlH4QxJW3/FzlfG2usDKhGf9cZ0FgFwSXFdPOZvxznQtaKni+BxUKEZVEY7GX/18KVtJIgMTLkeSbUblfh8mvbjPyqPtmET7dgwOp8iTY6oHvb8AJrm6IhIx6rdng+xvlnQE53xC2NKJ/DuUXpljR8YF/pbFmw9HObDEWFYhj1sgfRkLuAKVnog49BN7fzRUUMQ6oNgFxtEAkAf3A7cUYeZeR19xxIqIlGyNBd69QXLaOJPQG55kQ3IzKfAV8/4BWBRJvQBKvRkSDGt+gMl8F70wgARL6QPKdiChUxjOQ+w3G048O2EFSkdTnEEdrQ4K7VxFVIk5wdQdH+xJurOWYEbIyIAL+dZaRtygTEVWGEpHzgTcwhoTjlFLDC21PBT4BGmHcOF5RSn1Q0jHjoTKUCu5E5X4Dwd3gmwfBdVQcf7wDqTUX0ZIAUL55qP03U3BEbAN7G7Qa0V1oo/Qs0HejcCH4wdbIuDlEiJ47GQ49jDFq1wFftKRWcNxItfGI82SzhViYSLlXhhIRGzAK6AmkA/NEZJJSakW+Zv8HrFBKXSIiNYHVIvJpqLB3XGLUY70dIwwubmUWgxNcZ+cZeABxdkalDIGsFwCbEetvb4FUfSfqakRLBi35qB0rWsKFKGdX8E5D6b7QZ4gkfPBoSvxVYCTByKFkYVEGInHXdAHWKaU2AIjIBKA3RsHuwyggRYwMS8nAfuJ49lKpAOrgvYT1A8c1SUAQHO2R1OeLbNWS+qESe4N/FWhVEXuTmCs8WsRWHRL7G2N538yQr7+wodfy/V+BVgv0XcbfecbeDo7TwF4Xcr+l/KODTMRWFwIrUPbjyvSkZHFsE4mRrw/kL16aDnQt1GYkMAnYDqQAV6kwKzlEZBAwCKBRo0ZHo/eoUCoIvr9Q3pngnQXBTUQ2UowXBJw9kKQBYKtfovEWSYAK/jgvVYah9l0RmhzOBRJAS4Iqz4JvMXgnQ3An6DtCe9g4cgMIgr4NXFeBf4nxW4et2VoBCaxA7esD2FApD6MlXW+2IosKQCRGPtxTeOFn5F7AIuAcoDnwi4j8qZTKKLCTUmOBsWD45Mus9ihQ+iHU/gEQSKfijdwFcEJiPyTlIUTKsoio4iL2hlDzV1TuDxBYDfbjkISLES0JJUmo3PEUHKEHKbD6NLgODt4HaW8jZBrH8U6n8kzkBiHzeXRbAzQrc6VFKURi5NOBhvleN8AYsefnBmC4MmZx14nIRqANMLdcVP4HVOZLENhIHHuPikHA3QdJfdqIRDnGEC0ZSepf5H3lm3sk/LNEPJD9JlL9C9Bqonx/g6pIRt5OqedsxvNWemKLUonEsTcPaCkiTcWwNv0wXDP52QKcCyAitYHWwIbyFHrU5P5IxTPwAG4k8apj0sCXhNiqU+ICqvwEQqeg46TI94kbbJD6OiQUvdHloe+OmRqLikupRl4pFQDuAKYCK4GJSqnlIjJYRAaHmj0DdBORpcBvwMNKqb3REl02KsLEmxtjuX8ChjFyQdJ1VqhcONwXGqmgIyE0dyFiQ6qOBkkCEoGKcOP0wqFHwHlG8U2sRHoWERDRYiil1GRgcqH33sn393bgvPKVdiyhQ/XvEf9Cozyc6yzE3thsUXGJaGlQdRzq4J35JlQllB46/w3djSTfe2Q/Zweo+Sd4fwH9EMr7ZzERPPGEB4IZoNU3JpMLoCFVhpqiyqJiUflXvEoSqEyzVeSjCkYagFBsviRAwtVojhbgaGGmsAqDODtCzb8gsAoAZWsNuR9B1hhQ+8HWGEkZiri6FdxPSzZW6wK4zkbt6xu6UZRnyuByJnskqF2F3nRCyiuI60xTJFlULCq/kU+4MlSvNR7cNhpU/9rIHeOZCloVJGkguM43W1iFQ0QDR1vjb4CkGyDpBpRSERXEFntjqP49KnsM+OaHXB9J4Jtc6r4xRaWHedOGOKrHXIpFxaTSG3lJuQcVWBNKkmX2iM2JaHYk5S5IuctkLZWTSAx8Xlt7AyT1mbzX+p7/RUNSFPCgcicjzs5mC6kQeHO9TBs/g1nfziGlegr/u60XJ55xnNmyYkblN/LiQiXdZCTeMtvIa6mg1TNXg0VYdF2H4CqzZUSIRJ6T/xjH5/Fxz+mPk756O54cLyIwe9J8bni2H5fdc/HRHdPrZ/6URWTsz6J997bUbVq7nFWXL5X+TNGD++DAzcQ2jDIJyOZIbhUb4ERSh5dppGkRQ/wLzFZQBuzgm4u+qyvYmyEp9yLOLmaLikt+/XgmW1dvx5tjuGuVAm+Ol/eHfkav688mOS2plCMUZN2ijTzc82kCviC6rqMHdS4a1JPbXrs+bq/tSp0AQ8+dBHtOJaYG3t4erc6/SK35kPyAkcY3YQBS4zvEdVrsdFhEjFI+OHhbCS1sxNd4SIfASiPHv38Bav/NRsoOiyL8+e2cPAOfH7vTzvJZZXty03Wdxy4eTsa+LHIyc/Fke/F5/Pz83m/M/sHcjLolUWmNvJ79iRFnHFPcSModAIhWBS35FrRq49BSH0fsTWOsxSJifHMoMZQy9WXQasRMTukUHrR4UBlFE9ZZQFrNKmFH2Eopkso4il8zfz05GUXzIHmyvfw05pej1hhtKqWRV8oHWSOIrYtGg4QLjJG7RcVCeaFoPj0DRye0hItB3x9bTWUluNEqDRiGS27rhTOhYM4nEUhOS6btqWUrLenz+BEtvEvGmxu/6crj6Rm0/AhuLf6ijRaSjFSxfO4VEWVvAYTLVOkwQlwBHG2MrJbxilSzzr0wtD2lFbe8eA1jH/oEu8OO0nVSqiUzfOpjaFrJY9y92/bx/cipzPzqb3Zu2oMrwYnfWzT/kTvRxdn94tcVWymNvJJqxDzjpK2edZFVVHK+wPC7F46+CqKcZxhx+MkPhibw42G9RWESIHmQ2SLilt7/dwE9rj2LFX+vJiktiTZdWpRq4Kd++AevDx5DwHfknMjN8hgjeQFNBF1XONx2mp/chPOu7x7lT3H0VEojLyoLhUbslqw7keTbY9SXRbnjnUnY8FpJQIIb0b1bIeOJmMsqGQ1wgmiQdDOSeL3ZguIaTRM2LtvKD29PZf+OAzhcDs7ufxo3PjeAlKrJee28uV42LNnMG7e9W8DAH0bphktMD7nG/J4AW1dtZ8Xfa2jf/fjYfJgyUimNvBG6aCdmZf0kEXFbq1YrLLZaEFxb9H0VQAV3h+rPemIuq3hsUO0LxFYLtGpWptJSyDqYzW0dH2LXpj158xY+j5+fx/3Goj+WM2bRyyz+Yzlv3zeerasK5wgqnYx9mTx68fO8v/INajWMpwl6g0pp5MXeAKVVz1c5KMqoQ7HpxyIqSNJNKP/CQnnq7eBoB54fiTsXTdooNGc7s1VUGL58ZRJ70vcVmZgOBnR2b9lLn2o34PuPE6cBX5Cf3/uN64Zd9Z+OEw0qaXSNDnoML0wtvle8WZSMuE431jRIAkgy4ALHyUjVkRDcTnwVC7chmpW3piz89e0cgv7wq919ub7/bOABgoEguzbt+c/HiQaVciRPcAtwMEadOSHZykNT0dGSrkUlXg7+NWCrgdjqA6Ccp4F/GTFz/ZVKELX/Wqj6trW4LkKSUhOj3odoQvN2TVjxzxpsNo2WHZuVOrkbKyqlkVd6gNhNugZDucwtKjpGEfT2Bd9LugaVOwH0gxypEesG93lgawTe3yGwnti6dDyojCeRmr8WeFfp+1HZ441i9bZ6SNJNSKHPcyxy3vVns+7fjfi90btOla4Y8+BHuJOMCmQJyW6e+u4h2nRpGbU+I0XMWkDRqVMnNX9+dJYC654/4eBNUTl2eFxIzd+MiTCLSocK7kVljwXvH6BVRZJuANf5iAhKeVEZz0HuRGJegCR1NFpCj5DGPah9/wM9E+OpQwA3pD6LlnBJbHXFCcFAkNcGj+H3z/5C6YqAL3AknVQMsDtstOnaktZdWtD3rgup1ahmuRxXRBYopTpF2j6i5wkROV9EVovIOhEpkitARB4UkUWhf8tEJCgi1coivFyx149xh2KM6CwqJWKrgVZlKFrNX9CqT0TcF+RbE+EEewuQKrEXduh+lG4s4lJZ74B+iCNuJQXkQsbTqGP0SfOjp75k+oRZ+D1+w8BDTKdXAv4gy/5axfdvTeHmE+9n49LNses8H6UaeRGxAaOAC4C2QH8RaZu/jVLqZaXUSUqpk4AhwAyllGnrwDV7M8BRarvy4/DIyeJYQ2UOh8wRoA6a0LuE6iQAvhmET+Phh+CmGGqKH74f+TPeHPPnUgL+ALmZuYy6+wNT+o/EJ98FWKeU2gAgIhOA3sCKYtr3Bz4vH3mRo5RulPmTJFTO1xzxn8YCHWVrbZn5YwDlW4DK/RHQwH0O5HyGeSGWOajcnxB3D9CqhQIOCqECIKmxl2YySimyD4VLVWEey/5aaUq/kRj5+sDWfK/Tga7hGopIInA+cEcx2wcBgwAaNWpUJqGHUUqB5wdU9oeGUXf1AFs9yB4NegbGiNqEu3fmCHRfRyThEsTePPb9R4ncbA9fv/oDv3/2F3annYsG9eDiW8/DZreZLS3m6BnPQc5EjIVRYo4fvjDe31DeOUas/8GHKJjOwwHOToitfHzBFYmsg9mIJnkrVOMBd7LblH4jMfLhBqjFfXOXALOKc9UopcYCY8GYeI1IYeFjZD4futBCJ3POh5he8QkgMAcCC1DZ76FSHkFLutpsRaVyYPchpk+YxaG9GZx87om0O7MtOzftZsbE2fh9frpccDKvDRrDlpXpeZEJYx/8mKkfTKfz+SfRrF1jul3aGYczlq4xc1D+FaEcN4dXviriY5GUF5X7BVraq6jktUYxc3GC8oPjeCTtNbMFmsKs7+bhcNrxeWL5RF88zgQnF93Sw5S+IzHy6UDDfK8bANuLaduPKLpqVHA35HxOwZF6HBj4PALGv8zhKHcvxBZ/S5wPs/C3pTzZ+0V0pfDl+vj6tR+p26wO6Wu2oweDKAWfPffNkQmrED6Pn7ULN7B24QYSkt28N+RT3vznedJqVm6XgPL8TvzEyudHgZ4FgJZ8ByrxOgisAq2WUaz8GCVcoRAzSEpNxO/10/XCk7n+mX6maIgkumYe0FJEmoqRJKMfMKlwIxFJBc4Cvi9fifnwLzNGKfGO2EJJr+KTgD/As1e9iifHm7faz5PtZePSzfi9foIBo6xZYQNfmNwsD7vT9zHmgY9iIdtUREvAyFQZhwTWome+g9KzEC0FcXY+pg08QOfzTzK1f6fbwQPv38ajn9/Deyte54kvHzDtibdUI6+M+Ks7gKnASmCiUmq5iAwWkcH5mvYBpimlsqMjFSORVKzzxB8V8V1oedXcdQQD5fMEFPQH+eubOQSDQbav30nGvkwAMvZnsm3djnLrx3TcFxC3WUD0bZD9KmrPOSg9w2w1cUG95nW4/P5LcLjMuQ59Hj+j7vqAE89sS50m5q6fqVCLoZRSqH0XQ2AD8eGmcWLoKKzFjdSahWgpJmgqnRWzVzPk/OfIySy/nPsOlx3NZkMPBEmumkTmgWzsDhsOl4P/e/NGzh1wRrn1ZRZ6zrehlMM2DNdNHMafu/uipQ03W0XccF/3J1g605yoFoDT+nRh2NcPlusxo7IYKl4QEaTqB+A4ibiQLjZw98Ew9m4g0fh/2mumGfiAP8DEl7/nulZ3MqDxbYx96COyDhZ8uGrdpQU2R/m6HvzeAN4cL35fgAO7DhHwBfBke8ncn8Vrg95h6Z/mXWjlhZbYB6k1E0l9ChIuw/i9C2OyS8c7zdz+44z8ueLNYNa3c7n5hHtNWwgFcWEpI0cpZYziHSeC6yJiu+ApnKBcIAepOQ2pMgSp8gRSayaa+1zTJA3r+zIfDZvI9nU72bN1L9+99TN3njIUX6hs2eH/d78qdsmtvDk+Jrz4Xcz6iyaiVUUSeiNVhoKWTEGj7jDCeXGZpI4K4s6MHT0HnpWXT8YsNq9I594znygy2IoV8es4LoRSOurgfeD7A5QH4+KK5gmdBGlvQvYY8M8tQZgXsdWDxP5R1BIZaxduYNEfywsUFfZ7A+zdvp+JL33PrO/nsmHRJjS7DV2PrTHYvTk+07AeLSIJUP0rVMYz4J2OsTjqAqTKoxBYizpwL6hdsRdmZaYsQLfenel2aRdmfTvX1Iib7EM5TBo9hQFDL4t53xXGyOOdAb7p+Qo7RNsfmg3o4P+35GYSP7nkV89bD2HmWDxZHj555qu8SVC9lKiZ8sZmt9EuTkuj/RfEVgepOqroBmcnqDUTlfEs5H4cQ0UJSJVhMewv/tE0jUc+upPV89Yxf+pivhwxiZyMGNd/DjHlg+mmGPkK465Rnh9BxXiZcsZwSk2P4PkGPSd6UaNloWbD6mhhVqJqNjHSPphEQoqbqx7qbVr/ZiAiSMLFGHM1MUJLQXmnF6mAdKwjIrTp0pJrHr+c95a/RmpNE5LJAbs2mfBkRwUy8kZ8fIyzw+jrI2jkgcxn87IBmkmn89qTUjUJzVb4ZxX0oDkXft3mtXln4ctxWfsy6jjaE9OJWH03ZDyLyhkfuz4rGDXqV+fLneN4+bcnY963WffeCmPkJaEvMR0VlQV1CLWvDyq08tAsbHYbr854mtZdWuBw2nG4HTRoVZcuF55sip5q9ary9vwXqd342MudAiCihcoJxpJcyHoLpeIhxDg+ERFOPOO42MfQm2TkK4xPXpydUUnXQ/b7GN9WnC0xD25H5XyMJN9mqozajWvy5qznOLjHCGO0Oexc09QcTbkZuTgTKsAK5Sihe/82Z/JVeYxMrM7jEUflmwspD2x2G7Ua1WDb2p0x61M0YcbEvznrym4x6xMq0EgeQEu5F6kxGRwnmC0lDF7wTDVbRB5pNVOpUb86Hz4+AV+uOUmalFLs237AlL7jgpwJJnXsh8znUfsHoO+9AqVnmqQjPjmw6yAj73wvpgYeQA/qvHzjaL546buY9luhjDyA2BuCf5HZMsKjxV+SrukTZ5nWt9IVabXi7zuJGcFtJnaeY0SiBZajMh43UUd8kbEvk1tPfpAfx5izaMyb4+WTZ77CE8Nwzgpn5JV/Gabn8A6LG0kcaLaIAgQCQXIOmRMuJppw4lltcborfxricOi5U0IFvs0mAJ6pKBVn7k2TmDR6CtkHswkGzLMhogk71sfuKaLCGHmlFHrORNT+682WEh5bPcTEla7hWDB1kWl9K12xdOZKnh/whmkazEJ5/oBDDwHmR1wZBFH6PrNFxAULf11qeo55b46PxdNXkJ0Rm/Oj4hj5nI8h4zlQcZplTz9otoIibFu309TSs94cL//8OJ+1CzeYJ8IEVNarHCkuEidkvXPMFvTOT+2m5maEBNB1nfcf/Yz+DW9l+d+ro95fhTDySgUh6y0KljaLM2zVzVZQhCYnNDItbOsw3hwfsyeVLdtohScQptaq2eR+hdpzNiqwtfS2lZBNy7fy2CUvMOvbOWZLAWXUYsjN9PDkpS8SDEY33LVCGHlUZimrXU0uoS0JSNIgczWE4aSz4yN8bvK4X4+tVZiSYLaCMPhB34M6eI/ZQmJO+tod3HXqUOZOXkhuZuyfsJxuB6KFt1F+b4BVc9ZFtf+KYeQlBaSYhVC2FuD+H+aE/LsANyTdEtIQP6ycs5ZbTrzPbBmAUVR55Zy1ZsuIIfE6yalDYDUqWLmSxZXGZ899jTfXZ9qK08GvXk/j4xqE3yhEvbBOhTDyIjZIGgwUHiG5kSoPg7015ozm7WBvhdiamtB38ezesoeHej7NlpVmhvAdwWa3sW9b2NrulRSTnyxLRIjLYidRZOU/a9CD5kTT2Bw2Lhl8Hlc9fGnYlMciwnGntIyqhoiMvIicLyKrRWSdiDxSTJvuIrJIRJaLyIzylQmSdDOk3AtSzXjD1gBSXwHnmZA9mlITiUWFbAgsQR0aisp80YT+wzPhxe/wZsdHIWMAvy9A687NzZYRO+ztzVZQPLY6oNUxW0VMqdeirqn9B4NBzu5/Gu3PPiHP0DtcDlyJLh6dcG/Ua7+W6uMQERswCugJpAPzRGSSUmpFvjZpwGjgfKXUFhEp9ylsEUGSroek61FKR0RDKb8RUqnMzRkDuZDzCSrpRsRm7uy9N9fLlPf/iCsf+Ol9ulKr0bGRv0b5l4J/ntkyisGOpL6CSDw/aZQ/A4b2ZfH0ZXhzjrjRnAkOOp7Xnh3rd7FpWfQmo0WEJTNWcPI5J/LM9w+zePpyFvyyhCo1Ujin/+lUr1s1an0fJhJHdhdgnVJqA4CITAB6AyvytRkAfKOU2gKglNpd3kLzI2I8gKicL0rP9x4rxAn+JWDrYaqMGRNnm5pWuDAiQo0G1cyWETNU1iji0yevQbXPEGccP2VEieO7tWbop/fw1p3jOLg7A00TelxzFv/35o2smbeOe896ImpRaJpNI/uQETQiIpx09gmcdHZs07JEYuTrA/lvdelA10JtWgEOEZkOpABvKKU+KnwgERkEDAJo1KjR0egtSO7XxE88sg6a+aPVLSvTCfjCT+TYnXYCMS4YopTi29d/osXJTTmn3+kx7dsUAuswPW41LKlw6EF0fT84OiApDyGO6PqC44luvTtz6v86kbk/C3eyG6fLcJF8PvzbqPbry/Xx+m1jWT1vHdc8fjmuhNiXIozEJx/u2a7wWWwHOgIXAb2Ax0WkVZGdlBqrlOqklOpUs6b5BvHoKfy12Qw/p6OdKWry0/TExiQkF41EsjtstO5ijl884A/y5m3v4veZu9IwJtiPIz4nXg9AcLMRjuybidp/BSqwyWxRMUVEqFI9Jc/AH9h9iH9/Wxb1e/Kh3Rl88/pPDDn/OVPcqJEY+XSgYb7XDYDtYdpMUUplK6X2AjOB6D8XJlyGOUWT3SBVQJKM/u1tkWofxoWv84zLupJSLRmb/chPa3faSa1ZJSar64pD6YqNS+NwkVA5I8m3Fx/uGzcoUF5U9ttmCzGVQ3sysDtjU9TF5/GzduEGVv6zJib95ScSIz8PaCkiTUXECfQDJhVq8z1whojYRSQRw52zsnylFkUSrzKibGJODuCEqp8jNaeg1fgasZkfsZCxL5Ofxv5K14s60KZrK5xuB+4kF10v6kDWoeyo53XTbFqxWSeDgSBJqYnRFRAHiOM4pOqHoac6O2jVgXhM0hYE32KzRZhK/ZZ1Yjow03XFun83xay/w5Rq5JWR8OIOYCqG4Z6olFouIoNFZHCozUpgCrAEmAuMU0oti55sAxEHJJi0CEntQ/Aitvrm9F+IlXPWck2z2xk35FN+eHsaGxZvoumJjRi/9i2WzFiBNzu6k4E2h43hUx/j3jG3FokH1mwaDdvUp77JoWyxQpwnI9W+hJShocLz8eimErA1NluEqTicDgY+eUXM+rPZNeqYkDsnomWiSqnJwORC771T6PXLwMvlJy0CXb5/Ifud0htGp3dUYCOIMVozcySvlOK5fq8VWLKdm+Vh47ItvHbrGPwxyLqndEWtRjWo17wOfe+9mC9fnoTTZUfXFTUaVOOp7x6KuoZ4QuV8DJkjiN98Sy7Tq5jFA5n7s7A5bAT9UV51atNIrVGFjufFft6uwpT/K4xSOurgnaGRkklkPIESOyg/ytkBSXsTMaFwyPb1Ozm4p2h2Tl+un2V/rYpRgQLF16/+yF2jb+GGp/vR584LWD13HWm102jVsVlczFfECqUUZI0kfg28DUl7HXGeZLYQ05k/bUn0Dbxd46TuJ/Dgh/+HzRbDwu4hKqyRJ7A6DhZBeY7MzPvmow7eg1T7IOYqNJtW7Kx9rFa+6kHFqrlH8tOk1Uyl60UdY9J3/OExoljiEgdUeRVxn2O2kLigVqMarJm/Lmp5bZxuB49NvI9TL+4UnQ4ioELkrqkY+ME3DxWMbd1IgLpNa1OnSfiQVH8M4+I3Lt3Cun83xqy/+MVtJNWLOzRIeRAtsZfZQuKGy+69OKrF5n0eP9+PnBK140dCxTXy9tbxdyGJA3RzEnE9NuFe010iAX+Q1wePMVVDPCAioYR6cYakIonXmq0ibtiTvo9DezK48qHeJFZJiNryBrOT81VcI48PXPFVbg8AuzkLjrIP5eBONmPNQEFWz1vPqHs+YMr7v5ObHS+rkWOPlnwjkGy2jHzYIe1VI6PrMY5SijfvGMd1Le/kxeve4suXJ1GzfnXuHzc4Kik42p3VttyPWRYqpJFXKoDadzXkfmO2lHw4IPkhRMwxtD6P3/SR/GG+e3MyI+96j+ta3MHuLcdW7vIC2JuYrSAfGmSPN1tEXDBt/HR+GT8dv9dPTkYunmwvW1al8+otY9ibXv6j7pYdm5X7MctChTTyeKdDcD3xk7dGIOk2tKT+pilo26111IsPlAVvjo9DezN54/Z3zZZiCkopcyO/iuAD32xUIN1sIabz7ZuT8RQKSFDKCAOOBltXbWPoRc9xzxmP8+1bk/HmxjYNeIU08so3r5RygDFGqiPJt5oqwZ3ooue1Z5mqoTB6UGf+1MXoevxkxYwFyrcYtffi0EAknnBAMD4KyZjJ4ayQseLLET8w7+dFLJ+1iveGfMq9Zz4R0zxOFdLIG0UPzPc/A6A1Qmp8aay+NZm23VrjSoyT7yWEpkncuJFigfKvRu0fCMF4LHeYhVLxuPo2tpx2aWfszthFj+d/QvDm+Ni6ahszJs6OWf8V0shLYm8IO4GkEZuPJOA6D2r8hlbr17hJbXDKxR0xrZBlGDSbxml9uh5bRj5rFBA/VbmKcPAm9FxzQ/rMpv+QvlStnYrDZc4yIU+2lzk/LYhZfxXTyGvVkKofgFYXo+6rG2zNkBo/Qq2FRPdjCVR5Bq3qSDR7w9KbxxBPtpe2p7YGMcL4bA5zIylciU7uHHmTqRpiTmAFUc8E959QcOhBVHCv2UJMI7VGFd6c/XzUfPClYbNrVK2TFrP+KuyKV3GeDDWnQ3AjYEfsoSIkKoBCIyoXmtYQqn6A5iiHgifliM/r5/MXvuGz577JK1isUKAUmk3Qg+aczPVb1CW1RhVT+jYNW3MIbqX4JOVVgKIpKGKOdxokDjBbhWlMnzCLQJTTGRSH3WnnokE9Y9dfzHqKAiIC9sLhSTbASflWpE+A1FfQEmL3w0SKUoohvZ5l2axVRSrSBwPmjig79Tr2Ss1J8u2o/bMpGPmlGfNIKUPA1QP2ng/65nLqsRqQTdlcREY++WOZBb8sMaVf0YTBI66j8XGxS5FeId01JeOh3EIrEwcZScdqz49LAw/w7+/LWLNwQxEDbzYOt4OrHrrUbBkxR5ztkaqjwdYE0EASIfFmpOavaAm90DQbUuML0JqUQ29uqPZGCduLW64v4Dq7HPqvuFStHftEgof59ZOZMe2vEhp5V/lU5rG3QavyAOI+Py4iZ4pjxd+rY5aELGIEXvrlcZLTksxWYgriOh2t5jSk9hKk1r+I+2zUoQfQ9w1Ez/4IcIO9HHK5iw0J7oWE3sYxC+CGtDfBeSZHHtjFeD/pJiSuFmrFnj53XYhosQ8IULpi7YIN7EnfF7M+K7S7JhwiGipxIOSM/w+LUdxIyiPlqitaVKtbFVeis8jiDjNJSHKza9NeTjjNbCXmIuJEz/4EMl/CcKco8C9C5UwAdy/w/cN/isRRQXC0Rtw9UdhDhe0xnh5SHkZzn4NynQ3+hajcHwEbknAJ4jz23Gj5SV+znWnjp1OjfjX2btsf8wlYm91G1sFsajaoHpP+IjLyInI+8AaGw3ucUmp4oe3dMUoAHk5B+I1S6unyk1k2JPlulMqFnAkYVXnCuTI0cPcFlWH4J/UdENwN9hZIyr2Is3OMVR8dZ115KmMf/MhsGQURMfVxOF5QelbIwOd3H3ogmA76Qf5bxSg3uLoh9hYASOowVJVHQM8witiEQoxFBJwdEeexmva5IAt+WcyTfV4m4AsQDASxO+0EYpipFYxSmI3axC7sulQjL8bZMgroiVGwe56ITFJKrSjU9E+l1MVR0FhmRGxIlUdRyfei/AvgwF2AD+Oishv/qn2EFiqaoJRu5P+WJEQq1sNNUpVEXvl9GE9fOYL92w+glCIY1KNeCKE4RISk1ATan328Kf3HFf7FRmZSVXiOyAO5nxN5BJgGOEGrAnoOaAmQ0K/IKmsRN9jivYi4eei6zss3jMKbr4hOrA08GCvBfR4fCckJMekvEovWBVinlNoAICITgN5AYSMfd4iWiLjOQNX82SjH5lsMjjZI4nVIKMZdz/kGsl42RkDiRCVejyTfiUjFma5ocXJTxq95i+3rd7J+0SZeHPiWaUa+TrNavPDzo6ZUwIk7tFTgv/wOGrgvRxytwHkS4oh96bjKxK7Ne8g6mG22DJwJTnZu3E3TE2NTYzcSI18f2JrvdTrQNUy7U0VkMbAdeEAptbwc9JULYquDpDxY5H3l+QUyhpH3OK38kP0+Ch1JuTeWEv8zIkL9FnWZNn46fm/sRyeGCLjwpnOo19y8erdxhf140GqG4ubzj9rthA/xtYOzmzEpa28O7r5omjUyLy8Skt2mrRnJT8AXoHr98k9pXByRDFfDTUEX/qYWAo2VUu2Bt4Dvwh5IZJCIzBeR+Xv2mJ+CVmW9SdFwy1zIGV9hc3wkJLvDr3SNRSCBgveGfs5lNW9k77bYRQ/EKyKCVH0PbA2MyVBJBlzg/p/xuggOJPkOtCqPoyUOsAx8OZNWM5W2p7bCZjfvKdOV4KT7VadRpVrsCh5FYuTTgfzr9xtgjNbzUEplKGUUXFVKTQYcIlKj8IGUUmOVUp2UUp1q1gxfri6mBLeHf18F4qB+7NFxdr/T0cKFhsVwAJO5P4v+DQcz5oHxebVnMw9kMeWDP/hu5M+kr90ROzEmI/ZGSI1fkGofG2suav2NpD4DtoYUjGN3g7MDOI7tyJdo8+jn99DouPq4k1wkVknA6XZwysUdqVY3LSr9JaclUqNBdWx2G64EJ+ffdA73jBkUlb6KQ4orAJ3XwJiJXAOcC2wD5gED8rtjRKQOsEsppUSkC/AVxsi+2IN36tRJzZ8/vxw+wtGj7xsA/jAaJA2pNbvCVtG5r/sTLJ250mwZgFEVp98jfXjqslcQIW/RVt+7L+KmF642WZ15KD0LlT0OcieB2CHhciTpekSiV2/UwkApxZr569mTvo9WnZpTq2ENgsEgF7r7l7s7x+G00+fuCxnw6GW4E13l8hQhIguUUhFXBi/VyIcOeiHwOkYI5ftKqedEZDCAUuodEbkDuA3D0ZgL3KeU+rukY8aDkVe+haj911PQZeOGKo+iJV5lkqr/hs/j49Kq1+P3xo+7yZXoxJvjK/Seixd+fpQTzzjOJFUWFgaH9mbg9/oZ0OQ2VBR89k1PaMTYJSPK7XhlNfIRxQuGXDCTC733Tr6/RwIjI+00XhBnB6j2ASrzZQisAa0OknIn4r7AbGlHTW6Wh0hu3LEk3OjIl+tl2kfTLSNvYRpbV2/jhavfZOOyLUD0KkOlmbxmpGIFhUcBcXZEqk8wW0a5UaV6CtXqpLF7S/ykkg2EqYKjlDkxyhYWALnZHu4543Ey92VGtQSDK9HFZfeau3yo4gSDW0SEiHDX6FtwJcaPbzfcReROcnFO/9NjL8bCApj55Wx8Hn9UDbzNrjFw2JV0vbCDqU/XlpGvhHS9sAOvzniatqe2jpuqTCKC3WEDMQz8aX260qnXSWbLsjhG2b15L56scspWWwyX3nkBh/YconfqQHrZr+L/ujzCyjmxLwt5zLtrKiutOjan6YkNWTF7tdlSAGjarjFnXt6V3EwPp1zSieO7Fb0B7d6yh39+XGiUDby0M1Vrp5kj1qJSsWXVNkbf/T5LZq7Alejiwlt6cNwprUhIdpMbJUNvd9lZu3Ajq+euw5trBB2smb+eh3o8xej5L9Kwdexy10QUXRMN4iG6prKilGLhb0sZeuFz6CYXDjlMz4Fn8dCHdxS7/avXfuSDRz8DEURA6XDv2EH0uOasGKq0qGzs23GAm9reQ05GTp5rxul20PG89uzZuo+NSzdHpbiO2CR8pI5Ar+u688D7/3f0xy5jdI3lrqlk5GTmckfXR3j8f8PjxsADrJyzltcHj+G5/q8z86vZBINHcrpsWbWNDx77HJ/Hjy/XhzfHh8/j47VBYziw66B5oi0qPN+P+rmI793n8bPglyXc/95tuJOis6q42FBMBXN//jcqfRaHZeQrGWMf/IiNS7fg98RPnDxA+urt/PTur0z/YhYv3zCKRy96Ic/QT584K2xCNdGEWd/Ni7VUi0rE6nnrw64ZCfgCvHrLO2Rn5MRc06G9meRkHm2ti7JjGflKxu+f/WVegrLSCA1uPNlels9azd/fG+46PaCj9KJPHUoZubctLI6W5u2bYHcWXWWqB3XWLtgQ03Qfh3G6jSyUscIy8pWMimIUPdke/vz6HwBO79sVhytMiUWlOPUSq9iFxdFz6Z0XhD+3TEQPBqnRIL6yUFpUILpc0AHNFv8/q6YJyWlGJsYWJzXl0jsvwJXgRNMEm92GM8HJDc/1p1ajOEhkZ1FhqdWwBq/OeDpurglXgpOz+58e0yyUVghlJeP2N25g+ezVZB3Iil+3DeBwOTj/xnPyXt88/Bq69zuNv76Zg2bX6H7laTEtkWZReWlxUlPqt6jD1tXFZJ2NMiKCZtOwO21cNKgnt7x4TUz7t4x8JaNmg+qMX/Mmv37yJ5NGT2Hrqm1RCRH7L4gm3DT8alp1bI5Sih0bduFKdNHipKa0OKmp2fIsKiEDHr2M128bi9eEgveaXePt+S/R6Lj6puSyj49nGItyJSE5gUsGn8e7S17lya8fwOaIr5/Z7rDR9cIOLPpjGQMaDWZQ+/u5ttn/cVe3oezeGj85dywqDz2uOZPrn+5nygpwV4ITn9dvWrGS+Lr6LcqV1fPX81z/1wn642skr3TFB49N4LFLXmDvtv14c3z4vX5Wz1vPg+cMQw8TaROO7IycmIaiWVRsel3fPXzVtGijoOkJDUtvFyUsI1+JeX/oZ0XyuMcDAX+QP7+eXUSbHtQ5sOsQS/8sueDJtnU7uKvbo1xW80b61riBe896nB0bd0VTskUlIHN/bKu9iRhZKG9/4wacbvMSBlo++UrMun83mi2hWEqaJ9ibvr/YbZ4cL3d3e4yMfZl5mf1WzFrNPac9xscbR+OMs3A5i/ghtUZKzNJbO90OTvlfJy6752LantIqJn0WhzWSr8TUblykzC5gpEA15bE1AoKBIG26tih2+8wvZ+PN9RVI3arritxsD39/NzcWEi0qKGMe+DhmPnkF3DbiOtMNPERo5EXkfBFZLSLrROSREtp1FpGgiFxefhItjpZrn7yySF55V6KTiwb1pEr1lLgz9K5EF2de2Y36LeoW22bHxl14sotmDvTm+GK6itCiYqHrOr9+MjNmed39Hj+ZB7Nj0ldplGrkxahmPQq4AGgL9BeRtsW0exGYWt4iLY6OUy/pxO1v3EBSaiKIEbrY5IRGXPHg/3hn4UtcfGtPI8d7HOBMcDJ4xHU8+P7tJbZreXIzEpKLJpVyJThpfrIVfmkRHj2oE/DHdt3IyP97L6b9FUckI/kuwDql1AallA+YAPQO0+5O4GvAGk7FCb9+OpMx931E9qEcUEZUy/p/N3Jr+wc4tDeTy+4xtyxZfhq2rsfFt/ZE00o+Jbte1IFajWvicB2ZTnK4HNRvWZeOPdtFW6ZFnJK+dgdv3/chT/Z9iUmjp5J9KJu5P//L1A//IH3tDuwOOy07NIuppiUzV8RFveVIJl7rA1vzvU4HuuZvICL1gT7AOUDnclNncdQs/XMlr986pkgES8AfJODP5fZOD9Py5KZm5GcKy44Nu5g2fjrdr+pWYiSCzW7jjb+eYfywifzx+SxE4Jyrz+C6YVeWeoOwqHzkZnsYcdPbzPjy77xkY/OnLGLU3e/jdDvw+wIEA0FcCS5O79OFLSvTjWvAF0CzaejB6IYX67qOzWbu03KpRUNE5Aqgl1Lq5tDra4EuSqk787X5EhihlPpHRD4EflRKfRXmWIOAQQCNGjXquHnz5nL7IBYFeaL3i8z+oeSiLJom6FGqUH80aDaNOk1rMWL6U+zctJuPnvyC9NU7aNquMQOHXUnrTs3NlmgRRwSDQe7oOoR1CyOLIrPZjfOrY892/DT216ivBNdsGlP9X5T7cctaNCSSkXw6kD+SvwFQOAlEJ2BCaOa6BnChiASUUt/lb6SUGguMBaMyVKQiLcrOrs17Sm0TTwYeDL/p9nU76d/g1gLv70nfx6I/lvLCz4/R7swi00EWxyjzpy5m66ptEbcPBnR2bd7LpmVbY5Lq4+wB8VGoPpLn23lASxFpKiJOoB8wKX8DpVRTpVQTpVQT4Cvg9sIG3iK2nHTOCWHzaFdUfLl+3r73A7NlWMQRa+avL/Niv4AvwJKZJS+2Kw80TWh2YqOo9xMJpRp5pVQAuAMjamYlMFEptVxEBovI4GgLtDg6rnjgfySmJJiWLyMabFgS3r23f+cBJo2eyjdv/MT29TtjrMrCLGo1qoE7TKRVPKDrRuK9eMAq5F2J2ZO+j0+f/YoFvywhsUoCe7ftI+tATqmTTTaHDc2mccZlXcnN8jJ70jxTKugUJqV6Mt/sKTia/33CX4y46W0E48ISgQFD+3L1Y9ZSjcpObraHa5rcRsa+2KYryI9oRtH5wriT3dw18mZ6Diz/QvRl9clbRv4Y4sCugwy/9i2WzFwBShEMBCn882t2jdN6d+au0beQVjOVQ3szuLLOzXHhvz/+tNa8/uezea8P7c1gQKPB+ArVs3UlOHl91rNW2uJjgC2rtjH8mjfZuHSzKeUiHW4HSamJ5BzKyTsP7Q4bNRpU573lr0UlZ01ZjbwVc3YMUbV2Gi9Oe5wvd45j/PqRVKtXFdEKLvN2Oh3c+sp1pNVMBSC1RhWOP62NGXKLsHbBBrat24Enx8vBPYf454cFaGHcUX6vnz8+/8sEhRaxplGb+oye/yKfp4/huqeuLHI+Rxu/x0/WgWwuuvU8qterRlrNKlxw87mMmjvc1KRk+bESlB2DJKclkZyWxKvTn2ZY35fZtm4nmqaRkOzikY/vonbjIyX3Av4AKdWTTVR7BJ/Hz80n3IceDKLZNBJTEtHDjNyUIs8l5cnx8sfnf7Fq7joaHVefngPPimnpNYvY4HDamTZ+BsqEJ05XgpOuF57M7a9dH/O+I8Ey8scw9ZrXYeziEezYuAtvjo9Gx9UvsqDonfvHs2DqYpMUFuVwFkE9GCRjX2bYNs4EJ2dd2Y0Duw7yf10eIXN/Fp5sL64EJ588/RWv/fkMTY43L7+3Rfkz9KIXTJt093v91GhQnS9e+o5fP5mJZtO48OZzuWhQT+wO802s5a45xsk6mM3e9P043Y4iBt6b6+Xn937Hmxt/Oenzo2mCPTRZ7Epwcslt59GmS0vGPfIp+3ccxBMq+ebN9ZF9KJsRN402WbFFefLFy9+z4u/VUV+9Gg7NptH+7OMZcdNoPn7qSzYt28qGxZt59+FPGNb35QqT1sCiEqKU4uOnv+SLF7/D4TKWf7fp3IJh3z5ISlXDPXNob2aZUrM63Y4ik6CxQNcVPa49g9pNatKtd+e8Cde/v59XZCJOKVi7cAO52R4SkuIz/M4icjav2MqHj08wrX89qLNr0x52b9lbYDDkzfGxePpyVs1dx3FdW5qmD6yR/DHLzK/+4ctXJuHz+Mk+lIMv18eKf9bwwoA38tpUr1u1TFkqzTDwh/n1k5n8/f08GrQ6kqa4WO0i2GzWqV8ZmDzuN/RgbCNqCrN19fa8p8X8BPxBVvy92gRFBbHO9GOUL1/5vsiJGfAFWDR9OQf3HAKMZGD9hlwa84iFo0EP6qxftInLa93M01eOYFjfl2jduUWBbJVgrAHodF77uIl8sAiPUoofx0zj2ub/R++0gQy98Hk2LttSpN2hPRnoQXNdIsVN9jqcdqrVrRpjNUWx3DXHKIf2hp+0tDlsZB3IJq1mKj6Pj5/e+TXGyv4b3hwvf371D2D4Sx0uO84EByKCZtOoXrcq94+7zWSVFqXx/qOf8e2bP+PNMQYi86f+y7K/VjJ6wUs0aHnkaa1R2wZmSSwREXC47HTrHXE4e9SwRvLHKJ16tQ+b8sDhtFO3WW0AZkyczcG9GaaEpZUHelDHm+OjYev6DB5xHcO+eYj3VrxO1dppZkuzKIHsjBy+ef2nPAMPxlyKN9fHhBe+yXtP13V+fu83MyQWISHFTY0G1XAnuXAlOqnfsi6v/PEUrgSX2dKskfyxytWPXc6fX80hJyMHvy+AiOBMcHLXqJvzjP/qeWvxZBUttVfR2LBkM83aNabtqa3NlmIRAdvX7cTutBeZ49GDOivnrAOMIiEP9XiKPVv3mSGxIGJMtAb8QU65qAMDh11J47YNY1ZPtjSskfwxSo161Xh36Qguu+9iWnVqzhmXdeXl356k+1Wn5bVp2KY+rkTzRyL/FaUrZv+wwGwZFhFSs2F1/N6ipfpEoGHruiilGHrhc+xJN9fAJ6clotk0CC2+83v8zPlpIe8/+nncGHiwjPwxhd/nZ82C9WxbtwMw0hzc9PzVjJo7nMcn3l8k1Ovcq88sMnFZUUlI/m83q+yMHEbc/DYXJ13N+c5+DL3weXZsjI8sg5WNtJqpnN63K86EgpPjzgQn/Yf0Zf2iTcYI3mQvYmJqEoWTP/k8fhZMW8zurXtNUlWUynEFW5TKjIl/89qtY1C6IhAI0qhNfZ767iFqNaxR7D7JaUm8/tezPH35CLasTC+1j4SUBHIzc8tTdrkgIsz9+V+S0pJwJ7rIzfRw8rkn0LhtZKtelVI81ONpNizZnLfidsG0RdzRdQgfrX2LpNSkaMo/Jnng/dtJSk1k2od/oAd1qterxp2jbqZ15xbMmbwg73cwExXUwybuc7gc7Nq0p8RrK5ZYWSiPAdYv3sTdpz1aoMCCZtOo16IO7694vdRHS6UU17e+k+3rSh652uy2mGcBLCsSWh0rmkaPq8/gnjG3lvr5l/+9mkfOf7bI/IQr0cVNLwygz50XRlPyMU3AH8CT7SUpNTHvd5r78788etHzJiuDNl1bsG7hRgL+gue80+3g081v5yX5K2+iUf7PooLz/cgp+MNMYu3dtp8189fTunOLEvcXEUZMf5rrW91VIOKhMPFu4MHwzx/29/7y0Qw2r0ynTZeWXHhLDxq1qR92ny0r08NGGHlzvKz/N7L6ohYlo+s6syfN58+v/8Gd7KJJ24asXbgRza7R89qzaHdmW4LBIIt+X8bGpZtjUoS7NNYt3IjD5SiQstuV6OK867tHzcAfDZaRPwbYk7437GOlpgn7dx4kfc12Ni7dQv2WdWnWrnHYY9SoV40rH7iEj58uUp+9wuL3BVg+azWr5qzjxzHTePijuzijb9ci7Rq2qU+4wb4r0UXzk5pEX2glR9d1nrj0JRZPX4Ynq+AgQgSmfz6L7v26MW/KInIzPfh8ftMNPBhPuBfe0oP0NdtZ+udKktOS6Hv3hfS5+yKzpRUgIiMvIucDbwA2YJxSanih7b2BZwAdCAD3KKWshN5xQpcLTmbpnyuL1MP0efz88PZUFs9Ygd1hI+APklarCqdc1IHTLu3KyeeeWMCVcdm9F/PliB/CLuGuyAQDQYKBIK/cOIpTLu6Aw+kosP34bq1pdFx9NizZkucL1jTBleik58DuJiiu+Gxcupk/vvgbPRCkap00Fk9fXsTAgzGv6cnxMuWDP0yfaC2MUoqUqsk8+8MQs6WUSKk+eRGxAWuAnkA6RmHv/kqpFfnaJAPZSiklIu0w6sCWWGnC8snHjtysXAaf/CB7t+3Piz12J7lo1r4J6//dGDbLpDvZTfuz2vLUdw9hsxlx8xuWbOL/ug4hECa8rTKQWCWBF6Y8RttTWhXZlp2Rwzv3jeePz/8i4A/QoUd77hx5U97CMYvI+fyFb/jkma/we/0oQBOJi8pjxVGzUQ32bCkaLeNKcPLWnBdoekJsC3ZHozJUF2CdUmqDUsoHTAB652+glMpSR+4WScTdPffYJiE5gdHzX6T/kD40a9+Y9t2P5+GP7mTb2h3FphH2ZHlYPH05MybOBmDGl7O5vfMjldbAg7Gi0p0YPqdNUpVE7h93Gz9mf8oU3xc8P3moZeCPgu3rdzL+yYn4PH7Dj62IawN/xhWn8sGq1znl4o6IJogIIuBKdNL33otibuCPhkjcNfWBrflepwNFHJci0gd4AagFhHVKicggYBBAo0bx/+VUJpJSk7jm8Su45vEr8t57ceBbJe7jyfby6ycz6XpRB16+YSRBf/xPrP4X9IDOz+//wcWDetCgdT1sNhvb1u3gm9d/YuOyLbTp0pK+d19IjfrVy7XfDUs28d3IKWxZtY0mbRvQqlNz5k5eSE6mh+5XnUbPgWcWcSFFQsa+TL4fNYVFfyyjXrPa9L3nIpqeGH7OJVZMGz+9QkzQHyY3M5cr69wCGCk/EqskcuYVp3DBjefS4uSKUUM4EnfNFUAvpdTNodfXAl2UUncW0/5M4AmlVI+Sjmu5a8znyT4vMfuH+SXmpunWuzM9rj2LV24cRU5G/MXARwOb00ZicgIDhvRh/LCJ+L0BgoEgdqfdeET/53katg4fiZOfA7sOsnHZFv76di7pq7aBJuzfcRC/10/TExvR45oz+PyFb1kzf0Oxx3AlumhxUhNe+WNY2CpDuq7z68czWPDLEpqe0IjLH7gEu93Ovh0HGHzyg+RkGAWmjWRtDh7/4l66XtTxP30//4WnrxjBn1//Y1r/ZcXutBeIyS9L6HG0iEYIZTqQf9VIA2B7cY2VUjNFpLmI1FBKxc+yL4siDB5xXWhC1hs2F7wrwckFN51boUZe5UHQFyRzfxZjHvy4wPsBX4CgP8g794/nuR+HsmzWKqZ++Ad+j5+z+51Gx17t+e7Nn/nt0z/ZttYoOF7cDXT7up3M+nZuqVq8OV7WL9nMrG/nctaV3QpsyzqYxbXN7yDrQHbeex8++QUj57zAj+/8Qub+rLzfzkjW5mXELe8wIX1MkSpgR46Zjd/rj1oSt+YnNakwRl40Iegv6J48HHq8et462nQxtxhIpERi5OcBLUWkKbAN6AcMyN9ARFoA60MTrx0AJxAHmYMsSqJus9p8sOoNfnhnGrMnzWfN/PUFtgf8QRKrJNCyY7NSQ9acbgcJKQkc16Ul6xZvZG/6/mhKNw2lFP/+tpT3H/+cr175Ab/XuDn++c0/6EGdgK/8b4ieLA+zf5hfwMhvWr6Vpy9/pYCBBwj6gzzc82lcia6wN+fsg9n88M402nRuQatOzfNGo/t3HmD4tW+x9M+ViAi1G9fkofF3RFTV6MDuQyz7axUpVZM48czj8ibqw9Hj2jNNreRUJlSRrAWAEVl1cHdG7PUcJaUaeaVUQETuAKZihFC+r5RaLiKDQ9vfAS4DBoqIH8gFrlJmLaW1KBOpNapwzWOXc2hPRoFl+2CEFr58wyg+WjeSxybcyzNXvgoiBANBbDaNTr1OAjF89+f0P51zBpyO3WFnx4adXN/6LtOLOUQLvzfA5899U+A9X250q2IlpSUCxurlIRc8x4GdB4ttm7Evi4a1q4Td5vP4eW/IpyhdUb9FXV785XFSqiVz/9nD2LF+J8GAcTNPX7Odh3s+zfur3qBGvWrF9vXpc1/z2XNfY3faUQoSU9y8OO3xYlNGbFu7s4gLJF4pzoT5vQHadC15AWE8EVGcvFJqMjC50Hvv5Pv7ReDF8pVmEUtmfTs37IW3f8cB9m7bT9eLOvLp5rf58+s55GZ56HLBScVeyHWb1aHXDefw87jY5PrW7BqaTQh4K69badu6nUx+7zfeuv3dIsvow3HBDecy/smJYVco52Ya6Rk2rdjKiwNHctXDvdm3bX+egT9MwB9k8ru/MvDJK4scI/NAFlM/+INPn/sav8ef5+7zZOUy5ILn+WTjqLAuobULNlTY+gRghB73vffiuFrRWhrWilcLAFxJ4bM06rrCFcoGmFqjChff2hMwJhXfffgT/v19KXWa1OKKB/5HStUkNizdwpzJC/n1oxkx064HdPT4Hxj+JxZMXcyCqYsjamt32rn8vkvYt20/k96ZhtPlIPtQTpF2QX+Qf39fWmz1Ir/Xz7a1O/JeK6X46rUfGP9E+JuH0caYK1g9b30RV89f387hmzd+jOs5nuKeMjRNaH5SE655/Aq69e5sgrKjx0pQZgHAt29N5r0hnxW4eG12jRNOP45Xfh9WoO3ebfsYfPKDZGfkGheEgBj/qdCjtMqC3WnnuR+H8MsnM9m2Zju1GtVk5pezi3U/JKUmkpOZG/a3cye5uOzeiznjslOYNn46P7w9LW8eotj+HTZadWrBededRZUaKWxdtZ3vR01h/44D5fL5yhO704bNbqNRmwacemlnVs9dy5wfFxZpZ3PY+HrP+yRVSTRBZUHKGl1jGXkLAILBIC9e+xazvpuLzWEDBdXrV+OV34dRvVAx4tcHj2XK+7/H9YjMonyJh4RgsUBsggozl2Rz2Pj+4Pi4KOdnZaG0OCpsNhtDP7uH9LU7WDN/PbUaVuf409qEjQWeP22RZeCPMY4FAw+ENfBgRI9tWra11Iyt8Yhl5C0K0KBlXRq0rFtim7SaVdi1aU+MFFlYmE8woFOlRorZMo4Kq/yfRZm54v7/4S6P2q/xUwbTwqJYbHYbLU5qQt2mFTNXkWXkLcrMmVecypUP9cbpdpRs7Esx4vFU7NjCojCJqYm4Epy07NiMYd8+ZLaco8aaeLU4arIPZbN63jqeuPSlIrnq7Q4bNw2/mrSaqbxy46giMdhgTOZpNonKKlELi/9C++5tuf7pfqTVTivVfRlropFq2OIYRilF+todbF6ZXiQELyk1iQ492vPQh3fgTHBidxjL2d3JbtqffQJ97ryQMy4/hXrFXCR6UKd+nF1AFhaiCQOHXcUJpx8Xdwb+aLAmXi2KZeOyLTx12Svs3bYPESG5ahKPfn4vJ5xWsB7MmZefSssOzZj64R9k7M/ilIs60qlXe3Zu3M09ZzxOTkbRhTiHyc300G/IpUx44bsofxoDm8NW6VMmW/w37A47rvKYc4oTLHeNRVh8Hh/9Gw4mY19mgffdSS7uGHkT86csxp3opNeN5xQx+oe585QhrJ6/vsQFUg6Xgy+2j+XKujdH1W1jd9pJq1kF0TT2bLWSo1oUT0Kym7tG30KPa840W0pYrDh5i3Lh7+/n4fcVXdnozfXx+q1jCfgCiAh/fDGL/o/04erHLi/Q7tDeDNYv2lTqCliHy86VdW6OKB/L0aBpGk3bNeLy+y5hw9LNfPnKpKj0Y1F50HVF47YNzJZRblhG3iIs+3ceDDuyVrrKy+2hlMKb4+Oz57+h1w1nk5SayO+f/cW6RRup07hm6TUghRILkZSUrbB2k5oRxerrus7mFem8cdtYYwGXlXXBogSMlAzNaNmhmdlSyg3LyFuE5YTT26DZIpuX12w2pk/8my9fnkROZi6ebC/uJFeJqyST0pLIPphd7HagxHS0HXu2Z/K7v0akL+ALVIjUthbmoyvFgx/cYbaMcsWKrrEIS6uOzel0XrsCE1DFGX3RhBlf/M3BPRl4so0EZ55sL0rXsdltecdISHbT5ISGfL3vAwJhXEFlYcf6ndjsxRensLA4GhwOO3MnF01QVpGxRvIWxfL4xPuZPO43fh73KwF/kI7ntWfS6Kn4cgvGxIvAukWbiozclTLcJYNevpbdm/fQuktLuv2vEzs27MTvLX1kbbNrYePrAZbNWh1R/hyn20EwqFeoiBqbw4bS1TGTLyaeCPiD5GZ5zJZRrlhG3qJYbHYblww+j0sGn5f3XqM29Rl55/vYncYoWkR49odHGHLBc2FdIoePISLkZOYy7LJXmD91EbpeugErqbJUceluRRO6nH8yG5dtoW6z2lz92GW8N/Qz1i7YUCGMps1p4+SzT2B+hLnjLSJDRKhevxrN2zdm49ItVK2dyoYlW4qcR3aHjS4XnGySyugQkZEXkfOBNzDK/41TSg0vtP1q4OHQyyzgNqWUdZZWQi646VxO79uVRX8sx+l2cPK5J+J0OTi7/+n88tGMAobe7rBx5uWn5KUvePn6USyYtihi//jRhPcmpiRw1cOXcuIZx+W99/gX93FLu/vyKiLFMyqos/CXJf/pGKJJpcvrr9mEus3qsCd9X5EnyeLofP5J3PTC1ayZv54mJzSiTZcWBVJpvDroHf74/K88F6M7yUXPgWfRrF3jqHwGsyjVyIuIDRgF9ATSgXkiMkkptSJfs43AWUqpAyJyATAW6BoNwRbmk1I1mTP6Fvx5b335WtYu3MC2NTsIBnVsNo1ajWvyf2/eCEDG/kzmTF4YkZsmPw63HU3T8Hv86BEYLp/HT4NWBVcp1m5ck+SqSRXCyP+XuriaXaNKtWSyD+WWWtij4iGccVlXvn1zculNQyyavpwGrerSvH2TsNvvHXMrZ1x2Cr9+PBPRhB7XnEnHnu3KSW/8EMlIvguwTim1AUBEJgC9gTwjr5T6O1/7f4DKE2RqUSqblm9l+7qdPD7xfvZs3cvm5ek0bFOP9t2Pz6vzmbk/C5tdwx++alyxaJrGa38+y8vXj2Tj0i0ltnUlOOne7zSq1k4D4NC+DMY/MZF5U/7lwM5DR/PRyp12Z7XF7/Wz8p+15XpcETj1kk70e/hS7jvriXI9djygB3UmDP+uTPvYHTbWLtjACacfF3a7iNC510l07nXSfxcYx0Ri5OsDW/O9TqfkUfpNwM/hNojIIGAQQKNGjSKUaBGvZGfk8Pglw1mzYD02u42AL0C33p15+KM7sTsKnlp1mtQKvRe5lddsGm26tqTlyU1p1bFZqUa+1w3duf1148nh69d/ZOwDH0U0+jf6kjKNoo2nfonYpSSacPxpbRjxx1MAPNvvNWZM/LuUvSJHKZjz00JWzF5T5qelyorSFUmp5pfrM5tIQijD5YMNe2aLyNkYRv7hcNuVUmOVUp2UUp1q1qwZuUqLuOSN295l1dy1eHN85GTk4vP4+XvSfL546fsibW12G7e9fn2ZcoK07tyCZyY9AkDvOy4otf0Pb09j8YzlLPtrJe8N/SxiAw+UeZGUUsXPGYgIriQX7lBxdLvDRkKym3vHDMprM+ila/K2lxcBX4ADuw6W6zHNINL1GSUiULNhDZqcYA0mI/k204GG+V43ALYXbiQi7YBxQG+l1L7ykWcRr/h9fv78+p8io0Zfro8fRk8Nu895A7vz3I9DEK30PPJ2p41gIMjIO95j47IttOzQjHZnhn/sPoxS8PTlI/h+9FT8nrL5pKtUT8HpcpRpn+J1KGo1qI7dacfutBHwB9F1xZOXvkTGfiMXUK1GNRkx/SmcCc4yHduR4CAxJYHktCRc4fatoPOtNoeNFh2aMuDRvtz68kDcSe7/dLxqdary3E9DrJoFRGbk5wEtRaSpiDiBfkCBBCAi0gj4BrhWKbWm/GVaxBsBXwBVTBhkbnbxE5ztux9Pi5OaFrvdyDGvgQ5r5q/n109mcucpQ1jwy2K6XNShVF0+r5+dG3eX/gEKkZOZy9ilI+h9Ry/cSa6IbkQlsW3dTnIycvNSQ3iyPOzctId3H/4kr02rjs3LfGMRhPvG3cbl91+CN8Iok3jHmeBg7OIRvD3/JW54pj+97zyfdmcdl2foNZuG0+XAmeBEy/e7iCZoNq3Ab2V32Gh8fEM+2/J2ha3kVN6UauSVUgHgDmAqsBKYqJRaLiKDRWRwqNkTQHVgtIgsEhErvWQlJyE5gYZt6hd5X9Ok1AiFW18ZWGQU6kp08tD4O+j2v06gFIHQQic9qOPN8THilrf5eNiXperSROhw7ok43GUzntXqpFG/RV3uePNmJmV8TO87LvhPK2r1oF4kLj/gCzDzy9kF3qvfsk7Y/V2JLmz2opdn0B9k9qT5fP7CN0etDSjzE0RJVK9flSo1UnAlOHG47NRuUjPi0o4iULtxLRq2rpf3ns1m45lJj/DYhHs4/4az6XPXhYycN5yxi1/hzCtOpVqdNJqf1IShn97NdwfHM2BoX2o1qkHtxjXpN6QPI+e8gM1mrYY+jJVq2OKoWTlnLQ/1fJqAN0DAH8DpduBKdDFq3vBSR1FL/1zJ+49+xqblW6nXrDYDn7qKrhd24LKaNxZJbwxgc2g43S5yM4tPaAaQViuVGvWrsX7RRiI9tR1uB7e/fgMXD+qZ997Xr/3Ie0M/K/dQxKTURL47MB4w3DpXN7mNPVuLejfPvfp0/vlxIdmHiubit9k1lFJFJ4oFqtZOJWNfVt4K38PuisPXucNl55wBp9NzYHcev2Q43lzvfwrbdCY4uf/dwZx1VTf27zhIctUkEpLcTJ84i+f6vV7ivja7jZRqyYyY/hSNwgwYLMJjpRq2iBnHdW3Ju0tG8N3In9m8fCttT23NxYPPo2qt1FL3PfGM43ht5jNF3k+umhTWyAtSrHsIDJ+u0+1AD+qsX7ypoIEXSvRV/+/2Xlx0S48C753WpwvvP/pZ+B1KOR4Y0TogBUbzdqedM684Ne/1itlryDpQNEmbZtOwOx3F3mCKS/WQkOSmaq1UDu7OMGRqwqn/68Tpfboy69u5aDaNXtd3p8uFHRARvtg+ljduf5cZX/x9VKmebQ4bA4b25ez+pyMi1GxQPW9b9ytPw5Pj443BYwssfrPZjc+WmOJm0EsDOeuqU3E4y2cuxCI81kjeIq74fvQUxj30CZ6cI6GWDpedbr07s2HJFrat3VHAcDrdDi64uQdturQAgTdvf7fIoqfSVoBectt53DXqliLvf/vWZMY9/IkxClaEXBACSuHPv2pXwGY7kmfHlehi4JNX8O2bk8nOyMGb7cWV6KJmw+q8/tezpFRNBmDmV7MZcdPb5IR5Oul2aWdQRl7/iBHD1ZE/p09Cspv3V71BjXrVwu6Sk5nLbR0eYu+2ffhKmKwW42Pn0alXex7/8n4SkxNKlBQMBtmychuuBCfpa3awZWU6jds2oEPPdpZL5Sgp60jeMvIWcYWu64y+5wMmj/sNp8uB3xfg+G6tGfbNg2Tuz2Lohc+ze8uevLj8W166ht7/Z4RXfv3aj4wb8mmZ0wo73Q7GLHqFBq3qFdm2Y+MuZn07F6Xgl49msGnZ5gLGzhZK3VCvWW3mTllEzQbVufy+SzjxjOPwef3M/n4e6Wt30PTERnS9qEMBw7Zr8x5uOO7uIpFArkQXt7x4NRfc3INLkq8pNueOw3VktH/4KabwiNzhctB/SB+ufeKKYj9/dkYOk0ZN4a9v53Jg1yEO7j5YIGrKmeDgnH6ns2HJZqrVq8rl915C++7HF/+FWkQVy8hbVAoO7D7E5uVbqdWoBvWaH5mcVEqxcekWMvdn0apTMxLyjSSX/bWSIRc8l5eL5DBOtwM9X7GTwtiddm58bgBX3H9JsXpyMnPpW/2GsJkvk6sm8e2+D8v4CQ1eGzyG3z/5M+/JxeG0U71eNcYueYWE5ASevuIVZn03r4ChFxHadmvFyeeeyF/fzCE5LYlm7Zrwy0fTw2ZQPLv/6Qz99O6I9AQDQT547HO+HzUFX66P2k1qccdbN1W6pF0VGcsnb1EpqForNaxvX0SKTSB1/GltaN25BavmrM0LL3S4HNRvWZfT+nThs+e+CTsq1mwaDlfJl4LNrlFcyLXDefSX0d2jb+G4rq34fuRkcjI8nN63K1c93Dvv5jX41etZ+ucqcrM8eHO8RgSL28H9426jYev6XDfsKsAouj7lg9+LHN+d5Cq2Bm84bHYbNw+/hhufH0DAF8DpLr8oHAtzsIy8RaVBRHj+50f5asQkpnzwB3pA5+z+p9F/SF8SUxI49eJO3H3ao0UnGRWccdkpJR7bleCiQ892LJi2pMBo3ul2cN713Y9as6ZpnH/D2Zx/w9lht9dqWIMP17zJrx/PYPX89TQ9oRG9bjibKtVSCrRrekIjOvZsx8JfluTd4Gx2G8lVk+hxbdkLUmuaZhn4SoLlrrE4ppjywe+89X/j0Ow2BCNS5f73b+OcfqeXuu+BXQe598wn2L/zAHpARzShVafmPD95KK6E8k1RcDQE/AEmvjKJn8b8gjfHR7dLO3PDM/3yErZZVA4sn7yFRSkc3HOIuZP/RUToelEHqlRPKX2nELqu8+9vS9m5cTfN2jcpkqPcwiLaWEbewsLCohJTViNvFfK2sLCwqMRYRt7CwsKiEmMZeQsLC4tKjGXkLSwsLCoxlpG3sLCwqMSYFl0jInuAzVE6fA1gb5SOHQ0qml6oeJotvdHF0htd8uttrJSKuH6qaUY+mojI/LKEGJlNRdMLFU+zpTe6WHqjy3/Ra7lrLCwsLCoxlpG3sLCwqMRUViM/1mwBZaSi6YWKp9nSG10svdHlqPVWSp+8hYWFhYVBZR3JW1hYWFhgGXkLCwuLSk2FNvIicr6IrBaRdSLySJjtV4vIktC/v0WkvRk68+kpTW/vkNZFIjJfREpPch5FStObr11nEQmKyOWx1BdGR2nfb3cRORT6fheJyBNm6Mynp9TvN6R5kYgsF5EZsdYYRk9p3/GD+b7fZaHzInwV8RgQgd5UEflBRBaHvuMbzNCZT09pequKyLchOzFXRE4o9aBKqQr5D7AB64FmgBNYDLQt1KYbUDX09wXAnDjXm8yReZJ2wKp41puv3e/AZODyeNYLdAd+NEvjUehNA1YAjUKva8W75kLtLwF+j2e9wFDgxdDfNYH9gDOO9b4MPBn6uw3wW2nHrcgj+S7AOqXUBqWUD5gA9M7fQCn1t1LqQOjlP0CDGGvMTyR6s1To1wOSADNnxUvVG+JO4GtgdyzFhSFSvfFCJHoHAN8opbYAKKUq2nfcH/g8JsrCE4leBaSIUfklGcPIh6/4Hn0i0dsW+A1AKbUKaCIitUs6aEU28vWBrflep4feK46bgJ+jqqhkItIrIn1EZBXwE3BjjLSFo1S9IlIf6AO8E0NdxRHp+XBq6NH8ZxE5PjbSwhKJ3lZAVRGZLiILRGRgzNSFJ+JrTkQSgfMxBgBmEYnekcBxwHZgKXC3UqpotffYEInexUBfABHpAjSmlMFrRTby4WquhR35isjZGEb+4agqKpmI9CqlvlVKtQEuBZ6JtqgSiETv68DDSqlgmLaxJhK9CzHyfrQH3gK+i7aoEohErx3oCFwE9AIeF5FW0RZWAhFfcxiumllKqf1R1FMakejtBSwC6gEnASNFpEp0ZRVLJHqHY9z4F2E8Rf9LKU8e9nKRZg7pQMN8rxtg3I0LICLtgHHABUqpfTHSFo6I9B5GKTVTRJqLSA2llBmJlCLR2wmYEKpxWgO4UEQCSqnvYqKwIKXqVUpl5Pt7soiMjvPvNx3Yq5TKBrJFZCbQHlgTG4lFKMs53A9zXTUQmd4bgOEhN+k6EdmI4eueGxuJBYj0HL4BIORi2hj6VzxmTYqUwySFHdgANOXIJMXxhdo0AtYB3SqI3hYcmXjtAGw7/Doe9RZq/yHmTrxG8v3Wyff9dgG2xPP3i+FG+C3UNhFYBpwQz99xqF0qhm87ySytZfiO3waGhf6uHbrmasSx3jRCE8PALcBHpR23wo7klVIBEbkDmIoxK/2+Umq5iAwObX8HeAKoDowOjTYDyqTMcxHqvQwYKCJ+IBe4SoV+zTjVGzdEqPdy4DYRCWB8v/3i+ftVSq0UkSnAEkAHximllpmhN1LNoaZ9gGnKeAIxjQj1PgN8KCJLMdwlDytznuwi1Xsc8JGIBDEir24q7bhWWgMLCwuLSkxFnni1sLCwsCgFy8hbWFhYVGIsI29hYWFRibGMvIWFhUUlxjLyFhYWFpUYy8hbWFhYVGIsI29hYWFRifl/ywZzw28jl8kAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n", + "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : banana\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in banana mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in banana mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in banana mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in banana mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"banana\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "d8f1c382", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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VyfF6ibZaq+UDwHDkBganONN37mDKls248+exe+Hmqb/yz+ibQxyPEKJYOt4P9+nHmKlTgnLbLYqJc5o15/Gz+lM7MpI/tm9lZ0oKLRISOLdZi1I5ycpkf3oa7y9bwrJDB6kTGcUdPXoWWn3rV1XeXrKQb9evxeP3k+Bw8GS/gVzc6oxKtLrsGKEVA4NTnOt+ncziA/tDtkdYLPx0xUja1qpd6rH/3b+XV/9dwK7UFGpFRnJvz95c2a4DSdnZXPbTRNJcTrK9XiItFuLsDn658mpqR4ZWl54KHEhP56IfviXb681L33SYzTx6Vj9u6NRV95yX/5nPxI3rQqptPxk6nH5NEivD7BJhhFYMDKopBatBc1GECLuvuPRrnEi/axNDtj87fw5HszLxBxxitteL2+fjuflz+WjosDJds6L4YPkScvI5cdAqZ99avIiR7TqGvE24fF4mbFynW2377rLFIY5cSnnKhl0MR25gcIozrNUZbE46HuJwFIRuXnl5MGfPrjwnnotPSmbv3sl9f//J5qTjtK5Rk7t69KJNGd4IypPlhw+G2KyhVcW2rFEjaGuK0xkmYRP2p6cD2uLpa4v+YfLmjbh8PrrWrc/zgwbTpuapVZ1uaEQaGJziXNWuA21q1sorGrIoCnazmbfPH1LoYmZZCDfz9EnJnzu2sSs1hb937eCKyT+w/NDBCrGhpNQLo/boVVVqRITm39eKiAyb/tk2ICNy11/TmLRxfd5Mf+WRQ1w5eRKHM0NUSKoUw5EbGJzi2MxmfrxiJG+ccwFXtm3PrV17MOPa0WEX8bx+P3/t2MbTc2fz0YplHMsKlQUoinObNQ/r5HJDF5qeiY/nF8wt8filQUrJwYx0knVkCgDu6N4rqPoWwGYycXZiMxIcESHHW0wm7u3VJ+Qcu9nMQ737sjctlUUH9uMuUPrv8fv5Zt2aMt5N+WKEVgwMqgFmReHClq24sGWrQo/L8Xq56udJ7ElLJcfrxWYy8dGKZXwx7NISpRI+O2AwG44fIzmgqugwm8n2enWP3XIiCVXKCtVkWXRgH4/M/Js0twtVSrrWrc97FwylVuTJitX+TRJ5uv8gXl24AL/UNGPObtqMN88NX9B0U5du1HA4+GD5Uo5nZ9GuVh0eO6sfHevUZc6eXVhMCu5gP45X9bMp6XhF3WqpMLJWDAxOMbx+P8sOHcTl89KzQSNibLZin/vhiqWMW740ZBZZOzKSxWNuK5Gz9akqc/fsyks/fGLOLN3+mlFWK+tvv6fY45aUvWmpDJ34bVBmiVkImsUnMP3aG0LCQB6/n4MZ6SQ4HMTZQ0MqxWVfWhoXTPg65LO0mkyM7tSVx/v2L/XYpcXIWjEwOEXJnUwJIVh39Ag3Tp2Cz6+CAK9f5bkBZ3NV+w7FGmvqtq0hjge0DkK7UlJCFvwKw6wonNe8JecFIjg7UpL5aMWykFS9Gzp1KfaYpeG79WuDZAdAi9UfzMxg3bGjIc0zrCZTiTRwwtEkLo6+jRNZuH9fUA6/VTFV+D2XFMORGxhUEcezs3hm3hzm7t2NAAY3bcaiA/vJ9HiCjnv+n7l0rlcvpIpTD1uYxU9VyrCa6sXl9m49ScrO5sdNG7CYTHj9foa3bsN9vfqUadyi2J+episjrCA4kpVJZyquC9K4IRfx1pKF/LhpA06vlx71G/DswMHUiz612ugZjtzAoBLIcLs4lJlJw+gYom023D4fl/44kePZWXkpczN379Jt5uD1+/lp0waeLqCSqMfV7Tvy0r/zg2bNAmgUE0uTuLhS2787NYUtSUlc1qYd9/fqw8HMDBrGxJQpdFFc+jRqzKID+0PSL72qn461K7avp81s5sl+A3my38AKvU5ZMRy5gUEF4ldVnlswl583b8SimPCqfq7t0Il2teuQ4XYF5T3rNZMArTtQustVrOtd2a4Diw8eYM6eXQCYhYLdYubjUhbxeP1+7p/xJ3P37MGsKKhS0jwhgW8vubxIJ+5TVXanphBjs5WpEfQVbdrz+epVJOVk583MHWYzF7c6gwYxMaUetzzYk5bK9+vWsj8jjd4NGzOibXuiS7CmUV4Yi50GBhXI2CWL+HzNygJ6JloeeMEQSjgiLBbeOe/CImVs87P1RBKrjhymdkQkAxObljrf/KMVyxi3YmmI/QMTm/LpRZeEPW/6jm08OXc23kCzig516vLhhRdTS0cXvTgk5+Tw4YplzNy9gyiLlVGdujCyfccyZcpsSTrOu8sWs+H4MRJj47m3V2/OLEFmz8L9+7jtj9/w+v34pMRuNhNvdzB15HXUiAhNdywPDBlbA4MqoOMnH5BVTIcNmpMUQuD1+5FoTrxr3fp8NfwyTGHyuiuSPl9+ylGdPHSLorD2trtx5OtslMum48cY8fOkIOdvFoLWNWsx7erryXS7MSlKUFekymb9saNc/cuPuHy+vD6qdrOZsecN4YIWhad4grZA3efL8SGt+yyKwnUdOvP0gKLDYKXByFoxMKhk1EADieJiVhTqR8fwyuBz+XnzJrI9Hi5q1ZoLWrQqsxNffeSwVmbu9XJhy9YMbta8WLNZpze8lovH79d15F/pNI/2ScnOlGTO++4r9qanAdC7YSPePPeCKhHhenXhgqB1BNA0bV74Zx7nN29ZpKbKwYwM0t2h4S6vqjJz944Kc+ThMBy5gUEFoQhBq4QabE9JLvJYkxAMadGKZ/oPokZEBL0bll9nmw9XLOWjFcvyZp+z9uzirEaN+Xjo8CKd+aDEpkzbvjVEwyQxLp5Yu75U7qHMDN14v9vvZ2dqSt7Piw/s58qfJzHn+jGV/rax8bh+Qc+JnByyPJ4i49wRFkvYNY0oa+XHyI0SfQODCuSp/gOLPCbSYuW9C4by6uDzyj22eiQzk3HLl+LMF0LI8XpZdGA/C/fvK/L8R8/qR5zdkdcM2qKYiLBYeKLvAD5ZuZxHZ/2dp0WSS9/GTcKmQebHLyXJOTks0pHorWhqhvmcLYqi+5ZRkBoREXSpWw9zgQehw2xmVMfO5WFiiTBm5AbVmg3Hj7Hs4AHi7HYuaNGKKKu1qk0KwuXzYRYCXyFrUR6/j/v//guJpGWNmrw6+Dw61QmfVufyeRm7ZBGTN2/C7fcxoEkiT/UbpJvBsejAPkxCAYJDHTleLzN27aB/EZrbdaOimX7NKH7YuJ4Nx4/SskZNetRvyL1//4HX78ft9/PXzu2MW76U30ZeR82ICK7r0Jnv168jxZmTV8hjEkJXmdAvJQcy0gu1oSK4s0cvnps/Jyi8YjebubZD57AaMwV5/4KLuP7XyRzMzEAJrGsMa9WGq9p3rCizw2I4coNqiSol9/39J3P37MKnqlhMJl74Zx7fXnJFSKVfVXIwI0OLt4Zx5GZFQQI+qTm8rSeSuHbKT8y4bjQNovVT626e+hurjhzKq+CctWsXKw4fYs71Y0LCHREWC3rRE5MQRBfx0HN6vTwzfw7Ttm9FlZKG0THc2LkbL/07Pyj2n+P14vH7eXvxQl495zxi7Xb+uPp6Pl21gjl7dhFnt9OuVm1+2bIpJC4tELStAknYK9q040RONh+uWAZoaaIj2rbn0bP6FXuMWpGRTL/2BtYfO8qRrCw61K5TZemQhiM3qJZM3baFuXt25zmG3JnfbX/8xpKbbq9QAaeS0K52ba0KUqcy8axGjVl1+BCuAguDXr/Kd+vWhmh5eP1+diQns+bo4aAyfBVJjtfL5M0bublrcELDwMRmoKO6bTGZuKxNu0Jtv3v6NBYf2J+3cLk3PY2bpk7RvRefqjJz905e5TxACz38r98A/tdvAKC9Rczbu4fj2Vl559tMJjrUqVMlD14hBHd078WYzt04kpVJrYhIIkvxNieEoFPdenSqABtLghEjN6iW/LR5I05fqBpfjtfLxuPHqsAifbrXa0C7WrWDYsYmIWgcE8tV7Tpi1okle1U/O/ItkK4+cpgLJ37LGR++y6U/TtB1pC6fj/XHjoZsj7BY+GLYpURbrURZtH82k4mn+w+iVSEl/wcz0lkcRsI13CJfYRIAdrOF3666lsvbtCPebqdWRCQ3d+nO18Mvq9KuOzazmcS4+FI58VMJY0ZuUC3x6zizXMI5mvJkX1oaSw/uJ87hYGCTpmGbEgsh+PaSK/hwxTJ+3rIRv6pyYcvW3N+rD6kuJ14dgSubyUTXwCx1d2oK1/86+eSbh1RB5/ZsJlNYLZaeDRqy/OY7WHhgH26fn7MaNQ6bcZLLwYwMrCZziCNXgWirFafXGxT3t5lMXNmufaFj1oiI4JXB5/HK4PMKPc6g5BiO3KBacnmbdmw8fiwk5mo1mWhfQe3PQCsEeeGfeUzauB5FCBShYFYE13fszLTt20h1Oelatz6P9+2fN+O1mc082PssHux9VtBYsXY7AxObsmDf3rziGQVBhMXC1R20BbPPVq8MyckuiEC778IW2Wxms24jij1pqexOSeFgRjqLDuzHYTFzVbuOtKpRM0jxLxeLojC0ZWuWHzrIseysvIdmt3oNuLN7L91rZ3s87EhJplZEZJWX1IPWvs3j91dJKX1FYVR2GlRLfKrKLdN+ZcXhQ+R4vdjNZgSCzy++hN6Nyi8HuyCzd+/k/r//IkcnrJOLABwWC9Ouvp6mcfGFjuf1+/l45TImbFiP0+elf+NExnTuxm/bNrPk4AGOZWfpFhWZhQJCe/voXKcurww+r9BQSUGcXi93/DmVZYcO4FPVoIwSh9nM8NZt+XvndtIKFL1EW61Mv/YG6kZFs/TgAQ5mpNO2Vu2wD89PVy3nvWVLMCsKXr9Kl7r1+HjosCLfCCqCLI+Hp+fN5q8d25FImsTG8crgc+lRv2Gl21JajBJ9g9MOKSVLDx5gycH9JDgiuLjVGRWmcZHLmN+nMH/fniKPMwnB8NZteOu88N1p9DicmcHQid+R7fXoSrfmYjOZmDtqDDUiIkslT/vEnJn8tnWzrnZ5YdzToxcP9O4btG3riSS+X7+W49nZDExsymVt2mI3WwKNmv8KWsuwKApnNmzMN5dcnrctKSeblYcPEW930KN+A93ioN2pKexNS6NlQg0axcaW8G41rp3yE6sOH8ajnrxnh9nMH9eMKvKBe6pglOgbnHYIIejdqHGFzsAL4tIJN+jhl5K1gcVHp9fLlhNJxDscRTqMD1csJdvjLjTv3G42M7RFK+qFSU8s0jZVLZUTB/h41QrGdOmeN6P+Y/tWHp09A6/fj19KFh3Yxzfr1jDlymsYv2pFyIK0V1VZdugASdnZ1IqM5L2li/lk1XIsJhNSSqJtNr6/dEReYwin18vtf/7OikOHsJgUPH4/ZzdtxjvnDy3RA2x3agprjh4JcuKgLd5+tWYVLww6p8SfxamEkbViYFAChrduE9KsVw8BNI2L47t1a+j+2Ufc+PsvDJ34LcMnfc/x7FARqlwWHdiv68QVIbAqJmo4HNzRrSevnnN+qe/BL6Vu5ktxUBAsPqhVYrp9Pv43ZxYuny8vNOP0+difns7EDetICtMk2aIopLqcLNi7h/GrV+L2+8nyeMj2ejmWlcWNv0/J02V/6d95LD90EJffR6bHg9vvZ96ePXywfEmJ7D6Qno5FZ6bvD2jAVHcMR25gUAIuPaMtHerUzVPusygKihAh1YA2s5n+jRN5bdE/OH2aE3L5fGxOOs4t034LO36dMAJSZkVh4ZhbWXHLndzTq3exqw/1sJpMnFHKIhyTIrAHHmSbk47rpajj9vv4c8c2+jdJ1LVTEYLEuHi+W782ZMYugWRnDpuSjqNKyZQtoW8OLr+PiRvWlchubfE29A3EajLRtV79Eo11KmI4cgODEmA1mZhw6QjeOe9Crm7fgdu69eTva25gRNv22EwmLIpCvahoPrjgIv7dvy8kq8YvJTtSktmdTzwqP7d26xEy47eaTPRt1CSsPkg4lhzYz4jJP9Bt/IdcOXkSyw4eyNv38qBziDBbSvxAMAuFPgFBr0irNWwaaIzdzp3dexFjswXNhC2Kwsh2HfH6/WR43LrnKkKQ7fHgV9Wwbw75tV2KQ73oaC5q2TrvIZR7Ha3naNcSjXUqYix2GhiUEx6/nxyvh1ibHSEEl0z6nvU6xUnRViufD7s0bLbEV2tX89bihZiEwKv66d2wMe9dMLRE6XLz9+7hzr+mBmmC281mPhk6PE9fZX96Gl+tXc225BO0qVkLt8/HlK2bQ1qqgbZ4azeb+Wr45XSv3wDQFpvP+/5r9qSlBuXuO8xm3rtgKOc0a0FSdjafrlzOT5s3ku315KXAC6BL3XpsPpEUcj2H2cyqW+/EbrYwfNL3bCjwGQqgf5NEvhp+OSXBr6p8vnol365fQ5bHw1mNmvDYWf3L1AKvsjEWOw0MKhiryYTVdLL92dlNm7Mt+UTIK71PVWmVUJOp27bw545tRFisXN2+Iz0baI69b6Mm7Gh9gl0pKfRrksiNnbsGVR56/X42n0jCYTbTMqGGbmXkS//OD3GQLp+Pp+bO4p8bbwGgcWwczw44O2+/2+fLK6PPjXmbFYVYm53nB57N2U2bYTefVAYUQvD5xZdy3a+TSXM5EQg8qp8bO3fNy1mvFRmJ3WLG7fcF1TFJYN3RI8Ta7XkLpbmYFIVDGRk0T6jBS2efy9W//IjX78erqlgVEzazmadK0UPTpCjc1r0nt3XvWeJzT3WMGbmBQQWR7nJx4cRvSXHm5Dlzh9nMQ737Mm/vblYfOYLT50WgzZZv69aTNjVrcd+MP/Ocm8NspnZkFL+PvJYYm53Zu3fy8Ky/UVWJX6rUiYri84svpVl8AhluF28sWsgf27eGDVsAvHP+hQxv3UZ33/HsLJ6dP4c5e3YjEJzfvAXPDji70LROVUpWHj6UVwxVKzK4nVu38R+SGqbnqAlQFCUohCKAZvEJzLr+RkCTC/h67Wq2njhBp7p1GdWxC3WiKr8ZxalAheaRCyG+BC4CjkspC6/TxXDkBv8d0lxOvl67hnl7d1MzIoIxXbqR5fHw0MzpIXFeq6Jgt1jIcAc7YavJxG3denDJGW0ZOvHboJm2QJv1zr/hZob98B370tOKzEiJsdlYcfMdpe7jWVLO+PDdIqtTC2I3m/nrmlEkVpP87sqiokMrXwPjgG/LaTwDg9OCOLuD+8/sw/1n9snb9sisUCcO2qu/Wyc+7fH7mb5zO26fL6RISAI5Hi+frlzOkazMYqUV+lSV/elpNE+oUfIbKgW9GjTi3/17dfeZFUW38EkRosTO/79MuWStSCn/AfSX4Q0MDIKItTkw6cS1hRBhBb9irDaOZmXpOj2JZGvyiWJncvhUlVi7o+gDy4ln+g/UbbRsNZkY2qJVUCZJLlEWKy0q6UFzOlBpi51CiFuBWwEaN668SjwDg4pCSpnX1KIkjGjXnokb1+EvMPs2KwpN4+LZeiKpgPaJhdGdu7I/Xb+Tjk9V6VG/If/u31ukM7coCr0aNAqbyng8O4tftmziSGYWZzZsxLnNmhf7/o5kZvLG4n9ZsG8PdpOZ4a3bcFfPM2meUIM514/h7SULmbNnF26fn1Y1avBIn350rF2HGbt3hoz1UO+z8jTl/9m3l2/XrSHD7eLClq25ql2HsO3Y0lxOjmRl0TgmttpL05aEclvsFEIkAn8YMXKD0x2fqvLO0kV8u24NOV4vzeITeG7g2ZzVqEmxx/hp0waemz8Xs0kBqTV6+HLYpdSKjOS6XydzPDsbBS398NoOnXii7wD6fjWeY9nZIWMNbtqcD4YMpf/Xn5PidObN6nNTBv2qDJS3q3SuW5dPhg7XFa1afuggY36fgl+quP1+Ii0WEuPi+emKkUX2sUxzOTn3u69Ic7mCHkKKENzYqSuP9+2vq6HyzLzZfK9T3BNlsbL+jnt4f9liPl21Ii8f32420zQunilXXhMkHezx+3lizkz+3LENq2LCJ1Vu6dqd+3v1qVK98/LGSD80MCgnnps/JyjfeldqCrdM+41Jl19Fx0J6bebnynYdGNKiFcsPHcRuMdOzfsO8me+c68ew5ugRknKy6VynHnWiolh79IiuCiIAUmI3W5hy5TU8NnsGyw8dBKBrvfo8cdYAmiXEsyMlmdoRUWEFp1QpuXf6H0GqjtleLztTUvh63WruCCNRm8ukjRvI9nhD+nKqUvL9hrVYTSYe0Wmj9suWTbrjZXk9LNy/j49XLg9K33T5fOxNS+W3bVu4ql2HvO0v/zuf6Tu34/H782Lrn69eSd2oaK6ugh6alY1R2WlgUAIy3C5+3rIpJEfb7fPx4YqlJRor2mZjcLPmnNWoSVD4QghB13r1Ob95y7w0O6fXG3ZmmR1wvg1jYplw2ZUsGnMr/Zs0Ze3Ro1w95UeGTPiWbI+3UNXAXSkpZHlDHxRuv4/ft24p8l5WHj4UVlDM7ffzzfo1uvF9vcYauSw9dACLEhrWcfp8zN69K2iMyZs3hvxOnD4fn65aXqTtpwPl4siFED8AS4DWQoiDQoibymNcA4NTjUOZmVh1nIsEtidXnPhSl3r1UFX9MKgqVZLzCVTdPf0PFu7fi1fVutwfycrkjj9/Z1vyibDjW02mQlu4FRWCbZGQoCtKlYtW9Roavw+noS6AMxs0ROq0QzIJQa18MX6nzxtW8jfF6SzU7tOF8spauVpKWU9KaZFSNpRSflEe4xoYnGo0jI7Bq4bOIhUhaF+7drHHScrOZtWRQ5wIoxBYELvZwvMDz9bTqGL5oUNc9MO3bDx+jD+2b2Xj8WMhaYi5cq3haBIXR8PomJDxrYrCkaxMmn8wlp6ffcw361brOvXrO3bRnT3nkuBwEK2z+Dj2/At1G2Xf3q0nfRo1IcZmD7HJYjJxXcfOeT9HW23ULlCElEuXutVfEKs4GKEVA4MSEG2zMapjlxBhK5vJxF09zgzalqv7fe2Un7hmyk/8umUzLq+XB2b8Rf+vP2PM71Po+9V4Hps9o9AmErmYFFNQE+f8HMvO5tIfJ/Do7Bm6Wil+KdmTllro+B8PHUaCI4JIixW7yYxFUfBJSXJgVnvCmcMbi/5l/OoVIec2iInh20uvoKGORrrDbObJfgN1Q0OtatRk7vVjOKtRE2KsNhJj4xg35CIeOasfihB8d+kVNIqNJcJiIcpqJcJs4cVB59C21smHphCC5wcODkpjNAmtZd7jffsXes+nC0aJvoFBCVGl5Is1K/l89SrSXE461K7D0/0H0SnQMBm01MQ7/5rKP/v25Um1OswW6kRGciQzE3e+Wb3dbOb2bj24t1efkGvl5/kFc/lm3ZpS2Wwzmbila4+QvqEF8fj9LNi7h+M52Xyzbo2uVne01crqW+/SzUIBWHxgPx+tXMa2EydoHBvL/b360C8g1FUapJRsTjpOlsdDp7p1g/Re8rP6yGE+XLGUvWlpdKxTh7t7nFlpRU+VhdHqzcCgEll95DDX//pziN52OOLtdlbdelfQtqScbPanp5EYG0+NiAi+Wbua1xb9U+LOPiYhiLXZ+fu60SWSwu34yQe6mTJWk4klY24j3lF5RUUGGkb6oYFBJbLk4AHdLvThyMznML1+P4/NmcFfO7ZjM5lw+/1c0roNj/TpxzvLFhfbkdtMJqJtNgY2acr9Z/YpsZ55s7gE1h8/GrLdbjITcxp1oD8dMBy5gUEFEG+3YzOZQhpLCNDJw4BO+fLP316yiL937gjKiZ66fSv1o6P56YqR3D/jL7adSEIWMp7NZOLuHmdyV88zdfZqSClZc/QIG44fpWF0LAMSmwY1mni4T19u/eO3oJi7w2zm7p5nhg2rFJcMt4uJG9bzz/69NIyOYXTnrkFxb4OSYThyA4MKYGjL1ryycEHIdpvZDIGemX4pMQmB1WTmmYAuuJSSCRvW6mqJv798Kc3iE/jrmlFkuF2kudxIKfl753beX74k76FhM5mo4Yjg+k6dw9rn9vkY/fsUNhw7il+qmBUTsTYbP40YSf3AgmXfxk348MKLeeXfBexJS6VWRAR39ziTazp0AuBQRgbPLZjLv/v3YlYUhrduwxN9BxBVRGl8ijOHi374jjSnC5ffhyIEf+zYxthzh3BBy1bF/owNTmLEyA0MKojlhw5y559T80IhVpMpkBni4NOVy9mSfIL2tWpza7ceeV3jVSlp+cFY3Vk2aDPie3v15rZuwc0R/tm3ly/XruJETg7dAz0oj2Rl0bthI65o2z7Eub6zdBHjV60MCv+YhKBbvQZMuuKqIu8t0+3m7G+/CCrJtyom2taqxS9XXlNoWfyr/y7g63WrQ1Ik42x2lt9yR5n6kZ7uGDFyA4NKpmeDhiy7+XbWH9PizB3r1M0LSbx53hDdcxQhaFurNpuSjuvud/p8vL9sKTd06hKUvdG/SSL9mySy9OABbpo6BV+g3+XC/Xv5bPVKpo68Lqg5xM+bN4XE8P1SsuboYTLcLmJsoVos+ZmydTM53uCSfI/qZ3tKMmuOHim0ofHsPbt05XYzPW52p6aELRIyCI/x6DMwqEBMikKXevXpUq9+sePKzw8cHJKnnh+Xz8sXq0OLe6SUPDxrOk6fL89ROn0+knKyGVdAPqCwvHV/mArSXDLcbmbs3B4S/8+1YUchFaSF4ZeS4zqiYAZFYzhyA4NTjK716vP7yOuCytDzI4EPVyzlm3Wrg7YfzsrULUn3qSozdwVLxV7YspVuJWbzhBqFphX+tWMbZ37xCauPHtHdL4SgWUJC2PMBGsfoa74IYHeq0dagNBiO3MDgFKRFQg3ePX9o2Jm5y+/n3aWL8eebWTvM5rB6KQUbO9zfqw8NY2KIDGy3m81EW228HSbkA3AsK4uHZv6Ny+fT7d5jUUw0jYune70Ghd5bjwYNdB2P3WyhhqNkKZIGGkaM3MDgFKV3o8a8Ovg8Hpjxl+7iZ47XR6bHTVyg20+CI4Kudeuz8vBBfEGNKcyM6tQl6NxYu53p197A3zu3s+boERJj47jkjLa6OuW5/LVzO/rJjtpC6UWtWvPsgEFF6n9f0bY9H65YFhKasZlMnNOseaHnlicH0tMZv3oFa44eoUV8Ard160GbapoCaczIDQxOYYa1bkObmrV099nMJqKtwYU5710wlKbxCURaLERZrNhMJi5o0YprAymD+bGaTAxr3YZnB5zNDZ27FurEQZPS1Yutm4TgwTPP4u3zhhS5SApQOzKK8RdfQrzdQaTFQoTFQoPoGCZcNiKoWURFsiM5mQsnfsuPG9ezOek4f+zYxhWTf2DRgX2Vcv3yxpiRGxic4jzUpy93/TUtpDDnjm49QxZQa0VG8ve1N7Dm6BGOZmXSvnYdGsfGlYsdg5o2Y9yKpSEt6hQhaBJXsmuc1agJy2++nc0nkjArCmfUqBkyk890u/l92xa2J5+gXa3aXNy6jW7vz9Lw6sIF5Hg9ee8XqpQ4fT6emjubuaPGVLuuQkYeuYFBNWD6jm28svAfDmdmEGu3c2f3XtzUpVulO5znF8zlp00bcPl8QUEWATSJjePHK0ZSK4ykbEnYl5bGZT9NxOXz4vT5iLBYiLZa+fWqa6kbFV3m8Tt8/AHZOo00zIrCqlvuJPoUlSAw8sgNDKoxQ1q2ZkjL1nj9fsyKEuLAndkulk5bRVZqFl3O6UjDlvXCjBTKsawsvlm3mnXHjnJGzVrc2LkrDcNkljzTfxCDmzbnpqlTgnLBJbA3PY1b/viV3666rlT3mJ//zZ1JutuVt3ib4/Xi9vl46d/5jBtycZnHj7XbdB15bp/T6kb1s9jA4D+MXkf7zUu28cSQl5FS4vepICUX3nIOd757Y5Ez9l0pyYGZr5Z7vvLwIX7ctIGJl12p239UCEG21xPSmzOXTcePczgzI6/MvzT4VZVlhw6GZOD4pWTunt2lHjc/Yzp34+0lC4MWXG0mE5ec0Vb3Mz7VMRY7DQyqMX6fn6eHvU5OhhNnpguP04PH5eXvL+eyfHrR2uUv/jOfLI8nb3btVVVyvF6enjc77DnHsrLCpjkKtIKhsiCE0O0aBITdXlJGd+7KVe06aAqRVm1ReFBiM54dMKhcxq9sjBm5gUE1ZuOirfg8oRWWrmw307+YQ68LuxZ6/rJDB3QTCjceP4bX79ednXaqUxezouhmsFhNJlqUsZmDIgR9GjXmn317Q/b5VTWsXSW9xjMDzuaenr3ZnZZCg+iYcom9VxXGjNzAoBrj8/jQbeQJeFxedq3by4oZa0k/kaF7TLgsEKvJFFZSoGOduvSs3zBkuwBeOfu8chG9Clf9aVYUFpZTiqDH72fixnU8OGM6l/44kRf/mUe6y1UuY1c2xozcwKCKOXEoma3Ld5JQN442Z7YqUSZK+75nIHW0UWwRVvZtPMD9fZ9CMZvwuryMePhiRr8wMmj8azt04vPVq3D5g2PFl7VpFzaMIYTgq+GXMX7Vcr5at4Zsj4emcfG8MHAw3RuEOvjSkKWzEAnaomqas3yc7a1//Mbygwfz7v379euYt3c306+5odLy2cuL6mWtgcFphJSSTx78mmmfzsJiNSNVSY368bw+6xlqNyqeAqDNYeORr+/m9evfx+/34/P4sUfZMZkVThxORvWfdPJT3v2TFp2b0u/yk80m7unZm92pqczZswuryYRXVelZvyFP9RtY6HUtJhN39ezNXT17l+rei2JwYnNm7tpJjje4VZ5fVenVsOwPi/XHjrLi0MGgB5hX9XM8O5vpO7dzyRltdc9z+3xM276VZYcO0igmlivbtT8lQjKGIzcwqCLmTVrEX5/Pwevy4nVpDuvwrmM8f/mbfLj89WKP0++yXrTs+g6zvl1ARnImrXs0Z+wtnwQ5cdDi5lPe+zPIkVtMJsZdeDEHM9LZkZJMYlw8TePiy+cGy8B5zVvw5dpVbD2RlJdZ4jBbuK5jpzJlxOSy4fgx9NZrc7xeVhw+pOvIM9xuLv1xAseyssjxebGaTIxftYKvL7mc7vUL15epaAxHbmBQRfz2wV+4soMzPFS/ys61e9m7+QCJbRsVe6y6ibW5/pkRAOxevw+z1YzXHboImpGcqXt+w5jYsLnjReHMcvLDq78yd+JCFJPC+TcOZMRDw7DaC+8UVBgWk4mJl13JL1s2MXX7ViItFq7p0ImzE5uVesz81I+O1tYACmh/2c1mEsM8yD5ZuYxDGRl4VO0kj9+PBz8PzPiLf0bfXKXVoIYjNzCoIrIzQiVnAVSfypMXvsL4dW8RGVu8Ksnd6/cx6fXf2LtxPy27NkPorIBabGb6DO9RJpsL4vf5ub/f0xzYehivW3urmPjKr6yevYFnf3mYxb+tICfTSffzO9P4jJLNWm1mM9d06JTXWq486dc4kVibDZcvuDmGWShcFias8ueO7XlOPD/JzhwOZWaU+kFYHhiO3MCgiuh3WS9+3HlUN30w9Xg6v42bzrVPXlHkOOvmb+LJi17F4/IgVcm+zQcxWUxY7GZ8Hj9SlVgdFmJrxjDioWHleg9L/1jFkV3H8pw4gMfpYcuyHVzd8DYUk4Lf5+eL/03kolvP4faxo08JHROzovDjiJE88PdfrDt2FCGgUUwsY8+/MKiTUn5sYVIeVSmxmarWlRqO3MCgirjiwYv5+6t5JB8KbabgdXn595dlxXLk79/1Ge6ckyEa1a+i+lVadW9O47YNSdp/gu7nd+bi288t9gy/uGxZuh1nVmgWSW7MPz9/fT6HXhd1p+vgDuVqQ2lpEB3DTyNGkup04lPVIjViru3YmTcW/RNUDWoSgrY1a5WLvkxZMBz5fwgpVfAsBd82MCWCrR9CGF+BqiIqLpKXpz3O3b2ewOcNfWWPjo9kzdwNTHxlCsf3JdHurDO47ukrqN/8ZOm8x+3l4LbDuuPv3XiAD5e/VmH2A9RJrI0twhb0IAmHK9vNzK/nnTKOPJfCOiLl59oOnVh+6CDz9uzOqz6Ntdv4oBy0X8qK8Vf8H0GqWciU68C/F6QPhAWUeEj4EWHS17s2qHiad25K47YN2bvxAKr/ZKWkPdJG0w5NeHrYa7hztJzqo3uTWPTbcj5c8XqeKJbZYsJit+o60qj4ip8lDhp5Fl88MYGgq+dGTnSyQvy+8L1CT3XMisKHF17M9uQTrDt2lLqRUfRp1LjYvVgrkqq3wKBSkJlvg28HyBzAAzIb/EeRGU9VtWn/eV78/THqNauDI8pORIwDi93CJfcMYdZ3C/KcOGghE1eWi2+emZS3TVEULrx5MDZHcIaILcLG5fcPrXDbo+IiGbvgBZq0bYjFZsFiM9OiUyJWW2jFqD3SxuBr+1W4TRVNqxo1GdG2Pf2aJJ4SThyMGfl/B9c0oGDc0gfuf5DSixDlI9hvUHJqN67FV1vfY+vynaQeS6PNma1w57j57f3pIceqqmTDv1uCtt38+nWkJWWw6NdlWGwWvG4v540eyBUPVc4rf7OOTfh84zskH0lFMSnE145lweQlvDF6HKpfxef1YY+w0Wd4D3oNLVz7xaB0/KcdufTtBu8mMDUAS5dTYjW94giNwZ6k8puLGAQjhKBNr5Z5P2dn5OD364chEuoF5zlbbRb+N+E+Uo+lcWTPcRq2rEdMjcqvNqyRz64BI3rTplcL5k1aRFZaDr2GdqVdn9an+d9Y1fGfdORS+pBpD4J7HggzIDVnHv8twlQ25bZTFtt5gVl5/lQ3BazdEaL0hRsGFYPX7aVl16ZsW7kLf76FUFuEjasfv1T3nPg6ccTXiasU+w7tPMKqmeuJiHHQZ3gPIqJDFwxrN67FVY9eUin2/NcplwCPEOICIcQ2IcROIcTj5TFmRSKzvwb3fMCtxYplDvj2INMfqWLLKg4R/SiY6oDIzZGNABGHiHm5Su0yCGXaJzO4tskd7N6wj9w6cqvDij3KzugXrgoqsa8KPnvsO27t+DDjH/mW9+/8jJENbmXd/E1VatN/nTLPyIUQJuBD4FzgILBCCDFVSrm5rGNXGM6JQMHcVx94liHVTIRS9SI45Y0w1YCaM8D1N9K7BWFuBvYLEUrV5r8aBLNvy0E+eehbPAXzsKXkm+3vk1C3anVQ1szdwNSPZuBxBasTPnvpG/x09HPdRU6Diqc8ZuQ9gZ1Syt1SSg8wCRheDuNWHDKcDKYAqS+feToghBXhGIYS8xgiYoThxE9B5k74NyiUkovJbGLVzPVVYFEwf385L0QfBjQlx3XzNlaBRQZQPo68AXAg388HA9tOXWyD0X0ZMTUAJaHSzTEwyMXt9KD6Qx25qsqQWXBV4POEVmzm4tWRGjCoHMrDkestQ4ekQQghbhVCrBRCrExKSiqHy5YeEXUfKDWA3AUaK4gIROxrxqq6QZVy1iU9sUXYQrarqkqPIV3yfvZ5fWxbsZO9mw4gw/TPrAjOvqYf9shQ+/w+P13Obl9pdhgEUx5ZKweB/HqbDYGQmmEp5XhgPED37t2rNN9NmGpCzelI5xTwrABzM0TESISpXlWaZWBA+75nMGBEbxZMXoIr241QBFa7hWufvDyv2cTiqSt4Y/Q4pF+iqio16ifw0rTHadiqfoXb17RjY+o1rcOBbYfwef2YrSYUk4kHP78DR1TxSt0rGiklUkqUU6RYpzIQZX2aC02sYzswGDgErACukVKGXcbu3r27XLlyZZmua2BwuiKlZN38TSz4aTEWm4VzRw2gZVdNh/vgjiPc3vlh3M6TYRYhBAn14piw72NMZWxKXBh/fT6bD+/9ElWVmpyAgLZntuLRr++mXrM6FXbd4uLz+vjqyR+Y9slMXNlumnZszD3jbqb9WWdUtWnlhhBilZSye8HtZZ6RSyl9Qoi7gRmACfiyMCf+X0G6lyBzJoCaDvbzERFXIIS99ON5tyOzvwDfTrB2RkTehDBV/AzMoPIRQtB5UHs6DwoNVfz12Sx8vuAYupQSZ6aLtXM30u3c8tfuBkg5msqH934Zkk2zY/VustKyK+SaJeXtmz7m31+W5j3kdq/bx+Pnv8SHy1+lSQmadFRHyuXdQ0r5l5SylZSyuZTyP5+YrGaNR6beDu6Z4F0GmW8ik69CyqIV4vSQ7qXI5BHg+h18GyBnEvLERUjfrnK23OBU58TBFN2sFiklqcfSK+y6S6et0g1VeF1eFvy0uMKuW1xSj6WxYPKSoDcV0AqrJr3+W9UYVYn8d4JIlYRUUyHrAyB/9xcn+PaCc2rJx5MSmfF0YLzckm0vyGxk5ptlttegetFjSBfdxUafz0+Hfm0q7sJC6Kc1CKH9q2KO7D6G1R6aw676VXav31cFFlUuhiMvbzyrNYnYEJxI16ySjyezwX9Qbwd4lpd8PINqzYAr+9CgZb0gtUN7pI0Lbx5MnSbh5Yh9Xh9/fT6HBwc+w6PnvcCCnxaXKNul97DuQTK7uVisZgaNPKtkN1EB1G9RF487NDVSMSm06lo+fT5PZf6TWisVihKLvgiVAqXQcZFYOTkTL4DQb0llcPpitVl4d+FLTP1oBvN/XIQjys6wOy+g/xXhy/ZVVeWJC15my7IdebrlW5ZsZ8WMtTz8xZ3Fum587Vju++RW3rt9fGBMLSvkqscvoXmnxDLfV1mJqxXLudf1Z87Ef4Okf612K1c9dknVGVZJlDlrpTSczlkrUqrIpEGgHiXYodsRNSYgLCXrjiK9G7X4uJ56oaUHSo0JZTHX4D/A8ulrePGqsbgKtGSzOayMW/4aie2KvxB44lAy//6yDJ/XT+9h3fMaXJQFZ5aTf39ZRsrRNNr3PaPUKol+v58fXpnCbx9MJys9hzN6tuTOd0fTqlvzMtt4qlBhWSsGwQihQMJXyJSbQKYCitaRJ+apEjtxAPyHADuglxlgzMgNimbVrHUhThxOpjmWxJHXbFCDS++9sFzs8vv9/PTmVL55ZpKmDSbBYjfTcUA7XvjtUcyWkrknk8nEdU+P4LqnR5SLfdUJw5FXAMLcDGrN1TJM1CywdCq9rom5HcHSs7nYwdarLGZWClJNA+kGpbZRNRvA4/KQfiKT+DqxJXZWeWO4vZgtpmIVvcTVjsFiM+N1B3+PTBZTleiWg/YQee6yN1n2xyryBwXcOR42LNjM9M/ncNHt5+FxebDarcZ3pwiMxc4KQgiBsHRE2PqUSZxKmBuCfQgn5QQAzKBEIyKuLLOdFYX0H0NNvh55/Cxk0jnIE+ciPaur2qwqRVVVvvjfBC6rOYYbz7iXy2uNYfLbU0u06Lhx4RZu6fggF0Vey8XR1/PB3Z8XqcFy7vUDUHQKhUwmE72HhbylVwpr5mxgzZwN6N26K8fNT29N5drEOxgWM4pL4m/g+xcno6rVt99nRWM48ipEShfSuwXpL1x7RsS+CtEPgakJKLXAcTmixq8IJaaSLC0ZUqrIlOvBuxKtvZwb/PuRqWOQ/qNVbV6VMeGln/n1/em4c9y4czzkZDj55tmfmPH1vGKdv2/LQR6/4GX2bjyAVCUep4e/v5zLq9e9X+h5NRvU4NmfHyIqLpKIaAeOaDs16sXz2synsevoulQGy/9eE7QoWZBje5NIOpCM6lfJyXAy6fXf+ebZHyvRwuqFEVqpItTsbyDrHTTpXC/SdhYi9m2EEhVyrBAmROQoiBxV+YaWBu9KUI8TskArfcicHxHR91WJWVWJqqr8PPaPkG737hw3E176hQtuPLvIMSa/+TveAil2HpeX5X+tJulgMrUahs+K6nFBFyYf+5xtK3Zhtpho2a1ZlWqRRMdHYraa8ekpJgpC3lLcOW6mvPcX1z19BRaroXleEGNGXgVI11zIHKt1JpLZgAfciyqlQ5H07UXNfAM17WGkcyqyIvTX/SGaaQE84NuOmvkOavK1qOnPaH1T/wN43V5dHW+AlCOpxRpjz8YD+rncNgtHdh8r8nyzxUy7Pq1p3aMFPq+fuT8s5PPHv+fvL+fizA6n0V8xnHPdAEwmffcT7gGj+lUykrMq0qxqi+HIqwCZPZ7gyk/QnPm/SDWl4q7rmoM8MQyyvwLXVGT6UwHpgHL+I7a0B6kXz7SD+1/I/gK8K8A5GXniUqR7Wait0oV0zUDmTEH6j5SvfVWA1W6lZgN9rfumHZsUa4zWPZpjsoTGuj0uL41aF193Jy0pnZva3s+7t33Kj2/8zof3fcmoZndxZE/RD4Pyok6TWjz27T3YI204ou1Y7Rasdgu3j72B9n31Ra4sVjNxtU7NcGJVY4RWqgI1TExcmEFNrZDmFlJ6AzP+/E7bBb7NyOwfEFE3ltu1hLkF0jYw0Bc193q5r8NuTubX+wEnMuMpqDkzLzNBetYiU29CK4SSkOFDRt6CUo1DMkIIbh87mtdHvR8UG7ZFWLntzeKFzEY8PIzZ3/+DM6gZs5Wzr+5boqbLnz36PUkHk/M0W1zZbjxOD2Nv+YQ3Zz9b7HHyo6oq//68lOlfzsXn9XHeqIEMvrYfJnPwgycn08n6BZux2MyceXE3Jh/7gg3/bsFsMdGhXxvMFjNn9GzJY+e+EKSbYouwcf2zI0LGM9AwCoKqADX9SXBOISSGLKIRtZdUSFd76VmHTLkK3SpRURulzsLyvZ70IbO/BecPWms923ng/A3I1Dnagqi9CKHEaQ+c431AFhSAciDixyOqQcplYayatY5vn/uJQzuP0qxjY0a/eDVtz2xV7PP3bNzPJw9+w6ZFW4mIcXDJvRdy1aPDSyRfOzx2FDmZBd8ItXL2P7K/L1UM+vUbPmDhlGV54SN7pI2OA9ry0rQn8h7Qs79fwLu3jdfeKiQoZoWXpj1Buz6tQ8Zb/89mxj/6HXs27KdGvTiufeoKzh89qMR25SctKZ2Z38zn4PYjtD/rDAZe1Qervfz/1iqScAVBhiOvAqT/EPLEcC1GnpcjboeYZ1Airgg9XkrwrgHPMlDiwT4EocSW6JqqezGkjg67X9RaojVorkDU44NAPaSzx4Koswoh7Ej3ImTaPSALxkIF2C9CiXu7Qm38L3BJ/A1kp+eEbDeZTfyR/X2Jc9t3rdvLfWc9GZKFYo+088Lvj9Ll7A4c2HaI27s+iqeAOmFEjIMfD39W4dkzO1bv5uGzn8Pn9eNxerBH2omvE8u45a8Sk1B9mq2Hc+RGjLwKEKYGiJrTwDECTE3B2gcR/0kYJ+5Hpt2FTLkRmfUeMvNVZNIApGdVCS9aeCm1dE4p2XilIXIUwfnwAFawn3dSqz3s4qsspGm2QUk4+5q+mK3BztpkVuh+fqdSFSitnbsR1Rf6pufKdrF6ltYweubX83Xld5Gw7M+Kry9444Zx5GQ48x4krmwXSQdO8N1zkyv82pWB4cirCGGqhxL7PEqtGSgJXyNsffQPdP0O7kXkydhKJ8gcZNrdSKnzh6GD9G6EtFsKP8h/oPD95YCIGAWOoWg9UqMBO1i6IGJePHmQtYcmaRB6MsIeWhou1TTU7K9R05/Py8KR/mOo6c+jJp2LmnwN0lW8PO3/Cje9cg2N2zTAEWXHbDXhiLZTq2FNHhh/e6nGi06ICnkwAFjtFmICi5NZadn4fXpNpVVyMkLfDsqTtKR0Du4IXTD3ef388/OSCr12ZWEsdlYyUvoAtdhxcJnzC6EZLmizU98msHQs/Hw1DZkySidUkQ/hQFi7FcuesiCECRH7CjLqPvDtAFMDhLlp8DFKFDLmOch4Dq2YyK+pPFq6gf2CoGOldysy5VqQXsCFdP0Kme+CmommTeMD/z5k2iZk9L0okTdV+D3uWreXdfM3EVszhj6X9MARqd8VSlVVkg+nsmfjfia99hv7txyk0RkNGP3CVXQa0K5CbYyMjeTjVW+wevYG9mzYT4OWdel1YddSLyT2vawX4+79MmS7UBQGX9MXgDMv7s7s7/8JScFU/Spdzyn8O1xWCnvLMNtODxd4etxFNUD6k7UGEe75gIq0dEfEvoQwJxZ1Ztmu65yqP8PNwwJKnYAMQOUgTHXAFL7HoxJxGdLaCen8BdQMhG0w2AZogmT5kOmPgsy3eCpzAuGXgAJTHk7IfB/puBqhVIzQmKqqvD7qAxb9thzVLzFbTHxw9+e8PusZWncPVt9b+Osy3r/zMzJTs4MKYtKTMnjywld4dsoj9Di/c4XYmYuiKHQ/rxPdzzvZGs7v9zPrmwVM/2IOqio5f/QgLhgzqMhwS0S0g9f+fpJnL3lDawUntPGfnPQACXXjAehxQWc6DmjH+gWbTi6IRti49P4LC9VRLw+i4iJp27sVGxduDcrDtzqsDLlpcIVeu7IwFjsrASn9yBNDAg0icv9wFRAxiFpzdas5887NmYLMeJ6QWblSA1FrIUIUPotSM16FnK/0d4pocIxARN1ZYeX+0ndAexswt0Tr011O46ppyONnoc3ai4GIQiR8jSjiDaa0zJnwL+/e/mnIjLNG/QQm7v84r8hly7IdPHL2cyEtyfLTuE0Dvtj0boXYGQ4pJc9e+gZr5mwIcrTt+p7Bq9OfLJZold/vZ9uKXag+P2f0ahnyAPD7/Sycspx5PyzEFmFjyE1n6/YlrQhOHErmgX7PkJ6cEXDmgvZ9z+DFqY9Vq0pRQ8a2KvEsDuSO558ZqyDdSOdUROQ14c91DAf3LG0M6UaLLyuIuA+KdOIAwtoV6fwxkCETNDAi/guEtXPJ74dAWCPrA/BuBnMzRNTdCGuXk/v9R5Gpd2ohFGEGTMiYl1Ec5xc+rpSaaqRvL5hbISzhOqCXMAwgvZpOTQUx/Ys5upWbORk57FyzJ08T+8c3fitS5OrA1sNIKStV8W/Lsh1BThw08apNi7axbv6mYjlck8lUaCqlyWRiwIjeDBjRu1xsLgkxNaLpc0l3/hw/B6/LS4suTblj7A3VyokXRrVx5FL6wbtKk4W1ditx+l352uLUQiRqFljPRJiL0HP27Q0T3nCCb2ehpwphgriPtHv3rNBNP5SedVoYAre2IGjtf9IJ2AaDqTH49qAV4wDYwdoNLMXvuC7VTK0qUwikiIfU29CKfSR4DiFTVkD8BwjbAK3PaMoN4N8P+AMPICD9EaQ5EWEJzRvWrpGBTBkTcP4KSD/S2g0R/wlCBKenCSUaaemifS5B+fgWtFz5AtusXRGmsjdBCIduRgZaIZA/X0bHkV3HdBX/8hNbK7rSZVvXL9gcInMLWnbHugWhjjwjJZM5E/7l2N7jtOtzBr2HdS+1JG9l8OKVY1k9e70W+kFLR7y3z5N8sekdajao2LTbyuDU/eTzIb3bkKk3ahkbuSJT0Y+gVIGIlFZ1OAYtHU4FVGTEKJSYQnRSLK1BmELD3SICYSl6piOEAGt37V8B1KwPIWs8mpNWka6/wXY2xI7VpHSFGRJ+QGZ/Dq6pgBkcVyAibwhxFlJN1+QDXDO0BcaI6xCOK5CuGZD+mHYPEJjdF7wZFzLjRUStAeBdD+oxQrsaeZE53yNiX0QPmfE8+LagNZcObPSsRGa+i4h5LPRziXsTmXy1VjwkfZrzN3cE+4WQ9RbaW48XrD0Rce8U9hGXmXOu78+ONXtCRLHMVjOtup3sGdm+Xxv2bzmIL4zjt0XYGPn4pRVqqx5xtWOx2MwhmSU2h5X42nFB23au2cNDg57F7/Xjdnr467M51GtWh3f+fZGI6ILppYXj9/n549OZ/PXZHHxeH+dc159L7xta6rxyKSWHdx3F71Np1Lo+QggO7jgS5MS148Dr8vL7h39z0yvXlupapxKnfIxcSj8yqR+oJwrssSMSvkNYiz+rLCta1eFZINOCdwgHIu4jhE2/Ca2UEpl8Ofi2A7mv1WZQaiJqzTyZQ11Se/yHkUnnc3Kmnd+eTxG28H0cQ8ZSc5DJF4P/WD4bHdpDwT079Bq6KIg668C9UJMD0MuUsfZHSfg89PrSjzzWEd2Yt4hDqaPfaFpKn/am4D+kabxYOiGE0MTAfHtBiUeYKnYxDbTmxv+78BW2LNuBK8uF1W5BKAov/P4YXQef7Ax1/MAJbu30EM4MJ6p68m/PZFaw2K1c+cgwrnvqikqfkWdn5HBV/VtCi3qi7EzY+1FQ0cyYtvdxYGuwMJrFZuGKBy9izMuFhAl1eOaS11k9e33eda0OC4ntGvP+4pdLnEWzd9MBnr/iLZIOnEAgiK4RxVOTHiD9RCavXf8+ORmh2V9dz+3I6zOeLtF1qpLqGyP3rAjMxAviRjp/qBRHLqWqZUx4cvW1Cx7gRDonh3XkQghI+BaZ+Y6WF44fbIMR0Y+V2okDmgPTKwWQLqR7drEduZQSmf4/nVxyJ7j/ptjxaGEHLFpKpG5hjx1s/cKc7Ee3LylQ2ENECDPYQ0u3hbCCpfil72XFbDHz2oynWDVrPWvnbiCuThyDr+mbl7WRS+1GNfl45Rt8/cwk1szZSFztGC67fyhdz+lIfJ3YKovZ/vbBdKQaPKmz2My8/MfjQU78xKFkju0N1Qryur3M/WFhiRz5tpW7WD17Q9DDw+P0cmDrIZb9uRopJZ8/MYEju45Ru3ENRr8wkrOv0f/+eFweHhr0LJnJmXmhK1eOm8fPf4nXZz2t+wZktppp0blpyPbqyKnvyGUWoDc7kaCmVeilVedfkPkGqIeRSg2wnR8+G1D3YXMSoUQhYp+G2PJ7+kus6GqnIEHNKP44mW8FHLYeCsXLDLGD4zrtgWeqhYwYBc4J+T4XK5hqIRyh1augOV5p6QjetaHXt4Zz/qcWiqLQ4/zORaYO1mtWhye+r3wBsEM7j/DF/yaybt5GouKiuPzBi7j49vM4cSiFiS//EhR6AK1k3+0M3qaYlLAxfpPZxL4tB/nx9d/YtXYvLbs25arHLqFR6wa6x29evE1XlteZ5eLvr+YGzdSP7D7O2Fs/wev1cf4NoQ/uxb+vwOv2htjm96tsWbqDTgPbsW7exqB7tNgsXHJP5aXdViSnfmWntXug4KMgDkSBApHyRLpmQ/rjoAZeIdVkcE4CdKrQRATCfnGF2aJrn2clZLxK2Nmqe3GxxlF9ewPpieHaaJk4qVxYcLsNRKT2X8dliOj78/aK6EcQsa9phTymFhB5a6CrUfi2dyLmRRBR2ngA2EHEImKeKNa9hEP6k1DTHkQ91gn1WBfU9Ke1xVtAejdo+5JHomZ+gFSLpw1e3Ug6mMxdPR9n4ZRlZCRncXjXUcY/8h0fP/g1q2evR9HRBndlu1n8W3BIK6FuPE3bNwqZW1ntFrqd05G7ejzOnAn/snv9PmZ99w93dn+MbSuCF/Rzw7kJ9eIxW0Pf9qx2C5uXbA8J87hzPHz15A+695dyNE23SYXH6eHEoWSe/fkhhtw8GHukDaFoqYfv/vtioc04qhOn/IxcKHHI6Ie0Rgx5EqgObQFRp2S7vJCZYwmWfIVgZ2ciuOqw8p7sUs1Apt6M7kMl76DjqElDEQnfIEw1dQ9RnbMg/QH0mzsHMNXRZsTOXzj5edgh4kpE9INabFqpq1VkelajZr2nZeKYmyOi7kOpof+HJ6VEuv4E5+8gIhERl4G1H6LmTC1d0rtNi3dHXFGmDCUp3cjkK4LTP51TkN51yIhbIeN/5H2vvJuQzklQY2qegJiUfmT2J5D9jVZ8ZGmPiH6qwkJ62Rk5OLNc1KgXX65x8p/HTsOd7Q4Kn7hz3Pz56SzuHncTQgm9lsmsEBETWkB11WOX8OJVY4O22aPsbF66PWixV/WruLLdfHjfl7y/+BW2rdzFuHu+YNuKnTii7Fx4yzlYrBZcwhU0kzaZTWSl6lcipxxJxef1hWTItOvTOtCXNPi77Iiy06FfW2wOG3e/fxN3v39Tpad2VganvCMHUCJHIy2dkDk/gExH2M8H+0UVIveah/9g4ftNTcDaC2EfFEj3q8SXG9ffFKvi078bmXYvosbEkF1SzYL0hzm5sKmDiEUkfKdVfjou0KpEAeEYDpbu2h+DuYU2nnsRMvUO8py9JwmZshbiPw5ZO5BqFvLERSffdgDpngWOy1BiX0RE3VX0vRUX1/SAJG7+P3CvlhqZ8TTBD2s3qGnI7PF5bwEy4/mA/G7gOO86TfKg5i+IwL2XB9np2bw55iOW/7kaoQhia8XwwPjbi1XhmZGcSUZyJnWb1g6bArhx4VbdOLHFZqFWQ/0Hvcli5rwbBgRtU1WVD+/9MuTr58p2sWvtXt1xtq3YxcEdR3h40LN5eeo5GU6mfvg3zTs34cQhK+knMlEUQXRCNE9Nup/XbxjH4Z2h/V3jasfq3mPrHi3oMrg9a+ZsyLdwaqVJ24b0vLBL0LGnmxOH6hBaCSCsXVDi3kCJ/xThuKxinTiAuYiuLeoxlNjnEbaBlevEAdT0MOGmgvjBux7p1+n84lmkpeuFxQoRY8C3C/AjrD1RYl9CiX0JYe0RmrqY8TKhbzCuwPZgZOrNQU5cwxuYKW8uxn0VH+n6R6cYisBirN5DzAtuTWRLqqng/JXQ+3Ijsz4tVzufGf4Gy/9cjdfjw+PyknQgmecvf5M9G/eHPScn08mzl77ByIa3ckf3xxhR52ZmfKMvENawVX0UnVm31611F3pm8kM4oh04ouxERDuw2i3c+e5omrQNrpHYvW4fzqxQFUqPM/z3MTI2gslv/R4Sg/e4vGxZupOstGyQcMMLI5mw9yPa9m7NmJeuxhYR/Ddui7Ax6rkrw17nuV8e4dY3RtG8cyKJ7Rox6tkRvDXvuRJptVdXqsWMvDKQ3k3gWQ2m2mAbhIh+GJl6D6F/xAFEyfJlyxXbmZBlodCQSC7CHNAjKahtUtiM3qLtzx6v+UDhgIRvC5+B+ncVa7v0HwfvujCDeMH9D1jaFmJb8VGdf4F7hv5OYQ2TWYNWdAXg2w/CcrKg6eTIWkVrOXFw+2G2rdiJt0CM1+v28cvYaTz8pfaGsnPNHmZ+Ox+P00O3czvx27i/2LxkOz6PP6+Y54O7vsAeYSM6Por6LepSN7E2AFc+MoxFvy0LijtbbBaad2nKM5e8zt6NBzCZFKwOK+eOGsio50YQHR8qHVHSdGVbhJVL7hnCsj9X6y5sAjgztb+xr5/6gd4Xd6NBi3oMuLIPPp+fLx6fQNLBZOLrxDHq+Su56NZzw17LZDYx7M7zGXZn4dXDpyP/eUcupQ+Zdm9AKlYNlJPbEDUmIOLeRaY/hNYgOT92cFxdBdZqCEsHpH0wuOZwUoNFQXfBUgpN87wg1r6gK4Obu7DpJa8wR+YgU26BWnPDv5aKeJA6/UZFcPqdVg8QWF8IPTiw2Fk2pJTInEmQ+Tz6i7giUK5fC/xrCtjiQEQG2t6ZG4Vx9gqElQ4oOcf3n8BsNYfor6h+NU9+dfLbU/nmmR/xuDxICX+On607ljvHzctXv0tEtAOv20v38zvz5A/307xTIs/+8gjv3v4pKUfSEAIata7PtuU78xys6lfxenxM/2I2fYZ3p8vZHULGb945EXukXXdWXhCTxcSgkX259snLST6cys41e8I6cwCfz8/Mb+Zz44va39bga/ox+Jp+qKoatiGzgcZ//tOROZPy6X27NactU5Gp9yDsZyNq/QOWLoDjZEaFrR8iqnTazeWFiH0LEfsyWM8Cax+IfhpEbZ0jXci0+7UCmfznK1GB+yqIn9B0QwkyVZPNDUfEtUDBcJcDIgvooJubEv5rp5TLorHMeg8yXyV8Jo4VIu8BeZiTTtwS2D5GSzMFhJIAjmFAwVx/GyLytjLbmUvTDo1Dwg6g5XF37N+W5COpfPX0JNxOT5Hl/QBSlWSn5+BxeVk5Yx2fPfodAD3O78z3uz9i0sFPGbf8VfZtOaDrWN05Hia+rDUayUjO5M/xs/h57DT2bT6Aoig88/NDuvrj+bE5rNz13hge+vwOTGYTIx4ehtVReDjU7/WTmRK6yGk48aIxPiHnT4TqfUvwH0D6DiCUaJQaPyJqTELEvoqoOQ0l/kPwH0ZNfxL1xDDUtAeR3q2VarYQCsJxEUrCVygJX6NEXgv2s3WO9IN7BjJpINKfb3HRfwS8JenMooTNlVcz34fs/DFjAdgh8kZE5JgCdjsg+n5CnT4Q83KZ281JNQuyvyRsSAzAVBcynioQpxdgvxgl+r6gtw4R8wJE3BB4iAswt0EkfIkox2Kj+DpxDL31HGz5ytIVk4IjysGl917IqpnrMJlL96fqcXmY/sXcvJCIEAJ7pI3nLn0Lvzf87PjonuMsn76Ga5rcwScPfcOXT07kzh6P89H9XyEEuumK+VGlpO+lPfN+btiyHm/Pe46mHRqHPcceZefMi0JlKACO70/i3dvHc+MZ9/HY+S+yZu6GQq//X+M/H1oJv2iokD8GLSxtwNImcMpWZMrIQOzUD77tSNcciC9ZWXx5IqUHnIW0rVJTkOlPIBK+0X72bgwf/9UN06i6TSykaw5kf0HwwqEAc1PtrcU1Fek/COa2YOuPECaUyDFIUxMtrc9/EExtIPYpFHOzkPFLjH+/vq5NnmkOtBl2QUfvAdcfSPXJIFlhIcyImIcg5qEKTVu7890bSWzXiF/e/YPM1Gy6n9eJG18cSXydOK3cvwwL6h6XF1VV8xb9vn/xZ47vLyh5cRIhBK17tuClq8aGaMdM/2IOh3cdw6vzBpF7rtVhYdRzVxFfJy5oX0LdOA7pdOoBLZbeoe8ZdD8/NK3z6N7j3NH1UZxZLvw+Pwe3H2bToq3cM+7mMjdkPl0okyMXQowAngPaAD2llNVPZNwxDLI+IqSwRokDU6LuKTLz1QKZECrgRGY8i6gVZnGtHNGkXjdr8WZLBy0E4FmKfgVsPhs9y5HSrSkJmuqgH3owg4gJzL6d5BUExbwUokAIIHO+IfSNRgXfbuSxfiC82ljCAaZGkPCDVuVqH4ywl7+ov1QSdNY0clG0UE/OL/q7hVkT+9LRh5f+4+D6C1XN1NIpLV3K1akLIRh667kM1VnM6zW0K1INP3sGrWt9RIyDlCNpIftadG0alLkx46t5um3XcrE6rHQa0JYVf68J2efKdnNg20HdRU/FpNBxQFtueuUazujZMmT/1I9m6IaQAJq0a8SLUx/XDaN898JkcjKdQWEgd46HTx78hsHX9itX1cWcTCf//rKUjBOZdBzYLqQpyKlKWT+BjcBlQPnmYlUiInI00jUT/HsCztkGwoSIeyf8H6on9AsOaG3FpKts+ilFIP1HNalX9TBauMOLjLw5oKJYnEyWwB+guQMoDcC/mxDJ14RvEb4tSPc8rYGFYySYamjVrkosWLqdnCGGlUnwAh7ygroyB3x7kFnjEDGPl+rei4NwL0aGW0yNeQEl4kpU7xZwHyZk2i5VMNUPOU265iHT7kN78Hk1JUn72RD7drmknqYeS2Py29NYPXs9tRvVZMTDw+jQr03efkeUg2d+fpjnL38Tn8+P33Py3hSTgj3SxkcrX8fj8nLfWU/hdXnxeX2YzCYsNgv3fRS8ThFOeREgsX0jnpr0AAe368+cQZvhmyymEOleVVV56Is7qNtEb61GyycPx+51+8KKZK2dt1E3lu/z+Tm65zgNW4X+zkrDlmU7ePz8F5GqxOv2YrKY6TW0K0/+cH+Z4/TbVu7i22d/ZPeG/TRqXZ9Rz11J+7PKb8G8TI5cSrkFqneCvRAOqDEZ3HORnuWg1EM4Lik8VqvEgqoXg7WiX85efsjUO7SHTn5Hlf0lMvZlCk8pVMDaI+8hI52/BaRm5cn9oiYi7nUt/mtppRX+AGrWp5A1TgvFILXOQglfI8zNtAVT3zada+vNID2alG4FOnLpXY5+RowVEVgSElH3IN0LCX6TcEDkGO37kH886UamP0hwKMYJrnlgnw3288pkb/KRVG7v/DBZ6Tn4PD52rd3L6jnr88IGfp+fL/43kWkfz8Dn9RMR7aBtn1akHUsn9Vg67fu1YdSzI2jQQtNa/2z920x590+2rdxJ806JXP7ARdRvXlezOsvJe3d8puVt69CsUxM+XfMWALUa1Qw7a087nhEisAVa+t+c7//h2if19XTanNmS1bPX6+7zeXxsXLRV17kl1I3n+L7QUJDf6yemZnTI9tKgqirPXfpGkEKiz+tn+V+rmTtxIedc17/UY29cuIXHL3g5L0x14mAymxdv45mfH6bnEL2Eg5JTaYudQohbhRArhRArk5JC1dOqEiHMCPt5KDFPoUTdVPSCW8QNhGYy2CFiRLG69pQW6dufV6ATjBNyfoSYFwN2FbBBRICSgIh5RRvHvQgyngWZwUmHa9YcfcEqTPeSk6EnmaWFLdRjyJSbUL37A2qOBf+oTRQe5qlATI3RXUgVFgg0lhCWMxAJ34KlB2AHpT5EP4aIujf0PM8K9O8lR3sYlpFJr/1KVlpw7053jod3bvuU71/6mXdv/5SpH/2NK9udl9Wxdu5Gbnr1Wibs/Zgnvrs3z4kD1GlSizveGc27/77EPeNuznPi6ScyuKP7Y8z9YWGIE7baLUTFRQYJeUVEO7jl9et1bdbTNAHNsS6coi83DHDFg4XrET1+/kvs2bAvZPvIxy4J0Se32Cz0urBrkDJjWdi5Zo9uSqUr2830L+aUaeyPH/wmZK3B7fTw0f1hWjCWgiIduRBithBio86/4SW5kJRyvJSyu5Sye61aFa8PXZGIyDEQcQVaGCYKsIJdk6WtUGTGyeYOIfvSUCKGI2pOA8d1YB0A9qsg4h5EzAuIWvMQ5obaodmfoLvY556FLBAqkTkT0M3qkamQ9brOYiloD4cwjQGs/TWtmAoSpxKOKwK1APlRtDUP68mFaGHthFJjAkrd9Si156NEXhPmzbKwB1LZ50ErZ6zVDXX4vX4mvvQLf385T1c86rsXfg45Z/f6fbx45duMbnUPz132BttXaaGMWd/OZ2TD2zi0/UjoTFpA8y6JfLPzAxLbBVdxduzfBnuk/u9Rb0YOWku1cETFRQZlshTE4/Iw4WVt/UJVVVbPXs9v46YTGRvBDS9epa0DRDuw2C10P78Tj35TflIOql8N+6suLPe9OOxeH/pwAji880ihaxUlocjQipTynHK50mmEEAoi5hlk1D3g2wemBpXSvABzK/TDJwpYB2mVjDnfaR16hA1QwdQAIr8OXqj0hdGREWZtAVWJO7lNTQ9jjBJolKH3RZSETf9zz0cen6YdZW6OiH2jkL6cJUeYakP8V8j0h8F/XLPF0i6w5lGKtyVrD3T/wkUEwnF5Wc0lvk5c2Hh0wUrP/BzZFaxDsnnJNh4990WtYEjVuuSsmLGWdn3O0FL1wsovg9ls1p3ZNm7TEKvdGtKL1GKzEBUXQfqJzCAnZ4+0FSkL+/CXd7J7/T4O7wqVjZCqZOWMdexYs5vXr/+A4/tP4Pf5MZlN1G9Rl292fEDqsXQS6saFZMSUlZZdm2G1WfKqTHOxRdg474aBZRo7tlYMyYdCi+UiYiKKTOMsLkYeeRkQSjzC2rlYTlxKPzJnMmryCNQTl6Nmfx9UpCOl1Lr0yMKe/hZATxpAag48/dFAD0tvIAySo2WPpN0XuIYPNeM1UEPFiLQDPEilIdK3HzXzLdS0BwPZLTqzMukHcztK/BWSKeRVjfq2IlOuRYZ9WJQOYe2CqDlb675Ua4FWB6CziFmssYQVEfeBlnUjHGhzHzvYh4JtYJltHfHwsBK3NRMCWnQNTtX86IGvceecVDeUUtM/WTOnECeOVnTUto9+TrzJbOLhL+/EFmHNy2O3Rdio3agGb8x+hvot6mraLDERWO0WRjw8jN4X6+eB5xIZG8kHy14NW1CUk5HDPb2e4OD2wzizXHhcXpxZLvZvPshXT0+ieafEcnfioN3r0z89hD3Slle4ZI+00aHfGWV25CMfuySoRgC0z/HyB4aW2/pimVq9CSEuBT4AagFpwFopZZFCByVp9XY6IKVEpt2Vr4IUwA6WzoiEbzRVwaw3Nc1zEQGRtyAibwsVpvJuRSZfRWiooyisiFrzkFkfFZCjLYgFIm+E7O/QnK0P7cHhR3PYrsB/rRDzNMLSCZk8ohT25McO0Y+gROrHY08VpJqm9TKVWWDto9UVlAOqqvL0sNdZ/lfxi7NsETbeXfhiUHebC2wjwzaALoyo+Eg+3/gONerFhz1m/9ZDTPt4Bsf3naD7+Z04Z9QAHJF2pJRsX7mLtOPpnNGrJbE1YwDt+77sz9XM/GYeUsK5owbQ++LuQd/nd+/4lNnf/RMSNioMe6SNaZnfl/geS0JaUjrzflhEWlIGnQa2o8vZ7cvsbKWUfPv8ZCa/NRVFEah+lYvuOI9bXr+uxIJe4Vq9nfI9O08HpCcgfVrQ4YkIiLgZsscT7FytEHkHSvTJGKCUKjLtIXD/WQoLHBB5E2SPK8axeql7Nk2TXPi1PqMRV+c1jZae5ci0R0ANn65WtHmjUGKfKv351ZhPHvqGPz6dFbIYlovZYqJ550SyUrNJOZpGy27NuPWN62ndI1jAbES9m0k7VrI3m+adE3lm8kN5C6LlxVs3fcSCnxbnhWTskTb6XX4mj359d94xfp+fr5+ZxKTXfiv2uBabhb+coZLM1QW3082JQykk1IvHEVm6FOVwjtwIregg1WykZxXSp79IUWK8K9Dv9ZkD2d+ju/CY/SEyn6iVzPqolE4cbYE0e3wxD9YL7bjBvw8l/lOU2JfznDiAsPZE1JoNIk7nPAUtFGECpQW6SzIiAmHtDID0bkZNux/1xMWo6U+W3+d/ipKdkcO0j2eEdeKg5Uo365TIV9veZ2rGd7w97/kQJ35k9zE69G1TpP5Jfnpd2JUPl79W7k58+6pdzP9xUVBc3ZXt5p+fl7Jt5ck8cpPZxJiXrylSfyUXxaTQa2jXcrW1srE5bDRoUa/UTrwwjBL9AqjZX0LmuwH5Vx/ScgYi/hOtejIMUkotFS37E60TjaU9IvrRk7NWkYA20y24eGUHMsOM6kN61yOsXbQqukIdcSFqgtjQHGpxXmEtaI5cZywltFNM3lWEBRK+RqbeBNKlFdbgDFzfp9mg7iR00dCiNa2wn4d0L0Gm3hawUwXfTq2DUMKPCEvrYthe/Ti2Nwmz1Ry22hEACfN+WEiPC7rQ77JeAHjcXhb/tpyje5PYumInK/5arS2aBV6uTWYFvy/0gWwyKaAI7nj7BobfXTEdrVbPWo/PHbpI63V7WTljbVClpBCCC28ezF+fzw7SM7faLAiTghDaQ0CrWo3gzndvrBCbTwcMR54P6f4HMt8DXCcXiLwbkal3IcK0LAO0Sr/scSdFpTxLkcnXQo1JWizVuwbd3ppCAaJAhtG98KwHaxc051aICJTtfPAsCMjSugCLprdtuwgib4Dk4rTEs4OSoIV7/LsJmpkLByKiiO7o5hYQ/y34DkDmU6A6OflAyL33AmE8S3dE/PsIYUXNeLbAPfo1+dzM1xAJ5ZdvWxC/z8+Pb/7O1HF/k53ppPPAdtz21qhyqxYsjNqNa+bpiBeGK9vNtE9m0O+yXhzZfYz7+j6FK9uFO9uDqlO6r+fEQSuDf2X6k4XGw8tKREwEZqsZfwFJXrPVTGRs6GTgltevI+lAMiv+XoPFZsHr9tL3sl7c/cFN/DN5CXs27qdF56YMuKpPhcxkTxcMR54Pmf0FoQt3Ps2Z+w8hTKHdwKX0QPZHOsqALmTW+xB1r9aXUo/op7Wu8c4fdXZaEKaYwP9b0X5VYf7o1WPaYqZzKviPIKxdteYYgXxqVakTqOIsiBVs/bVZtPUsRMRVmrhWyvWBYiGpPRzsF4H9Ev1rA2r2N5D1buB4L/pvB3q4EEosUjrBf0D/kBIpNJact27+mH9/XpK36Lbsz9Vs+HcLn28cS80GZW/M6/V4+f7Fn/njEy0O3mlQO+5450YatqxHVFwk590wgNnfF73o5woUq7x63fukHU8Pm8ddGClHU0moG1ea2yg2/UecyfhHvw3ZLgQMuLJPyHar3cpzUx7h2L4kDu08SqPW9fMaIuvpzhjoY8TI8+MPMzMWFghXwOI/in5+l9bMF/c/6MbHMSHUpEB/Sp2yfmEBW+4XWVKoc5RuhBKHEjkKJeYxhP3cPCcOQNSD6FWiiri3UeI/Qkn4UqtoVaIQ5saIWnMRceMQMc8jav6pxcXDrNxL1wzIGhvQcc8J3GtxCyhyP7fcB5UOovSNl4vixKFkFvy4OMiJSilxZbv49vlClCRLwMtXv8svY/8gIzkTt9PDiulruafXE6Qc1b5P94y7mcvuH0pEtAMh0G2CbIuwMujqvmSmZrFj9e5SOXGAjBNZ/PmZfkOK8iKuVizP/vwwjmgHETHaP0e0nWcmP0x87fC/yzpNatF1cIeQrvZ+n5/vX5zMFbXHMMR+NQ8NepZd6/ZW6D1URwxHnh/7QHTLu5FgDlVzA0CpgX6nHTS1v7zc44KYtYU+U11E3PsgIrUqURGpNT2O/yyfnGoRM1xb30J3KxGXQszLYGqI9it3ABKZ8Rxq5ruhTSeECWE7C+EYjjCH148GkFmfhNUpLxyHVoUZuB6OEYQ+bBxaOmT+60mJdP6JmjwKNXkkavYPIfYXl72bDmK1hz5E/T6Vv7+Yy1s3faQbuiguh3cdZcX0NUGdf6SUuJ0epn48Ewgs+r10Db+lfcN09ySe++URbBFWzBYtLc0eZSexXSOG3nJOsdusmSwm3RomVVX58smJ+P3lU00Yjh4XdOHnY5/z1I8P8tSkB/j52Bel1hR55/ZPmfT6b6SfyMTn8bF+wWYe6Pc0h3eFqYX4j2I48nyIyJs0QawgZ+6A6Cd0JVwBhBIJjsvRnfFG3V1Ixxs30rcPqWZrkq61lyLiPkDEfYKovRhh7XHyGsISKL7Rw4KIuCHsPUnfAaR3M8JxAaLGz5pELW7tn5qs9eU83g819Q6ke0GJezKiHg+zQwARWswdK9qCrF3bLiK0iknHZSePjnkc7IM5KXtg07RrCtybzHgSmf4/8C7Vwi6ZryFTRgdl+BSX+s3rhK2elFIy/8fFzPxmQYnHzWX3hv26lXtet5ety3YEbRNCYDKb6DO8B5+ufYsrHryYc28YwIPjb+fdhS9htVuJSYimaYfGhEtrNltM2BxWTTMlzK8xMzmLaxrfrqtpUp5Y7VZ6nN+ZHhd0wWovXaP01GNpzJ2wMCTs5HF5+OmtqeVh5mmDESPPh1ASoOY0ZPa3WkjEVAcROSbIqeqeF/MUUtgg5wfArzXvjX4SYesNgIwdC+kPkZeRkYvzJ6R3FdT4RXtQFBCsCiL6KUi7Ea2HZL72ZAnf6Yp8Sf9RZOqd4NsZ0GdRtFxw6Qy2AZ+mm+Keg/QsBsd1iJhHivys8rB0AfdsQsMpMRD/HkI9qjWkUGqB6y/t4WHtpS105u/EI6yIuHeQ/iTwHwZzE0R+qQBA+naCcxrBC8dOrRGye0GYDknhqd+8Lh37t2Hd/E26i47uHDdTP5zOBTeWvHnBpsXbeO/28SHl7QBmq4lmHUPfdLweL4t+Xc6O1btp2Ko+1zx5GY6o4Erex769hwf6P43X5c3L6IiuEUXnQe2p2aAGF9w4iPrN6/LVU/XCNnFIOZLGQ4Oe492FL9L4jIYlvrfK4uD2I1jt2gJofvw+le35UhkNjIKgckXK3CYK0SExZdU1F9LuIyR7RUQgYt9B2PWdhVRzkBlPa1WFAJi1vpe2s7XCHFNNHTsk8sSF4N9LcFgmTIPmIGyIWjOKXdIufTu16s6gB4QdYp5DibissFNLjMz5AZnxKroZPI7rUGKfKfGYzmwXb9wwjoVTlunub9i6Pl9tea9EY6afyOD6ZneFbVDsiLLz+cax1G5cK+ice3v/j9Rj6TizXNgjbdgcNt5b/FKQuiFocrTzf1zM0T3Had2jBb2Gdg3R8l746zJeu+79kIbO+bFYzSS2b8Tzvz0WEps+FThxOIVRze8OceSKSeHcUQN4+Is7q8iyqsMoCKoEhLAglBjdhUHh24lu1onMQXr1NZoBZPoD4JqJNpv3ADng24WwD9B14gD4NgQqLQuGGyRFyssKE3iCnZqUEulZgcz+EumaERSTFuYWiBpTwH6hJgdr6YGI/7jcnTigvenoCl9ZIdxnUQSOSDtP//QgcXVCF+IsNgsDRvQO2pZ8JJVf3/+LSa/9GjY8MXfiQvxhFPPqNq3N2/OfD3LiAJ8/MYHj+0/kOX9XtpuMlEzevunjUJujHAy5aTA3vnQ1fYb30G3I0PfSXjz144NEROtp82h4PT52rdvHE0NeKjKkJqVkzdwNfP/iz/z1+RyyM3IKPb48qFk/gT7Du4cUDVlsFuo1r8uLV43l4we/5sC2QxVuy6mOEVqpLEz1NUVCWfAPwBF29iv9R8G9mNAcdDcy6zNE/Af61/Ino/+MloHtRTSgyFelKaULmTIafFu11EJh1RZkEyblyeIKc1NE3NhCxiwnbIPQ/8oqCMelpR5WURSe+O5enrnkDfw+Hz6PH3ukjZoNazDi4WF5x/3z8xJev2EcSInfp/L9iz9z4S3ncMc7o4Me3smHU/DozITNVjPD77qAlgUErwAW/rIsRM5WqpLNS7bhdrqxOUomrAVw5kXduOfDm3nvDv0QD2gSrcf2JrFr3d4g7Zb8eNxe/jfkZbav3IUr240twsr4h7/lzbnP6t5LefLoN/fwxRMT+HP8bDxON4ntGuPMcTHp1Sm4st2YzCb+/HQW/5t4P32GFx4CPZ0xZuSVhf1c8hb78hCaYwy3IOo/GujKUxAZCJuEwdIhEEsPMUJrimFuS/iZuTkoVi+zPtHSKHNTC2U2qEmaTGwlI4RNax6t1NUWTEUkiBhE/AcIU72iByiErud05LMNb3PFg8MYNPIs7nr/Jj5Z/QaRMVoRS3Z6Nm/cMA6P04PH5cXv8+N2epj+xRw2/LslaKyOA9rhiAotXjGZTUEt3ILuTSftMLAHUYw2Y5uXbOOj+7/ik4e+CSqFH3Blb5p2aIxFJzsnv12phei0TP3wb7Yu24EzyxVIz3STnZHDi1eORUrJvi0HefbSN7ii9hhubv8As7//p+SL5mGw2izcMXY00zK/Y7pnEoOv60fKkbS8B1Pu7+HNMR/i8xZdXHW6clrPyKVvFzJ7otbf0tpPa+FWSKl5RSKEDWpMQqY9GGiNFug0Hzs2qGt7EObmgQKbkB2B7jZhrmWqiYwYDc7v8qUGauEHEXUPQnlCm2k7Z0Hm0+TN0kUkIn48QuR7lXVOIfSNQIJ3PVLNQCgxVCbC0hZqLdCaT0uvpjWu+7ArOfWa1uGmV/QrWFfOWIdiDnWo7hw3cyf+S8f+bfO2dT+/E807J7Jj9e68jAtbhI2u53QI0UnJZfA1/fjzs1lBi66KSaHL4PZYbYXf3ycPfc0fn87W3gIE/PHpTK546GJGPz8Si9XC2/OfZ3Srezm+X79OwuP20rpH+CbDM76epxtrTzmaxurZ63n+irdwZbmRUpJ+IpP3bh/PsX1JXPtk2fXacxFCYDKZmP/TYt23Hb9PZde6fdWmWXJ5c9o68pMNcwOVhu7FyJyvoMYUhFI+7aFKijAnImpOQfqTARk+xp17vBKNjLwRsvN3qle0kvmomws/N/ohsHZAZn+jVWnazkNEjs57aAhhR0RcjHScqzWTFg6wdAxtJqzbAQjAh5S+KmnoJoQAS7h0zIqjuJ1iFEXh9VnPMO3jGcz6dgEms4khNw1myE3hs2pufPlqNi7eyqHtR/B6vFhsVqITInmoiAW9nWv3aFWjuc5Nah2EJr85jXOuG0DDlvWwWC1kpmSFHeOKBy4qtGVaeBlXybRPZuLO8QTNwF05bn549Vcuu39ouZfVR0Tpx/xVv6r7FvRf4bR05FL6kOmPEdIw138Emf0VIlqnN2MlUmRP0PzHRj2ANDWB7C9ATQHrmYjoB4rMKhFCgP18LV/bPR8tjzv0dVcIO9h6h2zPQ4kHv15Vq0D4D4ApvJjY6UTtxjV1y+hNFhNnX9MvZLvVZuHy+y/i8vsvKtb4EdEOPlz+GmvnbWL3ur3Ub16XXkO74nF5mPbxDDYu2kqj1vUZcvM5eVopB7Yd4t3bx+vOlqVUWTptZV6fzLpNa7Nnw/6Q42wOK6NfHFmobeePHshXT00KuU6NevHs3bhf9wFnMisc3nmU5p0Si3X/xWXYXRewfdWuoJi/EII6TWrSqHXF6+OcqpyWjlxrUKwXI/aA62+oYkdeEoQQiIjLIaLkr6lqzs+Q8byW6SEB/MjYN1AcJVC+U2oFRLQKGuYAWXz9a9WfpGXbmOoizInFv/4pwo9v/K4tKxRseSkEbXvrd9gpKYqi0HVwB7oO7gBoBTF39nicrNQsXNlurHYLP705lTfnPkdGcibPX/5mWOVEqUqmfTyDZX+uZsjNg+k0sJ2uI4+rE4tSRAx+2F0XsPSP1WxdsRNPjhurw6p11Jn8EF/8byKHdoRWWXrdPmo2KP+HfP8rzmTToq38OX6WVsEKRMVG8sLvj5Vbt53qyOnpyEVk+LL5cPHoUxzpP4Z0/qqJYtnOBNs5hcaGpW+/5sRxBzuf9EeR1p7Ffyuwnw/edYTkbks/WDoXbbdvNzL1ljxRLIlAmhIR8V/kZb1UB7Ys3a6b7KOYTKQcSQ1JJywPvnp6EqnH0vI6/2hO28sbN3xAVmp2oUJbPq+fw7uOcXjXMbYu34HZov+nnnIkjeQjqYUqIvq8fnoP6052eg5+v58zh3bjqscuISLawbX/u4wN/2wOssVqt9BneI+8jkHliRCCO9+9kSsevIhNi7cTVzuGjgPalrjTzunGaenIhbkh0twCfFsILoBxICJO7ZZiekjPcs0ZSj/gQbp+B9OnkDAx7OKtdE0nrEa5eyZEXF2sa4uIy5E5E8F/kJPO3AHR9xa50CnVHGTylQElxbyt4N+jKSzWmlttZlE1G9Yg5WhayHapqkQnVMzkYMnvK3Tbtx3aeRSzTu54OFzZbhD6ax0msxK2cAkgJ9PJXT0fJ+nACdw5HoQQHNpxhLpNazPkpsG079uGR7++m3H3fklWWjZIGHR1X+79sPA1nLJSu3GtCnl4VldOS0cOIOI/RKbcoHWFR2jpeBEjNEnWaoTW4u2BYGEqqRUFyZxvEVG3hznRjX4Vp1rIAmYoQjigxs9I589adakSj4i4HmHrVfTJrr918uZzzTih6bRbq0fXl2ufupxXrnkvqJuP1WFl8LX9Qsroy4uw3XOkDCvm5Yi2h3SCh0CILtAvMj8RMQ7qN68T1oY/PpnJ8f0n8jJFpJS4czx8dP9XDLq6L/YIG/2v6E3fy3qRdjydiJiIEjeTNig7p20euTDVR9SciYj/HBH7CqLWbJSYpyplBijdy1BTbkM9cammLhhOArc4+HdrudshuAO6I/oI+2D0lRxFoLCm+AglQpPIrTEBJX5c8Zw4IP0HCauhjtS6KVUT+gzrwW1vXU9kbITWad1uYfA1fbn7g5sq7JpDbz0HWwFnbjKb6HJ2B87o1Sqvs30u9khbQKQqNORmc1iJjo/K6+ZuspiwRdh45Ku7C42RL/x1mW66n2JS2LHq5NqJoigk1I03nHgVcdrOyCGQuWHtVqnXVLN/gMzXyEsX9O3QZrM1pxbaLi4cUvWGn0GL8KpywtIOGXElOCdrjSMQgBWibkGYm5TYjtIgLB2QWNFfeFY1wa1qxMW3n8+QmwZz4lAKMTWiCy1/Lw9GPDyMLUt3sGbOBq31GVCrUQ0e/eZupJQ8dt6LHN2bhKIIvG4f51zXn+F3X8CSqaE6RiazifEb3ubfX5ayevZ66jWtzUW3n0/DloUXUsXU0E9LVP0qUXFVU5NhEIohmlWOSOlCHj9TJ5xghcgxKNEPhjlPBZkGIiqoGEf1bIKU0YBedogdop9CibyycJs8q5HOP0GYEI5hQY2TKxop/cjkSwIFUPkR4BiNEvtEpdlSndmzcT87V++hTmItOvRrk/dWKaVk+8pdJB1MpmW3Zvw+bjq/j/sbxaTgynajmBSsDguR0RE8/9ujYYuRCmPlzHU8f/mbQel+iiJo2Lo+n298p9qscZwuhBPNMhx5OSI965CpN4LUKb4wn4FSM1RDWc35FTJfD5xjgohrIGIUpN0DvvBiWpjaI2pO1poynMJINQuZ9R44f9beLEQtiHkQYR9mOIFyZPoXc/jwvq+CYvhmi4l2fdvwxqyni0wxLIwfXvuV71+YjNlqRlUlNerF8dqMp6mbWLs8TDcoAeEc+WkdWql0lIQwJfWAoiM365oHBZsO50wA56+aRnhhWDuc8k4c0NrHxTwJMU9WtSnljtvpxmw1nxKpbz+P/SPIiYOWNrh58VacWa48zZjScPXjlzL01nPYumwnsTWjadW9ufEQPsU4bRc7qwJhbgSWtoQ+Hx1a96ECyKwPCNXWdoFMoXCFQiuYWxdqi5Sy3ISLSop0/4uaNAT1aGvU42ehZn9fZbZUBKtmrWN063sZFjOKS+Ju4JOHv6lywabMVP0SfKEoODNL04ovmJiEaHoO6ULrHi0MJ34KYjjyckbEfRTQAbEHWpY5IPoBhF73H//hUl7FhnAM090jpQs1/XnksU7IY2egJo9EercWOaKUEuk/hPQfK6VNgXE8y5Gpt4F/F3mZKZmvIrM/K9O4pwrbVuzk2Uvf4NCOI6h+FVe2mz8+nsm7d4yvUru6ntNRt61cdHwkNer/N2QU/ssYjrycEaYaKDUmI2pO01Ifay9GiRytf7Clrf72QokICH/pF6HI1Lu0eDQuNJXC1cjkS1Fd4XtPSu965IlzkUkXIJMGo564BOkrXU9HmfYkoSmHXsh6X+ugVM2Z+MqUkHQ8t9PDvIkLyUjJrCKr4MYXRxIZG4HFqr0NKorAFmHlgU9vM2bQ/wEMR15BCHMThLWr1pw53DHRDxLStFk4wDoQrdN9AcwdEbVmolj00welbzd4VhAqO+uHtDuQrrmh56gpWuGUf3/gPA/4tiJTrimd41VD9Tw0PFCWfPpThP1bDqIXJTJbzWFlYiuDOk1q8dmGsVx631Ba92jBwJF9eXfhS/QaWrnptwZVg7HYWYUIS3uo8T0y823wbgRTXUTU3Qj7EKRrNjL7K/CngK0rRIxCsRQeF8e3B4Q5THjdp/X+tA0MkqqVOb/p6NKoWgqle36gIUZJCB8LlyKuSmRvy5OW3ZpzeOdRVDX4Pn0eH/Waha+QrAxq1IvnltevK/dxU4+lsWDyEnIynPS4oHOFdwUyKDmGI69ihKWj1vWm4Hb7OQj7OSUbLGwjigBqBqjHwVT35Db/YXSbGUuv1qGopCg1A7IIBRDRKEr4AqbqwrVPXsaSqSuC8qptETaG331BmTJDTlWW/bmKF68ai5Taw2riK1M4++q+PDD+ZMhGVVVWz97ArrV7qdesNr2HdcdiLZ9mHwbFw3DkpxHCnIi09Qnoj+vNjNXAAmy+c2zdkK6fQ4uYhAmsnUtuRPSTkP4YwdWcZogueYf7U5EmbRsxdsELWku15TuJqRHNiIcv5pJ7Lqxq08odV46bl0a+E6Rs6M5xM2/SQvpe1oueQ7qQk+nkoYHPcmjHETwur1aAFBPBe4tfpnaj0jXENig5hiM/zRBx7yNT7gDvwgJ7rGAbFLpIajsHTB9pYZk852sHS0+EpUOJr684hqIiIettbbav1IeoB1Ai9LNsqiMtuzbj7XnPV7UZFc66eRt1M2Fc2W5mfbeAnkO68PUzk9i3+SBet/Ym6Mz0487x8OaNH/Lm7Gcr2+T/LIYjP80QwgYJXyAz34Kcb7XmzdIL1h6I2Fd1jrdAwg/I7M/BNQ2wgONKRGTp5X4Vx0XgqF4qkxWBx+Xh31+WcXD7YRLbNaLPJT1Ou5DD3IkL85x4LqpfZcM/W3DluA0RrUqiTI5cCPEmcDHaVG4XcKOUMq0c7DIoA0IIRMwjyKhbwLcDlHqFNnEQShQi+n6Ivr/SbDzdSTqYzD29/0dOeg7OLBeOKDufPzGB95e8Qnzt2Ko2r1h0GtQeqYaG6OyRNs69fgCA7v5cTqcisFOdsqYfzgLaSyk7AtsBQwXpFEIocQhrj2rViac0SKki3cuQzj+QvoNVbQ4A790xntSjaXlNG5xZLpIOJPPpw99WsWXFxx5h48kf7scWYcXqsKKYFGwRVgaN7EuPCzoDMODK3pitwfNBoQjanNmy3BsvG4Sn3ESzhBCXAldIKa8t6tjTVTTLoPKRvoPI1FFajroE8ILjMkTM81VWCKOqKkNsV+s2JbZF2Pgj6/sqsKr0pB5PZ8FPi3XTDzNTs7i3z5MkH07BmenCHmXH5rDy/uKXqd+8biGjGpSGyhDNGgP8WI7jGRgUiUy7O5BCmc9pOn/XdOgdw6vMrnDPkOpYZBlfO5ZL7tZv2B0dH8Vn699mydSV7Fy7l3rN6jDgyt7GbLySKdKRCyFmA3qP1iellL8Hjsmty55QyDi3ArcCNG7cuFTGGhjkR/oOgG83oS3tnMic7xFV5MgVRaHX0G4s+3M1ft/JYiuzxUT/K3pX2HXdTjcLflrC9lW7aXxGAwZf25fI2PCVxeWF2WKm3+Vn0u/yMyv8Wgb6lDm0IoS4AbgdGCxluAaNwRihFYPyQHq3I1Ou1O8LamqBUuuvyjcqQMrRVO7t8yQZyZl4nB6sDis16yfw7qKXiEnQ77pTFlKPp3N3r8fJTM7CmeXCHmnDYrPw/uKXadiqfrlfz6BqqJDQihDiAuAxYEBxnbiBQblhbo6mVVPwq2cDu34ooLJIqBvP19veZ+kfqzi47TCJ7RvTY0jnCtMu/+zR70g+lJr3BuDKduPO8fD2TR/zzr8vVsg1DU4dyhojHwfYgFmBhaWlUsowbd0NDMoXIUwQ9zoy9R60yJ4PcGiaNZE3VrF1Wsih76XFa1RdVhb/viIojANa+t/mpdvxuDxY7dVfHsEgPGVy5FLKkjcBNDAoR4RtANSchsz5AfyHEba+4BiGEP+txTa9CkwI1BQo1XCF1aBEGDK2BtUeYW6CEvM4Svz7iIgr/3NOHOCc6/pjsQXPy0xmE90v6HzaVZMahGI4cgOD04AbXxpJ885NsUfZsdotOKId1EmsxUOfGZHO/wKG1oqBwWmAI8rB+4tfZsO/W9i9fh8NWtSl67kdT4nG0AYVj+HIDQxOE4QQdOzflo79S9NC0KA6Y4RWDAwMDKo5xozcwMCg0kk9lsZXT09iye8rsDqsDL3tXK58eBhmi+GSSoPxqRkYGFQqOZlO7uzxGKlH0/Ny3ye8+DPrF2zmpWmPG868FBihFYNSIb3bkTk/Id0LkCHNmw0MwjP7u3/ITMkOKmDyuLysmrmOSxNG88Nrvxpa5iXEePQZlAgpfci0B8C9ABAgFBDRkDDxtNc9NygfNi7cgjvHrbvPle1mwku/EBFtZ/hdVSuzUJ0wZuQGJULmTAw4cRfgBJkN6nFk2r1VbZpBNaHRGQ2w2MIXKblz3Ex8eUolWlT9MRy5QcnImYTmxPOjgm870n+sKiwyqGYMuXkwZkvh+e1pSRmVZM3pgeHIDUqI/isxKCA9lWqJQfWkZv0E3pzzLE3ahg/FGdK7JcNw5AYlw34hoKOkp9QAkxEjNygerXu04PON7/C/ifdjdQR/n2wOK7ePvaGKLKueGIudBiVCRN6GdM0C9WigoYMVhBkR91aV9cg0CGXnmj3MmfAPPq+fASN60+6sM07J38+gkWcRVzuGr56axMEdh2nUugFjXrqaTgPbVbVp1Ypya75cEowOQdUbKT3gmo70LANTI4TjcoSpdlWbZRBg4iu/MPHlKXjdXqQEW4SV824YyD3jbq5q0wzKSLgOQUZoxaDECGFFOIajxL6CEnWH4cRPIY7uPc6El37B7fSgqhIpJa5sNzO+ns/W5Tuq2jyDCsJw5AYGpxHL/lwNOiEUj8vDot+WV4FFBpWB4cgNDE4jLDYLik5HIEVRsNiNBhOnK4YjNzA4jTjrkh5INXTdy2QxcfbIvlVgkUFlYDhyA4PTiNiaMTz23b3YHFYcUXbsUTasdgt3jL3ByM0+jTHSDw0MTjP6XdaLzoM+Zdmfq/F5/fS6sAvxdeKq2iyDCsRw5AYGpyHR8VGcc13/qjbDoJIwQisGBgYG1RzDkRsYGBhUcwxHbmBgYFDNMRy5gYGBQTXHcOQGBgYG1ZwqEc0SQiQB+yr9woVTEzhR1UZUMcZnYHwGYHwGcOp+Bk2klLUKbqwSR34qIoRYqacq9l/C+AyMzwCMzwCq32dghFYMDAwM/t/e/bzYFMdhHH8/iRVlqWamWEgmKRuRHRaXRJRiIcWSoizQ/AnKipIim4kUoqQxSs0GKU2a6RpNNm6UhQVlocnH4p66UyaO4nx83ee1ut/OXTx9uufp3POjUzgXuZlZ4VzkPZezA/wDPAPPADwDKGwGPkduZlY4H5GbmRXORW5mVjgXeUXSOUmvJL2UdEfS8uxMTZO0X9K0pG+Sirn16k+Q1JI0I2lW0pnsPBkkXZX0QdJUdpYMkoYkPZbUrvaDE9mZ6nKR94wD6yJiPfAaOJucJ8MUsA+YyA7SJEmLgIvADmAYOChpODdVimtAKztEojngVESsBTYBx0r5HbjIKxHxMCLmquVTYDAzT4aIaEfETHaOBBuB2Yh4ExFfgRvAnuRMjYuICeBjdo4sEfE+Il5Unz8DbWAgN1U9LvKFHQEeZIewxgwAb+etOxSyA9vfIWklsAF4lhyllr56Q5CkR8CKBTaNRMTd6jsjdP9ijTaZrSl1ZtCHfnztPPi+3D4laSlwCzgZEZ+y89TRV0UeEdt/tl3SYWAXsC3+0xvsfzWDPtUBhuatB4F3SVkskaTFdEt8NCJuZ+epy6dWKpJawGlgd0R8yc5jjXoOrJa0StIS4ABwLzmTNUySgCtAOyLOZ+f5HS7yngvAMmBc0qSkS9mBmiZpr6QOsBm4L2ksO1MTqovcx4Exuhe4bkbEdG6q5km6DjwB1kjqSDqanalhW4BDwNaqAyYl7cwOVYcf0TczK5yPyM3MCuciNzMrnIvczKxwLnIzs8K5yM3MCuciNzMrnIvczKxw3wGAgcgo09mq2gAAAABJRU5ErkJggg==\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n", + "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : blobs\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"3 clusters in blobs mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"3 clusters in blobs mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"3 clusters in blobs mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"3 clusters in blobs mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"blobs\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "6f1ecaf0", + "id": "b95ac57f", "metadata": {}, "outputs": [], "source": [] @@ -773,7 +822,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/.ipynb_checkpoints/4 dbscan-checkpoint.ipynb b/.ipynb_checkpoints/4 dbscan-checkpoint.ipynb new file mode 100644 index 0000000..7619948 --- /dev/null +++ b/.ipynb_checkpoints/4 dbscan-checkpoint.ipynb @@ -0,0 +1,860 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 148, + "id": "13b7eb33", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0. 0.0352566 0.04549539]\n", + " [0. 0.248588 0.26211434]\n", + " [0. 0.36971798 0.44593303]\n", + " ...\n", + " [0. 0.17770385 0.18372765]\n", + " [0. 0.47954405 0.60826988]\n", + " [0. 0.20406416 0.21673267]]\n", + "epsilon : 4.542\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import DBSCAN\n", + "from sklearn.neighbors import NearestNeighbors\n", + "from scipy.io import arff\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "### 3 DBSCAN\n", + "\n", + "# Charge le jeu de donnée : 2sp2glob\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n", + "distances, indices = nbrs.kneighbors(npliste)\n", + "print(distances)\n", + "\n", + "# Garde uniquement la colonne correspondant aux distances\n", + "liste2 = []\n", + "for i in range(0, len(distances)-1):\n", + " liste2 += [distances[i][1]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste2 = np.array([x for x in liste2])\n", + "#print(npliste2)\n", + "\n", + "epsilon = 0.98*max(npliste2)\n", + "print(\"epsilon : \",round(epsilon,3))\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = DBSCAN(eps=epsilon, min_samples=2).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"3 clusters in 2sp2glob\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e576f7bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "\n", + "### 2 Clustering k-means (suite)\n", + "\n", + "# Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = DBSCAN(eps=0.5, min_samples=100).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a9fddea2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.352, 0.382, 0.387, 0.408, 0.411, 0.446, 0.494, 0.548, 0.517, 0.489, 0.456]\n", + "Temps : [0.117, 0.119, 0.122, 0.193, 0.138, 0.141, 0.134, 0.137, 0.133, 0.136, 0.133]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "### Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "nb_clusters = range(2, 13)\n", + "for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='ward',connectivity=None).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + "print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + "### Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster_max_score = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + "### Affiche les résultats \n", + "### Graphes des metrics\n", + "fig, figs = plt.subplots(nrows=1, ncols=2)\n", + "figs[0].scatter(nb_clusters, temps)\n", + "figs[0].grid()\n", + "figs[0].title.set_text('Temps')\n", + "figs[1].scatter(nb_clusters, mesures)\n", + "figs[1].grid()\n", + "figs[1].title.set_text('Mesures')\n", + "fig.tight_layout()\n", + "\n", + "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + "### Appel de la méthode de clusterization\n", + "pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "### Affiche la clusterisations\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "d75ca794", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "import os\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "def metricsandclusterisationof(name):\n", + " path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n", + " file_path = path + name + '.arff'\n", + " ### Charge le jeu de donnée\n", + " data = arff.loadarff(open(file_path,'r'))[0]\n", + " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + " liste = []\n", + " for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + " npliste = np.array([x for x in liste])\n", + "\n", + " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + " temps = []\n", + " mesures = []\n", + " nb_clusters = range(2, 20)\n", + " for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + " print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + " print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + " ### Trouve le nombre de cluster maximisant Silhouette-Score\n", + " nb_cluster_max_score = mesures.index(max(mesures))+2\n", + " print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + " ### Affiche les résultats \n", + " ### Graphes des metrics\n", + " fig, figs = plt.subplots(nrows=1, ncols=2)\n", + " figs[0].scatter(nb_clusters, temps)\n", + " figs[0].grid()\n", + " figs[0].title.set_text('Temps')\n", + " figs[1].scatter(nb_clusters, mesures)\n", + " figs[1].grid()\n", + " figs[1].title.set_text('Mesures')\n", + " fig.tight_layout()\n", + "\n", + " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + " ### Appel de la méthode de clusterization\n", + " pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + " ### Affiche la clusterisations\n", + " #plt.figure(figsize=(10, 10))\n", + " plt.figure()\n", + " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + " cluster_name = \"Clusters in \" + name\n", + " plt.title(cluster_name)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebcbbbf2", + "metadata": {}, + "outputs": [], + "source": [ + "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", + "li=[i for i in l if 'arff' in i]\n", + "lis=[x.split('.')[0] for x in l]\n", + "for i in lis:\n", + " try:\n", + " metricsandclusterisationof(i)\n", + " except Exception:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "0bcc79c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n", + "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : 2d-4c\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"2d-4c\")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "6f1ecaf0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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2JTmpUS+LG5vfQ1GBj2NOac5tr11H9mGGyWVhrhd/UXzdt9/r58NHP+PcmzvhcDrK3NOSr0dp2ajCgRDeAo5WSOqDiONI9OBf4PsFxIO4TgZ7U8MKRuVHdyJZEZVOvFS7NnB3Bd84oncJ5VC7IP8FFF4k+ab4ZQ8ylG8SquBNCK8DWxMk9SHj/a2ongoY6jT/FBAHqCDKeQKS+S4ie/+MKdEkROCLyAjgdKCmiKwHngIcAEqpQcCTQA1gYGTlEFJKtU1E3xYGy//8m2AgFHU96A8y7Zs/EyLwiwqK+PCxz/ll+FTCoTDtu7XltteuI7N2BgunLGXm+LkkZyTR+erTqN1otzpu0dRlZYR9RdgcNu4bdFvcMkopnr3sdQpyd6+0w6EwC39byrgPfubCXucwa8J8vn7ze4ryizjlkpO44LazGPP2eIL+6PcJwO6yI4A72c0vn/1mnGkCU0ZO57dRM7hvcE/Ou7kzyRlJ2Oz2Er1/zDHqil3rPiUr7VMIbzVWh6l9ENdp4DodwVci8JVkoLadC+F/dtcvsIOnK2gtIfxHdAfJD4DaBIVDMLSz5XdLAq5OkPYsCFD0HYjLOAeIuTvwQcG7qKTrECkrHlRgHsr7CYR3gLsz4rkM0WKYZB5A6EXjYdcjlEx4oSWonDsgc4DxWcRBFbwD/t8wrKkik3xgFirvRST92b067r3BAZ3EvG3btsrKeFUxoWCI249/mDVLzQ/9jj+zJa9MfHKP+lBKcXf7x/h3wZqSA0ubXSOjdjpHnnA4cycuxO/1Y3PY0WwavYfdRcfu7QG45Zj7Y47NjLr/q80nKwfELbNuxQbuaNOnjGlkMYcf34TUrBTm/bKo5JrNbqNu09pk1kpn0dRlpm3a7Day6mWwba25CsXusDF0+VvUbVKbpy99lWlj/ow7xq435nDn81sNwV6CG1KfMPTyKoghhFwYAths1+DEcGwy+Z062qPV+BilF0B4NYos8I00dghaEiTdjLg7lzh1qfB2o5x3BPi+N28z0qfU+g3Rskqu6IUjIP/FyBgVxjmEbozPdSaS9hhiq2X0o3shOAfEDY7WhiVPAlChdaiikRDeYtj/u89BJP4uEEDf2hH0TdE37Eeg1RwXv+6WE4ydTxQupPbChKq+lPKj8vtD0ShjcnG2R9KeQOwNq9SOiMyJtaC2Qiv8B5g25k+2rjW3p3Z6nFxy7/lx66//exPDn/uKj54YwYrZ/5iWWTR1GWuWri9jnRIO6eRtz2fWD/PwFfpRCkKBEIGiAK/e+C5FhYagu6L3RbiTXZV+nrSaqRWW0XVFrN/a2mXrywh7Y6xhNv27BafHicPlMK0XDoXZvn5nzD7DIZ0pI6cDcGWfi7A7Y2+QbXbhpke3lBP2AD7I7xdxhPJiCM0iYptHBogpmIPT0X2TES0FcRyD5qiHlnofWvZ3SMa7iLN1GQ9esdVEnG2RpKsAd8yxIw5U/jvo2y9Fz7kPPX8Q5D9njL1kLJFAafjBPwG141KUKjIsira2R+Xea1gSbTsVFVwSu69KovxTUNvPh8IPwfcNateTqB2XGZNLrDoqhL7rBXNhDxBaXYmOY6nLAuzZgblJVzl3gnf4bie5wG+oHZeg9NjfyapiCfz/APMmLaKowFw/26ZzK9pd0CZm3e8HT+S24x5i+LNfMeKlMTx4+pMMuCfaJHL14nXoJhYtQX/IVEVis2ssnGz80DtfexqXP3whdkfFKz13souL7jq3wnINm9cnrUb0xKDZJMo+vphwMExhbiHuZFfMySKe6kkpVTLhNT/xCI7t2AKnx3yF6UkK4/KYj2P3KjkB5N6N8u9W96jQSvTtXVHbTkdtOx19+0Wo0L9lqoizDSRfT0TrWg6XsfMo+hJCi8A/HgrfwDR8Qglh0PNRhR9BXl8Mb96CiEfvdtTOG4wwEtVEqRAq92GMCaf4u+aF0CqUd3jsennPQ9GI2A1HdiRxcZ6IoQ8rh6NlwnYuYHxuBP6k7MSvg/KjvF8krB9L4B9E5GzJZdKI3/lj7CwCvt0/oJqH1cDhil5tulNcnHNzp7jtvXffRwSKAoRDYZSu8HsDTPjoV5ZOX1GmbL3D62CzR39dNFvsr5BmN34QIsK1T3Zn5OYPOLx1E1xJrsh1DGtEl4OkNA8Ol4PWZ7WiScuGVKRqFBH6jnyApFRPSXvuZBeqgkXXuhUbGfDnixxz6lHxC5pgd9po3233TvnZsY9w1WOXmO4YCvOFooJ9YeniR+W/DhhOXWpHD8Nen4DxL7QMtaMHSu1eEKjgIgguBVKBdMoKNInUNT/niI0XfBMwj6uThyoaX8X2ShH6y7xd/JHDaJMu9UIo+orYOycPJN9TYdeS9jhICoZqDcABkoSkPVPxuKtC6G8Qsx2jH4ILE9aNFTztIGHU62MZ1vcLbHYbIoJowvPjHuPoDkfS5YYz+OKlbyj9IxUBd5KbE889PmabM8fPMxXYfm+AySP/oFnbpkwb8yeL/1hBnUY1yaiTQWDNNsLB3YeVNocNh8texjrI6F849vSjy1xLzUxlwIwX+X3Mn3z1xnesWbIOf5GfmvWzqHd4HRb9tpT5k5Ywd+IT1G6UzXPfPUJKZgpJaR40LXqczU88guGrBzL5yz/YuSmHWg1r8t79w2LudgCCgRC5W/NITqv6YWPXO7rQ9NjGLJv5N3MnLiQlM5nze3Zm7MAJ7NxUNlCYUsLI9+pxY5+tiJQXOkLCVvgAob9RhR+jQutAlVcBRdQuvp/A0w0VmI3aeSOxBWEFljwx8WAIRbODbAUFb6E851VK5x6FuIxgbKb3YljK6NtBbDHeZoHU3mhJF1fctb0p1Bxv7CSCi8DeHEm+rlpB55RSsXX+tiagzCZZJ9ibV7mvWFgC/yBgxayVfPzUlxFVxe6VzuPnv8DIzUPIPqwGz37bhxevfgu/14+uK2o1qMHTY3rHNE8EsNm0GF9ARd6OfG5v3Zuta7ZRVODD6XFis2s0P/FwlkzbvfoXQIUVDpcDEePgUwF3vn0jv389g1qNssvYxtvsNjav3so/81eXqEc2/buFTf8aAb+K1TFrlq7n2qZ3YXfaSUrzcONzPbig51lRI03NTKHr7Wcbdf1B3rt/WNz30ma3sWX1Nratr5wriM1ho2Hz+vR89Vo0m8a9Jz/OyvmrCQdC2F0OPujzKY1bNCBncw7lNyXffVSPG544Cgn9FPX+7t5cJ0IP7Eflvxpp12yF7YPwRuPPvOKD10SiGQe0SVdA3gLzIvoG1NZTIGs44mhWteZt/wNbPQivoqwE9yBJV8eoUyd2e84z0JJj1DNBbLWR1AcrXb40SoUN89vCYaDyUfZmSNqTSLnAcuJojnK0hOACyvhMiANJ6lGtvs2wBP5BwI9DJ5nqpfWwzryfF3LS+W1ofWZLvtw4mNWL1+F0O6h/RN0KLQjadW3DW3dEx7FTCn4dMQ2l6yVCLBDxhl21eB12h41QZJUf8AUREZoe15guN5yBJ8XNtLF/0v/2D7BFdg+1Gtbkqa8fYuGUpcz4fg4zvp9T6WcPBULkbc9n0AMfk5TqoVOPU2KWdboc3Ph8Dz589HNT6x0w7OOT0jy07XIsa5euNzVlLY3NptH1ji68c9eHbF+/o8znUPyerF2+AYfbWfIawJXk4ponu6MxNEbLdgxhnwiBr4jpWAURa5mIF29oRexy1cVxIjiOhLx+8cupXFRuL6g5sUrWLSKCyhgIOddG/A6UseL3dAP3BTHquFDJvaDw3XIHrx4k9d5K972nqPznwfsVu01C/0LtvAVqjEAcZXfAkjkYlf+cYT5LEBzHIWnPILbaCRuPZZZ5EPDiNW8z6XNzV/9mbZvy4o+Pk5ZVsWWLGb99NZ2Xr3sHPayXCPHqYLNrfJP7CWMHTuCTp78so+LRbBoKhd1uN41BU1nqH1GXYSverrDcH9/OYvhzX7Fy3qroQ1gBd5KLvqMe5LUb3yU/p5BQBUK/Ig2MO9nFLS9dzW+jZvD3vFVk1cng6scv5azrOqJv77p3hGylcYHjKCTrC0Q09K2nmoRPLo8W+VcZPb4HUh+NmGzGcwDbXV5qfo3YDy+5olQRYDNV96jwFlTeU4bjEwocx4L7PMR1RoXmikopVNEYKHzPUPE4jkFSeyMmISz2BkrPR23tQPSOSsB1JlrmQPN6SgHhKD+IyhLPLNNa4e8FgoEgX77yLeMGTyRQFKR9t7bc9HwPsupkVqu90y5rxx/f/mnqHfrPgtU8dPrTDJz7MnZ71T/O0y5rT6uOLbjtuIfYuSm3WuMzEDRN+H7QT1H6/OLwBcFw9YU9wPYK1DAr561icO9PWT7zbzJqpXHzi1cx6tWx7NpeyktVga/QT7/urxPwBdFsxnlIXMewCtZEvkI/OVt38fpkk4M890VQ8BbV141XE8kESQbPxeA+F1XwFkrfAs6TwRfbwxkA25FIjY9Q+W9EInvG+9x8UDiIygl7jMBxEYsdFVyO2vUYhJYBgnJ1QtL7IZrxO1EqgNrRHfRtlJwNBBcazmpJV1XclQiSdAkkXVK5sSWa8EbjIDYq1aOKHESbY+x+9o5otqx09gLPXPoaI14cw/b1O8nbkc/Pn/5Gr7Z98OZX8kdRjnZd29Cq49HYTMwaw8Ewqxav5dKaN/HDh79Uq/2M7HS8eRWPTTQhs3Z6lFWKZtM4vtMxON3OmKqURNDwqNhRtVcvWcf9p/Vl3i+Gieqmf7fy6TNfkbejwLR8cVyfUCBcJS/gWHw74Ee8+V62rttOMLBbQEryNeA4ulSSEDf7ZJ2lCpCsYYizFey41PDGLRoNvorj9SOgtp0H/j/A08P4Z2aaCECSEQG0sogL7EeiwjtQO6+C0GIMYR4C/6+RXLiRz8P3UySkROmdZySTlj92NNMDBlv9GAexAvaqW4klgv+cwFdKsWt7Hr69KHjMCIfCbFi5iUVTlzJ/0uIy+txwKExhrpeJn0yucpsANpuNfmP7cETr2EGbvHlFvHvvR/zx7axqjT0QR9XicNnxpLrJqpPByz89yf9aNcST4sbhNK5nH1aDB4f2AqB9txNMJ6aKqCjDn8vj5NZXrom6rpRi06otDHl0eFTUTb/XX6F5Z6IoKijisuybufHIe7i05k2MeHF0pG8nZAyG9DchuSeS+jBkvBE7S1TCCBr27zm3Y6y+iz/fSkRPDa0wkrLo66FopGFTn3Qd0Xb7DvBcZExoFeI04gOlv4GIDVX0ZcTTuOyYCa+NRAHFOKRVZkHqilC7nkIF4+ceAFCh9ajQSlRF9rp7AdFSIKkH0U5uLiSl1z4fD/zHVDrzf13MG7cOKrHA6HDhCTzwwe3VMsGrCpO++J0Bd31I0B8k6A+ZChmf18+SP/7iwjsrdir64uVvGP7sKPxFARwuO5fe35WbX7iKlqccxfKZK2PW83v9fPLMSDpceEKVxu/NL0JirODsLjs9X72OWg1qcuJ5x2N32HlnxossmLyEfxesoW7T2px47vH4vH7Gf/AzziQnriQn3l1V283E+z02OqYBd711E8edcUyZ68v//JsXrnqLnZty8PsCCbV0rCrhoE645AA2yGf9vqZpi39p2/470LeCOI2VclIPBA1l+wRC86haLHvBWKNVso5e3exhpT8Mn7HSrvmN4ZkamB65HvE0LRoVORB2E1NtJamQfAviuQSx1UYpf0QnH2NRFl4DtAb7EYZaykzoq52oHdegMl5DUOBsg2gZu2+H1qJy74x402qgpUD6q4irQxXehz1HUh9BaTWg8CMjRIP9KCTtccSxf1b4/xmBv3b5Bp7o+lIZlcL0sbN4ausuXvs1wU4SpVjyxwreuOW9KL11eZxuBw2bV2y7O+LlMQx99POS10F/iC9eGkPhLi/zJ1fsor5u2YaKB12O5PQk0mqkkLMlOmZIi5OaRXm+igjHnXFMiQBetWgND3R8ioAvENPLtTo0OKo+3Xqdwzk3noE7qWxohtxtu+jd+dm4Nvf7kyNa7aTlsUNAjwhPVQTez1GqCEm+EcJ/U/UZSlWjTgIQO+T2NZmgwsa/4CKwHQXhGCaZqhD0HNSOK1DigPB2Ygp7pe+2O3d1Ai0TwkWYWzMVQO49KHEaUSxT70dLvskwhdxxFaitu4vqRaic2yB7wh4nblf+maiCVyG0ErR6SOq9iLuLaVkRDUm5DVLiBwPcV/xnVDqj+38fZQES9IdY/udK1q2IFoK6rvP5C6O5NPtGzrZfTs/jHmRBJQRqeUa++m0Z9U0sbA47597SucJyw5/9yvT6d4MmsPnfiqwrIBgMsWHl7tgh/iI/2zfsiJunVdM0er52XVQMeFeSi5tfMrdXLtxVyNt3fsAlNW/ktuMfpiC3MKHCHmDzv1sY9MAwLs66Iep84rPnv97naruqcPUDW3C5ywspHxR9icp9JBIvpTpqhkT8ZO1x2jFRx6lCCM0h9s4iAOHlRrhmUwS8n4G+MbJ6L8TcAshlrNQjq18RJ5I1qgJ9d8BQOeGH/LdQgTkQ+AOUWWwpP6pgWJy2Kkb5Z6BybjUOj5UXwitRuQ+jeys4CD9A+M8I/LXLN5gms7A77WxeHZ0qcfDDn/L5C6PJ21GA0hWrFq7l8QteiBk8LBabV2+NcrgBw0zRZtOwO2w0admQ1yY9RY268a10dF2PPXkoKqWPdjjtLJyylFAwxIB7PuSSmjdxQ7N7uKz2zYz7YGLMep2vPo2+Xz5Ak2Ma4PQ4SKuZyjk3nUHd/9Xit69n8EGfT/lu0E/s3JzDrh153HdqX374cBL5OwsqPPTUtOqFGAj6Q4SDYUKBEG/cOogxb49DKcX8XxczduCEhBy27i3q/y/WZKRDaC7VX6lXNeSBCY5WxD6EjTUJVTBecYDnUsomM4fdk0tFiwGB5BuQzEFlr9pqIGl9Y3vUlsGH8n6OCiwi5nOUqKSqh+HgZhIQr+C1fXZetCf8Z1Q6rU419NvRq/wgTVqWtdctKijiu/d+KhOPBgxHmuHPjqLf2Ecq3e9xZxzD2mXro2Kj2xx2PvlnAE6Xg9TMlEq1pWlaGaemMgjUa1qbdcs3mE4wJcVESK+ZxvsPfWI4bEUmEH9RgLdu/4Bp38zivvdupVbD3fHq/UV+bHYbKZkpbFq1FT1sRMEcO3AC3w7YbdUhmvB2rw8Mu3pdVW4Cctmp26Q26+Nkl6osA+8bxuQv/yA/t8A0kBsYu5JmbZqwaOryKrdfo34mOzbkVFywEqxc6CG7bhAtcfG1EkdwAbEFeDWFlgpC8u2GR2zB24a+WssCrTaEKrFzlhS0WN6sjuPBfiwE5xPfvFWBnguOOGd2exrwLBTjDE3PNVb8sv8yy1WG/8wK/8K7zsWd7CqzmnQlOel8zWnUrFd2q7l13Q5sjuhHV8qIClkVuj/UDU+Kp0xgMVeyi+4PdWP0m+O45ej7ubzuLQy87yMKd5mnxSvNBZEwAeU5sm1T+o58kJTMFNwp7pjRHv1FAVbM+pvxQ36JOldQSjHrh3n0PPYh1v+9iX8XruHOEx+hW9p1XJB8NQ+f+Qy+Qn/J5FV+BV38Wg/rlV7NKAWhUHiPhX0xS6f/xbplG2PeP+6Mo+l25znVanvnxsQIe4BPX69DwH+gpgkMk9jQvh5IuQPNloqWfDVSawZSewGSPQ1cJ2MelbM0DnDHDuEtIkjWEEjpBbaGIHUxVT2Jx0ig7jzZ/D4CrjMMhyz/VPTch9Fz+6D8f5R8n/XAHPSdvYx/AROnT1vdGIP0VHIXsn/5T3nabl69laGPfc6ciQtISkvi4nvO46K7z40KvFVUUMRltW6JWuGLwEnnt6nSCh9g69ptfNrvK+ZOXEhGrXS6P9iNUa+PZdWitSU7DrvTTv3D6/D+/New2eOvMp7v0Z/JI6cZiy2B/7VsyHm3nkXAF6RFh2asX7GR7et3smzGX6bJsh0uO0pXMT1nRRNOOq81C39bWin7+z2hQqemBOJOdjFm5zC+euN7Pnzss/1qtQNwRCsvD7yxjv+1qMbBsmRHEm9UP6zwPsHWBEm9D3GbW5+p0Hojjn2UY1ZkMhSPcfBZYwSipVe6W71wOOS/Qom1kHjAdrjRjjjRd9wIwZmUUYFJKlJzgpHqsOj73WMSD3guM7KS+SeU7cjZBS3rnd3P4/sBlduHMjsN8UDyHWgpt1d6/HuTve5pKyJDgQuArUqpY0zuC/AWcB6GIfANSqloSbWH1Glci8c+v6/Ccp4UD93u7MJ37/1UxqrH6XFy7VNVTwVYq2E2D35wR8nrORMXsHb5hjLqpVAgxNa125n+3WxOufikuO09PuI+7h98G2uXrWfr2u28dtNAhjwynFAwhM1u47Tu7Xl46J08fv4LpvVtDhu+gtgHmkpXzPtl0V7ROWo2DU+yC29+EUrFjy+fSOxOO9c8eRl2h520rBTcHtd+PtRVuDw6q5a6qyHw0yB7EhJeidpRcUTHPcNFtYOpua9EyzDS/KnwBpT3cwj9a2S5SrrcEOC2bLA3htByds/ALki+G5GwYZHjOq3KseW15GvQHccY8XtCfxnWPVoNCK8H+/+QrPdQ+a9B0deGp6vzJOMsQN9UVthDxILqS0wn18AEdP8sNJdh6izuc1FpBZD/unHwLm7D5DTZsMJReiGEN4CtLqJVL9zJ3iRROvxhwADgkxj3zwWOiPw7CXgv8v/9xq0vX0NajVS+euM78ncW0KRlQ3r1v5FmbZrucdsr560maGKxUlTg4++5q0oE/orZ/zBu8ETyd+TT4aITOf2KDiUJr5NSPRzR+n88dt4LZUwPQ4EwU7+aQfuuJ5BVN9N0Ba2HFXanPW6MGM2uUZSfeJNGETj6lOYsnrq82p7F1SEUCPHJ06PY/O9WrnrsEgY9WHl1imYTHC4H4bBOKEa+26qh6NVvA2dfmYM7qTqqk0LY2hbl7pqAsVSA5yrwT6yezb5vFHrgSoQAKueGiCNVEPzTUN6PoMZoI3lH6F/KbrdCEJyJZEUn2qkSRWOMOPLFE1ZgCmrHbKg5DrHVRdKegLQnAFDhTUbClOL8tFHEOVQu/BBcu31btKTuKM+lhvWSJBmOZEqh570K3k8i4RRCKM/FRmTMasbE2RskRIevlPoNiOdffSHwiTKYAWSISAxl2L5B0zR6PHIxX28dyk+hkbw/7zWO7VgZj8GKqdM4G6cnWm/pTnZRt4mRZef793/iwdOf5Mehk/h9zJ+83esDHjz9qTJu+Uun/1Um9nwxvkI/Ez6aRLdeXXC6y/YjmpCWlRI3/Z4rycWJ57ZGqmk9E49wSDecw/aD+jpQFGDCsF959vI3eO77R0mrkYon1RN3LMkZSVz5yMUMXvg69ZvWSdh7Muzluvh9EvOsxZziwmGMGPajQWomZDwxsdWH9BcrKBRLBx+Gndehdj0ciWJZ/N31GXb3+W+C9wuiBWwYAtPjpiesCBXeYazeyxziKlA+VKExkSj/FPTtF6NvPtrIAJbTC7wfU3VdX/SkLaIhWmrJzkR5hxnpCfFHHMX8UPQNKv+tqj/cXmRfHdrWB0qfhq6PXItCRHqKyGwRmb1tW7Q55YFAQW4hP370K2PeHm9q49/+whPwpHjKHCCLCE63k46Xt6dwVyHvPfAxfm+gZHXuK/SzatFaJn3+e0kdPazHFFbhkE6zNk25e8AtuJNdJKV5cCe7OOyIurw++RnSa6aaChu7w8aFd53DfYNurVDd0viYBjH7t9k1NJv5zYLcwj2KirknBP0hVi9ei91hY+SmD3jxh8c5sm3sXdt5t5zJjf16kJGdzs0vXc05N3VKgNAXQiFhwohYdumxKP956DHsyROIbyya6ySwx4sgGe+zzIvY1pcnDP6fjRANMal+dFbC/xhxeaIIQWABetE4VM7dEQuh4iTwXnbn4i1PnN9C8g0Vj6fwQ6LPKXxQ9OkBZa65r/Ya5lk2zC4qNRgYDMah7d4cVHWYM3EBT1/yKmAI5CGPfkbXO87mtlevK4nx7XQ5eGvac7x8/Tssn/E3AIe3/h+9h92JJ8XDzPFzsTtsBMp9P3yFfqaMmk6XG84AoEWHZqZxw93JLs66riMAXW44g9Ov6MDSP1awadVW6jWtQ62GNXnuu0d5+MynCRQFUco4wG3frS33vncraVmphIIhI854jC+jw2Xn3vd6UrjLy3NXvBEVqdPhdNCkVUOWRZ6vNHpYr+LKNvGsXrKeFu2P5OgOR5JeMy1muW/e+ZG/56xi6Yy/sDtshINhNE0jrO+BMAICPo11K+MkCo/CTkJs7Muj1TNW3yrX/H5oIfqOqyBjIGy/GEjgBBMVK6cUtmZ7puO21S+JulkWDexNIuGaK1JZOg3/gZIAZ2aqnhS0yoRj0HPNr6sijM+1IkulfcO+EvjrgQalXh8GxLatO0DxF/l55rLXo4TfuPcnctJ5rTm+0+5VUp3GtXhzSj8K87woXZGSsds+NynVYypoRShjs+9wOnj8i/t55tJXUboi4AviTnbRunMrOl7evqTc/EmLeeGqt0qmVZvdxjNjejNi3fvMmbiQvO35tDztKOo03p20uf9t78ddeYgIdZrUokbdTDp2b8/kkdMJ+ALYHXY0Tejz6d1sXLmZ5TNXmrYTjmEnv6c43Q5CwfhmniJSEsZi+8ad/PnDvJhlg/4g839dDBA1Ae8Jbk+Y5q0rNsPdzd5Y27iQ9OcNv43cG2MXC86GnNvAfTL4vk1Q3zbiPpOrA8r7JbjOQCqTTBxQ+i4j0bckGcnFXR2MiJ5lBLULkq4B33eVG2bac4bvQM6N5sOtbHYuexPzvAe2xogcGMIe9p3AHwvcJSJfYBzW7lJKbaqgzgHH/EmLTVeuvkI/P308uYzAL8YscFuLDs1ISvVEHZo6PS4uuK1sGr8TuhzHJysH8OuIaeTtLKDNWa1oeepRJSv/7Rt20O/yN6IiRT5+/guMWP8+J53XOqr/cCjMpBHTYj6nzW6j3QVtSvwXHhp6J13v6MKfP8wjKdVDxys6ULNeFrN+nIc7xU3RPjycDQZCjFj3PlNG/cHXb37P1jVlV6SaTaPe4XU4+mQjHkufs5/dZ2PbjcLhVpxxcW4V6uzZjsIcP2rXc2i1fkB3tIFgnExj4eWQdFEkfHICrJsky3BC0leb3y/6LOJA+Bwq9ZEKUw7qhZ9B/kvGihwAO2S+azh3FX0HhI0gbY7jjUNicceItFl6jE7Edhg4WqEkLXIOURoP4rm85JXyz0AVjQTlQ9zngfscROwoFYBQjBhWSTfFH8M+JlFmmSOA04GaIrIeeIrIHkYpNQgYj2GSuRJDkRZnuXHgEm/VWpVsUTabjRd/eJw+Z/cznKPE0D1f+1R3Wp4aHTckq04ml95vnspt0ojf0U108Uoppo35k6PaHcEvn03F5/Vz8oUncswpzcndlofSYz/LcWccTZ9P7i5z7cgTDufIEw4vc631Wa3IrJ1OoCgQN1ZPaTSbRuvOLWl1+tFM/Hgy65ZXbaNnd9jYtS2PS+45n8xaGbx208Ay/hRKKTpcdAJ/fDuLH4ZOYu3SqgeTSwQpaUGSUvZ9SN4o9H/QA3OM2C9xUSDp4DoT/OP3vF+1C5JvgYL+mCZHKZ12MP8llOtkxN7YvKngUsh/GeNAtNRklNMLqTUN5b4YcnsabQZ+jdjfuzAm0ThqHRUEW01j8ZQ5ELXzeqOOCgJ2cHUEz4UA6Pn9jYiXkWdRgT8MK6HMD8A/LUZWNA3CsaPb7g8SIvCVUnGz7Cpjz39nIvranxzX6RhTweZOcXPmVadWqa0mLRsxYv37LJyylMJdXlqeelRcXXMs8ncUmB6QhkNhZo6fy9u9PihRgYx7fyKnXdaeewf1NMw2TSYpm8PGs2MfwRlJcrJ0xl988vRIVi9eR6MW9bnu6Ss4usORhMNhdmzM4aUfH2fg/R8z47vKO8j9NedfbHYb3mqYhQb9IRb9vpT/tWrEx09+EeU8p3TF8GdG4Upy4yvce5E04zmUpdcI0+/TNfv9HKOEnTdUopCGOA4Hz0WowqMigroyk3is/I9hCK0yQivoazDWf8UHpuUnwjCqaDySah4jXnlHYe6AFkL5p0F+v7Kr82KLIUdLI5uWChJ9PuIAx7GIzbAdEccxkD01YqK6A5wnGtcAFd5oJJApPQblhcAcI8yzKogR31uPrdvfT/xnQivsC5JSPTw89E6cHqdh9ijGAWr7rm046fxo1UlF2Gw2ju/UklMuPqlawh6gbZfjcCdHWyuICH98Owt/ZPWtlMJX6Oe3r6az+PflXHL/BTg9ZaNjiiY8OOSOEmE//9fF9D7zGeb8tIAdG3cy9+dF9DnrWT54ZDiX172Vm466l5uPeYDkjCTqHxHL5bzsy+I4PTPHzWXHhipkSirFe/d/jM/rL8l7UB6l2HvCXqDZCU05/YqTsbvM10vDpi+lweEHUiRPPxUGL7M3RxwtERG0lNuQ7F/AE1/NgnY42KP8LCOEwfdVRKUTCessqZgfXurxxxcvsmh4XSTccnmCoG9Das1CsqdA6tOGikmSASc42yKZA8rUEC0J8VyIJN9UIuwB8M8wbOuj8KL8vxjnCWaToySB/X/oO69D33oy+s7rUGbhGvYhB45HwEFCx8s70PykI5g04ncKd3lpd35rjj65uak1zb6gVccWtO7cirk/Lyw5THYnuzjyhMP5a/Y/Uc5XvkI/U0ZO4973euJ02hn1+nd484uoUS+LXm/ewKmXtispO/D+j6KzSBUFGPXqt2UCuE0e8XtMdVeNupkEfAHyd1blADM+elhn0dRlHNasHv8uNDMJrBo2u8a1T3Vn9k8LWDbjb1PfhxIUrJy7ijVL1sd00nru1sbc99o6atXfC1Y3ewOtMbhOR4XWliQGF1s9JP0pdP9voMeILyU20KNzKOym9PMHIytvs++JE3GfZXI90o37bEOwltexqxA4TozRZqRdcYItG0m+CpV0GYT+AS0LsdWOM+5yaMmYGxraQEszkrqk9ISCIexWX3lAawAF71GiVgpsQ+2cD5nvIa6TK99/ArEEfjWo3SibHo/sbZf3yiEiPPnVg/w2agYTP52C3WHjnJs6ESgK8Macf6PKa5rhVappGlc/cRlXPX4pwUAIh9MeNWmtWWLufVneKCfe2UZ2gxpsXlUJf4pYmgGzoiI4nHZufO5K+nZ7uXKV4uBwOWjUogGdepzCDUfeW2F5PazHzd07Z0oqL9/ViNdG/3PgqHWicGCEMg4YKpfCwajCIai0Z9AiSb/18LaISiaGwLf/zzgYDaytZJ8B0A4DfTu71SNOIwuYo0Xsaq7O4DjWiPKpvBhfFhek3I3mbI5ubwahpZQV/G5IugIwznVExBD+1ck05Todc2WIA/FcCoCWcjfKcYKRulEvQDznowrexyyUssp7HslOwDlJNbAE/n8Am83GGVeezBlX7l41ePOLUCamiw63g7Ou7VjyWkRKVDjlSUr3ULAHK3O70067rm355KmRFRdW0LpzSxb9vtw0LEVpXB4nx5zSHLvDjjvZFWUmW1X83gCv3DAApasERfUUzr4iB6UEkQPMlUTSQEs3rFl8E9ktkCLved7j6IH5EFpo6L9jzsJ2JPkmw7M1MJNKW/boWzFW/m5wtEXS7kEcreIPWWyQ+SH4JqB8P4KWgni6I05DjSoZb6F2Xg0qH1Rkd+Y6GZRC39Ie1A6UrSGS+hji7lS5cZbp3wWZH6JyemK8T2LsLtKeRey7nfrE1Q5x7d4hq119zBsMVy3nRiKxBP5BwLoVG/jp48kU5Hpp37UtbbscGxUBtDxJqR76jnqQZ7u/hqZp6LqO0hU9Hrk4ytrGjI/6jsC3h7F2UjNTuPDOcxj5yrcVRuV0eZycdV1H6h1elwnDfsVms+Hz+qLkjd1l58Ufn8DusOPNL4rKQ1AdlFIJjytUr7EfTTvAhH0xqY+C7xdMrWcIg++LittwtkecxwKg0p6CvL5U7pC3eGXvheA0lL9DlMBXSofAVJTvZ5AUJOlSw9FK7IbAdnYoo5IRewPIngT+qaBvAcexKP/UshZC4bWo3PsgcyDiOqUS4yyLOI+DWtMgMCsSjO0EI0l53EpZoEzOmSR+IqS9iSXwD3AmfjqF/rcPJhwMEw6F+Xn4bxx7+tE8M+ZhbLb4EQZPPPd4vlg/mOljZ+MvCnDCOcdRu1F23DpgZA/76o3vq2RqWh7NpvHyxL6kpCfT/cGufPHyt3HVIH5fgNWL15K7ZRdOtwNPspsr+lzISee35q9Z/7B66XqaHNOQM3qcjCfZ8GDdsmYbDredULBqunKHy04wENojXyeXx0nAF4zpvLZwejJHtvbidCZC6BdP7gnYfag8yL0/0lYV9GjlCfyJ0nciWhZa0mXoeU8RW+B7iDm5FLyFSr62xDlJKR2V2wsCMyLqGxvK+6lRXBzGeFUYlXJnmXDEInZwnxFpIwQ7rzbp04fKf7NaAt/ow2E4e1WWlFsiyWBKj8MDybdWq/9EYFnpHMAU5nl56/bBZezcfQU+Fvy6hD++mVWpNlIykjnruo5ccNtZlRL2ADO+m41eSbt6M9zJLrrefjZNjmnImmXrWTrjL0Moi3FAWj7gGwAKvnxlLL9/M5PCXC/bN+zk4ye/5J52j/HeA8OYP2kRx51xdImwB6jVoEaVJiWH20HHKzrwyKf3VPq9MG3HZYRifuKL+2OW+XZoTYrybRWIUw/gjFsCANv/IPkmsDUw8rt6rgMqCNsgacSOGldstbMHk5E4Ibis1OtYmZ6c4IkXcjxgmEGWDO1nwyqm5IA2bJQhYJwXKK8x/oKBqMB88yZVXoywC0B4dZyxJBZJuslwvCpOjiIeSL7JUIXtJyyBfwCzYPISbI7oVbyv0MevI343qZEYHC4Hmq1qX40j2vyPo9odwfFntqT3sLu48+2b2Lp2G/e0f4xZP8w3LF8UIEJadpwYKuVkUCgYxu8NsGbJeh7q9DTh8G4Bn5yezDk3nhGVfD1224qNKzfTunOrmJnFKkKzCS/8+ARX9rmY07q3556B5qu1XTsc3HlOM3SJoT6zt0LSnzaceyoKLeo8AS21N1r2L2g1v0VLf8IILexsZxyqOlqDowPGzznyuam9bBaqglDa0iWpB9GTkAs83RFHc2I/o4C2W8WhfOMxfDMrwo8q+jpGk2kxAqthHDTvI0QELfVepNafSM3xSK0/jdf78STfEvgHME53bEG2dvkGPuj9KX/NSfwB0KmXtTP13o3FyRefyDszXuDtP17glYlPcuql7RARRr3+XZQaJxwMs31d1e3vlVLkbNnFgslLy1y/8+2buOyBriSlVZxeLugPsWrRWvrfPpjWnY6pVghnpUPLU5qXvO56+9m07XKcaVvptY/ARgxP39BSlP0YsB1G/FW+A5zRTn3iPAEt6xO0WlPRanzB7hV7sdrHz96JzwNgB3szxL57MpOUu8DdCSMgWSrgAld7JK0PuM8iZvAw9yXGoejuC5UcgzIJhRAZi9iNdIhRCdXdSErsXdneQsSF2OqXe879gyXwD2COPb1FzMPZtcvWM+qN73ig45N81HdEQvutWS+LS+6Lk2NUE9qc1Yr7BvVk5OYhPP21+XnC8pl/xzTZrM4iJxQIsWXN1jLX1q/YiFKK83ueRUpWxQmkQ4EQ08bMJLNORvVWWhJthtqr/w0kpyXhiOQgsDtsuFPc3PvO2XFkbgh2XAjekcS1cBEP4j4t7pCUCkTi5Jh1pmGe37WquA1HIpzGgWXW4LLDFAdaRn8k+yckoz9Scxxa5mBE3IiWjmQONOqWnhmdnZD0Z0o9RzCS0KQyJMVMqwgRdUrqI8YOCBvYmiKZA5Cq6OD/g1iHtgcwDqeDft89wuPnv4BSinAoTKDIMJ9TyviP3xvg6ze+p9NVp9LoqMP2qL9gIIjfGyApzcOmf7fELKd0xaKpy7nykYvJrBU7D2mjFoex/M8YsUREcDhtOCImoZqm4ff5CfriH8Bm1soo+Xv0W9/z4WMjCAVCVTKn1HVFWo1U6v6vFhtXxn5OMxq1OCzKjLXBkfUZsuRNvnl7PMv/XMn/WjXi4nvPo05DUNvimZiGiB8SORXJGmrYj8dFiLldkSSo+Qvk3geh0nbslVz9245C0h4F5wkQXmvkhbXFTsoitnpG9Mny112nQa0/jVAIqgBcp6PZSqlyggtR+QMjpqAVIEngbA+u2CaWIoIk94DkuFFfDjksgX+Ac8zJzfly4wfMHDeXKSOn8cfY2VGeoKFQmOljZ1db4Pu8fgbc/aERiC2sk5GdRt7Ogrh1Ar4Ar944gOGr3ou5Uu7+UDcmDJtsek/TND7+6x2Wz/qHpFQ3x55+NHMmLuStOwYbIRNM5JHYhGZtDR3s9g07+PDRzwlUYLNvRtPjGuPyuLj15Wt59rLXohzJ4nHvez1Nr9esl8UtL10TdV05jjPCD1cZgaSLKrRRB2N1rezNzIWlCoIqQrKGgv9nlO8HwGPkgQ39TezgYg7I+grNaTgqqdAa0LeBvfomhUbogrIetUopVN7jUDQOc0uecmNynIik3ADOUxGxFBRVxXrHDgLcSS46dm/P0R3MQzhomlaiTqgOL/Toz68jfifoCxIOGkHRKnJ+Ati6dge/j54Z836jFg04rXv7qMWnZtNoedpRZDeoyamXnESbs47F7rBz0nmt+Wz1ezz7Te+oFJE2h41257chq44hcGaOm1vpzFQ2u/E1d7gcJKV6eOADw5yvw4Un0KRlo0qrdtzJLo45uXnFBUshme9H1ArVwDQgV1Xxw/azUEVfIe4uaBn90TJeRGqMgNQHiKnukWTE0Ryl56HvuBq1/QJUzh2oraei572euCxOgd8rKewBNCTzLcTV0RL21cR61w4iUjKTTROTixgHrdVh67rtzJm4oForZYCXr3+HrWtjh0546MM7aNa2Ke4UN3anDU+qmxr1Muk97C7T8iJC+64n8OCHvUivmYoryYnD5eDUS07i0c92hz2wOaJDQZi3Bze9cDWnXHISVz5yEUOXv8XhxzUBjInyhn5XVvrwNuALsnpJjDADsfrXUpHsyZB8J2jZkRDEkcPNuLgRz3lV6is2Qch7Cj20O+6QiBNxn09MESDJRka0XQ9DcD5GaOJ84//eTyqfYKQCVNG3VE7YuyD1UUSrXpBBCwNLpXOQsP6vjbxz15DoGwJ3v3sLtRpUL9n1ltXbcLgc1Rb4ekhn/IeTuOGZK0zve1I8DJjxIvN+WcSkz39n4z+bqd+sLts37CT7sBox2+105Sl07N6e7et3kpKZHJVIpkO3tgwwez/KUaNeFpc/1C3m/Y+f/LLC3L7F6GGdL1/9lj4xJqtilFKGyoQA2I9CxI6k3gupuycsPf8t8A4F5WO3/qpYF+8CzyXgaFupcQHg7gYFq4itotEh92GoWTrMRYDYaz5B6blGrPeoSJZFqMIPEU/s91Xp+UauW60uYov9Occ/UI6IJ1cnJKVX/Hg7FpXCEvgHCWPeGW8kSymH22MkLq8uDY+qbxpPX7NpaDbDSaqowBdTKAYDIbasiR8cTSnFNwN+YN4vi/AV+lk8bTm/jvida/pexpV9Ygehs9lsMR2k0mqk0vvju3j5undiTlauJBfXPHlZ3LGtWWYeIC4Wk0f8zh1vXE9alrkvgQr+hcq5PeJSrwEOyHgdcZU1rZSUO1BaFgR+A5IMm3o9F/Ah7s6II15S8Wgk+WqU/wcILiXmQXBoPrpeiKZFrJm0emDLhnD598AJnvNAzzciYpp99HqOaRdKKVT+q+D9NJIvNoByn42kv2R6+CyeC1H+H8t5owI4IO1JxH0BolVsfWVROSyVzkHC7B/nm14PBkPs2JRb7XbTa6Zx7i1n4krabSMsIriTXXy4+A2eHv0wz37Tm3Zd25jWdye7aG2S2rE0s36cXyLswbDy8XsDfPL0KHZsMhccleG0y9ozYt37dOjWNspRLCUzmVtevIrzbukct42sOhlV6tNmtzFtzJ+m95QKoHZeC/p6Q4CpQlC5qJw7UeHdGT2V71fU1nZQ8CYEZkNwFuI8Bi31DrTU+6sk7FV4I3reS6ic28BxAiTfEb+Cb2zJnyKCpL+229wSjL9t9ZHk2yLxa6JTdIINXNG+AQDK+xkUfYahAioAAuD7GZX3gvl4nO3BcxmG/b0j8n83kjEALekKS9gnmIQIfBE5R0RWiMhKEXnE5H66iHwnIgtEZImIHJQpDvcn22IkCwkHwzQ/seJgaPHo1f9Gbn6hB7UbZ5OUlsRJF7RhwMwXqXd4XY7v1JJ2F7Sl37eP0OnqU8t4tTpcDmo1rFkmoboZv4+ZaRrR0uawMXdiRan34vPTx5OZ8/OiErNMEcFm1zjqpCOo27ROhfWv6XtZmckOjEPyw46MNi0Ew6SzqCCG2sQ/BfPMTGGU1/AKVeGNqNx7I1mSCoxJQd+O2nkDSlUtgJsKLkVtP99YTQemG//3fhQJqxCDQNmE7uJsjdT8CVLuBM9lSNrTSM2xxtmDaJD6LIYQLhYVTpA0JOXu8i0bFH5oslr3QdFow86+HCKCltYXqfEVkvoAkvYoUmsyEomLY5FY9lilIyI24F3gLGA9MEtExiqlSrtE3gksVUp1FZFsYIWIfKZUrIAXFuWJp2eueVjWHrWtaRoX33M+F98T29kKoM/Hd/HjaS0Y+94E/EUBTr+iA5c90DWuRzAYidw1mxZlK6+J4E6prGdlNP4iPx8/9WUZb17DX0Ex68f5LJq6jDOvOY37YphSApxzUycKd3kZ3u8rgv4gNruN7g914/gzW/LI2f2iEsCIJpxwznHmjek7dofnLYORfQlAFY3BPMiYDr5Jhiqlkqi8pymbqDtgmGFqTSJZosrjAHujqKtiq4WkmO8MNM9ZKPsIVOGHEFoHrnZI0vWxbfFVbozRhoxwD2LucSuOZuBoFqOuRaJIhA7/RGClUupfABH5ArgQKC3wFZAqhllFCrCT+B4nFuVoe/axzBg3J0qfevTJR1YYNTNRaJrGebd25rxb46tJytPlhtP5ftBPUcIT4MRzj6v2eDb9uzWuaaav0M/ET6ZwYa8uNGkZLejAWGFe9kBXLr7nPPJ25JOalYLdYUcpxamXteP30cbuRMQ4E7jg9rNpcGR98w6dJ2Cu8LZD0Rj0olGg1cQ0nZ8KlwhLFd4MgZnGSt11sqnuWyndSAgSfcdIaKLVA31T2fGIA4kbyMwccRyNZLxRucKO4w1Ty/LY6sYJsGaxr0iEwK8PlLZVWw+cVK7MAGAssBFIBa5QytzIWER6Aj0BGjZsmIDh/Tfo1f9Glk5fgc8bIFAUwOl24HA5uG/Qbft7aBXSpGUjbn/jegbePwyHw8gFLCI8990juDzVjy+SVSejwnj4elhn9k8LYwr8Ymx2G5m1M0peiwi9h93FGVeewqQRv2O3a5x13ekce/rRMdsQe1OU5wIoGs9uU0MNY0UfWd/om2MPwtkOPb+/oRYpyaHqhKyPTCxUItY8ZlY5koTU+BKV+yAE5xljsNVF0l9FbLVi958AJLUPaufciPVRcQhmF5L21H4NGmZhkAiBb/Ypll/mdAHmA52ApsBEEZmqVPS+Uyk1GBgM0LZt2wM0g8S+Z8fGnTQ6ugH/LFhNSkYmJ198Itc+2T1uaIMDiQtuO5vTurdn3i+LcXmctO7cskJVUEWk1Uilw4VtmT52dkxLHbvDhifFxda120jJTCEptWxArXDYiOJps0fvkkSEE889nhPPPb7SY5K058HZAeUdYahVQv8SvZkVDHPEyHXxgPtCCG+Cwo8wDjyL1VSFqJxbIHuqkfmp1NiU51Io+oqysXjc4LkCsdVGagw3TCtVALTsfSJwxXEk1PgGVfgeBBaBvQmScnuVrY4s9g6ypx5zItIeeFop1SXy+lEApdSLpcqMA15SSk2NvJ4EPKKUMjd3iNC2bVs1e/b+zfJ+IDBz3Bz6Xf5GiUpEBJweJ69MfJIW7Y/cz6Pbv/iL/LzZ832mjJpu6pRmd9rwJHsI+APouqJj9/bcN6gnRQU+3u71AX+MnY3SFa1OO4r7B99OvUoc9FYW5ZuA2vVoxFqlHLZmoGWBOJGk7uA6G5V7D/gnRJeVZCRzCOIsaymllA+Vc1dE/eMw9Peu05CMNysRf8fiv4qIzFFKmTpxJGKFPws4QkSaABuAK4GrypVZC5wJTBWR2sCRQHSGbQtTBtwztIz+WykjD+vghz+l/+/P7ceR7X9cHhdXPX4pcyYupHCXt8SnwO6wYXPY0MOK/JzdAve3UdMJ+oP8s2ANm/7dUhKXaMGUpdzd/jE+WTkgysmr2tibGrlPo3CCuzNa6n1lrqoyB7ClERPLF4xIlFlDUKHVEFoF9qaI3VKDWsRmj80ylVIh4C5gArAMGKmUWiIit4tIcQ6yfkAHEVkE/AL0UUpt39O+DwUCvgBbYzg2/T3XmjOVUjzZ7SV2bdtVxoFMNI3ajWtFOZUFfEF+H/Mn29fvKBOETumKQFGASZ9NTdjYxH44OI8nKoyCOJGk6CiORqgDk7j+KmwkOYnZT2PEfYYl7PciKrgcfedN6FvaoG87G937VeLiCe1DEuJpq5QaD4wvd21Qqb83AtVLMXSIY3facSW7TJNsZxyA+vs1S9cx7oOfydmcS7sL2nJa93Y4nDGSXySkv/Xs2JQTFfEy6A+yOUaIZ02TkpSRpfEV+lmztGqxcipCMgeh8l6CojGAHxxtDFv3SLYoFViAKhwC4XVGKAV7Mwj/XZLP1fA4fRbRqr/rUMGlqKLvQAURzznGGPbDAaoKbzFSGCod3GcaoZQPAlRoJWrnlbsTroTzIa8fSt9sJH45iLBCKxzgaJrGRXefy+j+48qEVnAnubiiz0X7b2Am/PrFNF6/eSDBSHz6Gd/PYfRb43jzt2f3+IA2Fv6iABIjSYwryUUoGI6y/xdNQ9M0gv6y6hZ3sovDWzdN6PhEPEaSj/RnUEqVEbR60Y+wqzcl2alCfwNJkNYbAnNBy0I83RHHEdXuXy8YDAUDMBzCFKpoFHguKpN4ZF+ge7+CvGcoicWf/woq9WG05Ov26TiqgyoYGLE6Kk0RFHyASr4ZkYqzrR0oWKEVDgKuf+YKzrulM063E0+KG3eyi8t7X0jXauZl3RsYh6eD8BcFSgSssWJez49Df91r/R5+XGPs9uivscvj5Lxbz8Sd5Cpjq+9OcnH9M5fT8Kh6OFy71zs2u0ZKRjKnX7H3MiKVFvZKhSHvaQyzyuLtSRAogOAitIzX0NIe2yNhr8IboOCdSB96pJ8iKPomdgLweO0phQrMQhUOR/mnEcOy2mQcmyPC3h8Zi9/4l/+qcf5woBNcwO7UkaUQDcIxUlgeoFgr/IMAm81Gr/43cuNzV7JjUy7Zh2Xtkf363mDFrH9MnaD8Xj+/fvE73Xp12Sv92uw2+nx6D/0uf4NwMEQoGMad4qJBs3pc07c759zYiY/6fsHi35eTVSeD06/owLZ1O2jUogFZdTJZ+NtS9LBOu65tuf3163En7aP3NbwxRk7WcCRCZQLwT8HcatqH8v2EOI+rdFNKL0DtvB7C/xhnCmIz4vzXGIFoFXh6+ybGGEcY5fsRSbnd5N4BhK2xoXIrjwoaIa8PIiyBfxDhSfFw2BEH5vbRneyKGf4hOT1BVi8xOOm81nyw6HV+GPIL2zfspG2X4zj10pNwOB0c1qwefb98AIAvX/mGT58dRdAXRNcV7mQX7bu15dHh9+57nbaWhumqEUCLziqllG44bUkaoqVUshOnYcMb9bHYQKoW0kLlvw6hFZTEClJAeB1q15NI5oAKauuYP6uKEYriwEJS7kDtnEVZJzc3uM9DtAPvHC0elkrHIiEc0fp/pNVIjUpO7k520fWOvbO6L03dJrW56fmr6D3sLjr1OCXqoHj7hh18/NRI/F7DHh8MldP0sbOZN2nxXh9feURLB9dpRFvweJDkW8pc0osmoLadjNp2DmprO/Scu1F6/BSUALjPxDx/ox3xXFC1AfvGEh0YLgT+SShT09NSuDphvsJ3IO4DRy0ZC3G2hfTXQatDSURPz2VI+rP7e2hVxhL4FglBRHh+3KNk1M4gKdWDJ8WNw+3gorvOrZKn6t5i9oQFJakOS+Mr9PP7mNhpGvcmkv5yJP6OCyTV+H/STeDeLYxVYAHsetgIzIYPCID/V1TufRW3r2Uaggo3kGR49OKC1D6I/X9VHG2slXjx2UCccdgbQOp9Rt/YIv/ckHzzHp1R7Es0z1lI9hSk1jSk9my09CcPSuc2S6VjkTAatWjAiLWDmP/rYvJ2FNDy1ObUrB8v29G+w+lxmp4xaDYNT3L1I3buCaKlIlkfGYer4S1gPwLRyiZWUYWDKRs6ASAAgZmo8CbEFj/5jeY5C+X6Hfy/Gk5gro6xI13Gw9UJfD9QVvBr4DgBiREBs8w4km9GuU5HFf0I6Ij7bCMMw0GEiIBk7O9h7BGWwLdIKDa7jTZnHbu/hxFFuwvamJ4x2J12Ol972n4Y0W7EVt9INmJGeB2mK2hxGJNEBQIfMPLAei7cszGmPoIKzAY9D/CW7BYkvV/l27A3RVLv3KNxWOwZlkrH4pAgKdXDM2N640lxl6icnG4Ht716LU2OOYA9VJ0nYLouU0EjdMM+Qmy1kOwJSFpf8FwNKb2R7EmIvfE+G4PFnrPHwdP2JlbwNItEU1ToY/aP8wn4grQ5uxUZ2Qe2lYUKb0ZtvyASgK3Y0sUDyTehlUqKbmFRzN4OnmZhcdDgSXZz6qXt9vcwKo3Y6kCNMaiCt4w0hloWknwruLvu76FZHIRYAt/C4gBH7A2QjNf29zAs/gNYOnwLCwuLQwRL4FtYWFgcIlgC38LCwuIQwRL4FhYWFocIlsC3sLCwOERIiMAXkXNEZIWIrBSRR2KUOV1E5ovIEhGZkoh+LSwsLCwqzx6bZYqIDXgXOAtYD8wSkbFKqaWlymQAA4FzlFJrRaTWnvZrYWFhYVE1ErHCPxFYqZT6VykVAL4AygfuuAoYrZRaC6CU2pqAfi0sLCwsqkAiBH59oHQ6mPWRa6VpBmSKyGQRmSMiMRNZikhPEZktIrO3bduWgOFZWFhYWEBiBL5ZZoPyAXrsQBvgfKAL0FdEmpk1ppQarJRqq5Rqm519cKUPs7CwsDiQSURohfVAg1KvDwM2mpTZrpQqBApF5DfgWOCvBPRvYWFhYVEJErHCnwUcISJNxEgBcyUwtlyZb4FTRcQuIknAScCyBPRtYWFhYVFJ9niFr5QKichdwASM3GVDlVJLROT2yP1BSqllIvIjsBAjxusQpdS+TyRqYWFhcQhjxcO3sLCw+A8RLx6+5WlrYWFhcYhgCXwLCwuLQwRL4FtYWFgcIlgC38LCwuIQwRL4FhYWFocIlsC3sLCwOESwBL6FhYXFIYIl8C0sLCwOESyBb2FhYXGIYAl8CwsLi0MES+BbWFhYHCJYAt/CwsLiEMES+BYWFhaHCJbAt7CwsDhEsAS+hYWFxSGCJfAtLCwsDhEsgW9hYWFxiJAQgS8i54jIChFZKSKPxCl3goiEReSyRPRrYWFhYVF59ljgi4gNeBc4F2gB9BCRFjHKvYyR+9bCwsLCYh+TiBX+icBKpdS/SqkA8AVwoUm5u4Gvga0J6NPCwsLCoookQuDXB9aVer0+cq0EEakPXAwMqqgxEekpIrNFZPa2bdsSMDwLCwsLC0iMwBeTa6rc6/5AH6VUuKLGlFKDlVJtlVJts7OzEzA8CwsLCwsAewLaWA80KPX6MGBjuTJtgS9EBKAmcJ6IhJRS3ySgfwsLCwuLSpAIgT8LOEJEmgAbgCuBq0oXUEo1Kf5bRIYB31vC3sLCwmLfsscCXykVEpG7MKxvbMBQpdQSEbk9cr9Cvb2FhYXFvkYpBSoHxIOIZ38PZ5+QiBU+SqnxwPhy10wFvVLqhkT0aWFhYVFdlH8aKq8vhLcAgnJ3RtKeQ7SU/T20vUpCBL6FhYXFwYIK/o3K6QUU7b7o+xml5yJZw/bXsPYJVmgFCwuLQwrlHQr4y10NQGAOKrR2fwxpn2EJfAsLi0OL0L+AHn1dnBBev8+Hsy+xBP5BRH5OAa/d9C4XpFzDeZ6reLb7a2zfuHN/D8vC4uDC2RZwRF9XfrA32+fD2ZdYAv8gQdd1Huj4JL98/jt+r5+gP8i0b2Zx90mP4i8qvz21sLCIhSRdD+KhrPjzgOcyxFZzfw1rn2AJ/IOEeb8sYsvqbYQCoZJrelinYJeX30bN2I8js6gsy//8m7fv/IDXbh7IrB/nGWaBFvscsdVCaowG1zkg6WBrAKkPIWlP7u+h7XUsK52DhDVL1pcR9sX4Cnz8s3A1Z9FxP4zKorKMeGkMnz33FQFfEKUrpoz8g3Zd2/LYZ/cS8UC32IeIvSGS2X9/D2OfY63wDxIaNK+H3RU9P7uTXTQ+uuF+GJFFZdm2fgfDnx2F3xtA6caq3lfoZ8Z3s5k3afF+Hp3FoYQl8A8SWp/Vihr1srA5bCXXNJuGJ8VDx8vb78eRHXzous74D37m9uMf5oYj7+GjJ0ZQuKtwr/U3e8J8NFv0T81X6OePb2ZWuT2lAqjgov+8CaFF4rFUOgcJNpuN/lP78c5dHzJtzEx0XdG2y7HcO/BWPMnu/T28g4pXbxrI71/PwFdoHHaPev07fvtqBoPmvYLL46qwfjgUZsb3c5g3aTE162fS+dqO1KyXFbO8K8mFaNFqG5tdw51SNZd+3TsW8p82XqgQyt4UyXwPsdWpUjsWhyZyIB8ctW3bVs2ePXt/D+OAo/gzs3S/VWf935u47dgHCfiCZa67k13c+fbNnHPjGXHrB3wBHjzjadYsWUdRgQ+n24FoGs999wjHnXGMaR1vfhFX1Lu1ZIIpxulxMnDWSzRq0cC0XjFKhVHeT6HwQ9C3lLtrA3sTpMY46/tgAYCIzFFKtTW7Z6l0DkJExPpxV5NlM/7CZrdFXfcV+pn3y8IK63836CdWLVxDUYEPgIAviN/r5/ke/QmHzdM9JKV6eGZMbzwpbpLSPHhS3DjdDu544/oKhT2AynsC8t80EfYAYQhvgNCyCtuJ24cKoPQclDJxSLL4z2CpdCwOKZSuE/QHo67bnXZqN6o44c4vw3/DXxSIuu73+lm9eB1Nj21sWq9151aM3DyEb9/9kb9mreSI1v/j5ItOrHi84U1Q9D3RoQBKYwN9e4Vtmbavgqj8l8E7EtBBS0OlPobmuaBa7R1qKKWDfwLKOxoASboEXF0QOTDX0pbAtzhk+POHebzVawihYPRK3G63cd6tnStsw+408dAElK6wO2P/nJRSDLhrCJNHTifoDzLj+zkMf+4r+n75ACed3yZ2h8HlIA7DCzRm4wFwtKxw7KZV8/pB0TeAsWNB3w67HkNpmYjr5Gq1eaiglELtegh8v1AciE0F/gT3T5D+xgG5Cz8wpyELiwSj6zqv3vguAZPVuTvZxbNj+1Cnca0K2zm/Z2fcydEHu1l1M2jYvL5JDYOZ4+YyZdR0/F4/eliPqIICPN+jf3xPadthoKL9L3bjgZTbEC2zwrGXR+mFUDSGEmFfgg9V8G6V2zvkCC4E/25hb1AE/knGvQMQS+Afoqz/ayNfvvIto14by6ZVZrrhg4vCPC/zf13MqsXmpoobV27GV1hesBlk1s7g+E6VWyGfdV1H2ndri8vjxOlxkJTqIa1mKk+P6R13Rffzp1OiDm0BRBPm/7okZj1xHAGOFkTHfhFwHItkvIGWcnelxl6MUgql/KjwdpDo8wwAwuuq1OYhSeAP852X8hv3DkASotIRkXOAtzAyXg1RSr1U7v7VQJ/IywLgDqXUgkT0bVF1Rrw4muHPfY0eCoMIw578gp6vXsuFd567v4dWLb5683uGPTECu9NOOBim3uF1eH7co9SsX6OkjDvFbarKAUjOSKp0X5qm8dhn97Fq0RoWTV1OZu10TrqgDU6XuaqnhDi7+4q2/pI5GLXrMfD/alyw1YHkXoj7DESLbQ5aHqUUyjscCgaA2gVaVozdg1RbRXQwopQCfRuIE9EyKl9RSwecRO+QnKClJW6ACWSPV/giYgPeBc4FWgA9RKRFuWKrgI5KqVZAP2DwnvZrUT3WLFvP8Oe+JlAUIBQMEwqECPiCDH74U7au3bZX+ly9ZB0TP5nCwt+WJjx+zNyfFzKs7xf4iwIU7vLi8/pZvWQdT3Qts+bgl+G/ETYR+O5kFxfffV6V+23SshHdenXh1EvbVSzsgbOuO91UFaR0xbGnl/+5lEW0NLTMAUitWZB8F4S3Q/5zqK2noef0MlQzlUB5P4P814y0fuiRg16d6N2DG0m5t1JtHuyowALU9rNR285EbT0ZfcfVqPDmylV2nwtmk7WIce8AJBEr/BOBlUqpfwFE5AvgQmBpcQGlVOn9zQzgsAT0a1ENfh8901TwAUz7ZhYX31N14ReLUDDEs91fZ+7EhSWeptkNavDapKfJrJ2RkD5GvzUOv7fstloP66z/ayPrVmygwZH1+WfBaj59dpTpZHP6lSdz1nWJi0O08Z/NDLh7KPN+WYTDZafztR259ZVrOPHc4znjylOYNGIqIX/IOOAVeOLLB1AKxn/wMwt+W0rd/9WmU4+T+ePb2UwZ+QdJaR4uuvs8Trn4RAjMgMJBQBEUP4r/N9SuPkjmgIoHVzCAsvpmgBBIDdAyjFWuoyWS+jDiODJh78mBigpvQeVcD8q7+2JwLmrntVBzQoWWNqJlQsZ7qNx72B1fX0My3q7SzmtfkgiBXx8orfBbD5wUp/zNwA8J6NciwSTaqmDka2OZO3FhGTPGDX9v5pUbBvDiD08kpI+cLbtMr9vsNvJ2FADwy2e/EfRFm2K6k10c2/HohD133s587mr3KAU5hShdEQqG+PGjSaxespY3Jj/LAx/cTrdeXZg9YT5JaUmc1r0dNruNnq0eJGdLLr5CP3anjc+f+xqbw1YSLO+v2f+wdPrZ3PrIeKIFdgD8k1F6TtyDW6VCkZW92c08tOzpcZ/NUAeNgMLBRjuOY5HURxBH/N3JgYzyjjRRaYWNnU9gJrgqDlkirg5QazoE54FS4DweEefeGXACSITAN/u1mO7bReQMDIF/SszGRHoCPQEaNrSCglWWLWu28emzo5j780IyaqVzxcMX0vHyDlHlTr20HZ+/MJpwKHqV3+GiExI6pnHvT4yyWQ+Hwsz/dQne/CKSUqsWVuCfBatZMesfshvUoHXnlthsNtp3bcPqxWujPGf1sE7T4xoDEPSHiKVJCvqDTPx0Cj8OnYQe1ulyYyfOuvY0U+eseGxZs42Rr35bJkAaQNAX5K/Z/zL6rXHkbM4lu0FNzr/tLFIzjWTZgx76mO3rdxCMCPdQIBz5/25B5Cv08+2AH7n4mu3UrG3SudhBz4E4Al/EjtJqmTtvaTVQ/ingbB9TWKmCN6HwY0omnMAM1M4eUONrxH54nHfmACa8Foi22gIF4U2VbkbEAc6KfSoOBBIh8NcDpd0FDwM2li8kIq2AIcC5SqkdsRpTSg0mouNv27btgRv34QBi+4Yd3NG6N4V5XvSwzrZ1O3jt5oGs/2sjVz9xWZmyDZvX57qnuvPJ0yPRdYWIsbK/7bXrqNUgsckfAj6zH5NB0B+ESgr8EtXQzwsBwWbTSM1K4Y3fnuWiu89jwkeT2bk5h4AviAg4PS5ue/163EmGzrxj9/b8OHRSlJWMHtaZ9s2fLJi8pOTe33NXMfXrGTz33SOVWvkX5BbyzKWvsXT6CsKhMOFQtKeq3+vn/Yc+Rg8rXElOPnzsM1795SmatWnK1K9mlAj7eDhcdpbOP4rTumwAyk/WNsN8syJSHoK8vkQdMuq5qNz7AYHM9xFnWa98pRdC4UdEOX8pP6rgXSTjzTJllXckFI0wzhpwgL0OiBscxyHJNyC2uhWPdV/gOAF8PxG1a1I6OMzDZBzsJMIscxZwhIg0EWN5cCUwtnQBEWkIjAauVUr9lYA+LUrx5Svf4i0oQg/vFja+Qj8jXhyDN7+8CgCu6H0Rgxe+zk3P9eCm56/iw6X96dbrnLh9hMNh/hg7iwH3DGXES6MrlVqxfbcTykT3LKZe0zqk16y8FcPot8YbqiFvAL/Xjze/iG3rd/DCVf1JyUhm0LxXuPbJ7rTocCSnXNKOl358nAt6nlVS/+iTm3PmNafhSnKBGOoep8fJhXedU0bYgyGcF05ZwqKplQtV8OI1b7F42nICvqCpsC9GD6tI+wG8eUU836M/ShkTQGVQSpHZ8DKQJAxjuGI8kNobCKNC64wQCeHt6AUD0XPvRy/8GKXnA6AlXYhkvAK2JhgHtcUTmg9UAah8VM6tKN1bpm/C641dRPRTQXB3eGelF6B2XAwFL0N4NYZBXo4R9iE4D7zDUdvPRwX/jvOcfvSCIejbL0DffiF64WeGOmovIEldwVaDsofWbnCdgjj+m6kO93iFr5QKichdwASMb+JQpdQSEbk9cn8Q8CRQAxgYWTWFYgX3sag6C6csNT2IDfiDLJm2nBPOOT7qXv3D69L9oW6Vaj/gD9K78zP8s2ANvgIfDpeDz54bzbPf9qH1mbHN9866riOTPptqqI8U2Bw2nC4HvYfdWfmHA8Z/EK0a0sM6f83+h13b80ivmcaVj1zMlY9cHFV31/Y8Vsz6h/Nv7cxZ13Zk2jd/4nQ76HTVqUwfO5ug3ySpjNfPgl+X0Oq0+Prp3G27mPfLYtPENBWxY8NONq/eStc7uvDho59HHTyXRjQhLSuVlh1PRdRYVMF7ho7ZVheSboXAVNSWkzAODoMYGlXNeO2bhCp8H2qMRmx1EPc5iPsc9PzXjWBsmIzdPxk8xuG9EYp5NqjohQMQmTwMlPczCG/ENEE4GGNTIVT+80jWsKi7SoWNA9Pgckp2IfkvowJTkcxBMd+f6iLigRpfowoGGCt9cYHnSiT5hoT3daCQEDt8pdR4YHy5a4NK/X0LcEsi+rKIpnbjbP5duCbqutIVw/t9ZSrwq8K4wRNZOW8Vfq8hdItj0bzQ402+3PQBNpuNNcvW88+8VdT5X22OOukIVi9ey2PnvWCULaWYu/2N6znyhKrpfMvr54sREdO4OGCsiIc9+QVfvf4dDpedcEinTuNavPjj4yX2+UumLY/cKztZOl0Otm/YwYC7h5BVL4uzr+tYxqa/mLwdBdgdtphjiIdSCptNo1uvLiyZtoLp381Gs2mIgCvJSaDIeN/CYZ3M2unUaZzN9YffTZNWDbn2yZs4ovVzAOh5L4J3ONGCu1joFoEeQOW/gmS8Uep2nkkdDHWGKoyMMYDaeRUE/8ZciLvB0w09/y0gCL5JmOvEy3QAgegIuEr3ovKeheACyh4B+iAwHRVciDhaVdB21REtE0nrC2l9E972gYgVS+cAJxQMMe2bWcyZuIDsw7LocsMZ1GpYNsjX5Q9fyIzv5piaHf49919yt+0iIzu92mP4ZfjUEmFfmoA/yIpZK/nipW+YM3EhNruG0hX1j6hLWo1U/IW+Moel4WCYT54eybk3n1lpy5iiQh8dLjyBcYN/jlpJ16ifRY0YceinffMno/uPI+ALlkwYa5dv4OlLXmXATMNG//DjG5tOJkF/iEkjfsdX6MfhcvD588Zu5piTj+TXL6Yxb9IiajfKpssNZ5iqrCpCBOodXqfkc3zii/tZu3wDK/5ciTvZxfJZK5n3yyJS0pNo0eFIvnr9O7as3opSsGXNVub+vIiXfnycFie5wPtRJXoMG6v20mNwn4nyfVvWJBEAHSIxdJR3TETYm6zutfrgOgV2PcbuXUUlj9wkucxLpfyonZdD6B/zNlQIAnPA0SryHdeRWB7CFnGxBP4BjL/Iz/2nPcm6FRsNVYrTzpevjOXp0Q/T9uxjS8odc3JzUrNSyNuRH9WGZtMoKvDtkcC3O81/XEpX/Dx8KnMnLiwTo2bNknXGz9/kt5u3I5+8HfkV6vC3rtvOqze+y6KpyyKrYRuaJuilLGByNufy99x/adamaVT90f3HmR7Srlq8js2rt+J0O+jduV+Zc4+S51KqpG7x6v2Rs59FKUO9UhwobXT/cVx0z3mMeWtcyYRYfD8WLrcTR5KDewbeWuZ6w+b1SUp1c/vxD+PNKyIYCCFihF0oPZErZZwzDLx/GAN+rKSDEBjqilLPpyTVENrhNRircjEOVpNuQmz1jIL+HzAV9tjBfQl4B2EI+6rghqQeZS8VfR8J5WDuH4I4UZJhBHrzjgL8KHsLJO1pxHmseR0LU6xYOgcwYwdOYO3S9fgisdeDgRB+r58Xr3krKvZ6px6nYLNHf5wpGcmVCvsbj/N7nmV6uJiencYf3/wZpV8PBcMxnbtE0/BUYJ0TCoa475QnSs4m9JAR0lgvJ0h9hX6eufS1qJ2NUor8nQWmbdvsNgpyCvl2wI/44ujNy1PcRbEwDwVC+Ar9TPx4Mi/88DgdLjyBpsc1jrnjAEMFlZyRhL8wQJ+znuXOE/qwYeVu87/h/b6mINdbYrVjxLwxnzz+XbAagpVNj+gCz2WRNgOonFtg5w0RYS+AE5ydkcwhaKmlPGwl1qQcAu87xBb2GlGiRZKMcbjPRFLKnuEo/5TYZwQAOMA/IRLC2QcoCC1B5VyHCkWrMi1iYwn8A5hfR/xuGns96A+yamHZIGFX972UzDoZuDyGYLbZbbiSnDw09E40TTMVHDs35zDsyS947PwXGPr452zfYG4te9L5rXGUCx+gaUKfj+82jT4Jxs7C6Sk7Sbg8TrrceEaFoQhmjptLQW6h6eo76hk25fD1m98T8Af4uv/3dK9zM2fbL2fHphzTCVCzCY2PacCymX9X67C1PIW7vGTWSueZMb0ZNPdVOl9zKpothrpKYOfmXIL+IEF/iL/m/st9pzyB3xdg7s8LmTLyD1P/CDOS0pMw4rhUhBOcJyCRAGuq8BMIzMJYuQcwTC1DoG9AnLv9MPTAIiPscrwgQKZoYDsisqPwgOsCyBqDZAxAsiegZbxp2K2XxlabspZHpZurDelvgH8a0WahAVTh0FIvZ6Pn3I6+vRv6rqfR815F39EDPfdBVHBRFZ/jv4ml0jmAcbhjOMHoCoe77I8mIzudIYveYPyQX5g/aTF1m9bmorvOZdHUZfRocBvbN+ykdqNsbn7xas648mTWLt/APe0fI+ALEvQHmT9pEd+++yP9p/ajSctGZdr+4OFP8ZdTj2h2G9+/P5ETz2/D5C9+jzJJbHT0YZx+eQc+f2EMmk0IBcJ0vLwDt79+PVNHz2DJtBWGGeXFJ6JpZQXzpn+3VPogNBQMM+zJL/n0mVGEQ+GSCTJ/Z4ERA8xpJxgIoWmC3WXn9teuQzSh8dENmDdpUaXVzrHQw7ph7gn8u3ANy2b+XWKCWRqb3QYahAOlBLqCXdvzuf24h9m+cWfJTq4y1G6UDZ5ukVj2MQ5K7cdBWl80ZylLqqKviA72pUPoH1R4C6igsQMI/1vpsZRFQfgfSg6E/RMgtARqjkNMTTtBkq5Aeb+krEpHQKsJNScjwZkocZpEpgxDaLnxBN5vy/oYRK4DEJyH8k1Epb+I5jm/ms/138DKaXsA8/Pw33jrjsFldNEihh37RyvervDgc/yQnxl437AyJn+uJCcPf3QXPwz5mbk/L4zSsx99cnP6T+1X5toFKdeYmg3anXY++WcAd57wCN48L35vAIfLgd1p49VfnubItk3xef1s+mcLadmp2DThxub3UZC7O9hXSmYyQ5f1J7NWRsm1eZMW8dRFr5SkEdwTajXKpn7T2ngLfaxbtoGAL4jL4+SMHifz/aCJMes5IxNqLAshMHY5TY9rzMDZr7Bm2XruOulRU6EtmlC7YTabV281b0io8sTjSXXz4viHOKr582XNGKOwg+dSJO0ZRDT0bWfGCH0skD4Q8p8CPcY441KsxhGiVD2SjKS/grjPMqlnoBf9BHmPArphKWSri2S+j9gbocKbUds6Ez2xOSDpSiT1EdTW9qDy4g9R0pBa06N3GKVQSkFgJso3DrAhngsR555Zue1rrJy2BymdrjqFjt3b4/Q4cSW5SEr1kJ6dzjPf9qmUlcuwJ7+MEtR+b4CPnhjBgslLTQ9Vl05fga6XXa3HUjPoYZ2a9bL4aFl/zu/ZmQbN63NUuyN4/vtHObJtU/JzCnj95oH0atubqw67jasa9yoj7AEKcgrp07nsBHPcGcfQ8Kj6UWqk6pC/I5+ah9Xg3/mr8eYVEQqEKNzl5ccPJ8WuJPD8+Me4/fXraX7i4ThcMTbCItzy8jUADH92FIEYZwJKV7GFPcQU9g6XPebnXJTvo0+XV5g25QFwX0Dsn3IIir5E7bjSEGbubpirghTsuqOaqRId4DoHkm7A9OBVeSG0Im4LmudsQxhnfYzU/Bqp+QNiN3aaYqsD7i6Au2wlcSLJN0UmsMqo58IQWhW3hMp7CpV7GxQZ3sJq5w3o+YY5qwquQPmnoMJ7J6rsvsBa4R8ErF2+gcW/G7HXTzjnOOyOijVx4VCYc5xXmt6zOwxPU29e9EGZ3WVnvPfzMoLmqYtfYcb3c8ro1DWbRpuzj+WFcY8x8L6PGD/kFwK+AJqmYXPY6PnKtUwY9iurFq2tlK78x8AXZeLXFBX6+OTpkYwbPJGi/D1f6VeVr7cNJa1GKgFfgAc6PsWKWStNyzndDl6a0JdXrh8QX6hXEc2m8cSX9zN34kImfvpbTMeszDoZfL6sGVrRECraJkjmUHAcj9p+HuiVjxVTqgUMLXDpFbwTbLWRGmONIG55j0ebekoykvYs4ulajT4NlAoaDmfezwyvYGcbSHkMUTtRgblQOJCKhb4LyZ5oTCBmfQQXonZcS7RlkhNsjSIexzbjbCPpCiT1iQMyjaG1wj/Iadi8Pufdcibtu7atlLAHQ2ecVdc8mFadJrU5vrO5h6wmEnVYetc7N5ORnVYSz92d7CKtRgr3vHsLS2f8xfghv+D3+lG6IhwKEygKMPC+j1i9pHLCHuDhM59h67rdq0tPspvbXr2OY045qlL1E4knxU1ajVTycwp4oOOTrJwXW58d8AV5647B1G1qFtWs+ui6zhu3DuLS+y/gsgdiJxQvzC0kN6c9UatfE5T3a0RLBveF1RtUci/I+hzSXgDHsWD7HyTfgtQYE2n3LJBUyh7AaoaFjvts8zEphQr+jQouRanYB9YiDrTUe9Bqz0SrswTJGAh5j6Jye0Hhe1SsE7MboZ9jCHsA5ZuEebL4YORcosiYbAiA96tIesiDC0vg/4e58bkro8wpXUlObn7xKpTJwSKAzWFn8bTlZa5lH1aDYX+/wx1v3siFd3bhtteu5+O/B1CncS2mfjXdNCerHtYJ+ipvBbN42nLuP7UvoWCImePm0LfbSzzU6emY5pWxyKqbiYiY5qWoLHe/ewtL/ljBM5e+xsr5q+PGyAEjXWTHKzpUOcJmXJRhAfTO3R/y49BJMY1llILk7LaQdBkV2mD4J6AXfAiO5kB0MpYK8Q4zBG/SZWg1RqFl/4iWeh8Sye4k4oSsL0ErHRxNgaM95a1wlJ5jxPnZdgpqx6WonVejtp2M8s+o1FBUwdsQ+juymwiyW5WkgaRgvBe2yN8esDdHMt6J36h4osZZ8gxRnsZFKO+wSo31QMKy0vmPEg6HOfkiwwLmk6dHsm39Duo0qcUtL17NKRefxPghv5jWE4k+qAyHwhTkFHLm1adw3i1nlrmn2WzGrmAPVYNKV+TnFPLclW8y56cFJQfVTrcDEXMnrvJoNo30mqk0adnQiKxZxTHZnTa69erCgLs/RCkoMgk8F4uB934Udfaxpyhd7U4eY/IoDped0y5rhyfZDfRFD62HwK9xWgxBwVsYs0dFIRDMBlSIynsGqfFl7DL+n0Avbd6rwP8TKr8ukvYgAHrhh5DfnzKraRVpP/c2qDkRsVWQUL7o2xjPEIn4aW8BBCG4BLRaRm7gChD3eaiC/hWWK0Gv4JD4AMQS+AcZxWcu29ZtJ2fLLhq2OCzyg999f8SLo/ny5W8J+IMkpbq5/tkr6XZHlzLtdL76VBb9ttTUG7XlqbvVKN+++wMfPfEFoWAIFJx7y5l0uuoUktOTaXBkPc7ocTLfDPghpj1+aSoS3CF/kOljZ5dRKQV8wUqbguthnVWL1rJqkXki84pIyUjm+0E/xw3rHKvfcKgaArQK7Ztx5AmHc9/7t+2+4DwJAtOJbbFDBfcqQXA+Sqko3bUKb4XQv0aClCgduA+KPkWlPgDB2ZD/FuaqE4zgakVjkJTbzO+XEHtyFccxRmA0KAkTURnE3gAlKaDMk+qUxQ6uTpVu+0DBEvgHCWuXb+DtXh+wYMoSBEE0wZ3kIhzWuf6Zy+n+oBH5cuSr3zLihTElXqR5OwoY/PCnePO87NqeT0FOAR0uPJFTL2vHxE+msPiPFfgKfNgdNmx2Gw992KskjvzkL6fxQZ/PyhwYfvPOD3w/6CdsDhspGcmEQ2HTbFLFiCY4XA40TWh5Wgtm/TAv9kOKYHfaoyePOJOE0+2IazpZFXK3Vm/Ftj/sHpweJw8OuaPkswKQpEtQhQMj9up7aVDiLiPslQqhdj0BvnEgTlDR4T2MgkVA0MiaFUvYAxAE/yyoSOC7u0DRaMoe1GpGzP1iYV8JVPBvlHeoYb3jaFOBsLdhqI5coKUhKXdUup8DBUvgHwTkbtvFvR0ep3BXIShQKFRYlcS6/+SpkRzWrB7tLmjDFy99ExUywO/18+Fjn6NpGnpYZ/LI6dQ/og6NWzSgzVmtcLoc1G1amy43nEG9prsPtYb3+8rUOiQUDBMKhk0DqpVH6Qp3kpM737mZeT8vjGlzrmlCvaa1yxzcVoTNbqPr7V0YN3hilcIk/BfIyE6j/hF1UUqHwB9GeAJJh6SboPBt9o7A3x2ioRhV+D74xgN+E8eo0giqcHjE7LOCsQVnoIJLEMfRsVtLfRAVmGGoj1QhkATiQtJfrOzDoPzTUDm9jLGXxPaP9QWtA67TjCxZzvZIUg9Ey6h0XwcKllnmQcDnL47ms35fxV3JHnNqc16e0JeuqddWKiRBMTa7ht1h54Eht9Opx6ll7l2UeT2Fu8pHU6weriQndoc9Znvn9+zMra9cy/VH3M2ubZVfaWt2DRGJGbtnf2F32gkHwzFj4ewxAmd2t/HwmwsRKV7lFq9A9wQNsmeAfzrkPcxuPbkGznaGM1SpQGz6lvYQO4FdOUofFMebHDRwX4Ckv2rsDMRjav6oVAB8E1HBpYbNvvt8w1qoEiilUNs6gb7B5G7599EN6S+hRXIEHOhYZpmVwJtfxKAHh9G9zi10r30z79471FhRHwD8M29VhWqLnZtycbgcZNXJqFLb4ZCOvyjAmz3fj1olH966SYxaVcfvDZhm3wJA4NaXryE5LYlXf36S7MNq4Elxl8QFioce0g84YQ9GcLW9uphSMO37AMHSoRr2WNgDWhai8iH/EcoeiioILEL5y4XhVlWxovJTErsnLjoE5qK2tkNtbYPa2g69cERUKREn4jkfLe1hJOnySgt7Y9w5oMdyoHJFUkZqYGtwUAn7irAEPobN8wMdn2TswJ/I3bqL3G15jBs8kXtP6Rvby1TXCQYSozuOh1KKlMwUw1IjBja7jbZnH4uIcOur11Y6bV75fh7o+CQ9j32QIY8OJ3fbLm596ZqSODGJIFbYYJvdRnK68WNt0rIRw1cP5JWfn+SJkQ+UhDioCtV5/oMRpYTc7ZXUykodIKnics7TDUsVVV5dp4B8yL3BMKMsFvrONpUfcAkVTUw20DcbQpmw8f/8l9C9o6rRVwzi6fltNdGyJ6HVWY6W/ct/RthDggS+iJwjIitEZKWIPGJyX0Tk7cj9hSLSOhH9Joo5Py1g48rNZQJ2Bf0htq7Zxsxxc8uUDfgCvH3nB3RNvZbzk66m53EPsXR6fLfxPeH9hz7ml89+i6mmsTtsJGck0eOxSwDodOUpPPb5fVW2Cfd7A/w9519WLVrL6DfHcdtxD7Nrex6eVA+iGdtpieSDTTRJ5cIla5pG8xOPoN35bXjk03twepxRweLiUZmQDA6XneSMJFweJ+nZqVUPCnkAIKLIqFnJRYfaAfb6VPiT9/0Y0cnHEcqhxajCD4wxpD4eldBkzwkTvQsogoIK7OirgIgHXGcSHWbCEwkR8d9kjwW+GKln3gXOBVoAPUSkfDLQc4EjIv96Au/tab+JZOW81aZhiIsKfPwzf3WZa8/36M+Ej34lUBRA6YpVC9fQ5+x+rP9rY8z2l838m/ceGMagBz9m+Z+xEziXZ/WSdXw/aKLp4WhW3QwaH92AC+8+l8ELXqdmqTjszU88PO6OoCKCgRB5O/J58qJXyN2SW7IyV8rQTTc9rjGtTjuK656+nLQaKZVq0+FycFT7ZlHjcrjsdL72tJj1jj3jaFp0aEY4GK60M1VBTsWquKDfiKnjLwqQn1Ow14xa9hYuT5jLbt+Ks9IbsCCkV0ZgFlAp1ZB3OIBh3576fGUHsWdUK6hbbCT9+cgOxR3xEHaC52Ik6aqE9lOMCi5C33E5+ubm6FvaoOe/iVJ7X0tQmkRY6ZwIrFRK/QsgIl8AFwJLS5W5EPhEGfvAGSKSISJ1lVLVCeiRcOo0qYUryRkVs8WT4qZOk90OIFvWbGP2hPlR+vSgP8io17/j/vejTck+6PMp3747wbDtVvD9+z9xyb3nc9PzFX+p/hw/11SlJAIX3HY21z7Z3bSekWDEXIJl1cnglEtOYtzgn+PGXg8FQqYCVrMJPR69hI7d2wNw/m2d6dnqIfJ25MfN9HTJvedx4V3nct8pT5CfU0jQH8DhdHDYkfW4sV/ZmD/b1u8gf2cBDZrXo2/Xl1g28++4bVebSJN66CCT9iguvW0bV91XRQG44yISNrOVVvmEF1eykgZaDdB3US3HL1vDqteJg2gpSNbHRhKV8AawN0NsNRPaRzEqtNpI0F4cZ0jlQ+FHqPBGJOPVvdKnGYlQ6dQHSsdbXR+5VtUy+42TLzoBT7IbTdst4UQTXB4np17WruTaxn82m6oLwiHd1Nln1eK1fDvgx5I4M0op/N4AX/cfx9rlZtYBZXEnu9FMVChKGYnFc7bkmtbzJLs5+eKTosbqSnJx/bNXcveAW6jfrK5p3fL9lCcUCLN0+gq2rTcsMwbcPZRd2/Lip/VLdnHiea3JPqwGH//9Dn0+voubX7iap8f05t0/X8KTYqh0crft4oHTn+KGZndz36lPcGnNm1g6/a+9I+wPMlxJTl4Y/xjHdTqaC67bxQXX70SzVdUHIJItKiEDKhXqWIsdn8YQMQ6wHQ7pbyDZUyC1N5VL3lIaN5Lau+rjrAClwka8/IKBqNx7Ud7RKLXniXGi+in8wMRs1Qe+H/dp9M1ECHyzjXb5b1VlyhgFRXqKyGwRmb1t2755I5xuJ2/98TxHn9Icm8OGzWGjRbtm9J/2XBnHlgbN6xMwScxhd9hofuLhUdenj51tGjxMD4WZPrZic9PSk015crfu4rkr34x5/4HBt3Fcp2Nwuh0kpyfhdDvo1utszr3Z8A7cvj6+KZ3DZTc9MA36g4z74GduaHY3D3Z6mqlfxY99YnfaaXx0gxLvXbvDzskXnchlD3Sl9Zkty5jb9e32MsumryDgC1KU76tcPHyJHNIehDr4SiHGDnTAzJc44ZzjefnbRtz10hZq1A4iwh7FDKocZiJCg+Cf6AVDUSqIuM8hZsaq1CeQ7Mlo2ePRPOchYkdLvg7J/gnszeP06zAiVOI2Vt4ZbyHuznv+OKVQSqFy70PtegqCf0JwFirvGVRur8RbWAWXYqoqEyeEVye2rzgkQqWzHmhQ6vVhQHmFdmXKAKCUGgwMBsMOPwHjqxR1GtfijcnPUlRQhFLRB4kANetl0fHyDkbAsFJ6dafbyaX3R0c0dLgcaHaNcLkDV82mVcr6JLNWOo99dq9p3tZwSGfZjL/ZuTmHrDrRUTE9KR5eGPcYW9duY+va7TRscRhpWakl9xscWY8Vs/6J2Xfzk46gqMDH2mUbojxfi7NfLZy8JO74XckuDjuiLu0uaEPu1l1k1s6IWXb9XxtZtXANoaqaWCrjzKHhUYex8Z/NhPyJX53tT1p3bsWz3/TG5XEZK8+CAUjc8Aga8cIOVBmtJqQ+YxyYhv/GEFo6hFdBwcso31ikxhhI7QP5r7I7dLId3F2QpKtNbejFVg/l7g4F/aLuGXXPR8t4JXHPYUZwIfh/o2woiCII/GmEgCiV8nFPUCoUcQ4zu+mPTGz7hkSs8GcBR4hIExFxAlcCY8uVGQtcF7HWaQfsOlD09+XxpHhMhX0xDw25gysfuZiMWuk43U5ad27FW388b5oovGP3dohm/hbHW72X5uSLTqRWI3O9os2u4a0gVnythtkcc8pRJKV6WLNsfYka6OYXr45rvrjiz5XUqJfFtU92p1GLw6plHukv9PPP/NV8/tzXXHf43SyYvISN/27mo74juO+UJ3jp2rdZOc9ISLFzcy52Z/XWH3pIZ+3S9ZUS9nanneT0JA5rXq9afe1rTr+8Ay5PZJep8mILDgDsoGWR0O2Ovg0K3wJXB4xVfOnJREFoKargTbTkG5AaX0PSzeC5GskciqS/ETNevNJzoCCGQE+6A0l/yViB+39H39UXPe85VHCpefnqEpiJaSJ2VQSBykXtrAyqYCCEzda3NnCfU3GguASSEE9bETkP6I/xjRiqlHpeRG4HUEoNEuNTHwCcA3iBG5VSFeo0DiRPW13XKcgpJCnNU+mY9AA/fTKZt24fjGa3IRgr8weG3M6ZV51aYd1iBt7/Ed+991OUeiijVjpfbHgfmy2+qeSkEVN5584PCYXChIMhWp3WgsdG3Mdfs/9lcO9PWLN4HbqJntzpdjB02VvUbpTNpbVuJm/7HkYHLOe1LprgdDl49LN7Oe6Mo7m87q17HBcnbmwdgVMuOpGUrBR+GT6VUCgUM0z03kSzaRV4QyvOuWoH3e/YTq0GLpxppyEp96MkCba1N68iGVBjNGw/l/herNUlnhevE5JuQWw1wN0JsVV8PKe8X6Hy+0Vi7JTrJ/l2JOUe1K4HwfcLxgpcM/pJvRct+eY9epLdYxiFynuO6GBvxnmBJF+TkH70LSfEiNHjQGrPj5tysTrE87S1QitUgl8+n8r7D35Mfk6hEb/ljrO55cWrK22Tvmt7HjPHzUVEOOn81qTVSK24Uilyt+3i9ta9KdhZgL8ogGbTcLgcPPHF/bS7IL7jy9IZf9G78zNlVFB2h42j2jXjjSnPAnDvyY+zdPpfUXWT05N46uuHaNa2KZfVurnSyUyqSvHE9eXL3/D5C6MrFaOnutgcxme2P71zbXYtboz9nk9t4LxrduJJLi4TifGecj/kPxO74aQ7wPsJsL88xAVwQOoDaMk3xS2pvCNQeS8SHb1TjKQqzpON5Cbls2dhB9cZhkew5zLEeWy1R6v0fNS206J3TZKEZP+KaOYJhKqKvvkozCdLQWovT3jWLCu0wh4w68d5vNnzfXK27CIUCOH3+vnuvQm8/9AnlW4jvWYaZ19/Omdd17HKwh4gIzudIYve4NqnutO6c0vOvbkTA2a+WKGwB/jq9bFROvhQMMyK2f+w8Z/NgBFm1+6InrwCviANmtdnypd/YNsDu/6K8BX62LJ6G1c9dikX3XVuGWup8nhS3DRqcVi1+woHw/tV2DtcdvQ4u4rUzBAXXL+jlLAHI7F3IRR+Eb9x74fsP2EPxvYtAPn9USHzlJAluE7H3G7DhbjORvkmmAh7gBD4J0LRKNTO69ALBld7tKKlIpkfGqaikhz5l4lkfpAwYQ+A4xjz6/YW+zxFoiXwK+DTZ6MjRvq9AcZ98PM+jdCYkpHMFb0v4uWfnuS+QbfRqMVhTB09kwfPeIqrGt7ODUfezZu3DYpyANuyepup6Z7DaWfnphx0Xef4TseUrHyLcXmcdLyiAzXrZbFlzTZTx7REEQ6FSU433P7XLFtvql4qJiktiQc+uB3NfnB+dR0uB844ZyeNj/QRNP1ahUGvyKN7731GVSOAKhof865SYeOwMvlWjIBqxULPiMYpzmONtIhxxZOO4X379h6ZNYqzNZL9u5E8PXMYUusPJEGHtSV9pPUFSmfT0gAPkvZkQvupDFZ45ArYvGqL6XURIW9HfhmzzX3JO3cNYcKwyWVW7xv+3swvn/3Oiz88XmIG2fqsVqxatJZgOXVMMHLAeXXjXhTmFiIiaDYNTRNSMpPpduc5tL+gLWMHTiAc1nEnu6KSpSSK1MwUvnzlW1bM/oeFU+Jb/lxy33m0aH8kz37Tm6cveW2vqZn2Ft78IiTOoerWDQ6c7gNXzVo5FLH0/XrRj5D3FEY45dJ+AQLoYDeM+cRzEco7nIrPI+wQ+AM81czTC4jYwNGq2vUrbN/RCmqORhUONswz7c2RlNsQe7Qp997G0uFXwOMXvMCf46OTdiSnJ/HV1g+rdICbKDas3ETPVg/GPJxs0Lw+Q5f2ByBn6y56tnyA/NzCElWGK8nF5Q91Zcw7P0SFIXB6HLQ7vw3Tv5tNMBDCZrPh9DjwewNommZkvopBsZXN3hTCTo+DIYvepO7/alOY56V77ZtLJq/K4E52odk0gv5gleolFDEOrGMdGH88Yym1GwT3gY393sKF1PgScZSNsKKCi1A7riZ+1i0XUnMcSvlhx8VUuGuRZCT9FcR9VvxyJhTLvn2tVtnbWDr8PeDGfj2iIkYaHqtX7BdhD7Bg8tKY5p78v73zDI+i6gLwe2ZnexJCEkroHUQsqCgiFgRRUBRFBETBhl0pothQUWyIWLB3RFTEgmJB7IiCoFgRBD4ggvTQ07bd78dsAsnOJpuim2TnfZ487M7O3Dl32D1z51SMjODC0s5169fhmV8mc/rlp9CodQMO6tqOcdOupWmHJuTsirSR+vL8zH9nkaEMlWFuydubjwqFsOlaUSE1M0SEAaNONxqJa4LT46xUTR8z/Pl+5r78JUopPp/+TanXoSSaTWPQuP68tPwxzhl5Oh2PbUdG47QIc9a/ja7baNUpepmAz96qS8Xa42ogaRjmg3hhA8+wCGUPoHJeouwVewiV9z5kDyAmE5XyoXaPJ7T1OEJ7H0KFyu7foALrCe24BLXlINSWToR2jUGFdpV9rlqApfDLoE3nljz89QQ69zwEb6qH5h2bcMMLV3H2dfErmZqSnkSolDo4mqZhd+23E6dn1uW6qZcybdUTPP79vRw/oCsfPDU3ejahyWaloCBcMC4adqfOpfcP5dqpl9L2iFZ4U9y4k104PA7cyW50h15p27tSsObXdcx5Zh4vjJsRUy/dQkLBEGt+y2Lzuq0MmzCInkNPYO/OnEgn7r+44BOBzNYN6ditfdTzfPBKBts2VmQxoYwaLfYuxC/12AYmyh4w6tWUWdohBPlziK33bjjOV+0I5wu8itoxzPR7rZQP5VtMqGABKnugYQYiBPiN8gY7hhrdw2o5lkmnBvLXj//j2qMjqlADhlnlpPO6Me7V60odo49rSJWbXvpd1Zsm7TJ56bY3ixzdmiY43A4unjgEpeCV29+otLPb4bIT8AfL1dnrQEQEh9tO3fp12Lzuv6tjojv0sJnGUFSlmZQ0TXHB2M0MNS2QVhWdrcpDYcJVOXSFoweSOgnR6hRtCu19BHJepOyVu07ZTVK8GNegxI1BPEjq04hzf76CKvgGtWt04RtMk63Ei6Q+Vey4mopl0qllzH/r+6imlcZtM7n+qcvKHKO0SpkVwel2cObVp/Ly+JnFoppCIYUv38/qn9fSpH1mlUQ2+fL9FVb2QFERu0or+3IsokUTTr+8F5rNFpP/IBQSZk5twK/fH1hrvvDnWtXKviyTlgO8o0CrD9gxOkK1p9QL4PsWtfPKYpvEOxy05DLOZy99XHRDDvfpmD4FKB8E9mfkquBm1M7rjM5cah+myt7YEYJrSjlv7cBS+DUQvy9guthyuO2cO/qMouqTpVEYxVNZHC47SXW93PrGKETE1NEYCob4Y8EKpk+IvWORphljabbq61Cz2TTsrthMLyJGwTpfXuw3vII84aPp6YVno0pr5BxI6vNlVLzUwXsZpL0J6bORBkvR6s0BPXqTcQiA/w9UYH+9JtHSkPTZ4DqPqKpHb1dKGWQvpD6N1PvGiHwx81VIYXtCA5U3h5ium2igty17vxqOpfBrIMcP6GpaB0cp6NKns+kxwUCQ95/8hCs6j+WyQ8bQ/qjWpvVxWh4aeyEn3W7j/NsG8OaGZ+l2ZhfqNkgl4DNffTZoXq+obk40RBOG3nYOH+a+xvQ1TzJ796s8uuBektNia7LyX+L0OOg9vAd166fGdFMKBRXrlq0vZzljIWdP4Wr43zLhOCG0BUpzdiaPguy+RtmG7HOMFoeBtYj3IkpfrRegtvcntPvuImeq2BqgpU6A5LuIVNguJHksUueBcBx+4XdcB6kDGXPRXCcaYZSuvkalyWJPA5qRPOXssX9TaAdlm5AcYGsR9n3UbiyFXwPp1L0DJw89HpfXCWKk6jvcDkY8eAHpmeYZgncNeIjnx73Gml+zyFq2nvef+pTmHZvQ76pTyWzdgNaHt+CmadfyzNJJtO/SJiJUTXfoeJLdONz7bxIBf5CZD87m+mNvI3dvHinpyXTr3yXiRuL0OBlyy9kk143eCq9hq/qMffFqLrpnCE6Xk/rN6uFJcnPQMW2jZifHM5yu9eEtGPnMCJ5c8gDdzoxNUZS3EqiIottpuyogXXkogD23Y5S4MsF9qVEFM5hFURPywArU9j6o/HmUbdcvgLy3UDuLmxk172BImWA0CcdulECu+wTiPA5xHIZkfALeS8HZG5JvROp9iaY3KDpetCQkfSbYD8Gw+etgP9IIB5X9iyFxdg/fPEoSrtMvHnCfhaRNr3XhmWZYTtsailKKPxeuZMF7P+Bw2Tl5SHead2xquu9fS1Yz9uS7IhKn3EkubpkxkmP7FffvbFi5kVHdx+PL95G3Lx93kotGbRpy70e3Mqz1NRHx/3anzoDRZ3DpfUMpyCvgkcufZf7bi4rKQF/x8DBOHd6DmZNmR2QuOz0OBozuV6zrlS/fsK+nNUwlPyefIc2urHYtCF1eJy8tf4xPX/6Sb2YtZN0f68s8JqNxGtv/2VGOsyhOHbyDMVM2VFzQSuE0EpL8S6J8XqIaXmmIG0l7DbEfUlXCFaFCewFBtMgnQaUUaucI8C1hf5E0N7hPR6tzX5XLUh2wiqclOO8++hEv3PKaqaNw4Nh+XD5pWMT2/NwCvn17EZvXbaXdka046rTDefjSp/ns1W9Mz1G/WQYz1u1vVZyzJ5c92Xup3zSjqMhcKBTiubGvMueZeegOnYAvQO+LenDt45cU7TPzofd57Z63EQm3WdQEX14V9P0sXLzF+HW36UZFy2g/D92h4/I68eX5Yqrwqdk0MhqnsfXv7bEJEMbhCjFnze/lOuaAs2KULvCFX5f3OjowomWqwHcgHiTlDsR9TuXHKidKBSD/Q1TebMCOeM4FZ+9au6IvTeFbpRUSgLTMVHSHHqHwHW4HGY3TTY9xeZycMuzEYtvmv70w6jlKJlh5Uzx4U4o/SmuaxpVTLuLCOweyed02GjSvR1LqfjPPl28sYPqEWRG1i6oMM+Utxr1AtP0li10eJxfccS5znp7HlizzSB4VCpG7O7fUuj8H0mPwceh2G59Nn1+uCKOALxalZBKmaT8SSX0UsTUglDsT9kyM+ZxFiCdc/iCWmPgYsLWqmnHKiYgO7v6Iu39czl+dsGz4CUC3s7pgd9ojImhsNo2eQ2Ovyx/NIQvQ+6KTYh7HW8dL68NaFFP2AG/c/+6/ouwliuXBk+LmltdG8m72y4x48AI6dmvPsf2OYsLsmxh0U38umjgYu4lj22a3oWlazMoeYMF7ixFNw53sKjVbuST1Gps5HAtlchsdqTI+Ba0exRyY/l9Q2eehlC9cUz7adS1FBUhdqsZZ7DCUvb3ipYwtqgZL4ScADpeDKV9PoHG7Rjg9DlxeJ/WaZvDAvPHUyUiJeZzOJ3cyDZH2pnoYdGPFi1cVsmPTrkqPYUo0/aqM1XxSahLnjunHYwsmcvf74ziil1FIq9fQExj97BXUqbf/GqXWS+GGF67CmxrdAW1GQW4BX77+LVO+vtu4ycag80Vg1CNujAdxl9HkJPk+owm4eyAkj0My5iGBZeFSwgfegIJGh6yCLyi/KSeMvSU4urH/BhPTQeC9KtyvNuwYdfUxqlHWUhNKTcIy6SQIzTs25aU/H2XTmi0EA0GatGtU7h/gNVMv5fpjbyU/twB/vh+bbsPhsjN14X04XNFL/pbFisWrePPB2fhNGsRHQ3foeFM97N5qdOGy6RpKYWousdlsoEtEZnEoFKJzr+hOxA0rN2LTbVz96MUs/2Elu7fu4ZjTj+SEgV3ZuHozb02O7DUgmhip/SaLf92hEwqGuPLh4bQ/qjXP3zwDTROCgRABfwBPsov8HB/BQJB6TVIZOXkLRxyXBSpsh3f1RzwDIv7fVGCNee14lQuBNUblSd9SIjs7QXT7vBvxXgJ6R9TuW6DgK/b3yw0RPRM2hHivQJJHh0sViKXoqxGVUvgikgbMBFoA64DzlFI7S+zTFHgVaIjxTXlOKfVYZc5rUTFEhEatS0uwKZ0mbTN55a/H+fiFL1i9dA2tD29B3xG9yvWUUJJFH/7ExEFT8OX7Yo5RF03ofvbR3PbGaHwFfkCxee025k37ircf/jAii1hsGh26tGHlj/8jEAiihx3Et74+CrfXFTF+MBDkvqGPsejDn0AZUUOFfD/nR2ZNfp+HvrqLdX+sZ/EnS9EdOsFAiLZHtOSGF6/i+ZteY+EHP0bUdPEXBHht4tss/uTnooYzR/U+jM49D+Xovp1p2MLobaqUQu0YAv5VRgZoIXkzwXEouM8oLrDeNmxvj+zchN4GnL0g/yMo+AFzpV+IFg5hDEHyLYjjaGOYulNRoT0Q2g22RqByjCxav0lAha0lohm+GxHLgFDdqFSUjohMAnYopR4QkZuBukqpcSX2yQQylVJLRSQZ+Anor5QqsyOxFaVTu1FKMbT5VWzbkF3uY1PSk3ln20vFtmUt38DVR44rpqDByAaetmoqe7L3sWTuL7iTXBx/blfq1q+DGW899D6v3vVWqU1fXF4nVz92MYcc35F1f/xN4zYNaXmIkbS2aukaRp8wvlirRqfHQXqjNCPb9oCoHpfHyejnr+TkId2LtqngZtS2UzC1u9sPQ0svnrGslB+1vU+4UXbhylsHWyaSMRcRu3Hz8S1E5UwD3wJMzTyOE5DkkaC3RSTyRljsnIE1RhEylR8eywY4kLQXEYdpgIjFf8S/WUvnLGBa+PU0oH/JHZRSm5RSS8Ov9wLLgbK7HFvUevZk72XnVrPmzpRp4/akRKbVNz+oCcMmnIfDZcfu1HG47Dhcdq55/BIyGqfT6tDmDLrpLM68+tSoyh5gztOfltnhKz+ngCevf4l1f/xN97OPKVL2AG2PaMU9H9xM0w6NEU1weZ30HdGLrX9vjwjhzM8tYOq1L5Cz5wCTjNoHEiWDNRTZSF7EjqS/Ba4+7K9F4wJnz6Im4SKCOLshKbdj/rN3g7MnYj+kTGUPIHorJOMj8FwI9iOMTlUZ78VF2Yfy5hLa1ovQ5oMIbetBKPf9/1yGmkJlV/i7lFKpB7zfqZSK2gxSRFoA84FOSqnIb66xz+XA5QDNmjU7Misrq8LyWURnw6pN/Pb1MpLTkzmmb+dK2eArii/fx1l1hps2VXG4HYhg2tDc6XFy8cTBDBh1RsRnAJvWbOG72YvRbBrHD+iKbrfx4bOfsey7FRTk+UhK9XLUaYfTe9iJpnWHBja8jF3RbkQlaHlIM5779eGon/t9fnS7TvamnQxve13Ucs7tjmrFEz88gIigVAC1tRuoXSX2soP3IrTkG03HCO2eAHnvst9s4zBW+envF5lZjP1uhbyPSuzXAEmfU2y/mkAo71PYfSPFQ0ddkHI3mqd/nKSKL5WKwxeRzzHs7yW5rZxCJAHvAKOiKXsApdRzwHNgmHTKcw6LslFK8fg1LzBv2teICDabhs1uY9Lnd9Dm8JZRj/v162W8NvFtNv5vM+2Pas2wuwbR4mDzzN5Ycbgc1G+ezsbVkW0kg/4A98+9nY+f/5wfPlqKL9+Hw+0g4AvSY/BxnH199H4Ema0acO6YfgCsW7aeUd1vpyDPV8xpu/Tz35n10Ac89eODEaUbju13JPOmfRNTRdGt6/ebo9b+nsU7j3zIhlWbOOzEg+l/XR/qNkgFIK1hKp5kd1SF//eKjSz7bgWduh9kxI3XuRe16waMpKkQ4AKtLuI1r4SqghshbxbF68b4ILgVlTcb8Z5ftFVSJqLsnSH3NcOx6zoV8Y6occoegH2TicwTyId9UyBBFX5plKnwlVK9on0mIltEJFMptSlsqzcr3o2I2DGU/Qyl1LsVltai0ix49wc+n/5NhOIZ3+8BZmQ9jWbSQerbdxbx4PCpRavtbeuzWTL3Fx759h7aHN6S7Rt3gFJRk7hKw2XiNAUj2iYUDHHbG0Yd86w/17MlazstD2lGvSaxn+fRK54lZ7dJZ698Hzs27eT1+9/lysnDi3120T2DWfzJz+zblWP6hHEgzQ8yrJNL5v7MhHMn4y8IEAqGWPnjGj587jOe/mkS9ZtmoGkaVz92MQ9c8LhpJJEKKbL+3ECn7kYVU3GdAumzULmvGrZ5R3fEcx6imdcVwv8biN0oD1yMPMNmf6DCFw3xDATPwFLnViMI/mO+PbQZpUKW47gElb0aHwCFv5bhQITxTIyYrBeB5UqpKZU8n0Ul+ei5z0ybkefszmXV0shqlkopnhz5UjHFp0KK/JwCnrj2RUYcegPD2lzLsLbXcVmn0az94+9yydO0vbk7RylYsWR10fvmHZtydJ/O5VL2wWCQPxetjPq53xfgu3cXR2xPa1iXF/98lEvvO5/u5xxD/WYZUccYMelClFJMGfEMBbm+ImXuL/Czb2cOr4x/s2jfHoOOo9/VvU1vqpomNO1Q/FqIvT1anXvR0l5GS7rUqAQZDS0D81RiHWy12GVmyzTfrtW3lL0Jlb0iDwCniMgq4JTwe0SkkYh8HN7nOOBC4GQR+SX8F7/+gAlONGekaGIaB79vVw67t+81PWbZwr/IWvY3/nw//nw/WX9uYMyJd5C7t7TQv+Ic3K191M9W/Vi5hhSaphWFP0bDleQ03e5N8XD29adz59tjGf/WmIhy1KIJg8adRafjOpC9cQd7siOvUSgY4qd5vxbbdvHdg0lK8xbLttUdOo3aNIzaoyCU9zGhrSehtnQgtPVYQjkzItv42Y8MZ9uW/EnriGeI+eRrA0ljgJJPiW5IGhkPaao9lVL4SqlspVRPpVTb8L87wts3KqX6hl8vUEqJUupQpdTh4b+PSx/Z4t/i5POPj2jKDkYUR/surSO2u5NcURuRCxIROx/wBZg/K3rNnZK079IahzvSYWzTbTRqU76cgb079/H6fe8w5qQ7eHD4VFb/vJYeg7tjd5pbLp0eJ2dd06fMcTsc3ZaHvriLw3ocTFKql5aHNGP8zDFcdv8FALiT3VHLLCSVKAntrePliUX3c2SvQ9FsGnanzkmDujH5y7tME5RU/mew+2YIbTQ2hLJh3yRU7vRi+4kIkvYq6B0BpxFPL3WR1McQPT41bP4LNPfpkDIRtPBKX6sPKePRaoO56l/AyrRNME67pAdfvbGA1T+vJW9fPrpDx2bTuHn69dgdkSn0ul2n72U9+eSFL4o9Heh2GwETp2Z+TgHb1sceV39Q13ZktqrPhr82FXOS2p06/a7qHfM4u7bt5sojbmJv9l58+X7+0Fbw7TuLGPn05fyzahOrf16Lr8CPCik0m2DTbZwwsCt9R/SMTc5j2jL5i7tMP/OmeDi6T2cWf/JzMcewy+M0jSTKbNWA++feXrRKLy0TVe2dQoRTUuXBvidQnguLHSu2TCTjXVTwH6Ohid7KaBZSy9E8Z4LnTJRSVlZvGVgKP8GwO+w89OWd/PDhUpbM/Zm6DVM59aIeNGheL+oxV0wehi/fx2fT56PrNpRSnDToOL6a+R0FJjX2OxzTJmZ5RISHPr+T+85/jGXfrUA0IbVBKje9cg2ZLRuUPUCYNx+cze5te4oUrgoZfWufHv0Ksza/wNrf/+bvFf8Q9AewO+2079KGzFaxj18WN758DXf2n8RfS1ajO3R8BX76XNaTPpdFv6HEpJyiOSXVXowbQWRYqdgal92mNgoqtNtIptLq1zjlWdPkjQdWPXyLmMnZk8vOzbuo1zQdh8vB6BPGs2rp2qKIH4fLTqtDm/PY9/eaOibLYk/2XvJzC6jXJL3cP96LO1zPhpWbIra7k1w8vvC+SoeQxsqGlRvZ+vd2Wh7avNTkrlgJbT8DAiaOZy0Nqbew6Dqp4GbDzONfBvaDEc8FSDSHpgkqmI3aPRZ8iwENbPWROg8gjtrf9q+2YdXDt6gSSta4n/TZHbw9ZQ6fvvI1Sil6DzuRc284s0LKHoxyCWbtDIOBIAvn/MhP836N+kQSre9tMBCMsKP/mzRp14gm7RpV2XiSPBa183qKm3XckDR6v7L3r0TtGAyqAPCDbwkq93VIexOxR3eKF2J0hRoGgbUUlWYIrkftuAwyPkL0JqUeb1FzsFb4FtUaX4Gfm3pO4H+/ZZG/Lx+7Q0fTNca/dQPH9D2iaL9vZi1k8iVPFgs5tdltdOzajinf3B0P0asMlf8lau8ko6+s1gCSRqJ5zi76PJQ91LwNob0LWvqMssf3/YLaeZFJxU09nNl7U+UmYPGfYq3wLWosc1/8ktW/rC3KA/D7AuCDBy58nFmbX0C3G1/hE87typpf1/H2lDnYnXYC/iDNOjRm/Kwb4il+lSCukxHXydF38C+Nsv2n2ByZwY2YFy8KQGBdjFJa1AQshW9RrflixnzTbNdQMMTKn9bQsWs7wHDYXTxxCOeMOp3VP68lLbMuLTs1+6/FjQ/iiiyNHN4eky/E3gmUWX17F4RLJFvUDqxUNItqjVmMPhhROA5nZBhpnYwUjjzlsMRR9mB0v6JkboUT3OfGdLjozcDVm+IRPzpodZAYx7CoGVgK36Jac8blp+DyRiaKJacl0frwFv+9QNUQSb4BnN0wEq6SjH+dxyJRqmqajlFnEiSPAVsLI3nJfR6S/h6imTvDLWomlknHolpzwsBjWfrFb3w+fT6iadhsgu7QueeDm6246zAiTqTus6hAFgTWgN4S0VuUcwwb4h0O3uFl72xRY7GidCxqBOv/+off5y8nJSOZo/seYWrOsbCwsKJ0LGoBTds3jlpZ08LCIjYsG76FhYVFgmApfAsLC4sEwVL4FhYWFgmCpfAtLCwsEgRL4VtYWFgkCNU6LFNEtgFZVTBUBrC9CsapDtSWuVjzqH7Ulrkk+jyaK6VMG1xUa4VfVYjIj9HiUmsatWUu1jyqH7VlLtY8omOZdCwsLCwSBEvhW1hYWCQIiaLwn4u3AFVIbZmLNY/qR22ZizWPKCSEDd/CwsLCInFW+BYWFhYJj6XwLSwsLBKEhFH4InKPiPwmIr+IyDwRaRRvmSqCiDwkIivCc3lPRFLjLVNFEZGBIrJMREIiUuPC6ETkNBH5S0RWi8jN8ZanoojISyKyVUT+iLcslUFEmorIVyKyPPy9GhlvmSqCiLhEZLGI/Bqex4QqGztRbPgikqKU2hN+fT3QUSl1ZZzFKjci0hv4UikVEJEHAZRS4+IsVoUQkYOAEPAsMFYpVWOaH4iIDVgJnAJsAJYAQ5RSf8ZVsAogIicA+4BXlVKd4i1PRRGRTCBTKbVURJKBn4D+Ne3/RIzOPl6l1D4RsQMLgJFKqUWVHTthVviFyj6MF6iRdzql1DylijpOLwKaxFOeyqCUWq6U+iveclSQo4HVSqk1Sikf8CZwVpxlqhBKqfnAjnjLUVmUUpuUUkvDr/cCy4Ea10RBGewLv7WH/6pEXyWMwgcQkXtFZD0wFLgj3vJUAZcAn8RbiASlMbD+gPcbqIHKpbYiIi2AzsAPcRalQoiITUR+AbYCnymlqmQetUrhi8jnIvKHyd9ZAEqp25RSTYEZwLXxlTY6Zc0jvM9tQABjLtWWWOZSQzFrqFsjnxprGyKSBLwDjCrxZF9jUEoFlVKHYzzBHy0iVWJqq1UtDpVSvWLc9XXgI+DOf1GcClPWPERkOHAG0FNVcydMOf5PahobgKYHvG8CbIyTLBZhwjbvd4AZSql34y1PZVFK7RKRr4HTgEo71WvVCr80RKTtAW/PBFbES5bKICKnAeOAM5VSufGWJ4FZArQVkZYi4gAGAx/EWaaEJuzsfBFYrpSaEm95KoqI1CuMvhMRN9CLKtJXiRSl8w7QHiMqJAu4Uin1T3ylKj8ishpwAtnhTYtqYrQRgIicDUwF6gG7gF+UUqfGVahyICJ9gUcBG/CSUure+EpUMUTkDeAkjHK8W4A7lVIvxlWoCiAi3YFvgd8xfucAtyqlPo6fVOVHRA4FpmF8rzTgLaXU3VUydqIofAsLC4tEJ2FMOhYWFhaJjqXwLSwsLBIES+FbWFhYJAiWwrewsLBIECyFb2FhYZEgWArfwsLCIkGwFL6FhYVFgvB/6G3N2EE3kG8AAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n", + "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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B6ZIuAIZIZpr+cOkGks4DNgAfiYh/qqVsMxUTzdrNg+zZP8y0nu5TEtDiOX0sntNHoVDgk9f0tyhSawdOUGYtFhHHJN0EbAa6gLsi4jFJN6Tr1wGfAX4G+JIkgGMRMXe0si05kFQxAZnVywnKLAciYhOwqWzZupLHHwM+lrWsWSdwLz4zM8slJygzM8slJygzM8slJygzM8sld5Iws9wp3is1Wld1mxwy1aAyjLQsSbel6x+RdEm1spL+RtL29OcZSdtL1q1Mtx+UtKDOYzSzNlJtwFmbPKrWoEpGS76C5K71rZI2RsTjJZstBKanP/OAO4B5Y5WNiA+VvMatwIH08UySmw0vAqYBfy/pwogYOQKlmXWksQacLa1FuZbV+bLUoLKMlrwIuDsSW4AeSedkKavkrsMPAl8v2df6iDgcEU8DO9P9mNkkkGXEc9eyJocsCSrLaMmjbZOl7LuBfRHxZA2vZ2YdKsuI555XanLI0kkiy2jJo22TpezVvFp7yvp6TRmZuVbtNnqw47U8Wr5gRsUBZ5cvmHHyueeVmhyyJKgsoyWPts3UscpKOh1YAryzxtdrysjMtWq30YMdr+VRlgFnp/V0n5w2vlR57cvXqdpblgSVZbTkjcBNktaTdJI4EBF7Jf1LlbK/CDwREbvL9vU1SX9K0kliOvBg7YdmZu2q2oCzWWpZA2VTfxSvUxX3b/lXNUFlHGl5E3AVSYeGV4DrxypbsvuljGzeI933PcDjwDHgRvfgM7NSWWpZWXsDWn5lulE3w0jLAdyYtWzJuo+OsnwVsCpLbGY2OVWrZfk6VfvzUEdm1pGy9Aa0fHOCMrOOtHzBDLqndI1YVn6dyvLNY/GZWUfKcp3K8s0Jysw6lqefb29u4jMzs1xygjIzs1xygjIzs1xygjIzs1xygjIzs1xygjIzs1xygjIzs1zyfVBmNml5Oo58cw3KLAckXSlpUNJOSSsqrH+7pO9LOizp02XrnpG0Q9J2SQ81L+r25mnj888JyqzFJHUBtwMLgZnA1ZJmlm32IvAp4Auj7ObyiJgdEXMbF2lnyTpt/MC2IeaveYAdQweYv+YBJ7AmcoIya71LgZ0RsSsijgDrgUWlG0TEcxGxFTjaigA7UZbpOEprWeBaVrP5GpRZ6/UBz5Y8300yM3VWAXxTUgB/ERF3VtpI0jJgGUBvby+FQmF80U6QQ4cOtTSGFbNPcOT4iVOWT+067WRc+350kE+8PdmmtxtunnUMOMa+wX+kcODJJkZbu1a/vxPBCcqs9VRhWdRQfn5E7JF0NvAtSU9ExHdO2WGSuO4EmDt3bvT3948r2IlSKBRoZQz7y6aEh2Q6jtVLZtGfdpS4fsX9RNrQdPOsY9y6I/nIFPD0mv5mh1yTVr+/E8EJyqz1dgPnljx/M7Ana+GI2JP+fk7SfSRNhqckKBspy3Qc03q6TzbvlSqf9NC9ARvDCcqs9bYC0yVdAAwBS4EPZyko6QzgtIg4mD5+P/C5hkXaYapNx7F8wYyKtazSSQ8HympixetUxf3b+DlBmbVYRByTdBOwGegC7oqIxyTdkK5fJ+lNwEPA64ATkn6HpMffmcB9kiA5n78WEd9owWF0pNJaFhykr0LtaKzegE5Q9XGCMsuBiNgEbCpbtq7k8Y9Imv7KvQxc3NjoJrdiLatQKPDJa/pPWZ+lN6CNj7uZm5nVofx6VLXllp0TlJlZHZYvmEH3lK4Ry8qvU9n4uInPzKwOWXoD2vg4QZmZ1alab0Abn0xNfBkGspSk29L1j0i6JEtZSZ9M1z0m6fPpsvMlDacDX26XtK789czMrPNVrUGVDGR5BckNhVslbYyIx0s2WwhMT3/mAXcA88YqK+lykvHG3hERh9O74IueiojZ9R+emZm1qyw1qKoDWabP747EFqBH0jlVyv42sCYiDkNyF/wEHI+ZmXWILNegsgxkWWmbviplLwTeLWkV8BPg0+lozQAXSNpGco/HH0TEd8uDytvAl9B+gzM6XjPLsywJKstAlqNtM1bZ04E3AJcBPw/cI+mtwF7gvIh4QdI7gQFJF0XEyyN2krOBL6H9Bmd0vGaWZ1ma+LIMZDnaNmOV3Q1sSJsFHwROAGdGxOGIeAEgIh4GniKpbZmZ2SSSJUGdHMhS0lSSgSw3lm2zEbg27c13GXAgIvZWKTsAvA9A0oXAVOB5SWelnStIa1TTgV31HKSZmbWfqk18WQayJBlD7CpgJ/AKcP1YZdNd3wXcJelR4AhwXUSEpPcAn5N0DDgO3BARL07cIZuZWTvIdKNuhoEsA7gxa9l0+RHg1yssvxe4N0tcZmbWuTwWn5mZ5ZITlJmZ5ZITlJmZ5ZITlJmZ5ZITlJmZ5ZKn2zAzaxMD24Ym1bxTTlBmZm1gYNsQKzfsYPjocQCG9g+zcsMOgI5NUm7iMzNrA2s3D55MTkXDR4+zdvNgiyJqPNegbNwmW3ODWSvt2T9c0/JO4BqUjUuxuWFo/zDBq80NA9uGWh2aWUea1tNd0/JO4ARl4zIZmxvMWmn5ghl0T+kasax7ShfLF8xoUUSN5yY+G5fJ2Nxg1mhjNZsXf0+mZnUnKBuXaT3dDFVIRrU2N/g6llkiSy+9xXP6JtX54SY+G5eJaG7wdaxXSbpS0qCknZJWVFj/dknfl3RY0qdrKWvtwc3mp3KCsnFZPKeP1Utm0dfTjYC+nm5WL5lV07c7n5CJdILO24GFwEzgakkzyzZ7EfgU8IVxlLU24GbzU7mJz8at3uYGn5AnXQrsjIhdAJLWA4uAx4sbRMRzwHOSfqnWstYeJqrZvJM4QVnL+IQ8qQ94tuT5bmDeRJeVtAxYBtDb20uhUKg50Il06NChlsdQi3rj3T98lH0HfsKR4yeY2nUava9/DT3dU06uX37xcYZeOs6JiJPLTpPoe8Pxcb1uu72/lThBWcssXzBjxEVh6Pxus6NQhWVRYVldZSPiTuBOgLlz50Z/f3/Gl2iMQqFAq2OoRT3xDmwbYuW3dzB89DSKV1a6pxxn9ZKZI1ohJrLTULu9v5U4QVnLTMZus6PYDZxb8vzNwJ4mlLUmGet6a+n/+2TrpVeNE5S1lE9IALYC0yVdAAwBS4EPN6GsNYmvt46PE5RZi0XEMUk3AZuBLuCuiHhM0g3p+nWS3gQ8BLwOOCHpd4CZEfFypbItORAbla+3jo8TlFkORMQmYFPZsnUlj39E0nyXqazli6+3jo8TlJlZg/l66/g4QZmZNYGvt9bOI0mYmVkuZUpQGcYJk6Tb0vWPSLokS1lJn0zXPSbp8yXLV6bbD0paUM8BmplZe6raxFcy1tcVJPdcbJW0MSJKh1JZCExPf+YBdwDzxior6XKSIVneERGHJZ2dvt5Mkq6yFwHTgL+XdGFEjLyJwMzMOlqWGtTJsb4i4ghQHOur1CLg7khsAXoknVOl7G8DayLiMJwca6y4r/URcTgingZ2pvsxM7NJJEsniSxjfVXapq9K2QuBd0taBfwE+HREbE3LbKmwrxHyNq4YtN/YV47XzPIsS4LKMtbXaNuMVfZ04A3AZcDPA/dIemvG18vduGLQfmNfOV4zy7MsCSrLWF+jbTN1jLK7gQ0REcCDkk4AZ2Z8PTMz63BZrkGdHOtL0lSSDgwby7bZCFyb9ua7DDgQEXurlB0A3gcg6UKSZPZ8un6ppJ9KxxebDjxYz0GamVn7qVqDyjJOGMkwK1eRdGh4Bbh+rLLpru8C7pL0KHAEuC6tTT0m6R6SCdeOATe6B5+Z2eSTaSSJDOOEBXBj1rLp8iPAr49SZhWwKktsk8lEzhVjZpZ3HuqoTQxsGxox2OTQ/mFWbtgB4CRlZh3JCSpHxqohZZ3wzMysUzhB5US1GlLWCc/cDGhmncKDxebEWDUkGH1is9LlxSQ3tH+Y4NUkN7BtqGFxm5k1ihNUkwxsG2L+mge4YMX9zF/zwClJo1oNafmCGXRP6RqxrnzCs2pJzsysnbiJrwmydHCoNiV0lgnPsjYDmpm1AyeoJsjSwSHLlNDVJjyrluTMzNqJm/iaIEvNZvGcPlYvmUVfTzcC+nq6Wb1kVk0dHLI0A5qZtQvXoJoga82m3imhszQDmpm1CyeoJsjSfDdR6k1yZmZ54QTVBK7ZmJnVzgmqSVyzMTOrjTtJmJlZLjlBmZlZLjlBmeWApCslDUraKWlFhfWSdFu6/hFJl5Sse0bSDknbJT3U3MjNGsfXoMxaTFIXcDtwBbAb2CppY0Q8XrLZQpLZpacD84A70t9Fl0fE800K2awpXIMya71LgZ0RsSudyHM9sKhsm0XA3ZHYAvRIOqfZgZo1k2tQZq3XBzxb8nw3I2tHo23TB+wFAvimpAD+IiLurPQikpYBywB6e3spFAoTEvx4HTp0qOUx1MLxNp8TlFnrqcKyqGGb+RGxR9LZwLckPRER3zll4yRx3Qkwd+7c6O/vryPk+hUKBVodQy0cb/O5ic+s9XYD55Y8fzOwJ+s2EVH8/RxwH0mToVnbc4Iya72twHRJF0iaCiwFNpZtsxG4Nu3NdxlwICL2SjpD0msBJJ0BvB94tJnBmzWKm/jMWiwijkm6CdgMdAF3RcRjkm5I168DNgFXATuBV4Dr0+K9wH2SIDmfvxYR32jyIZg1hBOUWQ5ExCaSJFS6bF3J4wBurFBuF3BxwwM0awE38ZmZWS45QZmZWS5lSlB1DsNSsaykz0oaSodn2S7pqnT5+ZKGS5avK3+9vBnYNsT8NQ+wY+gA89c8wMC2oVaHZGbW9qpeg6pnGJYMZb8YEV+o8LJPRcTscR5TUw1sG3p1MsJzYWj/MCs37ADw9BpmZnXIUoOqZxiWLGXb2trNgyNmygUYPnqctZsHWxSRmVlnyNKLr55hWKqVvUnStcBDwM0R8VK6/AJJ24CXgT+IiO+WB5WXYVuWnnvw5O2Tvd1w86xj6ZqDuR9mpN2GQmm3eM2sPlkSVD3DsIxV9g7glvT5LcCtwG+QjC12XkS8IOmdwICkiyLi5RE7ycmwLb+/5gGG9g8DSXK6dUfylvb1dPPJa1oTU1btMhTKwLYh1m4eZOm5x1n/6AmWL5jh5lOzSSBLE189w7CMNTzLvog4HhEngC+TDs8SEYcj4oX08cPAU8CFWQ+o2ZYvmEH3lK4Ry7qndLF8wYwWRdRZitf4il8Citf43BHFrPNlSVDjHoZlrLJlUwV8gHR4FklnpZ0rkPRWko4Xu8Z9hA22eE4fq5fMoq+nG0hqTquXzPI3/Ania3xmk1fVJr56hmEZrWy6689Lmk3SxPcM8PF0+XuAz0k6BhwHboiIFyfgWBtm8Zw+Fs/po1Ao5L5Zr93sSWtOWZebWefINNTReIdhGa1suvwjo2x/L3Bvlris803r6T7ZvFe+3Mw6m0eSsFzzNT6zycuDxVquFa/lJdecDtLX0+1efGaThBOU5Z6v8ZlNTm7iMzOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXHKCMjOzXJr0I0kUJ8Pbs3+YaR5Gx8wsNyZ1gipOhlecb6g4GR7gJGVm1mIdnaCq1Y7GmgzPCaqzuKZs1n469hpU6VThQeWpwj0Z3uSQ5X+h1SRdKWlQ0k5JKyqsl6Tb0vWPSLoka1mzdtWxNagstSNPhtc5xqoh5b2mLKkLuB24AtgNbJW0MSIeL9lsITA9/ZkH3AHMy1jWrGbVWh2a0SrRsTWoLLUjT4bXGarVkNqgpnwpsDMidkXEEWA9sKhsm0XA3ZHYAvRIOidjWbOaVDunmtUq0bE1qCy1o9Jv2L420b6q1ZDaoKbcBzxb8nw3SS2p2jZ9GcsCIGkZsAygt7eXQqFQV9D1OnToUMtjqMVkinffjw7yibefKFt6jH2D/0jhwJNV10+Ujk1QyxfMGNFDDyrXjoqT4Vn7qlZDyvq/kEWDmjVUYVlk3CZL2WRhxJ3AnQBz586N/v7+GkKceIVCgVbHUIvJFO/1K+4nKjSwCXh6TX/V9ROlYxOUa0f1aadeb9VqSBP1v9DA2xJ2A+eWPH8zsCfjNlMzlDWrSbVzKmurRL2fIx2boMC1o/Fqt/vDstSQJuJ/oYGdLbYC0yVdAAwBS4EPl22zEbhJ0nqSJrwDEbFX0r9kKGtWk2rnVJZzbiI+Rzq2k4SNbmDbEPPXPMCOoQPMX/PAKRc2x/ogzqPFc/pYvWQWfT3dCOjr6Wb1klnjqiHNX/MAF6y4v+L70qjOFhFxDLgJ2Az8ALgnIh6TdIOkG9LNNgG7gJ3Al4FPjFW2roBs0qt2TmU55ybic6Sja1B2qhHfas6t/K2mDXq9naLeGlKWb3uN7GwREZtIklDpsnUljwO4MWtZs7FkaXqrdk5VWz8RnyOZalCNuIlQ0mclDUnanv5cVbJuZbr9oKQFmY+mAap9q243Wb7VjPaBm6NebxMuy/vi2xKsHVRrIWlWF/GJ+BypmqBKbgRcCMwErpY0s2yz0psIl5HcRJil7BcjYnb6syktM5OkHf0i4ErgS+l+mq4dRiCole8PqyzL+zJRTYlmjVL6mQWVP7Oa1YQ/EZ8jWZr4Tt4ICJBepF0ElN6pfvImQmCLpOJNhOdnKFtuEbA+Ig4DT0vamcbw/cxHNUHyPgLBePj+sMqyNt+5443lWZbPrGY14U/E50iWBNXImwhvknQt8BBwc0S8lJbZUmFfTdeO12Kq8f1hlU3kvVJmrZLlM6uZN67X+zmSJUE16ibCO4Bb0ue3ALcCv5Hx9ZpyV/yK2Sc4crz8bmmY2nVaxddrhzvNe4DVv9DFvgNHecNUWDn7BL2vn0rPgScpFCbuDvBGaOT728Or78uR4yeY2nVa27wvZkVZkk87fRnLkqAachNhROwrLpT0ZeBva3i9ptwVv7+sZxckf8jVS2bRX+FbQTveaf7BNou3nd5fs2bLek8gtEcTfpYE1ZCbCCWdExF70/IfAB4t2dfXJP0pMI2k48WD4z3AerTTH9LMrPQzCw7SN84u5HlRNUFFxDFJxRsBu4C7ijcRpuvXkdyDcRXJTYSvANePVTbd9eclzSZpvnsG+Hha5jFJ95B0pDgG3BgRI6/6NVG7/CHNzODVz6xCocAnr+lvdTh1yXSjbiNuIoyIj4zxequAVVliMzOzzuShjszMLJecoMzMLJecoMzMLJecoMzMLJecoMzMLJeUdMBrb+n9Vj9sdRzAmcDzrQ6iBo63Md4SEWe1Ooix5OScaZe/Z5HjbZyK50xHJKi8kPRQRMxtdRxZOV5rpXb7ezre5nMTn5mZ5ZITlJmZ5ZIT1MS6s9UB1MjxWiu129/T8TaZr0GZmVkuuQZlZma55ARlZma55AQ1QSQ9I2mHpO2SHmp1POUk3SXpOUmPlix7o6RvSXoy/f2GVsZYapR4PytpKH2Pt0u6qpUx2vj5fJlYnXq+OEFNrMsjYnZO7z34CnBl2bIVwLcjYjrw7fR5XnyFU+MF+GL6Hs9Op3Kx9uXzZeJ8hQ48X5ygJomI+A7wYtniRcBfpY//CljczJjGMkq8Zk3h8yUfnKAmTgDflPSwpGWtDiaj3ojYC5D+PrvF8WRxk6RH0iaN3DSxWM18vjRHW58vTlATZ35EXAIsBG6U9J5WB9SB7gB+FpgN7AVubWk0Vg+fL43X9ueLE9QEiYg96e/ngPuAS1sbUSb7JJ0DkP5+rsXxjCki9kXE8Yg4AXyZ9niPrQKfL43XCeeLE9QEkHSGpNcWHwPvBx4du1QubASuSx9fB/yvFsZSVfHDIfUB2uM9tjI+X5qjE84XjyQxASS9leRbIMDpwNciYlULQzqFpK8D/SRD8O8D/hAYAO4BzgP+Gfi1iMjFhdZR4u0naa4I4Bng48VrAtY+fL5MvE49X5ygzMwsl9zEZ2ZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmufT/ASew90wFIyWsAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : long1\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in long1 mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in long1 mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in long1 mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in long1 mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"long1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "124f3f72", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n", + "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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d2gxsxecENclddt4At1x+LgN9vQgY6OvllsvPLfVfxmXsrFJkTvjWKW7is9I1SzayZN7MY5qkoPy1wk7qxmZgKwfXoKzrdGOtsJO6sRnYysE1KOtK3VYr7KQy9k617pArQUm6BLiNZMn3OyNiqOa40uMLSJZ8vzoiNkmaCXw2U/Rs4OaIuDX93PuBG4BDwAMR8XvjuxwzmwhO+NYJDROUpB7gE8DFwHZgo6Q1EfFopth8YEb6mgPcAcyJiK3ArMx5hoH70+23AAuBN0TEDyW9qlUXZWZm5ZenBnUBsC0ingSQdC9JYskmqIXA3RERwAZJfZJOj4idmTIXAU9ExNPp9m8CQxHxQ4CIeHac1zIuHohoZlYseRLUAPBMZns7SS2pUZkBIJugFgH3ZLZfB/yspI8CPwB+NyI21n65pMXAYoD+/n4qlUqOkJuze+Qgw8+NsGh6wHSAvQw/9iCrv/Uofb1Tjiu/b9++CYljIpUt5rLFa2atlydBqc6+aKaMpKnApcCymu9+OXAh8NPAfZLOTmthL5wkYiWwEmD27NkxODiYI+TmzB1az/DunuP2D/T18K9Lj/++SqXCRMTRrGZqfUWJOa+yxWtmrZcnQW0nrVekzgB2NFlmPrApInbVfGZVmpD+n6QjwGnAt3PG3jJlHIjo6WfMrNvlGQe1EZgh6ay0JrQIWFNTZg1wpRIXAntqnj9dwbHNewCrgbcCSHodMBX4TvOXMH5lnHnA08+YWbdrmKAi4hBJV/B1wGPAfRHxiKTrJF2XFlsLPAlsAz4JvK/6eUknk/QAXFVz6ruAsyV9DbgXuKq2ea9d2j0QsRVLQZSx1mdm1oxc46AiYi1JEsruW5F5H8D1o3x2P3Bqnf0HgF9pJtiJ0s6BiK1qmvP0M1Y07glrreaZJFLtGojYqqUgPN+cFYmfidpE8Fx8bdaqpjnPN9fdJF0iaaukbZKW1jkuSbenxx+WdH4n4qzyM1GbCK5BtVkrm+Y8/Ux3Gs/sLe2OtcrPRG0iuAbVZp4Z2nI4OntL+qy2OntL1tHZWyJiA9An6fR2B1pVxp6wVnyuQbWZZ4a2HFo1e0tbZmIBWPJThxl+7jBHMh1xT5IYePnhut9ZtplCHG9nOEF1gJvmrIFxz95ydEcbZmKp8swmxVG2eEfjBGVWPK2YvaXt/IeXtZqfQZkVTytmbzErPdegzAomIg5Jqs7e0gPcVZ29JT2+gmTg/AKS2Vv2A9d0Kl6zieIEZVZA45m9xaxbuInPzMwKyQnKzMwKyQnKzMwKyQnKzMwKyQnKzMwKyQnKzMwKyQnKzMwKKVeCOtG1aSTNlPRQ5vW8pBvTYx+WNJw5tqClV2ZmZqXWcKDueNamiYitwKzMeYaB+zOf+3hE/EkLrsPMzLpMnhpUq9amuQh4IiKeHnfUZmbW9fJMddSqtWkWAffUfO4GSVcCXwU+EBHP1X55u9azaUYZ11opW8xli9fMWi9Pghr32jTpjMyXAssyx+8APpKW+wjwMeC9x52kjevZ5FXGtVbKFnPZ4jWz1svTxNeKtWnmA5siYld1R0TsiojDEXEE+CRJU6KZmRmQL0G1Ym2aK6hp3qt5RvUO4GtNR29mZl2rYRPfeNemkXQySQ/Aa2tO/ceSZpE08T1V57iZmU1iudaDGs/aNBGxHzi1zv5fbSpSMyu91ZuHWb5uK4um7+WmofUsmTfTy8TbqLxgoZm1xerNwyxbtYWRg4dhOgzvHmHZqi0AR5NUNYHt2D3CtL5eJ7BJzlMdmVlbLF+3NUlOGSMHD7N83VbghQQ2vHuE4IUEtnrzcAeitSJwgjKzttixe2TM/Y0SmE0+TlBm1hbT+nrH3N8ogdnk4wRlZm2xZN5Meqf0HLOvd0oPS+bNBBonMJt8nKDMrC0uO2+AWy4/l4E04Qz09XLL5ece7QTRKIHZ5ONefGbWNpedN8Bl5w1QqVR4/3sGjzsGuBefHeUEZWaFUU1gZuAmPjMzKygnqCas3jzM3KH1bBnew9yh9R6fYWY2gdzEl1OeUfCt/j63xZvZZOYaVE7tHEToEfVmZk5QubVzEKFH1JuZOUHl1s5BhB5Rb2bmBJVbOwcRekS9mZkTVG6NRsG3kkfUm5m5F19TxhoF3+rvAY+oN7PJLVeCknQJcBvJku93RsRQzXGlxxeQLPl+dURskjQT+Gym6NnAzRFxa+azvwssB14ZEd8Zx7V0FY+oN7PJrmGCktQDfAK4GNgObJS0JiIezRSbD8xIX3OAO4A5EbEVmJU5zzBwf+bc09PzfrMVF2NmZt0jzzOoC4BtEfFkRBwA7gUW1pRZCNwdiQ1An6TTa8pcBDwREU9n9n0c+D0gTix8MzPrVnma+AaAZzLb20lqSY3KDAA7M/sWAfdUNyRdCgxHxH8kLYT1SVoMLAbo7++nUqnkCHli7du3rxBxNKNsMZct3laR9AqSZvEzgaeAd0XEczVlpgN3A68GjgArI+K29kZqNvHyJKh62aO2xjNmGUlTgUuBZen2ycBNwM83+vKIWAmsBJg9e3YMDg7mCHliVSoVihBHM8oWc9nibaGlwJcjYkjS0nT7gzVlDgEfSJ/zvhR4UNIXa5rdzUovTxPfdmB6ZvsMYEeTZeYDmyJiV7r9Y8BZwH9Ieiotv0nSq/OHbtaVFgKfTt9/GristkBE7IyITen7vcBjJC0WZl0lTw1qIzBD0lkknRwWAe+uKbMGuEHSvSTNf3siItu8dwWZ5r2I2AK8qrqdJqnZ7sVnRn/13omInZJeNVZhSWcC5wFfGeV44ZrIYXxNuLtHDrJrzw84cPgIU3tOov+UF9PXO6XpMu2KtxPKFu9oGiaoiDgk6QZgHUk387si4hFJ16XHVwBrSbqYbyPpZn5N9fNpc97FwLWtD9+sfCR9ieT5Ua2bmjzPjwB/B9wYEc/XK1PEJnI48Sbc1ZuHWfblLYwcPIlqA1DvlMPccvk5R4dl5CnTrng7pWzxjibXOKiIWEuShLL7VmTeB3D9KJ/dD5za4Pxn5onDrBtExNtGOyZpl6TT09rT6cCzo5SbQpKcPhMRqyYo1MIZayLl7AD3RmUg35I21TKLpu/lpqH1HjDfZp7qyKxY1gBXpe+vAj5XWyAdGP8XwGMR8b/aGFvH5ZlIOU+ZPEvaZMswShmbWE5QZsUyBFws6XGSpvEhAEnTJFVbMeYCvwq8VdJD6WtBZ8JtrzwTKecpk2dJGy9703mei8+sQCLiuySD2mv37yB5zktE/Av1h3Z0vSXzZr6wsnWqdiLlPGVaVRMDr349kZygzKw08kyknKfMtL7eo013WbU1sUZlqs2A1WRYbQbMxmEnzgnKzEolz0TKjcq0qiaWt0OGnRgnKDObdJqticFeBuqU8erXE8sJyswmpWZqYqOtAZenGdBO3KToxbd68zBzh9Zz1tIHmDu03t1EzawlvPr1xOr6GpQfYprZRPHq1xOr6xOUH2Ka2UTy6tcTp+ub+PwQ08ysnLo+QeUZVW5mZsXT9QnKDzHNzMqp659B+SGmmVk5dUWCajQXlh9impmVT+kTlLuRm5l1p9I/g/KU+GZm3SlXgpJ0iaStkrZJWlrnuCTdnh5/WNL56f6ZmfVqHpL0vKQb02MfScs+JOkLkqadyAW4G7mZWXdqmKAk9QCfAOYD5wBXSDqnpth8YEb6WgzcARARWyNiVkTMAt4I7AfuTz+zPCLekB77PHDziVyAu5GXh6ecMrNm5KlBXQBsi4gnI+IAcC+wsKbMQuDuSGwA+iSdXlPmIuCJiHgaICKezxx7CRAncgHuRl4OeZbYNjPLytNJYgB4JrO9HZiTo8wAsDOzbxFwT/ZDkj4KXAnsAd5S78slLSapldHf30+lUjnmeB9wy5t62LXnIAcOH2Fqz0n0nzKVvj2PU6k8nuPymrdv377j4ii6Tse861t7ed+PH6nZe4hdWzdR2XP876nT8ZpZ5+VJUPWWlq6t7YxZRtJU4FJg2TEFIm4CbpK0DLgB+NBxJ4lYCawEmD17dgwODuYIeWJVKhWKEEczOh3zNUsfIOpU2AV8Y2jwuP2djtfMOi9PE992YHpm+wxgR5Nl5gObImLXKN/xN8B/zRGLlZSfFZpZs/IkqI3ADElnpTWhRcCamjJrgCvT3nwXAnsiItu8dwXHN+/NyGxeCny96eitNPys0Mya1bCJLyIOSboBWAf0AHdFxCOSrkuPrwDWAguAbSQ99a6pfl7SycDFwLU1px6SNBM4AjwNXDf+y7Gi8pRTZtasXDNJRMRakiSU3bci8z6A60f57H7g1Dr73aQ3yXjKKTNrRulnkjAzs+7kBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVWIJJeIemLkh5P//vyMcr2SNos6fPtjNGsXZygzIplKfDliJgBfDndHs1vA4+1JSqzDnCCMiuWhcCn0/efBi6rV0jSGcAvAHe2Jyyz9su1YKGZtU1/ROwEiIidkl41Srlbgd8DXjrWySQtBhYD9Pf3U6lUWhfpOOzbt68wseQx3nh3jxxk154fcODwEab2nET/KS+mr3dK6wKsUbaf72hyJShJlwC3kSz5fmdEDNUcV3p8AcmS71dHxKZ0SffPZoqeDdwcEbdKWg78InAAeAK4JiJ2j/N6zApP0peAV9c5dFPOz78deDYiHpQ0OFbZiFgJrASYPXt2DA6OWbxtKpUKRYklj/HEu3rzMMu+vIWRgydRbbTqnXKYWy4/Z8JWmC7bz3c0DZv4JPUAnwDmA+cAV0g6p6bYfGBG+loM3AEQEVsjYlZEzALeSJK87k8/80Xg9RHxBuA/gWXjvhqzEoiIt0XE6+u8PgfsknQ6QPrfZ+ucYi5wqaSngHuBt0r667ZdgDVl+bqtjBw8fMy+kYOHWb5ua4ciKo88z6AuALZFxJMRcYDkhlhYU2YhcHckNgB91Zss4yLgiYh4GiAivhARh9JjG4AzTvgqbFSrNw8zd2g9W4b3MHdoPas3D3c6JBvbGuCq9P1VwOdqC0TEsog4IyLOBBYB6yPiV9oXojVjx+6RpvbbC/I08Q0Az2S2twNzcpQZAHZm9i0C7hnlO97LsU2BRxWxDb0s7bu7Rw4y/NwIi6YH/b2waPpehh97kNXfenRC279boSw/4wkwBNwn6deAbwLvBJA0jaR5fUEng7PmTevrZbhOMprW19uBaMolT4JSnX3RTBlJU4FLqdOMJ+km4BDwmXpfXsQ29LK0784dWs/w7h4APnDuIT62Jfl1D/T18K9LBzsYWWNl+Rm3WkR8l6S1oXb/DpJnvLX7K0BlwgOzE7Zk3kyWrdpyTDNf75Qelsyb2cGoyiFPgtoOTM9snwHsaLLMfGBTROzKfkjSVcDbgYsiojbp2Ti5acGs86odIZav28qO3SNM6+tlybyZE9ZBopvkSVAbgRmSzgKGSZrq3l1TZg1wg6R7SZr/9lS7yqauoKZ5L+0Z+EHgzRGx/wTjtzG4acGsGC47b8AJ6QQ07CSRdmS4AVhHMmr9voh4RNJ1kq5Li60FngS2AZ8E3lf9vKSTgYuBVTWn/jOSMRxflPSQpBXjvRg71pJ5M+md0nPMPjctmFlZ5BoHFRFrSZJQdt+KzPsArh/ls/uBU+vsf21TkVrTsk0LsJcBNy2YWYl4JokuV21aqFQqvP89g50Ox8xGsXrzsJ9T1XCCMjPrsNWbh4/p6Te8e4Rlq7YATOok5clizcw6zLNN1OcEZWbWYR4SUp8TlJlZh4029GOyDwlxgjIz6zAPCanPnSTMzDrMs03U5wRlZlYAnm3ieE5QZmPw2BSzznGCMhuFx6aYdZY7SZiNwmNTzDrLCcpsFB6bYtZZbuKzlujGZzVersSss1yDsnGrPqsZ3j1C8MKzmtWbhzsd2rh4bIpZZ7kGZeM21rOaIteiGtX6PDbFrLOcoGzcyvisJm8PPY9NMescN/HZuJVxHjH30DMrvlwJStIlkrZK2iZpaZ3jknR7evxhSeen+2emy7lXX89LujE99k5Jj0g6Iml2S6/K2qqMz2rKWOszW715mLlD6zlr6QPMHVpf+ue8jTRs4pPUA3wCuBjYDmyUtCYiHs0Umw/MSF9zgDuAORGxFZiVOc8wcH/6ma8BlwP/uyVXYh1Txmc17qFnZTMZB47neQZ1AbAtIp4EkHQvsBDIJqiFwN0REcAGSX2STo+InZkyFwFPRMTTABHxWHq+FlyGdVrZntUsmTfzmJsdil/rs8mtrJ2RxiNPghoAnslsbyepJTUqMwBkE9Qi4J5mA5S0GFgM0N/fT6VSafYULbdv375CxNGMssU80fH2Abe8qYddew5y4PARpvacRP8pU+nb8ziVyuMT9r1mJ2oyNkvnSVD1qjjRTBlJU4FLgWX5Q0tPErESWAkwe/bsGBwcbPYULVepVChCHM0oW8xli9dsok3GZuk8nSS2A9Mz22cAO5osMx/YFBG7TiRIM7PJroydkcYrT4LaCMyQdFZaE1oErKkpswa4Mu3NdyGwp+b50xWcQPOemZklLjtvgFsuP5eBvl4EDPT1csvl53bt8yfI0cQXEYck3QCsA3qAuyLiEUnXpcdXAGuBBcA2YD9wTfXzkk4m6QF4bfa8kt4B/CnwSuABSQ9FxLyWXJWZWRcqW2ek8co1k0RErCVJQtl9KzLvA7h+lM/uB06ts/9+XuhybmZmdgxPdWSFUp0fb9H0vdw0tL7w46nMiiTP/ZNn5YF2lhmLE5QVxjEDEadPjoGIZq2S5/7JM9i3nWUa8Vx8VhieH8/sxOW5f4pWphEnKCuMyTgQ0axV8tw/RSvTiBOUFUYZZ0U3K4o890/RyjTiBGWFMRkHIpq1Sp77p2hlGnEnCSuM7KzosJeBEsyK3mqSXgF8FjgTeAp4V0Q8V6dcH3An8HqSacXeGxH/3rZArXDy3D95Vh5oZ5lGnKCsUKoDESuVCu9/z2Cnw+mEpcCXI2IoXXttKfDBOuVuA/4hIn4pneHl5HYGacWU5/7JM9i3nWXG4iY+s2JZCHw6ff9p4LLaApJeBvwc8BcAEXEgIna3KT6ztnGCMiuW/uo8lul/X1WnzNnAt4G/lLRZ0p2SXtLOIM3awU18Zm0m6UvAq+scuinnKV4EnA+8PyK+Iuk2kqbA36/zXYVbTw28PtlEK1u8o3GCMmuziHjbaMck7aquRi3pdODZOsW2A9sj4ivp9t+SJKh631W49dSgfOt9Od7OcBOfWbGsAa5K318FfK62QER8C3hGUrW/7kXAo+0Jz6x9nKDMimUIuFjS4yTL1AwBSJomKbuiwPuBz0h6GJgF/GG7AzWbaEpWyigHSd8Gnu50HMBpwHc6HUSTyhZzmeJ9TUS8stNBNFKg+wfK9fsFxzvR6t5DpUpQRSHpqxExu9NxNKNsMZctXmtO2X6/jrcz3MRnZmaF5ARlZmaF5AR1YlZ2OoATULaYyxavNadsv1/H2wF+BmVmZoXkGpSZmRWSE5SZmRWSE1STJD0laYukhyR9tdPx1JJ0l6RnJX0ts+8Vkr4o6fH0vy/vZIy1Ron5w5KG05/zQ5IWdDJGa42i3z9Qvnuom+8fJ6gT85aImFXQcQafAi6p2VddY2gG8GVGmbetgz7F8TEDfDz9Oc+KiLV1jls5Ffn+gfLdQ5+iS+8fJ6guExH/BHyvZnfDNYY6aZSYzTqibPdQN98/TlDNC+ALkh5MlzIogzxrDBXRDZIeTpswCtOkYuNSxvsHynkPlf7+cYJq3tyIOB+YD1wv6ec6HVCXugP4MZKJUHcCH+toNNYqvn/aoyvuHyeoJkXEjvS/zwL3Axd0NqJcdqVrCzHGGkOFEhG7IuJwRBwBPkk5fs7WQEnvHyjZPdQt948TVBMkvUTSS6vvgZ8Hvjb2pwqh4RpDRVP9n0HqHZTj52xjKPH9AyW7h7rl/vFMEk2QdDbJX32QrEb8NxHx0Q6GdBxJ9wCDJNPt7wI+BKwG7gN+FPgm8M6IKMxD1VFiHiRpngjgKeDa6jMAK6cy3D9Qvnuom+8fJygzMyskN/GZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkh/X88tC28yjTz5QAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : banana\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in banana mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in banana mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in banana mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in banana mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"banana\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "d8f1c382", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n", + "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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SHhH+yg2Nmy7ek2jrrRtAydnGEaLwBAh90ne9RjDfqYql5bM2evqMXEcnF5BKHHjPgrEcwhCOlE5kTGe1AOVaypxrGdqNJ9xI+08I85D0TxTSFeI/wH/WLNTzmoLooWfEfs8xcO9DhHRAhr2KUM6ovTUzELq4YSx3gXM9gd2V3Dke4hDCgogcDJGD0985D9EduY5ODiKlVy2usf/sWzjzIEO7gak2yKv45z0Ha+LgBSWg6ZYmIrQT0rXBlwcOCKOquRI1KYv2u9X4unOVmqonFVXju8jX6TpxKT3gOQaGiBuawYqQTsjEr3zt7K7NzEMg5CGEsWyWx80OpOe4GvrxnlL7hIZ00lSazGl0R66jk4PIhIk+nRTX9eYHSbNRC3ySMjhKKMJ2f4b2FMKIiBqPdB9Qu+MYioO1ZZbzzWXiDHCuBpzXszc8B5FX30ZEBe9Xqtj/hLihgFttHm2ugyg8EWEsFvSYoNdkCFdlfRMmg2M5GMIg5GlERtcNgiDd+9S/j3s3mCoiwvqpsgUZPd65zrcI61H/OderN5xi8zXTHXMSXcZWRycHUS408MW6M4oZtRjHDUi1CMh8OyJqOkIYc8bINFAutggShzYjSm5BiNQ52CDde5ExXfEPhZjAdCuGYvORSgJg8O+KlMtI9y5kTHdUG6/5QBsUGosh5IH0j5cSGd1CTVn0wwyhT2KIzEAYLAvoMrY6OrmMlEomnbgJjGUgcoQaipFJCNuDYGtzw05cuv5F2ueBdCBs7cB6X8ZSBqWGWJf6gvqEoeXINZtHe8BzBCW6XXLDamm5C1HoozwR4ZJxo9HSWCF+JNJ2f/pStt7Tvpz21LjVZiA55MiDoTtyHZ0cQggD0lQNPIcysLdRLfiJfEd9LLfelW12KAmTIWEKagqdRDpWgLUpFJ6UvjO33gOOhQRomBgrIQyFtI/xnkE73u9US/uv4dqAvNwNii3N/acNzx7t7colX/emdOLchjCCrmnkQYxcTz/U0clJIt5Ofx8RBoXGISJHZntsVXrP+3K/U4YQksC1Hlzr0jctYgAYCnNdtMushnsi3kJJmIpy9S2UxB+RSop4v/VuNJtHB+BVK0dd6zNxRdmERg9TQF2QFuk0sgb172SuT+BcOARCcj/HXHfkOgUa6d6NTJyBTPrFF3vNXwjpIN0HX+mCqwOQF+9AufQI0r0z7d2lAyXuI5QLjVDO10WJ7Yf0ntHe2bne11Eo9SBJSMey9O03loKiCyDsRbC0grCeUPgzuPo6JEwC+y8QPwp5qR3SG6MeE/qkz/mnXGANMuOWXjVMkduEvYSWxgoh3TT7qGohCn+qFh6J0BR59Q+rIme5jB5a0SmQSKn40uJWomYNWNRelVFfI1JV+uUp3jOk3ZvchDpT9qXVeQ4gLz8Dxf5AGMtoHiFjXwTXNpKrDZ3LkZc2Q/GlgeEOQwja8zVjuuEDKe2+FnMLAUXNGw97Fhn/QarYvx0UNzJhHKLQKNWGYr8hE6apfx9DYTDV8mXvpI5Li2SlwdxEhDyOVC5B4hfqBumFkI6IiIEZH8NYHIouVKtLlfNgrpNn6ZB61opOgUTaf0PGDQtcjDMUQxRfm6PaH5lBurYgY5+/3qAhJeamaopgQCd7M4T1wBDxP/+xpBvpPgyXu2gcY4Pw1zGE9/Q/RklCRt+tIXhlRRT9Jc0u88rl3uBKrf5nQ82o0dD9FlEYSm7UHEtKB/JSO/Be4HouuBXMdRFFvsuzPplSOsF7Xv3cGMLyxIbMECxrJX982nV0MolMmqedUSGTgi9k5QXmO9TZqF/M2AjG8hDaOYgetttvgVS6/lVDLhfqwOWOaJerO8ATGJIRhlBE1DR19i3C1Xg8Voh8J00nLj2nNZw4vt+DLPKlkasuhA1R9GcI6QiisJrfHtYTUWRGnjY7FsKKMFUsEE48LfTQik4BJUgnGIRPVyRnkZ6T4PpHDRtYW6rd27WsEQKKfI1M+EKNJ+MBWztE+KugXFGVDgOw+hbS1NJ4ebkH10MSWk7cd4zpVm0bLI2gxAZfmbsTLE2CZ5xcw3tG1W0JkHCVICJ8N9GUtlghJO0CHWEogig0Agrl33ZxBRXdkesUSETI40j3HgJjrmYw186x80opkfEjIelHwOBbSDQhQ58CxyI1C8PcABHxZvKMVwgrIuJ1iHjdfzBDIaS1JTj/5nqoxAAiFBHaVT1f4nQCc7JTI0BYECFdgu8hrKDRiEJ6jiM9R9UFR9d6tZw/5An1pqDZD9QEtgdVmV3l4vWbpqUBIryP5rmlkgiew2Aslucl9YDav1O68qSUPqfQY+Q6BRIpPeqin3urL/5sAyEQhacisjEHO+C8jhXIq/3TKJQB1bGGIIrOR5gqpT2edCMTp6pNgKUdLM0g7Dmw/67O+JULQYqKrs3BFDDXU1MX0wiVBJ7XjoztqzpkvPg/4YRASHtw/OnTg0l5aRGIYgvBUBJcG9WZu7kmIsjNU0n4EhIm+nRa3GCuj4ialP4TQQ4glQRk3LvgWAxIMFZAFBqJsASEnPMtwWLkuiPXKbBIKcG1Een6R83rDXk4xzUulMsvgGt1BvY0gq09hsLBu9NoIb3nkJfa+xYng4VRAKxqIY2xqKq/nUmUq++A/Tc0tcvTIrQvhsjX/DZJ9wFk0hz1pmO5BxH6GELYgtz0zGBpjKHIV9eP915Sb8iiMFgaahYHSc8x8BwH0y0IU/nM2exDufyML9sn5RNOCKLYb+necPMLeom+zk2HEAKsd+XoDDwAmTpbJBhecO9QD5F2cO9XO9akN0NPmJwBJ26DkHYYTKUzaEuqc0hv1pw4QNJUZHiP5Bm1Yl8EVwejOkcFnBuQSd9A0Z/UsFDAk4va/Uh6oxHG4igJEyFh6vWFUhEBRWYiTFV8tl57ctjsi9m7kNZ7EIU/ydQNTHqOgWs7gWEqFzJxFqLQ8My/F/kIPWtFRycTiJD2mvoiGnuCsSJK4mzkhbuQsb2Ql9qjXHoc6b0Y/DDXBoI2UcAMogiEv4iIHJW1CwDUMIrWImtGMKghH3yx5rh3UOP71xaY7eA9hUya65Od1UCY1IVe599wbQ1AJqr/lAvI2BeSuybJuA9UJ44TZLz6v3MVMuHzzJntPRUkq8arxu8LOLoj19HJDCGPgqmOWs0HqA+1BgIfbq1gbeFrBGz3xbkd4NmHjNVeFATAEExAyoQo/jeGkv9gCO+b4epDLdRWaDWyeLQRrmXouPeiXezkBMcfYGmO9kO/EUwVkYmzNWbsEpQY8OxVRcfs89FMgUyamzmzgy7eWsBye+bGyofojlxHJxMIYUEU+QZRaCyEdIGw3lB0EYR0Qs0VN4OhNKLweHCtITCrRp0BSs9R7fHDXiCwdNwC1rvVhsiZQDr/QYnpinLhTpSYbkjXpuvniXzP92SR2RuCESxNrxmrVkRqYYhEhL+ohkr8SvVN6vsm3b4ZtubBvvBSGk8OWgVWaSCMpcD2ENc1Y3znEbZ8138zK+iLnTo62YSa1pYEohBCCJRLHcGzK3BHEY6ImhY0W0JJnAUJ41AdmkftPFP400yly0nnamTsK/hXgNoQUZ8jrM3VfTwnkUmzwH0QzDXUGat9PoFVo6BqpdgQRaYjLHf4rlf6qjWP418kFIIoPA5ha4X0RiMTvgT7PCCR68JdAoz1wbtP43whiJIbEcKGculx8OxO9boAS3MMRaZn+P1Q7fWqjR+SvlWfkCx3IyL+d0Mt8HIbfbFTRyeHEcLi3/zYeg94DhIQGpBepLEa2BciHX/48sa7qIU7gLDerZbie4+ApRki7Fm/ykMp3eDZB4SoWRwalZEy7kMCHaQDeXUYosRf6nlMFRCRQ1OM60I6V4ESzfV0RKNa9BQxDGG7F5FCGVAIAVHTkJefBXnFN4gbwp4F633qPsbiSIONaxK6KSwE7w6gMAEl/8KopjWaqiIKvY+83F0dFzdgAWFV+2hmEiGMiPAXIPyFTB+b39Fn5Do6OYRUrqqphEoM17MlQiD8DXCtAte/qKEXgaqV8gLCVEMVA0t2bjYwllB1UQyRvpS+QeprUgFjSUTUFISpClKJQ8Z/AvZFQBo9PiPHYghtr22z96LaY9S5UrXLdj8icliaaZ1SKmr6oBKrdjMyFvd7Xblw53VHH4ARNcKbMoQiwFgFQ/HF6vie02omjOeAqs0S2h1hLBn8+m5icjSPXAjxFfAwcFFKmW5ba92R6/xXkMoVZOI3avNiQzFEWA+QCcirb2rEeS2qFrZM7YQtENYbEdJevTH4zbSFqltSbDnEdADvSdLNSBGRiBIbstzHM7Mo5+uQfnVqamyIYgsQpoo5YVKBJadFs2YCbbNpLB2dmwZhKIwh4lUMxX7BUGQawtoU6VwRZLHOGCSzwgWOP5H2HwlMTZTqwmDiNF9vzYykFXp8Dj+XsNyZxotBorvCQHKzap10yRZHLqX8G7icHWPp6Nz0iEJoN1oQBG8fFpFKAjYVnoMZz+SQHrWKMpcQkUNSpGumxALWB/HPJLl2UBiYqua0aTcNuZZ+KIToLYTYIoTYEh0dnVun1dHJMaSUQdQL00aEdMI/Je/aCyYwVSPwaxmCCH3G95qWIR6wNMxgoZIZLHcGTWWU3ou+Fm7vIh1/Zur6pPc8ypWBaueiCy1Q4j5GURIQpqqIYkvA1hFEFOoibT1E1HSIfE97sLA3kjXlpXMNyuUXUWK6oSTOUitlg9mgXEG696tCXf8hsm2xUwhRCViox8h1bnak9CDjPwP7d+os2FgFETkUYW2a4TGUpHkQ956v2lACFlU33FhC7RCkRKNK8nogtBuED4Loe0BeCBzMeh+i8Hhk9H2q+mLyrN6AmpPuUc8j3arAVtTnmqJV0rXZ1wTDC7jUWbSxMqLoHEQ6NwmpXEFGt/WJbKXMLTdA6LOqGqSGhopy9T2wzw4cUIRhKPkvSsIkSPiS6/n4NjBVQhT9yU86WEoX8uo7aiGSsKjvW1gvRPireap3nt3o6Yc6OtmEjHvfP9/ae0St1iw6G2G+LUNjGEI7IW1tVfVBYQNLo+uLj8WWgnu76szN9RDGkkjXDiRBCmik2riBIj8i4waDyzdJMt8OEW+CsSrCewgMxYMKTqmt8173r7SUSWrxUuI3anFPWu9J0g8pinhSokDSHCQWROSAwAPtPwcZMBHFuU7VYfFL33SA54SqDpmiN6aM+1BVa8R1Pbae+BXSUAoRFlze92ZBr+zU0ckEUonzNYhInaPtVAWvMoEwhCNs9yGsTf0ySIQQCMvtCNsD19PspJ2gX1dfGzdhKoehyLdQfDVYm6uiXZefhpiHQSamrRroPUpgOzj1urD/nv7FuFP0ENUc41uk1IrvpyEO5twURB/Fri4Y+5DS7bshpP6b2CFpWppm3yxkiyMXQnwPbACqCyFOCyF6Zce4Ojr5Du/ZIM5F5qz4kqU+QbsiSYlUUuQaXHkNnOtQM1icoJxDxvZFug+mdQKCdlYSFtINwZqqohn3T7bRpa3hHizuj/Blu2id16CmXCaPnbpbUQqU2OA23URkV9ZKNyllaSmlWUpZTko5IzvG1dHJdxjLqfHXAAy+3pwZQ3qjka5tSG9MhvYXwgYRw9EUqfJsQkY/iuLai2L/A9x7CExDdCOTZgYf31QBjGU1xreA9xzyQnWUi01QEr/VdOoi9Kkg/Ud9GIqoPUNTU+hjNN1QaG+EtYlPqyXQJhHaLcXJI/wde0p8LfNudvTQio5OJhCGcAjtTqCwlRUR/rLfFim9SPtvKDHPoMQ8jbTPR1EcKFcGIqPvU+Vao1uiXH07SNgh1bmFCQiiwS0vqI2Zr76FtlaKV23MkNb4UZN8DjcMNSXQDHhA+mb7SgzEj0UmBs7ThLEsImomGLRaudkgYrDmoqPBfKu6JmBuCiISjBWh0AQMkQMQwoAoMkttVC1C1RuBCIHI9xDm6zdNIQQi8l0CBbFCERFvpnnNNwt6ib6OTiaRUkEmfg1JX4FyBcx1EBFvIyz1UuwjkVf6gWttipBCiCpTq5zHP55sg/DeGML7pXle5eoIsH+bRastEPYChojX0txLSpfaQ1SJRiZ+C16NcJGIQJTYpJmFAqA4N0DiFDW33VhezRyxNsui3b5OUJ59qtCVua6f3ovffq5/1XUK7wkw34YIfxlxk+Wi663edHRyEen6F3m5B4EytkEQhTGU3OS3SXovqRWYpkoIQxGUxG99+uaZ7exjVMvyi/2RKSlc5UIDtPuFWhAl1iAMUZm0Q+dG0dMPdXRyE9c/ZMrhpnCYUrqRV99WmwQLK0gnMqQ9hA+AhM+ClPFrYVUrQq0t1VlxJvXMMVYOIsNrVcMgOvkG3ZHr6OQEhijURhOpZ+QCzUwMc93kH2X8p+BYgl9OtH0hGMsginyPvDpAVQJEBh8PK4S/hCFV3D4lUko1X929S13Etbbw6zwkIvojY1/CP+YeAuF9g4ZVMopU4pBJ34NzLZjKIkKf8Yt762QO3ZHr6OQEtnYQ/5GGj71WjehrVowRhAUR+Q7gc67279HSEidhEhgrYyj2u+oIlasIJNK+FBIncv2mYQFDEURo96DmSelEXn4ePDvVtENhUmfZRecijGpTZ2G9G6ImIOM+UptHGIpBWF9EaFd1DO8ZZNwI1RkLE9geQUQMSrcBhlQuIy895ksNdILbgLT/gSz0MYaQNmkeq6ONHiPX0ckh1JL3flyXcLX4MkOikIlfgns/mGsjwl5AmCqrx0gFeaEm2rNsUGfE/TCkao4gnWuQiTPVhsfmhurxynmwNEaEdAxwrkr8BEj8Ev/wjwHMd2AoqlEyn/ralARkdGufzvi1/HMLmGoiiv6YZlm8Ejcakr4hIEVSFPLJ6+rzy2DoMXIdnVxGWBpBifVq6ALUTApfSEIUGq19jDAgTTXBszfIqHZInIQMe9q/W4+1OcLaHOnciIztjVog4wbnOjVdsNh8/+YQ9nkExvAVcG9HKnEIQ9oxcGn/VbXFT63RBd5DargmrYbGzhVoyu3KBPAcA3OwIiGdYOh55Do6OYgQRoSlvvovg3FlETmcwDz1FEgHMuGrwM1S+roH2bnuKO2gXEImfJ5q7yBVoum+BlKJB+dS7UpNKcFzKM3jNYuafOeVXl0ZNSvojlxHJ58hLLcjiv2sxqQ1kZA4BSXxG//Nyjmf+mFqPOBY5r/J1hbNknpTlTTTChX7YuTFu31t6rSMF2CqEvR4QF1Y1T4Y4T2S9rE6muiOXEcnHyJMtyAKjUOz6QKgLn5ORMqUTYttBG1MIcL8fw1/VXWoyQ0fbGqhT6GPg9okvRfg6pvquTVbt5nBWAnMdwQdQ92tEdquxwaGTKZI6gC6I9fRybcI611QaBRBQxEyCeR1aVthKKJK1wYsfYX4ZAVSjG0opPbEjBwJIU9DxP8QxVcizDWCG+T4Mw1rjWB7CFHkm3T1v0Xo42ouesALFrC1SvPY7ER6TqFcfRfl0qMoV/oj3fty7dzZje7IdXTyMYaQR8AYxLkKq09UKsWmwuPUWbEI9c3CrWBr4y8ydW1fYUGEPIyh0FAMYU9rNpvwI6jKoBHCX8dQeEy6i6QAwlgCUfgLtVuQCFP1UwxlfDcBDQefA0jPYWRMe7D/qJb/O/5AxnRBOtfnyvmzGz1rRUcnnyMi30DGvkpAYU7YiwELqMJYHIot8jWmOA+m2qqyYXZgvQcSJhO4GGoAQ+bOIaxN1Ywezz7ABKbqATN5qSQg7b+B55BaLGR7GGHQ6v2ZeWTcaF+P02tpngrgQMYNg2LLClxXIT2PXEenAKDY/4T40aCcVZs3h/dBhD6X6w5HiRsJST+h3lRS+g4BxoqIIrPVm8kNIj0nkTGdQTpQs3BCwRCOKDoPYSx1w+MrF24P0kjDpAqCpVPUlFfoeeQ6OgUYQ0hbCGnra4ZsCnDg9kQH/yzYSkJsAre3rku5aqUzPPals5eZP/EPDmw6QpV6Fenw6oOUqlRCc18RMQRpvRdie+OfCy7BexwZ+xKi2LzMX2AqZNw7vv6f1xZvk0BxIuM+RER9dsPjIwoFceRG7fh9Pkd35Do6BQih0Z1o74YDDG43CiklXo8CUvLgC615eXz6M/aT+8/wapO3cdlduF0edq/dx+LpK/h45btUbxgoASuEAJmIDJZr7tmD9J5LLvPPClJ61V6mARk4XnD+leVx/QjrAfGf4q+FY4WQRzXf4/yOvtipo1OA8Xq8DG0/mqQ4O/Z4By67C5fDzZ9frWTT4iC53in44o2ZJMUl4Xapi5getxd7goMJL3+ZxkkvEDTNEQFKXOYvJPUYwVyTyB6XJUKf8TVvvrZgbAXrPcmaNwUN3ZHr6BRgdq/bj8cVmEniSHSyeMYKjSP82bl6D1rLZIe2HsXjDtK1yFyX4A/zFl//zqwjhAEsTbRflF5feOnGEMKAIfIdRIm/EVFfIoovwxA1MWjTivyO7sh1dAowHpcnaJq5y+HmyI7jbF6ynauXtGfJtjBtx2W2mjAYg7gHc12wNNJ4QUDkiOwRvTKWD/YCuNbd+Pio3ZBk0lzk1YHImM4ocR8glavZMnZuoztyHZ085tKZGNb+upG9Gw6k360+FXWa1UAqgcdYQy2c2H2K15u9w8iun9KtfB++Hvp9wPiPvPQAlhD/PqAWm5n7n2mJwaDtHoQQiKjpEPY6iCKAFYzVocgcDKGPZMr+oGguRKLetJQr2XOK2Jcg4QvwngblAiTNRsZ0VtvdFTD0xU4dnTxCSsmU/jNZMHUZZosJqUiKloli9LJhlCgfTGfFH2uIlf/N7Mfopyfg9XrxuLzYwm0YTQYunY1B8V533L+MX8Qt9SvTvONdydu6D+3EqQNn+WfBFsxWM26Xh7otatJnXI80zyuEGRHxMkQEb1xxIwjrvUjnMl+udwqkFyyNb3h86d4F7i345+a7QbmodmYKeVT7OOkE+yKkexMYyiFCO2VLOuSNoueR6+jkESu/X8unvafgSLwuJ2swGrjl9kp8vklb5jYY549fZNk3q4mLiad6o6qMe2EKbmdgjLtOsxp8+vcIzeNP7D1N2WqlM5W6mFNI6UZefgrcB7ieWRICoU9iiBx04+MnfY+M+5DABh5ASFcMhd4PPEaJR8Z0UmfvMgmwgDAior5CWNLRl8km9DxyHZ18xvyJf/g5cQDFq3B4+3GO7z1FpVrB4sSBlKpUgqeHdQbg6M4TmCwmTUceFxMfsO3a8cFyx9PDnmDn+w9/ZeWctRiMBto8dw+dB7THYrOke2wwhDBDke+QSb+AYyGIUFVmwHpPlsf0w1gahFGjf4cNjBU1D5GJU8F7huuCYS6QIK8MhOIr87QaVHfkOjp5RGKchp43oHgUhjz4AdN2jCWsUJjmPqk5uvMEc0fP5/juk1RrUAWhsQJqtppo+qjWImXW8Xq8vN58KKf2n8XtVLNJ5nzwK9uW72L4zwNZP38zSfF2GrapT4UaZTM1thAWRFhXCOuarTYDYGmmtraTqZpjCCMitIP2MY7FaKo+KjGqgzcFk+fNeXRHrqOTRzR/vDE/HD6vmT4Ye/Eq8yct5qkhndIdZ8eqPQx5+ENcDhdSkZzYexqj2YjZZsLj8iIViSXETKFikXQe0D5br+GfhVs5d+RCshMHcNld7Nt4iG7lXsRgNOD1eJnx9hwe7t2aPuN65AsdEyFMUPR75JUB4N6JKjFQHlH4Y/9OSn4Ee8JQ8rwaVM9a0dHJIzr1f4RCxbXVAt0ON2t+3pihcSb0/RJnkjM5e0XxKrgdbirXqUir7i2od09tnh72BF/u/ITIohHpjJY59v1zEHtCYJzZ7XDjcrhxJDpxOz247C7+mL6Cf1fuztbz3wjCWAZD0e8RJdYiiv+FofhihLlO8ANCnyRQH94A5prZoi9zI+gz8v8QiqKw/a89HNt5grLVStOobX2Mpoy1H9PJfsILhzFqwVv0azwYjzuw5D0iKox/V+5izge/cPFENLXvrkH3oZ0oU/V6loTL6eb0gbOa4x/ffYrPN32UY/YDlKxUAmuoFWdS6v6fgTgSnSyd+RcNWt2WozZllrQ6IvntF9oN6drskwkwqFWmohCi8PgctS8j6I78P0JiXBID732XM4fO4XF5MFlNFCoWyWfrRlKkVMY+yDrZT9X6lalQqxzHd59C8V6P1drCrFS+rSJD23+EM0mNy54/Hs26+Zv4fPPo5MwSk9mI2WbRdKThURmLr98I93a9mxmDZ/u3cb4WOdFIiPN6gpX253+EMCGiJiDdh9RwjLEkWJpkuBdrTqKHVv4jfPX2HE7sPYU9wYHb5cEe7yD6VAyf9p6a16b95xnx2yBKVylJSLiN0MgQzDYzj73SjmXfrk524qCGTBwJDmYNm5u8zWAw8ODzrbCmKuqxhlrp+PpDOW57eOEwxq1+n4q1ymG2mjFbTdxSrxIWa6DwlC3MSqunmue4TTmNMFdDhHZEWJvlCycO+oz8P8PKOWsD0tG8Hi+b/9yOx+3BZNY/CnlFiQrF+Xr/Z+zfdJjYC1eoedetOJOczJ+wOGBfRZHsWuPfkuz50d25Eh3Hul83qkU9TjcP9LiHTgOyqcoyHarUrcj03Z8Scy4Wg9FAVIlCrP5pA2N6TELxKnjcHmyhVpo+2ojGDzXIFZv+a/ynv72nDpzh0NajlKxUglpNbs0Xq+k5RcrH9pRIKTNdFq6T/QghqNm4WvLviXFJeIP8zYqU9g+FWaxm3p79GrEXrnDu2EXKVSud7YuaGaFoCrtadm5Czca38NfcdSRcSaLxQw2o3TSwC5BO9vCfdORej5cPnvqMfxZuxWgyICWUqlScMcuHE1Uinb6FBZS7O9zJyjlr8XquL6oJg6Bui5qYLQVPf/lmx+10U61BZQ5sOYI3xUKoNdRKt7e085yjShYmqmThXLHvzOFzbF26k9DIEJo+2ojQiJCAfUpUKE6XNx/LFXv+62RLjFwI0VYIcUAIcVgI8VZ2jJmT/Dx+ERsXbcVld2GPd+BIcHDqwFnGPDMxr03LMV4Y8zTFyhYhJFxNn7KFWYksGsEb0/rksWU6qVkwZQlPVXyJo7tOcE1j1hJiwRZuo8f7Xfy0UvKCLwd9S++6A5n2v2+Y8PKXdC3bmx2r9uSpTf91blhrRajR/oPA/cBpYDPQTUq5N9gxea218nTVvpw/djFgu8liYt6F6RmupitouJxu1sz7h8Pbj1GhRlnu6dKUkPDAmZRO3nFi32lebjgIl92/gtBiM/Pt0c/zPMPo35W7GPbo6ABpgbBCofx4frrmIqdO9hFMayU7ZuR3AoellEelqv84F9CWDssnpMwESIkQ4NLQp7hZsFjNtHqqOS9+/AzterXSnXg+ZOXsNX6hlGsYTUa2Lt2ZBxb58+dXfwU4cVDXWnb8lX+Kff5rZIcjLwucSvH7ad+2fEvTRxtiNAemDZWsWJzCQSrtdHRyA6fdheINdOSKInE58l4n2+MK3p3HrSE1oJM7ZIcj11qGDojXCCF6CyG2CCG2REdHZ8Nps86z73UhqkQhrKFq7q3ZYsIWbuN/X/fVV9V18pS7H7sTa2igboeiKDRqd3vy7x63hwObD3N8z6lczTq678nm2MIC7fN6vNx+Xxrl7To5SnZkrZwGUuptlgMCaoallNOAaaDGyLPhvFkmqmRhpu/5lKWzVrHr732Ur16Gh168P8Ni/jo6OUWdZjVo2bkJq3/agCPRiTAILDYzTw3pmPz5XP/7Zsb0mIT0ShRFoWiZIoxc8Bblbi2T4/ZVrluB0pVLcurAGTxuLyaLEYPRSP/pL+WbUN21lNpgHY5uRrJjsdOEutjZCjiDutj5pJQy6DJ2Xi926ujkZ6SU7Fi1h9U/rsdsVduuVWtQBYDTh87Rp/5AnCkWQ4UQFCldmNknvsBozLlKwz+mL+fzV79CUaRalyCg1l238ubMfpSuUjLHzptRPG4PXw/5ngVTluJIdFK5bgVemfQ8de6ukdemZRs51lhCSukRQvQDlgBG4Ku0nPh/hX9X7uL3yUuIv5xA80530fa5e7GGZF3q8tjuk/w09ndO7D1NrSa30nnAI5SokLeKazo5gxCC+vfWof69gaGKP75chsfjH0OXUmKPd7B95W7uuL9ejth0+Xwsn7/6FS6Hf4z80LajJFwJ0l8zl/mk1xes+fmf5Jvc0R0neKvNSD7f9CEVM9GkoyCSLQVBUso/gD+yY6ybgbmjf+W7ET8nCxnt33SYxdNXMGH9qCx1Tdn+127eeeQj3E43ilfh6I7jLJ21ion/fJhpsX6dgs2l05c1s1qklMReyLkO8P8s2KoZqnA73Kz+cX3yE0NeEXvhCqt/2uCniw5qYdXc0fMZNOuVPLIsd/jvBJFyibiYeL597yc/NTpnkpPTB8+xYvaaTI8npWR8n2k4k5zJZfYetxd7vIMvB32XbXbrFAwatbtdc7HR4/FyW/OaOXdiIbTTGoRQ/+Ux545ewGILzGFXvApHd57IA4tyF92RZzO71+3HZAl80HEmOVk3f1Omx7MnODh/7ELAdiklO1f/5yNY/zlaPtGUstVK+6kd2sKsPPh8K0pWDB5q87g9/DF9Bf3vGcabD7zP6h/XZyrbpUn7hpp6PWaLiXu73p25i8gBytxSCpczMDXSYDRwax4/LeQG/0mtlZwkski45hdEGASFs6DjYraaggpeXSu31/nvYLGaGb92JL9PXsKqH9YREm6j/cttadEpeNm+oigMbjuKfRsPJT8p7ttwkM1LtjNwxssZOm9UiUK8NqU3n/WZ5htTzQrp8tZjVK1X6Yav60YpXLwQ93dvwYo5a/wK/iw2C10GPZZ3huUSuiPPZmo1rU544TAcCU4/h26xmXnkpTaZHu/YrpMIowGpIchftlopjSN0bnZsoVaeGNieJwZmrP/mliU72L/5sF+4z5HoZNXcdXTq/wiVamdsIfCBZ+6hQavbWPPzRjxuL03aN0xucHEj2BPsrPl5I5fPX6FOsxpZVkl89YsXKF6+KPMnLibhahI17qzGy+N75EpaZl6jO/JsxmAwMHrpUAa3G0XcpXiEQeB1e3l5/HNUb1g10+NdOHEJa4gFe3xgX0RbmD4j10mfrct24NDoq3ktzTGjjhygWNmidHj1wWyxy+v18uPHvzNr2FxVG0yC2WaibsvavD//zUxr5BuNRroP7Uz3oZ2zxb6ChO7Ic4Dy1cvy7ZHPObjlCIlxdmo2viXLxRLVGlTWzFKwhliod0/tGzU1x4m7HI/L4aZo6Si9ataHy+Hi6qV4okoWynJDD5fTjclszFDRS+ESkZitpoDGIkazMU90y0G9ibz7+MdsXLiVlJFIZ5KLXav3snj6Ch7u8wAuhwuLzaJ/dtJBX+zMIYQQVG90Cw1a3XZDFW+lKpWgxRNNk+UEQBVQCiscxoPPt84OU3OES2cvM/C+d+lapjfP3NKPHtVfZc/6A3ltVp6iKAoz3p7N48V68lyNV+lYvCc/ffJ7phYdd6/dxwt1+/Nw2FM8EvE0E/tNT1eD5f6nW2LQKBQyGo00aR9QW5Ir/LtiF/+u2IXWpTuSnPw49neeqvQS7SOf4bGoZ/luxE8oSsHt95nT6I48D3HanRzZcZzL52PT3G/gjJfo9cGTlK1WmiKlCtPmuXuZvGU04YXzp9yuoij877532b12H26XB7fDzdnD53mrzQiiT8fktXl5xuyR8/h1wmKcSU6cSS6S4uzMGv4jS2b+laHjT+w7zVttR3F89ymkInHZXfz51Uo+7D4hzeOKlS3K8HkDCC8cRmhECCERNoqWjuKjpUOxaei65Aab/vw3qAopwIXj0USfikHxKiTF2Zk7+jdmDf8hFy0sWNxwiX5W0Ev04ZcJi/j6nbkYhMDt8nDH/XUZPPs1zU4rBY0dq/cw9JGPsKeKy5qtJp548zF6vNcljyzLOxRFoUORHiTF2QNeK1W5BN8e+TzdMcb2/Jxl3/4dkMVksZmZeXAixcsVTfN4VWjrCCazkWp3VMlTLZLZo+bx3Yif8WgpJgo0ZPfAFm7jl0tf/ac7WuWkHrlOJtmwYAtfvf09jgQHSfF23E43W5ft4KOn055ZZQenD53jy0Hf8tHTE1gxew3uNGRJs8rFk5c0t7udHo7vPsnX73xP/3uGMb7PNE4dOJPt58+PuJ1uTR1vgMvn0n4iu8ax3ae0c7mtZs4dDaw1SI3JbKJ20+pUb3QLHreXld+vZfpb3/HnVyuxJwYuhuYkrbu3xGjUdj/BbjCKVyEuJiEnzSqw6IudecAPo+f7pYKB6uS2LNnO1UtxFCqWM5ro63/fzAfdxuN2e1A8Cmt/3cjPny7g0zUjbkgHJjW3Nqyq2TjYEmJhy5LtbPpjG26nhz3rDrD8u78ZtXBwwMKt0+5k0+LtJMUlcXur2wq8MqXFZqFY2SKaN7nKdStmaIzqjapyZMfxgMVvl8NN+eoZT7G7En2VV+56m6vRcdgTHNjCrMwYPJsJ/3xA6cq5I35VsmJxBn3zCmN6TErO7ALo+cGTrP9tMztXBzYYM1tMer+AIOgz8jwgJsgMzGg2cfVSfI6c0+P2MPqZiWrjAl9OujPJxeHtx1kwZWm2nqtizXI0fqiB3wKtyWJSOzDZXcnZE4pXwZnkZFzvKX4Lfnv/OUiXMr35+LnPmfTKV/S49dUCHx8VQtBnXA+/9wTAGmrhxY+fydAYnQe2DyhDt4ZaaN29eaaaLn/55ndEn45JDn05Ep3ExcQz7oUpGR4jNYqisPrH9bzVdiQDW73L0lmr/Bp9XyMp3s4/C7eyddkO7nrkDn66MIOhPw5g5MLB/Hb1Gzq+/jA9Rz3pV7mqXqeVp4d3xmjKOXXHgoweI88DPnnhC5bNWoU3VZFPWKFQfrowPUdigPs2HuL1u9/RXPkvUrowP5z5MlvP5/V4+XXCHyyYshSn3UXzDo1Z9u1qEq8mBexrspj44ew0IotE4HF7eKL0C8Rf9n+EtoZaNWfuBY2ty3bwzbs/cubwearUrUCPEd2oddetGT7+2O6TTOk/iz3r9hMaGcJjrz5IlzcfzZR87aOFniEpPjBWbzAaWJj4XZY+f6OfncjaXzYmh49sYVbqtqzFyAWDk1MHl3+3mvEvTlO7c0kwmAyMXDCY2k2rB4y38++9THvzW47tOknR0oV56p1OtOlxb6btSsmV6KssnbWK0wfPUefuGtzTpWmWROzykmAxct2R5wEXTkTTp8H/sMc7kmct1lArfSc8R7uerQL2l1Kyd8NBdqzaQ6FiEbTo3ISIqPBMnXPbil0Muv/9oK//eH46UVmQEMgM3au8zIXjgd2hTBYT82NnYg2xsm35Tt7rNDZgUVAIuLdbcwZ/92qO2vhf4LGoZzVvqEaTkYWJ32U6t/3IjuO8dveQgCwUW5iN9397k9vvu41TB87Qp8GbAU2lQyND+OHslzmePXNo21EG3vcuHrcXl92FLcxGVMlCTNr0IZFF8iaXPivoi535iJIVizN1+1jaPX8f5aqXoUHrurz/2yBNJ+71enn38Y95q80IZg3/gSn9Z/FUxZfYvW5/ps5ZvHzaGQ1LZ2UsBe5G6PBKu4DQgtlqotnjjZNj9Kn1rq8hJQHrCjpZ474nmwUIuxlNBhq2qZelAqXtK3cnh+tS4kh0sG2Z2jB66cxVmoVtSNi4aFumz5lZxjw7iaQ4e/KNxJHoIPrUJb5996ccP3duoC925hElyhfjtcm9091vxXdr2LZ8Z/Ijq8PnzN7vNJbvT0/N0CP1wa1HGNXt0zT3OXfkYgasvjEee/VBTuw9zfLZa7BYzXhcHmrcVY3Xp1x/H25rUVPzC28Ls3JPl6YB2+Mux7P82785e/gcNe+qTvNOdxEXE8/3H/zC1mU7iCpZmC5vPsZdD9+Ro9dWkOj1wZPsWX+Ac0cu4Ha5MVvNFCoayRvT+mRpvIgi4ZgspoDmyxabmUjf4mTClUTNmLmiKCTFBT4dZCdXoq9y+tC5gO0et5e/522g74SeOXr+3EB35LmM1+NFUZQMxyH//HqlZtqaI8nF4W3HqN7oljSPj7scz/9avaeZv3wNW5iVOs1yvh2W0Wik/5cv8cx7XTi++xSlKhUPEDQKiwzllcnPM/Hl6XjcHrweBVu4jdua1aB5KoW/oztP0L/lMDxuD84kF0tnrWbm0LkkxiWRFG/H6/Zy5tB5Dm37lGffe4LOAzImMnUjHNlx3BcCi6TpY40ICaKHoygKMWdjObb7JHM/ms/JfacpX6MsPd7vQr2WObsOEFYojC+2jmHb8l0c23WSstVK0fjBBlleSGz2eGMmvfpVwHZhMNDqyWYA3PVIQ5Z/93fAZ1nxKjRoXTdL580oaT1lmKw3hwu8Oa6iABB78SrjX5zKxkXbkFJSp1kN3pjWJ331uKBLGBlb21gxe432I60Pk8VE0TJFaNG5SYbGyw6KlSlCsTJFgr7e5tl7qdn4VpZ8vZL42ESatm/EnQ/eHpBfPPrZiX6xXnuCw/fEIpEpnvSdSU5mDf+Rh/s8ENSx3iiKojD6mYmsm78JxSsxmY1M7Ded0cuGBYilrf11IxNe/pL42ES/gpir0XEMefADhv/yPxq1qZ8jdl7DYDDQ8IF6NHzgems4r9fLslmrWTxjBYoiadPjXtr2vDfdcEtoRAgf/TmE4Y+NUUNjQh1/yNw3KFIqCoBGbetTt2Vtdq7ec31BNNRKh9cfTFNHPTsILxxGrSa3snvtfr88fEuIhXa9AsOZBRF9sTMX8Hq99Kr1BuePXUx+vBQGQURUGN8c+ZywyNCgxy6Z+ReTXpkRMJMpXKIQc8+kH1qZMnAWP49bqPlaWOFQ2va8j+7vdMqxcv9zxy6QFGenUu3y2Zo6Fnc5ni5lemtXBmoQGhnCmGXD0n2CySorZq9hfJ+pAX+nomWKMOfkF8k3oX0bD/G/+971a56cmgo1yzJjz/gcsTMYUkqGdxjDvyt2+Tna2s1q8OHiIRkSrfJ6vRzYfATF46VG42oBNwCv18vaXzbx1/drsYZaadfrPs2+pDnBpTMxvNF8GFdj4nzOXFCnWQ1G/D6oQFWK5ljzZZ302bZ8F5fPx/rFCKUicdrdrJy9Jk2d8tZPt2Dd/E38u2IXTrsLi82MMBgYPm9AhuLjtZvW4I9pywPK5W1hVj74Y0imUt9ScnTnCb5570cO/3uM8tXL8PSwztRqcj2NLPp0DMM7jOHEnlMYzUaMJiP9p/WhecfgDRBAdSgHtxzh9MFzVL6tAlWCFMsEqwoMhsflIapU4UwdkxkWz1ihGQJLikvi8L/HuPUOdVb+w5j56Ypcndp/Fillrir+7dt4yM+Jg7oes2fdAXas2pMhh2s0GtP8PBmNRlp2bkLLXHz6u0Zk0QiaPtaQRdNW4Ha4ueX2yrw07tkC5cTTosA4cq/Xy+61+0mKs1OnWY1Mp99lJ44kJxsXbSMpLon699VJtxruzKFzmuENZ5KTE/tOp3ms0WjkvV/fZM+6/exYvZdCxSJp+YR/+uG+jYdYOvMvXA43LZ9oSqO29ZOdQNP2DSldtSSnD5xNzgixhliofXcNajauluFrTryayJYlO0AIIouFM/SR0bjsLqSUXDgeza41+xj200DubHc7UkrevP99zh4+r85+fOcd/exEyt1amsq3aTvnhCuJvNVmJCf2nkIYBIpXoc7dNXj/t0EB+b5hhbQfl00WE1JR/HL0TRYTte+unqPVocHCV0IIP1vOHbmgqfiXkkLFI3JdtnXn6r0BMregZnfsWB3oyOMux7Ni9houHL9I7aY1aNK+YZYleXODEU+MY9vyncnfgUPbjvJq0yHM2PMpxcqmndFVEMi/73wKju06waA2I3EkOhFCnV29MLo7j72SPQL3mWHvPwd5u90oFEUiFQXFq/DYqw/ywkfdgx5T+bYKvrCCf2qdLdyWoe7jQgjqNKtJnWaBzXW/G/ETc0f/hsvhQiqSv+dt4K5HGvL27NcQQmA0GRm/ZgQ/fPw7K2evwWgy0q7XfXR47cEAZxEfm8APo+ez5ueN2MKtPNq3HW173suanzcypsckTL7QiD3BESC96kxy8fmrM7jz0CQObD7MpTOXA3RB3E4Pv33+J69PeVHzOif2m87RHcf9sh92rdnHzGE/0HvM0wH7D/rmFd5oMZSEy4l43B4MRgPVG91Cyy5NmPHWHBRFwePyUu+eWrw95/V03+cbofXTLTj077GAFEmTxcStd1z/G9dpXpOT+07jCeL4raFWur7VIUdt1aJwiUKYraaAzBJriIWoEoX9th3+9xgD7h2O1+3FaXfxx5crKF2lJJ+uGZFp0Tevx8vCqUv548sVeNweWndvQYfXHspyXrmUkrNHzuP1KJSvXgYhBKcPnfNz4up+4Ha4+e3zP+n1wVNZOld+It/HyL1eL93K9yH2/BW/7dZQCx+veDdTs8obxeP20KXMCwHCPbYwK+/9+mbQ1XcpJf0aD+bYrpO4fQ1ijSYjRUoX5uv9n2VZ5+TiyWieq/FaQO61LczKiN/fylT80Z7o4MV6A7l0JiZ5ZmYNtdKkfUPWz9+cbjgAwGAQLEj4ji1LdzD6mYmamTKN2tbngz+GBGz3er08HNZdM+YdUSScXy59rXlOr8fLliXbOX88mmp3VKFm42oIIXC73Jw+eI5CxSKSF9xyEo/bw9sPfsC+jYdwJDiSQ2Dv/zaIBq1uS97v4qlL9K43AHucHUW5/t0zmgyYbRae+F97ur/TKddn5IlxSXQp80JgUU+4jdnHJ/sVzfSs9Rqn9p/1289sNdOpv1penxmGPTaabct3Jp/XEmKmUu0KTFg/KtNrKsf3nOK9TmOJPnUJgSCiaDjvzH2Dq5fi+ejpCZqfxwb312X0kqGZOk9eUmBj5Lv+3odTI/bosrtZNHVprjhyRVEwGAzsWrNPcyblSHTyx4wVQR25EIKPVwznqyFzWPHdGrweL00ebcSLHz99Q2JVW5bsQBgCv/COJCfrftucYUcupeST5ydz7tgFv2QYZ5KTNfP+waBxDi2soVZMFhM17rxF8zHdGmqhUdv6mscqXgVFI88Y1JlTMIwmI40fCswRN1vMVK5TIUN2Zwcms4mPlrzD1mU72b5yF4VLFqbVk80CbiIlyhfjiy1jmDlsLv+u2E3hEpE8/vpDNGhdl6iShfIsZjt/4mKk4j+pM1tNjFr4lp8Tv3QmRrM61+10s/L7tZly5Ae2HGHb8l1+Nw+X3c2p/WeSs7umD57NuSMXKFGhKD3e78p9TzbXHMvlcDHg3uHEx8Qnh64cSU7eajOS0cuGan5vTRYTt9SvnGF78zP53pEnxdlVfeJUSCmJu5yzkparf1zPtDe/5eLJS0SVLESzjncF7eaSXtVhaEQI/Sb0ot+EXtlmn9lqDvjyASAh4UrG35vpg2ez5qeNmhmNwiDwBHGwKbGGWnm0X1sMBgNFSkXR4dV2/D55SfLimdlqpkipKNr2vE/7Wixmqt9ZjX3/HAw4f8McTsXLLgwGA43a1E83dbB0lZIM/u613DEqBWcOn2PG23PY8dduwguH07H/wzzS5wEunbnMnFE/BzzZGU1GnHb/bQajIWiM32gycmLfaX4YPZ8j249TrUFlugx6jPLVy2ruv3f9AU1ZXnuCgz+/Xuk3Uz939CLjek/B7fbQ5tlAzZX1v23G7XQH2Ob1Kuz75xD17qnNjr92+12j2WrmsVfaaV9MASPfO/I6zWtoPm7bwqzpZkDcCOt/28zHPT9P/iDFXrjKoilLNT/EtjAr93XTninkFLvX7uOLN2YGLWn/d/muDI1z5tBZfh63IGgbLaPJiICAqj2jyYDRZMRoNuJ1e3mgxz30eL9r8uvPf9SdWxvewq8T/iDhSgLNO95Fx9cfTrPt3RtTe/N686F4XB5cDjfWUAu2UCt9xj2boWsJxuXzsUwZMIsNv2/BYDBwT9e76T2mO2GFwjiw5Qg/f7qQiyejueP+ejzat22e9bHMSaJPx9D3zrdIirMjFUlcTALT/vctpw+epWq9Shg0soAciU7Wz9/kd2MqUiqKynXKc3DbUb8bv8Vm5o7Wdenb6C3cTjeKV+H4nlOs/mkDY1e+65f2eS0jp0jpKEwWY3K4MeVYezccDAjzOJNcfD3ke01Hfvn8FU0/4bK7uHQmhuHzBvDloO9Y8vVfOO0uajetziuTnk+3GUdBId878sgiEfT68Em+GvI9LrsbKSW2MCuVb6ugWbKdXXw1ZE7AByllTNNgNKB4r1cdtuicczeV1CRcSeTtBz8ISClMSczZWF6o258xy4YFlThd++tGPnhyfIAKY0qKlomiYZt6LJ25Kvmpwxpq5cHnW/HcqCe5cCKaYmWLEBYZyp71B5g1fC7H95ymYs1yPPt+F8avGaE5rpSSVT+sZ9l3qwmNCKHNs/fQsE19Zh6YwKIvl3Ns10lq3HkLbXved0MZSi6Hi36NB3P53JXkhbxls1axf9Mhug3qwNhek3E51M/Vwa1HWTh1GVP+/ThZQMzr9fL9B7/w64Q/SLyaRLU7qtL3s+eocWfOhPQS45KwJziyvVn1vHELcCY6/Z7gnElOFk1dRr9JvTRDdEaTgVCNGocugx5jRJdxftts4Tb2/nPQ78lU8So4Ep18/tpXTFj/AQe2HGHSKzM4sPkwIeE2HnyhNWaLGYdw+E2QjCYjCbHaT5SXz8XicXsCMmRqN63u60vq78xDwm3c1rwW1hBr8hNxbqd25gb5frHzGns3HGDB1GUkXFZnd/d2uztH44kPhz0VvGhDQPnqZal3T23uevgOGrWtn6tts/6YvoIv3vg6aMeZaxiMBmo1rc6nqwNVD5Pi7TxR+oU0Q0IRUWFM3fEJxcoWYeffe1kxew0Arbu34LbmNf2+DNuW72TYo6P93jNriIX35r/JHffX8xs3MS6J3nUH+DVZMFmMPNDjXt4IktGSVZZ9u5qJfacH3PRCwm1IwJFqu8li4tG+benzifoU8NlL01j27Wq/m7otzMqkTR9RsWa5bLMz8WoiH/eczKZF2xAGQaHiqvZJRio842LiiYuJp1TlEkFTAPve+RYHtxwJ2B5WKJR3fujP+53HYo/3fy8sIRYmb/6IirXKJ29TFIVu5V7kcqrkA0uIGZdd++nQYDQwY+94XmrwP7/PrMVmpmr9ilw6E8vVS/EYDIKIIhG8M/d1Rj87ibOHzweMFVWyED+em655nqGPfqTWWyQvnFqoclsFxq8bmSmZ3/xMgVc/rNWkOoNm9mPE72/xwLP35PiiUJlbSgV/UULMmcu8NvkFGj/YINd7H8ZfTtBcTEyN4lU4sOkwl85eDnht69IdaRbVmG1mOg1oz8l9p1G8CvVa1qb/tD70n9aHui1qBcxoJr/xdcCNz2l38UX/mQFjv/3gBwGdcjwuL8tmreLw9mPpXldm2LT4X80nF7fTjVfjUdzj8vDPwq2A6iCXzloV8GTmcriZ+9Gv2WrnsEfHsGnRNty+sFL0qRje6/gxx3afDHpMUryd4R3G0LVcb15qOIjOJZ9nSRAVy3K3ltFctHY71e5Cw34aQEhECCHhNkIjQrDYzLw8voefEwc4uuOE5vsZzImDT2d/7G8BYUCXw82+fw6TcCURJDz7fldmH59MrSbV6Tmym0YTDivPvPtE0PO8+/P/6D3mGarWr0Sl2uV5Znhnxv717k3jxNMi34dWcotD246yZ/0BipYpQuOHGvD8R915v9PYoLNya1jedB8HqH9fHUyWwJxfLYxmI4lXEgO0TaSUQdVaTGYj0qswd/SvCATWMCsfLx8W8KVOycl92r03U2+PORfLgU2HNPd1Oz1sXrw92zIJVv+4nrW/bNR8zWQxBb0ZFiqmxsjPHjmPyWIKcECKV+Hwtuy74Zw+eJYDmw8HrEO4nR5+HreAgV/1BdT87aXfrMJld3HH/fWYP+kP9m44iMflTb6WiX1nYAu1EhEVTplbSlGqUgkAnvhfe9bN3+h3UzJbzVS9vTLDHhvN8d2nMBoNWEIs3P/MPTzzbmfNkFZmn+CtoRYee6UdGxdt01zYBJKfBGa+8z1NHrmDsreUpuUTTfF4vMx4azbRp2OIKlmYZ957god73x/0XEaTkfYvt6H9y8ErpW9W/vOO3Ovx8n7nT9i6bCdSUTCaTVhDzHyy6n2GzH1DM//UGmLh4ReDf6BymuoNq9L00YZs+H1L8qOqwSjUGH6q75kQUE6jn+MdD9TTTPczW0wgVCdyLWXLnmBnyMMf8u2Rz4PGFiOLRnA1Ok5ze0piz1/BYDJqx+WFqolyo0gpWThtGRP7TtfO6hFQpHQURUoXZu/6g34OxhZmpeMbDwNqdklq5wpqvnyVepVu2M5rXDx5CZPFFDBpULxKsvzqT5/8zqxhP6iFXxIWTVuuOZYzycmobuMJjQjB7XTTsE19hnz/OlXrVWL4z/9jfJ+pXD53BSGgfPUyHNh0OPn6Fa+C2+Vh8YzlNH20Ibffd1vA+FXrV8IWZktzfeYaRrORe7s246khHYk5G8vhf48FdeYAHo+XpbNW8dyIbgC0erI5rZ5snpz+qxOc//y7s3DqUrYu24kzyYnL4cYeb+dqdBzvdxpLk0caMufEF9Rqciu2MCuhkSFYQiw0bFufJ99+PE/tfuvbV+n/5Us0uL8ut7e6jb6f9dIsfHEmuRjZ9VNcqTIDwiJDqdk0UBfD6/UGzFSlhLhL8RzadjSoPY/2a4M5lSSoNdRKlzcf9dtWrrr2Iz6o6XvZocI4c/gPTO0/S9uJAxarmWeGP8HFE5eSHYvJYsJsNdGx/8PJ2VCFikVy35PNAvpHmm0Wur712A3beY3Kt1XQzD4yW03UbVGLmHOxfD10Lk67K93yflB1fBKvJuFyuNmyZAdfvvktAI3a1Oe7o5OZe3oqkzZ9yIl9pzQdqzPJxZxRvwBqeGnRtGXMG7eAE3tPYTAYGDZvQEBjitRYQyz0/awnA6a/hNFkVPuNhqTdVs3r9ga0+AN0J54B/vMz8j++XBGw4CclnDt2kXPHLlC6ckk+WzeKIzuOc/bweSrXrUi5aqU5c/gcP4z5jQObDlOxVjm6vtUhqMBTTmAwGLi3693c2/Xu5G1Hdx1n0VT/mZriVVj780a6r32JSRs/pEQFVTL04qlL7F13IGDcYI5CGETQxdVZ7/7ID6PnX99XCCw2Mx37P0yn/o/47WsLtdLj/a58NeT7gLSzAdP73HC7uaR4Oz9/siBNdcFi5Yryae8pfvsIIbjvqWb0eK+r375vTHmRqJKF+f3zP7HHO6hSryL9JvbK1mKjqJKFeah3axbPWJn8WTQYDYSEh9Dh1QfZ/Od2jCYDwaPQwXE5XCyesZKXP+uJEAIhBLYwK+92GIvXHXx2fP7YRTYt/pf3O3+CEOqT69dD5/LQC61p+UQTzXTFlChS0qzDncm/l6tWmk/+epexPSdzbJd23N8WbuOuhwPW8QC1innOB7+yY9UeSlQsRtdBj2k+MfxX+c87co9bO04qhPATQqparxJVfY/TR3ee4PVm7+ByuPB6FI7vPsn637cwckHmyuKzE5fTzeIZK4O+fiU6jrG9vmDMsmEAHNp6VDP+KxWJMIiA2axUJDXuDJSAXf/7ZuZ98rufUxYGQbnqZXhycAdWzF7D+WMXqdagMg3b1sdoNNKp/yOUuaUU33/4K+ePXaRq/Uq8/NlzVAhSOJIZzh45j8EU3MnYQq1YQywBjt7tdPPXnLW8NK6Hn6yw0WSk16gn6TXqyRxNW3t5/HNUql2en8cvJD42kYYP1OO5EV2JKllYLfcXWZ+VuhxuFEVJXvT7bsS8gMXmlAghqH7nLYzsMi5gkrN4xgrOHrkQtNpWCIElxMwz73YJSHstUqowZzQ69YAaS7+tWQ0atqkX8Nr54xd5qcGb2BPUHrenD55lz7r9vDLp+RtuyHyzcEOOXAjRGXgXqAncKaUscCLjrbq3YPbIeQGr7pFFIygbpOnDlAGz/GKEiiJxJjn57OUv+XrfZzlqL6gx4MP/HiP2wlWqN6pKoWKR7Phrd5pORiqSnav34HK4sNgsFCtbRPOx2mgyEh4VhjPJiSPRicFowGw18frUFzU7jv/62SLNri+n9p+hW/k+eFweHIlObGFWP2Glpu0b0bR9oxt/M1JRqFhk0PitwSB44s1HWfK1dmaH0Wwk5myspj58zLlYVv+wnoSridxxfz1qNbk1W526EIKHet/PQxqLeY0faoAMUrB1jWuhv8vnrgS8dkuDyn6ZG0u+/ivNhXJLiIV6LWux+c9/A15zJDo5deC05qKnwWigbsta9PrgSc08+98nLwlawFaxdnlG/P6WZhjl2/d/Iine7vd5dSa5mNJ/Fq2eap6tqotJ8XbW/PwPcZfiqXtP7YCmIPmVG30HdgOPA1OzwZY84fHXHmLtz/9w+uA57D6xI6PJyJDvXw/6Rd27ITAkAXD28HmcducN6aekR/TpGAa3HcmFE9Hq47bTwxP/e5Rqd1TBbDGl2Q0Irmcd3NqwKqUql+DkvjMBMrAfrxzOkX+P88/CrUSVLMRDve8nqmQh1v+2mfCoMOo0q5H8hQsmk+Bxe3DFupMXX+0JDk4dOMs37/1In7E3VqmZFtuW78RgMGjepF6b+iIP9mrFkR3HuXjyUoAzUrySEhUCpW43LtrKiCfGIaXE7fTw09jfueuRhgz+7tVsid/GXrjCT58sYNvynZQoX4zOA9tzW/PrSpch4SEMmzeQ9zp+jMfjxeu6/jc2GA3YwqxM3jIal8PNa3e/g9vhxuP2YDQZMVvNvDb5Bb/zBVNeBKhUpzzvzH2D0we1Z86gzvCvVfSmRFEUBsx4iVIVS2ged2BzYB77NY7uOBFUJGv7X7s1/54ej5fzxy4GtAvMKvs2HuKtNiOQisTtdGM0m2j8UAOGfP/6Df+dD2w5wjfDf+DorpOUr16GZ959gjp3Z197xRty5FLKfUCBrpKyhVqZ+M+HbFiwhR2r91KifFFaP90yzVhteFQ4zqTA3GyzxZTuItCNMrzDGE4dOOv3wZ43bgH9v+wTdHEP1C/8bS1qJd9kln27mkunLyc7M4PRQOEShXhzZl8q165A5doVaN29BQDff/Qr373/k6r1LSXhhcIYvWwo5auXpVaT6hzbeVLTKabG7XSzcs7aHHXkO//eq/mlN1tNGHyf02eGP8GWJTv8wga2MCudBjwSIJ/qcrgY9eR4v1CMI9HJPwu3sv63zTTr0PiG7I05F0uf+gNJuJqEx+XhyPbjbFuxMzls4PV4mfH2HBZ8sQSP20toRAi1mt7KlQtXib1wlTrNa/LM8M6UvUV9evxy5yf8Mn4RB7Ycpmq9SnR842HKVFVrIuwJdj576Us1b1uDKvUqMvXfsQAUL18s6Kz9ysU4zc+a0WRkxXd/89SQTprH1byrGtuW79R8zePysHvdfk3nVqRUFBdPBIaCvG4vkcWyR05BURTe7TDGL0PN4/ay6Y9trJyzNvm7kBV2r93HW21HJX/eLp2OYe/6Awybp+r3Zwe5thwshOgthNgihNgSHR2onpaXGE1GmnVoTN/xz9F5QPt0F9w6vvYQ1lRfeEuIhba97svR4oOzR85zcu/pAEflSHSyaNpyXp/2ItYQS0CMOCTcRqHikQyY/hKgzlonvKx+oa99IY0mI3Vb1gqowvx35S5mj1QFlZLi7NjjHVw6E8PgdqM4e+Q8K777O8CJG4wG8ureXqZqSczWwGIxk8VM8fKqrkaVuhUZu3I4tzWviTXUQsmKxen98dM8Mzyw2GTn3/s0JyqOBAfLvll9w/bO/ehXEq749+50Jrn49MWpfDdyHuP7TOX3yX/iSHQmZ3VsX7mbXh8+xezjXzD421eTnThAyYrFeenTHoxfM5JXJj2f7MSvXorjpYaDWPn92gAnbLGZCS8c5ifkFRoRwgujAzXggaDt9bxutZVbMFIvfKfmrTYjObbrRMD2roMeC7jBmq1mGj/YwE+Z8UY4/O8xzZCcI9HJ4hkrbmjsL/rPClhrcNpdTH5dW5o5K6Q7fRRCLAe0yhyHSCl/y+iJpJTTgGmgluhn2MJ8SMf+D3PhZDSLp6/AbDXjcrpp+mgjen/8TI6eN+FKYtDHz7iYeFo/1YKajavx++QlnDp4luLlilG0TGHKVi1N846Nk2Pccz74JaBa0e10s+7XTcRdjvf7cvw+eYlmVk/cpXim/e9bTZ1yqUgsIZaAcwA0bFOPhCuJKF4lR8Sp2vZsxQ+jf/NbfDUYDUQWCaf+fdcXomvcWY1xGtIFqUlLwtdgvPG71ZYl2zVDHV63lzkjf9bMY3cmufj2/XkBWRtHd55g9sh5HNl+nEp1yvPkkI7cekdVln2zinG9p2o7YAFVb6/EyAWDA5xi3RY1sYVZNbOVgj39pfU3DS8cRrMOd7L2V21n73K4mD3qZ96Z2x9FUdi+cjcn95+hUu3yPDuiC7OG/YDBYMDt9tDwgXq8Oatv0HNlFsWraKqsJr92AxzdGXhzAjh7+Bxejzdbetmm68illK1v+Cw3GQaDgX4TevHM8Cc4fegcpSoVz5XmBZVvqxB0kemuR+5g1Y/rmT/xDw5sPoLFZkbxKpSqXILRS4f6LVSeP35Rc3yT2Ujshat+X+j4IOJFwiA4tvukZmGPlFLTiQNs/uNfOs9ZC0JQsWY53pzVL1vTNouWjuKjJe/w0dMTiTmrho5uaVCFd75/PUtPS3VSacpcwxZmpU0PbUnezBBVsnDQeLSWE7/GuSP+OiR7NxzgzftHJHeKOnvkPJuXbKd20xr8u3KXpkQxABJMJpPmzLZCzXJYbJYAR262mgkvHMrVS/EBxVTpycIO/Oplju48wdkjFwJNUSRbluzg0L9HGf30RC6evJTs6MrcUopZhyYSe+EqRUoVDioEl1WqNaiCxWoO0Juxhlp54Nl7bmjsQsUjiTkTGIoNjQxNN40zo+iZ9jdAZNEIat11a4acuNfrZfGMFbzS5G363vkWv03+E7crZespiT3REVROFtTmBVotsBRF4beJixnTYyJ71h3A4/KQFGdXMwz2n2FEl09VGzxepv7vG6JPxWiO73K6KVWpOOeOXmD64O/44KnPKFa2CJaQwFCF16NQ7Y4qGW46cY0r0XF43F41HrzjOP3vGRb0ZpFVajWpzqxDE/n6wARmn5jChHWjkvPnM4vFambYvIHYwqzYQq2YzEasoRbu7dqMxg81uGFbOw9sn+m2ZkLALalaBE5+YybOpOvqhlKq+if/rkjDiaOuHdTSKAwDNdw28KuXsYZaMPrCddZQKyXKF2XM8mGUuaWUqs0SGYrFZqbzwPY0eUQ7D/waYYXCmLjxw6BrSUlxSbzSeDCnD57FnuBQi/QSHJzce5qvh86lar1K2e7EQb3WoT8OwBZmTS5csoVZua15jRt25F0HPRYQirWGWun4xkPZtr54Q+qHQogOwESgOHAF2C6lTFfoICvqhwUZKSXvdvyYrUt3+knB1mxcjTHLh7Fizhq+fPM7rkZfxRZmo8ubj9L1rQ4Bf+SjO0/w2t1D0lU9TI3Zaua7Y58ze9TPqh5zkNmyyWKi4xsPM3/iYrxuLx63B1uYFa9HwWAUOJNcGAwCs9VM3wk9qdG4Gq/c9Xa6TTXSwhpq4fmPuvNYv/wt8B93OZ61P28k8WoSDe6vm1xTcKMoisLQ9qPZ9Me2DB9jDbUyfu0IP02attau6WYsaREeFcb03Z9StHTwycjJ/WdY8MUSLp64RMM29Wj9TEtCwmyq9O+WI1y5eJUajatRqFgkoH7eNy7axtJZfyEl3P9MS5o80tDv8zz+paks//bvoJ9FLWxhVhbEf5fpa8wMV6Kv8tf367gSHUe9e2pz+311btjZSin55r2f+Gns7xh8TcUffukBXhjdPdNPicHUDwuMjG1BZt/GQ7zZ+r0AB2wLt/HEwPb8MGZ+gJjRk0Mep/s711f/FUXhw+6fsWru+kyf3xZmpfOAR/j2/Xnp7ms0GQLCJRabmYZt6qN4FQqXLMQjfR7g1jvU/Nodq/cw+pmJQWf5GeGxV9rR97OeWT6+IDNlwCwWTl0W9GZoMhupWr8SCbGJXD5/hWp3VKH3mKf9GjUAdC79PFcuXM3UuavWr8SwnwYkL4hmF2N7TWb1j+uTP+/XmsC8ObNf8j5ej5eZw+Yy96P5GR7XbDXzh31OttqamzjtTi6duUyR0lGEhNmyNEaBl7HNTewJdnav28+Zw8FzaTPDrr/3asY7HQkOfvv8T82Fx9kj5uH1Xp9hzR45L0tOHNQY+tzRGVuX1kobdDncnDl8nhG/v8WAL19KduIA9VrW5pvDkzQXuYRBYDIbMRgNVKxZFpM5cPYREm6jVpPqABzefoxR3T6ld70BfPLCF9n2/udXEuOSWPBF4GJySjweL1XqVeLrAxP4Pe5bPvnrvQAnfu7oBW5rVjNTqa+NH2zA55s+ynYnfnDrEVb9sM5v0uJIdPL3vH84kEIP3Wgy0nPUk+nqr1zDYDRkSygrL7GGWCl7S+ksO/G0+M+X6Kdm3rgFzBw6F6PZhNftoUq9Srz/25sULh48JVFKyfJv/2bOB79w+Xwstzasygujuyc7vMIlCmEwGgIefa0hFhKvJGmO6XF7ObDpMLWaVEdKyQ9pOGKtWTRcK5e2YDAaAnRNtDBZjCheidRw5iHhwT98JrOJ0UuHMrjdKFXYyavgSHIihMDj9mKxmTmx70xAFxqTxUTRMlE0e/xO/l25i6HtP1K79SiSE3tPs/qH9Xy2biSVb8s9DZvc5MLxaE2ZBD8k/PX9Whq1vZ3mj6s56y6nm/XzN3H+eDT7Nx9m8x/b1EUz358t2OfBaDSAQfDSJ8/yaA6FsrYt24lHQx7Y7XSzZcl2v0pJIQQPPt+KP6Yv96ustljNCF8K67Wq4NDIUF4e/1yO2HwzoM/IU7D5z3+ZOewHnHYXSXFJOO0uDm49wruPf5zmcT+O/Z0JL3/J6YNnSYqzs33lbvq3HM6RHccBNaNAS5tCGA2EFwkLOu7+jYcB9Uvg1Ejzu0azDo0JjQhJVukzWYyERobQ7oVWTNr0IQmx2gUgKbGGWChSKory1csEOFxbmJX2L6W99FGhVjnGrhzO27NfJcQnRXsto+Gao0qdsnZb85pM2PABZouZCS9/iTPJlbyP4lWwJziYMvCbdG2/EbweL3M+/IWuZXvzSOTTDG3/EacPns3Rc16jRIViGWoQ4kh0smDKEkCdfXev/DLjek/h6yHfs+6XjbgcbhyJzmTdoGCt+yrWLs/s41/kmBMHNRND68nAZDERVihQ+uCF0d1p1OZ2LDYzYYXURdNmHRvz/akp9PnkWR7t15a+n/Vk5sEJN01/zZxAn5Gn4KdPFgQ85nrdXg5tPcqFE9GUrBiY+eDyhUEcqY5z2V3MGv4Dz77XheXf/q15vn4TerJ3wwH++DKw4MBkMRFRRBX2N1tV2YBgi1kxZy/z7bHPWTF7DRdPXqLO3TW46+E7kvNTi5UtwiWN9CeT1cSd7RrgTHJyx/11efCF1sRdimfAve/6urZIvB4v93ZtRuung1e2/TJhETPfmQuoKXMZzbt12p1ERIXjSHJqpqMBmgqN2cnY579gzbwNyeGtjYu2sWvNPqbvHkexsjfuONwuN9+NmMfCKWocvN69tXnp0+coV6004YXDeODZliz/Lv1Fv2st6T7sPoErF6+mWcUbjMvnYylSqnBWLiPDtOh8F9PeDLz5CgEtnwjssWuxWXj3l/9x4UQ0Zw6fp3z1MskOW0t3Rkcb3ZGnIPbCFc3tJouJq5fiNB35pdMxmtldUkoObTvG5sX/ahZ8GI0GLp+7QvehnVn2zeqAmZnZYuJunwyolBLFGzwjweV0E1kkgg6vPKj5+nOjuiXPeK9hDbUw6JtXkx/XrxEWGcq3Ryex4689XD5/hVpNbk0zjrrml4189fb3WcpckT5/b7aq0gYuDenZazeznODSmRhW/7DeL+wkpcSR6OCb936i/7Q+N3yOUd3Gs+XP7ckl/psXb2fv+sHM2PspRUpF8cqk54ksFsFvE//EnmAHEag8aQ21cG+3ZsTHJnBo29EsOXGAuEsJLPpyeZpddm6UwsULMXzeQEZ0+TS5uldKyTtz+6dZMV2yYnHN75fX4+X7D39h/sTFJMbZqdXkVl4e/1y2ZQ3dLOihlRQ0frCB2iEnFVKRVKqt3eYsqmQhlCCPsqWrlMQWZsOoschnNBuxhVkpXq4o7/zQn5AIG6GRIYRGhhAeFcaoRW8TGnE9RJFWclHqsvrUPPDMPfSf1odSlUsgDKoetVQkE17+kpnD5vrlswMYjUYatK5L6+4t0l0Mm/PBz1ly4tZQK2173pd8vnY97wtY+LqWa5sSKSWrfljH/1q9x+vN3mHBlKUB9meU43tOY7Fp58j/OWMlY3tNTjOvPz3OHjnP5sX/+um0SClx2l38/sVSwLfoN/JJ5l+ZxWLnXN79+X9YQy3JC8O2cBuVapfnoRdaZ7jNmtFs1KxSVBSFr4bM8VtEzwkatb2deRem884P/Xln7hvMuzAjy5oin/aZytzR87l6KR6Py8PO1Xt5o/lQzh4JbMz8X0Z35CnoNOARIopG+Gl1WEOt9Bn3rKaEK6jKdG163qvRKNbC08M60aLzXZrHuZxuzh45jz3BTtP2jZh3YQbD5w3k/fmD+On8dD/1O5PZ5JcpkhKTxUSH1x7SfA3g3LELHN5+jBadmzBp44eER4XhsrtwOdxcuXiVuaPn0618H4Y9NppNi//NdE/GmLOx2i8INbZuC7NispgwmgxYQy3JjQ3qtqxFmx73JO/ee+wzNH20ERabmVBfrPTB51sFXNu4F6bwyfNfsP2v3exZf4CpA79h0P0jsuScylTVbuUG124Y61k6K+t6Kkd3ndSs3HM73ezf6N+3VAiB0WSk6aONmLp9LJ36P8L9z7ak/7Q+jF87EovNQmSRCCrfViGojo3JbMQaYlE1U4L8GeNjEniyQh9NTZPsxGKz0KhNfRq1vT3odyc9Yi9cYeXstRrNr138OPb37DDzpkHPI0/F1Utx/PrZIjb9uZ1iZYvQqf8j1G1RK81jvB4vX771HQunLMXrUShULIKXPn2Olr62ZWt/3ciH3SfgcbrVvpo+LDYzFWqWY9KmD9MtDNi9fj+D24zE5XSrTwBCdeJjVwyndtNAxbjo0zEM7zCGE3tPYzIZEUZBwzb12fDb5qBZErYwK+37tuWFj7qn9zYl816nsaybvyngcT+iSBjv/NCfS6cvU71RVYqUjmLVD+u5cvEq9e6pzW1BSt8vn4/lwolLlK1WKqBs/MS+07zccFBACMYWbuPt2a+lW1WoxeB2I9mxak/QRcdqDSozecuYTI+7Z/0B3n38Y65cDMztNlmMdHj1QXqP8dfmcbtUvZtD245S7tYy3NOlKSHh/j1MT+w7zRsthuL2LXDawqxEFA2n/r11KFa2KG2fu5cyVUvRo/qrQZs4gBqyGr92BBVqlMv0teUWu9bsY2j7j0i8GpjZVe2OKkzePDoPrMpb9IKgXMDjVpsohBUKDXBS/yzcyvtPfBKQvRISbuPtOa9z18N3aI5pT3Qw/sWprPn5H0B9FC9XvQxNHmnII30e0CxXllLyfB1VUzrlwqPBqK3TnRKLzczX+z/LcEn7iX2neeWuwTgTnck3KWuohVc+f542z2Zv95YFU5YydcAszTZuj/ZrS78JvTI9pj3RwZhnJ7H2l42ar5erXibTzUKuXorj6Sp9gza4CAm3MX33OL/3+OqlOF5t8jaxF65iT3BgC7NiDbHy2fqRfuqGoNY5rPphPeePXaR6o1to/FCDAOGltb9u5KPuE9JseWe2mKhUpzzvzR+ULzNCLp29zDNV+wWkzhqMBu5/piUDZ7ycR5blHXpBUC5gMpsILxymOdM8vueUZtd6e4KDA5sPBx3zg27jWfvLRtxOD26nJ1k/pfGDDYJqThzccoSLp2ICnPa1Nm5pYTQZ2LFqr/9xUrLz773MG7eANb9s9ItJV6xZjsmbR9PyiaaUqFCM21rU5L1f38x2Jw5QqFhEsuZHSsxWU5b1N0LCbAz9sT+FSwYuxJmt5uSnqmvEnIvl1wl/MPejX4OGJ1bOWYs3yA2zVOUSfLLqvYAb5fTBs7l48lKy83ckOom7HM8nvb4ItDk8hHa9WvHcyG40fbSRpnpesw6NeeeH/snrLFq4XR6O7DjB4HYj0w2pSSn5d+Uuvhsxjz+mryAxTrv+ITspVqYITR9tGLB2YraaKV21FCO6jOOL/jM5deBMjtuS39GzVnKJEhWKYbFZAmZptjCrZlcaULMqti7fGTCLd9ndzB09n+HzBmoeF3vhqqaYlZQSg0GkpaGEMBj8MkWcdieDHhjBkR0n8Lg8WKxmQiJsjF87klKV1E4w5W4tw9tzXk9j1OwhZUplSq7N0LKKwWBg8LevMuyxMXg9HjwuL7YwK8XKFaXzwPbJ+/09bwOjn53kS8tU+G7EPB58oTUvfdrD7+Ydc/ayZgaOyWLi0b5tqZZK8Apg7c8bA7KbpCLZu+FAlrtO3fXwHbzy+fN89tK0oPo8ilfhwvFojuw47qfdkhKX083b7UZxcMsRHIlOrKEWpg38ho9XDte8luzkzVmvMGPwbBZNW47L7qRS7QrYkxzM/fAXHIlOjCYji6Yu4+05r9P00exvHVhQ0GfkuUSzDndiDbH4feGFL86tlV8LcPFUjGaTBCklZw8HX7Wv3qiq5iKeNdRCh1cf5JYGlYPOzE1mE3c8UDf59+8/+IVDW4/iSHCoqorxdi6fi+WjpycEPX9OYbFZGLN8OMXLFfWp7qkZPsN+GkiJ8to3w4zSoHVdvtz1CZ36t+fernfTd0Ivpmwbk9y/M/FqImOenZS8UOz1eHHaXSyesYJda/b5jVW3ZW3NSlijyei3iJ2S4E9KApGBNmN7Nxxg8utfM2XALL9S+JZPNKHybRUwa2TnpLQrNg2dlt8//5P9Gw9hT3D40jOdJMYlJbe/O7HvNMM7jKFTiZ48X+cNlms0G8kqFquZl8b1YEH8tyx2zaVV9+ZcPncl+cZ07e/wcc/PgzZS/y9wU8/IT+4/w4LJS7h40l+1LS+w2Cx8unYkHz45nmO7ToIQlK9ehsGzXwv6+FuxZlk8GqX1RrOROkEcAqga1x1fe4j5kxYnf+DNVjNRJQvzzLtdCI0IwWl3sm7+Jj59cZo6S5eS0IgQRi4cjNly/Uu/ZNaqgMVRKWH/xkMkXEkkvHDwytSc4JbbKzP7xBcc/vcYbpeHW++okm3Nd0tXLkmvD57UfG3Lkh0BnZcAnElOVs5Z47cg3rBNParWr8ShbUeTMy6soVYatL4tQCflGq2ebM6iL5f5LboajAZub1UHi8bNPCVTBsxk4dTl6lOAgIVTl9JpwCP0eK8rZouZT1a9R49bX+XiycB2aaDOuKs3Ct5keMnMvzRj7ZfPX2Hb8p2812ksjgQnUkquXornsz7TuHAimqeGdEzT7swghMBoNLLqx/WaTztej8KRHScKTLPk7OamdeT/LNzKyK7j8Lg8eD0KW5fvZN6nC5m8+SPCCuWu87lGuWql+XzzaGIvXgUp043rhhUKo+MbD/PrhD+SHbLBILCFWunyv/ZpHtvzgye5tWFVfp3wBwmxidz9+J10fP3h5JuGNcTKfd2ac/djd7J3w0GsoVZq3HlLQJNZp107w8XrUdLsxJ6TCCFy/JFei4xWrBoMBkYvG8aCL5aw7JvVGE1G2vVqRbtewRtRPDeqG7vX7+fMwXO4XW7MVgsRRcIYkM6C3uHtx9Sq0WvOTaodhH76eAGtu7ekXLXSmC1m4oM0yQbo9MbDabZMCy7jKlkwZakqrZBiBu5IcvL9h7/y+OsPZfvEKTRce9KjeJU09YBudm5KR+71ePn4uc/98k+dSU6iT8Uw79OFPPtulzy0jnR7gqbkuZHdKHtLaX765HeuRMdR/946PDeya7pZJUIImne8i9ta1GTTH/9iMBo0H3etIdaAlmEpKVwsgviY+MDxDYJzRy8ka1Df7JSoUEyzjN5oNnLfk80DtlusZjq+/jAdX384Q+OHRoTw+aaP2P7XHo7uOE6ZqqVo/FADXA4XC75Ywu51+ylfvQztnm+drB1+6sAZxveZpjlbllLhnwVbkvtklqpcQn0STIU1xEKPEV3TtK1Nj3v4+p25AecpWjqK47tPat7gjCYDZw+fz/YKzPZ923Jw6xG/mL8QgpIVi1G+eplsPVdB4qZ05Cf3ndZU+3M73fw97588d+SZQQhBm+fupc1zmc8CWfzVCib1m5G8QOj1Krw5s19AJkZaFCkdxakDgSJStlBrmrO81Fw+H8vJfWcoVq4o5aqVTv+AfMYPY35TqyVT3QuFENRqot1hJ7MYDAYatLqNBq3UG2vshSu83OgtEmITcCQ6sdjM/Pjx73y88l3iYuJ5r+PHQWsCpCJZ8MUSNi7aRrvnW1HvntqajrxwyUIBT2Gpad+3Lf8s3Mb+zYdxJTmxhFjUjjo/DWDG23M4cyhwvcbt9FCsbJEsvAtp06LTXexZt59F05YlV0yHFwrj/d8GZVu3nYLITenIQyJCgj72h0UGT8fKz1w6e5lls1Zx8VQM9e+tw92PNUozNnzu6AUmvfKV74t+/cs+psck6rasleGnguad7mL/pkMBs1Gvx0vNu9J3YKcOnGHIQx9y7qgqiiWEoNytpflg8ZDkrJeCwL5/DmpWSxqMRi6fi81yK7m0+HroXGIvXEkWS7v2txzz7EQSYhPTFNryuL2cPXKBs0cusH/ToaCflcvnrhBzLjbNDkEet5cm7RuSeDUJr9fLXQ/dQZdBjxEaEcJTbz/Orr/3+tlisZlp+mijHHlaE0Lw8vjn6NT/YfasP0jhEpHUbVkrS/1YbyZuSkdeqlIJKtYqx5EdJwKbw+bzlmJa7Fi9h3ce/hCvR8HtdLPiu7+Z+1Fpxv39ftAY5Kof12vmrQsBa3/ZyCN9HsjQudv0uJcFk5dw/vhFv4W7Z997It2FTnuig1ebDFGVFH1IKTl14Cz/u+89vjkyqcDMooqVK8rl81cCtktFyTFhrw2/bdZUvDxz+DymTHRedyQ6QWinHxpNhqCFSwBJ8Xb63vkW0acu4UxyIYTgzKFzlKpcgna9WlGnWU3enNmPSa9+5VPMhHu7NePVz5/PsH1ZoUSF4jly8yyo3LTph+/+8j9KVS6RLEZltppp2/M+7u3WLK9NyxSKovDBk5/hSHQmh4vsCQ5O7jvN/Al/BD3O7XBpFqUoXqmpjR4MW6iViRs/pNeHT3Fbi5o0e7wxoxYOpvOAtBdbAf7+aUNQJxFzPpa9Gw5m2I685ql3OgY00LWEWGjVvUVAGX12EbR7jpRBxbxCIrRv7EIITd2X0MgQylQtGdSGhVOWcvHkpeSbuJQSZ5KLya9/nSzd3KJTE+aensp3Rz/nl5ivGTjj5Szrq+hkjZvWkZeoUJyZBybwwR9DGDD9JWYdmkjfz3rmygxwx6o9DG3/ES83HMTMYXOJ01gszCin9p8hSaOKzuVws3LO2qDHNWnfSFPZTwho/HDmWmaFhNno8MqDjFv1PsPnDaTePbUzdNyF49HBM1uk1Jzh5leatm/Ei2OfJqxQqNpp3Wam1ZPN6Dcx87IAGeWh3q2Tm4Vcw2gycvt9t1Gj8a0BVa62MKtPpCrw724NsRARFZ58MzKajVhDrfzv635pxsjX/rpRM93PYDRwaOvR678bDBQpFYUtNPOFSzo3zk0ZWrmGEII6dwcKSuUkC6cuZcqAb5KlXY/vOcWfX61k6vaxWYoZelyeoAtaWsVC16jWoArterVi8YyVyfnFFpuZJ/73aIB2R05xa8OqmK0mTUEqRZHZtkiYWzzSpw3terXi0pnLRBaNSLP8PTvoPLA9+/45xL8rdqmtz4Di5Yvy5qx+SCkZ9MAIzh+PxmAQuJ0eWndvwaP92rLh90AdI6PJyLRdn7Dm53/YtnwnpSuX4OE+bdJdeNbqxQpqul944cCOPzp5gy6alY047U46lXw+uZvLNcxWE536P0LPUdrFJoqiEH85QQ0BpSjGOfTvUQbd/z7xlwNbtVlDLbz86XM8+ELrNG3as/4Aq35Yh8FooNVTzYPK4eYEXq+Xl+8YxNFdJ/wWCoVB8PjrD9Fn7LO5ZktB5tjukxzedoySlYr7qUZKKTm45QjRp2OodkcVfpu0mN8m/YnBaMCR6MRgNGAJMRMWEcp7898MWoyUFluW7uC9jh/7pfsZDIJy1cswffenBWaN42ZBVz/MBfZvOsSgB0aQFGcPeK1K3YpM3T42YPvSb1Yx7X/fkhSXhMFopP3LD9Dh1Yd4r+PHHNh8JGD/a1S7owoT//kg36/WJ8XbmTlsLku+VqsDi5QqTM9RT9Lqqea6E8hGFs9Yweevfe3X5MNkNlK7WU3GLBuabophWnz/0a989/5PmCwmFEVStHRhPloytEBlHd0sBHPkN3VoJbcpVDxSs60bQJHShQO2bVy0NVULNg+/T17C0lmribsUl+a5qje6Jd87cVALXV7+9Dle/vTm64DutDvVphn54O8wb9zCgE5NHreXvev3Y09wJGvGZIVub3Xgod6t2b/xMIWKRXBrw6r6TTifcdMuduYFpSuX5Jb6lQJau1lDrckVdin55r2fAnKBnUkurkbHpdnazWw1UeW2CmnaIqXMNuGizLJ5yXZ61XmDB0xP0KVsb377fHGe2ZITbF22gx7VX6V95DM8VvhZpgycleeCTfGx2sVZwmDAHh/4hJhZIotEcGe726ne6BbdiedDdEeezbz765tUa1AFa4iF0MgQrKFWeo7qqtlX88KJ6Cydw2Kzct9TgWXhoM4SJ/abziPh3Wlj7sLrzd7h6M7023pJKblwIppLZy9nyaZr7FitZuyc3HsaqUgun4vli/6z+GHM/BsaN79wYPNhhncYw5lDatMOR6KThV8sZfxL0/LUrgat62qmF0ZEhVG0TPZXWOrkL/QYeQ5x5vA5rlyMo0rdCkHzjN9qO5KtS3dkalxbmJWp28cGbYo8uN1Idq7e65fpYjQZef+3QUEb4B7YfJhRT44n5mwsUpFUrFWOd354I0vZLT2qv6JZsm22mvk97ptsUyrMK4Z3GMOG3zcHPDFZbGa+Pz01TfGpnOTCiWheuuNNHAkO3C4PBoPAbDMz9If+NH5Iu/uUTsFD7xCUy5S9pTS1m1ZPs1ik56huAUUm1lArdz7YAFtYYD5u9UZVmXlwYlAnfurAGXb9vS8gXdHr8TLs0dFsWBB487wSfZU3W7/PuSMXcNlduJ1ujuw4Tv8Ww7IULjh75ILmdrfLzdVLWc+nzy+c3HdaM+xlspiCysTmBiUrFufLXePo8NpDVG90C/d0bcb4tSN1J/4foWBPjwo4t95RlU/+epcZb8/m4NajFC9XlO5DO9OycxPW/7aZnz9dwJXoOGo3rU6H1x6icp204+KnDpxV4/MaIVGvx8v4PlNp/FADvwyG5d/+jccT2JnGnuhk46Jt3P3YnZm6ptRNmK+/AJFFc6aUPTepdkdVzh4+79dEG9R8/9JVgldI5gZFS0fxwuiMN87OKLEXrrD6pw0kxdlp1LZ+nkgI66SN7sjzmOqNbmHMsuEB25s+2ijTrasq1CyHR6Mz0DUSriRx+Vwsxcpeb7R74US0tlC/20P06ZhMnR8gqlRhYjUqNsMKhfrlyBdUnhryOBt+3+yXV20NtfJov7Y3lBmSX9m4aCsjuoxDSvVmNeeDX7ivWzPemPZi8qKnoihsW76LI9uPU7pKCZq0b3hT/K0LEnpo5SaiXLXSNGhdV5Vb1UB6FUJSVSPWaVZTU5DfYDRkSN0wNS+N64HZ6j8/MJmN9JvYM9Nj5Ucq1irPuNXvU7dlLawhFoqXK0qvD7rx/IdP5bVp2Y4jycnIrp/iTHLhsrtQvArOJCd/zV3L5j+3Az5RrUZv8X6nsXz9zveM7TWZZ6r24+KpvAsz/RfRHflNxtAf+3PHA4EZMmaribvaNwyYNd79WCNKVS7hV+5vDbFQt0WtLLXNurfr3Qz8qi+lKhVHGAQlKxZn4Nd9ad09682R8xvVGlThk7/eY2HibOacnEKHVx+6KVPydvy1WzMTxpHoZNm3qwGYOWwuJ/aexp7gwOvxYo93cPn8FT5+7vPcNvc/jR5aucmw2Cx8+McQpg+ezfwJf2C2mnE73dzWvCYDNdqGmcwmxq8dyY9j5rPy+3WYzEYefKE1j72Sdbnf+7o1474CpjKZE7gcLtb8vJHTB89SqXZ5mj7W6KYLOaycszagiYviVdj19z4cSU5dRCuXuKH0QyHEx8AjgAs4AjwnpbyS3nH/hfTD/EDc5XhO7DlN8fJF9XLqXCb6dAyvNHmbpKtJ2BMchITbKFQ8kgkbPshUq7+8xJHk5IlSzwdIEdvCrAz9cQB3trudjsV7aqp7Gk1Gfo2dmWfNzm9Wcir9cBlQR0pZFzgIDL7B8XSykcgiEdzWvOZN78QVRWHHqj38NXcd549fzGtzAPjspWnEnr+S7ATtCQ6iT8UwdeA3eWxZxrGFWhny/etYQy1YQiwYjAasoRbu7dqMRm3rA9DyiSaYLP4P9sIgqHlXNd2J5yLZVhAkhOgAdJJSprvqo8/IdbKL88cvMvC+d5NnhR6XlzY97uHVyS/kWdxaURTaWbtpNiW2hlpZmPBdHliVdWIvXmX1j+s10w/jYxN4tekQYs5exh7vwBZuwxpiYcL6UUHrHXSyTm6IZvUEfsjG8XR00uW9jmOJPnnJL697+Xd/U/vuGrTu3iLP7Ap2DymIa6JRJQoFbZEYERXOlzs/YcPvWzi8/Tilq5Sk5RNN9Nl4LpOuIxdCLAe0bq1DpJS/+fYZAniA2WmM0xvoDVChQtqFLTo6GeHcsQuc3H8moDjHkejkt8//zDNHbjAYaPzQHWxctM2vQ5LJbKRFpyY5dl6n3cnqHzdwcOtRKtQoS6unmhFWKO2+qtmByWyiece7aN7xrhw/l4426TpyKWWanQuEEM8CDwOtZBpxGinlNGAaqKGVTNqpoxOAI9GJUSM9DtT85rzktS9e4NWmQ4iLicdld2EJsVCsTBFe/OSZHDlf7MWr9Gv8FvExCdgTHNjCrMwcNpcJ60dR7tYyOXJOnfzDDYVWhBBtgUFASyllYGNJHZ0cpELNslhCLAFZFWabmZadc27mmxGKlIpi5oEJ/LNwK6cPnKVSnQo0alc/x7TLv3zzW2LOxCY/ATgSnTiTXHzS6ws+XTMiR86pk3+40Rj5JMAKLPMtLP0jpexzw1bp6GQAo9HImzP78X7nsXjcXrxuL7YwK8XKFaXjGw/ntXmYzCaadWicK+da/9vmgEbXUkr2/nMQl8Old7W/ybkhRy6lzHwTQB2dbOTOdrczdftYFkxZSvTJS9zxQH1aPdUMa8h/qxBFqwIT1AbkwlAAV1h1MoVe2alT4Cl7S+n/fCPn1t1bsHDqUtzO66JpRpORhm3r33TVpDqB6ForOjo3Ac+N7ErV+pWxhduw2MyERIRQslJxBnypRzr/C+gzch2dm4CQ8BAmrB/FrjX7OLrzBGVvKUWD++vmi8bQOjmP7sh1dG4ShBDUbVGLui1q5bUpOrmMHlrR0dHRKeDoM3IdHZ1cJ/bCFb4eOpcNv23GEmLhoRfv54mB7Qt8c+68Qn/XdHR0cpWkeDsvNxpE7Pmrybnvs0fMY+fqvYxc8JbuzLOAHlrRyRLHdp/kj+kr2LT4X7xeb/oH6Oj4WP7t38RfTvQrYHI53GxduoMORXrw/Ue/kl2qrP8V9FufTqbweryM6jaeTYu3IRAIo4HwwqGMW/3+Ta97rpM97F67D2eSU/M1R6KT2SN/JjTCxqN9s96l6r+GPiPXyRS/f7GETYu34Uxy4UhyYo+3E3PmMiOe+CSvTdMpIJSvUdavR2xqnElO5oz6JRctKvjojlwnUyyaugxnkstvm6JIju06xaWzl/PIKp2CRLvnW2Eyp53ffiU6LpesuTnQHblOpnClarR7DYNBBDTh1dHRoliZIny8YjgVa5ULuo8uvZs5dEeukynueaKp5mNx4RKF9Bi5Toap3ugWpu/+lLfnvI4lxF+Z0Rpioc+4/7Z2TmbRFzt1MkWXQY+x9tdNRJ+OwZHgwGIzYzAaeOu7V/OsR6ZOIIf/PcaK2X/jcXtp2bkJte+ukS//Pvd2vZvCJSL5+p25nD50lvLVy9JzZDfq3VM7r00rUGRb8+XMoDdfLti4nG7+/mkDO1btoXSVkrR57l6Klo7Ka7N0fMz54GfmjPoFt9ONlGANtfDAs/fwyqTn89o0nRskWPNl3ZHr6NxEnD9+kV61Xsfl8F+vsIZaGbtyODXurJZHlulkB8EcuR4j19G5idi4aBtohFBcDhfr5m/KA4t0cgPdkevo3ESYrWYMGh2BDAYDZpveYOJmRXfkOjo3EXc/1gipBIZLjWYj93VtlgcW6eQGuiPX0bmJKFQskkHfvoo1xEJIuA1buBWLzcxL457Vc7NvYvT0Qx2dm4zmjzem/r1T2bhoGx63l8YP3k5UycJ5bZZODqI7ch2dm5CIqHBad2+R12bo5BJ6aEVHR0engKM7ch0dHZ0Cju7IdXR0dAo4uiPX0dHRKeDojlxHR0engJMnWitCiGjgRK6fOG2KAZfy2og8Rn8P9PcA9PcA8u97UFFKWTz1xjxx5PkRIcQWLTGa/xL6e6C/B6C/B1Dw3gM9tKKjo6NTwNEduY6Ojk4BR3fk15mW1wbkA/T3QH8PQH8PoIC9B3qMXEdHR6eAo8/IdXR0dAo4uiPX0dHRKeDojtyHEOJjIcR+IcROIcSvQojCeW1TbiOE6CyE2COEUIQQBSb1KjsQQrQVQhwQQhwWQryV1/bkBUKIr4QQF4UQu/PalrxACFFeCPGXEGKf73vwWl7blFF0R36dZUAdKWVd4CAwOI/tyQt2A48Df+e1IbmJEMIIfA60A2oB3YQQtfLWqjxhJtA2r43IQzzAACllTeAuoG9B+RzojtyHlHKplNLj+/UfoFxe2pMXSCn3SSkP5LUdecCdwGEp5VEppQuYCzyaxzblOlLKv4HLeW1HXiGlPCel3Ob7OR7YB5TNW6syhu7ItekJLM5rI3RyjbLAqRS/n6aAfIF1cgYhRCXgdmBjHpuSIf5THYKEEMuBUhovDZFS/ubbZwjqI9bs3LQtt8jIe/AfJLDtPOh5uf9RhBDhwM/A61LKuLy2JyP8pxy5lLJ1Wq8LIZ4FHgZayZs0wT699+A/ymmgfIrfywFn88gWnTxECGFGdeKzpZS/5LU9GUUPrfgQQrQFBgHtpZRJeW2PTq6yGagmhKgshLAAXYHf89gmnVxGCCGAGcA+KeW4vLYnM+iO/DqTgAhgmRBiuxBiSl4blNsIIToIIU4DTYBFQogleW1TbuBb5O4HLEFd4PpRSrknb63KfYQQ3wMbgOpCiNNCiF55bVMuczfwNHCfzwdsF0I8mNdGZQS9RF9HR0engKPPyHV0dHQKOLoj19HR0Sng6I5cR0dHp4CjO3IdHR2dAo7uyHV0dHQKOLoj19HR0Sng6I5cR0dHp4Dzf/FC4T5mcpoYAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : blobs\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"3 clusters in blobs mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"3 clusters in blobs mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"3 clusters in blobs mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"3 clusters in blobs mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"blobs\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b95ac57f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/1-2 kmeans.ipynb b/1-2 kmeans.ipynb index cf78081..17c293b 100644 --- a/1-2 kmeans.ipynb +++ b/1-2 kmeans.ipynb @@ -16,7 +16,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 1, @@ -631,7 +631,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/3 agglo.ipynb b/3 agglo.ipynb index abbad4d..cf5d523 100644 --- a/3 agglo.ipynb +++ b/3 agglo.ipynb @@ -2,13 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 54, + "execution_count": 30, "id": "13b7eb33", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -20,7 +20,10 @@ } ], "source": [ - "from sklearn.cluster import KMeans\n", + "from sklearn.cluster import AgglomerativeClustering\n", + "from scipy.io import arff\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", "\n", "### 2 Clustering aggloméré\n", "\n", @@ -34,7 +37,7 @@ "npliste = np.array([x for x in liste])\n", "\n", "# Calcul les clusters pour le nombre attendus de cluster\n", - "pred = KMeans(n_clusters=3, random_state=0).fit_predict(npliste)\n", + "pred = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", "\n", "# Affiche le résultat de la clusterisation\n", "#plt.figure(figsize=(10, 10))\n", @@ -46,13 +49,13 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 21, "id": "e576f7bc", "metadata": {}, "outputs": [ { "data": { - "image/png": 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omfE89uJP/DpjFV7dJ9sbt5bw5ZSFnH7ckLDZlBBnoarG2eS65u8Fm5i9YCNDBnTE7nBhNmn8vWAjDqebkQd0IaNDQmgMbiFt5xtuEC6Hi+lfzWHj0i106d+RQ884CGuMhdoKe1jtkrrk2hf/wyGnjQLglOuPY9LzP+J2eVAUgaIqXPXcxXjdHq4/+B5W/+PbCAXI6p7Bbe9cw8BD+obzKbSInc6dvLz+NbbZtyGkglOG/+6oITSh4dbrj5opdpbg9DqxqJYQWxUc1m4sZNrM1btFfBduj5dPvw9frkhltX+fD12X3PHfSaiqQJege3XMZg0hfH+74LQDueiMg4Nsbctp90K+dPpKfnn3D5wOF8PHD+aDB7+gqrwGR7UDa6yFt+/+hBfnPM5vn8wIt6m8c88nHHLaKCp3VpHZJZ0TrjwKl8tNesc0EjvEM+3Dv3jp2rfx7nM7mb+hkDuPeZSX5v6XrgNaz22kW3ezvGIFP+b/zLrq9ciw36g3jYLC4WmHsaBsIaXusv3+LpHk2bfTPa5bGKwznvnLtuKJgH2jlqBLie7597O15+bsR5P+YfigLgzonR0O0/ymXQv5u/d9ytfPTsFl992CzfhyNvoeKwtHjROXw82L17yFKQJqNeSty2fez4t46PRnAPB6PCiKQkaXdAo3F+FqJBnJ7XDz8aNfc/jE0XhcHoaOH0R8clyoTA+YFRUreXH9Kzi9zrBtZO7KONz1rz+YhInNtVuo9tTU+3eJ5InVT3N9j2sYmNT6feUJsVaECN3WjBBg1lScAcahNxeny8OPfyyPeCFvt5mdBZuL+OqZyThr//Wj6fr+n0bdq/PPT4s45uLD0czBu+6pmoLZ2vjFIj4llvtOfAJnrRNnrROPy4vL4Wbb6u2NijjUbUh9NZunLnqJpy95hdPTL+Ge4x9n6fSVhKNMQ2NUe6p5ft1L2L12Q0S8X3xfTMKEoOkMPxWVbGsWPeN6MCH7eDItGQHdCTilk3XV63FJV4PHuHQX72/5KOJe9+YwamhXv17XhDgLmqrQ0iTLxHgbN112JEeM7t2ygfxESsIePukP7XZFvmDqEoTi33VMUQQjjh1CUnoCJXmlzZpPKGK3z7o+vF69yVRie7UTbwsy3KQuqa3819f/z0+LWPT7Mg46YQT3fHYjip+vRzDQpc6qytWsrV5HkaPIUDfKqqrVHJ95DD8VTm20AJYqVGLVWK7ofhnfbZ/Mj/k/NXp8SyhxluDUna2qlvnuGim/+8IKhwzoyI6CChRFoNcTDrsnEt9qupGvgF9oqsKEIwZSUloDBH+z22oxheyi0RLarZDb4m0ofi4PRh4/lKrSamITY5ot5I2JuO8A8LgaFw2P0/iVgdvpYe6UBfz93TzGnHKg4eP7ZYPu5uEVj5Fn346OjoJiqDtFIvmh4Kcmj0s2JZNlzeTJ1f+H3WsPuk/eVNdhSErJvLL5/JT/C5XuKgYmDuDEnAmkmCOrqfDNj3zFinX5eOoWE3MXbfb73Co/Nx+boqLawdpNhXz/6xJDxmsMi0ljYJ9sunbsQEWVncT4yC0t3W6rH9qr7ZyVfblfJWf/88S5vHP3J02LcStm9MkjefCb28Iy939XPcXqCA4lDAYCwRXdLmV4yjCm7PiRHwt+xlnXrUhFJUaz8djAh0k0hT9LV9cl9z3zPX/NWRduUwBQhEAPkm4JAb27ZZCXX47d6cK7x51GcmIMN196BIcfHL4VekPVD9uNkEspmfbRdL57+WdqK+0cevoo+ozswSNnPYvL3rA/c7f7r+1qOACpWck89O3t9B7RI6TzFtgLuGPZPSGdM1LwlcpVcEvPfi4cTWiMTz+CEanD2Vi9iVRLCoMSB6Ipob2JLquo5fGXfmL2wk0hnTdSEcBZJwzn2ovGhmf+9i7kL1zzJr9+8JcvIxLQzBoWmxmn3dmkS6NdIMBiM/PA17cx4ugDgjaNLnVWVK5kW20e6ZY0djp38sm2zw0bX9B2rrkWYQbhe81UoWFVrdzb707SLGkhmX/q9JU8/tLPrT680GgUAVkZSXi9OmNH9eSC00aRECK3S7sR8qJtJXzz3A+smrueLv07cvrNE7DYzFzc54YmIzuiQHb3DN5f91JQxrZ77Ty+6kmKHEW4dQ8mxYQiBHavo15/tE2x4pYePNL/vQGzMHNo2hj+Kp6BlBIPkR9x4C8CQbYtm2xrFtvs28i15XJSzgl0iulo6DzLVm9n8rSl/PzXynojuYwklKGLwcCkqaQmx3LdxWOZv2QrmqYwdlQvBvXNCUoDmHYh5FtXb+e6UXfhcrjwuLwIRaBpKkPHD2LJnyt2r8ZDiSXGjMvhRuoSzaSiqArn3X8GB50wjMsH3xpxfnehCL6r+ACbQSU+danz4eaP+bP4L/QA18o39byeWTtns6h0MW78uwif1+lsUsyp/Jz/C9XeagBKXDtx6Y24z1oZe8a3mxQTt/W+mV7xPQ0Z++UP/mLSz4twBGFjfV8UIbj5siPISk/klke/btlYim88TxPRM6Fgl5/9hYfOIsZmNnjsdtAh6IVr3qS2yr7bVSJ1idvlYe6UhWERcQBnretfsRZw6JkHc/adp9ClfycGjOkTFpsaQ+qSywffwgtXv0ne2h0tHu/hFY/xe/GfAYv4uR0nkmhK5NxOExmWMszv8z7a+ikvrH+JtTXr2OHIJ99RgNbGgrN23b3sqt/y3qYP2Fabh0dvnvg6XR42bi1m8cptfPOT/yJuayLvoSmsVhNjRvbgj9lraWmj+0F9c5l40oiA4tRTEmNaNmkDSAmrNxRy4n9e5bWPpuNwBt8T0CZW5EXbSnjwlKdY1wo2ZBRVMPGOU5hw5XjuOuYxtqzMC7dJ9aKovgSlx6bczaBD+zVrjLc3vsv0kpnNOlcVKhoqLukmTo2lVrcHLaa7LaDh6+06Ln0sZ3Y8vcFN0a07Spm3eDMxMRYOHdmDn/9awWsfzUAIgcPp9tuVotTlRbREPTRNoUNyLGUV9hYn3aQkxVBWHv5qi/tiNqn07JrOa4+fY4irpc26VqSUXNznevI3FkVErXB/2FVPPJDXXghQzSoeZ2jFLKdnFu+ufh4hBFJKireVYI21kpAa3+h5m2u28PDKx6LiGwZi1Bju7XcXObZ/08qllLz0/p9M+nkJIFFVBW/d9yXQtmtRAsNmNfHknacYUi63ISFv1fecUkp++3g6xdtKAxNxg0Ib+h3Ui8wuaWxdtR1bgo3Vc9fj9uM2Sm9GdqaUhKWMbuHmIhZOW8pnT37Lilmr0XWJIgT9x/Th7k9u3K8bkUf38FP+L/yQ/2NUxMNErbeW59a+yFODHt+9Cpy/dAvfTV36b5u1qHiHDJfby+qNhUGte94qfeT5Gwv55PFvODPrUp666GVcjgA3soy4CRFQWliOV5dc9/KlvoeC3KzbG4Yvn8ft5e7jH2fx78txOz143V7cLg/Lpq/kjvEP73dX8eqGN/h+xw9+d6CPEhyKnUU8tupJllUsB2DK78tD4quF4H8PWhsWk0pWenDrmhu2IhdCqMB8YLuUcoJR4+6JlJLnr36Dqe/9iTsEu+qNGwMFG4so2FjEjK/moKgKnlZQXKc51HcH4fXo5G8qYs289fQZ6YuYKLAXsKR8Ke4QdrCPUj8SWFe9jhfWvcwpOSfhaaRTjpGYTSonHTWIn/9aaVhafmtGUQQ2m5kxw4ObaGfkivwGYJWB4+3Hbx/P4LePZoRfxPdB9+ptVsQbQ1EExdt27v59WeWKJt0pudYcErTG/eutCYHAolgYkex/ZE0ocekuJm3/lsPG9MBqCY0ndfTwHpx78siQzGUkihCG3010zU3linPG8MtfK9m4tdjYwffAkHdWCJELHA88BtxsxJj18f0rP4ctjNBIhCLqCnaJ/ZpAtCbcTjc9h/kaJJS6yvhi61dNFrvKc2wPhWkhQ0GhZ1wPhqUMY3GE3o2oQiO7r0KvbhksXRXc19/l9nLHE5NwRthiS1XFXnVT6mPIgI4sWLbV0Hnziyt57p0/0HUdKeGgod148OYJaC2Nt9wHo0Z7DrgdGv4WCyEuF0LMF0LMLy5u3pWpLYg4gBCCK565ED/KOBuGoimoJtXQMW1xNlKyfBX6fsr/pdEa3G0VL17WVK0h1ZwSsZu7XuklyZJI906hSe2PNBEHmhRxgLTUOJINji2vtbuotbtwOD04XR7mLNrIt78sNnQOMEDIhRATgCIp5YLGjpNSviGlHC6lHJ6W1rwP1GFnHhTU5g6hQlEF7977aVA3L00WDc2sYY21YI21kJKZjGLwKsDlcPHX538DsKayfVUv3BNVqFgVS6MNFnrF9iTVlBJCq3woKGRaM8ixZWOzhb/LVTBQW9qtoo6f/1xJZXVwe/M6nB6+nWp8CV4jvtmjgROFEJuBz4BxQoiPDBh3P0694XjikgK/YiqqgqIpQal90ByS05P86qrSEroO7MQzfzzINS/8h6emPUCnPjm4Da4146hxMuvbuQBkWNMNHbt1Ifgh/ye8NHxhvqLHZTw+8BG6x4auV6cmNDrHduKWXjcCcMxh/UM2d6jomJVs6PPyZ+XeUtxB2E9rsZBLKe+SUuZKKbsAE4HfpZTntdiyerDF2Tjj1hNRtcBcBLpXR/foEdFaS1EVLn3qvMBDJgNk49KtZHXL4JiLD6fvgT3p2Cc74NetKYQiSEpPAuC47GODfnGq14YwzLknZsXMMZnjWVi2qNHjphfPwKpZub//Pbwx7BXOyD01qHZlWjJ4fODDPNj/PpLMSQB069Qh4N6TA3tnRexKXgj4v3tPY9O2knCb4jdmk8q40caX5mh1ceTjzh5Tr69XM/nK0ob5e904As6+8xQWTl2yO6suWJgsGhuWbAF8YZux8TbDN1ZNZo0JV4wHoGtsFy7v+h+UEH6kMiwZYW28kGvL5Yae15JsbtplMrtk7u6fLaqFCdnHc06niXu9XgKBhkaOpWWNfi2KmVNzTybDmrHf3x66eQLxsRa/u2MtW5OP3b73nZzZpGIxa/u5NEJ9wyslXHvfZ6zeWBDaiZuJ1WIiKz0xKBE9hn7rpJR/BiuGfBcdclK55a0rMdvM2OKs2OKtmG1mbnv/Gl5b9DSd++U2e+ymema2FGuMlZHHD+GPz/8OetVDe5UDR40vKee5q97gk/9OMnR8RRFc9/Kl9BjSdfdjB6cdxJvDX+WyrpdwSvZJJGrBTYIochZxRPpYTCI8K8Y8ex6Td0xhfumCJqNVSt2lOLx7J0l5pRdVqCh7/Dch+/hmld41CzMWxYxJmDgodRQjU0bUe1xGhwQ+fP5izpwwjF5d0zlsVE/SUuICmktRBC8+fBZXnn8oWekJKIovbC87I/QX1ZLSavQIr8yhKoIBvbK49fIjefeZC4iLtRg+R6vcORx39iGMOGYI837y3c6OOHYI8cm+D+OJVx/Li9e8GfCYqknB6zb+E6GZVExWExabhXs/v4ltqxquKKia1AY3QFWTyrn3nsbWlXn8WbfB2BRfP/sD6Z068OMb05pl+54kdIinpqIWgIGH9OXuj28gOSNpv+M0RWNM2mgAhiQP5r+rn8btdQelLrhE8lfxTCyKBbc3PGF//rao80ovL617lRNyjqdXXE+KnEV8k/ftfheAKfk/+jWeQNA9rjsDEvpxVOZ41latpcpTRa/4XmTWsxLfkw7JcVx74VgA7A4Xx5z/ol9z7kJVVWpqXcyat4GSsprdhba2F1Q0et6tlx/JtJmrWWxgobhAlkOKIuick0JNrYuSsuqg11oHyE5P5KZLj+CgYcHdG2n1RbP2xVHr5KTECwIuoKUoIihvbEpWIoecehDxHeKIT4rjw4e+oLq8dr/jVJOKoohGk50sNjOvLnyKKw64za+aLkIIhEKTHc6bQjOpfFX8DrpXx2IzY7b6X2PZ7rXzd8kcPtnyWVDEfFfVv0iM364PkzCRY8umb0IfphZO2y9kcVet8aZINCXywpD/tdger1fnqPNeCKj6oCLgkrNG88HXc/wuuGWzmhg1pCuzF25ESkmMzUx1rQt3iMpO2KwmHrjxeMaM6MGMf9bzyAs/UttYi8dmIoDEBBuZaQlcOnE0o4YaK+BttvphfayZt47rD7rH/5KcqoKqKkHZTQb8KtJliTFzy9tX8+xlr+G0O+sVX1VT6T64C6k5Kcz7aSGeEHwJhCI47aYJXPH0BS0aZ3XlGp5c/X9NJgwFioKCWTG3utou/gp2fSgoHJ05nomdzjTElmff+o0fflsWkJhrquJ3CziTpmAxm6h1uHZ/J00mlYwO8Uhdsr2w8ZV8SzGZVDokx2E2q2zdXkp8nBWXyxuU2jNmk8pV5x/GGccPNXxsaCeNJXbRe0RPvq34gAsfOov+B/cmJTOp0eN1r254jPVe+PF9Pev2kzn8rNF8vuONBhsgez1e1i7YwD8/Ni3i/m5mASCo9/mbLCbSclM5+65T/B+rAfok9ObFoc8yMHHAXht8pjrvXnN3J3R0nHrrSxRrSSVvVaicnHOiYbZce+FYDhvVE7NJxaT53hu1Lvu4ofclkD6eKcmxuNyevRZWbreXvPzyoIu4ogjcbi8FRRVsyStFSqiscqDrOnGxFqwWE5pm3HdfUQQmgxPv/KFNrsj3JX9jIf8ZcFOjcdTWWEtYM0dVTeH2D64jvWMHnrn0VfLWtLw7jz/EJcXy3MxHeOn6d1gxczWyzpbMLumMO2cMJ159DHFJsYbO6dE9OHQHJc4SylzlJJoSeWfTexQ4CpHIgHp0NoSCYvjqP1I4IHEwN/W+3vBxyypqKSypJCstEbfXy9nXvo29Dfe5tZhVXnn0HJasyuP1j2cE3NzCbFL3cy1ZzBpfvXYZyYnGfmd20SbrkftLVrcMbn37av577vMNHuNxeYlNjMHr8eJ2upESElPjKSsK7ophF16Pzv9d/DJCUXAFwXdXH0IIBh3Wj879OvL0tAeoLK3CUeMkLTc1qMlTmqIRp8QRp8XRpe7z/ujAh9hu38GSsqV8mfd1i0W4rYq4WTFzXPYxQRk7OTFmrxT1SI7kNQbBxm3F/PjH8oBFPDUplksmHszzb/+OWnc3q+uSe68/Nmgi3hjtQsgBcntl7e5yUx+WGDP3fHYjVTurKSusYMAhfZn3yyLev+/zkNnocXlC2lHcbDNx/v1n7P49ISWehJTwVSbMsmbyeMGTrUqETULjpJwTmbxjSlBcPKLuP5NiQhUK53Y6h97xvQyfpz7GHtybqdNX4mlGI5RgYNIU7r3uWF77ZCb5BrhknC4Pj7/0c8DfObNJ45qLxnLUIX05dGQPZi/YhKIIDh7enYQ4Y5qWB0q7EfKeQ7uR3qUDhZvqL9jlcrrpOrAzHbJ9yR26rvP8VW+E0sSQibhQBL1H9OCq/124Vxx4uMmzb8ejR96tvIKCKtT9ImO6xnTh8u7/Ic2Sxtyd/7DNblxYnUmYGJw0iLHph9IppiPVnhoyLOkN9uIMBtdccBjLVm9nZ2k1tRHgYjnt2CEcMaYvb3zSvD6w9eHvd04RApvNhNvt5cwJQxlf1zg9OTGW48YNMMye5tJuhFwIwYt/P85Nh9zH9vV7Z4JZbGZGnzJyt4hvWZXH7Uc8RGlBedPjqr4VU2vpFyqE4PjLjuSGVy8Ptyn7YRYm9Ahrn2tRLKSYUnDpLmq8NTh1J5nWDM7uNJHBSQN3HzcseaihQj48eShX9vj3PQpHBmtivI0Pn7uY2Qs2smFrMe9/NSdk4YL7YjGp9O6eCUBMjPEJNU1hMqk8eutJ9OyaRlKCsRUSjaDdCDlAckYS7619kQVTl/DmnR+xadlWbHFWTrjqKC586CzAtxK/Y/zDfom4yWJCUQXOEPm0jcBsNXH85ePDbUa9ZFgzSDWn7N70DDdmYUYiyXfm+35XzPSN78NtfW5GEQpOr5MZxbP4teg3ChzGpomf1/kcQ8drLpqqcMjIHhwysgfrNxXz55y1YbHDq0uefv1XnnptalgySOPjrIwY3Dnk8/pLuxLyXQw7ajDDjhpc79+Wz1xNRUllo+fHJNhwuzx07pvL1lV5xvQADQEmi8aVz14UUe6UPRFCcGPP6/jv6qewexw4pc/nrKAgEI1WFzQKkzChChVN0XB6nbj3cPW4dBcbajayonIlRY4iPtn6uSERNvtyaddLiDMFljYfCi4/ZwyzF24MeGPQCDxeHU/dgmnDluAWyRJib5eLxaxxxnHBiQs3inYp5I1RXV7TaIy2UASXPXkew446gJsPuw9XBPgO/cFsNfHRplfqTauPJDJtmfzvgKdZXrGSclcZ1G1QZ1ozeWL1U0FdqWtoDEsewsEdDmK7fQdf5+1fn8apO5lePIMFZYta3EhCQ6N/Yj/SzB3IdxSQYU1nQvZxpFpSWzRusOiUk8JzD5zBM29OY/1m316TpiqYzSpS+rJE/c30jFQ0VTBkQCeWrMzDVBdeOP6Qvkw8cb+Iv4giKuT70O/gXo2usKUumf/LYjSTRnkTO+eqSSU+NZ6KooqgF8naF6GI3XNaYixc8X/nR7yI70IV6l7+Z/DFnmtCC2oqvo7OyJQRDE4aRLWnBlWo+624NTQWlS0xpBuQSTVxTY8rsaih9/k2l4F9cnjvmQtxu724PV6Wr9mB2aQyoE8O/yzexAvv/kFefnm4zWw2vbpn8Oz9Z5BfVMGOwgo656bQITny7o72JSrk+5CYmoDJamo0eWj7ugKmvv9nk9mVXreXcj987UZjsZkZc9qBrFuwkdTsFM66/SSGja/fldRa0BSNQ9JGM7N4Fq4gibmOjrtOuIcmHcBb+jv7HePFa5gr7bbeN7cqEd8Tk0nFZFIZeUCX3Y8dPKw7vbplcPqVbzQZsijErrK3walx1Fxirb73Iys9kaz08JVIDpSokO+DEIKzbjuJT5+YVG8lQlVT6T+6D3N/XBgG65qm98geXPfifxpM82/NnNNpInaPndmlc5s+uJn8UfQnqlDY6SxFFSq63F+QjHDvDEwYQPe40HULChUdkuMY0r8T85ZsbvQ4s0nj7quP5onXpkZM9qgATjxqULjNaBZtstZKSznv/tOZcMX4/eqPCCGwxJgZe9bBlOTtDJN1DSMUwbPTH26TIg5gUkxc2eNyru5+JSYRnDXI6qo1vLT+VT7d9nlQ3DgCgVWxGlbwKhJ57LYTMTXRjcrt8TJ9/vqgN1gJhCEDOnLoyJ7hNqNZtItaK82luryaSS/+xG8fzaCytIpBh/bjP4+fw9fP/sAUA2p8G42iCL6r/BBrGOJsQ83qyjV8lfcN+fZ8Mm2ZnJxzInN3/sOMkllBnTfQGi5mYWJw4iBqdTsV7gq6x3Xj+Kzj2nyP07/mruXh537E4/HibcB1kpuZxNABHZn827KQZjTvidmkMmJwF046ahCjhnQLrNhcGGhXZWyDzbUH3smaeRvCbcZ+9BzajVfmPxluM8LK1pqtvLv5QzbWbAyrHWbFTI4tm2Mzj2FkyvCIafwdSrbuKOWrKQuZ9MuSektjjDygC2dNGMYd/50UUDVFo7CYNW76zzgmHNl63CntumiW0XQ/oCtrF2ygHvdp2LDGWrjl7avCbUbY6RTbiQf638M3ed/yU8EvuHRf7LGCQqwWS5Wnqlnj+ls/XBMaZsXMg/3vrbdnZnuiU3YKN192JBXVDmb+s36v+HOLWeOCUw9k5br8sNimKILzTh3J8UcMbPrgVkBUyJvBGbeeyO+fzNzdEzMcmG0mkjOTiU2wMfrkkUy4YjwpmclhsyfSODX3ZAYnDeLvktl4pZcDU0fyR+GfzC2b16zxmhJxFZWe8T3oHteNozKO3N25Pgrcfc0x/M88jV9nrAIgLtbCjf85ggP6d6SsshazSQ3ZijzWZmbsqJ5cc9FYEuJsIZkzFERdK81kzfwNvHTd26z+Z13IMztVTeX5WY+22U3NYODW3Vy36CbsXntQxj8i/XAu6HJeUMZuKzicbqprnaQkxu72RbvdXk6/6g12ltUEff4jRvfmoZtPCPo8waRddQgKBb2Hd+fF2Y/z6vynMNua38W9Id+poiqYLCbEPpsvqqby2JS7oiIeIIvLl6AHqd26WZg5u9NZQRm7LWG1mOiQHLfXhqLJpPLa4+eQnZ4Q1LlNJpULTz8oqHOEk6iQt5AeQ7oy5tRRmK2Bi7lQ9q+PLoTAZDUx8a5T+GTrqww+rD8miwlrrIWEDvHc89lNrT65JxyUucqDUuc8QUvg3n53YVKafzFv72SlJ/L+sxeRm5XUonFMmorFrHHp2aM54/ihmOtarnXvnMbzD55Jt04dDLA2Mom6VgxA13Wmfzmbn97+HXu1ndjEWFb+vQan3Vf0yRtAYX6TRePJqfcx8JB+ux8rKyynuryG7B6ZqGro+wG2BTZVb+bx1U/u3vxsKT3iejAh61gGJw1CEdH1kBHU2l28+uF0Jv2yuMljTSaV/r2y2LC5mMQEG8cc1p8hAzrSo3MasXuE3+q6jPiQwkCIRq0EEUVRGHvWaMaeNXr3Y7qu47S7eP22D5jy2q9+j6VqKgmpe3fpSc5IajV1UiKVrnFd6J/Qj2UVy1tcsTDTksHdfW9HFdGLqpHE2Mz8Z+LBfDd1MU1l7XfJTeWlhyc2OWZbEvHGaPFSQghhFUL8I4RYIoRYIYR4yAjDWjuKomCLtXLS1cegWfa/XgqTApb9X/6E1Hg69c0NhYntjut6Xs3Ejmf6Ou3QPBG2Klbu63d3VMSDRFJCDCc04ToUAl58qO1mxjYHI+4JncA4KeVg4ADgGCHEKAPGbRN0HdCJa1+4BLPVhDXOginWhB6rsvOBrjh629CtClKAyWYiJsHG/V/e0i6TR0KBKlTGZx7BU4P/y9sj3+CuPrfTOaYTAgEOBW+pQHppMApJQeH6ntdEZK3wtsQtlx3JRac3LCEJcVbiYsPTGzNSabFrRfqc7NV1v5rq/o+ccmYRwPGXjSdxXCfuePtdHJqX2gExYFKovb8LlhU1mFfXYk2N4YeHHyAhKSoSoaJPQm8uUC/jlmvfxOlwAxKtp4uUm0sR++xdCgSXdr2Y/on96h0rinEoiuCiMw/m658WUVWzf0PrIf07hsGqyMaQXRohhCqEWAwUAb9KKfcrTyeEuFwIMV8IMb+4uP4GyG0Vu8fNjSsnUTrCRu2QODDVvexC4BwQR9Xp6VQekcRXxUuZXbQRbySljLZxPnn9D1zOXT5zgWedhbLnUtAdAt0u0B0C6RbwcwbzXy0iP680rPa2B6RzFkrFlVx92kos5n8fVwTYLG4uGf84euFo9OKj0YvGolfchfQY1y+1NWJo1IoQIgmYBFwnpVze0HFtLWqlKT7dOI+nlk/F4W18ky1GNSGEINFs44MxF5ETmxQaA9sR27eU8Nlbf7Hg7/XYa5y4nJ76K/CZJZYBDoRZ4lxhQVapKKrAajXz/CdX0rFrWuiNb8NI6UDWToKad0HfBnVt/eau6MoHvwylsDSBAd22csnx8+mUsW9DFxVELKLD9wg1O+S2h5KQFc0SQjwA1Egp/6+hY9qLkHt0nXsXfs8PeUvxBvA6CyDVEscBKbkMTsnl9C5DSTK3nXTicLFy8VbuuvwdnI7mR60IIRg1tg8PPH+ugZa1b6R0IHeeAZ4tQHPLXmhgOQ5hGQqoYDkSoUZmy7yWELTMTiFEWt1KHCGEDTgSWN3ScdsCb6+bxc/bVwQk4uDbYChxVjMtfzUvr/qTY399ie015UGxsb2g6zr/vf3zFok4gJSS5Qs3G2NUFABk7Vfg2UrzRRzAA87JyMonkJWPI4vHotsnG2VixGOEjzwL+EMIsRSYh89H/oMB47Z6PtowF6dev3BYFY0DknPJiUlqdAyH7qHSZefJ5b8EwcL2wbIFmzh51CMUFzTeY9VfEpJid//s9eosnruBmb+uoLw0+PVC2gpSutGr30IvPBCqHgaMqIEj8V0M7IATKu5GeksMGDfyMSJqZSkwxABbWh01Hhe/bF9Bob2KQSk5HJTWDWWP0MFyV8MfzjsGHsUZXYfx8qo/eXvd37j0hvt/6khmFkZe/fPWQPnOau654n1crpatxPekoqyau694l+yOqUyfuhy324vAVwDqnCvGcvZlYw2bqy0ipY4svRjc/wR5Jhey7EJIeAhh3s8b0aaIZnY2k7WVRZw//V3cuheH141NNdMtvgMX9ziIDFsCQ1I7EqOZqXTXf7vYNb4DqlC4pOdoft6+kgJ7JXZvw63FpJS4dC9mJZqIEgg/fT3fUBEHqK50sHD2BhbO3v/i+tmbf9FvcCcGj2x7/TiNQHoLkTWfgHuBQSOqdf/7wkf3mQ0865CllyATn0CxHWfQnJFHVMibyc3/fLmXSNd6XSwv38FdC7/FpKgkalaybAkNCnmFy/d4nMnCN+Ou4Idty5hTvInVFYVsqSrBs8+H0i11rvj7Y94ZfX40YagRvF6d+TPXsmLxVnr1z+GvX5aFdH6nw83kz+dGhXwfpJTIyifA/gG7IlJajgIiDazHgf1jfLmJ9eGAqkeQ1mMQbbQuTlTIm8GO2gryGth8dOleXLqXGo8LHJUNjvHG2hkcldOXdZVFPLR4Cot2bsOsqhybMwC318PW2rK9jvdKnaWleby1ZhaT85ZS6KiiR3wa1/U7nFFpXY18eq2W7VtKuOHc16iuDF/DD4CaKgc7tu1k+YLNJCbHMuzgnmimdn4n5fzZYBEH0EEWgP39unEFDeYi6pXI6hfBPBLMo9rcYiha/TAAyl12nlr2Cz/mrWhwEzMQesSnsaGqeK+PnoaCF93v1FiTUPjfyDM4MrtPi+1pzUgpufi4/1Gwvazpg4NMl54Z7Ni6E0URCEXBbNF46u3/0Ll722643BDS8Qey/Fp87o9wYgJhArUbIuVDhBLb9CkRRrSxRAvxSp1z/nqbyduWGSLiAOv3EXEATwAiDj6Xy41zv2BL1U5DbGqNzPx1BZdMiAwRB9iyvhCX04PD7sZe46SitIYHrvuw3gbEbRmpV6PbJyPLbyD8Ig7gBlkLnrXI6ufDbYyhRIXcT6YXrKfIUYUnAtPnvUiOn/Yyk7cubXdi8fPX83n6nq/I3xYZIg5Q31tQvrOGTesKQ29MCJHuNehVz6JXPoG+81Jk0XCouIWWxYcHAxfYvw+3EYYS9ZH7yfqqIhyNRJWEGy+SOxZM4pU103nhwDPpmdD2b+N1XefdF6bWFbwKPooikIBsqlh2PQgBa5ZuY9PaArr3zqJLzwzjDQwjevUbUP0SvpW3kX7wYNEabPSfqJA3glv3Mqd4E1VuB6nmWKyqybeJGaFIYEv1Ti6c8T5/HHMTFrVtvb1zp6/hvRd+pWB7KTmdUhl/0jBqqkK32tP3EXDfftn+7frqw17r4sXHvsds1pA6DBrZlfufOweTqfW/R9KzFapfpOGokUhDgPXYcBthKK3/UxQkVpbnc+msj3DV+cNdXl/SR6QjAZfu4Y+CNRyT0z/c5hhCZXktN5z7Gvnb/q08uH5VPutXNZxArCiC3G5p7Ni8E48nOKsvKSEuwYLVZqaksOEIpV3oXonD7rt7WPLPRj578y/Ov/qIoNgWKqTUkTXvERwfuAYYmwPgQ4JejpRuxL71ilspUSGvB6/Uufzvjylz1YbblGbh1nVKHNVNH9gK0HWdq057kZ3FVQGdN/6kodz00Cl8/cFM3n9xGl6PjpQSk1nDFmNuOJ2+kQi2+qiudJCUEkdulw7kbfY/Hdzl9PDVezP55oNZOJ1u+g/pzDV3n0CXHq3H5SI9eciy88FbAEFobO3bwlMJihvEOQ1ZcjLSNAxMXRCmIWA6oNWGJbZrId9SXcrqigJyY5Lol5SFEIKNVSX8vmM1dk/k+sObwq17mFG4nldWT0cRgpM6DuaavocRo5mbPjnCWDZ/M6UlgYk4wLbNvpr3p10whhFjevHXz8vwenXGHNmfbRuLee7hb3Ha63mPm7FXnLelhAMP6RWQkAN7+faXL9jMzee/wZvf3UBqekLgRoQIKR3I6jfAPgn0QoKzYt5FMN2YHvCu8/3vAIkVTH0h+V2EEoOUXnD8jHR8D1gQMWeAeUzECn27FHKPrnPbvK/5o2AtJkXFK3U6x6UQo5pZXp6PRw8kkjvykMD0wvW7f/9wwxz+KFjDhNyBZNgSOCanH7EmS8MDRBB5W0rqjQJpCpfzX5EUQtC5RwbZHVPo0Teb7n2yyNtcwpfvzUDVFOw1LRQMCXOnr23ZEBLcLg/ffzaHi68/qmX2BAkpJbL0QnCvpPX4w/3FAe4VyOr/QfzdyPKrwPWPL1wRkK6/wDYRkXBXmO2sn3Yp5O+s+5s/C9fh1D27Y8LXVBS2YuluHLfU2VS9kxdX/4lNNfHEsp85MK0rG6tK6ByXwuW9DmFIamS2z+raMzNgdwfAhlUFfPDyNDaszmfRnA1omoqu63Ttlcm9z5xNWlYiA4Z2Yc2KyOks43Z7WbloC1JKVi3ZRmV5LX0GdSQpJUISV1xzwLMGv0Vc7Q6Jj0PpxUCo3ZTNccm4oPZzpDYQnH+z1x2BtEPtJ8iYcxFaJwPtNIZ2k9mpS8m8ks3k2yt5Zvk0Spxtw4dsBFbVxFPDTmF8Tt9wm7IfUkr+c8Jz7NgaeMKTovhug/eMNlE1BUVRkLoM2iZoS1BUQVJyLPZaF0II3G4vZ/3nUM67alzIbZHS4RMwkYQQAr3iLrB/7efZVkTSU0jz4VA0lNAnBAXDt271rchtZwACIUJfdqGhzM52sSLfVl3KGX++ubuAVThW3goiYt01Dq+bR5f+xJHZfcLmA6woq+GNp39k5rSVCAGHjB/AZbceS0JSDC9/cTV3X/4eq5ZuC2jMfcMFAbweHW9QNuaMQfdKSkv2XmR8+d4Meg/IZcQhvUJig9SrkZX3gWOq7wE1Exl3u/9JNCIZ4m9FWI9BVn9A6EVcA7UjeLdhrA9fIGs+hsqHfT9bxiISHkaoHQyco3m0+cxOKSWn/vEGFW6HL5kjTHZoQono8MUyZw1Ly7ZT5gzdLbCUkpnTVnDLhW9w9uFP8NsPS3A63DjsbqZNXsSN572G1+PFFmPhjIsPCZldiiqw2EwoamS8Y067my/fnxGyrF1Zfg04fsUnwG6fIFbc3MRZAt+60AKJT6HEnOF7uPbjoNraoC3eTRi/EesA73p8K30POH9DFo9BLzoEvfolpAxfjkmbXJHn1ZSxvHwHmbZEyhw1VHvCvzHjll4eHXoijy/9OSKTitxS5+KZH+CVOiM7dOGBAyZgVlTSrHGGrtJXLNrCG//3E4U7yrBYTJSWVOF27X8LLCUUbC/jnxlrGTS8K0/e9aVhNjRGanoCDzx/Lm8/+wtL528K+HyTSUU1qThqjX2Pl83bxIXHPMMtj57K4BHBK5ErPVvAtYj9I0Y8NL4MknXHeKD8evTExxB4gVB3TVIIzh2AApjYe3+gbmmoF0L160jXP76ol3C4XNqSjzyvpoz/zPqIrTWlKAg0RSFWM1PWSKeePcmwxmNVTWytKUVF7FcTvCUIBBZVi+g0/13skm2zopFiieXRoSdycHrLxeP7T+fwyn8D6wJ46gUH071PNi89+j12g8RRVRW83v3dK0LADQ+cTHlpNe+9MK3Z4wtRf70VIzBbNM6/5gjWLs8jpUMCx50xwtCqitI5C1l+Pcj6Qj4D2XW24hM/B8GJMQ8lZjAfDK4/mz5UJEDCAyi2E4JiSUM+8jYj5MWOao765XkczaxMqAmF07sM4YEDJrCjtoLr5nzOhqoinI20YNt9rsGiH2nYVBNfH345XeOb7wt0Od2cOOKhgM/TTCoHHd6HOX+txu0MbPNKM6l43P+eo6oKp1wwmrl/rqZwRxku596fFaEIsnJTKNxRhtfTfPEJppCDb8PW69FRVIHJpHHLI6dy6NEDDRlbeouRxYdRv1vCVvd4JC5GzPhcHkZvcCpgGQ+WI6Dqwd3hiI1jQyS/gbAcaLAt7aCM7XvrZjdbxMHXqefK3ocCMHX7SjZWF/sl4kCbFnEAp9fN62tm4Pbz9aiPV59sXj9uj9vL7N9XBSziAD36ZGG2+DI5hSIQimDadwvJ6pRCp27p7Osxkrpkx9adLRJx8In4roiZpkhNiw94/F326V6J0+Hmqbu/oqoysObF0puPrP0KaZ+C1P8VJ6GmgdLQBdsOpqEB2+tbydvwuSY0IK4ZYzTGrlT+lrxvZlC7+P7Fgs/WeIh/BLTedXsGGr5omKawI2teb4EtgdPqhdwrdSZtWcynm+Y1elyqueFYXAV4d/QFxGkW7l34PU8un4rDG8yMtYaJjO21vdGByduWcfCUp3lv3ezAztV13nvxV376qvk9Gj3NFNYtG4q5+/8mIqVPpD1uL+WlNfzz1xrWr9oR1FWzlBKE7y7AZNbQTMp+m6eqqnDHk2egai37GnrcXi476Xlqa/wrIKZXv4QsHo+sehRZeS+y+GCffxeQ0gN6I5m07hXNsFCCeTQkvw/WkzA+mciL71Pa3DfUgkh5FyVtKiL1M0TCPYjk1yH5Fah6GGpeAtevIJ341MKPZDpvYBFWLaXVulbKXXYUBPcvnsz0gnWNNi4Gn3vA4fUg63mzYxQT/zvwdF5fM5MV5Tsa7WgfKGah4pKRF6/cXGyqifsHH8fJnQ9o8BiX082Cv9fjdLhZsyyPyZ/P3cvF0Z5QVAVVVRAKnH3ZWL7/dA5ldeGFiiJQNZU+A3NZvnBziy8sOZ1SeX3S9fW2lZNSgmu6r8CVazb7r15tkPIRlF8B+k4aFsVmZGe16Lwgo3aFlK9Q1L3vjKRnPbJkAvu/TgJMI0DEgev3BgZVwHwIIv5W0HohhEB6C0CvAK1biwp1tRkf+frKYu6Y/w3rKouRUkcHQ+KzI/Rj1iQKAlnv5Sl4dIxNZupR19f7t+ULN3P/tR/6NvOljqM2QH9qa30jWkhmbjIFeS1rjqEogjueOJPDjtnbXy6lRFbcCc5f/PTxtiNMQ1BSP9/vYb3kVPAsN2gSDZAg6jaA4+9HiTmpWSO1CR95tdvJudPfYVVFAW7pxYM0LMmmNWqHgiDeZMGqhrYUZ15NGRP/fJsP1s/ZHYVTVWnno1d+4/ZL3qa22kltjTNwEScyXUuhoCCvjG69M1v0Aui6Ly4fYNumYmb/scqXEete4mt+3C5FXNCozLmXoFe/gtT/vYhKvRY8Kw20wQN4Qdb4ooEq70O6Fhs4vgFx5EKIjsAHQCa++5A3pJRBaYg3JW8Zbt3bKkU3GAgheGv0+awqz+f+xc3bTIxVzdR4Awvrk8CSsjzWVBbw3dalvH7A2dx41quU76yuN5syoLEj9M3VNDXoKf0b1xRw2NED+OuX5q8Ea6od3H3FeyxfuHl31M5Nt2/j0EMc7fQiaQGtL3gWNfB3HaqfQ1a/gIy7EyXuIhAqPvEPVtikE1nzDsL8gmEjGrEi9wC3SCn7AqOAa4QQ/QwYdz+21pQ16QtvT6hCYXrhOl5fM6PZY9QGKOJ74vB62Fxdwv9e+Y6K0ppmb0oGSkirCAjoNSCHAcO6oKrBv4H9+49VLTp/8ZwNLJ67AZfTQ221E5fTw+b1leje0CepNA+j7y4doFcDMU0cp0P14+jOmQhhAcsYgnd/KMGbb+iILf5kSinzpZQL636uAlYBOS0dtz4GJmdjVULnRojTLGgicr1PLt3Dusoidtgrmj1GSxfAtV43K2Ztxh3AZmZGdlJoxdhPzBaNrI4pmC1aXYy2Su8BuWxeV8iaZduavNswW9QWZ8HWl+XaEPWFOOq63M/O36fl4vFE6K3Onqh9wDoBMLgeu77eF0LoD2WXoZdeBrazjbVhL8xgMbbkhKGbnUKILsB0YICUsnKfv10OXA7QqVOnYVu2bAl4fLfu5YRpL7OlJjQd03snZLC1pjSi7wJSzbHsdIU6DfpfVKEw4DMr5Sv9u5iYLRpulzdodUMURdAhM5GiHeUBnxufaOOT3+9A01SqK+3k55Vx68Vv4fKzuXNGjq9KYEs3LYPBYWPzuOPuBfhS7w1+7UU6yCIDBrLiywQNBhq+MMVwX9A0UJIRHSYjlJSAzw76ZqcQIg74GrhxXxEHkFK+IaUcLqUcnpaW1qw5TIrKF2MvJ8lsa6G1/lHhtnNSp8HEqJHbWScYIh4XwPM1CYWzLzzM71hol9MT1OJPui4pzm/eHUpCYgyXnfQ8p495jPPGP81917y/V4OKpigprGTkIb0wWyKrhJEQUOU8DJE+G+JuwyeYRjUWEaAa1Z4umI20WxJnbiSxkDqpWSLeGIYIufAFRn4NfCyl/MaIMRsiwWzlw0MuDuYUuymwV/LZpvkt8iM3hIpAjVC3jb/JUIoQPDX8VE46diSHHzc4yFb5T3MvFNu37qQgr4yaKgdOh5uK0tqAvvtej873n85t8YavEaiazyduMqnExFq48o7jEUocStyliPRZoHXBGB+wBM8yA8YJNhFS70V4EM1KqmocI6JWBPA2sEpK+b+Wm9Q0PRLSGJiUzbLyHfX+Pd0aR9eYVOaWBu6+CYTm1BgXQLf4NE7rdACfbJpHXm15UGxrCZ4mPvRmRUMTCp8cdgm9E32rsZsfPoV1K7aTt6WkxSnurZ1QJz9pmoLJogECr8fLhdeNp3xnFRtWF9Crfw4nnD1q71IAwgSejUTGCrWdIe3gWQ0cbuiwRtwDjgbOB5YJIRbXPXa3lPJHA8ZukIeGTOC0P97Y76NoVlQu73UIr6yZHszpgX8TkVQUv5sV5MYk8/Xhl3PwlKeojWDfe0Oc3HEwfZIyOanT4L1cXIqi8L8PLufd56fyx09L8bi9pKTFYYuxsGVDUUSJ+66iU22FS246msycZDwenaGjuhOX0ITrUTZVkjZKyzHhW7btczcvbKB2Nny2Fgu5lHImYcjj6JuUxQsjz+KmeV/ilb4vpVnRGJ3eHYGvUUKoCKTjTKGjkvOnv9sqRdyqajw+7KQGIzNi461ce++JXHvvibsfW75gM/dd8wH2CKrBLvW2I+Jmq0ZCYgwHj/M/4lcocUitJ3haFuoYpQFEIiQ8AFX/rSt3sOvzpvhS+61HGj5lZO3KBMiROX2Ym3EH03aspsRZzfDUzgxKyeHq2Z9G7HrDpXsbdAlFEiah4t6jRoxF0Ti989CAw+t6DcgJWWcbf2lDOg4Sho8JvAWcSPwvsvQ8kG6ML2LVXlEg/g5EzEW++irmociKe3xNqwHMByESH0cI44MnWrWQA8RoZk7sNGivxzJtCa22ZIdAoAllLxENNSqCsZk9+atwHRZFw6V7OSSjB7cNGB/wWGaLiZseOoUn7/wyIjYBW4Kq1TWkiKCncfH1R5GU0nBlz4YQpn7Q4Vek/QtwzQPXXCKzznhrwQRxt6LE/huIIdRsRMq7u1vABUPAd9Hqhbw+zu42gm+2LKq3nriKQGJMoa1goCEY0aEzfxdvDJsNqqLw6NCTcHjdbKwuoVNsCtkxic0e77BjBpGWlcQjN35CRXkNmqai65KcTql4vTq1NU4qy0KXGdpcDj1qAOU7a1g0d0O4TQHAZNE48ezmNy8Qaioi7iqkow/Svbhudd4CRBzIXR2BjH4vTSAsvs3CZjWP2NVTVG/m+U2MrWYidvUp3fevQRTwXbRJIe+ZkM7Tw0/jnoXf4dK9uHUP8ZqV0zoP5dPN83BGsH/ajR5WETcJlQPTupJgtpKAlXRb4I0P6qPf4E58+sedbFxbQNGOcrr1ziQ9Kwnw1Sz//tO5vPbkFEPm2heTRUN6ZYtrpdhrnaxZnoeiiLDfXQghOOuSQ3aHGbYI89CWizgqiA6Q/Bi410LV04CRRbokKLmQcA+UXUbAMeemURB/O5RfC3oBxoq5CrFXIBSjG2b4T6srYxsIbt3L2soiYjUzXeJSmfjnWywp227Y+Cah4JaRvYr0F5tqQgI949N4/eBzSbY0VZvCeB6/9TOmTzWqdKjPFdKxaxo7tu7E5fTsFmCL1YTXq6MIgcsVngYiLUFVFU67aAwXXXckimJMLoJe8x5U/Q+fv7y5miBAJCDS/kDWfgTVL2BsJ/tdnYY87N8c2l+sIJJB7vSNJ7JAbm65adaTUZKeavk4TdBQZmebXJHvwqSo9E/KAnxJIkvLjN1kbErEVSHwRshGn1XRGmyFl2KO4bGhJ5Edk0ivRKOy9AJnxCG9mP7rcsN80DmdUneLOPiyPlVN4aRzR7F9807+/sPIUqXB55jThnPhNUeQkBxreAEvJfYipGkQsvZT8Gytq8W9q/OOvztOEqQLHD/WNa8w+iIpAbuftjSEA2RdwSptMMTdC+X1u0T8RwM1s4VjtNiC9oEQghjNRE0Iw+AiRMMBGu1n+s6YC3Yn9oSTsp3VvlWz15gXrmD7/g2WvR6dL95ufrXIcJGUEst195xgjCulAYR5KMLs68kpPeuR1W/U1eWOqUti8cedYUfW/gSeOUGy0sAvlWcJVBmxitYQtpZeDFpGZOaIB4mzug7HqoTu2qUj/QqwT7PE0is+PSyVFgckZkWEiAN06paOxdLy6paqqjB8dA+8Qa4fHkyEAM2kEhNn4ZjThvHmdzcEVcT3m1/rgZL0FEqHHxAJdwdQO1gDz1wiKrSnMbzz8NWe8QcBWECkAjYQsSCSEMkvIrSOwbPRD9rNihzghn7jKLBXMG3HarxS7k4kCiaNfZwFcFrnISSabXy84R88Ifa3W4TK0bn9QzpnY4wY05OUtHgK8sp8YX7NpHu/LBbMXk+wX06hYPgcZotGxy5pPP7GhSQmh2/zbC9Mg0HtVZdA1NgdbaRUGAwUP95EEQ/m0YjY88E0HLwbfRE6Wm+ECL+MtunNzoYotFfyxNJf+GXHypB85AS+sEdPPbOZhYqX0FxU9kRBkGi28eP4a0NWTdIfKspqeO3JKcz4dQVejxerzUxKWgJF+WV+1+oWIrLcWoFwyyOncvhxg+ttoBxOpF6NrPov2CcDLlCyQevj+3C7lwASTEPB9TfIaj9HjfVVTvQWAuErxdw0NkTyCwjLYeE2pO00XzaKbTVlnDjtlUZ9x0ah1DlYIiV2XQBHZffjtoHjyYlJCrc5TfLwjR/z9+9tP53cFmNm0pz7w21Gs5GeLciS4/E/osSGb/MyQhFxvs3buKtR4q4OtzVAG2m+bCQdY5N5ffS5ZNsS0YRPaoNVMEZvpEl0sN4AFUGiaf+VtlU18b8Rp/PcgWe0ChEH6NQtDVOErVD9wWz2/5bbbNWYMLH5yT2RgNA6g5IVwBkRLOJokPAoIn1mxIh4Y4TfuRNGRnbowrSjb6DYUY1VNTG3ZBPXz/3C7/PjVTNO3YurgXR6f4K2VBT0INRKjjVZ+Pv42/irYC0fbJjL+soiOsYmc03fsYxO7274fMHk+DNH8t0nc/ZqJ6eoxkW3BIvGYtR3VWA0WzSkhMOOGsiF1xhfTCmUSKmDLA/xrCrGZ2oCCITl0LAm+QRCuxZy8IUl7speHJ/dlyt7HcJra+sPT1OFQEqwqBqKEDw5/FRum/cNLm/9pQC8Tci4iuCG/uN4buXvhm90DkzOQRGCw7N6c3iWn/0KI5S0zCSeePMSnn1gEnmbiwHBAaO6s2jO+lZZjtZk1rj98dPpO7gjO4uqyMhJbla9lIhD1oKMZF+3v6hgHtFqRByiQr4fN/Qfx6i0rlz298d4pE+KFQQ39RvHsA6d+adkM8nmGI7J6c8zK6bhrMfHbhYqXj+KXnmRvLp6OrrBIm5WVK7uc6ihY4ab3gNzee2b66iutGMya1isJm658A1WLWm6KXKkYbWZOHhcX1RNpUNG82vYRBwixheSJ5vfDDxwdjknVZqf7bknKqgdEYlPGzBW6IgKeT0cmN6V+SfexT/Fm3DrXkZ26EKsydfjcEjqv/GifxasrXcl3ZCrpT5qDGojZxIKSl0c+n96jmZoaidDxo009myacPt/z+CWC9+kusqOozZy6+fsicVq4so7jg9pTHioEEJBxl0H1c/UFbcKBbvedyPcKxok3I+wnYmI0DaMDREV8gYwKypjMno0ekyMFpqmzE352g/P6MlxHQdS63ExOqN7q9nEbCkZ2cm89+MtzJu5loLtZQhFoKkKf/+2ioVz1ofbvP1ITo3jzqfOZPCIbuE2JWiImPORmH11VmQJ7A4jUDA+Zb8FiE6Avc6n7watJyL+PoRlVJgNax5RIW8B53YbyZPLfgl5Is++XN9vHH2SwlvrIVxoJpWDDu+712PZnVNZuXQrjtrwdiVSVAWrzYTH7WXQ8K7c88xEbDFGda+PTIQQiNiJEDvRt/np+hs8a5BKNlTcREQ0Qbadi5L4wO5fpZQBN0yJNKJC3gLO7jacTzb+w6bqnUGdp7HVuIKgW0JaUOdvbWTlpqC3IDPUCDSTymtfX0d5aTVpmYlkZCeH1Z5wIIQCljFgGYMAdPdiqH03vEZpQxEJe8fqt3YRh3YcR24EqlC4sMcorGrwr4cqCuo+HzgVwZiM7piVtudvbQlZuSkMHNYFUwBx3EaTmZNMbpcODBjapV2KeH2I+JvBdAD/1jZpeV0d/0mDxOcRqZ+2CeHel6iQt5AJHQcRq1mC3n1aUxQ6xiYTo5nRhEKsZibDlsAjQ05s+uR2yH3/O4exxw7EZA7tRc5kVrHFmLntsdNDOm9rQAgLIuVTRNKzEHMBxN0I8Y/gf9Gq5mJDpLyIYju2TYo4tOMUfSPZUVvBg4t/YEZhcDbYLIrGgWldePWgc/i7aANrKgrpFJfC2MxemKKr8UbxuL2sWZ7HPVe+j8MeHJ+52aKhe3X6D+3MgKFdOO70EaSmJwRlrraIdK9GVtxeVyrXaCwQcwFKwm1BGDv0RGuthIA/8tdy87wv0aXEVU+/0OZyVe9DubL3IZhD4MJpq2zdWMSLj3zHsgVbDBvTbFYZPqYXww7uyaFHDyA+MfRdldoKuqcISsbU/0dt8B6NLvzFBFp/RNJ/EVrrymRujKiQh4giexU/5C2jwmWnU2wK6yuLyKstZ1nZdgodVQGPl21L5LdjbjTe0HbK/937FdO+X9z0gX7UV7DFmPno19uJjQ+2a6B9oFc+B7Wv7P2gkgWpX0HxOHxt6BpDZXe3npiLEDFnt7p48KZol63ewkG6LZ5Leh6812NSSgZ8+0jAY5kVlQt6tM641kjl4HH9mPXbSuw1DbtZFFVgMmu4XZ5667mYzBqxcRbuf+7cqIgbiJJwI7rtWKh+HvQKsJ6IiDkV3IuRwgSyASEXHcDUGxFzDliObLN+8MYwRMiFEO8AE4AiKeUAI8ZsS9R4XH6XsDUpKioCHclxuQM4r/vIIFvXvhh5SG/i4m04He5/RVqA1WoiOTWO2hoXI8b04uTzRnHLRW/htO+dMWqxmXj4xfMZMKyL4X0zo4Bi6g3Je6/KpZIKsoFkIvM4lJTXQmBZZGPUivw94CXgA4PGa1NYVA1NKE0mDt018GgOTOvKjtpyeidmkh3ThupwRAiaSeXZD6/gf/d/w5J/NgLQd3BHbn74VLI7pe517EMvnMfjt32Ox+1FSoktxsIDz59L74G54TC93SK0bkitJ9KzErGXn9yKiLs0bHZFEoYIuZRyuhCiixFjtUVMisoJOQOZtG3JXkXPpQRNKPRKTOfW/kdycIZvUyZSemi2VTpkJPD46xfhcrp91Syt+8cz73Qsxtv1W2781I5n20gy4kbQs18uihJdhYeaKruTT+Zfwsj0J+mdVoxHVxACVpZfxIGZ+7mL2yUh85ELIS4HLgfo1KltFnRqjLJC8NaqKDFe3yaaAG+VCVeFmT4J3ci1pjY5RhRjMTfQ6Hl16VusKX8br3QCEjV9BqptGL3E86E1sJ3j1XWe/PZPvp6zDJdXB04hJ7GSRKuD9SUpCKHxfW4l2SnRUM+QCbmU8g3gDfBFrYRq3khhxrateNw2KNcRqkR6FJC+5fkXK5fx/dpVfHLqmQzKaJ81U8KBw7OTrZU/sNO1FF13o0s3la41OPWyvY7zSjsl9gUU1M4iK/aQMFnb/njrt3+Y9M+KOhH3sb0ige0VPuE2azBt2XouOGxouEyMGKJRKyFC2bWTriv7dV7XpaTW7ea0Lz6hT4c0rh95EOO7N155MUrgVLm2sK7iQ6pdW7CqHdhR8wc6Lvzp+u6VdrZWTWZr1Q8U2WejCivdEs+kV9KFKCKUqebthw+nL8Lhbrhiosvj5dOZi5g8fyWDu2Rx0djh5Ka2z32lqJCHiGO79+LLVcsbPcYrJSuKi7jxlyncOeYw4s0W5uRtJT0mlvMGDyE9tg10kQkTy0qeZV1Fy/bit9f8xq7qfW6qWFP2NhXOtRyY+ZQBFkbZl8paR5PH5JVWArB6RzFfzl7GsxdOIDnOhklV6ZebgaK0j1BEQxKChBCfAmOBDkAh8ICU8u2Gjm/LCUENUeV0csSH71BSW+vX8QLfKt67x/tz44EHcf2BBzd8UpR62VzxHQtLHsKflXegKMLCkR2/JM7UsemDozTKtp3lfDZzCRuLSumclswnMxY16x2LMZuQSCyaxk0TDuHE4f3Q2kioaDSzMwJweNx8vWolz82ZxU574B1UBPD+SacxpnMXw21rq5Q6lvPn9gsJXh1sE9kxh2JRk8mKPZSMmNFtLpswFCzYmMdVb07C7dXxeHUUjHvHTIrCrScdyjljhhg0YvhoSMijn7gQYtVMnNFvQLPL3krgmTmzjDWqDVPhXM+MHZfRfEnw57bczY7aP9hU9RVzC+/g7/zrkQG0+osCNQ4Xt7w/BbvLg6duY9PIy65b1/nvpD+599NfCMfCNRREhTzE/LR+LTuqA6+5souCFpzbXtClm/mF9/Nb3ll4ZdN+1n0RqNi0QKKHfLLjlXZKHAvrfOlR6sOr62wvraDa4Uu3X5dfwvhH32JntX8ux5YwecFKfl26bvfcbYnoZqcBOD0e/tyyia3l5ZgUhcyEBNJtMZTYa+mflkFOgi9cakt5Off+/muLPLW9UjsYY3Qboqh2DusqPsLhKSEzZgwuvYK8mqn4s67rYB1JlXsTbr2SGC2Lgak308E2hCXF/8fW6u8CtsUr7SwqfozVZW+SE3skPRLPwaTGN+NZtT2mLFzNE5P+wOH2oEvJEQO6s3pHMVX20AirLuH2j35CVQTjB/bkwbPGYzW1DQlsG88iRFQ4HEzbtAG310t2fALLigopt9v5YuUyql2u/QR6VwE9ASRbrTi9XmrcLev2PqFnnxad39bYUPEpy3e+sHvlXenaiMS/11jBTKljEXrd8dXuzfxTeDsHdLiHYvvcZtvk1itxuyqpdm9jW/WPjMv9DE2xNXu8tsC8DXk88PlUnJ5/3U4/L14LIS5w5dV1vDpMXbqWSoeDVy49JaTzB4uokPvJrxvWc8MvU1CEwOnx7BVN0hByj39LHYHf4u+LAnRKTGT2tq1sKCtl8trVqEJwZv+BnNi777+x6u0Ej25n2c7n0feoiue/iFvqBHzvVbtXOlhQfJ8h9unSid1TxJaqyXRPPNOQMVsrb/8+by8Rh7rvR5h81m6vzoxVmznn+U959bJTSIxp3VUso0LuB5VOBzf8MgWHp+HkhFCgAxdM+godudeFZGF+Pk/NmsGR3bpzzsDB9OnQPpoxL9v57F4i7i8ClWRLf3Y6FwbBqr3xSgeFtX+3CyHXdcmnsxbz86I1uLxehnfP5fQDB6BL2FxUGm7z6mVVXhG3fTiFN644LdymtIiokDfArt3tKpeTCyd9HXYR34W7ngqKLt1LQU01nyxbwlerVvD4uPGc3KdfGKwLHaWOFWypDNyHrQor/ZKvZUXpi0Gwqt4ZidHafhG0dfklnPP8Jzjc/666V+YV8cFfCzFrKl49WOGfLcOj6yzYuJ2Sqho6xLfehLuokNehS8mfmzfxzaoVLCksIL+6Ck1RiDWZqXS23C0SCnTA4fFwy9SfePGfOfTtkMY1I0fRt42s0L26g/zav3B6y9hpX4JOYxfX+iKRBZ3jT6JrwiksK30miJbuaYVKTtx4dOmh1LEUiU6qdTCKMOHVHXhkLWYluVU3Q/DqOhe+/PleIr4nLo8x4ZhmVUWXEo/BFwVFCJZu3sHvyzeycNN24qxmJo4ezKkHDjR0nmASTQjCJ+JX/vAds7ZtwR4hK28jEICmKLxy/Akc0bV1124pd65mxo4rkNKDLj11Ih7YF1pg4ujOk6lybWRW/nUE1gMyUHxb3aqwoEsvAlFXk8Un2MnWAey0+1w7FjWFA9LuabUFueas3cplr38d1Dk0RSHeZqasJnSLqj7ZaXxx87kRdZGNJgQ1wu+bNvB33tY2JeLg20xy6zqXT/6Or1Y2XuclknF6Kpmx4wrceiUeWVtX6CrwVZkiNHbaFzOn4CaCK+Kwa6vbK51IPOi48chaPLIGj6yh2D4XHTc6buzeQv4pvJ0yx4og2xQcqkIQl+3R9ZCKOPjqtzz13V8R6xbak6hrBZiybi21LQwL3IWRqcVGIYF7f/+V7ZWV2EwmxnXtRo+UyK5/XmJfxOqyN6lwrsOpl2LEq2pS4thU+VVdnfH9EahIPwU+0dyXStdav49vCq90sqb8PUZlPm3IeKFkaNecgI43qQpWs4kauzPiviv78vGMRcxeu4V3rzmT5NjIDSFt166VH9as4p3FC1mzs6TNrcbrQxECVQgUoXDJAUO5bXRk3spvr/6DeYV3oTfZNd0/BCqKMHFQ5nPMLrihQSH3l3hTd2o9+Uip19lozHdIwYSmxJJmG8mA1OuINbWelnKn/t+HrMsv8fv4rKQ4SiprcOutI2VeUxXuOvlwzjx4UFjtiBbN2oOlhQWc8eWnuFvBLVOwsGkan5x6JoMzs8JtClLqrC3/gHXl7+PSK+pWxsZdWHNij6bWs4Mq1yY8stqwcYOHgkmJ5ciOX2HT0sNtTKOUVNVw83s/sHjzjiDUlowsrCaN1y4/hWHdwneBjfrI69hSXs4pn38cNhE3qyoJFktY5t4Th8fD92tWh9sMAOYX3c/K0pdx6eWANFTETUoiBbV/UeZc1kpEHEDHrdtZW/Z+uA1pFCkl5zz/KYvqEfFEW/g/40bjcHt4+vvp1Dpd4TZlP9qNkBfX1jB721b+O/OvkK0cVCFQEChCYFZVTuzdh3sOOQxXBLhxJLC9qjK8NkjJ/MIH2FY9xVDx3oXAhKbYmlU4K/x42FD5CTO2X8mCoofYVvUTujRmH8cIKu0Ornj9a/LL6i/iVu2IPLEzglV5RRz5yFus2VEcblP2os1vdnp1nfv+mMY3q1diUTWqXKEp0GPTTFw0eAgIEAiO69mLNSXF3P37rzi9kVHmdOa2Lbi8XsyqGpb5i+xzyKv+xZCxBCZARwgVXbpQRQyxphxq3TsMGT9cFDvmggO2Vf3ImvJ3GJvzPpoSE9Q51+woZntpBau3F/P9/JVU2Z0c2LMTN00YQ8fUJGqdbs7638e7u/PUhz8lLFojupRU2Z3c9N5kptx1ccSEJrZ5IX970QK+W7MKl9eLK4QCatNULhw8hPS4OABenTeHF/6ZEzEiDr7Nz/k7tnNwx04AlDvs/L5pI25d5/AuXUmPjQvq/Furphi2oQmSJEsfMmyjcemVJFp6U+3ayHrXJ/UeLdDIiR3P9pppftdnCSc6LqrdW1lX/hF9Uy4PyhwF5VVc8OLnFFZUo+8jxL8tW8/cdVt58Mwjef7HWY2KeHuguLKGLSXldElLDrcpQDsQ8vcWLwxLRIrD6+Ww99/mquEjOKlXX/5v9qyI2wySUrK1ohyTqlBQVcUdv01FEQIpJQ/+KblrzGFcMNjYripSeimonUVB7SwqXOuMGxcP5c7VSKkzJvtVpm07E6e3rNHwwB5J59A14XRm5V9VF5se2ejSxbbqnwwXcl2XON0eTn7qfWqc9V/UdCmptDu5+f0phs7dXDIS4iisDHzPIyXWxsTRBzCqR0cueOWLZs+vSx09goIl2nzUysBXX6TGbeyX1KyqCPBrdW3TNBItVgpqIm+jTQBWTUMRosHyumM7d+HRcePJjk9o9jx2TxErdr5EYe3feGRNXdiei2BE3avCSuf4E9lc9S26bPp9z4k9hsLamQFshCoomJG4DYshD4Q4rRuDOtxEqXM5Ni2d3LijMSnNqxFSUlXDo1/9xl8rNxme9t4Uu0o8N/fcgR0z2FJSTkUAtcyHdc3h6AN6UVJZw69L17GpuKyZFvjoldWBnJQEemencebBg0hLCO4dLLTj8MNLv5/EH5s3Groafmb8Mby7ZBErigojbpW9JyOyc5i/Y3uLbBRAis3GtPMvIdEaeKnPotq5zMq/JsSiF9gFIlbrgsNbUBdfHsnv6K6YeDNeaUcVNhShcWj22yRaegY0jserc8KT71FQVomnlcRyB4IiYMLQvvy5ciPVDtd+riIjMWsqZk3lvWvOpHd2cOsatdvww7sPOYxYsxnNwE0JCXx0yhmM69rNr+PDtR2ysriIOLO5RWNIYKfdzsHvvMHY99/inUUL/E5ZtnuKmJV/bQAirpJhPYSWfywDW106vAVk2g4j0kUcQOLFK32Nu73Sjluv4p/CO5FS4tHtyHqqY+5JQXkVL/w4iwtf/pzC8uo2KeLg6wY0ZeFqKu3OgEXcrKkoAXxpXR4v1Q4XD3wxNUArjaPNr8gBtpSXcfY3X1BYXW3IV3VoZhZfnXkOADO2buaBP39jS3l5vWMLQEHgbQUi4Q8mRWFc1268evxJTR67pORpNlTUv9nYEIqwNKvGeMtoyY1+JKBiVhJw65UowkKn+OMZmHIzmrr3HdTyrQX859WvcHu9uL3h8e9aTRouj4c2ev3g5gljuPjwEUEbv82syJ0eDzO3bmFWXeicP/y6cQPlDodhX9Vtlf/u2B/SqQu/X/Afll91Pf0aKBerBnJ5j3Dcus4vG9Zz1IfvUuGwN3JcDZsqvgp4fH/82sZjnKoINHomXkCK5QDDxmwaLy69rG61Xsumyi/5YfOhbKn8Ya+j7vtsKrUud9hEXFPA7fW2SMQj/Zv0yi9zWL61oMG/e4L02reqqJUf163hjmm/7I7dFAhePu4EBmdkMmXdGgqqqzkgM4tDO3fZq+3Z16tWGNoYIjM2lpXFRcSYTHRKTKLa5WRO3jY2V5Tvd6wEXBG0u20U68tKOfLD95h+0aXYTKb9/r61cnIz/eKte6km8bCh8jNsaia9ki5lbfm7BL/S4v7ouFlc8hgJlm4kmPrw48I1bAhzlx6PDi19fxUBKfGxFFfWGGKT0TjcHp749k+ykuPJL6vioF6dOGfMEGau3sxzP86kqKKa1LgYrj76IM44aKBhceiGuFaEEMcAzwMq8JaU8onGjg/UtVJSW8vVU75nfv72/f5mUVVMqq8Did3jIcZkonNiElcOG0GPlFT6dEjjiA/fZXN5y3ao60MAQojdF41Q7/yHGwV4+PAjObVvDktKnmR7zR+AxKImowortZ7936/GsCpZOPT8oNgaDjrGHU+pcyl2d2GQwhubdgllx5zAq1/3Z1VeEXZ3+DOKjSArKY788siLAqsPs6ZiVhXcdSGeu7CaNG494VDOGj04oPGCFrUihFCBtcB4IA+YB5wtpVzZ0DmBCLmUkuM++YB1pTsD2rQwKQpeXY/4MpmtneN7dOO4/m9i9xTS0lBCgRaUVP1w0j/lBlRhpqB2BjWeHdS4txo0sn9+/ZVrDuH7GT2xu+p/XS2aikfX8bZVp3UEkxJn46+HrgzonGD6yEcC66WUG6WULuAzoOmdMD9ZWlTItsqKgHee3VERDzoKgt7pW3B7KzAiHrytiTjAitLnSbcdyJjsVzEriQaO7N/3Ye6q2AZFXFMEB/boyMTRg7GZ93ePGYUiBCY1cKlpS3tL9VFWbcdtUKa3EUKeA2zb4/e8usf2QghxuRBivhBifnGx/wVn8quq9vJ3R/Efm6ZxXI9eaCI4e9qKIhieI/DI2qCM31ZYUvIUdk8xsVoOwq9tKQVVBB6zXx8mrf4LrCIEJk3j77Vb+OLvJWQmxtErqwNJMVZDNxRPHt6PyXdcxCkjB6AFKMy7ktUCQRGCOIsZk6oEPF+oSUuIxWRQnSMjNjvre7X2Wy5IKd8A3gCfa8XfwQdmZBh21Wpv2D0eqt2uoO30CyDF2p0ie0xUzBuhxLGAX7ZOQEh/66xL+qZcRWHtLDy6HV26qXXnIwS49IoGzqnf1TKy/ya25WfjcO8t6LqU2F3/ZvNuKi5DERgaFhhrNvHrsvX8snQdHq8Xi8mEqW5eVYC3kbkUIeie2YGlW/3fMzlheF8uGTuCKoeD7hkduPqtSSzZEpl7LlaTxvXHjTZsPCOEPA/ouMfvuYBhJedy4hM4qXdfJq9d3S66+BjN9C2bgza2VdMoruqLSU3E47HTeiJOdomeUvdvcO2WeJFyz8WI2P2Xhs7YUvkd4zv929B4XflHrCx9ud6jFcwkmHtQ5d60O1loF/26FeIdOYBJc1egKL7uULUuF/V5Ko12k9e49i774Pa6yEyKo1t6Ct0zUrhpwiE4PR5O+O97+/UH0KVkY9FOv+cyqSo3HjeG9MR/0+SPHNCjXiFv6tUPNok2K/ecdjjHDulj2JhGCPk8oKcQoiuwHZgInGPAuLt5/IijGJiRyXuLF7K5vKzFJTJVIdpsmc1Q4tF10mOTGJb4AYuLn2RH7bQGjoy0hJtdtoRrF6Xp16LWs53tVdPYUPkZ5c7VeKWjwXDOjJiDGZ7+CIuKHyW/9i+80o0qTIBgVObTnHjqSM4/dBjzN+SRGGPl1g+nBC2euSkKyqspKK9mU3Ep8zdu59ghvRps8hJITfOemamsL9hJQowVq0lj3vptvDx1dr3HhvOTaFIV/nvuMRzSt6uh4xoVfngc8By+8MN3pJSPNXZ8SzI7N5aVct6kL6lyunB6PHiaSEmOEhwEMCA9g+8mnrfX4xsrvmZJyZN1v+koQkNgxiPrb0CgYEUnUhs/qPgXA66QG3t0XUlcD0ZIhYIZHbcfYymc2HUGmhKDlJIy5wqK7HMxK/HkxB2FRU3a74xTn/6AdQX+r3aDhaYIhFAMcZ3uqnei65JHJh7FjwvX8Nvy9QZYaSy9s9P44qZzUZrpv29TRbO8us4/2/Moqa1h3o7tfLN6JbUNVO8LBIHPN9deV+s58fHEmSysK2s81FMAgzOyeP2Ek0iL2b/ynt1TzPbqX/FKO5kxh7K2/F22Vf/M/qIk6Jl4ERsqPwlDWn7TKFjIjh1HqWMptd6GY+JtaiY5cUeSHXs4Lm8ltZ58Vpa+jEcGP2klVuvE0Z2/C+icv9ds4YZ3v8cRxLjycN6DWUwaPTJTWbGtMCTzKQLMmtbk69kzM5UPr5tIrLX59Y/alJDviy4l26squGDS12yvrGz2Kj3cvrOGaOxLYeTFZ1ROLlsrK9hRtf/qWRWCU/v0o29aOkd07UbHxCS/x610beCPvPP2arnmi96QgIjosMMYLYthaQ8zI/8yv463qVkM7nA7Gyu/oMhe/619Y/gaT0v8dfscnPkCmbGHBDzP3HVbefK7P1mXb/zK/LB+XTlhWF9u/fBHw8f2BwEM65bD8m2FQb1Y7YnFpNE/N51Fm+pvQh1rMfHlLefRMTWpRfO0aSHfhS4lT8z8iw+WLMalt61Il4bEXBGCrLg4ttcjvoFiUhRSbDYKa/ZfSZpVlVkXX05qTPPajJU6lrGk5GnKnStRha3O5xu5Ar4LgRmTEotLDywzuLkuozTrgZQ4Fvj52qhM6PIHZjU+4Hl28d4f83nx579xeVr+fVEEnHHQYBJjLHw8YzE1YWxSHGsxkRRrY3sAnYxachehKoLTRw3khwWrcLg8ey2shnTN5sEzxtMtI6WZo+9hYwNC3qpqrTSFIgQ3jRrN5LVrKK6pDttWlllVkVI2uInTHBr6gOlSUuk0xi3h1nV21tZiVtW9CpKpQnBARlazRRwgxTqQw3M/AGBe4b1sqw7Pai1QYrVc7N7Ag7Ca6/cvdsz1+9gEc5cWiTjARYcPZ2DnTC577esWF9Ma0jUHr67zwV8LQ7YSbgi7y429gW5HDdGSJa2UkBhj5atbzue9PxewbEs+XTNSuGTcCHpldWjByP7RpoQcwGYy8e1Z5/Lw9D+YumFdyPzdCqDVCXgoe4MCVLlcaIpiSK0Xj5QkahoCgab4wvMy4+J54djjW25oHU5vKZHnwNofBRNOb/FeLqHw4lszKphQhImhaQ8aMuqwbrn0yExl1fbmd4Y/vH83Hj7rKMY99GZE5H2EuuKAWVMZP6gnuamJ3HvauNBOThsUcoCMuDhePu4EPLrO/X/8ymcrlgd9Tgkc16Mn361ZHfS56sPIgl2KEPx87oUsLSogKy6eYVnZhnYLz4ody07HIgMFUoMguGl03OgyMhozJ5kGkBs/jlLnCuJNXeiaeAYxWoZh41999EHc9uGPzVpJx5hNjOiey7GPvxMRIh5sdhXLE8K3EjdrKucdMoQ+Oelhs6lNCvkuNEXh8SOOZta2bWyrbCgjzhgkUGo3ruZ5OOnTIY3OSUl0TkoKyvid409gY8UX1Hry6tqrNR+Bidy4I3F6qyiyzzTIwshCwcaADteRHjMyaHOM7d+d+047gv+b/BdlNY1fYHfVQNGlZHDnbI4f2odnJk8PuzslVKTGx/D2VWfw69J1eL06RwzqEfQWb03RpjY7G2Lm1i1cOnlS0F0eJkUx1C8eDqyaxsennMGQrOygzuPR7Wyu/Ia86t+we4qwNxLe1xiKMHNk7ldsqPiMDZUNdyNqrZUVFUwkmHtweO7Hht4VNYSuSzYVlfLEt38wf4PvPemWmULPzA4s31ZIapyNi8YOZ2z/buhSoioK57/4GYs3B5YKnxpno7TaHlELn6Y2O1VFYDVpvHb5qRzQJbjfj4ZoF1ErjbGiqJA7f5vKiuKikM5rFMEIjdyzRbEqFAZmZHDPIYcxLGu/mmdBZ2vVFOYX3dvg3xUsqMKKR1YhUKGuENjg1DvZWv09pY7lSBp2gyjY0Gm4o1HLMUEj8zcHRVjomnAq/VKuwaTsH68fbGqdbnSpE2e1NHrcEQ+/QVFFZDZ6CITGhFxTFC4cO5T/jBtJvK3x1yOYtIuolcboX5eFeNDbr1Fc61+Bp0haYZtUle/POo8d1ZUsys/nw2WLKXc0z8esCME5Awcxsf8gMmJjiTNbsGjh/Sh0ij8eBQv/FN22398ULGhKDLp0IjAjcZNiGciI9Mexe/Mp37m6UREHgiziEKflUuvd0YLEJp+MCHwbzblxxzA0/X4UEb73JcbiX2nbgZ2y+H35+nrrt7QmGjJfVQSXjx/JVUcdFFJ7AqHdCDn4BOy5o4/n0snf4pU6Lq8XRQgE0C8tHVUINpWXY1FVeqV24Phevbn3918Ni3xp7IrfVP0XVQh+3biOZFsMWfHxPHr4kdwy9SeczXAXWVSNq4cfSGZcy0LXjCY3/kjM6qv8XXCjbxcJiUSgKhZcejl7vnrlzlWUOpfg9JY32Tk+FFR7NrXgbMHA1BvJiTuKGncecabO2LTw+lwD4dpjDuLvNVtwuNwR5SoxAoum8sF1Z9Ev17iN5WDQblwre1JQXcVXK1eQX13FwbmdOKp7j3rrAjs8bg547WXDk4v2XekH6jbZdUEwCQWP1AP68gjgy9MnMjQ79O4Tf3F5q9hR8zsevYY4U0fmFt5eb4RLB+tQeiRdwJyCm2gN4YwNoQorY7JfI9UaWNuvSGJtfgnPTp7BzDWbw23KblqS4COAkT06cvep4wxJ5DGKdu9a2ZPMuHiuHTmqyeO+X7MabxBcK50SkxBCsKF0Z7OKqO463h3gStSmaZw9YHBEiziAWY2nS4KvyVSZcyWigf4nbr2WCuc6WruId7AOJ8UyKNymtIheWR0Y3acLs9ZujggXS1p8DC6vTkVt4O5Hk6pw3bGjufjw/fQyYmmXQu4vc7fn4W2mSMRoGrUN1E/Pq6xgRE4u60uNrXOh1a3Q98SsqqhC0CEmlsuGDufcga1r1Zdo7okQ2n5arQgLCaZurCqrv0Z35KLSP+UatlX/iEClS/wpdE08NSQRKcFmzrotESHiAMVVzW90ogjB0YN7GWhN8IkKeSPkJiRgEkrAK1+gQREHcHq9LC0saIlp9aIIOLV3P5YU5iMQnDfoAM7qPzDsG5ktQREmhqc/zD+Fd6JLDxIPqrARo2Wzvaah+ueRiUAjO3YsvZMvpnfyxeE2x3ByUhIjrvJ8oKiK4P7TjyQ7JSHcpgRE6/2Gh4CJ/Qfx1sIFuD3Gu1eqDKqPsicuXafG7eLX8y8xfOxwkhV7GONyP2NT5dfYPYVkxowmRstmRv4V4TbNb1RhI9aUzQFp94TblKAxcfRgvpq9LOQlKozCrKrcftKhnDiiX7hNCZjgdOVtI2TFx/PuSaeSHR+PVdPQhMCiqnU1SFpGsFYtSpAaLYebeHNnBnW4mQMzn6RzwomoirlB33mkIdDolnAmR+R+WW+jh7ZC1/QU7j/jiHCb0SxURaFDQiwnjxwQblOaRXRF3gQjc3KZcdFl5FVWYtU0zKrKozP+4Md16/DqOl6ph7wRhU1V8cJ+K58YzcTp/fqH1JZwkWTpV5cgVB1uU5pE4kVTYtqEH7wpThrRn9+WbWDm6k0trqYYKjRV4fghfbhpwiFYTK1TEttl+KGRvPLPHP5vzqyQzWfTTNx/6FiyExK48ofvAYlH11EVhVP69OXRw8e3C8EAKLEvZPqOy9m3HZuCBUWoeGTzN7yMRBUxjMp8hoyYpiOl2gIOt4cnJv3B5AWr8Oo6mqLgNKDeeTAwayrT7ruM5DhbuE3xi3afoh8spJQ8+NdvfLh0SVDnMSkKihCc3m8AD489AiEE5Q47P61fR7XLyZhOXejbofUkkRiF01PBwuKHKKid6atIh0K3xLNIt45gTuGt6NLdYNPiUKAKC4nmPhyW8w6ijbq9GsLt9eL2eHn069+ZvGCV4eOrisBmNgXUpFlVxO5Vt9Wk8cwFExjePddw24JFVMiDzDN/z+D1BfPwBOn1vHr4gZw3aHDEZWNGCrp04/AUY1FTUBUrAFWuLWys/IIa9zYqnOuxewMr7NQcVGLIiRtHqXM5IOkcfwI9Es9DVcJXnyPcrN5exDnPf9qgq0XUhbo09M1JjLFS63Th1fXddcY1RaF7Zgpr83fir4ZZTBpPn38cGYlxSCnpk5OOasB+VyiJCnmQ8eg6d/02lclrV2NRNZweN5qqous6jhbu4sebzSy8/JpW96GLJJaXPM/aiveCMrbARHbsOHonX1QX975/lnB7Z9rS9dzyweR6Gz6YVKVhkQem3X8ZihBMXrCStTtKyElJ4PABPeibk8aIu17yq01dgs3Cw2cdxREDe7TwmYSXqJCHiKKaataV7qRzYhI58QksKSzgtC8+aXaUiiIEf15wCbkBNDuOsj92TzE/bTka4+OFFJLMvTk05200pXX4WcNFtcPJHR/9xIxVm0D4CsFZTBr3nDqOOz/+qd5zrCaNL285j9+Wree1qXPQVAW3x8ugzlk8e9EJPP3dX/y4aHW9FwIBqKrC7ScexsTRg9vE3lE0RT9EpMfGkR4bt/v3ktqaFkmHKgQJVmvLDWvn2LQ0uiVMZGPlZ/gr5jY1A7u3mIY72gu6xJ/KAWl3hLVKYWshzmrh5UtPxu5ys2DjdjRFYVj3HEyqyqczF7Nky/6uL6tZY+HG7bz8898+sa4rcrl48w5u/+hHnrngeLaUlLFmRzGKUPB4vXTNSGH8oJ50z0jl0H5d662j1NaIfvqCiN3t5oafp7RoDE1RsGn+lRON0jgDUq9jp2MRVa5N6DSdkGX3FvJvSbP9iTN1YnCHW6MiHiA2s4kxfbrs9dhzF53AKf/3AVV2J15dIgRYNI3TRw3kwS9/3S/13+3Vmb8hD4fbw4fXTWRlXiFbisvpnpkakmbHkUb0ExhEZudtQ2nB7ZxV0zh34AHtYkURCjTFxrjcj8ivnUGpfQnbqn9p9gaoKqyMy/2kXW9iGkmHhFgm33ERn85czOy1W8lOSeDs0QdwxRtfN1i/RVMVymvsdIiPpV9uRsSXmg0mLRJyIcQZwINAX2CklLJtOr6biRA0yy9n1TSkhDP6DeD20YcEwbL2ixAq2bFjyY4dy7bqX/w5A5uauYfgK2jCxpjs19CUmGCa2u5IirVx1dEHcdXRvgYOf6/ZQmN3RKpQ6JyWHCLrIpuWrsiXA6cCrxtgS5vjoNyOfodGga9ewml9+3PtyINIjYkhxhR1qQQTi5bsx4pcJz3mQPqnXEOxfR6aEkt6zChUYQ6Jje2Zxu5mFSG44+Sx0bvVOloUzyalXCWlXGOUMW0Nq2bixWNPwNxE2OCu1P8Jvfrw8OFH0jExMSriIaBn4vmoovFIE0VYyIo9DKvWgY7xx5IVe2hUxEPEsG459Yq5IgTXH3swJ7XC4lbBImQ+ciHE5cDlAJ06dQrVtGFnbJeuzLj4co795H3K7Ht3DTcrKt9NPBevlGTExpEaE71VDyW5cUdT5drImvJ3kdRfdjjVMpismKh7KxyYNJX/XTiB69+tK0Xh9ZWiOG5Iby4ZNyLc5kUUTcaRCyGmAZn1/OkeKeV3dcf8Cdzqr4+8LceRN0RBdRU3/DyFJYUFCATpsbE8c9SxDI/wbj3tAaenggXFD1BUOxtfn1AdEPRNvpxeyRdHo1LCTEWtg1+XrqPa7uSg3p3pnd3+SlHsIqgJQVEh959Sey0Oj4esuPg2kaDQlqhybaHEsQCzkkhmzJhoREqUiCOaEBQhpNii7pNIJd7cmXhz53CbESVKwLRos1MIcYoQIg84CJgihPAnnitKlChRohhIi1bkUspJwCSDbIkSJUqUKM0gWk4vSpQoUVo5USGPEiVKlFZOVMijRIkSpZUTlnrkQohiYEszTu0AlBhsTjhpS88n+lwil7b0fNrSc4HAn09nKeV+gfRhEfLmIoSYX18MZWulLT2f6HOJXNrS82lLzwWMez5R10qUKFGitHKiQh4lSpQorZzWJuRvhNsAg2lLzyf6XCKXtvR82tJzAYOeT6vykUeJEiVKlP1pbSvyKFGiRImyD1EhjxIlSpRWTqsTciHE00KI1UKIpUKISUKIpHDb1BKEEGcIIVYIIXQhRKsMqxJCHCOEWCOEWC+EuDPc9jQXIcQ7QogiIcTycNvSUoQQHYUQfwghVtV9vm4It00tQQhhFUL8I4RYUvd8Hgq3TS1FCKEKIRYJIX5o6VitTsiBX4EBUspBwFrgrjDb01J29T2dHm5DmoMQQgVeBo4F+gFnCyFaaw+u94Bjwm2EQXiAW6SUfYFRwDWt+H0BcALjpJSDgQOAY4QQo8JrUou5AVhlxECtTsillFOllLv6cs0BcsNpT0tpA31PRwLrpZQbpZQu4DPgpDDb1CyklNOB0nDbYQRSynwp5cK6n6vwCUarbUclfVTX/Wqq+7/VRmoIIXKB44G3jBiv1Qn5PlwC/BRuI9o5OcC2PX7PoxULRltECNEFGALMDbMpLaLOFbEYKAJ+lVK25ufzHHA7oBsxWER2CPKzT+g9+G4fPw6lbc3Bn+fTiqmvX12rXSm1NYQQccDXwI1Syspw29MSpJRe4IC6fbFJQogBUspWt58hhJgAFEkpFwghxhoxZkQKuZTyyMb+LoS4EJgAHCFbQSB8U8+nlZMHdNzj91xgR5hsibIHQggTPhH/WEr5TbjtMQopZXldn+Bj8O0xtTZGAycKIY4DrECCEOIjKeV5zR2w1blWhBDHAHcAJ0opa8NtTxTmAT2FEF2FEGZgIvB9mG1q9whfZ++3gVVSyv+F256WIoRI2xWhJoSwAUcCq8NqVDORUt4lpcyVUnbB9335vSUiDq1QyIGXgHjgVyHEYiHEa+E2qCW09r6ndRvP1wK/4NtQ+0JKuSK8VjUPIcSnwGygtxAiTwjxn3Db1AJGA+cD4+q+J4vrVoCtlSzgDyHEUnyLh1+llC0O22srRFP0o0SJEqWV0xpX5FGiRIkSZQ+iQh4lSpQorZyokEeJEiVKKycq5FGiRInSyokKeZQoUaK0cqJCHiVKlCitnKiQR4kSJUor5/8BZCQrvNxeHGwAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -64,8 +67,7 @@ } ], "source": [ - "from sklearn.cluster import KMeans\n", - "from sklearn.datasets import make_blobs\n", + "from sklearn.cluster import AgglomerativeClustering\n", "\n", "### 2 Clustering k-means (suite)\n", "\n", @@ -79,7 +81,7 @@ "npliste = np.array([x for x in liste])\n", "\n", "# Calcul les clusters pour le nombre attendus de cluster\n", - "pred = KMeans(n_clusters=9, random_state=0).fit_predict(npliste)\n", + "pred = AgglomerativeClustering(n_clusters=9, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", "\n", "# Affiche le résultat de la clusterisation\n", "#plt.figure(figsize=(10, 10))\n", @@ -91,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 23, "id": "a9fddea2", "metadata": {}, "outputs": [ @@ -99,14 +101,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mesures : [0.352, 0.388, 0.393, 0.415, 0.413, 0.466, 0.5, 0.549, 0.522, 0.493, 0.472]\n", - "Temps : [0.063, 0.061, 0.1, 0.11, 0.144, 0.121, 0.129, 0.1, 0.157, 0.184, 0.187]\n", + "Mesures : [0.352, 0.382, 0.387, 0.408, 0.411, 0.446, 0.494, 0.548, 0.517, 0.489, 0.456]\n", + "Temps : [0.117, 0.119, 0.122, 0.193, 0.138, 0.141, 0.134, 0.137, 0.133, 0.136, 0.133]\n", "Clusters : 9\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -130,7 +132,7 @@ } ], "source": [ - "from sklearn.cluster import KMeans\n", + "from sklearn.cluster import AgglomerativeClustering\n", "from sklearn import metrics\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn import datasets\n", @@ -154,7 +156,7 @@ "for i in nb_clusters:\n", " t1 = time.time()\n", " ### Appel de la méthode de clusterization\n", - " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='ward',connectivity=None).fit(npliste)\n", " t2 = time.time()\n", " labels = model.labels_\n", " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", @@ -181,7 +183,7 @@ "\n", "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", "### Appel de la méthode de clusterization\n", - "pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + "pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", "### Affiche la clusterisations\n", "#plt.figure(figsize=(10, 10))\n", "plt.figure()\n", @@ -192,468 +194,17 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 57, "id": "d75ca794", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.468, 0.622, 0.68, 0.734, 0.722, 0.766, 0.81, 0.838, 0.774, 0.726, 0.668]\n", - "Temps : [0.035, 0.044, 0.045, 0.064, 0.093, 0.096, 0.071, 0.088, 0.13, 0.154, 0.143]\n", - "Clusters : 9\n" - ] - }, - { - "data": { - "image/png": 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LEbF+euGZWbfy8uvNM3F9b+TAOMFPr+8VbRBKljOol+6AB0ZI7oC/MsuLK7mz8M+BXRHxJ3VHaWZdZyYLW7bD2UErTXV9r0jfU80EleUOeEmnAA8BrwBelPQhYAHwr4B/A+yQtD19yT9Mb1g0M5tSPQtbHjX6D4/+q6Zdru9lmkmi1h3wEfF9kq6/Sn9P9WtYZmZN0S5nB63ULtf3PJOEmXWUdjk7aKV2ub7nBGVmHWWys4CinR200vJFA1x/2UIG+noRMNDXy/WXLSzcGaYnizWzjrJqyfyjrkFBMc8OWm3i+l6ROUGZWUcpH/3nUXztzQnKzDpOO5wdWG2+BmVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGWWE0lLJe2WtEfS6ir7V0nanv48KumIpFdmqWvWiZygzHIgqQe4GbiIZCLlKyQtKC8TEWsi4o0R8UbgOuCbEfFMlrpmncgJyiwfZwN7ImJvRLwA3A4sm6L8FcCX66xr1hF8o65ZPgaAp8qeDwPnVCso6QRgKXBNHXVXACsA+vv7KZVKdQU7NjZWd91mcDxTK1o8jeIEZZaPasvOxCRl3wHcHxHPTLduRKwD1gEMDg7G0NDQNMNMlEol6q3bDI5nakWLp1HcxWeWj2HgtLLnpwKjk5S9nJ927023rlnHcIIyy8cWYJ6kMyUdT5KENlYWknQi8Dbgq9Ota9Zp3MVnloOIOCzpGmAz0APcEhE7Ja1M90+sUP0bwF0RcbBW3Xw/gVn+nKDMchIRm4BNFdvWVjy/Fbg1S12zTucuPjMzKyQnKDMzKyR38ZlZU23YNuLVba0uTlBm1jQbto1w3fodjB86AsDIgXGuW78DwEnKanIXn5k1zZrNu19KThPGDx1hzebdLYrI2okTlJk1zeiB8WltNyvnBGVmTTO3r3da283KOUGZWdOsWjKf3lk9R23rndXDqiXzWxSRtZNMCSrDQmuvk/QtST+R9JHp1DWzzrV80QDXX7aQgb5eBAz09XL9ZQs9QMIyqTmKr2yxtAtIJq3cImljRDxWVuwZ4IPA8jrqmlkHW75owAmpg+R520CWM6iai6VFxL6I2AIcmm5dMzNrDxO3DYwcGCf46W0DG7aNNOX9stwHlXmxtJnUbcRCa0VbtMvx1FbEmMysuqluG2jGWVSWBDWdhdbqrtuIhdaKtmiX46mtiDGZWXV53zaQpYtvJouleaE1M7MOkfdtA1kS1EwWS/NCa2ZmHSLv2wZqdvFlWWhN0inAQ8ArgBclfQhYEBHPeaG1fHhCTjNrton/U/L6vybTZLG1FlqLiO+TdN9lqmuN5Qk5zSwved424JkkOoAn5DSzTuQE1QE8IaeZdSInqA7gCTnbQ5ZpvyQNSdouaaekb5Ztf0LSjnTfQ/lFbdY6TlAdwBNyFl/ZtF8XAQuAKyQtqCjTB3wWuDQi3gC8q+Jlzo2IN0bEYA4hm7WcV9QtmHpG4+U9ssbq8tK0XwCSJqb9Kp+X8kpgfUQ8CckUYrlHaVYgTlAFMpPReJ6Qs/CyTPv1C8AsSSVgDnBjRNyW7gvgLkkBfC6decWsozlBFUje81xZrrJM+3Uc8GbgfKAX+JakByLiH4DFETEq6WTgbkmPR8S9x7xJA+a0hOLNkeh4pla0eBrFCapAPBqvo2WZ9msY2B8RB4GDku4FzgL+ISJGIen2k3QHSZfhMQmqEXNaQvHmSHQ8UytaPI3iQRIF4tF4HS3LtF9fBX5V0nGSTiDpAtwlabakOQCSZgMXAo/mGLtZSzhBFYhH43WuiDgMTEz7tQv464kpw8qmDdsF3Al8G/h/wOcj4lGgH/h7SY+k278eEXe24nOY5cldfAXi0XidrdaUYenzNcCaim17Sbr6zLqKE1TBeDSemVnCXXxmZlZIPoOyunmJDzNrJicoq4uX+DCzZnMXn9XFS3yYWbM5QVldfFOxmTWbE5TVxTcVm1mzOUFZXXxTsZk1mwdJWF18U3H38ahNy5sTlNXNNxV3D4/atFZwF5+Z1eRRm9YKTlBmVpNHbVorOEGZWU0etWmt4ARlZjV51Ka1ggdJmFlNHrVprZApQUlaCtwI9JAsonZDxX6l+y8GfgxcFREPp/t+D/htIIAdwNUR8c8N+wRmlguP2rS81ezik9QD3AxcBCwArpC0oKLYRcC89GcF8Gdp3QHgg8BgRPwiSYK7vGHRm5lZx8pyDepsYE9E7I2IF4DbgWUVZZYBt0XiAaBP0qvTfccBvZKOA04ARhsUu5mZdbAsCWoAeKrs+XC6rWaZiBgB/hh4EngaeDYi7qo/XDMz6xZZrkGpyrbIUkbSz5KcXZ0JHAD+t6T3RMQXjnkTaQVJ9yD9/f2USqUMoR1tbGysrnrN4nhqK2JMZlYMWRLUMHBa2fNTObabbrIyvw58LyJ+CCBpPfDLwDEJKiLWAesABgcHY2hoKNsnKFMqlainXrM4ntqKGFOz1BpslJYZAj4DzAL2R8TbstY16zRZuvi2APMknSnpeJJBDhsrymwE3qvEW0i68p4m6dp7i6QT0pF+5wO7Ghi/WVvIMthIUh/wWeDSiHgD8K6sdc06Uc0zqIg4LOkaYDPJ0dstEbFT0sp0/1pgE8kQ8z0kw8yvTvc9KOkrwMPAYWAb6VmSWZd5abARgKSJwUaPlZW5ElgfEU8CRMS+adQ16ziZ7oOKiE0kSah829qyxwG8f5K6nwA+MYMYzTpBtYFE51SU+QVglqQSMAe4MSJuy1gXaMy1XCjetUHHM7WixdMonknCLB9ZBhsdB7yZpCu8F/iWpAcy1k02NuBaLhTv2qDjmVrR4mkUJyizfGQdbLQ/Ig4CByXdC5yVsa5Zx/FksWb5yDLY6KvAr0o6TtIJJN14uzLWNes4PoMyy0GWwUYRsUvSncC3gRdJhpM/ClCtbks+iFmOnKDMclJrsFH6fA2wJktds07nLj4zMyskJygzMyskJygzMyskX4MyNmwb8UqpZlY4TlBdbsO2Ea5bv4PxQ0cAGDkwznXrdwA4SZlZS7mLr8ut2bz7peQ0YfzQEdZs3t2iiMzMEk5QXW70wPi0tpuZ5cUJqsvN7eud1nYzs7w4QXW5VUvm0zur56htvbN6WLVkfosiMjNLeJBEl5sYCOFRfGZWNE5QxvJFA05IZlY47uIzM7NCcoIyM7NCcoIyM7NCcoIyM7NCcoJqgg3bRlh8wz3sGHmWxTfcw4ZtI60Oycys7XgUX4MdNbfdaZ7bzsysXj6DajDPbWdm1hhOUA3mue3MzBrDCarBPLedmVljOEE1mOe2s8lIWippt6Q9klZX2T8k6VlJ29Ofj5fte0LSjnT7Q/lGbtYaHiTRYOVz28HzDHhuOwMk9QA3AxcAw8AWSRsj4rGKovdFxCWTvMy5EbG/mXGaFUmmM6gMR36S9Kfp/m9LelPZvj5JX5H0uKRdkt7ayA9QRMsXDXD/6vNYOHAi968+z8nJAM4G9kTE3oh4AbgdWNbimMwKreYZVMYjv4uAeenPOcCfpf8C3AjcGRHvlHQ8cEID4zdrFwPAU2XPh/lpGyn3VkmPAKPARyJiZ7o9gLskBfC5iFhX7U0krQBWAPT391MqleoKdmxsrO66zeB4pla0eBolSxffS0d+AJImjvzKE9Qy4LaICOCB9Kzp1cBB4NeAqwDSI8cXGhe+WdtQlW1R8fxh4PSIGJN0MbCB5KAPYHFEjEo6Gbhb0uMRce8xL5gkrnUAg4ODMTQ0VFewpVKJeus2g+OZWtHiaZQsCSrLkV+1MgPAYeCHwF9IOgvYClwbEQcr36QRR35FO4pwPLUVMaYmGQZOK3t+KslZ0ksi4rmyx5skfVbSSRGxPyJG0+37JN1BcuB4TIIy6yRZElSWI7/JyhwHvAn4QEQ8KOlGYDXwH44p3IAjv6IdRTie2ooYU5NsAeZJOhMYAS4HriwvIOkU4AcREZLOJrlG/CNJs4GXRcTz6eMLgf+cb/hm+cuSoGoe+U1RJoDhiHgw3f4VkgRl1lUi4rCka4DNQA9wS0TslLQy3b8WeCfwO5IOA+PA5Wmy6gfukARJm/1SRNzZkg9ilqMsCarmkR+wEbgmvT51DvBsRDwNIOkpSfMjYjdwPkdfuzLrGhGxCdhUsW1t2eObgJuq1NsLnNX0AM0KpmaCynjktwm4GNgD/Bi4uuwlPgB8MR3Bt7din5mZWVWZbtTNcOQXwPsnqbsdGKw/RDMz60ae6sjMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCWoKG7aNsPiGezhz9ddZfMM9bNg20uqQrI1JWippt6Q9klZX2T8k6VlJ29Ofj2eta9aJjmt1AEW1YdsI163fwfihIwCMHBjnuvU7AFi+aKCVoVkbktQD3AxcAAwDWyRtjIjHKoreFxGX1FnXrKN0/BlUvWdBazbvfik5TRg/dIQ1m3c3I0zrfGcDeyJib0S8ANwOLMuhrlnb6ugzqJmcBY0eGJ/WdrMaBoCnyp4PA+dUKfdWSY8Ao8BHImLnNOoiaQWwAqC/v59SqVRXsGNjY3XXbQbHM7WixdMoHZ2gpjoLqpWg5vb1MlIlGc3t621ojNY1VGVbVDx/GDg9IsYkXQxsAOZlrJtsjFgHrAMYHByMoaGhuoItlUrUW7cZHM/UihZPo3R0F99MzoJWLZlP76yeo7b1zuph1ZL5DYnNus4wcFrZ81NJzpJeEhHPRcRY+ngTMEvSSVnqmnWijk5Qk53tZDkLWr5ogOsvW8hAXy8CBvp6uf6yhR4gYfXaAsyTdKak44HLgY3lBSSdIknp47NJ2uePstQ160Qd3cW3asn8o65BwfTOgpYvGnBCsoaIiMOSrgE2Az3ALRGxU9LKdP9a4J3A70g6DIwDl0dEAFXrtuSDmOWooxPURHJZs3k3owfGmdvXy6ol8510rCXSbrtNFdvWlj2+Cbgpa12zTpcpQUlaCtxIcvT2+Yi4oWK/0v0XAz8GroqIh8v29wAPASOV93g0m8+CzMzaU81rUGU3CV4ELACukLSgothFJKON5pEMcf2ziv3XArtmHK2ZmXWNLIMkstwkuAy4LRIPAH2SXg0g6VTg7cDnGxi3mZl1uCxdfFluEqxWZgB4GvgM8AfAnKnepBE3GBbtZjXHU1sRYzKzYsiSoLLcJFi1jKRLgH0RsVXS0FRv0ogbDIt2s5rjqa2IMZlZMWTp4styk+BkZRYDl0p6gqRr8DxJX6g7WjMz6xpZElSWmwQ3Au9V4i3AsxHxdERcFxGnRsQZab17IuI9jfwAZmbWmWp28WW8wXATyRDzPSTDzK9uXshmZtYNMt0HleEGwwDeX+M1SkBp2hGamVlXapuZJDZsG/GMEGYz5HZk7aQtEpRXtzWbObcjazdtMZu5V7c1mzm3I2s3bZGgvLqt2cy5HVm7aYsENZN1ncws4XZk7aYtEpRXtzWbObcjazdtMUjC6zqZzZzbkbWbtkhQ4HWdzBrB7cjaSVt08ZmZWfdxgjIzs0JygjLLiaSlknZL2iNp9RTlfknSEUnvLNv2hKQdkrZLeiifiM1aq22uQZm1M0k9wM3ABSTL02yRtDEiHqtS7tMkkzNXOjci9jc9WLOC8BmUWT7OBvZExN6IeIFkfbRlVcp9APgbYF+ewZkVkc+gzPIxADxV9nwYOKe8gKQB4DeA84BfqqgfwF2SAvhcugL1MSStAFYA9Pf3UyqV6gp2bGys7rrN4HimVrR4GqWQCWrr1q37Jf1jHVVPAorUBeJ4aitaTM26a1VVtkXF888AH42II9IxxRdHxKikk4G7JT0eEfce84JJ4loHIOmH5557bj3tCIr3e3E8UytaPA1pR4VMUBHxqnrqSXooIgYbHU+9HE9tRYupiQMQhoHTyp6fCoxWlBkEbk+T00nAxZIOR8SGiBgFiIh9ku4g6TI8JkGVq7cdQTF/L45nckWMpxGv42tQZvnYAsyTdKak44HLgY3lBSLizIg4IyLOAL4C/G5EbJA0W9IcAEmzgQuBR/MN3yx/hTyDMus0EXFY0jUko/N6gFsiYqeklen+tVNU7wfuSM+sjgO+FBF3Njtms1brtARV9cJxCzme2ooWU9PiiYhNwKaKbVUTU0RcVfZ4L3BWs+KaRNf8XurkeKbWkHgUUXmd1szMrPV8DcrMzArJCcrMzAqp7RKUpNMkfUPSLkk7JV1bpcyQpGfTecu2S/p4k2Oacp40Jf40nYPt25Le1MRY5pd97u2SnpP0oYoyTf9+JN0iaZ+kR8u2vVLS3ZK+k/77s5PUzTRnXQPiWSPp8fR3coekvknqdtw8eEVsR+l7ui0d/frd3Y4ioq1+gFcDb0ofzwH+AVhQUWYI+FqOMT0BnDTF/ouBvyO5WfMtwIM5xdUDfB84Pe/vB/g14E3Ao2Xb/ghYnT5eDXx6kpi/C7wGOB54pPL328B4LgSOSx9/ulo8WX6/7fhTxHaU5bvutrbU7e2o7c6gIuLpiHg4ffw8sItkGpkiWwbcFokHgD5Jr87hfc8HvhsR9c4mULdIZjl4pmLzMuAv08d/CSyvUjXrnHUzjici7oqIw+nTB0hunu0KbdqOoMvaUre3o7ZLUOUknQEsAh6ssvutkh6R9HeS3tDkUCbmSduqZC60StXmYcvjP4PLgS9Psi/P72dCf0Q8Dcl/kMDJVcq06rv6tyRH5tXU+v22tQK1I3BbyqJr2lHb3gcl6eUksz5/KCKeq9j9MMmp+Jiki4ENwLwmhlNrnrQs87A1lJLZCi4FrquyO+/vZzpa8V19DDgMfHGSIpnmwWtHBWtH4LbUKB3RjtryDErSLJJG9cWIWF+5PyKei4ix9PEmYJakk5oVT5TNkwZMzJNWLss8bI12EfBwRPygckfe30+ZH0x0x6T/VltSItfvStL7gEuAd0faUV4pw++3LRWtHaXv47ZUW9e0o7ZLUJIE/DmwKyL+ZJIyp6TlkHQ2yef8UZPiyTJP2kbgvekIpLcAz06cojfRFUzSJZHn91NhI/C+9PH7gK9WKVNzzrpGkbQU+ChwaUT8eJIyHTkPXtHaUfoebkvZdE87mumojrx/gF8hOVX9NrA9/bkYWAmsTMtcA+wkGbnyAPDLTYznNen7PJK+58fS7eXxiGQ11e8CO4DBJn9HJ5A0khPLtuX6/ZA06KeBQyRHc78F/Bzwf4HvpP++Mi07F9hUVvdiklFl3534PpsUzx6SfvqJv6O1lfFM9vtt95+itaOpvutubkvd3o481ZGZmRVS23XxmZlZd3CCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQnKCMjOzQvr/xBmxdOOHZNYAAAAASUVORK5CYII=\n", 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NRrtlEmzN/PX89ox78XsDBCut87lu4UbuveARTvnxSQR8gRrPf+Uvb9FrSDfadm7NjvU7eeXBt5nz4QLKispxuB2cMmEIPYd0x1vmwxwyda2xDI/fNAVXhoszLx/B3a/8mklj7mfBZ0s4OCuFr8yP3xvg8Ruf4cFPfl8vPwOlVPzp3DIJtC9/PzcPv5vdm/fWuQyxCdnNsrj71d/w+3EPEvRVXw/U5XESDISwQtH71Vt3bMlLG/8NwFj3pQQD1W+u2uw2PvG/FrebuEqp2OncMkmmuKCEO868j3WLNobXVIuBsQzF+0qYNPr+Gsvye2tu+QPs2ryHTcu30qlPBxwuR9TkbnfYNbErlUK0z72BGWO4us9vWLcw9sReteDYTr9pyCS+fns2o35yCk531fd8p8vBqEtPju0CSqkGFVNyF5HfiMhyEVkmIq+KiEdEmovIZyKyNvK1WbyCTSWhUIjFM5Yz6/15FBeUVGyf+cZ3FOw8kLjAauAr9/PQlf9kwq/G0LlfRzxZHjyZbjzZHjr27cAN//hpokNUSh2FOve5i0h74BugtzGmXEReBz4CegP7jTEPicgkoJkx5s7DlZVufe4blmxm0uj78Zb5Kkan5LRrzrBxg/nwmc+wgom/z1ETu9PObyZfR/tubdmycjt5vdrR5+Re2iWjVBKql8U6Isn9e6A/UAS8C/wTeBwYaYzJF5G2wAxjzGGftEmn5B4Khrg09zoO7C5MdCh1JgLPrnyM3B7tEh2KUuowDpfc69wtY4zZDvwN2ALkA4XGmE+B1saY/Mgx+UCrul4jFS2euQJfee0eLEpWxsAdZ93Hc/e8xuKZyykv9bLkqxVsXLqZZBhdpZQ6sjqPlon0pY8HOgMHgDdE5IqjOP9a4FqAvLy8uoaRdMqKykiHHow9W/fx8p/f4n9/fZdQ0MKT6cayLFp3bMlfPvwdbTodU+/ZSqWcWG6onglsNMbsMcYEgLeB4cCuSHcMka+7o51sjJlsjBlsjBncsmX6LFvWb0Rv/Id56CjVBP0hjGUoL/HiK/OzZeV27jz7fm3BK5XkYknuW4CTRCRTwnfbzgBWAu8BEyPHTASmxhZiavnmndmYUHonvt1b9rBm/oZEh6GUOow6d8sYY2aLyJvAAiAILAQmA9nA6yJyNeE3gIviEWgq2LlpN0/c/GzU6XPTSdAfonBvUaLDUEodRkxPqBpj/gj88ZDNPsKt+GPO129+j2Wld6v9oE69cxMdgkoSe3172Va+ndbu1rTNaJPocFSETj8QR8FAqNrkXOlq8cwVnHXlaYkOQyVQ0AoyecMzLChYhMPmIGQF6daoG7d0vwmP3ZPo8I55Ov1AHA0fPxiH057oMBrE9rX5iQ5BJdj7Oz5kYcEiAiZAeagcvwmwqmg1UzY+l+jQFJrc46pj7w5cePs43BkuxJYG4yFrkJHtoWv/ThWvC3Yd4MPJn/H+f6axZ9u+xAWmGtQXu2fgN1VHhllYzNk/l02lmxMUlTpIp/ytB+sWbeSrN2ZRVuxl6r8+TnQ4cWWzC206teI/Cx8hI8vD9Fe+5u+/eBKx2cCY8MRoD13OBTefm+hQVT372ZxfYBF9GmmnOLmn9+/Iy0qfZ1iSUb1MPxBP6ZbcK7uozdUc2J0+I0tEBIfLTsAfJCM7A3+5v9roIJfHyZMLH6FDz/YJilLVt1c2v8a0XZ8d8bhejXpya49bcNvdDRDVsadeph9QVRXuLeKbd2az6MtlhEI/JLsr77kIT2b6/GIbYwj4gmCgvLg86rDPUNBi5uvfJSA61RD2ePfWKrEDrC5ew3/WT9aH3hJAR8vEwWsPv8OL976Bw+XAGENGdgYPf/oHOvXpwBlXjKCksJS3//ERhXvSpwV/OMYYgmk+1v9Y9sqWV2t9rMGw8MAiHl71N27v+RscNk05DUV/0jFaPGM5L93/Fn5voGLFo/JiL5NG/5keg7sw95NFiAhZTTNBiO8CHUnK6XZwyvlDEx2GqifLC1ce9TnritczbddnnNt2bD1EpKLRbpkYvf+fafjKfNW2F+wsYM5HCwn6gwR8AQ7sKkzrxG532LDZBHemi/E3jqHbgM6JDknVA2MMPlP99/1IAgT4es839RCRqom23GNUcqA06nbLMmClf9eEO9PNj24YjTvDRShkceoFQ+k+qEuiw1L1xG/VfTrrkIk+skbVD03uMTr1xyex7NvVUVvvaeEwXUlOj5Mb//kzxvzsdF2p6RixvXxHnc89vkmfOEaSWCa0A4wX7J0QSc4OEE3uMTpr4kg+njKdzSu24S31YbMJDreTYCCIFUztlooING/bjIJdhVihqnVxZ7p44KO76Teid4KiU4nQxNkEG7Yax7cfzonNo47YS0omsBJT/h6YAJIxGhMsheJ7wWyvfuwRS2sa/iflYEqAUsAB9oGQeRHiyAHXUERcca2DJvcYudxOHv3qfmb+7zu+eWc2TVo25rzrzuKjZz7n8xe/TokWfdM2TSjeW0zokDcjV4aL+6beSUa2hxfve4NZ783D7w3QqkMLbnjsZ+Qd1559+QXktD0m10A/JuW4m5Nhz6A0FL07siZOnHTN7lpPUcWXVfI0lDwO+AGDKX8J6vBm9oMD4X9V3gWCEJoLxXMxuEA80OwpxHVCDNepSh9iqieWZfH+k5/yzmMfUbDrAL6y6g/7JCu7w47DaeeGx37GOdecWbHdsiwCvgD7dx7gwcsfY92CjSBC2y6tmPTizdrXfoy4Zu71BMzRLUhzWe6ljG53Vj1FFD8mlI/ZczbhyW0bmGQjrb5FJKP2p+hDTA3PZrMx/oYxPLf6n9zx3E24M+P7kas+2WzC/828t0piD2+3YXfYuXXEPayes45AZCTQlpXbuf30P+kc78eIkDn6RkpedopMQ+CbSfhGUyKYyPXjQ5N7Azjh7P4pNRWwzWFn/aLoEz/N/WQRZUXl1eatDwVCfPZi/H4xVfJq5jr6brjiQKq88btIXFq0wCqJW2ma3BuAJ9PNhbeNS3QYtWa328hp2zTqvt1b9hIMVG+5+cr97NwYdblclWZ+3H7CUZ+T48qJfyD1wXM6sfWvx8BY4D45bsVpcm8gsz9ckOgQak1sQpvOrQA4sKeQ2R/OZ/XcdRhj6DWkGzZ79Y+tGdke+gzv1dChqgQY3mLYUZ/TMUVmhxRbU2jyKOABMuEo+r9jkwFZ1yD2tnErUUfLNJDdW/ZG3S426Nq/M+sWbmzgiGoWDAS5YfCdtOvWhu1r83G6nVghixa5OTz0ye/pM7wny75Zha88/ECL0+2gRW4Op1wwJMGRq4YgInTO6szG0tr9zp7RclRKzSljyzgT4/4GfF+CCWJcp4b7wkv+D8z+OFzhYOMoGxx54OiKZF6MuOL796OjZRrI78c9yJyPFnDoj9uT5ea17ZO5sNXVBP3BxARXSza7jU59O/Cv2Q/y5v+9z8fPfkHQH2TkJSdz+d0XkNUkK9EhqgZywF/I7YvvPOKomWx7Fo8P+ge2JH3Qp76F86sPcNfLg346n3sSWL94E78++fd4Dxn37nDZOeOyU8nJzeGVP7+VoOhqz53p4skFj5Dbo12iQ1EJVh4q549L72OXv+Z7Ld2yuvGHPnc1YFTHFh0KmQS69u/ErVN+ie2Q5feC/hAzXp/FsHGDyWrSUP17dWd32CktLEt0GCoJZNgz+GPf39Mxo2PU/S5xclqrUxo4quiMsTDl72Dtuxhr7wSskikY4010WPUqdTrC0sCuTXvCy9EdMqFYwOtn/rTFhEKJ/xRVG537Rf9jVseeLEcW9/b9AzN2z+SlLa8iCAETwG1z07NRD05uMTzRIQJgCu8C3ydgysMbSjZgvB9Czv8QcSY2uHqiyb0BZTXOwOGyV3tS1eFykNk4gz7DejD/syUJiq4qd6abYCCI3WHDXx7AZhOcbie3/OcXuNzp+ceg6kZEGNV6JCc2H8z3++dQHCymV6Oe9GrUMykmlDPBdeD9GKjcUvdCaAP4poNnTKJCq1ea3BvQqReexFO/faHadhHhtIuHMeD0vtwy/G585X6skIWIIEK1B4bqg9iEq/50Md5SL3u37WfAqL6cNO4Evnz1G2Z/uICWuTmMv2ks3QbqPO0qumxnNme2Pj3RYVTnnx99uynD+L5FNLmr2ti/s4C5nyzC6XYy9NxBZDXOrNjXtGUT7nnjdv58yaNIpO/dCln87pVf07xNM5q3acaTCx/htYffZdX3a8nr3Z5h4wbz8MR/HfEJV5vdhs1mIxioPuLG7rTjcDpqnMTMZhNOGjeYK35/YbV95998LufffO7R/AiUSi62HBB7lOkbXWBvk4iIGkRMyV1EmgLPAH0J/+h+DqwG/gd0AjYBFxtjCmK5Tqp45/GPeObOl7A5bIgIVshwzxu3MWTswIpjhowdyBu7nmHRF8sA6D+qb5UFtNt1bcOtk6+veL1x2ZZarc7ncDn40Q2jmfrEJwS8PwxPc3lcDDl3IJuWbmHH+l3Vpu51ehxkZmfyy7//tM71ViqpuUcAbqCMqn9JdiTjgsTE1ABiHS3zGPCJMaYX0B9YCUwCphtjugPTI6/T3sZlW5gy6WX83gDeEh/lxV58ZT7uu+j/KC2qOrrEneFm6LknMPTcE6ok9mi2rcnHnXX4YwD85X5mvv4dD3z4O3J7tMVmt+HyuBj9s5Hc9eLNFQt2uzNdZGR7cLqdHDesBz//82X8d/VjtOnUKpbqK5W0RFxIzktg7whkgGSBNEea/bvaE6HGGKzS/2HtGYW1sx/Wvksw/oWJCTxGdW65i0hjYATwUwBjjB/wi8h4YGTksOeBGcCdsQSZCj5/8SsCUR5CstmE79+fzxmXn1qncjv37VBtnvWaFO0rYcCovvzir1fy8p/fZN+OAg7sKWLnpj3k9WrPU4v+xrY1OygtLKNL/444XXpjVB0bxNENWkwL30Q1PnD0BGxsLN6LNxSkR5NW2MWGKX0SSp4EIqNqAgsx+ydCziuIs28iq3DUYumW6QLsAf4rIv2B+cAtQGtjTD6AMSZfRKI2CUXkWuBagLy81Jh34nB85X6MVT0JG2Pwe+u+7mRuj3YMOuN4Fkxfir/88OX0HtaD95+cxlO3v1jRv/7N27OZ98ki/jXnIfJ6tdeHj1Ta2FKyn78u+5RZuzeS4XByaefBXNfzVJw2e9TjRQQc4QVDNhbv46bvX2NHeSE2Edw2Bw+fMI6T5SkqEnsFH6b4n0jzyfVboTiLpVvGAQwC/mOMGUh47ahad8EYYyYbYwYbYwa3bNkyhjCSw6kXDMUdpYvFClmcWKnPvS7+8MZtnP+rsTRqno3L46TX0G64PM6KYWY2uw1PtoerH7yMKXe9UuXGqbEMvjIfL/zp9ZhiUCqZ7POVcvGMZ/gyfw1lIT/7fKVMWfstv5175Ke8g5bFxG+eY2PJXryhAGVBPwX+Mm6e8xbbyzOjnGEguCL+lahnsbTctwHbjDGzI6/fJJzcd4lI20irvS1wTMwD2++03oy4cBhfvTkLX5kPsdlwuhxMvO8SWrRrHlPZLreTax66gmseuqJi29oFG3j1wXfYvHIbvU7sxk/uOh+b3RZ1tSfLMiz/bnVMMSiVTF7dMJfykB+r0g1SbyjIjJ1r2VpaQIesZljGsKV0P5kOF608jSqO+273esqC/mqDFEKWxVu787g5L8okf/ZO9VORelTn5G6M2SkiW0WkpzFmNXAGsCLybyLwUOTr1LhEmuREhNufvYGzrjqNr96chSvDxVlXnkbX/p3q5XrdB3Xhnjduq7KttKisxv75VnkpMp+2Uoex8sBO3ty0gM92rMRvVW/IBKwQ72xexIDmufxuwVSKA15CxtCtUUsmD7+Mpq5MVhfuin6usdgZ6k04hVV+4MmDNLq53upUX2Id5/4r4GUJL9u9AfgZ4a6e10XkamALcFGM10gZIsKAUX0ZMCoxN16yGmcy8pLhzHxjVpX+eXemi8t+9+OExKRUvLy2YR4PL5uG3wph1TDhoYXhmbXfgjEEzA8NndVFuzj9k39gs9kIREnsAJl2Jye3PxeyGkHZ82C8YGsLje6O+3S8DSGm5G6MWQREm5HsjFjKVXX36yevRUT48n/fYot0Df3ir1cw9JxBiQ5NqTor8nt5aOk0fNaRp8WuKXmHMIRq2AfQIas5o3P7YrP1x2TfAvipr6l6G4I+oZpmXB4Xv/3vjdz4z59TtK+YFu2b43Dqf7NKbXP3bsJps9cqudfVubl98IUCuGx2RGyEV2NKXfpXn6YyG2WQ2Sj5pxBWqjYyHC7MEZ/Tjs2jK77g8ZUz6NusPQ8PPp8OWUe/EHgy0eSulEp6J7boiEOij1+Pp4CxWLx/G5fNnMKTwy5jY8k+ivxeWmZkM7xVV7IcrnqPIV40uSulktKWkv18vH05ASvEGW17MaZ9b/63qYYZHuPIwrDfV8YlM6cQityUtSEIMLhFRy7ufAJntTuuxoelkoUus6eUSjqvb5zPA0s+IWQsLGNw2mxkOdzs9yd+FbAMm4MujVvy0oif4bEndgoPXWZPKZUy9nhLeGDJJ/isIEFjYWHwWaGkSOwA5VaQ9UV7eG1DcjdINbkrpZLKzJ1rsCX58EOvFeSDbUsB2F56gBfWfc+L62ezo6wwwZH9QPvclVJJxS4He7iTm8fu5IV1s/nb8s8IRSYNfGTpp9x5/Ggu75r4h5605a6USioj2/SouJGZrDLsTk5v05OHl04jYIWwMFiEn4p9YMknbCtN/PpEmtyVUkmlmTuTvwwaj9vmSNr2uxh4ZPlnVSYuO8jCMGXtdwmIqirtllFKJZ1zcvtQHPDy1Oqv2OktTnQ41ZRZgcPuX1uY+MlwNbkrpZLClpL9PLP2W5YV7KAs6Ce/rBC/qXkumGTWs0nrRIegyV0plXirCndy+cz/4rMChJLg2ZtY2EW4qttJiQ5Dk7tSKvEeXDKNslDdl6NMFg6EvwyaQMfs2BboiQe9oaqUSrhF+7cmOoS4uKvfGH6U1y/RYQCa3JVSSaCRM7Wn1z3o9U0LEh1CBU3uSqmEu7LLUByS+uloQ/FeFu7bii9Uf/PO11bq/zSVUilvQE4uNU1i6LE7cTbAdL/xEDAhrv3uZU7+6BHe37o0obHoDVWlVMK9uWlh1AeCMu1Orup2Ej0bt+brXev5YNuSqItbJ5OSoA+Aexa+T/fGLenVpE1C4tCWu1Iq4UqCvqjrLNnEhsfu5OPty9leVsDNvUbitqVGm9RvBXl5/dyEXT81fkpJyjJBdpXNImSV0zpzGE57o2rHBELFWARx21N7yS6l6tOY9r2ZvWcj5aGqT356QwGeXPUV3sjaqXP2bqrnxfbixzKGPQl8ulaTeyUl/m1sLp5KcWATjV1d6Jg9HhEwxmJ90RvsL1+KXTJokTGU/LJPOeBfHqUUOy5bU5q5+uKzdlPoX4sh/DHSQSZ5jc+jd/MbcUV5I1DqWHVObl/e2rSQ5Qd2UBYKYENw2uwErRBe88PNyVRJ7BC+VzCyTY+EXf+YW4kpZPzsKPmCIv86Grk60T7rTAwWX2y9nJLgpgaJIdvZkTM7vIlN9L1VqYOClsXn+Sv5fMcqmjgz6JjdnMdXzqjow052glQs4u22OcjNasYbI39BhqP+Vms63EpMx1R28Qb38eX2K/GHCgmZMuySwbJ9jxG0/ARNUYPFURLYzPaSz+jQaGyDXVOpZOew2RjTvg9j2vcBYN7ezRXJMtkJMKB5e7IcbgoD5Yxu15tLu5xYr4n9SI6p5L5k7yN4g7sruklCppxQyEsiPuxtLHpHk7tShzEoJ49GTg9lQX/Sp3inzc6dfUfTPyc30aFUiHm0jIjYRWShiHwQed1cRD4TkbWRr0lzJzG/bGZFYv9BYn5tvKE9CbmuUqnCJsKzJ19Ju8ymZNpdZDvc2JN2hne4e+FU8pNomb14DIW8BVhZ6fUkYLoxpjswPfI6SSTPL0YTV69Eh6BU0uvcqAWfnX0zz516FY8NvZhLO0ftXk44vxViY8k+rpv1SqJDqRBTcheRXOBc4JlKm8cDz0e+fx6YEMs14ql99lnYqvVEJSLh2+nR7KoEXFep1CMiHN+sPXaEVzYmZty4DcEWyRUZdieNo8yFYxnD1tIC1hYlfqEOiL3P/R/AHUDlcX2tjTH5AMaYfBFpFe1EEbkWuBYgLy8vxjBqp1/OrRR4l1Ie3EXI+LGLC5e9GWXBnVCtu6a+CCe2fIBm7uMa6HpKpYcpa79LWN/7hLz+iAiFgXLGtOvN8+u/Z2nBjmrHOcRGob88ARFWV+fkLiLnAbuNMfNFZOTRnm+MmQxMhvBQyLrGcTRc9iac2eENdpV9R5F/A9mujrTJPIUi33q+zr+WgFUGxHvCHxtgIdhp4RnE4NZ/JsMR9f1OKXUYRYHEJE2nzU7fZu34SZcTK7ZtLytkTeFufFbVfBEyFn2atmvoEKOKpeV+MvAjETkH8ACNReQlYJeItI202tsCyfEZJULETpusU2mTdWrFtqaenpzX6Qv2ehcStEpx21uy1zuPYLAEt6MFrTKGsrH4DYr8G3DbcthdNgef2YPgomP2eRzX/HoynC3whQoIWmVk2FsRMCU4bdnYxEnQKkfEjl1cCay5UqltQl5/Fhdsr9WxjmIwmULIZsI9r8aA1K0L1ik2zsntW2XbZV1O5O3NC9lVXoTXCiKA2+5k0vGjEzr8sbK4PMQUabnfbow5T0QeAfYZYx4SkUlAc2PMHYc7vyEfYlJKpaaQsThr2mPklx/+mZRG2220fD5IWVuLwiE2fJ0EKytKYjfhxC02IWCFonb5eGwOXhjxU45v1r7avtKAj9c3zeeL/DW09GRzZdehDMzpUMfa1c3hHmKqj+SeA7wO5AFbgIuMMfsPd74md6VUbYQsi78u+5SpW5YQMhaj2vbkxx0H8uzab1m8fxstPNk0/Vc5ezccqDin6EQbB862YVxVE7wEDK2nwjkjBvJS66XVFuP22B3cN2Ac45JkZaVo6j25x0qTu1IqHizL4tyB91A5rVku2HGTg1A2YA8nePEbPBsMrV4N4XI7GPXwMF4omY8vFMAQHhHTq0kbnj91Ik5b8s4lr9MPKKXSyo6t+1g2fxNNmmdzwrBuOJzhBCwieDJclJf9sNi2zQ9tnwpSdLaTku4GCUD2fIsm31gAhIIWbde7mXLBFby2cT5F/nLG5PbhnNy+SZ3Yj0STu1IqZRhj+Ndf3uezqQuw2cL95W63g4enXE3Hrq0QEc67ZAjvvTobn/eH6YMzQ06G7u7E4g83EvAfOiLOIDZhUE4eg3IaZlh2Q9DFOpRSKePrT5cx/f2F+H1BvOV+ykt9FBaU8qdfvVSxTN/Em87ilDP74HQ5yMp243Q5GHVuf268e1zUATOhkOG9V75n2YJNDVuZeqZ97kqplHHHz6ewZN7Gats9GU7+/uJ1dO7xw5J2BftKyN+2n3YdcmjaPAuAj96cw38e+pCAv/pDi54MF1Pe/zU5rRrXXwXiTPvclVJpoXJXS2Vis+H3Ve1uaZaTTbOc7CrbzrlwCC6Xk8fue7dagg8GQ0x7Zz6XXTeKzet389J/vmDVkq20ad+Mn1w7kkHDusW3MvVMk7tSKmWMPKcfm9btxOetmsjtdqFrr7a1KiMYDGGz2Th0ypFgIMQHr89h6cJNLJq1vmLEzZ6dhay55WVuvmc8Z5w3IA61aBja566UShnnXHgieV1b48kMP+3tcNhxe5z89oGLKkbMHEmv42t+0Gj/nmIWfreeQ3urfd4Akx/5GMuy6hx7Q9OWu1IqZbg9Tv7+wrV8O30F875dQ06rxow5/wTa5DY/4rkF+0oIBkJ07NaKLj1as3LJtqO6dnmZj4J9peS0TI31jzW5K6VSisNp57Qxx3PamONrdfzObft58I7/sWH1TowxhCwLU8cGeHaj6lP9JitN7kqptBQIBNmxeR+TfvFfCgtKsay6jwx0uR2c+aOBuD3JMSlYbWhyV0qlnamvzOK5xz8nFAjhr/bQ0tEbObYf1995LoUFpTgcdrJSoAWvyV0plVa++2IFU/4+rdrQyFjktGrEdRMeY8+uIjDQe2AedzxwES1aJ++YeB0to5RKK88+9llcEzvAq5Nnkr+tgGAgRDAYYsncjVwz7u+sXVG7+eUTQZO7UiptGGPYsXlvg1zL6w1w61VPJ+20BZrclVJpY3f+ARpySpWAP8iTf/2owa53NDS5K6XSRiAQqvYAUn3bsCq/YS9YS5rclVJpw1cewGar21qpdZXdOKNBr1dbmtyVUmmjZZsmSANmNbfHyflXDm+4Cx4FTe5KqbTRuGkmfQd1apBrOV12xv54MJdcPaJBrne0dJy7UiqtdOjcksVzqs/5Hk+de7Tmb8/9gqzs5H2YSVvuSqm00rxFI+yO+kttNpvw6z+dn9SJHTS5K6XSzJk/Ghh1Ob14ye3ckh592tffBeJEk7tSKq20atuUiTedVS9lt27XlPufuBKpz3ePONHkrpRKOxdcdTJNc7LiWuZNvx/Hcx/fRut2zeJabn3R5K6USjt2u40HnvwpTZplVqzaFKsRo49PiRb7QTpaRimVlrr0bMvLn9/Jotnr2bOriMf/PBUrVLfHV0WgUZI+rFSTOrfcRaSDiHwpIitFZLmI3BLZ3lxEPhORtZGvqfEZRimVdhxOO4NP6cHYHw+mVZsmdSpDRBgxum9Ktdohtm6ZIHCbMeY44CTgRhHpDUwCphtjugPTI6+VUiqh9u8tOepz7A4b7fJyuOGucfUQUf2qc3I3xuQbYxZEvi8GVgLtgfHA85HDngcmxBijUkrFrH3HFkd1vMNh58obTmfyuzfTpFl8b842hLjcUBWRTsBAYDbQ2hiTD+E3AKBVDedcKyLzRGTenj174hGGUkrV6OrfjK62BqrL5eDqW8dw/Z3n4HY7KyYd82Q4GTHmeC65+jTs9tQcdyKxzn0sItnATOAvxpi3ReSAMaZppf0FxpjD9rsPHjzYzJs3L6Y4lFLqSOZ+vYYp/5jG9k17adGmCVfdeAajzukPwMY1O5n+wSJ83gCnnNmHfid2Tvp+dhGZb4wZHHVfLMldRJzAB8A0Y8yjkW2rgZHGmHwRaQvMMMb0PFw5mtyVUuroHS65xzJaRoApwMqDiT3iPWBi5PuJwNS6XkMppVTdxDLO/WTgSmCpiCyKbPsd8BDwuohcDWwBLoopQqWUUketzsndGPMNUFOH1Bl1LVcppVTsUvM2sFJKqcPS5K6UUmlIk7tSSqUhTe5KKZWGNLkrpVQa0il/E8AbDPDasqV8tHY1jdxuruw3kJGdOic6LKVUGtHk3sB8wSAXvv4qGw4U4A0GAfh+2zZ+PnAQtw07JcHRKaXShXbLNLD316xi04EDFYkdoDwY4OkF89hdevRTkiqlVDTacq8DYwxTV6/kyflz2FdWztD2uVzc53iMMfRs0YI22Y1qPPeLjRsoCwaqbXfZ7MzbsYNzuveoz9CVUscITe5AyLIoDwbJcjprNQvc43Nm8dT8eZRHkvRH69bw0bo1ZDmdBCyL8T2P44HTz8Juq/7BKCczE5sI1iETthmgmccTl/oopdQxndxDlsWjs77l+SUL8QVDtMrK4g8jRjKmW82t51K/nyfnz63SrVKxLxBO9h+sWUX35jlcM2gwi3ftZPHOfFpnZzOqUxcuP74/b61cXuV8AbKcTtwOB++vWcVxLVrSrXlO3OurlDp2xDyfezzU15S//lAIbzBII5craov8z199yStLF+MNhSq2CXBp33787pTTyHJVXzV96e5dXP7265T4/Ye9drbTSYbTxQFvOTYRHDYbbruDCb2OY0dxMTM2b8Rhs2EZQzOPhwynix3FRQhCyFickteRf40dh8tuj/nnoJRKT/U2n3u8xDu5+4JB7p35Be+sWkHIGNpmN+LPo87k1I6dKo4pDwQY9NQT+KxQtfMF6NY8h3cvuZwMZ9WVW/aUljLiuafxhaqfV1sCOG02zuvRi58NGMRjs2fx5aYNhCr9XzhE6N2yFZf3G8B53XtWi0MppY6p5L5yz26u//A9thcVYlXa7nE4eOX8i9hUdIAPV69mU+EB1hfsr7Ect93O3aeexk/69ue15Ut5eckidpaUEDQWwZBFwApVScZ1YRPh/tPO4O4Zn9d4TKbDSROPh3cvuZyWWam3jqNSqv4cM8l96uqVTPp8WtRWtQB2m42gZVU/sQYeu5022Y3YXlxEoIbzhPDN0PrkEOG8Hr14dPQ59XwlpVQqOVxyT5sbqt5ggLu/+KzG7hIDR5XYAbyhEJsKDxz2mIZ4awwaw7urVzJ19Uo6NGnKpOGnMkaHTCqlDiNtHmJatns3tiRfzDZWBthSeICbP/mAj9euTnQ4SqkklrItd38oxFPz5/C/5UsJhEKc2C6X0FG2zFNV0Bh++/k0xnY/7LrjSqljWMom9+s+eJfZ27dVjBeftn5tjWv+pQKHCMGjuP9RFgiwbPcu+rZqXY9RpR9jDKVlfjxuBw5HeJhpKGRRVOIlK9PF/gOllJT62F9QQnGpF4/HSUmZn07tW9Alrzn+gIXDbmfF2nzsNujaqSU+X5CVG3ZhE9i8fT/FJV6aNspk284COuc2p0/PdqzZuJuCwjJO7NeRHl3aEApZBIIhVqzJp12bprRt1SRqvJZl2LW3iKxMN42z9SE3VXspmdyX797FnEqJHSBkDHYRXHY7/hiGKSbK0ST2gxbk7zjmk/vcxZt44oWZbNiyh4Mf3ETAbhOCocQPFjjUk3xz1Oc4HDYEoVfX1uQ0y6KoxMvJg7sx7szjycyo/iyGUpCiyX3p7l1Rt4eMQSwLx1GOiklFbrudVlnZiQ4jod76eAGPPfsllnXIVA6GpEzsdRUMhn+Xl67eUbFt+Zp83v10EVP+eqUmeBVVSt5Qbd+4cY37gsak/Y1VAF8oxCPffsW/586myOdNdDgNzucL8MTzM6sl9mOFzx9k995i3v10caJDUUkqJZP7yR06crjx+Z40emS/idvNf390AY2iTIWwsfAAj83+jrEvv8D+8rIERJc4G7ftI5RGrfO68PmDfPX92kSHoZJUSiZ3mwgtDvO0ZtER5n1JJYU+H9d/MJXyQPWJygAClsXesjKeXhD/uXmSWbMmmdVm1jwWNWmckegQVJJKyeQOMLBN20SH0GB8VoigqfkeQsAK8fmG9Q0YUeK1btGYju2bJTqMhPK4HVx07qBEh6GSVL0ldxEZIyKrRWSdiEyKd/nXDx6KO426X2J1LM4F/8/7LqFRVvrX22EX8to3o3nTTDI8TrIyXbhcDn5+yXAG9+uY6PBUkqqX0TIiYgeeAM4CtgFzReQ9Y8yKeF3juBYt+cWgE/nX3O/jVWTKynA4+fnAqNNLpLXmTbL48LkbmfbVcmbMWkt2hpMT+nWkoKicBUu3sLcgvGyh3W6jpNRHudePZRlEhLJyH/5Aco6ostuFFk2zGDW8J5dNGELzpuEuSGMMqzfsoqjYy3Hd2xwTb2yq7uprKOQQYJ0xZgOAiLwGjAfiltwBTmjbDpfNjj/KtL3HApfNhohwzaATGNimDU/Pn0uB18vJeXkMz82r1apSqc5mE8aO7MvYkX2rbL98wpB6v3YwZGG3yRF/zjt3F1JQVEbnDi3wuJ0YY7Asg90e/uBsjKnV/5WI0Ktrm7jErtJffSX39sDWSq+3AUMrHyAi1wLXAuTl5dXpIsM75JHhdOD3HZvJHRH+O/7HBEIhTn/hWSxj8IVCvLBkISe2y+XpcRNwRFnqT8WHw167n22bVk1oU+kJVBHBbpcqr5WKt/r6y4/221plaIMxZrIxZrAxZnDLli3rdBGn3c6jo89J3bvCMQpaFm+uWMavPvmA8mCwYkbMskCAOdu38d7qlQmOUCmVKPWVF7cBHSq9zgV21HBsne0vL+O2Tz8OP28eIUR/Z0k1AhUPY9lqqJFlDGv27436IE95MMBbK5fXZ4hKqSRWX8l9LtBdRDqLiAu4FHgv3hd5dekSygOBKuOdDQ0zx3p9M1BRL5tEf8PyOBwMatOuxvpql4xSx656+es3xgSBm4BpwErgdWNM3JuR8/N3xLSWaaoIGoPdZqsy9NNls5OTkcmvTxqOx1H91kmGw8klfY5vyDCVUkmk3iYOM8Z8BHxUj+Wzau+e+io+6ViWxfm9+7DxwAEKvV5Gd+3G1QMH08TjYfJ545k49S0sYwiGrPAIkm7dGdNNV2tS6liVkrNCAszevo0Dx9CEWRZwTreenNapc7V9A9u247ufX8en69dywOtlWG4HjmvZquGDVEoljZRM7iHL4uFvv6oyn/uxYFiHmoeMZrtcXHBcnwaMRimVzFLyjtvk+XNZuWd3osOIG5fdTobDgdNmizr7I0CXZs1w6XQLSqlaSsmW+38XL8Bfw2IcDhFCxkQdQWIj3L3hjNyc7NC4CSv37a3PUKtp7HLjCwUjN0gd3DH8FPyWhdtu5+yu3dheVMQlb/0PXzAYXnyE8KiYB04/u0HjVEqltpRM7sW+mqf0fX7Chdz8yQcUeL0VQwk9dgeD2rUjt1FjNhTs54R27fnZgEFMeO3lhgoZCL+53D78FM7o3JUSv58uzZphP2S4YlNPBu//5EqemjeHJbt30TOnBdcPHkLPnBYNGqtSKrWlZHI/oV07vtu6pdr2Hjk5DOuQx9RLr+Dhb79mxqaNZDgdXNa3H78cPBTnId0aJYGGnffdabczvudxNHK7D3tc56bNeOjM0Q0UlVIqHaVkcv/9qSO56I1X8QWD4THgkYWx7x91JgDtGjXmsTHnHrGc/q3b8G2UN4nacojUemFrG8IjZ42pkthL/H7+NGM6H65djTGGoe078Ojoc8jJzKxzTEopBSl6Q7VXi5Z8eNlVXNK3H8e3as35vXrz7iVXcGK73KMqZ9LJI8hwOKs9/VnbNVhX3HALV/UbQKbDWbHN43DQOisbt82OwxaeOMBjt3NFv/6c16NXxXGWMZzz8vO8vWoFvlAIv2Xx9dbNnPrc05QHAkdVD6WUOlRKttwB8po0rWip11WfVq15+5LL+Ofs71iyaxedmjblyuMH8Misb1hfsP+w5w5tn4vDbuePp53OkPa5vLhkEaWBAOd178kV/Qawq7SE91evwhcKcnbX7vRvXXWq1i83bWBbcVG1cr3BIH/97mv+eNrpMdVNKXVsk8MtNN1QBg8ebObNS541QH/54VSmrV9X434BZl19Ha2ysut8jUmfT+P1Fcui7str0oQZE6+pc9lKqWODiMw3xkRdqSclu2Xq288GnEBGlPlaAJw2O8+MOz+mxA7h+wI1aerWFXaUUrHR5B7FkPa5TDp5BB6Hg2yXC7fdTsvMLG476WRmXX0tozp3ifkavxg0uMapiW8aclLM5Suljm0p2+de367sP5ALjuvD8j27aebJoHtOTlzLz3A6efLcH3HDR+8TinSNCXBxn+M5s0u3uF5LKXXs0T73BCsPBJi2fi0lfh8jO3Uht3GTI5+klFIcvs9dW+4JluF0MqFX70SHoZRKM9rnrpRSaUiTu1JKpSFN7koplYY0uSulVBrS5K6UUmkoKYZCisgeYHOi46ilFkDDrvDRMNK1XpC+ddN6pZb6qFdHY0zLaDuSIrmnEhGZV9O40lSWrvWC9K2b1iu1NHS9tFtGKaXSkCZ3pZRKQ5rcj97kRAdQT9K1XpC+ddN6pZYGrZf2uSulVBrSlrtSSqUhTe5KKZWGNLkfBREZIyKrRWSdiExKdDx1JSIdRORLEVkpIstF5JbI9uYi8pmIrI18bZboWOtCROwislBEPoi8Tvl6iUhTEXlTRFZF/t+GpUm9fhP5HVwmIq+KiCdV6yUiz4rIbhFZVmlbjXURkbsiuWS1iIyOdzya3GtJROzAE8BYoDfwExFJ1bl6g8BtxpjjgJOAGyN1mQRMN8Z0B6ZHXqeiW4CVlV6nQ70eAz4xxvQC+hOuX0rXS0TaAzcDg40xfQE7cCmpW6/ngDGHbItal8jf26VAn8g5/47kmLjR5F57Q4B1xpgNxhg/8BowPsEx1YkxJt8YsyDyfTHhRNGecH2ejxz2PDAhIQHGQERygXOBZyptTul6iUhjYAQwBcAY4zfGHCDF6xXhADJExAFkAjtI0XoZY74C9h+yuaa6jAdeM8b4jDEbgXWEc0zcaHKvvfbA1kqvt0W2pTQR6QQMBGYDrY0x+RB+AwBaJTC0uvoHcAdgVdqW6vXqAuwB/hvpbnpGRLJI8XoZY7YDfwO2APlAoTHmU1K8XoeoqS71nk80uddetPWsU3ocqYhkA28BvzbGFCU6nliJyHnAbmPM/ETHEmcOYBDwH2PMQKCU1OmqqFGk/3k80BloB2SJyBWJjarB1Hs+0eRee9uADpVe5xL+CJmSRMRJOLG/bIx5O7J5l4i0jexvC+xOVHx1dDLwIxHZRLjb7HQReYnUr9c2YJsxZnbk9ZuEk32q1+tMYKMxZo8xJgC8DQwn9etVWU11qfd8osm99uYC3UWks4i4CN8MeS/BMdWJiAjh/tuVxphHK+16D5gY+X4iMLWhY4uFMeYuY0yuMaYT4f+fL4wxV5D69doJbBWRnpFNZwArSPF6Ee6OOUlEMiO/k2cQvv+T6vWqrKa6vAdcKiJuEekMdAfmxPXKxhj9V8t/wDnAGmA9cHei44mhHqcQ/gi4BFgU+XcOkEP4jv7ayNfmiY41hjqOBD6IfJ/y9QIGAPMi/2fvAs3SpF73AquAZcCLgDtV6wW8SvjeQYBwy/zqw9UFuDuSS1YDY+Mdj04/oJRSaUi7ZZRSKg1pcldKqTSkyV0ppdKQJnellEpDmtyVUioNaXJXSqk0pMldKaXS0P8D910FzNkDoI0AAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.441, 0.489, 0.495, 0.495, 0.493, 0.509, 0.501, 0.526, 0.537, 0.552, 0.581]\n", - "Temps : [0.051, 0.049, 0.073, 0.072, 0.087, 0.085, 0.089, 0.105, 0.105, 0.106, 0.115]\n", - "Clusters : 12\n" - ] - }, - { - "data": { - "image/png": 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\n", 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BYsQUBqS8HLJvj55DqWslGwtCv4UMSfuEWPvIqp+LXQtYm3c1UvqR+BBYkfgIvNMExlOEnUGpbxFrD/m3b3IIUZeTD2dMPlVKmQ1Q+f8OuSq5LC+7Qe0md+kRZkvCS2q3ZM77+zRsEbaq0IA90sao44fRb2zDwgzhREqJx+nlz4/n1rmYq1lVHFH2Gsdmf7EQj8tb5eAhIJ3gdXmZ/cXCBo2/t/Q98p0/IaUHXZY30sEDSErdK4KO5pV/z4JdY1i8+5haHXxg/HcO9CQlm/LvxJCuSsdO5VtD9QmbxJAuthU+1kg7TQ412jy7RghxDXANQNeuXdvYmmC0BsRCBXDNkNHhNybMXPrAuYyYMoQZb/+Bx+ll4nlHMu6UkWxdsYNbJ9xfIybfFtSXigmgKApHTqv5b5G7Y19IITR3hYfcHfsaNPbesvcwZPPeZmxaatX35Z51bC/6D8XuOdR0zqExDD+GoZNb/hkl7sV49IbZXeFd31RzTQ4Rwunkc4UQ6dXCNXmhGkkpXwVehUC4Joz2NAnRgHcdCewuKyXBXvtiYUdh0FH9GHRUvxrHeo/owX9nPcytR/8zpPZ8e2LKJccELdr2GtEde6QtaJHYHmmj14juDepXN5pXzERgpUvs9QAUOH9hw75bMWTD3wacvo3MzepPQAqv4WhqfKPamxx6hDNc8w1wWeX3lwFfh3GssKGJhunRXPvrVx26zmt99B7RgzvevK5BWR72KBtxyXXnz4eLOV8Gh19GHT+Uzr3TsVQTXbPYLHTqlcao44c2qN9o2/D6G9WBRMWiJOP27WXjvrsa5eAB3PpOGuvgFeEgI+bqYFukjm64DunfV5MDtIiTF0J8BMwH+gohdgshrgL+BUwVQmwGplb+3OEYm5bRoHbFHjebivLDbE3bMvG8o7j0wXNQlLodvcVq4W/Ptc0idHFeCbMPcvSqqvL0nw8x7cYTSUiPJyE9nmk3nsgzMx9GVRv2EPf49zTTMhercs9m8Z5j0GXoTKWWQUXgAFSsaip+owyvPxDaMaSPrYWPMS9rGPOyhrFkzyQKnTPDaItJe6DFsmtagvaWXfPN1vXcMfNHPEb9G3UiNAtfnnoh/RM75Ppyo/D7/KydtxEhBO8+9Cmr/lxbQ/3B5rByzX8u4eXb38HvCRFHFwSkjIVA0RTcZc3Pta+OLcLK038+TN9RPVukPyklc3b2oSGx87Yn8NASaEg8CKwowsbQ9E/YU/oW+yq+rfEWoQg7Q9I+INrWsDcak/ZJXdk1bb7w2l7xGTr3zf2lQQ4eINJioW9Cx6vx2hQ0i8bQYwZSVlTOunkbg+R9PC4vP775O5kDurB15Y4aWS1Wh5WTr51K72HdSeycQObADC7s+ld0f8sVDfe6fHz+9Dfc+9GtTe/Dv4/c8s9x+bOItY9BEQ4M6WwxG8NH4PdVVv3fiy59bM6/j3Lvmho5/QCG9JBV/CIDU19tdUtNWgdT1qAWtpcU4W/ELp/njj0F5TDblVheVIFai4Z+SV4p//z0NhLS4nBE27FYA/MJv9fPty/NYPaXC+g7qgeLfliOUFr211BKSfa23CZfX+pZweI9k9lZ/AK55Z+xpeABBBoKB5VJxIpNbVg4r22RlHmXoYhQu7IlTt+2VrfIpPUwnXwtxNrs+IyGO/mjOnULozXtk5RuSVgdwY5DURWGTxlMp55pvL/9JS7+59lVi3yGbuD3+lkyYwWPnPsMs79c2KDUyMZgsWkMm9S0nZ5SSjbuux1DOpEE0i4N6USXLqxaJwQ2VBGNEDaSIo4j3nF0S5oeNgKbpUJ9zgrRVnNX7KGM6eRrITUiitGpnUPJuYQk13n41SRVVZUbn78KW4SV/S8xmkUlIsbBpQ+cW/mzxrp5G4MkCHweP6tnr8dq00Jq5jTLLovKmTef3KRrvXoOXj2U2JwPKT2MzviFASkvMbrzr/RLeRaH1v4f7gIrqVFn0Cn6chThqHFOEXa6xF3fRpaZtAamk6+DFyed1uBqTyWell087ChMPO8o/v3z/Rxx2mh6DOnGqX87ntdWPU1qtwPrEzk79oWU5desGqNPHI7WwmUTrTYr+3YX4Cpv/OYlIay1phYqwopN60Sc4whsWnple3vItm2FQMOh9SGQZaMhsBFtG0qPhH+QGX873ePvwqZ2QhEOYm1jGZr2Yb16OiYdG3PhtQ7i7Q5+PftKzv72Q5bm1S4jqwpxWJb+28/AI/vy0PS7aj0/dOJAdq7dhd9Xczbv9+occ+6RzP1qEYt+WN5i9pQWlHHn5Icw/AYX3XcWF9xzZoOvtaqJRNkGUuZZSfW8dEXYSYu+IKh9IB1S0JqZNwIrVjUVj76Hg3PnJeD2bwd0JAKBSoxtJKoSUN3sFHMJnWIuaTVbTdoecyZPIA67OGc3n2xczbK8vTVmcgIocdc9I7xj5Hi0Fl48PJQ4547TcEQ7UNQDn5E90sb5d08jMiaC068/sUE7ixuDq8yNx+Xlw8e/ZOZn8xt1bb/k57CpaagiEkU4UISdOPtRdIq5tEa7feU/kFX8PPU7+JaNRwmhkBg5FRFyjuav0rMBicTD3rK3zcXVw5jDfiZf6vVw4fefsLWksOpY3/gkPjjpXCItVtYX7mNvHfH2U7r35a9DxyKlNDW/ayGpUwKvLHuS9x7+jKW/rCIuJZbz7jydCeccAcDI44aQ1DmRfbsKWnxsd4WHT//zFcdUjtUQ7FonRmf8QbF7Lh5/NtG2oURaa0o9ePUCNhXcFZSSGJqWnuULnN6NCKE0qDqllDqFzt+JiO3YInomTeOwd/IPzvuNDUX5+Krlw68tyOPxhTN5bPxUCt1O1Fqcd+fIaHaUFtHjjadwaBYu7j+MO0cdjbWBuyirs6ushLUFuXSJjmVgYmr9F3QwUromc/vr14U8p6oqLy7+N1f1v5myooM0YlogElKUU9Loa4RQiXdMqPV8gfMXWnzFuIEY0kWxe27l+AoHQjbVvz+AECpKO1s7aGv8uoGUEksLrwe1Rw5rJy+l5NttG2o4eACvoTN9y1oeGz+VIcnpeEOkUtpUlVxnBXsqAlvUnX4f765bTo6zjOePPbXBNuiGwe0zf+SHHRuxKCq6lPSJT+Td488mzu6ov4NDhPiUWN7b9iJfPPs9Mz+bT0S0g1OuncpRZ4whb+c+/jr8zobWVK/B/nTOlkZKHzLscXiVCEsPdMONECoe/55qoRgIPP0EiggIssXZj6TINSvE24UkKfKEMNvaeFxuH8vX70JTFYYP6ALAui3ZqKpC/55pqA0IgeYVlvHr/I14PH6OGNadfj3qniAVlzr59+u/MGfZNgwpGdS7E/+45ji6dap/Tc2vG8xZtpUN23LJSI1j8ri+OOyWeq9raw5rWQMpJT3efBojxGdgUVS2XHkbAK+sWsSzy+bi8gfyjG2qiqYouHy+oHmTTVWZfd41pEZENciGV1ct5umlc3DrB3KYLYrCsV168NrUM5p2Y4cg+3YX8MJNb7Lkp+UIIfC4vfXO8DWLij3KzstLnyQtM7TchMefi8e/B4elO5ZGKDa6/XtYsuc4pAyP/LLAwoCUl0mImAjA1oJH2Vv2dlA7RdjpEf8P0mMCVclyy75iS+G9gFb5EuSnT+J/SI46KSx2Hozb6+OTH5by4+z1qKrCaccO5sSj+/P7wk1s3rmPXl2TOX58f+Ys3crjr/6MVrlO49cNDEMipcSQEgE47BZcbh8xUQ4umzaa+JgIyio89O+RyuI1Wfy2YCObdx7Qi1IEDOuXQZf0eOat2IZFVTl2bB/GDc2kb/dULJrKRXe+Q25BKXq1Xdh2m8bXL1xLTJQdt8eHELBjTyF+3aB3txRWbNjNolU7+HH2OpxuL26PH0UINE3hP3dMY8yQzFb5bOuiVSpDtQRtoV1z4Q+fMn9vFkY1j6EIwaQuPXjjuANZGbN2b+fNtUspdLmY2q0X32/byPqiYE3vaIuNt44/k9ENFDY76uNX2V0eHE6wKAqrLrmRCEvHrh0bDlzlLs5Kvgqfxxd0Lq17Ct0GZJC7Yx9DJg7kvLtOJ6VLUlA7w/CwIf82Cl1/omDFkB7So8+nR8J9iAauAu8qfpWskv/DkD7AQBF2FGz4ZXEz71BlQMorJEYcW3VkR9Gz7C55JWhDkyoi6JX4MClR06qO+fQiilyzAEGCYyKa2vKKoIYh8es6VsuBYIBuGFz9z4/YtjsfT+UGN6tFrZpE+f0GiiJQhMCvt5yMRUuhKqKG89//s6YqtdorBLx0/3kM69e2O59N7ZpqSCn5fdc2PtqwCrfu5+jO3ViTn4tH9+PW/Tg0DYdm4cEjJte4bkJGdyZkHNAe31teyqbifPSDHpIew09mTMNnhE5/7Qt3bt1vOvkQOKIcHH3WWOZ8ubBGuUJ7pI3LHjqPKRfXHkvfz9bCRyh0/onEg165szWn/DPsWlc6x17eIDu6xF1DQsQx5FV8i5R+kiJPwDDcrM37C4b0sD+cIrAQYxuJxI9heCj3raE22WAhbMTZxtRw8ACpUdPYU/oaUtZ08hJIiJhS45hFjScl6vQG3UNjcXt8PPveH/w4ax1+v0GPLkn8/S9TGNgrnRc+mMWG7bk1stO8B6XNGoasMaFqT1R38NV/ruuBJCU8+vIMPnv2ynabeHHYOflHFv7BRxtW4fQHnMOS3N0MSUpjSteebCzKZ2BiKmf3GUSMte66n9cOGcNXW9dX9QNgVzVO7dGP5IjIBtszMaM7X29dH/SwsGg+fNIJdPxCJOHglv9di7vCw+KfVmCxaeg+nbNvP5XJF9UvM2BIH7nl06tkCw4cd7Gn9M0GO3mASGtfultrli4ekvYhO4v/D6d3ExHWPnSLu4lo25AabbYVPE52+QcY0iAgKmYgsJAaeRY9Eu4JGsdhyaRX4uNsKbi3RurkgJSX0ZSGhQZbgnuf+44la3ZWOe8tWfu48bHPmTCqJ78v2HRYatTn5JdQWuEmNqp9rqEdVuGarNJipnzxFh695mwoQrPwwqRTmdy1cdK0a/JzeXD+byzfl02UxcrlA0Zw4/AjGpUzn11RxuQvXsPp8yGlAkgUIenbLY9RqZ15dPBtjbLpcKMgu4j83QV06deZiOiG/ZH5jXIWZI2sUmqsjioiObLbypY2MyQu3w6KXLNRlUgSHJPQlNh6Z4N+o4xi1wIUYSHOfgSKUn8R8pZib14JF97xNh5fzb8fRQBCYBjtx5e0JhZN4efXb8Bua7tFWDNcU8ncvVkhlSKdfh+/ZW1ttJMflJTK56de2Cyb0iOjGdMnn015knKnHZvVR2pCKTarn03l26nwu4jU2ucMoT2QmB5PYnrjStypIhKbloHbv/OgM4IYe8i/k7DgsGTisGQ26hpNiSYpcmp4DKqH3TlFWCxqkJM35OG7q1JTFY4e2atNHXx9HFZOPtZmC5nzblEUEtowXVFVDdKTSoHgBdjwp+kdfggh6JX4COvyrsGQXgLxcQ1V2Ogef3er2eHx55JT/hlu/y7i7GNJjji5VWfmjSUzIxGvL1jJcv9iqqEH/67abRbcIRbIOyIWi4JeeY8WTUVKSf8eadxzzXFtbFndHFZOflKXniFn8qpQOKdPy8mtunQ3e115JFhjibfG4tG9LCpcSb6niN7RmQyM6V3jtfzIpBH8nDMHf7VFNQFkRnQmSjNj8uEg3nEkQ9M/Y3fxqzj9W4m2DqVL7DXYLV2a3bfbv4e9pW9T5JqLXy9BCAsJEZPoGvs3rFpAuK3EvZQ1uVcgpR+Jl/yKH9lV/DLDOn2JpkQ324ZwkJIQzbFj+/Dnos1V2TMCsFs1oiLt5BeW10hHtlk03n3iEn6avY63v17YocI5QgSWzFVVIIFBvdI5+ZhBTBrXh7IKN1uz8klPjqV7RmJbm1ovh1VMHmDVvhyumPFFVV66lJKnJpzIST361nNl/Ugp+WL3T3y5ZwYAfsNPj8gu5Hjy8Rl+fIYPi2Khe2QG9w+8CasSeMVbV7KZpze9ToXfhU/6sSlWNKHx+ODbyYhIx2f4mFewjFXFG0i0xjMl9ShS7O3/l+twpNyzjpU551eW2KuelaFiUeLonfQk+RU/ku/8HkPW1EQSWEiJOp3eiY83OI2ztfHrBu9+vZDPZ6zA6fYyvH8GN18yEZtV4+9Pf01WdhGKIrBZNP75txM4cnhASqG41Mmrn81j+q+ts97RFISAWy49lnNPGIHX52fhyh2UVrgZObAraUltU5i+oZh58gehGwbL8vbi0XVGpXbCrrVMPG32vsW8tOV9vLLu11OL0Dgr4wTOzDiepza+zoridVUbe4QQnNH5eE5On0iE5sClu/nH6qfIcxfgNjxoQkURCnf3+ytD4/q3iN0mLceK7HMo89SlqBlaeqA6mhJHt7jbSI8+DyE61rb7vXklON1eumckhtyx+u83fuH7P9fgO6jco6ooGNIg0mHF69exqCrdMxK58ORRjBzYhafe/I21W7JJSYzmyjOOwOP388vcDezNKyEm2s6AHmlYrSrvfb0Yj9cHQqDrBkIIDCnpmZHElWcfwfB+GSzfsJtN2/NYsmYn67flohsGibGR3HzpRKYc0S/I5o6A6eRbidtXPMYO554GtbUpVi7seiofZn2LxziQKy8QdIvozNPD/gHA57t+5PPdP+E76MERY4ni9VH/Qm2nM77DkZYu+G1REsiMv4tIax+irIPa7ey+Mfh1g+ffn8nXv69CSonDbuWyaWMY0b8L3TonYLc2b8JlGJLl63eRva+UPpkp9Kllp/OhhpldEyaklGytyKLAU0SPqK6U+MoafK3H8PLF7hk1HDwEFlr3uHLJ9xSSZEtgbsHSIAcP4PF72e3Mpltk52bfh0nLIIRAEfagMExT8RmFbC64G4UIVCWCASkvE2MfDoCUfiq8G1CUCBxa93a7EedgNFXh1suO5foLj6aswkNcjKNBGjUNRVEEIwd2bbH+DgVMJ99ESrxlPLTu/8hx70MVCj7DT4I1rlF9lPkrQh4XQuAzKnVylNA7Xj3Siy6D87xN2pbkiFPIrfisRfs0cGIYTtbkXsGYLrMpcS9mU/5dlSJpOnYtgwEprzQ6HbMtsVo0EuNM99MamJ9yCAxpMGvfIn7KmYXX8DE+aRQnpU/Erh5Ib/vv5jfZ7cxBr7ahpshb0ihlXIFAE1rIUEyaPZCFcXzaBLZs2RGyz7n5S+kRZc5a2gs7i18kt+LrsPWvSyfrcq+jxLOA6r9lTt9WVuVczJiMmR0uhm8Sfjp+kC8MvLTlA17d9jGby3ew07mHz3b9wL2rn6qaXZf5yllfurWGgwfwSh/JtkTUBvyhCWBgbG/SHcnYK3OjLcKCXbFxa+8rql6/h8T2pTbd8jn5HXf94lCjxL2E3SWvQIOKiDQVgxLPfIKnERKvvo+9pR+FcWyTjoo5kz+Iva5c5hYswWscmF17pY8c9z4WFCzn6OTRuHRPIN8+xPS6yFsadFxBIBCAQEdHEyoWxcJfup9Hmj2ZhYXLWVuyhWRbAsemjCPOeiBdS1M0VKHWyKHfT0MeJiatQ07Zp5Vpk22FzraihzCkky5x17ShHSbtDXMmfxAbSrdVOuSauA0vK4vXA5BsSyBaCy1C5pO+oBm+gcTAYHLqEfSI7MLI+EE8MvBWorQI5hYsQUHh0swzOCPjuBoOHiDWEk33yAyUg2yyKhYmpxzZnFs1aUEM6aQ1i3mHRrKj+Bm8/mAJbJPDF3MmfxBx1hiUEKlqmlBJsgU0UoQQXN/rUp5Y/xK+EDPsUEhgSdEanH4X2e59LClcjYHEKiwoioKUkrv7/5XBscGbsm7tcyX3rn4at+7BL/0oQqFPdHdO6zw5eCCTNiEp8mQKXbMqnX1bYlDknkNqlFlwxiSA6eQPYmhcP+yKFbfuqaEbowqVSdVmzkPj+nFqp8lM3/Nzg/VlCr3FQcc80sv+if+/1r/CG6P/VWOBFyDVnsQrIx9ladFqCrxF9IrKpHdUZuVGD4MCbzERqp1IUwKhzUiKOI5c++cUuxYESRi3LsKs52pSA9PJH4QqVB4edBv/3vA/8jz5KChYVQu39L4iSEqgd3QmdtWKS2+5P+rXt32KgUHXiHQmpxxJtCWgFa4pKmMTh9Vou6RwNS9v/QCn7sKQkmFx/bmp92Wms28DhFAZmPIaBc4/2Jh/a5vN6BVUEhwT22Rsk/aJueO1Dva68vAZPjIi0kPuLPXpfq5bfj/F3lKMeraqNxRNqPiljlVYsCgajw++g4yI9KB22yt28Y/VT9VYINaESp/oHjwy6NYWscWkaTh921mTcxl+owQQGNKLw9IdQ3qIsPama+z1KMJCTtlnIeu2Nh2NQSlvEh9hrtUcbrTpjlchxA6gjEBQwl+bIe2RTo7at0TPz1/Omzs+pcRbhkQiEC0iC+yv3ODklT68uo8XNr/Hv4beFdTumz2/VaV0Vr92S/kO9rry6rTdJLxEWLozOuNPSj3L8RslxNhGYFHjgtr1TLyPYvc8nL5NzRrPpmbQOeYK0qLPRVXM2gMmNWmt7JpjpZTDOpKDr4uVRet4dvObFHpL0DGQyMDCrKVxxSsawuaKHby8ZX+ZuAPkuPeFfKhoQqPAW9Tidpg0DiEUYu0jSYyYFNLB76dHwt0hYugC0KrK/Alq15hXRAS9Eh+kc+xlYXXw5U4Pi1bvZONBNVxN2j9mTL6R+Aw//9n4WtWMu+q49JPva7pztSnWIB2b/czKX0SXiHRO6TSp6tjA2N5sLt8R5Og9uofMCFPPpqMQ75jAwJTX2FH0FE7fNhyWbnSLuxWHpRtS+rGoKXj8u7BpnShxL2Zj/m1IaSDxowgbSREnEO84Jmz2bdyey/3Pfx+QEBYCTVVIT4nlv3efRXpy+5Xfdbl9/L5wI7tyiumTmcKEkT3RtMNzX0nYY/JCiO1AEYEswv9JKV896Pw1wDUAXbt2Hblz58El2doXf+Qt4IUt77ZonwoKXSLS2VmHgqVVWDCQ2BQLU1KPYmhsfx5e/3xQO1WovDPmPzhUM8OiLvxGOV59HzY1HVXpOJ+Vx59LfsX3+I1yEiKOIco6JGziZOu35vDXhz6uKtpdnc6psTx286lM/3Ul+cUVHDW8BydOGNBsFcnGYBiSPxZt4vuZaxECTj5mEBNH92ZPXjFX/uN9vD4dr1/HYbeQHB/Fqw9f0G6LbTeXNpUaFkJ0klLuFUKkAL8AN0opZ4Vq294WXkPxr/WvsLhoVYv2Gak6cOmeBi/eWoWFeGsseZ78oICNXbFxXa+LOCrpkIiMtThS+tlS8DC55V9U6rxIMmKvpWvs9R1GyTHceH1+XvtsHh99vxTdqP13UhGBdSgpwW7T6JQcyysPnM/KTXsoKKpgSN/OYaucJKXkvv/7jjlLt1Y9hOxWjf490lixcTeh3FpGahzP3H0mXdJaPqza1rTpwquUcm/l//OEENOBMUBIJ98RiLFENXuRVUEghEKUGsHQ2H4sLFrZqOwcr/SFdPAQqEbl1sOpn9I+Kfbm4jPcJNoyUOqQe9he9BR5FV8i8VQ5gt0l/8OqJJMec14rWdu+uffZ71iwcnudDh6oUerP7fGTlV3ItBtfBSEwdAMJHDOqFw9cfxKK0rIP0Blz1/P7gpoL1m6vn+Ubdtd6ze7cYi6/5z1uuOgYPvlxGXvziklLiuVv54/n2LF9WtS+9kRYnbwQIhJQpJRlld8fBzwczjHDzXFpRzM7f3GN1MX9NFSBskdkV/499O8APLvxzVpj8XUTejQ/OknWQ2+mUhsl3ly+2PUoBd5dCKGgYWVUwmnke3dS4S9BE1aitQT6xU4gM2II2WUfBmnMGNLF7tJXTCcP7MouYsHK7fj1xqcE+3WJX6/5dzFr6Ra+m7mG044d3FImIqXk36//0qRrnW4fT731W1W92V05RTz00o/4/AbHHdUxq0LVR7hn8qnA9MrXYA34UEr5U5jHDCu9orpxebezeHX7x0HnGjq37xHVBZfu5s/chSwrXtskO+p6k3gv6yuGxh/6pQGlNPhg5z2U+vKQGCDBh5vZ+e8HtV1XOove0aNJMDwhRT29ekErWNz+2bY7v94ZfGNwe/xM/3Vlizr5rbvycXsaJicSioMLinu8fp59/w8qYgwGp6XSK/nQqp8cVicvpdwGDA3nGG3B2MRhvLn9M/w0rWjH0qK1LC5cTZmvvMl91MXOij14dC82NXTBkUOBIm82X+/+NyW+nAa190k3m8sWM9jeiQh2BZ2Ptg7C6S9hS/lCDGnQK2oMUZaElja73dM1PSFkPLs5eL1+Klxelq3bhdWiMmJAFyzNyHTx+1vuIbSfwmInf//mJ4QQ9E1J4ojMLuSWVRBls9IvJZkT+/chMbJj7iQ3UyibgEO1B0q7N/GPochbEliwCptq4cFplV4+zPqGP/IW4Jd+hscN5PLuZ5Fs65hOzK1X8M72W3HpDS+3COCTHjzakUQZX1cL2VRqvViP58XNlyFQAMkvvMKk1L8wMuGUFre/PdM9IxGLquBrQrimNpITojj5ry+jqYFtOYoi+M8d0xjaL6NJ/fXqloyqCHSj/r8fCehW0O1gLQ0cC7U6IDVACCSwIS+fDXn5Nc7/67dZPHP6iRzXr3eTbG5LTKnhJmBTrRyVOAKLqPmMtClWxsYPDZIFDiacDj4gbXzJott5auNrlPrKeWz9i8zImUWF7sRjeFlYuIK/r/o3Ff6WqUXa2qwu/hWf4aGxT1mBQoy1N4NS3yTOfiQ2tROJEVPok/wmM/Km45defNKNT3rwSy+/575OoadhhdkPJTLSW3ZNZ+naXXgqZ/MVLi9lFR5uf3I6LnfwulZD0FSFGy8OvTdAVvvyW8GZCiW9oTxDUNxH4IkCedCfpxRQEawcUgOvrnPb1z9S7mlL8bmmYTr5JnJtzwsZFj8Ai9BwqHYswsJJ6RO5s981jIyvPf5oVSytksOuS535Bcu5ftn9bCrdXkMSWSJx6x7+zJsfdjvCQa57K37Z+D82VagMiptErH0Mg9PeZUyXWQxIeZndnn0hawgYUmd9aYdNBGsyxaUtK65mhIj/SCmZu3xbk/s878SRnDl1yIH+AEMFTxxUdILS7oKSPgJ3igKKAqrAsEJFd4WKTmBolddoUNINvHH1u0KvrnPWWx9S5OxYkyMzXNNEbKqVu/v9lUJvMQWeYjo5UonUAhstymsp0A1wRqfj8EofX+/5tcVEzerCqYeuVuQxvGwpb98bz2ojzd6TDaWz8TXC0WvCyuTUa0iyBdfE1WVAnOJgJAZ+2bTZZkfGZrUALePIFBG80AmBY05X82bFN118LKs2ZbNjTwFeDIr6isCAtVG5D8KToOBJAAwZiN00Yn/EzqISrvr4S14653TSoqOaZX9rYc7km0mCNY7e0ZlVDh4C+jG14TY8nNvlZPrF9GgN82rFKix0jejUpjY0lUFxU9AUW2X8PIAqtBo/V0dBY0rqtQyPPzHk+V5Ro0MG2FRhpW/04afoePIxA5u1MFqdHl2ScNiCd8EaUjJ6cGaz+rZZNV57+AJGHJVJWVdRWynk2lFEoxw8BOxek5PHpBde59pPv8Lta3qWT2thOvkw0De6dgduVSxYFQuPDLqNW3pd0eA+BaIBsf6Goykak1OPCnlOlwZ57oJ2G7O3q5Fc3v1ZukcOR0FFEzYGxkziyMTzUQh2TgZ+fst9jR+z/y9kf3HWNMYnXYgm9j84BJqwMTz+JNIcvcJ8N+2Pi08bTd/uKXVOihtKhcvLiIFdqhy9AOw2CxecNLJFtG9sFo2NogR/ZOMddnPwS8kfW7Zz0fufttqYTcUM14SBCSlj+GrvL0HFt62KhVEJB+KIR6eMRhGCZze/FTJcsB+B4Joe56NLg/d2Tm/i5qkDOBQ7jw++gxhL8Ovm/PxlvLrtY9yGB0NKRsUP4obel7aZFo4hdbaVLyXLuZooLZFBsccSocUSZ03jvG6P1Gi7vXwZ82tJd/dJN2tL/mBs4lkk2oKzOo5IPpee0aNZVzITQ+r0ix1PJ0dwKcbDAbvVwqsPXcCfizZz33PfhYypN5QuafH8+/bTmbl4C7/MXY/NqnHqsYMZOTA4bNYUVmXnklNa3iJ9NYXV2bnM3rqD9NhoHvn5D5Zk7cFusXDe8MHcMuEIrFrbu1izaEiYeH/nV/yQ/Sdew4dEYlOsHJM8lmt7XoCrMk6+33G+tf0zvsv+o87+orVIru91CXGWGP655pkG15YNRZ+o7jwx5M6g45vKtvPg2udqPEQsQmNQbF/uG3B9k8drKn7Dy4c77yHPvR2fdKOgoaBwQeZjZEQMDGr/3vY72e2qfXOZJmxMSbum1rCNSTDlTg+nXvdKkzcfPXrzKUweF76H5ffrNnLfD79Q4W27tZMjM7uwOjuXco+3aqpm01SO7pHJS2ef1io2tKl2zeHKxd2mMSp+MLP2LUKXBuOTRxFvieXuVU+yrSILEAyI6cUNvS5hVMIQfs6dE1IqYT9l/gqe2fQmQ2L7NmtmBXB82oSQx7/a8zPeg94SfNLPmpKNFHiKSLS1rlzC0qLvyHFtRSdgk4EfA/hgxz3c1Od9HFrN1/36NkYpQiFCDR0ikNIg270Zn+EhxdadFcU/sabkNwQKQ+OOY0TCKah1rLUcqkRF2PjmxWu58M63yS+qPaEgFELApz8tD6uTH5Cagr8B+fLhZFtBEW6/v8a7uMevM3vbDrKKiukaH9dWpgGmkw8r/WJ60i+mJwAu3c3flv6Tcr+zKkd+bclm7ln1FCPiBgZVeQqF1/CypGh1s2zqHpnBhOTRIc/luEOLnlkUjQJvcas7+TXFv1c5+OoY+Jm++wkuzHyi6pjXcCPqccKGNOgRORopDdaXzmZl8QwMqdMtcigrin7Co1cgkfikp1KELpD99GfeO2wtX8J5XR85LJUqoyPtfPXCNVx17wds3JHX4OukhHVbsil3eoiKqL3wSXPonhjPMT0zmbV1B25/6y+CWlUVu6aF3DxmUVW25BeYTv5wYfa+JVWhm/0YGJT7y5mZv7DZm6MUlDp30dqEhQu7nV6j8MjBDIztzW5XDvpBBVH8hk6GI61Z9jWFutQkdznX4NGd2NTAVvNPs+6n3F+f/oxkQcGnFPty2Vg6F1/lrtcsZ/CDs/rn6JcedjvXsce1noyIAVXH3Xo5q4t/Y59nB2n2XgyMPbbKnkMNVVF4+4lLWLZ2F9N/W0lOfikbtucGsnAkuDy1v4WGSqFsSf477SReX7CENxYspbQVNyupQtAtPo5xmV3Ys3xVkKP36QbdE9p+V7np5FuJHHdeyAVTn/Q32b3bFCuGNFCEQu+oTC7scir/XPss+kF6OJpQGZs4nCm1ZNPsZ1qnqczMW4RLd1UtBNsUK6d1mkKE1vrFFobFHc9POZtDnhNCwS892Iggx7WVbNdmjHrWKfzSy4KCz5GSkG8IdaFLH7ud66qcfKF3L+9uvxWf4cUvPawTfzJn3wdc3uM5YizJjeq7IzFiYBdGDOwCQEm5i3nLtyOlZPWmvXw/cw2+aroyAujdLZmYqPAu2ltUlb8dNZbzhw/hmBdeD5rRKyKQEl8XDVWQPdCn4KyhA7l36kSKnC6+XLW2hpO3aSpjumbQPbHtFWHNFMpWomdUV+xKqFfW0K//WohUwOo4FDtndD6Oi7tN44GBN/HgwJvpG9uT0QlDsCo185L9UmdR4UquXPx3FhWsrLXPRFs8Tw29h6OTRxNviSUzIoO/9byI87qcXO/9hYOh8ccTo4V2mNFaIhGVtVMLvLtQRMN+lQOl8xq/CU1TrERZDqgT/rT3edx6edXOW5/04NRL+TXn1dq6OOSIjXJw4tEDOGnCQK6/cAIZqfFE2AO/e3abhegoO/df13qL3PERDp4+/UTsmkak1UKExYJNU3nkxCk8fMJkLKqCXVPRKkNuQgSc9bG9ujO1by/smkaExUKk1YKtMgwTCquq0ispgQeOn4TDYqFTbAwfXHIuwzunB1JENY2zhgzkxbNObbV7rwszu6aV8Bl+bl3xKPs8BVX1YS1CI8EaS7GvrNFpkRZh4bVRjxNtiaxx3G/oTN8zg59yZlHsKw26zqpYeHHEQyRY45p8L61JqS+fN7Zeh8dwIdERKGjCwjldH6RbZEDgNMe1lfd23NEgqQMFDVVoVaGahmJXo7mh9ztYFDuG1Hly/ekhHxaasHJn/68a1fehgt+vM2fZNtZvy6FzSiyTj+hHpKP1lVDL3B5mbt2BLg2O7pFJQkTgLbTE5Wb2tp1oimBQehoFTicZsTFV6pJb8gtYnZ1LenQ0I7t0Yva2HczbnkVchAO318dPGzbjNwxOHdiPa48cQ5Qt+N4MKSs30bbu2k2blv9rDIeykwco81XwUda3zCtYiiIUJiaP46yM43l201usLF6P3tDyf4qFk9OP5eJu02pt83PObN7e8UXQw8MiNC7qdjqndprcnFtpVZz+EpYX/UBWxWoSbBmMSjgtKNf9/R13sde1Eb1KhiD4BdwibAyNP4HVxb/gMRqqzyJIsHbizIx7SbZnAoG3gSfXT8MgODxkVRzc3u+Lxt2gSYPx6jrrc/cRabXQMzHhsFwID4WZQtlOiLZEck3P87mm5/k1jt/U+3L+suTuBgUFFQRX9zifY5PH1dnOqbur3hiq45c6zna6k7U2IrRYjkq+gKOSL6i1zbldH+b33NdZU/wbfumjW+RQ+scczcKCLyj07sGmRDI28SyOTDqXATHH8MWuRypn8wIhBcMTTmRx4dcY0o9EIlBRhcppne+kT/SRNZyJEAr9Yo5iQ+ncGo5eFRYGxda+sG3SPH5av4l//PALUgYypTrFxPC/c0+na3wcOWXlfLh0BRvz8hncKY0Lhw8hoYPqv7c05ky+HbCjYjf3rXmmapNUbdgUK3/pcR6TUo6otY0udZYVrWVV8QZ+zp0d5OhtipWHBt5C7+jMljC9Q2DIQJinuqPenxdvSJ10Rx9UoeE1XKwu/o3dzrUk2DIYFncC0ZbQVYJcehkf7Pg7xb5ckAYgSLZ144LMx7Eqrb9IfaizeV8+Z731UY1FVUUI0mOief6sU7jk/c/w6Tpe3QjE0y0WvrjignrTF/PKy8kqKiEzPo6kqMg627ZnzJl8OyfZloi/njz5RGscf+1xISMSBtXapsRXxr2rn6bYW4LH8AVJedgVK+MShx9WDh5Cp2IKoQTJFlgVByMTTmFkwilsLJ3Hp1n3U+LLI9Xeg4kpV9A54kANUIcazVU9XmSXcw0F3t0k27rR2dHfDB+EiY+WrcKn15ywGFJS7HJxx9c/1djx6tF1fIbB47/O5JVzTg/Zn1fXuee7n5mxYTM2TcXj1zllQF8ePXkqmnJo5aOYTr4dEKk5mJo6nt/y5tW6AFvud7LXnceIOvp5c/tn5LkLDqRQykD+fII1lr7RPZiQPIaR8bU/JEwCrCiawa85r1RJGWc5V/Phznu4sNsTNRy9EIKukYPpGtly9UtNQpNTVo5eS9Rhe0Fh0DFDSuZtzwrZXkrJDZ9/w8ytO5AEHD7AD+s3kR4Tzc3HHFrKo6aTbydc3v1sYixRfJf9O+X+4EVBj+Fl+p6f69zMtLBgRVCOvIFBsa+UW/tcac4yD8Kll7G+ZBYuvZRukUPo7BiAIQOKlQdr1fulhz/z3uKizH+3kbWHNxN7dWfu9ixcvpqbrny6gaYo+EIUH7dbAu7t+7Ub+O+seeSUltM1PpbM+Dj+3LojqL3b7+d/8xdz2ZgRxDkO5PYXOl2oQhDraBuRvuZiOvl2gioUzulyEmdnnMjZ80OLgZX6DqjtbSrbzvyCZQgEo+KHsLF8W5Dq5X7az6pL+2FXxRo+yboficQvvVjybXSNGEyRNxtvLZk3ee7trWylyX5OG9iftxctY1dRCZ7KmbcABqWlkBEXyw/rN+Gv5ugtqkJqVBTHvvB6jbeALfmFbMkPnvnvx28YnP7Ge/x5/V/YuC+fO7/5iW0FRYBkSHoaT59+IvERDr5ft5Hlu7PpkRjPGUMGVqVptkdMJ9/OEELQ2ZHKHldu0LmuEYFClO/s+JIZObPwGgHVu6/3/lopaxCMgsKo+EEYSHJdeThUO/HW2PDeRDvHkDpf7n6sRq68T7rZXrGszmpdh/JO1vaO3aLxwcXncNwrb1c5eQmsycklu6w8SLTPpxts3pffpNpr2aXlzN62g1u/+oEyz4Hw6bLdezn+f2+jKQq6IXH7/VgUhf/OnMd9Uydy7vDBKNXeliu8XhZn7cGqqozu2hmL2jKFWBqL6eTbIVdknsOTG/9XQ5XSqli4vPvZ7KjYzU85M4MUK0M5J7tiJVKLZFT8EC5fdCdu3YNE0jWiE/f3v5E4W/OLNnREsl2b8ctQwmfBKaf70YSNo5MvCqdZJvXwx5btQfowXt0gu7QsZPvmFNd8ftaCoLEkAXVJT7Xfk/1hogd++o3PVq7hvYvOIcJq4bu1G7j3h19QK3diK0JwzrBBzNiwmUKXiyHpadw9eQID0lKaYWXDOLSWkQ8RhscP4IEBNzE4pi/xlhiGxPbjoYG3MDi2L4sKVtabiQMBWYQT0iby977X8PLWD3DqLgwMJJKdzj3cvPKRevs4VGnK2sTk1L/QJ+bQWpDraCzcuQunr3V041dn5zRK1VICG3P38fLchewsLOYf3/+Cy+en3Oul3Oul1OPhjYVL2V1SitPrY8HOXVzw3ids2VefqF7zMWfy7ZR+MT15cNDNQcc1RUMIBUJsdDq43ZFJI5i+++eQs/xyfwUz8xZyTMrYFrO5o5Bm74UmrHgPKlYtUAnoTxo1jnZxDGREQtvo95iAT9e5/8df+WbNhlYbsylvAV7D4MtV6/Do/hrrA7Xh8vl5ZubcsBcWMWfyHYwjk0ZWvQLWhoIgwRpLj8gu7HDurrVdc7XpOyqKUDmzy31YFDuWyrquFmGnR9QI4i3pVZuZrIqdSDWWUzrf1sYWdzwMKVm+ey9ztu2k3NM4XSa3z09WUTGeypn0c7Pm8/26TbWmULYn9lVU8O7iFQ1y8gCzQmT5tDTmTL6DkWZP4srMc3hj+6coQkEg8Bk+hFCwKBqGNEi2JXJv/+sCedwRnch2hy70kGY7fBcSu0QM5Pre77ChdA4ufyldI4fQ2dEPicHmsoXkebYTZ0mjX8x4LCHVQ1ueMl8+q4t/pUIvITNyGD2jRtWpqd9e2bwvn6s+nk6ZJ1B8xW8Y3HfcRM4dVvd+AkNKnv5jDu8tWVEZUpNcNXYkHyxd0SYFQZpKYyq3+Y3AAnHv5KSw2WPKGnRQirwlLC1agyIURsUPxqZY2VqRRZQaQZeI9Kq4c45rH9cvfyDoegWFF0Y8SKo9fL9cJqHxGm7WFf/JXvdGEq0ZDI6bSo57M1/sehSJgS59WISddEdvzu/2KKqw1N9pO0E3DCa88Dr7ymuWCrRrGh9fel6dC40vz13IK/MW4fL5q12n4vbXHZrsyERYLDx35snEOxxYNZW+yUlNWjMyVSgPc2bmLeLFre9iVGqsKELhbz0u4tjUukXOwonTX8KfeW+zsXQuilAZFDeZo5Mvxqp0zA0nDaXCX8Rb227GrZfjk240YUVBQwiClDEtwsbk1KsZnnBSG1nbeObvyOK6z7+lwlszRKMIwTlDB/HISVNqvXbUMy9R6m69yk6tQUpUJKO6dEZTFL5btzFolq8pChEWC7o0MCQkRUbwyjmnNXpmb2rXHOYckzKGMYlDWF60DgODYXEDiNLaTqHPb/h4Z/utlPr2VaUtLi38lt3OdVya+fQhvTP3j9y3qPAXVd13IJXTi5DB6yw+6WF1ye8dysnX5qQNKSlw1i7vbEh5yDl4h0Xjb0eN4aKRwyhyupi3I4til7sqXm/TVHRD1ihZuKu4hEs++JxZN16NtYXy6s2F18MEh2rnyKQRjE8a1aYOHmBD2Rwq/MU18tJ16WOfewe7nWvb0LLws6lsfsh8/NqqVWkdKFQDMKpLZ/x68P05LBaO69ur1usUIeieUHepPE1ROpTDsqoqx/Tozper1vLzxi28ft40LhgxhIzYGAampTChZ2aQiCAEcvFnt+CCbNg/MyHECUKIjUKILUKIu8M9nkn7J9u1KWRlJgOdtaV/sqlsPh79wKyv3F9IjmsLXqNj6eCHojHxdYuwMyz+hDBa0/IkRkZw3fhxOCwHggQOi0avpAROGtC3jivh3qkT65y9Sil5tI5wT3vD6fMx9ZW3eHjGHzz+65+c984nZMTG8Pv1VzH9youIdziCNlxBQCu/0Nlyv+thDdcIIVTgRWAqsBtYLIT4Rkq5LpzjmrRvEqydsQhbkAiYLn2sLv6NtSV/YEidyanXsK1iCdvKl6IKC4bUOTLpPI5KPr+WngNIKVlUMJ0FBZ/hNVyk2fswNe0a0hy9qs7DgU1RHt3JgvzPWFc6E0VoDIs/gVEJp6GKlv/zGBI3hcWF36BX23GroNLJ0Zd9niwkOkblHoh+MePpHzOhxW3Yj5Qe8MwGWQbWIxBqWov0+7ejxjC8czofLltJqdvDSQP6MG1Q/xoO3Ov38/Hy1XyzdgNWVeWCEUM4eUBfrh8/jv/OnFtr37O370QRolEZLG3FfgdefQPXf2fO46ju3eiTksT47t34bu3GoA1ehoTRXTu3mB1hXXgVQhwBPCilPL7y53sApJRPhGpvLrweHrj1Cl7efCVuo5y65NMEAhmihN9JnW5hQOwxtV73yc772VZR8/dIxcK5XR9iSeE3bC1fDEDv6HFMSbuGT7Pup9C7t6p0oCZsdIscwrldH2riHdaOz/Dwadb9ZLs2AxIhFKK0RC7OfBKr4mBL2UKceildIwaTbO9W41q3Xk6+ZydRWhJx1tRm2SF9q5CFVwI6IEH6IfJqlOjgDXgtjd8wuOi9T1mftw93ZSaNw2LhhH69uWnCEUx9+a2QeeZHZHZhU14+BQ2c5XaLiyWnrLxK66Y9oArBX8aN4vZjx+M3DM5/5xM27cuvShF1WDROHdiPR0+a2qh+23LhtTOwq9rPu4EaWyyFENcA1wB07do1zOaYtAfsaiSXdn+K7/b+lxzX5ipHfnBc+mAHD4HFyPn5n9Xq5Pc4NwQ5eAAdH59mPYCBXjXO5rIFZDnX4NPd6ByYTfmlh53lK8l2bSbd0bvJ9xkKi2Ljwm7/Itu9iTx3IBe/W+SQwC5moH9s8MxdSsnsfe+zsOALVKGhSz+dIwZwZsa92NXGVzOS0o8svBrkQYXeK95EWscibOHNuvpj8zY25uVXOXgAl8/Hj+s3cfW4UZw6sB/frd1QQz7YoWk8O+1kLnr/0wY7+Z3FJVhVFYem4WpGnv1Zg/vzxer1Tb6+OoaUVfr1mqLwwSXn8PHy1Xy7Zj12i4Xzhw/h5AF9WmSs/YTbyYdKk6jxlyulfBV4FQIz+TDbY9JOSLR14bLuz+A1XKwp/p3fc18PCt/URpm/dr2PpYXf1XquuiOHwBqAWy8Luejpx8su59oWd/IQCBN1cvQNqkxVG+tK/2RRwXT80lslrLbbuZbv9jzN2V3vb7wB3iVAqF2oLqTrk7A7+bnbs2rVoFm8azePnzyVAanJvLt4ORVeLxN79eCWiUcRH+Hg6nGjeHDG7zVy6etiv0NtTojnty31S0yrQiCpfyOU3aJxfL8Dv1M2TeOy0cO5bPTwJtnWEMLt5HcDXar9nAHsDfOYJu2Icn8he5zridDiyHD0r5qx7seqOOgZNYpfc19tcJ8xWiJOfymbyxZg4Kdn1BgkBquKfmFD6exG2VdbVgtAiS+nUX2Fi4X5XwYtVOvSx7aKpbj0MhxqdCN7DBQwD4msPc2xpUiOisCqKngPWnRUFYWEiAhUReGyMSO4bExwHbRpgwewvbCYtxYtRcoDTrw+mhPDL3bVXXs5wqKREhXFlWNH8t+Z83D6vEgJvZMT2bKvAL9hYEiJ3aIxbdAAhndOb7ItTSHcTn4x0FsI0R3YA5wPXBjmMU3aAVJK/sx7m8WFX1VmlEgcagwXdHuceGvNX/JYayrjEs9mUcGX+KSX+sqcxFhSeXHzpQgUDGnwEy9Wxu+bIy4b+h7aA069JORxBQWPXtF4J28ZFYjBB+FA2E9pvIGN5MwhA/nfvMUcLANmURWO7dW9zmuFENw28SiuHjeKKz76glXZwXUXQl5H4CHSUE2ZhmJRFO6adDQlbg9P/DYLkEgpOXVgPx4+cQo7Cov4du1GvLqf4/v2ZnhGpxYdvyGENYVSSukHbgBmAOuBT6WUh3YitAkAm8sXsLTwG3Tpw2s48RouSn15fJb1YEjnOSHlEs7IuJdkWyZW4cAiaqu0I9hWvgS/9OKTbnQCD4WWdvCasJFsz2zRPptKZuRwRIg/VYtib1IhE6FEQczDgB3Yn/FiAcsAsJ/YLFsbQnpMNC+dfRpxDjuRVgsRFgudY2N496KzsWoNm3dG220M7ZSGptS/cU4BTujfh2dOPxG1no129Z0PQgjcPr1SjsGHy+fHqxt8v24TT/4+m97JSdw28SjunnxMmzh4aIUdr1LKH4Afwj2OSftiSeE3QTF2iaTUl0eBdxdRWgIrimaws2Il8dZ0hsWfyB95b1Lk3RuyoEf1XnTCK1YlEFgUGwNias/gaU0mpFzMlvIFeHQXBn5AoAkrx6Vd32QBMyViGoaeCxX/pWqu51uNdL6PiLy81uukfxfS9TXIMoTtmEDqZRN2KI/v0Y15N1/L+tw8LGrTNFsuHT2Cz1etrbe+Qpf4OB48fhLxEQ56JCVw+hvvoxsHZW0pCm+cfwZb8gv5v9nz6w3R7Kd/ShIfr1gVtEbg9vv5ZPlq7pp0dJtVhNqPKWvQgfF6/OiGgcNhbWtTgqi+mak6QiiUeHP5aOe9uPUy/NKLUqGyvOhHFKHU4+D3E94wSpeIQZzY6WZsav07gw2ps6NiBUXebFLt3ensGNDisgwxlmT+0uNlFhZ+SVbFKuIsaYxNOqvBC7cHI6UP6fy40sHvfwOq/H/Z00jbBITWI+g6w/UjlPydQNqlD+n8BKyjkfaTEMICtmMQSsNDR5qiMDi96bn53RLieP28M7jn+5/ZXVzCQX4bRQj+PuloLhszoqosX5/kJO4/bhKP//InEPhNEgJumXAk4zK7Mi6zK6cO7McxL7xeb4GSpMgIXjj7NE569Z2Q53XDwOXztbmTNwXKOiDFxRU8/eQPLF64FcMwiImJwOPx4fcbjBrdg+tumkp6elyb2jg//zPm7PsgyGnblAj6xxzDquKf6yy311b0j57AtC4N25hd7i/k/e13Uu4vqnpridVSubzHs0Ro7bO0opQ+ZOGl4FsFhHJiKkTegBJds5i8NJzIvCOAUOmLGmAFPCDsgAXsJyCi70Ao4f8cpJQUVjiZt3MXHy1bSZHLzeRePblq3EjiaymwvbeklJ83bsGQkil9etI1Pq7G+UU7d3P9F9/iNwwEgYXblOhICiqcxDscXDl2BBeMGIoQgss+/Jz5O3YFjZEaHcWsG/7SKlpMpgplB2P1yix++XkNhiHp0TOFb6YvYe/eYiIibJx34Vh+/Xktu3cVoofYEq0ogqhoO+988Feio9uugrzXcPH2tlso9eXhkx4ECqqwcHKnW/k993XK/PltZltt2JQIruzxAnHWhs0uP826n63lSzn4zULDyk19P2zQm0BrI11fI0v+SSDDJhQKRP4taFOU9PyJLL4NZHkjRouApO9RtIbv3pTSj3S+D86PQXrBcRIi8toabwhSSpbvyWbGhs1YVIVTB/anb0rLS2b7dJ0Ve7KREoZnpNc6I1+bk8uF732K2+ev+k2waxr/Oe2EGumS4cR08h2IV176je++XobH46O2fxpVVUI6+P3YbBqXXzmBc85vOylhCOzuXFP8G1vKFxNtSWRE/Mmk2Lvz6pZrKfAGz3zakiRLV87t9jCx1oYVVvYbXp7ecFatbyODY6e0y4pSRtF14Pm1jhZ2ROInoGWC9CKUWACkZy6y+MZGOnlAxCNS5gTCOQ22bw4HHkJWUDsjkr5FiEBY8sGffmP66nW4fX6EEFhVlZsnHMFV40L6uFZhY14+z8+ez+rsXLrFx3L9+HGM7dal/gtbCFNquIOwbWseX3+5BJ+v7jBGXQ4ewOPxs3Fj2+d4WxQbwxNOCpLKHZ1wOr/lvlZjYVZBJcXWnQq9uEmzfKuIwCddIXfJNoQSfy6byuYxOnFag9oblf/VxvqS2e3SySOi6j7vOA9Z/gJ4/gQkUkkCEQlGGYQQlasXWYJ0/4xw1F8jV/o2HOTgAbxg5IL7R3Cczoo92Uxfva5qoVNKidvv59mZ8zh5QF/SYhq7Z6Bl6JuSxAtnndomY9dHR1LuPKTZvi2Pm69/t14H3xCsVo2ePRs2I20LhsWfwMDYY1GFBasSgUXYSbJ147xuj3B973cYGnc8Ko1bTDbw09kxoMk2+aSHhQVf1DgmpWRF0U+8tvWvPL/pEn7Y+xxlvsBuW6tiJ95Se0qcH1+7ybOvgf302s+JSPAtq3TwPsAPRg7oW0HmBX5uNAaUPYaUDZAi8K0i5CYt6UR6FwEwY8PmGnIIVaYLwZ8N2Jl6OGLO5FsZr9fPrD83sHDBFpKSojn5tOGkp8dx9x0f43I1ruBxbVitKieeMrRF+goHQiic2Okmjkq+gBzXZqItyaTZe1UtUB2ffj269LG+dDaasOI1XAhEraERVVgCWi6d7+XFzZfhbeKuTae/lJVFM3Co0fSIGs3vua+zqvjnqjeO1cW/srlsIVf3fJkILZZpGX/nre03hb5HAtIDXSIHNcmWcCFsRyJFPMiig84oYBkKvuWEXpBtBkYJ0vk5IvKSutupqSCUEMlTNlADoQ+rqqIIEVTUWxGizbNY2iumk29F3G4fN1//Lnt2F+J2B/6QPvtkIaqqYDRiJ15CYiQlxU50PXimGBVl47kXLyMurvHCVa1NjCU55GYeVWic2vkOJqVeRZE3hwRrJ/a6NrG08BvcRjlptt7sdK6kyLsXIRT6xxzNsalX4ZdehsQdx5Kir2lKmqWOn19yXkEIBYGCX3rQq+0MNdDxGE4WFnxJhb+YjWVzQyplQkAuYX3ZnPbn5IWAuP9DFl1NQL/GAKyBrBjb1MrZdFM6TgFZSOjZvg/cM6AOJy+lBOtRIKJBuqixG1aoCMeZAJw6sB9vLVqGfpDgmCElk/v0bJrthzimkw8jBQXl7N5VQOeMBCIjbDz0wJds3RK8Dbu+GHt1hIBzzxvHKy/9FvJ854wEumUeGsW5I7V4IrVAtaBe0aPpFT26xnmP7sQvvfyU/QIvbrq0GSmZgsBDQQZm7bL68Zro0suSwq8xpF7neAKl3VZ1EraxkDQdWfE2+LeC1g/0PVD2OE2bxSsEnLIDKAvdRLowim8BkQTWwQgRAZZhSM88KH8GjGxQ0sBxKXi+CdiFAmoKxDwG/m1IPZueSYO549jxPPn7bFRFIAjM6p867QTiHId2feCmYmbXhAG/X+c///qOWTM3YLVoeL0+rDYLzgpPrRkzjUFRBMbBOz8qsVhUPvz0euIT6llgO0R4b/sd7HVtbISDF1iEjQg1hkRbF4p9uXh0JxV6YQOvFgHNnHrG04SVS7s/Q6o9eFNRe0JKL3LfVDDyIGz7FgRVefRV2AnM+mWIca2B45YhYDsFKp4kIL9ggIhFxL9GnrsTMzctQyObSX16Exs1/JCuDVwfZnZNK/POW7OZM2sjPq+Ozxv4Bfb5Wq5IcW0OHkDTVIqLnYeFk8/3ZJHj3tqoGbxNieDcrg/T2dEPIQQ7Klbwyc5/hmwrUAIbYaqFDupy8AoaqlAxMDg6+ZJ27+ABcP9cqSvf0g5eBeGoDL0Iajp4qD1PH6pkkH0rwLe05inpRBZdRrL1aM7u/CMIC1QYSE83SHgLoSS02B0cKpjZNWHgm6+W4vGEV1+lNnTdICWlfe62bGmKvbmojdBuEQgyI4eREdEfIQTlvkI+z3qoVqetCSvdIoejCguasBKlJTIq4XQsSnBYQKAyOG4yk9Ou4a+93mBc0llNvq/WRPo3g6wIQ88WRNyzoA2kaVk5UOuDxygD9w+ApzJv3wn+zcjiO5o4zqGNOZMPAy5ny2TJNAUpJRdf8BJPPn0hvfu0TM3O9kqqvTt+2bAYskBBU6wck3Jp1bE1Jb/XmuuuVC7+9o05EpdehtdwEaMl45de1pb8gQ8P1Rd3JTpbyxdzTMqlVesIHQGh9USKiDDoyPsRtgmBuH+L4yN4Yd0P3kVIo7RVpBQ6EuZMPgz06982kqIAPp9OWambf/z9k0Yt6HZEoi1JDIw5Fk3YQp4XKCRZuxKtJdEvZjxXdH+ORNuBXYjl/sKquq4HX3lE4jn0jTkSAIcaTawlBSEC6pSXZj4dssi301/CnH0ftci9tRr240HEcEByuC4UwAJogZx6Qn/uAKiBUp4i4iICC7ItSW3hStEqRU86GqaTDwM33nI8NnvbviR53D7Wrd3Tpja0Bid1uomJKZcRq6WiYkUVFiyKnQExx3B977e5utcr3NDnXaZl3F3DwQNkRg7DIoJDL5qw0jfmqFrHFIqCCJF5Y6CzuWxB82+qFRHChkj8DGyTqNfR26Yikn5EpCxExDwGsf8C4kK3jXmg8ppJEHERtVaiajQKaAMIGYRQkkBpXoHzQxEzXBMGevdJY9iwbixcsLXtjBACbxutC7QmQiiMTpzWYDmC6vSIGkmavRfZ7s34Kzc8WYSd3tFj61w0tQh7rUVKrEr7EyWrD6GmIuJfxDB02DceZKgauhZE3H8Q+x+KjpMCiafWEcjCy0HfWdlOg+gHUGxHBPoWAhFzF4asANenNHuB13EBIuo6ZMG0QGwed2BMLIjYJw7rDJvaMJ18C2IYkh+/X8GXny9m5462VVk0dIOBgzPa1Ib2jiJULsh8jBWFP7G65DdUoTEs/kQGxR5b53URWgxdIgaRVbG6xqKtRdgYnXBauM0OG4qiYsQ8ACV3UjMbRoG4lw44+GoINR2RPAPp3xlYBNV6VwmJ1SDyr+CaTrOdvL4HoSZD0o9I52fgWwhqJiLiYoTWtXl9H6KYefItyFP//p4/f19XtZu1rRAC7r7vdCZPGdimdhzKOP0lfLTz3qpdt7r0MSh2Miem3xBUrLyjIb1LkOWvgH87WIYgom9BaN2a3p+UyOKbKzVxmiByVgMFkbrenLEfhJkn3wpkZxfz+69r8XrbPkQiJUw8tn8rjylZs3o32XuL6dU7lR7tWCCtJYjQYrmyx/PkuLdQ5s8nzd6rSfVW2yPCOgqR8HrLdeidFfhqkIO3UPeuW4PA24DpuhqK+Um1EAvmbUbX20+lo8LCcpKTWz6VTErJ6lW7WLN6N4mJUUw4ph9er587bv2AvXuK8Pt1DEOSlhbLk89cSHqnjpNO2FiEEKQ7epNO6xSG6KhI94yGZb2ISIi8IbBBy788dBu1JyJEZpNJ7ZifVjPJyytl2ZLtvPbK7yEFw1oCRQnMzhsaWRMCIiPrSG9rIj6fzr13f8q6Nbvxev1YbRovv/AL3XuksH3bvhpts7NLuOKSV/nfG1fSLfPQmOHWxrpdubwyYwGbs/PpmZbIX48fx6Cuh/YehcZh54C+TW1ooMQFMnGcb9fSRoHYZ1rauEMe08k3kfIyNw8/+CVrVu3C5zPCqh0uJTz5zIU8/+wMsnaGynyoyZHj+xAR0fJO/puvlrJ29a6q3bxuV+C1evWq0FWe/H6dqy57jcgoG5OnDOKqayaG5eEDgaLJH89ZyUezV+Dy+pg4qCfXnXAEidENy3bx+Pys25VLpN1K7/SkBsd8l2zdzXX/m46nsvTb3sJSFm3exYvXTGN0r9arDNTSSCmRri+g4vWAro3WFyKvQtgmVa05BH7nZb1rECLiTKTrc4LDNSpVWdy2yYiYf4J/HbK26lOWo1GsrRuGPBQwnXwTeeyRr1m1Yhd+f/hDNFLCF58uorQkuPCCUAhoOVk0DEMybEQ3/v6P8FSomfHjqibJNVSUe/jx+xWsW7ubl1+7MiyLZvd9OIPfVm/BXbkmMn3hGmau3cZXd19KlL3uB8uPyzbw0Ke/IkRA+C05JpIXrp5GZkr9oaYnp/9Zo4iFBNw+P//68g++uOvS2i9sxxgVH0PZE9Qo2u1bCsVLkSIOGfPPQEjF8xsgkdajELEPI9TQmwCFZRAy6mYo/y8Ijf2qnyLuZURlquV+pH8jtebUi7Zf7+qImE7+IPx+ndmzNjJvziZiYx2cdMrwoEXEosJyVizb0SoOfj+LFm7BaguWrpUGdOmayG13nkRKagypqbFhs6E5bys+n86e3UUsX7aDESO7t6BVsCu/mF9XbsZT7d/DrxuUOt18tXAtFx8zIuR12UWlbNizj/s/+rnGtbsKirn6pc/56f6rUJW6Z6mb9oZOld2cXYCUskNkgUijCOn8BHxrAk8p70yCBcX2Ny6GkttrHvPOQRacDcm/IUTo3a1K1FVIx6mB8n6KA6zHIELtKbAMBxnCmQsHwn5S8HGTejGdfDV8Pp07bv2ArVtycbt8KIrgx+9XcuOtx3PCiQcqLZWWutA0tUVK9TUUKUHWoj4ZGWlj8JDwhwaOO2EIb78xs8nia16vn21b97W4k1+3KxdNVWs4agjMqBdv2R3k5PcUlnDrm9+yPbcQvyHRDyrYIiWUuz0s3bqHMb3r/lxjI+wUVQS/YcVG2Nudg5dGSSCXXUk/EHLx7ww4aOmmVsdeLwYYTnD9CBFn1tpKqCl1ngcQSiQy5gEofYgDRU0iQOsDjjpKF5rUiunkq/H7r2vZujm3Ks/dMCQej5/nnv6Jb79ayr68Mvr0TefCS47CaMX9BYoiGDWmB/vyStmxPb/GjNput3DatJGtYsfpZ4xk/txNbN6Ug8vV+L0Aum4QE9vSOiaQFh8T8i1DUxW6JcfVtMEwuPKFz8gtLq/z39Dj87O3sLTesS87diT/+3kBrmqps3aLxiW1vD20BdIoRhbfCd75gAJKDMQ+irBNRJY+Uik13NzfZyfSuxRRjxNvCErEWUjLwMDbhVGIsE8F+/GIdlqEpb1jOvlq1LaRyefT2bghB4AF87ewYP4WNK11NrxYrCoxMQ5uuf1E/H6dO27+gLJyN0iJrkuOnTyAqce3Tok5q1XjqWcvZvmyHdx9x0dNKoCyK6v+hePGsCOvCFURpMdHs3NfMf5qs3KLqnDe+ANvYL+t2sLT38wiu6iW6kXV8BuS/3z9J6N6diYjKa7WdpcfO4rteYV8u3gdCIEiYNrYgfxlypgm3Y/070a6vgZZirBNBOu4Zr8RyKJrA6GY/fnnhhtZdBMy4S3wzqX5Dr4S97dI/TqE2rnZXQlLP0TsAy1glInp5KvhiAixHbsW/P7WUXg85bThXH3NJKy2wD/Vex9fx4rlOyksKGfgoAw6dW7dPHRFEYwc1R1VVZr0Gezd3bAKTPWxp7CEm17/hl35xaiKghDQPSWeHfuKEQJSYqN4+ILj6JwQWKP4bN4q/vPVzBqLpPVR7vLyr+l/8sLV02pt89uqzcxYvilQhs6QWK0ai7fsxu3zExFiDaUuDNcPUHI3gc0+PqTrk0Dd07jnm7yLVvq3gG8dwRuM3FB4QZP6rB0vsvwVROwjLdyvSXMwnXw1Tj19BAsXbMXTirIE8fERVDi9tYqJ/fDtCkaO7M64IwMbblRVYeSolo1pN4Wjju7LzD/WN/q6wUOary9iGJKrX/qCvYWlNUIuuwpKeOP6s4iNcPDZvFXc/tZ3SCTHDevDj8s2NsrBQ2B+O39TVtDxuRt28L8ZC9lTWExhubtGTN/t9bO7oIRP567k8kkhd5mHHsuogJJ7qJFmKJ3gmQueXwKSwE1AeldQVWkp7BjgXdxKY5k0lI4tstHCDB+RyRlnNPwPsyUoLnYigIjI0G8RHo+f5/47I6x5+E3huhunktDIEoOxsQ6mnjC43nY/LNvAyY+9ycg7/o8zn3yXOet31Di/csdeCsudQTF1r19n+sK1/O1/0/lozgqKKlwUV7j5cv5qyl1NW1S0aTXld79ZvI5b3/yWFTv2sq/UGbRoC4F4/owVmxo3kHcRhKxy5US6vm1cX9Up/x8tFo5pCKopitfeCJuTF0I8KITYI4RYUfnVIfKfLr58PGorxdshkMlhGJJTTh1Rq6MvKqygrKy5wk4tS2JiFO99/DfGT+jToPZJydG8+tbV9W6Gmr5gDQ9+/Au78kvw6Tpbsgu47a1vmbthR1WbwnJXaD13Kflm8Tr2FpWiV8tE8huySW7OoiqcOro/hiFZk5XD8m17eKqBIZ8oe8NDf0CgVmltVjZxwVH6s8AIvVGtZTg4EOBARF0bxvFMmkK4vdl/pZTDKr9+CPNYLYLdbmHM2J6ttrAKgYXd1auyiIuLDHleUQR2e/vLLLDZLDz4yNn8/Z5T0Cx1f159+qaRmFj3zF9Kyf/9MDfIibp9fp744g+WbNmNx+dnSLc0fCF0ggTUcO4Hox2U866pStCx/ahCMDSzE1OG9Gbyg6/yl5c+56//m06xs/6HrcNq4YKjh9XbrgbWMYT8cxQOhOPsxvVViTSKqVtKoBkkzQH7cYAVcICID2TsWEeHZzyTJmOGa0Jwx99PpltmMnaHBYejcTOy/gM6c/Vf69YjD0VqaiznXTAuyJlbrRpTjh+E1do+l0+klHzw/jyMOnR7bDaNKVPrzwBy+/wUh8g5B8jKL+amN75m4j//x8od2Vw0YTgO64HPyqoqdc7WrZrKkMx07BYNq6ZiURUMQ9bIxgFQBCTHRPLBLRfw/F9O56bXv6GgzInT48PlrX2tRgiItFmwairnHTWEYwf1rPd+a15vRcS/DCICiCBQWs8GjvPBemSj+qpCrz8FtElYJ6JoKShxzyJS5iOSvkekzENxhGendUPxevx8+cYsrj/lGW46/Vl++HA+eituWGyvhNtz3CCEuBRYAtwupSw6uIEQ4hrgGoCuXduH6H9sbASvvH4lG9bvJSe7mKef/KHBGvEb1u9h5859qJqC3ojsE4/Hz0mnDCM3p4TPP12EZlHx+fwcdXQfbrjxuKbeStjZuCGbgvwyjFpm0DabxuixPRk/oV+9fdktGpE2K6W1xM/L3YEFxHve/5Ev7rqEwd3S+HDWCspcHsb26cInc1fiqWWDmtevs2ZnNiN7ZhAbYefnlZs42GQBHDe0D/eePZnYSDtfL1qL119/aMZmUbly0mh6piUyNLMTqXGNW6uoGt86BpLngOdXMMrBNh6hZTaqDyllIL+8/L8Q/OfWMkTfWvWtUKJBiQ7POI3AMAz+ccn/2LJmd1XiRNaWXBbP3MAD/7uija1rW5rl5IUQvwKh5PbuBV4GHiEQaHwEeBq48uCGUspXgVchUDSkOfa0JEII+g/oTP8Bnfn6yyWsWdOweqlSgrOi8dkMSxZvw9AlV149kfMvOoI9u4tITomuNYTTXigsLEcoofO409JjufPuUxgytGudud7b8wqZv2EnkXYrxw3rw+fzV9c5ptev8/Witdx48nimDAlkHUkp+W3VFvbUsYHJqxss3rILfy0PJAmkJ8Twt1e/pNTlISkqEl8txdCFALvFgiIEJw7vC4DT4yO6kW9+Qf0qUeCY1uTrpfM9KHucsIVpsIeu/NTGLJ21ka3r9tTIjPO4fCyfs4mNK7PoO7R9TCDbgmY5eSnllIa0E0K8BnzXnLHaknMuOIItj3zdpIpPQgiklCiKIODnBHoIx6HrBj6/jqopRETY6N2nY0jV9u/fKaS8g82mcebZYxg6rPaKQlJK/vP1TD6btxopJZqi4NN1FCHq3I0qga05BXyxYDW/rtxMbISdc48aytlHDOa57+fWaW9tDn4/b/1+oDLZ7vziWtv17ZTMoxcez30fzuCH5Rtwenw4rBae/mYW79x0Lj1SE+scJxxIKaHsGcLn4AElEtS2T+E9mNULt+F2Bk+udL/B2sXbTScfDoQQ6VLK7MofzwDWhGuscHPU+D6cd+ERfPT+PCwWFb9ukJwczb68Urxef507P1VV8Pb7fyM/v4zMzGT+/fi3LJi/OeiabplJ7XJxtT7iE6I486zRfD19adVD0GJVSUiMYszRvfhx2Uai7FbG9emK5aB0xIWbsvhi/ho8lQut3kbU/1yweRdzN+zAUxkS+2HZxha6owPU9TxIi4vmp2Ub2ZZbiLcy7uvy+nB7fdz93o98esfFLW5PfUjfSqABxTkaRCwo1kDYCBcBV6EhYv/VLssbJqbGYLVb8B40EbNYVOKT2z6c1JaEMyb/pBBiGIGJ1w6gQ+dWXXLZeKadOZLNm3JISIgis3syWzbn8s6bs9iyOYfCwoqQM/SExCjS0uNIS48D4NrrJ7N6VRYejx+fLzBzt2gqt95+YivfUcvxl2uPpW//Tkz/fDHl5W6OntCP0mSFaU+9h0VVAIFFVXjlr2cyoEtq1XVfLVobcjFzf2Cnrjm309N2dXQdVo2zjxjMo5//XuXg97P/LaOw3ElCVMO07JuLNIqRhVeBv7kPOgW08RD/LxQ1CWlUIF1fBaQP1AxExAUIrf3N4gEmnjaCt5/6Mei4alE54rjWkf1or5iFvFuIzz5ZyDtvzqoR0rHbLVx341ROOmVYjbb5+WV89eUS1q/dQ/ceyZxx1mg6ZyS0ssXhY8nW3Vz36vQqbff9JEQ5+PXBa9DUwEzw9re/45eVm4Out2oqyTGRdcbXWxNNUbBZNHQjUBzm7COHcNe0YzjhkTdC6uBYVJVfHvxLqzl5o+g68PwBjXgTAkBEIZK+AyUBIexhsa01WbtkO0/c+B4VZW6khPikKP75yuX06B9a5/5Qwizk3Qqcfe4YfF4/H384H59Px2rTuPTyoznx5KFBbZOSovnLNY1Ps+wofDF/NZ4QBc09Pp3l2/dUVUzqlZYY0sl7/TqJ0RHtxslfMXkUyTGRaIrC2D5d6VIpWHbqqP6888fSGhLHQkDvTkmtN4uXLvDMpG4HLwhkS1dvYwX7KbUW+uiIDBzVnXfn3kfW5lxUTSWjR3K7k3tuC0wn30IIIbjwkqM474IjKC93ExVtR1XbX+xyP1JKysrcRERY0bRQ2+mbTrnbGzLUIpE1wizZRaGduCJg9c6cFrWpObz2yyIg8FCaWC3//aopY5i3MYttOQW4fX7sVg2bpvGvi1sx9Cbrk2sQkPAllNwMRgFIX6A6k9oVEX1nq5jYmiiKQmbf9LY2o11hOvkWRtUUYuNaZxbXWIq9Tn7as5YVG3eyZvpOfFt8aKrCyacO55q/TWoxZ3/8sD4s2rwrKN7u9Pj4ful6uibGUuR0k1dSEfL6ehJgwoYiQFUUNFWpoQ+/ny05BVz7yhdVZf0cVgvv33w+CzdnsSYrl04J0Uwe3Bt7K25cE0ocUs0AfXstDSIQlgGQNAM8s0DfESjAYT2iXS6gmrQ8Zkz+EGNt8V42l+aRGZXI0PiMqtfVJfk7+NuCD/EbOl5dR/jBmiWI/1bDbrVw3AlDuPm2E1rEBp+uc+3LX7ImKydIokCIwF6CSJuFilZePFWEIC7STmF56F21ihBE2iwcM6AHPyzfGDKNU1MVPrn9InqnJ4Xb3AYjvcuQhZcQLCdsh8irUKJvbguzTFqRumLy5qP8EMHl93LZnLe4bM5bPLbqe66e9y7nznyVEq8Tn6Fzy+JPcepevFIHBaQVPJkS5wAdj8fPjB9X4XQ2tfxbTSyqyqt/O4sThvdBPWij1H6/2doOXlMUUmKjeOyC47HW8sZiSEm528vCLbtqzdNXhKCgrKXSFFsGYR0BiT+BNpzAn7QFsEHE+YioG9rYOpO2xgzXHCI8t/53VhXtwWscmDmvL8nmqB//A8iQqo1oUHaMQcRaiaoKioucRETUrRLZUDRVQVXUOgXDaiPGYaPc7W3REosRNguDu6Vx81vfoikCP6G3DEmgsNyJqoiQthuGZEBGSvCFbYxi6QJJnyClB/RcUJJCF8o2OewwZ/KHCF9lLa/h4CHgsCQBmV2jlqxzaQVvNwkIkpq5aSS/tIIt2flVCpERNo3GJjfYLRrXHjeuhvhYS1Dm8vDrys14/TpOr7/OPaFCCAZ3C95xLARcc9xYYiLab7qhEDaE1vWQdPBup4fi/LJaayuYYmShMWfyhwAVPg9uvXFVj6oQoHeFi084qslKlyUVbu5693uWbttTOYNXOPeoIXw6d1WD68BaNAVFCI4d1JMLJwxj/qadQcVCmkND3wkUIRjSLZ3X/nYWb/2+hA9mLafc7SU1LpJbTz2aqUMbpp9v0jJ4PT5Wzt/CF6/PZPXCrUgJFqtGQnI0pUUV2B02eg/JYPPqXRTmlRGXGMXFtxzHSRceYaZPVnJYLLxuKs3l1U2z2FCSS9+YVK7tO4E+Man1X9jOkVLy7LpfeW/bQvzSQJdN0CyR4BAar46/lBGJTdP3uOKFT1m1I7uGmNf+BdaGMnlIL24+eTyZKYGatat2ZvOXFz9vdMm+xiIAu1XDr0usmkKk3ca7N51Hp4SYsI5rUjvrlu3g1Ue+ZufmXLxuX60Kp7Vhc1i45t7TOOnCI8JkYfujroXXDu/kdWkwL28rm0vz6BaVwITUPliUAwtrywuz+Mu89/DqfgwkCgKrqvHaEZc02am1F97dOp//W/87Lr35i5gCwcvjLuTo1N51tnN6fPz329l8u2QdXr/OkG7prM7KwdeMV2WH1cILV59etUlqPws2ZXHd/76sV1SsOXRJiuWh86ayfvc+OifGcPSA7ljUlt03YFI/UkpcFR5ef+I7fvxoQbP7i0+K5sNFD7SAZR2DQ3bHa6nPxaWz32KPsxiv4cemasRaIvhwwlUk2wPx5SdW/Yi7mhM0kLh1H4+v/pHPJ3ZoOR3e2jKvRRw8BGL39yybzuwT7qzzNfeG179i1Y7sKs2W5dv2NKq0nqoEdGzclcqVdqvG8O6dGNUzuDbouD5due20CTz33Zwau0r3E2W3Eu2wkltcUe8irU1T0aVEEQKvX0dVBFZN46Hzj2NUzwxGHfSAMWkeul/ng+d/4bv35uEsd9NveDf+ev80eg3sXKNdWbGTZ+/5jIW/rg2p/dRUivLL0HWjXW9IbC06tJN/eu2v7CgvwCcDDsDv9+LWfTy44lteHHchAOtLQu+c3FCSg5SyQ8ftSryh872bSpHXyfBvH+W4TgO4e/AJJNhqatlv2JPHmqycGqJctbnWUHLBdqvG5ceOIi0umukL1iCRnD5mINPGDqz13+GC8cNYuHkXc9YHNvtUz3gpd3vx6Uat0sSaqhBhs2C3WDjniMGcMW4gXy5Yy7Jte+ieGs+FRw+nW3J8Qz4ak0by7N2fMuv7lXg9gXDb2sXbufXM53jxh9vpnJnM+qU7yM4q4KWHpuNuQv2F+khKizUdfCUd2sn/tGdNlYPfjy4ls/O24Dd0NEUl2mKnxBfsDKMttirHUux18uG2RczJ20KaI5ZLe45jWEL7n9kNjEtnWWHLFmr2SZ0Ze9eyqmg3306+oUboa2tOIUotzri6oxUQ5HQ1VeGKSaO4duo4FEVw5rj6lQFLnW6ufOEzdheWoAgRsoCHx+ev1aYh3dJ5+8Zzaxz76/Hj6h3XpHkU7ivlz29X4D+ozoDfZ3Dt1P+gqKLOcpHNxeawcPmdHVfVtaXp0I+62l7R96cNAlzcYyx2tWY6nl21cHGPsQAUeSo444+XeX3zHFYW7ebnvWu5bM5b3LroE7aX5YfT/GZz56DjUcPwJuKXBgWeCv7IqSld2yM1IeRnbrOonDiiL8O7dyIlNgolRHFsRQjOGDsIpZYqUqH49/Q/2Z5XiNPjq7VCEwQeIHZLzfmK3aJx08lHNXgsk5Zjz/Z9hNqWsZ+wOXgBnbolcuu/z2PyGSHD04clHdrJT0nvh3aQ/oYiBOOSulfNQK/tO4HTuwzFpmhEaTZsisZpXYbw177HAPDW1nkUeZx4KnPMJQEn93P2es7842Ve2TizVe+pMQyJz+CW/lPq+ntqMk7dy+qimiUP+2ekMCAjtcaOUSHAqmncOe0Y3rnpPKYO7Y1hBDtkVVGYu2FHo2yYsWJTnc59P73SEvnnOZPpkhSL3aIxsEsqL11zBiN6dK73WpOWJ71rUtAsPtxY7RpX3nUyb/xxD8ccJO19uNOhwzV3DjqeZYVZFHqcOHUvEaoVh2bhoWGnVbVRhcL9Q0/h5v6T2eMsonNEPLFWR9X5P3M2BYV89uOVOq9ums2U9P70ignscnT5vawu3kOEamVgXKc2j+mvLt6DQFR7d2k5Pt6+iAu6j6ZTRFzVsZeumcZ/vprFd0vX4/PrjOqVwb1nTaqS1rVbNJQQu0UDNVEb9+vWkNS5wIx9PEf268apowc0qn8IZHV4fDo2i9rm/5aHCklpsaSkx5G3t7hVxrPaNVIzEjjl4iNbZbyORod28gm2SL6dfAO/ZW9gY0kO3aOSOK7TABxacKHhWKujhnMHWF20h53lBXWO4Zc6P+9dR6+YFL7ZtZKHV36HKhQMKYmzOnjliIvpGZ3covfVUHaU5/NH9sZad7M2F6fu4//W/86/Rp5ZdSzCZuWB86bwwHlTQi5cnzKqP+/PWo5+8O5bKTlmYI9GjX9kv27MWb8jKERk01T8hkHX5HjuOG0CR/YLXUdWSsmcDTuYvnAtPr/OySP7MXVob1RFQUrJW78v4fVfF1Hh9pIQHcHgrqms2J6Ny+tjcLc0bj9tAgO7doxau+2FnZty+Ort2UTHRYTdyUfHRtC9fzpHnzyUKWeOwt7MIuqHKh0+T76peHU/x8x4ilKfu852CoLr+03k2LS+XDj79Ro7SwWQZIvit+NvQ20D2daHVnzHpzvD+3klWCOZfWLjdMc/nrOCp76ehaYqCASGNHj68lMZ3z+zUf3sLSzlwv9+hMvrw+UNFMqOsFr48LYLSI+vf7PSE1/+zhfz11RlAwlgaGYad02byD3v/8jO/JI6r1eA848expDMdCYN6tWqEsIdkYW/reOJm97D59UxWjAdMhRWm8YVd53EtCsmhHWcjsIhmyffHObkbUFvwAPOQDI2qTuf7ViKVw+u5+nUvSzO38G45MbNUpuL39D5bveqsI8TY2m8Tsv544cxdWgf5m3YgVVTOXpAdyJsjZ9ldUqI4Yf7ruD7pRvYtDefvp2SOGlkvwb1tT2vkE/mrKrxFiCBFTtyuPDZjxs0vgF8OHsFXy1ayxNf/MGbN5zTriSG2xO6bvDfuz/B42oddVGvx8+iP9abTr4BHLZOvsLvwdtAvZfHVv9ARkR8yLCIzzB4ccOfrC7aw1ndRgTlloeLPc5iZFNkDBqBXbVwSc+xTbo2MTqiSTHyg4mwWTnnyCGNvu67xetbTMUyUM3Kx21vfcc391xmxu5DkL2zAI+z9eSjFUWQnB7XauN1ZDp0dk1z6OSIq3XB9WA2luTSJTIehxqsjOg1/CwrzOKFDX9w4q//x6bS3JY2NSRx1gj0MMXiASxC4Yyuwzg3s32lojUkvGgYkg9nL2/xsbMLS9ldUHeI53AlItrWYjtWhSI47bLxRMU6sNpCz0MtVo1TLx3fIuMd6hy2M/k1JXsb3NZA8tn2pXVKCPilQbnfw7kzXyXeGsHU9P5c128icdbwSL7GWh0ck9qHmbmb8Botn66mI1lbvJdtZflVmUVthc+v8/wPc/l03ipcHh8DuqRy79mTGFTLouiKHXvDUpTEZ+hN0sc/HEhIjqHf8K6sW7oD3V+/s9csKpl909i2PhtDN9AsKoPH9mTMpP4cfeIQElNjufiW4/jtyyVsWJ7FmiXbKC1yYrGoIAQ3PnpWkESCSWgO24XXj7Yv4tFVP4Stf4tQSHPE8tWk64I2YzWFAk85P+xeQ5G3gnHJPRidmEmx18nkn/9blePf0gggSrPx45SbiG+lMFQo7nr3e/5Ysw1PNUVKh1Xj0zsuDilL8N2S9fzjg5/CYsvKZ24xwzW1ULSvjPsuf429O/NRVAWv20eP/p2IinWwYUUWUpf4dR1VUeg7rAsPv3l1rTP1UOzdkU95qYvu/dKxmIvgNTAXXkMwJb0/j6/+sUWrD1XHJw3yPeX8uGcNZ3Qd3qy+Fuzbxg0LP8KQEo/h572tCxid1J3jOvUPa1aPJDB7/WrXCq7o1Ta7R/NKyvl99dYaejkAXr/O278v5YHzpgBQUOZk4eYs/LrOf7+ZHRZboh0208HXQXxyNC98dytb1+2lMLeEXoMySEgJZEH5fTpLZm4gd08RfYZ0od+wro3+LDtlmoveTeGwdfLJ9mhu7TeZp9f/GrYxXLqPD7YuJFqzEWeNYERiV5RGOmWfoXPr4k9rhIqcuo9F+dtBSpx6y4s7Vcdt+NlcmhfWMeoia18xVk0NcvK6IVm4eSev/bKIvUUlfLt4Paqi4PKGZ/HPbtG4clL7Wp9ojwghAmGUg0IpmkVl3JSBbWTV4c1h6+QBVhfvRRVK04ptNJD1pTncvuRzbKpGlGbn9SMvoUcjNk+tLtoTMtXTpfvY7SwiQrWG1dE7VAtD4oNlgFuLbslxQQ5+P7sLSnn+h7nVjoRnK70i4OwjB3PFpNFh6d/EJJwcttk1ujT4PWdDWB38fvzSoMLvJc9dyrXz329Qhsh+AgJkodsn2qOIttjDIlK2f+wozcapGY1PYWwpkmOjmDq0d6MlEVoCq6YyokcnfnvoGu6aNrFR4momJu2Fw3YmL6UMWzy+1jEJyBo/v/53YqwOxiZ3p39sOn5D54+cjczN20qiLZIzug4nIzKwoDgovjM2RaOCmrN1h2rhtIyhpDii+WDbQublbQMkNkWjvBkze0UIrEJDUxSOSevDHQOmEmmxNeOum8/DFxxHp/gYPpm7klKXp1XGjIu08/aN59IjNbFVxjMxCReHbXYNwOVz3mZxwY5WG28/FqFgyIBDHZ/Skzx3GdvK83HpPixCRVUET486h4lpfYFACcNr57+PISW+Sp38zhFx7CovxKpqeA2dqen9eXT46WwozeGS2W/ib+IbSqzFwQ9Tbgxb6mdzue/Dn/hm8fqwjxMf5WDmI38N+zgmJi2BmV1TCw8NO5VTf3+xVUI21fFVjqdL+CN300HndHw63F1Zis+iqAxP6Mrvx93GL3vXU+xzUup18962BXilXhWv/i17PQ7NQpRmQxVKo5y8gkACY5MyuX/oKe3OwS/duptXf1nEzrwi8ssqWmVMU77A5FDhsHby3aISubnfJJ4JY4ZNUzGkwdrivVUVqqIsds7oFkjFPOGX54I2ZrkNP1/uXI5FURuVN68gmDH1ZtIdse0yPfDXlZv5xwc/4faFZy9AKOwWjRtPMguOmBwaNGvhVQhxjhBirRDCEEKMOujcPUKILUKIjUKI45tnZvi4oMcYorW2jTmHQkqwKaGfwUVeZ8jjBjLIwVuESid7bK3jWBWNDSU57dLBSyn51/Q/wurgrZrKgIwUkmMisVlUBnVN4+Vrz2BoZnrYxjQxaU2aO5NfA5wJ/K/6QSHEAOB8YCDQCfhVCNFHygaKxbQiEZqVn6bczGVz32RLOyr3F2t10C829Lb9YQkZzM3bGpRzEyoPxyf1OsNRutRJj6j9IdCWlDo9FJU3v1j56WMGMCAjhZ+Wb2JNVg6GlNgsGhZVNZUlTQ55muXkpZTrgVCzwNOBj6WUHmC7EGILMAaY35zxwkWcLYKvJ93AtrJ9LCnYydbSfXy2c2nY5ALqI1Kz8eLYC2qdXd8+8DiWFbyB2/BhSIkALIqGlDJIdE0TCp0j4yjwVoSM0yfbo+kf2z5nrRE2S6BebDOEr+wWjUcuCLxInj9+GKuzcli5PZukmEiOHdTT1Ig3OeQJV558Z2BXtZ93Vx4LQghxjRBiiRBiyb59+8JkTsPoEZ3MuZmjuGfIiTwy/HQ6OVp/hiuAD4++ir61zOIB+sSk8tnEazil82AyIxM5JrUPbx91GeNTewWFeGyqxq0DpoSUP1AQvHbkJS19Cy2GRVOZNmYgtmbkyJ8+5oDcsRCCId3SuWTiCE4c0dd08CaHBfWmUAohfgVCeZx7pZRfV7b5E7hDSrmk8ucXgflSyvcrf34D+EFK+UVdY7V2CmVDWbBvG9ct+LBVZvYKcHqXYfSOSeXVTbMo93tItcfwjyEnVqVU1oZX9/Psut/4PGspLr+PYQlduHfISfSLTeObXSt5cMW3aIqClIHNYE+NOptJ6f3Cfk/NwefXeeSzX/lh2UYsqoJuSK6YNIrx/bqxeOtevluyjlKXm7TYaDbu3YduGPgNiUVV6JIYx/u3nk+Uvf2tuZiYtCR1pVC2SJ58CCd/D4CU8onKn2cAD0op6wzXtFcnD7DPXca5f/6PPE952MeK1uyU+YPLEp7ZZRg3D5hCkj2q3j5C1V8t8bqYk7cFVQiOTund5pucGkOpy01+aQXp8TE4rKFVPZ0eLzNWbGJvYSkDMlI5ekB3NPWw3dRtchjRFk5+IPAhgTh8J+A3oHd9C6/t2ckDbCvdx6l/vNimNtgUjfuGnMyZ3ZqnbGliYnLoUJeTb24K5RlCiN3AEcD3lTN2pJRrgU+BdcBPwPXtMbOmsfSISeb0LkPDOoalHpVKj+Hn0VXfk+0yKxSZmJjUT7OcvJRyupQyQ0ppk1KmSimPr3buMSllTyllXynlj803tX3w6PDT6R4ZPj0Tu1J/gRGJ5Oe968Jmg4mJyaGDGbBsJIpQeG7s+USp1rD0X6bXL8C1X8PGxMTEpD5MJ98EekYn883kG7DWsiM13KhCYVI9mTYmJiYmYDr5JpPqiOGWAZNxHFS/VSCItzjCMqYA7KrGFb2ObFThERMTk8MXczdIM7i0xzisQuWVTbPI95TTJSKeOwcex8T0voz67jG8TQip7E96lDWOCVLs0ZySMZgTOw+if1z73KFqYmLS/jis9eRbkoPz0tcXZ3Px7DdwN3ADlQAcqpV0Rywu3Uux14VT9+JQLdhUCx8efRXdoswCFiYmJsGYevKtwMEbj/rHpbPklHtZUbiLB1Z8w9byYPEzVSgMT8jgmNS+aIpCr+gUxiV3x28Y/JK9nnXF2WRGJXJS50EdauOSiYlJ+8F08mFECMHwxK4Mjs9gW3l+kEKkXdX4W9+JjEvuUeO4VVU4OWMwJ2cMbj1jTUxMDknMhddW4NzMkdjU4Px3m6IxKrFbG1hkYmJyuGDO5FuBoQlduKn/JJ5d9xsWRQUkVkXj1SMuQVNUICCC9vnOpVT4vJzQeSAnZQyubGtiYmLSdMyF11ak2Otkcf4OojQbo5Myqxz8ixv+4PXNc6qycayKypC4DN446tKqNiYmJia1ETbtGpPGEWeNYGqnARyR0rPKeee5Snll46wa6ZZeQ2d5YRa/ZW9oK1NNTEwOEcxwTZgxpMHbW+bz3rYFlHpdDE3owl2Djq8q7ffjnrUYQUuyoCP5fOcyju88sLVNNjExOYQwZ/Jh5onVP/Hixj/Jc5fhNvwszN/OJbPfZGd5AQA7Kwpqvba4loLdJiYmJg3FdPJhpNjr5POdS3HrvhrHPbqP1zfPAWBAHbtXh8TXrJiY4yrhlY0zeWjlt8zYu9YUKTMxMakXM1wTRrLKC7EqWpC8gY5kTfEeAI7rNIDHV/0YVFpQEwqX9jyi6uf5eVu5YdHH6NLAZ+h8t2s1PaLn8s74K7CHSM80MTExAXMmH1Y6RcThDSFroCDoFZ0CQIzFwf+NPR+HasGuWrArGjZF48Fhp1bJGOjS4M6lX+DWfVWzd6fuZUtpHh9vX9x6N2RiYtLhMGfyYSTJHsWU9P78lr2hxkzdqmpc1Xt81c/jU3ox64Q7mZe3Fb/UOSK5J7HWA0qWm0pz8ejBDwu34ee73au4vNeR4b0RExOTDovp5MPMY8OnEW/7hS92LsWr63SLSuSfQ06uyq7ZT4RmZUqn/iH7sCoaMkQGzv5zJiYmJrVheogwY1U1/jH4RO4edDw+Qw8pb1AfPaKSSLZHs6uisIard6gWzssMuf/BxMTEBDBj8q2GIpQmOXgICJ09P+Z84q0RRGpW7Gogbj8lvT+ndhnSwpaamJj8f3v3E2JVGYdx/Puk2EISEh0d+ofgQNhGIty0yYhG26iBYCuhoBa5amW0KHATQbSIEhQkNyVupEHFP81GWvkHpJxKupTVNOIkrdoY6q/FfYXL5d6YO9w577nveT5wOee8hwvP+74zP8557+WekvhKfkRsXDXG9OQ7fHurxe07//Ds6ifZuGosdywzqzkX+RGy4qHlvDj+dO4YZjZCvFxjZlYwF3kzs4K5yJuZFcxF3sysYC7yZmYFq9WToST9BfyWO8cCrAFu5w6RWdPHwP1vdv+hXmPwVESs7XWiVkV+VEi63O9RW03R9DFw/5vdfxidMfByjZlZwVzkzcwK5iK/OIdyB6iBpo+B+28jMQZekzczK5iv5M3MCuYib2ZWMBf5AUjaLWlG0n1Jz3Wde1dSS9J1SZO5MlZF0geS/pR0Nb1eyZ2pCpK2pTluSdqfO08Okm5I+j7N++Xceaog6YikeUnXOtpWSzov6ee0fTRnxn5c5AdzDXgVuNDZKGkTsAd4BtgGfC5pWfXxKvdJRGxOr9O5wyy1NKefAduBTcBrae6baGua99p/T3xIvqD9v91pPzAdERPAdDquHRf5AUTEjxFxvcepHcCxiLgTEb8CLWBLtemsAluAVkT8EhH/Asdoz70VLiIuAH93Ne8Ajqb9o8DOKjMtlIv8cDwG/NFxPJvaSrdP0nfpVraWt6pD1tR57hbAOUlXJL2ZO0xG6yLiJkDa1vJRbX4yVBdJ3wDre5x6LyK+7ve2Hm0j/93U/xsL4CBwgHY/DwAfA69Xly6LIud5EZ6PiDlJY8B5ST+lK12rIRf5LhHx0iLeNgs80XH8ODA3nET5LHQsJB0GTi5xnDoocp4HFRFzaTsv6QTtZawmFvlbksYj4qakcWA+d6BevFwzHFPAHkkPS9oATAAXM2daUumP+oFdtD+ULt0lYELSBkkraH/YPpU5U6UkrZT0yIN94GWaMfe9TAF70/5eoN+dfla+kh+ApF3Ap8Ba4JSkqxExGREzko4DPwB3gbcj4l7OrBX4SNJm2ssVN4C3sqapQETclbQPOAssA45ExEzmWFVbB5yQBO368WVEnMkbaelJ+gp4AVgjaRZ4H/gQOC7pDeB3YHe+hP35Zw3MzArm5Rozs4K5yJuZFcxF3sysYC7yZmYFc5E3MyuYi7yZWcFc5M3MCvYfpHbkUDGia8oAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.576, 0.489, 0.492, 0.458, 0.439, 0.413, 0.415, 0.413, 0.415, 0.371, 0.374]\n", - "Temps : [0.026, 0.043, 0.042, 0.057, 0.06, 0.067, 0.07, 0.076, 0.083, 0.1, 0.134]\n", - "Clusters : 2\n" - ] - }, - { - "data": { - "image/png": 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XL46nshRjMrM05ElQ/cDMouXTOXqYbqwyvw78JCJ+DiBpPfBR4KgEFRHrgHUACxYsiIULF+Z7BkX6+vqopl69OJ7KUozJzNKQZ4hvMzBb0ixJx1I4yWFDSZkNwGeys/kuoDCUt4/C0N4Fkt4nScAngJ01jN/MzFpUxR5URByWdB2wicJZeHdGxA5JK7Lta4GNwGJgN/AGcG227VFJ9wKPA4eBrWS9JDMzs/HkmosvIjZSSELF69YW3Q/gc2PU/QrwlUnEaGZmbciTxVrVercO+AqrZlY3TlBWlVEzkuMZyc2s9jwXn1XFM5KbWb05QVlVPCO5mdWbE5RVxTOSm1m9OUFZVTwjuZnVm0+SsKqMnAjhs/jMrF6coKxqIzOSm5nVg4f4zMwsSU5QZpas3q0DXHjLA2wfOMCFtzxA79aBqQ7JGshDfGaWpFE/Bp/pH4O3I/egzCxJ/jG4uQdlnlPPkuQfg5t7UG1uZBhlYHCY4N1hFI/121Tzj8HNCarNeRjFUuUfg5uH+Nqch1EsVcU/BoeD9Hj4ue24B9XmPIzSOJIukbRL0m5Jq8Ypd66kI5KuKFr3vKTtkrZJeqwxEU+9pfN7eHjVRczrOYmHV13k5NRmnKDanIdRGkNSB3AHcCkwF7hS0twxyt0KbCrzMB+PiF+JiAV1DdYsER7iaxHVnonnOfUa5jxgd0TsAZB0D7AEeLqk3PXAd4FzGxueWXqcoFrAZK9u6zn1GqIHeKFouR84v7iApB7gt4CLODpBBXC/pAD+IiLWlduJpOXAcoDu7m76+vqqCnZoaKjquvXgeMaXWjy14gTVAsY7E8+JJxkqsy5Klr8G3BQRR6Sjil8YEXslnQL8SNIzEfG3Rz1gIXGtA1iwYEEsXLiwqmD7+vqotm49OJ7xpRZPrThBtQCfidcU+oGZRcunA3tLyiwA7smS03RgsaTDEdEbEXsBImK/pPsoDBkelaDMWolPkmgBPhOvKWwGZkuaJelYYBmwobhARMyKiDMj4kzgXuCzEdEr6ThJJwBIOg74JPBUY8M3azwnqBbgM/HSFxGHgesonJ23E/ibiNghaYWkFRWqdwN/J+kJ4P8C34+IH9Y3YrOp5yG+FuAz8ZpDRGwENpasWztG2WuK7u8BPlzX4MwS5ATVInwmnpm1Gg/xmZlZkpygzMwsSR7iM7OW42uctQYnKDNrKZOdWcXS4SE+M2spvsZZ68iVoCpdJkAFt2Xbn5R0dtG2Lkn3SnpG0k5JH6nlE2g1vVsHuPCWB5i16vtceMsDvrKt2QR5ZpXWUTFB5bxMwKXA7Oy2HPhG0bavAz+MiLMo/JZjZw3ibkm+/LrZ5HlmldaRpwf1zmUCIuItYOQyAcWWAHdFwSNAl6TTJJ0IfAz4JkBEvBURg7ULv7V4aMJs8jyzSuvIc5JExcsEjFGmBzgM/Bz4S0kfBrYAN0bE66U7qcVlAlKbcn6i8SybeXD0dKLvOFiT55Xa6wNpxmTNzTOrtI48CSrPZQLGKnMMcDZwfUQ8KunrwCrg3x1VuAaXCUhtyvmJxvOlWx5goMw4eU9XJ9dflf9xahVPI6QYkzU/z6zSGvIM8eW5TMBYZfqB/oh4NFt/L4WEZWV4aMLM7F15ElTFywRky5/Jzua7ADgQEfsi4kXgBUkjn7Cf4OhLXLeckTPxtg8cmNCZeEvn93Dz5fPo6epEFHpON18+z0eCZtaWKg7xRcRhSSOXCegA7hy5TEC2fS2FGZoXA7uBN4Brix7ieuDuLLntKdnWckb9SHCmL79uZlatXDNJVLpMQEQE8Lkx6m6jcKXQtuDLr5uZ1YZnkqgx/0jQzKw2nKBqzD8SNDOrDSeoGvOZeGZmteHZzGus+EeCcJAe/0jQzKwqTlB1MHImXl9fX01+YGtm1o48xGdmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJcm/gzIzq4HerQO+im+NuQdlZjZJI5fZGRgcJnj3Mjt5rwU3mf1Wc+25ZuEEZWY2SeNdZqdeipMiNC4pNpKH+MzMilQzVDfZy+xUs892uPacE5SZWWbUFbHJf0XsGV2d7/RkStfXa5/tcO05D/GZmWWqHaqbzGV2qt1nO1x7zgnKzCxTba9k6fwebr58Hj1dnQjo6erk5svn5Rpqq3af7XDtOQ/xmZllJjNUN3KZnUbtsx2uPecelJlZZip6JZPZ59L5PTy86iLm9ZzEw6suaqnkBO5BmZm9o7hX0qgf3E7FPpuFE5SZWZFqh+qabZ/NwEN8ZmaWJCcoMzNLUssP8XkCRzOz5tTSCaraX2ibmdnUa+kENdm5qtz7MjObOi39HdRk5qqaqunzrXVJukTSLkm7Ja0ap9y5ko5IumKidc1aSUsnqMnMVTUV0+db65LUAdwBXArMBa6UNHeMcrcCmyZa16zV5EpQlY7eVHBbtv1JSWeXbO+QtFXS92oVeB6T+YV2O8wUbA11HrA7IvZExFvAPcCSMuWuB74L7K+irllLqfgdVNHR28VAP7BZ0oaIeLqo2KXA7Ox2PvCN7O+IG4GdwIk1ijuXyfxCezJzcpmV0QO8ULTcz+g2gqQe4LeAi4BzJ1K36DGWA8sBuru76evrqyrYoaGhquvWg+MZX2rx1EqekyTeOXoDkDRy9FacoJYAd0VEAI9I6pJ0WkTsk3Q68BvAV4E/qG34lVX7C+2Vi+aMOgMQWm+mYGsolVkXJctfA26KiCPSqOJ56hZWRqwD1gEsWLAgFi5cOOFAAfr6+qi2bj04nvGlFk+t5ElQeY7eypXpAfZRaHT/FjhhvJ3U4sivlkcRXcDNH+3gpQOHeOvI2xzb8R66TzqWrgPP0tf3bMPjqYXU4oE0Y6qTfmBm0fLpwN6SMguAe7LkNB1YLOlwzrpmLSdPgspz9Fa2jKTLgP0RsUXSwvF2Uosjv9SOIhxPZSnGVCebgdmSZgEDwDLg08UFImLWyH1JfwV8LyJ6JR1Tqa5ZK8qToPIcvY1V5grgU5IWA+8FTpT07Yj4nepDNms+EXFY0nUUzs7rAO6MiB2SVmTb1060biPiNptKeRJUxSM/YANwXfb91PnAgYjYB6zObmQ9qC86OVm7ioiNwMaSdWUTU0RcU6muWaurmKByHvltBBYDu4E3gGvrF7KZmbWDXFMdVTryy87e+1yFx+gD+iYcoZmZtaWWnknCzMyalxOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmlqRcFyw0MzMD6N06wJpNu9g7OMyMrk5WLprD0vk9ddmXE5SZmeXSu3WA1eu3M3zoCAADg8OsXr8doC5JykN8ZmaWy5pNu95JTiOGDx1hzaZdddlf0/SgGtmtNDNrddV8pu4dHJ7Q+slqigTV6G6lmVkrq/YzdUZXJwNlktGMrs66xNkUQ3yN7laambWyaj9TVy6aQ+e0jlHrOqd1sHLRnJrHCE3Sg2p0t9LMrJVV+5k60rvyWXxFGt2tNDNrZZP5TF06v6dhX600xRBfo7uVZmatrFk+U5uiB9XobqWZWStrls/UpkhQ0NhupZlZq2uGz9SmGOIzM7P24wRlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkRcRUx3AUST8HflpF1enAyzUOZzIcT2WpxTQnIk6Y6iBqYRLtCNJ7XxzP+FKLpybtKMnfQUXE+6upJ+mxiFhQ63iq5XgqSy0mSY9NdQy1Um07gjTfF8czthTjqcXjeIjPzMyS5ARlZmZJarUEtW6qAyjheCpLLabU4pkqqb0Ojmd8LRlPkidJmJmZtVoPyszMWoQTlJmZJanpEpSkmZIelLRT0g5JN5Yps1DSAUnbstuX6xzT85K2Z/s66vRKFdwmabekJyWdXcdY5hQ9722SXpP0+ZIydX99JN0pab+kp4rWnSzpR5Kezf7+whh1L5G0K3u9VtUxnjWSnsnek/skdY1Rd9z3txml2I6yfbotjX789m5HEdFUN+A04Ozs/gnA/wPmlpRZCHyvgTE9D0wfZ/ti4AeAgAuARxsUVwfwInBGo18f4GPA2cBTRev+GFiV3V8F3DpGzM8BHwCOBZ4ofX9rGM8ngWOy+7eWiyfP+9uMtxTbUZ7Xut3aUru3o6brQUXEvoh4PLt/ENgJpH3VLVgC3BUFjwBdkk5rwH4/ATwXEdXOJlC1iPhb4NWS1UuAv87u/zWwtEzV84DdEbEnIt4C7snq1TyeiLg/Ig5ni48Ap092P82iSdsRtFlbavd21HQJqpikM4H5wKNlNn9E0hOSfiDpQ3UOJYD7JW2RtLzM9h7ghaLlfhrzYbAM+M4Y2xr5+ozojoh9UPiABE4pU2aqXqt/SeHIvJxK729TS6gdgdtSHm3TjpKc6igPSccD3wU+HxGvlWx+nEJXfEjSYqAXmF3HcC6MiL2STgF+JOmZ7EjjnXDL1Knr+f2SjgU+Bawus7nRr89ETMVr9SXgMHD3GEUqvb9NK7F2BG5LtdIS7agpe1CSplFoVHdHxPrS7RHxWkQMZfc3AtMkTa9XPBGxN/u7H7iPQve6WD8ws2j5dGBvveLJXAo8HhEvlW5o9OtT5KWR4Zjs7/4yZRr6Wkm6GrgMuCqygfJSOd7fppRaO8r247ZUWdu0o6ZLUJIEfBPYGRF/OkaZU7NySDqPwvN8pU7xHCfphJH7FL4wfKqk2AbgM9kZSBcAB0a66HV0JWMMSTTy9SmxAbg6u3818D/LlNkMzJY0KztyXZbVqzlJlwA3AZ+KiDfGKJPn/W06qbWjbB9uS/m0Tzua7Fkdjb4Bv0qhq/oksC27LQZWACuyMtcBOyicufII8NE6xvOBbD9PZPv8Ura+OB4Bd1A4q2Y7sKDOr9H7KDSSk4rWNfT1odCg9wGHKBzN/S7wi8D/Bp7N/p6clZ0BbCyqu5jCWWXPjbyedYp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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.527, 0.587, 0.618, 0.575, 0.578, 0.553, 0.542, 0.541, 0.521, 0.519, 0.508]\n", - "Temps : [0.025, 0.033, 0.038, 0.056, 0.083, 0.092, 0.095, 0.114, 0.116, 0.138, 0.129]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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ZGcvPgx9k8eFtHHRl0i6mIT0TWoZ9SukQ25gN2fuDTBtWYeHmNmfSPrYRA5Lan3CY5B8HVvL+lmlkevNL1DIC2JF3iPuX/Y/vz7i/Up+mjnjyuHnxR2R58ynQvURa7Ly7ZSqfn34Xyc7K6VCV5IhhdPP+/LpvKW7dXFlZhYU4WySXNe9XKedQKKoSpQhOUqyahTPqdyzX2GtansHvB1YWRQmB+TR7elJ7bmlbOZmRs1PX8+qGSUGJWYXo0iDFncnW3BQ6xDaulHMCvLX5dw65s4uUXIHuxaP7eW3jJF7vdX2lnef+DiPpGNuE73cvINfnYmiDzvyj9RBibBGVdg6FoqpQikBBk8hExva7jdc2TmJj9n4cFhuXNO3L3e3Pq/Bcbt3LIXcOyY4YIq0O3LqXn/cuYey2GSGL2RVHExpHPHnHexkhmXtoY9BKR8fg7/QtSCkrbfUhhGBE456MaNyzUuZT1A7Ss/J4f9IC5q/bSYTDxpVDe3Lt2b1ChovWZZQiCMEhVxZbclNo6IyjfSU+ndZmOsU14X8D/okhDbTjiAySUvLJ9ll8s2s+QggMaXBhk96sy9rL7vzDx1QCYGbqVn7CWt1y2ilqD7kFbq55+Vuy8lzohiQr383Hfyxi495DvHrrqJoWr1JRiqAYhjR4ecMkph5chU2zoEuDllHJvNvnpnJl5J4MHI8SAPh572K+2TW/hOln0v7lSGRYR3RxIiw2/tFqKHH2yOM6fzjObNCFmalrS8hgERqD63cq92pgb/5h3t8yjeVHdhJtdXJVi4Fc3XLgcX9WirrBr3+vJ8/lLZHB7Pb6mbd2B3vTsmheP77mhKtklCIoxoR9S/kzZTVew1/0BLs99xDPrP2Rd/qcmiV/y8uXu+YF2f99IYqlFccqNOrZo2kZXZ+rWgwst0+jIjzYaRQbsvdx2JOLS/ciEGgIeiW0KtfqJ82dzY2LPiTf70EiyfO7+Xj7DPbmH+axrpdUurzlJTMtm5lfz+Xw/gy6DenMgAv7YLFWbUnsU41VOw7g8QWvZK0WC1v3pylFcLLyw56FRVEfhfilzvKMneT4XMRWs+PPo/v4/cBKZqWuI8rqZHTz/vRPKrOdc42RFaYwWziSHbE80HEk5zQ6sbLBW3MO8s6WqazP2kecLZLrWw1mdPPTi5724+1RfDPwHsb8/Q5ew48uDXxS58Ntf7I19yBPdxtd5vzf716AW/eVyLR26z7+OLiS29udXal5FeVlw8ItPDriBQy/jtftY+pns2nWsQlv/vUczkhHtctzstKqYSKLNuzGV6qGkGFIGternIiz2oJa2xYj3x86s1YTokRETXXgM/zcvmQc72yewvIjO5mbtpGHV37DJ9tnVqsc5aV9TKNyjRNAoj2aSUMfLpcSOOTOZkXGTg67c4L27c5L47Yl41iWsQOX7iXVncV7W6cF1VSam7aJLF9BCaexW/cxI2Ute46RzLY2a2/IMtB2zcKuvLRjyl/ZSCl5cczbuPPceN2BWlJ5bnZv2MfEd6dUuzwnM6MHdw8qtKJpghYNEujU/OSq/KoUQTEGJ3cMmSGaYI+ivqN6nwBmpKxjV35aCXOL2/Dx5c55ZHhyq1WW8vBAx1E4NVsJ16xDs3F727OJtUUQabHjtNhoGlmPsf1uPWZOgtfw89iq77h83ps8tPJrLpz7GtcveI81mXuKCt99vmMOnlIrOLfu44c9C0oo9aUZ20Mqcg3B2sw9ZcrRMio55N+Ez9BrpGPbvi0HyT0SHFnldXmZ+c28apenutlzKJM/l29h/e7UKi+AOHnRBjStlB9Jwr2XDCpacWbmFvD5tKU8/tkUvpm1gtwCd5XKVFVUR8/i3UAuoAP+0gWPAo3r3wFGAgXAjVLKlVUtVyhua3s289I2ked34zH8WNCwWSw82fXyak8Zn5e2KchMBWam76rM3QxvWDMld8PRPaE5n5x+B59sn8XWnIM0j0rmtrZn0yOhBTe2Hsb23FQcFhsto8pXg+X9LdP4O32z6a/BtNNuyU3hzqWfcGb9zrzQcwwbsvYHJaaB6fA+UJBRFPHVwBmHTViCfBZCaNRzlF2v5tpWZzAjZW2J1YRds9ArsVWJMtB+Q2fx4W0c9uTSLb4Zbaqo0JzVZsEIcwO02k9eS69P13nis6nMX78Lq0VgGNC8fjwf3X858dGVb7L1+Px8M3MFXl/JvxlDSr6ZtZIBnVuyMyWDG1//AZ9fx+PT+WvNDv43bRlfP3pNnTMdVddfzplSynBr8POBdoGf/sBHgd/VTpIzlvGD/8Wve5ewMnMXzSLrcWWLgbSIqv4Kggn2KDRE0I1OQrX7KspLh9jGvBEiScuqWegY16Tc8xwsOMLPexeHjDbSpcGCw1uYmboOhyX0n69b91LfGV/0/qKmffh2198lFIFAEGm1069e2SUgWkc34O3eN/DShgmkuDIRQjC8YXf+3fniojEHCo5w+5Jx5Ps9GNL8HzsjuQMv9BxTKT0JitO4TUMatkxm3+YDFNcHjkgHo24bXqnnqk18PXMF89fvwuPzU9gDZkdKBs9+NZ3//vPisg8+DtKz8ggXerz9gHkr+883M8h3eYu+oW6fH69f562f5/LGHRdWukxVSW14hLgY+Eqa67zFQoh4IUQjKWVKTQgTa4vgxjbDuJFhNXH6Ii5r3o/fD6zEUyoSJ8Jio3di65DHzEldz/92/kW6O4ceCS25s91wWkbXrw5xK43vdv/Nh1unlxly6tJ9/LZ/RVFD99IIBJKjxzeKSOD1Xtfx9Nof8eg+DCmLtpWnbEbveq35efCD5PndOCy2oDpF/171LYc9uSUcygvStzBh71JGtzj9mPNXlKd/foj/G/YMXrcX3acjNI0+53Zn5EmsCH6euzYogsevGyzaaHYHi3BUbtP6pLjokKXYAVo1SsSn66zblRo0wpCShRt3V6os1UF1KAIJTBdCSOBjKeW4UvubAMWbje4PbCuhCIQQtwO3AzRv3rzqpK0ltItpxL+7XMRrGydjERpSSmJsEbzT58aQT5nf717AR9umF5mT5hzawOLDW/ly4D0nvKLxGzozUtcy7eBqHJqNS5r1ZUBSe4QQSClZlbmbxYe3EWeL4NxGPY67hs+evHQ+2jq9XMlnEsKaSGyaFZffR0Kx5mH9k9ox5czH2JWXhkOz0SyqXoVkE0KELBdxyJXF7vz0oJuGO9DTuCKKwK37WJ25G6vQ6JnQMqySatGpKd/tHcuS31eQkZJJl4EdaNcr9MPByYLLG7o0iQS8fr1SFcGEv9fx0W8LS/QgLsRhs3LnBQPQhMCiCfx6iL4ddTCMtzoUwSAp5UEhRH1ghhBis5SyuFcr1Por6NMNKJBxYDamqRpRaxcXNOnN2Q26sS57L1EWB53imoSMe/cafj7eNqOET0FiVvn8dPssnu9x1XHLYEiDB1Z8ybqsPbgC8y/J2M4lzfpyf4fzeXz19yw6vA237sUqLIzdNpOXel7N4OPICZiVuq6cyWd2LmzSm/XZe/ll79KgqJ44WySNIuKDjiuswlqZeA0dLYwJ4bAnl/0FGTSNPLbS+St1A8+s+wkt4D+xCI03el1f1PymNHaHjcGXV/5qo7YypFtrpizdVCK5C0w/QVxU5bWD/PXvtbzx09yQSqB5/XgeuepMerYxzZxnn9aO2au2lQgvtVstXDSgS6XJU11UedSQlPJg4HcaMAEoXY5xP9Cs2PumwMGqlquuEBGwY3eJbxY2+elgwZGQ2w0ka7P2ApDpzatwrD/AgvStrMvaW6QEwGx9+cveJfy8dwmLDm/DpZt2Up/U8Rg+nlozPiiapzzo0oByRILE2CI4u2EXbm5zJvUc0Tg182nQKjScFhtPd68+537TyMSw2dA5Phdj/n6HL3fOLXOOVFcWT639EZfuJd/vId/vIcfn4oHlX1IQJqS5vGQfzuHQnvQ632L0nosHER8dgdNmPrvaLBYiHDaeuf7cSj3PR78tCqkEAFKP5LJ+V2rR+8fGnElURMme1V6/zrrdqXw9s25FEFWpIhBCRAkhYgpfA+cC60sNmwz8Q5icDmTXlH+gtmFIA3+IOvelSXTEhH2SjrdFct2C97hgzquMmvMKNy78oEKNYBambwkbejlx37KQ+wSwOnN3uc9RyJkNu2ItR5+AXF8Bcw5tJMEezfdn3M8/25/LkPqduLL5AL4bdN8xHcCViRCC53tcRYTFjk2UNAkYSLyGn0+3z2Jn3qGwc0w5uAoj5P+fZG7axuOSKzMtm4eHP8fVze7gls4PcE3zO1k5c+1xzVUbSI6P5tdnbuCuiwZyZo82XD+8F788fQPdWpWdv2IYkp0pGexLzzrmOXTDICOnIOx+r1/ni+nLmL9uJwBrd6Xi9gQrjTU7DvLh5IVc+uyXpB4pGeotpWRvWiZpWZVbXPFEqdKexUKI1pirADDNUN9JKV8UQtwJIKUcGwgffR8YgRk+epOUssyGxCd7z+Jcn4vXN05mZup6dGnQI6E5j3W5lFZlOH6fXjOeOYc24ClmX3doNiyBZLjC/2WBIN4eyeShj+Cw2NiZd4hpB1fjMfyc1aAr3eObl3iafmzVd8w6VFp3F5aHiOGQJzton0OzkuyIJc/vpkt8M/7Z/lzalTPhbOzWGXy7+2/8gevQwzjs+tZrwwd9bynXnNXBYXcOL2+YyIL0LUGRXhY0bmozjNvbhXbm/nfzH3y3e0HQdodm5b4O53NFiwEVkkVKyR09H2LvpgPo/qMPEs5IBx+tep2m7cr3f1EbkVLy5/ItjJ+7Bpfby/De7bn6zNOIctqDxq7Ytp/HP5tCnsuLIc1s4DfuuJBWDRNDzGwy5MEPyHOVnTxqt1l4+IphLNm8l5krt4UdpwnBOb3b8fItZoG6ZVv28eQXU8kt8GAYknZNk3nttlE0Sqy+UNMa6VkspdwJ9AixfWyx1xK4uyrlqEtIKbln2edsz00tsn2vydzDLYvH8uuQ/wtb/O6JrpdhERozUtehIXBYbAyp34mZqWtL3JYkEo/u469DG8n05vHB1j/xGzoGZq2lEY168liXSxBCoEuDpRnbQ57PL42wiW0ew89+l2muWpi+hRVHdvJijzFM3r+cFUd2EWuLYEyLQVzZ4vQgc9ed7c9heKNuzEldT5onh+kH1+AK0cMg9BN0zZHkjMVhsYXMawgXfVLIwKQOTAizujqe1c3WFTtJ2XmohBIA8Hn9THp/Kne/c3OF56wtvDp+DpMXbSgy3+xJy2Tass18+9i1OGxHb2fp2Xnc9/7EEk7m3alHuO2tn5j60q3Ywjh046IijqkIvD6dN3+eS6OEsm/ghpT8vX43AAczsrn/w4klzE6b9h7itrd+YvJ/bg5OXKtmakP4aLWQ5S1gduo68nUP/eu1o31s7XkqyvO5+XLnXGamrsUA0t3ZJUw9ErPkxKR9y7mhzdCQczgsNp7pfgUPd76IHJ+LZGcsn22fXcK2X4hH97Ej7xDf7f67RISOW/cxLWU1I5ucRs+EluzLP1ym89ZfLETTJixYNS3ofDIw7yOrvsWQsqhw27tbprAmczcv9bw6yJ7fNqYhbWMa4jd05hzaEKQIIiw2LmjSO6xcNcGMlLXMT9sUcp9Ns3JWw64h963O3M2bm34LUgIRFjsXNOlFi+jkCsuSvu8wWoh6+bpfJ2VHeBNVbedgRg4TF6zHW0zBeXw6KRk5TFu2hYsHHnXS/r54I7pR8m9XAm6vj7/X7+LMnsEKNrfAja6X7wHD7fWzPyMbp82KO0RhukIKldOvf68LmtswJFl5LpZv3Ue/jjUbCXlKlJhYfHgbF/31Kv/dPIWPts7glsVjeXn9xFrhQPPoPm5e/BHf7/mbA65MUlyZIW++HsPP9rzUEDOUJNLqoGFEPBah0SmuKZGW4CWz3WLDa/hDOp89up/ZqaYpKNrqDGrqEooIzcalzfpxa5uzcYjQzxa6NEo8GfulwaxD63lo5ddhz2HVLLzU82qcxWL3Iyx2eiW25rxGQQvNGuXT7bNKmOWKc23LQSGjlXblpXHf8v+xKz+9aJuGIMkew0s9r+ahTseXlNS+d2t8oUIfI+30OLPuRbQUsnbnwZANYVxePws37C6xLfVIXgmFUYhuGBzODg6aSDmSwyXPfMHh7PLb7m0Wjb4dmhERJqPbYbNy2RnmA8DBjJyg4nWFpIeQp7o56RWBR/fx6KrvcBs+3IYPfyCyZVrKahYd3lrT4jErdT2H3Nl4j+EUdmo2OlUgOxdgYHJ7mkbWK5EAZdestI6uT7uYhiGDHgXmEyyY5o4ucU2PmR0rhMZ5jXswuvnpyAqucJdkbGd6ypqw+/vVa8vEIQ9zT/vzuKn1MN7sdT1v9frHCfdPrmzSPMFF8cD0pVzd8oyQ+77ZNT+o6b2BJMfvom10g+OOfKrfPJlzrhuCo1glUqvNQnRCNCNvPfu45qwNJMaEjs6yWjQaJJQsFdKvQ7OQuQUCQc+2wd+jt3+eR3a+G3+p8FQhwrc28hsGz980grEPjObGc/tQPz4ap91KpMOGw2alT/um3Hp+/4A8zYmwB8ujGwbdWlVNOZKKcNKbhlYc2RnyP9Kle3lwxVdEWh1c2KQ3d7U/F6elcrMTy8PKI7uOWdlUQ+AMxM4XJ8tbwLtbpjArdT0COKthN+7vcH5ROKNFaIzrfzv/2/EXU1NWI4BRTXpxY+uh+AydVzZMCjqXTbNyfrF2iy/1vJr7l3/Bnvx0fIYe0gbusFjpHFAYFzTpxR8HVpXIiA5VKqMQr+Fn8v7lnN/4tLDXn+iIZkzLQWV8QlWPLg1+3buEX/ctxWv4OadRd65vNYQoq3mz7RDTmJWZu4KOi7VFEmMLHee+I+9QyNWQXbNywHWEBiFyIcrL/WNvp32fNkx4bwoFOS4GXNSX654aTVRc3WmwtDctC6/PT6tGiVg0jd7tmxIb6cTt9ZdIJrRqGqOHlKxkO7RHG1rUT2BX6pGijGSn3crgrq1o1ySJjXtSWbBhNxF2G+f26cCCjbtDJyhKeOuui3jssykl7PtOm5WR/TsSG+mkW6tGdGvViHsvOYMNew6xLy2Ldk2SaNvkaCLniL4d+WL6MlKO5OILrFQi7FbO6tmO5vWrv3hhaao0aqiqqEjU0IL0LTy55oewJabB/OL1TGjB+zUQhfL59tl8vvOvoGxaq9CwCQsGkgFJ7flXp1Elql36DZ2r/v5vCVOSVWg0jkjkhzPuL9cT89xDG3lyzXi0QIawgeTOdudwXavBQWPf3TyV8XsWBhVu0xCM63873RNaFMn11uY/+G2/+f/jtNi5qsUAvtjxF94wjWp6JbRibP/bjilvZeLye8nw5pLsMJ28x+LxVd/xd/qWomqwds1Kk4hEvh50D7k+F+9umcq0g6tLqDunZuPRLpcwskloJff6xslM2Lc0yBRo16xMGvpwjfQ6qA3sTcvkwbGTOXg4B6EJIuw2XrxpBP07tWB/ehb/GjuZA+nZaJrAZrXw3A3nMaRbcGZ1vtvDJ38sYdLCDXj8fto1SeKxq8/ix7lrmbZsM16fjtWiIQJZwgWeYH+a1aKx8J17WbhxN6/+MIe0rFxsVgujB3fn3kvPwGYp/8o0t8DNlzOWM2PFVpx2G1cO7cGlg7pVq6M4XNTQSa8I3LqX82a/dMynbqdm4/MBd1V65umxSHfnMHr+WyXk0xAkO2OZOPThsGaZOYc28Nzan4Lq7URa7DzX/UqGNuhcrvPn+FzMS9uE39AZmNye+s64kONGz3uLvQXB+Qc2YWHKmY8FJVW5dR+5PheJjmgsQmNR+lb+teLLoJWB02Ljkc4Xc0GTXuWS90TRpcG7m6fy674lAR+J5PpWQ7ilzVlhTTE7clO5cdGHQT6ACIude9qfx6c7ZpPnc5dQko0jEni480XEWJ18vmMOe/MP0zm+Kbe0OasoDPhgQSbXLHgXl+4p+lScmo3zGvfgia6XVcXl13r8usHIJz4lIye/RG6h027ll2duKAq13JuWicvjo03jpCC/wcGMHF74dgZLNu9FStO0IzF7CVg0gUAE+Q8smoZFK7ndZtE4s2dbXgn0J5ZSUuDx4bRbsWh106oeThHUzaupAE6LnRd6XIVDCy4WVhxNaOzIrf6IimRnLO/1uYlGEfFFMnaMa8LH/W4v0za/Izc1pHJz6b5yOZULibVFcEGTXlzSrG9YJQCmQg2FECKoMB6YN/hkZ2zRNQxIbs8HfW/BabHhCPQtiLDY6ZvYpoQpqqr5dPssJuxbisfw49K9uHQfX+2cx6/7loY9Zl3WvpBKwqV7GbdtJjnegqCVUo7Phc/wc/eyz1l4eCv7XUeYmbKOGxd9yNYcM3G+cWQCn51+J/2T2uHUbCQ5YrilzVk82uWSSr3musSSTXtweXxBCea6Lpn499F8lub1E+jQrH6QEnB5fdzw2vcs3bKvaI7CqQxD4vMbIZ3ITruVlg0ScdpMG3+E3UbbJkk8cc1Rn4oQgiinvc4qgbI46X0EAIPrd2LCkP9jeupa5h/axNqsvUFfXAOjRspNA3RPaMHEIQ9z0JWJQ7OSFCjaJqUkzZ2NRbOQVMpM0DwqiQiLPWhFEGGx0zyy8q9jaIPOIc0YyY4YksvZtKd7QnOe7X4FKzN2EW110j+pLT0TWlZ5OYgsbz5p7mzTbLZ7YVBvZbPhz1wubx66+nl9ZyxamGembL8r5Hbd0Hl14+QSStJA4tK9vLtlapEZsk1MA95V/bCLOJxTgGEEWyl8us6hrGM3ZJq1chsFHl/IOY7FHRecTpOkOLYfPEyz5Hi6tmwY9m9TNwwWb9rLjoOHaVE/gUFdW4WMaKornBKKAMwImGtansF5jXpwxfy38fuP5qzahIX2MY0qVDO/shFClGh0sjF7P0+tGU+aOxuJpG10Q17seXXRmGENuvDO5qm4dV+RucWCINrmYFg5zUIV4da2ZzEvbRPZ3gLchq8ob+DpbqPLdSNflrGDf6/6tihkVwLdEppXqRLwGX5eWP8rM1PXYRdWfIY/6AGgkCPe8GGD/eq1JdrqCGRol+8G45dG2NpO67P2l2uOU5GebRqHTBaMsNvo37HFMY/ffegIrhC2/mNhGAand2pBhMNGm8b1+OLPZfzro8nkuTx0a9WIh68cRvumZk5HboGbm9/8kZSMHLx+HbvVQkJ0BF88MoZ6sVFIKVm7K4U5q7Zjs1k4v29HWjeqWLXb6qbuqrDjpJ4jhk/630GPhBYIBDbNwrmNu/PfPjfWtGhFZHrz+OfSz9hXkIHH8OM1dDbnHOT2JeOKag/ZNSufD7iL05PaYREaFqFxenJ7Pj/9rqLwz8okwR7ND2c8wL0dRnB2g65c2+oMfjjjAU5LbHXMY3N8Lh5a+RV5fjf5uod83UOB7uHRVd9xuArbbv538xRmp27AZ+jk6x68MlzBirJ7Lls1Cx/3v73cfZmLykiL0I7EhDBF6hTQokEC5/buUCLU0mGz0DQ5juG92pV5rGFImiXHhw33BNPu36phIg6bFZtFw2m34rBZefnWUUQ4bBiG5IEPJzH290UcyS3A69dZsW0/N78xnr1pWQD899f57D2USYHHh183KPD4SM3M5cXvZiGl5OXvZ3PXO7/w9cwVfPHnMq59+Tu+m10jTRfLzSmzIihOm5gGjOt/B7o00BDV3obyWPxxYBV6kOlKku/3sOjwVgbX7wSYLRj/2+fGIuVQ1bH1UVYHV7QYUOHaN7NT14e8AUskM1LWcnUVhIb6DZ3J+1eE9F+UxiI0Hug4sswxTSLNCKFhM56jQA8dgRZpsaNLgy5xzXip59V8un0WE/cvK+Fkdlps/KN16Ozw4yUnI5epn81i+6pdtOvVmhG3nEVsYt2NOHrm+nPp074pP81bi9vr57y+HbjmzNPCloUwDMln05by1Yzl5LvDB4XYLBodm9cnJsKBy+sjt8CDy+MlLiqCXSkZDOzUkvs/msSiEI1lPD4/X81YzpPXDufP5VuCksN0QzJ/3S5W7TjAH0s2FoWa6oZEN/y88+t8CtxemtVPYGj3NjhrWVvR2iVNNVPZbQQri4OuzJBZqrrUOeQOLvJWk8lVh9zZzEpdh1f3c0b9jiGjrvL8bvxG8HLfZ/jJ9YW2sZ8ohcmD5cEitDLDi4tzSbM+/Lx3SYlwX7tm5bxGPbi4aV+SHDE0jjTDfO/reD4Fupc/U9ZgFRZ0aXBdy8Fc0rRvxS8oDPu3HuS+gU/gcXnxurwsmrycH16dyHuLX6JJ29pTRqUiaJrgwgFduLCcdf0//mMRX89cEbZ8dCGntWvC2p0pQeMy81x8/MdiVm8/yIpt+0IeqxuSDbvNIIxwkZYSyayV20OWnPDpBh//vhiH3crLllmM+9cVtG+ajM+vI4Socf/CKa0Iais9E1rwx4GVQVFBAkGXuGZhjqp+/jy4mhfW/4qUEh3JZzvmcFnzfvyr46gS4/rVa8vHYmbQjdlhsXF6UtnL/eMlyuKgviOWFHfWMcd6DT+/7F3CgOT2xxx7V7tz2Z2XzoojO7FqFvyGQbf4ZjzU6UIirCXLedg0K091u5z7O44kPeCsLj3mRHn37k/Jy8wvujl5XF68Hh/v3/s5L099olLPVRvx6TrfzFp5TCUAsGrbgbBlHtxeP/PX7yScj1kAbRubQRjDerRl+sqtJWoHaZqgf8fm2G0WNCHQQygLPRB+CnDv+xNoXC+WdbtT0YRgaPfWPHHNcOKja6YfuVIEtZAzG3Ths+1zOODKKCo94dBs9K7XusJlJqqCgwWZjN02g2kpq0ts16XBhH1LObtB16IEM4D2sY04r1EPZqSuLVJuERY7g5I70C2+aoptCSF4pMvFPLrqO7yGz4wjLyPDOZy5pzQOi43/9rmR3Xlp7MpLo3lUMm1iGpR5TKwtglhbBOn7M/jjx4V4XF4atEjmr/EL2Lf5AG17tea6p0bTqmvFPgspJWv+2hD0hCoNyapZ6yo0V10lN99T7kJxVosWVhEAaJqGEWa/BK4bbua6/N/ooazecZDsfBcFgX7JkQ4bT1wznHy3lx/mrEY/RrvV9Oz8ohpDBpK5a3ey+9BP/Pjk9TViqlaKoBZi06x8NuBOvtwxlxmpa7EKC5c068uYFgNrWjQOFBzh+oXvk+8P3X3Jo/uZdnB1CUUA8ETXSxnSoBO/7V+OISWjmvRiWIPOVfpHPyi5A2P73cr/dv7Fnvx0OsY25q9Dm4L8Bk6LjXMrWMSuZXR9WpbRH6I0s7+fz5u3jkUaBn6fjiz26JmyK42lf6zkjb+eo0OfNuWeUwiB1W7FG6Jsss1x8n61dcNg8cY97E3LolWjROxWS8jcgEKEgP4dmrNy+4Ey5w2nBMBcERTWLkqMjWTCszcwe/V2tu4/TKuGCQzv3b7Iwf3PCwfw7sQFQdVPy8KvG6Rk5LBy2wF6t29a7uMqi5P3r6WOE211cneH87i7w3k1LUoJPt0+iwK/p+wgyhA3dyEEQ+p3YkjA0V1ddIlvxhu9ri96b5qzJuA3dHQMIix22sU0ZFSYMhCVQW5mHm/eOjbkDRvMJ3h3gYeP/+9L3pr7nwrNffY1g5n5zVx8xTpl2RxWzr5uyAnJXFs5klPATW+MJyMnH79uYLFoxEY48Ok6Hl9oZdAoMZY377yQf300mVXbQ5uH7BaLGXQR5g9bAtHOo0X87DYrI/p2ZEQId8/15/TBkJIPJy8scwVSGkNK9qRlKkWgqP2sOLIrrHkFzK5aIxr1rD6BKsh5jXvSIbYxE/ct44g3nyENOjGsfucqdbgvm7YaS5iIl+JsWbajwnPf+dYN7Nm0j51r9iACNaPantaKO16//tgH10Fe/G4mKUdy8BfeYP06fl3ntDZNSDmSw7704GCKI7kFTF22hVdvu4D/+3gyG3anmhnxXj8SiHTYiImwcygrfDloAcRFhy4eGIqLBnRh7O+LIYQiMOsbgc9fcp9A0K5JzSS1KkVwkiGlJNWdRYTFQXwVxKsnO2NIDeOAdWhWRjc/ne4JNdtk41i0jK7PA51GHXtgJWGav46diBaXVPGQz8iYCP47/wW2rtjJ3k37adG5Ke17l9+8VJfw6wbz1+86qgQC+PwGG/em8b+HruQfr/5QoisZmI7giQvWc9kZ3fj0wSs5mJFNRk4BbRrVIz07H00TXPLM/8o899AebSpUWiIhJpJnrj+H576eAUh0Q2IYBoO6tOShK4Zxy1s/kZlbgB4wEdqtFjo0S6Zry5opSV2likAI0Qz4CmgIGMA4KeU7pcYMAyYBhTV8f5VSVmx9rABgUfpWXlj/Kzk+FwYGpyW04vkeV5Jgjz72weXkxtbDeGL1DyXKNFiEoGVUfV7sOYbW0WU7Tk9F+o7oie4v20TgjHRwxcMXHdf8Qgg69GlTIf9CXUQiQ5eKBnx+P38s2YTPH9pJW9xe37heHCu3HeC2t34q07dQSLPkOJ66NnS/aTDzGDbvO4RuSDo1b1AUCjqib0f6dWjOX2t34NcNhnRrTcNAfsc3j17D2z/PZd76XdgsFi44vRN3XzyoxnKaqrp5fSOgkZRypRAiBlgBXCKl3FhszDDgISnlBeWd92RvXn887M5L4x8LPyhxg7YKjbYxDflq4D2Veq7xuxfy0bbpgMAvdQYmtee57ldWemjkycS8nxfx6g3vA6D7/EUF0RyRDgy/zqX3j+TmF6+pdcmNNYlfN5i9ehtzVm8nNtLJZWd0442f57Jy6/5yFvowcdqs3HfpYMac2ROA9btS+MdrP5T7+IsHdOZIros+HZpx6aCuREcc9RWs353Kg2MnU+D2ggCbxcKrt46q8daT4agVZaiFEJOA96WUM4ptG4ZSBCfMqxsmMXHfUkoXUXBabHza/w7axzau1PN5dB/7CzKIt0exLGMHk/cvR5cGo5r0YmTj02pdB7HawJHUTOb9vBivy0v/C3pTr1EC6fszaNgymYgaih+vrfh0nbve+YVNe9NweXxomsCqacRGOjicU1DueSIdNjo1b8CH911WlJl8w2vfs25X+Sv0WjSBbkicNiuxUU6+f/xaEmIiyXd7Of+xT8grlc3stFv57fmbqRdb+5oAhVME1eYjEEK0BE4DloTYPUAIsQY4iKkUNoQ4/nbgdoDmzWuntq1J9hVkBCkBMLNmD7lzKl0ROCw22sQ05Kk145mbthF3oGn9ppwDzExZxzt9blRPt6VIbJjAJfecX2JbdHztu1nUBqYv38qmPYdwBRLFDEPiNfQKKYHE6Aiev+l8+ndsXqL5y4HDwQ7lsii047t9fvy5BXw2dSkPXTmMOau3h0wck1IybdkWzuzZhnlrd2IN9DWojYqhkGrJaxZCRAO/AA9IKUs3d10JtJBS9gDeAyaGmkNKOU5K2UdK2Sc5OblK5a2L9ElsjSNEsTmfodMhtmpKDWzJOcjcQ0eVAJgNadZk7WFZRsUjYBSKQmas2FqkBI4XCQzo3CKoA1ibxscfmePXDf5csQUpJVn5bvwhfAwen87ctTu47NkveWfCfN76ZR4XPPkZU5ZuOu7zVjVVrgiEEDZMJfCtlPLX0vullDlSyrzA6ymATQhRMzFUdZjLmvcnxhaBtVj9JKdm48ImvctsOHMirDiyM2TPXZfuVYpAcUJEOe1lVhEtD6e1CZ2F/8iVw0KlupSbjJwCLnrqcxKinEERTGD6JNbsOIjXb+Y2uL1+PD6dZ7/8k9mrtoetVVSTVKkiEKZt4DNgk5TyrTBjGgbGIYToF5ApoyrlOhmJtUXw1cB7uKSp2WmsdXR9Huw0ikc6H18kSnmIs0WG9AXYNSsJjtq7DFbUfi4f3A3HCVToFMDDVw0Lua9N4yQ+uu9ykmIji8b2atuExvXK12AJ4OCRHJ75enpIp7XTYQ2ZVew3JI99PoUxL35DbkHozPyaoqqjhs4A5gPrMMNHAR4HmgNIKccKIe4B7gL8gAt4UEq5sKx5lbO4dpDv93DBX68EVe50WmxMGPLQKdt8XVE5fD5tKeP+WIzNouHx60FP3zaLRlxUBK/ePpLnv57J7kOZANSPj+K9ey6lXZNjm5B1w0ATgqVb9vHPd36pUDRSOCIdNlze4HabxeU+t3cHnr9pRCWcrWLUiqihykIpgtrD+qx9PLzy60AxOYFN03ix59X0q9e2pkVTnARk5OTz+bSlfD9nddA+TRN8eO9lxwzVLHB7+fiPxUxZugnDkJzXpwN3XTiAmMijmcLPfzODCQvWlzFL+XHYrAhBmRVRbVYLi9+9t9oDKmo8akhxctI1vhl/nPkom3MOokuDTrFNVOiootKoFxvF/HW7Qu4zDMnEBevp17E5Ukr8uoHfMMgt8LBmxwG+nrmS9Kw8MvNcJRLHfvl7HX+t3UHPNo1xe/yc26c9lkrsB2C1CPp2aMaiDXvwhElYq0hBuupAKQLFCaMJjc5x1V8oS3Hy4fX5mb5iK3PX7qRebCSXD+7OkdzwIaM5BW4+mLSA7+esKqr1rwnC9hUA8Pl1Uo/kMu3IFgCWbN5D60b1jnlccRw2C7ohQzqL890+lmzax7Aebdi0L62oxWUhmhCc3rFq+3VXFKUIFApFrcDt9XPzG+PZcygTl9eHJgSTFm6gcWIMuwL2/9IYUvLt7JKNacp7My/E5fWzM/UIw3u1Z8aKrWX6CaIj7JzRpRVXDu3BlzOWM3ftzjBz+vhr7Q4+uPcyHvnkDwo8XtxePxF2K067jceuPrtiQlYxShEoFIpawaSF69l96EjRTd2QEo/Pz7707JBP660aJrJi6/4KlXoOh8vjw6pp/PbCzbz763xmrt6OUeyEdqtGhMPOl4+MoXn9BP5ctoWlm0O3tSxEINiXns2k/9zE1KWb2LI/nXZNkhjZr1NRmYpV2w/w9i/z2HYgnXqxUdx2fn8uGtil2lcLShEoFIpawcyVW0M6WP2Ggc2q0bp+InvTMomwWxk9pAcj+nXkhle/rxRFALB82z4a14vjldsuoMDtZeGG3azbnYpf12ndqB4j+nYkymnW0/rl77VBVU5L4/H5sWqCKKed0UOCGx+t3ZnC3e/+WtTj+GBGDi99P4ulW/by76vOIjaq/GWvTxSlCBQKRa0gqljjl9L4/AaGNFj83n1F21weX1H5h8ogLSufp7+YysGMXPakZdKqQSIPXzmMdk2Dw1B95ahaKoGFG/cw6vTOIfd/OHlBUKN7n24wddkWZq/ezrPXn8d5fTsc17VUlGopMaFQKBTH4oqhPYgoI4lsX3o2R4rVGopw2Lh+eC+cJ5B4Vprfl2xm5fYDZOQUsHzbfq568RtmrdoaNG5kv07lOu/sVdvC7tt28HDYfR6fzrNf/0l6Vl75BD9BlCJQKBS1gkFdWnLd8N7hB0iJzVrylnXXhQO575IzaJAQjdWiYS9HJ7iK8vC4P9hR6qZ9yaCudGpWH7ut7PN5/Do/zl0Tcl+zpPgyj5XAjJXBSqgqUIpAoVDUGu66cCA3nNunqLlLIRZN0L114xJJYGA25Rlz5mlMfek2lr5/Pw9dMRSHrfIt3g+OnVyiRpDNamHcg1fwys0jaV4/vsy6SG//MjdkSYk7LxyAswxZdd3A4zuxwnvlRSkChUJRq/jnhQPp17E5TrsVp91KpMNGw4QYXrzZLOHt8vr4bvYqbn5jPPd/OJG5a3dwODsfw5C0aJCIRav8iJt96dmMeOwTpi7dXLTNomkM69mWCc/eyEu3nB9U5bQQq8XCyu0Hgraf3qkFz980oqjmUajjBndtXTkXcAyUs1ihUNQqbFYL799zKZv3pbFhdyqN68XRr2MzLJqGx+fnptd/YO+hrCJH6/x1u9CEIDbKyb8uG0xyXDR70zIrpW5QcdKz8/nPNzPQhCA+JoKsXBc92jSmYWIM5/XpyLx1u0ooiuJEOkJ37zv7tHac1bMtj38+ldmrtuPXdRBmmYorhnSnbTU1s1eKQKFQ1Eo6NqtPx2b1kVKy/3A2dquFRRv3sDctKyjaxpCSrDwXL30/C92Qla4ECvH4/Dz2+RQsmsBi0fD7dZolJ3DjeX24eGAX5qzeHhQCa7daOK1t6JLYbq+fBz6cyNpdKWgaaFIQG+nk+ZtGMLBzyyq6imCUIlAoFLWW1TsO8PjnU8nKc2EYEpvVUmYxN4/v2GGdlYFuSHTDPNeetExe/n42yfFRxEdHkHokFzBXNlEOGx/cd1mQz6OQDycvYHWgd0EheW4vU5ZsqlZFoHwECoWiVpKencfd704g9Ugubq8fr18nv1R/4NqC169z4HBOkRIAQEqGdm9Dx2b1wx43aeGGEkoAzByFGSu2lshsrmqUIlAoFLWOzDwXn09bWuuqdFYEMzlsM5mliuZl5OTz9i/zuOI/X4VVbLohMaqxRYAyDSkUilqDx+fn2a/+ZM7qHRgydHVPq0UghIaAEk/TAqrMN3C8WC0ae9IySYgxI4MycvK56gWzQ1m40hgC6N66UVhzUpXIWW1nUigUimPw6vg5/LVmR5C5pDgWzcKnD16B2+tn3a4UpizdxOHsfLq0bEi/Ds14+9f51Shx2RR4fEUF5gC+mrGCnAJ3SAUHZnlrm9XCE9dUb3VSpQgUCkWtwO31M2XpJrxlOHyddiuDurSkS8uGAPRu35Qbz+sLmPkF63el0rNNY1bvOFgtMh8LTQgWrN9N28ZmGOiijbtDKgGbRaNXu6b0bt+UywZ1IzFMbkFVUeWKQAgxAngHsACfSilfKbVfBPaPBAqAG6WUK6taLoVCUbsocHvD2nY0IWjdKJHLB3dn9JDuJfbtTMngqS+msWlvWq0zDxlSsv1AetH75Photh/MCBonNMHT159Do8TY6hSviCpVBEIIC/ABcA6wH1gmhJgspdxYbNj5QLvAT3/go8BvhUJxCpEQE0FclJP07PwS24WAwd1a8fZdFwcdsyvlCNe9/F1RXkFtUgJgrmC6tGxU9P764b1Ztf1AiRBYq0WjW8tGNaYEoOqjhvoB26WUO6WUXuAHoPT/5sXAV9JkMRAvhGhUeiKFQnFyI4Tg31edWaL+jiYEEXYb915yRomxf63ZzoVPfc7l//kyKLms3OcD4quw5r8mzF4EF5zeqWjb6Z1acP9lg4lw2Ihy2nHYrPRo3ZjXb7+gyuQoD1VtGmoCFG/js5/gp/1QY5oAKcUHCSFuB24HaN68eaULqlAoap5hPdryz4sH8vO8teS7vPTt2Jw7Lzid5vUTisYs3rSHxz+betwKoBCJ2fO4shGBEhGDu7biwdFDSziLAa4a2pOLB3RlZ8phEmIia3QlUEhVK4JQVZhKr97KMwYp5ThgHECfPn1q2wpQoaiTbFu5kz/GzSQnI5dBl/RjyBWnY7PbakQWl9fHHW//zM6UDFweH06HjUUbd3Pr+f1KjPtw8sITVgKFVFbOlkUIGiXGcOHALlw1tOcxu4s57VY6t2hYOSevBKpaEewHmhV73xQo7c4vzxiFQlHJ/PHJDD564At8Hh+GIVk2bRWTPpjGm389WyPK4Mvpy9l2IL2oTITL48Pt8fHYZ1MY/+T1ReP2poVuZF+TGEjSs/NJiIksUgJSSmas3MqPc9dQ4PZxbu/2XDWsJxEOG37dYO6aHcxbt5O4aCeXDupGq4aJNSZ/VSuCZUA7IUQr4AAwBrim1JjJwD1CiB8wzUbZUsoUFApFlZGfU8BHD3yBx3U0s9Wd72HXuj3M/u5vzrvxzGqX6Y/FG4NqBUlgz6FM0rPziLTbuO3tn8gp8FS7bMdCSrMJzWs/zCY2wsGgrq14f+LfTF60sai38a7UI0xdtpnP/+9K7v9oEpv2puHy+LBogp/mruWp64Yzsl+nY5ypaqhSRSCl9Ash7gH+xAwf/VxKuUEIcWdg/1hgCmbo6HbM8NGbqlImhUIBGxZswWKzgqtkiQN3voe/flxYI4rgWFzz8nfsS8+qaTHKxG9InvlqOiDx+w30YmUiPD4/+w9n89Yv89i451BR5JBZwM7Pi9/O4syebYmogdVYlecRSCmnYN7si28bW+y1BO6uajkUCsVRImOcJTpuFSIERMdH1YBEMOr0znw5fVmJVYEAWjRIIDvPXeuVQCFldRVzeXzMW7czZAVVTROs2XGQ0zu1qErxQqKKzikUpxC6X2fZtFUc2JGKIyK4WYo9wsEFd5xTA5LBjef2pV2TZCIdNgQQ6bARG+Xk5VtGsqea/AJWi4a1CjqcFZ8/XJMaKSVOe80Ue1AlJhSKU4Q9m/bz8FnPUZDrwu/zY+gGVrsVq92KJgR+n58L7zqX1F1puPPc9D63B9Yq6P8bDqfdyhcPj2HJ5r1s2J1Kg4RohvdqT4TDhiZEtWQNd2xWnzaN6zFp4YYqmd+qadw8oi+vjp8TtCqIcNjo1qpmUqiUIlAoTgGklDx10StkHsoqsd3v9ZPQMI47XvsHS6asZPIH09AsGpqmYY+w88acZ2nRqWm1yalpggGdWzCgc0nzSMuGiXRt1Yh1u6o2jmT97lR2HDxMQnQEmXmuE57PatGwWjQ0TWDVNJ674TyGdm/D3rQsvp21EotFQxMCq0XjvXsuxaLVjJFGhLIT1nb69Okjly9fXtNiKBS1mtzMPD584H/M+2kRul/HMCQyTOD88OuH8PevS3DnH43IEQIatW7IF1vfxSwJVv3MX7eTT6cuJfVIDt1aNcSvGyzYsBvdkMRGOnn4yqH4fDpv/jKXfLevRmQsC4fNyiu3jiQ5Lpr2TZOxaIJNe9M4nJNPvZhI/lq7A0OXXHpGV5omx1e5PEKIFVLKPqW3qxWBQnESYhgGDw59mv1bU/CX0dqxkDk/LEAvHbopIX1/Brs37KNV1+rP5v/173W88dNfRSaUv9bsxGm3Mv7J62ndqF6JsY3qxfKvjyZXWqJZZWHRBLoh6dyiQaDj2q8cyMhBYJaotmoCu83Kt7NXctkZ3Xj4ymE1onSVs1ihOMlI2XWIZy9/nb0b95dLCQBBSqAQn8fH0inVXwzYp+u88+v8EnZ0Q0rcXj9jf1sUNL5/pxa8ctsomiTVfLmG4hR4fDRPjgPgkXG/syv1CC6PjwKPuXrxG5ICjw+vX2fiwvX8uXxLjcipFIFCcRKxbeVO7ujxEIt/W1FpPW8/f/w77hv4OBsWVt9NKi0zD58erJwMKVmzM3ThgSHdWnNWz7bYrZaqFq/cWDTBtgMZpGXlsWlvGnoZ/ydur5/v56yqRumOohSBQnES8d49n+HKc4f1BRwPhiHZtHgbD5zxJJ88+k2JfVnp2Yx75Ctu6fIADw59moWTllXKOeOjI8IqsgYJMWGPm7xoY5ndzaob3ZDsScskz+UpV+vJcD2MqxqlCBSKkwQpJZuXbqvSc/z42iQyUsyY/pyMXO487WEmvDuVvZsOsG7+Jl6+7h2+feHnEz5PlNPOiL4dcJQKX3XardxSqghdcfwhVhGVgf0E+gdHOmxk5BQcc5ymCc7q2TbkPpfHx19rdjBr1TbyXJVfYkM5ixWKkwQhBFabBZ+nah2mc77/m9EPXsjE96eScySvhB/Cne/hu5d+5eJ7zj/hDOXHrzb79k5btgWLpmGxCO695AyGdm9TYpxuGHw7ayU/zFkdVKuosvCG6TFcHv5bzh7KhiHxhPDp/L1+F//+9A+0gBNZ1w2e+ce5nNenw3HLVBqlCBSKkwBXvpvHR75Y5UoAYNIH0xj94IWsmL4GX4iQTavdxo7Vu+kxrMsJn2to9za0b5pM60b16N2+KTZLsP3/+W9mMH3F1pBlG+oa4+eu4d5LBxeZkbLyXDzyye9B1/bsV9Pp3rryupopRaBQnAR88vDXbF5ctWahQlJ3pXHHaQ+xb/OBkPt1v5+EhvEndI5tBw5zx39/wuc30A0DKSUj+nbk6evOKRFeeSgzl2nLttQqv8CJ4PXruDxeYiLNUtazVm0L2bDFkAbTl2/lhnODUgKOC+UjUChOAmZ8PRd/FZlFQrFzzZ6Qqw+hCVp2aUbzjk2Oe24pJf/6aBJZeW7y3V7cXj8en8705VuZvnxribHbDxwuMpmcDAgo0dHM5fXjN4LNUn6/QUElOpbVikChOAmoDpNQeTnvprNO6PhtBw6TmRtc3sHl9TF+7mo2709jxoqtOGxWzurZtsxqn3WNVg0TS6x4BnVpyQeTFgAllYHDbuWMbq0q7bxqRaBQnAT0PLNLjZWBKI40JBPenXLsgWXg8+uEu5R1O1P4bvZKDmbksCv1CN/OXknYwdXAiZzaUupgm1XjPzeeV2Jbq4aJXDGkO067tchEFGG3cW7v9nRtWXmtLtWKQKE4Cbjn/Vu5b8DjeFxevC4vIlBKuV7jeA7vr97WjhkHj5zQ8R2a1cdmtYAn2BGtS4nuP5pfUFMO4oToCHIK3GUmiJWFJuClm8/n61mmUuvYvD53XzSQTs0bBI19cPRQhnRvze+LN6IbkvP7dWRApxaVqvhV0TmF4iQhJyOX3z+eweSP/uTIwcyQjWeqg+5DO/PmnOfKPd7v8zP3x0X89eMCIqIjGHX7cPKSorj3/QlVKGXN0rheLLeO7M+Fp3eu1oqjquicQnESsmXZdub/shiLzcKwqwahaYLs9JwaUwJCE5x/69nlHq/7dR497wW2LNuOO9+DELBo8jKufPjiKpSyerBbLWGjmQ5m5PDa+DnMW7uTN++4sFxP91KadYki7Da0Sm6eU2UrAiHE68CFgBfYAdwkpcwKMW43kAvogD+UtiqNWhEoFDD2oS/5fex0vG4fQghsdis2h428rPyaFUxA3/NP47lfH8Z2jP67839ZzGs3vl+i/DWA1W4l7cqeyKjQ3bzqAk2T4kjNzMVfRjJahN3K2AdGH7Mhzc/z1/Lh5IXkFniIdNq4dUQ/rhveu8LmoXArgqpck8wAukopuwNbgcfKGHumlLJneZSAQqGArSt28PvY6XgKvEhDYugGHpe35pUAgIRlU1bxxKiXjzl04eRlQUoAwI/EdjC7XKcrz80w0lH9DeG/+vfVXDKwK3FRThy20IXwfLrBim37y5zn98UbeevnuWTludANg9wCDx/9vqhSC9RVmSKQUk6XUhZ6chYD1dfmSKE4yVkwYSneWtiIpTjr5m9ix5rdZY6JSYhCC1HHR0qQ9vJVEbVbNbPPcRh94LBZuOfiQTx13fByzVcZDOzcgvjoCB6/5mzmvHEXZ/dqF3Kc1aJRLyayzLnG/r4oyCnu9vr5dMqSSjMBVpeX4mZgaph9EpguhFghhLg93ARCiNuFEMuFEMvT09OrREiFoq5gsVvQaqitYXkRArYs2xFy3861e3j6kleZ9d2CkDczYdHwNY0v13n8usE/zulDs7AdvgQDu7Ti0kHd+L/RQ7GdQAG58rJ5XxrfzV6JlBKX18fsVdtDjtMNg7NOC60kCknLygu5PTvfHTLZ7Hg4oU9ECDFTCLE+xM/FxcY8AfiBb8NMM0hK2Qs4H7hbCDEk1CAp5TgpZR8pZZ/k5OQTEVuhqPOcedUgLGHMDbUFq81KgxZJQdu3r97F/YOeYPFvK8g5nFNUMtseYScyJoL45Fiu/vBmnBEl/QNWi4YlhJNUNyRfTF9GQnQEEfaS8S+aEDRLjqd5/XgArj27F/dfNriSrjA8R3JdvD9pAZ9OXcK6nSlhI4ME4pj9E1o2SAi5vX5CdMjaS8fDCSkCKeVwKWXXED+TAIQQNwAXANfKMGsYKeXBwO80YAIQvsasQqEAoFmHJtz6yrXYnTYckXacUQ5sDmutUg7x9eM47exuQds/f+w73PmeoJWA1WbhmQkP8cOBcdx843Duu+QMYiIdWDWz+Xu9mEj6tG8WUhm4vX427jnEmYHGNJEOG5EOGw0SonnrzgtLjPt53trKv9gQuL1+vpi+HIfNEtZh7DcMZq8OvVoo5P7LhgSX47ZZuf/SylNoVRY+KoQYAfwbGCqlDFmMWwgRBWhSytzA63OB/1SVTArFycSl945k8GX9Wfz7SixWjYEX9+WHVycy8b2p5W5RWVUkN6vHW3OfC2m+2rw89I3P7/XTqktzLIEn5DFnnkauy8P/pi3D7fNzKCuPrHw3NqsFPcT12W1Wzu3TgX9eNIi1Ow9SLzaK3u2algi1fO7rP9mXnlU5F1kOpCFpkBCDzaqFyo/DMCRrdx4ss6T0oC4teevOi3hv4nz2HMqicb1Y7r54EMN6tAl7TEWpyjyC9wEHMCPg1V8spbxTCNEY+FRKORJoAEwI7LcC30kpp1WhTArFSUVSk3pccMc5Re9vf+16ug/pzOs3v09uRs1FENkj7CQ1qRdyX1LjRHIzQti9hSAq7qjjNCvPxWdTl5aIxff4/Fg0DSFMh3Jx/H6dJvViaRz4KU1Ovps5q3eUmQ1s1QT+SuzuhoD7P5qEO5QWwMw1iIqw49eNMjuYDejcggGdW1SeXKWoMkUgpQzZaidgChoZeL0T6FFVMigUpxpCCAZc2IcHPrqDF65+G6nXTGJZbGJ02H3XPjma12/6AE/B0bBRR4SdEbechd151C+wblcKthBJWbphhCzN7DMMDAlen5+Zq7axfOs+vD6dHSkZZOa6aN8kqcxELCEK/6m8z8wiBDsOZGCEie7x+nW+nrGC8XPW8ODoIVw8sGulnbsiqMxiheIkZOpns2tMCQDc+PyYsPuGXjGAzEOZfPHUePw+HWlIzrlhGHe+eUOJcbFRzpARRZoQJMZGcji75IrHMCRPfzmNzFwX6dl5QSuG9Ky8Mm/xUlJm8ldF0YTA4/OHVQKFeHw6Hp/Oq+PnUD8+pkqf/MOhFIFCcRLi89ZcjoHQBBsXbWX935vZs3E/nU9vx3k3nVWideUl94zkgjvOJeNgJrFJMUREOYPm6d6qEQnREbi9JW+mdpslbJP3rfvSw97sC7dbNHHcxeIqgiFlhcqTur1+Ppu2pEYUQe0ORFYoFMfF8OuG4ox0HHtgFSANyZdPj+e7F35l3k+L+Pihr7mqye2s/3tTiXFmeGlySCUAppnrw/svp2lyHBF2G1FOOxF2G49ceSZOW+hn2PLc3uOiIsKGZBandKRORbFatKLQ2PKSeiT3hM55vChFoFCchAy/bjCdB3bAGR24yQYeTEUlFysrC103bftSSrwuLw+d9SzbV+2q0BzNkuOZ8OyN/O/hq/jvPy9m5ut3cMmgrlwyqGtQ2QarRStXt7LWjRL55ZkbaNUwMWQoaiGxkQ7euP0CGsSb/g5NExUqVaFpgrOPkSxWevxpbRqXe3xlohSBQnESYrVZeXnaEzz944Nc9sAobnrhar7bO5bp/h+ZYfzEzS9dU+0y6X6DD+7/vMLHCSFo3zSZ3u2aEhEoYnf7qNPp0aYxTpsVq0Urch43rhdzzPl6t2uKEIJP/nUF/To2DzlGE4LurRtxZs+2tGuajNNuxTDM6p/lRkKnFvXp16FZSOd26fM57VZuGzWg/PNXIqofgUJxijLhvT8Y+39fYfgrz0F6LKw2C1M9P5CVns30L//i4PZDdD2jI0OuGIC9goXhdMNg9H++ZH96dpHN32ox7f9l3dasFo0Jz95Ik6Q4AO5571cWbtxTYozDZuXbx67hSG4B9384CVdFFEAxnHYrU166lf98PYNFG3dj0TRcXh8CQUyEnQiHDb9u0LtdU+66aCDN6x/bZHUiqH4ECoWiBJfeO4pRt53DnB8W8P69n4WsAno8aBYNI0z0TWRsJFuW7+CRs5/D7/PjdfuY/d18vn3hZ95d9BIxCeHDTkvz9/pdpGTklnD8+nWJw2ahZ5vGrNx2AF8IOfy6wfdzVvHQFcNYtHE3izfvDRpj0QRNk+KYtmzLcSsBcx6NmSu2svdQJh6fTpTTws3n9uOfFw+sFa1FC1GmIYXiFMbutHPejWfyxuxnT7g8RdczOtLjzC7c+PwYYpOCTTSOCDsX3zOCV69/l4JcV1H1VFeem9Td6Xz7wi/lPleuy8OzX04P2fjFrxv079iC+mUolR/nriHlSA7PfDUdI4RDV0pYtmVfmSWky4PH5+eNn+ayM9Vs35nv9vLtnJV89NvC456zKlCKQKFQ0KFvWx79+l4sx1mZMzI2gisfvpg3Zj3L1Y9eyvf7PqbX8G5YbBYiop3YHDaGXjWQETefReru4OrBfq+fuT+V/+b4yvezyS5wh9xns1qIj3aSXkZvBr9u8Mb4ORzJCVn9BrfXx5P/m8Z3s1fiP4F8DE2IIGXl9vr5ZtZKPL6aLQNSHGUaUigUAAy9YiAzvp7H0ikrK5xcKw1JXPLRsg52h41Xpz/N4YNHSNlxiKbtG5HQIJ7sw+HbaB6rm1nRuaRkxoqtZQwwW0HqxyjRvHzbfuw2S1Ct/8AUZBe4wyqb8hKuVaVAkJGTT+N6cSc0f2WhVgQKhQIwo3P+M/ERbnr+aiw2C5pVw1YOB66mCRIaxtOpf3CoZFLjRLoN7kRCg3gA4pJiad+nTVAzGkeEnZG3lb9xjC7D3+TP6dOemSu3HTNpLC7KiV6JmcShCO8FkNSLjQq7t7pRikChUBRhsVi45vHLmJzzNc/89BD3fXArb89/ntPO7obFasFitdCkfSMcUXYiYyNwRDpo3qkpr05/qtzOzye+u5+kJolExDhxRNhxRDroPrQLl/9rVLmOF0LQo3XoeHtNE4zs25GcgmM7vo/kumjbJAm7tWpug5om6BkIcS2O027luuG9TzhhrTJR4aMKhaJcuAvMHgIRUU68bi/bV+8mKi6SFp0q3oVW9+usmLGWtL2H6dC3De16ta7Q8fvSs7ji+a/w+kqaXvp1aMpH94/mvEc/4XBO+auvCmHW+I902MnIDe03qChxUU6+fexa9qVl8ubPc9mZcoT4aCc3nNuX687uVSNRQ+HCR5UiUCgUdZKcfBfvTVzAwo17iHBYuX54by44vTMWTeP+DyYwf/3uCs3ntFnp3b4pCzfuLjMPobzcPKIv91x8xolPVImoPAKFQnHS4PL4mLZ8C0dyCzizZxuuHNqjRDLWLeefzuLNe/FVIFnO7fOzYMPukPssmsAwZIV86Es374OLjz2uNqAUgUKhqFPk5Lu57pXvOJyTj9vrx6IJfpm/jsevPosLTu+MCJSHeOP2C3ni86nkBSqVHm+ngbhIJzkF7gofGxdVM0X/jgdlGlIoFHWK9yf+zdezVuILEZrZuF4sL908ku6tGwFmqGlKRg570jPx+w0eHvd72JDOyuaj+y6jf6fqLyldFuFMQypqSKFQ1GqklKxfsJkfX5/ErG/nM3PplpBKAMz8gX+++wsZAUexEILGSXEM6NSSwd1a8/adF5XZpayy6NW2Sa1TAmVRlc3rnwVuAwrTCB+XUk4JMW4E8A5gwexl/EpVyaRQKOoWPq+Ppy58hQ0Lt+Dz+rE7bLh1HcsFndETQ8fh+3WDSQs3cPOIfkH7vpyxHIsQGJXYjtJus9CjdWM27E7FabdxxZDu3Hx+8LlrM1XtI3hbSvlGuJ1CCAvwAXAOsB9YJoSYLKXcWMVyKRSKOsDkD6ax/u/NeFymnd8VCBeNnbGVzCt7huwA5vXrHDicHbR9V+oR1uxMCVmI7nixahoj+3XiqWvNZLhtBw6T7/aa9YtOrHRTtVLTzuJ+wPZAE3uEED9g+tmVIlAoFEz7fE6REiiOtcCLvcCHN8oetC/CYaNXu+Dchv3pWdgsGidQTLTkeexWXrvtAgZ2acm+9Gzu+2AC6Vn5aJpASsnjV5/NyP6dKudkVUxV+wjuEUKsFUJ8LoQIVWi7CbCv2Pv9gW0KheIUQErJoT3pZKRkhtxvhKkXZLNaGHvfZXRu3gC71VJie/34aM7p1Y4Ct5cZK7YyZekmMvNctGlcr1IcxVaLxqh+HXn37kuwWi3k5Lu5852f2ZeehcvrI9/tpcDj44VvZ7J1f3CBvdrICa0IhBAzgYYhdj0BfAQ8jxmx9TzwJnBz6SlCHBvSeCeEuB24HaB589BdhRQKRd1h89JtvHTtO2QczEQaklZdm/Hk+Adp1LpB0Zhzrh/K18//jLfUqiChQTw9erflf6e1Zvxfq/l1/jq8fp1ze3fgphF9WbZ1P4+M+73IcuQ3DB66YhjDerThrzU7jkshREfYGffAFdSLjeTeDyZy7wcTsWpaURXR0gGYXl3nx7lrePLa8tdQqimqJXxUCNES+F1K2bXU9gHAs1LK8wLvHwOQUr5c1nwqfFShqNtkpmVzQ9t7cOUdre4pNEFiowS+2fkB1kAdHq/by8NnP8eudXtx5blxRNqxWC28NvMZOvRpE3LuXJeH8x4dF1RV1GGz8tW/x/DGT3+xbMv+kMdaLRp+3cButWAYBnablbgoJ0O7t+GKIT1o1SiR61/5js370o5Z1A5gSPfW/Peu2pNVVu2ZxUKIRlLKlMDbS4H1IYYtA9oJIVoBB4AxQPU3U1UoFNXKjK/+Qi/1VC4NiSvHxbJpqxlwoXmvsjvtvD3/eZb/uYYNCzaT1CSRYWMGldnJbN7anSGb2Pt1nenLt7I7NbQZCqBDs2RaNEikR6tGjOrfia0H0nn886lMXLieX/9eR+OkWA4ezimXEnDarQzpVrEaSjVFVTqLXxNC9MQ09ewG7gAQQjTGDBMdKaX0CyHuAf7E9LF/LqXcUIUyKRSKWkDqrrSiDmXF8fv9HN6fUWKbpmn0O/80+p1/Wrnm9vj8GCEsHYYhKfD6ymw9uf3AYfq2b8YVQ3twODufu9/9FVexlcWeMpSIEEfNQw6blSZJcYzsVzecxVWmCKSU14fZfhAYWez9FCAov0ChUJy8dBvcmZlfzythGgIQQqPT6e1PaO6BnVviDxEiqmmCM7u3IS0zlzmrd4RUFh6fzvi5azi7VzteHz+nhBKA8CUqbFYLZ/VoQ67bS26Bm3N6t+fyM7rjtNd0YGb5qBtSKhSKk4ozLuvHty/8zMEdh/AFntAdkXZOO6srbU9rdUJzR0fYw3ZB8+k6D1w2hGVb9pMTpvuYy+PjljfG4w1TsM4iBEIT6IaBlOCwWUiMieTRq88mLsp5QrLXFKrEhEKhqHZsdhvvLHyR0Q9eQKPW9WnWsTE3/mcMz/zy0AnPvWTTXpwh2l7qhmTq0s00SYrj12duoGFCTNg5wikBAM0ieOb6czm3d3t6tmnMbSNP54cnriMuyknqkVzG/7Wan+auIT0774SvpbpQKwKFQlEjRMVGcvOL13Dzi5UbHyK00HVGBRTVGUqMjeT12y/gtrd/wuPzV6j/QNvGSYzq34lRpZLFfpizincmzC8621u/zOXRMWdx8cCuwZPUMpQiUCiOAym94JkDeirYeoCtR410nFIEc3rH5iGjehx2Kxec3rnofZeWDfni4TF8/MdiNu9No0WDBFZu219mjoFF03jp5iIXJy6PjylLN7Fsyz5mrQruk/zKD7MZ0Lkl9ePDRznVBpQiUCgqiPTvRh65GqQbpA+wgL0XJHyMEMElDxTVS6TTziu3juLRT/8AQNcNNE3j8jO60btU6Yn2TZN5844Li94/9PFv/LUmtCM5wm7jkkFdadHALJKQnpXHda98R57LE+RULs7s1dsZM6xnJVxZ1aEUgUJRQWTW/WAcoYT5wbsCmf8lIvq2GpNLcZQh3Vrzx4u3MmvVNtweHwO7tKR1o3pF+w1Dku/x8sOcVcxZvYOYSAfREXZWbT+IlBKLJtAN87cEurdqxD/O6cPQ7kfzAt7+ZR5HcgvKzCmQ0lREtR2lCBSKCiD1Q+DfSbAN2g2un0EpglpDQnQEowd3L7Ftxbb9vDZ+DtsOHEYI0BDooRwEEqKcNv5xTh9GD+5OQkxk0JA5a3YcM7FMCBjWow1z1+7g0ylLSM3MpWvLhvzzokG0a5J0QtdXmShFoFBUiLJq1IQ3Dyhqni370rj3/QlFpSekBD1MZoAuJVJC64b1ipTAnkOZfDJlMWt3pVAvNqqoxlBZXD3sNJZu3svrP/1VdN55a3eydMs+vnh4TK1RBip8VKGoCFojsISqs+gA50VF76SRhZH3MUbmPRi57yH1tOqTURGSz6YuLdfNu5ACj49N+w4BsDMlg2tf/pZpy7ewPz2bNTsOHvP4SIeN0zu34J0J80vUPZKA2+Pjg0kLKnwNVYVSBApFBRBCIOLfBhENBJKHRCRYWyGibgVA+vcj08+DvA/AMx3yP0YeHoH0ba45wU9BPD4/KUdy8AZu/pv2HapQmChAg3gz1+DdCX/j8vjMhjPlxK8bxEdH4PUFryIlsH53asWEqUKUaUihCCCNfPBvBa0ewhq+1LmwdYXk2UjXZNAPIuy9wHEWQphfJ5n7MshsoNBJ6AXpReY8haj3U9VfyHEg/duROS+Cd5mp2CKvRkTfgxDBiVm1HcOQfDB5Ad/PWQWYyvvC0zuTeiS3wnN1bmmWxF6782CFmls67VauGNKDZvXjkWGObFBG4bzqRikChQIw8j+D3HdAWEH6kLauiIQPEFpiyPFCi0dE/SP0ZN6/OaoEiuFbh5TeWhdiKvVUZMaVIPMBCdIL+f9D+ncjEt6pafEqzGfTlvL9nFUlzDE/zVtT4dWAzaLRLCkeMBPQsvJDl6QoRBMCm1WjaXI81w/vzYWndw4ooS78vngj7mJmKafdyu0jT6+YQFWIUgSKUx7p+Qty3wXcR4OBfGuQmfch6n0T+hjpAe9qEE6wdUOI4lZWB+AKcZSF2tjIVhZ8BdJDyUgoN3hmI/UDCEvdaRoopeTrmcuDehFUVAk4bFaG92pHbKB20E3n9ePF72aWmNeqaVgsomjukf078e+rzsRhK3lbffjKYQBMXrQBTRPYLBbuvXQQQ3uE7qdQEyhFoDjlkfmfE3zj9pvKQE9FlHIOG66pkPM4ZtECafoLEsYhbIGSA5FXQP5XgKfYUTZwno8QtU8R4F0LhCjNLOzg34HEYmZQW1sjtNhqF68i+A2DvBA9jsuLEGYl0VH9O/LIlWcWbR/ZryOpR3L5bNoSNCHw6wZn92rHk9cMJ8/tISbCGbbSqM1q4fFrzuZflw8hK99Fclw0Vkvtcs8qRaBQ6GH6ygqrmThWTBFI/y7I/jdQzEwg85FHboD6fyOEHRF9n+kY9i4DYQEMsLZHxD5z3CJK70pk3keg7zbLWUT/E2GtpKYnto7gW0lQ+Kv0mkrSuwKEzTSZRV6PiHm41pbTcLl9RV3GShO6AtFR7FYL1w/vzS3n9w+6qQshuOX8fowe0o1JCzfg8fnp16E5TruVCEf5/CgRDlu5x1Y3ShEoFI6hULCXkE/F1rYl3krXz4TOF/CB529wnoUQDkTiZ0jfVtP5bG1pOpiPE+mejcx6gCLlo+9DemZC4niErUPF5wvYMgpv5iLyBvO6ZPHrcoAWbyoBPAHTEVDwLdLSAhF11fFeTpXyzoT5YUtQd2/dmE37DmG3Wijw+EBSVErCognsNgtWi8au1Aw6NW8QdPzOlAxufetHvD4dn1/niz+X0711I969+xJs1lq40qsAShEoTnlE1K1I92QwcoBCs0IExDwe7Ng1MgitCCTIrJLz2tqD7cSarEgpkTnPUWIFggGyAJn7GiLxs/LPZeSbEU2uSYAPaeuNiHsOYW0LiV8js58B/wbADhEXg2sCwcrRBQWfQS1VBDNWbg2Z7asJwbh/jeZQZi570rJo2SCepZv38f2cVWTkFpCT78GvG3w2bSlfzljO8NPa8dwN55VY+fz7kz/IznMfdSPpBmt2HOSHv1Zx/fCgNsB1itplqFIoagBhSUIk/Q5RN4G1sxkKmvgpWuQVwWMdw8zwytJIH9j6Vb5wMgeMw6H3+VZVbKrM28E1EdN3YYBvOTLjKqR+GGHrhpb0K6LBBkSDtYiYBzGNKSEwwrdrrK0U3s+bJsczqEtLmiTFc+kZ3fj28WvRdQPdMHB7/fh18/fvSzZx7qPj+H3xRgBSjuSw/3BWcGERn5+JC+p+d12lCBQKQGiJaDH/h5Y0ES1hLMLeN/RAx3CKEslKYICsgkYkIoKwkUZhQltDIX0bwbeeoyseKAwVla4fjp5OWM2nYJEAWr2geUADexUovEpi+Gntgxyxmibo26FZSPPNmh0Hw9YLysgp4KXvZ/H1zBWBRLLQilE3an9RuWNRZYpACDFeCLE68LNbCLE6zLjdQoh1gXHLq0oehaJSMLJBhkpMMpD548o1hTRyTLu/ZwlSllW7CNM0FXEZwconAqJuL9f5APDvIvTX3QO+TSHOKxBxzwXOW3gDtIKIRMSceBexquL+ywbTJCmOSIcNgVnmoV5MJE9dd07I8ccKK3V7/Yz7YzHJcVEkx0cF7XfYLEENauoiVdm8vsiIKIR4E8guY/iZUsow61+Fohah7wfhCPQhKI40HcPHwMj/DnJfNqNwkOYTf8JnR0NPQyBiH0fKAnBPCUTv6BB1MyIi2HQVFmtbQhfMc4CtC9I4giz4HnxrzQinyGtNM1i975B5n4B/S6CURjvQ95sOY1H7DApxUU5+euofzF+3k20HDtO8fjxn9mjD6p0pfDplCVaLxqj+neneuhEAPVo3CmcAK0I3DDJyC3jlllHc8d+f0XUDt89PpMNGywaJXDe8d9VfWBUjwnnYK+0EprdlL3CWlHJbiP27gT4VUQR9+vSRy5erxYOi+pFGFjJtMCVzBAAsEHERWtyrYY81Cn4N5B+UMiWIRET9v4tKVIQ/dyboaWBpitCCn06PhXHkBvCuLCa7ABEDif+DI7eAdAX22UHYEInfIGxdMFx/QPZjmE5yv6kQbH0RCWNrZ15EMaSU/OfrGUxfsRWX14cmzOig64f35q4LBwKwaOMe/u/jyWFbVjpsVua8cRdOu5WcfDfTlm8h9UgOPdo05oyurbBotU8hhkMIsUJKGeTZro4rGAwcCqUEAkhguhBihRAi7FpXCHG7EGK5EGJ5enqYuG+FoqoRcWAfRJDdXjgQUXeGPcwo+AVyniBk6Qk8yNz3zEqlWY8gvctCn1pLQNg6HJcSABAJYyHyKhBRgA3sZyDq/Qx5H5lO6SIF4TVzI7KfQhoFkP04ZtRSIFpKFoBvGbinHZcc1cnanSlMX7EFl9dcwRlS4vb6+XL6cvalZwEwoHMLfnv+ZkYP7o5FK7k+cNqtjB7SvSivIDbKyZVDe3DfpYMZ2r1NnVICZXFCpiEhxEwgVE3eJ6SUkwKvrwa+L2OaQVLKg0KI+sAMIcRmKeW80oOklOOAcWCuCE5EboXieJE5T4F3ESXMLKIhInEswtoq9DHSAznPE7aXgcyHgo+OvnVPRtoHI+JfQ2gJSOkCz3wzzt8xCKHFHZfsQkQgYp+E2CdLnt67gJAKyr8R6V1kJsWV/sbJAqT7N0TEqOOSpbqYu3ZHULkJMKOIFmzYXdRCsl5sFI9dfTZ92jfjzZ/nkpFTgN1m4ephPbnrooHVLHX1c0KKQEo5vKz9wlzrXgaENaJJKQ8GfqcJISYA/YAgRaBQ1DTSuwZcvxFUjkJmmn6D0uP1DKTrR/AuDz6mTAzwzkWmDUNGPwD571DksJV+ZOyzaJGXm2+lYeYviJgTqBQaEUY+S+C6wj13BV9zbSPCYcMSItNY07SQJSHO6d2e4b3aUeDx4bRbg574c10e3pswn2nLtqBLyVk92vCvy4eSGBsipLgOUdXrmuHAZinl/lA7hRBRQoiYwtfAucD6KpZJcZIhpYGR9ylG2iCM1K4YGVcjfeuOYx5p+gCCHMGB/Z6/CPYNAEjwHH12kdKFkf0UMn0g5L0N3vmUXdwgHC7Ie9k0xcj8QHVQD+Q8ieFdh1HwIzKtPzJtEPJQD4ysR48ZhRSSyKsIjkqyg3Mkwt6fkM+LIgIRIs+itjGib8cgcw+YparP6tE2xBFmxFSU0x6kBAxDcttbPzJp0Uby3F5cHh/TVmzl+le/L+p5UFepakUwhlJmISFEYyHElMDbBsDfQog1wFLgDyll7Tc8KmoVMvcVyHsPjHTAC74VyIzrkP7t5Z7DcP2OTB8UuKn2wch5BVms5IKU0gwdDRljYgnE+5tKSWZcDa7xHN/NvzzocGQM5Dwd6HugA35w/4o8fClG9gsYh3pjpHbByPgH0r+3zNlE9N3gGAQ4jzbcsXVDxD6DEDZEwsfmdhFl7sMBEVcHfCW1m2bJ8Tw65iwcNguRDhuRTjtOu5XXbhtVVFm0vCzZvJf96dn4/EeVra4bZOe7mLWq/H9rtZEqjxqqClTUkKIQwzUZsh8m+KargXMUWvybx5xDehYgM++iZBkHJ0RegRb7FFJ6zf3epYReETgheQ7COIT0roTc/xz39VQOIcqrJXyD5ig7EUz6d4J/G1iaB4WzSqMAPHPMHAr7QIS1uakcfavMsFlLS7D3q5UhpQDZ+W4WbdyN1aIxsHNLIp0V7wnxzcwVvDdxAT49eNX1j3N688BlQypD1ColXNSQqjWkqLMYBT9Bzn8I/eRtgK98qf8y7z1KKgHM9wXjMRznQv4nAQdx6eW/Bjgg+l7IuAgp80PkF9QEIT6PzOsx6q9F08Lb9YW1NYSpaCq0SCjmGJZGATLzJjO/QBogNLA0hsRvwjbzqUniopyM6NvxhOZoVj8em1ULUgQRDhstG9a+a64ItVN9KxTHQEodct8g9BM6gDCTn8qDvi/MDj9k3greeYQuNKdBvR8g/wPTLCULCFnBtFYgoeB/lTdb3lumopUFmA19CsC/2yxcd5IyqEsrEqIjSvgcNCGIsNs4r3fFq8DWJpQiUNRNjKzATSgcDkR0+Lj+Eli7ENr2bxBe0QBYzNLTIXMDaiG+zZU3l2siJesWAfjBM6uEb+VkwmrR+N/DY4qSyDRN0KdDU758ZEyt7TNQXpRpSFE30WII/xxjRySMQ9i6lGsqEfMAMmMJJUMoNY55g7c0Mk1B8vg7YlUuVsxEtzDKK1whveMi3M3eoM4oxuMgKS6Kt++6GL9uIJHYLLU7s7q8qBWBok4ihB0irymK1jmKExH/FsJR/sbgwtbZ7E1sP90suWBpDZbmxzjKFjhPf7OlYxBOsA8GEdzgxKSybyBOSPwe6v1B6NVNBCJyzAmdQfo2IF2/mg5x+zCCr0GArVdwD4eTEKtFO2mUAChFoKjDiJiHwHkxYMMM4YyB2CcQznMrPpetG1riV2gNVqAlT0NE3Ur4hCkrxD5vdh2z9QL7AMykrEIiwN4fIm8MalZjYgHraVSuMvBC3ntotuZQ72fQiikgS1tI+vO46wJJ6TbDUDOuQeb8B5l5sxkppCVw9LqdIGIRcS+c8JUoqh9lGlLUWaR7RsBWDWY/AC/41iPllSfeUzfiMsgbC0bpXEgLWNsgIi4CAu0e498H18RAG0uJiBgNEZcij1xP2AS0uJcgYxRhy05UGAO8i5F6OpqtG9SfjzTyQVgQomLx8qWRuf8NNMHxHA1I0veA/UxwDAb/OrC2Q0RcctzlLxQ1i1oRKOok0siD7Ecwwz59mHcoD7gng3fhiZ/AuxhkRogddrCfgzxyE0bWv5G+jWYzl8jREHEN6IeQOU8i04eDL1ydRTvkPEzlKYFCNKTrN6Q/EAXlXYjMuBojbSBG5t3IsPIcA9evBCs0H3jnICIvR4t7AS3qBqUE6jBqRaCom3gXhCmG5kK6JyMcJ5b1KgvGB8oyl8YNBeMwM5g1pHsqMu4VsyBczpMU5SMYBwn/nOUG35oTki/svHlvIPNeQ1pagn6Aohu4Z6ZZXK7ez2aP4goRLnJK52R2DJ9KqBWBoo4SzvQjqJQ/67ChqZKjYZMG4DZLPeS9RXBSmhGQ5wTNVIBZ2qE8z21+87z6TkrewKWpJHPfqfip7UMJ/kwF2HqcEo7hUwGlCBR1E/sgM6M1CCfCeXHIQ6SUSOmhPGVVzPLKpSOSwqGDkRJmnzR7GJywYzjQD0BrQkkndkXmlUUN76V/F0bWvzHSR2Bk/hPpWxv2KBH7WAjHcDQiVjmGTxaUIlDUSYQWhYh/C/NJufBp2QmRV5oRO8WQUmLkfYJM64s81AOZPgTD9XvZJ3BeCLZuZjcuCMwf5sle+kGrH36uosJwlYCRhoh/F63hVrSGWyHq/oodryUjfZuRGZea/hR9p5kElnEd0jM35CHC0giRNB1iHgTnRRB9NyJ5BsJWzsxtRa1HFZ1T1GmkngGeaaY93z405M3JyPsI8seWsvk7EfH/RTjPCj+39INnNtIzC0QiWBqaJqAS81jA1h0iri3pI6hK7IPREj8z+x2kDyU4w7cMYp8F90zw/h28z9IUkTTrxCOuFLUWVXROcVIiLPUg8tqw+6XUzaJxQY5fNzKvbEUghBWc5xblJZj9CjIg/3+B5vM6WFog4t9HWJIxkJD7ktmoJiTlyFYuD0a2+du7APMrXE5FICIREVcic18PvV9PNXseiOgSm6XUzVWDZw5oiYiI0WG7sSnqJkoRKE5uZB7IMFEvesh+SWERQiBiHkRG3Qi+9aAlg7Vj0RO0Fnkx0t4FefgyglcGNrNUs76HIofuceEA5/kBgexmz8Wwi3pr4FwaYIfYVxHCihTxgSY3IcaXyjmQ0oc8ciP4CwvMWZH5XyPjXkar5W0qFeVH+QgUJzcippidvxTWNsc3pZaIcAxB2DoFmVGEtS3Ye1PSoStAOBGJX0DsU5iZ0Md1ZrA0O1oqwj6E0FpAK3YOAZYWkPgtWsR55qaoW0OW5iBitLkKKo7rN1PpFUVR+TEjpZ5AymowgymqBaUIFCc1QmgQ/QDBEUBORPT/Vc05Ez6CiCsCCsgC9v6IeuMRlmTw7yZ0XL4FrB3A1pfQikID+3BE0i8ILco8jxaJiP/API+IOno+LJhJdn5Agp4C7qlH5Yu8BiKuAxwBM5DdNIHFPhp0VukO0aO5UB7vyvJ/KIpajTINKU56tKhrMUQ05L8H+iGwtkbE/LtChekqghBORNzTEPd08E5LI8wop1JP08KJiL4b4RyBkXkneBYWG6OBiEPEv4go9SQvHIMgeQF4/gLpRua9A0ZqqZO6wfUdMub/EMJimrhiH0ZG3wX6XrA0DN9MJmjlUIgMMiMp6i4ntCIQQlwhhNgghDCEEH1K7XtMCLFdCLFFCHFemOMThRAzhBDbAr8TTkQehSIcWuTFaMkz0RquQ0uahHAMrBE5RMRFZkZ0ya3mTdVhOq5F/LsQdQtoSeaTvuM8RNKvCC0+9JxaFCJiFCLy8qOO5NJIT5CvRGjRZuXVMjqKicgxoZWBiABbj7DHKeoWJ2oaWg9cBswrvlEI0RmzcX0XYATwoQhd+vBRYJaUsh0wK/BeoThpEVo8IvFr03GMA7Cb1UETvirK0hXCjhZzP1r9hWgNVqElvIOwNCnfCcL1YNAalvF0Xwb2wWZoLI6ACSraXJ0kfHLc1UwVtY8TUgRSyk1Syi0hdl0M/CCl9EgpdwHbgVCdsy8Gvgy8/hK45ETkUSjqAsLWFepNg8h/ABbTPHPkKoy8ceXKei5z7thHMf0hxZ3YTkTsU8eVHyCEQIt9BJH8JyLmaUTc64j6C8rd9EdRN6gqH0ETYHGx9/sD20rTQEqZAiClTBFChE3PFELcDtwO0Lz5sZqGKBS1HNdXUPANRY5Y6YG8t5F57yKFE5wXI2IeBCMD6foFjCyEYxg4hpoO8DAIW3eo9wMy730z2sfaGhH9T8QJdicTlsYQedkJzaGovRxTEQghZgINQ+x6Qko5KdxhIbad0KOOlHIcMA7MzOITmUuhqHHyPyY4Gkc3f6QXXOOR3nlmkhc64Ee6J4HtNEj4JDjMsxjC1gmR8EHVya446TimIpBSDj+OefcDzYq9bwocDDHukBCiUWA10AhIO45zKRR1CiklGKF6HRTHG0g+K35ggRmy6Z4CgcY4CkVlUFV5BJOBMUIIhxCiFdAOWBpm3A2B1zcA4VYYCsVJgxACLMdbosGFdE2uVHkUihMNH71UCLEfGAD8IYT4E0BKuQH4EdgITAPullLqgWM+LRZq+gpwjhBiG3BO4L1CcdIjYh7FzCc4noNV/L6iclHVRxWKGkJ6FiLz3gbfLiAfs/5Q4ffRGnhfqiaRiEDEv4dwDKlOURUnCeGqj6oSEwpFDSEcA9Hq/YTWcDkiaSrY+mB+Ja3gGAbx4wK1kqIwQ0IdEDHGjO1XKCoRVWJCoagFCGtLRL1vkdILaEVRQdKxADxzwMgB+wCEVYVOKyofpQgUilpE6R7AQjiPlp1WKKoIZRpSKBSKUxylCBQKheIURykChUKhOMVRikChUChOcZQiUCgUilOcOplQJoRIB/Ycc2BokoDDlShOdaJkrxnqqux1VW5QslcVLaSUyaU31klFcCIIIZaHyqyrCyjZa4a6KntdlRuU7NWNMg0pFArFKY5SBAqFQnGKcyoqgnE1LcAJoGSvGeqq7HVVblCyVyunnI9AoVAoFCU5FVcECoVCoSiGUgQKhUJxinNKKAIhxOtCiM1CiLVCiAlCiPhi+x4TQmwXQmwRQpxXg2KGRAhxhRBigxDCKNbZDSFESyGESwixOvAztiblDEU42QP7avXnXhwhxLNCiAPFPuuRNS3TsRBCjAh8ttuFEI/WtDwVQQixWwixLvBZ1+oOVEKIz4UQaUKI9cW2JQohZgghtgV+J9SkjOXhlFAEwAygq5SyO7AVeAxACNEZGAN0AUYAHwohLDUmZWjWA5cB80Ls2yGl7Bn4ubOa5SoPIWWvI597ad4u9llPqWlhyiLwWX4AnA90Bq4OfOZ1iTMDn3Vtj8f/AvNvuDiPArOklO2AWYH3tZpTQhFIKadLKf2Bt4uBpoHXFwM/SCk9UspdwHagX03IGA4p5SYp5ZaaluN4KEP2Wv+513H6AdullDul2enmB8zPXFHJSCnnAUdKbb4Y+DLw+kvgkuqU6Xg4JRRBKW4GpgZeNwH2Fdu3P7CtrtBKCLFKCDFXCFGX+hfWxc/9noBp8fM6sNSvi59vcSQwXQixQghxe00Lcxw0kFKmAAR+169heY7JSdOhTAgxE2gYYtcTUspJgTFPAH7g28LDQoyv9nja8sgeghSguZQyQwjRG5gohOgipcypMkFDcJyy14rPvThlXQfwEfA8pozPA29iPlDUVmrd51tBBkkpDwoh6gMzhBCbA0/eiiripFEEUsrhZe0XQtwAXACcLY8mT+wHmhUb1hQ4WDUShudYsoc5xgN4Aq9XCCF2AO2BanWuHY/s1JLPvTjlvQ4hxCfA71UszolS6z7fiiClPBj4nSaEmIBp6qpLiuCQEKKRlDJFCNEISKtpgY7FKWEaEkKMAP4NXCSlLCi2azIwRgjhEEK0AtoBS2tCxooihEgudLAKIVpjyr6zZqUqN3Xqcw98mQu5FNMJXptZBrQTQrQSZhPkMZifea1HCBElhIgpfA2cS+3/vEszGbgh8PoGINzKuNZw0qwIjsH7gANzmQmwWEp5p5RygxDiR2AjpsnobimlXoNyBiGEuBR4D0gG/hBCrJZSngcMAf4jhPADOnCnlLK006pGCSd7XfjcS/GaEKInpnllN3BHjUpzDKSUfiHEPcCfgAX4XEq5oYbFKi8NgAmB76kV+E5KOa1mRQqPEOJ7YBiQJITYDzwDvAL8KIS4BdgLXFFzEpYPVWJCoVAoTnFOCdOQQqFQKMKjFIFCoVCc4ihFoFAoFKc4ShEoFArFKY5SBAqFQnGKoxSBQqFQnOIoRaBQKBSnOP8PcNleNwktgK0AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.605, 0.594, 0.641, 0.624, 0.588, 0.453, 0.458, 0.45, 0.423, 0.414, 0.406]\n", - "Temps : [0.029, 0.033, 0.046, 0.063, 0.077, 0.102, 0.1, 0.111, 0.119, 0.139, 0.125]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.723, 0.867, 0.867, 0.724, 0.579, 0.57, 0.564, 0.56, 0.547, 0.546, 0.553]\n", - "Temps : [0.026, 0.028, 0.034, 0.049, 0.066, 0.079, 0.082, 0.098, 0.1, 0.109, 0.111]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.452, 0.326, 0.323, 0.335, 0.336, 0.329, 0.332, 0.339, 0.331, 0.33, 0.327]\n", - "Temps : [0.026, 0.069, 0.091, 0.162, 0.128, 0.102, 0.124, 0.14, 0.166, 0.17, 0.162]\n", - "Clusters : 2\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.661, 0.696, 0.546, 0.556, 0.556, 0.449, 0.358, 0.342, 0.351, 0.357, 0.35]\n", - "Temps : [0.042, 0.03, 0.094, 0.061, 0.106, 0.128, 0.136, 0.133, 0.173, 0.157, 0.199]\n", - "Clusters : 3\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.347, 0.361, 0.355, 0.348, 0.351, 0.356, 0.366, 0.376, 0.359, 0.366, 0.375]\n", - "Temps : [0.047, 0.047, 0.038, 0.05, 0.063, 0.068, 0.06, 0.081, 0.063, 0.066, 0.078]\n", - "Clusters : 9\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.456, 0.523, 0.524, 0.498, 0.509, 0.481, 0.453, 0.458, 0.478, 0.453, 0.43]\n", - "Temps : [0.037, 0.05, 0.051, 0.059, 0.064, 0.097, 0.101, 0.121, 0.119, 0.128, 0.133]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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53CiYvyHWeM1TZgH21RTxYdbiwHlAouk67+xZwITU3rSJbna0L++oEfHAfyHd27YgJSEGpVEus91m4eJx/Y+4/5ItWfywOgO314fHp1HnNuLKqqLQpnkCndKa8ddzxvDvGyYDcP7YvnRtmxISW/dqOk9+uoDsQvMeGrlF5dT3O33wkgmmH+vKWhc/rckAINph49O/X8olJw+gVXJ82PG7PT7OHt4Th82CwJg0tVstnD+mD2/MWskjH85hxY7swLljHDYmDuzKKYO6Rox3hCazrHgX2bXFDYwquHQvK4ozeT9rEXWaG6/UqPTW8eLOH5lzcDM9E9qgm0zt2xUrg5M78fLOH3lo0zS+P7ABT4PjLi7cgU+GOi06ksWFO47NBR4lIh74L6TG5WHy8J58PG89bq8Pq6rg0yV/PXc0Azq3Dtq2qKKGV75dxvJt+4iyWzl/bD827z2A0+MNOa5FVXj0ylMZ1KVN0HK71cK791zIZws38vKMpUHev9lx6kmOiwoUzOwvqSTKYQvJlHF6vCzYuIcxfTrSPCGGxNgoWibFUVpdh6IIdJM3jZ7tU3ngkgmcObwnCzftwWZRKauq45tl23B7fUgJCzbs5uQBnfm/q06LFO1E+FVsLNuHUwvN7NLQQybmXbqXt/bM57RW/Xiw1zk8sW0GXt2HjiRKtZFki+HT7GVoUsMndZYV7+LTfUt5d/hNRFvsKMLcbxcSVHF8+7gRA/4LqE/v8/g0I/RgtRAfE8X7914UiOt6vD4j91lKLn3qUyprnWi6pKLWxds/rCI2yhb2+I0zNnyazvLt+zhQUkl2QVnAqz0SNqvKtZOGBn5vFh9DSPqIn9U7c5j88Lv06ZDGxeP788q3y0Lyy8HwtG1WCw9cZMTU+3RIo0+HNPKKK7jw8Y+CJmKdHi8LN+5h6ug+IQ+1CBGaQgtHPHbFEuSBH45it5EueFqr/nSOS+WbvDWUuKsZldKNl3f9hFs/5Ow4NQ/760r5ImclV3caR/f4VmgmHrgQgvEtex2dCzpGRAz4L+Dh93+iqs4d+N3l9VFaVcunCzZw01kjeObzhcxeuwtdSqLtVpxub5DH7PL68Ok6dqslxEjWujxBCoBFFTVc8+x0KmudeDUNEKZ532YkxURxyfhD8jWDurQhMTYKl8cXks9tpAFqbM46yK68ItOMFyHg5P6duXXKKNq1SApat2J7tukYXB4vS7bsjRjwCE0ip7aEz/YtY29NAb0T23J6qwEoexaEbCcQSJNvQoeYFuyqOkhObTEdYltwb8+zAdhVdTAw8dkQt+5jfsFWLuswmke3fGH63bqx8ym0jEr8Xy/tmPKnNuDlNU72HCihZVIc7cJkVwS2ra5jX2FZyHKPT2POul3kFpWzMiMnkKfd0NA3xG5ViYtyBIptGvL3d37gu/+7BiEEj300h6KKatMJ0yNRWl3Hmp15zNuQidvj45TBXXnjjvO5/53vycovw6dpIcf1aTq1unkxUrTdxkXj+ocYb4AouxVFUYDgL4mqKkQ7wr9tRIhQz+byHP667j08mg8NyY7KA8zcv54He53Dq5lzqPLWoUtJki2WcS178m3eWlwNPGqbsODVfdyw6k0UIdClpHdiW54fdCUOxRq2CK3YVcVd6z+k1hf6XbUK1TSefrzxpzTgUkqe/3oJXy7eHNDB7tMhleduOjtook1KybrM/azckY3NakEexpiu2JGN12eevdEQr08nym5+20uqatlXUEarZgmsy9wfNtul3jDWuTymHzFdl9z5+rd4/Kl/CzftYWTPdD554FLyy6p54J0f2JZdELKfVVXRG6UDglEc1L2tacc8xvfrxNOfLwxZrioKk4Z0N90nQoSG/Gv7DJzaIYPskxo1Po2vclcz86T7eGv3fD7et5Rqn5Nv89YSb40m1WKj2F1Fx9iWxFujWFu6B08DT3tLRS6vZs7hnu6TSYtKJLu2JMRzL/fWsqbUPPXXKzX21hTw3t6FuDQvY1r0oHfC8SfE9qc04N+t2M7XS7fg8WkBj3nz3oP886O5/OfGswDDaN3zxizWZubhdHuxWVQ0KREEFStis6rYrWqTjDcYnqlZAQ4YMTdNl0gpw4WsiYu288LNU5BSsmjzXr5YvDlIZEoRAillSEx6RUYOqzJyGdEznXH9OrH7QHFIAZEEmsdHU17jDKxz2Czcce6YsN50XLSD/9x4Fve+9T31NT4+TfLQpRNom5LYpHsS4c+LS/OSXWPeK3dzRQ6zDqzn05xleKQPj89fjeyuIt2SwsIJjwAweu4jeGXwZ9mj+/hh/wb+1uMs/jPwSm5e8zY1Pjea1JoUV7cKlXn5WwGJJnU+z1nBaWn9eLDXuceVEf9TGvBPFpjoYGs6S7fto8bpJjbKzrz1mazdlRfI9Kg3kgKIslnwaToWi0qMw0ZheU2Tz223qJw5vCfZ360IiYNH2610SmuGogh6tW/J1n35QYbcoiqM69eJihonErjylMFs2nuQrPxSvD4Nq0UN5JU3Ns5Ot5efN+1hRM90zh/Tly8Wb6asui4o9/yCsX25/ozhfLl4M0u2ZNEsIZpLxw9kUNfgzJjGjOzZnvnP3MjKjBw0TWd4j3bERTuafE8i/HmxCAVVUdBN4tQAr2fOw60FZ1vpSApcFWwuz+GLnBUhxrueekPdNqYZ3427j/VlWUzbt5zlJbsOOyarUPFJLchRc2le5uZv4bS0fgxu1qnpF3iM+VMa8PA62IcmE79flWGapieBfh1bMbxnOt3bteCvr34b5AEfiQ6pyVw4th+fLdgYEgd32Kx4fBoOm4XHrjiVa/4zHY/Xh9PjI9puxWGzMHddJgs27gGMt4THrzqN+JgoduUV0ap5Am6vlyc/WwiNDLiqCGL8GTDxMQ4++/tlPPvlzyzctBevT0P4zx9tt3LJ+AHkl1Xx4+oMlmzJYnDXtjxw8cmktwyNgdcTZbdycv/OTb4PESIAWBSVk1r0ZH6BuQxFpbfONEyoCMG/d3xHTm2J6X4CweBmHfk2by1v71lAibua1lFJ9EhojcVvoIPGIRSSbbE4VBud41qysmR3SBqjS/MwJ39LxID/3ozo2Z6f1mSExJjjox2BdEBVDf+atGHPAXp3SKO0shZvGOMthOExNwyt2Cwqt5w9ilq3l9Kq2pB9Sqtq+XFNBlNH96F9ajKzHr+W2et2kVtYTtsWiTz/1RLDa2/wXHn4gznMfPwahnRrC0BGTiEu0zxzlcnDegR+L6+pY/GWrMD4nR4fH89fT2lVHdkFZWzLLgg8mNbsyuWqf09jxj+vISk2Kux9iRDh13Bvj7NYWLDNdNIwxR5HmacmJOzh0TTy6spMvW8FQYzFQe+Etjy/83tcfg9+v7OMIleVac63RVGZNvoO4qxRzMvfwqqSPSZbCSzHWV748TWaY0ydy0ON031IB9uvaaL49Uj+cfkpgfjWOSN7E2UzV83z+DTenb2aJz5dEHaeemjXtnRMCy7BlVJSVl3Hlr0HsZmUwLs8PhY30FOJjbJz/pi+3H3+SaZFNQASybz1mQDsL67ghhe/DNlWEXDPBSfRqVXzwLL3Zq/F08hLd3l8zFq5ne05BUFvFVIaZfS/RqwrQoQjkWSPZWq7YdhE8HfCoVi5s8eZtHAkYFcsQcvPbN0fi2JuvtKikvhqzF18mbsqYLzr8UgfibYY7IqFaNVOjGonSrXxTP/LiLMazsnIlG7ohM5p2VULZ7QO6S7JrqqDTMtezuyDm3CZFB8dS/4UHnhBWTWPfDibTXsPAtCtbQueu/Fslm3bx4bd+2mTksDQ7m2prnOTXVBG+9RkxvXrxGlDuvHt8m2mx5TSvBLSCEVYGN2nA6/NXBm0zqvpPPrRHJ6/6WzTohxFCJLjzPVUnG4vPhNpWJ9Pp85tjOP9OWtxm+RxW1SV0wZ3C1q2a3+RaXqVkRIYutzt1SKNGCL8Kqq9Tr7KXcXy4l2k2OO5pP0o+ialB21zV7czqPTUsqhwBxKIszr4a9fTqfG6aGaPBWl8P9rHpnBx+ijaRCfz48FNIeeyCZXTW/XHodqo8ZmHSqu8Tn4c/3eWFGWwtnQvebUlzMhbg02xMKhZR2Isdp7sdwkPbpqGEAS+J5emj6ZPYjtyaorJqDpAqiORL3JXsqxoJxo6VqHy7x0zeW3IdXRP+G3qH/7wBtyraVzzn88pqawNhEx25BRw9xsz+f6Ja7lswgBufPErFvk9X03XGdunI09eewaPXH4KmXnF7MhtmrSkAEb2bs9dU8fy5g+rTA28IgQ7cgpx2KwBw1uPzaJywUn9WLI1ixe+XkJuYTnJ8dFcd/owRvRM560fVqE1SvGzWVVG9zZEpDbtPWiaemi1qOQVVdAzvWVgWdc2KWQXlJsU9uimkrF2qxo2lTBChHBUeZ1cvvwVyv1hEAEsL97F33qexdltBge2uX3te2TXFmMRCrqUdI1N48f8jWytyAt4tVGqlX5J7RnUrCMAE1P7sLBgW1BOuEdq7KjcT7XXSazFQaW3LmRMraOTUYTCe3t/pshVGQjPrCrdzS1dTuXi9qMY06I7s8bdz6LC7bg1LyNTupEWlcgDGz9lefEuVKHg1bWgyU6vvxbi3o2fMPOk+36TbJU/fAhl2dZ9VNe5gwyblFBV5+KU+9/iwsc/JrugjDq3lzq3F7dXY+m2fbw0Ywn//W45nVo1C0n7C/dnsVktPHjJBDqmNQv7elfn9vLOj6txur0oQmCzGpksDpuF+y8eT1Wdiwfe/oGcwnIkhjzsyzOWsiojhykjewWFdaJsVs4c1oPubVvg9WmmcXUwOs23TAqWcL2uQal9Y7q0Tgm6ZiGMawvX+zJChHB8nr08KIYtMbRLnsv4PpBd8vT2b9lTXYBT8+DUvbilj/XlWWws2xcUknBqXubkb2ZvteFQ/aPPeVzXaXyIXsnqkt1cu/p1ru04HocaHAZ1KFZu7XoaM/LWBBlvMDJN/ps5N+C5J9qiOaftEC5qP5K2Mc34LHs5y4szces+6jQP3kaZKvVUeZ3srg6tszgW/CE88GqnG0UIYkxylQ+UVoXN0TbS7UJDDi6Pj08XbEQRAiGMZgXJcVGU1zhJjImiT8c01mTkBkm8CqBNSgJpfiW/s0b0ZNHmvaZeeOP9Hrz0ZEb16kB8tIPLn/4sRDrW5fHx7uw1LPj3TYzr35kfV2cgpeTMYT0Y2r0dAD+syTBtnwYwqld7Qw+lAariT98K0RuXDOjUim5tU/hhdQYen8YQfxZKZAIzwi9lSVFGkPJfPYoQ7K4uoHt8KxYV7gjJCjFTBwRjzmd9WRad4lqiCoWOcS2xKxbqGhh6DUm110WSPYa7u0/m7T3z/VkoydzebRJjWnTn49VLTPPBLYrCzwXbqfW5iLU4GNeyF7FWIyX267zVQZoq4RAIU22VY8EJbcD3FZTxyAez2bXfKATo17EV/3f1aQEjCtC9bQpWi+LXE/ll6FKCNPRCalweZj1+La2aJeD2+rj+uelk7i9BSonNauhy10vAAgzr3o4e6S3YsPvAYc/h9mo88sFcrKrCeWP6kBtGHtbj1ahxeRjWvR3D/Ea7IXPX7QqZlAQjE2bKyN4hy7MLy7FZ1ZD74tMke/JL+e/tU3no0omHHXuECEciwWo+p+PTNRKs0fh07RcZO4tQg465r6bY1BA7NQ+by3NQhKClI5HRKT24rMNo2sUYE/nJttiQojwAl8/DMzu+AwwlwmczZvH8wCsZ1KxjSD56OOyKha7xaU2+pv+FEzaEUuN0c82z09mRU4hP0/FpOhv3HuCaZ6cHGaVBXdrQMS00DPJLERha3gdKKpn62AfsKyhHVRUkgj4dUvnhyevokJoc2N7t1cjIadqkn6bruLw+vl66FZvVfJw2q3pYPe0Yh/k6m0UN9KlsSPuWSSEl8/Xb94jEuiMcBVyah7y60DxtAXSMbUnbmGY8t/MH030FmDZnUASc1PJQOmyH2BZBGSr12BULsw6sZ0beGrZV5jFz/zouX/EK2yryALgofQR2JTi8IjCKhDy6D4/uM0I6mod7N36CV/cxtkUPU3nZ+lHaFAtRqo0n+1/8m8nQnrAGfM66XXh9vqAnqK5Lapxuljboei6E4M27zmfqmD7YwxhHCB/Xbngci6pwz5szKSyvoc7txeXxoek6W7LyA8U19eQWlaOE6R8ZDpfXR3WdG3ujh43DZuH6ScMoraolK780oIdcVFHD+3PW8sLXi+nVvqXp9cU4bPTpEOoNtE9NZnDXNsGxbowJz4ua0JgiwtFnZ+UBbl37LifP/z8uXPoCsw9s+r2H9D/xw4ENVHhCJxEl8Eif89lXU8Tsg5tM1QVjLHb+0fs8Yi0OYlQ70aqNOIuDUSnd+SZ3DeUeo/p5ZEpXmtnjsIhDn2MVYyLUo/sCoRgNHZfmDXjXA5I7cHu3SdgVKzEWOw7VSpRqN41pSyQby7KJsdhD3hbsioU7up3B5R3GcEuXU/lm7D2/aaHPCRtCySuuwGmSMuf1aeQVVbB4y15yiyro3Ko5Azu3ZuX2nLC51HarhRE90lmyLSvsNrou6dYmhZzCipDMDafHx/RFmzizQaFMUlwUnjAx6cOhqgr3XzSeD+auI7eonGZx0Vw8bgDzN2by2qwVqKqC3WqUvX88fz26LvH4NKLsVlokxlFQVoXVb5QVIThtSHeWbs1iVO8OWNTg5/WzfzmLV75dyncrtuPy+BjYpTUTBnbh/nd+oLiyhqHd2nH9GcOCQlJ/VKqdbhZu3EON083wHu2CcuZ/CbuqDvLOngVkVhfQKbYF13eeQM+Ew0sRAGRW5fOXNW8F8pZrfC6e2jGDEk81l3cY86vG8nuzuCgjKEOknhiLnYPOcgpdFWH3PSWtL+NTezE8pSt7qwt4LmMW+c4K5uRvZlHhdt7aM5+XB19L36R2vDv8Jv6TMYufC7cjJYxu0Z3lYZoYZ1blo0kdVShckD6CM1oPZGflAeJtUby1ewGLi0w68EjYUJbF13mrQ1Z1imvJpR1GN/meHG2OaMCFEG2Bj4BUQAfeklK+JIR4DLgBqFeieVBK+eOxGmhjeqWnEm0PTcVTVYVPF2ygzu0J6IPExziorHGa9npsFh/N/101ibLqOtbsyg05Hhivbf+4fCIOuy1sV3Zno/1mrthhntKnKnRMa0ZheTUVJiX9FlXhjGE9AnFrKSXn/99H5BaVG8fzaTjdXt7+MfjD5HR7Kams5a7zxhJlt/LuT2soq65j+s8b+WbpFhJjjcYTKQ261DtsFu69cDz3Xmg0aZi2cCMvfbM0oBMzs2w78zfuZvpDV5DaqHnyH4l1mXnc8dp3/vkOnVe/E5w9oicPXHzyL0oF21yew+1r38Ote5FAgbOcdaVZPDfoSoYcwSt7c3eo5odL8/LOnoVclD4Cq0mY4HinmT3WVL9bSkmCNRqX5jENNViEyrrSvUxc8ARgbFvldQaqLutj3g9tnsbMk+4j0RbDE/0uDjrGKQueME0htCuWoNBMtGoLpCWe3qo/a0r3hJTQ60jWlu4NKQoC2FNdSKGrkpaOhCbckaNPU0IoPuAeKWUPYDhwqxCip3/dC1LK/v5/v5nxBhjXrxMpibFYG3iVNouK1aJSVl1LnduLVzOKXIrKa0y9dYuqcOUpgxnRM52OacmmhS2qIrh20lDOHNaTjmnJpk2EbRaVUwd1Dfy+K6+Id35abXq8O6aOYdpDl/PaHeeFdIF32CzcctZIrOqh18HtOYUUlDdNF9zp8bJoSxY7cosorKgOugeF5dU88en8sPu6PD5enbk8SORL0yV1Lg/vzg71PP4oeH0a97wxC6fbi9PjxePTcHt9fL8qg+VhmlWE4/mM73H5jTccSpn7z45ZR9x3Z9XBsK/vRa6qXzSO44UL2o0wjU8LIUi2xTCmRfeQ3rIAmtQ4UFeOz98CrdRTY1oyX+mtI6fWXMnwgnbDQ2LcdsUSyD2fnr2CSQufYtichzhvyXMsLdrJuJY9STNp4PCXzhOoClMUZBEK1V6n6brfgiMacCllvpRyg//naiAD+N3brFgtKh/eezFTx/QhKTaK5vExXDy+P7VOD41tXThBd5tFpXVz48nZo13LMFWQIhATVhWFM4Z1b7QWWiTGcsnJh0psf1q701QjxWGz4HR7qax10b1tC965+0KGdW9HTJSNuCg7Qgjenb2GV75dFjCkJZW1ph/ycFhVhZ/W7AxJndR0yYrtOWGzcXKLys2/TLqhif5HZH9xBT+uyTD9fDg9Xr5bsf2w+9f53Hybt5YXMn7g+wMb2FV10HS7fbVF6EfItGgVbS4UpkudZFus6brjnZ4Jbfhbz7NwKNagOSaXz8ulK15mW0Ue/x1yHc3tcUSrNmIsRlm7TbE0qZmClIaGST0LCrZy0dIXGT//n6wt3cOA5PbYFAuxFgc2xcKIlG78tfvpfJS1mP9mzqHMH0fPqyvlwU3TmJa9nAN1oU1bPtq3hFHNu2IVoXNMTs3DjLw1Yas+jzW/6L1MCNEeGACsBkYBtwkhrgTWYXjpITlwQoi/AH8BaNcuNP3tfyE+xsH9F53M/RedDBhdZT5ZsMGsEtwUq0VlTB+jirGsqo6SytBCGKtFYUtWPuP7d2ZnXhFfLQnWA5EY+eTR9kM56PWa3o1xeXy8/dNq3v5xNacM7MI/Lj+FF26ewnn//JDiihp8uo7T7eXTBRvYvPcgb999Ab3SW4YVzGpMlM3KOaN6ByQDQpFh701yXHTY8zQuAjrRycov5d63vudgaRW61PGFqRPwHSb19GBdOdeueh2n5sapeYlSbWE/drEWB0qYrIQanwtdSm7oNIG/bfg4KGbsUKxMbjOIKMuJ29no7DaD2Vl5gBl5a9E4NKGoaTr/3PoVM0+6j+/H3U9G5QG8UiO7upgXdplnpjREAKlRCbSOMjK/pmev4NXMOYE87c0VuTgUK0/1u4Qoi4220c1IjUrEp2t8sG9xSGzerXt5P2uRac66R/PRP7k98wq2UumtC9pGAt/mrWVTeTYfj7wt7N/5WNHkswkhYoGvgTullFXA60AnoD+QDzxntp+U8i0p5WAp5eCUlJT/fcSHwaIqDOnatskea6zDFghXrN2VFzLJB4bRXbBxNwBfLdliauRqXR427jmU7z1xYBfsNvNno8drNJGYv3EPz321mLnrd1FR6wzSOfH4NDJyi9i6r4CUxFjOG9M3KMPEqio0i48m2m7Iv9osKnarhdOGdOPk/p0DpfWN6d0hLTDB2ZjmCTEM69EuJN3SYbNwzalDTPc53th7sIQfVmewcc+BsA2gPV4fNzz/JdkFZbi9Prw+c18vymZl8rCeYY/z9I5vqfDUBjrJGHFTGZL65lCsXNJ+VMhxCl2V3Lz6bU5d8ASTFj7FK7tmc0PnCTSzx2EVKg7VyrnthnJZ+ihmH9zEyuJM096OJwLLincFjHdDKjx15DvLUYRCr8S29E9qT8/ENkds3q0KhThrFM8MuIwyTw23r32P53Z+H1Jk49K9fJa9jCHNOpHqD41U+5x4w9zHWp877EPYIlQ+G/VXxrfsFfI39kqNA3VlrCrZfdhxHwua5IELIawYxvtTKeU3AFLKwgbr3wa+PyYjDMPWffnMWLaNOreHiQO7ML5/Z1RF4R+XT+TKZz7H6fHidHtNJzrrOVhahZQSIQRRDmvYCat6z7y0qjZsOKay7tArVL+OrTh3VB9mLN+K2+sz7a7j9vqYuXIHmqaHTICCEfbJ3F9E345pnDmsO9+u2IYidKSUaFJyzsjeXHPaEH7evJeqWhdDu7cNZE6Ey3m3mjygGvLUtWfw8Ps/sXJHDhZVQVEEd00dy7Ae6Yfd7/fGq2nc99b3rMrIRVWM5s+tkuN5667zSWoUFluyNcv4m5gcR1WMjkhRNiu9u7bgY9dcHpzzPlGqjXPaDuXWrqdiVSzoUmdNyZ6Q13yJkfljFxZUoeDTfbSJTubjfUt4Z89C+ia2475eZ9MhpgXXr3qDEnd1IC0ts/ogB51lzBj7NyTG5Nobe+Zx0fKXsAgFgcCuWvnvkOvoFNcydPDHMVGq+RuER/dyzpL/EKXaOLftEG7pehpd49MYmNyB9WVZ4TvnSEmXuFTax6Rw0bKXyAujCQ6ElLTHWaKwKqqpp53qSKTMUx3U3g2MFm8DkjsQY7HTLqa5aXjHpXnJrMpnZEq3kHXHkqZkoQjgXSBDSvl8g+VpUsp8/6/nAuayfceAj+au443vV+LxaehSsnTbPmYs38bLt55Dq2YJzHr8Wuauz2RfQSnd2rTg+a8XU1oVOiNtsxo9IFUhGN69XVjPfdPeg3y/agcn9evEyh3ZeBq9cte5vXRplHZ274XjOHNYDxZt3sNH89abNn3QpU5as3gcNktIhyBVEbRqnoBP07n91W+DjLzUJZ8u3MDwnulBqYv1/NxAkrYhG/ccxKtpWBSFnMJyFEWhbUpC4MEV47Dxws1TKK9xUl5dR9uUxLAe+/HEh3PWsSojN0gWIaeonEc/msPLt54btG1JZa1pARNAnw5pDOjcmi4dk3mq4AtcVUY2Qp3m4evc1RS5Knmq/yUAgea5jbEpFn4a/3cKXBU8n/EDm8qzA8Zic0UON6x6i3t6TKba6wrKKZaAR9eYnb+ZC9NHsLRoJ1/mrjKKSvzb1Gpu7lr/Id+ddO9x1dbrSJzfbhiv7JodEraov3tO//0tcFbyRL+L6JeUzqbyHAQ+MMli0ZBsq8hjzsHNFLsqDxsvT200KWlRVK7tNJ639ywIyiqxK1b+2u10/ps5m4POcnxSR0FgVSz8redkYixGoVzrqGSiVFtIpopDtYadxziWNCWEMgq4AjhZCLHJ/+8M4N9CiK1CiC3AeOCuYznQekqranlt1gpcXl/gC+R0e1m1I4ez//EeXy/dgt1qYcrIXtw5dSynD+3ODWcMNzXOui75bOFGwBBreuW2czH7Xnh8Gq/NXMGpg7riM8kGURXBT2tD807bpiRwxcRBDOnW1rRQKCE6ijOG9cCqqkHrVUWQHB/NsO7t2LjngKnxd3t8fLN0C+XVdSF6K+FfQSXbsws48+F3ufRfn3LxEx9z7mMfsPtAsAeTFBtFx7RmJ4TxBvh62dYQTRufprMqI5c6V/AXrW/HVqYFVtF2K1dMHMTt54xmk5qJt5GH5ta9LCnKoNBViSIUTmrRM0Tc3ypUTkntS7TFjipUNjcw3vV4dR+zD24M0f6oP8f+ulLjmky0rMHIvNgZZrL0eOW8dsM4ObU3NsVCtGozbYrg1n0sKcrg9J//xeu751GnGeEMsyIfAKtiYXd1wWGnuxyKlb90nhCy/PL2Y7i1y2kk22JRELSPSeFvPc7iqe0zyK8zjHf9G88Lg65iSptDIcSTU3thM8mscWle+ib+9m+qTclCWSalFFLKvg1TBqWUV0gp+/iXn93AGz+mhItVSyC/rJrnvlrMox/OCVo3ZURPU8Ps1XSm+Q04QN+O4fULCsur2V9cicMkjVDTJXP9TRUAcosquPrfnzPhvjeZcN+bFFXUYLdaQgxHeY2Tcx79gF7tW9K1bQoWRcGiKgzr3o5377kQVVFMxbDqr3fhpr1MevAdxt3zOg+++2PAWJ3cv3PIPVKEoG/HVtz2ygwKyqpxeXy4vD5yiyq44fkvw57nRMBMkKyexrn/PdNbMrx7elAKp91qoX1qMmP6GPnAmVX5pjFbm2IJvK7f32sKraOTiVKsqELBJlTSopK4s/sZAOTWFgdlSATGIzVqfG7T/GeHYg0U/dSFaQygCBHi/R1vLCvayR3rPuC6VW8wLXs5Ht3HY30vYProO3mo91TSY8znwnxSM83dNsOj+xiZ0jWssxKt2ri359mc1LJn0HIpJe9nLeL13fOo8bmIstg4q80gvtu/lkpvHV7/310icWoevs1bE7S/Q7XRJioZM97YPffQtegaK4szmX1wEwXOiiZd06/hhKsOiLKHj1WDMek4f+NubjhzGO1aGK80Hk337xP6x65xuYN+T0uO52BpaN5tanIcMQ5b2Hxsi78Fm8vj45r/fE5ljSvwhrD3YCmxUTbG9unI1ux8Cstr0KVE03U0HdZn7qd3hzR+fu5mFEUEScYO7Nw67Ct/Q8O1cNMequrcvHr7udx53lg27N5PeY2TOreXKJsVh93C0G5tyTDRNvdpGos27eX0od1D1p0InNSnI9+vyQjRSk9vkURCjIOSylq+WrqFzP3F9GrfkgcvOZmFm/cwfdFmnB4vpw3qyl8mjwg89DrFtmRbZV7IeZyaJyCGlGiL4bUh13PtqtcpcxvpaPnOcu5Y/wHPD7yC9JgU00lHm6IyJLkTdtXK1vIcGgqSunUvVr/RPzW1LzsrD4SGHaSkVxMqO38vXsucw+c5KwJvD7ur8vn+wAbeG34TraOTaR2dzKbybHJqi8MqDh4Jm2LhrNaDGNysE4OadWRd6d6geLldWHi878WMaRn6eZ6WvZwP9i4K3FeP7uOt3fPDxtsXFgZHhr26j4yqUIE6HcmiwgwAsmoKuWXNu7g1LxKJT+qc324Yd3Q746iHvk44LZQRPdKPmGWiKoKt+w5NXsQ6bLRuFlopJYC2KYk8+8XPfLVkM7UuD7efM9q0wObWKaNo3TyB9qlJpuGQfQVlrNyRw8JNu3F7fEHxUV1KvJrO6L4dGNWrfcjbgFfTycgppLC8OqSNW2yUnfsuGhc0MWlWDOrxaazbncfB0kqSYqP4+tGrePiyiVx96mDuu2g83z9+HV5NC4m11+9bXFljclUnBrdOGUVybFTg72azqETbrTx25ansOVDCuY99wAdz1rJo817e+XE15z/+EUu3ZHGgtJIap5tpizbx4Ls/BR6I9fKhjZFSEmM5tO7xbV9T6q7GKzU8UsMrNbZW5DLp53+xrHgnQ5p1DnrdFhiv/he2H8FDvafS+IMggce2fEm5p4az2gyiY2zLwASgioJdsfJw76nYVfNWf783Ja4qPsteHhT6cele8upKmJu/JbDs0vajTcMQTUXT9cBD7N8DLuPqjicFFe24pY+HtkzjlV0/hez7oWkKYfg3uPqHTIWnlsyqfFw+b1gjrAoFKSV3rf+Qck8NtZqbOs2DR/fxTd4alhRl/OJrPRInnAGvj1XHR9sPm1VR35wYjMqvhy+biMNmCZTCW/z/332ghGk/b+K5r5Zw1j/epWd6Sx694lRaN0tAEYLWzeJ55PJTOGOoMVn43I1nm+qOe306j300hwMllaZG0uX2kl9aRXZhuakXr6oK+WXVIcsBYv1Kg/WGO1yI2+vTeOCdH9mWXYDNamHSkO6cO7oPtS4336/aQce0ZkTbQ7/8VlWlX6dW5gc9AWieEMM3j13NX88Zw2mDu3LNaUOY8djV9GqfylPTFlDr8gTmEdxejao6Nyszcg2JXqcHj1djVUYOL89YCsDWilzT8zhUK7v83letz8260ixTL1KTOm9kzuPU1L7ENTD4ilC4qfMptHAksLQow9QRkRJuW/s+Fyx9gRiLnUvbj+a0tH5clD6Cj0feysS0vv/z/TpWbK7IMS12cWlelhUfmiNqHZ3MW8P+Qv+kdFShGHnyR5STO4SGzrMZs3BpXqyKhQHJHULupUvzMj1nZWBOAcDpc1PuMW96Eg4LCv/YPJ3Ji57hxjVvccaip2kdlRQyXqtQmdSqH5nV+VR46kJlajWvqZbK/8pxH0JZtm0fny/aRHWdi4kDu3D+mH707ZjGvGduZPbaXTzx2bygqkNFESTFRjGoS/Br5qCubfj075fx6YIN7Msv5UBpJUUVhzIS6ps7PP7JPN6664JAD0mfprNmVy7fr97BwM5taNUsnsTYKGpcoXHIGqeb5vExOGyWkNTFKLuV7m1b4PMZ6oWNJyZrXR6e+3IRzeLPCGpd5nR7efSjOcFNhsPcKylhW3YBf3n+S168ZQqbs/J5b/ZqpL+foETSIjEWraI24G06bBYGdGlNXxPFwhOJGIeNi8f35+Lx/QPLNF1nc5b5hF/jDBK318e3y7dx74Xjw1Y+6n5dDjBepQ9ncly6l6d3fIe7YaMBqfPfzDkMSO6A0+cJqEo2xCN97K42ppMKXBWsK8uia3wqp6b1Cxs7Pl5IsEabfjYVhNHXsgFd41vx1rAbA78/tuVLFhRsDfGGrUI17zwvBNsr8hjUrCNLi3aaNhMWwMriTM5qM4hntn/HvILwTbnNA6xGFsuiwu0BiVmAQlcV8dYoPLoPr9SwCJV20c3pk5jOosIdYT8XdT53mDW/nuPagL/x/Uo+nrcuoGOSub+EmSt38PH9l+KwWThrRE9Sk+P4xwezqapzoeuSLm1S+PcNZ5pmGnRITebhyyZSVeti3N9eNz3nht0H8GoaVlVlX0EZN77wJU6PDyklPl1n6ug+RJl4sWBMZo7s2Z4vWmxmX35ZwOjaLCptUhIY2as9vdJT+WLJZnyaHmJEsgvLueH5L5n5f9cE8pfX796PGqY9WzhcXh9Pfjafoopa3I2aPBRV1HDVKUNYsGk3qhCcM6oP543tc0KlpTUVRQgsqtrkSlaXx4euSy5uP5JVJbuDXrVVodAmKplOcamAEQNvHZ1MdhgtDjD0sBunuLl0L5eveIUW9nhUoaCbGKeGSCS7qvJ5aNNnXJQ+ilu7ndaka/k9GJDcgViLHacWXBCjCoWc2hKe2jaDqW2HBhr+SinZVXWQSm8dt3edhCZ1fi7cjsUfiriu08lsrshhaXFohpdP1/lu/zqm5SzHq2uoQg3J7FGEQrTFziObv2BFSaZp7nc99eNVUdDQsSsWkm2xFLoqQx4gbt1LS0cCd/U4k/21pehI3tw9j2e2f4sudZwmCowOxcqpaf2adiN/AcetAS+rquODOWuDPE+318eBkkp+WL2D88YYr5JDurXlp6euJ6+4kiibhZTEWMqq6njsozn8vHkvFkXh7JG9uPHMEYEY6dJt+0zPCcYXRiCQUnLHf7+ltCr4dei75duZPLwHuUXlIcbRalGJjbbz7t0X8taPq/hxzU6QktOH9uAvZw5HVRSS46P59O+X8c+P57J2V+hEmU/TmLlyB1edaojumGXc1NMyMZbCCvPYdV5xpekruiIUWjWP58t/XBn2uH8ESqtqKa2q49RBXZm7PrNJRrx3h1QURTAwuSO3d5vEK7tmoyoKmtRpE92MFwZdRZm7hhJ3Ne1imvFon/O5Zc07pl9Yi1BRhAhrNIrcVUb2iqLi0bWwHmA9Lt3HtJzlXJg+ghTH8SnvqwqF/w69nrvWf0CpuwaFQxkza0v3sp4sZh/cxB3dz2BkSlf+uu4DilzG59Sna9zU5VTu7Xk25e4a0qKTsCkWVhZnsrYsVAnQo3uZX7AFn9SxCYtpWiZA74Q2/Gv7t4c13g0RAi5pN4re/srQcxY/a7pduaeWUSndcCV7OH3hv0yzhlQEGpIo1Ub7mBSm+IW0jibHrQHfnHUQq0UNCTW4PD6WbN0XMOBgxLjbtUgEDBGiy5/+jOKq2kBWwrSFG9mSlc87d1+AEALd33ndLBbdqlk8FlVh94GSEONdf/zswnK6tE5hW3ZwlZfHp/Hkp/N56rozuHPqWO6cOjbk+F5Nw2ZRmTCgM1v35YfEy91ejdyiQ5Iyg7q0MTXEVlVhRM/2zN+YSY0z9MNjs4TzPGVYzfMTHU3XOVhaxfNfLWbljhysFhVN02iREENxZa1pPj0YD0mbRQ1o6nh0H0n2WK7seBLRFhvDmnWhVVQSj24xPDmLUNHR+UvnCXw19h6e2vYNK0t3B96o7IqVFHvcYfWuwQiptI1OoU9iOxShsKxoJ6Ue83kQMMIJmytymJh6/DaXTo9pztdj7mF3dQHz87cwLXs5bml8xnUkLt3Lizt/4PPs5eTVlQa9oby5ex5d49OCpHdHpHTl8vZj+GjfEqzCKLxz6150f3YHGGEngeGcOPyTmRL498DLqNU8YSsvzdCkzoKCrSTbYhnbogeJthiK3cFZaQLoldCG1zLnMHP/elPjLYDOcal0iG3ByJRuTEjtfUwkgY9bA54YG2Wa46kogpSEQw16XR4f3yzbytz1u4i2W2nXIomKWmdQSpnHp7HTry3St2Mao3t3QDEx4AK474Lx/uN6w3bUcbq9ph3gvT6NBRt34/b6QmRnpZS8P2ct789Zi0/TEEKYGtgou5W+HVuh6xJFEVgtKs/ffDZ3/PdbwPDQPX79ju9XG+LzQgRPbDpsFs4c2sNodNzoAeHy+MgrrqDG6Sb2MC3aTjS+XrqFV75dTo3TFVCjrDfYJVW12EycAUUIUpPjGNunI5dNGEjr5gkcqCvj+lVv4PRnD1gVC/Pyt9DCkcCKkl14dA0Pxj19a88CWkUl88Lgq9lUns0XOSsoddfSPaEVK4sz0Y6g6QFQ5qnhH33OA+Cb3NW8uPNH0yYIYBilcD0mjyeEEHSNT+O1zLkB490QRSgcdJWbhpemZ69gSLNOSCmRSBSh8JcuE5nabhibyrPRdZ3Ht30dEiuXQJI1hvt6TcEiFIY0M1I1a3yuX6QhIzHejt7Zu4AVJbv4W/fJPLr1y8DfRBUKdsVCXl0JG8qz8IQ5tgS6xLfiEf/f9lhx3Brwfh1bkRAThdPjDTJONlXlgrGG9+31aVz33HT2FZQFDNXaXftNJ4d0KdmZV0RBeRXz1++mZ7tUtucUGNoiukQIIwc8u6ic/k433du2MC3+sVlUThvcjbd+XGU6bolRJdnYgE9ftIl3flodZFAVIYLeBCyqQrTdyodz1/LPj+cSF2Xn0pMHcP0Zw5jz9F9YtHkvr89aQX5ZVVBuuCJAURTsVhVNl1wwti93nGs0dvhqyZagbvUS+GzhBuZtyGTag5ebZtScaCzYuJvnvlpsmv0DxluNuZSBxGGzct9F4wPLHt3yBeWe2oBx8Wkedlfls6Nyv2lmwYdZizk5tTf9k9rTP6k9Je5qzl/yPHVa0yasrEIlp7aE9JjmnNt2KGWeGj7IWmzqMapC0DuxbZOOezxgVnEJhjOjCgUvoX+TUk8N/94xk1n71+PRffRKaMMDvabQNb4VE1P7UOGpC6tHFGO1M65lT/ZUF7CxPJtu8Wkk2WK5tP1opmUvDxhho8rSYnSzMnnAgJFauLPqIHG2KF4dci3vZy0ir7aE3ont6BTbknf2LgxrvMHQfzm5Za8j3aL/meM2jVBRBG/ceR7tWiQRZbMS47ARbbfy8GUT6ebP0pi/YTfZheWNmhCYFwcoAr5bsY1/fjSP+Rt3s2XfQVRF0L1tC0O4SQgOllbx+swVnP/PD6msdfF/V00KEYbyappRLdnNXDulVbN44qIPebb7Csq447VvefaLRSEGRpcSm8VCy6Q4kuOiOKlPR2qcHrL9nemrnW4+nLeO579aTIzDxujeHSiuqAlJI9QlNIuP4uMHLmXBv2/krvNOQlEEd59/Eq/efm5IFyG3V6O4ooavl27hj8BbP6wKa7zrCecMN0xFrfY62VF5IMQz9EgtbHy61B0c8pi5f11IGT4YhtpqUplZ7qnliuWvsKJ4F0IIru88gfkTHubObmeEpOR5dB83rHrTtMT+eMKr+3hw0zRWlmSaro+22JEmYTy7YqHG62Tm/nX+rkaSbZV5/GX1W4FqxkRbNP2S2odUsjoUK2e0GsiVK17l2lWv8+Cmzzhr0b95dddsbuw8kb/1PIv0mBQSrNGMa9mTj0fezl09zsShWk1THwHcmpdtFXn0TUrnhUFX8dXYe3is7wXk1JYctho2SrUxtFknRqZ0DbvN0eK4NeBgFNl88+hVvH/vRbx86zksePYmzmgg3rRs+z5TJb/GqIogJspGdmF5oGRcSsOQbfd3ta/3gl1eH2U1Tt78YSVj+3QMMsb1+700YymnD+1ObJQtYOBVReCwWfjHZacEMjoOllZx5TPTWLZtX1gD4PJ4+fHJ65j/75tw+7vBBK83QkT5pVXMWrk97Gu5lEaWTXQjj9qr6aZZM26vxuItWYe/cScIheXh48ZgvOnEOGwh6V12q8p5Yw7Fk3/NzEBaVFJQK7Qt5TmmaW8WoTAxtQ9RSvDfpz4u/M+tXwXErRyqjanthoYYKbfuI7e2hJn71/6Kkf52vL1nAUuLMkLugwWFZFssrwy5xjCeDRo92BUrzexx5DvLQ94+PLrG9JwVgd8f73ch6THNiVJtRKt2bIqFk1N7s6okkz3VBbg0LzU+Nx7dxxc5K1lQuI2z2wzm45G3Mm30Hfyr/yWkxzTnvHbDmDP+IS5KH2ne2V61mk4Yt4pKNC1EUhAMTOrAk/0u5pkBl/0m2uDHbQilHiEEXduY5782i482nYyMsllJSYzhQEkVQsDwHu1w2KzM39A0vV5N01m0eS+ThnQ3fUB4vBpLtmTx1SNX8fnPG9mUdZAOLZO5dMJAOqQe0kn4ZP76sHKy9bRrmRQw+Fn5pWG3m/rPD1EEphOQNovKpCGHyobziivYvPcgyfHRJMVGoWmh+wiMApg/At3atjDN6AHjwRplt/LM9Wfy8Puzg4p6PD6d7TmFnOWfs4i3RtE5riW7wrQ3M2NXVT5nLfo3bw+/kSRbDOvKzB+KupRc3mEM2yv2k1sXKn/q0rzk1pbQIdZ4u9xR6U8fbfRC6dK9vJY5j8WFGZzXbhjjW/Y67lJAv8lbY1rdKIRg1kn3YVUtdIlLo3NcKtNzVlDqrmFsix60dCTwxPZvQsJdPqmxvTKP1zLnsLpkDy0dCfy95zkoikKhq5Ie8a2xKxbOWfKfkMIql+7lk31LWFa8kwUFRll8vDWK+3qezbiWvYiy2Li283i+3b82aMxG1azKhNTeIddxVpvBfLhvSchyHcnOqgMk22N/s8YOx7UHfiSmjuqDRQ19/XH7RZrio+3cOXUsL91yDs3jY35Ra7Jou43qOrfpl0OXkrIaJ80TYrjtnNG8c/eFPHTZxCDjDbBlX35YHZN6zm+QTdOldXPTIgC31/DMzfp6WlUFq0U1smMKynj8k3lc8PhH/Ovzhdz/9g/c+dp3NE+IDpmQtdssXDp+QMjxTkT+aiJ/IITxgJ8ysjefP3Q5I3q254lrJgU9TKWUzF67i//7ZF5g2T/7XkicNSpQwh7u9boel+6h0lvHQ5umMTd/c9gijnaxzekSlxaQJW2MJnWiG6yLVu1hY711mpu1ZXv559YveTbjyP02f2ucPvPwgk9qKA1qGjrHpdI/qT2xVgcHneXEWh2mzRYsQmVn5UE+3beMjKoDLC7awe3r3ievtoSJqX1oHZ1Mtc9lKhAGsK+mmAUF2wLFOCXuah7Z/AXbKoyHfqzFwRtDbyA9pjl2xYJNsdAupjlT2gzh4c3TeSHje/JqDzlXKY54Xh58jemEcp3m4b4Nnxyxhd7R4rj3wM0orqihrLqO9qnJPHH1JB772FAB8/q0gEY4GGp/r363DFURnDOqNzOWbzuscl1DCsurmbVqBx6T7e1WlYKyKkbf9ap/onEgl508MMRIdkxNZmde0WHT9mav3cmlJw9gc9ZBYhy2kOwYq0UBGaqqB2BRFBCCWpeHGcu28t3ybQiBX6/c+CLUuT20aZ5Ip7Rm5BVXoCoKui656/yxJ3T5fEN6tU/lnbsv4NXvlrMzt4jU5HhuPHM4J/Uz0tFqnG525hXx3uy1IT1B3V4f89dncu8F40iMjaJDbAu+O+k+Zu5fy97qIrrGpfHyrp/CTnaBUTuwp7qAJYUZ5p4nglNS+7ClPJdEWzQWoQR5iqpQ6BKXGtTZPNWRiFVRcR4mgcKpeZm5fx2Xth9Fm+hmTb1dx5x+Se1ZVxaqSd8jvnXAyFZ7nVy54r+UeqpxaV5UFGbuX0fXuDR2VR8MMuQ+qaFJPSAtG2gWnfE9p6T1xapYSHMkmk78Coy5A7OMl0c2T2dCWh9OS+tH1/g0vhxzN/nOcqq9Tu7Z8DFf5qzEpXuxCIUZeWv5z8ArGNq8s/8a02kX3ZytlaGyC1VeJzeveYddVfnEWuxcmD6SyzqMDvuA+V8QR2pfdDQZPHiwXLdu3a/ev7rOxX3v/MDG3QewWoyc0L+eO5qpo/qwI6eQh97/yVRJMDHGwYJnb+LrZVt57stFCCFMJ70aF1Mowohra7oeKNqxW1WjDZc8pFTssFmYPLwnD14SrD28M7eIy5/+LKwnVc/U0X34cU0Gbq/PKCLy965Mjo9mTJ8OzFu/m1qT0v3G6YPhcFgtTHvocjRdNxoqt2sRIpr1R0RKyUszljJ90SYsqmp6D+tpmRTLizdPIb1VEv/c8iVLi3diVVR8us6YlG4sK9mFihLQqTbD6q8GbLw+SrUxvFkXVpZmBk1A1k9sNrPH8drQ6wMGfE91AX9Z/RZuzYf3MA+O+mPf2+MsJrcZ1JRb8puwt7qQ61e/gVvz4ZMaFqFgVSy8MfQGevirMF/PnMsn+5aGxMnj1ShcuvewD8x6olUb7w6/iU5xqcwv2Mqjm78wnX8wa8BQj4rAoqjc2GUiJ7fsw5KiHSwq3MHm8pwQSeEUezzfj7s/8FZ+7crXTVUrG+NQrJyS1od/9Dn/iNuGQwixXkoZUgl0Qnng97/zAxsy9+PV9ECc7KVvltIuJYkRPdNNmxIDVNW58fg0zh/Tl1MHduXGF79i1/7QEujGXzxdSnQpOXtEb8pr6qisNcr1N+89iK+B5XR5fMxcsZ2bJ48IauG1LTsfVRXovvBW1mGz8GODfO36x4LNqvLZ3y8jLtrB3HWhs/mCphlvMDJ6XB4vdquF/cUVuL0+hnRr+4tL9E80Pl+0iS8Wb/aHoA6fC1xYXsNfXviKcVemsKx4Z5D2xbKSXdzV7UyaO+KYfXATiwp3mBoKrzQqKlWhHJqQVKx0jm3JypLMkPxur9SIVuzc031ykPf92JYvm9zlXEGQYDu+5jI6xbXk81F38HnOCraU5xJjsTG2RU86xKZQ43OxsjiTWQfWm95Dl/QaWVNNSN32SZ14fxjj54LtpsdzCGvYHphgdPfRdB+v7prD67vnIQhfPVvtdXLQWU7raCNUOrn1QPbUFBwxK8ile5mTv4Wbupx61KtoTxgDXlRR49cpaTRJ4fHx4by1jOiZTtuURPaaTAQmxkYFskXiYxwUhzH0Zrg8Piprnfz7hskAXPavT4MaENdjsxraKQ0N+I9rdgYJbTXGbrXQMbUZGXmhGt2qECzfns05o3rz5LWn88A7PyKlxOPTsFoUpI7pOMywWhQ+nLeOnzftRRECoUB8lIN37rmAViYyu38UPpq3/ojphQ3xoTG3YHOI5+XSvEzLWc4XY+5icHIncutKya0tDumdCIYTYBcWWsUmoyCY0mYwB5xlYT21Sm8dD2z6jPdG3EznuFQqPXVk1RQ1ecw21cKI5l2avP1vRcuoRFIdiXxZvQqLUNhakceLu4zPsFWxhPWIdamj0LROUF3j0gIGMc4ahYIICZWoisKYlO6G4FWYAikwJiD1IxT8eKXGMzu+I9WRyHnthnF2m8EsLNzO1opcnJoHu2LFaxKuAUPDfF9N0VE34CeMC1ZWXRe2xVdxhWGQbz93dEjHHIfNwq1njwyajGyT0nSjZbOodEo7FF+sNSlbByP9sLExPFxLMquqcHL/zgzq2tp0clUIgcVi/HlO6tuJmf93DbeePZL0lkl+7YhQ4634UxnrwyMWVcFhszBpSA8Wbd7rnwj1UufyUlRRw71vHepDXe10k5FbSHmN8zB348SisvaXXYuX8F/wehnSKIuNB3pOQTnMVyfOFsVno/7KJ6Nu54L0EdgV62G39+g+Ps02pGyNtyLzV6sEazSxFgcxFjtRqo20qEReG3K9aeef35vMqnxezZyDR/dRp3mo1dwB9T4jDGVSZS0EaY6kw/a4bEjDYqlz2gw2LVW3KCqP9jmfe3ueTfuYFNN0waYipWRVyW5m7l/H9ave5KeDm3hl8DU8O/ByLmg7nIvSR3BKal9Uk6lsr+47Jj0zTxgPvENqsmks2aIqDO/RDoCxfTrywMUn8/K3SymvcZGSEM3tU8Zw5vDgxr83njmCe96YGVShaLeqRDts1NS5g7x8i6pw7mgjV7iy1kV+mJxjm6qSkVtI84SYgADV1NF92LT3YEjJfEKMg+kPXUGLpFgycov4dMHGkOP5NJ2T/C2+AFISY+nSJoWiihrTcIDDZiE1KY5XbjuHTXvzWbUjmxZJcUwd3Ye735hpWkS0N7+U/NIqPl+0kS8Wbw4o9506uBv/uGziCdMTMxx9OqSZphcKYbz9NL4nFs1KjOqgUgtu6yUQDEhqDxjG9q/rPqA2TKWl3d8tpiGnpvXjs+xlYYvMdCS5/iyHWIuDfonpbKrICWp6bFcsXNBuONd0GsfOqoPYFStd4lKPuxTCen44uMG0oMkMq1DRkWhSp8RTjU/XgsJQ4YS+DtSVsb+uFLtipV1Mc+7odjov7foRiz9zyKKovDT4amyqlbPaDGJy64E8tW0G3x1o+jycKhQUBD6pBR4sOoYey38yZtI/qT2vZ85lT3UBqlDBX/6vNQjn2Pya5cdiovmEMeB2q4W/njual75ZGvjiWVSFWIeNq081mo7OWbuLf32+ABBYFEFlrYvc4vKQY43omc5jV57Gc18toqzaic2qcvG4/lw2YSBPfTafnzfvRUrji67rkm+WbeWGM4aRX1YVViSqzu3lHx/MJjk+mg/+djHJ8dG0SIwx/dKmxMfQIsnQR567bheKItAb5WqfNrgrcdHBnWGWbMkyzUu3WhQuGtefv54zGiEErZsnBnWrD5d5owjBN8u28OWSLUFx4vnrM0mItnPPBeNM9ztRuPu8sVz2L5NJZGlM7CIJPMQdNguDurbh3N7jeXTrl7jrtS8Q2FUbt3Q9FYAVxZlhU8QsQqF3Yjuu6njSoVNJyb7aIlIcCRyoKzU1RFZFDTwgAB7rdyE3rHqTKq/TSL0Tgp4Jbbiq40lYFQt9Etv9+pvyG+HyeZvkSQsgNSqBAmclGgRCK1YUOsS2JNkeR1Z1ISUmIl8SYyLRqXmQSMa17M1XY+4mo+ogUaqVQckdg95OvspbzZyCzaZjMJOjrV8Xrdqp9IX26lRQuG3texS5Kvyt8YzPkk2otIpKotBViSoEp6b15d4eZx/xXvwaThgDDnDRSf1pl5LEh3PXUlxZy7Ae7bjm1CGkJMZSWevisY/nBHunGnw8bz0n9e1Iz/TUoGOdOrgrpwzqQp3b6+/UY3jNA7u0YcWOHFweowDH5fXxwdy1RDusTBnZG58WPk5W5/biLqvmmekLeeaGyXyyYKNpyXBeSSU5heW0a5EY0AZvzModOSHL4qLsppknihB0a5MS1hs7dVBXPpq3PqRAIj7awaxVJoJXXh9fL9saKMk/UenSOsVUEE1i/K3+es5oZq7cjqIoTBnZi65tUnCWe3m27xV8cWA5++vK6JPYjms6jQt4T9VeZ1jDNLx5F54beGXQ3+HfO2by48GNAcPUOE6rIIhSbVycPjKwrKUjgW/G3sOqkt0UuCroFt+K3gltj1tv24zxqb2Ynb/piA2Y7YqVAmdVyASkV2pU+1x8NvoO3tmzwFQfpuFEM8Ciwm3U+ly8MOgq03N9krXEdMLRqli4puM43tm7MOitB4yJ0ioT412/rsxTReO8I5/UGZjcgb/1OAubYjmmIa4TyoCD4T2P6Jkesnzp1iy/EW6U5+vz8eOanUEG3OvTyMovJS7aHhK3fn/OWlMFvw/mrOXyCYOYOroPM5ZvCzs5pmm634OXHCypNP2qW1SF0qpaWjWPxxWmG3xlXegret9OaaaZJ26vFtKBqCFXnjKY+Rv3UFhWjdPjxaqqWFTBE9dM4vZXZ5ju4/ELQDUukDmREMJoVWf2gLSoCpdOGMilEwaSXVDGra98Q2WtC0UIvJrOneeN4fmT+ofs1z+pvWloIEq1MaXNkCAju7+ulFkH1gcZGR2JVagkWKPR0BnWrAs3dTmF5o0mtyyKyugWJ2aTaYBhzTozqnlXlpdk4tQ8CIQx1yPxP8AkdtXKpLR+zDyw3vQY9R3qL2k/mnn5WylwVeDUPIacr9RDNWt0jbWleyl0VQZl9WhSJ6umMGw7NU3qXORv4rG5ItRxCvceYREKEkFjm6MjKXRWBhVmHStO3G9nIxrmZTfEaM5w6Pc5a3fy5LQF6NIwtl1aN+e5m84iJcEIaZRVmz9ty6udSCm55/xxpCTE8smCDWG3raesxny92+uja5sUrKpKu5REcooqQraxKIKf1uxk0pBuAaOwcc9Bo5y+0YWqiuDSf32Kw2bl9CHduPrUIUGaKLFRdqY9eBlz1u1i7a48WiXHc/KALjz75c9hNbLbpCSc0MYbjIng8f078/OmPUFG3GpRON0vPaDrklte/obC8uqgz89L3yylZ7uW9GnQas6teXl0yxchD1GbYqFnQpsQg7uxLNu0pNorNUakdA3IyP4REULwZP9LWFWymwUF23CoVia3HohH9/HjwU1IqXNaq34MSOrAurIs9teVhRyjd4KhvBhjsfPxqNuYe3AzH2YtDtERb4hVUSl0HjLga0r28MiW6Tg1b9j0wJaOBGJUO13iUtlWkRviUYcjyRZDkTu07sSuWBmR0hVd6pS4q4mzRBFlOTaqnyf2N7QBo3t3QJ+2IGS5zaoG+lvuyCnknx/PC5q8zMgt5LZXZvD5Q5cjhKB9y2T2FYR+mNL9miVCwNWnDeGCk/px+oNvhzRTUASM6dOBgvJqKsNkdKQkxODTdG5/dQb7S0I/AABOj4/HP51HVn4pt04Z5V/mNfXANV1SWmU8LD6at54lW7P45IHLgrr52K0Wzh7Ri7NHGBKX1/5nOtuyC0yP57BZeODik03HdaLx94tPZu/BEgrKqtF0iaoI0lsmccfUMQBs2XeQqjpXyFfW7fXxxaLNQQb8m7zV7K4uCEkztAiFFwddFVJpl2iLMW3WaxEqze1xR+cCjzPK3DV8lr2MNaV7aOFI4PIOY3i4z9SgbfomHXqD1qTOvT3O5v6Nn+LWfYYGOAK7auXO7mcEtrMpFso8NRS6Kg8bW/fqGh1iDe2kAmcFf9v4cdg8bYFhbO/vOQUhBBemj2DmgfVoTZx8rfG5ibdGUeauCYzJJlSSbTEkWmM4/ed/UeczCr9OSe3D/b3OwaEe3QK6E96A5xVXkFNYTnrLJP5+yQT+NW0Bum5ofNssKueP6UufDqms3JHDE58GG28wjN/+4kp2Hyiha5sU/nbBOJMMFQv3nH9S0H5vfr8St0kYRVUVHrjoZMprnFhU1V/WHozdauHWV75h94GSsJkJYIRuPlmwnismDiI+xsH4fp34ZunWw8oBeHwa+4srWbxlLxMGmOcH5xVXkJFbZBpaaBYfzUu3nEPP9JZhz3EikRgbxRcPX8nazDxyCsvp1KoZAzu3DrzVVIXRu5ESyhu9Qf10cHNgcrMx2bXFdIsPliYY3rwzdtUSog2uCoWzj0F7rd+bEnc1ly1/mRqfC6+usbPqIGtK9nB/r7M5s1FmzvaKPJ7e8R2ZVfnYFAtjWnTDo2vk1pbQI6E113YcT3pssIjdZ9nLDpvL7VCsXJQ+kjhrFGBI+5p9v1Sh0MwWS3pMCvHWKL7MXUlObTGTWw8iWrU1qXuPwJgPqX+YCwSxFjsXtBtO78S2PLjp86Cxzi/Yilv38lT/S4947F/CCWvA3V4fD7zzA6sycrCqKl5NY1iPdKY9eBmLt+zD7fUxrl8nurZJ4dkvFvHt8m0BKdnGKMJo4WazqAzv0Y5Xbj+X12auYF9BGR1aJnHL2aMY1DU4xvzjmp2m+iRSNzqkJ8ZFoZr0s7RZVPp1SmPuut1HFLoCsKoquw+W0LdjGl8t2dKk3o51bi+b9x4Ma8DLquuwqApmSrwpCbF/GONdj6IIhnVvx7Duodkb/Tu2Mp2YdtgsIffPFmYySkcGUtcaYlUsvDbkev624SPKPLUo/jjwY30vDFTz/ZH4MGsR1V5XUDaHS/fyXMYPnJrWL5CnnVdbys1r3wl4xm7dy9KinQxv3oUvxtwV9vhV3vDVqe1jUriyw1jObD0wsKzIFTo5Ckba4vjU3nyXtxavrqGhs640i4/2mU9ygmGgLULBKzVsigWv7gt6E5NIPLqPM1oP5LmM70MeNG7dx5KinZR7akiyxYa9jl/KCWvAX/1uOasycoPS31Zn5PB180TuueCQt5yVX8o3yw7vtda6vbz49VIkkpaJcTx301k8duWpLN68F0URtG4eWvgTVkNGGMJT1U439104jic/W4DHawhs2a0WkmKjGNy1HfM37GnSdXo1nRaJsbz30xoWb8kKSokTYNoazmGzkJYcvuKrS6vmpg8Pq0U1nSD+IxMf4+DWs0fx2qwVuD0+JMb9S2+ZFKQ9D3Bu26FkVueHfMmb2eLo6JeBbUynuJZ8M/Zv7KkpwK356B7f6rgsvDkarCjONE3F06VObm0JneKMRILPspeFiorpPlaW7Cajcj+to5sR7/eiG9IlLpWMqgMhy9tFNzM1/EObd2JewZaQTBhd6sw+uCnIyLp0Lz63Rjg5yU6xLRjXshcHneXkO8vZWJ4dso1AsLE8mwMm8XwwQmfFruqIAQeYYWKU3V6NGcu3Bhnw1Rm54Y1tA+q989yicq54+jM03YhqCQSvfLuMey8cz9TRh8T/Txvcja+XbQ3yiBUhSE2KY8oj7/kfKpLRfToSZbVQWFHDyJ7tmTqmD9V17iZ50lZVoU+HVNqmJPpztUP7ABrt4ETQNaqKwhnDerD3YAkfzFnHnoMl9GjXkqtPG0K7FolEO2zccvZIXp+1IpBNY1UV4qPtXD5hIOHwaUYz6BMpna0pXD5xED3SW/Ll4s1U1rqYMKAzk4f3CmmLd3qr/qwp2cPCwu2A8SpuVVT+M/Dyw94TIQRd4tLCrv+j0MweS15dqJSFT+pB0qu7q/ND5hHAiF9ft+oNBII+ie14pM95pEUd0ssPl9XReLmUksVFGczIXYvub992qFmGlaHJnVlropboQzeds6jv9uPSPWTVFFLtdaGihFyDIhSSbDH0TUrnQF1pyGSoLnXaHuViniMacCFEW+AjIBVDXv4tKeVLQohkYDrQHsgGLpRShlbNHCPCpfE1Xh7tsBmhDBODGRdlw+n2BZWlSzDV3X7m84XYrRbG9u1IXJSdm88eyZpduRSUVVPn9hJlt6IIQXFlcKXk8q37mDyiJ2/eeUiJLC7KzmmDuzFvQ2ZgvEbjARuqX3hK0yS926fyn78YGix17vD5tM3jo6mocaIoCi2TYnnq2jOMyc9XDHF8XZfsOVjCnPW7eO+eC+nWtgVXTBxEx9RkPpq/ntKqOkb1as9VpwwO0nKpZ0dOIU9NW0BGbiFWi8pZw3ty9/kn/aEUDQd1aXPYVEwwvqD/7HchV/p7LjazxTKqRXfT7ix/Ri7vMJadVZ8HvaFYhErrqCSe3v4d8bYoprYdRo+ENuyo3B/SfEEiAyJxG8r3cc6S/xBjsXNp+9Fc22k82ypCpVvBKNt/e/cCtlfup1NcC2q8bn7K3xgYh4rApqh0ik3lgvQRDE7uyHlLnjM9VrwlypCflUanpCjVRvf41nyZu5JST81h4+NCwE8HNlDr82BRVHRdC0gGOFQr13Qcd9SzUY4oJyuESAPSpJQbhBBxwHrgHOBqoExK+bQQ4gEgSUp5/+GO9b/KyTbk+ue+YMOe0NepAZ1b8+49FwZ+r65zMenv74TEv20WlYkDu/Djmp1NPqfdooIQ3H3eWC44qR8+TWfZtn3szCuidbN4Pl+0iYzcUCEiu1Vl4bM3B7U203Sdt39YzcyV2/D4NMb26cRNk4fz0fz1fLlkMzaLIWPbrkUS/739XP7v43ks277PPGvEaiEpLoqXbjmHTq2aGTPqj3/EnoOh3tDALq155+4LyS0q5/mvlrB2Vx7RDisXju3HNZOGBmWuABwsreTCxz+mrkHA3GZRGdy1La/efm6T712EPwcf7l3EO3t/xqIoeHVDSrbeGAoEdsXClR3H8sm+ZU1u/OxQrJzXbhgz8tZQF6YwyCpUvFIz9YzBMKD39DiLKf7J47MWPUOhqzJkO4tQmD7qTl7c9SNrS/eiI0mzJ5LvrjA13tGqLfCm7pNaYBu7YiXBFo1X95Fsi+WqjidxWlq/X/32Gk5O9ohiVlLKfCnlBv/P1UAG0BqYAnzo3+xDDKP+m3H/xScT47AGmtJaVYVoh5X7G3QYB4iLdvDCzWcTZbMEvRzFOGx0bdPctF9kOOp7Vr7wzRK2ZxdgURXG9evETZNHcNaIXhRV1JjuJ4SgooGwUnl1HTc8/yUfzltLtdODy+Ojd4dU1mbu55tlW/H6dGpdxvK9B0u4/50fuPv8k4hx2LCooR8Al9dHaVUdc9cbjXF9mm6qygiwdV8BxZU1XPH0NJZuy8Lp8VJaVcf7c9byyAezQ7b/bOHGkFxxj09j/e795Bb9Zi9cEU4Qruo0jtknP8hLg67mhs4TAj0/wfCwXbqXD7MW88rgaxjSrBNWRW1C1yMvn2evCOo9Wk/9t6F+stLMeIOhKLm86JCzFi6N065a+deOb1lTutfQJdd95DhLTI13jGrjlq6n8Wif8/HpWtA2bt1LtdfJswMuZ9roO5jUqv8xCT3+IjVCIUR7YACwGmgppcwHw8gDprM4Qoi/CCHWCSHWFReHanD/Wrq0bs6X/7iKS04ewJBubbl4/AC++sdVpv0zu7RJASGCIlLlNU7e/Wkt6SlJQbFOu1U9Yus1j1fjyyWhmgq90lNN50AUIQKFQgB3vTGTbdkFuL0atS4PdW4v//lyEe/8GNpdXdMl2/YVEOOw8fWjVzF5WE/T8Xl8Ggs2GhOjqiJCVBnriYuyM/3nTbi8wTnlLq+PhZv3kF8WnJe++0CJ+YSnqpBrUoAUIUKMxU7fpHQ2lO0zzeqwKCqV3joe7HUuD/Q8h3PbDiXqCPnRGnpITNmIVzfNKKqIICnXtKgk0z19usbm8pyw6aJBY5KSfknp5DsrTNUVXZqHFcW7mjS+X0uTg3dCiFjga+BOKWVVU58mUsq3gLfACKH8mkGGIzU5jjunjj3idrPX7DRta6bpOheP7095jZOf1u408sbH9uVgaSUfzl2Pt0F7toboUlJeE5rSdOuUUazOyMXtCzbCXp/Gpr0HGNy1LXnFFezKKw4xii6Pj8IwHryqKNQ43bRPTeb6M4bz09pdYbNq1uzMZUDn1kwd3YevGuWMO6wWLhnfnzU780x1ym2qyt6DpYEMloKyauKi7VhMytG9mkbHtD9eKlyEo0eCNdpUSVBK+P7ABpYV70QRClLXcUtfWNXBcChCEGdxUO49fEU0GCmdU9sOC/x+cfpIljXSCP+l/rFL93LViv/SIbaFUXHbKAPHqlgCOenHiiZ54EIIK4bx/lRK+Y1/caE/Pl4fJ2+6Cv1vTFFljanB8/p0qupcXHXqYD5/6HI+uv8SBnZuzdg+nfjg3ou4dtIQoztII6JsFiYM6ByyvEvr5nRp0zz0PJrO058vBKCsqi4kznzouFbTdQ6bhbYtEgFo1SyeTq2amY7rYGkV97w5i4n3vcmo3h0Y368TNotKbJQNm0XljGHdufq0IXRq1cz0PF5Np21KIpqu8+iHczjn0fdZtSMnxHjbrRbG9O74h24GEeF/57x2w7AroZ61RVFY7u965NI8uGV9NypzwhlWi1AZkNQhROPbgkKUasMiFCxCwaFYeaT3eXSKO1Tf0DcpnXt6TiZKtQV5/26/ZrnZGCxCIUYNznjRkeyrKcRj4rELBKek9Q1ZfjQ5ogEXhqv9LpAhpXy+waqZQL3s11XAd0d/eEeHwV3bYrOGxtlUVTCwi9Gjr7iihiue/owLHv+YG1/8iuuf/5L0FsncPsXoeF7/IXLYLHRIbcYkf3l+Y3YfKDFdnl1Qjtvro0tr8xxsm0Xl9KHdSY6Lxu4fq6oI7FaVSUO68cGcdazeaaREPnfjWbRJSSTKbg2K4bu9PmpdHqqdbu55cxZ/v3QC3z9xHa/cei4/PXU9D192CqqicOnJA0K0vm0Wlf6dWpHeMonPFm5k3oZMPD4tMHkpMDyehBgHl08YyJPXnX7Yex4hQr+kdG7scgo2xUKMaidatdPcHkeH2BamzZ/rsSkW0qObYxUqLezx9E9qj8VEU8ale1lVshuvXz88xmLHoVhJi07CpxmZJPWZLnMKNlPtdVHorAjIAU9pM4Q5Jz9Ep9jUI3r/DtXGJyNv57L2o0MeSrp/zHbFQozFHmi48Xi/C2nhOLZOTlNCKKOAK4CtQohN/mUPAk8DXwghrgNygQuOyQiPAqoQpiGDrm1S6JmeipSS216dQVZ+KZouAxWKT342n7fvvoD/a34ar363nJLKWtq1SOTuC8ZiCxNjjo+2U1wZ+uG0WlSQEGW3huZgWxTiox1cd/owbjxzOF8t3crqnbnERdlYnZHLtyu24/b4sNssdG+Twmt3nMc3j17F1n0FfL10C7PXmlSFSliwcTfnjOxN84RDPRO9Po3WzRN4/a/n8dRn89lzsBRVVZg0pBv3XWhMAH/+86aQWLzEENj68anr/1DpgxGOLZd1GM3k1gPZXJFDrMVOv6T23Lb23cPu49F9jEjpyt09jBTaIlclly1/hVqfO6RQqE43slJsQmVKm8GMb9Gb29a9i7fBZKZL97KkaCenLHgCq6ISY7FzX8+zOTm1Nw7VSmZ1fljjrSBoH5vC+Ja92F1dgEv3msbHvbrG9Z0m0CuxDTqSQckdcKjHRsCqIUc04FLKZYR/i5kQZvlxxfNfLzYt5ql1GmlMuw+UsL+4MqSi0e3z8c6Pq9mw5wBOjxefprMrr5jbXp7B49dMMi1Vv/TkAbz5Q/BkpFVVsFoURt75KlE2C5eMH8Az15/Jpws3UFpZx+g+Hbhy4iCSYo142TWnDeGa04Zw/v99SE2DTupOt5cduUV8smA9100aRt+OaSzZmmVa0u/TtCChrZU7cnhm+kLyiisDY/jk75fh03QsqhIUUgnXvV1iTOBGDHiEX0KCLZqxLYyq1gN1ZZS4zLta1aMgiLUcambSwpHAtFF/5aN9S1hVkklObWnIpKFH97GuNIv+SR2wCBU3jR0Q4z+3ruP2eHl0y5c0t8fTN6kddsVqmmViFSp/7XY6r2TO5rPs5QgMQ21XLCFvEA7VSreENEakdP0lt+Z/5k9RgRAupS4rvwwpJWXVdaYxZSlhy758al2ewGSmxMjYePrzhYzv1zmk4cEVEwdzsLSa71Zsw2ZRcXl9aLoMGNM6t5dPF26g2tmLN+44P2hfn6bzwZw1TF+8mRqnB48v9EPl9vqYtXIH100yJmRG9Exn2sKNIXnuqqIw3K/9sSUrP0igKzCGOjcPXBKsOujTdFomxlBVFzpJ27pZAvHRx17jOMIfk1qfm2tWvk6F9/BNxXVkSKZVc0c8F6WPZHCzTjy06XNTL7jMUxNWr6YxHt3LR/sW85+kKzinzWC+yF0ZZJRtisrYlJ68mjk71LhLgvLNLUIhxRHPyBTzsOqx5IRpavy/kBhjPhOcEBuFEIIe7VriMRE0sltV3F6faSZKjdNjmvetKIIpI3vSr1MrVH9T4cb7uzw+vluxjRpncCHDPz+aw3uz11JaVYfb6zMt2oHgWN3Azq0Z2Ss9yCuOslk5fVgPOrc2JlTf/nFViAqjy+Pju5WhY/i/j+eapgc6rBYevnziH66MPsJvx9z8zbj0w3foqefL3FWBn0vd1Vy78nUuXvYij2yaHjbFz6P56J3YrkmfUYnxNiCl5Ny2QxiY3DEQw7YrVvoltqdNdHJItWg9eoMQzZBmnXhn2E0hcsK/BX8KD/yqUwfzxvcrg8IaDpuFq08ZjMfrIz7azrWnDeXDuesCnqzVopIcF02U3UpWfqg4jZSS2KjQGNfmvQe5+eWvw5b616MqCkUVNcRGGR5tYXk18zbsDttgoR671cJZw3sGfhdC8Mz1k5m5ajvTF21CFQqXTxwY0EAHTPXNzcZQVFHD3PWZIWMQGD06j1RqHiHC4dhXUxRW7a8x5Z5aNKmjCoW71n/E7ipz/ZSGuDQvr2fOpUNMC7ZV5pnmZtdjEQqpUYlMXvQMVd46dH9O91ltBtEtvhUdY1vy6q7ZYfufNjzyxvLsJknQHgv+FB74FRMHcfmEgThsFqJsVhw2C6N6tWf64s2MuONVxt79GgBPXns6Q7q1pUvr5lx9ymCmPXg5V582JKQzjaoI4qMdPP35QjbtDS7nf/7rxUc03mDorcxeu5Nyf1effQVlppkyYGR/COpVBuNCZFFnrdrOM58vJK+oguzCMv758TwWbjykdtitbQvMnBJNl0GqhVn5paZjkMCu/ebZNY1xe318u3wbf311Bo98MJut+/KbtF+EPz5d41sR1cSJvRb2eFShsK+miH01RUc03gAe6eObvNVsrcw9rPEGI2tkbcleit1VgdTBzeU5fJu3lo6xRrrh2BY9TdMgG6NLyQ8HNjTpuo42fwoPXAjBLWeP4tpJwyiprCG7sJz73vo+EFaodXn4YO5aLh7XP0h0CuDMoT3IK6rgo3nrsCgKdW6jgrGkqpaf1uxk4aY93Dx5BFecYsgUZO5vWrWplJKP56/nyyVb+PTvl9KmeYKpQqGqCPp1aoXT7WX3gRKKK2u58cWv6JCazH9vn0qN083Tn//sF9A6tP/DH8xmYJfWRlphnSskHOOwWbh0/ICgNMRwY6i/rttfncGzfzkrbKs1t9fHNc9OJ7uwDJfHhxAwf+Nu7pg6hotM+ktG+HMxMbUPb+6eh0f3BdQBzbRLHIqV27qdBkC5pwaLouA+sv0GzFMB61MEhf+3sS16oAhYXJgRtJ1XamyrzOMfm6eTYo/n9Fb9mdSqP3PyN+PSPGEfCR7dR7FJa7Xfgj+FB16Pw2ahTUoi781eYxoT/nzRppCCHyEEN581krnP3MjkEb1QVSV4QtPj47+zVlDhb5+WbKLmB5iWv7u9GtV1bl6asYw2KYkM6dYWW6P8bKtFZUjXtuwrKMOnHdJI2X2ghH98MJu56zPRTbqOCAGzVu3gimemsWF38FuCzaJy+5TRgVZt9bRJSWRot3amXrguJWt35fHSjCWm1wfw/aodAeMNxiSwy+Pjxa+XhsTaI/z5cKhW3h9xCxNT++BQrcSoduyqFWuD2LFAcEPnCUxqNYADdWVsKstuctglHALB0GaduK/nFH6e+AjPDrycMnetaWs2r64xJ38zn2Uv49pVb9AhJoUXBl3F1LbDmJTWz1R5Mkq1MbhZp/9pjL+WP5UBr+dwGh7hGhXPWrmdLxdvCqMLorLRr4x43aRhIR6qw2bhilMGmWa66FKyYvs+AJ65YTJnDu+JzWLosXRp3ZzX7ziPOet2hYRlfJrOml15VNW6guRwA8fVJWsz83B5vCGTqEIIhvdMN53sefqGMzlzWM+Q5WDorcxcsd10HRh552bhI6uqsDkrEkqJYIhIPd7vIpac8k9Ob90fj+7D2yDOLJH8dHAjX+Ws4qJlL/Ju1s8hcWirUEm2xpBojSZaNYp3bEI11fIGI6tlS3kudtUS0A4fmNwB62EyVnQkbt3Lf3fPpV1Mc+7vNYX/63cR41v2wtEgrGJXrHSKbcmYlO5hj3Us+VMa8C6tQ8vdwcggaR4fE7J8f3EFr3y7LKQbfENi/F3gzx3dm+smDTOqJG1W7FYL54/pyw2nDw27b63Ly2X/+pTsgjL+cdlElr90G8tfuo3pD19Bv46twuZlK0IwqGsb7JZQr0AII2e7oTZ5PRZVYe9B85h2lM3KPy6bGFbQy+X1hW2QkRDjMP0K6WEmfCP8uVlYsN20g092bTEv7PzBMO76IQkrAaTY42kVlUS3+Fbc1f1MHu17Pnf1OJOPR93OsOadwyobunQvL+38KRC6uSh9JNGqHfUIJlAVCqtKdgd+/2ffC7iv1xT6JLSje3wrbul6Cq8Pvf5367L0p4iBN+aWs0eyee/BoDCKw2bh+knDQkrMAX7evNdUDKvhvvU9M4UQXHf6UK6YOJDiylqS46OJsll5xq+FEo6M3CJueP5LvnrkKlKT41CVQx+sMX068t3K7WiNvP8om4XFW/bSMS2ZvfmlgewRu8XClacORtN0Nu09EFKF6tU02rVIOux4BnZpzfrM/SEvmf07tgqbpnXB2H4s3pIV5IULjLZlfdr/8TvSRPhlhPOAdSkRYSLOZZ4aiqVOTl0JmypyGJTcgecGXokQgif6Xcz9Gz9jnUm3HTDUAcvcNVT7nLg1Hx+MuIV39/7MqpJMPLqPKq8zZJ96DfN6FKEwufVAJjfovfl78qf0wPt0SOPV28+lV3pLbBaVtOQ4/nb+OK469Zd3Co+x23jtr+cFGVwAm9VC6+YJRNmsZOWX8u2K7SGVno3x+nSmL94UsvzGycNJjHEEZG8VYXjYTo+Xb5ZtI/NACVLCqJ7tuXjcAN6++wJumjyCC07qZy5a5dMCsrFeTePDueuY8sj7nP7g2zz/1WKqal08cPHJRDtsWC31eusqMQ4r9198csjx6hnYpQ03Tx6B3aoS47ARbbeSkhjLf2+fGlLwFCHClDaDQ4So6hs/N5aOBX8LwQbhFKfmYX3ZPtaUGhlXcdYoXht6He1jQiWlwXgw3LTmba5e+Ro3r3mHq1b+lwmpvflx/N95bch1IWMxzil/lwKdpnLEjjxHk6PZkee3ZH9xBRc8/lFIOMKqqnz+8OV0SDWXVS2prGXFjmzW7cpjzrpdpiXvjRnZqz2v3nYuO3IKyMgtok3zBIZ0a0e1083XS7ewLnM/Hq+P7TkFIeOJjbKx4NmbsKoqPk3nuxXbePP7lZRUhcb1Y6NsLPj3Tdz71ves2ZkbeBuxqgqpyfF88Y8rqKx1MX3RJjJyC+nWtgUXj+tPyyRzIfyGVNW62JR1kLgoO307pOHVdOxWNVIEFCEIr+7j7vUfs9nfIFgRAkUoOH1uUwMejovTRwZ0UwCey5jF9JyVQdvYhIoiFNy6LyjF0KFYmTb6DlShcMmyF6lt0PFHAE/1v5QJqb1/3QUeRcJ15PlThlB+KW1SErl9ymhe+W5ZIJQiFMGtZ40Ma7ynLdzISzOWoqoKmqY3yXjbLCrd27bgxhe/Yts+Q2BHEYJm8TG8e8+FXDtpqPHvP9NNY9tSwo7sQvp2TOOuN75jfeb+sDnpUsLstTtZsys3KJTk1XRKqmqZtz6TycN7ctNZI5i7LpM563bxwtdLmDq6D0Mb5aE3Jj7Gwdg+HZm1agf3v/0DZdV1xEbZuO70YVw+YWDEkEcADL3sV4ZcQ0blAXZVHSQ1KpGnts2gxhcq4wDmKYdAUK72+tIsvs0LdRJjrVG4NG9IfrhP6nybt5adVQdwNsp2UVBYXbL7uDDg4YgY8CZy6YSBjOnbkZ837UFKOHlAZ9qmJJpuu/dgCS9/u8yISTeh+zwYhtphs+D2eNmSlR+UzugureTRj+bw39unAoR0S69HSonNqrJp70E2ZB44bEGRlJLc4grTdU63l/W793P60O7c+vI3bM8uDFSoLtmaxRUTB3HzWSMPez3zN2Tyr2kLAmOoqnPz+qwVIGUgZz5CBIAeCa3pkWDIOttV88+2RShhJ8/31hQGfn5q+wzTUvtKb53pBKdPanyTu5pazR2SVqihM79gKw/2Pn57v/4pY+C/lrYpiVx5ymCuOnVwWOMN8MPqDHwm2ipAID4cZbMyoX9nEmOjcNgsjO7dgY/uv5Q56zNDctE1XbJmZy6FZYaK2/lj+poqAsZHO+jetgUb9xwwFcJqSFy0g/6dWhmdREzG2DYlkUWb97I9pzBIKMvl8fHh3HVh+3/W89rMFSEPEJfHx7uz14T9IkaIcG7boUFpemDExbvFt8JiEqMGWFWyG13qrCndQ16duXCdVViC4ucNqdZcpjnhJwIRD/wY4PZqplkrDpuF88b0ZXiPdAZ2aW1qhH1hPHZNl5z9yHsM6daOx68+jcnDezBz5XaEEKiKIQf74i1TEEKQHBeNzWIJUSgEI0wTZbfy0i1T6NSqGQkxDlxeb9B4VUVhyshevDxjGU63SU9DVWHNrlwmh8kXB8gvM5cMrXF5cHl9EUnaCKZc2G4EG8uyWVWyGyGMMEac1cFT/S/hgqUvmO6jS51dVQe5d8MnYY8r0TndX1V5uGYSDbEKlVNS+/yq6/itiBjwY8DJAzrz7fJtIQZU1yVXTBxEi8TYMHvC+P6dmbVyh2lxjlfTWbsrlztf+44P77+EyyYMZMPuAyTEOBjVq32gycTEgV147qvFIfvbLCqPXH4KEwd2CWz77j0X8vf3fmRHdgFCCFKT43jimtNpFh9DYbm5ERZCEBd1eFnZ9JZJprICSbFRYRsuR4hgUVSeHXg5u6vz2V6xn5aOBIY274wqFEaldGNx4Y4gb1kg6JeUzi1r38WphVc6PL1Vf/7e61x6Jbbh6e3fhS25j1JtODUPUaqNFo4Ebu026ehf5FEk8k06Bgzs3JpTBnVl3vpMXB4vQgisFpVbzhpxWOMNcNuUUazKyKGi1mXq/Xo1nd0HS9hzoITOrZub5nPHRtl5447zuOfNWVTVutCloa88vn8nurdrEdRNKDU5jvf/dhHlNU58Po3mCTEIIZi5Yjubsw6ajlFVBCN6pB/2Ou44dwx3vzEzuKmyzcLt54yOTGJGOCJd4tLoEhdcO3B39zPZXJ5DnebGpXlxKFbsqpUBSR3YUXkgzJGMfPO7uk9GCMFZrQfz0s6fqDMx9l3i0riy41jy6krpEpfGyOZdf7cCnaYSSSM8Rkgp2bD7APM2ZGK3WjhzWA+6tjHPT22M0+NlzrpdvDZzBSWVoeL3MQ4bT19/JqN6tT/scXyaxo0vfs2OnELcXh+qIrCoKg9cPJ4pIw8/s37Gg+9QYOKBCwEf338pPdNbmuwVzModObw0Yyk5hWW0TIrj5rNGBsncRojwS6n1uZl9cCM7qw7SOTaVM1oP4O09C/g8Z4Xp9hahcn+vs5nSZkhg2Tt7FvBR1pKgjvR2xcozAy49bnO+I2mEvzHCX+ZeX6H5S4iyWTlnZG+Ky2t4d/aaEH1ur0+jaxtzOYCGLNq8l525RQEvWNMlmu7j6c9/5uQBXQ4bBgk3SSkl9GjXoknXMaJnOiN6Ht5TjxDhlxBjsXNeu+FBy/ompfPd/nWmIZTbup4WZLwBrut0Mlah8tG+JdT43LRwxHNHtzOOW+N9OCJZKMcxF5zUj9goO2qDakqHzcK5o3qTknD4UAzA3HWZphOZFlVhfeb+w+7bJsW8m3arZvGREEiE44pxLXrSKirJtCPOe3t/ptBVGbRMCMFVncYxf8I/WHrqP5k17n4mph3fk5XhiBjw45jE2CimPXQZ54zsRYvEGDqlNePeC8Zx30Xjm7S/w2YJ2406XPOIeu6cOjZkstFhtXDHuWOadO4IEX4rLIrKG0NvMFUjrNXcvL93kel+QghTedgTiRN79H8CUhJieejSib9q3ymjejPfROJVEYIhXdsedt9x/Trx9A1n8uq3y8grrqB18wRumzKacf1+H93jCBEOR6mnGqui4m1Uf6FJnRUFO3F1mITjD9iQO2LA/8AM6tKGK08ZzAdz1qKqhn8ihODlW88xVV1szNg+HRnbp+OxH2iECP8jidaYsA2IS7cUcv7Z13L2radx/dOXoyh/nMBDxID/wblp8gjOHdWbVRm5xDpsjOrdIWxLtAgRTlSS7bEMTu7E2rI9ePUGXrhLx/pFGW6nh5mvzSU6PprLHz4//IFOMP44j6IIYWmZFMeUkb2YMLBLxHhH+MPyRL+LGJjUAZtiQdTp4NKxf1yKdbWRiuuuc/PV87P+UFIOkW9zhAgR/hDEWh28MuRaCl2VXD7odmSWC+EONtZ1lXXomo7ahBDiiUDEA48QIcIfipaOBLpEp4UYb4D4ZnF/GOMNTTDgQoj3hBBFQohtDZY9JoQ4IITY5P93xrEdZoQIESI0nfPuPNN0eW1lHfn7Ck3XnYg0xQP/ADBTdHlBStnf/+/HozusCBEiRPj1FOeVopi0EwRYPN287P5E5IgGXEq5BCj7DcYSIUKECEcHIUz7sPq8Gh88Op2vX/z+dxjU0ed/iYHfJoTY4g+xhG1xLoT4ixBinRBiXXFxqLxohAgRIhxtxpw3LKwHrnk13n/4c9bO2fTbDuoY8GsN+OtAJ6A/kA88F25DKeVbUsrBUsrBKSlNU+OLECFChP+F1p3TuObJS7HazRuHuOvcfPXcrN94VEefX2XApZSFUkpNSqkDbwNDj+6wIkSIEOF/4/y7JvPQ53eFNeLlhRW/7YCOAb/KgAshGiqtnwtsC7dthAgRIvxeDD61r+lyi1Vl6BkDfuPRHH2OWMgjhJgGjAOaCyH2A48C44QQ/QEJZAM3HrshRogQIcKvI2/nQXQtVCNF1yXn3XXW7zCio8sRDbiU8hKTxe8eg7FEiBAhwlHlu1d/Qpr0l7U5rORnFZLUwlz3/kQhUkr/P1JSWctzXy5i0ZYsFCE4ZVAX7j7vJOJjHL/30CJE+NNTkl+Orptrn1QWV/3Gozn6RErpwyClJL+sKmxrMQC318eVz0xj/sbduL0+nB4vP67ZyXXPfRH2QxMhQoTfjuGTB6FYQs2cq9ZNfLO432FER5eIATdhZ14R5z72AVMf+4Cz//EeFz3xMdkFobVMCzfuoarOhdbAWPs0nfyyKlZm5ARtK6VEejYgaz9Buhchpdb4cBEiRDjKjDx7sGkMHAHfvzn3tx/QUSYSQmlEVa2LG57/klrXoQapew6UcOW/pzH7XzcQbbcFlmceKGJI+0ymDMjAouj8uLUrc7d1xuPTyMovDXSNl9KFLLsWfNtB6iAsoCRB8jSEeuTu7hEiRPh1lOVXEBXrwFntCl4hYc+Gfb/PoI4iEQPeiNnrdqE1mvSQQI3Tw+l/f4f3772IjmnNADi713RaDPqZKJvRsqx/ej6n9trDwzPOJr3loeJUWfNf8G4F3P4FbtBcyMoHEMnv/xaXFSHCnwaPy8Oi6SvYuGArVocVZ40rZBtFEXTo0y7we1VpNTk79tOiXXNapp84BYcRA96IgrKqkB6S9VQ73dz2ygy+f+I6hLaHdvFLERzaNtrmY0iHA0wdnMWong16Tjq/IWC8A2jgWY3UaxFKzNG/kBMcqVeAXgFqa4QwL8SI8OeltqqOxdNXUJhTTPdhXRh6xgBUVaWu2slfRzxIYU4xrlo3CAwPrBGKqnLJ389FSslb933Md6/Oxuaw4nV76XtSTx758h6iYqN+8+v6pfxpDLjb6+OLxZv4flUGqqJwzqheTB3dF0sjvYS+HVsRbbdS5/aaHqeqzsW27AL6tFyBIDS25rD6uGPibETJcvT4R1GizgRp/kAwMO/j92dF6rXIygfA/bMRakJFxj2IEn3e7z20CMcJ+7bmcPdJj+Lz+nDVuomKddC6SxrPL/4nX7/wPflZhXhc/u9vmFyC5LQEOvRJ58e35zPr9bl43V68/u/85kU7eP4vb/LQZ3cG7eOscaJaLdjCVHb+HvwpDLiuS2568St25RXj8hrG9MVvylixPZsXbp6CEIdUy0b37kC7Fkns2l+EWeclRQjq3B5Q4jFunydovXEoDWQFVD6IVFuD4zRwfgU0MuRKKxCxR/FKT3xk5b3gXgJ4QPrvbdX/IdU0hH3k7zq2CL89uTsP8M2L35O78wB9RvfgnNtP56lLX6KmojawjbPGRW7GfqY/8y1Lv1l9yHgfBl0zvtxfPj8Ld13w27HX7WX5jNU4a11ExTjYvSGL565/nextuQhFYcRZg7jzzRuJT/79s1j+FFkoK3Zks/tAScB4A7g8PtbuymN7jiHuLn156NXPoVTfx/u32RnXp43psXy6Tt8OaWA/pd5aHwYXsvZdRNxdoLQk5HbrRciqB/+HKzsxkFJHr3kTvXA4ekFP9JLzkJ6NodtppYeMdxBOZO1bJtsXID1rkVpE5fKPyKaft3HL4Pv56d2FbF2SwZfPzeSaHndwYHd+yLYel5f5nyzFEW1v0rFHTBkCQHVZmDRhIXBWOynNL+ee8Y+xd1M2mk/H5/GxctZ67j/l8eOit+afwoCv373fNCTi0ySb9hxAupciSyZD7bvgmonV+QTPnP8+AzolEmWzYlU1bjxpLbPv/pD5936Iw/0vwItIegdEIhDuler/2zvvMCeq741/zqQn2wsdQQVRUFQE7NjAhl2xYO/YFcXee8cuolh/6hcr9oIiFlAUBURFBRErUrbvpmfu7487m91sZnYXRV0w7/PwkE2m3JlMzj33nPe8R0HqV8QohsJryF7wRCHyGirx3Wq93r8TKv4FZsURmMuGakMc+6DtfepugPp7QVUCSUjOR1Uek33d5kpwinenfm86nopjVp2FWjECVTUGtWInzJoLUa2GqnJYk6CU4vYTJxALx9I0wEQsSbgmTDJpT8EVQ9j71N3xh9ow4gKb77wJAAO27We7SaggSHHnIl6bOJVkPNN2JONJfl24lG8/XbSKV7X68Z8w4J2L8vB5Mo1n384rOWTofPp3noOqPg+IkA5xqDBG6hcmnNjARYftzJSzXuSEHWZTlh/G766FyFOolQeCZwCUPIXOlNjBDd6t9Mv4LLI9S9DJzBmr5Tr/bqj4Z6jKYyDxqQ4RJeejqk7HjLzhvI9ZB+H/AS2ZADFU/X2Z27p6applFtzg3bJpu7pbdYycGKg6IA6R11ENE+zHoExU7CNUw+OY0fcwzWxWQg4dC7UVdaz4tSLrfaVARDLCngAut4teA3qy6Y79GTZqa7x+j20BD4Av4KW+SnvePr/XdhuP142IsOSrX0jEsh0DEVi6+N9vzfafMOC7D9kQl9WdwxCT6w98m4ePe5FTdvqITcvvBlVls1cMV/wN9tx4Bp3zV7SIligwl0LkdYg8j3Mi0g+BA1DRt8Cswt5T94AUWYU+81CR11HJn//K5f5tULU3km2Io1B3g/NyMvWrg1dtQvKbpr/Ck2HFTmSzdQyQAJI3Ro9BKYhMth9HwxPZYzYrUSv3RFWdiqq7DqpPhuUDMSvHoMwa54vN4V+FL+hzjFCWdC0irziTuZVKpvj09c85vv/ZdFm3Ew/Mu43hhw/D67d79oT1Nu0N6DCNHaqW11C9oob+W2+AL5ht5M2kyfqb9lqVS/pb8J8w4EV5Ae498wA6F+dxwBYL2X6Dnwh4k/g8KYSI845GAML/5/BhChX/TC/7WyYnAe01bg0VB2hWRfRVwCa5IoLyDkFV7IuqOhpVewlq5UjM6rEdr1ozudD+fXMF2YbXgqs7KIekknsDvXvkNai9zppIGydDA8gH/75I6RTE1b3xZKAcPGhVg4q8hmp2PlVzJaR+Qhv8ZpNM/D1U5XEdIo75X0UsEuPesx9h38Kj2MN3KBftcR2/WvFtf9DH4N02y+qq4wv6GHXePgTzsyl+ytRhlsk3TaG+qp7T7zmevKJsim4w30+fzXsD4HXwwAE8Pg+7H7czwfxAxji8AS+b7bwxvZpThf8lrPUGXKkEZv0ENskbzWtnTWLcnl+kC29ahQSQ4BGgGlrZphjxDQPs+KIC8Q/Qy/wGUOFmn4VAQiBFSPGDUHslJBfpbVSD3if6Dir8+Cpc6T8AVyf79yUA2P8QxCgA/77Yhpk8lh5z/Z1ke9QmCEjhDYi76Yci4kob/myYqJpLUJWHo1QcpUyIvQPYTYQKUot0dWwO/wou3/cmXp84lXBdhGQixedvz+OMrS6iekUNv37/O19+8E3WBLvV3luw2U4bU7PSWYgqHk0w9Yn3CYT8dOvTJevRC9dFeHWCLqMfedJwfIHMZ9fldrHpDv0JFQTJKwpx72c3seMh2xAqDFLcpYiDz9uHK54/b/XchL+ItZ5GqKrPgthHNBoIV6vEEUHPaS7w76UNT2QqxKc6HLwS5d6I7Ni2gNEdzJ+y95EQhM5AvJtoA6YiEP+EbC8+CuEnIXRs2xf5F6AS30D8czBKwb8LIvYJIBWdBsrAtjJCRVHhR5DQ8fYncfcFXGRdY/2dmGJkJCgzjxtGe/ZNE6RSprNHD0AYEt+hws8jwUNonWfvgtQv4Nm4lW1shqUUqHoQf67I6E/ix69+5uuZ32VQ/pRSxCJxXrr3Tb76cAHhmkimAReI1EUwU2ZWDLw5lKlY9MWPvDpxqk40tnhcY2F9jn1P24NR5+3DglkL+XzqlxiGkEzoyb5yWTVPXvscP3/7G9999gM9+3Xj+jcuYekPy5hy9+t88NzHbH/Alhx07j62Xv4/Bfknl5CDBw9Ws2fP/sfOp5KLUCsPINu7aw2ive/SFxD3etYx9nTY1gfu/pCcR6ahcIHRBczfbA6fhxTehPhH6DGmVqBW7IRtgtMow+g0cxXG3n4olUJVnwuxaWhv1wN4kJL/QzyZHq5Z/xA03K0nG0cEkMLrkcDIrE/MisMg8bnDfh60Ybcj3XdCyj/M+LGq2Eeo6tNbrGjsDjsUgqOhZhy2oSsAfEjZS2DWocKPQWoZ+HZAgqMRw56fr2IfomqvgNQfgAsC+yIFlzlOfDnY4/1nZnL7iRMI17X2TGXD7XXzasP/cWj3k6le7pzDcHtcuDzuLI53I8q6l/D0Lw+k/14090cu3/cmqpZVk4w3W7FZ/ooIGC4Dw2Wkk5oen4fynqVMmHML1ctr+H72Ysq6l9B/6w1anWD+DETkc6XU4KzrXK1n6WhIfA3icqjGcuG4tFZRVN14pPhuMBtwrMclAckvyfbyUlY8NwAtY+wqhvJs1rSqM8rA1QVSLROXbvDt0trV/TVEplhMDmtys4pmVPWpUDY1/QAqswHq76LtSTCCarjf1oAjwVb2czKuBgTHZP8QEl9pLZm2oGJQc2Erx/eBb3vNR6+9Cu3pK0h8iYr8D0qn6PBP80MmvkJVnUbTvUhC5CWUWYcU39n2mHJIo+eG3UnZqQS2AY/Pjcvl4tL/ncOle99AIpYkZUMrTCZSaW+6JdweF9vsl9nG9+dvfqWuqiHTeEP6Z68UpJImqWTTmBOxBBW/V3LBiKtZNHcJHo8bUynKe5Rwy7tXUtq1mL8ba3cM3NUdbBOBXvDtBv6DsJ/DTEjMRiUWoiqPwrEe17UezhRCn7U0b2m8BFbumqbeiQhSeKMVR25cjvvBKEHyzmz18v4KVORpsiYXgNQKSP3Q9Hfye6ukvR1ILsSsuSirsEaCh2GfJ2gDkUmoxonFrEWFn0Il5tGm3yEBK5fgMOlIKeSdDIU3Q921ZCY4Y5BagWp4LGs3VT+R7GRtDGLv5oqJVhHrDexFvyHrOzYctoPH52HEkTsAUL28hrIepbg8BiVdi9li14F06lXmuK/L7QLAF/RS1LmQIy8/KOPzOe99RdRG9KotxMJxvvv0BxLRBOG6CNH6KL8t/IPrDhu/ysf6M1irPXAlRdizI0zIHwfRacDz9jsbpRav2Mnb8yOFV6Pq7oTEZ2R54eKF0HFg1kPtJTSFSKwS8ZoLUJ4NEPf6iHcwlL6mjWpyMXiHIoGDEONvLNV1KnoRSceYlYqhJNhGzDnjoBCZgop9CGVvIkYeKrVSV1h6N4f4bPTKpz3LZlOLWUXfQbl7oyqPtMbcyr4S1NsEDofoSw7bBJDSZxF3D03btJ2AYxCdivL00ROadxDi2RhSi7GfzD2oyPP6/I3b5tAmrn31Iiac+xhvTppmr9ndDL6gj76D1uWEm47gxbtfZ9JFT6XDI5WRKsK1YXoN6Mnyn1Zm7ev2uum/VV9CRSE233ljdj1mJ0IFmY5Vp56leHxuW853WzBbqJeaKZNvZy2kannN396yba024NTf4/CBG+pugtj72P8gA0hojJaBtU2CuaHoJlTyJ0h+Z7+NuQyqx0JgPx1fVi1j3AlUeDJSoEvpxd0DyR+XsYVKfAvJH8C9HuLZqLUrXXUE9oW6xWR5qRJEGZ1QVadCbLr1pgf9qLTn4U7pmHLkeZTkaYZN84Wef09IzG3FGDaDakAlF+kQjqpr8WGj4W08Rgh8eyP5pyCurpjJRRC3+X6VQtXdiDKrrCSyw+SUWoSqudj63IXybQvugfr7yAq9NUDDAxZ9UW8rRXch7V25/EeRjCepXVGHaVu81QSv38NZ953I4N025clrnuPZ217JMvixcIxkPIk/5NMqhC3O8/0XiynrXsrYB8dkGW+A3Y/bhck3v0yrz7hdJNVR7dAg2hAF/l4DvnaHUBLzcDQSsWnYe3MeyBsD/pHg7od9iMTQMdbaq3RFoiMiWsTKNlGcsox/NpSKYFYehao4GFVzKariEMyKI1BmG4m79P4KlVigKycdEo8SHA2ejZrFp3069FA4HqqOs4x30voXQU9SXov+mAfB48G1Pvb3JwKxGZbxjln7R4C45sMXXAZSYIWNQE8ONseRkG58kfrV7irJ/G4bIDoFEt/qXfPPBlr2JbUmodhUvWoKP24dw9XyxHo71aDH3Hg9rq4g/hZjtV632FaFJ9uMWcsAqMgrmNXnYtZeryeo/yCUUly42zV88trnbQpyGoZBabcijh9wDs/f8Zqtt64UVC2rpv82/fDnZfejjdbHWLp4GXed9pDtWGpW1nLcdYdR3LkQf8iH29PymYA+m61L30Hr4vV7COT5KSjLZ5t9BuP2Zk/UBSX5dOntQLtdjVi7XQR3T4jbMEFI4Khf4t8HCeyviz/cAyH2eosNRBv3hkm0j93iwTGRFp+NWXsLRkELz7v2FojPISN8k5iLqrsRKby61bOp5M+oqhPAXI6en1Oo/CswggdkXoX4tAxA7H1U/GMwOiOBfSH1Oyr1E9meiBsCo5HggeBeF5ILtWa37bZem/caYSLJb1ClU6DyaFC/0UQxbO7OuIB8iH2MvQSBHaKo+rsR/06Ipz+UPoGqu8VKZpeC+TuZ30UUPXEVAw36nCqOtigtxx+B2FSk5BlU3c2aVSN5DoVcEV0tGjo8412lYqiK0ZrzTwRwocL/QxXeiBFwYjqtnVj4xWJ+XvAbSQft/UaICGU9Snnr0fdpqG5otddsl96duOGNS/h86pdcts+NpFokMVOJFDNf+gzTNDEM7bv++v3vXDzyeqr+qMZwGZim4tAL9+eZm18imch0fn759jfu/uR6ggVBwnURSroW89Yj7zH3va8RIBFPptkv4x49bbUzUeywVnvgEjqVbC/MD96hmp2SBQ/EP9IiSSv3gYabbLYxdCGJE3c5C0kIHAjY0cwSEH4clWzR2ilq1wAiDpEXWz2TUiaq8mhtVFVYc5VVBGqvRCVsClZi01END+lQUmopurjlZ+y96jioZYinH6ruNlTFYRB9EVtDLW7wbIK9a2XxuGuv1HIEpJpdq6ANtxt8O0FgV4h/1Oo1ZyH1K8rUOhfiGYhR8gRG5y+QwmvAluoXA1cvpOR/SNHdUPIkjpO7GUU8fTFKHtTHLHm0lW2zcycq/JxVzdpoGFJAFGovQbWHWbMWYekPy7KqLBshhhDI8xPMD1DStYirXzqfz6fOa9V4+4JejrjsIAzDYMhum+F22/2+NUe8kTqdSqUYN/wq/li8nGhDjHCtTkL+3zXPZcW1QRvoNx6eRude5ShTcXSf03niymcI10ZQQLAgwF5jdmXivFvTYll/N9ZuA+7bCgpv0FQ9vIBPx6SL7rNCBy0NVbJZWXiL0us0UpbmRnv58yktJevdyeHzOKrqRMyGx5vCHVnx8kbEMKvOSRuoLCTmWCGdlmOLo8JPZrxj1k9E1YyFxGxILYHI06iV+6CMLs7MHc9mqPi8ZuJULR9yN7jWR4ofA9+O2HvhHpR3S4h/TPbKxATXBkjnrzGK74PIS6wahx9Q1ajlQzErDsoMTxiFzvfVVYp4NkJ82yKegWAUORx7hV51pPdbtxWKpI1Bjr6G/fUIJL50OM7aifU27WVL8xND2GqvLTjj3hO47NlzefKn++nZr3urxTIFZfmcdf9JDNl98/R7W+09GFcLMSvDEDbfeWNcLm3cv/rwWxpaFguhPfWEzcrATJmEa/Vv9IbD76ShJkzUSqQm40kSsST+kJ9u63dp513461irDTiAERiJlH+ElL+PdJ6NUXg1hhFCSp4EVx+0Z+wFCqzX7eCmqj+0d5sF3UEmEykIT7RipHbemuX11t2qY94qZinvOSy/YlNRVafYf2ZWO+xnajZF4xnNep3gzYiPJ3WiMD4dfFuTvWKIQ/QtVORl7I1QAPIvwCh/Q3vfNRfajzF4KGKUkX2fGodaBbG3MavPBeVcLt06kpCYj6o4TKshAgoX9qEsAwkdlf5LRKDgGvvDqgSqmWCWiIDHXo4UsyJ7ZSVORshslg/4b6Bnv+4M2X2zrDJ2ZSq+eOdLPntzDoN33TRtbLv3tTGKAkP33Jxn/3goTS9sxCnjj6G4c1E6Hu4P+cgvyWPXY3bip29+AbTioV2UQyllG2f35/nZbv8tqfyjit8WZWuSJ2IJpj31Ybuuf3VhrTfgACIG4irNrJZz9QDvJugyKw/QWLbdHtgYedd6SNHt4OqW/ZmKaO/YyWgBEIXkzxCZghRcDpKP/dcTh8Q8VHJx9mncfbAXegpkFgUlFzpwuxMQm6FDCXZ6I4mvLMqkXcJRQIFZcwlq2WDt1WetBLxgdNL8fMlONIELRKFqLoDoKzb7rwoUELcmHCD8sP24MVAEUA2PYtbeoimQ4nbolBSH6MuZiWGnilDxQmp55lvB0djy4aUI3APavKK1DZf+7xx2Hr1d1tcSC8eZ+dJnfDdb1yNULavmi3fnZ+0vImw1cgu++fh7xu5wOfuXHsOYQeP4+JXZlHYt5tHv7+KMu4/ngLP2ZMjumxOuj3LXqQ9y2tCLGDNoHN36dLGlDfpDPrbbf0tLEVHS7w0cthFD99wcMZzNpsshdPN34T9hwO2gGh7UcrDELe/YoZwb0J6zXcjFguQh+WMR/+5ZP9omhKHgSrRn61R2HUFF30Xc6yLlb+uWa7bnc6OSS1BmldYGAR3jrtjf5hp84O6BBPdressoayWc0BURb2YxTxpxK4Zr85CqFIQftOL09TbjsPZPLbZYJXbn94JZ00qZvAttANvpraqIlWTFov/Zra48UDkaVXcbhB9EVZ8Bdbc78+RTv6JWDEelLA/MPRD7+xFHiQ/V8Dgq8qJe9fh2hODh+joJWiybUqTkoX8k4dXR4Pa4KetRavtZMp5ijmW053+4AK83e/WqTMV7k2dw4W7XMP/DBdRXNfDD3CVcd9h43nnyA3wBH7sevSODd9+cz96YQyKaoKEmTCwc48f5P3P7iRMYNW6fjAYQvoCXbn26cOETZ3Dz1MvYap8tKO1WQiAvgMfrZvGXP1HcqZB1N14HMTK/M2/Ay27H7tg0PqWorawjEXcgMawGtGnAReRhEVkuIl81e69ERKaKyELr/7+/ZnR1I/wE7Y6vugejl99Ot0s1xU3d69tvYpQjgf2RTjN0FaCtETfApR9oMUogsA+2Kn8qDNVno5Zvh1qxLWbDFFT12VZYp3lcUcAzBCl5Fmnu8RqF2BtYV5MglWMcvvnxPegksQ/8e4NZR+tccQ+4N9Pyuln0RsO6h3bfiRtcvbTAWN454N+F7OS0HQzt7YOlfGgXwoqgV17W6kuFdfWpUYI9SSulwyM1V2DWT4LI/8jmhfvB3Qcqj0TV3YyquQq1YntIzMYoOB8pn4oUXqO54uUfIu4+7biWNRvLf1nJe/+bwZxp80mlmu6Xy+2yTWZ6fG4KSnUhW36JvS6N4TL49bvfiYUzn9VYOM6D455Ix7ZfuOO1dKy6EWbK5Kevf2HXo3bg0sljGbrn5vTfph/H3zCaO2dch9fvJRFP8sXUL6lcWknVsmpmvjSbs7e7jK9mfMvFT59NUXkBgXw/bo8Lf8hHvyF9GHXuPgB8/MpsDu99Cod0O4n9io7mzlMmEndolP5X0B4P/FFg9xbvXQi8q5TqC7xr/b1mwSkRaIfkLLQBt0vuiQ53eLTOjORfgC3zJf8CXTZvFGh2jFFCtkfvRYJN1DMJHmHFRpt/TS5rv6gek1kBdZc5sGIUJL6A+Ky0pw6gwk9j/9WbqIb/Q8VmgqeVOHxjLFlCkH8RUj6dNAe6VSS1F5qYS7Y3bFoJZLvwjE8b4Ogb0HCnVUGr0M0wQmh+ul0ZtQn1E1EqjoSOs8I2za/bh/19iFrf6SCH6zC1VHD9HdgqUQZG6YpaYtbnWiZYVZ2KUgnE1RV8w1CRV1HLNtd9QqtOQaWWopRi3vSvue34+7jl2Hv5fOq8NVqzXCnFhLGPcswGZzL+5Alcsf/NHLnuafy2aCl/LFmui3KS2SujaEOMO8Y8wLk7XkFBaT6BfH9WvNrjddNQa//M1VTUpYWynESvXG4X0576iHeeeJ/ufbowduLJ7H/myHRfzXvPfJhYOJ4u41BKEQvHuP+cR+jepyuP/XAPQ3bbDMPtIhqOEQtHWTR3Cd98/B3XHTqeFb9UkIwniUcTvP34+9x+wv1/8i46o00DrpT6AKhs8fa+QKNYxGPAfqt3WP8AvFvgbKCaw4Vz7NoNRnek5FFE9K0U39ZIyUPg2VTHUd0bIkV3YAT2Su8lYmgKmquHZjFIHhCAgsszyrDFVYaUvgC+XbVBkS7WmFtOJDGcPd8wquYcVPWZTYYgPhP7eL+C2Ota0MootuLwrajsqRjiG4K4SsG9XuvbAno10drE6XANytTGOx3usvIVUgDFTyGdPoG807H3mMMQm4a4ukDxw1bi2gNSAoFDcUxaq1qM0v/DSedcw2aVIgE9adpOZkmIf27RPQ+3mnxY313sPVTFQUwYO4lL976Btx59j7cfm86VB9zCHWMesDnWmoEPn/+E1x58h0QsQaQuSqQuysrfKrlsn5t4+JKnidQ6F6cpU/HlB98wdtjlXPjEmXRap1zTCwsC+EM+zppwEp3Xsdc/cbkMXFYxzlZ7b4HHpjNPpCHK5JunMH3yTF669y1OG3oh057WSUilFD9+Zd8Za9GcJQBMOOcxZr3+BfFIHBR8P3sx5w+/mocueopYJPPZiEfifPD8J9RWtKwo/mv4s4U8nZVSSwGUUktFxLHkSEROAk4CWGeddf7k6VY/JP9iVOXBVqigMTyiaCx+aYLLUjS0Wf74RiBFd2TFL8U7FCl9tvXzu9eFsnd0QwGzHjwDESObkibunkjxXQCo1DLUihHYGzoDbYxsvDUV1nzq+AzwbWclWhu3t4EK60YIxRN0NWvDQzal7FiJy6ROqCa+pu2CmxiEX7AfY+aB0TmHhHXMmMNYowgNWnPF/APb+6LCqPhXWt636liLIpkAorq60lFpUvSEJ/mgsnszIj1B2fzAlbIfR/q6kppCmfqNTFaMyZIFCV6b+A6xSNPzF22I8e6TH7LniSPoN9ghPNeB8fJ9b2WVtiulWP7zSqqWVbfK7W5EPJbg0zfm8MTie/n+88VE6iL06t/Dqph0c9sJ92fJxpopk1MGnc9dM6/jgLNG8vaj06leXkM8mkAEXB635VHH09vHwnHGn/QA62zUg/kfLMAX8GaFZ0CHdGor6njnifcz9MwBEtE4i+b8mLUP6BXDyt8q06Gh1YG/PYmplJqolBqslBpcXl7+d5+u3RBPX6TsVQgeqr3lwIFQ8jR4t0fPax5w9YXi+7FvtBtAQkf+peSTiCCejRHfVrbGOwtGKY5d2z0DrYpCB49RhVFR3ZhCgkc5b5dGHEnMw8g7BfLOwDbmLCFd0F5xAMTepV2GOfwIrVM1rdCIb+dm7zltL+lYungGOHCylS6Wqj6dDIVCFQbzZxx/Aq51dbWlbUJVdJGR7T1MQuAwe1qgSujEc2KBrUPw2TSPrTRqIprg09e/sB9nB4eT3rfLZRAItSePoTnWi75YjIiQVxTkkcue5rB1xrB/6bG8cv9bHHbR/llx9GQixbIfl/P4Fc+QX5zHA3Nv5fBLD6T/1huw3QFb0XtAz6xKTb1fkjO2upiHLvw/W566N+Blnf49OG/nK23lcE1TYRhiG9dPJVJ0XW/1ltf/WQO+TES6Alj/O1EvOjTE1R2j4DKM0mcxCq/D8A7CKJmIdJqNdJqBUf4ahm97yL8EHR5o1OwIQGB/8Gzxz45X3JA3FrsYuxRcinT6QBsPW8PiArMSc8VuqIr9NM0NP86LMIWyPtO6KTYGUiWh5jzLiLZH21nhrM/dDOK1whBtePSqHhWfrz1l387ay7ZFVOcKshDHMTzm6QuJb3DUjI9Nt/9MghA4CLzb0vQ9NTtH7eVQPx678J0/6Lalobk8bvztNHYdDTuM2hpvIPt5FJdw8Pn74Au23QjD7XXTZ9B6RMMxzt72UhZ8spBUIkUqkeLrGd8y5e7XbaOhiXiS6c/ohih5RSFGX3wgh1ywH4u//MnRS07GU+m4dXMDH8wP4PF5UKZiwczv+HH+z7YTgGEIG2+3Eb6ANyNm7wv6OOi8vQnkrV6+/5814C8DR1uvjwYctDvXTIgRRJpV4xmhQ5GyVyB0CoROREoexyi88l+hfhmhw7V+uLE+Wje8q06aGZ0R8SL55zhwvA3dwCH1I6CaimT8o7B/DBrL6tHHLfk/CB5DhjFSVZqx8Zf42nZQ9iEbOzQ8gKq/S7c2K7wd53yFU4Noh+KayLMoVxfnFU9qIfahEkssK1VlndPd7NxWf9R0aKj59yQMP6iWoy/4ncE71SLSdE/FEHY8ZBuH8Xds7HPa7nRbv3OaqudyG/iCXsY9fBr7nLo7ux27Ix6fh2CB1TjY5ifl8XnY74w9+ODZj4lG4qhmYRfTVJph4vAINveEP31jDtcfdge/LcwuwmkNgXw/J916JFvvO5hUIunYKALA4/dywo2Hc+fM6xi44wA8fg95xSH2PX13jrri4FU6b3vQHhrh08DHQD8R+VVEjgduBEaIyEJghPX3Wg1x98bIPwMj/zzEu+m/Oxj/CHB3BjG0nkjkGdTKEajYDB2KKZyA9v4s+YDGAposjzZqFcw4PAaRVzGrTsNcsQuq+jQr6eb88LaNRgaNE0SPO3SWlUBtDyIQfhilYoi7B60mnFueWwJgOIWSRN8zKWSV/ByVhPr7rE5NCZzj4W5L7dJrHd8gEEpw4El/cOnEn7j1xR8pKPHhC3o5/5HTKHfgS3d0BEJ+7v30Rk6981j6DlqXvKIQRZ2KWDjnRyL1Uc64+wQe+ma8buxgk47YZPuNuOPDa+jUs4ylPy6zbboQjyTotE5ZVtjC4/ew69FNFZoPX5KdXGyE9rDtV6MiQqeeZcx77+tWY/ad1inj5qmX0XtAT37+5le+/WQhylTUVzXw8r1vcsMRd9lqrPwVtJnEVEod5vDR39jvK4dWEZliqRU2xhe1B6Kqz0GVT4eGe60Eo+UBGvlWmb0dojgbmQarq7uyim/+gqft3khL0Naen30c786gKvVqIngA1FykS+pXBakVukmDf7jFWLEZq4T0+yquVynercCMaO32llAJzcUv/R+q5nyIz7I/ZvZJrFVOW9rpKfDtjJQ+h1q+nZUo1ZNjIGSy0RYRbnxpQ7ptMtZWv3pNgtfvZe60r/n529+JhWPUrKzjmVte4v3JMxg2amumPf0RdZX1WeXr3oCXU8Yfw3oDewHQd/P1COT5ibQw4r6Al6OuGMWki5+irqqeVMLE43Oz7ibrcPilTZ13flv0h+34DJcw7tHTSMaT3HbC/VlJ13g0Qd9B65JfHKJmhbO8Q/XyGrr16UKkPsItx92XMVlEG2J88spsZr32BVvvndXa8k/jP1uJ2dGhVAoVn2Npemd6DSryIvY0tQTU3qCZIypCWunPrAJpJRHYqlesWvxvBz+tFtZ4tsYoewlS32PrISfmgnsAkjdGT0xmLdmevoB7Q+chuqwEeeh07K8nqXMWBddA8EjIOx8pvA0JHUt2ZacBuFErd0Wt2AHin9iPOwteSyO9PT8rH+LfSWvC2yRKXa4k6/d5d4033gA/f/sbH704K4Mpkogm+HXhUibf9BJ/LF5uqz0iInzw3Cd89dECkokkW44cRKde5RmessfnoVufLiigtrIelE4gmimTI684OM3pBujuIDIVLAiyzb5DGDZqa7bYddNsfW+lOHenK9n7lN1ajdkbbhefvTGXOdO+yhLSAotRtJq1UnIGvANCxeeiVmyHqjoOVXUyavnWqNgHzbZoZeEUf4/sakZLwjWLp91YJPRXYtiGNoadZ1k9Rm0e8Mbq1MgUbJOYqhIiT6EqDoHIyziW2QdGkT1RuMC7NY3XIKregY2CXkXU3wuRp6H+NtTybVCpXyDvVD1uyW92/AYyaZltedSWFK5R5jD+5psGILCXxfl3EtkC1NK1QmZ2wSffYxg2k6rClnXTiFg4xgt3vsole93AqC4nMG/619z50TWMPGkEReUFFHUqZJ9Td2PcI6dx5ykPkogmiEfjJGIJ4tEEVx90Kw01DenjHXf96KyEqsvt4uBx+2IYBoZhMPbBMbT8PSQTKZb9tAIxhD2O39lZBhcd429ND+XrGd8Rj7ZX375t5Ax4B4MyG1BVx2nWhGrQ5fGqDlV1Oiqll/oSPBh7jzeAs6colka3ZfylQPcFdUrStRtuxNMLkQBSeK29FGvkeS0S1Wr8XKHZIk466zFI/YwU3w+u3s3eT0HiE9SKXVGp5eDu66Bj4oHUSh3eUBFLdiAKdbci3kFIp5lI0T2Wdntb9yRItteugAgk3nfexzMUjHJduGVGNH/eTjSs+ZgdujatSSjtVpJuoLCqiEcShGsj1Fc1cMV+NxOPJTntzuN4dtkknv3jIcbcdjQzX/4M02YiEBFmTPks/ffg3TalrFum6odSJm8/Np1kQj8z3326CK8/Oy8SC8f55JXZnHbncVz32sW28XIzZbLlyEFsvrNzT9TqZTVMPP8Jx89XFTkD3tEQewenRghpZT3/nuDqabNNSic4bWmEKUsR0TJuVv9GfCPI9ujFKk1vD3UtnuaXk/pZi1FlIYKqfwR8e9C2cXQqbwfCT2l52HQhkgUVBnMFqvZ6xAhpzfeWbc/Ej31BUBTV8LgWJPNtbcXDW/F6JairPv27t+Namp3ft73W/DZX6H+x1zV/PrlIUzQd9lv5uzDt6Y+Y/fa8Vr3VjozNd9mYUFHQ3gu3geEysoSiQDcPfu/p7AYfkbqoLTMklUxlxMvnTvuKqmWZz6eZUlT8VsnHL88GdJGOsklUigjFnYsAGLzrpoy++AC8fg9evwd/yIcv4OWiJ88iVBjC4/NwxXPn2V5bMpHkzUnTVps8wtrdUm1NhFnj4EHGwbQUDVR1muKXARUGQuDurcMFKoz2FJNo77f5Qx6B+lug7HUtEWtWNovFKovu1tgH0wOq0fi1NICik6SgE6Xito/IJD7Sx3F1gVQFuhzeBmKACgF2NMIE1FyAffw/BbFpqOQSqxFEi0FIObDcfmzxGahlG6HEr4u38OFoxFUKCR6Kqr+TdnHaQR8vPoPM0JYJKoKqvw3JOx1VdWbGdSnl4uEbN+DFB2/A7XEhCL6gj1vevZxe/e0m744H0zT5+OXZvP/sx2y09QYsnruE5T+vxHAZeLxuopE4iWaVjC6Pi35D+rDlnpvzxFXPkjQzjXI8mqBmpX4u/liynFcfeJvfFv5Bec9SfEFfVjUmwJDdN0u/XjTnx6zKSYBIfZRFc35k+wO3ot+QPhR3KSK6eFmGIfcGPOx7+h7pv4+4bBS7HD6MWa9/gdfvZdv9hjDr9S8Y3WsMK36toFPPsnQsviXi0QRmylwt0rM5A97R4N0SWw9UgohvO/06sUAXu2TFR2MQ/xQpfVEbs/hczcyofwhMu96gSseMy95E1T8ADffRZOQbjUkhlDyuGRwrh9seIy365NmQVgt64h9oQ1p4tRakik0lywhKQNPrEjMcDtKKYJYYqIbHyDa+CsxfcUzWNjbnUGFILrCuwa7E3gvuvqiGR63QR6D18TQ/v626o4L4F0jxBFTeaVB/t/W9Jvl0+nq8/LCPRLTJyEXqI1wy8gaeWHwvVcuqqVlZR48NuuKxkVr9t2GaJlcecAtzps0nWh9DRPAGvOxz2u6MPHE43fp04f+ueY7JN03B4/OQTCRZZ8PubDVyEEu+/sW2xsIf8jFo+CZ8+cE3XDLyepKJJMl4Cm/Ai4ikjbiILpzZ/8w9M7rjdFm3E96Ah0hdKuu4XdfrDGhP+8Y3L+XiPa9n5W8VKFORTKTYdr8tWWcjrWw5Z9p8Hr7kaX5e8Cvd1u/CMdccyqzXv+CuUx9KTyLLf15pu4oAWH/z3qtNN1z+SaWzwYMHq9mzZ/9j51tTYdZcCJE3aDIOAfAORoofRMRAJRaiKg7EqTOOlDyGeDdrOl7FaN06LQtepNMHiFGCWXMRROx0SlxQeDuC0jKwWecUCB6PUXC+PlfD01B3g8PYAAkhBdcigZGY9fdA/QTrg0YD59YTQuJL52PYwqNDJ4kFkPzK5nMB/8EQfZmm++rCPi7v0fmCxFz0/bDK+1HW9pbAmQR1MZMtApaGThykE6hf7Tdz90WK7tPNpVFgdEPcvbl0/2f59PU5WZv7Qz56b7wOP8xdgtvrwjAMThl/DLsd49Sy79/BrNe/4NpDx2fxtr1+D48tvJuy7prXXldVzw9zl1Bf3cAtx95LKpEiFonjshoMN9onf8jHZjtvzFUvns9R65/Osp9WZBzX5TYYuscgQkVB3F43ux29IxsMXp8X7nydtx+bjggMP3IHptz9BtXLa9KesYiQX5rH/y2+N6NKsnpFDadsPo7aynri0QT+kA+v38OJNx3JPWdMyqAI+gJePAEP9ZUNtISI4HK7SCaSuNwGHp+Hm9+5go227LtK91NEPldKZfEPcx54B4QU3AC+HVHhZ8GMg29TTU9L/Qzu3oinL8rdF5J2pd4RVNWxUP6u5jEDkncyquprMr1FL/h2TG+j5XUdeoDW3wmhk2jsupMJpUvalanDCuFHrTE5iGWpBlR0GhIYiZF3OqbRCWqvarZBUtMg3ZuA+YslMdsaBdIA8YGrJ5J/ge76bgulrze4j455myt1UtP8yeawPiR0sqb5AWZsJlSfQpOGeVL/c9RMD0LwEEgu0cJVTsZbAuDqhVq5FxYXElCowtuJ1NlPXvFogoWfLyaVTJGw9KXvPv0huq7XmYHD+juM55/HzJc+tS26MdwGX7wzn12P3hGA/OI8NttpY47vf3a63yRAygoxlPcsoeu6nRlx9I7sPHo7Vv6mtblbIpU0WTTnR576WTsEpmkydtjlLJrzY9rYPnnNc6y3aS969uvGVzO+BWCDLdbn/EdPSxtvpRTzP1zAY1dMpmp5DSlL6jbaECMWjnPPmQ9nFQPFInHHAiEE9j5lV777bBHrDezFgWP3pkffru2/kW0gZ8A7IEREJ8k8m6Eqj4Cw9iiVSqL8uyOFNyIlD6IqjrRKultApVCRl5HQMfpv79bg39WqpLSWdb4dkcKbUIlvUOHJkFqGo9FN/YZyrWMv6iVBxL8rqv5uaHiUdoUUYm9h1vXEyD8bwk+THUuO6UrG8o8h9j7UXuJwXEs90ugGJc8jhhdlFDmQXdygKlDRT/V+/n11d6Dwk9nnVwlwr4+Kf4qqvaYVJkjjMrhlzsLSPQ+fiD2l0KNzBf4DrFVPi5BPzViGH34133++2FZlryVi4TjP3PJShzLgwYKgbQzYECOjAw7Ayt8rWbokW04plUyhTLj5nSvS7/mDPsdqyBW/VnBw1xM54vKD6LpeZ3748qcMwxqLxPnxq1+49uUL2WDweiilKzAbUbG0ivN2uoKK36uyioWAtB74qqBL706cesexq7TPqiDHQunAUNVnadlR1WAlFWO6sXB4MmKUWHRCu/hnFCKvo1QcpSKoilEQextt2UzABf49UJFXUBWHQmQyJOfi7Om6tTZH3qlkMlwEXH1Rnq0sz7s98WCAODQ8hEpZjAxbuBBqkcCe4NsGTd2zQwLM35H4e/pP/+446pLXXqs7McXehrrrIfws2ZOHD3zbaupm5Qlt0Pi82N//JNRc3opy5CZIp1nWHzYGQVyMOFTSkqmAtfx22wpDAaz4xU6s69/DrkfviKdlQQx6yh265yBqK+pY/OVPRBqiOh7sEMo1WhTEFJTmM2CbfraFMqD7Z04c9wQv3PGqQ9l9nAWffE8gL5BhvAGuH30Hv/+wzNZ4twV/nh9fMPO7EUMY0ayU/+9AzoB3UKjUCktju6U7GYXIk/qld3MH4Sog+TWq6hTtXSd/bLb8N4EY1FwCddfp47WpJNigO8l4Nms5Sm3gIi/YJFTbgHi04qBnME6Vk0pKdfOLonuRotvAvRn2/SfDqIZJKJXUbeiy2qH50Ya2uWxAFF2s0xwGBA5Diu5C1d9D202uFZQ8aWmaNIepk6ZZbeOscyR/Rq3Y02qsYa/f7orexJ1vl3PeQ0ex06Hbsu/pezD+w2tt75Tb62bz4Zu0MdZ/FutuvA6n3HEMXr+HYL42lqHCIFe+MI47Tn6AQ3uezDnbX8aozifw6gNvs+4mvbKSfobLYNiBW2Ud++KnzqJ7364E8vy2icJYOMb8Dxdkefqgy/NLu5VkvV9bUceCT763XeE0wuU26DWgR1Y1poiwxYiBWnCs2XCUqZh80xS++fjv4/LnkpgdFCr5C2rlSGwTeUYPjE7TADCrxkDsA+wrBf3g7uXgRfrRT1s7vWajuxZ2Sn1j81knrbti2/igTFdatpwkJIQUTQBXZysG3DLU4IHgERgFF6XfUdF3UDXjrNVIS7i0tklyscVFj+jrk5CW4K2/xbZkPXNMQaToHsS3HeaKXSD1i8OGPkCQojsR/06YFQdbCU87OCVKodWmGoAuze+BlL2EiDYaz9z6Mk9c9Uxar8PlcZFXGGTil7dR0qXjtaatq6pnzrvz8QW8bD58IPeeMYl3nvyAeKRp5eML+jjyilE8ee1zWbH//JI8Jn55G2UtjK5Sim8+/p5xu1yVzgU0h1Y99GXE1QHyikM89fOELC3yFb9WcMwGZ9jSDEHf59Juxdw54zqmT57Jg+MezwjlePxaajYZz/4dDhzWn9umX5X1/qrAKYmZ88A7Klw9dFuzLHgh0NSiVIrucdYIEcNxaerc5cYBZgWkFjl/lncu2aEL0bF3W2GpPM2scfe2miy3RAIi/0OpJuOnXN0dOPIAKZ0wNP9Ac8wVmmsd04wW1Y4iGBWHpE5u6XvqVHiSgoLr0klOZ+GtgHWcRlXIlmi8/06Usri+nujr6XcOPm8fLn7qbDbebkO69+3KyJNGMGHurR3SeINOUg47aGu2HLkFKMXU/8s03qA95jcmvWPbGzNSF+GZW7LVqkWEAdv0S1P7WkIpCNdGEEOzQLwBLz037M7t068iEPKz/JeVPHzJU1x5wC08e9vL+EM+Srs530MRYYvhm1LWrYSi8gI8gczwWCKasDXeAIvm/sjnU+ex9Ecb0bS/iJwB76AQEaTwZjTXuPFhCYCrMxI6udl2bvDtgGM+OrA32WXfoA3cqmgyKF0GbjvYIBI8wBqHZO4TedpuB/CPRMQyXKaD9reKp8doRt6CikNovXjGrqVcXOugu/vQ9uOe1I2Gk4uQvNNwrkRNQu0lqMbCKt9O2MbCxatb6wX2ptXJ0igHr8MxVBgVn5Xx1tZ7D2b8B9fw6Hd3ccbdx2d5px0V4bqIo+xO1R816R6WzZFMpJj7rh0tVOP460dnxZ6hKdmrTIXLbbD9QVvy8Dd3sO4mvVgwayHHDziHZ297hRlTPuWxyydz/IBzOOnWo/GHfFnNk0F3BXrnyQ8I10WYN/1rYg3t/+1E6iJcffDtnDDgHC7f9yZikdWnb5Mz4B0UKrVce7yh47WIk39PyL8YKXsVaeaxqtQfEPkf2SEUl6UBHmxFb8NN9iNg53UKGD3A56Ag7N0eiFmhnJa/UGX/XvTtpj+dJgZXd0QCWo2x9mLaF6+3g4kU3wuu7pakbCsKf8lvdNJX8pGSSWB0dt42+haAnlCNIpoSvKJfF1wNyR8g8hqtTjzu3kjoCF3EY4eEDdVxDURBaT75JXlZ74tAvyF9HD3YTr3KCNdFePux6Tx3+ysZ3XSG7L45lzx9Dj36dcNwGbY6JvFogg+f/YT6ah16u/W4e4nWR9Pni0Xi1K6s5eOXPmPSN3c4ds1JxpMcP+BsFs5ZnK1YCLi9Lq1r3gJKQbgmTDya4POp85g4LqeFslbDDE9BrdgFVXsTNDwIkefBPQAjdAjSoteiqr3GYQnvg9TvOvab/NrhTAmyDXYjH9mNNkhB/b/5C0QcHrzEbFRymQ7ZtBs6Nqmib4Bp15HPQAou1y+T39K2YqKlBpgFt2amSBDyzoHQiVBwOZT8n+6FagcVQzU8hHgHQ+Bg7H8mqXSSUlylVts909rWuqeJuZaKZGurhoCeALzbYL9SApJfoRLft3KMNQMiwsAdMqmOYgj+kJ9T7ziWjbffKEskyhf0seXILTis58ncc8YkJl38FGdvfxk3HHFnujnC1nsP5pEFd/JWYjLlPe1XI26vm2U/raC2so7ff8gOZaSSJh+9OIvSbsUMGjHQthJUmYqVv1ayeN5PWZONGEJheQEHjd2LQJ4ft9dte4x4NMGbj7y32rRQcga8g0GlVkLtZegYddT6Pwb1d6OSNjHo2HTsvdIwOvzQWsMGmy41gG42MAzJPx+8m1rbxHE0ouZyXf1o2/zZ4by+EQC6hN+W7WGAZxBKKd1V3pbRYW2Hz5KQbfk4B7TwlbsPavn2+r42PAR1VyMqjuRfgn1LtSQk5qBisyA6Bfv767JCRqBUxFohJGnSi4lD+H8QeQXnJKYPCi5GfNtqlUSXU0/PZJNg2BqM5+94NS0a1QgRYdR5e9N7QE8uf2Ysg4YPxOPzEMjzk1cU4ox7j+eJq54hXBshYnnNsXCMmS99xvvPfJw+TiqZYv6HCyjtWmLLTEnGk3TpXa49ZIfHOFIX4aj1T2fPE3bBF/TahlJAG3IxBF/Ihy+oKzT7bNab8e9fw3HXjebFykd5ZumDuL32uY2EpYWyOpAz4B0NsXew/1oSqMhrNu//WU2FRsNnt2z3g2cIBA6A+Oe0q6S95mJLCbEdTVuNUiTvLP3aXOmwkRtlVuvy/bobsTeCfsi/FIJHWEnK5p6uaNnZovug7jbS/ShVvY4rV5+GkkLsvWMBoxRVdaIDEyUAwdFIo855bCb231kEUq1QyEpfxggeghl5G7XygFZWSobu+Qks/XEZV4+6lX2Ljuawnifz1A0vrDEqhf+74UXbwqTXH3wXgFBhiGtfuYinfr6fez69kWeXPUSvjXronpctEG2I8cZD7wAw/8MFjOp6ApfudQPff/5DlpqgL+hj5EkjCBWGCIT8DN59M9w28XalNBvloYue5I6PrmXwbpsTLAzaTgjKVBR3KuSBubfw6Pd3c9/sm9N6Ki63i/ziPDbZ3r6wqs+gdVebFkrOgHc42CXioEmHowUC7ZFobYRY27p11/TSF6wYb4uHSTw6KWmudOaZZyEKyV8h/yww2urf6Gs6rncI9uJdfkgth9ib2E8gHm1Eg4dD9DWbbZSuUo1Mwfa+KUGSX4JnoP0QlbXyyYIBRXdjFFzY7L1UKyyXVn5i0RdRKgG1F1njd1pWG+DfnarlNZw25EJmvPgp4dowK3+r5KnrnufmY+51PkcHgWmaaSXBlmhZGl9UXsg6G3bH7XFjpkzEgQ2USpk01DRwycjrqauoJ1wXSdMrxdCdeQrL8hl98QGMuf3o9H7jHj6VXgN6OhrmX79fSqgwyPWvX8zjC+/G7bH/DXRap4zufbo69is9ZfwxBPMDaU/c5XbhD/k5894TbLf/M8gZ8I4G387Y/5C9iH/3rHcl/2Jwr0v7PHEfUvYyRpdvMEomYXjWheAJLc5nMUSMYkt3u30azgCklmCEjsPo9LHVGMHB+Jt/WIUyIHlnW+GP5uP3Q95pOv6v7Iy3C0InYRRcqOOMjkVEYnHG7YyriTIbdJIxCx6t021LfwwgzUIdSpnWysguxONUqWkh/HQb8X0BfDp57V6Hl+97k2hDLIN/HAvH+eiFT7LEnToaDMOgWx/7EFHPDXsA8P3nP3Dd6Ds4beiFTDz/CSqWVtFvSB9bdoo/5GPXo3fkw+dn2caTPV43J918JM/88RCjLz4go6FEqCjIZjtvbKv7DbqAqHEiKCwrYMuRg/D6M79HX9DHoRfun/FeuC7CB899zPTJM6ivbqD3gJ48OP829j1tdzbebkNGnjycB+bewoZDV03IqjXkDHgHg7i6QP75aN5wI0vED8GjEE/2kkyMQih+gtYNrUsfI29M07IfUGYt1F1DZoxXQWQKKjFfJ0f9I3EsTW8J9/qo5M+YtTdCagXObI84RF7TMWZzOZQ8D4H9dcjDu63WEam7VcvP2hpRL+Jqxg7xDcP2+l29kcBIq5lDSyhwdcWeShmnSVK25W5Ja2KzEH0d4tPtL9O3uxascoIKa1aME7fd1QspfwcjpPuKfzPzO9uiFY/Pw4/zbfThOxjG3HY0vhZSAL6AlzG3HcXMlz5j7A6X8/7kmXw/+wem3PU6Jw4cS8XvlVw6eSx+K9YMuqjGH/Lz++JlLPtpRbqbTnPEowkevOAJdvceyjk7XMaSr5tCYZMueopXJzjnFPxBXwa//PzHTmfLvbZIx+ZDhUFOGX80Q3bbLL3Nx6/M5uCuJ3Db8fcz/qQHOKT7Sbzz5Ad0WqecMbcdw/gPruGMu0/IkLddHciJWXVAGKEjUb7tNUNDJRD/CMSzEQAqOg1VP143bHCti+Sfi7h6oCwd6SxIPgSPRfy7gXgx6+4C1YD4d0Ell2LvucdQ1Rdo9UPxoY1ZAPCCdzNw9dL6KRkhBj/4R6BW7o1O5tn14GwGVYGqPsX6w40U34sUXq+rLavPpdUydqUszRMLyR+xNfSh41HuwbqCtGUS1L0x4uqGcqIlurpZx20+jgAED0WMJiqcijznkGD16dVU6ASoPBDbWLtnEOJeD+XqCakfyJhIJWB9t00TVa/+PZn3/jekWnSfSSaSdF2vk/11dCBsvfdgrn7pAh697H/8unApPTfsznHXHsYmwzbi0O4nEQs3TaaJeJJUdZjHr3qW8yadyuM/3MOUu97gufGvYJqK6uU1PHvLy7jchuVd23Xk0ffz64++5axtL+GRb+8kvySPl+97y1GUyhf0ccHjZ6Q99lmvf8EjlzzF7z8so8cGXdnvzD0ZceSwDA32mpW1XHfo+CxFwvEnPcAm221E514ONNnVgJwB76AQd28k75SM98zIa1DTGC9F08uqToGiO7H/Kg3wDcfIPx0z/ALUXkljdx4VftriRNuVlyvNiiDVTDJVwL8tEjoJVXU6GT8Y1zqQf6UVy21uzGI0ebE2XPDGRgqgE4blH+pxOZb3e/X4JYiqu1WHWcwqSNooMoJWMay/255mmfwKhR+kBFTLZhfuZqEVq7GDFGkefHwe5vIdwbsFkndGK7HvGNSeD67OUHAD1F6KNuLNtk/Mw2x4Agqvh8pjaPouDPAfAr5daahp4MMXPqWuoo7Nd96YNya9m2HAPT43G2yx/hrTpWfQ8IEMGt6Ud6itqGPyTVN0R/kWMFMms9+aB0Bx5yIWzfuRRDyZDn0kYgkSMSgsL8gIe7SEUpqF8uoDU9nn1N0cGSAen5sH599G13X1pPnRi7O48ci70hPLj/N/5r4zH6akcxFb7bVFer8Pn5+FHWXFTJlMnzyTQ87ftz235k8hZ8DXJNTdTHayLqobKLg31K3R0oZSNxyQvNN1qKT2CjK9yahDfBm00WppmOIQfVs3J1YtklFmJbjKHPphWpKvErRWCCZ6ElHZm0XfakWvxE2aoqcqIfICKvo25J1lSQbY7ZNy6ERkXWN8hu5vWXe1tX9KX2cW7dLidjdPlkb/QMWmQegUq/mE3aQT1yyWuquh9DmoOgnMpc2uPQp1t1ghnuY0TQ+IyTcff89Fe1yrDVAsgcvjZuNt+7Hit0p++/53xDDYbv8tOWvCSQ7X2LHx2ZtzuOqg21BKZa0qGlFQ1rTamfPufNu4dc3KWi55+mymPvY+K3+r5Nfvf8/SNIlHE/wwZwkFpfkE8v22oagB226YNt4AE8c9kbEqAF30M/H8xzMMeCwcw0w59eRsr0Lnn0POgK8hUCph6XzYILXEors1PtwCvp2QgkvA6ISquxlnLnhL+HAus1cO8doUxD7CuUrS1OPxbIZKfAPRF2y2iYOq0TH3xNdkT1Q2mtuqBsJPtU/nJAsGNDygj6Eaj+/B/rpNsjvv6J6WJL4G71A9eTpOPkmIz7Ioky0NUNRKwqqM91J1/+OK/X/IEHdKJlJ8PfM7xj54CluOHITb68ZrU/m3JiAajnHNwbe3qq/tD/oYde4+6b+9fi+JWPbz5/F62GHUNux48LYs+foXTh96YdY2Xr+HvoPXwzAMttprC95+bHrGLfcFvRx/fVMzEKUUSxfba5f8trDpd/jTN78QzPfbFu14/V623jtLf2q1IpfEXGPgBilo5fPmRkzpBg1GJ1TlMVbThPYYOS/kjwPfcOwfDRNbSp+KIkSsykYHNkz0XXD3Q4IHWqyTlkiiEgsgcBB4NqApAdpYEWoXT1eWwFac9lMpGxHTCVQVRnvPCRwbLTvChMQXSPFErazo3sJ+M2V54k764DbLh+/m5hO30cyINsR48+FpBPMDa6zxBt0h3qlnpMvjwuv3sN+ZezD8iGHp9/c4YZcsNojH52GXw7dPG9DeA3qy8XYbZmwnInj9XkaeNII3Hn5XFwA1u+ViCIdduH8GO0R3obcTWYOSrkXUVtZx1raXcNrQi3hg3BMk4rplWuM4/CEf2+43FLfXTSLe3ubXq46cAXeAUglUapnW4egAEBEInYyzwFILJL9CRd6wvNn2XoOpPey8s3TyM8so2umaAPhR7gFI0fhWtEMiqMhkrf/t3QbbRy86FYm9jpQ8DXkng7u/7iZUdE8rY7ZUByUf56SpS38meU3/nHj1qwpXFy085tsK8k7BdlErHmcdGQco00QcpAlSNsv1NQ2tVSIOHNafp399gOOvPzzDsz32mkMZuEN/vAEvwYIA3oCXzr3K6LJuOd988n2aTnjVlPPZ6+RdCRYEcLlc5BWH8AY8jD9pApMueirL61em4s2Hp2W+pxT7n7lnllCWL+jjyMtHcfPR9/D97B+IhWM01IS1aJbLxcbbbcjOo7ej63pd+OD5jzln2GUc1Ol4pj7x/l+9ZbbI6YG3gFIK1TABGibqpbm4IHQiEjol/TAp5fzj+rtghp+HupusxF8SHacuoKnkvgUkpA1lbBVLsCWkPf2iCTrmnviYtgWkLB0S3wjw7WaTzGzcLA8pfQ4lBbBiGLZhHVc/8PTRXetJAF6dIHKtZ3GmnbwZAzp9Biv3sNFWcUPJM4i5FMSDcm8KK7aibX2VthBAim5H/No4m3X3Q8Md2cc1eiLl76AaHtLaNG3CTVL15ZCNi6mvytQ+94d8nHnviYw46u/t9PJ3I1IfYVSXE7OMqT/k49LJY9lyz0GO+/70zS98/MrnPHXd8yh0abrH52bzXTbhiufOS1c5fvLq51x76O1ZcWw7GC6DtxKT0/vdMeYBairqMJOpNCMlkB/gqCtHscvhwzi464m24lu9BvQgkBdg4ReLM+L6vqCPm6deRv+tWzb/aB/+Fj1wEVkiIvNFZK6IdGzLDKjU75h1t2BWjcGsfwBlVmdvE35Cd0pXDej4ZAPU34+qfxiz4WnM5duglm2IuXwHzPDL/8y4Y9N1419VTZPR80JgTwgdS7ZX7ofAaDAKaP0rFrK4zqpBG8D628FViqMOiFHWbF+lxxV711JGdDCMql63cDMrncMJ5jKITUNPAEkgrMeUXGJ57k6wBLhMuzBICsIPazqmb8cMfe1s+HBe5VgTlQS1F583DjAxq87CrD4Pwg9he+1mpfbSPRvTLqkB3Lg7PcRlz5ybwX/2h3xsutPG7Dx6u3Yco2MjkBfggsdOxxvw4vFp4Sdf0Mf2B27F0D02b3XfdTbqwSv3v0WkPkq0PkoqmSLaEGPOO/N56xHdWi+VSjH+5AfaZbwBuqyraZjfzf6Baw+5nYrfq0jGkpgpBSJstvMmPLd8EvudvieR+iiGy/53VbOilh/n/5SVlI1HYjx3+6vtGsuqYHUkMXdSSjkJWnQYqPg8VNXRoBJAAmIzUQ2PQNkLSPPCjIYJZHuPMWi4Cf3jtjwGcynUXooy7CskV+vY6+8h28uO6VZm5R9BaqlllBoZHpbR9R9gSZk6sU2cPNAUxD8C/yjnz119tSHOOEYcEnMg70yovwNbb1lFIP6lVcDS8j679T9VbXPOOoh/Ct5drAKf5sf2gn9XxFyBckq+xpv5Fw33Y3/tAmWvQfgZCD9iM34F7v5I0a0ooxvUnIuq/4i2Y+cNmMt2gOABtEsOV1xIchGDdtmaxxffy3tPf0TNyjoGDd+EgcP62ybM1kRsf+BWbLRVX957egbhughbjhxEvyF9SMQSPH7Vs7z18DTisSRb7b0FJ950RFr3fMnXv1BbkV2WHw3HeGPSu/Tfph8X7XYtlUudGm1kwhdoSmA+c/OULAZLMp5k3vSv+PzteQzYdkPKupeQX5xHRaQyYzuX20W/oX346sNvibV4Dht1VlY3/jMxcFV7iZWwavxyoqCqUXW3ZW5otnaTWyaVoqi62/XxVcyKmbeX7bEKSP3u8IGBUK9lVyWfJuMQh/Dj0HAf5I8lHf9dlbJ4wDlcIdaY7LrUexHPQAgc5rBvTIdlQueQqYbo06GbLLZHc0T0xOIdQtM1BcAzANyboFYeinO8X1DRt3ROw/E7Voirh9aBcUrGmhW6QjLxhR5LexOfaik0PGytXBx0v9PbmpD6DZX4nqLQc+x/Yi3HXLUrm+4wYK0x3o0o617KqPP24eirDmHDoX0RES7d+0ZevPM1qlfUEq4N8/7kGZw25ELdEAIds3aSCkylTC4YcTUrf6+0/RwgvzSPvGKtQun2uNjuoK3Yeh8dnfht4R+2pfmJWJKrR93GwV1O4PGrnmHsg2PwBb1pT9zr95BfHOKkm450qJZ1s8WuDvLFfwF/1YAr4G0R+VxEbMmoInKSiMwWkdkrVvw7eg1mqk73Ssz+BKJvoOKfNb3lWm/VDp76DbP2JtSyIagVI1DLt9TFGasTnoHYGl9xa6ZJ5EVrcmpuUGMQ/xzxbol0+hApvGEVTihajdDRVgTA3RvbBZyKgqcv4t/RfswA0emaG50O4YguoQ8e6rxP0wnAu7XuE1l4HVL6tC7Brx8PtLIQNJehai5ErRiuK0nt4Oqlmyi713NugmFWQux9VOy9VmiDTtcQAXMF+HdDJ4htQljWNar4TFTFQai621G1N6KW76hDaWs5Fs35kW8+/j7DC04lTcI1Yd554gMAem/cM6unJeg484Bt+qUNvR20/KuXuFU1mUyk+Oi5T7h8n5tQSrHx9hvaKhWCZgDFInGev/1VKpdWcc+sG9nt2J0YuEN/DrlgPx76ejzrbNSDwy89MKOhstvrJr8knwPO3PNP3ZPW8FcN+LZKqUHAHsBpIjKs5QZKqYlKqcFKqcHl5X9fSakdlIph1lwNK7bBmQedRFWegNnwrOYoB/Zm1TzVkOYiE9X/VB3U3YqKrL54l+SdTVMT4kYEIG+slhlNzMU+aWhA8lvEKNIG0lGbxGVVZULaKCdmWTKpdsyOlNUD0y4MYUJqJcoz1OFzgDr0aiZBWn0xPsMqiGlrBRPXGtuqAfHvob3w6Ou0LXlrNsX3JUh2nNsLru6YVafqCdGxkUMUFX3VWvHYRSDdtCosJj6r4MkSqsqCHzz9dD6BKPoeRfR5q8/W2uNrMRbNXWLrXEfDMRbM0k0tXr7vTWorM0MoXr+HDYf2YeniZY4VmYbLYOu9tqChuiFjgohF4nw141u++2wRB4/bF1/Qh+FAcQRtyCffPIXeA3oyduIYbnvvKo664mAKyzTNd/TFB3LRk2cxcFh/1tmoO/ufuQcT5txCQWn+qt6ONvGXYuBKqd+t/5eLyIvAUOCD1TGw1QFVfRbEZtCqrgYAEai71CqtdqF/uO2harmBWrJDCRFU/T1IYK9VH7QNxLMhlD6NqhuvjZyrC5J3qtY3AavfY7P4fHO41tHMmqrj7D/HBwXXIIZPN1dILiRteM2lpMW0iJKWow2dqLfHTfZ9UqjwI0jB9SiKgOp2XmUM4jNJl663htRCVMXhqPyLtS6JuHFWJGwJE5ILoHgS1N+jS+YlTxdJxT8BTFRshm6uIMGMcn8NAfEhgX1RDROxLTBqDSqiY/lZoR4XGF0geDAkfgA1z2ZnQ0+q/lWjJK5J6N6ni31RTMBLr/49WfzlTzx0wZNZSUIF7DVmBLced7/tcT1+D6fffTw/ff2LrYFPJlLcf86j/PytrtztvG4n6irqqa9psH0cq1fUUrOyluU/r6Tb+p0JFWY2BtlmnyFss8+Qdl71n8ef9sBFJCQi+Y2vgV0B5+6j/zDMxFcQe5+2jXcjFBCxfrAp9K1pI1bZPGGYNYDV24FaPP0xSh7E6DwLo+ylJuMN4B5AtuHwgKsneAbpbjnJ72y2AXy7YAT30wyP5CKy496mLtN3b4b2LF3Q8CCq+mxrsmsJE5I/6h9h/qlksy5ae+SctNBbQqHL0K/XlMQ/AfEOxih9Cil/x6IdNq4GQDdiWGolvG0Qm6nDGQXXAP5m3PK2Vm4+S53QbrXgRkqfxMg7BcTpHijalQRdg7HxdhvSuXd5VhjD7XGx+3E78fbj00nY0PfcHheTb3rJsbKz67qdGHHkMDr3LscbyP5dpxIpvv10EfVVDTTUhFnx80qUUo45B3/Iz2HrjOG8na/k4K4n8sC4x9Mt3v5J/JUQSmfgIxGZB3wKvKaUenP1DOuvQZn1UHk8f61Qw9Ryo96t+VO3yW3fjWN1Q8VmQXULcSkAzyZIyeP6AUwuwfkarIcu9TuOTXXNpc0mgAgQ0566UwzYijFL8GjIP9OqIG38QbYnPNXOEJa4AWU1RW5vhxMB/Kiq07SnHZ/tQGmM6ji4BNGhp2aUSfN3LXcbm4Z0mokU3oIU3UHrz4lPa6SLU7MLI83KkcA+2NINldkGlXLNh4hw67Qr2XLkFrg9Llxug35D+nDHh9dQVF5IrCFmWwSklHLs9u72uhmyxyB+nP8zww8fhrtlNxwBhco4bjKRShfoNIfhMnB5XNSsrCURTRCujRCPJnj1/reZcvcbf/0GrCL+tAFXSi1WSm1q/RuglLpudQ7sr0BFnm0lwdSs6WxbSP1iLatXteDDj+SPW8V9/hxU3XXYenRmrW7KADrEYqsX4tFKggCuHg4ep2Ht2zL22kqowAo7iAhG6Hgonwk0xv/aM6kqkHVouzxeIUY+UvIEeDZpx3EbwzMNEH8fVX2q1XTYgVLo7o2UfwSBvciONkYhNlUrM6qYzjG4HBQBpTPSeQ5G4ZXgHYzt82fkg2td/do7THP8CdC0EvRD4c2IYdfDc+1CYVkBV74wjpdqn2BK9ePcM+sG1t1EOwXbHbAl/rzsBGY8kmCXw4fhC2bnFZLxJK9OeIuxO1zB1aNu47rXL6Jbny6ag+73UNypsF0/cTGEnUdvh8tlkGhBNYyGYzx32yt/7oL/AtZOGmH8E5xDJx7sG9naoXFJvwoGXDpB4dWtNKhdzXCSUk0tStOhxLOR1vHOSpolIPwoZvU4vbQPHka252eCWkX+qplJ4ZLkfJBWKIlZMED9Suvd3NFhC89mWjO74HocUzpGF/AMJctLVxGIPOegzeJDgqN1jL2xdiALKUjMRNVejKo62Urs2hRV5Y9DxI1KLoHoq2Q/Ty7txVvVvSKCUXgDUvoEhE5D8sci5W9jBHbjvwSvz4O/hUEeNHwgm+04wHb7udO/os9mvZsMfLNHKxaOEwvHWPDJ98x8aTaPfncXD39zB48vuoeTbjmKgM2k0BK+gJdDzt+XpINyYsvE6j+BtdOAu3pi/2MWKLhSezt/Gq15725QtVB7NWrFCMzKo1C2EqurEVLk8EEAGh7SzBpAiidaNL2W9yUO0bdQDZOQ/Au1vGp6me+k5d0avCBFmCv3x1w+DLPmIpS5gjbvWwYaO7s7IQBGOVL8MCKGlhmoOACnxsdScAn2MrHo8EneWM3PlpAVy/ZB6FiUqxcqPFkLg7W2GlBhSMxGxAuFNzT7Ttzg2xmxDK9qmIT9ROCyaJkthzYQI/8MJHRcRhu3/zJEhJ4bdsdwZ5ouM2WyYOb3nDXhJM6bdCrDjxxm+8TFowneeuQ9RITOvcop61bCOht1dzTKzZFKmpT3KE03L26JjbZcfa3S2ou104AHDsbRYNRer8ui7CCFWmyp1dtit2+jZ5dEUwnraeRhq6oztBTs34XQCdiXZydQ9eNRFYdi1lwC+Kywjt19iUL4/xAxMPJO1KJUEqR1wx0A7w4tzi1AHOLv6g7r5h+6qXD1pQ7nhaYVjodMOqMd3OAfhRQ/gJR/gHj6WlrnV+LYFNi3u074Gg4da1RS5wvKP4Sie8G7nR5rwyRYsQ2q9mpIfEKbqwEVRkWn6v3SVL8kxKahKo/Tq6Hkt9hOMuKz8hQ5tAeLv/wJM5k9wbs8LpYuXsYOo7bmnAdORgz733HzQpsf5//EuTtemV180+Jx9fo9DDtoK0KFIc6453h8QW86wWm4DPwhPyffevRfu7A/gbXOgCuVhNrLnD4F6kDZ6WpbxSSEaJt90mI/RyQg8Qlq2QDMFTtjRt5ZheO28+yh4yB0NHrp3tyYJklPKNFXITYd3V3HwbNVzUSTkt85MzCkUBfSFN+DUfIgUnSbZrpgYG/wrfi5dxuc76sbQmchnT53LqDBB4V3YBRdh/i2QhoZMPGPSXe4t0PsJcy6CVZ4yG6ZHIWKfVHVZ0DsE4u5FKWJ5tecnWJpodjCpbnsya/IapyR/FrrhbsdhIxUGNyrWED2H8aGQ9bH48v+zpPxJL366wbJXr+XfkP6ZHHKDZfBliObhLImXfwUsXB2Dskf9BEsCOIP+fD4PGx/4FacM/FkALYYsSm3v3812+w3hJ4bdmfn0dtx3+wb6bP5uqvxKtuHta+hQ2yaxZhYVa9XQexN9I91Vea1dsqSpn6FmrEoYwLiW31MAhFB8sei8k7R3dHrrss0xgAqgoq8gOHfCeXqbfVfzDiKNXnpbL6Kz8L+/ll9GoOH6m1Ty1HJRaSFpBzL2BO6v2boNGi4i+z7FQNVgRhBlG8EJBaQnZhNgTczUamUQiUWtcEBV9BwN0R76lBJw3h0jL35PUpB7D3gXVpfdShwb2LlHVrcY0znhhsqDvF5VnjG4bitrjxyaI69T92dKfe8STKeSud5vH4Pg3fbjO59uqa3G/vgGM7e/lISsSTxSBxf0EewIMDJtx6V3ubbWQttF+RmyuShr8eTSqQoLMvP4nlvsMX6XPn8P0NUaA1rnwcem9EKA6UtmC3+X92Iourv/FuOLBJAXJ1oPVQBUngt2VWdqolBEX3F6q5jdxI/+HVxkop/hlo5QhfDJD6jdc1xAVcPxL8Dtl64BBHvltbLw6xu8TZViiv3QiW+0+dXJqr6dC3722b1ZgJSvwExpNMnEDyGbG88RfuoCD4oukWvRNIxcy96AnMKzfl0Ujsxx+GgQUu3PYf2oLRrMXd/cj1b7LopHp+H/JI89j9rJJdOPidju94DevLY93dz1BWjGH7kME686XAe+fZOyro3UTlLLIEsOxSVF9Bt/S5ZxrsjYe3zwI1y9LzUmhFuR7Vfu+BB//BXweAnf1oN53WAdyj2AlNBJLC/fundAuXdQocemt+D8JMo76aohkexLzQRKLoPMfIs43mOjZqgE/xI6ET93bg6Q+qnZuf2g2sDlKpHVRyhj+k/SOuYJ+c12y4Jqg5Vcz5S9pIuNY/NwLkBckvEIPoGkney1Ym+rdJ7O7gg8TlUzwN8EDwE8Q5FmZXWysdp1ecF/wiIvo39s5cCw9mQ5JCNnv26c8Mbl7S5XWFZAYecv5/j54dffAC3HHdfRgGQL+BlxNE74gs4NQjpOFjrPHA8A3A2qI2Xq2iKZa5KvLsRlgiR0RnnLjBO4/v7MtUifqRwPNq79KGbCQesRgs7A2gN9Phn2Jb/N0zULBrbgwcQV5F+nVpsU2LuBANCJ4KrK2rlXjqUlNG7c7hu4FBzGSQ+heR8HfJIzsd2kk0uRJk1qOhrrHILtFQlZv0EK85t57v4cF7BuKzxWHkFdD9OBVqh0GkyM8qR0qf0dxM6muznxQXuXsjf+Fzk4IwdDt6G464/jGB+QMe7/R52Pnx7Tr3jmH97aO3C2ueBx2fh7GE3N1pKVwgGDoXwgw7bO6FRK2Q5+HaE2GdozY+2juFH8s5pY5u/BvHvBOXvaoEnVQfe7cEzsKkk2KzBMRGXWgn+3SH8BFlhCeXRqn8AeHVVoP0IyLwPJjRMRCV/0OPJOK6yYs9JshJ/rcJqkWb7PQd1ib+qz/5M/aEbVdjCA0axxWG30SlByI7dR6HmXOtetLwfAuQjZa+mC6rEOxhVcAnUXa+PqZLgXh8pntDG9ebwd+KAM0ey95hdWfFLBUWdCgnmt6fpRsfA2ueBt9sQm3rJG/vQeR8ptLQrnFT84rpoqOQRnD1xL+DRjQCKH0S8zq2iVhfEVY6EjkbyTke8m2bqObi6O5TMu8C3NZJ3MraPhaSavG6jRMfDs+DHfnKINzPULZHA2ettOQ4XeIfq4hp3f2y/NzGg9DldWdre8noJQmBfXQFpG8tvNOA2UA3YhnG82yJlLzRVw1owgocgnT5BiichZS9hlL2oC5Fy+Ffh8Xrotn6XNcp4w1powMW/J+0Pa0QgtcDmfTdIsWZmqCStJuhUXB/HVtgJ8GyE0eVrjLIpiG/Ldo7r74OIG/IvJTOJ5wYJIXlnaC/c7rFQSVT4OZSKoypGZTNdMMCzuTXhtURrIlVOrB8PGF3R1Ei/Thi6uiKFN6FSy6HBwZMuuhvDvS5S9g7t6lQveUjxgxiF14O7B/YhtTYkYrOOGUKCByPudew/lgDi3Rxx//O0sxzWLqx9Bty7KQSPoMkbbBTOby/cen/vlpYmcwJnloN13MrDbAwaegz+1SMpuzphBPdFSibpQhxXHwgcgpS9gri6awqm7WQUhcQ8nYhLLSWbZujRneRtKX2GVWnY0jh6wL0F9vfXBcWPQP5FEDwICm9CyqYirs5WAws76mYQaabDYj+ZtIBKohLfoeKfgn9vbA21eCDvHLKLlhqlh20gq1/7OYccWmLti4EDRsH5qMC+qNg0CD+tu6C0W5kwBakqq5u73T6NcVcv2jNvGa+1GDASBNf6ac50R4N4hyAlNnrFrnUc4ttecPdFxWfjlDyU1BJUYH+IvExmWMG02DeWFy4BfQ7PZjh653knQdVoKzkoEH4OVXA5EjzIKm23WxUlwdRdeVRqJe2TEo5B/e0oFOCD/HFQfxd6glIgRUjx/YhnI5S7G6r+fi0V7NlcT841F5L9DPi0A5BDDn8z1koDDiCefqCiqIYHsDfEHuyLVRTEXmrlyHkQGA7RmaDsNL8N8O+H+IaBf4TumLMmwTMQ3OtnF0OJFwkeioq8jG3zCHGD0QUpOATl6g7hx8CspYlm2czoK6D0BUQEtfIAsr8HN9RPJMsw1l6N8gxAfFujoi/Y8P3jqFS1nmLr77HCW3ZolAmI6P/TjJoGqL8Tyt9HUj+gVwj90jkE8e+WqcMOmGYV1N2ovXQUiF/Ht1urDs0hh9WEtS6EkoHUEhzDJ+5+2GuItAYD/MMwCm/CmcJmIAUXIIE91zzjjVXZWfKo5i3jQYc/NkFKntTJ0eD+NqXrhi5o8Q1DxIWRNwaj08cQGoN9SMJAkt9p/Q9bQ5fEfnKNo8LPgG8nZ22Thgkos05X5NqGZnxQcDH4d7YfG0kk/jHi2QTxbNhmE2EjdDjSaQZSeCtSdD9S/iHi+We04HPIYe12E9x9HWKlfvDtCf44NDwASkh7Y44Q7V3lnWEde32rF2XLzQKanrgGQ4wCpOgOS4TLRMTX7LMSKHkMVX0upP5Al5dviBSNz/Y6zRpsDbFKaUqhZ6BD8YtTWzsTVJWWZnX3syboloP3WPooTtVzCvHvikp8YXN8/bkjF94BYhRYE0IOOfyzWKs9cPH0B+/mZLJSdHGLhEZh5J2KdPoUKXu5lW70AlICvuFI6XO6YzkgttrPAcg7s0loaQ2HiCfDeKff9wxEyt5Gyqci5dMxyp5D3NnNDMS/A/Za2wq822iWhm8YmfdR0CsjO883iPiG65dG0GEbdOl68EiyV1hu8A5BjCLEt7P92FTS6sKUQw4dH2u1AQeQ4gcgONryiv1an7n0ecQo1J+LTxuS4Ghs+ze6N8Lo/AlG8b2Iu0/TcX1bIsX3g3sjdEfzHlBwBUboyH/q0v5ViAji6oK4ypw38m4LniGZbBAJQPBQxG21XSsaD6Fj0BraPvAOQ8qeh7xTW7BIAuDZEKwYtAQOcuCii1ZLDB5qddLx6fCOBMDdV6snAvh2AfdAMr/zAISOz2lv57DGQJSTNvbfgMGDB6vZs2f/Y+dbFSiV1I16Yx/oN0RrU0vJU4583hzahlIpiL6BirxiJUJHgXf7NmPLACo2CxV5Gsx6JLAn+PfSTRMsmHV3QsND6FWV1c2meCLibWLXqNTvkPhGC2S5+2ecV6kERF/TKo4S1Nxt37ar7+JzyGE1QUQ+V0oNzno/Z8AzoRLf6ti20Rl82+fYBB0cKvWbFrWSEPh2Qgynqtkcclhz4WTAc9apBcSzoV6q57BGQFzdIXjwvz2MHHL4V7DWx8BzyCGHHNZW5Ax4DjnkkMMaipwBzyGHHHJYQ5Ez4DnkkEMOayhyBjyHHHLIYQ3FP0ojFJEVwN/YFNIRZcDKf+G8fxW5cf+zyI37n8OaOGb498bdSylV3vLNf9SA/1sQkdl2HMqOjty4/1nkxv3PYU0cM3S8cedCKDnkkEMOayhyBjyHHHLIYQ3Ff8WAT/y3B/AnkRv3P4vcuP85rIljhg427v9EDDyHHHLIYW3Ef8UDzyGHHHJY65Az4DnkkEMOayjWegMuIktEZL6IzBWRDqtlKyIPi8hyEfmq2XslIjJVRBZa/xf/m2O0g8O4rxSR36x7PldE9vw3x9gSItJTRN4TkQUi8rWInGW936Hvdyvj7uj32y8in4rIPGvcV1nvd/T77TTuDnO/1/oYuIgsAQYrpTp00YCIDAPqgceVUhtb790MVCqlbhSRC4FipdQF/+Y4W8Jh3FcC9UqpW//NsTlBRLoCXZVSX4hIPvA5sB9wDB34frcy7oPp2PdbgJBSql50p++PgLOAA+jY99tp3LvTQe73Wu+BrylQSn0AVLZ4e1/gMev1Y+gfa4eCw7g7NJRSS5VSX1iv64AFQHc6+P1uZdwdGkqj3vrTY/1TdPz77TTuDoP/ggFXwNsi8rmInPRvD2YV0VkptRT0jxfo9C+PZ1Vwuoh8aYVYOtTSuDlEpDewOTCLNeh+txg3dPD7LSIuEZkLLAemKqXWiPvtMG7oIPf7v2DAt1VKDQL2AE6zlvw5/L24H1gf2AxYCtz2r47GASKSBzwPnK2Uqv23x9Ne2Iy7w99vpVRKKbUZ0AMYKiIb/8tDahccxt1h7vdab8CVUr9b/y8HXgSG/rsjWiUss+KejfHP5f/yeNoFpdQy68E3gQfpgPfcimk+DzyplHrBervD32+7ca8J97sRSqlqYDo6jtzh73cjmo+7I93vtdqAi0jISvYgIiFgV+Cr1vfqUHgZONp6fTTw0r84lnaj8UdpYX862D23klOTgAVKqdubfdSh77fTuNeA+10uIkXW6wAwHPiWjn+/bcfdke73Ws1CEZH10F436AbOTymlrvsXh+QIEXka2BEtV7kMuAKYAjwDrAP8DIxSSnWohKHDuHdELy8VsAQ4uTHW2REgItsBHwLzAdN6+2J0PLnD3u9Wxn0YHft+D0QnKV1op/EZpdTVIlJKx77fTuN+gg5yv9dqA55DDjnksDZjrQ6h5JBDDjmszcgZ8BxyyCGHNRQ5A55DDjnksIYiZ8BzyCGHHNZQ5Ax4DjnkkMMaipwBzyGHHHJYQ5Ez4DnkkEMOayj+H2Yzq1ev4y4KAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.698, 0.835, 0.841, 0.83, 0.492, 0.475, 0.477, 0.434, 0.443, 0.444, 0.41]\n", - "Temps : [0.019, 0.028, 0.038, 0.045, 0.067, 0.065, 0.086, 0.097, 0.112, 0.117, 0.111]\n", - "Clusters : 4\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.488, 0.535, 0.594, 0.635, 0.646, 0.649, 0.642, 0.637, 0.342, 0.357, 0.537]\n", - "Temps : [0.022, 0.053, 0.059, 0.07, 0.067, 0.099, 0.072, 0.11, 0.099, 0.114, 0.119]\n", - "Clusters : 7\n" - ] - }, - { - "data": { - "image/png": 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XVSn3aknfAA4C74+IPfnyAG6TFMCnImJztReRtAZYAzA4OEipVKor2PHx8brrNoPjmV5q8TSKE5RZa6jKsqh4fB9wQUSMS1oJjACL8nXLIuKgpHOA2yU9FBF3nvaEWeLaDLB06dIYHh6uK9hSqUS9dZvB8UwvtXgaxV18Zq1xAFhY9vh8sr2kkyLiyYgYz+9vA+ZKmp8/Ppj/PQzcQtZlaNbVnKDMWmMHsEjSRZLOBFYDW8sLSDpXkvL7l5K1z+9KmifprHz5POANwAMtjd6sDdzFZ9YCEXFc0jXAdqAPuCki9kham6/fBLwZ+C1Jx4EJYHVEhKRB4JY8d80B/iIibm3LGzFrIScosxbJu+22VSzbVHb/E8AnqtR7GHh50wM0S4wTlJmZFTayc5SN2/dxcGyCBQP9rFu+mFWXDDXltZygzKyQVm6YLE0jO0fZsGU3E8dOADA6NsGGLbsBmvK/4EESZlbT5IZpdGyC4NkN08jO0XaHZi20cfu+k8lp0sSxE2zcvq8pr+cEZWY1tXrDZGk6ODYxo+Wz5QRlZjW1esNkaVow0D+j5bPlBGVmNbV6w2RpWrd8Mf1z+05Z1j+3j3XLFzfl9ZygzKymVm+YLE2rLhniuqsuZmigHwFDA/1cd9XF7R3FJ2kF8DGyEww/HRHXV6xXvn4l8APgHRFxX77ud4DfJLvu2G7gnRHxw4a9AzNruskNkEfx2apLhlr2vddMUAXnsbmC7KKWi8iu0PxJ4DJJQ8C7gSURMSHp82SXePnThr4LM2u6Vm6YzKBYF1+ReWyuBD4TmbuAAUnn5evmAP2S5gDPpeICmWZmZtUU6eIrMo9NtTJDEXGPpD8AHiW7tthtEXFbtRdpxDw2qc2J4nhqSzEmM0tDkQRVZB6bqmUkvYBs7+oiYAz4P5J+LSI+e1rhBsxjk9qcKI6nthRjMrM0FOniqzmPzTRlfhH4x4j4TkQcA7YAP1N/uGZm1iuKJKia89jkj9+mzOXAkYg4RNa1d7mk5+Yj/V4H7G1g/GZm1qVqdvEVnMdmG9kQ8/1kw8zfma+7W9IXyKayPg7sJO/GMzMzm06h86AKzGMTwLumqPth4MOziNHMzHqQryRhZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZklygjJGdo6y7Po7uGj9l1l2/R2M7Bxtd0hdSdIKSfsk7Ze0vsr6YUlHJO3Kbx8qWtesGxW61JF1r5Gdo2zYspuJYycAGB2bYMOW3QCePbWBCs5MDfC1iHhjnXXNuor3oHrcxu37TianSRPHTrBx+742RdS1isxM3Yy6Zh3Le1A97uDYxIyWW92KzEwN8GpJ3yCbT+39EbFnBnUbMjM1pDfTseOZXmrxNIoTVBOM7Bxl4/Z9rF54lA9efwfrli9OtrtswUA/o1WS0YKB/jZE09WKzEx9H3BBRIxLWgmMAIsK1s0WNmBmakhvpmPHM73U4mkUd/E12OQxncmN/uQxnVQHHqxbvpj+uX2nLOuf28e65YvbFFHXqjkzdUQ8GRHj+f1twFxJ84vUNetGTlAN1mnHdFZdMsR1V13M0EA/AoYG+rnuqouT3ePrYDVnppZ0bj7zNJIuJWuf3y1S16wbuYuvwTrxmM6qS4ackJqs4MzUbwZ+S9JxYAJYnU8GWrVuW96IWQs5QTWYj+nYVArMTP0J4BNF69Zj8vjowbEJFgz0J3181MxdfA3mYzqWqvLjo0H6x0fNnKAarPyYDviYjqWj046PmrmLrwkmj+mUSiWuvXp4RnXdBWPN0onHR623eQ8qIe6CsWaa6jioj49aqpygEuIuGGsmHx+1TuMuvoS4C8aaabKr2F3I1imcoBLiIerWbD7nzTqJu/gS4i4YM7NneQ8qIe6CMTN7lhNUYtwFY2aWcRefmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJhRKUpBWS9knaL2l9lfWS9PF8/f2SXlG2bkDSFyQ9JGmvpFc38g2YmVl3qpmgJPUBNwJXAEuAt0haUlHsCmBRflsDfLJs3ceAWyPiZcDLgb0NiNvMzLpckT2oS4H9EfFwRDwN3AxcWVHmSuAzkbkLGJB0nqSzgZ8H/hggIp6OiLHGhW9mZt2qyJUkhoDHyh4fAC4rUGYIOA58B/gTSS8H7gXeExFP1R1xC3nyQDOz9imSoFRlWRQsMwd4BXBtRNwt6WPAeuA/nvYi0hqy7kEGBwcplUoFQjvV+Ph4XfWqGZs4xuj3J1i9MGAhwFFG997LyOMPMtA/t+XxNEJq8UCaMZlZGookqAPkm+jc+cDBgmUCOBARd+fLv0CWoE4TEZuBzQBLly6N4eHhAqGdqlQqUU+9apZdfwejY32nLR8a6OPv1hd7jUbG0wipxQNpxmRmaShyDGoHsEjSRZLOBFYDWyvKbAXelo/muxw4EhGHIuJx4DFJk/NFvA54sFHBN5MnDzQza6+ae1ARcVzSNcB2oA+4KSL2SFqbr98EbANWAvuBHwDvLHuKa4HP5cnt4Yp1yfLkgWZm7VVouo2I2EaWhMqXbSq7H8C7pqi7C1haf4jtsW75YjZs2c3EsRMnl3nyQDOz1vF8UFPw5IFmZu3lBDUNTx5ojSRpBdmJ633ApyPi+inKvQq4C/jViPhCvuwR4ChwAjgeER3XK2E2U05QZi1QdkWW15ONet0haWtEPFil3A1kx3wrvSYinmh6sGaJ8MVizVqjyBVZIBtU9EXgcCuDM0uR96DMWqPmFVkkDQG/ArwWeFVF/QBukxTAp/LzBk/TiBPeIb0TqB3P9FKLp1GcoMxao8gVWT4KfCAiTkinFV8WEQclnQPcLumhiLjztCdswAnvkN4J1I5neqnF0yhOUGatUeSKLEuBm/PkNB9YKel4RIxExEGAiDgs6RayLsPTEpRZN+n6BOULvloiTl6RBRgluyLLW8sLRMRFk/cl/SnwpYgYkTQPOCMijub33wD8l5ZFbtYmXZ2gRnaOnnKy7ejYBBu27AZwkrKWKnhFlqkMArfke1ZzgL+IiFubHbNZu3V1gtq4fd8pV4IAmDh2go3b9zlBWcvVuiJLxfJ3lN1/mGyyT7Oe0tXDzH3BVzOzztXVCWqqC7v6gq9mZunr6gS1bvli+ueeOqeTL/hqZtYZuvoYlC/4ambWubo6QYEv+Gpm1qm6uovPzMw6lxOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSSqUoCStkLRP0n5J66usl6SP5+vvl/SKivV9knZK+lKjAjfrNLXaUVm5V0k6IenNM61r1k1qJihJfcCNwBXAEuAtkpZUFLsCWJTf1gCfrFj/HmDvrKM161AF29FkuRuA7TOta9ZtiuxBXQrsj4iHI+Jp4GbgyooyVwKficxdwICk8wAknQ/8EvDpBsZt1mmKtCOAa4EvAofrqGvWVeYUKDMEPFb2+ABwWYEyQ8Ah4KPAfwDOqjtKs85Xsx1JGgJ+BXgt8KqZ1C17jjVkvRgMDg5SKpXqCnZ8fLzuus3geKaXWjyNUiRBqcqyKFJG0huBwxFxr6ThaV+kAQ0rtS/J8dSWYkxNUqQdfRT4QESckE4pXqRutjBiM7AZYOnSpTE8PDzjQAFKpRL11m0GxzO91OJplCIJ6gCwsOzx+cDBgmXeDLxJ0krgOcDZkj4bEb9W+SKNaFipfUmOp7YUY2qSIu1oKXBznpzmAyslHS9Y16zrFDkGtQNYJOkiSWcCq4GtFWW2Am/LR/NdDhyJiEMRsSEizo+IC/N6d1RLTmY9oGY7ioiLIuLCvL18AfjtiBgpUtesG9Xcg4qI45KuIRtV1AfcFBF7JK3N128CtgErgf3AD4B3Ni9ks85TsB3NqG4r4jZrpyJdfETENrIkVL5sU9n9AN5V4zlKQGnGEZp1iVrtqGL5O2rVNet2vpKEmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSXKCMjOzJDlBmZlZkua0OwAzM2u9kZ2jbNy+j4NjEywY6Gfd8sWsumSo3WGdwgnKzKzHjOwcZcOW3UwcOwHA6NgEG7bsBkgqSbmLz8ysx2zcvu9kcpo0cewEG7fva1NE1TlBmZn1mINjEzNa3i5OUGZmPWbBQP+MlreLE5RZi0haIWmfpP2S1ldZf6Wk+yXtknSPpJ8tW/eIpN2T61obuXWbdcsX0z+375Rl/XP7WLd8cZsiqs6DJMxaQFIfcCPweuAAsEPS1oh4sKzYV4CtERGSfgr4PPCysvWviYgnWha0da3JgRAexWdmAJcC+yPiYQBJNwNXAicTVESMl5WfB0RLI7SesuqSoeQSUiUnKLPWGAIeK3t8ALisspCkXwGuA84BfqlsVQC3SQrgUxGxudqLSFoDrAEYHBykVCrVFez4+HjddZvB8UwvtXgaxQnKrDVUZdlpe0gRcQtwi6SfB34P+MV81bKIOCjpHOB2SQ9FxJ1V6m8GNgMsXbo0hoeH6wq2VCpRb91mcDzTSy2eRumYQRIjO0dZdv0dXLT+yyy7/g5Gdo62OySzmTgALCx7fD5wcKrCefL5cUnz88cH87+HgVvIugytx01uF3ePHunK7WJHJKjJs55HxyYInj3rudu+DOtqO4BFki6SdCawGthaXkDSSyQpv/8K4Ezgu5LmSTorXz4PeAPwQEujt+SUbxehO7eLHZGgOuWsZ7OpRMRx4BpgO7AX+HxE7JG0VtLavNi/BB6QtItsxN+vRkQAg8DfSvoG8PfAlyPi1pa/CUtKL2wXO+IYVKec9Ww2nYjYBmyrWLap7P4NwA1V6j0MvLzpAVpH6YXtYqE9qAInGErSx/P19+fdE0haKOmrkvZK2iPpPfUE2SlnPZuZtUovbBdrJqiyEwyvAJYAb5G0pKLYFcCi/LYG+GS+/Djwvoj4CeBy4F1V6tbUKWc9m5m1Si9sF4t08dU8wTB//Jm8v/wuSQOSzouIQ8AhgIg4Kmkv2fkgDzIDnXLWs5lZq5RvF+EoQ124XSySoIqcYFitzBB5cgKQdCFwCXB3tRepdYLhAPCRy88gO8EeOPJNSqVvnlImtZPVHE9tKcZk1ikmrwZRKpW49urhdofTcEUSVJETDKctI+l5wBeB90bEk9VepBEnGKZ2sprjqS3FmMwsDUUGSRQ5wXDKMpLmkiWnz0XElvpDNTOzXlIkQdU8wTB//LZ8NN/lwJGIOJSfdPjHwN6I+MOGRm5mZl2tZhdfRByXNHmCYR9w0+QJhvn6TWTndqwE9gM/AN6ZV18G/DqwOz/5EOB38/NBzMzMplToRN0CJxgG8K4q9f6W6senzMzMptURlzoyM7Peo2znJy2SvgP8Ux1V5wMpzTjqeGpLLabFEXFWu4NohFm0I0jve3E800stnoa0oySvxRcRL6qnnqR7ImJpo+Opl+OpLbWYJN3T7hgapd52BGl+L45nainG04jncRefmZklyQnKzMyS1G0JanO7A6jgeGpLLabU4mmX1D4HxzO9rownyUESZmZm3bYHZWZmXcIJyszMktRxCarILL2ShiUdkbQrv32oyTE9Iml3/lqnDa+casbhJsWyuOx975L0pKT3VpRp+ucj6SZJhyU9ULbshZJul/TN/O8Lpqg77QzODYxno6SH8u/kFkkDU9Sd9vvtRCm2o/w13ZZOff7ebkcR0VE34DzgFfn9s4B/AJZUlBkGvtTCmB4B5k+zfiXw12SXfbocuLtFcfUBjwMXtPrzAX4eeAXwQNmy3wfW5/fXAzdMEfO3gBcDZwLfqPx+GxjPG4A5+f0bqsVT5PvtxFuK7ajIZ91rbanX21HH7UFFxKGIuC+/fxSYnKU3ZSdnHI6Iu4ABSee14HVfB3wrIuq9mkDdIuJO4HsVi68E/iy//2fAqipVT87gHBFPA5MzODc8noi4LSKO5w/vIpsmpid0aDuCHmtLvd6OOi5BldP0s/S+WtI3JP21pJ9scigB3CbpXmUzA1eaasbhZlsN/OUU61r5+UwajIhDkG0ggXOqlGnXZ/VvyH6ZV1Pr++1oCbUjcFsqomfaUZKXOipC08/Sex/Zrvi4pJXACLCoieEsi4iDks4Bbpf0UP5L42S4Veo0dXy/srm73gRsqLK61Z/PTLTjs/ogcBz43BRFan2/HSuxdgRuS43SFe2oI/egVGOW3oh4MiLG8/vbgLmS5jcrnog4mP89DNxCtntdrsisxI12BXBfRHy7ckWrP58y357sjsn/Hq5SpqWflaS3A28Ero68o7xSge+3I6XWjvLXcVuqrWfaUcclKKn2LL2Szs3LIelSsvf53SbFM0/SWZP3yQ4YPlBRrOqMw82Ip8xbmKJLopWfT4WtwNvz+28H/qpKmSIzODeEpBXAB4A3RcQPpihT5PvtOKm1o/w13JaK6Z12NNtRHa2+AT9Ltqt6P7Arv60E1gJr8zLXAHvIRq7cBfxME+N5cf4638hf84P58vJ4BNxINqpmN7C0yZ/Rc8kayfPLlrX08yFr0IeAY2S/5n4D+DHgK8A3878vzMsuALaV1V1JNqrsW5OfZ5Pi2U/WTz/5f7SpMp6pvt9Ov6XWjqb7rHu5LfV6O/KljszMLEkd18VnZma9wQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpak/w9E3APjKgqcxwAAAABJRU5ErkJggg==\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesures : [0.465, 0.454, 0.462, 0.476, 0.505, 0.502, 0.522, 0.521, 0.52, 0.518, 0.512]\n", - "Temps : [0.06, 0.108, 0.119, 0.134, 0.149, 0.177, 0.165, 0.153, 0.221, 0.211, 0.232]\n", - "Clusters : 8\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m\u001b[0m in \u001b[0;36mmetricsandclusterisationof\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m 29\u001b[0m \u001b[0mt2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels_\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 31\u001b[1;33m \u001b[0mmesure\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msilhouette_score\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnpliste\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'euclidean'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 32\u001b[0m \u001b[0mtemps\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mt2\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mt1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[0mmesures\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mmesure\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m 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labels, metric, sample_size, random_state, **kwds)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 116\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 117\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msilhouette_samples\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmetric\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m 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- "\u001b[1;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ - "from sklearn.cluster import KMeans\n", + "from sklearn.cluster import AgglomerativeClustering\n", "from sklearn import metrics\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn import datasets\n", "import time\n", + "import os\n", "\n", "### 2 Clustering aggloméré (metrics)\n", "\n", @@ -672,11 +223,11 @@ " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", " temps = []\n", " mesures = []\n", - " nb_clusters = range(2, 13)\n", + " nb_clusters = range(2, 20)\n", " for i in nb_clusters:\n", " t1 = time.time()\n", " ### Appel de la méthode de clusterization\n", - " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n", " t2 = time.time()\n", " labels = model.labels_\n", " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", @@ -703,15 +254,23 @@ "\n", " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", " ### Appel de la méthode de clusterization\n", - " pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + " pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", " ### Affiche la clusterisations\n", " #plt.figure(figsize=(10, 10))\n", " plt.figure()\n", " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", - " cluster_name = \"Clusters in\" + name\n", + " cluster_name = \"Clusters in \" + name\n", " plt.title(cluster_name)\n", - " plt.show()\n", - "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebcbbbf2", + "metadata": {}, + "outputs": [], + "source": [ "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", "li=[i for i in l if 'arff' in i]\n", "lis=[x.split('.')[0] for x in l]\n", @@ -724,34 +283,524 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 63, "id": "0bcc79c2", "metadata": {}, "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", - "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", - "['2d-10c', '2d-20c-no0', '2d-3c-no123', '2d-4c-no4', '2d-4c-no9', '2d-4c', '2dnormals', '2sp2glob', '3-spiral', '3MC', 'aggregation', 'aml28', 'atom', 'banana', 'birch-rg1', 'birch-rg2', 'birch-rg3', 'blobs', 'cassini', 'chainlink', 'circle', 'cluto-t4-8k', 'cluto-t5-8k', 'cluto-t7-10k', 'cluto-t8-8k', 'complex8', 'complex9', 'compound', 'cuboids', 'cure-t0-2000n-2D', 'cure-t1-2000n-2D', 'cure-t2-4k', 'curves1', 'curves2', 'D31', 'dartboard1', 'dartboard2', 'dense-disk-3000', 'dense-disk-5000', 'diamond9', 'disk-1000n', 'disk-3000n', 'disk-4000n', 'disk-4500n', 'disk-4600n', 'disk-5000n', 'disk-6000n', 'donut1', 'donut2', 'donut3', 'donutcurves', 'dpb', 'dpc', 'DS-577', 'DS-850', 'ds2c2sc13', 'ds3c3sc6', 'ds4c2sc8', 'elliptical_10_2', 'elly-2d10c13s', 'engytime', 'flame', 'fourty', 'gaussians1', 'golfball', 'hepta', 'hypercube', 'impossible', 'insect', 'jain', 'long1', 'long2', 'long3', 'longsquare', 'lsun', 'mopsi-finland', 'mopsi-joensuu', 'pathbased', 'pmf', 'R15', 'rings', 's-set1', 's-set2', 's-set3', 's-set4', 'shapes', 'simplex', 'sizes1', 'sizes2', 'sizes3', 'sizes4', 'sizes5', 'smile1', 'smile2', 'smile3', 'spherical_4_3', 'spherical_5_2', 'spherical_6_2', 'spiral', 'spiralsquare', 'square1', 'square2', 'square3', 'square4', 'square5', 'st900', 'target', 'tetra', 'threenorm', 'triangle1', 'triangle2', 'twenty', 'twodiamonds', 'wingnut', 'xclara', 'xor', 'zelnik1', 'zelnik2', 'zelnik3', 'zelnik4', 'zelnik5', 'zelnik6']\n" + "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n", + "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n", + "Clusters : 4\n" ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "import os\n", - "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", - "print(l)\n", - "li=[i for i in l if 'arff' in i]\n", - "print(li)\n", - "lis=[x.split('.')[0] for x in l]\n", - "print(lis)" + "# Charge le jeu de donnée : 2d-4c\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"2d-4c\")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "6f1ecaf0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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U8wQk8z1E9v4eU6JJiMIXkeHA6UBNEVkPPA04AJRSA4E+QA1gQHjmEFRKtU1E3xYGy/76h4A/GHU84Asw9du/EqLwiwuK+ejxL/h12BRCwRDtL2zL7a9fT2btDBZMXsKMcXNIzkii8zWnUfuw3ea4hVOWRij7irA5bNw/8Pa41yil6Hv5GxTk7p5ph4IhFvy+hLEf/sJFd57DzPHz+OatHyjOL+aUS0/igtu7MPqdcQR80e8TgN1lRwB3sptfP//d2NMEJo+Yxu8jp3P/oB6cd0tnkjOSsNntpXb/mDLqil3rPiMr7TMIbTVmh6m9Eddp4DodwVuq8JVkoLadC6GVu+8vsIOnK2gtIfRndAfJD4LaBIWDMayz5VdLAq5OkNYXBCj+HsRl7APEXB14oeA9VNL1iESqB+Wfiyr6FEI7wN0Z8VyOaDFcMg8g9OJxsOtRSge84GJUzh2Q2d/4LOKgCt4F3+8Y3lThQd4/E5X3EpLed6/KvTc4oIuYt23bVlkVryomGAjS8/hHWLPEfNPv+DNb8uqEPnvUh1KKe9o/zr/z15RuWNrsGhm10znyhMOZM2EBviIfNocdzabRa+jddOzWHoBbj3kgpmxm1P1fbT5d0T/uNeuWb+CONr0jXCNLOPz4JqRmpTD314Wlx2x2G3Wb1iazVjoLpyw1bdNmt5FVL4Nta81NKHaHjSHL3qZuk9o8c9lrTB39V1wZu96Uw10vbDUUeyluSH3SsMurAIYScmEoYLNVgxMjsMnkd+poj1bjE5ReAKHVKLLAO8JYIWhJkHQL4u5cGtSlQtuN64qGg/cH8zbDfUqt3xEtq/SIXjgc8l8Ky6gw9iF0Qz7XmUja44itltGPXgSB2SBucLQ2PHkSgAquQxWPgNAWw//ffQ4i8VeBAPrWjqBvij5hPwKt5tj49245wVj5ROFCai9IqOlLKR8qvx8UjzQGF2d7JO1JxN6oSu2IyOxYE2ortcJ/gKmj/2LrWnN/aqfHyaX3nR/3/vX/bGLY81/z8ZPDWT5rpek1C6csZc2S9RHeKaGgTt72fGb+OBdvoQ+lIOgP4i/289pN71FcaCi6K3tdjDvZVennSauZWuE1uq6I9Vtbu3R9hLI3ZA2x6d8tOD1OHC6H6X2hYIjt63fG7DMU1Jk8YhoAV/W+GLsz9gLZZhdufmxLOWUP4IX858KBUEUYSrOY2O6RfmIq5sA0dO8kREtBHMegOeqhpd6Plv09kvEe4mwdEcErtpqIsy2SdDXgjik74kDlv4u+/TL0nPvR8wdC/vOG7KWyhBOl4QPfeNSOy1Cq2PAo2toelXuf4Um07VRUYHHsviqJ8k1GbT8fCj8C77eoXX1QOy43BpdY96gg+q4XzZU9QHB1JTqOZS7zs2cb5iZd5dwFRcN2B8n5f0ftuBSlx/5OVhVL4f8HmDtxIcUF5vbZNp1b0e6CNjHv/WHQBG4/7mGG9f2a4S+P5qHT+9D/3miXyNWL1qGbeLQEfEFTE4nNrrFgkvFD73zdaVzxyEXYHRXP9NzJLi6++9wKr2vUvD5pNaIHBs0mUf7xJYQCIQpzC3Enu2IOFvFMT0qp0gGv+YlHcGzHFjg95jNMT1IIl8dcjt2z5ASQew/Kt9vco4Ir0Ld3RW07HbXtdPTtF6OC/0bcIs42kHwDYatrOVzGyqP4KwguBN84KHwT0/QJpYRAz0cVfgx5T2FE8xaEI3q3o3beaKSRqCZKBVG5j2AMOCXftSIIrkIVDYt9X94LUDw8dsPhFUlcnCdi2MPK4WiZsJULGJ8b/r+IHPh1UD5U0ZcJ68dS+AcROVtymTj8D/4cMxO/d/cPqGaDGjhc0bNNd4qLc27pFLe99+//GH+xn1AwhNIVviI/4z/+jSXTlkdcW+/wOtjs0V8XzRb7K6TZjR+EiHBdn26M2Pwhh7dugivJFT6O4Y3ocpCU5sHhctC6SyuatGxERaZGEeGpEQ+SlOopbc+d7EJVMOlat3wj/f96iWNOPSr+hSbYnTbaX7h7pdx3zKNc/filpiuGwnyhuGBfeLr4UPlvAEZQl9rR3fDXx2/8Cy5F7eiOUrsnBCqwEAJLgFQgnUiFJuF7zfc5YlME3vGY59XJQxWPq2J7ZQj+bd4uvvBmtEmXeiEUf03slZMHku+tsGtJewIkBcO0BuAASULSnq1Y7qoQ/AfEbMXog8CChHVjJU87SBj5xhiGPvUlNrsNEUE04YWxj3N0hyM5+8Yz+PLlbyn7IxUBd5KbE889PmabM8bNNVXYviI/k0b8SbO2TZk6+i8W/bmcOofVJKNOBv412wgFdm9W2hw2HC57hHeQ0b9w7OlHRxxLzUyl//SX+GP0X3z95vesWbwOX7GPmvWzqHd4HRb+voR5ExczZ8KT1D4sm+e/f5SUzBSS0jxoWrSczU88gmGrBzDpqz/ZuSmHWo1q8v4DQ2OudgAC/iC5W/NITqv6ZmPXO86m6bGNWTrjH+ZMWEBKZjLn9+jMmAHj2bkpMlGYUsKI9+txU++tiJRXOkLCZvgAwX9QhZ+ggutAlTcBhc0u3p/BcyHKPwu18yZiK8IKPHli4sFQimYb2QoK3kZ5zquUzT0KcRnJ2EzPxfCU0beD2GK8zQKpvdCSLqm4a3tTqDnOWEkEFoK9OZJ8fbWSzimlYtv8bU1AmQ2yTrA3r3JfsbAU/kHA8pkr+OTpr8Kmit0znSfOf5ERmweT3aAGfb/rzUvXvI2vyIeuK2o1rMEzo3vFdE8EsNm0GF9ARd6OfHq27sXWNdsoLvDi9Dix2TWan3g4i6funv0LoEIKh8uBiLHxqYC73rmJP76ZTq3DsiN84212G5tXb2XlvNWl5pFN/25h079Gwq8Sc8yaJeu5rund2J12ktI83PR8dy7o0SVK0tTMFLr2PMu41xfg/QeGxn0vbXYbW1ZvY9v6yoWC2Bw2GjWvT4/XrkOzadx38hOsmLeakD+I3eXgw96f0bhFQ3I251B+UfL9x/W48cmjkODPUe/v7sV1IuzAPlT+a+F2zWbYXghtNP7MK9l4TSSasUGbdCXkzTe/RN+A2noKZA1DHM2q1rztf2CrB6FVRGpwD5J0TYx76sRuz3kGWnKM+0wQW20k9aFKX18WpUKG+23hUFD5KHszJK0PUi6xnDiaoxwtITCfiJgJcSBJ3avVtxmWwj8I+GnIRFO7tB7SmfvLAk46vw2tz2zJVxsHsXrROpxuB/WPqFuhB0G7rm14+47oPHZKwW/Dp6J0vVSJ+cPRsKsWrcPusBEMz/L93gAiQtPjGnP2jWfgSXEzdcxf9Ov5Ibbw6qFWo5o8/c3DLJi8hOk/zGb6D7Mr/exBf5C87fkMfPATklI9dOp+SsxrnS4HN73QnY8e+8LUewcM//ikNA9tzz6WtUvWm7qylsVm0+h6x9m8e/dHbF+/I+JzKHlP1i7bgMPtLH0N4EpycW2fbmgMidGyHUPZJ0LhK2IGVkHYWyYcxRtcHvu66uI4ERxHQt5z8a9TuajcO6HmhCp5t4gIKmMA5FwXjjtQxozfcyG4L4hxjwuVfCcUvldu49WDpN5X6b73FJX/AhR9zW6X0L9RO2+FGsMRR+QKWDIHofKfN9xnCYDjOCTtWcRWO2HyWG6ZBwEvXfsOE78wD/Vv1rYpL/30BGlZFXu2mPH719N45fp30UN6qRKvDja7xre5nzJmwHg+fearCBOPZtNQKOx2u2kOmspS/4i6DF3+ToXX/fndTIY9/zUr5q6K3oQVcCe5eGrkQ7x+03vk5xQSrEDpV2SBcSe7uPXla/h95HT+mbuKrDoZXPPEZXS5viP69q57R8lWGhc4jkKyvkREQ996qkn65PJo4X+VseN7IPWxsMtmvACw3ddLzW8Q++GlR5QqBmym5h4V2oLKe9oIfEKB41hwn4e4zqjQXVEphSoeDYXvGyYexzFIai/EJIXF3kDp+aitHYheUQm4zkTLHGB+n1JAKCoOorLEc8u0Zvh7gYA/wFevfsfYQRPwFwdof2Fbbn6hO1l1MqvV3mmXt+PP7/4yjQ5dOX81D5/+DAPmvILdXvWP87TL29OqYwtuP+5hdm7KrZZ8BoKmCT8M/DnKnl+SviAQqr6yB9hegRlmxdxVDOr1Gctm/ENGrTRueelqRr42hl3by0SpKvAW+niu2xv4vQE0m7EfEjcwrII5kbfQR87WXbwxyWQjz30xFLxN9W3j1UQyQZLBcwm4z0UVvI3St4DzZPDGjnAGwHYkUuNjVP6b4cye8T43LxQOpHLKHiNxXNhjRwWWoXY9DsGlgKBcnZD05xDN+J0o5Uft6Ab6Nkr3BgILjGC1pKsr7koESboUki6tnGyJJrTR2IiNKvWowhvR5hirn72jmi0vnb3As5e9zvCXRrN9/U7yduTzy2e/c2fb3hTlV/JHUY52XdvQquPR2EzcGkOBEKsWreWymjfz40e/Vqv9jOx0ivIqlk00IbN2epRXimbTOL7TMTjdzpimlETQ6KjYWbVXL17HA6c9xdxfDRfVTf9u5bNnvyZvR4Hp9SV5fYL+UJWigGPxXf+fKMovYuu67QT8uxWkJF8LjqPLFAlxs0/mWaoAyRqKOFvBjsuMaNziUeCtOF8/AmrbeeD7EzzdjX9mrokAJBkZQCuLuMB+JCq0A7XzagguwlDmQfD9Fq6FG/48vD+HU0qUXXmGK2n5YmczPWCw1Y+xEStgr7qXWCL4zyl8pRS7tufh3YuKx4xQMMSGFZtYOGUJ8yYuirDnhoIhCnOLmPDppCq3CWCz2XhuTG+OaB07aVNRXjHv3fcxf343s1qy++OYWhwuO55UN1l1Mnjl5z78r1UjPCluHE7jeHaDGjw05E4A2l94gunAVBEVVfhzeZzc9uq1UceVUmxatYXBjw2LyrrpK/JV6N6ZKIoLirk8+xZuOvJeLqt5M8NfGhXu2wkZgyD9LUjugaQ+Ahlvxq4SlTAChv97Tk+M2XfJ51uJ7KnB5UZRFn09FI8wfOqTrifab98BnouNAa1CnEZ+oPQ3EbGhir8KRxpHykxobTgLKMYmrTJLUleM2vU0KhC/9gCACq5HBVegKvLX3QuIlgJJ3YkOcnMhKXfuc3ngP2bSmffbIt68bWCpB0aHi07gwQ97VssFrypM/PIP+t/9EQFfgIAvaKpkvEU+Fv/5NxfdVXFQ0ZevfMuwviPxFftxuOxc9kBXbnnxalqechTLZqyIeZ+vyMenz46gw0UnVEn+ovxiJMYMzu6y0+O166nVsCYnnnc8doedd6e/xPxJi/l3/hrqNq3Niecej7fIx7gPf8GZ5MSV5KRoV9VWM/F+j4cd05C7376Z4844JuL4sr/+4cWr32bnphx8Xn9CPR2rSiigEyrdgA3w+XPf0LTFv7Rt/z3oW0Gcxkw5qTuChrJ9CsG5VC2XvWDM0Sp5j17d6mFlPwyvMdOu+a0RmeqfFj4ejjQtHhneEHYT02wlqZB8K+K5FLHVRilf2CYfY1IWWgO0BvsRhlnKTOmrnagd16IyXkdQ4GyDaBm7TwfXonLvCkfTaqClQPpriKtDFd6HPUdSH0VpNaDwYyNFg/0oJO0JxLF/Zvj/GYW/dtkGnuz6coRJYdqYmTy9dRev/5bgIIkyLP5zOW/e+n6U3bo8TreDRs0r9t0d/spohjz2RenrgC/Ily+PpnBXEfMmVRyivm7phoqFLkdyehJpNVLI2RKdM6TFSc2iIl9FhOPOOKZUAa9auIYHOz6N3+uPGeVaHRoeVZ8L7zyHc246A3dSZGqG3G276NW5b1yf+/3JEa120vLYwaCHlacqhqIvUKoYSb4JQv9Q9RFKVeOeBCB2yH3KZIAKGf8CC8F2FIRiuGSqQtBzUDuuRIkDQtuJqeyVvtvv3NUJtEwIFWPuzVQAufeixGlksUx9AC35ZsMVcsfVoLbuvlQvRuXcDtnj97hwu/LNQBW8BsEVoNVDUu9D3GebXiuiISm3Q0r8ZID7iv+MSWdUvx+iPEACviDL/lrBuuXRSlDXdb54cRSXZd/EWfYr6HHcQ8yvhEItz4jXvosw38TC5rBz7q2dK7xuWN+vTY9/P3A8m/+tyLsCAoEgG1bszh3iK/axfcOOuHVaNU2jx+vXR+WAdyW5uOVlc3/lwl2FvHPXh1xa8yZuP/4RCnILE6rsATb/u4WBDw7lkqwbo/YnPn/hm31utqsK1zy4BZe7vJLyQvFXqNxHw/lSqmNmSMRP1h6nHRNznCqE4Gxiryz8EFpmpGs2RaDoc9A3hmfvhZh7ALmMmXp49iviRLJGVmDv9hsmJ3yQ/zbKPxv8f4Iyyy3lQxUMjdNWxSjfdFTObcbmsSqC0ApU7iPoRRVshB8g/GcU/tplG0yLWdiddjavji6VOOiRz/jixVHk7ShA6YpVC9byxAUvxkweFovNq7dGBdyA4aZos2nYHTaatGzE6xOfpkbd+F46uq7HHjwUlbJHO5x2FkxeQjAQpP+9H3FpzZu5sdm9XF77FsZ+OCHmfZ2vOY2nvnqQJsc0xOlxkFYzlXNuPoO6/6vF799M58Pen/H9wJ/ZuTmHXTvyuP/Up/jxo4nk7yyocNNT06qXYiDgCxIKhAj6g7x520BGvzMWpRTzflvEmAHjE7LZureo/79Yg5EOwTlUf6Ze1ZQHJjhaEXsTNtYgVIG84gDPZUQWM4fdg0tFkwGB5BuRzIGRR201kLSnYkfURuBFFX2B8i8k5nOUmqSqhxHgZpIQr+D1fbZftCf8Z0w6rU417NvRs/wATVpG+usWFxTz/fs/R+SjASOQZljfkTw35tFK93vcGcewdun6qNzoNoedT1f2x+lykJqZUqm2NE2LCGqKQKBe09qsW7bBdIApvUyE9JppfPDwp0bAVngA8RX7ebvnh0z9dib3v38btRrtzlfvK/Zhs9tIyUxh06qt6CEjC+aYAeP5rv9urw7RhHfu/NDwq9dV5QYgl526TWqzPk51qcoy4P6hTPrqT/JzC0wTuYGxKmnWpgkLpyyrcvs16meyY0NOxRdWghULPGTXDaAlLr9W4gjMJ7YCr6bSUgFI7mlExBa8Y9irtSzQakOwEitnSUGLFc3qOB7sx0JgHvHdWxXoueCIs2e3pwnPgjH20PRcY8Yv+6+yXGX4z8zwL7r7XNzJrojZpCvJSedrT6Nmvcil5tZ1O7A5oh9dKSMrZFXo9vCFeFI8EYnFXMkuuj18IaPeGsutRz/AFXVvZcD9H1O4y7wsXlkuCKcJKM+RbZvy1IiHSMlMwZ3ijpnt0VfsZ/nMfxg3+NeofQWlFDN/nEuPYx9m/T+b+HfBGu468VEuTLueC5Kv4ZEzn8Vb6CsdvMrPoEte6yG90rMZpSAYDO2xsi9hybS/Wbd0Y8zzx51xNBfedU612t65MTHKHuCzN+rg9x2oZQJDJDa1rwdS7kCzpaIlX4PUmo7Uno9kTwXXyZhn5SyLA9yxU3iLCJI1GFLuBFsjkLqYmp7EYxRQd55sfh4B1xlGQJZvCnruI+i5vVG+P0u/z7p/NvrOO41/fpOgT1vdGEJ6KrkK2b/8pyJtN6/eypDHv2D2hPkkpSVxyb3ncfE950Yl3iouKObyWrdGzfBF4KTz21Rphg+wde02Pnvua+ZMWEBGrXS6PXQhI98Yw6qFa0tXHHannfqH1+GDea9js8efZbzQvR+TRkw1JlsC/2vZiPNu64LfG6BFh2asX76R7et3snT636bFsh0uO0pXMSNnRRNOOq81C35fUin/+z2hwqCmBOJOdjF651C+fvMHPnr88/3qtQNwRKsiHnxzHf9rUY2NZckOF96oflrhfYKtCZJ6P+I29z5TwfVGHvuowKzwYCgeY+OzxnBES690t3rhMMh/lVJvIfGA7XCjHXGi77gJAjOIMIFJKlJzvFHqsPiH3TKJBzyXG1XJfOMjO3KejZb17u7n8f6Iyu1NxEpDPJB8B1pKz0rLvzfZ65G2IjIEuADYqpQ6xuS8AG8D52E4At+olIrWVHtInca1ePyL+yu8zpPi4cK7zub793+O8Opxepxc93TVSwHWapTNQx/eUfp69oT5rF22IcK8FPQH2bp2O9O+n8Upl5wUt70nht/PA4NuZ+3S9Wxdu53Xbx7A4EeHEQwEsdltnNatPY8MuYsnzn/R9H6bw4a3IPaGptIVc39duFdsjppNw5Psoii/GKXi55dPJHannWv7XI7dYSctKwW3x7WfN3UVLo/OqiXuaij8NMieiIRWoHZUnNFxz3BR7WRq7qvQMowyfyq0AVX0BQT/NapcJV1hKHBbNtgbQ3AZu0dgFyTfg0jI8MhxnVbl3PJa8rXojmOM/D3Bvw3vHq0GhNaD/X9I1vuo/Neh+Bsj0tV5krEXoG+KVPYQ9qD6CtPB1T8e3TcTzWW4Oov7XFRaAeS/YWy8i9twOU02vHCUXgihDWCri2jVS3eyN0mUDX8o0B/4NMb5c4Ejwv9OAt4P/3+/cdsr15JWI5Wv3/ye/J0FNGnZiDv73USzNk33uO0Vc1cTMPFYKS7w8s+cVaUKf/mslYwdNIH8Hfl0uPhETr+yQ2nB66RUD0e0/h+Pn/dihOth0B9iytfTad/1BLLqZprOoPWQwu60x80Ro9k1ivMT79IoAkef0pxFU5ZVO7K4OgT9QT59ZiSb/93K1Y9fysCHKm9O0WyCw+UgFNIJxqh3WzUUdz63gbOuysGdVB3TSSFsbYtyd02ALBXguRp8E6rns+8die6/CsGPyrkxHEgVAN9UVNHHUGOUUbwj+C+Ry60gBGYgWdGFdqpE8Wgjj3zJgOWfjNoxC2qORWx1kbQnIe1JAFRok1EwpaQ+bRRxNpULPwLX7tgWLakbynOZ4b0kSUYgmVLoea9B0afhdApBlOcSIzNmNXPi7A0SYsNXSv0OxIuvvgj4VBlMBzJEJIYxbN+gaRrdH72Eb7YO4efgCD6Y+zrHdqxMxGDF1GmcjdMTbbd0J7uo28SosvPDBz/z0Ol9+GnIRP4Y/Rfv3PkhD53+dERY/pJpf0fkni/BW+hj/McTufDOs3G6I/sRTUjLSolbfs+V5OLEc1sj1fSeiUcoqBvBYfvBfO0v9jN+6G/0veJNnv/hMdJqpOJJ9cSVJTkjiasevYRBC96gftM6CXtPhr5SF59XYu61mFNycQgjh/0okJoJkScmtvqQ/lIFF8WywYdg5/WoXY+Es1iWfHe9ht99/ltQ9CXRCjYE/mlxyxNWhArtMGbvEZu4CpQXVWgMJMo3GX37JeibjzYqgOXcCUWfUHVbX/SgLaIhWmrpykQVDTXKE+ILB4r5oPhbVP7bVX+4vci+2rStD5TdDV0fPhaFiPQQkVkiMmvbtmh3ygOBgtxCfvr4N0a/M87Ux7/9RSfgSfFEbCCLCE63k45XtKdwVyHvP/gJviJ/6ezcW+hj1cK1TPzij9J79JAeU1mFgjrN2jTlnv634k52kZTmwZ3sosERdXlj0rOk10w1VTZ2h42L7j6H+wfeVqG5pfExDWP2b7NraDbzkwW5hXuUFXNPCPiCrF60FrvDxohNH/LSj09wZNvYq7bzbj2Tm57rTkZ2Ore8fA3n3NwpAUpfCAaF8cNj+aXHovznocfwJ08g3jForpPAHi+DZLzPMi/sW1+eEPh+MVI0xKT62VkJrTTy8kQRBP989OKxqJx7wh5CJUXgi9hdi7c8cX4LyTdWLE/hR0TvU3ih+LMDyl1zX601zKtsmB1UahAwCIxN270pVHWYPWE+z1z6GmAo5MGPfU7XO87i9teuL83x7XQ5eHvq87xyw7ssm/4PAIe3/h+9ht6FJ8XDjHFzsDts+Mt9P7yFPiaPnMbZN54BQIsOzUzzhruTXXS5viMAZ994Bqdf2YElfy5n06qt1Gtah1qNavL894/xyJnP4C8OoJSxgdv+wrbc9/5tpGWlEgwEjTzjMb6MDped+97vQeGuIp6/8s2oTJ0Op4MmrRqxNPx8ZdFDehVntoln9eL1tGh/JEd3OJL0mmkxr/v23Z/4Z/Yqlkz/G7vDRigQQtM0QvoeKCPA79VYtyJOofAo7CTEx748Wj1j9q1yzc8HF6DvuBoyBsD2S4AEDjBRuXLKYGu2ZzZuW/3SrJuRaGBvEk7XXJHJ0mnED5QmODMz9aSgVSYdg55rflwVY3yuFXkq7Rv2lcJfDzQs87oBENu37gDFV+zj2cvfiFJ+Yz+YwEnnteb4TrtnSXUa1+Ktyc9RmFeE0hUpGbv9c5NSPaaKVoQIn32H08ETXz7As5e9htIVfm8Ad7KL1p1b0fGK9qXXzZu4iBevfrt0WLXZbTw7uhfD133A7AkLyNueT8vTjqJO491Fm/vd/kHcmYeIUKdJLWrUzaRjt/ZMGjENv9eP3WFH04Ten93DxhWbWTZjhWk7oRh+8nuK0+0gGIjv5ikipWkstm/cyV8/zo15bcAXYN5viwCiBuA9we0J0bx1xW64u9kbcxsXkv6CEbeRe1PsywKzIOd2cJ8M3u8S1LeNuM/k6oAq+gpcZyCVKSYOKH2XUehbkozi4q4ORkbPCEXtgqRrwft95cRMe96IHci5yVzcylbnsjcxr3tga4zIgaHsYd8p/DHA3SLyJcZm7S6l1KYK7jngmDdxkenM1Vvo4+dPJkUo/BLMEre16NCMpFRP1Kap0+Pigtsjy/idcPZxfLqiP78Nn0rezgLadGlFy1OPKp35b9+wg+eueDMqU+QT57/I8PUfcNJ5raP6DwVDTBw+NeZz2uw22l3QpjR+4eEhd9H1jrP568e5JKV66HhlB2rWy2LmT3Nxp7gp3oebswF/kOHrPmDyyD/55q0f2Lomckaq2TTqHV6Ho0828rH0PqvvPpNtNwqHW3HGJblVuGfPVhTm+FC7nker9SO6ow0E4lQaCy2DpIvD6ZMT4N0kWUYQkr7a/Hzx5+EAwudRqY9WWHJQL/wc8l82ZuQA2CHzPSO4q/h7IGQkaXMcb2wSiztGps2yMjoRWwNwtEJJWngfoiwexHNF6Svlm44qHgHKi7jPA/c5iNhRyg/BGDmskm6OL8M+JlFumcOB04GaIrIeeJrwGkYpNRAYh+GSuQLDkBZnunHgEm/WWpVqUTabjZd+fILeZz1nBEeJYXu+7ulutDw1Om9IVp1MLnvAvJTbxOF/oJvY4pVSTB39F0e1O4JfP5+Ct8jHyRedyDGnNCd3Wx5Kj/0sx51xNL0/vSfi2JEnHM6RJxwecax1l1Zk1k7HX+yPm6unLJpNo3XnlrQ6/WgmfDKJdcuqttCzO2zs2pbHpfeeT2atDF6/eUBEPIVSig4Xn8Cf383kxyETWbuk6snkEkFKWoCklH2fkjcKfSW6f7aR+yUuCiQdXGeCb9ye96t2QfKtUNAP0+IoZcsO5r+Mcp2M2BubNxVYAvmvYGyIlhmMcu5Eak1FuS+B3B5Gm/7fwv73LoxBNI5ZRwXAVtOYPGUOQO28wbhHBQA7uDqC5yIA9Px+RsbL8LMo/5+Gl1Dmh+CbGqMqmgah2Nlt9wcJUfhKqbhVdpWx5r8rEX3tT47rdIypYnOnuDnz6lOr1FaTlocxfP0HLJi8hMJdRbQ89ai4tuZY5O8oMN0gDQVDzBg3h3fu/LDUBDL2gwmcdnl77hvYw3DbNBmkbA4bfcc8ijNc5GTJ9L/59JkRrF60jsNa1Of6Z67k6A5HEgqF2LExh5d/eoIBD3zC9O8rHyD39+x/sdltFFXDLTTgC7LwjyX8r9VhfNLny6jgOaUrhj07EleSG2/h3sukGS+gLL1GiOc+W7Pf9zFK2XljJS7SEMfh4LkYVXhUWFFXZhCPVf8xBMFVRmoFfQ3G/K9kw7T8QBhCFY9DUs1zxKuikZgHoAVRvqmQ/1zk7LzEY8jR0qimpQJE7484wHEsYjN8R8RxDGRPCbuo7gDnicYxQIU2GgVkysqgisA/20jzrApi5PfWY9v29xP/mdQK+4KkVA+PDLkLp8dpuD2KsYHavmsbTjo/2nRSETabjeM7teSUS06qlrIHaHv2cbiTo70VRIQ/v5uJLzz7VkrhLfTx+9fTWPTHMi594AKcnsjsmKIJDw2+o1TZz/ttEb3OfJbZP89nx8adzPllIb279OXDR4dxRd3buPmo+7jlmAdJzkii/hGxQs4jX5bk6Zkxdg47NlShUlIZ3n/gE7xFvtK6B+VRir2n7AWandCU0688GbvLfL40dNoSGh5+IGXy9FFh8jJ7c8TREhFBS7kdyf4VPPHNLGiHgz0qzjJMCLxfh0064bTOkor55qUeX754mUVD68LplssTAH0bUmsmkj0ZUp8xTEySDDjB2RbJ7B9xh2hJiOciJPnmUmUPgG+64VsfRRHK96uxn2A2OEoS2P+HvvN69K0no++8HmWWrmEfcuBEBBwkdLyiA81POoKJw/+gcFcR7c5vzdEnNzf1ptkXtOrYgtadWzHnlwWlm8nuZBdHnnA4f89aGRV85S30MXnEVO57vwdOp52Rb3xPUX4xNeplcedbN3LqZe1Krx3wwMfRVaSK/Yx87buIBG6Thv8R09xVo24mfq+f/J1V2cCMjx7SWThlKQ2a1ePfBWYugVXDZte47uluzPp5Pkun/2Ma+1CKghVzVrFm8fqYQVrP39aY+19fR636e8HrZm+gNQbX6ajg2tLC4GKrh6Q/je77HfQY+aXEBnp0DYXdlH3+QHjmbfY9cSLuLibHw924zzIUa3kbuwqC48QYbYbbFSfYspHkq1FJl0NwJWhZiK12HLnLoSVj7mhoAy3NKOqS0gMKBrPbfOUBrSEUvE+pWcm/DbVzHmS+j7hOrnz/CcRS+NWg9mHZdH90b4e8Vw4Roc/XD/H7yOlM+GwydoeNc27uhL/Yz5uz/426XtOMqFJN07jmycu5+onLCPiDOJz2qEFrzWLz6MvyTjnx9jayG9Zg86pKxFPEsgyYXSqCw2nnpuev4qkLX6ncTXFwuBwc1qIhnbqfwo1H3lfh9XpIj1u7d/bkVF65+zBeH7XywDHrROHASGXsN0wuhYNQhYNRac+ihYt+66FtYZNMDIVv/5+xMepfW8k+/aA1AH07u80jTqMKmKNF7NtcncFxrJHlUxVhfFlckHIPmrM5ur0ZBJcQqfjdkHQlYOzriIih/KtTacp1OubGEAfiuQwALeUelOMEo3SjXoB4zkcVfIBZKmWV9wKSnYB9kmpgKfz/ADabjTOuOpkzrto9ayjKL0aZuC463A66XNex9LWIlJpwypOU7qFgD2bmdqeddl3b8unTIyq+WEHrzi1Z+Mcy07QUZXF5nBxzSnPsDjvuZFeUm2xV8RX5efXG/ihdJSirp3DWlTkoJYgcYKEkkgZauuHN4p3AboUUfs/znkD3z4PgAsP+HXMUtiPJNxuRrf4ZVNqzR9+KMfN3g6MtknYv4mgVX2SxQeZH4B2P8v4EWgri6YY4DTOqZLyN2nkNqHxQ4dWZ62RQCn1Le1A7ULZGSOrjiLtT5eSM6N8FmR+hcnpgvE9irC7S+iL23UF94mqHuHavkNWu3uYNhqpWcyORWAr/IGDd8g38/MkkCnKLaN+1LW3PPjYqA2h5klI9PDXyIfp2ex1N09B1HaUruj96SZS3jRkfPzUc7x7m2knNTOGiu85hxKvfVZiV0+Vx0uX6jtQ7vC7jh/6GzWbDW+SN0jd2l52XfnoSu8NOUX5xVB2C6qCUSnheoXqNfWjaAabsS0h9DLy/Yuo9Qwi8X1bchrM94jwWAJX2NOQ9ReU2eUtm9kUQmIrydYhS+Erp4J+C8v4CkoIkXWYEWondUNjODhEmGbE3hOyJ4JsC+hZwHIvyTYn0EAqtReXeD5kDENcplZAzEnEeB7Wmgn9mOBnbCUaR8rg3ZYEy2WeS+IWQ9iaWwj/AmfDZZPr1HEQoECIUDPHLsN859vSjeXb0I9hs8TMMnnju8Xy5fhDTxszCV+znhHOOo/Zh2XHvAaN62Ndv/lAlV9PyaDaNVyY8RUp6Mt0e6sqXr3wX1wzi8/pZvWgtuVt24XQ78CS7ubL3RZx0fmv+nrmS1UvW0+SYRpzR/WQ8yUYE65Y123C47QQDVbOVO1x2Av7gHsU6uTxO/N5AzOC1BdOSObJ1EU5nIpR+yeCegNWHyoPcB8JtVcGOVh7/Xyh9J6JloSVdjp73NLEVvoeYg0vB26jk60qDk5TSUbl3gn962HxjQxV9ZlwuDkNeFUKl3BWRjljEDu4zwm0EYec1Jn16UflvVUvhG304jGCvypJya7gYTFk5PJB8W7X6TwSWl84BTGFeEW/3HBTh5+4t8DL/t8X8+e3MSrWRkpFMl+s7csHtXSql7AGmfz8LvZJ+9Wa4k1107XkWTY5pxJql61ky/W9DKYuxQVo+4RsACr56dQx/fDuDwtwitm/YySd9vuLedo/z/oNDmTdxIcedcXSpsgeo1bBGlQYlh9tBxys78Ohn91b6vTBtx2WkYn7yywdiXvPdkJoU59sqUKcewBn3CgBs/4Pkm8HW0Kjv6rkeqCBtg6QRO2tcidfOHgxG4oTA0jKvY1V6coInXspxv+EGWSraL4ZXTOkGbci4Br+xX6CKDPkLBqD888ybVHkx0i4AodVxZEksknSzEXhVUhxFPJB8s2EK209YCv8AZv6kxdgc0bN4b6GX34b/YXJHYnC4HGi2qn01jmjzP45qdwTHn9mSXkPv5q53bmbr2m3c2/5xZv44z/B8UYAIadlxcqiU00HBQAhfkZ81i9fzcKdnCIV2K/jk9GTOuemMqOLrsdtWbFyxmdadW8WsLFYRmk148acnuar3JZzWrT33DjCfre3a4eCuc5qhSwzzmb0Vkv6MEdxTUWpR5wloqb3Qsn9Fq/kdWvqTRmphZztjU9XRGhwdMH7O4c9N7WW3UBWAsp4uSd2JHoRc4OmGOJoT+xkFtN0mDuUdhxGbWRE+VPE3MZpMi5FYDWOjeR8hImip9yG1/kJqjkNq/WW83o87+ZbCP4BxumMrsrXLNvBhr8/4e3biN4BOvbydafRuLE6+5ETenf4i7/z5Iq9O6MOpl7VDRBj5xvdRZpxQIMT2dVX3v1dKkbNlF/MnLYk4ftc7N3P5g11JSqu4vFzAF2TVwrX06zmI1p2OqVYKZ6VDy1Oal77u2vMs2p59nGlb6bWPwEaMSN/gEpT9GLA1IP4s3wHO6KA+cZ6AlvUpWq0paDW+ZPeMvcTs42Pv5OcBsIO9GWLfPZhJyt3g7oSRkCwVcIGrPZLWG9xdiJk8zH2psSm6+0AlZVAmqRDCsojdKIcYVVDdjaTEXpXtLURciK1+uefcP1gK/wDm2NNbxNycXbt0PSPf/J4HO/bh46eGJ7TfmvWyuPT+ODVGNaFNl1bcP7AHIzYP5plvzPcTls34J6bLZnUmOUF/kC1rtkYcW798I0opzu/RhZSsigtIB/1Bpo6eQWadjOrNtCTaDfXOfjeSnJaEI1yDwO6w4U5xc9+7Z8XRuUHYcREUjSCuh4t4EPdpcUVSyh/Ok2PWmYZ5fdeq4jYCiXAaG5ZZgyLFFAdaRj8k+2ckox9Scyxa5iBE3IiWjmQOMO4tOzI6OyHpz5Z5jkC4oEllSIpZVhHC5pTUR40VEDawNUUy+yNVscH/B7E2bQ9gHE4Hz33/KE+c/yJKKULBEP5iw31OKeM/viI/37z5A52uPpXDjmqwR/0F/AF8RX6S0jxs+ndLzOuUrlg4ZRlXPXoJmbVi1yE9rEUDlv0VI5eICA6nDUfYJVTTNHxeHwFv/A3YzFoZpX+PevsHPnp8OEF/sErulLquSKuRSt3/1WLjitjPacZhLRpEubE2PLI+gxe/xbfvjGPZXyv4X6vDuOS+86jTCNS2eC6mQeKnRE5FsoYY/uNxEWIuVyQJav4KufdDsKwfeyVn/7ajkLTHwHkChNYadWFtsYuyiK2ekX2y/HHXaVDrLyMVgioA1+lotjKmnMACVP6AsCtoBUgSONuDK7aLpYggyd0hOW7Wl0MOS+Ef4BxzcnO+2vghM8bOYfKIqfw5ZlZUJGgwGGLamFnVVvjeIh/97/nISMQW0snITiNvZ0Hce/xeP6/d1J9hq96POVPu9vCFjB86yfScpml88ve7LJu5kqRUN8eefjSzJyzg7TsGGSkTTPSR2IRmbQ0b7PYNO/josS/wV+Czb0bT4xrj8ri47ZXr6Hv561GBZPG47/0epsdr1svi1pevjTquHMcZ6YerjEDSxRX6qIMxu1b2ZubKUgVAFSNZQ8D3C8r7I+Ax6sAG/yF2cjEHZH2N5jQClVRwDejbwF59l0IjdUFkRK1SCpX3BBSPxdyTp5xMjhORlBvBeSoiloGiqljv2EGAO8lFx27tObqDeQoHTdNKzQnV4cXu/fht+B8EvAFCASMpWkXBTwBb1+7gj1EzYp4/rEVDTuvWPmryqdk0Wp52FNkNa3LqpSfRpsux2B12TjqvNZ+vfp++3/aKKhFpc9hod34bsuoYCmfG2DmVrkxlsxtfc4fLQVKqhwc/NNz5Olx0Ak1aHlZp04472cUxJzev+MIySOYHYbNCNTBNyFVVfLC9C6r4a8R9NlpGP7SMl5AawyH1QWKaeyQZcTRH6XnoO65Bbb8AlXMHauup6HlvJK6Kk/+PSip7AA3JfBtxdbSUfTWx3rWDiJTMZNPC5CLGRmt12LpuO7MnzK/WTBnglRveZeva2KkTHv7oDpq1bYo7xY3dacOT6qZGvUx6Db3b9HoRoX3XE3jooztJr5mKK8mJw+Xg1EtP4rHPd6c9sDmiU0GYtwc3v3gNp1x6Elc9ejFDlr3N4cc1AYyB8sbnrqr05q3fG2D14hhpBmL1r6Ui2ZMg+S7QssMpiMObm3FxI57zqtRXbAKQ9zR6cHfeIREn4j6fmCpAko2KaLsegcA8jNTE+cb/iz6tfIGRClDF31E5Ze+C1McQrXpJBi0MLJPOQcL6vzfy7t2Do08I3PPerdRqWL1i11tWb8PhclRb4etBnXEfTeTGZ680Pe9J8dB/+kvM/XUhE7/4g40rN1O/WV22b9hJdoMaMdvtdNUpdOzWnu3rd5KSmRxVSKbDhW3pb/Z+lKNGvSyuePjCmOc/6fNVhbV9S9BDOl+99h29YwxWJSilDJMJfrAfhYgdSb0PUncPWHr+21A0BJSX3farElu8CzyXgqNtpeQCwH0hFKwitolGh9xHoGbZNBd+Ys/5BKXnGrneozJZFqMKP0I8sd9XpecbtW61uogt9uccf0M5rJ5cnZCUO+Pn27GoFJbCP0gY/e44o1hKOdweo3B5dWl0VH3TfPqaTUOzGUFSxQXemEox4A+yZU385GhKKb7t/yNzf12It9DHoqnL+G34H1z71OVc1Tt2EjqbzRYzQCqtRiq9PrmbV65/N+Zg5UpycW2fy+PKtmapeYK4WEwa/gd3vHkDaVnmsQQq8Dcqp2c4pF4DHJDxBuKKdK2UlDtQWhb4fweSDJ96PRfwIu7OiCNeUfFoJPkalO9HCCwh5kZwcB66Xoimhb2ZtHpgy4ZQ+ffACZ7zQM83MmKaffR6jmkXSilU/mtQ9Fm4Xqwf5T4LSX/ZdPNZPBehfD+Vi0YFcEBaH8R9AaJV7H1lUTksk85Bwqyf5pkeDwSC7NiUW+1202umce6tZ+JK2u0jLCK4k118tOhNnhn1CH2/7UW7rm1M73cnu2htUtqxLDN/mleq7MHw8vEV+fn0mZHs2GSuOCrDaZe3Z/i6D+hwYduoQLGUzGRufelqzru1c9w2supkVKlPm93G1NF/mZ5Tyo/aeR3o6w0FpgpB5aJy7kKFdlf0VN7fUFvbQcFb4J8FgZmI8xi01DvQUh+okrJXoY3oeS+jcm4HxwmQfEf8G7xjSv8UEST99d3ulmD8bauPJN8ezl8TXaITbOCKjg0AUEWfQ/HnGCagAsAP3l9QeS+ay+NsD57LMfzvHeH/u5GM/mhJV1rKPsEkROGLyDkislxEVojIoybn00XkexGZLyKLReSgLHG4P9kWo1hIKBCi+YkVJ0OLx539buKWF7tTu3E2SWlJnHRBG/rPeIl6h9fl+E4taXdBW5777lE6XXNqRFSrw+WgVqOaEQXVzfhj9AzTjJY2h405EyoqvRefnz+ZxOxfFpa6ZYoINrvGUScdQd2mdSq8/9qnLo8Y7MDYJG9wZLRrIRguncUFMcwmvsmYV2YKoYqMqFAV2ojKvS9cJanAGBT07aidN6JU1RK4qcAS1Pbzjdm0f5rx/6KPw2kVYuCPLOguztZIzZ8h5S7wXI6kPYPUHGPsPYgGqX0xlHCJqnCCpCEp95Rv2aDwI5PZuheKRxl+9uUQEbS0p5AaXyOpDyJpjyG1JiHhvDgWiWWPTToiYgPeA7oA64GZIjJGKVU2JPIuYIlSqquIZAPLReRzpWIlvLAoTzw7c80GWXvUtqZpXHLv+Vxyb+xgK4Den9zNT6e1YMz74/EV+zn9yg5c/mDXuBHBYBRy12xalK+8JoI7pbKRldH4in188vRXEdG8RryCYuZP81g4ZSlnXnsa98dwpQQ45+ZOFO4qYthzXxPwBbDZbXR7+EKOP7Mlj571XFQBGNGEE845zrwxfcfu9LwRGNWXAFTxaMyTjOngnWiYUiqJynuGyELdfsMNU2sSrhJVHgfYD4s6KrZaSIr5ykDzdEHZh6MKP4LgOnC1Q5JuiO2Lr3JjSBs00j2IecStOJqBo1mMey0SRSJs+CcCK5RS/wKIyJfARUBZha+AVDHcKlKAncSPOLEoR9uzjmX62NlR9tSjTz6ywqyZiULTNM67rTPn3RbfTFKes288nR8G/hylPAFOPPe4asuz6d+tcV0zvYU+Jnw6mYvuPJsmLaMVHRgzzMsf7Mol955H3o58UrNSsDvsKKU49fJ2/DHKWJ2IGHsCF/Q8i4ZH1jfv0HkC5gZvOxSPRi8eCVpNTMv5qVCpslShzeCfYczUXSeb2r6V0o2CINFnjIImWj3QN0XKIw4kbiIzc8RxNJLxZuUudhxvuFqWx1Y3ToI1i31FIhR+faCsr9p64KRy1/QHxgAbgVTgSqXMnYxFpAfQA6BRo0YJEO+/wZ39bmLJtOV4i/z4i/043Q4cLgf3D7x9f4tWIU1aHkbPN29gwANDcTiMWsAiwvPfP4rLU/38Ill1MirMh6+HdGb9vCCmwi/BZreRWTuj9LWI0Gvo3Zxx1SlMHP4HdrtGl+tP59jTj47ZhtibojwXQPE4drsaahgz+vD8Rt8cWwhnO/T8foZZpLSGqhOyPjbxUAl785h55UgSUuMrVO5DEJhryGCri6S/hthqxe4/AUhqb9TOOWHvo5IUzC4k7en9mjTMwiARCt/sUyw/zTkbmAd0ApoCE0RkilLR606l1CBgEEDbtm0P0AoS+54dG3dy2NENWTl/NSkZmZx8yYlc16db3NQGBxIX3H4Wp3Vrz9xfF+HyOGnduWWFpqCKSKuRSoeL2jJtzKyYnjp2hw1Piouta7eRkplCUmpkQq1QyMjiabNHr5JEhBPPPZ4Tzz2+0jJJ2gvg7IAqGm6YVYL/Er2YFQx3xPBx8YD7IghtgsKPMTY8S8xUhaicWyF7ilH5qYxsynMZFH9NZC4eN3iuRGy1kRrDDNdK5Qcte58oXHEcCTW+RRW+D/6FYG+CpPSssteRxd5B9jRiTkTaA88opc4Ov34MQCn1UplrxgIvK6WmhF9PBB5VSpm7O4Rp27atmjVr/1Z5PxCYMXY2z13xZqlJRAScHievTuhDi/ZH7mfp9i++Yh9v9fiAySOnmQal2Z02PMke/D4/uq7o2K099w/sQXGBl3fu/JA/x8xC6YpWpx3FA4N6Uq8SG72VRXnHo3Y9FvZWKYetGWhZIE4kqRu4zkLl3gu+8dHXSjKSORhxRnpKKeVF5dwdNv84DPu96zQk461K5N+x+K8iIrOVUqZBHImY4c8EjhCRJsAG4Crg6nLXrAXOBKaISG3gSCC6wraFKf3vHRJh/1bKqMM66JHP6PfH8/tRsv2Py+Pi6icuY/aEBRTuKiqNKbA7bNgcNvSQIj9nt8L9feQ0Ar4AK+evYdO/W0rzEs2fvIR72j/Opyv6RwV5VRt7U6P2aRROcHdGS70/4qiK2IAti5h4vmBkoswajAquhuAqsDdF7JYZ1CI2e+yWqZQKAncD44GlwAil1GIR6SkiJTXIngM6iMhC4Fegt1Jq+572fSjg9/rZGiOw6Z851piplKLPhS+za9uuiAAy0TRqN64VFVTm9wb4Y/RfbF+/IyIJndIV/mI/Ez+fkjDZxH44OI8nKo2COJGk6CyORqoDk7z+KmQUOYnZT2PEfYal7PciKrAMfefN6FvaoG87C73o68TlE9qHJCTSVik1DhhX7tjAMn9vBKpXYugQx+6040p2mRbZzjgA7fdrlqxj7Ie/kLM5l3YXtOW0bu1wOGMUv0hIf+vZsSknKuNlwBdgc4wUz5ompSUjy+It9LFmSdVy5VSEZA5E5b0MxaMBHzjaGL7u4WpRyj8fVTgYQuuMVAr2ZhD6p7SeqxFx2hfRqr/qUIElqOLvQQUQzzmGDPthA1WFthglDJUO7jONVMoHASq4ArXzqt0FV0L5kPccSt9sFH45iLBSKxzgaJrGxfecy6h+YyNSK7iTXFzZ++L9J5gJv305lTduGUAgnJ9++g+zGfX2WN76ve8eb9DGwlfsR2IUiXEluQgGQlH+/6JpaJpGwBdpbnEnuzi8ddOEyifiMYp8pD+LUipC0erFP8GuXpRWpwr+AyRBWi/wzwEtC/F0QxxHVLt/vWAQFPTHCAhTqOKR4Lk4ovDIvkAv+hrynqU0F3/+q6jUR9CSr9+nclQHVTAg7HVUlmIo+BCVfAsiFVdbO1CwUiscBNzw7JWcd2tnnG4nnhQ37mQXV/S6iK7VrMu6NzA2TwfiK/aXKlhjxryen4b8ttf6Pfy4xtjt0V9jl8fJebediTvJFeGr705yccOzV9DoqHo4XLvnOza7RkpGMqdfufcqIpVV9kqFIO8ZDLfKkuVJACiAwEK0jNfR0h7fI2WvQhug4N1wH3q4n2Io/jZ2AfB47SmF8s9EFQ5D+aYSw7PaRI7NYWXvC8viM/7lv2bsPxzoBOazu3RkGUSDUIwSlgco1gz/IMBms3Fnv5u46fmr2LEpl+wGWXvkv743WD5zpWkQlK/Ix29f/sGFd569V/q12W30/uxenrviTUKBIMFACHeKi4bN6nHtU90456ZOfPzUlyz6YxlZdTI4/coObFu3g8NaNCSrTiYLfl+CHtJp17UtPd+4AXfSPnpfQxtj1GQNhTNUJgDfZMy9pr0o78+I87hKN6X0AtTOGyC00thTEJuR57/GcESrINLbOyGGHCGU9yckpafJuQMIW2PD5FYeFTBSXh9EWAr/IMKT4qHBEQfm8tGd7IqZ/iE5PUFeLzE46bzWfLjwDX4c/CvbN+yk7dnHceplJ+FwOmjQrB5PffUgAF+9+i2f9R1JwBtA1xXuZBftL2zLY8Pu2/c2bS0N01kjgBZdVUop3QjakjRES6lkJ07DhzfqY7GBVC2lhcp/A4LLKc0VpIDQOtSuPkhm/wru1jF/VhUjFcWBhaTcgdo5k8ggNze4z0O0A28fLR6WScciIRzR+n+k1UiNKk7uTnbR9Y69M7svS90mtbn5havpNfRuOnU/JWqjePuGHXzy9Ah8RYY/Phgmp2ljZjF34qK9Ll95REsH12lEe/B4kORbIw7pxeNR205GbTsHtbUdes49KD1+CUoA3GdiXr/RjnguqJrA3jFEJ4YLgm8iytT1tAyuTpjP8B2I+8AxS8ZCnG0h/Q3Q6lCa0dNzOZLed3+LVmUshW+REESEF8Y+RkbtDJJSPXhS3DjcDi6++9wqRaruLWaNn19a6rAs3kIff4yOXaZxbyLpr4Tz77hAUo3/J90M7t3KWPnnw65HjMRseAE/+H5D5d5fcftapqGocANJRkQvLkjtjdj/V0VpY83ES/YG4shhbwip9xt9Ywv/c0PyLXu0R7Ev0TxdkOzJSK2pSO1ZaOl9DsrgNsukY5EwDmvRkOFrBzLvt0Xk7Sig5anNqVk/XrWjfYfT4zTdY9BsGp7k6mfs3BNES0WyPjY2V0NbwH4EokUWVlGFg4hMnQDgB/8MVGgTYotf/EbzdEG5/gDfb0YQmKtj7EyX8XB1Au+PRCp+DRwnIDEyYEbIkXwLynU6qvgnQEfcZxlpGA4iRAQkY3+LsUdYCt8iodjsNtp0OXZ/ixFFuwvamO4x2J12Ol932n6QaDdiq28UGzEjtA7TGbQ4jEGiAoUPGHVgPRftmYypj6L8s0DPA4pKVwuS/lzl27A3RVLv2iM5LPYMy6RjcUiQlOrh2dG98KS4S01OTreD21+7jibHHMARqs4TMJ2XqYCRumEfIbZaSPZ4JO0p8FwDKb2Q7ImIvfE+k8Fiz9nj5Gl7Eyt5mkWiKS70Muunefi9Adqc1YqM7APby0KFNqO2XxBOwFbi6eKB5JvRyhRFt7AoYW8nT7OwOGjwJLs59bJ2+1uMSiO2OlBjNKrgbaOMoZaFJN8G7q77WzSLgxBL4VtYHOCIvSGS8fr+FsPiP4Blw7ewsLA4RLAUvoWFhcUhgqXwLSwsLA4RLIVvYWFhcYhgKXwLCwuLQ4SEKHwROUdElovIChF5NMY1p4vIPBFZLCKTE9GvhYWFhUXl2WO3TBGxAe8BXYD1wEwRGaOUWlLmmgxgAHCOUmqtiNTa034tLCwsLKpGImb4JwIrlFL/KqX8wJdA+cQdVwOjlFJrAZRSWxPQr4WFhYVFFUiEwq8PlC0Hsz58rCzNgEwRmSQis0UkZiFLEekhIrNEZNa2bdsSIJ6FhYWFBSRG4ZtVNiifoMcOtAHOB84GnhKRZmaNKaUGKaXaKqXaZmcfXOXDLCwsLA5kEpFaYT3QsMzrBsBGk2u2K6UKgUIR+R04Fvg7Af1bWFhYWFSCRMzwZwJHiEgTMUrAXAWMKXfNd8CpImIXkSTgJGBpAvq2sLCwsKgkezzDV0oFReRuYDxG7bIhSqnFItIzfH6gUmqpiPwELMDI8TpYKbXvC4laWFhYHMJY+fAtLCws/kPEy4dvRdpaWFhYHCJYCt/CwsLiEMFS+BYWFhaHCJbCt7CwsDhEsBS+hYWFxSGCpfAtLCwsDhEshW9hYWFxiGApfAsLC4tDBEvhW1hYWBwiWArfwsLC4hDBUvgWFhYWhwiWwrewsLA4RLAUvoWFhcUhgqXwLSwsLA4RLIVvYWFhcYhgKXwLCwuLQwRL4VtYWFgcIiRE4YvIOSKyXERWiMijca47QURCInJ5Ivq1sLCwsKg8e6zwRcQGvAecC7QAuotIixjXvYJR+9bCwsLCYh+TiBn+icAKpdS/Sik/8CVwkcl19wDfAFsT0KeFhYWFRRVJhMKvD6wr83p9+FgpIlIfuAQYWFFjItJDRGaJyKxt27YlQDwLCwsLC0iMwheTY6rc635Ab6VUqKLGlFKDlFJtlVJts7OzEyCehYWFhQWAPQFtrAcalnndANhY7pq2wJciAlATOE9EgkqpbxPQv4WFhYVFJUiEwp8JHCEiTYANwFXA1WUvUEo1KflbRIYCP1jK3sLCwmLfsscKXykVFJG7MbxvbMAQpdRiEekZPl+h3d7CwsJiX6OUApUD4kHEs7/F2SckYoaPUmocMK7cMVNFr5S6MRF9WlhYWFQX5ZuKynsKQlsAQbk7I2nPI1rK/hZtr5IQhW9hYWFxsKAC/6By7gSKdx/0/oLSc5GsoftLrH2ClVrBwsLikEIVDQF85Y76wT8bFVy7P0TaZ1gK38LC4tAi+C+gRx8XJ4TW73Nx9iWWwj+IyM8p4PWb3+OClGs5z3M1fbu9zvaNO/e3WBYWBxfOtoAj+rjygb3ZPhdnX2Ip/IMEXdd5sGMffv3iD3xFPgK+AFO/nck9Jz2Gr7j88tTCwiIWknQDiIdI9ecBz+WIreb+EmufYCn8g4S5vy5ky+ptBP3B0mN6SKdgVxG/j5y+HyWzqCzL/vqHd+76kNdvGcDMn+YaboEW+xyx1UJqjALXOSDpYGsIqQ8jaX32t2h7HctL5yBhzeL1Ecq+BG+Bl5ULVtOFjvtBKovKMvzl0Xz+/Nf4vQGUrpg84k/adW3L45/fRzgC3WIfIvZGSGa//S3GPsea4R8kNGxeD7srenx2J7tofHSj/SCRRWXZtn4Hw/qOxFfkR+nGrN5b6GP697OYO3HRfpbO4lDCUvgHCa27tKJGvSxsDlvpMc2m4Unx0PGK9vtRsoMPXdcZ9+Ev9Dz+EW488l4+fnI4hbsK91p/s8bPQ7NF/9S8hT7+/HZGldvz+wIsn7WSjSs3J0I8i0MIy6RzkGCz2eg35Tnevfsjpo6ega4r2p59LPcNuA1Psnt/i3dQ8drNA/jjm+l4C43N7pFvfM/vX09n4NxXcXlcFd4fCoaY/sNs5k5cRM36mXS+riM162XFvN6V5EK0aLONza7hTqlaSP+vX0zhnTs/BGXI0ahFA/p+24ua9WtUqR2LQxM5kDeO2rZtq2bNmrW/xTjgKPnMLNtv1Vn/zyZuP/Yh/N5AxHF3sou73rmFc246I+79fq+fh854hjWL11Fc4MXpdiCaxvPfP8pxZxxjek9RfjFX1rutdIApwelxMmDmyxzWoqHpfSWEQiG+ffdHRr7+PTvKueFqNo2Gzevx4YI3re+DBQAiMlsp1dbsnGXSOQgREevHXU2WTv8bm90Wddxb6GPurwsqvP/7gT+zasEaigu8APi9AXxFPl7o3o9QyLzcQ1Kqh2dH98KT4iYpzYMnxY3T7eCON2+oUNkDvNXjAz5+cniUsgfDU2vL6m2snLe6wnbioZQfpeeglElAksV/BsukY3FIoXSdgC8QddzutFP7sIoL7vw67Hd8xf6o474iH6sXraPpsY1N72vduRUjNg/mu/d+4u+ZKzii9f84+eITK+xv67rt/Db8j6gVSVlsdhs5W3IrbMsMpQKo/FegaASgg5aGSn0czXNBtdo71FBKB994VNEoACTpUnCdjciBOZe2FL7FIcNfP87l7TsHEwxEz8Ttdhvn3da5wjbsTpMITUDpCrsz9s9JKUX/uwczacQ0Ar4A03+YzbDnv+aprx7kpPPbxLxv1YI1OFz2uArf7w1w5AmHVyi7qVx5z0Hxt4CxYkHfDrseR2mZiOvkarV5qKCUQu16GLy/UpKITfn/AvfPkH5gmtgOzGHIwiLB6LrOaze9h99kdu5OdtF3TG/qNK5VYTvn9+iMOzl6YzerbgaNmtc3ucNgxtg5TB45DV+RDz2kh01Bfl7o3i9upHTtxrVMB6iysl/16MWk1UitUPbyKL0QikdTquxL8aIK3qtye4ccgQXg263sDYrBN9E4dwBiKfxDlPV/b+SrV79j5Otj2LRqy/4WZ48pzCti3m+LWLXIPNvhxhWb8RaWV2wGmbUzOL5Ty0r10+X6jrS/sC0ujxOnx0FSqoe0mqk8M7pX3BndL59Njtq0BRBNmPfb4pj3NT66IYcf1yRq9SAiHHXS4Tz2+X1c//QVlZK9BKUUSvlQoe0g0fsZAITWVanNQxL/n0b+nfIon3HuACQhJh0ROQd4G6Pi1WCl1Mvlzl8D9A6/LADuUErNT0TfFlVn+EujGPb8N+jBEIgwtM+X9HjtOi6669z9LVq1+PqtHxj65HDsTjuhQIh6h9fhhbGPRbgqulPcMWfKyRlJle5L0zQe//x+Vi1cw8Ipy8isnc5JF7TB6TI39ZQSZ3Vf0dL/+R8e441b3mf62NkAZDeowdVPXka781uTkZ1eadmVUqiiYVDQH9Qu0LJARUdvg4CjcgPgfwGlFOjbQJyIllH5G7V0wEn0CskJWlriBEwge+yWKSI24G+gC0ZB85lAd6XUkjLXdACWKqVyRORc4Bml1EkVtW25ZSaeNUvXc2fb3lGmDafbwcfL3qZWo4o3LqvK6sXr+Gf2v9RunE3LU49KqG1zzi8L6HPxq/iKds+0NJtGk5aNGDjntdJjX736LR899kVU/hp3sot7+t/KWTecnjCZzJgxbg7PX/lm1Czfk+Jm5JbBlfL/Ly70MvqdcXzx4ig0TQj6Q5xwznE8+tk9eCrhz68XDoP814g0QdgxRqOyewQepMYIxHFkZR7toEb55xt2+NBmQAfHcUjGG4itTsX36jmobaeDKo48IR4k+zdEix2bsTeJ55aZiBn+icAKpdS/4c6+BC4CShW+Uqrs+mY60CAB/VpUgz9GzSAUY6Y79duZXHLveQnrKxgI0rfbG8yZsKA00jS7YQ1en/gMmbUzEtLHqLfHRih7MFwV1/+9kXXLN9DwyPqsnL+az/qONE1WdvpVJ9Pl+sTlIdq4cjP97xnC3F8X4nDZ6XxdR2579VpOPPd4zrjqFCYOn0LQFzRMNAJPfvUgSsG4D39h/u9LqPu/2nTqfjJ/fjeLySP+JCnNw8X3nMcpl5zIvImLGP7CqIjnnfnTPF694T2e/ubhioUr6E+ksgcIgtQALcOY5TpaIqmPHBrKPrQFlXMDqKLdBwNzUDuvg5rjK/S0ES0TMt5H5d7L7vz6GpLxzn5T9hWRCIVfHyhr8FsPxJu93wL8mIB+LRJMor0KRrw+hjkTFkS4MW74ZzOv3tifl358MiF95GzZZXrcZreRt6MAgF8//52AiZeLO9nFsR2PTthz5+3M5+52j1GQU4jSFcFAkJ8+nsjqxWt5c1JfHvywJxfeeTazxs8jKS2J07q1w2a30aPVQ+RsycVb6MPutPHF899gc9hKk+X9PWslS6adxdJpf+MtN7gFfAFmjJtD3o78uBu3SgWNgt2mJ/PQsqfFfTbDHDQcCgcZ7TiORVIfRRwtqvYmHUCoohEmJq2Q4anknwGuilOWiKsD1JoGgbmgFDiPR8S5dwROAIlQ+Ga/FlM7kYicgaHwT4nZmEgPoAdAo0ZWUrDKsmXNNj7rO5I5vywgo1Y6Vz5yER2v6BB13amXteOLF0cRCkbP8jtcfEJCZRr7wYQon/VQMMS83xZTlF9MUmrV0gqsnL+a5TNXkt2wBq07t8Rms9G+axtWL1ob5baoh3SaHtcYgIAvSCzLZcAXYMJnk/lpyET0kM7ZN3Wiy3WnmQZnxWPLmm2MeO27iARpAAFvgL9n/cuot8eSszmX7IY1Of/2LqRmGsWyBz78CdvX7yAQVu5Bfyj8/92KyFvo47v+P5GRbW4Xtjts7NqeF1fhi9hRWi3QTTbotRoo32Rwto+prFTBW1D4CaUrBP901M7uUOMbxF49l9D9TmgtEO21ZeSt2FTpZkQc4Kw4puJAIBEKfz1QNlywAbCx/EUi0goYDJyrlNoRqzGl1CBgEBg2/ATI959n+4Yd3NG6F4V5ReghnW3rdvD6LQNY//dGrnny8ohrGzWvz/VPd+PTZ0ag6woRY2Z/++vXU6thYos/+L1mPyaDgC8AlVT4paahXxYAgs2mkZqVwpu/9+Xie85j/MeT2Lk5B783gAg4PS5uf+MG3EmGXbxjt/b8NGRilP1cD+lM/fYv5k9aXHrunzmrmPLNdJ7//tFKzfwLcgt59rLXWTJtOaFgiFAwOlLVV+Tjg4c/QQ8pXElOPnr8c1779WmatWnKlK+nlyr7eDhcduodXocdm3LQQ5F9aDaNOk0qdikl5WHIe4qoTUY9F5X7ACCQ+QHijDT/Kr0QCj8mqg6s8qEK3kMy3oq4VhWNgOLhENoOOMBeB8Rt2MeTb0RsdSuWdV/gOAG8PxNl5lI6OMzTZBzsJMItcyZwhIg0EWN6cBUwpuwFItIIGAVcp5T6OwF9WpThq1e/o6igOEIReAt9DH9pNEX55W22cGWvixm04A1ufr47N79wNR8t6ceFd54Tt49QKMSfY2bS/94hDH95VKVKK7a/8ISI7J4l1Gtah/SalfdiGPX2OMM0VOTHV+SjKL+Ybet38OLV/UjJSGbg3Fe5rk83WnQ4klMubcfLPz3BBT26lN5/9MnNOfPa03AluUAMc4/T4+Siu8+JUPZgKOcFkxezcMrSSsn20rVvs2jqMvzegKmyL0EPqXD7foryinmhez+UMgaAyqCU4oKeXfCkurHZd/9sXUkuerx2HXZHEBVcZ6RICG1HLxiAnvsAeuEnKD0fAC3pIiTjVbA1wSjxVzKgeUEVgMpH5dyG0osiOw+tBzGbG+oQ2J3eWekFqB2XQMErEFqN4ZCXA8GlhsmjaBhq+/mowD9xntOHXjAYffsF6NsvQi/83DBH7QUkqSvYahBZ7tANrlMQx3+z1OEez/CVUkERuRsYj+GWOUQptVhEeobPDwT6ADWAAeFZUzDWLrJF1VkweYnpRqzfF2Dx1GWccM7xUefqH16Xbg9fWKn2/b4AvTo/y8r5a/AWeHG4HHz+/Cj6fteb1mfGdt/rcn1HJn4+xTAfKbA5bDhdDnoNvavyDweM+zDaNKSHdP6etZJd2/NIr5nGVY9ewlWPXhJ1767teSyfuZLzb+tMl+s6MvXbv3C6HXS6+lSmjZlFwGdSVKbIx/zfFtPqtPj26dxtu5j76yLTwjQVsWPDTjav3krXO87mo8e+iNp4LotoQlpWKqdd3p6jTmrG5y98w4LJi8luWJOrenfl+JN+Qm15EGPjMIBhUdWM196JqMIPoMYoxFYHcZ+DuM9Bz38DCj8CTGT3TQKPsXmvlB8VmBXtiVKCrUnpn6rocwhtxLRAOBiyqSAq/wUka2jUWaVCxoZpYBmlq5D8V1D+KUjmwJjvT3UR8UCNb1AF/Y2ZvrjAcxWSfGPC+zpQSIgfvlJqHDCu3LGBZf6+Fbg1EX1ZRFO7cTb/LlgTdVzpimHPfW2q8KvC2EETWDF3Fb4iQ+mW5KJ5sftbfLXpQ2w2G2uWrmfl3FXU+V9tjjrpCFYvWsvj571oXFvGMNfzzRuqnAYgVloBETHNiwPGjHhony/5+o3vcbjshII6dRrX4qWfnij1z188dVn4XORg6XQ52L5hB/3vGUxWvSzOur6jafrhvB0F2B22mDLEQymFzaZx4Z1ns3jqcqZ9PwvNpiECriQn/mLjfQuFdDJrp1OncTY3HH4PTVo14ro+3XhwUE8A9LyXoGgY0Yq7ROkWg+5H5b+KZLxZ5nSeyT0Y5gxVGJbRj9p5NQT+wVyJu8FzIXr+20AAvBMxt4lHdAD+aFdrpReh8vpCYD6RW4Be8E9DBRYgjlYVtF11RMtE0p6CtKcS3vaBiJVL5wAnGAgy9duZzJ4wn+wGWZx94xlRvvJXPHIR07+fbep2+M+cf8ndtqtKATrl+XXYlFJlXxa/L8DymSv48uVvmT1hATa7htIV9Y+oS1qNVHyF3ojN0lAgxKfPjODcW86stGdMcaGXDhedwNhBv0TNpGvUz6JGjDz0U7/9i1H9xuL3BkoHjLXLNvDMpa/Rf4YRF3j48Y1NB5OAL8jE4X/gLfThcDn44gVjNXPMyUfy25dTmTtxIbUPy+bsG88wNVlVhAjUO7xO6ef45JcPsHbZBpb/tQJ3sotlM1cw99eFpKQn0aLDkXz9xvdsWb0VpWDLmq3M+WUhL//0BC1OckHRx5XoMWTM2svK4D4T5f0u0iURAB3COXRU0eiwsjeZ3Wv1wXUK7Hqc3auKSm65SXLES6V8qJ1XQHCleRsqCP7Z4GgV/o7rSKwIYYu4WAr/AMZX7OOB0/qwbvlGw5TitPPVq2N4ZtQjtD3r2NLrjjm5OalZKeTtyI9qQ7NpFBd490jh253mPy6lK34ZNoU5ExZEBHKtWbzO+Pmb/HbzduSTtyO/Qhv+1nXbee2m91g4ZWl4NmxD0wS9jAdMzuZc/pnzL83aNI26f1S/saabtKsWrWPz6q043Q56dX4uagMUjNl3yb0ls/dHz+qLUoZ5pSRR2qh+Y7n43vMY/fbY0gGx5HwsXG4njiQH9w64LeJ4o+b1SUp10/P4RyjKKybgDyJipF0oO5ArZewzDHhgKP1/qkLFK9kd2KWUQkmqobRDazBm5WJsrCbdjNjqGRf6fsRU2WMH96VQNJDIgK3K4Iak7pGHin8Ip3KIkTNInCjJMBK9FY0EfCh7CyTtGcR5rPk9FqZYuXQOYMYMGM/aJevxhnOvB/xBfEU+Xrr27ajc6526nxKxmVdCSkZypdL+xuP8Hl1MNxfTs9P489u/ouzrwUAoZnCXaBqeCrxzgoEg95/yZOnehB40Uhrr5RSpt9DHs5e9HrWyUUqRv7PAtG2b3UZBTiHf9f8pyqc9HiVdlCjzoD+It9DHhE8m8eKPT9DhohNoelzjmCsOMExQyRlJ+Ar99O7Sl7tO6M2GFbvd/4Y99w0FuUWlXjtGzhvzwePf+ashUNnyiC7wXB5u04/KuRV23hhW9gI4wdkZyRyMlnpfGYFjDcpBKHqX2MpeI0q1SJIhh/tMJCVyD0f5JsfeIwDAAb7x4RTOXkBBcDEq53pUMNqUaREbS+EfwPw2/A/T3OsBX4BVCyKThF3z1GVk1snA5TEUs81uw5Xk5OEhd6Fpmqni2Lk5h6F9vuTx819kyBNfsH2DubfsSee3xlEuV4ymCb0/ucc0+yQYKwunJ3KQcHmcnH3TGRXmnZkxdg4FuYWms++oZ9iUwzdv/YDf5+ebfj/Qrc4tnGW/gh2bckwHQM0mND6mIUtn/FOtzdbyFO4qIrNWOs+O7sXAOa/R+dpT0WwxzFUCOzfnEvAFCPiC/D3nX+4/5Ul8Xj9zflnA5BF/msZHmJGUnoSRx6UinOA8AUm5BwBV+Cn4Z2LM3P0YrpZB0Dcgzt1xGLp/IajwzL9KaGA7Iryi8IDrAsgajWT0R7LHo2W8Zfitl8VWG8Pfw6y52pD+JvimEu0W6kcVDinzchZ6Tk/07Rei73oGPe819B3d0XMfQgUWVvE5/ptYJp0DGIc7RhCMrnC4I380GdnpDF74JuMG/8q8iYuo27Q2F999LgunLKV7w9vZvmEntQ/L5paXruGMq05m7bIN3Nv+cfzeAAFfgHkTF/Ldez/Rb8pzNGl5WETbHz7yGb5y5hHNbuOHDyZw4vltmPTlH1EuiYcd3YDTr+jAFy+ORrMZeV86XtGBnm/cwJRR01k8dbnhRnnJiWhapGLe9O+WSm+EBgMhhvb5is+eHUkoGCodIPN3Fhg5wJx2Av4gmibYXXZ6vn49ogmNj27I3IkLK212joUe0g13T+DfBWtYOuOfUhfMstjsNtAg5C+j0BXs2p5Pz+MeYfvGnaUrucpQ+7Bs8FwYzmUfY6PUfhykPYXmLONJVfw10cm+dAiuRIW2gAoYK4DQv5WWJRIFoZWUbgj7xkNwMdQci5i6doIkXYkq+opIk46AVhNqTkICM1DiNMlMGYLgMuMJir6LjDEIHwcgMBflnYBKfwnNc341n+u/gVXT9gDml2G/8/YdgyJs0SKGH/vHy9+pcONz3OBfGHD/0AiXP1eSk0c+vpsfB//CnF8WRNnZjz65Of2mPBdx7IKUa03dBu1OO5+u7M9dJzxKUV4RviI/DpcDu9PGa78+w5Ftm+It8rFp5RbSslOxacJNze+nILewtI2UzGSGLO1HZq2M0mNzJy7k6YtfLS0juCfUOiyb+k1rU1ToZd3SDfi9AVweJ2d0P5kfBk6IeZ8zPKDGKzyiaULT4xozYNarrFm6nrtPesxUaYsm1G6UzebVW80bEqo88HhS3bw07mGOav5CpBtjFHbwXIakPYuIhr7tzBipjwXSB0D+06DHkDMuJWac8onYAElG0l9F3F1M7jPQi3+GvMcA3fAUstVFMj9A7IehQptR2zoTPbA5IOkqJPVR1Nb2oPLiiyhpSK1p0SuMMiilwD8D5R0L2BDPRYhzz7zc9jVWTduDlE5Xn0LHbu1xepy4klwkpXpIz07n2e96V8rLZWifr6IUta/Iz8dPDmf+pCWmm6pLpi1H1yNn67HMDHpIp2a9LD5e2o/ze3SmYfP6HNXuCF744TGObNuU/JwC3rhlAHe27cXVDW7n6sZ3Rih7gIKcQnp3jhxgjjvjGBodVT/KjFQd8nfkU7NBDf6dt5qivGKC/iCFu4r46aOJsW8SeGHc4/R84waan3g4DleMhbAIt75yLQDD+o7EH2NPQOkqtrKHmMre4bLH/JyL8730PvtVpk5+ENwXEPunHITir1A7rjKUmftCzE1BCnbdYeSRqTIOcJ0DSTdiuvGqiiC4PG4LmucsQxlnfYLU/Aap+SNiN1aaYqsD7rMBd+RN4kSSbw4PYJUxz4UguCruFSrvaVTu7VBsRAurnTei5xvurCqwHOWbjAptq0RfBybWDP8gYO2yDSz6w8i9fsI5x2F3VGyJCwVDnOO8yvSc3WFEmhblRW+U2V12xhV9EaFonr7kVab/MDvCpq7ZNNqcdSwvjn2cAfd/zLjBv+L3+tE0DZvDRo9Xr2P80N9YtXBtpWzlP/m/jMhfU1zo5dNnRjB20ASK8/d8pl9Vvtk2hLQaqfi9fh7s+DTLZ64wvc7pdvDy+Kd49Yb+8ZV6FdFsGk9+9QBzJixgwme/xwzMyqyTwRdLm6EVD6aiZYJkDgHH8ajt54Fe+VwxZVrAsAKXncE7wVYbqTEGfJNQeU9Eu3pKMpLWF/F0rUafBkoFUAXvQ9HnRlSwsw2kPI6onSj/HCgcQMVK34VkT4iZ+lgFFqB2XEe0Z5ITbIeFI45txt5G0pVI6pMHZBlDa4Z/kNOoeX3Ou/VM2ndtWyllD4bNOKtupum5Ok1qc3xn8whZTSRqs/Tud28hIzuttLSfO9lFWo0U7n3vVpZM/5txg3/FV+RD6YpQMIS/2M+A+z9m9eLKKXuAR858lq3rds8uPclubn/teo455ahK3Z9IPClu0mqkkp9TwIMd+7Bibmx7tt8b4O07BlG3ae2EyqDrOm/eNpDLHriAyx+MXVC8MLeQ3Jz2RM1+TVBF3yBaMrgvqp5QyXdC1heQ9iI4jgXb/yD5VqTG6HC7XUBSidyA1QwPHfdZ5jIphQr8gwosQanYG9YiDrTUe9Fqz0CrsxjJGAB5j6Fy74TC96nYJmY3Uj/HyXOvvBOJ2hgGIBDelyg2Bhv8UPR1uDzkwYWl8P/D3PT8VVHulK4kJ7e8dDXKZGMRwOaws2jqsohj2Q1qMPSfd7njrZu46K6zuf31G/jkn/7UaVyLKV9PM63Jqod0At7Ke8EsmrqMB059imAgyIyxs3nqwpd5uNMzMd0rY5FVNxMRYU8mXve8dyuL/1zOs5e9zop5q+PmyAGjXGTHKztUOcNmXJThAfTuPR/x05CJMZ1llILk7LaQdDkV+mD4xqMXfASO5kDFBVeiKBpqKN6ky9FqjETL/gkt9X4kXN1JxAlZX4FWNjmaAkd7ynvhKD3HyPOz7RTUjstQO69BbTsZ5ZteKVFUwTsQ/Ce8mgiw25SkgaRgvBe28N8esDdHMt6N36h4ouQsfYaoSONiVNHQSsl6IGF56fxHCYVCnHyx4QHz6TMj2LZ+B3Wa1OLWl67hlEtOYtzgX03vE4neqAwFQxTkFHLmNadw3q1nRpzTbDZjVbCHpkGlK/JzCnn+qreY/fP80o1qp9uBiHkQV3k0m0Z6zVSatGxkZNasokx2p40L7zyb/vd8hFJQbJJ4LhYD7vs4au9jT1G62l08xuRRHC47p13eDk+yG3gKPbge/L/FaTEIBW9jjB4VpUAwE6gQlfcsUuOr2Nf4fga9rHuvAt/PqPy6SNpDAOiFH0F+PyJm0yrcfu7tUHMCYqsg+2fxdzGeIZzx094CCEBgMWi1EMcRFT6euM9DFfSr8LpS9Ao2iQ9ALIV/kFGy57Jt3XZytuyiUYsG4R/87vPDXxrFV698h98XICnVzQ19r+LCO86OaKfzNaey8PclptGoLU/dbUb57r0f+fjJLwkGgqDg3FvPpNPVp5CcnkzDI+txRveT+bb/jzH98ctSkeIO+gJMGzMrwqTk9wYq7Qquh3RWLVzLqoXmhcwrIiUjmR8G/hI3rXOsfkPBaijQKrRvxpEnHM79H9y++4DzJPBPI7bHDhWcqwSBeSilomzXKrQVgv8aBVKibOBeKP4MlfogBGZB/tuYm04wkqsVj0ZSbjc/X0rswVUcxxiJ0aA0TURlEHtDlKSAMi+qE4kdXJ0q3faBgqXwDxLWLtvAO3d+yPzJixEE0QR3kotQSOeGZ6+g20NG5ssRr33H8BdHl0aR5u0oYNAjn1GUV8Su7fkU5BTQ4aITOfXydkz4dDKL/lyOt8CL3WHDZrfx8Ed3luaRn/TVVD7s/XnEhuG37/7IDwN/xuawkZKRTCgYMq0mVYJogsPlQNOElqe1YOaPc2M/pAh2pz168IgzSDjdjriuk1Uhd2v1Zmz7w+/B6XHy0OA7Sj8rAEm6FFU4IOyvvpeEEneEslcqiNr1JHjHgjhBRaf3MC4sBgJG1axYyh6AAPhmQkUK3302FI8icqNWM3Lulyj7SqAC/6CKhhjeO442FSh7G4bpyAVaGpJyR6X7OVCwFP5BQO62XdzX4QkKdxWCAoVChVRprvtPnx5Bg2b1aHdBG758+duolAG+Ih8fPf4Fmqahh3QmjZhG/SPq0LhFQ9p0aYXT5aBu09qcfeMZ1Gu6e1Nr2HNfm3qHBAMhgoGQaUK18ihd4U5ycte7tzD3lwUxfc41TajXtHbExm1F2Ow2uvY8m7GDJlQpTcJ/gYzsNOofUReldPD/aaQnkHRIuhkK32HvKPzdKRpKUIUfgHcc4DMJjCqLoAqHhd0+K5AtMB0VWIw4jo7dWupDKP90w3ykCoEkEBeS/lJlHwblm4rKudOQvTS3f6wvaB1wnWZUyXK2R5K6I1pGpfs6ULDcMg8CvnhpFJ8/93XcmewxpzbnlfFP0TX1ukqlJCjBZtewO+w8OLgnnbqfGnHu4swbKNxVPpti9XAlObE77DHbO79HZ2579TpuOOIedm2r/Exbs2uISMzcPfsLu9NOKBCKmQtnjxE4s5uNR95agEjJLLdkBronaJA9HXzTIO8RdtvJNXC2M4KhyiRi07e0h9gF7MpRdqM43uCggfsCJP01Y2UgHlP3R6X84J2ACiwxfPbd5xveQpVAKYXa1gn0DSZny7+Pbkh/GS1cI+BAx3LLrARF+cUMfGgo3ercSrfat/DefUOMGfUBwMq5qyo0W+zclIvD5SCrTkaV2g4FdXzFft7q8UHULPnw1k1i3FV1fEV+0+pbAAjc9sq1JKcl8dovfchuUANPirs0L1A89KB+wCl7MJKr7dXJlIKpP/gJlE3VsMfKHtCyEJUP+Y8SuSmqwL8Q5SuXhltVxYvKR2nunrjo4J+D2toOtbUNams79MLhUVeJOBHP+WhpjyBJV1Ra2Rty54AeK4DKBbYGGHmBGh5Uyr4iLIWP4fP8YMc+jBnwM7lbd5G7LY+xgyZw3ylPxY4y1XUC/sTYjuOhlCIlM8Xw1IiBzW6j7VnHIiLc9tp1lS6bV76fBzv2ocexDzH4sWHkbtvFbS9fW5onJhHEShtss9tITjd+rE1aHsaw1QN49Zc+PDniwdIUB1WhOs9/MKKUkLu9klZZqQMkVXyd83TDU0WVN9cpIB9ybzTcKEuUvrNN5QUupaKByQb6ZkMpEzL+n/8yetHIavQVg3h2fltNtOyJaHWWoWX/+p9R9pAghS8i54jIchFZISKPmpwXEXknfH6BiLRORL+JYvbP89m4YnNEwq6AL8jWNduYMXZOxLV+r5937vqQrqnXcX7SNfQ47mGWTIsfNr4nfPDwJ/z6+e8xzTR2h43kjCS6P34pAJ2uOoXHv7i/yj7hviI//8z+l1UL1zLqrbHcftwj7NqehyfVg2jGclrC9WATTVK5dMmaptH8xCNod34bHv3sXpweZ1SyuHhUJiWDw2UnOSMJl8dJenZq1ZNCHgCIKDJqVnLSoXaAvT4V/uS9P4Vt8nGUcnARqvBDQ4bUJ6IKmuw5IaJXAcVQUIEffRUQ8YDrTKLTTHjCKSL+m+yxwhej9Mx7wLlAC6C7iJQvBnoucET4Xw/g/T3tN5GsmLvaNA1xcYGXlfNWRxx7oXs/xn/8G/5iP0pXrFqwht5nPcf6vzfGbH/pjH94/8GhDHzoE5b9FbuAc3lWL17HDwMnmG6OZtXNoPHRDbnonnMZNP8NapbJw978xMPjrggqIuAPkrcjnz4Xv0rultzSmblShm266XGNaXXaUVz/zBWk1UipVJsOl4Oj2jeLksvhstP5utNi3nfsGUfTokMzQoFQpYOpCnIqNsUFfEZOHV+xn/ycgr3m1LK3cHlCXN5zK85KL8ACkF4ZhVlApUxDRcMADP/21BcqK8SeUa2kbrGR9BfCKxR3OELYCZ5LkKSrE9pPCSqwEH3HFeibm6NvaYOe/xZK7X0rQVkS4aVzIrBCKfUvgIh8CVwELClzzUXAp8pYB04XkQwRqauUqk5Cj4RTp0ktXEnOqJwtnhQ3dZrsDgDZsmYbs8bPi7KnB3wBRr7xPQ98EO1K9mHvz/juvfGGb7eCHz74mUvvO5+bX6j4S/XXuDmmJiURuOD2s7iuTzfT+4wCI+YaLKtOBqdcehJjB/0SN/d60B80VbCaTej+2KV07NYegPNv70yPVg+TtyM/bqWnS+87j4vuPpf7T3mS/JxCAj4/DqeDBkfW46bnInP+bFu/g/ydBTRsXo+nur7M0hn/xG272oSb1IMHmbZHcdnt27j6/ioqwB0Xk7CRrazJJ7SokjdpoNUAfRfVCvyyNar6PXEQLQXJ+sQoohLaAPZmiK1mQvsoQQVXGwXaS/IMqXwo/BgV2ohkvLZX+jQjESad+kDZfKvrw8eqes1+4+SLT8CT7EbTdms40QSXx8mpl7crPbZx5WZTc0EoqJsG+6xatJbv+v9UmmdGKYWvyM83/caydpmZd0Ak7mQ3mokJRSmjsHjOllzT+zzJbk6+5KQoWV1JLm7oexX39L+V+s3qmt5bvp/yBP0hlkxbzrb1hmdG/3uGsGtbXvyyfskuTjyvNdkNavDJP+/S+5O7ueXFa3hmdC/e++tlPCmGSSd32y4ePP1pbmx2D/ef+iSX1byZJdP+3jvK/iDDleTkxXGPc1yno7ng+l1ccMNONFtVYwDC1aISIlCZVMda7Pw0hopxgO1wSH8TyZ4Mqb2oXPGWsriR1F5Vl7MClAoZ+fILBqBy70MVjUKpPS+ME9VP4Ycmbqte8P60T7NvJkLhmy20y3+rKnONcaFIDxGZJSKztm3bN2+E0+3k7T9f4OhTmmNz2LA5bLRo14x+U5+PCGxp2Lw+fpPCHHaHjeYnHh51fNqYWabJw/RgiGljKnY3LTvYlCd36y6ev+qtmOcfHHQ7x3U6BqfbQXJ6Ek63gwvvPItzbzGiA7evj+9K53DZTTdMA74AYz/8hRub3cNDnZ5hytfxc5/YnXYaH92wNHrX7rBz8sUncvmDXWl9ZssId7unLnyFpdOW4/cGKM73Vi4fvoQ3aQ9CG3ylEGMF2n/Gy5xwzvG88t1h3P3yFmrUDiDCHuUMqhxmKkKDwF/oBUNQKoC4zyFmxarUJ5HsSWjZ49A85yFiR0u+Hsn+GezN4/TrMDJU4jZm3hlvI+7Oe/44ZVBKoXLvR+16GgJ/QWAmKu9ZVO6difewCizB1FQmTgitTmxfcUiESWc90LDM6wZAeYN2Za4BQCk1CBgEhh9+AuSrFHUa1+LNSX0pLihGqeiNRICa9bLoeEUHI2FYGbu60+3ksgeiMxo6XA40u0ao3IarZtMq5X2SWSudxz+/z7Ruayios3T6P+zcnENWneismJ4UDy+OfZyta7exde12GrVoQFpWaun5hkfWY/nMlTH7bn7SERQXeFm7dENU5GtJ9asFkxbHld+V7KLBEXVpd0EbcrfuIrN2Rsxr1/+9kVUL1hCsqoulMvYcGh3VgI0rNxP0JX52tj9p3bkVfb/thcvjMmaeBf2RuOkRNOKlHagyWk1IfdbYMA39g6G0dAitgoJXUN4xSI3RkNob8l9jd+pkO7jPRpKuMfWhF1s9lLsbFDwXdc6493y0jFcT9xxmBBaA73ciU0EUg/8vIwVEmZKPe4JSwXBwmNlJX3hg2zckYoY/EzhCRJqIiBO4ChhT7poxwPVhb512wK4DxX5fHk+Kx1TZl/Dw4Du46tFLyKiVjtPtpHXnVrz95wumhcI7dmuHaOZvcbzZe1lOvvhEah1mble02TWKKsgVX6tRNsecchRJqR7WLF1faga65aVr4rovLv9rBTXqZXFdn24c1qJBtdwjfYU+Vs5bzRfPf8P1h9/D/EmL2fjvZj5+ajj3n/IkL1/3DivmGgUpdm7Oxe6s3vxDD+qsXbK+Usre7rSTnJ5Eg+b1qtXXvub0Kzrg8oRXmSovtuIAwA5aFgld7ujboPBtcHXAmMWXHUwUBJegCt5CS74RqfENJN0CnmuQzCFI+psx88UrPQcKYij0pDuQ9JeNGbjvD/RdT6HnPY8KLDG/vrr4Z2BaiF0Vg79yWTsrgyoYACGz+a0N3OdUnCgugSQk0lZEzgP6YXwjhiilXhCRngBKqYFifOr9gXOAIuAmpVSFNo0DKdJW13UKcgpJSvNUOic9wM+fTuLtnoPQ7DYEY2b+4OCenHn1qRXeW8KABz7m+/d/jjIPZdRK58sNH2CzxXeVnDh8Cu/e9RHBYIhQIEir01rw+PD7+XvWvwzq9SlrFq1DN7GTO90Ohix9m9qHZXNZrVvI276H2QHLRa2LJjhdDh77/D6OO+Norqh72x7nxYmbW0fglItPJCUrhV+HTSEYDMZME7030Wxa5aKhBZLTkjjxvOO56fnu1G5kh23tY1ybATVGwfZziR/FWl3iRfE6IelWxFYD3J0QW8Xbc6roa1T+c+EcO+X6Se6JpNyL2vUQeH/FmIFrRj+p96El37JHT7JbhpGovOeJTvZm7BdI8rUJ6UffckKMHD0OpPa8uCUXq0O8SFsrtUIl+PWLKXzw0Cfk5xQa+VvuOItbX7qm0j7pu7bnMWPsHESEk85vTVqN1IpvKkPutl30bN2Lgp0F+Ir9aDYNh8vBk18+QLsL4ge+LJn+N706PxthgrI7bBzVrhlvTu4LwH0nP8GSaX9H3ZucnsTT3zxMs7ZNubzWLZUuZlJVSgaur175li9eHFWpHD3VxeYwPrP9GZ1rs2sV5tgvi6YJSelJDJp5HjWSnox9YdIdUPQpsL8ixAVwQOqDaMk3x71SFQ1H5b1EdPZOMYqqOE82ipuUr56FHVxnGBHBnssR57HVllbp+ahtp0WvmiQJyf4N0cwLCFUVffNRmA+WgtRelvCqWVZqhT1g5k9zeavHB+Rs2UXQH8RX5OP798fzwcOfVrqN9JppnHXD6XS5vmOVlT1ARnY6gxe+yXVPd6N155ace0sn+s94qUJlD/D1G2OibPDBQIjls1ayceVmwEiza3dED15+b4CGzesz+as/se2BX39FeAu9bFm9jasfv4yL7z43wluqPJ4UN4e1aFDtvkKB0H5V9g6XHb2KqwpdNxLlffOWeQ2DUoo+Yv8pezCWb37I74cKmpeELMV1OuZ+Gy7EdRbKO95E2QMEwTcBikeidl6PXjCo2tKKlopkfmS4ikpy+F8mkvlhwpQ9AI5jzI/bW+zzEomWwq+Az/pGZ4z0FfkZ++Ev+zRDY0pGMlf2uphXfu7D/QNv57AWDZgyagYPnfE0VzfqyY1H3sNbtw+MCgDbsnqbqeuew2ln56YcdF3n+E7HlM58S3B5nHS8sgM162WxZc0208C0RBEKhkhON8L+1yxdb2peKiEpLYkHP+yJZj84v7oOlwNnNVI/6EGdCV9U5He/9z6jquFHFY+LeVapkLFZmXwbRkK1EqVnZOMU57FGWcS46knHiL59Z4/cGsXZGsn+wyienjkUqfUnkqDN2tI+0p4CylbT0gAPktYnof1UBis9cgVsXrXF9LiIkLcjP8Jtc1/y7t2DGT90UsTsfcM/m/n18z946ccnSt0gW3dpxaqFawmUM8cEwhuc1zS+k8LcQkQEzaahaUJKZjIX3nUO7S9oy5gB4wmFdNzJrqhiKYkiNTOFr179juWzVrJgcnzPn0vvP48W7Y+k77e9eObS1/eamWlvUZRfjFRzU7Vgl411K1w0PPxATwWtiGXv14t/grynMdIpl40LEEAHu+HMJ56LUUXDqHg/wg7+P8FTzTq9gIgNHK2qfX+F7TtaQc1RqMJBhnumvTmScjtij3bl3ttYNvwKeOKCF/lrXHTRjuT0JL7e+lGVNnATxYYVm+jR6qGYm5MNm9dnyJJ+AORs3UWPlg+Sn1tYaspwJbm44uGujH73x6g0BE6Pg3bnt2Ha97MI+IPYbDacHge+Ij+aphmVr2JQ4mWzN5Ww0+Ng8MK3qPu/2hTmFdGt9i2lg1dlcCe70GwaAV+gSvclFDE2rKu6YWx36PTos4mLbql8zYD9gwup8RXiiMywogILUTuuIX7VLRdScyxK+WDHJVS4apFkJP1VxN0l/nUmlOi+fW1W2dtYNvw94KbnukdljDQiVq/cL8oeYP6kJTHdPcGICC5J7ZxZK52B817n/B5dqPf/9s47PIpyi8PvmZ3tSQhJKKF3ELGggoiIIoiCIqggKAqooFgpIuhVFBQVQbkiVhQsiAUsKKKI2BAvVaxIlS49dFK2ffePWQJhZ5NN0bR5n2ef7M7OfHNms3tm5pzz/U79KpzSqhEj3ryLmk1qcPRAZIzUl+FnwYeLDWeojHBLxuFMVCiETdeyhdTMEBGuGXy50UhcE5weZ6E0fczwZ/qZ+/o3KKWYP+37XD+Hk9FsGj1HdGPqqolcPehymp7XiJTqSRHhrH8aXbdRr1n+ZQJCIcHuzC3Zq4EkYYQPigsbePpEOHsAdXQqeV+xh1AZn0DaNcQUolI+1MGRhHafT+jweFQo7/4NKrCV0L6bUbtOQe1qRujAUFToQN77KgNYIZ08aNC8Ls98N5opD0xn7U9/kVItid4Pdaddr9h7ZRY1CclxhHLRwdE0DbvreJw4ObUid0/KWco2pO3I6LMJTRYrRZ5xfLtT55Yne9O4ZUPeG/sxe7elkZVpy75T8Gf5CYVChPJRoWJmx4ZfNzH75Xm8NmJ6TL10jxEKhtjw22Z2btpNn9E9mTvlGyYPnxaZxI3S9KgoEIHU+lVp2roxf/22OV/7CQWFdb+7ycwQXG6zDZWh0WI/D/w/UDyKcDYwcfaAoVeTp00hyJxNbL13w/8otc8Y9uhbqKwlkDwzsueu8oX78frgwDBQB4x9ETLkDQJrIHk2ImX7GtgK6ZRC1iz/i7taRqhQA0ZY5aJrWzPirbtzHaOT67oiD710ub0jNRqlMvXB97IT3ZomONwObhpzHUrBGw+9W+hkt8NlJ+AP5quz14mICA63nYqVK7Bz07+nY6I79LAUguGo8htSqtkwg+fmrMfp1rDZ/s1w1LEJV/nwFY52SOI4RKuQvSh0+L9wdAp5X7nr5N0kxYuRJzjpxCAeJPElxHl8voLK+h51YMixF5hOthIvkvhiju1KK1ZIp4yxYMb/ooZWqjdM5Z4X++c5Rm5KmQXB6XZw5R2X8vrI93NUNYVCCl+mn/U/b6RG49QiqWzyZfoL7OyBbBG7Qjv7fIR+RRMuv7UDWvhOJ//5A8XEzzbiiQv9A84+r5CWA7yDQasM2DE6QjUm1w/A9wNq/8Aci8TbF7T4PPZnz31cdMMO9+WY3gUoHwSOz8hVwZ2o/XcbnbnUEUydvbEiBDfkst+ygeXwSyF+X8D0YsvhttN9yBXZ6pO5cayKp7A4XHbiKnr5z7uDERFTMa9QMMQfC1czbXTsHYs0zRhLs5XchJrNpmF3xRYVFTEE63wZBTvhNTrDh9vzD2mnJ76ah+KlDt7+kPQeJM9CqqxAqzQb9OhNxiEA/j9QgeN6TaIlIcmzwHUtUV2P3igXGWQvJL6EVPreqHwxy1XIsfaEBipjNjFpC4kGesO81yvlWA6/FHLBNa1MdXCUghadmptuEwwE+eSFL7it+TD6nzaUxufUN9XHqXt67EJOut3G9Q9ew3vbXqH1lS2oWCWRgM/8zqFK7UrZujnREE3o/eDVfJb+NtM2vMCsg2/x7MLHiU+KrcnKv4nT46Bj33ZUrJwY00kpFFRsWrk1n3LGx9nwp52JI2qwZ3vRTsMHJ4R2QW7JzvjBkNbZkG1Iu9pocRjYiHj7kfvVehZqbzdCBx/NTqaKrQpa4miIH0Wkw3Yh8cOQCmPDdfjHvuM6SAVImYvmutAoo3R1NpQmc9wNaMbkKWe744tC+8g7hOQAWx2wF239fUnEcvilkGZtmnBx7wtweZ0gxlR9h9vBgKduIDnVfIbgqGvG8+qIt9nw62Y2r9zKJy9+Se2mNehy+6Wk1q9C/TPrMPzNu3h5xTgat2gQkfTSHTqeeDcO93GHE/AHef+pWdxz3oOkH84gITme1t1aRJxInB4n1z1wFfEVo7fCq1qvMsOm3EG/x67D6XJSuVYlPHFuTjm3YdTZycVZTlf/zDoMenkALywbS+srY3MU+VYCzbGtxlczKnJHx0bs212UtRZZcOghDIkrE9y3GCqYwc1kNyEPrEbt7YTKnEfecf0syJiB2p8zzKh5e0HCaKNJOHZDArni84jzfMRxBpLyBXhvAWdHiL8PqfQNml4le3vR4pDk98F+GkbMXwf72UY5qBy/GBJnm/DJ42TCOv3iAXdXJGlamSvPNMNK2pZSlFL8uWgtCz9egsNl5+Lr2lC7aU3TddcsW8+wi0dFTJxyx7l4YPogzuuSM7+zbe12BrcZiS/TR8aRTNxxLqo1qMrjc/5Dn/p3RtT/25061wy5glue6E1WRhb/vfUVFnywOFsG+rZn+nBp33a8P25WxMxlp8fBNUO65Oh65cs04utJVRPJPJrJdbUGlrgWhC6vk6mrJvLl69/w/cxFbPpja57bpFRPYu/f+wq1X90eotstexnw8L8hNus0JiT5l0V5Px/lTOJGkt5G7KcVlXHZqNBhQBAt8k5QKYXaPwB8yzgukuYG9+VoFZ4ocltKApZ4Wjnno2fn8NoDb5smCnsM68Kt4/pELM9Mz+KHDxazc9NuGp1dj3MuO5NnbnmJr9763nQflWulMH3T8VbFRw+lcyjtMJVrpmSLzIVCISYPe4vZL89Dd+gEfAE69mvHXc/dnL3O++M/4e3HPkAk3GZRE3wZRRC7PnbxFuPX3aYbipbRfh66Q8fldeLL8MWk8KnZNFKqJ7F7S+EnTdVvls6L82LpjaxhSBf4ws/z+zk6MKplikBfXzxIwsOI++rCj5VPlApA5meojFmAHfF0B2fHMntFn5vDt+rwywFJqYnoDj3C4TvcDlKqJ5tu4/I4uaTPhTmWLfhgUdR9nDzBypvgwZuQ81Za0zQGTujHjY/0YOemPVSpXYm4xONhnm/eXci00TMjtIuKDDPnLca5QLTjksUuj5MbHu7O7JfmsWuzeSWPCoVIP5ieq+7PibTrdT663cZX0xYUqsJIRFG11skxaRPpYvvZSOKziK0KofT34dCYAuzME5Y/iKUmPgZs9YpmnHwiooO7G+LuViz7L0lYMfxyQOuuLbA77REVNDabRvvesevyR0vIAnTsd1HM43greKl/Rp0czh7g3Sc/+kecvUSJPHgS3Dzw9iA+SnudAU/dQNPWjTmvyzmMnjWcnsO70W9ML+wmiW2b3YamaTE7e4CFHy9FNA13vCvX2cp54XApetx+IPzKbXSkSvkStErkSGD6f0GlXWtMNMr8mugzXHNxAVKR6Br4+bLacPb2gksZWxQNlsMvBzhcDiZ8N5rqjarh9DhweZ1UqpnC2HkjqZCSEPM4zS9uZloi7U300PO+gotXHWPfjgOFHsOUaP5VGVfzcYlxdB/ahYkLx/DoJyM4q4MhpNWhd1uGvHIbFSod/4wSKyVw72u3402MnoA2Iys9i2/e+YEJ3z1qnGRj8fkCtZvVwGa34fQ4SEiO494pt3PKRXeBuwfEj0BS5iGBlWEp4RNPQEGjQ1bW1+Q/lBPGXhccrTFq42PeCLy3h/vVhhOjrk6GGmUZDaGUJqyQTjmhdtOaTP3zWXZs2EUwEKRGo2r5/gHeOekW7jnvP2SmZ+HP9GPTbThcdiYtegKHK/+Sv8dYvXQd7z01C79Jg/ho6A4db6KHg7uNLlw2XUMpTMMlNpsNdImYWRwKhWjeIXoScdva7dh0G3c8exOrlqzl4O5DnHv52bTt0Yrt63cy4+nIXgOiiSFZYXLxrzt0QsEQA5/pS+Nz6vPq/dPRNCEYCBHwB/DEu8g86iMYCJKUWhHdYWPXxj04XQ58mX463HYhF/VsHykbENhgrh2v0iGwwVCe9K0gsrMTRI/PuxHvzaA3RR18ALK+5Xi/3BDRZ8KGEO9tSPwQlAoBYjn6EkShHL6IJAHvA3WATcC1Sqn9J61TE3gLqIrxTZmslJpYmP1aFAwRoVr93CbY5E6Nhqm8seY5Pn/ta9av2ED9M+vQeUCHfN0lnMziz35iTM8J+DJ9Mdeoiya0uaolD747BF+WH1Ds3LiHeW9+ywfPfBYxi1hsGk1aNGDt8r8IBILo4QTxf94ZjNvrihg/GAjyRO+JLP7sJ1BG1dAx/jd7OTOf/oTx345i0x9bWfrFCnSHTjAQouFZdbl3yu28OvxtFn26PEKryJ8V4O0xH7D0i5+zG86c0/EMmrc/nZadm1O1jtHbVCnF4AtGsmbpuhydsT6fPJ8mLRpG6jjpDcPx9sjOTegNwNkBMudA1hLMnf4xtHAJYwjiH0AcLY1hKk5ChQ5B6CDYqoE6asyi9ZsUVNjqIpqRuynrujSlkUJV6YjIOGCfUmqsiNwPVFRKjThpnVQgVSm1QkTigZ+AbkqpPDsSW1U6ZRulFL1r386ebWn53jYhOZ4P90zNsWzzqm3ccfaIHA4ajNnAb66bxKG0Iyyb+wvuOBcXdG9FxcoVMGPG+E94a9SMXMXiXF4nd0y8idMuaMqmP7ZQvUFV6p5mTFpbt2IDQ9qOzNGq0elxkFwtyZhte0JVj8vjZMirA7n4ujbZy/ZsS6Nfo7tNq3+anNuQSYtylhMq5Uft7RRulH3sylsHWyqSMhcRu3Hy8S1CHX0TfAsxDfM42iLxg0BviEjkiTDHPgMbUGk9wkldP0bi2IEkTUEcpgUiFv8S/6SWTlfgzfDzN4FuJ6+glNqhlFoRfn4YWAXk3eXYosxzKO0w+3ebNXcmzxi3JyFyWn3tU2rQZ/S1OFx27E4dh8uOw2XnzuduJqV6MvVOr03P4V258o5Lozp7gNkvfZmnMmjm0SxeuGcqm/7YQpurzs129gANz6rHY5/eT80m1RFNcHmddB7Qgd1b9kY48cz0LCbd9RpHDx0PyaQfSo/aL/nIgcgWhiJ2JHkGuDpxXIvGBc722U3CRQRxtkYSHsL8Z+8GZ3vEflqezh5A9HpIyhzw3Aj2s4xOVSkfF4uzD2XMJbSnA6GdpxDa045Q+if/ug2lhcLG8KsopXaA4dhFpHJuK4tIHaA5sCSXdW4FbgWoVSv/muEWsbFt3Q5++24l8cnxnNu5eaFi8AXFHeeKWhfvcDkQwbShudPjpNvdnUy363lfV9pe04ofZy1Fs2lccE0rdLuNaY/OZOWPq8nK8BGX6OWcy86kY58LTXWHMmNsop6V7uOtUTNoc9W5Ee81v/g0pv75LH6fH92uk7ZjP3Mmzzcd58j+owzvMJrnl4xFRKjRqBp2p52MIznLIe0OnfO7ms/qFS0JJQkYP2k/cATS30FlfQvJnxwPs+g1Ue4ukDGH4+EdB9hSkHx2jRJbVSTBXLX13yKU8SUcHE526Wjwbzg0khAKzdOtOE0rkeTp8EVkPkb8/WQezM+ORCQO+BAYrJQ6FG09pdRkYDIYIZ387MMib5RSPHfna8x78ztEBJtNw2a3MW7+wzQ4s27U7X79biVvj/mA7X/tpPE59ekzqid1TjWf2RsrDpeDyrWT2b4+so1k0B/gybkP8fmr81kyZwW+TB8Ot4OAL0i7Xudz1T2do46bWq8K3Yd2AWDTyq0MbvMQWRm+HEnbFfN/Z+b4T3lx+VMR0g3ndTmbeW9+H5Oi6O6tx8NRG3/fzIf//Yxt63ZwxoWn0u3uTlSskghAUtVEPPHuqPr9W1ZvZ+WPq2nW5hRsuo2hrw7kyRsm4s8KEAqGcLodVKiUwLVRqqFUcDtkzCSnbowPgrtRGbMQ7/XZSyVhDMreHNLfNhK7rksR74Dsk0Kp4sjTRM4TyIQjE8By+BHk6fCVUh2ivSciu0QkNXx1nwqYdlkWETuGs5+ulPqowNZaFJqFHy1h/rTvIxzPyC5jmb75JTSTDlI/fLiYp/pOyr7a3rM1jWVzf+G/PzxGgzPrsnf7PlAq6iSu3HCZJE3BqLYJBUM8+K6hY775z63s2ryXuqfVolKN2Pfz7G2vcPSgSWevTB/7duznnSc/YuDTfXO81++xXiz94meOHDhqeodxIrVPMaKTy+b+zOjuT2c76LXLN/DZ5K946adxVK6ZgqZp3DHxJsbe8JxpJZEKKTb/uY1mbQwV0/O7tWTSoif4eNIX7Nq8h7MvOYPLB7THWyFKOaj/NxC7IQ+cgwwjZn+iwxcN8fQAT49cj61UEPzbfHloJ0qFrMTxSRT20/gUOPZr6QtEBM/EqMmaAqxSSk0o5P4sCsmcyV+ZNiM/ejCddSsi1SyVUrwwaGoOx6dCisyjWTx/1xQGnH4vfRrcRZ+Gd9O/2RA2/rElX/bUbGyezlEKVi9bn/26dtOatOzUPF/OPhgM8ufitVHf9/sC/PjR0ojlSVUrMuXPZ7nlietpc/W5VK6VEnWMAeNuRCnFhAEvk5Xuy3bm/iw/R/Yf5Y2R72Wv267n+XS5o6PpSVXThJpNcn4WdU+rzdDJA3nqy5FcO+xK3PG5yF5rKZjHx3SwleGUmS3VfLlW2XL2JhT2ExkLXCIi64BLwq8RkWoi8nl4nfOBG4GLReSX8CP6/bjFP0q0ZKRoYloHf+TAUQ7uPWy6zcpFa9i8cgv+TD/+TD+b/9zG0AsfJv1wbqV/OTm1deOo761bXriGFJqmZZc/RsMV5zRd7k3wcNU9l/PIB8MYOWNohBy1aELPEV1pdn4T0rbv41Ba5GcUCob4ad6vOZbd9Ggv4pK8OWbb6g6dag2qRu1R8P2M/9G7zu1cqvfk2tT+fPrSl5HtKe1nh2fbnvyT1hHPdeYHXxaIGwqcfJfohrhBxWFNiadQDl8plaaUaq+Uahj+uy+8fLtSqnP4+UKllCilTldKnRl+fJ77yBb/FBdff0FEU3Ywqjgat6gfsdwd54raiFyQiNr5gC/AgpnRNXdOpnGL+jjckQljm26jWoP8zRk4vP8I7zzxIUMvepin+k5i/c8baderDXaneeTS6XHS9U7z5O+JNGnZkPFfj+KMdqcSl+il7mm1GPn+UPo/eQMA7nh3VJmFuJMkob0VvDy/+EnO7nA6mk3D7tS5qGdrnv5mlOkEpR9nLWX8zS9ki67t33WQV++bxifPf5FjPRFBkt4CvSngNOrppSKSOBHRi0fD5t9Ac18OCWNAC1/pa5UhYSRaWQhX/QNYM23LGZfd3I5v313I+p83knEkE92hY7Np3D/tHuyOyCn0ul2nc//2fPHa1znuDnS7jYBJUjPzaBZ7tsZeV39Kq0ak1qvMtjU7ciRJ7U6dLrd3jHmcA3sOMvCs4RxOO4wv088f2mp++HAxg166lb/X7WD9zxvxZflRIYVmE2y6jbY9WtF5QPvY7Dy3IU9/Pcr0PW+Ch5admrP0i59zJIZdHifXDL4iYv3UelV4cu5D2Vfpuc1EnfrguxF5hMz0LKY9OpOud3XKsa3YUpGUj1DBv42GJno9o1lIGUfzXAmeK1FKWbN688By+OUMu8PO+G8eYclnK1g292cqVk3k0n7tqFK7UtRtbnu6D75MH19NW4Cu21BKcVHP8/n2/R/JMtHYb3Jug5jtERHGz3+EJ66fyMofVyOakFglkeFv3Elq3Sp5DxDmvadmcXDPoWyHq0JG39qXhrzBzJ2vsfH3LWxZ/TdBfwC7007jFg1IrRf7+Hlx3+t38ki3caxZth7doePL8tOpf3s69Y9+QonFOe3aZFoHwZED6WRl+HCZ3a3ZqufdpjYKKnTQmEylVS51zrO02VscWHr4FjFz9FA6+3ceoFLNZBwuB0PajmTdio3ZFT8Ol516p9dm4v8eN01M5sWhtMNkpmdRqUZyvn+8NzW5h21rI5uCuONcPLfoiUKXkMbKtrXb2b1lL3VPr53r5K5YGXD6vWwySYRXqJTAzJ2vZX9OKrgTlT4N/CvBfiriuQGJltA0QQXTUAeHgW8poIGtMlJhLOIo+23/yhqWHr5FkXCyxv24rx7mgwmz+fKN71BK0bHPhXS/98oCOXsw5BLM2hkGA0EWzV7OT/N+jXpHEq3vbTAQjIij/5PUaFSNGo2qFdl4/cf25rEez+QIpzk9Dm4a0+u4s/evRe3rBSoL8INvGSr9HUh6D7FHT4ofw+gK1QcCG8mWZghuRe3rDylzEL1GrttblB6sK3yLEo0vy8/w9qP567fNZB7JxO7Q0XSNkTPu5dzOZ2Wv9/3MRTx98ws5Sk5tdhtNWzViwvePFofpRcai2ct5dcQ0tq/fSUr1ZPqMvpaOfS7Kfj+U1tu8DaG9BVry9DzHV75fUPv7mShu6uDthxY/vFD2W/y7WFf4FqWWuVO+Yf0vG7MTl35fAHww9sbnmLnzNXS78RVu270VG37dxAcTZmN32gn4g9RqUp2RM+8tTvOLhPO6nBPRdzgH/hVRlv8UWyIzuB1z8aIABDbFaKVFacBy+BYlmq+nLzCd7RoKhlj70waatmoEGAm7m8Zcx9WDL2f9zxtJSq1I3WblRItJXJHSyOHlMeVC7M1AmenbuyAskWxRNrCmolmUaMxq9MGownE4I8tIK6QkcPYlZ5QfZw9G9ytOrtZxgrt7TJuLXgtcHYETZ/LqoFVAYhzDonRgOXyLEs0Vt16CyxtZehifFEf9M+v8+waVQCT+XnC2xphwFWf8dZ6HxN8X+xgVxkH8ULDVMSYvua9Fkj9GNPNkuEXpxArpWJRo2vY4jxVf/8b8aQsQTcNmE3SHzmOf3m/VXYcRcSIVX0EFNkNgA+h1Eb1OPsewId6+4O2b98oWpRarSseiVLB1zd/8vmAVCSnxtOx8lmk4x8LCwqrSsSgD1GxcPaqypoWFRWxYMXwLCwuLcoLl8C0sLCzKCZbDt7CwsCgnWA7fwsLCopxgOXwLCwuLckKJLssUkT3A5iIYKgXYWwTjlATKyrFYx1HyKCvHUt6Po7ZSyrTBRYl2+EWFiCyPVpda2igrx2IdR8mjrByLdRzRsUI6FhYWFuUEy+FbWFhYlBPKi8OfXNwGFCFl5Vis4yh5lJVjsY4jCuUihm9hYWFhUX6u8C0sLCzKPZbDt7CwsCgnlBuHLyKPichvIvKLiMwTkWrFbVNBEJHxIrI6fCwfi0hicdtUUESkh4isFJGQiJS6MjoRuUxE1ojIehG5v7jtKSgiMlVEdovIH8VtS2EQkZoi8q2IrAp/rwYVt00FQURcIrJURH4NH8foIhu7vMTwRSRBKXUo/PweoKlSamAxm5VvRKQj8I1SKiAiTwEopUYUs1kFQkROAULAK8AwpVSpaX4gIjZgLXAJsA1YBlynlPqzWA0rACLSFjgCvKWUalbc9hQUEUkFUpVSK0QkHvgJ6Fba/ididPbxKqWOiIgdWAgMUkotLuzY5eYK/5izD+MFSuWZTik1T6nsjtOLgRrFaU9hUEqtUkqtKW47CkhLYL1SaoNSyge8B3QtZpsKhFJqAbCvuO0oLEqpHUqpFeHnh4FVQKlroqAMjoRf2sOPIvFX5cbhA4jI4yKyFegNPFzc9hQBNwNfFLcR5ZTqwNYTXm+jFDqXsoqI1AGaA0uK2ZQCISI2EfkF2A18pZQqkuMoUw5fROaLyB8mj64ASqkHlVI1genAXcVrbXTyOo7wOg8CAYxjKbHEciylFLOGuqXyrrGsISJxwIfA4JPu7EsNSqmgUupMjDv4liJSJKG2MtXiUCnVIcZV3wHmAI/8g+YUmLyOQ0T6AlcA7VUJT8Lk439S2tgG1DzhdQ1gezHZYhEmHPP+EJiulPqouO0pLEqpAyLyHXAZUOikepm6ws8NEWl4wssrgdXFZUthEJHLgBHAlUqp9OK2pxyzDGgoInVFxAH0Aj4tZpvKNeFk5xRglVJqQnHbU1BEpNKx6jsRcQMdKCJ/VZ6qdD4EGmNUhWwGBiql/i5eq/KPiKwHnEBaeNHi0lhtBCAiVwGTgErAAeAXpdSlxWpUPhCRzsCzgA2YqpR6vHgtKhgi8i5wEYYc7y7gEaXUlGI1qgCISBvgB+B3jN85wH+UUp8Xn1X5R0ROB97E+F5pwAyl1KNFMnZ5cfgWFhYW5Z1yE9KxsLCwKO9YDt/CwsKinGA5fAsLC4tyguXwLSwsLMoJlsO3sLCwKCdYDt/CwsKinGA5fAsLC4tywv8BlLJG0uKtmSsAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n", + "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : long1\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in long1 mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in long1 mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in long1 mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in long1 mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"long1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "124f3f72", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n", + "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : banana\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in banana mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in banana mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in banana mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in banana mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"banana\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "d8f1c382", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n", + "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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lVAlK0oWSdkjaJWnCODQquylZ/riktzdbV9Klkp6UdEzSkprtXZuU3yFpedX8d0janiy7SZKm97HNzCzvmiYoSX3AzcBFwCLgMkmLaopdBCxIflYDt6RY9wngEuBrNftbBKwC3kp54LVPJ9sh2e7qqn15YDYzsy6V5grqXGBXRDwTEa8Ad1IePK3aCuCOKHsIGEh6XG64bkQ8HRE76uxvBXBnRLwcEd8FdgHnJtt7Q0Q8GBEB3EGDQdvMzKz40vTFNwQ8XzW9GzgvRZmhlOvW299DdbZ1OHlfO38CD8Q2PUWJE4oVq5lNT5oEVe8+T6Qsk2bdtPtLvS0PxDY9RYkTihWrmU1PmgS1G5hXNX0msCdlmdkp1k27v93J+6lsy8zMCirNPaiHgQWSzpI0m3IDho01ZTYCVySt+c4HDkTE3pTr1toIrJL0c5LOotwY4pvJ9g5KOj9pvXcFHrTN2mTDtlGWjmzlrLX3snRkKxu2jWYdklnPaXoFFRFHJF0DbAb6gNsi4klJVyXLbwU2UR6TZhfwE+BDk60LIOl9wF8BpwH3SnosIpYn274LeAo4AlwdEUeTcH4buB3oB76c/Ji11IZto1x793bGD5f/7EbHxrn27u0ArFxc97anmbVBqgELI2IT5SRUPe/WqvcBXJ123WT+PcA9Dda5Hri+zvxHgLelidlsum7cvOPV5FQxfvgoN27e4QRl1kHuScKsxp6x8SnNN7P2cIIyqzF3oH9K882sPZygzGqsWb6Q/ll9x83rn9XHmuULM4rIrDelugdl1ksq95lu3LyDPWPjzB3oZ83yhb7/ZNZhPZmgNmwb9T+fLtaK3+/KxUP+mzDLWM8lKDch7m7+/Zp1j567BzVZE2IrPv9+zbpHzyUoNyHubv79mnWPnktQbkLc3br19yvpFEn3SdqZvL6xTpl5kr4q6elkMNCPZRGrWcVMuwzruQTlJsTdrYt/v2uBLRGxANiSTNc6AnwiIt4CnA9cXWdwUbOOqNwPHh0bJ/jZ/eCpJKmeS1ArFw9xwyVnMzTQj4ChgX5uuORs30DvEl38+10BrE/er6fOYJ0RsTcivpW8Pwg8TYMx08zarRX3g3uuFR+4CXG369Lf72DSoz8RsVfS6ZMVljQfWAz80yRlPLDnNBQlTsg21lXzDh4/cNKrDqaOqScTlFkeSbofOKPOouumuJ3XA38P/F5E/LhROQ/sOT1FiROyjfW6ka2M1mmcNDTQz0cvH061DScos5yIiAsaLZO0T9Kc5OppDrC/QblZlJPT30TE3W0K1aypNcsXHvdMIkz9fnDP3YMyK6iNwJXJ+yupM1hnMpDn/wGejog/62BsZhO04n6wr6DMimEEuEvSh4HngEsBJM0FPhsRFwNLgQ8A2yU9lqz3B8mYbGYdN9P7wU5QZgUQES8C76kzfw/l0ayJiG8A6nBoZm3jKj4zM8slJygzM8slJygzM8slJygzM8slJygzM8slJygzM8slNzM3s7bZsG2UGzfvYM/YOHMH+lmzfGE39pNobeIEZWZtURluodLVTWW4BcBJylJxgmrAZ35mMzPZcAs+liwNJ6g6fOZnNnN76vRkPdl8s1puJFFHKwbaMut1cwf6pzTfrJYTVB0+8zObuTXLF9I/q++4eVMdbsF6mxNUHT7zM5u5Vgy3YL3N96DqaMVAW2Y28+EWrLc5QdVROaDcis/MLDtOUA34zM/MLFu+B2VmmdqwbZSlI1vZPnqApSNb2bBttO7ys9beW3e5dS9fQZlZZo575nDexGcO/Uxib/MVlJllptkzh34msbc5QZlZZpo9c+hnEnubE5SZZabZM4d+JrG3OUGZWWaa9Tbh3ih6mxtJmFlmqp85hIMM1Txz6GcSe1uqBCXpQuAvgT7gsxExUrNcyfKLgZ8AH4yIb022rqRTgL8D5gPPAr8ZET+SNBv438AS4BjwsYgoJeuUgDlApQL6VyJi/zQ+d9fwsCBWdJVnDkulEh+9fLjhcus9Tav4JPUBNwMXAYuAyyQtqil2EbAg+VkN3JJi3bXAlohYAGxJpgE+AhARZwPLgD+VVB3n5RFxTvLT88np2ru3Mzo2TvCzJrh+TsTMukGae1DnArsi4pmIeAW4E1hRU2YFcEeUPQQMSJrTZN0VwPrk/XpgZfJ+EeWERZKAxihfTVkNN8HtHZJOkXSfpJ3J6xvrlHmtpG9K+rakJyX9URaxmrVKmiq+IeD5qundwHkpygw1WXcwIvYCRMReSacn878NrJB0JzAPeEfy+s1k+eckHQX+HvjjiIjagCWtpnwlx+DgIKVSKcXHbJ9Dhw61JYZV8w6Wv5kJDk5rf+2Ksx2KFGuLVGocRiStTaY/WVPmZeDdEXFI0izgG5K+nJw0mhVOmgSlOvNqk0KjMmnWrXUb8BbgEeB7wD8CR5Jll0fEqKSTKCeoDwB3TNhBxDpgHcCSJUtieHi4yS7bq1Qq0Y4YrhvZymid50GGBvqPq8tPe5+qXXG2Q5FibZEVwHDyfj1QoiZBJSdrh5LJWclPs+PNLLfSJKjdHH+efiawJ2WZ2ZOsu0/SnOTqaQ6wHyAijgAfr6wg6R+Bncmy0eT1oKQvUK5CnJCgekWaYUHcVUzXaFTjcJzkvu+jwJuBmyPinxptsJtqGsbGD7PvwE955egxZvedwODJr2Wgf1ZrA0wU6eq9SLHWkyZBPQwskHQWMAqsAt5fU2YjcE1SLXcecCA5iH4wybobgSuBkeT1iwCSXgcoIl6StAw4EhFPSXoNMBARLyTVF+8F7p/2J+8CaZrgTnafygkqXyTdD5xRZ9F1abcREUeBcyQNAPdIeltEPNGgbFfUNGzYNsq1W7YzfvgEKrfV+2cd5YZLFr36N97K1q5FunovUqz1NE1QEXFE0jXAZspNxW+LiCclXZUsvxXYRLmJ+S7Kzcw/NNm6yaZHgLskfRh4Drg0mX86sFnSMcpJ7QPJ/J9L5s9KtnU/8JmZfPhu0KwJrruKKY6IuKDRMkl1axwm2dZY8ljGhUDdBNUtmp2EuRahuFI9BxURmygnoep5t1a9D+DqtOsm818E3lNn/rPAhMfEI+Ilyg0mbArmDvTXvU/lrmIKp26NQzVJpwGHk+TUD1wA/ElHo8xAs5Mw1yIUl7s66nLuKqZrjADLJO2k/Hxg5YH3uZIqJ4BzgK9Kepxy1fx9EfGlTKLtoGb99bkWobjc1VGXc1cx3WGSGoc9lKvXiYjHgcUdDi1zzRoLuRahuJygeoC7irFu1uwkLE1rV8snJygzK7zJTsLS1iK4X8v8cYIys67XrBbBLf3yyY0kzKznuV/LfHKCMrOe55Z++eQEZYWyYdsoS0e2sn30AEtHtnpoEWsJDy2fT05QVhjV41+Bx7+y1vHzgvnkBGWF4fsE1i4rFw9xwyVnMzTQjyiPCHDDJWe7gUTG3IrPCsP3Cayd/Lxg/vgKygrD9wnMeosTlHVMpYHDWWvvnVYDB98nMOstTlDWEdUNHILpNXCovk8Avk9gneUWpJ3nBGUd0aoGDisXD/HA2ndz9tDJPLD23U5O1hFuQZoNJyjrCDdwsCJzC9JsOEFZR7iBgxWZT7Cy4QRlHeEGDlZkPsHKhhOUdYQfhLQi8wlWNvygrnWMH4S0oqoeUwoOMuTxojrCCcrMLIXKCVapVOKjlw9nHU5PcBWfmZnlkhOU+QFEM8slV/H1uOOGup7noa7NLD98BdXj/ACimeWVE1SP8wOIZpZXruLrcXMH+l/tX6x2vjW2YdsoN27ewZ6xcea6ybEl/HfRWr6C6nF+AHHqWtEz+1RJOkXSfZJ2Jq9vnKRsn6Rtkr7UtoBsgiz+LrqdE1SP8xAWU5fRfbu1wJaIWABsSaYb+RjwdDuDsYl8P7f1nKDMQ1hMUUb37VYA65P364GV9QpJOhP4VeCz7QzGJvL93NbzPSizKcrovt1gROwFiIi9kk5vUO4vgP8MnNRsg5JWA6sBBgcHKZVKrYl0mg4dOpR5DGk0inPtOcd45eixCfNn952Q2ecqynfaiBOU2RStWb7wZ8+OJVpx307S/cAZdRZdl3L99wL7I+JRScPNykfEOmAdwJIlS2J4uOkqbVUqlcg6hjQaxTlW/Uxhon9WHzdccjbDGdVKFOU7bcQJymyKqjsObWVrrYi4oNEySfskzUmunuYA++sUWwr8uqSLgdcCb5D01xHxH2YUmKXSrr+LXuYEZTYNGfTMvhG4EhhJXr9YWyAirgWuBUiuoH7fyamz3GN/a7mRhFkxjADLJO0EliXTSJoraVOmkZm1ia+gzAogIl4E3lNn/h7g4jrzS0Cp7YGZtZGvoMzMLJd8BTVN7tLEzKy9nKCmYUNNc1IPUWFm1nqu4psGd2liZtZ+qRKUpAsl7ZC0S9KEPsBUdlOy/HFJb2+2bqPOLyXNlvQ5Sdslfbv6gUNJ70jm70r2p5l8+OlylyYTVUblPWvtvR6V18xaommCktQH3AxcBCwCLpO0qKbYRcCC5Gc1cEuKdRt1fvkRgIg4m3Jz2j+VVInzlmT7lX1dOMXP2xKNurTp1SEq3IuzWTo+kZuaNFdQ5wK7IuKZiHgFuJNyx5XVVgB3RNlDwEDytPtk6zbq/HIR5YRFROwHxoAlyfbeEBEPRkQAd9Cgw8x268UhKiY7sFzladacT+SmLk0jiSHg+arp3cB5KcoMNVm3UeeX3wZWSLoTmAe8I3k9lqxfu48J2t0J5gBwwzv72HfgMK8cPcbsvhMYPHk2Awd2UirtnFC+KB02NopzbPwwoz8aZ9W8KP8mOMjo04+y4ftPMdA/i1XzDibzax1s2+cuyndqVjHZiZwbV9WXJkHVu88TKcukWbfWbcBbgEeA7wH/CByZyrbcCeb0NIpz6chWRsf6JswfGujjgbXDXDeytW7v3kMD/Xz08onba4WifKdmFb53PXVpqvh2c/z58ZnAnpRlJlt3X1JtR3XnlxFxJCI+HhHnRMQKyhcsO5NtndkkjlypVIttHz0w7frmPNRZNzuwWlnlmYfPa9YO3Xjvut3Ha5oE9TCwQNJZkmYDqyh3XFltI3BF0prvfOBAUn032bqVzi+hqvNLSa+TdGLyfhlwJCKeSrZ3UNL5Seu9K6jTYWZeVNc3w/Tqm/NSZ93swKoelVdMf1TevHxes3ZIeyJXlJO0ThyvTav4IuKIpGuAzUAfcFtEPCnpqmT5rcAmyv2B7QJ+AnxosnWTTY8Ad0n6MPAccGky/3Rgs6RjwCjwgapwfhu4HegHvpz85FIr6pvzUmedZvyjVvTinJfPa9YOaYbjyFMnAM16y+nE8ZqqJ4mI2EQ5CVXPu7XqfQBXp103md+o88tngbp1QxHxCPC2NDFnrRX1zXmps+7UODd5+bxm7dLsRC7tP/12d7WWJlF24nh1V0dt0ophwTMaWryuToxzk6fPa5aFNP/0O3GVlSZRduJ4dVdHbdKKhgO99rxVr31es1ppGlJ04rnDNImyE8erE1SbVDccgOk1HGhV44Oi6LXPa1YrzT/9TlStpUmUnTheXcXXRpVqsVKpNO3ngXptCOle+7xm1dLc7+1E1VqahlGVeNt5vDpBmZnlSLN/+mmSR6URxap5B7luZOuUG1F0qmFUM05QZmYF0ix5HNeIYt70G1HkoTbDCcrMrGAmSx7d9DyhG0mYmXWRbnqe0AnKzKyLdFOff67iy1C7nwY3s96TtgVeEf7/OEFlJE99bplZ96huRAEHGcp5n3+TcRVfRjwKrU2FpFMk3SdpZ/L6xgblnpW0XdJjkh7pdJyWDysXD/HA2ndz9tDJPLD23ROSTlH+/zhBZaSbbmRaR6wFtkTEAmBLMt3Iu5Lx1JZ0JjQrmqL8/3GCykg33ci0jlgBrE/erwdWZheKFV1R/v84QWXEHaPaFA0mg3aSvJ7eoFwAX5H0qKTVHYvOCqUo/3/cSCIjeelKxPJD0v3AGXUWXTeFzSyNiD2STgfuk/SdiPhag/2tBlYDDA4OUiqVphpySx06dCjzGNIoSpzQONYB4IZ39rHvwGFeOXqM2X0nMHjybAYO7KRU2tnpMBtygspQHroSsfyIiAsaLZO0T9KciNgraQ6wv8E29iSv+yXdA5wL1E1QEbEOWAewZMmSGB4enuEnmJlSqUTWMaRRlDihWLHW4yo+s2LYCFyZvL8S+GJtAUknSjqp8h74FeCJjkVo1mJOUGbFMAIsk7QTWJZMI2mupE1JmUHgG5K+DXwTuDci/iGTaM1awFV8ZgUQES8C76kzfw9wcfL+GeBfdTg0s7bxFZSZmeWSE5SZmeWSE5SZmeWSIiLrGNpK0g+A72UcxqnACxnHkEZR4oTixPqmiDgt6yCa8XEyJUWJE4oTa93jpOsTVB5IeqQI/aIVJU4oVqyWTlF+p0WJE4oVaz2u4jMzs1xygjIzs1xyguqMdVkHkFJR4oRixWrpFOV3WpQ4oVixTuB7UGZmlku+gjIzs1xygjIzs1xygmojSc9K2i7pMUmPZB1PNUm3Sdov6YmqeadIuk/SzuT1jVnGWNEg1j+UNJp8t49JujjLGG36fJy0RjceJ05Q7feuiDgnh88i3A5cWDNvLbAlIhYAW5LpPLidibEC/Hny3Z4TEZvqLLfi8HEyc7fTZceJE1SPSkZZ/WHN7BXA+uT9emBlJ2NqpEGsZm3n4yRbTlDtFcBXJD2aDK+dd4MRsRcgeT0943iauUbS40nVRi6qWWxafJy0V2GPEyeo9loaEW8HLgKulvTvsg6oi9wC/AvgHGAv8KeZRmMz4eOkfQp9nDhBtVEymBwRsR+4Bzg324ia2idpDkDyuj/jeBqKiH0RcTQijgGfIf/frTXg46R9in6cOEG1iaQTJZ1UeQ/8CvDE5GtlbiNwZfL+SuCLGcYyqco/iMT7yP93a3X4OGmvoh8n7kmiTST9IuWzQYDXAF+IiOszDOk4kv4WGKbcHf8+4FPABuAu4BeA54BLIyLzm64NYh2mXG0RwLPAb1XuC1hx+DhpnW48TpygzMwsl1zFZ2ZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmufT/AXyGAAfczI4nAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : blobs\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"3 clusters in blobs mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"3 clusters in blobs mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"3 clusters in blobs mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"3 clusters in blobs mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"blobs\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "6f1ecaf0", + "id": "b95ac57f", "metadata": {}, "outputs": [], "source": [] @@ -773,7 +822,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.8.10" } }, "nbformat": 4, diff --git a/4 dbscan.ipynb b/4 dbscan.ipynb new file mode 100644 index 0000000..7619948 --- /dev/null +++ b/4 dbscan.ipynb @@ -0,0 +1,860 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 148, + "id": "13b7eb33", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0. 0.0352566 0.04549539]\n", + " [0. 0.248588 0.26211434]\n", + " [0. 0.36971798 0.44593303]\n", + " ...\n", + " [0. 0.17770385 0.18372765]\n", + " [0. 0.47954405 0.60826988]\n", + " [0. 0.20406416 0.21673267]]\n", + "epsilon : 4.542\n" + ] + }, + { + "data": { + "image/png": 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nT/oUjclGWjMJJsWrO2w/VCjIRaSkJNIJlu9dQSKdJGLdR1jK0xxIH2Dj/k18/6Ufksy04TijwmV8ePaNHD36KAAmxCcwZ9wcVuxdcaiLxjBioTgXt7uYWRmrHPR2DYSCXERKxqq9L/Cddd/DMBwn7WliFqPN2zpcmFy25zm2HdjGztYGkv7a8MFEJsFXVn+Nm477OEtfXcpfXl3KvtR+4GCAxzhl3BzeduRbGRsdW/D29ZeCXERKQiKd4Dvrvkci0/GLISIWIUyYFK91kaQ8xfbWHWQ803k3pDzFV9d8rdsRKclMkssmX0p1vLTueRl6nT0iIt1YvncFRtcvdU55qkOIt5/ffrRJe92F+MH5X1tzK8lMW7fLhyoFuYiUhGQm2WMA5/U4nuSpIXbnZm8U5CJSEk4ae1K3XSVhug4fHKhHGx7P+z4Hk4JcREpCZWwc1x7xZmKhWIf5adJ5P9Yr+zewcPmnuf2Vn7Czdeg/7E9BLiIl47Ipl/KGiecX5Fj1rdt5ouFJPrvy82w7UF+QY/aXglxESsbqpjU82vBYwY6XIUMik+DXm//ntXme6baLp5g0/FBESsaSHQ93eRrhYHOclXtX8pHn/oW9bU2HLrieMOZ43jfrOiYPgdv1FeQiMiTtaN3Bg9sXs/XANo4ZfTSX1Mw7dPNOoSW9jWTb3g7zVjevYeHyT3PsmNn87bT5nDD2+KLUBjl++XK+6MuXRSQX65pf4htr/522THYseCR4aNWlNfN4YNsfaWNojfOOhWJcP3MB50w8e1D2n68vXxYRKZg7NiwikUkeuqEn5Sla0i0s3vHwkAtxyI5x/9mmXxat71xBLiJDSiKdoP7A9m6X7U8Xp2slF63pVho7db8UioJcRIaUsIWH5KNic1ERLi/KcXWxU0SGlEgowtkTzuSZ3UsLPkKlvyJEOGvCmcTDcdKeZvH2JTy88xHavI0zqmqZP+2NVEQqBvH4IiJDzHtnvJs9yUbWNr3Y7QOxhhLDOGP86SyY+V4AvvfSD1nRuPLQh9BDOx7mucbn+fKcL3a5KzVfcgpyM9sANANpIOXutWY2HvgVMBPYALzN3fcMSpUiMqKUhcu46fiPsb11B59e8W9dvlNzKIhbnItqLuSqKZczJjoGgM0tW1jeuKJDvWnS7Ers5uldz/CGSecNSi196Yi60N3nthsCsxBY4u6zgSXBtIhI3kwuq+Ft099S7DK6FQ6FmVkxnTZPcXAY9/LG5d1+6GTI8NTuwXui4kC6VuYDFwTvFwGPAp8YYD0iIjS1NfM/W37Lsj3LiFiEk8acyIv71pHyFIb1+JzxQmpJt/DDl38EQFWkkunl01netKLH9RuTgzeiJdcgd+BPZubAf7n7bUCNu9cDuHu9mU3qbkMzuwG4AeDII4/MQ8kiMpwl0gk+v+pmGpONh55suLetiTRpQoSGRIh3tifVyJ6mxsOuM6ls8L51KNcgP9fdtwVhvdjM1uR6gCD0b4PsnZ39qFFERpCndv+ZfanmDo+nPfh+KIZ4LqIW5aJJFw7a/nPqI3f3bcHrTuC3wJnADjObAhC87hysIkVkZNiwfyNP7nqKRCbZ+8olIkyI86rPZW7lKYN2jF7PyM2sAgi5e3Pw/lLgi8B9wALgluD13kGrUkSGtdZ0K/++9ttsaNlIxvP/RRHFYhifO+mzzKgY3G7lXLpWaoDfmtnB9X/u7n80s6XA3Wb2fmATcO3glSkiw9kvN93N+v2vDMlhhgNxxeTLBj3EIYcgd/f1QJffCdx9NzBvMIoSkZHlyd1PD7sQB3i+8a9cO/0tg/7IgdJ8oIGIDCupzPALcYBdyd2sbsp5bEi/KchFpOhOGHs8hnWZHyaMYYyJjCZq0SJUNjDJTJI1zS8O+nEU5CJSdNfNfA/l4VGHwjpqUcrD5Xx5zhf4Ue0P+eqcLwGlOXp5TQHOyPXQLBEpusllNXztb77CH+of5IXm1UyOT+ba6W9lQrwKgGgoymlVp7Jsz/Ml80TEg7YdqB/0Y+iMXESGhAe3L+ZPOx5i24F6nmt8ns+s/DfW73vl0PIPHHU9x405togV9k9VrGrQj6EgF5GiW7X3Bf604yHavI1EJkFrppWWdAvffPHbpINx5bFQjCumXEZZqKzI1eYualGml0/jBy/9J7/b+gBNbc2DchwFuYgU3aMNj5PIJLrMb8ukeLF53aHp2aOPKfpt+qEcYjNqUWIWI2Qh6vYs45lXl3Lvtt/xieWfYuuBbYNQk4hIkSXSXUMcwMxIZl7rE4+H41w/c0G3I1yGkvOrz+PEsceTzCRJBo8baPM2WtIt/OSVn+b9eApyESm6cyacRTwU7zI/7WmO79Qvfs7Es5k/5Y2FKq2L3n4jiBLluDGzWdW0Gu9mpM26fS8d6i7KF41aEZGiO3PCGfzfrid4ad96EpkEIUJEQmHeN/M6oqEoz+5Zxl8bVzA2Mobzq89j8qiaYpfcozRpNrVsJhKK0JbuOsImbOG8/0ahIBeRogtbmI8f9y8837ic5xqfZ3S4gvOqX8+keDVfXfMNNu7fSCKTIEyY++t/3+2Z7lCRIcOD2xcTD8WJWrTDcMmIRThzfG3eb9kf1kHetK+VPy9bTybjnH3aLCrHlhe7JBHpQchCnFY1l9Oq5h6a98jOx9iwf8Ohfub2zygfytq8DcsYk+LVNCR3EcJwYNqoqbx3xrvzfrySCnJ3J3gKYwdtbWn2tSQYN2YUoVB2+X/d9Rh3/e9SvN0HdzwW4bija3jb1adz1PSJ1EwcQzweJZ3O8OBjL3D/khVk3LnigpO4at4cImFdQhAppj/vfuZQiJeapCc5cdwJnDfxXLYc2MrksskcVTGr2wwbqJII8jvufopf/a6OfS1JYtEQk6vHMffEI6gcV87KNdt47oXNHQK7J4lkiuWrt7J89dZD8+YcP4VUKsOL63eSzmR3su6VHTz+zDpu/cxbBuWHLiK5iYVK7/kqB0UtysTYRGZUzGBGxYxBPdaQDvJUOsP1H/8p6zftOjQv2ZZh07Y9bNq2Jy/HWLGm6+2ziWSa51Zt5rlVmzntZH3PqEixXDjpAtY2r+t2jPlQF7Yw5048pyDHGtJ9B7fetrhDiBdSsi3No08P/lPLRKRnp1bO5fyJrydqUeKhGHGLEyZc7LJ6NSE2gZuO/xhjomMKcrwhe0aebEvxwEMrilrD2vU7inp8kZHOzHjPzHdx6eRLWN28htGRCuaMPZmX9r/MPZt/w/r9rwypESxRi3L11CuZP/WNBe2WHbJBvmzl5qL/9bS2ltZT1kSGq0ll1Uwqqz40feLYEwiHwkMqxCMW4ZMn3MTRo48q/LELfsQcZTLFfZ4CwAmzpxS7BBHpQWu6teDHjFiEjGfw4L+DYqEY10x9EyFC3PzCV3hl/yuMCpdzSc3FvGnqVUPnq97MLGxmz5nZ/cH0eDNbbGbrgte8Pqvx1JOm53N3fRaNhHjX/DOKWoOIdOXurNi7kkym8GfjKU/x4WNu5IrJlxELRYmH4sRCUS6uuYi5lafw1TVf56V9L5P2DPtS+3ig/vcs2nDnoNfVlzPyjwCrgbHB9EJgibvfYmYLg+lP5KuwUWUxjplZzUsbGvK1y5yFwyG+d/PbOXLa+IIfW0R6lvEM31r7XVY0rSxat8pPN93Jt+beyjXT3sSe5B6qYlXEw3F+tP522jIdu2OTmSRP7nqatx7x5kG98JnTGbmZHQFcBfy43ez5wKLg/SLgmrxWBnzmn66kLB6hENcMIpEQ5WVRxlTE+a+vvIuTjp02+AcVkT5Ztuf5ooY4QFNbE5tbthAPx5k8ajLxcPZhXxv2b+r2gVqRUIQdiZ2DWlOuZ+TfBm4C2n+k1Lh7PYC715vZpO42NLMbgBsAjjyyb2Oyj5lZze1ffy8/uedpXli3nfJRUXbv2U/j3gNgTjwaYeL40WzZ3njYG4KOnFrF5vpg3Lln7/B8+xtrGV9VwetOPwoDnl25iTEVZZx92ixi0SF76UBkRHus4bGiX+CMWJSmtqYu848sP4KtB7Z2qS+VaWNSvLrL+nmtqbcVzOxqYKe7P2tmF/T1AO5+G3AbQG1tbZ//BmYcMYHPffTqw66TSqXZur2RsWNGkck49z20nB0NTRx/TA1XXzSHSCTMrj37eG7lZkZXxDnjb2YQiXQci3rVRXP6WpqIFFgml1u426mMjKMlc6DPt/kb1uMHRtrTzKyY2WX+VVOu5Nk9y0i0O1bMYpw5oZax0bFd1s+nXE49zwXeZGZXAmXAWDO7C9hhZlOCs/EpwOD+7nAYkUiYGUdMODT9d9d2vZtqYtVoLjnvhEKWJSJ5dmnNxaxsWpXTuhELc/aEs6iMVXJ//QPsS+3PabvDPWI2ForxxilXURHp+gC+I8qn8a/HfYyfbryLTS2bKQuVMa/mQt487ZqcjjsQ5n34hAvOyD/u7leb2TeA3e0udo5395sOt31tba3X1dUNpF4RGeG+uvrrrGle22FexCIYduiRsYYxKjyKr8z54qEvP05lUnyw7h96/GIIwxgdGU0sFGN3cne3y98/832cN+n1vdaY8Uxehxya2bPuXtvT8oF0Bt8C3G1m7wc2AdcOYF8iIjn55Ak38ejOx/l9/R9IZJKcUXU6V03Ndmv8cfufaEm1cNLYE7h2+lupilXRkmphe+sOqqJVPYZ4iBB3nPkjABYu/3S368RDMWaMzu3hV4M9bryzPgW5uz8KPBq83w3My39JIiKHd8Gk87lg0vkd5l1ccxEX11x0aNrduXvzPfxp+0NEQhFSmTYiFiHlqS77q4yNO/R+buUpNOzY1WW9kIWYWjY0bxIc0g/NEhHpr0cbHmPxjiW0eRsH0gdo81S2y6NT7EUtynkTX8/BbuarplzBmMhoopZ9hK5hxEIxFsx4L5HQ0BzRNjSrEhEZoD/UP9hltEqGDCGM8nA5relWMmRwd/5Q/yBP7/4z/3zsR5g6agpfnvNFHtrxMCv3rmJ8bDyXTb6Eo0bPKlJLeqczchEZlppT+7qdH7IQ/zz7w4QtOwQ5RYqkJ9mZaOBra75B2tNURCqYP+2NfPrEhfzDMTcM6RAHBbmIDFPHjpnd7VDCcdFxLN1TR9q7fv9nazrB6qY1hSgvrxTkIjIsvX36W4mH4h36xGOhGNfNfA9725p6HMHS05n8UKY+chEpSYl0gvX7XyEWijGrYmaXIX9TR03l5pM/z/31D/DyvvXUlNVw9ZQrOWr0LPan9vN841+7fIVc2lMcO3p2IZuRFwpyESk5T+56ikUb7iIU3EpfHqngY8d+lCPKOz7sblJZNdfPel+X7c8afyYPbl9Mfev2QxdE46EYF066gAnx0nvqaZ/u7Bwo3dkpIgO1pWULX3jhSyQ7PTJ2bHQs355766GLmL1JZpI8uvMx/rz7L4wKj2JezYWcWjm3oF/RlqvBvLNTRKTgHml4jFSm6009yXSS1U1rOHncSTntJxaKcenkS7h08iX5LrHgdLFTREpKU1szmR6eTLg/xwdjDTcKchEpKadWziUeineZn/IUx405tggVFZ+CXERKypnja5k6aiqxUOzQvHgoxpVTLqcyVlm8wopIfeQiUlIioQifOuETPNnwJM+8upRR4VFcNOkC5lSeXOzSikZBLiIlJxaKcmHNBVxYc0GxSxkS1LUiIlLiFOQiIiVOQS4iUuIU5CIiJa7XIDezMjP7i5n91cxWmdkXgvnjzWyxma0LXqsGv1wREekslzPyBHCRu58CzAUuN7OzgYXAEnefDSwJpkVEpMB6DXLPOviA3mjwx4H5wKJg/iLgmsEoUEREDi+nPnIzC5vZ88BOYLG7PwPUuHs9QPA6qYdtbzCzOjOra2hoyFPZIiJyUE5B7u5pd58LHAGcaWY530Ll7re5e62711ZXV/ezTBER6UmfRq24eyPwKHA5sMPMpgAErzvzXZyIiPQul1Er1WZWGbwfBVwMrAHuAxYEqy0A7h2kGkVE5DByedbKFGCRmYXJBv/d7n6/mT0N3G1m7wc2AdcOYp0iItKDXoPc3ZcDp3YzfzcwbzCKEhGR3OnOThGREqcgFxEpcQpyEZESpyAXESlxCnIRkRKnIBcRKXEKchGREqcgFxEpcQpyEZESpyAXESlxCnIRkRKnIBcRKXEKchGREqcgFxEpcQpyEZESpyAXESlxCnIRkRKnIBcRKXG5fPnydDN7xMxWm9kqM/tIMH+8mS02s3XBa9XglysiIp3lckaeAj7m7icAZwMfMrMTgYXAEnefDSwJpkVEpMB6DXJ3r3f3ZcH7ZmA1MA2YDywKVlsEXDNINYqIyGH0qY/czGYCpwLPADXuXg/ZsAcm5b06ERHpVc5Bbmajgf8BPuruTX3Y7gYzqzOzuoaGhv7UKCIih5FTkJtZlGyI/8zdfxPM3mFmU4LlU4Cd3W3r7re5e62711ZXV+ejZhERaSeXUSsG3A6sdvdvtlt0H7AgeL8AuDf/5YmISG8iOaxzLvBeYIWZPR/M+xRwC3C3mb0f2ARcOygViojIYfUa5O7+BGA9LJ6X33JERKSvdGeniEiJU5CLiJQ4BbmISIlTkIuIlDgFuYhIiVOQi4iUOAW5iEiJU5CLiJQ4BbmISIlTkIuIlDgFuYhIiVOQi4iUOAW5iEiJU5CLiJQ4BbmISIlTkIuIlDgFuYhIiVOQi4iUOAW5iEiJ6zXIzey/zWynma1sN2+8mS02s3XBa9XglikiIj3J5Yz8J8DlneYtBJa4+2xgSTAtIiJF0GuQu/vjwKudZs8HFgXvFwHX5LcsERHJVX/7yGvcvR4geJ3U04pmdoOZ1ZlZXUNDQz8PJyIiPRn0i53ufpu717p7bXV19WAfTkRkxOlvkO8wsykAwevO/JUkIiJ90d8gvw9YELxfANybn3JERKSvchl++AvgaeA4M9tiZu8HbgEuMbN1wCXBtIiIFEGktxXc/Z09LJqX51pERKQfdGeniEiJU5CLiJQ4BbmISIlTkIuIlDgFuYhIiVOQi4iUOAW5iEiJU5CL5CiZTpNMp/u8XSqTYVdLC2392FYkF73eECRSSNv3NbOtqYlVu3bSls4wZ1IN8UiE0bEYrW0pKsvK+MPLL/L4xo1UxmOUx+Ks3dXAqwcOMHv8eC4+6hgaWw/w0+XP07B/P+6QwfECtqGqrIzTaqawencD9fv2dTj2ZbOO5vpTT6ehZT93v7CKmooKZoyr5OGNrxA24+0nzeGa408kkUoRCYWIhsMFrFxKlbkX7p94bW2t19XVFex4MjT9bu0avvXnJ6nf18xRVeNZ+PrzOX5CNX//wL08v72+oKE71MTDYWLhCC1tScKhEFfNPo4vXDCP0bFYsUuTIjKzZ929tsflCnIppLtXreDzjz1Mayp1aF48HGZieQVbm5uKWNnQFAuFOXXKFH7xlrcXuxQpot6CXH3kUjDuzjeeeqJDiAMk0mm2KcS7lcyk+euO7by4e1exS5EhTEEuBdPS1kZja2u3y0Zyd0pvoqEQm/Y2FrsMGcIU5FIwo6JRKmLRYpdRcpLpNMdOmFjsMmQIU5BLwYTM+MfasxgV6ThYqiwSYc6kmiJVNXTEQ2EMsHbzyiIR5s06miPHVRapKikFGn4oBfXB02oJmfH9pc/QnEwwsbycT5x7PvOPPZ7rf/dbHt+4ocP6kVCIdCYzrLteJo0axWfecBGzKqsoj8X42hOP88TmjZRHo7z75FP4xzPOKnaJMsRp1IoUhbuTSKeIhyOYvXYOunnvXv68dTNVZWWcP2MW7s4fX17Hih3bOXJcJceOn0AinSIWjrCsfisH2lKcVD2Jl/e8Sv2+ZvYcaGVz0x7GRuO0pFM0JxKkMxn2JlppTCYL2sby4DePluDibtiM6ePGMS4e5+TqyXzwtFqOrKwsaE1SmjT8UKSPdre0EAuHGROP97ruut27qavfyrhYnIuOOpqySIQDbW0cSLVRVTYKM6M11UYq4xoLLv3WW5APqGvFzC4HvgOEgR+7u767U0rehPLynNedPWECsydM6DBvVDTKqOhrF3XLIrrAK4Or3xc7zSwMfB+4AjgReKeZnZivwkREJDcDGbVyJvCSu6939yTwS2B+fsoSEZFcDSTIpwGb201vCeZ1YGY3mFmdmdU1NDQM4HAiItKdgQS5dTOvy5VTd7/N3Wvdvba6unoAhxMRke4MJMi3ANPbTR8BbBtYOSIi0lf9Hn5oZhHgRWAesBVYCrzL3VcdZpsGYGO/DpibicBIe7rQSGvzSGsvjLw2j7T2Qu9tnuHuPXZp9Hv4obunzOxG4EGyww//+3AhHmwzqH0rZlZ3uLGWw9FIa/NIay+MvDaPtPbCwNs8oHHk7v574PcD2YeIiAyMHpolIlLihluQ31bsAopgpLV5pLUXRl6bR1p7YYBtLuizVkREJP+G2xm5iMiIoyAXESlxwybIzexyM1trZi+Z2cJi15NvZjbdzB4xs9VmtsrMPhLMH29mi81sXfBaVexa88nMwmb2nJndH0wP9/ZWmtk9ZrYm+Ls+Zzi32cz+Ofj3vNLMfmFmZcOtvWb232a208xWtpvXYxvN7JNBjq01s8tyOcawCPIR8iTGFPAxdz8BOBv4UNDGhcASd58NLAmmh5OPAKvbTQ/39n4H+KO7Hw+cQrbtw7LNZjYN+DBQ6+4nk70f5R0Mv/b+BLi807xu2xj8P/0O4KRgmx8E+XZYwyLIGQFPYnT3endfFrxvJvs/+DSy7VwUrLYIuKYoBQ4CMzsCuAr4cbvZw7m9Y4HzgdsB3D3p7o0M4zaTvZdlVHCneDnZx3wMq/a6++PAq51m99TG+cAv3T3h7q8AL5HNt8MaLkGe05MYhwszmwmcCjwD1Lh7PWTDHphUxNLy7dvATUCm3bzh3N6jgAbgjqA76cdmVsEwbbO7bwVuBTYB9cBed/8Tw7S9nfTUxn5l2XAJ8pyexDgcmNlo4H+Aj7p7U7HrGSxmdjWw092fLXYtBRQBTgN+6O6nAvsp/W6FHgX9wvOBWcBUoMLM3lPcqoquX1k2XIJ8RDyJ0cyiZEP8Z+7+m2D2DjObEiyfAuwsVn15di7wJjPbQLar7CIzu4vh217I/jve4u7PBNP3kA324drmi4FX3L3B3duA3wCvY/i2t72e2tivLBsuQb4UmG1ms8wsRvZiwX1FrimvLPtV87cDq939m+0W3QcsCN4vAO4tdG2Dwd0/6e5HuPtMsn+fD7v7exim7QVw9+3AZjM7Lpg1D3iB4dvmTcDZZlYe/PueR/baz3Btb3s9tfE+4B1mFjezWcBs4C+97s3dh8Uf4Eqyj9V9Gfh0sesZhPa9nuyvWMuB54M/VwITyF71Xhe8ji92rYPQ9guA+4P3w7q9wFygLvh7/l+gaji3GfgCsAZYCdwJxIdbe4FfkL0G0Eb2jPv9h2sj8Okgx9YCV+RyDN2iLyJS4oZL14qIyIilIBcRKXEKchGREqcgFxEpcQpyEZESpyAXESlxCnIRkRL3/wEZLPHh2MC9RgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import DBSCAN\n", + "from sklearn.neighbors import NearestNeighbors\n", + "from scipy.io import arff\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "### 3 DBSCAN\n", + "\n", + "# Charge le jeu de donnée : 2sp2glob\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n", + "distances, indices = nbrs.kneighbors(npliste)\n", + "print(distances)\n", + "\n", + "# Garde uniquement la colonne correspondant aux distances\n", + "liste2 = []\n", + "for i in range(0, len(distances)-1):\n", + " liste2 += [distances[i][1]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste2 = np.array([x for x in liste2])\n", + "#print(npliste2)\n", + "\n", + "epsilon = 0.98*max(npliste2)\n", + "print(\"epsilon : \",round(epsilon,3))\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = DBSCAN(eps=epsilon, min_samples=2).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"3 clusters in 2sp2glob\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e576f7bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "\n", + "### 2 Clustering k-means (suite)\n", + "\n", + "# Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = DBSCAN(eps=0.5, min_samples=100).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a9fddea2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.352, 0.382, 0.387, 0.408, 0.411, 0.446, 0.494, 0.548, 0.517, 0.489, 0.456]\n", + "Temps : [0.117, 0.119, 0.122, 0.193, 0.138, 0.141, 0.134, 0.137, 0.133, 0.136, 0.133]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "### Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "nb_clusters = range(2, 13)\n", + "for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='ward',connectivity=None).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + "print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + "### Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster_max_score = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + "### Affiche les résultats \n", + "### Graphes des metrics\n", + "fig, figs = plt.subplots(nrows=1, ncols=2)\n", + "figs[0].scatter(nb_clusters, temps)\n", + "figs[0].grid()\n", + "figs[0].title.set_text('Temps')\n", + "figs[1].scatter(nb_clusters, mesures)\n", + "figs[1].grid()\n", + "figs[1].title.set_text('Mesures')\n", + "fig.tight_layout()\n", + "\n", + "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + "### Appel de la méthode de clusterization\n", + "pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "### Affiche la clusterisations\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "d75ca794", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "import os\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "def metricsandclusterisationof(name):\n", + " path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n", + " file_path = path + name + '.arff'\n", + " ### Charge le jeu de donnée\n", + " data = arff.loadarff(open(file_path,'r'))[0]\n", + " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + " liste = []\n", + " for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + " npliste = np.array([x for x in liste])\n", + "\n", + " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + " temps = []\n", + " mesures = []\n", + " nb_clusters = range(2, 20)\n", + " for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + " print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + " print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + " ### Trouve le nombre de cluster maximisant Silhouette-Score\n", + " nb_cluster_max_score = mesures.index(max(mesures))+2\n", + " print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + " ### Affiche les résultats \n", + " ### Graphes des metrics\n", + " fig, figs = plt.subplots(nrows=1, ncols=2)\n", + " figs[0].scatter(nb_clusters, temps)\n", + " figs[0].grid()\n", + " figs[0].title.set_text('Temps')\n", + " figs[1].scatter(nb_clusters, mesures)\n", + " figs[1].grid()\n", + " figs[1].title.set_text('Mesures')\n", + " fig.tight_layout()\n", + "\n", + " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + " ### Appel de la méthode de clusterization\n", + " pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + " ### Affiche la clusterisations\n", + " #plt.figure(figsize=(10, 10))\n", + " plt.figure()\n", + " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + " cluster_name = \"Clusters in \" + name\n", + " plt.title(cluster_name)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebcbbbf2", + "metadata": {}, + "outputs": [], + "source": [ + "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", + "li=[i for i in l if 'arff' in i]\n", + "lis=[x.split('.')[0] for x in l]\n", + "for i in lis:\n", + " try:\n", + " metricsandclusterisationof(i)\n", + " except Exception:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "0bcc79c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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B+dd8jspRQzq5dS1rbRy5glxEikJdbYzPVn6FuprYDvNDkRAYNOx0wjIcDZFKpkg2pJpsywK2Q/A3nv/r537E+EP2ym3xHZSre62IiBTUq4+9Ds081Lkh0dAkxCE98qS5EAeaDfFt8y8/9irisXjHiu1kCnIRKQr1dXGaPbuZ406FeF2cmbd3rSs3W6MgF5GicMDx+5NsSDaZHww1HYLYUY/d/GTOt5lPCnIRKQoDduvPeT85l2hpBBr1sDQX7h21oPpdztvnYq79yh9YuXh1zrefawpyESkaZ1xyCidNOy7n3SlNOLy/4AOeuO1pvjrxcpa9syLPO+wYBbmIFI05T8/jkemd1+2RSqaI1cS49dt//WheKkUymfu/AjpCFwSJSNF46Pf/IF7XuSNK3J3ZM+fw2WHT2LB6I+6OmfHxT47n4hu/yvCxhb9cX0EuIl3SikUrue/Xj/DevPcZf+henHbhSWxeX1OQWuJ1ceq3fvQLxN1546l5nLfPxex7xD785/fPZMIx+xakNtAFQSLSBc17YQFXnnB1Zix4knA0RLQ0yukXncRdP3+ARCz729R2hmhZhEtvvoBJ5xyZl+3rgiARKTrXffUmYrX120ekJOobqNlYywO/e6zLhThA/dY4v7/ktoL1nSvIRaRLqauNsXxB86NEthSoayUbsZoYG1ZtLMi+FeQi0qWEIyECwdxf5JNv7r7D7XM7k4JcRLqUUDjE0WcfRjgaLnQpWQuXhDn67MMpLS8h2ZDk3l/9nS+Ou5BzR1zAjZfdxpYN+f1LQqNWRKTLufC3X+bDDzbw1rPzu2SfeGOBYIAjP3MwF//+KwD88KxrqX58zvZhkg/87h+88FA1N795LdHSaH5qyGYhM3vPzN4yszfMrDozb4CZzTSzhZnXrn3ndREpGqW9SvnZ499j+pxrCUW75vFmaa8SzrpiCnevuplv334xkZIIS95ayquPvr7DWPdkIsnq99byzzuey1stbelaOcbdJzQaAnMlMMvdxwKzMtMiIjkzfGwl5//0c1gzt68ttGAoyJiPjyQRS7BtGPcrj71OIt70lrqpZIon83hHxY78qpsCHJ15PwN4GvhWB+sREWHj2k3c9r2/8fwDrxCOhph43H7Mfe4dEvUJzAxPpZq9o21nqtlYy08/dz0Ag4YPYNT+I3j10TdaXP7DlRvyVku2Qe7AE2bmwE3uPh0Y4u4rAdx9pZkNbm5FM5sGTAMYMWJEDkoWke6srjbG1w68kvUrN9CQSI/L3rB6E8lEA4FQgGSi+YdFFNK65etZt3z9LpcZOjp/j47LNsgPd/cPMmE908zeyXYHmdCfDukrO9tRo4j0IP/867Ns/nDL9hCH9LM5gS4Z4tmIlIT59H+dkLftZ9VH7u4fZF7XAPcDBwGrzawSIPO6Jl9FikjPsPC1xcy8/RlitfWtL1wkQpEgn/riMRxyygH520drC5hZORBw9y2Z958Cfgg8BEwFrsm8Ppi3KkWkW6urqeM7J/+EhbOX5OVBEYUSCBi/e/mnjPn4qLzuJ5uulSHA/ZmzxiHgDnf/h5m9CtxtZl8GlgFn5q9MEenObrr8Lyx4ZRGJZh6iXMzOvOzUvIc4ZBHk7r4Y+Hgz8z8Ejs1HUSLSszz5l2e6XYibGS8+XM15Pz2XQCC/F9HrEn0RKbhEfde+erM93J01y9bxxlPz8r4vBbmIFNyEY/ZtetGPQTAcxAJGn0F9iJQUz71XtonV1vPmM2/nfT8KchEpuAtvOJ/yfmVESiMAREoj9OpXzs1vXsvDtX/lj29fl/fnLefLnKfn5n0fCnIRKbjhYyu5bcFvOP3CExl34BiOPONgps+5lt3HDSMSDdN3UB8On3JgUR6Vv/9O8/dWzyUFuYh0Cff9+hHu/82jLH17BS8+WM20/S9jwauLtn/+zT/+N/sfNb6AFbbPwKED8r4PBbmIFNxrs97ivusfIR5LEKuNsXVLHTUba/nuyT/dPq48WhrlPy77NKW9SwpcbfYipRFG778HPz7nOu786X1sXLspL/tRkItIwT16y5PNXs2ZiCeY+9xHdwT52OF7k0oWtrc8EGo9NiMlYaJlEQIB49n/e4mn//YCt199L18cdxFL334/9zXlfIsiIm0Uq4m18IlR3+je3iVlUS69+asEgl3vtraNTT7vWCZM2o94XZz6ren647EEWzdt5dcXTM/5/hTkIlJwk845gpLypk/PSTYk2e+ofXZa9kjO/Z8zOqu0JlINu75xV7Qswn5H7s3rT75JKrXjXw/uMO+FBTm/DUHXfPSGiPQonzzrMP5x21PMf2khsZoYwVCQUDjIJTdNI1IS5vkHXuHlR1+j3+C+nHjeJIaPrSx0yS1KxBtY/OZSwtEw8WYeUxcMpcfG55J5J96dvaqqyqurqzttfyJSPJLJJC8/8hov/r2aPgN6c8KXjqFy9GC+dfzVLHx9CbGaGKFwiGQqiRe4n7w1kZIwJeUlxGpjO4R5OBLiqLMO48o/X9im7ZnZ7EZPZ2uiWx+Re2oT1P8LSEH0KCyQ/2FAItI+wWCQw049kMNOPXD7vEemz+TfsxdTvzV9IrQhURz3Y4nHEgSCASrH7MaqJWsIBAx3Z4/xu3Phb8/L+f6KKsjdvdln97nHwWvA+mGW7vZPbb4Wtk6HRteDOSUQ3hfKpmLhsRAcilkJ7kmoexCvuwdIQclnsLIzMCuqb49It/PUXc9vD/FiE6utZ+KkfTnhi8ewZO4ydh83lHEH7pmX548WRVKltvwOav8EbMGJQGA4RA6E4ACofx0aXmZbYO/6D64YJKphU/X25TxwAAQS0DAPyJyASMzH65+A/rd0yYe+ivQUkdLiu5Jzm0hphCEjK9hz4ij2nFj4+5EXjHsDvu40SP670dw4pBZDbHFudpKaDU1OQscg/kr6K3pwbvYjIm12yrRP8dYz84vyiUHBUIDjv/DJTtlXlx5+6Ju+v1OId6Z6PPaPAu1bRAAOPbWKyedNypw8jFLaq4RQONTl/1IeMrKCn8/8X/oO6tMp++uyR+TucYjdW9giGvJ/H2ERaZmZ8bXrz+MzF5/MG0/Npc/A3lRNnsDbLyzgT9+9k3eqF3WpESyRkjBnX3k6n//ef3TqL5suG+TEX6K1Hu+8S20t7P5FBIDK0UOoHD1k+/TESfvxl8g9XSrEw9Ewv3zqKvY5eGyn77vrdq14F3gAa2T/QlcgIi3YuqWu0/cZLgkRCAWaXNATLYsy9aqzCAQDXHz4d5kcOZszKs7j9qvvIZnMf5ZlHeRmFjSz183s4cz0ADObaWYLM6/9c1pZpNAnGcNY+fkFrkFEdubuVD8xh1Ry15fK50OivoGr7ruc/7j000RLI5T2KiFaGmHK1ydzyKer+OYx3+ftF/9NsiHJ5g+3cNfPHuA3/31L3uvK+spOM7sUqAL6uPspZvZzYL27X2NmVwL93f1bu9pGW6/sTK2dAsn5WS+fOyEY8FcCkYkF2LeItCSVSvE/p/yU6ifm4KnCdKtUDB/IHctupK42xocr1jNw2ABKy0v4xZdu4Mnbn2nyCyZSEuaOZTd26MRna1d2ZnVEbmbDgZOBxr9apgAzMu9nAKe1s8aW99vvZ0Ap0BknDcJg5WB9sIF/U4iLdEEvPPhqQUMcYMOaTSx5ayml5SUM32sopeXp+6MvfG1xs38lhKNhVixaldeasj3Z+WvgCqB3o3lD3H0lgLuvNLPBza1oZtOAaQAjRoxoU3EW3hsG3YfX/B4Sc4BySK0F30D6RGgUbDfw99jlidHAaEgtaTSjBMq/iAUqIHo0mEH9SxDoA9FPYhZpU50i0jkevfnJgoY4QCQaZsPqTYzab8f5o/ffg6Xz3m9yx8N4LLHDidp8aDXIzewUYI27zzazo9u6A3efDkyHdNdKW9e30Bis37Wt7CMByWUQ6J++3H7r3ZD8ACL7YaVnYBbGk2vSF/gEekPkMMx2umKsrHC3xRSR7Owckq0ZUNmP2k11bb7M3wLW4i+MhkQDe1WNaTL/7CtP5/kHXtnh4qVoaYSjzjyU/oP7tmn/bZVN18rhwKlm9h5wFzDJzG4HVptZJUDmdU3eqmyFWTgd+IEBBIIVBHp/jUC/HxMoO3t7YFtwMFZ6Chb9ZNMQF5GicPpFJ2a9bCgSYtK5RzD1h2fRZ2CvrHtod3WL2ZLyKOd+9wx69Stv8tnIj+3ONY9/jzETRoJBae8STrvoJC69+YKsa26vNt3GNnNE/s3Myc5fAB82Otk5wN2v2NX6uo2tiHTUZZN+wJtP73ixXjgaxgJGPPM0oUDAKOtbxs1v/YpBmYcfNyQaOLnscy2OdrGA0Wdgb0rKo6x+b22zn192y39xwhePabXGVCpFIJC70d05OdnZgmuA481sIXB8ZlpEJK+u/ecP+Mb0rzJs7G4MHNqf0y48kb8s/h3TfvEFKkcPofeAXhxxxiH8/tWfMWjoAGo31bLg1UVsWre5xRAPBAM80XA3966+lUhJ8+fISsqjjP3E6KxqzGWIZ0MPlhCRbsndufU7d3D/9Y+kn9ZTnwB3EvVN72m+bUghwPQr/swDv3mMRHzH5cr7lXHv6lsJhTv/gvh8HpGLiHRZj9z8JA/89jHisQS1m7aSiCVIJlMEQzvGXqQkzAnnHcO2g9rPXnEafSr6ECnJnF8zI1oW4eLfTytIiGdDR+Qi0i1N3etCPmhm/HYgGKC0dwl1NTFSDSnC0RCBYIABlf350d+/zYi9h7FlQw0P/f4fVD8+h4rdB3HGJScz7sA9C9CKtNaOyBXkItItnT7gi9RsrG0yPxQJ8YtZ3+dbn/oh8bqPnqdpBv13688dS/9AMBTszFJbpa4VEemR9j1yn2ZvJTtgt348e+9LJBM73szKHWI1Md54am5nlZgzCnIR6ZbOv+ZzlPQq2d4nbpa+S+FFN5zP+lUbSDY0HcHiOJvWbensUjusa/bci4i0Ira1nndeXkhJeZS9qsY0GfK3xz7Duen1X3DnNfcz/6V/M2xsJedceTrjDtyTzetreOnh2U0eIdcQT7LvEXt3ZjNyQkEuIkXnydv/xfX/dTOBYABPOb36l/OTR7/LyI/tvsNylaOHcOn0pldWHv3Zw7jv+kd4/50V1G9NX0RUUh7llAs+xeDdB3VKG3JJJztFpKgsmbuMCw/+NvWZqzi36T+kL3e+f1PWJyrr6+p59OYneequ5ynrU8ap/3UCh55a1SWfB9rayU4dkYtIUXlk+swmF+sA1G+N88ZTczng+I9ntZ1oaZTTLzqZ0y86Odcldjqd7BSRorJxTcuX2m9ZX9PJ1XQNCnIRKSqHfrqKkvJok/mJeAP7HTW+ABUVnoJcRIrKUWcewh7jhxMt+yjMS8qjnHn5qQyszO2jg4uF+shFpKiEI2F+9a8f8sSMf/H03c9T3qeMUy74FAeeMKHQpRWMRq2IiHRxukRfRKSbU5CLiBQ5BbmISJFTkIuIFLlWg9zMSszsFTObY2bzzOyqzPwBZjbTzBZmXnvmuB8RkQLL5oi8Hpjk7h8HJgCTzewQ4EpglruPBWZlpkVEpJO1GuSetu2613Dmy4EpwIzM/BnAafkoUEREdi2rPnIzC5rZG8AaYKa7vwwMcfeVAJnXwS2sO83Mqs2seu3atTkqW0REtskqyN096e4TgOHAQWa2b7Y7cPfp7l7l7lUVFRXtLFNERFrSplEr7r4ReBqYDKw2s0qAzOuaXBcnIiKty2bUSoWZ9cu8LwWOA94BHgKmZhabCjyYpxpFRGQXsrlpViUww8yCpIP/bnd/2MxeBO42sy8Dy4Az81iniIi0oNUgd/c3gYnNzP8QODYfRYmISPZ0ZaeISJFTkIuIFDkFuYhIkVOQi4gUOQW5iEiRU5CLiBQ5BbmISJFTkIuIFDkFuYhIkVOQi4gUOQW5iEiRU5CLiBQ5BbmISJFTkIuIFDkFuYhIkVOQi4gUOQW5iEiRU5CLiBS5bB6+vLuZPWVm881snpldnJk/wMxmmtnCzGv//JcrIiI7y+aIvAG4zN33AQ4BvmZm44ErgVnuPhaYlZkWEZFO1mqQu/tKd38t834LMB8YBkwBZmQWmwGclqcaRURkF9rUR25mI4GJwMvAEHdfCemwBwbnvDoREWlV1kFuZr2A/wMucffNbVhvmplVm1n12rVr21OjiIjsQlZBbmZh0iH+V3e/LzN7tZlVZj6vBNY0t667T3f3KnevqqioyEXNIiLSSDajVgy4FZjv7r9q9NFDwNTM+6nAg7kvT0REWhPKYpnDgS8Ab5nZG5l53wGuAe42sy8Dy4Az81KhiIjsUqtB7u7PAdbCx8fmthwREWkrXdkpIlLkFOQiIkVOQS4iUuQU5CIiRU5BLiJS5BTkIiJFTkEuIlLkFOQiIkVOQS4iUuQU5CIiRU5BLiJS5BTkIiJFTkEuIlLkFOQiIkVOQS4iUuQU5CIiRU5BLiJS5BTkIiJFTkEuIlLkWg1yM/ujma0xs7mN5g0ws5lmtjDz2j+/ZYqISEuyOSK/DZi807wrgVnuPhaYlZkWEZECaDXI3f0ZYP1Os6cAMzLvZwCn5bYsERHJVnv7yIe4+0qAzOvglhY0s2lmVm1m1WvXrm3n7kREpCV5P9np7tPdvcrdqyoqKvK9OxGRHqe9Qb7azCoBMq9rcleSiIi0RXuD/CFgaub9VODB3JQjIiJtlc3wwzuBF4FxZrbczL4MXAMcb2YLgeMz0yIiUgCh1hZw93Na+OjYHNciIiLtoCs7RUSKnIJcRKTIKchFRIqcglxEpMgpyEVEipyCXESkyCnIRUSKnIJcJEuJVAOJVEOb12tIJVlfX0NDKpmHqkSyuCBIpDOtiW1iVd1GFmxeSSLVwD59hxENhCkPRalPJegdLuOpVXN5ad1C+oZKKAlFWbRlFRsStexZPoQjBu/N5sRW7l72Euvra0jhmf86T99QKfv1G8HCLStZU795h30fXTGec0cezrr4Zv6+/HUqor0YVjaQ59YtIGgBpgyv4sShE4inGghZkFAg2ImVS7Ey9877J15VVeXV1dWdtj/pmp74YA43LXqS1bFN7FFewUXjJjOm925867Xbmbvp/U4N3a4mEggSCYTZmqwnSIDjKvfjivFTKA9FC12aFJCZzXb3qhY/V5BLZ3poeTW/fPvvxFKJ7fMiFmJgtBcrYxsLV1gXFbYg+/UfwY0HfaXQpUgBtRbk6iOXTuPu3PDvx3cIcYC4NyjEW5DwJG9vXM67W1YXuhTpwhTk0mnqknE2J+oKXUbRCQYCrKjb+WmLIh9RkEunKQmGKQtGCl1G0UmkkozpNaTQZUgXpiCXThOwAF8aczQlgfAO86OBMPv0GVagqrqOiAUxwLDt86KBEEdW7M2wsgGFK0y6PA0/lE71uZFHYhh/Wvw0NYkYA6K9+PpeJzC5cgKXvDaDl9Yt3GH5kAVIeqpbj2QZGO7FpfucwohegygNhvndgsd5+cNFlAYjnDHiYL40+uhClyhdnEatSEG4O/WpBqKBEGYfHYGu2Lqe19YvoW+kjEMHjcWBf66ay/xNKxhWNoAxvQZTn2ogHAjy5oZlxJMJxvUZxpKa1ayNbWF9vIYP6jbQK1hCfSpOTUOMZDLFlmSMTcnO7Z8vDYQBoy4VByCIMay0P70jpYzrPYwvjDqSYeUDO7UmKU4afijSRhviNYQDIXqFSlpddnHNauZsWErvUClHDh5HNBghlowTSyboGy7DzIglEyQ9pbHg0m6tBXmHulbMbDJwPRAEbnF3PbtTil7/SK+slx3dawijdzoRWRKMUNLopG5JMLzzaiI51e6TnWYWBG4ATgTGA+eY2fhcFSYiItnpyKiVg4BF7r7Y3ePAXcCU3JQlIiLZ6kiQDwPebzS9PDNvB2Y2zcyqzax67dq1HdidiIg0pyNBbs3Ma3Lm1N2nu3uVu1dVVFR0YHciItKcjgT5cmD3RtPDgQ86Vo6IiLRVu4cfmlkI+DdwLLACeBU4193n7WKdtcDSdu0wO4OAdXncflfU09rc09oLPa/NPa290Hqb93D3Frs02j380N0bzOzrwOOkhx/+cVchnlknr30rZla9q7GW3VFPa3NPay/0vDb3tPZCx9vcoXHk7v4o8GhHtiEiIh2jm2aJiBS57hbk0wtdQAH0tDb3tPZCz2tzT2svdLDNnXqvFRERyb3udkQuItLjKMhFRIpctwlyM5tsZgvMbJGZXVnoenLNzHY3s6fMbL6ZzTOzizPzB5jZTDNbmHntX+hac8nMgmb2upk9nJnu7u3tZ2b3mtk7mZ/1od25zWb2jcy/57lmdqeZlXS39prZH81sjZnNbTSvxTaa2bczObbAzE7IZh/dIsh7yJ0YG4DL3H0f4BDga5k2XgnMcvexwKzMdHdyMTC/0XR3b+/1wD/cfW/g46Tb3i3bbGbDgIuAKnffl/T1KGfT/dp7GzB5p3nNtjHz//TZwMcy6/w+k2+71C2CnB5wJ0Z3X+nur2XebyH9P/gw0u2ckVlsBnBaQQrMAzMbDpwM3NJodndubx/gKOBWAHePu/tGunGbSV/LUpq5UryM9G0+ulV73f0ZYP1Os1tq4xTgLnevd/clwCLS+bZL3SXIs7oTY3dhZiOBicDLwBB3XwnpsAcGF7C0XPs1cAWQajSvO7d3NLAW+FOmO+kWMyunm7bZ3VcAvwSWASuBTe7+BN20vTtpqY3tyrLuEuRZ3YmxOzCzXsD/AZe4++ZC15MvZnYKsMbdZxe6lk4UAj4B/MHdJwK1FH+3Qosy/cJTgFHAUKDczD5f2KoKrl1Z1l2CvEfcidHMwqRD/K/ufl9m9mozq8x8XgmsKVR9OXY4cKqZvUe6q2ySmd1O920vpP8dL3f3lzPT95IO9u7a5uOAJe6+1t0TwH3AYXTf9jbWUhvblWXdJchfBcaa2Sgzi5A+WfBQgWvKKUs/av5WYL67/6rRRw8BUzPvpwIPdnZt+eDu33b34e4+kvTP85/u/nm6aXsB3H0V8L6ZjcvMOhZ4m+7b5mXAIWZWlvn3fSzpcz/dtb2NtdTGh4CzzSxqZqOAscArrW7N3bvFF3AS6dvqvgt8t9D15KF9R5D+E+tN4I3M10nAQNJnvRdmXgcUutY8tP1o4OHM+27dXmACUJ35OT8A9O/ObQauAt4B5gJ/AaLdrb3AnaTPASRIH3F/eVdtBL6bybEFwInZ7EOX6IuIFLnu0rUiItJjKchFRIqcglxEpMgpyEVEipyCXESkyCnIRUSKnIJcRKTI/T9Z4qQgZsz9HQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n", + "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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lrLYR8TDwPgBJ5wC/NYHPMzOzNpflGtTdwBxJsyWdQjKAYWtVna3AZUpcCByMiAPjtZV0ZvrvScBnSEb0lde1UtKrJM0mGXjxgyltpeXewM4hFm/Yzux132Txhu0M7BxqdUhm1mJ1z6Ai4pikq4BBkqHiN0fEA5JWp8s3AdtIhpjvIRlmfuV4bdNVXyJpTfp6C/B3aZsHJN0BPAgcA9ZExOgJuqyteJJQM6sl031QEbGNJAlVlm2qeB3Amup2Y7VNy68luT+qVpurgauzxGbFN94koU5QZp3LUx1Zy3mSUDOrxQnKWs6ThI4maamk3ZL2SFpXY/laSfelP/dLOi7ptFbEatZITlDWcp4k9IQsM7dExMaIWBARC4D1wD9GxLNND9aswTxZrLWcJwkd5eXZVwAklWdfeXCM+pcAtzUpNrOmcoKyXPAkoS/LMnMLAJJ+iWS+yqvGWO7ZVqZJ0WIuWrxjcYIyy5dMM6mk3g98f6zuPc+2Mn2KFnPR4h2LE5RZvkxkJpWVdGD33sDOIXcHdwgPkjDLlywztyDpVOCdJJMtd4zyTd1DwyMEJ27q9swj7ckJyixHIuIYyTWlQeAh4I7yzC3l2VtSvwN8OyKea0WcrTLeTd3WftzFZ1Pi7pbpV2/mlvT9LcAtzYsqH3xTd2fxGZRNmrtbrNl8U3dncYKySXN3izWbb+ruLO7is0lzd4s1m2/q7ixOUDZpM3u6GaqRjNzdYo3km7o7h7v4bNLc3WJmjeQzKJs0d7eYWSM5QdmUuLvFzBrFXXxmZpZLTlBmZpZLTlBmZpZLTlBmZpZLTlBmZpZLTlBmZpZLmRKUpKWSdkvaI2ldjeWSdF26/MeS3l6vraQFknZIuk/SPZLOT8vPljSSlt8naVP155mZWfurex+UpC7geuC9JE/7vFvS1oh4sKLaMmBO+nMBcCNwQZ22fw38eUT8b0kXpe/70/U9GhELpmH7zMysoLKcQZ0P7ImIvRHxInA7sLyqznLg1kjsAHoknVWnbQC/nL4+lbEfa21mZh0oy0wSfcATFe/3kZwl1avTV6ftHwODkv6GJFH+ekW92ZJ2AoeAz0TEXdVBSVoFrALo7e2lVCpl2JTGO3LkSG5iyaJo8UIxYzazicuSoFSjLDLWGa/tHwJ/EhF3SvoQ8GXgPcAB4I0R8Yyk84ABSedGxKFRK4nYDGwGWLRoUfT392fYlMYrlUrkJZYsihYvFDNmM5u4LF18+4BZFe/fwCu748aqM17by4Et6et/IOkOJCJeiIhn0tf3Ao8C52SI08zM2kiWBHU3MEfSbEmnACuBrVV1tgKXpaP5LgQORsSBOm33A+9MX78LeARA0hnp4AokvZlk4MXeSW+hmZkVUt0uvog4JukqYBDoAm6OiAckrU6XbwK2ARcBe4DngSvHa5uu+mPAtZJOBn5Bej0JeAfwF5KOAceB1RHx7LRsrZl1hIGdQ34MTBvI9LiNiNhGkoQqyzZVvA5gTda2afk/AefVKL8TuDNLXGZm1QZ2DrF+yy5Gjh4HYGh4hPVbdgE4SRWMZ5Iws7aycXD3y8mpbOTocTYO7m5RRDZZTlBm1lb2D49MqNzyywnKzNrKzJ7uCZVbfjlBmVlbWbtkLt0zukaVdc/oYu2SuS2KyCYr0yAJM7OiKA+E8Ci+4nOCMrO2s2JhX92E5KHo+ecEZWYdx0PRi8HXoMys43goejE4QZlZx/FQ9GJwgjKzjuOh6MXgBGVmHcdD0YvBgyTMrON4KHoxOEFZw3k4r+XRRIair5x1mE9v2O59t8mcoKyhPJzXimrUvjvL+24r+BqUNZSH81pRed9tPScoaygP57Wi8r7bek5Q1lAezmtF5X239ZygrKE8nNeKyvtu63mQhDVUOw/nbdToRElLgWuBLuCmiNhQo04/8AVgBvB0RLxzyh9so1Tuu3CYvjbad4vCCcoaLstw3qJp1OhESV3A9cB7gX3A3ZK2RsSDFXV6gBuApRHxuKQzJ/2BNq7yvlsqlfjEpf2tDqfjuIvPbBIaOMLrfGBPROyNiBeB24HlVXU+AmyJiMcBIuKpqX6oTc7AziEWb9jO7HXfZPGG7QzsHGp1SG3FZ1Bmk9DAEV59wBMV7/cBF1TVOQeYIakEvA64NiJurV6RpFXAKoDe3l5KpdJUY5sWR44cyU0sWdWKeXjkKEM/H2HlrIBZAIcZeuheBn72ID3dM1oR5suK+DuuJVOCqtcnLknp8ouA54ErIuKH47WVtADYBLwaOAZ8PCJ+kC5bD3wUOA58MiIGp7aZZtNrZk83QzWS0TSM8FKNsqh6fzJwHvBuoBv4Z0k7IuL/jWoUsRnYDLBo0aLo7++famzTolQqkZdYsqoV8+IN2xka7npF3b6eLr6/rv8V5c1UxN9xLXW7+Cr6xJcB84BLJM2rqrYMmJP+rAJuzND2r4E/j4gFwGfT96TLVwLnAkuBG9L1mOVGA0d47SP9Pp56A7C/Rp1vRcRzEfE08D3gbVP9YJuYrGfR7gacvCzXoLL0iS8Hbo3EDqBH0ll12gbwy+nrUzlxEC4Hbo+IFyLiMWBPup5cK++Eu4YOeifsACsW9nHNxfPp6+lGQF9PN9dcPH86BoPcDcyRNFvSKSRf1rZW1fkG8BuSTpb0SyRdgA9N9YNtYrLcJ1UeTDM0PEJwYjBN9d8HJ7HasnTxZekTr1Wnr07bPwYGJf0NSaL89Yp17aixrtzynF2dqRGjEyPimKSrgEGSbvGbI+IBSavT5Zsi4iFJ3wJ+DLxE0nV+/7QGYnWtXTJ31EhOeOVZ9HiDacr7juerHFuWBJWlT3ysOuO1/UPgTyLiTkkfAr4MvCfj5+XqAvCTPzvMx9/6EgC93fCp+ceAYzy5+4eUDj7SsriyKOLF1CLGPBERsQ3YVlW2qer9RmBjM+Oy0bLc45elGzBLEutUWRJU1j7xWnVOGaft5cAfpa//AbhpAp+XqwvAV677JpH2ln5q/jE+vyv5tQp4bEPr4sqiiBdTixiztad6Z9FZBtN4zr+xZbkGlaVPfCtwmRIXAgcj4kCdtvuB8t3v7wIeqVjXSkmvkjSbZODFDya5fU3hObvMrJYsg2n892NsdRNURBwDyn3iDwF3lPvEy/3iJN0Re0kGNHwJ+Ph4bdM2HwM+L+lHwF+Rdtely+8AHgS+BayJiNHnvznjObvMrJYsg2n892Nsme6DqtcnHhEBrMnaNi3/J5J7OWq1uRq4OktseeA5u8xsLPW6Adt5vsqp8kwS08RzdpnZZE3k8fOdlMScoMzMcq5Th6J7slgzs5zr1MfPO0GZmeVcpw5Fd4IyM8u5Th2K7gTVpjy3l1n76NSh6B4k0YY69YKqWbvq1KHoTlBtyHN7WVadOHS5qBoxOXHeOUE1UbP+GHTqBVWbGJ9pW975GlSTZH0uzHTo1AuqNjGdOnTZisMJqkma+cegUy+o2sT4TNvyzgmqSZr5x6CBT3u1NuIzbcs7X4NqkizPhZlOnXhB1SYmyxNhzVrJZ1BN4m43yxufaVve+QyqSTr1PgbLN59pW545QTWR/xiYmWXnBJUzvnHSzCzhBJUjvnHSzOwED5LIEd84aWZ2ghNUjvjGSTOzE5ygcsQ3TpqZneAElSO+V8rM7AQPksgR3ytlZnZCpgQlaSlwLdAF3BQRG6qWK11+EfA8cEVE/HC8tpK+BpRPDXqA4YhYIOls4CGgPDJgR0SsnuwGFo3vlTIzS9RNUJK6gOuB9wL7gLslbY2IByuqLQPmpD8XADcCF4zXNiI+XPEZnwcOVqzv0YhYMKUtMzOzQstyDep8YE9E7I2IF4HbgeVVdZYDt0ZiB9Aj6awsbdOzrw8Bt01xW8zMrI1k6eLrA56oeL+P5CypXp2+jG1/A3gyIh6pKJstaSdwCPhMRNxVHZSkVcAqgN7eXkqlUoZNabwjR47kJpYsihYvFDNmM5u4LAlKNcoiY50sbS9h9NnTAeCNEfGMpPOAAUnnRsShUSuJ2AxsBli0aFH09/ePvQVNVCqVyEssWRQtXihmzGY2cVkS1D5gVsX7NwD7M9Y5Zby2kk4GLgbOK5dFxAvAC+nreyU9CpwD3JMhVjMzaxNZrkHdDcyRNFvSKcBKYGtVna3AZUpcCByMiAMZ2r4HeDgi9pULJJ2RDq5A0ptJBl7sneT2mZlZQdU9g4qIY5KuAgZJhorfHBEPSFqdLt8EbCMZYr6HZJj5leO1rVj9Sl45OOIdwF9IOgYcB1ZHxLNT2EYzMyugTPdBRcQ2kiRUWbap4nUAa7K2rVh2RY2yO4E7s8RlZmbty1MdmZlZLjlBmZlZLjlBmZlZLjlBmZlZLjlBmZlZLjlBdaiBnUMs3rCdXUMHWbxhOwM7h1odkqUkLZW0W9IeSetqLO+XdFDSfenPZ1sRp1mj+XlQHWhg5xDrt+xi5OhxmAVDwyOs37ILwI/6aLGMTw8AuCsifrvpAZo1kc+gOtDGwd1JcqowcvQ4Gwd3j9HCmijL0wPMOoLPoDrQ/uGRCZVbU2V5AgDAv5X0I5K5Lf9j1QwtgGf8n05Fi7lo8Y7FCaoDzezpZqhGMprZ092CaKxKlicA/BB4U0QckXQRMEAyZ+XoRp7xf9oULeaixTsWd/F1oLVL5tI9o2tUWfeMLtYumduiiKxC3acHRMShiDiSvt4GzJB0evNCNGsOn0FlMLBziI2Du9k/PMLMnm7WLplb6MEE5diTa06H6WuDbWojLz8BABgimVD5I5UVJL2e5CGfIel8ki+azzQ9UrMG6/gEVS/5jBrxRvuMeFuxsI8VC/solUp84tL+VodjqYxPD/g94A/TGf9HgJXphM1mbaWjE1SW5DPeiLciJyjLrwxPD/gi8MVmx2XWbB19DSrLcGuPeDMza42OTlBZks9YI9s84s3MrLE6OkFlST4e8WZm1hodnaCyJJ8VC/u45uL59PV0I6Cvp5trLp7v609mZg3W0YMkKgdCjDeEvDzizczMmqejExQ4+ZiZ5VVHd/GZmVl+OUGZmVkuOUGZmVkuZUpQGZ7wKUnXpct/LOnt9dpK+lrFE0F/Ium+imXr0/q7JS2Z4jaamVkB1U1QFU/4XAbMAy6RNK+q2jKS6f7nkDx/5sZ6bSPiwxGxICIWAHcCW9I280gmyDwXWArckK7HzMzGMbBziMUbtrNr6CCLN2xnYOfQmHVmr/vmmHXyIssZVJYnfC4Hbo3EDqBH0llZ2koS8CHgtop13R4RL0TEY8CedD3W4bIcfGadqjy3aPlZb+W5RSuPk8o6MUadPMkyzDzLEz5r1enL2PY3SB4d8EjFunbUWNcoflro9ChKvMMjRxn6+QgrZwW93bBy1mGGHrqXgZ89SE/3jFH1njz4C148/hKndJ1E76mvHrXcrF1lmdi6aJNfZ0lQWZ7wOVadLG0v4cTZU9bP89NCp0lR4l28YTtDw0lP76fmH+Pzu5Jdt6+ni++v6wfSb4ff3cXI0ZModw50zzjONRfPe8UjVOrdnN1uzwCz9pdlbtGsk1/nZf/P0sVX9wmf49QZt62kk4GLga9N8POsw2Q5sLLMTp+li6No3SBmkG1u0Sx18rT/Z0lQLz/hU9IpJAMYtlbV2Qpclo7muxA4GBEHMrR9D/BwROyrWtdKSa9Knyo6B/jBpLbO2kaWA2u6kliWOmZ5k2Vu0Sx18rT/101QEXEMKD/h8yHgjvITPstP+SR5uNpekgENXwI+Pl7bitWvZHT3HunyO4AHgW8BayJi9G/LOk6WA2u6kpifAWZFVDmxNdSe2DrL5Nd52v8zzcWX4QmfAazJ2rZi2RVjlF8NXJ0lNusMlRd54TB9NfrF1y6ZO+oJyVA7iQ3VONCqu0Hq1THLo/LcoqVSiU9c2j9unbHkaf/3TBJWGCsW9vH9de9ift+pfH/du2rOOl/v2+F0dYOYtas87f8dP5u5tZd63w6zPGIl62NYzNpRnvZ/JyjrOFkeseLHsFgny8v+39YJKi9j+c3M2k0z7ids2wRVHstfvmBeHssPOEmZmU1Blr+v0/E3uG0HSeRpLL+ZWTtp1v2EbZug8jSW38ysnTTrfsK2TVBZbto0M7OJm65plepp2wSVp7H8ZmbtpFn3E7btIIk8jeU3M2snzbqfsG0TFORnLL+ZWbtpxv2EbdvFZ2ZmxeYEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmuaTkYbjFJulfgJ+2Oo7U6cDTrQ5iAooWLxQv5jdFxBmtDMDHyJQVLeaixVvzGGmLBJUnku6JiEWtjiOrosULxYzZTiji/1/RYi5avGNxF5+ZmeWSE5SZmeWSE9T029zqACaoaPFCMWO2E4r4/1e0mIsWb02+BmVmZrnkMygzM8slJygzM8slJ6hpIuknknZJuk/SPa2OpxZJN0t6StL9FWWnSfqOpEfSf3+llTFWGyPmP5M0lP6u75N0UStjtGx8jDRGOx8jTlDT6zcjYkGO7z+4BVhaVbYO+G5EzAG+m77Pk1t4ZcwAf5v+rhdExLYmx2ST52Nk+t1Cmx4jTlAdJCK+BzxbVbwc+Er6+ivAimbGVM8YMZs1hI+RfHGCmj4BfFvSvZJWtTqYCeiNiAMA6b9ntjierK6S9OO0eyNXXS42Jh8jzVX4Y8QJavosjoi3A8uANZLe0eqA2tiNwK8CC4ADwOdbGo1l5WOkedriGHGCmiYRsT/99yng68D5rY0osyclnQWQ/vtUi+OpKyKejIjjEfES8CWK87vuaD5GmqddjhEnqGkg6TWSXld+DbwPuH/8VrmxFbg8fX058I0WxpJJ+Y9F6ncozu+6Y/kYaa52OUY8k8Q0kPRmkm+EACcD/z0irm5hSDVJug3oJ5mK/0ngc8AAcAfwRuBx4IMRkZsLrmPE3E/SdRHAT4A/KF8jsHzyMdI47XyMOEGZmVkuuYvPzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxy6f8DIyQKlNFMpwgAAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : 2d-4c\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"4 clusters in 2d-4c\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"2d-4c\")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "6f1ecaf0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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gOx2MfSD6e2LzWbeB+g9KB6K9s2XVThDwHAO5j4AA5V+DePTnkfT7CEDJKyj/ZYjEmwcV+hNV9h5E14D3OMR3LmIkCcncijDLh8OGu6l84EWmo9ZdBwUv6+8iBarkJQj+StweU2gCqugJJO+RTTruTcFWXcS8Y8eOyq54VTNKhVGrz4RokpBG96EYDd6tZx8KteY8HaFS6R5wgDQC9z4QGgMqgDaEBuQ9jeE7GQBz1SnJx2aF0Qqj8Y+pxxP5F7X6f1jObp17aj2X8NgqLzrA0VqPNzIhSatOMArB/C/JcRfS6DvE2Qpz3Y3alZQSB/ohUnVm7YWc+7VfXoVjxzxoA2y1anCjHywWv1PXoRgN39X7NNEFKBpA4FO9QjD84O+GeI+rTOpS0dX6vLJBEPjGus1Yn9L4V8RoUPmKWToIip+g0l2IIzZmt37w596LOBrrfswyCE/SbjFXBx3JkwFUZDGq/FOIrtDx/96TElZPVpgrj7L+Tp27YjQalvraFZ2SuO88SJOpGXV9KRVEFfeF8s/0w8V9KJJ7P+KsXfCKiExKNqG2M223BwIjwFyW5KAH8V+R8nIVWYAqHw4EtYGw2DwkPDFmtKv6gqPaZx38tcrrsVnvhrtRnqP0DDDrGijqTWrXQxUcBWmclGLFEKk+zthYo4vB1YLkPu0ImMtT9BmBwLeQ3V2/p+DPJJ/lG7F/FputxY/G+q8wuKk+lyS+d4DwWMzAKAzv0WDsjQC4boGcWyrj66tm8IqjETgaAYIKjEzer7hQxS+hwlPB0Qqcu0PpS8S/14q9jyAEv0etmQSFP6DKf4CiB0Ec+v2JDwreQFx7pXiPNaOCv6DW9aRib0cFftArmwYfJ11lKBVBFT2d/AEeWZBGx8m+mxD6HszMwwxArbsBQuOpfPCHfkWtORsKf4h7+NYHW0tnO0CFxsZ8uRa4D0O8XZJea5Z+jFp9OpS+DKWvo9ZcjFlk4U6JzNHp8gmEsDRK4ojdvCC+syD7GmJevhrwIf5Laz7N0RaMfIsDhvV4AIhoX7j40D4OK1KteFWlIJjh3i+WSZpsc1fp/iypmCVngPU9UcGN7h4VmYu5+nTUqqNRq47GXH0WKvJv3CXiPhCyLsf6+/DolUf5JxCZpt1Zpc+T2n0VBbMYVfp2LGigHFRJLKN3NWrtFXqPqY4oFUGtrwifrfhMyyAyH1WWPNFNFT0WiwJLQmxFkhL3QVjeK659MrZyAf296RyOqqs8E1QQVfZxxvqxDf42hIquRpV/gwr8GK9E6GiKnrVWx4/4z0vZHsWPoW+yCHrGEoDywajQn/EnO3aKzdqqk+Kmj/mARQQj+0YoHAPOvdiYlSmxf26QbP1f92EoR3tqcjWKCJL/IkhWlfZ81GhIo/9Cg8/BWZctJBfiPXbjGApeh+weWH/2quaxZIQgqvg53aNZilrTVT+cKx7EkZmoNV1RauNKQ4WnQXgGkAPkEW/QJHZt6mzjRMog8D3WujpFsRVkHYnMsW6XYGwz2qJLsxTKB5M8scwHWTfV2LXk3rfx3gTABeJHch+uedy1IfJP5e8lniCEp2asG9uls41glr4JxX3RfvOYoSwYiLg7IL5zUKUDqtkXAcMHqTalgr9YJwGpACowXCf2BEagwpPBaKH932oZ8cbAyk8dw31w3J+GIx/V8DMIjkCVvKVvcoI6Nt2xE4QmQHgcrBuDMlqgCl5HjDyQbEtxMXHvB4WjIDBcyx04WkBxn+SrHQAVQtRalJGd/Jxk+C4C5x6o0BS9ZyG5eiO47EMwV1lc4ER/PtWNjpDRh0HkH1Tpu6jI4lhCWNW2Y9m0gR/AdwYqNBG19kqLMVVQQyRPUnxoo2i1ClRQ0g/lOyUtn3sC4kmyuiS2WrPAXK0nKJYfs0DOXRj+/9XctbMtNBquVxLhaeDcHcm6rE6ic0qp5D5/x86xaLPquLVLLUPYBn8bQIWnQnE/Kn+ksZtYrbsGGo9FHE0h/1XUhtu1z1EpcDSLhY6lcKOIASrJDRhdj1pzFkSWoqM/vPoH5NwXIpOrNhIbkDv2/w79n5wHIPA9ytE8LjZexIkZWQKRmVS6XqKL9T/YGAkRnQurj0XhAslGZd+KkXWhxVvIA39XPQoVQhU/luqj1LOo6JIafPVVcYLRFnJ7gRiotRdAeCZ6xunWAmrOdjHVyOrWRa9YCI2o9rpi4+K6PolTFQRRxc/E2rWaYQcgqvd4VFHFxmsmMfQGrf8CKJpifYq5FLXycGjwAeJqX7vmHbvo7ObofOI/Yx/ivzjJNU2Tt+fukpAfkQpxNEFybk/7/KooFdXht6XvgCpGOdsjuQ8i1YTlxLU7yrUPhKcQ55IUF+LvWqe+rbAN/jaAKhuMpV9amRAcA94uiKezdplE5ugZkaNNzREEnmPQEbQJDUPwa+LdEoGYW/of9G1TMRsJAgLOPRDf2SjJ0lEiRQ+ixKmvN5qjCl5GQn+gAj9D6OdavPuw3hgueQLTyMbwnZb0TJ3UdCsUP0fSDUlVjpJs8ByhE2lSbYoC4ICsrlD8MESXE28sY7Ph6L/oB17VYz4dClv+dZJ2nWhjnwmDr0j5PsS7MYs3MjsD/VXDdRC4dgOrvZ+qqPWo9ddDoxG1im4REVR+f1h3aWz1pvSM33cGeK3vBxEPKut6KH2l2sarD8m5Oe2+64sqfgzKBrMxJHQOau3V0HBQwka2FAxAFfeJ3TNhcO2P5D6MOJpkbDy2D39bIGncdCmq5GWUuR7QERni2h1x7pzWD0qMPMh7Gh0WWP3Zb2K9Hi4m0b+rtCHxn6c10EO/oeOWYxWQovNh9Smooj61NPZVuyiHkhdrPM3IugzJfy62V2B1eytYf7M2UkYuNW8kB3VCW3QhSWfGSkFOL3B10nsKjjaQ2xsjqxvJRc3q4ievCx4tBuc+VP9ppBMBZZD+XNAH3lOg7FPSisKKrorLNQB0cZYkm7oqugJzXQ9Yc6rOOHa2h+xbkUbDMPIeTXmfS9Y1kPNQbP8pC9wHIw0/QFx7pPne6ocyi6uoolYliCp5JXG8RhZG3hNIk2lIk+kYDT9BXJlz54A9w98kKBVClb4BZZ/o5bT3WCT7NsRRN20g8Z6ECvxIYmINelNu7SWoBl9iGLX/Og3fSSjPQTpSx9IPnfYoASOJNk6F0at7pIZuJrUbRoVnoIqf0ptcRgPIuh3KBuoVwsazgHLY0DPm764In6zPTLscomswGn6YeMh7FpT0o+6+8ToiBdrI+f4H3pNRJf1Q5grtYgoMSX2tYzek4ds6ya78C1JH6ASg9DXSDrkVgwrhORWehdpwb8y9JyjPMUjeo0jsoaRUSOd+mKuovIfCU3Wymr9moTYRQfxng//s9MaWaaLLtAsxIStbxTairdEPsU1jmu0Z/iZAre8JJa9pP7FaD+Vfotb8r+5CZp5jwN0J65sgom+elZ0wyz6tU/NiNAAzHR11A6QhiVEpDnAfoqUQ1CY0bM62SQ+p8D+otV0hNFavLKKLdaipWp/kggpJ4TAZcauUv49plqCi/8XNViXrEnDtVaVIiJfNMs9SJUiDdxD3vrDmHB2zXj4EAt/VfK2AWnUKBH8HX1f9L2kYq18rgKaLeMC5Gyq6BrX2Ioj8jf4eIhD8OVYLN7ayDPygw2jjVkmxSlrBn9Lvc0vhaJFkI1a7QLcE253BV0qhzLWopAkTm6rfCCqyEDM4AYJjiV/+x+KUy7+sdZugNcel4PWYmyIZpVD0WCyhpnboflJt5Ln1bNFoBA3eAeduMQNW8XpTJO8JfarnWOpm0GpyQXmRnLssxq50BmbxMxYzqXI2T2gk2nW18mDUqhNQKw/GLHktZrjckD8A8l6ArO5Izp2Q/zxJq0RljLCOf1/XA/05VMzSU0QwVRCZDWotmEug/FMdU++/jET3lwt8Z+kHWo24tT5Q3vOIOFDln5AoBRKG6KKYCijaFaisJiLlqA0PocIzauxVRZagInNRKhN7JbVDjGzwdyUxV8ODZF+/2ccD25lLRwXHoYruq1z6K8+xSN7j+oPfhJjl30DRw7GlavWwuArKITwZSKKxXrW94gF6dkoAhRv8V2Lk3o5yd4RIkiiIWB+q+CXEe1zt3oAqJbnBdSM5vcDRDDxHIeJCNRysk6ois7RcgedIHcpZ9gl6P8CH9vXXahDJDzl3RXIeQDyHxF8RmoLacJv2C29ul0kCVWZyKggl/VGRZRD6BcyVIG49U/Z3RTBQjvcg8ie1K1wSc5ule41pra+fxoVV/j+gZ9qNvtSZqaEKuYpYpmn5Z7ENYS9JvwPJgayrEd/ZiKOJziEJ/kLSSUZ0IdABnLvqCYWV0VdrUWsuQeU/i6DAfSBSJRFPRRah1t8Qy6Y1wMiGvGd0cMNmRHLuRhkNY5pOG3RwQ+59m20fIWE824uWjorMi2mrVL3p3ODaH6NhzWXn6ooKTUatvYKaDY4bsnvoBKQUmCWvQ8lziQe8F0F4fMKGl1U/RlPL0sJJUcpErTrMWobX1cnaN131+vBs1NqLYzPsDIb8OdqC/2LEf06CMqEy16JWHZtkBri14gXf/5CsK7VvWhVTe3dSffcb6oBkgWOPFA8otz4eTTYZMfQKIfCDVpyMrmZjsl91vEjDTxDXHtqHv/qkWEhpsvfs1g9TFYacWzGyrtKhkCuPArWy2rkepPD7ehduV8HxqJJntISH0RzJuRnxnlivNjNJKi2d7calo0rfIXFzKaSrA1VLLQdt5MyS1zBXHIS5fDedjh4cX4d+3yAtIycuxHd+zeeVvGz9emDQxlj1lGjXUuX4VAAVXZ6yTquIAdl3k7j09GkXhAXKLMbc0BtzRSfUmjPZWCQ7g0QXabneFR0xS+P3J1Rxf5LrnGytBKD8E9T6u2OfV10MdyZ+ss4U7VhkTqtSiEwiZcRRdJaWa7ZEoOxDrfcUXYiuu2t1P3r0TD02+xVxIw0+q8HfHdIuJ4JQ3A8VmgSh30FZ1eoNokreSdFWzajgOJ3/Ep4ai0Cbi1p/J2ZZDRvhWwnbjcEn8i+WN6S4dB3Qaqjip6Dk1dimng4rVOuu0WnntSG6FGt3hCP2z6m13Ru8X6kmmAztZ0xmNNNN1XdpqWIVxix6FLWiU8yvfChm2SdJrzL8ZyL5/cDRHvDoKA/fOSijJWb5d5hFT6PKBmFGV2FG1+kN0vLBeplao+Gq620WRhuGMBTfj1nyrvbZB8dB+Ydp9Ls1YsYS1+q6ss5AKKdrX5K78JJ9pjWMV1zgO4f4Yuaw8eFSk5S0QNYVSEF8jQRxNERyH0ieURtHAFX2ESo0jaTvo9IlVTd0gpuFIF7JszXKgWwNbD8+fHenxCw10H51Z3xmnzJLoewjEo1rEFX8MtLg9Vr0e0gsgaf6De2ERj8hhlvHu6eBiKEzS5P9OBytY0k+qW4sAaMAVfxkLAa4Ijs3AEUPYgZGInkPxy1rtc6KA4w8MBejRZvWaaNavtEdpjDQiVoGtXoAOVpBdAH1NtAlj6GCwyG6geSzTZ/eRAzXQVZbmoBaUZ8RbhuEp5D8u6uj0VJhyOqhM2JLXtQTAaMBGE0gMr3m6yUbI1k2q+sAcO4H4b9I7TpVYK4HV4oN8foKnkWSyHyb6/WMX7Lq1/4mZruZ4Yv/kljkQ9W35AXfmYmZauZ/SYSKVCyTtBb9ZnWLfclVbyQfZF0N5e+gVp+CufJQzKI+OhGjJnyJ8gEAOPeJiYXlAn6Sz9ACeoZT9imJPw4FoV9Qq0/XksjhWZirz0GtOAC1Yt9Y9aiqER3Vf/xmlf/WwjCoCmG2DBD+E8xEF10lnoPBl37afBwJPt/tlSiZXR35IPs6DEcORtbFSONxSJMpSOEY8BxGzcltLvCemvSoiCANBkL29bGaBs2wdD2JD/GejLgPsz6OgKdLbJU4GnP9nZjre6GCv1fOzs3QJMy11+t/IYtJg6NZkkH60lyFbFm2m01biIVglTwPwd/0rrz/csR/aYLwljJLUSsPwVLUyn00Rm1m+ICKLtOZc8ExsYSfblD6ZhXVQtAbW62RRl8lVBKqjrnuFgh+izaqolcovgsQgijXAUhkAZjLtaJl6BeLFtzoH3Sy5b8B7qMgPCHm/9yUbM5NRj/SZAKUvo0qeXYz9bmJkMKYu6yeyWqbGsfOSM4tiPdky8MqsgS1+lQSE7NiExbx6Y3PhoPSXgkDmKUfaB2jimgh8YGjnW5H3JhrrtRBDlV/A5KDNPpelzos/2bjmMQHvnN1VbLg9/EduU/EaPDSxvcT+Ba1vhdxkynxQdZ1GNk90h7/pmSTF0ARkbeA04CVSqm9LY4L0A84BR0IfIVSanL18+o9DmdLJP/5ms8zslD+i6FsEPE3oqdOtV/F0RzJ2yjapYJjUNF/if+xhvTKIvgTeE9I2Z5R0Bdl9oHIPJT5ny7PVvwMKlbUW/lORnKfhNA1SVpwkjre2oz5MjfFw96B9uOWxtrfXMbeBdk36LBRI0//CLe5Td0KcqHwJyQ6F7WmZkXH+uGhzpvt3gsx8nWZPxVdiir7SO+luTog/vO1AXcUgrNNrFJaxf3mgayeiES1EqTnyFpryxtZl2C69tb6PZE5oEwwGmphPOcuSINXUcXPQvnnOnrMfbDeCzD/izf2oO+Tsk+wfLiGvscMTsDwdAJAvCejcku0XpMq0jpFWVcjWdfqpsxSva/naIYYObV6T5uDTPnw3wFeBt5LcvxkYNfYv4OBV2P/3WJIzl0oowBK34rFx7bX5cRcCc+r2hOeUZk+HocqRYVnIDGDr8LTdOy6uQ7xHg/ejfKxYmSjXHvBymuIl/sNQ/n3OvvWUYj1DDoKqfYCICYdu4lCGt0Hah/6Zg2ZDEPJi5jRJdqXzBO1uNZgo7RvTZuLm4NSWNkR5T1903fluwiCI+oWsx/4DDN0IUIIte6KWCJVGIJjUGVvQ8MhunhHpPq+UwTC45EGb9Zv7OVfbJTYBu2uXDMRGg1DHM2Q3Psh934AVPQ/XTCloj5tAim+99I3IWbwAQz/eSjfOfr+Fr9OJFMKs+gZKHsvJqcQQfn+p5Uxa1jRb04yMhKl1K8i0ibFKWcC7yntPxonIvki0kwplax46CZHxECyr4XsazPfuKOFTiFPCIX0I46WQNUaoXpJqoK/6Y3kBh9s1AwP/4n1jViGKvscybkJVT6MeF+9oStBqWKLTMYKfNqlU+k2yiTR2KZg5mp9pk9Qz+giM3R26/qe6LC9mMKiFZID/kv0kn7dtbE8hy3l5qyQmo7qf4Eh6BoEViGGGcLRAvKe0EqUSUk2eYjC2stQjoJqk5IAmGFU8QtJEqyiEBqLMsvqXARdRdfo7zpuVq50AmDpm0ju/bosYnHfmGs1gl551qXaWOIqVcTQ905Fz2XvQNkHxBU7L/8SJXlIbt2klTcFm2vTtgVQNYh8Sey1BESku4hMFJGJq1bVR8xr06HMIlTZ56jS9yxj/PEeZ7GBLPoh4D1Zb94WP4421BU3U7lOaS//pmpHJDecUb0ayX0otmGUHfNjtoGCD3RYpeW1Tm3gch+hxhvfsWuK/ivCTi1QRdYrnM1CCCL/IOJCGo9BCt5MLUnhOx8j51Yt2JVzB/jOY8s8rMByk3xTGnuAwFcYnoPBaVHHuJJUq56iWGx9daIQHAkqlc5ObbKMq186T/+eEohAaApm+TBdAzcynY1F4MtifVrd9yl+C1lX1Dye0jdJ3KcIQPn7W1W45uZaa1j9giw/BaXUAGAA6E3bTTmouqCCY7SmtxIgon3r/ouQnLurFPlwQ4NPUBvuioWSCbj2RPKe0vsHwVE6brm69osqRwW+1Qp/AO4DsPzoxIf4tG/X8J+D8p2KCk3W/ktHa8TZHAoG6KgbAuiZT0Tr3OQ+jOHIxzTDbJxRWuFG8h4BVYxafwsJVaTErWP2LaUeTOr1Y64vSkdbifsAcHdAScPk55a9jxmarrNIxRVbldVCviBjVK0xkEGM5vq7SyYiF5mKueYiyO8Pq/8HZPABk3SFCTja18/H7WiRZFJhgHPn2Oo5jez3yu8crF092RjpyDHEJMoTUOXo7zWdes6bns1l8JcArar83RJYtpn6zhhKBVDrb0zcDCz7GDxHg+fQypfE2RJp+FFMIdNEjNyN50sW1oZWYhrtsb/EDfl9dTX7ilJ14gd3Z6gaFREcCxtuo8KAK5xIQX+k8a+6FJ+5DlydEGfLjdcUPZBkDFXG4mgJRmPwngTl3+r+KxJpcp/VsfUlU5O0s6kMpgf9A0rRvgg4dwHAjKyEsFUkUwUhiIzT/5sgvrY52RRzGw+S9xhKAeuvTH5aeKJ2Z3kPg8DQDPXtIOV78nTW+1eeLjUmJFagzA260Lf4dXFxT2et6BlnqD16BRtIVnimGrl9dO7Auiuth5tudS7nztbFZRxtUled28xsLoP/FXCjiHyM3qzdsCX993UmOBbrxUo5qnwIUsXgV2Ap3ObqkEQUyov44+PwxXMEFP4IgW9Q5gbEcxi4OlauJlR0OWr9zVSfzah11yCFvyGeoxO6VyoCgW8SXt+IM/ZD1PkLkvckyn8RKvCLfj/eU7QIVvBXlPg3/+Zso1+1zG/p26CqZ1EbuuCF60D959rLN+PY6sOmeEAGURv6YDT+FtN1IIQnpeh+FvjPisknZ+DBJw30PW4usD5e/qF+ENEHlXN3jSUHzdIPofhJPSMHwAkFr+gw6PKvgaj2qbsO0JvE4q35vhS33lNz7YuS3MRVLL44ORQVHIcq/xRUAPGeAt6TEHFqOexIYjY/AP6rUo9hM5OpsMxBwNFAIxFZgk7HdAEopV4DhqNDMueiHWkpphtbM8n8f1Cb5biIAwreRK27cuNqQYUhuyfi7pR4vqMQsq609ouVf4Nl6KMCgj+gXPujyr8CVa5VNF0dY/rlKcIl3Ycg+c/Ej8G1L+Lat9p5h2nJ5GgyISwrHHqF4j5IR1lEUyRRJble1Fok+zJMR0MdslrdQLmPg+BIzLLPwKxJbG47x5yHGZqktV9SokDytNsvOLz+/aoNOvmwpC+WxVGqrpKLn0R5DkOcbaybCs+A4qeI2xAFWHc90ngMyvs/WN9dtxn6ORZ/70H/XlO4dVQYHI305KmgP2rt5foaFUZPeo4C35kAmMV99QQj9l5U6Hd9/xa8ofNvLL2jhq7NvBWRqSidlFV2Y9E5N2Siry2K+xBQVno9fsR7Rq2aEtduUDhaL1FVMbg76kIktUWtxzo5J4IK/AIbelPhAlFlH4PvJMh5BP08tjLSTqTgtcpIIRX6C1Xyoo50cLZDsm9C3B1QKqplfwve1BvQaRekUBD+G3CkWXSlOmFUaKIu/VbSl8TZqAllL6PKfRYztkyyBVQr68raK9I4yUBc7cB3Fqp0j9hnm86qI9k+UBQi87W0grkQfb9VTJgSw4hV+XAkx1ojXpV9RtJ7PDgGih+N/65VGbom7D66mpaq0GSqigtc+yEOHTsirr317zE4QqvGug+qDNFW0WW6gEzVMagyCE3SUUiqJBZgUR0zuW9/C7HdSCtsDsTIhrwn0bMHF/pm9+mYeAvXSY3tiQPxHIp4T6ibsQfEfQTWxTRER0kQQN/ssdJ+ge+Q8CTIujL2PqpiQO5jG419cJze+A39po176HfU2iswi55BreyMWnUirD4VyNHRQWkR0+kJjaLOujXFj+sCN0lLHqpNaOwFHPuA5xQSK39trQSpMb/AuTvi2gcRwci+Fin8sWaJCqMdOJPlrUQhMDjm0onpLkkO1puXZurxpVIWjS6OyS1XJwzmKqTxBKTwF8jprV1MkgW49QSrIF6ZVgw/4jsTyboqPh8nOC6JFEsZKvijXq1aCjf6wbkL5trLMFcehrn2MpSVXMNmZOvJCNhGMHynoNz7aVeKKtY+cteBaRUN3yS4D9IuktDvG42c+MC5L4SnkfBDUuWowHAk9xGUuHU4mSrVm7M592H4Nup6q+LHsFQGLBtI3Kwu+A1JZ4NGYzCDwIZ6vc14TAhNBMfO2vdcbxyQ1VM/2MJ/kdo9pSA6PbZU38plD9LFaAOeo1GRRYizNVCRPf4QZvDXmKCeBeIAM9X3WvVzDMfuTyvD7daJh0kQ7wnasFZ/iKuILkafQitfxA2OQiTrIpT/XC10aDRI1NdKhZGF9d6dA4xcvZ+V3R1KBrLRfeUDo5VW5K34DYVWodb+BQWv6r24LYBt8OuAOFropK2tABGB/Jcg8C2qfCiIE/GdizIDul6olV8Rdyzx7HpU1nXoh4Ir8aGVVEiueqMplv5GM1BL0ghCSRUianWuC3JuhfWZ+B7ciKsdyncarE6nkIVJ2kW7t1pc6ESkkHa5lA5AlQ5E5T6MEQsLNqOrYi6ZJAbfuYueLIQWpdlnCIyWYK4mTmPK3xVx7Zn8Ms9x4NpPJ/SpMvT374Hsnhju3TGd7XWyXZzh94L/AgCUUlqATdxQl0pTnqOxdoa4EN85ABjZPVGuTrp0o1mC+E5FlbyO1YRJFT2GFGZgn6QO2AZ/O0DEAb7TEN9pG180S1DFSWZT/rOqXCskdU1Ijt58qzMu8HSB0pdqPhUFrs6xSJKaokR0oQxDXJj4qL/xDaA29Ir5Ybdg/sDmQHK1DLbrAAiMYKNBiq0Ei+7DDP0Fkana/530IexEsq7Sma2h8aQd2WOuRM/8vTraLPemxGCA6kOOBTkQ+B4V+A6MbMR3HuLuoI/n94tVXCveuMfmOQyUwlxxKKg1KEdrJOdexHtMeuOM698TC7Lojv6cRK8uch9BnG03nuc5JK4Mp9rQy7rBGqvWbTpsg78NoCL/osq/ALNI37DuIxIUQKsjRjbkv6izDSs3GBVk96jxBwZgFr9Q/3BLI0/HRJcNpGZVTl3+D+dOsZR5B5VJY3G4kQZvaZE0s4TMJCupzRxauoXJuQcCP2L9oIxC4OOa23Afirj3A0DlPhTL60jnYVkxsy+D8BhUsHPC/aiUCaHRqMBIkGzEf05MrsQZu/87x7lkxNkKCn+C4GgwV4BrP1RwdHyEUHSRTiAs6I94Dk9jnPGIe39oPAZCE3SkkLtTzbWypQEoi7KhUlDr/jPFdiWPvD1iln1Z5ccUiSWdHIzk909LYVCZRRD8Ud+kniMqoxJSXhOZh1p9FvWLx3ZAw6EYrvaYJa9AyQBqnIn7r9ZlDYNjwfCD90K9QohMg+g/unKY99RK/RUVnoNae0EdjLWbjen2dcVL3XRZ6kLFwz1TUUEeNspn13X8HqTxL5XBBubyvUi+8ZpqFeZDmkysTE5SytSZ7KFxMfdNFQkPcenxqihk35BUjlipCGrlQdaTDOc+GI0+T+8t1hOz9M1YMZiq790H2TdhZHfbZP3uEDVtt0eUWQJFDxJX8FmVQWh8LAKnZsTIRXz/Q/wXpmXsAQj+TL2Mi/jA1xXD1R4VmQvBChE4Qf94rTRQ0CuB4AigWM/UyvrBunOh+DEIjkXcB8eLbTmakTJ9PwE3eE5F8p/VkgN1xg3ZN0Jev3q0AdoQphHp49gFsq7SlcOce4DvMhLrD1dDckmuCVQRtVOPh5W4ITyzyt/JKj25Y/pEyQjpMMjKoY3UUTGVG7RRfQ4h/WBXZXr8Jf1Rob+sm0yl5RRdkGIsmUX8V+nEq4riKOKDrKu0K2wLYRv8rZnQeOtwMFUWS7jaVLip9a3h3Btc++ulft7TSO4DujDMmvMh/CsbZ5MCpFrSVjdCESCgi0WvvUTH/8cQI0erXNZk/OKaW6ijmvwpU0dS4ICCtzCyu2P4TtLhfkkRcLS1PuTcF8nrrZN7ahJrc3fCyLkLo/BHjEZDMfLu19LC7kP0pqqrg97/wKDye9vUMhEqDFUjXfxdSfwePOA7T+dMJH2PuiRnZbOB4aSu5VBBEFWeZKYuuUmE1aiU3NgciAhGzs1I4z+QRsORxn/ov7dURB+2wd+6SXbTAkTm6cLi4b8z36/3RGo1w3cfjzT8DKPhpxgN3kW8JyIiqNI3SSxCEgGSxc+nQumZYGh83KuS+4Ce/UoN/lQAQhCdjdrwILgTZTDSw9wo2wAYWReB+wgsDZpzdzCTSEZFZqCce2u9opSzfFes/XjE3QmjwXsYjUdjNPyYjTP2iu9tU7qbnLp+hLPdxvFk3wjeY9CCZDmABzyHIrm9wHs8ScXDvGfrTdGNL6Q5huS5FiJOXQ4xoaC6F8m+Nc32M4eIR0f2pfo9byZsg7814z6IpF9RdB6UvYVac5HeYM0g4mgCvitSnQGuw3SUQuFYjAavWO8nhKaSfCOvLrOcMCpaTbMkOh9QsVrA6ZTIC2u3kdGIut7+IvHvSXLviz1wKoyaS++1ZF2VwuZGYM2ZsdrDKWbj4kO8R6Ycj1KhWHSTVWcGSWWsa4U3luDn1huWDQbED1NcGPl9kcIfkPy+SKNhGAUDEPEiRh5S0F9fW/V7dx+D5D1c5X2Ea1FT2p+0rCLE3Ck5d+sVEA5wtEUKXkbSUb7cjrGjdLZiRNxQ8Dpq3TVQIXFcaRxi2YsEdA1X3+lxM666oFRIh9mRnTz2uqLv8EQk+1rEkUJ62NU2iXxyBTF5WgQwQAWoMZnJaFT5v2bpO1D8PHp2W5twShNxFKAcLfUmcW1wtttYoCaGOHeBRsNRZe/ph5xrN8R/OYgblTLDNULqKKOcWERSTX5+IekDVPzQ6EdYf4v+Lirj2NOc/Tv2QHLvAXcn/VlJDuJolPR0cTTX6pPVX/ccCY3/0FIIqgQ8R2M4qrhywlNRxf1joaA1IH69QvMkD7EUESSrK2TV1XW3fWIb/K0ccR+ow8GCo1Dlw3XETYKRiEDgJ8ium8FXqhxV9EhMddDUCoQpMygBgrqYc+NRSX2SknU1qnxIkusdUDgCCU/Vs2P3QRAag9rwkK47aolRRd9kua4rWpdIIuceiHhR2XfBhp7UxvUhuY9Yv+5oguTcmfC6cu2v5YdrjYD/rLRCaEVcKGd7a2OpwqDKkQZvQXAkKvAt4NPaSJF/SC4u5oIGgzHcOlFJRRaCuQqcdQ8p1NIF8Rm1SilU0X1QPoya8ylc4DoIyb4irdBkm0Rsg78NIOLT+vfR5ShLkTKjimxs7VHrb9WKfxWza3Nlmhf+hwr8gFSRY6iKONuhPCdD8DvijaqhNyIdzXSkTQWeo6FwFCr4M6y/mXhj7gT3UVo5FCA4ivRdMhXFRfSKQvL66PF5j0OV7hbTMU/H6Pv1A7gWSMHrqNWn6Kij2mIpyFVbgrD6eFTugxj+CxCv/q6UCumi48VPYa0Dk4W4dtfV3dZdp9U2xQ0qhPJfgeTclpnNx9BvaRp7AAMp6BdfW8KmVtiPyG0IJXlYxzqLLlJSlzaj/8WMfR2jOjbcqdUEkyB5j+sIHvGjfdtZYDRB8p6yPl8Ew3uMrrMqBehNPDd4T0Dyn6typgvSMjgC2beB5wTIuhZp9H1lGr+IAdm3kP5+QhAVTtfHHOvdyEEKR0HWDWAUoiWIY5ubKfEivlNq1VdywlD0EGZkYylCETfiPZWkJkCy9Mb7hjtj+kJBnclKUBfqTrfASA2o8qGkZ+w9kHOPbezriT3D30ZQkflQ1Nv6YM5DSNWZcm2ILonN3Ooaxmeiyj5Dcm62PCpGFjQcjAqN1S6j6MKY6NkKcDRN2qrhOw3lPRnM5SB5iVmN3mOg6GHri+MaaoyRfXXy4yX9SD8iKYoqHYjkWz+sKlBKxQpnh2LuI6f+fKp8RmZxPyh7K7ZvUbG6qPDFe8B3tq5dkC7eM6BkPsldNCasvxMafVrltRDJ53yCMtfHJgPVJxnlulC4L7kkuDKL9XdtNEu9z5NyQzlmnjzHINnXp9bbsUkL2+BvI6jS97D+MfsQV5u6N+xsmyRJxYF2FXlSqByCDnVMUu2nEgVl78cqhpVBeDIq8DUq+0aM7O5JrxJx6JR6q2NGASrvadhwJ8lXJz6dIJWKSC0LVAS+Rpn3IEa+5WEVnoNa1yOWUm8ALsh/Tlcuqzr+7OtQRgMI/Qr4dUy9uR4IIN7jEFeqouKJSNbFqOC3EJ5B0o3gyF+YZimGEUuSMpqDo1A/9ONwg+8UMItBHNbeLnOdZRdKKVTxM/r7Fpd2AXlPQPKetNx8Ft+ZqOB3FuG7Lsh9EPGepicNNhnBdulsKwRHJzmgdb/rihgNwH8+8THLorMCGw1H8l/RBa7dSSIixG9Z2jGO0K8Qihl7QD88AlDyIiqa5n6BBYbvJF2313McCTNFyYWc2+NK1Fk3UljLXp0x0bFElAqh1l4K5hJtwFQpqPWodTdo11nFeYGfUSsPgZIXtMxzeALi3hsj5zqMnFtrZexVdBlm0ZOoddeCqxNkXZf6gsBXlf8rIkjesxvDLUH/v6MFknVtTL/GqtaCAzyJuQEAquxDKP8Q7QIqAUIQGIkqetx6PO5DqyTPuWL/9SL5L+s9B9vYZ5SMGHwROUlEZovIXBG52+J4noh8LSJTRGS6iGyjJQ63IEk3/SIoZ82RHKmQnPsg53YwWuiIGU8XpOFgDOdOiOdQDO8xGA1eA88ZxCfGuLX8sTe1r1kFRlgnyYhTF1mvB6r8i5jboWLjMSbf4Ny/Uts9Jdk36Idb3Lh8YOyc5AIzacIPwV+wDiuNosp0VqiKLtM1iFVJ7F8pmKtRa69AqRTl+CxQ4Rmo1afq2XRorP5v2dsxWYUkhP6M+1PcHZBGP+jPwXcuktsbafSV3nsQI1YdzctGU+EGyUWye1q3b5lsF4DyITrOvhoigpH7ANJwsN4Izr0HaTwK8XZJ92OwqQX1dumIzrh5BTgeWAJMEJGvlFIzqpx2AzBDKXW6iBQCs0XkQ6WSCV7YJJLczywpfOHpIGIgWZdB1mWpz8t/GlV2kJ7BqQB4T9XVgWrKIJQsrEsCSpIZZHooFYj54KsaGAVEIfwrat0E8J2J5FmHUgK6doAqhpJXtGtLnJDVDVyHwrorSXSjSdLZLeYaLEtgVlmFqfIvsM4ZMHVobS02alVR72rCcSEdhmnsrPVkEnBpNdJqiKMxkm29MjB8x6Ocg3TWdGQxeA5B/Jcnj8VX65OMNqL3iZJEk4mrPbjaJ7nWJlNkwod/EDBXKfUvgIh8DJwJVDX4CsgRHceVDawlM7q2Ow6ew2OhiNUcqs4D01LNzAT6wXA+ZNXgJql+ne8cXU/Xag/Cc1TdBxRZTOpFajmUf4nyX6xrCFuNTQTJugrlv0z70I08HdeuFMp7EgR/qJKs5NXFOpLpsbg7Ye3wdkL5F5jln8USxywirVS00liq6PKYjlIueA6z9H0rZeqCIIlHdEETo3ksn6HKeMSFpBQys0ZceyH5z6d3susAHWpZHUczkgus2WwuMuHSaQFUTctcEnutKi8DewDLgGnAzUpZBxmLSHcRmSgiE1etqrtventDcu7TIX2VLhWPznpMMXvdWhDXblqDHY/+0Us2SDZS8AYitRA+q46jURpqmVFrA1R9jOJEHI0qZXq1f/spJL8feM8E3/+QggEYuQkey41tONuC7zTi90MMPYaK2sJmCh0h9yGYxX1Rq45HFfVGbbgNtfIIVHiGxcmxaB7LgfiRhp9onz4ufZ6jDVLwLuJonLz/DCA5vWKrtgrToh+UkvvQFhUNs9FkYoZv9S1Wn+acCPwFHAO0BUaIyGilEtedSqkBwADQevgZGN/2gbkSnLtCeBYYOeA5HsnuWUPI29aDkdUV5Ts5tnnrBU/neotJiVGA8hwLwZ9IGqkjThR+iC7Tvudq4Z1afVNpwa3ql4qA5yikFqsQyX0M3J1RZYO0WyXyL4mL2QqZ6Njr4tMPleh/UPq2fi+VYbKlqHVXQ+HouJWciKB850D54Grv3Qu+C3Tmb8MPdGilCoFRuFkMrrh2g4ZfokpfhdA0cO6MZPeoddSRzaYhEwZ/CdCqyt8t0TP5qlwJPKl0tZW5IjIf2B34IwP9b/eowM96o6/CJWKWQPkQ8J0J24jBB3QoYwrBqzq1mf8UasP9EPgWa1dJBEqeRxU/AZgo78lI3qNaYnrDQzGpChPl7oTkPpbeRm+q8YgBvtMR3+mowPeoDfeQWIhDaY17owGIG/GfB54TUOtvwjIJSZXr5KdqWb6S2wsVXRxz/7j0asdzBJJzy8ZzkoSPbkrE2SZpYp3NliUTBn8CsKuI7AwsBS4ELqp2ziLgWGC0iDQBdgP+zUDfOwSq+FHi/d9aNE0VP4U0TKMc3XaMiBeyr0MFf9sYBgjoW9uJjqqpogsU+E6LxEVmQXQxlbPs0ATUmvOg8MeaS9eli7NtTPCuOm7wHodRxTADqKSVu8Qi8kW/d2kwEBVZAJH54Gxb7weWzfZNvX34SqkIcCPwPTAT+FQpNV1EeohIRQ2yR4HOIjIN+BHopZRaXd++dwSUCmp3hBXh6Zt3MFshSqlYotM64kMijZjWfPVAsKCWR46uIN7VYmql0PKvyBTibAfuA0iQURA3YlGARUsdVNdwR2/oujqk6KcN4u1iG/tNiArPwlx7FeaKAzFXnYBZNpituTxsMjKSaauUGg4Mr/baa1X+fxlwQib62vFwaR+v1ezP2PrcOSoyF1X2CZirEM8x4D0pDXnfehCZC9GVJG4bhWIzeCsMrIPEymuhx54eUvAaquhJKP8CCILrQB3rHqsWpUJTUKUD9VhdHcHZXtfvrazn6tJ1B4x6hK+GZ6DKvwYVRnwn6TFsgQ1UFV2hSxgqE7zHainlbQAVmYtae+HG/ItoMRQ9ijKX68Iv2xC2tMJWjoiB8l8Kpe8Q79bxQVZyWYItgVk+DDbcQ4U+vQqMgtJ3oeFHm7DaTwDEsI6GFF8siscq/t9hISnhr5RfzhQiPl3kI+9hlFJxhtYs/w423EVldarIP4Afcu+C0GQwGiC+8xDXrnXu3ywZACUvo1c6ClX+GfjOiis8sjkwywbHtI9iWvzFT6Ny7sSoIfdja0CV9I9pHlWlHEreQGV102q22wi2tMI2gGTfHJM/8OiQN/FB9jWWboEthVIBKLoP/VCqSCwqg8g/qLLBm65j5x5Yz1u84Ds/lkVb9Tb3QfbNetM0ztXi0NFPGVOoTKSqsVcqGhPDqyqeFgZKIDwNI/9ZjNx762XsVXQplLwU68OM9RPLTUhWADxVe0qhQhNQpR+ggmNIElltMY7lMWMfjI0lqP8VP6P3H7Z2wlOwTHwUIw0dqa0Le4a/DSDiQHLvR2XfqjM2HU3rF7++KQhPw3r+EIDAMMi6eJN0K+KE/GdQ625iYwUpvw4HzLkB/Oegil/QJQCNQi0DEf0PnO3AaAyhP0CiWpEx557NN1uLLksi0RCNSUVkgOAvWEdNB3QdA/f+aTelzBLU2st1aU0V1Sskowk0HKT1mFIRGJFkHFFU4Dsku4fFsa0IRxtr96AK10GLactiG/xtCDGyYGsVkxIfSeUf0iowXo+uPUdDo2HaXRFdoZUpvSfovQPnzkjBi0B194YJ+LQvOe+5ze/TNnJJ+nkZiVWllDJjUtGJuQTJcYOIhbvLAbWcMKji52KFYmJuMAVEF6M2PIgUvFzD1SbW71UlkaLYupDs61BrJxDvUvWC9xTESKeO8taD7dKxyQzOvdAFS6oZTvEhWdWjdDOPOFth5NyGkf8U4jstYaNYRZdDyYtsdG8AlOs4/NDYTT6+6oiRB54jSYzg8SFZ8fr9Zvn3qFWHoVadhFp5COa6niizemy/Bd5jwTKSxIn4TqvdgANfkRjxFIHgTyjL0NMqeI7BeobvQrxbfyyHuDtC3nNgNKVS0dN37jaR5V4d2+DbZAQRQRq8oSOHJAuISe76LgV3PfRyMkXwN+2GqI4qRwV+2PzjAZ2c5O5EhUwGeMB/FXg3GmMVmqI1/8016IdVCII/o9bfUnP7RoE2VHiB2N4PHsjplVwPKCnJZuIVewMpxuFsBTm36L5xxP55IatbvfYoNieG73ik8Bek8RikyUSMvAc3bfTZJsJ26dhkDHG2g8JfdeanuQ7cHeut5JkxpKrEb1UcW8xNJkYO0uBtvbkaXQHOXREjJ+4cVTqARNmIEITGo6L/1VjpzPAdj/L8BsGfdRKY56jkSpep8BwTy2auavgNcHWq1B9KOY6sbijP0ajy7wAT8Z6QVNBua0VEQPK39DDqhW3wbTKKiBM8h23pYSTiORrrmagL8Z65mQcTjzhaJK3spTcLLcYtrliZyJpLW4qRq2U46jPGnLtRoYlgFgFllasFyXs0/TacbfVGus0Wwzb4NjsEYmRD/iuo9TegpQpiuvk5vbQW+9aKu1OsDGM1P7kKa+mGzYQ4GkPh91A+HBX+G5ztEN+ZmZOhsNks2AbfZodBPIdB4e8QGq3VKD2H1xxSuIWRrGtQ5UNjOkEVm80+yLoqwf2zycciPvCfg3DOZu3XJnPYBt9mh0IMP3hP3NLDSBtxNIWGX6BK+uloIqMBknUNeE/f0kOz2QaxDb6NzVaOOFsh+c9u6WHYbAfYYZk2NjY2Owi2wbexsbHZQbANvo2Njc0Ogm3wbWxsbHYQbINvY2Njs4OQEYMvIieJyGwRmSsidyc552gR+UtEpovIL5no18bGxsYmfeodlikiDuAV4HhgCTBBRL5SSs2ock4+0B84SSm1SEQa17dfGxsbG5vakYkZ/kHAXKXUv0qpEPAxUF244yJgiFJqEYBSamUG+rWxsbGxqQWZMPgtgKrlYJbEXqtKe6BAREaJyCQRSVrIUkS6i8hEEZm4atWqDAzPxsbGxgYyY/CtKhtUl/dzAgcCpwInAg+IiKVilVJqgFKqo1KqY2HhtlU+zMbGxmZrJhPSCkuAVlX+bgksszhntVKqFCgVkV+B/YA5GejfxsbGxiYNMjHDnwDsKiI7iy4BcyHwVbVzhgJHiIhTRPzAwcDMDPRtY2NjY5Mm9Z7hK6UiInIj8D26dtlbSqnpItIjdvw1pdRMEfkOmIrWeB2olPq7vn3b2NjY2KSPKMsix1sHHTt2VBMnTtzSw7CxsbHZZhCRSUqpjlbH7ExbGxsbmx0E2+Db2NjY7CDYBt/GxsZmB8E2+DY2NjY7CLbBt7GxsdlBsA2+jY2NzQ6CbfBtbGxsdhBsg29jY2Ozg2AbfBsbG5sdBNvg29jY2Owg2AbfxsbGZgfBNvg2NjY2Owi2wbexsbHZQbANvo2Njc0Ogm3wbWxsbHYQbINvY2Njs4NgG3wbGxubHYSMGHwROUlEZovIXBG5O8V5nUQkKiLnZqJfGxsbG5v0qbfBFxEH8ApwMrAn0FVE9kxy3lPo2rc2NjY2NpuZTMzwDwLmKqX+VUqFgI+BMy3O6wl8DqzMQJ82NjY2NrUkEwa/BbC4yt9LYq9VIiItgP8Br9XUmIh0F5GJIjJx1apVGRiejY2NjQ1kxuCLxWuq2t99gV5KqWhNjSmlBiilOiqlOhYWFmZgeDY2NjY2AM4MtLEEaFXl75bAsmrndAQ+FhGARsApIhJRSn2Zgf5tbGxsbNIgEwZ/ArCriOwMLAUuBC6qeoJSaueK/xeRd4BvbGNvY2Njs3mpt8FXSkVE5EZ09I0DeEspNV1EesSO1+i3t7GxsdncKKUoWlOMx+/B6/ds6eFsFjIxw0cpNRwYXu01S0OvlLoiE33a2NjY1JXJI6fyQvfXWb1sLSJw2FkHceuAHvhzfFt6aJuUjBh8Gxsbm22FBdMX8+BZTxMsC1a+NubLP9iwupinRzy4BUe26bGlFWxsbHYoPn/+a8LBcNxr4WCE6WNmsWze8i00qs2DbfBtbGx2KBbNXoYZNRNed3lcLF+wfef+2AZ/G6J4XQnPXvUKp2Vfwim+i3jkvGdZvWztlh6Wjc02xT6H747LnejNDgXC7Lx3K4srth9sg7+NYJomtx31ID9+9BvBsiDhYJgxX06g58H3ECwP1tyAjY0NAP+7+VQ8WR4MY2POqMfv4aSrulDQJH/LDWwzYBv8bYQ/f5zGigWriIQila+ZUZOSDWX8+tm4LTgym3SZ9cc/vHjDGzzbrT8TvvsTpaonpNtsDho2K6D/hKc44txDyWmQTbNdmnD1kxdz40vdtvTQNjl2lM42wsLpS+KMfQWBkgDzpi7geI7aAqOySZdBT37Bh30GEwqEUabil09/55DTO3LvhzcTy0C32Yw026UJ939865YexmbHnuFvI7TavTlOT+Lz2Zvloc1erbfAiGzSZdWSNXzwyGcEy0IoU8/qA6VBxn09kT9/+nsLj85mR8I2+NsIHY7fl4bNG+BwOSpfMxwGvmwfR51/6BYc2baHaZoMf2MkPQ64kyt2u4m37x9E6YbSTdbfxO//wnAk/tQCpUF+/3J8rdsLBcPMnjhvuw8htMk8tktnG8HhcNB39KO8dOObjPliPKap6Hjiftzc/xp8Wd4tPbxtimeu6s9vn48jUKo3uz977mt+HTyO1/58Go+v5hT7aCTKuG8m8edPf9OoRQHHXXoUjZo3SHq+x+9BjES3jcNp4M2uXWbnjx+N5sXr3wClx9F6z5Y88uVdNGrRsFbt2OyYyNa8cdSxY0c1ceLELT2MrY6K78z2/daeJf/8x7X73U4oEJ94483ycMOL3Tjpyi4prw8FQtzepTcLpy+mvCSA2+tCDIM+X9/N/l32trymrLicC5pfU/mAqcDtc9N/wpPstGfqUMBoNMqXL33LZ89+zZpqYbiGw6DV7s15Y+rz9v1gA4CITFJKdbQ6Zrt0tkFExP5x15GZ4+bgcDoSXg+UBvnzx6k1Xv/1az8wf+pCyksCgI7dDpYFeaxrX6JR63IP/hwfD39xF75sL/5cH75sL26vi+uev7xGYw/wQvfXefv+QQnGHnSk1ooFq5j314Ia20lFOBSmaE0xppmYkGSz/WC7dGx2KJRpJqTVAzjdTprsVHPBnR8/+JVgeSjh9WBZkAV/L6btfm0sr+tw3L58unwgQ1/5jjkT5rJrh1047KyDauxv5eLV/Dzot4QVSVUcTgfrVqyvsS0rIuEIA+58n2FvjESZJtn52fR44XKOufDwOrW3o2GaJqM/H88P7/wMwAlXdOGIcw7GMLbOubRt8G12GP749k/6XT+QSDhxJu50OjjlmuNqbMPpdlm+rkyF0yJ7s/K4Urx840BGfTqWcDDMuG8m8UGfwTzwyW0cfOqBSa+bP3UhLo8zpcEPBcLs1qldjWO34pWb3mLEe78Qij3E1q1Yz/NXv0p+o1w6HLdvndrcUVBK8eSlLzL2q4mV7rqpv87gtyHjuPejW7bKVfjW+RiysckwpmnyzJWvVBq2qnizPDzyVS+atmlcYzundj8Ob1bixm6DZvm03r2FxRWa8cMm88tnYwmWBTGjZswVFOKxrn1TZko3adPY8gFVdewX3n0WuQ1zahx7dcpLyvnh3VEJK5ZgWYj3H/2s1u3taMyeMJffh06M25sJlAYZ+/UkZk+YuwVHlhzb4O+gLJmzjE+eHspnz37Ff/NXbOnh1JvSojL++vlv5v+9yPL4srnLCZQGLI8VNMnngGP2Sauf4y87ikPP6IjH58btc+HP8ZHbKIfeX9yVckY38v1fEjZtAcQQ/vp5etLr2uzVinb775ywehAR9ji4Hfd8eDOXPXR+WmOvQClFKBBi7fL1GBb7GQDL/11ZqzZ3RCaPnGbpHgwHw0waUfN+0JYgIy4dETkJ6IeueDVQKfVkteMXA71if5YA1ymlpmSib5vaM+iJIXzQ53PMSBREeOfBj+n+zKWcecPJW3podWLwC9/wzv2DcLqdRMNRmrdrymPD7okLVfRme5POlLPy/Wn3ZRgG9354C/OnLWTa6FkUNMnj4NMOxO2xdvVUkmJ1X9PSv8839/Bct1cZN2wSAIUtG3LR/edwyKkdyC/MS3vsSimGvvId7z/yGSVrS8grzCVqkb0tIrTv2Dbtdrd1lFKsXb4el8dJboP0V0o5BVm4PE6CZfErJJfHSU5BdqaHmRHqHZYpIg5gDnA8uqD5BKCrUmpGlXM6AzOVUutE5GSgt1Lq4JratsMyM8/CmUu4vmOvBNeG2+vi7Vn9aNy65o3L2rJg+mL+mfQvTdoUss8Re2TUtzl55NSEYhaGw2DnfVrz2uRnKl/75OkvefOejxL0a7xZHnq+fDUnXH50xsZkxfjhk+lzwfMJs3xftpfPVgxMK/6/vDTAFy8O56PHh2AYQiQUpdNJ+3P3+z3xpRHPP/SVb3mj14dxn5XT5UAB0SoPQ6/fw4tjH2PnfXZK/w1uo8wc/w9PXfoiK5esQZmKPQ5pz70f3pRWXkPRmmIubnNdwnfqzfLwwfz+5DXK3VTDTsmmDss8CJirlPpXKRUCPgbOrHqCUup3pdS62J/jgJYZ6NemDvw2ZHzcj7sqY76ckNG+IuEID571FDcedDcv3TiQ+097gqv3vrXOESVWDOk3LM6AgQ5VXDJnGYtnLwVg3pQFvP/IZ5ZiZUdfeBjHX5Y5HaJl85Zz7ymPc7KnK2fkXsqLNwykvDTAQScfQJcLD8fjd+NwGHh8bjx+N/d/chtKwfA3RvLEpS/yzkOfsGjWEj5+6kuuO/Aubu/yEKOHjEcpxV8//c2gx4YQLA1SXhwgHAwz4bu/ePryV9Ia2/uPDE74rCLhKDkF2bTeowXZ+VkcePy+vDD60R3C2K9etpZexz/C0rnLCQfCREK6CMrtXXqnFZ6a2zCHh7/sRXZ+Fv5cH/5cH9n5WTz8Za8tZuxrIhMunRbA4ip/LwFSzd67Ad9moF+bDJPpqIJPn/2KySOmxm0KLv1nOU9f8TJPfHt/RvpYt2KD5esOp4OiNSUA/Pjhr4Qtoly8WR72O2qvjL3vorXF3HjIPZSsK0WZikg4wndv/8SC6Yt4ftQj3PZGD864/kQmfv8X/lw/R553CA6ng+773s66FesJlAZxuh181OdzHC5HpVjenInzmDH2BGaOnUOgmsEOB8OMHz6ZojXFKTduo5EoRauLLI+VrCvls+UDU743pRRfv/YDnz49lA2ri9j94F259pnLaHfAzrX8lLYevh34Y4Kbz4yarFu+nimjpqe1r9Ph2H34bMVApv8+GxTs2bk9riSRXFsDmTD4Vr8WSz+RiHRBG/ykQb4i0h3oDtC6tS0Kli4rFq7i/Uc+Y/LIqeQ3zuOCO8/kqPM7J5x3xDmH8NHjQ4hGEmf5nc/qlNExDXt9REIESDQS5a+fp1NWXF7rgtHzpixg9oR5FLZqSIfj9sHhcHDo6Qey4O9FCWGLZtSk7f5tAF2+LpnnMhwMM+L9X/jurZ8woyYnXnkMx196pGVyVipWLFzFp88MjRNIAwgHwsyZ+C9D+g1j3fL1FLZqxKnXHl/p433tjndZvWQN4Zhxj4Sisf9u9K0HSoMMffk78gutZ41Ol4MNq4tSGnyH00HD5g1YvTQxeSu/SR5/fPsn+x+zd9K9iHce+JjP+25cTf3109/ceuQDvDz+ibSSx7ZGls1dbrnpqpRi5aLVabfjdDnZ76i9Mjm0TUYmDP4SoOo33hJYVv0kEdkXGAicrJRak6wxpdQAYABoH34Gxrfds3rpGq7rcBelRWWYUZNVi9fwbLf+LJmzjIvvPzfu3Na7t+Cyh87jvd6fYpoKET2zv/bZy2jcqlFGxxUKJIZAVhAOhiFNgx8JR3jkvOeYPHIqIDgcBjkNsnn+10c4q+cpfP/2KNYuX0coEEYE3D4P1z53OV6/9osfdd6hfPfWTwm+VjNqMubLP5gyanrlsX8mz2f05+Po8/Xdac38S9aX8vA5zzJj7GyikSjRSKIrIFgW5PU73sWMKjx+N2/e+yHP/PgQ7Q9sy+jB4yqNfSpcHifN2zVlzX/rEsrzGQ6DpjvXHFLa7cmL6Xvt6wmbjMVrinms6wuICH2+vpu9D98j7nh5STmDX/gmYd8nVB7ig0cHc9+gW+POHT7wR75+9QfWLV+P0+OksGVD3D43ex7SnrNvOTXj91ld2eeIPfjti/GJ94WptttN60z48CcAu4rIziLiBi4Evqp6goi0BoYAlyql5mSgT5sqfPL0UMpKyuMMQaA0yKAnvqCsuDzh/AvuOosBU5/jqj5dueqxi3hzRl/OuP6klH1Eo1F+/2oCL9/0FoOeHJJWacVDz+gUp+5ZQfO2TWvl4xzSb7h2DZWFCJYFKSsuZ9WSNTx+UV+y87N47c+nufTB89iz824cfvYhPPndfZzW/fjK6/c6bHeOveRIPH4PiJ7tun1uzrzxpDhjD9o4T/1lOtNGz0xrbE9c0o+/x8wiFAhbGvsKzKiKtR+irKicx7r2RSn9AEgHpRSn9TgeX44Xh3Pjz9bj99D9mUuJRkz+m7+CUDDMuhXr+fCxwTx+UV++eHFYpRLocRcfyV3v3EjL3ZrrMM/Y8yxYrsdUuqGMe099gvJq4avL56/EabHiMU3FnEn/Vv5dWlTGdQf2YsCd77P0n/8oKy6naHUx8/5awMyxcxj6yrdcs89tLJi+OKGtCkKBEJ8+O5Tu+91Ojw538lX/7y1Xo5ngmIuPIL9xHs4q96jH76bjifux897bp3chI+JpInIK0BcdlvmWUuoxEekBoJR6TUQGAucAC2OXRJLtIlfFjtJJj2v3v4N/py5MeF0M4bFv7qHTSQfUq/1QMMxdxz3MvCkLCZQEcHlcGA6DR4b2osOxyf2c036byT0n9iEYCIECh8uB2+PimR8fqlVm6BW79WTpP4lSwC6Pk0GLX0/58NiwuojZE+ZR0CSPUCDMmC//wO11ccxFRzD2q4m8ff+gRIMicNmD53PpQ+elHNf6VRu4qPV1lm6BmvD43Lzx9/OM+2YSb97zUcJmatxwDKFxq0a8N+9lVi1ew4ePfc7UX6ZT2KoR599xBpN+mMI3r4/ANE0ioQgKMAyJrSg8+HO8vDLhKQpbbow8efPeD/ns2a8T3rsvx8vtb1xX6Q4Mh8J89+ZPvNTzzThXVQUHn9qBPl/fA8DHT37Bew9/SjiYfMUiAgccuy9P/fBAwrFoNMqtRzzAv1MWVroCPX43Bxy7D48OvTv5h1kPitYU8/4jnzF6yHg8XhenXnsC59xyaq1delsTqaJ0MhKHr5QaDgyv9tprVf7/auDqTPRlk0iTNoWWBl+Zig8eHVxvgz9swAjm/jm/0hVQYeAe7/oCn/z3Bg6Hg4UzlzDvz/k03aUJexy8Kwv+XsS9pzyuz61iJ3o8f3mtZQCSyQqISFJjq5TinQc/ZvBzX+PyOIlGTJq2acwT391XGXI3fcys2LF4o+f2uFi9dA0v9xxIg+YNOOGyoyzD9IrWlOB0Oepk8JVSOBwGZ1x/ItPHzGbs1xMxHAYi2siFyvXnFo2aFDTJo2mbQi5v15Od923NpQ+ex20DegDw6u3vMPSV7xIirzauKHT94zd6vc+9H95SebxkfZnlzFmZqnJVGAqGue3IB1g4Y4mlsff43Rx7yZG8+9AnRMIRxn41MaWx1+8bpo2ekfB6eWmAl3u+yaw/5sb1FSwL8ddPfzN7wtw6y0ekIrdhDjf0u4ob+l2V8ba3Rmwtna2cSDjCmC8nMGnEFApbNuDEK7okxMqff+eZjPt6kmXY4T+T/2X9qg21StCpzo8fjE7w+0KsEMeEuXz85JdMGjEVh9NAmYoWuzYjt2EOwdJA3GZpNBzlvd6fcnK3Y9OOjCkvDdD5zE4MGzAyocRjwxYNaJhEh37Ml38wpO8wQoFw5QNj0ayl9D77GV4er/MC2x3QxvJhEg5G+GnQbwRKg7g8Lj56bAiPDO3F3oftxs8fj+HPn6bRZKdCTryii6XLqiZEoHm7ppXf4/0f38qiWUuZ/cdcvFkeZk2Yy58/TiM7z8+enXdj8HNfs2LBSpSCFQtXMnnkNJ787j7yCnMZ8sKwGvszoybjh02Oe63zGR0Z+cGvBEoCCeceeLzW0Bnx7igWzlhimSHcpE0hB56wL89e1Z9oOIJp8UBIRvWcgVAgxE2H3suiWUstHyzRcJS/f5vFbp3aoZTCNE0cjm13Br4lsQ3+VkywPMitRz7I4tnLtCvF7eSTp7+i95A76XjCfpXn7X3Y7uQ0yKZoTXFCG4bDoLwkUC+D73Rb/7iUqRj5wWgmj5gat6G3cPpiFFhGxhStKaZoTXGNPvyVi1fzzJWvMG30zNhs2KHdFFUMwrrl6/ln8r+0PzBxg21I32GWm7Tz/17M8gUrcXtd3HXcowkboKBn3xXXVsze7z7hEZTS7pUKobQhfYdx1k2n8EW/YZUPxIrjyfB43bj8Lm7qf03c6613b4E/x0uPA+6krKiccCiCiJZdqPogV0rP2vvf+g5ZeelnCLu9G/cKlFJk5flpslMhy+b+RzgYia0sPJxz22mVD6JfB4+1NPYOl4MTrjiaQY9/YVlnORUen5vTrzsh7rWfBo1h+fyVmEn2QJweJ7kNc3jlpjf59s2fCAXCtD2gDTf3v4bdD9q1Vv3v6NhaOlsxX/X/nkUzllTOwsKhCMGyIE9c0i9Be/2YrofHbeZVkJ2flZbsbypO7X685eZiXmEuv3/5R0LoZSQcTZrcJYaBr4bonEg4wi2H38/UX2YQDUcxI1rSuPosMlAa5OFznk1Y2SilKF5bYtm2w+mgZF0pQ1/+LiGmPRUVXVQY80goQqA0yIh3R/H4t/fR+cxOtN2/TdIVB2gXVFa+n2BpiF7HP8INnXqxdO5/lcc/ePRzStaXVUbtKKUsV20A/05ZwJRRyTV4quL2uTi52zGA9snfe8rj9DrhUZbNXY6I4PK4OPTMTjw+/D6uePjCyuuy87Ms24uGo7zf+7Okxt5wGAklHb1ZHlxe3c8lD8RHjv3x7WTLB0sFLreTXz8fy/A3fyRYHkIpxdzJ87nz2IfjPj+bmrEN/lbMz4N+s9ReDwfDzJ8aLxJ28QPnUNA0H49PG2aH04HH7+aOt27AMAxLw7F2+TreefBj7j31cd667yNWL7WOlj341A64qsVnG4bQ692eluqToH/0bl/8Q8Ljc3PilV1q1J0ZP2wyJetLLWffCe/hv3V8/sI3hIIhPu/7Dec17cYJzvNZ8986yweg4RDa7N2KmeP/qfXs1IrSDWUUNM7j4S/u4rXJz3DcJUdgOJK4qwTWLl9POBgmHIwwZ/K/3HL4/QQDISaPnMovn/6edkSKP89fs34PemN7nyP25JIH9Qb0Fy9+y7RfZxAo1b79UCBMJBxhxcJV7HPExnDM2RPm6lWGRWnGVBgOYac9W+L2uvD6PRx94WH0n/Q0D31+J+/M6sd9H92C0xXvWGjUooHld1Vx7J4Pb46tIuPdb+FgmM+f/6by779/m8mDZz7FtQfcwYs3vMEbd7/PrUc+wBOXvMjsifNq9T62V2yXzlaMy2sdsqdMhcsb/2PPL8xj4LTnGT7wR/766W+atW3CWTeezLTRM+na6lpWL11Lk50K6fbExXS58DAWzVrKTYfeSygQJhwM89dP0xj6ynf0tUirf+PO9wlWm4EZTgffvD6Cg049kFEf/5YQkrjTXi05+vzOfPT4FxgOrfty1Pmd6fHc5YweMo7pY2brMMr/HZRQLOK/f1ekvREaCUd558FPeP/hz4hGopUPyOK1JSB6dhgORTAMwelx0uPZyxBDaLNXK/78aVqSFMH0MaOmDvcE/p26kJnj/6ncMK2Kw+kAA6KhKgZdwYbVxfTY/05WL1ub4E9PRZOdCml/4C6MeO+XpBulexzanhv6XcVuVWLKv4vNkquiTMWimUtZvWwtkVCEe095nMWzlqY9lqqYpmLRrKWVK7zfhoxn7p/zGTjt+aSRL6d2P57hb4wkGtk4LhGhoEkeHyzoz5RRM3B5XAn7LdGIybwpCwAY+eGvcTkG/07ZGMQgxmzGfDmeO968nqMvOKxO72t7wTb4WzGn9ziBf6csiFvuikDDZgWW2utZeVmcd/sZnHf7GQAMHziS/re8Uxnyt2LhKp67uj+Gw+DbgSMpKyqrdFWEgxHCwQj9rh9I39GPxrX78ye/JyQHRUIRfh08lvfmvczkkVMpKyojWBbC5XHhdDu4feD17NaxLWffchr/zVtBbmEODkO4oNk1lKzXceGfv/AN2QVZvDWzLwWN8yvbbrt/G1xuV2XWaU0kDWlUUNCsgBZtm1BWGmDxzKX0u34gr93+Hl26HpbS2LtjD9RUhUcMQ89mG7dqxMKZS7j58PstjbYYQmHLhixfkCg5rEzFkn+W1frBs/Sf/+j+1CXMn7aYeVMWWK60Zo6dw82H3ceJV3bh5v7XYBhGUsXQSDDMP5P+pd91A1izbJ3lOakwDNFRRobEPYAioQhrlq1l3DeTklb42mmPlvR67yaeu7o/KqowoyaFrRvx6Fe9cDgctN69ueX34HQ5aN+xLZFwhFd6vmUZWAD6Mw6Wheh33RscfvbBCSuMuHOVYsqo6Yz6ZAyGw+C4S45kz0N3q+WnsfViFzHfijFNk+evfpWfP/kdEZ1h6va5efbn3uy0R836c+c3v4Z1y9cnvN5i12asWLCKSNhCGtcQvgt9HDfrPtnb1dL9YTgMvgt9TFlRGe89/CkTvptCQZM8rnjkAvY5Yk+K15Xw4vVv8NuQ8ZhRE4fbaalps/PerRkw9bnKv5VS9DzkHv6duqhOIY9V8WV7Ofzsgxn1yZg4Q+R0OZIXFhF45seHWDxzKT+8O4p5UxZYzqINh8ET391Hh2P35bGuL/DrZ2NrFa1SEy6Pk0gomtSP7/G76fVeT/4Y/iffv/Nzys3iPQ7elX6/P8a7vT/l06e/TLoqMBxiuUJJhdPt5LCzOtG4dSGfP/914mcgcNlD53Ppg6nzGsKhMP9OWYg320vr3VvERXI9cUk/xnwRv1/ky/HxxtTnCAVCXN/p7hpXSL5sL/1+fyxlUlXf616PRaUFAcHtc3P2zadw1WMXMX/aQlYtWUu7A9rQoGlByr62JJs8Dt9m02AYBne8dQPn33UWf/+mtdc7nbR/yhlKBdFI1NLYA6xYsBK3z21p8B0uR0LI5EEnH8C4bybF+dQNh8GBJ+yHiPDuQ58yfOCPhAIhls1dzt0nPUb3py/l+3d+Zv60RZWG1UwyW57/9yKikWjlkl9EeOan3rzX+1OGDRhBeXH6ro7qlJcEGPHeLwmvp6oihYJd9tmJ/Y/emxOv7MJtRz1kWcHIjJo8cPqTPPn9A8waPzejxt5wGJW+6xHv/2q5igmWhXjpxje12mcNXc8c/w+TRkzlgjvP4Id3fmbVYuv9mlTGXkTiRN0AXB4XjVo04PaB1zF+2GQ8fk9lgfcKfFleWrRrmnqAgMvtShprf+fbN9CiXVOGvvI9ZcXl7H347vR4/nKWzl3O9DGzLCcS1YlGouQUWG9Eg963GPn+6CqftSJYFmTw818z9uuJ/PfvSpwuB6FAmFO7H8f1fa/cKssYpsLetN0GaL17C065+lgOPb1jWsYetM+4QTPrWUjTnZtwwHHWGbKGSMJm6Y0vdSO/MLeytJ83y0Nuw2xueuVqZoybw/CBPxIsC6JMRTQSJVQeov8tb7Ng+qK0N0bvPPZhVi7eKFjly/Jy7TOXJei6bA582V5yG+ZQvK6E2456kLl//pv03FAgTL/rBtCsbZOMjsE0TZ6/5jXOufU0zr3ttKTnla4vZd8j9kjYILfi+3d+xpft4/hL6yAHLXDRfWfzwq+PcPvA69j94F1ptXsLzr/jdPpPfApfto/OZx1EVp4/LkLHcOiorMPPthbQVUqxYPpi5v41PyHyrCpOl5PLel/A56ve4tvAIB7+4i6e6/Yqvf/3NB89/nnSVVAFDqeD9p3apdS5H/v1REv9p0goyqKZSwiWBSndUEY4GOa7t37ih3dHpexza8Q2+NsxV/a5MCGc0uN30+2Ji1BJZnIOl5O/x8yKe62wZUPe+eclrnvhSs684USuffZy3v3nZZq2aczowWMta7KaUZNwIP0omL/HzOLWIx4gEo4wftgkHjjjSe44pnfS8MpkNGhWgIhQn4lXz1euZvrvs3n4nGeZ+9eClBo5oMtFHnVB58ym4ysdAfRSzzf57q2fklbMUgr2PXovTrqq5iSw0Z+P49Nnv6LNPq0r9yhqM54h/YbhdDs56apjeGns47w1oy9XPNq1MnzT7XHRd0yfOHE0ZSoOOGbvhM+maE0xX7w4jAtbdOfGg+/mtiMf5MIW3fnr57/TGs67D33Cgr8XUV4SIBKKVk5SxBD8uT4cTgeGwyArz4/H72GX/Xbiwc9uT9mmx++x/A6VUgkrn0BpkCH9ak5629qwXTrbKdFolMPO0hEw7/X+lFVL1tB058Zc/cTFHP6/gxk+8EfL60QSNyqjkSgl60o59uLDOeXqY+OOGQ6HXhXUcy9ImYridaX0ufAFJv0wpXKj2u11IWKdxFUdw2GQ1yiHnfdprZU1azkmp9vBGdefyMs930QpKLcQnktG/5vfTqtoRm1QpmLyiKl6xmzxVlweJ0eeewi+LC83vtiN5fNXJmTUViUajvLuQ58gQloKndUpLw7w0o1v0u+3PknPGfPFH6xbubFGgVKK3774g8LWjej22EUAfPbcV7zzwMcJ91l5SYAHzniSd+a8RMMkq9MKRn7wq+U+hIjw6Fd3s2uHnQmHIsydPJ8GzQpos1fNEs5HX9CZdx/8uMbzKihZV5r2uVsLtsHfxqhYuq5avJp1KzbQes+W+LK8cccHPTGET54aSigYxp/j5fJHLuSM606Ma+e4i4+ojMeuihk14+Kxh77yLW/f/7H29ys4+epjOeaiw8nKy6LVbs3p0vUwvnz526Tx+FWpyXBHgmHGfjUxzqUUCoRT1oOtPvb50xYxf5p1IfOayM7P4pvXRqaUdU7Wb9WQwkyTLB9ht07tuOX1ayv/3r/L3vz109+WuRsVpPM9pWLmuDkopRJ812v+W8fiWUv5+MkvEvYbgmVBhr70LVf16crfv83i3Yc+TRr9FI1EGfHeKC7s9b+U40i2QhWB9h3b4vV78AEdjts37ffWbOcm+HJ8aRlyh8vBIafXqP+41WEb/G2ERbOW8uL1bzDll+kIghiC1+8hGjW5/OHzK0MxP31mKIMe/6Iyi7RoTQkD7nyfsqIyNqwupmRdCZ3PPIgjzj2EEe/9wt+/zyZQEsDpcuBwOrjjzesrdeRHfTImoQbqly99yzev/YDD5SA7P4toJJpyw0wMnclpGMI+R+7JhG//TP4mRXC6nYlGqYbwyVShk7Vh/UrrilA1sSUC3dw+N7cPvK7yuwI44Yqj+fCxzwkFQptsTB6fO87YRyNRnr/mNUZ9MgaXx0XphjLL6wJlQSLhCF+/9gMhCxdgBeFghKm/zqzR4B9+zsGMeHdU3Oa7GMIeB7eP+0xqYsH0xQx+/muWzFnGXoftltLYGw4DM2ri9rrIzs/i4vvOTrufrQXb4G8DrF+1gZs736d1zRUoFCq6UdXwvYc+pWX75hxy2oF8/OSXCZIBwbIgb977EYahb9hRn46lxa5NabNnKw48fl/cHhfN2jbhxCu60LztxmiKDx5NrIEKOsIlEo4mjXuuijIVXr+bG17qxp8jp+rZuoUxMgyhedsmcRu3NeFwOji9x4kMGzCiVjIJ2wP5hbm02LUZpmkyeeQ0/vh2MjkF2Zx722m81/vTpDPg+uD2ujjpyi5xrw168gt++ez3OJE6K0SEoS9/x7oV62t8GP310zT+mfwvu3bYJek5Vz9xMVN+ns66FespLwngzfLoh+Bb16f9fiaPnMqDZz2tZTuiJnMmzkuqhdSoZUMOOnl/ls1bwQHH7sNp1x5PboPkFca2Vuw4/G2Aj54YwoePDk75g9r7iN156vsHOD3n0rQkCSpwOA2cLie3DezBMV2PiDt2VsHlSWdstcXjd+N0OZO2d2r347jm6Uu5fNeebFiV/kzbcBqISFLtni2F0+0kGk4eQ58JCprlU7SqqHJT2eE0atxgrgnDIXy24k2mjJrOExe/WJkHIYZwwDH78OhXveKE2M5r2i3tlZHL69LeOSFBJqEqYgjHdD2cXu/1JFAWxOv3WIY/hkNhxnzxB3P/nE/zds3ocmHnBCXOZCiluLTtDaxYsCrhWMVMvgKP382db91gWTJ0ayRVHL4dpROjrLic125/h/OaXs15Tbrxys1vVVYK2tLM+3N+jW6Ltf+tx+Vx0aBpfq3ajkZMguUhXuj+esIsuV2HzBWoDpaFLKtvASBwzVOXkJXr55mRD1LYsiG+bG+lLlAqzIi51Rl70Bmmm3oyte6/9XEGPqWxT3MfJK8wj9INZTx9+ctxSW9KKWZPmMu032bGva+yovRzJMKxVUBN35cyFdPHzOLcxt34X8HlnNekG9+8/kPCeS63i6MvOIyrn7yEU64+Nm1jD7owztr/rDOK3V4XTXdujOEwaLZLk23K2NeE7dJBxzzfdtSDLJq5tPImHzZgBH/+9Dev//mMZaiWaZpEI9FNXqFeKUV2QXbCrKMqDqeDjrEkqGueuZTnr341LXdL9X5uO+pBIqEIB51yAOfedjrXPHkJt3fpnbIaU636SJKY5HA6yMrToX0777MTHyzoz5yJ81i/qohHz3uu1j56j99d6/e/vdOoRQNK1pfVmI16yKkdeOeBjxNDamNhonef0If2ndry8rgnEBH2Pnz3WK3h9KlpFWI4DFYtXVv5YNiwupjXbn8Ph9PByd2OTXltunirBDpUp0HTfN795+WM9LO1kZEZvoicJCKzRWSuiCTUIhPNi7HjU0WkQyb6zRSTfpiSUME+HIywcuGqhDC3UCDEize8wek5l3Kq/2K6738HM8bO3mRje/2Od/nxw1+TGnuny0FWvp+u9+oNpGMuPJx7P7ql1jHhwbIQ/0z6l/nTFjHkhWFcu/+dbFhdhC/HV6mYKLF6sJnGX00u2TAMdj9oVw459UDufv8m3D53glhcKqore1qf4yQr34/H5yavMCftGfC2yvpVRTRtU1ij+uUvn43Tqp0pkqDmTJjHJ09/CcB1L1xRo9x1bTGjiau2YFmQ9x/+LGN9eP0eOp/ZCZcnfs7r8Xs4+5ZTM9bP1ka9Db6IOIBXgJOBPYGuIrJntdNOBnaN/esOvFrffjPJ3D8XWIaylZcEmPfXgrjXHuval+/f/plQeQhlKuZPXUivEx5lyZxlSdufOf4fXr3tHV67/V1m/fFP2uNaMH0x37w2wnK22qBZPm32asWZPU9mwJTnaFRFh333g9ol6JHXhnAoQtGaYh4862nWr1hfOTNXSvum2+7fhn2P3IPLep9PbsPstNp0eVzscWj7hHG5PE6Ou/TIpNft12Uv9uzcnmg4mnYyVTphdeFghNINZQTLQxSvK6m3aubWTiQY4YFPb69RCqCsqCytfYChr3wHQJu9WnHbGz1qN5g6PlxXL1tbtwuTcOuAHux9+O64fW6y8vy4PC5OuPwoTq8WwpwpZk+cx02d7+VE1wWc1eBy3r5/kKW8yaYkEy6dg4C5Sql/AUTkY+BMoGrhyjOB95R2/o0TkXwRaaaU2iqqFzTduTEevztBs8WX7aXpzo0r/16xcBUTv/8rwcUQDob57LmvubVKTHQFb/R6n6GvfK9juxV88/oPnH3zqVwVS0JJxR/DJ1vqo4vAadeekFSMSs+4rC1Yg6b5HH72wQwbMDKl9nokFLE0sIZD6HrP2Rx13qEAnHrtcXTf9w6K1hSnFO86++ZTOPPGk7nl8PspXldKOBjC5XbRcrfmXPnohXHnrlqyhuK1JbTavTkPnP4kM8f/k7LtOhNr0oxs59Y+xvUde2Xsc6ya9PTPpOTSE1UxHAb5jXMpXltaJ1G85mno8dSGrFw/T494iKVz/2PFwtXsvHcrCprkZ7SPCpb88x93dOlNoFTbmNL1ZXz+wjesXLSaXu/13CR9WpEJl04LYHGVv5fEXqvtOVuMw87qhC/Li1FluSuG4PG5OeLcQypfWzZvuaW7IBoxLZN95v+9iKEvf1epM6OUlmn9vO8wFqWhN+7N8mJYpnrrPYZ1K9ZbXufL8nLY/w5OGKvH7+HyRy6k58tX06J9sxr7t9pzjISizBg7m1VLtPjWyz3fYsOqotRl/bI8HHRKBwpbNuTdf16i17s30u3xi+n9xV288seTlZtt61dt4LajH+KK9j255Yj7OafRVcwYO2fTGPttDI/fzePD72W/LnvVefUWLAtmbCO5qtRxYcvkVb4MQ+dW7LRnS+798CY+Wvga1zx9SYIrpSY8fjfdn7q0zuNNRjQaZcbYOXzYZzCPXvA837/zc9pFaGrDp88MTUjoC5aH+HXwWNYur70cdV3JhMG3WqBVv6vSOUefKNJdRCaKyMRVqxJDpjYFbq+bfr8/xl6H747D5cDhcrDnIe3pO6ZPXBJHq91bELKYmThdDnY/KFHlb+xXEy3Fw8xIlLFf1RxuWvVhU531KzfQ58IXkh6/bcC17H/M3ri9LrLy/Li9Ls64/oTKUnerl1irJVbg8jgt9VbCwTDD3hjJFe17cvsxvRk9eFzKdpxuJ232alWZvet0OTnsrIM497bT6XDsPnEuhgfOeIqZY2cTCoQpLw4kqC5aItoYbLc+eNEr0JfHP0mnkw7gkNM64nJvvlgLq4eLGMK0X2cw+PmviYQjHHHuoRhJKlZd/+JVfLigPwP/foGjzj8Mh9PB/3qewjuzX2SXfXeyvAb0b6pFu6Z4fG7a7N2aBz65jc5ndsrY+wIdqNDnghd48fo3mPrLDKb9OpOXe77JQ/97OuMRVnP/nG+5D+fyuFj6z/KM9pWKTBj8JUBVoYqWQHWHdjrnAKCUGqCU6qiU6lhYWL9arLWhaZvGPD/qEb5Y8zZDVr9N39/60KJd/Cy4UfMGHHV+5wRBMrfXzTm3Jioaujwuyx+C4TDSEq8qaJzHvR/ebOl3jUZMZo77J+nswJft4/Fh9/L2rH70+fpuBi15ne5PX1bZVqvdmqfse/eDd6X1ni0tVRiDpUFCgTBTa6ip6snysNOeLTnktANZX0VfxYolc5Yxf+rC1LLFVii959B6j5Y4azlr3BbocNy+DPz7edrs1YpoJMoHj3yWUjrBqGVJwpooaJLPI0N70e6ANjjdzsrEpMWzlzHgzve58ZB7adA0n2ufuRRnlQeR0+Xg6AsP44zrTrTUjm/cupCTr7aOuHG6HBzd9XDemfMS35R+yBtTn+PgUw/M6PsCmPXHXCZ+/1ecvEigNMiUUdOZNnpmxvqJRqJJdZlCgXDGXVWpyITBnwDsKiI7i4gbuBD4qto5XwGXxaJ1DgE2bC3+++r4sn0JUSNVuWPgdVx49//Ib5yH2+umw3H70u/3xywLhR913iGIYf0Rp5q9V+Wwsw6i8U6NLI85nAZlNWjFN25dyN6H74E/x8fCmUsq3UDdnrjYsjB5BbP/mEvD5g249MHzKmuU1pZgaZB5fy3goz6fc1m7nkwZNZ1l/y7n7QcGccvh9/PkpS8y98/5gK716qzjzNWMmCyasYRIkqIeVXG6nWTl+Wm5e+oH3tbC0ed3xuPTq8zidSUpVz0Ol4O8wtxa16FNxdrl63j3wY/pcNy+GA4jzr2mlGLen/N5+4FBnH3zabzyx5Ocd8fpnHHDiTzx3f1JJyug1TLfuOuDxAMCF917Nne+dT1KKSb+MIW+PV6n/y1vV94rmWLKqOmWAmyBsiBTfk6vQHw6fPjY56xYlJhB7nA6OPLcQ2oUissk9Z4SKaUiInIj8D3gAN5SSk0XkR6x468Bw4FTgLlAGXBlffvd3JimScm6Uvy5Pi65/1wuuf/cGq9p3LqQm1+9hn49BmA4HQh6Zn7bwB5xUTU10fnMTnz96g8J7iFvlpdmuzROctVGfho0mpdueJNIJEo0HGHfI/fk3kG30HvIXQy46z0W/r04oXhHKBDmz5FT6flSNy7sdRbnNO5WZ82acChCOBThjmN7xznyZoybw29DxnPPhzezf5e96l3dCmrQ1hEdZ57dIJsfPxiNOGSTSBDURKqcijgEXr/jPf78aRpX9umKL9ub9Lqchtm8OvEprtrjlozueShTMW/KQuZPX4yZJHpn8HPfIIZBQeM8zrzhZMvJT3V+HzrBsti7w2Fgmlqc7YlL+jH2q4kESoMYhjD8jZFc/sgFlbpR9SWvUQ4ujzPBZ+/xusltlDnZhC9f+tZSb0oM4Y5aSEFkAltaIQ1+/Gg0r9/+LsXrSrV+y3UncPUTF6cdk75hdRHjh01GRDj41A7kNqzdzbR+1QZ6dLiLkrUlBMtDGA4Dl8fF/R/fyiGnpV7qzhg3h7uOezgutNPpcrDHIe15/pdHALj5sPuYMXZOwrVZeX4e+vwO2ndsy7mNu6VdzKS25DfO4+Olr/PJU1/y0eNDNmnSVIVm/JbMzq2tBIJhCP48P1f0uZCXb3gz6XkX3Xc2X7w4vF4VwupFrGj8VY9dxLm3nZ7y1K9f+4HX73g34bsWEc678wwOPH4/HjrrqQQ1V4fLwSGnHUheo1xOuuoY9jh41zoPt3RDKV1b90j4vLzZXj6c37/Wv9NknOi6wPJBLSJ8H/kk41WzbGmFejDhuz95ofvrrFuxgUgoQrAsyNevfs/rd7yXdht5jXI54fKjOf6yo+p0E+UX5jFw2vNc+tB5dDhuH07udgwvj3+iRmMPMPi5rxLUJyPhKLMnzmPZPL1ZtFundjgtimeEAmFa7d6CXz75HUc94vprIlAaYMWCVVx07zmcdePJKf3QvmwvO+1Zcz3fZETD0S1q7F0eZ61rxpqmFsob9vqIlOd99uxXW87Yg95PCUZ4+4GPWThzScpTDz61g+VKxO1zcfj/Dmb05+MSjD3o72/MF3/w7Zs/cuexD1cmgNWFrLwsnvj2fgqa5OHL8eLL8ZLXKIfHvrknY8YetFyzFe067LzZSyTaBr8G3n8kUTEyWBZi2BsjN6tCY3Z+FhfcdRZP/fAgt7x2LTvt2ZLRQ8Zze5eHuKh1D67YrScvXPtaQgLYigWrLMMrXW4na/9bh2mauiJRNYPv8bk56oLONGregBULV6XcKKwv0UiUrDw/AAtnLklZG9af6+e2N3okjQrZ2nF5XLhT7J0kw4yYzJ+aWuc/WWHyzU0kFOaXT39PejwajRIKhLngrjNjBW600XP73Jx0pZ61e7M8KcNPlanrzb7b+9N6hTXu1Xk3Bi15nWdGPsTTIx7kk//eYN8jq+eN1o8bX7wq7v0YDgOP38ONL16V0X7SYfsLa8gwy+evsHxdRChaU1wr7e1M8tKNA/n+nVFxs/el/yznxw9/44lv76sMg+xw/L7Mn7YoocJRhXG4uM31lK4vRUQwHAaGIWQXZHHGDSdx6Gkd+ar/90SjJt4sj+WMKxPkFGTzydNDmT1xHlN/Sb1ZdvYtp7DnobvxyJd30fvsZzeZm2lTUVZcjmy3MaQaZaqkq6hfB4+l3/VvECoPEQqEMU0TQfuzzWi0sjbwCZcdxVevfEeohr0Op9PB5JHTOO6S5NnaNeFwOJIWT88Eu3VqxysTnuLjp75g3p8L2GW/nbiw11nstGfNVbgyje3Dr4H7TnucP4YnFu3IyvMzeOWbaRcVzyRL5/5H931vT7o52Wr3Frw1oy8A61ZuoPs+t1G8vrTyR+jxezj/jtP54qVvE2QI3D4Xh5x6IGO/nkg4FMHhcOD2uQiWhTAMI2UqeEWUzaY0wm6fi4HTXqDZLk0oLSrjvCbdajWzrZhphYPhLTcjFm3gtsSG8ebA7XPR77fHaHdAvNrq7InzuP2oB1OuFt1eFwP/foFgIMT1B95V43fkz/Vx1zs3xiWCpUuF7dvcbpVNje3DrwdXPtoVT7VZvM5YvWCLGHuAKaNmJA33BJ0RXCHtXNA4j9f+epZTux9P87ZN2OOQ9vR690Za7d6S0vWJ2vSh8jC/fj5O/9BURQxxAGWaOJxGypA/EeGcW07VhcQNweNPvSyvC+FAmO/e/gmlFCPf/yXl51Adw2FwQa+zeGtmP86++VT2PLQ9jVo0qLH4d6ZxOh3ssnfrjLdrOIT8wtyE+3VzYjiEs3qekmDsAQY//3WNkV6mqRj5wa/c0OnutB7IoUCYF659nQtaXMMbvT6gvLTmPYz/5q/gnpP6cJL7Qk7xXcTjF/WlaG1xjddtD9gunRpod8DOPDfqYd6850PmTJpHo+YNuPj+c+ly4WFbbEy5DbMxU6R/G4aBq0qRiobNCuj5Ure4c2498oHk2YQWLytFjX58l8dJtycuZreDduXjJ79g9ZI1BAOOypVCOKiX8MnC+9JBKfh3ygK+fu0HBvb6sFY1Ws2oyb9TF7J8wUoue/gCvnvzJwbc9X6i+yFJVa5MIALN2jZlz867MW/qwoz2oxSUFJVxwNF7M/GHKZtcj98Kh9PBrhbGHir2k1KPyTRNfvpodJo1knUSWEXBnC9fGs6UX6bz0tjHE2bt4VCYGWPnEA5FePKSFyleU4xpKsyoyejPxzH/70W8/tezGLWYQGyL2C6dbZDZE+dx40EJKtSAdqscfX7nGgWZTvZ2zbjr5fTrTqBl+2a8dd/HlRvdhiG4fW6u7NMVpeCd+wfVe7Pb7XURCUdrVdmrKiKC2+eioHEeyy0qHm0qnG5nTJBOP1Hq6lLKRGWr2mA4dcJVbeL7DzntQO5690ZyCjaqqb59/yA+e+7r1PkWon3qNenZ+HN9RCOJZTZ92V4e/vIuDjhmn8rX/vj2Tx7rqmVIQsGwZYKe1XXbKrZLZzvj109/T+paabFrM27qf3WNbWRaIMrjc3PG9Sfy9gOfxEU1maYiFAgz98/5tNytWUYim0KBcJ2NPVApYldvY18L168Ywqndj8OIrXTqYuwrvvNMG3tHDRFPLo+TKx65gIbNC3C6nbh9Lnbep3XK9z/hu7944Iyn4l77382nkJXnT+nmczodKd2GDpeDhs0LOOr8zpb5GqFgmLmTN2bkrl66hkfOe46yonLKisqTZmNHoyaLZyWXON9esA3+Nkg4FLF0Bbh9Ls699bS0Sr1VRPHUF7fXRXZBFvcOugURsZRUNqMmf/82q1YFLAxDt2WVjbm14HAYuLzpeUVFtGBdqLxuD7yKWfamoM+we2mUQvHS4XBy/p1n0ve3Prw66WmGrn+PAVOeo/2B1vHloCcU/0yaF6cKm1+Yx6uTn+aUa45NatR33mcnmscidarjy/XxyJe9+HDhq+x+kA7drE5FecIKfvxwdFqTA4fDYKe96p7fsa1gG/xtkCPOOcRSB0cp6HTyAZbXRCNRhr7yLdcecAdX73Mbu3Vsa6mPs3MKBcPqOF0OLrrvHD5e8jqdz+hEQZN8IiHrlUOTnQpr1EIRQ7j4vrP5puwD3v/3Fb7c8B59f3uMnAbpFVnZnHj8bk64vAsFjfPTeiiZUcWC6YstcyLSoT77Hqlw+1ysWbqWQEnyB9EVj17I1XvdSrc9b+H6Tr24odPdLJmzjLNvPjVltnkoEOa6Dnfy8k1vVm6mNmregJv7d+em/tckBkP43HR74iLueOsGfNneyqgvp8tBToNs3prRl4NOPgCHw8HRF3TG5XHF+eoNh4E/x8chp29MSNywurhGyQ6n20mLXZtlPP5+a8T24W+DKKXoe90AfvpwNIGyIA6HgcPl5OonL+Z/PU+xvOaBM5/kzx+nVS6D3T43O+3Rgt0Pbs/EH/7Cn+PjnFtP49iLj+CmQ+9jzsR5cRtsTrcTt8dFJBIhVL7xB+TL9tJslya8MPpR/Dk++nR9gbFDJ8RFY3j8Hh758i6euKQf61cWWY6v6S6NufSB8zjh8qMTjl2x200s/SdRa09EtsjGJMCenbU0RfHaEvr1GMBvX/xR4zVN2hSyYjPuGaSL4TQQEcvY+fPuPIOvXv4uYcPecBh0PrMTvw/9o8bMYZfHxW4HteWFXx6Ne33E+7/w/sOfsmrJWlrt1pxrnrqETifpCcvKxasZ9voIFs1ayt6H7cZJVx1TWfe4gsWzl/LU5S8zLzaR2OPQ9vR6t2ecls/kkVN56OxnEmr5GoZgOB04XQ66dD2ca5+5NKH9bZVUPnzb4G+jKKWYMXYOv30xHrfXxTFdD0+ayDF7wlzuOKZ3QuKUL9vLPR/ezKGnx98bS+Ys45bDHyAUCFFeEsCX7aV5u6Y8NuxeLmt7Q0Joncvj5JxbT6Pb4xcTLA/yQvfX+XXwuEoZ6Gufu4wTL+/CJ09/mZC57PG7OefW0+OqXoUC2r/eoGk+gdIAXVv32OpKEHqzPLw1sx/fv/0Tv3w2lgV/L67xmkYtGrB6aWbL9G1KXB4Xux/cjmm/WksF1+aB683y8OzPD7NbEpmB+lC6oRREyMr1JxxTSnHfaU8w7dcZlfe/N8vD0Rccxu0Dr8v4WLYGbIO/gzOk7zAG3vOB5UbheXecTvenL0t4PVAWZPTgcSxfsJL2B+5Cx5P257lurzLivV8s+2jcuhEfLthYqri0qIyiNcU0btWoctlvmiYD7niPr1/7AafbSSQU4YQrunDji1dVnvPJM0P54NHBiMTKLBoSt6KoMxUr/zRvd4dTK1om+3k43U68WZ7KjNGaMBwGjVo0YKWFTO6mouKBGw6GEZFa1xpweZxEwtGM7B34sr3c+FI3yxXcpiYaifLToN8Y8f4vuFxOTup2LIf/76DtLuGqglQG347D3wFo0Cwfp9uZYPDdPjeNWjS0vMbr93D8ZUfFvfbr4LFJ+6geeZGV60+YcRmGQY/nr+DSh85j+YJVNNmpkOz8jcvonwb9xvsPf5agXZQxrOyWEEvt3yhZ7PV7uOTBc/n61R9YsdDaBaNMk7INZSl1f6rS5cLDcLocjHj/13pFGFlhxB5OVd/f3ofvzn0f30qj5g0Y/sYIXrn5bailwffl+AiUBmuV65AMpRQtayi6s6lwOB0cf+lRHH/pUTWfvJ1jb9ruAHQ+s1Nsgyv+dYfD4NiLj0i7nWQbsgAnXHF02u1k5WXRdr82ccYeYNATQzaJsZckiVT+XB/3fHAzQ9a8zTVPXcKenXfj0NM78vCXd3HBXWdxRZ8LcVlsbDtcDgzDSNvYA/z2xR+IYeDL8da7QInTo1dD3iwPBU3yeHtmPxo0yY9rd+a4Odzc+T7CoTC/fzUx6Sok1VjyGuRgmvV/OLk8Tlrv0aJeUsY2mcE2+DsAbq+b50c9TIv2zfH43XizPBS2asSTPzxAXqPctNs54Ji9LWOvs/L9XHDnmfUe59r/1te7DUuS2TSlZ/PZ+dmce9vp9PutD48M7UWH4/YF4LiLj+TW168lr3DjZ5RfmMvtA68jK792G3zBsiA/fTSa50c9oh+y6dh8gZ32bonD5cDjd5PbMJvb37yO7k9dykndjqH705fyzpyX+GfyfMpLA3Gul2jEpHhdCb8PnZjSlZPKrdFyt+Z0OHYfnO70pSecbh25tcu+OyGxAuZHnd+Zp0c8uN26ULYlbJfODsJOe7birRl9+e/fFUQjUVq2b17rH+ANL3XjpkPvJVAWJBwI43A6cHtdvDT2cdze2kv+VjDrj3/4+Kkva1Xxyul2kpXvZ0Ms6sfhNFAKS3eJw+EApyRkFpumyQHHJc+sXDJnGQ6ng+v7XsnM8XPYsLKIg089kCPPO4Rlc5fz6bOJtQbEiG1kWkz+nW4nZtSkx3OXs1vHtrxx94cYhhCNmETCEfw5XgKlIaKRKA2aFeB0O1gxfxUer5tQIMxx1x7FiVd0SfjeFs9aaln6MFASZPGspRx3yZFMHzPLUu00mXvJ4/dwzm2nsWuHXXj2qv6M+2ZSZT1bZZpJHyLKVFx491lc+eiFWglTxDb0WxH1Mvgi0gD4BGgDLADOV0qtq3ZOK+A9oClgAgOUUv3q069N3RARmrete8Hklrs2453ZLzJ84I/MnfwvbfdvwynXHFerVUJ1xn0ziT4XPE8oEEo7Rl0M4fD/HcR9g24lFAwDiuXzV/HDuz8z+LlvErKIxWGwe6d2zJk4j0gkijO2QXzvR7fgy/ImtB+NRHn84n6M+2YSKB01VMHvX0/ks2eH8szPvVnw92L++HYyTreTaMRk1w47c/ub1/HGXR8w9quJCREs4WCED/oM5o9v/6wsONPxhP044Nh9OeiUA2jaRicMKaW45YgHmP3HP3FZtcMHjGT3Trsm6Di12bsVvmyvReUmDzvt1YrOZ3Zk1CdjmDJqenKJa9F7LN4sD6ap6PHcZex31F4APPjZ7ZSsL6V4XQmNWzeivDjAg2c+ybTRsxKaadm+eeVnur3r0myL1CtKR0SeBtYqpZ4UkbuBAqVUr2rnNAOaKaUmi0gOMAk4Syk1o6b27Sid7RulFBfvdB2rlqyp9bW5DXP4fNVbca8tnLmE6w/sFWegQWdfvvvPSxStKWHCd3/hy/ZyxLmHUNA4z7LtT58Zynu9P00pFufN8nB9vyvZ54g9WfD3Ilq0a8rO++iktX8m/8utRz4Ql/rv8btp2LyBzrat4k/3+j3c+kYPjul6eOVrq5as4Yr2PS397rsfvCsvjX087rVIOEK3PW9hxaLVlbH0DpeDxq0a8dbMvjhdTpRS/PnT33zRbxgTf5hiqaPU6aT9ufz/7d13dFTV9sDx754OCZBQlAQiRRAUQcECCgpIE1SKLVgo0kSKCCi+pSIiD6T4kObjgYDy+FkRn4oKIjYU6aD0kicCkd4JIZmU/f6YYX6EmYGQBCeTOZ+1ZjHlzs0+M8nm3nPO3efVjlSuVdG3cHowe7b9Sf8GL5B+Jp1Md5Zv2c3RC1/k+kYFcxW3kTeXs5ZOO2C29/5soP35G6jqPlVd671/CtgCVMjnzzWKgJNHTnHs4InAL16kF6B4Sf/yEZWurUjn4Q/jcNmxO204XHYcLjt9J3WjbIUyVK1TicQh7Wjbp1XQZA8wf+rXF60MmnY6nTefnsUfG3fTqEN9X7IHqF6vKiM+/xsJNSsgFsEV5aRNz+Yc3H3YL4mnpaYzud8MTp/8/1LVqSdTg17BmnL8tN9zNruNib+MpPFDt3sKtFkEZzEHt7W92XdELyLUa1abPhOfCLiEpCvKyW1tb6HGzVdfNNkDJNSowFsbxtOuX2tqNaxB6+53MXXNmJAk+yUfL6PLNf1pZU+kU9U+LH53yV8eQ7jIbx/+laq6DzyJXUSuuNDGIlIZqAusuMA2vYBeAFddVfA1ww2P5B37WP/DJkqUKUH9NnXz1QefV8WiXUHnxTtcDkQIWCDLWdxJ+/6tA74v8bl23PlAA5Z+uhKL1cIdDzTAZrcy59W5bFq6lfQzbqJjorj57htp2blxwLpDablcRD091c2/X/mIRh3q+71W967azNo8gQx3Bja7jSP7jvHl9MUB95Ny7DRDmg9nyorRiAgVr4nH7rT79cvbHTYatrsl4D5iypUiOrY4NruVTHcmqSfPMH/qIpZ/sYZ/rRvn62aJq3Ildz16B99/sNQ3I8rutBF7ZQzNO13aqlHlKpah9+tdLuk9Be2necsZ23WK7/dk/x+HmPDkNDRbzTTMAC7apSMii/H0v5/vRWC2qsacs+0xVY0Nsp9o4EdgpKp+kpvgTJdOwVNVJvWdwaLZPyAi3rIMVsYufplqNwauYw7w2w+b+L+/f8ze/+6nxs1X0/mVRCrXyv8SbV2u6cfeJP9lJK02C68tfImv3lrMii/X4k5z4yjmINOdRbPH7mDg9Cdz1Uf8x6Y9PNPoJdLPuHN0YzhcDmKvLMU/V4/xW7B6fM+pLJr9Y64qikbFRPHp0XcA2LlhF/Pe+ILkHfu4oXEt2vdvTeyVMYBngDgxvhfHg5zRuKJdvPbVC74j5KWfruS1xyeSkZ5JdlY2zmIOSpUrydQ1YwMusH1w9yG61hjgN/DtLO7kyXGduO+pVr7nsrOz+frt7/nszYWcSUnjjgfqkzikfY5SxuGi6zX9+TNpv9/zZSuW5v3d00IQUejl68IrVW1+gR0fEJE479F9HHAwyHZ2YB7wbm6TvXF5/PzJChbP+dFvdsnQ+0bz7q6pAZPoT/OWM6bLZN9R1KE9R1i18Ffe+GkE1W6swuG9R0E16EVcF+IKMGgKntkj2VnZvPj+QAB2bd7DgV2HqVL7KspVzP3PmfDkNE6fCLCyV5qbo/uO8d5rn/gdpXYd0ZGVC9aRcvx0wDOMc1W61tM7uWrhOoY/+LovQW9f/TtfTP+GqWvGckVCWSwWC30mPsHoxycFnBmj2cquzcm+hN+w/a1MXjaK/0xewIFdh7ipxQ3c07NZ0HovW1cmYXfY/BJ+emo6q7/5LUfCt1gstO7ejNbdm12wbeEgWInrw8lHyc7ONgPH58nvp/E5cPavpQvw2fkbiGdO1kxgi6qOz+fPM/Lpy+nfBJypcfpEKjvOqSN+lqry5oBZORKfZitpp9OZ0m8mPesMpnO1fnSu3p8e1w9k58bdlxRPQo3AwzmqsHVVku9xpesSuLV13UtK9llZWWxevj3o6xnuTJZ+4l/0rHT5WGZunkD3UY/S6P76XHFV2aD76Dm2E6rK+J7/Ij3V7UvmGekZpBw7zTtDP/Bt2zSxIff1aRkwCVksQkLNnJ9FldqVGDS9N2O+HsrDz7alWIngZa9Ll48JWNfGarPmKCZW1AT7bsrEx5pkH0B+P5HRQAsR2QG08D5GROJF5CvvNg2BTsBdIvKr9xa4pKNx2QUbjBSLBJwHn3L8NCcOB17vc9OybezatJuMtAwy0jLYtTmZQY1fJvXUmVzHU+v2GkFf27H691zvJxCLxeKb/hiMKzrwAGVUyeJ0ePoehn38LEM/GuRXjlosQuLz7bi+YU2O7D3KySP+n1F2VjZrFv2W47knXu1IdOmoHFe42hw24quVD7pGwY8f/cJjlZ+ilS2Rh+N68PnUr/2Se62GNYktH+NX4sLmsHJf75bBP4Aw123kI37fjbO4gy7DE0MUUeGWr4SvqkdUtZmqVvf+e9T7/F5VbeO9/7OqiqrWUdUbvbevLrxn43K569E7Ai5yLSLUuMW/kmGxaFfQFYoE8Zs7n+nOZMnc4DV3zlfjlqtxFPMfMLbarMRXu7RrBk4dS+G9UfMY1ORlxnSZTNK6nTTt2Ai7M3DPpbO4k3Z9Aw/+nqvmrdUZ9+0r3NC0FtExUVSpfRVDPxxEj9ceBzw1Z4KVWYiOzdkFE1UqiinLX+Om5nW8UxltNEm8nde/eyXgBUpLP13JuG5v+oquHTtwgreem8NnUxbk2E5EGPftMKrVrYzDZccV7aJU2ZIM/XBQ0LOooqBJYkMGTu/NFQmeI/0y8bH0ndStSHRXXQ6mWmaEyXBn8HyLESSt28mZlDRsDhtWq4WXPhxEg3tvCvieNwfMYsGMb3OcHdjsVjIzswLOsuk87GE6DXsoV/GoKj3rDCJ5274cg6SuKCfT1/+DuCqBVz863/FDJ+hdbwinjpzCnZaBWASHy86Aqb34cto3JK3biTs9A81WLFbBarPSpGNDnp3Zp0BO/Yd1GMvKBetyDAy7ijt56o2utOkZeBjs7N/eha5E7V5rILu3JPs9X7JMNB8fnBXwvQd2HeJMShoJNeM9VxlHCFU1V/ViqmUa57A77Iz7bhgrvljLqoXriC0fQ6uuTS/Yz/vk651xp7n5Zs4SbDYrqkqTxIZ8/+FS0gPU2K9Zv1qu4xERxi0exqhHJ7Jp6VbEIsRcGcOQd/rmOtkDfDDmU04cOulLuJrtWbd26sB3mLt/Bjs37Gb31j/Jysj0LMhxSzXiquZ+/xfz3Nt9GdZ+LNtWJWFz2HCnZ9C6RzNa9wh+pJmb5HTgj4DzIEg5nkr6GTeuAGdr+emzP3UshfQzbsrExYZd8gy3eEPBHOEbuXb6ZCrH9h+nXEIZHC4HA+8cyo61O30zfhwuO1XrVGLiLyPzdNR88sgp0lLTKVexzCX/8T5R82mSt/uvilUs2sWkZaMKZAppbiRv38vB3YepUqfSBS/uyq2edQbzR4CB8FLlSjJ3/wzf53Qo+QifTVnA9jW/U71eVdr1u9vXzZEbxw6eYPTjk1i/ZDMWi1AmPpbn3u5XYGsfG38dswCKcVm409x8PH4+X7/zA6pKy86NeXBw24BHnfmRlZnFsvmrWbPot6BnJE/f/gJblu/we6/DZWd20hTKxgdfpLswW/HVWkY89I8c3WnO4g6eeqMr9/RsAcDOjbt5ptFLuNMyyHRn+pajnPDziBxXAAejqvS6YTB7tu3NscyhK8rJWxvG+2r8GOHBJHwjbLnTMxjSbDj/Xb+LtJQ07A4bFpuFoR8Npn6ber7tfpy7jNe7vZljyqnVbuW6Bp61Z8PZsvmreev5OexN2k/ZCmXoPPxhWnZu4nt9cNNhrP/RvzRV7TuuzVXbNy/fzvMtR/it+2qz2+gwoA29xnbKdxuMv47pwzfC1sKZ35H0607fdQAZ7kxww+hOk5i7fwY2u+dX+M4HG/D7b3/w8fj52J12MjOyuKpmBYbOHRzK8AvEbffd7Lfu8Lk2/uxftRJg49KtuRrIPLT7MJYA22RmZLI3wFWsRvgyCd8o1L59d0nAq12zs7LZvuZ3rmtwDeAZsHvi749w/zP3kLRuJ6XjYqlyfWTUYnIWd/iVRgZwFnPmaiyk+k1Vyczwr57pLO6gTuPrCiRGo3Awl6IZhVqgOfrgmYXjcPovP1iqbEluanFDxCR7gNbdm+E4bylGh8vO3d3vytX7468uT6P7G+S4PsNmt1IiNppWTzQt0FiN0DIJ3yjU7u3VAleU/yBwidLRXH1j5b8+oEKo+6hHqde8Do5iDqJKFcfhslO3WW16jn4s1/sYMrsv3UY+QoXqcZSOi6V1j2b8c/UYv4XojfBmBm2NQk1VmdB7GovnLEEsFqxWzzqp4759hap1Lj4DJZL8mbSPPVv3UrFGPBWrx4U6HCNEzCwdI+zt2fYnG5ZsoWTZEtzapl7A7hzDMMwsHaMISKhRoUjXhDGMv4LpwzcMw4gQJuEbhmFECJPwDcMwIoRJ+IZhGBHCJHzDMIwIUainZYrIIWBXAeyqLHC4APZTGBSVtph2FD5FpS2R3o5KqhpwUYRCnfALioisDjYvNdwUlbaYdhQ+RaUtph3BmS4dwzCMCGESvmEYRoSIlIQ/PdQBFKCi0hbTjsKnqLTFtCOIiOjDNwzDMCLnCN8wDCPimYRvGIYRISIm4YvICBFZLyK/isgiEYkPdUx5ISLjRGSrty3/EZGYUMeUVyLykIhsEpFsEQm7aXQicreIbBORJBH5W6jjySsRmSUiB0VkY6hjyQ8RSRCR70Vki/f3akCoY8oLEXGJyEoR+c3bjuEFtu9I6cMXkZKqetJ7/2ngOlXtHeKwLpmItAS+U9VMERkDoKrPhzisPBGRa4FsYBrwrKqGzeIHImIFtgMtgGRgFfCIqm4OaWB5ICJ3AinAv1X1+lDHk1ciEgfEqepaESkBrAHah9t3Ip6FiKNUNUVE7MDPwABVXZ7ffUfMEf7ZZO8VBYTl/3SqukhVz644vRyoGMp48kNVt6jqtlDHkUe3Akmq+ruquoEPgHYhjilPVHUJcDTUceSXqu5T1bXe+6eALUDYLaKgHineh3bvrUDyVcQkfAARGSkie4DHgJdDHU8B6AYsCHUQEaoCsOecx8mEYXIpqkSkMlAXWBHiUPJERKwi8itwEPhGVQukHUUq4YvIYhHZGODWDkBVX1TVBOBdoF9oow3uYu3wbvMikImnLYVWbtoSpiTAc2F51ljUiEg0MA945rwz+7ChqlmqeiOeM/hbRaRAutqK1BKHqto8l5u+B3wJDLuM4eTZxdohIl2Ae4FmWsgHYS7hOwk3yUDCOY8rAntDFIvh5e3znge8q6qfhDqe/FLV4yLyA3A3kO9B9SJ1hH8hIlL9nIdtga2hiiU/RORu4HmgraqmhjqeCLYKqC4iVUTEAXQEPg9xTBHNO9g5E9iiquNDHU9eiUi5s7PvRKQY0JwCyleRNEtnHlADz6yQXUBvVf0ztFFdOhFJApzAEe9Ty8NxthGAiHQAJgPlgOPAr6raKqRBXQIRaQNMAKzALFUdGdqI8kZE3gea4CnHewAYpqozQxpUHohII+AnYAOev3OAF1T1q9BFdelEpA4wG8/vlQX4SFVfLZB9R0rCNwzDiHQR06VjGIYR6UzCNwzDiBAm4RuGYUQIk/ANwzAihEn4hmEYEcIkfMMwjAhhEr5hGEaE+B9HLOQMnHeZogAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n", + "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : long1\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in long1 mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in long1 mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in long1 mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in long1 mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"long1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "124f3f72", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n", + "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : banana\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"2 clusters in banana mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"2 clusters in banana mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"2 clusters in banana mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"2 clusters in banana mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"banana\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "d8f1c382", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n", + "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Charge le jeu de donnée : blobs\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n", + "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n", + "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n", + "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n", + "\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n", + "plt.title(\"3 clusters in blobs mode : ward\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n", + "plt.title(\"3 clusters in blobs mode : complete\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n", + "plt.title(\"3 clusters in blobs mode : average\")\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n", + "plt.title(\"3 clusters in blobs mode : single\")\n", + "plt.show()\n", + "\n", + "metricsandclusterisationof(\"blobs\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b95ac57f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}