diff --git a/.gitignore b/.gitignore index b8f995c..980f6b5 100644 --- a/.gitignore +++ b/.gitignore @@ -6,7 +6,6 @@ checkpoint logs/* tf_logs/* -images/**/*.png my_* datasets/words datasets/flowers diff --git a/01_the_machine_learning_landscape.ipynb b/01_the_machine_learning_landscape.ipynb index 7cb9825..8896113 100644 --- a/01_the_machine_learning_landscape.ipynb +++ b/01_the_machine_learning_landscape.ipynb @@ -51,6 +51,9 @@ "plt.rcParams['xtick.labelsize'] = 12\n", "plt.rcParams['ytick.labelsize'] = 12\n", "\n", + "# 한글출력\n", + "matplotlib.rc('font', family='NanumBarunGothic')\n", + "\n", "# Where to save the figures\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"fundamentals\"\n", @@ -124,9 +127,9 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -136,7 +139,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[ 5.96242338]]\n" + "[[5.96242338]]\n" ] } ], @@ -159,7 +162,8 @@ "y = np.c_[country_stats[\"Life satisfaction\"]]\n", "\n", "# Visualize the data\n", - "country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction')\n", + "ax = country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction')\n", + "ax.set(xlabel=\"삶의 만족도\", ylabel=\"1인당 GDP\")\n", "plt.show()\n", "\n", "# Select a linear model\n", @@ -247,18 +251,18 @@ "data": { "text/html": [ "
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R8MKFCwFcD4yoW7cuYBngRCGiEbAx5vGg1/NFpD3WdMFaY8zRS5CVwBizz55rDh7VxvUI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\nMqcI9P8AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2008,19 +2012,20 @@ } ], "source": [ - "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n", + "ax = sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "plt.axis([0, 60000, 0, 10])\n", "position_text = {\n", - " \"Hungary\": (5000, 1),\n", - " \"Korea\": (18000, 1.7),\n", - " \"France\": (29000, 2.4),\n", - " \"Australia\": (40000, 3.0),\n", - " \"United States\": (52000, 3.8),\n", + " \"Hungary\": (5000, 1, '헝가리'),\n", + " \"Korea\": (18000, 1.7, '대한민국'),\n", + " \"France\": (29000, 2.4, '프랑스'),\n", + " \"Australia\": (40000, 3.0, '호주'),\n", + " \"United States\": (52000, 3.8, '미국'),\n", "}\n", "for country, pos_text in position_text.items():\n", " pos_data_x, pos_data_y = sample_data.loc[country]\n", " country = \"U.S.\" if country == \"United States\" else country\n", - " plt.annotate(country, xy=(pos_data_x, pos_data_y), xytext=pos_text,\n", + " plt.annotate(pos_text[2], xy=(pos_data_x, pos_data_y), xytext=pos_text[:2],\n", " arrowprops=dict(facecolor='black', width=0.5, shrink=0.1, headwidth=5))\n", " plt.plot(pos_data_x, pos_data_y, \"ro\")\n", "save_fig('money_happy_scatterplot')\n", @@ -2045,18 +2050,18 @@ "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -2073,6 +2078,16 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2083,20 +2098,10 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", "
France37675.0066.5
United States55805.2047.2
Hungary12239.8944.95.8
France37675.0066.5
Australia50961.8657.3
United States55805.2047.2
\n", "
" @@ -2104,11 +2109,11 @@ "text/plain": [ " GDP per capita Life satisfaction\n", "Country \n", + "France 37675.006 6.5\n", + "United States 55805.204 7.2\n", "Hungary 12239.894 4.9\n", "Korea 27195.197 5.8\n", - "France 37675.006 6.5\n", - "Australia 50961.865 7.3\n", - "United States 55805.204 7.2" + "Australia 50961.865 7.3" ] }, "execution_count": 13, @@ -2134,9 +2139,9 @@ }, { "data": { - "image/png": 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Z0dwvIzWjWczIdaGJU8yoLcSTAz4AFKnqDyLyANBTVS8XkRLgY1WNiRa+dcCR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\nmSwis0SktZs6PgAc7rh2lIgMF5ErRGQ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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2146,7 +2151,8 @@ "source": [ "import numpy as np\n", "\n", - "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n", + "ax = sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "plt.axis([0, 60000, 0, 10])\n", "X=np.linspace(0, 60000, 1000)\n", "plt.plot(X, 2*X/100000, \"r\")\n", @@ -2170,7 +2176,7 @@ { "data": { "text/plain": [ - "(4.8530528002664362, 4.9115445891584838e-05)" + "(4.853052800266436, 4.911544589158483e-05)" ] }, "execution_count": 15, @@ -2202,9 +2208,9 @@ }, { "data": { - "image/png": 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FC9w5sdsVVyQu+7nnVPfubb1/5UrVVavinxO0nHvvdd3Zyspcd7cXXkgchzHZ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\nAAAASUVORK5CYII=\n", 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je7OrV0Nz1PiPESNip9u2/veQIZmNp6NssoLp7vxejKfdBOzNertRVW8Wkamq+rJfwXREriRgVVefXbSkgTeWNLFlYxEfrC5g+XK3XGKrggI3xTZ+ta5x41xJIdMseRrTvjCshlYM3AjcHJbkG0YtLW7BmPje7PLlbgFwKAKKKC11vdgTTojt1Y4ZA4WF7Zwkg+xrvDHBS5iAReTmqKfFblPMNoA5qrpZRIqBuap6tF9BhklDg5tiGz/aYOVKd8vxVmVlLrmef37b+myYlkVMxXrJxvgrWQ/4sLjnzyXY9gfvZz5wRCaDCoMdOxKPNlizJrY+O3KkS6zTpsXWaAcPDiz0jLD1EIzxX8IErKpnZzuQIKi629MkGj+7aVOkXWGhq88edBBccEFsfbZ37+Di94uth2BMdnTljhg5o6UF1q1rW5tdvhy2bo20Ky11ifXEE9vWZwsC+E0FVQKw9RCMyY5U6wG/kWCzqmpoyw319cnrs7uilnbfYw+XXGfMiK3PlpeHpz6b7RJAdLK39RCMyY5U/boK3Nq7rXfcKgLu8z2iNNXWwkMPxSbatWsj9VmRSH32pJNie7SDBgUaeruyXQJIlOxtPQRj/Jd0HHD8pIvWu2Coan5cuz7A9vjtfhOpUKiksBD226/t+Nn99svd+uzbGz7naw+8HjNduG+vAv4w8wgO3iezi9JV19Qz5Y657GqM9HiLC/N47bppADYKwvRoQY4DTjlDQ0S2AINwa0JkfXH0MWPg+edh9Ohg6rN+ymYJIFW99+B9BljiNcZH7aWug0QkugQR7VQgi1MHYg0Y4Hq53VE211qweq8xwWlvNbTFcdt293RVdYkvERkgu6t+Wb3XmGAkTcCq2sX70ZquytZ0YVv/1phgdLPqqeksWxvCmOyzXq4xxgTEErAxxgTEErAxxgQk2XKUC+ng2N6eshylMcZkSrKLcKGZcmyMMd1VsuUoH0r1IhE5HneHjGmZDkhEDgBeAX6jqrdk+vjGGBMWKYehicgA3Iy3POAlVd3i7doIjM50MN757gH+mOljG2NM2KRajnIC8A+gBWgGeovIqd4MuC1AWSYDEZE84CHgBuCUTB7bGGPCKNUoiJ8Dj6nqMFUdgeuZ/hZAVbcBxSISvz5EV9wGvKiqC5I1EJFZIlIpIpVbtmxJ1swYY3JCqgR8NPDLqOe/BA4V2b1keT1QmokgRGQ6MFxV707VTlXnqGqFqlaUlWW0A26MMVmXqgZcA/SLet4PqNfIAsKNtF0hrbNOByaIyCLv+TBwF+RU9fwMncMYY0IlVQ/4OeAeEZnojUz4b+D5qP0tuBXTukxVZ6rqZFU9UlWPBB4AHghT8r37bhg7FkpK4LTTwCogxpiuSpWAr8f1gpcCy3Br/14ZtV/JUAIOuxtvhDvvhDlz4PXX3a2Prr02+3Hcfru71dIVV6Ru19wMN90Eo0ZBcbH7+Z//CU2RG2xwyy3uWNGPoUN9Dd8YEyfVcpTbgLNEpD+Qp6pb45r4lnzDNP63shJ+8hN47TU46ii37Yor4LbbshvHokVw//0wcWL7be+4A+65x90z76CDYNkyuPhi6NXLJeZW48bB/PmR5/lZvamUMaa9ccAFwKmq+qf4fao60LeoQuTOO+G44yLJF6CsDKqqshfDtm3w1a/Cgw/Cj37UfvsFC+Dss90D3M1JzznH9d6jFRRYr9eYILW3GE8fevCkiMZG+Otf4Utfit1eVwf9+6d/nNtvh9LS1I9XXkn++lmz4LzzYFqa8w6POQbmzYMVK9zz996DuXPhjDNi261dC+XlrkRx4YXuuTEme5ItxtOacnq7p3IuruSwCDgy0WtU9S++RBigpUth50647jq44YbI9sZGOOQQ99/PPw/f+x60tLifl1/e9jj/9m9wwQWpz1Vennj7/ffD6tXw8MPpx33ddbBjB+y/vysrNDW5OnZ0bEccAb/7HYwfD59+6koqRx8N774Lgwenfy5jTOclK0H8Iuq/1wN34S66/QfwCLAirv1BKY6Vs1auhKIiV0OVqIr3l78MU6a4xHblla53OXgwVFTAuefCXnvFHmfQIPfozPlvuMH1jos6MODv8cfh97+HRx+FAw5wf0iuvNL1dC+91LU5/fTY1xx5pLvD9EMPwVVXdTxWY0zHJVuMZ1Si7SKSD6xT1UPittf5EFvgtm2DIUNg330j26qqXEL7zW/gjTdcL3Offdy+c8+FZ5+Fyy6LPc7tt7tHKi+8AMceG7tt4UJ3vgMPjGxrboZ//hPuuw9qa92FtXjXXAOzZ7uyArgLcevXu4uJrQk4XmmpS9arVqWO0xiTOWn1Wr3Zbw8ClwN7iMhdcU265fXzIUPcV/mWFsjzquU/+Ym7IHfUUfDkk5HkCzBsGGza1PY4nS1BfPGLrlcd7ZJL3B+EG25I3iveubPtiIb8fPc+ktm1y9WMTzghdZzGmMxJt2xwBTBUVXeJyG+IHQPch266fvC0aa7M8OMfw0UXuYT78MNuSBqAJliyXhIMzutsCWLAAPeI1qePO1Z0r/juu92j9aLb2WfDT3/qSg4HHABvvQV33QVf/3rkNbNnu3bDh7sa8K23uh71xRd3PE5jTOe0m4BFZAZwM3CMt2LZad4uVdWjReQ43Cy5bqeszNVSr77a9XyPPRZefjlSkigvhw0bIu03bnRDvrKtqsrVi1v99rduvO/ll7vkutderixy882RNhs3ulp2VZV7n0ce6cYajxiR/fiN6alEE3TjROQtYDuwEzgWmKaqb3g14Cpcj/hBVS0WkcHAelXNyMI86aqoqNDKyspsnrKNpiY3imDePFeumDwZXnoJ9t470LB6pJEjoV8/VyoaOND9mxjTVSLypqpWtN+yc5L1gP8b2AOYjhuK9k3gDW9fnao+IiIPiMi+QDFQ4leAYVZQAL/8JZx4oquvXnmlJd8gLVjgLiYakysSTsRQ1ftU9UeqejAwA7hIRFonsUrUzxXA2/6HGbxki/GcfTa8/74bq/ud7wQbozEmt7R7W3pVfQI4C7gWGAG0Xq/vjVuOspDMLUsZSrm2GM+OHfDd77p6bkmJm2CxeHFsm3/+001PLi93x/zd7/yJOd3z3HtvZPGgyZNTzwxMRASmToXDDoNHHuly2MZkRbsJGEBV5wG34mrGLd62FlVtbn34GWSQWhfj+eMf3aiIiRNdAnzuuezG0ZHFeGbOhL/9zU2qeOcdOOUUOOmk2CFyNTVuJMWvf+2SdDoWLID6+rbbP/gA1q1L/Jp0zvP44658c8MNbsTG0Ue7iSIffhhpc+CBiR+tF0Ffew3efBOeecb9oXrnnfTekzGBUtWcfEyePFmzYcYM1alTY7c9+qiqSFZOr6qqn3+uOnq06j/+4WL59reTt925UzU/X/Wpp2K3H3qo6o03Jn5Nnz6q//u/qWNoaXHHOOss1YaGyPb161VHjFC95pr230ey8xx+uOrMmbHbxo5Vvf769o+ZyOzZ7b8fY9IBVKqPeSytHnBPlYuL8TQ1udlyxcWx20tK4NVX0485nohb92LVKpgxw51n40Y3cePII923hM5oaHA911PibsN6yimux52O2lpXdgHX4547141/Nibsut36DZmUzmI86cjmYjx9+7pZerfd5r6iDx3qyicLF7qLiF2x554uuU2d6t7Pv/4FkybBH/7Q+bWEq6rcH4w992x7rpdeSu8Yn3zipoGDO9Zll7lasDFhZwk4hfYW4wF3gemVV9xQtCefTHycbC/G8/DD8M1vuqnR+flw6KEu5iVLOh5DvL33hscec1Ok99rLXfAqyMCnKH4GoWriWYWJjB4Nb/eIsTimu7ESRArRi/GMHeseAwa4nvF557k23/uemy2XSmdLENGL8RQUuMfLL7sRAwUFiS+IAYwZ49rV1LiLVG+84XrtoxIusdQxVVVuPYrTToPCQte7T7XGRHuGDHF/JDZvjt3+6adte8XGdDfWA06hvcV4wNVAo2/rk0i2F+Np1aePe2zd6kZF/Oxnqdu357PP4OSTXS/4qafcqIqpU12N+v770++xRisqcsPOXnwRzo+6BeuLL8L06V2L15iwswScQnuL8aQr24vx/O1v7o/G+PGufnzNNe7+b5dcEnlNTY3bB67thx+6nv2gQW6BnniqcOaZbt3jp55yy2COHu1qwscf7276+eMft31dOue56ir3+z38cFfaue8++Ogj94fLmG7NzyEWfj6yNQztiSdUhw9XLSlRPeUU1ffea9tm3jzV6dOzEk7CYWg/+IGqWxvJefxxN2ytqEh16FDX/vPPY18zb557Tfzj4ouTn/vFF1Vra9tuX75cdeXKxK9J9zz33OOGsxUVueFuL7+cPA5jsgWfh6ElXIwnF4RhMZ5W8+e7Hmiyi3DGmNzk92I8obkIJyLfEpG3RaRSRJaJSIK7qxljTPcRihqwt8zlvsAUVa0RkXJgtYg8raoJ7jERHied5IZA1da6YV9PPBF7C3tjjEkmFAlY3VoSs6M2VQMNxN3qSERmAbMAhie6UhSAdCcLGGNMvNCUIOL8CnhcVT+M3qiqc1S1QlUrysrKAgrNGGMyIxQ94GgichtuyUsbBWqM6dZClYBF5E5gDDBdVRuCjscYY/wUigTs3ezzXmAgcL6qNgUckjHG+C4sNeAzgG8Bo4FXRWSR9zgp4LiMMcY3oegBq+qzRO41Z4wxPUJYesDGGNPjWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAWAI2xpiAhCYBi8hUEVkiIstEpFJEjgw6JmOM8VMobksvIgOAvwBnqepCETkeeFpERqnqzmCjM8YYf4SlB3wqsFJVFwKo6nzgY+DEIIMyxhg/haIHDIwG1sRtW+Nt301EZgGzvKf1IvKvLMTmhyFAVdBBdJLFHgyLPRjj/Dx4WBKwAM1x25qI66Gr6hxgDoCIVKpqRXbCyyyLPRgWezByPXY/jx+WEsRGYHjctuHedmOM6ZbCkoCfBiaKyEEAInI4MB54MdCojDHGR6EoQajqNhE5H/gfEVFc+eEMVf08xcvmZCc6X1jswbDYg2GxJyGq6ufxjTHGJBGWEoQxxvQ4loCNMSYgloCNMSYgOZeAw7BmhIgUishsEWkUkQvTic2PfZ2M/Vsi8rZ3rGUicrm3/UARec3b9o6InBX1mozv62Tst3qxv+H9Tv49V2KPOu4BIvKZiNziPc+Fz8w7IrJYRBZ5j7m5Ert3zKtF5F/ee6gUkd6hiV1Vc+YBDACqgaO858cDnwC9sxzH5cDVwCvAhe3F5se+TsadD9wJlHrPy4E67+dqYIa3fQLwGTAM90c6o/u68Hu/Cij0/rsMqAHG5ELsUZ+R+cA9wC258JnxjrEOyEv3/8WQxf5D4KdAQVTcg8ISeyCJtAu/zBnAgrhtS4GzA4pnPpEEnDQ2P/ZlKP5iYBswFdiENyrG2/cU8B3giEzvy1DshwGbcyV2XFJ/Gjgal3xvyZXPDLAd19l4C/gTMCkXYsclxUXAjcDrwMvA6WGKPRTjgDsgrTUjApIqtt4+7MuEXwGPA3sDa9X71MSdp8qHfZ0mIvsCzwODgQtyKPbbgBdVdYGInOJty5XPzJ6qWiciecCXgZeA3+ZA7JOBA4D/UtUjROQQYC7uW2AoYs+1GnBaa0YEJFVsfuzrWrAit+FKD1fkUuyqukpV98WtlPd73Ac81LGLyHRguKreHb8r7LEDqGqd97NFVR8B3vR2hT32PYB1qvqQF/9bwD/CFHsYEldHhHnNiFSx+bGv00TkTlzPYLqqNuRS7K28/5kW4uraYY/9dGBC60UsYKb3+HEOxJ5IPq4uHPbYP8WVT6K1EKbPTGfrQkE8gP64r4cHec8PB7YCAwKKZz6RGnDS2PzY18l484D7cGWHgqjt+bivS6d7z0fjLjrt68e+TsZ+EK7k0Dp7s9z7cE8Je+wJ3sst3iMXPjOHAZOjnp+Bq4+PyIHYi3Drih/jPR/nHf/gsMSe9aSVgQ/vCcBi4A1gAd5Vx4DahesUAAAEDklEQVRimY+XgNuLzY99nYj3LEC94y2KepwETMRdaFnsPc6Oel3G93Ui9n640QNvejEvAS7xK75Mxp7gvdwC3JIjn5kJwAu4C3CLcPX3A3Ihdu94h3ifmbe8n2eGKXZbC8IYYwKSazVgY4zpNiwBG2NMQCwBG2NMQCwBG2NMQCwBG2NMQCwBm5wjIioik9JsO9JrP8TvuIzpKEvAJutEZB9vuT4VkeK4ffkicp2IrBKR7SIyX0SOSnGsr3nHiX/c18GYviIi80TkUxHZ5J3/YREZ4+3/hog0i8hm77FJRF7wXidRxzneO/9mEflIRFaLyBwRGdmx35LpCSwBm6wSkWNxU4iXJGlyE/BtYBZu5tJfgZdEZHyKw34IlMQ9rohr009EBkQnSy8eEZFHcEsW3guUq2o5cIx33DOimm9R1aGqOhQYi5tV+EPgzyKSH3e+kaq6N25BmFpgnogMSPEeTA9kCdhk2wpcYn00yf5LgR+p6jxV/VhVf4GbXfSVFMdUVd0V92iKa7MGNzV0z7jtM4GTgSNU9QlVbfQO+Imq3ohLsolOWKeqT+OWwzwB+EaSdtuA67zznpjiPZgeyBKwySpV3aKqtSmaFAINcdt2edtT8nqzJSIySERGi8gxuFWqAMpUVVR1c9zLLgPuU9WPk8TbmOqcqvoR8AhwYYpmRd4j1fs2PZAlYBM2jwI3isgkEekjIpfg7i7wRIrXjBARxa10tRNYCzwD/AeRBJzMAbh1ArriXdydOdrwasi/Bypxa9Eas1uuLchuur/v4xLpXNwKU8uBc1U1Wc34MdzdKvBe1xBdfkjj4pcAfaLaHwz8zXtaAtyhqrencYz4ksc6r9y8GXgWuFTd0p/G7GYJ2ISKqtYDs4HZIlKYRgmgCXdvuGRqcctv1ifZvxzXC2493tvAUAAReRVXOmjPJGBZ3LaRqrorjdeaHsxKECa02ku+0bwRDreIyAoR2SUi9SKyFrgeuEpVdyR56cPALBEZ1JkYvRLDl3FLZRrTIZaATSiJyN9FZHaS3ccCq+K2PU9kNMIg3PrBX8Qtpv6aiPRKcqy7caMsFojIid59z1pLF3uliK+viHwNtyb0bao6r/13ZUwsK0GYsCoiyedTVV+Nfi4iJcBRuDsfLIratUxEvou7fc544O0Ex2oSkbOAfwd+AowSkQbckLU/Aw9FNS8Tkc24Re13Aq8CX1LVxZ16h6bHswXZTSiJyHzchbi7kjSpjy5RiMgC3HC163GjElpwkyVuxt1WZ7zVZE3YWAnChNkPgR1JHtfFtT0TdxuYh3H3b9sGPI27f9kxlnxNGFkP2BhjAmI9YGOMCYglYGOMCYglYGOMCYglYGOMCYglYGOMCYglYGOMCYglYGOMCcj/B3XyXYQdbTy0AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2212,7 +2218,8 @@ } ], "source": [ - "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n", + "ax = sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3))\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "plt.axis([0, 60000, 0, 10])\n", "X=np.linspace(0, 60000, 1000)\n", "plt.plot(X, t0 + t1*X, \"b\")\n", @@ -2237,7 +2244,7 @@ { "data": { "text/plain": [ - "5.9624474431881502" + "5.96244744318815" ] }, "execution_count": 17, @@ -2266,9 +2273,9 @@ }, { "data": { - "image/png": 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Pcxv07ZtehkyoroYxY+Doo83iGj/eMnU0yyq8f5SuXe0hsWJFfP2KFU0nW8fatcmX3S5a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\nWEfoGnYwAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2276,14 +2283,15 @@ } ], "source": [ - "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3), s=1)\n", + "ax = sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(5,3), s=1)\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "X=np.linspace(0, 60000, 1000)\n", "plt.plot(X, t0 + t1*X, \"b\")\n", "plt.axis([0, 60000, 0, 10])\n", "plt.text(5000, 7.5, r\"$\\theta_0 = 4.85$\", fontsize=14, color=\"b\")\n", "plt.text(5000, 6.6, r\"$\\theta_1 = 4.91 \\times 10^{-5}$\", fontsize=14, color=\"b\")\n", "plt.plot([cyprus_gdp_per_capita, cyprus_gdp_per_capita], [0, cyprus_predicted_life_satisfaction], \"r--\")\n", - "plt.text(25000, 5.0, r\"Prediction = 5.96\", fontsize=14, color=\"b\")\n", + "plt.text(25000, 5.0, r\"예측 = 5.96\", fontsize=14, color=\"b\")\n", "plt.plot(cyprus_gdp_per_capita, cyprus_predicted_life_satisfaction, \"ro\")\n", "save_fig('cyprus_prediction_plot')\n", "plt.show()" @@ -2298,18 +2306,18 @@ "data": { "text/html": [ "
\n", - "\n", "\n", " \n", @@ -2409,9 +2417,9 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2421,7 +2429,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[ 5.96242338]]\n" + "[[5.96242338]]\n" ] } ], @@ -2444,7 +2452,8 @@ "y = np.c_[country_stats[\"Life satisfaction\"]]\n", "\n", "# Visualize the data\n", - "country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction')\n", + "ax = country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction')\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "plt.show()\n", "\n", "# Select a linear model\n", @@ -2476,18 +2485,18 @@ "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -2570,13 +2579,13 @@ "outputs": [], "source": [ "position_text2 = {\n", - " \"Brazil\": (1000, 9.0),\n", - " \"Mexico\": (11000, 9.0),\n", - " \"Chile\": (25000, 9.0),\n", - " \"Czech Republic\": (35000, 9.0),\n", - " \"Norway\": (60000, 3),\n", - " \"Switzerland\": (72000, 3.0),\n", - " \"Luxembourg\": (90000, 3.0),\n", + " \"Brazil\": (1000, 9.0, '브라질'),\n", + " \"Mexico\": (11000, 9.0, '멕시코'),\n", + " \"Chile\": (25000, 9.0, '칠레'),\n", + " \"Czech Republic\": (35000, 9.0, '체코'),\n", + " \"Norway\": (60000, 3, '노르웨이'),\n", + " \"Switzerland\": (72000, 3.0, '스위스'),\n", + " \"Luxembourg\": (90000, 3.0, '룩셈부르크'),\n", "}" ] }, @@ -2594,9 +2603,9 @@ }, { "data": { - "image/png": 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z5mFjY0N8fLxR4ORMOra3t2fQoEH45kwCKEFu3LhBmzZtuHr1Krdv3+aZZ55h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\ncIGpU6fi5VVgVoFFuXDhgrHkWFG2yFk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1i5kzZ7Jx40ZOOml0LGDQ0BkcSYcCPwGeAGYC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\nzMzMSscJjpmZmZWOExwzMzMrnf8DAIFvs8mGsRsAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2609,7 +2618,7 @@ "\n", "for country, pos_text in position_text2.items():\n", " pos_data_x, pos_data_y = missing_data.loc[country]\n", - " plt.annotate(country, xy=(pos_data_x, pos_data_y), xytext=pos_text,\n", + " plt.annotate(pos_text[2], xy=(pos_data_x, pos_data_y), xytext=pos_text[:2],\n", " arrowprops=dict(facecolor='black', width=0.5, shrink=0.1, headwidth=5))\n", " plt.plot(pos_data_x, pos_data_y, \"rs\")\n", "\n", @@ -2634,14 +2643,6 @@ "execution_count": 27, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ageron/.virtualenvs/ml/lib/python3.6/site-packages/numpy/core/_methods.py:116: RuntimeWarning: overflow encountered in multiply\n", - " x = um.multiply(x, x, out=x)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -2649,11 +2650,21 @@ "Saving figure overfitting_model_plot\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/numpy/core/_methods.py:116: RuntimeWarning: overflow encountered in multiply\n", + " x = um.multiply(x, x, out=x)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/numpy/core/_methods.py:117: RuntimeWarning: overflow encountered in reduce\n", + " ret = umr_sum(x, axis, dtype, out, keepdims)\n" + ] + }, { "data": { - "image/png": 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1EF/fU6AqKhFJ0lmA8zzwqJktBwz4mT/QXxvOuUszURjnXBj4vP/qU+qbvQzO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\nAWchLLEhtmCnAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2661,7 +2672,8 @@ } ], "source": [ - "full_country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(8,3))\n", + "ax = full_country_stats.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(8,3))\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "plt.axis([0, 110000, 0, 10])\n", "\n", "from sklearn import preprocessing\n", @@ -2713,18 +2725,18 @@ "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -2835,7 +2847,9 @@ { "cell_type": "code", "execution_count": 30, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -2846,9 +2860,9 @@ }, { "data": { - "image/png": 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r+NF2usLzXlxccR1HR0wz06G9xpMaPoGjoa1IzWtBalZTUpMCOepvXfzWEodn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\nAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2858,22 +2872,22 @@ "source": [ "plt.figure(figsize=(8,3))\n", "\n", - "plt.xlabel(\"GDP per capita\")\n", - "plt.ylabel('Life satisfaction')\n", + "plt.xlabel(\"1인당 GDP\")\n", + "plt.ylabel('삶의 만족도')\n", "\n", "plt.plot(list(sample_data[\"GDP per capita\"]), list(sample_data[\"Life satisfaction\"]), \"bo\")\n", "plt.plot(list(missing_data[\"GDP per capita\"]), list(missing_data[\"Life satisfaction\"]), \"rs\")\n", "\n", "X = np.linspace(0, 110000, 1000)\n", - "plt.plot(X, t0full + t1full * X, \"r--\", label=\"Linear model on all data\")\n", - "plt.plot(X, t0 + t1*X, \"b:\", label=\"Linear model on partial data\")\n", + "plt.plot(X, t0full + t1full * X, \"r--\", label=\"모든 데이터로 만든 선형 모델\")\n", + "plt.plot(X, t0 + t1*X, \"b:\", label=\"일부 데이터로 만든 선형 모델\")\n", "\n", "ridge = linear_model.Ridge(alpha=10**9.5)\n", "Xsample = np.c_[sample_data[\"GDP per capita\"]]\n", "ysample = np.c_[sample_data[\"Life satisfaction\"]]\n", "ridge.fit(Xsample, ysample)\n", "t0ridge, t1ridge = ridge.intercept_[0], ridge.coef_[0][0]\n", - "plt.plot(X, t0ridge + t1ridge * X, \"b\", label=\"Regularized linear model on partial data\")\n", + "plt.plot(X, t0ridge + t1ridge * X, \"b\", label=\"일부 데이터로 만든 규제가 적용된 선형 모델\")\n", "\n", "plt.legend(loc=\"lower right\")\n", "plt.axis([0, 110000, 0, 10])\n", @@ -2922,7 +2936,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[ 5.76666667]]\n" + "[[5.76666667]]\n" ] } ], @@ -2962,7 +2976,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.5.4" }, "nav_menu": {}, "toc": { diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb index 584f078..f94fc29 100644 --- a/02_end_to_end_machine_learning_project.ipynb +++ b/02_end_to_end_machine_learning_project.ipynb @@ -56,6 +56,9 @@ "plt.rcParams['xtick.labelsize'] = 12\n", "plt.rcParams['ytick.labelsize'] = 12\n", "\n", + "# 한글출력\n", + "matplotlib.rc('font', family='NanumBarunGothic')\n", + "\n", "# Where to save the figures\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"end_to_end_project\"\n", @@ -131,18 +134,18 @@ "data": { "text/html": [ "
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cHsdv+uZqDC0qS5IkSZIGVpLHAe8D3lNVdyRZCuzuO+x+4Dhgac/z/hhtfLzc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O12H5rg7k/aOlwKPL/fdR/1dpumHU8BPtzx+miaa9UO4NPA6o60Wa9n/co7LFv7mfsazSPTP6EJ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\nel4Gff611tqx8+zXVOSUnDWvmd5WrbWbu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FFX565G+NcemjptYOdJcGVTqPueXZGo4b4KeipIiX6z5i/vIGArpw9ENloxCR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\nSBp90PLzotMZIW58YF03MTGPSfa2W+3n1ZGPBMcZRSvN4kunD7Dm2Ot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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1245,7 +1248,8 @@ } ], "source": [ - "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")\n", + "ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")\n", + "ax.set(xlabel='경도', ylabel='위도')\n", "save_fig(\"bad_visualization_plot\")" ] }, @@ -1263,9 +1267,9 @@ }, { "data": { - "image/png": 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2Uu6UhH+55o1Gm6gjjcqzOM8DQzmSo6Tk2fC0M6h/DPyWMeauOPpEWwU6x17b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\nBGVmZrX0X9DoPaNG1f8iAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1273,7 +1277,8 @@ } ], "source": [ - "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)\n", + "ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)\n", + "ax.set(xlabel='경도', ylabel='위도')\n", "save_fig(\"better_visualization_plot\")" ] }, @@ -1298,9 +1303,9 @@ }, { "data": { - "image/png": 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L7dreQ209C3oBcvt40Mxbb4VwuRQFBSYrV4aZNs3L4MEO5s832brVwOGAkSOTE/DGYrC9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qWBRbU2xEAkwqQMMzeeoeTEcRsh8tE0cyLHUG0B5/duZsg7xpu3biGs/wRvVYYddpiP3Plx9u1o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lMWhpg9Z2uO9ek1TKoKREIxy+sIBCIYUHHvCxaVORl16C+noXfr+CZQmGEhYHj5hUVl+aQY9l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CqPpVVAxpBpCMRLZIbjjFeS7BlaT00yy4Yte5hjuTSRoozNw4xh4uEiyeEyHz9lagh6x2D3\nCb9iqwlwXHhwP6ybC/EwnBqFgQykwrCwFq5dBd++HzqHYE49tE+xyguwdm0UTYNk0iCV8t9OMxmP\nHTtKbN4coKbmzJXfaza9+nvHTsGxE/D+zYLbv+VRGXNxEwYEwS0KDsYlf/rXgrnzYV4QiidArJj6\nmKfLtdcm6O4us3x5mGuuibN5c5xYTEWKM/ErvZOzPQwFFXoVRVGU86ShcaW5iapgPyd+/JcUYy6V\nOQmaJg7TEjlCNFvgyORi7h19ByOPpLCPBFj69qfoG2smHshipCpoBYfysQUEFpVZvOgI17Y9y7xA\nhnbRRASDFQTxkOwji47gLVQzlxdLnSUbdO3FDSkM3a/glmw40QN37vG7KGwXrl8Ib1kCf/geyBWh\nOuEf/1LFomRsTFJXJzBe46o4wxCsX//yK8gGB1127qzQ3Ky/Zug9k5Fxf8kxzQPN1DB0gZcHo+K/\njolxSVePoG0uFCuQjJ/1qWdEba3FH/1RM54n0S6VXUBmid/TO/1XGqpK79Sp0KsoiqKcNwuTJZFb\nWPCpefTc+236n5rk4V0Jbrj+PjalH2SymCD6XJZDg0sRzRoBrUx9ax+Oo6MXHGprhhm9IkXb/DHe\nXfss68wqasQcYAwXl0PY9AOrSbOSEBovD1q1CTB1/wK1eBhGsv6fyTB8ZzfUxSByul324ROwbSFE\nQ/7tlQoFyT//c4mREcmSJRq33nr2a6zOn2/wx38co6ZmavsgL18Au/dDVyckLEEhKpCO/5ocx1+6\nOBGH37wFKjYsnjOl088YFXjfmF/pnZjtYSio0KsoiqJMFyEwEutpf/96Bh736JsscN/xr9PaczsP\nuSt5anIjuBpyQLL/9hWsvmUPofYcjQv6yWtBkuUitUkLw61DaEWkMUKKFezFZQdZYmg8R5ECHpt5\neY9kLAS/tg3+/VHoHPYvUHv/VX7PriZAnt6twjv95+tFtbExyciIpLVVcPiwh23Ls96lTQhxTqsW\nxGPwmY/CqWsEv33S5YmnBEIKyhW/PzmZFnzyg7B47pRPrcw6iVqy7OKgQq+iKIoy7UIhEMEQ/emP\n0/fsMF01bYiYi4wImC8ZMJt4ZEeMVNMYy4xn6R1twFgpqaaKvsqvcIUxTAsBQjSynTFqMAijEcbj\nMKVXhV6A1hr443f5lVDrJddT3bAY7ngaRvN+6H3b0le3M7xUfb1g0SKNo0c9tm0zLui2xO3tgj/5\nnMbffMXjmWf89ovWeYIv/rngV268YMNQppF/IVti2s+r2humToVeRVEUZdotWCCIxCT3nYwSWL2e\n0YNt6C0uTtGENIiiR3koyFigmj0/u4JKyWL5skFWeA0MCI0mbQ7h0/XYGgwOUSKMxgQuc3j9pbCs\nVywgsKwRficCQ1lIhqC96syPe55hCD760QC2DZZ14T++37JFY+1awdAQmBbU1ghMtSjCJctvbxib\n7WEoqNCrKIqizIBwWPCJT2g88/957E8sZ7SrEUdYEBbgCmRW4DgCe8IiPxSj/spRrvDmMeDqLDUE\njfqLYXMrUbK4dGPTiMkvMfWLghoT/u1sCSFetqTYhRYOC9rbZ+/5lenjV3qT035eVemdOhV6FUVR\nlBlRVyP40m06n9+v03ukQqUjAmEgKyEokJYGFQGeZN6CKoIxyVWm4Prgyy8Ci6BzC2k85KsuYFOU\ni10u56hK70VChV5FURRlxixJwV8sbaE8foAnBj3GRpJQPt1QawnQoLYWbn+LRn0QguK1Q60KvMql\nS13IdjFQoVdRFEWZUSvTAW5oX4H1jhx77qsw1BuiUgbhQVOt5IH/rdEeUoFWuTz57Q3paT+vam+Y\nOhV6FUVRlBmla/DJpSatkRTL5sBQP5TysG0e3LIOYme5fa+iXIr89obh2R6Gggq9iqIoygUQNuHm\n+fC2dii5EDX9HdIU5XIXjRps3foGS4acA1XpnToVehVFUZQLJmj4N0V5s/ArvUOzPQwFFXoVRVEU\nRVFmjF/prZ7286pK79Sp0KsoiqIoijJDcjmbnTsHZ3sYCir0KoqiKIqizCCJWrLs4qBCr6IoiqIo\nygyJRk22bq2b9vOq9oapU6FXURRFURRlhvjtDX2zPQwFFXoVRVEURVFmjF/prZ/286pK79Sp0Kso\niqIoijJDcrkKO3f2zvYwFFToVRRFURRFmWHqQraLgQq9iqIoiqIoM8Rvb2ic9vOq9oapU6FXURRF\nURRlhvjtDd2zPQwFFXoVRVEURVFmjF/pbZr286pK79Sp0KsoiqIoijJD/Epv12wPQ0GFXkVRFEVR\nlBkTjVps3do87edVld6pU6FXURRFURRlhqhK78VDhV5FURRFUZQZ4ld6W6b9vKrSO3VCSjnbYzgv\nQohhoHO2x/E6qoGR2R7Em5Ca99mj5n52qHmfPWruZ8fZznublLJmpgfzWoQQ2/HHOt1GpJQ3zsB5\nL1uXfOi92Akhdksp18/2ON5s1LzPHjX3s0PN++xRcz871LwrU6XN9gAURVEURVEUZaap0KsoiqIo\niqJc9lTonXlfn+0BvEmpeZ89au5nh5r32aPmfnaoeVemRPX0KoqiKIqiKJc9VelVFEVRFEVRLnsq\n9CqKoiiKoiiXPRV6FUVRFEVRlMueCr3TRAjxO0KI3UKIshDiW6+4b6MQ4n4hxJgQYlgI8Z9CiIYz\nnMMSQhwSQvRcsIFf4s5n3oUQnxVCPCeEyAohTgohPnvBX8Al7DznXggh/koIMXr69ldCCHHBX8Ql\n6A3m3RJC3CWEOCWEkEKIba+4PyCE+BchxODpf5sfCyGaLuT4L2XnM/enj1krhNgphMid/jf43Qs1\n9kvZ+c77S45T769vcir0Tp8+4MvAv57hvhT+VabtQBuQBf7tDMd9FhieofFdrs5n3gVw6+njbgR+\nRwjx/pkc7GXmfOb+N4B3AauAlcA7gd+cwbFeTl5v3gEeAT4MDJzhvt8FNuHPeSMwDvzDDIzxcnXO\ncy+EqAa2A18DqoD5wH0zM8zLzvn8zD9Pvb8qGLM9gMuFlPIHAEKI9UDzK+6796VfCyH+H/DwK743\nB/8/7R8A35jRwV5GzmfepZR//ZK7jwghfgRcBfz7jA34MnKeP/MfBb4ipew5ff9XgE8C/zKTY74c\nvMG8V4C/O32/e4aHzwF+JqUcPH3MncD/ndEBX0bOc+7/AH/u7zj9dRk4NHOjvXyc57yr91flBarS\nOzu2Agde8b1/AD4PFC/8cN40zjTvgP9xO3D1a92vnLdXzv0yYN9Lvt53+nvKzPomcJUQolH8/+3d\ne6iVVRrH8e/PoxkaSRSFnbGyFHKi5uhUdMOkG1H9kRBUBENZMV0Gi6kopqnMolCI7jcIMkPKbtI9\nykrQ7sMQ1cx0NemuU5p1Srs+/bHWjtfN6Vza+9238/vA4uz3XWuvd70Lz36fvc7zvkpjgBOAxwd4\nj9XHPsBaSc9LWpNTS3Zo9qCGCV9fDXDQ23CS9gAuJv2ppbJvJtAVEUuaNrAO19e8V5lD+n3oK+3E\navAbc78FsL6wvR7Ywnm9pXsH+BD4GPgKmALMbeqIho8/kP7CcRawA/A+cFdTRzQM+PpqRQ56B0HS\nspwg31dZMYR+JpFWVc6KiOV531hgPjC7nNG3rzLnvar+b6Tc3iMj4rv6nUH7asDc9wJbFra3BHpj\nmP9vOfWa937cCIwm5ZSOBR7AK71AQ+Z+A7AkIl6JiI3ApcB+ksbVoe+2Vea8+/pq1ZzTOwgRMaPW\nPiTtCCwFLouIOwtVk0k3+yzPi1ybAeMkfQbsExGraj12uyp53iv1s4ALgOmV/FJryNz/h3QT28t5\n+084taQu8z6AHuDCiFgLIOl6YK6kbSLi85KP3dIaMPevAcUvdcP6C15FyfPu66ttwiu9dSJppKTN\ngS6gS9Lmkkbmum7gGeCGiKi+UecNYALpYtQDnAKszq8/bNT421UN846kE4ArgEMjYmUjx90Japl7\nYCHwd0ndkrYHzgEWNGjoba2/ec/1o3M9wGa5vpI28grwF0njJI0CzgA+Ge4B72DVOPe3AzMl9eS5\nvwhYERHrsX7VMO++vtqmIsKlDoWUExpVZU6uuyRv9xbLb/QzA/io2efTLqWWeSfl1P1QVX9Ls8+p\nXUqNcy/Snx3X5jIfULPPqR1Kf/Oe61f1Ub9TrtsaWASsAb4kPepp72afU7uUWuY+159OyqdeBzwM\nTGj2ObVDqXXeC+18fR3mRfkfgpmZmZlZx3J6g5mZmZl1PAe9ZmZmZtbxHPSamZmZWcdz0GtmZmZm\nHc9Br5mZmZl1PAe9ZmZmZtbxHPSaWV1JWiDpkQYf80RJvSX23yvpxLL6NzOz8jnoNbNOsBjYubIh\naY6kN5o4HjMzazEjB25iZtbaImIDsKHZ4zAzs9bllV4zK42k0ZKukbRa0kZJL0o6oFA/Q1JIOljS\nS5K+lfQvSdOq+pkl6YNc/7CkMyRFof7X9IachnAJsFvuOyqpCfn1MVV9r5J0bmF7kqRlebxvSTqq\nj/PqlnS3pHW5PCppcn1mzczMyuCg18zKNB84FpgFTAVeB56QNL6q3ZXABcA04AtgkSQBSNoXuA24\nEegBHgIu7eeYi4GrgLeA8bksHsxgJY0AlpA+G/fN454DjC60GQM8C2wEDsztPgWW5jozM2tBTm8w\ns1JIGgucDpwSEY/mfacBBwFnAv8sNL8oIp7NbeYCK4Bu4CNgNvBkRMzLbd+WtBdwal/HjYgNedX3\nx4j4bIjDPgT4IzAxIj7I4zkbWF5ocxwg4KSIiNzmr8Aa4CjgniEe08zMGsArvWZWll2AUcBzlR0R\n8RPwAimwLHqt8PqT/HPb/HNX4OWq9i/Vb5ibmAJ8XAl4C8f6ubD9Z2Ai8HV+qkMvsB7YinTOZmbW\ngrzSa2bNEFXbP/RRV8aX8iCt0haNGmIfI4BXSSu+1db+nkGZmVn5vNJrZmV5D/ge2L+yQ1IXKQf2\nv0Po501gr6p9ew/wnu+Brj72/5+U41sZz3bFbeB/QLekCVXHKn5W/huYBHweEe9WFQe9ZmYtykGv\nmZUiIr4BbgbmSTpC0pS8vR1w0xC6ug44TNJ5kiZLOhmYOcB7VgE7SpomaRtJlRvRngHOlLSnpKnA\nAtINaRVLSUH2Qkk9+Sa6q4EfC20WAauBByUdKGmipOmSrvITHMzMWpeDXjMr0/mkJyfcTkoJ2AM4\nPCI+HWwHEfEC6aa12aTc36OBeWwarFa7H3gMeJq0unt83n8OsBJYBtxHeirEmsKxfiYF1CNIubwL\ngcuB7wptvgWm537uJQXJd5ByetcN9rzMzKyxlG8+NjNrG5KuBg6JiN2bPRYzM2sPvpHNzFqepPOA\np4Be0mPFTgP+0dRBmZlZW/FKr5m1PEmLgRnAOOB94Fbg2vAHmJmZDZKDXjMzMzPreL6RzczMzMw6\nnoNeMzMzM+t4DnrNzMzMrOM56DUzMzOzjueg18zMzMw63i/8unXMvu/KqAAAAABJRU5ErkJggg==\n", 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rM4v5ens1gcCJAya3GwryIC9gMWeOm0g8SqDQRTgUY945Gezf76G21kV9PYRCgzt+NKp5+ukInZ028Ti0tWkWLZKsYjLa2uK88koXu3dHUApyc53ceGMO48aNzsbtQghxNrP8frKkvCFtJOgdJKcTrr1Gce016T6T1FFKcccdLp5/PkpnpyYzE2666dSNiC1Lcc11maxrcpPrVfh9cOkVDj79GBobzRuGGTMGd/yeHk1Xl6a62kEwqNmxw2bRomF4YJ8T/f02P/lJG9GopqrKjVKKnp4EzzzTzmOPFVJWJm8ghBAilexgkJCUN6SNBL1ngUhE8+abCXp64MorHRQVDd/H12PHOvnmNx309Jgsr8cz8L73HlA43E7mzzI9jtdsha89BN3dkJU1+IETgYCitNRizx4breG66+TlmoytW/vp6UlQXX34jUp2toP+fpsPP+zjttsk6BVCiFRy+P34JdObNhJFnAVWrbL58EMbj0fR3R3n0UeHt0OC16vwegcfSGf5QGvT1aGzFyZVm4VreUmWyDqdigceyGDnzgSZmYqxY6USKhn79sXxeI5/zrKzHTQ2jvD8ayGEEMexg0H6JdObNhL0psDu3bB8OXg8pnNBQcHwH0OncTDGscoK4bYr4YNPYMoYuO7Coe8rM1Mxfbq8TAE6OqK4XIqsrMG9qcnPdxCJHP/C6Ouzqawc/a3jhBDibGP5/fgk05s2Ek2MsAMH4JlnwOeDaBTq6+FrX4OMU5fGJmX+fIveXk13tylvGA3OmWQuYnisWtXBq68243Qq7ruvmtpa34D3mTYtk7fe6qW7O0FOjnldRCI2vb0JFi7MHelTFkIIcQw7GCQsmd60kaB3hO3fb7Kwhz7ab2yEri4oLh6+Y2RkKK69dmR+lMEg7Nxlpm+NG2sm1InUW7Wqg/x8N8FgnA0bugYV9GZlObj//nx++csO6utN9wanU3HLLQHGjBnGd11CCCEGRQGjIzX1+SRB7wjLzwfbNsFjNGoyvNnZ6T6rwenuhid/Ap1dgIaiInjoAZO1Plt0dUV54439XHBBPhUVozeinz49hzff3I9lKSZOzBr0/Sor3Xz968U0N8eIxzWlpS4yMqQ2Wggh0sHy+8mU8oa0kaB3hJWVwV13wTvvQG4uXHcdZJ4hw73WfQK9vVBbDXt2x1j6jk1NpZObvnB671NtGzo7TRu4nJxhOtkham2Nsnp1J5WVmaM66L3kkgImTPDjdlsUFiaXpXU4FBUV0qlBCCHSTQeDRKW8IW0k6E2BadPM5UwTi5myhq4um/Xro4TDij/8IcG112Tidg+tLVosBr/6NWzbCii4/HK47NLhPe9kjBvn41vfmkBBwegOCpVSlJefIe+WhBBCnJDy+8mQTG/aSNArTmr6VPhgBbS1Q1+fwuGA4iITCA/V5s3mMqbWZHzffgumTIa8PM0vf9XPnt39TJvm5oYb/ITjiqY2cFhQWwzuEWg4oJSipESmkyWruTlGfX2MkhInNTWj+w2DEEKMFjoYJP6+ZHrTRYJecVKlpfDwl+DjtRZVlW5y/DaXX+7E6Rz68Iu+ELicoJTp3WtZEA7DMz9P8MyzUFripa+vD0+Ok/WtmYRjZiFgRQE8sAg8El+lXUtLnB//uBPbhkRC8+CDuYwdKz8YIYQYyKH/+0R6SNA7TNrabNrbNbW11pA/+h+NysvNZbheKuPHwZsOaGkxpQ55eVBSAn19Gm2b7K/DAe9ttcgrhuqDnbXq98PH2+HCM7BMZLTQGvbuPfgmosL88R2KlpY48TjU1LjYty/Gnj1RCXqFEGIQlN+P68IRKG94VsobBkOC3mHQ2an57/+OEgrBnDkObr9dGv+fTHExfOVhWLvWDOuYP9/8+8C9TvqCEdpaI1RWOjjgd9HXDXYYCovAkwGdweP3t2+fzcaNCVwumDvXSU7O2fOGY7gtXQpvv22+vvhiuPrqoe2npMSJwwENDTESCaS8QQghBisYxP5QyhvSRYLeYdDbqwmHISsLmpvtAW+/ZUsPbW1Rzj03gNd78h+BbWss6+wL4srKzOVIgYDi7/9fP+GwF6UUi7+s2LYTPF6YOR3GT4PqoqPvs2+fzRNPRLEsSCRg7doEjz6agd8/Op+zREKzYUOUvj7NzJlusrNT2zpsxQqTtXc4zNenE/Q+8kgudXUxSkud1NZK0CuEEIPi9+O8YAQyvc9IpncwJOgdBhUVissuc1BXp7n66lM/pfv3R3jhhb3E45qurhg33lh63G2CQc2zz0ZpadFcd52T+fPPzh9TaxA+bQF/BswsA6cDPB6LJ34G21YBDrAyYPU6uOZSmFF79P03bEhgWVBWZoLHujqbujqbadNGZ8HU++9HeP31MC6XYv36GI8/7k/pm5oxY2DTJlPWMHHi6e2rrMxFWZl8oiGEEEnpC6JXSKY3Xc7OaCrFLEtx5ZWDCwBcLoXLpYjHbTIzTxycffppgqYmTUWF4g9/iDN3rgOHY+SCowMHbNauTeD3K+bPd6SkJrmrH55YAdEERONQ3wk3zzDb9tSZANjvhYIsSHhgzrjja1BdLpPhPeRQPfBo1diYIC/PIhBQNDbaRKOmtCNVbrkFampMTe/s2ak7rhBCCEP5/ThGItP7E8n0DoYEvSmWl+fmkUdq6OqKMW7ciUebBQIK24amJk1pqTqtFmED6evTPP10lEgEIhFNS4vmtttGPoO3rxsicajKhYQNn+w9HPTefCO8/R4E+0BlaKZMhMqS4wPxuXOdrF2boK7ORmuorVWMHTt6p40tWODmuedC9PRoFixw4fGktgzD44GFC1N6SCGEEEcKBuEjyfSmiwS9aVBS4jllb9gJExw88AB0dGimTnWghrrMfhA6OzX9/VBZaRGLaT77LAGMfNCb6wVbQ3c/9EZM8HvI/HPg6R/B68ts3n6jn30b4vzmly4efTTzqOciEFA89lgGe/bYOBwwbtzo7pwxfryLr389i3BYU1Q0eoNzIYQQI0SdXq97cXok6B2lJk5Mzef0+fmKrCyor7eJxzXnnZeal0RpNtwzBz7YDTV5cPWkw9uCQZuaEk2kuY/wgSj+AsXzz0cZM0axePHRU8n8fsX06aO4puEYOTlW2kcvCyGESBOfH84bgfKGJ6S8YTAk6P2cy8xUPPRQBps3J/B6YcaM1AWQU0rM5VgvvtjP/v1x2tvjBAIOEglFUZHFihVhrr7aM6KZbyGEEGLE9AVhlZQ3pIsEvcOopQtCUSgLnFmTwwIBxQUXDN9LIRY7PG1tKK66ykNTU5yXX+5j4UIH3d2awkJFX9/A7eCEEEKIUcs/QpneH0mmdzAk6B0m738Gf9pgOgwUZMGXLwH/aa7Mj8c17e02fr+Fz3dmZDfbOuCJ56AwH75819AC39JSB4WFFmvXRmhsjBMIWLS32yxenDkqsryxGCxfCY37YPpkmDNjZI6jtR4Vj1cIIcQw6QvCasn0posEvcMgGoc/b4LyPHA5YE8rbGyE88cnt5/6+igdHQnKy10EAg5+9rN+6usTZGQo7r8/k8rK0V+7GuyDYD+oDtNObKjZXqdTce+9flaujNDRYTNmjJNZs0ZH+nzpB/DuCsgNwLbXIMsHE8YO7zHWr4/x0kthZs92cdNNKexrJoQQYuT4/LBgBDK9P5RM72BI0DsClDq+p+xANm3q5xe/6EIpE/BdeWWAuroENTUO2tpsli2LsmRJ5sA7SrOaSnjkHvD7TB/d05GZaXHppaPvMdc1QUE+ZPtNkL+/dWhBbyhk09oao7DQhdd79LuDNWtiOBzw8ccxrrsuA5dLMr5CCHHGk0xvWknQOwws4KJx8O52sBQUZsH0iuT28fHH/eTmOggEHDQ1xWhqiqC1RSSiCYU02dlnTtBTneRjP9NMmwivvgldXdDXD5Xlye8jGEzwxBOtdHYmyMtz8JWvFOLzHc7kX365m9dfjzJrllMCXiGEOJtIy7K0kaB3iFpb4cABcGfCK8uhsweqyuHKhVCRl/xCtuJiBzt3RsjIUITDmsmTXZSVOVmxIsb48U4uv3x0fLQv4PxzIRaF516ATDcsfxcq7gJnEr9Nzc0xOjsTVFdnUF8foaUlztixh4PeMWOcPP64/HoKIcRZxeeHeSNQ3oCUNwyG/K86BE1N8NRTpma1vhnyx0BeCXz8KZw3HTwnaMM1kMsvzyIchrq6KIsW+ZkxIxPLUlx88dHBbjwOW7ZBhhsmjk++jEKcPqWgpxMqi6GsDLZtM6+JmprB76OoyJQ01NdH8PksCgvlV1EIIc56oSCslfKGdJH/aYdg82azQKuiAva1wpot4Go3q/pfeA8K8qCiILl9ejwWt9wy8NSC5SvgT2+brx+4GyZPHMIDEKctOwvCEejpARRkJll6nJPj4LHHCmlujlFa6iI7e/QvUhRCCHGafH44VzK96SJB7xAUFkIoBN3dkOUFux8i3TBlIvi9sOJTuH0kXtNAX5/pgZtIQH/4xLd5++0EAFdcIYHUIR99FGLTpggXXeRl0qSM097f+edDby80NsLll0NxcfL7CAScBALp/xVMJDS/+EUzDQ0R7r+/jLKy039+hBBCnEAoCOsk05su6f8f9wx0zjkm+Ny+HdZ/CmtXgEND806ouQCKy05+3/4IuJzgHGI8eumFYGvwZsL0KSe+jccz8mUPWkNntwny3aO83LijI8FrrwXJybH41a96+Id/KMCyBn6CbFuf9HZuN1x//XCfaXr09sbZsqWPeFyza1dIgl4hhBhJspAtbSToHQLLgosugqoq+M73TaY3bkPDNuh2wvir4MevgSsO118Exfnmfut2wEvLIS8LvnydyRIny++HG6859W0uuGDkM7yvvQUr10NhHjx0N/iG8FhSJTNTkZVl0dlpU1XlHFTA++GHCd54w6agAJYscZKXd/YWTwcCLq67rpDm5ggzZ2al+3SEEOLs5fXDHClvSBcJeocoFLJ5550Y8YiCkAsLRcIHiT5YvwzcWeADnu2Cb91v7rPqU8jxQWs3NB6AKTXJH7erC9raoKTEBMDpYNsm4K0sNVPJmg/AuJrhP04sdvq9fsH0+/3KV3Jpbo5TU3PqHW7YEOXHPw6xfLmDGTOchMMOli1LcPPNZ/evygUXBNJ9CkIIcfYLBWG9lDeky9n9P/kIicc1zzzTx7ZtNlkuTR9eYlkuyFPE3NC8GXYWQ7ANcv0wZwxcfjHMmwy/fx/ys6GiMPnj7t8PTzxhgsGsLHjkEcjOHv7HNxDLgnmzYPUnkJ8HpUVD31csDg7r+Mlt7y6Dt96CW2+F2eec1ukCkJvrIDf31Bnwjg6bf//3EKtWabq6NGvXxjhwAM4/Xz6LEkIIMQx8fpgtmd50kaB3CDo6bJqbE0yf7iQvD/7lpzZ4NdiKcBRCXtizFy6aAJOq4P2PTNA7ZwJMrgK3a2g1vTt2mIC3qgrq6swiqqlTh/YYtIZ334eNW2D+HDhvXnL3v3ERXDjPjOAdak3vu5/AO2sh4IcvLoKi3MPb6uuhpxf27h2eoHcw+vs1n2zQoBQ+nyYcVmRl2UybNrKlDZu3wGfbYf65piOIEEKIs1QoCJ9IpjddJOhNgtYarcHvV2RkKNrabMJhTUaVg2hMQQyYCFYxOG3IzzSlCFMnHd6H1zP04xcXmz69zc1moVp+/tD3tXcfvLUMCvPhtT/DhHEmaztYSkF+7sC3O5nuILy9FsoLoK0blq6HOy47vP2mL8A5s2D8+KEfI1nFxRZ5eQ52747jdMLUqS5mzlSUlJw809sfhjeXQ2sHXLoAxtYkd8yuLvjlbyHDBdt3wt9+Q3ovCyHEWcsrmd50kqB3kHp6EvzsZx10dCQYOzab//xhBh0dFjgVrkIHTFVQCJYfwq3gqYHC6bCwCs6ZPjznMH48fPGLJgs6aZKp6x0ql8sEV30hk3V2neSV0NpuOlRYFsyZBrkDtxIeFIfDjGwORyEaO36CXU4OzJw5PMcaLKdT8X9/6Od//0OErs4E55xjcccdbrKyTh6FLv0QVq6DQDY89xJ842Hw+5I5psn8h/qhNCABrxBCnNVCQdggmd50kaB3kHbtirJvX5y6ugy+9z1lIkULsBWxboW1DyoqoasfAllw+yXQHofy8aaF2HBj/WYVAAAgAElEQVSZMsVcOjvhf542E8GuWXzqYMm2j6+ZLS6Cu2+Dbdth5rQT1wZ/uhP+8yemPVqWHz7eAI8tMYMZDu23txe83uQXnPkz4c7L4M01MLkarpiT3P2HoqHB5r33bLKzTQ9jn+/4J23qVIvf/y6TaFTjdDJgp4fObhPk5mRBd68ZWJFM0Ov3w5fvh73NMH5sso9ICCHEGUUhLcvSSILeQSotdRKLKV591WmetRwL0NCrQIMdghvmw+r9MKsWsjNNEGTrkTmf3bvNZLhdu+GiC83CthP53UuwYQPcdafJDh9p6qSjSy+O1N0L//Y0fLbLZHcvngdbdsHSVfCFKyAYhJ//HPbtA58P7r3XBOAn09tr6pDLyyHvYBnFlJqTd7Do6jL7rqoani4VwaDmmWcSuFzQ16cJBuHuu0/+8ne7B5dyvXgBPPMbaGyGuTOGVvJRVnbq504IIcRZwuuHWVLekC4S9A5SSYkL7cpBOSJQqaAMsBW0AC2KbCdcPAOyGmH5DtjcBOeNhbIRans6fjzMnw+lpScPeG3bBLyhfhMcHxv0nkpXD2jb1CBHo9DYAp/uApcXLlsAH314OCjt6ICXXoLHHz/5efz0p9DSYsoW/vqvIeOY+Qdt7RAOQ0mxprcPvvd9RW8PTJ8MX/t/Bn/eJxMMmsdRWqrw+6GpaXjejVSWwbe+YjK8OdlSniCEEOIUQkHYKOUN6SJB7wC0hp07ob0T6vcqyssVOwoOLlqzFVSYrycsgEQUlA3XTTefXrT1wif1MG8EPrbOzjbZ21OxLLjnbtixEy5YmNz+y4qgMADLPjKBXLYPSktg1mQTCPf1HQ5cvV4TVJ6MbZvAOCfncPB5ZNC7ei28/Lpm9+4EnR1x4lkWzbuc5BcpWnsUj0ZPf+pbQQFUVyvq6my0Vlx77fB9vuTxDG8JixBCiLOU1w8zJdObLhL0DmDpu/DmW6ZM4cABNzNmJwh3J9jncqGdFhkRqJ0P+UXQ028CxLyD08kiMdjfM/hjxRNDH098MhMmmEuyHA7IcMCDt0MoZGpX//U7ptRAKTj3XFi/3pQsaA033njyfTmdcOed8NFHsGjR0Zlp24YX/wB76yK8/ccwPcE4zmxNSakbT4aP0slONuyG3CwozQNfZvKPxZyD4r77HOzebbFyHWzaaVFdC5XlQ9ufEEIIkbT+IGyWTG+6SNA7gI9WQmWFyTRu322RX+rj21fD25/BpjqzyGv2JLhyHlw+F360FHrDkOGEYASqBtEGrD8GL2yA3Z0wpQj+ahq4Rn6S8CkpZR6bZUGO32R3fb7DH99XVsJXv2r66AYCUFt76v1NmnR8eUU0Ci+8Ah9v0Xz8XoK+TsCOEws6aOiMoa0YXT1O/ufPUJQNWZnw5Wsgb4gDOdxuhdev+GyPyU6/vhQeXjK0fQkhhBBDIgvZ0kaC3gEUFZq+uLm5MK4aSmpgXwtMyoIWPzh9kFUId15uAsQvLoRX1kNXCBbPgBlVAx9j3T7Y1Qk1Adi0H2YUw4zTaEc2HJSCJbfCS38y2dg7bjy+A0RRkbkM1c562LgVujqhr//gzjXgs0ho6O/WhMdCbw5MyIY9LbByK1wzf+jHDOSYTHNvEGorh76f0aCxHX63Gs6phounpPtshBBCDCjTD9OlvCFdJOgdwK23wO9fhgOtZmDCBQvhvXXw/iYY2wdbPoN2BWs3w7kzoLYQvr449ecZCtlEInrAUbvJqCiD//WlYdvdcWxb8+dlCXYcAHIdkHCbkXOZGpxO7Hw3hGB9HWzqBysBgfzTC3qzs+CrD0B3D5Sd4I3FgQPwzjJzu8sugcwhllOkwsYGqDsA3aHhCXpjaNYQZjJuAqT5owYhhDgbhYPwqZQ3pIsEvQPIy4Mbb4Et9aYXazwOb38C+3ZpfvMzjXJC61Yoz1Z09iqWr4GiPFhyg2n11R82WVNPxsmPMbsMtrbCni6YWQyTC5M7x/5+mx/+sJfeXpsHH/RTUzP4prnr1yf4+GObq692UFWV2s9cVn4S4bM9EewEYHsh0wUFAcgGXBZd7RYJJ/Q1gctnns+uYeiOkOU3lxN57pdmkV5/v7l+bRrewAzW/LHQ2w9Thylj3YvNB4QJ4JCgVwghRkKmH6ZJpjddJOgdQCgMT70BoYiZHHbjAqgtgaf+BWIKVAz2tsMvfgVNvXDeLNPp4b2PobYcXvyTCXpvXQwzTtIyLNMFD84d+kK2aBSCQZv+fk1fX3KtuP7wB5tgULN0qc199w0c9Pb3Q3e3GYl8uu25frVKo7I0NCvoA4oVFFsQB/og9qmmS8OY8YqOLlABmFJ6/H7CEVi+Htq6YEotzJo4tPPR2nSXCOQAGoJ9p/HgUqAgG+44f/j2l4eDR8nBi/RdE0KIEdEvmd50kqD3GFrDh+tg227TnqusFPrC4HXDyk9hZyM8fC14bBP06UwgaoKlzdvNaN3aClAWvPo2FOaZff5h6cmD3kOG2rkhJ8fiy1/OIhi0mTTpxFnevj6bP/6xm64um0WLsqipcROLacrKbDZvtpk3b+CANxyGHz0JbR1w5WXm4/8T3s6Gpih4FFScJMPd2gd7czNwFioSYaBfQZ6CEJAAMoH9YO+DvkooCkC0B2ZXHL+vX78F2+shywsbdpjvHQp8Wzth/Tbzc5k1EQpOMTxCKbj1Jvjdy+DPgssuHvApGXWiUROsZ2eZrhnJ8skKCyGEGDmZfpgqmd50kaD3GLsa4LVl5lP2370JD98BZXnw2+XgtGB6DSz7BK68En7zO+hTYANZAc3UMZqGFot50+HSedDYaLKPaCjKH9nzrqo69Y/y7bd72bAhTHa2g5//vJPvfKeI5cvjbNsWx+mEaHTgDHFfH7R3mOC8ofEkt0nA061wIGael8uz4Yqc429XF4TeHAtrlgdHjU3ibQ1BIAuzmK3D/OtwQ1RBYx+Uu2H2MS3GwhHY3gDVR2SAN+8yAW5rJ/zoN5BImF2u3AyP3gZ5JzifQ6ZOgSmT0zdkIhw2I50dQ3gD9PF6+ONbpgTH54Xbb4SxA3TVEEIIkULhIGyTTG+6SFrnGNGYGY2d5Tv4DQ0PLIJpVXDZDCgvMAHRY48r7r/HorRA43ZrbBJsXBdj/nSbR++EbD/ceQNMqIUJY+CO6wc+dk+PCSxHQihkA7BzZ4QDB6IkEqYUwukEpdRfalhPJT8frrsGJk6AxYtOfJtt/dASheoMqHLDuz3Qbx9/u03tUFsAzj4AC8qVScd2AnuBLg0ZmoJSm4yYJhvwKnhn09H7cbvAnwk9B5+33hAUHszmbtxhAsCKYqgsNvXVn+4e+HGeKOCNxcxEuXB44PsP1ZYt8E//DD9+AiKR5O67rwV+/0czBrmqAjLc8NxvR+71JIQQYojUCFzEoEim9xjjq2HmJNiyExbMgqrSg63IroBXPoRgP0yuMqUK//FvUH9zmA27FSEctHcoSjwxXC7zmX5+Ltx1w+COu3o1vPIqOCxYssSMGR5Ol1+exdq1IdasCXHLLdl4PBaXXuoikdBkZChmzx7cS+H8BeZyMg5lsqpgBnpYnPj30eWA0j7YsR9CvWBFLGxlm1ekJwGhOCqYoHOVwipyUDzNzYypFnWtR+/HsuCexfD8n6C+BcZVwkXnmG1Ox+FzOWQoGdxoFH7yE2g62JP44YfMRLzhtuVT83j27jMT7EpPUL98Mjt3HxwocrCcxO+Hji5o3AeTjngtRaMarSEjQ/5KCiFEymX6YYqUN6SLBL3HcLngzmtNHe6RAdK8yTC2zExZK849/PFzIhEn2u4gw2kT7AUdcbB0KdTUwJgxgz/uu8tMT+D+fvjww+EPeouKnHz/+6Vs2dJPba2JjLKyFDfddIq2EkMwKRNqMqA+Ami4Lhc8J/g8YYIDNnxgamdzfKYcIhi2UAmbWD8QNeOCo0FwWAlcXXEK893MOcFzWlkC377XZOmP7JIxcwKs2AD1zSYAD/hh+rjkH9O+fSbgra4yE+j27IGZM5Pfz0AuvADa2qCiwiwUTIbXa/opA8RimmgEEnHwZCiammD/fs2WLTY7dpigd+JExeLFFgUFh1/kdXWmNn3y5KGVVwghhBhAOAifSXlDukjQexInygjmn6AWdNEiB6tXa6JRhddrs2aNh44OEzx/4xuDzwiOHWOyvSiYf4pM6mDF45rWVpuSEgt18MG43RbnnOMb4J6nx2PBg0WwP2YWsuWfpHtaOAg12QcnvXngMw07esClNW0JhckR2xBXEEkwLjvBnefDnJOMVLas49vCBbJMDe+2OvPznFRjyk6SFQiYMoqGBkCZMo+RUFoKjz4ytPtOHg/vZMHHHyf46L0EsThMn6H4dLOTpUth7Vobv19x9dUmoK2rg6eesvnqVy2yshRtbfD006Z846/+yoyZFkIIMcw8fpgsmd50kaD3NF1ySSYvvxzF6UxQUuImHHaQSJihBslky2680WR3Xa7jx/UOxQcfRHj55TAPPeRjypSB+/Zqrf8SHCejpRteXAtxG24+B6rywanMorNTKc2H0kJoaILeXpNZz8mGRI+ChG1WwcVtcCgsCzbXK779A/j6Erj6wsGXKeRkwfzpST+sowQC8PDDsHMXVJSbTOxo4/PBl+6G+fMTdHZqMtyK9v2an/7UJi8PHA5NIqHo6VHk55tMckOD5pNPNBdeqHA6TbcHh8OM3BZCCDECJNObVhL0nqaJEx1cf72HpiaN02lx6aUmY1dcbAKRwXK5hvcj88pKB5MnOykoGHitYl9fnB//uJ4xYzK5+eaypI7z2zXQGzY1us+vgu8sHlxAOqESHr0VXn7PLODr6oZpldCwx8LltNlXD7EOjXYmwO8i0p9AYfPuaotp46EyiXrX4VBSYi4jJR7XbN8eob/fprTURVnZ4AeMHJKIaxJxTU21WcDX3Kzp7EwQjWqiUZOhdrsPvx48mfD8bzXLP4YrL4HHHzcL36oGMTpbCCHEEHj8MEkyvekiQe9pcrvhoYcUu3crMjNNHW+62l0daexYF2PHDi5wMp0c4gSDiaSPE42D22mC3lD/8bXQpzJvirmE+uH7P4WqEpgxFd58y4ntgE47gkMniDtdODwOaopsHJZF4gTdIM5kiYTml7/sYsuWfhwOsxT37rtzmDIluRnIOTmK6dMtNmywcThMV5H58xNs3+5k3z5wOGJo7eJQ05a6RujuV0zNglffgL/9X1BQMPyPTwghxEGRIOyQTG+6SNA7DLxemDYttceMxTSrV9sUFcH48ae36ig728W3vz0OpzP5aP2m2fCLVdAXgdvmmtraZNg2bN8J7QcA23Qu6LfB43NSPtaHs78fd4aNzrDobjM9kKtSnOUdafX1UT79NMyYMaYoua/P5tVXe5IOej0eePJJJ88+myAWgwMHokyerJgwwWbpUtsscDuY9Q1HNGhNUZFFKDT03sBCCCGSJM1i00aC3jPU7t2a3/wmQXa24nvfs7Cs00svezxDi3jGFMLfXWO+TjbgBVj2AbzxDrii8NabYHmgIB8umw9t7S7Kcy0yLM2OXRY+n8WBegiFTEuuM0EiAT9/EVaug/NnwW03mjdJh4Sj0LD/6MZqHo+iszO5cdKHlJUpvvMd82v94osJ1q9PUF4OeSWK9Zst3l2tCPWB06l47EFFfoGicR9cdJ6pQxdCCDGCPH6YkL7yBqXUVOB94L+01t9VSl0M/AcmHowCj2utVx68bUq3pYIEvYPU3m4WXFVVDS24O0RrWLrUtCUrK4PbboOcU0wIO5nycsXs2RaVlSrpgDcSibN8eQMLFpSTlXX6LctO5/nYvguKCyHLD417oWYcjKsFlxMyXFBV5qDngJkslpUF9Y1mKtyZEvQuXwlPPQ/ZXti6Dfq64MEvwftbTHZ8Zws0tbjY02yRlRXH57NoaYmzYIGXzk5NdjYHSx6Sd911brSO8qelmr3dDq681sF7HynGj4X5M+DTXYp/vHnw5SjRqI3TmfzrTQghxEGRIOxKT3mDUioA/DfwyyOuvwRcp7X+SCl1CfCKUqoWcKdym9Y6lIrnQILeQejshP/73ybDeM1iuPjioe9rzx546y2orDRjil9/He688+jbxOOaSETj8508mvT7FffeO7Qfn9NpkZfnweVK/+fZ0ybDa29AWztUVkA0AXtbIccP3UEoL4aqQnj1j7B6J7TaUNII9xXDMMTrI66hHhQahxsKsxR7m2DNZ/DiGtBR0/d5Zq2DxJw8Cj099PTYXHSRD683k3/91whTp1osWTK0dgoej+K22zJojcC0sMkw79pjRmNHYuDNHFzAq7XmjTd6+PDDPrKzLb74xXxKSpJfaCeEEJ97GX4Yn/pMr1LKAp4F/g44NFP1KuAzrfVHAFrrZUqpZuBywJviba8Nz/NwahL0DkJfH4T7zWSx9vbB3ycePz6LGw6bQMPlMt0duruP3t7WluCZZ7rp6rKZMyeDL3zBP+yZNYfDYs6c5Lo0jJSF86GoAPpCkBOAb/8XrN9pJhLfdQ2cP8e00oq64dnVcO0k2B+B9xvgmmEe4DESxtdCRtTG71DMGm9KCz7ogS3aZLLvmggHuuDuRS7mTTzcAPiVV2JEIpqWlqGVORwpkA072sHvM28yNn5q+iPfMojR2AB798ZYvjxIdbWb9vYEf/xjN1/6kqx4E0KIpI1cprdAKbXmiOtPaa2fOuL6PwFvaa1XKKUOBb1jgF3H7GfXwe97U7wtJSToHYTyctNHt7V1cFne7dvhhRdM0HvNNbBw4eFtY8aYPq/19aYs4Kabjr7vihX9BIOaykona9aEmT8/k/LyU/+YolFNKASBwJn3sbNSMGEcdHbBz1+FqIYrL4KeCMyfbfrLdnRoPB7F/gbFH1ZA3AnZV8FVY0b/4qu5c+CW6y0aGqDNkSD+QD+79mZw61wXDb1w2TlQfYIBJldc4aSsTFFdfforHq6+CPa3mpHE3kz40T9DVfng739kRw6lwLZPPxAXQojPpUOzl4Zfm9Z67gkPqdQtQJXW+u9OcDbHtm2KY84w1dtSQoLeQVAKFiQxJW3ZMpPF9fngz38+Ouj1eODLX4aWFlOjmpt79H19PkU0ahMKmUlqgxkU8NprNhs3wre/beH1nnmBbzQKP/0VtHZBfwjeWQUL50J5oea552I880ycVZ+AVi4cbicWiuBmyO+HLz2Q7rM/NbcbHntM0dsL691xXnUkcIXjtHS4qA1AiffE9/P5FOeeOzy/nnkB+Oq90BMEvzf54RMVFS4WLPCxalUfPp/FtdcOoQhdCCGEKW8Yl/LyhsXAZKXUoQVjh0YslQPvHnPbKuBFIBO4IoXbUkKC3hFQVga7dpnShRM1+nc6TTb4449N1vemmw4vzFq4MJOuLpu9e+PcequfwsKBf0QzZyoCARNQn4m6e6GrB8ZUQGkRfLobbpgP3W02//M/UVau6iMRTwBulMtHTm4GTofFqtXwxSWmVGQ0U8qMo56v3XhsRfkEB/4Y+F3gtODXmyHfC1cc8wHP+s3wwccwbSJcct7p9X92Ok3wezKdnWYMdk0NTJx47PkrbrghwBVXZON2qyG1thNCCIEpb9iT2oVsWusHj7yulPruwS//A9illJqutd6klJoHTALeAjTw7ynclhIS9I6ARYtMBjcchnnzjt++dSu8+ZZZuLV9u1nMdvvtZpvHY3HLLVlJHW/cOItx44bhxNMkywceN3R0QYYb8n1QWw51u6GuLkIiHgMcgI2Ohejvy6CvD/oj8C//DtOmwPWLTWA3mnmUYr7jYJp1gEV4/WF46U9mNPOby2HyOCgpGrlze+0187p0OuHb3z5xdwyvV5pLCiHEacnww5jRMZFNa92tlLoN+KlSSmNKDa7RWncBpHpbKozyMOHM5HYfXdJwrO5ucLsgI8MEx037YOUmk8mbNcEEfp8nHg/cezu89qYJ9u64EcpKwEIdDL4O1ZCaUiBvdpyp0yEr4CQvz2LlaqipgnOGcYxzKv3VCQabOB2m/rajy2SyPQMEyQ174b2VcOE8qKlM/hzy803tblbW6M+cCyHEGSsahLr0TmTTWn/3iK/fBc49ye1Sui0VJOhNg/HjTWBcVw/ahowyeHmZ2bZ7L9x5VVpPLy0qyuCR+47+XkmJxde+5uVb3wrT359AWRbZ+bDg3D48GW62bEkwdkwGW+otfvwruLHDLNoa7OK2aAz+uBLOmwolecP+kE6LywVfvgu27YLKUtPH+FTeXA4bt5qRzg/fk/zxrroKpkwxY4gzzoBWcEIIcUZy+6F2dGR6P48k6E2DwkJ47DHTpzcnB57+E1QXmZG8OxvTfXajy8MPe/D7A7z4Yi8+n+azz+Jk+6C7s5uGXQme+VWAwvIAE8c6eG81VJTAzMmD27dSZgjGaJ21UJAHVUF49hlz/d57T1wjDnDBuSbgvfAE5TSD4XRCbe3Q7iuEEGKQokGoT2+m9/NMgt5hYNvwyjbY3g63ToGx+QPfJz8fAgF46V3Y0QAbdsDkGrhiiEHL2UopxT33+PjCFzL5859DPP98iE8+6SUUirBggZ+mXsjK7EfhJcNt0dUz+H27nHDdeYO/fW+vJpFIbWu4998/PPHu/ffh7rtPfLtJ48xFCCHEKKYwS1REWqQl6E1m9vOZoCsMq5rA64IPGwYX9ILJ6q7bBpfMhY3b4eLZsCiJ1mifJ36/hctlkZ/vJCPDSSIRp6bGwfZlUVo73exriTJujIt7rh+5vyZvvGETDML996fuL1ZNDWzcaL6urk7ZYYUQQowEtx9qpLwhXVIe9CYz+zlVs5hPV8ADM4pNpndeEk3/HQ6zRMtOmLG7lcWn15bqbDd2bAZNTXHy8nyA5re/tcjMhIsutFm7PkaoWfPq7zP5678emU4OV1xhEY8nf794HNauheJiE8QmI68MYnlw2dxTL44UQghxBogGoUHKG9IlpUHvEGY/p2QW8+myLLhr5tGTqwZjTLnJ7q7fBvOnwdSUDeI7MzkcDmbPzqamBpYty2Ldun4yMyERUXgsm9pqRVeXGXYxEkFvbq4iGDQ9mEtLwXuSwRLHOjShLy8P/vEfk3uNNByAsAUJt7whEkKIM57bD9WS6U2XVGd6k539fBSl1EPAQwBVJ1vRk0bJBiWWBYvPNxdxctEoLPvQtHazXDbvvhth8+YYbrdFT4+Nw2EzYYKTzMwMrrhi8MFossJhePJJaG8/vBhxMNPNyspg6lSzUCzZ18jFsyDXCzmZEAyeuH+uEEKIM0Q0CI2S6U2XlAW9Q5z9fBSt9VPAUwBz587Vx24Xo1d3t41tawIBM145GctXwNL3QakEv38tRCLYi52wmDTJTW2tm29+M5Pqage2fXjR10jo6jIBb1UVNDSYIDRvEK3OAgF4+OGhHXP/fvjTH0yJhNsN998DFUmU0IykUEizbl0cpWD2bCeZmZKKFkKIU5KFbGmVykzvUGY/izOc1po33ujngw8igGbqVDe33+5LapRtRxdkejSrV4Vo2mvjTkCkPwpYXHKJh4oKE+kONeDVB98+DRSLFxbCtGmwaRPMmWOC2ZH2+ptmeEduANo74M2l8MCSo28Ti0Eikdox1Fprfv7zCA0NNlrD1q0JHnzwDJ2DLYQQqeL2Q6WUN6RLyoLeIc5+Fme4PXvivPdemOpqJ5YFGzdGGT/eybnnDj5AWjgfPtmsae+0cKsIDqXJyDDTw+65x43DMfQM42d74LdvQDwB110Cc08wHe0QhwPuugsikdQNcDiyPtnhMNeP1N0DTz5nevQ+eJcZ8pEK4TA0NtrU1Jh3Gnv22ESjGrdbsr1CCHFSsSDsk/KGdEl7n96BZj+LM1swqHE4+Etg6vEoOjvtpPaRmQG5fkWGFWXaxDifbbNxOCzuuy+T0tLBv4RDcQj+/+y9d5hc1Znu+1t7V06dc1Qrt3JCEkFIIIucDdjYBoztx9jG2GfMjO0Zz5lzz4Q71/cezxzPMeMw4wAGbDPYiBwtI4ESoIRSt6TOOXflsMP9Y7Ws1C21Ei3B+vHUQ3XVrl27Vge9+9vf974m5DrBoUEqDU+9BNkBGfv7hzegphxyj6rgHuyE57dAdT5cuxi8nrMXvKkUrN8sE+GuXA4B/9jbfuIqeOK3MDgICLjtxmOf7+mD/kHpFd3aMX7RaxiQSIDff2YVco8Hqqs1GhpkpXfqVE0JXoVCoTgVzgCUq0rvRDFhone82c8fRUwLOuOQ7YaAc6KP5vxSUqKjaYKhIQuHA5JJm5qa0/vQr7wOsajg+mtDbNwY5+GHTa6+2s2yZd5x72N9H7zeC5YNPh3uKYd8ZGuAx31E+CWPqqS+vwc+93cQjYDbA5uuhK9/CvYfkFXX5YvAO/5D+DNvb4XXN4CuQTQGd98y9ra1M+DrD0JfPxQWyNvRVFfApUsgFoc540yia2uDxx6T1eGiQrj3XpkMeDrI0BA3O3dKD7f58yf8/FmhUCgufFSld0JR/1JNAM83wZYeCDnhoTkQHIcDwGj09UE4DOXlJ3cRME2bzZvT9PdbLF/uoqDgw+uiLyjQ+fznA7z6aoJMxubuu/1MmXJ6ojedkpXMrCydWbODPPCAtAwbLzsG4J+2Q3szxNpBz8CbZfD/XQvzZ8C2vbKfd0olFI4MpkVi8INfyeG1YEgeQ0ML/M9/haJceeLS1QP33H5aHwWQVVZNyLYF4/gRzlEoLpK30XA6oboWEsb4BLhtw6+fACFsHHqGAwcEa59zECgUdPfBLauhdIz3Oh6vV7Bs2Uf8rE2hUCjOJc4AlKlK70ShRO8EcGAIct0wkILB1JmJ3sZG+PkvpRgsL4cvfWFsb9r330+zdm0Cr1ewf3+GRx4Jomkf3qXomhonX/nKmYmjzk6o3w+bt0AoGx54QA6U9fbKQTLnKLu1bXhtPWzeDhTC0y5o3AaZfZAZqeQe3AE3bYEHroZ7bgK3EyaVHVnDF9fD+vehuwe6um0cbkFFPm6NNYEAACAASURBVMRtWDhLVohb2s9sPa5YCrEEJFNw3aoz28dheiLw1PtykC3bCzOKT9wmGpcivvkQxOMwMGDT1RmltzdDOg0DER9lMz34vfDKenjgzrHfzzDghVdgcEi2WnwYw3wKhULxkSEThU5V6Z0olOidAG6ohueaYFEBlJ6kn/NkfLAbXE6Z8tXcIq20isao0EUiNk4nFBRo9PRYmOb5tfY6l7z0kvSmvfOTMhRi2mR46inYu3dE7H/p2Cp3T4/Fe9tN1r6pUTld46fNAtsEYy9kbCAMJAENOuLwby/Jqu0/3XdkH5298Hf/B9pakE/akInZvLtf8ODNgtYOud2Nq8/sM/l8cPv1Z/ba4wm6oSgI8Qzkj+Lh29UHP30WGuoh1QUVxdAzYLG5DqaWuCBtoZHC7fIQT0L5KKL5aDo6YdNWeWIxeRKsUClxCoVCMX4EoxiyKj4slOidAGpz5e1sqKqCdzZCskW6GJysJ3PxYhf79mXo6bG48UYPTqfAtmF4WL7uQk76Ouy9q2mM9ATDnj2QkwfNzTAwAMUjQu2ddwyeeCJJxoIPGp3sFRpGyIHWIjAsYAhIA5oFcQvigmGv4Mdvalw1H1aPpOr9yxNwoBE5UnmYOCTTNkuWClbNkT29hfnn5zOfTrKf1wUPr5K9ys5RulZau2XvbpYfdg9CZQlkFWnQ7KI3kmZaicHNN7hZeZWsBledwgO4sAAqy2FoGKaoBEGFQqE4PZwBKFXtDROFEr0XKfPmygGsgUGYPu3kHq1ZWRoPPRTEtu0/B0O8+iqsWwcrV8J11304x3wmXHcd/PKXMgxi1izpk4sD/vASzJoJ+SPCc/16+Pu/t7BtF8Eg1E42eTmpE8y1yQiBlZavI2OBYYEbGLShNUPC5+Y3GwQtreBxwZ4O0FxgJjkSm5IGzdJweKDkqIp6KgUvr4PuXrhmpRwsOxtsGx7/DSxbDNOmju81unbE67w7Ai/tBb8bbpgpo66zQ7K4cPedUF0MU2cKrrjSgZ40KcxzsmSJG5cL8sdxIubxwFe/JI/zYrlaoFAoFBcMmSh0q/aGiUKJ3ouY6dNPb/ujk9D6+qRg6+09N8fS0DCIEDBpUs652eEI5eXwV38le1GDQVj7CuxpAG8QqifJ6m86Da+9Bn6/jccDkYgg5BJUlZq4yjWaeoAM4AIiyGqvQwPbhJiBEXOzvx6CNmT7wAJCU2BwJ2Bpcns/hK4G53EDdO/vgk3vSZuzx/8L/vphWQU+U4SQgrf0NAb1juZ3O2AoAYkMBFxwfS186zOQMcB31InRpAodOLO8ZiEu7KsDCoVCccHiDECxqvROFEr0XgTYNjS2y0n/yeVnJ6oOc+utMGcO1JyjS9TPPLMPTYNvfevSM3p9PG7z9NMWkQjceadGUdERVeVyyVtbB7y3A666At7fCYsXHLuP6mqdffsMTBP6+iymTNaI5gkOFYLbB6koEAAiNhg25Bqw0IWjFLriUF4IRhqSMagthqEsiPRBnwGeArj6BnhPwCoDso/6zRECEEeS3c6W8VZ4T8Xhw3E65O1MGRyUYSA+n1K6CoVCcVYYUehRld6JQonei4A3t8CbW+X9hTPhzk+c/T4DAZg37+z3c5j77pt3VtW/ujrZq+v1wvr1FnfeeaKy97ilwEwbshJaNlINdblgzRp4+WWdkhJBJGKyZo3G/E+4eLxdEK6E9+aD1QCZdsAW0rdstQMR18kToFfD7mFo2A45AbjmEnhlO7gmQaQCRAQur4FuZMDFYdG7aC709Ev7smtuGv2EJJ22GRqyKSw8//0Ad86Dl/ZBwA0rJ5/9/vbvt/jmNw0KC+HHP3Yq4atQKBRng6r0TihK9F4EbNsPJQXSrWFHPdxx9YXXT1lYeIY2FCMUFIDbbZNOQ2Xl6B8uPw8+fRts3Q6XLIDZR4UxrFgBkycLYjGd0lKdwIiTwfWAsGV/bn8uZGZptKQhrbnQMhDQBAWa4NrlYPeA2Q5LZkrxWlUEOxqhKB/6XNBuQqUPio6ySXO74dZrT/7Znnwyw759Fvfe62DWrPP7K1ccggeWnrv9DQ7aDA8LNE1+b3xn1hGhUCgUCpA9varSO2Eo0XsRMGMSvLND3q+tufAE77mgvFzwjW/opFJQVjZ2NXH2zGPF7tGUjeI8sKoEKv1QBGxthb5BCNZrdO8HsUA6MJSXwHAKbpkOm5plG4kbyHbBqrmwbC5kV0AwAFO84DzN9dd1WaG+GL9vS5dq/Ou/Qna2IDtbVXkVCoXirBAcmTxWfOgo0XsRcP1lUF0ixdisc3DJ+kIlP//8iKqmPdD3DkwW8O1rofwWePSX0KBBvRc6MuDYCTv3wq1XwvMboH8YSvLhs9dD1ij+t6fDpz7lJBKB3NyLTzRqmmDpUh3LmugjUSgUio8AjgAUqvaGiUKJ3osAhwPmTpvoo5hYUhkZtNDWCL39sGAeVFWO77XvfyDbQ5Ip2LFXJqp99X442ASxFLy+FaaUQXOHtPr6zv1yW79XVmfjcZt9+ywMA6ZM0cjJFaxrhS2d4NbhphqYdhK7L6dTkJsr08xa2yE3B7JC4zv2nh6bnTttZs8WlJR8+KI5kYQn1kJTO1y1XN4UCoVCcYYYUehT7Q0ThRK9igueQ73w6BsyCaz/IGQNw5TJ8IN/huIxUuiOZs50eGurvKp05SXyscJ8eUskYVc9NHVAwCv7d2NRm02bTJxOm3Ta4Ec/StLamsGyIBTysfJ2D32VDkpCQAAe2wcPL4CuRthbB+Wl0nbs+Fjo516GrdsgFICHv8yf+45Pxm9/a9HWBjt32jzyyNlfEzNGAjfGiqw+nv2H4GCzDK14cyMsng2h4FkfhkKhUHw8cQSgQFV6JwoleieY7qTMSyj/GAwI2TY0NsrqaVXV+L1en94G9Tts2tdZ9IcFdpagvk7Q0Tk+0XvNFTB9xNO3svTY57weePBuGT1cmCcF6U9/anLggMXrr6dpb0/RPxDFtgxwesGZZssHBv7iINOv0CmfBNVL4J1dsPk1WcHdsVumoK1Zdex7tXZAwCeTz6Kx8YnekhJoa7PPSZW3qxf+8/fy+/D526BsHGvn90nrs+5+6axxdOSzQqFQKE4TMwoDqtI7USjRO4H8qQv+owF8TrhvElx2XKxtPANpE0Ju0E6ieUwT3quDpk7Iz4bls44NIrhQ2LABXnxRit1bb4Vly8b3urQBBzZZRPvBMi26kuAt1qgoG99kmKZBzSitEOGwrPQWFcKUqiOPx+M2zc0mXV0wPGxhWyOOt04vmAYWOpHeGE17Q3j84GyCwRLZDpGfK4X0gYZjRW80CvkhGBqQjxcVysffex8OHoS5c6C29sRjvO02jcsvP5I8dzbUNUoxrmmw5+D4RO/UarjnJmjvhgW10jZOoVAoFGfBRTjU/FFBid4JYCgKr+6FRw9B8xC4nVCgHyt632mDlxvk/YogfGaWTNgajRc3wTsfyIGrXYdgfzN86SZpcXYhcegQ5OSAZcn74xW9182C53KgrR5s08at2cydBfn5p/7LkUzKyqbXe+zjQ0Pwbz+RIvCu22SP8GHuvNPBu+8aFBfbDA0ZyMYIIJMEpweMJOACzaSpQeeqK+CSaVC3U8ZCDw7DVZcf+35vvQU7tkmLs8XzpfA/eBCe/i/IyoJdH8DXvyYru0ej64Li4vGt06mYNgk2vA+WDbXjHIgUAubNlDeFQqFQnCWOAOSp9oaJQoneCeCJP8G6g/DuNjkwhQ7PtsBtk8DrhJAFLxyE8pC0x2oLwysN8MkZJ+4rloAte2FSCQwMw4EmePt98Npw6Xw5wDXeoanzzeWXw69/LYXUpacR3LakGp74ocb3/x+b/bsEZaU2//zP+inbI9ra4Oc/l5Xw+++HSZOOPBeOQCwuBXh3j3wsErEQAsrKNP7yL5089hj4/W42bUpj2xnIDEFGA9w4PE4KArKC/K3rZVvEp26DPfth2mTIyZb7LSqUMcnNPVDfCfOmSeELsvqrCek/HI1CLHYai3kGlBTAX31B3ldtCgqFQjEBmFEYUu0NE4USvRNAMg1mRsbd6l6wBLQ0wQ93Qkk5rPTIS9CH/WDzvNAWGX1flg0IyBiwaSd0tkBdPWx7BVavgoWL4MF7oCDvw/p0YzN1Knz3u1L0uk/zMvn0KsF/PiowDG38Q1j7IZORvbw7dx4reivK4cZroX8ALl8OL7+c4NFHYyNRygFWrPCQn68Rjbr48Y8NfvKTQZJJHRCguaiocDBvtkZFCew9CMvmw4I5MKkSfvgTeG+kqvvwl2HzDmjthdlzwRTyRMXlkutRVgYtrXIwr3KcbhRngxK7CoVCMYHoAchVld6JQoneCeCeleDS4JV3wQBchuzBdTrAKaDAI8VsxgSnDn0JmD9G/2XACzOrZLW3aRD2toGVBHrg7TegoBj2HoArz4HoffFFKC6GRYvOfB+es+w1Hq/gBZg5EzZulNXc+fOPfU4IKXYBdu+z+e5fxwgEwOm0+Z//EOVXv/JQXi7POm6/PcgbbwQ5dMjAsmxChV6yK/0sny/QdHj2j3IIrqYCBocglYLqSmhule0ObZ2Qmw1ZQWhuh6Ew5GSB3w9feVBWeAOBscMr4nH5/wsxDa3+oFzLqR9h/2iFQqE4Z5hRGFSV3olCid4JoCQXvn4rhOPwo5fAdsPMBZDrgVuyYXEepCfDy42yH7U6BNdOGn1fQsCdK2FPDwwJKfDIAXQwBqDuoEwSGwvLgoYO8LigvPDkxz1jBoQukFaJ8VBWBt/+tlzDscR23UF47HcwNGyzf3+KjOlAczv4i+8Z3HKdg3s+CStWePmbvyngX/53mFTCgbc8j8mTddxuuf5OHZ5Zm0JPGzzwgI+KckFLm7QuKy+FJfPgty9IsVuYByVHrbOun3xNo1H44aPy/sNfHZ/jw/nEtuHQICQyUOaBn4+0q/ztX16YolyhUCguKByq0juRKNE7QZhkuP+eOm65Jc0ze6cR8ASwbNjYBUvy4NJyWFgs3RsCrpO7NwgNNB985Sb4x92QigNZUJwPlcUnH0J65h144335Hl+6AWZUjb3t5Au4mmcYNgcPWoRCgtLSIyXTU7VRtHWA1yMIBm2am5wgHFgZBy++mKClPUBhgWD1lfDpT4f45CdDHDgIL70N4YQUe7YtW0t0ByQSNg6HzRc/JwhHpJ+twwHzayE/B6JxaZnmccvXpQxwO8a2butJQkMY+oFQRvYmn09sW8Y0ZwfB6YT9A7C1x2a/CS0Jg1KnIJVxkB6CELCgCFZdISvUxw8KKhQKhWIUzCgMq0rvRKFE7wTRzh7q2Ynt1ygo76av8zoyto3tTvAsUeYToNrhwzOO75AmpPDIyoJ7PwdvbwL8sKoI7rlVVhO39cAv9kGxF+6dARUh2NUNP98I6RQYGVjednLReyHQ2mrxwgsGyaTN6tU6c+bIBXr99Qzr1mVwuwVf+5qH4uKTOzts2wFrn4esbOnwYJqgaQ5stwdb6KQzAl1YvL1VZ/WVkE7bPPdcmnQaPn2Ti9++ImjtBNOSVl53fMIFuHA4pILNzTn2/cqPcmUYiMET26ArArk++OwiKDou8OFABH7VIu9bV8HCHHD6z2blTs26LfDaOzC5Aj7/SfjJTni5BxqxwW/h9Jt439TxeQS31EKTBz519fk9JoVCofjIoSzLJgwleieIerpoJInAQ6CgE3/UZkCkiVf0M4jGS/Tzedx4OXUKl0OHNbXw4geQXwHLPFATgrsugcmT5BDc326Wvr/bLOiJQlEOvH4QCsoh2QxpBwycfeDXKRkehldflQNV1157ej2+8bjNL3+ZxuUSOJ3w1FMGeXkapaUafX02brcgnYZo1D7lvt74ozxJ6O2Bm64HLe3hP7oT9EVt0MC2oK/ToKneJBp10tFh8e67BpYlqK01+do9Drr7ZCW3OB+0kVJ8KgNrN0N9B0wthVuWytaRo3l6JwwloCoHBuLw03dhwXzw6XBZENwavNoDWU5525eB7zfDlgjcUQGTQuAS4DvHv729A1LEd/WDsKU3bzwjq+Vmq8Af0nECzjS8fwhunnNu31+hUCg+8ugByFbtDROFEr0TxDBleOnGgUHMMYXPTrXowGItFjo6NjIJa7xcMQ1KsqFrGHL9MKNYVn9tG/5wECr90ByDINDZD8/XQaEfBgNw+yegPw6B81xJBFi3DnbskJXVggK47LLxv3Z42CadhqIiKTAHBmz6+21KS+G665zoOhQWCmpqTn0aPW8OvLUBCgth0XxYujiIzyN49rkMLZ0CTYMp1Rr5WYL/fCxDusTJXtPJlIBFRYWG2wVpAd1hcHlk8ATAW7thRyOU5cHORgj5YOV82BORArbYa1M/BFOyAATZXvhdG7T0Q3sMnrbgyiJotCAb8FuwNwwBJ+S44R/qYGaObIn4ZAnMyzr55+wchK2HoDQHFtecPAXvuhWQlQc7sqDbggUhKM8I+tKQiDhpaBV0RKGsAhaUwvyj/IMtG+KGPE6FQqFQjIEVhYhqb5golOidIKZRxmYcCGwqCeFCoxIPSwjRRopLycI3jirv0UwpBK8P9vRDMCZDLeIGdMVgQQFUBWD9ATAckOOAoTiU+qA9Ku3RrvwQWhsCAWkjBtK94HTIyRH4fNDdbeF0CoQ4IoBzczXuuefUPmjd3bLSPDQESxfBmjWyH7WjV1A/5CG70iAn28TlhNppMGWKxu/esFh1F6y60slgFDx+wXuH4L82ga7JSu5D10JOAHqGIOSVw21ZPugLwzNdNhvTA7S7+wl3OWgeKCM04ODyXA3SguYQNPVDzID3dZvft1hMDgjcusbCFCRMmB2E5gQMGFDhgZQFz3TCjAC4x/gxSRvw87fAMGFjPQQ9MKNs7LUJBWDlErCj4NPgM0vh2W1Qmy24dDl872UIDkJKwLQKyAtIsbsvCj9vgLo94O6Duy6Fuxef3vdWoVAoPhboAchSld6JQoneCWI2OeTjwcCiBB8CgQ5cRs4pXzsWaRN+vhcyFmzshO8sltZoTk3an0Xi0NYEbgE5JXBJEdw0HSbnQVEAsk/SarBlF+xthBULZc/nmbJyJeTlyfaGmaeZ8uXxCL7wBRdvvGGQTsOKFU4KCzXeOwgvbIXr54GdkZf+y0tlJflowmH42c9ktdPng02bZHvFNdfA029ATr7Gvn2CgU6YUgaWrjEctjGFrNg6HYL+iBSTu1sgNwDZfmjuhY5BKXoX1MjnYikpNq9fDC8QJZrVxcGwk3C7TtwbJxENsr7TpmNY0F8MhIGkBdXgcGSwESwPOqg0da7IhqYYtKdgTrY8fpcGhg0ZG8aS+oYJiTQUZ8n/x1LjWGMNrhupWmfnwcOfkPctG1bMh86obIG4bCb8y17oSMFmG5rfhb514E3Bjg2w7EdQdQo3EIVCofjYYapK70SiRO8EIRCUcP49npw6XFEuWxw274f6erCwyR2wqb1SMDVPMDX/5PvoHYS1b0HQD0+8DN/74tiesqfC4YAFC87stQCFhRr33HNsk6xlwWAYfvEMvPsO9PfAlHz4/vePfa/WVul5W10tv66ogHfflaIXoLhI54pVsGsz9PVZvPOeTXYQHvySg12DgsEhOQA4MAiTCmFfm+zhFUJWUeNJqK2EL18D7QNQmgs1xdCdStIa18hE3YS7ssnKjaHl+slq0tgTAQJAFBmjlwDD5SDpsdiaNJkU1RnU4eHpst3lJ83QGJf3L8mGwEl+g31uuGE+vPYBzCiFWeVntub9RNgnWlk014vor6DE6yBsw7pem3bTIuEV0KXhs6AyFxKDMDSoRK9CoVCcgIDTvIirOIco0XsRMRSBjTulG8Nl8yBwnGZ26fD5mbB7AGpz+bPzw6oKeK4J2hNg6ha2ZRMWJrGcGKV5IU71G+hxgW1Cc5MMIThTwXu+uGQa6Cn4yRPQ0wFpC/bXwV99G/6v/wHLl0th6nDIHufDpNNHLM3uXA3P/BFaO3SKJ2u0xW0iwmbIFnzQqNG4x+Zgu018uuBnvYJ7b4bbLoE9LTAchp8+DwhZ7b1yLlw648g6zXL7eD/qwF/nx47oRM0QxQU6qbDAigB+pPDNFtBrogctPLk2VtymMwUtFrzQAgd7wNbgiko5qDhtHJ69y6fJ25liYLKR/ehoJNxDTCkRVFjVvNELQ/5mlmY20lu8GG3RNBrrwZWE6TUw5SyuBigUCsVHFi0AQdXeMFEo0XuRYJrwi+dlRdO0oLEDHrzjxO3Kg/J2NJqAcBIyUXlJHM3EzoG8yhh7hKByMBuPS16qHw3LAHoh3QciVx6LPgFnqpYF3YOQHQCvW3rzbtxosWWLJQf/DJ1wXOCzBS4nlJbA2rVS7F5yCdTUyCjixkb5mGHAZz8r911aAHdeBf/cANsaBfXdyLi8hMk/vmJA2gbdYs9GmL9YsGSWi/mzNRpaZZpeeaFc52gCnl4PbX1wy6VSbJfgZ3GmhHd1E+HRaAl78DoF/mKBsx0yG4GpNriAEnBVmjh0SLe62SNgchb8Rx3M98giwd4OuP4kvbnnEhOLDCZ+PDQPOlm7L4QRhR4nVHm2s0z8Ec2K8NmbpnJgtqC9BxbMAL8KqlAoFIoTsaIQU+0NE4USvRcJiRT0D8mwCduGlm4p2o6P5e2LwduN0DoEk3Lh0mrpBdtQD/17ACdgOMg0WUQdJvUNGn/YBG4nfGUNFGWf+N69vYAl3Qp++gSknfDNL5xoN2bb8EEj+D0wufTcr8Gr78H6XVCQDQ/dAq+9arJhg0VpqcA0YajZYtU8DdsS5OfDwoWymvvMMwYNDSaXX+7k/vs19uyR0b9VVbLF4TCGBU9tgJ4eZBOrADICsEdSKCAegV3v2rz4dIr6fi95IRkFfZiAV4rgTftgXg1MGvHnvbIggDEddvXAHgssDa4ukelsO/baHNJMDJfA6dVxhnUiYYHXFFxXA9VZ8MNm2DkgD8Uwxl6jjCHjrM8VbpzMoZLdtNDYV0RHPMjuOGTlQyq9jAOuLiqTK3m2X7C6EqaNkRyoUCgUCmSlN6AqvROFEr0XCX4vTC6Humb59fxpJwregTj8+0YwbcjywLutsKsTHroMeluBw+LMBfYgMOTCl/QjBOw9BP/6OHz1Dqg4TrCWlcnL6i+/CNm58Pw6mD8Drj0umKCtFx57XQro731GVmPPJU3d4HZB3zD0D9ts2WJTXS3Qdeng4PdDb6/FLbcc6b/QNNi6NYOuW/T1WTz0kJfZsyGZlj3KR9NsSes2dBvSIw86kKV1eyQOLW0SynLy1ts2fR6LNVed2OvRKWBLDhTsg0dKpJh+vQc6XHDXYul925SAadmwoBj+tsIi1wI9ZtGYgr5BHSshKDfh7YMQnQTFAXCHARtmjhJbbNvw+3fhvQa4YjpcfxZ908czlVJKKKQuP0VLv01cgMuAz08pITvzFfwBeCMC8/wQVL1qCoVCMTZWFOKq0jtRKNF7kSAEfOY62N8kL6PPqD5xm60tUmCVjXi3+l2y4rujXSat7etCWjkYUjx6dpawaA0MDkLdB4AO77wPnzpK9O7ohrX18HYaUvnQMwyZvfCDn9j8+ncGyUG4do3Gffdp5IUEMyplm4R7FL9Ww4DNm2VrxNKlY/cGd3fD22/DihXHOjDctAze3A7TyqQtmG3bfw6FACgqsmlqOnanPT2waJGObVvU1jpIpuDHv5PDeTevhKVzjxzbhl1g6kg7hDRgItWk0wZLgGmAbdDTY5Ob66K5weK9HI1Llx57/EnAdkgrOIB9YVjXDTkueLwJbqmGDRF4ug6CEYg5bDLFcYyKFKW6IFDvRzR5uaUUehJQq8N982T4iNsJt9aeuGaxlBS8FbmwoQ7WzJWhJeeKDizaQglqatLM2uliTS48MDIY1zkMmT7IPx1jaYVCofg4oqtK70SiRO9FhMsJc6eO/XxXRArdo/E6oSsK/3w3fAC0JcCVhis8GpqAeAoeuBryLNh7EJbMPfb1Wzvh6d1wMAiaA6wkpNzQ0Wjx3ibw+GD3AYsrrtCYPh2+eN3Yx1dXB88+KwV8bi5Mnz76dnv2wAsvSMF7tOgtL4D71hz+SjBlikZDg01ZmY1lSRG8bJns2XW7pR9wMAjf+Y6LQMCJxyNo64LufhnEsav+iOh9bTO07AN3FqT6kDGRSWSbg26DlpbNzLaFkdIRWOQU6PT1nXj8kwAtDrOL5NcjhWgMGxwCGpKgWdDUKuOfh3ULbWqSdEYn22ERLI+THvTwfrcgkpHBF3dOgb9dI094RhOzPhfMLofdbbCk5twKXoByHNyoe6kqdDD1qmP3/8Rm6BiC8DDcs+zcvq9CoVB8pLCikFCV3olCid6PEFPzob4Pso/qMY2kYHIueLxw1yood0N7HFy9MDcENYVShN66Rt6OZ3kBPNIBqRwgG5wWBIugv8nGcEIkpBEF3qm36U4LZlZCltems9MgENDIyzuijrKyZBCErsv7Y7F0qRTF007hOnDHHTrPPGNy4ICFpgkuv1xjzRqN5mZobpb7qK2FdNqmqcmmvBxKCgQLZ8pBwKuOqtDurIfaYrh8KrwTFSQjgMsCp4CIBdHDGXmy19cd1IjGBZOqYOsW6QFcVWmTl2OTnS8gJlg6IupnhODGUuhKwuUFsp93exyEE7JMiw5XiqSZwdQtdAsGbQgETJIeB9eFwOmExw7Bt2plGMZoaBp8+lKIp8F/jttKAHxoXIufZAb2dENJFhSODEyW5UBfVPoBKxQKheIUXGAOSB8nlOj9CLGwHLa1Q+MAeB2QMKAqB2aXQNKWgQbdaTmbdddCmDsOkRJ0grURhEsmdTkMKA3CwBSdGo9J56DNvNnw+606M7vg//5P6GxJUa3FmFtr8+CD2ZSWyh+z8nL4i7+QIjt7lIG5w/j9MH/+OI4tKLj/fgfRqI3DIcMrQFaQD1eRo1GbRx81iEZt8vIEDz3k4M5rTsziLcqF1m64eT5Yy/EmFQAAIABJREFUg3DILUhkdLICGgtXmfz+p1GMpA4CKopTzFnuJZgrA0Ham8DrtHj2dxaVJTY5VRpV83VeqIOpA7B6BqwY8ayNY/AWPWQVxynT3AxFvaSzU4Q1FyYayYxFQNdIe8E2bDoMQWQI+lOwLAeqNfjDmzAchTs+AbMmH/kMmgaBkwSMnAte2QNvH4IcP3z7E7Lie9diuGYW5CjHBoVCoTg5WgC8qr1holCi9yPCcAxe3Ax6Aq6aBKYDykIwvQBcDtmm+sVK+CAMpR6YM8ow1GiU5MC0UthzQF6ar5oGEQ2K8gW3r9ZZuwkiGUGWDb390GlA2mEy2KcxNGTQ1WX8WfSCrPR2dspENJfrJG98GgQCR0RsPG7zwgsWAwNw7bUammYTjUJVlaClxSYcPjGpDeC2q+DJl6GjFz57Pdx9jeyfTWUEv1jrwenIY++OJLpT8LPvu0jiIhG1eezXFgNdAuGwSaXB4YZo2MKdrWMjBWLKgNtHBsvepIsekrhNNwlXho6qQWLRInTTBIdBJu4nHTdIk2Jn1MtwTFDmBGHD880Q3QHJTvjgELT3wQ++JYccPywcTpuBghhZtgch5PdV72old8uf4KobIevMEwUVCoXiI48dhZRqb5golOj9iPDyVtjXCl4X7NwDj9x14jZlXnk7mrYuWPtH6WRw2+oTHQ3cTvi3/waPPy/3PdADW96DLWHYtV9w322yb3ZwGNI+OFgBRp6b3t/EGOjX2Fdncv99ae75tAsh4MmnYN9+WLIE7vrkuV+HdessduyQ7ROPP27xyCOCyZMFhw5ZzJqlkZc3+utyQvC1u494ECfT8OoH0BeB+nZYtsTJ5cudtHZB9SRpC/aLxy1KcyFWYjN5uiAVsfA6oa9YoypPVrTLc2BPpxS9A7bBdlJU4CFHh5ihM5RwYwsDQ9NxJDSytSEmOVtwhXR29F9CJA0uD1xaACEnvC7AY8kTmZKC0QcGzydXzLDYmUhwg8OBro38+ehshX07YcFyrGAO2xugdxj8LpOqSpvKLPVnRqFQKABV6Z1g1L9GHxFSGSmEPC7p6XsyDANefRv2HIIDzVBVCh09sOF9uH6U38XLFsLsqXKI6h9+AIP9gHvEJxgoyYeQH17bJXuH4z2CSMxPX5Ng937B+k02pmlw7+ccxOMyZCKROB+rAKmU7IH1eqUXr64LPv95nXhcx+8HIU5sbTAMG4dDPn44dOPF7fBeI2R5ISzgULtc20UzIJGG//MsNPYI2jpsrpgJDz8kCAQcWBb86zpBXxTyAzAYl72vXZbJL4ixFwd7sfBGNYaHLAa9IXAbGJ1+rCGNmNtJS2ASFX4H050a3lxYXQCYEE1CzSy4ejlUBGFq5ZGUuUOdcuZuSsn5TczL0nW+HcjHwVHruGAZTJpG1JfPT18Z4FdvuDm0z41pmpTNSvDow07WTBoj+UShUCg+TlhRSKtK70ShRO8FhmlCz4Cs4OUe1/dq2/BiH7wbgatzYMVRV5KvWwJP/lG6Mdx15cnfY2cdrH8PyoqgpUOK0PwcaWM2FlkjQ0vf+BLseBf2d8or2Tk5MJgA2wCfA6p64cABQSTukA9ik05p/PV/N7jxBp3PfkbQ3AyTJ4/9XmfDqlUanZ2yveGOOwQulxRngTEie3fvtnjqKZtVqwSrVx9Ri60DUBiSQ2Hl5XDTXCjPlQL/pS3SGm7pfI2sbJubroFQSL7P/laI9MBbdXJd50yF6y8z+ScjQp0wKBc+hoiwy2MTdQqSSQ/OTBKiOrorTTLpJJEoImBrDNiCKV5oH5LtDJYNcRPuvRFmFR/5DLsa4cmRv6G3LYNlM87L0v6ZYwQvgKaRDObzpR/18vTWLEzDIWf+MtDa6OYfXktx2RfAr/7aKBSKjztaADyq0jtRqH+GLiBME558EfY3yK9vWw2LZx95ftiAd4ahzA2vDsClWeAY0WmFOfDNUWKJRyMcldVQjxvmTINQAJbNg8sXnvq1pSXw7O9g63Z4aTN80APNYchywv2rLB79L4NFlTpb9gkSUQAdbEEsJtsNvvEN/aRDbOOhrRO27oJZU2F6zbHP5eQIvvY1Wa41DNi+R67r3Bmj9xB3dkrnhba2Y01mL5kMz70vq9t5AZgzCXwjrgi5QVlND8fk8FzuyEBgQyc89kdpMeZJwO4m6GqFWHmG8hU6AWHQZdt0CDcxG4ZdTtJNLtLCgYhomJYX23RS6BfckK3RqsHBIXixHqo9kLFhkh/W7gB7lnTpqMyHgZhspdAF9IXPbm1PB9u2iXZ1ESgu5pkNgt/+Jhu7SIcMMs0uqWE5BV1xF79sg69UyfVUKBSKjy22qvROJEr0XkC0dcG+Q1BdBqk0vPjWsaI3oEOlB1qSMDtwRPCeLnOnw+ad0NoJuVnw5bsh7zSEaH8Y3tkHtVNB75eX/5dOg4qsNDnDMWYuCFHucbBhvUVLgwUICvIEbvfZX3e3bfjVH0YE7V74zpfBP4ZrwKvr4a2tUhA2tcMnR/EQXrFCUFIiqKyUX0ejsmXg0mnSgiuakrZuvqNswC6ZCdEENHbByvlQlA+7wvBfu8Dph0PNsHE3ZHwmPQ6TgY0Gty4bptsw6ERguCEraWMMpfG4kvTuLMJ2OcEEbz7keDUq3FBdBJ40rDdlFX1uDpQH4IUdMDAAHgd8cSUsmQKdAzKC+PJRgivOF4n+fvY/+yxTbr6d37xVhJ3UYBAIAR6gDbRiFzctFXSkZJU6oP7iKBSKjzm2siybMNQ/QRcQh/szTVOKXu9x9lMODb5YCoMG5J3FAFNeNnzjc9A3KO+PJRrHorEdugfkMf7dF2FPMwz1Q8J08Z2/1Fgw38HgkOD1P3rYs99m2w6LK5dr3HXX2Zf5hJDDdu3dskKtnySEoakdCvOkrVZT2+jbuN2C2SMnFp1d8O+/gogJX/wUzKoZ/TUOHdYskfcNC37VDgdi8G4SMn5IOyBVaWFrJhoGtsiwMRIj0ytIHwhhuzW6DIN01I2ZEgS9YRLpEBZOihwaeT75OdMGHBoGZxrCQ+DJhs4hWWWuKYD2QegJS1F+zylaWs4Hvvx8Zt11FwPk0RYDCoRMsksBMZvCOTqXfhqcuVDlBZ+KKFYoFB93tAC4VHvDRKFE7wVEWRFcvQz+tFUOYn32Rvl4nwG9JoQ0KHNC4Tmw+vJ5oXIUq6u0BWkb/JoUXqOxaKYcnKsukYlib/5RujeARm6Wi9paKMiHe+4CeZ1bx7ZlJHJkUA7CtfbC7GqYVDK+47Vt2NoI/VG4/Xro7YHyYtmiMRZXXgK/fRFsa/TgjeMJR+FgNxwKg/0q/NVdUDqG28NhWpNwKA55bkjmQmsMPNWAx8Lqs7BsDfclaQYOBTH3eXF7DZz+MOaAmzxPhP54kMCUCKJZx0j7mRNwc0MxtGRk4IPfgjumwDPbpODN9sG1M+X9giDMGOf6nS98eXkcbJYe0IUFGv0OEAaU5sLVU6EiDTcXwayQam1QKBQK7Ci2qdobJgolei8wVl8KVy6RFUxNg7ok/HpYzgVZwA1BuOw8hQBsCsMTXbKPdIYf/n46BEf5CfF5YfVImtnuOil4q8vl101t8jbruDS1l+tgQwP0D0BPCyysgK374eHboGAcrRUtA/CH7VKIJzJwx6JTv2b2dKgqk4I5FDz5tj09MDQAyxaDp0NW2a2RNt9WWkmSoJpJJFJOemJQHICAS35fkia8HZXOFSIM/RkorUqRWhwj4dKJpL3YfQY4BW5fnFBxL0WVCWJNuVTPPUDKXURHOodsX5pJuS5sTfDFEoNXUzGG0zbd3V6yvG6umQE5XhhIwN/cLIcdx0po+zApzoZ5NZBOQrkD3A5YOROqCqClB2b5waOqvAqFQgEiAE5V6Z0olOi9AHEe1bqwNgo5DghocpDplQgs8oDnHIud5hQ8NwQdgxDughfiMDkAX686drth4jTRiw8XNRThcGh/FocgBabjuJ+qpi54fgfMqYT0MGwfhuVTIRWRoRrjEb0ep2wrSGcgeBqpY8ExXBsO09UDkSg89SQk4uALwJdvg9wQlOdDlCj72YuJSTrp4dl3K0lkpOD96hKo8MiE4l0DgAFpHRAwFAYz4cLM1kh5XAiXE2d+BmcmiUck8XljBBclKCocojTVSb2ZwyXuAnKBQ0mTpxnC47OpnmbTXplkViaPXJ+TpGHjcoLPLYgbsL1biu45eVB4VOXesmR7RF8c3jkE5dlw2XlwzIibsNeA/363jHJ22uByw2vboakbZlVLqzeFQqFQgE0Uy1KV3olCid4LnIQF+SPfJQey2pux5ZzQuaTPkJefi3xQHwMtBR2Z446FNH9iHzYWGUwSZKitqqR2Cuw/JLeZMckmEYbmZpmC1jsI/7EW9vXJ5wdS0J+G53bCsslQPko62mgUheCrKyGcgCmF5+Yzr3sHXl8vvX0P1Ek/4kgYastl4AaAGzd+/CRJEo4EiaWhOhuah6AtDOVZUBcGZ0ImrzkM6K2zsTJO9BId03Zg+2wcfgPhsJjeUc+V4T/RVltGZEouK3CThU062EG77WBL2sOg7qBSpCizHTS6h0i6hyhZ1cXe98rYFs5BE4IdT0LTgI7pguo8qCmFmYWQ7YbJGvxiA+xvg03N8iSqrBD+35vhmpnnZu0OEzOgIQ4z86DfgKZ++EQtPHSz9DOuKjq376dQKBQXO9YFcIXu44oSvRc4l/rgjRhkaxCxYKZbVn3PNUENTBvm5EPZMmmPVuqBxw/K6u31FYAniYFBHkFSZOhmmLkO+Mwt0NEt99PfI63JvF6bz96rs3GboK0TarMh1wNtSfj8DaCZELNloMZ4Kc2Wt1Nh2fJ2MncLw4AXNkAqCJ1eaCuFXSm499ojghfAiZOlLMfCot/rRNegaQicGnht+MZ/wFYdMl022ZP78BUPk7vQTf9AIYbQEJjoHrDdkJU1yOq+13G60lzf/hIHSmbTmL0QzaVjBQaoS3hwO6HWmUW75aRT6yFPRHDiwNCh3TfAwU4vsUEfW+Ky1cOXDe0x2BmHt/theh7sqoOsDOzthpgG/iT09cH21nMvegvc8EAF7GiBPR1QkQMv7oTv3gilbojFQfOc38AMhUKhuGgQAYSu2hsmCiV6L3Cu9ssBtsYMFOlwmV+KHYM4BlFc5KKN49sYSUIsDUXB0QfUpnrg0gBsjoLmgEIPpAfgUBo04DcNcHetThSbAQYIoLGQakD2H1eUyv2YafB6bXw+wX8+IftcPUm4YT6sXA7f3wABD2RMCNljD8udCbYNwxH4XR30JODBxZDvg4xt80bGwCcEVzh0UhnBv/8Jfn4IjCgUB6GiEMrnwfoYlHXB7KPCH/SR/4oD8OAiONgPjfWw8lPQEgIWgjcQI1A2SGrIjS87SSYRZqgnF1GUASzspMBRkyKa7WN6qoXh3BDN3lLCOMkTEUxfEfPcThqGA2wddmIOenFld2B4dcp1JwVJL28dCOEORBns84GQA3qxHki5oV8D2wVdYYjE4Npc6HLKRLi4C7IcsHLquVvr4/E4AVt6Bntc4NRh7TrYsgtqyuG+m49t21EoFIqPJXYU0357oo/iokQI4QC+Byy2bfvGkcdWAG22bTeMZx9K9F7gaAKW+mDpUY8ZxGjnGQxi+KmhmGtOuo++GPz7RjkAtnIyrJl+4jZCwM25sCwoHRzynfDDPgg55TF0ZtK8QjNpvMRI4sfPJE68dl1dLXjkEZ36Bvjm/xCUFcPkcijKlulmd8y0+OV6g5IyJ5+ZJ04pek0T4klpU3YyLAt+9Di8txta82DmTCny833QYtmsyxhoQlCrazz5J8F3n4N0B2DCwT5o7ICly6HID0/vhqocCLoBy4ThQ1jeYjZ3hfj39bBhE7RuASsG9AOdoN1iQ0ZghnXCfSGS/R7oEVgJF+RZ4Dfo6S3iqYJPMzO0DztoMxDOJT8wRNSVxRCQSAjaYm5sRwJbT5JnQzriJTc7Sbhf4HTZaHEdEQc7o4EGwg2mDqTA6YFoHHRgTxcE86Hcln3NP7sTlk46+RqeDdOL4Y7F0kbtkhq5bFt2QWUpNLTJlMGyo35cEmnY1ghluVA9zhYXhUKhuOgRQTTtfFR6Hz8P+7zg+EdgMTDvqMfygYeAu8azAyV6L0LSDGIQx0MRMRqxMRGMPR7fGYZYBooCsKtzdNF7mHynTR3NdJJgdVU5Tx4aJk2Sskn9uAiSTwgI0WLH2W1HWCCyECPKNY3FHuK4szWyc71MrZEhCrXTYfYMsMiQsv6IezDAdasTlGevgpMct23DYy/AgRa45UpYOnfs4966HZ58GrIC4OiBqTVQ5IGmJsjKE8x36fiAPWaS/+VKYTk9gFvaH+iyQv3Ua/DgbVJAb+7KQFU3BQNNzPng9/wmfB0/6/gETbstBhvBSgpw2GACcUi85iE1xU0m4cRIOkmF3eBG/oblg+YVpG0fyRw3u9JzybUG0MIWiawEpiawSNEZEaCZZAwd04B+MwcvBvVpF/60zbJ5Q2x6u5h+oZEaOVkIuCGBFI9lJmRnQ7cFLe3Syzm/HL63GpaexyovyJOmS47yNbZtmFkD+xqgKO/E8JO39sEbH8jQj+/eAl417KZQKD4G2EQxeGeiD+Ni5Q5gEbD/qMeeB/73eHegRO9FiJsC3BSQpIdsFpxU8AJU50BJEHpjcOusk+97iAh1tGJjEcraw+fmx3ES4A0tSY8RpD49i2FL56AIsV1YrNYNbnc50ITgbcJsI4YN3FANP/g7HwEfuEe8dBN0k19+kM99qgpfbjNp5uFm7DKfYcgqoWmNVGJPInoTiZEe1wB090KxH37yE2lFFgwKvvpVFy2hJM+YcaL/P3vvHWbJXd75fn6VTo59Tuc03dOTo2Y0CqM0EkhCEkFgCQO+YGNs7LW9DrsOu/ba63B9r6+ftXfxGl9jwNjkDAIBygmJ0WhyzjOd0+k+OVX67R/VMEEjqRHSSIL6PM95uk+F3/nVmarpb731vt/XUj37YM1d8ILzoqaFspev25uA7aUynVQYjqg03QH+ZXgt1eo0793wSSq9Oh/7yodp5kJepaEicBsqU9/phATQVLxKw4zr5aYkBLKqoOsNtIiDWQ7QDAYJa1UcNGq2gVQdgkqVnBlHOGC7KvNzXYSDNaxwBUNzuCkE964P8WiyTqFokDdVUobX9feWAVid8fKYn5JgVWBpChQXru188X/zVwMh4L13QK4AyRgELhK16aiXAvHDnz4+Pj4/CwiiqMp1r8LIn3oVxnzdYUgpi+K8R8RSSksI8SKO/Rfii943ICoBurgbFxN1ET4OsSD81lave9hLFY6FCRIhSJkiAYrEFU8xpRydx5s19s4JxrQwcb1BICh5AosrXZU+VVDDxUBgIqnj0pK6cGyNGKrQCKfPohJC5RLdMc5D1+EX7vQivdeuf9FNuXID3Hwt7NwPt22DjUPw789AX5/nJDE+DhNxm5hQiEQU6gMO9mnd6x6GC4Yg2Ck4YYJswBbdu4ZSoTbuk7/C3h0GW7KPEsiUqdlxWpI5Jg63e9V/AEgoaV7gWgV0FwoCohJskFKguBKhQCoxDzq4lgGaQBE2UkjSwRqFioYtJXYzgu3qNJ0Q7SGTej7CMaPMVNcs2bRKc1pnw3QWaQuWpry83qkGnJ2EMyMQdSEm4I41kLlEaoiUsPcoTMzChuUXph68UqiqF+W9FFsGYUnWOzc1X/T6+Pj8jCCpYPmR3pfLnBAifv4CIcT1QG6xA/ii9w2KQFmU4P0hiuJ1zXopghhs4wqqzDHK+I+W602FqUoLRUJUykGKThRTh0zcpBEwAIXriOMiCaGyBq+Dxlnb4a8qFgddk/Wawp9H7yaqzCNp8GDj6zxU76Fe3cgdgThvaRHoF81xeb/3eimiUfjLP/JygDUNajVIJDzBGwhKWtugiUZdabB1KXzPsRBak/rjcXAFdIM7JJCGyr46vDUY4WaWojoKf/CgQnHc5VBpGQOpA1QqAWa1Vk9ZBkyYl9AWgiEFiooXRS4tHEjJgQQohkNLyyyZ1AyZzCyFuS6MQBxdsXCUMo7UaDcMsh2THChFcYRKyDQYCDm0WnGCcYhEXYYdiwFCLFtp0YrD6LSGbYLhwFAbnM7D24dAlTBXhduWX7pY8NhZ+ML3IByEXYfh994P0Vep6ckLkY2/9DY+Pj4+P01IBO5LPJ31eUE+CvwtoAghNgFbgD8F/r/FDuCLXp/noaESJ0OUTs5yhCo2rqbTqN9EqZBBBk0wJDXNYbwCX4kd58ZwkQQJbqGfyILgrUnJn5YtHqeGo1qccTQqZYXPJJbzTPOr/Et1iLgoUzLy/HM1gGMHuLvj5ds5VIWFoSmU6ipTFXjnL8CposUzmQafiMO73ABXK0EOpPezfIVDIxOErS7NXIBcvo26GcTWj/HWvv24RpSg3Mqe/X2MnZQgYGJvKx/b/j4CvQbKYANujXqmySUJSyVEgKADMyqYQMqFEnDSITM9zeCmYwyuGqWktdOihskEbFrCQVIiTptMcFiXTFJja8hGOEXaqFIoJ4lLjaG4Q15TSaPS0WLRawfZVVBZ2eplaOw8DVkBvWHPqxc8J4WGteCscBGFkpfO3J6B4Qmo1S8teufLkK9AR9rLv/Xx8fHxefkIomhsfRVG/virMObrCynlvwghkkAIeA5oAH8HfGSxY/ii1+cCpiqwexJSukKlvJ6JzhGyMZeYqrLS6OIHKthSQy84uGUTPdjgwcwsQjbYLBrMMsdWthAgwAl3ghFKJNQmZdmCFIKTjqDu2pxs9qGLIi1qGc0MMBuUPJuHt7a9uL/uC3GcAk8xxcxImML+LvJlleEilFtd3nqzQhjJt6TJHeQZ0nbQ1RJi1G3nVC6LbDMRSZvrYo9xQ+gpDCuFG6pTlQc5OfEhFKefYLqCTLmkVlWZz+mY7RGIAgcUWKaiDNm4c9Lzd8u6cExAUYAlEE+5dG4bJTFR46b5JKt7N/BcsMFZaqwiw7UkSQqbDqrsJUCbCJHUFIap05WyaGJSBCKovI9ODARhR2N7RTBqg2XDodOgVCEcgTM5z6d4dQfEX+BhwKpB+MF+GJmEK1ZCJvX8bc5Mwb8+4hX2xcPw4dsh8RIuGpeTWt1Lobg4X9jHx8fn9YqkQpMfvNbTeMMipfxbIcTfA1lgTkpp/jj7+6LX50c0bPj4bqhZ8ORh6NcD2P1ryVtpbls/w7KkQabqojdgZgwamo6TF+SzYR6PmUSEzRKOcpK9ZFnGlGISEt2EpQkUydkZ3q08RKh2lFZnBQnDpuEaKIHjxOpXovH8R/F7ZuDIHLypD1pf5PH7CFXshspT+0NE8y5HJ1QqJhSmNVRVcPcdJgEBExyhKmPYjoqaapLQCpTcGB3WODdqTzBud5E2DCIxhYJ0ibc+SeeNYfKTYFZ0KmoEK2KAKiCgeu3y5lzUHhclaiITAnlSwc2p0FShIskumaFv/TR6s5VVcg2bSHOICXoJk6fJOLsYxaYAVImi0UMO6CPEm8hylgYA/QSJLzwW+8q3oL4TjgZgaN1CN7YwvHMzaAYYKqzsgLFpmMzBppUXtoeOR+G33gMNEyKhS6dAfP+IFyXOxOHMDBwfhyuXvfg55EqvM13oFfbknZmDRhO6271Und2H4WuPgKHDB9/hLffx8fF5vSOIYnDtqzDyx16FMV9fCCHef4llAEgp/30xY/ii1wfwHBLuOwzfPeqloU6U4YyawN6/jnCkwEQtS3xzkFi0yVxFw3IlqgpuyKXgJDAtlU/aDleIbm5V59lhVogYk9wSmeKJxgCzdpCtWp5fVQ8xqUQ5FtxFTaxh0k5SM0NsLNvc1CJQzxNftgtfPe7VigkB71nhCfLhMmRDkDmvDm49aY6UHIL1EMWyiqLZJDUFtyaYmlAIIHinEuSgZXGy2UW5GcdWoIyGMCxCsk4kUEFxXNpiNoYisaRGW88c+jsK2P8rS+iOKpYpkF8PgaNBQ8JpIAf2MR2xSSKjCnJKQKsCkwoYkKOH/IkeNnVDeiFFIItBnhoWk+hoBImRACyKVJlnKd1sttJs36tiORG2bfDyb3/IxAS0RiBag9+4ChqaJzgHW+HxQ3BiCnTgy9+B2bxn5bbiIp9eTYPoi/wPkI7CsTEwLe/8iCwihfyLR+BwDn5lA/S+Qjm7R0/Dp+/zIs5bN8Jd2+Cx5zwbtHIVdh7yRa+Pj88bA5cqTba/1tN4o/Ln5/0ugM6FnznAF70+i2ffJOyagOUZuP+4VwgWDIFpBinWW4kLh7lmnYTaROlwiFdt7IqGG4ZGyKAy1opb0JiwWtkVGMNpNZChXjYru/hT+Tf063eTDX8AGh0ckPvIKX2U3RQpLU9ZyXB1JsTN6QvnpCmwLgv7c7C6xRPBHz8CkzUIqvBba73WxgBZQtwb7OWw67JHltGjFrliEMsO8fZ2jd/QNZoOfO74Ok4bBULhBoZqEwo1qLghqiLCBJ30hPMMhNI4UpKkyHD0JqSE0HVVak+GcWoKetZCKi7OSAA5oYEqkJMqcgIvjzelQESBDjBGYW0/3LrCuzJ7s+AiCRDAxiLBHPp5TT4GpUGzatM808rHTsCx09AS8RqEvOW8DiV33w0PPABLlkBX17lI7elpeGi/J1g//zRsXetFeztfRgOIbeugUIXhGbhlHazoful9KqbX3MR0fvzPeyEOn4JQAFJxr+jurm2wtBee2esdd99rYMnm4+Pj83Jx8PuyvxyklBeEboQQUeCfge8udgxf9PoAXneskWGIxcCaAVcDqUO8CWrEJqwWWJI+hGo0addV5lZGKLop6jJEbTaK6yioUZfqSJT50VaMXJPgyirfjwe5QeyjxTlBwjmLEfow0vkSp9wIIMjZrQSVdu6MaSiXeMR+73J415BXdFU2YaoKfTEv2ptrnBO9AG1xWLt0lu05G6sWQldc2jINfu8GLxH14Qn4/mgHjYCKZRRQYxAJ2SSCJptGA2sDAAAgAElEQVTbnmWK67lO/T4pMUIbQWJswVGuIxAcQ1trEopJ7C8Y1GMq5pRA5uBHk14JSJdk6zzhFQ3qTohiIUU6bhLJQN42+OVtAk1VOUqT7dTpIMAEBmcpMUgCKeHQTIPh4+3oczA9D4fGIRaC/lb4Yh42rfIEX08PfOhDz/++DM0TgjXTS3G4+UooVuFPPgP5MvzhPbCmf3HnRDgA77tp8ecQwP+1BopNr7PdK8XqpbDrkNdy+bqN3rI7r/dcPQI6LFmEGPfx8fF5PSCIEuCaV2Hkj74KY76+kVJWhBAfBnYBn1nMPr7o9UFK2H8UTo6CpUAqBAELblwKKg77ivMEVk0SUeco2Ek0YdOmTpMM5TmQ24Rjq7imjlMHWdRwDXBsFXIKZtzgqN4B6jBJ9RFuFx2s0+7gLvkMT9khlihRfi0cIKfsZBITzV5CSnbSpp2LXqoKSFkgrDzBO/qqPDV9BX3xFfRGvfUlqowxBzQZ2rCTDS1J9h1fQsjQuXVNGD3ltUZ7fALKsxpz4TaMWoxUokC9zWUgleMu3sxaowNLXk2cMjEiCJFkmQaRyTRjZwVuE5wBhcAJF2dewRW659igA60QzZRJrC9gpEyy0Rny82Vi83GGNjhUVuV4LBgkR5wwYTQggEKAFdQ5QpE8uYpkZCxBtzOImoT2BLRE4dQ4PPIcbBqAQyfhDz4IJQueOAW9Sbh2ybnvqrsF3rMVzs7C5kHQNfj0Q/Dd7V4u7P/7WfjMH79651JQ816vJMuXwO+838vp/aGfsKY9P13Dx8fH5/WOS4U6z77W0/hpogakX3KrBXzR64MQ8JaNEDSgqkKuBMtb4T/f4S37rPt1xqtTYFSxVJXnnCs55K4iIJsooSbuVASnrqKoEsdVoKAgMw4iahMVZQKaS8t8hZaJbzLdGqK183puFiHu1PsI0sVengIkOysZ7jPLRMQ096op3uM8B/XTyNhanOAjIEtckQ2yNrUfXf8gmraMCnWe4AAukqosslsG0NqyrAtPYuVDHDsR4PeY4teWLCGiJqlIcEyVWihGsx4hPAMrJnrpDQraegERAs4lo/bosLmY5VitjnTr0AeNoxGsWtBrQRwEUkAYAutrRDpr4EgaNYNAuME7bp4kEM8ygkMCnUOUuI0ocRQmsAgS503cRIAa3zguiEwlUSPeZakI6G2HsAH3nwKEl1vruvCFPVBpwt5x6E5C38Ilf3oanjwOhQaMmNCVgtEZKMyDVYd9dbAsr/HHj8v4uNfW+ZprPAF9Ocku+r80Hx8fn9cvClGCXP0qjPy/X4UxX18IIW69aFEEuBc4uNgxfNHrw2nmKW+a5MZNOlvdPhqlAIkwhAwYYZiAOkNv7BQHSqsoBUMsU49y1uqjpkRQhdfKV081CTpNyLhUC3H6206yMb2TkNYkppboP34cW1MJnPwSs9kyip6kzlmi3IyNSZw033VaEIEmlszxSXOcm2c+S1ugFyo7kJ0qSnAVALrmIDgILCNHERuXFmIUXI0DJcGzh/sp74qinXUxUiZGh8PuEy6/uEwSDQgaDYky5aBJBU1TiLvwhTH4b795oYvBY9Pw2AykhEKHFWF8NoQogmq40A9UXGhToMWBfgdbNZBS0LQCuLZKpq2IG6tQIYGOl9MrgDQav0iaKRpkCBBFBSJU85eOkrakIJKCJw7DYB+cnoFoAGYqXhS84sInzsBsGU7sgFgAdk5ANgHrlsHRPJhFCAah1YCRERgc/PHPkz174NlnYd06Lw3Gx8fHx+fHw6VKnR2v9TTeqHzvovcl4AfAJZL9Lo0ven/GaWDzA8ZIEKBCk0eU3bQn54iTYglrOcVROuhhVj1Md3iEE3KQoDDRsXEVBc12kA0FXW2SMXLYCZ2IXicVmSem1Ai6Jlnp0IglSBTy6BGbE2aS2Uo/mfARIoFJJjApUqCmRTEdDdMxqbkK/6M5gO6u552FHGuMEWRXK4pIgqyDSABgoCNxkUi+MQsnzC4qz4Vxd2uYEsy6gZJyKesunzhh88ubNL4xnaeyukFEFdyaayGw12BgyYWCd6oOD01BVximG7C+C25pVdjzlEvBFcy0wHybgt0lYKWK0KBhBVAVm2DIQYvatHXZTDmCAVrYornUcbiBLAl0dnGGM8zQRZqrWYpAsKQFdg9D5KImEGenoaHAu2/xnCy+/H344K2wtgPaYvB4CQ7kYNcRGB+BViAYB+FCRxQmZ6A/BM0aLItD/GW6Krz5zXD11b7g9fHx8Xm5KEQIctVLb+jzPKSUP/EzRl/0/owjkQAoCFxsZphkVamEmv8exchpZEuakOhEJ0B3IIfmWJxgCQ3dQAKBQBMUMGhiWjpz+SyadBgv9RJWmlzRtRPFtSmuWU5XJceIciMfHbmJg02Xhhzkyu6zbMhK5phkTajArsYycnaSqbMt/Gvg3dwUf5iPpAbpKib5z5VvU4+2s115BxvUDQwC7aToIcYxa4rhZobZ0SzuGdVLO0gAOXDnBK6iUTRcpsMO77m+QT86VdWhlTLbrmohdlHhlQsgvBQDRcC6FJQtuOsuhZOjcHQSjhah2Qo1S+BIhaZUyeVb6W0/TSDhsioJ7QxScePcKcMEF1S1i+QMM0TdCE/X56nVba5L6Vw1CDvOQKUB0YUCPcvxPHIzYTg2Cq1JEIrXkOKafm+bh0uw6wxM2RBuA2sc8nm4ZgWcOAn1sxBpQlsGfve3IHuek0PThGPDkIx5qRQvRiDgvXx8fHx8Xh4uVao891pP4w2DEGJR7YcW26TCF70/44TQ2Uwnu5gkgMbyZoPY+AOYukZy+mmWBN/OqWiTBr0EMGlVqoxKja36s8yUl1CTQZIDLmdm2qhXouiKTSqcY67YylSojVq9nc7ATlZoRczEOg7NbePBegeNkIVsQrUo0YwyfQmHkGKzSjsO9Q4C0Qppe46UWaY1PEWwu8Z9yhWsVjIcEV3EhcMgUJX7aFae5TOPXsNRvQ+rqXiNIxTAEZ56XTjLzaZCOARlV0UakiYuIRSSl4h8dgThhiw8NQuZANzTA586DboKV66GtcvgWyfhuAVdLhRdmG8q5Es9pGtx2nqLZAhxfC6Kpbk4iXPzUBCspIuvV8aZy7eSK+s0LLizA37pOvjKThiZ91IhFMVrPHH/M1Avw8HTsHIJTJdh9BBcNQA3t8D/NkEFsjFY2Q+pLOhhKI7Czau97mWWDe0X2Xt96ynYccgrePuNe16etZmPj4+Pz+KQCFzfsuzHoQEL0blLIxbWq4sZzBe9PiwnwxAtKAiKrsSUDxDWBghZDZY0Y7RG17HDbmLZCSK6TV09zDqlQj29lyY2zdJq/r6hUShnUIBcsRXTCRJVK6BrtGg2p7iLJr08qGqYIRNMQVt4lpBRY7RqsDp2ApQeNNegMJzCTAYpVVoYc3o5XR0kW58i2LoPNXeKe0ZmaIt8jdrSDh6tBfmdL7+f0bNJ3BaJstKGdgljEuYF6MLLWyhCckgS0xWuElEmKdOFwVYu/axfCLi9A97U5mnoUhkC+zzbs83XQXcWru0Ht+gJZICqA9MlyJQTuMfDfDRlEg24bGoE2Nsl2Np6bvzVdPPMXBdKU2CrULS85QOt8J9uh8mC50vcFocvPghXDsBE0XPa6GmB7x725jhegPddDfcOwmNHwSrDdA7CJqyLwoffCX/9ETg2AquWw/1PwHvuPDePuYLX9KLehErtwu8gX4LhKRjq8bq2+fj4+Pj8ZChECLPltZ7GG4ltr+Rgvuj1AbzoI0AiuAaSb4XiHtxAJ6XEciwryjMT16BFdxBRXdoTaaTop8FxwoTZGM3zX+z/yV9O/wG5UjsKknTLDNnWKbYHl7Kn+Udco+vcqSqo4Wl6uhpU8gmS6jyWolOzI9Sagr7QJHVrANdWKRZShNwp5poZIsEyo4UlbGrZhTN6llQzTjRXpJBy+NyJO5mfiODkFagInLICSRcxZCOjOtgCJIg49A4otCpwpxZGZXFGspoC0xX47/fB8VHoBk7uBnsrGIpXGDbW8ASqaUO6BEoFHn5Ap57WUNuh0ipYLuHa7IV5w3e2Cz4/ChEBbzpPEKsKdKc9f91v7YDjOe8W9tpByBVh3QA8OXLu9lZX4dfXwR198NBT0AhCexr2nPAit++7B4wHIGB4ovl83n4jPLAdtACcmIEDY9DeAlcsgc895NnYXbMW7r3lJzi5fHx8fHwAL72hws7XehpvGKSUT7yS4/mi1+dChAKdPwdtd7JfmeKYOEmgVqPS7KNXzTJuNnlvLMCsOsdhpsiSJq18hyvjEf5qw5/yvZmbcQMqeszimLGScauTBiGOWC7hyEmWKBV2qil0w6RkxmlR5ggJk5iQZHApR4qEQiZa3WGq2kF/y1lKZpxQtEbNiREvZ7HtOSR16iocOLMCMy+gpEASyKmEzTqBUAMl5DCXaYWIIKLDtgy8Pwbq+cpzEXzpsOdf7DpwEvjdIdi8FPblobfpNcxoj4FZgmngH78GlguqKnDCUJJwPAane2AwC6eaMG1DUoXfGYKmcHmIGgkUbiD0oxuQb+6AE5OgB8Fd6Eh2/QbYsgqCAXh6Jyzrh73H4GuPeYJ2pgBrl3riOhKEuSLceS1UG14kd9t5AYZSDR4+AMEkbD8Je5728of1CNy2Ea7PwogBLYlX6uTy8fHx+dlGIUKEK1/rabwhEUIowD3AUi5KZ5BS/sVixvBFr8+lUUNUMXFwiQYrrI7CkWqQm9NB0iqk6SLBVk6wG5MKqhbneq1Bs/cH7JGryMs0BStBRNRQXYcyCR4z0/xCcIZbGGZfMsZ8PknCqbElfpCBQJkhUqSVQQ70FDnxzCBVK0G1HiMSKSOCkvZKmtuv+HfS0waNhIUTvwHTbcetKWCzEPYELWghhCSi1JgbdwnF4PqMyh93CYKLyvq5kHITVvVDS9gTuDddDZko9EfhO0/Cqd0wG4XYMqg2oR4BWQNUEBVoNmA4BJ96CNZv81rHqHhT3hCEVUmL3aKJDqwlQMvCtVyqewVthTmoFuD622D5gDenw7uhOQf3fQ9MHQZ6vPzfY8Nw4CRkU+BKWLfU8+S95RK2kIdHYPcpmCzCwTyM5rxObmoT9p+Bv7gT3nSlL3p9fHx8XikcqpTZ9VpP443K/w/cAljAOGAuvP/mYgfwRa/PC3IFS+giTasSJ9zpiagfdt11kSjEaGcNQaqo7EECKSGxXI2QqCOFgu0qqKoDpgSCNDHp15ps1gSEThOnimCODGn6uJkUK6nMlumKBrDcGvWGoF5KoDV06lmD3Ko+epdeAcowGXcZGwZjjB5woYB3+gsoFRLohkm5FkUEBAMRwQeWipfdKWxTP3z8KMTD8N61kFlIA54vwNO7oacdpufAmIbDNsTbwB0GZw7cOqzKwI0dMFWGz4/DLf2gCS8yu68BqyyNAUMniULivAKHuzbD//NpOHQQ1g/CJ78CP38XbFzlCVzX9SK6QvHGmsvD9Ljn1j1bh//wPhjoeuHjWtrptTcOReCpSQhoUG+AokIYSERBexk3CT4+Pj4+l0YlQoTNr/U03qjcAawC3g/UpJSfFEL8FvAif+kuxBe9Pi9ICIN+zpXzK+dlBZzkDMc5gwBSLGcjKyjxVQZEmU4lz7wMs07sZlz2YFoaSVHmbXKM3qKkNTgAgQg5ImSIMkAnDWyaRJlo2pTKOt1Bh5Mlhcq8oJLXwYBHbZ3Zga1kZZG1QQWqXWxZClObFH7ggpvHc22wBFYyQMCFzSGFW9oFW1/kkjAtmK+A2YBvP+alDrz7LRAJQ82B7Q1Y3gNVG5Z3nNsvYHjtcAtlrxDs6g7J98Yl8YEc8U1F8naYSiFIuazy0EwSS4PGNOhzMDYNyRboGIBASuVeJ07VwbsiF3RvfytsaIfBGCTjXmHZviOe6P35t8HO/RBLebe8Dz8Nz+6EtUOwbggmpuHUGVi//PnH67qwfxhmSnDHlaAG4NFxKJZAKpAIwXve5AteHx8fn1cahxpldl/2zxVC/CXwNqCJ95fmX6SU/ySEWAP8MxDDKxX5L1LKby/sc1nXLeYwpJQlIcQwsHFh2T/hZR7+0WIG8EWvz8tikmkSRNHRyVNEcjVZ1mCzh2uU44w4Oe6wP42m2WhCRXN7cXM5UiNJUo0wuY1vpSXdyRwlTE5jYeHiMj61kZG5CLrmMDOh0agYMA96tIYoOeSaEUp6lNF6PyuCTZbQ5AO3BfgPq+Dvv+9ZeemaoDWlsroD0nG4pgO6opc+jnIdPv6I13r5/m+B7nji/thZ+Jv/tFCg5kJrwEtHaLowX4X79npODR1DoJRg1VLJwUGb+fgcLamTnHqoh/yjScyZAMfyCoRsrr5Xo6bBdyehU4P5EswrcCYOn296jScyOvxiJyQWrsz2LIxOQzgMxbJnlQYQDMNMBJ4Y896nVsBGEzoWGkcYOjSalz7m7+6BJ494HfceOQD3XAvvuhZOzEIs6LWevn31K3Wm+Pj4+Picj7s4d61XmjywWUppCSGywBkhxIPAN4A/llJ+UQixEnhaCLEOmLic66SUY4s4hlkhxABwCPidhWUqvIAN0yXwRa/PyyJLhtOMoCCIEiFAAAWFTq5hDBdTniCtWiiuBMoUFZPJ9jbGMk04EGfo6Uepvfn9OEEbE5c0KU5Xm+yYVVgRDDKcd2jMqV4YMwFWKYh7XKXeFSZwTQFHcRgHOgMlZhtZfmUj3LAUHh2BXbOwqwShONyzDDa1nXNNsG3Yux9as9DbA8cm4GwJTkc9z91223Nk2H/M2z6uw9ta4fF5uCoJfQH46GNQaUIqDCNF2DwAa9ZLvjjhEg/WODbazfTTnUhHgYzw8g0KCrunoK0Vmp1etoc2Byvn4Ts5GEhBWIWJJjwyD+9s9VIWtE44eBSeOgtbe+GmhUY+3zgIx2ahN+kdW74G5RZwxsBQvfSHrQtP0KoNeHCfl298yxrYfhw6U56gD+iw6yT82k3w7ATULLiiHdpf4Cbhh9i2F01uy/gNK3x8fHwWi0KEGFdc9s+VUv7deW/7gQqeIVEI+NLCNkeEEE8CdwM7LvO6f1jEYXwZ+H0p5a8LIWJCiK/gCd4Di/0efNHrs2hcHE5whDJFehkkziosbDpoRV14Jl+ngMYoK90WTNPEtksUAzFKMoHiuEhFUuppcHq6wP33Wdy+YZCejtM0cgcZr/STFiGWtCrsGVZAccFxoahAUeCYKoX9LcSuLCIVm5mmzT6lzn9cEF3dMXj/arizCfdPec0l+sMXHsPJU/Bvn4FMBv7sv0LYgDEBx6dBaYP8MJh56O8ExwFVhatS3gsgV/YEZk/ae9+VgkMTcO0GzxXipJWkVrCQFbzmGBIIAINg4pINKDRKIF1YbkO7Co0AhBZSGsIqFGzv98Mz8P1ReMuC48LZPJwpQZ8Ch6ehO3lOzKfCUErDm9dDWvUixK0Zb90/fRMe2QEtaRifg5LpNaRQFzq7vfMKiBpervFi+dZDsH0PLBuAX/75xe/n4+Pj87OMQ40ie16NoTNCiPO90D4mpfzY+RsIIYaA7wAtwL1AJ3BaygvMLE8BA0DuMq97SaSU//d5b98F/AVeNc+fLmZ/8EWvz4/BLNOMcgaBww7OcDPvIMyFIUGTKgKBUSxTVgw01SWvJXEchUijTiMcJGpVqKwMsXRyH8OPbOb2/GPEQjXmhU2tr4PMymX0qTBlNDFHDS9SWpQgBKYRoDIdwZoNg4S8GeQhy+XWmxXCC+I3qcE1AsaHYT4BHXHoWJhmRzusWQUDS7z3K7pgcwvsKsDSq2Btv9dhTcErVMu2XPgdhA0v/aFhQVD3HBZaotCuKgzVVO4rRKlqNoQV7/IWQBrvSouCnZR0JwUDNfi5GNywCh4z4UAFYiqUHXjzgqCeKkNI98QpeL9PlqF74UHO+TnWP6Q1C6vazr0/OQxPPut1ZMvPeCK3bdCblsAbu2Q9fxzbhiPDnuhf0etFjs+nXAPbgXLl0ueKj4+Pj8/zUQkTf3UivTkp5YtWyEkpTwBDQoiNwP3APwLORZvZQBDvT8TlXPeSCCH+AvgnKeWklHIU+KXF7Hc+vuj1WTQKCg3KlJlEIDjKD9jImxCcU186YSQuRqOJY4Qo15NQl+iYGK5FJRTBFCEaiQghs0LL9MM8aEe4orubFUqQpyenSPV0sKYrxolojakR3bskLAHLXZQ2l9y+blr6p1EDDpWizpfmLbYUHO5sM0g5Gv/jq/Cx78Ok5UVUMzHIAsvTcN2VcOfboTcrmcWiqjjcskYwcShAb1KQ6ARXSg6MuzzqWKy0VdZp+o+OLxyAd23yWgVLPBH8ziugbsPHn1Ap1gQ0Ne8+WsV7kNMHPAnGGpPeaIA2HbJtcNugJ3RvNaHbgDkbloVhzYJAb41C3fKC3QANG9qiXqFZVwJmK5Bd2LZueQK2N3nhv1muAG0x2LcXilOgVmHZWrjzCmiYXrHa4yfgrx6At62GmAHpKDx7EB58DsaKsHwZ3LoB9g7D2SK8fSW87c2wdjn0db8qp5qPj4/PTyUONQrsfU3nIKXcI4T4Ad5fqd6LVvcCu4Gxy7xuMWwBfl8I8U3gI1LKZxa534/wRa/PosnQSifdjFCkjT4a1JDIH4lem3ksniBBlVJYp/XwOAVFosUsCukUqu0QGa8wnBngTHEphfl+7q08wnygnWMmOBGNU+kU940azJsWDUMglrmIWRdSEn1LEyNuUj8Vx5UKKg51W8d0FP58p8mXVpSolsLsOBWk4UrknIACjFZh1IXdtuTzX3b5vWUWS26rosZNIh0qfR0SrreZ3Z2gpxbhRMPk1LY5nk2YpB2FX5dp7tbPRbTXdcOSDFQakIp4Ed93fh5GDrveJa3j1aUCuMAIoJgE25pck3KJijBnajBVh0+NwVwTusPwgUEInXdFrm6FG5fA0yPe++v7vWUA96yHf9sJw/mFiK0K714H0Yvya/s7va5yWsNLoYgqkAxDsQbxiORbhySHp+B0Q+Fbh2FbO0zW4akTMJb3/IaTJ+Hft8NVKzxP4Pt2Qt30Uil+2qjVYPdeyGZh+dBrPRsfH5+fNiTisheyCSHWAiuBL0sppRCiC7gK+DvgA0KIt0gpv7tQJHYbXrrAaUBexnUviZTydiFEP/Ah4CtCiCm8XODPSSlfoHT7Qi6r6H0Ry4wP4FXiNfEeZj8E/IGU0r6c8/N5cQQKa9iCikuNIktYh3Ker2yZRznNGYapEE2M0ROpY+QgO18hNl+k0hIlHK5wW+nbBA/WOXZoPbFZwZLKHshu42PxQYxcnuMtCuiCsHRo7ZtgyZtPMz3VQdmOU1eC6LEmriUwRBO5Tyfg1GkOTvHg93uwyxpEXK9fS8WGOcXLrVUV6HZAczFLLif3BHE6YsgRwZ60TSjrEg1bUGkSGrRpWW2SRKcmXR6SJe6+KI0jFvReP+ShJxzvAU1TeGe2hXcPfQoog5J2ceYdPnvYIBmDFgMenoRTFVibgDMVOFyATRmoufBYFUoO3DQINw96nxE8F3AmE4Hfvg5GCmA50JP0os5TZaiYkAp5zTTas/BffxXakzAxBv/xg9DWDV/bBQ9OuxwrQl4R5OdcdFUhm4UdBZiT4NreMRQ6PLs24cCtfeDY8Mzxn07R++Cj8PR2z/3id38TMi0vvY+Pj4/PYlEJkWDD5f7YYeDXgD8UQliAAfw3KeXTQoi7gX9cSB0A+MBCGgSXe91ikFKeBf5ECPFnwNuBPwP+BmhdzP6XO9J7KcuMw3g+a6ullGeEECHgcbxcjX+5zPPzeQkMgqznJiQuggsTPV0CDGMSpwjNcRpWBHvQYvDYOOFSE2lLrISkaSvY8SDq9bv5XvBuVu0bJzM3yamuTp5SlkJOhYRLKG6y4erdICWasJmsdWIoIYyrGliTGs2RIOloDllSqZxI09I/RUGmcXpUlKyD2GIiPxrAzEWh3YHNAqSKzAncioMUAlVxcRoK1UkNrc/EiNeZrOrYYyqi30VB0nFxQusl0KSXc4wDFIESnho9a0PSxW1oVJ8xaKxRWH6Vl5/75LwXhU4YC83kFm7+H6jAc3UvMnu2AL+f8ZpZPO8zVRg4T5Q9fBIePXUu1/eetbC+A3o64M9++9x2UsLb1sJ2w6H5fZVmHVwBZrfFo7qFrRm4bRqU8fKQG16Gyeg8KAMLzhMv/ZW8IQkFvci5rvs+xT4+Pq88DnXy7LusnymlLAG/8QLr9gPXvx7WLRYhhIoXQP0wngPFvy1238sqel/AMuPsws8McAYv0hvC83O7ACHErwK/CtDbe3FaiM/l5GLBCxBnGzFK2IRR1FMQdEiV8gQbNk5SICMSKxxk1s1SH9cJtzYIXTfPl9Nvpe9Eg6e+N+RFZA0QMQt7o0p+Lk26a5ZYuISFSlqbZ9bspJQN0Xw2hlv1TuFoNs+8aMUMhVBqNikxi9pvkfzbPLP/1sGs2QkaCE1Ci+u5K7gKBG1cW0UJSUwLanMGrqlSGg+xdLDEFlw+iANuA5QXzrW/d5vkY/dJqKleFVzNgRETcLyIb8GEHo2ze5t85BaFYKfOd6ahZsNwFba1QkiFigXzDsRVSCgwZoElLy16z2e0AI+cgt6E9xU2bPjqQRhMX5jyICV8/QnYdRR2HteoznuHRkAQSFVQEhrmhESRLm5MgRoQANWCyWNwsg2EAe+86sc8Yd4g3HKTZ2WXSkIy+ZKb+/j4+PxYqIRJXv5I708FQohe4FeAXwbm8Arx7pZS1hY7xmXP6b3YMkNKOSyEuAv4phCiBrQDfyilvP/ifRfsNz4GsHnzZnnxep/XFp0o13I3Z92TTMyfxNp+DKOjiaMKsARSh6KdQG9IamGD2EyOVa1HeCT1Dp6rd8BR4d2z9YC0dEoHUpTaYmR6ZmgoGllm6ddLbKimOLD7NNdnn6CSSzK6rYtjq9cgjinMTLThWDoNJ0jQcNHDFplfmqawI4HrGogmkJKomiIOEE8AACAASURBVIVj20hdRwlLlICNLAqYdVg5eIiWxDx/Uj3GNe6Ml8IhVAjdDsGrL3ns79uo8om5Cs43w95VNWZCZQ6wQWuBORPqGm5c8A+fMfnCX+nMWbAlBVkDHpmGs2chqMKtPXC/5Tk53Bw5Z2f2YpSaoIpzTg9BzYsel5sXit7ZvCd4u1tB7FMwTEnTBbskkLMawZVNZKeBPalhz4JbhEgTUkCgDoOtcP16WNXzk5wpr180DVZeooudj4+PzyuBQ435xdvK+lzISeDbwC9IKR99OQNcdtF7sWWGEOIe4PPAh6SU3xFCtAP3CSEmpZRfu9zz8/nJmKFKtX6ArprD8fEA2XAIwhVk0UZF0hrJURchkuYcatAh/WSBtuWjHB1cAo8LCANVIAAiAPZ+jeXLjxIWVdoSYZZ87QzFnZ9m1TGHJb1zHB9axom25WTKMzT6Q6i6zVylhUB3lVQoT0yp0kxZrFh2kDPN5ViVAIpro2ZdwpkaSsxCl4LajijVsyGG2o+RScxizwSZXFriW5E2BAZDlsPa6jcQIgGBlc877qVJhS4LRgct5KmFdmhOGRQbSnGoSdhehx6Fo/Ewf/5v8OtvhZ52+OvD0BkCXYHZJhzMwR/1exHe2EWP2GexGKHJGsIEzou2J4NeRzfb9VIP6pYXcI5fFJzWNEB4rYhjAiIhgVShmgd9NMa6uTBaWWHcEtgDMD0H7gwkSrB5BfzKHZ592aFhKNXgmud/FT4+Pj4+L4BKmBTrXutpvFEZklIOv9BKIcTdUsqvv9gAr5l7w3mWGduAcSnldxaWTwkhPgH8IuCL3jcQk8UJnrT2EVMLKG3LuOE3DfKxZUw88ClS23eRDIBzs4uWqFMouDQPqlR/oBLsqBCdHIOG9KzJFFBjFlGlxN1Lv8ndlW+wcvIII2M6p77o0F6okyhryGyWZiRC2K2gVWyqvfOEW+dZG51hWusj2iijR1yapPnQ0BdZy738q9XDWNXFkgqK4eXhOq5kdMikcjpMIFDHdA3irs28rtMuJSkJx3WVHqeFVPOJS4recQ3uWhnnU5MmNdP08nuNjCd2zYWHEmdtlIrKyl8Mka/AJx+Gd2/zIrIIT7SGFC8zIqhc2rjwYQocoUYIhVWc67zRlYDbh+DBk57YFQJ+fh1EjAv3T8fhzmvgu9u9qG1PCzQNmBfwc2+HX1qp8sXH4X/uAScK6RZYuRLenIC3Xw+29CogTk3BTNEXvT4+Pj4/DjZ1chx8rafxhuTFBO8C/wi8PkTvi1hmfATPd23lQku6AF6C8uHLNTefnxyzUuHAp/+d2TUKNVWldWOUeGAb6eBdzHVvwDl9PTVVg7TKmVmb3FHIzwRI2QVWfvtxjNYb2ZE4wezRIegCo6XJDekneGvX/ST0EnZEpyNSY6LTII4kNecS+/YkRes40/EOapEAhWwEu6QS3nuUpStnmIz105iQXNP+DLc0T2I/dYgPD7g8sqGDYCBAHwbTNuyyJYGBJtbts8zu6aMrtpubOk4wU25jz8wy2gJ1VnSfRYoIONPPO/YzFfjaGCzpgxvXGRwYE4zVgLQOe5teZVl3EJBc9bYQgZBgzYDnv7vzMDS64bMTXkrCgAG/uuSFv+fNRImg0InxvHU3DsDqtnPuDYkXSEG+dh1cuQqQ8MRz8LlvwA3L4NdXedZn/XG4bjlUk574XhcBacHHj4B2DK7vhTuvhJdIM/bx8fHxuQTyEjUxPq8IL/ln6XJGel/IMuMJIcRvAp9dWB4CngH++2Wcm89PSLNYxJgosaKzhyknzxblvTRKklOf/wQtPR2kAgHyyTDakzZuQ9KYcHBtl7BSofTAs/T8WR+/veVveHzmTRw5eSX6dRZD644ToUoTg+lEK8K2GFwxhbpUJfScg2JC354zzCUzHLp6HfVpF2XGxnHT3P7X/4vJAxbNouSKoSKhG1cyHZ2meWiUTduTlD54NzMxUDVYr8BGXeGOwRhzvSGuUZeyorqXfxi5Hhmqc7SSIj1pkWrZB+rzuzEULe9Ki+sw1A3H2nUypyW5MRdiCrQocKsC6zQOGgobg6AFwHDhdAlEGK5SvVo3TYfBCJgOGKpXeHaqCUUXUioMBUIsJcgMIxxhigAhulmGsRAXzkS814sxV4btx+DQKAyPecHo8WkYL8P9Rdi2Cv5oFfzrKRASJgtee+TehGdI8eBpiAVgS9eLf44rPfeJ7rh3LD4+Pj4/66iESLP2tZ7GTysvWet12UTvS1hmfBr49OWai88rT6S9nfYNG5jZvZ/VN95IT7iDo/d9gfL/Ye+9w+O6rnvtd58yvQCD3kEAJEGwd4miKEokJVLVtpotOY6s2LGjL44TK4nj6y83cb4k341vbm6unThRHNtxEsuJFNvqzZYoUSIlUeydRO8dM8D0cs6+fxzQ7ARYJIrWeZ9nHmAO9uxZZzAY/M7aa/9WTw8TnZ2Uzr8TI/4mKaFR2ZxDd6uMhPIYGstAMIHjySfJK/Nx98zDdDx0H4/330KHUUskF4SASUx4GPe76fMs4c6uzfirxlGGBe54jtp3O4mk8/CO+MhT0wwGy+iqmEOBtw9zWwsDnRJ9yxGCsx4nsPgRlKEwNS/soPz+T5DAQFcERThQvJMXibKOzlgJPjPBHEwGMShOC4SMgPveM8691gs+zXJh6EnB4gY42uMg4YCEYkIQmA0EIaqZbA0oKCZcNw7BcugzYV4+RFPw8jH4ahuYWXhgPqQL4c24ZQBhAOv8MDfQRht7ceImTIZxhlnADajT+HMeCMM/vWKVUhT4obochsdBK4Mk0JGEgRSsLYT/Nh/aw/CvYSicrKTQVSjxwts9U4vezgh8ezt8ch6snGKsjY2NzUeBHCmGOXilw/jIYndks7ksKKpK4333MfveexHCEo/FixYxduQIoXnzMG/fROCnnexMZhgJJogdiyBSoyRa0lT4oDirISZydBzOUjF3K8l/vYdn93+C9FedXLfuDcZHvOxqX4oSEjyV+ix/2/RVGnuOMFaQz97CBSQGHThCMXJek0ypExHSGPTWUjJ3FOfEOC6nZLSli7zgG/jqNzC0fz9z772XkKKfeTJCp6LwbuaE93FkwsSlRFkbagHvg6DXIzFJEiVrKOwM+zkcg4oA5DmyJPoMqmY46YkK0sM5CAnICev6M2tNbyQlex2CEgnFKhwdhnYzTVe/gZlU6T2iE48q/PwwXLcerq+B5kFoHYa3krC+eoSV1QGCeQ5ceIkyRpwJAoSm/D09t8Pyny0NWPddOqxfAR1DMNwHX5sJgclPBV2xHCGktDq47euAfB9UlzCtfkIVAfjUPGgsnMbgK0RPEnZGYHk+lE+r+7uNjY3NxaPhppB5VzqMX1U+VOUNNh8BjgtegFBjI9f+yZ8gRYwkf0vq3jupfPt/MnogTUNjit4nIZGECRVEBEpKBNnrFnLIXUtsKAgxwbEds3EtSdGys46IXoTLSNOaauDTq+v5/3Z9hYXmXho6DvCfS+8hFXKgebMs3foMxlgCLQdzXIKgRyNmSnQBMtqKmbsR1eEgA7QYWQ5IAxOYLVTmKBpuIdD0fB6ccwMDsQmCehqvcy0IFUNmaGMHb8Um+LeeMpqjxUTTIWZ4EsypGUSZoWCmPIiuUrzRUSZEPqBZu8vMyVtGougw2JjFLDEokZJWkuSbHnqNHMkKA2XMzUhS8OI7kItCNAd9e+HgPuhaVsLuWePcvvIAlQXgJoSKiolBinFcBFHOIksnEtA+BNVnEaHFQdjeDKubTj1eFQS/A7a3QDIJQxHIavDri6d+LzjUqbPB06GrK0d7e5b8fIV58xwoyuWpJs4Z8I3dEM5BRwV8uf6yTGtjY2NzTnIkGbK3LL1f/GiqAbbotXlfEUIgyRIlxV6lgwLdzew1CXwCEruBPEilBDII5qYqskU+Dq26jsYv7Kf3z+sZ211IdCiI1HXyCiP09FeRizto1+v44YrfZNOK56jI9bLmxV0kAwplWgslc8P09xWTX2agD4bwvudld1MdXn8/1Y1ZYqktFC67jX8xEvRLcCKJCNhmZqg2VR7W3BQIheEoPPZGgBW1cNt8MMxmxvh3dqcU/r3/HkZyOQr1bsbGPDRLQWPqIE4xkyPjBnqfH2f1pBtFEghgVbFngRTkcgbbXAquHKglGbxCosQlWSNDzFRJ9ktyKUEqYjWZcM+F5GEgCSPNhfSVDjAcleSFEhjouISPPnYyyBHKWUgZZ/YINkzrMlicRTNqCkQzZx53qPDQIugfhR0RcDlgY/3lEbPTobk5ww9+EEPTBKmUZPXqHHfeOUXR8jTpHYexEegGQuWXZUobGxub8yIB097IdlEIIYJY5geLpZQLJo/dBXRLKXdJKX9/qjls0WvzviPIZwiNqBYnO3cmK/JHiR7WGde8sCZI0vQwlnTQe+1S9oeaSPiDzPxkC59b/AO88Rjf2vUV+sOVhMfzyUkn6GBEVEYCJfQHKthduJDUbA8BI8zNcUFe53aqol1sb1jKkdWNLF2+B6O8jIOl1+BsPUit8LN73jH2ZH9G5SsDBBLjHNr0WdL+PDplBjUHX9G9CGEJxOMaMcdzKNLL4WQBMRIYGRU1ITAGNWQA2suKuNG7mdbEzfj9glLyCC/MkWtVsMxxrS8FmmBChewWyGRV9JsV0n4HZn+O7KgbI60AEpwmFClgQLIDWCrhCUlSehjpKMNcUs32VAER6SKkp6nWBQLJuVZ4gh4IeiGeAu9pS/kjUVhyjkxnqQ/+9x3QPgwhH+SfRXPGE/CT56GnH1avgDVn7+FxwWzfnsHvVygoUDFNybvvptm40YPDcenZ3tIA3FVmOeXdW3MZgr0AjnettrGx+Wih46aIuVc6jKuVv8JaNy096VgM+Atg03QmsEWvzfuOQDCBIKoWEA1otDITtVehb1GQxFCGpNNN3Q0qraXFhEPlpHJODKmyv34uS7t3cd/NP+KtHWt5q2c14xENUipKt4l6XZY39dUUqiMEiBFT8vm++gD3eNys1t7mvYoVXJ/ailphMtfbRre3lo5Z1eTio+w285gjduBNTJAKO+kY6Sfk8ZOnqrxlpnlQuinxK3x9k5UFtc4jDw8dpJVSJAZukaNvuByQiAwYORVFjVKb9qClnKQTKmMzciRnpUhFVJRBlc/NVBgYEvxHl7C6TxiS7DMaZkBBETmMcRXaVLSGFNKjYHidkBQwBOgSqkAryVFelyAdKqWtxU+6x8tjIZXHliyhQG/ARZDBGHh0y2XhOIoCGxfDj7ZAiQCv0xJfYzFLgK06TycyRYH6Eut7Ka3mFupJFRSvb4OjrVBaDC++BnXVUHkZsqder5XhBUinJQ6HcsrzXgpODT6z/PLMdSEc7YIn3rDeVw+sg5rSqR9jY2Pzq0GWFIMcvtJhXK3cDMwF2k46thn44XQnsEWvzftOjDESpHDjZFR42OpbQ5PjGJlfayIWcZLO8zBcOM6gr4yY9BOTAW4eeZWeQAWtFXXUptv5xKr/outQBUciLrItHsz5guaKWYSUIcrNfsbMfLxaHMVj8qL7NgIbJ8gJjX53CbPUVsKOIAVGhLjTQ8ShERBDZJQc6lpJyXAfK11v8Eq6gPmuYhKYjEmTEqGgnySwdPEJBK8x3+vnZyPlDGWcJDQXIigJuCOU5Y3Qs3MlBUdKaCwSLDRMVnUq9BYI0hOSWFxQ71Lpy8/h6IMMCsRMkAK1Oku2xwEOFaFm0DpMnIvjjEcc4JOgCPQElN0M66s0PGoxvYcEu3aVoCluytB4w6lyy6J8OiPwT7sg6ISvXGuJK8Ow7MlmlsCDa+Cl3dA1bC21VRfCHcuhMDD17zKZhO99D8JhePhhqJgsc0gkwOUE56R9cCZ7ed47a9e6aG3N0dWVQ1Hg/vu9qOrVmyKVEp54HXweq6b4v7bAo/dd6ahsbGw+KDRcFNM09UCbs6FIKZPi1GUyCWcxrj8Htui1ed/ppwWdciQRUsJLSnPR1lBD/mCU7opqhgsK6NQ0sjgQSLR4hpnKEAtinWTwIaUkp2sUN0RoyZrI6hRmRkXLzxEjQDgTIqhGMU2VhPDg0ccZ9M9AdyZ5R11OJBdAlSYRJY95uYOM6Xl4ZJJ8OYLTnWG0KMSK7Huk4x5anffhEm6CZykRECKILj7O9Y4MjcUjKHqGUYdAMbNUF05Q5m0gGmsgFZaQD04VKg2oHBK0t0tmboADUYnikiydDfuCBqm+HAwrZDucyFYNVJD9DlJSJyVcUAJEJHihNKcwo88k3ZDm8ISbrtdmYI5omA4YSyq86oRbFoGqWOs/2kllY+/tgcd/BjdcC3ffBnOrIBK3xgZPK1cYjUJfBEqDUHSaEB4ehu5uS7y1tJwQvddfAy2d0NUDTbOg+jw1v70DsP8YrLsW9LOYZ5xMXp7Kb/92gLExA69XIRB4f2vhjpk53s3lqBUqKzUNx/tQg6BMXoQYBjicU4+3sbH51SFHigGOXOkwrlYGhRBFnOrHewfQN90JbNFr874zzjBJVHpoJCc6EFIyWlFAukInih8VkxwKGgbz5W5muYfAcwMl4+8Rpoq4mUEVOp/T2jhiNjLu8SKdkHaqpCL57E8tIk8Po+lp5nkPUFvQhkqUGnMEt5pkQC0lZIyzILefaqOLUcciFHLoMkcm7SaOF13NUi9bOIhktXBQJhRrDd/IgX7qRWQlDj7ryOOf8iPUFcfRhaA4W0xBLJ/6ZSqiO0NXl0lxscA0YWhIUlMjWH+tYEc4zUhC4tcVVgYN9phZxtvdyAHF2vCWwar9dQjICKvDwywgK+lXJGO6Sfww9JsC1/wkYqcP17jGRBraJz9HKwPw6CpLdB8XvkUFUJAPFZNL6QcOwosvwmd+7VTROxqFv38V0lnL2uyRdVASPPHz8nJYtQrGxmDhSXvlSovh0S9YbhwBvyXszkVrF2zbBSsXQn7w3OOO43QKysre34+qFAYvmoN8Jxtj4GU36SMhfvceeKRuClV+gQgBD66H/3rD2hR47w2XdXobG5sPORpuO9N78fwP4J8BhxDibmAFVv+Hs/aAOBu26LV533HgJkyOQekgX0ocZHGQxYlKhezGsXmc4h0dGMUO6q4fIRibQFQv5Ii/gUBqhMb+JMVRF4R6qfM+w9f9dRz0NRBOFqE7Ukwk84ilA4T0IXwyhuKCPq0URebwZhPMFIcpkSPkZaOM5oIUKcOgQkuugZLMKEWM4pRpjnhXslJx8RuaBxGNwDP/AuOjsHI9LFt7yjnd6fYQyrl4ZjyHaQocpsYMp+CeGlC/4OCdd3Ls3m2iabBxo0ZJucpffMfkYFRlzhJJ4zrJfYqTDYMmEYHl6mBMTu7D6ksYAKRA68hgOiHncWAWCToOaIg6E71CQ9ez5MY0SpzgNSAWA68X8k7bqFZfC3/y6In7ExMwFrbKFU6mf9wSvDWF0DkCveFTRa+mwV13neP37LBuU7F6GSxuAr9v6rEfFP0keZcRMvEJIjvqkPEEL76t80jd+R8nrbLsU7LqU1FbCr9//6XFa2Njc3WSJcUAR690GFclUsqfCSE0rFTQ40Av8LtSSrum1+bDQxkNHDR2486No6oGQgEFE50svnCEgh0t5Fw6jdkOKt8YZKwoH9n/CmZTFYeDtSQY5oZd+3AYblbMepAHVt7PP+ZiRHKSkDpGXPWTVR04STPmKSAhPOSLCG41QTSbRy6mM2t7G7rfoDQ4gj/SiTlRi3pLiub8ejB0nDosdTSxUcsnKBQ4tNMSvEXl8M7PYd5KcLkBMMkyzDYq/X38vncuudwCnAIKjicF/YING3Q2bIBIFBQB3/4ulDgF/X44uEOwpkGhqknlX5d62XAkx8Qg0C3BhZXhLQLGJcgcuitDKu1GcadR4gqOShgPqmRME7PegV+F5G6YXQB/+dcwrwk+ec/5s63XrYJFC8F3mvAsDVpd1zqGrceX5U3/99wxaJVMzCg5s2TiOFLCyBi4P2SNIEpwMY8AHd4o6flxos15rFtx/tKG7iT8ezckDLipEG4s+oCCtbGxuaoxp+6hYHMOpJRPAk9e7ONt0WvzvlNIJYvTToaUQYaFj4CMYWICCs6JNB4zheZIUeoYpf+lNMf0NOH8PHwTBnnLEhgdBpFtWUKmib71aVZUfYqjVbNxed+hLVGF7sniycWpCbSBMNEwiOPBROAQaYZ8JbQVzeSmXe9QYBRDuh5lbJiyubezfEYzkjQ+VpOvrEYc90/0BSCbhbEh8PhBO7HMHeUY4xzGSQHjyttUOcpwcabief4t2LYHpAlD3bBsgUKhELTpknk563mWFAse8el8C5NEgYQ2w9q4JjRwm5CGpM+L4s/hmTWBDGsMdvqQWYHucyAdCvih6mNQ1g811XDgEIyMQvF5RJgQZwpegEI/PLIeesYswTtd0XuoC/51s2WWlueDL90OnrPUq762DV7dZm14+9z9J8otrjQeND6t1DJXK+C9uxLUCh83aOf/ePxJn9WxrswJPx+GOX4o/ZCJeRsbmw8XOi5KabzSYVyVTHryFkspvyuEKAVeAILAvVLKXdOZwxa9Nu87AoVG5XpKYz/kPW83BzOFCGcO6QCZp6LmDAp296OVxhnsBbHGh1mYR/zdMKnrZ+CsTZDMqBztDrEjvZ66H71H2X8rYq22jcpUMUndDV6JdKgIBUyhkBEOMjhxKGmKYsMMBwt5fdYN3HY0hU9xIfUJ3G93Eqh/9OxBNy2zujmMj8C8Fda6/iQmBgKBMrlhVP6yLuEEoxHYusdq2ZvJQkcbtHeCogiKfYKaashJa9o7r4HuZsHjEZDFQMiEaBYKNNA1UCQudxyxV8Mh0xg9OqkjOpkeQeF8wYa1YPig/0dABxSGrLra8xEOw/gEFBVa5RAnUxywbicjJezdC6OjsHQp5J0mho/1gs9ldXbrHIaRCag+i+jevhdKCmF4DFo6Pjyi9ziLVT+L1SlevElSJjjFZKtmrDIHGxsbm/ORIUUfx650GFcr/y/w8OT3fwxsB3qA/w1Ma4eELXptPhhcC8lTH2Utr1Ar9tM2MY5QTYqSEke8D+3ICKM5wAn+3jDjgQBp1YF/KE0wM07PnTPI/UKny/Dz2sFyZvx8D8oiH2V5AwwZJcQVF6YAU6qYioKCgQAMoZJyuvBFY0SzsNUl2JDIorjc5Dr6OOc2JUWBhWfvsBBgJjHaSTFIkCZcFJ8xRlWtsgbDhEwO5s2Hj19v1dC6SuHr3dC2D5Zm4JZquGGVYP8gtDZoxJOT2eastZnN6YtT7B9BeiRDQ2Wk89zgA9kpGVOhq14wKwaepbCoGG5fBq7zZBwPH4UfPWFlZV0u+PxD588KAxw4AD/+seW2sH8/fPnLpzZXmFkO7zbD5r0wNAr5Knz2Nig4baPaioVWptehQ0Pt+Z/zw86dJfDjXhjOwtI8KLOzvDY2NlOg46KM85ii25yPKinlfiGEF/gY0DBpYfbIdCewRa/NB4degWZ+gtDr/0DeRBexsQTO4hICD69nT8UbtH+rn6ISkK0xikc70G6sYtYL+zj2qQa6Kis4sqqRDlnHwAEf24fyEbvLmVXfTG35MUyjgJgjAEISw02AGComCiYZoWPkwEmMCRmmMxymrGo92sDFdTlQcVPFXb/0nDgbeX6443p4fqu1lP/gJqidbNbwB9vgp+0gshD3QG4cFlfBQxsFx7oEokrhiaOQDEsSaQOZ1UgOeEiMuknhQaaE5UpYAGazpGFEUJYPZhBWLIDAFH67Tz8PBSHwemBwCDZvgfvvPv9jxsctIV9aCkNDZzanmFsDH1sOjz0Dty6GWAJeegcevOXEmK5B6B4HbxmMSnilGT5daCWzr0aaAvBVD2RMyNftDms2NjZTkyVNL81XOoyrlYwQIoCV7X12UvDqnKsN6Vm4Sv/d2Fy9+IkccuMv9eD0x0mJMPmaQdMn/omWb/8Oxp52yrzQUBvH2NVBvNzHgK+IvY75qHoaLxMwq4y4QxAZL6Ovs5L5rnyumbGNnAiTFhpDlJDAhYaBKg08xOgqKMLt9lLb2cPmcZ2aWxQaQ34upfvsuQTvcVYugOXz+GU7Y4BwHL73LowXATqMd8JMH2yR8KmNJtKRpRSF/U/qRIsEoxMqI60uBrvKwBBW80UDy+EBUGqhuBg+vwjcTiiehiOCYVj+vGAltHNnVmecwcKFsG8fDAzAnXdy1q5o5SEoCVgtjlNpyOZO/CyWgB+8AA4NdrdD0gSHC4ajkEnA3iNQXw3zZk4dy4cJn/0JamNjcwFYmd5ZVzqMq5WfAv1YfkeLJo+tA/ZPdwL7I9vmA0UoCrmKz9J68CUmJjqZtXouzopv4naFaPr1PXQ/9WOa2w/hcEG9niImTQaS+SRTAnc8QyYHonmM/BDM2X+YnoYG4n1+Uk4dZ4WBLgUzRDsJXGRwoAkDf88Ipd1jFPYPUXNslGaHTizRwe41Jg55mDIx530739MdFN4bhLgB/j4QKqQU2DwAFS4It0vMSkm9y6DYr+FxCspCgl2jgnQ3yJgJfsCJlekdBwoFT70MzTvgbx7ml2LYNCGTgY4O+MUvrNrhm26CujpYswqef9k6pqrW/anw++GRR6za3nNlNCuKYF4dPPWmZS+8ZtGJn0UTkDWgrAAW1cGr+2FuhVUT+9jPLMuvd/bCb30Sqi9D+2IbGxubDyNZUvTScqXDuFp5FPgFcEhK2TF5rBj48+lOcEmiV1i94H4kpXzgUuax+Wgx8+O/RmTx9WhOJ4HKyl8er775Zob27iXrCfHqoUPsOzIGpSbOa9pILGlCFU4cvSP4lSAynSZe6ME1NkJQS1NxrJtIsBDTp2CmBMUMkxIuDFVlyVv7ycUEvTXlvP6765GoJLwuZvj6UeQ/sp6v4xFn1uVeCm8etGp6rzvNgzzfby3nZ8dBiYLZDckqcIxATUIhldBZloUjCCbSUBOAL94Mf9UHaUOBEdMSvD1ASEBW831BoQAAIABJREFUMDIEPY3wnafgG5+G/n74u7+DPXuszGwoZPnnPvUsLFhodQEzcjCrAW69BUpLpn9e51vCVxRIZqGuAoI+eGk71FdCeSEU5kF5AbT3WZu+fv8uuG0V9A9DLgtlZdDRB/HTfINN8/zWax9mzneBYGNj89FEIjC5uNK6jzpSSgN47rRj/3ohc1xqplcB7gds0WszbRRVJVRff8bx4iVLqNmwgYOPP46eHyIr8hk/2ornb7ZS92gxw54yPK0xSoqcuHcM42g/Sp4xzPLKncx9WNAxMJt+Vw1jwRB4BSoGWVMjXFrCQLCANxetxWGm8ZhJxnIhErvcZEpaqK/5e5rEnyIuo3diOnuihOBkmvLhtiZ44SBkj4HaAy4TRnrhrXbB7/yeSmIclpXBkTS09sDyGnjgJnhyOyQGFcyYVQ+sdYO7GGJjksOvSMaPCXa/LejrhJHDEM9KMgoU5SRuHRITgpmzBA31Vha4uQVedcAD918ecWaa0N4PdeXWfPEUjIxbojeZAVOF0SQ01cD6ZdZjSguhaSZs3g5z6mH/KDzbDIuqwIjDtgOWBdqD66E0dOkxflBsjcDLYxBQ4YFSKD9Hu+FkGrqHwKlbTh+2SLax+dXGgZMKGq50GFclQoh2Tm1B/EuklFO0ErI4r+gVQrwC3C6lzJx07BiwQEqZuoBYbWymRNE05j78MBOjo4x+97uI0lK82SSRPX3k/9qPUWsqKCjUWO4bpkeEGHDpzJw/RmI4g9am0FgURlcNFk/sI5wJ0O2rpq21jtdrVpMqcBEzfKhxNxlcZD06fTOq8MZTvD6ylVDR65SJG88Zm8QkRgwPXtRpXKWvX3T2414NHrsRXmiAnfWgtMGq+fDTFyDgA/8AHBqCVgNaR2BuEbT1wUgE/KVQWgdj71md1xxjkPVIMt05TGBAQCKuMRgXZAF0y+e3bwwUEzxCMjihkA4LesbBK2HgHbjuWqi9lOLmSRQF5lTDoU6rvlgRJ4Tqq3tgKAJLZkP7AOzvgGWzYGwCWoeguAz2DMHBHCyogZ/sADkOi2shHIWfbIH/52OXHuMHwUAanh+BCifEDPjxADx6ltd356jkGz+AoV4o9woe2gh3rj77nMMRaO61Xtd5tVfv5j8bm486GdJ003qlw7ha+dOTvhdAI/B54G+nO8FUH53rJsdkTjrWAFylC442H3YUTcNbUYGjqIjgnDko8+eTePl59PFeyugifQz0GTC/QRJL+MhOGORSJt3PG1SFYqwseBV1doj3Fi5BzeYIlo3hFXHSik4i6WVYKwEHZDwO3HqckfwidqWWMuOlRzGWf4vKwrOrjk7aaOEwZVQxl3Mo2mmSp8MDddbtOGuXwJ5D8OMXobQYClRYHoCAAS0ROHgMlCyMF4OnFjKHoDIII72SXFJSXqoQNUwiE5JcWkCead3cAvolZljBkLC5TZIaEaQygAu0LPT8MXz7T6HxpHi6Bqyv1VP46KZSsOegVR+8aC7csxa2HoBIDJbNhuJ8a1w0cUII65qV+QXoHoRUBsqL4BedEBuxsuRJFdLATGltjBtNwNEMlKiQ9yFfGUyZVsZWV8ALjOTOHLM1Jflvb8GePtD80NMjMV8QXL/QKoE5maEw/MOzlvVdzoC5tfDpdVdv2YeNzUcZHSeVdqb3ojhbu2EhxMvAb093jqlEr73YZvOBM/fee/EWFdHzzjvEh4bw181i4nCYiuoEWh20tkDdUIL03GrCYozZTTmKw0mKCySxCYNhfx5qNkcBY5QmB6l1d+KYyHBIm82T4l7GtALUeBYhBDlNo99dxtHqBehPfZ3Q557Aw5lFrvKXKyrT70AgJ4dOZ8l6z2F49JvQNwAVBfCx2+Czd8H2g9B9FDwGZCRk26G6FjathRk+ePNNwXtvCcZGTCSQVyaI52NdmsaEpRwbFRiSJNsEye7JiSRQJshVKmxJw//4Pvz3L0BdFew+Ck+8asV13zpYfB5LyZ++APsOWdMNj8Kmm2Dd0jPHrZkP338FuofB74J5k5nPonzrQ2Z/N5gGFATglQOgaFBVBU8PWVt0fWvgh+PgVeB38sH/IRZ8lU6oc0Nb0npd7iw4c8xrScuqTsuAR4NsCAYjJ94zJ7OvzfJ7rpl8Wx7thnDMeq1sbGyuLjJk6KL9SofxK4OUcrMQ4sfTHT+V6D3Xf/iHhRAZ7IyvzfuA7nYzc9MmGm65hVwqhVBV3vrmNzn6L/+LmtoYvhCknTpa7xhjS6spyjWTHMjQH8kRHpUY6iC5T1eDIilUhtG0LIahEkpFmFDz6MlVkkPHFUxRrPSjK1n2BZZS7d9Nj/EUM9XPIU4rYaihngKK8DINT7BJXnzRcj24/vrzj5uIw9e+D2NucNXCwAhUhqCyCEZLrJrY4gJoGbAypb/7IKxeBL29EI8I5s7U2LdXks0Krr1Z8O0dEJVAAsveLC2hVECXhDCWtUKxgAhgmmRqFJ5pg9z/gsZakze2JRkaSlM700HHHC+LZ59btXf3QVmJZVHWO3Duc6wtgd/7mCXWSvKt7C1Yjg+/cQe8tAvGVdjbCfEJyHdDogvKlsGMGjiswgxhsMdM0mboLFTOUST7IUBT4NdLoTcNLhVKHGeO8QiY2QQt+2B8DLQ4rFsJobMIWZfjhK3c8a/6hzzbbWNjc24MWzpdNoQQC7EszKbFxWZ6fwswp/skNjYXg1AUdI8HgDVf+xp5NTV0bXmD8P7txKMOfBMqmXe7yK11oRXC0W0xvAUmyf1Jxl8dIPvpBUyIANXxbmRa4VBwDoMTZRhRB5onixYwCItC3Kkkg6kytsz8JHXpwyQ9/XioPCUWBYUAeWcL85wsWGC5JkzFwW5Ll3o0wISYz/LSBfC4rQ1idRVQWwrdAzBjsuTA6wUEVFcL6uoEXd1w0xrYrsG2QwqJcQlJaV2aqliKyZw0DdaxzHLjAsbArIWt26H1cIqduwyEyNHbnuHjawTWIv3Z2XAD/OwFUFS4+9rzn2e+/8yle7DObZMD3uqF4TA4VUhkIWVA7CiMdEH9HNhSIamZk8CnTf/C40qhKVDjPvfP7/ZCdAZseAiG2+CBIHxmzdnHLpkJe9ugc9C6f8syCJz7V2JjY/MhxoGTaqa158rmNIQQb3NqMtYLzMFqSTwtLnY7xHIpZUIIoWEtoNrYXHZMwiR5AYMRdG0OCz/zKRY88AAjR4/S/MILDL77U2TbOP0vpsnLUxGpHEpCITojn1hnlnCuhMOeufSOV7E4tJP9qXkksy5kVpAY8OEqSJEzVbLCSWw4yIxgJ/2qmzqilyX+ysqpx8BkS94a6GyFQ7sgOQF/2Q3XLIa5TXD9Mnh7t/WXfvNqqJgUvXl5cM/H4alnIJeD9etg3TWQ9EGwCuSoSmuzZDgFRT7J3hezgMOayMQSwwYgIE9AUQF0tRpoZpagM4tMSzrbMoTDbgIBgaqeeQ28ZD401lv1pedrfTwVLx2EhbVgxOC9IxDOgiGh3GPVxq50wUCLxh8tKcQvLjxLMjgEHg/4PwR6OZqEg0cEC4XkoVlQPhcc56mB8bjgN2+zNgI6dSgMnnOojY3Nh5wMGTrpuNJhXK28dNr9ceBtKeW7051gOuUNp5c4yHN8b2Nz2ZCYxHkCyQQKeWR4F4EDl7aW4rlzKZ47l1j7Knp+8Rg7H3+XY68dI5sFU5EIl4F6h5ek6cFMZNnmXkVe/hgD+8rYuO8VZva1ks3X2FJ8Le01dRSYI6QLnSwq209UryfDB7t0PqfSErbHWiEdhUCelfH847+Gn/0AbrsR1q60hKX7NGG5aAHMn2vVgmqTf823zQVvEF7vh8ZFgvQQmLsFzIS9h9Kgu2AQy+fXZW0wKxyHL3waIr0mf/7nSZIJSUmJoK0d/vCP4lRUqvzBV9x4vWeKs8lk/AUzFrUaVuR7IZoCtw5rFkOBDzqHrHKHubNguBf6RmFxHfh1hVwOdh6CwRGorYD5s85fN33oKPz7k+DzwZc/P5khv4I8sxMO9YFpCkQWapdP/Rhdg4rC9z82Gxub9xcHDqqZcaXDuCqRUn7j+PdCiAIp5eiFzjGd8oZRYZtH2nzASBKYjKBNlhkohMjRiYGkgyz95CicsZS6TV9mbMdXad/aipE1ABNtb5iSB8so/LdfMNLupqk0x+BDDdzYvxl3MsOhWU04ZZq7tzzLnlsbCVTGcCdH8MkonqhA+Bx8kN7hugq3LoU334IOJ7iAuAR5Ugze8wjLk1sCmya8eAi2tVlL7J9YCLPnwbeOwOrr3XR2RYkmEhgZDRIqjcsc3LMRbrsBrlkEUgaY06hx4ECW8QnBjgMqiqaw/5iBOy/LV780jXqNKTAMePo92NFieRkHPFBSAD/fB3oOCvNhXhPcOAeW1IIwLIeHikn7s2dfh3f3Wq/J1t3wsZvg2sXnfr5oDNIZUBKQyZ6vWOODYSIJ3sk63Zi9TmZj85EiTYZ2Oq90GFclQggF+AbwJcAvhIgB3wL+u5Rn2wZ8JlOJ3nMZlybPcdzG5qJIM04vWzFIU8oKfJQiCGASRhDEJIzGTJ4mylEyOBBkpcSX3c/i31rCcq/C3u9tITmRxujPkn0ngyMcpbwxSLoji//JZpYND9CTX8nSyE7GAwEKlRGueWeYgQ2l8JPDlEX7KFmcwVnm4uiCVcSTA1RGvDjN2fhLa1DOsrx/qaSy8C/boHsMAjOgdAmMHoXiGfCnj174fC3DsKUZZhRAKgfP7oW5t8DnHoJnX1CJJwLs3pPD64U/eFRj9XUKAvBNKkEhBLfe6uXWW+FvvpUikcxSUw1mBprbBdHYpZcI7GiF7ceszW2KgJEJeGMrjCcgDhztgw0LYX0jaKddfGSzsOOAleFVFPB7YNue84vepQutEpK8IORfWFn2+8KdS+GJd6xzu3n+qT9r64LnNlvifO1KWDb/7HPY2NhcnThwUmNnei+WPwQ2YjVE6wRmAH8CxIC/ms4E5xW9Uso3pjGHnQa2uWR62UqaCCouunmdRu7Dy30k+BkGfeg0McgqjpKgmBThnJsjGZVoYTG6NsaKLzTy8PXr2fqdfybSP4R89gi61PEf6Ccdg6IWJyUihrspSqSygIDbT340DM48wu9kUDHwRxMYff0ckS/yVI2Hop4hSCo0v5PiN+rbWLLxxsveMutQH3QMQ10xVOVb7XvvnG153PouIiWZyFjZU0UBjwOGo5DOQXEx/MZDcP89CuDA57Oywk+9CjsPgtMBv34X1FScmGvNGgfP/dxgdMigsEijtEJD1y/9nDuGIOi1BC9AYQB+3gW3rQCX03KCIHWm4AUrq+3Qrcyt22WNzZ+ixlXTYPGCS4/7clERgt+79czjkQn44c/A57HKGf7rJSjIgxlVH3yMNjY27w8Z0nam9+L5IrBKStk3ef+gEGIPsJVLFb1CiHPsJT51GLD2+Fgp5ZbpPKmNzemYZFBxouIgSxSJiUoJfr6IRCIQjJAgSgemOUab4SBDE9IRYkeoiDJfmLyKm1nYv5ukPEA2lqH57QlauzJUOXOEeuJEHDmC4UG0wjGKq1ykgm7MMCibh9DcGt2ml/ryMcajHu544vuMVhXSOXMegWWDFB7bBr3lUNl4Wc87Z5xoMqAoluibVXdxghegtsBaOu8cs8oImsogcFIdsO+kLG3voJU1rS6D8Rg8/wY8clJD8XmNcMt6lSNtDqpqVe6/XTA0aLUvLiiABfMvrkFC0Gu132XSySGdtc43FrdKHUbjVib3bCgK3HsL/PgF675Dh9vXXngMU7FjP7y7ByrLYOP14PwAyrxHw5Yfb3DyddFUGBy1Ra+Nza8SEoG0LcsuFu9JghcAKWWPEGLaO0vOl+l9fppzSCzxKwHbLt3moihlBd1sJkucUpahnrSZTEwuJuQBaRJ4pJ+0SNKnRxmlEOFoZ4+u8FTbMa6rqcGl57Mw+R43lIZZEQ0iK+sJtyRIv96HUeLE49eRup9MIo+i/ih5eX5yhw5TWJwlE88jv3UCLZ2mpiuGM5aCJSmyR1vg7b+BmWth9iZw51+W855dCgE3tA9bf0CzS6DkPH9FiRxoAhznqDnO88AXr4fDA+DSYUHFuZPTimJtgJPSEsiaZonwZ96F3S2SVx6foHt/hpJiwUOf8BNwufjHf7LGJZMwPAwb1l/4Oa+aDfs6rYyvrlqZ6C9/Cg4ehK4+KCmEO8/dEZqmBnj0IZiIQSh46gXCaMx6DVQFcqZV13yh9PTDT1+xsqzv7LY2+t08hdfy5SA/aH2QxhJWpjdnWM07bGxsfnVw4qCWy9D3/aNJRAgxS0p57PgBIUQjlovDtDin6JVSnsVRE4QQRcACKeWrFxKpjc358FHObO6fzPCeulkqbFi3Kt1NoyjgoBhGkRME5H4cikYKhb3RWYwn/CwXEfq1WnwlaYozYxSPmmh9WXwNhYisGzkYQ+pBxh2L0YwMZYVJfAsXIiqqie34CanBKANzK/BNQFaYVO7toXtRKU73IISuh9Fm2DkA1/w2aJe+qSvogUfWQuuw1aq3dwjeOgSNpfCfL0MiBXevt7J939oMr++w3BJ+cxPcdJZOllLCkRi0SFiTD47zXNZWlMBNK+GNHRDwWULzcDe8ewzMcYP9h0w0QyHaInn5lSTr1rnQNKgot9oP79p1YaL3medgxy644zZ45BY40GW1I55RArXFsG4xtPXBy+/B02/Dx1db5R5nIy9g3Q60wnNbLXG4biV87x34+CJQXPBEC9w/ExYWTT9GgPjkjgW/1yqfGJv2x+mlEcqDT98FT78KyRTctQ7q7f+NNja/UqTJ0Er3lQ7jauWbwItCiL8BuoEa4HeBv5zuBBfj01sG/DVwnq0jNjYXjnKWt+NIDv5+DFIS5joFn82bR7OxmbfNHnZpJuVKO0nh5T1tOUPOAgxT4qOXNGkchg9nxTwYHSakzUfOMcg2+jA6D6LNW4Ve3kD4Rz9CKAqULoDA2wRy/fSagrTTgcNME9c96EoWiDIhRgn4GiHSAWOtUDzn1GBl1ropF+bhFXDD4mr4hxdgIAx72qwGE8mYVd/5+AswrsDjT0J63LLXPbQNnv17qAmdOldvAp7rgYAG/9YCX190/mznhuvgxpVWrawQ0DcxWQ/sU3A4BbkkaLpg1kyFokJL7KZSMDICM2dO/xyTSXh7u7WR7I03YflSuOa09sZCwIvbYTxuWZS9vhfuuu7cc+Zy8ORrVsOLtj4oa4WPLYTyAmiJQMaA2LT79JygpsK6IOjsszLRq5Zc+BwXy+w6+EPbt97G5lcWBw5m2Jnei0JK+V0hhA78Npbg7QK+KaX83nTnOK/oFUL4gW8Da4CfA18GhoDyiw3axuZCGDYswVupw7EMaAgazT5K5RgB5ShjUiUnxrnZ+zLPV21kh7aI32r9Z0riIzgDE6TJw1GgImpnIPa+jSO9H+oLcF/bQMbVgJhdT/pwMwiBe8l9KMrTVE0MEda9mBMqyVqVccPP90ruwRPLkfFU8JXMYdyJkVMDNVMw8Q8gx8H/edDOUZR6HtwOa6lfCGtJfSJs1b52DsPRXst6K6uAdED8CGx5B37ttA1RmrCWyOM5ycSI5I3XYf48QXHxuTfgHff3ffvtKG+8FSViBMgr87DpEz72vZWjsEjgKXTQ1AQ3b4CdO2H2bLjjduidrK6qOO0TIZ6AF1+z6nQ33gilxXDtCivTe/tZNnEdx6lbjhaGOSmCd8KhLsjzwqallqA9jhBWGUAybZVnuB1glsD/icJKP/zRMghdRMMMlxM+f59VTxv0QeCsa142NjY2F06arJ3pvQSklN8BvnOxj58q0/sXQBWW2P1NrFZvfwYX2I/VxuYiqdWhWoeeHNx6fKlbnY/H3EKZmWEUP7mMjyJ9mJAjQsAXoa+uBCnAG4sQdxyjtWg2Qe371C8uwhuvY7A4Q9j4nxw0riH+wByua22k1szHWVGK3OnHt/VvKUn3MjCvkP9ccjc7leVoFRkqzD72Z3RSAw38cd/LOMrmgnMy1SoTYA6DTIEZBi5c9N69Cna1QkEAqgvgxbespXZDhdGkldkUbkvsGdJq7HA6pR74TAM8vVUyuFnyqgO2bZV8+csKgcC5he/AQIZnnglTUqLjHx5l0xpI1Ph4s0inqgx2HYSFTbDuJuuWSsFf/P/w2ptgmpIVS0y+9AjU1SkoiuAXb8Ku/VYb5R/9FB79Itx5u3U7H/fcAK/ttgRsJAX7m6E0HwYj8N1X4Eu3Q2hShKoqfGYT/OI9mFsHq+bDS2lISOg2LFeIi8XhgKqyi3+8jY2Nzbkw7Y1sF4UQQgU+CSzntD1kUsqHpzPHVKL3TmC9lLJFCPEusFlK+XUhhCKE+DMgd9qT/tm0o7exmQZuBb6Yb73R9EnNJrSFKHwaf/ZfiJsFKFoOMgYjz5cwECmncNUwuyoX0CiqaaAZvzLMAccc+gIJGnI7Scs64nhIy+104+WxuhJukE2s2fIkBcODyNnribe+TKs2i52soCA9xBLfbrJBjWIGyTjz2R8JsXRkB1TcbAWlhsD362BGQb84hwe/B244yZf1/o3W18d/DuNJCFXCSCdIA/Kq4bbVpz7eNCEWM/jhXyV47DEdw1Cor1dYvhwGBqw2wY6TypBjMcnOnQaBABQUmAA4nZZo1ZAYpuUgcNyhwThJZD/3HLy2BQRpDu6Ns2Ob5IVnBfffr/O1r/nI5QSaZrkeZDLTfw3y/XD3Gsun9hv/ATXFlrWZ22FlvLuGT4hegOpSePiOE/fXa1ChQe2ll1vb2NjYXHacOKjHtmS5SP4O+ATwBpat+wUzlegtBPoBpJRDQojjyjoF3ACc/O/Mbkls874gBJxuD6tra+gZcOL0vki+6KOjv5rZTYeQdTDiKMJtJjCEyiHRRJEcYo44SjcVxNVx3OZ7pDI1bOVOjuSqyVfSZFK7CPQfpra4jHJVoau6gdL2QXxNUaqUXpzuNC1aA2rGpMwXoT2tslQ5TVk5TitSvUzcsgK6h+COtbCzB1xe+D+fh5KTdvYnk/DYv8Nrr6bY8aYkm4VczqS5WZLJqOTnW2UMGzbADTdYj/mP/8jS2mpiGPDJT6qsWeNn27YYjY1uFi/2ksrAsXbo7IWmmTCz1nqclPCL16Gl32BoIA0ZE7JRWlpMvv1tjUgkzZ9+o4CxiNXM4p6PWY+5EItjRbHErmmCop54XmWKObwKLHNP/3lsbGxsPkhSZGim90qHcbVyF7BQSjlwsRNMJXqbgeuBl4QQq4COyeMG8EkpZf/FPrGNzaWSl1vJweY6nI2vgL8NT0GCjMOBRJBU3ETII59RnCKDwAQJaeHAxwQ/ERt4K72SQaMETRpUmYOsU0bZn84QcA/h8QTYW1vCmCyguUSiuLPInEDP5lBlDrfbgVG05LJ2Kx4ahx1tEPLCsvoTzRkKgvClu6Fn2LLiqi6xallPJpGE/kGTrl6JlAK/H6Q0SaUUUilBKCTw+eCVV2DePMtnd2TEpLBQMDIiiUYFmzbls3FjHsfbjrvd8DsPWU4CXo8lWveG4ftHYHMawjrg063Wb1kTcjkmJiRPPx1n0yYXn3/Qx96j8Pc/ge4BWDQbHrwVRlIwlIC0D/JCUOcAfxJ6+qC8FEL51rlfPw9e3f1/2XvvMMuqMt//s3Y4+VTO1RW6OudI04Em0yRBEAEFUQwkZxh9dJyRq6OjzvXO/BwmXEdHBXW4IigiAiIgDUhqmgY651TdXdVdOZ58zg7r98eqpgMdqqtDddif5zlPndphnbV3d+3z3e9+3++rvHszFhRHYfRZXk3QvBvWrYcR1TBl8nDPxsPD40QTwMcoRgz3NM5U3OMRvHB00fsg8BshxMuoYra7Bpbv9eb18Bg2xpdB0aZCpsdbWF2SIqOZqJiwBri0UkER3bho7JK1FItepCvYao9hiX0BPmlRJHtp7y2nKVnFj0bfwhe3PAXJFHW+PF65aA693cVkYwYTtY2UOL2EhcTvC+IvHc0S43WKKGcCM9ExcMkhcdA59lBjJgc/f039zFhKR148cd/6UADGHuGJWHER3PcZgRPP8GyHQW+PgWVpRKNQXa3SDPZGWvd2KL/hBpM//MFi5EiNmTOVwhYHhWN1/UAf3GU94OTAKgLXQIndZAqkhrqcOCST8M47GeYuCPPIc4J126G9H97eAL9ZBXNmwxYBfVnIr4BACHzLYWwGisPwpbuhV8DbgK8exphQGFZuDyG/ale8skm5UsysU8vOBnp74eH/URfW196Az34axh/nw4O/7IDWBNzmtTP28DgtyGCxlZajb+hxKJ4WQnxBSvnwUAc4WhviR4UQ7cAC4L+klK8N9YM8PE40RSG4YZLB4i234o/8DD2aJOBkcYWOdAVJArxvzGaiu5aJ2c3k6QlM16JR1GNJHwE3hdVlkm2N4Be9tPhr+eEFN9PmX8n4wiqmB8cTy1vDmt5C1vbPZYyxC4TGyIKRhEw/IaJ000Y7zQSJ080yJJIIDZRz8SEt2A5HKgeJjCpg605AS++xn4/6GsFXv5yPIXpZvNhBNwyuvcbP1VdrPPecyslduBBKStT248frPPDAoWPVjgPJpOrgtn/XtQtLYWe3pNov6c8T9HQNHKN0UffCOrqus3SpzUVrHPoTBjlbFd4FotAWhx0udEjIOhDbBYVFsMuC7gIItUBwG4wqUXZjZj4smgwFA5kkWQsefgt6k+BKWNcKdy8cWme4043+GNgW1NVCUzN0dR//mGVD7Ozn4eFxcvBjMtqL9A4aIcT+HrwW8B9CiI8C69gvrVZK+b8GM95Rv5WllItRdmX7808cQwcMD4+TxewaqC2sZXXLd3g79h7V7Y8ztms5XXkFrB43DV++zZSeZsqMHrSAhUmO8lwMpCTrBEg6ETRhUx7sJN4fpTevhLWlY3FkHVm2U+WvoaEMWpw4Jdb5jDenkjZW4toO6/oEfVJjl9OBYzdTH61gVJ5LQmwjQCkJFDsLAAAgAElEQVSFTBv0cRSEYGI1rN+tHu3PPUTjicFQWWnyz/9cxne+4wICv19FbqdMUR3UNm6EF16AKVMk6bSNYQjq6nS0/ZJlk0n4n8egtR2qK+HO21SqA8DYiGT6zhwd7Q6deRqM1ehxo9BuAQ6RiEY2C/G4yUM/zlA5K0Qyo5HJgm2ANGF1jyThSnK6i7AhnQ+ZCp3lGUFFHSTyYFkWFpRDTWif4AXVorgvpW4OAJp6IJFVXsdnOlWVUDMCdjWrdJLxY49/zEllMOn4h/Hw8DhBZLHYgpcZegzMO+j394AIMHe/ZYOuKRtKcwqklA8OZT8Pj5NBWQSuGKtzBXMhUo7b8190iFYmFTQQ0BzwvYQQFRi2g+G4TDZrON/axOv908mlfPjJkk35MY0c1YWtGL4Ym91m8kkSJsAYbQxJUqzX4F1SJNwIVelGtHQeW3IlvN1Rhe6W4c9Ibhu7nNtH+MiKYwvTaRp8Yr5KAwj5lC/t8eD3Hxj6dF14/HElaLNZlx/8IEfWSmP4ND5xs8E9d4c+EL7rN0FzCzTUQeMu2LwNpg88Ht+yxWXFCpvzZmqcNxPWbbMIzDfpbS2joyPHqlUO+fkaI0b42N0sue5jDqKsk/a8jTiGZOm68TTvLoFKC5Ia6BrtKQ2Q4Bfs1uE3WyAUgWQUqhLwXCtMK4QrKyA/qFowd8VVm+GCoDpfZwM+H3z+TnVzUlCgOu95eHicXUgErpcdOmiklEdoSn8gQohyKWX7kbYZkuj18DhtKRyJtuhBLJ4mQB8ZdoJ/JEUpSc7UMJwIJanruOovu3mzIYKzx4dhWeilNqNnbCaalyIhBHvTRONkyEqbrdIiQoA+kSPiVPCWEyKSqeK9jEOwIY4ubUjZvGXlMc59i2v0Wcc8dV2DqsKjbzcUWlshHofaWti40WHHLpDBEMJw+flvJRdd5DBxgrocBINKJKfTKmvBv5+oTKclui4+yP0tyxNMmaIzcaLBypU+KisdslmXeNxl7kUmTyZtonPW0d3sJ4ZFw0dW0fLqApyUCe0aZIEWoBjIc5EObOyC0gaN1jhcXAwLCuH9HujPwZ0N8LkL4NVNqlva5RP2FfydDZgmVJ3lxXoeHucyAUzGev29ThYrOUrzNE/0epyVlHMxnbxJhu2EAhcjRBbN3YP0TcCILKKoYBmXIFh/Xidddo5IcT+90UJiMp9ip58C3aKIMHF62cR75KijXjZgZxqZ1vo0pblylsjPY4QsZA6k0Mm3ehAF0IOPblooOYb0hpNNOKyErGVBNrvXP0wSDkhSSZs/PGPT2WEye7afieM0LlkIGzfDZRfBuP3aDVdXa2ga9PW5GIagtw+ihTrVI3QsS7BqFdTX62QtwVt9sKM/S8VqSUe3SeCCHEbQxijI4WR8sEtTgrdHgxgwQsJsAVnVmKJ2DjRm4QIB1QHlHNGShOpCuOPgB16HwHHgjfeU5dq0CTBj4tH38fDw8DiZZLDYxHEZEHgcnqOG0D3R63FW4qOAaq6jkCl0ij+RDYSBcUS5Hggzd9Gl/GVjmviyNrSAJDM+RHGgi7AvQ1A4ZFJBOtoNrFgFMlEKhdBaEeCSzjfJyABz3AybrJ2YoUpyrh+/Eycr/ZgBF8MtRIptOFoGnSH0wT0JVFbCtdeqfF7D0Jk0KUN7UifRb5ONZ+ho03jyyRwrV+a4554oV1+ucfXlal/XhVXroS8GE0ZrfPazfl56yaIvJsn5fSx+2+DHv4TaCoFP12hsdFm5w6UlT2N7S4jUmGqqZzVjaDl2d9coNbrCge06dAMpBwoFxAWscaBWx+qF3hRURVSEd/luaMnAD+Nw3wyozT/6MS9fBy++AUUF8MTzUFwAtV6AxcPDYxgJYDIOr93jSeKoub2e6PU4qwlRTyW3YtOPSTHmQAftsAHWZhMsG9PvUOnfg9YvocClPx5m56qxtPQGKbOTlAdc7B0+mgiyq24Ul+Uvo8bIMK6gg8dDY3ne6cGkg+JgN5do7/Ox7AZ8wkYErgZ9iBVpJ4EFC+C88wB0Ojr8PPeixdN/yOGvhl8/msFxoKwsw/z5fubM2SfWX1sKL76m0hxefwfu/6zOvffqvLMCnnoBmnfC229Ba40gGtX46pcEXcugQgg2rhNse2ssrYurEPMdcucbyOYMvBiHRASEsa/7hJDQIlWzCynJna+zuwe2OtCWhbFRKDLhqU3w5fOPfrzdvRD0Q2GeckaIJU7CSfXw8PA4BtLYbKRjuKdxzuKJXo+zHh8l+FA+XVLChjj8uRX+uEenL1hMkZXB73NJpfxYKR+OMOhNRNiwuQYTmxGBNPWlJqHSHI9vvwzflCg3VMG4woX8ox7gXkrZjoudXcxYex3oeYTcErTcaxA8taK3OwbdcagsVG2NP3QuBvJzR4wwuOuzOpvWpXjiiRymqezJWlokf/xj5gDRu34LVJYpR4GmFmjrUNHTSBjeeRc2rHBIpFyEFIys03jwFxplM2BjMxhJsHKC5M4obAMeS0O6FdAB5TABedCrQaWAkA5pCZ0uxaZOni1ZuiSHr80mOFpnNT5soRGbDHlHKfabNgFeew8274CqMhjpuQR5eHgMMwEMxlEx3NM4Z/FEr8c5xeIu+GOHZLVt0eEXZHIhHF0Q2DGC0po95Gw/fcl80ukQ6AIrY7IjppHEYbSjU1uu8eSuBfRPzvF5zUcIqMBHBTXYcgKujCGoxSSNapIxOLY2QSQIlaVDP7bmTnjoJZWOEA7AfVdDQeTw2+u6YMwYE9tOI4TK99V1wcFpUaPrVYQ3HFRtgEsH7MKQ0LrTJtZpofskmTj0x0GLBJhSreELQO8eaFyButuwBFh9QBzlOJNRucXCRbg6wcIsmZEluDETfY9gZgae/+8U2VVJSLms1iFY62f2Nfn8YqnGjfOh7jAOB64Lb64GR4OshPGjlWgH6OyGpSvU8c6cDCNrh37OPTw8PI6FDDYbOaLBgMfQ2Xm0DTzR63HO0JaFV7slK7DoMR1qp2nsWK4Tj0dY9/oUihrKCJanSXWHyaV0/FaSbF8AbI2uHYKQdKkucyGpsbtTsqk8y8z9uq8ZvivAaQKnB4QffFcOal7t3fDT3yuB+s27jr794VizE3QBI0phZwfs6jyy6AW4+eYwf/pThuXLc+RyMGWKyZVXHmh6e8VCiIahqwdmTN4netvaIJ200DWJ30QpTVeQTEAyAzVF8MOvwK03Q0JT4hapo0S1C8QR/gyavxih+3ErDEQJEBC4QvDyWw7ZlSlwBGgGOC7ZjhzrVuaonB+gtRGmOlBkw9R6qC7eN+fG3bBqM4ypU00slqyF86cq0f6TR1VasaHD8jXw+U/AqPqhn3cPDw+PY8E9oQ3szz2EEAVA3v7LpJRNUsr5R9vXE70e5wxrYhB3JV24FEoNvQgmXOTSnpB0x3W61lYSyiUoHteOm9KxCiRGyCa5K4qbEvT2QH9SEBBgJ3Q6yp0DP0ArhtCXQPaCyAMxOKPVwjyYMxnKjtOurLxAdXbriavA6mC8fsvKdH70o2KeeipNPA5z55rMm2cesI1hwAVzDtwvFoN33wbdNbEsG1dKykoFAU1n/gJJTTVcOhUSHfCRS2D1WujocOhuM4B8IA1I0CJIEUDzuZi6JJMwwBZUj4D+VTHI5UDoIA1wwE255Ls2sxugpQMeWgsXl8OyrfDl69QxZ7OSZEoihIYQ6kYACbajGj9kMlA3kOrQ3auivgeL3kQCAgF17B4eHh4nigAmEygb7mmckQghFgCPACP3X8zedqCDwLuke5y1uCTp51n6WI3GWLpzN7O+NUyrCR02RANQFoVQkaRHc9CRFI7sQmYh0xVCkw7+4gy5Tj9Wxk8uLVS3XR1sTVJyqL8x4QdxbPlaPhNuueL4j3fmKMjZKso7pQ7qBnldHTlS56tf3RcSfu11eON1mDsXFi069D6LFyvxeNfndZ55xiERdxk9Gm64QePOO3X0gVPTocGY0YKAT9LbZ7B1h86G1WUg00AAmdEQIQtRpJN6MwRSEi5zsPNzBNM2cQnksqjuk4CtUVGnES2Gbe9DJgYpA/a0wtapks0rUzz3xziaLvAVh3HsMJoumNgAZUXQtFtFfvfiunww172sXgtPPAn1dapZxOnQ4rg3Dut3qBSYKQ375rxnDzz9tJrjjTdChZcq6OFxWpPGZh1dwz2NM5UfAY8BvwNSQxnAE70eZy2d8ne85jxFo1ZHlo30hH5In3MpI4r8NOk1tMYjpJJQFRXoOvgiFkFfilQmhPSBRPnZCp8LukTToSDq0psUFEZhwgctLE4PNA3mT1CvoZLNKkFbXqbE77x5EI1+eLveXlX4VlAguPUWP36/y91372t7vJeyMvjrLwpaWgShCHz3P/Pp63do7wrhZAB0XCmwugQyByYuvrhDIp5DBiBaLIi3SUBF1U2/n50bHP7P5zK0bJcIYF2BydQxOn//QJYVS7vIpB0ChkNNTZYvn6dxwcIQo0ao8zNhNLyWr7x79QExe8F5Bx5baytkc9C8G2x7X/HfcJHOws+ehVgKLBsumwVXDkTef/1rJdwdB554Av7mb4Z3rh4eHkcmiMFEL9I7VKqklN86ngE80etxViKzGda8/xAbG6YRjNrkLJP1iakUzOylOtnCJGM97wTm0NFSh5Y1qYnsxh4XI93mo7ChF6fGIN6Wj2sLnJSBJqCs2iGBpDIf7iuOoFsaf94Bq1qhMAiXNsDokuE+8uPD54ORI2H7dqitOXwr3Llz4dFHVZqDbcMnP6nhH7gHyGSgo0M1xCguVsK3rAw6e6CwWGP0GIHu00nEJZYuySt2EZqgoxPysEgmBBmfCZ1pcHW0oIbABSuA6zr078iRju3ND7axeiyajRAilyKbsgmEDHAFu9Iaj74PU+fvS1OIRuDeT8HqDZCzYOIYqCw/8NgWLgC/Xx3/cAtegO5+SKShrlwJ4A079onebBby8pToTaeHd54eHh5HJ43Nei/SO1R2CCGqpZR7hjqAJ3o9zkr6Fj/NrsWtBD43idJ0D++5Cwg73fSbxdhZk9F9m7DIsGT3hehVo7ihfCeB0S+x+PUL2NNUSVlNB6Y/S/eSMvxpHxeMESwcK+hPmfzVpRrlAh5dBxs6oCIKvWn45Qq473wYMYjGCcOB60qamzNIKampCQ44NRyIEPCZTyvRWlr64Uf/e5k8Ge69VxWzlZcroQzQ1wcPP6x+Sgk33QQzZ6p1JYVw1SWQSgp8IcHEkbBytySV0RFIuhMu/bqJHQT2GJAJgADXyRGN9mBpGjnNJO3oYPrB1VVxXCrD7s0W4XwN25ZoroaDHwcf3Z2Cx16wmHCnTiSiQrt5UVh4BJ/fcBguuWho53hnP2zphcklqrHGiaAoT6U1NLWrSO8lM/et+/jHVYQX4LbbTszneXh4nDwkAucYnH08DuBbwONCiHullBuGMoAnej3OSnKxXgLv9dPgvklPURFFl7XSWDsOM2eT5/RQl91JOmrSsWMZ9zWEmFa+jG53I1POW89bq2ezcv1cKt0IlZM7qSuOYSUKkFYBd18I9aXQl4ZNnVBXoIRiwICsDe/vPj1Fr5SSJ59sY+XKGELApEkRPvnJKjTtw8LXNKG6+uhj1ter1/4sW6aiv7W1qgbtmWdg+nSVWpDJSHqabMoDLsEanXDAINYrSGRBCEFeNZTn22zaLrHwgWaDdMExSdgBtIBEWpoqWQiLgYwuV+VRZwTJXADNzCflmmBJxB5Ju5MjVujwq19p3HtvECEE2xrhyedUlHTRxTDvvIOPbGjEsvCLdQPnoQ3+/jzwnYAi7VAA7rpO5fSGAzBtP+vnCRPgm99U/wdPh9xjDw+PIxPEYDJn+CPB4eOFgZ9rhTjwu0tK6RWyeZy7hM+7CH+nS8kbm6CmggXmb6lcdCn9xUWM0rfiFPkY09vIhE1LWeRbRaiiFX9vC4HeJNOMbSTGrOQt/12kfTaBgjTl4QBXRK4iOPCc3JHQ0Q+72yDgg/HVyg7Ldof5wA9DZ2eO1atj1NcHEEKwYUOCtrYsVVWDa5NsWRJd55AieX8cZ5/40rQBFzNXvf/Xf7N57jmX7m6NUMjltk+4OEmN6koIBmBXTuO6RT56HrfZs0dCRhsYRCKlD8ex8Fca+PNNYl0aBFzocAEDNAkITC0Meg7bcnAc6N0t2bVZUlGgk82q+T36pIr2RsLw7ItQXQm1J6BxhSPVK2RA1jmwYO54KcqDhdMOve5w0XgPD4/TjzQ2a+gZ7mmcqVxyvAN4otfjrCQyZiI1V3ycxMsPU9LYRlWkjVtGrqKpu44tFaMJ2QnGbNmOXTcWZ4pFV9NqSvozZMqK0DST0v7tXDlnC7mCebTSRBAf/oGmDS6SjbEc21oNhNAJCGjvh7G1MKNqmA/8MBiGmrvjSIRQqQd7lx0Jy5I8+2yKlStzmKbg4x8PMWnS4RNdZ8+G5cuhqUkJzKuu2pdPu2kzRKOS5t0q/WHpe5KGKigqVykFM4pgww6N8mqD3jaHlCYGnM0EmEF0EUILa1xyqUG6I8uriyW244BuoGvq8xxHIhJZNE0HJ4DlwLvvSi67zMDvh84utV1kwM5N0yAWP/AYHBfa+iA/BJHB3RMAUBiAT4yDtV1wXoWK/nt4eHjsjxfpHTpSytePdwzvsuxx1jL1bx+gsWMz/sQqigJJMmuganwz9aleTDOCzIvSM7WWxrwdFKWKSZsdBFIJQsEKNH00+c5FaEymhHqCRNAGLMrepI/fdOTQigPkuyHSSZP+DFw5GkYVH2VSx0A7aSxcqgihcXSBeiSKinxcfnkJr7zShZRwySVFlJUd3X3inXeyvP9+lro6g2xW8vjjSb7yFZ2iokOHF8vK4P77oaVFuTvUDnQ7kxKuXiT4P/8i0HSXikro6tZ44GtQUQmZLIxqgP/6HVw9S6P/MviPRyQ9zZJcv4Y/rJFzwbQ0yottVu1OM6pesL3dwbZ0HKmDdBk1KkFLc5pMphhNc5HSpbgYQqEwQgiKCqG0RPn1mib4fSrSuz+/fxdW7oSIH+69HIoP4V5xOKaUqpeHh4fHoUh5kd4hI4TQgJuB0Rzkyyul/O5gxvBEr8dZS6ihgYb//RCxZ39F8+qnKI+GCBq9pHPgHzUHSq4hlk3j63sNWTIKfdt7yESakJwKoWrIGw1o5B90V76ZNHX5PnY6GqWlGRqiJukszK9T6zt6YOMu9X5iPZQOoenEDmK8wh4kMIMSZnP8SuqSS4qZPVslHEejg/vT37PHJi9PQ9MEwaBACJe+PvewohegoEC99uK6ykt23TqdyZM1YimXiVN0CgsEkyYqYazr0N7uEDAFTW0Cx9G48TL4458le2ISOwZ+Da690CEv3kW6W1BSH8BnaexYl8R2darqJf/xn1Ee/kk/zz+fQkpJKCQoKYmyeHGOyy/XmTTJ5HOfhHeWq5zjWdOg8KC5rtoFtcXQ1AV7eo9N9Hp4eHgciRAGUziB0ZFzi58Al6GM2/cAuYHfnxnsAJ7o9TirCY0bR/Bvv0frI6PZsGkdvs1JGi6dTsHYSyA4mjyxi65EDHp3kRg/lvq+Uii8AqrPA/PQfl2TCLGsJk79FIm+KR8C8JlLVG7vG6vgu/+jaq0m1EBhFO68BkYdY85oN1k0NEIYtA7Ng/uQDFbs7qWuzmDVqhz5+RqZjEqNKCo6toqpxkZ48UWblStT2LYkEgkxaTRs3ggPPQTTpknC4Qxvv50jY0FBVYCFF/gYWSnY3SgIOBDvgYkNkjGje9i6JU261SEXs7ji8gAXnhcnGa4mv9BHUYXgscdG83//b5znntOJxXRKSnRmzLB54gmbBx4wiEQEo+ts7r8/TnOzzS23mHzta/mYpkDTYN5oWLpVpTfUDnw39WWgJw0lIcg7veyZPTw8ziBSOKymd7incaZyDTAR+DSQklL+QghxPzCI0muFJ3o9znreFnHeu+1ipm+bzCRfAYWjRqlyd6CEeojcRL9/B1FZROHoqXAUO5n55DNGC2HMEBRON7GR9EhJzBX8628Efh+E/LC7G+oq4I9L4Mu3Htucx5DPdmJkcVhI+dF3OEnMmeOnt9dl2bIs4bDGZz4TpqBgcJVT2RwkM9CfgPfeS5FMWvh8gs7OLFs2CaJRg9JSWLpUAjnSaRMpQSfDxFqDjj6dCRPhvBmCRAp03cXpczj//AiZbB/NexJosQzTZ4SZfYFJR6+gqhBeeEGjrj6fT37B5tWXsowotejosmmRBk+tkSwYBZ/+bIx31+poup8f/Fua4uIY99yjouAfmQnzx0LYr25kdsfg4VUq19dnwN3TofwE2ZF5KNrbE+i6RknJ4Fp3e3icybieZdlQEVLKmBBiFzBjYNl/A9uArw9mAE/0epz1LCdBwBdg+8QaLj5IQAoEpYyk1Bx5mL0/jEBQhirmSiD5VS5Lu5S4DnRETaozBkID6UBeGJraVAMH4xj+2vLxcQsNSDjufN7jQdcF11wT4pprBi9G+hPw+hpYvlk5GORyEAsaZPocbFtSWOgyerRk61ZIJKCqClat0unuVmK6sNCls0tFy6ULGQFtFsweJejfohGPu0yaGKG2xuELXyhk/PgghqGRSMCDD6pucbuzkqaURrvl0LM4gZUG35gw4uUc61p9bO0wET4Nw4CcG2L5iswH8xfiwJSGt5rB1KAqCi1xeLcVrhtzos6wx7p1HTz22Fp0XfD5z8+kvr7g6Dt5eJyhBDGYStFwT+NMpVMI0QCsB748sEwH8gY7gCd6Pc56LiSPlSSZx4lPzlxm27RLlxpNJyMk0Ustkn/QCRiC2WOhN6bsplZuhbI8qK36IMh8VARiGOXu0elPwvPvQ0sP1JXBVTPBduCh5yCegopiMHQlfK+43sefXxJUkuP6K03mLDTY0APl+XDPJwQ//anO738P3Qlo2eTjD4sk5aUOV12m01YAoULYicY11xayZ20CIWD27CBLlmT505/6mDDNZEvGzy/fNejcmSXVmILxoE000RZEiKYEstNm/fIMo8aYFFbpdPc42DbohmDStMPbNIRNZUEGYLkQ9K6aJ5Q9e2IA5HIO7e0JT/R6nNWkcFhF/3BP40zlCeBrUsr7hBBRIcSTKMG7drADeJdvj7Oe6USYzsl5Hp1BYg5IUx8wZSxEJoKdgXQGdsTgNR3+PQEVcfjKOPjktYMXvqcrlg3/8wr0JqAwAmt2QHcc8kyV0jBiv9by0oVcxqB+pE5FqZ+bbxZ8+fuC5ZtA1ySbtrvUjDcpm2Lz7rM69OsgoblX8icnx9SLfVx6CXQnoS1n8qlPqcrAH/+4j85Oh3CR5FvPxNi4uhiK0kSuiCF3B0hvELjvZnDrfcRrNDTdwHV1+vbAgtl+kgkbO+cyolrHiJoHHF/ahpYkFPjhojpojsOufhiZD/NPgKevxz7mzKmmqakfn89g0qSyo+/g4XEGE0JnGt6N3VCQUn5/v19vAr6HKmb71mDH8ESvh8dxMF03WO44NLkODnBZnsFFtwgaW8By4K//7OLku1RJne5iwW9XwrxpMLJmuGd+dLp7oLcfSosh/6CHR10x6IxB7YCxxYgS2NoCbhbGHFRS0NkFLa1QVSZY3yi45R5Y3yqx8iRk4dePQjTaTU+PDelyQKoHVrakpUVS2mTT0m+QzsHIsWpM15Xs2WNTW2uwM5Fl09pCcpZORU0HwUCKEVc3s7lvItntApJgt2bh/X5Cefm8scvEFoIJ40xmzdSoKofWrn3zTVnw0w3QlQZdwJ3j4b6ZkHPA710xTziFhUHuumvWcE/Dw+OUkMJhpRfpPW6klM3Ance6n3cJ9/A4Dqo1jXt8fppch4jQGKdpaCZMHQ2JDPQFcqQKIZ4EM2tguyoCfLqzeRs8+nuVV+sz4Qu3QVXFvvWGPtBtTapOdI4LmRyE9A+3wzVMFdlOpqC7G1KtkowpERZIV4Lr0LcnBqHQB53VcAToEqSFL5uh0I7wkRk6Mwd8fzVNMH68jzVrc7yzySAb19F8IByX3o3FGAUWvqhF1glCJgFNWeiy6evqIxW1kUY+La0au/aYfPQjOpP3y9HdnVSCty4KnWl4rwMa8j3B6+HhcfxIvEK2Y0EI8Q6wVkp5lxDiL6hT+CGklJcOZjzvMu5x7iHlCc0vKNc0yg9Weqjq/4X5Gi+2uJiaINQJtX6oPAOe4L74F8jPh7wIdHTB60vhkzfuW1+SB7PHwLLNEDAhY8GCCbBu24fHKimCmdOgoxNGVMHadgk2aD5wXQFpgSlMcqkY0u8DoqoLG1nySiXCL2jcAKMLQatXRYE7d8Ls2RFyMs0721wCpk4mLkh1R/DnZ0m05JHcHAIH6LKhN4cQEinBTukIw0JH0NykE/RrfOzKff8f8gYazvVkIJaDCs9QwMPD4wQRQmcG+cM9jTOJN4AdA++XcBjRO1g80etxbhFfB62/A385VH8ajJPnPSUE/PtHfYx9HlZtg5GlcPdHoPAMuN4JDaSt3kv54eitEHDtTElFWOW/VpUKxlVDa4cqYoseJBTraqC6CnwhyLQJ1jZLRD8gwRQaY0YVkUr009LWRzrXCXaO0vowNaOKmDLOx7gGjaWrYdE8+N3vYO1akGikRobRZkPEdMlshf7VRSpCbAtVdVYlodmGjIWUAALX0UEK9LQkFLaYOwVCwX05vRUhuGMsvNcJ55fDgoM6th3MCb6H8vDwOItJ4bKc+NE39ABASvl3+73/5vGO54lej3OLzhfAyId0E6S2Qd70k/px4QD87ccOXGY78I0fwYt/grJC+N5XYO6ckzqNY+Yjl8P/PAGxOAT8cPH8A9fv3u3y/e9n2brVxu+He+4xGFcd4MrzBP/vJZUS4d+vNsxxYVc73HQZ3H6B4P7vSBqbocSAj3/R4cKFftLpMlpaJP39OWbPlmxr0Vm53cesKSaZnPI/Tqdh/Xqor4e4BX/YCZWRHF0bE8piIRQAxwd5BiiMo1MAACAASURBVEQ0ImlJNhNBD6QJBzUcN4qUBskE5DKCzt1Zbr+5n29/O8j99+8rLhlfpF5HImPDI6ugIwWfngp1Xm2Kh4fHUVCR3kE7bJ3zCCHuHsx2UsqfDWY7T/R6nFuERkP/uyAM8B1/a9+h8JNn4Ve/gsJiVfz1zR/Aoz+Eioqj73uqaKiDr94DfTGVnhA+KHL73e9m2LzZorxcI52GBx/MEQxKLr88xC0XwzNvD3gT6yr1AQGXz4TZo1zWrs3wy3/RGD/ej88nYMDzeB/KPuyiLDz6HOxsUePcfq1K+83Ph/Z2NW5+0GXx4hSsj4EMAEkQCdDDiICPaZfrVC2MkHAjjMpJuro00laOl17sxrbDgE1vr8H3v5/kppuiVFUNrvEGqKYVO/ogZMK7ezzR6+HhcXRSOCwnMdzTOJN4YL/3GjACSALdQDnqC6ML8ESvh8eHKLsOolPBiIL/1CXXpi3Y3KWE2ntbVWevSATQoC8B/f2nXvTaNqzYAiUF0FA1UJjmSgxDPavPz/uwawNAKuWwYYNNZaUgl3MJhzVyOZ3XX89y4YVBZo4VTKyHLc3QG4dntkFBIVw+C37+8362b7dwHMmtt+YxdWqAnh5JNCoIhdTnSgmbd0I0DJ+7EWIJFW0ODLT//dQd8NPfqsK4GyY5vPqjDLh+wAShg0yDnUZmTGQImna7fPwOgxvGavz0p/Di2wLbMQG1jysdkskU3d32MYneqqh69aRhxml0w+Lh4XH6EkJnphfpHTRSyg86RwkhvgEUobx6XSGED3gQJXoHhSd6Pc4tNAPCowa1qbRtyGYR4fBxfWQqBw8th7aEssBKlkI6DG0tSmhOmjQ8Ud7GVvj1yxANQkHK4d8eTOEzbD5zh8EXvxiivPzQAtC2BdGow/r1FiCRUjBjRhDXhVxO4vMJAj6YOnCac3kqpUMIaG21qajQ6ex0aGmxefvtDG1tkkAAPvvZACNGaLR1wUNPQUEe/MNd6uf+rN0N2RBUlcOWFoOqfMGOdhdVtaapIjghCAU1xpQKhIRJhqSyEubOhxeWGhimHyuTVv8fhIODxU9+meAfv+GjtHhwCbohE/56jnKwMLxibA8Pj0GQxOV9ksM9jTOVe4EGKaULIKXMCSG+BqwDvjOYATzR6+FxCGQ2i/2LnyI72tFv+Dj6tBlH3+kwLNsNnUkYqXoqUBYB83YwNkFdMfzVHeqR/ammshgmj4RsHL7x9TiJfheAh36eJBgUfP3rhy7yi0YFs2bBrl0ufr+BlA7FxTlGjDCJRD6s/q5o2Pf++uujPPVUnJISnVDIpKXFZeRIja4ul1desfjMZ/wUFygv47yg5PHHUzQ3uyxa5Gf6dJUGsaUZygshHATbEXziC1H+/Vv9ZDIayBzgYPrCnD9LY1aDpKnJZUejzUuvm4ysM/jrv9N5+hk/b75sk8oKghUu4bxy/vSWje8nDt/4okFBFLbvUk046kdAJAxSSl591WXjRpfLLtOYMEFHE8qy7UhICd19ygnDZx55Ww8Pj7Mf97TutXlaE4UP+b05A8sHhSd6PTwORV8vsrUF4fMjN2+C4xC9vRnYzxyAgAGjauB/3Q6hg9NZTyHRENx1HTzyuItt5dANHcOQJBOSxkaVgqDrH744CyH4whcirFyZpa8vRyAgKC/Xuemmo0fEp00LMGWKH00TrFxp4bpKaNs2+AbOhc+Emy6T3HlnF7//fZZMRvC97wl+85t8rr02zOhqeH01FDkQS8INVwXQYzE6Oix27PARi/kpLzcZOVIV3HV1xdi6y6Wz16StLcj/990gMycE+adqm9eeTxLvj5DuAZGxefklmwtn68Tjgg1blWtFfhTuvg2yGXjlFYfCQsFvf+vy7W9riEHYNry9Gp57U3Wpu/fjoA8+g8LDw+MsI4TG7JPUIfQc4BXgYSHEl6SUPUKIECq9wWtD7OFxXJSWoc2/ELl7F/rCi45rqNp8VehUHFJRwe6Ueh88jqhfLqfswaJhKCo8rulRXycor9ToaLEQGoTCMGGCcUjB+8E+9SaPPVbK6tU5Sko0xo71YRiCVBpeeVeJ+okNh95XGwiNTppkMGmSw5YtLkVFgkWL9p2Qzk6Hl17KkkoJpJQkEnDffb00NYW5fBa09cFbG+DGeTB3skZtUTHPPNNPTY1Naalk/HiVRtHUlOXll2NMKg+zYp0gnejhjdc0HAQb1xUT74uqVmv9MWSsj3WdkttXmtzwyXIWzPNhmhrNLbB8LZw/HUIhQXe3pKFhcIIXoKUTHAfaulXk2BO9Hh7nLkkk75Ie7mmcqdwDPAd0CiH6URHeVuDqwQ7giV4Pj0MgNA3jqmtOyFgzK1Wl/3u7VV5rfgBunzp0b9dsFh5+DFralYj+9M0w5jACczDMmy24+54ov3k8Tjblcv11fu699+hR2/x8nQsvDB6wrHEP/OlNaBhxeNG7F59PcMcdfjIZ8Pv3iWG1Dnw+lS+sEPT35wAwDUjkwB+AnKvyhSsrTe66q5if/ayTXbuyNDfniEQE8+YF0TRBXsRl7vQETz/dyZo1UfwBnd2b8iCpQyYJyR7ABSTpuMvvf92ClS3loovDaJqG7ai0jvvuM2hvl4wcOfh/vEVzIS+szsneYjwPD49zkzAaszm+OpFzFSllFzBXCDELaEA5OLwtpRx0n1NP9Hp4nGQ0DW6YABfWqaBiUVC5NwyV5hbY0wb1NdDTB0veOz7R6/PB17/i52/u9aHr4PcfXdBlMg49PQ4FBQah0L4Uq1Ej4KOXwMiqwX22EIJg8MPLCwoMvvKVIA88kCGdFmiaxaJF+xrxXDkTCiMqReO7v4HiKFw1yaKlxaK+XinLXbuyhEIGJSUGu3Zl6OmxKCoyGDUqiG2DP+eQ8UlIZcGRqMuhBCRW1mbFGovGLpeGeo17P6U+t7hYUDzIQre95EfhyvlH387Dw+PsJ4nLsmGI9Aoh7gG+CFgon8ifSCl/LISYDPwUFTUVwANSyucG9jml6wZxDPnAfwIzpZRTB5Z9VAjRLKVcMZgxTqnoFUJ8D7geyA589kNSyv8eWHcH8FXABnTgY1LKHYcby8PjTKPoBLWzjQwECWIJiMVg0tgTM+5ey7Ajkc26PPpoJ7/4RSe5HMyYEeU736mkslIl5AYDcPWCEzOf++8vZvbsBE8+2U9Zmcm99+5rjTa2Wr0e/IMSv2290B5X4ru722bbtiy7d9s0NAT57GcraW/P0d9v88wz7TiOsmWrCvbQ3+aHnEBdjhyU6BWEQwGEm2PmVAjlK5MHj3OPWMxCCIhGvQpEjxNDGI05nNre5kIIHRgDLJBSJoQQ1cA2IcQzwNPAN6SUvxVCTACWCCGmAi2ncp2UcvcgDuVfUPpwf7+jBPC/GWSKw6m+lPcCs6WUlhCiFNghhHgRuHjgNV9KmRpITj6u/soeHmcrFWVwy3Xw9vswajpcvvDUffZbb8V46qkeWlpcTBNefTVGbW2Qb37zxHsea5pgwYIoCxYcvjB3Yi28sU6lDYyrN2ieEOC7320jlXKZNi3M9u0Wzz+f5Pbb84nFXLq7Ld5+uw+AhjqNqZMsXn4lRHe3DTKlrM4ifkorwtx6qw8ZMSgvhoJB1wZ7nC00NSX5+c8bAbj77lFUV59aoeJxdqIivYN+Gn9CkFI6wN/ut6gbyAGjgSDwxMB2G4UQbwA3Au+e4nU/HMShLAImAY37LfsL8Mhgz8UpFb1Syn/b79d6lELvAe4HfgksHigO+amU8v8dvP9AO7q7AWpra0/2dD08hoREkkISQiBOkjXN9Mnqdarp6rJIpwWmKcjP1+nttdixwz71EwHa2iw2vdlLZdjkE9fnU1ao0dJiMWKEj9JSg3jcpabGYP36LI89FmPDhiymCTfcUEFNjcnSpfDMMzbFRQlsggT8PsrKoKoqxHUf8XHf3QadvUrw+ofRZcNjeGhpSZNOO0gJ7e0ZT/R6nBAkAudDrlsnhBIhxPv7/f6zI7Tm/Q/gt0AV0Cil3D/IuB2VL9t1itcNBk1KmT6oiFjy4baeh+WUP7QTQowBngeKgVuAElTYvQBYCNQBbwkhdkgp39x/34F/wJ8BzJ4924sEe5yW/JEk68gyET8fJXzShO9wMHlyiLy8XnQdurtzlJYGmTVreIoy3n03SU+3Ta7VIt4ToqzQT3W1iW1DX5/KN85mIZ2WrFmToaHBJJmU/OUvGf7u7yKMHm2TTObIZi2K86E3FiAe17juI37uvENH06C8eFgOzeM0YPLkfLZvTyCEYPx4r4OWx4khjMb5HKKQ4Tj5MXRJKWcfbTshxD8B1cBNwMdReV37Y6Na+4pTvG4wtA9kCeyv/65DpU0MilMueqWUW4ExQogZwJ+Am1En4fsDXTZ2CCEeR+X+vnn4kTw8Tj9ySNaRoxKDDeS4ihCB00j02thIwBzin/6kSWG+9a0qfvGLPhIJmDIlwq23Do/n5IQJAd5/P0V5uUF5uTqeG28sJJ2W/PGPCVzXYMWKLNdfH2H5cvU4UQjVLAJg1SrVCU/XoaRYEgomsW2XT94S5jib8HmcBUQiJrffXj/c0/A4y0jislRmh+WzhRD/CowCbhroZrYbOPixeS2wAjjV6wbDPwMPAz4hxE3AHOCvBl6DYtjKM6SUK4UQS4HZQHIg52Qv7sDLw+OMwodgHgGWkeF8AgROzmOsIZEhy1usQCK5gJkEB31zfSAzZ0aYOTNCJuPi94tB+9WeaMaMCfCNb1Sg6wLDUHMIhTTmzcvnxRezrF2bQNcljmNzwQURmppsDENw220qahcIQFGRj7Iyg7Y2C8uChQuDFBXpJFMqpcEYuEL298PGjTB5MkQ8X3kPD48hEkZj7hCvvUfiJ0dYJ4TQgB8DhcDNUsq9OWlLACmEuFpK+YIQogG4EvgWKm/2VK47KlLKPwghDGAc8BiwB/iylPL0y+kVQkwBJgC/k1LKgerB84EfoIyGPyGl/I0QogK4FbjtVM3Nw+NEcgkhLiKIdhpFeAEsbLLkkEhy2Mf9gC0QGB5Bv3Nnmuef78EwBNdfX0xFxT7z28ZGl29/O8af/9yLZTkEAoKODospU3x85SslBAIa4bCa98KFOhs2SBYuLGLXrgyRiMb3vx/i6VfgvbXKauxzH4OSQli6FB5/HD7/ebjwwmE5bA8Pj7OABJKlbu5Uf+w1qMYO76PSR/cu/yaqiOxHQojvDiz7zMATeYQQp3TdYJBS/g743TEc+wGcykjvLuBe4O+FEHt94v5BSvmOEOIG4FdCiK+j+ir/o5RyySmcm4fHCeV0E7wAUcLMYxoukH+cbTAbGyGZhClTTszcBksq5fDII+0Egxq2LXnkkXa+9rWaDxpbLFlik81a2LZDMKijaQLLcnj//RRf/7q63MViLo8+miSRkNxwQ5BYzECICJMna2QswbtroLYSWjvh7ZVw/aUwY4ZqCjJp0qk9Xg8Pj7MMCY57agMGAz64R/pSOqQHkJRyzalcdzSEEH7gDmAqHPglJqX83GDGOGWiV0oZ4zB5F1LKnQzxJHh4eAyeIgpOyDh5eaqL2qkmlXLI5VwqK324rqS5OUsu5xIIqN6+kYigulrVS6RSDlLqCKGRSOi0tblUVGisWaMcJzIZl2efdfjSl/LIy1P798VUM5F4ErK5fZ7I5eXw0Y8ebk7w55chnYWrLoOiolNwIjw8PM5IwmjMEyf+4vnwCR/xtORhlL3tEhhahw/Pct3D4zTGdlWZqnn6pAYDUFIyPJ9bVGQyZkyQTZtSCCE477zoB4IX4IILdF57zaC4OJ89e9IIESQa1WhpCfIP/5Dk298OE43CihVpkknJqFHwwx/muOeeYkpKDAry4LZr4c3lML4BFsw4+pzeWALLloNpgpWDz9x+Ek+Ah4fHGU0CyRLbGu5pnKlcAYyXUvYNdQBP9Hp4nKa81g6vtCnRO68Erq4C7TAPqOIJeG+1cic4b9q+COWhyDiwJwO6gBEBME4zQX0kNE1w++3lNDZm0HVoaDgwM3nx4iyG4VJTE6W7uxDbdslmBV1dOo2NDq+/blFenmPKFCgr81FcLGhvt3n11Ti33FIIwMTR6jX4Oamf0gVNP/K2e7EsFU3Oi+wrlvPw8Dj7iSCYr5144+9fnPART0v64fg6e3iXWw+P05AtMXihBerCSsi+2QEVAZh1CN9Y24ZfPgHtXer3DVvh3k8pK66D6bPg583Qayl7lPogfLoaAoMUa6cDpqkxbtyHGwW0tjqsX28zYoRGZ6fEsiRCONg2dHYKNA3aOl2W+DS2jYlS6bMR0iUY1IjFhm4Wc+ECJWKzObjsoqNv390HP/+9ulGpKIE7b4TwwOF098KOZigrhtrqIU/pAHr7oaMbigugZL/Ui9ZWm8WLMyQSLrNm+Zgzxz9sThweHucKCSl5yxqehj5nAd8Bfi6EuFtKmRzKAJ7o9fA4DWnPgE9XUVgLG8N0aPz/2XvzKDvK+87781TVrbvf2/u+qVsr2iUWIUBix2CzGGMDcRwvE2LHTuzwOs5JZnwmZzKZM1lO3pl5J3GIceIYCBC8YUwAGzAgIQxCK5KQ1JJ639e7L7U97x8ljCS0tKRutZb6nHNPd9+u+9yn7u2u+61v/Z7vL6ewutz3kW3TGRgZg+bDIqlnALI5iB2nde4vxyBtQdNhg7QrD+8m4bqLoA51YkIihBtbZlkmoCKlAggcxyGbdXCiGsVSyPTlOaQpLLdsxsZsrrnmzLttBQLw8Y9NfftN29z3p7EWuvph535Yu9K975+ehEzO3e4rv3X2wndwBL77FJiWe5XgS5+Blga3ecejj6ZRVUEgIPjJT9wnveqq6Y9S8vDw+JCIEFyjfvQ4frb867SPeF7yOu7asAkhxABHNKmQUk6pq5snej08zkMq/GDYMCZTDDDMkOmnPDjBII3UcrTdGwlDaQn0D7mNF8pLP3QOj2WsCLEj/utDCoyf8/ScmSEeFziO64zPnSsYHMxjGEHc42IWny+Ar2izsjmAYjlEt6cYM2xuuSXCmjXT342ioxt2vA933AC6Di9sgq37IJOCw7HCOBK0wy77ZBKyeVeUdva57uzZit6tu9y9b6qD0Ql4e7s7fl+fjWFAU9OHFv/WrYYnej08ZpiMI9loHNuUzGOK/Ah4D/hLIHcmA3ii18PjPGRhDNZWGzw5mkCTEVaWF1haZrGdvZRxJf4jWo37fPDAvfC3m6Ddgdo6eGwEriuBuceE8baF4Y1xCKtueUPG/tD1PdeMjIBhQFWVKwrPlvp6hfnzNdrbLdasCbBp0zjucVGiaW6Hrf27Cnz7bo2v3uZH+Vjl2T/pSTjUA1veg2uvgIkMbNwBzTWQTLsL3noGYEELLFvgbl9d4bq/3f0QDUHrsX2LzoBYxI1acxzI593sYQBdF9j2h508CwVJefkFVOPi4XGBIhE45ziy7CJinpRy7dkM4IleD4/zECHguroCVlUvMRkj5HMAHwXyFDCOEr1ZS/LHnTY7/eDPKiSGHJKmxr5auKkUbj2idOGGcreed1fa/Xl9GayIndt9A3j5VXhtg3vJvbISvvQ7ED1OOcbpIITgwQcDbNxo8MwzOXw+H4GARAgFTROYlolpaezbZ1BfP/OHvhuuhsuXui78SMINydRUCAfh2qshqMPeQ/D0S3D95VAegzWL4YrFsHD+id360+GqFdA3BO8fhLktsP4q9/7WVg2h+vi3p00UTdA+oJFM+/kvf2Xz3/5M4XceFNNyIuLh4XE0ESG4zjf9x58npn3E85JDQog5UsrOMx3AE70eHucpQfwENAcfBqBhYqEgCBwheB0p+e+JPBuCJoW4w4Km94naObKpKjIDi3k+o7EwBE2Hr1rrCjxQB3fZbheY2VjANjLiCt7GenexXW8fPPucgWWkkBJuuSVGY+PpKy4pJYmEzcKFCrffrvLaa5JIRMHnEwyOQKEg2LpL47p158Zl0TRX8ALMb4YFzbB5m0S1JZ0xQccwVJUJJtPwD0+BNum+J1LC5z4Hixad/Rz8fvitu90xj1yj1tcvsJUIy1ZbfPdpiTEqAJusavD7X1cZGPLzpw97wtfDY7rJOJINRXnqDT2Ox/8BfiyE+Dawh6NrenumMoAnej08Zol2CrxOGgXBzURp4ejA8iB+VrCA7ewHQCBYxcKjXN4+bDbbJukRPw2lhwhH0owPllAaHKbzQCWZHXV8LwF/cUyqQGgWr2QXiq7r+UG6hBA2P39unJUrXFX2L/8yxsMPV/+mYcRUSKUcvv71BFu2WJSWwrJl0NKicPCgjT+gUigI4nFBKKSQzk//IpJToftgQYXDeymJ7oPvPg5LFkFLnUDTYLAfDnXAx26A8XHYvn16RO8HHBvKkMuDqgh6hnwYk6Zb/4AKCCxp8eQzDlesVrn95umbg4eHB0QUwTp9+k+8/23aRzwv+WA3nz/mfol7ADslnuj18JgFRsnwPOOUEEICz5Lgd6kgcsz/bT1VlBGngOE6vxxtvZnYOKqD7ShowsKxFXAEaIKKuEPQgs27oW8xNEyxocRoDl7uhq4UtMbhlmYon8a63+oqt7lFXz8E/DA6alFRLik/nEzR21tkYsI6LdH7zW9m+OlPJbquMTkpsSyHtjaVSEShq9smUFCIlARZeFmIxYtmR/G/8Yakvg42bxYkU7DpTbBMyTXXCMIR96g9OgqpFFxzzczOpaXJfR9++hyABULBnYEAJD5d8srreKLXw2OayTiwIe85vWeCdON4zgpP9Hp4nEMkDl28xwEOoFBAUE2AFSSBHM5HRC+4jm/wGBe4QJH9dNLNMBWhKFX1tQwma4n5x4mF0qi5GDJThSkgqkHXyNREb86ER3eB7UBpAPZPQk8avrES/NN0tPD74T99Ht58y41bu/02jed/LhgdtRDCzeEtLz+9J/vFLyx0XRAOQy4nSKVUysrgT/80hmFIDEMhkfFRXiZYtXx69uN00TTo7IRMBmpLJEMpwcgoHOoEPQRf/TIkRqGuDtasmdm5hELw5S/Bru1w4KCCrdggVcBB0ywCQZXqmV3nd9FiGJLubrdGvabGyz32OAYJ2N5CttnCE70eHueQCQYZ5CARgkiGGaMf6KeU9ZQwNZVhYvE2OylQpExEuVsRBCoG6JBROvdcRUlBsNjnx0HFlNCkQ2SKSVQdScia0Hx4cVtt2HV8O1OwcBqzfGMxuOM32bYqVZXl/OpXaRwHbropSjQ6dTfWcSS+iEqiSkVmbWTaxjQdDh6U9PZKrrlGJxab/Q+Zu+4S/PmfO2QyEAlLrrxMMJgUFA34/Kdg+YJzO59AAP7Tl2DTLp39BwvIvAFxh9jqKE2lgt/+zLmdz8WAlJInn3RobwchJF/8osLcubP/t+dx/hBRYF1g+k+GLpHyhrPGE70eHueQPGkkMEw/jfhJoaBg00Q7UA/HOLrHY4gxMuQpIw7AHL/NdVYHvjKNkYU6B4caGMoIFiRhvgP1EZhb7+Aukzo5jjxiZcBhxOH7Z5L6ep3Pfe447eamQC4Haz6m85M9AiekoA+bTE5OsGFjjm3bM9x9VwV//dcRSkpmV3wsWKDwJ38i+Kd/css7wmFBWx6+9hWoqZmdOa1ZA3d8TdD6XpCcAeVzIFQD3/kERCKzM6cLmWIRDhyQNDcLBgcFBw/C3NNoae1x8ZNxYMMZJcx6TAee6PXwOIeEiVOggINNED+CIuVUoGCTI4M+BdE7xiR+PlyMZYsDOCLFW5nryQUlSjjLRD7Mdh9cFbG5bv177PD3EyDEQq4gclgsH4/WuJvoMFGAUj+MFyCkwZxZiDWbChMTkkcesagJqKyokBSGTKx6i/f35nBsnWwmxb/+IMyiRT7+6I9mKZD4CFatEnzrW7BpEygKrF9/csE7NuYwPOzQ2KjMiFstBNx4Degtrqs/moe2Ek/wnimBgGDxYsGuXeDzSRYu9Fxej6OJKLBuBg5FntM7NTzR6+FxDimhhgYWMMxGBA4xKohSQYYE6hT/Hf3oWHzY0cdhmG5jHkktRKo3gpXUUTWLgs/H60qGZUaKVZRSJM/7vMPl3IxyAtc3osOXlsDzHdCdhpYY3NkKwXMfeDAl3nnHplCABS0Kcxslzz4ryMaDSEdDKEXAh2mp/OIX5glFbyoNP/8lHOiUtDU73H+3gq4L3ifNdhI0E2ItZShM7ZJksQjP/BAOHoLr18MN1x/9+7lzp+b+jY46/MM/5DBNSSym8Id/GCIUmv7Lorc0u07+/glYUg4fn1IzT48Tcf/9Ctdc49b0lpV5Nb0eR5OxYUNmtmdx6eKJXg+Pc4hAMJ/LsRAM0YeOnxST1NBIhI/aqQ7ORwRqPVV00IeNjYqKQgm6lsHOqwSNAgsa9hIK5BmfqCA1UMnOvnpWV44QIESKSSwMdE5c5NsQha8s/2i26/nIkXMUwi0ZsG2BT6/DNPOAH00RNDZ+eKg70A1vvwddk9A+CZuecRjvccCx8IckT/ybwVe+JvjVogmq4grj0SQthGhgavbM3r2wew80NcLLr8DyZVB2BvXQQ0M2hiFpaVHp7rYZH3cIzUDWnK7CnW3uzePsUVVBc/Nsz8LjfCWiwLppaDxzLJ7TOzU80evhcY4RCC5jFZXUkSNDmCgVVCOOcBIdbHrYzARdRKiihTUMOZOkpY9WpZLLRBt7OXh4tAYWhQ/QHOqlrGkIEx3T9tEQ7aV8Xi+TRguWtCiKHCHC+Jhax4HzVfAODcHYGATCoMVVxtMWxU4HgeCee/xs315kcFCjvz+E40BDg8qK+3X+8xYwB6CwDxwdftJlY41NMrZHh2QWtzEz/LInyC+3qQRviRJca7JwjsrHr1IgPLX5BQ6fTySTbj7vmTZ4aGhwI9e6u22qqxWqqrxL5R4eFzoZx3N6ZxNP9Hp4zAIChSrqTvj7FIOM04GDQwebeN/u4LHM1fTZYRqUUf53tJb1ahmjTGJjUy5WYNW8xdP9nZ+sUgAAIABJREFUglzRj8xoaEKltTpDmZ3BEkUixJnLCsQUFrSdr+zfD489BkUDth2AhVcK/I0asaDkMzdDW5vgxhtV5swpsm2bQlmVAjfpPG5rRFJwqA+qNejrcjDi41Q39DD2UoubUysdwATDhF7Ib9Swc1F2tNp88xc+/v5hScMUIqgWLIB77oLuHrjqyjOvjy0tVfj614OMjUlqahT8/vP0LMTDw2PqSDiiOs3jHOOJXg+P8xQLkxQD5NH4ueXnfQSWkiPlpPlWvp2/DS9kDrWQ/TVkXmNOKMM94XLetpoQJQFKlVKiqp8bqsNczlUAGA60Z10Xd04ItAtM/27YAPE4TObcHhzFcVixXtA9JCipcPeroUHl6193rx8+OwA/7oGyPEQV6C7A9lEobgXyFUw4ZRA2IZeFfOGIZxJwQMMYlhiLg7yUgof6JA8/JLj1+pPPUQi4+mr3drZEIoq3qMzD4yIiosK6Gfif9sobpoYnej08zkNi1FLOHCbo5AA1JGQlAV+SkMzSm29iwDb4sfVLfr8QJ5DeCL4GwpZOFWPcV36IjKHhBCqIxFtpUC4DXMH7/S7ozrlmw/wIfK7pwhK+4TAMDLiNHowi+ANgWu7vfMcczQwHtk7C/ChsykHBgdEuMEeBonALglUF4n4YyeKGsx3pptqQNmFvAKsG0inJqxslyy4T1FSdk92dNrq6DJ55JoGmCe6/v4T6+vN0ZaKHx0VOxoYNydmexaWLJ3o9PM5DFFTmsp4aFrOXX3OZVmTCmGTUrsZxNMbNUt4sjHKb8SSL9GuwrRyv/iTNwBI/wZJK5lWnqPL14UMQwQSgKwtdOZhzuDa1PQN9eWiZYq3q+cBtt31Y09vaDKFqGBiDO66G+DHuiX04c7gqCGuqYGcHhBXI6OCoEnQJmgBVurlsBR33uqPbihd0EBoYEq1gExAKUoJpnvPdPmuefnoSTRMYhsNPf5rkD/5gij2pPTw8ppWIAuui0z+u5/RODU/0enicx6gEacGhqGqU+RJkzSghX46wyNBv1PNLdS6L7FHac4d4b9lKzDKBIX0MJ320pjR+u1aSC+4hQgtwtI95oVWIWpYkl7P55CchHleJxQSTGdC1jwpegKDqCvzBAtSFYdyGRDVMZMESEnQBFpAGzACoGtgGbhMPBSiCo4KhQlbSN2hyS6lGbfWFd9hUFIFtg227+cAeHh6zg+f0zi4X3tHbw+MSQkWjBj8RCrxr+SnKEDXqMD5pkKOEtIgyyTg/r2rCjuuMR2uRmkK/XMDBXIYaermdLOAKwNawzaGsG3u1OAaNMxCdMxMUi5LHH8/S2emuAKmrU/jCF8JUnqLL2l218C9d0J2FSdsteWiOwz5TgOa45Q0pAUENTAn43BAHqQKae2Zgm/gch5WLHLr259m9J8aK5dMfHTaTPPhgCT/+cZJwWOHee0/cnMTDw2Nmiaiwbgaa/XhO79TwRK+Hx3mMjp9lrCXBGKpUGXECpGUFMSYICIcrzTyHNEiqGolwGabmJ04SvyiQD0d41QlzM01kybFd2UNNc5ZwPsZi5rM4FEG9QOzezZsNOjosWlrcQ1Zvr82GDUVuv/3k2bmVfvjGXDiYga4APNcLWQXawwqOCWRwRa6jgO4HTYeCdC1RLBS1iK7nMbM5tmwuAaGwZUuCL/xOgId+N4SuH/0C5g6vyp6BON2zorFR54/+qHK2p+HhccmTsWFDYrZnceniiV4Pj/OcCDEiIsbfBSz+RKTYYwjCIsg3gj5ungzzrj1BQStBCh8KEgWJQCClQAhBggY6eQ8TiwolRjhcYIQdLGLNlLvAzTZuY4YPBWYkIhgbc6b02IAKS+LQ4oeXgrCnC0qjMJ5UQMUVvYoETYIhwQc4bm2v7jfRdQujqNLZUSAc9pHPwEsvOZTEbR58MIqiCCZMeG4EDubc51wQhjsrocRbL+bh4XEkXmTZrHJhfOJ5eHjQpGj8W6CUoj9N0OlBiBCUfJaWyf9FSBqElSw2GiYaeQJoWJQTxZ/bTU7tpVRtAi1EkAAJUuTIE2cGVlQcJpOBnh6oroby8rMbq7lZ5de/lpSXS4RwRfDVV59e14ftXVBSCp+6Cfa3wo9egrQKpg/ICFQkQlOQwkaaBSIhg2AwjyPByIN0iuRyGrm8oKuzyK9/LbnttjCxMpXv90PWhsaA+5nWkYMfDMDXGs/fdAwbCwX1qKYoHueGt9+GN96AL30JKj0D/pIiosK6kukf1ytvmBqe6PXwuIBQZZpQ/h9BJgEH9Fupqvw2Nxs/QDf72K059NGAJqHNGOU6q48mO0NX2IdV7EYLXI6t1+Mg0Zk5G9I04dFHYWQEgkH4wz+E0tIzH2/5ch+jowFef73AgQNZRkct3n8/y/e/X8J994W47TaBdoqjWd84RAIQCcPqJRCLwAu/ggEJ1j5wDIGiSEpLFSZGLBobc1gWGIYgnbJBWgT0In6/RqFgs21bEceRHMrBuAkthystBFAbcKPhugowNwSpIvxsF2ztBFGEtnJYfxksaZq9znfj9BAiRgQvyeFck0q5HfuKxdmeice5JmPDhonZnsWliyd6PTwuJJxOkAlQ54C0wHwdRb+Rq7mZOX3/k2Gxg+7YEmzZSlluO+WRLAPhEFVOgG5fCN18D/QYi5iHjwkSPIdKORHuQuCftmlmMjA6Ci0t0N3tRoydjehVFMGttwawbZOnnykyPOSADCCEwcGDKm1tARYuPPkYDeWwpx/KDic9zGuBBz7purhX18DggCCgCRYskDzyiM1LLxUJBlV0XcHvNzFNH0IISkslUjqASjyu0JU/fhKGBDKWK3j/7EXY1g1hv5s2EcrAExvhtuVw49Izf12O5M134LEfunP54v1w5eqTJzWU0YA6gyc+Hifm5pvhmmvc3GmPSwvP6Z1dPNHr4XFBEQQckDbINIhSKPSgDz6GBuhGktLxHXxXvYw9xd+hmPFTVzrEV8p+SJvdR7wYoDa0irgoIcOPkeQwGMekF5250zbLeBxWrIAdO6ChARobz35M24Y//8scnYeGcXPGIihKA3v3qggROOXjVzTDW+3QNwFlYcgWoWDD794Gc45qNiF45JFqnnhC55lnkhSLDgsWhNi9222Koao2tq1w551h/H6FKgcc6fa6+MC1ldL9WqXDjgHY2QstJWAVoH2zZN8BScCS7F0lWPU/BCWRs7N7B4fgP/8laCog4C/+Dr72Bfj4x078GI3TKw+ZKn19Jvv2GTQ2aixYMH0nUhcTiuIJ3kuVjAUbxmd7Fpcunuj18LiQUOeC73ow3wIlDv4HYPJdDEVlOFrNwUKERDJHx2gj+8zFSAGdQ63sLFnGQ01P86XwfkyRA0rQmItBOypR1CMucdtYJBhCIiml9owWuykKfPrTcPvtEAqBOg1pBvsPOHR2ZgADIXIgCjjOBH7/IoLBKKdKHo4G4cs3ucK3fcgVutcthMbj1BtrmsIXvlDO5z9fhmmCqkp+9rMc3/teGsOQ3HhjiD/4Azd3qCkAl0VgTwYqDuvIMQNWRqEuAG8mXdcXCYc2w0SnZKxbQgE6Dkn+cTH82e+dnej97j9DxyGIR6GmDkri8NY7sPaqs3PYT5eJCZtHH00CAsOQPPSQQmur5yZ7eBzF1NbgeswAnuj18LiQEAr4bwf9Nvd7AMWHkDYOUFBthowaik4AX9CkmNeRRY1cNshPhm9j7cIIAYaIEifAcnw0IfCj4Ab2SiQH2MwEAwCUUstC1p7RYichIDqN6+QMA4JRDTFkIKWKEDpQoLpGEo9PbX4lYbhjJdwxxecUQqDrAIJ7741w770RHEeiKB8+nyLggRrYmnJvtg31echkYSswrwxUAWNJyGbAtCXSgnBMkElINr4Ff/Z7p/liHEEuB+9th6Za6B+D/fthzSq3vUY6c25F7+SkjWlCS4tGd7fJ6KjliV4PjyOIqLCubPrH9cobpoYnej08LkTEEcWa0SvQ01uZUxxm0u7lfdnImFJOUOQwHB0pJLpusKpkC6rYxs5Mnk3WAaqVRq6PXo4uPrzMbWGQYIg47pLyJCNYGPimsd73TGltEaxYVsr4oEI+YyNlDlUNsHxZiKefnuTee6NUVs78Ie1IwfsBPgXWlLi3Z/fBO2NQGoBn9sBvL4G1FdCbhFENqhoF73U55FKug3zV6pPHO+Ry8MYmty66pRnWXAG+I3SkrkNjA/QNgnNY5B7ohoWtUHWOkwHq6zVqa1V6ekzCYcHcuTNTQuHhcaGSsWDD6GzP4tLFE70eHhc6vgqo+yrlufepsvfjhENo+23yhSASUHBYW7WBL5Q9SU3Bx0gxyYbsXShKD0nD5tMV1/1mKA0fASJkmATAT/i8WewUiwn+3/8Z4S+iK9m+fQDp2CxZVMaKFX7GxiyeeCLJww+fZTbaNHBoEmojENAgZ8JIHr54HTz2Boh5MNCh0LpUMDYON1wLD3/xxC6148DjT0NvP/T1Sja/69BQY/N3f6OydKlbM6Jp8DtfgLd3gCUgbcJAHj57IwSOKHUeGIBf/9oVydddByWHF9MUCg4vvpjnwAGThgaNT3wiRCx2ZjlrgYDC7/1enNFRm9JSlXD4PM1r8/CYJSIarJuBw5Tn9E4NT/R6eFwM+Mogfi1LuZo/dsZwku08PxQnUVmkPDLMPXX7WOkL83a2AkUfRDLBsCxnc6GHT5AkiNuaVqCwkLX0sx+AehagcP4Il7lzFf7lu6Xk86UcOlTgmWfSBIMKfr+gt9fCtiXqLLeZW1gOr3dDUHF7XTTHYW4ZfP0O2Dwfdu6FoCK4ejGsXXHysVIp6O2D6ip4+Rc2lmnT1SP4u78r8N3vftgRrn8Ybv+4G8d2sAN++7fhqmUfjpNIuBFyigKWBe3tboycrsPzz+fYts2gtlajvd3kySczfOUrZ94n1e9XaGg4f/5mPDzOJzIWbBiZ7Vlcunii18PjIkJBRZmsZn0hQVN4J9Fym2wuS5usJWdnCWjv055pZLhQSSLpJ284/Gg8y70L44QPVzAEiNDG6tndkZOgaYJoFFpadEIhQU+PiWlKrrwyOOuCF2B+HH464HZnW1wDNW65NNUlcOfl7m2q+P2uULVt92vREMQjAkVxME35G9FbUQa5PAT8UFYKbbVHN8UYGnJropub3Z97e10hXFUF7e0Wfr9Ke7tDeblCb69FsSjx+2f/tQTo6bF47bUijgPr1/tpbfU+tjwuXCIarJuBsiPP6Z0a3tHDw+Mion8QHn0MiuY8crKGwYQkpeWpX72BSn09A5HVFBoE/R1RBjY3EPDneaE3xsPNRZ79RoqlgRjx86B+dyqUlKh85Sul7NtnEA4Lli49eWyZI+Fg0o0pa45CfAbKTR0HnnkHFlVBNAC94/DKHrjnDM8hgkG49y748XOwcpXA2SqZ21zgs5/VjyoduGIl5AtuGcQnboWa6qPH+aCUIZt1G4foOkQO5xWHwyo/+UmReFxj1y6LNWuUw4v3Zp+REZvvfS9LIODWUv/zP2f46lej1NdPQxyIh8cskDFhw/Bsz+LSxRO9Hh4XEa+84QqauloFx4nz/Iswbse4rjqOGUtjOUGKnRZD2+sIlaTJGlG0iEHM38fDb9s8fP0Ed9NK+Dyp4z0VFRUa11576sOYlPDDDtg+5qYthDX48mVQcep439PCsCBnQOXh1IpYEMbSZzfmimXQ2gK5vEpJXEEI/SMurKbBjdcd//EANTXwwAPw8stuhNwDD7hfAa69Nsh//IeJZdkIAddfH0ZMY5u4oSGHt94yCYUE113nIxye+th9fTa2DRUVrsjNZh06Oy1P9Hpc2NizPYFLF0/0enhcRBSK/MalMwww0lBfozC4+Roi126gxJ+gkJRohkneH2IwWYfwOYwkqmkr30RONpEQxQtG9E6V0QLsHIc5UTdKrT8L747A7U3T+zwBHRbUwL4BV/BOZmH9KTrFHQ/bhvFJKCtxBW0s5t5OlUV8MpYudW/Hsnixyl13RentdSgtFaxZM33vfTYr+d73CjiO23J3cNDhi190zzSKRcmBAza7d0PRUCkrFSxfDnV1/KaldCgkcByJPNztwzAgGj0/yi48PM6EiAbrqk693enilTdMDU/0enhcRKxeDj98znU2CwW3SYEuYHIoypvPfIzGK0cZkXnGCJEcKkM44I8XkE2SWDxBldxNlN8FEZntXblg+cyVsLEdhpNw8xJY3XLqx4xlYPeQ2yVufhVs3gS72t3YsS/cN7PzDQQEX/6yxvi4WwYRCEyfqEwkJIUC1NQo7Ngh2LRJEgiYLFsGr71m8Mqr8NbbPsZGBNIR+HTB5WsF//tv4MorYP58jVWrdLZvNxECli3TWbzYFeW9ffDs85BMwVWXw03Xn7zt8oWIaTps25amqkpnzpzgbE/nhIyNue3Gy8pgzpzZns35TcaEDUOzPYtLF0/0enhcRKxe7n7dvguC1fAv/x889VMYHoU5S1US/hoGE/BicRJRZyFHFHzzCsSvmiBSYlMjIchGEJ+c3R2ZZioDsLz86PKGK2bAbQHX7b1lydS33zsET253v/cpsLEDOt6BZfXQ0eu6vru64KU3ICDhzhugrXV65+zzCWpqpndMgPJyQWmpK3bb2wW2bfP3fw+NjXl6RhV27guTyyoQAwpgFiTb3hV8/U/gP37kPv6++4Jcf70fKaGiQkFRBJkMfP8JN5KtJA6vvO464VedZJGglHJayzbOBXv3ZnnyySHicZX/+l9b0bTzT9VPTMB3vuOeZEvpJocsXjzbszp/ifhgXfWptztdPKd3anii18PjIkIIuHyFe/uAK1a5Xzcfgp9tg5Z6i52DA/QrDZhBHXsRJMwK2nNzUMNjSLKzM/kZRAj4dCuURKCrAG1hiJ1ksVYm79bnloRn1j00bfjxe1AegtDh+UgJ421uR7X7b4WdnfCt/wv7DoAKPP8LePRvYU7zzM1ruggEBA89FKBQsBkbs/H7BbYtUHSNQwMKBUtCCW5b1ggwCtKGoXHY9Dbc9XG3K15l5dE1vJMJd0HeBwv2SuLQ1XN80dvXJ3nySYtMBtatU7jpJuWCEb+1tX4aGvy0tATOS8ELbv6zYUBTE4yMwr59nug9GRkTNgzM9iwuXTzR6+FxidBa5bqcvWOCgG6iZWwUipRqKXJOGMWwiIk0mvjMbE91Rtichl9l3fzcrhR0mfCFGtCO0T/bOuCn77hpDwsb4MFrQJuhdVPDaShYUHVEu2YhXAGxpA4Wz4enfgVjI1AWBOmDVA7e3nJhiF5wm4o89JDG3r0OPT0KixY5+KIC3SfxBSRFGzAAH6CBSgEsi3whzIlqmOMx93XK5Vy3N5WCuuM41Y4jeeIJC1V1F/O9+qrDnDmCtrYLQ/RWVup861stsz2Nk1JVBRNJ2LQNCgZU1Dh0dJjU1/vw+89PoT6rSNyTPI9ZwRO9Hh4XKYlEkaGhPI4DkYhGQ0OY37pa8I+vqhT6GojXJjHbVJygQAsVaYw4VIv/B0WceWOC8xUp4aUJaPSDfvhzuKMA3QVoO6JU0jDh2XehKg79SXhuOyxphJUzVKeoq+5n4LFYNoQOrydbNgf8ARgvgG5AdRzKS2dmPjNFVRX81V+pPPJIHiklk2nBqtVBsnnBhu0SUxVgC1TyROJjGDmbkpgChI47XiwGv/UZ+OFPYXQMVq902zMfi2VBOg2NjW7kmRAO2YvvQsasUl4OwRJYuMBtgf38Lwq8vyvBFat1Pv/5itme3nlHxAfraqd/XK+8YWp4otfD4yJjbKzAyy8PsHv35G8u40opKSnRuemmWv7m/nLm/aqCJ8YC9KcKaJrNXdU5/nvZtcSY5gyvKTAw4NDba1NZqdDaOjOWqgQsebSrqwD2MYrTdtwaWgns7IexFPRMzJzorYxAYxyGUlBz+FyjYILlwNI69+fFc+C/fQmeeg4iCiyYA2uvnJn5zCQNDSp//MdRBgZsQiHBeFrlxTcEiu42yvDbMNydwDAF81uhquLkdtjC+fDtP3HfL+0En2S6Lli9WrB5s4OqSiIRQXPzheHyXig4DgRD0DYHVBXeedfBcQTJpGdnHo+MCRv6ZnsWly6e6PXwuIgYHMzx6KPtADQ2hlGUDz/gs1mTf//3Lm64ocBXb63nU+kICTtCVQwqZimhrLfX5p/+qYiUYNuSBx/0s3z59B+WFAFXxWBTEqp0yNgQ1aDhmD4cQT+sXQBv7oOyAFRF4Jr5p/98jgTDgcApNLwQ8MAqeGobdE+489RUeGAlVEdhzIA3J+DfVEjdBq0h+OIqV+QNZyHsg8h50khiKpSUKJSUuFZ7C7B6qbsAavN22LwDUoly7PwkV6wKsXjx8V3eIxHixIL3A+6+W2X+fIV8XjJvnkI87one6cTng1vXw0uvARLu/1SAha2wePG5P4G+EIj4YF3d9I/rOb1TwxO9Hh4XCabp8Pjjh/D7FUpLP9pVLRz20dKi8eqGQYaX5nHqYTElLKKCs8l/dSyLgS1byI6OUjZ3LpWLFk35sfv326gq1NcrTE46bN9uz4joBbi9DMIq7MtBnQ63lkLoOKL0jlVwWQMULWiqgNBpNqjry8ETXZC2YE4YHmx20yKOR9EGVHhoDYxlwbBdsevXYEsSnh2B4Rz0Fl0X+rt98INdoHZD1oZgA3xmGXz76tMTvwUDhifAr0NN2ent35kiJfx8A3T2w6dvgbrDrVgDAVh3tXsDPzC9MRKqKliyxBO6M8m6tbBoPpgW1FRpKIoXeXgiMgZs6J3tWVy6eKLXw+Mi4eDBFImEQUvLiT9wHEWhfXGUV1NZ4gbU6knuTEb4RGuQ6BkaM3uffZbBLVvwhcP0btrE4vvvp3blyik9tqJCkM9LsllJIgErV86cONEE3Fji3k6GEDDnDCOFHOkKXlWB5jB0ZeGVYbi7/qPbbh2Hn/W4a1pKdfhcKzQdLnHoycNPhsGvQr8NB/KSxKjE2QGkBZQJsEHpgP+jwM48/Ogm1/k9FZNp+OcXIJFxL03fsBJuOUnU13SRzMBbO93vt+39UPR6XBxUeuW7UyLig3XHOR6cLZ7TOzU80evhcZHw7rtjxGInVz3bimHeqdVpDryPbiYYSyl8Z2cDnUMJfmv9TiJqNeUsQzC12lrbMBjevp2SlhaEolBIJhnYsmXKonfZMo3JSdi922LtWo3rrz+7OouMCU/1QN6GB5vcfN5zSdF2Hd7msPtziQ5D+Y9uN5CDH3dDbdAVtmMFeLwDHr7MLXF4MwEmDm+mbIYLFqkJgbNBhz7AlNAhoRmccgVrFHZVwTOH4ItT6P722g43kq2p2nWPX9sBy9ugaoYXx8XCcNUS6OiHlWfQpc7D42IgY3pO72ziiV4Pj4uEZNLE7z+5WD1kB5k0wtR3aah+m3A4hRrbz9bRAHdak+TVHvyUEOXUK7dyDONoFkrAj1Uo4AuFMHM54k1T7+2rKIIbbvBxww3TU1TcnoYDaTcV4d0JuGMGaudORkCFljD05KDEB6NFWHOc8oHRgusof/B2VQSgJ+t+IEZ98GrK4q1ChoFsiKziw+5UICwhKFxr2AbGgQDIEFgG9KWnNsd0zq1dBteRFgKK5pntr+NIhocLGIaktNR30pMuRYFP3nhmz+PhcdEgcf9/PWYFT/R6eFwk6LpCsWiddJuM5mDs1OiUc7EW6BhFnWDRoLrEwq/q2AgcTj4GwGR6A4Pibfyj7bRdnWBkCyTHFxAoKaPtlluma5dOm9qgWz9rOtA6C2WFQrgO88tDMFyEj5fB2uNcxg9rrssqpfuYgu2WXwRUcJDsctIMJgPkfAq2CQIH3xUFfNcayEkF480A1oQOjoP0KWTGoX4KrnbRhFAE3tnqNuqI+aCpHKpOUfJxPNrb0zz//BDj4waK4pZKLF0a4447ak55xcHD41IlosO6xukf1ytvmBqe6PXwuEhYtqyU55/vJXaSVmPFgg3jgkm7jOJICNPR8EVNrrxtFFXrIcI8orQc97Fj5NnNOLGe3YQ6/52yHb8iHhsjX1tF7ZpmaurupablPlR99uIEaoPwzQVuPFnJFKYhcRhnFIFCGRWIs1jQ9wFhDVZWugvNqnxuucKxtEZhVTlsnwBVuObPvXOy7FF3MkmGufE69vfPRfoFImARuSZFwF/AyarkS0P4agqIvTZmPogTltiq4L+8DS8Mw8NLYW2VK/wLFsQOu7rDSfjXjZDKQ30t9I1B0oJlVafXdS6Xg8ceS/P4491EozqLFoWYPx+EkOzbl2ZoqMCXv9xK0a+QkJISISg53ovg4XEJkjFgQ/dsz+LSxRO9Hh4XCUuXlvLCC30Ui/YJyxyaTIPdioSCSs4OIiSYjs6VtTHaaDvh2DaSl+klvWU7HT2vU6rZ3NumEBwTaIfSROcM0RvrpX4WBe8HRE7DZBxmkN1sQyBYwVWUc3qrq/KYdDNBD5NIJLWyhH0TZWxP+VFxxexnq+Cy8NGPUwTc1wyry9163pAKMraXJEmKCJZU7GJnqJn9OY1AXZ6S8knyvVGkKgiaedJWBLEK6HAgr2KkIJWGt4vwZwZ8awkUU7B7BP78BrfZxQ/edJ3l5gqgApa2uD8fGIHX98EtS069v1LC449LnnpqhGKxjGzWz8iISTpd4Moroa4uSFdXjh/uSrIxHKWnQ1DIwfVlgk8vVLmsfmbbOnt4nO9EdFg39QqwKeM5vVPDE70eHhcJkYiPe+5p4oc/7KKuLkTgmJBYKSWXZcb5tR5nkghkVaQG0Tnw2cWnGl1i4TDZsRujXoetXdjNICyJJnOQSGDoF14nNwf7cEc0iXOahXYT5HiNA5jYhPEjgHesIbYoQ8wPtRJ14uRt+OEofDvkOrpHogjwC/hFj1ve0Nhos7Raxa8ohHWLu1vTfG+fThED8iqR8hROWsUfLmIWfRiOjlIucfYJNxdYczNvhYTH2qEuDUYR3u1264QTOWg5ZoW9ENBQCpsOwLpRmtxRAAAgAElEQVQF4D/mhMFx4GAHFIrQ1ADpFOzaVWBkJEg2GyKTEaiaTirvY9yWFE0Vw4nw5Isara0KpVFJNAK/TjvkNimsnSu4e5UnfD0uXTJF2NA527O4dPFEr4fHRcTq1RVomsLPftZDsWgTCmkIAfm8jeNIVi0t5eFbQzyyTfBsP7TVw/fXu7mwJ0NF4UYa+NmKNiaHNuNfGGeg2ECFL0EhVIIdb6FWzj03OzmN1OBmBykoVFA15cdZ2GzgID5U4nzYxzjk+FBti05fB8bwYmxLpyCgPwdN4Y+O886Im5DcHLHoGWyirXQHgYBDjLnU1BT5RqiX707opHMR6gL9yKCKWVQxTR0RFkgLCAAGyCCYIegdgyEFxg3wGfC/NsKqGvCdYI2jT3O7miXzbjnGB0gJP3oOtu0ARYVgAG64BnI5h0JBI5MBw1LJFzTG7QD9e0CmDYo5BQZ1ipak/DIIJIGiICnhxa2wsAYWNZz6NTYMmJyEcBgisxz7ajvQlYBU0V38VxeFilP3zrggkVL+ppOjx/QT0WFd8/SP6zm9U8MTvR4eFxnLl5exaFGc/fuTHDqUxjAcKisDLF1aSkWFu9rpL26Bvzi8/SAJdjFCnCCLqMN3griyeiL87vxP8+z8MQYooSNfxbwtNcQKMbRoK+HYdac/2cQEWCaUVrg9TM8xCip1nP61xgFS5DGpJHrU/SrQm9GQvgKamCBTrMbvS/PXoyM0WzkWxhQWiioq7AhZO4+jR0maNoq9BdU2ubKwhZh6KwtFnPeMF/BpCa4LrOUFZxmJXDlmUiOTDOOgIhwbmReg22ALpKKQK7qlDLoKCQOWBOGyerelsihA/QliySQfFcWjY7DjPZjT7DrCg8PQ1es2OQGBrUG+qOGoAgIKBSToPohrMGEx9LLEwEemR4EJ6NGgogIyo/APfwil8RO/vmNj8P0fQDLpusL3fQqWLT3+dpGI2+BiptgyAC93uLWYSH7Tx2VeGdw5H8ovIvFbKDh85zvjtLbq3HPPSd4gjzMmU4QNHbM9i0sXT/R6eFyE6LrK0qVlLF168nZbaQps4gB+NAZJ4CBZcRIRqBPmPr5BikHCwTJ8V/ugkIBgGahTLKY1TTCLsHMzvPWqKySaWnE+8SDZZBIhBOGqKsRZXgNPUuQ9RukihYZgAWVcRjmBaTjsjZHFd8w4lgM7J6BWgTGpY4XHqCjpIRLvp6BY7Lahw/DzrLKP0kw/i0cGcdQQoqKFTMFiRXWGUb+Kv/DPVFpR1ioRuhjjTvtHvGYvwvL7ySkhZBgUw6bY6YcQ6KEiwge2FUDYCgEdVAmlAVBL4X0D1Dj0jriOpXrMyzqRgcYyKD3GiZYSJm0YGHPLL4JFmOeHT31KZ9N2GB30oUoFR1EhdjhKzacQLM9y9ZqNRJvSbOu+iomxFigIRg3BRBIUC156Ax6868Sv73+8AIU8NDW6JRs/+hHMmwvBD011Nm6EF1+E8nL46leP/t108UY3vHAA6iJQfsT4joTeJDyyFb68+uJxfR0HLEtiWXK2p3Jx48z2BC5dPNHr4XEJk8dAAhECKAgS5E75GAUfJR8IYw0IlEN/B/h0qG35yPYSh4LMoWRexdf3Cmw6CBMB7O4xnJU3IsQonS/+X977x7+HijZKWtuoWryYJQ88cFQSRGZ4mMzQEMGyMuKNJ8/8GbMzvLXneaJjYzTXtpBYuJBdZj8DSoLbtHn4ODtBrSJwOFoYDOfdxhS1AYhrWRKhLqRqYCMxFImpqqSERW1+hLxfY1dtHauH97Be30WiphVVjTAkJH5jPxFtNRE1ynzKqYsO8IniAd4xrmDSEYznBMWkgl5mYDoCmRNoukRgY9oKKG7/irQNQ0WIOzDqgCiB7jGoLXFrdwUwnoG8AZ9d6+5DXwre7IeRLDhF6AhAYQR8ChSBNgVKqyH+yTJCOwqYeyXYwrW4hQBLIoqSt/3XECtLU1Y7gS6LGO8EQQPbgN5ueGXTyUXvxATEDpeIBwLueVE+f7Sw7egAnw9GR11H+ESiN5Wyee+9IoWCQ1ubzpw5U1tsOZiGXxyE5jhox/y5KAKqI+7r9NN98NCqKQ153hMKKXzzm5VezfUMEvHDulPHoJ82XnnD1PBEr4fHJUwJIWIEGcPtbLD8DC718+ZzsPdd9/vr74VFV7jfOw658d1sUF9kIjzKnNxmFm7fjRWGoYYKklcFGI1tojBsUIwkULPDjE+MMHDofTpffpn2F16gZd06LrvvPoxMhq1PfA8pHEReYfGnP33Crm/vMs4brz/C0nc3YgTDNGwrwb+3BV95hMGyAAcaR5lbsgid8lPuWsEBXXw0dqyWOO8zdNR9HRmwTI2ENMhVHQRFIh0dQyuSlRoF/OjSxBAKfrtISg+SDJThc1T8zgSOEEgKKEKllwNUMowPnVLa+OPmTv7ywHUM+KDLD/1hB9WWhLNFHF1B9VtY0k9Ac926uA+SCrQGwLBAs6FtLqyvgn/YCpOH63dvb4E7lkFDGbSPw7/uhpDmtjN+cQ/YZbCsASIqVJbBG73QUwTdr1JXESTd7MAEriqVQA5khaAwHCYwt4jp06EKflMxo0G2AG92w9t7Yc2i47/uS5fCK69AVRWkUlBZCfFjrrbfeis8/zy0tED1CdpGJ5M2jzwySSpl4/MJXnklx2c+E2XVqlPbwu8OuGUixwreI6kMQeckDGWgZpbrjqcL9dgVlx7TSqYAGw7O9iwuXTzR6+FxCaOjcQMLmSRLAB9xzuA6beceqKyHXBr6Dnwoenf9B9uLTzEZt8lO+thd1kiyUfD63OsZJ8oyYyfzjEOkekxGv3Ql4p4c9s8PkXgnh763k6Hduxl4910OvPwSVb+/ksyNKfSoDznmo+PtV44repMUeNzawm37N1AWHUUVkt5AM02bBxl78FOYpYPsyr+CWbKLUm6gjvlox3F9+w14KmGzWUliaybXBTQ+H4hTikbBAMUIUx6KMCKyVBLCkYKt/VHGczq2niBiNjC3fghHy4NjMOTMw0IDy2LIqSUs84Rlip3pBGKymbjjsKJqkINKBVogRllxA1mlnDgmhrOfeVXX8zUVfrIPLg9BLKbQnhV0xVKYliBslvKxeSoV5W5jjCod9mYhWIBKHfx+WFgKh6Kw5moIO9BnwuI6aChxL9f//BBUBN2FNpbt1h6OF2G8APNKoJiFgbS7EK3DgKGkQkBVMDWwixx2/RVsqaPkJfl8iFGhYUwetmoBimBLMAX86ffhe/8/e+8dJcd53uk+X+XOcXKewSAnMQAEA8SkQFkWTVO2qLSrvZZsSU6Sfde759p7rs/u2bv2kdN619mmJXtpBVqUREpUoJhAiiBBgiAiEQcTMHmmc6rqqvruHzUUaREkQQlBJPs5pydUVX/9dVd316/eet/f+xlY9ZKueVLCqVNBVLe7G5wmrN8A73rHy1O+u7rgE5949bfmU0/VqVZ9BgaC6K5t+9x7b4WtWy2U1/AOPjD/2mkLQgS3yeKbR/S2uLBETdg5fP7HbUV6z42W6G3R4i2OgUYHP0HRysYdsPehoOJodEWIei5yfDfjWw1yjkGsVOJUdpDqSJR5tY3kmRm8XguhShau28p4ZBWK46Ks34r1Rw/jzZZQqkWqCwuo1RCNVJTG6jCLegL6FaxRWE2VNl5MRJVI9nCAgnKGo5evYrzey6qx04TKORqRJK6oUNOgaLZRwkLlOeKyjuP0UXETbNNUthoN6s4Jvrwc5X4jTt5rEsvP87Q8Ta19kPd7W/jyYyqNpsDJDFK/6gQRs0CmHCNnC6xIGcXI0cjHUTtOkJHjHKuvpmlp+FLgKyZhUcNBwxor0/jGGEbZJY/Jg//XL2IO9xISJxBihpQzj4qkab0HzKvZ1gM9MXhyGp6bgx4tTLcWZrQLrumDVWmoe6AaMNOADwzD8RwcLUJvBH5xCP7nNLSbQfe3hAO5lfbDVQfyDeiPgy2h5EDeAUsJurgdHIcDEqo+VG0wgKoLvgfKStoCEjDBWQiB7VEfC1F3ozAmoAHkgm21OPR2QSQE//o4/OdffPGt9L0H4JFHA6cIpwnhENx848ujvOdKuexjmi+KW9NUaDY9HEdiWa8ueh3/1aO8L6AIcFptZV+VahUe2QWFIlyzAwYvgHvBG4WK3Yr0XkpaordFixY/GVfcBMMbg5ze+ErhnKIiom1QncJQbDTVJRNeAiEI21UqoSS2k6cUSTIX60fzmmScRQqhOMsfuZ72B8eRsyViSY+OUZeptginIyOoikuWHEbU5Ds8z+1sIUxQQLdMhYeZQCpwqnuEoTNjNFwT6VuUf+5n8aTLVDzLKt0gis2U388/2RYz9jJas0FGhvhr/Wu0+6do+quoyJ3Y+STb7OfxPZtx9RT3LK1DV0N0JOBfZgXXzI1Ab4WU79OnhcnXTLq0IziyRo93jIl6Fzk9Rbc6gyabLDrt+EJFkTaRM7PkYz0kUw76UpXIrqfxh3uxxSiLoRuYt6aIs5mkuAlWotE9cbg9HrgG2G7guGC95Fs8rMGHXmIHduWP1DFui8Oj+aDdsSth40p00tQCzbrbhnkJpSaoveBMQqUCYYLtM2E4Nb8iSl0wQ2CXV6b3QiS2CSyp8KgKfYADIS9of5zOQt4NfH93bgkE9QsUCrDrsaB47YWo7vQMPLEb3vszP95bc3hYZ8+eOum0RFUFc3MufX0alvXaajYbCk4GYuarb+f7kLyA7hFvBu6+B06cCk50jp+Ez/wqpF7BSeRNj4TXaQne4jzSEr0tWrT4yRACMp0vX7b9oySO5ylkpqn2h1FUMI0a27WnOHkiS2zseWLb6lh+nZoSwY+aeL5BLWpg9IRoqyrctE1QvkLhqBbDcB0Mw6VpmViySpMmeRo/FL0HmWcWF6+mcVTbxPjQEE9ld9CfrBCLXYmmerTr87RR4gfuMN/3ulh2dPBA8RsUHckfNYb5r1GfBRnDlTUqSoJxY5jhxhEm1V6GCRpBALQrKjlc1okI742GWAoLnqgVcKsNTKtJxQwzqQxya/NbmLZDVY2Q9Arc7d+Gayi4x6uIuoptgSIFIQVKSMLSoGGPkjGupVs5e0jMUIPb6+XdGeg2YbkJo2Hot14cT0/DsWUYNMFUYDoC8V4YWIB8CYbSsKkD9kxDWYW4ERTLCQuEB9IHXIKjig+YBBFeE9r74aZ+2D8J7XFAwLEJ+MztL87tBXuyl6YxxGKB8P1x2brVYn7e4/HHgwLNzk6NO+44t7DxNX1BOsmrid6mB5oaRNlbvDLjE0Hra02DyTOQL7x1RW/Ugp0XwNK8ld5wbrREb4sWLS4M0Syhy34dl3108HlKhFCsAboKp/G0OnrcpDN/nJ3qw+yK3kRRiVNUkgyFJviZ2wYYXvdfiD/55xyXNrrnUZchFOoYuGhEUAijIihNT+NUKqT6DBpmO8VGGUOvUW/GOOWtRjSX6T2xRFPVGepUWUhu4jvNEEVFwVUEiiZBF8imx/Oyi0bzGZI41PxtKHqTw2KQY8kBrooq/EJC50vzMLkE7+lWeGefSUZTMIXg0wMVrjSmGVeeIRIv8Kg2SltpgQ5zkVm68KWC5jdpLpk8PbsDv+NqoouzxAvTpOQC1e1rWS9UeuaeJHLmQQbabghMcs8jioCtsbOvi8ZhbRPmyoGzQ1IHMwFXpuD5k7A+FaQ1/N7NcNd+WHsdPPsMjNfAjkCtBkQIIr06EALDADMM2zth+2qIpCCZgDOLcMt2uOYlnQDb2oLHdZzgfhA0p7js7PWK54QQgne/O8rOnWEcRxKPK6+Zy/sC69vgodOwXDu7F68vYaoM7xz+t9H2Fi9ny2Z4ck9wghCNQvvr6/b9pqLSgF3HLvUs3rq0PqotWrS4YOwgTYH1aOxkgFPEkKxJ/BJvS/ThVMcJd32WweYYmUaJycoQPYUql9l9qLf/EUpsEzJfo2PPd7jxu09w3x3voGZGifoWino93cRw9hzm0Ne+jlAU6t09lN//fsYa84RqNZquiUCnPh+jq5LDTU0xL2Y5VW/iyiFcYnhSQaguuBLPUMkvt0Py3+GFIFUJM6NWCFGgSzb4FWuYvrDg07f4LNvzTJpPcbDxINLPM+51M+d0YkZ0NrkzdCqTHHJTmFWd5rJLKrtIXk3z5NQ1nMyvx3M1/ITOoraGXMcIk6rDsTmN/mSRUnOZQV8l6dQv6r7KGDCSgS1ZaLhQlLDOhBvjELoOijWIWZCNwfF8kJvYn4KHHoKJSZgNB8VuhEBrg3QU+jphfTf8+QcgGYaTZ+DxA3DNJrjxR2y+wmG49Vb42teDqLEEenpg2zZYqEA6FIimF/D9c29nHA4rhF9njWZIh3+/Ff7xuaBQLRuGsB6I3eU6lG3Y0QfXD76+cd+K/Ox7YLAfqjXYsO7Sd9i7lERN2Dl6/sdtRXrPDSHlG9OE+oorrpDPPPPMpZ5GixYtXgMXSYEGkjPEsTDoRSCQ0sVxfhOau8GdwWikEOaHIfrLoK+0BPY8yC9QNypU4gVOo2DTRhKLtWR48g8+hxEOo1kWX5U639mynZtG7qNsh4g6RXZO7uKotpan1l5ONrGIX1aZ9vpZtNqYo4M6EUzFJu4X8WyN/pkOfm+DxsOFIzzbbDLjZ3FxiYgmaSNNp96OGj7K0UYNs1miqanEjDJhrYaGS8WPEverXFnfTeTbRzjxbIiQW6cjVcZ+x2a+Kj/OCW8VxUoK2w7huSqgEI4WiY4Useouo5ll2mtVLo+7XJc22ahvJfyTFBqeI3MO/N1sUAwnBSQ1+JUuiAmYy0MiAtEVp6/JPNz5VCAA88CT40EHuE4LiqVANG/OBB3gbt8Om9p9lmtFOtI6Mc6ueJ5Yhv1F2G6AlgtE8OAgfO0QPHgQhtPwmzdDzYG7Hg7mtGM93HL5uYvfH4eqAwcX4LFJKDSCZeuysKMXhlNBJk+LNwZCiL1Syisu5RwyA1fIW/6f869d7vrkpX9ubwRakd4WLVpcUDQEWULAvw1vCKFh6J9DKrsQuoWIbwbxIypCVSHbRQgIAT96VdSKx2kUCii6zrFIGwPmCeJqgaSYYu30CQYLU0Rkg4N96ykkU3jSpOJHUDyfiKiyVh6hS5tH8V2yyjLJVQ6PTXRSeb5IItvDxOoICmArJkveIqGZfTRMyGX6MHWFihFjDp9+OUVclEiJJdbKUzT2FlEeXyI10gmpCF19eR5xB3HjCkm3hO/q2K71w6KWRskiUi8R617mjNQ5UBnhwQmFR85M8NnM/6Tr4Brcik9qaIiOzZvRX2/Y8hzoNODXumHCDtIMRkIQUeCLD8GhcQhb8Mn3QjYRRHh//Tq4fwzunoftlwVd4CZOwPUpuGoNhFPw1SL87hy40/MMOCfYMNDk+vBmrvuR69s1F745ByEFfuDDJzcG9mXfnoDP/RMUpuH7DZh+GjZcDksl6M3CYwdhbS+MdJ33l+OHRAy4qje4uX6QInKOGRItWryMqAU7V5//cVuR3nOjJXpbtGhxyRBKGKG8+8e+//r3v58Dd91FeWaG8Nu3kY8uk5obQ6kKuhtzKE2PSiJMOR3HRSEUcQiVq5iyQbd7hsuNZ1mupzBUF3RBCQPZl8dvRtCFDoaCqVSINWdpuiY9jTF2J7czOnmKk72jKJqHo1jM+F1EtBodcpmO0hy5PWcotnfgnqyx5up5CnqGajRKIpZD01xSySWYlsznu0EDX6o0ixb19jD1pRhJs8RQ2ylifo4HzuS45bu/ih/5CAuHDzOxaxeXffzjhNLnv3oqpQe3F2g4geAd6IDxeZhcCEQvgDDAjoK5DGPzcHo3LOfg+RL8XQVCt0BmFTQaPosNgylrNZZ7nPzMIoNmG71xKFQhHgrcJIbDcKIStEr+/QOBg8Tx51zGSi6VuoaRU/niNwWjR+Hd7wuiu0JA031xvqdOSR56yEdV4aabFAYGXl2d+r7EcXhN+7IXOBcLsxYtXo1KA3YdvdSzeOvSEr0tWrR4wxJpb2fHZz+L9H28Kvzn4/vQ/QqhiIpjahwaGeHryZ+nYKSoN0OkRA5d2NhHJDeIR4n2lnFiJkL6OIqF5dSpmSHcXhezskzUL7DKOkXMqNIRmiNCheJMjEmzH18TGL6LL5o0FQMhfXZUd9OjzbM7YlBecmlUFca7NrC4ai2eZSGaArehoRkeg92nmC90gSkgAQU1jppzSap5+sNjbAvvQa016eE0E26MuW98nqn/9Qf4ccmRw3/Gh4fXE05eBpEfM2zk16B+GBr7QbpgjkDobTQ0gxIFVMIk9BTr+lWOTkHICKKrEHj0/vYheOS4jxNyWO0K8jmTchNyDaAByklYMsCXCjIUQq+ZLBYsxo718HdTkPBgrgCXjcAHr4P/MAh7luHrUzAUhWNFybMFm3IK3KKKG5HIimBmEpYWodGE1T0wvGIcMjsrufNOj3hcICXceafHb/yGSiZzdkF7+LDHN7/pUypJensFt92m0dn5yuJ3asrh+98v096ucvPNcUzz3BWw6/poLcXcAlqWZZeYluht0aLFGx6hKNwcldzcXOSe2ffytq4jHLJGGbMHqRlxXF/D9g1OuSPEJ8fpPHiIjjVzaJ6LgsRXFHwhqJphfBR8S+BpsFE5RJISnlCJUMZNGlyde4Jm0WDa6cEzVTyhEqdIlzPNoDzDYWsd2lV1eH6GhU2bOBreymhpAiPeJGRVKbgpGo6FbjQxUnXckIYS9VFwSUUXGQmdYtQ6ieJ6bPjBPtY8dZhoIc9sVOWPi3XCV0R40shwPP8cn951J2bbJ1iil+lojFRW0BbLUzMbmITpYBUJ2n/4OlWpk6eE2syTyd2D4ddATQAqduVBDjXv5pDZw7JrYrt1TMUjtrWf9evezep4H6kYgGDPEtw75kM0h0i4HF4wyZVVvIIWHFUUkHWo2ZBUAGlRdXz2/mALvdJkugh37Qss09IrbhKqCKx+1ZX0geG4JNLlk180kAj8KJi5wOv1390IA/3BfV/I552ZCeaWSgXCdXISZmchc5Zu07Ozkn/5F490WtDXp5DLSe68s8n27TA25pPNCq66SuXeexdQFPjAB9r5wheWURTBM8/Y7N2rUqtZLC3B9u2CW25R6e19uWD2PMlXvzrP/v0VhoYsPvzhLkKh1+c1t2tXnqefLvPxj3eTSLw5D9lTU5InnvBJpQQ7d4pzjry/EYlasHPN+R+3ld5wbrw5P0EtWrR4yyGE4FNDM3z/K19kKtFBw5L0OafZ/1sfI9dMkXfTICR21whzOwa5cXaG9Rwh7haZM7pwVRXVd2kKFcczSIk8puIghE+DMAnKND2dIXOCrc7/5isnb2P3mh1EnDxD5WNcG3mGmh4iyyKxrQbm7/Sg7F6mWK5RlxrhQYd2bQG1vUmjEcFuhNBjDnq6gWnahPUaHdY8Ya1G09NIlxdYuKwLkXXx/+YIbqXOpru/ytHLP0wl004pkeAfRhtsuP+feK7ZxeG1a+nICKINn82NMH3RHvbax1EO6mwan6A8UGZ6XQTXiCC9BbSIxlXNND1+FIcG39OanKy3oywuc7y2lhl/DXXVJJ4qENEe4Z7iDpamhnCOCE4sCvIRMC0TsyHB8PB6ZJB4bQMK+LNAGIoZsByFUELBcjXW9YA2H7g5pMNwy6YX9+GqGEQ0OF0BKRV+7e0+X+mb4cj9HShPW2Qj8OFb4W0bXl68FosFdY+eJ5Ey+Dt2Fnu2ZhMeesTn6DFBoy5QVRgZEczNeYyPe6xerTA15fP00xVsu4aiwMREg2ZTkstpPPmkQbOpYttQr0sefRy+97jHJ/+Dwk3X/9tJnT5dZ9++MoODFqdO1Tl4sMK2ba+vKLFS8SiVPFz3jVl0/lqUy0GEXlUF1aqkWpXcdtuPYUL9BqHSgF1HLvUs3rq0RG+LFi3eNMT0ENe9I87UkQL7pcu3bv8lJtwhGr6FIWwUReKHNRbT/fx1+ZP8We0zbJYHaCo6Z2K9SENgSIcFpZ0OdxHdt6mqUSKyjBSgSJ9Us8Bw/QQffOQP2PlPcZSwT1X3GfxYJ6l4BSehU5cWer/F5r4Si67BTmeMYiPMciWGNRdGOgKvPUOmnmexkCEXT1MPmVSI0qtO0VQN1FyTye4hjuY6iaQ9ejaUaQylMIo5VL9BMdnN6Y51pJ9/iA17HkJkLue5G27n5KZ38O20Tyq0zBXmMdYNPM8Da1UwJTO2zgwdDLo5LM3hhDHPjvIErp3npB0lU5nCFiYJY5nDcjWeoVJ2IkS8Cj2NR9g1nmQplwou0dYE9kQIEQMvrwQqNOZDcWVnCAUmwatBdRg6nMD1YNcExC1YuwracnD31yHyCzA6BGkTPr06EL0RDcIxjVBfje076qx1wmgaWK/Q/Wx0FK6/Hh57TKIo8K53vTyn13bg778Kd/0DjJ+AoV6IxmDvXp/jx5usWuXQ3W3S26tx6pRBd7dFMqkwMhLiXe9S+d3fbQA6Q0May8uQywmWXTg1K/jTv5Xs2CYJh198TE0L/m40fHwfdP31RzBvuSXDTTelX1c6xRuJYhEcRzAwEIjeiYlLPaMLS9SCnevO/7itSO+50RK9LVq0eNMQrfVS7TJZ197DGadEoaefYj2Jq6lYagN8KDsxmr7GRGyAP07+Nu9Qv0eHPoevwYQyQM7uwlIcJJKGa6H5Dl3+DBYOnZU5Bt0xCnM+TgUUp87MYY90n4d2pkqit4Cj6ZSMGBmZw1IbbG/+ABed5pxLz76nCWd7qN87j7xhhPWpMe5J/hzDpVM8n12DIVwQClatwBPZazjtrsHTbWLpBA+0DaBKl/TxMmJDiKptUA918eh7PkBoY43H8h/CrasUJvppc+bIrl3khDLK88UNxO0SazJH6QpNo7tNpq0uGiJERFaZ1aukijqm4jAWGmIxmsXxDCpOBAMXt6JSV0OcagxhHK5ALg0ZAS5IRaE+H4FFYFpCAcgR/Pb8oENbUoEczPfDqa0QjtDe8SsAACAASURBVIEnoWcN6I8HzSjyRXA9OLIQ+JhetlKj5xPmdobIGBa68eJ+llJSr/uEwy9GBINGFCrXXy8RAkzz5QLzzBw8/gScPKZQKvlIJPGwZH7WoVqFSqXOxGSDD94RxTB0PvGJHuLxYBxNM9iyReX4cUEsFliqpdMQKUrOzDSx803+4i8Ev/7rkR9enh8YsHjnOzM8+2yJa65JsGnT6zeoFUKc9bm8WWhvh+5uGB8PIvS33vrmfa4AlTrsOnypZ/HWpSV6W7Ro8abBSG8lejRNuavAqslpwiMVEmqeaaePBiF8X6HpBV97kbYKRWuQ5din2KnX6GM/S3h4agPP9cmpWfrrp1g3+RSDTz1P1xYVU3PxPQ8lDCgqlu4RSmpIJ0JkrIA0BalQka3NA/iegq9Cpz2B7YcZX0qSbUxSflZjrplhYHGJjqUq145J9m65jsTyLD2dyxg1m4VmD8fERixpkzPbOTm8hvjkJBElz6K2BdXV6YpN4vqSkpXl+LpRvL1gUEPEJOV8gqWpDJVUgki4QtlPMGP38LaOJzEsl1l6qNgxnILO1OMDbEs/xRZ5gKPxdYgSlNpiSAdKc2GURQWpC5YPp5jZ1wdeUHhHlOAIogMFCXkJdRH4nTUJfmtATsIBAWU4UYTeG4MObUea8LY0bOmFjeskz80Kvrg/aArx2WuDLmgKgk5ebs82O+swNlbn2muTL1v30nzQchl0/cXo8NGjcOgg1KRA7dQoeJKy62O7EiEkvlQpleCxx2w+97nwDwUvBOkSwZMKUFWIx2FurkHCd+nLaJw86fHwww1uuSUwNBZCcMMNaW64odWn+JUwDMEv/ZLC6dPBicRrOW68KfAv9QTeurREb4sWLd40iHCMVM/H0Y5/HukcZ2ftCe4J/zxZZY5FrxNfgKq5GJpDOOKy2nR5u97JVaQRlT76D/wNJ9M5yiMuoupj31tgfE8IzY3RPuDgd/i4QnL6WYGoCoSiYWgKiqmxWNAJ7ylhNTxMEzwhqArJni/HSG9sku2coXCgQeNv99IesijtinCg6qJ7+7nm5meZ2nE549vejmiTLHhdqCGJg0FhMY3TYVGog+2kaepJyKmYXXX0hEthyyB+1cdZipIv9KOrNlePPoaVaXC8tAZDd0jpBSpulInmMEmniF00mZvtpuEY+FGNuVIPSlRyZrmfHv0MiuLjKYFlm+8pqGGPxX2dYCsvilkJuCI4gCeAUyKI8LovWQ9gSfAFzABVONOA2TRsuAEWEy5fXKwxVVwmrFugtWNqKvprXMnv7jbJZvVXXJ/Pw913w8REIE6vuQZuvBGe2QeXbYDpZUAKXF3g+woyG0JdLJBISlRVY+NmnWuv/bfjDw8rWJaHaQpsG0wzWF4ue7S3KSgK9PQoLCy0FM3rxbIE6y7AJf+fRqIW7Fx//sdtpTecGy3R26JFizcVYt124l3DRA88yr//9j9y/F0bOWCtY0hM4KuSopYlGrJ5m+7xn/RBNhNHQcDD32LNZI1RV+K+76PYoR72z/4zHUYnbbqGfOAAuVQC9bp2GsV5GrMFQh0m0nWIDujk85BUU+S/V2Km0SBcUznygMP8eI1JI4hi6U2oeRCiQXPCBt1E9RvMzbfx1fxvUX68g8xQHtsw0HqahJNVquUovqJTS8SoOD5ht4zS8KlU46Riy6Co+EkdL2PRXArRHZ6jplrUtRB6yGaqPICl2HQnpkiES7hlhcXnOyhMp8BXMDpsxhf6yNezCMWj4KXRVBuZVEADsc6n6SnUlShECOyWXrBdMmQgegVQk9BcifTqQBgwCO7j+rCWIDrsSzxPcGShSYUzlEM9zHwry7tuOs2qdQ+w2eslau0gqIp7ZQzj7MpYSvjiF2FxEQYGggjtQw8FRW1OEzJZSCTArkOpCtIDLa5wxRoTvwqqqvLud7+8Aq6jQ3DjjSrLyz7HjweiV0pJKmVQr9uMjkK1Cps3v0LScYsWrKQ3HLzUs3jr0hK9LVq0ePORbEPZ+X5Gr76V/zF9P19WT3PU7KZmthNVNG5SI9yuxom+9CvQC/JpFaGj2joHvvLPAMT7+jj28DEKiVEypUVkbQmph7ClQSRksuM3hik2U0w++TQzdo2ebg39Gzpjz9UoV0E3oH8A/CLMA5lOcBpgNiWeZ2OtjjB6i2T78EG+PTtAQ7HoGJxhWekgV8ri+Tqi6aPYPkrEQwn5eBUNBRddbxLSa+RLWRr1CFayTjxRZLIyQm9qnExygay6TNwo02HOUPcsSo0YC1OdQZRWSKQrKSxkafpVMp1LFJwEVr1ORK+idjeJGDUmxvpBXYnyGgTeYpIgqqus/C1FIIRNoAMY8KGuQAQU3yUkqlSriWDdsMTNKYxVB0BVWEzqHP+bXrZfP0+260mqfpmYcuuPtevzeZieDgQvBJHetjbYvx/WrYbnjkA2C5USOAoIHTo6Fa4cjaIpEcJhwc5rz36J/R3vUBgeFjzwgMfBg0Fh2tq1Jp2dGrruMzSksmGDcdb7tmgBQSvvnRvO/7itSO+5cVFFrxDivwHvIzC10YC/k1L+1UvWdwG7gUeklB+7mHNr0aLFmw9F0xkduJXfA5akT1NKUkLBEmcRNTf8POx9BJIZcq5Ko1gkOThIcWoKz5UU5CjF2jD5B54ntipF+koVI2qRfvt7SSsavTs3U5w5ztxjOaoZyXzju9iOQzQOioSqHxgaFBYgmQFCIHRJraogHY1+awbP1ol2VHDrBlFZpL29hhLzWTrdiS9VkBK3rqEqHuFwnaan4RsK1eUQXlmnLT5LIlKAhiAsqmjC48rYo2S8wFKhWA7xA96OYdp4ioYadcETtMXnmZ3tx65ZRDMVEskCVnsDRxicnhtkqdIGV0l4VoADpAiE7gu5u+7KsheivCOghjw8DSy/jmG5/Hz8q9zbfB85KwWaAHulCM0HPKjPhnjumU3sv3WWG/1ZKg1YzAe+vO2vIyVWWzmq+f6Ltma2LVF0eN+1UKkK5nJw/Ax0dMKGdfCJ94PmC2p1wcjQ2b19IcjRXbVKsGrVj0aZW/GjFudGpQ67DlzqWbx1udif1DxwhZSyKYRoA04LIb4jpTwthDCAfwS+CFzATuotWrR4K5IVykvrkF5OIg03/jwA1UcfRdGDnE7VMMD3kb6PL0FqEeJdlxONJBl4by9SKSNpYFir6Oy5jaX6QyzN/AtaMottz6OoHq4DtQZIFXwJfgg8G/wmNNQIhe6N3Hf8fciGQHqCcj5KJFrD1xQqahi/U4MqeA2VpqMTbc9hyjqhYh1tGSrPpwiLOr6nUK7F0XSHDmOBaClHWK0gTBuqPu2yxCr3JEuj7Szn2nAKJo1jJht3HmCoMMbeR65kodBOqRKDsKThhTFkA60pacYkrBdBuNqQgdC1RRDZTfFi2kNNgi7wPBUUgfQFoUSdge7TROplyt1hfDS8sBEcEcJAReBVVNySysNPDfP9e4YwQk3aV7v0nbZ475WCm3YEu+nMLIQsyKTOvhvjcdi6FXbvBkWRPHXIZ99pgdbjc+dJ+PQOwX//vxXKDYFhQCYZ3Fq0uBhEQ7Bz02tv93ppRXrPjYsqeqWUf/KSfweBCoHBDcCfA/9AkAF2VtErhPhl4JcB+vv7L9g8W7Ro8dbGTCTwm00AIm1tpEZGKIyNgaKQGhpi0x130H3FFWe5I7ztl0bQwlGe/ou/wEwkqEwcx8t6aDogID0IoYxAJiWupvHUVR/l3uLvYpfDyKZCaW+KeHeBpqWzcDJLbSYFUQFJH6NkY2guXiPE0t4eymaUcjMFlmRV8ihSQFdqmkikQlZbJB1dRFahXjFIuUWyiTKr5QkaT0c5mVvNUiXNwGXjjLSPoba7bJg7wgO1Wzi9qg9hgak20Jo21fFQkAvwgsCty+AbfEKspDYACQltKzm+4z6IYJ2dNknFFriv8bMsZLOYcZt6Tgu++cNAFTgAxBQqToT939uCF7Yg42M+I4gdavKlP5F88P3wqU+bfP5fIWTC73wKjFfIJLj11iCn9w//XDJnS9ReiSZh4hn445IkZPt87GMK4mwR/xbnHceBag1SrZMLKjXYtf9Sz+Kty0W/JiOEGAXuBzLAL0opiytitiKlvFsI8bFXuq+U8m+BvwW44oor3pztaVq0aHHJya5ejWaaONUqRiRC55YtZNeswbVtnEqF7Nq1r3hfVdfZ8tGPkujr4/h997F4dJD5PQ9iZjwSXQbJtEdqA2y+RfCIeRNHSx9gvXuEo4+voXYyyZLfTiUUx4tBs9+A9QJFdfA9FQ+NkJHHEWHKlSTSF3gRjR2dj3JN9+Pops2yk8IKOfgK1NQQSjyE5dokagvIKuiWxy2X30/V2MWx+ig1EcXXFVxNQ7/G5pPl/83nrY9xOjpEKpLHLmlU/BQ0CFIbTF5MY3AIitNUQEqMUgWnEYWQgOUVQVlSOSo2wYBHKFVDFnXSAwVy+1N4u/VAJEcl1MH7hkm1JgLHB12hUYfijI2mSf7PP0lME0JtBq4TNDFYtUqQywXR3Zc2fjAM+MhHPP7rn3kYbQJhCsoLAt8VTOyH/zUuCSfh9p99MR2ixYXjgV3w5LPwO5+G2Ou3Kn7z4V3qCbx1uegfdynlCWBUCPE24FtCiF8A3g+852LPpUWLFi3Ohh4Os/FDH+LgXXdRW15GD4Vw63WEorDpQx/CiL76kVsIwdANN9C+cSNz+/Zx/FujTOz9At4qk6rWpOcdEeYbNmPHe9CyNiU9SdvVc8yVdNS0i7QFbi4SXAsTEkwFxZconk/IbVAIpZERga67IHza03M8y2baWKRdX8TzBYqicMTdiGXWWe8fxq8JKl4M3wLfEIRlDct0MCjgCQXF8gmpdcJmnQ86/8Lnkx+jXV+kTIwlrTOI9EIgeDPAAhhVG7OtgRRQCUdxlq0gErxMEP0VBKK2BpQFTd0imqig2gY/85EC1uMd3LcH6rYPewXUCQrlikHzC2IgUPFcD8cRPPSgzzvf4eC6kjvvhIEBhdOnFTZtEnzkI0GO8OwsPPUUTEwUKebBVEL4aQNXBqJYVCVzjuTbD0NHBwz3Bn6+3d2QeoWUiRY/GZvWQjgEkZdbLr/liIZg5+bzP24rveHcuGTnuFLKfUKI3cA3gGng8ZVLTW1AXAjxuJTy2ks1vxYtWry1yYyOsuO3fouFQ4eoLiwQbmujfeNGrETinMeItLUx8s53MnzzzTz5pWFO2vfSmFlk4mgZ48Ei5vR3yP7MZeg3jJDr6KBNnae8N0Ejb6F3O3glFTHjI1MK0hW4VZUZpQcx6IFUcKoqSsTmsLKeVZwkXc6T9IvEa0X2JbYwl+jG8wUj4hS5WJqEXSQqqzT0ECU3jqHbOHUDPeTgoSGqgsUzbbSXF+jNjnNqcjXNhkFkdYmqnYSyEkR4DQgt1thx0xMYcRsR9pgvd3LksY3YUkEqK/nTQgYuERaggl8X+O0KXWGfO66uccfV8P99Gf78nwULDRkUxrmApgA+ogSKqWOg4npw4qSPJz1+5haVrk7J/v0+kYhAUQJBOzUFX/gCHDgA69dD0mpQssNoCxJFgnCC/LmwoZBOwpe/AqmV8xch4LafgysuP5/voh+PWg1yuaBb2SulcPy04Lo+//qvp7n66g76+89+MtjfG9xarKQ37Lv4jyuE0IHfBP4H8FEp5ZdWlr8d+FMCPegAvyalfPJSrLsYXDTRK4TYBKwD7pZSSiFED7AdeO9Ln/BKesP1LfeGFi1aXGrMeJy+q6/+iccRisJVH/oN9HGLxcmnkU/fz8wBG8OdY+M9f8nB7Z9lSbRjjtQxsjbl8Rj1+QhuTKNZstD9Jr6l0FR0vCiomiCqF/EToGsOFRmlY2Ge7dmnqfoWetxj0J5kX/0KOqw5amqEseowGX+ZUXmKpUiKumeh4BIONfE1jVjJo1wzqE1EyWddjj2yieXTbfgo+BGwrq/QnDTxCgbsgcGucTSjSSGXQlWa9PVMMpPqYbmUoRkxg+huY0UkRwETVM3HdxQSus3lIo0AfuN2SbPN449+RaW6IAILNBcQIHyQYXB9BaUmaWuTxGJw9LgkmYCuLvj0p1WSSUG5DH//91CvQyIl2fkxje+LGPufEtQLEsUCXQGvIdBjMD0DYQGDK/ZRjgP33gfr1wWeypeKUgn+6q+C37298PGPB13lflpRVcHQUIx4/Kd4kj9FRMOwc8v5H/ccIr2fILj+8lK9lQTuIdBhu4UQ1wPfEEIMEVxzuWjrpJS1n/xVeG0uZqR3Avgk8J+EEE2CJ/9fLqbCb9GiRYtLhUCwZfCjnM4mmKj9ANtZpln06DKmiE18iyv7jnEkupklP8NCqBMx6FPal8abVGGNRPcctIRA76zjqCF8TYDio9FENxxMxaFMhEIjg/A9EkaR2YUeRFhidTRIpQqMnR7BMJpc+dQeYvk6dT3E9IYOqvEkNS+NX1DAE+xTt1CZiUNYIhH4eRVvQcPocKh/U4eignaZg5+UhPUKRtrGiDmEjBrU2tANFy8mELJJ0hgnnxlGqBq+ECjLBqu7DU6cDNM7ALkaRNolf/WX8Nd/Ccefl0TbJYsuVA/LoPOdITESkqt2KjRtBd/zyJXgQ3foZLNB2kWzCa4L2TZJdes0f3zIZd516FmTY/rYKJW5BE5cIZKUiAxMzAm2rXlx/xhG0NhiaQleq046l4PvfAcuvxzWrHn1bV8vZ84EgndgIOgot7wMnZ3n9zHOJ0IItm9vv9TTeMNwqSK9Usq/BBBC/OxLFr8LOCal3L2yzSNCiFngJoIy04u57r4L+woEXDTRK6UsAb96Dtt9Hvj8hZ5PixYtWlxsdMJ0f/cgCwcmsVIuzrJPJlOn555vkw9fS+mmNFGzxMb2wxzMbmT/wa3Qa+FlVcIdNuH+Ek3LItSs0K7PUhNhhCqJWSWO9qwmLGpkvEUSFNjd3IHtWeRqbRzyN5JhkXCqgXmwgDVeQRNlMskaXU/NMnbzKEVTUFZMfF+hGEkidYnMK/iKgmiKIPVAlZg32oiyIJfIMpI+idXWwDAdjHidzhunmPryEO6iBpqCSELDyyBLGr6nIiwFI6QwWYaHJuG509A4I/B8ne+NwVgG0jd6qLMenSmT2BqJ6fjkinD9exQ+slVB16Ga0nhwFr5VFnQ2IGVBOh24Njx2tE7HdXm++xcRkkefwqnphBsxKkoSPEm9JpFZgR+GH+yFNatA1wLRLOWLeb2NRlA4dzaHh9On4cEHg+jw+Ra9XV0QCgWCt709eF4t3jxEQ7Bz6/kf9y7ICiGeecmiv10p/n81hoFTP7Ls1Mry8EVed1Fo1a22aNGixUWiWS7x4J/8I1WjRioDpQlIxmyaZej50ve5LbmbveErmVgcRn+uyZ411yCED50SK1XHl4KhxEl6tCkyVo4lJ81ks4+w0WCpmeEp90o6IguUqzF2l65FFR4eKpPNHhbNdrrTZ1gbNllOthGpCjpkg6hdpS2/RLVnACPsEm8vktLyuJ0qUgKuRN1aR+nxQQdF9VFDPtVakrHpjQz0n2LZNfBMn1p7ArdDAVcBWyBdi6rfHVicpSSaChs7A7/iKRsefwYu74TpM7DruUBEzhkaakoNDBwyoLuCSEShPwvX7oByFf70oKAnBjMVeH4Zru4JXt9t26B3m8eXKuA6NZqKRl1kkI4MDJIR+IaPrU4xsrHO7LPt7Nufpn0lWvyeW4J2xd/8pscTT0g2bhTccYfyw5zhF9iwAX75l2H4AhyqUyn4tV8LIs7d3Rcnp9d1g9SQaBQ+8pEL/3hvZSo12PXsBRl6SUp5Fh/FV0Xwci+JF/osXux1F4WW6G3RokWLi8The77G8QPLRPuhaUHTgfIyaD5E+mGyp5dSM0lI1hhomyI5U6RUj2KLEKVKilT3EllnjqGFI1hZDzPeoEqEskygqLCspFl2s0wUh/BdnYhVxgvBXGGAqKig6JIjqzew7tgRpDBpmxyn2Rki5rokXZ9spkrGXuYoq0ltXkYOCuyEjq+pOIqFcCUh1UbBJBuuMxJvsjZpMxbuZ7YcZeZQH0xqUBegixetzdoFhCWpOBxsgJGHmg+RIuRKcGocZI3ADk0HzxNUNZ+jFdAaMNjlsW2zyiPPwHeegOxGOONCuQkTNQgtwaZ0UP+WxCKEir7NpzTXS7w+xVJ0EBwBKUE41oC0w6zdIHPtfoxMG8PZzSQzcFKHheck3/mupFgT3P+YZG4Z3n/rv015sCzYvv3CvU+SyeB2sfA8KBSCkw4pg6K+FheQnx7LsjPAzT+yrB/4VyB0kdddFFqit0WLFi0uAr7nceL++/GkxuJxh+hK296l07DhGoi+t5OKG2VpJkubs8iB3o3cPno3nbNL/FX9UyzZGZoLKl0bJ4mYNcK5GiKksEE9xEFlC5KgGURVj9Dbc5qaG0VRfCrFJJZWYkv0OQzfpmrGeey67azde4DshIfekSCuZIh40CnnqfZlSKZMeqoFZtu6MEIS35CYjRrWhOBT1+5hUxxOhOapKzUQPtHcWq5Wh6jNa+TnA8MGYQTPT8ZBUUE4CglgegnKGsgqGBUYXwRpEByNXqj2WCKwWciAq0G9Kvn8HnjfABg6vG8UjnrwvRl4vgTPFeBgHj48AmFF57ZQL19at59pLcXpb6+jfCoR2Kw5ENKrVJshvEXoHJ3gTLLB/c8N0mOV+MWNc3xx10YefMjAqwK+4Lf/EP7fz8HvfxY+9SuXtsjtQmGa8JnPBG2bW4L3whINw87Lzv+4P6Zl2TeAPxFCbJJSHhRCbAPWAg8QFL1dzHUXhZbobdGiRYuLQG1pCaQk0t2DfeIE5UUww2DX4OTDMPjOKJlDJa6xnmRM6+GM2kMmXOSAs4GSHycVW8KSNsXDEXoGbSLdVZSGAqaPUHwSlFhS21CkT19ohoa0OJPrxUNF9STCl1RlFEM6VPra6FzMEa27OF6DhlND1hvEkqOc6P0wKbJ05XUGRZRiTVKuOnS4Cj3hKNujbyMT/T4nbIfKYoKZ+Q1UfdhX17BiEDLA9cBpgtcAdPAXABPOCMAAQwXXgYINrk8Q+XJZaXJBcLGzKiAiIQIFT2FsEZLb4fevDRpK3HcQVichvHIUO1qE2Tr0RiCplvjNnkP8x8WbsatWEL50gu3qZYu40WD08sOM7DjKmcowW9IPcvrQGj7/9RQT+xy8ykpOgQDwqDiC//jfJbPTKr/6q4KhoYv4xrlIWNalnsFbg0oVdj19qWcRsNIc7BeAO4UQkuBT+B4pZQHgYq+7GLREb4sWLVpcBKTvE+vuxqlUcIoFKguL2PVAwDkaFGZq9KxvclxsxNRdRt1TzCmd7HKvo74Uwrd9El15Kr1Zxv0RsscfxExUiRhlRnoOU0+kWKADzXcDoStcupR5Cm6WhhNGiXmonkvIr9KlzrOubRJTCtTaMmNLIQ70hfC6XLrUr9JGF3a6Hdvtor2+nX4RISkUJqUgLgfZvfeDPFI8zXIxhgQWl8PkJ4O0Wd8G6YBXJzikRYAssAD1ZUgPQcWF6BwUTCBNENktAAlW/H0JfkgRCGIdSnVIh1/soNb0wNKh6sGTZZiz4d3VQPRqJLkyq/OF67/GfekN3Hfn1eQqITxFwas2iYoZ2npnGDsxSDHUQcyt07/6JA9+7SZEEYTiIz2xkgcMNH2kAv/nKzb1usEf/qHCa/QnadHirETDsPMCeEGfa6RXSnn9j/z/MHDlK2x7UdddDFqit0WLFi0uAuFsllAmw+D115NZvZqjd/0jxaUSXjO4pFx/eBmxPUOnMY8QFl3WHAebG8kOzFKtWRiNEub3j2HkTjI09zTR3GNUP7oBf/0wHYzTlzhERPz/7d15fF3Vfe/9z9p7n3nUPFqWLc8zGA8MMSZgCoGEKRMU2qYkNHmVNM1Nbm7b3Pb21fvcTk+Hp7m3STOWJiHNJaFJSApJgAQMYbQxNhhP8iAPmqUj6czn7L3X88c2wRgbZFvSsaXfm5dets452vqdpYP3V+v89lpZUmY1Ze0n4Y4w5KuHskE+F6azdyEN4R5qfMPMsQ+xO7CQxsY+qsdG6Ntl05vX7PYtoZwFrRQ+u4jrpJnl5OFgP4cT9SSrE7g5eKIzQq60gPqqEXp6LLp+lsQuA2FwTO9tcgJAGjgCJPHW6rVhJA+xIagehtwAFMq80eM4CsTxQq91/HYNviCsnwcXt7wxnu9qhJ8chj4HuotQE4AtGdhQDxZRmvgwddYoCy8OsGLua+x6sYZnXkxgZP3k61IMuk3kIrWE3DzljKKcC2L5yjg1JlbWpjxkga2heHzlCqCv4PLksy6PPAIf+MCUXXsjppFM7vyZ6Z2JJPQKIcQUMH0+Zm/YQOcjj1C7aBGXfOozvPK1f2HkWC/Lm6A8WiL3agFnY5hULMlgbYJk3TB/ZycoNXbx7SddRt0BVodf5CLrFxz0hTHKLv6hEcrtSTJEWaFe4RW1HFPbOK6Pst8kaGUZdWvoLzUw5NRwce0WWs1uYkYGFbQo237K72nj5eqNBLMZ3EyA3SwmH4lgjTns1odp7+7m8gO7+J2PvI/vbvXW1q0O+yn017PvKSjm8c4mOaAKdBBvBtfBm8Hd4t1ODIIhCOXATXjhODgG5TQ4+vjXD+KFZAOUAavmwoYF8BfvBct8YzyvaICoBQ/3QTYHrWFoDb1xv0UUiygHOUhVEq7fVOTaTb0cyuT59601lPUY/rKNv1wmNZDAlywQbsug2hyUVgw9U035WBAsDaYLBQdKLkfzLj//uZbQexrZrMvoqCaZVITDMkZvoTmfLmSbcST0CiHEFGm74gryQ0N0b9mC6fez7J576du+jXSpk1X1Kdy9NmOqj87r5uBP2NxpDrDWvIpk+2yurTtKb/sOeg+uxFiTI5ay+XnrbBatH6YYHaago5humYvUSxx1Wxiimhb3ELNrDrDHWUohGqQ9eQAXxa9y65kXPEiu5Gd2vItnkhtZ18p3SAAAIABJREFUVNpDe/4wuUKMUNjhl8ZVlH02maLJ2g6TO30NVPlhMOPNTJsKjnSBNvDaEhzABaMMehbQjndd9lbgEFBwidQ61K21aYzDsV/6iBgm+YJi2XIwbTjWC7kUODYEamHRLLhlKXz0eoie1HNaVi4dtS5/VGOyO6PIO7A8dsIDnDQ4PcR8McrKpoxNjjwhJ0FLlWY4P0jGdsjbIUJVOco+i0BtgUxnnGA0jz9Z8kIvABqUA5QpDVns2ydXe51Ma80vflHkoYeKPPucj3Ta4PfuMfjDPzzP91GeYtEIbJiEN/fP8kK2GUdCrxBCTBHDNFl0yy20rF1L344dFNNpWi+9lMaVKyF6gPzos5RDR1kTrcYgQoAGYrRiECAS6aDjyg7mXnkTw8/+A8eOPMRtsQFSuzKkVmtyWmO4LlamyKznN1NsX0NLup9Mn8F1mUfZsexaIgmToMozEonxRPgKBgt1+LM53jX6C/wJg6F4FcOhBCuyr7LLWcwYMdKY2M1t1M1dAEB91Jusyhcg50B5OVhlwAR7GPQxUCFv+2ACwOVgriiSaBslMi+HqtaMhk2WLwR/3o9xKM7YcyGKOcW61TbEszQ2KPoGY4ztUzjDbw28o5T5Ab1kcVip4lwRO8UODpkfQP55mpP3kA3OZndukNSxJtYnWxn1OWwJZ6iODePkR9jx6DzGXmsidtkwDOco501UWh+ffga0A3YZH5qg7W1aId7stdfKfPe7eX7+mJ/Bfj8+v+Yv/8rl0kvLrFsnWxS/LpOFzc9XuoqZS0KvEEJMIaUU8dZW4q2tJ91TTajuEuIUSHMEjUuMWfh48xpZCoOaRR/B+OYWyj3HOHRjmFU/eYqtH1tBri5KdhRK3Q5tY88zUDeH6h8+R0P6GNa/vEjimhpoSLDjpvfymnsxDUPHuMX3ICO1TZjkmMUx8EE2FMNPkbRuIlZOs3RrLxwPvZe3w1OHoC8Do7Vg+cDKguuCkQQ1DDXxHMWIQd4OoMwy1Zf14jegVPZhBFz8ronPNVnb5hBaMsBF18XpGEzyTHmEntgIvXmL/LYQdXEfH9r01jE8Qp40Dk0EeJkx1lOFxUmzr/6F4AxjWA0spJEnn26nswcOB+GzN8Pt/ksYUVkUin9/NcZ3tpjYv6ymoWaYSHEQ3ZTl2bEY5SEFJYVh+Aj6DRoaFGvWnP9v2/f22qRSLomEQXPz5J/qn322xLbtmnxeYZgu5ZIiGIKHf1qS0HuCaAQ2rJ3448pM7/hI6BVCiPOIRZAq5r/9g6pqiP2vf6bni18gk+hm76VNtDxxjF2XKXyhHNZ/dqJ6Uixc9BK5gzZO2iE6nCPynX5ySy7BvALqc/0kRw7jNnvtCgGnhGk5hI08RcOP0VliQd8Bru95jYuO5oH3AbCoHq6ZB/+5xwu67ggYMTDLYAVd2qq7uLv/fuizGWju4LH3XMqo5cdWPkooCBiMaJfd4RILgHYCvGyOUd/g4zJCPEqK1phi3lqTWWGoDr316dcSwELRS5E2gm8NvAChdd7HcWUHTMObvNUaIspPBO+t90/fBcvmwdadPmqrGrhtUwPJqOYL92m+fr9L1yEfZslkfrPL2rWKj370jVNnoaA5etQbw1mzwO+vbOuDbWv+4z8yvPxyEcPwnuvixX4++MHYpNaWy2nKZaips0mPKopFaG0ro7X5zl88g2QysPnZSlcxc0noFUKIC5BVXUPLH/0psaEuDoReoRgqsLJnF4HvPcq2IZd0RpP+VYFML6DAZ0FNStG7Ik77gX1c2/cYqYIimswT7B3Ech2KcYt8IkS45xg3Wj9hfX8O/7E6InO9NZbGCvBKHxRzGWozI1QFGxmKW9hZ8EegLjDGB0OPkqirpS+j6Bjewehrmhcv2USPaRA0XPy6jLIdfKbDbitLvtzExT4fL6ox7nRquWvMh+ELYtScfja1kQAfpIkMDs2Mr9fgjnfBjkMwpwEiJ7VLGAb8xuXexxsUn/pdxfxWm5//vIRd0FiW4p57fLS3e7W98orLgw9qbNsLl4EAfOhDioULKzcTvGVLgZdeKjBnjg91fKeJnTtLPPNMno0bJ29njSuu8PO97xXpGXAJRUrEEppgAK7/jVP81jKDRSOwYRJ287v/ixN/zOlIQq8QQlygDMsi2dDBxXSgcVFtBu5n/oz83O/Q8+w2Djz8CPgPgemiSz7MqJ+2TA/1B7O4VQYNtYPU9w2SS0foaWnFHFVUOV10P5omUarCHW4jWNdA5F038L1XYXuv9339+w5S+9qr3HzxGra2z6OvDEMuXNm7hTm+AbK6jmgQRkIhalIjDJkW1UpTGzLRZMlaDo2+InVmmgG3mf22RaORpe/V79DUtw/QsPhmmPXm94FHy3CkAPPCUGP6qTnNuIxmvVnd6Al5qyoKVy47s/EdHnZ57ukSCzsUPp/B6KjLww8XWbbMoq9P893vujQ0KIJBL1zmcpr773f59KcVVVWVmfF94YUi9fXWrwMvQGOjyQsvFCYt9LquZtUqP3/wB2G+850CqRFNIgl33hFm/XqJGSfKZGDzM5WuYuaSV6MQQkwDCm920cBk2fUfIBqqIxiKke3txYpEKOey1H7/W9QMHiTjrMQslom2ZSiPmUTKZWYdPMKRkQDZHTbDmTYurTvMunv+hL7/8y2e/OZj7N/wQVriXpi0O1oo6hzB2fW0xSDvQmbvTtRD95HRaTLX3MCsqCZYGuOxResJhF1MBWOOgaGiuCpDwsrgo5mkgv2OorqUJpvtgeRssIuw72dvCb3f7YVdWdhUDTfUe7cdSMOjfbA0AZfXwkPPwwv7vKV+r18Nly9561gNjcLT2+HKiyAZe+v9rxsbc1FK4/N5Y5tIGHR1OZRKmu3bvZnf1wMvQDisGBqCnTs1V1zh3W7bsGWL9+cll1Ru5zOtJ/6Y3d1Fvv3tAdJph40bE3zgA0k2bQry5JNj/PKXKS66KPym8C2OcytdwMwloVcIIaYZKxhk3nXX0XHttQx3duI6Dom2Np7qOsjsfY/S0LmHw5fPhqifTEOUjOFDAf0DYZID3SxpGUP70xzufoCdbhJ/cxONJ+xAZlVXY6194z3aiD+HkX4WuyZEsGeE6q4DVNWa9FUpXkg2onJFioEQloKiaxJSCWw3gWngbbymFceyJjsPhEnWQm0oT8mM8G9bIVWAO1dAcwxqfBA0IGxCfxlqLXio29vh7T97IFaA5/bA7HpwXHhkKyxtg+RJu6cd7YcntsH8WW8fequrDW/jkLwmFFL097s0Npr4/YrRUfeUqzj4fDA29kbCfOopeOQRr+d3aAhuuunsfqbjtWZNgB/9KEMk8kZ7Q2+vw7XXTnybwQMPDKE1NDf7efzxERYuDNHaGmDZsgBHjgSJxaSf92TRCGy4dOKPe/9XJ/6Y05GEXiGEmKaUYVCzYMGvP9/4o5+w+wt/gnrhf9Pw+GvoOVVk5oUJ+zT9xRrqEnmK0VqqLQenrpbRnoeo++0b2Vte7K1Tdgpa2ejazfiv8aEStRTiH6bEfB4bLNA37xgjiSrssk0koHG1ImlCwoDuMlSZ3nq/uZzDzk6F2r6MVwcO8gcfUvQt/hD7O8FvwpZueN9CuLUBLk3C/SPwaD+sj0BHFJ4ZhKaQd0JTCgzlbWyhtXcB28mWd8DnfhMaTrHS2YmSSYPbbw/ywANFBgZcamsN7rjDm6rt6FC8/LKmtvbNX1MowJw5b/T0ZjJeEPbC8Hh+audmzZogXV1lduwovelCtssvn/jWhmzWIRYzMU0vXBeL3hRmR0eIe++VXt5TyWRg89OVrmLmktArhBBTZIwuBnmVKhZRRceUf3/T72fpRz+O3riHV370CjWbj1Koj9GnkkRLaUou+JIGvoCBcjQ5bVJrP0WjdRFd5ZtPc9A8mFlM/2yMK6ugUIUx0kZjtEhsuJuuOWMYIYOEr4yfOJbyTjtaQ86FqAHpkk39ECyYv5jD/naGFzdT3xSithvSJVh2vJXBUN6uwCkHmnywPQ+fb4Y11VDl95bTbaqGg31eRl8+G2pOMZNrGNBU+9bbT2XxYh9/8icWhYImElEYhhfwlixRPP205vBhTSymUQpGRhRtbTBv3htfv2EDDA5CqQTXXTfOH9Q5sCzFhz8c58orbYaHHZJJk+Zmc0LbDBxHs21bmRUrEjz3XArQzJ0bpK1NFjB+J9EobLhs4o97/zcm/pjTkYReIYSYIsf4FQYm3fyKJO0oKvD2b3IequV3WXzr/8e2r6ep3zKEngc5n4/RtEVzKIsOhDHzBfJGBP/YMazE4OmPZ0egWIsODoA2ULlWNg/m+dlIgTIraMgdJVKVo8o4hquTlJ25aBSu9kJsSmsawprZnX66BgvU1/tpaPQTDMCn13tLjPlPGKYWH8wNwKEi3JDwjtH4+qSiCR+7Fvb3er3H85q8gHuufD6Fz/fm0BgMKn73dw2++U2b737XYWzM5T3vgd/8zeCbHptIwEc+cu41nKmmJoumpsk5xXd2Otx/f4FoVPHJTzZRLmuamvxYlvTvvhOZ6a0sCb1CCDFFYswixT7itFUm8L6u8WasOBgdX6Jr+wiHQjXk5sSo9Y9Qk3uFknbJB0I0dffii/vpcdtPeyiFAcOXg28Y3BDbe6M8cLSIDgZpTHYT7C5gx6A3XkOVMULGKTNk+3G0RhsuDT74s2gVcz/iZ3jYpqnJTzDojY1p8JZRChjw0RqwAd8pMlbQ7/XxnomS9i7GS5zhjyQaVfj9mnnzSuzbV2b7dti/32DVqgpdrTZFGhoMOjosWloMGhtlm+EzovG27BYVIaFXCCGmSAuXU8dK/ETeeufgETi6C+J10L5yYqYoT0cpVPgmVt3dysi+h1iRzPLQ3hxbFy2i5VA/syNHqU8NoJXJz4J/QK+zhvjbHU5bUPJ6EB4b0jiGyfzG3XQ0dlIuWdTqARr0MNvci+nWDobpEDcU0UKAG+woF4d8kIRkcnw7dxVceDHlLWG2KArz3+ZitHcy7MDXUjDqwPowvPcMj7V8ucFjjynKZUVtrcvhww7PPZfj7rtDb5kdfp3jaB54YJhdu7L81m/VM2/ehRWSk0mDe++dvDV/p7NoFDZcMfHHvf9bE3/M6UhCrxBCTBGFQeBU8XGkDx79CigTyjkopGHJhkkuxsCKr6F29RoAVj79b7TtOMbhOXfwn7vzNPiO0BVdj1lzDXOIvsPBPLYLecO7YK0h0UsuHyJhjVHn62d9YCfXlg/wg/T/pMUfJ4GJ4RoMlcsMMEqCCOm0xaM7YDgNK2bDZQvfmv3LLnzjEBzLQ8iEZ4bg9lmwInF2w/BaEUYcaPPBc3m4OgLhcf6+Ydtw0UUWf/M3YV55pUhzs0Frq4/du20eeaRMTw/cdptFbe2bD3j4cJGvfnUPtl0mnS7wj/+44DTfQUw3mQxsfqrSVcxcEnqFEKLSUj3enr51syA/5s34TnboPcnca65h65e/TP0OlwNsZNg3QvOVl1JLA+Y4WjG6i5pHy0WMRUVCeYeC6WdN8wtUB4doDPcSNQvU4FKtEzRgYGDQ72ZxEtt4Ak2oFGb7s22US36ibpwfb1WUHbjqpA0lugvQnYf245PlY2V4avDsQ2+j5b3jfKgMzRYEz6At9Stfh0wW/vBek5qaIJ2dZaqrDZYt8/M3f1PEceDVVx02bnxz6E0kTCxLk8m41NdLH+xMEo3ChndN/HHv//bEH3M6ktArhBCVlmzwdlMY6YVCFjpWT3kJ8ZYW1t57L4N79tB2aBYNLXVEo6dowziJ7cKLeZdfJtJkQ0WwNVXJNC2hIzTEezAsjWMGaGAIbdZi1TzLi3aCcDlMXWQroUg/A5kS+bE8sZBBcfZKXF1DY9dKXjoQekvoVbx59TQXb9mzszXPD/dUwZEMNJS8449XJOL9rqIUHDxY5itfSbF0aYA774yzbp3JsWMuS5a89ReG6mofX/rSSrq6clx22TusmyamlUwGNm+udBUzl4ReIYSotKomuOZj0PWKF4DnTn3oBYjU1xOpr+eSKtg9yLiaGl7Lu/w8MEy5UEBlXQLJApYqUxsfQBmakuvHMWz2qzmEjDiXhg+QdcIcVQM4qkjUUAyaw1Q7BtFeTVGNMdwYYax2N7WpFbgYGCdE0ZYQLIjB7jRYygvAtzaf2/NuBv7vj2AkDR+4BlafYhe3U/ntO72l15SCpUv9XHVVmAcfzLJyZYBbb337nteOjigdHe88wsWiS3d3kWjUpK5OLhq70EWj3jJ2E+3++yf+mNORhF4hhDgf1Ld7H+eBda2wreftH2MDOwqa75eHKWfAyYXRJYN8TYTowjEOlWfTW2qmt9REU7CP9ckDLOI1IkYJZYSo5hhlLBSzSNgmUQokIn52uFXkRoOUmjupW+TwHwS4jDaa8foXTAW/OQt2pSFrw+wwNJ/jPgiOA4UilG3vzzPx+vK3hqG45ZYYxaLXvnAqTz+dIRRSrF79zjPo4AXer32tm+7uEgC3317PsmXj668W5yeZ6a0sCb1CCCHeZFYC6iKQLkLsFPsNuMAzZfjpgVHSwyHsjIl2DEzLxhjSFOsKbMmuozncR9RKczA7G59hM7fqBQZpIuvm6Sm0MNhbx46RFeSNOB3xFLet87HaF2Kv2YsdsJlrRbCBJznEe1lEFK8Yn3H2PbwnKpXhcA/4fXDPrZBKw8LZZ388y1Lceefp17mIRg2CZ9A0fORIge7uErNnBxkbs3niiREJvUKcAwm9Qggh3kQpePcc+M4OCPu89XJPNAS80pMm31WmbETQSkFZ4TaCUSijUg6lhigpN0nGjGIqm+3F5czOHyZayLF/cDZbD1xC0MpTCgewwppdw7P5p1SAexYMoCOjNFGPiYUJpCkyRvHXoXciFEvw9R/CsX5wNVx5MVx3+dkfz3X1r3drO51Vq955ma/HH4cnn/R2b2tvN9Ha2+63p6fE4GCRv/qrMu9/fz3z549vtlicX6S9obIk9AohhHiLFY1wbAw2d8Hs5JuD7wBg9w3gOrUQBct2cPPAmEbVQCDpYATylKwAtuHDcUwi1ggvjS2jNtvPM69eRX40gLZ9ZO0oVrRM89xBksleHjlS5tKFYSJmAwAuGhcInuZ0NViEh455rQ7XN8G8ca6ze/AYHO2H9iZwXHj6ZdhwMYTPolWis7PE/feP8rGPJWluHt9aw6eiNfzyl14wevJJuOyyALfcUstTT41QLDo0N/sJBAweeKCPz39+7ll/H1E5XnuDW+kyZiwJvUIIId5CKfiN+d6FYpu7oCEC0eMTrQaQSDhggzVawghp3LiFMcslsiyFHTWI2KPkfDHsskXAV8AfKPNa/xLc1EVkgnGUo3FGDGzDxE4b1GSPsmT2Dmp0gDklg9FQjEFqcIFlNFDNqWdJv3cEBoremr3f7oL/tghC4zizWaYXMl3t9fQaBphnuUleOKxobfURDJ7bhiJKwaZN8PTT3p+uqzFNPytW1FBbm2b37jTZrEMkUsHd/MQ5kZneypLQK4QQ4pRMA96zAFrj8PgBOJSCkA9qQxBtayGyYABzryKnI/hXZmlv3k+7/zC2tkjbEXp0A6FQCZ8qkrejlNww2VKUcjkACUXIzbLI3U5ddID2uv30jdSBP4JRLrM41EsdqzHcAD4nRMGA4CmyXqoECZ+3PfFICYoujGeydm4rrF4E2/Z4gfeWqyBwlosjNDf7uPvu5Nl98UmuvNL7AHj44Rz/9E958nnFvHkW11wTR2uXTZtqJuR7iamXyWg2b5Z9iCtFQq8QQojTUgpWNsHyBjg8Cs8fhb1DUE2YQDBG/N2HCRg5ktYI66wtLE3vwnUNDkRn4fctpkc346owprIJqjxpIwpxA79V5Paa79Jh7ydpjpCMDPFI+n3YVoyAESBjj/LDI35+lQrgi/dTFc6xPhTmrngN2izixyKEn+sa4cGjmjHKLK92iPmDgGI4BwELIqcJsoYBt10D16wHv3V2bQ2T7fHHi5TLBi0tsHev5jOfqWLpUlm27ELmzfRO/IYkMtM7PhJ6hRBCvCPDgPYq7wO8loAfpuP8WSaGG9DM0Qe4ZvSXuMpA4bIgvZdArIh/yCabiOEv5DGUYsBsAEMzV+2jVR3hkD2H6swQ7ckDLPHvot9cT5eviwN5m+ecYwSrIpTDI/SV/PzCHmRPKsW6mhECyuBKFnFxdQwjmuFRtw8nYPMq9USHq/nGSxD1wyfXvdGWcTKlIHlSD7DWsGuPd6Hb8iVgVfAsuXChn6efLtDdDaGQQVPT5LQ1aK3p7LTx+RTt7RILJpPX02tXuowZS17dQgghzphpwq0JC9MX5++H9xJTWWJkSPmS+LAJ2gWWsAe31qTXriNRGEDlFEPU0qcbWBjfRTFuEU8PcXnpaaoLKS6ObKGrOsyAHecX3ZvoL0dwFNTrGNFAkRRlRoJDYPuJ+0pYHOUmFuHz28SwMVFkKOMWIFWAV4ZgThe8fx5Y42y37TwA9/27t9ParTfCZesmdxxP9OKLZZ57zmbtWot163x85CNhLMvg8GGHW28NUl09OaF3926bf/3XLJYFn/hElFmzJBpMHg1Ie0OlyCtbCCHEWVEKbvZbLC49zNftAL5giWQphWOZxHUGU5WZ37sF/31pIkNpGoLPE/+tWzg6by5uQmO6NsFknv1V7dQODFA/bBK3Rvnj3J10ZROUDZMimt6SSWNtD7WRNFYxRFZpIj6XvZR5mRRLSTBEkTIuq6gh0AB11UAEXhqGFaOwpGp8z0nrN56bq9/+sROps9Pms5/NkSsqvvCvmm/8s+LiFSYbNwbw+xXNzRP/lvjrtH79Q/36+YvJEY0qNmyY+F9epL1hfCT0CiGEOHtWgo7Bo9wzsIWtC+bQ7hwjQIkDNbMoESD4+E50oI3i7FrKfXni2S46ahyGrRq6yw0ssPdTClk81dfOrG/+iqprIbU6RAkTn1Gi6AbQaMbyMaLFDMFSjCo/LMcghJ8tDLOQOBtofKMmE1Y1wTN9YCgIn8GZbn4H3PUhKBZh1fKJH67T6e7WlMsQr7U4fNDkx484fO4vXA53aYJOmRuvU/z1X4cIhQzSOegdhqYaiE5AL/LixRYf/WgEn0/R1iaxYDJlMi6bN5cqXcaMJa9uIYQQZ08ZoBcSdXehUHQac7ALFl00krMSqOFBtN/gQGQORctHoXE2GRoJUmTAX4/lOCzr20ZfMUKytZ7+zWl8ax1sDYYdouT6cY0yZdtHsRAnbChqAwZRvPVwNZoBisw+6XR2QxvMiUHMD+3jXLsXvBne5UsmcoDGZ/VqkwULTPbsLXPRXM2/PhVgsGBADOg2+cI/F4lGC3z+T8N86UcwkoVkFO69GcLBc/veSikWLjz79YXF+HkzvRMfvWSmd3wk9AohhDgnVmIl4d0vM/fRfWy5Zhlj/WXG+rMURrPoZR3U//Q5igtXsnPRu6mrcimVAqiSQUjlGCvG2K8Wovx9HExVMbZ6DYF4CH/ez0gxgGu4+CxNyF8krhUNYZe6k64uG9Oa77t5LjX8tCjvrWO/CatqKzEaZycSMfja18LsPqD5y+8pBjcDIxr8QJ2CXpPvf9/m45+C0Ry0N0JXLwynzz30iqnjLVlWrHQZM5aEXiGEEOdm3tVE0gPU/ujvaX9uJ0/trWJ4dhz/nl5Sv7WRgXs7+EXug4wdqyX7XA8NLT1kqk38yRKZsQSpQC255tUM3HgHqqWW2Y7JbfMGSQ/V8UJG4Vg2jfFRWqIWc0MG1XhXpdm4GCg0PrboIo2uQcvZ7jBxHrAsg2MZ2N8PBFzwKVAabAWOJhZTNFRBa50XeGfVQ/3ELA8spowGZEe2SpHQK4QQ4tz4gphrfwfDDrCbn5LaP4Z/Ty+mBYlwji3Bqxg7Vo/aC/2qgbh/hJg9RtHw4dcuRTvAweEOhqL1lA4H2dcFexfZfHC2w631JqntAY5mIhh1BZa2+TCVIovNCCUuo47l+PmkaVHPue2Idj6YVQstdVC9WzMc0JBR0GljmTZ/+7dB/D742A0wkvHaG6wLN+PPSNGowYYNE7/WsrQ3jI+EXiGEEBMiftkNpEppIsZe+sb8xOtdElVFosNjWFkH1zZQCRjuq2UslSCZG6TY4OdQ5zzsI37ImKBAR+BQJsnfdRdZ3mjjD8ONqSaOZsYYbRmj3yhgolhKkiUkUErRgsmeHDyfAQVcEYc5F+Db/mENd62ByztMXnq2yM4XHBre5fJf/2uQd7/b67u1TKhNVLhQcVa8C9nylS5jxpLQK4QQYkLsG0uRLYEZM6hvcWkODWBHgyws7WW7u4a8iqAVlLWf3FCYRGyYct6Hs98HOcNbvnRIQQGIatzeANtXOkRnZxgxSqysy1EyMzxX1Ph0gm4zz5CvlxtppCtncF8/JCxvqbGv9cHvNULbaTamOB8dOAhf/Dp097kcOVLmztvg3/4hyCv7Df7jSeh+GO64FjJFeHjr8W2iV0PsPNxNTpyadyHbxL8oZaZ3fCT0CiGEOGf5VIqn/9+/JNYxxMb4SxyZt4QfN9xGd18L/aqe+PIh9BDkeyO4BZhV3cXq5S/w7NYNqLxGZwwoachrb52xgoIBDbtMMv4o7vKjHDP7+WbWT60vRZPxMn12M1uZx3xfhh2ZOHETqo+f1ZwSvJQ589A7OOiSy2na2qa+b+DAIdh3BH71bJlUCl58weaV7TYLNkSIh2HXIRgchSd2wcsHNN1HNa++rPncbxvEYpO3jq+YON5Mb67SZcxYEnqFEEKcsy1f/jLlx3/O+noDxywQaHLwp22OlmYxlKtHGwr/5XmCAznKBUVrSyelsIW2IejmKfgMXKW8FgcDFC7a78KgAbZCF/I4ySKmyrPBfBQ/Dj7/Dobt1YzxGyjl4m3u6vX1ur/+2/g5juZf/iVHNqv55CfDNDdPbfCd1Qp9Qy5DfS6UNUXb4YtfsvniuiD7+kwaqyAeBqU1zz7t8MqzCp2cxFN6AAASuUlEQVSBxx90+f3PGsydpbh0xZSWfEqZjMvDD+fo7nZYtszHVVeFME0J5fB6T+/E993ITO/4SOgVQghxzoZ27yY2ksPsc3E/NBs3YTLmxLHyDsrWKJ9GmQapUBIimpft9YS35Rjek6SQCaMWO2D7IALR/jFakkcpGgGcqEFfqoFSyo+vxiHspDF0iZSqwXAtmoxd+LiSfPxVtudqaCsliRMBYO0ZrM8LYBgwd65Jf79LPD71IW3hfFg4F55/0gRdBLuA1g6f/9wov3VPNekiPPgTWL8a0oegnFLELXh5D/zwUeiYC0vnQjw65aW/yfe/n2X/fpuaGoPHHivg909O0LsQZTIOmzdnK13GjCWhVwghxDnr2LSJo1teoO+xTkL/JcoxXzONoW5e08vwmSXsgAVolHZxtUVWBXEMH8yxcMcsqNKgwbBsqhkmk4kSaczQ3nYAc8QmU4yDbeKzNK4ClxJRlWGW0cwwA7QE4NbGMV7NZlnNPNZEDRrHeZG843iBVynFHXdUtkF29x7AMsAoQ8SEURhOFXlmh8uHrzfYvR+uvwoaw9Bpex0hpguJKCycDZEKlf/882Ns25Zl3rwgnZ3Q2mpiGIqqKk1XVxmQ0PsGp9IFzFgSeoUQQpyzZbffTqYlyM9fe4Ck6SOpRmkyemkJHMMMlEiMjtBVmEMwXqA4GiSXiqFUBp/hQC0QdUEpVMylOX4Ed9TASthYlk11YJhwfZmgHacqlGHYaKeFbkzVSFLdSIEMeUpUBYqsDzjcgBp3a8Mvd8Dj27y2gbuuhqbqM3/uhYJLT0+J1lY/Pt/4vrPWsP8Q1FZD8oSVGEJJIAzM9kGfDdUmtCr2VmkeOgQfWQXJasWKjxu8ktcUuxW//z7F//PnCqsCZ/RczuG++/r4yU9SXHxxhIMHi4RCEY4dg5oag1TK5bLLJPC+zmtviEz4caW9YXwk9AohhDhnyjBIbagjtnYBaXOMfMHGNg0MHNYNPEP1q310L5kFA4oARXS/ws4FsCJFbwOGvAlBjaM0uViAxuIAwXABMpqatgLva9UsMIbYQx8+5hLiPYQJs4MyH2YO2ziEjcNlzKdnSLG7GwI+WNHmBdpT6UvBoy9Bay2MZuGHz8Anbjzz5/7tb/ezZ0+edetivP/949sGrqcPvvhvcNEyuOv9b9z+id9TPLnVhboQGAWYZcCISfaQS26u4sorDUoO+KoN7v1rKJThf6zzrv2rhCeeGGXbthzZrMPOnXmWLg2xdq1FJuOju9vh6quDXHbZBbSExiTz2hvGKl3GjCWhVwghxITQTo6YnaFYKmMWbKqCQywPv8xYuZoDrUsJFQukhzT+QA40FHNhVKxISOWwRxT+mhJ5J8D+3Dxi0Sylso+RYiNrFnczX9Uwl5Xso496vBSrj/8XI8zVLANgXw/c90tvLVvbhV/tho9vgsQpJtec4xtjGYb3+JJ9ds+7WNRoDaXS+Hfaqqvx2hQ62t98+42XKj7/ST//8KBDPhKEgwpqoWxqXv2V5tOH4G//O1i7oTMLv39T5QIvQLmsqakxqa72MTxsE42arF8fpbraV7mizmPRqMmGDRPfdC0zveMjoVcIIcSEmG/MJ19+HHtXJ+W2JDrk52oeQ4cUP8zfyix/F0bGxsGisC1INDZGOJLHsMsU4kGCkRw6D86Aj32xRSRDWZZv2M3aqp3MVxdTT4AQPoYoEcIkRZklRPGd0Mzw021QFXljdvfIEGw5AFcvh9E8vHzUC8MrW7xWhnUL4YW94Lfg/Vec3fO+6646Dh8uMnfuG2/jb9tWorPT5uabQ/h8b02lPh9suvKtx3r0aSgVYONseOwhjZt3cZImGIpiSbG1VfMX/6yY1QL1LoweA1rPru6JsHFjgsHBMsmkxcaNcVatihEMXvg7400Wb6Z3tNJlzFgSeoUQQkyI+eZcIrE7ONj7p4w88jS5pTVU6UFafQOUXIvug3P5Zvdd9B5rIr2lhjWfeo5SMEDJ9hOoyWHaNoNH6hmsr2bOkn1c076dBaEB6lQDtRSJYnELjTxHijQOa0mwmjdvTZYvQ/CESUafCYWSt6HDl38F6YJ3+zMH4fffBTddCu9eCX6f1w5xIq01hw+7+HyK5ubTB7l43GLZsjefTg8etNm5s8z11wdPGXpPZ3jEW30hlVIEowZ5W2PkNQGfge1Aqh/6eqG50Xt83Vn0IE+kRMLi7rsbK1vEBUUjF7JVjoReIYQQE0KhaPFfRMvN36C/7UFGdx3i379iccOG/8PK9mdIE6NuoJ+d3cugzSA/GqZ57hHGCgksbVMTGIQFLjRb3Na8jeW+GuaoNmAAA81hSmwhS5AAm4hQdYpT2Kp2ePwVaKuBsgO5IixqgUNDMJKH9uMhsSsFe/rh0jkQO03P77PP2vz4x2WUgrvu8rN48fhPme97X4jrrgsSDp/ZrOd1G+CBh6EmAVFLQUhRcsEwQdve+sPLFsDHP+y1NbQ1n9HhRYV57Q3xCT+utDeMj4ReIYQQE8uqp37tJyg2aYp7HZ62r6fxB3/BjvJsfu5ejc6EIO2y73vzqfIPUbuon1krD0FIcSg1l9a6FEpfQtbdhaJIkEay1PN9UoRQlNEcpcRvU0PgpHUa3r0MXBde7PRmb2+/AjoaYXeft2LC61wX/O+w90RXl0s4DIWCprtbs3jxGQyBpbCsM2+2bW6AP/wIXL4M7j2o2bcXiq4ib4MCZs+F37sD2lvO+NDiPJDJ2GzenKp0GTOWhF4hhBCTIhz2gma66VKObnsvO4MBfEWX0mzAD8VQiGe2vIvkkWH6M/VY8RL5OSFmKRfXWcEY82n1uwSpYzc2Lvx6dreHMmM41J0Uei0TrrvI+zhRRy0sqIe9/aAUtCZhadPb179hg48jR1wSCcVFF03t7myrVyv++x/Dl77ssnOXN8O74WqDP/8jxfy5U1qKmEDeTG/inR94hmSmd3wk9AohhJgUNTWKVasU33gUyguuoedAH1a4TCmgwAcq7ELKpTASZPfzy3HGFPM/dZR1bjuj2uAKs44wXtiMo9FAEZcyGgtFhPEHUZ8Jd62BrmGvq7Ktyrt47e20tBh87nOV2e3BMBTvfa9i0yZFOg2RCITDspXvhc67kG240mXMWBJ6hRBCTJpbbjF4Dc1POxMcdBooDETADxgKnTNx8opsxg8Zg2BtjsXldmw3TNKAlSds9NCKn03EeJYsARS3kCA87i0oPJYJHXUT/AQnWTCoCMreDtOGN9ObnPDjykzv+EjoFUIIMWl8PsWnblKUXw3R+0wfXT+bBzYQ0BBQUKPAVZCDZH2AhjrFEp/i2oBB5KQFaFcRZhWnuepMiAuA19MrM72VIqFXCCHEpKoKwOdXJjmW72Vz51GO7qunPBKAMuBToMBMaP7zIybLGhV+JW/ji+lMliyrFAm9QgghJl3YUnykfRFcm+aVkMu+l6CgFY7SJKs03/6swcWzJOyK6c1rb5j4xZWlvWF8JPQKIYSYEhtaFFFfnF80Qs+7IT0KFzcq3r8S6iZ+6VIhzjtee8NApcuYsST0CiGEmBJKweoGuKgeig74DTBlx1oxg0SjFhs21Ez4cWWmd3wk9AohhJhShoKQnH3EDOTN9PZXuowZS/7ZEUIIIYSYAt5Mb+2EH1dmesdHQq8QQgghxBTIZMps3txX6TJmLAm9QgghhBBTQiNLllWOhF4hhBBCiCkQjfrYsKFhwo8r7Q3jI6FXCCGEEGIKeO0N3ZUuY8aS0CuEEEIIMQW8md7GCT+uzPSOj4ReIYQQQogpkMmU2Lz5WKXLmLEk9AohhBBCTBm5kK1SJPQKIYQQQkwBr72hecKPK+0N4yOhVwghhBBiCnjtDUcqXcaMJaFXCCGEEGIKeDO9LRN+XJnpHR8JvUIIIYQQU8Cb6T1c6TJmLAm9QgghhBBTIBr1s2FD64QfV2Z6x0dCrxBCCCHEFJCZ3sqS0CuEEEIIMQW8md5ZE35cmekdH6W1rnQNZ0UpNQB0VbqOd1ALDFa6iBlKxr5yZOwrR8a+cmTsK2s84z9ba103FcWcjlLqp3i1TrRBrfV1k3DcaeWCDb0XAqXUFq31JZWuYyaSsa8cGfvKkbGvHBn7ypLxF+NhVLoAIYQQQgghJpuEXiGEEEIIMe1J6J1cX6l0ATOYjH3lyNhXjox95cjYV5aMv3hH0tMrhBBCCCGmPZnpFUIIIYQQ056EXiGEEEIIMe1J6BVCCCGEENOehN5zoJSqVkp9SymllVKNJ9weU0r9jVJql1LqBaXUi0qpK0/x9e9WSuWUUr8zpYVPA2cz9kopn1Lqj5RSO4/f/rJS6v2VexYXprN93Sul3n987HcopTYrpRZU5hlcuE439m93n1IqopT62vFxf/74z+Wmqa/+wnc243/8vvDxn8FOpdQWpdS3prbyC9/Zjv0Jj/ltpVRJKbVxSgoW5yUJvefmL4AHTnH7QmA/sFRrvRb4a+CrJz5AKTUb+O/AQ5Nd5DR1NmPfACjgIq31GuBu4JtKKdmO+8yc8dgrpeYBXwZu0lqvAL4BPDg15U4rpxv7t7vvvwCNwMVa63XAx4EHlFKRySlxWjub8Qf4IfCw1nrp8Q0U/nAyipvmznbsUUpdAtwCPDsJdYkLiJzsz4HW+l4ApdTJt28BtpxwUw8njLVSKgTcB3wML/iKM3Q2Y6+1Pgr81Un3KeSXvzNylq/724Cfaa07j3/+LeDvlFLLtdavTG7F08fpxv4d7jsGxIAwMAbUAf1AeRJLnZbOZvyVUpuAPuBGpdSfAEeA/wYMTXK508pZvvZRStUD/wjcjPyiPeNJ6J1kx2dT/jfwpyfc/FXgH7XWnaf6n1RMjNOM/ev3mXg/h/+ptS5NdW3T3SnGfi7eLDAAWmtHKdV1/HYJvZNIa/0NpdQsoEcp1Xv85mvldT9lNgBXATdorbcrpe4BfqyUWqK1dipc27R2/F28bwGf1loPyflWyAzXJDo+o/sD4Pta6/uP3/YZoEtrLW0Nk+hUY3/CfQbe2+tHtdZ/WYn6prPTjL0CTj7B28i/QZNOKfWbwHuBDq11B/BJ4CGlVKKylc0Y9cAPtNbbAbTWXwGqgUUVrWpm+Ee8f4e2vOMjxYwgJ5xJopSKAQ8Dj2mtT3xL/Vpgk1LqOaXUc8ANwJ8qpb5QiTqno7cZe5RSPuA7QAavt1FMoLcZ+6NA20kPn3X8djG5bge+qrXuBdBaPwwMAldXtKqZox+vreREmrf+Eigm3lXA3Secby8GvqiU+uMK1yUqRNobJoFSqgp4BPh3rfU/nXif1vo3TnrsfcATWuv7pqzAaeztxl4pFQC+D+zVWn+mEvVNZ2839ni/aPxKKdWqtT6qlPoAUAC2TnWdM9Be4H1Kqfu01kWl1GJgCbCvwnXNFD8AHlRKfUFr3Xd85n0QGf9Jp7VeduLnSqkngD/XWj9RkYJExUnonRyfB5YBtyulbj/h9vdorYcrVNNMcdqxB+4ArgPqjv/W/7q7tdY7p7DG6ertXvedSqlP4vUyloE0cL3W2q1EoTPMnwF/B7yolMoDPuD35QLCqaG1fkkp9WfAE8fHPwXcKv28Qkw9pbWudA1CCCGEEEJMKunpFUIIIYQQ056EXiGEEEIIMe1J6BVCCCGEENOehF4hhBBCCDHtSegVQgghhBDTnoReIcQFSx3fV1QpdYlSSpaiEUIIcVoSeoUQ5z2l1N8rpeyTPjTeDoenevxGpZR+m4/HpvgpCCGEqDDZnEIIcSH4Y+B/HP+7i7cJxtNA/G1meItA7Wnusye2PCGEEOc7Cb1CiPOe1roElF7/XCn1CeB+vG2lfcBKYMspvi4zVTUKIYQ4v0noFUJcUJRSHwWuBlYDqsLlCCGEuEBI6BVCXBCUUnXAPwCXA1drrQeUUl8D7q5sZUIIIS4EciGbEOK8ppRKKqW+C+wDhoBVWut9AFrrj2qtFbDmFF8aeJsL2Tqn8CkIIYQ4DyitZZUfIcT5TSl1DbBVa506zf0LgC9qra85/rkJhE54yAvAl4GvH//c1VrnJrFkIYQQ5xlpbxBCnPe01o8BKKWWAp8F3g004vX0HgAeAt5/wuMd4NcXsSmlXKAoF7YJIcTMJe0NQogLglJqFvAckAOuB5JAPfAx4FLgZ8pjnfxx/BDGKe6TfwOFEGKGkPYGIcQFQSn1YeArWuv4Ke67FHgGb7b3+2dw2P+rtf7wBJUohBDiPCahVwhxQTg+07sT+Dfgi8BBIAAsB/4XENZan+qCNiGEEELaG4QQFwat9RFgLRAGfgKkgD7gq8CLnGZLYiGEEAJkplcIIYQQQswAMtMrhBBCCCGmPQm9QgghhBBi2pPQK4QQQgghpj0JvUIIIYQQYtqT0CuEEEIIIaY9Cb1CCCGEEGLak9ArhBBCCCGmvf8fjYPV5BT+etUAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1308,10 +1313,11 @@ } ], "source": [ - "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n", - " s=housing[\"population\"]/100, label=\"population\", figsize=(10,7),\n", + "ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n", + " s=housing[\"population\"]/100, label=\"인구\", figsize=(10,7),\n", " c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True,\n", " sharex=False)\n", + "ax.set(xlabel='경도', ylabel='위도')\n", "plt.legend()\n", "save_fig(\"housing_prices_scatterplot\")" ] @@ -1330,9 +1336,9 @@ }, { "data": { - "image/png": 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pgoSEofmBr8otDU90TVCU7o57AfmBoKioEDPkG+xlKPoBS7WTG3SU+GzDgTKB\nPwBOh2TbdtGl+LQsyfHjEVJT9ROlfjqq7znUrWuxUlJiUlLSPulq3lzJrBkQCNgpr9a4/V47vmZB\ncYHJvAVhHDZwOz6+lqYJzz2vsXVr9LqNG2dx7TVWnyx88cKyJPX14PGA3T5wb1hr19poaBDk5Vus\nftvOrJkRsrJi/zJ0ycV2srMjBAOSM880MAz1pqtQKEYumuYhIS4JRy/EYc7hixKfbRhfIklLkQSD\ngtmzunZV/+WlWjZs8FJc7ODzt2S1i6OrrDiKlLBzl42aWgdTp1SSktzxfKerMJUS/GFwGtEC+Q6H\nwOGA++/2sP99HVsyVNfpeCPw+7u92Nrcabt2CbZs0SgqkggBu/dobPlQckYf4lHjgWlKnnrKYsdO\nSUqK4OabNNLSBka8OZySUBj8foHQ6HVzAKdTsGypsiYqeo6UUnXUUsTE6ZS4bFlemgLrBnsZIx4l\nPmmf6f61r5lI2b0beN++IB6PTkVFiHBY4nBE36xbxeSuXYJ/vqFjt0P5EclXvmzS0ft5f1lGA4Go\nQOlv93VHltzknFye+MDJgRqdjASLG+YESHNL6uphw7s2MlMkkRBkjjZJc8DY3PaWUq83Klhbr4fd\nBk2NgqHWd6KyEnbshMJCjfKDkh07JAsWDMyH8qKFYRrqNQ4f0bjiiiCpqUPr2iiGJ7oGkUikXdkg\nhaI7IhETY+j1+ugQTUsgwTkvDjM/H4c5hy9KfJ5ET7v/XHZpKm+vbmbGDDcOx6k7NTVFxVVmpqS6\nWmCaYHRwtXvTirMtUsI//6mx9h0NT4Lk+utN8vupak5H68oenctf1zewrzaBojSLI40ar++xc+X0\nIJ4EGDXKomy/htMNNptk0thT64AWFEh0DWpro9c7FKJPhe/jhccDdpvk2DGIhKEX3e16jcsFV1wx\nfPopK04PEuzQ2NRMegc9vhWKzmj2enGcJmrCtLw0BdYP9jJGPKfJ7TL0GDvWxdixnXflmDxZMn6r\nxaFDGhdfbHYoPPuDw4dhzVqNggJJQwP89RWdL9zR90L4XQnikKWht+htuy4JhKPWQJsNfvHTJn7z\niBsTsBmS8+aeKqCys+Gmm0zeeFNgmoKLP2VSWDj0xGdSkuDmm3U2b7HIyxNMnqxckYrhTapbcKim\nGoCkRA+GYSgXvKJTpJT4/QGqq6vJSzp97hOVcDT4KPEJcSku73bDTTdaQPdljvpi/ZRSnPBWi5aO\nRn2hdR2draWy4ijnzBjF/nclB+s0bLpk6djQie0zJpn87FtN3H2P4KMtJt/dqPG1r8KKFe3nKSqS\n3HzT0BOcJ5OfL8jPH2I1ohQob4jeAAAgAElEQVSKOGE3NPJTLOqaqimrqca0JKgPakWnSOyGRqZb\n4uhBO9WhgKYlkBgXt/uzcZhz+KLE52lOXp7kzLkWGzZoOJ1w9VW9t3r2VACnuiVfXOCj2quR4pIk\ntRSej0Qkmz6QVFdbbN4oyMsT1NVLHn7EZOZMncxM9SGmUAx17IZGtqr9rhimmJaXBuV2H3SU+BwC\n9CXmU9Pgkostzl0eLVXUmzyB7qydHeG2Q4G9vZm1oQFefVUSDFpMnaZTcVDD5YKMDMnhw1KJT0WH\n1PiiNUxVjU+FQhFvdC2BROdZcZj5mTjMOXxR4vMkIiYcrIm6DwozzBOxjfGkr0lH0LuOTHCq8A0E\nWzo89aImdHq64Ktf0Xj+eQu322LieDBskiNHJI7+j2xQDCOU8FQoFAOBaXlp8L872MsY8Yx48VlW\nVsP0UVFlFDHhsXec7KnUQcKU/AifmRvscQZ8R0QiUFcHiYngdHY+Lt71PjsTtycLz9887CYQFHzx\nsz5Sk0+NyeyskH5bZk0T7Nxu5/gxsCxByTiTJGeYyop+PKEYCUdg3WYPR47ZmDQ2wPRJfqB/W6JK\nSYfltBQKhUIxNNA1D0lxsXw+HYc5hy8jXny2paJWY0+lTlFG1J28/YjBkfow+Wk9z+KprbWoqrLI\nzNRISNB45BGoONSagAQ5OZ3v2yqE+lOIxjKnlBAKRwWz2U3oaFvRdmo5JigcF3W122wwZoxA1wdX\nlf3rbRvv77STliJ5c6NG4Vg/E8aeepK9tUDv3AlPPQ0TJ8JVV/a8ZNdQ4FhZ5WAvQaFQKAYE0/JS\nH1CWz8FmxIrPsrIaoH2me6vVSspoAnmslqwjR0z++ICfiCnRBSxa5KasXKe4GI4dgzVr4PLLO9//\nZNHTX2K0p/u7nPDFG/xETEjvoqh563xdCbXkZEFy8tAxA5Yf0slIlSQlSpq9kmNVWofiszuamixs\nNoHT2f7cNm+O9qn/8EP45IVRS7dCoVAohhYSsDiNrAPDlBEpPjsSngAFaRal+RG2HjaQEuYURRiV\n0nOr5/ubwgghKRitU1VlsXNnBIlOOBwtpO7uIo6ys4LufXEL98aKl5w09Msf9YYp4yO8vNJBsy9a\n8L+4IHbh+fbqICtXBnA6BTd+LqFdCaZFi6CuHsaXKOGpUCgUQxVdSyDZOTcOMz8RhzmHLyNSfBYV\npZ8QoJYFfj+ETMFLbzpoaBZcMD3ImHyL3BQrJstncrJGIBDtCe7zSc48A8aVwHvvQsk4WLIk9rX2\nxMqo6J55syMYmuSFlx3IiODQQY2CvJ5/sZBS8vprAfLydGpqLdavD3H55R83GcjLgztuj8fKFQqF\nQtFfmJaXusB7g72MEc+IFJ+t1NcLHn7YSXW1xnGvIKNYkpQk+ddqB9/+vDfm5JG5Z9o4dtRk+w6T\nqVMMFi+243TC+ee1HyclNDQKPAkybp2P4s3pJoaFgNoqDcMSZOdY/O3vDsYUW+Tk9EyACiHIzzc4\nUB7BjEhyc5XbRqFQKE43dC2BlLhYPh+Pw5zDl9NU+vQP//MA6F6NgkKLTSvt1CJpdgqafYIzNtn4\n5JnhmASowyG48srOW262svJNG2+vs5ObbfH56/1dZsG30pXQ6yw2tK3VtLs5YuV0Ep6thEICwwC7\nHZDRxKpYuPZaFx9+GMbtFkybpkoDKRQKxelGxPJS61eWz8FmRJtvhICdB6MKJDvdorxWx4rAgqlh\n1u6ws+dIfNqFbdxsIyfb4milTnVt9CVoK+aCQdi2Tes247yV1gLxncWH9rdQ7M/yRN1RU2NRXm5i\nWX2PRV24MExykqSiQmPu3DB5MbjdARISNObNczB9uh1NG7xkqgMHQrz7no9QqI+9VBUKhWLEIbDi\n8KOIjRFr+SwqSic9FY4dCXLwoIEnRVK1SVBzWMMhdEpKTBq88bmhli0M8Y/XHYwrjpCdeaqAOHxY\n8Ne/GmRmhsnK6rno6qpYfX8J0IF0t1dWWvzu9wFCIVh+jo1zzumbtTEtTfLl//QRDnPaFr33ei3+\n/FAtXp9FOJTMwoW97C6gUCgUIxBdc5PqOjMOMz8ahzmHLyNWfAIkJsMnLm1mZr6ThRelcrRRRweq\nazR2hg0WLg9RXC9IcEpcbVzj+47o1DcLphRFcNpjP+6CuRHOnBXBMNqXcmoVdsXFki98IURycuxz\nt7WAnlwIvvWxZcGWHQZen2D2tHC7c+uKgY7zrKmRBIIST4Kg/KAJdC0+pYTyckEkAsXFEr0Dw7Wm\nnb7CE8BuF6SnG1hWhLS0+FjmFYruaG2JOhRR3bKGFq33SsQaGp4a0/JR498w2MsY8Yxo8QlRMbJm\nvZ26Og2bKQmbguZKjdFVER5f5+LdWpPkBMltl/pJS5ZUVGn86R9OTAvOnKhz+eJgr457cg/2tsJO\nCHolPFvpzvL54U6Dp/7qQAg4Vq1x+QVdn0Nver/3B+PGacyaaXD8uMV5K7pW+V6v5LXXdd5ZZ6Br\nMGeOyWWXxl5Oaahjswm+cEcaPp8kJUWJT8XgMFQF3lAWxSOV1nvFGCKdN3SRQJozHpbPR+Iw5/Bl\nxIvPyiOwaU0IJ34aA24QQDoca9SxrZfMmxPmw10Ga9638amzQwRCAksK7DaJNxC7W9404YPNBo2N\nghnTI6SlyQG3KAaCUYHrsIO3B6EFsa6tqio6ZywhAx1htwuuurJ7M+WePRa//JXk1ZUOXC7JksXw\n/iadT19inladhnqK3a5Fk6aGCeluGzW+8JAVNIr2qNdKcToTkV6q/RsHexkjnhEtPrdtreHwRzpZ\naREy00I0BwzMXDsiGQK10OgWPPNPBy4dXnvDzuQik7FFJhfODXK8QWPZ9FCPjtM2QWf73gJeXenA\nZpds3Gjj6k/vp2Bc74Vnb/qJz5wcofK4RlOz4PylPTuHk4mYUNckSHJLHG2EUHW14Le/j4r4L9/p\nI7WLTkn9xRNPwBtv2glHwF+rsXat4LJLh6fwVCgUCkXvMUQC6a4z4jDzQ3GYc/gyosWntxlMS1Aw\nWnDjdUHufigBJMgG8I8WNCVpjA6bXDw/SG2NxtFKjXFjTBaXxubaaZsI9Ld/6WRkWCQnSw4e1HCn\n5BJt+BUblgUv/9PBxs0Gc2ZEuPiCYI/FlsMBF6/ouXA+2fIZDMHDK11UHNdI9kg+/wk/KZ7oORgG\n2OygaQNXw7TikEYgKMnKNKmsEowfLznjjPjFF+3br7PydRvjxpqce3Zs5bgUCoVCMXhEpJfjyvI5\n6IxI25CUkn17q7n2AjtJiVBeLtm9G2yFQDqQBbIUhAMSki1qjmvYDEnJmL7HEM6eE6GuTlBerlFY\naPbaMni0UmPDBwb5oyw2bDI4VtX/L2Vn4QDlVTrlVRoF2Rb1zYLt5R/HHqakSL58p4///KKPxMSB\nadX5iU/oCCGoqYGsTEFhoUVJSefHrm8UPPaig9895qTsUPvr1pOWpi++7KCxUWPV23aOHhuR/0IK\nhUJxWiJVqaUhwYizfPq8Fi8900jZ/gC1u23c//MUamsNsAls+QKmAhlgb5JYAUieL1k2K8ScsZE+\n9T1vFTUzpueSlWnh9QoKC80OM7J7QqJH4nBIDh3RcDolnoSO11Z2SOPgEZ3UZMnkcZEeH6+rONRE\nl4x2DGoURExOWD1b8XgGtj/8xZ8yAYPX3xAUFZpccL5k7NjOx7/ymp295QYJbsmjL7j45h3emGIo\n8/NNtmw1SPR0ft0VQ5PhmJCi4i8Vip5jCDcZcXG7PxiHOYcvI058HjkUZu/uZtzCw623p4BhB01C\nRBCu1rAfkowZbVLp05gxJcIZEyOsq7dxdmLfP7RaBeioFlG3a7fOqn/bOHtZmJJxsVlVkxIlt14f\n4ECFRvFoi6QOrIyvr7XxzN+dZKZZmJZgbmmYS8/vXXZ+W3LTLa45O8CWfQZLp5tMKohvVvmuXRq7\ndgkKCyWlpdYpbm7DgMsujXDZpT2br8knSHBLPG5JY3NUQMeSv3PZxUHOmBUhPc0iqQ9fSBQDjxJq\nCsXIJmL5qPK9P9jLGPGMOPHpCzQyscDGr36TBIYODkAKiAiwINIsWH5GiA2HbCycEsHQwJLxMam/\n+ZaN3XuiL0Fn4nPffp0X/uLgjNlhli1tL4BzcyxyO+lNvr9C5/4/urEAX1BwxrQwK9+xsWBOiOwM\nyY4dOi+97MA04cILQ8yc8XGvyZOtnuEwVFZqZGRYJ1qBTikymVLU8Zpra6PXKy2t78KsrEzw8MMG\nbg+8s04gRJjS0r7Fc16wNMRjL7pobBasWBTC3X1H1HbY7TBu7PAr46RQKBTDHUNzk+maE4eZH4jD\nnMOXESc+k5I1XEkJWFYE8u1QIMASsA/wQl5KhKXjw0Q0eG+/gd2Q3LnEH5ekklYxuXRJ51bVTR8Y\nVFZq/Hu1/RTx2RXlRzQ0AxKdkroGwcbtBnvKDV57z85FC0I8+ZST9HQLTYPnn3eQN8psVxqpVYBK\nCY8/4WT3boNRo0zuuN3fZSLRjp06f3rIhcMmueWmAGP6GCdbVSXQdMjOkhyzoOKQoLS0T1NSPNri\nm3d4iZjELDwVCoVCcfoSsXxU+pXlc7AZUeJz374aFk928vSDBtl5FuWjBJhEa3uOAw7BlPkmHpsk\nURPMyYkQtuC93TbOKgzj7ofOOG0z3ydOMJk4oWtxtmhBmEBAMD3GDPsJRSbJHov3ttjJSLZw2CUF\n+Sa5GRbNzQIJuN3RsUJAY6NGVtbHa2m1fJom7Nunk5trcvSoRnOzICXlY5H63vsG/3jdQWOjZHR+\niDc3uqg+quO0wxnbw30WnwUFEkMXlJdHy0pNmtg/Wex2e2yu9uHM9EUz2LJ6M1Mm5w/2UhQKhSKu\nSFAJQkOAESM+a6vhr88lss5tp6ZOMGmSl7pgiEbDCTaBPSIZNd3C4YKNB2wkuywyWuIoK2o0qpo0\nihwD3x4sJ8fi+msDMe+nazA60yJ/eYC6eo05pWGuvjhIapIkFIK0VEnFIQ0hICFBktPivj/Z5W4Y\n8IkLgrz1lp0lS0LthGd1jeDlVx2UH4jw77ckXksjY3SQBN1BRpbgkLfvmeA5OdFWowcrBA1NGmGp\nIaWpyhspFAqFImZsWgJZrtmDvYwRz4gRny+/4GdcroPMTJPNOxwUjnexbJLFU1ssvD6LbE1SmGdy\n5tQw44pN1uyxk5EoiZhgAW579/GLFQ0ae2p1cj0WkzIHNyYwGAK7AUWjLaprJR43pCVHz8HhgFtu\n9rNhg0HEhDPmRE5kqHeU4T5/foT58yPtnrMsWLPRxsZtOu++EcHbYGKKCE0NkDYmQsl4F1sO27j/\nOY30RIuL5wXJSO5dDGh2tmRfhc7KNU6EBjdf7WeCirlUKBQKRYyELR/HfJsGexkjnhEhPsvKaphS\nkExtbdTDPmlchIAlqK/VWJgRZuVHdpozBMVjQtz+qQBhEw7WGhysiVruzp8aJKubrOYqr+CBTS4E\nEIwIri31My178ARSXo7F5PERdu4xsDskS+e1LyqflCQ555z2rvxY2ny+v9Vg7Qc2jlVCo88AMww2\nDTNBp7YJNpUZJBdolGgRjtTqPPaGi/+8xNfrrkPBoEAIibQEodDpafZs9AuO1GmMyTKxj4j/PIVC\noRhaGJqbbLeyfA42w/4jsKyshovnOygbFeLhx5w0H9IoHG1x/bV+jlVrVDVoOMZLdu4xSHZJpAVu\nB9yyxE9ts8BhgyRX9xa7Kq+GaUFhikVls0ZZvT6o4lPX4ZpLgtTWh3C7ZJeJNa1F1WPp4X7gsM6O\nXToHDtnAJiCkgR4Gh0A6DMZPtmi2C3Y2GviawIgIAiFwO3t3PvNmh5ESHA7J5PGRU7aHQlGBOlCF\n7XvDE+842XNMZ8XUIOdP73vprggSQ8UuKRQKRY8JWz6O+j4Y7GWMeIa1+GwVngBFRRZf/U8/jY2C\njAwLux1eXG9n+z6dN/9hw6FJNhw2eCvTxtwZEarrNXIyLDw9EJ4AoxItHIakrF4HJBPSYxOezc2S\n996zKCyEsWN7XnneNKGxEVJSTu3xrmmQ0YNyRz3p6nMyAW+Y19fohFwCknUIeyDVjHaHctnZuVPS\nLAS7bBoJAkalW9QENNzO3sXNOp1w9sKOBVvVccGfH3XR3CxYcFaIC87rvbCLxfobK4lOC0PX+yVx\nrRbJoyLMRdJg7MhsVKboB2p8YVX7VDGisGlusl2zBnsZI55hLT5PprJJ49UP7CS7Lc6fFaKiSmPd\nSp3t2ww0O+zdo5OTabF+m41wWJCUILn9Kj9SwtEqjax0i7SUjsVcmkvyhTP8HGzQyXBbFCTHJrLW\nrDV57TULj0dwz3c0dL1nFq1nnzPYskXn/PMiLF3aN0trLMLrgVcgrJlwVILmgnQNMmzgB+mHI1Vg\nT5FY9RqMMpHJ4DTiY5Xc9IGB3y/Iz7NYs97O4oVhEhLicqg+cfVZQc6bFjqRyNYXXMAUqZGqLJ+K\nfmI4dH9Kd9uUoFZ0ibJ8Dg2GtfhstXoCBELwxConHpdk20EDf1CwYmaQ33zXiXCCjEBTWOOZFxzM\nWx7h7Llhjh7X2LZX5611dnw+gc0mueNaP1npHYuHDLckw32qS7gnFIwWuFyC8SWiS+EppUS0MXEe\nOiQIh+Ho0e5FSCQCO3YZeBIsiovai+NYrJ81zYID0oFwmkhLhyBQooOXaP2iKghtBccMGF8cobpJ\nIz/dIsnZ/ro1egUvrbJz6LjOxEKTCxcEcfSi/lFmpiQQhMNHNFKSJI5+sCzGA0OHzH7qiORCcO7w\n/vdVDCBKsClGEoNdakkIsUpKuXSQjr0UeAvIlFJWD8YaYBiLz7KyGgLHE3htnZ1RWRYXLg0SMaGh\nCd7baWPbAQP7fEmKQ+LzS6wEAb5oDbADh3Xefh9KCk2CQYHPLyjIsyg/rFF+WCcrvXcCsysmT9a5\n5zsatk7e/wMByTPPBNi7L8KC+XbOO8+O3y8YlWtiGBbLl3dv9VyzzsbfX3Vgt0u+eJu/w+5IAQv2\nBqNu//EOE3sHHt33jxpoJU4cteBHgyMtGyJExacAQhBqElQHNCJhwWiHheOku+35NxyUH9PJTLXY\nsN3AaZd8YkE0MWrbPp3Nu2wkuC0WzwyfyNTviJnTI9Fe83WCmaWRLovgDzVqagVCREtfKRQKhSK+\n2DQ3ue6h5XYXQtiAHwIXAGOBRqIC8ZtSyoNtxq0Clpy0+zNSyqvbjBkP3A8sJNrDcRvwPSnlq/E8\nh1g5jT6me05ZWQ3LSp3c92cHOekWeyt0duwzWDErxHcfSyDBKVk0OcyewwaXXxHkieed1JgC4YTM\nTIv508M0+jU+d3GA1ESLt9bbKD8cVWG5mfGr9Wm3d/5t7MOtYXbsilBYoPH22yGmTjX46CODDz+K\nJknt3SvIzOxawFhmtFC7ZUV/n0xICh6qdnEwpCGBsQ6TGzMCGCctqyKgEUzQYIpAZAqkV0Id4AZ8\nQDNgh5RcC38EhCmZk9XepSclHDiik5dtoQnITJWUHY1e44/26jz+TycpHkkgpLOr3OA/rvDjcXd8\nfpoGs2b0/xeCntDcLNA0eaJgf09pahY8/ZKDsgodIaCkOMIVFwVjnkeh6CvDzeqpXO+KrghZfg77\nNg/4cYUQGcDPgGXAKCHEAWAzcAOgAbOAH7U8l9wy9lUhRKmUsu0H3EPAt9o89p90qL8B+4FziPoj\nbwdeFkJMllLu6/cT6yXDUnwC6JpE1yAQElgW2HTJgqkRVswIoWuQlCBpaNa4+fM+pk0K85M/ODnW\naNDQLFn1b41v3BmkpDBqTbzjmgDlhzVGZVvk53YtPn0+sCxxom5mf2HoEAnD+vUhQGAY0S490op2\nKzJs3R9v4fwwSUmS5CTJqDbn0epuN7PzOHRco7ilmH5ZUOdoWGO0vf05lwcMJmRG2LzbhqZLzDQR\ndb3XEf03MCQJBRYOKfEIQdASrNlh45NzQ3haXO9CwLj8CHsPG2SmWByvEyydHb3eG3fYSE2SpCZK\nQHLwmMahKo2JnfSS7wzLgpoaQUJC7OKwJ1RUaDz4sAtdh9tu8bVrT9od/3jdzqEjOoX5FlLC7n0G\nb66RfHJFqPudFQqFQtEropbPmYNx6F8AZxEVm/cDXwPOBQwpZV3L3ycQQtxG1Go5CdjaZpNPSnms\nowO0CNwS4DYp5ZaW574JfAWYSbSR+Mn7OICngULgfCllVR/OsccMO/HZNsP9M58IsGqDjQmFFmdM\ni35x+MyyAI+97uJQleCsSSEmFVsUZgf58581NGcEv9QI1EBBysciICfTIqcHFs+9e3Uef8KJacIl\nlwSZPav/rHGlpTa2bY/w5z8HKS01yMnRSU+XJCSAYUhmzOh+Drsd5rRZU2uCUWuS0ZFQNOzAbNFQ\nEujIGJtkSNLrJYl1En+9hhYBSwIOC0ImNEQI7bI4ekwjeYJOUUm0BFJzQJwQnwCXnR3i72vh0HGd\nhdPDnD0nah11OWRLLc/oWNOKiu9YkBJeeMHBlg8NnE7JLTcHTnRx6i+OHtPwekEIQdXx9u1Ju8Ky\nYOsOg/xR0fUIAbk5Flu2GUp8KgYcZSFUjCTClo/D3rhYPjOEEBvbPP6jlPKPbR7PBB6XUq4SQvik\nlKuB1V3Ml9Tyu+6k568WQlwNVAL/BO6VUja1bKsBdgDXCyE2EDUH3Qo0AWtPPoAQIgl4majldamU\nsrEnJ9ofDDvx2ZZJY0wmndRbvCjH4r8/4yUU/rjmpN0OPq9JoFagiQi+gCAUhM2bDcaPj/TYarZ6\njQ2nU+J0St58096v4tMwBNdf52bhAjuJiVFFaLPB3Lm9s7B2lNk+ym6xxBNidbMdCSxPCpFtO1Ww\nFQci/G6di+RkiccwqfILvA0Cyw+WT0JEEjYFol4SLDeZuEwyNsckI7H9XB635Kpzg6fMv2xOiD0V\nOuXHNCwLJhVHKB4Vm9WzoUGw+UODgtEWR45qbNmi97v4nDolQnm5jmGDknE9X58QkOiRBIPgaqm/\nGggKkhIlkQjU1wuOHhVs+sCgsVFQUmJy1lyzXWvTqiqBzycoLLRO+1ajwyHLWjG0UK53RWfEsbd7\ntZRyThfb1wI3CCHe724iIYSdqNv9FSnloTabngTKiWZaTAF+ApQCKwCklFIIcS7wF6JxoxZQC1wg\npTw5ozgLeAw4DFwppYy9j3cfGFbis63VsysMvb0lzW4XzJ3r58W/eLAsQaLH5NlnE0hPh6lTdW64\n/lSB1BEFBSY7dxoIIZk9u+/CMxSSGAZo2sf/KMXFfXvJTrZ2nsx5KWHmJUYQQKLesbCtOa5RnGKS\nm2lhWbCh3kD4BGFp4rU0sAQIgQxJUkSYy+ZEuGCx2WPrZVaa5M6r/FQc07DbYGy+iR6j5dPtlqQk\nSyoqNMIRQU5u/yf0uN1wxeU9uzfaIgQsXxLiub86qCiT7Nqu4UqAr94Z5Le/c7Fxo8GhwxqLFoZI\nTbVYt87G++8b3HZrkIwMSW2t4He/dxHwC665JkBp6enfalSJhIFHiTPFSMSuuclz98BV2P98lWis\n5i+AcUKI7UTjN38upTzxJi6EMIDHgRTgU20nOMmSulUIsR94VwgxS0q5SURL4fyOqAV0EVHL5y3A\nC0KIM6SUh9vsvxLYBFx2UkzpgDCsxGdfOG+FjQ8/lCQlRUhNM2ho1MnMsgiHe/4NaemSMFmZUevV\nlCl9ey0bGyW//rXFhAlwxRUxKq8Y2HpIp7xWZ8qoCMUZUctgUieis5WiXJOkJIvjtRqmjFp605It\nqmpF9HuWGY3VxAl+U+NXj7nxBYJcfm6o02z+k0n2SJJjsCaejN0ON9/kZ+tHBhnpFpMnDy2BNrs0\nwkdbBH/+XxeaDslJkmeeNsjM0KitFSS4JbV1Gvn5FgkJFkePCt56y+CKK8KYJkQiAtOK/lYoFApF\nzwhZPip8Wwb8uFJKL3A3cLcQ4j3gNy0/GnAfnBCeTwHTiLrBa7qZdiNgEo3z3AScDVwEpEkp61vG\nfKHFGnoj0Yz6Vv4GXAlMJZrkNKAo8dnCmWcKFi7UEehINBYtCuDxSKaX9lxE6jpMm9Y/XyA0DewO\nelSzMhi0ePXVBsaMdTBtaucxAie72nce03niPRduu2T9ARtfWubrtoc9wNIZYeqbNVa+YycShhSX\nha9GQwR1NJuJ96jEDFrg0fFZUFMv+OdaBznpkmVzB87FmpYmWbI4fseTMuo6dzhoV3u1p+zYruN0\nwKg8i+pqjfJynd27BT6fRXqaRvGYj1+LrCzJm2/bSM6EqRNNPn+LH69XMHHi0BLVitOH4W71VK53\nRUfYNTf5g2P5bItPSvmYEOIcoiWR7mspt/Q0UTG4tLOkopOYBuhAq0u9VQCcHGNmwSmt8L5D1CX/\nhhDiHCnlgApQJT5byM21+P/svWd0XNd5qP3s06YPBr0X9k6KRZTEom5JFm1LiYtsUXG345obx3YS\n28mXe50VZ8XJTda9uU7ibsuObUmWrEb1QqtQstjE3kl0EL0Npp6z9/djCBIk0QECFHGetbREDM6c\n2XNmyHnm3W/5wucTHD+eyQ1ctMiZ1ly6YFDw9a9po5Ka9nab37/SQ3Ozb1j5vHCrvbVXw9AVRVmS\n6naNzphGQXhkmbFM+NBNST50U5J9xw0eeM5D+XU2b7+tc+CQxh5NQzbFwbKQhoWwJZVFivoWHZjY\n6MupYDSP09IKjzwKXd0QyYLPfr6A4uKxRagXLnDQdEVnp8CxFYmETW6OTleXTkenxOtN0//vRUu7\nxoETJgXbBW/uVPzF5+JUVl66tl8uLi4uVyIpGae2b++UP64Q4t+AR8lEGYUQ4loyFe4/PhPxfAi4\nmkzkUgkhis7ctVspFRdCzAE2A08BbcBiMnmhuzlXTPQGGaH8qRDi22S23T8DzCYT6TwPpdS3zmzV\nv3BGQKcsJHxFyWdVVS6PbRtd3udgVFRIKiqm9gO9txdCocF/N9poWnGxyRe/UEhOzvkvZ79EDZXf\nuaDQ5vdHTWo7NPKDiqN1ZHYAACAASURBVPKcsUfRDE1hn+kfGsxSCEsQjlhYMkko7NCnklRkC2zb\nYPXii8XzQtHrX+tgt0/GzPXJmN2eTit+/usYnoBiUblG7alu7v9Fgq/8uX/YXq0Xcs89aeobdF55\nRScclpSXp5g9W/H00yZCKLq6zh1bXy8oLZGUFEpq6zWifYJgwG1M7zI+3Iigy0zF1HyUBVZMx0PX\nAv9KZos8REZEHwG+A5QBd5057sKCpE8APwNSZHp3/g8gCNQBW8hUuzsASqk2IcQdZPqFvgSYZKrf\n71ZK7RpsUUqpb54R0BenUkCvKPmEiQvoVPLKqzpPbTF4z3vTbFg/fukVQjBnjve820YjWQVhxZ/d\nHKejT1CUJfGO8bNo/yGdhx7zcuykztt7DHr6NLxeybuuT9HX5SFbj6N0QVqa+FKSklx5dm39DLXG\nyRDNiXC6VUPT1KCjVLu7Fb1RSXl5JtIZyYLuqKSnR5GXN3r59Pngb76VgG/B7t3wwIMaHg9cd63D\nc89rBIKCnXt1+voEy5bYeIKK2gaNq5baFOS5UU+X8TGTxHOmPE+X0TNdkU+l1L+RKTYabLxmNQxf\ngq+UquPi6UaDHbcDuH2Y32+98LGUUt8AvjHSuSeTK04+pwqloKlJQykoKRlfu5tYH6TS0Nc39jt3\ndCSIRDznVcL3M5boXtinCPtGjqBdGEVtONXEz35ZSCScYGGp4OnXImxc30V2yCHol9SfNrl+ZS9b\nfx9i5RKNxiaNV7eZvPfO1LSKZf8M++HW8NhzFv/+Ez+JBLzvxiRf/tM4Ph/EkxBPCV4+ZNHYkSAv\nT+HzCZLJTEcCv3/8eRpLl8LevYojRwXVzQZmoUmH0OhshrkVEmXpfPZPYgDuFCSXcTOTxNPFZVAU\nKOUWak43V6R8Dhf93LnLoKZG5/qNKfLyxr9t+exzJq+8YgGwdq3N3XeNveXOrbc6LF0qKSoa2zqk\nVLz0cgNrVudTVRU+73ejEc/RRB4vPN+FxxWWFxPMChCKSMyEIBIxWDTfj3YmpTkQ08gtsAiELUAS\nTQm6koMMip8G+gX0wtv6uf8BL5ah8GXDzn0mW7fapLMFbx4xSdjg84IqDnOippusgEO0B+7d7OHA\nQY2SYkVp6djXZJpw332K37+h8eDTBtdd7/DKGxqdvRrz5tl0dAp6+zQKRzHsoKtL0t4uKSjQCIUu\nj2vu4jJduMLtMhBL91MeWD6ta7gg6jkjuSLlcyja2gSPPOIBAT09go9/bHw9VRMJeO1Vi/LyTMRz\nxw6Dm25MkZV1TiI7OhRdXYqSEoHXO/i3LMOAsrKxC7CmCe58dwU+38U5nsPJ5Eg5oAOP6WeoYw0D\nPnRXgt8+7kXXFR94b4IX37LQdCjOkSya5XDt6jRtLRq/e8WiVWhgKopPmtw6e/qbil/4vPqvXToN\nIUvR2qmRFVbMKXdoatbZ3moiNOjshLI8SXGlh49uDuDBIRmNUt/sYcvTGpEs+OY3bIxx/M3SdQgE\nBbk54LGgqlzSuEPn2EmNhXMcsrNGFs/GRocf/qiPdFrh9ws+96dBcnJcAXVxJczFBSDlxKjp2zfy\ngS6XlBklnz6fIhhUdPdo5I8igpRKQX29TlaWJHdA7p9hgNeX2S7XtEzDess69/u6OsmPfpzCcSA/\nX/Cnn7WGFNDx4h/mQ2SghI4lyjnaY/pZvMDhb7/WB8Cjr1r4TykSMUGvFNx7VxyPB/74riS7ggbr\nIpnG9VtrLW6qSqNfZj7U/7xNE1YvSdFYY7FyhUM8BT1lingKGto1PrAxwdp8h+ygpKoAQKe5DhJS\n4fVAUZEatiH+YF8ABr5GZUWZsGlHtyAclqxdmeaDdyRYsdjGskZ+Hnv2pFAKKioMamptjh5Lc+01\nl3/+s4vLpcJtueQyEEv3UzHNkU+XK1Q+h5p0FAjAFz4fp6NDjFjV7jhw//1eTlXr6HqmYXl/axvD\ngPs2x3n4ES+2Dffemzg7JhFg7z4HTYPSUo3aWkljo2L27OHls6ZGIztbEg4Pe9iIXBj9vNT5lULA\nrn0GjzzrIYXg6hVpumIahgFdXdDdDXU7BVve8KBSgrnLbDqXigmlPFxqPv2pJLNmKU63CE5en2K7\nNMlvd6jMlWTnwMrZF/dyXbFcUVVpEwgwYv7vYCkM/TTXNfDx95fx2g4Ty1R85p4ERaP4otRPbq5G\nIqGIRiWODVnhy8zyXaYFV75cXDIknTjVUTfyOd1ckfI5XM5nVpY6b3t8KLq7BaeqdSorM7PBDx40\nqKxMDXgMyVf/IjbofUtKBLEYNDVJdB0ikeFtpKcHvv99izVrHP74j8e/JT0w2jlVRT0na3QefNJD\nZa5k21GT57Z5+KtP9HHqhOCfvmvw9AsWXVEDj08HJeg9IfhmT4D//d0+QqHLU0B9PnjPphS2Uvwf\nBXYiRTChkYfgprLUeccOjFpmZY187pFel8LyYgpxmFflnD1/c93ov0SsWmXR1S05ftxh0yYvCxde\nkX/FXcaIK54uLueQF/Vbd5lqrthPpqqqXCA67vuHQor8fEl1daaifdasi3tgHj+u8/QzFoaheO97\nUpSVZSJUV63I7Ls2NiqWL9PJyRlePkMh+MhH0hQWTk77nIEFNZdaQk+3CgwdKgolxXlJauo1rl2U\n5lvfMnlyi6SzswcwsKMe/JEACGg+rdPaqhEKXd7TeQwh+CSKHp+iYmn8bN/VN+oNdp02+ezK+HnX\nev8RnZffsFg8z+bmdenzIqDj/UIw2H26ugR/eMugqlKyYMH519AwBLe9y8dt7xrzQ7m4XLG4W+8u\n/Viaj8rAsulexoznipVPgD2NwSG34EfCNOHTn0pw4oROJCIvmibT2yv45X97CAYzuZ8/v9/L178W\nw7IyfTdXXmWwcpQTvISAZcsmV8QGq+i+FJQUShwHunsEfTFBebHE54WTJxU9PXEyk78UkCQW9ZAI\nGBiW4uEnLGbPkmy6LYnXO8KDTAFDyWG2EGRfcFvAUmR7z7XXKiwvJpWCn/wqTSiQ5IXmLObPcigv\nOdfXdDIb5D/xhMXBQyaGrvirv4oRDF6eEWSXywNXulxczpGUcU717Z/uZcx4rmj5hHNb8MCYJTQY\nVKxYMfis9r4+gW1nikIAaus0TtTpmBZUFTvjqnZ+J1JVLrn3jxK8uctkVrniXden0DRYvRqefgYy\n4ukAOh5fig0b0+TkCgwDdr5t4PdK3n3b9FS/98vcWCV9eYHD8oLzvyzoOhSXBOnsFiRiUXze4bd1\n3j5o0NUtWL8mjTlGL8jJUSggFFaYpiueLi4uLqPFo/mociOf086MUKTMFjzsaYQVJePfih9IXp6k\npFRyqlpDSfDkKO5/1osAFlbZ/Mm7k9M6G34qWbbQYdnC82XsM592+PVvdE5VS6QEX8ChtCJGOKBz\n8JCPeXOhJy545nUPhaWKlYvtUV+vpnaNU6c11i0Z/IvBaBgYjZyMqKSuw6fuiXPomEFZsU5ezrlI\n+YXn7+oRPPCEh5QtyM+VLJk/uqh3/3lWLqlh8eJScnMVHreQ3WUY3KjnOdytdxfIRD5PRt3I53Qz\nI+RzII9tS07K6E3DgE98LM6RIwaaBlsPGaQdjZBfcbTGoC+eIuifuVGpkhLF7x4W/MN3HGIxRTQK\n+QUmWeEkHa19PPSYD0JZbLzG5oGnvECCVaOUyY5eQX2rDoxfPi8FORHFsgU2zz1nsR24/fbUoEVV\nQb9i/iyH1g5tTJXs/ZRUFdNc10A4PL0jSF1cXFzeaXg0H7MCS6d7GTOeGSefVVW57GnMtGOC87fi\nlYJdTQZpCWtKbIwRCuJ8PrjqKpvWTkHvTpPDNTpl+YriPAefZ+aKZz+LFmn86IceTp2SfPefHfbu\nTbFtW5TSUgPDbxDJ7mXeLA9tnYITtfqo5XNJlcOSqsnLkZ3M7gDPv2Cx+20DhcAwFHffnbroGMOA\nT3xofAMO+pmOzgYu7yzcKN/gtMemf8jFO4Ur8f2TkAlORA9M9zJmPNMin0KIecA+4LdKqfvO3HYv\n8I9AHvA88EmlVMelWkP/VvzAlkwnOnUePODFUWBqCVaXjCxDiST86HEfiaRAF4KSvDQfe09y2Ebj\nMwmvV2AYgqKizGSo7TtgzWqNk42SnXt0hICyCsFtGy5N5fv27ToHD+p89KOps9v6l7IQyzQUUgIo\n9Cn42zVczqorpS4u5zOSTLnCfj5XqqhLZkhO3GXMdEU+vwds7/9BCLEE+D6wCdgF/AD4D+DDl3oh\nAyOha5b6sHSFLSFojS5y2ZcQ9MUFFUWSgE8RCUM44EY9B1JSIjjdbHLipIZSBnv2anR2OKxeGKf2\nZIDORkntMp3VS0af9zlacnMVZWXyvPMO1uR9sAiibTPmwrF1G1LUNGuU5EtuufniqOelYKRxqa6E\nzjxciXKZDCbyHjo9ieuYTDyaj9lBd9t9uply+RRCfBjoArYBc8/cvBl4Qin1yplj/hY4JIQIKaV6\np2ptpWHJF9fGsSWUhUeXi5cdUswrtzlSa6AJWLv48vmmOJRUTTWaJijI97Pgjxy6ujw88IAkK6LI\n8giihk1eNuzc6eX661OTOvmoua6J2bOLmT177HmVzzxj8vo2i4/+SYJ580Yfld1xzGR/p0nJvBR+\n/5gf1sVlUnDFc3y4RUlXPkkZd7fdLwOmVD6FEGHg28DNwKcH/GoJGRkFQCl1QgiRAuYDO6dyjUXB\nsYmKpsHm25M0tqUJ+BS5o5ieNNMQAnJzIR43aGvT8PsdHMehrc0hkVD4vCahsJrUfpUDpfv4cZ0d\nOwwWLbZZsdy56Di4OHrY2KjTGxW0twvmzRv9484rkyyocFhUeXkVQ7m4uLi4uJHPy4Wpjnz+PfBj\npVS9OH9/NQh0X3BsNxAa7CRCiM8CnwUoLi2flIX1b7/D0LPhh8IwoKJocqYTXUlICY8/62H7bgOv\nJWloTLB7t6KoCAxT4wMfUCxaqDBNh1mzUpPWbH6geMZi8ItferEsxb59BiXFMfLzz5fcwSLDH/pQ\nko0b04NOthqOOaUO71ubpKVVUKNrVFa47wuXqcWN3Lm4DE1Cxjne60Y+p5spk08hxFXArcDKQX4d\nBcIX3BYGBt1yV0r9gExeKIuXr7okocapmA70TkBKRUODwnEyuZuWNfqkzPpGjbd2meTn2vzwp4rO\npjQ4NgqDRQsNrlmrsXixYjJbJg2VZqAUIBh1TmkwqMa03d7Pm9sNHt3ixTAy12zzBxMsXTy9Y0Sl\nhFdfExw9CosWwvr16rLrQXulFja4uLhcfrgFR9PPVEY+bwSqgNozUc8goAshFgPPACv6DxRCzAY8\nwNEpXN9ZqqpyebM68+fJ6Al6Ic11TVMqt+PN+5RS8eBDDnv3KjQNCgvhU5808PtH9xfXNAGh2P22\npLlZIFM6KmXT2Ci5+26HhQtH6GU1DEpBPAFeTyb1of85Xvg8/X742EcT7NhhsHixfV5O6aXIh31l\nm0VxkYPPC93dgje2m+fJp1LQ3KoRCkoCU5ATWlhezO7d8NADfVTNDvDEk4LsbMWSJZf+sUfLYFE6\nN3rn4uJyKfBoPuYGL6N/AGcoUymfPwB+M+Dnr5GR0c8DBcAbQoiNZKrdvw08MpXFRhdSVZV7thfo\nZDMdBUDjEa0TJxR79iiqqjLz6mtqJDt2Sq7fOLo+UsWFkrtuT/JP/6ZRmJOioTqFoYNhKO68IyON\n4yGegF9t8XKqQSc3onj3mmoWLh76uc2e7TB79tREH0NBSXePhs+riCUE5Rfksf5hl8Fjz3mIhBVf\n/mQMv+/Sr6mzU5CTFwC7G9PMoqtLkBl76nKl4sq7i8vgJJ0Ex3oPTvcyZjxTJp9KqRgQ6/9ZCBEF\nEkqpVqBVCPE54L+BXOAF4BNTtbah6J8Lfymin+8EUinQNIUQGUs0LUE8NsKdBiAltDRrhH2K4rwk\nFpLubrhvs8aaNaM3z5QER4HvjPPuOGByok6nqlRy7EQfb9eUs3Bx8uzxnX2CR/9gYQh4z5ok2YNm\nDo+N/Yd19h8xWLnUZsGcoUX2rjtT/PzXXuoaNCJZitsuaLfU0qYhlaC7F+IJgd83OglMpcCyxrf2\nJUsUr70u6IpG8HoVCxa44nml0y+eroS6uJyPR/e6kc/LgGmbcKSU+p8X/Pwr4FfTs5qh6RdQuHgL\nviclkAoiV+g0o/JyQcAvaGxSmAakU4pFi0afK3OqWmfbmybXrHXweILcekuSu94nWbxodJFTR8Hz\nrSbbOi2kgiUhm7uKkiRTnG3ib5mKeOLcmtq7BJv/LsyBIwaWR/H8cov/9dk+mls1lISVS+0xFza1\ndwp+/ZgXv09x4IjB1z4XIys8+GteUiz56pdiRPsEoaDKpB4M4Kb1aSxLUVSgyM0e+X3T0yP4zQMe\namt18vIkm+9NXFQwNRKFhfBnX1a0tSkKCiDe3QS4vT9dXFxmHgknwVE38jntzLjxmuNhsC34ml6N\nnxz24ijBR+cnmB8Z37ZuT49A0xixzVBDg6KuXlFVKSgqGr0ADpULORrCYcFnPmPw+usOqRRcfbVO\nRcXoI5bninwEhYUmK66CxYsGb7w+WA7sjqiPnzXk0teaJtkN2wzBgXKHj5S2IFO5HDqiEY6EuWlt\n/Ox9fvywl+MndEJhRSoFdac1/u5fA5ScmaF+9JTOxz6YvOixRnweZIRXDfh5KCwLcoYYUuDzKUrm\nK/JG2dLryS0WDY062dk2LS2CX/3Gy/KrbZrbNW65LkV+zuhENBLJ/AcQv7CvhIuLy1ncXp9XNl7d\ny9zQ4ulexozHlc9RkhnHGT37c3Wvji0FhgbHuvVxyeebfzB4YosHTYN7Pphg6ZLBz9HWpvj+Dxwc\nR2BZkj//HzpZWVNTrZefL7j77vG9TU43CeprdA7sM9iwIcX6a4evaC4sL2bHXoMDxwzMfMV3u3yc\nfNsgeVRgR0ET8GYwRNM1WXzlj+MELUUkFCNyJgrZ3iV4+EUPTW0aKUfg9SryQ5Labp21y210HU7W\nGEDy7OONJhc2L0fx/juT7D1osOaWNJEJ9HLdWWvwwG4vWV7FN27rwxrk0ioF7e2ClhaNmhqdrs4k\n29/KXDvD56Ux4cFjKWJxwSc/MPSM+J4ewatvmJSVOqxYOr0V92PFFQAXF5dLQSbyeWi6lzHjceVz\nDDy2LSMtd63zsDTHZkeriS1hdf74WgU9/ayH4iJJOg3PveBh6ZLBEyo7OsBxBJWVgpoa6O6GrKxx\nP40pobZWY8tTHtasStPSolFSKGlr0/h/3/OQm6u4b3PibLS3ua6JgrJi9h/WeGiLBy2s+PVRH9EE\npPZBWgJxcBLgdAt+8ZKX4406D/1lz1nxBPi3+33sO2yQiApwoM8Q7EoZvO+aJA2nM3Pk1199fuS1\nXzxHktBVy2xWLZt4S6gsn8JnKnICEn2QIPIzb5i8+KZF4wGd8jyHnii8vgsqijXshCCZSKJpBomU\nIHsECd76msnrf7AwDEVVeYwsdwCCi4uLC1K5rZamG1c+x0Am+snZIqSvroih1Oh7R15IQb6kuUXD\ncWDRwqHFpqICysuhpkYyd66g+B2QrheLZdIJfL7MfPWODo0XXjDRdThVrXH0qM6qVZnn3Nsr+N0P\nYNd+waEasDbqOEIhj2qkENBJJlipAAdsW/DmKZOv/zzAj78UxdDh8Cmd7//WR6JXgARE5j7pbsXs\nJTaf25REKagsG3y7e6o6ECwscvj6LTH8lrpIPnv6BK++bZEdVLzeoDG/yqalWycV9nKq02ZZcYxl\nSx3u+0iMnqjG/Krho5klxRJdV+TnSXwDCpume9yqy9TgRo5dXC7Go/uY7267TzuufI6DgVXwE2nW\nvfkjCV55NSNkN1w/9Ja01yv4zKc1olEIhTKz0uvqNJ591uKaa9MsG2ZLtX9rearx6gKflcuhfQYK\nuOs9XZyssXj2pVwCAYmTOE1zXZqOTp2//8cCaut0li7XycmVvN5qkRtWxGzO9UcwAVtCQkErpLME\nrxyxeH6PxeISmxe3GyQufDcnAQFpTVwknbUNGomkYHaFgzHgfuNpSbVzt0FOjmRW5ejyOCP+cyLY\nGRM0RzXKsiR+j6IgW3K6XWPJcoeAX/Hx+xIsOGKQ6koyq0By220GBQVnLHwE1qy0mV2VOc94K+Wn\nE1ecXFxcJpuEE+eIu+0+7bjyOY1EIor3vXfwApwL0XVx3lb7a6+b7D9g0N2jsWzpyP2PRhIq25YY\nxvibvg/G1/4S6ut1QiFFKJTNwXovWfkWJUWS8jkFFBZKHnjUR2u7Rk52lOpqH3OWJSmIpMkr02je\no2cimF6gQ2UimpYOPWloklCg828P+Fk7N01Dq8BfAn2NnI2QkgazTFB1QY/Ptw8YPPC4B6VgzQqb\nD2w6V4A02jzQgcQTkEiM/VtIR0zwvdd9JGxBrl/xxfUxPnN3nIYWneI8SfCMpF6/vv+Lydj/uuaM\noqL+csaN3o0P97qNH/faXdl4dR/zQ4umexkzHlc+36Gsuy5Nd5dg3fqJjyXcvr2Fp5+p5ctfWkZ2\n9th7mkoJ1dUa4bA6b4KQ1wtz52bE7ye/9nL0pE5fQhAMKfJyJbYNzc0a5RWS1lY/PlPSXJsgXGRh\n+AWqRMF+AT5AVxmplBJMG7IN0lJg6IqKQkksoXFVVZpar8aptw1SNuhVgoq7JKfLdaKOIKhn1nbs\nlE4woIiEFQePGrDp/Or30eaB9rPhusFTJvojzkOdryWqkbAFldmS2k6NzphGUVgyr+KdVRzk4uLi\n8k4h4SQ43Ht4upcx43Hlc4o43abx3JsWHktxx7oUWSO0VhqJykrJ5z43dKXzQEYSqOxsi8qKEB7P\n+CKfzz1nsPUVE69H8cUvJAftQ1ldq7NgjqSyLI1pqrNb3XPmOKRSOl1ditNNgmXLPFy3xuakIdhf\nZmDHJfETGngESAVOGjaZaD6dWBiU36GzR7D9oElVoUNuhWR+WYrOoEYyLdh0S5KER3AqobMskJHE\nlUts9h02aGwW3HTd0JHnsUroQAa7z8DzAZQVlJDjV9R2alRmO+QFRrdtPxTt7fD44wbXXeewcOHF\nr8GlGCfqcnnidgtwcRkat+Bo+nHlc5xc2HppOJSC+7d4SaUhZQviScHH3zs6cZwK5s6NMHduZNz3\nr6vXCPgV0T5BZ6cYVD5vuC7FS69ZCAHvf8854bvnQwlefNFi3lyNufNs1q+z6VUO/7Ijzq2Lw7ym\ne0hXSlrrBLJPwCIL4oJsR7IwbOMUCl58y6QoR3LtUpvGTo2X95uUz5I09eg4jkAqgU87t6a5sxz+\n4jMxUmkoyLt4rVLC9u2CQACWLp38betzEtrIF9cV0xXXyAtIjNH13h+S+39h8vP7fbz4Uopf/uLy\neX+5uLxTcIX9ysereVnobrtPO658ToDHtiVHNXpTSojGBYU5kngSuqPT863rUkW+3n1HmsefsFi2\n1Gb27MGjd7dcn2bZIhvDOD8PMRCA973v/OijB8VfrNF5vM4GIahu1MkJCeqbdGRUkeVIvAquW+Rg\nFSrMhCKsZ6YwFUYkQY8i0qfQ8x1kGG7NSjLHe/5W9nC9OuvqBA8+pOOx4FvfsscVAR3Ncf3HiNMN\ntHeP/n5DsWqVw9atNuvXD54G8E6Perpi4OLiMlHiMsGhHnfbfbpx5XMCjHb2u67Dpg1JnnjFg2HA\nvbePbcLO5U5ZmeILnx/5ORWMYSxkgVfxkdIEc5MOiXIwdXjqEQ/HbI22cg09BTUJjSV9NjcsTvH0\n6x4iYUUsDneuSvGR2xPkhdXZMZxjobBQsXKlJBwGv3/A7aMsRhqr5I+nyGkwbrhesu662EUjPa8E\nXPF0cXGZDHyal4XhhdO9jBmPK59TxDVLbZbNtdEEeMde0zOjaK5rIr+0mJ8+4qOhOZOH+qkPJPjy\nx2L87CEf9b2KFkOgTii6Dgt6V2l88JYkh6sNssOS61emz1aKjwevF+7bPPZ+oBMZZTpZUUkhIJXi\nHdlaaThc8XSZCtxc2SufuExwsOfIdC9jxuPK5xTi9073CqYepaCrT1B7SuPIUYOyMoe1q+3zemsO\nRjwBTa0alSWS+maNhmaNG9am+frn+uiLCR7f6qG9W8MKK47X6rznhhSrF53bbrZtOHxYIxaH8jJF\nYZHipTqTPzSZeA147+wk87NHripvaRX0RjVmVTpoZ+qxBotS9t/W0CD4w1sGq1c5VI6y7+dkUdek\n8fPf+Ujb8ME7Eiyd/86tmm+PZbo4uBLg4uIymXg1L4vcyOe048rnBBnt1vtMJJGGn7/p5fGXPVSf\n0PDUQ25A8ldfiXHrTcO3iAr4YfUSmx37DYJ+xaI59tnbA37FxtVp/nuLl94+wR/dkkRK2LFDo6tb\nEAzY/PgngsOHHNI2+PwW123S6JlvUBpSOD64/5CXLy2PUX9Cp7FJY+4sh8ULzpe15haN7/3ERyol\neNcNSW65IbPmC6vWB4row49YNDdrHDmi842/nnjRj5Scld6R+P12EyEUkZDi6Vc8LJ0/cv/Xy4F+\n0YRzsjmUdLpRKRcXl4mQcBIc7HYjn9ONK5+TQFpBW1KQa6kJTTy63Glu1jAMRW7u6La0d9cZvHXY\npO4NQdNJDcsLMgp79xkjyifAH70ryfVXpwj4FL4LosYLZjn85SdjSAnhoGLXLo3fPmyw/4Bg/37B\n6dMxbDsFugWWyeu7Bf4Ci4XXKyrnSSpXOzz9mofDb+kEg7Btu8nHP5xg4bxzAtobFSSTYJqKlraL\nDXCw6VFzZjs0Nmpn+5uOl1QafvG4l+pGnfe/K8lVw4xf7ac4X7LviElvn2LFgonPoZ9MBgrmhbhb\nnS4uLlOFQiC5gj+o3yG48jlBetLwtFbIT19K8tkVDneVjG5i0YWk0nCiUcd2BGX5DtmhqZ1MM1LB\ny7ZtBk9u8aBpcN/mBAsXjixXKUfQdgrq9ulgSHqTArNXsHDe0GI0UOaEgLxBJvRkhJDz8jpjMUFf\nn+DAAWhrE9j2ea85ngAAIABJREFUmQHvlh+kQgqItsaoPhAiGEmjndKJOIqCfEUoqGhG49gp/Tz5\n9JiKWaUO/qDitpsyr2tPj+D133cSCknW35Bz0TW7806b9esdwuGJvX6NLRrH63TyIoqtb5mjks8b\nrk4TCSlSaVi5eHrl80LZHE4sXfF0uVxw34tXPj7dy+LwgulexozHlc8J0Ngh+FWtzlsxA92W/KbG\n4H3FqbPRz5pujadPWfSlNdYUptlYnkYb5AtXIgU/ecpHXYuOpiksU/GpOxOU5U9tzuBw7H7bICdH\nEU8IDhwwRiWfy0tt8rMlUkA6LfAoh1COYtXKocVopFn0+w/qPPCIl+Iiyac/Gj9bWLN6tcOrrwmy\nsnR6epLnxl2mk2D6wEmB0rDTNieOGWy4Os7V+Wm2brNQCqJRKCs+d73jcfjJz3z09gredWuS3BxF\nOg0/+omPtvYAjgPecII1q85/LkJkxqZOlIIcSWGOpLVT4/ZRTrEyDFi99PKQzkvxAe6KgYvLO4/+\nfxNseXl8nsWdBAe6j073MmY8rnyOkxONggdeN9hao9PRIVDKQ99sh5blAo8H7BT8eJ+PgKnw6oqn\nTlkYumJ96cVysPuYQX2bxqxih5YOQe1pnR8/4eVvPx4bdb7fQIaSt4lUVK9ZbfP4Ex40AcuXj05w\nsv2K//2FPgpTiue2GOjK4c++nKCoaHg507wlfP8HHkJBxd13J8+2O2qua2LfwSo0HWrrNTo6NYoK\nM/+g+Xzw8Y/Z9PbCzl0aL70ocKQDdhTsPsCEQIiiiKQkX/Hld8XJCiqEBjV1OmtW2MwaMNbSduB0\ncx9CD+E5I7jRqKC9Q1BV6dDaKqip1s/K50Sr1Qd7zT6wEUJ5JWRNcRR8LFwom2OVQ1coJ5eBr4d7\nXceG+168NPRfU2M8H2aXADfyeXngyuc4aekS6AI6mgVOGjQfNJ/U+fKLQRYsk1xnpnEUZHsz4lDo\nV+xpMQaVz54+gceAhmbBm3tNmhsEzW0WO35vcv2GNJvfl6CkcORvjYMVwEwW11xjM2eOg2GMLbKX\nFYB/+FaMv/1qpvLd5xv5Pi9vtWho0EkmYe48h7VXnxO86/U0re0aVeUOebkOj/xOsXev4sYbBTfe\noPGlL9rU1ws2rIfv/GOUZFKHM/k9FcWSmzem2bDGwWNl2hHddmOatnabH/3Sx/NbBRuvSbFsbi2/\nfjoHX3EuiThYZ+QvK0sxf67N0eMGmgYrVkxOlHG4lIfmukayQpd3c/jxfmC7H/aTh9sdwMVldMSd\nBPvdyOe048rnOFlcKTl1WkNLK5RPYBhgJhWdvRpxqYipzCjyfuI25PsGl7bKQsnLuwWNpzVqazSO\nHTSQ7fDyIYPCfIcHn/Ly558YXeXyUBKTSGS2ztestgdtQj6aRud5g4yiHC3eMbSZKiyU7Nol0HV1\n3jQkgNISyZ/9aRyAJ7fAP31XEQrC1q2S//pPwcKFgpIShWEYPPSQj2PHQUqF6TUJlATwByQHTmrU\nNht8/p44oYBi70GDvpigvFTyzPMpFi4spSvuY+Ech1gc3txjsW61jabB5nuT1NenCQbVhK5HPyNd\n88lqQA+XX/9PV5QmTr/Au9dyYrhfhGYWyi04mnZc+RwnWQG492abU6diPLs/C4WiqMDhlkUploVt\nbspO09ctONKRiZJ5dcW7Zg2eu7ew0uHd1yT4m98EOJ42kIWABxKnNPbuNcgvGDnnbyRBSSQEjQ06\nyaUOpnmxNF2q0ZvjYeOGNKUlEo9HUV4+eMR3+26D//ihoq4hTcDv0N2r86//YfGlz0mWL3ZYuVLj\nwx/28b3/TJFMQtGCCEXFgopiiWXBqQaNl1/XWVhlU1QgSacFBw/EmDffT05WAstUtHYIYnHBigHF\nPoYBVVVDR6GlhJd+byKAm25ID5o2MXCLfbRjOIfLgx0New762PJihLtu62TJgsmd+z6eqJv7Ye9y\nueC+F2cWXt3Lkqz5072MGY8rnxOgurqdB/7W4vcHWnml2sdpv0aX0mjq1PHlpdm8OMmpbpu0A2Uh\nSdgzdKQskgtXr3I4ukvS1qOhQqAXK6QQrF46tHw2d2g8+YaFSmRxXyF4h4hsRSKK97//nTHWU9O4\nqFXRQDlOpeDxZz3MXZDg5RccTjcZoJs88LBGdZOPv/tajPXX2HzzG17+5D4Pr2zz8OwfLCoqnLOR\nPyHgyafgD0H4u//P4VOb45w81s26DRqhoOITH0jw2g6TcFBx07UjdzDoX19rm8azz3tAwLKlNirR\neNGxl2ICki0h6UDU1khKCHoUx9p1Xj1pURp2KAo5mD4voRyDwvKL0wVOVzePeU1wTjiHa6V0Ie6H\nvYuLy3QRdxLs63K33acbVz4ngBJpjrKL0NIOynNn42ldScQSnOzV6ZGSLF1j3iim6AC09wlCPsW9\nH0zwmwe9pAXMWWCzrtzm+qszH+wtcYEhIOdMHqkj4f8+5aO6RUPFQixeIFg3zdXOw5FKZarKs7Kg\nrTEja52d8NTTgnAY7rhd0XF6+LzVri5BS1tmy0Q5oJQGug9Mnd6ooLYOfv6Qj6WLomSFFYWFgvfd\nmWLpVZJfP+Who1uQSgv8XsVnP+bg92S2oufNcZg3JwJkrm15seQj7z0n6ykb6rt1NKEoj0j0CyKa\nUsEzh7to9haRs9FhmWmTl6vQtEsTTe7sFuw+bDC/0qEgX/L9/T5ebDHZJ3SShk1+TGF3mtxelKIt\nZjB3kcM3/7yP7EmoxJ8IrnhODu52u4vL+PDpXpa6kc9px5XPCeD42jguGokRxJdzjL6WuXRGI6Rz\nernf6GKBsriVANoo8ktKIpJkWjB3rsM9H06y44jJ4rDDp96foCBf8XqTwb/v85GwNT6xIMYNpWke\nPe5lT7tBT6cgaYfZW93AuqX+cT+f0WztjmXizkAaGnUefDhEKiXIzXW45/2CQuDlrYKDBzOtmGZV\nKfKzhl5LT4/gez/wEY0K8gokpxs1LEuQToLSTNAUfTENU0vR0yuwTMV//pego0Ow+V6b+96j2HPE\nwOeBDatSFAxolp9IQSItyPJfPCggloKfbvfR2KOhFCwssLklvxpjwHXYEfXzmiohJ6XorhAcNAwW\nxySzAs4lGTzw5O8t9h0zeWOP5NOb47xwwuLVtEHU0RDFDn0K5A6dZwo9rJqVxm9enD/r8s6iXzhd\ngXdxGT9xJ8G+7mPTvYwZjyufE6DTUkASL5D02HxwfoIeu5ftgS6K0TlCilV4yRvFZV5Q6HDHkiQv\nHrEI5ir+8t4+Ni1PoWvQ3Kfxw/0+6nt1dA221Hh5uNrLyXadvErJ1cUOKQFx//haWYw23/PoUZ1f\n/8ZLTrbkYx9LjKmR+q8f0cnJh0gE6uoFR06FmLtYkpcHjiOwLAiHh454Ntc10dMriPYJQiGFpgT/\n+g8pyvMc/uP7cVr7LDQhECmb44ckjfUK04CmZoFQ0NQkuPlmh6XzLo5EH2vU+cGTaSx/iEVlNvds\nSGIOeMn2NBo0dGtU5WRyPXefNqkPzSEYUWzKSjHH61B70kuhVAR0xeFunVejJi1xnRvykyzNdggZ\nijxr8uSvOF9y4DjkFUgswJeUVHocWlKK8E6wbR0RlMwKpslBsihv+ue8T1SaZrJwDbx2M/k6uLhM\nFDfyeXngyucEsJ0sTBbhI0ZSRcjxmpSh2COgCQef0Aio0QmhEHDjgjQb5qaRCqwBr8zL9SZlAYmp\nQzwNbW0ab7cbeC2JGdaYMydNY6/G3JIwzXU1l6xwaOvvTbxeRUOjxvHjOqtWjX6Lvy8qyDqz5ev1\nKKLRzO0b1itKSxQ+H5SUDH+OkmLJDetTnDhl8O7bkoRCgnvvNTjdrHHgUJxYQiMSltx+s+Q3vzUI\nLTdoL9Ao8dlcfXUSR8KukwZtvRrLKmzKciXNdU389LkCSoqCBLyS/bUmVzXYONlwKq6zPGxTndSw\nNejp7AbgeDKfxphGIgWP1nm4MZyiwxRgC2YLh7q4Rr5XkeuR/Ht1gLXRNCi4pyTBsvDQEtgbFzy5\n2yKRFmy6KklB1tCyesu1aYrnSh6XHjo1wcqIw+ykpFsT2D547qSJbihsNK6pTJ033KAxrhE2FMFB\nCs8uFZMZrXMjfy4uLuMl7iTZ2+VGPqcbVz4nwMq8Ep45FUfMUlTgpRALA40PqDDN2JRh4mNs0ci0\ngq0NJhpwY1kajw7VPTpFfkmRT/L8EQtLV8yN2LTHNSo9Do09GlURh5urUkTHWDcylir3hQsdnnlG\nx+tVFBePbVrF9Tc4bNmioxsgFKxdm7l/Ig1z5gx/39O1TdS1lPPgoya6rrj1lhSzZ0lSaXjyDS+7\nTxvYdqZJvJOGYBBOtujM7oa1yyQ1rSbt8TTP7+ji5SNhvKbkzeMhvnx7jIKyYjyBAKaeWY8mFKdT\nGs+1QluomX/ucOiqj9DVmM/SUD5zLIcar05PEhJxQUKHtzu8lHkkBUGFTICpCSo8Nru7DYKGpMIn\niTvwRLOHZeGhW2a9cMDirUMJTF3R0mLz8Wvbh70uEQUbpAdPMsl7Z+scbvGSV26TQKM7kItMCeJo\nLMpqoKbGISo1ftmewxsnA3QfMbgqEuOv3t1MtmdiUdHhZPBS9J8cWOQ0UyTU3W53cZkclAKl3FZL\n040rnxPAqwyWN+Zye1VGMsWZ3M4CDArGeWnfaDJ5ud5CAAETNpSkKQs61PTq6Arq6zRIQLhYsqYw\nzZ1zUtwxP4XnzMMFBukLGY0JtryWGSO5aUOKUGB8Ea+NG9LMm+vg86kxj5DcuEFRXOTQ2QmlpYqS\nEjhQq/OLrT7etSRJyFD4TUVpsST7gtzEA4e8PPq4TV5eAunA9/5d56Ob24k6OsdqsynNT/LmIQ8i\nnWbxIpvamjSJPj+2I+nptIn1mrQ1ddAuS6ko0cjyK2rboK1XIy/scOfqJI++5UEARdmSOYUO7clW\nGpA0tviI2ToykKbZ0Dleb1Eb1HHiQBIolegeSa0hKQtIVoZsPlkcpzGhs6dXJypH/vLRn9/a3RYm\nEC7AMiAr7FBYPnJTztIB/198ZmhHe1zwVspDPC0oC0las0p4sNliZ8qgMapx8ikdkYDTvV6Wl3r5\nyh/Hx13tPpQQTUXTc1fIXFxcxorf8LAsMm+6lzHjceVzgmgI/OiTdj6vrlAIFAqPnpGwG8vSfG+P\nwZs1OoePGNhAoEWx4GaHqmx5VjyH4q39BruPmAgBOVmS26491xanX1JHEwEVgjFHPAcyd+75Uhnw\nKgwUDz/jYec2g9ZmjcXFDt/9pyiLFztn11XfPIuyKu1spbawNNp7LCoXSIJZXiorFL6wonq/n2NN\ncKQuxZc+L2jQLU53CKryJXl5Oku8No/t8NIdU3hMRVEk81yunmdTme/QlxSU5EgMU7EgHaejM0Ci\nz49K6wQKEwTwcWSHiTMHqAUsBXkCB420BbsTUB7VOSV0vjwvxjV5aX5Y66M2lhHQe0rO76/Zf837\nr/v78wRb3rZJpAV3rhhfW6w6umj0dfO+VVkE47mUBh2+fSDA3j6NwwmNSFyhR2Fenk2foxFtnVgE\nYKD4Tcdox5kknjPpubq4XCpidpI97rb7tOPK5wSpqsrlsW3t3LXOM6rju3oFx+t1Qn7F/IqLK6Gv\nKbLxmwk0AUtzMzmVZSHJmqIUjx0JogyFsCFp2nT6YswpsmGErf2skCKZyDQRyh5iTvhkTtIZLVUF\nkg9fm+D/HvHT3KihNMHBIzrf/vsA//LPUcrKMnLo9ytSSUF/GyQ7DV4fzK9wuOPaFDsOGoSzdJJZ\nBl6vJJGE+jgU+x2277LojWg012l85I4EH78xTmO7huPAo697kAoWldssm+VQEOkXa8Ea08OuIwpV\nb5FMefBaGvkO2CkB9UAhkAV0KdDShMMKlZT0JjTiCLY2WlR36oQMyR0VacoDktwBBUeDVfOHfIoP\nXzf+XqwdxHhL1OHHJObpYaPHwEOQBh0Mz07WRZJ4zTXkVXhJtGhkhSSbNk6s9+vA/p7TKUduBNTF\nxWU0+AwPy93I57TjyuckMFoB7YvDD37noyuq4Uh4z4YkG686vzm3rsFV+RcX8jTFdaQj0IIKx5Fo\nJQpvYYydwma9E0QT51ogXSiQAaFINYCS4BdDb5ePJQo6VuQZr+tfY2urYP8BjXgcIn5Jb1zDSCt8\nChwH/vO/fHz2M3G8Gly/Mc3hwzo1NRpSQm6uYtXKzLjLm9akOXJCx5GKo80GPV0C4ZjsfklCtwBT\nkl8iWb8BdlUa3HlDmsdeM+mNn2urtOUtDy/sVnz8tgTl+ZmFzq9LU2IXcGPEYWuthadd0OmX+LMl\nvXs0aAFyBWRLrIWg+SR2o8H2tM7ssOT7R3ysDaVotg3CluKqRcnzru2lkPwUmWhxAItdzT5eqQmT\nTPs5TIzNnkeJpBOsnJPD7H8oZf8xg+J8h12nEuiNuQAcSFadPVd1dTubFvQO+ViXW5/JmZIHeqU/\nPxeXS03cTrKn8/h0L2PG48rnFNLcodMTE1SVOERjgr3H9YvkE6AnIajt0tA1mJ3j4DEg3gVHX9cz\neYZSw447yE02NS06W18JkOWTfOrmBCGfukged+40KciVHDxp8C//4eef/meUgkHmkkfjgnjy4nGO\nExWl9h7BT571ISV88vY40U746c/OfYA2nJBsXJLCTgny8iRr19r09Ah++7DJ6mUm626QfOmLcY4f\n1zEMmD/fJhA4d/6dxwzuf95HOg4IUCkBKR1sG9KS1mp4rlMj1y/pcDJD5isLzqUPZAUUPTHB/c97\n+eoHYngtMBH82QrBlgMe9BKbrBwFGlxfmeTpQovjHYLekIHlE+gpk2iNhZWG985KUh50+H69D6fT\nQpOKkJl5rEsdWc4jQKEK0iRj7KueT11rkB6vhtRDHNTWMEd10N5XSG5YY+1ym8e2Jamqyh31+QeL\ncl5uMuTmgbq4uAyHAqQ7233aceVzEnlsW3LY6GdulsQ0FI1tGomE4MbVF4vngdM6D+71Yp9xo6BH\n8Yk1CWqqz+SVBjP/U12C5joT1RsABUfqDJ541WL9nBoq55wvOAsW2vz3wwF27TXIKVP8r/8T4Lt/\nHT1P4BwH/utJH90xwec2xSkdRpLGKlHVzTpt3RpCwIkmnZ0vC4JBRSSS+f3Jk4JUQnHXXemzaQh+\nv+TBB1I0NRVgC8Wttyquvnrw1k4vN1mk04ADSEAXkLZBnTleSjwejTde1UlFBOuvvThvtdcvOJDW\n2XXKYN0Cm5QU9OmCTauS3C2S7Gw3WBJx8JiKrrCGrmkkOiW9aUF7r0EqJshKS3bXGuizFZahMAHb\nFpR65UXXLGXDSwdMUrbg1qUp/KPL2hgWA411VBHV0mzJCXO4y8D2aMy3HCqzN1GqOTzdZ/Lbowk+\nXRWkqio44jlHyuMcbrzmdAng5SrGE+VKez4uLtOBX/eyIjJ3upcx43Hlc5Koqsqlunr41jhZQcVn\n7kqw64hBbpbk6kXny1QiDb/d7yXHL/Gd+Yxp6xP87oCHQDATeSMFaKBpgnnNEdYvT3LsBBw6mMau\nTpPvL6dyzjkRONWl0RURNEtB0iOI9SpOntR5+hULj1LkRiRr1jgYBngtRV9CYBqDb813dwt0ffhI\naEeHIJ0WFBaeE7xZRQ4F2RIlYV6pw5bTJqWl5x6jqFhRU5PJwzSMc4+Vne2g6wYeb6Zi/5nXLTyW\n4vZ1Kawz18d2oD0pIEDmK22SzB+Ek8lhcCQom1ivoNkw2fGGRn6eYP4Fs+OPCJ06v86uZpN1C2y2\ndGRR3eNDKMVHKxPoIfhFt5cqaTNbszmpNALFKbqVQNb60ToNbspOE3dAj8JXZsd561ACQ1cstTou\numZ7agxeOuhBCEXAo7hl6ehnow+HhuAPaMTKe5mdgKxmiy+WxfmjWZn59Et6HLbXJQDfqM85GuG5\n8JixzHq/VFwpUdCp6Bzg4jJTiDkJ3u48Md3LmPG48jmJZLYwo8MeU5IvKclPDfq7pl6NtMNZ8QTI\nCyhqOzU2Xxfnt3s81Og6Wkwwy3YwNZ1oSuObd/fxnVoHRwsTCZ0rIImn4cd7ffzugEVzSCOlCdpa\ndQ4kBH9z1Ed3FxRFJF/7SpzN99r86aY4aRv83ovXVlOj8aMf+7As+OIXYqT7Gi8SKinhv77vIx4X\n/OXXY4TOFDflhBRfff+5/pbz50mqazQKCzO/DwUd8vIcmk5nKtr7+gSpFHz9zzspn51LZSVs3WGy\n/YCJVFBVIlk2z8a24dfPeTLlVjac3UlJStAVeBX0JUEpkkkdf1oSztY4fFRn3pzzi71WK5tIXFGW\nn5HSmqRFcdChJalxOKaz3TGJtgq21PhIJ8DZ2I00HcKWoqTKJt6RRZYmkSmNRX6b+xYkuaVSw28p\n8gIXb22HfApNZDobhH2T2+w9B8FKr8Pn5/YxrzxJaVbmi0Bth8Z3fmNSXhhiWYU9YpcEeOcLzzs9\nCjqRdV9O0ejLmSvlS4rL6HAjn5cHrnxOMiNtvQ+H1+iv5z5H2gFDh9k5kvvuSdHWI0g6kKrXyDIV\nuQFJb1sTf/2lEnr74hQPyGW0dNCSiuMpA2cBiD9ApEoRNiXNxzVSXkGto/HEVg+b77UxDc4bKzmQ\n9naNeDwjhV1dGrNnXxz91DRYusQmGhX4hhGqd7/b4Sc/1aipFaDA74N//E6Mmlqd48d1KsoV69al\nKSnJpbmuCU0rpiBHomkKS4fscOY5Hq7W+f/Ze+/wuK77zvtzzm3TZzDoHexFlNgkWVTvzbLlEjtu\ncrrteOPE2ThZv4nfd/NmN5s32cTZ3WTfN8kbx9ZadmzZiuxYjmWJsmT1Qopi7wCIDqJj6p177zn7\nx4AiWMAmUCSl+TwPHgIzZ84992I494vv+ZWdBy3uXlrikXGH0oAoC9CwABvI+pT34TVgYBhgOIJo\nRJPNCjwPUimNlJBEky4oLu8oi89bU9M86yaosjTrUz47J0x2ZE1sCYEREMGj4EsMAzJS49QFvDRg\n0WwrXh52qU1a3Ns8t/u3vCngN24pEihYXD+/rS/XY7AGiREWED76fvj+Cz5WOMVEXlMocUbi81y5\n2G7oF8s6zoXT1VI9wvFjLuVzfrs5Pnykcu3eueSDIlsqCUcXnIr4vIhoiCsWpgO6xg2aEgpfweC0\nwS2LXAwDAgGX1QdM+oL6Rp+PNRWJOjCch1hUEzuueLwhoSob4G2lvMuagEhckclIrLSi5JRlWS5l\n8OVvRGivVtTZPpnDRWrTmltvNQmHy/bgqlU+d9/lEgppOjrmFkvvf//JXd3Z1NRovvg7Jbq7y9nr\n7e2KcBiWL1fcdWf5wz8I4IknDfr727hi+QDrr6nltz9ewDI1NTNF6L1AIKVmQ3vAULfk1TELzxZI\nE6yYJrOpxBE71DF8ahaYGBaEooqnNlp4nsAWAQs6ApItgsYaRXVSoTVcES1yU3MOU4AWml8wp2mS\nFlsOhnmBEvssA98UxLVCCEhY0NCkWeZP0JiM8dyw5Po6n5ihGZ0UJGMa57ia8YvmWXTORmrBj3fa\n7Dts8pG1RVqqFG0pj3StTzykSUVOfE1DcLT2XUMrjM3djKlyc36bOCLij3CxlLZ6p3KpO+UVTk/Y\nCLGm6sI6n0KIZ7TWN1+gY/8y8Lda69MH/Z9HKuJznjnbup+zEQLuX1bkhV6b1/stHFNz9zKX6zs8\nDAl31pZ4YsQmYmjuaigRPYNDVMU05i5QQbmtWG1SkVisuf/mAq+84dBQHXBwzML3Bd96LMTQSEB8\nIuD6ywuYFtx1Z/kD2Lbh9tvnL47PtmHp0mMTf3y//BUKwe7dko0bDVJV0N/fzNqrSzTWHjt+UXNA\nKlZO4Fq7xOfWKz3aGn0sA+pSiv/jjxW7tiiEEtx/t8/iay3iUcXe/QZZV5AZ04weNhg/rFnoKvwq\nyV/+LMKKBp8bawW2BA/FRiY5ZLm8HLYYv0yStRz8YpxAwERgEc8bjEkDrxgQDtJs6RJM+7AiamN0\nw9Mv2/SPSn73E3nu3PD2xEJmXcHznRZSwKuHLFqqXH7hBocfPdNLW3MDnKQxwpBRrn13ujJLZ8qZ\n3rzn0226GGJN55PjE70qgujtoSJC37kUApctF1nMpxDCAv4zcA+wCJgGnga+rLXumTXOAf4S+Dhl\nS+kp4PNa675ZY24D/hNwOZADHgT+SGt98ozdC0RFfF4kKAXff85ha6dJc7XiD+7MET0u9vLGao+r\nUx6mAHNWXfmqhkYGugdp6jhxK/z2KzyuX1uif1hSH1dIR5AbEjz5WIjGdsXuTovalCIzLclVCcJV\nCv95n2y2XOppNr29kv0HDdat8XEzJ8Z8vhUGBgTfeNAhnxfcc3dppsWmIPA1plkW5sdnjCdims99\nuMD+XgPLhBUL/DfDBr7+ryFuutXlnnuiHJ6W/P4vF2msKfLKKwZ7XnLQE5pUSJNu9uloCihGDdpq\nFKaEHQMmST9Mawfsp8Ah4dKgbULKZiSSJVcMg1DY0sdzIzj5DGExRbffhDehWewolicD9k0abHnJ\nIlFSTGYkG1+z3zbxGXM07ctzvKx9fqV25uZZLHDLi/8Nv6sF9/Z7jxk/9Las6uQc7+6dK5eyUKg4\nmhcns9+bld/LOwPNhentLoSoAf4KuAVoEkJ0AW8An6acTrwO+NOZx5IzYx8XQlwxSzj+N+B+yuJz\nDPgq8JgQYr3WOhBCrAb+Dfh/ZuZtBv6OstvwpbflRM+Qivg8D5yL+zkwJnmj06S9TtE9LNnTa7J+\nyYl/qIRmGVZaw9a9Jv+y0SEaWsR7rz7EqitqjxnfUq/5q9/OsXmXiefC97/vsP+QyRvK4sp8iV/6\nhRKTGcHIpOBQlSQrIsSiAdPP+fzsWYs7blP87X93cRx48JshpjOSoSHJJz42vx2Rfv6siVLl9p2P\n/9TiK39U5L77fAYHBDfcUE4OOlkXpkRMs36maoAfwA832+zoNRkdkOBLaloFJSGwLZjOC57fYlFb\nq7Btjw+BM9IJAAAgAElEQVR9sESpoBnLC3ZiUJiaIpFOErFhomjQ3zvI661x+rCIIYgJxdR0BN+W\nKK0xpk3SMsOCaBchL8AzG0g7mpVVPsvjAVJA10KF1QVL2nw+dkdxrtM/a0537YWA+5cG1I6OEslp\nhnOA71G/bCkH7MXkjCVs65bs65MUCj4d0QIbFinM03TLuli5VITnXCLzUlj7u5XjW8hWfleXNhHD\nYU3Vogtx6L8GrqEsCv8C+D3gDsDUWk/MfP8mQojPAjuBFcB2IUQS+DXgV7TWT86MeQA4BNwO/BT4\nRWCX1vo/zkxzQAjxB8DDQoj/W2t9wpaWEKIKeIxytvSHtNa5uU5ACBEBfhm4Eaim7LruF0J8BNiq\ntd53phejIj7PA6cruaR0OQ3GnPXHVySkMSWMTguUEsRCcyfs+D48+pTD1r0me7oMrl7lkXclr++N\nsOqKE8evXeGzdoXP2ITgwW+EEQosS0NJoDWk4prX95u0qYCeUU2222JywAYN3/i2wLbh//0bl+Zm\nRXafpOkt9Hefi3Ras22bwA8gmdRYFtx4w4kxkUcEaFV9I57HMbVKt/aYvLTfpjUdMBrVlDKCiYzk\n7mtLeAr+7gcRJpWge0zysRsK3Hitj2lC58FhdmyqoRBOQRFyJcG6NUmeaYjwbG6asajJzpJJYajI\niJ1CRALUqEN+1ELZNm/Ya1ma9Kj3FIkILIgFlDxwfUHrEsUv3VtkefXR7PqpnGBnj0FjWrGg/uyv\n5RHhebIWnbORwIdnd61a0AYL2tj2vMvB7Xn+4YkQfftD+HmLeO1K3isKfGlD9JRzVjh7Kq7mO4eL\nLZGuwtmTD1y2THReiEOvBR7SWj8jhMhrrZ8DnjvF+MTMvxMz/64HLOCJIwO01r1CiN3AtZTFpwMc\n73IUgNDM65+Z/YQQomnmdbuAB7TWcyZtCCGaKYcCdAD7geVAfObpO2e+fuMU53MMFfF5HlAKrl0e\nZnxKk04eKyJzAfzTYJgRT/LR2iKrYmWBlY5rPn17kS0HTToaSixtmTsZZXenyaadFgtaArbvN9i8\ny6K9SbFiRRLw53TFqqs0X/2TDF/5kyj9BYNr1ntMu2UBGnY00TFwRgRTWRNU+YapfIOHvhviy39Q\n4oFPFpmeFjNb4vPbD/6Wm31MA6Yzguuv899sw3kyfB/+/L+4KJnkNz/nUldXXk/eFZiGxjIhEYUN\nd1usTR+gvrWRx162sUxorxnHEBatbROMDbooBcOlVmTJ4ZXXTaIRxQM3F9lW5/NNrUmEErQql6eF\nj1tnUBiMIPAJpkyskItfMtDTDkXTYUIaLAz5dI8a7OsxCRR4wGeWFjjcN/jmNfvWsyF6RgxMqfn4\nui4uW1l3TtfsbK777LFP7tZ889kweSLlwvwGZIoOT77k8WtXndNS3hJvdcv9YhQDs9d0sa2twluj\n4oRe2kQMh7Xnx/msEUJsmvXzP2it/2HWzy8AnxZCbD7dREIIm/K2+49mxXM2UP7EHj1u+PDMc1AW\nkr8rhPgU8B2gHvi/Zp475oYhhFgMPDnzms9rrU/nhHyVsm+2DOilXHX8CE8D//FkL5qLivicZzo7\nxwjyCf77t0ykgPfe5LJh9dHt817XYKBkkDIVL05bb4pPgMXNAYubT58B7fkghEYKWLU4oK5acde1\nJZYtKL/2VKLk2mt8Nj42xY+ftXh8U4gf7jBAC/7drTm8jZL6dpPn9piMjUM5TESiCXjwQYf/8ytF\n0uljxfTZCNBsTvD8ZpNkXPOe1ccKTNuG224rX6dSCbbuNrEtzbKFwTHjhnsHUUpgOEkKWYHrCo4U\nqFrV6vPSAYvecUnY0qxf4KOmyq8J+SFGRqqoq6siloSlSw3q04p/eWqaV3odkmHFSJ9k55TBgUMG\n135R0dLiMYXmVUzywiBjRPEmDILuEKIEfslBGIKYI3h/qkA+KnlpyOTH+20WhgOkCQvUFF/7WcCn\nrmuhIVku+5R3BRFHUyxBqr6B4d7+MxaS5yr23UwWrRTKSfDQI/XkDeuY//1qVOIusHnkQD/XOWde\ngP5cqbiBFd4JVJzQS4+87/L6+HlJOBrVWl95iuf/PfCHlLffFwshdgFfB76qtX7zxi+EMIGHgBTw\n/rNZgNb6CSHEl4D/CXyDctuV/wTcQFk4HsEGngce0Vr/uzOc/k7gs1rrLiHE8Rmr/ZTjS8+Yivic\nZzYsD/M/HjJpb1L4Afzbsw5XXea/2bmnyVZUW4oJX3Bb1bkln61Y6NPWaNE7JEnFNZ+6r0h16lhR\nOJdI0Rr+9ecO3QOSe65zKW5ziDqaKxaWeDrj0drosOyBEE89I9m+RVEqCmqrIZmcez1nKoaefNHm\n1W0WSkF1qsDSBScX2t9/3GHbHhMNvPfmEjdefawz1rqogd/8nEuhAE1NGq3LbmhVVPOFO/OMZSVV\nEVVO2EqU11bXAul6k74Rj1ULAmqrFPunJY93JlnVqHjkcZudPZIgBkNZKL4iuaPOZYeCYRMSIsCf\nCtC2x1R/mpIRBldgpzSptCIsoTUVIIqaHyNZWaVpiioiRph/2eLgP+8RD2m+cHuBT9xY5LmdFgvq\nA5qrFVQf3Ro/1fV8Ky5z7wuvEHg+O2vfh5szwRVQS7kzVD/oqMGqVXCYelL+G+zcVeSylS3ndKzT\nMZ8368qNv8KFplIj9NJDXYCEo5lYyj8C/kgI8SrwNzNfEvhzeFN4/jPlTPWbtdazY/iGKDtCNcDI\nrMfrmbV9r7X+qhDiryk7nROUt8n/DJgda+BR3r6/VwjRrrU+dAanYANTczyXoOzKnjEV8TnPPLHZ\nRYhwecvVB8vgGOcuYWp+pzmPqwUx49w624RD8NmPFJjKCmIR/WarydnM5UiWPHhtl0mmILhxvcd/\n/sUcE1MQEoLPf85g0cIAy8pzx/UWO/dKfvacxTVrAz71SffEgxzH6cRT2CkLctPQOPbc537gkElr\noyKbF3T2GieIT4CqKk1VVfn7h3/osGmHyT13lrjlKo+W9Im7B0LAuiU+65aAr+ChAYdtkyZbY5pp\n02SoZBDEQdR5UNLkQzmeKmbwekLYozEmkgVyPRG8jEk4kkfmBZ5wiASQDpV7uY+NTrFpIIEqOXQP\n+yxYHNA7KTDQLKpTdI9KxrKShXUBv3jDidezfnZ85nHX8K2GN3TcfB1aKf7xUQujRuBPUY4M8jXV\n9YorPhJw1VpJtaO5qW05+158g527+s6bAK1Q4Z1GpTzTpUHEdFiXviAJR7PJa62/OVMW6Xrgz2fK\nLX0HWEVZeB5fhGQzZdF4B/BtACFEC+WEpBdnD9Raa2BgZszHKW+Tvz57COXEoQeBp4UQN88u6TQH\n24EPUd6mP557ZtZ3xlTE5zyz+vIq+gYyDI7EsEz4xXuKSFl2HF0NjgBLgnVCL6OzwzA4IZ70eGaL\nmSM/OzZ89I4ig6OSFR0+2/aY/OtTDkJANKL59ZYC8bjm1ps8br0JvvCZskhSqtwmfXRKMpkVtNUF\nhGeS+Y8Io7nEUbZYTvJZv9qnsU4Ti2jam+cOL7nxqhJPvmAjJdy/5ljhOTvRpr61EaVg6x6TV3ot\nuv7NwIzAjafpk/7iwQn2qFbaowEvp0K8Zkv82zX+uIJBgeX4iEbNyKu1iH4bI+EiXYGT8xFKYlT5\nRNLjTB+q4YoEfKiuxKgyGJHVhCzJBxe6/GS7zaFxg5aU4tYlJbpHJe3Viuaq0/9xOPs6nu7anilm\nKIQfwOCEpC6hGEwYKF8TjcEty3yWmwH31rqsTAaEDVh9wxq2PlcWoMC8idB3y425sh377qUiQi9u\ncr7L5rG3P+Foxo38AeVSSkIIcQ1lIfm1Gcfze8BVwPsALYQ4Esc5pbUuaK2nhBBfA/5CCHGYo6WW\ntgEbZx3n94HHKW+zfwj4MvDR2Vv7AFprJYT4JeB/Ac+cgQD9S+C7QgjFjPgFlgkh3ks5C/+DZ3M9\nKuLzPPDeu+LsPzDGB69zMAwY9iXfmg4xHgjqTMUnE0Wqz9H1PBW9Jcm/jdr0ZQ3uqilxfboswo4I\ntiNCZvXSgNVLA1wXfvy0Q1OdwrJgaETy9Ms2H33vsa7criGD720PMTohcA8LamOKhirFZ+8tnNR1\nPZ7/9XKInnFJOqr597fnMU+sb34MN1/jsWqpj2VBMn7idZotqiOpJu681aXzcUlzo+bwZNlmLuKS\no0CKOMZxBdVdLfCAFwoWRq0mOKxRIWhdO03mPRrftpgqhXAHbGIJFzOep3FFLxPba4jGSoSbIJOr\nImJ6tDcJgsIUv9dh81pO8OiQja8lYQtuXeISsSESgt+8OU/U0SfUTj0d81lL1ZBwRZvP/m6TpPYw\nhKAlFXD7co+ew5K6kiZhHr3eDR31DHUPA1Rc0HOgIkDf3VRqhF6clJ3PhRfi0D2UxeISylniPwD+\nBfgvQAvl+p1wooP4K5TjNwG+CPjAdzlaZP7TxwnLeyhv7zvAVuB+rfVPTragWQL0iAN6y1wCVGv9\nfSHE78ys9zMzD3+LciH739Va/9vpLsBsKuLzPLFkcTU7hqGze4zO5VV4GtosxbAv+e50iM9XFeb1\neAMlyd8fDrNpwGJsHH7SY/ONa6bfTGg6ImJcfPr6B4gok2RNE4Equ6gAtqUplo6NhfED+O62EOmI\noq/H4MC4wdoOn/4xyei0pKlanTbpaKogcKxyCaNAcVrxCVCTPr04n8i38Od/7ZOoivDJm4toW3Dj\nKg+FZrPYSU7naaOZffuW8dqAxcpanw8vd2mxSvTnBV1FA8+FolFOWjKdANs28BVMewlEvSbQOeKh\nSSzh0nhlH7XpCRKmYrR3La01OS4TEXYNW3w38JlIesSuKnJ4xGB53qC9SpP3oOgLEuFybGqmJLCk\nJjTH/zwvKDvMofNwr5ryBZ+6xWVRTUBPv0FbTcBrnRZ9IxLT0FTFTnSjV9+wBuBNF7QiQM+Oiuh4\nd1PJjL/4yPsum8fffudTa/3XlJONTtZes5sjvaBPPYcLfGHma64xt55mjm9wVMwyI1w/dbpjz4z9\nWyHEg8B1QB1l9/V5rfVcsaBzUhGf5xkPwUQgaLPKN/Z6U3HIkygNcp5inod7B3nWjVNwfXQmzGhf\nCC00TzTnqI1NvDlu0nDZHBvBTyiqvRBrRzVXrlrIy1stHEsTKNiw1kOpcpxqyYN//HGYn++3uPXy\nElYE+iYlT+6yWdPiHSNWZgvQ2fUn61sb+fQ1RTb3mFzWGODMw2fvy5tNXttq0dVpEEspslNZzLzD\nPTeWKz+Uc8o1WmiGsvBSn0VbQrF12OSymoCoVGR9SS4nUD5YvmaiRzC1P0YQlgTtJjLmY4R93GKE\n5uEeEukMxWiEhhqPO4MS20MHSHg3MoZm0IZA+lwmBPuiAZORPAulx6Ht1fSbkpVtAduGJD/pCnEw\nZ1AdV9zX4bIgoUhZiumsZFe/wfN7Tb6/N0w4rPgPN+f50Jo5S66dE4+P2MQtze1rPA40K6qjirXL\nA3pHJEuaA6riJ1YyOML52oafD44v1XSx3eAroqMCVJzwi4WI6bD+wjif7whmCtU//lbnqYjP88yS\n9jSP97pE2i1qDM2QL2k11bwKz/rWRmqmLaIZm9uSmvqYwnE0tbVJVCRCzNLELc0BDpEQcWI4jOo8\nRjrJNaqbxR2tTE4LGqsDfvKYRaFg8uu/VmI8K+nqkyywA3YOGAwFBu9Z42ELqGlXb8Z8Hs/xDmhz\nlaK5an6E1IEugx/8NES6JmDcg65+kzWLYtSnD1FOAgSJYJ2+jCw5sn4VQoAblFuqGVLzw0MpdmYM\niuMCM+qSLfi4rkNQayJC5XFBQWKlFIv1Pj7c+SOMoERppY1rXkNex8ikJnkh10kmFyFWnaTXChjA\nJ8QYUgSMNUtUPs/Gny/ip3ts/nQsCmFBfVzRHg94YcxiZZ1PwtDs3W7SNynZ1mlieFAdEnz1uQgf\nWF2at/cJwL11JVCaf3wmwmhWAprP3FjgpitOjJE9mZN9vAsKZy9C5/sGfPw8F2Nv90oMYIUjVJzQ\nC0/eL7FprOuCruE41/OSQAhx7enGaK1fPN2YI1TE53lGCnigzuHxjEmXFhjjWb6w5tQlls4ms/nI\nuDVhn5ezFlkEC1sUvoKRUcnf5sPYUvNrS4o4URMPhTdTEcFCkm5vRPb2UheBwGiir0+iFPz4CZs9\nnSaHpyVrVgfccp3Ld/aEWFilKPkw6Z4YvHiyNZ/NufRMSSaKksvr/DdFV06XWzMYMz/vH5Ls8A2C\nnIFfI6Ba036LT+vKWoZ7j/abz/ROUN/aSG0C7lpY4vUhkxtbXXZtkfzZxgbGmw0cv0Ddun6StZBY\nJhnc04KfM7BTLkFMohyDpdU7SS4dJR2fJDpa5GFupE/4xGyPVMmluU7hqhKlXBX9oXEihiIhHCIF\nm+d2JQnsLCOH0+XFZ8D1DQYKkhDlrPtMTqCKUKs1htIEIUE2KCemzafwhHKlhemCYDwnaKsOODRm\nMJaT1McU2w+YpOKapOw7bYLTxbwVfzG7SxfjmipcOCp/lFw45j/j4l3B85z+0p1BUF2Zivh8G0hL\n+ITt42swGx2efSXLe1oPU3C6UCgipYVIfeoPn0MTkr0jBpfVBzQnT4zNq7E0n6st8HreJNCCJhnw\n8EiI9phiqCB5YUzSFLUY1GCKAjfQQJoIcHTLvLFRc//7S+Tzgm88GqalWdFRrVhe57OqOWDBkKJ7\n0kBruGvxsUlJb6UUUDYv2NNt8OCBEGYIvnBVgYVVAQcCwTdLBguk4pcdxY/esPjiv8bp3m2gXUgn\nFb/0gSI9WZO/f9Xgg80G9RzbfrK+tZHrWz2aQz5//DcR/vknYXRtWdVFVmdQvoE3YWPFXOzhIn4x\nhpe1IAxGtceuBStZN7qNIaPArpXLGSVEAzmGdYRE1GHPWC2HSwae1iSToM0Qy8MB4azB2KSNZReh\npMEvH9MvgKcEfkEz5ksGpg1aAp/atKK2txwT3BhX/Nf7ps/pWp6ORFhz1QKPVzstamOKJXUBj/7M\n4Y19JoVMjgfutqlvPbO5Zm/Fn40AvZgF4tvBu/ncK5xIJTHp7SVinJ9t93+c9xkvOu44yWPVwH2U\ny0X99tlMVhGfbyNHerl3dFTjNO0nJ8rWv6Vj1DB3Y4SsK/inTWG0hld64A9uzuGc5DdXY2nuTJYT\nbgo+RE1Nf16S96EnMkJJFKgjQQaf8eNim4+ItWuvbaSrV3J4QnKw1+CaNT4NdQrTgLvaR3n05yZ3\n3SRZWX/0Q/JkwlMp2NdjkIw1n7KDT6EIX/rTKN09BqoD1l3pURcti+spXS5FOaIlB0c1X/xJhK59\nxpstIccnJV97LMSXf6OApwRvFFqp7u2irqkGujYix0s83Bfj66+18OpLJhM7ZfnvtkFgFLyEjVE7\nTSFrUBitws2EoSjRSETMxx+36XSX8U+Lf4WoyCEnfFLGFLpWkpcRdmZhsmSizBLg4SHRRZOsKDGa\nEbQ35+ntjkJelI8rwHQ0ni9ISY0tNA2hgOIEbBsyqW7R3NDi8pWb8qysPfue72fK/WtK3LrcI2xp\nTAMmMpJ4BAQxIlUGs2sFd49IfrDZYU2bz80rT9zSnu2CHuFickIvRiqOV4XjqWzHv33kA/eCb7tf\nimitn5rjqYeFEP8DuBt47Eznq4jPC8QLuwqYKcWSZgvNqbfhA13OgA5bGtcXqFMY31mKvCgOIi3B\n+5ckeWV8HEJZ8mmDaloQSAxt8pIqsYCAJll2yUtodrWmeJkcV9aG+MX7i0xnBPfe7LF0UYDHNKM8\njTaacJLDKO5GYs7peG7aZfK9p0JEQprf+2TTMVvis9m8zWTbdoumhoDpA5K2lYrpUcGeAYOW9oBf\nTQdIEfC3WjGyOgdvGOAZb5r701OSZ/dZ3Hd5iW2HDfQKE+kf4K6BV3l0/yoenK5hvHOaqOczQX25\n2nz5hMk8lkAnwHdN/LxJ4FoQAWo0OiEREpyaIr5pMjGdpinRj1sIUfQ1nhQEJQ9f+PglA6FhINtA\n1CyyJROmQRZYd/kodjZGYSwgG0iECdGwJrDh7oUuVSFItSgefDFMVSpAaFhUFbC85qwaRZwT8dDR\nN9H1y3rY1NVKXVqxrP3YYz+/12JkWvLEDpvrl3lzVio44oKeKZWba8UBrnByKu+L80vEcFhfPf/O\n59fmfcZLin+lXCD/t870BRXxeYFoqdqA5ziMjQXs2L+A+98z99hkSPPx1UW2Dplc2ewTPsVn0gR5\ncrj4FLEjO7gxkmACm2d0ia0liyG3nV7CaFMxhc0DpmKpqdmPx2ZRIpjKMR5Mcd+14hix6DFBbcMk\nn/gFG5dxhvq6MFRsTkdTyrLOM+RRvXcyUnFNyNGMTUg8HxpSAX/392F8HyJhze/8ToFHEz7jwkCV\nDASgnQBKRtlNNCHrlksYFUTAsB+QCEd42ngP3yncRlCa5uNX/iPZBTb//8hnmDqUgrwuNzSLm2Sf\nS0GasphNAoaCpABTo3KSaCSH8gywBQoDK+RRDGykVESdPIczBiiFxmBysoas6SOTo0wHMRYVS9yy\nQhGtyTAyECZsSlKOIhsIVjUEJG3Ie9AQD1hf7aOV4KY2b95jPY/n+GoEq9fUsnpN8aRjNyzxGZoy\nWNM+t/A8wvEu6Okc0MoNtiI0Kpycyvvh/JHzXTaNVpzPeWYJZxlKWxGfFwihQ9jFcvJYRyv88MUx\n7r92jvRx4LKGgMsaTu+I1RKnTifIkScpDExCpDVMlSLsKgS8kU+RMwULHI8qO+CpQLLU1DgItAYz\nGaNeW9RXhY9xNW1qKUwG5GQnlldHS3MbEnvOdaxf4ZNOFEjEFPGoJj9+8nErlwV86bM5Xttqce17\nPJrTik0vQEeH4tAhyeSkYDShWRJXmEmNXFki2Boql9m1QKRhOi7ZXTColrDUtMlM5tjt38PWTQmW\n2G9g1xUoZOJUxceYGo2DVoAol/kNW29uiSMVTIuyEBUCDI00NFE7i6k9gqKDqvJxzAJKQNRwSRs+\nI55NoRjF1xJDwuKQTaYY5g2nSCQ6jRE1SVUVWDeSwBawtCZgv2cwlBVs22fSYigmpiT3rHS5ruPk\n2dpv7DXZ02mwaonPqsXn7oweHw97OhbVB3zpvflzOtbpYkErwqvMu/38K5yaSjzo/FNJODp7hBCf\nOMnDNuV2oJ+h7H6eMRXxeZHQ0VENZN/yPCEsrmMxE0j6KTtcnhaIjKbXa8crhJj2QuwRMBH2aKwp\nF7tfhMn7CZPTmpUzovIwkj8c8NgTjbBKRvmT+CepkjnyupuH3SfYXFiIWbicj0UFaxLHCiIhYGHL\n0cfm6lsuJdx7u8e9t5c/YPN5aKhX9BySLOgIaGhQLNeSzbZiyQKXA0mPQkLh7XfQIUl0lSYIaTpd\nA5GEu81qrKpq1m00megRbNdLaY2tRfhF+rw2iAXguDAuYGEEmmcEJwImZVmEFj1oEaTy41Slxmip\n7cHLRtGFZkKmjRCKvNLEZZTbGkfYno1xaNonaioWWhrHDdOS8rFTPuNKsTpkohvz6PE4BU+ya9Bk\nYbVP1pU4VT4dVYqecUltWJ3U1e4ZlDz8U4dYVLP9gMlvfaxA4znEhL7V/vBneowjDiicuQtaoeIE\nVzg5lRjh+SVqOlxZvWDe5/36vM940fHQHI97lFuDzln4/mRUxOdFxA9fdE/pfp4NcZqx2E8nnbhC\nEbLrGR9rJutGEFEfJSETaF7L+rwe7iaMRTM1JIgC5QTt/2rU8GzUxpceB5XBZNbi2/EkT5T6+Xbu\nCqqNcQ6bRbrGEnwFuDxxbo6ch0IiQAkKWvCrv15gcxZeSmm+bsD92sAVPruaN2GaSYq3OwQ3Sgoj\nUQ5nGhlTRa6u2c7quikmvVaKIwvo2hcGAwoHHR7Zdhd2o41c6cE9YSgB08BqXY7xdDSMCihqqFew\nQyK6SrTFu1lYvZ/6Jp/JeC2hRJ4GS1MjqlhBjF0TLlvTgo6ky5pkibAeIygkqcakIeQzIKEKQRSP\njokIr3qStqSi5MFL+23aYgHV4fLf4I4FuZOUrwIouGVXujqpyWQF+eLJ9+Wn84KSD9VxfcpQh7eT\nc82IfzdScYIrVDj/5HyX10a7L/QyLkWWnOSxIjCotT5rN6QiPi8iOjqqT7v9fjpGcoLeaYMqWzLk\nLWEykacqYnBZOEqV6TAUCKRvEM3lMcnTrfN8vW6cu9D0MsRVegVVJBjUWXptl4ipyOsEWjp0BZBF\nsKWwiCpjnIQICLRFJqR5Ydw6I/F5/JbvAEWeFGNkRkOMb2lhMmMwkBfkFpa4a12RcQnPIUBsocXu\npq0pwp5wHf0TdRQtm5Qc5oGah0iUXOIOeOYzTORug+L7kIaHMEqkrs2TL0ChJgopYLeEq01ktYea\noLxxUB3AXgnjEsY1EcOl7gNDpHoFX1zdgnbaeZksYSTXEacGSXuVRWl6lIWJFA6CHkoYEQ8XnxGg\nFpPP6RBhJKNC8rOcYMoWvLLPZHxSYldrsknNRF4gBVzVfvIt94XNASsW+uw7ZHL5Up/2xhOv87Zu\ng++9GEIpWLPA58MbXOSMlj1yvc+36zkXp+qOVBFcx1JxuSpUOL9ETYerzoPz+Y15n/HiQmt9cD7n\nq4jPi5BzdUAni4L/b3OY6aLkjX0ma5oiDKcvIxYOc+sVYyyM+wz6EkYUU6MhDARMKro6BK9Jn+sp\nsINnWEMHXXKaWKiVfOBjSZ8Rv567xEvE3QM0lVYzGR0jKgLGrBHSpbYT1lIK4PXDJumQZmnVsWJp\ntgDtokCpJHhyU4rYJOzosZgqSbK9Fk4guHJDAUXAmOgGoiihsFMFHM8l0aRYmdtBWOY4pNu4LJWh\n17CJRV+iY8nV9MbALYXxIg5FO4RICnTMgGoThgJkSiMSLiRAvWagRwQUBBQ0Lbf3IO0o3tAyOlSK\nA0aJMWEiNBykj/1igGkMpuwQRaIUkCSFwQd0lJGZiKJmDMIIlIKffN8hdwC2NxpU12gabZ/qmObj\n1w8avp4AACAASURBVBZwA0ljIqAqrDnQa9BUGxAJHb1elgWffp9LyXOx59Ajj21yqEkoQhZs6TTZ\nsMyjpUa9LVvts3G9sksrRLl+63d/6nB4XPKBW9ZT6t8MnD4WtEIlvq9ChfNFznd5tZJwdMGpiM+L\njHLs5+kTkE7Gy70WbwyYDLuS/TmDQz3L8YcKxOLTHLYX4jYJamIePZ0G0vZQpqSkJV1+IyO2SyHo\n5Bo5yG41RK+weV84w6PZViaUzZ2in983n2FEO4jUj5gS63jDXUgjozRk2rmu+dj2mZuHTR45EMIx\nNb+/Pk/K0ZSCckilZRwVoEtaq3lxQhFkLUYnbJQQ1EUVQVaw66DNndcWuFV4fFtpDroLyHsOk1i4\npsZA0WQPoRGEtE/M0RSBpoSm7pe66H5kKaF7suhqhXgohNplgavhIDAC6moTuUwTGAI9JCAhy1vy\nCYPewcu5bkmRxojGIIeDwNSCrMgwyhDtJEggWBPK053rYWVkMdcRY2LIQvmCxU3Bm85jsQidnQaX\nNwUMD0m+9Cs5Do6YNKYU1THF9h7JUCDZ3yl4eGOI9Ss8HrjX5XjmEp4AjgklX2AZ5S130zh1jGdf\nzuJbr0W4ua3EuvpTl/o6E7SGx35u8/LWRbQ1Kj79/gKv7zY50GNSVx3wyEaHr3ymEgt6tlQc0AqX\nOkcSpnx1/moXnw0R0+Gqmvl3Ph+c9xkvPEIIjzPPz9Ja6zMWLRXxeZFytglI2wYNNh60GXcle4dM\nXFdgaMhm4gyNJxiu8gmlPKyYj2wrYvRqfGGgaxQTE0kmMoJvqTpeNBsw8fBiBqujB/hN40GW2Tez\nxLoBUbB5kTFGaGIySNHk9NPrreDzTd4JW+4pR+OYmqStcQzN7gmD7xwIYRuaX15WpHmmkHwdNh82\najnoR9mLixX1Gc+FQdncmQr4jBQUghCvDK5mKBTGET4h08VzHPJ+mE69gA3Gy6TiHuCTIkCGJYO1\nCZzLixSejqCHNYZUCL+I6nfQfSYIA7XVQHkCFgJtlJVxPSRzmmuWezTHNVd0+BgGNGNzOYph3Ued\nMBEzRfqXECYeDHCLt47d3Tbfe8ZBacH7NxS5/vKyqItE4KabS2z8qcuG92Spiie4Ml5+7nsvOWzq\nNNFasGFBiURU01xz9h/SH7muyEM/DzGYk6xvHERkc6d0PHtzNvsmDOqixryIz4lpwctbLVobFd0D\n5QYFiZgm0JqxSUlT3bHnNHsrvqGj/i0f/51KJSyhwqXOkfeuKU8e0/52k/ddXh3pvtDLuFT4c85T\ncYCK+LyI2ToQo7t7DOC0LuimPhNbaVYlfXYcMPA1qACigUYnPCxvipboIUzDJ9LiUEybZIwEgWuQ\nHU0gTIE3ZTI6WU8onceMeYwF1dwfPE6b9xLjmQbSLZ9iUj3BHtow0Ez7KeIyzVXxE8XLiuqA31uX\nJ2RowiY8M2ARszQFX/DqYZMPLjjqlLZXKZprc7wwrAnbAtsqkIgrfqGth+HeEt8eqOLnwXri5iBG\n3CPkBFihEnXOCDoSAtHIKvYSw6GdGIP6AxiOhbOuiIgGFB+KIFoU5AR6CkCU63xeAUQ1VsnFqA4o\nOSG0a9CYd6lJacK25tbLSyg0jwiXPjQBkKHEesIA5EoBvdM1/NnGOH1Dku4eg0X1Af2jkv7Dkvq0\nYmxwkDvvaOTOOySQOOY6HTiUxfQlOAkSCc0ffyZH12HJo6/YXL3Yp7n6RCE6u07nERzgyx9qRGkw\njcQJxzmetdV5FrQW6EjOT0H7SEgTi2j6hiQCKGWGWbOmhiCAqYxg/coT3yNHBOhQ9zBDVFzQuagI\n0AoV5g9NpdTSmaK1/sr5mrsiPi9yZm/Dw8lFaBDAa9ssXu+1wNKYLjgGbFhSonsCxkollq7ajTZc\nDCugWkqcRJHt/hXkxmIoIdEe6JLEn7IpBJJIkGXysioeDt3FFFtZEZ/A66/n6tYr2RRMsk8kiIo4\nfxhTWDJHEUloRpAdIT3TRUdrn2XJUZ7qryLQNq2xsqCqb21ksHeA2tZ6Nqx6nOGqGFt2raImJfns\ntQHXt1WjFPx4RxJXm0zn2ogYWeK1GUJpn8urJvnV6lWkWY/DCObQYZINq8mLGKlSnsOTGg8H1WAQ\nGS6R3ReCwICohrCAGogkMtRcPYpZHYCQDPY3YugSoWszLF1WYtAxAYdBFK0Y+LQywARTTENg8Gq/\nptB9OTE9wZIaQXYyRM9kjI0v22zdYbGs3eeB+xop+TCel9RE1THF2j9xm8P3Xg6RCAdcuchnz+7D\nfO5r7UxkDRqrBH//G4eIOPrN6zX735NxJt7CcO8gIQNW1711x/MIIQd+/cMF9nSaNNcrFrbWMNw7\nyPqVp443nV2YvhILOjcV4VmhwvwQNR2uPg/b7t+c9xnf2VTE5yXCqWJBNdCSVPSOKQZdydK6gAWp\ngN+/M08mNMQjme0MxlwcK8+kEaeztIhkKEB7AqU1/pSFKhnoKdC+RCMIlImtS5jCI4fHG+6rXG45\nXMEGvmwMMm0IUlaCfvayhUl6vSiHCktZJ2u4JRpgBjkQEi1zqOBhbqif5rJkGFd/lLZEWZC8cng3\nw20eJXqZqtFk4klaVnYSMsLs1TU86U1yHUmmi5L8hKCYDpMrhZmaqqIOxWq7gQ0ciY1MMOxFEERo\nNBVXTaR4o1MgnDysELh9YfwgAkqCBdQCUU1qwwROXRHb8ZCmotlS/MZ1AQfjRZ5DM4jFWh2QxGQI\nRYBDm17NAqbYPQKZvQ20hVNQU17FHfVwqN/n+Zct1l/vsrfbZDpX4p+3h+idlCxMB/zq1cU340Fr\n4oqPXVckEVYgBVka6RuL4HmQz9v4dhP1rWe/De/75RqqI/0nuqRH4m3nm9q0pjZ98oz903G23ZHe\nrVQc0AoV3ho5v8QrlW33c0IIYQJ3AcuA0HFPa631n53pXBXxeYnR0VHN1oHy993dZSEqDMXH753g\nAzmTmLDY1meyqtlnQa2inyLr0q8xUvQYJ0atYTMuq+mlDRENypGLUmPGPHxlwLSFIKCmfYh22UXa\nnGThrm5SY5PEY2PssbsIVUuSegU5fKbEBIFfy0OFdjKmz9OqSHb0EB+c/l45rrLWQIclUjZTHZ5G\n8AjwW4yTY394nBZqGdcBrxDBK6QZG7LxuxSdGZPnHJ+PLs3RGkuwrWjCNBjjgGUQWJKdO2z64h4t\nDUfFmdbQV5C8x1J8341xeCCC72pKzQKGAEuBLcvuZ6NGphSheBE3F8IrWDTWTVCMT+OSpgGLNAZD\neHxUR9mCj4VgLWEipHiuM0RcSY7fxKmrVkgTXtltsnapTyCgd1LSmlIcHDfIlgQlUS6o/9CzYXom\nDbqnJVcs9UkpBXmNOy0gJDhwwGBJ28nF58kEZH1rI0rB3/zPMM1Nio9+ZG7n8e3OhD8TTlWWqcLR\nLfgj31eoUOHsiJo2V9d0zPu8c1Vgf6cghGgEngUWcbQvIBx7A6yIz3cDHR3V/ODFURLXTjAYyUNU\ncL2u5pYaQYgIeUrsF104TGJIm9FiHYEFi2QnPW4bGBqdlwgLokaGeDxLri1KR/gAN0WexTVCVDFN\nemKSQtiiNrsPEV9JcTzGVHo3nr4ME4tOZTJlamooMiayPOHuYYMZpUFLmHgVwjfPrDiOph+tfVzh\nIxAYSA56cXZOhtm+s43sj5PIaYVs9zA7NHte13xqgUeLsBiWAaLaxwksFk9oIiVF35A8Rnw+PmTx\n3KiNr2BxKqDdh4HNgqAbhhsNcjFgOcgVAaZwKZVsioUwgTaJxrLUNBcYVh4RYZIQMKkDbiJCHMEK\nShgIIpRv+o6p8U+iC4UEkdTYaRgoSV7cZbGu2ef1fpNr2jx+NGLzxoTFju2SyKgmZ0gCTxDSsHvE\nxC+BpWFR3KeYOVot/nixOZdwlBKWLA5Ip0/vmJ4vAfpW5j0iQCucyGzns+KCVqhw9uS8UiXh6Nz4\nC2CScopuJ3AtMAr8KvBh4J6zmawiPi9x6hbG6aKfWhFmGpenxHaW6RIhEaZGN6OBJA0Edhe+uZ8x\nnWRAN6GlxDAVwtMIFOn4BAUvgiED8k6E/mILS419JE3B0JLFdPR04be3sXF6EX1ukhXZ/ZhRl0ld\nZMo8hPKT9AQGUzpK3K3l14qtrMiP8NncPtrjr0G8FYVAiiWYwiRFGFNLJnWBjeMhDmWayW+MwbhA\nhUzUIZMg4jOagkcPwb+/Z5JXS1mKCpYmFdfsTuBPmVyx7GjcYqDhhTGbtohCA/tjsLrRY7RGsne/\niXO4SJ8I46Y1pZBJSZpkfE17qotAGeiIQUPKQ6laPkA9HYaHg6QBi07G2Uw/CMGNuoN6Yqxp9dnS\nY1IT02QmpkikkwBs6zKxJaxb4qOBl/Za/PZ9BT6wymXcF3x1f4RDXZK+KYNgFEpKsKBa4ViaiQFB\ntaFQeUGbrbjmav+cisTf997SKZ8/fuv9bMTi7NedL+f0+G34Skb8iWKzIjwrVDg3NBdJC7hLixuB\nPwB6Z372tNYHgD8UQgjgr4APnulkFfF5iWNrk4M9GrPdZZocUVWgZWgnIrsfXXU9qqaRQDRhcJA2\nOUJJWxwK2jCkwvI8ivUFCqMRSiWHyak0BgEjGXhNRImFMlTTSW29Rax+Ma9NvZfv9N3MPl+THbia\nOzu2saY2z5DIc1V4B69mVzAxnOZnUzdyW8NG4q1b+TP3Jj4w8RI3JPbyQ/lhouIaPowmjM0diQ6e\nGuiiO7uAse40OivL3YZiGkYEOmcQhCCvAp5XJtfUBzRIyQCKxVe6LOVYZ88Q0BBSDBTKPdrXV3nk\nPMnliwKWtgZsO1Dk1SmbkZBkOgeuJSjoGPt2r2T5wr1U1+ZYbKcwVCvdQnITR2Nri/goLejKC3on\nDN6XMFhcF7CuzWfTIRPbNzBLMJmXZAsQNRQv7TBpqVVICV5Qrr0ZR+MW4dVxCxmDFS0eff0G8ZRi\nuigY3WdQF1aIZs2X/0MO6fe/uYZsXvDCNpNkTHP1Sp9zrVxyRDzOFo7Hd54609e9XQx1D7+rt+BP\n5XJWHNAKFc6cqGVzdW3HvM/7rXmf8aKjBujXWgdCiBzlfoFH2Ah8/mwmq4jPSxxLG9xqL2fL7h6u\nXx6B7OvIqR144VpaR/dixJawL5zHYjUxLFoY517jWVx7GxmvgfH6MP+ibyTICCKhDInQNMNjTcTD\nObKFehZEXqKaw2S5ii2F63jJj+PbCtMs8UKumXB4iI5YFUrkSMs+Foki2USEtDvOIb+DZek97E5U\n0yiaKEmFiSBQmoLYy8Hia3zt1Tvos2rwlZxJ1Rb/m733jnLrvO+8P8+t6MBgZjC9kMPeKYoSKapQ\nXYokS1ZiuSlOHKfY3uTdZE+y8Xr3TTabfbPnzbspm7WzG6+cxDVOXOKmYslWowolUqLY+3A4vQ86\nbn/eP0CKpEhKJM0mEp9zcAb3XuDBvTiDwXe+v1ZtBA8QBiqgxSChKkz6Al2p5qmmTlPX/WinxYZJ\nHQHc2ODy+LDB7rxGRyRgbpPNZMzHtwXXNHs4wEhFRcg4Tcpy2iJlRgoKey2Fu7SgOnLzCD2k2V+R\njI2HaXbr+EZB5fPzSjy8ymZBi8czb3gI4PpZDg2o/NMLIfIh2DukcdsKh80DGlsG4Y5FDremHZ6V\nBvFAEgrDfXNtbr/eJVcUVNqrE4J27vMYmVRZtO6Y0HvqVYM39uj4gSQRlSyadeZtko4XlqcTj0f3\nHy8yj79/quedTrCeL4F61AGFq7MY6aiwfDdxWWvFVKPGmVNyHV4b77vUp/F+ZAioP3K/F7gT+NmR\n7Wupznk/Y2ri8wogHoTonK5nJSYWSwnkLrSgHZ0s7UGGSNDJa/5mCNJEjTFaxDSaFqegjeHLBJud\nCXaVZkNZo1SK43oGpmKhhiCiRdnBowTU80LIRcRsjIqkKTqOqnqMlsMsjO4iJ+rITybI5lNYQZhB\nrQtDs+kvzmJx61b6zd08/NYmIuoz+IvqeVNP8Bvf/rcc2N+IjCqoy13EMh+5R8CUAikBNhAWNHZ4\nNAqFBxSTgvSYi04G9ZTvRcqQPNBaDTmXK1DZDAd7VSaWCzIJhZUtPlZeIaVJJGCLALUiaZ5R2PV6\nhL4oLA0H9HuC8WiFzJF2USYac71WXi6GCAz5tvRVFVja7pOR0zR1VJ3SL+5TuX2JS94SZPOCdCrg\n1V4dISBsSK7v9rl7jsPOQY1wVlJwFF5+2eCR2ywSd9r82f9SWbhQ47k3VNasdIlGjryWCvJInrfy\njqhR/5jC6JTC8jkepnHisbPNvzyVCD1TLmQR0/HFSFeDAD0bQVkToDVqnBlRzeD6C+B8fvO8r3jZ\n8RxwC/AD4EvA/xRCLANc4BeAx85msZr4vELo7q6vtmFasxTS41Dcj9dwI064iZ3ZCK+VlxEO76cz\nEkYP92BRASTdIsKfzf4Sfydu4unS/RBAfWqcnva9HIqk+SP/Ua4H7lJ8opExOrQSxek6ksYMFhHy\nbgphF2kOgeFqWE4Yxw1RiUaw3BBSKFTsCEZhgpIvSZYPY/Vr/JO9hrH+FEFOhaKCt0FAIkB0+Mi1\nCviAJ9DjkvqM5EbDZbWiA2f25Vpy4C+fjfD8fp1FCR9jn6T1nhgDZUiJgMOWigJkhEeDJ9m0W2N7\nbwi/HUbTkpFmn0c7HTKhYzmlC+I+9zY59FdUbmlwMN5hvhYrgmd36ExYCtkC1MclUUUyt81ntE9B\nSkHUlDRFAv54TYneUZVvPhGms8vHduGx77n8/idUblqn4/uSsAnacZ/Qu9fYpBMBnoSpiuCpLQbN\naZ95TT5f/nGYQkngeDY3Ljux3dG5isEzed7PI1TPhaulGv5chGStEKlGjfem1mrpnPm/OeJ8Sim/\nKIQwgA8DEeCvgP98NovVxOcVwtG2Sz94xebBG+4maLqLF8UhZjhA73gr5XIramoeOB53hwrsZS8z\nAtoYQDF9PjH3cZa1bmFYacfTFXaqSzjsdlEOoux0ArTwdhZrJQ76cdAC8n6SlDpDRNjUaQGBW2Fp\nZoTDYw0U3QQTpQbSkSk8RcdDRUx1EOR2YMsCuaDC5t6leAUgq1QzR4oKEbVMSFZQJj0mY82QgrQR\n8BtpizvDZ9c/8pleg2FbwbYcNssQH5tb4TNzLaZtQcUXlHxBVAv4h01hii7s3aghQkAWbE+ghCTP\n9Bosr/fwgGFXQQLr6l3WKw6vE7AfyY2ohI8krz/+psG2wxq6BkYMrlvgsqDLo6s5IKEHHB7U6Ir5\n/Pglg407quIgO12kPlR1as1oHYZe5lMPWxwcUFk423/bxbRdeG6HgeXApkMaW/p0eidU9Bh8cLVN\nezrA8xUaU5fH/OQLyfHV8FeiC/rzisea8KxR4/TUnM9zQ0o5Dowft/1XVEXnOVETn1cIR53Po31A\nG/y95DttHHyu75a8NhoDYHFliDiNLGU+OyhhMY2GzzxV4sWHGJcZCtQz46UJYaPIgLxI8rTTwm+Y\n27jN9NhdFyOfj9Mqx7mpbiuNms984rRpMV4wXfqGEmSpZzRcQmu0qJSaeGh+ESc2BpF6tIY1lHf2\n4JY08IAACIEeckFCWFgwHRCzJHe1ufxixjkpzHwqjnfdcrZC2sxx1w1xemc87ripKvDSpmTDGyov\nbjbobPEpmYLpgiAwITBA+CDKMDigsNnX+K4wGJ+tMuRVx0Y2aQEfSFX4qeaTLRQJFV3muVXBN1MU\nJCMS34FpS2HtYpdUQmLZsOF5k4oF29+KosQkDZEZBiZ08naCGSfA92Fuh08qJkknJJ0tJ4rIg6Mq\nz+8wGMkK9mQ1Dk0oFF0FrSJ544DOH346iyIEsUg1TeBS9PC8mK93peaCnk/XsuaA1qhxMiXPYeP4\n4Ut9Gu8LhBDPAv8IfFdKWTqfa59jvWyNy5GjU5AANg80cLPs4nrZwVozyR90lfmDrjLLZjUyNjCC\nhs4cuYRWeSuNJElgEUclQMUUFh4aASq66iICiR3EEEKwQBT5N6Eyn2vazqea9zInbNFJHbPk3Sj2\nHIJCJz1pi55EkRSC+myS2ZMNLFdKpBpWQPta4qbJ2h4DIno1vO4CNuSzCYqlOKPlJpQQLEr7PNx9\nZsLzndzQ6TAS6EwYCrcucpibqYq58SnBUy+ZJOOSXb0aRk6y29WIZiQhS6KOgpGX3BD1uLnZ5dsj\nIXpLCl16QKceMOkrPH24RONUntnxOIubM2+LrntWOgyNKDz5U4PyuOB/fDXM0JiC5wkcF6JhydRk\nmWK+SKohiRRxSlOC6WHBNT0uj95lnbaCvTUd0FLnk04GjFUUFHFEKAdgyoBYmLeF59XGUSF6NBT/\nfuV8i8XjG9LXqFHjOOQFuF2Z9FAVn6NCiK8IIW47XwvXnM8rlO7ueja8MsWDN9SddCzd0cjrYg9D\n+TEaEvVcI38Jhx/RIsZoJcsISRaKHexkKY5nYvo2d4cPESZEu0jjIykgmC2X0kodJiEMTH7WP8rs\niMuUZzBQ9LGmFMZzYQbSKg+GP8ya1re42xkk7C7ggTk2fatUnnUN5AyggKyoOCiE/IBrdI/1dT7X\nNL33/PHJGcHolMLczmNh6k0VHbPJQYnCqg4P7ThRV8oXyWse5YLGNU0mzx42qJ9dojDboxyYpIMK\nZn2YJ0sGe1yJMVSm6FY1cjQR0NRRz2fT1gl/cKqV4UPMS86ieVVAfUoyPiV46Q2dD/+CzV2rBxiY\naeGD9wg27g6zbb/Kjt0at612iEck23fq3LXGxTRO/itmu+B48Jl7KwzkVF6dNMhqAl9IkuGAB9bZ\nb4vWc+kJej44k1ZNF5IrIRf0QriUtUKkGjVOJKqZXJ/pPu/r/tN5X/HSI6XsEkLcCnwCeBh4VAgx\nRHWU/VellHvPde2a+LxC6eubOu2xKfLMUKQ90cxQbpSxxDx6+G18+SbXsYfdUrIgeI5fk19DaiZx\nfTmRgRmaxgLcZDszc1ajagmGRYlp8lSkQ4oYualODhYMyrZg4HACv6QipEdYrTBSjvOiv5zXisvo\n1iPMCgQP32bz0dkV/mZjhIm8gqlJGuski1o9GhOwusmjPXbqHMbxnOBHb5j0DQheeNYk8AXzuj2+\n+J8KhEOwt6TRZRaoGBGGHYUl+PROqPQdnmT9zU3s2B1lTscUo6kSFaNIW7qP0QMxrJ81c2h/msPp\ngLZmmHuj4JlNaUwLQoYkPidgdsTiJVVjb0WjzfBZX+cSOiL+Iibk8tX7ni8w9KogvOHGFnaPe2wb\n1UjPDrgj4xAOJM0NVbE5nYN8UZBKyJOu8x+fD1OwBIYGH7qhwl2rHCbz1eIlNLhjUc3dgvdvLuiF\nFoc14VmjxjGKns3GsVrY/UyRUj4HPCeE+CzVJvKfoNps/nNCiM1UndFvSSlnzmbdmvi8Qunurj+t\nANXRkFLiCJdQMoIpdSYGppB00trRhM0m2thP2TQJBdPY3tNMNKQYN1L07M5R59n4S9YzxDRpdOpE\nnM2TUHDqCZVheCKMX6q2QpKWwNoTJhQp4M0NCDSNcQJaIzMMFhv5g5U2N/UUePqwwcGcwmFLpSku\nub/LZm2Lhzgu5G5ZEApV7399Q5gJV/DMDp2RaYXrZvnsPaTy1h6NtSs8bk07fD+n06DA0rjPM7t0\nfrTJIZ5qBwmPPmghGyP8+74Qmcxetu5uZ+z77QSuAF0Q9AsG9kvi1/kU6gT4EqME4RwcGlAZ0TQa\ntICDFZVpT+FjTTZNHS3MHRnitcEuDvQLZqV8blntkE618J3tJpsHNRKmxAsE+RJYqmB0QsEPqiH5\nhrqq0C5ZMFVUyCQCnthi4njQUR+QLwsefyPEb6+v8MRBg4onuKnDpTt5TKBfbrPaLzbHT0a63AXo\nmfTwvBCvV6PG1UxMM1mT6Trv637rvK94eSGlrFCtq/qmEKIZePTI7YvAXwohHpdS/tKZrlcTn1cw\nb7dfuqHaf1IiKVAkhMZCOhliilmyhTYaUDsUJAFFNtMiZwh8Qdgax9YFE1qGaSOFFvJ40UrR8foQ\nY2nB3KYUtlIkT4UtI13MUnOUQk1sKelgyWpXpLAgmIDKtjjBwjxGZ4WK8OkPdBKKR0hI5tb5zK2r\nsDun8qWBEA+12aypOzHc/tKrGo8/FeLhD1hce43HZFnwVkxjMK4yYwje3ANhHWR5DKhnfb3LyoSC\nqZRwHMHjbzgs7I6gKgElG3683eSWWy1cXzDmpsjuShPkBUgFTKAZaBMMHVaIpiQiBJlswLyST8lU\n6NY9oiokVMmukoYvbQqW4MnRFIl5EteViBgoJgznFd4c0uiuC47kr0oSJkyoCot0F0OFdatcImHI\nlQV/+YMwRUvQkQnwAshaCmMliOgSU4WWWMCnlp/Yz/d0IW/PgyeeM8gVBA/d5RCPXbjkpMtJ+L5z\nPCdcPqH4iy06j1JrxVSjxhHns1Zw9HMhpRwF/rsQ4n8BfwL8HmcxWhNq4vOq4gC9DDKEIgTL5FJm\nyyUnHLcokRdjJJw4FcdGKBbjWjNuoBPzyji6jpEoMdUjefllh3BmFnfxDPnpcVJ6JwURZVHS5zlH\n4qk+jGsQFjAUYBshyjMhSPnkZ0LkVZUHDA8zfez1FyZ9/jRaJqqeLJBmZhQsC3J5gRBw6xKb77xm\nYtZB84qA7t6A1qTPTO5Y8/mkXl2nEoCQ1YbwALoKJRsWqAEpRfJSoQ2puOAroFJtbt8EJKEcwLUd\nHpNZlUwkYFWnR6RLcshXiaoBWU+Q1iWqgK2jGiISIRPMkGhIcjirsHNMI2ZIhOCEwqmIAYoOd9zs\nkgofu95/ftrgp8+bJCMBo5mA+Qs8XjqoEzEkZUdw5xL7pPfm3XItRycUXtps4PuSRXN9Vi197xza\nn5dLmfv5Ti7HUPylFn61PNAaVzUS5JVbIHTBOTLH/Xaq4fcPAlFgH/DVs1mnJj6vIkbFGAKfMQbZ\nSpl13IrOO8bhSDCLM0yLOK7ikQ8SSAlhy8bXFIyKQ7Yrw9JgL8Z3t+OHDmP5YfzYQcz6IiPWOVLB\n0gAAIABJREFUfFqS0D8h8CoamBIsgWwW5Kbr8GwTNeRi2QZ/PRbleqXM8vbqmMiJGcGTG3X2TGk0\ntAesme1xbZuHocLddzgsXezR3lYNMd+5yOPWFx2m6hUWZ3zaegJ6e0u4agZwTrgka2qYlfO62TOi\nEAtJchXBPYsdjABSoyphT2O6QYdOYJBq39FuYDfEf9FHJgVLGz3+bHaReYmAvCf4+liIflshoUo+\nmqm6kFLC8YX5gmoXqWQoOOmPneNVRXD0uAKjXEGwZ7+OpkkO9qqEBhUynQF3LbXJlhQSYYnlKewZ\nVZibCVCVqtCzjTa++K8mTemAB9bamAZ4PggBjemAebM8cgWFrrYzH8f583C88DzafP6d+y8ml0so\n/nISfDUBWuNqJapfmLD7P5/3FS8vhBBLgF8GPga0Ajng68BXpJQbz3a9mvi8imiWGd4QG9Aw8IXD\npBylhc63j5tEiFGPw14ipQpTmkkil8fSTFTdpeg34kTjaK5LX6CTsg7xD5Eerm8RrBYOT/lQ1xSm\nzivSb4bAlTAjUZb5GLNs3FIIT3cJ1VkIzeWQqfC3FZ/fDXzqSyqf/d8xfjpsUnYFsgQaElGRNIR9\nbl3r8ocPWbhawAAeAbCis8L4vhAtmYBAQr+rkGtxOeQEfFhTaD3idLZ0tvCRVptXDgZMFhVmNfis\n7PD4QZ/OlzeECTyqHyMb6ADagQkg7DOvzuLhjILlw+sFnc6ozWhZ4cGUTV0oIKQcczSXNHlsOKyT\np45cDkKaZHHGIxWS9NT7HJxSaYwGeIFgqqzwwEIL/bgpoaoKhiaxxgSlAUEJgV8WZFoC2ut9ShZ8\n9y2TEhFWtnkknQlWLmznG0+aHM4rbHslxHd3G6zo8tg0ZBDRAn79eotPfdg6IXf2YnI5CdGrbTxn\njRo1TqbkOmwc67/Up/G+QAjRRFVsfgJYRtVP+Qnw74AfSilPDsWdIRdVfAohvk7Vro0Co8CfSykf\nO3LsEaq5A+3AAPB5KeX3L+b5XWkcnXp0lB5mMUE/Ph4C0I5zPX3yZMUTqGRxE500bP8JidEsMz1J\nxpob8PIa9TOTHGxN8ebwWoxJlQa7SMkLOCxNtjemmbBC/OuYhm+aBBUDo6eM4noEdRpaq4vsV/Bc\nlYAAK6tjlxX++a04z49ZWIbJUMwk0AWMAdPglwQIwaAj+NoOlW9sVEgsrKC1GdS1S+YvsFBDFXa/\nlaKQtRi534M5JbYEkk0F+PN8GR1BU0cLhgbr559YFf7Jx+IEJaAPCAONQAHYCgwHhFeXGPVdZKBz\nuGTQafp8+UCY4Up12tGHOmxW1h8LYzdEJZ+5rsK20erHanmLR/pI782Pr7B4bUBny7BGwgy4d77N\n4qYTnchYRPKBW2w2bNQRQHerz4OrbX560EAKeP6QxuGSwmCfyVOHDB7uauYLWzW2DOuUZkC4gr68\nwssHdO6/zqYxJHlii0k6GrCk8+K4nu/GOwXnuYTngwB++rzO0LDKfXfbZBrPLn52KVoyXaocz/ei\nlgNa42okqhusaao5n2fIINVktO3AHwDfkFKOnY+FL7bz+d+AT0kpbSHEAuB5IcQWqkL068CDwFNU\nh9R/WwjRfWSkU43zgILKCnk9YwwSJkIDmbePWfQySJZDKITVl2huksh4jNTBGRrGx/GbFERMsmLk\nTe4dfpy9exejV1Su33eIg/FbGEnBDjdDMaGQiJXR/RKLV+7A83QGRrqx3BB+SsNQLKK+RXkogTns\nYDRP03eoATengydgXgAzAUxo1d9OHVgSgC0RecgXogQTGtNFn77hGJGEQ7LVwWmL0NRVoi4QBIZJ\nLuyjJppg8NS/PlJCvl+pTqoVVKfTFgALGAGEgjeiMnVI4Z8tg0hE0CQUBksay1MeQSB4dVJjZb1H\nKYDvF0zGfJXbIza39biMDYxQHzkmrEI63DLb5ZbZxwRw2YHBvIoQ0JHwCelwwzUe3/tijp17VRbO\n8Wlpksxu8/naiE6+T6OIIDstUFR4rqyzX6qUTFHNY0pBPqngBGB60BaRjLmS3nH1shCf7+RceoOO\njik8+6KBrsNzGww+/PDZ/+N9scPwl7uwq4Xga1xNlFyHjaO1gqMz5AtUw+pvvecjz5KLKj6llDuP\n3zxy6zlyHlkp5ZNHjj0uhCgdOVYTn+fAO13Po0SIMov5J+3XSDMKhJnB8HL4ZZ2gUVI3nSXiWQQl\niW9ILEsQ0YuIGwMe1x5mXu80A63zeFxbSyUfgkmwylEWLNlBOjOFUzZxFB0ZV/HNgLITI/d8gphf\nJBIpk+tPU7dggixp/G6B2uDBCh/5P0K4bhiWSmhWwAd/gupMLinBBTevYqU0QikH23bpeyOOXJ/F\nlAHL1YC4EJxuHpgQoCiSIBDVEZ9DgC5h2oOcBy3gThj4r7i03y5Z0+mwv6yyv6Iy5SksjXlcX1/N\nP32xrLPL0WhQA75TCDFLL7/9OqcTV9NlwWObw+RtgQQaowGfWmURNyVNDZKmhmOOakyTFB2YGVSp\nFASBKtC6XHYlfPyCUnVsc0AS/CxUQpAtKpAJsFxIXsaTj46+N2cqQlPJgMYGydS0oGfWzyeo31kR\nf75F6PtJ0L1fzvNCUZsEdfVQcz7PHCnl712otS96zqcQ4m+BX6Ua6NwCPAFUgN1CiA8AjwMPUM3A\n23aaNX4T+E2AlraOC3/S72N+8MoxZ+hUYvQoJp20y7UcEocItMPUhXySuRlMy8VPCWRMYhlRJowG\niiWdaMpG3GTxs9Bq+nelqfSbEAOMAKXbZybTSKZ9hHC9RSyVJ6zaqL7kgBumUZ1kaqYRgFjDDDkl\njRMxUfM+dXXjqLM8Un89w9CXu8g11IMmUUIgXZCTVJM2IgHCU5GKpFjUCMoqQWASsrI8nPL5MAEx\nKU8rPgFuvKHCi0+FoKSCAfS5MO1CJIBBCZpN0GWwa0OZf3zY5y8ORIhpHqMVhevSLsvqPIqewJUC\nDTBFNSHm+Lb4p3P3ntpvYHmCzlT10UN5hWcP6jy46MRiqQ1bNZ56zeSVQzpWViALAnSJmSgjkhru\nkECRkiAsoACKLtGKsP01laaopK3eZ3XPlfPFGonAb/9GmYolSCXPr6g+ny7o+0l4Hs/79bzPB1fr\ndV9tlFyHV2tN5i85F118Sik/K4T4HWAtsB6wpZS+EOKrVBuYhqiWK3/odIPspZRfAr4EsGjZNZev\nrXOJ2Toco7s7dtx29efR5vPvFKMLWUp90M6h8gilF/bQ0F4hUAXSBlEP00ES1Q4QmkZ0Zoo5+j42\ntdzGSz+eAwUBKwBdYI1HmdoucRcZKDFJXBaYrwwwz2viyY19rJ39NLYMMdnZwNb519B3YC4TQ014\nnk4liBAxi+hhj9ZP92PtNvGzIfBBNAQoCRtfN8EQSOmh2w7uuEmjOULHrEFuKub5PeVFdDwQYTQ5\nH2Qzp6q4eXiBy0sVCJ4MVbNaZipQngQvBsIE3Qcp6a3o5KZ8PtZucaCo0hkJeGLY4I28jiokv9Dm\n0KAFjHoKd0ccUqrk+KSYUzl6Y0WFZOiYTI2bkrHSiYPdPQ+eft2krTHA3eYgiiFUCV5J4A8axOZU\nCFpNZL+GMwlKQZLIB9QFkromyaM3VZjb4mNeYd+ppgmmef4+9uczDH+55neeKbU80BpXBfISVWDW\neJtLUu0upfSBl4QQjwKfEULsAv6cqhh9E1gF/FAIce+FyDW40jkqLvv6pujurj/p+NF9xzegByjh\nkrf301QYY2fFoD6fIBmvQMUHXdJqjGERIu1OIAJofmMSscyGsFL1rm2qH+pUgDeqohz2aA/30x4u\nsXbYo/TaFj7y44N0JmcYb87wg6WPUF+ZpDI7ihmtMJHNEOkskg5PkVDyVBIhFnTs4lD9fJyShur4\nKE0+RksZ1fQwxjTGX6ojXCmzaPEuSsUYMecgT0USQIJ236aH58FOQ+i6k96HNfUBMd2n0BwgDwfg\nWODnwQfKSjW8v8VGFgL+w2MxPvfxMvd3O3ypN4QEOiIBZQ+eGjb5jwtLCE7s5QkwgU+egFloKMc1\nYupMBWwdVWk/0os0WxEsyZwYRlYUMHSYHM/TGG1gJAKKISlmBeZYiFVZBTEjGVE95EJB/4CKognq\nKwEP3WyzpNPH8+Hl3ToL2z3S8dr/ae/G+aiGrwm29x81oX11EdUM1jR1vvcDz5J/Oe8rXtlc6lZL\nGtW8TgN4UUq5+cj+TUKI14A7gJr4PEtOJThP/7giAB4Bz9r7seQEaqqDm37VwI80MvCzp0m9uIHG\nOHh3+hiJCkUL7K0a7l4Ds2GMmJwiG7RU483lAKPBoTvaxweTj/OBAz/EzOXZ/B0Ts9+i87CDe2sr\n002L0DSXRCFHfWKSSHOBeXVbmdKbiPlFNM3HFga/0/EVYuKTfNOtw7ZUXEWgKZJACAoqjIckhm0R\nKALpq+iaxpgqmOVJ9msh6usXkLA2gLkCxIk9TdPd8OFtKv8YkrhZBzQdaIaiBv6RLp1vOMy5LcJw\nVuXvfxbm7mtsshGFmFYVchENJh1wAgirnMT3RIkZJB+XUTrQ3g7B3z3HYaIUoj+rEABz0z7rZ50Y\nHlcU+MjtFl/+nkomEbBWk2gpyYij8IH7bH59ic1XXjD5h50hyjFBekHAymUej3TaPHBTNd2iZAme\n3aaTiEjS8QvfYP5cOL4F06Xm56mGr4mYGjUuf0qew8bRWqulS81FE59CiAxwG/Bjqj7ZHcBHj9xy\nVIfUr5BSviWEWAncBPztxTq/q5UfvGLz4A0mB595joP6IWII4qtCKFoHTeYDGJlF+P0bcFDw2nT2\nHgiY2htQzBo0qqOsVl5j2E0wODEXVBOlOyBGjt9a9nfcGHoFVUiiRZdQRiU+aRELayRfGMWxDzDQ\nOgtH17HjBsp0QP3m7YRWzyUbzWBLwS0tr3CHWyI27tPQKtgQ92gTgqhUed1TGAn7TNw1Se6VCJ4b\nYW73AOn6IkPj3dhSoy49iaXogAtBAdRjonx/QeXv+0I0LIElkwp7d+iU5xnQr8OAC4YKmRCpRp+e\nFSE6m33mt/m8tMtg3hqP702HMFVJoxpwXco9pfAEWCh1RkRAHdWQ+vE5oL++qsJkubq/MRq8PYHp\neOZ2+PzZ7yj4foFt+zS+97TBvXNsPrbMQVEgZUs62wKSGR+B5BeaHFKa5Ft7Q8xK+Vzb4vL7D5UJ\nGSevfblw9D25XHhnGB7eW4TWhGeNGu8PoprBmubzX3B0NTmfQogY1V4xw1LKcyoquJjOpwQ+A/xv\nqjXLh4HflVL+EEAI8Z+B7xxpajoB/JmU8umLeH5XJd3d9bw1JHnjm6+y8P5ODsYqtOUWkmpawvj2\nfZiqSigkmIkmMH/mU5mpIPLg2xLDmsAdeJVf/OZiZo/+DS++dCsTXhsL7t7FwsxudN2l5EYxEjad\n3Q6FRAhjr4U+BN2v9rIwvYPepXPItRvk7BBKqItb//sXyG0poeYcblsHE903c0B+F6GqrH/kHnoX\ndTCNR4/m0aIJVjQoDNyuEfd7eFR5jqcG17GjksYXgq5SmodatlDMF4klQidc94GiSliF5mhAd6tP\ndqnG4JsBbtkEQ4MGFT4oCLcpqHU+c5o9VLWaOrq7oNEQC8g7gqwquL3ZOel99Y5EuG8mDBJsKuSx\nMAm/nQM6NTxC83tUeI8NjJDItDA4rXJ4XCGXVdi+y2D4Jpd+VeXeOxxapwOeHjHQkGwf1QgCQdyQ\n7J9WeWtM47euqbxnk/lAnpwycDE526r3i8GZ5IK+33M8a9S42qg5n+eOEOJ+4L8Ay6lquuuAN4UQ\njwHPSim/eaZrXTTxKaWcAG55l+NfoNpTqsZFRghB+7o15F98i7ZojEjXcl7ZvJMD//IvLJgdYU3L\nUsbj40jLosfX6bcDtHSEkaxPLiKw/ud3WNVuMveDOZ5R15DrjlL0ogQVyUgywyGjBTeWY9XQbrQ0\niCwYFZ8lT+wgmIBt2ToyUciF04SKEPNnyI5aHN4Cq5I/Ren5KK7WReFrP+QDv/XLBF2t+EAChYiu\n4CRdFEIEhUa+VdBYH8tiSxjPxTEbRlEbbgAlesI1d0R8Xpg0mLAFeVOhsy1AHtIYchW8xRLZLmA5\njIThiZhKv63wK8LC9sEzBdcfaYW0bVrliUMmPWGflU0eZVXwrWyIwUozPRNhPlJnoWij7BPbq/mw\nAhbI5dTR8K59Lo/uP1Tu4Mnvm/gBVCpw0NFY2+4woyt8dTDMh5otbmtyWZj02TqisiFn0JmoFjKl\nQpLDOYU9Uxormk4fcrc8+JvXI6xsdrlz9vmpjH+nk3mmgvJyFaHHu6DN3U0ANdFZo8b7kaNNHmuc\nFUKIh4DvAj8D/pBqnc5RDgG/QrVo/Iy41DmfNS4Tmu75AHXXrkWLx1HDEUQoRCodZ9+E4Np/96eY\n3/s8u64zoLHERFnBjwqmv7uXeaUpMkAuH8EuF1nyYIqvfuKj/Ld1n+PXf+3/EJ2Zor/QRq4lwTMD\n6/n95q+Q8IvMRBNsmXUNdl4nMjBNEIX8kk76Vi0lMb+TxpdfpThQ4eDWEurAd2hc/5vo0Qhjm95i\nUdeJyeLGUccudh/zEnvZlTNACJZF91Es1JNM3XbC4wMJreGAX2yrsGtao8vxaVkcMGKruD5VXz5E\ntfDIB1mEPSmNZ3IGy5Iuo45CKasgfdhyQGXHmMJMXqUpFbB8vUcmJslIj0NZhb8umtzbtYuYGkUT\nOi4u+8UOVsubESinFKBHt3cNqHx/U4j2eh/jyCd1dqvNwKSKPS34TEeF2REfIaA5HPCyrRPWJI4H\n+YogFZFoCkxX3t3SVAU0RX2S56mC/FTC8agYPRsRenQdywdXCuLapfvGOCpAAUb7xmrjOWvUeJ8S\n1Q3WNNcKjs6BPwb+QUr560IIjRPF5w7gs2ezWE181gBAKApmpunt7cTSlRjpBrpiIQaaH2fyjutI\nHfghBw5IVLtE9nEbPQt+HKykRjqdYLwUsH1LO4U3GzlUMHj6uruwKj79A/OQEZNcNM7rd/4if/Xi\np2nThmiYHGFLYgW5WAq/KUJmeB8Ng/2UyjpKQ4KOlQGJIZ+pqQru1Ha05Coq2dzpL0KJ8ZE517A7\nm0NQYmGyCV2/B4D+oYN4rQ5v5aN8c2A2FSvE3IRDc2IKo1VHc+KUEyoqPr6ig0u1gMoDJLg+OB1Q\n0aFHdXlV+ExPqTiGz6SiYToqm8Z0Dm9U+eUbLDb0xvB9jb37NV6ZPZd75o5zy6IspmLi4+EToJ0i\nD/R44fbcDoP6ePC28ATQVcgkAzbsMPjd+8snhNNn1/lsGtbYcVBjpiRoSga0tgR0JI7vPHoyugq/\nsvycR/SewOkcy3MdrVn0BP/f/jCeEPxWV4XO8Ltfy4XkYk9GqlGjxvmnOuGoFnY/BxYC//7I/Xc6\nATNUc0DPmHMWn0dzM6WUl+7boMYFQwhBuL0TRZkAdRSnSyU1alFfZ1OX8QhehrwDJUUhXhfC0DyG\nP7ie8VgLRsTG2hNhZqIeobv4oRDhpM1MXwPjsVb+611/yi+JbzFvcCtNB/bRqtisNAeJZEc50NpD\nT7zMjRuyaDsC9iZMFM3H0PLkszlaVq9gpw8vS8EYkALWCMkKBXQBhiaIynoE9ei6j0QyMvIaw62D\nfHt0Cc9nTQreFENWB1txuDk5jZ2MYvklUlaaqQaTSt6ojvXUqY7e9IGsZDAkmaiDZJ2PK2zqhyKM\nlwVOIqBkCSrTcHCfwv+ZCtGaqbDlBzqOKkDWsyE6SrJlhMb6It1yASoq4xwkwCPD3JOKbnwfhmcU\nuhpP/njFQpL+SQXH44QenksaPTanNF7araMp0JdTuX+lQ0/dyZOAzndYe3BQ8rWvTKMaDay7wWfd\nutNUYB3hTEdrbjis8XSvSSIc8EircknF51HOR0umGjVqXBpqzuc5kwcaTnOsm2qtzhlzVuJTCKED\n/w/VwqEwMA/oFUL8v8BhKWWtOv0KQ8ooOdUmmxhDdjSxKNPH5CuQWQkxKSjmdYx2lck7ZjG9rBW9\nQfChv/0G3g9M3hy8BiUKBTXJ0EgSqxQDIdlVWcbUw8+yK3095nSCX1aGUCdmSM+d4I5XBphuSbPr\n/nWktuV4/drFLG7dh+HPUCf72bM6zM88j57JYUSynp2hMNsDhbXAowr4Hvz9qyGEgM8sPYAZ3oof\ne5EtxblsLCaxPUksyKJkG8gmQrjBYSJBE/tH6mlUdA4u16BPVlstmVSFpw1RJH2WSrBLw+zS0FoE\nMUNiSUmlIqj0CQgE5GBgQmXAiUELcAhG9rXQ2DCDs+wQdtDMFCa2KDEktiEJiMsMUepOEGKKAhFT\nYrnVufDH43jVmijtHdXxugq/ttKiw/R5/ZDOrQsd1vV4JxUSjRwewUy0YlmSUOjnF6KH9o3wd4+Z\n1DUkCIXgRz8OqK8XLFhwivL94ziT/E7dh7m+RzKQLI5dPq2i3jmaE87/eM4aNWqcf0quw8aRmvN5\nDjwD/AchxJNA4cg+KYQwgd8GnjztM0/B2Tqff0x19OWjnJhY+jrVBNSa+LzCkDLCpKyjEAoRLOwi\nOniY8USKgzJBubseKx8QWt7A0E3XU2xuxA8MYjcWuLX1SWZ7+/neix9hcrwRN2RWxVxBovk+b3A9\nngF0BDwRrGJtw0bu2J7HNOFHy+8jo0/ScG2OrsYym2J3EvSPEW/vYJfxApFD2zB+ehCzqYvi/Z/E\nUXx+KAXLAkH76CjrMmEUAe3dLTg8i5tN0idbCZQKhq/iFTS8KRM8GKw0cENyM7nxu3ADncYZweSc\nCuUDJpSqqm1F0qW/qFLarEBOUN6voa/Tcfb7eEMGXlGrztb0gTaqzfYPUq0HfBMCXaFOg0Gxmp22\ngQCatCiN2mw8XELET3jPjzqg6xZ08pO3DGZlTnT7RmYU1i92UE9hLqoK3LPE5Z4lpy4cqk5N6mZf\nr0Y0IvnkIxYtZ+hCnuocAcKJZvSQR11d9f0yTcnIqGTBgjNe7rTcPNulJRHQkghOEtsXCseFfFmQ\nikm0dzdwT8gFrTmhNWpc/tScz3PmP1LVenupjkWXwOeAZUASeOhsFjtb8flR4NeklC8IIY7/RtxB\n1QWtcSWiFrBkGkcPeC2+mmBemJJpMjmooC2M0LBOI9fYwITIEHHKZNU6np59O835ET754b9l85Yb\nePL1u8ntbAQBzsdUthuLmKsfICqKCFXyjHcn2ZY092R+wlgkw5qZzfgxjYZgGqlLJlscDvnjzMgM\n3XV78XTJiKbyuuVwfUjHQfITBJ/vaOG+jmOnrjCfkNiNrmpYQYiKqzI62oZUQMUnrFrYxTArBtNE\n6l1a+1W2RFSCBRWy/SrrtIAVGfiTrRpYAuok7FLw8xqBruLbGuxWCGdKKK2SkhqvFivNgAggcmdA\nKm3T2AojaEy9EKGSy/D9uYI/WrEcIWCyLBguqCxo8DDUY45gneuydXeRQ+NpYqFqik3REsxu8rlp\n4btXpR8VhzNZlUg4oHNOMwCHB1X2HtTo7ggYm1DY8LrOIw/YJ7iQx/POQqij+47fX6lUHdTp6epP\n24a21rPv2/TOvNejr7G4+eS0gQtFoSx47MkwU3lBazrgk/dUCJvv/pxaLmiNGu8fSq7DqzXn86yR\nUvYJIa4B/gS4m6rdcjPwFPBHUsrhs1nvbMVnK9X+nKdap1a8dAVS0SawhCRMwLhIMZlspEsdJH/T\nIibiLYQNi6mIwojaRE6mqLNm+Hj+20yaGRThEfbLbKnzsG+PIBYESEWQm5tG6B4EklyQJKRb6LrP\nG2I1rXcPUVYj7DTmMc/vJRtOEA8qVEIGurAxKeAmA5J3FVjo76K//DL79HW0qzozpyiG1rgWryRY\n21zPD8MNTBQiuA0aprRpigzTmHQ48I3bWZswSZsB1xOwrN+lrAn2HAoILdFwjID2jMf+rIEcE6BJ\n1CaXYESFQIWYiz+uobWUIUs1IUVCIhuwapHLPV0Bo6VO3vpxQG8uTDSksm86YH+Tx7xWn2/uCLF/\nWuXDi2xu7KyKyr0HVcIhyb/5oMlrbw0w6rQggcUdHnNb/NM6cscLxE2bNf71eyaZpoDPfqaCYRyb\niV6xoGJDLHLim3a6KvVTHTtKOCz45K9q/PBHHqUSPPSgwrx5Z2ZTHu+4nmke6IVk74DK+IzCrBaf\nvlGF3hGVxd1nJn5ruaA1arxPqM12PyeklIPAp87HWmcrGHdSVbp979j/CPDG+TihGpcXOXM/vt+O\no81gizBOyGBgfjupyRn66jqYjrXgCxVQiZNnTqGfDGUML48fqARCZWlTLz/GIkgpyLyKUudSViMM\nVTroCA3gexqToo64WqYkusiYo2yPLmHaTyOkQoBgmbuTreYSTFmhKZggG0qBDw87/8pjbgcVtYf5\np/l7Iv1W1ipNLEs5xGNZCnkFSUBHUqWDlZTMJPaUW/3XCgh7IPOSbuHT2CnYVlRpSvvYixxGWyX+\nNoF3IIQcUKqBhxEdx9dxnBDMAspAWhIPgbVX8EaTz9Zhg6nXDWIVge3DrrDKgZUO81p9eup8JssK\nLbFqMGFsQuHL/xQmZEr+078tsW5VmrGBvlOKstGcwnhewawMM39e5oTHDA8p+IFgYkKhUhEYhqS9\nJeC+221e3mywdL7H+htObpB/lP19Klt2dfPQHTbGe0xIam0VfPq3zr7n5el6nJ7q+NjACDawubkF\nD8E6VdJ2nkPxsbBESpgpiLe3z4afZzxnjRo1LjxR3WBty/kPu3/7vK94+SOEWES1Cv7VC+18/gnw\ndSFEB6ACHxJCLAA+Btx3lmvVeB9gq1ksxeGwXIAh+lDxKTTEKDVE8dAI4WCjY2Jzg3iDXN19aIUV\ntDg+RdGADdyihnlKHGZ7pgWnRSeISArZevYECYaMDjTN5pr4JnrqewmJYerdHHXqDKDS5I/TFgzj\nCRVVBEQpIlxJwYuB0KgX0zQyRYQe7nmXET1pFP4vPcRfOT7lxgoJFNoq9QTlMI886DM4d+TGAAAg\nAElEQVT6Pcnhw4JIRGJZAkXAxz/u81ZngFJSaasoLBrP8rhqMmolkFkgdyTPUzly0wBVwlIJeRjV\nBDOqgterMplXqF9XQm6MopYV8nnBYK+A6+G+uQ73znHeLgxKJQKWLXJJxiW6Dv39Cv/4tR5uWTPI\nLben376mwWmFLz0fxgtAVur5XLsgeZyTuX69i6ZBe4dPMnls/7rVHutWv3fxzviUYO8hFdupCtfz\nyXu1ZDrV8UpHHf+lMMPuoRxjP0izqN3gKx+sUH8eBej8Dp+H1lnsH9K4a5VHV9PZV9fX8kBr1Lh8\nqYXdzw0hxBcATUr56SPbD1NNdVWAvBDiTinlpjNd76zEp5TyR0KIR4DPU+2C+MfAm8ADUsqfns1a\nNd4faEGEnJBkFZNGJAYuOi4mNoEHyZ+NkuybIFgcZnbHYTAn6I1eQzgyQ6oyztyRAGmkeMz8Pn8n\nevhO3SrG3DYU3ccvqcx4dcT0Aq3GGIbpMiwaqZMKUauMKn0ieolyYFKUcTqDPqRU2OYsY5Y3gBCC\nrNZEg1HPp4RKuwzgpZ/Crq0wZyGsv5fjq3KuM+FPpcHT+QhDjkZUkdyUdFnb5uL+DuzcJRgcFKTT\nkiWLAzbv1Pmb7whmtWq03OXy6eUGqgZ/FxYwCjhUP3YmYFDt+2QJtG0uQQS8iIFMqfRuDiEWuMgM\naL5PvCKokwGBc0wsH6+bTRMeffhY303HFVQqgkgyA3hvC7Mtu2Yo5H3aki7ZSB3b9wxw4zXHxGky\nKbnvvtM7m+/FulUe1y3z0M/jEJ935nOejlMd3ygKjMeK5H9i4GUtdhwIM3iPoD56/oSxELBmkcea\nRT9fZf3RPFA4VhFfE6E1alx6as7nOXMvVQPyKH8C/Aj4I+AvqOrB+890sbPO05RS/gT4ydk+r8b7\nk6Tdg2LuJuTNoOo+iGqhjo7LnME91G/shbjC0t29JCYt7MxB3OQm3mhdxrRv0HD4AC37yyitdzD3\nxnuYb/uMS0iJGVzdwMJElz4TegN5YqSVaSpmHDxJ50wf9dv2YRiSjDFFctBmau31qJlxRvV2YsIh\nYqT4vJqhTQCjw7B1EzS1wq63YO4i6JwNgESS4wCx0Di/EpqFKVtR4e0m7VoYrl0luXZVVcjs3qfy\n7PMGczOSQ2MK5R8ZtPymy18tlrzY6bNjWoMDVIuLJNXuZzkJjocRc6jYEXA91HBAbHbAZFKnXFII\nd2jkC5CYFPT2qvzFFyJ85GGLttbTO2xzenz+6D+WCIer20dzI1uTOtF4jGlP4Ft5Gs+wFZHnw3hO\nIRGW7xpWDgIuiPA8V1bLGK/IPN6yPIN9UdoX2rS9y/nnXMGPxgxmPIVb0w5LEhevcOlU1FzQGjUu\nPSXXYeNwzfk8B1o4knIphGgHFgOfklJuF0L8DfDls1msViRU412Jum0sKmgUEnmKRInKIoFQwJeE\nJ8uYsf+fvfMOj+s67/R7bpsOzKD3QhDsIMUiNpGiCiWry02usuy4O7Fjx4mzmzgbJ9nNbrqzWXs3\nlmvsuMuyJVu9ixJFUhRFihUgQKIQvWP6bWf/GIAESQAEWCRRmvd58HDm3jvnnjvgXPzmO9/3+1wi\n+WOER0ZofkSn3bExF4fJvTOGGNIZ6nMoa+khZ+dvudKu56WbPsUGYxeNTgWq1yZg2dQFj2BqOh7X\nJEouIcZQXYcBoxg74Wd54zE0FqCMScqORqn9yh2kAkfRKCDM9RiEM5PVMm01iccy5vCTEhVjtNPP\nDlThJ0Y7VdyCRu5p12rb8PCLBgdaNMZ6owjFy3qfZLHHYahbIQAIFf6gyOR/WSrtuRI6HVAcqDLA\n40AaEuEAStAhuHwUYoLeWBA7raDmKMQLBOm10JAy8bmQSsFjTxl8/COpGX8PE8JzgoyI6+Zz1yXp\nHVWoylcpCBWd8/dp2fAfz3hp7VUxdMkntqYozz9b+B5oUvnlw17ywi4ffXeKcM6FRxcvtJCoDh//\nXdTw0LwEg/eMcmeBj4IZltzv7/bQmlTJ0SU/6/byJW+CgoucPjAbstXwWbK8icj2dj9fEkBw/PEW\nMqbzu8efx+AMz8BzcE7xOW6pNKtflZTyHK54WS43BAqliaW8N7WfPfkx2q0wis8FDZx8D96OKAUD\nPYwNWQweh9g7SrD6Uoidw3DrAuqfPsrwcYiSh/rQc9Rf+37Kcl+iLBFhVA8jfC7So6CrDlKFlPCR\nFh4CnhjelMnOhjXIVC7ru30Iv4oYaie3qYS8pdefPdmCIth6Bxw9CFduhpJTf+RtYgihYpBDSvZh\nk8Q4Q3zuO6rx4j6DsGeYGBFiAwKPJyMQ16ywT0ZJr1tn8dphje92qJj5AvwuJG0Iq5mPpi5RPSb2\nMYHfTJM4HMRRFIybXJb4bZaut/EPwdDjAr8BDUvmnld4ypaok1U1Z4u6vj6BrkMkcvpHt3tY4Xiv\nSnWRS8+wwp4WjfL8s5fmH37WQzjHpXdQYX+jxuYrZ7Z2ms1cLwa5QuVDWojedIxiZebbUp+pkG+4\neFUYNgUxW7wh4nOCbDV8lixvPAHDYH1Z1ufzPNgD/IEQoh34A+CJSR0ua4HuaV85BbOJfL6PU+Kz\nGPgb4NfAS+PbNpAxF/3aXE6c5fIhrq7HK0OsSf+MgKLTbSUo1G1KhkfI7W9DjKYZqQBv2kJ3bFyf\nSnxUo2g0irtQZXhbAd39+Tw0cgu1e4fQrlWxfT1ISyOu+3AViSMVXFVFIhFAUvFhqyq+WJymsjJq\nYyOUjtlgBHD27kddunTqyS5clvk5gwBVjNJISvbjFYV45dltaE+0D6JrZeQX5pBCsn6pSWFQEs6V\nBOsl3+7wUonD6jybO7amebFFp8mvkEp7Mr3gLQGOQPcnKC86gTXiYTgWgVwBcYg/oXDwakGh7VKZ\nklALtyxPsWHV9MvlpgmPPmmwe3eC8hKLuz/sIxBgRnui57fpPPaogarChz+cYuHCU8vNIZ9EU6Br\nUNDcqVDgU4glxFmWS1VlDnsP64CkMO/8WlrONr/zfJiNLdPmPJPf9nkQQIXXpcz75mrNCdk80CxZ\nXm/ipsmOzo43ehqXI18l4+m5j4yp4Gcn7XsnGQP6WXNO8SmlvG/isRDiQeDPpJTfnnTI94QQu8ZP\nnu1w9FZEKKREA07KQ8OJP2JB8zGQGoXzKum7ZzOv/fgZlJ0ORhGUbDtKb2kRRZUeqp9s5Pg75jFQ\nnUdHSxXtfT527R6mRJnPvFVHKMrpptMuJ64FUIUkjYGfBAKJKl2ShpfgaJRUUuW16DBFKQfhXwLx\nxJwvwSBEpbwNhySaDKJwepC+t6ObqzeU0dgj6ehV8HkkN26yKMqT9KcEv7c3RO+IiqZKNqUsNleZ\nfOCaNE2dCp2Gws4xncSwxPaAx29hDXqwHZ2048NByxQjjYD1KJRXOOR6BXqNZOUVzrQ2Rr0d3Tzz\nYpB9jSWUlYQ40a/w4CM2H3xv+rTjzhRiu3bpFBW7xOOCV1/VThOfkaDk97Ym+adf+BEWdHSr/Mcj\nXj73riTK+BK268L61RbhfJeoq6DPaTHl0orOM89x5uPJbMyzqfK5JBxBtc/BeJ06JJ2LbDFSlixv\nHAHdYH1Z5bkPnCNziXwKIZ6VUl5z0Scxu3N/DPiGlDJ4rmMnI6V8WQhRBSwCjkopxybtvhc4Opfx\n5przeR3w5Sm2PwP86xzHynKZkR4LE981gr8gCTLGaDxOWcO1tFVfT9f9T1Jw2KVhgc0qYwCr2aL5\n5jqOGLU0z1vAcEmYbspo31VGs1nF9kNruaruWSqq2xkU+SSFjyQBlPFiJttV8asKXb4wis8mKGM8\nkcrnyqJ8Ih7/ec1fxUDlbKV3SrxIPv/+BIMjCnm5LoHxPMvf7dd5+qiBbQtUKVkkbba7Hu6+McmA\nI8gNufzVw0GaezSG+lwGW0Okkl4cR0eGlEy7zTwgDKIUblxiElGhMtclx3v2MvBko/ixpJf8PInH\nA8WFLsfbzp3ZsmypxXPPexBCsmjx2UU2VQUuYUOybImDIqC9VyGRykQ/pYRfPe/h1aMaTT0aeo7L\na/0af3xjghyvJJUGv2+Kk76OnCk2Z4qCVvje+GjnTGSX4rNkeX3JFBy9+SKf49ZFnwFWkSlhvVZK\n+ewUx60F/pbMqrME9gN3SCkHxvdHgH8D7hh/yYPAF6SUIxc6RyllnCk83aWUD811rLmKzwHgvcDf\nnbH9vUD/XE+e5fJCajl09i8mMOaS6hykdEEJxuovs/Sdo8ReGiW5dxeDQrIobULzIHu1xTT7F6BG\n44QVh7YTNeSU9zDamIeaVNgTWEd+8QAlgX4kEHd8DKv52BgExRjaWBzb6yPcO4iMR2l1PRiLRlhY\ncgXVc5j3hDiZ/BymjtD5veAvOV2w/MuuADYCww92SvBEv4dVisU3W7wYV1iEVLB1KC9xEF6FsX5B\nsn+8J2OEzO0hAMTBXyR59aDOx69KMa/w1Hkm5ldYXoovt4zAuH1QfZ3DY09pKIrLwKBg1Yqpl+gn\nX8ONN1osWpSJqJZNUUWvKLB0ns3eJg3LgQWVDv5xETw4JtjbrFFd7DJmObxyTGNhrYtlwb2/9dHR\no7Bysc27t6ZPRkpfT87lDzrTMW9WskvxWbK8frxRkU8hRAEZS6JrgTIhxHFgL3CPlDJK5q/EduA/\ngR9OM8Y6Mm5D/wj8ERnDv2VkEr8m+AlQBdw0/vw7wI+A2+d+Vaed+55zHSOlnHLeUzFX8fmXwPeF\nENdyKudzPbCVi9RyKcubF9XrRb/xz9n/4IP46wTrPn07iqeI8Pwo+VeupSNl8VpnB90t/VTXu0RP\njDFU7iEYT2Cio3WN4i8UlCYPM1ZcRDwaQn3VRKwSmJpBQWqYErUb06timToLnj1MUUcfejKJLnTS\nywzG3B5eqdlJSNaRJ2b/R3q6HuWTiafAZ3CaqJISRrwKWid445JUCkaCgs6ESli6tPYYXF2aJN8r\n6bEUVpbZyCE4fELL1AJaZJbcBwEB6RHBA096efWIzr2fi6LFOkmlBRYVHG9VeORfPSQSMK/W5e67\nk8yrcVi72qSnT2HDlS43XDu9b+eE6FIUqKmZOeJ345Ume1s0RqMKSdMlmhDkBiUePeM5mjKhItfF\nW2/z+9ck6O1VaOtWqClzefWwxuZVFsUFr29Ucbai8s3QpnOuZI3ps2R5fYhbb1jO59fJ6KV7gH8A\n/hi4gXEdJqX8EZwUqTON8U0p5d9O2tY08UAIsZiM6NwkpXxpfNtngG1CiIVSysYzBxyPlP6OTMX6\nu8ejm1Pxg2m2T16+uzTiU0r5QyFEI/CHnArpHgauklLunMtYWS5PgtXzWP2FLwHwyCuD3LkRjJwQ\nZZvW0fXKPmRJBS0tFu0dI2hmM6XlR4nmF+Hfe4wiT5D+MYNBPYS3uYv6giEWVh+hf7QEs0RlWAsT\ndoaRrorXdCjtG6W3sJQd129kNBDBY5mM+EM0KI34zO+wfOAeNPf81oDPFCYpE775sJ8brjBZOe9U\ndFEI2FBp8dCAh+QQOK8K1ByJXQO4gqURlysGFLo9EiEdLEvw/Y+M8plkDvv26RnxOQi0gVIMshVO\nCJAxhweeNLhlfRn/77t+du7Q6exS8BiSykqXl1/VeGGXzooVNq4LFWUuV66y8XpnvqbZiq7tB3U8\nOqxbYnOiX+G5fTp3XGUS8kveuSnF/du8hAOSL707QVGOJBWXCAGdfQpej8TwSJJmRqzHkxBLKeTn\nuGjqhVsqncn55JBO17ZzYrstYdgShDSJ902WC5pdhs+S5RLzxpherAT+U0r5rBAiIaXcBmyb7YuF\nEEVkltp/IoR4AVgANAJ/JaV8avywDWRE5PZJL30RiAMbx4+fPGYZmUjqIeAjUsqZupLUTrEtn4yx\n/IeAu2d7LXB+JvM7gQ/P9XVZ3nrU1OTzwPZB7tzooeod1+LaNi/83f8mZ/48rNZjjD47Qvngj+m4\nZTPRYBErledIHFGIjowS1vpZlNPIvFqNeKKaA22rGMrLx+tNYesaoyLI0YZ6GusXcCSylIg5TNrn\nYShVSN9TnexdO8wV5Y0Uc/Oc5z15CX4Cjw63rklTOUU07583xzCBV/ZpxA2FKmGj9gmODGisb0ii\nBCGgS7pOKPTEFX7yhI9VtQ7RkEKqD/r2qoiARERB8TuMNStYXQbfHNb4h3v9xDsE8QGB7QURdRlK\nKWALfD6XyvLMfAaHBN/+vpcvfDZJOHzhd85kWqBrE9cuSaQyPlJ9I4LHX/OgeED1Qmi8Cr6yxGX9\nCosDx1QW1tt843k/aRuWFVk0NWuYlqAs3+XmpcepnV9ywfOb4GJHMHs7ukm4Cj+NRuh3dHzC5YOh\nIYq0s9MZbAeaOr2kTEF1sUl+6PUxqS+pKaantTcrQLNkuQQEdIP15ZfEaqlACLF70qZ7pZT3Tnr+\nInCPEOKsnMlZMm/8378GvgK8CtwFPCaEWC2l3AeUAP1SypN/JKSUUgjRN77vJEKI+cATZMTn70+y\nTZoSKWXbFJvbgD1CCEGmHuhDs72YOYlPIUTeTPullENzGS/LWwdFVancejXK//0+ViJJ6e23Yj/x\nOPHGfqoaH8AQsGkFmHlB9qq5VC5Kko7aRPfaFLhHWZivkavYdPpLafdV0dtewraqq7B9GinTx1BS\nQdcsHJ9C09pl2MM6r+X8jgJjI/oZfp0TuLgMM4IfHz5mjpAKAUurphYXlT6Xn10/xsjVgoF3Copy\nJQ8/adA/qFCadtmzTWPUL+iNK2wstRjpUWjuUYnZAk+ejScgMJMKgS6XMQRyyMGISLpaBKYQJFEg\nKCEhQQp6ouCxYTgGrwyptMdUVAcicZeduzXesXV6z83ZRj+vWmZxuF2lo09BVSRXNWTGfOGQgWkJ\nKgtdOvoVXmnWuG6Fxd6jGtsPG/i9km887Wf1IpvaYpcfvuhjbbFFVbHLgcYk6xZXUMuFtaac4GIL\nz4mxdoxpRB0Pi70uvabCQb+fhqLTHQT6bcF/+1mQl3Zr5DiSjQts/vwjcQqnEP4n+hX2t2oEvZIr\nF1p4p3EvOJ+5Zqvhs2S5uMQtix0nLsmy+4CUcs0M+79MpjX514H5QohDwPeBf5FSzuab7cQazbek\nlN8bf/zqeBrkZ4HPzWGuBvAC8Csp5R/M4XXTsY2pi9Gn5XwKjmYKu2RN5t/GCEUhb0EdPfsOoIdz\n0UqrcIaHKSmxUTRo6YEVtQ6qKYidsLBdF2fEIm/AYlHoZWRDGb3LitA9Jnklg0S0IeKOn7gTYsyb\ni+NXUIWLkWvSHylnR08lvPpVttzyt3iVswVoH/0c4BB+4WeDXItATDHr2eFVoUSVlNRn/vt/7ENp\nmloV/uX7AWrKHXJHJLeWmkQTgrFRaG2VaI6NHdYoqpDE210W1dsc3CewdUlBAHoSEme8Lok8CfNl\npodEp0R6FFrjCp0vGcSTKsIDqip59V81CsvGWLUkc69yHGjuVPF5JFXFM+dgHj6q0t6psGyhQ3mp\nyxffk2RgVKEg1yUczFyXpkjc8U+4K0Edv92d6FcI+CSqR3J8EEb3QV2pRb8jaBxL45Ep/DlhuhWL\nRlOlXndO61c/Vy5FzubEmJNvUo48+yY46Aj+6pif3x4wcPJgOAljryjcvC7NjWtPF/6dAwrfetiH\nqoBpw+EOlU+8I4V6ke6E2WKkLFkuLgFdZ0P5619wNJ5L+VXgq+P2lP9n/EcB/n4Wp5hYsjt0xvZD\nZAqMAHqAQiGEmIh+jkcli8b3TWABjwO3CCGqp4lqzoX1ZJb7Z81cxee1ZzzXyeQxfA74izmOleUt\nwOSld83rZevf/QXdr7xG/6FG7GQKISRycB8LVzgc3Q/HjiZJrcsl7fOwvGyQ4q4kJbmSeBx6/CFU\nx6HAGaQ62U5FoBMRlezWmnhY3sSoEsZxQOoKacXgSOEylg4/x9GO39BQ/dGz5ubBQBMaAek7TXjO\nJGoch1kJh9YOhd//qxCHj2oEDZfbb7L47C1xXtw1QtuBPAq0XPqlQmoI1q+weNftaTQL/v1bXg7u\nFXR3Cnw+MPySoXoyPeJHyXRIKlEwDwAJQXK/AFNCEdgVgiMhlf/x/QBf+2ScFQsdnt6j8+RuA0XA\nJ25LMb/CmTL62dqh8KNfeTEM2LFH8uVPJwkHJeHg6V+4r15mcbxPpb1PoaLAZU19RmwtrnZ46qU0\nx1JhqsJgGzpPNPqoKLZp1wxGrCAb5pk8n6vz/JjOzX6Ta/1z74p0qTxCJ78fy4M2B+IazUmVfF1y\nXeT0NKcWSyXmChQTvBo4ORA9IU6K8skcbldRFCgbb1Ha3qcyHBMU5F68pLJsLmiWLBePuGW9GUzm\nE1LKHwkhrgc2MTvx2Qp0AQvP2L6AjN0SZArBg2RyPyfyPjdwqpJ+Agl8DPgP4BkhxDVSyhkb3gsh\n/nKKzQaZavtbgW/M4hpOMteCo+em2PykEOIY8EkyJf5Z3oY8sD3NnRs9GH4/1ZvXU715PQDDre38\n/F33sH9PF35vGukTlLV307KyjnA6gTOcpD9pEY1LnF09WPMqQZEUeftwVAXFlPiTCVpkPXEliOMq\nRAqGKHT7iMsgzQtWU6k/R4Kb8FN82pwiRNgo16FN8d98qshaKgU/+amXG7aaVFZOH0WUEv7yOwGO\nplSC8yWpYYFquYRDoEmoLvdRV5Omb0QBCX9yT4K6Kpenn9W5epPDulWS3j4FVRW0+12eGlMz32lt\nMp6guRKKRKaGMSYhX8l8p2wFt0bwRK+B9g3J6sUWz77kEI8nqapTGRiB+dPokrGYgpRQWuTS3qkQ\nTwhCwbMFUjgo+fytSZKmwO+RJyv/51c4/OnHVO5/Oc3ONp2n9xu4aYh3K0RwqVjnUFgtGbQECW+a\nFxz7rG+qs+FSVahPFuQeBT5WkiLpglfhrAitX5FE8iQVSxxa9mu4SVhXbrF5+dliOuiTmOObTTuT\nvuHRL8klZD1Bs2S5GLxBvd2FEF8HfkPGXkkIIdaTqXb/7vj+PDIRzPD4S+YLIUaAHillz3ju5j8C\nfy2EeI1Mzuf7yEQdPw8gpTwshHgU+JYQ4tPj43wL+N2Zle5SSlcI8VEyFerPzkKA/tUU29Jk8j7/\nFvhfc3g75l5wNA17gasv0lhZLjNqavJpbR2ccl+kpor3/vy7HPjpr2h9bjvDI3H85OD/bRPanRKt\nOEDj8zHUoMQejhEr6Ea+bxH2mEZpuoe08HA4sojkoB+GBYbfJiW9xGQIkRS86N7AKu3HDMrd+MWt\nZ53fmMJUHqbOjfR44KqNFkVFMy9fdw8rdERVghoICWYAzPHG71W1+Yxti7N0kY+isENXv0Jo3LMz\nHJak04LaeS6FxS7pNNTNh/ZGleYRDRl3M2vdigJIkC64CnglpCSkBAwJnFzYuceg+YDJwcMqijBp\nPWzyqTtg4iN95vXV19hUleu0dyqsXGZTNINNkqpmRNUEE+OUFbisX2Tx24MGiYRAMyRRR9DSp9Kx\nXSF1AkYrVXxLHEpzx4DZt0Z6va2RhAD/NBHuxbrDVQEb9XaYv8rhyqTF59ek8HrOPnZlnc3hDo2W\nLhUh4M4N6ZNFWpeC7DJ8liwXRsDQWV9x8Zfdf37uQ9qBfwHqydwcfwPcD/zP8f13kMkBnWCik+Rf\nMy78pJT/KoTwkPELzQcOAjePFxtN8CEyy/mPjT9/kHFxeiaTBOhEBPTa6QSolPKi+oJcsPgUQgSB\nLwFveBw7y5sHmy4smlDwk7dgGdd87U9JDo/w2q8fYfjVbSi799H6WIzyYoEzJvFpKsP1RYw1mYyJ\ncvYGVrMp+SIFOb0csJYhTYFlGaRGBblFSRJKAJ+dpD9ZRLtRSYnopwIXwfl/PoTgtFaU0+FKmFft\nIFPQ0qQwcFzlsQ6DxruShD0nuHFLNTv2KagK3HFtmqL8jBhZ0WDT3mHx8h6NYEBy9wdShPMlJ3wK\n6xfaDLVBW5dGXHUZaTYZtjRwAYdMVpADuBBEkhtyaWsW6NIiqFq4cUlTo8qWzafmOVnM+XzwmbuT\npNOZx7NlsihMWfC7A15uaLAY6VHpjQn6kyo+r0u+kAR0wbwhm40DCteXz75z28Q5bBu0i/V1+AIY\nHBPUjzisyzMpXinxzJC76jHgo1tTjMQFHl0SmMEK62KR9QTNkuX8iZuXrOBoRqSUXydTbDRle00p\n5Q+Y3ktz8nF/zwzL9FLKYWawPTrzPOPFTnOySboYzLXaPcrpAWsB+Ml4SGXtl7IAGeGZEL8ADCQm\nNs345V34ImHWffyDpHpWc/RnCQ4/cZQXtrXgWCC7QBSA3OBn2MlDeBweUm7jev/jjOzPZVnbQcKj\no4wtCnKEBXiJoUdN6hY1EwwajOKfs/A8XzPy0ojLlitMuvq99B9XUTRJe7fCp/80h+d+43J7tcnW\njSaKkhEnE6gqvPP2NLfdnEZVM2IX4GtbEvyyxUN3hcL8qMXgDkF0gc0DR23Q/dALFEgwQPFASdTl\nvbemads/xi9/KUlZUFYqOX5c8A//BDe9A5Y3ZMaefH2KMjfhOfEeTZAwBY4LOX5497VpXjui0dgv\nKat1MVPgpsHRoL5EoiFIpaFvSMHvlRREZo4GHjmq8pP7vSyYZ/Oh91ya7kmz+X0PxQT/7ykfaVsQ\n9Ej+8B1JPFO0QJ2MokBe6PVdx8vmgWbJcn4EDJ31l6DgaBaRz8seIYQf+DiwhUzT6CEy7dW/L6VM\nzmWsucYZvsDp4tMl01Zz57jazpIFi6OAgUqmUYMju3EZQqWYFJJBK0TDZ/4VaX2do8+04pgO4GAc\nHKXgnnLCL75Kb2OQ+StNulaX8JETP8foSTPozyd4IM6y6EF6r8+nZF4PtW4rcaUUm6LXLY9HVeBD\nm9Ica1R5UdUJeGxMVPpGTykm3wwRsMnRPcuBpi6VUtthQ6nFslU2323x0bZQoeAlm+HROE7SgA6F\nUCHcvdnmxk0mt22xsCyNKxpsjrdCKq1yoNkgkVZ47DnJN/7ZYfECeV4Ce/Lxzf2AT2IAACAASURB\nVN0q2w7rWDYsqbQxNOgeVDBUyborLCpHHW5ablKT55BMCMIBSWnEZWRM8N37fQyPCaSEmzal2bx6\negumphYV0xQcOqqRTqfnLJJny7nej6G4gmkLagpc2gYVRhKC4DnE5xtJdhk+S5a58UZFPidzZtTz\nckAIUQI8S6bAqY1M9fw84D3AF8ZzRntnO95cC45+MJfjs7w9cEUa6T9BnBABilDwMdFqVuKAkIxJ\ngycxOSZczFydFU3Ps6g2wbxNtRzb1oJjSczGBM4jcYL2fnxFAZxfudS0hJg3HKNTLwOPSyrgZdOx\nF2iqr8YJOKi/OsL8hT2UFIG7YA2W7qLhRZ0m1/Ni0D2q8MgBAzMMhQvTDB3LmLLf84HEnMd6cL+H\nl9s0Qh7Jy+2C4PrMcvyvf2tw660Gu3aBmXbYvNnir79mkh928Y8LM1VV+MIXMtf5sU8pmLZCaTGc\n6IDfPG6weEF6hjNPzWRh1tKj8t2nvYT9ElWF373iwbAlzzYbuIDPA5+7OcGWOisTxZ3kAvz8bp2x\nuKCq1MV24LEXPaxY6JAzRZETwFVrLRJJwfx5ziUTnhPMJEArIg7leRnhOb/IoST39NzY1hMK8aSg\nrMglchEr2i+EM6OgkBWhWbJMxxuY83m58w9ABNgspXxxYqMQYiPwKzKpAB+b7WBzXXZ3gFIpZd8Z\n2/OBPill1ufzbYbEojX9IPUrYxyXUMYqwjRg04wju0FIDLmBX4gAg7iUI2h1FB6pKaKvdCkNy0Ks\n+Plxnv6P3XjtQdTHGvEInWCVj3gCito1SkNpjGUpRpO5mD6N/NE+hptV+mxJ4cgIxstjhNZGeKr4\nJ/QqforbTzDcvIT5dWtYtbLsol5vwoTvveglPholvyDE9e+BOj3Omjqb69bN3VrotU6N6jwXVQFX\nCpr6VBY2OHz0w2nuuMVkZFQQDEgKCiRDo4IX9uj4vbB2uYUxqaq6fomg5VGJIiX5BQpop6KwEyJr\nup72E/vOtDh64bBOrl8SmRCMjuTBxzy8a1OatBT09gvCjjyZPjCZWFLgMca9Q8fvCuYMb09+nuQD\n75q7WD5fphOgXgM+fW2SaEqQ65OnLf8//ZLOE9sNFAUMXfKpu1KUncNb9fUkuxSfJcu5iZsWOzqy\nJSrnwc3Af5ksPAGklNuFEH8B/N1cBpvrsvt0qfceYKaeoFneojhKnHCBTXNLhCV1FqOygzzq8Mu7\ncBkGqTNELp0yQUh0ccjWOUgxfk8uz6p11JltNHz0k9yhj9Fhpxho7qFn3zDRljRFjkNgwIRCQaS3\nFaU2BKV+XF1FPNyOWuwj5Wp4xoZpH+vg6FAJ0tQZDEQ46A2hvfIMq0o2QulULWnPj6G4wuBgnEU1\nQUBSFHHZvMxiY935dfUpy3XojarkB1zipqAoeErMRCKSyHiuZDIF377PRyIlsCzo6ld4302nxNpH\nP+jSN+olnYaciGDrxrM/jpNF6JmiaypBarunTOYhU/MkpcCnQ0CRJD2ZuUzF6iU2+49qOE4m97O2\nwiGSc3EjhSNjAseB/HPkk84VTYVI4PQxU2l4eqdBVamLqkLfoGDbKzrvv+X1E8yzJWvJlCVLlktA\nkIzP6FScGN8/a2YlPoUQE22TJPBZIcRkJ3sV2AwcmcuJs7w1UN0AQvqRngFMBBEyQq+vYwCA4soi\nwCVBPwoj9EtBIOhlSJSi6RYHvTX02i4ly28iknyI4upcajeGOTHqJxLS0X9+nJg9QkSxqYxHsdvS\ntHnLyTUDmK8mkHGTsRtKcPt1rtn7FK6u0nT9QtQVFoWhUTiQhoJS0C9OGbI51E1uuJaxFHg0ie0I\nCqdZSp4Nd61Mc99eD71RlU11JqurphaxI9HMcm9liYtlQ1NrJpwYSwqGYoL9ex3MgQRVVQp33QV5\nOfDv93rpH1BZv9bk+uusk1G82URCAVbU2Pxyuxef4aAq0BdXWN9g0dqloioSjyFZuXjq+S6sdfjU\ne1IcbFHJDUrWNlgXresPwM69Gr99xoOUsGWtyY2b5h51nnM+7Bm/ZvnmWHWfkmwuaJYsU5Nddj9v\nGoGPAI9Ose9u5qgBZxv5/ML4v4KMmfxkPxqTjPP+Z+dy4ixvDQQ6ObGteD0dHH01zdIrTkUZJ/6o\nFyAoEJIuNFJIelSbfulQJEzaHIuXWlJsUXuIlbyD69TnqTuxj1rLh1m9gJ4/WYb23DBKpI5UZAF2\nCnIONhFRFVaUuViHnkY2mfTVeokXBFGTFvWPNWG+C2Jo0NUK2wZh4Y1QvmLa65gQYpM5U5T0dnQz\nr66Ue3JT/PpVL2NJwe3LU9QXZz4O0XgmylcQySxFJ2zoSaj4NEmpf+rl2byA5JMbUwiYcvn65HG5\nLuGQpK1LwXYEG1ZY9I4ofPtxLx1tkp//uwmjDoX5NjdtVXjycT8DAwp5eS5PPWNQUeGyeNGpj+1U\n1ztBOg19/QrLK21Sa1I8fcCD7cD6ept3rEhz7IRKIiUozHPJn6LX+QTzKh3mVWbOORYXpC3ICUh2\ntWpU57vkBVx2Nw2xesHc3AakhIef91BSmElXeH63wabV1slc2EuB15MRuU/v8KAqEk2TbF4zd8H7\nejLZkilLliwZ4qbFzuyy+/nwT8APhRDFZBoKdQMlwAeArWSE6ayZlfiUUtYCCCGeAd6drWzPMhlV\nBvCZi1ASgzy43eLOjRk37lFHsDetUaS63OOp4D4EaXpIui0UiiQxxc9LsbWolsAVJnFH54C2lLJ0\nPwWKQ6h5lHBeBfbCPFKtXVgjvdjl1xKYV4Oqa2jhHKTbi3Z8N7ErQ4RSY2CAEU3jGUxTSQtUbgZ/\nHhx6CEJFkDP1cvN00a/J0cGJY2oLXL58Q4KuIYUfPeNlx0GDLQtNfvuMgW0LNq00Wd5g85UfBmlr\nVgnkSD5zV5L3LD97KfzoqMpPj3sJ6pKPzU+S55lazHkM+NR7kxw4quLzQkO9zdMHdCxHYI44pNKC\ngE/Q3a3QeLCfvv5aCgtcNC2zdD46erqyne56pYQf/KeP420qy5dafOj9aTYttpHylDhePM/hF895\n+M0uD+X5Lr93UxLfFAbsE1HF/S0qP3/aCxLWz+/ihf4Qa8rj5Nfk8YveauKBFDdUzV7ICQE5QclY\nTKBrmY5C+uvgD7p1o8X8aodYXKG82CFvBuH9ZmFyHihkI6BZsgT1SxP5/NlFH/HNhZTyP8etlv4G\n+M6kXb3AZ6WUc+pwOddq9/PpmJflbUJNTT4AD2wfZH0l/OeYl05bxZWSz0Ykn1JSDFjP8X89heQo\n7SAke3NWsTu0huhAgHnyAPnOKH5fiiTLCRhe1Eg1qhQY9Q0QHUTc/hlGHnyUxCv7IBJGiTSg9O4n\nPznAkCeCqjvIUdB8DsZYmqF0M3k5taAZ0H3wLPGJ0w+ooOadfUHjTCfUXjqik7YFsTTct80gR4fS\nApcndhn879/52bNTJzma8ffsalLYdK9F8RkV0k/36HhUyWBasH9YY0vJ9CIsJyjZuPLUMnckIElZ\ngnCpij/sYve71M6Dq6/LJ3LQ5JlnDXQdDENSN+/c5vkArgvdPQpej+RE16l18slR2aGo4MBxjaoi\nl7Y+hbZelUVVp48/ObL60LNJNDuNqkgae0v56ruSjCi5xBMOi8I283LmXrTz4dtT/OZJA9MS3HVT\nCv08W1pOLL1PPJ4JIaC2wiXjMHd5ks0DzfJ2J2ZlC47OFynlvUKI75DpLz/h89kopZzzTfGc4lMI\n8W/An0kp4+OPZ5rYH851AlnemuzoyGOH12FptWDYEaRcAYpFmDQbxH7ahEpC+livvYRZLXg5p4HP\nN+6kyupGLYmi0ZXx8omsIrnjeYQ1Qrp+Azn2IO5166C7G7P9BGpuGN+nv0jVyz+mON1EQvpIlamM\n5gX5gfgAZUN9HJM1fNXsJD89evok7R6I/gCECqFPTClAZ8oLrCl22N2ioQhYWm2z/6BOLCEYiKr0\ndAticXBzBGkFjh1XOdykUnzl6TmSdSGHJ7s14lE40qZglKisXevMmB/Z3dbF08+6HGoOoERC1C8K\n8LX/qvL8cwEKC+HQcYsbt1pUVriMjk3YF0maW1TKSh38/lNjmSY88LiH4x0q16w3WbvS5u4PpNj7\nmsa6K6cWwkGfJCcgae1VMDSIm/DNh31Ek4JlVTY3XmGefO8AGhYHeX6vAa5kSanNEVTuG/NQrbt8\n8Yo5+RKfpKTQ5bMfTJ3Xa89kqvSKqbZfzmTtmLJkGecN6u3+VmFcaB6+0HFmE/lsAPRJj7NkmZGJ\nCOiHXEG7YrHc41JvOEAdKEGq3OO0uSXoriBHi+HFIiz7GCjPR1FcQiNDxNU2jhUtpJifUnXdIiS1\ndGjH6In/I22hG/F+ZgO3JcrJ8QbgRCPWwBHUvscYqtd5pGYr27QtKAUuI/m5tJkKXxlax9dHXyA3\nsRH8E6LCBuGO34hmFxmczOo6m9KIiyKgKNflQI1LPAmP7PYwmIBDhwRCgrDAQZAbPPvL4XWlFvmu\nyw8fMuh0Bcd3GaRSFtdee3Yhz4QoMiniYFOUykqVtrYx1m2xebE/wvq1EPRLnt1psGqpzdIlmWt6\nebfGX/z3IIkEeAyX//KlOFu2OBgGHGzSeOU1jdJilwef8LCwzmH++M90eA349K1JWntUNE3yi+1e\ngj5J0CvZfkSnt2eYT9x+Sri9Y61JeaGL68KyeTa7bQ0pBNab9A/ATK4AlztnLsNnyfJ2I2jorK/M\nLrvPBiHE1XM5Xkr5/GyPPaf4nLzUnl12zzIXyhSJeXiUWzZOJAQGUIyPg3UvaVNgeyXYA/Q+XMKR\n/iXkbRjkUGU9gwW5VNKKTx3gJX0J3bKLiN2Lz61iSHPRrBfYIzYwlja5pd+g8oVfoQQKiTlF0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CuldUnLRg1jSHOTPSvP6BTigEHR9odLCQypr9BLKSNGeWIkLAyzbUC0grXsthloQ+Ce9ImKqQ\nTgr6+kFmw4ZmjT09GhW6zU9SYe5bkiB0mqjn21t0evsFFSUuH+7WWD7fprpi8qfoL/SU+8m42CyZ\nOhPnZ3tDXvg0/3gXM/5s90nBaMVnNtAwcLkHyAP2Ae8A94/jvnwucoSbiZ5Ye8LPG9oUYs1RAiV9\n5BR0EtJT9LdnYIQsDjeV0/72PKaFW6gKxeiry8TaHKBl5jV8uuARworkG4Vwe6bgN9KkgRbyRROf\ntF6hXHZ5zUbB60ApOum+BgXo4OXRMFx958lQVZg/3+sOX7FC8ImPp/neD2y2b5c8+iggQuiazerV\ngpvXem80lgUPPRH0nJSkd/lPv5SgpAS6exVSCdi6RUeRDp2HJRnBBJdeH2XDbh27DWwlxO4fz4On\nJMoyC7ehG7b2AWFQdFA1sCQoEhISmiTZMZs+U6e+w0VLC8oiDldk2rT0KTT0qMzOP7WQDAS8ulN7\noBFem+QjN+HCnHY0Go63ZLqQRagv4i48IkaAS6f6afdzzWjFZx0wDWgEdgGfFkJsBG4Husd5bz4+\nR0i5sDOh8HSrSpMZJjuVSyQWR0Fg9gawUzqptM6h/gANHdPYpNrMybHJKzOpbZ5BbeiP+dr8OCVG\nMbOBPyNML9NwEg/gKA6qqCLiBsHZc0rxCUdF52hF6PHnmRbsaVZRFJhZ6qCdIt0cjSqoiuCDDySh\nMBiGoLNT4bdPxrl5bbb3HKUF8bhgSqlnQt/UrJBKCzIiklR/H794NIe+Hgs1oJCbo/HqlgIqzD46\nFEkoaBCPgSuBAwJ3vwk0AwbggquCCEOnQCmWuKYBMRenU3J1bor2WknXRpPcHIu38w2a0zrzdZvZ\nK04tPi9faLGrTqO+WeH6FSYVpRfG5KALHb8O1Od8JZ422VDvp93PNaMVnw8CC/CGzf8t8AyeB6iC\nV/fp4zPuJF34bZfGdgt2Z7ukgyqtyUySByvQivvQDYvedITuzjxsRwMp6OtV2aW4VDkGNVVp3tuV\nyU9mB/kjwyUfBQVBNpmgLAG3C0Qu0ITnK3R6DhxSiMWnsGiWF7I7lRAdLlImJTz2lsHORh0ELJ1u\n8ckrTj0BZMUKhUcedUgmBaYp0TTBtOqMI8fjXc3MnVnJtt0a8d44c2ckIDce7AAAIABJREFUiYRD\nAHR2RunvkkjpoAiLnm6QhkZBJERJqURg8sZvDVxl0Ow/BqTw/rX7QbVBT6LqKsE5kmRhEW4dKE2C\nfS8Jdv5HEmI2u02JyE4x/RLBs9kBZs6xWZDjoA9T+2nZ8MTvg7THVfSIxBZHG45q61S279EIBSWX\nL7GOzKqfDJzNBrTzCb8O1Od8JBLwI5+TgdFaLf1wyOVXhRCzgWXAXuDbwL+N7/Z8fOD9uMJeC3YF\nHQIGlMyVHN6j0t2Ry3svXE60vA/HVjATAQJuErPDAFWlb3+A1ikWxbkqWSGFAzsT/H5aN5/MP+qT\nSeBmSD8BshnURaDNG9Ge/mNdkJ5+hZL8BMX57kmjoScTKSkT9jRrTCtxcCVsPaDx8cvSR+bDD8e1\n16h84uOSV151sSyYN09w401H/4WLK0pY5dRTWWCQX1xAhhJDCE98dncKHNshGALHUdFUm3gvJF1B\ngS75h8/3c8eLKgeEhqO6YOt4ItQFkoiAiRIIgwCnLAL9Eio0kpZk5/MmdNugq2CC7Hdp2J4mY67B\n4y0hXj9kUyMdpua7zC47Ggnd16Syt0mjqtTBceHN9wNcMtemuUXhkd8GiUYkpin4cLfGH92VPFLX\n6jO5uNjqQH3Ob+KmyUa/4eicc0ZjOgZ8PRuFEAuBj4/Plnx8juJI2JZQ6VJdBBBCECqDQG6aroBK\n1zsGvV1RCme2EDYFiWSUQLVJojGKa6rE2lRacjXmTEkjk1HMfPVYQajkQejLIF0Qp2nNHsLaFSad\nPYL87GPTxCNNyRs6lOS4NLYrSAnVxc4phSdAKATf+UuNVaugtwcWLoLFi449p6yqhLIq8Aw6vfve\nsUNFdRQUAfF+yIg4BDWF+QtsbrraoabKIWDCtZdZvB9yOXTI4WCDBuTiRT8BNRuhBFAzbNSYg6sp\nEJesnJfi5RdT4NigKF7o0nQRcVhUYZEvJU+8EeRQjo2O5AurU8waEKCuC2Kg8l8MTJmUEtZv1snL\nlmRFveLV+kMKB5pUFsw5OiFJSu/2g53xg8+3z7nhYqoD9Tm/OVuRz0fHfcULmzObEefjczYQSVRj\nAyjt2OZ00u4yWuOCbgMSjiAzKBHCGwGpqRbh7F4yCvtpeacUaSloGRbh0j76e7JxHYE1MPkyrUiK\nEcMLwlEIT4Blc089KvJ0kU9FgbvXpHhvr4YQcOnMkXXV5ubC7bcdvb7+HY0PPtBYdZVFTc2J9ZWx\nmOCxXwa58jKL4kLB668LplenuPIKl/vuc8nK8vLc8ThUTnWRQEU5HCh12fRuDkgLMJApgQw7uIpB\n/GkDwpLiaQ57mlMYikXadsFOMmj1q6o6sy93iMVU0nEIZrt0tqjsaVJREhaP/8qmtw/SBhyQBkIo\nXFJjkZslURVPWB5BHuv/aZpw/0MhuroF99ydoqTYnfAU+FCxa1rQ0KoSNiRlBUc33tCgsP4dnYJ8\nl1WrrGNssC5E/DpQn/OBuOnXfJ4JAwOGKoDg8ceklG+MdB1ffPpMMiSEf8W+zHU0KoWk5Hv0tjTT\n2PERrCk6fULQHYfSLIUo0J8pCSoppCsQAYlrgERB0R3QPU2Zn+0QSypUTU+zaILnIJxKhEZDkqsX\njN3KpbtbsO5Zg+wsyeO/CvKdOfEToqf9/V5sMTMTFi+S5OcJ/uBuyfTpg7WdHpEI3PulJI1NKsGQ\n5Hv/J8rBwyrtnRZOUgAKri0hrqBokpDr4HRbdPRLIgUadr+Nk3ABF1XVUIMqTz0s2LNdEO+S1OkG\nVcUuLds1Nr9t0d1pEQm6VFZafP1Pw1x2mcrUEhchYPXlFj9/PEgi5c2VL8iTVE89KvZjPYKmJhXT\ngkPNCiXF565JybLhgedCNLYquMDtK9Msn23T3y948KEgmgZbt2ooClx99flp2zMaButAwasF9QWo\nj8+FgRCiDHgYWDXcYTwDqxG/wfri02dSIUnS0vsE24I1qDr0mFmkS+EjRS8QtFPscWawo30BPZ0B\nKiImoqKddJ1KUEuQU95BZ10hIuBidgfBkmTkOmQWmog+nT8uhzwUDvYobN3TTdXUXGbkOegToEfP\nRmQuFJJkRiVd3QpTyodP2xcUuOTmSBobFYSAaFRSepKO8qwsyfwsm9YOhWimpLoKVN0gHgdbExSX\nmMRN6GxTCDgWvR0qTkAlcSBN2ICUAGEq4Gq4PRbv/kzBSUnAgpBCh6PTc9Cms81EC6ikLMHeFvjP\nN1RWrj4a3aye6vCVzyXZc0DF0GFRjcVA35T3mPIlt9yUojumUDPn1BHos8Xg77OtW6GpTWFqsUs8\nBW9v01k+2yaRANMUFBe7SAkdnaOLrF8o+Gl4n8mGn3YfM/8OzAe+AWwDTt0hexpGJD6FEE+d5pTM\nM9mEj88g9utP09DbjXutQ05WPxv6LycZUEkb2VT0HGRpYCMOJvt7rmRqTi+zp75JnWrw4e4asmfE\nMKJpunfm0N+QQ02xw22L0yRiBmsXmMyNCF7br/PivgCKCPF2TFCR5XBT4QEMVU5I6nY8u6SDQbjv\n3iSHDytUnMSY3TDgD+9JsmmThpSwdKlNOOwd275d5YUXDBQFbr7ZM7UHKMh1uWK5RU+Xgg2UFTo0\nJVTCGSodbdDRrZBUNdKOAh0a2BESaQc9FCNgSNK2IEEA6eigDEzhTSQ5WOeSW+zVuKoaOK5CIivC\noXiAB5/r4VufNY7sW7cPUTPw/tDf6X0NpboMKIPeDuhl5OI+aUOfKcgPSZRxGOWZ7D6MplbR2Svo\nTwoWTPPEcH6+ZOECm61bNYIhyRWXX/hRz+M5vhsefBHqc+7x0+5jZiXwJ1LKh8djsZFGPjtHcPzA\nGe7Fxwdz+/uEDrVRkteEDKmoUxzU4gBaIk2p2URB/DBtIoPMPZKvrw6iZW6ga1ErG4J72LxzOUk7\nyDy9g2lrIgSEjmsp3LzQZNVsi96U4OX9AcqzXLSBQNSBboX2snKWltkTYp9zulrQQWIxm9/+LkZb\nm81ll0VYuSIDMczg86wsSVbWqb00MzPlCSnf1laFx34ZJC/PxXUFDz8S5OtfS5CTI1EUuHVNmhll\nFo0NGumkwr//RqWxSUUiyZwCtilJ9SjQpQA2OCpWMhs9uxNXNZCWBFXxvhwJrgZ9Ct2pAIoWosfS\nAQO1Cdojgu0qvDMNLr/c25+RWcq+AypBQzJ7hoM2DjmaPlPw4w9DdKUFlxbZ3Dr9jD64AzB9ZhE3\n9zexs72MnKjLNUu8AmNFgU98Is3VV5uEw/KI4L8Y8S2ZfCYTkUCASyv9yOcYSAJt47XYiF7SpZRf\nGK879PE5Fcr0hUSf/AlFdS9zaNoU5n2ikG3ZV1HuNlPt7sWKBFjSuJXQ9i0sjy1gZ7CNKQc7mM5z\n3LJ0I/XWPTTGIbNwH/khg1UZS8gLedG37pQA6dkc6arXcR7WoblPYSkT6994uvv65ePdHG6xyc1R\nWbeuh8ICndmzT6jvHjPd3QKEV+sJklhMEIsJcnIkGzaqfPs7Bq2tGvm5DsuWQ9tBhSlTbUwp0FC4\nepHDzx7WcQZLFhwBQiFhK6hZgqChkjIHJiJ12XgFuBLpgKploxs2TtzCsaB3FygVDs89D5dcAv1x\nwb8/GKIvruC6Xtr9U7emGUZ7j4rWhEJ3WlAecXm/XRsX8QkwpcBk2ZLUCT9XFC8C6uPhWzL5TAbi\naZONB/zI5xj4KXAX8MJ4LObXfPpMKgJX3Qr//D2iiYNM21bLFXl7iZi/4fXpq+nOzKQo3caqba8S\nKJqLtmE/swqa6ccFI0Rx634Ka56jZs6VdAkQMoVOHPDEZ0R1+eCAhm2BJmBRpY2jCSqzvcjhRNv1\nnEqANjdbFBfrqKpA1xViPSOrbWxpkXR0SHJzBaWlJ1drhYUuqgKdnQLXBV2XR4TS/T8LIIG+foWe\nXsmChTYFGS6VRS4BQ9JkqvQ6GllF0NXpQr/mPaGqDW4OQpHkTTMIS5e9uwHHAVSEJsEV2JaC0mvj\nqhJpa/T2Ct54K8ysOZ5g29+g0hcXVE5xkBK27dK46VqTzOiZCbmyDIeyiEtzQuGacvOM1vIZG74l\nk4/Pecsh4C4hxCvAc0DX8SdIKX8+0sV88ekzqVBDIQo+8VWSv/wBkXCSnF6XrFgbd9Q/CeEQIqnh\nZhvEZpexLbOOku4+tIwQmgZuOEx+a4Di0qvQZR06ATIGypF7cfmPJomtmoCO5Sq8vlfni1cmmVNw\nNG090ZY9JxOgS5aEWb++n2DQaxSaWmGcZIWjbN/u8J+POQjhWRXddpvK8mXDd1Pl5kq++IUkr70W\nGOjENokOiLuiIpeNm3QSKYlrK7yzMcDVayyCEUkwCJ9anuKXr4X48idSPP28zo5aBbpdREBHNTSk\nI8grtFh7eYInnhTUtUocoSOlAhI01Ua4KVQ3iKtoWA7EYkFmzHAQwsIISFzXewymCboGAf2o8HRc\n2LhPoz8tuGy6TTQ0MlEa0uArC5OkbC/i7XNu8C2Zzj/W1UZZO6vvXG9jXIgYAS45C2n3R8Z9xUnH\njwe+VwJrhjkuAV98+py/ZNzxeTLS3WR3vITr7CHZrIOqEXayCRRmY4eraYzGyOgx0MgjgU1JIkJA\nmQvBRUCYmcw/Zs0XibPPNCCapjpqUZAy6OoT3D7HPDJT/UzS7g6SbfQRx2EBUaKj+Ncarg507U1Z\nlJbqdHc7zJ0TpKTk9Grp6WdcCgsFoZA3fnPdMy5LlygoJ+msmTrV5Q/+4Nh0sWnCR2+xqd2roBs2\nS5ZIFE3nv/1J4khkdOd+lfxMl8pSWH2VS78lObRLRbggLIkqBSuqTNZvSFNYohAvkjQfdJFOAE1z\nue3WGO++08vhlgrAIRBIs2SpRkO9BljMmu6wdIHN1h0amgofvyVFcEjFwZZ6jd9sDqKpcDimcPfK\nkafPFTH+wnOkdbw+R/HrQM8f1tVGqazMAy4M8emn3cdM1Xgu5otPn0mHiGYiv/hnbHnpUvpe/zWX\n5YUImltRsgsxZt6InXsNJJ6Ejnr6kgUY9dtAKYS8UqgazoIM0gKqp5o01IboigmiDlxWZZEZllg2\nvLNdZ+9BlaAb5fqoID97dCneOhJsFD3oKPRIm5soGPXjHip+NU2wfFlkVLe3TNAGfCdUFWzHix6e\nbnLSkdtb8OBDQXbv1siKQlWVILfQZfY0i6YmlYwMG9uWpHttwrpDY4tKeZHLXdckeaQnyOEDKgEF\nFs9NU5XRwcYDacxIiBlrIiyN9dHQFmJajc5nPxXhni9IvnRvD319Knl5Bmba4L3NNm+8CVethE9+\nNM2N15jomsQ4LuibtgSKkIR06E9NHgsjX3iOHr8O1GeiiRhnp+HoQo98SikbxnM9X3z6TEpEMIis\nWcL8gm4ObtlGtPh2ipfeAVmZGEjyMy+lQxX0p2PkFH0GLXQDhHJBGf5P+hoZ4sXcBB+9vo/y5gxK\nQ2nmV9gIAd+6P8JbHwaIRlzmVRSz9aFePn9tB3NrCkcczRqUqmLI5bEwKEAHL4+Gq1YpPPecSyQi\niSckq65S0LSRd+k0Nam8u0GwcWMS14XsbIOrV9js2q6za4fGtCqV3t4EsRjYdpxLr1C56Xr41XMG\nC+e7VJS6SARrV3ZRuzOGSEv6umHuVJepxX3MvCSMDBqEwmmuvTTE5vcE//iPBq+/qTJjhsOihWle\nehGuuBw0DX76U4d//hcFTXX55p87/OEXvZDl0iqLlh6FWFxw82KvdrMnLWjsVcnQXaqyz53pvB/9\nHD1+HejkZF1t9Fxv4azgRz4nB7749JmU2Eg2lpk0rbyKq29ew3w9csRqSCCoZD4FkQpkRBIhG4VT\nR8CK0bhbZkI2kO2Ski7tEg43qLy9PUBViUM8LYglBFPyo9T3BJnLyJtSphOmXzr0Y7P4DG1vhwrQ\n0bDqKoX8PDh0CIqKYMGC0UUFVVXy4VYb23YxDOjosNjyvs6MGZJoVLJpk4qmq3R1BcnMdNi0IcWt\nNysc7lBZs9IkaEDjYYWW5l5mz82kuNTl5Rd7UPtMFqwIsnatS1dfgrAm+fWvDeIJQfUSh9b+FPlh\nm/c+FHRHDR7fqjJNT/ODfwhgqjoy7fLd78e57BKHefNUQgH4xCVHU+2xlODft4ToswSuhFump7my\n/NyYz18ouK6kvr6PSESjqOjs+0T5daCTk8rKPOrrT+e0eH4RMQJcUjX+kc9xMb+c5AghrgO+Asxi\n+PGa00a6li8+fSYlKeGiFBrsOZhkdlmABRwbwRMoZJAzprU7JDxkKcQldBkCO88hZQlMC4IBSSgo\nae/xhNtI6/lUBEvP8awFIQTz5qnMmzey810XaptU3tyu09SmoqpglDkc2uoSMiWFhS5XrTSprTWI\nxQTLl5n86tcGkYigrl0nErbp63OZV23x2nsBeqXAMuN8dE0m619PYhiCZUs1/uTruUyv9qKWuuby\nwx+G6ehSOJhWOBBTaHWSdL5q44RUwqUKmW8KMsJhkiroAqShEXcN2tuHr+080KPSZwoqs11SNrx9\nMHDOxOdE2nWdTd54o5nnX2xC1xS+cl8NpaWjKwEZC/5ozsnF2ll9rKtloN7zwmk6iqdNNu73I5+j\nRQhxE/A08DIwG3geCANXAg3Am6NZzxefPpOSDKmyJJHBrrjFpQNWSePF7x1BGihXIBx1CV1lob+l\nUVAEs6c4HGpXuGy2TWuHICdTEgic/6Ki9pDKxj06qiJZMdeiPM/ld+sNNuzSyMmUlBW4OA5ceb2C\nFQySbyX51Mccapap1PbCzDKHz6412Ven8+ZbKi29KpubsnngGYVl8y3mX+bQoaeZUhWhMWRz52ck\nPTFJWOun/gA891yaKRWCREaQRzcaHG5wiO1LwQKBOktFuTZKJA5qs8n2TS6XXmOQV+jS0eKJ5Iwc\njXnzhp8SFNElLnhd8ymFsuipTfcngvP5bwWgpTWJrimYpktvrzkh4vN4/DS8j8+k4tvAj4CvAxbw\nF1LKLUKImXjen8+NZjFffPpMWmZaIQIdCXJmju/w9ZSEwR6WDB2W1FhE6xUcFw53KhxIKnx+Yyb6\nRrjaNvnenQmK8t3zVkzsPqjy0KtBsjIkjgu7XtJYOcvk3V0aVSXukTGTQgUrqVBQqJKbG+H6G/r5\ns38Ks22viqIGaGzspWRRCvZFaKjNgYQCSH7frdOREtxwB1SXOTR2qZQsMViU6fLk4wob33coKIIf\nvWnyXm0O/T0ukaX9BMoUzP0CZ30ap0qnv0JHMwK02Srz80wOzTeozwRFSBYvEDS2BigoOBrR7B9I\ns8/Icbh2qsk7zQGKMxxumzk+5vFjZejfyfkqQq+9pgzLdMjNDTJ9etaE378/mvPcc7TL/cLCT7uP\nmdnAXwIuXmuDBiCl3COE+C6eOH18pIv54tNnUlNZmcfv1nfysStO73M5Ui5XJA87gj4XHOCT+Q4L\nPxvncKdKXZvCI5syyTIcpCJ4IxbgoaddvvGFxJHbT0ZB4Thet3pwmCFI7+7Ryc6Q5GR4rVCHuwVP\nvBVkRolzzHzzWI/gw+0O0QyTbTt1PvYHQbYfDmBGFUi5bN9UQmZmKx0dQUgKEC5IASlo3Oey74BC\nsAAihiQr5DX9NB1UCCh9xNMOW+sq6G00KL7+ENHsXoIrTPY+MZPULhX6BHaHibKlj0h+Dg/+MEw4\nC25YbTF1iiSRhKYWhaUDJQVb2jV+c8BASvjIFJNrqyyurZp889Mn29/JSMnPD3HXXbPO9TaOqQX1\nObdcCCl38NPuZ4AL2FJKKYRoByqAjQPHmoHq0Szmi0+fi47pKtwnXFqkIEtIpimA5kXtPmhRSEUt\nRFgSjWsYuqSx/djGncnm61jfpPDok0GSacGC2Ta335Q+Zha6KsAd0oJvWtAbF2RGju3L9/q5JLoR\nojumEmtRSOoCkcQTmckUXR19EI2AIr2RmgCqRMbT5EqLSys0LqmyCQ54aS5alsNzz9ns3GbT3RRE\naAK3XaNjbwl5S9sI5piknAxI98OWFGZzmoMtbXRkZWHpmezdo3HrLQ55BZIpxUe72J9pMCgIuWgC\nXj4Y4NJCi+AkfTWbLH8n5ytDo6DgR0AnguOjnvX1ndSc+88i40Ik4Ec+x0gtnsE8wCbga0KItwEb\n+O9A/WgWm6Qv1z4+Rzkb0c8SBUqGMUWaXWKT856DiUIwLgm1wLw5w0fUJoMIdV149DdBQiHIz3PZ\nskOjutIzaR9kxVyTn70cwrK9NLWqSIpzHFzJMZHP7CzJ3JlJOnt1crIUWlsBCSIIMi0gJby2r1QX\nGArYA2FWkSRaBocOajTvVcmYefT5uuJylf5+ydv/phBGoS+lYKUMjIIkyY4w8bow2Aq02tBjAQ6u\no5HuEaCl6ZUaz7yo8dN/TLB47tHHlKFL4pZAVyCggjZ57D5P4Ezss3yO4lsyTQzDCc8LJeoJkEib\nvOdHPsfCo8CcgcvfwWs8Ojhw3QE+M5rFfPHpM+mpr+8k7DZBeyNEZ0Gw7KzdV02p5EeXm/zfZ0OY\nacnqGSafvenUlkvjKShGa7FkWZBMCfJyXISAgAb98WOdAaqKXL58XZIP9nsTg5ZNt3jxvQAN7SoF\nWccK8KllFvPn22gBaGsWtHeriJQX5NREgOLCHLp7YvQmWkE4YKYoqCmkeqpgwZwAdQdVPtitMavC\n4Rf/GaS1VWH2UovgZYLCRkHf+9C9ORcl5CJdkH0q5NrQZiNSJlJKQMGRCoorCJlpcnXBpYusY8zy\n75ye4skDBqYj+NyM5KQWn4P4wvPM8dPwE8uFJjyPcCZmzBcpUsofDbm8WQgxH7gBr+P9ZSnlztGs\n54tPn0nPtCk6gX2/gh4NerZA1R+BGjpr93ftQotrF1rYNkfS17YDz70VIBmHVUstiopG9uo10ojX\nYPR0tALFMGBRjc2mrTq6LlEEzKo+ttu7s1Ow+S3o67O48kpJYTasXGCx42mNzLDEOG7cZGu3wvKF\nNktLLP7qgQh9cYVI0mXl6gQrroB4PJtdu8A0kyxeorLlYJC5MySVlRoHWyFpCl58KUB7u0JJicsD\nG0IUlfexq9aFXAuyNNy4AgqQ6WKognSdQMFFD2rYtoaLDi709+qke/r49eMmX/pDHV33hHVJxOWP\n5iVP+/zs7VLpTgkWFNrnLC3vp93HFz8Nf3ZZO6uPHekLr9FokLAR4JJp4592/49xX3FyI6U8CNw/\n1tv74tNn0iNwyM4OsOOgQk1ZGuTETLAZFJ6OA5/5i0zWv6ojBMyssPnZ3/dRWTn8PoaKjdOl5sdi\nJn88t16fZnqlQ1+/YEaVQ3Hh0X11d0v+9H9o7NsnEYrCz34u+frXLW79GNyxKs2TbxlIIBqS2C60\ndQSornS56yMpsiKST92aprNLUFIkycmRA3Whg4SAEE+/Lnj7gwANzYJQ0GVetc0LtQFPDCtgI9jx\nvkLzq23QbYEaBlWHUIRACVxaA05JLo4bJTflglRJW2nWv22RTAY4UKfwP76hE4tZ/Pk3R267dbhP\n4YGtQSwH2uMKa2eMfGiAz/mDb0o//tTXd16Qne7gpd39hqNzjy8+fSY9jppDLPM2ooFtvNIyjWtm\nTKzn4M6DKhve1Ckuc1EU2Nei8sKrAe79YmrY84cTmafyCR3rRKNBNM2Lfg7Ha68r7K6FaVWeEOzo\nEDzxhGDRQpfFM2ymlTp8uF+jsU2lMyXIyUnyhx+BfXts/vVJk7w8hc9+JkBW1snz2mtXmsyocEik\nBJWlDrlZkmuusXjwIZXt2xLcvETy1+8B7SoQAVuASELKxezJRM62KZ4Oc1cKyhqhoUnyq6c1kkkH\nzxTLxjThySeToxKfQsDgTCxF+Hm2Cw3fjunsMd7CczKN6vQjnyNHCOEAl0spNwohBi2WToaUUo5Y\nU/ri0+e8IBVaQCq0gPwc+N16b9zbeDYgHY/twvomnb2dKn1xcIPgmODqnsNQODR6MTMSAXqy9Gwy\nDQ8+HyIcdPnkVWm2bRcEdElVJWRnn/w+Dx50URWF9vaBVLzQMAzJnr2SykrIikhWzrcAiwc+CPJB\nQ5C0I/jNby2iUcGhZodNm2xmzAhwuEVQViopH3h/bzis8PQbBjddmWZ21bGp/sJCl+rLHJo2CtKG\noLA9RTcK4ILQAR2kA0JiCkFro+Quw2TR9S4/+Icw/XG8c5CAjuOkQUjSaYlhjGxefXGGyz2LUsRS\ngnmF527c5vk+oGCy49eBTm4GG5i6U+Pr1zxWEmmTjXV+5HOEfJ+jTUXfZxyrZX3x6XPeMfipfGuz\nlx4aKkJlIoE8eAhRWorIGHuE9Jk9Bu8e1MkPuyRdwfSbHPY+paJasGqJyU3XjS2Fe3wafqTCJNav\ncOCwiiIU7nxA4aVnXTTF5uabLb79LYU5c4a/3cyZLsmURfNhFxAUF1vk5dtEwie+EXx8TprFoU6i\nRj4F+YKGRgfbhp4ewY//n4IQXjPQH97jUlUF+w+pbK/TmDXVZlr5sSUIuxpVNu/VqSzuQ2hhZi0P\nUrtt4DmTNmACBsX5ghvmWji2JGhKkqbgE3ekqYvpJHoUentMUDXUoEXMUviLv4HvfgMipxg3nkp5\ntbBCwLSccz/tyOfs49eBTl4mW/rej3yOHCnl94Zc/u54ru2LT5/zmkEbJvAioc7jTyIP1CNKilHv\nvQchRhYlG0rchPcOaVRmeybsmYbkykUWX12dYEmuTVmxO6yZ+2gYrf1OSZ7LF29KsmWLwr+94GKm\nFSwheOlll6pKwf/6q+Ef5/JlCmWlJkFDYAQhHJZkRBTmzTsxjZ5pSErCnk3Spz9tsHmLTWYmHDig\nEw5LCguhpUWyc5egqkpyxQKLknyX/bss7vuqS3a2wh9/FcrLFVKmQFU8K6eQIZm7VCfe0Mu77wZJ\nJBQCAZ2sLIMVV5iEQy4tLfD6u9D5ok7VVIX/8TWLx+bqPPUbFTBR87OJx21eWu9S9ZTKvZ9Msbde\n5XCbQnGBy+xqByHgd0+pbHhXY8FChzs+aR/TIX8yunsFrV0K08pqlrVuAAAgAElEQVQcAvrpz/eZ\n/Ph1oGPHi1R6lysr81hXe+EYzMOA1ZIf+Tzn+OLT57xnaCRUbotRk6kg+/tBShiD+HSkQBHHemBq\nCuRkSapP0mQ0Fo4fw3g6Zlc4bNqgoigWmq6iamC7glhMMljdeDy5uYLvfkfnb//Oortbcu3VKp/+\ntEZW1onnD43AZmYK1qz2lJhlCt7bJAgGJfG4oHjA7N0IQFezyZe+bNPWpiCly2OPwbatMKPcIRp2\naWrRCadVrr80zZJ8wdIlcVIpjVhM5ZLlCqalkky5WFYnu7dF6Iq5pJIq//VLNjkZktr9OlveCWPv\n1iHp0q2arHvWpbJI540NBoYhSaXg+lUmly+22PCuRsVUl61bFa77COTmnvo5tW346W9CtMcUVi4y\n+eiqs9OU5KfeJwa/DnT0DK3HrKzMOyI8h/5sNAJ0XW2USmcXMPjc17MjXYlhTCK54ZeAjwghxF+O\n4nQppfzBSE+eRH8NPj5nzuFrbmN+5ADKrBmIkYS9hiEakFRmOzTEFEqikpQNpgMz88eewu3rF3R2\nCwry3GFTxiNtOpo7y6a6WtBwwAIEWZmS6z5y6se5ZInC4788tj5WSnju7QBpS3DLyjSdh08ujJYv\nlySTsHevd3nxoqPHXn3VoqNDxXVBSpfGRpXfPWXzuc8qfGp1in95AuZOs1i9yMKeF2RalUVbmySZ\ncsjJSTCvRmfzliTrkyYfqRY0HLLp7ojzxBMqdR0htm0rw04IcG3oasF0TJ77hUrtByHu+bJCXq6C\nbcNr7wZYdalFzTyH7dsVqqdJskY4knxw+pP035AuGPw60JM3+QwKwyPXh16pG+YG1StGdb+D69er\nc6jBE6z19Z2jWuNsEjECXFI9/mn3h8Z9xUnBd4+7frJIx+Crpy8+fS5OShfN4pn6fD5WPPZmJCHg\n0/NSPFVrsLtDIyMguXtBioqssUU92zsFP3k0RCotCIck9342SW7O2JTO4vkuP/i+ygMPKTi2y+fv\ncvnYR8dQWpAUvPl+gJ5YP1cuFKeMyKkqrFkjWbPmxGPTp3vfPeHmNRS1tlhAgNp9XbiBcva2SFw3\njaoKFi7U+dnPE9TX26gqvPWmybx5AseBcMglL7Ofze/2s78qzPY6lVSHhISEeBs4g+4CLvt32vzn\nL1xuvz1Mbp6KpoKiwJ2ftunuFmRlSdQR9DdoGnzp1iQtnQrTp5zd+lA/+jmxXEx1oMdPJQK8CGbd\nWyeeXL3iGPP44W57hLq3oO4tKoF1tXNGnn6vXgGTSHAOJe6n3UeMlPJIZEMIMRd4CvgJ8BjQChQB\ndwJfAm4ezdoTKj6FEI8A1wARoAX4eynl/QPHwsA/AnfgtblulVJeNZH787kwGI9xnJEA3Dk/DaTP\neD/bdmuk0oIppS4NhxR216lcsezE7uuRiBMh4OYbXG6+AbwPoKdXWKYpcV0IBo+K1Iyw5MYljWTm\nF1KQM/ZO8FtuCXD99XGefz6A40B+forrr/ee99mlKUQkTUZQ8k+/C2M7cMuiOI2NNpWV3ktPfYNN\nXl6AvDyTpiaLhgaT2bN1iop0unsFOC5oLrgOnrgd6JgHmpssHl+nMqUywDfvS3jWSgLy8kYn7POy\nJXnZfmPShcrQsZwXqgAdkTH8QASzxqg/Zk772ll9rKs9SWPQgFA9Plp6MgZLHYbbXzp97hwnhhIx\nAiw/C5HPB8d9xUnHvwH3Syn/fsjPGoG/E0IowI/w9N2ImOjI598A90gp00KI2cBrQoj3pZSb8dS0\nhjc7tAtYdIp1fHzOG7IzJaYp6I8LbAuyoicXR+MZHevqcrj/Zz08/4JJQb7KPV+Mct11wSPrX3Vl\nLnBmbwiRiMKvfpnByy+n2LHT4uo1OvPmed1Y4YDkhiUWz2wK0J/yGpC2NARQFEEy6dLR4VJX59DV\nBffdm01np0vtnhQvvdQPQHmxSbQ/Rm8iCqYKWHjC07NfChsuZcUmM2eryMnh4nJa/KjnmeG6EkUZ\nfaT/YoiC1hj1R6OYgxHPAcFZX9/JWqP+pLf1Ipp9x0RBB6OjNbO8qGels4sdO0fw3B0XWR0kJzg5\nPuDFUybv7fMjn2PgUuCvT3LsPeAvRrPYhIpPKeWOoVcHvqqFEHHgo0C5lLJ34Pjmidybz4XF8V3w\n55JFNTbdsTS1+1VuXOMwZ8apX4THQ4A6juSBB3v4j4dTpNNQX+/Q0tJPTY1G2TgLIMMQrF0bYu3a\n4UeeVuQ7vL3La16aUyGZsjrAn36jh7Y2SU2Nztvv2BhBhRuuD1BYqHKwyWLPXpNYDNas7KOvP8Tr\nb4VwLAekhaJp5ORnsGB+mjnLAxhBSXnhxEy98jk3SCn57W872LS5jxtvzGXFlacwtz0FF3IU9Jj0\nefWK4VPuI+RUM93X1UaHPbauNnps/ehkxq/vHgs9wEeAl4c5dt3A8REz4TWfQoj/C3webzbf+8Cz\nwO1AA/A9IcRdwGHgu1LKJ06yxpeBLwOUlI1/+NznwqCyMm9SFLorClyz0uKaldaIb3N8J/xohWgi\nITl0yMVMCbJzBMmEQ2tbiv37JWVlo1rqjHBdSaotweKsFEuWBpheJvn5WzaRiMolywXptKC8TOGt\ntywMA7Ztcygvj/DlL2UgpcIjj+ocOpSipVXSG88kmmFSWqqQlRPgb74vycpJoSiQn33+vJv4dZ+j\nJ5Fw2fheL4WFAd54o2fM4hOOFaAAxZVF47XNc8pg+nyQyjGuAX3HpOUHf74j7QnawQhovTpn4D69\nxqYjjUanEK6TgUgwwPLpftp9DPwc+KYQIgP4FUdrPu/A02Mni4oOy4SLTynlV4UQ/wW4HFiNV1RX\nDswDngBKB46tE0LslFKeUGwipfwJXpqeuQuWnD/vOj4TTmVl3hEzehg+CuoieRuHw8BqVApPYlt0\nrjjdfPjhCIcFeXkqGVGbWJeJK1VmzcogP39sDgBjZf9+hyeeTOFKSWGWy/Qyg4AuEAhAIAa209kp\nefZZi9JShU2bHHRd45abNZYtFTz3nEV3l4npqqTTQWbOEvyXrzjMqD4///X9xqPREw4rXLI8k02b\n+7jpxtP4Z42AoWn4lvpWWrgwUvFDRd+Oncemzs+UGqMeBp6jHTsPHhGhlQPH69U5J+xhMjIZ0u5C\niNeklKvP0X2vBn4PFEgpO0Zx07/Eixl/DbhvcDkgjic8vzuafZyTbncppQO8JYT4HPAVIIlX0PVX\nUkobeF0I8Xu8UO7IKp19fE7BYDpquEakw0jexCUg4GUp+QyT02l8NKJFVQVfuS+TlkMt1O4NU1Ri\ncPWaENOnT6z4DIcFug62LYhGPVF/000htm+32bjJoXqaRtNBSU2NSkurJBIR2DYcbnZJp2H9eg0j\nmCQrE6LRBIdbJKUFsGrFGbr8+5xXCCG47bYCPvax/DHVfJ6MC92S6WwJweGE+qCt0mRnskY+hRC3\nA/cCS4B8YI2U8rXjzvkyXnf5YiALqJJS1g85Xgl8G1gDlOBlkX8JfF9KmTyT/UkpXeDbQoh/AhYA\nxQPrfyilHFXKHc691ZIGVOO17x/P+RnW8JnUDNcJH0EQEoKklBRNoqhnC9100c80igkOCOKhUdCh\nDCdIrXgb//qjMlpbJZYFJSWeKJ1ISktV/uirGaRSkspKrysoN1fhr/86k5//PM1LL5uk05KliwVt\nbS4NDQ6uK1izRiOd9iycpk5VOXDARVFcHAfm1Qz/suU4jMheaTLgRz/HxngKz0Eu5Gakk9VnXszE\nUyab9k585FMIkQ/8E54wLBVCHAA+AO6WUvbhuQCtBx7h5NM6w8CLwO+AHw5zfDaeBcpXgL14Ddw/\nAfIYKFU8U6SUMeCNM11nwsSnEKIQuBp4Bi/SeS2egr8T74E04tUT/A1eV9Ua4BsTtT+fi5dsBJ+X\nGr1IyieJ+JRI3hf7SWJhSJ1qio85frxoOV7IDL1eVHRuHlN/v0S22BQUqGja0T04Dvz7j13+5f+k\n6OpMoenw/gcaf/e3UYoKVXJyBNOmecb1ZeUSoQS57DLB/jqX2bMVPvc5wfa9KilTMHeaTTgELS0K\n/+8nQS5ZbnPjjWdnSpHPxcGF0oxUM7ccdu7Cq2rzGSRinJ3I5wOnP+WHwGXA3cDfA/8dr4FHA5BS\nPgxHROqwSCn/eeCcZSc5/jzw/JAf7RdC/C888/dhxacQwsDz7ZwK3CClbDvZ/Qshygb2fRWQC3xU\nSrldCPE14B0p5YaT3fZ4JjLyKfHU+I/xzPoagK9JKZ8CEEJ8DLgf+J8Dx+6WUu6ewP35XMTkIMiZ\nJMITQCCoksW0ihgFZJ72/OPrQocK0VhMkJkpRzTnfLzYty/Nj3+SIhjpYmqlzh/cnU0g4D2/774r\neGadzaFDXrOQRHDwoM26dUl+9G9eI4mUkuZmuPEGkzfe1NHUEGtWSW67zWbjDo0X3g6gqrCxSOe+\nTyUxTUilFPr7J8/v8HT40c/JhT+a8+Ignj5rNZ/5QohNQ67/ZKA/ZZDFwCNSyteEEAkp5ZvAm2dj\nI8eRCXQPd0AIkYkXRVWA1UPchoY7twZvvw7wDt7jCQwcngpcAnxmpJuaMPEppWwHVp3i+A68RiMf\nn7OKV//Zf663cVpmU8ZsOfLW9OHGc0oJb6/XWbzIprR04uyIXnwxTiQiKJuqs3+/SV2dyZw5XqnD\noUOCjAxwXQiFBFJ6++zvP7q/V1+VvPyKJKBL7r0XSj93VFTWvqJSlCeJRiQNhxWSKaiocPmffxYn\nEhm+WmfwPiZSgPucn1xodaAXSiR3XDk7RX0dUsphI5IDvA3cLYSYMBtJIcRU4E8ZvhO9EHgYOATc\nIaVMDXPOUP4JrwfneiAFDE0xrQf+bjR7O9c1nz4+PuPE8Wn3wZ995FqTQOBktzo7hEKCtClxBwan\n6/pR8TitWlIxxSAjQ6Gnx0VKBcNQiXUb1NVBdTXU1koc22VXncuzz7l85k6dcNhbY/Ecm6d+b9AR\nE8yu9NLuAFlZw7+jNB9WeOg/gzgO3PWpFFMrfE9Qn1NzIdeBXuycw7T7fwP+HC/9Pl0IsXPgZv97\noAl7XBFCFOGl4F9i+PrQF4AtwMcHGr1PxwrgTillvxDi+Or6VjiuNuw0+OLT56Lkd+vTZ8V8PmmD\nIwUZ+rntlxtM6QITLjwBbr45SmN9jKYmmyuuCDNt2lEHgfnzJNOnQ3l5PolECimD5OQoHG4V/OCv\nFL7/PYeCAodfPGaTlQm7dzv89H6Le78cJhgUXL7QprTAJZUWTCt3EKfJtL/5jo7tCDRV8uobAb7w\nudN9wJ8Y/JT7+YMfPbxwiKdN3jsHDUdSyjjwLeBbQoiNwL8OfCmMMmp4OoQQxcCrwHbgLinlcG9I\nz+B5dM7Da3w6Haf61J6P18szYnzx6XNRMtT/czxEqJTwcovO6+2e0luYbXNbeRrtJGnenXtVdu3T\nmFLisGyBfdJ0sO3CwbSCIwWlhkPoPOnmLijQuPceg/zSgmOajQB+/Wuoq4OgoSJEPq7r0tkJrqMQ\nzUiyYaNgV63Jxz8uiIS9+fX19Q779jnMm+e9ZE0dRQlBSbHL5g8AFJYuGpnRf1ePQFMhM+PsfIjw\nhef5wfF1oL4APf+JGAGWzzgnkc+hJKSUDwshrsGLKI6b+BRClOD5eO7Ai1SeLKr5bbxR5q8IIa6R\nUp5OgG4EvgA8PcyxO/DKCkaMLz59LmqGs14aC3v7VV5pM5gacRDAlm6NsrDDFfkn/t/XNag8/GSQ\njIhk41YNy4Yrl514nunCw81B6hIqioBsTfLFsiS5gZEJonMtboQQJwjPlhbP/LqsDFpbwTQdhHCQ\nEjo6Nfbv12jucXg9J5ucsGSl3U8IiRDeyNCxsOIyi/xcF9eFObNOn9169g2dtz8IIICPXZ1m+Tzv\nd5NKw659GkFDMmuac8b1o64Ljc0KQsCUEvfIev39kldecWhrl8yYrrBihXLC8+gzsVzIYzkvNuIp\nk017zonV0g+B3+JFGYUQ4jK8bvefDRzPBSqAwfFd04UQMaBFStkycE4xXnp75sA5c4UQ2UCjlLJL\nCFEKvAY045nB54ujqaH249P7UspvCe+ElwcE6NZTPIQfDJz3IvALvMrZa4UQ/xW4Da8DfsT44tPn\nomcwClrs7B3zGvt6w6T7MombFiBxbZWdTWmqkyc2D374YQQzGcXIsNBRef99i+lFJzYjbkqE+LAv\niykBL1rXZqn8st/k9uzYafcz0cJzuGan4X6+r04lFQ/hZjpYVhApA0ipIABXOvT12XSqKaJ5Aeqb\nBcWpJNFYGgmEtH5ax/iekRfxvnc0n/q87j6VF98ooDQ/juMKHntKoyyjBVWFXzyby36vCZrrLu/h\nkvmJsW0GT3j+6lmDrbs14r39LJyVYO1VvVgWPPyLAB2dgowMyYcfCJoOOFx37UhKsnzGm6H/R8eP\n5TwfRGjN3HJ27Dzoi+bJQSPwv4EZQBRPiD7J0Wagj3JsAPWnA9+/x9HpQfcB3xlyzrqB71/A87m/\nbmD9GQP3N5QqoP74TUkp/3xAgL5yKgEqpXxdCHEr8M94ozYB/nZgzVtHY7MEvvj08TnCu025Y46A\nzuxTecMOIcNxmkQHh+MGU8u7COUVkEnomHMXC4WNO0MkbLAkLF+WpmjKMBN72gLkqzqZhpdiVh2w\nBBRNCZ147nGcTAyeLUYqdoUBoZcgmgOz56Tp6IxjWSFcKVGUOFlZYeYVR8iYqnM4y2bKgRCFFSGu\nvTZAcfH41hy8v0MjkfSizr1xwbPrAxxuE5hoRLIcTAuyhEJxRQlSQmc8Qs0cl1ivIGYGKZoy9trR\nndvbeOe9FGVFFhWlWdQdziCYnYHb7xJP28ya60Urisskew/AZ8u0s2Kw7jM6hnbC+4Lu/CQSPDtp\n95+f5riU8ocMNP4MN15TSvkgpxmUJKX8LqcYYznCNV6DY30FpZTfBL55qtsNnLcOb/T5dLxu+U4p\nZe3pbjccvvj08RngTFLw06MO15XEub+1DyFDLM+PU53bw0bRy2o5B42jwqmy3OXuO1I8WxsgIwes\nqdBuCQqOa1KaEnR4s1vHkV5FeoepcEX2yGoWxzIP/lRIyWkbe0ZCYSEsWgSb34dLL9F4550kpunV\nqWuaIBSy2fyay19+2yIyRwCnF9pj5e1NOt09gsuX2Dz9ZoDaBo2MsMR0ofGwQiQId65NHUmHX7bI\nYv37OqoCy+eP7PdwMsqnFhHNDhPMcDEtbzKTrkl03fM4dV1vmo9pQsA4O5N9fMaGXwd6fpM4R2n3\nCwkp5T5g35ms4YtPH59xYmFhH5/O30cWEXRVAgbdMk4Sk+gQEdWWEvz1wTC7bA3RDk/1GSyearEi\nx+ajuWn0AbEzP+pwtWnyRncAJMzNsLkmb2Kn92zfqfK7ZwwsS3DVlSZrVllnLEJvuw3Ky+GxX0o0\nTSMnRyL+P3vvHR7Xdd95f865dWYwBb0XdoqkWNUpyZQsS3KXLcuSLdtxtxN749hONtlsNu+mbKrz\n5nXe5Nl17CSO7UjukiwrliVZsiVKViMpimIvAIlK9BkMptx29o8BxU4CJECA4v08Dx4Sg5kz5w4w\n937n+2tCIqXC8wq4rmT/foOVK2dWcP3GnQX8oNT7c3BUkoorYhFFXY3iM3fkyOYkuYKgb1BSVxVw\ny3UOly/2iJcpKlLnV4iUiCvec2uRnzxhISW8/20FohGIRgQrVmg8+DAYGqRzglxQxqEvSP7gCznm\nzw+nDs8VTmzHBBdHKP5SJ2qbXDEDzue/TOG+J7qecxUhxM1Tub9S6snJ3jcUnyEh04SJhtACNAJA\n4BOAAFMdfZu5KH6r2+SF8iIY4zSoPnRfMDDUyMuGgS0Vb68oCUwh4NYqlxvLXXwFUW163MfJ0j8g\n+O4PbaqrAgxd8diTJpGIRzzmEI0K5s3TEOewIV2Ha6+FPXt9HvpJQE2NAAIGhyUjY4KXt9m8NzPt\nbe9OIn5MJfubr3T47uM2vQOCpS0ej//aYm+nVnI9FVxW57J7m4GUcPf7C1Skzn9/a5d7rL6slMt5\nxF0tFqHrcBkVNYrHntdp32uC4/OUCPj+A3G++295bn/zUdc1rJqffcJQ/MVF6HxOiSc42pL/dCd7\nNfEzBUw6NyoUnyEhx3CmFkwKRQcBORT1SCo4vtw5ToSFqpa9HEYKgUKxQjVhcbTH5S88eFUFpAdM\nVrVtxZQOQVpwOJ0h96s19M+T3HidS1w/KozsWWqvNDwsQUFkIh1VKJ+vfz1LfZ2HH8CGN5ncftvU\nwuI7dgR8/4cBBIqaGkVDveJwv8AwBZmMIJlS5AsGwxkNuHBFNisW+Fy9u8gvnjR4dp/OiK9x200u\nUsJYFr7+zSjvvb0ICn70Y4vLLstNyweBEyvm0xlBekxSVg4d+yzIBiAkaIrMaMAf/olNc2PA8qUz\nL85DJk8Yir94iNomVyyeXefzImMM+NHE1/h0LRqKz5CQ03BiI/rncXkGB00IDOBeFaHyBAF6GY3U\nkqSgXKJYpIge9/O9vkA5GpoIiGoF0sUEXk6nKTmCaXrsetXk50mT960qTnqf/TlBxpHUx3xixtnv\nP1kqKkrObb4Ahg7dPQ6WHtDaquP7io0bHW6+yX59ZvvZePllxfvvgXxex9AVCxYGNLeA1AKGhyW6\nKUgkdZZfrlN5gdMLuroEz200aGkIePx5nZ2dGlqg2PAmD9sqfaTPF8DUBdoMOtDJhCKVUPzn4ybK\n8UAKQIKvg3AYGYH7f2Tx5//93CvtQ2aOsCXT3CdXcHh5d+h8TpINwG8A7wPuAh4A/n0q4fXTEYrP\nkJBTUJr/Dlt7oL1jEC86yPONo1jFGCua6+gjYA8e13Ly+KAKyk65ZgGXlCqSKFf0DSZIO2XEtTTE\nJdpYOYauUZZQvLhT586VxbMKnEDBg/ssNvXrCAGagLsWFVhRNT2uWE214p73FV7P+Vx/jceBAwEg\ncZzSyExtCq7sH/2xZHhYIxZTeD709AiWLFZ87Dckvb1weMgg50RYttRn3aoL21oomxVoEl7ebJDP\nCqQm6OzU2LQJll/us+Zqj3xO4huKe+6e/AeDqWJZ8ImP5NnxmgShgQh4PaoVOCTLbbLjYfHRXGau\ntWQ6tt3SXNhPyMWDUupp4GkhxOeA9wIfBn4uhOgF/gP4llJq57msHYrPkJCzkFx6mIy5n1qjSMHL\nkqcNhyWUnUJ4ngqFYi+97BO9xG24PB7Ha2yko3sZsbEs5RKqcxW4SmAboHuTqy7fM6Lx4mGdtkSA\nFFDw4Id7bRakxolM0zt7xTKfFctyKAWuK7j/fp09ez00TXDP3TaaNnkh1N0l0CMBmgn5rECpkshb\nsULn9tuPOMhTmtA2bdTVKRTQ2yOoKA8YK/hEk4J9BzXaFvp8+VM5mutKLa9mOu+2PKW4564iT22M\ncbDHB0eAdIi26NgRjbe+eXZeo4uRvXslG5/VaWkO2LDBm9KHpfNhruWBHhGgIWHY/VxQShUoNZa/\nb2KC0geBjwD/VQjxv5VSn5/qmqH4DAk5A74okjHbkUGUlBhm2HbpcbbSbPgsZN2k1uhmmN10U0EZ\nUkhu1iWVqW7Sdjdbn1pFk67jC0Hal7R6HstaTj9u81ja0xpRfSIyC9g6+Ar6c5LWREkonaoY5VyK\nVIQA0xR8+MNR0mmFZUE0OrURP8uvFBzoiOD5AfouB9/z2bw54McPKN75Dpg3b0rLTSuplOKTnyiw\nY0cZlqV4100uQhdkc/C7H8kRi559jenkxhtcNtzl8cRTBqNDAVZbhKYrBH98Y5Zbbz6/Nk+XCuPj\n8J3/MIlGYdcujdpaxYoVFy5Xdq7lgYYCtESu4LApDLufD0OUGst3AMuB8nNZJBSfISFnQKEQwKh5\nGFNJGt04maJPSyrHoOqlmZazrnFAHCZOBDmRHzrPPkza7+U7Y1fSvqrI5nSMZGfA7TmPhZU+N6/L\nUCDAPkuPy5poQOGYa6kflAK0SWvm2vFIKSgvn7r1NzwMt9wqeO7HkB0WmKbDaHqQzi6XLVtMfvxA\nJd/6pqTl7C/njDFvnuLP/yzH975v47oCPVB85qPFCy48AWwbbr7bpemGgJqkQjehe1xyy9XHt7oK\nK91Pj++D7wtsOwBR6pk6GxwrQmdTgIbCs0TUmhnn8xvTvuLcQgixnlLY/S7AAh4C3g48fi7rheIz\nJOQMaMrC9mrptw5hBFF8OU6FUceBgzr1LZMr+shSeL3wSFGkyGv8PH0r3aIOpXloxSLpmMWOlOAz\n67dxIHGQAwjqVAMLWII4TYeL5ZUez/cZdGQkugQ3EGxoLJKaQfF5LqTT8H++ZpLPw3sWuhw64JGV\nAU8+6aGUDTg8+6zkH/9J8Dd/PbW9BxNdQORpu4CcGscBz4PoCcJy+XKfL38pRzotKC9XxOOn38+h\nQ7BnDyxcCG1tU3r6SXFjk8veUZ0+R+AX4aYmB3OWOh9cjCQS8K53Ojz5lM66Nd4FdT1PxbGheAhz\nL2eLsOBo8kxMMvow8CGgDXga+F3gB0qp7PmsHYrPkJAzIBBU59aS1vvJa6NEghosrwJZkWbLNoul\nl599jaSKUBAuEUwULk4g6QnKKRQtsocSCE0hbJ89I5Kv7y7jt9eWY+kBvXRRSTXlVJ5yXVuHTy7P\ns2tEZ7ggaEv4tE2E2+cSHR2SbFbQ1lYqntm9BUZHLRAxBOMgYih0tu84UlxzMs+9pPPoUyZ+AHfc\n5nDlGo9eXH4m0kjgbSpJDZMr9e/ulnzz2zb5vODtby1y7TXHFzclk4pk8swieHAQvvEvpXSEX/4K\n/svnobZ2Uk8/aVoTAZ9blad7XBI3FAunobfopcZVV/lcddXced3mWi7oJcvc+nw+l9kDZCjNoP8k\ncHDi9hohRM2Jd1ZKHZjswqH4DAk5CxKNtuxNdMc244oCRS1Dwq2ntnIZW3u043qCKgLECe2XFlLP\nS2ovhtDQsIlInTIjTaG/lrpUF/WpXtzAoNdtYSAdoysTY0Dw7ZUAACAASURBVGFFFiEEnjpzfp+l\nw6rqqVWGHzt689jvZwrLgiBQKFUqpCpPCgJfYVvVFIsVgMQyFWvXlO7vebBtn87WPTr7xyQvvKyz\n5Wc6xfEA0/D4znctvvTpPMV35hhKaTQkfLaQ4zaSk9rPr18wCHxBfV3Ao49ZJ4nPyZBOg+dDWyt0\ndJS+n27xCVAbC6iNzb0PFCHnzlzLBb3UiNoGVyyZ/tf8DRx2TwAfpdRy6WyETeZDQqYTM4jSOnYN\njpZDKIkZRF8XmW1tlSgyHGIbQ6KTMlVOK2sYVuO4yqJJpFgp5rGTTnwVoFjMe6r24aYLpKxh8l6U\niJOjcf5LpAoVjPlFcoyjoVFGYsaOqba5/nUBOt04DnR1aei6IrAEVQ2w/4DA0OHOO3127w7IZiVd\n3ZLAh6WXwWXvkfz1VovebRqyH3blJS8PBRReyZI9qIFbqvIelhpf/OMk1sYo1pUeNVfm+V8LgElq\n6Lpan5deNsgXJG2t5+aKNTfDgvnQ3g6traWvkJCpcKF7goYFRyVyBTcsOJo8H5uphUPxGRIySSQ6\ntn9qMfjA5h5a13YgkBwUW3nN7+Z7ufUM+jrrtAJ/Gq2iQZaTpYCG5DrNpb/hRV7qrUM5GoYDTcmA\nisQIi2JJylUFjbQQYWarXWbC9SwU4F//NUJXt2R7u0a0TtG2NCC+SPHR23M0N5Yqkdevd9myRVJZ\nC/sXmvzTUATdV3QPSOYJj02jOlVr9hKIAtlnGwEJeBC4MFqg+LiGPxand0TnT4YjrPr9LIubz+4S\nXnuNRzRaIJcTrD7HfqKmCR/7KGSzUFZ28qSikJDJcKF7gh4RoJey2xq1DdYtmf6Co69P+4qzj1Lq\n32dq7VB8hoRMA01N5eztLeJF+vFkwBN6nBe9MhBw0M+TLw7xlUg1KRWB4l4Gis+xwRjBjuTp1WqI\nxGziRFlaPsyayDwilGZa5jxwlCCpqws61/182L9fo6tbUlGtKB4SeD2SpvUeXcOS4bxOMx6xGGzY\nABs2BPyg22Jrh0W1FeCNgW/A050m7guC0V8tBs+FhAuZcQiOcSpHwHvCxRuKsTNv8N5PJ/mLL47z\njlucM4pBTYO1a86/ib2UpaKWkJDzIcwDvbDkCi6bdoXO52wTis+QkGnA9KqpjSxlKNbHbtlAv1dP\nReQwVlCgv1hLl+jiZ0Ev7x47jMhvIWIkMSyd21KvkC7myctyyuLLsYwUlio1r988qvNgr4WvYGmZ\nxz1NRYwL6LCdSz9QKIk7pQAUKij9K0TpNk07PtM/4wq2pnUui3tsGdbRdRjYLXF7BRQBJEgLYgJG\nM4A45gtwPdgaoFoDigXFTx+3aG0KWLXswk5IOleCQPHccy6HOn2uulJn4cJpnI8actFwofNAL+Vp\nR6Wcz9D5nG1C8RkSMg0IJBX564g489ie2sE8XzAuC6T9JHkvRkehmk3yl7y5uIu4sZziqMvzz+Yp\nNiZY3CqpMQ+TV3ma1XokknEPHuy1qDYDTAnbx3S2pn2uKJ/7omrhQp8Vyz127NCpsBSRBkX3sGRR\no8/ipuNzLHO+QAhoiwf4eGzdrmN6kFOUouwWpcrUooJ+HdyA14UnBqCV5oyOQaoRBIrR9EViEQNb\nt7o8/NMiyZRg506PL31Ro7w8jOFfqhwrQmFmxOGRNY+M3LzUBGjofM4NQvEZEjKNGEE5FYFH2shQ\nI4uMuzGajC504bExv45b7F3c6I3yzJ7D7PAXw4jPgNJorjV5X7QTs/IgHmMUgwSBAmuidtCQMO5f\nHKJK1+EDHygyPOxgWTDuCjwf6ioC9BNqISvNAFNAMYCFiYCOtGJhm8fLPQYYPtgajAGuBloCXIej\nfVIcQJbi9GMB2TGFZSoWzZs7rXXOxmhaYZpQWSE4OKYYH1eUn9O8kJA3Ehe6GOmSI2y1NOuE4jMk\nZBoJhEe9D1pgcUh3iAiHcm2UAEnaLafdbGR5cJCNV1yGp6fIxMvZTzlbh7PkMi/y6XIfV46RMuIs\niPnsyWoYEiSKpWUXXlQdWw0/mRB8Nqt47PGA3l5oaYFb3iypi59eNBsS3l1f4LtdNqYG6bwkaisM\nBa4nSxcJH8jpYATgaaUZouqILQooiSUDEnaBhJEjFtFgik3nZ4vVqww2bfLo7FSsWKFTXx+6niEl\nZtoFvVSr36O2wbql0x92D5kaofgMCZlGzKCMqsISArOHg6qVHr8cR/RTpoaRCFpcgyesagqmxpBV\nTaDr1DBEtjbGZncVHbKbWiIURIENTcPUpiMYfhmXxxW19oXt9zjVfE/PU/z7twIOH4bycnj+eRga\nCviNj0jEGaqlViZ9qsw8W9I6xUUwelAwVOWyfcCAMQVjAgJAmKXGph4lAeoHQAHNKCC8LPkxi5c2\nWXzm85I//58eCxfMfXujvFzyhd+OksspEglxxtcp5NImdEGnhzDsPjcIxWdIyDRT7rSRclp5m+Xy\nHc2lN2ggKmv5mNHONdlR/i1i4wgbX7eJkcXARccFXWejqONyZfCi2I6vB1CpiKs4VSxmCv17Z4XB\nQSYcz5KAisVg376AsbGzV4U3RAIaIg7X3ejye1+PIXQBUSAQkKN06AalkUJ+MGFs+iAFtpVDKYe9\newQDAxqmEfC5/yL5+68oli07eoob8wSdBYkhodX2MeeIyWgYgmQyFJ0hp+bEYiS4NAuFpovQ+Zwb\nhOIzJGQGEAjuKBqs1TS29Y/ywRUa81QrFFuIBgfxbQuhfNSE0+UjMfEQ1LKLTnQkiYken8NijH41\nSsNpxmzOFXQdVKAIApBS4PtqosJ98mvs6tOI18CNUZfREUnPkCRIAP2ABCEF2BKVyyGlTyw2jmW7\nFPKSvOsxMqKj6wb5gsd997v8zhckVVWSF9I6Px20SlOWgDJN8ZH6Ao0X2E0OmXv09kosS1FRMbed\n8hNnw08Hl2Lfz1zeZfPO0PmcbULxGRIyQ0gE7B/hj67aB84+kE2QupNrCz9mvzdExoiRIUFGVSNV\nQJVfYI3XTVF1YIgysJaBjCAQuMxclfvgoOCZjQaVlYr117mnFYunmoZ0bGi+shLWrRO88BLYlmJ0\nNOCaaybMSn9yIvSZPSZt1T6RRqivznPfT2z6TEFmWEKulPsqAV/5JJJFIpEcQSDIBwIROAQeuL5B\n+36X8iT09yvcuOQnAxYNVvB6q6q0J/hOn82XW3Loxzignl8qnjdn8cxYIAeAPcMDBkIgmxX84z9F\nqChXfPnLudnezlm5ENXwlwRz+3PGJUEoPkNCZoiOjiHi5i5wHgYS4G0D02F+7C7e6T7P/KEt7Ig1\nMKIlibkGbxl6lg0Rmw4ryT59hFT+BbzIVSAhRRkBRQQSwfT2gvyP+2yGhyX5vKAspli79tRC91Q5\noMf2AhVCcMcdksWL4bHHi2ze4vDKKxp/+Vc2N73J5EtfKtLaemanseAIYlbpylBdofjonXk2bjVI\ntwj8DoHnQFO9T9ehIgcPDlFZqeF5MJ6VKKUw9IBoNCAWC9i7tzTmc2dWQxcc1yM1qSsOFSTdRUmz\nHfDkfoMHXrXoH5a0RnyWN/rcttKhoWJ6nNEggFxeEI2os05DcikAofi8EESjiuuudSmfpt/zheZS\ncy2ng1jEYN1lYdh9tgnFZ0jIDNHWVklCjrDjUIRlbRWgTPD3Y2rruGJogMXdz3FzrB605XjCY8g8\nxLZoG+Wqg0pVQRoHK8iwTqwhSpq0eAiBQVy9F42KadtnIS+IRBSFYkmsTYUj8+GPCFApBfG4z33f\n9dix3QdhItAYHPC54iqdD7ee+QlWtbpsajdomhAD8TK4bLHPRz5RYFmjTzYr0HVFLhfwyU9Jtu9w\nEQIqq6BQMCbyJ318D1JVgqYmwWE49XQoBT6CR/ca/O1TMXSlsCxo93Vig4qvPRHhN2/NU5c6P2GS\ny8PffS3K1td0aioDvvTpHAsXnH7N+DT+bkPOjJTw9rdP8Y9+DhDmgZ4743mXTTvCsPtsE4rPkJAZ\nxFHNVJW/yGvtw6xozYC+HAYfwSu8Rk+igjFvmO1eB/9bfoyR4XvQCy631m7kXvtxlo77VOm3ENNS\n5HgNUASM49E3reLznnsK/OxnJgsXKlavPv/w/v0/krzyyhiBP0CpMqgOpeoYz569qObmZS4HBzUO\nDpbsQaVg3TyPJfWlNlNlZSVX1LYlP/h+kuef99i9xyMalfzgBwEH2hVSKJSS3P1+nYoKwZKizy9H\nSgXy2sQWcj5YEhotn7/aHsVCURVX9B+QbHtR8nKvIFmhqDZNPn9H4bxej+89aPHgIxZ1NQHbdur8\nxVdj/OHv5Fg4/8K1zspkFM/92kPXYP16nUgkLHB6IzBdeaCXkoMas0Pncy4Qis+QkBmkoFYxGjgk\nyvewL93CzgPzWMI/Ep1fzp6iRq8RcLC/jv2ZJWRIgISO3vm81LKSr1b8M2N6nhWAyRIcdiNJoHP0\nxOnhkmYIiUaKSgRTL+FubQ347GfPT2DB0ZzQB39aQ+BnEaKAEIog2EMQjBOPzz/rGvGI4rduybO/\nX2MsL6hNBjRVBKd0LjVNsn69yfr1pXGkt7w54Nvf8ejtUVxxpca736UhpaDVDrgx5fDMqIk20bVJ\nA+6tK2BJGM4KTAOGuwWdWyWj7eDlJYd74S//PMLHbysQjZzbazI+Dv/27xGGByVeQVBZE5BKKJ54\nyrig4vO733U51BngBzA4BPfcHY7xfKMQ5oFOjVwhLDiaC4TiMyRkRhHk1VXk1VUAtLQFBB0GnT0u\nuYTAEuPsGF9JLJJlzE0QFCSe0NkztIiHy97NHZqPUgE61STVxxHHNE8P8NkpNpElDUpRTyttXDYr\nR3ls6D2VNNH1PJ4HSlmAwLSKrFo5ubV0jdedzqlQVSX54u+YJ90uBLy1ymVlmU97XsP3FSPDkj3d\nGol6xbpKj58fMkn3CBwBgVfag7QgOypo79JYvujchOKBdg0vL2iq9TnQqRGJQHO9z/Dohe3z1N0T\nUF8vcBzo6bk48xtDzsyxU5EgFKGnI2obrA2dz1knFJ8hIRcSIZH172Ve7kFEMEJvkKFX1uFrOsIJ\nQApQgspIP1XWDvodySNejirVyrrIPAxx1LEqkGdcZUiIcpQIOEw3berCi88TC5HueHvA1s3lDB7u\nIfDHQQiuv66Kra/mqaw0Zm2KT6Md0GAFfH2LzaG0hqnBlj6d25c6HBqQ9KYkQ6MSvRq6D0p8H9qW\n+FSdoQWP78OOXTqjaUFrs09L8/HCrqJcUVUR0DcgMDyQSrB9r8Ydt1/YPMO33KLz6M89hIA77wxP\n+29UTswFDQXoyeQKLpvDnM9ZJzwLhYRcYPL2Wjy9lrKgk+HoTvScRnHEQgUC4QsaKjr5zbqvsUHf\nw0imgudyteREB+3RNHdXrENOhNYNTHShk2ccH48ylZzlIyvx0Q95jA6meOJXccbSeepqI1yxzqS9\n3edf2n2++DsRYrHZyTkseHAwo9GaLInEQxlJIq54y1KXjZ5Bvk9Q0yIITEU0ovjHPx2ntvL0TuFD\nj1i8sMlgaAhefVXjqjUO//N/5KiqKh1fY2PABz5Y4H99JUZRlBrdjyUkN6w/Kj6Vgv37NXI5QUuL\nTyp1VOzu3Omzb5+iokJw5ZUS0zy31+3663WWL9eQkrCh/SXAZGfDX6ouqQhbLc06ofgMCZkFXL0R\naGRlsILPVO/na5k07VEDWVbg7Y1P8e7YYbrzrWSMESjrostfQS4/zM3+ILVaDVASn0vVOnroQMeg\nibPnVB4Jjx/Jz5zqCM3JYNvwsXuzfPnL9QwNJfibvxqgttYGoLMzYHRUzZr4tHSoiQb0ZiW2ppAC\nqmIBd1xZZHWbx0uLNbp7NBbU+mxY55CMn36tbFaweatOQ53PM0+bjIwE/OdjBpau8ZWv+K+Pymzv\n1vjEx/NkxwXDo4IvfTl/3LqPPW7w1C8tpFDEYorPfiZPZaVi8xaf738/IFYGuVypmOpD92rnPIKz\nvDwUnZcSZwvDX6rCM2obrF0Wht1nm1B8hoTMImZQxmVaM59f8iLjXgzHzzM/NoyuL0eZWykWDXpy\nzRQDjRED9maHqE3WvP74MpIsZtVZn+eI6DwiNmdCdB7LkfUrKgT1TQn27EwTT8WJRmdXBEkB75hX\n5J+eidJZkNyzrkBVtGSDzK/1mV87+dxOKRVClHJKC3mFlAIzAiOjimKxJMIBDAMcVxCJQKVQNMaP\nOqmeBxufMWlt8dE0OHRIsmOHzg03uDz/fEBlBSgkyUTA7t0BmYxGcg4Y3MPDiv7+0tjUhoZQ1M5V\nTteS6VIVnjAx4Wh7GHafbULxGRIyixw6JHjs8RrGnJuJVg8yJg2G1o5z0EjRV9ZGu20y6sTpeqEW\nsg18dLSCD15h8d/ekiMiJje38thioDPd50SmQ6CapuATH7d4+EFFvFzjhusNotHZEysFF370kk1C\nKmoSAU9uM1lc5dNyhtD66YhG4aYbHB7/pcnSZQEvvSyY31Tk1ls9bPvo7+YD7ynww5/aeB7ce2fh\nuCbzUoJlKQoFiMVKYjQyIYZtS/D44wLH0ZBCsnCRhzEHitTb2xXf/KaPrwS+p3jH2yXr189OHm/I\n5JiJ0ZwXK9FI6HzOBULxGRIyS2Sz8MgjOvG4ojwVZev2Vp7ZorFmtJmGpgFEqgYn6dF5oJZ0d4p4\naoze/mr+4TmfzVVZ/mCtx3VUlMZ4HsOxIfVTicpTcSahORnxeiYqKiS3v0VR22yd9b5bBnV+3l2q\nWL+t0WFN1fSOFR3ISDJ58brYzLuC/f3aOYlPgJvf5LJwvs9YVmAaPhFb0dBwvBBragj4nU+fenSj\nlHD33UXuu99maAguW+qx8vLSMa9erfPv31aUxXxG0oJ58/RpFe7ZbGnyUiIxtcf99JGAsrggmRS4\nLjz684B16wS2HTqgc5kTWzJdqoTO59wgFJ8hIbNEOi0IFEQmekiODgrcbEDfK6toqP0lphqlOGri\nDpjEq0fpHJoHSYVBkdFiN9uDGAtkjHpK8d0TRef5isYLTde45AftFrWRkhD8QbtFdSSgKTZ9rYGO\njO50JtopFVxBefT8qg+Or3CfugBbtMjnD35/nEJBkEio13uaLloE1683yWQCQHLTBp9Sl9Lz5+VN\n8NCDEqVgwwbFLbcc/xooBa4L5smdq8jnwZr4HKHroIKSYxsScrEQFhzNPqH4DAmZJaJRhVKlC7eu\nQ6EAUV0hCzE2PXgLVZd1QN0g2ZEY/f0LcDUDM1Ika8axEjlQBRS1r693rNCcTtF5ZK1jXdSZELVD\nBYkQEJk4KwlRum06xWdFmeK964o8tMXC8+Hq+S6XN09NOY1mBC9s1WltCFi6YHoaxVtWKfx+LPE4\nfP5zHttek9TV+qxYMT2vg+fBwz8R1NYpggB++ohk9Wqfqiro6Ch9v/FZm+y4xDAEb73d4Y53OdTU\nlPZ3/XrBTx5WxMoUuXFYvUpQVlZSzLkcjKZLHQSOTKMKmVtc6iH4aMRg7fIw7D7bhOIzJGSWKC+H\nG2/weeYZDQQsXarI5z0YVzhKQ7iLGO5eRLf0CSI6DEpEBGIr01TVDNHobqVaqwDagPMPj5+NY9ee\niRzRSjtAKchPaEGlSrdNN2vbPFY0efgBRE7h7J1Ib0bybLtBV1rSnAro3S7p7tbQpOL3PpUjGZ85\nkVVfr6g/h4b7Z0IIELJUrf/CCzaHOgVf+KLHhhtz7NwteWpjhO3bLLxiKW/1oYds/uYfPP7xb8e4\n/TaPa68VxOOl3M+aGsEVV5SEZ3eP5Jv32RQKAl1X3Pv+4gWd4jST5PMB3/7OCJYl+eAHUhjG3Eox\nyGYFjz5qMjwiuPkml4UL3xiv+0yQyztsfu3QbG/jkicUnyEhs8jKlQHz5gUUCoKRkUH+/r/bHOyS\n+BY8uM2mLhHwZ1uzpGviuA0aQV2AvxAKZpJKux7FixzuLMVAj4TbL0SofSaeoykWcNe8Io92lRTh\nXfOK0+p6Hos5yTNf16jka89HMDRIWAHb+3R2dGpUFhWNVQGguP8pi/sfsbBd+OR789z6JndG9jxd\naBrc9T7F3/29TmeXwDQ8urs0Hn5EZ2eXSftBi6BMgwpgDMhCT6fkz/6ujGuvSZNMwuWXCy6//Ph1\nH/ipha5Dc1PA+Dh878cWf/jl3ClHo2az4DilD2Dn2DnqgjI46LF3j4OmQTrtU1U1ty6dDz9ssn2H\nTjyh+Pa3bb785RyJROg8n4poxAydzznA3HoHhYRcgsTjEI8rxsdLE3Eqyn360hK1DbwAauoGKQYm\nwrCIpHKQ19mfaUQmnkeIZXMur/N8BPCyCo8RXdDnSLKGwFOgn0KcjBdKxUOpmCIVm7mL7ON7TCKG\nomriOaJmAKsUEVfxyRsKbO0w+Op9UQ73SYQBnX8vqakcY/WKue08LV8On/tNxV/8pWIsK9A0sMo0\nMnkNZVK6MvhAEnBLOXIjY5LdezWuuuLUaQrptHi9QX40CoPDAt8vpZQcy6bNkgcfMAiUYtXKgDvv\n9NAm17hh1mhsNHj/+5PohphzwhOgf0CSSik0XTHsCHI5EYrP05DLO2HB0Rxg7r2LQkIuQTo6hgB4\n6Lki777OojYRsLTO45ndJoFrIZRCEz6RWBHHsIjLMeKiFZ0bXl9jrhQYnSpH9FTfH3tfgEDBff02\newsaCU2xLafT60jeX1087jEDGcE3fhEh5wiEgA/fUGDRNIemj3BgWKMxebz7Wh1XHM5KypOKgVFB\nLgdlEUWggyrAnv3anBefAGvWeNx8s+Knj2isXuWQ9SC+R5H1AvJ5rVTbJEtfppWGQGIYpxc069a4\n/HKjRXkqYDQtWLPSO0l4Og489JBObV2AYcCWVyRr1woWLpzbQklKwZVXRmd7G6flmmtd/uSvYmTG\nJXU1Hrv2uORyivnzw0v8iYTO59wg/MsMCZkDtLVV4joB+/YNUCjo2LbG3VcXKY8odvyyDmdeN/5i\niWtqGJpgedxkAXcgjqmungvC81hOtZ8TBfKxgnTA19kn2mibyPNM6YqtOZ3bPYeEflSc/Hq3QdET\nxCKKzZ0a33nW4k/ed+pWRudLdSxg3BHEjykGGncE1RPpAOuXu9SUB3T260TcgAV1Pi2NM5MqMN1I\nCZ/6pEcy4bBzl8KSkg0bbEbHPB57USOXFegelJX1EY07qKJPbXWE01023nKTS1lM0X5Q58o1Ptdf\ne3L6QRBAEAg07WiDfs8TwNwWn3Mdw4JFS33qa1x6+gL++quC1Uuy/NZvxmhuDi/zx5LLO2x5LXQ+\nZ5vwrzIkZJbp78uzbcsQu3eMogLFj7+T5/Yb41x/fQVvW62oSxj87fOtvLpFUN+W5+Mr0nw4MR/z\nHNr6nA9dXTA8DI2NUFk5PWseK0SFIxjfnYXqow7TmY7wwJDGoWGNyAw2Xr9pgcN/bImgS5+IATkH\nBsclH1mXB6CuQvG13xvjWz+0cfOCq9Z6XLH64uk7ZJqCe++VjI2V2ioNjRbY+LJBbRX0HpbkxwL2\nvFokHldcvcZF1yOnXUvT4PprPa6/9vTHb9uw4U0eTz6lIQS0tijmz784xPpcJ2IrKioUfYdL75uS\nuD/1O2iys9/fkCjCzzpzgFB8hoTMIls3DfH0Ez2YpkZ1dQSpCXQzoH+gyL9+s4sr1yW44446vrvA\nw1el8ZBSxC74Pl97De67XyKlwjAEn/1MQG3t2R83FaoMxZpam819OWrLY2R8wboy7zjXE+C6JS47\nenTKdEVrecBnb85P70aO4fIGn7v8Ak/sNRnIChK24p7VBZbV+SgF+8cl/zoSYeA6yS01Re5Y4MzY\nXmYKIcTrjeYb6wLufkeR9721yP6DGvs7NLJjUbIj46xbF6Om5vwvGbfc4rNsWUCxCE1Nak5MbbrY\nWb7EY+E8nY4ujdragLveCY31MZqaTp9Me6m2XIpGTNauCMPus00oPkNCZon9e9L88ufd1DVE0Y2j\nU3GEEFRUGKRSipc3pck0+FRda9MsLFZSxrk0Mj9CMTNGpqsH3bZJzWs5rTNyIi+8UComSaWgs1Ox\na7egtnZ67QMp4ANVRZLpMfrH86zSHFbn8hw+IUJW21zPb9+eY3BMkowqklNsEt+Vk/y01yTvC66v\ndLmy8sxO5bpmjzWNHgUPbL0Urh52Bd8/bPPyiM6OtIYBPLunjB9sdwl64FBeo6Uh4Hevz3Nd49Sq\n3/2JdNEjRTgzncu7eZfOjgMat1zlUlcVvP7ci+f7LJ7vU/p7K5vW52xoCK2n6cSy4OMfLJAZE0Qj\nCtOcSNY9C0cE6KXkfubyDlu2hWH32SYUnyEhs4BSiuefOUx5pXWc8ARYtaD0tpRSYCyN8e1YkdpB\nSUMkx7sLFtelTPRzqA7ODQ2z6Z+/hZvLo/yA5uuuZPE7bp3UY6tr4EB7aRqT4wqSiRlqgSThjkVH\n5j1GgdQp7xe1oMWa+h6ynuBfO2xMCZZU/KjbJmnmWRw/vkDIDeCpPoMdGZ24rritwaEpGry+xje6\nI+QDsHRFp6MxMi7IbRfsymuggxhRvNYneM41+NN1WT59WfFU2zmJX201+MUWE6XgzWscNqye2bZN\nrgc/ftJCTWjBD71tcvsMmXtICankuYn67Tu6AC4JERqNmKwJnc9ZJxSfISGzQH9fnpHBIvVNpw+h\nD/om34/UYtpdyGwvgyPw2s4a3luluPuaTmxZhk3FpJ+z+8UteEWHZEsTKgjoemETLddfjZ1KnvWx\nt7xZkcsJDh6Emzaok3o8ToVAwaZhnYwnuLbSJTrFs9D5OIFDRYEbCOomiposTdGVkyeJz0e6LV4Y\n1Km1A/oLkm/stfn8kjxVtmLzmM6IJ+hyJB05ydCYovArCe1AAbBALRQ4EtJ98JWdMW5qcFmUPLNY\n3tet8bMXLVpqS3t59CWLxqqAKY5enxKGDpcv9Ni2T2fZG6QhfMjUODb8finkgJYKjsIm87NNKD5D\nQmaBsYx7yqjY0FCWplTpbbnPKaPPj9Na8LGLeUwc9iRA1AAAIABJREFUstZBnuiOsNb9NQkbWtSb\niVA1uSdV6rjqeFTJgZ0M0Sjcc/f0hEr3ZTV+2G0jUOR9wTsappYneT7N9JOGQgA5r+SyFnyoPsFB\n9YOSOG6NBUhRGnl6cFyyP6tRZXs8M2qwy/fZnBX0+4LiAQE5BfmJ17YADAIpEElJLgjYMayzKHnm\n4xxMlyYDHXG1dV0xkD6ajzlT3H1rkffeXMQIrwaXLKtuWA1w6RQhhVkfs054ugkJmQUEnPUE6ErJ\nWNGg9z+bSa7JoBs+RjbHcN7C8GpRHKbA6FnF5wDbGVI7iF1WJPpqhtGDDgSKhivXTsr1nG4MqRAo\nfASWvLBXgZSpuLelwI+6LYYdwS21DiuSxzt+YqLzTzBR4AWlUZ/axP9fdAOeT8MoJr4LjEloU8h6\nH3VQoHokZIEk+JqCvKI2cvYUgZpyheeD4wICPF9QW65Kzd6nQKEQsHt3joMHi5imYOnSKC0tFlKe\nPr83FJ4hcGlUwZfC7i2zvY1LnvCUExIyC6QqrFLHD6VOW/TjCBf1mmTYqWJzz1V4noYdL3DDlfsx\no4fRsYlx6pJzl4ACAWbXywyPfZ+K9l2oyDjN6+sI1NXY9XdQsaBt0gVH08FRtzLgE/MK5HzBssS5\ntSU6H/dzScLnDxM5lDr1aEcp4KY6h8d6TFKmohAI4qaiJZFlgHGEHaFYrCWwINAFRmOeyJIcOAre\nBM5LFsVtMZQlQQctr9gyoLGy0iN6msruwTHBa30aQ0ry/FaDqmjAh64vsKDBP6ng6ky89prDv/3b\nAIHyqKyUeL7i6Y0ZFi20uefuaiKROT5KKGTWeaML0Hze4ZVtYdh9tgnFZ0jILFBZbdPQGCU96pJM\nmUdvryyjFLcF0wnAgaCo43g2muaRzcax9eXMpxxD2WhYJ62dx+dnop+B9r1Y+3/N4v5DNPs7wdPx\nmiTjyS3YCz6GkGevhp0pFsUnb+f10scB0U6Dqmcebef0fGrCZhYIeoqSpzMGhUCwKuaxOuadJEJv\nqnVJGIo9GY24oVhbPcJuczNjuKytFWw/dBs5z8RMFii7cRSzz8UzTPJODLVaw1yWp9gew9UEI47G\nHz0V59sdEX5/VY63NTo8dsBkTZ1HQzygZ0TyjadtAiVYPd9jzXyPoazgpW6DRV3+pJIqggAeeEDw\n1f9/GCEiGLrG/Pkua9d4SA0OHCjy4ENDrHtfLa85Es2Ba22fGvucXs6QkIuWSMRkzeWh8znbhOIz\nJGSWuG5DPT/8zn4sW8O2jzpSW/d7rFqgs0xmQcuDjOF5Bp5nQAI+dvk4tjh9uHwAh5H0CEMvPsNw\nskiZLVkoosT7xtG6+xBlteRlnhjlF+Iwz5t94gA6Oh3iEM2qCX3itDUZ93OIArsZpkuMo1DE3DKe\nG6on6tuYAr43aOOpAlfGj3dghYArKj1aoj670zrt7ijKVsSIk7AOs76lj+49MYyqAkl9lEKyDC3n\nU2X0MzhcjRszEZU+qkdj3BXYeTgck/y/O6N4ruIX201wof4yhwc2W5gaVJQdDc3XJhV5R/HDl20+\nturs7vSOHRo/eiDPWCZOoRgnCAT9A0VSqWEam6G8MsLjXT4/2mSS7jIpuBAB7m1zePtyh6p4mAQX\ncpQ3svuZzztseTV0PmebUHyGhMwS9Y1R3vm+Vn724CFGlaK83MY0JZ4X0NNTxHUC/u7Kfv5kbwuZ\ncQ1MuPPmPG9bcOb2O+UYGAGMVGuYgxmCMQ/iikDX8DQDN0gQ5eKxvOpVHZ2ii2pVhcbxYeMzCdCD\nZHhO9GKikcJCANv8IiNl7ZS79STdCgzh82zGOEl8AmQcwdd2RnACgW9UsWbJPioj42hC8tbmPEEw\nyKOaID+WIB5L4/kGtlZEDgVo0se1AH9ioEoMighQ8E9bY1yhuTy916At6dEzKmmtPDknNGJCfwY6\nhk1a5h3/s8EhwfObDDwPrlrr8corBof7xhhNlzE6YuB6EtOy+eFjEVoWexAotsVtapTOkqWK2rhi\nyBe83KvTNaDx2ZvyVJaFAjTkZN5oArTkfIatlmabUHyGhMwibQsSfOhTS9i7c5RXNw8xMlykpRLW\nrEmybl2SujqLLwTD9OUFERPKjbMLhDg670ktxl3WQL8X0G9X0vPcGNVaAeLNxKKXk5hCi6bZZiHz\naVXN6OjHV+ufgRweL4jDpLAwjhGsEWUhXMEBrQ9/KEXeMam1AnIeJ7V8GioKioGgJebSlxPIgTYW\nNwUYIsJO6fPmee3s74mzq1hHuRjBMAqMDqdwXBup+6iiABtwQUVhpCjY06NhKUW2YGAFMKaAvKD1\nDMdS8I5Pj8iMCf75WxGKjkDTYMurBrXlPoWihuuC50s8TSNXMMiMW3TvCnBHitCkM9IjkQ3g5gQy\np9B9RdYKeGSTyUfedPYenz09kvGcoLYmIJGYPbE6nBcM5CRKQUUkoCb2xhLOmUyArgui0Qs7QvdY\n3qgtmPK50PmcC4TiMyRkloknDNZeXc3aq6sBWNWQPe7nUkLDxMW1nVF2iUHKlMkV1BPh1BUscXTu\nqX0XG3mYMTGCteFT1OweRWoRtCXvmNoGgwD6+0ol3zV1R0fvXECM0xwncErXs4sxFOo44QkQQXEw\na6IMF0WGXLEKXUvz3/qHWFVRYKltsFSlsJxxLE2nzKzlYHo3gjRr7BdockzqtRupdX7NPvpY4G5g\nl2zkcK6WQn8Ev6AhIz5+VgMXMALwJK4P0hfkNcj5goSpuH1+EVPCo/tNFtb4lJknHQYIiFvH58d2\n9UhyOUFLc8ktPdQlqahUVFbaHOxSeKbAKegQlQRRCHSgJQKBhzmcY+9jZUhDEgxIBmRAKqnY06Fz\nRZPHsgWnz8X95a8MHvuFiRRgmopPfqxAQ8Pxjm1fn8RxoKVlZoYQ9I8Lfr7fZNeQXppdDvgK2pI+\nty9waDlLL9WLAcdR/H9fzZFMCr7w2xd+lO6xvGFHcL6xPqtclITiMyRkDtHRMcSqhpOLiAAyFNkk\neijDol/k2KoOcw2ndyNipLiND5dOtHHgiiluxvOgWIAnH4M9u0q3zV+I95a3kc9kMaKR827VlMbl\nNdIcEjlsNJaqOIsoQ5/EaMBjOTH0PkIB8wThmXVhy7DOYtMnLSV+fIBI7V6wM4zj83Sg8bKvEN4I\n84Y7mT82THlVI00iQzKawI8ocu5OovmtLNbaqCXA1h7gxfEVjMciuElQVoA3oONmNERKYasigakT\nOAb4goihcANBxIIt4wYxW2FEA9oHNS5vOF74pfOlWfItqeP7g5oG9BUlhw5rBKJUTX/HQp/Pflrw\n6b8A/bDEzwu8mABLgBJotsOilbu4bOV2+rwmXnrqGryCyYgryaTB9eF7/2nx/3wux6nq0DIZwRO/\nMGluDNC0Utj/0cdMPv7Rwuv36e6W/J+vRXAduPueImtWn1sng9PROyb5+hYbIQTNieC4NljDecnX\nNkf46MoCiyov7mb5ug6XX64Tj8+e63ksbzQBGomarFkZFhzNNqH4DAm5SPAIUEpgCQ2fgDzncHEf\nGYCxNNQ2gXVy3qevPNT4RrSeX8CvO6BXRx1Ko666Cb/YwbbvPcqef/hnIvMuI15fz8K33kzr9dcc\nfbzrMtpeCmmVz29F6qc/xQwHBZ7d+wzRoRFq6xtJz2vlBf8wPTLHTaIWeR4z7E00PI53wfZnNQSQ\nMBTSGmU0chhfuLgSPMBBw/Fd6rxh9lbWUdAkV6R/TbGmjLQ9j04UmtdNGUnKpU0ZcdYn47wn2MbT\nmZvpL+r0pSVCKuw6Dz8LvtIxbZe8Y2DoCl+AJxW9rqSCAM+H8XKJkD4HhySpqEITMJoT6Jri4zcU\n0MdhMCfY3K/Tn9MYHBYcTkjGB0uFUVZcsC2v45ZD87stjF0FOreb4B2xBkF3Ag458+hLNlKX7COl\njzL4SA0UwM9Bf7/G9t06mawgdYpwujOhf4+Y3rYF4+PH/36yWUFxInI/Onr6310up9izx8dxFa0t\nGrW1Z/+gESi4f7uNpUH5CT1ThYCKiMLSFffvsPm9a8aJnN4on/NIKXjPHRdPTvbFRj7n8MrWMOw+\n24TiMyRkjtDRMcS7rzu16wmQwqaRON1qDE0IrqBhak/Q3wMPfxt8H6rr4V0feV1N+OODvOQ/Q0+k\nnXm5jSzYsgNMl+HLUgxfHae3ciOjex0CRpD5Ap0vjlBWUc+h516k7U3X0fam62hZfxXb7vsRQ3sP\nAFC5aD4rP3TXKQXoLsb52TPfY9mLG1FWlAY3gr2wBbuijIM1STqbL6c52orkVLHokzmx8KiZOLvU\nCEqUpjoFARwc17CEIKfypKNdCCSO0HGET1ZFCFBERYCHQimP/rIUTiZBEZOYP0ReCAwF/VqGHK8S\nEwZJtYDfnPcK+T0bGIx47Bca7WmgkMcIQEsGuL5BrEzhK7CFwo4IlAShIOsIGssD7lpZ4MU+g6cP\nmCRkwPsXF7lxvksyqni53+DhQ1EADBQ/f9WkqkZx0xIXWwPdVnx7i0190sfWwAvKEBWy1LFLAnmB\nTHoUvBgMwHg8TmAKSPD6OFAvp3ih02BXt8Y1p+i9WlGhaGvzae/QiEYVY2OSO99TOO4+Cxf6vOMd\nDrkcXHP1qYviMhnF179RYHBQ8X/Ze+8wN8/7TPd+v4beMb1z2Lu6SHXLki3HshxHclEcF6X3bLze\nZJPsOdtOssnZ3eyelCu243WRS2InMRXZklUsy1azKMokxd6mcfqgDPrX3/MHSImiKIqSWWXc14Vr\nBsD3vXgxmAGeeX5NUZuvzcd+wWD58tN/FI0uquQagsHThNUjOuQasDencUXX2XVdf9o57n6+HfI+\nQyGDjS3n84LTEp8tWlwkDA5meODZ/MvXTxaiCoJr6aGKjSFVgm/2z3dhppm/2dkHc5PQqEE0DjMH\n2Hvkc0x0WtQ1ld2JbgoDgucGrmVeTbHW2sWANU6j4dD4N1cjXpim8uAcswtTBPbPs7BnPyOP/4Bl\n997OYucC2t1R9JrO3HOHqUzPkuh/9QdWDZfPuSPc8ePHyEYKeIrC0UA/fS+8QOHDd2LG5thlzqFE\nOumSt6Px2rw3X8KLdY2HTUlet9ho+Fwr5Mst9zME6SXKJFUyhDA9hf3zSeqWgRXI0a+kyCRqoNQp\nuzFytOH5CgHfZF60kfDKRNQqTzrrKNWXM5w8Slpx8UJLWG1toSJjRJBY3kv0pz/E72w0+eruIAOK\nT6RDMuV4jDsmnqOzKqjz25cV+T+zQaQnWPRgpKixQncJGRJfESygsJBQuP0amwVXYSGgkAhLpITv\nTiaIxiWJgKTcEAgB+wsqU1WFqzsdVFNieRA1JIU5hYYUBDRJXRNNSzcMph1GUx2cokHVjVIuxaFB\n0xmtgy8FlpD8yVeifOa3ygx3vVrk5XKCK69wSKd9pC9Yvtxi3dpXh7dVFW684fSdGJ55xqFUkgwN\nNd3OWk3yz//i8O//8PS/y/tyKsEzSDVOGpIdsy3xea54OxQeNRo2O1oFRxeclvhs0eIiYnAw8/L3\nO6ebX090RBUE8VM0lj8juvpBN5rCs3cIwtHm7QeeZqxHklNjRMo1JuK9FIdSjOj9JGbmoV3D1xQK\n776M8eRSxFqP1M0j+L/9PdxYALNQojh9lIPzTxF+Rydmt6TmxXG6AwyEapycFXqEGRbVUfZct5xo\npcrw2Diheh4znMAMVDBVhSk9ySwuMbGT1f5ycNoQKCzXPQxZ49mqzWcaGQ4GG3gNl9HSGHujBh8Z\nn2Hv1CCH5jSSXYPkL5tCNxZRyhFypkYmuoih1cjNd5OJ7SQjZxnzenCFilQUajJKRG1QqMcx9o+z\n+J29GHIfO999Kx3XracgZkkrI0SsKXy/jh1YB4FbWBLy+PSmGvvzGttnNGJOgKsDBld0OizPmBgq\n/GLA5F/nAizVJJ/otXhyxsD14bZui3GpElMkugJtms+M3RRnFVtQsDVWBpqhcNODmapCNCipmoLH\n9hiAxBWC64ckxZKCLySeVNAMcB1AAemoOOMKaJKiY8CkAgWg2JzopCagv9dDUeCbTwf5w3vqQDOf\n8uHv6jz9rIGigPTh+utt1q55a3mVhYIkHH7leiQiyOV8XFeiaa8fqm84Au0MRrFqiqThXhy5khcb\nY+MKubxCb49PZ8ebL8x6O/X+FBe44EgI8aSU8uZzsO4gMApcJaXcdrbXP5u0xGeLFhc5xx3R04Xk\nz4h0G9zzK1ArQ7qDlytLQnFcy0eqoOGhhl1qbhDV9GjoEeoySCHextHwUoKOScLJMz84hPubt9L2\n6X+GYp1Qykeuj3BgyTB5I0PEq5IJ2jwWniMlB+g41lfUxuVxMYIjFMY7exmUR6kQIeRJSrffiOO5\nTCbbWGboJKlRlyH+2LGYd4vErQTvVQr8pvIFajWDmeDd1Bc7GKyOMOgcoGiG+Z56FVMHTFYMhPnW\neICVyR7iw2naLBhSwlh1j2h8FGFX6JSHyR1NonS6xI0StgxgukFEQJKaHcM/XMbs68F3bRLffQpl\n/TCVeDtl41rmjFEM2lkmb+X422hQg40dLhs7Tu26DYZ9fmeo8fL1KzOvHBeqSbZWNLCh4gs2x5sO\noq403c+jrsKErzLvKMQ7fepzCotlQUKTOAiCumSxpuBKMBGgSfyaaG5NoelwVgTsEDAASFCkJBmW\nZNMeRVQ0FTavtKk2BJ7XdDLHxxWeeibAQH9TmPo+PPW0weqVHgMDb17ADAwo7N7jkUxKFEUwN+/T\n16ecVnhCs52S6Wm8UZlywxV0RC/tgqNzwe69Kl/9xyCK0vyz//VfatDd9ZMJUOCSFKHhizjsLoRY\nDvw34B2AAewHfl5Kue/Y/Z87dl83UAWeBf7w+P2XEi3x2aLFJcBZE6CRWPNyIutuJ7l3nFxojmp/\nkESogmGbZJUFDu1NoY+PEN4EPgphrYGMBsAVWOkUojPC8q5Frtho8sMlKapulKS+iKvp6IqNRpV9\nlF4WnyOU2YuL7nnsi29gNDzMzo4SvTGTntTlLCou7WKeDIu86K/gEbefXD2AtEDxLRZVuEnNMCHb\n8UUN2/WpGEkUT6XqhZgTIYKaRFUgpUkKJnQInVvigglDZ3/DJFAvowRMCnqaw9ml/Iz/CJ6nEvTr\n7LHXsFdfjeK5uLM2Iq7i6ToB6SMdhzgRPDZSZgWDsgfjLL2Fro54fKzDZH9dpdPwufpY3mVIh3jS\n5fGGTmfAx1Ili1mNjOqhOgJDgb6Uh6HCwZxKql2yOC6QEQG1Y4u7gEfz3d7nWAsoCHYK3tluMZLT\n0ISPBuwa0fjordbLhUVHJ1V0Tb78f8px8TI5pb4l8XnttRozMz47dngoqiSdFnzwnjfO613T5vHE\nWNOJPXkU6olUHcFV3a2Q+8ns3KWTiEnSacnklMKhI+pbEp9w6Ve/1xs2O3aOn/fHFUJkgf8B3AJ0\nCyFGgR3Ax6SUFSHEEPAM8GWaAnMRWElTZB5n27H7jwJp4D8CjwshBqWUp895uchoic8WLS4RTiVA\nH3j29I3BTwzjn8jYWP6Ea0EOpO9jIbmPK1L/SJko0uigzRxH6fKI1mz650bY0NvNfn0VvgoVJclA\n/zw3fGAtm7LDuPkxDM3Dljq6byOU5jz1kEzgnuBW+QgcGaNSV8H3sUSMHSzD0Qvk5uNEAjWuTPQy\nIZbwsJtkQer4ukCoEuG6LNQNvmmuZLPxY2xrNXbAZ9TuYD54O1oMPhbUeD4aZf9ojdXpCO8edBlW\nJdmI5LeW1XlwrkBdHibVOcE2uYqlcoQ+McWk34MrdK7TnuWl8jpeKm6mL/84Vr5KWNZILO3FTsVZ\nYpfITDxGb2SQSPfpWsO/eVZHPFZHXuvaqXHotTwqDYWABA0JScEVusvopMqSuI+hSK4etHkhYpCy\nBBPzKvm4QqNKM65u0BSdUVBU0IOSjrDPhmGPcAqW9HkcmVFZ0efxvmte+Z1KpXzckzSK7wtSqbcm\nXDRNcPfdBrfcInFdyGQEuv7GYfLOqM/KrMuhgkrv64wCna8rdEZ8liRbzufJ9HR57Nqjoulg2ZA9\nxUStN8OGGzYCvCxCLyUHNBwy2LjhgjiffwlcC3wM+AvgU8BtvKLD/h/gUSnlp044Z+TEBaSUnznh\n6pgQ4k+AncAS4MDJDyiEUIC/At4D3C6lPHR2nspPTkt8tmhxiXGi4Hw9cflGnHxeu0jwlKFhLe4i\nqSzSFhcsDV5D/WA3nr+bzpsP01X/DqlIkQm7n9vnfsQtxQCBX/4jlMkZGt/+Mpc/soejd/cy2ddN\nhhJR2QminQEnwP6HHmb8hR30XrOR5K3Xs6NURXUdTCeC6USQB03WFg8x0q6zK2PxdPtaCgTxfAmK\nQJEenqFg1w0OmJdxWyaIWhpCqKCEGkg8fjmkc0dSY9PtDXIVjURiES8whe3OYjpJwvk5PuQcxG1/\nnP16LzvxCNYs9KhDwDepyzA/mriOfbn1WG6Yo9evRWvUiFp5tKE4d9WLJBo7yBQOMljOQ8etoP6E\nTvQZoKlwTZeH53qYLlyOQ1JI7ojZOGazvVF3yqfuCYq2yuZ+n6ef0tm+U6cSglztWMulDAQi0JH2\n6MhI/viOGu9bb/PcHo2Hng+wZsDj4+9qvGqGwPJlHj1dPmPjCtGopFYV9PZ4LD1NM/o3QghBNvvm\n8zJ/bqXF/S+FGF1UaAtLokZThDYcWKgrpEKSX1hnor65FrE/FVy3ycF2YGxcZfM1LqtXnl2BfimF\n4et1mx07LkjB0WXAV6SUTwoh6lLKp4Cn4GWReCfw34QQ3wWuAMaA/y6l/MdTLSaEiACfBCaOHXvy\n/TpNl3QdcJ2UcvqsP6OfgJb4bNHiEuKtis03Iiw1bqp2kNc/RkjbQbygUzCvZCxlY+irWWL8AM8q\n8J7qD6AQZaFyC6HVvwmRZZBYTijaRf/R3dwtFtgvNBb8y4irvayXKdSndzLx/IuowTDPHTjK7i6b\nWE+NqFPE9wVJq4QigxxtLxEdPEpJU0n4kiBrcYjj+QJfqCi+RErBgEzSHdzARqVE2jZx5qeRmsqE\niPGMPUw8YnModJjDla3ErVEWglFmjQ6qPREUt5d+611c33iM/lqU/H6YdTzSS2eYblzO1vI1qIqP\nwEPRwZYJCpEEYco8cijJ8qFlrMjOYUW78VSb8Fst/noTvKs/xBdH6gykwwRUqLuCu9otlodfLSAc\nDzqiPoW6wq23OXQv8fnePh1dkagONISgLeGzOutx9aDDO1c2m3duWuNy9UoXRXltSNtWBO/5iMXc\nAYWJCZWBAY/161xemNFYbCjcvMQmYkC1IRifV4iFJP3t52bKUFiHT25ssGte44fjBhPlpsqMGpI7\nllpc1ukSvoT7e55LdB1uv9WhaX+fPY47oMAlkwsaDp8z5zMrhDixyOezUsrPnnD9GeBjQogXT3Fu\nOxAF/gj4D8Af0gy9f1UIUZVSfuf4gUKI36DpnEZoup23SilPDoFFgAeBJHCjlLLwkz21s4+Q8tKe\nM7V6/eXya9956kJvo0WLtzXV/DdZ1vtdhB2k4txJTbmOkTH7jHJQd//DtyiOTeAKlW8OrOFAe4Tb\nrniGEmFWLuxm4/7djGiDfOWajxCPFynNZpjXO6hEIhT9NAhBWs+TdgvExz0+NtTNgeoso4VZ9sRX\nUAtGiGIjtSCKlyIWOMqclIT9KrYeIKBZZNQCMVHF9HX6vSkG9m3HuH8Hi34cRfEJdOp8+8o/4nBw\nDYvVDLVGFNfRkJ4Kqk922TTBsEmMCraM0OW63Ns2xruSYQbF6jOeOf9WefxwkcORLlQBN8QdVoY9\nRmZU9oyrrOzzWNbTFKJlU/C9QwaPHdXZJzU64h6BAKTxCVpwdcIhGZfMGwqWa2PNj7Nyuc9VsW6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2uEnRJLZ19i+RNb6R32MLIKrutjJASepxAMC8JpDbusEd27gDoEyaEK653deDUFT0pwXMLu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\n4LE3TBbW+9RXHl/xfHOvxqbtBisXu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vjPC4s0R049va0q5eAK5X+euJfo6VJVQTTy3p9/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\nCYQNQR+xnggcztk+DEz0us+SeQvYAewCjgDzgC+XdUTj1+lEM/urg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oowZZWcLWrQYZ6TZz5ybgoqY4dXUxfve7EPUNFghUVjm49hrPiFtNaTSaiceyhbq2IAdbg4SiFh6nSWWOl/JsL+YE51f/4eln+NrXv8GOne+Tl5fL7bfdyle/8mW83g8KOOfOX8Qtf3EzX/vHvz92zLUfvmFY22+9sY7lZ0yQJyGJ2NJNWBccpZxpJT4BCouFOeEIs2fFPxSSITxT7fUE8Png9tuFJ55UtLfB6tXCmWcOLT5zchQl873UWU4cJtRHbD784QivvOJi1kyLSy4evgE/xIWuYQg5OdDZKXR0KNBhjiFpbrb4yf0BfD5FRYUDEaGpyeIn9/fw2c+kkZamvaAazWRCRNh2uJP1+9voClu4TIVpKCxb2FDTTrrb5NyZ2SwuS/JM5F5+9eBD3H7HXfztl/6G73/vOxw4cJCv/v0/8PbGd3n26d8NetzqVReyfeumQbe/v2sX1994M25XiqpxE4xSabjc5ybB8hNJsDl1mXbiM9mMRXjW1yteXWdSVCSct9IasDJ9LJSVwWc+PXLRF4nC1j1OqivjYd/aBoPrVlucc3ZgVOedPVtIT1fU1inS04XZs7XwHI63344L++zsuMhUSpGfb1JXF2Pr1ijnnjs1Pvg1mqnCa3tbWb+/jfx0F2Xek70YwajFM9uP0hGMcf6c3KSuxbIs/vqLX+a2W2/hm//nnwA468wzqaysYOX5q3j6mT+y9sorBjzW7/czb171oLbb2tsByMycGBGdbER7PicF01J8VlXl8tT6Fq5N8Bf6WISnCPzil04ikXieZG6OsGjR2HuNjgenA3IzhcZWA4cpeFyC3zt64ZidDZ/9jHD0qJCf/0HeqWZwaussMjNPDtH5fAaHDk3OyVYazXRl66EO1u9vozTLM2ho3es0Kcvy8Pr+NrJ8Tk4rTd7on6amJpqbm1m58niP3oqzzsTj8fDee9sHFZ/D0dHRAUBeXnIF9EShPZ+Tg2kpPkeLCOzaZdLapqiqtCkpSaw4jPbOM1eolM4xVwpuuyrI82+6iEQVl5wVwTfCPM8T8fu16BwN+fkmjY3Rk6ZYBYM2eXlTMClZozlFsWw55vEcLqfTNBQF6S5e39fKguL0pOWA5uTk4PF42LN773H319QcJBQKUVpaOmbbjY1NZGRk4PP5xrvMSYEt3QRD2vOZaqat+ByN9/Oll5y8+JILR++jdfddQSorEyNAlYKP3RLlhRcdnLbIYsGC1Hg9+8jLEj66ZmQV7ZqBCYVsHn74KLV1Ya66KodlS4efi3rWmS42vhMhFBI8nvgXVE9P/LWwZIkWnxrNZKGuLUhX2Bow1D4QXqdJS0+UurYgVbnJEXBut5sv/c0X+Pf//G+WLVvK2ivXcPBgLfd+6jMsXLCA66/70JhtHz58mNKSkgSuNvWk9ltWA9NYfAIjDru/9rqL8nIbpxMamww2vuugsnJkxTcjoapKuPuuxLV66k8sFp9uNJV6mE523n8/wI73A5SWuHniiRaWLPYPO1WorMzkppu8PPlUiEgknurg8ylu/ZiP3Fxd7a7RTBYOtgZxmaP7QHWZitrW5IlPgL//u6/gdrv5y3vuo7u7G6UUV629kgd/+fPjqt376OjooL6+YVi7W7e9R05ONu+/vwuAqqpKPJ4xhsQmAUql4dFh95QzrcXnU+vDIxKgGelCT48iK0sIBeN/D0Rff8++26kkHIYnf+9m23YHHq9w/bVh5ldPjdzBcNimri5MVZUHh2Pyqer0dBMliobGCMWFrhGPs1y82MW8eU4OH7YwDCgtNSfl9SWSXJ+TlkCUXJ/27mpODUJRa9Thc9NQhKLJ/fw1TZO//fIX+cLnP8ehQ4fJyckmKytr0P2feOp33HnXJ0dsf+HiZQC8vu5lzl5x1rjXmypEugnqgqOUM63F50j5yEdC/OKXHmprDaqqLM49d3AvZZ/oTHW7pZdedrFlm4PKCpu2NuH+n7n56heD5OSc+pXnGzd28+BDR7nvnmIWLpx8eUizZnn5xCcKaG6OsWjR6NbncilmzNBvS41msuJxmlj26D5HLVvwOCcmguFyuZg5c8aw+91+263cftutJ92/d+8+qhecxtO/f5I1l1+WjCWmFO35nBxM+2+5kXg/y8psvvTFAMGgwu8XjBG0XEz1lKOagwZ5eUJ7u7D+dZvWNuH5Fwxuvmnsv75bWxXb3nNgmrBkcYz0QTzAyaa62suHrsmhsnLyth+qrvZRPXj3Eo1Gc4pSmeNlQ037qI6JWEJFzsmh72Tw+z88TVtbO7fdesuEnO9Uw5ZuAtrzmXKmtfisqsqlpqZlRPs6HIxabKXS81laYvP2uybhgBAOg8cDBw6MXSx2dCh+8EMvwaDCtmHDBif33hPA64VQKC5yc3IULlfyw8S5uU4uvTQ76efRaDSaEynP9pLuNglGLbwj8GYGoxbpbpPy7IkRn48/8RT79u0bVHzeftutnH76sglZy6REwJapnc50KjCtxWcffXma4yHVOZ4nculFEY42G7y3wyQataiqsrjkkrHX+B04YNLdE281BXCw1qCuzsSybf7l3xXp/ghzZtvc8QkXuxucHG4xyMuwWT4nhkun86WMzVtivPlmjNJSg8sudeJ26w9djWY8mIbi3JnZPLP9KGVD9PmEeLi9qSvC2kUFEz5qczC++pUvp3oJKcUw0vB6khF217PdR4MWn4xfOCZCvCYanw/uuC1Ed7dCRFAKMsbR49jlEmwr/uFp22DbCqdT+N73Xew9AHm5LjLSO3jgaSdHQm78HgiGYechBx+/OIRjkhVspzondyKor7d55JEIOTmK9etj+LyKiy/WvwQ0mvGyuCyTjmCM1/e3UZDuGtADGoxaNHVFWDkzO6kN5gciGAweq04fCLfbzYwZVRO1nEmFZXfTo/t8phwtPnuxLNiyJS6uliyRhIy4TLXAMQzIyEhMXubcuRYLFkTZtTv+kjlzeZTKSptZVRZvvunA540Siil2Nbk4bbZ9LC92X71J3VGDGUWTp7Na/64Ek5VAAPbtc+D3CzNnji1Pt6en70eHIhQSWlonz3PQH13xrjkVOX9OLpleB+v3t9HSEz1utnvEEtLdJmsXFUy48AR4d9PmY9XpA1E9dy473ts8gSuaPBhGGj7t+Uw5Wnz28u67ikcejSvOaNRixYqRi7aBiotSLTwTjcMBH7slTENDFMOAwsL4/Pf7Phll1owIjQ0xymc7eX6X4siReH5sZmZcAFv28eGmUAg2vG3Q1gbVc4V58079CvxEEovBAz/zcuiwgdhwww1hlp8RG7WdigqDigqD2oM2Ljece44WdxpNIllclsnCkgzq2oIcbA0Sjlp4nCYVOV7Ks70pCbU/cP+PeOD+H435+NmzZ2FFAglc0eTCtrvpDr2R6mVMe7T47CUahb6Picgw/d6bmqJs2tzD/HleKiriFdcDedOG8q6disLUMDhptKhpKq68QgEuDh5S/NU/u2gPKDwexXkrw1RX2xTnfOC5syz41a8M9tcYeL3CG28Y3HSTxbKlk0+ARqPCps2CbcHSperY5KFk09mpqK83mFFl09am2L7dMSbx6XIp7rzDTVOTkJGhSEubHDlnGs1UwjQUVbm+pDaQ1yQOw0jDn5RWS48lwebUZVqLz5qaD8ZrLl8uRCI2IrDirKGF0IO/bqalJcZbb/Xw1a+UHGsE3icog0F46DcGdXUGa9daLD/jZHuT3TM6lCe3K6TY32ridQpz8qxj05O+9m9ptNcYONxguIVNm5x8/e52/P2GYTQ3w4Eag6rK+GPS5RXWrzdYtnTyNcB/5hmb9W+AMmD3HuG2WycmcTUjQygosDlwwEBEcdHqsU/TcjgUJSVadGo0Gg2AbffQpT2fKWdai8/+uFywatXIcuIy0k0aGqNkZxsD9vzcuVOxe7dBWZnwu9+ZLFkcw3lCxDNRfUBDIdizR+F0wty5I+tBOhwDratvvf6CEn7wppe2gMIWWD07wuXVcVdxXZ2B1yO4nFCUZZOea5N2QitO0yTe6sKOe1Kj0cTlpSaaAzVQVBR/bdQcmLjzOhxw5x1B9uxxkJYmzJ49+YS5RqPRnIoIYKN/kKcaLT7HwEc/msfBg2FKSgYenZiWFv+/sVGRnZ2Y4qWBiOcGmtTWxoXgeSttrr5qfEUlwwniunaD9oCiKscmZsP6Gtcx8fmR60P8v+/6UQ7B9MIZS2Jkph0vLPPy4OxzbNavjwt3hylc/heTU3yed57iiSdsELj00gSo+lHg98PSpaMPtWs0Go1mcEzDT5rnnCRY/m0SbE5dtPgcA16vwbx5gzcMnjtX+NgtFkebFUsW2wnxRg5EayscPqyYMUOwLNiwwRi3+BxMePblr6a5BQGCUegMGeT7PzjfnTeHqZpp88YmBzV7BFdXlLY2KCg43tZVa20WLhACASguFnJzx7XkpLH8DIOqynhT/YIC/UtZo5lKxFvQ6fd1ohAR4n7FyY1l99AZejPVy5j2TGvxOdxYzfGwaNHwb8Txht7T0sDjEZqaIBxRVFSMTXj2Ccvh1hHfbnPtwjCv7HdRmG5x3WnhY9sdDrj4rAhPPxxm77vC/s2wY7vBD7/PccU6SsHMmZP/QwogL09/OWk0Uw2nCaFQGK/XM/zOmhERDIZwOSY2QjQWDMNPelI8n48kwebUZVqLz1Qz3l6TPh/c8QmLV1818PmE1atHLz7HIn5XVMZYUXl8SFhE+NWDNtGITW2tIjPTxHQojh61WL8eLrpoknWZ10wadI9PzUST64fDh49QWlqCx+PWHtAxIiLEYhbdPT00NzeT75v8TgXL7qFDez5TjhafKSQRzc5LSuDmm8cuOhNVca+UIjMTDh+G+fOFxsZ4KkB5udDcnJBTaKYgWnhqUkG6xwQsjhyuI6rr+caFwwC3A0ozFO4RzLqfDOjZ7qln2orPmpoWlpQcH3Y/3Gbw+h4nLlM4vzpKblryf8Ulqup9KAYSuAOdr+6IQcNRg6ULTq7OHwnXXG2yfTv88lc2y5fHWzAdPChUVU2OD6SeALicjOnaNBrN1CLdY5Kuo+7TDtNII8NzdhIs/yYJNqcu01Z8nkhbj+InL3swTIVlwe5GB5+9NIBnHEKloQH27IH8fKiuhqEiO4kWoP3zOEdq92ePejjaYuJxBzlt3vFh9YG8tAPZXbDA4PLL4U9/ivdMveACg+XLU5sHZFnw+DNuNu9w4PMIt94QomKAtY/nOWhqio/ErKwc+nnWaDQaTeqw7B7aQ2+lehnTnmkpPvs3l++jocMgaisqsuMh7LpWg9Zug5LskYW0RYQNG6Ls3mMxc4bJ3LlOfvDDuJCNRODGG2H5GYMf31/cJUqEjtbOmYuj7K4RSgoHjkONxJ5SitWrTC4430CEYw34U8neGpON2xzMqLDp6FI88aybz90ZTJj91lb43vchFISbb4alSxNmWqPRaDQJxDT8ZCbF8/lQEmxOXaaV+KypaQEGrnLP8gkiEIxA1FKYSkj3jDzsvnlLjCeeDJOdrXjvvRiLFytiMScVFXFxsuv9gcVnf29bIj2fY7G1ZlWUNQwzW3SEmGbqRWcflhUXxUqB0yFEo2Nb2/79MdrbbebOdZCW9oE3NxaL/8CIWcOPZtVoNBpN6ojZPbSFNqR6GdOeaSU+q6pyjwnQE/GawsXVEd6pc+I04baVYdK9IxefdbUW/jRFdraBZdsEAxaG4eTwYQiHYfWqsa15so/hPBWYXWUxqzLGvoMmwaDiY9eFRm1j584IP/9FEGVAcZHBp+5LOyawCwrgrjuhpwcWLEj06jUajUaTKOKezxVJsPxgEmxOXaaV+DyRujqDtjaDzjA8+5YbEbjwjAiXnTt699Xs2Sbr10dpsC16euCKNSZXXAE7d8bFyWmnJeECUsSpJohdLvjoh0L87w98xNrhmT+4KCmwKSkZeZeA+nobl0tRUmJQV2cRCgl+/wce1Jkzk7FyjUaj0SQSS3s+JwXTUnw+tT7MzHQfD/3GAwq27HFw1oVRxK14Yp2blUuj+H2js7lggZNPfAIOHLApLzdYuDBeqVRaevx+PT2wa6+D/Dyb8tK4+BlKzA0n8oY6NtE5pMOdbzLT0GDS0aqYM9umocHgnY0OrimJjPj4BQuTHqaGAAAgAElEQVScvPFmhLpaizPOcOL3T/5myhqNRqM5HkG3WpoMTEvxCfCTR6AkU8jOFnbsFV542wUZCo9L+Pmfvdx5WRD3KCvdq6udVFcPvc8jT3nYudvE7YLPfTIw7l6fQ7VqSkQf0f6cqsITID3dRhnQ0qLoCSjy80bXG7WoyOTzf5VGICDk5mrhqdFoNKciDsNPtvesJFj+ZRJsTl2mnfisqooPEs/J76atQSECOTlCj8smN1tYNMeirtlgX73JgorEdx/u7lH4fPE80HBEceIIzvZ2ePY5B2suj5GVNTKbIxGg4xWNqRCe+/dbbN0WY9lSB5WV4+sVmp8v3HpLiHc2OjmnJMpZZ8WGP+gEfD4D3yg94ommoSHKbx/tYNZMF1dcka4ns2g0Gs0oiNkBWoJvp3oZ055pJz77WLQ0TFbUyeHDJhv3mKx/2Y3bsKlZbjN3WYxokvrL33hNmFfWO6mqsCgtPtn7ZtsQiSjsUQ4tOtHL2ScUE+H5TIXwDAaFX/wijDJgyxaLr37Fi9M5PqFVXW1RXX1qjzPZsjXEwYNRjhyJcuGFacflnWo0E0VLYPK2ddATsyYXk+21Yhq+JHk+f5EEm1OXaSs+HQ64+IIor60XnvuHNCIKQrbBu68btGUrXgs5CW5TFGQLM8vigiUag2fectHUbnD1ORGKckY/1rKo0OamD4eP/X2isMvJgdtuHdubdTDPZ3+iUXjyeTcHD5lcdUmYebOGFmOpCrUbBpgOCIWEtDRj2MbtIrBhg8GBAwbLltlUV4/+uTkVWLbUy4EDEWbOdOm8U03KSJTAS/R41ckmdDST78eApT2fk4JpKz77eO0NE9sWjIBCFNgCZr3w2O/dHPI4AOHeG4JUFNnsPWyyfocLn0f44wYXn1gz+pY9qWZfrck725zk59g8/qybr34qMOi+qczxdLsVd9/lYd8+izlzzCGb1R8+LDz9R8WfX3Iwew68t93gM5+OUliY/PGoE01BgYN7Ppmb6mUklIkSDJPtS1Cj0Uw8pvKT40mG5/PnSbA5dZmW4rOmpoWrz3bxu99bbNwQxh1TRJUfcRiY+UJj0MCzT4jMFLa876Qi0+LuvwiR6RecDiEYguKckYVv+1ecd3UpHn/cRWOTyemLDnPJFdkTLu4y0gSHKRxtVVTPTHwIevsOkyNHDM4/L4pnnHOTi4oMioqG9u4dOiR8/Rs2r7/morMLjtTD/AXQ3Q2FheM7vyb55PqcCfd+aZKHfq40pzox6aE5+E6qlzHtmZbiE+DgQXjjDbjwAovW9hgvb7GQQoOYVxFoUrT6hJc2uJhXZrF3j4MduxwsXhjjU9cE6Q4qZhaPTLj1z7189vkMtmzzkp1t8fSzWSw/R5GVNTbvXCgE9Y0GeblCetrIbZQU2txzS5C2DoM5MwYvuhnK69kVULxfZ5LuFarLrWMh8VgMHnrYQ0enoqBAWLJ49EU9o2X7DuHVV12AwrIUTUeFojahvDx5Xs9QCGIxRdooHneNRqPRTA5sdK58qpl24rNvrvvevYIywOVSnH9uhJebFVhAJ0SWQ7dTMde2uHBxlIN1BtFeHVWcO7pcwj4RV1hejDfDTVaug7x8m1DEIBYbPOQ9FLEY/PRBL4cbDNL8wqfuDJKRPnIhVF5iUz5Eg/WhhGc0Bvf/0UNjm4ktwrXnhjl3YfzBcTjgvHMj1Bw0qSifmMIep8MgHBaysiAWi7Fwoc3py+KN5QfDsqCrR5HuF8x+RfQj6QzQ2GTwk595CYfhozeFmDf31C5g0mg0mumEQ/nJ9Z6ZBMs/TYLNqcu0E59tLTY1NRYVFYrcHMXzLxiEwgp3GYR6gGww8sHRBcUVFofrDebPjbGwemxevP6CZvWqCLW1JocPG6xeHSEvb2yes84uxaF6g6oKm5pag8Ymg4z0iRFBXQFFc6fBjGKLti7FnsOOY+ITYM3lUUjQfPiRsGKFcNYKk03vChkZipJi4dJLBxfWgSA88Fsv9U0GJQU2t98YxOcd+flq6wy6uhV+n7B1m0OLT41GozmFiEqAozrsnnKmlfjc8EYTBzdb7Fwf46U/5fLuJh9ggGmgCoAzwJEPjjbBcIJ3PqxeEuHi2eMTU/0F6Bc+HyAWi3vmursVfr8MW8l9IpkZwpyZFnv2m+TlCCVFJwsg24b17zp45z0nmWnClasiFI6gsfpwnr9Mv1CeZ1PTEM/FvOyM5IfWh8LvV/z0xzHe2mCgsJg9W6isHHz/3Qcc1NUbzCy3OXDIYPcBB0sXjPwaZs2wyM2xCQYVZy3XlbWa1KJzMDWa0eFQPvKS4vm8Pwk2py7TSnx2dgiRCDz/fA5bt3vANMCIl7hLwMBVK1xydoSdzU4uWhLmtFKL12td4xaf/TGMuPB85VUnzz7v4oLzolyxZvAxj83NivR0we3+4D7ThNtuCtHSqsjMOH4bxNsO/exRN0+85GHx3Cg9AcVPH/XwuY8Hjnn5WloUoZCisNDG0e9VMFwBlGnCxy8PcqDexO8VKgqS29Jo8xaDZ55xkJYm3PSR2IAV7OnpwiUXj8wD6XULSDzsblsKn2d03uecHOGvPxvAtjnucdNoNBrN5CdmB2gKbEz1MqY906ZRYE1NC/fc5MPtcbN9pxPcCnIMSCeuCGOgLJhRalNaZFFRYHO0xyDPnxxxdfiIQSBoUHdo8Kdg4yYH//Hffn7yU+9JTedNEwryTxaeEG+n9PgLXqJR2PK+EwE27nDy9ntxD8nrrzv472/7+N73vfz0AQ/hD9qOntSUvqtL8dprTnbt+iA50uOC+ZXWgMJz926TN950EAwO/xgMR0cHPPaYE79f6OpSPPrY+NXe3JkWV66O4PfarL0ozJwZow+bG4YWnhqNRnOqYqMS/k8zOqbNV+i157oRgbomPy5vjOAcN2QBtoIjQDOcsyjMPRcGeeBNDy9tc+F3CV9d05OQ859YzLL2igizZlrMmT24+OnqUkSj0N4Rn3hkjPCnQjgCXo9Na0d8fOj7NSYHGwxe3exkxWlRnn3OTXGxjdMJBw6Y7NrlYPEglelPPOFix04nhiF8+lNBSk4oVGo6qohZiqICmx27Tf7r//kwFVx2UYQbbwgPaHOkRKMK24oLbNsWenrG/wZXCi5YEeWCFTpkrtFoNNMNh+En37s8CZZ/lASbU5dpIT5ralrIsbzUHTbo7FGUllvszRAIAQ4FReD0Q+4ceGuvAxfwF8vChKLw3FY3p5VaZHgT21YnM1NYMcx88XPPjpKbIxQWWKPytM2tsigrsNi8w43PLRTkCBesiLBmZQSReFi+v5Dt86oOlO8ZjSlMhyAWJ3lfX37NyXMvu9i/F0JhizZx0NFg4vVBzvsObmR84jM3V1hxtsVbb5k4TMVNN2nBmAy27zjEwgVlqV6GRqPRJJ2o3UNjUIfdU82UF581NS2UuPx8/8duQiFoaXFw3soe6Ihx0HKAKaSHhMoZcYHX0mOQ6Y0XAXldIEBnUCVcfI4ElwtOWzT6gp7uHoXPBZ+/LUhLm8LlFL78qQ/i4BetjvDiiy4ME0pKbObOjQ1aaHTdh8O89ZaDwiKhrOwD9RmJwAuvuKjZE+PPL9p0Bix8uRFKih1Uz3NhZ0FDq8LrjhcpjQWl4OqrLM49x+LNd528u9NJXkGEgjF2CdBoNBrN9MZp+CnwnpHqZUx7prT47Ovp+e//5aIw38brhV37weHz8tlzYjy7Pcr+IwZ5xTYLqmxuvSKIcsNTmzz4XBY9YYXHKeQMk/cpAutqnbx92MmsHIsr54RxmUMeklScznhOaDgCgiI3+/j1X3RRlOpqi3BYUVpq0d40eIV7drawZs3xHkfbhmdedrFus5N3X7UJtluIsokcVQSNGK6Ii6wjTr79hA+HCRecFuGyM8bmtVQKuoMGr73jxu0WYpbi9o+cemNNNRqNRpN6onaAhsC7qV7GtGfKis8+4QmQnWVTX2/ictnMnWFRXGnR0GRQnRGjJeDEVwjLl0dYuSiGZUMgEubtA04yvcKHTg/jG6Copz8H2k2e2eOmKM3irUMOcr0251emLkSc5hduujrEH//spijP4kNrTg5/l5baNNbV0940fIX7iezab/L6RidOQwiETVDRuAJPdxC2hI4WRbTIgEwocNr8abOL06qsUTfo7yMjTfB6bIIhg6L8U7OvZigCL+90ku0XVsxObXsqjUajma44DB+FPu35TDVTVnz258PXhnnoYQ/1DQaXXRzm8sui7D1ksK/eJLIZNm11cmSvSedyRUa6cMnCKJcsHLl4DMXAQPA5wWVCdyT1lW8Lqy0WVg8/QWkss+XDEcW720w2bHWA0wBLAAs8Aj4HeQsVLr/FxiYHb7YpiMBHOkMU547hQoCcbOHTnwjS0WlQWXay+OzsVBw6YlCQZ4+5cX+y2dPo4LltbtxOobrYImuMqQh9dCGEgHxdZTntaQmM/Yeu7hGqmW5E7QD1gU2pXsa0Z0qKz/5eT4gXrnz6viCdgXgYPRyFh172sne3wbNPuEj3Ca81OzmtIsasKovDTSYLZ8eoKB6Zp25mtkVFpk1th0GaUzizdHRfBo2Nwm8fjTF7lmLNmpE/Jd3dcOCAQVWVTXr6qE4JfFCB33d7pAQCUV5/I0TEFYMsD7S5wXBCoQFOg/17BctWxJyQ7hOy02zao+MTSbnZQm72ycKzpwd+8BMvHZ0Kl0u47+4g+fljE3bDNdgfD6XZFlV5FgWZNukJyB9+GYsaZfNpcaK0AJ22JEo8jkfATiZyfU7deF8zLLboz8xUMyXFZ3/hCfGI8FNvunlnjwOfR7j5ghCxKLzwlJOWLoOWAByuNygpsiisAJ9XeGOzk8/cEqC51WDXAZM5VRYL5wwc8vU44K4zgrQFFeluwTPKR3X7Dpv9+4XDh4ULLxS83pG9MR59zMm2bQYLF9jcccfYvjz6C9CR8p2nHFjpCholPkkzXUGZE8LAUWgJK3zzBZ8tBGOKwgIh3XOynVgM2rvjjd59A2wfCc0tBp1disreUaP1jSb5+ZMvrJ2TJnxuTQKan/ayEpPTxdDCU5MwtGDTTAecho8i3+kpXYNS6nbgdhFZldKFpJApJz5ralpYUuLGsqClXZGRJnSFFG/vcVCaa7OzzuCRdR6uPivEt496MTLAjkJUFH94wc2Scy3Wnh+mpd3gvT0OXljnwuuFDVuc/OXNQarKBvaGOgzIH2Modclig9paYeYMNajwDIWE1lab3FwDtzu+j98vmCb4RnDeUAief9GFMuCyiyMDNqcfCaEo7DR8GP4oltOAbmCeiv9vAi6gDiJexdwzbTo7hXQTSjOPf9y6ehQ/e9pDY6uBw4SbLw0xr+p4cS/CsKNHC/JtcnOFg3UGfp9QVnJq5oSOlhwUaOGpSQDaU6iZTkTtAEdSFHZXSuUBXwc+BOQppdYBj4jId5RSpb3b1hIfAHQU+L8i8pveY+cB23vv789XROSB3n0+C9wN5BF3B/2pd3ujUmoV8GfAKyIpr9qdcuIT4h61nz/lYf8hk8w04aYrQ5gGvLHDyd4jJo15FqYlFGbb1LYo7DQDEHIyhEAA/vy2i/NPj+Jzx1suFebG54C3dxpA4ice5eYqbv/44E9FZ6fND38UpKNDyM9X3H2Xj3BYceSIhcdts/Lc4de09T0H695wAoqKcpslp53sHey0FK90OQlYihVpUarcJ9s91GUSzHTgmusi6lOwTSCmwElcfAaAWFzQ13UoHDbkWhbFGcfbenWTk6Y2g4oim0AIHnnJw9/d3oNpwqb3HTz9mouYpVi5JMLFZ0UHbbDv9cIn7wjQ0GiSl2uTkTE5cz5PxLah9pBBa3s8V7W02B5WaGs0Go1mfDgNH8Wp83w+BLQD1wD/BXyq9x/APwBbgM+LSLdS6krgKaXUFhHZCWQAe0WkeiDDSqnbgH8C1orIeqVULvAg8Gvg4mRe1FiYUuKzL9fzcKPB/kMmlSU2NUcMmloMbr4gxF//OI0lM6OcVmFR32LwyXsC3P8rHzUdghjg8cZYviBGerrivpuDIPD6RqH2iEFuljCzPDVetQMHLNrabCorTQ7WWNTWWjQ0OmlqAqdTeGejorx8aNFVkG/jdoEyhNycuBDsn+9pCfys2UNLzMClhPeCDj5dGKTQebxorAsYRPwKKVQ48xXRdgWdvRujxN9WLiiusog6FKEeRaYFlg2Ofu2nOntUfM464HFDcztEY1DfbPDbl9wU5dg4HMJLb7vIShfOXDh4KN3ng5ljGJM5XlpbFUfqDWbNtPB6R36cbcOjv3ez+T0nyhDEhvPOinDlpVMj705z6jAVvZ4671MzFBE7yOHA5lSd/mzgo0ArgIhsB+7r3fZpETn2RScizyil2oDTgZ1AJtA2hO1zgJdFZH3v8S1KqR8Cv1Fq8rk2ppT47CMzXfB6hLoGA7EhNzMuHC9fGqEzYBAIKwwDbr8tzMqzotz3tz7qO03aexTPPOfg+//cQ5ovLow+9bEALe0GOVk2niFC1SLxUZWxGMyaZWEmsM9nTo5BLAaPPx7E6VRkZ/swTUEpg0gEqqqG93xWVdp84TMBlIr37oTji4w6LcXRmEG5K27rYFhRHzVOEp/7u0zWzInw5HY3LUcBL3HPZxRAwCe4sy1i7eB3KfzKoCum2HXEZGE/8X76vBhb9zqIxhTBMJxRHcPjhqY2A0Nx7LHO8As1R8whxedA2HZ8znwsBtXVFs4Efw/FYvDj+720tBosPi3Kxz468mlO+w+abHrPQVW5hVLxtb72tovTl1gUFSTes67RDIYWaJrpSAoLjv4MfBH4qxM39BeeAEqpaiCXeKgd4uKzdQjbjxIXmpcALwGlwGeBB0VETtSfSqnVxL2i94rIk2O6mnEwZcRn/wr3NJ9w9/UhdteYFBfYxzyWt14a4pm3XHSHFB86N0p+tmBWx3CGomRZUaI2OMIGud4PRJLbDSWFwwuC9W84+P0fPICw8twoV18VSdi1lZeb3Harh2+3xqioMCkoMCgshM9+xsayoHiEBdo5ORL3dmaffIDfEHyG0BpTeAzBFsg2T77uCr/Fg2+5MerBEQAVgZiAGDZELei0iHbatByFzkKDOWeZlBdaJ73Zqyst7v5QiD21BtkZwunV8fddhj/eSN6ywVDQFVAUjqE/6CuvOHn2ORcoxenLotz0kfGN+jwR246PHgWIjLK1VmNTPM+177PAMOLZm80tiqKCD/YLBsHhIOHCeTIxVaqsNZMLLao1g+E0fJT4libDdJ5S6p1+f/9IRE4c+H4r8G/Ay8BRpdQCEdlxoiGllBv4JfALEelz02YAFyql6ohXV9QQD6t/V0QsEXlJKfUJ4PHe7W7gp8RzQE+0fzPwH8CHReTNsV7weJgS4rOmpuWk+wrzbArzjhctuRnCrZceL0LS08GyonS1uonFFA6HRW2dwd59TlavilBQMLIcwl27HGRn23g9ws6djoSKT4BFi5z873ey4kKlV7UUFAxz0AkM1UrIZcDHc0P8rt1Fj21wXU6YygFyPvMjNu17DcoLLeYasCtm0toAEhSiIQURwUZhC7g6bObm2yyusqguOdlzObPUYmbp8eHyWWUWq5aHeW2TCwEWzIxx9mmjFyg73zfJLxB8XpudOx0wzjnzJ+JywZ23BzlYa7Bg/uhC/oUFNrFY3FsejcRFZsyCrExh1y6TQ4cMduw0aGw0ME3hzDNjXHxR7Fhov6NDsWGDg5kzbWbNOvULrLRQSA06NK2ZjkTsAIcCW5JhullElg+1g4h0AJ9USj0OfA94Syn1fRH5Ut8+vSHynwIWH+SDAjwGPCwiPb3idDXwI2ABcI9S6mLgAeJh/WeBsl47PwHu6GfnC8QF6SoR2TueCx4PU0J8wsntlUaK06k4/7woTz5l4vcLHo/JE4/7qZph09WpuOuukRWFnXlmlN887KGjQ7Hm8vELz4YGweOBrKwPvGoez/hCBcP1sCxx2dxTMPT1dvYYFKbb+N2C1wOBPLA7TQjbNMVU3J0nNsQUzojF0sIYH10ZwzXCV5pSsOacKCsXx6dNZabJmApxzjwzxhNPumkVxQUXJPaHQB/FxTbFI+wF25+ZlRZLFsZ49nkH618xQQkrz43xwvNO3tnoZPMmk7Jym9WrItg2vPGGg4Z6gzvuiGAY8NzzLjZudOJ5Tfi7v+vB5UrCxWk0Gs0UxGX4KE2O53M0hIF1wL8Cbyul1vcLff8vsBi4UESOTYrpFa59t8PAs0qprwIPKKXuA/4euF9E/tC7W41S6m5gr1LqX/qd+zIgC8hO0rWNiCkjPsfDmstd7N5tkp5ukZurCIUgElUUFo1cWJy2yKKkOIBlMWJv6WB0dgr/8x2LoiLFZz+TmOTRE72eIvDKbicba51UF8ZYszByXEHQYMwssZhRZrFzr4NIM1go0vxCIKRQSiGxXuNusN2KXz7rZW8L/NO9PZSP4vFMH+cEoDOXxygvi3sYS0snVx6lYcB1a8N882tOurvAYSr27VZ0tTvxeCA316aryyAYVPj9QmWlsL/GpLY2PlCgqMjGMITCIhuHfgdrxsB08HpOh2vUjJ6IHaAuOZ7PIVFKmYAhIsdCeSKyUym1B5jRu8+/ApcCF4jIUPmdfbiAdhGxlVLZwInNpPvEa1a/+9YAtwB/UEqdKyL7xnZF40N/dQErVlicv9lFMOjE4RBuvimA2y2Ul49OtOTmJqbNj98PZ69Q5OcP7/ILh21+/JOjFBY4uPHGgedXDhRuP9Bs8twON0WZFq/udVGWbbO0fPiinrJ8my/eEuDPG11098D7+0zUXMX27Q68fosjB2yizVHE7yCkIBaxCUdMfvNHD1/8xPDjPgdjtI3wIZ5H6QSaDiX+PNEoNB2FwrICiooMTHN07tmODkVPj6Ko0CYWhcZGg/YO6O5SuD1QUmLjcn3weuoJKH7yKw/V1RZXXxZh/rwYmZkyaAsqjUaj0ZyMy/BRlhrPZzbwmFLq3r47lFLXAPOBl5RSXwNuBs4XkYYTD1ZKfRl4gXg7Jhs4D/gm8I3eXZ4CPq2Uek5E3lRK5RD3ou7rPeacPlsicn9vQdNzSqlzROTE3qFJR4tP4oU4n/1MkMZGg9xcm6ys1PaKNE3FNdeMzOMZiwltbbEBvZZDjc6MWgDxaUymEiKjKCafUWwz46oQDc0G3231Ul5oUVZqs+41Jz0hBz3BEB5XhKDTi2EL1eVRQuGhxdlgax3L+M9k091t8/NfhNi7qwNfeoDqagd/cbMHp3PkAjQjQ1i2zGbjRhPTFBymzTlnh9m0yUMoDIaKIiL0NZLfsc/BQo/F7n0OXnwVbrg6sTmsmumD9ghqpjMRO0htz9ZUnLoNeA54kngTeC9QAVwlIluVUluIj2vZcEJl+vdE5BvAAeC7wEzi4rMO+JKI/Kp3v28Q93w+0Cs8o8DrwOUiEh6g29LfArOBp5VSq0WkJ9EXPBRTQnxWVeWy5cjJM91HQ1qakJY2ccUbkQjU1irKyuK5nWPF7zf56y8U4XB88MLq83QOJdhm5VssKomxs8FBVa7NotLRj6SMRYVAj6KzGxqOGgRtRWa2QcEsFw6JIs4Q2Rkm7Z1OPv7h4LG1wclicrC1TibR2ccrr0RobLQpLYGMHJOdO2O8uynKirNGnnzpdsN3vxPkod+4CAaE2lqLM86wKCoK8tZbDpRhEwopXC5oa1N43EJunhCNKuzJlUWgOYWYTsJT9/vUDIQAdgqmw4mIBXwL+Fa/8ZoX9ds+5KJE5BHgkWHs/0vvv4G2v0y/sXgiYgPXjfwKEsuUEJ+nIi+/YvLMMw4uvDDGhz80PtHr833g9hyqor0/DhNuWREmHA3jcgw/xrJ/OLqwvJj3dpo8/ISHrlZ4+20XUSPeC/W6NWGONposqozS3mZy6FCEcH2YI3vbKfIFUyomR/rY7D5gsPeAg4VzYlQOkHpx9KhNejrxWkTiU5ZaW0avCIuLbb7w+XiB1/98R3H0aDzcXlJms3OXwbadJkfbTYrybf7hywHe3ebE64XLViWngEqj0WimOi7DR7lvSaqXsRn4WaoXkUq0+BwD4TBs3+5ABBYujI3Jc5mXJ/h88v/Ze+8ouc46Qft53xsqdFXnnNRqSa1g5eAo4xxwwFEGnDDJwwww7A6wE9nl7Pn2HGZn9mOGb2d2FhjDgAEDNrYBg8E2wkGSg3KOVqvVOYfqive+7/dHqaWW1Llb6rb6Puf0kdRVt/qtW7dVT/3eX6BoAsVJx471UFgYIBw+O9I2VrkauO9ghjtuuCjqxjdtsrM15WWKI8dNrr4yQXmxxrbAEJLFSwVvbDRZt06SSMLOA0E+fOfEcz4vFoeOGXzhayH6+wXhgObr/6mfq650aOiQCDR/2GOztUmgW/qYU5ROe+jvh8rKyRWGPfxxzdNPC3bsNanttlm4Dg4csbhyWbrFUnef5HNPTPs4Xo8PMLMxCuhFPz3OJelGp2vb/TSnendO25ilmcAlJZ9VVXm8uHnorXfHged+4aOhwWDDg/FxFxMNoDX8+Cd+Dh0yEAK2bTf5zKfj4y78WL1KsWxpckINxI8f70NKcVo+x7LNfq6YDnXfc6Obw90PoCBfsfeASTIJmSFFhh/sU8/FdSErU+PzQ2e3oLFLkpWv6IkLsvzTl0873HMe/P1NWyz6+yWVpS49EcFLL/mwsjXPveOnLyYwDMivMuh0XBqb+whHNbfeYtPaanPosOD22xTB4PjXlp8PX/yi5r9/y2LhyvSWe2099MQlhQUOHZ1ju8BiMc2u3enI6IrlNoHAjJuq5jFNeALm4QG2EaQiY/l0L2PWc0nJ50g0Nkp27LQI+DVvbbL4+McmVrARjcLRowbV1Wl5rasziEQEmZlnpOrwYZe2Ns38+ZKiouGlYaKTa26+uXzE288VqrFGRMezJX7XrUl8PujtFXz5z6L804+DtG2VlOUprl+bYtUSh5I8xeErfOEAACAASURBVP/9RYBaabCgGr69I8AX1kYJzOD3wNxMhQ9FZ5dk3WUpSMF7LRa7EiZ5yqXQhoQj2PCATZUPSuZk0N0t+Md/NEimYG6VZtWqkQV7KMmHUy1SRTq/0+/TFOa5tLRJ5pbANZeP3mhfa82PfhTl2PsOQsDePQ6f/nSQIRLNPTw8PGYlSTfKif49072MWc8lJZ8jFRzl5yuKi1za2yXLlo1eXNPRITh40KSgQFFTcyYnMxBIR/0aG9MzEbOz09vnA+zb5/DDpx1MC+w/wJ9/0XdWo/gLxWDBHGsxz2QIhTT33ZkW+Ld2m5RXuSzyubR3C269PoHPB3MqFTU3uGR0aXKCmsZ+SUdMUm7NnIqZooqSs87d5WsdKn7hkhGEZByyr0hxxLCorHDRQvDVqyJoV1Cco2itB9MUZGfD0mWK9jZBZeXw4jlShHpASK9dW8mrm218NlTNUdy2Ps7lKxzCodEjxokE1J5wmDs3/Wt9vNYhHuf0ZCSP2cts3nr2tt49BqMR0znb3eMUl5R8jkQwCF/4fIxUavQ341gMvv2dAJGIwHXhE4/HWXxqhKKU8IlPxHn9dQulBdd9KHlWo++6Ok0gACUlkro6RXu7HlE+tYb33jMoLtZUVk5MygYEajp4d4fJ954NcLDF5KrlSfILNH4bGhvhxAnBH1+QvP62n3inIK9QsfbLSco+rCY0tehiUFqq+Ie/j3LsmORgkWJHoaZ+j8XqfI2rNdkZGr95tgiaJjz6yMiv3WjR54Hbluk6fNpHR7fJihU5VFeOvRjN54PKCpPa2nTks7LCmFQnBQ8PD49LDVsGqPS23aedS0o+B1ourSiNDHm7aTKmiTB9fYL+iGDOHEV9vaS5RZ6WT4CcHM299yZJJs+vEl+0yGDTZpcTJxRZWVBcPLJlxePw65csFi9WVFZOvIp5Itvsk6W1XfDi730sq3bQJmzba/GlR/qJ92q+/nWbF38r6YsILFvjC0rMqOBb3wxSXRFh+bKZO5O8qEhRVKTwKc0JYPGCGEU9FmsKU/hN6EsIQvb5kUil0h8mjEG1R2PJxx1McWUJxZUD/3LH9VoKIXj00QDbt6fQwJrVlrfl7uFF/fCinx5nSKoYtf17p3sZs55LSj4HeHFzYsL9PiE9qWj+fJcjRw0CAc2SxeeL0lubTF5+2YdhwP33x1mxPH2fuXMlX/i8TUeHprJSEgqN/OYfCMAXPp8gY5LjJAdzsdoZRWMCISDohytrHEozFCurXX79ouSV1xz6upKAJJWy0G4mQb8kHhe0tUmUcmf8dJ41UjBfa8L5LrIgHdlsjwq+9V6Q+xYmWDU44uwv4/vP+kkkBY8/EKOqfGpSC85NC1AKfvtbm8ZGyT33JM4b5RoMStavn/i17+Hh4XEpY8sAczKWTfcyZj2XpHwObjoPjFtEDQMefTROW5skHNaEzsm36+gQ/PZlH2Wl6dnhv/iFn4U1/ae3OIuLJcXFY/95k50FP10UFyhyszUn6tMWmZ+rKS5QxOMmXV0DUVwJKJxEnHh/Brl5ipf/YLN5q83HHoizYN70REAHhG60yGLWOZHDTJ/mhjlJKjPT6x449jcbTdpa+rEtxRvvZlBVHj/r9skweJ1NTZI337IwLXhrk83993mTjjyGx4v2eXicTULFOO5FPqedS1I+B6iqyqO2tmNCkVDTTDcBH4pUSpzeXhUiPed76wETLQQrFjhkTmEUcybj98NnH46xa3/6MlqxJN3z9NoPKfx+SCY16U7sAjuY4trr+sjONqmsSEv7z5738Tdfjl70/M+BaOVE0hNsA26oOr/yfE6Zix0MAZDrb6TlZLqn6VCPX98k+fVrNlesclh12dgmSw0IaG5+CcXFio4OycKa8U+l8vDw8JjN+GSAKi/yOe1c0vIJaQEFhu3/OREKCxUrlzvs3J0+fRklil9t8mMamu0HTb6wIXZW3t+lTDikWX9OG6A1qxWPPar5wdMax9H4g5qCoiQLqgRbtoUozAd8kv3vm/zgBR/33JQkO3Nswt4XFfzmHZvb1iXJHkMF+HBMdWrCZTUuX3wihuNARWkWkDXsfd/daXHgqElvRI5ZPuGMgH7h8yUkk0yon6jH7MGLep6Ndy48IB35fD/iRT6nm0tePgcYqQH9eJESHnwwwTXXpJASnt9k408qwkFNXZMklhCEgrMj+jkUpgn/9E2DZUsVb7+TIh6Hri6DeNRFxXv49W/8hMoKuOX6FMfrTZ59WfCZh8Y2vceQmnBQYUwyX3S4GfOToShf8ctf+vj3XSbXrk9y001D9+a8cnWK3ohgzbLRe3ee9zMG5ZkGgzNv7r3HzMATTw+PofFaLc0MZo18wplcUDi/J2jCgZeP2igt+PCCBP5RzoyUUFamOFJncLJFcqjOYl6Zw7L5DhmB2SueAxiG4MknbR57TPGNbzj84Y+aX/0qQmmZ5IorXA439pOfYxEISJraxh4mDvrhjivGLm3R6JkI4XDN3aeK+nrJu+9ZlJa6/GGjzZo1DtnZ518LpUWKJzZMfFTmuZ0NRruPh4fH2PCk/Ww6ouP/gDzT8ckAc0NLp3sZs55ZJZ+DOTcSerjD5M269LjK6hyXFcWjb4dGooKnX/aRmwWlBS41lS4P35qYsT0spwOlBCkHVq6AlhZYskSiXWhqlPz8BcGcKskj9068xdRItLQIvvVPSe6/p4fystSYxmtOhnBYY1mKhgaDzExF4CJ8CBltTKrH7MQTKI+pYDLXUfMUrmMqSagYxyL7pnsZs55pkU8hxGXAm8C3tNZfF0JcB3zz1HqSwBe01m9f6HUMFtDCDEWWT6M0FIXG1iYnmQLHFYSDiuK89Lb7WPqIXgwuVq/P0cjIEOTl2mzcqLGtALt2aRIJyZpFEeJOiGM7XHYWm1y7xiE3d+pkreVkE7nFJTz4kJ/Fi61xN1tvbxeEQnpcx2Vna1Zdm6KzTXL3Tenxo9PBwOs+U64BDw8Pj5mCTwao9iKf085FVyUhRDbwL8BPBv37F8BdWustQojrgReFEHO11tGLta6ikOIrV/ejgbF+2MvN0lyzPMmmPTYhv+a61ZfeFsVUYNkB7r9f4/P5+e6/u0jp4qYEbkJTnOvSH7GoqzPIzZ266u0B6Vq1avytnI4dM/juv/uZU6n43OdiYz6uo0ew6aAPKTT3+y9MNHeseNHP2Yu3dTxxvGb0lz5e5HNmcFHlUwghgf8A/ga49dS3bwMOaa23AGit/yiEaAJuAn51zvFPAk8ClJRVTNm6Xtyc7pU4kWKkO65Jcd3qFLYF1gyJes4k2jsEFXMctmyy6Y8qXBe00nR1azLDLtnZNuEwlJVNXb/PwRG/5mbJc7/wEQxqHnwgQTish7zfYKTUSAFinEVNuZma269IYEjImkQl/lQwnSNXPTw8PGYqXuRzZnCxden/AV7RWm8WQgzIZzVw7Jz7HTv1/bPQWn8b+DbAkuWrp+TdfaAVE0y8HVPGKLPiZyu/fc3irXdsUilNe1eUwwcdsrMkFRUma9ZoPvZRjVIO2dkpsrIm/3IOVcH+8ss2HR2ShgbBu++6w1agD2buXMVXvxolOM6OBVLCwhKXd7dZ/KbN5porU2RPwfPy8BgrXtTOw2Nk4irG0T4v8jndXDT5FEI8AFRqrf/m3JtIdyIfjEN6NM5FJS2iQ8+F/6Axluk9o6GU5tAhTTQK5eWCoqKxV1LF47DpXZviApdnfuay/4DESKbIzDTJCAlWrZRUVAhg8mMoR5qfnpun2H/ABDSZ4xDBoarUR6O9Q/Cd/whgmpBy4OARky98NjqtuZ8tJ5tI6BJ+9nOB48C992gWLZqe9QzFUKLkCZSHh8eFROFVBU83FzPy+WFgsRBioJCo/NSfZcDGc+5bCTx7sRY2mF2NofPaME0VF7v4YzICqrXmuedctm5XWCZIAZ/6lElV1dg+E9g2ZGdpdu6G+kaBk9D4TEFnp0tZqeD668e9pNMoBa2dEtPQuJHGEZ/f7bclKS1V+H2aJUvOfMa5EMU49Y0GjgtlpWmhPlkv6eiUlA6alNXcKunqESyY616U4rTC8hK+8feCeKSX7PxMnvmp4K//Sk+bEHtcWDxp9/AYGZ8MMD902XQvY9Zz0eRTa/2Zwf8WQnz91F+/CRwTQizTWu8RQlwOLAJeuVhrO5epbEj/QaWtDXbtUlTPFQgh6OzUbPyj4pNPjE0+pYQnPhrj//3fBtUVKXpbHFIOmIbm9tuYsHgpBc/+3seuQyb9vRHuv6OSoorht9JtG9auuThjKDPD+nRrqVQqfQ5Cg0at9vYJ/u3pANEo3H59khvXX/gCNa0hEYeCkkz6e3pwnGxc10sFuNTxosceHkOTcOMc6ds/3cuY9Ux7iYzWukcIsQF4SgihSW+536G17p7OdQ0IKEysEOlSQA/amhAC1DhrgrbtMIlFTXCTrF3j0tYKt9xssmHD2JvKRxxBjyPItxQ+AxpbJTsPmswpVXTZKV7ZHOLypSn8p16iaAK+/XKA2laDu9ckuHFVatJ9VxubJS/+3iaUobnv9uRZQjmY6iqX229O8NrrNj5b87EH4mQOGhuq1KkvLXDGkW3Q3S1wXcjN1eN+LlLCnXdpXnxRonU2q5e3EQzmjX6gxwcar2rbw2NofIbfi3zOAKZNPrXWXx/0943Auulay3BUVeVRW9sx5G0nIxKtoTI8+ZzFC8Vktpbz82HxIsHe/QrbAtfRPHD/2KWxt1fw5mabmvmKgrwAnR0+vvCniTFv2wP8sd3itY50439TwIaSONkyLXM9nT0oJRAiLVgA8QT85T+HeGGjD0vCG69b/N3jUQqzXeoaDNYsd1g4b/xV9b98xaajS1LXICkrUiNGLK+7JsW1V6VOr2kw2Vmazz4co7Nbsnj+2KKxL//O4q1NNlrB0qUOGx5MjDtqvG4tLKxRKAWJvultAeXhMdPxhH1qmWlTkuJunMNe5HPamfbI50xnqCKkfZ0GTx/2g4CPzkuwMn/827paQ0ND2lDKy0cW2CNHFLt3axYuFCxdOjZ5m2xOo5SCj33MYO9eQV8fzJ0rKS8fe9jNsjRCQ3+/wFUm82vcYcVzqLWeiEq+e9hHW4OkvdHAdjU7ywz+4YY+1q9OsnlnDkLAfTclsE+9V2zZabFpq4VhavwBiMcFL/zOJuSD8hKX/UdMvvTpKAV5elz5sFmZmhP1Asdl2KjnYIYSzwH6hKDdEDiAPcrjnDwpeeMNm7w8h74+zZYtJll5NofqTcpLXO67eewimpmZ/rOlb2z3n068qJ2Hx6XDTPw99gqOph9PPsfAi5sTZ229t8clIBBAa2xiF/HGP1q8utEGDbfclOSG64f+dNjRofnBDxU+n2DbdsWf/akYlwROBtMUrFw59mjnYPbtN+lsF7z3rsUVVyR54CMJkklwXQgM05pq32GD373hg6DilyEf2/bbpPZqUhEBCoQFB98y+Ov7onz5iSg+SxM89ViJJDz9Gx9H6ySxpAQJBTkunb2CzCJFfq6mtl4Q6RcU5KUFcqxyfs+tCUoLFcGgZvXSieePxlPwo61+4imB34Rr5p3/mscTEI3BoQMm7R2SaEyx7804Tgr6+pKkMoJUzoFte01WL3GYVzl8JPeNTRaHjxnceWuSkuKZG6H38PDwuFj4jQALwkumexmzHk8+x0BVVR67GjldBb8636EuInGV4IrCicnI5rctSk8JweYt1rDyGYuB6wjyStNRxNjYB+5MG5GI4MUXfCxe5FKzwKWrSxKPC7797QCJpODjH4uzeHFamlpONlFQVsLxWnjqGT8FJZof1gfoSgmcnenxpbofiII24FDE5K9/kIEQmsduOLOF/LtNNr9+zUekS57u3tQckzTkStYscqirl8yrdCkvOV/CRouABgNw3VWT3zqyDVhY6HC8w6Qi53xprGuWfO9XAfbvMMjUmlBAc6ROUddqMydfgXDJz0zSG/ETylDkZg0vlH19gt++amOa8Me3LD7+YMIbtzmL8CLHHh5DE3djHOo9MN3LmPV48jkBwrbmsZrEpB5jXrXLrt3p079yxfACW1oKV10N774LK1fA3LmT+rEXBaXSaQWGkd6Cdhw4dMggGhMEMjTvbbVOy2ciAU89BQcOC97eD8HFgr5iiXgfXAdULzAwZDWuISZoDkn+7pkwH1raxZwCRWeP4B9+EKCtXUKKM51j+zVGtuZPHo9hScjN1hhDBHKnoifqWJASHr8igavSU5DOZddREy0ANO29kqyQi79AEu+yEXaU5ctSPHKvIiNLkRnSZIWHTwHIyNAsXuhw5JjJsiUXp9rfw8PDY6bjMwLUeJHPaceTz3EwlS2Y7r83QXW1iwBWLB9eDqQU3H2XwV13asSpUucTJyQ/ecbPqlUpbrt16IjcxRKqocjM1HzouiSvv24jgNtvT1BcrNh5wCQWF3ztL9M5tJGI4F++O5c/vOZSNddi2YIUL8UDiD6FXwqcBKABA3BVeuxAj0K3KDqDJt991c+GdQnaOiVt+pTNDWQkuEBS0KsMCnM15iDpbGyW1NZLqsrV6ejzwHka7zlraJTs2GVyx23JEXM9BzMgngkH9jaZ+CzNkkKXxXNc3t1nUbFAURFwWLrAwZ+n2X0AigIpauZLFi2SjKUxv5Tw2EcTuO74C5RmAl7e5+TwztvE8a67S5u4G+NQnxf5nG4+gG9LlwY+H1yxbuwRKTGox86BAwYtLZItW+xh5XOsaK3p7k6SkzO17aRuvSXF2jUOUkIgoHn2lz6kTzO3zCUnJ32fP/zBorbWoLQ8PX2np9Vg7qoU/SGDnqiVFsgA6chninTJOxq6HZw+g03bbHrbJAYg/WBmapxOcUo8gSxB5WXOWeLZ1S34vz/y4zgCy9R86dMxcgZNMxqvrPv9muxsNWwLpJFk9vm9PnbUm2jgI0sSrK92+OqjUZSC7EFRzWtWwkR+VYWYeD9VDw8Pj0sRvxGgJrx4upcx6/Hemj6AXHmlQzIpqKkZvW3QaJG8Q4e6+f5/HOLTn1rEggXZ416LUnDoUDqUt3ChOiv6l5ubFqjfbbTYtd8kOxsSjmBeVVq62zskpaWaAwfTFeVtLUkyHZNAvkFrT7piPpUSENTQq08F/Fwokdj5mu6YYG6JSyoFNXmSwlsU7x+UdLUIEgFJ4WpF4bWwNWKyNpT+mT19gpQjqCpX1NZLevrEWfI5nnMHkJerWX/V2R8iBh83+PhzH+9kl0FJpiKSFDT2GoBD5hiq6SeKl+/p4eEx24m7cQ72HZzuZcx6PPm8CJxokvxiox/b1DxwY4Li/MlVHmdnaz7ykdH7NY5lK7moKMj6a4opLBymBH0Utu8w+NnP0k2DPvrRJGtWny/E7Z2SrEzN3DkpGpok1qkdrZUrHQ4d8lNepjh0SFI5x+D6hW0crCyhK6LpWaFR+8HtFGDKdLn4TUC2hZULEQFRB15/14dpaJaVuoi5gvJbHA72GqxZ4TCvSLFjkHyWFSsWVLkcrTWometSNkIV+ERSF1pONo358W5dmOC53X5sE66ummwEG557zqS2TvDkZ1KnWysNXpcnn7MHb+vYw2N4lPZaLU03nnyOk4HK9xWlkdHvTFoKfvSyH8uAaEzw3EYfn99w8UvWh5OPnBwfd91VNeHH7e8Xp/Ms+/uH/oW+/uoU368zaGiS3PyhJH5/+vurVznYVoz33zco/qxizRoHITN5akcbzqJCYlGLSL6gu1XQ0yugxARDEu7UVGqX+Sscdh6ykFJz87okhgE7TpoIB3whSKSgyxEsCZ4RTMuCJx6K0x8VZASHnhi0f7/gwEHBLTercQvowP1Hun2AYreev725BCmgs7FpUj04u7ol//zP5XT3mJQXtnHDdedfYyOt64OAJ1QeFxrvGrv08Us/i7xt92nHk8+LgOtA0KfROp3beLEZTYgmwxWXO0ROSdPlw+SwlpUovvr5KKkUZGScfdvSpS5Ll56JlracbOKTK0t4pyNOSGq2HTPpCqanC0VPQqBYkSk084td5pcrFuY6HDZNMk4JbXWBi47CigqH8hrFkrDDTdlnR4mFGLlZ/K9+LXn/fUllhWbdOj3uyOdERHWyUcn8Urj3Pnj/fcX1N2dTVDy2FIrm2pZJ/dyLhScFHh4eU0FMxTnQ6227TzeefE6QcxvPD4cQsOGWBD9/xYdlwX03TK5F00zD74c77xzdqG07/TUWDAlrsxy0CdfOT1JaqDh22ODZV/y0zJHENPT6BJ3NghVzHRoCBiebJQioKXH57L0xCnPGPwd9gLvvUhw4qFm48GxBHYtYjlcip2or3DDgy38xs8bYTZbBFe+eeHpcDLwuC5c+AelnUeai6V7GrMeTz4vAoiqXv/tMdMIyNFsYLHcvv2mzaYeFANYuc/jIDQl6uwV7Tph0+AX9fYJQq+a3x3x88r4YB0+YaAXLFzjkD1NApHS6Y5M1ytCmJUs0S5aMr/BnJuRUKgWdPYJwhsY3RtGfyXgS4OHhMdXEVJz9vYemexmzHk8+LxKzUTy1hpZewdHDBgf2mvgDmjtvS5KbM7rYNbdJcrM0hkz/3bbh8QcTxOIJDtea/PRlH3MKFSdbJH4LblhzJuqnNRw4IDlxQpCXr1m1UnGwx+D5o36SLizLd7hvfgJ7FAnt7RMcO25QVuJSWKDPK+AanMpQVFFCPA6/fsnCMODOO1JjjvROBUrBj3/l4+D7JjlZms8+FCMzdOEq56eajuiZ129AOM8VT09GPTw8Jo0G7RUcTTuefE6QqWw4fymiFPx8h4+fvubn0CGJqhPko6irN/jbr0RHPf6mq1M8/Us/WsPdp1IVhEiPuqypcqgssTjZLLlqZYrsTM2ePZLduyXZ2S5/2KjY+EeHaNTBMHxUL7DJvtWiokKTHYad7SbZPkW1UmzZapGdqbjx2tR5eaA/+Kmfkw2ScAi+8vn+04VS5xYhDUjo0aMG77xjIgQsXuSyaNHkuhr0R8Fnj61XZ2eP4OD7JpWl6RZStQ0GyxfO/MlGQ0mnh4eHx4XCb/hZnLlwupcx6/HkcxJUVeXxk7c6uWa1n1K/whzjhJvpYriio7FsFzc0pOezz53rjmmST12XZPMRkxNboG2/JGEIZECzb9/YLrl5lS5/8yf9aH1+rmgwAJ/7aIxkKi1nHR2CZ35q0t4Ov/+9QXNLnEQilh7z4zM4cALMt6B0uZ+ay11qVrjsTJm8uUUSytAcft+grUPy6UfiZ/2c/qjA74dkEhznVIP7ESgtVeTnKwwDSkomF3Xcts/k+dd85GZpntwQIxQc+fHCGZqcLE1tg8Q0oSBncuI7lYwUsfRy7Dw8PC4mMTfBvt7D072MWY8nn5OgLQE/6s3i9YMG1xakeKRiYsVEsQTsrzWJJwVVxS5lBRdGHIaSzLFUwe/bZ/CjH/tRGj60PsUdd4zeYxQg0gF1uw0QikS/oCsqqKkee1GMNYSPRKPguoJw+Oy8RteFrdsE3T2QSJw6f9ICJGiBE0vSWuejqFqya6eg5gaHPiA3R5OTrTleZ6AUp8W6r0+woMKhq09y7TUpQiFNw/Em6tsq6OkVrF1dyrkympur+cqXEwjBmEdtDse2/SbhDE1bl6CxVVJTNfJAAZ8Nn30oRm2DQUGOoqTw4svnQBTzXJEcSSzHKp6eoHpcDLzrbOoZvLsxEwgYfpZ4kc9px5PPCaA1HGsW/KjOZGevRXNc0xGVPFyeOJ3beajD4IWjPmKOYE1RitvnJocsdIkl4Du/DtDUITGN9Hb1Y7fGWTRn9OlFY2WybZZqTxjYdnpm++HDBnfcMfoxlTmKdQscXvL76OsWWK7CNBW33TyyuI60Vhko5d+eCpJKwacei1FVmRasvDzNnXc4vPeeSX6+Q0+PAiS4KTAHJEzjxlI0t1gsyFJ8ZFmCp3YEaWmTxGKwaIFzljD+9Mf97NgVJBBQ3HpNKy0nNQePV/L7V334bM3evRZf+mKU9sazC42MUfJIx0LLySauWVXOT1/2U16oKC8a27WQGdLTstU+nHSO5TjvjX7q8c6rx0xipl2LMTfOvh4v8jndePI5AQ6elDy7xWTjUYj0GjQLaC5X1K4Q+G2BdOCH+/3kBRSZtmZzo4XP1Nw6xBSb/bUmTR2SuSWKxlZBQ6vkX38R4Bufi2CZQ0f/zmW0XpGTrcJetdJh+3aLzk7B/fePLeopJTx5c4LK/8/l2/8aoKdL85G741x55fAiVVRRQiwGP3nGT2ur5KENcaqr1en8yv0HJX2R9PZ3U7M8LZ8A11yjePhhh/feTUctW1td0A7EY4AFvjB5WS6lQZO/3RClqkTzmUdibN2VjjAuqHaJxaC3vYnC8hICOTnEsJlb5lBaVYxhwO/fMMjOVuRka07WSxJT0DVrqCr5oooSinD5r5/rxzBmbrHaZNogeYI0tQw+n955nRjeNTk78CKfMwNPPidAdwRsQ9PXaYAG4YO2esmXXw2zaIXLlXYKDWSc+n+sMKg42GEOKZ/RhMAyobFVsGWnTXODoKFZsvN1gxuud/j43XEWzRs98nUh2/yUlir+y1f7cZzzm8SPhJRwx40Od9zYd9aW9kgcPWpy+LBBVpbm1ddsnqw+k4c5v9pl/ZVJ4gnB8sscNm1SPPecpqIC/uRPJI89qrjmasGnP2Nw331xmltSKGUAmpDP5ZabHZavUKfzISvLFWUlSf7jGT+vb7IRbg9f/lIpm7YZ7Km1CBVpdCg9GMAw4JqrUvzH0z5O1kuuvCJFMAh9HeM8mYMYrT3TWAqNPDw8aZo83jmcPcTcOHu9yOe04729TYBlcxUHjvYTENnELYEpwUoq+uOCpE6Pm1Q6/SUF9CUl1dlDb4fOLXFxXGhsMaitFxzbb6La4L0DFpWlLj//rY+//bPoiOI2mng6Drz5psXq1Q5ZWRMrhPH50l8TZaw5kAUFCr9f09sruHzd2dJt2/CRU/mmx49rIF0HNwAAIABJREFU/upvFLYt2PIOWLbmC58XLFqkcRzB2rUB3tpkEomAkJA7N4TwmSQdl6d/FWDDbXHWXObQ2SU4VmuQk9FFZySHEycT7NhvUZTvkhGEuiZJW6ekvERRXe3ylf8cIx6H/PyJFxSNdarRVE0/Akgk0ikdgcCkH2rSeG/0U4PXgH/q8M7h7EIzQ7eTZhGefE6AUABuXB5lToHF/3guhEpCWanitiUJVmY7rM9xcPoFW1tMpIBMS/PhuUNvV5cXKD52Y5yv/jDE8aSBKgCCkDwC+w+a5JdMPllbqfRceXfq0kgvGMXFii/9eYz+fkFZ2dBFM/WNkn/8F4vjJ2KASzxh8J0fWBRXmtx1SwK/H772NT9f+k+aQ4c1xVUhfAU+5lUmycvW+H0uL79p0dfusHKFxhY9nGy0yMqFogJFdYXLm+9Z+P3gtzXZmWdEMxzWhMPDr//QEYO3NlvcfkuSstLz1z8eoTy3ldNEcRz47k8KSCYFn3m4jWBg6vp/TjTf08PDw2M68Bt+Lsuqme5lzHo8+Zwg91ztQ9HPrVdGePX9EMcxaXdMDrQJbsh1uG9BgitKUiRdKM5QBEZ4bzYCsGKZy7E9BsdPGuggGOUgLLhyhTNs1LCtW/CzjX4sU/PgdQlyM4eWCtuGO8dYoX4xGK3lU06OJudUI/qhtqY3brLJLwTHdWltNkCa9EQl/+N/2ew9KPnaX8RYs9rg9Y0ZbN1u8sa7NgcaXIoK04+ptaCpUfPMLijIh8ce6CCmSynIi1JYoLk1N0lWWNHdK1m7zBlxDvy5zeZ/+1IO23ZlYIs+Hnv8/ByFiUQxx3JMZzydC3siZlIUcOl1Ba8fsWnsMbilKkFOvkUiISiuMM6Kfk5mtvuAcI6nmtWLek4N3nn08JgYMTfOnm5v23268eRzgqRIcES8Q6I8QpZZTmnr5WTZgrp+SYdyyTUkZeGxtbvpiwtsU/Pwhjg/eNpPQgkql7qsL01x/RXpN/aG/rSBlmWkH1Np+LdXAuw8bhK2NIU5invXzxzBPJdkEjo6IBw+I1OJBLzwoqCrC669vBkYOQcyGoXaOgPX0fRHJFJIkH6EbeFqg5N1is3v+di+J8W6lQ4gmFPh8uSiGN95Lkhdk8RnQ38MHrs/QYYJNTXQ2ZyOdg5gWbB+7dlpErWdkkhSUBxW5A8ho41Ji91WOc4NgmtrNHdeGWK0vqATRWt4Z7dJT0Rw3doUB3pNvnfAxysRmx6fQglNWSOYPsmG0gQvH/fxV4/34zPGVsB2ofCEaWrwzqOHx8QJGH6WepHPaceTzwnSTTtHaCNKBsHc94m1LqarPwtV0MMzZi+V2uIOQphjyC0pzVa4CgoKNQ8/nGDLfoulWQ6fuSdOcZHi3RaT/7kzSCQpeLA6zt1VSV4+YbO906SzV3I8lmLVZRe+w30qxZBN30ejuxv+/SmD7m6BYWgeeVixYIHmyBHYtl0Q8Gv2HS3moVUjy9rTP/Xz/nETn09RkKcIBEBKF2UEQGmSjkk46NDRmT7nz78geO89wbJlmj/ZEOO9vSb9McGiuS4LTrWyajnZRE5xCc1dksygIjhEXuvvD1lsPObDEJpYpI8v3mRSlXvmg4WvuJRfHgtguWAEYXeZQVXSZV3SIceeegFtbpe88AcfqZQgL1uzT5u8dsLmhM8k1eNiVyapb7FIthi8VA43rEgSsMGYxiEIkxWm2d6M3psE5eExNcTcOHt6jkz3MmY9nnxOkCagnSR+FFEbPr4wQZ/bx+ZALyWY1JGiC5eCMZziylzFR9cm+M0eGzsMf/nxfm5ZnMKQ0B4TfHefn6Z+A9vQbGmyebXeR3NE4i/UXFOSorc3ghsOjvs5jFZtPZjGRsn3vufHcQVPfCLGnDljb2L+1iZJb6+gokITicDzL0j+y1dd8vIg4INkUlBRPrqktbZKMsOKSL/gyccTXLVa8xd/kWDPUT+uYWKiaalzObxfc/3VcLxBoNA0NaYnAN14xfnbw5G45JmXA7T1SmxT88SNcSoHNfnvjQveeN+mMtulv6eHcF42/7BDUrRIszjgcG92gua4JKUFJbaiKSbY3mUSSQjebXe5uzxBwIQ5ARffFPQABcgKKQpzNe0RCOVoQq2KCkthZji0bxNUdUJbHwT9LqUZLjeWJadVPKeK2Spds1m6PTymHoHyZrtPO558TpDNuwNYK5YQIEFMZ5JpWxQD24SgEYcMIQnpsb/jr6xwWFnhoPXZfR03N1oU+jT+/BR9MUF7h+RAlwEGFIYVhdUKMzNERqodGF8p83jyD/fuM0gkBaYJ27ZZzJkz9iaXyQSYZlouLQui/eknWFICX/qSIhaDsrLzjztXjj++IcGbmy0uW+yQk6NZf43JTTcJamri1NabCK249QZNQwP8t3/zk8o06C/UPHF3DIAt2zvY2xigKOywZk4/pgF18UraeiSVhYquiOClrTb335hkY6dFgeWSYysaeqOUZfnJzMnieESwO2lQHVH8uiHAS6ZNZYHLUST5rqIhZmAJmJuh2NFncvKEQZ5PUe5XfKoihn8EAd102OTtozaXlaW4dVlq2FzfYAD+/JEoP+v08a5lsjrfYaXlsCIOTjXsPWFS2y0JF7oELKjOOyPTkZSgJSGpCroXTUinWp5mm4zN9qivh8dUEjB8LMtaMN3LmPV48jlB8qMBfJTQRpIFBCnExkDwkM6kDZcSDAKM79097sDv6mxSSnB7ZZKQrTkZkeQFFGUG/K7JxpaahTkuLf2CxSGHjqhkbrbL9Zm9jFc+x0PNApdNmzTJpGDJkvFN0bniCsXuPQZ1demK+3s+kt7y7osJMrM0ubkjH19bK/nlr3z09wtWrkixcnn652/carGlzibSpKjIS5FKQjCoaY9I6o4L7rhb0RiWHO22cPc18LOt+eTnZ3C0XpKZn+D6y1Ls74aBzAgh0lmazzRbHPV1st+N0Fln0Zqo4u2jBqvDLh2uoK7E5HA7JCQcFJJgvcmKQsVbKYtsNIW2ojcJrUnJ1fkJwjbURiXHowaLw0O3HNh/sJWfv1VAXkaM3zRYZOsO5uaNnMO7Whu4MciXLvfOt+mNG8zLS/BUTh6lnRY9cYOy3BhubwfHewRb40G+35BL4y4b0QwPXN7JXUXjeSXPZyQpulCV8J6MeXh4TJSok2B399HpXsasx5PPCWIpyV26AAeNNUgyczDIYWL7q9vbTDY3W0ghCFmK2+ekqAor3m2xyLYVdSckTh9klmhWVrhcW+bw6Mr4qUhp0ZDb6PEEvPi6j64+wb3XJSnOPxMFG8+2e1WV4itfjqEU4+4VWlYGX/yCS1OTIDMTKis1Hb2Cf/pVkHmFDgtyXdwklBUqqqvVWZHf9nbBU98LnGpxpHnjzXTC6TUfcti43Wb9FYoXnxccPWGw/DJFX1zQ0RolY04mSoOjwDJBZhYTzPRTkKkwDcWJdgNIsWaew45jFnVtEsvQbLg6yTPEabZ6qe8M0tMcRuf0k3JDHO6RHIiZRFOnLDWgoRCcgEuzdKgKw+N5CTIMzYmYQcoSDPiRPtXzdfC5hzPR55KKIsLZQSxbkyEFxWWSooKRUxsGe2NRxZm/3+az+F2tTRlw1wL4SUc170cl2zFp3G3Q8Z4knFI8dbyEqz91hNzQxEZyDiWAF2vSzuBK+9kgoZ5we3hMDUHTx7JsL/I53XjyOQkEAmsKm9WmJyIJXKXJOlWoclVpim2tJi8dsTh8xCQF+Fo0CwpdavKdUUcvHqw12XbAJBiAV96xeezOMxODBtoEjVVAw+GJF8/k5aVnsA8Q8GlKclze2W7xzF4/+/eZlGa4/NmTMR5/LHF6fbt2GbjuGeEtK1Ps3GVxw40pbAtMv+DGDwtO7hccb7I4Upfk7juCLL5Gsf24ieVqsqSmMKwI2praNonScNuKtHBlBjWfvzNKR58kHNCEA5or3SgtnXF2JrJJ9AXIKejHECHa9kmiYQG9QD8wR0FckpKSJtdkT4/ixaSf9QVJ7ilLkmFrNnbYaOCysMO84Jkip4HnN0BOhubjV8bZetzihiUOVaOI51DESbGXFqwKl0/mlpAjfXQ7grePmJxwBH0+UO2QrV2q8xWRTkF/zJywfA4Woenq9+nJmIeHx3iIOgl2dXsFR9ONJ58TpKoqjxc3d3DP1WMf+9PZIzhw3CSUoVk27/z+ncvzHAJLYrgKFuakRSXXr1lfnuL5wzbaApnUOCGHRiPK/LIkDIqyDiWT2WGFcqGzA9avOH/L99xG5hdyTOdggj54eH2Cb+wzOPm+gdLQ0SX5x/+VweJFLmvWpM+Pz6dRgzwsFhOEwxq/D564M8Zr71l0tpskM3wkcwSu1hyNS+Z1OjTtlERTgkirYHmNweduiXG81aA3Ith7zGTTbpOibM3amhRzis5EXAta+ygwMggcDOD2mfTpTC7Lh4NxAX1AKZANaAlNKQIlClO59HRLWm3B2+0mzZ2S5n6Dq0qSrC1yKfQppBg52ryk3GVJ+cQnAeyiiSbRi4mkN3Sc2/RC6nskXZltrE2+Q1/RQgpvrmJbow8VgetWpSjJTYv+S4fOdM6/c2HfqD/r3CjcdEvgbIgKetFPD4/JEzB9LPcin9OOJ5+TYDwCGo3Dt18I0BcVOK7gpnUJbj2n+loIqMk+Xz6aY5JYQkBQ4ZoKuwiyihNskVFudTIRpLeWh8JwQbcIkv0CKz70feDCSqdS4Lhgn3rP7O2FnbsMOjqgusShP+Ej2pWecZ9T4fDsL3x0dQtuvSXF/PkuixY6HDxsIiWYEjY8mH4ilcWKxZUuW/eYHGmRHDthQspkz1aHH30jvT3vz3K5bIUAR3LvDZr9xw0O1JlkBjV+W3Og3mD7MZP1lyX58LoUQsDSkgoaTyoOWCamCc1dAWJCUVzt0rZVojcDCwABYoHEKkiR0Stobrc5mato7pPUu5oqv8ObdTbr8mOjiudUECeFD5NUwub5I9n8oj1EszDI9e/gGvEyZvIoD97wSbqWxWnvlhxqimKe6kVaVZU36JFGls+ZKECemHl4eIyFmJNgV5eX8zndePJ5kWjvlkRigjklimgc9h83z5NPSLf2eb/TQAqoznUJ+TQqoji82YQYoCVOnyJ5g0NTp8Hfb8zAkJrP3BhD9zaeJzcHDhr4bU1rL/zPfw1SUtFHTfX5W7rROLT3SioKzs65PHca0XjlKZmCp34XoKFD8uD6OFX5Lv/n32wi/eD3QUODYGlpivACgTDg8nUpfD745QtJMoKCRYvgkUcSHD3qkEwKSkvds+aqd/QIfvx6gJ7OU3mYQkDUANcFpYl3wN73BH2tmqsuNzl00mRu8Znnn+FXKAVv7LGpKFAsm5uW/+tLJPEeybZWzUkjgTAE169I8uNizdEjglq/xLQE+Azcej+dQjAv5PLR6gQvHrLY3mLQJgRJJ0FqxcTO3XhZSglbOMHRXoPmthL2dltkFoLRv5zjGXvJj65hZ59F3eF+FlTlMW9eAI6N/JiDt9PPnSU+00ZrXup5oJfq8/LwuJhoQHmz3acdTz4nyVijn7mZmqBfc7JFkkwJblhzfquiQ60GP97pJ6XSBdg+U/OJNXFOnpSggBDpG/oFnfUmWYEAx5PQ0JjgWXw8cnMp507VWVjj8u9PG/zxLYucEsXX/ynEN78WOa+Y5Sd/9LO/zuTxm+OsqD6TA3iuMI03etfeKznRKgn5NduPWnScgP4oVFak1xlPwJ7dghtvSBEKnTnuyFHBD582qKlR/MV/1ixaNPR29MZWk96oSJ+fgaekFOiBL9BaYyjN//mOzUceOl+8YxJO5Br8bI+PZXOjANTHDSrLFdcvjLKny8QQsDrXwQjAdxZb5CUEsQjUxy1iXQKfK3Bigs0nTPx+sJNJkoZLXsAmx3d+yPlAg8HbRy3WzE2xvHLiW+2DySPIHXoRoQD8OMNHi2vQqzSfKM0gn09RnKn573slny3LZyzTl0bbWh+pyn06JelSktDBgv9Bfy4eHjOBoOFnRfb86V7GrMeTzylgLAIaCmqevDfG7iMm4QzNqpqzizySDvx8j5+cgCJ4aoJQb1zw8z1+gmGFkKATgAQpBOWtWVx5XZQTtZodbSEOxl1etjUfvfOM1J7slRxRBm2GIBEURPok9XWKF1+1yA24hPxw9dUOmZmQHUpvQ4f8Q0tJX58gkRi5SCkSEbS2SubOdU9HTwuzFcurHY43G3xoWYp3XhdkDOqHHw4rtIBYlNPymUyC36/JyNBkZaVd8tW3LRpaDe64NknRoL6V+9ottJ+0S0UHvuumr+ykAJIko5qeuEnnHpPiObD+6tRZYyY7kJz0G8R7IOXA8ZjBU7V+tIbFYYNrSxx+0unjlTqb5VaKsFbkBVKIPAfZY9PdGaRUKa4rSXG0x+S+ogZ2hjKQgTCryxKnX88BHBeeedtPwNL87B0/C4r7CYxzatRwRIE3gily5veydE8mS13F31X1k+WDn76V4GP5+ZQZ57/Gxe6ZBPyO6Hk3fyC5VLbip2r9g6ckzSSme10f9OvDY3xE3Tg7u0bZ8vG44HjyeRHJz9bcuG7o/2jb+iVxBwoHRf8y/Zq6bsmja5KsXJxkT9KGFFT0OxRmwvF2k0dXHCOjt5qTTfIsKQP4/l4/vzxgc9QwcA3o7BSohME3v+Wns1WQF1Z87MEk//Xv4tx3dYI71iUIDOHP3d2C//0vQWIxuPOWOq6+bujI5/Mv2Lz3nsWffzHG/PnpaJ5pwMevPyPEXTWS3XsMcnPTAuT3aYqLXTq6DExL4brQ2yv59OM9rFyXTVER1LdI/vCeD5+teWWLxaN3pR9v0y6T/sZT2+0G6ahwnPS//UAqcTr62dmhKV+g6emTdHULCgvOCFgpiuvcJKlUuh1Se1IgERQHXOpiJr/rFaQSgo37LV7q89E/NwYLEkgtCBdFkZ2S4g6T5tY4ucEgty3K5COLIZKIURRW53UkkALyQ4qGLoOCTIU1RZOPAGxgjhQUZ6e4dWUv+T5B6NRreiJayMF3JdFqlyvOSb1oNs4k4F/mq526BU0zH/Qo6FjXfK7ADXXcB/H5XyxmWgqJx4XDi3zODDz5nCLSBRuRCR8ftDQazppw5J7afq8IKx68L8V1vQ4JV9BbJ8iUUJajkEn4zEMxuvsEBblnR7TyDcX+PpP4QoF8F0IVmpwMTdtRSVwIWk3Bb7ZY/K0bR0qGFE9IRz0jEXAcQXfP8Ka0dKmLkxIUFg7fJmjFcsXBA4r9ByRSaqQU/M1fx5BCsmuXid+vWbs2wfz52aePyQ5rskKK3n5BZUn6sSNRwcubfdw+P8meWpOe2lOtA2wNYaDNAX1qO1sLXEeSXwbJlEAIaGs7VTXvT/8S+LphVZWDYcDSTJdtnS5tCcm9ZQnqkeyOWySVwBQanz+Bz9VEJSTjAp2f4mSPj66IxZKw4DvHAvzpghilWUOfBynhk9fFqe+UlOYozCmVT8EntJW+cDJhYHv9xc0JWvsEjoK2yIXNd5qJEceZtJbxMNx5HItseoydmZrH7DH1RN04O7yCo2nHk88p5MXNiXG1XhpMTlCzothhR5NJSVihNTT1GVxblSRgQ0IJ5uYpYq7An6d5sjKG34KWk2DbUJh3/lbqHKlIvAs6B9wgGH5NEoEZ0pghcB1BRpXgr7+fQX6moirTobshQWaGwy03m+TlpYWuvFzxwAMJ+vsF1WXDl8yvWumwauXIPSMtCx55JEVjoyASEZSWKsJhAMWqVWeO3blL8vbbBmWFrdx9Xw5f/HiMvn5xukm+k64nIjcDNtQk+FWbj24EGBp/oaSvL46KCUAj0BSWprAzguQVurzzjoWTgmgvVJSkqKwBEYCl1SmSDmRami8uiKFONYafox0CdpT8ZAYH+zRbwi79poGFwq81ASHICcG8IpulPofjEcn2TpObSlL09AmSKc77YBDyaxaVTk2u51C09gl+stVPYVixYVU6UnzncocTHZL5I3w4qK3t4LKFwz/ueLZIx3Jf701+dIYSIu+8XRg8Cb30CRh+VuZMb+RTCPEE8ITW+vppXcg04snnDOLmeUly/IqtDRaGhDsXJbiqMoUUcG9xguebfdhS81BZAv8Y/k/MDbtYJyB1RKO0oDjXpaAI7vjTGAcOWISDmra4QW9UsHO3zYlGE9HqcuMyh2i/w6c+lU5EFALWrU2LYcvJiTeaH0AIKCvTDC56UQqiUcjISLdievZZi6wsxeYTxVSU17NyXQGh4Jn7Z4U0K2scth80ycvWfOKOOFcsS+IqQXGO4vs/SfDSL330dbksqnb55OcNmvtSzClI8dSzQXy+dNV6LGJQX6+44iH40fYAfkvziSvilOek+3IeJMqbsocThsGhim5q/SZOIgulJFFh4sQlyrGJaoXuM2hrlnTEBT39AtEHr75ssf2QxbIFDl/7bJTMjMmfv7FwsMWkvtugsUdy/YIU91ztY1eDJl/0oPzh0R9gGKb6zXgq3+SnO3fwQuDJz/TwQU/X8BiemJtgxzTlfAoh8oGvA/8/e+8dJcd13/l+7q3UuXumJwdMQAaRSALMpBhESiQlkrJl0aKtZNkryyvZ1q5sr+2z6/O8633P7+3aq33r9bNlS7IVTIsKFCmJQUxiACMSiRwGg5nB5Nyx0r3vjx6IgwySAwIk+3MODqa7bt+qrqnp/tb3/sJdQJ0Q4hngu1rr/1cI0Tq37XZAAmPAX2it7533+ruB/wOoAUaAL2utH523/beBLwINwDTwf2mt/3Fu26fnHjed47d5VlTF5wWAUnD/JofN+02yKc3vfLBE+jiRsj4dsDoZIMWxbRprmprx/NdraM5nTUfIbVd57DokqU8oHEeQmxT85F8dVq8NOdhnkowpnCRM2AJnjSZ8MmRiAuzjDNyJCcHmrSarVrQy0n9kQcsGFYvwjW/YDA4aLFsecseHPaQE1xUIoWle1ADoYxKdhIBfvtFlzZKAsivoag1JJyrn7LUDJvWLMvzulxWDo4Ibrwy4830eA0cCvvoPDpGSIu5Aa53mkiU+w64kmQTHnyaXl/zLKyn+4OYiRUKeFTPUYpJTFjlDUZQurpLYZhk/dLCLilQwybDVwv4hA0eGZCOa1pjin16OEE5AsSzY1WMyOCZJxc+d2zmflU0+39ZlurVBfaJSpWDq6QFW7XuSiQ99Gq+1+205jjNxdIn+rfJOEwnz3/M76bjfa1RF6LuPSnjbeSu19C9UROEdwF8B/3buH8B/BLYDX9Ja54UQtwE/EkJs11rvFkJcA3wNuEVr/ZwQ4k7gfiHEJVrrPUKI36IiTG/XWr8ihFg8t31Ma/3A2/w+z0hVfC4gb6brEcD4rOCV/SaLGhT9o5IdvSZXX3TiF7I5ryOSUrD/sMF3fhqhlMvxO58w6Ww9djk1HoX/9nt5ntliowPND+532LbPZDa0GMsF/NtPlvEDGBgzGE9LBmNREnWQf6XEs5tsvnMvfP0fyjQ2ah74scPuPSabtyj++A8Xtl7l/v0G/QOSri7Fnr2S666VfPITHlu3GaxYrmhsPLlbKCWs6HxdzG07bPLTbTbFvCBfFrTWQ9IVJGOasgfb95uM5yQbV/ksXR6y9qKA8THBQwMBhuuTqkuT1LD7cIFQCXqkZr+26BQGKUORm7GZ0RGE4RMUbVKhT21snAZvGiuMYppZ6iOKa7M+cROKbYr+IYO2BsW1l/p0LcAy+9l2oqpPwB2ZMRoCzcRg5Tk/nsFrbEfFEuTLsGm3wfDuRUSSZdbVeiyvWaCU+7eZd4owqArOdy7zb5Kqv7t3NjHDYX3N4vO1+yuAe4BJAK31TuB35rZ9QWv9i9gzrfVPhRBTwCXAbuB3gX/VWj83t/1HQoingc8Dvwd8EvhbrfUrc9sPCiH+DPh9oCo+38309p5ZeCoNgQZ7npCMOeBYmrFpSRBCKnbqmDyl4CdP27z4qsWBPoNViwNqsgkefHSSL34mcsL4rjZFV1uZYgm+/z0H7QtMCxxZKWkUi8FkXtBaCikcERR7JP2DcdAw/KTkrl8RPP90kba2kL37DDo7Xu9PvlDuZ6VnvGB0tFJGKpHQ1NVpliw5Nn70aJmn+tZmZmcF6bT+RXLWdEHwvZcc6pMKDUw4gtmCYM3igA2rfL760yiD45IhaZDN+Nz1IZ+wNMhlG5sJXnXY1JPAKmsmi4LLlkXYK8p8SwsOubAThZFzmJwVlPwIQkN5IIYOQ2bNBOU6n3QxQTyi6U4qIhJmiwLH0Vx/m8dnlpcxjMo50xp2D0YouJL3X5km8gb13hs557fXH7u6cnM7/GjTIlJOLf/zwQLPvZpg4vASTCukeW+R//xpt5Kj9A7jQhMDp0oGutCOs8obY/7v751yw1PlRIqhy9apnvO1+yeBP6AiCI9hvvAEEEIsB7LAzrmnrqDibM7nOeBDcz/HAe+47TFg1ckORAjxceC/A7+stX7+7N/CwlAVnwuMUjA2KTFNTTZzrGNXCuFrw1GGPclH6lwuSVautURU85lbymzeb9JWp7io49QOWc+AwXNbLTpbFIcGDLbssljWGXDFNUlG+vtOKU5iUfjvf57nj/40wY5hk0vW+ChTMFkEx9DEfEFyRjM9aYKqXL86FLyyzebZ58q8/0afDZcEpNMLH7PY3a24+26Pnh7JmtXHdjA6GQ8/bPLzpy3uvMPjqqsq58oNRKXCkgVSaNKpWf7kUxWF3z8qGZuW1EensJdKssmQsDRZ2TYmOTIgOdwj2eEKrl4VsHKty18pGAJa7QxlVWRfMmRsLI7rOUhXIVEIM8SbjuMZDnkMJi1YRcBTuyzyJcmUJ/hg2whjiQmEqAjHvUcMHtobRaAZy43ymQ/FF/x8no6CJ/h//inHpkP14ElwwPcFI0dsfrAr4Nfb39bDectL7heqCLgQj6nKwnEhVnSocnbEDIeLz43zWSeEeGXe47/XWv/9cWM+AfzfwFPAmBA9GQv5AAAgAElEQVRildZ61/ETCSEc4JvAP2utt8093UglznM+I3PPQ8Xd/JwQ4sfAa8A6Ko5ozUnm//dUHNPrtdb7zv4tLhxV8bmAfPgKhx885rB1twkCbrvW5ep5GdxHPIMBV5I1Nc/NWL8QnwCLGhSLGo6/aTmRMKzEO0oJy7oCIrbmw9d7rOgKkfLUBeABli5R/OBfZ3lhu8l9Tzrc/5pDEMLdG8tE9ntkfIsg43BkBNAGYCCNkL/7apQrLi9QU/O6KDy6j7N1QIMAnttqUSrDdRt8YtFjt69fF7J+XYjWsO+QQaEoWN4dHDPu6L6KLwqCAEql1+N26pOKde0B2/pMpIAbl80CGUb6h8hkW3BsTV7V4BuCdatcGtsddu4a47tPR4naGj8n2L3PZP8+k5dQrL69xIwUHNaafmFTVCZlI4J7IFIpXl+SuAgMy2Sd6XJ5Y5lXRk1+dsAhPeGScny6a01mvVp2FeMsqlHUqxA/qJTTskyIpGoB96zP4Vtxm3ODw8Qb63l8S4xNP09BVoJPJax9RhI4BoOFHAPeOPDmKjacDWfqmvRW5qpS5e2k6oS+MykGLlsmz0nC0bjWesPpBmitZ6gIxB8A/xt4UQjxt1rrPzw6RgghqMR2hrweDwqVT+vjnRk19zzAX8w9/g5QC7wC/A3HuqVCCPHXwPXAVVrr0Tf0DheQqvhcIHp7J2i0o2zZbdLRrAhCeOQ5h8vXBJhzZ7nZDmmwFOO+5M66MwvNk9HdFrKiK2Bfr0kipvnUne4vyg/B6TsQAfx8s8ULOyxuu9qj9KpAIbj5MpevveTSbJp84TcUjzxhsPmFkFxOkk5Bc5M+oVD62e7vKHt6DH78pIMhNQL4wLUnd7w27zD53kMREJquNovPfbx0wpg77vDZuDGkdS7G1fMqJZw+epnLdSt8bFNTm8jMOy7Nb95aZusBk2xKsWFZwJgneKQ3iSuhNA2PvWLj2ZrQ0oy9YtJ5o0+BgF5DoC1N0vcoF0LMIGB2KAtaIk1wmhRpQ5N1NBtj4/SUa+iul1yU0TREAzb1mPzzpihNCcUH17pcu9Tn9ktdpguCG9b4Z30O34rw9PIF9j7wMB0338TA2EWQl5WPqxSVqvRliLSaLGt3OKxj7Nx1mItWtb2pfVWp8l6k6oS+s1DnL+HoKC7wDPCXwMtCiE1a6/vntv0vYC3wPq31/H5zE1RE5XxqgXEArbUP/PncPwCEEF8E5jubDcBqoInKMv15oyo+F4jOziymUUCISg1KP6gkCM0XbXEDvthWwlWVn98MlgWf+LDLbN4jFtUnzXI/nZh5/jWLwTGDtUt8/svdBUamJBHgU58yaWmCTKbEDVeZ7N5n8LOnNG2Nmi/8m0rM4sk4mgBz9P9TMTvhUMrXohSUc7OM9BdOOu7V19LowCObDtiz1+JI7/AJRdhtGzo6KsLz1V0G994fob0z5DMfLdOUOVaIH6U5q2jOeoz0D/H4wSg/nU2zy0+j4hbp4ZAwAqpGYdgB2B5P+LOEOaA3jR8LmR6z8CYjCCMkIfO4QQKUoEW6eEEJsBnXNZRMm8ODmmUxRehopoqSFbUBNTHNgRGD61f4XL/mROE9/1iPP5eN7c1vKb7WTsRZ/asfYSxMM6kMqBeVyCAfzBlF602aD/yqRzptc1O2AXYfZueuAYAFFaHVL+cq72aqNULfGcRMh0tq3/6EIyGEAcg5kQjAXBb7fqBrbsxfAjcD12mtJ4+b4hXgUirL8Ue5DNh8mv19gUpc51FGtNY3CyH+M/CwEOJqrfX4W3xrb4qq+FxAnttd5tZrDB55zsEy4O5bK6JNa/B0JcnHFLzljjZSQiZ1+rjIowJ0/mOAj72/zO5ekyvXBoyNS+79UQQVgjQ0n/6lMtms4rJLAy67NOBTH68UJ9e60m0pXxKMTEkaaxTpuD4rNy4IYf+oQedKze82VQqur1ycwjBOntpy0/skfWMRZsqCm67zae08dv7j93nosMGrwybPDFjotODzt5VO6dKO9A+RaW3m2YNxFtcppkOTTZOScJUkTCjCcY0uCOLry0wcTBHsiiENRaRxFsZtMrEi07MxMkunmTkgSJk2tzgztLck6HMlW8Ysbm/26C0bfHebQ2NCcV2Xh+ELCp7gjqVnF9+4kGWsjhLJpJnoNQkV1NYrpk2JDDXdDZrrF3tcQcAVrT7L4iHy2vVsf6YSZrRz10DVBX2DVF2w9zbV8kwXNoXAZfPEeUk4qgG+L4T4/NEnhBB3ACuBx+cy038VuFZrPXyS1/8N8K9CiO9prZ+de+3twNVzc3UBntb6yFw90a9QcUW/fpK5/hOwDHhQCHHTcQ7r20JVfC4glRabsH79BHdd5WAYMBYIvj0bYTyUNJiKe5Jl6syFT9oZ8wUPTdocmDW4Ku3zwQb/pCKmu03R3VZZ8v+Hex3SCU0irpnJCR543OH3Pn3sMvfQrOSbWyKMzAim+yTNSUXU1vzOh0tntVz8+B6Lx/fYRCz4wvVFGs4gmjtaFf/+syXKLtTVnjh2fqxpTWMzF68OaN0Z0h2F0WlJqEAaimlmiRElclz8oq8ESkOPb3AkauBYMFYStHSWKG4oUjJtitiEh00EgkTSJdM5QiphEUzEaLmoH2WnMcsZ2pM5kg1JPpopI52Q6KTJxJiJF5isqA+4cZnP8Kzkk9eUaM8ooue5klFtQrGyNUD5Jq2WQgfw0UvLZGIw1CNZcdnriW5NnY00tjez/ZltVQH6JqgKkCrVa+DCpOJ8npc6x1PAI8D9QB0QBRYBH9JavyqE2E6lR/dL4lgH5X9rrf9ca/2QEOLLwD8LIbLAAHC31nrL3LhO4B+FEAmgDHwP+Nx8p/UoWmsthPgUlcSne4UQH9Favz1FqOeois9zwJLFWX784gR3XOnw7dkIRS1YZCnGAsG/5CJ8sebEOMa3wlQg+LuxKC8OWYxMCH6kHSKX5bm+5thr7kj/EcoypKO1DROJ60E6WRF4tqVx3RMtwx/ttAkURBTsGTVY1RYwOS3pHzOoSR7tenRqAZorSwwp8AJNOai0uzwTyYQmmTj9mFimhb/4Cx9fpblxg4dVL1jTEWAacJAjHOQwUREhO7aRH+6JEjXh5lqT1Yamzgl5ZCKK6WvyBoQSwliIaQqcSMjUTAIVB4cyts4RM4qYnT7xlS7ZmlmYbKVjZZqV+YCoFeX7sxLZXICLoDAtqJEhyzybqDWXHCYEURt8BeVAELf0MY0C5lP2wTE5pXv7ZtEarCT8x18p8thmi/jcyvuhUYNSCdYuPnlb1HVzLmhVgFap8uao1gi9sCgGLpsn337nc07c/Vfgv85rr3njvO1n/NSfy54/PoP+6LYngVOqaq31N4BvzHtcplK+6bxQFZ/niM7OLN9/foLxpXEWWZU4xHpT0+dLfA3WWxQX8wXfwbJBUUkSWrNvxMD14akp6xjxmcdj+6ICZR1wSBxieb/D+y7v5MdPRLBtjecJPnJLGaUqy/oA33/K4f6XHZZ3hmTiivGi5LFdFqsaFA1zsZVH3U9hhOjQOOH4blnlEbM19QlFe82p65eeLQNDkoeftBkZkUzm4zTVTHFgV5o//ePXVw00Ci00Sivu2+OQsjRFX/CzgRRrllW6vbslyPsSK4BwFob2RiBiETRZUKeQtkZ5ksh0meaREYIag1hScRNQMvYzayzHymToCxRjtselaHKmZLbORV5dovxMPXtmHIpZzYAS9OyxuH8wgmVpLqoPuLXdJWJCjal5tc/kyKTgbzdF6S+aXNru8ZWP5ElHT30e3igjnuS7Qw6/0uRy+5Ue0yVJR03I/iMGWsP6eeLz+JuJddeuB/jFUjwsbCzom+X4L/IL0WGqLsFXgWpm/IVEzHS49Pw4n/PZxjwh+F6kKj7PIUs6sjzS53JYCK7tNhgNBI2mOqXwPFPSzqmouGSajc0+EV1x1WpjmtGSwDEgbWsOMUmZgFoRZZwCYVstS3U/v/ErbQyPSRrrFC9vMnjkwQif/pRHpkbx0i6TlamQnhFJMWZw0eqArK1xMpq69LFCcrh39BjBMn9J/rY1by6z/3jKZfjGd6NIQzMbwN4hk5iT4Zb3Hzt/F22kdIKYjvGckPgh+KEgJTQDU5Jv7Y8wNSZAKnTEpThq4iUsjKxAWwLKJqR8MrWTfPTID2nb0YfV5dHXsZo0bczEbbb7exjRLSiVpjbh83MUkhki5Cg44G+c5fEnFjO6NcV9P4/gupKatKI+ojnYZvDjYZsV2ZDSsGDnIZMdhwwmS4KkB8WywyO7PT52ycKcN4BGW3F3s8vslOBrz0UQQGuN4neuL/3iZgNO72LPF6Fvxgl9rwqx6vJrlflUE5POL8XA45WJQ+f1GOZqd24748B3MVXxeQ4RAn6t0eGhwORnh8pc1wn3pMqnfc2bSTZZFgnJGJqpUNLdqigqkHnN/zgSw5Dw691lnLSJQhGiUIBJxaVMmwMsu6yZYhH+eY9NqQxPPWPSc8RibFKyqDvk/7yjyD/titJVqxBA/4ykFAiSxol1P98s02XBoWmD5dmAo5/F3tz09pxYH58R7JgxKKUEgQWF5YLk5Zpo/TCVRhBz4/rnhLCAX19d5oF9DtmoYnG5yKf+uoFX0ybKVTSuHsZOuzRfp5noqyM/ncaM+9CgwRbEk3m6mvdRm52ieXqUyWIHP49B2gyIxwKWGCX8ZAmCDH06RDszIBxqlcnOAykmcwFTpRDPtyAQlCYNpuKwV2naGxS5omDfEZNLYz6ibCBMgas1RVeQWkDXEyrXYpOjOJizMCS01yj6JyVeCJPjstJ3Xg6ybOWZf48X6lL8hS5uL/Tjq/L2Ur0pOX8sfNZFlTdKVXyeY2ok3GMH+A0mR3ZPELRPotobyHEAhU+KZRhUMlFOJeCGc5JdIwZL6kIWZU5cuk4ams/Vl3ilaFJUgsVWyLf3RliUUMx4gqdGTDakJVPaYFQUuEzX0UIS2V7JOD/qdn3sYx4D/YInXrJxfcGy1pDaqGLVIsXluYCXj1Qul9WNAQn79Wz3Ux332QjSMIR9hw0e7LHZVzL5+OoyN3X55DX8nWuggM85IVOTkt++N8ETe2z8GUHM1rz/Chc7Bg8MLaLoD7CmvvyL4zl6bIvSik+vK3P/EyZ3/afFzGZMaAHnYg876eFORBFTIXGVJ783Q9BiImY0MhlSWBzlBXkF6/teY+vK9exMrSSJxFOaciyFLsTZNZ2mqEMsp0gkiNIU06wMBDumLMIATBHglWyQoAMoF0GZgpyC2RmDoi8wo7BsUcjmfQIRg1+9qMjNyxfO9ZzPiuaAZw9Y9E9JrlnqUS4L/uprAVY0RX1tJ7+/vHiME3oq3uxS/HtdgL1X33eVU1MVoW8vMePcLLv/w4LP+O6mKj7fJixRiQN9oReubz/AuHgeEIS6SB2XnfJ1XgD/+FKEciD4+SH48nVFks6J921pU3NTqrKME2pN1tYMFiWuAl0zxWsiR4YkBQKmOLm6WLc2pLNT8PUHTQ4PGARBwLqVlTlv7prlyG64dL3BZV3mGRNi+ocrfeq7Wk8f5/m3347w08cddD3UrFAsvraScFfSMKMFWsCMD3/wYJxHttswK0BAsSx44JkI3SuLdNYrHj6cZmmNi0YjxvfgDG7ncPQj/M3ztXz3UYfBLQZBjkqWzTAERQNWAIGiNBPHy0XAFzAi0S0a7YdM7Gjmx4s+zEtdl2OGPlafT1PHKKHVxFRYYnA2SWj5aOETSI2tJKUS7M5rOmo9xoci5AqyUk5Yg2FpdAgEgjpLUxKCmKN4ddjEEXDlpT7vX+nxx1cvbELafLIJzZduLlL2BamoZvu2MexYJzVpxUxOEIYcIz5/9prFgRGDuzZ4NJ/kxmddtSzTm6IqNKocTzUx6e2hGLrnfdm9SlV8vu10dmbZP97PuKdY1uoQ4p52vNLghYLoXNJMcJpiCC4BL4iDlIXP7Uvr2TQ2gbKKFBpC6mjFwCSqTXaokE4ClsrKB1xDexOPjg5SasiwIWHzsQ+57OsxuPkaj0vXBih8hnkMVzfhpAfBuBGIn9LZHByT/N0PooQh3HVFH5dvzJ503GxO8L0HItSkFaVBSW1Kk9KabdtMamoUn2kP8dE85wc8tbyAfF6iZMVFRAI+/OQFi8/e6mHHkzwTK+GLQdYdeIj4uOBPd9rs75ck/DGCQj1YRmW9xYBwt8XoE02YLQF+wcTNRyv9HhwB9RptGwjLJ1pfYmK8nvrMMKFvUfTiaCERKsAPfRQmyjeZLSdQUUFemdR7LmsaZ7lcwjMjdYRaE0iIRTXaErRnA67N+tRENVv6THbmTNpTAYESfHTF6a+HhcA2wTYrzvXadc1M+R67egxuu8bHmvedly8Lnthlo7XgpYOKOy89uRv7RmNBq1+sVberysmpJiade2KGw6XZhXc+/3HBZ3x3UxWf5wHTX0k2UmDP3kluXnbJacdGLLhnfZmXBizWNvnUxE4drTJNkSkKKAL6I89yVbuDS4RHCdnta8bcpfQTpSg1Q8LmYyZsMDWDhOxoSKBnpjkg4N99qBnB69amRx47Ns6vf0ziMsnQ4D7amy9+y+dBCKjLKMZnBGUXWhpCvv2tCINDEjR89rNlZpa47DADvNkowtJgKtCSucBVSr5kJC+xTcUuz2U1ku1tG9h8cDn7ppLc0P7P1Hcc4r7Zj/La5vUwoyp1h+Im5afjsI6KII1riCpICoiBLkosy0WbEiEVoWlim2UCZYKWGFIhdIjvWZgCvCBC/0iGutQUvnSIlR2ud+LEr59h/6DNzEyE9nRI0Zd01IWsba7cRfRPKZZnAy6uD9Aa2lJvvSLAqThZ5ySA6zf6XL/xxAL4cUdzxRKffUMmF3ecvBTTfN5ILGj1i7VKldPzXg9ROVcUApdXxqvO5/mmKj7PA0I72OWraU3ArsFKX/g7r3JOOX55Q8jyhjPXf60lTpNOMy3GqEFjk8AEQs9hm+ezeSbFjG3SbpdpshU/CUw2mCEWAiE0MpOgBslo37HNFerb63FEPa4exRQJGpuXnfY4WuoVn/ulEqGCzpbsKTOokwnNf/z9At//aYS2tpC7bnb5n1+J0dmpGBiQHBmUFJdo0kKQqgVvvY8atdAFwACi4LRregJJq4AbnSiT02Okc8v5Wc8KcjuKNN3Wy5HBRmpqp2EiqKznCw0+sNaGgMpfgQXkBaQBJcDUmFaAYYbUN41QLsVR2kRalbQtUwgaIwX6cjFKfhzPjaCEJOlIurTFrGfyWMMMqaKFTEvW9adpVBaL0x5lR9Cbl/QNSUZHJAk0QsEnLykTPcn3TKEEz26tbLjmYp/4W0hGOpvGAEcRgjm38+zjT882FrT6xVqh6oBWOR3HO6FVFoZqwtH5pyo+30VYGFzBYnI6Rp+o9OaWGvw89HkdeJ7DbD7OHp0hF/W4IluJLWzA4E4dYxTFCixccpQQ3FfbxiOBoCUX8mfR99NmzhLoWZ4NHuXJUjtu4WJudxyuzgQnFE1vbzq2x/pR1+140bNudci61ZU+71rDunUB27abxGKalSsq8anbZMiV3WUekxYiFVJ6KgFaYC3TBFlBXgh2+CZfjsbpTC7nK8+WOPSCSeCl+NmLN7GmaTMHxpZADHA8KClIRGC5hqKouKh5UflEmg6hVmMWfeqaR2ht7iOtZilMdyLNNAnpk8cFZbMhW6I7McGW6SSWhEjgsFLYCKG5psXlRTtghbBw6j26nTI7d5kMTFeqDFzX6fHjHofLuz20homCpLP25DcYP3zcYdehyp/qxLTkntve+NL82QrOt8L8fcyPBa1yZqrCs8rZ8E66Tk7WH/JCIG46bMh2Lfi8J+thWeXUVMXnBUBnZ5YfbTq9+/lGiFNPVNdxWPTiCkXaSTIxcQ25YhoR81GGYlbDrlnJtlgPUSFpopZuKm2FRoDv1rTzDx4UTJ8dyqCvYPGjVC17w238r/xqHFEkZ+XYkYvzpUBwU/3p78rnt8WcL4I0GgUYVPqf336Hy+rrPJ6IK+6Nwe1KcrM06Kk9yOowYMZJoJcIvBmLkclWJlybZXYPN7X2MxHU0K46ePTpBgKASc1T37uMZ1JXYCwJ4UYBvg1+WEmzT2tIKxiVUBCQVJADNmtqj4zSfcMBli0ZZUo2E6+HrD1LgxGllQz2uGZTXQQz6vO+6Cx1TFP2I9S6cWosRdLxGUOQrfVpwuBwf5TWlCJiwqsDBjt6TZKmxjErojsIwQ0qWfzHMz4tyaY1GhibOnmymFIwUxREbU3kuDaeb4fwPBnHu6DHO6BV9/NEquejSpVzSyFweXm893wfxnueqvh8F5FzBYdnJBlbMuWuZCI1SToq6YhGaDHj9JmANkjky9g6z1TM4yuMc5cI6WWItXoxzdThCp/n1QyOUcATSYRhMx5IDquQ3aUOhHCpk2WiymEkonl80uKGOv+ULSNPRYmQh8QY42VNeXsbQyMRRouSfIPP8kvLNGjN9wTcpsdplS+SaYwzHKnhwGQjKpJEJDzubPghF8k91BomIlqg6C1mcuI3EabC8D2czgLRrpAJLwtdEvYH0OggVvvoSQWBhCYFewQcFpWOuE9D2y19xMc8rh5PcXXrcrZZAWMErNVxVhHFzCommKYGmyiCaUICU5M3y7hz03xaJ1iGSQTB1yX0zEgiUrN5n0W+VpCMa3qFRGvBRc0+6cjJF4M+eLXHvQ9HAPj4rSe6nkEI33naYd+giWPBp28s0V5XcZ7Pl/A8GdVs+DNTFeRVqpxb4qbDxnPgfH5jwWd8d1MVnxcInZ1Ztp9F/OepcAP4+61RxgqCHQdNlqWmKbQtw5AZblw/yMqkz27Pwp7RTBxxKAtNzDEY7oBnbMWH0OwQz5PS3Yy354lNFYjKKBEKDAbtrFIH6PReZsRfRsJ0iRkzFM1REl4GyYkxNHsmDQIFq7LhMaJ0vhAaxWOSgFe21zHZLxk9YjGQM8gdsOidNPnEh3IoC3rEPookcPCQKZeYXyKok1xUfo018jV6vU6SZshMxML1elnUtZfeVU3M+knsqGDaT6PbDUgIaIrADBizgOOhGyQ6B6rfAN+CkiBVO0W2s4A320F3uYUGLIbEDAUE/bqMJ3bh4VEihqaeRhKUUNxMnCgWea3JIGmZK+R/4IDB/p8aHDQMWlcpujMhdXHNDatc2uo0pqFZ3hAyWxCUXUFT3bFJRyu6Qv7kNyuhCfZJNMnBYYPdAyZdjYrJvOChzTZ3rjp02hqs54r57Vn7hiQ/fMIhlbiCX77J5dDWrezcVQkHqYrQU1ONA61S5dxRCFxeqiYcnXeq4vNdws5Rg5cGDKY9ydZpkwOlDoKpOhLpaY6IRZiLLZqSHgNHLDAClGOgpOKw28yY7RIGh7naHKKfAfZqmxusWopiGUNBgm5d5L9Z38fWBkOxvZjmSja5y0mIPItnXS7P2BjzBGbfrOTruyJoLfjs6hLLa0K0rpSNMuTrblw9NjHXZmjUxpuI4GtIRzWmpxk4bDHoSn7NUvTqaUb8RsbLWWalQQmJliE1coqIXcIMQhrSHhJBIA2W3NLLprEssick8v48+fscOOTAKNADDGrCF02MGxQ6BeqQAVkBY4ABs7EsM4dv4spOn4RdRhBgAApFv+ijCUGKFCunJ9mXCSmwiMt1ktZyhMFxk0VZRSL6uhzfs9cgImGpq7iro0zySk3OFVzcETA+KxmZkcwUBH///SiFkuALHyudIEBPJjqPIuAX51cpMIwzF/h/rNeiP2fwK8tdEidZ6n+j5IuC+5/v5siI5APXuFx9ccAPHo9Q9mB0UvL8qyYfeIvtOd9rVIVnlXcDF1qiVMx02Fi38M7nPy34jO9uquLzAuPNOKB905L7dkSYLBq8OmpSLIGFIJ9LMTCe5ogR4DQGOPEA1VrA6dEECFRSMOvGmRlP8j3qeEk2YgVlwrhgUWKIe/gODWEnV6U+geUleJXDDMhGxsMGstYkR/xO7qgR3Fp7bDZ01NTETE2gIGZqplzBN/ZEmPIkv9xVpmluXAyDj8h6tusEm5XGjOfITUfRyqRJCP4spnCk4JHRFRwQJpYRYIkA17EoK4tRXY9GUBP1qTVDQBM3Aw53ZMBRGLai2BuDaQNDlNDTNmq/DZ5E5wXBkxas01BDpQtAIxijsKIl4AMXeahAsKhOYSO4Uic4wCSSAo5IA5BSBpfgskoZJN04f/+TKCPTkvq05ot3FbHMitC+5OJWXnvNJJNRZGKDZHRI1obpQgt/+1gUP4D6pCIVr4jAyEmaCJyORDDAkkyaHQejNDfFuf0U9TiPojU8d8Rmqiy4rt0nYZ+5ksKZ2HnAoHdQknameOiZGi5dFZCKK8anDfxQEIu8PnZ+SSaAbFWEnpKq+1nlnc6Fdv0WA5eXxnrP92G856mKzwuUN5KE9NqQQeDDxgaP1w4ahEoSFAURX2MlQkyVozk6gCNdIk02YRKmRQaA/HgGhSQsGoxMNhLLFDHjAYOqhduDn7GOPVjBXnDuYTb8IXtFG0qZBNrAEzW8PyMw5bFiqT6m+d31JUINdVHNzwctxl1JfUTxUL/DZ+peHxs1BVd3ezw+EIAnSMaL5MMI9yybZHpoiv0Fh68NraUUnyAaL2LFQuKRPGDTnJngEOv4UGQ7SaFpwcLRGxixO7CbPBJ3z+A97GDUBmhtoHo1hKJSoL5NwEoNJYXd4BE2mYTaoiYW0Fwb4JYlH76sTCKq2UvAg8JHAJKAWjQRBMnaNK8OjbDtUIzhgTjPb7FY0VKp1zk4JqnPqDkHUvEf/qg41xWq4Rfv/fkt48xMZVneGWVwSvIndxUwJbzcY+GYio1LThSFx9fqhIqb/Jt3xCi5YJtFDOP014sQ8Jk1JSZKkq70WxeeAOmERilBMahBBLOYhsFHb3bZtN0kHoUr1x7rflQ7I50d1RjQKlUWFk211NKFQFV8XsAcFaBHOZUQff41i2d32ZgRjb0Hy3oAACAASURBVCyBJTRrlgRMF2Co7NGxtIeEM4qyJI2GRiZ9iiLK1GAtKrTQWoBShBMOJd/AKZSYXZ/m29G7MOXPaMlt4YrsKpbJG+lWfWzTKbwwxZdjgnazjIvGxj6mMH3NvOSZxmgBrSRDRYv1Wf+EWpPdtS9w6w2TPPnyOlwvxe03jPOlDbVI2cxXt0WZzceYyUdw3DyZ7BTlVILOuiE+YzfTYVxCbqybxfU2NWQRoonOUHDIm8F1I4StEnu/Qowogr5opYh8CegGCGl53xHMxhA7ETA2Wo82HeylOdouK5BplORx2ElIEkGaNP1kGGSaJhz6pkN2HaonNmBSb02xcVUN2w+Y5BzF/3dflFgEfuuXKkvoeVdgSE1sXib6hrVZegoOewYlG5uHyI8V+NYztXzz53EQ8Hu3jXLbxbOVczh3rk63nB49C6P8qHhdlFIsWsCC9su7Qu65vczohODilSYTQ4M0tjfzwatPveT2RjsjvVepxoBWqbJwxE2Hy87Bsvs3F3zGdzdV8XmB09n5emvKUzmhNbamLq4YKEo6soqWeMi/e38RKzHLfbkt9MQVEXOGIjEG/WZijoIyaC0Iiia6aKLLoANJKARBYJLAIyrLzBqKmegAmXAzq40r+F0ZYUSWSFgpQiZ4WWwhF1ocKixmsWjjupgiQgAoKpr2xyxJ7uVLaywmvQ/TlVrOSP8Qdnuax8QeiriUmwfJpZpYtGQUwSAW7fxAT3OHTjGQNyiMavI1NnlqmZlKkTJDLh1v5Oa2IhFgpNxMltdF2T2WyUMvNhNSQtVIVFYQDEdBzH1xZ4EMRBeViHSUiSRLGIamwfFZt97g8osVWygSYtOARZtOso9KqSPJUpbpaQgL7N9ZS3okSX1jxUVO1SqWd3h8+wcOS7Ihri/Ye9hgKhR8Z2sEU8JnLyvRNtcj3TLhtks87tjg4dgpTJnixf0pJosWgQ8v7G/gM3fE39R1M9w3NOe0Hsv8mqsLiRCwbvnrXZBG8mf/2jOVZKpSoeqCVqny1ikEHi9Wl93PO1Xx+Q7iZPGgGs3Hbpnlxo0GKcNk82GLJY0hl3QGTFHm0vptdPnjTKgERSNCIYhykCUoW2JYIX4gkDEfZUgYs9BlSWrpFC3GIIvsI9QNTNPVuwUhDzK6MUfeHqFGd2GTYge9xHSKr+a6OWgJIrrArumQ35/5KigXVdOCTvaDaKfG8ahx7seQv02I4gVxCIkgrm2e1FFmZRp3KE35SJmRIcUrUrOlfYK16SjfSkYQRWAWCA2CSclkINgqTa68+Ni2j/lA0I6iLbDZOxHBnQE/q1F1BgzqivNpAI7G6A6IZfMEvoWbtzAczfIVh5ikDgeDRmxmdcAKBLa2GEFxEVEWk+TwtMQfiRIXUyf8ntpaFdt7TBY3KFobQrYMWdgGuCHsGzdoSCl8Bc/usnhqt83eCYNsnaarOUQITXm8Ms/AAQPf55h+60c5mYA86ooeOiT55rcW89nfKNPaenJ380IqwXSU42NBqyL0RKoCtEqVt0bctLmsrnPB5/3Wgs/47qYqPt+BzI8H3cIEu+MzyLjgKl3Ph5sMbBx8FHvFAUymsGSZsdJiCnaEleZeDhaXom2NLhgIW+GYJdIih9fhEFV5PlZ7L2WipESO5vEhfMsg7Y0wMfYSqdYNFOjBJ4UQglJoctAyyVLCFdM8rAr8qp6m0epATDyFTq5BCAE4aKWBPL5QeITUEmNcw+5cIzt6Wxh8tA3RI7Fry4glmh2zIXfWG6xzAra7EhHzMZRBXV5yEQFbdlrHiM+BouRrvRG8UNCZCYmFmv4BidipmBSC6RUClQXWKMyMh9IStxQjUBLTDqmpnSEfUdgaMsCU8KkTJjXaZA0BXfjUUvnSP11N01iNZrYskWnNg1sj3LDeY+eISdTUZFKav9wXp39C0PuyQUdakQsEelywpDnkQM5EepCMa9qiilxOUFurT9mX/WQ4DjQ1KZwzJC6dKwH6VuatdkY6PUeFZ1WAVqny5ij4XjXh6AKgKj7foXR2Zvn+C6OUr5yhjgguAT8Tu1hFHocoLbqLEmXqaAJzJ0uT+xlQTXjCQhsCaYARhAQlg7bMBL6yMMyQSMRlX3kFF5tbiXqSyY5OOvbtJVpXw6vxFew4lKKzrkBDosARFEoOYcssR0KH2TBNo+fyx6VrqA8cPjmxg2XJPVDXjcABEQFqsPU0KSJMUuTxnM2hQgPjzzfALgNtgTsSQ8RDvCbNj0fg89eXWW9O0x8oGuOKO6ejDG+Nc+MVx2Z1vzRpIRAsiivGPEltLOSqhoAt9SZjgyUOhTFKMU0pYxBEIoS+g+WUSEeL+KZFtilAKYdW3cSdEnw0rdiEhDwheihrn3YyXE4bzWlF3NEYVprZyRlStZUM+JILuw6b3LLGpTmjOTIh6RuW/MlNBQRw35DDxCwc7DHYnzMZHlNE4lDfGGIEmvIMdDkh4axgZds4bm4Kat9Yvc6WFsW/+a3yKbfPX3o/VdvTUzFfBJ8r5/T4ZfimzsZzsp93EkfF5lHBWY0DrVLlzaN5gx1Rqiw4VfH5DqZ7UR2bZmewUi5FyqBzNE30I2deI0xtgPoWNC0IdtIqJlEGPKZuRBgax3cJsyXKXowwlExP1xCGJhrYNryezKJpFkf6ydRapK/ooL98Fd8+fAfb3JDpyau5pOkgN7SWGBI+66Ov8mp5GcP5Zl4eWM9UfYxb0o/yV81XceXkHn6tfis/F+9jTN7KL+HQ3N6CN9DDSIvJvrEahosN+IdssKhYjjOgxyW6BvJCsduVLGlVvM/SzKAJ61x+c8mJKd21tqIQwpQnqLUVWgkaUorbb/Do6S1gDjsMxgymS5qSLwi04GDfSpZmd5NdMcNFGejS3YzqCCk0NXPz5vApE1AOLJ4o+JR9i2uzPh+52OWbz0cISyaRFJR9Qd+YJBNRDI9KZqahNq2YKUicub+0RkfxYr/FYGCQaVPUDSnGA0lHW8jmrSax2Uoy/oaNE/zelyII8brA6x2UHB42WLM4oDb9xvI1j3cjTyYcT+VYzn/+TIJzId3U40UovPeW4o8XncdTdUGrVHljxC2by+o7F3zeby/4jO9uquLzHYxEsr7QjkoOYBDBKO3CHt+E76RpGN+JjHWxN+4BK4gLi2Y9zdVyK5dY+yi67czUmzzoX4uXt7Atl3RyjMmZGiSaiUIjV8X20WHtpcxG+svX8GiplmJEAZrN5VZi01OsyoBNQIM4wkxRE6krsVa/RiEfZ0VmDyOdNi/qtUyYWfJoXK2JMI1sfpEfvdTO9t41lNpthARtUelL6QMxAVoTuJJsUpMPDaYtjzyKNdgnPR9X1/l4CgZKBh9u9imFgvv6I7THQpprAy5P+zw0LlmTCUlENEeKkpnQok6tpD6aJyE0L0yaSAkyHfziryOJw2rVxNfHXaKFZn5atsnaitXNIZ+/vsRPXnSZLCdIRTR3rHP5670xds2YCCAR02xYXuSB7Tbr2gKurvVJoqlTipSluagl5JLuMjUNmsiASetKxcE+DyedxPUKRObyy6Zzgn98MEqoYMteky99vHTW18nZCsLjqxCcyRU92bznwg19Ly/Fn42orArPKlXOnoLv8eJo7/k+jPc8VfH5DiehIvRuquHOqxzKehW+fhFDLMJhktYgTVqv4KUwxFAZsKZoE0NEzBQ5s5+AKAeDYV5wF6NdG7cUoezHSMXzOE5Iq+WyW9+NJxbxM8vCS3pQNGmMjxKxS4yUHNanDuHJOsJSLbPjKVwnQk+4hJQ5S09+GR3ZA7SkX+PmA48RyW8l1Z2gL+Xwhy/+Eg8/tY5iaGEkPMRaBa8JmDAqCUERAbOCVHdIxJR8UNi4OqQem0tOIT4tCbc0+VTUK7y83WTy4QIH6g0uvjxDt6VYJkPiUmNJcBzFUFHS7WvKO2Lcm1bEo3BpINjsC25ser1M0GKdJTYdJ2ZoighCXVm2aatV3LV6msb2KAB7+wxWtwa4WlB0BWGg2dRnIyVs7bf4Dx8o8GsryzywyyE/IyjloGevydLJUT5/R4I/+0qcoorjEvD8NosbLq8cQxBWuhfZFrjesUtGYVjZb01S0zyvM9JRcfhGBOF84Xmm151MrL5dS/Hvdgf0zbiZVQe0SpUzEzdtLj8Hzud3FnzGdzdV8fkuIhJdRqTmBpjejk5eRJDoYrCQ4Jmp9UTju2iKCGKxNlwcQgLqSPNHnT/gm/3d3D9zN4FvEYvk6GjeRymt+B/6NlbrGLcKAc40bc29FKYT1DCFJy1KQYyyG9AYHeOI10IQOBT8FESGmfJqsS2PsVwjprkJb2SUOkaRuzK8uGIJTz+/EndagjYINzlQq6BFwWoJtqw4oDFNQ4umyVS8zxLYxM76XDx1wOK//FCyuD5K/bCmxgsYDA1ajZBdZRMFRAUscQP8vOCnLzjMxiSyEUazIUukPkZ8WhI+3lrm0TGba2o9ViWDE/a5b9Bg8yGTvCtozihKhqCzJWAQk1CBZVRKEv36CpdbOnweeMJmWBjUZRS7hhpYMuxy600em7ZptOaYYvF1Gc3Hbymzr8+gqVHx8n6DmK1pzWoODhj8y2MRkjHNH/5agajz1oXg2b52fvzo25k9/26uC/pmRWR1Cb5KlTNTLbV0YVAVn+8SfrTJBeDOqz7IiLeOHc4EU0YPrrsY310CkzVMZhJ8ZFGB/fQyLAq0U8RxRri7a5DF2YP0qUXISECv3cE2tY5ckOJlXzEb2U+XMYUla7FMnxk3RdaYICp84jokg6IjPYQp2pCBYmi2mYbMCOXQwbZ83MlanPIEgZxApjRPH7oc5cL/z957xslx3We6zzkVO/f05ByAQSQSE8CcSVGUqGBLsi1awUGyryTbcty7Duu9+7t77wZ7ZXvtXSdZ0RYlWRYpMYiiGEQSBAkSAAkiA4MBJufp3BXPfmjkRJAEAZDo58vMVHWfruqZnnrr/adg3KjmeHoS3QtIpPMYWoXJuhZo1LAMxZ1pl8+kKpivkx9+bCHMUMHg/m2NiFiS14qSRabPz/c5iAjMe4KsJwlRTM1Jfloxuf9Ji/yMRNaBb0LOFww2aUyVBI1RRSEQFEJBRyzg84kysyieI2AJkhYkAKOzkq8+ZWMbIKJQXxfS1xxwwyqPqYLHTzYZLG4JmM8JvveUxehogTk3ypKeAEOvhucn5yR3rnOxTYWhw7pVR8XvyIxkOCshAl95NsKrgxpznqS7PeC3byphmYp4VKFVD+e8t1E6X693YmN6ePe4oK+X33k21IRnjRpnpuZ8XhzUxOe7hMPN6B9YP8O6Tqg0Gvg4NMTnSOUz5GP13J6pkMBiJX3APGW2AD7dmkYivZ3vqTrmVIpJ1YoRBiRVjiwpflTp5N9FR3iPuY+XUmmm5hqI+xWujG2nP5KnoyBpjGXY2DTPwVd7mPGbmCk0oqcqTMbaWZ12yS+bI1k2cNt7mNpyNU7Rqo669IA46BEPw/DRXIWdreDnbBamQv5oXYmUPHNxzYnCZ2pSoy5jc3u9x7ZhjWv6POoOFej4RXjyaZ3Ah0iXQpcw7wiEXs05FUWoVASv7NH5ZtHmqhs8flSxUFQnR3085bDJcthYyLHJD/l4vioQc2WBUtCYDJma0Vje43Pjyqo7OrRVsvNlnV0YaDFFGORpbk2w+zWJpkF9SlGqwNKegGgE7jzFVKDvPGczPCvZdEBj0pccnNNwPagoGC9KfvtjJaK2wjQuzh6e55radKQzU3NAa9Q4NUXfZcPkgQt9GJc8NfH5LuDYKUg9PfWMU881apIxCvSYaW7vKhGoajT7sDBZqlaSJYIvppFMUxJRNBVgSRfPMwiUxJAuWhjgKBsTizaZ5/OmjmoZQKoZhJghjc3S2Dp2jzVSnummJQK+X8LxdVQ2RYsZ49qIT2fXUgQpQsa5syPNjw/PmfQBBypEUIFApnycmEVzLOTudo9M5I1P4e1NB9g2DDuSvq6A96442pLpS/9UxrCj6LoiPykYbpOYHWANKII58ErQlg65p83lQEGyaTjC1S0+poCx2Tz/TIpbGlzqEnHWKElzWmdiaIyexoDWdMgjTxpU8pIf5i28ouC2azxm5yVuuYAdjTM1J1ixNIYmwCtCSYO0qbjvLofFXaefs76ozWcia1IUgrmKJPCqM+qdoqAlGlJ/SFxfCsLzWN4tjenPtVisheBr1DgDteHuF5ya+HyXkiFK5nCOpADtUNi6qbOF9dNbGLVmaUjWs0Z9DJ8fUicO0C7z7A0jLJWvsVleiRvaSC/gqsg0Cp+FtGIKnaISdNJPt2ogSRyLCFu8IWJAbypgvBKgZgOyw0lenbb5rHsXd9vPcnvdKK2qjeWNknvXOnw7b+GNCzABR+AENjIT0OgKPrrA5a5O93Snd4QwhKk5QSqujlSGj3oapQyELizOBHQcmmE+MTSGqTcQuFnCQBE1UsRsRV2jB1EXR+kEUrEu7rHVs9ldCbDGfTq9PNmSRmNzkkoI/aHB1VJiHuoVdzjv8Y6lHezbqrFklYdS8OQGk+66YZa0C7KrOjFNn7b2gEdfsNi5WyNwBUu7AyZmJOPjkuV9pxafrg+3rnS5daVL+eE4j2ySuE5IqKC1KWDtYu/I+V0I4Xli4dH55thq+HeiC/p2icSaAK1R42RiusXapp5zvu6/nPMV393UxOe7kMHBGVa1nTwDHiBHifkGl3bRwnh2kv3JOKv4PFK9xAqxCUlAi9rGPeGjaEJgRJbRMQ+Z8QIi0kiuexW2WccUFQw1zxaxnwRRNGMho3kDPxAcHLIoztngKKxEgWnX5vFwNc/kL6NFt1joClauCXhvS5b/8nSckRmJVJBJh3Q3BaxoC2iMK65qPrmoB6qV38/uNBiY0HjiJwb7D2g01Cm+9Pt5ejtDdhc1ojp0RgL2VHTAoehA0e7gjtsEP3nGxA8Ft9xS4UszOnXr9pLWfEZfSDO6oYNvazZ1DZIlywRjkxpf3xTFEIr6tpD2/pBySrEpW31/r0x4NJrV2+j5yUlUJUMh6xGEUMgZNLa3kEoo2ha4bJvQmC8L7r3LgbJFUyYkYkN9oBgc1jhcpX8sG3brPLzZIlRw7SKXe1c5zPiCuFRIQ9HTGJKOXnqO54m8E8Pw5yLH8/WoNaOvUeN4Cr7Dhola2P1CUxOf70KqYfjCKfdJBEJAQEgkFacwlWWyPEVz5zq6VCdlsYOu4HGKZogNBP4gU3aCfEOarl2jNGQnmbz8HsqywggFGkkz5DhsGIogy1EqRUVx3oYA8MHbZ+Pj4CwDTzeZRKchNoudb+Z9i0Ie7s3ygwGT3XMaE64kbsDKZp97el2SpxkP+fweg4dfsTg4L3hqs8mVfT6z84Jv/8jiD36lzLK4zwtZgxFHcmOdy2RO8BcP+4hIjFDBdde63LrM4z/Mm2TJ4yV9Xv2fy6iMRKEEzEqmnldE6gIqnYJCg6AzVMzNSRYfDPj7VATdqLqemwo6n2sv09zZSn0rPLM/ws4hnahUvPdWh1TCY6og+PsXI5RcgaFBxQe3EUbHJE31ipk5ydUrjwrPXEkgJRQrgh9ssmhLh2gSfrrD5L6bKnxklcOWCYPmWMDPLHaYHL60heexHBuGv5gF6PkWgzXhWaNGlbhusa6p+5yv+61zvuKFRQhRbep9er4KfPLEjUqpkyfAnIKa+HyX8sB6hw9ce7z76eBiobNEdbFXjJJWcVY39GEf6ptZj0s8P0ig+5ilCp7uMKelmYplkLGQg0To2DBPqdkh2m6iS4WDx7bJFJpTZlEswQ8O2FAGpIIohPMa7s4oziKL5KocnvQZUwYp3cEQgrZ4yGdXVhgvCv7rQJQFsYBf7HOOO+6pKcGXvx5hcX/AB9/vMD4nGY0JtpYM5pKSLYMashTglLKASW805Is9JSqhoMUM+ZtHytiJBpqTIWEI6wdMFnYFzPmSChoH93bgjEagJEEATUCL4GBOo5eQsgERN6TFV0RDcJWk26qGyAcrkqGKRjru89yQwXSdJHooT7VtYTXc/+M9JkEo6Kqr/qwU7A0k/RkfPyu4/AaP666ois8Nu3T+7UUL04TrF3v4IYznJaECLwTXE9zb73Jv/zEpCdHTC8+ZOcHTG0z6e31WLDl9Tulb5WISvxf7ZKQL6ULWHNAalzoF36kVHJ0dn6Z6Rfwy8PvAOPA14N8DY0AO+BTwy0B46iVOT018XiJMMsV2sRMBLFfLuENdftz+kIBhsZ32aDuVkkKEWWZlkiIxIm4JR5ro8RIzPYqnN5RY07SKj7RsJT+xheHRm1DRGMvaA34cKApWiJrQquMyxxVuwqAwHCe6vEA5q1MINZZrPt1JeeT1W2KKP15SwjpFZfvMrGRi8uhjr+jz+Z8DEfJlQd3KkOQOSEddmjJJqg1Coc5QHL5pKzgasXj1eymrvTZNHy4zfL7vpKkEDniHkmIV1Y9bM2AKWhpDzFlBUBH0p3xuWObysmESqsPvG9hSUXLh+5tc+jt0dFl1Nx/YabGipcSOSZ321NHPphAQt6CzK+SuxUcdz3xR8J+/EsMpCaIxhSUDtk/ozB9yQjUJn7GPn2z0euH2J9abvLzVYNM2ncV9RcxT9+c/Z1xM4f+LMRf0Qou/Wh5ojUudas5nzfl8PZRSXwUQQnwZeFAptVsI8TXge4e+X0D1ivlVpVRNfNY4NUOMIIE5JthMnpu5HeOYSUGKqlgzy1lKFZuCHmdepXGlQdQpgwW+a1FoTbDc2IP2qMf+nU+RaTBZ0TDAnqhPvHcl7aZPAYdyLgH1CgqgOgVlPcrsK41IoQiV5HuzCa7r9PjZNVUHz/dhYK/GthFJpA4WdwQsaQgwNVjUH/CZT5epz1T/vvuaAz7eVOablQh9zQGL0zOkkynGpk52+yeGxrhxVSff3yIIgYIjSNmKlmRI+7BO85RkjxZHLZCw49CTuqne08VDvLigIaX41aYyH25yidkKcwZeyFUv3msTPgsiAXlHgKi2bgIwNXCCavulTFRRcgXxY9IIvBDS9vFCe/0WHenBbAH2D0oa6zX6WgNcTxCEELUV28d1uhtc7EMtlZo6Wln/ms7+MY0bVnp0NR//P2BRn8+W7TqL+3yM86A3jhWex/ZevZDFSHDhc0HPR37n2VLLA61xKVP0ajmfFwM18XmJUE+GAbYR4GEJybDaTy+Lj+zX0EmrNspqI9GCx0wySmSyRGDp6MojZ8cpqCSaBfNmQGr0Zda3LWRVi8Flms9WX/HKnhypZAxDh/JkWDUhG0L0xS5KahRnEtT3TaGUZHJW48slj+VBQL8m+d8PRfjzx6NMKA3PhahUxAlptzyuuzLgl291aGxUzBNQRrGoXXDtJp3eSEhOwVReMNbo849uyPWaYLEmjrhwjaGPAF4d1umqU9y+1EXX4Y+eibJ7wqi2eypSFZ1xIAXsVqSvc7mrPiCpKXa7OhguWU9wdcznuqSHEFCnK4SApKVY3WuzeaBMa2OUuYrkuk4XKeG2BQ7//EoECImaiqmCJGoolrccHwb3fEHaDNm83aScF0y2SJb1hizvqD7upf0a33jRZseUzhXJEdraO5kfCrn/aZusp/in9TY/e3uFclHy/LjB7V0uH7va4U9+o+p4itdp1H+uuZiE6DslF7RGjRpvNwLUef5n+A5ECLEH2Ar8JjB8aPPvAZPnYv3zKj6FEP8JuBdwDr323yul/pcQ4pPAbx3aHgN+DPy+UurU5c41XpcT8z276WRcdVARRQx0BEc/fAqfPM9ii4N4dhPRGYe+TSNk2+PQKvCESWIwx3RLE6/OX8bETD/LeYiipxhVgpFUmhlls1E1kLeg7ISIXh+j7BCmdcyFHmFWEOZ0FBB4CseXPDNi8Ysv+8QzGi+PRSnFJOoAkIVcXpALNEZDjY0/DfnLbxl0vaeI2RQQ79RY0OoQuaXEyIY0iXIdL6ZKOHdn2RIqvuco/jjnsO6QyJES1vX5rOs7+uf075+IsHurASNURXIz1XB7FtgBUpQJbR9Dc3HDCEVfsD0r+cGQTaBgZdrnoz3OEUEnBPzcCodIJY9j21zX5bKus/p6K9sCFBWe2GcykpUsbvS5c5F7nBMKsG6lx6PPmMgQLEOxcmFAxIahWUnWE/xkr4mIKV6akazKdNO5R/HskMbOSZ1gXmBJ2PYtneW9Pl0dIfsnNL7+U5tfu6N83oXniZwoON9seN514ennDDQJN17nob+B/2AXsifoxegw1kLwNS5FYobJuuZzH3a//5yveMHpo3p1fD/wR0KI31FK/dm5Wvx8O59zwJVKKU8I0QjsF0JsB/4XsFwptV8IEQGeoprs+vfn+fjetQgEq7iSA2ovOgbt9BzZ5zLCtNjODiII8yVa6h2iDkQP5lk8OkmlyUKmBEtntnP73h+xe/tSjFyEq+deIxu5mkca+snNwkiHgRkroc14LLp8H7FkgeGhXsqBTcmMYKYqGL5LMBZD7BTonfO8ujuFXzTBkbBAQDGAOVmdfqQBzSGYISqnGN4bISilUOOKrRmfSL1PstlBK5skrnBIJzV0JBUtYGfZYd0Z3o+HNljVbJUKED30VVFNqS6CSmv4oz7fNqPEEwbLYgHfOmCTMhQdlmLrvM7NFY+WSMgeR2N9xaBDD/jwugQzw/tPElar2nxWtR1/L5WrCPKuIGUp4paioU7xX367wJ3rHDwH7rnNoxwIfrpf56/3mrgRxWxFg4riVU1ywAjZ6Rv4CpReraCf0yVDBclHM9V0hoMzkvmioCF5cXVVfrO9QV/dpvPYE9Ubq6bGkMuWvbEiqvMdhr/YxV1NgNa41Ch6LhvGa2H3syAEPkg1Nvj/Al8VQqxTSn3+XCx+XsWnUurPj/mxh2o/oMFDXxuA/VSdzwgwej6P7d3E6fp8RoixhFUnbZdEGUcSkiMeTqCmfebbk3SpYTJz8yhHEVQUjivwUzb2NRV+It+LtydKEE/wcnQlA04jWac5bAAAIABJREFUzIFfNOnsHqanfwC3ZBG0HaRkxvFMQRCXlJ5NILKKjswBcgfqiPfm8G2TUnsE2e7D6pDwb2xCZUKbgqsFIFEzgrASoDSFJkL8gkYJQaTdxS2VmN2TxG+ZJZGGBqFoU2cWJfWWD75eDb8UOFRoFMK4D5kQJXRKr5kQwPXXeJSlYHtBpxQIbs14SAG2ppgPBF/L2cSkYrujE5fqiKw/k7jaOKzz4M7q70iTio9d5rC0KSAWhXtvP1qEZIaKvo4A7zXB3ICkrAmIKiYaPMaFRpBSKFWddhRoEORgrk7i+yAkqBCMizS55vB780ZEaDqlMA2FkJBMvHlBfWJF/LkWoRdTjufrcanngM6UTu6vW+PdS835fEOYSql9wH1CiC3AfxVCZJVSf/hWFz7vlyUhRD/wMFAPfFQpdUAI8T7gASFECWgB/kAp9dApnvsZ4DMAre2d5/Go3zkMDs7wgWstXhmNH7cNTg7FH8agkSZ1HdNiD64YRCUUcbdAcq5AGAcVgSCpk6/UMTcXIVIXkrhjisdS76Vhj8fAIw1V8aaD1u3i1McoFhPEMnlSqXmiWpG0yLG32I9tzTE/1YijIhiGixcXlMoJQBEP5jCafRr++25mvtLIZLkDTIHQFNSFqFFRdURjIapsEFohpYokyBoEFZ3yvM7l9RV+Rhgsf53hSL93T4mn/tyAol49dieEgw4EAXgKJhxo0Nnzgs93P1xmQxgjbii2Zg1cBR/tqhDRFDNKEgB1UlEKq2L0MKdz9yYLgu/vsGhNhJgalD24/zWL37muTOKYUHzFgW88ZrN5QGdo0MApVEWmkAqzo4w3GYFAr96uTQMBSBPCMdi4Vae5LeSm5S6p6MXlep6KsxWgC/sCvvDZMlIqmhrf+nmd61D8O0l0nsg78ZjPFZfyuV9qFD2X52sFR2fLkQuaUuq/CyEWAf9OCPEw1Tjhm07oOu/iUym1B+gXQqwBHhJCfITqZKpfUUo9LIRoAR4UQowppb53wnP/Dvg7gGUrL7/4r6gXiAfWO/T0HBWfh2e/P7D+9CK0j+WYqomDoU9l824y0QIIQRhKMALmZRpPWWQbG4nnDrIgsZfvNWTY+lwT7AL6gaTCm4ow+6qgvMAmmikiCOmWQyxHInc49DU+RNBvUxAxDlzZzd6JZVT2x/ECC9+x0CwfGVc0/PIkxVdjVPIJqAjIKDTLIwh0MDWkHaAbHsG8hJmAnrYBWksl/rq8iZQ3QF75ULkNrDUgTr6wLEkpIjcUKY/HAQmTLhTygAtGCuY98DS8hM5ffsvkT7/gILC4ucFFB747asMo3NDgsjri86qrk5KKKyM+/tzR1zmVAJ0tSwTViniAiAHTJcF8RRwnPl/br/PqjgqWqahM1WGFUCpXUyjMioNKRVAqJNyuEc6ANqpocEPiFehe4/NzN7ssbnv7enueS95I+L2l+Q139Tgj57Il07tBxFyqDmiNS4hawdGb5XeADwF/BtwBfPHNtFmCC1jtrpTaLIR4HrgFGFFKPXxo+7gQ4h+pNi/93hmWqHEKDgvNM+17ZfSoQ3qYEND9Cguyg7w0pojbFo2tClkMCDVFnTOPH1ok/Bxm4OC8GKepZZztzT2w61B+ZkWArfAKBu5OHaOpQps9xi1hmdTWHK2PPEq9M4SpBzx653uJiUYaO8fRLY/x0Xb0zgqp5DwxUUAkQrr7BxiaW4BbsJAqRGsMMDIFZMrHKApy61NUxiyuXvYi0UiBJifPi8YBTK0V6eW5uvJjLH8YYh86qdQ7E4dF05KtC3zCPQYUHfBmQLhQiEA+gFc8aIUX5zQ2b9X4+JoKg2WNfxiI0B2rironpyw+3V3mPRmXiFQYAiaOvKeKcQLqO1uOE6AJSxEqCMJq704vqJqvCfP4+6npsWliyXZiEUXUkASWQpngFQRySz3X9vqMzChEi8+UJikOCqIhdKQDPnqzy5L2gLmCYCorWdT+zhChF4pzkQtaE23vTGq/s0uLmG6yrrnrnK/77XO+4gVnEDguhqiUygsh/hr4E6BfKfUXb3bx8yY+hRArgKXAd5RSSgjRDqwF/hL4PSHEUqXUDiGERbUifvv5OrYa8CIjDIn9aHYda3/xDnxZYGLHDqzHn6QJBTf6iKaQsAjOsKS4IYJ1/TQpRsBfXVVPedBiHnEjz9q6l/jlg1+me36A7RvqmH6+RNf2eRJr6hi4dg3FhgTJbA6vfgK906c1eZByMoKpXOKyQoEoN7Q8z10t+/iGexUzZUklqAowKRUyIdhR7+MNa8RSWbJzGdplmX1GlDZP4KXrWJ8zuIUdEKwFvf2487Wjit9Yp/jiqCKnXCgp0OrADaAYAhJ2ODAmsX8hzdefUgzOaKxc46FJhXZIy2pCkfMFi7WTjfjdeDwgyixXBu87xgFtT4bc1Ovy9KCJpPrWvX+xQzpy/BqLOytsGZhjtlhHVyykpS1g0NUwEorf+fkS18R97vvnJBOOJNmu6GgLWej7/ObaMssOTTPatE/n+d0Gv//BEuZFeI09tgXTxcCbbclUE541arwzKPouG8YPXujDuOhRSvWfZtc/AaNKqU1vZf3z6XweAH4N+AMhhAeYwB8rpZ4WQnwe+Oah7RFgPfCn5/HYLjl6eup5YH3V/Zzbu5+XR54kiiCy2sTXJL3Rn8NZ2czEny0iMCCoNxjdDkMvBRRGNKLuPP2Jbex9JYLM3Uq4LwJ9Iabl8sGOf+Pn679DnZ7DwsfUs7SYJWKNktTBEtLbx7ZFY5QiUZQNIp8n8cIOwmUtTDd2Uwk1MvWzfFw+y6r8p+iK6vxbXYUMklYl2epr7A8ExatyHPDizM020tE2wpVdgxSKdUyX02QieeY1HZDgjx0nPv0QvjIY4UBcsm61ZNuwYqTFrCZMvloBBDTr4Cuufr9OXRJW9vocmJS0TUqmXcmkL0hpCgNosU8ddYgjiSDIUO08f2xo+a5+j+VNATlHkIkoWhInrxG1FL/7SZP5QoliWfDwTy0WTAV86oMVettCDo5LurUAd6FgaSzACkJ+Y1mZrCt5+oDB0gaf65d5rO71L0rhCW+u6Ojt5o2M53wn53jWqHEpEtNN1rWc+4Kjd6HzeRJCiP8H+NKhFMi3xHkTn0qpHPC50+z7OvD183UsNaocFqBdW56kJ+6xp0uSmFlAS+9HKYxlgRLpiEk+asDzGgVVxh8CvywxghyRLz/GrX+zmFbnr3n8ifcwPdtO8+2T3LL6SerjM5TcCF7SpqvPY3/egkmHxKsO5uQYq360mT2rlnCgtZN5L0k+vZTrv/l1FhyYx99X5uqFRdKXL2bj3BPo1rPc/d6b2Hl5H9MEtOoBUQ26M5KhWyzMQj9r5U76lc3f7bkSD0nEqPDrdc9SDPLEIsfnuE46kqGSpCcWYvV57F9hEz8oKcyFIG3QBfRJ6q8XpLthVb1HOqFAwitDOkGvYiSvMeDApzoqdEZPLT470PmcSqAhcHEQCAzMI0KrI3XmVJnDYiwaUQQIhocEblny0maDRJOLSsEf/myJfxq2KXmSJAHf3WUfcVN/vN/kF5ZXWNZ48Yfc32zrpbeTY3NBT0XN7axR451Hzfl8S/wh8A1g9q0udJE2YalxvujpqWdqYBETjz1ORyZGx0eX8dCWUVpevh8ErO27mnywHX8Cmg8YFOY9lKnhN8YZdUPEAz/iyiUWKz87xVPmFeyu66MYj6LmFKVolNeMRYSzBRayB6tDEe4Eww1Y9vA2ooNFtvlNNJuTeJEkqZxD3dZdzO53mJ4ElZijaXErJWM5ue88zK3u3RjrVlFGYQtBi6ZTjgvK8YBGp55/2Q+XUcG0XcZLcSIFSaw5DUbfceec0BW6VMy5gikpSaYUpCSTZY38MhPaILxOMNMNj0UUO0LJpzwH6QqKCehNhFydCZj3BPuLGlsmdZqjIc2xkOeLOk+UG6iftrkt7tFvu+xhB1NiHIA21UV3ZzWacTqxdXi748GPtpi8tM9AAXsqGkEBPtQR8C9jNqOO5A/7Svxf/WUmKpLvb7Oot0Nih6amFj14YLfF4voSmjz938DAnOSxAYuPLatQF3nrdXwnhtLPVlC+E1zQlp7mI/tqwrNGjXceVeezlvP5JhFUvY23TE181qDhpjuI9i5EsyPYre20q73sOOgAghW/8dvYj/4HdqxWmKk85XnJVGOayuN7qS8VaN83RSUfZXJknLX3Gbz4L5fzt+2fxbzXIRnMMZdLMBJv4pGWG/jMyHfJLJgn9HX29i5l3o6R3DMDcclkT4J9/StobUjS+sqLeFuz7N5cwR56kMYb48RbOxl+6jmuu/pyhDyqpBISEiiw19AV38greZd44GJWpujqLEL0QyBjx51vwlB8otvh8UmDgazGbe0Om24yGRrVCYUAU0Hi0IMdwVCdzr/6cFvFI5EJ2ZXXMOIeTw0YeNOCJ6YNdAnvW+swVq8Ro8ysI/mbfISPtx3As0dJUodCMcwgKTLU0XBKt+/wz0rBt9db7BrRaa8P0SS01YUMz0hem9a5dYHLXCCIaYq4DqYIqXiCxojCPdTLPmbAbFlQcKvz7E9HyRNMFgXeOSgiP5VwPCxG34gIPXadUIG8SIpTxwcnauM5a9R4B1P0XDaM1ZzP10MIEXJqoblTnGFknlJKO5v1a+KzBkLTiPUuPPJzpGcBS37lV0EIRnon6PzijaivPMpAQ4hfmsd7fj/OPkgmQTqSJtOgMO9ycHuR2W+1MUUnP2i9FzMzx/hQO7OVVkQMnrzi4/yV96t0a8MYboFivonpuiRhFIQMaMoeIJwuUEzW03Z9mUY/oDDrkdv1DHXrfonS1Ay+42BEIqc4CYNrO67BtOYYLxVYlXYI8+8BcwHjQ6PYnQZzvsuTk008O11HvRmyujFHJgZ1loVoM/DzPtRLcLXqTAcfMAAHZiOSUo8iqSBfVDwgA2YdHz8AMW1SDiWv/CTGr3+wxMFpi7Ehk8lZwQthA3csqeeOxS6JiEITGmVVou7QYR8WWoe/Pyy4RmclO0Z0ehqPKkJNQndjyOCUxm0lj+tbjk5MihmKiK4Yzwle2l115K5Y6GGbiph55hvVy5oCljWW3rLAO51j+VZGa45VJP9w0KbFCvlkZwXzDA7u28mJ1fBwfsdz1qhRo8Z55pc4Ry7nqaiJzxonIYQg1r8ECInY/8bG6SSdq6eY+X6FlgUuB56HiqxOpMx7kpSm8G9fxquL1yAiIdqUZGRPG81rJBO5biItDqNT7cwF9fzW7X/HF6b+nMUTmxmfjaFFmlnYVmbh4MMMljLoXQ1cN76fht0hwxkLYXiYeg6vWMJOJSmbFhuDamtRHVgJLJFgCZBSsKIuQ7PRQFc6RNTBxNAgbuckz1aK/OPwIobKWUaKKfQiXJOcxWoRJAIwRttJ1+WY9togAGyqHzsFlMCKhmxqCKnLBITSJTWjYSnYGYDWGVKe0chWJF973KYpDmTh5cd0kv0JfJpw5Ctct3ISU0VYyho8KuSZJE7jcQL0MKNz8rTz2A0NDkxJFrQczeXUJNzT7/A/no0yW5EgYGBW44vXl9FPEGynEn9vVXiuf3qC/cONxOM+N92kkU6ffsE3kt/5ze0WD41ZLG/y+UCLQ5P1tv0vPCteLw+0Ro0aFzcxoxZ2PxuUUl95O9evic8aZ0BQQme+fZB0LkX/rWXsEuT6weqF4qzETgr8e9oZ7e0it7qNO/7ih+S+1MjIZCNyVBIaBlOFNNMzjaBp7OAyXrthJcXeBA0DHn/gHyAvZqlfNMrtzw7h1RmMtzWRK6QY6mih3OVyfdsY2eJGkis+wv9WCt910FFMmhYvKMESBZ/SIC7goW0Wz+wz+PlFB1i70kRPfIedocM/j/8sE4GOSZFIZZZ5Uc9wocw1sQl27V2Amikgm5NgKZinOu9dA8qAgpm8YGQ4gp0LoUvQEAa4ZfClw/S4iT8uwYOD+3QONsUgLcCD3GiKoXQb5SVbqXg6oWYhkYyJHUyIXTSoBfRy1UmCzNA47T1nEIJtnLxzVXPAH1xf4m+ftgmBX7+hwtLm44uNjg3rnyFyctZMDI0xNCz4wY8yJJOKSgX2Dfh8/nM6pnlmAXrs8ZyOSlZQH4T0END4Og7u+eKNVMPXqFHj4qIWdj87DrW97AAOKKX813v8G6UmPmucAcFMsJjA2Mr+/iXcmJgkv91kigTesnpyoYmrLNyrrmRvx0pc26Duhnnua72fAbeTbz/3CUYmOqnEI9UKchPUNsnwbb0UjRiTqxsxlMc1wYvctG8CXZ9lW88iNi64gnWrX0am0gw0rcAY3stVsTY2NO1gslSk78FBNCF49f2/jBeJMaQE+nSWD1UqNIQWvZEoSxY2ELIdRI5Zv585pRGGLlopxJ2x8QONqWgdyeYnsGQjnszQkTMprHMp7QLKGiiBMAIukyGvFSRqvaRgS8wPaEx54M2GePNx1KxeFasVIAOMC2gD4sCIwGmNohW6ed5dRVH4zGkmHzAasMQIcRqOvNvHOqB9zW1ICZ5//Gx2PwClYNFpJhctbQ740keLp9w3MTSGEW/jr75sMzUjufkal+XdB4+89tlyrEvb3NnK9r0BphlSX18Vm0NDitlZaGk56yVPy6fWVLhm0uPKTv+ciOWzJQxBvk6I/1xORqpRo8b5oeZ8njW9VPutO0KIF6iOr//moc5Fb5ma+KxxZuQsxbAeL6Kzq34xekwy+b5mClvmKdWnWXSLzmvtzRRidQSuQVlF+XHvrfRP7eMXPvRlNr90NQ9tv4fsvjqY04msKrEtuYxGI0OTnEIoyWPB7ezP9PKx1u+yJbOS5YXdGLZHjz7Cfr2HwY4etMIwO8OV9OnbMIwihVyC7fkSS+woNrChLs0nNMHNnXAzAIqQNAApqXCVjikcJmdbKFeiCB10LyQvIjTOmCxSBgPlAHdMo7TQxfHB2q/xm0tdvrnDQg0KSCqYBu/bFkEkQLkSNaUj5kIiK4uUonEwZNUxnQHjMoXoU3QtzZHpC3l1QiMYiPOjSB13r4myMtIJwHhBEjMUCUsdIwIV96xxeOAli7itSNiKgiPIlSV3rXJoSJ7eBTxWHIYhtHZX12zubOVbD5rMzEtam0Mef9ZkycJ22lrCk553+PEnrnlsXuph0mmoOIowBMephvDjcd4Qhx3Qw18Pv0ZHOqQjfW7HaZ6JbFHwjcdtxmclN69yue1y74yPPxeTkWrUqHH+KHouz9ecz7PhcOXDZ6lOovzPwH8SQvxHpdRfvdXFa+KzxmkJhEPeyKIriYvgueRNLNV3UbllKTPvbSA0dfbFcoyZ7cyTIQwkH55+gNlII2ECMt40TvurPFj3QURHiCoHZFckkLTQLMco+TFCCRHDYRvL2XDTMGXHZq/Ww7X+BDkrTjwsMWXEKaQlCSYpmBC5WcOcr7BI28JW73pWGxHyKMoIosccv6SVoPhBulOKaLKeraNp8hETMiFJa56etoO4O3spbe6jocOnwXRZOQHTeUl2Hva6FroSRJsD9Ckdf0JADmR7iJF2qUxEISkwplz0OR8z6uIKm2qjTUV7c8B1C30WRWOM7+lnx44kmjBIKcljHnzyJof985K/3xyhzlZ8cW0JXYLrwuSMpNse4jO3t7N+l8H4vEZHJuSaxQ79rad2PY8ViGEI37rfYudOnZ/7WIVly6rPCQLQtKMh9/AYDXtiKPxEh/N0rFwpOXBQ8dJGhWnCxz4micdf36Y8NuR+sfT5fHarwficpK0+5CebTVb0+jTVvX64/81ORqpRo8YFoDbb/WxQgKaU+hrwNSHEbwC/B/w3IcTdwEeUUqcOs50FNfFZ47QUjGG8MIPGQYoigYfG3qU9ZEZmGY61M5lsZEhvx8fAxCGVC+kLJ2lySoShhUKgN01j+2W8Oh1/VkeLBaiEYrzcSp81gK5CslqCsm6z31lGQ8N+BvQ+fF8QD8rMynqW+TsoGBGiqkSjmsIyXEqJOB92vk+g28zp19AkTE5RA48K2uimhWsTFcodeaZiEqeiU5/M05lpwR9oQxaOigs7gI58iD8kuPtGl8GsQcwKuWyJy85mgecJFFDZFYUpDYrgzkdwZ2y4CpgE4hAPFQ2zCjkbsC8iefKZZrztGlZUIX3FT3Imn7zJQZegCTA0xeF/h488afLU8ya/8KFOrlrlE3UHTyvKJnMCKaAhoY57TLEo2LpVxzBg8xb9iPi84waXr3xbY3hMcs0VHu0tJ7uKRyru850k44oFXWduUq9pgg9+QOe9dyt0vVr4dTacrsfpqfYf3p7uaOGVUBAH+iUY5/gaomlVB9cLqgL99ULvx3KsAIVaHmiNGhcjMcPkmtZzH3b/zjlf8eJACCFUlTzwJ0KIHwDfBx4RQtyhlHLezLo18fkuY3Bwhp6e+nOyVtmYxBMhU0EfZX0EAeQaUkw1NJMngY5HgIaJyzK2ko0vQ4Qr6CzPMSG7KGsuVsXgGm03zzX0U6mzMdIOJS/B3myaXCyJRNGYGOXq+Eaaw0k6vSEiosi8zBBTLiuCV+kJD7KJ1QgZYvkOWS9FSSSIyDL94S42i2u4QwiipxEiOoLP6DaDMiDdVsaQLvVBjLZinLDPINPvsH9QUJ+pitCZWUFvd8jdN/n8ZUEhCxpdY2XCepPdW00q8zoMyup9YYFqdbwlqsJzjYJ6RXFEsisBswc1rFDhtjokigbWuEHWEYzsUxQKgs5kyO+sK2Hr6kgj+Ew6JB5VpBLV49m+r4tHHpvnE5+OHSeGntxh8Ph2ExTcu8Zh7YKjOeGJhOL221x27da46cajoeOmBsXv/loJ1wXbPv3vPgzh4adNOlqC1xWfhzlTgdGxvF5LplPtb+5s5YXxg/xDUGLrPg3n5RT3rQv47d5zmwt6w2Uek3OSkRmNe69xaEi9sSKnWh5ojRoXN7Ww+xvmuMbySqmNQojbgGeAvwI+82YWrYnPdxnnSngCaKFJRbgc0BOk0TCpYOJi41DBgAMBmZ2jeM023b0jyGCcicgVzNkHSVZyLM5l0ESUFeEz/JUa47FUHyNaF07ZQgsVY9lOTMvhOuNJIhGHnBYlF0ZIOvNk9GkaxSwJigxprURFgYZwiv1uLy3ODLbwMFRIye7gTiT3SmB6El54GmJxWHcT2EeD8O2a4P+LmnxrPsZ4IDACSZ0OH26r0PLpkFdeFWx6WaKAG28M6OmB//97HkNGlKWXe6y8QhCdq/CJdh0xBaoAxKjmd8aBJqo9QUcU2oxHoFsUC4LQNYlthbolDtriMvYBjZQOSU/huNWnpk9oAH/DWp9rr/TRDrXq3bTZIJtrwnGKHG5xOn5wjAc3tNCSLBJJpXhwg8PaBcf39r3tNo/bbjs5Z1HKMwvPw4/53MfLmKeoqn+znJjPeTpOtb9EwPoWnYFgiKkfdONky3xrJMmv/m6B5Dk7QohF4BN3vqkb+SMczgOFoxXxNRFao8bFQc35fOsopXYKIX4R+KEQ4ttKqcff6Bo18VnjtMS9TgJ7K5rKoQceuhYiCDHw6c0N0HD/HkQxoCs5SUffNG5bEi3+KC+0XMmsHyV5cCM9+7OUWtZxz7J72G60MGxJIqpMzChR9KKgJDN+M6Gr02hPM6AvJPQlLeVRUvuy+IFBpzWGHvhUkgvwOisMpJZgBx6OKbjLauRWaWAJ4JHvViteKiXQDbj+9iPn4lMibo7z2cYIlaANpaBeV0dcs6uvUlx9VdXhGx0c41/+rY/CbJQpKRjfY3Ptr5S4t1nwiwt8/vaAVU0ZyipAQExVY+fZANN0IC8JDAVCkWryKBo6kwnwcxqNSiJHoLk74MGHLVZe5nPF6pO7WGjH6Mhf+aUynscR4TkxNIYQ0N8VZSwrGRsqsLDRhVMmHpxMGFbbNRmv8+lPn6Go6Y1wtqLzTJhIurDIyIBsd4W5zRZdiz3OpKGznmDDvI4A1qV9kudQSJ8ttVB8jRoXF0XPZcNozfk8C8rAek7T9E8p9agQ4p+BnwVq4rPGucP2G+gpZZiWg2TNCDo+oEMYEJ0uYZsOkTqfjug0lWfK7LFsCu0Zou/JUvFchqRN17ZdxH78FH3Xd9D1kf8brbSbbVYcVzPRtJAmOYpMBbiBzbzIYKsSMa/ApN7KqsntrB7YiabVo8/XI8uz9H/h/RQymxEIYtxKhququZJKgVOpup2+C+5R9yrEY0Q8jkseCGnSryXFgpPOd3JW8NNNJp7XzfC45IqekB5gZFjSNws0wa/3+exc7/NkvQnDCrIu2DoEAsIA17EhDkZLGbutTDEbxU3qyFDHbdSYvAIiOUVTSTExJfnXBy062wOaGk8vjFInhH4PF+fcd22F9Xt0pDS5rv/sYs8zOcFXn4wwWxDcsMzlrjWnrub+6YsGr+3RWLfa5/Llb63F27koItIR/Az1dCib79wxTf2dEe5LaJwu0h8o+MqwzbQrUQp2FXQ+11O+IGM6a6H4GjUuHmKGybq3wfl8t7VaUkqNAje8zsO+CLyp1ks18VnjtAgkLeU+7i09w8amPOMqji49lCkhIjHmPdLZGbQwx57NGlNXRyiMKGI/HEf7xGXENo5R2OOh9BD9iZ+w9qb7eK19Fxkty7jejomLZnto+Ji6iyMMXJnCixjEK0U2LrsSr5Tk5oMhuhWH0hCp9S717/uPpzhYAXd+EJ54CBqa4Yprj+zyKeGpIhHRhCvylNX4SeLTceEvvuZjxaK4LgyM6SRiPralqBPQVF8tzFnYFXBDc8C+csDBiFatTEmIqo2oa2AJZCxACh8xrfCGPMpP25jXQnNPyNKOgKZlIfLBo4d9tpxcHT7Ke1aeWth5HhjGyduf3m6SKwva60N+us1kTa9PU/p4cTs6IXn0pyaZtOJfH7VY2BWQTLxx1/DtqF5fK2OsTceqa6dO73sWfcG0K+mMVH9vB8qSSgjRs5o6fO6ptWSqcakyUzpzu7LzTdGtOZ/nCqXUzJt9bk1783GjAAAgAElEQVR81jgjjlhKLPwAN+W/z0t+yHxGQwqPhjBLZ3GEyLYZCotBVwFGXEdP2pSHi9i6htHhk7PrmTrQyqPqw3Q+naXt49PEo+PIksAzdUpmBIXEFzqBEGgoSjKGpTlEnAoHWlsZKM2waBqIRgle2YZ2d4DQTqEiuvrgU184abNODEukKDOJAGJ0nvSYgb2TCLOXlvqQUEGp7NPX7VMqC973Ho/xqGRwVrA0GvCpD5TZuFNndk5SkDb4IZQVWBJKgsyiSWzHpTwZIXAALcRdrzFWkXTdHFIoCazGagP5D9/inNH1nM8KHvphHs8T3PWeduBodfqp2hP5Ptx/v8X2HTpr1vh8+EPOcUVKlq7wA8gVqy7oXF6cJD71Q+kIpbLAMKoV4G+UC902Ka4rWq2QwVI1j7c3EhC5QHPhj6XWkqnGpUZ99BR3wReaWqulC05NfNY4M0KjqF+PE3SxePpPyew6gOMK6psbmL35Cl7a/WP05xVGHWReHMRpbYbLWrjyG5uYuKuJiS80M7sxw1jR4pl9Ib3PN9G1do6GyAQTQQuEEiEDKsImRqHangmfihHBLhSxp/I8Z5h0F8awYg2okgWVCsRiZ30KEp02dRtlJtGJYB8zVeiwSFq0uInOHSH7RyVKCa673ONnbq2G7r86bPFPmyO4Hqyo+Nze7HHf3WXq1tvs9CUHdI25WUGIAAvioohSEkfYlI0o1GkQQrBBMKXBNVcGGF2wptvniqWnDmlPDI2RamzlH74WIZePomvwd19VfOEzZTLH9J08UeANDUm27dDp6gzZtEnn2ms82tqOCtabL3MZm5V8/1mL5njI1x+J8Ol7KixoP1rR3phRfPS9FV4b0OjsCjHNs36rz0l+59m+xonfH4sU8KnOMluy1ZzP1anzOyHpTNTGc9aoceGIGSbr2k42IN4q77aw+9tNTXzWOCv8oAueHUE278dyskyGSVqWXkbXh2/gtd96jmZ8unsDFoVTiLaQfE+a0VgrW1csY2JBM2NmF/s3ZNhTaEZ7aTVX9b/Awu49DMmO/8Pee0fHdZ73us+3y/SG3gtJsFeJothESVSXrGrJliUXWXLiohynnJXrJNdp13FyUm5ykpPYPi4nrnKLLatQvRdTpFjFDhIkQfQ2KINpu37njwFIEARAsEmUNM9aWsLM7PLNBmfw22/5vaSFHxM/4BDAwHFVFOnQEy6iIGoQTffzVm+KpbXriQwlTu7GmSYqXkITRDxHhYuqwgO3ZjjYoqEqknn1OTGWMeHfNvlpTGgIBbyupMCQrJph8fDH0mRV2JNQ+e5bAdID0NMMbe01qKaDEQ7mSrZ95MZvxqCoSHJlvcVAWmFN3anpqLFG8a1tCoNDgtrqnHhsaVNo71ApLJi8BjMSkegatLUr+HySUOjkqGXQB6tnWxw9qlJX4dI7KNjWqB0XnxkDHnnRx+F2lYNxjbphm7ilctel59YBfr4YLzanMqcPqLCm8LyPJD5v5GtB8+R598k1HLW+p2sQQnwW+KyU8ur3dCHvIXnxmWfadLRVUagMMdwrMQwPNTNvY876qzh2yZcwd27BTkpmGhZyXx+JmjAHg7MYdoJEvX10JGqIzeih/VgNzmCQN1quwVeSoSrahY3KsBtgSCkgiw9dMQkb/WSEil1chq+xld2KglXRR0NJBbNP5xM0hrGTesablo8XLD4vLJl9slh59qCHfe06sghwYVu7To3j8rjt5dJrM3T4gP0Cfxg8QUkyq5I64sOOA2HAQ058BkGoUFjmMjvkMG++OeFaxq5pVDhmjVw5qeNAOHyqKfzY/YuKJL/zuQzNzSoNDQ6RCTrWYyGJBPoTgkRKobL4xFq2NeocblepLnV5s0ng8asMVDn0DQh+85IX14U7rzEpK373Rl6Ocjp/0Km2uVjJ14LmyfPu8l5GPoUQxcBfA3cCxUKIN4Bfjo6rFEL4gW8BDwA3SymfneAYvwv8AVBMrhP9n6SU/zLyWj3wTeAywAR+AnxVSumMvHYUmC+lPHCadapA1WnejkXOYPAkpJTTKqjNi8880yax+GGamx7lcE8vt/7e9aizbyZg2dRcs54OVWPnnl309iW5pMZmyEjTPliESGYRHkGmQ+Bxh5md2I8uBK32LOw9Cu5SFdunUygTVIoO0vixVJ1oYw8zD7RS2tZNrLeX9qBgWOlk7woPAXmIKjF72uueaGzkdAXK9riGdCDcIcGFtB/eiutUeF16233UVJnUeCQVYZew1yXiSjYe1rFMkfuYl5ETnwOghCS7N+p8fnuYP7k7xWUluc9oYXkFiYRg716V55/3EAzCbbcZzJnjcM/tWZ54xodlw03XmdTXTjyRaOx7qqlxqamZXBxWlbjcsMLkR8/7CPok0cAJgeq4OY9PXYWlNTbVFQ53Xmqw4UUv7T0qqgKPvezhCx/PTu/inyem+zu7WMZ0nin5WtA8ed4dUpbJpvb3LPL5M2AQuB34F+D3Rv5DCBEF3gF+PdnOQoivAdcDd0opm4QQEWD2yGsa8BTwPHAbOXH6MmAAf3WG65wH7GYSm6URDsNJnbujZvTTSk2ek/gUQgjgESnl/edynDzvD+atuwy59lKWCUFxVW6kq6rrVF61mvbN2/AuWMre3ftoOTIAh+KULDhAZ818lK4BqtsO0V09i5QnhJm2KOxvZbY4hKfVYHBuCVnLi57N4vE6qAgu234Aa1iyZ/5iDt23AIEgFfDREGjFdX7Eip5P4nGiZ/U+JhImr+zS6U8q3L3m5PTyshobz05JJgXyKMikwJ4rKU64VKckay3JgX4NVZX0phT+6Ko0YdfPhmc8YAjoB1qAAKiFMNAnKJoLP3jex1X/rYK2NpW//WMfO9/R6O5Sqax00XR47bcai5c4CAWqKx2uvdpizuzJJw2dieiyHXhrv87sGgevDr94zUdlSZqiqOTSOTY7D2u09ijMKnd58KYssaBE03JjJ5G5KOyZXNtz4WxqSCcb23mxC9K8J2iePBee97jmcxVwP7m/DEgp9wIPj7yWBtZIKTuEEP99/I5CiFnA7wDzpJSJkf0TwLaRTW4A6hiJdALdQoi/Ab4x8v8zoQm4nJyYrAQeH1n72D9CBrCLXJT2jO0DzjXyqQD3kruYeT4EiJHW6cc3GtyxxgtA5ZrLWfDpj7P9f/+AQHkZSsLDwLZuKv76McxPGgxkwtQUpAi/2keiTxLrbGR++ACLPprEVis50LaM7kgZhBRURWJKhSMLZ+FagpcuuxHVdQjKNIN2BLnNxayDRZWvUsMXz2jtY+eGj6ck6k44zeeGWot7lmV5er+P5BZBICXxHoWWFpVsXPD538+yyxFcWmTz/F4P//WGj2trTbquUDncrJBuVbBsUPolWlBiGnDgNZWBJsHtB2J0tgsG9isYbi5HIn0CHMikNZYutamplgwOKfznj33ce7fBJUvPvYYxYwhSWUFtaS462j8sSKQFRVFJ96DCsCWwVVi31CQ2kvq/aa1JV1zBcWHmHJt/fdFPUchldszhhS0ehAJXzWpj3arCc17fKOdbMI7+/lOuwpPJKC22l0XeNDcEEmgTNCNJCd2DGq4UlMesM5rzfraU15fR1dwN5OtA8+S5cFyQ7sNiIcTWMY+/I6X8zrhtXgH+H+APx+8spbSAjimO/zHgUeCrQoh7yYm/x4C/HJmvvgrYIaVMj9nnt0AhuehoZuzBhBBLgA3A/5BSfmvcWgxg68h2feRE6BYppRx3DIDNUsqDU6x7QqYUn0KI54FbpZTmmOcOAkuklO9u3i3PRYtQFOZ87HYOv/EWwxu3EFu9CnvLZoa2dVG55WcUhMOsm28RdTJsKaykcJ5NQM+Q2WwxZ+4wlqFQbRXji2c5Gq2nubWOt32XYc7QSbhRRNIlQwA7oHKodiGiA96ObaTct58I8yddl42Ni4uH07drL6qbOKoY1iT/sTZJ09IMB5Zr+AZdXBuefsnHyjkWbfsU1LTktx06AQ3mFjo8sdmHq0m8FQ4hCd1HFIQLYgDMdomSdekXYJmCnoSGI0CqEkxo6lTQXIh6JfG0IJVUGLIg6pc8vsHLwvn2pN3n041+hvySGeUOTe0qqgrRoKSswMWy4Wev51LxkYDL45u9zK5yiAYlb+zW6U0rZGzY9FKAtYts9rZr/OZNL1fNtEgMJHixsYbly1IEpl+SOynnW3iOPdaTfR56XZ0Gj8sBI8yygiiXhE8W9cM2/NMTATZu81CguXxklcGnbjAmjPoOpQSd/Qohn6S65NxrYceu9Z03duYFaJ4855GUZbGp7YKk3fuklJedZptPA/8IvAr0CiEWSCn3TfP484AbydWMzgVqgd+Qa2f9Mrkir+5x+4w+LgOaR58UQqwHHgG+KKV8YqKTCSFGcl25h4AtTrYMOczUafkpOV3k89qRbcwxzzWQi3jmyXMSWiAAikKorprhgUHE0CAhPUtZeIjuZpi5CHwRBRk3SHkk0oamb6eZU72FWH2QHZcsR/VZxIoHSasBvIpGKJ0grheDJrH8OkE1SX9JGdsH51Cy9Z+4YuU/EtSLT1mLhcVWsQMLi8vkJQQInLrgaRLUYGnMYemKEwL1uitsfvWil9e3ejEtWFNl0p9UGB4SdHbZmJaC69XxFkl8XZKCqIsyLGlPSKoqXFKKYGBQ4JggvYDXBUXCINhSIQs8e9RLsk1g2IAqiCVcGp6y+cRtBtrIJ9e2IZEWxEJyysic60Jzq4qiSOqqXT51fZadTRqWLVg80ybgg3QWsiaURHI+n64Ew8rtu2W/Tl2Fy7bDWTYfiWJYNpUFJp1pP4PDw5SVRWjthS5TodLj4juHb4gLkSIfe8yEIwgoElWAJiRp9+QoSJ8j+OqeIL9+24vjg0CvSs9zCqsX2sytPfkmpatf4bvP+DAsgevCzStM1i0+v6ba+TR8njznj6Cus7rqvUm7SymHgC8IIR4l1xi0WQjxLSnlV6axewW5yOa3Rx4fEkL8FfBjIcQfkNNl48Xg6N3w2G/ke4EvAbdLKd+e4nwfneB4Y0kBz01j3RNyOvF5kTjj5bnYqK8v4vGN8eOpd4Ar/uTLlC9dQN+BJnzhEMG6WcjefSy8VNJyGPZ0gFKu0usvoKZuiLL2NA1VDm5G0J/xYguNMqsXbzbLlfJNAlqK3SzkaeUWktEg0hQIqWKhcaRgDj3Om+z67b9x+dV/iTqu6c5FYmHh4GCPlKmcz2aUV97S+advBpAOLL/U4varLVKpPg62lRM2fPS4KlZCIFzJtctM1lZZ7Nuj8uSjKn29ue+ISEySjUqYK8AWuY+5IuCQJDUoSB0g1/0jgDJIFqh87RcBFB0+cYuB7cD/2eCntUdhySybT1xnTPoeX3xT55Xf5n5XN683uHKVxcoFJ0f7Aj5YPc9i4/7ctVxYZ1McyYnaiD7A0Y4CDvRHqYhBWyrA9v4QM+ocXrCLWdjtULrI4XuWn+iQ5AuRDLEzNKe/UB6h46/H2qjFwYxGqyEIK5IFgZOvwyZDp3tYQEYQ8UvMCug4mCufGM+be3UgV8Jg2fD8dg+r5lvo56mVc3w3PORFaJ4850LKst7LhqNRDOAN4B+ALUKIjVLKx06zzzAwPkp6EPCTS63HgZnjXh+tg+ob89wt5LrUy6Y62WTrEUI8DbwjpfwzIc7ePfl0X5GT/fV4SAhhko+AfugZW/vpL4ix+L67ka6L6zgku3r4+W33sWdHC7GYgRrWiPX00LV8AT5HUqSmGO5wkUIgghlwbVzdQ63TTjQwhJXQqBtqAyk4bM3BRicaG6SYHkxNZ++My6je9wwDHKSYhSety4uH5XIZDi4Rwsefn0qAbt2a+zhcdtnUdZW7G1X+5PshjFLIJgSNBzVm1ziUFMXY+B8qt60x2XFYI2sL1i01+ZPPZshm4W//MchnP2uxdYtGJiu4ZK3F9xs1siowIHOl3IqE2QLeBnoAIaFI5JInChyu0Pjek16ElFim5PWNDjOqLXY0erjrSvBOkpLfvV+nvNTBtgV7GlWuXDVxdO4jK0yW1Nu4EmqK3ePR1C/d6+Xl7SYtpkow4PLYVi+2I+jPwGUrLCpmOLj1ghLFYa8raXRg5RnasV6ohqDxv/N6n8sfVqUZsBXKPA7BceuUQHmlxB+VDMcFtipZWOqcZMR/fFvJ8Vv0C2liP9YTNE+ePGdPUNdZdQEin784zesj9kXKSG0nAFLK/UKIQ8CMaZxiK7B03HMLgCEpZd9IvenvCCE0KeXoH7HLgSTQSC5yCrkGoTrgl0KIG6SUmydZbwK4REp5WAixD7hWStlJro70ymmsd0rONvL5JcbO+cvzoaS+vojm5lNHuwpFQVUUojVV3Pmjb7H9/zzCsY1boSdJxFNB5LUevNdLRHmEjs0JBocclKY0hnWI1MOrCGTT+I0U3iGV9lgVzekZWIManqBNxvUxoBSiZ7s5YCxh3uyjVDqvUqjOQRkX/Qwy8RSkyQRoMCinVcDyxDYvtgIhHZSYRNclhiHoaetAURqIhSQ3rrDojivUl7oIkQtgKgrU1khmzbRoblGYt8xmZ5HN2ztVHE2AnbNzQlPAtXPR0CCgScgIiAtkEA4Jjf/5nQAdR7P09Vl4vTa33myN1COKCUXc8sUWz7/hAQm3Xz+5uBaC441IcCJqGA5I7rjCIo7C3zwaxDAFPr9k0BK8tkPnUI9KQ5/DQJ2CWjuEoRnkbshPz3vRiV6gSwr0iet8V3ktdheprL/fZN9ejWWmxd/fnMTvPXXbtQst9rWotPQouC7csNw8b1HP8YyfjJSPgObJc+akzAtW83k6CoBfCyG+NPqEEOJ2YD7w0jT2/wnwp0KIe8jZMTUAXwP+deT1DeSE5teFEH9Bzmrpb4HvSSmNsUFKKeVzQog/AzYIIdZO0jAU4oRt0jxOeHruBD47jfVOydl+Ta6QUqZHfKUujtEneS4aJDYO7YCkdMlsrvsff86RrbtI7N1P57YdOPsb6ft1Hw2rNOJHHcIxiVEapqvLg9Lvsj10CfQJZkWP0KjPIWmFwFZJtfuIhvpJewIYeEgNhThQNJ9F0sBgAD+l57Tu+fMntzIai61ATYHL4LAgcUQhYyscOapwzVUV3Lre4LEXvCgKeL2Sqy/P3eR6vfCRmwyefMYLEiorXO681qA7rOCNeUgcFXS2qyRtKIjatAyZoHpHbvFELsRmCbAgGnUZ6pb09ULYY+NkLNoOSOJxD6Ujl2C8oLtqtUXDDAdFQGX59O4bxx+juU/hYI/GDQtMXnjbw5AlSNiC8oDETgnmS4eB/XBfjWSRMoFSm8Y5LgZCjuQ+YWDOMInOlpSrk1+vyiKX378jQ0dcIRyQJwn3C02+Gz5PnvcVA+RqJB8jJwz95JqGbpVS7jrdzlLKNiHEreT8Qb9Nzq7p++QamJBSZoUQtwDfIJc3s4CfAhPWk0opvymEmAs8K4RYLaUc36w0GR2ciKKeNdNJu48PBslJfs6TB4lNmsdxaAUhUSkjELibuVeuontGHQvuuoZd/9FB+9ZDvPxiN3YmN2nHKAlgeyEuajF9ER4p/AzXBF/gSPssPP02Zd3HsAp0EoEAjtAhCdJVaSjuoEOrYNGpgxam5FzqP69abNHWp7LhVx76WxQ8usunfz/KW08PsGKxTV2lQyKpUFbkEh4z3nLlCpuGmQ6ZrKC0JDcz/ctXZSiolBxdpAIW27dpzBm0+K5mkXU9kBQQlKAJUCUBAaGs4J5PJPn7v8lgpV1UBbw++O1voboGLr3k1PcnBFRXnJnoHH9tOoYUdBWWNTikhi2OdakcS6pcOs+io0dlOCkI65I5fg3vyFeDbXO8OWoqdu1T2bJT57p1JnVTGOSfLdP9ffcNC77zsp+UIbik3uaey09/b10QlhSEp3fjcj7I14HmyXP2BD3vTdp9xHvz74C/GzNe85pJtp0w6yylfJNcKn2yc+wD1k/yWjPjstlSyj8gNy1p0kNO8HOaE2mtf2PEs/RMmU7aPX4ONaV5PmQ4tOGIFtSRyVw2bdgcRWfecQGw+i//N/FdO/ju9V/AHE4DEjU7QNHXKzDdOEc3ahREmpDLHArMfn5/979jCi9q3KE5W8v+a2Yxr/wQ/uJhVE3iyAgO04u0nQ+unG8xnISnfq4Q9mtEC6C/T2HfIZXaKpfSIklp0cRipKjo5Ps5x4FVUYt5AYeSiMuNiuCZJ30sWaSwdUcSV/FDjwo6VMyGW5ZY3H2DwU1X2BT5Jd/9nqSgAIpLPfzwFxrpNHz0TpcvPiTPSmCP3/5ot0JbXCXglegKWCNva91ym+WGzdG4yi3LDWQWbEOwrN4m7Jf0xAU/fcpH76DCzCqHe282CAUmv1d97BkfhgnPOR4+/+kL4+I2nevR1KWSMgS1RS47mjVuWWoQePf+aZ0R+dGcefKcOe9h2n0sO4EfvNeLmAYHxui/5vFaUEr5R2d74NOJzwkVNOPMSvN8uLHIedrqBJC4J90qiZGJW4dw2IZDPKRxRSpFxeGXmbW8isY3m3BtidNukvllF8GDBvWGB9eBbE8Ft7c8RZ9WTHuoiqxHZ1XrJsoa27AXaPjfPkJhGMqDMagaBu/Z2ymdCU29Kq4uaFgo2dUn6O+DWInD0oVnZgCfNATfftNPPJ2z6Vk70+KWS036OiwyWY2hYUm8xwCh8NF74OEvWdRXOURGoqkPPujhgQcku3bDH/+FTjCs4A9Kfr1B4dZbHKqnmV4fZbww29So8dgWLx4NTAeKwy5DffDjbT50RTJ7hs1DV2VZM+vk9y0l/GSDn6wJdRUuxzpVnnrdw703TR5FXL3c5I3NHi47Dyb6U3E6AVpZkKvRPdanUFvs4hsXUE9nwLQE0bC8oA1GZ0J+MlKePNMn6NFZVf3uRz7HIqXcSU6AXsw8eCEPPqX4lFK+No1jXCRfwXnebZqb41yxppWD4h0AyuVSCqlBpQSHNiQClSj7qOZpLKJCkBbwcyVF5doGVl4aZdb3d/HCtzfhcdMUtA/gdKYomh8ibap4HktRrQ7gn5WixO1lMBKh0OrHt72XplAN/tfbqJRxii7TSFu/YsvsWrzdcQp7irH0y1m04NxqQCdia7PGD1+zKSr0sWC1S3G5QcSRPHxvloqSM6tCaepV6UsJZhS5uC5satZZP8fio3cYrFllcfcdKgODggXzDBpmufQNCLrjCoriHo8iKoogGgXDFARtF8OQFJVpxAcl1eXuKXPtJ2KiNHvGgKd2eKkpco830Gzdp5HoEVwz0yRlCOxBWFByaoTXsqF/SFA7kuYvjrm0dk7d+n791RbXX31+/TEnYyoBWlvs8nvXZxhICWaWOCd5p779jsaTr3hxJcyfaXPvLQb6mVV7XDDyUdA8eaZHyrTY1PqeRz4veqSUP5zsNSGEIoQolVL2nO3xJxWfQojptNIL4OrRbaWUr5/tQvK8/6irL+T1tidYUpOzEusWuymUswjIu3FoRuKiUc9GoRFhGMd12OEGwRPgSGwh9cZzXPnxq4kURuk8sI+O5l7SrQkSG7MEMlBbbKFGBeU9KQZmFqDWpgimLXr1KOovjuAPSbQeC7f9IC+WFHKkVSecNGnrjaDsb+RraheeuUvO63t+YXuGGZVRQj6X4hAMlQq+ekv69DtOgKZIRkt7bJec6bmSE5XlZS7lZScil0daVX7wmA9HQjQk+eLHM8cjoHW1cOMtCrt3Q3kBlJSrVJSYJ51rVHCN/jzKZCIsY+Z8R8d2brs2IKE2kltXa5dCMi2IRU4W3R4dqstcOnoUimIuXXGFVefZeP1CUhFzqYid/NzAkOCJV7xUFLtoGuw5pDFnv8PlSy5spPZMGRsFzQvQPHlO5WKIfL5fEUJUSik7yI3r3MeJbvgzZqrI51PTPMao050EIme7kDzvPwQCHD8WKQB0/PS0do28GqOspgIXSZx+dJrolApauASLEtIiS1P1DEJaBbHeCOWxVoqu9jDYUcm+wxBVXYL7uhlODlHUa1DmdFPV10dfNIpnP/g0D5Zp0xsJ0VNQTvXORmaZu2hdNhOlQeIv7kHfPgizF3E+hnKPirTKijCtAxDyQcYSBE8/uXNS5pY5LCi3ONijIQTcsdg4Jc07ytu7NXxeSXGBpLld4Wi7ytK5NqOTdi+dncUYVqmfpXHduixWVvDYEzrBgGTtGotA4FTRCZN7a4b9kqBPMpQWRAMS1wWPXxLy5aKaWVMQDkiKCyZO7d//kSyPv+Kho0fl8kU2N15hTrjd2bJ1j8Zzb3goiEg+fkuW4oIzizqfaT1sOpu7SRiNdPq8kEhenEmffBo+T57JuUhqPt93CCECQKMQ4g6gnXPMek8qPqWU4YmeF0KUkJvtPh1fqjwfcOq8N7P/0BsA3NJwKYOkTvqDriColwZ7hBdTCnpV6EEi8dMiJMf6B6lmkJIZVzDLd5TFwc3MLVIQhQ103VaFuaGfbFkN/kAppqKhtaWoNfuYGQnhNr+BGnJJ7hlA+BW0tMHcZ/aj3mTQF63DiG/D9+Y3oeEqqFw84fpHRdhYJhIko8/dvNDgB2/5ae1X8OqST6yavDnGlbmIpmeSe0NdhU+tMOhPm3hUiPgnF1AlhS7vNGp4PeDKnPDb26Ly67d8bHrZYvuzJj7V5p57LO66QeN/fcOPoghME442q/zu57LHaxQnes/j0VT41JVZfvSqj9a4gitzoyPnFDts3q0T8ErWrzTxTdKMEwlJPn3bqTWejpvrmq+KunS3dVJQeeZuA/2Dgt8876Ws2KVvUOGJl7w8dM+FaVIapaTApbjApa1LweuRWBbMqX/3OtzPlLGm9PkoaJ48JyPyPj2nRQhx7Tidtx7wkatVLeEc3Y7OxuezAvj/gUvO5cR5PhiobpSZgVtpbo7jbfDCSBQUoNNWUJHcohXTSYqESBNwOykV3ajCoNGeSW9nBZ+TP6RZ1GGrChWeDurSrWgZE3+hjruoHOtIByjHCB4AACAASURBVM5wH8OepSiRIsLCS2DebNywibHrRQZqK3GjKl5VopkWNTtaSN0QQC+OgabDnpEpYeME6FRRr7ECbex2pRHJH1yTZigjaOpQ2bhXZ/U8i0NHVDa+42Fuvc1d6w129ar8x/MBMlnB+qUmn1uZRZsgALu5T6NpWOOKUpPIFJ/ldcstsqbgWIfCXdeY1FQ4fP2/ghSGXXZtdhgUGp64yYYnHR78rAfbFtSOWBa1tKpks+D3n/59JxKC7//ERyYjeOgzGf77bWn6kzmhXRQeSfNXOTz5lpefvuLjphUms6tPFWFjo4pbD2i8uNVDRI0zryHLEwdj/NHNKm9m6mnarvHw4jQlUwjv8Vi2QJJL7/u9kkz2wkcgPR546O4sb27VSWcFyxdZ1FZe3HM28nWgefKcSki/MGn3n5/3I77nvCCEeB74hJRyEPgE8JqUsn8kCHlOTCk+hRBh4N/JjVJ6gZwfVA9Qea4nzvPBYnTW+6qRz/TWjMajSS8CuD+s8EfeClqtR/ixGiIjBpGK4Jhex0H/AuJaIRG7G0U3kCZY0flobgC/vwpCPuT8tThtTYRX3IFt6Qz87FEAROWlKPs2UmD106bUIAMCjwspPcTcoSZsbwZVvQpCpXDkjYmjn9IFcaoqnCot69WBFGzY4iXgk2xv0hCJXJ3jtn06pgJf/88AA+0KwpZse0aj8KsuH7v85NRzW0rhyVYvIV3y48N+/t8lqQkFKuSE1keuPLG/Zee6yhUBoRj0x11UXWXhQofiopyQGxwUpDOCkmIX7zTtglraFDo7FRCCQ00aa1dbVBaeLLJ2NmlsO6hRHJX87BUff/7J1EmVDWOF+5FD3TzyVClF4QwtTjELdYPPXyOpijrYPeDIXCT3TG6iS4tcLl9is3W3hkeHu288uzkXk9XBTkYkJLnl6vNbPvBukK8DzZPnBEkr33A0TVxynqKvCCHuBT4O3He+Dn66yOffAjXkROfngb8gN84pNtVOeT68bGothFaD5EIfIUViSUGTpbLQk2SGO8AarZ9upY2U8FOvNuOdkeal2Dr+cN83WNDTSKV/AGILwRUMRGeiHzyAMtSC64sSqq9Fw4+npgqjuQUkeK67D0/qOUSik2ECeIYNjJUae5R5HPUbdLsBPqO5RIaawXVAGZMDT28Acy8E7gLPnFPey1QCVFNBVcGwBB4dbHId58ksPPqyj74ehVRGwfHDQDs88kvvKeJzVGgajsBMweEmhRn1OfP5yehu7SRrSBqPxohlTFoyMW6+18u+1xyyGcH1d6pEojaf/mSW117XqamR3Hi9OWnZayoNm7fr6DqsvMSivtaltsYlawjmzp64mUbXcoIxa0l0VdLap3CgXUVXYWm9ffzaAZTXlBGNBfH4JXJQEPRBW0Thl0M+Plaf5R7VIHiGHeNCwJ3XGaxfaeL1yElT/9Nh/O/2TMTo+4l8HWiePDlCus6qmnzkcxpI4KPAfwKbgL1SykfHbiCEqOBU4/qO6Rz8dOLzduA6KWWTEGIz8IqU8qsjbfZfI/c3d+xJvzadk+b5YFJfX3T85037BzEboqjAcp8NogApIsxhMy2yAsW2cYTGbOUwQ5EYos5mJ4uIJn6Lmt7LkaIGCj0/J1AwG7tXZagkS2v/39NUeifm567gimMuMc2Hp7IMe0uE4KZvMuhL0LG+lEeqPkmHXUV4RpL0sJ+nh8v4QWojpclWiNTnFiglmPtAZsBunlB8TkVhWPLgNVmaexQW1dq0tKu8vVdjYYOLcwRMR8dRcw0qhgJ9w6cWfpb7XT41K8sL23WOvKrwQ8dLXa3DQw+Zp1j4jBVFjz+eYvPbWTweQUkww/2fjPGtdICCqKSly8vLbyl8ZL3J3Dm5dPgLL+l85/t+HBfu/1iWu+80j9d//uopL42HNRw310DzkWtNHv781Da+S2fZDCYNegYV6sodvvO8H13L1XM+v9ngj++tZDSSGfDB/ddneXWHzpKZFssabP7ncIABV3DYUVnoO/u6yWj4/BduTcea6v1KPg2fJw8kTYtNLfnI5zSJk0u3/5bcbPmxCKBt3GPJNDvgTyc+i4FOAClljxBitJs9C1wFjA3l5Et48xxnVW2MQwfj3LHaiy4AvAjvJwm5XShZGNCLKVbaONxeR9cb1bTVVOObmWZb+ULqtWO4Wj+vBBZT4w5QWRYmo/npRdBvP063XIE1azY32TPwvvEL9O5+UoFKMk6ax/230+FUUel2sCiym6HaCIPxYv6z41b+tPlRWPQHueinEBC4B+zD4Jt0WtmUzCx3mFmeE0+lMZvLFtrsa1ZpiWvUNzg07lQx+wWKBh+/c+KGmOFGm1/8hZdsVmXxYhfbgp4eQVVV7uM0KoJipRX094NlQXePSyymEg4LOjockumckoyEJLYNff0nwpy7dql8/R+DeD02Lc0WX3gJHvmxwle+4rJqJXT3qpQW5yKd3b3TcwXQVLj20px10ree8RENSmLB3HoPJgRvH9S55bITXw1zah3m1J4QmfeGsjSaKpf7Li6borFMx47q/cpYEQr5KGiePHkmRUgp3xZCfBf4LLm58mO5/WwPfDrxeQhYR27w/BqgeeR5h1wR6unbZvN8aJldX4QukieeEFHM7O+RzD5GiW8Q1RX07ypi5iWNbKlbRoF3EFdAvygg6vZTpbbRRyEh/SDCjqBYlXR4GnibajbbWQ537eSOzmPMKasjUbgAZ99Oao620x6uZnF4F6ZPp0uUUxQYxFN5hP5uhULpcPzGzDMz99/5fM/VDrOqbK40QY9JejIKd60z+PJNJ8SnlLBxq8Yrr7l8/9saHR06UsKxYypLlri89ZZDOCJpqGlj1vwKMhn4zndVenoEtTWSK6/08otfpEgMwbXX+phZ41Jb4dLSoaAocMVlJzw1X3pZJ5GGQ1sM0gkbsHniSZfGg4J/+WeFW64x+K8NPjQdrj0LOyTDFni0E/edBUVBstbUorJWd6nVL+5mnbF8kITnWPK1oHk+jIQ8+bT7WfB14IgQ4k4p5UgHL1JKOV1LzlM4nfj8Z+DnQogXyTUd/e7oSclPNsozDd7pCNHcHOeONSOFeW4Fh/Z/ERa/hcduIrRgkGCdhqq42HhIEkYCAdVLjE46qGBICVClt7KJWTxm30ivrKBcDNBrH6SdJCl5mFmayqGqOrr1ctojFcyJRegUFSi2xHE8BLRB7LK1oE7PmHOiqT/jsR1Im4Kw78SoRV2DB27McqBF41MGVJe4VJecLLQSw4LHnvXy7HMuyYygoMDBssA0FTo6Fd7ZpZMcSlJeVsBX5kF3t6C7R1BfJ2luFhQWevjKVzQsC6LRXLTyoY9l6OpTCAclsYjEdGFzr8bTh7w0DUI65IegCX1JpGXT2KjwJ3+q8ezT8NXfdxgcFhzrUunoV1jSYBMM5ETy6UZI1oe6eWlvhDkz/NguDGcEC2svXguis2X030MqBV4vaGfjE3IRkq8FzfNhI2VabG5pO/2GeY4jpewQQvwK+CLw2Om2nw6nG6/5EyFEN7AW+A8p5avn46R5Pnw8vtHgjjVeSoIuFXaA8t4ELVVx9JAgISI4qLgo9FFMMb2ESNEvYxSIQXRp02ZW8iP7AYbdMBnHQ6NbzYCuM8e/kXk9w3j0ViqUQg4tmktvupShUJSYGMI0AkRFFq9ehFvWQD9xCigcmTl/9iQygv981UdvUmFehc19qw200YCqDktmTR79i4Ql160z2L/LYrDVh2FoCOHi97sEAoJocICamigtxxRaDx+mtLKcwgLJsWOCigpJQQF4PCenyHUdaipOiNyNfTo/PeTjSIFC1quCk4FkMte/iEBKSU+Py28es/jE/T7+/ZcBNu/V6B1UKIy53HWrQVtWpdlWCc+QzK2xWZqy2fuCjtcjufeOLFayg4al1XR7dOKdAq8Gn7jCYG7VB098SgmPPelly3aNWFTy4KcyFBeffaWR5cCBuMbcIntSH9h3i/GeoOX1Ze/tgvJ8oBi9sblYCHo8rLwAkc+fnfcjXnT8FHh0xAXpnDnt/buU8gVyNktj+TowdD4WkOeDz2gj0jsduXnwt81TeezASqJl+3DDJh6RRUUALlnpZTcLGRZhColT5XahSYcdchkJN4KfDHYmSUtbPT22xjfmfJFbnC3MVd+guOYergsk6W/tZ2fXCq4o2EyhMgAEKI3WsyO5HYmkIlvJspLlZOjBIYOXAjxEz+g97W7R6E0q1BW57O/QaI1bzCidXipZCLjxapuAZvEP/2Cxe4+LZanMachy5VV+4okC4kMwd65NbUM53a2dPPylCvr6BGVlcspu+FGCqkRVJIEA+P2SpFByjvdIQAEkrqty9Kik8ZjK/maNjCkwpWBfj8axp1UWX2vT4yj0bVPY267ynZYAC7MmVf0Jntvo48r1VTzS6MP2CT53fYZ50ROi8502lcff8aEJyT3LDeaUvb8FqeKv5NVXs8ybH6CjU2HLdp2bbzh726XulMLjBz18apFLfey9L0EYWwfa1dxNUT4Cmuc8cbFF01OmyeZ8w9F0uBZoGvP4BXJN5rcDW8/14GeVPJJS/vO5njjPh5P6+iKajsS5b3EhrzZ9jiOznqdMa6Q42ceQGmNAi5EN+cCBRVYjum7idUw8mFjSg+pIBntjKAaUeHqxMzrbKuv4VizKioBAFWFumTFMu5kikVxIhYywKlrEscweKiNVuDhkImkO9b5I2nsYgQIICpOr8NjFJ611KtudgFdiO4LBdC6G6j+LMZvrrvBQW+Owf38WIzXAldcU4/Fk2LVbQ1Vh6ZITtkXdrZ3U1p66DtOEpqMqHh1mzXCOp8kvK7QJzc0Q2Wrx6wo/xrCOlfCClfPEVFWBlILdexRmbBekMjnPTSFA+MFQ4cCgRtoA2wLZp5DR4DU8BD0xBrIu8X5BQJM4EiL6iSjgUEbwq20+SsIujgs/2+LjT29M5fxR36f4vBAtCNF6LIFDhHDo3ARjdcTl95ZnKDgDc/13g3wdaJ4POkGPh5W1+cjn6ZBSvj7usSWEeBjYAJRzocZr5slzoaivL2LYgOVlfpYnH8BJ7KZ6819iOu+w8/KlZBvqWB3fiVQDCL/EUV3muSkKSJDOeDGFjkeaOKaKafvA8tJHgP22wKSbhkwRDdFaOn1ZIk4DuxnGATp6FToMC9vxYwwHKPas4Zb6HgKeJETaKJMnm9BP1eW8tNZmKG1wpFflpiUW5WcZvaqrU/EpJ59n1UqbTZs0vvktP9GIZO5cg6GhMoKNPVx5bQliRGG6Lvzkv3wcOqIhJdy43mD9ulyzkePAxsdd6LC4qtThWERnaIaX+AE/dsYkk9HQVA3H9vD0b+Dymy2e3uRB6mm8Xg9mVONYryDrlaCDZkKkCNIBgVms46nJsj+tcVOZwVUxG1WRx2tEs5bAleDTcyNG+5K5xiSvfnEJrTMhEpF8+r4szzxtMXeBycoV596pf7EJz1HydaB5PsikTJPNx/KRz7NBSvkjACGEBvx/53KsvPjM856jhhcyuOwvMAJbKCyLIkyF/nARXtdCymJ8iWKCyTLWBrr4Qe863KRKyB0m7BvGW9pNXWUzUtXoEoKg6qJ4vPQNpNgV1ZAkaTYluncWlelhmq0a3hwsR9eyEFd4etjLXy3bRZ06PZuhURQFrl5gcTXW6TeegokE7oEDKo8/4aO83GHTZsE//bMPPWDh8xTxl4bk1o/kxGcqLThyTGVGnUMmC9t36cfFZ1sbHD4imDVLMguHWXEH7wKBvdrL4SM+tm8TRKK56aPSgSUz0wTW7KQrlaQdwfNPLydrhXOp+mEVu1jQP6SClvNX++lRP3MqbA7GVV7yOYR0SZFHcnd1luqQy9xymwOdGhJYXmdPObf+/ULDLIcvf9lHd2sLuv7B7IAfJT8bPs8HmXy39LkhpYyTF5953vcIhUzJpZgeL1LdhFRbSctavMM2UrExVC/R5K3UPHaQ+Zf3sTddTjoTIjVjiIqabtKKF8NV8Ks2ju3QYwxiqsWYpoHiEZR5/exPVnLYLOXosI63sg9FSHyxJH22n52yiUp57SnLupCG41N103d2Kvh8uXrN9g6X/oSPgrDKYFLnWz+yuOlGC00TBPySkiKXYy0KjgtrVpwQwlKe/AWrCCgukjzwgMvLr6iUlQpcF2wbnBKF7xkmBWqSoz1hPNVpam5sZu/+hXBYg6SEAUBxoU4BCZYCB/pUhuYI+k2Fz1dnSdiCHzT7+eM5Ke5fYdActxECZhS9v+s9P6yM1oFC3hM0zweHC5V2/+l5P+IHm7z4zHPRoJvzETKA7f0tQikj6YmB6Aa1Eq14Jf7FFdQHPcTm9tAbS6L7humVhbhSEsQkoOiEzTSpYBxLOoTchRTZGkXdP2fNcCffF19C0yqRLriuStBOo+kWvZTRK1qYKS9B5dTCxAvh8zjVMSsrXbJZQSoFRlZB84GQLmWFko4uePFFh4YGhYYGhQfvz/LOHg2vV3LJ4hOp4KoqqKqSNDfnOuEzGcHadZBKS4oKJaapUF/vkjYEj5keUgdV7EEFMyjwF9koxwyETyKHBDSq0COgT0IBMM+FMgXHAbcGUrqg1xGUaJLujODgsMqyAoeG0tOLzv5BwXNvenAcuH6tRVnxe998k+dU8qn4PB8U8mn3i4O8+Mxz0SBQ0K0ZaE4RVvApbC2FkIVomWuQmoelixp4vXGA9mNpMv4IgYU2ldUd+DSTgJR0G35iWZXYkQj+iEpjkUo4286sVCfDgRpuGNpJR7CUfnR0x8SxVWKFCTzCT8hNYYoh/BRPuLbzFf2cznHmzXP46F1ZNm3WWXelS7A4RWe/Tm+bQXVpirc2abz6muSuOyUrV6qsW30i4tnRrdDRrVBa5PLQgy47dgh6egWb9/l46nXBv3xHY0aVTVGhzdFmhbcP6fTVKxzZXcKsRRWUXduJndFoS9ehDmewX9VzvkADYsSbX8ABcrM0owqDKYXKQpuMLXirS+XQcG6q08NLMswrPr34/OkGH30DCpoq+eFvVP74c+lJ59BfLIw2gH1Qzecn48OYio+nz62s5r2iKPA+7u67wOQjn2eHEOJ24EUpZfp8HC8vPvNcdAg3gj58DyjDIIMIOWJQ70DPngBOWRJ/xKDM14szqCIKXHrjRbRuWkAynSQkDFw7S9RfgFKvMyOgUmL2cn1omLXl6/me69Dh9BLxdrJcbeTT2Y34hYGqXwLaxOJzbAp+7OPpMh3T+rFcfrnN5ZfnIpmtrZINz9q8+bpFc7PGN74p0TWbzi6NFSsUFCWXYG/rVPj2T/24bq4Z6cGPZVm92mHHXpVN+wWJuGDb24K+SpdYTPLXf20z/FyWzP4AdirEgccX0vTkXNxrHdTFDvYvB+CwH4QCUoMQgIC0mxOghS66Akf6VFqEw+GESm3ApS7g8Mv9Pv78ihTKaYqrevtzQllVoK1LwbLBexbOAe8WZ/p7/KDxYZsPnxdxHzxSRj7yeZb8BpgPHDwfB8uLzzwXJQId3MLjjzMubOlXabNCGMkU5T7QPQ7JAT9OVidl+GiPh2nsrKbAk2VtaQrLcthwqIp41e/yhTl7KIguZJ1XYwUqxyik33mNmcbLSDWGzy3HY70G2pIp13U2daCTbes4kDIEIZ+cMtpXUyNYc7nLE7+R7NsniUQgnVZ5/lmbwUGdwpHLdKhZRQioq3LpiQv2HlKZM9PBSHSzdVsle3Z4SQyrqIoPFMnX/jVFZEGQuKWjDYOVBbtPhx/quHYfyDijnqCIMGR1SKkQEKCoEHcIqwqVfoeWNgjETWZX2XT3a3QkFYYvhWhw6mtz7WqT5970ICWsW25e1MIzzwnylkx53te8//sf3wsEU1w5IUQIuEFK+eh0DpYXn3kueo5lBU8PqhxMQzvgGkVk+n14B8LoWpas5SORjGLaHhxFoS/h5wU0aoIu8+sMnjpSTv+sIr7sFdQAPgRzCeO4c3DlIYSsQUMBmZjWeqQENVyJ6+ZE4+mioRM9n0gLvv+yj74hhZpih8+sz+KbQnjV1AiSyZPX4AuoJBICKzVy/uJqDFPQ0pJkaFjlhnW5j3dlTQm9nV4Gu0FRsyQHIVEgUfoDXF5mkVwo6DuqYg2Tm4DkuEA3kAESQAhEHJQwOgb6AoX0UAkcdpnbLenY7LLjV2nsuM0bHgjMgBXXa2zY7uXjaw30SYS1aUH3kIKlCCqKHNZceqJmNT4g6B9UiIZdSs9hktD55sOacp+IfB1onvcjQY+HlXX5tPvpEEKMTiUZywFx6szlH0opHwKqgP9ipEDrdOTFZ56LmoQDTw1p7FVc2gtcAvMliSM6/YNR3n58NWUL2hERSf+REjL9fhgEFEH6mM5AhUWPX6eqSHB0p8ELlZIHpX58tKaqLUS1t4MTByFB/8i01rT9gMZPn/Vx2zqDqy+zJo2GTiVSth3OjbKsLXU50qVyoF1j2YzJvSMLCwUPPKDyt39nk0iAzwdXX60Si0EsljuHbGnjmkv99CTLmVlrc9mISX1Lq0p/j4NAoGkCx3JIJ8EfAoRkcbXD0s8M83d/FsLWZM5eSY5+5zig9SH0nIUVfhd3YQjaBUQ1djZB/DdZiLvgaFiGZLjJYHvQg3+2l/ZKlTsLDEJIyqIu6pivpde362w/oDGj0qGrX+Hx1zx85laDPY0qv9jgA3LlA7dfZ7DyknP31cxz/vkw1oHmeX+TMk3ezqfdp8NDTC9G3HT6TU4lLz7zXNQ0ZhQGXOjwuUQlBCpcqsot2lOCgS4fzXsb8EazFM7uQXMtsrqfdFcQaajEOzTCPqivsEgmwhyJd5AsLOD4YFoRBt9nwe0BEQSlZFprCvklAZ8kFDj5c3kmdaGekclAtgNSCnT19J/xT96voqoK77wjCQbh/vsUYrETr5fXVlBeC5A9ab9sBry6wLYFEohFJWFVUFbpIjXBfauz7HlbY/Fsm3i/oPWYibQigAGY4LoowQhYCqrPQRoqKLlJSCHHJD40MmZSBSyBm5HIeJZldR5644I/fDHMsrDFvEqbT64zjgvQzj6VWEiiqlASc2nvVbFt+PWzPooLXPw+sCzY8LKXhXMcQsGJr9Ho9X43yUc/T/BhqwPN8/7mQkU+HznvR3xvkVL+4EIePy8+81x8KIMoSi9SBmk3azGkxLIh4wikC7H/y955h9dR3vn+8049RUe9N8u9F2xjAgYbkxBqaKGEBAgpZENCNslmk+zeu5tka3J3N3uzm01PIFwIgSQQIKF3jE2xAeOGC7ZlyZLV2+nT3vvHSLZsy7Zky7Js5vM8fiydmXln5hzp6Hu+v5YL4aikt89DNx0qFzSS6oiQboli5GfInWLT+2YRriNIJPxpO1JAKJpD154WYtWDRIOIgFo3osubXufync8lD3DxBjOcvNDFUxwa2lW2NWucM8NiRtXRK8PDYfjUrYJ0WqDrfqP7TZtUVBWmT98/WnMwGzeqPPu0wdIlkkSfANelrlay/DyHb30rRSTiH9S4VeHcD/gV8HkR2LDBAFkCKODpyDToJQ5qRCf5gAIFkupqF6MtDpYLWQ+E7n9OdiUFUUFxpWTNRhVbSGoKPTbt1midZ6NYLtu3e3iJDG2dUVwP+pKC886wsWx/ZGjYNz7RdUBCJgs5/fmjmQw8/5JBTo7kvHPsMReBQ72ursshPw/JJOzZo1JY6FFSMn5SB04UQR5owKlA0rJ4vT5wPo+GEOJj+MVFb0spR/0NLBCfAeMKoTbj5v4X9eZu0kSRiWt5dcNV9FT5/R8j6CiaixqWqKaLpluohoub1sD0cLMaesxChF2kJRACVCHJqB5zNEFolH6FDic8B3Ok/EBThxuXZfHdxZERDvv/v/qqxkMPmwgEn/hEZt8s+MFs3qyRmy+ZNFkyb65LW5vg9s9nqKlhX5U8wPLzbGxL0NGhMGmaw21fLmTnlixOxgbXxMtCtl0h2y7QVEFx1CGzxybhKeSUSBJ7HJD+vQhVw6zV2Llb8PpzKsl2hV8qBhEhKE5kuP+eLJ3tDoUFgiXnOJwxI0JdlccH5jioKkyocmlqVSkt8ujqUSgskOTn7n/htmzTeO5FA12XTJ3sUlF+8nqDeh489prB65t1Koo8PnFhhvwcSSoFP/1ZhK4ugarAZz+bprb29O9hOtgFhSAPNGD8ETUMzqoLnM9hcB++ndAthLgb+A8p5aiFmQLxGTCuSKsP8Y7eRas6DSlhb2UjZy35A45r8J42lYbeiey1FGZKQW9eBlSLkJIilG+SaY8iJbiOgpQCVZeUVlrsTSicMdXmQlUjAezY0UpJVTm5o6VEj8CJLFBJJAWKAlJKUsmh9ykp8Xh7nUZBvqS3V2X2bIcJEw61SE0TLrvUD58/sdKgtga8bJjmjihe2oMcKC2zae9SIekQ75BoOR4pS6J7kkihIJXwUBwVXdNofdXhx89r2OkMQhO0F+isOFfyXz906NjroCiCnh6HuKVwyZUWS+ezz7m98Yosjz5rsKtRparc5aoPZ9EGvVNVVrgUF3nkxiQF+WMv6Aa/pvUtKqs36kwo89jbpfD8WwbXLMvS0qLS3S2YMMGjuVlhy1b1fSE+Bwhc0IDxSuB8DhsX+AIwBbgJ+LQQ4nYp5f2jsXggPgPGD5kU7S//gT1LzqSooItt1kx2ZetIlcQo7W1jqfIKsUgv65vPJJnjsLRyG4m5vdRvq6Vgehdm2CLZHqH3nQL0jML8SRbLyjzcrMo3JmZRbcEL3XVsbNWQO2FascOyvAYiundCQ7cnakzn0nNs0imBpsPChUMX5CxdatPZpbBxo8aEWpcrr7D2bdu5U6Vxj0JZqXdA2L66zKVuqkc2KZCKJBKWeLlQmK/SnRZYlgLCozdpQkLBtgEtTSiUwcvq2K6kp0/ipQQIA5l1sK0sq16PELZtFAVCIQUpNFpyY9z1ssv0mQozKv3Ug1R3Mx9aBCzyr8eOQ2v8wPu6dUm+LwAAIABJREFU9TpfrPa2Q+gk5F4OCFBPqUYI/1oU0d8oACgq8jAMSUODguNATfX7R3gOELigAeOW0z8LZrR4SUr5CyHEd4DvAfcKIQqllD8+3oUD8RkwbhDb36L1N62U13ZjdHl0R4sJGwncpMC0bSbFt2MZks7OCBdVl3PZxDW0TnqTV5SFrNs8n5DpEe6AGXn5LJycIqyBmlX45HkZSmLw5Dad9S0atfkeAtjeqREzarlmUnZMCkhG4oJ2djps254hGlGYPTuMqh7qVkYicMUgMTkUhgHXfjTLtR89MLy/fr3Kb+8PoetgWYLLL8tw7rm+gJ0z1eWOW1O8s1lDdSUpS/CDeyJ0dgtiedBjKliegDYFLAOkB7aJNLoxIhLHDuO5wj+5p4KuQFaS3ONg50RxslksLQRCR+/UaNgFTz8tqfuYX8VfVlOB6/rObjQiD3A9j4eUDQ+9ZxK3BFdPsSiPHr8gnFjuMm+yw4adGvk5khVn+K9HXp7k83+RZvt2jdJSj6lTg/n2gQsaMB4Iwu4jQgOQUqaBLwsh9gL/JYTYIqV8XghxPvC5/n1jh1nj8AsHBIwHXN0ksjtNzXefYHd5DZOuKOL1+RcRdi2qsvVUO01kQzqh1Y3cMu9CPLEeI9vFLbVPsqLoLTY2XU1rVqVgwjZyclwWxiZwZq1OYY7/MfftvToVMW/f1J2qmMfbezWunpUds/6NwzlPd7fDT37STjrj4biSs86Mcs01BaN6Ha+/oVNYKMnLk2QysHq1sU98vv6Gwj33qjS3KNRWKzR3KtgpQVmpR1oqLJrvUv+uS2NLyK9w91zwFLJ2GDecRhrCr/DSFOjzIOuCMMEFuy+CGRPYioLM2HhNDmnVoaFM8uKLgosvhp5ewd0PhOjoUojlSG69IU3pKBTsrGvX2NChEdHh6d0Gt8zKHP2gIzDwWt6wooKPnJ0lZByYC1xaKiktPTXHM44mB1fDQ+CCBpw8klmLN3YFYfdjQUr5PSHEmcAvhBCzgRAwuE3M88NdKxCfAeOHSfNRC2oxdr/F5N4UE37fyAe1t3lrwiL0kE0yksuZO9ahJnuZ9lozTqSNrpYmhAcTvd2cPdmjfekCOslFFwbVwqGQ6fvXd+GVrRoqMK3CpSAmyTHkkFXiJ5KjCdDduy3SGY8JE0w8T/LmWymuuCIfTTv6hXqexPM46r55eZLmZkFeniSRFBQW+C5gZ6fgf/99GNsW7KzXSCUsZszy2LZbkpsjUUIu+XkQmSdobJD9M991UCQoGq4TwizXyK/Qad0tkFJCSvjuqArSEzhpEzWcwpES14adOzRaWiw6O/1rfm6lQXevQk2VR3uH4E/PmHzm48cnFAHyTf+1TtqC0sjoOZFCQDQ8asudtgzuCRoQcLKImgZLToDzee+orzhu+TJ+FfxnpZT/Azx5LIsE4jNg3KAYBhU3/xWp73+aUI9FeU8vk9teY7G9gfbichTLpqCpC++s5bRNTKPv3EpMKthFRUhsQrt2UFN1C+hJUiTIlXn71t6T9djeDHvjClFN8OIWlVkTHD5zpi9qxrpv45HyQHNyFFwPbFsSj7vk56vDqq5fs8blz495uC4sXSq46MPqARXtg7nwQxbNTQqNDQo5OZKrrvTDxcmUIJMFITySKYVNW1RKyiSzJrlMnuyiahKzQrJqg8GiM2zelhperwKOgFAIVZg4uuC8ZRYT8rL8/EcGfXigmiiKL4zxHNyEg2EYWK6O7SmsWaPyja/7qQGJpCDUXwwWDkM8ceg9tPQoGJrc52oPh1lFLrfNyZBxYXpBEAY/GQR5oKcmj22Ncdn0+NF3PAVIZi3eCAqOhsPn8IcKHoCUco8Q4rdA3fEsHojPgHFFbPmHCL99E3ltz1JY0EJinYc6U1KZTRAKh6C4gt15YdrCcSoS+cTDGQqT3YSi81BkCYqcTL40cXAwMAFoweHXyQxNmk71hCzReIS2PoUP1lgsqvJDzccbdrfw6MQmD43I8KaLHfa8kyebXHxRLi+/FCe/QOP66woYYqTZATQ1SR76o0tVlUBV4cWXPCorBPPnD30tBQWSL30pTTwuiEal308TvzDm0ktsfv4rk6rKNKWlKsUlkv/1jTiJpEJhgcfvnzc5f55N3jmSe2MK69crJJsERgQcT2DEIUd3WPmmQ22Fw5bdCo6j4HkKquIxb24HmzfrOFYOinBRtAwzZpo4jgY4nL3Y5u7fhUgkBK4L1x2U1/ryFp0n3jHQFPjU8gyTSocvJCfnj67oHHj9Br4OGBlBHuj457GtMerqioDTQ3wGzufwkFLeNdTjQoha4MtSysRQ24dLID4DxhUimoP2xe+w69GFdLx7L1WTdHJz9pJyITTlHCi+hF77PSIdm7GKK4nsXIfnqGiyHKoWgx5BAYxBArAZh1DEJV9RSGKzMN+iSGqcUe0LEdeFxjaFlhaDgnIw9JFds4fkKdFBm7SICJUrZelxCVAhBOcvj3H+8uHnb3d3+5OCDMMXqeEwtLYd+RhVhfz8/c5hKgUP/C5EOqGy9GzIKVQoKpJcdH6WgnxJaYn/fE2ucnjqNZPehGDBdJdUp2Bjq4bTJ9AVyTmLLaYZbazrViiekstCzaV+UwJPUVh8jsM//a3BHV/sZv16A0W1KCkxaWtTeOJJmDkTpk12+cKtaVrbFQrzPeoOalH0ToNGcUwSTwu27lVHJD5PBCeqm8HpTJAHGnCyCHI+jw0hhCqldIFdwEz80PsxE4jPgHGHyC8kvewjVNYpbFv/Lurm2UxePo3CieeDWUk+JbREMtiJNvpmzmCyNQ+KzoKS6UOuV4NONJxhxvndNK/JxbYUrjkry6Qyl72dgm/dmUNbt0JdaYQ/vd7LFz+mU1nsDVtMZPFow6JMGLRKiz6cEYlPGNlozqEoLhZICem0Xx2eSUNV5YiW4KWXdFa+Iti108JxVebnq0ypdnj2KZPXXzW45uoUTz7lsnevQ6zY5awzVeZPd/m3bAQnKejthLpKlw+csYPVL1p07QqRTaqcfy4snpPEyq8ilhshpyDNc88W88//Inj11TzSGYWaao/eXocXXoBLL4WqCo9NG1x++iPJtGkuX/yCRjjsC+uzJtk88raJrsLsfudaSn/QknkS39EC4TlygtGc45fHto6oePmUQgStlkaEEEIBNgkhPgQcEoYTQlRLKfeMZM1AfAaMSzpNB+faD1I7fzqTtDCFk+v8eZJANTPR8sKkom0UigpiRxmPWYLKTTKXRKlHyWUuGul9277/QJQtDSpFeZLdHSpnTovx+xckf3lt+ggrHkgYlRkyyhaRpAKTIkZonQ5icBh3JJSXCz52g8qf/uzh2HDxxQqzZikjWmNPk8IrK7OoqkTi8MYbIcIhjcmT/Ubpv/ilhutJQqZK1x4H3XLxXA0zBjfdkCWTgV27U1gyzPLzw2Stbjp6POj2WDDPYOoCh6ztUlHk0tSk89nPSPLzLdraoLbWoTcJGxo1FvRKtr7lcOMnVTK2iiJd3lmX4de/NlBVwZIpDlMrXHQVckKSeFbwm80h9sQVJuS6fGJ2hsixvwTHTOB8HjtBU/rxSV1dEfX1nSf7MkaVqGmwZOLoh93vGfUVTy5CiKlSyu393y4EKoHWg/aJAc8Bi4QQ64APSil7hrN+ID4DxiUtU3XSukvTrBoWyxhi0IctBZVKJoM2edjrxVCI4YuxbS684AkUYH2foDhPEg1JuhOCWETS1qUQT4kRhVOXUsAimYuBgnLoB8MxYe5clblzR+a4dvYJtu1RiacETliSyEBxgUIiISkscDAMnZYWhWwWslmPrdsi/mshPM5fniQSlqgKKCrEU3HqJuXgtieQEhYt0Ojs0bj15jDz55voukM8LvjFLyJ0dgm2d6t0qi5Nm5N03Z8hVRNl0gKNjgqV3c9bJFWTUBRsW7BqjUVvLxQW+tddEN1vXbzcqNMUV6jN9djdp7Jqj86FE8e+xdFYtesaC/bsSXDPvdvIyzW4+eZpxGLGCT9nUIw0vrhsepzHttKf73n6FB0lsxZv7AzC7sPgHSHE56SU9wLXAE9IKe2D6g/+Fr/V0heBbwLfBr46nMUD8RkwLqm2TTpJM13qBwjP46VVwn2uQj7gAfICi55HTLIJwaQKF0WArkHY3C9uhismQiMMtY8lbT2C7qRCflRSlu9XxD+xxuDVzTqi/54tG6rO1mnfYlFb7XDttTZzFkpeeU3ngrk2VtZlzbcFpunR1ady959iPPqiYNFch1W7LTpDRcwrs/nIOVFeey6FEPClO6KYpsaWLR61tQrPrDR4crXO3iaP1riLN1shNT+CKNHQswoduyx2bjZIxwwU1cPK+i1Dw3kakcjQ95a0Babqv166Ainn5Ij/AU4HAfraa63YtkdDY4IdO/pYsKB4zM4duKABJ5LA+Rw2JnCnEKIb+DRw6xD7fBS/+OhRIUQH8AMC8RlwKjM/G2WKdAmPsovYKQVIyO2PSM+a6JCZrlKQEuSEJfUtKr2G5GO/jrEo5nDbhzKUFPnC5lQVFWu2azz8uokQ4Hlw5ZIsPX2CVzYa1JW5A9kMSAkXni/YUhfi5gtSnLXA47t3hujuE1iyl0vP6+Xa61L84vfFbN0dYsMWBXTJs1NcZp0d4vKrsyRswTt9Ef76a4LWxj7e2iR46WULFMlOzeON+hh7WgRexoZ0BjZJaFYxZxtYrobbqrC1WeVTF7hsfl6js91D1VXOXhEBMXQqxDlVNu92qjT2KRiq5KyKoUeNjgWDfz5O1Z8XgFmzCnjnnQ5iOTpVVdExP3/ggp589le5n14EBUfDxgN+DDwMbJBSDu7nKYUQGjAZWNX/2MtAhRAiT0rZe7TFA/EZMG55drXNleeYo7pmIRKEIC7936ziPMlHL86wfatG1hb8cYfKS4pJWIO3+wxa71X4l8+myInKUzKsmkgLHn3DpKLQw9DAduDBV02wYeIg4QmwYUOaTVvD2J7LTx9U+f29Ho9uNbEVQThZwT1PFSO9JNt2mBAXfmP5NDTsUMivkPT1CgiDqvhiPZuFp5/opbxMEi8I8czjJfS261Rf0Uh+dTetmypofyof2lJkwyDKLGLNFq7IZftrsHiBQmEhlBd7uK5CQ7PKtIl+ZXt9XOGlJoN80+PCaouvnJmmM61QHPbINcdHNcGp+PMywKxZhXzjG2egaQrh8Mn/MxG4oCef0yHkvo/x8RYx3pHAj4AzgLUHbXsF/0+oALr6H2vv/z4PCMRnQMBgyhX4mOrxnKugAldrHnWlMKvUIpEV/NM2E7XYJj+pkAirvNeh0tym7BM947GtTn2jwlsbNHJzJOecaRMZNG0n1T/S3ej/Tdc16E0qhIU8pHF9d69KfoFBOCR5ZnWYdIsgnQ+KCwkpeG91CtftBjW2v95R+tOL+ppS7OnSqauWXDnX78tZMaGc3IIsjhNnw5YwvfVhzCoHe5tJ69YKKlY00/1KIU5SB9tDvhon3pBGa/d46N1cPF3h7MWS+TNcmlqVfTPeE7bg7q0hTAW29alYnuC6yVnyzPHXOH68/IwcC2OR53k0gpZMJ4eDXc/6+k5mD91M5JQjagRh92Ei+v/9HfAHIcQ3pZQDYaUHgQTwNXwdaQMDbxjDCj0F4jPgfccMFWao3iGP64rEVF0sVZAwFcLdHmELDP3Qj8njRVQ0tyj88r4woZAknRHsbFS57eOZfSND86OSnJCkKyEozPGLqgxVElIPvacJVRYbtkF7p0BKQUoK0MAFlKREWhZCuEg9BXoOOAoYLogMoYhLddbl1kUeJXn9+Ze64JprNP77vzW2bTUAgRNX0WdaWJ0mqY4oXkIFR4PdSWjLID1JV1MaI2RiG/DsSxopR+GzN2aoq/LFZdIWWK6gIuKhW9CSHllVf8CpRzCac2w5WHieTq5nKmuxJig4GjZSypVCiBbgeuC+/od/IKXcJoT4AjAJ2ApMwf9zcZQO0z6B+AwY1zyyOsuVZxtgd4EaBvUwVSejgKnDt5dk+ccnIggLcm2Pyxdnqa08VKgOMFoO6LG0VwJoaFZAQGmxBCQNTSrJlCCnvxrc0OGTF2S47+UQDe1+wdFN52d4dPWh6QyF+S4XrrBIpaC1S6G7W0PpATSJl4awlosheuhJtoGZ8UvcsymKJ0UoKpW0doe482GFL38ihWML3n5bQ9M0Pnhpko7CMLtWCawunba1FWhRm97HCvB6VDAE9NgorsTDBQwcFzTLQU9bKFaYGy7N7ksRKA55TM932NqrgYQbarLH9qSPEePJJT+VCfJAxwbf9fS/Pt2EJ0DENFgyafSdz/836iuOKx4AbmS/+BzgdeBmfHf0ZuCtQe7oEQnEZ8C4ZV+Puc6XoXuVLzyrbwGj8ISd8yPzHeaVJ9jVrFCWJ5letz8v0nH8VqPKUYy2Y2kUf6ziJD9XYttg25BICaIRSeignMf8sMeNS9KYYUlBnl9YtGqjQU9CkH/QbPSQCZ19Ch+/JMtP2gTNXSrSAS0tmTVNkpdbgOd5vP12HJc0NbNNolURFs5TmTkVmtoEnT0KjzxosqdZIevBtkgx2XKN8CSJpYHVbmK1mqAAxRI0BRqTSNdDCA0pwXNU8AR2RjBlQopMRhKJ+HauqsDHp2ZpTtpENElx+PAJXJn+t8FQ0Hz+tCPIAz0xXDY9zqbs6VdoNEAqa/HGjsD5HCFPAX8jDp3z/BPgASHEpcA84JbhLhiIz4BxTV1dEZs3volDAfMqOyG794SKT4AJZR4Tyva7nS3dgs/+fYxtGzWm1jr8379LMm3aofmFAw7XwRXPcKgAOdjpPFaBMn2yy8XnW6x8wyA3R3Ld5Zl9uZEAzc3wL9/V2LHdzx6/5WabG26A65dn+OXjITKWQkm+h6qA7Qga2xQKYpLbLk1z8ZIsv7wvRDYFV304y6JFDuGwoLNTRdPyqK7Oo2Gv4Ce/C1NWDD1x0DWJpkia9yrUTfDosgWv7DLQ22x63+iDjAdmxLeZYzpFJZKCuKCjooya0jhOykAIg74+i+YWhWxS5a4fu2xcY/HwQwZFRf57n6ZAbezwjjRAU5/Cr9aFEQJuOyNNec6R9w84NQjyQE889fWdp2WlOwTO5wj4Fn4REcB6/JzOqYN3kFL+QQjxJeAq4KtSyoOd0cMSiM+AcY9ReQFa05/Y3Bxj1sSqMT//1/87h3VrdIorPDbu1vnH/xvlVz/ow+yPXB/J6TzcxKLBldDHGnIHEAJWLLVZsXTopur/8X2VjRs9ykp9d/SnP9OI5mS56krBF65I8/J6g3d2+m8DvX0aF59tsWyuQ2ebQ2+3x9992aa8/ECrNy9v/9d1VZJPXJbl+TcMciLwkWVZSookNTUeu3Yp9PQmKamI8dRDCdiRAhEBkv2p7DmkSjSWXu1SeqNGpRZj50saEye63PcH8Pb4YtGyJGvXaPzyTptvfn34RTC7exWStkACjX1KID5PM4I80IBjIRU0mR8WUsrvDvraFkLcAGwfYr8f47dkGhGB+AwY9yRzzkWZMhcpwjyyJs6V55z4czoe7OlTcDxBfbPqh7MN0E1JT1yQTgtMUw7LsTxahfxw1uiOC7Y1qsye6JJzhDDzAffgSNavF5SWekgpCIchJ0ewerXkwg9JSgvg2uVZPnJ2lta4wvdXQiqmkE64/PJXfh7lypdtvvKVMKYpcF0Ihfav39Kh0JcUzJvmMm/agT04b/pEmjt/m6YsVMjZeQme/J4DhEBqIHSQWSBLtlejOy3oXQtf+pbDa67g8Rc1enst/B7HKiDxvG46O0bWH2VWics7bS6qkEwvOnmV8EHO54kjyAM9MYym6zlQOT+uxnQGrZZGjJTyEQAhxJvA8OdPH4ZAfAacEnjqfrvtkdW+MBrtHqADZBy4e12Y3b0KqoCcuR7b31VJNwuEB4svsMnNHfm718F9H0fSB/LJNwxeXGdw4UKLP/1W8vpqOHepxRdvhzMWDH2M40B+gc2WdyWu5wEKc+aoGIYkm4Vof+9w04DyfI95xWlmFGnE4xLXhdpaQUODx7p1kueeU7AdwQcvkKxY4d/7nY+G6OxV+NpNKSpLDnQV12zX2dYHpSGFhoYIedE43RmJXwypgfRbxJUWCs6ZYpPqhgLpcf11WV7drKJoIVBs8GwQKq602fqeZHejzoSa4VW354ckty867vfIgFOIIA90/DHewvdB2P34kFKeORrrBOIz4JRi8BvZO81+btKACJUtrTgP/AGRn4d6w7WIwTbdCHh5t05jr0Jdvi+oogskpTFJYZPH/Ck2119uHbXo6HAcHGYfriM2Z6JDc4fKYw8L7rvHQ7pQvwsScZfv/au6rzp1MKGQ4OyzbLZtlUSjGq7jUlbqUFwsyM8/cF9Dhcsn9FJWGsEp9EXq5k0uZ39A57nnFPILwDAkzz4rmDNHUlIC58yz2duhkE54vN0EVZVQWuqvt6FeoyQ3TVmBhxCCa28W/PpHEttWQKYBQV6+wfKlNtW5Hs1JwfOrdHbv0bjxOouciRpPPaCwY6eGmuOQX53PW40uX/0XnR9826a2wiObhUxWEMuR+16P9esVGhsFZ53lUVwc2BvvF4I80NFjcLV7XV0Rj209vRrMp7IWa4KCo5NOID4DTmnq6op4ZLUvQL0NG6EvjuzsQjbtRUyeeExrNsdVckP7hUtByM9h/MdbkiijMO3zWEKwcye5TK9Oce6PdIR0MUIqnoQNGyUtrQwpPgFuvFHlpZUWnR0WWgTy8hSuv05DOcKNaJrg4zeaeJ5ESsGatQJV9fNLEeD2R7DPX2zz3HMul1/m0LxXIT9f4a47BResUKgtcdmxSyW3AOIphSuuUMihD8vKsHNnmK4undIyj9oJHjt3gu308rM7I1RXOeTGDP73zVkKi01+c3+W7jadrr4oZtaivcPh4ecMViy2efCJEI4LtVUuN12VobdHcP8DGqoKO3Yq/OWXhs6DHYxlw2+eCNHapfDJyzNUFI9+XuipPOnoVCPIAz0+HtsaG5V1Bj4AwP7ipfHigEZMgzMnj77zefeor3h6E4jPgFOeAQF6xayZeOvWI8rLEBVlx7xeedTlvS6V/H4B2pMRFIe9URGex0tNreTdjTbSczA0iWlCacnh96+sVLj7LoO1az0KCgTz5ikYhp+/Wb9XpbzIJdFxaJU+sE+gXn6Z5NFHFaSExYslZYOe2u/8g8V7O1RcF+JxycdudNnbpHPRmRZNzWl29+Rw/vwsH14kKY2YPPG4RXFxkuXLdebOMUgmFR55pJeOriyzpmm8u13HyfaQ7VPQPJ29LbmkuhTIuqT2Jlm1Jcv2tzQaPh2ltsojZEJDk8oLrxosmuWLTc87ejusATp6FLbuVvE8wbYG9YSIz4CxJcgD9RlKSNa57x7xmLqBL3YMemzyuSNyPweEZ706k8umx5lNnMe2jp/weyprsea9wPk82QTiM+C0oK6uiPUUUX/O7Vy59NjC7QMsq7PZ0a1R36OgCDBVyU3zjr2ReX2jwmPPmWia5MoPW5SXHpvAMQz4wm2S1maVxt0uoZDk638lmDTpyMcVFChceOGBamzdNo2fPuCxbInJzZce2ZFbsgSmTfNwHCgqgsGd3lJpiesqDIz57eqSJJOSdG8Let5EMr0CVFBVOHOxwYL5Gn94MM2zz2Z4/rksV10dIp6wKClWqapMUJ5vsfqlLN3tBk++KUh1xCDtQaK1P1wvaWtQ+J9/z3Lr52IsmK+RlyNp7VAoL5fcfJPDnj2CRYuGV2BUVujxgTkO7T2CuZOH1Rv5mAjcz7Hn/SRCN2XrDnmsrg7Y8cqBD04+FziwefzBozQPYMcrsOMV6oDHts4cfvh98rkwngqMDmIc+AjvewLxGXBaUTexeF8Y/liJ6HDbojQNvSqOB5Uxj1zz2PIHLQvueTCMaUpsW3DfH0P81V+kDtlvuMLkg8tdZt0HzXtV6mrlvr6XI0WmWqiurKW27OihaeCQHNEBPnmLZNMmiWX54ragIIPW32i0ushjVytETFi5Sac038Putln3jsOkiSq2DQ8/nGHeXIO1b2XIy1V4860MtbUatTUG2uuq3xHfToGVxf+T4QtdK5nlxRdCpGyNaI7K0sX+PPmZMz1mzhz+86CqcNWK8T0hKeD4GAjFn87FSEP25RxCeA6IzsFz2i+bfgRnsv+YozmmAwwOtw9m4BzjgegJCrv/etRXPL0ZU/EphPgn4Aog23/uX0gpf9K/7Wb8IfUOfn+Va6SUu8by+gICBjBUmFJ4/O15LFuQyUJJkcT1oLXdD18fPCfiaO2YBlNR7v872uf3VMrjtdey1Ne7zJ6ts3ixQUdzC2U1FSxeVMziRYeK4JFy++cjKCLNf//QQlFd/uHbBpGISrwTLllksWKuxa+eDdPUqSKRnFuV7c8fFQgkqZTHeeflUFau0bTHpqvLoLxcBWBOXZI31hX4AnSfu7r/vpNJh03vqcycAxMnjP9weeB+njxOdxfUdyTj+13MAeE52Ok06w8QnUc8Hg4Qqo9tnUmd+y6bNg/juRskcg89x8knmQnC7uOBsXY+u4HF/Q1LS4BdQogngfP7/50jpUwJISIEnbgCjpHBRUgnm5yo5JzFNqvX6gBcekH2EOE5mNESKH19Hv/27908/HCaZFJQWqrxF59x+fRtlce17sHouuCOOyLccUcEz5OHFDKFDIinBTlhj76UQkWVjq7Cw4+kaW7yqK3VeOQRm5tuCnPeuREmTdJ56I+9ZDJgZS0m5XWxe3c+LiaQwhegCjn5+ZQXp1hxgYtqgH3y2ngGjBGdnTYbNyWYPClMdfXxpdacji7oAeHzyece6nyOgCPNdH9sa2zIbY9tje3PGR3HREOB8zkeGFPxKaX8z0Hf1gEJoAv4EnAX8Ez/6NCfSSnfL22zAk5zLr3AYvE8B1WVFBce/TPVSFzQw7FxY5YNGxzSGYWiYoXW1ixPPJvHp287puWW5Q2uAAAgAElEQVSGxeEq6C9fkGLVNpOzptrMneTxoAuNjS7RiGDSJJXdDZIXX7Q54wyNWMzgyivy2NtiU1ioUV6mUFwS54c/iZCIe6gqVFRo5BXo/Pt3IzT2SqpLs9SUjX/nEwL383j47f2tNDVlCYcVvvmNCZjmyPudnc4tmQ4Obdcd4xoQP8Qh9ee9+4J2wAEdKCgaKGwaCM0fSbiOBwLnc3ww5jmfQoipwONAEXA9UIw/LzQfOA+YALwihNglpVx50LGfAz4HUFE1+p9cAk4fBtxPOHozehvJXiRFCKInIBVdCCgrGbk4GtwTdKRiRVH9lkiaJkjELVRNQdfUId3JE8mbb1k89FCa/HyFDyyLks1Cd7ekttYgHJJ0dXlUVQnWvumwapUDwp/CdPvnY5imwg9/pHD33RaZpItu5lJR7rDwDJ0PX+hy9hLJ2QT5mu8XTFPB8yS6rhxzn90BTteWTINF36bN/v+jJQbr6ztBnblPZA6I0LrjXnlsiYYMzpxycp1PIcStwK1SyvNH/UJOEcZcfEoptwNThRBnAI8B1+GPPflXKaWHH4r/LX5u6MqDjv058HOAWfMWBmH5gCMyEIJ6p9n/fn5lYsj9/oTLu3gUCMGnpUZoHNVCDhadI3HM5s01mTrJYm+LgeNoTK0Jc+kl5pgKT4CdOx0UBTq7PLq6PKqrVebP01i/IUMmLZgyVaOz08OyobJCITdXUL/bZft2l8mTFXq6NRQlSVkppNLQ0a5w1mKb668ZP6/RSAlcz2Pjxo+VsmNHhqoqA10/TvXJ6Z8HCjDbPHye50jZL2CP/DzNZvy6nnBynU8hRDHwHeAqoFgIsRL4nZTyh/3bw8BPgE8Cl0gpnzzoeAF8EfgB8B9Syr85aNvHgL8GagAbeBH4ipSyXQhRB+wCZkopt5y4uxweJ63aXUr5thDiVWAxkJRSDs7a8thfXRAQcEJpFpIYgl4kaeD4sslGjyRZDFT0/l/TkTih8c5W/u0/qnnxZYtdO6Buosay847/D/ZIWb7MpLdXUlmhUFWlIoTgM5+JMmOGzu9+b7GnUbBooUJhIezYJQmHwXUgGlVoafGvV+lvbl9SbNPUJJk8SUNV9TG/l9EkCL2PnJwcjfnzc07Y+qdjHmjA0IiTZ139FujBN9f+E19IfhFACJEHvAM8eITjH8Vv+TFU+4FpwC3AbVLKt4QQOcDDwH8BHx+tGxgtxkx8CiHmAjOB30sppRCiCjgL+HegXQjxMSnl/UKIcuAGxuGTFXBq88jq7JAh+Mulwit4fACVgnHierbTx+tiOzFCnCdnouALseEIlsHC5sIPmvDBE3qpR6S0VOWzn4ke8JimCfriCjt3Qmtrmp07VS6+OERttWBvi2TFCp0ZMxQaGvwJS8uWmTz9TJbePkltrcqy81Qcx28kPxB+7ekRrF+vsWCBQ25uEBQJGD6ncx5oIKgPJWqemLD7XcPb7QP42qYLQEq5CfhC/7YUftF1sxDirw5z/JeklPVCiBeH2PaelPKSgW+klAkhxEPAV4d3aWPLWDqfu4HPA98UQtiAAfy9lPI1IcRVwD1CiL/BV/XfkVKuGsNrC3gfU4dKHerJvowDcHHx8LBxRtT2Ybw4aq1tHs+83IOmCS78UJSiov1vNatWCb71bYtt25JICabp0Nrm8PsHCli4cL+jOWGC5MzFDmvWhrn0EgPbhr/8ksPG9zQefcHENCQ3X5GhptzjjTUav7kvxKduzXD+8uH1Lj2ZBIVH44/TNQ804ECSJ3fC0QvA14GvHLxBSmkDzUc6WEpZf4RtQ/X8WApsHGp/IcQ84M/AdwdaXo4lYyY+pZR99NvLQ2yrxy82Cgg4YYynFkxHo4x8zpUzCGGgcuRw+UAoHg51RltaFFpaBAsWjF0vomzW4/7fW0RiBq4LzU0OX/lKIYoikBKeeUYlnbaRUmKaKrou6e312LTZ3ic+33rbY/VqyYIFHn/xOY9USlBe7hGLwT/9zKS00COZFjz2ksHnb8iw8AwHz8swf96Jm1IUcPpzOuaBBu7ngZxA57NYCLF20EM/769TGczNwL/h52K2CyFmSSk3j/rFAEKIa/BzS88cYtsK4DfA56WUj56I8x+NYMJRQMA4RCAo5NDZzENxpKIk05Tk5IxtKkEi4ZFOS+oma0gpaWhwyGYl4bBACNANqK1Rqa8Hy5Jks5CXp6Dp/nWm05KHHvLIyYE//lHy9b+GujpfgLsuGBqkMoJURlDe39awuFhy8UVDO57JJKzfpBHLkcye6R6xz2pAwGBOZeE2e1b1YScOvZ9JZi3WbD8hzmeHlHLxkXaQUvYCf9EfDv8x8LoQ4idSym+M5oUIIRbiF+DfMoS4vQG4HbhCSvnGaJ53JIx9BUJAwEnEdz9P3/Y8BzufBQWSKVPGtgN7fr5KZYXCrl0Wu3Y5zJhhEArtV3wfvcZlxowYOTkm2YyC54UQIsKv74rw+BMCXQfHljz2uM2bb1r87OdpGhr8e1BVuOkjaaJhSV2Vy0eGMRrzdw+HeORxk/93f5gNm8dHekUQch/fzD9vwT4XNBBwpyHyBPwbGVn8bj5LgC/0px6OCkKIWcCTwF9LKYcqXroU0IGy0TrnsRA4nwHvO0bSA3S4eBLe6tJoTitUhD0WFjioR/ho1xcXuB4U5J1+xTGqKrj+WoPuRB6KAjNnmvQPj0BK2LlTYmWhpLiQVGpgm6AvbvOHP3hMmwpCybLkTIWKCgDJvfem+drXopimoK7K44s3pod9PW3tCiXFko5OQW+vgt/ZLSDg6Lwf5sK/34iaBmdOHfuCIyGECij9uZ0ASCnfFUJsByaOxjUIISYDzwL/Z4iQ/wCfxO+n/jshxIellK+PxrlHSiA+A96X7BtDx9C9P0fK480GK9sNYrrHq50Ke9I2V1cP7cq9+qbGYy+YSAnnLra4ZMXQ4eKMC093GryXUinRPS4psSg2hidWT7azFjIFC6Yc2rRqxw54+RXIL5B0dem4Lkhp096ukEoaFBelWb8N9sYMZpZIcqULKDQ2uvT1SUpKRh4zv+qyLA8+ajJxgsOCuUfPCd21R2HNRp3CPI/zFtmYxv5tnsdxNziHo3ctaG+XpFKS4mJBNBrkCZxMBgtQOD3yQN/PJDMWa7edlIKjAuBBIcTtAw8IIa7A7wL03PEuLoSo6V/nZ1LK7x9pXynlU0KIvwX+LIRYKqXcdrznHymB+Ax4XzMQgj8eB9Ry4bVOnYk5LooAT7qs7dK4qDxL5KDfMMuCx18wqSjxR0W+stZgyQKHooJDReXvW0y2pDRKdY/6tMade1TumJAiMj4ix8fExk0QjUAmA8mUi+cpCKEipSSZcmhqUtmg6WzLM2nXJJfYfXgZD1U5dhE2farL//paalj7dnQL7vpjGNOUJFIa8aTC1R/yf0ZefE3nuVcNKks9broyQyzn+FzrbbtUnnnFn/R0+QVZSov89V580eWZZ1wUVRAKwac/pVFREQjQk8FAMV95XRkt9a3AqZ0HGuBPOFp8ApzPO4++SzfwFH7vzWIgDNQCl0sp14/CJXwa39G8fbDA7WfSwTtLKX8shJgOPCmEOFtK2ToK1zBsAvEZ8L5mwAE9nip4IUDgh96zwqKbND0YZIRFBOOQfRUVXK//ODG0k5Z0YGtKo9b0EALCqkdDRmFvVmVy5Mhh44E/mIOr4E8kQ7l4h3P2VNUPvRcVQSiUIZMxkNKvghcigRmKUFYlmIJCw1abpg4HHbj+uhCRyOgKsERSYOgSw/CvqbFVYeceFdeDkgJJTliyc4+v9HvjgmdXGVSWeTS2qLy1SWP5Wcfe0mnbu2389HclVFaZ9MQFdz8U5mufSdHRIXnmGZeqaoGmCbq6JH982OELtw/dVP9kO9ynO4Of24GvT6Uw/EDR0alyvWNBMmOx9sQUHB2R/lZI/wr866DxmhccZt8jvtkNNZZTSvkPwD8c4bB6OLCRtZTyy8CXj3SuE0UgPgMCOL42TLoCK8osHmmBVqUb11OZW7qXN7U+lsppRNi/pq7DRy/O8OCTITwPLjzXGjLvU+1/i/BgXwdST4I6jNEcA38kx6MwmTsHVq/2xefsWZLXXu/Btv08TNMUeK5kRl+Gc5YYhOY5GJkI+fmC/PzRrY3MZuE/fxlmUq3LTVdneXyVwar1OlkbOtv9czkuXLTUAkDXJJoOvQmB40I4dHyuZyivnEgsTG6Oh5TQ0Kxg2ZBKSRTVF54AubnQ2Xl89xowugR5oKc20dCJyfkchvM5mHWMbBz8aUcgPgMCRoEVpTYt4Qb2ZgQVIZiQm6UHhwY6mUHlAfuW13l4yyRre3TecTRW7rK5pNhiQY6zT3SGVLig0OLpDoOw6ud/Tou61ITGdupsW7ugcY9KOCyZPtVFPc6Qf10dXHIJPP20oKBAxfNsFMVG10FVVXJiKVY+C99cZGPkCzhBzf91Hc6Y7VBZ6uE4sHqDTm25/9xKCZeel6UgTzJjou8yR8LwyavTrFxrsGSezcLZx9dPtKzIo7jAo36PgicF86bbhEwoLhaYBrS2Qm6uZO9eSU2tRmuroKzs9CtOO1U5uB8oBLmgpwqpk5fzuQ8p5Tp8Afq+JRCfAQGjgBBQmZegMg+M/l8rDQXnoMrqLkvyqY1RdsYV9IRNXtbhVdukyw2xI2NzbXHWn2UOrCi0KTM89mQUCgzJgth+cToWNO5R+MVdYVzXdwEXn+Fw7dXZ4+6Tuew8mD8PPvUZl4pyQUGhhusKEklJV5dLR7dGdzeUncBGIIoCH/mQ72pKCSX5Hi2dChKYUO4RCsGfXzb54/OwcKbNgskOu7arzKxxOGOBg3ac75ymCZ+9PsOWnSqGDrOm+GI2GhXUTgpx732S9g54rytKOqHyjX+Bm6/L8v1/ThPtn1Y6VmkVAYfn4NGcgQA9RQg+x510AvEZENDP8U5AqpFFbBJ7yCOChySLSzn5+7Z7SP4tofJO1CYrXWZOXE8o40AyTKplDq+kDeZHHab353QKAbNjLrNjJ6c10MurdExTUlIskRJeX6vQ3pqip8dhzhydSy4OoesjU6Ku67t5iiIpL/fQDYlhKGSykEgqeEKwbnMEhHWC7upQhIBbLs3w4FMm9TsF4HHPn0NMrHKJRuDZVw3uvydEbZmHZQk6O7JcfPHxj/DMiUoWH1R939qmsOW9EMsukPzzD0NYrYD0SOsOv7hLxzThe99OEw77+4+3tIr3K0Eo/tQhEjJYPG30w+6/GvUVT28C8RkQMIjDCVAPyUvYvCNsClG4TJoUHTSjYSKluNJjt+hARWGRnEjxoClFncDbEuLtJtUFOzB1i57ufHL1PhobO0mur+GuLpPvLR9eZfZYs31bAmyHujqFV1+1yMtTWL5s+EJ9506PL9wh2dMIZeUeU6ZAVSU0NXtYtopuQkGhSlW1Sjqj4Ge8jg1OFpreBU1KHn/eIOMqVBW7hENQHJOs2aNyziKHVAq2bddGRXweifWbVawu6duyQgFXR0qbx5/WWbHM5apLx06cBwyPoCXTqUEqY7F268kNuwcE4jMg4BCGakK/hSxrhEMVKn1I/iSy3CrDBxynIJhGBdPkYSq9AVSBEALpKSA9pCdRTY/iHIVwgcfbm3X2zlWoKDy68PIkvNmq8VabRkiDcyttJuePnku6bKnN1m0auxv8hvixaJaaGgXDEMRyBa0twz+X60puuVWwcaNGOCzo6fVASpYscenokLy3Q9KbNph3Roi5s6G0eGxzW7duVXFcQV+PoK1FoSul8MSTBhdfZBOKSCIRye7dKq4rufiiEyf8yko9zvuAxdPPRgEXPwfDA6mAdAmFBKte1wPxOU4ZEKAwfloyBRXvBxI4n+ODQHwGBAzBQAumdc0uXaFNbHTfJVSq4DGNXCppw0MiERw97CyRtNFLPW1MNEwaqqtpba8kJ95HfjiO11uC11eKJQQxDfZ0Dk98vtCo83SDQUlY0p2FX24K8dnZmVEToDXVHnd8PsWeJpVwSLJzp2DlSpdYTBCPS2bMGP7bx44dgm3bFCIR0HVJOq0QjxtEIhl+8mO/8r83rtDVbTOhxiMSGZVbGDahsKSvV/DeDpUJJR59exUcT/DGmypTpnl89S9TFIYkOTmS6dNPXBqEEHDJh23eXptl0yaTrOOCVAEL3XAxwyYTqk+s63q60doqMAx/1OxYMB7zQIM57/sZDwVHAYH4DAg4In1GPXGznjKvgM2pRuzIShxmslDOHZbwBNhCE++xl4gw+aDuIgveYw95bHlzDpm0zuywxJXgeFBnuETMo/+RdDxY2WxQG/PQB0X/VzbrB4jPoYpSRpInWFoiKS3x8xKnTglRWKDQ3OwxbZrK3LnGUY7ej2lK1ByFdK6K2+sipcSTHpm0QiolKCqCaNSjsnzYS44qc+e4VJR7vPmWRh6Ss6bYiByB5wmuvTDLolnOcRdajYSrrrJ4dKXB2g0KXioL+ZB7RoTZZS4f/+jR59kH+Dz3nMZzz+uoKnzi41lmzBg7R3285YEOCNDxcC0nk8D5HB8E4jMg4AhktA7wdNJGMzVo9MQFNbG9VJGLPxXtyCTIsFO0UEgMBUFYh7NCKSL53fTOF2zZPAM7I6lyJHWuS02ux+TyoztrrucL0MHV75oC6UH1K0OJzOOpkNY0wdlnH2MxVo1g+nKNNa0GnulgJNK0tvbyyJ9dtm7P42tf1Vm27Jgv7bgJheCOOzIkkgqZjN/WqLNLcOklFouPs63SsTBrlsvFn7epflvDcnRKJnkoRS7/c0l837jPspqKcdnLdTyxarVGVZVHPC548011TMUnHNqS6WQKv0B4+qQyFm8GOZ8nnUB8BgQcAd2L0WXuQApJ2DPRDZN0Qy4dtW04ciraUX6FuogDAqXfJZWimxxtO28kzqdRzSUzMc3WnijxvR7XVqVZtriBRqOLGHmUUXlYd9XUYE6Rw8ZOjeocD1dCe1phedX4ywVMJuH++3VmlUDCc8FKky5NsHVriv/P3ntHyXXeZ5rP991Uubqqczc6oJFBgCAAggGMYjApUQymrEhK8lqylSxblu31hD3rmTnrGe+u7Zmd3bHHskbBki1ZieKIpCgxiJkQQOQcO6Nzrqpbt2749o9CzqHBbgL3OafOqa5wU1fVfe/7S0GgsX/fJAcOVvLC89DQcP7lXSmSSfiTP7Z54UWT8THBbWs9br317MJTqfK4VOvSJ7Oek9XLPdwqQVMyYMQWJE110pz5kPOzZInPpk06Cnjf3e+u8DyRsBhpFqEIWy3NAkLxGRJyDtLOfEbNg+S0cTwREPGqiKZq2dczwG2N54/DylPEo0cXh4r1dFCLXTRxBw2kG9BvajxnFGi29lEpBP0cpqiKtDLvrMt+pM1BATtHdHQJ9zc7rK5991268/HSSxrtnYIb5vnUJzxe7YH+iXKep9QCAl9y8KDOr17xeOITZ17G+IRgYFgSiyqaGsoiokBAFyVSSBq4cFVm27Bxk4FhKFat9DBOmFyZySg+8uHzh7ULBfjOd6CrG9asgUcePvOY1MvhvuYSk45g95hOXSzgY4uK07uCa4DffMxl2XU+lgVz586c+ITZmQt6LRKLmNy4aPrD7l+f9iVe3YTiMyTkHGjKpCn3PoLkG6AERhCnqI/THF2IdgHTdzJHWi0FBEgkAp2i0PBdjXxvCssoYMQ8ciTZPmCwvbuN988fwMKiT/TQqs4uPmMGfHyRQ9Fz0AQYFzgM6N0O1Q4NSSqOjBDNZKDoCHQ9CqIKpTyETKFJKI8dLr/OKcH4lEQ3Ajbu0Pn6/4jQ0yuRuuID99j86R+UeM6YoB8XieAxVUEDZ55/fio/fdpi6/byT9/IiOQD7794t3jfPujohJYW2LABbr1l+pviR3V4YomDUpff2P9aRddhyZKZFZ2nMttyQa81CsUS7+wJw+4zTSg+Q0LOgxUkaJm6nRHrIL4skbYbyZRa2HpY0tFR7gkaEDDJAApFihq0I1+tOBaLVSO76cESOhpzaIntI6ZyVFf30ZA9jEKhqjSmuhvZPxrn/YCLh3mBbl7kIr7FJ4rOd0uEXnedz1M/NfCDgIkJjRtXByQTAZMTKfIFhaYFtM0VrLpNcWhSo/eQ4OV1FvsmJK93mgy+BKUBB5wCQgvYtTPKt54J8H4nTt2NLmvnOEwlfLhA8Xm4T6O2JsApCfr6L82uTCTKYfehofKozmj0/O+5VELhefUxE2H4sOCoTCxicOOi6T8GofN5cYTiMyTkArCCBA32itMeP9oT9Ia1exgWHXiUiKss4349WzyNNlHD/UYdFSJOlxrCpsRaeScfr21nq5VjrJghsHVM1+fWhfsh30hOTSKE5Dp1+vqmkyslPD0PXnnFYP8BjZIOBUuiVZd7Za68weOmNQE/eyYgHlf09UkqK+H+zyv+sidJcaeg99eSmxtdXhnVqFi+n9wui9LBCADK9Rnvdhkf1DGCOH1vStrvKLJ2nsGimy8s5eCB33D4wY8i6Drcc/el5cjOnw8f/Sh0dsKqlZBKXdJiQq5hZqon6LUuQAtFNyw4mgWE4jMk5DJpba1kXU8nAT7VTcNss9v53tRv0WG0EqiAh02X/xyPs1IcmXYUFHggugM7H6en5KLFPbKaIq5Z3N4oWM5qLBW5YOfzcrgS7udrrxm8+LJJoMFr75jceItLw7wAW9N53/tKGDp88kl45GEfx/HZGhj8H7viRD3FcF4yWCfZv18w1A2qZFKYiIMhwS0BfvnmOLjrdISMMurF+Mr3orhfyPHYvaXzFgAtu85nwfw8QoB5GYd45Q3lW0jIpRLmgc4QYcHRjBOKz5CQaaA20cZY7C16Jlz2xdoYSwlSQSf4ivVK8o1gks/IJWj5tyH/NkZc8ZtRjT2qksOlRlJmLc0ZnwURQZKyjdZRkOyd0qgwFKsrPPRpLmg5ytnaL12qKG1v16jMKvomJMlUwNSopGqVT/egJF8UVCTKv/zpNAwUJb86aJLUFElDUQwU+3thar8O/dB/cG65p1SkAK59ZA0CkOAJ1BsCt9OkNyr5q/8WY2RY47Mfs88rKq9UhfqlUCwqbFtRUVGefhVy7fFu5YGG046Oht2nv+DoH6Z9iVc3ofgMCZkG0oXVKKUYjO3FDapxfZOUMcpht560yLE56KbX2Utzbi8YjaTzHpv9UVqsAyyNb6JkpLGjN1CllgFwKK/x9Y4IpgZFHzptjY80Tn9z8bMJzMvpB7pgoc+zz+noUjE1IUlc59I/KqlIKBLRky2HTlsiBKyo9Ng8ojM2JnC6BJQoj3bXFMQlxARMCTjWPeDI/cCHQR81R8dAsf+gxuEBSWvT7CoyORv9/T7f+GaRfD5g5UqdDz0eCQXoNcq7lQd6ogC9kuuZrRSKLhvDgqMZJxSfISHTgMQga99KparCSh5ikXWAfi+D8AUeBjvsVl6VP+RJoxrfL/DUd136l6aINCdZUD9Okz5JnduNro8BKbZOaMR0RY2lUAq2Teo8UucQucCK9pnktrUumlQcatdZtMymYEImpXj/TSX0U7bfOuLmtiQC0lqJZ9dZVDYo+voEWD7ENCgAlgItCv6JOZoaCB18iTkRENEUmlSYF1Z3NCvYsMGl5AY0N0s2b/K4+y5FVVUoPq9V3q0w/LU8bjMWMVi9ePqdz5CLIxSfISHTiKWN0uzq9JgOkaBInT5AUuYoBAleUrfwuLaOUXeAfbfdhp02yHlxensiLDV1fqfZIafvJU4LaUNR8Muthwo+RKQ6aYzmbEUpxcgIzJ3rctNNLoZxbiE1L+5jScWkK9A9SEhFOq3o8wH9yHttoBgFTYfAOJKvVZ53jtLB0xCBYnjUZ/Uyh4a694brCZDNSuwCDA4prIggFguFZ8jsmox0tVEoumzcHTqfM00oPkNCppG4V0mtPkYygG1eI0mZw8QnpyQuJjlh8KP0AliqMxlvQOka7aqZ3qkcDezh/bgA3Jp1OZTX6LQ1DAGfmFM8aZTmleZS8j19X/GTnwRs3qKQUlBXB5/+lCSZPPuGJ3TFp5uL/EtPhEFfMOkJFqZ8DgYariPKv1B5QNM4Vn/lAUqAioPwEdIjLkvcuNTm7dcDli/WWXbdpez1u8/NNxsECgb6A265xQjFZ8hJXMlQ/LXqfobO5+wgFJ8hIdNI1mkj6mVpNj1+JuKM4jJCDabyuJ1NjBBlRIswLisp6RFSTBIRRQqpOC8FNTxIM5MU2K11MbfVYbmbZbnWQEzO/nj7jh2KjZtg7txy4Uxvr+KFFwMe/81zb3tLLOCPFxQYciTPDfrs3KdRkdUZGpIwSVl8AugaCFlusIkCz0XqDqZhk5/M8+rraRIJna074E/+KODhh670Hl8+ui644/ZwZmbI2ZmplkxXK2HO5+zgPRDICwl57yCQxPws99vV/C++zkJd0KAn+VIsxWcDDeWNUTSieKaJRKHhI1AESiKFYJg61os95ISNJTRGzH72y46Z3q0LYmSkXEV+tGAmnYb+/gt7ryagLhJw/TyXfcM61dkAYQJHq9IDypF2qcBQoFwQAYbuYZolNE3Q1VGit6tEZ0eJb36rxCuvHO/7Oe4Kfj5s8F+7ovxTn0WHHf70hbx3WHHHDcdC8dPpVl6T7qcCcQVuIRdH6HyGhFwBTARr9ub4D2tNpCoCClIfpH5igKRvE9cL+Bh4GBSxkPhkSBL4I3higgpZDUIjQ5zDYpTlai7yCl0r+j4UCoJEQl3WNJ36eoHjKHxfIWVZjN629sLf73rw/PYI995cwl4u+MFzcLBHkktJGCwXvgshCDQIVJ6IJUklJ0DAhA0qcJjMxZjMCRbO9/j58z5r1mi4puRve6I4gSBjBHQWNXb06jxRV2RZwr/0HQ65KnjrbZ3DhzUefcTBmOXFauFozssnHg3D7rOBUHyGhFwBOjpGAJDuO+C+BCgw7iKT+SLv83+KcvrYpukMUINQMNcb5BZvhDAELhgAACAASURBVAZ3HYejFqgYRG/ElwY6GoIrkwtYLMI3vhGlp1eyapXHhx6/8DnipzaoX7wY7rtX8MqrAZOTPgiP4WHBiy/FWLhA0tx87kKg4Zyk6EJNCmKW4snHijz9gsXeCBRtCKYEgYJ0WjHhC5rmjKOUouQIJoUCVcKQAsvSOHjQx9AFjgPrbR0nEDRGyuuPaYqor3hu2GJpvIAUUPKhfVgyNiWJGdBa7ZOKzYydMcEQEo0k2RlZ/7XG5s0GvT2S++4tUVEx+y2smRjNeTWRt8OCo9lAKD5DQq4Ara2V9HR1gPsiiFpAgPsqQlvMjdr7SQ19gzVyAz3RRqSbZdXIr1kSnUKml1GDxoDMI92dKGshK1QbPiN4dGPQikZm2razq0ujp1fS0hKweZN+USfg2qb6kwSoEIL77hM0NQX8+b8r8c5Gyfe+F0EIk4cf0vmLvyhSd45K9KhRXm+gQApIxuGJxxy2HdK464sl3HGBX4LmpoB//O4Uv/xlkURCIxYHTSvH5TUpyVSU/x4b10ilYH+fToVx8nrjGnS7gilfMDYl+PMX4hwc0pDA0oRHdUTxwVUONy+4sJGd5+NAu0Z7l2ThPJ+WOecW4RESV+xiI+R0PvlkkUJBvCeE51HCPNBLJx41WL0kdD5nmlB8hoRcIVqak+zr8VnYpFFuiq5AFYmNvMrikR1Uu4MsjB5mj7yLn8Xa+EE0yQp9H4tEN3VuNWnlUWU+RhqLCfEtAmw0tpJSn542cVJVFWBZis5OSU11ed765fL1b3n8+KkCgV8EWYOpm7zwYsC/+tdQd473VcQVy5s8tnXpNGYCpIT+CcnCOT4fur+EdkLWwW23Rfi7v1P88Mc2bkmxdImks0sSjwdEI4qiA3fcpqPrgmoj4KCtEdeO75sblPNMDRR/9UacrmFJazogb8PuXh3dLPFPYxb1mYDmqstr3bRhs86f/3WcyUmBJuFLv13gQw+X0M5Sh2URvaz1nQ3XLadV6HoobE8klVKkUu8d4XmU6ewJei0J2LztsnFX6HzONKH4DAm5QvhkMVK3sq/7TQAWtlwPhSGC3HYOZFsYsBOMOkW+X8jyy8OfwJcSK21zb91b/Gn8n0AZxI71FwoQSNQ0DyXOZhVf+qLN4GA5LH65OW9j4/C9Hyh8bwIYg6APx6nED1qJRs5f1f3YaoeEpVh/yMAP4LpGjw/ccLLwBDAMyR/8QZwvfjFGPl9uxP8X/7HEm2/4BEhWr5b84R+Wd2Zthcu2nE7MV8S1svDsdjTuyzh4vmBfv0Z1HIo5OPimRs9OwZbRCLoJSS/gL37fPsOWXjj/5e+idHVK5jYHeErwi5ctWpsCblo9Pa7qhbB9h8ePfughNfjExw0WLJj93RNCLowwD/TiOHFOWsjMEYrPkJArhmAyeBgjsRpQbB1pJNf+MyqkZKRB56CoYrAQ4dDwQvJaAnxBMRfn2an7KM2J8G+aD1BFjgqyJNRjlOjAYv4x19PHo5N9TIpRqlQdjbQhLqEoqapKUVV16YU3J4beu3sEQeAAHkKCwCRQw0SjGXS9Bs4jni0DHlpZ4oHrSwQKzPP8Qum6IJ0uH4+//E8WBw4ElFzBvLbjDdubIwFP1hV5bsSiuyjQBdyVcrg97aJLCHyBpwIO75LYOSjmQTegYMN3vxPhf/usTTRyacdm6zadXdt1Sp5kxy5JW5tPyxyfjVv0d1V8Pv1Tj2ylwHXh2Wc9vvKVUHxeTZzalB7CXNCzEYsYrArD7jNOKD5DQq4oEpfjJ4HKxiXI3tewvAgxc5ip0kI8QyOp58kVEiglCNDYk1vAcNDNpBzEwiBKLTq1Jy25j04GRDcxEnSJA8RUiiw17+rendqMviKtyFRZjAwU8VxFoMpi89ZbIySTPhfqOZw6hvNC0DTBokVnfuPShM/ieIGcL3inR+dXu0zWCZNHFzk82OLwUq/F+KREWqB7xzdT1wPyRUE0cmmOc24K4paisspj734d1wYVQCx2SYu7ZJIpwcSEwvehpTlsM3W1cmIuaMiZKRRdNoVh9xknFJ8hIe8ijrmQeN3jNBdfxA1yvJGopM9uQBCggnJeaE28j0/Vf4u0380rUyUm/S7mmXU8kLoOyXFx5VBEx0DHQCJxcWZux44wpxGeeNzn67kG+rp78QOXOQ0NNNRL/vpvbD75pMXcuTPjukkBRQdeajdpTAb4ATy1x+K3ljkMjUpq5wv62nVSSxX7dmkYFnzo8RLZc+QDdnZJfvJMhNFRQVuLz6MPOWSzx1+/ZIlPW6vH2++YEIDtCXZ1a3zyYxf+vyqVFIZxvH/qpfDEJwye/4WHrsODD8zyfkIhl8XFjOa8FivmY5Gw4Gg2EIrPkJB3mXz0NvKRW1FaH3Mze2mwB9ifm4duusSiU3x4zk94LL6R4XwVabWe1/OP02H3E1NR7kovOLacGhoZoY8pNY4hLCqoOud6B7r7jt2/lPGZF4KU8OmPTXHvvfXs2l1F0Xbp6FDMmyeZnFQ89dMSX/2jK1NQcyGUfIFCoMuyGA0UNFf5fOw2h6d1i6lcQL4kWXVHwJOP2nz6YQd5FqMwlxN8+/sRDB22bNH4p382+NrXNP77/5dnxYryazIZxS13eky6ks7DGtV1Pnc87tHWejzNYWhI8MyzFlNTgttvd1m10juyfMX3v+/T0aGoyMATn9Cpr780AVpVJXnyiXCS0rXI2XJBr0XhCaHzOVsIxWdIyEwgJOmgkd8o1ZJsfJ1fdMXpEQa3tW3hw5U5Em6cvbqGooiKewyoCJu8Dm5nLtqRr22SClao2yhiE1MJDM4uLk7tyXm2x6YDXYfW+j5a66Gzv4rdO8eAFLoOTnHaV3dR1CUCFmQ9dgxoCAW3NHtURBQrWz2WzfEYuE+CgvpMcNZq9KOMTwhcV2AZis5OiEQCJvOSb/+j4G/+uux+Og4cHtD4wIMurusyPiH4/XuPFzD5Pvzjd6IUbEE8pvjhDy2ymYDW1oBnnvXp6lY0twjGxhTf+a7HH39VR9PCcomQ83NqNTwcF5rXqvCEIzmfS0Pnc6YJxWdIyAySm9SJjSzigfgefG2SyJSPHZ/PsCGYop8Nk7cw4VpMjJrs0AI2FxSr53CsEbxF9Lytec4mMk/t0zldnLi8eEZRXano6g4ggI9+dGbdNwmkXYU9KJACKpqCY8fS0GFO5YW3VUqnFJosty8yDcXYpEZt1iWdDjiaNGpZ0NLkc7BDIwgEt6x2T1qGbQvGxsSxBvyjo4LRUUlra0BPj0JKwdatkmxWoZRPsQjx+HQciUsnCBTr1yt27lRkK+HeeySpVCiIZythHujJFGyXTTtD53OmCcVnSMgMMTgkeOonOq7bgqvq2XfYZc7SPjYs2Eo2dgsdcZ+gzmf/m41MdqdoFz7fHKjl9z48wr+9s8gcIuft93k+cXmm56YzPJ9ICD79ZIAyLBIJQWXluYtd8i702xoxXVEfu7z+mmdi/4DG+nad6xt9lIKXd5osrvOZk734dSWTiic/6vDDn1rcenvAyECJ5UttPvXk8f+JEPDkh4rs2Kuja7B8yckV7rGYor4+oKdHEo0qVMCxRvx1dYL//veCirRg2za48w5JdOYyFo7x9tuK//mMoqoSurqhpyfgC5+XYf/QWcyZquGvad57bV2vOkLxGRIyQ6x7W0PTFFVV4PkGzzxvsa+zlXuyuylNOpC1GByMMtFVQUXNCN2DTVTEJ3ixfZSK64p8rDLBDaRPWuaJwvFSOVFwToczallQ23T+IqPhouAf9kTJewKl4P45Je6ud8/7vouhUBJIUXY9EeUc1ULp0kXT/Daff/3VAkHAkdzQ08V1NAprbjhzWyUpyxN2XnnFYHJScvPNLg0NZfG55kadp54S+L5HKi25404TKadHkJdKsG07uK5g+TJFInHh792yVVFbU76wSKehq0sxNgbV1dOyaSEhV5RYNAy7zwZC8RkSMkMUi2VhBtDVWSCqkkQMg763bqdxzXoq6sYZ7q/A0hy6RlspEEP5GjWmS/tYjr1VghtU+iSBeCVC6FcqN/RUXuszcQJBcyLAC+DFXpMbqzwSxvTZFE1ZH1MLGJiQ+ApipqI+ffGC7rjYLHO2oqQLIZVSPPJI6bTH29rg/Q/qdHQYpNJw802nv+ZS+eEPBdt3CKRUrF8v+MLnFeaRjIhcDrq7JZ4nqa31qak5+fhnKuDAQUgkypX4QqhZ4ciGnJ/QAS2H3TeHYfcZJxSfISEzxKJFAa+8oiGEwvUEmvCIK4/uQ2k62x8gs2KMw3nFeCyN7xhYcQeiCjtrkanYR4NqAxquuEA8U6HS+V5zKRR9MGVZ6GiiHBnzpjnyXpVU/N7dRdYdNNA1xdr5Lsno+cXtVFGQLwmysYC3Nxr88k2TtStdHnrf9AnCUzEM+O3fdhkbEySTisglNro/Fc+DXbsFc+cqBgc11q/XWL3KZc0an5deEvz4xzrrN0To7dOxHY2mZp8/+rLNpz/pEIvBAw9IDn8zoKtLAYpHH5UkEmX3eO9+jUMdGtlMwKoV3mVPzJpN5HI+4+MBjY36ZbW9ulL4Psc+K0cvakNOJxY1WHVd6HzONKH4DAmZIZYvLyurXbslD9wq+OQHbb7/lMWkDc03lNCyCb73hg4LPBj38GyN9M3DVM8fpCbrMW/ix6h0M4Lku+pQnitP9HLWf0uNx84xnaIvKPmCGypd0ub0J2c1ZAIev/HC+myWPPjZLovNvTpCgCHh8AbJwjqfNzcaPHBHCceDoRFBIgKVWcV06hJdh+rq6T0Gug7NTYrt2yVbtlpMTAT86Z9ZLFqQp+AKXt8QZ6DHACXAgwN7JH/2v2vs3mfwn/+vHJWVgi9/WTIyUm6WX1FR3uHN23T+5ccWsTgUCnCwQ+PjH3Km9XjMFEopvvYPowz0e3z60xmWLp2mK4FpoliEb387SnePJJFQfPYzNlVVYWLjmSjYJTbt6JrpzbjmCcVnSMgMISWsWBGUbw3lHkQffKDspP3tyxGKJcnHHxrmX8YDxisz+FMSZ55F51Qbw6qPinQUxQSD3bl3RXSei6PrvxwB3Jby+cJSm30T5YKjG6u8GRcuv9hrsrFHpzkTIAU4HuxLSToGJQ/d7tAzIvm3X4vz5kaTaKD49H02f/ol+7xtmmaaJ55Q/P3XJLv3KKqrAixLUigZvLHNZGhcgypRTl91gSFwC4IX3zDYf0Bj8SIfyxI0NJy8zLd+rVNdrUgmFErBzt06U1MlUqc06Q8C2LFDMjEhWLAgoK7uvSGSLEui6WCas09NHzyo0dlV7pLQ2ytZ92uDDz505Vz5kJDLJRSfISGzkEV1Pi/v0uibACtWQit4mFZAsjSFY1oY9jB6IoWgChib6c09xuU6sD2+5FXXxHdh/7DGh6scIqfkU7oe/PqAzsCExpIGj6VNlz6X/lwUXdjQY9BUURaeAJZenlo0r9LngZUu/+1/RtmyQydpKHwdnnrR4qH7XJYvfffmtl8KiQQ88QmfrVsNOjo0kilFMnOkCss6IgZdymeICGiaAgHdvWXxeSaiEZiYgiTg+eWLK+MM+brPP6/x6msapgkvvqjzhS+UZr0AFULw2c9kyOcDstnZd9o0zbJLv69dMjQouemm2X08Z5JY1AzD7rOA2fctCgm5Bnn6LYdH1x5P1Lp1nsu+fp23D6SRWRudgNj8PEpqmMkiFVodBg8giFyxYqNL5dTtOJsremruaKG6kZ+OWjSZAbqAPQWdX4wpHq082cF5brPJ2/sNEpbizb0Gn7vPZlHD9AvQkl+uutdOEb+WDpPFshqNmwqhlU/8qgTJuCJfmPZNuSLU1QX80VcK/O3fQUNDwNCERkMj6AmfniGtHHYHUB5WpB97UlJTffYkzgfuLfE/vhuhu0cSKPjA/c4ZC5F+vV6jtVWhadDVBQcPSurqrswFxHRiWRLLuozKsivIvHk+woQNmw0qKhS/eBXaD+V4+OEILS3haf5ECnaJzTvCgqOZJvxUhoTMAmKRGP/lHwdAwaN3xmhpifK5u21qYib/z/YsctEwxTodpQQ3R4b5YvQmxDkmGr0XOFWkPrN/DN2MYhw5v9eaAQeKOnCy+NzaadBUGbChS6d9SOO1vcYVEZ9JS1EVD5goCtKR407SmC24paW8vsdvL/LGep3dB3VqogGLGz3aWma/kDrKypXwJ38csH6DYqnlcd1Kn70dgp+/ETA6KogLH1/rIRIzqc7YxKMKzvK5a2wI+MrnbQaGJMmEoq72zNVitbWK4RFBNqNwXaioCF26y6VYBCsGn/iog+cp/un7ClMIfvmCw+9+9uyn+bON3ryaiUVMVobO54wTis+QkBnkcE+eN17uZ6C/gBAwPmYztF8jndK57/4qHr85zbw6jRc668iPCh5cXOLmdOw8reWnn/5++MUvBSqA++9XNDZO/zrmNmb5xYE8qjqKEDDhSVqs08PXTZU+HUMaeUdQdAWpK9CMHsoN4h+9zuEbG6LkHEFEV+QcQV0qYFVjuf9oKgF/8rkC6zYZZDXFmus9aqa5QOhKs2iRZNGi8n3fd+jpd3n03hKvrzPo6xfs3GoQ0W1uu8mnuvrcyayplCKVOrf4/siHPX74I52hQcE99/gsWXJl/n/XEpEIZCsUfQMSXQ9obBAI5XPDijMXRl3LLZdC53N2EIrPkJAZouPgJD/7USeJpEFDY3lmomkpWlp0CgWfH/ygj/Exl7X3ZFnYWiLGzFSxlErwzW8JggCELN//469Of2/HxVGf5aZNhxNHE5DSFA9lj7ueR8P0tzdKcuNp5sZM7mp2uL12nIGLOJcECkY9HYEiq/vnLGqKAh+bq7F9MMpYUWNVdYnFVUWmBhT7PZ3nx1L8fCSNpsOqSIEVzhC79ktGbZ3qqEdFZPa7oEEAtgPxKGgatDQGtDQG3HWzy9CIRGBhFySVlRqp1OWHnauqFF/4/PQOD7jWkRI+/VGbF141KbmCT33Yo7Y6eUHFUdea+xmLmqxaFjqfM00oPkNCZoBC3uPnT3eTrbSIRMtfw5GRHCvmle/HYhotLVGe3jLIllV5UhmDW1WK67iIUTSn4BYKtP/qTfKDQ1QvXUTjmpWIC+iOXihAPi9obi47el1dglxu+sWnJuCzi6L0lWxcBbVGQPQEvX0stxVYsPDoo9EjtwvDC+AHPRY78joCuLnS5eH60hkFaNGHSVfQoiuWHltfDICXRwxeHDPpERLH0MgXBN8ciPOtTTXQAb4lSLUGfG6Vzf96o31a3ujZKJagc0BDCmit8xntu/Lts773C4udh3Q+cJvD7SdMYtJ1qD8WOr+KGnZepVRmFR/7zRNbiJ1feB6d+34tCdCCXWLz9tD5nGlC8RkSMgPs3zOO7wXHhOeZmBIG626u5JX+gOxkkdcZ5zNOhtvmuRcsZk5k+/d/ynh7J1Y6xZ6nnkUpRdMtN573fakUNDcrDrWXQ9FzGhWZzMWv/0KQAhqtKxeG3TulsW3cYG7cRwHrRkyuT3u0xk9eZ0dO8p32KI5f3qbH5jisqiwLs105jV+OWURkwDCS3bbGZKeEHYAN1ILwYPKAxl9G4wz6gr+5pXDetlF5G77+8yiDY5IAmFfv88CSK5tgEQSwr1MHBQe69ZPEZ8i1xbUkQMPh7jNPKD5DQmaA7ZtHqcgcr24/0fUEKCnBM0EDvaLIktR2tEmf3kKE/7RpPl+23mF58xhVLCNK1QWtz7Vtxts7STcfP7kM7dx7QeJTSvjUJxXbtpeF0LLrFPpl/HJ05CXf7YpQbSo+2WITu4hlXW4jfScQSFkW0QIQQuEEJwu8og/faY8S1xS1EYXjw0+6LZriPtURxSvjJlIEvDal0W37THZqsA7oBwKgB9RCUAnwR+DZvgi/N+GwpOLcIfht7ToDY5LWurIQPtin0541aZp7ybt7XqSEJ95fZMdBndtvCPtCXoucmP+5c1cPwFUtQmNRk5XLmmd6M655QvEZEjIDFPIeFRVnr1bPBzrjms7gUCXLIh5GySOTGqdf72Tj4DgLWybo5Q3mqUcQnNsGdZjCt4oY8RjO5BRWKklpcoqqxQsueHsjEbhpzfS4BW8NG6CgvaDRWdBYcp4ClRO53D6irXGfiAzotSVKQVpXzImevP5JV+D4UHukwt06EvofLUnihs/mguD1ok+/bZDzNRjQjkf/85RNlXGORD0FJR/Gi+d3MEuuOMnRFij84MqXli1s8Vn4HqrQD7kyHA3BX+2Uw+7hhKOZJhSfISEzgGVpeJ5CO8s3MCp8+oWG90aU3VXLSDdMUBiLUROdRCGR6Hicf0Rk3u2km1cxxnpou3uKgTccxruqqGhpZu77bpvmvbowllV47J7SyRgB9ZF3t9I5ayo+32azaUxHk7Am4xE/5X8Q11V5mpFfFp6+KhuaSb0sRncoh/6pGAVDIygKIEBf7iGv8wn6Jd5WE0pl0eiisIqwMH3+cPa8Bo+n1pns6i1PeErGFE1VF+9GHjhg8/rrkxxqL2LogtWrE9xyS5LKyjBvM+TcnFoFfzU6oKHzOTsIxWdIyAyweFkFG9cNUVsfO+PzERmQG5VQFPS1NzLcWYsXGIw3TvKvGoYR5GlQt57R9XQJ6KSAPjlIdMfXqdi/joR+GLu+kobbW2ltfohM/T2Id3F25Ylu5fVpn7Z4AVMqzAvIXXVxKeKQII5AXLb7WRNR3FXjIgSnTU8CiOvlHM+fdJfTIgLg7poibqyd7UxRH29gZ08bgSUQCZ/4zTmstA2OxLnORC2xKaxPoGo1hCZwSvDl15J8ZZXNmiMjQ/3gePN6peDN/Tov7bIQCUH/qMTwFL+1okj8IvJfCwX49rdz/OKXY9TXSRYvsdB1xYZ3pnhnY47P/E4tc+ZYKMWMjy0NCZkpbLvEltD5nHFC8RkSMgMsXpZhw1uDuG6AYUgqKxP0jJ+c+xktuBQVeEUL39RQrmQsqGRZ/GbmqrOHSdczzo6xboZf/TlGhcmjmSLJiRLR9jFUq8lhtYOMuOfd2tUzktAvLITv4fGO2IxNkVbVRBvlBMiLEaAFPKYooSGIBxbPjEbZcqTafW2yxIMZ99j4zKOsqvRoivuMliRJXeHG2mkXh5hCsLKmjx2ddRyyk0QaCqRrR3C7Y3hoCE9QqrYwPliitDdKScDAsOTZIYvtOYNPLLD5nbYi39wa5beWOMzP+ry21+Dn203mZALqK2BJo4/rw5sHTYpTCT7Scv7jlMsJ/uqvBT9/fgrLyjI0LOk97HDPPQ4NDRbj4x7//MMh5n++mVeGDVRe8BtRj/vqPaLv7VkFIVeAq7kKPho1Wbk8dD5nmlB8hoTMAOkKkzvubeBXv+yltjaKaZ3cw9P3FXdNdfPTaApcDeXokIBbl5VoS587P28EF2/TDsYrXBIH+3FrwVMSyymghocoRmIoAsQM9Q29GEqUKFJEQzLO5EW9t4jHZoboFFOII1q3u2TQ69az0KwABK9OmFQbijXJ08PilZbinSHJ9jGDpkaH5kqTiNBJWXkeahvkm/ujCOFguT6iyiGSKxKJF+npnYOf0iCjoFNQQiAdKOXg54ctdEexr0tjY1SnIe7z8m6TpmyAccK/w9CgtSpgXXuCD9wiSEROF+tKlW9SwsZNOlu2TjI+XkPJsfA8yeCAR7ZqlOY28HzB1pjimecixF0ND9isTF61fD56g8OatrDKPeTawLZLbN4WOp8zTSg+Q0JmiBWrKzFNyRu/6qM4VMQ0NSYmSnTqLpom+NyDMb7YMMGXX0/SV9K46/oSP75r6rzLvZEUHY1p1KAimhBMldKUjDGCeAQvNoeKoA75HhCeADFizFdtjDHOXFpPeu5c7qdLwKuilwlKZIkgj8SZd5QkQfIwkyWPCqealKbocrQzis894xqv9Jk0xgO2drcRiQ+RitoYZLijvkQq2sHfTyQp2DGy2ljZnfYEKtCQukJIUFq5/khWKvKqPCHqB/ujPJh2eHGfScIM8ANOEp5H0WQ55N81IlnaePIFx4ZNOs++UA6h33dXiQP7NcZGBbZtMD6u4wcSJSM89XqcOb0uzqRLd02MqhHF0rVl59mQCksofrzRIhFRLLkCI0pD3rtcte6nonzVFjKjhOIzJGQGWbI8w/zFabrac2zd1McH78lSU2OyZHGCeFwHfHYvGz/2egePAj4JTORZmkg3EOV3F9/L95rbmTCjbJuqoeatgKRRh6XXko2teZf2bnpoYg5NXNzJr5spRnGoPqUBfUpKegoxBhlhsq+GSd/ETjksj/rMiQdE0I8dV08JBBCRo1CcoHVSY5E5lzqZ4m01RHXFMC2TbRxyq7FdB98RjA1mCTQQgUCVJGiAAk8XDE0JckWBheKpwQhzEj5P77GwJyTNlWfP7Tz1NNndK/nJsxaN9QFCwLMvWMyt9wiUhlIKX0lKGPhKo2gKdh/WIaeDD339kkizoDCpURqEdgeaMj5+IcL/+ck855o5UCrBul8bDAxK5rX5rLzBm5HcUdeH/aMae4Z1Sj7UJAKWV3tUx68eQTE4GHDwkMeNqw0MY+YTdK8mARqNhWH32UAoPkNCZhjDkGimy7//6rkHpo9Q4DXRja8CaoizljnoZ2mzFCXKR2JPcIhtRDMWLXd+Bn1iCFL1EK+7uA1sPwgdhyCThWUruKwmn2fAxqeARwyd6EU6smfL+TzABPFTpvIEAeSLMGjrSMtBxHM0ioDx9GH+b9uhRS/RGpG0OAap/DBCJKlKNnNw/CDzUuMsjr9D1DG4TjXR6O3kAKNsdj7EIVHDRFCBPR5FGSCFotRvgRZgJD08u+xEosDQFY4jyFT53N5aQgTw806d5TZUnDKoKVCAgvr0ycJ0bFwij7iqAaBpipa5PvPnWRzoVqiERBUFRCVEArAE1FokrDEqjUGG3qin4KQROYEjFKMJweC45PamEo/ec+axl0rBD39ssWOnTjKheGejTi4nuPMO96TXhU7oPQAAIABJREFUrF+vMzwsufNOl2Ry+sXgoTGN7+20yLuCuK7QJOwe0Xmx3WRlrccjCx2sq+Cs9sabJV5+uUR9nUZr68xFKa7G9kt2IQy7zwaugq9pSMi1wW6G0RBUiCgDKscoNjXEz/r6BFmu5+7yH0kgeYFX+4ENdh4GRqG7C379FsTiYE9h79vD0JwFKM8jNaeRTNsFVMOcBZeAdxhlv8iX7T0BC1ScG8linKd36YmcKfReFB7GKUL2QE5juChZGfUY1zyCmr148WGKwsXXfPZ4JvtciKtBar0JFo91MTftMbcpStJMs5MI84tbSAWdVOgrWE4tvxv/BZv7b2DKykASCuMSd1AHS6FFFHrJRTfAKxgIKTA10IRiwpe8NGwSNUAkoWNY4/o5/rHCJ6Wge1SyrN4mm4gde8wLIJoM2F7QWN9lIAQYRcVHW4r82b9VrC/pODtL+AWDwBQgNXDANAo0Lu8ju2aQmooxdr+yjNyuFIWioDAo8BS88IbFb6x1iUZOP8b5vGD3bp3WlrLbmkgq3v61cZL47OmR/PRpC6UEvg+PPDK9Tes7JyTf2BIhG1VUx04U5AqlYOuAju3BE8ucS5oANpt4390m8+dpNDXN/I5cbQI0GjNZeX3ofM40ofgMCZkFPLrWOu9rohiUyFPCBwGGukhHZHIMtq6DSBRW3ArmyevMU8B2dpMY+ibWls3QreH3OOSNWuy5jQxt2MuOf/xn7EgdmWUrSNbWsOCh+6m7YRlWsjxzfmDbLgZ37iZeU03z7TejW2feL5eA53o2kXz1RVY5AVOrVzE6r5V9/ghupMid1oWH+M6U+5lWFqOiiEG5lNsPyuIzbSqk9PESvbiGjQgURR1cJXHMgLQ7QcwtcLgii4Fi7dhbjCQbGVQ6JgE5f5AxLUO16Mckzs2pOXxcP8Avi3djuYKuksSvUOiihJhQKGkQsRxc2yy7nkrg6TDuw9KIIlAwkRUsqPRpH5bYgcCSYArF9U0et9ZMEqgY6w/rvNJjknMFHT0aiVYw+hVBADXzA76/N0LOE6Rv1LHjPhO7JZQACZTKbuzB4kJ6Is3U631EbyiQ600d/2iMCrbt18gVBNEzFDfpukJq4HlgGOA4p78uHldELIVdFFRkzu569vUFvPiiy+SUYsECyd13GZjmuUPLSsHT+yxSliJhnr5sIaA5HbBrWOfAmMeiyvd2/momI8lkZl54HuWoAL0aQu92ocSWraHzOdOE4jMkZBbw9FsOj661ePqtcuP4M4nR66jGUR7jwmGlqiPDGSyqc/HST2F0EDy3fDa/6X3lx/NjHBx4lvWZdoiM0pLvYsHwCPuXtzG5thrbihKMDTNqp0kO9lHqGmXXhteJFTV2PfUsCz9wH61330Z2fhtbnv4RVjbBwM7d2CNjXPeRR0/bjCI+/3VyD4t+8nWQE3RFssx9rh9vbj2isZY9jVHa5syn1lyCQeKsuxMoGPcFUXm6GFlABa+oHhLCQCCY8gQTRY08Om68B/QChm+S1z2KgWA8SGHIElMiTkQU8fyAoXic4akWxmWCer+PkghwtBoKsgdEnjiSdFDDZxYepLRnLf1I7CrYOwYTahwtEyB0sCfT3Nbs0OVpWD74miKnBFOl8kSj6+s8bl3s8sygxei4wBWK351XZFWNz0C34rVug+fbTeoTASbw1rhEGHDzKpc5qYB8SfD0LoslNS6GA0XXREtKPIfylCUTVEISIPG7Jc51Fo5vgnXkeQOUJ9gzrvO91yP8/sP2abmfkQh84EGHnz1jITWQUvHhT5085CCbVXzpSzZTU4KWljPnsA4PB3ztH4roOsRigl+94jE+pvjIR8598dU7JenPSVrT5+57WmEpXu8y3vPic7ZyNeV+hswsofgMCZkFtLZW8vRbI7S2VgLw9FsjpwnQCDpraTq9AuVCKeQgnobCVPk+QMkmv+6bbG9uh96AQsKkPdnEjtsXsr7yRuLFMe4uvYXhF8nNraL/P/4WyS0HCf5qF6MHJjEG8mz+9vfpfOvX1P/hTaj7FUFC4Ts6h1/fyXWcLj43MUrf5G5u1QcwDJ+0N86QWUtsIk7/LfU40XHa3S2MWl20qgdInUGA9rqSb48ZbDQKFHSXpdVpnjx8mJUNDYzmBF4pwZx0mn3aBDWYDOTjbDtciWGUsCdqmC8c0plxImKCTn8BRaIEvkS4Pv2inmhgUz3RzXPt8/GmmkgvTpDRBVPGIZbZP8b1C+iAqwTZilv44iqbZw+Y7B7WqU3ClJ9gLHCJa5LH1rjc3WLzt50xRlxBwRMUC5BAoWuQMRX7SxpmDNZUeIx5gl+7BqvwcXzBK70mTclyK6YxB8aKgoItGCmYNMcDIlLhKUXEgP5eSUkJLF3hewJVAgxw8haG7+LmLIYnq7F7ozAB+MA4BCZYMcX334iwcI7Hg6uPh9MdB7Zu1+ns1FizxqW1xae1JaCi4vQPYlWVoqrq7B/Qnbt8XA/q68vqtiUK27b5PPigIpU6u/s5mD9bed3JVEQUHRNa2Eg/5KzEomHYfTYQis+QkFnCUeF59P7Ww9DRcboIvWTufAhe+RmkM3DD2vJjhQlyaoyRSIyiMIjlC+xJLcJLaMT6JxDRAC2mGMy00LNwGUWiDN7eRDzbivjqS4gpB2HbFK0cA6l+nGV1DJpZ9KJCb46zlCkaSR7bhCIum8RWpiph043XE58qsPjQfqRXxI5HcMQ4I0Y12yNJDFVip9gPbj0DxUZapORBK4/u7eKZsRgvWa2MeFA93MeUv5t/qW6ma1OEDe1NBAr6K1vJrh2kyxilb8REmg6ZiE3MmGJqLEZLdhveWICyJJ7UQAo0ESA1heibRL3Zidg7RLy4jbG7bkO+/1Z6kWTiNyLdcSwEFfpDoDWSiSqeXO4wapfontTwAogZMLfCJXLkV/Z3mm22T+pUGAENZsDWsfITqyo9nh83kaWyaNMoV9oD5DyJr8qtmFwFY66gEAiimsIuCHaP6PgClFCk5gfki4KSgpIvEDoo98gClcQ9aMEo2AMG5IARYAJMS6EnBDXVisaszxs7Te67wUU/Emb/9ncitHdopFKKfF7Q3q7z+d8rXNJHMAg4qaG/lAKEQqkjSb+XydElTM/Sri7aOyQvv2oSiykevK9E5hypEWfiamm9VLBnPuwuhPht4LeVUnfP6IbMIKH4DAmZxRx1RKdFgDa1wSf/8OTHYmmisgKteJi4U8RPa2TSowgnYLe1AN0pMSajTGQqsfUEVYV+NF3RN78V665FpPcOEk/6NC5S9C6uoj0+DykC0toEiWSR58UhPqyWHlvdPsbYS4liLMaBujZa6WTMqWBqVSuZ6z/A4VgfTlxRpRWxlcXLXg3rSjrKmyChYkwVN/Co9itcNY8iadzxWlqK7chAMTQ+wC8H5rEgGaAZ8PqQzoNDWdy6FCukSc61KIp2GuQhiq4gIibZkltBKj5BrRwg70UZK2UhqqgY6CE/FcVsrMH3AtJvboTfuImiVk9Ru5NJrZclaiEpFp90OLNRRTZ65obtFYbijsrjjuI99cfv35F22VvQ6HbKjuCTleWQdkIPUALednQG0RhWglhLQLFTMjklSVkBmlSko9A5oiFMhecItKjCHxNl4SmAo5s0ABiADkaFoi0TUFXpc2BUJ6IpFjV4aNpx2dbeodHRqTG3tRzurswqOrsku3brrF518Y3pFy/SeOkll4kJRSwGff2K+fPlOV1PgGw0uCDDf9IRNCb90yZWXetMTAi+9d0osZii2CsYGZX8/ufsi17OiQIU3puz32NRkxtmyPkUQlQB/w54DKgSQrwO/EAp9f8eeT4K/HvgI0AMmAI+q5T6lRAiA/w58MiR52zgJ8C/UUo5Qoi7gV8BUaVU8V3dsUsgFJ8hIbOcowIUzl2YdDRv9Oj9s3HSMswo4qZPEQz8iInGAaIVBXRZolKNYKbz2BsnSVb1YGQV7do8goiBF0hyKkOsMU6qxeSDq6C0WnLQTKKXPCzLwdUt9KCIImCU0rFum2+J8f+fvfeOluyq73w/e59UOdy6OfftoNvd6qBWS60MEhIKFmCQ8JhgcBhjGJtnvzcO7z3b4zf22H6e52d7xozBBFsGGzTCBgQIARISKLRy5xxuzqlyOHHPH3WbDmpJSHRQqM9atVbVOXvvs6vOvVXf9YtUgFohzOHQRo6vXsOT62zWhQMSqo2abrJFVMkryb/6XRyyE9hViUSxZDt8Tutjq1rJQtCKUjXKQnEktI4B+xCj5gA3NEVZOF6iqz1GOzCnKd4mYGurx2TB4GC1TLkSZnX3Ho6pFTQlstxWe5hFo4l0kOWZ4Er2qvXYedDn8vgtOjiKiKlRlpKMENTcDCG9mzZeW2/5s9FlBfxmd5V5R5I2ApqNutSyNEU4E3BozqDXDBCGYE9Yp6PPp00PqHmwpcvDtgXjZY1MR0ChIHHCQA2wqScenchNO+Ub30zDFW0uR+c0NqzwcJVgzzGD//SRMvry+GLxxSrOMGBx6bWpu44Oya/8ssW3vu2Qzys2b9K443YT8Qo+8t5kQCasKDnirAlHJ1iyJbetfOm//bcqhaLADyCdUgSBYmJK1q3QryGnadP1mwHesFbQuuVz9GJd/itAjrqA/Cvg15cfCCE04DvAcWCzUionhOjl5H/tVdSDZbYppeaFEB3A96lXXPudC/ouzgEN8dmgwRuA/v4MIyOLpx07m8A89dipbvzTx5y+TkCcI113cWnTM6R5hCIpLC1JZmKKBS9GplahfW47S50tjOu95GSCTJDl7p4lVn76L2jd8U+MME8ocKiqMKAIY6NjYRBHR+CWK1SXsnSnkzwaZCi5oFs15nMdaIagcw4qVaAzwIo18y2R4EAQxdZ0RMgnUAIpPGbKKXZ6Cbq0UQruFciQy4jbwniomS1Rn4+sCbjnOExmJb90ic1NbT4hCUQDfnewzM7CIYo8xUzKZcxrYzXHsKWJHYRYEM30OaN8feq9lPyNtId3kpoYJxFkEe+7nrQQrFzYT2r0u3Q0XQEr7v5pb+tppHRFSn9xoowWFVzV4jKS1QkC6Ar5xEzFYNhnalKS1BSZloA7u2o8fNRiY9Rnx16dOUuS9wSuKU5aPhNgGhBJBWztdPnodTV+dNBA6oLFguDqdS5bV5+0aHa0ByDA90HT6m5z2+bHltDXwooVGv/bJ8OvPPAUpIA7V9ncsyeELtWPQxlOZbIo6E/4DDY3ko3OpLUloKU5YGRU4geCq65wX5PwPJU3qhs+EjbZvOmixXxeBXwQWAJQSu0H/sPyuQ8DtlLq358YrJQaO+X5g8CDp7yeFkL8ANhwAfZ9zmmIzwYN3iCciAM9+fqlM8FfaZ0zycgkLxR9IuYYml0gVtW5buUnKeKit96DFn+Y99e+zpFgDfq0wRbHw9r6Eeh8NwQhMo/ezzv+bTvlj0ZZCrWQCAJ0cQ2tRBD7htn5hXsJRyOYV17B4g03MrRUJuS5VL0IMelTrUyxvjjPIbPGj4J5xuKbcJRG4AuE1NA8H9+UFPJhisYtiIRDXznDYeES05a4xCvzl9FmVljwxx/QqAV55uQ4h51nMPwsbiFKbqlEXOVZ2bSLfWoFUVmmVgyRjOapyjClUozvTdxBttJKYGgcXXsreAGmrBGqSD66NEWtNkeLF9BaWXqtt/FV0dbTgTiQoz2RYjDl4CuYcSWXRVxuSbqIQFGyJelowExR8tyEYv0VPq3pgO8/ZCEDmK8KVAhECmIxxep2j0xK8cc/U2HbCo/1a31+tMsgEQm4ccvpReY7OgJuvtHhB4+YCFmvMLDtSo+VAxde4F3S7PPBS2v868EQXlDPbNcklF1B1ROsTHn8/PraWVuVvtWxLPj3H61y9LiOYSgG15yb+3eqFfQEr3chWqk47Np10WI+H6Vupfyts5z7APB1IcRXgWuAGeB/KKX+4cyBQgi5POZu4PfOdiEhxI3Al4FPKKW+cW62f+4Q6g3a43Tdxi3qyw88frG30aDBmwYfRU0rYIpFzCDN8FDdunXnlU8xl/0LTDFP2C+Ty15GZ+9vQvgK6g3MFeQWsClSTpUZEzoVMiQwWR3EeOq//A0eklR7M5+NdbFr7Sau6PkB5VqEFm+W5qk5DkfXk26fx0hVma21M673MSL7KaokgRDgKzR8xPEEDw74ZMM5/tlZYq6iyNZ8wppPt9nMVbEWfH2KF6pD6P4UngwIIgIlNWwsfC9Euz/DLcVvc2B3itxel1arSMvlJt8VH+Bp72pyTopiJUnga/i+DqZHuidLLAj4cPckVzlH6Y0n6Yp10EQ78lV2ZXq1vDC8wDdlH56qJ9KkdMXH2quk9NO/u5WCr++zeHZMJ2YqxiuS/dMabghCVZgtavTEfValfd61wea2tS5iuUyVeIn0nKGyxkxN0OP7lLOSVFLR3BLwlT0Wo3mND2+q0Z8OmFiQbD9okIwE3HCpS/gc5cidjbID++d19s7puAG0RhWXd7j0JoJGhvtF5CcRoGbbpS8opbZeqD2djba2AfXBD/7JOV/3b/7mw6PAwimHPquU+uypY4QQSeC/Uhea88C7lFIHls+NAGXqbvgngLdTj+n8JaXUv52yxhZgO3Xj4X9WSv3J8vG3sxzzST2m9C+Bu5VST5/jt3pOaFg+GzRoAICGIOongSQK6O+vH983dycRLYUpjrIQrMdOXMp8LsLIrlPd94nlx+kxpYqgbi7ToKwbHDGTXB59jBZrnk6zwlXPPUOzvURPcZJ7B3+WDDnGllZQSYeJGmVs36RHG6dLn6C1Okdv2mM7GxjaP4ZnCyZWXYaMGrh6hP2ay1B2FM3KkrXasPQErmFi4dAi50hQxNCydDLO8LccEnt3obc0EZIOi8damFjRCiEFtXqpniCQ4AuErSGFi5Ve4P4g4B9r27BmQ3yo5SAfbJ9ioDqIcjysZAKpnXsh2q27/EZ7heGahgZcEvGJSsV3nzN44ajB1jUu77zcRQj42fU269o8/nnIYsGQbOr2sT1YQcBgssrGJo9hX+OBvMW/7vOJFfazcVWNm1Or6A/FT7tuzhX841gI24ermzzee4lNoODJMY0vfTNEYVpy4FGN//vDFb72vIUUUHF0smXJz99w/uIuoyZc2eVxZderT3hqcP54o8SCRiLnze2+8ErCWimVB35NCPE14O+AZ4QQn1ZK/S7QAfyhUuqHy8MfFkL8E/Ax4N9OWWOHECIKbAH+RQhhKqX+8JTL/B/ArwJvV0odO1dv7lzTEJ8NGjR4RSr+dVS47rRjLxdTekKACim55D238vw/3Yft+ZSvv5Z47BDm/DxNpTyJUgFdefhxiadZVIkQzRTxfEEsKHAV2+kR41TLIbAkCx0meZ7FdMGwVuEbGkJzwbPxbIP+3F52tm2kIzvJRFMfrtLICR3ds7F0m0s5RvLYBNkDVULdreB79G8usy++nrCo0hxZIG4Vmcu3M5PtAkB5EMwaiHbIF1qQLuhmlh8uSlqO3c+WJ/8St7IRK5Fg9R230Hrp4Fk/l5+GFkPRYpwUW5MLksf2mnRmAn6012TDCp/OTICUsLrFhwXB1qTH/ILkhR/qTNQU+4XOk1e5jLSazAaCguNie/2Us6MMl6b4ZPta2mMnYzk1wBBQQ7BkCx6ZNThekHz9myF2HtDx8oKxA5Jje3W2Xu+weW2A7SqGZ08X4DMzglpN0N4eEHqVfREavPF4vceC1t3uFy3h6AQ28DjwF8BzQojt1DPbnz9j3BHgxjMnK6X85Xl/TF3Enio+3wmkgPR52Pc5oyE+GzRocE45NTa1niR1Cbf98e/hOw73VjuZzu5gvT9MwgnwuxWHwv082PNOaiKM6+nEzAqxcpn2sVm2xHeSDaUREYmnayRqJUqxCO4Gk8h8DkvaJM0lMqFF2mqzDARDTGQ7UUpDw0UPPKqaIC/SdDPNqvJx0pVhCiaUhhxCHYKZUBfFpiRhrYoystiBRTxeYrGQwRERaAnIqzj6ok3Yd2hJzHJN9EmSfp68pbN/9z7aLI/Q9bfw1AP3c43h0rJ6NcifUmmpgHoV+BcTtuoF6heLEk1CeDkDfMER/PVQmK8PWbQQsLRDMDapoWxwZsAfscjc4mMLSSBTCOky2TSP50gePa5zXZfH00cMNvV7rOn0+fiKCs8sGjw2ZzBe1nhyRmPPlEexy8e3LZyCxB4GM2qQbHJRCm7aeLKn+yOP6Dz8Ax2p1TOtf+WXnbMWp4d6TdGhIUmlAj09ikzm5UPCisWAUknR1ibr9UIbvG44U4AuVlwyEeNibwtYtnxu7rvg113OZpdKqR8HViulDgohjgIrqAvP1cAjp0xbBxxbnq8rpc4097u8+EviNuBDwLeFENcopY6f23dybmiIzwYNGpw3TlhHv7tvETD5wy0Ov7K/g/2pQdY2jzBvruMh622UjQSVIIqm+ZTyIdIHhxkceZ6ua6cp63F0fALqxeClrxBWQC3t0y3G6NIm0YVHJrREeXWc63Y/zkOZm3GEhRXYoCl0PPqdITao/exfsRJPX8TOVpi8fCvjbZ1oTTpxo8hirp1qLUo0XCSWLLLkhcAUBJZBwUmQtMZZGz1ATC9gDZfYuuN5Eq0GO3aMcO8fXUZn0zxPlR7lN499i46W6yF9/Wmfh49PgP/jnvNnxZ2DyrNQ2w8qIFLT8SvvYC4coayqaL6iJdzHL76zlYNjGuv6PNLxulD72qzFVw+Y1OJLeFGJ7cZwazpeEVQMNAeyrsQIwIybVB3J8KE+js8l8KOKT98nWZn2ODCh80c/V6bVUpRdQdpUNFuKta0OT2hhvKokCIMTh3gAuqv4uetswqZiTVf9tzCXE/zgEYOengBNg4lJyfbtGnfc8WJ3eaUC99xjMDEpEEIgUNx1t8el6wOqVYjFwPMUY2MuHR06+bzi818oY9uKTRsN3v/+MGq5MP/LZXEvLXlMTLi0tem0tb06MRQEiiNHHDo6dJLJN19Wk++D63JerNOZiMFixX3lgReASsVh186LYvlMA/8mhPjEiQNCiHcDa4EfAMPA3wohngL2UrdgfgS4c3n4XwshjgP/qJTKCyFWAH8AfPHMCymlviCEuAT4nhDiaqXU/Pl8Y6+Fhvhs0KDBeeeECK1ka3xk9pvs26vxRNelCGroA1m8rR24ns60047vgheqMiNSrPXGMQIHR+h4moGv6biahi80NCtglX6MkHCwMUmQB6CrdYLeA1N8VbyXsfZeIlTotoe51XuEIWuAqOYS+0A3lS/NMtuxktDOEsltIYI2SaZtnnKhAgIiLUVKTgwjYSNlwEDoGCsiQyTIEqsU6SsdJzM3T3g+z0apM/SdbzHxkauZbu3mz505/t0//Tn43+bpjispDTRzSd8cXckAy0oRIUG/WkeMJKiAxWCWKVnB8xbpyD9Gqy+QehuFXAm/qcJD3leZLiWZ8VK4ygdtO7qVonPNNeQiqyj7UKjCt46ZjFUh3hVQLGmo1jK15y2IUi+ZVFUIWyA8RToMXmCwMNHEzW0OGUfxwpJOftrgXded7GDUGgrYk9NJGYoQOutuKrP/yTjOlECWIWoq3nmdy2UrTxeV7rLWOBEGaxqKavXsFsoXdmiMT0jSaYWhK3RDcc8/6qTSLoEvaG5RpJIF9h+s0tNtsHYwgu9DLGbwD/eYfOXeMMeOG7S0BHzi12xuvdUjkTj9Grmcz999epFqVSElfOLjGTo7f3IBOj7u8XefznLDDRHuvivxyhPeQExOCr74RZNSWXL99S63vtN7zclbL5V49HqxfNbT9i5KonUW+B7wDaCZemJQL3CnUmoPsEcI0Qp8HUgCY8CHlFKPLs//a+ru9T1CCIu6m/4rwJ++xPX+T2AV8IAQ4kalVPn8vK3XRkN8NmjQ4AKiWLkpSvNnf0B2TDFhJHho8Dcpey1M251IEaBHXCYHNvAvoU3cVP01+s0RFq0MBZnECOoZ2m6gE5Y2EVUhEBKBIkoVT2lkyHNt07MMDB9lfrYJhsYpNydov2wa2zQImTVaByO0/0GMYsnG8yOsTEyRUzYLdoGcngbXRPN9UrElpOkTCldQBmBAhRhNuQWWeprZffU6eK6GUXShVkRkK+RbmiiJGI/fdgXN/3CY2oEhFrXVPL56DZVSmsvKgF7Cnvg6nU/M0tI8y/wV3YiMieEusD+aoNs3uc6BklbkYQ2yixmkW2HOiXLQXYcrBOmmJQ6HDvLlqRijM2tY3KNRNAS+BU4+hOa7VKMRuIx6Xq0DNAnUM+C0wkJV0DYQkNECchFJOuzT3RawNu3Srvt4Hug6XNvssmhLDhZ0Lo173PaOJb5xxTjmk720zhgM9vvcfqPzojudyShWrfI5clRiGuB5gssvf3EYweyi5BvfNtj5gk7YqsuC9lafY8cDbrpJ0NOrmJmB/fsVySTUaorubsnMjMaOHREKxRCZJo1aTXB0WONPPx3lO497fOrPy0SjJ68zPe1SrQb09VmMjjqMjTuvSnx2dOj87HtirFlzHlP5LxLffsBESEF3d8Bjjxls3uTT3v7qBdoJ4fl6jPU8QSRsXRS3+3Kc5p8Bf3ZKe82bzhjzWeCzZ5mOUmoI+KWXWf+HnNJVVikVAO/7qTd+nmiIzwYNGlw4VIg2XaPj5zcwVgvYs3KQicwmaraBxMcSDgGSkkpSCsf4/3P/O78l/4atpefYE70UzzDJBkmyNNGnxggHVXIyTTzIo1BEvCq9tTH0mTzm4y8g56IYUYdYp46xPk53eYLJaBd+IGmKVtgcOYxW1RC+T/TgNG2OYGKvRbJTZ03zEV5wtyJLPqN9vYBASh8EVLwQo20rCabSGIPQkVykEo0QmppF813mUv0cNvuJ7PwmnQqefuBGjkxeT7Gvk6f6c3RbY7wts4OJD7gshsNUgiqHgj5iWoq0ynHcCJj0RggFixTn46S8EoEvSRlxSmYIzzQo+nGStTwDziM8NdRPWS3fPRfDAAAgAElEQVQXbs8KirkEshIQFGW9CV+Nei93n3qqgxDYERiflGxb7/LMIZODUue6lQ6MCb72vRCmWWPrRg9Lg/f32ssT4RAa1zVL7nh3jRgvnXEuJXzwAw47d2mUioLBQZ/u7tMFzVJe8D/uDfG9R3XmZ6CnXZFOKbY/JZmcUpTLDnfcodHeLnGcBHffZdHTo5NO67S1henq1mixJdGownYUwhMUyoL9xzWefEryzptPJlC1telYlmRk1EEC3V0vE/pwFkxTcNNNr6227usdTSqC4IRuUa/a6vmGqvNZtdl9cdzup7ILuOdib+Ji0hCfDRo0uGAIBPrSSvzYKK2VKiECTM1mqdKEr0kM3cX1DKp2BCED9nev52/4v7g2swtkkWHRTSUIYeBSERFUAK3lKdaVDhAyfDrKM6SceQolsKKKaMxj8mBAr7Rx5xM0NecxfY+EXiQSKpMQWZRtcDBYRWrHMcz2EIV8C+b+BdbevMSR3pUEgUTiYkgPHZ9YcY7HEm9jvLqaIFIjbO2l2N+OUYWm4Vm8TBO+rjMZ6qP0sV/l4NT1LC11UnPjuIsJmuOLFNpTPJy7HZWHjuQkmzM7uEzs4oAc5JjoxwpqzOspUmaSRKXMYpBhKt5FzTBxKzrY4Bc0qlaIHYuXERxd7pUYod5szxMEBQ2OK8ipevXAGVHXj4p6A78BUFsEDzomazf7pDRFuj0gPAPCh3BIka8Jnhgx6Ev5XNpet1oOEmNQvViEzc97xGKScPhk0KVlwVXbXrqg+dyi5PnnDKandKp2wMSsz9wczM/5KKU4djzgy1/2uf12k2uvlWzeXA9IzOVABRpSGiSTCl2HdWt9Krbi2f2CqnD5+78PGFyj6O2tK6mmJp3/8IkM4+P1mM9XY/V8s3PnnS5f+pLJ1KTglps92tp+MqvnG0l0niAStth0ESyfp6KU2kVdgL5laYjPBg0aXFC8ppuJHn0e2VxgTe4YepNHTCuw4LViOyH8QIIEK1TBjAUMWEmu1N/L2yhxL4+TFxPYlQKeJmkeGyJ1cJjEj/Zy6fskMi5wbR+lg10xMPCJNFm4noW5O4uxQhDpk4SZxM8Lwk4Wzxes84sIOYf7nMOzx64g0R6inK3xjh99lj3brqfmFGlZ7SIqMMlKhuQgEVlhRutgeGAVqZGjRN0Ch1tvIaJqtFrTVJ0otUQv2VgXoWeWqCXSeIZkcqKbJm0Br6lEJFTh8NJ6XM1kMLGPKdFN2YlRLYWZebaVrfEdrLMPsi+xgVDZptAax/N0qmMhxKJEhn3GH++lejwGBvUCKyHq3+wKqAAFUXfGOcvHdOoidLj+vDQnGetUdPe5DC/qXDPockufw7o1Ht8+ZPH4qIkxrvj9pjKRlzEWTk+7NDXpdHe/dMbPiThQY1n3HTyoMTkmcTSB3qZR8jU03ceddzFFgB9o5PIKKX3e/a6T5jjTBBAYuvpxeABAMedh2h49fYJwCP7nfQG/89snk4Oam3Wamxs/e2fS3q747d+28f2Tn+Ur8UYUngCVyuvC8vmWp/Ff2KBBgwuK19SN0/LLxPd/hesLj/H17iGOyDUEzFKSSZQJPhrJSIVVZomb9Bi3Esb0DD6wJ8zhQo7StWlSRhSt0MyRZ3085ikVq+gtLhVbcvhHAVETNMtC+C4yFmZuJomRzaN7ZaQGga5z7AWNoSdMOq4u4k7C7JdqtGYfJ2gyGP5nE+HUWPf4IeI3XctT2z5M88YqC6oVaSnyfoL8QjNeh86ifilFbJSUVOYTmN01VFKjsHk1Km+wuLCKmp1kReYIl/bvY1q1URExInoFKQJKfpQDlQ24BYPp2Q4q5Qh+yGS82ItnGUwvddFjjqM0gatZiLBAIQjKGouHWuvNz3VAUrd82tTFaBSYBvLLr33qAtRafizWx85+X+MbGY1V13s0+4IXngu4qm2RWDIMspneJFiv8GuxceNL92t3HHjwuybPP28gBGzd6nLj2x127jXYcInHdE7iuwJPA9fTUC1hzNIizU0K3ZTccAOnxW9GIrBuvc/MrGBiQsOy6q7iYhEiYUGgBKtWBZRKoJRCNFofvSJCvLLwPFVwwhtLdJ4gErk4MZ8NTqchPhs0aHDBqQ5sodazntDhJ/nEc9/gUxvCjJmdtOh5bD2KCIVYpbv8gRblKpZdvPt2IL/7Q7Ym46CtwL38Og4f+y5p0UfSrOI/so/guSZC727GioxTnMoi4yZGCIy2GPlCmWQpxsL9BcoLPuyvsecw1BzI3g/JCFRsMFPgVlxcSydS85lbSvB1+VvMDK0loSpUtRBal0c0UaVWCxFoOi4xar5HtFZEKOrlmowSCIFMKGwZwZQ2qViORSON1KBSijGcS5CJLNIbG6IQxKmMRlk60oLyJEbGYbTcy5JsQQjFUtCMjlPPgxWgD7jk96bwdWO5Ijx166ZO/bUPeKLucj9h8QxTF53R5WOtQGd9rFIwNK9QsSmcpi7yj7Zzx+0HWLP2aa4xOpHyEurq9tXz0EMmTz9t0Ntbj8F86mmDIFAEASQzilgMHE9RLAo0INwqueEKSa0kiMV1NmwIODND+c6f8ZidFczNC4aGJboOpqUTUR7JhEetprjlZtEQnj8lZwpOeGOKzhNUKza7d45c7G285WmIzwYNGlwUlGFRvfQmOoNr+KT/LM9qSxw3e6gWQtwd17lVRkidKhxUQDQeAyFRgc/eL3+N/MQk4eYMh5+QxGQnTeF5wt+exNHCOJpJ3+Yk3TesZPxYmdndB5hTJVIdYRYeLDIzD0EAqQx0NsPkFIQSYEXBd0DZDuFek+hNKbZtO8Z9k1dQ8TVaV0yQNzPkqkk830D3XKQt0FIeGOCXdKTwsfQaQgsojTfh6ha9mWPMu+3EynmaM4v0p48Q9hw6QtO4roaQAS8c3oaqSUCAC+WFJFWZoLlnjpIbx6rYRI0C4Z4amu4zdGQVmKIuPPXlxwmdplMvQX1CkIaBDarugpcChEK6LkHVrBd+Wanwy5Jjs31gGoylQuz9zGpue8coPU0PM0CVEFte9X0OAnj2uZP1PgG6uwJ27TJZM+ixY59BS2tAISewlUCPKLpbfdatjiIE9PcFDKyovmjdeBw++Rsut9/ms3efZHFB0tMT0N4OQSBIJASrV7/q7TY4hTdC9vpr4qJUWmpwKhdUfAoh/gR4N3WnkA58Tin16VPOdwBPAT9USv3ihdxbgwYNLg5ChuiUN/CzHgSeYmx8CcYDUtecFJ6z49OQ7KTtyhvAdSm09pP9/k5S/T0UJqbwqg5Opo8Z1cfcNw6RWZ8muUbgJVOE129izXrFqndvZOzJXZT3DTCvPUC2Oo7nK1paobYIegyKedB0CFsQEj4OFrV8mI2Jfdw7JIl35pFCknBytCXLjIYk2fFmAl+ieS5ezcA0a5imja0spAHV6Sia59EUyeIoA+EFSOHTY02w1XkOpTRqNYNnzW3oIQ/fMdBjDtJQiJxPwWvCqVpEUyVSyWnMdoelcobZbCuVeARWKZgEAgFxBTVR/3GV1DPdO4ECsBJE0oOqRPMCwlaNS6O7mZQ9jBk99b72ixqg1a2mriA/nODhJ2/kpvfl8JgEtqAUrzobWpN1EXoCpUDXFO/9GQfPE8zlBcOazsoBl42Xuvziu2t4tfpFVg34P44RfdG6GlxyScAllwRnnHn9Wjtnx6cv9hbe0oQjJpsua7jdLzYX2vKZBbYqpVwhRAswLIT4rlJqWAhhAv9IvWhqxwXeV4MGDV4HSMSPC9Kf3qKzCYD3XFP/0Sg9uwOx3FJRaBr1knb1+D49HEYTHVh6Lyuu3YCmfJ4/4lOr9nFZy608f/BfqLggIjFkqYiUkK+BZ0DgARb4GhBAtahjbWjhwZE7casWQkB+JkU4VMZNG9RCBkGbBhWB64TQtSLJziwRUSG0WKUylsDPakT0KkEgcFyTrvQ4/XKI+EIWPw74LsaCTV/zMMd6LyGbb8IpmVR2R7j08j1kl9Ic2rmeWqGVpXITCgGmwAqqaMrDX6/Vk4yy1LPdK/W9EwLWUI/39IFwPUMcHSQ+6AGre48iXJ+ppnaUAN/S6oJVB2oQFDWcnM73DrRxfM86ChUL5UiuSAW870aHWKRuQjo16edF91TCddc5fP8hi2TSp1gRPPikSdCimP6S4tdvsbnrXTYLOYHUIJNUJGJvbtNUW88b4yduZmT2Ym/hnFOtOOze0Ug4uthcUPGplPqrU172AyVgafn1fwe+QD0a6Y3xn9mgQYPzzgkxCnD/9kUAtkVMlKoLlOOlFBXZwtyxeYQAEWnD3PIe5Nbr2T4BTJxcZ/vIIvY1H6V9fIrs8CiLR4/jKBtP1D3R0SaItoHmQ60MtdUd/Jfw5yhN162blaEo0UQJL6lRqaQp51L1GMpWD2PRJpAG9lSIopdmRnUztdBHKFIlHVokENDfOkQ6skS3Po7lFvEXfTTlk0w7JINDzEz3MDHZy0y5jf6eUbb2PEV8oMyxpb18o/Y+7M0GMhogUIhigL8QBl/Us9wNQFeQULAg69bPDNAa1LX7EUDV3e2OZdLaOU1JRNmfXk+kL09pJgUVBWlRF7BPQ2BplJ0YP3joZh70ouhtLivaKuz7ouShb/r8/m8scHg0xCPPxPnZm3KsW1U76z0cHIDjfUk+9fkWhrMmbrPA8AKGv2axfa/ij26a5eptlbrgz9YfDRqcD8IRk01bGpbPi80Fj/kUQqwGvkP9a/HnlnuUfgwoKaW+ulz5/6Xmfgz4GEBHV8+F2G6DBq87RkYW6e/PLFsETxdn5/Ia77nmZCeX+7fbP77O+bzuK3HimhMlk6NT96NXK7S0p1HXX4tXKqKUwi3kWXnD1YRaX7y//v4M9Gcodf2/LPztf2Nw7RqmnvgRMpZFS5q0tgYYnXD5ewWV/nZ+pfx39NWmGNoepjyRYHZ3J9G2EioWUG6NwQod6XsEjga6JJYoYLtRJiaaqCUtgpDGZS3Ps7FlD2UzTGtoBl34WFYNOxmnYifpqk6ScopM6N3ctu5BioMJJivd5IwUyjLJGSadb5/gt5f+K5/K/AY1aRKLlakpi5ofrQcxVahbNwV1d7tP3QoKiJyLCklks0JVA1TOBCGYKPcx0dFNuKWGnINkc4H8MymCMa0uaEMKYgrnMYvFXBjR4SF2GuwcTaPP22imxeJ4hLt+QSF0A0ImbT0v3b/7wx+Fz/+rhueBkQaV1fBzgiNOlPvcDrZeU6O780z3eYNzxde+YxGNKG59+4u7UZ3JG7WM0k9CteKw+4WRi72NtzwXXHwqpY4Cq4UQl1HvOfp+4G7gjp9g7o9bT63buOXN7Zdp0OAMToi+sz0/10Kwvz/D/dtPCtD3XGP92OpYf26/rAg9dX8vNeanwYjFGXz/3Ry8939i6y56LI7yPdxikZbrbiTU2vay82MrVrLtj/+UzMQTRNtbOfytfyG8PkRJuqQHNcqtggMLg+RIo4SkZ90Yhw6vB1NRnYzgh7W6hTEUIESA1EAVJWlnieFgNUILQBe0R6bY2LKbaKJIjznEqLMCQ/coqyieELSFFkiWyzg5A79Nx89otMp5qm4EUCglqOohzJBLRpvjNv07/DD2dtL6IouhFopupt69SKMuOlPAEHXxCeCB0gXMSwIlYE4uB1wCrgQNbCNENFRBV5LBn1nC/k4TI9MavhDwjFb3T2mgZvW64dQIcD2BUorDR2D8iE9/s89zjytUVSKEpFCA22/3lutxQjYryOU8jh61MeMmSjep1QRKgZqX/HApxJ/9N8l/+o8V2lsbAvR8sJAVuC/dkOqsvNmEJ7Dc2r0hHy42Fy3bXSm1UwjxFHA/9XD5J5ZLYrQACSHEE0qp6y7W/ho0eL1xwtp5pgXy1OcvJ/LOFITvucZi99RLtws8mwA9de5JSty/3X7R2ic489zZ9vtaBHR60+Vsbm4lu+NZqnPThDu76dxyJbH+lT/RfCMWZ0/oSrjrSq67cg0HF76Mu7SE0yFZKvvYj87QvPI4uY4OamuTtNWmqYxGcEs6qBD+pETr96BJIqsKqgELWjNBh4tJgFfVccOSXdpmhO3TbU/Q4syj6Q7PR7dRFWFWcYT+6hhOIkZUFBGWwvZNyjICNkhDkTCLRKoVAqGxbeFZRlr6EcLHbHGZjbRDxahbPEUAGphLDisHjxBrLjNfyzB6vB9hKIIyIFTdPe+K+g+wB6qkIZI+mq/zwdtm+NVb4Of/IsUzjxlUCstjT1hTBeBJNM1AElAs6dx7n8Y7bnJYs1rxwHck2axOKiW47LKA3t6A0VHJpz8Twffy4Jbw8inC2YCypkFVYLoBZkzhevDAQwbpKJTLgs2bXNav85GvrbrTW46RkQrt7RahkHbW8x/70NlDIs5k9+O73pyic5m6273/Ym/jLc8FE59CiA3AWuCrSiklhOgCtgF3KqWePmXcLwJvb2S7N2jwYk4VaK9GaMKZgvHc8nJr/yT7fK2W0UhXD5GfIgTnhKC//N99GHdXjdmZPcSKzzP8V0vUpmbY3PP3PP87n6AcjRPeWkJvrlE8nkC4At8VaIsKv2LgS4kXWGTDJlbSJlCgJWzKZoiCG+NG+1HW6/vRtIBiMcae6GWUVIykXmAi2UWHN0tzbZGZRAcFmcBUNiG3ihcyEY7ALxos7U3TEZ8kPpJl+963oZTEGKgQmCH8sgFhEC8EbLnsOZLtBWqaxfrWacJ6jaNH1xCEjHqauhfw4yDXsEIQ4LkmIcNhICRo0QWf/liRD43EeeGAWS/XZFAXnjboukKEJbovKJUVpuVxdFinr9clnlCsXOmxbh10dQUcOKDxxS+GOHxY4+73G7wn73L/k4JqRRGteggXwiFJMqbQJDz8kMXa1T6mqdh/IMQ7b3a46caXduWfbyqVepkoXVNceeVJS+7rDd9XPPzwPNdd18TgYPxib+d1TbXisKfhdr/oXEjL5yjwceD3hBAuYAJ/eKrwbNCgwbnhhKh6JcG5qfN0q+WZIvBM6+fZODH/1QjIixEv+lKceI+3XfMBDlUyFA4uUB6fxC17tB54hlXH1qL1+mSbu3G0EDIG+SMSKga1+Sihlip6VFFTYUQqQGmCaKiAb0jisogqSFaIEYQlmHVaaQ/Pos+7eDGdWLzEnNdCtRyl4oVp9hfQqx41I4Qb04jkqrhunPxSFK+gsyN+Gc88cgOOb+EpHTUvCd1ZxnlO4T9kYVUcUm/LkSulsGI1AkvS3TPG0P7VSN3Fz3j4SwYYAbQDUYUW9lA16EoG3CpTACQ7Az72qSL3fTLGj75nIoTA1AOqhsCtiHqpJQG6Bldd4zM5KRgdEyQTcMftPv39dbfmt75l0dqm8IWDO1hipBwjYvr4ozqBK9EdUAUw07C0ILmk36e9re52j8cUjz1uct217iuKvhNlnM61lfT+b1rs2asTBFAsCm6//eIJ4ZdD0wS/8AvdmOZP9wGcraD8m41wxGTT5f0XextveS6Y+FRKFYBf/wnG3QPcc77306DBm52fRDjCSavl2dzjp67zctd5M2ARZZ28gfHs5xnZEKb6gxyhFsXW0R+yohKwP3U51WiYSiTMsW2rmP9OB2pKUI1HMDQHc00NmsCXGgiBoVyEUhBVeIHOUpBCc8AxTBadZqbmexgTfWxO7iBfTHNkbg0bJvbROj+PrxkU22IsDmQoWL0UyhECpXNAWw+2gDj1ep5ZiT+iYww4+OM6viEQfQHRXBlTtwnrVYJuhfIFQUUSuBqYPn3+dnKin5LoxM8ZmMqkO6Px5Z0+711jU62CGtH53d+s8q7bHb7/A41hT6NY1lh6XoKrCDUptq5zuWStZGBAcfkVPv2XCHr7TsbT9fT47NlrUNkwxX1Tiqljs7R4o/jx1cweG4CwIJoO0Nrg+KSkLRNwwo6t6+B64DgC03zpGD3Xhb//bJgggI//WvWcWicXFiRNaYXjwOKiRt0M/PrEss7ubm9wOtWKze7nhy/2Nt7yNDocNWjwJuaVBOipVsv+/peP/3wzc+Jz+hn9efQDR9BnigDEE1XSz+6npbjA4MfH2GNswPYtWpjnoctuwe4Lobog1TWPp+toRkA8yJI08szRTtQoYYZdflh7G4PiCD2McdxYybHaJRiWy5A7QEHF6LbG6PbHMKfKVFBErRo9E3n07gAn3oIeCfCFQEZ9VFzhL2ooX0LGh5BCxBXJVQWEJxieHmDDwF6i0TKBgkI6THRtgeyRlmV3u8akvxU/b6GUjkiAFQlY1DSGi4o//V6EaF4R0uGzewwmchrNCRcjF9Dbq7Ftq4uqKSbmdT75cZurOjxcAz5/IMzuJcHYMY/3r67/Xd11l82azTWe6lri0b/NED22B6cWhkINqXkEnkG5JpidErQmFY8/Z7Kyr0okDDMzkoEVPrGYolaDalWQTr9YhHoe5HICpQSexzkVn3fc7vCVr1gYBtx00ytniZ8LKpV67/oG54dwxDo/ls/Pnfsl38w0xGeDBm9yXk6AvtlF5auhvz/D137580i9QiQGugXphI8EnN3TvG3Xd1nVNsTOiS1kFnL868CHCFICTIUIBKZr05seo1eOkQjnGaqtoEASFIzoK5jwutAsOLq4GkeF0b0iFRlhUaaRGUVXfppSNIkfhIl4c4ScGqlcntk2QSRq09y9QFtohr1dG9EiPsIK0NbZEJUIX1FzQmiBIjvfzUKoxlLSwe3zqdo69uoQjIp6q00PPBWtJxFFQErFpg6PiAn7Szqz+yTbelx2HdLYc8zAc2Eua2LFFZEs5JTCrEE8ouiPBxgmHFzQKLuSvoTPzjmd96200SRYFgyu89nhKjy9iiPCBIFGoASBt9wW1PTR0qN0bCgzb7ay/1CKtmZFb4/PXe+1yecFn/mMSb4gededDldf7Z9238Jh+I1fr7ffPNeibeVKn9///Qrw6rs6vRZ27NS5774QH/mFKuvW+a88ocGrplqxG6WWXgc0xGeDBm8B+vsz7J46P2WZ3ixUpycZ3XUQQ/dp6oKaDfOjkMhArFMwtqqfUWsAZShiPUWa5hfJLyWx7RC5Ypp0ywK9kaOsnttPdWWaNabLLm8TNSIEUuAYJmU7jl2JYBk2RrzGotdEeS6Or4fZ276B9am9tM9Mk8gVkCkwLYNUKU9zs06bO8vB0CDt107h1nSqMR3bieAri0ihTHdvkZhQrG+dZXXHOHrc41sLt1A50ESwIwJj1Ft4aNS/+VNArC4i99R0zCKUbUG4qvjeYZPRMQ1Vpt4TXhPYgcAWkC8LzJrirstrJGIBn7ovTNUXhNcHDBckHbGA/TmdvphP0lRE0egJokRvCFiYHSAyMY+vh6CsQUoQS1ZRSRgtQ/dV+1hzSYJ3rlqNrwmendOpzQkm5yWLecnnvmgSjzusWeOfZuFMpc5f6ZwLITpPYJkK01QXJbHpTdvH/Ww0Si1ddBris0GDtxAN4fnSLDz9BI6nqC6AU64n0+SmoasHku9opkCS+fF2Ms4CB9vX8PNrvkLTVJ6/rX6SQj5ObGaR9DU5hCFIzS+hd8CAPsSM6EQJqIkw0vCRcZcASSWbBE+wMnqATmMa4cMzV2+l58BRwo+NkElFiGtJWrDw7TnGevtpa02RnDYoNiXwDIVMBOjlChucJX7vusexwiGeoYJDGdvrYI2MECQ1Dh4RaEqhygKpILBAdkFgQyKqyC1ISrJuGTVKiok5DWVRt0x61MssZYEoBE0CR8CuUZP//gT0xQPazYB3ba7xhaMRZlzJvcMWMUPxsTVVmkNws9XMF6LDlG5PMPtvmygcTkCmHjsaNsqU3AjugqR3zRAPzYb43DNhLm2d4/J2nwce6ubZhw2Car1n/Ve+q7j1yhr3/H2JVOqi/smcc9av9/nP/0/5ggreE2y6fjO7H9/F/gMTb2oBWne7rzj3C3/+3C/5ZqYhPhs0aNAAGH/qGVpX9TC7J0+t6BGK1A0kx56DvlsSZA6U2Rjdw5DezYjRQ4uVZ6+znpKK0Zycw9bjFA/qtHQEJDJ5As8gqpewNZMmlsjSREbmyGhZluwMS3Y7um6TlnlyfooQNYrxZlrTz9DWWSJQCuWWsZWO0fYegqbbKc+7JJ003WVBVQb4gccgkrAaIKkWWQj2YLqK2mI/c9V2CpUqFRmnKRKQQ2CXRb3EpwdBHghgQRMoQ2CZCq8MRVviKeqi06XeI95bfhSAOASGYLYiGFnS+PV3V+lvCti1pJP3BAOJeur5dEXy2KzJ+/psBFV+d/Ax/qNzE9OYYErwA0BSLoRJNuUYvGwXvduOM1EM6Ek+xb69Kxl93OfALlEXngACbAe++XiIW94l+dv/r8JVV73Kyumvcy6G8HwrUS3b7H6ukXB0sWmIzwYNGrzlGRlZZHBllCXVj53LsXRshFoFhAQjDEszNfr6KoyLVpq0HGvdI0zrnTzhXYM9Z1F043S3L7EY7iFcqtBydJhwzKY7WiDXm6aiR5HKRwYBjjBoE3PMBp3YtRBeWCMsquBBUiuwJXOY0ICCco3hfIS9K7toiY6wVT1AWybBI4HCK68kaaylGR0dwYiShJzNPHuwn+crSyzOtVINApbmm/BdnQCQCwLhKFQg4ERuWQ4qWUnrQEAuEIRnFVVL1HvBLwJLQBf1rjAadQuoD0hwA0GxJogsZ6I7fr10KMCYLTlc0zBL9XMSi55Qkk9d8SBPd73Alz/zPkZnkrhInGKFiDZHqnueoeF+SmYzmWQRd8Uoz3zzajTbBWGAr+ob0YAAXjgo+cxnLHQdtm59cwnQBuePcNRi09b+c7/wP5z7Jd/MNMRngwYN3vL092fYoboZGNRJr+jj0JfvZXFsFhWAVgP3yUX0d2RIWEtIEabPnOCQO0hmxRzFYgRrcY7E9ueI5sZYdfA7aNfbqKtX4HdYDKZ3Y6Yl++QmSkSJK48mPcth9b/Yu+84u6v7zv+v8623Trl3etHMqI2kUUMChASiY4wLGN9WUf8AACAASURBVCcOXhvHpDi2yf4Sl7TH7maTePNLNr8km3j9SByTxGVtbC8uCcYlmG5AgAqodyFpNKPp7fb7bef3xx2BJFRGYgqaOc/HQ48HunPvueceRpq3Pqd1UHCiHOpfQlv8dZLGIHVOH0NGFVq9R5mTpfjyMUa1Jva+73qeFHnqRTdV4XkMeieodNpxxtKcDFXSGvHZctjg5T2N5IxKKsoydO9N0PdaGE8ICrZAsyUSUQqUaaCGUgjNw2BaI1SUVA1KCn1Q9ICAUugcA6oobVYyKN0lb4FlC96/vEBNrBQw2+I+hpAcy2q8nDPxA8kxX2fYESQsgxp5FxUMsqAhTvN/2cerO8K8vLmGYNAi19TLqJckF6khHBTIjpgU+kw03cXTDSgEpb64slSNdQBD48kXNXQjxENfyaCrk4betlNT77NZPltkpzpqacap8KkoigK03/Uujn37a4QbWrDv+S3KHvsG2a5OVlSDV3QpHPEIr9PJhgxGqyIYjQ6/OXYQIXbxs+cMAtJsaNlM9bH99GXmY4xmkI01BIZGndbHAD3E9CiRIMsg1YSiWfpTtYyKSl5zr+ba6MusLX+NcMbBq4hRHJPYd8bpbLuGdNFCjvhssW/BMcOEkMRGjtK8pZcbWsu484Z2/nJ7lGKgUWdEGD4R5fgLFn4AUgMEBDEBSUrT56PAdkq/j4PwJCFHYkTAqJSQE3jZ8WLjEKWpd6vUjhCwstXlnpUOv7X+zbNhq0OSTywu8KNum3BRsqjCI2q+Ob46YcI0c4xB/HCeW6/Tuem6Tg5nHP7v9hh5R8OSLmbRY6yvjECH+OIUhu1T6A0xuqUCHAGGBC0ABwYcybYdGocOaSxZou6EVy4uHLVZefUUrPlUlc9LosKnoigKEG1po+7WO+l79gmipkn5R36L7k2b6C7u5bqmDP7zLiPkOHTDcgYqq7nVO0iH90Gi9c1cc+N2To5tZ3TIp+09V9HtJTDWxphXNcpwOMZIUMkKsYMeGuilHl/otIf2ETUz5MMRWiqPsyy8na5cA62GR86JUIiabKtdwxgJ2p1D9Hm16CHJmF7GmBmQjTvcZBzg+nySXGEpqYLAEKUzMQ/t0xFiPHjCG2s3tRYIFgBbgRNAN5iVksalARUtkoHXNIQPhidZ2OxDDro6NXIpgSyDSLXk3escfvO2AhsXu5hnVRubogEPLs6zIeWyI22wpswlcdYB8ToCSekxnwDHF1SVG2SyY4yNRMlmwxjRIrLagJ3gpAzCtTnSVhS/aJauMzIDKBTwizr9fRrd3YIlS6b4G+QKMToqeW27ZPduQXWNxnvvCojH1ULSU/LZIju3vD7T3ZjzVPhUFEUZl1x3PdHWBYzu3k6+t5sF936QipVfoFi/Dyu3iVjkGB11CZaKMnwnjuXXQFBBtO5mFn3iZmT+ONrBP+bG1CDH/TLMsIfUxtCCAE9YzMu8jjU6RJlRiVbwWFuts0VcT0UoRU5E2GssZnt0OdX6IIVsmJwwudH5BRkrTlPYpanQzdet+5EIRq0o3l3vpr0xyetD4ORyFByTYiFEYIJYCKYBbhZEGqQFQRmlKubtwADQL4k1FXFXu+itHje0CvwRmyOHTew+iYjBhnke86qLNCage8DAHxJ4w2CbZ47dCD67KZBAZ1WZzeqys9ZhFl+H7GPUR2+jyy5jSGTQENxgzOeYFPQl88Sjg+RHdHr21zF8pJZ4S47cfru0CcentBRAp7RZSUrsvIfUTXL5qf/euBL090u+/E8BP38yxO7dMQSSjRvz/OB7BSzrwgH01e1d6OnBaerpDFMnLc04FT4VRVFOE6qto6723Wc8FrCEQvQuXG0E/N0I3yPmLMX0a894ngi3EO66idgvvkWodog6uYs9H1/ISGuCWDFD1x4wuoeR15Xjb+ml5ulXWB9+huBXVlBRIyjEw+yIruOotoBrwy+w1D9GEA5hSYeeeD2iAElG6JINmL5DQzaARmgs92mtizLSazA8WCTTGoEiaA4YNZKgW6BlwEyAE0DggTm/SOKmEcyEg1nhkTZ0RkI+y+MBH3m3xdJ0hP4+nUN6mt7yDN1jcU48U0NoVDCvPjhrfCSPiTHySIpSEkGjjbMOq/R7wO3F8HpZZ9/GlqMB/7E1SqFJ8nsri+z3FuFERygMm/zV19sxhjSsjkGSzX0M70iSLM/Qn62EYgCOi66BZVjU13vU1ak0AfDMswHPb9LZsyeM75fOC92yzeIXLxS4/dYLv/ZU8JzNxyzB+LT7NVMw7f71yW9yNlPhU1EUZSJkCNOvx8zWX/Bp2Tt/Fa1nBL3/FfZdv4G2f9lB6OYiJ9fXU+waIvy97azyu0g9lyKUTVP2WieFn+6AxjJ2feUP6A3qqO07wZLQdoaqW6mUo8Q1FweLUTOBHPMJp3Os3XOQFSPD0HEftgHvWeJwuKfIQCJOwRdYhiRwBDIjkA1QPzJEtTdINprAT0ZxmwfRgWLBAl8nqvk4XohqinSF8/ghl/dXx8mTwxUOvpWn6VqXu1sdllWdefuOBPJIomgUhU9RnmP9ZfhaMBrAaEBD8OKuOBETthwR3LjM4fqyOBCHaqj7fI6/ezjM0HCS+uo4v/un+9m6N8mffrmSvk4D19aJ6T4LGj1uuMFn4YJ35nrPQkGyd6/PwICkvl6wZIl+0Qrk27FzJ/T06pRXeqRTJp4jaGx22LdPXDR8zhX5bJGdm9W0+0xT4VNRFGUSCcMk+LXP4uzZQq5yC7tXX4OmnSDWe4SyVw9w9FiRoS8ewxsN8IRE18B0wNRaiBZ9Oga3UxzK4i00sZ0Cuuuj2z6a4WM4Ga7q38rS3cNcO5TGiLS/8b6L9E4+uXEeX9vj0TukkRkR6OGAUEwQ10f4/PBD2HszaPg8+a4b2c0KfENQiEEhrDFMwFA4oFfPcY0M0Ss8XpE5NlBOjbSoq7Kpqzr3/LaO4HYZY5PI0S5t5vPWq1wRJlhvVpzWtLn8fKdFa3VAeeTMyuVVyzy++mdpcgVBNCzR9RY61sDCjhRPv2hwZD+EZcCqFZJ77vGorCy9Lp+H11/XKRahoSGY0Yro2JjkX/7VYXhYYtulG7Pq63x+/dcsotGpCaDJJGgExOIOZXGPogOxqEtzkwTUuk8oHTK/8pr5k9/wNya/ydlMhU9FUZRJJnSd8MrrmCeuImf0QZAn7p5gYPGzRLtfIbVlK+6Yj+OXpsCXaRo90qB512GucfdTzPlocY+aIEemrIy8GyJbESKy4zDLLIerB01y/TGW3b8OgN7OHmRFA8knX+C+tEAuvIW+vMHJrEZcL3DH0Z9iNMQpygpGi1lu2vJzjjd30G1FCOk+Yc1BeB66BcfNLBm3nBtM2C0crs4WWZ3qgVA5VJx/SnYBNgvkOULnedy83OXqBR5hS57zmCTDgLLYm+FR02DJPI/nH/doTpQuANA0qKoqff3YMY1vfsuiUCiFLCnhmqs97rnHRdPe2v5Ue/ZZj7GUpKXlzTfv7Ax4+WWP224zL/DKy3fvBzR+8QuPfQcFrgfxmGTlcskdt1/4dbP9eKXT5XOq8vlOoMKnoijKFNGlTdydV/pNop2KW65lpPMhhLGQ3pc2kagvY2xgiEovh5k9SWgwhGdpxJPDNGYGKKZDDFVVIgINYXWx7blKrjNilHdcx8I15YTb2tjea/CLnvn07pfkt9tIP6AukcexY4QrAxqyXVw1tJ2jtQsJC0koGSDSIdIhQZUVkLRA4pMzCsQ0j4RWJB9ovOZaLBRDdO35GYtG+wEJHXdDw4o3Pp+UsC1toAFXxb3z3s4zlhW4PiRi8owgGAtfWmXyySdLe41aWkq/P3oUdu6ClSvgWw9bRKOS2tpSm0EAr2w2aGkJWLPGv0CrU2P3bp/amjMHpKpKsGtXwG23Te57BYHE86CtTfC/v6jx4x+7HD8hmd8acN995kUrrXPhfM83SIlQd7vPOBU+FUVRpokZL6Pt479F+vVDRJpakI6DyAd4P/kG8wb7yOerGEwkaZhXJJMKE9KgKpdmz/Ewg5vTWJZNomkfixbey+BD3+O7O2y2N19NU61FaxK86xcjXQ+z3mYpLulUnsy/Pczooc1U3WhRvagB1x1k94KF6GUmniYZ9QXICFLoVJujWDRgi4AeaVCfz5AVPlQ2QyEN3a+dET5PFDUe6bMRQJ0d0GAHZDzBIydsPAn3NRfZ/7rOY1ttpISlTR4f3ljEOKvS2dmn8fQ2i3s2FqmMnz8YpNMQiZw2nibkcqWqZ74gqKk5s1JaVRXwymbjjfBZLMJLL5sEPmzY4BIKTcr/1nOKRATFYqmPpzgOVFZO7vR3d7fHN7+VIpOWXLc+xHvfE+HBB3V++G9pXnqpSC5XQUXFhX/Unwqes32zEUAkarPy2imYdv/m5Dc5m6nwqSiKMo3MeBmJVWupWLoCN5PCLKtgaM0KCn/7KdpePUAk0gC2hjO/gpPxKGFRoNhQRmPCJSQdAmuMw6mdbEusYzRRw7J5EU6dHWNUJc94r4jZhTQHyNS0UNc/hm9KMnXwRMsKnLEsMhrHFQJPCsJamEJgUqEHpeWBUtJdCHOsM8TCcodYMMZguI1/fjFCMhzwsRUFEoakwQ7QACEkhQAOpnX2p3U0BFv7fZ7ZalFfGWAasLvT5NBJj6XNZ1Yi+0c0DnTqjGXEBcNnRwf86Mdg2+C6pV9trZBKiVIZ9uyxHg+npzz7nMnTT1sIAdmc4P3vcy7vf+IEbLxR53vf97BtME2B40iGhyXve+/kXsX0w3/LIAQ0Neu8+GKeZUst5s83Wd5ROqIqkbjwmoM5U/Ecl8sW2fnKkZnuxpynwqeiKMoM0CwLO1FasFj9vl+i2FpJ56O/QcUrnZhLIhQWNZKwsgx6VSQNh7xfSX1EEiQqyXd+n7pfvo+evkpSw2Pnbr+sm+iiw4QfaCcYMRiu+AgHhqA7tIeBRJJcYBANAgxDJ6FLIpqk19Op1CW2JsmmJfuP2ehbVnA838WDv5pkk3UHxYzg6KjOiZTO4qTP7zbn2Zwz+IehCFFN8oFYkbgBvpQ0hErXYp5a06kJiRe8tfK3tt2jfZ5PPHLh6dD1609VL8G24KMfgXnzYHg4AAS+/+b60R1HXNxijDXXSXacLJUf93VrDBd0xsZyrMlP7QacNVfppFOSZ5/zCQKJYcD732ewbNnk/tgtFiSWJdA0gRDgeaUxXLzYYvFi6yKvLpkLFc9Tpqzy+a3Jb3I2U+FTURQFCHAo2PvQpIXttCOY3l0qkcWrabz/Rg499xr1rxzHavPp02JEvDSeALNCxzA1ZFGQQVInfkGtPZ9M5K27SVLDY2jRQfDDGI0d0DYMPZJFNSHczip6s8NYsTjVlouhhTn9R0EmENiaZLTo05iRLJ3fRmdnE2PzEnRoNtuGoCYa0BAvHW8kBGzLG5TrkiFP4GqC32vPIiVEDFi32OWlAxZCSGorAxbUeW/prxBcNHhCaSr91ltLv06XSEhuvsnlqadNKiokpilxijHicVix+s12r9kQkMsJZBDCLRuAs88inUSaJrjlFpP16w1SKUl5ucC2JzfwdnbCNddEePKpDEODPosWmbS1TXwz047nt8+p4AmnKp9qw9FMU+FTUZRZ79ixIe7ZUNqJ/eim0n3kra1nTlEXrcPkQzsB0IJyLK9hWvvoWwkGqz7Nkvf+Bbu+mqZx+wj+YiiYFqm0Tk0kixYNoad8cloUK3WIkD5K5hxtlSXKkdoC0F4Fq0B+OILmmDyez3K4spKoKGJW5oiIXpBRXH8ecjxsC2BEQjIiadgGx8dcGhsNKip0qgyf/3pDFl2Aflo23xDx+P6YTZUhmWf5hE+bWX7fNQ7LWzwcT9BS7ROaorx3++0eyWTAF79k0XVCsPQajw9+RBA77WrJWBzee++pKf8Ej2568/tiqoRCglBo8qusfX3wlYfANGw+/SkTTQuortbR9Ym912RMtw/l3LfdxnSbssrnw5Pf5GymwqeiKLNeKWiWYtqbIXTojACqyQigIaSOFkzhTpQLyEWvYyD6GbymL7LjhX4G7Tr0+RHioRQ1+b1kAyiGbOp6+zDKQ+StttK1k+cg8o3I/ijoRUKFJH99SKNLViCMgLKUoMwYRquFMj2DCLKMuWXkpMQ2JBUS/nuZRcP9ScbGAlpbTQyjFGqscyxZXB3xWBLyMAQYZ2UfIaCtduoPgRcCXE8Si7johsuLzxisWqNz7fXnD5enf19caSIRKC+HkA1VVRqWNfFK/WSu80xGpubYqKmi1ny+M6jwqSjKnLDjZOyN/z52bAiAVQ1vBo9HN8WR1rU0N1VjBBVnvlhKtEIKadhIc2qDaYZbSNydILrv+7QmcjwzZHGwNcLS7k7KkimixwvoBDxuf4p+bwnRC7Ql3Apw4VBK43jBxq7Ms7Z1K1ErjRG4lDl5UnYFhz1BHogLDSNr8YAtWWsFUA/1F7jQqe9EDwC1zfVYAlJeaco+/Db21GQD+HnWphDAHVGHKuP80/Gn3v8UP28yPBRjsF+nOlkg05llv6Oxfp2DfZ4M2tsJh46A68CSds555uilqG2+8A1YkyUeh899thS6J9rns0PnXJtyf4M6amnGqfCpKMqc82bF883wWaqI1vPopiKtrac9OQgo3/ko4a4dSN1i5Or7cKoXTGHvBEF0NebVqwFo+dqXSWz1+F79x2jbs4ua6BBbQ7czkriHhUwsCPe4GoHQaSg7STw6Rmq0gupwL2vC2+ggw79nfocGvZYKAQSCnUXB++OlbeJSwkBK4PmCmvLgjGOSTgWttCv4ZleIkwUNDbinrsjayreu7ZyIp7IWW/IGlgZjacGnKgvnfe7ZQa+2GSqq4bsPj1LfFGHjxiRf/pZPbEE5riNobuWNCu4pB/cV+NJfHcb3At51T4I/+d2z/uHxDmZM8Cf4XDpK6WIiUZuV66bgz+93Jr/J2UyFT0VRlNPcs8E+Y0reHO0ifGI7bqIZrZilbPdPGbzl/5m2/pQvX03+iZ9SmV3KD+QNmKnXmX/HVbRSj87FS15FHxxfIhIuAWD4HgtrDtBWdZgKI08VQ7QIjeT4CfEukDP7eZY+5gdVbN5cw2vHDATQnAz42I15ImdVEX/aZ9FX1JgXDnAC+Lcem9aoT9K69AqTKwWGAEtIHDnxtZJ9/Rq7duusX+fy25/KU9tcCpF/9wWNX/+dHLoW5qbbBWuvO7PNgb4cw4MZJBLp1fLopuKUrwNVZk4uU2Tny4dnuhtzngqfiqIoZzkVQAEWlY+HFQnIALTp/WszsXYdSMnw9iNYIkzr2jsImfXsP5Jh1QUKOFJCnws/cgSj8wq06ik04bG4aR+V5ggV+ijzRS+6iCJ0h06ZIyYtRsVJyhN7GJAhDgwf42SmjuoFdYSy1XT2hnnxgMkdK8/caNJT0Kg0S+s6La00FTzmaiStS79Z6LaoQyoQ5KTg3nhxwq/bss3g0Z/Y1NUFGD58/TsF7rjdpKNDY3mbwfCIi6a9dbfTmmvLuP6WJPmcx83vqqQyabHjZOlrp5ZnAFd0IJ1TNxhdxJRVPr87+U3OZip8KoqinEMpgBZxK5rIta0jcmwz0gozvOaXp7UfQtNIXruBpcuvZ8ceg/D4fefJZIwdRzKsWvDWDR9Swu68xuMRn+GKHEFeECoXXFW3j2b7BOkgTl6U44ssjmigsfo19hY8hmSeZms3npnmaDqL5kAju8mUrWIsWUkkv4KhdPgt77cg6vPyiElzOCDnCzQkSevyNhlV6JJfjRd4cYfJIXRqVwUTWtO4cYNLU2PA4oU+3UfBNAQP/XORT37S5FOfFAwPC3acHAHOPOUgHDF48POLztnm6RvSpmNnvDL1ctmCqny+A6jwqSjKnHX6JqTTnV7xQghSy99DevEtSN0EfWb+2kyGJYmwJONAbLyAl0zG6BqFpoozK4TDvuAJ4TGUL8AwWGUFLFGgWAyRCpXhCAvLz7JPX0A1gjqtk4ZImuMM0U+MBsL0MULSBXNMUohBISkYSx6hrmY+DmCdNuV/R41DzhfsShlEDcnH5xUpNy9/U8fRkzo/fr4U9BqrAxY2X7yCWl4uWb2ytM60rb2ej1YE/I8/D9i5U3LVaqiokMyfbwMZHt1UpLEhgW6UzuOciKamBI88kePo0VE+dV+M8vLJvaloqp2qfqp1n6gNR+8AKnwqijIhx44NveVszNmqtTX5ls8rrbdW/KaTELC2zueJowaxs9ZS7jjivlEBHUTwtZRPv+8hXZMgpVMYCeMZNifLGtmSuoaj2YVYhsPG5E6qrBfRKCOHj2CAWropUE/EjGGEciRbExzXaskEDpEVr3MyLHhMaNwkG6ga3/AU0uG+piIfkkUmmOUuKFkekCgPkLL035ejtlbj93/PPmfV9J4NNr/3hZNU1Wrc9f6J7U5/4elRdmzNkM7m+ee0x3/+7UpCoem9iEB5+yLRECuvWzj5DT8y+U3OZip8KopyQacOaF/V8GbVCN56SPts8078fG2VEvM4FD2wT/vb+9QUfOMCi2/3GPQNFMj3lxGkNUTMRw8C8hJOhhsYMxK0xI4hpWDzcDtLajfjCoMieUaKVYwOJtk92kFKVNKeSHHvSouNlsNrDBLBppoQOTyeF73cI1vQeDNtvt3gmcoIuvo1YhHJ5+8v7bY338ZPqZaW84fDz/1mjFhMcPQCx3z6fqlIZhhwcF+OukaLJsNmy54xBgY8mpun7oakqbJnb9ecrn7msgV2vnRoprsx56nwqSjKBZ19EPf5DmlXpp6lw21tHj85ZFAXkxinZatkMsbj/Q79+wfJ56vwwxqEBNIz0OsdtHxA4Bq4tsHxoBXd8pCB4OnizVzt7ePQUBMvH12PLQr4UZ3AtNnW1cbrfYKPLDqCH3aoEi0ARDAYpIBDQGgCO+4nYiQl+KcfhMnmBYGE995Q5PpVl3dck+OU7ju/kIaG8X6fJ3ymRuGH3zHwPPjgf/Jobg1xaF8OwxB0dzp86UtDrF8f4Z57yiY8da/MvEjUnprK5/cmv8nZTIVPRVEu6tTayDPWQjK3puLfKRYmJDe3+jx7XKc6LN+ogHqAH9HwAgcpNDRLogUBflaDQMNa4BIKZXD0EJ6p4/gWll6kK92AcFy27d5AarSMwDVIe2XocY/GeSOUhcZ4/lg1G5b4WKJ0pH0WlwgGFm+tLAYSnu032Z/WWVbmc2O1O6GK6N7XDTJ5QUtdgOPCU5vtywqfo6MBX/zfRd59p8G6dRe/fed838P9fYLR4VIQ7uvRuPXOSqqqTY4eztPcGmH+Ao0t2/KsXRtm3rwrrwI6V+WyRXa+pDYczTQVPhVFmTAVNN8ZVtUGREzJk68b+AUotyW2CUJoxOvTZDolhlMkkDrUakRXjRJqzKFlPEJRn6IXxjSKRCIpjvTP50C6g4xRjghJgoLAkwbuiE6i+gQrWndQi0FT0WIsbCGljS0MbpT1Z0y5n7JrzODxfotaW/KzXp1qO6Cj/OIbhmxL4o8/LV8URMOXtykkFBK0t2vU1Ly9amRTi2TRsoDAh5b5Aa4L5ZVhFi81OLBvhOERC01wxa37nMtT7jBe+Vw/BZXP709+k7OZCp+KoihXoEUJSXOZy9FRjW09Gn1pgR3VMVoqSLT3ERzUcReY2K05WmLHCGsFMrEoY5RTUTGEhUPBD+MFNulMHLdgQVQD1yNZHKaxopP2xB76RpOYlo1RNsBaOUgt6wlJA/McVU+AlCswBcQMyZAQpLyJhcCVizz2HdM5cMwgbEs+9t7z32x0IaGQ4MP3TfxIpLMvFXizHXjvvaU0nMsGPPTFLEcOCKDAbz1QgWF4rF4VoqZG/Ri9kuQyRXZuUms+Z5r6U6MoinKFChmwtCpgSTKgPysYcOHbfh27kyeJzR8ipcVYGtrHInkYy3VIm3G6tTpOyCYcGQINImaelFEG5RqaGXBH8gk2yuepC/eQMmJsyt1E0dCxKSMvh9g8GuXVtI5jZVkadbkhbFJz2p2bHeUeLwyZHM8JLNOnPT6xqXPLhPvvKpLNO4QsOeGrIyfD+QLoKV2dPrte1QiFXSxhc+SIwZ/9qfrxeeVSRy3NNPWnR1EU5QonBNTGJLXAHwY+X/AtjhIhIrKscV7j2syr+EInRJ5XytZijXqM2hUEviAiCvRpDWBCs3acddYrHC+0UEjZXNvwCv1OM0VtCcPmAE+P2TzZKTAqhzC0DC8VBP/hwXuiHrqdYYmsYpGV4MGFGb7npihaOXbqIa7zEjy8M0TWEfzq6gIVoXP/8BcCYpG3fm10TBAJS6wpXFpZ2khXOs3h7BA6OjZGzLaIRQXDw5Ka6qnbYFQoSEKhyW9f3XBUEonZrFx/7ksF3pYfTH6Ts5kKn4qiKLNIuQafFzG+6A0y7GdZ7e/CNQykIZABbCi8jB8XHDEWE/ZyDGRqqWCIIb+GVeZr+LqBGTjU53uIeRlWVOxgKCE44Eu2ZVcSqzpOoOvE/TCZQNCjj/GdrM/7bMFm0UuDjOMbIM0sTVgcJs+8jODAoMGYA5t7DN7V5l78g4x7aYvBY4/bVCUkn3ogRyQyhYNHKYTuOAn5bEDRhYoKjU98MEStIfn+DwTXXiP5+MenZp3njx7zefklyc23aLzrjsl/j7m+3hMglymwc9PBme7GnKfCp6IoyizTIEz+Or2br5kpdNsnzhg5otiyCBpUGsNU79lJ1d6jNLq1aCs9Xq1YC/UeXiggWeyj+mQv0WyORe4o4bjP3/fdS3e2mgwaDjrl4Rz1NT3odp68q7El8LC0gHbyXEWcFhmmUxRYJeM0xyW15QH7ewwe77WoLw9YkZjYve/7DhqEwzAwpDE0ohGJXN6h85eicCLDf/uvGqm8xv0fDVj1INx9t+Duu4FzbLKaLDt2gB0SbN8uedcdk9iuqnq+IRILTU3l84eT3+RspsKnoijKLBSmnD/a/zc8sWABcZElqY1gmwW6o7UkNAAxpQAAG+1JREFUu48x9vVhwsIlNtzJoiqNqjuGGDbLKfgW1aKfrpZGKvadpHrXUUIrF9BNgpw00XUHpGAgH8Es2lQYLnaxjOrwGC2azVay1GBxB5V4UpY2JunQ0eAyrAuQ0JvTJhw+b7/J4QePheho92iom/rgCfCthzUCARktxN9/FX7pAxlefFEjnZYsWya5bl1picBk++C9gk0vSW7cOLmNn7paUxmvfL6oKp8zTYVPRVGUWcjxm7GzAWVuhpQeRc+GOVa9iuFwBbEt+yivLHK0Yhn6PJ+cEWLIrMAxQ7yut5GVURoGj/FU7zIW//wZ9O4jaO/3CXwfTegU3DCaUWQsnSSia3gYLNTLiAK68Nkhs8wjhHlalfDaGo9jGR0BXF098fM75zUFfPbTuUv67H0neqhtnti1mefS1iZ5ZbOG9DxqK+GW+8t5vd8gGPUpKxT57O84/Pc/9uke1Hh2h0l9IuCmVS7G2zxvv6NDo6Pj7bVxPmcH0FNT8Hv2dp3x+7lBbTiaaSp8Kooyq51+MP5cOqdUSIOct4KafQc5sLaNAiEGs2EylsVJfSEVY2NQGXDcbMVdupyUX0WlHEHTAjTPp2pskB5NMFJZzXC2CksLk89FAYkQILQATQuwfZ2qmIs2vkQxgsagcPECiQD08RJhwpZ8aunlHZ803X77QUl1tc9oKuA7r8Q4fNSCJBDXSB0R/O3fCn7zN3L8n+dCSGDn6yZV5ZJVCy7vRqbpsmrjaqA0DX8qdJ56/FzB9GKSkYsf4v9OE4mGWLlh8eQ3/O+T3+RspsKnoiiz2qnAefbtTLOdG2vAi62ictMJ2rV9vJprIJMNkenvwV23AK+9nj5jIXvb30dVOI/h+KS0SirlEF3FeXTF5xGp76WzOYl7+3rqqopEdJ+DY+VIISmzHZrDeZpjPgsjAeHxcz8LBMSkwVckRIEHpvnmyb4TPW+7DduG+z8KX/mZzWtP2RAARQm2gJBGdkRQdCAIeONIqOAKKqadCqHnemy2T8+Xpt0PzHQ35jwVPhVFmRMudJTObCR1m5Hlv4afjyG1r9Czu0B/bR26m6PY7zPwwAd5svM9ZA+VMfzUKAvbDyPLArSacqxRD9su0GV0cGz93cQMg4WOzu0tA/yNdNnqaGz1xnCtHIvCBitFKXhKJKP43CJjvAzEZuizv50p91McD3Z1GlTIgL5KDUYAKWEkwLICmpvg/tsLPLHNYkWrx/LWd3bVc6JOr4LOxqn4SGyKKp+PTn6Ts5kKn4qizAmPbiqOB9C5Q5oR5JoPMZTdxoBnY27txtAkYnmco5kasj1liEOQCSo4IZpoaunCtwxyusWJwWa6xppxNJv+Qxava5LulQFGvU7O0Yi/XEu2dhC/NUu22icD+FKyggiLRZglU7EjZxrZJrzn6iJ7jhgUXwwY7dVgMMBwHf7if7qYJrTWBXziMm9iUmZGLlNgxwuq8jnTVPhUFGVOaG1N8uimoTlXAdVCYXY2vpey5kN0L11AjAxWwqDMG8bIeQSejl4WQKBz5OBC4j0pjBVFOnvbCLoMSOmlnxRR2LW5iiNNOdZUe+hVcG13FQ0iytKqNCl8qjBZSPiNO99HPMHzKZNMIFga9lkd8aZkl/hUcBxosCR/cm8W90OSrmOg5QPWXCVZseIKmmNXzhCO2ay8fgoqn49N/KlCiAeAB6SUN09+R64MKnwqijInnTpMfLZLC4/utKA6O4JRlmCx3YmoMIjkHbYxwBA1BAG4mAQFnXhZmvyYjdxrgKuBD4wIcIByyKUibFpaJDkvi/QC3r1kgCeDAsc9m4QQzDNHuZsYlX6Ih/rD5ANBSJPsyJnk/ALXl10Z09Pf+3ebl7aZdJ2UJOM+f/ZfCsQrBF/7SYif7BA8cFeB6sqAp3ebDKY0bl3uUlc5PUdBKZcvnymwc4Yqn0KIKuBPgQ8AVUKI54FHpJRfGv96GPgy8HHgLinlf5z2WhsoAH1nNfuPUsovCCFuBp4BwlLKd3w5XoVPRVHmjFPVTyiFz1UNs78C2v3zRwmsnSwae5oN6wy+W38/YyNJjnvNJFYO4uUE2YMVBEWYV32U1Vdt4+nn34UsAEUBaQE5QAdSwFEIyi1GTElm1RF+JPMErkGtOEk2gFS+FTucZm0xwpgvaLVLgSyq+Tybti45fA4MQCQC0ehkj8z5+T5s2W6y/aDOtq3guSbPPSP5p6/69A5rWCbsPKJTVaXxxA4bvyh5ba/Onz+Qw55bKzuuTHLGKtffAUaBu4H/Bfz2+C+EEOXADs5/UWc54Egp66ahn1NOhU9FUeaU1tbkGTvf79lgvxFIZ1sILQz00/2//po1v15GfaGLQXsVtfl+XireTJ9fSyA1otdmqFp6kNRIBW3VB5HlEtN0iepZsjIOmgRDA43S8YhCwnHw6kwsLUVB6MxnHzeYrxIIietXMRK8G/essxQll343UE8P/OM/QmUCPvuZqTnY/Vx0HZJJnyNHDIoZCYHP6yOCh/5BY/Udkkxe0D7PZzivcfSoYOtTJulBwdYf6vzxnxWorw1Y2jaxQ/SnSqEg2bYtIJuD5R0aDQ1XyHqHKRaOhVh5Q/vkN/yTCT3rOuAjwDCAlHIP8OD413LABinlSSHE587x2nJK295mBRU+FUWZc85c/8lpG5Ey7Dg5U3u0J1/6wF6E61Oz6yDBx6uItxUZTlVjeQVERuD6IfJawKhXSc6O4RTCJA4MkDpWTiEfwmpzcPIWnIBwMUtV2QBF3SZjRSkWbby8RI/6tGsHGZMxfBkioY0Qlb1odogRPU62GKZOCzHqa3yg4tJmAy0L7BCUl09f8DzlN+4v8Jd/b4PUoJgD3+P7j0gWd2gE6Pz05zYfvidP+qBk6ISOHUg277L4wj/obFjn8ZmPZKlJzEyFLQgkD3/b58iRAMsSvPCCz4OfNqmrm/ggzsad7gD5dIGdz++fqbd/Bvh94DNnf0FK6QIXWghUznhonQghxC3At4FPSynfcaeQqvCpKMqcdHYAPeXYsaFZUwGNtLRiVSQYfeYg/m/OY8hqIlKeJj8UxdILuIaOtAS+JzA0DxFxyKXLCGoFft7ArxAQleghl+ruAQIP6uu7iSdS7E+3k0/HKY8P4woLU+ZxpEbI8FmD4Ijeyy21Y2xPR6nx6nlvWGNF5NKqgckk/OEflCqR080woTAqQfdB80GX4Af889ckf/C5gK4ejZO9Og0hHz0LobgkX9TQgPJ4QCQ0/X0eGvLp6fEIhXSOHg1obS0dgXXiBBw6FFBXd/GBnO3nfIbjU1T5/ClVQoitpz3ykJTyobOe9THg/wOeBQaEEMuklHsn+A5lwAIhRCcQBk5QulH+76SU2dOfKIT4MPA3wL1Sypcv/cNMPRU+FUWZs1pbk+w4+eYB9K2tSVpbZ0/lM9rcyrI//ku2fPPPOelWUqd5NNFNvdVD2M4w5pXjZ03ybgTpS4YG6ogGWUSZhIQGZQHCAKtQpLn8KE7Oxkx4RP0c1WKQgoxR72cYsVppYCshkaFGriAsmjAYJGForKkc4gYZpY74hPrcNaix/4ROfSJg2Twfc4Yu0RlIa6W1AnUaSAN8AQWHsSU2j+zWuKXJpaJc8v5PefzkcMBop8bSNpev/FmaxobpD5+7dhX516+OEQ4LNKFRKEbJ5wW2Da4riV9k+C/nhqMr0RRWPgellFdf6AlSyjHgk0KIHwL/CLwihPiylPIPJtD+K0CNlHJMCGEC68bbuAF492nP+xzwCeBmKeXhy/kg00GFT0VRFGbfes9T5NUtWDd+hFRoD0N+ioJmY8sCVRS4/sWn+HHLh4hUZihmQxSHLBzfxso7EAekQAJ+TEPHxXYhbqcwsx41jQU+2NqJLQZICxDchE0b3cJkobQJYzJEjioZIUlkQn3tHdF46D/CCAEFR/ChGwpcvejSNih1dQd8999G6eiwuP22ib3v0U6Nb3w/xH+6p0j7glJ1tjwqSTRLhltNyJpgSKiLQkpnOALr73Rpqg/4dl+I3//bAp39Gp+/LkdrYvp3vO/aVeTvvjjK/v0OHcssausEa9ZIDh8Gx5GsXaOxfLl23tfPleAJp9Z8Lpn8hn92Sc8uAs8DfwVsEUJsutjU+OnVzfEp+heEEA8Czwshmk976ruACqDykno0zVT4VBRlzputwRMgp+eIekfJBy7+mCBsF6gPd5HtL0OEdKIiy/DxagzLRZMS56SFqA0QRR8pBMQC3CKccFtYmdiFkAEnnVbWLkpzrWhgh2igCQ2DGAKBg0cejTvkQgq4RLB45YDJU3ssPF9w3SKHO1a66OfIQr0jGn4ALTUBQynB4R79ksPnazsCeno8+vo8btwYxrIuvs7R8wWuK3DdNx9rqgr4zjdyfOAP4+RrxsuYUsPLBfT2BLz0qsF7lju0hzyeOGqxtNmnoXxmjlras8ehplqnp0ew/4BDMhFi/XUGv/IhA9eFSOT8YzCbbzM6l3ymwM7n9037+wohdEAbD44ASCn3CSEOAW2X2axF6TC01GmPvRv4KPBjIcQGKeWRy+3zVFLhU1EUZRaL+BHCUiN2chDHCuPaJjeWPYs7HObx8juxDYfavpN4ukHBDOOkk4SripjWEPnhMOFYhpRZTu9wLTktSkw6LLu2k7Xlx2mmlZNSMig8kggkEgdJAh0DjRg2uzp1Ht0WorHSR9ckz+6xCZlwc4f7lr7WVwZoArqHNIquYGG9c8mfd81qjVzRoKPDeiN4ep4kl4OysnOHsEVtPn/y2SyW9eZjUoKT1fjM+x2+9Yig67ABtQFBpUZ2p8b/3RtCDgii5RIrCwvKPKwZWJsK0NFhsWuXQ1urSVWVwa9+LM78+aX1CqcvW9jx/PYz7nWfa8GzRCJn5qilSuAHQohPn3pACHE3sBR46mIvHn/dHuAlKaUrhFgJfAn44vhU/BvPlVL+qxCiHXhcCLFeSjkwyZ/lbVPhU1EUZRZLuklccz3Wa5twgzHcFTVUOBk6+neBIdmVXsEr5deRKcYZeKSOhdcfJDcWo4hNeHEGs9LB3WXjFgwSK0a5eukebkhspYYF1BDhFgSPkaJPegQCOmSIBby5iWtfl0FZOMAeD0G1FT67Thjc3OFyqF/niYMmfiC4ZaHD8gafT96V52C3Tm1Fac3npWps0Pid36k447EnngjY9BJ89jMaicS5A+jpwROgb1DjxddMKqIBqeEwhhPgHtcQJ0DTBX2m4GdPW2y80aW5LuBolw68NVBPhxUrbKqqdPJ5SUuLga4LnjutuldBESiFzLM3FM2t4AnhWJhVG6dg2v3xiz5jZPxZ/w5UUdo0NA94n5Ry5wTe4RClA+qXjQfNPuCfKB1Kfy5/BCwEfiKEuOXsTUkzTYVPRVGUWUwgqHevR691qH/uL8n+bCvpwENcleL68idoTnfT/co8Nh+9jrwTJ7FghMrwCK5voeV9yo1RjseLFK+yuH/pY6wwi1SJBVTiImWRCqLcJysYxceQUImOOO1Ez2hI4ngCxs/9LLqC8nBAX1rjG1tDlIckmoCHXw3x6XCeeVUBTVXnnr4+eRIOHBQsXiRpbJz4GMyfL8hk5SUdVB8JS0KW5PBxHV0XRCMaWVdgGhIkuJ7AK0qaa30CKbhj/fQEz+cuMmV8ovutj41ic/2yamDuhc2z5TN5dvxi+qfdpZQ+8BfAX5x2veat53nuW/6FJKV8EnjyAu0/y2lH6UopA+CDb6/XU0eFT0VRlDmgpuUWXr9xCcHaEZ77URWLN32edTU/55hfwUEW0dPYAH5A7+E6Ft+0j1QxTmVimJqqAVLzQ+iJChIiSoNsoZIiPpIiBj+nQLcImC91bsQ6I3gCrF/ssvO4wfHB0o3vugZ3rHToTWlICeWhUigdyQm6xzTmneeKynwe/uVfBY4Lzz8v+L3PSyIT209Ee7tG+yWerlMWk3ziVwps2mKw52XBwRELoUEQCILxE/MbGwJ+92N5wufZ2X6xoHg5ToXIiXpx7ztuxnVGlSqfSye/4Z9f0rO3A1+f/E5cOVT4VBRFmSNaWuvJ5+vJ6Bo9Vz3Msy//Awd6cnTV15RODcxIXj8yHyPlMP/2IzS3nGBUlDGWr6XOdMi4V9Gr7aIcg3p5A88gOSR8Emi8JlxsKdjImfPXiZjkwTvz7O3SCQLBonqPmnKJOygIpMAPSgfIuwFUhM+/Fs/3wXUFkYgknxX4/tSs2zs7MCZisGpZA53H6skM27hSL53A1JTlV+46wOYtmfO2dalBcbKdCp4z3Y93knw6z47nJnq05tSQUm6nFEDnLBU+FUVR5hDbhmgMhtLQLdsYjr6OnwmXVoeZgiCis//kcg59dwlL+neD5cM6jXkyStZfjHSXsUAvVSe7RI4kGhaCSjS6OfcazfKIZP3iM3etz6/yuX1xkWcOWyBh43yX9urzr/GMxeDD9wW8+prgqtXBRc+tPJfLqURqGnzgA720tOb4xYsJsjmTD7/f44PvyZIoD1NauvfOo4LnBczc3e7KOBU+FUVR5hBNgxtvD/jKwwa98Y04ZjWi4IMlSivGLDALRYyQy+Et7ZCG1as7We3V0INg6Wk/Ndqkxm7hU4HGMAEdZ1U9L+a2xS4bWku3wEfO89KzA+O8FhgageeeP3+7+4+NnvPxtxPEbr0KPv9r6ct+/XR6ce+ACp3nEY6HWHnjFEy7X3S/unI6FT4VRVHmmAWL4c6PBHx/FxzsWknxeBQMATpQELiFEG4uDFkI1eRZ7DVwUgpWGT6t+ptrMm/GxpIuJ/HZiMU1XPp1RJtfefvrIlXQUiYqny7M+LS7osKnoijKnLRxYUB/RGc4dpyDB5aBQ2kG2QaSAgIgCzWNOu21gtttjzWmjza+n+hURVIDmii9/MXL6IcKjsp0CsdDrLppCiqfT09+k7OZCp+KoihzkKXDLzWE6CxYuIuOc2J/A17KBldwqoCpxXz+3yXbadpbII8Kl8qVL5/Os+NZVfmcaSp8KoqizFGWDu+qbGXoqlEsb4zOvQmKnoH0JbG4zz98vJf7ro9TuuhdUa584ViYVTctm/yGn5n8JmczFT4VRVHmsNXJgP4acH5Jo/+WFIODOu0Jh48uH6M1cWn3qivKO12p8rlnprsx56nwqSiKMocJAe1RlzsXpcl4GrYmCRvqKJor2fXLqt9yuLxa/lASjk9R5fPZyW9yNhPyCj3vSggxAByfhreqAgan4X0UNdbTTY339FLjPb3UeE+fiY51i5RyRlOwEOI/KPV3sg1KKd89Be3OSlds+JwuQoitUsqrZ7ofc4Ea6+mlxnt6qfGeXmq8p48aa+VSaTPdAUVRFEVRFGXuUOFTURRFURRFmTYqfF7cQzPdgTlEjfX0UuM9vdR4Ty813tNHjbVySdSaT0VRFEVRFGXaqMqnoiiKoiiKMm1U+FQURVEURVGmjQqfiqIoiqIoyrSZ8+FTCJEQQnxTCCGFEHWnPR4XQvyVEGKfEGKzEGKLEOKmc7z+ViFETgjxwLR2/Ap0OWMthDCFEH8khNgz/vh2IcQvz9ynuHJc7ve2EOKXx8d7pxDiF0KIxTPzCa4s5xvvC31NCBEVQvzL+Fi/Mv7/4p7p7/2V53LGe/xrkfEx3yOE2CqE+Ob09vzKdLnjfdpzPi6EcIQQN09Lh5V3tDkfPoEvAI+c4/F24AjQIaW8FvifwD+f/gQhRAvw34AfTXUnZ4nLGetaQABXSSmvAX4D+D9CCHU17MVd8ngLIRYCXwHukVKuBL4K/GB6unvFO994X+hrnwPqgDVSynXAp4BHhBDRqenirHI54w3w78BPpZQd4wejf2YqOjcLXe54I4S4GrgXeGkK+qVcgeb8D3Ap5X8GEEKc/fhWYOtpD/Vw2ngJIcLA14FPUAqgykVczlhLKbuAvzzrawL1D6eLuszv7V8CHpdSHh7//TeBvxFCrJBS7praHl/ZzjfeF/laNxAHIkAKqAb6AXcKuzorXM54CyHuAPqA94n/v737C7WsrMM4/n20YUjILHLooukiIcoMo38gQahjmkkRUuDU5VgQ4UUYhIUWRF6pQwoDOSUTYX9gYsDCEOZiLiqG1MALb5yhEAfScpqLxJppZp4u9prYnPbZlp69drPP9wMLzlrvuze//bLOWr/1vutdK/k68BzwNeD4gsM9773K/Zsk24DdwKfxQlaDTZ98/jeGXogHgDunNu8Fdrc9OusfTq/OOm19ruxCJu3+7banxo5tFc1o73cw6RUFoO2ZJM8O200+N1jbh5JsB/6U5Plh8/Xu3wvzUeAa4Ka2TyX5IvCLJJe3PbPk2FbOMEL1I+ArbY97rtQ59h69gqGH8wCwv+3Dw7bbgWfbOty+gWa19VTZBUyGgI+1vXsZ8a2addo7wNqT8Gk8VixEks8DnwQua3sZcBvwSJI3LjeylbUNOND2KYC2DwJvBt611KhW124mx5cnXrGmNhVPKHMkeQPwKHCw7fTQ7/XAx5IcTnIYuAm4M8n9y4hzFcxpa5JsAX4MvMTknji9RnPa+xjw9jXVtw/btfF2AnvbPg/Q9lHgRWDHUqNaXX9mcnvDtPKfF1zaGNcAu6bOle8H9iS5Y8lxackcdl9HkjcBvwJ+0va702Vtb1hTdx9wqO2+0QJcIfPaOslWYD/wTNvblxHfqpnX3kyS/N8keVvbY0k+C/wDeHLsODeJZ4BPJdnX9mSSdwOXA0eWHNeqOgD8PMn9bV8Yep5fxPZeiLZXTK8nOQR8q+2hpQSk/xsmn+v7BnAFsDPJzqntn2j71yXFtKrWbWvgc8DHgUuHK+dzdrV9esQYV8m8fftoktuY3Af3T+BvwI1tzy4j0E3gLuAe4PEkfwe2AF92ctditP19kruAQ0N7nwBu9n5PaVy+212SJEmj8Z5PSZIkjcbkU5IkSaMx+ZQkSdJoTD4lSZI0GpNPSZIkjcbkU9LSZHjfXpIPJvHRG5K0CZh8Slq4JPcmOb1mKZO3hc2qf3WSzlkOjvwTJEkbxIfMSxrDHcA3h7/PMnnI/a+Bi+f0eJ4E3rJO2emNDU+SNBaTT0kL1/YUcOrcepIvAQ8zeXXqFuBK4IkZn3tprBglSeMw+ZQ0qiS3AjuADwBZcjiSpJGZfEoaRZJLgfuAjwA72v4lyfeBXcuNTJI0JiccSVqoJJck+SlwBDgOvK/tEYC2t7YN8KEZH906Z8LR0RF/giRpA6X16SaSFivJdcCTbU+sU/5OYE/b64b1C4HXT1X5HfA94AfD+tm2Ly8wZEnSgjjsLmnh2h4ESPIe4KvAtcBbmdzz+QfgEeAzU/XPAP+ebJTkLHDSCUiSdP5z2F3SKJJsBw4DLwM3ApcA24AvAFcBj2XidWuX4SsumFHmMUySzjMOu0saRZJbgAfbXjyj7Crgt0x6P/f/D1/7s7a3bFCIkqQRmHxKGsXQ8/k08ENgD/BHYCvwXuA7wEVtZ008kiStEIesJI2i7XPAh4GLgF8CJ4AXgL3A46zzqk1J0mqx51OSJEmjsedTkiRJozH5lCRJ0mhMPiVJkjQak09JkiSNxuRTkiRJozH5lCRJ0mhMPiVJkjSafwG8Cvx45nxiEAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1343,19 +1349,19 @@ "import matplotlib.image as mpimg\n", "california_img=mpimg.imread(PROJECT_ROOT_DIR + '/images/end_to_end_project/california.png')\n", "ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", figsize=(10,7),\n", - " s=housing['population']/100, label=\"Population\",\n", + " s=housing['population']/100, label=\"인구\",\n", " c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"),\n", " colorbar=False, alpha=0.4,\n", " )\n", "plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5)\n", - "plt.ylabel(\"Latitude\", fontsize=14)\n", - "plt.xlabel(\"Longitude\", fontsize=14)\n", + "plt.ylabel(\"위도\", fontsize=14)\n", + "plt.xlabel(\"경도\", fontsize=14)\n", "\n", "prices = housing[\"median_house_value\"]\n", "tick_values = np.linspace(prices.min(), prices.max(), 11)\n", "cbar = plt.colorbar()\n", "cbar.ax.set_yticklabels([\"$%dk\"%(round(v/1000)) for v in tick_values], fontsize=14)\n", - "cbar.set_label('Median House Value', fontsize=16)\n", + "cbar.set_label('중간 주택 가격', fontsize=16)\n", "\n", "plt.legend(fontsize=16)\n", "save_fig(\"california_housing_prices_plot\")\n", @@ -1414,9 +1420,9 @@ }, { "data": { - "image/png": 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Cv317J0emC/Skw+f8Xr6WU4tl5gp1dvWlSEUC3L6l47zbVSyXgZYoVcvlkeML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\nXcNkqxbPX8xxZLJAvm4RNzR6ExEOjafXBVi7Bm+fsWcXXXSxHi9P5Xj2Yv6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G0zeFWnNg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RzRsYqwmeiwVXF8KHpmrcKlYDq4tBkcR/vQ3FurFUheolPihXb4xUtoMqiQluxfPoiYXE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\nHxZqoZG3byTHUC6xnDvy7RPzHB4vL4df5uurV6tPzdU5sPXWhAmWm+5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DbM+naXmXFSg1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\nPKOE72B5PB6Px+PxeDwezyjhO1g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aqF9CXMwZ1E2IB4LhuhjrBz40D3CRCnw8L8kihYw1k1XN0TTn8iijMpadpoCy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\nwWAwGPoSI1AGg8Fg6Ev+P31A5qx+DrJ5AAAAAElFTkSuQmCC\n", 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\n", 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EoUKY1s50wns9wwM+84SEhIQniv2SIu6nCzi83BUqxcnpHCqKi+kNCt2WsnLP\nscJIsdl2aToB+XJsCLK2xcJYjqYX4AbRDk+l0fGB2DBeXmlwfa3Ncq3DuekSlin2jIe9txhvyn1+\nLkvLC0DEhswcmkfPC0p1U8eHvbDh+NxgmnnKlHhhhEAgiNO4pYSMZaDQSAmWNPDDiLRpEGqFQRyb\nOjmZY2E8u8MrXRjL8s0P7var4/70MzN8stlGh35n1OeaGKeEhIQfWu4Xs7lfMsawR/TqiQlyKWNP\ngzY8Vk8e6tp6m8XtNscqeV5cGMMyBcWsycsLY30du5YX8mdXVrmx7hBGEW6keOlYhRcWxriyWued\nxW0uzJZ2pfrHSQgCreCT9SZCCFpewGQ+tcOI+ZGi3vapOiGhUphSUslZ991MfXIyz7XVJllL0nJD\nAqVxlus8N19kqpCh7UXMlbNxocNIc6fqcOFoieV6h1Apao7Pyekcr5yY2LFceqfq8ML8GFLExu/6\nZotmJ0AY1t4phXs9n1Eb9hBCXAD+U+Ak8He01neFED8H3NZav3vQ8RISEhIehEehZL6fd3W//oPy\nUFP5NAXb4pONBm/f0VyYK3FxbmzHy7rXNpMyuL3lcmuzRcuN+OvPzPDiQoX1RoeLC2WKGWvHOcJI\nIYCgW6U2VAopwDR2Jr1JYLHWIZ8yKWVs2n7Anaqz70bWQaMeaU3KMvn5l+aQQuBFCqHhR05U+sYV\ndmbrye7fsDv9fDAZpcdy1eEvb2yCcUjLekKIvw78MfBvgC8Dme6hk8CvAj93kPESEhISHpRHIb00\nqNY9inr44LkH5aFsU3JiMs9k3uaF+Z1GptcWYK3pkrdNct0stqtrTZ49WiSbNndk3A0aj6YX4IUR\nR7pSQmeni0RK7yh42PJDjpYy1NyA7bYHAo6WsgwrDfb2NH1/sUY2ZfYTQRarDguVLIaU5IDttoeC\nHXPqnat33vTQnq6egbcNCQLqHZ98ysILI5brLnPlLHS1yUfhoJ7TPwR+S2v9u0KI5sDn/xb4rw44\nVkJCQsI9udcm2weRXtprT9Neat33UzffSx5KCChn7F1p3b22fqTw/QgrZTGetdFS0HR9ml7A546N\n74gfXVqqYQhBKWOTtgyWqi6nJvP9goduGO1IBfcDxXK9w2wxzUboEUaa5bpDx4/68+m1ddyQaxst\nXpyvkDL3TwQZvo/7LaEOf74wlsXrqrYLLZirpDleyVJzA3QYHJrw63ngm3t8vg1UDjhWQkLCIfLD\npmYxzCjxpINU6h0cTwCdMKKcsXeodY/nrf6enOG6R4P05KHcIOL6WrtfkmQ4ZjTY1nFjXT43VJwY\nz/HUVA4Q/USC3vPabLlcXmpaONFCAAAgAElEQVSQtiVaw9PTRY6PZwmU3rfgYSlto4E//XCV4xM5\nMqbBTCnN5eV6X52h1zZftFiqdbiyVufF+TFCpXckgiDgzFRhxzX0ZKDyKaNvwHr3aThT8Zsf3OWF\n+TG+cHKClh8SBApDCoppG0begntw47QNHAVuDX3+IrB0wLESEhIOiR+G2lPDxnNYwmeUeNKolXp3\n7Wlyfa4vt3l+3sQJQipZm5YXIqWg3vT4zvUtBOxS5B6klLX4ybPTfP6p+0v/lLIWf+3ZGc7Plbhy\nt4EpJbYVG9d0V8y1V/n26t0mThCw7SiU0tzabPP5U+N84eT4DoPZTwXvLmsW0xZHimmOV3KsNl3u\n1l3afsjp6QKlrLWj7bmZEu/eqXK33sE2DS7Ol8lYBnXH5+amw9W1Jtc3W/2aT3vJQPX2LvXGjVT8\n/Bwvwo8iUqYkb1usux1OzRS5veVAFAajfj8Oapz+GfC/CCH+FqABUwjxJeB/Bf7PA46VkJBwCDzu\nkuejMGw8Z0tpbmy24/INluTkRH7keNIoEki79jTZJp0w5NJSjbt1j5Waw9FylqCrgnBqMsfduk8n\nCPlkvcUvvDS/p4EaVR6q13a+kuNIKbPLKPeflykRBmzXAtJ2fNyNYgOwXyp4b1lTaY1tGCzWHIpp\nq68yfnW9ySvHKzvaWqbg+GQWQwrabsAfvbvM0VKW5brDuelSv4DipcUqWrCvDFTeNjEMwVbLY7Hm\nsNl0+f5yHSkgYxvEYueatGUwV8nsf3P24KDf1P8WuAncBvLAh8D/B3wb+J8OOFZCQsIh0H8Rm5++\n2KNI9wP+j5vhQoGuH/LVb93g+nqblZpLGMUvVAH9MgsPW8pj8EXeH0/G482W0kQRNNyAthtytJRl\nte5jGXGZckMI3lt8dAUYh7283mZcUwosKbEMiVKakxMF5sczPD1dIJcycfwQxw/78xhWPg+U4svP\nTBEEmo4fEUSKczMl0HGG3WBbxwsxZBzTqjohtiFZbXQQwJ1am0ip+AeBH1J3fEwpOFrOEEVQa/u0\nvKjv9Z2bKfLRWoNWJ2Cz5XNxrky17XNzs81K3eH5uTIpS/L/frgGsVMzEgfynLTWAfDLQoj/DniB\n2Li9q7W+dpBxEhISDo/DqtH0qGJYg15MpDS3tx1AU8pYCARL2x1my2nOzRa5vtEaKZ50P4bjU6HS\nnJkqMFvOEkQKKQRbLZeXTozxzp0aq42QXCqNH0WkbaM/74e57r2WWjWad+5U+WilwZ20w/kjZU6M\n57i21qTlBuRSFsfGM7hByHt3amjYsUw7vKwJsDrnYgjR17WLiJ991v50I3EYKd69E9+LTzZaZCwD\nxwuZKadw/Qg3iKh3XK5vtOm4IW/eqnK0lMU02bXhNmMbzBbTLNddlAIv0IzlbCxDkrENUl1JI8+P\nDrTP6YHutNb6utb6X2qt/8WDGCYhxGkhhCuE+KcDn/2SEOK2EKIthPjXQojKwLGKEOKPusduCyF+\naWi8Q+mbkPAk0Ev/HfWX+2HUaKo5Pq/f3OLNm9u8fnOLujNy6GAXg8YziBRhpElbJlprDAl11yeK\nFJP5FK+eGOdzJyq8emL8gWJmYaRodHy22y5CaF5eGONzJyp84eQ4xazV3TcUF+EzTUkxbfPC/BiR\n1my2XPxIsVDOkbLkQxn3vcrKX1qs9msz2abBnU2Hv7yxgSkF//EXTzBXyTBdTCEESCHJpkxK3RT1\nS4vVPb8PveSLXir38LPv1WjK2iYIuLHZIm1KDANsS+CHirrj870bW/zZR2topUnZJoaA5boDGjLW\nztiaBFYaLjnboJSzCHXEdjvAMuICiJaMPUFpCBCHpEouhPjf73Vca/1fjDjUPwLeHBj3WeD3gK8A\n7wBfBX4X+MWB9j4wDVwEviGEuKS1vnzIfRMSHisPmtgwaqLAKDzqGNagF+MHcTmHHzk2zlLd4eZm\niyiCExOflll40LnXHJ83bm7x/lKN9Uasnn3haJlXuobuwmyZP/1whe/drBFpxUIlx+nJAvPjWX7h\npXneW6wBYJjsa9xH9Sb32pO10XS5ttpmupQma0MhbbHZ9JivZFiuu6St+PV8ciJWQvdDxZXNFlGk\n+4kOGdvY8/txv2dvGpIzUwU+WK4znre5sdmKs/UcP06qmMyRS1vYhsG19Sbnj5apOz7nj5bwQtVf\nIu55YQtjObYcj3LaZrXRoZA2mSmlSVtmP8Pwb16Y5b88xJIZF4b+toCzgAGMpA4hhPhFoAb8JXCq\n+/EvA1/XWn+r2+bvA1eEEAXi5dKfB85rrVvAt4UQfwz8CvD3Dquv1npwH1dCwg+chzUKj6pG06PY\n7DrM4Av0+fkyl5freFsRxyo5zs+WSdvyoQxgGCm+v1hjcdvBCxXjOZuOH3F7u03alLx2aoKUKdho\nBJydLVBMxYKm3/hghV/9/HHG8ym+dGbyni/4vX447Cd9tNdSqykFgYq4vtHsy/ykTMkn6y3Gcql+\nynZPFfyjzQYZ0wBDkzIFV1YbmEKQTZmYdrxP6dJilddOTdz32YeRIpcyeGamSMcPWa52iKQmRRyr\nrDqxQTHiQra0vIB0ykAIuqKuIe+sNvulRkxDcGYqj5QCPyzieCEvHR8ja5k7Mgwjp7456jM8aMzp\nJ4Y/E0KkgX8C/MX9+gshisBvE6tL/NrAoWeJjVXvPNeFED5whtjAhFrrqwPtLwFfOuS+bw/N/deB\nXwdYWFi436UmJDw0h2EUHoTDimENlgK/uFDGDSKmihkMGf+4fphr9SNFJ4xQCgSSjG0SeQGoeH+T\n31sq1YqZTJxFlrMl1bZPyw9Jd9PCR01N98KI797YIGuZu+JCvWsd3pP13FyZD+82afshtmEQhArQ\nOEHIpIxDM71nfmwiyzuLVW51ArQWzFcy1J2AtCUJtWZxy0FD36M6Ut4/M27QqHbCiMt3mwQqYiyb\nZjJvc6fqkLEMzkwX+WSzSd6WOH7EsXyKlhdxfrbIR6vNHXub6k6AJQVSin79p/eXGgjiEu2TvUxH\nFYajPsOHFn7VWrtCiP8Z+H+Af3yf5v8Q+Cda66Whpcc8UB9qWwcKQAQ09jl2mH13oLX+KvGyHy+/\n/HJS2z7h0Dkso3BQDrrZ9UHI2ibZtEmoFIZ8+Gu1DUnGNJASNIqOH6K0BgkZ08A2JNI2sUxJ2w/I\n2RZtP8AyZb+Exb3wI4UXKFKmJOoKrd5Yd3huobRjk+qg5ze83OZHitNTeTZaFnXHp+76bLUjtlqb\nnJ52eWG+0lcqn8qnyFgGY1mbYtrGDUNubrYwDclq3SWbMpgrZ8lYBlfXm0wWUvesENwzLIYUpAzB\nyckC+ZRJ2jJpugFtP6LW8QgDzemZApYUaOLNyx+sNPr1qppuwPXNFrW2z5mZAs9Ol7i+GRdj9EPF\nR2sNPlhu8OxcMY6FHYBHpUo+Qfyi3xchxEXgp4iz/IZpAcWhz4pAk9j72e/YYfZNSHis/CCMwqg8\nyhjWXjzqazUNyfPzY7ihot4JWKt7TJdSHKvk+ioOpiH5yvlZvvHBCtW2j2XGf6dHME6OH3JtvYkh\nBGnbYDqXRgt939pMw95YMWtRzlp8f6mOBKaLaWbLGW5ttVFqi+fmyjw/P4Y0BMfHc2y3A1pegBDx\nctuxSpaNph9v1t1q81Nnp4m03tfj3KuGlWkYLFSyrLc8Fqtt7jZcPneswmK1w/kjZSp5i3cWq6Bh\noZLH8QMur9QppE1ubTsIYCybopyx+WitgUBgSsGVrpGSRBhC8P5KDcQ96skPP8NRGwIIIX5r+CPg\nCHHsZi9Zo0F+HDgO3Ol6TXnAEEI8Q+x1PT9wnqeAFHCV2MCYQojTA5mBzwOXu///8iH1TUh47By2\nUTgIjyqGtR8Pc617JSaUshZfPjvFq09V+mUkhlUc5sez/Ornj9Py46J/PeWFvVQrBrXvPlptcnam\nyNJ2h44f8kmnyYmJHKGKMw7v5/n1xj03U+RbH69xeblG2484Nm6StgyOj+eYLNh9pfIwUhSzFuP5\nFFIInCCk7UbMjeWoOSFSCPwoAgkG+593vxpWGdNgppCi5vj8tWdmKKYtth2f5YZDNpVHEmfebbc8\nVuouXqB489Y2kdIcKWU5OZkna8eqERr6yhFI0TVW8X09CAf1nP7zob8VsEGsDvE79+n7VeCfD/z9\nXxMbq98ApoDvCiF+lDhr7reBP+wlJQgh/hD4bSHErxFn3P0s8Fp3nD84rL4JCU8Ch20UniQe5Frv\nldE4ioJD2jY/lRC6U91TtcIwBGemCkwWUn3vYzwXewtBpGi6wZ77soAdxm54vi0v4PqmQ8oyCVT8\na//WVovpYnqHiOygZ9nTBjw5nSNUEUcraT5aqeOFmiBQvHissuseDhrZYQ/15WMVLCM2eIaU8cbo\nIMI2DdyumnqoFH6ouLXlYFuCmXKa42NZ3luu8dRkjnw6rvhrW5JzM0UuL9dp+yEtLyBlGLy/XCPS\nGoQ4HM9Ja33iIO2H+jqA0/tbCNECXK31BrAhhPi7xMZiHPgz4G8PdP9N4PeBdWAL+A2t9eXuuJcP\nsW9CQsITzKNIc9+rjMRaw+Gr37rBiYk8QmsCpflguc6F2RLPHi0NeR9gW5LJfIrJfGqH6vnrN7d2\nZfP1KtaaAt5fqnG33uH0VJ5bmw63t9rk0hbPzBZ3icgOe5YrtQ7/6p1Fbm60qDohpybzuEG069rW\nmy6frLV2JGr0xnG8kCurjb7Bqzoet7baSCFoeyGBUqw1XNpeRMcPudFqcWamyIXZMvm0ycmJAk4Q\nEkSqLxhbyli8dmqCE5M5vn7pLghI2wYL5RzCSo+sYfTYKuFqrf/B0N//jFi7b6+229yjVtRh9U1I\n+Czyw6Rm3vNiTFvghiGWlH2pplHmvlcZCVPG8Zsw0uRsk9tbbQBmSmmkEadwn5spcmW1sWd8bJde\n3oDRfO5oqV+xdrPp8s7tLTacgJubbQq2iRspFsZzlPbx9syB5cabW21ytkkll2K2nCXUcZmM95aq\nsSK4F2sHXl5qkE7Jfin4nvG2Dck7a59m3TVcn4/XWqQMSTFtkUkZHMvnSJmCV5+qYEjBW7erSKGx\nTUm945NLG7xyvMK24/PJWqsvGHtupkjGNjg9laOcs7GkxJC9xcHRuK9xut/G20EOsAk3ISHhCeSH\nQc18ENuQuGHE9cUWEoFCM1fOjpTlN2hABstIzJczfLLeotbxuboWa/wZBiBiwdh6JyBjG3vGx3qG\nPRxKPDBl7Im4fsRirUPGMmj7EZ1QEYWKdNZireGSTZuM51PkbOOeHuCnBQwFtmmQtS1aXoDSAs+P\ncPy4VpUhBNmUQcY2+GSzyYXZ0g6dxd4cm27Atz9e51ufbDCVSzNdSvNTZ6cRgm7RQYtIKZ6eLvDW\nzW3+4uoGliU4PVWg7Ufc2GzHXqdpsNly+RffW2R+PMPiVodnZk0q+XjZ7yBpzqN4TsMbb/cjSa9O\nSHjM7Of1jOINPUlq5r2lNrh3KYo+mvg3uQY94qtoOHPt3EyJN25s8kbNQSB4aaHCRtvj5nqb2XKa\np6eKccJDN9FhOD42aNiV0jS9kLQliRR8eLdOqxMRKc1ENkXdC2i4AYWMRahiHby2qzg1WYjT3KUg\nCtS+HmCvgKGUoDV0whCFRgpNqqsFGEWaUsbGlBK0IIo0jU5AqDSS2AuLN9QGvLtY5Y1bVXQkiFSs\nFPHnV9f5yXPTpA3ZVx13vJCNts+PnppksmAjBLy3WEMApbRNpDTX1prcqbUxDYESmveWqpw/WiJU\nCiGNkVfr7ttwr423CQkJTx6jVirdzxt6VJt+H3ZZsCc79Ml6C6EFJ6dzvHpiYt85p02DFxcqBJHC\nMuLlplHmPJy5ttnqcKfaxg81uZRJGGnmyhlsKTk7nSfSCjfUe6a49xQppCGQEq5vtqm1fW5vttlq\nuQQK5sdyrNQ6tLyQFxfGUEphm5I4HB+rMWy2PI6NZ1EDRnAvBosdNjoBqw2XmWKG+UqOi3NjZG0D\nwxBxNt5kniurdaqOj+NHHB/P8tadKudmipyczPPenbhWkxBwYjLHSt1ho+XjeCFT+TRzlQxfe3sR\nQ8RZdxM5m7fvbLNQyWKZknJ3CdALI8JIcWvbIWebjOVSRFqx3nA5O5Pn6moLIQ1j1O/BY4s5JSQk\nPDr283qGK5Xeyxt6FJt+H3ZZsPeSX651mMinQAuWqx3es+I4yn5zDpUibR1szoMZcNW2z3eub/H0\nVIlaJyDUERttl2eOTnJyKs8rxyu7KuMOGuGNpsf7K3XSlsHitsPx8RwZy6Tjh1xdb3FmukghY2JK\nSaMT4AaKo+UsTTdku2VQd0MyloEfRVxbb/HUZJ7X9rjeQUpZiy+dnuT5+RJSx/utBr3Mwey+E+M5\nJvI208UMWdtkq+XxtbcXOTmRxw0U04UUfhTR9kPGcykaMmRuLMuW43FiMsuZqQKFtIXWmm9+cBel\nNGnTwA0jFqsdfv6lo1xbb8WeWaiZm4prRUWhwBBxvMlX6pEv6+1ACHEG+A+ABWBH1E5r/XcOOl5C\nQsLDs5/X0xqqlnq/on0PsxH2USwL9mSHJAK7+yO7E8RxlIPOeRQPrpcBd7fe4f2lGqVc7AXcrbls\nuT5eGPHysfFdG3OHS743OgGGFJhCIIVgcdshiDTHx7OkbQPTECxVOyxUMliG5NkjBQoZi1efqvCX\n17dYrnZI2QZZy2Cj5WFIyKXu7WTs9UNgv+y+MFK8eauKlOCFIYs1Bz+IWNzuEEQR1U7AkWKGS0t1\nDAmlTIqfOjuD0VXysS0ZS7YKqORs7tZcPrwbyxNl7NhbfXlhrB/LWq271Ds+Sscl4MsZi4xpHKRK\n+4E34X4F+FfEIq8vESuLnyTeuHpfbb2EhITDYT+vp1epdFRv6GE2wj6KZcGe7JBCx5tKu9VcU7Zx\noDkfxIMzDYklBestj5obkLMsylmTTCrHj52aJJ/Z2W/YCK/UHP7dJxscq+T4pNYmCCKibmJG2jaY\nKWZQWtN0fe42NIYw+GitRaq7Jyhjm0gpKKVt/FBRSsdxot5928vIun7IW7e3KaQsSmkTxw946/b2\njjpLvWszDclmy+0rWggJrU5E3QmYyGcYy9l43Wf36okxDCm5OF8hk5JEWpO1zf4PAC9QSGAyb5Ox\nTZZqDtfWW3z1Wzf58dOTvHSiwisnxuOS835Eyja4ODdG2jZ5fn4MHQX+SF8EDu45/TbwP2itf0cI\n0SRW914B/m/guwccKyEh4RGxnweRHnixjOoNPeim30exLDgoO3RtvdmPOV2cG9szzjP40h5cbjuI\nBxdGik822/zYqSm+d3uLasdly4Fffe3EnlJGO4slKu42XCwpKaVtyhmLlbpDShoYxCKoP/H0NLe3\nmzSckJRhcH623C+DfmW1wfmjRa6tN1lvuphScHwih92tH7XZdLm0FMt/9oyZF0ZcXq7z0WqTsWyK\nqWKKtabLdtPDDUJefWqCUsbaUYBwUNGi6Qbc2myyMJ4jY8dLiWM5m5xloHRc4+lPr6z2S4z0Spe8\nemKc9aZLw/X5i6ubNJwAJTTHK3ncKOLb1ze5tenwzFyRM1MFihlzxzJjKWuh3Paw1um+CK1HXwXs\nbpx9Tmt9QwixDfyY1voDIcQF4Bta68+EXPfLL7+s33rrrcc9jYSEXTxMtt6Djj1I3Qn6cY6HSUW/\nX7bevTwjxw958+Y2lVyshB0pzXqjw6snx/dUixhs74VhXGdprcXTR4qkLaOvDDFo/F6/uUXaNAgj\nxTu3q0ghQGtWGh6OH/DFUxOcmy2xVnfjOIuA2WKGTzaaHCllMLoSc9ttj8+dqLBa6/An798lChWG\nKfmZ52YpZEz+5dtLff2+Ssbm9raDijSplAQdl6q4vt5mtphio+UzU0rjBCFPzxTJdb3mk5N5rq42\nKWVsNpoutzbbbLY8thyfhUqWUtpispDi9qbD+aNFLt+tozSkLcmz3aKVL8yXkcDrt7bJWiYfrtS4\ntFRnte4yVUyx2fJ5ajLHdCFN2jKItObCbInn58coZa3+dyeXTr2nVbSXvuouDuo5NYFemd27xPWY\nPuiOczDJ2YSEhEfOfl7Pw0ogjbpM9qi0AO8lO3Q/z2jQg/ODWBm7E0SkLaP/shxksL0pDe7WPfIZ\ni6xlcG29tUMZItNdXrwwW+b1m5tcW21yu+qwMJbFlpLjE1mkFBwpZ9hoefzIiTiRwvFCLt9tcHPD\n4W7D7W+INQzRryT7zJECt7cdwkjzbz5YZbaUwhCCiXwaNwh58/Y2YxkLQ0pytsl602Wt5nJjo8ni\ntskL8xXK2RS3lxwytsOrJ8YJlebaapOWF3BtvcmtzViodXYsw0vHxri0VKemfartgHbg88bNkA/v\n1rFMGRutfJrF7Q5bLZ/lWgfXDzlSyjJbyvHGzSphpFEaiuk4yUIruDBXJogU0og3/J6dKfBRt/aT\nTOeHhbb35aDfnDeAL3b//zeA/00I8d8Ta+sly3oJCX8F2avE+PsrtX3LxvdqNB3W3qj+spr5aWxr\ncGNpb4mz7YdxNVsBL85XyKZM3l+p4frhjrL3vfZuGLHe6NAJIk6OF/h4tYEhBWnLoBNEfO3tRV6/\nvsXrN7f62YEXF8b42efmsEzJtY0WUgqenirGm1Yj3c/w+2itSc42eWFhDDS8s7iN44VcmC3jR4qm\nE3Bny8XAIJ+yUJHiRrd8ux8qhIS647Pe9FhtuFxfb3F7w0FLjZBQcwI+XKnHPyC0xjIkgVJdeSVN\npKDR8blbd9hoeSxuOaRMg7QteXa2xGunJnA8xaXlGm0votaOVSv+/ON1TAMabkApbdL2IyKtWG24\nnDtS5KnpHHnLwAsVLVfRCSKurTVxg4i8beIFivcWa1hSkjINhGHeW+hwgIN6Tr/Fp6Ux/gFx3aOf\nJ1bxHlYsT0hI+CvAk1L0sMcosa24DHuRuuMzW86QMuNX3VrD5dvXN2M5nQEPsOfxNVyfthfw9p0t\nLq/UsQyDcsbC8yO0gKxtYBqSdxerCASVQrx0+LljFdwg4qnxT0VQe15RrePjB3GiQ8qEFxcqrDc6\nXFwoo7Tm0p0a7y5WubLSIG0bcXJE1mYqZzNTTLHR9Gm6PtXO/8/em8dYkqXXfb97Y4+3v9yzKrOq\nurqqq3rfZuV4OOSIlK2FkGgRsk0DlixZtmwYMAQDhgUvMgTDlg0DhmHIEmXToD2AaY0p0SJF0iJp\njjjD6enpnt6mu2tfct9evi1e7Mv1H/EyO6u6uiqzumoWMw+QQGZG3PvujYyML77vnntOyoXZOlXb\n4IP1Add2PF451eTMZJ2bnRG7QcJU3SRLS3aeISVBkpYirpqg5VostCtUTZ0gyXl3rY9Ue5lZjqUJ\n1no+rmVSpAU1R2etF/CVp6bo+imupdN2DZJ0bNRY5JyZqCJEqT2YFQVelBOkIUlecH6mtMULoozN\nfszuKEIYduWwf+ejCr/ePPB9QKkofoxj/Njj06zJRElJ2bY1yV4u8bCZw8OO42C7LC/usID4tCW2\newUDMf7M7AEB6n7z2btu1bEq+N3nA/f8PssL5hsOSx0fX5Ykj4uz9TvWqDp+xBs3u9zc9lkbhDw3\n38TQBCu9gJcWWrimfkc5EGDHi7m0OeTals/7GwM0ITFMSZoXvH57l4VmhQ+MIU9MVMkyRaHKh7Rr\nlu6352dqxGnO5iBESHhiosKbyz3COOPy1oinUUzXnP2sK8oyvne7h63r1ByDIMlJcsVMw0YfF7Vy\npZipW7QqOm3XIsxzgjhjvmGzO3KYrjpsj2LOz1S5sT0iHKtK9IOU91cHDOOMhZbDpU2PMM1YaDts\nDCL8OCUrcs5P11nr+ax0Qj5Y6+OFKfrYiXhzmDJVt7nV8UkzxY1tj0zBqZZkcaJSMhz9mCxX2JYG\nSuPCnMPuKMEflzF//qV5fuO9DVxDw4vvFKV9EI5KJf91SmbebyilDk0JPMYxfpTxaTaOLnVG/PYH\nmwzDjI1+wFTNouGanJuu8bkzE0ciAzzsOA622/FC1voxUpQ2B6fbVdpV81ORE+5mAu7ZcL+93L9v\nv/ebz951S7Ni3+Sv5uj75+99hq1rhGmGFBJLLynRK70QTQg0KfnqxWkmKiZvLnX3FSUqpuDdtSFK\nKQZhTtXSuLXj88UnJlhsufs2FHsZ4LYXcWXD453VPkVRqnjvBcSGo7HWj1AKJqsWm4OQD9cH6ELy\n8qkmy72AEw2HXBWYukaY5Sx1Q042Hf7ZpS0Wmi7dMAGl+N0Pt/iJs1OYhsALEv751W2ubo6YqVso\nAU/O1OgHCW3XJExzMqVKTyRV8OJik3dX+uxsR/hJSs9PyfKCb17fYhSXiuCqgJmawtZLxfO3Vrpc\nmK0xCBLeWumx0g1oOiYLbZtbuwFpVvD6zQ6WaeBKWB8mSCnp+ikKStmjQnFz22el55MVisVWhRUB\nzYpJvWbzctvdV0K/tDagH6QoFIYuOdl0sAyNxVaFGztDrm56ILVD34BHfZUKgF8BtoQQ/7MQ4ieP\n2P4Yx/iRwlHXUw4iSjJ++4NNXKM0bYuzgtVeSMM2WO0HvLvSO1Q/n2Ycd4iXWgbvrgzpBTHTNZth\nmPG95S4VSzvSvO6FvbLXS4tNbENjomLdd5z3m8/edataOidbFaqWzm+8t8bbSz1sXaPhGKz1Q9Z6\nIY6hc7sTsNz1sQ3JOysD+n7CXMOl7uj8/qVt3ln+SFGiZhv8wbUO/SBBIGnYOrlSnKg72IZGZVxy\ng9IQEAHvLPe4su2VLL3tEb0gpWLqWGNq9UTF5HOLpfJ2mhUMgozFCZc0hzMTLte3R9zYHrG6G7De\nj6hYGp1RjCoUbyx10YXgZKvCmckqUBDGGW+tDFjphsR5TtdP8MKMrl+WIBcnHTQpqBg6XT9lrR/y\nq6+v8PrNDm8u93jtRo/lXoAfpURpqadHrsiLguWez5YXc2nTQwiJJiRff2uNTBVMVkzyPOcPr3Zw\ndI2ZuoMUkh0vwrYNbIU77OMAACAASURBVEOjZpeBu1BgSkGuoDOK8KMcqQmGcYYmJCvdgKIoyApF\nxTI4M1GhF6VESY5t6pxuV9nyImxN4hgSVShME8izQyc1RwpOSql/DZihNB2cB35XCLEkhPivhRDP\nHqWvYxzjRwEPWly/H0ZJRpoVmIYkzRSWrqNU+Y8tEYRZfqh+Ps04DrYLkmy8AK8R5znGvsJCfqR5\nfRL2GX+KB47zfvPZu24Vs3yJrpgGUZrjxSmWrpEWBRJBlOR8b6nLSi9kaTdkYxCWD82xg2vZLqMX\nxvuKEqpUfkWIco+Ra+mkWY5pahh6SQuPspyuHxNlOWcnq9zaDWjYBo6lo8lSdNUxy/JlmOTMNGzO\nzFSZb5YW6rNNi5m6XUoNbfmsD0K2vYRbuwGv3eyw3gtZ6vpEaU6UZgghSLKCiqlTFPDhxhApSqVy\nXZOs9UO8OEOOr9MwzGhXTGyjdMVtuRYbg5BbOyFPTlWZa9qkuSLIFPMth8mKg65LoiSnF6QEScYg\nTNgcBAyihJ6fEMZluS8uVOm9JEuBV9cyAIECGq6Jn+TYho5raAhZZrgrvRHdICZJC3a8iI1+wEov\n5NxMdf9aCgn/0jNznJmuMumaSA1ONByGcYYXZ9zYDYgTBZr22AgRKKV84GvA14QQU8BfBP4dSmfb\nY62+Y/xY4dNsHK2aOoYuSdICQxfEWYYQlCU1pXD0T1Y1eFTjONjONcuViiTPsTSNNC8zBOcQmnOH\nXes67Djvd54cXzc/SamYBn6Slm/tlkGc5RhSkhUFG4OIC3N1HD8mKwo6oxhQJFmOLuW4nU7LsfDi\ngCTPS0twIWlVDYIoZ3cUgxA8OVnDMiRTNWvfzdbUJMMoKR/WwKlWhfVeQJrnnJ6s8OXz0xganJ6o\n8LuXtrm5M8LUJbMNmyjLyXPFaj+gZutIIdgYhARxTlGU11wKQaEEg7DMxJquzvWdETtegp9kDIIU\nx9BouiYLLYf5hsOff2Uex9D43lKfmx0fIXQGUYoUAk0XSCSWpqEKhaFBlilGSVraekiBZWgMgwxN\ng6ZrcH17RBCnVC2JpRsUKkEJyLKMRAmyvMA1JQYSW4e2YyI0QRBm5IVCCUmaQ6ZKiSYhBN0gwUpL\nu469bQMSeHO5RxBn3NgZQQ4rvQBNE8zULV440eTDjT4U6tALTw8dTIQQNvDTwJ8EzgMrD9vXMY7x\nw8Kn0ZOzTZ0//ew8//T9dQwpsQ2NyarJIEo5N137mJPp4xjH3fbdL51qstIN2fYiGq7BqVYFP87v\n299RpX4OM877nadrcv+69fwEQ5f82edPUHeM/XnM1GwGYUqaF0zXbQQQJjnPnWiwOYzYGATjdvPU\nHYPiFvuKEl+5OMnuqCwx7fgxr55q4djyY4aA/SDh+2tDirzMZk40XJ6erxMlirNTFRxL3zcVfOVU\nk4tzNW5sjxhGGcMwZbpmUewoFltVlChLuo6hE6Y5izUXpeAvffE064MQVcCNzojnTzRxTZ2rmx4b\n/YgsL7BNSds1yArFlY0RSoAf51zd8njzdpeJikmWF9RNg1wVOGZpwzFVNwmTjFGcIxSYpuRE02XH\ni5momqSZwhRlQA7SnFFcIFAstCpseglSgaFJXj3dZq7lUORqbDuiWOr6rPUiDFOjbuts9CPCJOdk\ny2G+6WLpgitbHicPrOHN121+6Zs3QZXB+bmFBje2R7RPt2k4OjvDBKHrNofEUQkRAvgZ4Bcp3WVz\n4OvAV5VSx9p6x/ixxKfZOLow4fKXvnD6kbD1HnYcd7c7ClvvYcRaDzvO+5138LodZOsdfBNvjDXt\nTL3UeIvSgp84WzLr7m735XOTPH+ygakL6ra5fw3u/Jt8JKS6p03nGuXeo2tbQ/w048WTTZ5faO5v\ntt0rTzZsE9c0aLkmW17EZ06VLx6upbM5LAkT7YrBhdkaXzw7RZLn5EpxfqbG+Zka/TBBSsFUzcYx\ndHQpGMUJQglMQ+fy1oipigUnGyzt+OQFPDlVZXk3oOunNCo6yZjuXa/bPHeywXovwjEkq4OQaddi\nuReggMTVWWg6+GnO6ZZLN0jIlGKlF3KyZWHqBrONOlGs+Nln59A1waunW7iGTi9IubwxRJeCXpAy\nVbMYRCmmLpBC44nJGnXXYLpmIxF36P/d2g04M1GhahtEScHyTsBqP6AoFG+v9jF0icrS8FA3NUfP\nnDaAOvDbwF+ilCw6Zu0d48cen0ZBwT7wkPxhjeNgO12THxP//CQ87B6mw47zfufd67odPP/0ZIXf\nen/jDkbf3vkH231S5meb+j2PKRTfW+rx1u0eYZIzXbdxLZ2pmsUrp1t3KFNkeUFafEQZLwkAOnXH\nRNckP3F2indXeoRZzlzDRpOCMC0zxRdPfJQ5V8fjDZIUx9Q5NeGyNagyjBJ0qZX7mKKU335/k0GY\n0nAMTL0MfrahcXGujhenzDccfuLcBLqUvHm7R802OOvFfOPaNuuDCCkFNVun4ZjUHMV7mwOUEJia\nwDUEa/0Y1yqIxllozdFJM1Wub5k6c2Z5Hc5MVVja9emHGW3XZNI1ud0NiPKMQTfB1CVXNj0uztUw\nG/KjNUcBlzeGdEYJa/2AxQmHJC/ojmIqloHK0+iBN83evXDYE8f4T4GvK6X69ztJCHESWFdKPfzq\n6zGOcYzHjkch1vo4kOUFy+M9SeXajWKp5zPXtD+mGfhJmR/wsWPvrvRQomSiDeMUW5MMwwzX0tga\nxXfMey+wJani7e0eiy2XumvcUR5suAZffHLynvux9s7Z6ydOc95b7aGUQIrSvHeqZlOzDHZGMUVR\n4MXpfoBzbZO1ns/Z6TpCgGvp42ClY2oS05AUqmBzFGHpGhfnajwxVaXrJ6Dg+taQ9V5Ji+8HKR0/\n5mTL5UTLoSgK3ljqUbE0hBQ8MVnhZNvdfzkI0wwhJQhBmJZMvy8/OcXmKCRJFVc2PaZrFr/6xgrP\nnWzw4kITXRPEiWLTi0CBqQuaroWja7TdcjuDkPqhqeRH3YT7Dw556ofAi8DNB514jGMc44eHw6wh\nPQrR2KPio3LaR4+orh9/LKNL8oI4LbB0ST6W69nL/ICPZYW7fowfZ3SDhDhV9IMY18iYrJsstir7\nJcCDQa/RNpmoGozinFcXy2woSLKPqaHvXSP3QFZ3B9W/abA+CEmLgnMzVX77+5tc2/KoGDpelCGl\nRAjFhdkaeQ4Tts1KEWJqJcFmsVlB0z8yPHxuvsl3b3XYGoTkheLiXB1dK8VgJ6om/dBm2ys3xGaq\nACEYhBlVK2EQZRRZwXdv7zJVtfm7//w6Xz43xSun29RMjW9c6tBwdWbqNmGasdINeWKyQi/UmJ6y\nWe2H2LrkyoaHpUludXxeOtnk1u6IJC0wDcGZySq6AF2XPDVT5/XbXRDih+6EexRPqWMc4xg/RNxv\nbejTOts+LA6b0QVJtu9TZJva+AEu9tfeDpbk4izHlJIbg4iqpTNZtUgzjShTnJuuIqW4I/s5GNhc\n0yBKC3pByo3O6GNlwk+6Rgf7idKSZSiE4MamjyoUULL84qzgzGSFmapNz0+ZrNnYpsafeXaOVsXc\nD1xnp2r7LwtpUfanS4lSGWvdEVe2RySpol0xce1SyeHyxpCaZRAmOe2KQZQVTFctRnFK1TGRUkMi\n+MaVHW7s+JyZdNkZRWhCstoPUapgFCYMwoRdP8GLU9IMvDhDk4L2uK8/utnh9KSDpQtGcanuvq3K\njdRPTFdAKH4zjf3D3gM/3Nz9GMf4IWDPjuFhN6T+oPG4xnuw33uJtR51Y/D9xnnUORwUY93xIvph\nwsXZ+sfGt+dT5Bg6UZJzaWvAxdk6ozjjzeVeWZJb6bHS9YmynAvzdU5PVFAIHEOSFNBwdNJc3eGg\nm+UFAu7YsCuAq9veeKOwWQq4LnV5d7X/idfoYJA1NEmhFMMw5fr2iKVOgEbpLDtdtxmFKSllQJ2t\nm9iWpFmx+MITE5yecMkLxVu3u/zyH93it95b5x++sYKQgi+enUJKxdffWuX6lk8/TAiSjJvbPtuD\nAAk4psZTszU0KQmijF6QjLPMnEGUcH1nRD9I2OiHRHHB9e0ReVHw5FSV6ZqNaWo0KyYTFZM4VURJ\nSj9Mabol+STNc9a6IUmmWOn5dLyYXpDimJL1QYguJQ3XQmXxYyNEHOMYP9b4YWUCh8G9ymePa7yH\n6fcoZIn79fewc2i4Bhdmary7OkAguLQ5vGdWMlGxaDomaV7QDxLSIueDtRGupd9RknvxRIMCUCjS\nrLTQONmwmW3a+w6ynVHE27d7xOMANUqyfV+kc7M1rm56pQ1HxyMrCvphwqmWS3vGuuc1upPqnzFX\nt+kHCQqFEOWGYj8pCRAaOlJIvnCmyfm5GqYmWN6N+MbVHZZ3Q0xD4EcZ/TBleTcgKwqkkMzVTd5Z\nHqCUQJeKrhfTD1JcQ2OqbjIIU0Zxxom2y2dOtVjtB1yYbXBly2OjH7AxSDnVqmBKSS9M+PatHfwk\n42YnwNIj2lWTp2cbYyFXgQCWOgk7o4g0L/eSLbQcgjTlreWAzX5ElClOTzpM1pyx+G3KU7M1hG4+\nHir5MY7x44yHoU3/oHCvB3jF0h7LeA97HQ5bWjsqKeGwc8jygstbHg3H2P/8T/JtsnRtv+SW5gW3\ndn1eXmhj6WVJrjNK+M7tLhLBlU0PIQR1x0CpvcctdLyIr72+xEo3YBhk1F2dk02XX3h1gdlG+Uy9\nKjwubw2pmAaGLshynY1hzHzro9Lh3aK4B8umWV5gGRrPn2jxO++vc2vXBwWjKKduG+x4Ed2GzVtL\nfd5fHRCkGYttl7mGg2uZvL8+5FTbYRClJFnBaze3cQ0dIQRVS2cUZyWjUBdkRUGQFHz2zAS6LGnf\nli758vlp4kyV4rFehKYU3VFKw1Wcmayw3Pep2Tonmw7zTQelSkLKte0RhSrohgkbXkzd0TnRKDO6\nb9/YoVAFo6TcBiCFIEoUW4OQJyZrCAF120BlyaHZeo/rP/Lw9rrHOMYPCJ9Gquh++LRlt08qnwVJ\n9ljGe9jrcLC0tif3c68Nt/fr79Nc88O0PTtZxU/K9Y0rWx4XZxrlJlFN8u5ajyTLCZKUlV5AzSoz\nro4/XjuJUrJccXvX55vXdvjWtR02hyW5oOYYxFnBxiDk0vpg/3qcn67hJxnDMCFMc56Zb3J6ooIX\np3T9mF0/Jsxy3rzd4xtXt0uFCj7yuHLHWZihw1efnuHMRIWma/HiySZffHKSE02X3VHCu6t9NK00\n8Ws4Bpc2hmRj/bzVfogmBacmKoRxzvUtjzDJqVgaBRBnBX5cWlwMwpSsKKg7BpahgRAopej5Edd3\nfBxLZ7bp8uyJKl6Ucn3bY7kb4ho6H2x4XN0a8eFmH00Krm2N+H8vd8jGm6QbtsUgzHBNjVxBnCnM\n8d9KUCqqx5mi7uiYmkZxBNd1OCZEHOOPER4HbfpRlN0+qXwGPBaa91Guw2E23D6ov4edw/36PXjd\nBeWeKAW0qyZemKIUXN8alR5Lk1UWWy6ahOs7Ho4uyQtF309BJJxqV1AKbuz4UECUFiR5hh+V2VA/\n+qhMZ+gCHUlSFJhKkmQFdVfn1cUWSV7w5lKPJM1ZGYQkWc7VzRE/98Icsw0HXZOM4oxdL+Y7t3Yp\nivLBXbMN5lsOWaGYrVtsDCPStKBmmURZjqZJ6q6JH5d2Fuv9gLZr40cempSYhkbLNfHjHInCNTQu\nzNcYhhlRmnO761MoaFUsXFPj9m5Ax48wNIFr6phSsjlMqZoauqHxRLtCN0iYqJgM44wsK2n98w2b\nnh9Ts/VSiVxBUuR4UYomIMsV2VhCqukY1GyNp+eqKAUVq1SUB3Ho2PBQd7kQYlII8TkhhPUJpzwN\nLD1M38c4xuPCYTOBw+LTKJofxMGHMLD/EHZN/ZGOdw9HvQ4Pcra9X3+6Jrk4W2cQpmx70ZHmcIdD\nrRcxCFMuzpYu3wevu2vprPQCDClKIkDHx7E0nj3Z4OWFFjVLBwFvLvVY3g1K0dS4FOUN4wI/yVnp\nh2yOWXxdPyFMcqQUTNdNtocRUZoRJRmXNz0unqjTsE2SvNgnYNhmWVL7cHXIH93ostoNQMFqL+D/\nemuVP7rRYWsY8sbNXbpBwksLLV5YaDHbcHAtjTQr0IBLmx5ZXpCrgm0vphck7PoREnhqrs5nz7SZ\nqNoIAf0wQ2qCp2brRFlpsTFTd3h6vs5cw6Vhm7y00EQgiJMCP06IM8Xyrk+ewVTN5GTTpWIbNFyN\nZxdazDccpus2UVpQoBAo5uo2tq6haRJDK1+cZmo2XpKyM4xY7vlkBczUHUxNIlCEScbPXJjjz710\nkmfm69iGxnInBFUc+p/jqPJFNeB/Af4CZenuHHBTCPH3gE2l1N8CUEod6+wd40cSn0aq6G48KofY\n++01arjykY33IB7ldbhff/0g4dLmEAEUKC7O1o+UWTbcUhLonZU+RQHvrPR5aqZKnit0UxBlGYYs\nldLPzdb4YH1AL4hpVkyemq5TtXU2BwF+nCJRSCnQhODMRJVcKNb7IRMVEykkZybL0tZU1cJPc6aq\nFvNNhyjLefNWD6kJklSx0Hb3CRhelOKYGllecH1rhNBKjW9NCt5Y6jLfdKjbBmGc8Q/fXMWPUnZH\nCU/PN2i6JlGSE6c5FcsAIWjYBr0w4WSrwlo/QNckRQZ/5cunmW1Y3Nz2+dKTUyx3fUQ3pOsnGC3B\nZ0+16YYp83UbIQSnJ102BjGaFFQtjyenq1zZGbLc81kfROSqoO2YMAF5Drqm8cKJFit9n0IpcqVI\n0pwwK+iGKUaSMV2z+NlnZvj2jQ5pXu7HOj9d4/Xbu3SGHr6eM12zqZiCc9M1/tQLM1zd9qk5BlV0\nVnsh6OYnJTQfw1HLen8HOAG8DHzrwO9/E/gvKa3bj3GMH2l8Gqmig3iUZcL7BYtHNd678aj7vbu/\nOzay2iZxlnNpc/gxMsT9Nvnu0cV1IVnxAqIk58qmx1TV5EZnhERQoDjZdJmqWnzp7CQCQdXScE2d\n3VHM5a0RRV7QrFh89lSFThAz8BMmaiZRYhJnBUIoLs7XidOMp+drVCwDS5dc2hwihc503SHOct7e\n7jFRNXDNck1KwVgJvsCLM3QhuN31GQUZSVEwUTWJ45yl3YCuF3FrJ6AfpdzeHfG50xN0goQkL5hv\nuSy2KghKAdtnTzZ4YaGBn+ScmXA5PVkhywuUULimxrnpOnmhsAxBmhYEeumu+/LpNsMwI0xLurqm\nwXzLYRinrPVKAVoUREnB1eEIXWr86edneXK6ymu3unhhxq4fc266yjevd5iu2lhG6QZ8u+uz0Hb4\n4pOT3NwZ4ega76726XgxpiGxNEnN1pmuW7yw2MY29P0N0qL8WIRuOoe+n454//0c8OeVUu8IIQ6u\nbl0CnjhiX8c4xo81Po2i+Sf194NgDf6gFB8Ok1k+aM1uTwFifRBiapJq1WDbi7jd9Wm5BlJqlBZO\n5ePINnVePdXm++t9NgcBl7dGPDVTZcuLEZSU5rm6hRdlTFYshmFG3dLx4pzr2x65UvzJp2dZG4SM\n4owkVby02ESTZZl1seUyinM6o4SVXsBiy+XN5R7npqus9AJcU+OJiQprWkjHS8hyxeXtId1RwsYg\nYrbpMFOz2BzF/MGVHb769DQ1u9TRW+uHTNUtLm0O8KOMmm1yca6CPn7hMTXJXN3mreUeUZqz1i9L\nlIYovZl++ukZDE1QsTUcQ/JTT02x1g/IFfhegi4k17ojXENiGeU5/ShGKVjqhjx3ooGpl+togzDh\np89Pc2XbIy8KTF1ybqqGaWhM1x2CuODq1pDVQViuW+k6oMjygtm6w0+MJZ2ubXsACAW7fnyk++eo\nwakF7N7j9zVKhfJjHOOPFR51eexx4we5z+tBmeVhKO175wZxhuGYY5UFgSklF+caFEWpAD+K0/2g\nt1cKfP3mLkVesOXFzNUcNryQ7iiiG8S8cKJFu2pi6Bq/++EmpycrVCydxWaFtUG4T3CwDQ1DL9fw\n4yynYutcnK3yzsqAlxZauKZOkGS8ebvLTM2m6yekBTwxWePslGIQJmwFCblSFErR9xNSW+f8dAU/\nKXh5sYWl67y31uODtT66XroMj5KMky0X/cALT5YXVGydxbbLzU7pLeVYkpppsLQb8Hvvb3HxRIM/\ncWGGy1sDdkYJilLHDympWDqaACEknVGCISFMCv7w2jYIySuLLc7P1KnbJalkx495cqpavlQkGbtB\nzEzDxtI1ZmoWH6wX5DlUqjqWVppdOqbGz798goZj8J1buyw0Xb55fYe1XkjPT6DIs8PeP0f9T3qD\nMnvaw1729G8D335QYyHE14QQG0KIoRDiqhDirx449lUhxGUhRCCE+AMhxKkDxywhxC+P220KIf7G\nXf0+lrbHOMZBfBJl/EGEgYfp81G32Wv3KAgch8WDiBd3U8X1sXpBkGR39HFmwuVWx+ed5R5XN4dM\n1SwKFJc2Blzd8njj9i7+WOtub56XNz0mq3ZJHgA2vFIb7txslbOTFaSmiLOMum0wV7e5MFPj3FSV\nhquT54oCqDsmL55s7Y+/M4qI04K3VwZc3/IpCvDClGtbI65vjVjthyy0Xc5OVplv2bSrFhMVm7Zr\nYRkaWaEYRhlpXqAUVC29DDCmhgAcU+fZ+TpPTFVpuSX1+9XFFhVLYxgmdEYxhpQ8f7LFfN3FNXQq\nRkn2mGuWckcXZmtc3hrwR9d2Wer47AYJSarYHsacmqgwVbOQEopc4Zgati6ZqtkEcU6aF1zveGwN\nA67t+CRpwYcbQ95a7nNjx8cPM3aGIW8udbjd85ECTjZt5us2Ldeg4Zr81IUp2hWTIMmI04IdP6Zi\naTwxWcE0BMKwKoe+f454v/1N4P8RQjwzbvs3xt9/FvjyIdr/V8BfUUrFQogLwDeEEG9TMvv+EfBX\ngd8A/jbwfwKfH7f7W5Tki1PALPAHQogPlVK/I4SYfIxtj3EM4PFkHA/T56cZx6MicBzEg0qE98ss\nD2ZWSVpweWtImJbKDS8stGi4BllesD6M+NmLc9zqjsiygtVewGKrwsYwZGtYLu7HWcHnzqRMVK07\nRGPPTlW5sTOiH8REjdJt9lffWAFKm4hXFtoUKK5vj/azk+m6vf/Wvjf+IMl4Z7mPa5VeTGv9kA/W\n+xi6hiahXbM40XC4uu1xouFwfccjz2FzELLjxVQsnWdONLi+Xc4hyRW/+OpJ0qJge1gSG0CwOYiR\nWkLTMkEpekHKu6s9bm4H5BQUBTx7ooFj6aR5qRCR5WXZzTI0LF3jvZUB0w2LLIM4zVgaxeRFTmcU\nc3qywlY/Ik5yarbOuek6rmkwUc0BRWcQsTOMOD1R4Z1hxFo/pD9KmagZSClY6gbUHQPbkOTAdM3G\nNiRbo5imbbDcDfnWtV2qloYXJvRHpUL6thdRFCA049CEiCPdkUqpbwNfBEzgBvBVYB34glLqrUO0\n/0AptVd4VOOvs8DPAx8opb6ulIooA8oL4wAG8G8Af1sp1VNKXQL+AaWfFI+57TGO8Vgyjofp89OO\n45Mo6w+7b6ofJHzn1i5v3OrynVu7DIL0nud9Uma5l1n5ScY7K30Q8PJCG9fS9+e1F2im6havLLZ4\n+XSL0xMVHEujZhucn63w8kIL19R4Z6Vsc3CeVVvn3EyVi/N1Xlls8J1bXc5OVWk5NoVSfPPGNica\nDlIKwiRnqRtwfWvE67e7+/PZWwtUlAFdk5KLMw28OGN3FKGAJydrtCsmp9ouL59q8uLJFp8/O8G/\n+Pwcs3WbzigunYoXWiy2XRZbJQvw4mydV8+0qNoGjiHLLDJX3Op6KKW4tDlkvR8xUbVKgz8BH6z2\nabsGliHphynrg4CenzBRsciKAk2DyapVZnFTNaQQzDXLfVa7owSlFJ850+LLT05jGaWX1NnpKgtt\nl0KAUvDe2gCJYnk3YMuLuN3xaTul0aKtS56eK2n6zbHB4p95bp5Tk1UmqxY7XsQoSrmx7bPU97m6\n7bHejxizFA69z+nIm3CVUt+nfOA/FIQQf5cyODjA28BvUTL93j3wGb4Q4gbwjBBiC5g7eHz8/Z8b\nf//M42gLXL5r3H8N+GsAi4uLDzP1Y/yY4nFkHA/T56cdx6MkcDwqKaiGa/DSQpMozZmp2WiybLs3\nr7vXrbJCUbF1kiQnyQomqzZRmiGloCg+yuLOTla5uu3tz/MzpyZIi5w0K5hs7FmLO2z0A2xT4+x0\njXdW+1ycq5NkBZoQ95VKMnTBiyeb++oLeaF4a6VHFBdIKchzmKzZVIuC5xabzLYcbE2yNghpVSw+\n/8QUtlmyAZ8/0eBUu7R1v7k9YhCl2LqgHyZosSTLS2p6lBbseAl1R8fSBT95bpqVXshaL6QbJizt\n+jw5U+Gp2TqmLlnthgzCpLSwqElOt00cU9L1Y5quyZnpKqcLxVo/omHrXN4sbeSXez5dP+bK1gjX\nkhiapGprrPT8/XUcKUUp+6TAMMoXBaUCQHJte8iVTQVS8FPnZri0MeAPrmwRZwo4vMffUfc5PQ3k\nSqkr459/hjJQfQD8N0qpB5IilFL/rhDi3we+AHwFiIEqsHPXqQNKokX1wM93H+Mxtr173L8E/BLA\nq6++eizP9McIj0NZ4mH6fBTjeFQEjvsFyr3jn0QNv/uYa+pUrNJlVpN3ZnT3CqgvnmyRFQU3dn1W\nej5dv1QzuLY9Yr7p0Bmb7QnKvU9TVQtdk0RJqTf3wXofQ9OIshzXkLiGRpjlaEKgCYkuwTF0dkcR\nQZLtu97ePY6XT7UBeHelx/fXBziGxkuLLaSEt1c+opyfaVeJ0pwTTYc0Uzy/0KRq62hS4McZgyDh\n+k6ZXaz3fUxdMll12RhE3N4NsA2NrWFEkudoUjBVs6i5Jjc7fWqWzgsLLWxD0vFjbF3y8qkWlzaH\nzDftUuS2yHlnuU+SKxaaDkUhGEYZy7s+X316GiHgg40hHS/BMTVOtV2ujSWRaraBF+YUBcRKMdew\nUbC/Lnhutoaj+FVrNgAAIABJREFUl9lXnOZc3xqSFqWZo6lLNr2Qf+HcFFFacGlzCEVxaELEUTOn\nXwb+e+CKEGIB+L+BbwD/HqV9+398mE7GQexbQoh/HfjrwGjc/iDqgDc+tvdzdNcxHmPbYxwDePSU\n8Yft81GN41FQ1j8pUAZxxltb3qHVySuWRpIXXJytc2lz+LF5ZXmBoQteXWxR8BF7L8kFf/b5Of7R\n22vMNRyEgrgo+JXXbnN+psozcy0MXXBjZ8RU1dqf9+l2le8td/GilF6QcnaqSlIokjBlFKVEWc7p\nlsu7q72PrX8dXH8CcE0NXZO8uFhmftN1B02WtO6ZWqk7F6UFmi74hVcWCOKUlW7Ird0Rm8OIuaZN\nXhRc2RyRZYqOF7MzSjA0wWzDxYtKv6a5hs1aL2RjEPKls1Ocn66TFTm3d0cooOGYtByTqqMjZUmw\n+PyZCYZhwuXNIc/MN3l3pc/WMOT99SGfPdPGtXWkEPzj763hxRmGXrrf3hqzAL90dopbOz6agEAo\nRlHJxDs1UeGp2Rp128AyNc60K7y5VJZ1twYBtzohc3WHIM14YrJKmOTEacGF+RqOJfm1x6UQAVwA\n9taW/gLwulLqTwkhfgr4XzlkcLrr889SZl77pUIhRGXv90qpnhBiA3gB+N3xKS+M2/C42h5xHsf4\n/zkeB2X8Yfr8UaGu3ytQ7gWYw6qTv3ZzB9fQUbDf3jG1/XndK5glWbb/u6xQnG5XmKrZXNnycITG\nllYSA27sjHj2RIM8/6jsmeQFddfgZ56Z4f3VIS+6BlmuqNsGwyjlRNthZSfk969uc2aiwssLbQz9\nzvLeKM7uGNPF2TqGJrBMrVQBjz8idjw9a3J+nLkBXNoc8sxcg+W+z+4o4v31Pi8tNrm84XF9x0MX\ngqxQ6Jrg+s6IJ6cqOKbOK6davHK6xRs3u1yYr+OYkrdWBkxVLd683WXX7yGk5Nm5Gi3X2L9+SVEQ\npTmL7SqfPTPBt290iPshUkDDMlju+Vzd9CgKxVyzLCuu9UMmXIuGrXN60uXDNY8wy6k5Op8/M8FX\nLkyTpAUXT9SoGjpvLffpRynPzDfpeSlNJyVRBZqA99Z7nGy6ZEoRZTlfvTDD38yS4ND32BHvSQ1I\nxt9/lXK9CEpyxMz9GgohpoGfplSTCIE/Afyr46/XgP9WCPEvA/8U+M+A95RSe+s+/xvwnwgh3hx/\nzr8F/OXxsX/8GNse4xj7eBybZB+mzx/UZt2DuFc57u5A+aBS38FjupTc3A54frFxT/WIvTUtQwos\nXVIUindWewgFrqVj2RpBknJt2xtbXyiElCBKC4ysKBjFKZomkJRlqG4Q8eHGYMweKxl0upQ4Rql0\n8MLJJnN1F21Z4Fo6jinRpMSPP6K3v7fS3//8ziji699b4dx0jbxQ+HHE7Z0A25L7ge3apkdlUduf\nf7tqUbU13lntMaMs+n6p5LDeC2hXLSqWRpjkuLpiaxTzmVNVbEMjygqemquTK8Vy12e5M+LGjs+O\nlxCmGVXbYLUXcmXTI3u2YBRnXFrz2ByWmoSLrQoXZmqESUq7YrDlRczUbC5teJiaZLUfULV0vKA8\nLoVACMnLp9psDEJMXRKkBT0/5nYnIM0LNE0yCBPk2HQkVQVRBkWSomkSlKRmalRNg+VOwNd6S6AO\nL01+1OD0PvDXhRC/SRmc9jKlE0DnAW0VZQnv71GyBJeA/0Ap9U8AxgHifwS+BrwO/CsH2v7nwP80\nbhMCf0cp9TsASqmdx9j2GMf4Y4+9DCYZi4G+tNBi4kCp7GCgPKw6+ShOUUJRNctH0N3kjiQvGAQp\n3SDZz1Kqpo5rabQq5We7psFiq0KUlYZ3vSBhsmpxeWNIu2KRK8WZVoU3l3vsejGv3dylXTHxwlJJ\n+9qWx88+M0svTFA5VMeWGg3bJEwz0qIY701K+MaVbSSCpV7AywttiiLn8oYHlMriRaHYGUYsTNgs\ntCpoUuJFKd9fHxClOZapEWcFcZajVKngPQgzWhVrv2y33Ato2hZV2+D0tMt83WGyavKdG7tkSnFy\n7CmllOLypscwzIiLAsPQKBTMNhw2BxFbg4hrnRE1y+Bzpyb4tbdWePNWl3bV4ifPzdCqGigVUrF0\nTrVdNgYhSVYQkqGAW7s+y92AtW6IbUpGSY6VC0ZJxu9/uF1mjPN1bEPywVqAZWioQrHWDwiSnHbV\nREeQFzlBXlp8dEYRVUMHcXhV8qMGp/8I+HXgPwR+Zczcg3Jj7nfv11AptQP85H2O/x5l2fBex2Lg\n3xx//cDaHuMYf9yxl8GkWcF6PyJMM65vj/iFVxb2A9QeHrQmdvAYAs5N1+5JgoDy7XWlV77NNxwT\nP0nZGIRcnK3fEfzqrs6LJxrEacG2F6JLjaqtM1WzeGWhyTtrAwxZkgVMTRLGObosM7d+kPDajQ5V\nSydD0Q9LOvbJtsPlzSE9P2VnGPLGUg9b1zANjYat863rW/SCjNXxw3u6bhGkBV0vRgkwNY2Jqsnl\nrSHOWO4nznL6QYIXChSQ5IqGY6ALwTDMODtVZdePqTsGmhB85fwMtiHx09I8UCr47lKPhZbLxfk6\nSkGc5xR5gSE1igKyosBQgrdXe9zuBAihWOtFVOySdv7q6TaaIWg6JnXHoGoZBEnGIEip2jppUmZD\nYZKz1Bmx7SUYmiRTiqIoeHKyyq1uQMsx+N9fW+LFhSZprgjTlJWuT9PRKRRoQiIFNG2T9W6IpWt4\nccqOipGG/TGy2SfhSMFJKfWHQogpoK6U6h049PeBQ9cSj3GMY/x4IMkLkrQMTIYmqVg2nVHEOyt9\nfvL81MfKi3eX+qAsqZma/NgxP84/MZAVwGLLpeunDMIEXUpOT1S4MF/nxs7ojjZSEzQcg8V2hTQv\nMMblpmivzKiVtGfTkNzuBDwxWaVqg5TQcAw+c6aNHxVc2hxwfrqGaUh+9uIMV7aGvLnUxwszJqds\nNCHYGkas90NOth1qtk7N0fid72/x+SfaaEKSU/B7l7eYr9soBF94YpIgLm08ekHMU7N1njvR4GTb\n5pe/dZvVXkCY5czWbRqugRBQMTWWewENW+d3PthEl5JRnJPlBZuDGEeD3VFKrigJGLlCidJHaaZq\n45o63SBhpRvQ9xOm6w4N12QYZVi6RpBmvLzY5t3VHl6SkakCB8FOlDLXcBhGGaO43NicFYpMKSgK\ndENywraxdJ1bOyPeXenx5fPTnGy5+FGCa+mcUYpumGJKDUtTvHE7wotSokwxXbMea+a0x7Tr3fW7\n20ft5xjH+LR4kDrBD0rg9GHxozy+vbFJSquLMM2wDYtRnGLokqIo6IcJzTHN+l7oBwmX72LuVSxt\n38K8Yun3VY+ouwYTVQspSpvwKMupmNq+7h2UjLksL0iLsmS2Z5W+VwbUtLJtlim6XsJmP0IV5drP\nmXYVx9T2TQrPqRrPLzSwNcnrt3v7GUCQ5nyw3meu7hJlGQ3X4MmpGre7AZv9kKVdn4qpYZvlfp9T\n7QrnZ6pc3x6hKLjZCUAomhWTqqXx/mofTZf8zNOz3Nz2uaF5pLlioWWT5QVLnZDnTjTZ6geMxoaB\npiEYRTmjOOX3soyZuknHT3AMk10vYqpml0aEw4AP13Xm6k45V2DHj3ix0Si9oUYJ/SAhSHLWuiF1\ny+DlxRY3tj2EANsqqfXfX0sRQlF3DIQQ7HgRu8OYM1NVvr/WZxhl9AKNl0+nXFofcGXTY67pYBs6\nKodeOLZxb9n0gwI9SemF6UcKvYfAUfc5/ZP7HVdK/dz9jh/jGI8KD5Lx+UEKnD4MfpTHd/fYzk5W\n+f5qn1sdH00Kmo7OIEhRCDQpeHGhuV/iO7g+dXW7tE1vVy3iLOc7tzr7D18lFOema3zuzMT+vO8O\n1s/NN3lntUec5KRFgaFpvL3cJ0wzpJBYY/qzFJI4zbm0MeR0u0KravLcfBN7bNb4zmqPlX7Ijc4I\nVMHuKGZxwkXX1dhQDwZRgiEFWV7whze7XN3ycEydHS+h4ej0w5R+lJDmBU/P1bm24+FHOUJAXgAS\nqraOrgk6o5gvPDFBNqHoB+m+v9SUa3Fpwyut25XixcU2T8/XOTXh8pvvrXGr49MdJewGCdtvxhRF\nQS8sA0rV0TCFxECy0g050bSJs5y8gChTtCsm7YrJcjfgn32wyfMnywBetw1cU+PK9ojOMKJZNckK\nxXurQ5I848JMg1QVeHHBQqtC0zYAASonSMryqZCCmlWSKLa8EBDYpkaSxvwfry9jmwIvLPCSDE1o\nXJyvcc6tsdr1EQLSvFRnj5O0VJ09JI6aOd2tSG5QUrMXKDXqjnGMx44HqRM8KvWCH9b4fxjjOViG\nu3tsK92Ac1M1HDNEF4Kl3YCGCxv9cN8W4RdeWaDhGB+11TQ0IVju+zTcUo/u6qaHockykAnFaj/A\nXpF88cnJj1G0n5tvolAIRclQ64SlA61jcmNnBAJeONHkxs6IMM1L5p0QXNv2+IunFvYDXsM1uDhT\n49ffXuMzp9vEmeLK5oDv3urxpXMTLLQMXruxS57DXNPirZUejq6xOYzIc0WQpmwMM3QJti75yrkp\nFiYc/offv44+ZgI+OV1lGKXYukbV0ZmtOYRpTt01eHauVvpFKHj91i5BmrE1jAnilG/d7HJ2yuVE\nw6VAUbdMklSR5ordIEYVkBcFuqZIkpyYDEvT0HVJx4tLqSMNEkOy0guIspxW1WJrLeCbYUq7Ul5n\nLxb7m2+LIi9FcnVY7cWYmkezYjKMEvK84OJcnY4XjdUfBF5UZm2lSoTOzjDGMXX8KCVMSqq6rpWE\nlkGQ03QleZazOQy4vDlkZ5SgS0jzApSAxyVfpJT6y/f6vRDivwOGR+nrGMd4WDxIxudxyA09Sjyq\n8T2KsuC9sqS7x7brx5i65PNnJvGiUm9uuRsy0xBMOuUa1NsrPT57ur3ftpQAKlXGy5Lb2F7Bkph6\nOdaQnDDLCZLsjoAYJBnfudXBlJKaU3odXVcjrm8NuTjXQI6XLbwoJckK1rsBc02HYZwxDFJ+7a01\nfvFzp/azuUIoNFEGl14Yc7JVYdePeW6+wZWtIY6h49iSt1f6ZLniM6cnMPsBm0FClOZULEndtpio\nmnx/fUB3FFO1NSqGgaVr7IxCTjZdvnRuks1BRJIpkrxgpmbx2s0ewzDju7d2S9JCrtA1iDMIk4Rb\nnXLzrS4kg8Bnd5SQK/CinKqlIYTAEIIoV1CAEgUtTacbZmR5giYKlJIMo9J7SpOSrBCESUZsGTi6\nZBSlnJuawU8GDMKMm9seaVYwiDL8pFzvaroGdceg44d0RjGvnp5gYxCx0vX35ZzCMWGiaut0g5y8\nKCt0UkBWwCCMyYqMD/Ic2xD0wpQoyTENiSgU03WbS3ka3X0PfhKOvOb0Cfj7lM64/8Uj6u8Yx/hE\nPEjG53HIDT1KPIrxPagseJjAda8M7uq2h4A7xuboGkqUbLCabZAVpSSOo5dByDF05PiFWNMEnVHE\nWi9ilKSs90Pmmg5Nx+D8XHX88C5AlCU1R/9oD5Bla3hhys2Oz7YXIoXgmfkGN3ZGvLtaBo4gKdCl\nRAnFjY7PpfUBt3d9trwYxywFcQXwvaUuP31hBl2TNG2Tk22X3VFCEGXoUnCiYVN3TDYGES8sNjE0\nia1LVr2IYZhgGwYTFcUwTGg5Jnmh8MIMx5LYpk7NMBkmyf/H3pvGWHam932/dznbXWuv6r2b65Cz\ncDhDjUaSNdaGAIoTxbKAfIgCxIgdI4GNBAnyKf5ixICNAImBJEgQKIhhOzCMSEiQSJbt2JYl25Jm\nI4fD4cywh81mL1VdXfvdz/ou+fDeKlY3m2STM5yRovoDha66555z33v63vOc53n+z/9PN9O05tJL\nxjouLKVcWWxx82DGr726xagwtGOFdS7MXAkY5A0H05LFVsxaN2Exi3lzd0zVOBwQSYHCsz8pkQJq\nE/QElRA0zlMZz0o74v6woPQgvMMCo7Lh5u6ERAvaWcxGP6VuDAczy+YwZ1oFxYiq8SRaoiRYZyka\nS1ILRoVhmNdUjePycpsnV1uMi5rSerwJA8xKCo6mFaPS0NhAXHENICzSA95gLZSNpXIeLSFRCpRg\nXNuPlxDxHnj2B3ScM5zhA/FBlOWPQ27oB4mH13esAfe4+KCy4MOB62HlhWO8Vwb39Eb3AUbcC5cW\nAXh9e4i1hsvLLSrjGOQ1WaS5uJShVXCKfW6jx2+8sokSgsV2zKfO9/HAF66FktpXbh1wc3eG8+EC\n+MkLfWIlaZxjUobAhAiEhaqx/N739khjxaXFMI9z92jGWjdFK4EWgjTR9FsxR3nNukrYHuYY5xFe\n8OmLC5zrZ6Sx5ldevMRvvnqPcVHTSSJ+5tl1PB4pBVrI8KNl8HPyMK0a8rohkkF41QlYaUfESiGl\nYG0hRc8kaaQ4181oJYo396akUvHGdlAUH5cN48JwY29KYw1SCBQhy2ic50IkGUxrZoUJAq1WoEQQ\nVZ1WwfdJK0lhwOaGXksTKUnVOBotsQhqGxgGseDECv048HjnsXMzxsIYdicV1gWvKolDKYVEEivP\n3iTQ2Ae5ZVw07IxC8BzmNZW1tGPN/VEJeNqxpmgs3nlqP3eZnWsZNgaUCkGpttBYmNLQSxRxqOp9\nPMFJCPE/PPwQQfX7Fwm6e2c4ww8FHyTj80dF5ue9cLy+/UnFm3sT3tyZcFNNH4sY8UFKDKcD1+G0\n4jde2TyhSJ8+/ntlcKudhNW5L9Lpc3f6fP74tYZXNwdIxANurVmseHqtSy/TRDIoLBzNKtz8Pf/8\nJ9Z5/lzBG/fHaCn5+u3DuSeR57vbR1SNY2Mh5dm1HqU1fPf+GOM8rUix3ssoGwvec3mpzXovI9LB\nvuJffm+Xyjpiqbi81DpRZzgWfb203OIvfOka28Ng8a5EuJr/xLUVBmVNZRxLrZhOorm63GKhpXhz\nd8rh1DAoGrpJxP1RxeeuLPDUWoftYUG/pbm61KYywbb9iX5GZS3Xt3PAczhtOJhWOOep6pDJKiHI\nYoW1nlsHU9JY00kjPILVboxWAuE9O6OClXZMHGmMLShNmIvKG4fEUdSGjW7C1rAkEqAiifSeYW5Z\n7gpk7YICeivipStLzGqD8y4oqktLmoR5qspYjnLDtDJYB0qEGayibKid4XBm0AqUDMy9vDCkkSSO\nJFp6XOVCYJqXTa13eIJflQ+VSIwNx+y1NUKqx2b9fNjM6dMP/e0Iqt7/OWfB6Qw/ZHyQjM+PQubn\nw+LmwZR2rE+Cw+MQI96vLHg6cFnn2BzmKCHopmGG5rTW3fsJrgIn5JLjOaXT53O5k/Azz6w9IIJ6\nvLYkCoI2SsqTtR1LCEng7YMZrViTRZrXtgZzH6dFFlqaV+4OeWKlTRZLmkLw1EoHIWBQ1KRSESlB\nvx2zO65Y6iQoGfKFT13ssTkoSJVCK8Fz631qax/o46Wx5om1DpeXWyc0+UHRcH17TO0cmVZcXMy4\ndZgTK8n+uObFS4sUjaE2Yci3bhxv7k5Y7iScX0jpZxHf250Eptwgp2och7OaWAsaF2aTrAsktUiG\n2aqVTkJLa3amxdyOQyBQ7E8qtAr8CecJFhPCk2hBYTyHk4p2GtFKIqa1DVmSEkgd2Iq9VGG9pd+K\nsRbieXbZyTSzytDPYvLSYtHkZVibkIJ2rFBIrLNM6lDy80KgvCBRoJQCD41x9Fsa42C9kyCl4GBa\nM5o1MH9vwoXsyfnwt3SQJZJESeIgL/XxsPW89z/7YZ5/hjOc4b3xUYkRH1S2VEqQ14baWvLS0E4i\nIiVPLBr2JiVvH8w+sOz3QX2tRzHs+q3oXWu7vNji5bsDrPUM85qb+9MgL+R86FnFisY5umnMkytt\nDqcVrx4OMN5zvp9SNY63D2Z0Eri4lHFtqc23tod8886QUVExKi2LmWYwa3hmI0FLQWUt+n36eIfT\n6iR7U0rwmXMLLLYiXr47YFrUfOXtI24dTtkdF/zsc2u0Ik1RG166ukQ3jXDeM6sNVxZbTKqGr7x1\nROMcAjm3qfCkWiGPsxo8o8ISiUBeKHVwF2oaSxMpjvImlBaVZDGLyGtLbTyzuqBoQolKKYkSEo+l\nHQlW2qH06XAID8Z4QLCQJZSNY6OfsJhFLCSaf703pbGWyvo5gcHRimG9n9FKIiqTM6ksUgg8niQK\nthq1hUQ6tAhW8mmsqRrLrPE4Z0/On5CCTiwQMqFoDHntEN6jIkk70jjhMdZDqCo+Fj5Sz0kIkQJP\nEUqcN+cusmc4wxk+BN4vA/qo9udaSS4vtPhH37lPWVt2xiU//fQqSs4dcAW8tTs9ES99WHD1GB+F\nrv/NrQEvXlp4YLhWAi/fDfI/Og5GdEezmnP9DBDcPhhxZaVFNM+y2qlmXNRoLRHG8a2tEb0k4tJi\nxrMbPdZ6Cd+6N39drbg/KUiUYKmdsLGQcW9QMi4a3rg35t/9wqV3nbuDScm/fnOPP3j7kFgpri23\neXqjy5t7E55d73LvKOf//e4ukRJ0Uk1ZO75++4jPXV7kXL8V6NnA0bTi99/a47dyQ2kMb+9NWe+l\nZLGioyUVnk9f6LHYinhrd0ZpHEpKWpnGGIt3Ci0FCBm2Caidp+VhXBjW+xk3dyeYeamtnSrGpWFS\nGdqxRCDZmZTEkaQ2niwOYq19LdkZFQQinWM4q9ke5EzLmto4FrOISVGhJUxKcNQstR3gSKRgqRsT\nKcH+pKZxnl6miJRiVjdBfHa9z1ovxnl44/6ISEnA0001g8KQKcFCljEtG2Z1Q+MFjTMYA/gKPq6y\nnhAiAv4G8FcIVu0CqIQQ/yPwV733j/ZpPsMZzvAuvFcG9ChbhkdlNo+CsY67w5wXLy0gpWBSGK7v\nTJBAK9U8s9bljftjvAfr/COzNWMdB7OSSd7QWQjXkvei6wsNwyJYkH93ezKnXusTK4m8ttSNo5/G\nYSZGKi4utplUBuGh14pY76aMiuaEyv7/vHaPpVbM3aMgTjooa37yiWXuDnKEgLyyJCoEp8Us3Klv\njwqeOx9UuyUCgwuswFM4mJb8+sub3DqcMS4sFxbiwB60nklR89rdAf/qxj5FbVnvteglEY0JmnwX\nF1pkiWKQV9w+mPHteyNu7s/47KU+azphZ1SFnl8DN0dhRupCr8ViJ+F5pZiVhuVuws64YFQ0eEAi\nQhZSN6z3M3pp0No7yoNT7ZXlNrePCmIRlNhN48LsF4J2qqhqRzuJSLRko5cxKQ3j0jAqa0CwYwxL\nrdC3Wu6mbB7OGBUVlfH0U43FgjfsTx3WBap/GjuUFCy2kzmZQpLEmnaqyJRioa1BwP6kxFhP3TQs\ndVLaiSKNNYfTitJacmOoTCCceC8QEkaFgY/Rpv2/IVhc/McE6jjATwN/k6DV+F9+yOOd4Qx/ovEo\nLbqv3Do8yUhO2zIkpwgN71VyOw4a/TQGoIk8xlimdUMaKYra8ObeJDTmTzHtjl97mNd85e0DbuzN\n2DyacWWpw+cuB+M+BCfSQ7GSHExL/vkbI4z17E8qnj/fZb2bMswb/t6XbxEJhZce5+CFS0Fw1HmP\ncZa21uSNpRNpvvBEKJXFSpLXBuGDr9GsqhkVlknVsDspudDPePHyYlDO3p8FqwwckRI4B9+7PybS\nim6myeuQEa52k5NM75ubQ7wP1OZplfPG/Zp2pPjarQOO8np+7ixKhHIcXtJrK9JI82NXF9Fa8nf+\n4Bb3hyX70xrv4XBWc3mpQz/R3DrM6WeaWCn67YjNYcFqK+bahT5eQC+J2B1nvLo5YFIarHX0WjGz\nUYPyHu89UaTopTHRnFwSK0gijTGGynkiFRQpnAMDXFtpszOuGOQNK92Q1c3qGuccWggOcoMUDQtZ\nRBpJxoVDSNBaEjWhbOe9I0003Y4iiRRZpAKdfKnFqDQkUuKAq6sdsjji7tGUYV6RN5ajaZiBSyLF\nRjdltR1jIJwfBHGkSJVgWBiWWzFv8fiWGR+2W/zvAX/Be/93vfc35z9/B/iLwK9+yGOd4QxnIGRQ\nrVg/OECsFdYFVWklBL1Mk2rF69tDylNDq0vt5OTx46BxXCq0zvGNu0fsT2smpeXm/pTf/NY2z6x1\nSWNF0Riu74x5bqN3cgF/bWvI9rBkrZPy/MYC90c5r9w9YndcUDWOV+8O+cqtQw5nFZuDIgy3Rgoh\nwgWpMpbbR8FnqN+KT2jfb9wbczSr2OinWAfGhQD63IUeN/amJ1lhK9Y8ud6mqA33hxWNtVxZbhMr\nxb1RAXNptjtHM17bGtBJI1baKbFWbB7l83LbAWXtuL49YX9aAcxLjCEgH80qVtopCM/9ScHdQUmq\nBEIIaieY1ZbdSY3FkUjFTz21zDfuDvjn393hW5sjxlVDogWRhnuDgrcPJuTGYpyjnSi6qWa9F7Tu\nJk3D1rBAIHhzd8K9YcFaJ2zrtZJAVEgTdsYVRWUYzSp6qWK1m/DEeodYa+rG0BhBP1OsdhIWOxG1\n9Sxm8fxseIy17I9LihOR3QQhJcI7UiWYVRaEJNGKLNZY74m0RklJmmgyrfEItIC8tkwrw2BWE0tB\nN41ZyCKW25rr94e8emfIjd0pB5MKpQRmHljvDHIOpjWpkixlGu89syIMSndiSR3i0sfm59QnGAs+\njJvAwoc81hnOcIaHcDq4eE8QXI3VCS17VhmmtXlPIkVrrif3+vaQcdFw97Dg+fNB9mdahhLfF68t\n8+nzfRrnGBfBfhvCBbyqQ1M81kHJ4dpqJ5SGpGSxHZ/0xr729hHGOJ47t4B1jlhLRnnNuGzIS4Oa\n24UrKcgixWIr5vnzPVqxItVBIPWYpHE0q07KhVoFJQoBHEwrysax3k0RUnChn/Ht7TFr3ZRfeuFC\nsPKwnmfWO6z1YxbTiIO8JosV06ZhI025sTNhMYswNgzBXlhMeWMnYjCriaRio6cZTRuMC3NBaaQo\nfZAr6sSaFy4tsDsu+erbh2SRYlZbFtsJ3gcyx+2DPPTKYkUWSe6NC1ZbKfeGOUkkWW7FnOulxEqy\n2o5RCj583+LJAAAgAElEQVR3aYHffM2SaIGxliwOAePZ9S4IQWmCZUXZOFa6EVIED6pzCynOexrr\nGOUF06ri+rZhoR0TaU0rkkwbw3RiKU2Yd+pmmtpYpIRuqllczqit5/bBjEiClSC95WgW5u32gFQJ\nsiQikrA/q1juRIxKxzfuDHHe4p1DeqidI9WawjpKLHiBVZ5JZZmWhnaisXjaSZjPClyIj09b7zXg\nPwX+8kOP/2fANz/ksc5whjM8hNN9qLpxWO+5vNB+gJZ9rLad1+ZEsfu0wsRxqfBgWnFzf3oSfJQK\nl4bahF6FcZ4kkg8oaySxCgrgjQl3xM7TSRRKhrtugHrOntsel0wqw9XlDkutiFERjAERgo1eYONN\nypq396es9zO+tzvhU+f7Qc5GcELSeFgdo9+K+NLTq+GuPgpB0jnPtLIIQjBOtOKL15a5PypY7UVc\n352AENwflpxfCHYVV1fa7E0K/tl3d2klGjs3DgRPK5b0sqARVxpLWVqEkDjviVW4GUAEq43Nw5yj\nvKZqwgX4xu6E84spy+2YVCuurba4tT+jaDzjSUkZObQSPLPW4cm1DkJIdkcFN/ZmzKqa0jieWe+w\nc2zy1zQUjWdvWhFpyUor9J5GeYP1IUPqZ5K9SclqJ5gTainAEWa2SkMnDW6541lDvxWdGDoK4OJC\nSq8VMy5qWrHmcJDPqf6CxU7ErDQIGhp3TCLwRNaR+zC7VDQOYwxbgxytFUJKtIKysBSNodtKaMeK\nwaxEK832sKA0FrC0I4V10E6haQTgH5utJz6Eay5CiC8RrNnvAV+ZP/xF4Dzwi97733+vff//hJde\nesm//PLLP+plnOGPMR7H7iOvDeMi9Iiq2iKV4KUrSyx3Eu4ezPhH37lPYxyRlvyZT53n0nLrXcf4\nF9f32BrmSASOcKFbbody0KPo4aO84Xeu7/Dltw/xLlC3/50XLnBvVATGnZR84+4RCOglmn/8+g6V\nsZxfzPj3f/wKT613KWrLy3eOuLE75e7RjKtLHV68vIiUIcB84lyH726NabyfZyeLtBP1rvMxypu5\nKsU7xJBvb4/m/TLF7rjk+s4YCNnXtdUOW0c5RW25uJBhvOMbd0esdRMuLmY8e67L7b2cS0sZX70z\nAOfZHOSM8oq392dh7kfA5eUOl5dSto5KulnMrLJ4QqDNEs0krzm/0OJTF3psDUoOJmWQ83GOSAjO\nL2Y8vd4hU4p745JIyiCYmiga71hpJ0xLQ6Ik08pwY29CNWfsdbKI4bSil2oKEwJmohWdJMxBtWJN\npCXew5OrLb5884h+O2Ehi4iVYH9cojSMC0ttgrfVZy72ubbS5ptbQ0azGiE8k8qhpWAwqzHOUTSe\nbhzUK5JIIITCzA0MJdBNFEeFIZbhc1RUHkPoC632EloaahuIGqPChM+3caRahJsPoRjXFd/5n/5y\nXe/detCl8j3wUcwGnyFkTsfusb8B/M/e++0Pc6wznOFPKh7HLuOYsTea1Xxvd3Kirwbw0pWlBxh5\nznnuDGacW0gfCHRaSX782jLppqSYa+S9VyA4RjtRLHcS/q1Pnw92CQLuzR1o39gZk5cVRWN54cIi\ntw9n/OxzqwzzhufP9RhXod/R6mh+/hPrvHCpzzduDzm/0CKvDW/uTbk/yHnlTlCFiKTg6Y0uo7zm\n9e38XefjYbLItDJUjeP1e0Nu7U/Zm1ZsdFNaccTV5TY3didY59kZlkyqhkQF59r7o5xbhzO+tTnk\n6kqbT13qcXWphRSCadWw0o1oJZqituyPa7JYMsotUkmmVYNxnrIJXlFCCpJE02tFPLnSZX9aIUUg\ncBSVwUeB8v31W0f82NVlZpXh5t6Eo5lhpRu09FQnw+N4/sIC+5OSzcEMYz2TquEoryhrKI3DITCu\noRdremnKxkLKuDBM8opBUXPncBLEdasG74NWoTGW9XaK94LaOKrGUFrHd3dGcykiR1FbpBRYE0qT\nxnsUkMQaXzsmpUOIMFytgEZAYoOpofGemQlBSQKrnYinVjJWezFfvTXA2DDU2zjBpGyYVNCOBZeX\nEvLGgJTqcb8nH8VscBv4qx92vzOc4U8K3i8rehy7jOPnBHvx0MfRUrLSTrg3KBAcoaSk301Pjnu6\nb3Ma/VbETz618sh5qEehtkGO5nie5/jYWRzKaHltSKMgY1BbixKCVCt6WcSssg/0jlbaKb1WRGUM\nNw+moTQ3H86MIs+FlQ7bg4LbBzmfv7JAP43fdT6O15nXhte2hvQzTaplcHCdS+QczkqySAKCy0sZ\n11Zb5KVla5izPSpoxZpWBF543tqd8IUnlgL9fFiyP6nYnZQksSKVgnaiwuByP+ZqLwlkkqJhVluu\nrbZJlKIVK7qJ4tbhLLjfCmgnmtoYagfj0qDxvL415ChvyCJNO3ZMy5qiNqi5b9TX3j5EKUFtYK2X\n0KpCNjjFYq2jdp7SQF41FJVBaQ3ekzeGxoH3kEVQ1JbVbkKiJAfTirtHOf1WzHIn4uZexdfePqBp\n4DgstBONkhBrhcBjw/gbuxNDS0EaQTdLkcDupER6sB46sWTWuMAg1KEEWtYNr98bcy5PMQ4mRShR\nNs6iRAhu1no2595O4mOkkiOEaAGfBdZ4iO3nvT/zdDrDn2h8UFb0OKoQJ89Rgso4YhWeKwRIEe5g\nleSRw7vw7uD4fjJODz/3/QaDtZL0spgXLi3yBzf3eW0rkC7WuymVdTy91n2gd3TcP3v5zhHDWU07\njlhpx0yrcFcuZJC5KRuDlOKB85HXBj2nll/fmYQMZHfGk+ttbh/mdGJNbTxegHeCnXHOsAyqECut\niM1hzpvbkxAolJivPWKhFfHVW4e8uTPF++CdJICjSU07UWgliYRgMKtYbEW8cHGBw1lFa39GoiS1\nCaW/7WFBL1MczBoyJTmaeyD1U8X5fsado5z745JEKwrjMM4yyIPk0KwakUWKVqJQ0jMqDNO6IRJQ\nNEE5YlS/027xQG48MU2QBgJiCcaDYN4TBCZFTRoJhrlF4bmxOyOvHC7YSSHnn6F6XkJMpMAASoKW\nYAzkFlIBWRTmkxQgVZBHEioExCSWyLkOUWk9sQpOw7ES7OcNam7AGEeC0ngqG54XCfAfl0KEEOIX\ngH8ALD9isycEyjOc4U8kHicrehy7jOPnOB90zmprAyGiCXTlVqr51Pn+IzXxPozD7ns994MU3duJ\nItOKayttxkUDXrAzLLm20n7Xa/RbET/15DIeTyvS3NibcjSr0FpijJ/T3xVu7g2U1w3DvOaV2wMc\ncGNvwic2eqx3U27sTvid7+6yP6mYVA3ewoErmdWOcwsJL15Y4NxCxvXdEbcPcrQOFuuicSx1srlK\nt2cpS1jrNAyKGuctznn6maaThPmxwliW2wlxJE50BX/5pfPcH1YoIdg8yplqyfaoYlI01NaDdxSN\n4/JSRhIpOqnmYFLhvCeSnqJ2uHk/J9KCSRX0+ta6cWAKek897+9owgzTA/Awq8OvSoKQkkSGIFA3\njjuDwO5rHFgDeZPjOb6hCRdnY0MQSmPJei9GSsWwMKSpYFY7tIDGQ23g7qCgE0mMB2VdEHrF0whP\nFknKxiO8pzHQjhVHswYZxCLQCrQA6T2SoFp+KjB8bJnTfw/8NvBfnfWYznCGB/E4WdHj2Hmcfs5q\nJ+H+sGBnXDLKay4utXhiucNyJ3mXfNGjguNrmwM+e3nhZI7qGO8XSD9I0T2vDZMqKHVfXGhjnGNW\nGbQQjywtprHmx64sz99PzCCPmZWGb22NWO8nPLHcYVg0HExr7hzOmFWWbqZ5arWLEoKto4LuuYhE\nKaSCpVbMcFaDFLTTiG7s0ELSTjXXd8a8fTDDO/jkhT6ICYNZQ6ZlsBtPNeMy6PsdzirEnLothcA7\nyKKIc4sZZdWwc1Sw2E24ttzhc5eX2eoWeBz3hgWtJGJ3XNJNYxpr6WYRN3bHvL0/o51UVMYiRLDA\n2B2VVBYSDZFS5FUwX0x16FVlsaBqDHEUejVxBLYJVhjHNhjGh8zHEwKSMSFgeOtQiaRqPLWZZzZa\nUJmQojycpiiCIGsaaT51vsfRtKJqzAPDR1KELOrQOBTgBCjjcVLSSeV8XY5ynsHjPY2DvAhZn7Ah\nI67nLy7m67CPz70L34MP93SuAr90FpjO8McNPwjX2A/C42rltRPFZy70Ad4VNI5xHCDGRY0Qgh/T\nYt7XCISAxZamk8Xv689UG8fr2yNmlSGKJC9eWjxxhz1+ro4lZWOJlMTad2w3TitWnFYlH+Y139oc\ncvcwZ3dS8cSqIJrPXwkpcNZxMC3pnBoqDkOh7wS8Lz29wpffPiSZ96qM8wxnFbXzXFrM+PqdAUVj\n2R4UnF/ImNUNR3mJw/Pcep/FdozWIriszl11D2YVDk83UWwezpACbuwIpAgWIE+tdQHH9rDgYFyy\nN7c5T2MZ+jkRJJFivZ8gJSxlCRcXU166ukQWK7YHBeOiZvMwZ2dcgpuXBIXDWM/usKCx4eJfW8fh\nrCGNJKnWtOMI31iUFHjvsS6cY+st+5MKJwRpFKGkD6aHUqCFY1K7k6BxHKgUIasSUszlm8J5njQe\nJS3OgyUw6R6VoigJFxZaLLQiKuOonWNQBLPCYzQPBRHvwzxULBxCSOq6IdKKWCm8EMzK0AOzQCsI\nmDN/iycB9ThIio/RbPAPCMaCjxrEPcMZ/kjiw5S6vh88jlZemP+AVKtTa3l0sJxWhm9sDnlrb8JC\nO6YTKV67N2JcNNw8mPJnX7j4AH38dHDUUnB9dwwe9iY1tbW8tTfllz97gW4WIQkDvjf3pyezUhcW\nM/LK8I3dySPX+vRah2/fG9NJFJ+/ssyrm0d87dYB09Ky2I45mpZ84/aAVqLCfNZSi+V28sA5P+4j\nxVqxOCdd5HXD69tjjHVMKoP3gnasmdWGYV4ymAV19d1pxWcu9rh7NMNZGFeGL6wvcW9UEEnFl986\n4O5hzqS2pFqxOSwwzrLRSZmWNQezimltcDa8ppSCllScX2xR1IZLSxntJChz7E1quommMo7GOb69\nNeZgUnL3cMZhbqiMQSPwzlM1lmltiKVHacG0sjQWIuk4nJXYuW1GPc9IHMcXcEEzH2id1hYLVA5a\nOkwDtWMZrNFluNhnsQzBp3FE0iOlAyKKugEfMifggYD2MFINRd2wWda8cmeEce5962yWECSa2hOn\nikTCzEJpw8yZ92AtHIuqWh/m14TwKP/Oe/0o+MDgJIT43Kk//xfgvxVCnAde5501AeC9/8ZHXMcZ\nzvCx4HH6QD9IvJ9Wno4FNzen4OFzl5cwzr3nWo7X3U0iFlsJjbH84zf3ubyYsdpNSbXit761zX/4\nU1dJ4/A11kry3EaPb24OqY09EUhNo5ChbB5N+fVXtvjkuR5KCYrKvXN7LYIQ7Hfuj2nH+l1rPZiW\n/L0/vIP3nvVeyjPrPT5/eZEbOxM+9eQCS62Y372+hxA1P/PsKtfvj9kZlfy5Fy8ipXjgfT4qiLZj\nRdUIDmcVqdZMy4aicYyN5ec+uc5qJ+X6/SH/4GubdNMIjSBLNFujnP1xzYWljNsHIZAsZBELWczR\nrEYJz+WVFsO85mBa88Unlhnkod9UNoau1dTCc3W5w2cu9Pm96/uBZOFhb1ry979yl7JuUEKitKR2\nno1+Qhq33pELihXUFkfIInNvcBBUGrzHCYF1gVmYauhliknpKIynpWFWBXJI40Jm5AWksUJFnlai\nmJWW2kNez3tSKhBjWnFM2RiElDj3TpfKMT9O+G99ICtCCI5mhqJpqOe+Sx8UPI7JFNJbprVn7veI\nCm/7ZLsjvAfnfNCBmJci7YOH+4FmTi/zzvs8xq+9x3s4I0Sc4Y8UPqpn0veDhynQx69fGoOck2kb\nGwYk87Iirw29LH7kuvup5snVDt/cOmJamcCO8o79ScXRrGZ7VPLEagcIGeIbO2MEoIXgwkLKwbQm\n1pKyMRzlDef6Kd00ojKW7XHBj19bwgORlOxOSvLS0Ip06MPM17o/KfkX13e5NyxQUjIogkjqlaUW\nSgnWuxn5nCLtheBwWrE/rSkawyt3B3z24iLW+gdKhsdzU+OiYW/OatseFtzYm6AJg7Br/YT9qaWX\nBDuI1+6NUAL6mUYgyGvHUhaxNhebrU34P+2mYUaqqA2VhWfXexzMakrjmZSGpXnW7BzU1nJpscPG\nQsrOqEQogXWW7VHJjT0bMgGgnWkyLVhqZ1TGcWEhY1qEe/PlrmYxS7h9MOVwVmNNmBvyHgoTxFoR\noecUa3mSJeEhb+Z3+PO6lxJQNWDn6Ug3lkRKY53B2DlTz8O08hhXYH2gdZ9faDEugg17UVmyVAdJ\nouOmFSFQxErTzyKKYUPtHi+rsfPlTWvIIocU4bHqVNRxp/51BNPBSHz4PtNpPE5wuvbRD3+GM/xo\n8TjsuB/W60dS4gi3qmVteX1/SNFY0igMx54uNZ7erzNn593YmSJ80CozLpj03TmYcXkplPaOM8Tj\neSEzgcZWHExLhITldkI7Dpp2kZIILyhNsLPI66CJtz0o2RoWxFoyq4OKwdv7Uw6mNUvtmJV2zPYo\n2Kyf6ydcXGpRGnMiVOvxDPIwFJpFik6ieWN3xLWlNoeTklsH+Yk6xfleyqSo2R9VTGrDRi9hpZ3w\n1t6ULKl4cr1DL414c2/ClaU2e+OaVhLRTWKEgHFRYIFUCs4vpCy2govPzjinNpZxaeYq4YH6vNSK\nqYzj1mGOkpKrSylr/ZSlbsKkCMO21nq2hjlV7amboDs4Ki2N9Rx6R24cC2nC/XHFUidmf1yz0koY\nzqZ0MwXCoVPBINhDhGwpUhhrKRoomnAZV6cypdM4xSDHWSgbR6xFoHrbU4QIgppDK4LSOraGMxay\nhEiLoOxgHVKBt++QKiIJy92IbhqzdZg/9mc4kvPXqcIajINIhxLle+4jAvFCyxCAPwo+8Bvqvb/z\nuD/H+wghflsIce6jLekMZ/jB4bgPVBrL0ayiNPZd7Lgf1uuPioaLCy02+imvbQ6preOFC4u0En2i\nKv5e6xZS8Ks/foXSOo7ymqKxfOnpNaQMDLnTauYQMsRWrPilF85xdbnFejdBC8HFpSwMgbpAex5O\nK97aG/PKnSG3DvKTq2VtQqN/uRszKQ0ez1o3pZclrHUzzvUyfvKpFX7lxUtMK8PepOCJtTZXljMG\nec1iK+YTG32s8wwmNcOi4bde2+Gtg+lcu07wT9/YpZVEXF5pIRBc35kSKckTa20uLGYkSvKZiwsU\njWWYVyA8Tyx3sHimlUEq+JXPX+JXPn+JZ8/1OL+QsNBWSETwZOoneOC3X9/h1uEUJYNPrWksT622\nOb/UQivF7f0Z7VRRGksaSxoLjfUUTQgO3oPzIc0oKkvR1NTWsHWUc/cw5/ff2uPeKKebhgxvMneQ\nrebUbS1DwICQcVgCky1Vp+aPHv7gzLOaep4tKRmy2DSeU8mB0sKgDBf/oiHYmniH1oKqcUQiUMmz\nCNo6lA63DnL2RgWJFo/MmtRDaxFAZy48LHUoKYYZu/nn9OHP+/wYSSxYyDSJeuwq3rvwkZxwHwNf\nArKP6dhnOMOHwgdRo3/Yr39/mPPm7oSWirh9OOPJ1c5J2ev02h7VvxqXDZZ37BJKY0+2PSpDTGNF\nHCm8hyurLWrjOJqFbGpzUOAcbA9zvvjEMtMqKGQXjeUT611mteXFy33SSCKFZ1Y7hnkoHX3yYo9e\nGrPUlvz5n7jKtDZ0Yo2xjn95Y5/FVkIr1oyKmry2LLUjRkVDFiveOpjw9GqHxjgSJVnIYtZ6MY2z\nXFjI2B7ltGKFmF+Qn9/o8fS5NtZ7Xr83JnICEUm+9Mw5ri63g7V5K+IPbh7yy5+9yD+L99AC9mYV\n3nv2Jw2RClJFnUSz1EtYbieMy4qtQUnVNBxMIxyecRmGSLNYUhtLaTzOMxfXVWz0Ml682OM7O2Mm\nlaXbijiYGhrrmRQNiRKUUrCQQTGngzcmlBcfzpIiFbKLkOmEoBUR/j1m22kF1ntiqYi0oZMocuFp\nqsDkO91LOZxU9BJJpiPaC5q8Moxncxmi+QB3aTwH0wY7H4p9mJl3PJN0XLHzBLKGmqdfVrwTTNO5\nkDDNO+U8P9/Xec9GLxgdvr45pnjs0dt38MP9lp7hDD8inPZM+lG+PsCtg5xeFp1YCbyxMwLBu0qN\nj1J6+NyVJdJIhf7TqSzwURnicxs9ru9MaMeacwst1ropSSR57lyH3XHNSifh/GJKK9Z8a2scrL19\nmNg0PiiWOw9SSBCSUdGQaMlPPLXMTz25enIu01iz0klJ40Bv/1NPreHwjIqaxjmuLrfpJDHWBeNB\na4OmW6QlQgieWe+x1k0xzjOtDc+e67PSTikbyzivqZ3j5m6Q5Pnk+S6L7YiNXkovDaKsxjqmdbB8\n6KYx4JnUhsNJwyhvAMelxRb9VsxSJyHWkq2jGa9vjRHe8+xGj0QLvnNvxI2dKbM6zG1FKhAGtIJI\nSVqxOhHP9Q6EF8RK0Y1j+llEYx2lhVhr2nFMP4mIpKSb6ncTE4CyAQhGiQ7oxdBOxAn1WsmgCr6c\nRbx0dYknVtrUDTgEyam0whKIFkksyZKIWWUYzhoSrTGEHlbZQD2Xe2rFgkiJBwKT5J2s6eGMyrqQ\nBQY1jnn2JML68lOBKZFhW6rB1LA7M2wOcvxH/Mp9XJnTGc5whkegtuGO97n1Pm8dBMp20VieWes+\nEDjfi/7+flngw9veiwxSGU9tLFpFCIJ9+3Bas95N2BzkNM7hrOeTF4IKxXI74U8/s8rRtMJ6z888\nu3bCEHwUTq9DAr/35h6vbQ3m/kcjFtoRT6y0+TOfOs+dwQxrPS9cXODnn1tna1CgpEDPLdtvHkxJ\ntUKKMLP0jYMjumlEK9bcHxX8zvUdljsJxnpuzHtTxnnGVYPzjklucAQ7itp4tBIcTCvGs4ZZaenE\nlhu7U2IV5HpaSTinVRNkorLInZAYTNkQScH+PEhLLdECai0oivmsWHVMNAiqCy0tSJQgEg/2k45p\n2O1E0s3CrFAaB1sLf+pJeeMomgqtxnRSjcPTihRGBF8nPMR6PqhrPBZPZcNMVTGn0kkRjmXn2Vkg\nU/gThl00F7zTGrJYUdYWZ8J6HSFwaR1IDrkDZUMQMi4EpHYiKZtg864VZJEkFw5nHU3jaN6nN/V+\nOAtOZzjDDxHHRIdICz59vj+fu/Gsdt8RWv0g+vv7aeU9vO1RpT4hPDvjkqNZTSvVtLVm1xRB1dt7\nnlhr88kLfbJYhSwHx82DKdZ6ZrXhhUsN594nOJ1eh7FunnmFC9+VlRbr3ZQvXFsijTXnFtIHAu0z\n690Hgutrmw2becFwVnH3aMbtw4Lnz3d5ci3GOc8f3jzg3/7MBda6KWVl+b+/ucXt/RmNcWgtWe0k\nTGtDWTu88OS1pagcnZbmKK+5NywAQaIlxjiWOgnlXDEhMOp8CFqRJlEQacndg0AmGE4rxnOx26VW\nzFonZlgYjLXUxqMECCECxVxDfYoYkKhQypsUlm4S4X0QeG3HYMs5VVuEoV3jwrZYSRItmRZNYMQd\nl+UsxFrwucsLDHPD4ahi1nikCDdCsQ6khtLMy4cu+E3ZOZXOzAOYdKG/ZC2U3iJtYNt5Qo/pZOrg\nVKBrR4JuFqO1IS8NkVKUjZuTP0JUOlYw/7CVvR9ajUMIkQgh/jchxB0hxEQI8U0hxC+e2v7zQojr\nQohcCPG7QogrD+37t4UQYyHEjhDiv3jo2B/Lvmf444djH6TT5IIfJR5ez8MECes8T693H9jnUeSG\n01Tsx8V7lfpuHxb89NOrKCE4mlTcOpjyqfN90iTMQ+2MS7566/Ckt3B9d3xyYZRe8NrmgHL+nk6/\nt0ed+9o6lBQ8u9bl6nKLFy8t0suid12ojveFd1QzJLA5LJiUNd/bnXIwqziYVcwqw1dvHXJjb8Lu\nqKaZZ4Jbw5y8MFxcyvjE+R6tRJMlip97Zo0vXlnm2mKLsg6+SxLBWjelMY5ZbZmUDZWx7I1yJmVD\nURqctSDD/Fcn0USxop2EFGJrWGIcPLmS8dRKh/PdhHERHHFXeylL7Ygs1ixkEYnWaBks0CMZRFvl\nXPNusR3TbYUSb+M9nTQhixVaB8WKdqxJo2AdP60tC1mC9dDYsH8vhk4iOddP2RmXeDxRrGnFgizW\nxMcDvFqRxYpOJIgjSaKC4aMklOc6iWKpHW44FtpB+d2dkkw6LjXOk7CT/lKsBXXjwIkwaGwt+bxe\neLzfMRV9fjvz2OTyH2bmpIFN4E8Dd4F/E/h1IcSngSnwfwF/Efgt4K8D/wfByBDgrwFPA1eADeB3\nhRDf9d7/EyHEyse47xn+GOGHpQTx/a7nuOy1Nyl5a3fKm7sTbh5MT7b/IOnv71Xqu7zUph1r3rg/\nZlTUfGdnzFOrHUaloTKWW/szPnNhgac3unz73piqrrk7yLHOc/NgyqBoWJo7wSoluLzQ4tbRjKq2\nJLHisxcDNT6vDd/aGrA/qdEqBITLSy3kqfNzNKm4M8i5utRmsROfnAcHXOi3+OqtQyZVQ2M9mVa8\nujni4kLGcitiYyHhjftjkljyzbsDtscl5/oZO8MZpXEY41j+RExtPN00wgJ7owpjHeOippnrwPk5\nVdsI8NbTSTViHkzyytJJFLWxzCrDqKgprWM51hQNeO+Itabb0hzOKpyzpLGiaGrGFbRiaCWadiKD\n0V9p0cJT4dFaooRAKUmqFJESWGtpDEhvWO4nJA0MCotSkmFRIyVkCpJIUluBsR4lg7xV2Xi0FHgU\nprG0U01lLbFSrPRj+mnE9rigHWu2hyWNsSgFSnoOp4H4EM/dh5Vyc+Xxdz5PnpBNHd9c5IUj7rp5\nVtzn2/dGJ897FLx3j32H9XFlTn8DODr9gPd+5r3/a9772957573/h8At4PPAnwO+473/De99SQgo\nLwghjg0N/wPgr3vvB977N4D/Ffjz820f575n+GOC06WwpXZCqtW76Nl/1Nbz9sGMVqLftf0HTX8/\nTVFLTs0AACAASURBVAY5Dnx5bdgaFHQzzVInRkvBt7eCy2w71mgp+e79MYtZxHPnumFuKZYst2P6\nmebb90ZsHub0s5hISv7PVze5sTtme1Ryc2/KV24dUNaG72yPiZWmHWusdbx6d8D3diZ8+eYhX711\nSFlbXr07ZH9c8crdAXXjTs5DrCRZIlnvxkRastyOuLLSoh0rnIfLy21+4RPrbA5nFKVhVgdLirvD\nMEuVRYp+pnnl1oBR3pDFmlllqawj0xrrHEIG/6J2ook1dGPFhYWYa8sZC2mEFIpuEtHPNOPCcDSr\nyWtHJGFQGg5mFZtHOVtHM8ZFQztVpHGYQ7Mu2J6kUeBxO++4spTxzFqLlW6MVjDOK/amJVVjkRL2\nJiWVCdlGbuH+UUUcKTqpYlwYxkVQdigayCtH3ViE8ORFIH8cTkPPLlHBPFBJ6KYR7Uxxvp/SThSd\nJMJaaEeaVqSQwOHMUbkQiGalI68Ma50I+Qgm+PEnWANJAk+udvjlz17k+XNdrHl0+S6akyXw/mFe\nyHt/bj/sB10IcZFAFX+Un9Pfmv/7Nx/jOOvAM8B3gP8EeO3UcWZCiJvAJ4UQu8C509vnv//Z+e+f\n/Dj2Ba4/tN6/BPwlgMuXL3/Q2zvDDxk/CiWI72c9H7T9w9Lfj5l9x7X999vnyZUOr98bMsgrFtox\nz5/rUxvPy7ePmNUNUsD5hQxBULb+xPker90bUjWeRAouLLW4uTfD+aB0Yazj9mHO5y4t0stiauO4\nuTvjhUt9qtoGd912h+v3J1xcCO/N4rmxOyVRCiEES1nMYV5xc3/K1eUWw6JmIYt5YrnNP/n2fWaV\nZVw4zi9kLHVinlvv8cnzCxjvONfLuLzc4s5RgfOON+5PqWuLF/CJjQ73hhUCQTvVdOKIT19YCOVH\nn3Ewa1AylKS0ksSJopsG6SMtJSudGD33nXpyrUNpHfujoOpRm0A8qJ1nsR2x1Ek4mpRMKks7Uqxv\npAxzw2InphVrlBLMKsPhrGZU1IAMvbD59TrWobfzwMVfgxKeK8tt9qcl1gaid2PfyWiU9ezOGtLK\n0jhHP9GUxjGrXBCx7WgOJpa9cc1iS6MjhbGOc/2E3YlnNDInr+cJihVNA2tK4dx7T9AaYFTB12+F\nGTnJI6w+5rAuHFdI9diljA/r5/SrwN+er2GfB7M3D/ytxzxOBPx94O96768LITrz453GCOgCnVN/\nP7yN+faPY98H4L3/NeayTS+99NL3Icpxho8DP2gliO9XxfyD1vM4630/4sNpHJfHRnnD5iDn8mKL\n3tyX6XRZ83SZMZKSK8tt1nsJrTji+Y0+d49mZHGgqXvvuXkw43NXlljtJLxwYYHv7U3opYHhd9wz\nKRvL6/eGHE0b7gxynlQSrQReeGIpSeIQdN/em7I5mKGUYr2bspjFNNbhncc7z82DCdbDtGw4mlVU\njUPOBzj/jec2+FdvHVDUgSL9zFqXo6Jmf1JSNoGufHcw48buFCGCN5OSglaiGeQWrTybg5z1fsrB\npOLycptpVXP7IMc4j/ceKQJ5YzirES5QwpVwNNaz2kkwHp5d6xApydfqQ/anFYigIxdHktrCwbgg\nb2zIlKRHIlDCcTStgKAUkdeGYV7PZYcESoYgIwk+TKfTCkNQYTiYNCih0UJijMXOJRGPdevy+f6N\ndVQWhs6QzQd8Q19JMrMNZeNZaEdMCxMGp8clzVzx4fj1TidKh7OSxyk81B62xzUx7018OPXYY0/l\nfthv3X8N/HdAz3t/1Xt/7dTPE49zACGEBP53oAb+yvzhKdB76Kk9YDLfxkPbj7d9nPue4Y8RfhCl\nsOOm/MG05Cu3Dvn6rSO+cutwPivz4dfz3EaPwaxiazAjrwzPbfSo55nG6fXuT0qGRc1zG733Xe+j\nCAfvWLoLjvKaLFLsjCok4oEy4sNlxm4WEUkRtO0mJXEs+I/+1BMkWtKPI+rGs9FNeW1rSF4bPnNp\ngctLLXaGBfdHJS9cXGCjl/LynSO0EPzY1SWcdVzfGTMpmmA8KODKUothUfHWwYS7g4L9ccXbBzOG\nRcOzG12EgEkdpIMWUs3BtObeoOAP3z7kn75+n3/42jZxJPmF59bIYsViO2KhHfNzz66hFewMKp5c\n7bDYCnNU94Yl7SQiry1VY5jVNWvdLDjtChGGgHfHvLY15v9j781jLL3S877fOd9699q7em9uM+Rw\nlzgjWrIURZsXOQtiONAfTuzEiZUEAQQofwRJnMSWhQBOECSAl8CGkyiLskiWZceSbEiKpMiSRtJw\nuJNNNpvsvfaqu3/rWfLH+W7V7erqpYrdFIdTD9Dsuvd+y7m3i+e97/s+7/N4UhL7kkI5a/W67waC\nw9BjthYQBgJjDUlRMspKblW+WsO0AOv6PsI6mSGlSwpl0cYF7HGm+GC1z81exvowp7RutqufKOqR\nR+BJilLf1s/J7/LvnhaW1WHKajclt47AoLg9kBn2MqmimksSuLVtDAuS3CKFMybspiX9zGCs63VN\nZzvT37qT/O6Z0EEouPfxhxVePWxZ7wTw9+0h6obTqLw8/sfqOn/aWjv5v/49XG9oclwDeALXD+oK\nIVaBF4Ffqw55sTrnkZ17lPd3jD9afBoliElWkZdm1311vhEdWcW8lxS8dm2HS2tDtIbTcxHZNUPk\ny9vIEU+faPHWzT4CwcW1wV1JHHcjV+wx+yTDpGSYaQZ5icVyshPftYxYKMMn22Men28QSMszy21y\npVnvp7x9c8Co0MSe5PRsjV5S0Ih8xnkJAqyxZEohhIe1lij0eWyxxko/YHuUMdcMSQvF//UHN0mV\nYq2Xc3auvpvxbI0z3rnV49949QIvnJ7hH3zzxq5XVaGs+3JRGgapYn2Y8o/fWOFHXzjFfCNkyxYE\nUrA+ylHKcHl7yGIrJis07bpPrgJiX2CtYXOod7PAs/MNrDKMjGVnVJCVmqI0znYdl2HgueAV+h69\npMBayyBTDDJHRmiEAUZrhrnGl6CReJ4z/usZiALLMDU0Q0BINyek4WQnxBhBpjVSWizCqU8cIJx6\nIDwQ1qKso5iXdzl4eoB2osggAGkr2SQNvbQkK5xyRVZahLh7EeiIknh3xWGDxmEzp18BvuuQ50zj\nfwCeAf4la2069fwvAs8JIf6sECIG/gvgbWvtpO/zvwJ/RQgxW5EV/l3gZz6Dc4/xLYajKEFMZxXt\nmr/rvqqNPRKNW2nD2zd63OqlLLVjltoxb98YcG1nTKcW7JIfskLxwfqQTqWsHfseb93oMkiLA7Oj\ng8gVk/JgqQwboxxlNe04IPAE17vJ7v/g02VEbQzvrzryw1K7xkwt5N2VPm9e6/Hu6pBCGwJPsJNk\nXFwbcG1zxLWtMW/fGNCphYyV4jcubvKNa13qYYAnYX2Q8dRSk+dOd2hHAf1UMdsIaUcBvbRkZ1QQ\nBz5LzZjldo0nFhoEnqBdc46sjy82eO5UGyugn5dkpaEReyy0IraGKV//eJNr2wmnZ+o044Ci1Lx5\nvYsylmtbYz7aGHFla4QyTrFdGTfjU/d9Plgb8fa1Hh9vJdQir4pEYDBIKdA4GaFASkZ5yTBNGaUF\n26MSbS1RILDGMEpSRoWmEUqMgKxwhoCpcRtplhsMMCwcWUFX2UtWGuJAYqwlryLMdEi412/qpAaW\n77rc3r0udlCY2Z3XqjAq7O5jxZ3yRfeCBJq+Gyj+LHDYzOnXgL8hhHiWg/2c/uHdTqzmh34cl72u\nTRki/ri19meFEH8W+FvA/w78AfBjU6f/l7jAdg1Igb9hrf1n1T03H+G5x/g2wHRWoY1xNOBCuWa/\n4b69q/39qUIb0spyIvQ8cqvdN2MDpTHEvs84V4ym7DRgz7k2KzX12L8zOzqAPFEP3XHfuLa9a9A3\n3/ARUnC6U6eXltSnjntnpcetnTFv3+jx1FKLi6sDnlhskheaW/2UQrv5KylBCo9a4PHJ1pinltqU\nxnB9Z0wUeES+JJASZTRaSwZZQVJGPH96hndu9khzzUovwxiLNprr2ymbwxxfSs7MOtuJN270GGWK\njzaGGGMJfEk7dpJOeakweHSigExpbnRTlNa8dnWHRuiznWSkuSbwPHbGGfUoRApJKCW9tKTQlsAT\n4Dlr9lIbDJabvZSiUkzvjl0mGPtu+FQZSy91ZoSTTb3pg9EWpTTrI02YGYSoaOfTvwNmz5bcUr1m\n3QY7zhVaO7kmKSTauNmv2FqMcNnV9Fef6b6Nxb0upfuTlkc375tc76hwfk32013kEDhscPq71d//\n6QGv3dPPqVItv2vMtdb+OnAghdtamwP/dvXnMzv3GN8e2E9OODfT4OJ6n2FWEgbynr2rg8ptjcij\n5jsdtkJrTPXNmurb+YT80KwYXNOme7XAY6ldu82I8H7kiU494I8/sYBAEFczKv2k4N2VAVd3RnhI\nLiy6Adi5us8vfrNLL1G8v9bnhdOzXFzrc3auTpIogmrEUgiPrFQ0Yo8okAzznJV+RiihHgYo44Jx\nPfR5bKFBaSzf84QrfWbK0cOjQDr6MBJPSjr1kMiT+FJwfSflRMsNjs7VQ6wVXFio0xsXKKN583qf\nQFtGQDP2OdmOWRumZIVmpVeijWaYKxZbEk96CGE50YpQpcJa5x4beB47o5ystJybjzg9U2NrlOML\nhfUks7GknxoiHwLfoz8u0NoFKylgVEKaQyldriEEaOMUx82+Dbq4S2JtwMkICUeASApFKN1GWau5\nLynF1PE+e0EvEG5GKlOuJOfLPdHVIyoCUf0aHlqtYYL8M5zMOFRwsvaoEn7HOMYfHe7HvLvDXt0X\n/LnvPOv6D1MyPPuvcS+ZoRfPzpIp178SVvDy+RmaUcDOuMBgefnsLPFUNjPOFVluePncLJ4UeHIv\nOwo9yROLTT5aG95m/z79XuLQ55Xzc7x5s0u3l3F5fYjnS5ZaMaO05LcvbXJxZcBKL8X3JM+d6XBt\ne8QfXtnhxdNtnvjSElmhObPVYGOcUxTum34j8MhLw/qwpBP6dLMCaxWz9YB2LdhVuXjlvJMjcuVI\nQafhkxWabjWb06n7nJ6JWW7FFNopMry72udWN6Ue+TRDj0JHfLI5wgIXFuoIIdgaFmAtJ9su27o0\nGJKWCougFvhc20qIIp+m9NBac6OfI4UlU5ZS5yjjymGr3ZxWEJCXhmbkoY1mR4mKkAGDorjdMK8K\nPhp2GWshEEYCrextm/tBYqkTyMm1rOVWr3CK41UmVOYKKaDmQ6mmNfKqdVhn8DdJVux9zAGn1cTv\nhc+Hdsr9caytd4wvNB5UNeJeZIr7khEOKLd16gE/8PQSrz4+BzhJnl5SHEh+ePWxeZJCEQee8+SB\n3ewoyRWvrzuBWAR8aanFYis6MMhaLOOs5OLakJvdhDhwwfWdlT65smSlRhtLoS2NXBF5Hn3t+iqN\nyMNi6dQCvvepRdZ7OZ26T+B5fPcTc2wMC3aSHH/kZIxqgcRay4X5xi7lG1yJtBH5vHB6BmUt17fH\nld2CYLWb8o2rOwRCYAT8yDMnCaTkxnZCoQzvr/TppgpfuMBzeiagFvhc3x7zjes7KG2dVp+UGG0p\nrcUKi1aa7kixOVYkuSGo+jKFgnbsoa3AGMWlzTG1QLDYjok9j0I7c8EiM7dt2Knam/nxACqZH2Uh\nKewd5Z97BQzfcyy6Ub53D40jKZQKWhHEvkcP57pbKSYhcKy8CW28GYIvJePC3DVLOxJL7ZD4NFnX\nYXGUIdxZ4E8B53BfJnZhrf2ph7SuYxzjU+N+Aqr7cdBc0b2ucbdym8TZs4ee3LVfV9rskh8mx06v\npV0LeenM7F725oldK/Ppe3+8NbpNJHZ6nW/f6LE2zDkzW3PzP9sp3xjnBFLSCD1mYp+b/ZR2zeNm\nLwXhZHWePzvDh2tDhBAEUlIPPNrLAXEgiXyfM7MN3rrZpxn6LLYiFpohlzZG/IvPzDJbj+74TKJA\ncnauzsXVAcNMs9iqkZWlk0EqDQvNiNJY3rzVZaERoY3Fk5b3V0ZIT2CNYx9+vGX5ka+cYKMSmbXW\nUo9cr6gV+3THBQJBzZMoYSgLQxwKPCFIStcvLLRlru4zLNxmVws8VnfGJKVFSij2ZUG7nyeVGrfn\nSnwT0z9joRmAtoJU7YWlu2VPRRUx1AEvxj4I6RNFHmfqEdvDjJFx6hNOFgry0l2gHQUMC+du69uD\nrzddEnwY8Nmzw5jgs8y6DjuE+yrwyzhSwyJwC6fAkANXcXNQxzjG5wIPQzXiQcgI0wHl3Gyd1653\nD5Vl+VO9owexvDho/dMkjMCTnJmr001LVnZSapHPYjPiqeU2Asv760MwgmbN40efP8XJTp2VfkLk\nSf7Esyf5cH2AEDDKFJ16wOs3umTKsj0e04lDllohJ1pOoHSyrn5a7qo6nJut8wuv3+D6dsrGMOMr\np1rMNXyubaWc7Pic7MRc20roj3JmooClTsjHqyOXTuBUrkd5yTgvudVNeOl0h8V2TDfNWWxE/Nxr\nN1wmYyyh57E5LpHCogDPut6QZys2WkVJ9zxJpi2BBoREW0Xo+Qzyg7fzicBp5Tqxmy35uDJh4AmM\ntShd9aIOCBb3KrMVFkLpfJWyUjNbCynigMDT5Foz3woIkPSzjFFq2BiVKOv6TkJAO4DZWkhaKrqJ\noeThBiYewfUOi8NmTv8NTtnhJ4AB8APAGPg/cfNLxzjG5wYPQzXiQcgI095Fr13vHirL2r+WB7G8\nOGj9oSep+R7jQnGzl2C0JfIkL57r8NypGXaSks1BypVuynecnWF9mHNmpsYwUyRFSc33UNaCsLx0\ndpa1fkJvXLLeS+lnrtS22IxYatf48nKb91YHFMoAikFS8tHmyHkCScGoULSigJfOxqSF4uqOG0K2\nWBqhx81uynZSMEwKpJScFTX8QJIUmrJquBTKEHoeVghW+oljEWaKQVIwykuEFShrafiSWiiwwqNh\nDIW2DHJXeot997kUSqOUZrbuhGrT3FEQynsYDS02PAJhWRsZNHtZ0eTvUhuqpObAwDR97EEQQF5Y\ntHFyUZ/kIxbbMdpacm24sZkhPXcRa/co38pAJFzmtJO4ft+nDSKfZanuMDhscHoB+EvWWiuE0EBk\nrf1ECPEfA/8HLnAd4xifC9xBdDiASPAwrjEJKMk+avj9sqz7reUw6/c9ybOnO7x+o0uSazwpOTNb\n59RMjXY9IA48tkYZTy+1SZWmnyqubG9zeqbObCPkpbMzfLA25OJqjyRVrA4zTs/WGBaGxxdaZEpT\nDz1GuaNpf++TC/zzy1vkhWZ1kPF9Ty6x2IrpZwUfrQ3xpWR7XDrvICl54ewMjdDjD650yZRTv45D\n5/3z1o0ec80QYZ2V+DAtCAOPk62YYarYHhb87kdbnJptEPqC2PfYGruAOVYGT0paUYAnLGluKLWi\nGUniwGemFqKMojvOMcayPU7R2rpyHXuWEJO/d9W2c01pXEmvavftHpOovcBzN3ryxFbiIARyT2su\nqiaAx4VlvJU6coSFKHR+S4XZ6315OBWGzIIsIRKW9CHQuj+PgQkOH5ymWY/rOBuKizgZoFMPa1HH\nOMbDwoOqRtyL0Xeva0yfJ3FzTEmhqIf+bT2oQVogBLxybva+wqzTIq6BL3jpdIdMG5qhf08H2lro\n8ezJDi+dkQSepBH59NOCl8/OuBKhMfzuJzv0xjnzjQgpBKEHkSe5vDmiHnq8fHaG3/9kGykES+2I\nJFOsDROW2zUeX2xQGsN3XZjlzVt9Xj47S6EMb9/ocnV7RByCJyXDtGRlkHKyXaMeB+RKM0xLnjs1\nwyBT9LOCjUFOqQ2jTDEundp3LfLwERRaEWiB8AQztYBRoQgCybgo6I4N25WCRBxI6pFPVjpDwyiQ\nSJyCty8ltdBjmCnSUpHmFukptHUyPnZqTsnDlcumadJjdXvmMynrmanHk6A2XboLcEFn//PTkKJi\n6xnH3DN2bzA2qRZlrbO+mKzCcKdc0acNTDXPyRx9UYLT68BXgUvAbwE/XamL/3ng7Ye7tGMc4+Hg\nfgKqD8LoO+ga0+elparEQy1vbHR3xVfPzdT5rUsbfLKRYIXlqaUW3/XYPPXw3nNT/XHBjV7KfD1k\nOynuKuY6jUFSVMaAHrHvsdyJiEOPeuhTx83yzMQ+a92UrVGC1paZWsitfkJv5DKz9WHGMCm5OUj3\nxFNHOaH00IuWr56fR1Yuqp3YZ2c05hvXdlgfFPzyOxZroJsUCOBiMOSJpTpz9ZhSKz7ecMKsg1Sh\ntKWbFBgjUEZTlJAWCl+6maEiUIxX+mz2MxZaMUVpycqCfqrwpMDiSn+FLmkEHsM0d6oNpXG26L7H\nTpKTFIZa4BTJM+XUvIXZM8CbzAypfTv0/n1/Oquaxn6Jn8ljIVwLbf85oXClz8iX9FNNYW7PvibH\nF8aZHD5KBl76WdD7PgUOO7f0nwEr1c9/Bafo/TeBWSo7iWMc41sJR/WBmj6vUwtZ6WXc7CWcmol5\n+ewMUeDx0ukOV3bGrPQy5psRC82Im72Et250D7z+noirpJso6oHHe6sD6oHHzrgkkPKua9saZfyj\nt1bQGj5aH/DWjS7/7wfrjHPFONf4nuSlszNEvkdpDDP1gOfOtAl8eONql41RyvtrfbpJzq1ewmwt\nYJgrhmnB1rjk3EINXwiUccK1AhhmBV+/su2e15peWnJ1a4SQ0KoFNELJ5c2EQmk+WB3Tz0pudTNm\n6iHjSqJokrlpXJCYBIysdEOwN3s5a70xBkt/XFIqS6ncUfXQCagqYyiMdYEHGOSWtFAY4zKitLDO\n4kI7y/OS2xUYqO7psVe+Y+r56eO4y+P99HJTSQ35wv2p+3B2NmS+GdCInIBtICvVhbv8jn3OY8cj\nx2GHcF+b+nkTRyk/xjG+ZXFURt/0eVmpkZUcV2kM9TAgKw2ZNuSFey303bVSNKnSd2Xcae0M6pQx\nxJXvThg43x8pxK7O3/7S4ps3ehSlJi0Ng8yZHzy/0KZdC3ZJGfPNiH/l5VMM85LtUc71nYR2GLA1\nLji/2GCYObO+0sByJ0Zpi7GW50+2OTVToygtP//NGzy+0CQrNaNMsTXMERLa9RAvVwwyNyA7ygos\nEqxTwZ5vRm7gNVOEvuTxhSbv3uqTKosxTtFBGfdnunSmgZWhYq7mIaXAE5bI9ym0E2QNPIEvBaW2\nSLFnDz4uIZaOTq5wwWI/cWGa/m3Zmyva7wP0INh/nMHNS+39I8Far8D3oF3zMEbsGvl9XgkJf9Q4\nHsI9xrc1jsromz4v8JyoJ2JPnmgyuOn77rVCGRAWg7Mavxvjzqsoyr50LDPfkxSlIxUYaw9cW1Io\nslyzPSpcryn0yUqnlfc1Occ417s075OdGq8+Ns/FtQGN0Hd6ch8XjHPNcqVininFQiPkVi91Ku2b\nIzxfsNbLaIY+UgiyioVnraXUFlH1cow2aK3RCDzpBE6bkUc/02SlI2qEUlBWZceVXkbkS4rc3DGn\nMx04slJjLHRqgdPEwzHW2rFkmGm03uv1TJBPBZqDBE69fffbX9p7mLC4Ml+qQCeascwwk+AknPXG\nt3umtB/3DU5CiLeBf6Gyn3iHe3yZsNa+8DAXd4xjPGocldE3fZ7WitOzNQSCfloyykuMgTdv9J1P\nUT1grZfv9pyePd3ZVTnfz/qbXHOuEXC9m/DcyQ5bSc652YjSmDvW1ksK3r7R46PNEeNC0QwDemnO\nKNPUI4/f+WgTg5sJqkcez5+a4emTbd5fG7hswRO8dGaOa9tjAHaSHAH8wdUdFpsRq4OM5VbEP7+0\nSTcpyZXhjz0+x0wtohEELDQjNgY564McsCy2IvpZWenCeZyfa7LSz5mpB5RasNyKuLw15mQ7YrlT\np59qSmNpRoKi0HcNEEaDkbA1KrFA4EHDFzRCj36id4PM9On3lBTizjkeyR5JYJo+/jAwfb1Cg9Z7\n/SQh3EasrVtDID9bDbvPKx4kc/oF9nyw/sEjXMsxjvFHgqP6QO0/D2C1l/BLb63h+06C58xcjQU/\n4vu/vOiyIW24uDa4K/li/9yUYW8zPYgp+O5Kn3rk89ULc2yPchKlmK9HnGh7KK15b2XIXCNktZVx\nfr7OOys9Xjk3y/OnOkhPUPM91gcZN3bGnJ+vc8HW+GhjjNKG2UaILzw+2BigtKUeeIRCcH07ZTvK\naUYhHevzzHKb50516NR9Lm+MuLY9ph4EeJ5ga1QwUw9YbIacmqlTKM241BTK0KoFvHBulkvrfXrj\ngjiAIj84g5iodwsg9PaU4leHlavsXTb0g0pmk74W3B6AFICGwIcIgbWWQj+8YdTpddzmeGv2+k6h\nLykPYc/yRcZ9g5O19q8d9PMxjvFFwoNaot/rPKUNlzbG+L5goRlTKMPNnZRTMzFx4BN6krevbN9X\nTulea5mmrk/3vSLf408+d5Kvf7wFCOaaIYOkpBkVhL6HFOyuxQAvnp3ldy5v8NraGG0NJ9oxTy+3\nubI9Zq4Zoqwl8CRJ6YRUOzWf5U7MtW03EJuPDKdm6rTrIbXQIyk1f+rZk2xdKPg7v3WZ2PdAwEzs\ncauX8vhCjVIZNkc5SrkMSxvIVclyu8YwM1ijiHzI1e0stUhA5DlVBelD5PsYqym0pay8xT0JXsXC\nmw5I+6nfk6B0N6q3ApoCCuNmjD6LUpvP3jxV5LkB4vQzkGeYaPjpag1C7JU/o4rq/kcZJo97Tsc4\nxkPCpFQX+M60rhb4DDKFwR5ajugg7Ke8P7PcduKwRYmspHBeOT/n7Cx8ycebY8alwlhLLfDpJvnu\nWpK84PpWShAI2kFAWhoub43whMD3BPP1SlzWGAaJgrpkJyn58okWG8OURuTj+x4zkbO7ONGKMMBS\nO+aPP7nI1a0hr13tMkg1SVnwq+9t0IwDFpoxL5+Z4YONASfbMXEg+eGvnODnXrvO9jClm7qJnqya\nM4p8aIRuG1VG0wgrbyYrMMZll9ZWpbLqcxLs6cJJUW38xgUwuHPT3Z9dGSmJPUORfTbWRROaaMuD\n3QAAIABJREFUuhSQKbsbNCb39tlbuzZ36t0dFZOsPKyCUliVFUPf2Xt0Ap/tYbn7ud6LuHEvZfaj\n4kF6Tlce9L7W2sc/9YqOcYxvUYQVrTnJFav9DG0sS+2Il8/O7gafo8opHSRAe3FtwKlOzK++v06p\nnMXFjz53inYt4M2bXcaF28xrgUc3ydHWWXUAvHWzX2V4NQpl0LogLRQamKtF+C3B1iBhdZjzxIkG\nW4OCslRsjgr+9HOnaMQBC82QrDRc3hhydTvnm1e7vHDWlSml9AikRyO25FpSDz3qgST0BCNV8pWT\nbUf8EIITrZjve3KRX3j9BoXSGA2tWICFwPOJA8lCK6SfFAwzTV41pqSAE+2A1WG5a3Ex+STjwM0K\nnWiF5FrTHerdjT2smIGTTXf/hpsXhkI+eDkv9qDUR8+yFI4sEXhOE9CTVTZVZS8TJmMjFJSlpTxg\nfuqoMLjAZHG9G6eA7oO1jNJyN6ObHHsQvHu89mnwIJnT35r6uQn8JPCHwNer5/4Y8DXgv324SzvG\nMW7H/XyZHuYxn+acOPB4bKFBoQ3nZ+t0aq6ndC/yxb2unxWKzVFOmis6sVM5n4itXt4Y8cxym8j3\nMNZwaWPI9zwxz7On2uyMcj7ZGDMyiicXm3zvlxaZb0Ykhdt249Cj0BpPuoB5ej7m2eUZVvsZudK8\nv9LjwnwdKT1izw2x/vCzS/zoi6ewVvDmzS5vXO/STQrOzDa4sjOmNJavnGzz+tUdlLUkuUYKybhU\nKKM5M9NgZ5DT80vOzdRZmok50YnJr1q+9tg8F1eHbI0yJILHl1oILN3Uaf/V2nVqYU6hA0a5opeU\n9BJnDTsp2U3cO6yF87N1FlsRV7cT4lCDFOS5xasGmsRd+km5hVA/mMq3x9ED02SmajIQrLWT4LHG\n3XvSQ5v8PS6sMx8sDrra0bGfOt9L1B327vfCvY7bFcwVBzMm74UH6TntBh0hxM/gbM7/q9sWIMR/\nAjx7uFsf4xgPjgdRcXhYxxzl3uDKerHv8R3n5ii1IfAk/bS4p/K478l7Xv/a1oh/+t7abRp2Z+fr\n5Eozzkuub6U0az5FJY+dlxptnCzQSj9lJy0plUYK+N4vLQLs2lqcm2nw4caAD9eGrPQTFpoR1zYz\nnlpucqpTY64R8P6tEZ6UxIGHsZZb3RQJNOsBz59q88a1Ls+e6hAHPoXWfLQx5KWzbZ4+1aLUhj+8\nukOalSSlwleCt1a6fOlEix9+ap6toeIbn+zwj1+/hTKG87MNHl9oAIaNUYGUbj7smU4dYzRXdxJ6\nqeax+SZKJwhbkum9zTWU0Kn7+FKircUKw/srA+qRx1w9wghLz5TMxD4KgdGW7XF5YAB6kP1/0q85\nKu6gst/l5wk0zhjxUeNhtrvuReW/Hw7bAf7XgJ874PmfB/7lw9/+GMe4Px5ExeFhHXOUe08wmVPa\nHaA15q7K4/XQ382Y9l//rRtdBmnBKC34p++t0Yx8zs03eWKxyW9f3mCtn5Dkynkv1TwiX7Ixylnt\npbTjEF9KfveTLbrjgrl6yIl2ja1RwevXdlBVoHz+1AxCWLJc4Ql4fLHBmZk63aTk9z/e5rc+3ODS\nWkLoS+JA0k8z1gY5Shv+4GqXflLie5LQ85Cien/W2T+8caOPNQIhBTP1AKPdfNK5+TonZ2oIYGuk\n2BhlKOM8lrZHBb93ZYuPNkZ4wqMV+fhS4HuS0ii203LXJ2uYu95ZHPnEgQtKPk6eyVqXBcahx8lO\nnU7dJ1MGY2G+UWOmEWKlmyXLtCby71R3mMbdhF0nmLbSOGwD/3iu6d447Oc5Br4fuLzv+e8Hkoew\nnmMc4w48CJHgYR1zlHtPcJSZqf3XL5ThnZW+s23Xiv644ESrBsBCMybJFU+fbNOpBXzjapfH5ht8\nvDEiK1z57NxcnVrooZWzXqjjhEU9KVBmT12iUw946dwMvUoBfGdcEPke15OUuXpA7Ht8+WSTN2/0\naHs+QkieW26yPFOnGbkA+tyZNo8t1FkdZKSlIyx4UjBTC6mHPjP1kFIbmoHP8kwdYw1pqfhofcR7\nK30KbRAIsoqmnmmNMhZtFC+emkN6kCnN2zcGXFhssNiOGeWGXqKoBZJcCFrNiGFWYqzrUfmeZJwp\nzs83aMc+atN9wYgbYUUU8VhshAxTxdWdBOl7WHVwmJh4Ok3IFft9myalxMiHWiAolCUy4Pkwyu/f\nh3mYBIJHQUi43/3uJW77MHDY4PTfAX9bCPEK8PvVc68CfwH4qw9xXcc4xi4eRMXhYR1zlHtP47Az\nU9PX96Xgg/UBWNgYFoyLkovrQzr1kIVmzCArCHzJYjNiVCg+2hg6dp0UzDdDWnHAbCMkV5rFVsjH\nmwkb/QzPEzy11CL2nRzSJHuqh85SYq2XkWuNygxKa8IgJI48zsUNGqGPxbLay2jGAV8+0UIbeGel\n72SbPMHJTs31eoRAVfYgAK044JnlDjvjgqRU1HwfbQRnZhtEgWStn7E5ShEGSmtpRT7LnRpGG7bT\nnE7dY62XobWmKA31wOPlCzOMkoLHF1v84ZVt0lKTlprYd5nWQiNkTcK52RqdWsRGP+PSekleSUw9\ns9ymFkrGqSbTCiEkkpR+5rb2/Sy5aVkjc8DuX/dd0EoyR1SQwEzo4wtF8RlGi7oH408ZKSaWIPdb\ndiMATwoG+ZHe4AOfdFhtvf9aCHEVZzb4r1dPXwT+grX2oHLfMb7NcRTywX48qKfSwzjmKPc+6JwH\nfa/7r5/kmsjziAOPdi3gKydK3rjWJfQFUeDxPU8sMi40H6wNeXq5zc2ddFcR/dRMjX5agICvnJyh\nXQu51U1RxpIpp+n3xvXebX2tC/MN3rjRozsu6SU5zTBkrhHxleUOhXLuuhfmGoT+kGdPdmhGPq/f\n6FILPJbaNZQxjAvFy2dnCD3Ja9e7twXyxXbEv/d9T/JLb6+SFiWFMvzQV07gS8G7K31+76OSsSqJ\nA5925LM5yHftRephQOBJosCnGfnEvocEzsw2uDBf5+xcjdevd4l8j0GqOL9QpxZ4tGohSWEYZWPW\nBzkLrZjIk1gs28OMH3r2BFvDEs8XXNkc0Qg8RpljKnoV9RwcMWHCmNtvn+FLqpKg0zucBC7fwyl1\nxI5sYoy7TmYO3pV9cbDl+l1/XzhY2cLzJEKbI2dPE+FbKV0QvluPKMC9d8/zqPuKVB0uY7PWPvDh\n4hDHHqPCK6+8Yl977bX7H/htjqOQD+6FbxW23lGgtPOB+von21zfTlhoxnSTnEvrQ65tJyw2A55e\n7vDsqRmUdargi60YbSylNgyzkpfOdTDVt/d3bg2QAj5YG1Iow5WtET/yzElOztbIlSZTmlfOzfLa\n9S6BFFgLSanopyUzcVjN3lieP92hFQekhaOuj3PFx+tjXj43SzN23203hxkvnO0wUwsZ57qSdNr7\nN7dY3rjWpZcWfLw5ohb6NEKfrVHGlc0xj83VubIz5tp2yiBTtCKPhVbEMFPEgUfgC8a5QhgQEp45\nNcMoLYkCyZNLbQyG3/lwkzjyqAce7dhnZ1TgB5IP1kaEniAtDEJCM/T4My+cYqOfkRrNB7d6XNlO\nneJ5RTWv+c6GPa2GfCW3B4RJhtEMJRZDXjrVikxBHLjI9rXH5vhgfcCJZkSmDeu9nG52Z2oTykq+\nqKohpuW9y4ENz1Hkp4NH04PTsxGZgrxUrD1gCrW/FOjhpJNMVa8szF4wnLznCQ1/YjUSVRYnDxpF\nVn/mJ0y+dvl+rTzgCEO4QogY+DPAE8Dftdb2hBBPAF1r7c5hr3eMLyYOmss5SA3hMHiQjORhHfMw\nzjkIdwtyvidp10JeOT/Hla0xG4OUW70MZawjE8w16aYFV3ZGnO7ECLlXalQGCq1596bTy0O4b+9r\ng4x2LXCW577HyjBlqRPt9s1GlXPvhJ7eiAI8IXl8ocGljRECwUcbI54/NcN8M+LVx+ZJir2AAc6q\n49LG0A3MBi4L3C/p9LsfbxH4knNzDVb6GWu9jPPzDbZHBZEvWZyp0ctLumnJYisiCKTzkPIlcSgR\nCGJPkmM4PVfn/Hyd69tjbvUyGnHKYiuiEXl8spNitXF28HGAsYZO7DMunHp5NynwBLxxo8dOklMq\nwyAzWAuzzQCJYJAX5KUrW0ns7iY8DUPlTCsthXK09Thwg8CFdkO0H6z1GOcW3RAoDQutiCRLdnXg\nJtAG2rEgDnx2xuU9h1yp1rKfwKGBrbGmEUnOLbQYFD2y+wQ52Asok+FaDQSVD5Wwe8ErmHIDBoh9\nF4gn6z9M78la+8AjUYcKTkKIJ4Ffx807zeBYej3g368e/zuHud4xvrj4tGoIX0Q8SCY534z4c995\nlj/4ZJthrjDG0u4ECCEQuGa/nHXeTJNMBgFSOFfYSTmtlzilcYlACMFj801KZciURml3TjP07+in\nCeCT7THNyKmPG2tv+1LRroW8dGaWN2922RxkXNlOePZkh7lmeNsXkEnfaaWX8PbNPpEvkVgkgvPz\njlQhhWPjvXm9x9YoY5wZZCyQQtBLS0JfIEXIbD2kHUWc6NTIlGVjlHNhocknW2Peu9nn5EzMpc0R\n/aSg5rv3NEhKQk9QlGVFCJFkpSb0IoZ5SeD5eMJQlppMa3QpCLw9BQatDGEA1UjYHVmGBYaZpR4K\nhLAoLQg8y4TE2U8NNd9je5ShKkXXOHLagRMHXR+XCZYaAt9gcJmIrew9ppUZAs89b/Uezd0XE0UH\nQSNyc2+5GtGMfJLywQjh++3kla7UKOwelXuiYBEIaEQeRal313ZY2rkQ4oGyJjh85vTfA7+KC0a9\nqef/H+B/PuS1jvEFxlGtKL6oOEwmOd+M+IGnlwg8wdWdhEBKbuyMGeSKTuTz0tnbM5mk0Ly/MiDy\n974ItKKAL5/wqYcezSiglxa8cX2Hb1ztIgU8tdQiV/aOftpTyy1ev7rDjSRFGWfVMdcIdr9UTMqP\nRltKYzCVVBI4h9dxrkgKRbsWVj5TXdb7KaHvYYxhc5TRrDK0zVHOXCOgGfoMPI9nTtbZHOZ0k4L5\nRog2zmpkbZBxdq7OzsgpvnfqATVfYo3F8yHNFcO0JC00pYJ65OEJgfQ8ytKQFiVR4GxKQk+w0c8p\ntUZpS+R5WOUCQ65diUpYyCwE5V6AuFu/KFPOFsQKiZAGp7TkZJ8ypbEIktIQSddb8qoek8AFGWkg\nEBZfegg02u4dN7mpBYzZUy2fwNgJWcOZKVrcMaNE3ZbdTGPCPpTydkuR3d9TnFOwlK63NFPzqQc+\nWaHoFQptzR26f4+KKXjY4PTdwKvWWi3EbcnldeDUQ1vVMb7lcVQrii8qDptJxqHP1x5bwLLNO7d6\n9NOShUbMYyca+NIdP8oV7670nefSxhApBfMNpwBhsLx4tsNHGyP6FcHgy8vOfLBZ+ThNguN0GU5p\nw41eSjPy6dRCxkXJ9W6CZM+e452VPrXA40tLbbZGBRfX+zy12OTDtSGjQhFKyXecn0MIy5WthMcW\nm1zZGLM2TLnVS3lioY4UHhZY6WX4vqATB8w1XRY53wxZaIWkpSHLDZvjlLTU1OoeUljeudnn6uYY\n35e8en6eS5t9rDE0Yx+DoDSGcWlYaId0VcFsIyKQAq8GV7YSpx3n+Ugp6ecFQegRWsEgU+5LFYbC\nuGDl4f5Mz75OymC5daK0cQhCCCQgpUQKS7+0VUCxaAVDpno2+7ybEg35qMDaPXLEfsr65Pnbel+i\nkmEyrucV+pJG4JMHGm3sgUFjkgU1Qnex/IAAVgKBce+rUOB5mtw4rzKsuaOE96hYC0cRfj2oo30O\n6H/KtRzjC4YHpVU/arLB5+E+R8kkO/WA73tqAbC8cn6OTs3N6kxsL96+0UN6gvlGiH+iw8W1Piea\nETf7KRfmGny4OuTxxQbtSj7pjes9mpURIUBeuizIDdO6tRbacG62wXaS008LPE9wulOjlxVcWh0h\nPUEj9Ak9j0vrQ55YbPHOSo/fvbzFuNCc6tR2ZYxeuTDDOFNsDFK2xgVSCBZqAU8vdXjtxg6PzTcA\nQS8r6SclXw4CNnGDw56QlKUiDiWzNuLyxohbOylSCpY7MY8vNNhJCn77403WehnD3CCFpRZKjAWL\nxVrrMlVfkhYlnvQotCEpLUVZIqULFkudGmfmarx7s48BxrnLVCa06oLKb4k9iaQJeUBZ6NRCklJj\njGSUacJATJUH3b+lhyM+HORXZXCMvv31rmmh1Un5zWMvsE0CVggMcs18M6AZBwyKkiTRu3Na+2+p\ngTjwsUbd0QOboKz+o61ikEEUwHKnRqkUw7zcXfejxGGD06/itPX+UvXYCiHawF8DfvlhLuwYXwzc\nj0jwsBl9n8V97hXk7nafo2aSBpdlzTUiADzpMq5bvZR3Vvo0qr7RkwstlpoRV7bH1COf1UHG9W7C\nu7cGPHvG+S1lSvPO5R4bg4LSaDqxI0vUQ2dv8aWlFrP1gHbdZ74ZIKVgkJZ8tDHCvyr4ZHvMi2dm\nyJXmVi8hKQyF1iy3I64ViieWmjRDH20tH20MeWyxxtogo5sUjDJFI/QYFJorO2O2RwXWOgX0ZuzT\njn0ybShKzTc3d0gLjRCSLy236I1LAiE4MVsDAaVynlj9tOTGToqtHII9LKWyhAF4UrLWSymtwBqD\nLwVZmSGlyw6R1eYqYK2fMspdWVBblzFNf/6wZ8URVOdZHMU88GB9UFBUB3oCMPbAgHBQijE5zuKy\nogmd25q9LElOnbo/a/GBKBAU2jJMSoy2hFLsZk0HBRAP6I4V5X2ii54SmE1KuLWdIsRnZ6Nx2OD0\nk8BvCiE+BGLg/waeBDbYm3s6xjEeCI+C0feo73O34DPpxbx1s0cj9A+8z1FMDQ/KuBBwfTuhFniE\nnoe2hndudUlzQyPymW9Eu8O8p2ZqeMLNFJWlYb2fE3gS3/PYSUpudRO+vNzio40R797q8/ypDo8t\nNLnWHZPnmo82Rjy93GamFrI6yPhgbYC1UGqDJ4RbW2lZGWaMC00Yeiy3YoyFiytDLiw0mE8jPt4a\nMUgLHp9vspPm+JW+3xOLDd5fGXKiFXNte0zoe8zWQ55citgYZGwOMtJSUY8Clto1tscZmbWoiu8c\n+ZKsLAkQZEZgrcbimIfKWHwJw9wFHSkFQunbhFoLPclQFEqzO0i7fwOebPSZcaSFWiDxpCQt1K4w\nq6gOHH0KcTpNVaarFuHhej93c8a1gBKWOJCMC0NaibYe9B4mazS4600yq4OyKw54Lq9YfJ8VDjuE\nuyKEeAn4MeA7cZ/B3wN+1lqbPoL1HeMLjM+K0few7nO3IPf0iRYfrA9vmwGK/IPvc1hK+kEZ15eW\nWlxaH3Jmps7XP96iMJY0V7x4bgZPSFKlkDiNP2uhGQVsDFIMlgsLDRqRjzaW91cHKGO5tDGkGYZI\nIZCe4Fp3zCvnZhkVCgHMV1nbM8sdvv7JFoXSnJ9rcGGhQSv2+fon25zp1EkKTVFqPt4c8eLZNhJB\npxay2IyZbYT8fx+ssT5K8YXkqRMttDF0xyV5qVgdpgwSxbgoONGp80wrphn5NEOPRBlascdMPWJ2\n4PMbH244Npl09PWkkFhhiTyBEF5VrrRICaISvfWEQEonMXTQRhx5HkZrREVGsPbOwVuLCxa10KMe\n+ZSlJqjsMqTniAR3y5AeBJNA4VUzRlAplt8jVdE4lXLrGfTUmu92yvTSJgoYh4mln+VU7FF2gDau\nv/Ru9ScE/i0hxH9wvxOFEP+hEOI1IUReKZxPv/aDQogPhBCJEOI3hRDnp16LhBD/kxBiIIRYE0L8\n5Gdx7jEeLaazAuCRMfoe1n12g9wUK64oDW/ddAHrRCsmjiQX1/poYx/a+5lkXF99bI5XH5tnsRWB\ngJu9hC8tt3l6ucWXT7ZIMs3JmRhjYFQoSm358ok2yhii0DH4hHCqBqJSQjDGIhAgXCbYDH2neADM\n1ELCQO5+bplShJ5TClfWEvtOVNVD8tUL85yZrbPcrtGOfHwhudZNGGUlG4OMS+sD1oY5WlnCwCP2\nJaEvWWiGxKFTgAh8GGaKm9tjLm8OyZWhGQe8fGaGJxZb9JKClX7GU0stnjnV5kSrRrsWIIWgVAZt\nLVEgqcc+Sivy0nk/1cKAZi2kGQcElafGRBtu8nPoCzyPXfPCg4gEAjfPNNcIqUc+Asgqf3VVNaS0\ndZJGtfsQpvfPKvnCZWTT/knT974XLNymzv6gCLzPNtgcFoedc/rzwN/HfbZd7qT+/537XGIF+Gng\nTwC1qesuAP8QNyf1T4C/jisZvlod8leBp4DzwDKutPi+tfafPeJzj/EI8Vkx+h7WfQ4qsRnc5j4J\nWM+c6PD6jR02Bin12D/0fe41pDv9+EtLLd691UdWpbUXTs/STQoslrOzdUcq8ATaGjJleemMMxks\njOHj9TFWWL7j3Cxx4HFlc4xSBefm6ySF2g2o05/bIC25tDHk+dOzhL4LwK/f2OEry22eONEgDiUv\nnp2hnxa8t9Ln5EyNE+067632+GRjgFKas3N1tLZsDZ26+ZOLTXKl6dQClloRm8OcdtUH2xqkeAi+\n9tgcX3t8Hm01Z2drfLw5YqEZ8/q1Luv9LnP1iNPtmF5WsjYoGCS529yFcAZ+vsRYy1NLTfpJwUIj\n5sbOiGbNpz8qGJUWKSCv1CC8qt+zHx5VqczC9jjHE5JhpggCgSqt61VVA6mBAHwfK9Qunfte5TNg\nl0Ie4IKGL2Cs7u0+6wGNCIb50YJMeoSA9lniUPJFQohrwP8C/JS19siVVSHETwNnrLV/sXr8l4G/\naK397upxA9gCXrbWfiCEWKle/9Xq9b8OPGWt/bFHee7d1n8sX/Rw8a3E1usn5W3yPM8st7m4NqhY\nYS5gJbnipXMzu7YYD4rDkDaUNvze5S1kle0oY0lyxXNn2vhS7g7B7n+/k94YsHvMG9e7/Pw3b6K0\nm1n6N1+9wFdOd267Vy8teOtGn6VWDLjZmo1ByqtPzGOt2P1MSmMoSsvZuToA47zkNz9cpzdW5Fq7\nTb0o8QU8ttDi/FydX3p3BbSlNJaFRsQgL1lqRyw2Yp460WCUa96uPhdjLV89P8u40LxXBecffOYE\nH64P+cVv3iBXBlWtWWvDfNOpR3hScnqmTuxLXru+Q6ktxjgZqH7iMkPpwULDMe/S3DnnlrgAUQug\nHfv0UrWbCUeB+6IyyNznFHmw3Ay4NSwrhXRX8puw6vbr4k3KavtJDhJo+DBUeyzBg3bpQELdF5TG\nkhxxN/ZxLEJr99b2KBXOV3/mJ2y+dvmB/qc4LCGiDfzMpwlMd8GzwFuTB9basRDiY+BZIcQ6cHL6\n9ernf/VRngvcNTgd4+HiYUkDfRb3OYjUsD8re/Hs7C59Gx5c7+8wpA3fk7x4dpZ3VtwM1DgvUQbe\nuN7flRGasAT3n9euhbuPs0LxzetdnjvVJvQ9CqX57cubnJurIaco5s0qkCVFST0MUMZQj/3dADz5\nTCTcJv4qhCDyfZQtiX2Pa9sJmVKU2vDHn1zk5EyNH3p6mV95+xZR4FFiOTPbwPNgphmyNsh57WqX\np5aaKGP5eHPE//b715itB7tsv1//YJ3vPDfHUydb7Ixc6Q8rwEqU1iB8TnZqnJ+vcbOb8PK5WW7t\npKz0E7QxnJkL2RqV+EJUs0NO7qgRC8aF84Kqh5LA81hqOTbiONf0xmqXuSdwNPFEuyw68gVJJZuk\nKv749KY5yaLuRkSYZFz32miNgeERpc8nGZmCOyLR5yWbOmxw+lngR4G/+ZDX0QQ29z3XB1rVa5PH\n+197lOfehirL+ssA586du/s7OcYXHvuD3L1YeIdx0T0saWNy39V+yj95a4XAk8Shx7mZxgOzEUeF\nolSGVuUZJRB8sjnk1y9uMNtwpcFzs3WudxPy0jndnptt0K7fXrKc/kymS4GDrGC2HvCNq9usD3Ja\nUcD5hQZZVvKbH27SjrsMU0W75nNhoUk98lnrpwTC5/H5Jh+sD7BYpJTsDFPnS6UN40wRBj6duo8x\nFm0sWenCxGwjJMlLksLQrIWcaMYsNCO2RiVXthKePNHi6ZNNCqO5tpkwSIpqQ7akuqjKey6Tk6KS\nGxIuQ2nHgtW+k0RSdh8V3MLGqCAQUAt8fOn8uQ7C/fToynv+q316F97Pig7+aXAUKvk/EkL8IPAO\n+z5Da+1PHXEdI1xWNo02brB6NPU42/faozz3Nlhr/x6Omcgrr7zyeflycYzPCQ7Kyg6TDX0auacP\n14cEnmShGVNozfXemFOd2h2BbX8Gp7RxTDYpGRclSab5xtVtVgcZubL8wNPLtAPJr7y7ystnZzk7\n12C+6bTpXjk3SxwevH106gFPn2jx+vUe17ZTNocZ33V+gbdXuhgsIYKesdQ8gbYQBoJBBp04pNCG\nhUbMC2c7LLQiwi0XMHtpzvWdhF6SszEsqIeS0FcMswIpJJEPrchnfZCRlpqg8rgqlaGfl3gjQdP3\n8BCkueKTjZSs0KTK7s4RaUA52UGaleCs0obIl8zWI5JC00sV9VCSFoa7GVSU1s0RTYZ2Ya9U5leE\nB78qpR01SDzqDeheva7PCocNTj8O/ElcX+ZJ7iREHDU4vYczLAR2ez9PAO9Za7tCiFXgReDXqkNe\nrM55ZOce8X0c4xi7OCgb6qclvbRgphY+kNcUwCB14jkH9bBcKU1QC/xd9fFB6r4zTgKb0oaNYcbl\n9ZGjQ3uCczN1rvcStLYstUIurQ+5uDog9D2eO9Vhph7yux9v8sPPnKBUBlnJldUrhQnD3cuVShs+\nWB9SDz03i+V7JFpxeqbG6iAnN5pCGQSKpCgxCKQVZKWitJYnF5pc3hgzyjWnOnW++wnJb36wxs64\nIA4EsS8ZpCWep0k8gbWC3xgmfOe5BRqhEyYdpgVCRMw2QmJfstFLuVJqpJR881oXX0riQBxohyEl\nNMIAIRxJAiGZbYTM1gU7acbOqMTei99dXTOUe5RwC8ReRQsXbmbo84xqmX+kJb7DBqeJJc3uAAAg\nAElEQVT/HPiPrLX/f3vnHiRXdt/1z+8++909b42k0WO1Wu3T1nptr40fsTFhcRxeMU4CDoUTEqfs\nChCoFJAqB0wI+I+kylBADAZD4iSQIlQch9gJZEkg2Pi1yXof8j60knYlrTTv6en3fR7+OLdHPaPR\naEYabY9W51PVNd33dt97+nTP/fXvnN/5fj99IycTESc7pw3Ymf1GDHwB+HkR+SBaaeIfAU8PFCV8\nHviEiDwBTAE/Bvxwtu9WvtZguGE2ZkNLrYDT801dujwwL9Rn4/BgK4h5/LlZzs53UKI4Plnm0aNj\n617T/9U/XfO5XA9o9EISpTg5o4fc6p2Qpy7WOXWxQc63uG+qimXBl09d5uGZWmYTodczVXIujxwZ\nZa4RaNmeOKUTxGsVb3ClDL8TxPzJXHPT4cp+UK7mPXxXi7CGcUqsdJbiOBbtIKbZ08KulbzLWNFn\npRciymK8nKPejXj+8irVvMdU1ef+gzVmRiNemGuBaGuJKExJbHBdF9+yOLvYYqLi4Vo+Sxb4ro0r\nFpPFHC8vdpiu5JgeyfNkL6QTxhyoFemEMavddE0BwgbGCi7tIKaYs8m5ethwrhlyaDTP4XyJ2foC\njeuNu6ED0WARhGMLricEQbojg8FhMKhKMcw27AQbrUB+o3wC6AL/EPih7P4nlFILwAeBf4YuUX8U\nvdC3zz8GzgCvAP8H+Hml1O8B3OLXGgw3TD8b6sUJ880ez881uHdfhYlyjpxj88ylupbS2fCafhXd\nUxfrXKr3GCv5jJd8LtY7PHVhZe019U6oiw8ireRQzbscnSjyoUdmGCv5a8OKtggF36boOby02EQp\nRRTrBbpnFlsUPYeJco5y3uXF+QZBlHBmvsXFeodekvKBB/cTpSnL7YBenHB8ssRTF1dxLWG06F/1\nXvpBOU5T7pksUyt4NLohQZxycqbG0bESJ6Z1AUbOsWn1Iu0PlVpMV3S5eMFz6UaKvG/T7iWMFDwu\nNwNGS65eZ+RaOLZ+X2XPZqTo0whi2mFKK0yoFXJY2bBZO07wbIsg0UrhruNQynkkCqaqBYqehSc6\n0xnJ9OnSbLFTGCcEqba2jxIty9QN2ZKcNWBQKFlFHIBSlF2bKCs571te7ISN66NuFf1Cj2Gy08zp\nPwEf5gaH75RSn0SvO9ps3+PAvdfYFwA/kt1es9caDDdLPxuqd8N1agvXK3gIk5QgTLBE1iwpumir\n9TALAk9drGOLsL9WWJsLeuex8bW5oMEMxrEsUNpSPEhSXMcijPV+LG129+67J/n1J84zUVbsq+V5\n04EalbzLdC3HdC2nRVODmG9frPPcpQa1osfd42VKOWfdexkcogyilONTJR57cIpzCy18x+b5uSYV\n3+FNh0YIkxSlFJPlHI6tq+VEIFEpIoqK79IKYo6OlTh1scFyJ8RzLA6MFjm/3CHn2hR9h4mix2ov\nJAwTwiwYNYKYTpTSi2PEgomyR861mCj7NHohYwWf1V7Idz+wj2YQcnmlRzFz0R3Ju1q4VSxctM39\nuYUG9W6C70ASXV2QIGQ2GgO/N1IFngN50fp0LSfRqt+Qzfet1/Lbils5D+SgCxwdubJe63abcyoA\nPyoijwFPc3VBxN/erYYZDK8XHNtap7awnYIHz7bwPZtU6aEvRJGiyDval2i+2ePUxQYF38axLI5N\nlHAta90FZTCDOTZR4rnZVbqRluj5wIP7ObfYoh3GpEpx374qiUp55HCNNx6sUc65eI7NcjsgTNK1\nbO5P5pqUfZeRgg8oXlpscs9k6ar3Ui243LuvzLcv1HEsYbbR4959Vc4ttgijhChV3DVRRIAz8y1E\n4Mh4EYCXFzqkrmJ/JU+jF2nvoyQh79s8NFrlxdkmI0WPkudoqwoRmkHMG/ePkM/ZvHC5SSuIKfna\nywrgDXfVuLDSZqUdkXMt9lUreI5FmKZUcg4HRvKcmKhSLbn8wXOzKCW8Wu/R6fVIEhgpOBR9l1ag\nEJXiu4ogC1A2MFKwWeoka/bpnkCoMhfZRPtDATSzSai+hl6/x2yulh7ysuDVS6Bg60xsu4EMtjdn\nVHJ1EUisdKFGf9nrsAMT7Dw43Qc8md3fmG0MOws0GPYMG4sFNqotpCgenhm5Zqm3Y1ucPDhCL0rW\nFB2OT5Z544xWenhprkXOt8h7NijhudlVjk2W1gWIwXMmieLYZIl7JstMlH0c22K6luP4VJkX55uE\niRaUvW+6SikLTBsD6FomlnM4NlHizEKLeiegFSS8+fDo1UURs01qeW8tGL+y0uatR0c5PqWD1tnF\nFqKEt989xkMHqlTzLp5tsXgg4OtnF3hxrs1sowcIFsLMWJ6K71KYsblQ7/L+h6ZZagXUih71dsjJ\nwyO4lvC1M4trRQ+dMKXgCwXf4R88di9PX16l3o4ZLfrEaUpnX8yh0TyP3jVGwXWodyPmGl2eOFen\n4FmEkQMe5HMOh8dKKNVmtRMQ9HSUyLtQ8LSeX788XFu4awmcfibStz3vW16k6ItvztFBIUy0J1Oa\nGf0FSaYKnkLZ12unVto7W15qA3Zf+090FtcPOm62L1bZkjC13o5jL7BT4df33qqGGAyvF661tqlf\nYv3UxVUE4bnZxpYqENWCy/vuneLtd11RdHBsa8319L6pKi8t6qKEbpRwz2T5qmC31RosHaDyTJT9\ntf3tILmmzNNggUcp53B8qkQz8HnHsbGrysqvtW4rhbVzdsIx/dxYV/cliR4+a3RDvnmmTprZuu+r\n+jR7CdNZefyjB8eYqXfJeRb7qnnSJNVB0LawxMIRi16UMlH2KHrQjRJmVzv80UtL1PIeryy3sS2h\nmHN4w4ERwiQh5zrkPAcnjPFsh7xnE0RJ5jZrEcWKSs7lPfdO8cyFZS6udil4No5YBEnCiooZcZR2\n2E0lk0FSWJZQ9YR6L8WxQCF4tpY7OjaeQ6U6M3q13kNEq0q4toVnp+Q9hyBOSZXQy0Rm4y2ihw3r\nFgV7jl4YrNAb+35QFlDJ26x2k7X1UttdN7Wd4T6X66/T2g43YjZoMLyuuRmZo63WNgE8P9ekmnfX\nsonrLZbdqOgAV4KE6wgP7a/SymzTJ8r+NY+x1fsY3F8tWFvaehybKHF6trkWvN5y+OrANNjGaw1j\n9t9XnKQ8/eoSOcfG8YQXX2lyZr6F41ostQLOLrQ5X3coOA4zI1rDL0hS5lsBD8/USFL4zqVVLq50\naQcx4yWfV1e7TFZ80jRlvhVSK7oUfJe8b9NLEg6NFlBKcU+m7RfGCWmS0uiGnLrU4I0zVZZaAbYl\n+K7NiX16Tb4Aec/i0WPjfHAkz3I7otEN+cbZJUq+y+XVHmmi6GURoeDBeMnPTBy7JAiWWLi2wrcd\njk1WuLDSpdkMqeYcyIR4u3FC0bMp+i5CTJyCRcryQCHG4JCdjc7QHEf/RYTVQK2pTPQDSj+ji1JY\n7SZXKVZsh+0Ep90ITGCCk8Gwjps1JdxK6QHYNYuQY+MlXpxvgmJNMmm3JKA2C2aD/dI3JuwPDw4y\nGNivJ7bb1+wLopRqzqMXx2s//Zc7Ae2elv9p92JCO+WrL81yYrrGvrLPoZEivmPzzZeXmcuMFfdV\nfDzX4tBInmdeXUWhQDJXWgWWgudnG9QKHueX21zOFuzWfJdTlxscrOV5ab5JJecxWtT+VdNVnyhJ\n9XyYCI89MMlsPaDgO9w1Ad84t8TRyRKv1ruEi7H2kBI9ZObaglgWSQq2bROEMUKKg830iMfZ+RZ5\n38F3hLzv0urGTI7kmV/tMlbU2WyYpnTDlJwj5D1FO9RdNKgwkaCV0HsRJDZ4lsLNhvHsbDKrvyzL\nsbQmn0rXu/Jud05mt3XrtsIEJ4MhYzdMCa+XMdyoCkSfwSAhwPF9ZSZKVweJ3WSzfjmz2LoqU9ss\nsF9P1imMUk7PN3HEolpw9FVXtJnfQiMgipM199XltuLVlS4PHajiOhbzjR7nl9rkXJu8YzNS8Flo\n9kgTELEo+hZBpGh0Igqeze9/5zLNMMER/RnUuxHvvnuSpXbIbKPLQiPg3GKLTpRw/3SFKEo43wy4\nd7rMq/Uubz48yv5KHpRwZrFJnCganZCi5zC3GtCNFf2VATYQpxZT5RxzzYCRokfesYjSmHYv4fnZ\nJgnalsQRUBGkKLpBiGtZLHdjkjQlTSGNFe1EEQ1YeWwMJs0sXYkSPfTXV7xIBsbqBAjjawvJ7jVM\ncDIYMnbDlPB69hw3Y92xaZBYaDFR2nw4b7fYTr9sFdj7lX79rMqCtedWcx6WpQs6jk+WOTxaJIkS\nfufZWV04kqRUij5RnDBW8qgVXc4utiAVElJeWepyeLTAVDlHmuqrdzFnYzVhqpSj5DmcX+5wek47\n8eoFvzlwhV6YcrHewbNtGp0EW2I6oVaVf/ZigygrEsk5NrYNT51f4aX5JpdXu8SJYrzicXkl0AEx\nTVGZu2xW+U8YJzR7MeMlj3aQsNgKSCLtVtyL9HxPJ4ywROhGKQdHcuRcm6VOD0cEz7FJEj38ZgsU\nPaEXKGK2HlqL0d5QG5bQ7dhYcNiY4GQwZNyMvt0gWxUh3IhVe5/Xyjl4I9vpl+u1bTCrilNFECVU\nR/Vc2ljR557JMm+YqZKzLc7MtXjsgX1cXOnwzXPLLDV7zIwVmSznaHQjBOHASJ6TB0exLYvFZsBo\n2WNutUfet2l0YmpFlyRVOLaQd20OVHOUfJsgSfW8VaQIs4q4Rjditq6dglc6Ab7j0A5Dllsx1YLH\n+ZUOU+UcT19cwXcdpqs56u1Q+2dlJdi9OMWydOaiRHsyebZDlCbMNyMcW/djL0kJ+uNpSkiVQjJj\nwpV2SOA5WEr0Quk0Je/ZWsEihTSBom8TRQmd60z8XMvW/XbCBCeDIWM3zQ+3KkK41r7rFWLsVvDc\njMGspj+nkWbn3Er3rxNqf6Ot2rYxq+qEEafnm4yVfAqeQxAneK5eC1bvhsQq5eBIkdGiDwinLq1S\n8mwsC/K2p+06XBvbEt5yZJQnL6xweDTPiX1lemFC0XN5abHJ6bkmr9a7jBddepFFO0pZ6USs2hGj\nJZ+pnEOYueU6ttDsJTQ6MWESYIloHUJJCaOE5y7V6YTaGLEZRLSimHYzwXcE27Z0dZwtRIkiztKT\ngmdlpfQW5xbbpIkiUfoWxuBYirGSLoNPEkiURZAo2kGMawNJSmJB3hfCSOE4EMUJN+iScV2GraW3\nEROcDIYBbiazuRm2U4hxq5yD++de7URcWOkwVnBZ6kTrrDE20/37+rmlde29Vts6Ybwuqyp4LodG\nijSDiF6UrHtuyXNwHa2SnnMcCp7NvfsqHBzJM9vsEccJowVtCPj8bJMUxbGJEu+8exyAJ8/XGS36\njJZcHthf4aunF1jsBIyXPVxbL4IOopi7J0d4cLrKRCXPS3NNLqy0+crpRSwLbGySRA+/taOYYKVL\noxfiOzaz9R6KlBQhSmKS1KUdBCjRgcUSXXBQyrsUfIeHZ0a41OhQbbuUcw7zjZ7Oshytr9fqaR8u\nx4ZeFKOwUGhlc1EKW+BgtcBcMyCIU63iboMv0N6tsriMvRSYwAQng+EqXivzwz47KcTYSfDczCJj\n4+NOGPP0hTq+a7HcCSm4Nt+51OTIRJGlTsBYyeWpCytrzr4Fz9myvW87OkajGxKmKb6jC5Q3y6qK\nOZuH9lfWtAT77yPnOXzgwf186dlLrLRDqgWXNxyoUSm4PJCmHJ8s8Z3ZJrOrmQOOAtuStXmtwfP4\njs2J6QrWbItGEFHwLU7sK1P2HcYKPk9frHNhZZbnZxvYti4e8FybsmPRDlJsW5gs+yw1uri2jUK4\ntBoQk7nQuhYHqh7NXsy+issS2pgwUYqSbzNecBELnU2lil4Yk/cdbDsBZZO3hRCF5yQoZVHwtWq9\nZHp8TtZXs40eEyWPYs6l1Y3IeQ4XVjp4cXrLsqi9gAlOBsOQ2elc0lbBsx+AOmGsK8KyzGbQImPQ\nQLDTizm90OL+6QpJosi5NmGq8B2bXqQn9J95dZV2EFMuuDy0v4bryDXbu9Do8bunZolird/3gQf3\nMzNWWJdVdaMYSyyeebUxkCVeeT8zYwU+8vYjtMKYUha4+kE1TFJeWe7ypkOjREmKa1sstYM1G5KN\n2ds7756gVvBIkpQzCy3iVHGp3uP/nV2k2UtIU50hza92SLHwXWG8lKOSS5lr9LBICVOhWrBZaunA\ngYK8AyJ6/mi86JJzHRJCFCme64ASLtR7eBdWWGpGKIHVXkzRt+hFCpGUlW6K7zoIgoUiCBO6YUqU\n2cOncYItEMcpqYooBQnlvIst0Oi9DiaVrsNr9/PQYDBsymBmAdzwXFK9E/L1c0t87cwS/+2PLxIn\nitGij2tZfPnU5TUVcdcSvvzsZVzLYrKSJ+/avLTQykqNEzxLt6UbxPzB8/MsNAPmWyFxonjmUl1b\nS2zS3jRJ+d1Ts5R8h4MjRUq+w5eevUQvjNcyvocP1Si4DqNFb1NF8z45z2G8lFsXmJyBua04TXVl\nWyvg1KVVnnylztfPLQHwtqNjvOXoKG87OsZYyefkwRFSoBMkzDUCpio+vusAiqV2RDnnMlHJU8u7\nuGLhOxaHR/M8fKjGe09MUfAdwlgvkHVsfdHsxtDqwdmlNrESEJgs6eOGkS5XPzyWJ0qhnLeJkpQ4\nVVxeDWl1YxrdlDQBlaa4lkWUJLQz5Y9+GbhCF1voNVPQDmNeWe5w6lJr7XmvZ0xwMhiGzKC1Rt+W\nYqdzSYNDbZW8gy3CxeUuSaq0xXicYll6mM2yZM1A0LaE+/ZViSJFOe/SiRIeOFChHcSs9mJSFMen\nSni2Pl4YpaSwzgpktRtx374KvSQlilOKnp4rK3ouUZzSCuO19+nYek7Fd65kXUmi6IQxnTBeF6T6\nwfZb55b5+rklVjt6kuXYeIl2GHN2ocnvPzcLwFwjWAuesN6YsVpweeexcY7vKzFV9qkWXETpflBK\n0YtjPMfhrokiM6M53ndigrunKrzj2DjnljqUfZt2EBGlKd3MKdcVcB2wRXBtGMm71Ioud40XOTiS\n5+BoAb+vhuFY9CLdB33tPBFd1dcNdZFGLyZTgtDyP30ErYu32k1oBbpU/lYEJRs9VLlb7MahzLCe\nwbAHuNlCjMGhwSRNyXk23TAmSlJSpbRhYKova2mq1hkIuo7wwMEKD8/U8GytbN4Lddb09MWYC8td\nPNei6Djsq/l4tkXBs9ZUx61MJ/D4ZGmtmKHoubTDCNfRRQ59Npt/6sUJT16or6ldPLS/RtG3r5rX\n+trZBQqug8reQ5QkHB0vMlnOE8YpF5e77M+sPfp90s8+U+D4ZJk/enERFFRyDmJBqxvR7CXsqziM\nlnzecniaWtHFFouXMw0+XXXnUvFdXl3tkShdsFDyLfZVCojARDlHL0qZXe2QpIrZRg/X1mrslZzL\nVCWPWu3SDbVen6CDVCpQcCyiRPtr9dL1F/Z+hqSUlh7aaWBy0K8LM+PDwRqKbL0zCVDJWVi20Oro\nakBPwNbJJXGqX78TG43dCKAmOBkMe4SbKcTYeNE/VCvy3NwqzV6E5+q5n1dW2iy3A2xbrnp88uAI\nlfx6h93FdsjMaIHldkS7F1FPQr7/rQfXiik2qo6fnm/x2P37+B/fmWWlHa7NOQ1q722sOOxruhU9\nZ53e4BsOVNfNazmWxdn5Dm84VKWa095Nlxsh5ZxDmCTanr4XkqLWufT257dsSzg93+RPHRtnsRlm\nAq2Kv/mOo8w2OiSpUMt73Lu/wncuNbi02iXv2tTyPotewMyYjevYxCql3gnJeQ55x6YbJRydKGKL\nUO/o7C1FUXS1eOw0cLHeJU4hzuw5wiTNMiIhiBIilSIipKlW/egHABsoeELBFVazrY4lOCja11Bp\nzeLJOmmjkmchYaqLMwZW4fYDkyfamXm04FPxUxq9nr6fc2mFKSudkCCO6YQKP/t6ljMPr250pb0+\nkMtZiIIgSXU7Yh2EXQHLsbik1LaFz01wMhheB1xVZu4IH3pkhrxnr2VifcPAaz0eJAUOjejANFEW\nxksek2Wfcm69FbvjWfQibYrY6cWMHfDWFTNsJgo7mCXGScqT5+vrhvnagb6CDgbbVhChRK1lYSXP\nwRLYX84z1+7R6EYkSvHQgSrPzzUzIVmLMwstELh/XwVbhEY35o0zNVKlaPYiHjxY40326LosC6AX\nJoyXckxXc7y81CJMUsaLHgdqRVzHIshsKOI45e6JMs1uyL5anksrXcJEMVHxOVDLc7new7HAsm3S\nNGG1F1PJu1pU1hZavZgwSUhSQTmCCmJEdD/kPYuxok8x59DshSy1Iupdnfv4WTbUVxm3XV1tqF9r\nkaQK14IoVXpey7GYrLi8uhJAqocU7UxFYqLsE6Ypq72I0YLHmw5Po1C4lk2jG5JKniiB+WZA2bPp\nxilTZZ+XFztcqrfpReA7QtHXAXmy7NOLUqp5hxdmm5RzWpZqvJDj+TTZtkiFCU4Gw+uE6w0NbszM\ntsrUPNuiUnAZK/lYopUMovTKBdyzLbpRzJmFFr0w4fJqj1rRJefavHFmhPFSbsu29s8dJ+mmi3cL\nnrMu2CJ6WC5OFbYFcar9rXzXYr+TB+DkTI28Z69lXP2g2ac/1JkqhWTZwqDfVp+TMzVOzzdZbPXI\nuw5/4eQBXphrkCSKU1GTe6Yq7K8WiJOEc0stTkwV+fbFmHLOJWc7PDe7ynwjYKrsU8o79OIc0zUd\n2MM4oVb0ODhS4MlXlpkZKzHXCFhq9YhiRbWoPa1qBRdHLA6OFpgZyXN+pcNIPuDicpdOlGBZFuNF\nh/lWhGPpEkLHstYW0toidOKEUd8hVoo0hYlSjsVWTJrq9VNuNpx4cqZGJ0q0LYdjc89kBd/XArpJ\nqjg6UeR3vj2LbcNco8dIwePVepe33jXCUrPIUqdHL4ROFGEpwXEs3n9iH6+sdIhSWGlFFPM2h8dL\nJJ3Vue1+n01wMhheR+zWGq2NRoWbLfi1RM9bXW4E2DZUci6+a11zjdZmChhbLSzeaN+x0Wvq0aNj\nFH37qrVb/WDn2tm8mkDOvXqo81pFJ2Mlnw89MsOTF1awEDzX4kfuvoturE0ik1hnda7t8MCBKo5t\n0QsT8o7DiekyU9UcXzuzQMFz6EQh902XOTxa4jlrFdsSpqs59tfyuJZFzrV46sIqMyN5Lq92iWJd\nnl5wbSbKeQ6PFfjAG/bz0nyLs/NNLGuF1a7W4zs+VSa/1KITJByo5hktaTmoy/UuK52IfX6OuydL\ngHB6rsF0tcBsM2Cl1cO2bHzbIu86TJRz7B/J8cqS9qgK0oSZUgHPtdfm/x4+UsMWIe86dKOYXpgQ\nJylnl9rMN3t4tk07jBgr+Fxc7RKrFM8W3nV8As+y6EQxOc9GxUF329/BG/niGgyG25vteFZtlYmF\nSYrvWDy4v0qqYLTg0QpiLEtIovSqNVpbKWBczxDxel5TG59/JajGHBjJIwir3WjToc5r9U3es3nn\nsfF1Ek5x4vLI4VEuLHfWqu5mRgu8464xRISFZkCUpOQ9ix946yHecmSUIIn54pOXqXcCDtQKhElK\nkKTkXZsHDlQAOL/cod6OGC/muH9/iU6Y8sjhEUaKHiKw0Aoo+w553+EtR0Z59vIqUazV1t90oMYL\nCy3u21+hknez4Uef8yttPMfGsmxGiy5Ff5TJsk+iUl5Z0iaGlZyDJTpLy7su771XB7JHj4xg2da6\nPjp5cIRnLtVpBZH28cr8yZQI55bahJbiyHiJE5MV7o0ikkSRpopq3uPYRAmAJ8+vIJa97ZhjgpPB\ncIexE8+qa2Vi/QIMEaHgOvT6a51SddUare0oYGw349vO8zYGO2DbVZCb9U3Bu9LGtx0dJ+euEIQJ\nvmdz8uAIpbzLe+6Z4tsX129XKF5aaHF0rMjLy22OjOapFNw1L6x2kPDUhRUO1PIcGi1wz1QF1xae\nvbTKdC2Pbenz9qKAkaLDmfk2rmMxVvAZr/jYCu6ZLvP9jx7i/LJOSFxLOL6vjCXw9Pk6kVLkHZso\nVVTzDscmSzx/uUGjF/HgdJUT0xVeXm6vZYgP7a9Ryl/9XbjWD4jvvn+Khw5UeO5yA8uysB14x6EJ\nfEf4yhmbsu+u6Sc+cLBCGnSa1/2QM0Sp1/tSrt3nzW9+s3riiSeG3QyDYcfEScrXz2nn2cFS7p14\nVvVZ7UQ8c6lOoxNxfqVzlRZfn04Y861zy5mQq2a5HfCWo6NrskN7ge32zbWyzsHtwLpjdcKIVpBc\nZWkfJykLzWDNOBKBIEoZLV6pgmxnTsdnFlv4jo0tFp0o5NBoiXcfHyeXSUptbNPgtv6Q6GY+YDfj\n/LxVn/S/H4OBvlb0/lgp9ebtHHPvfDMMBsMtZzdtNwZ/TW9UMR/kVqqp7ybb7ZtrZW+D2zcTu+1l\nC5g3vma6ltcVc9eYW7tnssyLc00emK7x0mKTMEkIYl2Z2A90m7VpO0OiW72fnTBY4NJXqr/ZtXsm\nOBkMu8jN/ArdjV+w12O3A8V2Lmy3Sk19t9nNvtnpsbYKJABnFlu4jvDQ/iqtLJPa6ER8PXYahHb6\nfbzWcPGNfs4mOBkMu8RO5nJ287U7YViBYlhWJDtht/28buZYGwPJxsrJN86M3NI+3On3cSfK+tvF\nzDndAGbOybCRm5nL2c15oJ20dy8HimGym32zV491vfPs9Pu43XlFEdn2nJP5VhoMu8DafMUGQdO+\nztuteu2NstFHyXCFjX3Tn0fZqJx+I8fazXbdKm7k+7hbyvqDmGE9g2EXuJn5itulYOBO5LUabt1L\n3Mj38VYMF5tvv8GwC9yM7cVuWGYYdp/BeZStvKdeb9zo97E/r9j30rrZIG4yJ4Nhl7iZSf/boWDg\nTmM3y+5vN270+7hb8llggpPBsKvczD/nbv5jG26eO324ddjfxzujlw0Gg2GHmOHW4WIyJ0BERoHP\nAX8WWAR+Win1n4fbKoPBMGzMcOvwMMFJ82+AEJgCTgJfEpGnlFKnhtssg8EwbDZr+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This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n", - " warnings.warn(mesg, RuntimeWarning)\n" - ] - }, { "data": { "text/plain": [ @@ -3481,8 +3482,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Predictions: [ 210644.60459286 317768.80697211 210956.43331178 59218.98886849\n", - " 189747.55849878]\n" + "Predictions: [210644.60459286 317768.80697211 210956.43331178 59218.98886849\n", + " 189747.55849879]\n" ] } ], @@ -3566,7 +3567,7 @@ { "data": { "text/plain": [ - "68628.198198489219" + "68628.19819848923" ] }, "execution_count": 81, @@ -3591,7 +3592,7 @@ { "data": { "text/plain": [ - "49439.895990018958" + "49439.89599001897" ] }, "execution_count": 82, @@ -3685,11 +3686,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Scores: [ 70232.0136482 66828.46839892 72444.08721003 70761.50186201\n", - " 71125.52697653 75581.29319857 70169.59286164 70055.37863456\n", - " 75370.49116773 71222.39081244]\n", - "Mean: 71379.0744771\n", - "Standard deviation: 2458.31882043\n" + "Scores: [70232.0136482 66828.46839892 72444.08721003 70761.50186201\n", + " 71125.52697653 75581.29319857 70169.59286164 70055.37863456\n", + " 75370.49116773 71222.39081244]\n", + "Mean: 71379.07447706361\n", + "Standard deviation: 2458.3188204349362\n" ] } ], @@ -3711,11 +3712,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Scores: [ 66782.73843989 66960.118071 70361.18285107 74742.02420674\n", - " 68022.09224176 71193.07033936 64969.63056405 68276.69992785\n", - " 71543.69797334 67665.10082067]\n", - "Mean: 69051.6355436\n", - "Standard deviation: 2732.39130875\n" + "Scores: [66782.73843989 66960.118071 70347.95244419 74739.57052552\n", + " 68031.13388938 71193.84183426 64969.63056405 68281.61137997\n", + " 71552.91566558 67665.10082067]\n", + "Mean: 69052.46136345083\n", + "Standard deviation: 2731.6740017983466\n" ] } ], @@ -3786,11 +3787,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Scores: [ 51650.94405471 48920.80645498 52979.16096752 54412.74042021\n", - " 50861.29381163 56488.55699727 51866.90120786 49752.24599537\n", - " 55399.50713191 53309.74548294]\n", - "Mean: 52564.1902524\n", - "Standard deviation: 2301.87380392\n" + "Scores: [51650.94405471 48920.80645498 52979.16096752 54412.74042021\n", + " 50861.29381163 56488.55699727 51866.90120786 49752.24599537\n", + " 55399.50713191 53309.74548294]\n", + "Mean: 52564.19025244012\n", + "Standard deviation: 2301.873803919754\n" ] } ], @@ -3812,13 +3813,13 @@ "data": { "text/plain": [ "count 10.000000\n", - "mean 69051.635544\n", - "std 2880.193332\n", + "mean 69052.461363\n", + "std 2879.437224\n", "min 64969.630564\n", "25% 67136.363758\n", - "50% 68149.396085\n", - "75% 70985.098467\n", - "max 74742.024207\n", + "50% 68156.372635\n", + "75% 70982.369487\n", + "max 74739.570526\n", "dtype: float64" ] }, @@ -3875,8 +3876,8 @@ " min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n", " oob_score=False, random_state=42, verbose=0, warm_start=False),\n", " fit_params=None, iid=True, n_jobs=1,\n", - " param_grid=[{'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]}, {'bootstrap': [False], 'n_estimators': [3, 10], 'max_features': [2, 3, 4]}],\n", - " pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n", + " param_grid=[{'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]}, {'n_estimators': [3, 10], 'bootstrap': [False], 'max_features': [2, 3, 4]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", " scoring='neg_mean_squared_error', verbose=0)" ] }, @@ -3898,7 +3899,7 @@ "forest_reg = RandomForestRegressor(random_state=42)\n", "# train across 5 folds, that's a total of (12+6)*5=90 rounds of training \n", "grid_search = GridSearchCV(forest_reg, param_grid, cv=5,\n", - " scoring='neg_mean_squared_error')\n", + " scoring='neg_mean_squared_error', return_train_score=True)\n", "grid_search.fit(housing_prepared, housing_labels)" ] }, @@ -3964,30 +3965,32 @@ { "cell_type": "code", "execution_count": 96, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "63647.854446 {'max_features': 2, 'n_estimators': 3}\n", - "55611.5015988 {'max_features': 2, 'n_estimators': 10}\n", - "53370.0640736 {'max_features': 2, 'n_estimators': 30}\n", - "60959.1388585 {'max_features': 4, 'n_estimators': 3}\n", - "52740.5841667 {'max_features': 4, 'n_estimators': 10}\n", - "50374.1421461 {'max_features': 4, 'n_estimators': 30}\n", - "58661.2866462 {'max_features': 6, 'n_estimators': 3}\n", - "52009.9739798 {'max_features': 6, 'n_estimators': 10}\n", - "50154.1177737 {'max_features': 6, 'n_estimators': 30}\n", - "57865.3616801 {'max_features': 8, 'n_estimators': 3}\n", - "51730.0755087 {'max_features': 8, 'n_estimators': 10}\n", - "49694.8514333 {'max_features': 8, 'n_estimators': 30}\n", - "62874.4073931 {'bootstrap': False, 'max_features': 2, 'n_estimators': 3}\n", - "54643.4998083 {'bootstrap': False, 'max_features': 2, 'n_estimators': 10}\n", - "59437.8922859 {'bootstrap': False, 'max_features': 3, 'n_estimators': 3}\n", - "52735.3582936 {'bootstrap': False, 'max_features': 3, 'n_estimators': 10}\n", - "57490.0168279 {'bootstrap': False, 'max_features': 4, 'n_estimators': 3}\n", - "51008.2615672 {'bootstrap': False, 'max_features': 4, 'n_estimators': 10}\n" + "63647.85444595992 {'n_estimators': 3, 'max_features': 2}\n", + "55611.50159876327 {'n_estimators': 10, 'max_features': 2}\n", + "53370.06407363344 {'n_estimators': 30, 'max_features': 2}\n", + "60959.138858487866 {'n_estimators': 3, 'max_features': 4}\n", + "52740.58416665252 {'n_estimators': 10, 'max_features': 4}\n", + "50374.14214614731 {'n_estimators': 30, 'max_features': 4}\n", + "58661.2866461823 {'n_estimators': 3, 'max_features': 6}\n", + "52009.973979776936 {'n_estimators': 10, 'max_features': 6}\n", + "50154.11777368494 {'n_estimators': 30, 'max_features': 6}\n", + "57865.36168014446 {'n_estimators': 3, 'max_features': 8}\n", + "51730.07550866553 {'n_estimators': 10, 'max_features': 8}\n", + "49694.85143334442 {'n_estimators': 30, 'max_features': 8}\n", + "62874.407393096284 {'n_estimators': 3, 'bootstrap': False, 'max_features': 2}\n", + "54643.49980834466 {'n_estimators': 10, 'bootstrap': False, 'max_features': 2}\n", + "59437.89228588419 {'n_estimators': 3, 'bootstrap': False, 'max_features': 3}\n", + "52735.358293621044 {'n_estimators': 10, 'bootstrap': False, 'max_features': 3}\n", + "57490.01682787995 {'n_estimators': 3, 'bootstrap': False, 'max_features': 4}\n", + "51008.261567163354 {'n_estimators': 10, 'bootstrap': False, 'max_features': 4}\n" ] } ], @@ -4002,22 +4005,42 @@ "execution_count": 97, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('mean_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('split0_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('split1_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('split2_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('split3_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('split4_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n", + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/sklearn/utils/deprecation.py:122: FutureWarning: You are accessing a training score ('std_train_score'), which will not be available by default any more in 0.21. If you need training scores, please set return_train_score=True\n", + " warnings.warn(*warn_args, **warn_kwargs)\n" + ] + }, { "data": { "text/html": [ "
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\n", " \n", @@ -4049,14 +4072,14 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4066,21 +4089,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4090,21 +4113,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4114,21 +4137,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4138,21 +4161,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4162,21 +4185,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4186,21 +4209,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4210,21 +4233,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4234,21 +4257,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4258,21 +4281,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4282,21 +4305,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4306,21 +4329,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4330,21 +4353,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4354,21 +4377,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4378,21 +4401,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4402,21 +4425,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4426,21 +4449,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4450,21 +4473,21 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -4474,8 +4497,8 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -4486,24 +4509,24 @@ ], "text/plain": [ " mean_fit_time mean_score_time mean_test_score mean_train_score \\\n", - "0 0.064452 0.004067 -4.051049e+09 -1.106013e+09 \n", - "1 0.215640 0.012209 -3.092639e+09 -5.819353e+08 \n", - "2 0.642784 0.031024 -2.848364e+09 -4.396234e+08 \n", - "3 0.103910 0.003792 -3.716017e+09 -9.850011e+08 \n", - "4 0.341378 0.011573 -2.781569e+09 -5.160154e+08 \n", - "5 1.025566 0.034395 -2.537554e+09 -3.878685e+08 \n", - "6 0.140535 0.004326 -3.441147e+09 -9.030212e+08 \n", - "7 0.454423 0.010043 -2.705037e+09 -5.014210e+08 \n", - "8 1.477586 0.035842 -2.515436e+09 -3.840197e+08 \n", - "9 0.184654 0.004445 -3.348400e+09 -8.884890e+08 \n", - "10 0.634241 0.011725 -2.676001e+09 -4.923247e+08 \n", - "11 1.938787 0.032879 -2.469578e+09 -3.809175e+08 \n", - "12 0.101068 0.005116 -3.953191e+09 0.000000e+00 \n", - "13 0.339332 0.014863 -2.985912e+09 -6.056027e-01 \n", - "14 0.134396 0.005501 -3.532863e+09 -1.214568e+01 \n", - "15 0.438284 0.014147 -2.781018e+09 -5.272080e+00 \n", - "16 0.166074 0.004994 -3.305102e+09 0.000000e+00 \n", - "17 0.554132 0.015051 -2.601843e+09 -3.028238e-03 \n", + "0 0.049585 0.003092 -4.051049e+09 -1.106013e+09 \n", + "1 0.161357 0.008068 -3.092639e+09 -5.819353e+08 \n", + "2 0.485298 0.024080 -2.848364e+09 -4.396234e+08 \n", + "3 0.083171 0.003032 -3.716017e+09 -9.850011e+08 \n", + "4 0.272509 0.009071 -2.781569e+09 -5.160154e+08 \n", + "5 0.796447 0.023131 -2.537554e+09 -3.878685e+08 \n", + "6 0.111577 0.002947 -3.441147e+09 -9.030212e+08 \n", + "7 0.364203 0.007964 -2.705037e+09 -5.014210e+08 \n", + "8 1.105199 0.023062 -2.515436e+09 -3.840197e+08 \n", + "9 0.139393 0.002813 -3.348400e+09 -8.884890e+08 \n", + "10 0.464480 0.007757 -2.676001e+09 -4.923247e+08 \n", + "11 1.375147 0.021434 -2.469578e+09 -3.809175e+08 \n", + "12 0.071507 0.002984 -3.953191e+09 0.000000e+00 \n", + "13 0.238285 0.008546 -2.985912e+09 -6.056027e-01 \n", + "14 0.100527 0.003140 -3.532863e+09 -1.214568e+01 \n", + "15 0.319406 0.008556 -2.781018e+09 -5.272080e+00 \n", + "16 0.122854 0.003054 -3.305102e+09 0.000000e+00 \n", + "17 0.402739 0.008595 -2.601843e+09 -3.028238e-03 \n", "\n", " param_bootstrap param_max_features param_n_estimators \\\n", "0 NaN 2 3 \n", @@ -4526,24 +4549,24 @@ "17 False 4 10 \n", "\n", " params rank_test_score \\\n", - "0 {'max_features': 2, 'n_estimators': 3} 18 \n", - "1 {'max_features': 2, 'n_estimators': 10} 11 \n", - "2 {'max_features': 2, 'n_estimators': 30} 9 \n", - "3 {'max_features': 4, 'n_estimators': 3} 16 \n", - "4 {'max_features': 4, 'n_estimators': 10} 8 \n", - "5 {'max_features': 4, 'n_estimators': 30} 3 \n", - "6 {'max_features': 6, 'n_estimators': 3} 14 \n", - "7 {'max_features': 6, 'n_estimators': 10} 6 \n", - "8 {'max_features': 6, 'n_estimators': 30} 2 \n", - "9 {'max_features': 8, 'n_estimators': 3} 13 \n", - "10 {'max_features': 8, 'n_estimators': 10} 5 \n", - "11 {'max_features': 8, 'n_estimators': 30} 1 \n", - "12 {'bootstrap': False, 'max_features': 2, 'n_est... 17 \n", - "13 {'bootstrap': False, 'max_features': 2, 'n_est... 10 \n", - "14 {'bootstrap': False, 'max_features': 3, 'n_est... 15 \n", - "15 {'bootstrap': False, 'max_features': 3, 'n_est... 7 \n", - "16 {'bootstrap': False, 'max_features': 4, 'n_est... 12 \n", - "17 {'bootstrap': False, 'max_features': 4, 'n_est... 4 \n", + "0 {'n_estimators': 3, 'max_features': 2} 18 \n", + "1 {'n_estimators': 10, 'max_features': 2} 11 \n", + "2 {'n_estimators': 30, 'max_features': 2} 9 \n", + "3 {'n_estimators': 3, 'max_features': 4} 16 \n", + "4 {'n_estimators': 10, 'max_features': 4} 8 \n", + "5 {'n_estimators': 30, 'max_features': 4} 3 \n", + "6 {'n_estimators': 3, 'max_features': 6} 14 \n", + "7 {'n_estimators': 10, 'max_features': 6} 6 \n", + "8 {'n_estimators': 30, 'max_features': 6} 2 \n", + "9 {'n_estimators': 3, 'max_features': 8} 13 \n", + "10 {'n_estimators': 10, 'max_features': 8} 5 \n", + "11 {'n_estimators': 30, 'max_features': 8} 1 \n", + "12 {'n_estimators': 3, 'bootstrap': False, 'max_f... 17 \n", + "13 {'n_estimators': 10, 'bootstrap': False, 'max_... 10 \n", + "14 {'n_estimators': 3, 'bootstrap': False, 'max_f... 15 \n", + "15 {'n_estimators': 10, 'bootstrap': False, 'max_... 7 \n", + "16 {'n_estimators': 3, 'bootstrap': False, 'max_f... 12 \n", + "17 {'n_estimators': 10, 'bootstrap': False, 'max_... 4 \n", "\n", " split0_test_score ... split2_test_score split2_train_score \\\n", "0 -3.850668e+09 ... -4.194135e+09 -1.116843e+09 \n", @@ -4586,24 +4609,24 @@ "17 -2.437626e+09 -0.000000e+00 -2.726341e+09 \n", "\n", " split4_train_score std_fit_time std_score_time std_test_score \\\n", - "0 -1.129842e+09 0.002025 0.000421 1.431223e+08 \n", - "1 -5.797944e+08 0.002333 0.001437 1.306954e+08 \n", - "2 -4.451903e+08 0.011081 0.001852 1.604534e+08 \n", - "3 -9.711998e+08 0.001368 0.000329 1.690029e+08 \n", - "4 -5.158794e+08 0.008512 0.001498 1.278498e+08 \n", - "5 -3.846171e+08 0.019946 0.002615 1.209935e+08 \n", - "6 -8.612945e+08 0.005312 0.000468 1.884229e+08 \n", - "7 -5.063617e+08 0.004380 0.001602 1.464963e+08 \n", - "8 -3.904866e+08 0.025593 0.003778 1.283580e+08 \n", - "9 -9.146734e+08 0.002365 0.000704 1.226683e+08 \n", - "10 -4.979127e+08 0.011623 0.001322 1.393253e+08 \n", - "11 -3.807496e+08 0.092716 0.001669 1.089395e+08 \n", - "12 -0.000000e+00 0.003447 0.000346 1.898516e+08 \n", - "13 -2.967449e+00 0.007441 0.002020 1.535103e+08 \n", - "14 -6.072840e+01 0.002598 0.000601 7.251650e+07 \n", - "15 -5.465556e+00 0.003127 0.000600 6.329307e+07 \n", - "16 -0.000000e+00 0.002455 0.000718 1.867866e+08 \n", - "17 -0.000000e+00 0.007811 0.000704 1.082086e+08 \n", + "0 -1.129842e+09 0.001321 0.000172 1.431223e+08 \n", + "1 -5.797944e+08 0.003938 0.000146 1.306954e+08 \n", + "2 -4.451903e+08 0.013773 0.000906 1.604534e+08 \n", + "3 -9.711998e+08 0.002722 0.000223 1.690029e+08 \n", + "4 -5.158794e+08 0.005268 0.001663 1.278498e+08 \n", + "5 -3.846171e+08 0.011492 0.001903 1.209935e+08 \n", + "6 -8.612945e+08 0.005024 0.000328 1.884229e+08 \n", + "7 -5.063617e+08 0.005107 0.000399 1.464963e+08 \n", + "8 -3.904866e+08 0.008642 0.000945 1.283580e+08 \n", + "9 -9.146734e+08 0.001354 0.000128 1.226683e+08 \n", + "10 -4.979127e+08 0.004327 0.000243 1.393253e+08 \n", + "11 -3.807496e+08 0.006793 0.000260 1.089395e+08 \n", + "12 -0.000000e+00 0.001216 0.000010 1.898516e+08 \n", + "13 -2.967449e+00 0.001983 0.000124 1.535103e+08 \n", + "14 -6.072840e+01 0.001610 0.000081 7.251650e+07 \n", + "15 -5.465556e+00 0.003929 0.000071 6.329307e+07 \n", + "16 -0.000000e+00 0.001822 0.000086 1.867866e+08 \n", + "17 -0.000000e+00 0.002618 0.000205 1.082086e+08 \n", "\n", " std_train_score \n", "0 2.173798e+07 \n", @@ -4653,9 +4676,9 @@ " min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n", " oob_score=False, random_state=42, verbose=0, warm_start=False),\n", " fit_params=None, iid=True, n_iter=10, n_jobs=1,\n", - " param_distributions={'n_estimators': , 'max_features': },\n", + " param_distributions={'n_estimators': , 'max_features': },\n", " pre_dispatch='2*n_jobs', random_state=42, refit=True,\n", - " return_train_score=True, scoring='neg_mean_squared_error',\n", + " return_train_score='warn', scoring='neg_mean_squared_error',\n", " verbose=0)" ] }, @@ -4688,16 +4711,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "49147.1524172 {'max_features': 7, 'n_estimators': 180}\n", - "51396.8768969 {'max_features': 5, 'n_estimators': 15}\n", - "50797.0573732 {'max_features': 3, 'n_estimators': 72}\n", - "50840.744514 {'max_features': 5, 'n_estimators': 21}\n", - "49276.1753033 {'max_features': 7, 'n_estimators': 122}\n", - "50775.4633168 {'max_features': 3, 'n_estimators': 75}\n", - "50681.383925 {'max_features': 3, 'n_estimators': 88}\n", - "49612.1525305 {'max_features': 5, 'n_estimators': 100}\n", - "50473.0175142 {'max_features': 3, 'n_estimators': 150}\n", - "64458.2538503 {'max_features': 5, 'n_estimators': 2}\n" + "49147.15241724505 {'n_estimators': 180, 'max_features': 7}\n", + "51396.876896929905 {'n_estimators': 15, 'max_features': 5}\n", + "50797.05737322649 {'n_estimators': 72, 'max_features': 3}\n", + "50840.744513982805 {'n_estimators': 21, 'max_features': 5}\n", + "49276.17530332962 {'n_estimators': 122, 'max_features': 7}\n", + "50775.46331678437 {'n_estimators': 75, 'max_features': 3}\n", + "50681.383924974936 {'n_estimators': 88, 'max_features': 3}\n", + "49612.152530468346 {'n_estimators': 100, 'max_features': 5}\n", + "50473.01751424941 {'n_estimators': 150, 'max_features': 3}\n", + "64458.25385034794 {'n_estimators': 2, 'max_features': 5}\n" ] } ], @@ -4715,12 +4738,10 @@ { "data": { "text/plain": [ - "array([ 7.33442355e-02, 6.29090705e-02, 4.11437985e-02,\n", - " 1.46726854e-02, 1.41064835e-02, 1.48742809e-02,\n", - " 1.42575993e-02, 3.66158981e-01, 5.64191792e-02,\n", - " 1.08792957e-01, 5.33510773e-02, 1.03114883e-02,\n", - " 1.64780994e-01, 6.02803867e-05, 1.96041560e-03,\n", - " 2.85647464e-03])" + "array([7.33442355e-02, 6.29090705e-02, 4.11437985e-02, 1.46726854e-02,\n", + " 1.41064835e-02, 1.48742809e-02, 1.42575993e-02, 3.66158981e-01,\n", + " 5.64191792e-02, 1.08792957e-01, 5.33510773e-02, 1.03114883e-02,\n", + " 1.64780994e-01, 6.02803867e-05, 1.96041560e-03, 2.85647464e-03])" ] }, "execution_count": 100, @@ -4741,22 +4762,22 @@ { "data": { "text/plain": [ - "[(0.36615898061813418, 'median_income'),\n", - " (0.16478099356159051, 'INLAND'),\n", + "[(0.3661589806181342, 'median_income'),\n", + " (0.1647809935615905, 'INLAND'),\n", " (0.10879295677551573, 'pop_per_hhold'),\n", - " (0.073344235516012421, 'longitude'),\n", - " (0.062909070482620302, 'latitude'),\n", - " (0.056419179181954007, 'rooms_per_hhold'),\n", - " (0.053351077347675809, 'bedrooms_per_room'),\n", + " (0.07334423551601242, 'longitude'),\n", + " (0.0629090704826203, 'latitude'),\n", + " (0.05641917918195401, 'rooms_per_hhold'),\n", + " (0.05335107734767581, 'bedrooms_per_room'),\n", " (0.041143798478729635, 'housing_median_age'),\n", " (0.014874280890402767, 'population'),\n", " (0.014672685420543237, 'total_rooms'),\n", " (0.014257599323407807, 'households'),\n", " (0.014106483453584102, 'total_bedrooms'),\n", " (0.010311488326303787, '<1H OCEAN'),\n", - " (0.0028564746373201579, 'NEAR OCEAN'),\n", - " (0.0019604155994780701, 'NEAR BAY'),\n", - " (6.0280386727365991e-05, 'ISLAND')]" + " (0.002856474637320158, 'NEAR OCEAN'),\n", + " (0.00196041559947807, 'NEAR BAY'),\n", + " (6.028038672736599e-05, 'ISLAND')]" ] }, "execution_count": 101, @@ -4798,7 +4819,7 @@ { "data": { "text/plain": [ - "47766.003966433083" + "47766.00396643308" ] }, "execution_count": 103, @@ -4832,8 +4853,8 @@ { "data": { "text/plain": [ - "array([ 210644.60459286, 317768.80697211, 210956.43331178,\n", - " 59218.98886849, 189747.55849878])" + "array([210644.60459286, 317768.80697211, 210956.43331178, 59218.98886849,\n", + " 189747.55849879])" ] }, "execution_count": 104, @@ -4893,9 +4914,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4959,73 +4980,71 @@ "[CV] C=10.0, kernel=linear ...........................................\n", "[CV] C=10.0, kernel=linear ...........................................\n", "[CV] C=10.0, kernel=linear ...........................................\n", - "[CV] ............................ C=10.0, kernel=linear, total= 7.3s\n", + "[CV] ............................ C=10.0, kernel=linear, total= 7.2s\n", "[CV] C=10.0, kernel=linear ...........................................\n", - "[CV] ............................ C=10.0, kernel=linear, total= 7.4s\n", - "[CV] ............................ C=10.0, kernel=linear, total= 7.4s\n", + "[CV] ............................ C=10.0, kernel=linear, total= 7.3s\n", "[CV] C=30.0, kernel=linear ...........................................\n", + "[CV] ............................ C=10.0, kernel=linear, total= 8.0s\n", "[CV] C=30.0, kernel=linear ...........................................\n", - "[CV] ............................ C=10.0, kernel=linear, total= 7.4s\n", + "[CV] ............................ C=10.0, kernel=linear, total= 8.3s\n", "[CV] C=30.0, kernel=linear ...........................................\n", - "[CV] ............................ C=30.0, kernel=linear, total= 7.5s\n", + "[CV] ............................ C=10.0, kernel=linear, total= 8.2s\n", "[CV] C=30.0, kernel=linear ...........................................\n", - "[CV] ............................ C=30.0, kernel=linear, total= 7.5s\n", - "[CV] C=30.0, kernel=linear ...........................................\n", - "[CV] ............................ C=10.0, kernel=linear, total= 7.6s\n", - "[CV] C=100.0, kernel=linear ..........................................\n", "[CV] ............................ C=30.0, kernel=linear, total= 7.8s\n", + "[CV] C=30.0, kernel=linear ...........................................\n", + "[CV] ............................ C=30.0, kernel=linear, total= 6.8s\n", "[CV] C=100.0, kernel=linear ..........................................\n", "[CV] ............................ C=30.0, kernel=linear, total= 7.4s\n", "[CV] C=100.0, kernel=linear ..........................................\n", - "[CV] ........................... C=100.0, kernel=linear, total= 7.6s\n", + "[CV] ........................... 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C=1000.0, kernel=rbf, gamma=3.0, total= 11.4s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "[Parallel(n_jobs=4)]: Done 250 out of 250 | elapsed: 20.1min finished\n" + "[Parallel(n_jobs=4)]: Done 250 out of 250 | elapsed: 22.2min finished\n" ] }, { @@ -5515,8 +5536,8 @@ " estimator=SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma='auto',\n", " kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False),\n", " fit_params=None, iid=True, n_jobs=4,\n", - " param_grid=[{'kernel': ['linear'], 'C': [10.0, 30.0, 100.0, 300.0, 1000.0, 3000.0, 10000.0, 30000.0]}, {'kernel': ['rbf'], 'C': [1.0, 3.0, 10.0, 30.0, 100.0, 300.0, 1000.0], 'gamma': [0.01, 0.03, 0.1, 0.3, 1.0, 3.0]}],\n", - " pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n", + " param_grid=[{'C': [10.0, 30.0, 100.0, 300.0, 1000.0, 3000.0, 10000.0, 30000.0], 'kernel': ['linear']}, {'C': [1.0, 3.0, 10.0, 30.0, 100.0, 300.0, 1000.0], 'kernel': ['rbf'], 'gamma': [0.01, 0.03, 0.1, 0.3, 1.0, 3.0]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", " scoring='neg_mean_squared_error', verbose=2)" ] }, @@ -5554,7 +5575,7 @@ { "data": { "text/plain": [ - "70363.903139641669" + "70363.90313964167" ] }, "execution_count": 109, @@ -5626,557 +5647,557 @@ "output_type": "stream", "text": [ "Fitting 5 folds for each of 50 candidates, totalling 250 fits\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear .............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear .............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear .............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear .............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear, total= 6.4s\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear .............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear, total= 6.4s\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf ...............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear, total= 6.4s\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf ...............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear, total= 6.6s\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf ...............\n", - "[CV] C=629.782329591, gamma=3.01012143092, kernel=linear, total= 6.1s\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf ...............\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf, total= 11.4s\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf ...............\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf, total= 11.5s\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf ..............\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf, total= 11.7s\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf ..............\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf, total= 11.7s\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf ..............\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf, total= 9.4s\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf ..............\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf, total= 9.4s\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf ..............\n", - "[CV] C=26290.2064643, gamma=0.908446969632, kernel=rbf, total= 11.9s\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear ............\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf, total= 9.4s\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear ............\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear, total= 6.0s\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear ............\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf, total= 9.4s\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear ............\n", - "[CV] C=84.1410790058, gamma=0.0598387686087, kernel=rbf, total= 9.4s\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear ............\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear, total= 6.0s\n", - "[CV] C=24.1750829461, gamma=3.50355747516, kernel=rbf ................\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear, total= 6.1s\n", - "[CV] C=24.1750829461, gamma=3.50355747516, kernel=rbf ................\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear, total= 6.1s\n", - "[CV] C=24.1750829461, gamma=3.50355747516, kernel=rbf ................\n", - "[CV] C=432.378848131, gamma=0.154161967467, kernel=linear, total= 6.1s\n", - "[CV] C=24.1750829461, gamma=3.50355747516, kernel=rbf ................\n", - "[CV] . 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C=24.1750829461, gamma=3.50355747516, kernel=rbf, total= 11.6s\n", - "[CV] C=113564.039406, gamma=0.000779069236658, kernel=rbf ............\n", - "[CV] C=113564.039406, gamma=0.000779069236658, kernel=rbf, total= 9.1s\n", - "[CV] C=108.304882388, gamma=0.36275372946, kernel=rbf ................\n", - "[CV] C=113564.039406, gamma=0.000779069236658, kernel=rbf, total= 9.1s\n", - "[CV] C=108.304882388, gamma=0.36275372946, kernel=rbf ................\n", - "[CV] C=113564.039406, gamma=0.000779069236658, kernel=rbf, total= 9.1s\n", - "[CV] C=108.304882388, gamma=0.36275372946, kernel=rbf ................\n", - "[CV] C=113564.039406, gamma=0.000779069236658, kernel=rbf, total= 9.1s\n", - "[CV] C=108.304882388, gamma=0.36275372946, kernel=rbf ................\n", - "[CV] . C=108.304882388, gamma=0.36275372946, kernel=rbf, total= 9.1s\n", - "[CV] C=108.304882388, gamma=0.36275372946, kernel=rbf ................\n", - "[CV] . C=108.304882388, gamma=0.36275372946, kernel=rbf, total= 9.1s\n", - "[CV] C=21.3449536726, gamma=0.0233325235983, kernel=linear ...........\n", - "[CV] C=21.3449536726, gamma=0.0233325235983, kernel=linear, total= 6.0s\n", - "[CV] C=21.3449536726, gamma=0.0233325235983, kernel=linear ...........\n" + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521, total= 7.1s\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521, total= 7.7s\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521, total= 7.9s\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521, total= 8.0s\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253 ......\n", + "[CV] C=629.782329591372, kernel=linear, gamma=3.010121430917521, total= 6.7s\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253 ......\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253, total= 28.8s\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253 ......\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253, total= 28.7s\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676 .....\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253, total= 28.8s\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676 .....\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253, total= 27.8s\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676 .....\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676, total= 14.1s\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676 .....\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676, total= 14.7s\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676 .....\n", + "[CV] C=26290.206464300216, kernel=rbf, gamma=0.9084469696321253, total= 18.2s\n", + "[CV] C=432.37884813148855, kernel=linear, gamma=0.15416196746656105 ..\n", + "[CV] C=84.14107900575871, kernel=rbf, gamma=0.059838768608680676, total= 14.3s\n", + "[CV] C=432.37884813148855, kernel=linear, gamma=0.15416196746656105 ..\n", + "[CV] C=432.37884813148855, kernel=linear, gamma=0.15416196746656105, total= 6.7s\n", + "[CV] C=432.37884813148855, kernel=linear, gamma=0.15416196746656105 ..\n", + "[CV] C=432.37884813148855, kernel=linear, gamma=0.15416196746656105, total= 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"[CV] C=24.17508294611391, kernel=rbf, gamma=3.503557475158312 ........\n", + "[CV] C=24.17508294611391, kernel=rbf, gamma=3.503557475158312, total= 15.5s\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295 ...\n", + "[CV] C=24.17508294611391, kernel=rbf, gamma=3.503557475158312, total= 14.0s\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295 ...\n", + "[CV] C=24.17508294611391, kernel=rbf, gamma=3.503557475158312, total= 16.6s\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295 ...\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295, total= 13.4s\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295 ...\n", + "[CV] C=24.17508294611391, kernel=rbf, gamma=3.503557475158312, total= 15.1s\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295 ...\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295, total= 12.9s\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771 ......\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295, total= 14.5s\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771 ......\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295, total= 13.8s\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771 ......\n", + "[CV] C=113564.03940586245, kernel=rbf, gamma=0.0007790692366582295, total= 14.9s\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771 ......\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771, total= 12.5s\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771 ......\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771, total= 13.7s\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388 .\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388, total= 7.0s\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388 .\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "[Parallel(n_jobs=4)]: Done 33 tasks | elapsed: 2.0min\n" + "[Parallel(n_jobs=4)]: Done 33 tasks | elapsed: 2.9min\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[CV] . C=108.304882388, gamma=0.36275372946, kernel=rbf, total= 9.2s\n", - "[CV] . C=108.304882388, gamma=0.36275372946, kernel=rbf, total= 9.2s\n", - "[CV] C=21.3449536726, gamma=0.0233325235983, kernel=linear ...........\n", - "[CV] C=21.3449536726, gamma=0.0233325235983, kernel=linear ...........\n", - "[CV] . 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kernel=rbf, total= 9.0s\n", - "[CV] C=8935.50563595, gamma=0.373546581658, kernel=rbf ...............\n", - "[CV] C=98.7389738992, gamma=0.496036536049, kernel=rbf, total= 9.1s\n", - "[CV] C=8935.50563595, gamma=0.373546581658, kernel=rbf ...............\n", - "[CV] C=8935.50563595, gamma=0.373546581658, kernel=rbf, total= 9.1s\n" + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771, total= 14.3s\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388 .\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388, total= 6.2s\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388 .\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771, total= 13.7s\n", + "[CV] C=21.344953672647435, kernel=linear, gamma=0.023332523598323388 .\n", + "[CV] C=108.30488238805073, kernel=rbf, gamma=0.3627537294604771, total= 14.1s\n", + "[CV] C=5603.270317432516, kernel=rbf, gamma=0.15023452872733867 ......\n", + "[CV] 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gamma=0.6835472281341501, total= 7.0s\n", + "[CV] C=61.54360542501371, kernel=linear, gamma=0.6835472281341501 ....\n", + "[CV] C=167.7278956080511, kernel=rbf, gamma=0.2757870542258224, total= 13.7s\n", + "[CV] C=61.54360542501371, kernel=linear, gamma=0.6835472281341501 ....\n", + "[CV] C=61.54360542501371, kernel=linear, gamma=0.6835472281341501, total= 7.1s\n", + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639 .......\n", + "[CV] C=61.54360542501371, kernel=linear, gamma=0.6835472281341501, total= 7.3s\n", + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639 .......\n", + "[CV] C=61.54360542501371, kernel=linear, gamma=0.6835472281341501, total= 7.5s\n", + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639 .......\n", + "[CV] C=61.54360542501371, kernel=linear, gamma=0.6835472281341501, total= 7.5s\n", + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639 .......\n", + "[CV] C=98.73897389920914, kernel=rbf, 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gamma=0.838636245625, kernel=linear ............\n", - "[CV] C=135.767758248, gamma=0.838636245625, kernel=linear, total= 5.9s\n", - "[CV] C=135.767758248, gamma=0.838636245625, kernel=linear ............\n", - "[CV] C=8935.50563595, gamma=0.373546581658, kernel=rbf, total= 8.9s\n", - "[CV] C=151136.202825, gamma=1.49224537714, kernel=rbf ................\n", - "[CV] C=135.767758248, gamma=0.838636245625, kernel=linear, total= 6.0s\n", - "[CV] C=151136.202825, gamma=1.49224537714, kernel=rbf ................\n", - "[CV] C=135.767758248, gamma=0.838636245625, kernel=linear, total= 6.0s\n", - "[CV] C=151136.202825, gamma=1.49224537714, kernel=rbf ................\n", - "[CV] C=135.767758248, gamma=0.838636245625, kernel=linear, total= 5.8s\n", - "[CV] C=151136.202825, gamma=1.49224537714, kernel=rbf ................\n", - "[CV] . C=151136.202825, gamma=1.49224537714, kernel=rbf, total= 1.6min\n", - "[CV] C=151136.202825, gamma=1.49224537714, kernel=rbf ................\n", - "[CV] . C=151136.202825, gamma=1.49224537714, kernel=rbf, total= 1.7min\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear ..............\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear, total= 5.7s\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear ..............\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear, total= 9.4min\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear ..............\n", - "[CV] . C=151136.202825, gamma=1.49224537714, kernel=rbf, total=11.3min\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear ..............\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear, total= 18.6s\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear ..............\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear, total= 23.4s\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear ...........\n", - "[CV] . C=151136.202825, gamma=1.49224537714, kernel=rbf, total=12.0min\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear ...........\n", - "[CV] C=761.43167585, gamma=2.61263365142, kernel=linear, total= 9.6min\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear ...........\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear, total=19.6min\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear ...........\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear, total=10.3min\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear ...........\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear, total=20.5min\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear .............\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear, total=10.4min\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear .............\n", - "[CV] C=97392.8188304, gamma=0.0926554589531, kernel=linear, total=10.8min\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear .............\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear, total= 9.7min\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear .............\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear, total= 9.5min\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear .............\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear, total= 6.5s\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear ............\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear, total= 6.7s\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear ............\n", - "[CV] C=2423.07599849, gamma=3.24861427024, kernel=linear, total= 19.3s\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear ............\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear, total= 25.7s\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear ............\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear, total= 25.0s\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear ............\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear, total= 9.6min\n", - "[CV] C=4446.66752118, gamma=3.35972844566, kernel=rbf ................\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear, total= 9.5min\n", - "[CV] C=4446.66752118, gamma=3.35972844566, kernel=rbf ................\n", - "[CV] . C=151136.202825, gamma=1.49224537714, kernel=rbf, total=60.4min\n", - "[CV] C=4446.66752118, gamma=3.35972844566, kernel=rbf ................\n", - "[CV] C=717.363299726, gamma=0.316560443209, kernel=linear, total= 5.9s\n", - "[CV] C=4446.66752118, gamma=3.35972844566, kernel=rbf ................\n", - "[CV] . C=4446.66752118, gamma=3.35972844566, kernel=rbf, total= 31.4s\n", - "[CV] C=4446.66752118, gamma=3.35972844566, kernel=rbf ................\n", - "[CV] . C=4446.66752118, gamma=3.35972844566, kernel=rbf, total= 38.5s\n", - "[CV] C=2963.56412121, gamma=0.151898147821, kernel=linear ............\n", - "[CV] . C=4446.66752118, gamma=3.35972844566, kernel=rbf, total=10.0min\n", - "[CV] C=2963.56412121, gamma=0.151898147821, kernel=linear ............\n", - "[CV] . 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total= 7.3s\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf ...............\n", - "[CV] C=91.6426738169, gamma=0.0157599448359, kernel=linear, total= 7.5s\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf ...............\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf, total= 29.7s\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf ...............\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf, total= 37.5s\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf ...............\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf, total= 37.1s\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf, total= 36.8s\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf ...............\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf ...............\n", - "[CV] C=24547.6019757, gamma=0.221539440506, kernel=rbf, total=120.0min\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf ...............\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf, total= 19.2s\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf ...............\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf, total= 23.9s\n", - "[CV] C=16483.8505298, gamma=1.47521452604, kernel=linear .............\n", - "[CV] C=22.7692794106, gamma=0.221697602314, kernel=rbf, total= 24.0s\n" + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639, total= 13.2s\n", + "[CV] C=8935.505635947808, kernel=rbf, gamma=0.37354658165762367 ......\n", + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639, total= 13.8s\n", + "[CV] C=8935.505635947808, kernel=rbf, gamma=0.37354658165762367 ......\n", + "[CV] C=98.73897389920914, kernel=rbf, gamma=0.4960365360493639, total= 12.9s\n", + "[CV] C=8935.505635947808, kernel=rbf, gamma=0.37354658165762367 ......\n", + "[CV] C=8935.505635947808, kernel=rbf, gamma=0.37354658165762367, total= 13.4s\n", + "[CV] 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C=97392.81883041795, kernel=linear, gamma=0.09265545895311562 ...\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562, total= 31.0s\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562 ...\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562, total= 31.7s\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562 ...\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562, total= 49.9s\n", + "[CV] C=2423.0759984939164, kernel=linear, gamma=3.248614270240346 ....\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562, total= 26.9s\n", + "[CV] C=2423.0759984939164, kernel=linear, gamma=3.248614270240346 ....\n", + "[CV] C=2423.0759984939164, kernel=linear, gamma=3.248614270240346, total= 8.0s\n", + "[CV] C=2423.0759984939164, kernel=linear, gamma=3.248614270240346 ....\n", + "[CV] C=97392.81883041795, kernel=linear, gamma=0.09265545895311562, total= 35.2s\n", + "[CV] 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gamma=0.221697602314, kernel=rbf, total= 38.6s\n", - "[CV] C=101445.668813, gamma=1.05290408458, kernel=rbf ................\n", - "[CV] C=16483.8505298, gamma=1.47521452604, kernel=linear, total= 40.4s\n", - "[CV] C=101445.668813, gamma=1.05290408458, kernel=rbf ................\n", - "[CV] C=16483.8505298, gamma=1.47521452604, kernel=linear, total= 9.8min\n", - "[CV] C=101445.668813, gamma=1.05290408458, kernel=rbf ................\n" + "[CV] C=24547.601975705915, kernel=rbf, gamma=0.22153944050588595, total= 13.7s\n", + "[CV] C=22.76927941060928, kernel=rbf, gamma=0.22169760231351215 ......\n", + "[CV] C=24547.601975705915, kernel=rbf, gamma=0.22153944050588595, total= 14.7s\n", + "[CV] C=22.76927941060928, kernel=rbf, gamma=0.22169760231351215 ......\n", + "[CV] C=24547.601975705915, kernel=rbf, gamma=0.22153944050588595, total= 13.5s\n", + "[CV] C=22.76927941060928, kernel=rbf, gamma=0.22169760231351215 ......\n", + "[CV] C=24547.601975705915, kernel=rbf, 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gamma=1.4752145260435134, total= 12.4s\n", + "[CV] C=16483.850529752886, kernel=linear, gamma=1.4752145260435134 ...\n", + "[CV] C=22.76927941060928, kernel=rbf, gamma=0.22169760231351215, total= 14.0s\n", + "[CV] C=101445.66881340064, kernel=rbf, gamma=1.052904084582266 .......\n", + "[CV] C=16483.850529752886, kernel=linear, gamma=1.4752145260435134, total= 11.4s\n", + "[CV] C=101445.66881340064, kernel=rbf, gamma=1.052904084582266 .......\n", + "[CV] C=16483.850529752886, kernel=linear, gamma=1.4752145260435134, total= 11.2s\n", + "[CV] C=101445.66881340064, kernel=rbf, gamma=1.052904084582266 .......\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "[Parallel(n_jobs=4)]: Done 154 tasks | elapsed: 221.3min\n" + "[Parallel(n_jobs=4)]: Done 154 tasks | elapsed: 15.8min\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[CV] C=16483.8505298, gamma=1.47521452604, kernel=linear, total= 9.9min\n", - "[CV] C=101445.668813, gamma=1.05290408458, kernel=rbf 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gamma=0.578634378499143, total= 7.2s\n", + "[CV] C=55.53838911232773, kernel=linear, gamma=0.578634378499143 .....\n", + "[CV] C=55.53838911232773, kernel=linear, gamma=0.578634378499143, total= 6.6s\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495 ......\n", + "[CV] C=55.53838911232773, kernel=linear, gamma=0.578634378499143, total= 6.3s\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495 ......\n", + "[CV] C=55.53838911232773, kernel=linear, gamma=0.578634378499143, total= 7.5s\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495 ......\n", + "[CV] C=55.53838911232773, kernel=linear, gamma=0.578634378499143, total= 7.8s\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495 ......\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495, total= 14.2s\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495 ......\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495, total= 13.1s\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257 ...\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495, total= 13.0s\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257 ...\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495, total= 13.6s\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257 ...\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257, total= 8.4s\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257 ...\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257, total= 8.6s\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257 ...\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257, total= 8.5s\n", + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726 ....\n", + "[CV] C=26.714480823948186, kernel=rbf, gamma=1.0117295509275495, total= 13.3s\n", + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726 ....\n", + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726, total= 6.2s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear .............\n", - "[CV] C=198.700478181, gamma=0.528281974883, kernel=linear, total= 22.9s\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear .............\n", - "[CV] C=198.700478181, gamma=0.528281974883, kernel=linear, total= 24.7s\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear .............\n", - "[CV] C=198.700478181, gamma=0.528281974883, kernel=linear, total= 23.9s\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear .............\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear, total= 24.7s\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear .............\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear, total= 9.5min\n", - "[CV] C=288.426929959, gamma=0.1758083585, kernel=rbf .................\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear, total= 9.5min\n", - "[CV] C=288.426929959, gamma=0.1758083585, kernel=rbf .................\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear, total= 9.4min\n", - "[CV] C=288.426929959, gamma=0.1758083585, kernel=rbf .................\n", - "[CV] C=129.800060414, gamma=2.86213836765, kernel=linear, total= 5.9s\n", - "[CV] C=288.426929959, gamma=0.1758083585, kernel=rbf .................\n", - "[CV] .. 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total=10.5min\n", - "[CV] C=84789.8294774, gamma=0.31763590853, kernel=linear .............\n", - "[CV] C=84789.8294774, gamma=0.31763590853, kernel=linear, total=20.0min\n", - "[CV] C=84789.8294774, gamma=0.31763590853, kernel=linear, total=20.3min\n", - "[CV] C=84789.8294774, gamma=0.31763590853, kernel=linear, total=20.3min\n", - "[CV] C=84789.8294774, gamma=0.31763590853, kernel=linear, total=10.2min\n" + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726 ....\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257, total= 8.5s\n", + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726 ....\n", + "[CV] C=3582.0552780489566, kernel=linear, gamma=1.1891370222133257, total= 9.6s\n", + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726 ....\n", + "[CV] C=198.7004781812736, kernel=linear, gamma=0.5282819748826726, total= 7.5s\n", + "[CV] C=129.8000604143307, kernel=linear, gamma=2.8621383676481322 ....\n", + "[CV] 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kernel=linear, gamma=0.3504567255332862, total= 8.1s\n", + "[CV] C=6287.039489427172, kernel=linear, gamma=0.3504567255332862 ....\n", + "[CV] C=6287.039489427172, kernel=linear, gamma=0.3504567255332862, total= 9.0s\n", + "[CV] C=6287.039489427172, kernel=linear, gamma=0.3504567255332862 ....\n", + "[CV] C=6287.039489427172, kernel=linear, gamma=0.3504567255332862, total= 10.0s\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564 .......\n", + "[CV] C=288.4269299593897, kernel=rbf, gamma=0.17580835850006285, total= 15.0s\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564 .......\n", + "[CV] C=6287.039489427172, kernel=linear, gamma=0.3504567255332862, total= 8.1s\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564 .......\n", + "[CV] C=6287.039489427172, kernel=linear, gamma=0.3504567255332862, total= 8.5s\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564 .......\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564, total= 45.4s\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564 .......\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564, total= 47.5s\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577 ........\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564, total= 51.5s\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577 ........\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564, total= 50.1s\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577 ........\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577, total= 14.1s\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577 ........\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577, total= 13.4s\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577 ........\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577, total= 14.5s\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313 ......\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577, total= 13.0s\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313 ......\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313, total= 16.5s\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313 ......\n", + "[CV] C=61217.04421344494, kernel=rbf, gamma=1.6279689407405564, total= 47.1s\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313 ......\n", + "[CV] C=926.9787684096649, kernel=rbf, gamma=2.147979593060577, total= 14.4s\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313 ......\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313, total= 15.9s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841 ....\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313, total= 15.3s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841 ....\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313, total= 15.6s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841 ....\n", + "[CV] C=33946.157064934, kernel=linear, gamma=2.2642426492862313, total= 17.6s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841 ....\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841, total= 28.9s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841 ....\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841, total= 30.9s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841, total= 40.5s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841, total= 42.0s\n", + "[CV] C=84789.82947739525, kernel=linear, gamma=0.3176359085304841, total= 18.7s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "[Parallel(n_jobs=4)]: Done 250 out of 250 | elapsed: 425.3min finished\n" + "[Parallel(n_jobs=4)]: Done 250 out of 250 | elapsed: 25.0min finished\n" ] }, { @@ -6186,9 +6207,9 @@ " estimator=SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1, gamma='auto',\n", " kernel='rbf', max_iter=-1, shrinking=True, tol=0.001, verbose=False),\n", " fit_params=None, iid=True, n_iter=50, n_jobs=4,\n", - " param_distributions={'kernel': ['linear', 'rbf'], 'C': , 'gamma': },\n", + " param_distributions={'C': , 'kernel': ['linear', 'rbf'], 'gamma': },\n", " pre_dispatch='2*n_jobs', random_state=42, refit=True,\n", - " return_train_score=True, scoring='neg_mean_squared_error',\n", + " return_train_score='warn', scoring='neg_mean_squared_error',\n", " verbose=2)" ] }, @@ -6233,7 +6254,7 @@ { "data": { "text/plain": [ - "54767.990537044083" + "54767.99053704409" ] }, "execution_count": 112, @@ -6295,9 +6316,9 @@ "outputs": [ { "data": { - "image/png": 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Bh4GTJI2WtDupU/9y4C7g98DHJY2RdHLe7Pv57zXAKZL2lrQX8EngqsHmyczM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\n8zHUWuMAAAAASUVORK5CYII=\n", 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DMUmSpB4ZjEmSJPXIYEySJKlHBmOSJEk9MhiTJEnqkcGYJElSjwzGJEmSemQwJkmS1COvwC9JkpbUtN/+aJg9Y5IkST0yGJMkSerRnIKxJLsnOTnJ3UleOEv+QUm+l+TUgbQjklyXZFOSjUkOm0ueJEnSNJnrmLGXAAVcPZyR5MHAWcAHhtIuAI6tqquSHAlcmGR/YI9ReVX1k4XsjCRJ0nIzp56xqjq7qt4MbBtMT7IKOA84BdgykHUUcFNVXdWefxlwO/CMHeRJkiRNlYWOGTsNuKSqPjuUvhbYPJS2uaWPy9tOkg3tNObGLVu2DGdLkiQte/MOxpIcB6ypqnfMls1QLxpwT9veuLztVNW5VbWuqtatXr16vlWVJEnaZS3kOmNHAwcmmRlH9ijoBvMDFwHPHCq/BvgwsOeYPEmSpKky72Csqk4cXJ6ZSVlVpyZ5EHBmkoOr6ktJngQ8HriEbiLAqDxJkqSpsihX4K+qHyY5Hnh3kqI7Dbm+qn4AMC5PkiRpmuxUMFZVR47JO3Vo+VLg0BFlR+ZJkiRNE6/AL0mS1CODMUmSpB4ZjEmSJPVoUQbwS5IkTdp+r754u+VbTz+mp5pMlj1jkiRJPTIYkyRJ6tHUnKYc7tqEldO9KUmSli97xiRJknpkMCZJktSjqTlNKUmSlt5sw4S0PXvGJEmSemQwJkmS1CODMUlTK8mrkmxKck37f0pLf0KSK1val5IcO/CckXmSNB+OGZM0lZI8FXgFcEhVfTfJQ4HrklwLnAW8pqrOT3IgcGWSQ4BvAh+ZLa+qbutrXyQtb/aMSZpWW9r/h7T/e9O1iXcBewIfAqiqG4DLgecDh47Ju48kG5JsTLJxy5YtsxWRJIMxSdOpqm4ENgCfT3Iz8AW6nrJHArdUVQ0U3wysbX+j8mbbxrlVta6q1q1evXoxdkPSCmAwJmkqJXkscA7wrKp6LLAOeAOwP7BtqPg9dO1lxuRJ0rw4ZkzStHoucEVVbQSoqq8l+WvgmcCaobJrgOuA28bkSVpiK+VWh3P6NZdk9yQnJ7k7yQsH0l+a5IttTMSmJCcN5DkbSdKu7Gbg8CSPAEiyN3AU8FdAJTm6pa9t6R8BrhyTJ0nzMteesZcABVw9k5BkN+AxwFOq6o4k+wJfS3IhcDsjZhzhbCRJu4Cq+miSA4CPJ7kT2Au4mO7U5WeAs5K8vhU/oaq+CpDk+aPyJGk+5hSMVdXZAEmeM5C2DTh5oNh3ga3Abswy4yjJzIyjz43Je/sC90eS5qyqzgTOnCVrE/DUEc8ZmSdJ8zHJQadvBc6vqq8zfsbRnGcjOS1ckiStdBMJxpKcBuwLvGwmiQnMRnJauCRJWukWHIwlOQM4CDiuqra25FEzjm7bQZ4kSdJUmXcwlmRVknOARwPHDwRiMH7GkbORJEmSmoVcZ2w98FJgI3BFkpn011bVJ8bNOHI2kiRJUmengrGqOnLg8cfoxn+NKutsJEmSpB3wFh6SJEk9MhiTJEnqkcGYJElSjwzGJEmSemQwJkmS1CODMUmSpB4ZjEmSJPXIYEySJKlHBmOSJEk9MhiTJEnq0ULuTbns7ffqi++Tduvpx/RQE0mSNK3sGZMkSeqRwZgkSVKPpvo0pSRJmpzZhv9ox+wZkyRJ6pHBmCRJUo8MxiRJknpkMCZJktSjOQVjSXZPcnKSu5O8cCD9iCTXJdmUZGOSwxaaJ0mSNE3mOpvyJUABV88kJHkwcAFwbFVdleRI4MIk+wN7zCevqn4yof2SJElaFuYUjFXV2QBJnjOQfBRwU1Vd1cpcluR24BnAXvPMu2hwu0k2ABsA1qxZM++dlCRJ2lUtZMzYWmDzUNrmlj7fvO1U1blVta6q1q1evXoBVZUkSdo1LSQYC7BtKO2ets755kmSJE2VhQRAtwHD5w7XtPT55kmSJE2VhQRjFwKHJDkYIMmTgMcDlywgT5IkaarM+96UVfXDJMcD705SdKca11fVDwDmmydJkjRNdioYq6ojh5YvBQ4dUXZeeZK0lJK8EvjPwJ10Y1p/ha59egtdG7kVeFlVXd3KHzEqT5LmY949Y5K03CV5HXB/4Beq6p52/cQH4HUSJS0hg7Eh+7364u2Wbz39mJ5qImkxtcDrKLrrG16Z5C7gdGBvJnCdREmaKy8nIWlaPRE4CLitqp4MvAJ4P3AAE7hOInQXrm63fNu4ZcuWSdZd0gpiz5ikafUw4NaqOg+gqq5P8smWN5HrJFbVucC5AOvWrasJ1VvaZQyfTdL82DMmaVp9G/jRUNq9wG54nURJS8hgTNK0+gywNsnhAEkeBzwdr5MoaYl5mlLSVKqqrUnWA+9KsoquV+yEqvqi10mUtJQMxiRNraq6nm4g/3C610mUtGQ8TSlJktQjgzFJkqQeGYxJkiT1yGBMkiSpRwZjkiRJPTIYkyRJ6pHBmCRJUo8MxiRJknrkRV8lSdKKMXzz8ltPP6anmsydwdgOzHZH+uXwxkqSpOVhwacpk7wqyaYk17T/p7T0JyS5sqV9KcmxA88ZmSdJkjRNFtQzluSpwCuAQ6rqu0keClyX5FrgLOA1VXV+kgOBK5McAnwT+MhseVV128J2R5IkaXlZaM/Ylvb/Ie3/3m2ddwF7Ah8CqKobgMuB59PdYHdU3naSbEiyMcnGLVu2DGdLkiQtewsKxqrqRmAD8PkkNwNfoOspeyRwS1XVQPHNwNr2NypveP3nVtW6qlq3evXqhVRVkiRpl7SgYCzJY4FzgGdV1WOBdcAbgP2BbUPF72nby5g8SZKkqbLQAOi5wBVVtRGgqr4G/DXwTGDNUNk1wG3tb1SeJEnSVFloMHYzcHiSRwAk2Rs4CvgroJIc3dLXtvSPAFeOyZMkSZoqC5pNWVUfTXIA8PEkdwJ7ARfTnbr8DHBWkte34idU1VcBkjx/VJ4kSdI0WfBFX6vqTODMWbI2AU8d8ZyReZIkSdPEQfOSJEk9MhiTJEnqkcGYJElSjwzGJEmSerTgAfySJGnl2+/VF/ddhRXLnjFJkqQeGYxJkiT1yGBMkiSpRwZjkiRJPTIYkyRJ6pHBmCRJUo+8tMU8zDa999bTj+mhJpIkabmzZ0ySJKlHBmOSJEk9MhiTNPWSHJTke0lObctHJLkuyaYkG5McNlB2ZJ4kzYdjxiRNtSQPBs4CPjCwfAFwbFVdleRI4MIk+wN7jMqrqp/0sgOSlj17xiRNrSSrgPOAU4AtLfko4Kaqugqgqi4DbgeesYM8SZqXiQRjSV6Z5MtJPt+67feym1/SMnAacElVfXYgbS2weajc5pY+Lu8+kmxobdzGLVu2zFZEkhZ+mjLJ64D7A79QVfe0Lv4HYDe/pF1YkuOANVV1ynAWsG0o7R66H6/j8u6jqs4FzgVYt25dLbTOklamBQVjLfA6CrgIuDLJXcDpwN4MdeUnmenK32tM3kULqY8k7YSjgQOTXN2WH9X+7wtcOlR2DfBhYE/gmSPyJGleFtoz9kTgIOB/VNWTk/wi8CngDEZ35e81Jm87STYAGwDWrFmzwKpK0r+qqhMHl2dmUgJvATYnObiqvpTkScDjgUuAAs4ckSdJ87LQYOxhwK1VdR5AVV2f5JMtb8Hd/HbxS1pqVfXDJMcD705SdO3T+qr6AcC4PEmaj4UGY98GfjSUdi+wG13X/SC7+SXtsqrq1IHHlwKHjig3Mk9aSWa79d9ytBxuYbjQ2ZSfAdYmORwgyeOApwMXAockObilD3blj8uTJEmaKgvqGauqrUnWA+9q1+u5Fzihqr44bd38w5H3rhZ1S5KkXdOCL21RVdfTDeQfTrebX5IkaQe8Ar8kSVKPDMYkSZJ6ZDAmSZLUI4MxSZKkHhmMSZIk9chgTJIkqUcGY5IkST0yGJMkSerRgi/6KkmSlreVch/K5cqeMUmSpB4ZjEmSJPXIYEySJKlHjhlbJLOdf7/19GN6qIkkSdqV2TMmSZLUI4MxSZKkHhmMSZIk9chgTJIkqUcGY5IkST2aWDCW5KAk30tyals+Isl1STYl2ZjksIGyI/MkSZKmyUQubZHkwcBZwAcGli8Ajq2qq5IcCVyYZH9gj1F5VfWTSdRHkiRpuVhwz1iSVcB5wCnAlpZ8FHBTVV0FUFWXAbcDz9hBniRJ0lSZxGnK04BLquqzA2lrgc1D5Ta39HF520myoZ3G3Lhly5bhbEmSpGVvQcFYkuOANVX1juEsYNtQ2j1te+PytlNV51bVuqpat3r16oVUVZIkaZe00DFjRwMHJrm6LT+q/d8XuHSo7Brgw8CewDNH5K1ow7dI8vZIkiRpQcFYVZ04uDwzkxJ4C7A5ycFV9aUkTwIeD1wCFHDmiDxJkqSpsig3Cq+qHyY5Hnh3kqI7Dbm+qn4AMC5PkiRpmkw0GKuqUwceXwocOqLcyDxJkrR4hofMqH9egV+SJKlHBmOSJEk9MhiTJEnq0aIM4Jek5SDJS4GTgLvpbtV2TlWdneQJwDuBB9JdG/H3q+pj7Tkj86RdkWPEdn0GYz2a7QvitcekpZFkN+AxwFOq6o4k+wJfS3Ih8BHgNVV1fpIDgSuTHAJ8c1ReVd3W175IWt48TSlpKlXVtqo6uaruaEnfBbYCB9BdnPpDrdwNwOXA8+lmgY/Kk6R5sWdsF2NvmdSbtwLnA48EbqmqGsibuX/ud8bk3UeSDcAGgDVr1ixGnSWtAPaMSZp6SU6ju43by5jQvXXB++tKmhuDMUlTLckZwEHAcVW1FbiN7n65g9a09HF5kjQvBmOSplKSVUnOAR4NHN8CMYArgUpydCu3FjiKbuD+uDxJmhfHjEmaVuuBlwIbgSuSzKS/lm5A/llJXt/STqiqrwIkGZknSfNhMCZpKrVrg2VMkaeOeN6mUXmSNB+eppQkSeqRwZgkSVKPDMYkSZJ65JgxSZJWCO9DOTe72gXW7RmTJEnqkT1jy8BwBO/tkSRJWjkWHIwleSlwEnA3sAdwTlWdneQJwDuBB9JNH//9NpWccXnasV2te1WSJM3fgoKxJLsBjwGeUlV3JNkX+FqSC+muSP2aqjo/yYHAlUkOAb45Kq+qvKWIJEmaKgsaM1ZV26rq5Kq6oyV9F9gKHADsCXyolbsBuJzuqtaHjsmTJEmaKpMewP9W4HzgkcAtVVUDeZuBte1vVN52kmxIsjHJxi1btky4qpIkSf2bWDCW5DRgX+BldOPAtg0Vuadtb1zedqrq3KpaV1XrVq9ePamqSpIk7TImEowlOQM4CDiuqrYCtwFrhoqtaenj8iRJkqbKQgfwrwLOBh4CHF9V97SsK4FKcnRV/W2StcBRwB8Ct4zJkyRJc+RFXleGhV7aYj3wUmAjcEWSmfTX0g3IPyvJ61vaCVX1VYAkI/M0P16LTJKk5WlBwVi7NljGFHnqiOdtGpUnSZI0TbwdkiRJUo8MxiRJknrkvSlXKG+ZJEnS8mDPmCRJUo/sGZtyzsKUpOXBy1isXPaMSZIk9cieMW3HsWaSJC0tg7EpYhe3JC0PttfTxWBMkiRNvT7HUDtmTJIkqUf2jGmHnHEpSYvL05LTzZ4xSZKkHtkzpp02119w9qBJkrRjBmOSJC0iT0FqRwzGtGgcayZJ0o4ZjGnJeEFZSSudvWCaDwfwS5Ik9cieMfVqLr8iZ+s98xSopL7ZC6ZJ6S0YS3IE8JZWh63Ay6rq6r7qo12XDZ52NbZf08m2aLos5dCaXoKxJA8GLgCOraqrkhwJXJhk/6r6SR910vI230bSHjXtLNsvSZPWV8/YUcBNVXUVQFVdluR24BnART3VSVNoV/ylO98A0QkSS8b2ayfM5XO5mN/DuQxzkPrWVzC2Ftg8lLa5pf+LJBuADW3xjiQ37cQ29gG+M+8a7vpW+v7Byt/HWfcvb5zcBia5rnla6Hv4c5OqyATNqf2CBbdhi6nX79ZOfC4XXM8l/A4sp/bKus7TDj5Pw3Wdc/vVVzAWYNtQ2j0Mze6sqnOBc+e1gWRjVa2bX/V2fSt9/2Dl7+NK3z9Ysfs4p/YLFtaGLabl8r4sl3qCdV0s01LXvi5tcRuwZihtTUuXpF2Z7ZekieorGLsQOCTJwQBJngQ8Hrikp/pI0lzZfkmaqF5OU1bVD5McD7w7SdF18a+vqh9McDPplVeSAAAGiklEQVS73KmBCVvp+wcrfx9X+v7BCtzHJWq/FttyeV+WSz3Bui6WqahrqmqSFZEkSdJO8HZIkiRJPTIYkyRJ6pHBmCRJUo9WXDCW5Igk1yXZlGRjksP6rtMkJXlpki+2fduU5KS+67RYkhyU5HtJTu27LpOW5JVJvpzk8+293KvvOk1Skle1z+c17f8pfddpGiR5aJL3JqkkDx/K+60kN7bP3ceS/OyIdTwoyYeSfKWVf80i1/nPk1w98HdNmxgxW9lXJrl1qPzTFrN+Q9v/mST/NLT9M0aUXdLXcZbtPzDJG5PckORzra05YkTZ45LcPrRfL1rCuu7wuJ3OHyW5Kck/JPnLJD+1VHVsddjh8XdnPiPbqaoV8wc8GPgu8Mtt+UjgW8BefddtQvu3G3AG8NNteV/gTmDfvuu2SO/lZcBZwKl912fC+/Y64HTgfgP7uqrvek1w/54KfAP4mbb8UOBW4Fl9122l/wHvAJ4DFPDwgfQjga8Dq9vyqcDHRqzjPcD/aI9/GvgS8GtLuA/PB/5mRN4fA7/R4+v7OOCSOZbt+3VcR3f3h1Vt+Tjg5hFlXwq8pqfXdE7HbeDFwLXAnm35z4F3LGE953T83ZnPyODfSusZu88944CZe8Yte1W1rapOrqo7WtJ3ga10H5IVI8kq4DzgFGBLz9WZqHaT6aOAHwNXJvk0XSN0b781m6iZ9+wh7f/edL3w3+qnOtOjql5WVbPdH/MFwF9W1cx78zbg2UkeNFioffd+DXhLW98dwJ8B/2Hxar3d9gP8Id0PltnsA/y/rWfi8iQvWYp6DW3/kCRXtZ6mt8/Ww9j369i2ubGqzh1oW25n9OWs9gF+s+3TlUl+L8nuS1PTOR+3XwC8s6rubMtvY2lfz7kef+f0GRm20oKxOd8zboV4K3B+VX2974pM2Gl0vyw+23dFFsETgYOA26rqycArgPcn+fl+qzU5VXUj3S/yzye5GfgC8Iqq2tRvzabadm1jVX0f+CGw31C5nwX2Am4ZSFvKNvT5wD9W1TUj8l9eVYdUd8uZE4HfSfLyJaobwEbgkVX1y3Q9OFuBv2lB5KC+X8fttNN5bwf+YESRt1TV46rqUODX6QKkNy1R9eZ63B4utxl46PAPiiU06vg718/IdlZaMDbne8Ytd0lOo+smfVnfdZmkJMcBa6rqHX3XZZE8DLi1qs4DqKrrgU8Cz+61VhOU5LHAOXSnJR9Ld7rkDStt/OYyM9e2MXSnOO/dQbmJm0OvGFX1k4HHNwNvoAselkRV/XNVbWuP/wn4Pbq7LxwwVLS313FYkj2BvwY+XFXvm63M0Ov6DeC1LN3rujOfzW1DZZil3KIbd/zdic/IdlZakDIV94xrgwEPAo6rqq1912fCjgYOnBn4SPfr98Qk/7Pnek3Kt4EfDaXdy30bo+XsucAVVbURoKq+RncwWLIBwbqP7drGNmHkZ7hv27iF7iD3qIG0pWpDfxX4VlVdvRPP2Y37fp+WUuiOo8N16PN1/BdJHgj8DfCJqvrjnXjqUr6ucz1uD5dbA9wBLOmdL+Zx/B31GdnOSgvGVvQ945KsSnIO8Gjg+BUYiFFVJ1bVE6vqsKo6DHgX8K6qOr7vuk3IZ4C1SQ4HSPI44OnA3/daq8m6GTg8ySMAkuxNGxfSa62m23uB3xg4pfNbwJVVtaXNZPtEkt2q6m7ggy1/plflRODDi1m5Ub1ig3Vryy8ZeLyartfhPYtZt6H6PHfgcx3g9cBlVfWtXeF1HKrrQ+iOfR+pqjcN5T2ujQ17SFs+odVx5pTmqSzd6zrquP2pVsfHtHLvpfthvkdb/m3ggmqj5hfbqONvkt2SfDLJU9vyyM/IuPX3cm/KxVIr455x46ynm/WyEbhi4BT0a6vqE73VSnNWVVuTrAfe1Qb53gucUFW37OCpy0ZVfTTJAcDHk9xJN3bmYrpTl+pBVV2a5Czg00nuBr4JvLBlP5Ru7Nj96Hpo/xvwziTX0v2q/ysW/8B8HPDtWcaJDtftIOC6JHe1/D+pqvMXuW6DCrigDW6/F9gE/MaIuvbxOg56DfAE4D8kGRzovh54EPBzdN/N7wOPAK5KsnWgrju+HMMEjDput7r9XKsrwF/Qner7XJJ7gH9gaYfpjDr+ngbsT/f+w/jPyEjem1KSJKlHK+00pSRJ0rJiMCZJktQjgzFJkqQeGYxJkiT1yGBMkiSpRwZjkiRJPTIYkyRJ6pHBmCRJUo/+fzjvkGc12C03AAAAAElFTkSuQmCC\n", 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BfUjzzDYD64vp+XnPmJbQzDqOgzIz61qSxkmaAOwM7CxpgqRxwPXAAZIW5PSz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\nzMzMzKwEHJSZmZmZlcD/B9nYUTepRxtlAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -6455,8 +6476,8 @@ { "data": { "text/plain": [ - "array(['longitude', 'latitude', 'median_income', 'pop_per_hhold', 'INLAND'], \n", - " dtype='" + "" ] }, "metadata": {}, @@ -201,9 +204,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def plot_digit(data):\n", @@ -216,9 +217,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# EXTRA\n", @@ -252,9 +251,9 @@ }, { "data": { - "image/png": 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ao9eEJLVFilp44YWBkNR07NgxlbEpNdN7Tm099JlVU2gICVCc9riV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Rh2UdB3/csvvwBw+eWXA3DNNdcAcNhhh6XW1VXx/PPPn+QQa+X9998H0rfjxx57DIBx48alrdu0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\nwIUXXgjAp59+CsDgwYMryyYVw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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -292,9 +291,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = X[:60000], X[60000:], y[:60000], y[60000:]" @@ -303,9 +300,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -324,9 +319,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_train_5 = (y_train == 5)\n", @@ -338,14 +331,6 @@ "execution_count": 14, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ageron/.virtualenvs/ml/lib/python3.5/site-packages/sklearn/linear_model/stochastic_gradient.py:84: FutureWarning: max_iter and tol parameters have been added in in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n", - " \"and default tol will be 1e-3.\" % type(self), FutureWarning)\n" - ] - }, { "data": { "text/plain": [ @@ -364,7 +349,7 @@ "source": [ "from sklearn.linear_model import SGDClassifier\n", "\n", - "sgd_clf = SGDClassifier(random_state=42)\n", + "sgd_clf = SGDClassifier(max_iter=5, random_state=42)\n", "sgd_clf.fit(X_train, y_train_5)" ] }, @@ -376,7 +361,7 @@ { "data": { "text/plain": [ - "array([ True], dtype=bool)" + "array([ True])" ] }, "execution_count": 15, @@ -396,7 +381,7 @@ { "data": { "text/plain": [ - "array([ 0.9502 , 0.96565, 0.96495])" + "array([0.9502 , 0.96565, 0.96495])" ] }, "execution_count": 16, @@ -446,9 +431,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.base import BaseEstimator\n", @@ -467,7 +450,7 @@ { "data": { "text/plain": [ - "array([ 0.909 , 0.90715, 0.9128 ])" + "array([0.909 , 0.90715, 0.9128 ])" ] }, "execution_count": 19, @@ -483,9 +466,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import cross_val_predict\n", @@ -519,9 +500,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_train_perfect_predictions = y_train_5" @@ -556,7 +535,7 @@ { "data": { "text/plain": [ - "0.76871350203503808" + "0.7687135020350381" ] }, "execution_count": 24, @@ -598,7 +577,7 @@ { "data": { "text/plain": [ - "0.80132816823464303" + "0.801328168234643" ] }, "execution_count": 26, @@ -638,7 +617,7 @@ { "data": { "text/plain": [ - "0.78468208092485547" + "0.7846820809248555" ] }, "execution_count": 28, @@ -679,7 +658,7 @@ { "data": { "text/plain": [ - "array([ 161855.74572176])" + "array([161855.74572176])" ] }, "execution_count": 30, @@ -695,9 +674,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "threshold = 0\n", @@ -712,7 +689,7 @@ { "data": { "text/plain": [ - "array([ True], dtype=bool)" + "array([ True])" ] }, "execution_count": 32, @@ -732,7 +709,7 @@ { "data": { "text/plain": [ - "array([False], dtype=bool)" + "array([False])" ] }, "execution_count": 33, @@ -749,9 +726,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_scores = cross_val_predict(sgd_clf, X_train, y_train_5, cv=3,\n", @@ -773,7 +748,7 @@ { "data": { "text/plain": [ - "(60000, 2)" + "(60000,)" ] }, "execution_count": 35, @@ -788,9 +763,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# hack to work around issue #9589 introduced in Scikit-Learn 0.19.0\n", @@ -801,9 +774,7 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import precision_recall_curve\n", @@ -825,9 +796,9 @@ }, { "data": { - "image/png": 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MmDFordm+fXtK0dO+fXsuXLjA+++/n1LgvPHGG3h7e/PHH3/g6uoKQKtWrdK9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\nzBAlOSVemUyvTHZGdquzQ0EDnPS8SV5EREQ6hJm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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -836,9 +807,9 @@ ], "source": [ "def plot_precision_recall_vs_threshold(precisions, recalls, thresholds):\n", - " plt.plot(thresholds, precisions[:-1], \"b--\", label=\"Precision\", linewidth=2)\n", - " plt.plot(thresholds, recalls[:-1], \"g-\", label=\"Recall\", linewidth=2)\n", - " plt.xlabel(\"Threshold\", fontsize=16)\n", + " plt.plot(thresholds, precisions[:-1], \"b--\", label=\"정밀도\", linewidth=2)\n", + " plt.plot(thresholds, recalls[:-1], \"g-\", label=\"재현율\", linewidth=2)\n", + " plt.xlabel(\"임계값\", fontsize=16)\n", " plt.legend(loc=\"upper left\", fontsize=16)\n", " plt.ylim([0, 1])\n", "\n", @@ -872,9 +843,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_train_pred_90 = (y_scores > 70000)" @@ -888,7 +857,7 @@ { "data": { "text/plain": [ - "0.86592051164915484" + "0.8659205116491548" ] }, "execution_count": 41, @@ -908,7 +877,7 @@ { "data": { "text/plain": [ - "0.69931746910164172" + "0.6993174691016417" ] }, "execution_count": 42, @@ -934,9 +903,9 @@ }, { "data": { - "image/png": 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pXVG50iRJUk8NHFiaYRzgrLOKq6UIPuhPkqQG9c1vwmGH5fbFFxdaSs2tNuBE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\n3ll7AAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -946,8 +915,8 @@ "source": [ "def plot_precision_vs_recall(precisions, recalls):\n", " plt.plot(recalls, precisions, \"b-\", linewidth=2)\n", - " plt.xlabel(\"Recall\", fontsize=16)\n", - " plt.ylabel(\"Precision\", fontsize=16)\n", + " plt.xlabel(\"재현율\", fontsize=16)\n", + " plt.ylabel(\"정밀도\", fontsize=16)\n", " plt.axis([0, 1, 0, 1])\n", "\n", "plt.figure(figsize=(8, 6))\n", @@ -966,9 +935,7 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import roc_curve\n", @@ -990,9 +957,9 @@ }, { "data": { - "image/png": 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Zwt/+9jenIwWECk4d4PVasvIL+ejHXdzxzg9/eP34NvH85/K+tEqIdiCdiIjUVStWrOCi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\nW2ZWY3+r3N0JrTgDzawxhK4o4IJofbn+wFLgf9I+j5eB1lT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888/p0aNHyIz2q+AEuWeXbOIv89cf97EHrziX67s3C5n/M4qIyOlRWFjIvffey4wZM/jyyy9JS0ujZ8+eTseqUio4QSo7r5gb5nxJxvasY44/MbwjbeoncnbDmj98KCIip9/GjRsZPnw4a9euZcKECbRt29bpSNVCBSfIZOUV8fxnP/LU4h+OOf7mrT3o3Ex3P4mISOXNnTuXW2+9lZiYGN59910uv/xypyNVGxWcIHHoSBH/+HADr3657Zjjv7+0LbdeeKZDqUREJJRs2LCBLl268PLLL9OoUSOn41QrFZwgsHFvLgMeW3L087goN71b1+XOfq1p10gTh0VEpPJWr15Nfn4+vXr14oEHHji6QnGoU8Fx0A/7DnPxo58ec+z+wedwY68WDiUSEZFQ4fP5ePzxx5k8eTKdOnVi2bJlRESEz9t++PxJg0hWXhF/fOdb3svYdczxGaM6cWm7hg6lEhGRULF//37GjBnD/PnzueKKK5g9e3bY3XGrgnMa5RV5+Pi7fdz56tpjjr8xvgddtH2CiIhUgW3bttG9e3cOHTrEU089xW233RZ25QZUcE6bl1ds5b63vznm2J39WjGhf2si3S6HUomISKhp0qQJQ4cO5cYbbyQtLc3pOI5Rwalm+UVeLntiyTG7erdvlMwDvz5Ht32LiEiV2Lp1K7fffjv//Oc/adasGU888YTTkRynglON7nv7a15ecext3xunXkZUhEZsRESkarz55puMHTsWr9fL+vXradasmdORgoLeaatBocfLlLe+OqbcTOjXii1/+5XKjYiIVIn8/HzGjx/PNddcQ+vWrVm7di0DBw50OlbQ0AhOFXvkww3HrELcqFYs70/oRa24KAdTiYhIqJk6dSozZ85k0qRJTJ06lagovc+UpoJThfpN+4TN+48c/Xx83zO5d+BZuFzhN3tdRESqnrWWzMxMateuzeTJk+nfvz/9+vVzOlZQUsGpIi+v2Hq03DStHccn91yoYiMiIlUmKyuLcePGsW7dOlauXEliYqLKzQmo4FSBB99bx+zPfwQgKsLFknsvcjiRiIiEkmXLlnHdddexc+dOHnroIaKjo52OFPRUcE7RpY8vYf2eXAC6tqjNa+O6O5xIRERChc/n4+9//zv/93//R5MmTVi6dCndunVzOlaNoFt6KslaS79HPjlabnq0rMPrt/QIy9UiRUSkeng8Hv79738zZMgQ1q5dq3JzEjSCUwnWWi5/aimbD/jn3FxyTn2eu6GLw6lERCRULFy4kC5dulCrVi0WLVpEUlKSfoA+SRrBqYR/Lv6Bb3bmANC9ZW2evb6zw4lERCQUFBUVMWnSJC655BL+8pe/AJCcnKxyUwkawTlJ2w/l8ciCjQBc3akRj17b0eFEIiISCjZt2sR1113HypUrufXWW/nTn/7kdKQaTQXnJPyw7zAXP/opAInREfzjmvDdxExERKrOwoULufrqq3G73bz55ptcffXVTkeq8XSJ6iTc/85Pu4G/Oq47bq1zIyIiVeCcc87hoosuIj09XeWmiqjgVND/vtnDF5sOEuEyLJ/Sn3aNkp2OJCIiNVh6ejq33HILXq+XM844g3feeUcbZVYhFZwKmjhvLQCjujejQXKMw2lERKSmstYyffp0unXrxn//+1+2bdtW/hfJSVPBqYB3M3ZR6PEBMKRTY4fTiIhITXXw4EGuvPJKJkyYwCWXXEJ6ejotWrRwOlZI0iTjCnjwvXWAf2fw9o11aUpERE6etZYrrriCL7/8kscee4yJEyfq9u9qpIJTji82HeDA4UIA/jmyk8NpRESkpvF6vXi9XqKionj00Udxu9107qz106qbLlGdQHZeMSOeWwHAqO5N6diklsOJRESkJtmxYwf9+vVjypQpAHTt2lXl5jRRwTmB37zw5dGP7+zX2sEkIiJS07z77rukpaWxevVqOnbUorCnmwrOL1i9NZM127IAeHhIe+on6c4pEREpX0FBARMmTOCKK66gefPmrF27luuvv97pWGFHBecXDJ3xBQAXn12PYec3dTiNiIjUFD/++CPPP/88v/3tb/niiy9o3VpXAJygScbHseDbPfis/+M/DDrb2TAiIhL0rLV89tln9OnTh7PPPpvvv/+eRo0aOR0rrGkE5zgmzksHoOeZdWiZmuBwGhERCWY5OTmMGjWKvn378sEHHwCo3AQBjeCU8cO+XPKLvQAM76pLUyIi8stWrlzJddddx5YtW5g6dSoDBgxwOpIEaASnjBeXbQX8oze/TjvD4TQiIhKsnn76aXr27ElxcTGffvop9913H2632+lYEqCCU8qurPyjBeeOfq0cTiMiIsGsfv36/PrXvyY9PZ0LLrjA6ThShgpOKf/4cAMA9ZOi6dGyjsNpREQk2CxcuJBZs2YBMGTIEN544w1SUlIcTiXHo4ITsPXgEd5euxOA6dd10v4gIiJyVHFxMVOmTGHAgAE89dRTeDweAL1XBDEVnIC31vjLTcPkGLq2qO1wGhERCRZbtmyhT58+/O1vf+Omm25i6dKlREToHp1gp/9CAYvW7wPghh7NnQ0iIiJBIzMzk86dO+PxeJg3bx7Dhg1zOpJUkAoOsHn/Yb7emQ3A1Z20doGISLjzer243W5SUlJ4+OGH6d+/Py1atHA6lpwERy9RGWP6GmPWGGO+MsasMsZ0P8459Y0x/zbGrDXGfGmMWWqM6VWVOe56PQOANvUTtOeUiEiY++abbzjvvPNYvHgxAGPHjlW5qYEcKzjGmFrAW8Dt1toOwD3AO8aYuDKn/gU4AHSy1nYFHgVeq6oc1lrW784B4Dot7CciErastcycOZPzzz+fffv2Ya11OpKcAidHcAYCG6y1ywCstZ8Au4H+Zc7bCdQCogOfpwaOVYk12zIp9PgAuL57s6p6WhERqUEyMzMZOnQo48ePp0+fPmRkZNCvXz+nY8kpcLLgtAQ2lTm2KXC8tP8HHAb2GWO2AeOAXx/vCY0x4wKXulbt37+/QiE+2eA/7+yGSUS4dVOZiEg4eu2113jnnXf4+9//zgcffED9+vWdjiSnyMl3dAN4yxzz8PNMU4BGQBNrbVNgBvBfY8zP1sO21j5rre1ire2SmppaoRAffLMHgJt76/qqiEg48Xq9fPfddwDccsstZGRkMGnSJFwu/bAbCpz8r7gDKDvppWngeGkjgCestdkA1trn8BeetFMNsDengB/2HQagV+u6p/p0IiJSQ+zatYtLLrmEnj17sm/fPowxnHPOOU7HkirkZMF5B+hgjGkPYIzpCrQFFhljPjfGtA6ctxG42hjjCpzXB0gCtp1qgPcydgGQEhdJvUTdPSUiEg7ef/990tLSWLFiBdOmTaOiI/5Sszi2Do61NtsYMxSYbYyx+C9PDQLigGZAcuDU24DHgDXGmMLAsSHW2gOnmmHLwSMADO3S5FSfSkREgpzX62XSpEk89thjdOjQgXnz5nH22Wc7HUuqiaML/VlrFwPnH+ehxqXO2QNcVx2vv3zzIf+LpcRWx9OLiEgQcbvdHDhwgNtvv51HHnmEmBiN3IeysF7JuGT+zXlNtBOsiEioevnllznvvPM455xzmDNnDm73z+5RkRAUtlPFtx/KO/rxWQ0SHUwiIiLV4fDhw4wZM4ZRo0bx2GOPAajchJGwLThrtmUC/t3DoyLC9q9BRCQkrV27ls6dOzN37lzuv/9+nnnmGacjyWkWtpeolmz0z1G+oqM21xQRCSVLlizhkksuITU1lUWLFtG3b1+nI4kDwnboYmvgDqp2jZIcTiIiIlWhZO+obt26ceedd5Kenq5yE8bCsuBYa1m11X+JqkfLOg6nERGRU/XJJ5/Qq1cvsrKyiI6O5pFHHqFuXS3gGs7CsuBs3Ou/e6pWXCR1EqLLOVtERIKVx+Ph/vvvp1+/fhw4cIB9+/Y5HUmCRFjOwdm4NxeA2vFRDicREZHK2rZtGyNHjmTp0qWMGTOG6dOnk5CQ4HQsCRJhWXCWbPTvIH7x2dotVkSkprrrrrtIT0/npZdeYuTIkU7HkSATlgXnSJEH8F+iEhGRmqOgoIDDhw9Tt25dpk+fTl5eHq1atXI6lgShsCw4JXNwzm9e2+EkIiJSUd999x3Dhw+nXr16LFiwgDPOOMPpSBLEwm6S8ZFCz9EtGtpqBWMRkaBnrWXWrFl06dKFXbt2cdddd2GMcTqWBLmwKzjp27MAaFk3nsQYXaISEQlmOTk5jBgxgrFjx9K9e3cyMjIYNGiQ07GkBgi7gvN94A6qxrXjHE4iIiLl8Xq9fPnllzz00EO6LCUnJezm4Hy83r9GQr1ErX8jIhKMfD4f//rXvxg5ciQpKSl8++23xMTEOB1LapiwG8FZ+oN/D6rL0/RTgIhIsNm7dy+XXXYZN954I6+++iqAyo1USlgVnEKPl8BWJaQ1TnY2jIiIHGPBggWkpaWxZMkSZsyYwQ033OB0JKnBwqrg7MzMP/pxrTitYiwiEiymT5/OwIEDqVu3LitXruSWW27RnVJySsKq4Hy7KweAtCa1HE4iIiKlXXTRRdx+++18+eWXtGvXzuk4EgLCquCsDuwg7tIPBSIijnvttde48847AWjXrh1PPfUUcXG6w1WqRlgVnI/X7wW0grGIiJOOHDnC2LFjGT58OKtWreLIkSNOR5IQFFYFZ/sh/xycDppgLCLiiK+++oouXbowe/ZspkyZwpIlS4iPj3c6loSgsFkHx+ezGAPWahdxEREnFBQUMHDgQAA++ugj+vfv73AiCWVhU3ByCoqxFuKj3MREup2OIyISNrKzs0lKSiImJoZ58+Zx9tlnU69ePadjSYgLm0tUWXnFAKTE6/ZwEZHTZenSpbRv354nn3wSgL59+6rcyGkRNgVnb04BgDbYFBE5DbxeL3/+85/p27cvUVFRXHDBBU5HkjATNpeofth/GIDcgmKHk4iIhLadO3cyatQoPvnkE0aMGMEzzzxDUlKS07EkzIRNwdlywH8b4pmpCQ4nEREJbevXr2f16tXMmTOH0aNHa0VicUT4FJyDeQC0qqeCIyJS1QoLC1m0aBGXXXYZ/fv3Z8uWLdSurTXHxDlhMwcnIdrf5eolRjucREQktGzcuJEePXowePBgfvjhBwCVG3Fc2BSc3AIPAE1raxlwEZGq8uKLL9KpUye2bt3K22+/TatWrZyOJAKEUcHZetA/B0e3iYuIVI2xY8cyevRoOnfuTEZGBr/+9a+djiRyVPgUnEP+OTjJsbpNXESkKrRv354HHniARYsW0bhxY6fjiBwjbCYZJ8dGsj+3kJQ4jeCIiFSGtZbHH3+c5s2bc9VVVzFx4kSnI4n8orAZwTlS6J+DEx+tbRpERE7W/v37GTx4MHfffTfvvPOO03FEyhUWBSenoJi8Ii8xka6jd1OJiEjFLF68mLS0NBYuXMj06dOZM2eO05FEyhUW7/Y7M/MBaFQrVgtOiYichPT0dPr370+bNm2YP38+HTt2dDqSSIWExQjOrix/wWmQHONwEhGRmqGwsBCAtLQ0nn32WVavXq1yIzVKWBSczfsDt4hrgrGISLneeustzjzzTNatW4cxhrFjxxIfH+90LJGTEhYFJ7/YC4BLl6dERH5Rfn4+t956K0OGDKFhw4bExGjUW2qusCg4h44UAdChcbLDSUREgtO3335L165dmTFjBpMmTeLzzz+nZcuWTscSqbSwmGScsSMLgHjdQSUiclwvvPAC+/bt43//+x8DBw50Oo7IKQuLEZwDh/2T5dwuXaISESmRlZXFt99+C8DUqVPJyMhQuZGQERYFp3a8fwfxM5JjHU4iIhIcli9fznnnnceVV16Jx+MhOjqaBg0aOB1LpMqERcHJzvPPwdFt4iIS7nw+H3/729/o1asXAHPnziUiQpfvJfSExf+rs/OLAUiJ00abIhK+srOzueaaa1i4cCFDhw7l2WefpVatWk7HEqkWIV9wrLVk5vkLjiYZi0g4S0hIIDo6mmeffZaxY8dqZXcJaSH/jn84sMkmQHREWFyRExE5qqioiIceeojx48fTsGFD3nvvPRUbCQsh/46fFRi9SY6N1D9qEQkrmzdvplevXjz44IO89dZbAPo+KGEj5Edw9uQUAFDk8TmcRETk9Hn31+b0AAAgAElEQVT11Ve55ZZbcLvdvPHGGwwZMsTpSCKnVciP4JTsJJ4cqwnGIhIeZsyYwYgRI2jfvj3p6ekqNxKWQn4E52Bgm4Y2DRIdTiIiUr18Ph8ul4thw4aRlZXFPffco1vAJWyF/AjOvlz/JaoOjbQPlYiEJmstTz31FH379qWoqIiUlBQmT56sciNhLeQLzvZDeQDUTYhyOImISNU7ePAgV111FXfeeSfJycnk5eU5HUkkKIR8wSks9k8u9lmHg4iIVLElS5bQsWNH5s+fz2OPPcZ7772nhftEAsJm/LJuYrTTEUREqozP5+POO+8kNjaW5cuX06lTJ6cjiQSVkC84JZOMG2ofKhEJATt27KBWrVokJCTw9ttvk5qaSmKibqIQKSvkL1Glb88CdJu4iNR87777Lmlpafzud78DoGXLlio3Ir8g5AtOnXj/5GLtQyUiNVVBQQETJkzgiiuuoFmzZkcLjoj8spMuOMaY2caYGnHPtbX26CUq7SQuIjXRDz/8QI8ePZg+fToTJ05k2bJltGnTxulYIkGvMsMao4H/A7KrOEuVK/L+tD1DXJRGcESk5omIiCA3N5f33nuPwYMHOx1HpMYo913fGDMAaAfMsNbmAabUYzeWOf1/wDxrbZ8qTVlJBUX+gpMUo3IjIjVHTk4Os2fPZuLEiTRv3pz169dr0T6Rk3TCfzHGmD7AB/hLTSdgVOChklVlngcKAx9HAmcBF1R9zMrJKfDvJO7VIjgiUkOsWrWK4cOH8+OPP9KzZ0+6du2qciNSCeXNwRkP/BdoDgw0xpSsIDXLGPMW/qJzJtCEn0Z2TNkncUp+sReAQu0kLiJBzufzMW3aNHr27ElRURGffvopXbt2dTqWSI1VXsE5H3jOWrsN+AQ4L3A8Av+ITQn7Cx+fkDGmrzFmjTHmK2PMKmNM9184r64x5g1jzDfGmNXGmL9W5Pmz8vwjOGc3TKpoJBERR9x0003cc889DB48mPT0dHr16uV0JJEarbxxz0bAlsDH24H6+AvMKGvtPmNMpYdGAqNBbwGDrbXLjDEXAu8YY1oE5vqUnBeNfxRpkrX2s8CxOhV5jaLAyM2urPzKxhQROS1GjRpF165dGT9+PMYEzUC4SI1V3ghOJFBSNgqo2pWPBwIbrLXLAKy1nwC7gf5lzrsBWA5MCIzyzOXY0aNfVBC4RHXOGRrBEZHgUlxczB/+8AceeOABAPr378+tt96qciNSRcorOIeBkjVvEvip7LiMMe5TfO2WwKYyxzYFjpfWB3/pmQR0BbYCLx/vCY0x4wIlaNX+/fvZFthJPFF3UYlIENmyZQt9+vThr3/9K3v27MFa3QghUtXKKzg/AJ0DH7fHXy4MsBMo4ufzbU7mX6kBvGWOeY6TqR7wgrV2i7XWBzwMXGSMSSj7hNbaZ621Xay1XVJTU4mJ9HewvTmFZU8VEXHEv//9bzp27Mi6deuYN28eM2bM0KiNSDUor+AsBP5gjPk9cC7wVeD474CbjnP+xSfx2juApmWONQ0cL20fkFPqc1+pXyd04LC/2LRvVCMWXhaRELdt2zZGjhzJWWedxdq1axk2bJjTkURCVnkF5zH8810eAv5orS0OHH/dWvsCx94SboAZJ/Ha7wAdjDHtAYwxXYG2wCJjzOfGmNaB894CxhljSnaU+y2wqPRE5F9yKLBNg0/DvyLioD179gDQtGlTPv74Y5YuXUrLlmWvxotIVTphwbHW7gNaA02stTNLDpc6JdFau8taexBIDPyq0Ixea202MBSYbYz5EngcGATEAc0IzP2x1r4NvA6sNMasxX/r+piKvEbJ+jexkac6XUhE5ORZa5k5cyYtW7bknXfeAaB3795ERmpvPJHqVu7sW2ttAf67m0qYUo8dOd7HFWWtXYy/sJTVuMx5/wD+cbLPvzvbf3t4amL0yX6piMgpycrK4uabb+aNN95gwIABdO9+3GW+RKSanPRu4sDlwIGqDlId4qLcgd91F5WInD7Lli2jY8eO/Oc//+Hhhx/mgw8+oH79+k7HEgkrJ/3Ob619vzqCVIfsfP+UoYa1YhxOIiLhZOPGjbhcLpYuXUq3bt2cjiMSlsrbbHNRZZ7UWtuvcnGq1uECDwC1YnW9W0Sq165du0hPT2fQoEHccMMNDB06lLi4OKdjiYSt8kZwtp6WFNXkcKG/4CRE6xKViFSf+fPnM3r0aMC/iF98fLzKjYjDTvjOb639zekKUh1KCk68Co6IVIOioiKmTJnCo48+SocOHZg3bx7x8fFOxxIRqnZvqaCTV+RfKLlksrGISFUpKCigd+/erFq1ittvv51HHnmEmBjN9xMJFuXNwUkFzq7A86yw1gbdfgi5gTk4MVoHR0SqWExMDIMGDeK+++7jyiuvdDqOiJRR3gjOAGBuqc8tx65eXHKsNbC5CnOdstKLF0dHVOZueBGRYx0+fJiJEydy88030717d/70pz85HUlEfkF57/xvAU0Cv5riLze9gIaBX034eeEJCjaw4HJclFsb2YnIKUtPT6dz587MmTOHlStXOh1HRMpR3iTjfPw7hwOUFIUD1tq9gc+D9tqPLzCCE6XRGxE5BdZapk+fzqRJk6hbty6LFi3iwgsvdDqWiJQjZN/9beAalderjTZFpPLmzZvHxIkTGTBgABkZGSo3IjVEZe6iqhGNoWQOTm7gVnERkZORm5tLYmIi1157LS6Xi2uvvVaXu0VqkBOO4BhjrjTGbCv5FTi8yBiz2RizGfieIC08JaFapmpNChGpOI/Hw/3330+bNm3YvXs3brebYcOGqdyI1DDljeBsBv5Vgec5VAVZqlTJJaood8hehRORKrZ9+3ZGjBjB0qVLGT16NImJiU5HEpFKKm+S8VfAV6cpS5UquUQV4dZPXSJSvv/85z/ceOONFBcXM3fuXEaNGuV0JBE5BSG7krE30HBKVjMWETmRuXPn0rJlS1599VVat27tdBwROUUhW3BKFHt9TkcQkSD13XffER0dTcuWLZkzZw4xMTFERUU5HUtEqkDITlApuUTVom6Cs0FEJOhYa5k9ezZdunThjjvuACApKUnlRiSEhHDB0SRjEfm57OxsRowYwU033UT37t15/vnnnY4kItUgZC9RFQUuTbk0x1hEAr7//nsuvfRStm7dykMPPcTvf/973O6gXZBdRE5BebuJ/8iJ17lZDozBvyHnr4APgVGBLR4c5TYGL7D/cNBtci4iDmnUqBFnnXUWc+fOpWfPnk7HEZFqVN71mxfwr4PzPtAs8HHpXx8CfwQuBp4EegP3V1PWk1IytfichkmO5hARZ+3du5fx48dz+PBh4uLimD9/vsqNSBgobx2cPwEYY84Cbiv5vDRjzBbgD9bamYERn/uBKdWQ9aSUzMGJ1BwckbD10Ucfcf3115Odnc2wYcO46KKLnI4kIqfJybz7H53NYoy5wxhztjGmFtAU+CDw0IfAGcaYlCrMWCmewHbi2k1cJPwUFxczefJkBgwYQJ06dVi5cqXKjUiYqei7/z5gEoAxpjMwDegF1MY/R2dP4Lw9+IuQ4wXn6GabBcXOBhGR027ixIk8/PDDjBs3jpUrV9KuXTunI4nIaVahu6istZnANGNMG+Bd4D/W2ueMMc0Cp0QBRYHfARxfPrjk7qnEmEhng4jIaVNcXExkZCSTJk2iX79+XHPNNU5HEhGHlLebeJoxppnxux5YAXwCXB84ZQ/+EZyWgc9b4J/fu6fsc51uJSM4teO1cJdIqMvLy+Pmm29myJAhWGtp0aKFyo1ImCvvEtVa/DuK5+O/o2qWtXaktbYIwFpbCKwGfhM4/wZgbeC4o3xokrFIOPj666/p0qULs2bNol27dvh82p5FRMq/RNUNSADaA0OA3xpj4oHfliox/wBeN8ZcArQFRlRX2JNRUOQjCojSbuIiIclay4wZM7jrrrtISUlhwYIFXHzxxU7HEpEgccLhDWvtSmvtYmvtk9bavsBg4CrgI2NMbOCcN4BRwBpgtLX29eoOXREld08dOqJJxiKhKCsriwcffJCLLrqIjIwMlRsROcZJbdVgrf2fMaYPsBSYDVwXOP4K8ErVx6s8G7hE1Sgl1uEkIlKV1qxZQ4cOHUhJSWHZsmU0bdoUl0uXokXkWCf9XcFauxH/ZajWxpjoqo9URQKTjCO0GZVISPB6vUydOpWuXbvyxBNPANC8eXOVGxE5rnJHcAIjNl9aawsCl6XOt9YuNMb0sNYG7fWfkg203Co4IjXerl27GDVqFIsXL2bEiBHcfPPNTkcSkSBXkR99FuNfrZjA74sBgrncwE+3iWsER6Rm+/jjj0lLS2PFihXMmTOHl156iaQk7TEnIidWkTk4hhPvKE5gwb94a+26KklVJfyRNYIjUrMlJSXRokULXnzxRdq2bet0HBGpIcpb6K9kQYlvjTFFwNf+w8Yb+DXeGDMb/1o5XxtjFhtj4qo5c4XkFfkXU47QbeIiNc7GjRuZNm0aAOeffz4rVqxQuRGRk1LeCM6NnHj05mz8d1LdDmQCTwIPAvdUSbpTEBPpBqDIo0W/RGqSF198kdtuu43o6Giuv/566tWrhzH6QUVETs4JC4619oUTPW6MWQw8bq2dEfg8FniYICg4JXNwasVpqwaRmiA3N5fbbruNl156iT59+vDyyy9Tr149p2OJSA1V4fsrjTH1Shb3K6UD8FGpzxcAdY0xjn9XKlkHR5OMRYKfz+ejb9++vPLKKzzwwAMsWrSIxo0bOx1LRGqwitwmfhXwONAY8Bpj3gLutNbuB5KA/aVO349/UnIisK/q41ZcyQiOJhmLBC8b+IfqcrmYMmUK9evXp0+fPg6nEpFQUN4k40vxr1D8EjAAGA+cD/zPGBMBHAbqlPqSOvjn7ByplrSVEKFFwESC0v79+7n88suZPXs2AEOHDlW5EZEqU967/9+A/2etvc9a+7G1djZwMdAOuBb4Friw1PkXAtnW2j3VkPWkHF0HR3dRiQSdxYsXk5aWxkcffYTH43E6joiEoPIKTlvg49IHrLU/4r8tvA3wKv4dxq80xvTFX4heq46gJ0tzcESCj8fj4Y9//CP9+/cnKSmJFStWcMsttzgdS0RCUHkFZxtwXukDxpgU/Csa7wBmAl8AbwGLgCzgvqqPefJKRnBKdhUXEed9/vnnTJ06lTFjxrB69Wo6duzodCQRCVHlTTL+GzAtsODfJ0Aj/LeB7wVetdZ6gEHGmM5ADLDcWuutxrwVVrJ4j0vrZ4g4btOmTZx55pn07duXVatW0blzZ6cjiUiIO+HwRmDOzV+B6cD3wKf4S9Fga+2RUuetttZ+HizlpjSXLlGJOCY/P5/bbruNtm3bsnbtWgCVGxE5Lcq9Tdxa+3djzDPAuUCWtXZ99cc6dSW3n7o1giPiiHXr1jF8+HC+/vprJk2axLnnnut0JBEJIxXZbBNrbS6wvJqzVAvdJS5y+s2aNYs777yThIQEPvjgAy699FKnI4lImAnZt/+SOTgawRE5/Xbt2sUFF1xARkaGyo2IOCJkCw5ayVjktFq+fDmLFi0C4A9/+AMffvghDRs2dDiViISrkyo4xu8vgVvFg1rJCI52IRapXj6fj4cffpjevXszZcoUrLW43W5cuj4sIg462e9ALuD3QNAXHF/JJGON4IhUmz179nDppZcyefJkrrrqKj788EP9UCEiQeGEk4yNMdeWOVRSiAYZY35xM01r7eunGqyqaA6OSPXYtm0b559/Pjk5OcycOZObb75Z5UZEgkZ5d1HN+4XjT57gaywQNAUnUntRiVSLJk2aMHr0aEaPHq1bwEUk6JS30J/rRL+A4UCDMsfdpyd6xegSlUjV2bx5M5dccgmbNm3CGMPf//53lRsRCUqVngVojLkDeBG4qOriVC1jNMlYpKrMmzePjh07smrVKn788Uen44iInFB5c3CaAv8E9gHf4d9YMwGYArQHRlpr36zukJWlncRFTt2RI0eYMGECs2fPpmfPnrzyyis0a9bM6VgiIidU3ghOJPAr/PNqLgXmA/8DOgEXB3O5AW20KVIVHn74YebMmcN9993Hp59+qnIjIjVCRbZqsMDN1lprjIkArgBuBL4I7FH1oLU2uzpDVpbm34hUjrWWAwcOkJqayuTJk7nkkkvo3bu307FERCqsvBGcImBzySfWWk9g1ObXwN3AAGCVMaZt9UWsPN0iLnLyDh06xFVXXUXv3r3Jy8sjLi5O5UZEapzyCo4H+ACYYoy5yhiTaozpDCwB7sd/+epL/KM5CdUb9eS5NIIjclI+++wz0tLSmD9/PrfccguxsbFORxIRqZTyCk48cAf+kZoZwB78hcYC7ay126y1I4HrrLWHqzVpJWTnFzsdQaRG8Hq9PPjgg1x44YXExMSwbNky7rrrLt2FKCI1VnkFxwLWWnuhtbY+/snFzwPnA9ONMcn4T/iwemNWTkyk9sIRqQifz8f8+fMZMWIEa9asoXPnzk5HEhE5JRVpAMYY4wKw1mZYa28BugHtgCXGmKDdLrhBUozTEUSC2vz58zl48CCRkZEsXLiQuXPnkpiY6HQsEZFTVl7B2QK0sNb6Sh+01qYDvYFs4LzKvrgxpq8xZo0x5itjzCpjTPdyzv9/xphiY0zzijx/VIRGcESOp6CggAkTJvCrX/2Kv/71rwAkJATdNDoRkUo74W3i1lovsPUXHssxxlwUOOekGWNqAW8Bg621y4wxFwLvGGNaWGvzjnP+5UBDYGdFXyOvqFLRRELahg0bGD58OOnp6UycOJGHHnrI6UgiIlWuvJWM7y/vCQKTEHOstY8HRlbetdZ2qMBrDwQ2WGuXAVhrPzHG7Ab6A++VeY2zgN8Cg4ANFXhuAAqKVXBESluwYAFXX301MTExvPfeewwePNjpSCIi1aK8hf5+U8Hn2QU8DkQDFd15ryWwqcyxTYHjRxljkoBZ+LeFKDzRXR3GmHHAOICoBq1oVie+glFEwkNaWhqDBg3iscceo1GjRk7HERGpNuVdompRja9tgLJDLB5KzQsy/jbzL+DP1trjXiorzVr7LPAsQHTD1lbL4IjAqlWrmD59OrNmzaJ+/fq8/vrrTkcSEal2lZqFa4y5xBgz4BRfewfQtMyxpoHjJRKBjsCfjDHLjTHL8c/DedsYM6YCOU8xokjN5fP5mDZtGj179mTx4sVs377d6UgiIqfNSRecwNo3zwE3neJrvwN0MMa0DzxvV6AtsMgY87kxprW1Nsda28Ja273kF7AbuMpa+0J5L6ARHAlX+/bt41e/+hX33HMPgwcPJj09nRYtqnNAVkQkuJQ3yfgQ8AXworX29cBmm6/hv7x0y6m8sLU22xgzFJhtjLH4L08NAuKAZkDyqTw/aLNNCV9Dhgxh5cqVPP3004wfP16jmSISdsqbZJyMf1RlnjHmj8ABoAXQz1qbdaovbq1djH9V5LIan+Brmlf0+V36pi5hpLi4GJ/PR3R0NE8++SRut5sOHSpyQ6OISOgp7xKVD//t3OcDWUAf4Alrbdm7n4KSfmqVcLFlyxb69u3L7373OwDOO+88lRsRCWsVmYMTZa1djb/cTAf+aoy5uORBY4zLGLPdGLMNWFxNOStFV6gkHLzxxht07NiRb775hl69ejkdR0QkKJR3iQr8822w1lrgt8aYWOAtY0wna+0P+DfknBX4Pai4NYIjISw/P5+77rqLmTNn0rVrV1599VVatmxZ/heKiISBihScsu4AuuIfzbksUHweqMpQVUWXqCSUbd++nZdffpl7772XP//5z0RFRTkdSUQkaJRXcP4FZJY+YK0tNsbcAiw3xgyy1s6vtnSnSJeoJNRYa1m4cCEXX3wxbdq04YcffqB+/fpOxxIRCTonnINjrR1rrd19nONf4r9NfGF1BasK3+877HQEkSqTlZXFtddey4ABA5g/3/9zhcqNiMjxVeYSFQDW2ueqMkh1OOeMJKcjiFSJL774ghEjRrBz504efvhhLrvsMqcjiYgEtUpt1VBT6AqVhIInn3ySPn364HK5WLp0Kffeey8uV0j/0xUROWUh/V1SC/1JKGjRogVDhw5l7dq1dOvWzek4IiI1QogXHKcTiFTOBx98wNNPPw3A5Zdfzquvvkpy8invXiIiEjZCuuDoNnGpaYqKivjd737HoEGDmD17Nh6Px+lIIiI1UogXHKcTiFTcDz/8wAUXXMCjjz7K7bffztKlS4mIqPR9ACIiYS2kv3tqDo7UFJmZmZx//vkYY3jrrbe46qqrnI4kIlKjhXTBUb2RYOfxeIiIiCAlJYUnn3ySvn370rRpU6djiYjUeCF9iUojOBLM0tPTad++PQsWLADg+uuvV7kREakioV1wQvpPJzWVtZbp06fTrVs3cnJyiI6OdjqSiEjICelLVLpIJcHm4MGD3Hjjjbz77rsMHjyYOXPmULduXadjiYiEnJAe49A6OBJs3n77bf73v//x+OOP8+6776rciIhUk5AewdEcHAkGHo+HdevW0aFDB2666Sb69u1L69atnY4lIhLSQnoER/1GnLZ9+3b69etHr1692LdvH8YYlRsRkdMgpAuORnDESe+88w5paWmsXbuWp59+mnr16jkdSUQkbIR0wRFxgs/n48477+TKK6+kZcuWrFmzhlGjRjkdS0QkrIR0wdl+KM/pCBKGXC4XBQUF3H333XzxxRe6JCUi4oCQnmTcun6i0xEkTFhreeGFF+jUqRNpaWnMnDkTlxZiEhFxTEh/B9Zt4nI65OTkMHLkSG688Ub++c9/AqjciIg4LKRHcDTJWKrbypUrGT58OFu3bmXq1KlMnjzZ6UgiIkKIFxz1G6lOS5YsoX///pxxxhksWbKEnj17Oh1JREQCQnoc3ajhSDWw1gLQo0cP7r33XtLT01VuRESCTEgXHM3Bkar20Ucf0bVrVw4ePEhkZCQPPfQQKSkpTscSEZEyQrzgqOFI1SguLmby5MkMHDiQvLw8Dh065HQkERE5gZCeg6MRHKkKP/74I9dddx0rVqxg3LhxPPbYY8TFxTkdS0RETiCkC47m4EhVuPfee1m/fj2vv/46Q4cOdTqOiIhUQIgXHKcTSE2Vl5dHbm4u9evX56mnniI/P5/mzZs7HUtERCpIc3BEyvj666/p0qULw4YNw1pL/fr1VW5ERGqYEC84TieQmsRayzPPPEPXrl3JzMzk//7v/3SZU0SkhgrpgmPQm5NUTFZWFtdccw233XYbF154IRkZGVx88cVOxxIRkUoK7YKjfiMV5HK5WLduHY888gjvv/8+9erVczqSiIicgpCeZFzstU5HkCDm9Xp57rnnGDNmDElJSWRkZBAVFeV0LBERqQIhXXDyi71OR5AgtWvXLkaNGsXixYuJiYlhzJgxKjciIiEkpC9RpSZGOx1BgtD7779PWloaK1asYPbs2YwePdrpSCIiUsVCuuBoCo6U9cQTTzB48GAaNWrE6tWr+c1vfqM7pUREQlBIFxytgyNlDRw4kLvvvpvly5fTtm1bp+OIiEg1CfGC43QCCQZz585l3LhxWGtp27Yt06ZNIyYmxulYIiJSjUK84KjhhLPc3FxuuOEGbrjhBjZs2EBeXp7TkURE5DQJ6YKjfhO+1qxZQ+fOnXn55Zd54IEHWLRoEfHx8U7HEhGR0ySkbxPX5NHwVFBQwODBg3G5XCxevJg+ffo4HUlERE6zkC44moMTXjIzM0lOTiYmJoY333yTNm3aUKdOHadjiYiIA0L6EpXm4ISPTz75hHbt2jFt2jQAevTooXIjIhLGQrrgqN+EPo/Hw/3330+/fv1ITEzkkksucTqSiIgEgZC+RKU5OKFt27ZtjBw5kqVLlzJmzBimT59OQkKC07FERCQIhHTB0Ryc0LZ161a++eYbXnrpJUaOHOl0HBERCSIhXnDUcEJNfn4+H374IVdeeSW9e/dm69atJCUlOR1LRESCTEjPwdEITmhZt24d3bp1Y8iQIXz//fcAKjciInJcIV1w3K6Q/uOFDWstzz//PF26dGHPnj3897//pXXr1k7HEhGRIBbSDcAd0n+68PGb3/yGm2++mZ49e5KRkcFll13mdCQREQlyIT0Hx6BrVKGge/funHXWWfz+97/HpVE5ERGpgJAuOFIz+Xw+/vGPf9C8eXOGDRvG+PHjnY4kIiI1TGj/OKwBnBpnz549XHrppUyePJkFCxY4HUdERGqokC446jc1y4IFC0hLS+Ozzz5j5syZPP/8805HEhGRGiqkL1FpJeOa46uvvmLgwIGce+65LFq0iHPPPdfpSCIiUoNpBEcclZ+fD0CHDh2YO3cuK1euVLkREZFTFtoFRw0nqM2bN4/mzZuTkZEBwKhRo4iNjXU4lYiIhIKQLjgSnI4cOcJNN93EddddR6tWrahVq5bTkUREJMSEdMHROjjBJyMjgy5dujBnzhzuu+8+Pv30U5o1a+Z0LBERCTGOTjI2xvQFHgvkKALusNYuL3NOfeBBoA+QCxQCt1lrvy7/+as8spyi1157jezsbBYuXEi/fv2cjiMiIiHKWGudeWFjagGbgMHW2mXGmAuB14AW1tq8UuddBsRaa98KfP47YKC1dsCJnj+6YWu7+LNl9GxVt9r+DFIxhw4dYvv27aSlpVFcXExWVhapqalOxxIRkSBnjFltre1Sma91cgRnILDBWrsMwFr7iTFmN9AfeK/kJGvtB2W+bjcVza0RHMd99tlnjBw5ksjISDZs2EBkZKTKjYiIVDsn5+C0xD+CU9qmwPHjKnW56k+/8Pg4Y8wqY8yqKkspleL1ennwwQe58MILiY6O5vXXXyciIqSXXRIRkSDi5DuOAbxljnn4hdJljKkDzAcesNZ+erxzrLXPAs+C/xKVJhk7Izs7myuuuIJPP/2UUaNG8fTTT5OYmOh0LBERCSNOjuDsAJqWOdY0cPwYxpiGwMfANGvtSxV9ASGDYuIAABSQSURBVE0ydkZiYiJ16tThX//6F3PnzlW5ERGR087JgvMO0MEY0x7AGNMVaAssMsZ8boxpHTjeDH+5+bO19pWTeQH1m9OnsLCQyZMns2PHDlwuF2+++SY33HCD07FERCRMOXaJylqbbYwZCsw2xlj8l6cGAXFAMyA5cOo0oD4wyRgzKXCs0Frbt7zX0F5Up8fGjRsZPnw4a9eupVmzZtx6661ORxIRkTDn6KxPa+1i4PzjPNS41DnXVPb51W+q34svvshtt91GTEwM7777LpdffrnTkUREREJ7JWOpXjNmzGD06NF06dKFjP/f3r2HV1WdeRz/volAQJSbDlUMUAexIjWIQI0IlOk4lspQSo2A1HkwU/CCSsGiLR0t1megVuUythXUKdCCWESpVUbxKRQNYkBQpKgDtaNcpEWr3FQSCXnnj71jT48kOQnnZCf7/D7Psx9z1r69x2WyX9dae61XX1VyIyIijUas39tVA05mHD16lNzcXEaPHs3hw4e56aabyM3NjTosERGRT8W6BUddVOlVWVnJzJkzKSwspKysjDZt2jBp0iQlNyIi0ujEOsFRG076vPvuuwwdOpSbb76ZTp06UV5eHnVIIiIi1Yp1gqMWnPRYtWoVBQUFrF69mp/97Gc8/vjjtGnTpvYTRUREIqIxOFKjyspKpkyZQtu2bVm5ciXnnXde1CGJiIjUKtYJjtTfjh07aNeuHSeffDK/+c1v6NChAyeeeGLUYYmIiKQk5l1UasOpj2XLllFQUMDkyZMB6Ny5s5IbERFpUuKd4EQdQBNz+PBhrr32WoqKijj77LOZOnVq1CGJiIjUS7wTHGU4Kdu2bRt9+/Zl3rx53HLLLZSUlHDmmWdGHZaIiEi9xHoMjqkNJ2WtWrWisrKSZ555hksvvTTqcERERI5LrFtwpGb79+/nxz/+MZWVleTn57N161YlNyIiEguxTnDURVW9F198kV69enHbbbexceNGAHJyYv2fg4iIZBE90bJMZWUlM2bMYMCAAeTk5LB27Vr69esXdVgiIiJpFesxOJXuUYfQ6BQXF7Nw4UJGjhzJvHnzNCOxiIjEUqwTnBPU5fIpd8fMKC4uZsCAARQXF2ueIBERia1YJzjNcvUA/+STT5g6dSrNmjVjxowZDBw4kIEDB0YdloiISEbFuokj21so3nzzTfr378+9997LoUOHcHXZiYhIloh1C05uTvYmOA8//DDXXnstubm5PPbYY4wYMSLqkERERBpMrBOcbM1vdu3aRXFxMX369GHx4sV06dIl6pBEREQaVMwTnOzKcHbt2kV+fj75+fmsWbOGPn36cMIJsa5iERGRY4r5GJyoI2gY7s59991Ht27dWLZsGQAXXnihkhsREclasX4CZkMLzvvvv09xcTG//e1vueyyyxg0aFDUIYmIiEQu1i04cR9kXFJSQq9evXj66aeZNWsWTz75JKeeemrUYYmIiEQu1i04cW/A2b17Ny1btqS0tJTevXtHHY6IiEijYXGdG6XFaWf5O3/cyimtW0QdSlrt2rWLTZs2MXz4cADKysrIy8uLOCoREZH0M7NN7t6nPufGuosqbmNwnnjiCXr16sW4ceP48MMPAZTciIiIHEPME5yoI0iPsrIybrzxRoYPH07Xrl1Zt24drVu3jjosERGRRivWY3DiMMi4vLycwsJCNm/ezKRJk5gxYwYtWsSr201ERCTdYt2CE4e1qFq0aEFRURFPPfUUM2fOVHIjIiKSglgnOE3VwYMHueqqqygpKQFg6tSpXHbZZRFHJSIi0nTEOsFpiu03L730Eueffz5Llixhy5YtUYcjIiLSJMU7wWlCGU5lZSX33HMPF110ERUVFTz33HNMmDAh6rBERESapFgnOE3J0qVLmTJlCsOGDWPz5s30798/6pBERESarFi/RWVNoJNq3759tGvXjiuuuIK8vDy+/vWvx2JwtIiISJRi3YLTmPOEI0eO8L3vfY/u3buze/ducnJyGD58uJIbERGRNIh1C05j9dZbb3HllVdSWlrK+PHjad++fdQhiYiIxIoSnAa2dOlSxo0bh5mxdOlSioqKog5JREQkdmKd4DTG3p7ly5fTo0cPlixZQteuXaMOR0REJJbineA0kkHGW7dupXnz5nTv3p0HH3yQFi1a0KxZs6jDEhERia1YDzKOmrszd+5c+vbty8SJEwFo3bq1khsREZEMi3WCE2UX1b59+ygqKuK6665j0KBBLFiwILpgREREskzMu6iisX37di655BL27NnD3XffzeTJk8nJiXUuKSIi0qjEO8GJqAmnc+fO9O7dm0cffZR+/fpFEoOIiEg2U7NCmuzZs4err76agwcPkpeXx/Lly5XciIiIRCTWCU5Dtd+sWLGCgoICli5dyqZNmxroriIiIlKdeCc4Gc5wysvLmTRpEkOHDuX0009n48aNDB48OLM3FRERkVrFOsHJtEmTJjF79mxuuOEG1q9fzznnnBN1SCIiIgKYu0cdQ0a0OO0sL//zHzNy7bKyMvLy8ti1axevvPIKw4YNy8h9REREspmZbXL3PvU5N9ZvUaXboUOHmDBhAu+99x4rVqwgPz+f/Pz8qMMSERGRJOqiStHLL7/MBRdcwOLFi/nSl75EXFu+RERE4kAJTi3cnTlz5lBYWMjHH3/M6tWrmTZtGrm5uVGHJiIiItXQGJxa7N+/n549e9K7d2/mz59Phw4d0hCdiIiI1EZjcDJg/fr19O7dm7Zt21JaWkqnTp0imxlZRERE6kZdVEkqKiq4/fbbKSwsZNasWQCcccYZSm5ERESakNi24NQnHdm5cydjxoxh7dq1jB07luuvvz7tcYmIiEjmxTbBqauVK1cyevRojhw5wqJFixgzZkzUIYmIiEg9KcEJdezYkR49erBgwQK6desWdTgiIiJyHLJ6DM7rr7/O9OnTAejVqxclJSVKbkRERGIgKxMcd+ehhx6iT58+zJ49m7179wJoILGIiEhMZF2Cc+DAAUaNGsW4ceO46KKLePXVV+nYsWPUYYmIiEgaZdUYnMrKSgYNGsTWrVuZPn06t956Kzk5WZfjiYiIxF58E5yE3qbKykrMjJycHKZNm0bHjh0pLCyMLjYRERHJqNg2X1iY4ezdu5chQ4Ywd+5cAIYPH67kRkREJOYiTXDMbJCZvWxmW8xso5ldeIxjzMzuNLNtZva6mS0ysxNTuf6zzz5LQUEBzz//PM2bN0//FxAREZFGKbLFNs2sLfAnYKi7v2hmXwZ+DXze3T9OOG4scCNwsbsfNrP5wEfufkNN1z+hdXs/+tE+zj33XB555BF69uyZse8iIiIi6Xc8i21G2YJzKbDN3V8EcPc1wJ+BryQdNxKY5+6Hw89zgNG1XfzoR/u45ppr2LBhg5IbERGRLBNlC873gR7uflVC2WPA8+4+J6FsG3C9u68KP58EHATauvuBpGuOB8aHH3sCWzP7LaQOTgH+GnUQAqguGhvVR+Oi+mhcznb3k+pzYpRvURlwNKmsgs+2KiUfVxH+8zOtT+7+APAAgJltrG+zlqSf6qPxUF00LqqPxkX10biY2cb6nhtlF9VuoHNSWeewvKbjOgMfAvszF5qIiIg0ZVEmOE8A55nZFwHMrB/wBWC1mb1gZmeFx/0K+LaZVb0GdSPwuEfVtyYiIiKNXmRdVO5+wMyKgF+YmRN0PX0NaAV0AdqEh/4S6AZsMLMK4HWgxjeoQg+kP2o5DqqPxkN10bioPhoX1UfjUu/6iGyQsYiIiEimxHYmYxEREcleSnBEREQkdpTgiIiISOw06QQn02tZSepSrIuOZjbPzN4wsw1mVlL1Fp2kVyr1kXT8D83siJl1bZgIs0uq9WFmp5jZMjPbamabzGxGQ8eaDerw9+pRM3sl/Hu11swujiLeODOzZmb23fDvz6hqjqnfc9zdm+QGtAXeBwrDz18G9gKtko4bC2wCWoaf5wM/jTr+OG11qIshwIiEzzcDz0Ydf9y2VOsj4fh/BeYCbwNdo44/blsdfj9aAKXAgISyDlHHH7etDvXx38D9/O1lnBHAO1HHH7cNuD58FpQAo6o5pl7P8abcgpPRtaykTlKqC3d/2t0fTyj6M9HOph1Xqf5uYGZnA98BJjZkgFkm1fr4N4IE56awVeFXQLOGDDRLpFof7xAkQy3Cz6eGZZJG7v5zd7+Xz65skKhez/GmnOCcSbAaeaI/heU1HfcnoL2ZtUHSJdW6+JSZdQR+BNyRwbiyVUr1YWYnE/xfarG7lzdQbNko1d+PgQQP2SlAP2AHsDjj0WWfVOvjhwSz5r9rZjsJ1jkclvnw5Bjq9RxvyglO2teyknpLtS6Cg806AP8DTHP35zIcWzaqtT7MzICFwJ3uvqMBY8tGqf5+/AOwwN3fdvdK4C5gsJm1boAYs0mq9fF9oBOQ7+6dCbpxnzKz3MyHKEnq9Rxvyg95rWXVeKRaF5jZacAq4F53X9QAsWWjVOrjJKAXcIeZlZpZKXAasNzMxjZIlNkj1d+Pd4GDCZ8rEzZJn1Tr40pgjrsfAHD3BwkSnoKMRyjJ6vUcb8oJjtayajxSqgsz60KQ3Nzp7g9HFm381Vof7n7Q3T/v7hdWbQTjEL7h7guiCz2WUv1b9Tgw3sxOCj9/B1jt7h83eMTxlmp9bAdGmFlOeNxA4GRgZwQxZxUz65CO53iTHeDpmV/LSlJUh7q4F+gITDGzKWFZubsPauiY46wO9SENINX6cPflZtYNeMnMDhOMwRkbTdTxVYffj+uBWcDLZlY1Ru2b7v7Xho45C6XlOa61qERERCR2mnIXlYiIiMgxKcERERGR2FGCIyIiIrGjBEdERERiRwmOiIiIxI4SHBEREYkdJTgikhHhchAiIpFQgiMimFkXM+uWtJ1lZueYWbOE4942s2kJn28xs4pjbA5cl3DcAjNbU0sMxWb2RzMrN7MtZjYkaf/Y8LrVnd/PzNzMzj/Gvmlm9nYN5xaY2TeSylqZ2bfChWFr/B5m1tHMZoSrgO8P/x0cNrM3zWyJmWkyS5EG1mRnMhaRtHqOYObQKk6wBlIuwfT0R6o57xcEC6dWqQBGEazEvC7Vm5vZLcAPgFuAlwlW1V5uZmPc/bGkY6uSnMHuviZhV9WilPVZZ66IYNbg5Qll7QmmiB8M7K0h9pbARoLFAGeEPx8gmI21KzAO+L2Zfc3dn6lHbCJSD0pwRATgHwlW7AVwdz9qZrcCE939UHUnhdPWfzp1fbjS8uXAOnffnMqNzexkYFp4rwfD4pfC8tlmlrjmzFGgZ/hz8ppAPQkSsZ3hddsTrNANcEoqsdRTO4JFGH/g7vOS9m0xs83A0DA+JTgiDUQJjojg7kePUfxlgpadurgHOBe4sA7nnAu0BH6fVL4a+D7B+mV/qSp09/+t5jrfBJoB3wIWAsXA3Qn7d9QhppS5+x4zmwDcaWZfBf4AHALygHyCFqBHgLmZuL+IHJvG4IjIZ5hZJ4JuoqV1OOcGghWwHehTh9tVdSl1SirvTNBi83ctSGb2hXBrlVD2VWAAweKIc8zsC+5+j7ubuxtwRwpxdArH8HjYDbYr1S/g7vcDpwM3EyRqrwMbgJ8DZ7n7aHf/MNXricjxUwuOiBzL7cBu4M2aBvYCmFlzYDbBoOLZwHpgkZm1BaZ7LSv6uvsbZrYRuCscp/KBmX0e+A9gubt/lHB4LvBG+PNgYI2ZdSdosXnI3Seb2eeA1WY2zN031uE77yFI6qqcApTU8L2HAk+mcuGkF8oWuvvYOsQlIvWgBEdE/o6ZXUIwMHYksA04J2H3qoTjjKBb6A7gLOA77j4n3NcCeAD4JzO7PIXbjgVWALvNbCdwJkEryI3JB4YtMlUx/DOwBNgOTAyLryYYHLzOzL7r7v+Vwv0BjiR2f4WJUk1+R9AFVaUImAmcQdDyRBjHUeDbCcclJmwikiFKcETkU2Z2AUG31EJ3fzQsTnzoJ75N1Z9gbMkLwCh3/0PVDndfaGavASPdfV9tU+K4+2tm9kVgNEGCsB34tbtX9/ZWVcvRXQRdQle7++HwWuVmNhIYD6xN7ZvXnbuXEbRyVcWzL/xxr7tXhGXlQIW77z7GJUQkg5TgiAgAZnYF8BCwhiA5qJG7rzWzM909+W2mqv0bCV6ZTom7HzKz+cA1BN1dPzWz1sBBYAtB19eEhOM/MbOLqxKbhO+RB3yOoIXlg7D4baC0thjMLPFvYm4qcYcxJo4TOpKc0IXdfOPc/aFUrikix0+DjEWynJnlm9ljBK0x84Bv1NRykqi65MbMfmJm7yYUvQZsSuGSTwDTCbrCRgAXAFcQJDcTgX5J9/80uTGzy81sA0EX0FvAm8AHZraDoAttbC337kLwmnnVlmqry0cEXVU1beUpXktE0kQtOCJyECgDBrj7C8d7sXDm4xHAh2bWzN2PuPvdKZzXBxgCXJ48uR/wu3Am4p+b2R3u/lbSuVcCi4H7CFqf/g/4hKAlZwjwnwRJzhXV3H4msKCafe/UFLe7u5mV1XSMiDQ8JTgiWc7dDwBj0nGtcODxbIJxNB8AvzCzf3f3T1I4PS/85wfV7K8qP/EY+4YAb7j7TUnlbwP3m1ln/jYI+TPc/YMa7lujsIvqvfqcKyKZowRHRNLCzM4jmFhvAMEbWNsJuprWmdkUd0+eyC9ZKcFYm4XhLMprgPeBU4FLgJ8AJe6+9RjnrgTGmNk9wC8JuqiqWnD+heAtpmeP6wvW7jqCcT/VOVzDPhFJMyU4InJcwkUx7yaYkfg5oK+7vxbuKyDoNlplZtuAu9x9wbGu4+4VZvYVgu6k+4E2Cbv/CiwCbqvm3EVmVgFMASbzt2UnIJjfZj6pTfZ3PO6vZf8LwMUZjkFEQlbLHFwiIjUys5MIZvBd4e4vVXPM2QRrVC1y91qXTAi7uk4j6I465O5/qeWUxHNbErTc5AL73P39VM8VkfhQgiMiIiKxo9fERUREJHaU4IiIiEjsKMERERGR2FGCIyIiIrGjBEdERERiRwmOiIiIxI4SHBEREYmd/wcrVsh/yJFg9wAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1004,8 +971,8 @@ " plt.plot(fpr, tpr, linewidth=2, label=label)\n", " plt.plot([0, 1], [0, 1], 'k--')\n", " plt.axis([0, 1, 0, 1])\n", - " plt.xlabel('False Positive Rate', fontsize=16)\n", - " plt.ylabel('True Positive Rate', fontsize=16)\n", + " plt.xlabel('거짓 양성 비율', fontsize=16)\n", + " plt.ylabel('진짜 양성 비율', fontsize=16)\n", "\n", "plt.figure(figsize=(8, 6))\n", "plot_roc_curve(fpr, tpr)\n", @@ -1021,7 +988,7 @@ { "data": { "text/plain": [ - "0.96244965559671547" + "0.9624496555967155" ] }, "execution_count": 46, @@ -1038,9 +1005,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", @@ -1052,9 +1017,7 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_scores_forest = y_probas_forest[:, 1] # score = proba of positive class\n", @@ -1075,9 +1038,9 @@ }, { "data": { - "image/png": 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q1SpuglBIFjhh51ngxMfDkiWQmOgGF4uIiGSkX79+jBkzhgEDBrBs2TJq1qzp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\nx9EERymllFKOowmOUkoppRzn/wMIdzaC2cBshwAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1087,7 +1050,7 @@ "source": [ "plt.figure(figsize=(8, 6))\n", "plt.plot(fpr, tpr, \"b:\", linewidth=2, label=\"SGD\")\n", - "plot_roc_curve(fpr_forest, tpr_forest, \"Random Forest\")\n", + "plot_roc_curve(fpr_forest, tpr_forest, \"랜덤 포레스트\")\n", "plt.legend(loc=\"lower right\", fontsize=16)\n", "save_fig(\"roc_curve_comparison_plot\")\n", "plt.show()" @@ -1101,7 +1064,7 @@ { "data": { "text/plain": [ - "0.99312433660038291" + "0.9931243366003829" ] }, "execution_count": 50, @@ -1121,7 +1084,7 @@ { "data": { "text/plain": [ - "0.98529734474434938" + "0.9852973447443494" ] }, "execution_count": 51, @@ -1142,7 +1105,7 @@ { "data": { "text/plain": [ - "0.82826046854823832" + "0.8282604685482383" ] }, "execution_count": 52, @@ -1169,7 +1132,7 @@ { "data": { "text/plain": [ - "array([ 5.])" + "array([5.])" ] }, "execution_count": 53, @@ -1234,7 +1197,7 @@ { "data": { "text/plain": [ - "array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9.])" + "array([0., 1., 2., 3., 4., 5., 6., 7., 8., 9.])" ] }, "execution_count": 56, @@ -1271,18 +1234,10 @@ "execution_count": 58, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ageron/.virtualenvs/ml/lib/python3.5/site-packages/sklearn/linear_model/stochastic_gradient.py:84: FutureWarning: max_iter and tol parameters have been added in in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n", - " \"and default tol will be 1e-3.\" % type(self), FutureWarning)\n" - ] - }, { "data": { "text/plain": [ - "array([ 5.])" + "array([5.])" ] }, "execution_count": 58, @@ -1292,7 +1247,7 @@ ], "source": [ "from sklearn.multiclass import OneVsOneClassifier\n", - "ovo_clf = OneVsOneClassifier(SGDClassifier(random_state=42))\n", + "ovo_clf = OneVsOneClassifier(SGDClassifier(max_iter=5, random_state=42))\n", "ovo_clf.fit(X_train, y_train)\n", "ovo_clf.predict([some_digit])" ] @@ -1325,7 +1280,7 @@ { "data": { "text/plain": [ - "array([ 5.])" + "array([5.])" ] }, "execution_count": 60, @@ -1346,7 +1301,7 @@ { "data": { "text/plain": [ - "array([[ 0.1, 0. , 0. , 0.1, 0. , 0.8, 0. , 0. , 0. , 0. ]])" + "array([[0.1, 0. , 0. , 0.1, 0. , 0.8, 0. , 0. , 0. , 0. ]])" ] }, "execution_count": 61, @@ -1366,7 +1321,7 @@ { "data": { "text/plain": [ - "array([ 0.84063187, 0.84899245, 0.86652998])" + "array([0.84063187, 0.84899245, 0.86652998])" ] }, "execution_count": 62, @@ -1386,7 +1341,7 @@ { "data": { "text/plain": [ - "array([ 0.91011798, 0.90874544, 0.906636 ])" + "array([0.91011798, 0.90874544, 0.906636 ])" ] }, "execution_count": 63, @@ -1435,9 +1390,7 @@ { "cell_type": "code", "execution_count": 65, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def plot_confusion_matrix(matrix):\n", @@ -1451,7 +1404,9 @@ { "cell_type": "code", "execution_count": 66, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -1462,9 +1417,9 @@ }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1480,9 +1435,7 @@ { "cell_type": "code", "execution_count": 67, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "row_sums = conf_mx.sum(axis=1, keepdims=True)\n", @@ -1503,9 +1456,9 @@ }, { "data": { - "image/png": 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RoShZsiTff/89ELqOTKJQKYzLL78c8MJafhRKP+GEE1xITGEwpbwnG/v37wdw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\nWLlyJQAff/wxALNmzYro8U8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n5fg5wxFsbs6NaK4+1Jwtc7M8bopCrFq1KhqKT0SY4mMY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4Z0vP7ou+7evTsA7733XpYaNoqDBw+mufusWLEinTt3BsKTySBf1Ny5c51PIVCdSeu+QJKSkgCv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\nlOoupWr79u1s27YtJmPR+1599dUsXrw46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yz2g3o5Tlw6VsZhcV0QsuuV+0aNGIlBq1Q9EOTZ2TIZAiDF6BtSyQsoqPihqGKiqn9GXtgHMqL7/8crrUdrVWePfdd5NayVLavhJIZs6c6TyguQGV4dA5rKKOsVB8IkU+oIYNGwIBlVr+nyhgio9hGIZhGIaflClg6CcbO9ekombNmjzyyCNAoNgVeArDwYMHY5qWGW/k+5HSk6yccMIJgFeELF6/QUYFzXbu3OlaEoRKsVd3dqX++pUeoTYGRub44osveP755xM9jJgjf4wfeXy2b9+eZbXzl19+Abz5Wv61YsWKZbvFxIEDBwD4559/AE8pDfYq5XTU5khZXIlqzRGORHznKbfw+emnn1zdjNyAQita+EycOBEIXMCKFSuWsHFllkhDVnpcJF3e482rr77K22+/DUCTJk0Az3SeKHbt2uVM+xUqVHC3AUyaNMmFRkMtnG6++WaAsP2CcjMHDx4EYM2aNW4hG8k55a9Qm1F9rWLFiiUsfT27aKHzww8/ADB27Nh0j9FxlZ0Qr2oCqZaWKu6feOKJnHTSSYCXdKDQzciRI9OFdmXs1XOWLVvmzlN1bNe8Ei55ISehHmRvvPEG4IVVq1WrlrAxCfUWSyS5RxIwDMMwDMM4DCmn+DzzzDNuxytUdCsZeeWVV1xV0ZIlS6a7Pzhsp15Rse7QG9yPK6ud1fU6fgUnknBWLCo2Zxb13Xn11VcB6N27N8cccwzghY7iRbjfW1V158yZA3g7LqW8h+LGG290PcniXVE4WdDve9ppp1GmTBkAmjZtCnjnWZ06dVyKuvq6aXcdqtKxOlS3atUqqfrrBSMlRAXw9uzZ4z7PmjVrgNCVvFU1uWXLltkeg8yvKhGhBI6//vrLhfSlOo0ZMybD11ExT3HEEUe4ELTmEf0uuYFff/3VGbSl8LRu3TqRQwJgwIABgGfmlxqu+TOemOJjGIZhGEbKkOvT2WViU1ns7t27u51Lq1atAC+VMTgVOJEojl61alWXchlc2nvfvn1uV6T+J+pZo916tMmoD1edOnXCqj7BHh4VuvIrPZG0rEgUKnZZt25dZ/Z99tlnAW8HDF4xOv0O8ULnsXryqOWGdsmHQ+Xx1bNrxIgR5M2bN1rDy5Hp7PpOn3rqKZ5++uk098ksWqBAAWfOVK8rf+8lqWUq6Kb2JjLBJxsqsKfCfvIrhevVBZ7So1YMVapUidqYFi5cCHjKwLx581wBQJVhUMq83yirMckUrTm1bt26TrmTkpfTCr76CdXxvUWLFoBXwDBavdO2bt3qvk91Xj/99NMzfLzmxo4dOzqvocbywgsvAGSqH1kEWDq7YRiGYRiGn1yv+Khpp0rw+3cuq1evBkJ7ZxKNGrj179/fZdWoiZ12i/3793fNAMXcuXMBuPjii2MyruBCgtHicIpRolCWXPPmzYGA3yU4/VKx6ieeeMKpc4kuJdCoUSPAU6oyQtlKUgj1OaNMjlR8xJo1a1xBvkhKYWhOHTNmjFMUkiGbJhKUhi4Pk451/7yp412qZrNmzVzGYKy9hcEoa04KnDK/wMtiTOYCipEiZUsZa7/99ptrzKo2FFJon3zyyXRNlqPFe++95zyY8+bNA9JGStavXw94TWMVGdi8ebNrxqo2S5deemkshpi63dn37dvnZD+FJXSCHDp0yMmcmuwLFiwYjbeNKuqyfdddd7mK0n4JPRiltb/55ptA7Ds9ZxTyyizJWoFZyKSscgHgfbfqedWuXTsguvJ+dpH83b17dzcJaaEvypYt60o7SL6OETl64QNeyEf9qrp27ZruMUq/rl69OhBYRMa6YnesUBhXm60uXbq4lHH130rGeTPZUWdypZlfdtlllChRAgiEkSDtZkXzuRYUej541ZgVRr3zzjsB3OvFglatWrkO76ryrs0TeLWXVA9Mx0inTp2c+BDjEh8W6jIMwzAMw/CTKxWf5cuXZ1h0rVGjRq5Tck5I0126dKkzrMoYKcWnUqVKTul5/PHHAVw6dbzIrPITXIE50rT04IKF8Upnlzyrnjddu3alQ4cOANE0/+Z2crziYxjRQCUPpKSNGzcurJIvG4Z6Mip8d/755yek39aiRYtc2HbPnj3p7td41W1dITeFfOOAKT6GYRiGYRh+cqXis3nzZpeO+eOPPwKewpDTOyEbRg7EFB/DMOKBKT6GYRiGYRh+cqXiYxhGUmGKj2EY8cAUH8MwDMMwDD+28DEMwzAMI2WwhY9hGIZhGCmDLXwMwzAMw0gZbOFjGIZhGEbKYAsfwzAMwzBSBlv4GIZhGIaRMuRL9ACM1GTIkCGA15/mpZdeYtmyZQB89tlnANSuXTsxgzMMwzByLab4GIZhGIaRMpjik4OYP38+AA0aNABg48aNGT72wgsvpE+fPgAJ6eKbET179gS83mn+jsT693PPPQfA//73PyDwWYzM0bVrVwD69OmTrvtz0aJFAbj++utd9/maNWsCcOqpp8Z7qDmaXr160bt3bwCKFSuW5r5zzjmHsmXLAvDUU08BcMwxx8R3gP/PH3/8waZNm9LcNnHiRACntE6aNCndsXL33XcD0KRJE6666qp4DTcl2bx5MwCff/45ANOmTeP9998H4OSTTwZg5MiRAO68zSksXryY559/PuR98+bNc53er7/+esA77k477bSYjMcUH8MwDMMwUoZc2atr7ty5rF69Os1ta9asAWDcuHF88803AJQuXRqAd999F4BLLrkkGm8fVdavX8+zzz4LwBtvvAHA33//HdFzL7/8cgA+/vjj2AwuCzzyyCNAeo+PHx2TJ510EgBTp06Ni+rzzz//AKTZGe/duxfwdlp+NmzYAMB7770HQLVq1bjxxhsBaNeuXUzHmhETJkwAoGnTpkDg+w3exfv/r39LrRg2bBjg7byiRK7t1XX88cdTp04dAB544AEAjj32WABmzZpFly5dAPj2228BqFq1ajTe9rBIDb7jjjsA+OGHH9xxndHxULFiRaf8SQ3SXJMnTx5uueUWAMaMGROPj5Ap1q5dC8Do0aPdbVOmTAFw8728g/q9koVZs2YBcN111wGwY8eODB/bokULAF5//fWYjysa6NraqlUrdu7cCXiqZ8GCBdM9/t9//wW8a/PPP/+c2be0Xl2GYRiGYRh+coXHRztueUO0wj8cUoXmzp0LJFbx2b9/PwC//fYbgIt53nzzzfz4448hn5M/f34efPBBAIoXLw7Ayy+/DMBPP/3kPt+2bdsAKFy4cIxGHxu02xw5cmRcFJ8ePXoAMHTo0Ew9Tzvnb7/9lu3btwPQsmVLIHHfuV/JveCCC0I+ZsWKFW53qe/63nvvBQJen4yeZ3g89thjPP744yHvO/roo53ic8QR8d1j1qpVC/COzZ49e1KhQgXA83OFY/jw4Wn+/+ijj7r5VceF1Nt489prr/H9998D8NZbbwFw4MABAP777790j9d3II/SBx98kDS+x82bN/Poo48CntJTvnx5IKAgFipUCIAnnngC8FT/hx56iPPPPz/ew800UnxOPPFE+vXrB0C9evWAgMIYTKtWrYDAbxRLcsXCp0OHDgDpwlvgSWalSpUC0i6KqlWrBuAOvEQyatQoAO67777DPlaGr8aNGzNgwAAgEBID6Nu3r3ucPnsyLXgGDx4MeKEUSep+gk1wX331VUzH9OmnnwIwYsQId9uRRx4JpA/FlS1blvr16wPw119/ATB27Fh3vwzZRx99dOwGHAZ9r1rANGnShCuvvDLkY1esWOEuHDLCKxzSsGFDd0wZGZPRogcCc40WPCeeeGK8hgR44RwtvE455ZRsvV758uXdufDTTz9l67WySrly5QD49ddf3UInMyhsfcMNN7By5UrAC6cnit69e7Nr1y7AmwuvvvpqAI466igXnlu3bh3gzf3nnHNOnEeaNcaNGwfAokWL3JwaasEzc+ZMAN5++20gMG/FEgt1GYZhGIaRMuQKxefrr78GvJCVDKZ+ZBD+5ptvnBKiEFkyIPUgHI0bNwZg0KBBAJx++unuPqkiSokET31IRiTF66+fjNIeY0WZMmUAOOOMM4BACHHGjBkAlCxZMt3jpSzKPC7y5cvnjr2jjjoqZuONhOBQRSjKly9P69atAc+8rZBXkiU95Eh++eUXZ1iNd5mASH7/SJAh9cMPP3THhMohxBspkFlRe/ycdNJJTn1IFFJyBg8e7NQNze8y+Pbp04f+/fsDcPDgQcBTcvPmzRvX8WYVjTNcWK5du3bOrC1VTxGQWGGKj2EYhmEYKUOuUHyk4OivH6lA7du3d7fJlBfq8YlChc5k4l20aBEAl112GZUqVQI8hUFKj38XpgJpIn/+/Gk+c7Lz119/0aZNm5D3xXqHqd34J598AgR2KaGUHgiURVABSfkERO/evXPUdw6eGV7eHvk4opzOnlLI1/DSSy8lZep3JCxfvhzwTLWTJ0925mj5huKNFFnNjeCVB5CH87TTTnMm7Ixo27YtRYoUidEoI6N69eoAfP/9987zMn36dMAr8ur3o9atWxdIDj9qdvnhhx8AePHFFwF49dVXXfkNnTuxxhQfwzAMwzBShlxZwNCPPBdaSZYuXZo///wz2m8TNeTw1w68SJEibte4detWwCtSN2/evAxfp1OnTmkyvJIVlcsfMGCA+5zBBdamT5+esHL5GouKoXXt2tWVF1D8Wi0LOnToEPe05ewwYcIEbrjhBsD7rpX9M2/evGgqbbm2gCF4x4haDSgzs2fPnjRr1ixabxNzNm7cSLdu3YD0BQyvv/56xo8fn7CxgVeEtmXLlq6Fg1TiFStWAF46dChU8mPVqlUhi+clChW3vPTSSwHPz+MnX75AcEbZgY0bN3b+H6W8JyMq07J161ZX4kPKumjSpInz9EQhG9YKGBqGYRiGYfjJtYqPvD1aRYdDu7JBgwYlje9n1apVQKDB6B9//JHp5//111+UKFEi2sPKMlKrglUdqSX+hqu6TzUrpk+f7vwF8ULjVZ0Wf40fZcu98847AFxzzTVxHVt2kWLYokULl7Ujn4H8BVGuo5GrFR8pqzpWKleuDAQyd0444YRovU3UkY9HNZxmz57t5hodD507dwYCik8yqSRTp04FvBYOOl9DoXYsag0Rqo5MIlmwYAEA99xzD+DV6DnrrLNcdqlaN/izfzU/SqWTohJvpNZMnTo1Xd0zFWX89NNP0yn5UuAGDx5M/vz5AZz3KpIimxkQ0VyTKxc+q1evduaxUEUNM6J06dIuNT5RC6Dff/8dCJiawavknBE6idX/5LvvvgNg4MCBSWO03bhxo5ugPvroIyB9OMuPwi0KL+lCEi+2bdvmFsMqrOVHC59XXnkF8EznyXyRA29xqQtBnjx53MVMC9IYFQ7LtQufAwcOcNtttwGwZMkSABcKLV68uOuTF+9jOJidO3e6BZpCVipEqPOtVq1azrgc741GZpg9ezaNGjUCvKr04TjvvPMAXJIIeAs69VVTCCnRZSgyYsuWLYBn7H7//fedOVjhdX0nkyZNiuvY1MPtnXfeCTmfAxx33HGuWKSucepO4EdlBnT9e++999y1LUIs1GUYhmEYhuEnVyk+UneqV6+eTunRDr5du3auJ5cKGPpbXqiNhe6Lt/IjabNhw4YZPka7k/vvv5/u3bsD3ipaKZ8FChRwRQ0T3XNpxowZ6cJB4RSfpUuXAonbde7fv59XX30VCJiZIW3H9mCOO+44ICDPatd18803A8lRRFJKj0rhz58/Hwh897feeivg9QCKEblW8fGzb98+wDPst2jRwh3fag2SqDBLxYoVncITfO6puJy/nITKGSSqWGE4VqxY4dK7N2zYEPHzws05uj507tzZlRbJpNIQV/bt2+cM6A8//DDgGdGHDRvmwmbxZM6cORneV6xYMVcoVqE9JfL4Wbx4MRC4tgHUr1/fheYLFCgQyTBM8TEMwzAMw/CTqxQftaXwe1u0kg/XnkJG6ObNmzulKJLnxQL5BLTiLV++PM2bNwfg+OOPBzwvicxtkF7xAXj66acBT7VIFH/88YdTfLQbDrf7UkdfFbVKJGqaJ6+PDKEQaEkAodUg7W7atWsHBI6tRBVNk8Jz0UUXAWm/e/1bx4ji9VFW21JC8Qlm9+7d7hjic88LAAAgAElEQVT+9ddfAa8ERbyNwrfffrtL+Q6HxqfzUsdHhQoV0rWXkUJUoUKFuH8etVhRckQkXs5wc44fqVzyI8ojlKzItC1fzMknn5wpb2syomPrlVdecfNrhB5KU3wMwzAMwzD85ArFR6tbZSeA583JTLHCZ5991qlFWXl+NFERq0gL4qmxndL3ly1b5rKNlFmSDLz//vsADB06FIAvv/wy3WMefPBBIP7NSjOLFB/Ftj/44IMMS67XqVPHxarlCYoX//33H+ClsSt9+aeffkq3C9Y59P3331sBwyig7/7MM88EYMiQIQBJW9hQ7QSkzCrL1Y9UT527FStWdOpyvFudaB5Zu3ZtxM8ZNGgQe/fuPezjChcuDARSsSHxXsmMkLdHWVPHHntsRNluyYwy066//nrnUYym4pMrFj7Cv/BRuERG5kiYO3duuro/ep1QHd+TCdVjqVGjBhBIe0zGhY/Qiam+aR9++KE7gWUQVpgpmeqHhOPgwYNuAaq08C+++MLdL+O8fo9EmSc1kUycONGZbmWE94c2lPYchbBXyi58hEK9qjjsrwuVU9HCp2/fvnz44YeAd6zouFciRjKxY8cOd5yrr5e62YcyS2ux2rZt2ziNMHMEL3yOPPJI1+crXFf07DJ27FjAqzsUzfC4Nr8vvvhiTBY+FuoyDMMwDCNlyFWKTzQINr7JnCrjdCJQtU6ly4ZCfWz8BkQZViVDZ5fff//d7eCilab9/fffAwGVRyt7HZPqfq4wQSJQQUh1cNeuKlIUOn3jjTfYvHkz4P1GCj0lslO0Qrk6zpUimydPnjRhL8hWanOuVnyCTe4XX3xxuseof5e+3/Xr10fr7ZMCGYFVqFRWgRkzZiRlSnwwSqNu2rSpq5ovpNJF0/agvm7ffPONK6aYVVRtW8kusQx17d+/nyeeeALwrolS9yLpknA4lKSjRIwSJUq4XmYR9vEyxccwDMMwDMNPvkQPINmRkhJrlGqqImMq8vTdd98xe/ZswOt7EgnnnHOOS4mPFldddZUrwCYFRD1V1OU7sygt1d+rq3bt2kDiiqdt2bLF7Vw1rg8++CBLrzVo0CAgoALcdNNNgOeNkCk6kb2+pOrIzyNz6qRJk9zuSyZz9fEyPPbu3et+13Ddy1WY9KqrrorLuLKKjMuZ9Wvoc0ldVgG9WrVqOaN0MiJT9L333guQTu2B8B3fM4tKp6jAaYUKFbKs+Bw4cADAdWkX6nsVC7Zu3crAgQOBQB9JSNsKJLvoeiDP6jPPPBONju3pMMXHMAzDMIyUwRQfH6GKFca6iJ7SRxs0aACkVT6EChcqBVap7hs3bgyZDg6Blbm630aLQ4cOMXny5DS3KeMBvF2TdovaAVesWDFdFku4YmJVqlQBvHTSeDNu3Din8CjrKbsNSK+55hpXCl/epWTkzTffBKBq1apup670d1N80tOsWTNee+01IG1WqVBBUjWZrFOnTtzGllkmTJjgGpnK15VZpBgOHjwY8BTsZGL16tUuI0mNhv3npPyLV155JeD5s6KBjgN5vMqWLcvu3buBiFsyOD777DPAy0jTXNqxY8eojDUjNHf36NED8Bq9ZpXff/+dxx57DPDKnagliX6DaJOrFj6q5/Pcc8+51OFI0tD1PPXsAjL1/OzQqVMnwFvwKLwjOfGYY45xkqIOMJmdP/zwwwwXPuvXr3cHUbQWb3ny5Alb9fSll15K83+dIF999VWGz/PffvbZZwPQrVu37A41WyjMCF6IQtJ0Vhk/fnzCFjySjRVOVXmAUOEM3ffggw+6hazIahgkNzNnzpwMzek7d+7koYceAryLaTIvfDZt2uQqN2sBrM7zkaL5SOd+MiTPaH5/5513AHjttdcyXJCVL1/eXQdatmwZ9bFUrVoVgHPPPRcIzI2qlq7FWCQd4v/6669087pM9f7rWCzQnD1mzBgALrzwQsDrrH44dIwo5X7IkCHpQo6xruFmoS7DMAzDMFKGXJXOrlCVeluBZyANVcgwVHd2pWGqYmksu7P//vvvzhimCq8q6Kewwtq1a5kyZUqa573++usA/Pjjj+42rcK1Y9+3bx/16tUDYPr06VEZ75VXXulSCyMxWocLZ+m+QoUKAYHwlnaZMk4niqVLl7rQo3YiMm9ntnebqr7ecMMNrrih0mP1++k7iBUKPyhMqWOkfPnyzpxevnx5wCuGNmrUKJcmK0P70qVLszqEXJvO3qBBAxe20LmhHXu7du0YNmwY4H339evXj8bbxoRNmzZRrFgxIH3n9goVKrjiqFL8dOxMmDDBpemr4q5UxooVK2bnuDkseh9/qrnOM5l+FbKVyhNqPlIq+Ntvv+3U/lii7+TSSy9l+/btgPd9Smlq2LBhuiKnsg/07t3bKbj6zfQ5sxuWD4f/GBEa96OPPprh81auXOmSdBSi0+euVKmSU0Zbt26d3SFaOrthGIZhGIafXK/4yBCseOiaNWtcPyXFGEXp0qV55plngPi0qPj333+pXr06kFa9yQzyBMlkrNTaxYsXu55QoUyXWUXqk3ZYanUgP5GfUIqPfg/tHqXuqE1FsqBjxK8GQmAHq+NMaZbalW3evNmlYypeL+/WgQMHnNLz888/A5k3M2YV7dC14w3VnT24G7f/PpX1lxqZBXKt4jN06FBXXv/aa68FvB346NGjnXn2jjvuiMbbxRwdrxqvWlFEeqzoPvW1inUBQ3lCdN6FQ2MsVaqUSyFXAoUU3niX0Fi2bJlTStTKJtJrstQ4PS+WSo84ePCgmxsVlZDSdOjQobAeUH2uMmXKAN53/vTTT0ezf6EpPoZhGIZhGH5yleIjbrzxxgy7ZIdCMd1nn302U01No8HMmTMBb7eo1EY/lStXBnDqkChSpAh33303EF1Vx/BQHF2xZ3nG/EjJ2bBhQ4ZtRRo1auQ8TLH29AQjr46yPuTjqVixIuXKlQM8b4bmg4oVK7pGq23atAGydYzlWsXn0KFDLgOle/fugOeh+vjjj925m1Pxd2sP9vH4j5Vgr9itt94KxF5BUfsX+UdCoYJ+So0eN25cRJlT8UbeF2XHTps2LZ2XUoUiq1Wr5nwxiWp5s2vXLsBTfpYuXeqUcWV6ibJlyzqV/7zzzgMibkGRWVKvO7sfhSMk0yusVa1aNRdu0SIn3osdI+ehBemsWbNcuC+UvF6yZEnAM0Pr2LrmmmsS1o09Cci1Cx8jsai6uBY1/srLWvDMmjULsHk+RbBQl2EYhmEYhp9cq/gYhpE0mOJjGEY8MMXHMAzDMAzDjy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpgy18DMMwDMNIGWzhYxiGYRhGypAv0QMwcgfr16/nww8/THPb5s2bAXjsscfSPf7VV18FcB3LmzZtGuMRGoYRKc8++ywAM2fOBGDGjBnuvgIFCgBw4403AvDMM89w4oknxnmEhpF1TPExDMMwDCNlsO7sScZHH30EwKJFiwD4+uuvmTJlSsTP79mzJwBt27bluOOOi/r4duzYAcCKFSsA6NixIwBbt25lyZIlABw4cACAvHnzZvg6ekzBggUBqFq1Ku+88w4AJ510UtTHnV3WrVsHQPPmzfnqq68yfFy5cuUA6N27NwA33HBDzMd26NAhtyN/+umnAfj222/d/UWKFAHggQceSPO82267jbPOOivm4yOHd2ffvHkzEyZMAOCbb74BPMUyHIMGDaJYsWJA4LtOVpYuXQrAxIkTef/99wHcuSxFtl69elx++eUArFmzBoD+/fsDcN555/HDDz/Edcziv//+A7z5JBSFChWK13CyRI8ePULe/tRTT4V9Xp06dQD47LPPojyi2LJ7924APvjgAwAmT57Mm2++meYx1apVA2D8+PGULFkyMy9v3dkNwzAMwzD85GjFR7vaMWPGAHDvvfe6+0aPHg3A999/n+Y5ixcv5n//+x8ApUqVAnArygIFCnDmmWcCgZ09QPny5QHIly82dqjp06cDgTg5eDtKrYqzSu3atXnvvfcAohp/f/311wFo06ZNho/JjOLjf8ygQYMAeOihh7I7zKih3bD8DCtWrEDnTJ48GW8u5IPQTljHUSzYs2cPRx99dKaf17RpU2rVqgXAfffdB4T/zbJBjlZ8Fi1axHnnnZelNznqqKMAOPfccwEYOnQoABdeeGGWXi+avPDCCwC0b98egP/97380bNgQgOeeew6AY489FoD8+fO7561duxbw5s8GDRq4eSyW7N+/H4CNGzfy7rvvAt68qTGFol27dgB06tQJwKlwyUDdunX5/PPPs/UaOUH52bRpk/ONSZ3etm0bAA0bNuSWW24BApED3QaBY3PgwIGZeStTfAzDMAzDMPzkaMVHqozi0pHsxA8dOnTY+/2v8fXXXwNezDGaDBs2zHlkFKs+8sgjAahfvz4A1atX59prr83wNbQLeuKJJwBcZtW+ffucelS1atWojVmvf+uttwLw77//AnDccccxZMgQAC699NLDvs7pp58OpFUYpD58+umnURtvVpHSc+WVVwKBrDURfIxcfPHFAPzzzz+sXLkyzWM6d+4MQN++fWM21r179zo/V1aVQh0/8ohFmZRVfII55ZRTgICfJlqvmVnk39Hc06JFCwCuvfZa57kLxa5duwC4+eabAW8u+Prrr7ngggtiNl75PyZPngwEfB8Zcfzxx3Pw4EHAm0s3btwIeN7Bn3/+2SlZiUK+nlA+nu7duwPwxRdfULt27ZDPD/W8ZLiWS8n/9ddfAXj77bcBGDx4sFPadNzJ9+ZXE/v06ZPm76JFi1wUJkIimmtydDr73XffDXiGYF2EQyGDZ968ed0F66abbgICBxgE5NK///47zfNkUp06dWrUxq2FzKxZs9yCR0h21g8fKZoUChcuDAQWPpKfo7nw0YJMB/SGDRsAKF68uFskhOOVV17J8L7WrVtHYYTRQd+df8EjBgwYAHjG5ZNPPhkIfOcygGrRGQ+OOuooJx9rQdqgQQMAzj//fGeO1wXvn3/+AdIukt544w0AWrZsCXgLUwMqV67sLvrBjBs3jlGjRgHePBKOP//8E4BffvklYQufypUrA2lT1CNB9gHNtwqPxmrRo3Db8OHDAVi1ahUQSIiQKf/2228HoHTp0kAgpKzNoC6oFStWBHBz+4QJE7jzzjtjMubskJmFyxdffJHtEFm0Wb9+PYMHDwa8ObJMmTIAPP/889xxxx0ZPlehSoUwtSjK5KInYizUZRiGYRhGypCjFZ/LLrsMgPnz5wOwYMECIKB+XHXVVYBnMpUa4Zc49+7dC+BMwA8++GC695g3b17Uxy0VoUSJEm6n0rZtW4BM7wK1S3j55ZcBbxd/zDHH0KRJk6iMNxT6fiOlV69eADz55JOAN25Jo+eee25EilGiUCipc+fOIQsyQkB5iZUJ/nBIEleqsR/tzIWK0nXo0IHFixcDsHr1agAXqjPFx+OII45w6oEMmY8++igQUCEUSokEqa8ypCY7UqRHjBhBly5dAE9VlCITKyZNmgTglAIZwo899tiw4XSprVKmhH7DZCiXod//qaeeisiULHVHIS6/2pNoU7MU5RYtWriIg65HsqOoLEIo9u/f79R+Geaff/75mI0XTPExDMMwDCOFyNGKj1AcUH8jbX8wYsQIwEt3DIV8QNHku+++i8rrHDx40Hkz/Kn8ANdddx3nnHNOVN4nqyjWPnToUPr16wd4ZmYpPVrhT5w4kRNOOCEBowyPxqTifzLmheLLL79k9uzZaW5LJi/Bnj17AC/FWi1F/MiDYoRG6kNmPX9XXHEF4PkSixYtGt2BRRmZ+1VaYu7cuW7sKjsRayLxTAmddwMHDnRKjxR98fDDDwOe/y2RSPHx+3qCCxkeroBh8GvFG6n3mzZtAgLXSh0b4UzywTRt2tTNRfJz+Q3PscAUH8MwDMMwUoZcofhkhnXr1tG4cWMgfXFD8FbgjzzyCOBldSUTap/Qv39/l0IeTCL9MgsXLgS8TCEVSguF1IdTTz019gPLBIo5y88gZcqP0mblEevQoYPLGJRXK9Femb1797oMizlz5gCkaybrRwUX//zzT5d6/fPPPwNw2mmnAd5vliosXbqUmjVrAp7HJxKuu+465wW66KKLAM9zmKwou+bqq68GcMVeJ02alGlfX7TZvn07APfccw/Lly9Pc5+8acFZsn6Uifr99987hVy/a/HixaM+3kgJV14lEqQUZdT6IlbUrVsX8MqQRFr8VAqRPGPffvutU/fi1EInZ9fxyQxKhaxbt27YKp8yVSmdLhb9rsIheVaSnx+lCmr8+/btS/cYydHDhw/P9gmVWdS/SyfCli1bMnysQl26iJYsWdJVN1Y4SZNRLKseZwXJsjKkKwXTT/Xq1QHC9vWKBQovapHTt2/fdCbPSChZsqQz4soMrc/UpUsXZy6N0MydknV8ateu7UJaqjCshU8yGGyDmT17tqvIrnlP/fO06E0kWtyoH14omjZtmq43l/qqhZoPVbVfKf4dO3Z0F/RY4jcrZyYt3R/WCn6e6v/EewEUKTJhKxymxKGPPvoomrYMq9xsGIZhGIbhJ9cqPloNa8cyduxYICCXauV/xBGBdZ9W+127duX666+P1hAyhZQBpYgqlTOzKG2wRo0aTmZXUb1Yo+J36ueV2V5dwShMNHXq1LC7vHig3Wb16tWd0hYq7KGdslQWhTjihdSoaPZnC0XXrl0Bb5d5GJk7Rys+GzZscOFxf9f7rKAEjBYtWrjvMNGof1j79u0544wzAM8snEwJByob0Lt3b6cWKMVdc0/FihXTqZDBRUinTZvmqsPruiDy58/vqq2rbEVmjLqREq5ycyiC1ZzPP/88ZGo7BJSVZCuXMHPmTDp06AB4SRZSkkPZCLKBKT6GYRiGYRh+cpXis3PnTiCwG9VqctmyZWnfwNerS+XOpVAkArURkC8mnHlSfoHzzz/f3SZfTag0ZKk/06ZNAzwjX6xQOwr5BFQsUq0d/ITqq6aeazt27EjzmGLFijkFRV2u443i0o899liGPeGOO+4414E4UWns8qiFK9EQTZT2rLYAGZCjFR/wjLWzZs0C4LXXXkv3GBXOC257E4o8efK43kXqjyZP2zXXXJOZoWUZFX6VX6tcuXJOCYm1Yphd5IXMqtFeirM+r3pLPfXUU64Nj+ajWEQBIlF86tSp45SeUAqOlJ5gT1KdOnUSXtRQ54u+w/79+7vIijyRirhEGVN8DMMwDMMw/OQqxUcFlcKloPsVH6VExiuFLhTBio9Kfqupas2aNWnUqFGa2/yKz08//QR4LQe063z11Vf5/fffAa+9hLocxzpur9TEo48+Goi8SepLL70EeNlSfh+Q2okoNTverSG0A1YqZigGDBiQYTuLeCGlJ7Ml33VM+I+tYP766y8grYraqVMn4LDd53O84hMJOvd0jLRv394puJGoQPJJXX311e73i2U2lcp5KFvvqKOOcuqsGtlecsklQECFqlKlSszGkiwsX76cGjVqAJ4fSypfuLYLWaVu3bpOuZGqE07lCUWobLVEXNdXr17tCnuqhImuT926dXPZuiqRECNM8TEMwzAMw/CTqxSfbt26AZErPvLHJFLxEcqiUJy/TJky2Xq98ePH06xZszS3KWNMpduTDSlUKnyoOLg/Y0heG5XSjxdqb/LWW2+5XczWrVsBr3bOhRdeyNdffw3AkUceGdfxCTUH7NOnDwB//PGHq5Fx8sknA7jjwp8pJ6UxXM0kqRZnn322yx4zxSc88qsNHDgQ8Lwkb731VtjnLVq0CPAyTmOJfGmhCo2qZtgRRxzBxRdfDOCyc+LlRYo3qtmk3+Dxxx8HvEbLyYY8Pv7srkRc11u2bMkHH3wA4PxrZ599NhC41uq6q6wuHdtNmzblxhtvjNYwIpprctXCR+bmbt26uRNWFYwlW9atW9f9AKoWLKOiOlznBkItfHQwBqd3ZgVVZ1b6diwkeU3IuriCFxKUKTGR6GLmH58WsOG6R8cDhT43bdrkjnOFSjPLxx9/DOAWdf369XMp/bbwyRy7du0CAskISpHXQtpPPBc+4dA4vvzyS7eYVmFS9S174YUXYt5byc/ChQtdxfp77rkHwC3KooEKHqp6uzYOCxYsiNp7RJNQRulEFDP8559/XGg3XMV6XaeVAPLll1+671YFJbOBhboMwzAMwzD85KpeXTJNSSk4HH/88Qfg7dxzk+ITinr16kXttVQcUSv8jz/+OOqm6awqFPFCJmyF5n788cdEDicNpUuXTvM3K8yYMQPwisMpzdfIOjL8lytXjlatWgFei5ZkRGrHOeec48pUKIlE82bx4sV5+umn4zamPn36uDRp9Z2bOHEiEB3lJ7h4rIo6xopgc3NOpUiRIhHN2bpOK9xbrFgxFi9eDERF8YkIU3wMwzAMw0gZcpXik1XCdfTNqcjoDXD88ccDuJTwaKAUWBnJa9asyZQpU4DsG7ODUVo7eI3uRo8eDQRK/ycK7d71eZNJ8cks8sSppMDYsWNdUUyZEf2oYGG8Tea5hd27d/Pll18mehiZQg1WH3nkEcBTfMKVeIgFLVu2dB4/+RWbNGkCBJIQZKiVrzMSlL7fvn37dMX/5JeJBf7ig1lVfEJ5fPTvZG1YCl7xyXg30wZTfAzDMAzDSCFyrOLz3XffuV2qsiPCEaohoHbsiWoW+Pzzz7td3/jx46PymorJ//LLL+62wYMHA14xsmigbIphw4YBgSae+h1U7E/N/sqVK+dSqYMLDyoVfM2aNe62UaNGAV65c386u4qo1a9fP2qfJatIHclqQ9l4o13thAkTgEDp+FWrVgEBBQIi9/GoUFmJEiWiPcxcjTKi7r//fpf6K1RK4KabbkqKEhvJSv369Z0/RGqMijE2btzY+URefPFFACpVqgSEVoCUtXbbbbcBaVVbZSxKQYoF/hR0qTOZVWmSWdUJh9rd7N+/P8utR7JKjl34DBw40FVK1STh7xekmiOSY1X/xZ++L+NnNE2/kaCLRpcuXdxCJavowjVmzBjAq0a9f/9+V5sl2qEn8GrCKNTRq1cvl5aryr5K7QYvzKYx6Xf4999/gdA1RPyVm5XGrtDWSSedFMVPEzm7d+/miSeeALxFn6Taxo0buxogyYg2CnfffXe2XmfIkCEuRT5VOXjwIBDoGRXcc0j3gXd8q/bNunXrgNDlGFQvRhfhaKPfXwvgsmXLAkSciq7PpbEr9BVcNiMeaOOjeeCBBx4AAtWz9TkV/tJjVCPNj2wOK1eudLdpw6ZwkX/jFW0+++wzF+7S+6nyfe3atcMuasL1+4pleE6LTIU4GzRokKnnq9SGygVcc801cb8GW6jLMAzDMIyUIccqPpUqVXKSvVb/kjIrV67sZGSlrPsNVPq3du7xRuGdQ4cOOZVE4RKlY0oSD8c777zjJF9VPRbVq1d3fa2iGeIKRlWgL7nkEvr37w8QsjNwsKLjV3MOR5UqVZzSo6Jp0USdhFWUz5+SqR368OHDAfjggw9csa1gU17z5s1d+DQZ+eqrr7L0PBUak/nytttui1Vn5RyDwpwPPPCAU/mkHoQqSBiO22+/HUhbSTsWqNq25hilFavYZpEiRbjsssvSPOfYY48FAskLKmAo9VyvE9wdPJ7ou1eRzaeeesopWupNKAN0uDBuw4YNgYDKojktHtXXw3Vd//zzz52aE/w4f4gs1GvGMvyljgdS+9VtvVatWk4FDObAgQOu6K3UKBXzVMHIeJLas5dhGIZhGClFjm1ZMWPGDNdJWOm2+izh0uMOHTrkeq4olpuo3WufPn1c4S+tlGUWzeyuUchYPGzYMPf9xBulmstfFeqzRKL4aCf63nvvxdTTI6VQO8UKFSo479TevXsBz6sB3nGm71r9sRo1apTUSojMhJF02T7rrLOcInrrrbcC2TpPcl3LCqlgKl6ZWcqWLcvNN98MBLx+ELnXJrts3LgR8Ir++RVamX1VjNTv01N3cilU8rglK1J4dA5LqfIT7FWMt8nWT6ieW5lBqlAoxT0WSPVUMsq6deucV0fKoYo/9uvXj+nTpwOeSqf/R3lut5YVhmEYhmEYfnKs4gNeCvhdd90FeJ2Qwyk+3bp1cxkA2rEnEvlitOtTx+PgVFc/pUqVAkJ3WU+GnUtOo0aNGgDMmTMHCCg64Y4h7VA++ugjIDIFJRmQ4qPGveXLl6dmzZqA11RQ6k6ePHnSlR7IBrlO8dm6dSsAN998szsOwqHz+rrrrgMCmaThGjkaRo8ePVyGVygVSF4ZKT2Jankhb+RHH33kVBx5I3/99Vcg4DlVuYZbbrkFgKJFi8ZiOKnTnV01a1StePfu3W5xoJoOmnD8Ke+GYcSFXLfwMQwjKbFQl2EYhmEYhp9cofgYhpHUmOJjGEY8MMXHMAzDMAzDjy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNliFozHsMwDMNINh5//HHA6wZ+wQUXuJ50F154IQDHHntsYgZnJARTfAzDMAzDSBlyZcuKHj16uH+H626rbra1a9d2/09Uh9tI+PfffwH4/vvvgUBn908++STNY95//30AbrjhhvgODliyZAkAPXv2BGDcuHHpHnPGGWcAULBgQQA6dOgAQIsWLeIxxEzz9ttvA/DKK68AcP3119O2bdtEDikmfPvttwCMGDECgLFjx/LYY48B8PTTT2f35XNNy4r9+/cD8MMPPwDQqVMnzjvvPMCbR84//3wAihUrRv78+bM9UCN77Nq1C4CVK1cC8M477/Dhhx+mua9mzZpAYE4tUqRIAkaZu5gxYwYAa9euBeDjjz9m2bJlAPz2228AdO3aFYDOnXOcmUUAACAASURBVDtH861Tpzu7FjV169bN9gC08OnevXua/yeSxYsXA94iYebMmQAULlyY6tWrA/Dzzz8DsGbNGiBw4br22mvjNsaZM2e699u9e3e6+8855xwA1q1bB8Dff/+d5v769eszevRoAE488cRYDjVTXHnllQB8+umnABxxxBHcfPPNAFStWhUgxy6EvvjiC+69914Afv/9dwD27Nnj7s+bNy8Affv2BbzjLwvkmoWPFoYPPPBA+hf8/7k0T57Ax61Xr567iF5++eUAtGnTJitvm2UOHDgAwMCBA5kwYQLgbZyCadGiBU2aNAGgWrVqAJx00klxGGV80LE9cuRIOnbsCMBrr70GwIMPPgjAwoULKVWqVELGp3lT8/vUqVMZOXIkADfeeCMAd911FxCYL5OFTZs2ATB58mTatWsHwPbt29M8pl69ejRt2hTwPme3bt0AmDZtmts0RAHr1WUYhmEYhuEnVyg+Cm099dRTGT5Gyk2okFe4x3/22WdZGVLUmDNnjlMUVq9eDcD9998PwH333Ufx4sUB+PPPPwE49dRTgYB8qJ16LNm8eTMAZ555ptvpPvzww0AgLCSqVKkCeIqPPsvAgQOBwKr/zDPPBGDWrFlAcig/AwYMAOCbb74BAruaYEqUKAEEjsPy5csDUKNGjTiNMHK2bt0KQJ8+fYDAd6/fTCg0s3fvXqdgFC1aFIBhw4YBuJ1bJsg1io9UTYUG69at69TWhQsXAqT7TgGOOuooAJ577jkAp7TFmp07dwJQqFAhjjzySCCgWoKn6Gm8eix456sMwSVLlozLeGOJQrZ+K0ThwoUBT0l59tln4z6ufv36ATBlyhTAm2tCITP2d999F/uBHYaNGzcC0KpVKyCgUFWoUAHwFLRmzZoBUKRIEXfc/fLLLwCUKVMGgHbt2kXzezfFxzAMwzAMw0+uUHyEfyUvxSYzHp0ePXqkU40S9f3MmTMHgGuuucbd9tFHHwFw0UUXZfg87d7ipfhs27YNgLPPPtt5B6SAZIbRo0e7XdfEiRMBuO6666I0yuwjf8DAgQN54403AG/n4vd2aAepx/h/v0Sh80Lfq0zohw4dcseLdm3ytj388MPu8eLSSy8FYPbs2ZkdQq5RfNq3bw/gvDA1atRwfgadC2LlypXO6C+lORvfYZaQGXvcuHFUrFgR8BQ8+Y+OPvpo9xj95u+++y4QUJUBhg4dGpfxRhMpcVJU3nvvPQD+++8/jjvuOMAz1iq5ItaeJs0VGzZsAAKKiNRD+bGkzLVu3dqptEqyKFasGADr16+P6TjDIaXniiuuALxow4gRI2jcuDHgKZyhGDx4MABdunQBAsddFOdJU3wMwzAMwzD85KoChn7FJyvUqVMnrE8oHsjx7s8U+uCDD4DwSk8iYtPgxciVTZZVfvvtNwoVKgRA5cqVsz2uaCPvS9euXV2GheLY/pIC2vUrWyTRis/kyZOd6hCsXp566qlORZS/Kl++fO4+Iz2DBg1Kd5uOW/0VJ598Ml999RXgeQXnz58PBNLhlfYeS/R7KhMxHM2aNaNRo0aAVxZDvqVkRcqZMtYmTJjgUtP/+OMPAPcbiAoVKrgM0nBzaizYt28fkNYzJS+j5hOleYOnViUTUst0jZKX83BlAPRbqUyGykAkYo7MVQuf7BKNdPjsooWPTtrnnnvOyePh0ImvCqSSqJMdpWsOGDCAcuXKAV6tn2RFiwQZmINrKQGccsopcR1TRvhNyjKzNm/eHIAhQ4ZkOFnt3bs33W3h5GsjPV27duX5558HvBC0Jvl4LHoyy7Jly1zJAoXIFJJJJtauXes2uS+//DKQ1lCuejGrVq0CoHTp0gC0bNkSCJRlOOaYY+I13DQ888wzaf5fqlQppk2bBniGcj/6LCIZ5kZ/KC5SFi9e7DaMMjWPHz8++oOLEAt1GYZhGIaRMqS04hMuDT5RhQslI6poodLVM0ImREnSd9xxB5A8ikNGqBCczIW7du1KeFgoHArlvfbaa8ybNw/wQpB+pKZEodpxVKhRo4aTzhWWlEE3FKq2PWrUKHebjiWZEY3Q/Pfff4BXbmLSpEnuNplmddwnA1J19Ft36dLFmWkVhghVfT3RNGrUiAULFqS5rUCBAkDge1aV9R9//BHwCgL++uuvAAlRe6QKB9sxhg8fHlLpgUBhQCn5UllU9C+nIMWzW7dunHzyyQCuaraUuERgio9hGIZhGClDrld8tMIO17PLT7IULoykbPq6deu45557AG+36S8amIyoU7KK4an/WI0aNVzH5GRALTW0Q5dZWambfuSruuqqq9xuU73IEk2JEiXCqk/qVSQDtDwI+/fvd54enUNKX01llLqu3/ndd991RTllXA3li5F3Tzv/m266KeZjPRwqLqeinOecc47boetcVNG5ZKJy5cruuF2+fHm6+9Vm5vjjjwfgtNNOA2DRokVAQM3SPK+khTvvvBOAE044ISaFU1UIUiqbWvhccMEFGT6nadOmbl5XK4gGDRpEfWzRRK19ggu/du/e3XmCpDwnkuQ7qg3DMAzDMGJEripg6CdU2fiIBpBc30catPpX3Ldt27ZOMVHTxBdeeCExgwvD2rVrXYEwxdsVk9dOa/jw4QkZW0aoSWOoho7aBd9www0APPLII2mek6xotymFYvTo0c4jJj+EOPPMM+nVqxfg+ZayQY4uYPjff/+5Haz8gKHml+AmpeHuu+mmm9xryvsQL1TC4Oqrr04ztu+++861RMgpqNCrihWeddZZ7r5KlSqleeyWLVuAQNkBfXa1ftB30KRJEze/RhM1FVUkQVm7oTycUpkffvhhpyKqIOptt90W9bFlF6k8AwcOdP/WXCNFrWTJkm4euf322wFcQc0okzrd2UOR1YWPKtdmtyZQNFGNHtWeUOVdPzIJqw9TMjFmzBhnutbvotRqSf5jxoxJzOAyINzCRyEgyc+ie/fu7kRPJpQSq7Do119/DaSt3BzM4sWL0104skGOXvjceeed7vgMt7jRcfHkk08CULZsWXdf//79gUD9HqGLtC4W8eqH9c8//wC48hHqt1ewYEGXctypU6c0j8nt1KpVCwic75MmTQICoetooSr0+u6DawuBd55q8anwKHgLCIXV69ev75IWZBLWZjJe6JiWfeHoo492Vgsd+7pWLV++3NkHZKDXYrBTp04RlWyJEKvcbBiGYRiG4SfXKj4iWLkJp+T4d3HJ9L1oFa0+OioA9emnn7p0UxUeU8pxt27dXA+eRLNlyxYeeughwAt1yZyoUF2VKlVc0UUpE4lE5mt1j5c0HQq/CiDlTSnjJ5xwQiyHGREKz2RGxbzqqqtc9d4opP/maMXn0ksvdf2UQik+UnhU9ThUcUKpKgpJz5o1y92m6sHhunLHAu28FW7+9ttvnTFb6fcK5z744IO5Wv1Rr7rXXnvNhcHULT0aBm+Vw9D3G87UrL5oS5YscWVNFIresWNHusefe+65gKegXHfddVStWhXIeuQjEhQKVwmWhg0bcvrpp2f4ePX4UlkBVX5etGiRu8a9+uqrQLaSQ0zxMQzDMAzD8JPrFZ/M4O/OnkxeH/V/Ulz44osvBgI9XtRa4JJLLgE8D8G4ceNo2rRpvIcaMStWrADg7rvvBgKfTTuX4OJkiUTKlAzBzz//PF9++SXgFZkMpQJoxyW/QKy7PodDneVnzZoFeL2Bihcv7r5r9Qnyp+tLpVM35WyQoxWf2bNnu5TvgwcPAp4fp3nz5pQoUQLwfGuRvqYKdgYnLSSqkOeaNWucYqxO5jLXHnPMMe4++YDUuiU34Fd8hBSKZFBtly5dCnjm6OnTpzuTeihU6DDRvSfDoWvXfffd55QeeaE0b2YBU3wMwzAMwzD8mOLjw6/4JEshw0gJbr/RuXNn+vbtm8ARZY5x48a5NEfF1Dt27Agkh+rmRwrczp07Aa8o5gsvvODSY4WUuHHjxjllIBlRcTcVtVu1apXLUpIvS01Zs0COVnxihbI15QeT6jZkyJCEjUnIf6SCljNmzHAKZ+3atQFvvPEumrp161bnK4nGa4H3mZYsWeIyp37//XeAqL1XNNm/f78roin/oZTZPXv2OPVRbXWimaEWbbZt2+ayflXoUedAFpptRzTX5PrKzZlB1Z3h8BWek41k7811OJo1a8aBAwcAz6itisM1atTg8ssvT9jYglHlUf295ZZbgEBVVdWmUOrm3LlzgUA6ZzIvfFRJVj2aVq1a5aRoXRyM6LJ+/XrAC5H6U90TjcI72jx169aNu+66C/D6d8lwu3btWmdUjSUK9T/99NOuAnZW0TEtQ7oWdXny5KFevXpAci54RL58+bj33nvT3CarQOvWrd2mLFSl+WSjcOHCvPnmmwCcffbZgFeeJQsLn4iwUJdhGIZhGCmDKT546o5f5ZG5OaewcuXKRA8h26iYodKBpUKMHz8+qRSfjDj++ONdF+WchtJsFfICL41duzAjeqxevZrXX389zW3+qsPJRsGCBd2uXPYIlTvo378/l112GQAVKlSI+nvLYK3vS6nhWX2d999/n5YtWwJpiwRCILU/2ULrkaLKyL169XJqnAzzbdq0Sdi4IqFQoUIArsJ/rMO9pvgYhmEYhpEypLTiU7duXSCt0iNTc6JW/Yrzq6NwkSJFInqe4t8y5sUqNhoPVIJdO+DffvstkcOJmPnz5ztfjNDvob/JxL59+5whUkXTVq9e7e5XX6BwRclShfnz5wPe+ZndHXTr1q2dgVi73YcffjhbrxlrpGaqb5RKPUybNs0lVYwdOzbq76tUZ6WaFytWjL/++guAUqVKpXu8+kQp0aBfv34A/PTTT0BadVz+Kpm427Zt60z9OZV77rnHlaK49dZbEzyayFAfNc1DscYUH8MwDMMwUoYcp/iEUmIiUWf8Pp6MijrVqVMnrunr+/fv56233gK8XYlSKFUOXKmuodizZ49rFLdw4UIAlxaYE7O89Bv17t0b8DItlOWVCLSr1e8SiieeeAIIpGLKRyCFR6m+sex6vX//fldgUWpZOJS92LlzZ9eKIZg2bdq4Y9LwWgwoC0glDfwFDPPly3g6Xb58ORDo/g1eN3GAa6+9FvA8bcmOmmGq9MG0adOcIhYL9F2Lv//+2835KvaoZpjz5893bR3U/DVUgVGdn2qP8+ijj8Zo9PFHGaXgneux6Oqugqg6bgsVKpQltezgwYPOW6hsu1ifCzmmjk9wnRrwwlKqweBHP3gkaemRVmnWa+l9s8vQoUOdJBl8cqpypSZFP6ri2aZNG3fhOvXUUwHvcydy4aPaEapwDOG7WkOgO/umTZsAXFq7KsNOnjzZpYnHG8nlqscTilCfTSY9yfSxQIuyWrVquWOiaNGigFcDadu2bW5SmTFjBuBVTN23b58bs1JhVUKgfv36YS/kmSTX1PHRZH/FFVe42xo2bAjAlVdeCXiLpHfffdctSJUC7j9GdNFWP7hkNDfr2N6xY4cLyQktMC666CJnjv/++++B6FZ11jyii7ff3Hy4ecX/GPU4bNCggdusJLKi+uEYMWKECwGpanY4dC2oU6eOq9aufmOxqAauRbzmlTJlyrjEFHUNaNCgAUDIpA8dP08++STPPfccgOsvqXFnIanFKjcbhmEYhmH4yTGhLn9xQREqDT0SpPBIuYlUwYmW0iOKFy+e4X0KWfmlQ+1clIK5c+dOVzxPO/VkCHFpl/L8888DAWXhcDuzQ4cOufsUrpk2bRqQ2J2wKqAqtTtUd+T8+fMDgRCACm+pB1kskZqwdOlSt8OT6TMSo2zVqlXp1KkT4O3MtOMyQlO9enXAC5G89NJL7jiV0hlOfZAi99JLL7likVJrkxEZhS+++GI3X6nAnxIwChQo4M75l156CYABAwZEbQy1atUCPBXgxRdfTPcYHf8bNmxINweq8KK+75xyjG/cuNFFIfQ7SEkuUKCAK1I4aNAgAEaOHOkeK4UlG13OD8vEiRMBnFI/dOhQpzo1btwYgHLlygGh53Ap1p988ok7LxSerFKlSszGDab4GIZhGIaRQuQYj49UHaWgR0qwDyiZilPt2rWLd999F4Cvv/4a8IqCaXelFEzwFB/tWDp37uxiv8lYOG/UqFFAQGGTEpHRbrh69eouLqziYsGegkSi1OP69eu74mBSDqtVqwaE9prFg549e7pU32AT9mmnnZYu3i4yey5lg1zj8RFSGDZu3Oh6Jkn5CdV6Qt2y77//fiCQkp0T0JwzevRoHn/8ccBrteFXcfXvZOo3ltNZsGCB84sJqcsnnHACa9euDfm80qVLu7k3UYVfZTZX6YClS5eybNkywDP6y2t4++23u2MrCpjHxzAMwzAMw0+OUXwMw8ix5DrFJxWRp0ytI9QOYf78+a5lxfjx44HkLNiZ0zhw4IDzbvbs2TPDx8l3plILd955Z45RFGOAKT6GYRiGYRh+TPExDCPWmOJjGEY8MMXHMAzDMAzDjy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpQ75ED8AwkgVVMV+/fj3Dhw8P+ZgxY8ak64DuZ8SIEQDcfffdQMbd6A3DMIzEYIqPYRiGYRgpg/XqSjB79uwBYMWKFQB89913ACxYsACAN998k+3bt6d5jjrvPv7449x6660AFC1aNC7jjRU7d+7kscceA3Bqi/7/xBNPULhw4ZiPQUrOGWecEdHj8+ULCKY6hw4cOODuGzVqFAB33XVXFEcYP5YsWcLbb78NQL9+/dLcd/vtt/PGG29k5uWSUfZKyFzz+eefA1CnTp10902dOhWAn3/+mfbt28dsDJs2bQKgf//+AGzbtg2AZcuWccoppwDw1VdfAVCzZk0AatSowf33/x97Zx5g5fi+8c9Ii2hRElkqISUiWQqlDaFQoSJEi6yFSF+E9lLZogVtUtFmKcnWJiW7kiilRWnVJq3z++P8ruc958yZ6czMWefcn39m5mzznHPe93mf57qv+77vjdqYssPu3bv577//ANi/fz8AAwYMAOCjjz7il19+Cfk8naelS5dmzpw5AJx55pnRHm6eZdCgQYA3P2zcuNEp3PqsK1Wq5P5etmwZABMnTgSgSZMm0RiW9eoyDMMwDMPwJ2kVn59//tmtIKdNm3b4F/7/9xnKc3HssccCcN1113HuuecCsVFQVqxYQcuWLQFYtGhRjl7j/PPPB7zVd61atSIzuCixZ88eAGbOnAnApEmTAFiyZAnfffcdkPE7Kl++vLsvmsrPjh07ALjhhhv4+eefATjxxBMBuPvuuzM8vly5coBvBwrw6KOPsmHDBgDatGkDwLBhw6I23kgiFeDpp58GYPTo0fz7778hH3vGGWe447Vo0aLhvHzKKj5Dhw4FYOHChQCMGzcOgAIFCmR4rL+K8fzzzwPw8MMPR3xMDz74IACvvPJKtp73wgsvBDw/VixfvhzwqTngOzb/+OMPAP755x8gcH6XIr5x48aA19FjypYty/z58wHv/I42miN69+4NQM+ePd14g69N/n8HKyf+87uuUV27dgWgcOHCUX0PYunSpQCcffbZbpzgG3eo9xB8X7Vq1YCcX/MOQ1hzTdKYmzUxX3nllYBPDs5sYg5FVgsf8cILL1CqVCkATj75ZAAee+wxABo1ahSxA+unn34C4KKLLmLfvn0AnHTSSYB3MLdq1SrT5+uzGDFihAuJ1a9fH4BNmzYB0V0g5IQpU6YA0L9/fwAWLFiQ6WPPOeccwLs4fPvtt+6iEM33pYv4559/nq3n/fDDD4AXtkwWDhw4QI8ePQB48803AVi7du1hn1eqVKlwFzwphRY32pB16dKFv//+G/DmH1GyZEkaNGgQcJvms3fffde9VjQ4dOhQwN8XXXQRAA0aNGDevHmAL7QF8OqrrwKwbds2NxfKuF+oUKGojdEfbR4UzgIoU6YM4I3df4H47bffAr4QuT/nnXce4HtPsVrwCC149FPXIf/rUeXKlQHv+zn77LPdxlDHlCwRoRZM3bt3j+p7EFqEKWyr/6+wKMCMGTMAuOOOOwDfIlTX1myGyaOChboMwzAMw0gZkkbxkXFUakdWak++fPmc8VQ/ZYLLnz+/Uw/8zahCiol+tmjRAvDtEu65555cvw/wlIUiRYqwZcsWAEaOHAlAvXr1wn6dChUq0LZtW8C3e09k3n//fSBrpUc7yMGDBwPed3z11VczatQowFPgEomXXnoJ8O2KxbXXXhuv4RwWhRtbtGjBe++9B2Qv7T7Rw6nRROGTL7/8EvDNEwozS93xD7+cfvrpgKdiSpkoW7Ysp5xySsBrr1u3DvApPu+++y4AEyZMiPh7UJhFIRKFhjRX+qP3O3z4cPc4qYJ6b9FGCoNo06YNTz75JID7DFVGYujQoaxcuTLg8TJxS32Q8hBLNLcpGSWU6qEQktSSZcuWZVAK9XepUqVcyOihhx6KzqAPQ/A8sGnTJqdoKSyqeaV27doMHDgQyPh9xgNTfAzDMAzDSBmSRvEpXbo04JkFhwwZEmBK9qdEiRIuJVkGVO1s8+XLx6effgp4O/Vw6NevX8QUH41p2rRpbmUcbgo1eDtK7TrBM7YlasE8eZekhCieLS9TvXr1GDFiBOC9v6eeeso9X59ZIiKPD3hq3oUXXhiv4RwW7SilwmWXRFTdoo38DB06dAA8z4U/FStWBDwlpXbt2k4lKVu27GH/h0y8APfdd1+uxpsV8sll5Zd76623AFxJA4BjjjkGiP25ePvttwPe3FG8eHHn/7vrrrsATzFPS0tzZTCkrmnuOeKI+O3zpVCFQqn1UqT+/PNPwPdeNJ83bdoU8N5L27ZtneITLzROlT7o2bOnOy90PdK5oJ+Jgik+hmEYhmGkDEmj+IiGDRsG/MwMOfsbNWoEeLupnGbeaDcXSS666KKAHdXh0K7zzjvvBGD16tVuF6bXSdRsG2VzZUa3bt348MMPATK0i6hWrVpCemY+/vhjgIAWFjfccAPgZZ0kImeccQbgy5rTzrlq1aqA53vz92Lly5cPwBXVS9RjLBYUL14cgIsvvhjweS06duwIeMXwlBF6OHbt2gV42Ufy9ZQtW5bq1atHbtDZQEUUu3TpAnhp2EWKFHFqeygvUDTR8Sf1DHytY8BTehQR+Oyzz5yanMhIUXvkkUecj0rqjo6ns846y2XQJRLKBH355ZcBz3frn7Iu/08ijh+ScOETDiNHjnSStBY6WiAUKVLEpcQvWbIE8GrhfPLJJ9x8882AZ4DTZKbnxAqZsbdu3UqvXr0Az8Cn+4oUKUKzZs2AjOG+ZEHS6E8//eQmVp08FSpUAHy1ZY4++uj4DDAEChXJqKjQHOC+j0SmSpUqgG8h/ddffwEwduxYwCs74I/Oj+AKzqmEKi1/9dVX2Xre1q1bAc/4LFasWOHSs2fPng34UtwB5s2bl63Qd25R/apnnnmG119/HfAWZUoX79+/f0C6cqKguUJhomRY9IC3WNi8eXOG1HaZnBMtPCRkGwlesPkbsVVzSYvVyy+/nBtvvBHw5s14mMyFhboMwzAMw0gZkrZyc1Ycc8wxLhVaOzWlD4YrQ8cLKVTt27cHAtMetbKW6ffBBx+kRIkSMR5hzpCyI9VK/XQUUtm5c6fbMUhmf/TRRwFvJxxPVDhs8ODBLqzon74udLw9/vjjANSpUwcIXak31iiUqJDKpEmTXAHNUOUQpPQE795yQCI67iM+8Un5U3ioa9eu7rhXD76s0Ny0evXqSA8tJEpLv/rqqwECelwpZKuec0okSRQU6lLYX+dXnz59uO2224DEmDfCQeZmhZK/+eYbwDffa/5XX6tYVWfOCs2FoUrK6BhS4o0UZP8+XjJla16JcJcE69VlGIZhGIbhT55VfOTpUbw00XYsmSHPhQpzhfp+zjrrrAy3ybAqo2S1atVibkIMRv10XnzxRdejSLHtUGiH9ttvvwGJ8Z0988wzgFe6P6vxh0JGxfvuu895lmKBlJwZM2a49PMVK1YAgYU7s2rlotYq8gTlgjyt+KjFgHyFw4cP9/0DP7On0Lx0xhlncNVVVwFeK4aCBQsCPmUumkUiZUpVQTmlJQNccsklgFc2RJ4ZGYwTBamtmu+kJKelpTl/lD5rlSGRWnLppZfG1EMVLppbpPZPnTrVnZ/yx8hYnAhFALPDnDlzmDp1KuAZu/V+27Vr5wrxXnDBBbn9V6b4GIZhGIZh+JMnFZ969erxxRdfAJ5yoq7TN910U1Kk4yq2PmzYMOeeV2aIWm5kRdmyZd1Ov3nz5kDsFBSl3WuXsn379gzKggq6KYvu1VdfdX6YnBbWiyTKalHZBP9ikVKmQhUQW79+PQCLFy8OuP3kk092fo+jjjoq8gMOol+/foDnl8qMrBSf+++/H8heoc9MyNOKj1pNBLeg8Fd8lKHTqVMnINB/IrXi3nvvBXwlOJQ5Ew30vUrF9Kd27dqA51dSNmX16tWdGiTkO0kE/5raVAwZMsR52PyVLPCO9WLFirkWEvIIqcBgImWPTp482alVUkfkhxk4cKDzMiUbKjUjT9OcOXOcf1DHZlYFHw9DWHNNnlz4LF++3FXO3b59u++F//99nn766e5gUrfe7PTHigfqG6aFj38tInUu/v333wFv0eGPJjNNptFe+KmujSb7cePGuWqvCh0p/VQsWrTIVVxV2E4hg3ighcu5554LeGm9HTt2dMdNqJCjvitd4NRdee/eva6njkIb0agkqyrSNWrUAMJbJGeG3uf333+f22Hl6YWP0PmlzuoqQxEuOiemTp3q5q1ooAVWcL2snNK6dWt3Ea5bt25EXjOSaIGnc3Pw4MGZhqyvvvpq9/k0aNAA8EKQ8UBGd82F6rN2/PHHR2KRkBD06NHD9VPThlPvKQcd5y3UZRiGYRiG4U+eVHzAzqnK6gAAIABJREFUM2ZK8leBtlBoN9+0aVPX+yXCKXZRRwZL7RTfeuutDObFIkWKuL9VgTaayNw8f/78sGRZyc4yeM+cOTNqYzsc6mCu1E2ZIbPqbxQK7YD9lTgpdvnz58/tMDOgEK+Ms6HS1MuXLw/4yiGoB9Dzzz8PBIa1VM051RWfihUrOhOt+kZFA50v1apVCyiKGWlUAFVp0xMnTgQC09mluiqcO3fuXHdeqvCr0uHBMz+rON2LL74IZP98iQXbtm1j2rRpgPeelR6/bt06F568++67AU99OPXUU2M91Az4p777p70DAanviZD2nh2kjsr4LFtAy5Yt3XcTJqb4GIZhGIZh+JNnFZ9gJkyYAEDfvn1dunSoAkwqoy3vjMytiWDgyy5aNavdxpo1awCf0Vtem0RCSkTwTiuZkb9A8XiIruIjZBT/999/XYpoy5YtAS9l1N9kraKY8hCAZ0CXGTEXxTKTUvF58MEHAZ8XRj3/Jk+eHLUBySR9+umnu+JuKoiZSKhA4/z58wEYMWIE48ePD3iM/DHqZ5foyJf42muvZTBH169fH/AlXcTT7+PP5s2bnaomtcQ/9V3ewmRDPiwZn8eMGZNdv48pPoZhGIZhGP6kjOLjz48//gh4Ke6ffPIJEDoDRhlgL7/8csIV8QqX6dOnA14j05o1azJv3rx4Dikk11xzDeClhEfAW5Ip+/fvZ/ny5UB0ioEpy05em1WrVrlOxcqmCZVCnlO0Ox08eHDAaytb4nC0bt0agFGjRrnbUt3jI3/Kzp073a7zueeei/hA1LZl0KBBgE8liabHJ9Ls27fPtXGRR1Lpyb///rvzFiYD+/fvdxlfN910E+A1pu3Tp4/LPE0kVKRX5QWWLVvmGsrK5xmBwoAxRd9BrVq1XORCmbaHma/DmmvyZHf2w6EJXemnmmQGDBgQIPWDV2OjRo0atGrVKoajzD0KqQSbw3755RdX90LhpXihg7lx48ZuTKoaGw1k4n355Zd5+OGHgegsfNSlXRI6eAvtSC54hBYuMlErjFapUiVnGg9m69at7mIrU6EBI0eOBAJD4UqAyClazOucXL58OW+++Sbgq64NnqFe5Q6ShQIFClC9evWA21R77IcffkjIru6ZkT9/fk488UTAq/wsslu1PVZo/lJIunfv3u46du211wIRqY8TU5RcNHr0aHfuKbFg0aJFuX59C3UZhmEYhpEypKTiE4xSu5999llXeE6qkAyH7dq1S2jFR2E6pZyOHTvWrYzVlVucc8452epSv3PnTsAXolFPldxWgdbOVwqM1B7IlYn2sOzYsQPwGb21Q8otSkMeOHCgMxVu2bIl4DHt2rXjhBNOiMj/C2bHjh0BqcXgpSx369YtQxf5n3/+GYDPP//chciCVagKFSrQrVu3qIw30VEndf+eZm3atAE8s3qo8+eDDz4AvNDVoUOHXJFKKT7qobZ8+XJXAFPhMxWMvOyyyyL4bjIiZUlzm0zsuTHbq/Cc0GupQnIyoRC4Qiyyg8Si4npuUAp79+7dOf/88wGvKKbKVEg1SYTU/HBIS0uLikJuio9hGIZhGClDSpqbg5H6sGfPHrfLk+IjBQW8IoGRRKqM0iTVIiErVHTriCOOcLt3+QK0Ww2F/seyZcuyteKXF6FNmzaUKVMG8PxR4Zrm9Dlq7DLdfvbZZ+4x6i3Wp0+fsMeWXeSz6dGjh9tJSPFTyrJ23qEYO3asU3iEigRKGfNHx9Gnn34a0J8p0ihVPTit+HAE9+o6/fTTAV+KrHxKESCpzM36LHK700xPT3fqpRQRnXeVK1fm9ddfB7wSGrEiuHSB5pwSJUo4lU9tbrJC8+aCBQtc4UKd5yqAKNUkEkip6t27t1Oeg/uj5ZavvvrKqSI6z2+44QbAd+4nm4Kl1k1St1XkMFn6fA0aNMiltksZPYxPydLZDcMwDMMw/Elaj89XX32VwdcgateuzezZswNu08528uTJGQoXqrDfqlWrotocMJjFixc7171aB2jHrTEpFR28TCH5DNLS0jKMV7vUwoULOzVGO5bGjRsD2Y/vKl5cs2ZNV7Ts+uuvB+CVV14BfCqJGpEK7f7efPNN120+uGOy6Ny5c1SVnlDomJAHRrsh/cwJVapUAbxMHak80S58puMnu4pPMFL3ou0zSWROOukkwCvUt337drfTV2q2Cq0dDp0nKkh4yy23ANChQwfn95GSESsPSbDnS+19wPO3qEWLP8HqoOYelQcBL409qxZBOUWFZ3v27OmUjJwoPjt37nQp6kLZu1OnTnXvT+eU5q5Iqj2aBzdv3uzm49wqfzpef/31V6fmSelRWY1oKj1z5sxxLX5CoXT7cNpB9ejRA/Bl3+r7iGRGWsKHumTYCu5kvW/fvpB9iMB3kfHvYA4ZT9rs8tJLLwVU340Eo0ePzjTVOFwuueQSAM4880zAW9zoIIskq1evdibPTz/9NOC+0qVLU7p06YDbNMGuWbMmw+evkFm9evUA3wEe7a7x4BlW9+zZQ//+/QHvoqTeN+GiFHIZXdu3b+8m/iOPjO2eQmFYXVjDrdyq70UG17lz5wIRDyEkVahLKIw8e/ZsKlSoAHgLW9Vi0iYEvAQDLWjS09PDmm9UK8z/taKJ+j117NgR8HpvyRCfGZnNofny5XPp7NoIRaNujDqVX3rppW7zqkWDxnbNNde4a0bwOaDH7N271y2igilYsCAjRoxwrwVEpQ6R5srNmzfz0EMPAV7NnXCYPHmyS6+fMmUK4C2mli1b5t5r5cqVAa/MRTR7UFaqVCmDIVzHiv+5oPuUhn/WWWcxderUkM8rXLiwu5aFuSG1UJdhGIZhGIY/Ca/4aPWtFaAMZ2vXruXzzz8HcCEWyXr//vsvwe8ru4qPdrwy7T355JMR73i7bds2ZyaU3KwVeii02/QPQ5xzzjlAdIrihUJKmvrEqH/Krl27shyDzJJ6vzIQx6JLfCqhXaBCvf37989geFdhtqZNm1KzZk3A660UHK6MEEmp+GSXmTNnAvDdd9/5/kGYio92tFJtY40q/06dOtX1qZKiovIPGzZscMqm5h+pOhdeeCG1atWK2Xh/+OEHxo0bB3jJIVI0svq8Q10DlO6tnoxXXHFFTMzmCtX9+uuvzviucUmVadKkSYYxq7hrWlpaSHUEfEqKzN/ZCS/llqeeesr1DVOVeqlR6enpbiyam/zVoWA1SNfB7t27c+ONN2ZnGKb4GIZhGIZh+JPwik84KDatFeSWLVsypJ5nV/HRDiZZ+3MZRgKREoqPYWSXX3/91RnBg7ush1J1/NUgIUVEficVxkxRTPExDMMwDMPwJ08oPoZhJDSm+BiGEQtM8TEMwzAMw/DHFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpQ6L16kpEE6RhGHkPm2sMI0UxxccwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpgy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpgy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpgy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpgy18DMMwDMNIGWzhYxiGYRhGymALH8MwDMMwUgZb+BiGYRiGkTLYwscwDMMwjJTBFj6GYRiGYaQMtvAxDMMwDCNlsIWPYRiGYRgpw5HxHkAQ6fEegGEYESct3gMIgc01hpH3CGuuMcXHMAzDMIyUwRY+hmEYhmGkDLbwMQzDMAwjZbCFj2EYhmEYKYMtfAzDMAzDSBls4WMYhmEYRsqQaOnsRgqzadMmAFavXg3A0qVLAZg8eTJTp04FID3dl4X87bffAlCtWrVYD9MwDMOIIHv37gVg48aNAbd3796d119/HYDrrrsO8F0PAI48MufLF1N8DMMwDMNIGZJO8fn3338B6N27d4b73nvvPQA2bNhA+/btQz7/9ttv59RTTwUgf/78ABxxhK3/Yo3UnSlTpgAwd+5c5s2bB8Cff/4JQFqarxZVenq6+z2RWLVqFQAvvvgiAC+88EKmj33zzTdp3bp1LIaVKVLJtmzZ4m775ZdfAPjnn38A+OOPP9zfK1euBKBp06YAPPPMM7Eaap5g4cKF7N+/H8Ad27///jsAa9as4ZNPPgGgUaNGANx4440AVK5cmYsvvjjWww1gw4YNAMyYMQOA1q1bZ3kOvvnmmwAcc8wxADRr1izKI4weBw4cAGDPnj0AFClSJG5jmTVrVsDPZ599FoBu3boxe/ZsAL744ot4DC0s/vrrLwAWL17MG2+8EfIx6enpbNu2DYDPP/88w3067hYuXAjA1q1bATj++ONzPC674huGYRiGkTKkyTORIGQ6GI3z4YcfBrLeXYfLnXfeCQSuHC+88EIgfjuWn3/+GYC6desC0Lx5c6eKrFu3DvCt9iE5d+A9evQA4KmnngJCqzr6rvX3BRdcQKVKlQC47LLLAGjSpAkAxx13XFTHu2/fPgDGjh0LQNeuXTl48CCA281v3779sK9TsGBBvvzySyD2viTt2qUo/PfffwAhd/DBn70/EyZMAOCmm27K7hAST66LQsuK9evXA9688sUXXzj1IKvP1Q3o/x+TP39+KlSoAED58uUBmD59eqSHm4EDBw6wdu1aANq1awd4asLBgwfJly9fps/VOVG0aFEARo0aBcD1118ftfFGgs2bNwMwf/58wHdd2blzJwArVqwA4L777gN8821Wn0E0yI7Sre/qiiuuiNJowmfIkCEA9O3bF/Cp+Jm9l6wU/fT0dGrWrAlAr169AKhVq1ZW/zqsDyxpQl26AEViwSNGjhyZ4ba2bdsC8Vv4DB48GPDCEfobvJOge/fuAPTp04cTTjgBgIoVKwIwaNAgwCeXJyK//fYb4L0X/wNevytMqQv1lVdeGcshBjBp0iQA7r777ly9TsmSJV0YIFnQJK/FZf369eM5nITlscceA2Do0KEA7sKZU6644gp3rNSuXTt3g8sCJQz88MMPAOzYsYOXX34508cXL14cgAceeOCwj0mkBc/u3bsBb2G5aNEiF57WYmHHjh2ZPl9z8Jo1a0JeMyJNcFjLH216Q92v58Vz4dOhQwfAu7bquh0uZ555JuAZmS+//HIaNGgAwFFHHRWhUVqoyzAMwzCMFCJpFJ9YcNRRR1GsWLG4jkE7D8l7kmD90c6levXq7n7tMmXIS1QGDBgA+HZdAMuWLQOgcOHCjBkzBvCUnkTg2muvjcjrjBo1yu1mYs3VV18NeDtEKRMyL4fi2GOPdYbVRNq9JwpKu73nnntcKDqrsISUGx1Pp556aqYKWvHixaMaUlmwYAHgheQ052T1P1euXOnSh0866aSojS2SfPfdd4Bnj1DShJIS/ClUqBDgCy2efPLJAC7sJ6RmRZtgQzOEtjfod/2Md4jrrbfecgqa0tNFxYoVXfi0efPmAJx44omxHaAfpvgYhmEYhpEyJI3io92GVotpaWlO3VCs2p+bb74Z8Iyn4RgyTz/99KjG1MNhxIgRABw6dAjweUxuv/12ALcTUQGns88+26X3a7cWq11JTtHuWEqPdsljxoxJKKVH+Kd+B1O4cGEgcOeix99yyy0ALj59ySWXRGuIYSOFRynr/mgXP2fOHABOO+202A0sCZE6GWruEffddx8tWrQAPAU3EXj11VcBz/sSirPOOguAzp07A1C2bNnoDyzCyJQshUvkz5+fG264AfC8nNWrVwcS97jPSs1JlCSXF1980ZVr0LxepkwZwKcGXXDBBXEbWzCm+BiGYRiGkTIkjeIjRWP06NEALF++nJIlSwKeM98/rfidd94BoFSpUoCXsn7aaae5zK1EjFUXLFgw4G//4lnaPWp3ApF1ukcTFc9TGrt8Svp+ElHtAejXr1+m9+n4k1ejWLFiLlW8T58+gOcdiCc63t96662A29PS0mjZsiXgZa7E2+OWLMjj418O5PzzzwegatWqANSoUSOhlB5lb6m8gVLQ9R70N8CHH34IJKfSo9R/vV9lJepnjRo1nH8tWYi3fycrxo0bB/jm+GCfm9LZ//jjj5BKM/jOl1j7H5Nm4SNUbVl1XQDefvttILQRVRWCJU0DDBs2DPBqVShV+ZRTTonCiCPH8uXL4z2EHCODoepmaCH60UcfxW1MuWXNmjWAZxb2RwuIUCmpsWTjxo3uMw42HDZo0MCVP7AFT/ZQva20tDTef/99wCu7UKBAgbiNKytU2V5VcrWZ1ILH39ysmmFaFLVu3dptUrQZ0KJeJTUSgYULFzqbgzYh+l5UhyoRNiN5iaxqTN17772Az0Cfmfm/aNGi7vqsNPZoY6EuwzAMwzBShqSp3JwVMvhK8Zk1a5YzqQWbfXfu3OkMWEKm4a+//jquKXaheO+991wYqEqVKoBXxFHVnROdVq1auTCLVv2SnVWBuW3btk7Fk2k4nkiWVWFI/zBAOMiMr112w4YNIzi68Bk4cCCPPvpowG3+VYTLlSsHwFVXXQXg/v7hhx/c8yJgSsxzlZulWG7evNklIiQ6Uh9VPV2EUnyCCVW5WT0Pb7/99oDCevFAfZyuueYa18tJKF0/nj23soPMyv5qcYJdpwOQjaF69eo5rs4s24nCsLrW5YCw5hpTfAzDMAzDSBnyhOIjfvzxR8AXn1Y/pOD48+bNm11ZbXkflNZ5xRVXMHDgQMAzKsabHTt2cOmllwKwZMkSAI4++mjAtzO49dZbgcSKswdz4YUXul1BZv240tPTXZuN5557DvDUoHigPj1nnHFGrl5HrQcWL17sdsix5Ntvv3Wf4+rVq3P0GlJP9ZnkgDyn+Oi4WLFiRVIoPps3b3ZeF/mTRE4VH386duwIQP/+/XM71GwhL9I555wDeP4lgA8++ADwIgHZ6XuVCNSpU8cVMUyG/owTJ05k2rRpABmiKocOHeKII0LrLPPnz3ffjcrOjB8/PqfDMMXHMAzDMAzDnzyl+GQXdRBWoavdu3e7WKO6y8r7oGyyeKCsEZWY/+eff9x9Tz/9NOArnQ+JqfwsXbrUFYZUVlcoxSfY//PNN98AxEUp+euvvwBf6it4GVz169fnySefBDJmQv3999+uPUQwy5cvj1txNO2KtYuSj23r1q0ZMr30vleuXMnXX38dcJu8ZiNHjsyuXyIRt9q5mmu6dOkC+DKcfv31V4C4tSQJl9x4fF5//XVXnPPxxx/PcH+rVq0AYpYmvmvXLsBrx/Lll19meIzmQqkISq0uUKBAzLus54RZs2ZRp06dgNsSqQN7pGjZsqXLuNN8O3PmTCBHfs+w5pqUXvgIXWBvvPHGDP1ZOnXqBPgmOBlW44UkanVnnzhxortPMrbMYYmGwixa+AQzZcoUevXqBXiLItVsuu2222IwwtAsXboU8BYPdevWzVSyXbt2baaLtHgufHLK999/D3jmZn0vGzZsoHTp0tl5qTy38FEYpXHjxu64feKJJ3I/qiiiKtPaSAl9r126dHFm/nAoX7484OuBpXD8u+++C0R3A7Z371569+4N5KxcxK233upKmiRCIkVWaOET3HldC6C8wNq1a12F+99++w3w6r3lILRnoS7DMAzDMAx/kq6AYTRQJeQPPviABx98EIC5c+cCuAJvrVq1irvhWQa+4cOHAz71QQWi1Hk4UZESkpkiMnnyZLfzTCQVUin2/gUzU4Ft27a5Y8vIiHpZFSxY0CmwFSpUALw+gYmG+lPpZ25RaDpfvnwu9BmN4oDq6/fGG28APsVKtwn1wvvf//7nkj+UUPHiiy8CXrf1sWPH8tNPPwGe2p+oRSel7AQrP7Nmzcoz4a6dO3dm+D6jjSk+hmEYhmGkDKb4+HHeeee52GLjxo0Br+z5hAkT4q74CJlqE6nbbU6Rh6ZXr14Z0k2V3p7MyBeWbKm0q1evztDVWopj0aJF4zGkhELp7F26dHE+k/bt2wNQq1YtIDETDaKF3mtwwdhIMGDAAMBTugsVKuQ8PvLoqGSDitGCp5KoEOfzzz8P+HwjSrdevHgxgCt/kqgoOUSKT506dRJKGc8N3bt3zzA/Rvv7MMXHMAzDMIyUwRSfIOQuV8qmdnNvvPGGi+XHM7U9UVBKrFocNGnSJFsZEoq/X3PNNUCgr0fF0OK5C1N2inwb4Yzls88+y3BbmzZtAC8DJtFRVkWjRo3cLkyfQZkyZQA46qij4jO4BKRLly7OQ7J9+3bAK4Hx0Ucfuc8skVD6vXxK2UUtc1TmINrs378/4O///vvPjUE+tH379h32dVSo9sgjj3S///3335EcakxRxlOsixp+9dVXgKegrV+/HvC1BNF8J+VN6elZMX78+JgrPrbwyQRdfDWpbd68Oc9Ii7lBoSnVxNAEsmzZMrcwDOf5wd3a09LS3MGvejHxYtGiRS6FXos5Sett27bNUANE3dlljAcvDKnnxQpVrpURtEOHDs7smRVaiKo+jX9ZB1VsVm0rw6NQoUKudk3Tpk0Br+xEp06deOmllwCym/4fFZTOrk2djpHLLrssrOfrXFWZiez2r8spCnVpwzlhwgS3YFFFY51n5cuXd5WaP/nkE8BbFGnuAa/mkkJIRnj89ddfrnSKemSK9PR0Pv30UwCqVq0KwOzZs4HQfdLUQcEffS/R7qtmoS7DMAzDMFKGPKn4fPbZZ6xcuTLgNhXQGz16tFMb/HfowUjGDZZZE4lJkybF/H+qqrJ+qoJqz549XZhQ5k6xadMm1529T58+AGzcuBHwTL+FCxdmzJgxAFx++eXRfAuHpXfv3u57V/hCkvpdd92VQfHR9+B/rCiEF1zdOdq0aNECgI8//hjwlWHISvFRSE/Vyzdt2gT4vhepXTKH1qtXLzqDTnKkUKr4n0JJ77zzDnv27AEyFg2MBz/88APg9VHS+RaO4jNy5Ein8ganHl9++eVRrdhcokQJAFd0sH79+m4s3333HeAloSxdujRA2QlF+fLlmT9/PpD4BQyFlBN/4tG36+DBg07lDyY9Pd2Fdtu1awd4XQYOHjzIzp07AVw/Lynl/pGUBx54AIj+vGmKj2EYhmEYKUOeUny0Wnz99dfdDiAU8i9od1uqVCl33y+//AL4dhXgeVjuv//+hDE1a8f29ttvu9tipSzos1Jne6Wcp6WlcccddwA+Hwzgula/8cYbrsCiFJ7gn2PGjIm7t0ds3bo10/u6dOnC9ddfD3j+r0WLFrn7tevXZxArpEypMJtYv36985fIx6N2CxMnTmTJkiUhXy89Pd3F2xO5I3SskJImD1XdunUBnydBaseqVauAwNIFH374IYBTPOPZfuXYY48FvGJ9Gvfxxx8P+NLx/dPBwfP1+Cud+nnuuecCPmUrltx8883Ox6NzT2npS5YscQb9YNRW45FHHom5EptTggsXini1rChZsqSb56dMmQLglBzwjM5SkPXzjDPOyNCx3f88eeSRRwC45ZZbojTyQEzxMQzDMAwjZchTTUpvv/12wItdHw6t+rVzWb9+vVuxBscxJ02a5IpkxRtlK1x11VVuV664qVKPY4WyIubOnRuy47r+1u/aXUqdU6fzRGLChAmu633wLiUr8ufP7zJlYr2z1/Gq9ivymRQtWtT5GBRvlxoaqqiisinatWvnPoMIZFgkYvXGbM016myvRqT+LWKCj/tQSG1QK5x4oma5a9asAbzsrGOPPTaD7/G9994DfP6gYG/bwIEDAe9cNrLPrFmzMqg5IlQD1kTqzi6VTarO3LlzMz0H0tPTM73vzjvvpF+/foBPUcolqdedXRP6O++840JWMm/+8ccfOXrN+++/H4CXXnop7tV3daBJ5l2zZo1LUVWl6Vgj0/jw4cPdZ64x+V8QunbtCnghoMx6diUKkm8V1spscgIvzbZz586uvlG8UC2hRo0aAYQM+fp/L8cccwzgLf412UbYyJz0Cx+ZlJU0MW7cOMC3IZKZNqv54aSTTgI8M65/eD3WrFu3DvBKSmiODF7Y+FOqVCmXtCBjsd6TqpMb2eeZZ54Jq8N8Ii14gtFcuW7dOrfxU7hRod5QC5/XXnsN8IzQEcK6sxuGYRiGYfiTpxSfUBw4cADwjLajR48OUCnAK5o0Z84c97xOnToBXiXnhg0bRnpoYaP0URmutWNLS0tzUvR1110Xn8HlcWbOnAl4puGuXbu6Y0ooXPfcc8/FdnBZIHVw2rRpTmXQzl4pp507d3bHtc6BKJH0ik9WKDVayQavvvoq4DO669yVoqaqt4lQ/XrevHmAV6Cyf//+mXbJ/uKLL8IudGhkD//+W/5069bNEguyjyk+hmEYhmEY/uR5xSfZWbp0qWsFIYOl6NKlC7169YrHsAwjO+RpxccwjITBFB/DMAzDMAx/TPExDCPamOJjGEYsMMXHMAzDMAzDH1v4GIZhGIaRMtjCxzAMwzCMlMEWPoZhGIZhpAy28DEMwzAMI2WwhY9hGIZhGCmDLXwMwzAMw0gZbOFjGIZhGEbKYAsfwzAMwzBShiPjPQAjfNRN+fLLLwd83dnFypUrAShbtmzsB2YkNFOnTgVgwIABgHcchctVV10FwGmnnQb4ukhfd911QGJ0GTfiz8GDBwHYvn17wO2jRo1iw4YNAbf17ds3ZuMyjFCY4mMYhmEYRsqQZ3t1aQcyaNAgAP744w8Arr76aho3bhzw2BkzZgBw/fXXs2/fvoD7hg4dCkC7du0iNbQcc9dddwEwcuRIAPLly+fuu/DCCwHo1q0b4O3So81rr70GwL333utuO+aYYwBo0aIFAMWKFaNp06YAHH154PHKAAAgAElEQVT00QCcc845Yf+P//77z30vRYsWzf2gU4zhw4cD0L59+4i95tixYwHvOz4MKdurS+dqr169APj9998P+5zy5ctz6qmnAtCsWTMA7r///ugMMEz27NnDunXrAm5btGgRAF988QW7du0CYNy4cZm+Rvny5QFvLjaMKGC9ugzDMAzDMPzJsx6f0aNHA/DYY48F3P7WW2/x9ddfA/Diiy8C3i5l//79Ab4ZgAMHDkR7qBFBu6+///47pv+3fv36AJxwwgnuf+/evRuA119/3T1O/pJChQoBcMYZZ2T6mlIh9V3s3buXIUOGAHDFFVdEcPTho/F/++23We5qM6N27drMmjUrwqMKj7PPPhuAAgUKAGRQNQGKFCkCwJFH+qaEbdu2ZfmaX331FRC24pOSPPHEE+640TwSPL+EYtWqVaxatQqAuXPnBtwXbeXn0KFDAHzzzTcATJ8+HYDZs2eHdfyefvrpAJQoUQKAVq1aceKJJwLQqFGjSA831+zYsQPwzolp06a5eWz58uWA954A522rXLlyxMYgJe3ll18G4K+//gJCq4NSbcM5jgCOP/54ABo2bJjrceYl8uTCZ/fu3Tz77LMh79u1axfnn38+4Lug+lOuXDk3sci02bZt2yiONDz++ecfgAwmwXr16rlQnChZsmTMxgXeAmblypUu3KWFQfDnC76wFcDPP/8c9v/o1KkTlSpVyu1Qw2bHjh28/fbbADz99NMAbN682d0f7qTjT06eEyk0kefPnx8IXPgce+yxADz44IOAd4Hu2bNnpq9XsmTJbIUqU42uXbsCMHDgwBxtnEqWLEnNmjUBuOmmm4DYXLj+/PNPt1np0aPHYR+v0NWZZ55JsWLFAHjppZcAKF26dJRGmX127twJwOeffw7Al19+6RYVCxcuBALn1uCNlz9aCEZyE/PUU08BMGLEiAz36XNUiF8h03A54ghfUGfMmDEAbl6LB7Kf6JwoWLBg3MZioS7DMAzDMFKGPKn4zJkzh9WrV2d6f7ASUadOHQDeeOMNypUrF82h5YgffvgBgE8++STg9q5duyZM+nqhQoWcCvDWW28F3FeyZEkXopJsrBTrKlWqAPDjjz8643OTJk0AuPXWWwFfir6/kTvadOnSxYXWskOVKlXcLvi5554D4IUXXgDg7rvvjtwAs4lKHSgEKfm7ffv2TgUSUhoeeughd9vatWsBLxxWsmRJihcvHt1BJxH6fBVeV7p2qMQRKaQKBQHUqFEDgBtvvBHwJQOce+650RtwJvTt29clK3Tu3BnAfc+LFy/mtttuA+Ckk04CvOPohBNOiKuiGcx7770HeOHYBQsWAL7rAvi+l+DxnnnmmYBPIdH7uvbaawMec+utt1KqVKmIj7dfv34ArFixAvBC08OHD+e7774DoEyZMhH/v7Hkp59+cuqlwriLFy8GsrY9RAtTfAzDMAzDSBnypOJTsGBBZ9LMKsYuo5hW3NrRJhqtW7cGvBipdpIJVorAreSDP/N9+/Zx9dVXA9576d27d0zHFg5Kyf31118z3HfCCScAMGzYMKcmys/w22+/Ab6U3wsuuMD9Dj6DK3g7yngQvEuV4nnbbbeFtds67rjjojKuZESqmTwhY8aMcf4JKT/+SE2+7777AK/sxCmnnBL1sYaL1Nfhw4c7T4g8RRp/sjBp0iTuuOMOAP7991/AU62kupYqVcqZlIW+l2AFNBbo/JL/RuVWjjnmmKRXer799lsALrvsMuebleE/XPVM8/L8+fMBrxzCL7/84vyvUlvDxRQfwzAMwzBShjyp+NStW9fFof/8888M92vlP3jwYMBzvicqikfL5yLlJ5Hi6uCl2k6ZMgXwMqF27tzpsuOefPJJwHsv+i6aNm3q/D+FCxeO3aD96NKlCxA6Y0NFGUeMGOGyQ4LL869YsYJnnnkGwP3UcdiiRQtXXFJeplgRfA5oB2w+nezzwAMPAF5hwqyoVasW77zzDhD7bMvs8NlnnwE+pVblJpJN6VHmYteuXdm/fz/gZWTqvNZ7S1SkWsjX079//3gOJ0fo2qRjSurbf//9R9WqVQFYsmQJ4Knh/p6rZcuWAYFzlpQ7qTtSqTt06MANN9yQo3Em9hXfMAzDMAwjguTZlhXKqtHO2x8V+5MfI9F5+OGHAa/AlVbVd955p1tR165dOz6DC4GygLQL6969O++///5hn6cdgYpOxqo4nnaI2uUqlhxp9BkE+wuiyYEDB3jkkUcA7/hR7Z733nvPFawLNQ/I76BMr1yQWNKkjxzNNSpcF8oHFsyaNWuc4peILF26FPDmjk2bNvHFF18A8SsUmlN0Tk2bNo1OnToBvjpKyYDmH2XySYmdM2dOXDxHuUG+R2WFaq45XEFUIdVf502dOnXc8Sml5zDnVFhzTZ4MdYEnb6pQ3qRJk9x9SrdWIcNED3XdfvvtAE42V2XPMWPGuNTNn376CTjsQRETTj755ICfkyZNcqZQoXCYfn788cf8+OOPAC5tVmnBX375ZVTDQzJlB/ciOhx33nkn4HUt90cFAEMVcYwlaWlpGSrAahJq1KhRhnCdP0oQ0GRUvXp1wBfmSfRzJtKMGjUK8KT4vIBS1zdt2uRuUwHD4FBemTJluOeeewBcH7FEQMUJ/ft/6QKpuVFh6nr16sV4dOHx+OOPA95iunv37kB8jNa5RWEsoe4I55xzjisTEBz23bp1qyvvoDkn2uVLUmv2MgzDMAwjpcmzoS4hY1SrVq0AT2EAb1cjRSXRyao7u4r+yXx52WWXxXZwuWT48OGuvEBwyfguXbpku1R7TpC8r0Jn/px33nmALyzQsWNHwEtJDqV+qIS/dqTgdaSXshUL/v33Xzd29R7KLc8//7wLv4ZJ0oe6JN0rXBgO99xzD6+++mr2RhVD6tatC+DCW4dDJR2kUOg8iCfXXHMNADNmzABCFyeUiqAQ0uOPP+7mSfWviyfXX3894FO9wadwQ/JYMfzRHDp79uwM91WsWBHAnRM6/iKMdWc3DMMwDMPwJ88rPkIGspNPPtnFtLUD6NOnDwDt2rWL1r+PKPPmzQN8DQyDu7Gr0Z1Mz8lCenq627UFl4oHb1caTRO30kj9TZFXXXUV4BUVk5JzOEIpPjLGqlR7LPjnn38C2iNEgmOOOcb55PS5HIakV3ykoGbH+F68eHHXNkG73UQiWPEpV66cU131frdu3Qr42vmoU7y8Jy1btgR8Beli7flSurMMwTrP0tPTXWsEnYNKZpEPMj093RVSVfJLNH1Lixcvdq15QhGs+EycOBHIfhKErnFqcQReI9lYFSGVn1Dp7Jdccom7TwlH33zzDeD5gSJcONgUH8MwDMMwDH9SRvERixYtcoqCCuxdfPHFgC8umQgx33CpW7eu24WJN954A0ge35I/O3bsALzdsb+apaKByZJmG0rxUbGtyZMnx2wcCxYscO0HQmVwNWvWDPAyt0488UR3n1oxqCWHvh/Itl8p6RUfZVL+8ssvAEyfPh2ALVu28NFHHwHefOKP5hYVS61WrVoOhxt5VKjz66+/Bnxzhnw8oVBW19ChQwNu37dvX8wzkDTv1a9fH/CUx549e2baHubDDz8EfNmMok2bNoDnO4lHJpXmNik/8ig1a9YsQykJ+X9CqcZqFeSv+CgbMRGuBz169ADg2WefBbz3EGE1NKy5JuUWPuDJm5LeROPGjV3fmmQgry18RLly5QBcT6z09PSkqy8SauETjzo+e/fu5fLLLwc8iVkTzdChQ11II6tQxcyZMwFcCGHnzp1ukvZPFsiCpF/4ZIXOQV1Q/ReIQqUP3nzzzUj925ijC1WtWrUAryxCPBY+QoZ9lfFQP6is6NWrl7sGaLGwZs2agNeJB7IwKBFHZTZCUa5cuQzvVZuY7t27uwWs5s2zzjor0sPNNlr46LqrUjPxWPhYqMswDMMwjJQhzxYwzAqt9tUhXKawWKYZ5wZ1hlbvkryCdjzr168PuL148eKuGKKRPQoWLOi6PquIpwq5qSDh4bjyyisBL5wwduzYkD3wUhUpagp5yYAvNQECww/x4r///gO89G79DBcZdEuXLg0khuKjEG126Nq1qwvjqiClzpHOnTtHbnDZROrr999/D3hm7FBUrVo1Q6KFfwhPxvNEUHoADh065ELmMlrH0/Bvio9hGIZhGClDSio+yc7NN98MeDFS8Fb2l156aUzHonTXLVu2uFLxOUU7Ailw4rzzzsvRzi7WpKenM23aNCD+rSr80WenwnPZRenA/q0v8praGAlq1KgBJGYLnPXr1zulT8qAWsKEi4rB+itZ4PP+yMQdTWRAvvfee3P1OqtWrcpgRA+3TEUsUJkVeakyQ54rqTv6+7bbbnP9DmPBvn37AF8Pycw8VnPnznUqm0quxJPEO0MNwzAMwzCiREoqPvInqDN1oqOCVup8qywS/9LsallRoUKFmI5N6b0333yzayvRtGlTIHuFqQ4dOuQy6oJbVgQ3TIw0ataoMgc5LWY2bdq0TAv6lS1bNteKWCw4ePAg4CvmqIKSEyZMALzvGuDqq6+O/eCSBGW63XLLLezatQvwKaLgZSHFWsHs2rWr68audg3ZRW07glufxCpFv2vXru7/56bz+vXXX+++j7JlywKeapLoKEt02LBhPPHEE4CnkEtRqV+/vvNhRRN52+SNPf3001mxYgXgtVdSdKJFixbO06PrQzxJuYXP/v37ufXWWwFvkheJULlZFXH9015VZ0PhEy0I8uXL52TReI1dhrxKlSq5g121JoYPHx7260ycONHV2dD7K1OmDADHHntsxMbrjz7rBx98EIB33nkHCL93kdDFLdRkrIVohw4dombm++2331xNFkn2/osUEeq2YHbv3g14vY9CUaVKFbfQNjwUavjkk08Az0wMXrq0woaxXvgoTAW4C6bMsypTULNmTQoVKgR4YU2Ne+3atW4DJjp16gREv5O2UIird+/e7rNWTRiFGUOhcgyqZr9hwwZXr02LBXVwT3R03n366aeu7Mf48eMBL1khVt+H5mnNfzJlgxfOUs2nihUruu8hwpWac4SFugzDMAzDSBnyhOKjCr8y+1atWpVSpUqFfGzfvn0z7beTW9NcJFDhwXBW7bfffrt7fDwLb4FPhpZSotCUxtSxY0enTGWGfzXjokWLAl5oT39HGknEUv4WLFgA+HrmqEdXVkhBUYdoFVz0R8XIstnNPEtURViFwCZMmBCyKnOk0Y65Tp06rmJuqqDQXlaf89q1awFYt25dTMaUHa677jqnHKsw3pAhQwJ+Vq1a1SkhUnpUOsMfHcvqcRgrM/dTTz0F+HretW3bFvD6jankgn9yh/pFaV6SKbto0aL069cP8BTrREJlAjZs2OCOJZWiWLhwIeBTkF988UUgPtWmAebMmQN4VoxXXnnF3VenTh0AbrzxRsDrqZYomOJjGIZhGEbKkCdaVsgsJVPhTTfd5HYCij8qJjxlyhRXUr5kyZKAr8Q3QNu2bWMWH80M7Z5CjUMp64rzPvHEEy4mH2/27dvnVAAVIhTVq1d3PppgE6FUtrfeesv5EGSamz17dlTHrIJzMuDJ33LxxRe73WwotNOSyTNU35xHH30U8FSZSH5P+v6j3V7llFNOATyjolptXHDBBdl9qaRuWXHXXXcxbtw4IOdlCtSlWrtj+ddiicpFDBgwAIAPPvgAyFgwNBQnnHCC8/R07NgRIK59DfU5SlHV95Kenh6Q9OGP0sNHjx4d1W7s4SAf2GOPPcb5558PeB6ZTZs2Ab5rlxRGPUbzSSzb3iQZ1rLCMAzDMAzDnzyh+GjVP3bs2LAer1Q/pXUqTTIRaN++PRCY1aV4tFKlY52yHi5SQBo0aAAQ0NZAx1lwgSv/zBcpRioCGKvYteLRuVWYSpcuzS233ALA888/D2S/LUA4BDfZrVmzpouhK2vo22+/dY+XuqBdsbJ4wNvtKyVZf5crV875x7Lq2B0mSa34vPLKKy6VOzvzZcGCBXn66acBzx8VD6UnM5QaLe/Ld999x6effhrwGPnXzjvvvITIxglGBVSlXm3cuNEpsBs3bgS8wp3y/8TLExOKzp07uyxYIW+kfwsKldpQlMLIlNTpzq4qspI/e/bs6dITlyxZEvDYK664wkm9kg+NyCKTp0JevXv3DqgyHYpzzz3X9U5r2LBhdAcYhIycN9xwAxCYlpkVSh1X5+127dpRqVKlyA8w+UnqhQ94xs2ePXsCXkJFKHQcn3322RaSMIzYYqEuwzAMwzAMf/KE4mMYkUBp4m+//bYLwan0gczy/ihkpOqvRqYkveJjGEZSYIqPYRiGYRiGP6b4GIYRbUzxMQwjFpjiYxiGYRiG4Y8tfAzDMAzDSBls4WMYhmEYRspgCx/DMAzDMFIGW/gYhmEYhpEy2MLHMAzDMIyUwRY+hmEYhmGkDLbwMQzDMAwjZYh862jDCAN1Vb744osB2LVrl2sPUb58+biNyzAMw4gtuh48+OCDAIwdOxaAE088kcWLFwNQokSJiP2/lFn4vPrqqwD06NGD9evXA/DEE08A0KtXr7iNK1XZvn07ABs3bgRgx44dXHDBBQDceuutADRq1Ajw9cn6888/AahQoUKsh2oYhmFEiXXr1tGsWTMAFixYEHDftm3b2Lt3b8T/p4W6DMMwDMNIGfKs4rN7924AHn/8cQAGDx4MQFpaGgUKFADgyCN9b18ryoIFC8Z6mI6///4bgHvvvReA4sWLA1CnTh2OP/54AM444wwA3n33XQBeeOEFSpUqBcCPP/4Y0/Hmlm+++QaA0qVLA1CmTBmnAr3yyiuAp9IVLFiQO++8M+C2WLFs2bKAMf3++++ccsopgKdIXXnllQAUKlQopmMzDCP7/P3336xcuRKASZMmBfzU7QAXXXQRAM8//zwAl19+eSyHmWeZPXs2AFOmTAFg5MiRbu4X+fPnB2D+/PmceOKJER+DKT6GYRiGYaQMebY7+88//wxA1apVfS/8/+/TX/Hp0qULAI899hgAhQsXjtS/zzabNm0CoHLlygBs3rwZ8KkdwTFOKVN33HEH999/PwDnnHNOrIaaK6ZPnw7Aiy++CMBtt90GQIsWLdi2bRsAP/30U4bnFStWDIDq1avHYpi89dZbALRt2xaA//77L9PH3nHHHQB07dqVM888M/qDyyYffvghAGvWrMlw34QJEwBvF5aWlrG58XXXXQfA+++/n9MhWHf2PI4U9l9//TXg9qVLl1KpUiX3O+D+BpyvL5ocOHAA8JTyzp0789dff4X9fM05c+bMiamqq88UYOfOnYd9fJEiRQA4+uijozamcNm/fz8AEydOBGDWrFm89957gHetO3ToUIbnNWjQAPCpQOCLBGQT685uGIZhGIbhT571+GRFw4YNAahRowYQX6VHyKtz9913A9C3b1/At1vPly9fyMdWqVIlhiPMHevWrQPgtddeA+CPP/4AoF69eoDPb6X3pdviiXYj+/btO+xjR40aBcDMmTP57LPPgMBdbTx58803eeSRRwBf5lxmSOkJpfjMnTs34Kd5HTyefPJJlxWqbMQxY8a4+6VyzJgxA/A8Yxs3bnSftY57cdlll7nPuGzZslEcvY9WrVoBPrVm9OjRABlUmqVLlzoVWgwfPtz9LnVC789fYff/3f++pk2bOhUmkihT9MsvvwSgX79+ACxcuDDDY+Xz1OfdvHlzjjnmGACeffZZwFNKp0+fTpMmTSI+1vHjxwPw7bffBtz3yy+/uN91X6jzU1SrVg2AWrVq8cwzzwCeChRr5Nlp2bJlpo+Ril+tWjX3ud5zzz2A971Eizwb6lq1ahXg1QX44IMPAN+BoxoBLVq0iNS/ixg62M8++2wARowY4Yy9yYwumk2bNgW8SfP666+P25jC4fvvvwe88WrhlhknnHACAB999BEA5513XhRHd3jKly/P6tWrD/u44IvTEUcc4SbNc889F4C3334biJ78HGNyNdf06NEDgKefftp9ZtpAqUzGlClTXOhHCwP/i3/wQsD/byU0nH/++YC3mDruuONyM+yAschcqoVPVouUrO6rVKlShvCKQsT+Y470oiEUkydP5r777gO8hJFgChUqxOmnnw7gFnqhztMtW7YAcPDgQQD3nUSC119/HYABAwa4xWJWi5rgz/5wj9HnP2TIkIiMN1z0mckQ3qdPH3dfxYoVAWjcuDEAHTp0ACJet81CXYZhGIZhGP7kWcUnGH8pP5EVH5loZXKuXLmyM6cmK/v373dVN2WUlXqQ1Q4mEdizZw8Ap512GgAbNmwI63l169YF4OOPPwaiL91mRvv27d3uMitU9uGII3x7oYIFC/LUU09FahiJ+CXnaK5RyEqGdv+QVShFRL+feuqpgBfWOu6447jxxhsDXlsKzObNm11YScq1Qk/+4Y+corCJ0rX9x62QT3Co9qyzzqJkyZKANzf53xdvu4DKY1x++eWZFrxTAsigQYPc+RlrZKquWbMm4Auj6fPXZy8FpFKlSlxzzTVAeIqPwkobNmxwIcQrrrgiwu8ga1566SUAHnrooYDbO3ToQLdu3QCvhEmUMMXHMAzDMAzDn5Q0NyutLhEVH6VL6ue6detcaqCKOiUbf/31F7t27QK8tMw5c+YEPGbJkiXOJ6DUahm8g82fsUApsDLbSek58sgjGTFiBOArLunPF198QevWrQH4/PPPAWjXrh3gMxnHgzZt2rg0dJk+/enZsyfglXYwQiOTr3bg2nkff/zxzrsydOhQwPOxHTp0iP/973+Ap/hk5dHRsQJeOQv5s6QGRQJ5fDQmqUqjR4925SWSjYEDBwIEqD2aL/W59u7dG8CZl2OJ+k3Vrl0bgH/++cfd9/TTTwPeOZjTlHn1OvRX2GPJRx995AzhUo47d+4M+OaZ4CSdeGKKj2EYhmEYKUNKenykLCjTKN6ZN6FQHH3p0qWuqaoyhrJCHqGDBw8mRCEr8O24/FNfw+Wuu+4CfJkPauERK7R7l+Ijhg0bFpCxEoy8S8pqUDxbWV7xYObMmQDccsstQGBau3wPP/zwQzSHkNQen927d7vMJykvmk+WLFmSMKULwkUF5OTx+ffffwFYtGiRU4GSDaluU6dOdbedddZZQGR8UblhwoQJGaILUv5GjRrlyqskO/7zvIo+Llq0KNbDCGuuSZlQ16OPPgr4LqKSetX3SX2YVNE5EZB5skuXLi5EEWrhowOrTZs2gBeSOfroo11IL15VnWXkUymBUGhyat26tTPh/v7774AXHmrTpo2ruRQLtm/fzssvvxzyvldeeYVx48YBnoRerlw5AC655BJnMMyqfkWsUS8xXRSuvfZawGfcVoXzrl27Al75h3AW2anClClT3LmkBY8qeyfboge8sf/5558AdOzYESBpFz3gpeT7L3wShRkzZrjjRiUiVGNI/RdDsW3btgylKLSBUugVvEVGrVq1ADjqqKPiUkF+7dq17nddjxIVC3UZhmEYhpEypEyoS+ayhg0buirCQjsfdd1OBGRurFy5slMUtEtQ0a1BgwY5dURVO2We69u3L5dccgkAX331VczGHYpKlSq5wlYqWCi1RIpPkSJFnOFP35Uq4i5dujSga3K0Wbp0qevxJmN5VsiMWLp0ad555x3A+z7ilcaeFVLS/EN2mgfUJy3CVcGTOtRVqVKlDBWJVVDwggsucKqP5hGZ8f135UIhjlhUZM4MzRHz5s0DvKKc/ubqZEMlP1QcD7yCkjL9qhBnrDniiCOc4qMQuhSRVatW8dtvvwFe8oEUufXr17u5MDsFDCtUqOCqQceiF5pCpTVq1HDzh0L8/p3VFVEJVsOvu+46pzZGIIHH0tkNwzAMwzD8SRnFR8ydO9fFQoV2b4mYytm8eXPXQVvjlik7f/78bnegFFqtvs855xyX0hjcAybWKDUcsqeASKlq2LChS7mNlclZpd61g1HBMX8++eQTwFcmH3Ap++Cl4j/22GNRHWdOkLm1devWzjOgeeDmm28GfO8/gp91Uis+TZs2dd6R4J134cKFnWopP4YUn19++SVDcUP/VhSRbEORHYL7ss2aNQsgw7yYTGhOrF+/fgaVVueg0tljXTTVX/FRQUGley9dutR5IbMal65NoR6jDuia+9PS0pyXSEUDlaRx1FFH5eq9ZEW/fv1cIdTscvHFFwNea6Bc+FJN8TEMwzAMw/An5RSfefPmZdjZqI2CCr0lElu2bHGp7fL9KAtjwIABGR6vrucVKlRwDQ6/++67WAw14ihDrUaNGixYsACIernzHCHFZ/z48a5UvHb9SiVPxJIJW7ZsoVmzZoBXNFI7yrFjx9K8efNI/aukVnyWLl3K7bffDnitEcJtNprVfZFsQ5EdNJ/It6Su8m3btnVtE5KVBx54gMGDB4e8T9mYKusQK+6///4smxvr2NB1SMdFq1atnEKYVYNUKbhSnBs3bpzhmFL7GXVtjwZ79+51yvykSZMAnNfIHzWIXb58ufup1kDyVuaivIYpPoZhGIZhGP6Y4kNiKz6Ay4hSZpPqNoRCu7izzjqLhx9+GAitDCUyUnpUf6ZUqVJ89tln8RxSWBw6dMgpKCp0p4aDUuISjXvvvRfwMnukSBQrVoxt27ZF6t8kteLjT27VUx0XPXv2dJ/1wYMHc/Wa2UXtYh555BEgUMXS9UAFAdVItUmTJnFvRBoOu3btcmP/9NNPA+5Tk9UPP/zQeUpiwe7du935pc/afw5XjblI8eOPPzq1X+g8V826RKJXr16utYv8cqEyIsMkrLnGFj4k/sInHDR5NmrUCPAdOEqFjEYFZ51A999/f8RfW2n4CxcuBODhhx9OmsWbJN4777wT8L6XWbNmuUq5iYSMlTJdrlixAvCZ0Pv37w94RQ1zQZ5Z+OSWHj16AL7Qg8IXf//9dzyG4kLnSpCYOnWqWxQFh+gqV67sNiIqdhlrU3a4qJk4LG0AACAASURBVDL5ySefDAQmHQBcdtllblGUSEVrI8WPP/7oymkIFS1NxGvc9OnT3fiKFi0KeIV5c1CI0UJdhmEYhmEY/iRedbUoI0ktr6EwmNKTW7RoERWlR+nOFStWjMjraWXfrVs3Z2jTDvimm24CPDN3MqCyAtrZ6z0NGDDAlSVIJMqUKQNAp06dAE/BO3DgQMhu7kbOkAFeZQ7S0tKcchIvpNjo/Ap1ng0bNgzwhegGDRoEwAsvvADAc889B8CTTz4Z9bFmB6kGL730EoAL+atA6rx581yxxpEjR8Z+gHEgUq1V9u/f75RC/+KEueHHH390v6sYbLT7TJriYxiGYRhGypAyio92WnXr1nXFrooVKwb4UiCTHe1uFNdWw89Io5i4/EPZRe1CpDB88cUXgM9voBRwFRyT+nDSSSflfMBxQgXD9FMpp0ZqIqVZDZIvuOACHnrooXgOKSykjLRr184pPX369AG8OfXss892JuhEQj47dT+XSr1jxw6nvtatWxfAlStIZlSotmfPnhnui5Ti88Ybb7iiiEo4yWl7G5UokaoIXqHYaM/5pvgYhmEYhpEypIzi06VLFyCw5HeHDh0AaNCgQVzGFAmUwTBixAgAzjjjDICopZ5eeumlgOcHuOqqqwC44YYbMt01jR8/3pX8//rrrwEy+EcKFCjAfffdB3hl1pMZpeQnC0uWLIn3EPIk8nqpzITmn3j7e3KCznllSako3syZM2Oq+Bw4cMA1JdXcnZUnREVPn332WcCnNu/duxfAqW7JrPjcddddAK54qlpXgKfKRer9bdy40c3d9erVAzxfaXAmWWaoDZA8Y6tWrXJqvxooR5s8tfCRkXTUqFF8/PHHgFcl0h+Fa1QlMlk5dOiQW9CpP01WFUIjgRaL06dPB7yuyDNnznS1IsJBHedVWqBz586R7gieK9SHS6m+KhOgOj2ZsX79esAnCScDW7duBeDVV18FYt/HKC/TpEkTt+DXRkT9uRIxNHQ4WrVqBeDek9Lx27ZtG9Nx1KlThy+//BLwevdpARNq06Rw+qhRozLcp81WIqA5XNeuq666ynUr10ZKi4yPPvrI9egSKj1QoEAB2rdvD8Add9wBeL3Bckvbtm3d56jaZAoXFi1a1F1v1WtL3eFLlCjhqkmrerSqNR9xxBFuUX3sscdGZJyHw0JdhmEYhmGkDHmigKH6g8jQ27dv3wzVUPU+K1as6Eyz0Si+F2m6devmdlrB6tUbb7xBmzZtAM/AJyUm2qjwnVJZFWoLRfPmzd1KXuneUtsStQia0o81XpE/f35XdVWFFsWwYcOchK6O9NqRLly4MCfFuKLKhg0bnJIlY6QUn6OOOopp06YBULt27dz+q0SUkSIy8c2ZM8d9Zqo6qy7gL7zwgrtPu/NEVno2bdrEn3/+CXjHgYyyU6dOdXOojgcVtlSl5FjxxBNPuB5QGq+qMteoUcP1mBs9ejTgFULdvn27ew0pEl999RUQPWtAOGhcmud13j322GMuBX/o0KFA1oqsknTq16/vivJGA4WqNPd/8MEHuXq9Ll26uHMmAlgBQ8MwDMMwDH+SWvH5+eefAZgxYwbgpYr27dvX7bxbtmwJeKbcW265hRIlSkRmtDGgSZMm7v3pPZx66qmAzwh22mmnAfD5558DULZs2TiMMu8hr452i0OGDHF/axeWFSoroF2YUvTjiTxwirX379/f7d40D+gYmz59OkWKFInUv85zio+/IqhUYX2GMjIXLlzY9WaSGpQIqC2FdtkqSLd58+YMio9/V3l1bh84cCAQvpk1Gkjlv/rqqwH47bffwn5u48aNnek8EXyF6okn9VUqlD/+3wP4lHJ9/iqZcf3110d9rEmAKT6GYRiGYRj+JLXikwocOnTIZVHIJ6CMhlNOOcU174xlt+FUZs2aNa5Bqxr+/frrrwC0b9/e/a7Cb1Ic48X8+fN54oknAM8PsWbNmgyPk+ehX79+AK4hZYTIM4qPlAKlCe/evTtkQ0/wna+JpPSICy+8MOBvFdcsVaqU89wFe5GaNGmSkH48eQ2VBj158mSnbEoBUadvnQfNmjWLekuEnKAsJxWI1PkK3rF1zTXXAHDRRRdRvnz5GI8wKbDu7IaR6nz44YeZSuAnn3yyqyej9NcokWcWPlrk+C92lNZ96623AonfvTwYhbqSZbyGkQUW6jIMwzAMw/DHFB/DMKJNnlF8VMBTXHrppa4Ip5IODMOIG6b4GIZhGIZh+GOKj2EY0SbPKD6GYSQ0pvgYhmEYhmH4YwsfwzAMwzBSBlv4GIZhGIaRMtjCxzAMwzCMlMEWPoZhGIZhpAy28DEMwzAMI2WwhY9hGIaRY3r37s2ZZ57JmWeeGe+hGEZY2MLHMAzDMIyU4ch4D8Awkondu3e7DuyiVatWgK8LdLNmzQB47bXXgPg3fly8eDFDhgwBoHnz5gCMHz/e3T9nzhz3OIDWrVsDvs7W6uJ94oknxmy8RvIwe/ZsAJ555hleeeWVOI/GMMInT1Zu/vzzz7ntttsAWL9+fcB9VapUoVq1ar5/9v/vfeLEiQDs2bMnw2u9/PLLANx///2RGFpKsmnTJlavXg34FgcAkydPBmDq1KmA77tQx+sbbrgBgEGDBgFQtmzZmI43FBrvd//X3pkH2Fi2f/wz9drLVloo0apI9EMoSWTJEhVKi/Rmq6SQbJXKVl682iwtKrzCS0QoJUmpZItCZStll7JEM43fH+f93s+ZM2fGLGedc33+Gc55Zs59nvM897nv7/W9rmvlSp577rmgx/z999+cfPLJALz88ssA3HfffZEZ4P/YvXs3AF26dAFg+fLl/Prrrxker3tA596fMmXKAPDQQw8B0KtXr5wOK09Xbt6zZw8AX3/9NYA73x07dvReLJPznJVj5s2bB0Djxo1DMOLc8csvvwBQv359AIoWLcrSpUsByJ8/f9TGZRhY5WbDMAzDMIy05EnFp2rVqqxZs8b3BzPZRWXluXr16gE+FSlWSE5OBuC7775zj1122WUA5MuXLypjCoZUkp49e7Jt2zbAO9eB595f8dFzZ5xxBgAff/wxl156aeQG7sekSZMAePTRRwGfoiJVJ5AyZcrQv39/AK655hoAKlSoEIFRekjpeeWVV4C05zUYWVEi/u///g+Ar776KqfDyrOKz5gxY3j//fcBeO+99zI87u+//wbI8No50TFz584FoFGjRjkea26ZPn06AD169ADg/PPPB2Dq1KmcddZZURtXIiA18d///jcAc+bMcXP+HXfckeHv1a1bF4DLL788zCNMy2+//QbAhRdeCMD+/fvdtTtw4MA0x5500knUqFEjVC9tio9hGIZhGIY/eUrxkRJStWpVp4ZccsklALRo0QKA8uXLs2XLFt+L/e+9y/OjFbQ/MnaWKlUqN0MLCYsXLwZgwoQJAEycONG9B+3CRowYEZWxBUOKT/v27Tl06BCQPcVH/z/99NPdjqds2bJhH/f69etp3749AD///DMA+/btA9L6eMRbb70FQJUqVSKu8ASyevVqAK699loADh06lE7Nadu2LQA333xzlv5m1apVAbjgggtyOqw8q/g0a9bM+W8Cr4vixYs7c3vgNX322WfTvHlzwPNSSVkLhuahwoULh2LYJ+TgwYOAN9eMGjXKeZfk+Ro0aBAABQoUiMiYsoq+B958882gz2fmu1u0aBGbN28GPNVU3s/zzz+fZs2anfBvhIrk5GSXbDBnzhzA+1yySrFixQAoUqQIANu3bw/hCNOjc3XjjTcCngH+RFSqVAmAypUrA9CqVSsAmjRpkt1r3hQfwzAMwzAMf/KU4qMMIf+drNJ15bmIRxRb7927N4Dzy4C3k9TKvmbNmumeC9zxly9f3qVbR4Lq1auzYsWKNGNR5lawrK7Acbds2ZKJEycCodvxHj58mKFDhwK4nyI1NZWTTgq+J0hNTaVr166Al7kVi2g3/sQTT6T7/LX76927NwMGDIjEcBJK8VF5g2bNmmVZVYsFUlJSGDZsGIBLT9+/fz/gmz+7d+8O+EodxBobN24EfErDrl27ADhy5EjQYwsXLpyhp+3YsWOkpKQEfa5AgQI88sgjAAwZMiS3Q84QqSZdu3Z1anJWvHj6jitUqBALFy4Mekxqamooh5qO0aNHA7jzlBmnnnqq+3dGSlbBggV5+OGHAZxCWqtWrcz+bJbmmjy18JEB9V//+peTj8Mt7YWb6dOn06ZNm5D/3Uh87krzrVGjBlu3bgW8RemMGTMA7wt69uzZ7N27F8AdG85Q14oVKzK8gYKFs/yfk2FQdXFEp06dQjK2UDJr1iz3RXz48OF0z+tLTIs4hXT/8Y+QlvhKqIWP6jzlIjQYFbp27eo2GErF79y5MxB5k35WUShINoBt27Y5g7/Cve+88w6AK6nxxRdfZLqAUHhSCRXa6JQpU4Y6deqE+B146P7s1q0bAG+88YZ7LtjCR8kfCgs9++yzgC/BRXW5AlFtrnCwbds2ZxuRuVn3RLt27dx3ssKF/nP5sWPHAK+0jKwq8+fPd8/99ddfAJQuXRqAyZMnp9no/w8LdRmGYRiGYfiTpyo3lyhRAvCtilu3bp3l3/MvXFioUKGQjysnSAkZPHiweyyztPtzzjkH8BkqwVdETZKt0k5FgwYNQj/gIEg9qFOnjgvPKbQlM3a/fv0AGDBggFN8FBaTwTjGVElXrE0/xcqVK9N9Rn379gUiY8oORsuWLfn0008BT5HS+QWf0ub/2BVXXAF4ZkojLdqVS12eN2+euz5VcDPelB7tpBcsWOCMy+EM5YQCFRFVuQmVAgAvXVqKSKAy++WXX7p/f/vttwAsW7YM8JmWTzvtNMBLxQ43SvxQKNFf6RG33367Gx/AsGHDnLqi8KQ/4VR2MmLcuHFO6RFS1TMymgfy2GOPpXtMEQCpQDKv6/PNCab4GIZhGIaRMOQpj49SPnft2uX6EV100UUAfPTRRwAcPXrU+Uv03o8ePQr4FBWl4bVr1w7IPMU0HHz//feALzVaY9M4tbJXnPmUU05xv6f3LsVn586dbmUcqPhEmvXr17vCfv5mZvDi6IMGDYqoEfTIkSPOEClzs8Z2Io9Pdp5TOYUqVao4/0S0kFpx//33Az61548//gA8NVGm7l69evHMM88AIfH75BmPT8+ePQF4/vnn3WNSG/RYvLW3kTekT58+/P7774CvDUWssmjRIte6Q6r2VVddBfiuaXl0MkpQiDVUnFIlV4Kh77GKFSsCvhIT6gsoFK0oV65cGEaZMfJynnfeee67tGDBgoDXoiiCbYfM42MYhmEYhuFPnlV83B/MYcsKxXlVjl7x1HCjzAMVjfvtt9/SjVMr+kaNGkU0LT03KLVURQ3vvvtuwHtPhQsXdtkJSuGMFtWrV3fj0uehXeS3337LmWeeCaT37Rw8eNApdoFceeWVLF++PFxDzhGbNm3iuuuuAwjayPT1118HPK9VLohrxefw4cPu/Kjsvgpbgjc3qOxEtPxc2UX3pJqN7t6923m+pJjLUxJpFSEY8iI1btzYZXFJjdS4mzRpEpWx5ZR169bRsGFDwKfSZ0RW0tk1R7Vv356nnnoKiEzBS/8UdhWznDJlCuCVLYkgiZfOroVPsAtI0m2tWrUoX748QLr+MseOHXOy49q1awHPML1mzRrOPffc3AwvWygdccSIEUHNbkLvWb3EYjXtNCNk4n788cfdTa3eM9EODYFnnlQK+9ChQ129DIVDxbZt21x6baDxuUqVKrnpdRU2ZBhU6ECdt/2RQVufVQ6I64XP/PnzMw1DKNSlhIpgNcOUohxLKPyflWSHunXrupCYwkqRRhWV/U3Hql+WFfOsQv6qEhwLLF682C18gtUP0kJCXe+DLXy0gPX/fW0itQDR74cD/4WPElokPigMNmnSJLd5UC0h3SdNmjRxobEQYKEuwzAMwzAMf/KU4iOj7JYtWxg5ciQAt9xyC+BJogphZYR2wFqNHjhwAPApL1mpRhkOtHqWlD5u3DjAF3bR56dCTkrLjDduueUWZy5W6CDWQkNZYfz48UB6g2vJkiXdLkyKVixVE//xxx8Bb/evEB94MrtSuIcMGZJdw3NCKD6ZdV6Xavb0009n9WXDhnbhSpLwD+cq7CVl4YMPPgB8SqAUcnWhj1T4X6hfXo0aNVy/xewgdejuu+92KkUsMHz4cMDrs6hKxeApzZlVK5bapdInupchMoZ7f8UnX758gKcKqoyJf2g4MGx3xx13hFLdN8XHMAzDMAzDnzyl+OzYsQPwGYKDdVrPDlIfFLc/7bTT3Oo12t2ItWPr37+/6yCs/ksrV64E4OKLL47O4HJIly5dnFoic6jaVMi0Fw+oCKNSxoOlyKs9RDg7PGvXl90ibEo/bdKkidulBe7Qdu7c6WL5WSSuFZ/ly5c7s2gw5FlQ+rQ6Uvu3CAk8h1OmTKFt27bZHHJoUBkHKXhSsuvVq5fuWKnNM2fOdMfJjyFFVqnWkeKnn35ybSjE6tWrAV+7EP/kFn+Uqp+SkuKSLKR6hdMDEymk1i1atMj1wVJyzgn6W+WK7PTnygipXSGIqpjiYxiGYRiG4U+ealmhDCf9zA1Kw5PasGvXLtfp/YYbbsj1388N2m2r6Rt4zn4VkIpHtBvW+4snpUdozCVLlgQ8/4d/V2Q1flRxTJUuyA3awUppUgZWdhUf+eQeeeQRevfuDXgl4sXy5ctdoc9EoHr16i7bMyvIr/D77787FVNZmlL9Bg4cGDXFR0U133333RMeq9INXbt2de0dXnrpJcB7n5H2LZUtW9a1d8gO/opIr169AE+di2fFR8qssqaSkpJclmY4lR6hazopKSnD9kL58+d3vp/LL78cwJViOX78uFPGI+WjzVMLn3ASSyFBhSNkcgavx1LlypWjMqZQEEvnOLdoEedveM3M/Jobli1b5gzTqnWyZs2aXP3N7t27u67jCxcuTPOcFnVGcO666y73byVX1KhRA/BKbWzdutUtLJ988knAC1fHKvfeey/gLXziDZmbwevPGLiojye0uZGBWWH2YsWKuZ5rkUDG6VKlSrlrQ3YFJXToPgAvfKpNQUpKSsTnfgt1GYZhGIaRMMSd4iPJuGTJkpQuXTpsr3Pw4EHAKwpVrFixXBuG1RVY485uQURJmep7tXPnTleYUd2KY5H169c7lSqzflxSSbRLiEcUDg0sYBhOtm/f7pQeocq7nTp1ctJydrnpppuA9IpPhw4dnKFRxdeM4Cjsrt2t0uJTUlJcN3eFYFQVOlYJ7Iadm+7YOUFzcv78+bOVYKKwrIy+JUqUcOboE5U3iTU2bdoE+IqnfvPNN4Cv8C54xXbvvPPOqJTKaNu2bZbCtwsWLADSFlwMLAYbbkzxMQzDMAwjYYgbxUeF+dRbqE+fPpmmmOYUxX5lflPRrPvuuy/XHWYVC73tttsAr9PziVA3eR2vgmOFCxfmgQceAKJvuPYnUN3ZuHGjM0BmpPjs3r3bxXnjzdQsT8eGDRvc9bJ9+/YMj+/Xrx/gmUxzS+vWrXn88ccBXK8wjaNu3bpuN6V2Gko/PlEH7v379wPBvVem9CQeUkxkeFa/vUhRvXp191Nzv9pQ+KOEgvnz5wOwatUqwLuOK1So4Ez8sYiiGlu3buWZZ54BvLGrlIlKq4CnWqm3XvPmzSM21pyg9koif/78dOnSJaJjMMXHMAzDMIyEIW4UH2WpyIXv7xIPFevWrXNKj3Y38p2E4vVUkE/l/q+77jqX0ixWrFgBeIUIZ8yYkW4s6rg7YsQIlxodCyjLQM0MNc5Ro0ZlmH6qNOxZs2a595eZDyiUaPfk354BfLurjLogr1+/PsNu5ampqa6IXSCFChVyRTWrVKkChLZzsjwL6k6tFNcDBw64tFH91DhKlSrlCripceOECRMAX1kEXa86F/op/5CRfaRG+BOtbEb5wqSMNGzY0CneGpN/AUO1RJCCeCLFMNRIIZ08ebLznanhtGjTpo1TQ5TtFIjU0Uiie8m/rAX4Co3qnhMqG+DfbDuwAGapUqVo2rQp4DXADUVZjHCi1hrTpk1L87iyBSNJ3Cx8tm7dCngXwODBgxkwYABAts2bMgnr5lEoac6cOe4YpewqZTwUxkNVgVbPrWrVqrnn1CPpww8/zPD3FeaTuVmmyFhgyZIlbkLRzakLPdhCRlVt9RkeP37cva9Ihbq0WAjsY+NfZTmQzJ6DjFPW+/fv7/o1hQNJ9/oSU4r03LlznflRqB8d+LpDQ/Cuz4Hoes1ubaC8hEIPCiV27tw507CJFpvavPhfH9deey1ArqvM55TJkycD3hfPGWeckc4kr16FxYsXd+GlaPUs1OapRIkSbsOkMJbGrQQSf1RpumPHjoC3OYgUY8aMcf23sps+LwO5jMu1a9cG4IEHHoh4r7Tc8Pjjj7sEHJ0DzSNDhw6N+Hgs1GUYhmEYRsIQN726tGtVqvOCBQvcSl4G31tvvRXwVvjg9e/SanP9+vWuurF2M9rt5s+f3+3eXnvtNSC0HYj1HtSNd+rUqU7WDJQyJes2a9YsXRG0jMIp0UA7r549ezqJedKkSUDmKYra5apvUMuWLV0l2FCGgDIjo07qOVV8/J9TQcGrr74aCG9frsxYtWoVI0eOBOCzzz4D0hojA6+7YKiK+dixYwGy26cL4rxXlz/XX389AJ9++ingS1fXfNO1a1cAZs+eDfjmHoUrlIqt66Ns2bJOnYiWmV8JIwMHDnSPqQie5lmFQOvXr+/6P8USCiEpRXr69OnOSqAq5lJ4wln+JDOSkpIyvb+Umq/7St9jVatWdeErfQ6xzCeffOIUKXVpl+rfuXNnp8ppzlEBT1kjQoT16jIMwzAMw/AnbhQfIX/C2LFjXWdyKTjBVtWZ7Wilqigt86abbopovD05OdmlfgeilONChQpFbDw5QR6dIUOGuHMtT492sklJSc4rpc9Bx0phmzFjRsRTTLPSST2QzJ7z9xeoOGUspebLzC1FbvPmze45FUZT/7cWLVpwwQUXACHxoOQZxUfnUL6E2bNns2XLFiDzliQyNeuYHj16hHqna8Qobdq04YMPPgj63P333++iClJ64pU777zT+WfLlSsHwJQpUwDS+AzVR0z970IcwTDFxzAMwzAMw5+4U3z8Ucq3yucrW8q/Q7nen7K0mjdv7uL0KvoXim7uiYq6ws+cOdN5SJQttXv3biBt1175lSpUqADgMp0i5esxokKeUXwCWbFihVOB5Bnzzw4VekyKZ506deyaN/IUCxcuTFfY1F/hl29M39fZbdmURUzxMQzDMAzD8CeuFR/DMOKCPKv4GIbh448//uCNN94AcHWLROPGjV1WaNmyZcM5jCzNNbbwMQwj3NjCxzCMSGChLsMwDMMwDH9s4WMYhmEYRsJgCx/DMAzDMBIGW/gYhmEYhpEw2MLHMAzDMIyEwRY+hmEYhmEkDLbwMQzDMAwjYbCFj2EYhmEYCcM/oj0Aw4g3fv75ZwAqVaoE+DqZA4wdO5YiRYpEbVyGYRh5lcOHDwMwYMAAAEaNGpXjv2WKj2EYhmEYCUNCKj4vvvgiAA899BAAFStWBKBdu3buGHURv/jiiyM8urzDpEmTAOjduzc7duwA4KyzzgKgdevWAHTs2BGAffv2ceGFFwJwzjnnRHqo2eL9998HoHz58gBMnDgxmsNJw+rVqwF49dVXT3jsBx98wI8//ghA8eLFAZxi9csvvzBt2jQAbr311nAMNSH4888/ARg+fDgAgwYNAiA5OZnbb78dgP/85z/RGVwCs23bNgDmzZsHwLvvvgv47u3BgwcD0Ldv3+gMLgh79+4F4IYbbgC8+9yfAgUKAPDVV19RuXLlyA0ujKxdu5YePXoAsH37dgDXDyw3mOJjGIZhGEbCkHCKz4oVK3j88ccBSEry9TP77rvvAC92CDB+/HgAnnzySQDuueeeCI4y96xfv54jR464fwNs3boVSPs+w8miRYsA2LlzJ40aNQJwY5Lqpp/gnWv9jFXk8TnvvPOiPBIPjalevXqAr1OyUCNiXe/+6LEDBw4AUKVKFQCuvvrqmFfeYoVDhw4B8OWXX6Z5fMmSJSxcuBCAL774Is1zwT4LI/ccPnyYVatWAd51P2TIEACnOoN3f0j5EUlJSU7xmTp1KhBcXYkUUnqkjGssRYsWpXbt2gAcPXoUgMWLFwO++TZeFZ+//voLgLfffhvwfXabNm0CcJ9LhQoVcv06CbPwWblyJQD169fn4MGDJzz+p59+AuDRRx8FoGbNmiE54aFGC7RLL70U8BY5Q4cOdTe1JtnChQsDvtBeq1atwj62qlWrArBnzx5mzZoFQEpKCuBNQhp/cnIybdu2DfuYQoHeS3ZDQLqp8+fPH9LxpKSkcO+99wLehK7XKF68OF26dAHSf9lWqlSJdevWAVCiRAkAd2y+fPlCOsa8SnJyMnfddRcAs2fPTvPc8ePH051zbaCaNWtG9erVIzLGRGDp0qUAPPvssy58ldmCPzMUnly7dm0IR5h99u7dmy60VaNGDQDeeecdSpcuDUBqaioAv//+OwCnnHJKpIeaK5YuXepCjfr5/fffA1CuXDnmz58PQIMGDUL2mhbqMgzDMAwjYcjzik9ycjLgU0DAtyPOzg5g//79gC9sEyuKj3bl48ePT7er8f+//i0kya9cuTIiis8111wDQPfu3d15LFWqFOBbyYMnQ8cLBw4cYN++fQAsX74cgDFjxrjnr7jiCgAuuuiiNL+3Zs0atysdOHBgSMe0YcMGF1YUeo3HHnss09+9+eabQzqWRCM1NdVJ8ULKatOmTWnevDngnedChQoBsRnqOnbsmAsTaeetUg0nQirJlClTAE95VLgIvGtx2LBhoRmwH1LopfaEAoXno8XTTz/tlJ7zzz8fgLlz5wLePApw0kk+/UKqbSzy119/OUuJ5sGZjhaxeAAAEUtJREFUM2cC8Nlnn7nvad071157rTsmHO/LFB/DMAzDMBKGPK/4jBgxAvBWl/50794d8HbpL774ovMCiTPOOAOIrZTed955B0i7a9S/pUpVrFiR008/Pc3v6f+RUHvyKtu2beOXX34BcMrPnDlzsvS7ffr0Cdu4ApEPqWPHjpQsWTJir5toJCcnO5+UmDFjBhB9xSAjjh07Bnhp9NqJz507l40bN6Y5NqfqzNVXXw3A888/75IqwpkMEPgZ+HPaaacBUKtWLfeYSph07do1w9+LloKiMiAvvPACRYsWBWDcuHFAWqUnnujbt68rOBgYpShYsKBTFu+44w4AWrZsGdbxmOJjGIZhGEbCkOcVn19//TXdY0oDfPrppwHPBd+8efN0qYvKjpHyE02WLFkC4Hbwe/bscatnxUSV0hgLnHnmmYCvIOGECRMAXzHDYBw9epS///4b8OK8seiDeO+999y/paqceuqpAHzzzTcuGyGQFi1aUKdOnbCMqXTp0i7bQynV+lmvXr0MX7dhw4Yus+jss88Oy9gSkVgtevr5558D3q46MJVbWUKAKyZ67rnnAr55RXONVOVg10zDhg0BnLfpsssuC9n4/dm9ezcA9913H+ArxhmIsu2k6tSsWTMsYwkVijY8+OCD7jGd8w0bNgBw3XXXAfCPf8TXV3fXrl2dD1H3R7FixQBfIWG1/4kU8XX2ckBguAe8CUAGPC18SpYsyfXXXx+5wWUTXfySo/0XBrEYvtJEWq1aNddnReg9jB49GoAFCxY4SVzmbRmfVVU4Fjhy5AiXX3454C02ZVjVgjrSlCxZ0plRmzZtCvjqVYEvBKC03MCF5JgxYyhTpgzg+4zAW3S2aNGCNm3ahH/wcU6+fPncpK1wi4y+gwYNcsZT8cADDwDepB8pNm/e7KrRq5aW0oM1d9x6662u1Ic2V7r3Nm/e7P6Wwi1a8EcD1a7x34gIhUnefPPNiI4pp2huVFVvpaUD7vPo1q0b4C2OKlas6Gr1KOU9FtF1kz9/flfLShWmo4mFugzDMAzDSBjyvOKjfitaKWtnDDB9+nTAMznHKpKkVXHaP01d/1aFz1ikbdu2buwyGur/2tHUrl3bhRPHjh0LeDuZWFCzfvvtNwBef/11V0VVSk8soF34xx9/DHgG+M2bN/Pyyy8DnuKjayU1NdUZtdUHR8dMnTrV7aafeeYZAMqWLRv295EXkAIUrIChdvWLFy924clIMGzYMNcnT2b8YJW5MzLPKp06HlC4LV545ZVXAO+eDYYsF0rSmTBhgpt/pJCPHDkynMPMFlLvFVbdsWOHs2GolEk0McXHMAzDMIyEISmwyF2UCdtg+vXrB/h2PtqFqRu7ur2efPLJ4Xr5HLN+/XoXm5cvJliRQr0n+QzUwiIWmDlzpuvGrvHKH6A4fJMmTdxz8mWp71RW08XDidJJu3Tp4kzbMk/KANquXbugnrJYQ+fz2LFjruBcsBIJQkZXmS7vuuuu7PquYs+lHqK55tChQy7lOJDatWs7tVKtb0SDBg1ccb9IpE136tTJfba6luMZFSwsX758uud0veo+7d+/P5DWvB2I1LBopIvLVyq1Vh6Y3r17uyKwukZkDJ4+fbrzi8lHJhN3LCg/r7/+OuCpUQULFnTKseYOlYgpUqRIKF86S3ONKT6GYRiGYSQMCa34CBXwuuSSS8L18tlGWTk9evRwaeyZtaXQcw8//DAQG6t+f/773/8CXjZG48aNgeBZd8qyUyrs4sWLXbZRpFFjUaWRLlu2zO0klX2h99SgQQNee+01IP78MLoHRJ06dVzHdqFrrVy5cu76zKJakWcVn9TUVJ577jnA82o88cQTgC+7SN6Mjz76CMCpt8nJya7VSefOnUMxlEypX7++22FnVrQvXshM8RHZaVJ61VVXAVClShV69uwJwAUXXJDbYWaJLVu2AL5yGOA1Ij1RiYlPPvkE8OYmZeKpsGo0UMRBma+ZocbKI0eODGWWY5bmmoRZ+IikpKR0N4I6msfCwkdj0cW8d+9etzjQ4k11Wb777jvuvvtuwLu5NZl26tQpYmMONVr4KO32m2++iXidB6EvNX2Zvfzyy9x0002A1/tMfeDeeOMNZ+bTAiieef/99wHcF8G3334L+K61unXrAl5H8ozCPf8jzy58souu7cOHD3P77bcDXgXlcNKoUSNXS0shHy3GFixYkO54ffmqAnNmYaJwsGTJEtfvTvdZYP878Gpp6VyqKjV4C5/bbrsN8BJcfvjhB3eMrmMtIgBX4kFdwaM195wIJYZUqVIF8BIw1Bcx0uzfv58bb7wRgK+++ird8//85z8BL6lI5WReeumlUC7GLdRlGIZhGIbhT55PZw8kmOITS6honyqTJiUlubCJ1AQpQOeee65TqbTKjwdzbVaRjK3QUiT58MMPAXjyyScBr0Ks5FnwUvOVfr9z5063e5dxvn79+pEZcBhQrynteFVscsSIES78qoq5sdTLLpZRT6K3336bXbt2AV44VWGxcHD22Wen60P4yCOPAJn3udK9N27cuCx3ag8Ft9xyiwujat7TvVSyZEkXBlexQr03VX/3R2bnPXv2AGkLBErJUsmHQYMGuWr/Ui8UVos19B2h1HEpXB9++KErThlJSpYs6T4rqcP6nEaPHu0SblJSUgAvsUXKfiQxxccwDMMwjIQh4Tw+J510Ukybm6X4DBgwAPApPir8FNhzafz48S5dUMX/du7cGaGRpuXw4cMkJycDOW8xoXROKQ16v/IiRJJly5YBnuIjVSezQm5ff/21Sz8dPnw44JWazwtIGbjiiivcY02aNAF8nb0zIRYl1hzNNdplq8/f8OHDs1XIUnONv29E17fKN4SDOnXq8NlnnwGer6V9+/YA3HnnnemOV3sBFcwbPXq0S59+/vnnwzZOEWyeFueccw5vv/02kLbjeigoUaKE856IYCpSLKA5Sq1ypBguXbrU9eCLRVS8dvDgwYCvr5u8giHAPD6GYRiGYRj+xK3HZ/78+S6lVm7/tm3b5uhvKR4ZC4qPOh8rLb1Vq1bplB7/FhZS7JR9ES22bNnCiy++CHjqSHbYtWsXvXr1ArwYsLIxooF2ksG6PmdEtWrVXLl8eX2kyOXLly/EI4wNNm3aBHgeM6XU5jWk9Jx33nmArywG+AqzZQf5HFq3bu2yW9S1OpyKz+TJk53iI0U1s89KyqV+7tixw5WkUKmMcHYIb9y4scsqDGT79u00a9YM8ApDyq8UCw0wI8GRI0ecYiJ0bcaq2qM5IrCxrFTjSBJ3C5+ff/4ZgHvuucf1HJKRK6cLn8mTJwNw8803h2CEuUNjCDYWpbqrEunevXtdiEudwqOJQnKSik+Q4pyGVatWsWrVKsCroK2KyPGEjJSqjqxaOOGuCKu0XhkzxW233RayxYg2CP6o1kheXfAIpTYrXbpmzZpA1mrE+KPjI10lvmzZsrmqLTVw4ECaN28OeCZj/xTwUPPggw+6dO3PP/883fO6rzQXLl++HIAOHTq4GjJaCGQFLWTVKT1WkRH4lVdecQsIhbgUQopFjhw54tLZNc9rM1itWrWIj8dCXYZhGIZhJAxxp/ioX5B/N3KlMqrvUKVKlbJUOTJeUGhLVV+l/NStW5eHHnoIiA216vvvvwe8wlpZUXxkmPUvuKgdgKo7hxsZ6xQuzGlJgM2bN7sicd27dwe8lPdwsmPHDmeiVrd1FWHLTWd7qavacSv0mJSU5MIcffr0yfHfjydk3ta1kdPPVXL/woULQzOwCHHJJZc4ZV3zj0y/4VCvbrzxRqeqyWitczZmzBiXSCGkeM6aNcvN/VKMM+vVpc9D962/kTkS925W+fPPPwFfQgt4oT3wit2qd2A4mTZtWjqVU59TMIVeVaS7deuWzsCs0iCm+BiGYRiGYYSRuFN8brjhBiBt+qxW7UrLLFq0qDMKynyoXizBkE8mFhk0aBAvvPAC4KlcMki+9dZbMdMT6sILL3Rl7rXDUtf7zFAriO3bt7vHZPqMFCpspiJ89evXd0pJVsrVb9iwAfAVOdRuSD4IdU4OJ0WLFnVm7BkzZgCe16dVq1Y89dRTgGdqzQpTp051qpXOj95bUlKSM1bKzJ3XUVuHihUrApn3iMqMDh06AL6dsFSzjh07hmCE4Uc+Gnkp5Tc59dRTw/J68o2pkKB+XnzxxU6NfPbZZ9P93tq1awGv99W8efNy9PrqJp5T1EJi0qRJTi3NrtdPfQA1p44aNco9p+/CV199NVfjzA79+/d3CQ1CPc38e85t3rwZgIkTJwJpvVO9e/cGvCKv0cAUH8MwDMMwEoa4K2C4ceNGwOd3+fHHHwHSxXszfYHjx6NWwFA+HMWj/ccS2Ek4WAd2FR5TI1IpP7GCMl/UxFONAwcOHOiOUXq4FAMpPQUKFHDdrVX2PNKtRZSJ1aJFC7cb1262adOm6Y5X6Xu975SUFJfGrvceKZRtpOwU7YSPHTvmPBjaQUt18E/F1jWmOPy6detITU1N8xpqsDlgwADXuDSLilbcFzAsV64c4LUvmDRpEgBt2rTJMK1779697hwPGjQI8FLBU1JSnC9LrUBiHSlTug781YdII/W7R48eaR5fuHChKz2Qne7s/txzzz2AN8/mtJWIPCwTJkxwhU+lWmnurlChgmsyKpVEDT6vueYaV2Ry9erVgJcJ1bRpU3f+dW1GgiVLlrjirPL+SdnKjHz58rn3Ip9SmMj73dn1JaPURn2JvvTSS66jb7oXiOLCR18S/oubrCx8ZKjUF+yVV14Z1nHmFn3pT5069YTHqgZT//79Xaf5aKFz/sMPPzBt2jQAV7tkzZo17jhJzMWKFQNwPYUefvhhN6FFux+cDKHDhw93E2lgqrs/wb4kFNZR2FhGeknb2SDuFz4KJ/ib8MFXETmjhc/27dspUqQI4H1xqc5M+/btee6554DslX2IJloIyLCq6vKxxNq1a92GRIkw2iDLIJwZlSpVcj2ktCDJKa+99hrgq3StxA+FrrKKri0lKyhsrUVENFEihepQ6ac/sphUrlzZVZgOM1a52TAMwzAMw5+4VnwyYt++fW6HpvCF+pr4qyx9+/YFvNTAcKcvSg1QuO748ePuMe0MA2nVqhX9+vUL67hCjUIk48aNA3wpkJUrV05zTOvWrQGve29eL4AXTXbs2AH4eomBF2aUWRU8xUfdrgcMGOCKMYZAkYh7xUclGqT4ZEXNPH78uCuiJ7O8wluZ9XwLNzKnyniq6scZzUHgS2FXCFum4exWrY4WUm+zEpLp0KFDjkNbmaHXXrJkCeBFGd577z3OPPNMwOuLptBVrVq1XIXqaBqB4wxTfAzDMAzDMPzJk4pPrKL0T6U/g9ebq3DhwlEZk2FEgLhXfPISUh+k7skj2a1bN2fil0r47rvvAj6/isoaZNenYhgRxBQfwzAMwzAMf0zxMQwj3JjiE4PIt9SiRQvAl6WjwoBKm5YXqUOHDq4sgrKlDCMGyfvp7IZhxAW28IlhFOo6evSoq80iY3tgUoJhxDgW6jIMwzAMw/DHFB/DMMKNKT6GYUQCU3wMwzAMwzD8ibXu7LG4MzQMI+9hc41hJCim+BiGYRiGkTDYwscwDMMwjITBFj6GYRiGYSQMtvAxDMMwDCNhsIWPYRiGYRgJgy18DMMwDMNIGGzhYxiGYRhGwmALH8MwDMMwEgZb+BiGYRiGkTDYwscwDMMwjITBFj6GYRiGYSQMtvAxDMMwDCNhsIWPYRiGYRgJgy18DMMwDMNIGGzhYxiGYRhGwmALH8MwDMMwEgZb+BiGYRiGkTDYwscwDMMwjITBFj6GYRiGYSQMtvAxDMMwDCNhsIWPYRiGYRgJgy18DMMwDMNIGGzhYxiGYRhGwmALH8MwDMMwEgZb+BiGYRiGkTD8P8lfU5+Qul2IAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1568,7 +1521,9 @@ { "cell_type": "code", "execution_count": 70, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -1602,7 +1557,7 @@ { "data": { "text/plain": [ - "array([[False, True]], dtype=bool)" + "array([[False, True]])" ] }, "execution_count": 71, @@ -1629,7 +1584,7 @@ { "data": { "text/plain": [ - "0.97709078477525002" + "0.97709078477525" ] }, "execution_count": 72, @@ -1638,7 +1593,7 @@ } ], "source": [ - "y_train_knn_pred = cross_val_predict(knn_clf, X_train, y_multilabel, cv=3)\n", + "y_train_knn_pred = cross_val_predict(knn_clf, X_train, y_multilabel, cv=3, n_jobs=-1)\n", "f1_score(y_multilabel, y_train_knn_pred, average=\"macro\")" ] }, @@ -1652,9 +1607,7 @@ { "cell_type": "code", "execution_count": 73, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "noise = np.random.randint(0, 100, (len(X_train), 784))\n", @@ -1679,9 +1632,9 @@ }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1743,9 +1696,7 @@ { "cell_type": "code", "execution_count": 76, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.dummy import DummyClassifier\n", @@ -1763,9 +1714,9 @@ "outputs": [ { "data": { - "image/png": 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x5K7M2iCS4FwOm32Wq6rm8FtUxvj49Vgkz8zfzLLnOiE5ctNo0BvMHNLJCjMa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\niTHGmIwnUxR6NMYYE1iWTIw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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1811,9 +1762,7 @@ { "cell_type": "code", "execution_count": 79, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_knn_pred = knn_clf.predict(X_test)" @@ -1827,7 +1776,7 @@ { "data": { "text/plain": [ - "0.97140000000000004" + "0.9714" ] }, "execution_count": 80, @@ -1847,9 +1796,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1918,9 +1867,7 @@ { "cell_type": "code", "execution_count": 84, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "y_knn_expanded_pred = knn_clf.predict(X_test)" @@ -1934,7 +1881,7 @@ { "data": { "text/plain": [ - "0.97629999999999995" + "0.9763" ] }, "execution_count": 85, @@ -1954,8 +1901,8 @@ { "data": { "text/plain": [ - "array([[ 0. , 0. , 0.5053645, 0. , 0. ,\n", - " 0. , 0. , 0.4946355, 0. , 0. ]])" + "array([[0. , 0. , 0.5053645, 0. , 0. , 0. ,\n", + " 0. , 0.4946355, 0. , 0. ]])" ] }, "execution_count": 86, @@ -1975,9 +1922,9 @@ "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2014,99 +1961,73 @@ "output_type": "stream", "text": [ "Fitting 5 folds for each of 6 candidates, totalling 30 fits\n", - "[CV] n_neighbors=3, weights=uniform ..................................\n", - "[CV] n_neighbors=3, weights=uniform, score=0.9698458975426906, total= 9.6min\n", - "[CV] n_neighbors=3, weights=uniform ..................................\n" + "[CV] weights=uniform, n_neighbors=3 ..................................\n", + "[CV] weights=uniform, n_neighbors=3 ..................................\n", + "[CV] weights=uniform, n_neighbors=3 ..................................\n", + "[CV] weights=uniform, n_neighbors=3 ..................................\n", + "[CV] weights=uniform, n_neighbors=3, score=0.9698458975426906, total=12.2min\n", + "[CV] weights=uniform, n_neighbors=3 ..................................\n", + "[CV] weights=uniform, n_neighbors=3, score=0.9728265399683255, total=12.3min\n", + "[CV] weights=distance, n_neighbors=3 .................................\n", + "[CV] weights=uniform, n_neighbors=3, score=0.9714214297617064, total=12.3min\n", + "[CV] weights=distance, n_neighbors=3 .................................\n", + "[CV] weights=uniform, n_neighbors=3, score=0.9726666666666667, total=12.3min\n", + "[CV] weights=distance, n_neighbors=3 .................................\n", + "[CV] weights=distance, n_neighbors=3, score=0.9712619741774261, total=11.9min\n", + "[CV] weights=distance, n_neighbors=3 .................................\n", + "[CV] weights=uniform, n_neighbors=3, score=0.9717405801933978, total=11.9min\n", + "[CV] weights=distance, n_neighbors=3 .................................\n", + "[CV] .... weights=distance, n_neighbors=3, score=0.9745, total=11.9min\n", + "[CV] weights=uniform, n_neighbors=4 ..................................\n", + "[CV] weights=distance, n_neighbors=3, score=0.9725879020163306, total=12.0min\n", + "[CV] weights=uniform, n_neighbors=4 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weights=uniform, score=0.9726666666666667, total= 9.5min\n", - "[CV] n_neighbors=3, weights=uniform ..................................\n", - "[CV] n_neighbors=3, weights=uniform, score=0.9728265399683255, total= 9.6min\n", - "[CV] n_neighbors=3, weights=uniform ..................................\n", - "[CV] n_neighbors=3, weights=uniform, score=0.9717405801933978, total= 9.6min\n", - "[CV] n_neighbors=3, weights=distance .................................\n", - "[CV] n_neighbors=3, weights=distance, score=0.9712619741774261, total= 9.5min\n", - "[CV] n_neighbors=3, weights=distance .................................\n", - "[CV] n_neighbors=3, weights=distance, score=0.9725879020163306, total= 9.5min\n", - "[CV] n_neighbors=3, weights=distance .................................\n", - "[CV] .... n_neighbors=3, weights=distance, score=0.9745, total= 9.5min\n", - "[CV] n_neighbors=3, weights=distance .................................\n", - "[CV] n_neighbors=3, weights=distance, 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total= 9.3min\n", - "[CV] n_neighbors=4, weights=distance .................................\n", - "[CV] n_neighbors=4, weights=distance, score=0.9714285714285714, total= 9.3min\n", - "[CV] n_neighbors=4, weights=distance .................................\n", - "[CV] n_neighbors=4, weights=distance, score=0.9729211798033661, total= 9.3min\n", - "[CV] n_neighbors=4, weights=distance .................................\n", - "[CV] n_neighbors=4, weights=distance, score=0.9745833333333334, total= 9.4min\n", - "[CV] n_neighbors=4, weights=distance .................................\n", - "[CV] n_neighbors=4, weights=distance, score=0.9752438109527382, total= 9.3min\n", - "[CV] n_neighbors=4, weights=distance .................................\n", - "[CV] n_neighbors=4, weights=distance, score=0.9720740246748917, total= 9.3min\n", - "[CV] n_neighbors=5, weights=uniform ..................................\n", - "[CV] n_neighbors=5, weights=uniform, score=0.9693461057892545, total= 9.3min\n", - "[CV] n_neighbors=5, weights=uniform ..................................\n", - "[CV] n_neighbors=5, weights=uniform, score=0.9699216797200466, total= 9.3min\n", - "[CV] n_neighbors=5, weights=uniform ..................................\n", - "[CV] n_neighbors=5, weights=uniform, score=0.9726666666666667, total= 9.3min\n", - "[CV] n_neighbors=5, weights=uniform ..................................\n", - "[CV] n_neighbors=5, weights=uniform, score=0.9713261648745519, total= 9.3min\n", - "[CV] n_neighbors=5, weights=uniform ..................................\n", - "[CV] n_neighbors=5, weights=uniform, score=0.969406468822941, total= 9.3min\n", - "[CV] n_neighbors=5, weights=distance .................................\n", - "[CV] n_neighbors=5, weights=distance, score=0.9711786755518534, total= 9.3min\n", - "[CV] n_neighbors=5, weights=distance .................................\n", - "[CV] n_neighbors=5, weights=distance, score=0.9712547908681887, total= 9.3min\n", - "[CV] n_neighbors=5, weights=distance .................................\n", - "[CV] n_neighbors=5, weights=distance, score=0.9738333333333333, total= 9.4min\n", - "[CV] n_neighbors=5, weights=distance .................................\n", - "[CV] n_neighbors=5, weights=distance, score=0.9724931232808202, total= 9.3min\n", - "[CV] n_neighbors=5, weights=distance .................................\n", - "[CV] n_neighbors=5, weights=distance, score=0.9714904968322774, total= 9.3min\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Parallel(n_jobs=1)]: Done 30 out of 30 | elapsed: 1399.4min finished\n" + "[Parallel(n_jobs=-1)]: Done 30 out of 30 | elapsed: 466.7min finished\n" ] }, { @@ -2116,9 +2037,9 @@ " estimator=KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n", " weights='uniform'),\n", - " fit_params=None, iid=True, n_jobs=1,\n", - " param_grid=[{'n_neighbors': [3, 4, 5], 'weights': ['uniform', 'distance']}],\n", - " pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n", + " fit_params=None, iid=True, n_jobs=-1,\n", + " param_grid=[{'weights': ['uniform', 'distance'], 'n_neighbors': [3, 4, 5]}],\n", + " pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n", " scoring=None, verbose=3)" ] }, @@ -2133,7 +2054,7 @@ "param_grid = [{'weights': [\"uniform\", \"distance\"], 'n_neighbors': [3, 4, 5]}]\n", "\n", "knn_clf = KNeighborsClassifier()\n", - "grid_search = GridSearchCV(knn_clf, param_grid, cv=5, verbose=3)\n", + "grid_search = GridSearchCV(knn_clf, param_grid, cv=5, verbose=3, n_jobs=-1)\n", "grid_search.fit(X_train, y_train)" ] }, @@ -2165,7 +2086,7 @@ { "data": { "text/plain": [ - "0.97324999999999995" + "0.97325" ] }, "execution_count": 90, @@ -2185,7 +2106,7 @@ { "data": { "text/plain": [ - "0.97140000000000004" + "0.9714" ] }, "execution_count": 91, @@ -2210,9 +2131,7 @@ { "cell_type": "code", "execution_count": 92, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from scipy.ndimage.interpolation import shift" @@ -2221,9 +2140,7 @@ { "cell_type": "code", "execution_count": 93, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "def shift_image(image, dx, dy):\n", @@ -2239,9 +2156,9 @@ "outputs": [ { "data": { - "image/png": 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BfO1qnbafTeVrJcXo6zoQ0Z9S6qu0E8OgV/YTemtfe1Gv/H7dT3WDXvn9up+d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\nrkJggg==\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2269,9 +2186,7 @@ { "cell_type": "code", "execution_count": 95, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "X_train_augmented = [image for image in X_train]\n", @@ -2289,9 +2204,7 @@ { "cell_type": "code", "execution_count": 96, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "shuffle_idx = np.random.permutation(len(X_train_augmented))\n", @@ -2302,9 +2215,7 @@ { "cell_type": "code", "execution_count": 97, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "knn_clf = KNeighborsClassifier(**grid_search.best_params_)" @@ -2340,7 +2251,7 @@ { "data": { "text/plain": [ - "0.97629999999999995" + "0.9763" ] }, "execution_count": 99, @@ -2384,9 +2295,7 @@ { "cell_type": "code", "execution_count": 100, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -2397,9 +2306,7 @@ { "cell_type": "code", "execution_count": 101, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", @@ -2411,10 +2318,8 @@ }, { "cell_type": "code", - "execution_count": 102, - "metadata": { - "collapsed": true - }, + "execution_count": 103, + "metadata": {}, "outputs": [], "source": [ "train_data = load_titanic_data(\"train.csv\")\n", @@ -2437,25 +2342,25 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", " \n", @@ -2578,7 +2483,7 @@ "4 0 373450 8.0500 NaN S " ] }, - "execution_count": 103, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -2612,7 +2517,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -2666,25 +2571,25 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -2806,7 +2711,7 @@ "max 6.000000 512.329200 " ] }, - "execution_count": 105, + "execution_count": 106, "metadata": {}, "output_type": "execute_result" } @@ -2833,7 +2738,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 107, "metadata": {}, "outputs": [ { @@ -2844,7 +2749,7 @@ "Name: Survived, dtype: int64" ] }, - "execution_count": 106, + "execution_count": 107, "metadata": {}, "output_type": "execute_result" } @@ -2862,7 +2767,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -2874,7 +2779,7 @@ "Name: Pclass, dtype: int64" ] }, - "execution_count": 107, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } @@ -2885,7 +2790,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 109, "metadata": {}, "outputs": [ { @@ -2896,7 +2801,7 @@ "Name: Sex, dtype: int64" ] }, - "execution_count": 108, + "execution_count": 109, "metadata": {}, "output_type": "execute_result" } @@ -2907,7 +2812,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -2919,7 +2824,7 @@ "Name: Embarked, dtype: int64" ] }, - "execution_count": 109, + "execution_count": 110, "metadata": {}, "output_type": "execute_result" } @@ -2944,10 +2849,8 @@ }, { "cell_type": "code", - "execution_count": 110, - "metadata": { - "collapsed": true - }, + "execution_count": 111, + "metadata": {}, "outputs": [], "source": [ "# Definition of the CategoricalEncoder class, copied from PR #9151.\n", @@ -3148,10 +3051,8 @@ }, { "cell_type": "code", - "execution_count": 111, - "metadata": { - "collapsed": true - }, + "execution_count": 112, + "metadata": {}, "outputs": [], "source": [ "from sklearn.base import BaseEstimator, TransformerMixin\n", @@ -3176,10 +3077,8 @@ }, { "cell_type": "code", - "execution_count": 112, - "metadata": { - "collapsed": true - }, + "execution_count": 113, + "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", @@ -3195,22 +3094,22 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 22. , 1. , 0. , 7.25 ],\n", - " [ 38. , 1. , 0. , 71.2833],\n", - " [ 26. , 0. , 0. , 7.925 ],\n", - " ..., \n", - " [ 28. , 1. , 2. , 23.45 ],\n", - " [ 26. , 0. , 0. , 30. ],\n", - " [ 32. , 0. , 0. , 7.75 ]])" + "array([[22. , 1. , 0. , 7.25 ],\n", + " [38. , 1. , 0. , 71.2833],\n", + " [26. , 0. , 0. , 7.925 ],\n", + " ...,\n", + " [28. , 1. , 2. , 23.45 ],\n", + " [26. , 0. , 0. , 30. ],\n", + " [32. , 0. , 0. , 7.75 ]])" ] }, - "execution_count": 113, + "execution_count": 114, "metadata": {}, "output_type": "execute_result" } @@ -3228,10 +3127,8 @@ }, { "cell_type": "code", - "execution_count": 114, - "metadata": { - "collapsed": true - }, + "execution_count": 115, + "metadata": {}, "outputs": [], "source": [ "# Inspired from stackoverflow.com/questions/25239958\n", @@ -3253,10 +3150,8 @@ }, { "cell_type": "code", - "execution_count": 115, - "metadata": { - "collapsed": true - }, + "execution_count": 116, + "metadata": {}, "outputs": [], "source": [ "cat_pipeline = Pipeline([\n", @@ -3268,22 +3163,22 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 0., 0., 1., ..., 0., 0., 1.],\n", - " [ 1., 0., 0., ..., 1., 0., 0.],\n", - " [ 0., 0., 1., ..., 0., 0., 1.],\n", - " ..., \n", - " [ 0., 0., 1., ..., 0., 0., 1.],\n", - " [ 1., 0., 0., ..., 1., 0., 0.],\n", - " [ 0., 0., 1., ..., 0., 1., 0.]])" + "array([[0., 0., 1., ..., 0., 0., 1.],\n", + " [1., 0., 0., ..., 1., 0., 0.],\n", + " [0., 0., 1., ..., 0., 0., 1.],\n", + " ...,\n", + " [0., 0., 1., ..., 0., 0., 1.],\n", + " [1., 0., 0., ..., 1., 0., 0.],\n", + " [0., 0., 1., ..., 0., 1., 0.]])" ] }, - "execution_count": 116, + "execution_count": 117, "metadata": {}, "output_type": "execute_result" } @@ -3301,10 +3196,8 @@ }, { "cell_type": "code", - "execution_count": 117, - "metadata": { - "collapsed": true - }, + "execution_count": 118, + "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import FeatureUnion\n", @@ -3323,22 +3216,22 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 22., 1., 0., ..., 0., 0., 1.],\n", - " [ 38., 1., 0., ..., 1., 0., 0.],\n", - " [ 26., 0., 0., ..., 0., 0., 1.],\n", - " ..., \n", - " [ 28., 1., 2., ..., 0., 0., 1.],\n", - " [ 26., 0., 0., ..., 1., 0., 0.],\n", - " [ 32., 0., 0., ..., 0., 1., 0.]])" + "array([[22., 1., 0., ..., 0., 0., 1.],\n", + " [38., 1., 0., ..., 1., 0., 0.],\n", + " [26., 0., 0., ..., 0., 0., 1.],\n", + " ...,\n", + " [28., 1., 2., ..., 0., 0., 1.],\n", + " [26., 0., 0., ..., 1., 0., 0.],\n", + " [32., 0., 0., ..., 0., 1., 0.]])" ] }, - "execution_count": 118, + "execution_count": 119, "metadata": {}, "output_type": "execute_result" } @@ -3357,10 +3250,8 @@ }, { "cell_type": "code", - "execution_count": 119, - "metadata": { - "collapsed": true - }, + "execution_count": 120, + "metadata": {}, "outputs": [], "source": [ "y_train = train_data[\"Survived\"]" @@ -3375,7 +3266,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 121, "metadata": {}, "outputs": [ { @@ -3387,7 +3278,7 @@ " tol=0.001, verbose=False)" ] }, - "execution_count": 120, + "execution_count": 121, "metadata": {}, "output_type": "execute_result" } @@ -3408,10 +3299,8 @@ }, { "cell_type": "code", - "execution_count": 121, - "metadata": { - "collapsed": true - }, + "execution_count": 122, + "metadata": {}, "outputs": [], "source": [ "X_test = preprocess_pipeline.transform(test_data)\n", @@ -3427,16 +3316,16 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.73652508228350921" + "0.7365250822835092" ] }, - "execution_count": 122, + "execution_count": 123, "metadata": {}, "output_type": "execute_result" } @@ -3464,7 +3353,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -3473,7 +3362,7 @@ "0.8115690614005221" ] }, - "execution_count": 123, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -3507,25 +3396,25 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -3578,7 +3467,7 @@ "75.0 1.000000" ] }, - "execution_count": 124, + "execution_count": 125, "metadata": {}, "output_type": "execute_result" } @@ -3590,25 +3479,25 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", - "\n", "
\n", " \n", @@ -3676,7 +3565,7 @@ "10 0.000000" ] }, - "execution_count": 125, + "execution_count": 126, "metadata": {}, "output_type": "execute_result" } @@ -3702,10 +3591,8 @@ }, { "cell_type": "code", - "execution_count": 126, - "metadata": { - "collapsed": true - }, + "execution_count": 127, + "metadata": {}, "outputs": [], "source": [ "import os\n", @@ -3731,10 +3618,8 @@ }, { "cell_type": "code", - "execution_count": 127, - "metadata": { - "collapsed": true - }, + "execution_count": 128, + "metadata": {}, "outputs": [], "source": [ "fetch_spam_data()" @@ -3749,10 +3634,8 @@ }, { "cell_type": "code", - "execution_count": 128, - "metadata": { - "collapsed": true - }, + "execution_count": 129, + "metadata": {}, "outputs": [], "source": [ "HAM_DIR = os.path.join(SPAM_PATH, \"easy_ham\")\n", @@ -3763,7 +3646,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -3772,7 +3655,7 @@ "2500" ] }, - "execution_count": 129, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } @@ -3783,7 +3666,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 131, "metadata": {}, "outputs": [ { @@ -3792,7 +3675,7 @@ "500" ] }, - "execution_count": 130, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } @@ -3810,10 +3693,8 @@ }, { "cell_type": "code", - "execution_count": 131, - "metadata": { - "collapsed": true - }, + "execution_count": 132, + "metadata": {}, "outputs": [], "source": [ "import email\n", @@ -3827,10 +3708,8 @@ }, { "cell_type": "code", - "execution_count": 132, - "metadata": { - "collapsed": true - }, + "execution_count": 133, + "metadata": {}, "outputs": [], "source": [ "ham_emails = [load_email(is_spam=False, filename=name) for name in ham_filenames]\n", @@ -3846,7 +3725,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 134, "metadata": {}, "outputs": [ { @@ -3885,7 +3764,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 135, "metadata": {}, "outputs": [ { @@ -3930,10 +3809,8 @@ }, { "cell_type": "code", - "execution_count": 135, - "metadata": { - "collapsed": true - }, + "execution_count": 136, + "metadata": {}, "outputs": [], "source": [ "def get_email_structure(email):\n", @@ -3951,10 +3828,8 @@ }, { "cell_type": "code", - "execution_count": 136, - "metadata": { - "collapsed": true - }, + "execution_count": 137, + "metadata": {}, "outputs": [], "source": [ "from collections import Counter\n", @@ -3969,7 +3844,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 138, "metadata": {}, "outputs": [ { @@ -3981,21 +3856,21 @@ " ('multipart(text/plain, text/plain)', 4),\n", " ('multipart(text/plain)', 3),\n", " ('multipart(text/plain, application/octet-stream)', 2),\n", - " ('multipart(text/plain, text/enriched)', 1),\n", + " ('multipart(text/plain, multipart(text/plain, text/plain), multipart(multipart(text/plain, application/x-pkcs7-signature)))',\n", + " 1),\n", " ('multipart(text/plain, video/mng)', 1),\n", - " ('multipart(text/plain, application/x-pkcs7-signature)', 1),\n", - " ('multipart(text/plain, multipart(text/plain))', 1),\n", + " ('multipart(text/plain, text/enriched)', 1),\n", " ('multipart(multipart(text/plain, text/plain, text/plain), application/pgp-signature)',\n", " 1),\n", - " ('multipart(text/plain, application/ms-tnef, text/plain)', 1),\n", - " ('multipart(text/plain, application/x-java-applet)', 1),\n", " ('multipart(text/plain, multipart(text/plain, text/plain), text/rfc822-headers)',\n", " 1),\n", - " ('multipart(text/plain, multipart(text/plain, text/plain), multipart(multipart(text/plain, application/x-pkcs7-signature)))',\n", - " 1)]" + " ('multipart(text/plain, application/x-java-applet)', 1),\n", + " ('multipart(text/plain, application/x-pkcs7-signature)', 1),\n", + " ('multipart(text/plain, multipart(text/plain))', 1),\n", + " ('multipart(text/plain, application/ms-tnef, text/plain)', 1)]" ] }, - "execution_count": 137, + "execution_count": 138, "metadata": {}, "output_type": "execute_result" } @@ -4006,7 +3881,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 139, "metadata": {}, "outputs": [ { @@ -4021,13 +3896,13 @@ " ('multipart(text/plain, image/jpeg)', 3),\n", " ('multipart(text/html, application/octet-stream)', 2),\n", " ('multipart(multipart(text/plain, text/html), image/gif)', 1),\n", - " ('multipart(multipart(text/html), application/octet-stream, image/jpeg)', 1),\n", - " ('multipart/alternative', 1),\n", + " ('multipart(text/plain, application/octet-stream)', 1),\n", " ('multipart(text/html, text/plain)', 1),\n", - " ('multipart(text/plain, application/octet-stream)', 1)]" + " ('multipart/alternative', 1),\n", + " ('multipart(multipart(text/html), application/octet-stream, image/jpeg)', 1)]" ] }, - "execution_count": 138, + "execution_count": 139, "metadata": {}, "output_type": "execute_result" } @@ -4052,7 +3927,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 140, "metadata": {}, "outputs": [ { @@ -4090,7 +3965,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 141, "metadata": {}, "outputs": [ { @@ -4099,7 +3974,7 @@ "'Life Insurance - Why Pay More?'" ] }, - "execution_count": 140, + "execution_count": 141, "metadata": {}, "output_type": "execute_result" } @@ -4117,10 +3992,8 @@ }, { "cell_type": "code", - "execution_count": 141, - "metadata": { - "collapsed": true - }, + "execution_count": 142, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -4141,10 +4014,8 @@ }, { "cell_type": "code", - "execution_count": 142, - "metadata": { - "collapsed": true - }, + "execution_count": 143, + "metadata": {}, "outputs": [], "source": [ "import re\n", @@ -4167,7 +4038,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 144, "metadata": {}, "outputs": [ { @@ -4200,7 +4071,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 145, "metadata": {}, "outputs": [ { @@ -4237,10 +4108,8 @@ }, { "cell_type": "code", - "execution_count": 145, - "metadata": { - "collapsed": true - }, + "execution_count": 146, + "metadata": {}, "outputs": [], "source": [ "def email_to_text(email):\n", @@ -4263,7 +4132,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 147, "metadata": {}, "outputs": [ { @@ -4295,19 +4164,14 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 148, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Computations => comput\n", - "Computation => comput\n", - "Computing => comput\n", - "Computed => comput\n", - "Compute => comput\n", - "Compulsive => compuls\n" + "Error: stemming requires the NLTK module.\n" ] } ], @@ -4334,14 +4198,14 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 149, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['github.com', 'https://youtu.be/7Pq-S557XQU?t=3m32s']\n" + "Error: replacing URLs requires the urlextract module.\n" ] } ], @@ -4365,10 +4229,8 @@ }, { "cell_type": "code", - "execution_count": 149, - "metadata": { - "collapsed": true - }, + "execution_count": 150, + "metadata": {}, "outputs": [], "source": [ "from sklearn.base import BaseEstimator, TransformerMixin\n", @@ -4419,18 +4281,19 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ Counter({'wrote': 1, 'r': 1, 'chuck': 1, 'stuff': 1, 'murcko': 1, 'yawn': 1}),\n", - " Counter({'the': 11, 'of': 9, 'and': 8, 'christian': 3, 'all': 3, 'by': 3, 'to': 3, 'superstit': 2, 'been': 2, 'teach': 2, 'jesu': 2, 'on': 2, 'have': 2, 'one': 2, 'rogueri': 2, 'i': 2, 'jefferson': 2, 'half': 2, 'ha': 2, 'e': 1, 'effect': 1, 'mytholog': 1, 'again': 1, 'what': 1, 'most': 1, 'william': 1, 'perpetr': 1, 'do': 1, 'world': 1, 'women': 1, 'first': 1, 'thi': 1, 'redeem': 1, 'url': 1, 'letter': 1, 'ever': 1, 'particular': 1, 'pervert': 1, 'interest': 1, 'histor': 1, 'sinc': 1, 'found': 1, 'find': 1, 'becom': 1, 'hypocrit': 1, 'larg': 1, 'featur': 1, 'some': 1, 'great': 1, 'known': 1, 'fabl': 1, 'fine': 1, 'examin': 1, 'children': 1, 'imprison': 1, 'other': 1, 'introduct': 1, 'john': 1, 'make': 1, 'led': 1, 'absurd': 1, 'quot': 1, 'coercion': 1, 'american': 1, 'million': 1, 'they': 1, 'earth': 1, 'burnt': 1, 'not': 1, 'paul': 1, 'short': 1, 'remsburg': 1, 'man': 1, 'support': 1, 'alik': 1, 'were': 1, 'word': 1, 'shone': 1, 'our': 1, 'thoma': 1, 'corrupt': 1, 'dupe': 1, 'that': 1, 'system': 1, 'a': 1, 'band': 1, 'upon': 1, 'innoc': 1, 'error': 1, 'men': 1, 'are': 1, 'fool': 1, 'tortur': 1, 'six': 1, 'import': 1, 'over': 1, 'untruth': 1, 'in': 1}),\n", - " Counter({'url': 5, 's': 3, 'group': 3, 'to': 3, 'martin': 2, 'we': 2, 'forteana': 2, 'is': 2, 'and': 2, 'an': 2, 'unsubscrib': 2, 'yahoo': 2, 'in': 2, 'join': 1, 'career': 1, 'hamza': 1, 'yemen': 1, 'email': 1, 'muslim': 1, 'should': 1, 'rather': 1, 'wrote': 1, 'more': 1, 'thi': 1, 'includ': 1, 'belief': 1, 'factual': 1, 'altern': 1, 'know': 1, 'html': 1, 'rundown': 1, 'hi': 1, 'use': 1, 'send': 1, 'dvd': 1, 'free': 1, 'all': 1, 'for': 1, 'non': 1, 'that': 1, 'your': 1, 'on': 1, 'sponsor': 1, 'y': 1, 'now': 1, 'adamson': 1, 'p': 1, 'from': 1, 'of': 1, 'number': 1, 'rob': 1, 'murder': 1, 'memri': 1, 'outright': 1, 'how': 1, 'subject': 1, 'be': 1, 'unbias': 1, 'base': 1, 't': 1, 'don': 1})], dtype=object)" + "array([Counter({'chuck': 1, 'stuff': 1, 'yawn': 1, 'wrote': 1, 'r': 1, 'murcko': 1}),\n", + " Counter({'the': 11, 'of': 9, 'and': 8, 'all': 3, 'to': 3, 'by': 3, 'christianity': 3, 'jefferson': 2, 'half': 2, 'jesus': 2, 'has': 2, 'have': 2, 'been': 2, 'on': 2, 'one': 2, 'i': 2, 'tortured': 1, 'corrupter': 1, 'fined': 1, 'particular': 1, 'examined': 1, 'our': 1, 'hypocrites': 1, 'shone': 1, 'word': 1, 'upon': 1, 'make': 1, 'william': 1, 'other': 1, 'large': 1, 'html': 1, 'not': 1, 'founded': 1, 'americans': 1, 'man': 1, 'first': 1, 'absurdities': 1, 'system': 1, 'com': 1, 'were': 1, 'remsburg': 1, 'earth': 1, 'women': 1, 'a': 1, 'burnt': 1, 'do': 1, 'superstitions': 1, 'led': 1, 'redeeming': 1, 'historic': 1, 'alike': 1, 'perpetrated': 1, 'great': 1, 'roguery': 1, 'e': 1, 'thomas': 1, 'innocent': 1, 'pfp': 1, 'support': 1, 'fables': 1, 'fools': 1, 'ever': 1, 'interesting': 1, 'quotes': 1, 'millions': 1, 'what': 1, 'mythology': 1, 'coercion': 1, 'untruths': 1, 'feature': 1, 'teachings': 1, 'worbois': 1, 'teaching': 1, 'effect': 1, 'are': 1, 'postfun': 1, 'this': 1, 'they': 1, 'www': 1, 'six': 1, 'band': 1, 'find': 1, 'paul': 1, 'world': 1, 'error': 1, 'become': 1, 'men': 1, 'http': 1, 'some': 1, 'dupes': 1, 'since': 1, 'john': 1, 'superstition': 1, 'letter': 1, 'that': 1, 'short': 1, 'most': 1, 'known': 1, 'perverted': 1, 'imprisoned': 1, 'children': 1, 'over': 1, 'again': 1, 'introduction': 1, 'importers': 1, 'rogueries': 1, 'in': 1}),\n", + " Counter({'NUMBER': 5, 'http': 4, 'yahoo': 4, 'com': 3, 'to': 3, 's': 3, 'an': 2, 'groups': 2, 'martin': 2, 'is': 2, 'memri': 2, 'unsubscribe': 2, 'and': 2, 'we': 2, 'forteana': 2, 'in': 2, 'wrote': 1, 'sponsor': 1, 'rob': 1, 'bin': 1, 'career': 1, 'info': 1, 'muslims': 1, 'including': 1, 'guardian': 1, 'html': 1, 'yemen': 1, 'now': 1, 'adamson': 1, 'archives': 1, 'tm': 1, 'know': 1, 'uk': 1, 'non': 1, 'docs': 1, 'rundown': 1, 'alternative': 1, 'from': 1, 'p': 1, 'page': 1, 'all': 1, 'more': 1, 'murdered': 1, 'ia': 1, 'group': 1, 'terms': 1, 'id': 1, 'ptNUMBERybb': 1, 'NUMBERgsolb': 1, 'dvds': 1, 'use': 1, 'send': 1, 'cgi': 1, 'rather': 1, 'how': 1, 'y': 1, 'mvfiaa': 1, 'iaNUMBER': 1, 'email': 1, 'be': 1, 'factually': 1, 't': 1, 'this': 1, 'for': 1, 'www': 1, 'org': 1, 'story': 1, 'hamza': 1, 'join': 1, 'should': 1, 'articles': 1, 'outright': 1, 'egroups': 1, 'don': 1, 'on': 1, 'co': 1, 'that': 1, 'elsewhere': 1, 'of': 1, 'unbiased': 1, 'your': 1, 'free': 1, 'click': 1, 'subject': 1, 'area': 1, 'us': 1, 'based': 1, 'belief': 1, 'journalist': 1, 'nxieaa': 1, 'his': 1})],\n", + " dtype=object)" ] }, - "execution_count": 150, + "execution_count": 151, "metadata": {}, "output_type": "execute_result" } @@ -4457,10 +4320,8 @@ }, { "cell_type": "code", - "execution_count": 151, - "metadata": { - "collapsed": true - }, + "execution_count": 152, + "metadata": {}, "outputs": [], "source": [ "from scipy.sparse import csr_matrix\n", @@ -4491,17 +4352,17 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<3x11 sparse matrix of type ''\n", - "\twith 19 stored elements in Compressed Sparse Row format>" + "\twith 20 stored elements in Compressed Sparse Row format>" ] }, - "execution_count": 152, + "execution_count": 153, "metadata": {}, "output_type": "execute_result" } @@ -4514,18 +4375,19 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n", - " [100, 9, 8, 11, 1, 3, 3, 3, 2, 0, 3],\n", - " [ 64, 1, 2, 0, 5, 3, 1, 0, 1, 3, 0]], dtype=int64)" + " [112, 9, 11, 8, 3, 1, 0, 1, 3, 0, 1],\n", + " [ 92, 1, 0, 2, 3, 4, 5, 3, 1, 4, 2]],\n", + " dtype=int64)" ] }, - "execution_count": 153, + "execution_count": 154, "metadata": {}, "output_type": "execute_result" } @@ -4543,25 +4405,25 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'all': 6,\n", - " 'and': 2,\n", - " 'by': 10,\n", - " 'christian': 7,\n", + "{'NUMBER': 6,\n", + " 'all': 8,\n", + " 'and': 3,\n", + " 'com': 7,\n", + " 'http': 5,\n", + " 'in': 10,\n", " 'of': 1,\n", - " 'on': 8,\n", - " 's': 9,\n", - " 'the': 3,\n", - " 'to': 5,\n", - " 'url': 4}" + " 'the': 2,\n", + " 'to': 4,\n", + " 'yahoo': 9}" ] }, - "execution_count": 154, + "execution_count": 155, "metadata": {}, "output_type": "execute_result" } @@ -4579,10 +4441,8 @@ }, { "cell_type": "code", - "execution_count": 155, - "metadata": { - "collapsed": true - }, + "execution_count": 156, + "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", @@ -4597,7 +4457,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 157, "metadata": {}, "outputs": [ { @@ -4605,18 +4465,18 @@ "output_type": "stream", "text": [ "[CV] ................................................................\n", - "[CV] .................................. , score=0.98375, total= 0.0s\n", + "[CV] .................................. , score=0.98125, total= 0.1s\n", "[CV] ................................................................\n", - "[CV] .................................... , score=0.985, total= 0.1s\n", + "[CV] ................................... , score=0.9825, total= 0.0s\n", "[CV] ................................................................\n", - "[CV] ................................... , score=0.9925, total= 0.1s\n" + "[CV] .................................. , score=0.99125, total= 0.1s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.0s remaining: 0.0s\n", + "[Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed: 0.1s remaining: 0.0s\n", "[Parallel(n_jobs=1)]: Done 3 out of 3 | elapsed: 0.2s finished\n" ] @@ -4624,10 +4484,10 @@ { "data": { "text/plain": [ - "0.98708333333333342" + "0.985" ] }, - "execution_count": 156, + "execution_count": 157, "metadata": {}, "output_type": "execute_result" } @@ -4652,15 +4512,15 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 158, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Precision: 95.00%\n", - "Recall: 98.00%\n" + "Precision: 100.00%\n", + "Recall: 97.89%\n" ] } ], @@ -4695,7 +4555,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.5.4" }, "nav_menu": {}, "toc": { diff --git a/04_training_linear_models.ipynb b/04_training_linear_models.ipynb index 1d9f4b2..d89afc8 100644 --- a/04_training_linear_models.ipynb +++ b/04_training_linear_models.ipynb @@ -2,40 +2,28 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "**Chapter 4 – Training Linear Models**" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "_This notebook contains all the sample code and solutions to the exercises in chapter 4._" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "First, let's make sure this notebook works well in both python 2 and 3, import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures:" ] @@ -43,11 +31,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "# To support both python 2 and python 3\n", @@ -68,6 +52,9 @@ "plt.rcParams['xtick.labelsize'] = 12\n", "plt.rcParams['ytick.labelsize'] = 12\n", "\n", + "# 한글출력\n", + "matplotlib.rc('font', family='NanumBarunGothic')\n", + "\n", "# Where to save the figures\n", "PROJECT_ROOT_DIR = \".\"\n", "CHAPTER_ID = \"training_linear_models\"\n", @@ -82,10 +69,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Linear regression using the Normal Equation" ] @@ -93,11 +77,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -109,11 +89,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -124,9 +100,9 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -145,11 +121,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "X_b = np.c_[np.ones((100, 1)), X] # add x0 = 1 to each instance\n", @@ -159,17 +131,13 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.21509616],\n", - " [ 2.77011339]])" + "array([[4.21509616],\n", + " [2.77011339]])" ] }, "execution_count": 5, @@ -184,17 +152,13 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.21509616],\n", - " [ 9.75532293]])" + "array([[4.21509616],\n", + " [9.75532293]])" ] }, "execution_count": 6, @@ -212,17 +176,13 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -238,10 +198,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "The figure in the book actually corresponds to the following code, with a legend and axis labels:" ] @@ -249,11 +206,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -264,9 +217,9 @@ }, { "data": { - "image/png": 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W+gzKz2adZFea0LN/7B6f5I4c8VZiiM+O3norsYyZ98bx2dG4cT3OjsJ0Qs52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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -274,7 +227,7 @@ } ], "source": [ - "plt.plot(X_new, y_predict, \"r-\", linewidth=2, label=\"Predictions\")\n", + "plt.plot(X_new, y_predict, \"r-\", linewidth=2, label=\"예측\")\n", "plt.plot(X, y, \"b.\")\n", "plt.xlabel(\"$x_1$\", fontsize=18)\n", "plt.ylabel(\"$y$\", rotation=0, fontsize=18)\n", @@ -287,16 +240,12 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 4.21509616]), array([[ 2.77011339]]))" + "(array([4.21509616]), array([[2.77011339]]))" ] }, "execution_count": 9, @@ -314,17 +263,13 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.21509616],\n", - " [ 9.75532293]])" + "array([[4.21509616],\n", + " [9.75532293]])" ] }, "execution_count": 10, @@ -338,10 +283,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Linear regression using batch gradient descent" ] @@ -349,11 +291,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "eta = 0.1\n", @@ -369,17 +307,13 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.21509616],\n", - " [ 2.77011339]])" + "array([[4.21509616],\n", + " [2.77011339]])" ] }, "execution_count": 12, @@ -394,17 +328,13 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.21509616],\n", - " [ 9.75532293]])" + "array([[4.21509616],\n", + " [9.75532293]])" ] }, "execution_count": 13, @@ -419,11 +349,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -434,9 +360,9 @@ }, { "data": { - "image/png": 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EVaoQXbrk/P9WK1H//kRxcUSpqa7P5Zo1fJ527HB/ztVqFYcOuW8nmJdAaHTt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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -479,11 +405,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -494,9 +416,9 @@ }, { "data": { - "image/png": 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EVaoQXbrk/P9WK1H//kRxcUSpqa7P5Zo1fJ527HB/ztVqFYcOuW8nmJdAaHTt\n2qz7nDTp9ooVzvBXo7qLW4+HDL7hhf1AZOT9Oys5489+1NIzZ84QxcbaBt/YWM/7DtTgq9dDNBpe\nRLJGa9Yk6taNSFFsGs2bl6hgQTbDBw/yRW3r1kQlSxING8bl0syg0Zo1XZ+jhAQ2tfv3uz5PH31E\nVLeu+zJtGzcSFStGtGmT6zZEYo79JZI1GhvLj+zZiXLl4otZLfsWgywYGk91Co22/xs3+IrXn/04\nu4Jeu9YWodJyVW2GwVcIDyJVo/YR45w5iWrUsP2dLRvRkiVE06ezQaxdm2jKFKKUFNs+zKDRAwec\nv/7jx4lKlyZascL1OZoxg6hiRb7Ad8WOHWyy16xx3YZIzLG/RKpG7cfRdes4chzMcTTkInbaKRl8\nw4ZAFyM3QrFzR5xdQds/V7Wq+0GHyByDrxAeRJJGMzKIFi1iLWbLRv9Fi2vVYl2WK8cDcJEiRCVK\nELVsSbRqVdYUBauVo69m1WhiIpv+0aNdn6eVK/n1Hzzous2+fdxmyRLXbYjEHOtBJGlUxQjjaMhF\n7LRTMviGDXrdbgnV/n3F2RX0mTMsai23h8w6+ArmIxI0mpxMNH48G+BChYjy5+e82hIliBo3Jlq2\njPOLu3dn46woRNWrZ+1rairn7DZoQHTHHebUqMVC1L49Ue/ervOSt2/nlImEBNfn89AhjkDPneu6\nDZGYY72IBI06I9TjaEDKvPmLlJAKLxITA1uMPND714stW3gWbkYGrxK0caPrWo+BLvPmL6LR8CJc\nNXrpEvDNN7xwhaIAuXJxH3bvBlq25FXjEhO5OsPOnUDbtsDMmVy5QdVopUrAxInAt99yiamBA7lW\ncFSU+TT61lvA1q3AmjVAjhy3b3P0KH9HTZzIdZGdceIEt3n/feD5510ff9o0YOhQYP16qVahB+Gq\nUW8J5jgqBlkQELjaqo7HaNrUtuqPurSmM8QgC0JWvNHokSPAp5/yindRUUDZsry4x759QM+ewIsv\nslH88kseaAcPBp5+mn9XNVqpEtCgAZct69IFGDCAdatiNo3OnAl88AGwfTtQtOjt7S9c4HJ2b74J\n9O3rfJ/nzvH5eeUVvlBwhZjjyCMYY6h6nGCNo2KQhYhHFZx69exOcHocS8tVutkGX0EIJFo1unkz\n8OGHwIYNPN0uJoZ/nj/PBrdTJ2D+fGDcOKBOHY4gt2xpq+2bkcGm+osvgOvXedW43r2BIkVuP5aZ\nNJqQAHS+Ljw5AAAgAElEQVTsyAt42Jt8laQkIC4OaNPG9VLUly8DzZvzhcQ777g+rpjjyCOYY6h6\nvGCMo2KQhYjHm1s2wcJMg68gBBp3GnW24l3DhsDZs0DevMBrrwH16vFCGAsW8KpxgwaxQVa5coVX\nkRs3DqhcmaOjHToA0dGu+2QWjR4/zouETJ8OPPro7e3S0oB27YAKFYBJk5wvBHL9OvDgg7ya3kcf\nuT6mmOPIxIhjKOC/Rt3IXxDCG/WWUMWKfCWq3rKJiQl1zwRBANxrNCUFmDEDGDWK2xFxSsTBg0Ce\nPMCECWz2Ro/m1e9efBH46y9OtVD54w/g66+BH38EHnuMjfadd4bs5epOYiLnEr/1lnNzTMQR8pw5\nbefLkZs3ObLcuDGfa1eIOY5MEhP5M1KzJnDoUHiNoWKQhYjE8ZbQihXAyZO+TVAIVu6VIEQSrjRa\nsiTw+ec88Q4AcufmCPHevRz9/fJLNr6vv87R0VdfZfN27BgbZ4sFWL6ct//zT6BfPx7YS5TQ1q89\ne9hMmoGnn+bo8YABzv//9tucr71+vfNoeWoqR9Jr1LBNdHSGmOPIxF6jNWsCK1cC99zj2zhoxHFU\nDLIQkezfz6LOyOCff/4JtGjh/X78yb0y4heCIBgFR42uXcv6mjvXNvGucGE2eE2acArFkiUc7YyN\nBT7+mPOLb95kje7fz+Y6Rw6geHFOo+jc2Xk1BxVVo3fcwYP/hAmcuuFqEpvRSEwEFi50bmzHjgUW\nL+b85Dx5bv9/ejqfn2LFOP0kWzbnxxBzHLnYa/Svv/g5X82xIcdRf2rEBeoBqbEqeIEvS2TeuOH9\n8s/O8LXAuqeVi2DCGquC4Ao9NKoovMxsgwZEMTFEVaoQjR1LtHs30Ysvcn3jXr14AQt75s+3LSOt\nKESTJ2s/fs2avE1UFNFDDxEtXcqLjRCZQ6OXLzt/bd9/z/WJ//nH+f8zMoiefJKoXTuitDTX52jq\nVK4tLXWOzY+Mo0405M/GgXrI4CtoxZ8lMr1d/tnZF4ivBdY9fSGYYfAVBC34olF1xTtekMP2KFmS\n6L77iH78kfXbti0v9vH++0Tnz9s0+u+/vAJeq1a86EWJEtqPn55OtHAhUcOGtuNGR4ePRn/9lZeH\n3rPH+eu3WIh69iRq0SLr0tqOiDkOH2QcFYMshCH+LJHpjSjdfYH4su68p2ObdfAVBEe80ai64l3Z\nskQFCxIVKECUJw9vW7Ag0YoVRDNnsmZq1SKaNIm3IbJFs7JlI8qZk3+fOpX/r0Wjp08TDRvGx27c\nmCPNdeqEl0b37WNzvH6983NgtRL17090//28JLUrxByHFzKOikEWdMKXWzGB7Is/S2RqFWUg1qp3\nd2wzDr6CcTCbRi9eJBoyhA1xgQJEpUpxpLhQIaI+fYimTeMocZkynOqwYgVHOlX++Yfoqafov4hv\nVBS/fk9YLBwBe/xxosKFifr1I9q7N2vfw0WjJ06wqZ03z/X5ePttorvuIrp2zXWbKVPEHOuB2TTq\naftwHEdDLmKnnZLB17D4cytGzz7Yf7GcOcORpDNnArN/9blgrlVvtsFXMA5m0ujhw0TPP0+UOzdR\n3rxE1asT3Xknp1KMHEm0bRub1kKFiJ57zmZeb9wgSkggWr6c6LHHiIoUIXrlFY4qa9HolStEX3xB\nVK0aR4nHj/f+PJlJo1eu8Ln58kvXr2fkSKLatYkuXXLdRsyxPoRao87GOBlHxSALfhKIK0BvcPxi\nOXNG3y8avW8B+YqZBl/BWJhBowkJRI8+ysY4d242xVWrskGbOpXzh9u25XSAIUOIzp2z7f/iRTZp\nAKdSfPmlLR3AnUatVqKtW4l69OB0jaefJvrtN37eF8yi0eRkTpl47TXXr2XMGD7/Z8+6bqOa48OH\nNZ4gwSWh1KizMU5vwx4u46hWoT0K4D0AqwEUsXu+G4DF/nTAxfECcKoEPQj2FaAjjl8skya5/qJx\ndQXr7rZWqM2FilkGX8F4GFmjUVEctc2Xj41xw4ac2hAXR7RsGecX161LVLEi0ddf2/KLiThH+J13\nOJqsVqVwNnnOkaQkzie+806iypWJPvmETba/mEGjGRkcYe/WLWtKij2TJxNVqEB0/Ljr1yrmWF9C\nqVFnY5y7cS+Sx1EtIisC4LXM3/8E8Jjd/5YAmONPB1wcMwCnStCLYF4BOju2/ReLGp1y/KLx9So5\n1OZCxQyDr2BcjKTRo0d54hvAE+gKFOD84gIF2Bxny8Y5x6VLEz3wAJvYqCib/rZsIeraldv270+0\na5c2jR44wGkXRYoQtW9PtHKla5PoC2bQ6IsvcjWKW7ecv4a5czmv213KhJjjwBAqjTob41yNe5E+\njmoRWVcAZQDUBZAOoIzd/y4DeEHzwYCKAJYDuArgLICxALI5aRe4MyaEFD0mJjh+sTj7ovH2Ktnd\n/kNBqAZf0aigl0ZXrCB68002wvnzExUtylHcwoX5+XHjstYnnj07q0ajojjlonJlTqO4fj3r/p1p\n9NYtrnvcvDmb7nff5clpgcAMGq1fn0veOWPJEs71dqwbbY+YY2Pir0ad6UfGUR8MMtnENhrAaru/\n6wKwAKjlxT6WA5gGIDuAEgD2AejvpF2gzpcQQoI5McFZpHntWi79FOqrWi2EcPAVjUYwemj08GFe\nsEOdeFetGi/sUb48G93ly3kBCsf6xGfO8AIWJUrwyJQvH5tddWEOdxw/zukXpUpxusaCBa6jpnqw\nb585NGqfu23PmjWc371jh+vXKObYmMg4qh1/NerNUtNPAPjA7u9mAK4Q0Z9e7KMygLFElA7goqIo\nqwDEeLG9YGLsl6U8eJB/b9QoMMfKn5+XqzxwAKhQAWjdWp/14iMA0WgE449GN28GRowANmzgYms1\nagDXrgEFCwKDBvE+v/oKSEkBBg8G5s8HLBY+xo0bvFTstWu8fPSkSUDXru41arUCq1fz8s8JCUD3\n7sAvvwC1aulzLhy5eJGXuZ45E7h8OTDH0IhmjZYqdftzmzYB3boBixYBd9/t/ABTpwLDhvH5rFZN\nr24LeiDjaPBwsbp6VhRFKQygLIDtdk83A/Cbl8cbA+ApRVFyK4pSFkArACu93IdgQhITgZs3WVjZ\nswO1a/Oa64Ekf37+4jh4kL9UMjKAQ4eAvHnDW9R+IhqNUHzRqMUCLF4M1K8PPPIIm+OYGCBPHqBi\nRWDcOKBjR+DNN4HZs4EPP+QBtm9fIEcOYM0a/l/37sD167zPpCSgTh3XGr10CfjkE6BqVeC994AO\nHYCTJ9l8622Ob91iI9mhA1C9OrB7N/D558CJE/oex0t81ujOnUCnTsCcOUDTps7biDk2LjKOBhet\nEeS0zAcBgKIoNcCVLd738ngbAfQFcANszmcS0TJnDYcNG/bf73FxcYiLi/PyUEIgSUxkscTGehZJ\nYiJ/Gfty5enNcVxtP3gwD+QAR7UC/YWiFfvXtmtXPOLj40PdJUA0GjYEUqMpKcCMGcDIkRz9tVpZ\nW0ePAg0asBFetgx49lmgfXtgxQqgXj3e9upVYMoUNs/ly7NZ/vRTNr6Ac40ScZR4wgRg+XI23fPn\nAw0bAori12m6DSI2kjNn8jEqVgT69AFeeCEe27fHY9MmjqqFEJ80WrFiHN5+Ow6TJwMtWzrfsZjj\n4OHt2CbjqHMCOo5qzcUA8CyAuQDeBDAJnH/cwIvtFQAnALwFzp0qDK6C8YmTtgHIRhH0wtscKF9L\nvuiRa2V/7OhoonXrvN9HIPD02hCC/EbRaPgQKI1evEj03nu2iXelSnEtYoAnfM2bxxUjihfndvZ1\ndQ8cIHrhBS7T9swzRDt33n5sR43++y9P5qtThxcR+fJLXvQiEJw+TfTxx7ygxh13cE5zrVrhodHD\nh7laxdy5rl+/5BwHD1/GNhlHbyfQ46ivIh0G4AIAxYttimaa6vx2z3UAsM9JW91OoKA/3grV15Iv\nro7jzQzeGzd4QkFUFP80yoQCT+cwRIOvaDRM0Fujhw/zSna5cxPlycMT76pW5Yl3aiUKgOvpTpxI\ndP489+H6daKffuLloUuVIho2jG6bOOZMo3v3Er34Ile86NSJB2RfF/Rwx82bRHPmELVsycfq3Zto\n0yY+Vrho9Phxfl+mTHF9HsQcBxdfzK6Mo7cTaI1qFeUIAK0zf1cA/AVgiNcHA45mRqCjABQCsAjA\nLCft9DyHgs74IlRfSr64q9eo9WpYFXZ0tLGE7ekchmLwJdFo2KCXRhMSiB55hI1xrly8iEfJklxG\nbc4covff52MoCpdju37dprls2Yhy5ODSbrNmEaWmuj6uOviWK0d0771cN3n4cP2WvbXHaiXauJGX\nuC5cmF/f3LlZFyVR+2V2jZ49y9HwMWNcn4/Jk8UcBxtfza6Mo1kJtEa1iLEYgFsAns38+w0AvwDI\n7vXBuDTcr+D6jRcBLABQzEk7XU+ioD/BqnHoeBxvr7yNsqKPM9ydwxAOvqLRMMFXjWZkEC1axANO\n3ry2paALFuQFOxYuJHr5ZTaXPXqwiVaPc+QIUefO9F9EOSqKNeiO77/PWg/5o4+I0tN9ftku+ftv\njmBXqcL1lT/5xLMBN7tGa9cm+vBD169PzHHoCGadYBlHfXsovA/3KIoyAEBOACUBJAMYQVxiJiAo\nikJa+hVu+JtIHwmoExUOHuQZvJs2uT9X3rY3CoqigIh0nn6kH6JRc3yOvEGdePfhh/w6s2UDKlcG\njh8HevYE7ruPy5wlJAAvvAC8/DJQujRb4XXrgK+/BrZu5Yl5K1fyhD1XmsvI4Ml2EybwhLhs2bjE\nW0yMvhpNTAR++IEn3B08yKXjevTgiYT+Tu4zg0bfeoswapTz1zplCjB8ePhNyAtnjeqFjKMatzfi\nIBeJg6/9DFW9B4lwIzHRdp60zuD1pr0RMMPgKxo1z+fJHZcucYm0sWPZ7ObLx7WLExOB/v2BIkWA\nb7/l8muDB7MBzpMHSE7m0m1ff80Gd+BA4Omngdy5XWvu/Hk2ZpMmAWXLAv36AZ07s2HWS6MWC5u+\nWbOAn34C4uLYFLdpw6Xl9MIMGrVaKeLMcThqNBDIOOoZbxYKEQJIMIt/B4NAXsWrdRm9IcK8nBAA\nwk2je/YAQ4YA69dzhLFsWa77W6QIG9fLl4FvvuGSTsOH8yIB2bJxDeDx44Fp04D772dj/cADWaOU\n9holAuLjOVq8di0b4qVLgTvvtLVPTPRfo4cOcaR49mygRAk2xV9+CRQv7t9+zUwkmWMg/DQq42iI\n8Sc/I1APGCi/0d81z705ji9J+0YkmEthmqkv3oAQ5TdqfYhGzfNZciQhgahFC1veb86cREWKELVq\nRTRzpi2/+Nlnifbs4W3UiW2dOnHbwYOJjh1zf5xr13hyWM2anPM7dixP4nPEH41euUI0fjxP7CtV\niuj113kZ6GBgRo2GIuc4WPpUjxUOGiUy1thlpL54g78aDbmInXbKIINvMD4U9l8ewUzadzy2nhgp\nod9IffEGMw6+oUA0qg114l2dOjzxLkcO+m8inaJwzeIOHYiKFeP6v+rktZQUounTeZJe9epscj31\nZedOrhBRqBBP6tuwwX2JNm81mpbGpeOeeIInDj75JNHy5YGZ2OcOs2k0VOY4GMYqHDTqiJHGLiP1\nxRvEIAeQQH8oQnlVFshjG+kq3kh98QazDb6hQjTqnuRkXmijTBle2KNAAaKYGI4QlyjBpdhy5+aa\nxuPHEyUl8XZnzxINGcIl3R55hGjFCiKLxfVxbt4kmjaNqGFDoooViUaN4lrI3rxOTxr9/XeOXJcs\nSXTffVxv+epVr06HrphJo6GqVhEMY2V2jXratxHGLiP1xRvEIAeQQH8oQnlVFgxj4ctVfCCuxoMd\nUdADMw2+oUQ06pyLF4nefZdNcb58nH5QpQo/Pv2UaMQIrjXcoAHRggU287ttG1G3bhz9feklooMH\nb9+3vUb/+oto0CCiokWJWrfmyG5Ghvev1ZVGL1zg1fPq1eNFSd59l+jQIe/3HwjMotFQlnILhrEy\nq0a1IOOof4hBdoMeH5JAfihCeVXmzbEDdQvJcb9mzXMKBGYZfP1FNKrPsdXzuHs3Uc+evKhH7txs\niEuV4ojrN9+w6S1cmJd63r2bt01L4yWiGzUiqlSJ6PPPOX/Yfr/2Gq1blyPP+fLxktJvvcU1hvUi\nNZXohx+I2rblFIpnnyVav959BDsUmEGjephjfzUaaGNlNo3KOBo8xCC7wCwfkmBclbkSppZjB+o8\nOtuvWfOcAoEZBl9/EY1mPYY/Gq1alf7LJ86ZkyfGFSzIk+rGjyd67LHb84svXuRFJMqWJYqL4xxl\n++iv4/vz559EvXpRlkVANmzQ5/VbrURbtxL168fR6AceIJoxgygxUZ/9BwIzaFQPcywatR1DxlFz\nIQbZBfIhYbGsXWtbItIXYQbqPDrbr1nznAKBGQZff4l0jaqD2Zkzvg2e6sS7O+6g/0wrwJPwXnqJ\naPRoorvvJqpWLWt+8e+/s9EtVIh//v678/1v3swmWDXe+fMT9e7Nk/X00uipU5yvXLMmm/wRI4iO\nH/dvn8HCDBr1N61CNOqfRlVkHA0NYpBdEOkfEvsrS3Xg9EWYN274twa7u6tuZ++PGfOcAoEZBl9/\niWSN2uuzalWbEdWiUWcT77Jn5+3VlIdy5TgqvGwZpyaoZrp5c44YjxzJEWS1L44avXyZo8tqtYty\n5XjintreH43evEk0ezbRww9zukffvlx6zl2lCyMiGg1v/NGos33JOBp8xCC7wWwfEj1zlOyvLNXb\nob58wanCjoryXtiebiuZ7f0JJpEw+BKZ7zOgl0YdIz9Vq3o2IfYT7/Lm5WoO5ctz9LVECZvOu3a1\n5Rdfvco5xZUqcY7xvHmcc2z/elSN1q1LtG4d5ycXLMg/167V5/VaLJyOoUauH32U+5Kc7N9+Q4lo\n1JiEUqPu+iTjaPARgxwm6J2jZH9lGRvLA58v+/Tn1lCk357zh0gZfM2Enhp1jPycOeN6kDt82Dbx\nLlcuosqVOU+3RQs2v82a0X8XwtHRvJ8//+R83kKFiJ5+mqtTOMM+jQLg6PJnnxFduuT7a7Pn2DGi\noUO5zzExXEFDzYE2I6mpRKtXE/XvLxo1IqHSqCdkHA0NYpDDhECIQI8rS0+32NxdrUfy7Tl/kcHX\neOitUU/6TEggatmSTXGOHJz7W6AAG95Rozi/uGpVoi++sN2+rVyZ6MEHOaI8ZAinRbjS6P79RH36\nsEFWFN7W2Up33vLvv0RTphA1bcoTA195hRcPMVsKhcrly0SzZtkWJrnvPj7/olHjEWyNerMfGUeD\nj78aVXgfxkJRFDJivwJJYiLQtCmvH1+7NrBpk/5rr/tKYiKvaR8Tk7VPap/V/znrs6ttBfcoigIi\nUkLdD1eIRgOjUYsFWLYMeP994J9/AKsVKF8euHQJeOYZIF8+YPZs4I47gFdfBdq0AW7eBL79Fhg7\nFihcGBg8GOjSBciV63aNrlsHrF0LTJgAHD0K9O4NPPUU8O+//mnUYgHWrwdmzgSWLwceeADo0QNo\n3RrIkUPfcxQMDh3i9+Gnn4C9e4EWLYB27fh8lyjBbUSjxkPGUcEefzUqBtlAuBPQ/v1AbKyxxLFl\nC9CsGZCRAWTPDmzcCDRqFOpehQcy+BqTQGk0JQWYPh348EPeV7ZsQNGirK1nnwWuXAEWLGCDNngw\ncNddwN9/symeNYsN6cCBQJMmgGL3qbHXaLZsQMGCwJ13Av36AR06sG794c8/2RR/9x1QqhSb4qee\nAooV82+/wSYjA0hIYEO8bBmQnMyGuH17Pre5ct2+jWjUmMg4Kqj4q9FoPTsj+Ef+/LcLQ8vVZaiI\njeU+qVfrMTGh7pEgBBa9NXrpEjBmDBtdq5UjxHnzctS4bVtgzx5g4kSgTx/gjz+AMmWAX39lc5uQ\nADz/PLepUOH2fVsswOnTQO7c3MciRYDVq9lc+8OVK8D8+WyMT58Gunfn/ZpN///+y/1etgxYuRKo\nVIkN8fz5fBGhGNb6Cu6QcVTQC4kgBwi9rlYdry5XrgTy5AnOVbCW1yC3fgKDRKcCTyg1euQIMHIk\nR4WJOPp6/TpHgBs0AFas4L8HD+aorKIAc+YAX3/NRnrAADamVuvtr+HiRWDqVE67KF4ceO45Hngb\nNPD9daanA6tWATNmcCpFq1bcr4ceAqJNFGb55x+OEv/0E7BtG5umdu34YqRcOe/2JRoNPDKOCv7g\nt0b9SWAO1AMmn1wQqJm0sbH+Lfrhy3GNvoJSuAKZABRQQqXRhASu/6tOvLvjDi7b1rMn0RtvcNm2\n5s2Jli7l2sUnT3Jd42LFeOnltWttk90cS7StXMkl3tQFQHbs8P01qezZQzRoEE/6a9yYaNIk2zLU\nZsBi4UlWb7/N70uJEnxuFi+2LZziK6LRwCLjqOAv/mo0FKLtCuAggCQARwA0dtJG/zMVRAI1k3bt\nWu/26209SPv2UlomtIRy8BWNeo87jaqLdMTGcv3i3LmJqlRh09uvH1H79rZybGq1h99+I+rcmRfS\nGDCA6MgR23HsNWpfoq1CBaIxY7j2sT+cP8+VMerW5X2+955/yxUHm6QkNsC9erEhjo1lg7xlCxtm\nvRCNBhYZRwV/MZVBBvAwgH8ANMz8uzSA0k7a6X+mfMDXguOBKsvizX69vXJ1bK8urSmlZUJDqAZf\n0aj//VH3W6cO1ykuVYqNcYECvCJdtWocLW7TxlZirVYtrj08axZRgwZcvu2rr7hkmuO+o6O55NvT\nT9u2v+OOrG29JSWF6PvvuU+FChH16EH0yy/6GspAcvo00cSJRK1bc0S+RQu+WDh2LHDHFI1qw8ga\nlXE0vDGbQU4A8JyGdjqfJu/x99ZIoFa30bpfb69cXa3prkcdZb1WB4wkQjj4ikb95O+/2WDmy0eU\nJw9HMYsU4brAb7xB1LAhG+DXXrNFgLNl48U/Hn6Y6KefnBvTX3/ldmrEuE8fjuz6+hqsVl5AqGNH\njlQ/+CDRzJlEiYn+noHAY7XyaoHDhvEFRZEifMEwf74+tZy1IBr1jFE1aqZxVMZQ3zGNQQaQDcAt\nAP/LvCV0EsBYADmdtA3EufIKI94a8UYo3l59B+JqXfKvfCcUg69o1D8OHybq1o1zi3Pm5PSE/PnZ\ngA4YwH83a0a0ZAmnXcTHszEF2Bxv3+58v0eOsJkuWpT3FxXF6Q++6unkSaKRIzmSnSMHm+5atYyv\nz5QUohUrOC2lXDm+yHj1VT6P6enB749o1DNG0yiRucZRGUP9w1+NBnP+cUkA2QF0AtAYQAaAZQDe\nAzDEsfGwYcP++z0uLg5xcXHB6ON/6F16xdlMVm9m6HpbpiZ/fm6jdWast+21sH8/7y8jg8/jgQNS\n39EV8fHxiI+PD3U3RKM+aHTzZmDYMK5feusWP5ctG9C8OVd4WLKEqz4sXAjUqwcsXswz6k+f5sU+\nGjYE7r8/6/4zMoCff+YFPfbsAXr25KoLJUr4ptGbN4FFi7g02549QOfOwOuvAy+9xJUwjh41pj4v\nXeKFR5Yt4+oZdetyKba1a4EaNYJbik006j1G0aj99mYaR2UM9Q7dNeqPu/bmAaAQACuA7nbPPQ5g\nl5O2mq4OAn3rwdWtEV+S9h2vAr29MgzWlbie51SWyPQdhCY6JRrVqNGMDKKFC4liYjiNIlcuTqVQ\n0x8AXpb4f/8jOnWKlyseNYojn02bEv34o/Oo55kzRMOHc7v77iOaPZsjp768NouF0zJ69uS84tat\niRYssO3PiPq0WnkJ7I8+Irr/fj6HTzzBqR+XLoW6d1kRjWpDxlH/9mM0jZoJfzUabHGf1EvYobr1\n4MtxHUU5aZJvM2kDLRRXX0D+CD1QOWThTigGXxKNetTozZtE33yTdeJdyZI8Ia9vX65QARCVLUt0\n9izRvn1EvXuzQe3Zk/NmHVFzgTt14nYvvED0++/aX5ujRo8eJXr/faJKlWwTBc+dc72/UOszLY1o\n/XouJ1elCqeivPwy0erVRKmpoeuXJ0SjviPjqHf7C7VGzYrZDPJwANsAFAdQGMBGAMOctPP4woOd\n26R+wL0VpLqtKspcuTiHUK3F6I1QAy0Ux3O6bp3kP4WKEA6+olEnGo2J4Tzg/PnZBJcoweb4oYfY\n0JYvz/nFc+cSbdhANG8eT3orXZrogw+ILly4/ZhXrxJ9+SVXpIiNJRo3znMlClcajYqyRZ2LFyca\nOJDNuFoz2WhcvcrnqmtXzsNu2JBoxAi+MDBqnx0RjXqPjKMyjgYTsxnkaADjAFwDcBbAaAA5nLTz\n+MKDeevB/orQF0Gq+5g0yTZrXRWOka4MHc+pL19izvYpM3C9J4SDr2jUTqMzZhC1asWT7nLk4Mhw\nvnxco/iZZ9jcdevGi3Jcv86Gt0oVonvuIZozh+jWrduPs307R5MLFuRtN23Sbgrtz2ndupy2oSjc\nX0Uh+uQT58f0tM9gaPTIET4/DzzAFxrt2vH5Pns2sMcNFKJR75BxVMbRYGMqg6y5U17kTnkjDF8/\nZM6uCH0RZCBmuOotGvtz6m9/Q3X7zqykpHDO6PDhoRt8tT7CXaNRUWyEVWNcoQKb4R49uFZw0aJE\nb77JFSEOHSLq35//37Vr1gFQfT3nzxNNmcIlySpVIvr4Y+dRZS1s307UvTtHp++8k027P2W0AqXR\njAxe8OTNN7lKRqlSXJpu2TJOVTE7olFt7VVkHDWeRsOdiDbIWrlxg6/ifF1eUk9B6nV7J1ii8ae/\nRizxYySSkojWrOGVypo25ZzWe+7hWrnhMvhqxQgaVSfe1arFxjhXLqIyZdjQ9upFdPfdvCDH119z\nKsSqVRxdLl6c6N13ebEKxz7VqMGR3agookcfJVq+nI/jLZcvE40dy30oU4ZN54EDtuMYRaM3bvAE\nxB49eKXAevX48719u3kWHdGKaFTGUW+OYxSNRhIRZZB9udKzF4A6u9yXD5nREuXNIJpg3r4zA//+\nyxvQQHAAACAASURBVHVc//c/okaNuPpB48ZE77zDZsv+/Jhx8PU1EhNqjd68yeazVCl+TwoU4IUn\nGjbkVIjy5fkCZvFiTqMYN46oZk1OcZg6lSg5Oev+bt3iahF33WV7PdHR3r+etDSumdyxI6djPPUU\nf058Mdiu0EOjJ0/yOXnkEU6daNmSJzIeP65fP42IaFTG0WAg46jvRIxB9vVKz14AAEdynG0fqByf\nQO7XF9EEO5fJaF+IweTqVaKlS3kxgwYNOEIcF8cVBtavd3+b2WyDrz+RmFBp9OJForff5lSKHDk4\n4pkvHxu9J5/klImnnuLo5z//2Bbr6NiRF6dwzBs+eZKjpaVLEzVvTjR9OleR8EajVivRxo2c41ys\nGFGTJkSTJwd2dThvNWqxcM71kCFE9evzOXn2WaIffvBvuWuzIRqVcVTGUWMTMQbZ1ys9ewHExnLe\nkzNR239xnDmjbw3DQN2+8SV3THKZAsfFi3x7+ZVXOLqYLx9XORgxgk2PNyWrzDb4+hOJCbZGDx9m\nQ5crFx9T7XfBgrzUc5EinOZy4gTnhD/2GD/32mtslO2xWIhWriRq354Ndf/+XMfXvt9aNHr2LNFn\nnxHVrs1mXVE4Sm0UjSYn8xLYffvyBUDNmnyONm3SN6JtJkSjztvIOCoYhYgxyP7cZvAkAPsvjuho\nXsJUnWm7dq3vAjDa7Ruj9cfsnD3L5bz69WNjU6AA56R+/DGf27Q03/dttsFXj4kogdZoQgJRixY2\nY1ymDNcdVqtAABztv3CBUyfq1mUjOH48UWJi1n1dusQVI6pU4Ylykybd3sYTKSmcitGqFffjuec4\nVcF+hn4oNXruHE8sbN+eP9vNmxN98QVfYAiiUUdkHBWMRsQYZCL9bzOot0nOnLF9caii9nQrSev+\n3X0hheI2jeQy+c6JE7yyWe/eRNWqccSwfXs2DTt3Ol8ZTStnz/IEsddf5xXEzDb4EgXmNqC/GlUn\n3tWuzfWL1RXvqlcn6tKF84vz5uV91KrF5794cV51btUqTm1QNWq1ssl++mmONvfoQbR1q3d1e61W\n3t8LL3BU+qGH+DOVlGR7vaHSqNVKtHcv0YcfEt17L5v2Ll2IvvuO6MqV4PXDLIhGbfuUcVQwImFv\nkD19+PWYdKDeDtqyxSZyfycj2B/H1TKbobhNI7lM2rBaiY4dI5o2jY1QpUqcE9qpE9FXX/GCBr7O\nyk9PJ9q1iycydetGVLkym+1WrTgdY906cw2+RtSoOvGuZEnbxLsCBXghjY4dbfnF27ZxdOvhh9kQ\n9u/PZdvsjx8VxaXUYmP5wuiLL7w3jCdOsPGsVo3N+ahRnLPs6nUHS6O3bnEllf79iSpW5M/iwIH8\nGfS2nnKkIRqVcVTGUWMT1gbZ04dfr0kHjsK9cYMHCF8KmetxfEeCfYUciVitRH/9RfTtt2xay5Xj\nqgZduvAt9gMHfF/h6/Jlop9/5moVDzzAucm1ahE9/zzfwj548HazbZbB12gavXiR6K23+BznysUX\nNXny8MQ7+/ziI0c4MtqwIadJjB59+0S42bOzLsLx1VeuL4qcaTQxkWjmTF5Rr0gRohdf5NcQ6pXi\nLl8mmjWLJwIWLMgXDaNGce50qPtmJkSjMo4KxiasDbKnD79ekw5cCdf+KlFvcdl/KVWtylfcntrJ\n7Rz9sFiI/viDo7idO3OksXx5XoBh8mTOs/TFLFgsbDQmT+ac0ho1uPRVixZc4WDFCm3RR7MMvkbR\n6O7dvEhHjhzcvlQpNn8dOnC5tcqV2eAeO8ZLP5cuzcZ16dKsk8xSU9k4N27MbUqW5AiyVo3WrcsX\nQz16cES6TRui77/nfONQ8tdfPAmwaVOOpD/2GOdZnz8f2n6ZGdGojKOCsQlrg6wl9yiQkw4cj6O3\nuM6cseVqqft1/AKRCQH6kJHBJmrMGL7FXrQoRw6fe46XE/77b98M8b//8i364cM5SlmoEO+3e3eO\nPO/Z41tuslkG31BrVJ14lzMnZak53KYNX/A0bsw5yDt22Exrnz5E+/Zl3c+xY7z4RvHinBe8cCFP\nstSqUXViHcDtv/iCJ7mFivR0og0buPJG9eo8IfHFF3mhklCb9XBBNGrbXsZRwYiEtUEm8iw+9f9a\nSsq4u3p1979AicvZ0puOXyAyIcA30tO5fu1nnxG1bcvGqEYNLlM1Zw7RqVPe79Nq5VvzM2ey2ahb\nl2/fN2nC5mrxYv0icmYZfImCr9Fr17icnv3Eu/z56T+DCnA6RUIC1+Zt0oRTZj76iNMLVDIyeNnj\nVq34gmnwYFv+sYo7jcbGclT63nv572zZ2IyGSqPXr3NVjO7d+fXcdRfR0KGc7y6pE/ojGvXufzKO\nCsEm7A2yM+xFeOMGR/Bq1eIoTmysa+G6unrVmqOlt7gc97t2rfMvEJkQ4Jlbt9gQjRrFkdwCBfiz\n8PLLbBp8ieYlJ3P94o8/5moVxYvzZK3OnTlndds2/SYyWa08kWvhQl68wkyDrzMCodE6dTgXODra\nZorz5WMD3KwZG9Rs2Xgi3AcfEFWowBHk77/PGsU/d44nzFWowEt7T59++2p4jn1SNbpqFR9DNeIP\nPMAm+8qV0Gj0n3946euHHuLz0aoV0YQJvl0ACt4hGpVxVDA2YWuQ3V2h2kdwYmOzDlgAX0E64u7q\nVcuVbaDE5ZifJVe52khJ4dXMhg/nXNJ8+XhVr4EDiRYt4jq13nLyJNH8+UQDBvDkrTx5+OfAgWyy\nXVUd8IUzZzj/dcgQNjXFi3O+a9u2HPUzw+AbLI1evEj0zDNZt8+Zk01h/fqcXzxmDNEvv3DOcaFC\n3H7nTtu+rVZe9OPJJ/n/vXtzZFULN27wXYeBA23LUWfLRhQTE3yNWix8Xt55hy8YihfnNKFFi7yv\nwyz4h2hUxlHB2PirUYX3YSwURaHoaEJMDLBpE5A/v+1/W7YAzZoBGRlAVBSgKPy7PevWAS1aZH0u\nMRFo2hQ4eBCoXTvrft39L9gkJgIHDgAxMaHrgxG5eZPf+w0bgI0bgV27+L1q3pwfTZoAhQpp319a\nGrBnD+9z82Z+pKUB998P3Hcf/7z7biB3bv/7fvEisHNn1kdaGtCwIR9DfZQpw59nAFAUBUSk+H/0\nwBAMjU6bBoweDfz4I2CxAFYr/8yfHyhYEKhYERg0CMieHfjmG2D/fuDFF4EXXgBKleJ9/vsvMGsW\nMGEC/92vH/DMM9o+K5cvA/PmATNnAufP83bPPguUKxdcjd68yefrp5+An38GihUD2rUD2rcH7rmH\nz7EQfESjMo4KxsZfjRrWIAOE7NnZDMXE8OAXG8v/V0VYowb//ddfLHKLBahZk82OM1G4E40Iyljc\nuMHv44YN/Ni3D6hXz2aI77/fu/fpwgWbGd6yhc1x1ao2M3z//UCVKjaD6itXrrB5tzfDiYlZjfDd\ndwMVKrg/lhkG30BpdN48YM4cYNs2NsUFCgB58vD7tXMn8PDDwMsvA3/8AYwdy2Z34EDgySeBnDl5\nP7t3syn+8UegZUs2xs2be35/09KAFSvYFP/6K9CmDdCzJ/Dgg8E1omfPshletozPb8OGbIjbtePP\nqRB6IlmjMo4KZiBsDXL27ITatXmwat3aJrpNm7iN+rf6e4UKwMmTIkyzcu0a8NtvNkP8559sJJs1\nY2Nz331skrSQkcEDgWqGN28Grl4FGjWyRYjvuYeNlz9cv85GzN4MX7kC3HVXVjPsi/E2w+Crp0Yt\nFmDJEmDIEOCff/i5HDmASpX4fTpwAOjVC2jbFli8GJg9m43ywIH8fioKkJICLFjAxvj8eaBvX+D5\n523RZFcQ8fs4cyYwfz6bgx49gM6d/f+MaIUI+P13jhIvW8bn4NFH2RA/+qh3d0eE4BBpGhUEsxG2\nBnnLFvrvile9FaReCTdqFOoe+k5iou0qPpK/gC5f5vdSNcTHjvH7qhrie+4BcuXStq9r14CtW22p\nEjt2AGXLZo0O16wJZMvme38TEznqbG+Gz50D6tfPaoarVfPvOCpmGHz10GhyMjB1KjByJKdDREdz\n1Lh+fSApie8kDBwIVK4MTJ4MbN8O9O7NEeHy5Xkfhw8DEydyKsU99/D/Wrf2HPE9dw747js2xsnJ\nnD7x7LNA8eLB0eitWxylXraMo8U5c9qixI0b87kUjElSEpA/f2Ro1IjIOCpowZQGWVGUagD2AfiB\niJ518n9S+2WkvCZ/UV+L/VW8WV+Lt5w/bzPDGzcCp06xcVVTJho04IihJ6xW4NChrNHhU6f4FrRq\nhhs1AooU8b2vyckczbM3wydOAHXrZjXDNWsG7rZ7qA1yoDV66RLwxRfAuHGc1pA3LxvGhg2Bv/9m\n8/vSS2yax43ji46BA4Gnn+a88IwMNpYTJgB793J0uW9fz+kHKSnA0qVsirduBR5/nKPFTZrwMQKt\n0UuXgOXLOVK8bh1/ptR84ho1/E/xEfSFiCOqe/dmfZw5A6SkhLdGjUokj6OCd5jVIK8GkAvACU/C\nBsInr8l+YkQ4XMW749QpmxnesIEnqjVtajPE9etztNATiYkcNVTN8NatfLvZfjJdnTra9uWM1FTO\nb7Y3w0eP8mfN3gzXrh24iF5aGpv+fftsj1WrQj74BkSjhw8DI0YAP/xgyy9WFD6/+/ZxvnDXrvx+\nT5vGxnXAAOCBB7jdmTMcSZ48maPK/foBTzxhyz12BhF/dmbO5Jzku+9mU9yx4+1pO3prlIjThdTU\niQMHgIceYkPcujVPuBOMQWoqvz979/IF8t69/JnMnZvnP9g/qlcHsmcPT40anUgaRwX/MJ1BVhSl\nK4DHABwEUFWLsMOFcLqKt4eIcybtUyYSE23pEs2asYn1FG1V96OmSmzZwobqzjttZvi++zznlLoi\nLY1vy9mb4b/+4sidvRmOjXVvuHyFiCdf/fFHVjN85Ajn2taty486dYAOHUI3+AZCo5s3A++9xz+t\nVo4YFynC6QyHDwPPPQfcey/w/fecdtCjB9C/P0eErVZg/XqOFsfHs4Hu14/PkztOnOC0i1mz+AKq\nRw+ge3euQuEKPTSans759MuWsTFOS7OlTsTFBeazJWiHiO9oOUaF//6bU6Tq189qhosXd76fUN7l\nkXE0/MZRQX9MZZAVRSkAYAeABwH0BnBHsIRtlJylcLiKJ2JTp5rhDRvYFKjR4ebNgVq1POfipqRw\nxQf7dInoaFuqxH33sTn2xVCkp/MXqL0ZPnAAuOOOrGa4bl19Srk5kpzMx7M3wvv28TmpV89mhuvW\n5XPl2IdQDb56atTZxLuoKK5GkZHBeZwvvwzky8cR4cRENpKvvcYl765cAWbMAL79ls9Pv36cYuFO\nN0lJHCWeOZMvRLp0YWPcsKH29AVfNHr9OrByJRviVav4NaqpE3XrSupEqEhP54tgeyP8++980eUY\nFa5Vy7vvmnDQqLfIOCqYCbMZ5DEAThPR54qiDEWQhC05S/5BxGbTPoc4OjqrIa5WzbMJOH06qxne\nv58jAPbpEuXLe28mLBYeBO3N8L59PCPb3gzXr8+RSz2xWtn8OUaFT53iHGV7I1ynDlCypLbXF8LB\n12+NqhPvPvyQJ9lFR/N7VKcOp0hUqMCl006cAKZM4YugPn2ADz5gjVauzJPtli9nk9mvn61ShTOs\nVo4sz5zJ+cXNmrEpbts2sNHaY8dsqRM7d7IO2rfn0nBlygTuuIJzrly5PSp86BB/3urVyxoZtq85\n7itm1qgvyDgqmA1/Nepj5qb3KIpSH8BDAOpraT9s2LD/fo+Li0NcXJzPx96/n0WdkcFG78AB73OW\njHLlHAysVjZ5qhneuJFfc/PmQKtWwMcfc0qAuwEmPZ0jNfbpEikpNiP82WdsWrWWbrPv25EjWc3w\n778DpUvbjHDnzmy69H6frl1jI2xvhvfvBwoXtpngJ55go1etmnc5y/Hx8YiPj9e3w17ir0ZjYuLw\n+ec8qS49nd/b6GgeTA8d4s9M377AL78A//sf0K0bf8Zq1uTn9u/n9/foUeCRR/inuxzdw4c5fWL2\nbH4PunThWsjNmgVGoxYL58D/9BM/rl5lEz5oEOcVe/tZFnzDYuHPhqMZvnGDNVivHlcBeekl/r7W\n630JB43KOCqEM3prNGgRZEVRBgL4EEAiAAVAPgBRAA4S0d0ObQNy5etrzlK4XzlnZHAJMzWH+Lff\nOO9OjQ43a2YrqeWKixfZBKvR4d27OX/UPl2ialXvojZEnBdob4Z37waKFs0aGb7rLn3rxKans/ly\njApfu8Zf7PZR4dhYNmd6E4rolK8aPXwYGD4cWLiQzUu+fFyRpHx5fv969OCo8Lx5nPvZvz/XJy5U\niDU5YQIvDGKx8KpxMTH8GXSmsevXudbxzJm8727deP9VqgRGo0lJwJo1HCVesYIvxNR84rvv1qek\nn+CaxETWnjppbu9efo9LlMiaHlG/vueLdr0xk0b1QMZRwWyYJsVCUZRcAOzL7r8BoCKAF4noqkPb\ngORO+ZqzFG6zZtPSOPdXTZnYvJnNjGqGmzVjI+AKi4WjAPbLNF++zOdEjRDfcw8vB6wVtZySvRne\ntYvNlr0ZbtCADbIeEPEKe/v2ZTXDhw7x+ahTJ6sZrlQpeIYoRIOvVxpNSCC8+y5/DiwWrltdsiRr\nJDmZ6xWnpQHTp3NEfeBANpYWC7BoERvjw4e5XZ8+fKHhTKMZGWxSZ84EVq/mBUJ69OAosxql11Oj\np07ZosQJCfyZbteOHxUr+rZPwT1EwPHjt0eFz5/ni1B7M1y3bvAWcHGHGTQq46gQyZjGIN924CDm\nTvmL2WfNpqZyqTTVEG/bxtFctcpE06auZ2oDHLVTF+LYsoX3Vbp01soStWtrN49qNQd7M7xzJ9+O\nb9gwqxkuWVKfc5CSwu+foxm2WHjQtTfDtWvrn6usBYuF83IPHQJatw79IgSeNJozJ2X+zgb48mW+\niOjYkQfRpUu5zvCAAXyOT5wAJk3i/OTatTm3+LHHXKei/PEHm+I5c9iY9ujBaRTOalz7o1Grle9M\nqPnEp05xCbb27bnsnBHMWDiRksIX2PaT5vbt4/fLceJctWrBXeLbG0JdqzyzDzKOCoILTGuQ3WE0\nYQPmmjWbnPz/9s49uqr6zPvfHxAFBAQC4RKSgFwSDEkIgoAgxMu7vFWcqtOpM3WYpa1W7TjW6Wud\nzlTt9PK+vq2z5tJVu9a0TrVe3na6tK/aVdReoErBC5UAEggiBwMkIYSQ+/Xk9/7xZHv22Zdkn+Sc\ns/c+5/tZ66ycnDwcfvuc85zfdz/7uYiQNQTxnj1SoW2kTGzc6J4WoLUINHN0+OOPRbAaYnjdusT6\ntzY22sXwwEC8GF69OjmFTVqLEDMEsCGGIxHpXWqNCs+bl/4OAy0t8hpbb0ePyolKcTHwm9/4v/kO\nh1JKT5yosXy5FClefbWc0GzbJvmh994rUeGZMyXq++ST8ln63OeAL35RPo9ONDUBzz8vwripCbj9\ndpluV1Iy8poS8dHubsl7NqbYTZ0aS51Yv370fbVJDONE2BoVPn5cfNFcOFdeHr6e0EEQyMPBfZRk\nOxTIBO3tcinYyCHeu1c2HUMQX3aZexSso0NGMxtiePdusTV3ligv9y4YzpwRQW4Ww52d8UJ49erR\ndauw0tYWHw02CuimTo11jTCEcHGxt0l9yaK/X3JknYRwd7esx3pbujQWuQ7D5nvhhRp/+ZeSS/z8\n83KCc//9wC23yEnAU09Ji7bcXIkWf/azzpH5vj4RqU8/LZ/fG2+UaPEVVyQ3etjYKP/PK69Ir+XK\nyljqxLJlyft/spG+PhmIYhXDStmjwiUl6fXFVBEGH+U+SrIZCmQHMr1S9tw5KWIyIsQHD0r0zsgh\nXr/eWYgYeX7mVmuHD8umZS6mGy7/2ExLi1yaNovhs2dlLWYxvGjR2MTwwIBEJc0Fc/v3S4SxtDRe\nDJeVJS9HeSS0lhMCJxEciQD5+c5C2EvUOgyb7x13aLz4orQ1+7u/k/d6506JFv/qV5Jecc89cqXA\nSlubTNN7+23gpZfkfdy6VbqAJMtntZbvASN14vBhSZnYskW6sYxlHHk209RkF8K1teLn5qK5igoZ\n6pOpPaDD4KPcR0k2k5UCeTjHzcRK2TNn5DgMQfzhhzJ1zMghXrtWCqSs9PRINNcQw7t2yWZljg6v\nWuWtV2xbm3S6MIvhhgaJwpnF8JIlYytka2qyC+GaGhGV5n7C5eXSuSAd+Ym9vfKaOwlhre0CuKRE\nBpI4vSdeCcPm+/Wva9xzj5yMPfusCOO+PhHFN98sPY+tPnrqlOQgf/vb8rrOmQO88cbIU/G80tcn\nPmIU2QGx1IlNmzIjcpkuolERvlYx3NlpjwqXlqZm4E6QCYOPuu2jI4nfTNxHSfaRdQJ5JMfNhErZ\nhob4sc0ffyxi1kiZWL3aeaM/dSq+7/C+fZLraYjhyy6TpvkjRXQ6O+1i+MQJ2QiN4rnVq0UMjlag\n9vaK8LWK4Z4euxBesUK6WaQSY/ysVQAfOiRCr6jIORo8e3ZqImRh2Hz37tV48klpu3bVVZJ3fMUV\nkrZj9tHXX5dR0U8/LQWeGzdKy7RoNDk+evasPN8rr8j/VVISm2JXWpq5Ecxk0toqPmgUzVVXy5Wp\nefPsYrioiK8pEA4fddpHvYjfTNhHCck6gTyS4yZSKRuUS0gnTsRPqWtsFBFhCOLKSnsOcH+/bGLm\nYrrOzvjOEmvWjNyNobtbnscsho8dk9fEHBlevnx0hUtay/FZRy5/9JFEWa1ieMGC1G6+XV0yaMQp\nGnz++fZIcHGxRKoTGfqRDMKw+ebna9x1l7RpMxdY7tolPhiNyns5ZYp8Hrdula4V0ejYfbS2NpY6\nsXevCHNjil2yOp9kIsbkR2tUuKkp1k7NSI8oK2PUcDjC4KNO+6gX8RvGfZQQK1knkL04rpdKWb8u\nIRl5wIYY3rFDojdGusTmzbIxWSOzZ87Ei+E9eyTnz5wuMdK4595eidKaxXBtrYhfsxguLR3dpeiO\nDvmitEaFJ060j1xevjx1Y4AHByXqa44CG/dPnxbB6xQNDlJOahg23/5+bTtpikSA//xP4Hvfk3SH\nefOkIK64ON4uUR+9+GLg8cclEv3yy/JZMwrsrrwy+y7ve6GzM76dWnW1+OT06fao8OLFwW2nFlTC\n4KPDRZBHEr9B3kcJ8ULWCWQgOa1i0nUJSWvJXzUixDt2iHAwT6mz9hCORuXLy1xM19gYP4hj7drh\nB3H098trZBbDBw+KiDaL4bKyxHNlo1GJAFujwvX1cixmIVxWJlOvUkF7uwh8ayT4yBH5XJijwMat\nqCi4Lby0lgLMSARYtSo8m297O/CLX0gKxYED0q3i1lvlBGgsUaXf/EaGgQwOyu/LlgG33SaieNUq\nXuY3MK7SWKPCdXXy+be2UwvSiWCYCatABpLXbo2pGCTIZKVATgapalquteTWmlMmxo2LCeLNm2Wj\nN2/ura1SzW9Eh995R0SlubPExRe7R3gGBiRKahbD+/fL0AazGK6oACZPTux4mpvtI5eNUa/mqHB5\nuRToJTsKFY1KDrY5CmzcWlpE8FsjwcuWJTbFL11oLfmykUjsdvx4/H2t5X3bvz/4m+8bb2g8/bSk\nOmzeLCkUN9wwtisDkUiswG73bnmss1Pe17ffZnSqt1e+s6xiOCfHHhUuLk5/alA2EWaBnCw4/IME\nGQrkMZCMs+jBQRGQZkE8ZUq8IDa3OdNaIpzmYrpjx0TAGtHhdevcJ9sNDkrU1CyG9+6VlmJmMVxZ\nmVhhW1+fiFCrGO7osA/XWLEi+dPFzp1zzgv+8MPY8AzrraAgfaOfvaC15HKaRa9VBOfkiABeuFCi\n2db706fLZyUMm29lpcbWrRLVHe1VgsFB6cNt5BM3NIjI3rJFRkprnb2DBU6fji+aq64Wf1i82C6G\n5871e7XZRxh8NCz7KCGpgAI5zQwMyIZliOE335QJUOaUicLCmH1npwgAc6s1o2jJiBCXlztHerSW\n6WpmMfynP4lgNIvhVau8R0yN6VbWkctHjohAs0aFvXS98MrAgPvwjK4uifw6RYP9GPvshNaS6mIV\nvcbvx49Luoohep1EsNf3KZM3364uSZ8wptjl5sZasa1dm325sAMD4gPWqHBPT3x6REWFROnG0j6Q\nJI9M9lFCMgEK5BTT3y/C1Cio27lTOi0Ygvjyy2MV/MaYY7MYrqkRoWmkSqxfL9FeK8a/NYvhPXsk\nUmsWw5dc4j2HsLNTzuytYnj8eLsQXr48eYVObsMzjh2T18opGjx/vv85pYODEsF0ivxGIpLqMXVq\nvOg1i+CiouRFUDJt8z11KjbFbscO6bBiFNktXpzChQaMc+fsQvjgQflOsUaFkzFtkqSOTPNRQjIN\nCuQk09srOcBGysTu3bKBG9HhTZti6Q+9vRLRNRfTDQ4CGzbED+KwRny0li4LZjH83nuSu2kVw14u\nXRutm6xC+MQJEZ9WMZyMNlh9fe7DM6JRZxG8ZIm/3QaiURFq1rxf435dnaQ4WCO/xu9FRemLZod9\n89VaxJ+ROnH0KHDttRIpvvZaeZ0zmcFBuVpiTo+orpYc9LKy+Ilz6ejzTZJP2H2UkEyHAnmMdHWJ\nCDYE8XvvSTTVaLu2cWMsYltfH99qrbpahJ+5mG7hQnvUp75eosFmMay1XQybe8m60dISE8HGzwMH\nZI3WXOGlS8dWpGOkFFgHZxw+LOK7sNBZCOfl+RP5GhiQEw+n4rdIRNacm+uc/rBwoRxPUNqFhXHz\n7e2Vlm5Gkd1558VSJzZuzNyCsY4O8UWzEN6/Xz5r1qjwRRcFK2+ejJ4w+igh2QQFcoJ0dEiahCGI\n9+4VMWmkTGzYIGkNAwMiPs3R4bY2+yAOa+SnqcmeJtHdLbbmKXQjDcTo75diPHM/4X37RCAb7dPM\n7dTGEpHr7nYfnpGT4z48I91je/v7ReS6dYA4dUqi+245wAUF4cnfDMvm29QkU+xefll6FK9YKLyC\nngAAGelJREFUERPFJSWZlSKgtVxlsEaFT56U3GCzEC4vB2bM8HvFJJWExUcJyVYokEfg3Dngrbdi\nOcQffCBpD4YgXr9eLps3N4sQNsTwe++JuDIX01nbs509a48Mt7bGR4ZXrx5+NKsRpbUO1zh8WASd\necpcebkIvdFEoIy0DuvgjMOHJe/WbXhGbu6oXvZR0dcnAsQtB7ixUar13TpAFBSkX7SnijBsvhs2\naOzfL90mbrwRuP569+4rYaOnR74rrPnCEyfGF81VVMj3QlB7a5PUEQYfDeL+Tki6oEC20NwsnSWM\nCPGRI8Cll8ZyiNeulVzfmpr4Vmv19WJnRIfXro2PALW2Sr6xWQw3NYnYNovh4S6hdndLQY41KhyN\nxka7GkK4tDTxnsWARMidhmfU1kq022l4xsKF6dnge3qk0M2tDdrp01LA6NYBYsGCzLxMPzgon9vG\nRjlZaWgAbr89+Jvvtm0aVVWpm4iYLhoa4kXw3r2SP7x0qT1FIlVDb0j4oEAmJNhkvUBubIxFh3fs\nELF12WWxHOI1a0SYGYM4du2SnOPZs+PHNJeWxtpLdXQA778fL4ZPnpTIkVkML1vmLIaNjhTWqHAk\nIv/GnBpRXi7jeBO5FG0Mz3BKiTh7VorhnKLBqR6e0d0dE7tOIri5WUSuWwrE/PmZE4nTWk6qDMFr\nFr/W+01N0v1i7ly5zZkDvPACN99k098vV0+sUeGBgfiiuYqK1I5CJ5kBBTIhwSbrBPLJk/FDOerr\npQDISJmorBRBZi6m++gjifQaqRLr1sUiQV1dskmaxXAkIuLVLIZLSpzFW1ubfbjGgQMieKxCuLg4\nsRSA1lb34Rm5uc4iuLAwdUVAnZ3uHSCOH5d0lsJC9zZo8+aFv8dtR4e72DX/3tgoAssQvGbxa72f\nl2f/XHDzHRtnz9qF8KFD8vm0RoXz8zMrV5qkB/ooIcEmNAJZKXUegB8AuBrADAAfAvhHrfU2B9tP\nHDsSiRfELS2x6PDmzRItff/9+HSJSZPiO0tUVIgA6e0VAWsWw0eOSIGNWQyXltov5Q8MiDA1C+F9\n+6Tnb2lpvBguK/OeuzswIC3anIRwR4f78IxUtIVqb3fvABGJyHrMPX+tAnju3HBW6Pf0xAvb4aK+\ng4POYtdJ/I6lI4Yfm+9ofdRPolFpIWctnGttFX80C+EVK4IzdIaEH/ooIcEmTAJ5MoCvAPgvrXWd\nUuoGAC8AWKG1/thiq2+/XWPHDhEv5qEc06ZJioQRIT54UASpubvEggVS8PXBB/FiuKZGxKVZDJeV\n2S+lnj5tjwrX1EgKgLmNWlmZ5Bx7iYo2N9sF8KFDIo7nzXOOBic7stXa6p7+EInIa+0kfI37eXnh\nEcD9/ZK6MFKKQ0ODpIbMmTNypHfuXDkxSUe00afNNyEfTffm294uvmgWwgcOyOfSGhUebTErIV6h\njxISbEIjkB3/c6WqATymtX7J8rj+4Q811q+Xy/q7d8cixNFofGeJVask2ltTEy+GDxwAFi2KF8MV\nFfFRvd5e+XfWqHBvr324RmnpyFHbvj6JZjlFg/v77QK4pCR5wzO0lhQHtw4Qx4/LGsypD1YRPGtW\nsC81Dw5KxN5LpPfcOTme4cSu8fuMGcE77qBcvh3OR1P13WHk8JuL5qqr5X0tLbW3U0t1bj0hTmSz\njxISBkIrkJVScwAcA7BSa11r+ZvesEFj716pJDcX0xUWSkcGc3u16mqJGpvF8MqVMUFr9C+1RoU/\n+kim5FmjwsP1KNZaIsxOwzPq6qTVmFM0eM6csYkwrSUK7Zb+EImI3aJF7ikQM2cGTwgawt5rMdv0\n6d4ivbm54c53DsLmO5KPJuO7o7tbTmbNUeF9+yQVwlw0V1Eh3wVhfk9JZpEtPkpIWAmlQFZKTQDw\nawBHtNb3Ovxd//a3GpdcImL0vfeAd9+Vn++/L0LILIZXrZLUC0Auwx44YBfDkybZo8IlJe6V6j09\n7sMzxo+3D84oLhaxPdo+vFqLABwuBzgnx30KXFGRiMcgCGCtJV/ZS6S3sVHeGy+R3ry8zGzz5oTf\nm68XH03ku0NrKai1Fs4ZnV2sKRKzZiXvWAhJBZnmo4RkGmP10bQ31VJKKQDPAugF8Ldudnfe+Rjq\n66Uxf0VFFa6/vgqPPCKT6GbMiBXn7N8PPPFETAg3NEiLJkME33yzRIWdBhgMNzyjvl6isYb4raoC\n7r5b7o9m8zYGggyXAjF5crzwLS4GrrkmJoD9vpTc3T1yMZvxO+BcwLZmjV0Ih2W6XSrZvn07tm/f\n7vcyAHj30ccee+yT+1VVVaiqqgIgqUaHDtkL54CYAL7uOuDhh8VXM2W4C8lsMslHCclEku2jaY8g\nK6WeAlAI4HqtdZ+Ljd62TSLIs2ZJaoF5sMa+fVKAl5dnjwovWWK/DNvZ6T4844ILnFMiFi1KrCfv\n4KCIQ6fit0hE+hZPneqe/lBUJH9PN/39EqV3alVmvd/T461tmVHMRkaPn9Eprz6qtcaZM/aocG2t\nfKatUeFE+30TEmTC4qOEZCuhSrFQSv0QQDmAq7XWXcPY6Yce0p+I4Y4O+8jlFStiaRWACNS6Onsk\n+PBhKexyG54xfbq3tUejwKlT7h0g6urkudw6QBQVpa/FVDTqvZittVWi6yMJ3jlzgpPCETZ6euR1\nbmuTnyPd2tqAN97wZ/NNxEfnz9fo7HRup5aMwlNCgoxfAjkRH6VAJtlMaASyUqoQQARAD4Do0MMa\nwN1a6xcstvpb39KfiOHCwpgwa2tzzgs+ckSK0NyGZ4xU3DMwIOkWbukPJ05I4ZdbB4jCwtSKAq2l\nB/RIAyoaGiTiPmOG92I2tsNyRmtJKxlOyHoRvICkx0ybJj+93K65xpcWUgn56LFjGkVFPGki2YlP\nbd4S8lEKZJLNhEYgJ4JSSh85oh2FcFubfXhGScnIwzP6+0XkuuUA19dLyobbFLiCguTnymotRYVe\ni9kuuMDbgIrZs7OnmM0No1AwESHrZDthgruI9Sp4R/O58bsAaCS4+ZJshz5KSLDJWIFcVKRdh2c4\nRTx7eyXNwa0DREOD5EC6dYAoKEhesVBXl/ditvHjvUV68/Kyp5htcFBOHMYSuW1vlw4lXiO2boLX\nrwIybr6EBBv6KCHBJmMFsnVdPT1S6ObWBq2pSSbdubVBy88fW1S1r08E7UiR3oYGsfXStmzOnMwr\nZhsYEAE7lqhtR4dEy0cbsb3wQil4DHMUnZsvIcGGPkpIsMlYgfzwwzpOBDc3S5TXbRTy/PmJdZ0A\npJjNGEc8kvBtb/dezHbhheHMy+zvT0zIOt26u0WcjjZia4jbbB8Iwc2XkGBDHyUk2ISuD7JXpkwB\nPvWpmAieN8+baBocBM6e9RbpPXtWCvusAjc/X/otm8XvzJnBLmZLtFOCk+jt6xtZvM6eLR1B3MTu\nlCnBfp0IIYQQQkYisBFk87q0FiHnJdJ7+rSINC+R3tmzE486J5uROiV4Fb1ajy5aa75NnhzOyHcm\nwugUIcGGPkpIsMnYFIubbtJx4jcnx3sxm9v46GQz2k4JVvsJExLLr3USvBMnUtxmEtx8CQk29FFC\ngk3GCuQXX9RxxWzJHrIxUqcEL6J3uE4JXgXvtGnpE/QkPHDzJSTY0EcJCTYZK5CHW5fRKWEskduO\nDkkpGEsLsGnTwt0pgaQPraUI0rj19Q1/f+NGbr6EBBkKZEKCTcYW6d11V2KdEqwCdvp0KfAbrg1Y\ntndKCBNay4mRF3Fpvp+IbSqfe2BAUmlycqS3ck7O8PcJIYQQ4h+BFcirVrmLW3ZKSBytpa1dGMWl\ncRs/3l1UehGdI903riiM5Tnc/p6Tk1iOOPPJCSGEEP8IZYqFHxgCM4zi0rg/blxyhGQyniPR58vJ\nya6TIl6+JSTY0EcJCTYZm2Lxhz8ET2gCqRWB558v0fFUCNOcHKaUEEIIIYR4IbAR5A0bdGCincZP\nCkySLhidIiTY0EcJCTZZ2cWCkEyHmy8hwYY+SkiwGauPZlFWJyGEEEIIISMT2Bxk3HdffAJtXh7w\nwAN2u/Z24Je/jLfNyZG+bxs22O37+4GTJ+32550nN0KIN6w+WlQE3H233e7MGeDXv7b7XG4ucOml\ndvveXhmh6eSjOTmpPy5CMoUvfSneh0pKgNtvt9udOgX87nd2n5szB6istNt3dQFNTfRRktEEVyAv\nXx7f48uthUFXF/Daa/G2/f0iqJ0E8smTwObNdvuiIuDgQbv9sWPApk32L4JFi4AXX7Tb19cDf//3\n9gq5efOAhx+22587B7zwgt1++nTg6qvt9r29wJEjdvvzz5d/Q0i6KCnx5qOtrcC2bXafW7LEWSDX\n1ABbttjtKyuBnTvt9u+/D9x0k91HV64EnnrKbv/hh8Cjj9rtFy8G7r/fbt/Q4HwSnpcn3w1Wurrk\ne8NqP2mSnLgTki6Ki+N9yK1/pHESa/W5VaucBfI77wB//dd2+6uuAl55xW7/u98Bf/M3dp/YtAn4\n13+12+/dC3z3u3bhvWIF8PnP2+2PH48/CTfs8/OBdevs9u3twMcf2+0nTZIhCYSAOcgj098votf6\nRTB+PFBRYbdva5MvCKv91KnAHXfY7RsbZbO2tszIywOefNJuH4kAN9xgty8qAt59125fWwusXWsX\n1MuWAa++arc/cQK49167/YIFwDe+YbdvbhYRYrXPzQVuvNFu390N7Ntn/6KcPFlOIggA5jcmhBFx\ntvrcxIlAaand/swZZ8E+ezbwV39lt//oI+Dxx+32F10km7iV6mrgttvs9itXAq+/brd/+23guuvs\nPrFmDfDcc3b7Q4eAr37Vbl9cDDz0kN3+5Ek5Cbfaz5sHXHON3b69XU5SrPYXXCARRQKAPpoQ3d3A\n6dN2n5gyRT63Vk6eBH7/e7t9YSFw8812+/37ge9/395+auVK4JFH7PY7dgD33GO3v/JK4Gc/s9u/\n9pr4tFVQX3UV8IMf2O3feQf49rft9pWVcuXNytGjwEsv2TsFFBUBVVV2+5YWCZRZfXTqVPkeIwBC\nVqSnlJoB4CkA/wNAE4Cvaa1fcLALjmOHnWhUInjWqRvjxgFLl9rt29vlbN9qP2UK8NnP2u0bG0Uk\nWO3z8pzFw7Fj8jxW+4UL5f+1UlMjJyLWL4Lly4Hf/tZuH4kAd95pt1+4UESOldOn5QvOKTr4mc/Y\n7Ts6RNBY7adMkQiklcFBeQ8mTEho+odfmy991AcGBsRHrWIgJ0dEuJWzZ2N9MM233Fzg05+22x87\nFi8ejNuiRcBjj9ntq6uBL3zBWeA7XTXbuVOEhdUn1q8HfvELu/3+/cCXv2y3Ly0Fvv51u/3x48BP\nfmK3X7BArhxYaWmRqwpW+2nT5HvASgb76He+o1FQgE9u+flysZEkSH+/BL+sgnrSJBGxVhoagN27\n7fb5+cD119vtDx4Efvxju315OfCVr9jt33xTrlRb7a+4wvmq2SuvALfeaveJ664DfvQju/3Onc5X\n2S69FHjwQbv9oUNyYmG1X7LE+SS8qUm+B6z2M2bIB9VKNCp+mmYfTXeKxQ8A9ACYDWAVgF8ppfZq\nrWvSvI6Usn37dlQ5nfX5wfjxwMyZ3u2nTgVuusn7McyZA3zve96ff9EiEZheKSkR0W7drN2YNQv4\nh3/A9j17UGVO07ngAvd/ozXQ2Rn//M3NzrZNTRIZsK5n4ULg5Zft9jU1IizMs6ZzcuSL78037fZH\njzpHMdMHfTTdTJgg4tYrM2cCf/Zn3o9h0SLgiSe8P39FhUTAvLJ+vbPAd+uLWVAAfPWrdh91+54y\npjT19MQ/f1eXs31dHfDNbzoL/J/+1G7/1lsi8A2RbETxNm1y9uk//UmusvmHZx9taZELdnV1cquv\nl5d5wQLECeeCgthj8+fLS+A3gfJR46qoV+bOxfbp072v/+KLE/PRyy9PzEdvuMHZR93qrpYtc/ZR\nt6u8bj7qJmZra519tKoK+I//sNu/+ipwyy3yf5gF9ZYtwDPP2O1//3vga1/z9NIMi9Y6LTcAkwH0\nAlhseuwZAN9xsNVh5tFHH/V7CWMm7McQuPUPDmrd16d1Z6fW585p3dLibNfZqfW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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -519,10 +441,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Stochastic Gradient Descent" ] @@ -530,11 +449,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "theta_path_sgd = []\n", @@ -545,11 +460,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -560,9 +471,9 @@ }, { "data": { - "image/png": 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wykpWFn/sMfbTiZeLQ7W2MtPOVQk/+2zGjZYupetv1KjYnKOuxEe/o+SntZWW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\nk1VVUSR6KzBDh2qaR08YsAJ1zz22XdZ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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -603,17 +514,13 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.21076011],\n", - " [ 2.74856079]])" + "array([[4.21076011],\n", + " [2.74856079]])" ] }, "execution_count": 18, @@ -628,19 +535,16 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SGDRegressor(alpha=0.0001, average=False, epsilon=0.1, eta0=0.1,\n", " fit_intercept=True, l1_ratio=0.15, learning_rate='invscaling',\n", - " loss='squared_loss', n_iter=50, penalty=None, power_t=0.25,\n", - " random_state=42, shuffle=True, verbose=0, warm_start=False)" + " loss='squared_loss', max_iter=50, n_iter=None, penalty=None,\n", + " power_t=0.25, random_state=42, shuffle=True, tol=None, verbose=0,\n", + " warm_start=False)" ] }, "execution_count": 19, @@ -650,23 +554,19 @@ ], "source": [ "from sklearn.linear_model import SGDRegressor\n", - "sgd_reg = SGDRegressor(n_iter=50, penalty=None, eta0=0.1, random_state=42)\n", + "sgd_reg = SGDRegressor(max_iter=50, penalty=None, eta0=0.1, random_state=42)\n", "sgd_reg.fit(X, y.ravel())" ] }, { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 4.16782089]), array([ 2.72603052]))" + "(array([4.16782089]), array([2.72603052]))" ] }, "execution_count": 20, @@ -680,10 +580,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Mini-batch gradient descent" ] @@ -691,11 +588,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "theta_path_mgd = []\n", @@ -728,17 +621,13 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 4.25214635],\n", - " [ 2.7896408 ]])" + "array([[4.25214635],\n", + " [2.7896408 ]])" ] }, "execution_count": 22, @@ -753,11 +642,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "theta_path_bgd = np.array(theta_path_bgd)\n", @@ -768,11 +653,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -783,9 +664,9 @@ }, { "data": { - "image/png": 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3ec2auW8zD1ACrlA8hdxLusfqf1fjd9iPfyL+AcBKWPFqnVcZ3Xw0XtW9LI6m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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -794,9 +675,9 @@ ], "source": [ "plt.figure(figsize=(7,4))\n", - "plt.plot(theta_path_sgd[:, 0], theta_path_sgd[:, 1], \"r-s\", linewidth=1, label=\"Stochastic\")\n", - "plt.plot(theta_path_mgd[:, 0], theta_path_mgd[:, 1], \"g-+\", linewidth=2, label=\"Mini-batch\")\n", - "plt.plot(theta_path_bgd[:, 0], theta_path_bgd[:, 1], \"b-o\", linewidth=3, label=\"Batch\")\n", + "plt.plot(theta_path_sgd[:, 0], theta_path_sgd[:, 1], \"r-s\", linewidth=1, label=\"SGD\")\n", + "plt.plot(theta_path_mgd[:, 0], theta_path_mgd[:, 1], \"g-+\", linewidth=2, label=\"미니배치\")\n", + "plt.plot(theta_path_bgd[:, 0], theta_path_bgd[:, 1], \"b-o\", linewidth=3, label=\"배치\")\n", "plt.legend(loc=\"upper left\", fontsize=16)\n", "plt.xlabel(r\"$\\theta_0$\", fontsize=20)\n", "plt.ylabel(r\"$\\theta_1$ \", fontsize=20, rotation=0)\n", @@ -807,10 +688,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Polynomial regression" ] @@ -818,11 +696,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -834,11 +708,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "m = 100\n", @@ -849,11 +719,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -864,9 +730,9 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -885,11 +751,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -912,11 +774,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -936,16 +794,12 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(array([ 1.78134581]), array([[ 0.93366893, 0.56456263]]))" + "(array([1.78134581]), array([[0.93366893, 0.56456263]]))" ] }, "execution_count": 30, @@ -962,11 +816,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -977,9 +827,9 @@ }, { "data": { - "image/png": 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1LFzosm+ffBJuvTXi9Zsk/iRtgIIiZ3bNQmS89rSbGikvz42deucdOPHEcu1b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\nBJIClIiIBNL/B33SzBmQ3QdiAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -991,7 +841,7 @@ "X_new_poly = poly_features.transform(X_new)\n", "y_new = lin_reg.predict(X_new_poly)\n", "plt.plot(X, y, \"b.\")\n", - "plt.plot(X_new, y_new, \"r-\", linewidth=2, label=\"Predictions\")\n", + "plt.plot(X_new, y_new, \"r-\", linewidth=2, label=\"예측\")\n", "plt.xlabel(\"$x_1$\", fontsize=18)\n", "plt.ylabel(\"$y$\", rotation=0, fontsize=18)\n", "plt.legend(loc=\"upper left\", fontsize=14)\n", @@ -1003,11 +853,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1018,9 +864,9 @@ }, { "data": { - "image/png": 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dIbswG+8rHYiLh/R0iI+HxocSIDJO7LRhg8jOWLNGzE7av7/ceRIjFfoOug+v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\nPTswQa1pU4iLgwaFhRZuSbiF6Wenc+OiG8kclUlKSvk5rC/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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1056,11 +902,7 @@ { "cell_type": "code", "execution_count": 33, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import mean_squared_error\n", @@ -1076,21 +918,17 @@ " train_errors.append(mean_squared_error(y_train_predict, y_train[:m]))\n", " val_errors.append(mean_squared_error(y_val_predict, y_val))\n", "\n", - " plt.plot(np.sqrt(train_errors), \"r-+\", linewidth=2, label=\"train\")\n", - " plt.plot(np.sqrt(val_errors), \"b-\", linewidth=3, label=\"val\")\n", + " plt.plot(np.sqrt(train_errors), \"r-+\", linewidth=2, label=\"훈련\")\n", + " plt.plot(np.sqrt(val_errors), \"b-\", linewidth=3, label=\"검증\")\n", " plt.legend(loc=\"upper right\", fontsize=14) # not shown in the book\n", - " plt.xlabel(\"Training set size\", fontsize=14) # not shown\n", + " plt.xlabel(\"훈련 세트 크기\", fontsize=14) # not shown\n", " plt.ylabel(\"RMSE\", fontsize=14) # not shown" ] }, { "cell_type": "code", "execution_count": 34, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1101,9 +939,9 @@ }, { "data": { - "image/png": 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IDBSRXsD/AR3SGxZgJZMlwJRAy7sDsQYdwXu8tiMiLUTk\nFhEZIiKdAg07BgFzAqvcgjVSeERE9hORPUTkcBG5R0SCVfkLgX4isqeItA5UedZ1PxD53t6PJb2r\nRWTXsKlQVT/BSlZTRWSkiHQJxDZWRIYn9c65BsUTlMtXsQ7047DrSdOxayvfAv9MYju1rRPrOT8s\nU9VtwDFAS2z49LuACdiBP961ma3YNawpwGdYa7gZwBWBbS4BDsCqK6dj18BuxoZe3xbYxp1YqfED\n7F6mfeu6nxivbwiBkht2nW1Z4O+PA4+firXkmwzMw0pbA4DFcV6ncz/wniScywIiMgBrSfgjVZ2b\n6XicywaeoJzLABE5AfgOu19oT6zl3HpVre2eLOcaDG9m7lxmtMSuO+0GrAJexu8Lci6Cl6Ccc85l\nJW8k4ZxzLit5gnLOOZeVPEE555zLSp6gnHPOZSVPUM4557LS/wOkBj4hzcFxywAAAABJRU5ErkJg\ngg==\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1121,11 +959,7 @@ { "cell_type": "code", "execution_count": 35, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1136,9 +970,9 @@ }, { "data": { - "image/png": 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fKGcSlIhcDvwMOBx4UlXLnYlXRH4HjAEaAs8Bv1DVg8YE8ATlwmD/fmtuWbjQ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\ndOhg5ZxzLg08QeW6GTMOTlD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m4/cFOVeG16Ccc84FkneScM45F0ieoJxzzgWSJyjnnHOB\n5AnKOedcIHmCcs45F0j/Hx5xJuIT7n4tAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1161,10 +995,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Regularized models" ] @@ -1172,11 +1003,7 @@ { "cell_type": "code", "execution_count": 36, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1187,9 +1014,9 @@ }, { "data": { - "image/png": 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l6mKExkNZh54AjgOv5pyntU4GXswx/l4p9RdwFUZA5WQoMFtrvTfrGpOBeYgg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\nP5GMiHqiP+UVkb6tNzklysvE3wSqzGxcweHk6UBTkbZN4XO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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1237,16 +1064,12 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 1.55071465]])" + "array([[1.55071465]])" ] }, "execution_count": 37, @@ -1264,16 +1087,12 @@ { "cell_type": "code", "execution_count": 38, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 1.13500145])" + "array([1.13500145])" ] }, "execution_count": 38, @@ -1282,7 +1101,7 @@ } ], "source": [ - "sgd_reg = SGDRegressor(penalty=\"l2\", random_state=42)\n", + "sgd_reg = SGDRegressor(max_iter=5, penalty=\"l2\", random_state=42)\n", "sgd_reg.fit(X, y.ravel())\n", "sgd_reg.predict([[1.5]])" ] @@ -1290,16 +1109,12 @@ { "cell_type": "code", "execution_count": 39, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 1.5507201]])" + "array([[1.5507201]])" ] }, "execution_count": 39, @@ -1316,11 +1131,7 @@ { "cell_type": "code", "execution_count": 40, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1331,9 +1142,9 @@ }, { "data": { - "image/png": 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3NaEh7psWuWqV6Q6vKqXMWlt//glRUa7Xx7IERynVCrgPyAGOFi4UpIH7MVs6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\nJEmqjgNHkiRVx4EjSZKq48CRJEnV+QUpU5s1twT9NwAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1357,16 +1168,12 @@ { "cell_type": "code", "execution_count": 41, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 1.53788174])" + "array([1.53788174])" ] }, "execution_count": 41, @@ -1384,16 +1191,12 @@ { "cell_type": "code", "execution_count": 42, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 1.54333232])" + "array([1.54333232])" ] }, "execution_count": 42, @@ -1412,9 +1215,6 @@ "cell_type": "code", "execution_count": 43, "metadata": { - "collapsed": false, - "deletable": true, - "editable": true, "scrolled": true }, "outputs": [ @@ -1427,9 +1227,9 @@ }, { "data": { - "image/png": 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3rlxqKtxxh00NH0ni4+NRVY5l68WSnJxMjx49qFSpEnFxcbRt25affvopS54F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\nIlmAMsYYE5EsQBljjIlI/x/O4IJF+mxZxQAAAABJRU5ErkJggg==\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1452,7 +1252,7 @@ "X_train_poly_scaled = poly_scaler.fit_transform(X_train)\n", "X_val_poly_scaled = poly_scaler.transform(X_val)\n", "\n", - "sgd_reg = SGDRegressor(n_iter=1,\n", + "sgd_reg = SGDRegressor(max_iter=1,\n", " penalty=None,\n", " eta0=0.0005,\n", " warm_start=True,\n", @@ -1471,7 +1271,7 @@ "best_epoch = np.argmin(val_errors)\n", "best_val_rmse = np.sqrt(val_errors[best_epoch])\n", "\n", - "plt.annotate('Best model',\n", + "plt.annotate('최선의 모델',\n", " xy=(best_epoch, best_val_rmse),\n", " xytext=(best_epoch, best_val_rmse + 1),\n", " ha=\"center\",\n", @@ -1481,10 +1281,10 @@ "\n", "best_val_rmse -= 0.03 # just to make the graph look better\n", "plt.plot([0, n_epochs], [best_val_rmse, best_val_rmse], \"k:\", linewidth=2)\n", - "plt.plot(np.sqrt(val_errors), \"b-\", linewidth=3, label=\"Validation set\")\n", - "plt.plot(np.sqrt(train_errors), \"r--\", linewidth=2, label=\"Training set\")\n", + "plt.plot(np.sqrt(val_errors), \"b-\", linewidth=3, label=\"검증 세트\")\n", + "plt.plot(np.sqrt(train_errors), \"r--\", linewidth=2, label=\"훈련 세트\")\n", "plt.legend(loc=\"upper right\", fontsize=14)\n", - "plt.xlabel(\"Epoch\", fontsize=14)\n", + "plt.xlabel(\"에포크\", fontsize=14)\n", "plt.ylabel(\"RMSE\", fontsize=14)\n", "save_fig(\"early_stopping_plot\")\n", "plt.show()" @@ -1493,15 +1293,11 @@ { "cell_type": "code", "execution_count": 44, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "from sklearn.base import clone\n", - "sgd_reg = SGDRegressor(n_iter=1, warm_start=True, penalty=None,\n", + "sgd_reg = SGDRegressor(max_iter=1, warm_start=True, penalty=None,\n", " learning_rate=\"constant\", eta0=0.0005, random_state=42)\n", "\n", "minimum_val_error = float(\"inf\")\n", @@ -1520,19 +1316,16 @@ { "cell_type": "code", "execution_count": 45, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(239, SGDRegressor(alpha=0.0001, average=False, epsilon=0.1, eta0=0.0005,\n", " fit_intercept=True, l1_ratio=0.15, learning_rate='constant',\n", - " loss='squared_loss', n_iter=1, penalty=None, power_t=0.25,\n", - " random_state=42, shuffle=True, verbose=0, warm_start=True))" + " loss='squared_loss', max_iter=1, n_iter=None, penalty=None,\n", + " power_t=0.25, random_state=42, shuffle=True, tol=None, verbose=0,\n", + " warm_start=True))" ] }, "execution_count": 45, @@ -1547,11 +1340,7 @@ { "cell_type": "code", "execution_count": 46, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -1562,11 +1351,7 @@ { "cell_type": "code", "execution_count": 47, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "t1a, t1b, t2a, t2b = -1, 3, -1.5, 1.5\n", @@ -1593,12 +1378,16 @@ { "cell_type": "code", "execution_count": 48, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/haesun/anaconda3/envs/handson-ml/lib/python3.5/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", + " warnings.warn(message, mplDeprecation, stacklevel=1)\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -1608,9 +1397,9 @@ }, { "data": { - "image/png": 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dnjlMsV/Ff+zHampTe6/BMnJDYTV+x8x1V8FEq8HSU1wFL+AlS1yBOYRVAEtU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\n8qDj5UBXIUR+uAu2kcUgKsg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jFHq3ZY933xEA4YPOT0D2C1BxHzQdrjyezNRAKeP/8Our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\neoFwUaR5Jjpqf5VBqHyiJ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xPb1kzPXxfy/P2HMLSrMescqmx3GF28p/A3F5KOOdC3tYfG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\n", 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/W8B/AN8oJbneq9BALyg2bkopEpkso6kMhmHQ3hRpGHHl2C7x/hS5tI0bENyQMD9w8liGIXS1RAlaJlnboX80L7amo57iqpjWMYOVeyxMB/YsdejrdE5affabuCpgZWHdHbD4IehfCZtfBOkZroPFXqt6GpDAliDNN7fgDirib4oT/ltobfK7UAEnZfHIp9ax42tLmX9xPxf956NEF3p3zagmjz7Qw4ffegl9R6O8+xP38bJ/3IaIv+L4CwK72JtZS7y0RZXmAFe6yFeuuHry85XZnUrE1eBIsmHEVXcoUnVxNTQQZ2ggTlcoWBdxNTwQP/HoiAQb2mM11D/GUP8Ytu2e+H/BHhY/Tlcm2w+F/TRTeGQjUDh2iz2w1abeR1MUWAoUEhsiwG9FxCWfo3sX8NGZBqnUoHmZd1WMqxRjqQxZxyFkWTSHgyWH0HmRdwXlG7tcyiY5nEYEnLCAKVMaPhGhtSlMOpv30o0k0rRGQwQDk6ySVMn4lWvowllh5R6Lgwsdjva4JCOK3sMmo335efpNXBUQYPGjEOuHnZfAoy+G1XdBx8FT31vrkMDpGOobhT7geoPgmyHzEgdnqSL6NQtJ+31FVNjz415GdsU4593b2XjDJjbfvJrj93fWe2Iz0nekieve8XSufOejvPz121m5bphb/uMpJOP+uWGqs8jyxBZVghd5V5WIK9t1K7I7A6PJisVVpcyVkMB6hwPOhTDAqbxTluEPW+h3Ju6jiR6uRvRu1TpksOZHmVLq0qL/HwB6i/7+CvCVWs8JvBNXBQNnOw4jqQyuUsRCQcIBqyRx5XVRi9milCIzliUTz2EGDLKWAmNqcVVMOGgRMA1GkmlGkhkgQ1dL9JTv7aXxGxpKVGzsTFdYctCkv9Pl6DyXHUuydMaFBW4JFe9mSaXCaiLth2DDz2D7s2Dbc6D3YVj8CBQcFH4RV07OPXHjXLiRVl9WmHsc0i93iH8gR/Q2C/NwXZ3qJTG4qY17330u575vG+d9cBu7f7CInd9aCq6/BWIua3Lrp85j1+Pt/MPbNvOxL9zFzddcyP7d/ircUatwUT/ZIq/yrsolHzXRVv7ny7Q3BbzIu6qmuKpHrpUWVrNnoqiqt92bSxTvy8GkfdK+biSxVcuQQf/fzVQZL0IDJ4qrdC7HUDINQFs0TCQYKFlceUG5oYGuo0gMpMnEcwSjFk1dkZLFVQHTNGiPPfn+0WReZELeAPpNXBUQhO4Bk67NWVxL6DsvwHBlUaen4LW4KhCOw9m/hO4dcPA8ePxy6I+fHAJRT4qFVfHNsyCE7rRouimACivi78uRPb+EZDIfkO4Pcf+H1nPg1z2s+LtDXHDNFgItuXpPqwSEO362nI+/668JBFyu+ewfedqzD9R7Uqc1fsm7CpR5O1Dvoha27aKUoscKN7S48kM4INBQoYDFIWyThfxpqsNUoYSNRC1CBk9rgeVVaCDkjVu+BHuGsXSWgGnQHo0QMEvLL6l33pWddYj3J3GyDpG2EJG2MEOjqbKMnkg+LysWDpK1HQZGkwwMe1flEU5OMvZszIE44RHFuq0QTsHe1cLhXm/aMlVLXBUwHVj1J1hxNwwvUOx5bRPBJd574GbDUN8oQ32jtEUtpimWifWEQew/gpgHhNQbbVJ/Z6MMf+UITYayDbZ+YRWPfXYVbWeMsvHTj9CyqjGMzBNbO/jwWy9h17Z23vrBv/Dat2/CtBqzN0wj4xdx1agVAwteq0rTBKai1iGB9cyzahRhNTEvSAuq+lK8/xstZ6vaIuu0FljgXWig47oMJ9OkczaRQIDWSBhjllV26pV3lU3kSPTnq7nFuiIEo4GK4+FFhEgoQCSYv8l3gWbDmxv+ahi9YgMXzMKqx6HzmOL4QmHXWshVcO2utrgqIEDo7jGWfSuJWMLmvwtxfF3tC0gUhBWUHu5ljAhNNwUI3mmSvcwhcXUOt8X/Igvg0G97eOCDG0AJT/2PzfRefnTmD/mA0aEwn3zvRn75vZU856V7+Lcb/0R717QVyDVVoFGLWtRbXBUIiPe3MUNDiRMREtUUV7bt1M1r1UjCSnupGoNG9GpVU2SdtgLLy9DADjvMUDKF7bq0hEPEZlHMArwNDZyNsVNKkRxOkxrJYIVMYt1RzKDpaR+SbCaHoSAowrDKMeLmUBV0fq+2uCpgKFi8DxbvViSaYcdZkCjjPqZW4gqejD9fNGJwznfTNB912fnsILsuCeDW6EyfKhywFMQRIt+ziHzZwlmiiH8wi72iMbwqo7ti3Pvucxh8rJWzrtrFWVftxAj4f+6ua/DtW8/mv667gCUrRvn4F+9i3Yb+ek/rtMAPeVf1rBgIledcNXpIINTea1UQVuDvPKupRJXG/0z0atm2v21htUTWaXm0ehYaqKAlF2Qkk8YUoSUaxpouFmoSbDd/4HkVGlgqru2SHErj5FxCsQCh5rworEaTx/lWGKUUo8omoRxyyqXdCGLOQoRC7cRVMZ39EEnCntXwxBmwaB909pXWZrZWRmyyQhbBFJz10yz7NlocekqARLfB2l9lCHkfWZmfwyw9VtMR/LOJeVhIvjlH4l05wj+wCP7eqFoYkFfkxgI89LEzWXXFfla+8iDR3lH+9G9LSB4t//dvn1ebAhQP/GERB/c1c/W1f+aDN9zDd247k1/9YCV+b6jcqPglNLBcvChq4UVBC6+phbgqtjm17CXVCAUs6tmrUVMdCpUb/V4Uo7j4hVeFL07bI7ji0MCxJJKGhJ0laJk0h0MYsxQMBWqdd5VL26SG0igg2hEmED75MPBCXBUorDCKCK0SIOgaDKscfW6GdiNIqMTwjnqIqwLRJKx9DPathIPLhWRM0bs37+WainqKqwKiYNk9NrFjLjsvC/Loq8Ks+XWWtkPeriZ5Ka4KmIcMYp8Mkny9TfpVNs4yg8j/WEjOHzf8Q8dHpnztzze1MfxYkA3v38uLf7SD/T/vYutnF3u+Ha/F1+F9LVxz1TN403sf5u/fuoWV64b40g3nkUmftmaiqtRbXNU7NLBcqlEtcC57rfwurHTlv9ODwu9aqEDoR5EF46XcPRJZp92RXGmvEYD+0SRGCsSFpmCg5CqBExmIJwnQUdFcCpRi7JRSZOI5MmNZDMugqSOMaT0pcLzoQ3JirCnCNyKGiaWEQTfHgJulRSyaxCxp/9VDXBWwHFixA44uUhxbJKSiimU7IZQ99b1+EFfFdO1yiQ5k2PaCIFteEmTZvTYLH7Yr9k1UQ1gVIykh+kWLzPMcMi90cBbliN4WwOyrrciybWdSodMWmzqnsO++Vu69ai3P+OrjLHlRP+m+ALu/2wNqdnOfahvD8dwpc/JCcKWSAf7rur/ihVc8wSuv3Erv8jFuuuZCjh6sfs+Q0wUvbFCji6tKi1o0mriqV18rP4cCam/V6ckJoTX++/tRaHklsk6ro9qLvKts2sZIgCHQEgkTtMorIuB1SfaZUG4+38pOOwQiFpHWEFIUnlCN0MCpCIhBtxFk2M0xqmxyuLQSmNID6GU59mJma+gEWHAIognFvhWw42xYugtaiu5z/SauCkSHFRu+n+GJy4LsfVqAsR6DVb/NYpVZWbza4qqAKCH8Kwtzn0HqyhzxD2SJfsUi8Fj1infMVkxNRfJwmN+8eANnXX2ANVceYc2VR7jjpRuwk5XPfbL5TOftmh3CL76zmj3b27jqww/ysVvu4tZPnceDdy/0aPzTl3rnXUHlERNaXM1yG3X0WvlNWGlRpSngd6FVEFmVcNoVuSh35VApRWo0S2IoS8DIl2CvVFzVKjTQyTnE+5LYaYdwS5BIW/XF1UxG0BCh3QjQLBYp5dLvZrHVqaFr1SjHbttORcaudRjWboFAFnavgaML86Xc/SquClg5WHt7lqV35xhYYbDpFSGSbbPMgyujQqAXBLbmS7kb/ULyKpv0C22UeFdlcOj4yIkH5AVM4VFJnoSTNtn0yaUn/r74C9toO6M6+SPFc4YnPW/lCq8tD3fzkbdewqH9Ma6+/s+86o1bkAYon+9X5kLeVT2LWoAWVzPh1wIWk5VV12gAX1cdrPQcOm0EViUrh66jiA9mSCds3EC+ebBpVLbralWSPZvKEe9PoRQ0dUYIxSavcFhLcVVARGg2LDqMAA6KPjdLWj3ZaLaaeVeVEsrA6q3QPgBHe4UdSx0cq/pGrVCNp1wDJUDvwzZn/TSLHRYefWWI/pUl5sFVUCHQC4wBIXZDgMA9Bpm/cUhelcONlnfDXyyoho6PnCROyvFWTY9w+3PO4/53rSa6IMtFN+9g/qVDHm/jZArCsPBdyhVaA8ejfPydf83vfrGUF736Cd7/yXtobs14Pd3ThnqLq0pDA8vFi6IWXomrQgl2qJ64qkfTYD82CtbCSlMKE8u7zxVOC4FVycqhnXUY7U9jZ13cMPSEm8rKtypQq5LsSilSIxlSQxnMgEGsO4IVOtXj5mXeFZS3whgWk24jhEU+N2vUzTFYRXHlVeUm04Ulu6Fja5pUt8nxpzWRaqpeflC5nqvJaDvkcs5300QHFdufH2Lvxda06UH18FpNhuSEyDcswv9jYa/Nl3J3eksr2jGdl6oWDD0W476rVwNw7of28rz/exgxq+8RKv6O5QgtO2fy5c+cy23/eS5r1g/ysS/cxYq11RWIcw0vwtPrLa7qXdTCC4qFVTXFFdTea+UXYaXLq2vKZWLD4kbntBBYMHtxpZQik7QZG8ggAk4UVIX3YV6HBk6F67gkBlJkEzmCTQGaOiMYk5SPr2Xe1UxYInQZQaJiElcO2ahBR8jDcJAqGb2RgTgt+3KseSSHawrbnhJgcF4VGl+OX2wsD4cOJWD9jzLM32xz6CkBtrwkSHbCoVAICayX12oyBCH0J5OmTwfAgPh7c2QvcqZ8fz1F1USGt8b49fPPJXEofxxe+u3HCLaXmQg3SyoVWn/49VKuf8fTUQo+ctOfeObf7K3CLOceXoUGVkK9xZUf8q5q5bWC2ogrv4UDam+VxivmijdrzgusclYOlVIkR7IkR7JYQYNcRIFZ/gpiMdXOu7IzDvG+FE7OJdIWyhezmMbjVo/QwKkQEdqMAIGUi2sKR4M5slJ5SfFqG72OSJDYqGLdQ1maxhR7zwxwYJU524JxU1K8Eug1hgsr78qx6o4sY/MNHn5NmL7VeU+nX7xWU2HtzZdyN3cLqdfZpF6dQ1l5j9BU3io/oBzhj/90Fps/vQQr7PCs7z7Gitccrdn2KxFae3e28ZG3Xsrjj3byhnc9yhvf8zCBwNTiVpOn3qGBlaDFVQnjF9mYWokr8Ec4oBZWmmrg59ysUpnTAquclUPHdhkbyJBNOYRjFrGOEEjl4sqr0ECY3ODlS7BnSQykEIFYV4RgdOobykpj4k+M43Flp6GhBAuMMD25/Ml1NGATN8q/gaumuCqEZRQIZGH1oznmHbDp67XYcW6AXIWbLYiratOzzWH9DzLYEWHHc4PsXppD4V9xVcAYE5o+GyD4a5PsM1xG3p5myPaHt2omDv26k/uuXgPAmtcfYclL+siXS6kNE4VWqcRHg/y/D23kJ99Yw6XP389Hbv4jnfO8DTWeK8yFkuyV4IeiFrUUV9XGT14r23a1sNJUlUbPzZrzZ8RsjFsu45AYyqCApvYgwbDlSXhGtUMDlZvPt8qlbKyQSbQ9fFKVwIn4Ie9qMoorBoaUwfxsgP6AzWDAIeso2m0TKaN7Uy3EVQFR0LvLITqm2L/W4vHzg6zYmiM2Mvsb51qJqwKxfsV530rz8BUhjryohSMvauGpnx7AtGs2hbIQV0jfloBNBvIvAcxPh4h83oVt9Z7ZzIztjnLHy9az4X37OPOqg7StS7Dl5sU46eqVoZ/IRJFVSj8t5Qo/+OoZ7N7exj9/4C98/Nbf8/mPX8BjD82r6lwbCS9Ksle6sFfv0MBy8aqoxVwTV1B/YaVLrU9OIeLDK9q7Wzwdr5HpiFq+b1A8GXP27JiNcVNKkU7YpMdyGJbQ3B7CtIyKwzOKqVZooGO7JAfTuLZLqDlIKDZ902M/5V0VM5khNBHm5SxGTIdRyyUriq6chVWiyCpUcfKa4RIqEXYcd4kkcuw+y2LHOQF6dzl0H3JKloe1FlcwbiD6YOMNFpspSveVAAAgAElEQVT/oYX4wgAP/GsH531pmPBo5aGa1aA4BJDHwLnOJfUOg+T7DULfUwR/pSpuqFxt7ITFX65dwYorjrH6dUdoXp7i4etXkDwcquk82mKBEw2MS21a/Jd7F/DRt13C1dc+wPs+eS8/+MoZ/Pzbq1Fexcc2OPXKuxqIJxu+31UlzEVhBfUVVxOFlZf5wH6nVPHkZcTHZNt0cu5Jz59OIqwRRdacFVhQmnFTriIxnCWXcQiETZpagyd5f/wcGphL2ySH0ggQ7QgTCJf2c3ohrpRS43PyrhDFZMZQENoci6ByGbBsjgZzdOUswmr6q7tX5dgnMptVxEhCse6hHHvPsDi42iLRIizZbmPOoFXqJq4YNxAKNnxjlMGVAXa+MMZf3trO/IfSrLijOv2byuEkYVWEeQSarnNJvcEgc4WBs0IR+W8XSddjlrNACbu/PZ/RHVE2fHAvGz+3nU3/uZS++0oTOl5RLLKgNG/WsUMxrn37M3jDux7hlW94nBXrhrj1U08hlfBnaGYt8ENoYLlU0u/KD3lXc1Fc+UlYzWWmElL1CJWfbJum8eTzw0l70vnOZdHl9+bEE5mTZ0up3isn5xIfyuA6ikhLgFDUOuH98SI0sIDXoYFKKUaP5I2IETBoag9jlLCc5OfQwJmMYdQ1COQC9Fs2xwM2bY5Js2NMGjJYLQNYjrEzHVjxmM2xJYrDy01STQFWbLEJpyYPGay7uCqiY1eODV8f4eE3t3P0/DCBhEvvvam6eoSmElbFSBoin3fJ7hYyrxQSvQaR/3Ixj9RqluXT/1AL9161lnM/uofzr98NwO3POxfc2u31wr6djTcrk7a45d/P54nH23nNW7bwsVvu4qZrLuTg3rlr7KdCVZhGV0loYCPnXWlx9SR+8FrNdWE1mTjxe85xMVPN9XQQXY3izZpzTt5SC1tkUzajA2mUUsQ6Q4SbTg2t88J75XVooOsq4v2pE6/HuiKzEldeeK9s2y0rF2oyivOuZiKghJ6cRdQ1GLYcDoRyuBOKAvhJXBUQYP5+h1WbcuRCwrbzAwx3nvqb+UlcFYgMuTz10wN0bclw4BlR7n1/J3ao9hJrYkXAmRAg9CtF9FMuKgaJawxyF1R5kh6ROhbi/neuOfH3xs9uJ9Bc+0S42RfAEP7vxyv593c/jXDE5trP/YGLnnmwehP0MY1Ykt128q71euVd5betxVW9KwTOxaqAhXYjQ32jJ8LsCq1Hih9zgcm+U/H3nys0QvGLOSewYHrjppQiOZolMZzFtAxauiIEgicnlHuRXFyN0MBMIsfY0QRuziXcEqRlweyaHjdC3tVMGAidtknYyX/vg6EcOTlZZPlJXBXTMqRY92CWcEqxe32Aw8vNE/KwHheJUsuwmzas/kUcsfOz3fS6VhJdtSnCUGmpdWsbNH3UxTwEqbebpF8pzBBd6gvcrMHtzzmXbbcupHlpmo2f307zytpX6iunyuCOxzr58FsuZd8TrfzLhx/iH962GXOmuNg5RLnLD7okewWMuw2rIa4K/a1qUYK93iGBc0VYFQuKYjvXFrVOCrM7HZjLYsvvIqsBbjVKZ6bQQNdRxAczZBI2oahFc2cIwzzZHPo1NDCbzJEeyQDQ1BkhFAuWLK68Cg0sGMGAeHfYlGMQBWGeHWBe1sJQcCSYo8/KVa2oBXhn8EIZWPNwjs4jDkeXWjyxIUD/6LhRreFFf7Y9rgTY+OlBzv7mCI4lbP7HVvrOrN5NgJc9rIwhiP6HS+C3Ltm/MUi+18D1b1RBEcLeH/Zw/7tXI6biopt2sOjygZrPohyRNTwY5t/f/TRu/+EKnvfy3Xzwhntobfd7Ilz9qWdoYKXX9XqFBtp2vo1HtcQV1MZrVahMW0+vVSMLq6kE1VzyTlXKxH0yF8SWn0XWnBJYMLX3ys46jPansXMuTW1Boq1TCxQ/ea/mmRFGDsdJDWcwgybNPVGsUOneAy9DA6E6JdnLJTxeyh0gZSrSLabnXYSmKsdeCYYLS7fbLNmeY6xVOHxZG6H5tasYVxweMVtaDtmc87VhYsdsdr6omd2XRXE9vopUozmw2BD5uiJ8m4uzChLXGdgrPBm66oxsb+Ket61leGsT69+7nzPfsR8J1NYjVI7IchyDb96yns9/4nyWrR7m41/8PavPqr1AbATqGRpYad5VJT0VKxVXBTsym0iOkseuQ0hgrZkYDthoFAsELahmz1zxbPlVZM0ZgTWV9ypfgj3H2EAGEWjpDBOMTH7y+a3nVTfhk/KtmjrDGObsf7K5EBo4FRZC7HCWQMIhFzPZ2wmOR7a2lHLslWBuHmHh70cQQ9i+MUZ/b/UNbMEQVUIwoTjzO6Ms+HOKoxdE2PLqFrKxynf6bPOsyiF4t6LpYy64kPyQQfaZUsPWvuWTGwnw4AdXsfu781jywgGeesNOQl3Zms6hHJEFcO/vern27c8gk7b4txvv5vKX7qaWDZX9zlwIDaxs25WJq4Dh/W1MrcSVY+cXSuolrqCxwgEnhv5pQeUNU4URNhJ+FFlzRmDBqd4r5SqSw1lSozkCIZPmrjBmYPqv7JeeV0ZWMXY8iZtzibaHaV0Ym/UqndehgdUuyV4uAvSmTQLjdQAOtMNohQ6haq8qFi4CCzJwxt1jxIZs9m2Isu/siOceoRPb9EBcFTBcWP67JGt+NkZ8vsWDV3Vw8KIKEtSr4LWaCnM/xK5xMR+H9OsN0m8UVANUFFeusOO/F/Hw9cuJLU1z8S3b6Tintsak3N/m4J4WPvq2S9j0QA+ve/tm3vrBvxAK+7yDdQ2pZ2hgw+Zd0bhhgYWQQMuQmourRgwHnCr0T+M9jSy0/Cay5oTAUupUceXYLmMDabJph3AsQFN7EMOYWqD4pbCFUgozoQgO51d4I20hAlN43ErBj6GBXhrF4ryr3hFYOAxKYCCWF1nlrJPXSlwVLgaBrGL1Awnm70rTvyTE9otiZMPehrx4Ka6K6Xo8y/pv5sXR/kuaOHx+eFb7vBZeq8mQBERvdAn+xCX3dIPEhw3crpptviKO/amNe9++ltyIxV998gmWveIYtfYIzdaLBZBMBPjMRy/ke/+9jo3POsg1n/0jPQur6yX2O40cGgj1y7vyIsR80nFrJK6g9l6rRgsH1J6q+tKoQstPImtOCKyJt6LZtM1YfxrXUcQ6QkSaTy3BXoxfClsoVzF2MEEgobDCJi3zmwhGy7vprCQu/qRxqhAa6Nl4k4TwhRxYNASmmxdZezuhnGyVahu/iQZOgEXb06x4KEG6yeTxpzUz2umNMamWuCoQO+Zw4WcG6diRZe+zm7j3/Z04JRy2tfRaTYYoCP9YEbnRwe2G+HUG9vqaT6MsEgfC3PuONRy7u411bzrMuR/Zixl1arLtckMFAZQSfvattfy/D26kvSvF9V+4i/M2HvV6ig1FPUIDJ7b/mC1+CA30eqGuFpUC6ymuwP/hgFMVqtDUj0YUWn45xueEwCqglCI1liUxlMUwheauMIESC0LUu+eVm3WJ70tgZCDcEiTaHkam8bhNh18bCoN3RnG6lcagC4uHOClkMFfikV7tvKuZel21H8txxj1jWFnFzgubOLoiVJFvotriqoCVVaz98ZMrRo9c2cbooikaIdbJazUVgUchdq2LMQjJdxlkXiyoenZTLhEnZfLIx5ex7baFzLt4mI3/tZ2mxbWp1Ffp77b5wXl85C2XcvxwE+/++P28/PWPI8bplZdVz4bCUN+S7JXaFK/FFdQmJBBqK64axWulQwD9T6MJrY6oVXcvVs0ElogEROQ9IpITkSumeI+IyMdEZLuIbBWRb4pISRbIdRXxoQzpuE0wMp5vVUIDXi8LW5SLHbdJHUgiLsQ6w7MqwT4VXnmv/BoaCNMbRCEfMtgzmg8ZPNgOAzPcT9QqNHAmwgmXdfeM0X4kx6F1EXY/JYpThq2plbgqIMDFnxrgzO+OkmkzeewfWhlcdfKNeL29VlNhHIemj7kE7lVkXm6Q+lcDVVkqZY0Q9v6ghwc/sIpAi8PGz26n5+lDNdlyWyxQlherQP+xKNe/4+nc9aslvOwfd/DeT9xHrKX6hTuqbYtK4XQPDSyXaoSYQ+1CAmstrsDfXivtrWo8Jgotv1NPkVVLD9abyCcK3DfNe14HvAA4Vyl1JpADPjXTwLarGOtPY2dcoq1BmtpCs2vAW6fCFkopHtg2ROZoGteETIdghSq7wHhd2MILahEaOBXRHCwazv9/NAJDkfx+n0it865mwnRg+SNJeh9PMTwvwOMXN5OKlX661lpcFdO2N8cZ38tfeLe9vIV9T4/gonzltZoMyUL4NkX4Gy72eohfa+AsrvesSmPw0Wbuedta4vvCnPeRvax90yGQ2pRyr0Rk5XImX7rhXP77xnM449x+rr/lLpatHvZwdpNSNVs0Gxo1NHCu5F3N1Xwrv3utdG7V3KARvFn1zseqmcBSSt2ilPo0MF2iwKuAW5VShdrkNwOvnmnssZyNUtDcGSI0ixO1nt4rZbukD6fZvHsMq8Ui2y70hCoTerXqeaUcl9HBDPZo6eFItQgNnIqAC0sHIJaB4Sjc9ofDk5Zy94u4KiBAz54Max6I4wSEbRc3sy098z73w8WufU+Oi24YYN6jaQ5dHOV/wn3YUcO34qqAAME7FNFPuhCExEcM9rc1Ru+mTH+Q+9+zmv0/72L5K44jf/VzQh25qm7Tm99TuPOXy/jY1X+Nabr841WbPRhzaqppi0qh0UMDK8EveVdzWVyBP71W2ls192gEb1Y9zwO/HeErgF1Ff+8COkSkVSl10jKpiLwZeDNAR3c3b1qzgKhVegNeALutnUCFGtN222Y9xvHhDL/7Sz+SdXn+U7qY1503OgGpcC5OW8VjANi2A5w6luO4bLr7GCptkwGy+0ZYcX6Asy/qmbJCo+O4WNJd8ZyenFsXVpm5aUopvnr3EbKO4mi38Iw1baycFz3Ri6TccafDPjF2ZeOMOQ4/GR7hp8Mj/NXfLeTS5hjGJF5aJ5ffXhnt0qqCbTs8nEjy66ZRYtet5NJEOwvd2vd8KYf04Rz3Ld3FA0v3sOqGBWw40ouhfLJjZ8DdtB1jw5088ztHcO99GYz0VG1btpv3CFuzvP5Oxm/u/ytM0wbur3isCinZFsHJ9qiru5vXdXZOOqjtuFCB3SnH3py07Umu6wXaIyav2NAxzefLty9T2ZRScZxOrCk+u3lTENMUnv+80o7x/FzKtyOlUKpNaekIcflrllW8vYKdyW+z4uFKoqUzzLOvXDvj+wo2Cfxhl1rmRbn8befUexpl4ee5O0UBExPbIZV6rFQT2wWrjJPj23eVv02/CSzh5FXFQqOUU/aKUuo24DaApStXqu+PzC6sxMuy7KWuJiqlsEdtsn0ZxBJCi8IsnB/l8w8eLHtVsYBX3qupwjjcnEN2/whuMocEDDq7w5jtEbY91M+O7aOEFrciEw5eP646LgI2XNbFTx/p547Hh7jnd0cIjdlV9V55tYLSIzD/5Qv4czLJ4wdGWPFwkkD2yXDH4tVBP1AcEvhP7z2Pr9tH+f+a+ljxyyHmPVydMsteo0xY/amF7Ow+xp6hY0Q+72JUPYLNG55z88UYZ9yDsfHHjOyMcO9Vazm15qo3DMdztM9rrcrYdaJkWwSn2qOvDUzu9ayn92qmnlev2NDB9zcNTvqaH0IDp7IjA4NZOjuC/Or2YzOPVWXP1Wy9Vpe/Zhm/+dbeirZZr3DAZ1+5lju+vH3K14s9Gn6xSQCXv+0cfnPLo/WeRlk0wtyHk/lLZXt3y4nnZjpWasFgYV5dzTO80zt8sJ5wEgeBJUV/LwHigG9vaUoWV64iezxDti+DGTWJLI5ihkxsx61YXJ2YS5VCA51ElvQTg7hpm+DiViRoISKEelsILmrBTWRJPzGAkzw1HMlP4qrA/NYQC4fzKSrJBWGG1sSq0kXI67hfQ8HlLS0seyRBos3i8ac1E2/Lew38LK4AFjlBNtx6jJb9GXa9tINdL2rH9cdUp0UcOOfwYiK3uDhLIHGdgb2m3rMqkX0b+O3L83XnW1enWP/efRjB2uRlzQE8t0X1LmxxuocG+k1ceYEfc610KODpjV9DButxjtRVYIlIp4jcLSKrx5/6BvBGESlcod4O/EhNVpWgAmrdVNjNuaQPpbDHbALtAUILwogpnlRzguoVtlBKketPktk9hBhCeGUHVtvJhtLqiBBemQ8ryewexB7Mz6UajSC9NIwhB1qfiOe7VAMHeyzsyiOcTlBNw9d5OMe6e8YQV7Hjohh7O1wU/hVXBQJJlzO+0cfCP45y/IIYj/3TPDKtHu70KhK4X9F0vYukIfkBg8xzpMatfcsjN2bx6+efy76fdLHo8iGe84tHaV3r/blZaUXBelMrW1SJ9+p0rBoIWlxNRqGQhZ9yrbSw0hTws8iqZcGLenuwosBSoBBb8nXgj8ADIvIg0ELesHlGrZsK24l8CXY35xJaECbYeXKFQy9ypsB775VyFdkDI+SOjGG2hAiv6sAIT37BNCIBwqs6MZqCZA+NMbZ7AJTy3HvlJcMDcQRYeTBHT79NNmiwb2GQoebKf49arCpGx1zOuDtO+HCagYs6GLmkC9esf/OmmSoFioKld4yw9tv9pLsCbPrnHkaWh2o5xbIxD0HTtS7WI5D5e4PUWwXVAOlkyhEev2UxWz/bC8DGz+6g6wJ/GT4fUFVb5EVoYCU0atVALa5OxW9eKy2sNJPhV5EFtasqWHOBpZS6VCn1nfH/H1BK9SqlHhz/21FK/ZtS6lyl1AVKqdcqpTz/dWrRVFgpRXYwS+ZIGsMyiCyOYjU9eeHx0nvlVc+rAm7GJv3EIM5IhkBPjOCSVmSG7FSxDELL2rC6mzATNpH+DG5uuiJds6MaxrFgEGMpl96j+fDGwTaL4ZhRsXeiFsbPshXzf9vHgi2jDC6NsP2ZXWSa6ucRmk0Z9o5tKdbfdoxAwmXra7s59NfNDeERkhREPusS+r6LfaGQuMbAqV79CE/Z//Nu7nrdmYzuCnP+x3ex8u+P5hWvhzSSF6tWtkiHBs4eryIgtLiqHk7O1cJKMy2F46K40Em9qeW5U28PVk2pVVl25SgyR9LkBrOYzRbh3ghG4NRd7VVhC6/oscLYo2nSTwyibIfQsjYC85pK7ikmIiRCQq4zjJtzSBwcwk5W1jh0aCDuuXF0bPcUgxjKKZYfzNKUdBlotzjeaeKW4RCqpft5qG+U9qjFgq1xVv5pkGyTybZndzMyv/YeoXJ6XEUGbNZ/6RidW1Psv7yNHa/qxA7V3ws3E6Ig9AtF9AYX1QqJaw1y59V7VqWROhLivqvXcvh37ax+3RGect1urCZ75g+WgN9L8NeTeva8qoRGDg2cS+LKbyGBWlhpZoNp+M+TVYt7tdNKYEH1mwq7GYfUwSRO0iHYFSQ0L4RMKNXqlfcKvAkNHBxOMM8MkT0aJ7tvBCNkEl7Vidlc3o16Z1szTYvaENMgeWSEzFBy0ua+M1Gt0MCpMBT0DNh0DNvEIwYHeyyys7AdtVxdnHixaj2aYd0dfQQTDrv+uoMjZ1ancMekc6mggbCZVaz+/gBLbx9icG2EzW/uIdndGAbb2gJN17gYRyF1tUn65YLyvz7EzRhs/s+lbP1cL10XjLLxc9uJLU/N/EHNrKlkUa9Re175ITRwrokr8IfXqrhBsB9Krmsah7ao5RuRVatz6bQ5RWrhvbLHcqQOpsCF8KIIgbbglN4fv3ivBocTiO2S2TuM3ZfAbA8TWtGBEZx9qFlxWIcZtGjqbceKhcgMJkgdHUU5s3cTV8NATtebRID2MZcFfTaOIRzsCZCIlH7XXEtxNXHlMJRwWHtnPx37Uhw5q4VdT+vADlT3jr8ScVVAgIX3xjnra304YYPNb+qh/yxv8veqjTEATf/uErjLJftig+R7DNxYvWdVCsL+n3XzwHtWY4ZdNt68nQXPmrxEt6YyKlnUq0dhCy9aftQzNFCLqyrMY0KelUZTDn4SWVB9L9ZpI7Cget4rpRSZvgyZYxmMkEF4cQQzMrlA8Zv3ykg5NO9N4CayBBc1E+ptPcXjNhuKVx7FECLzmgl1NmEnsyQODeNkSgtHqrX3aiLRjKL3WI5gTnG0K8BAqzmtR6iWoYEwtZEzHMXSPw+z+C/DjM0Pse3Z3SRbq2MQvRBXxbTsy7D+i8doOpZj5yu72PvcNtwGuEJJDiJfVoS/7OKszYcMOsvqPavSGN4a4563rWNkRxPnfGAfZ7ztIGJVFi/fSHlY1aRRC1tA44YG1kJcdUSCp524Ah0OqPEGv4isWpxXDXD7UjnV9F659ngJ9pEcVmuA8KIIxgzdov3ivRrbO0R0X94ghVZ0YHWUP6+pwjpEhFBblOjCVpTrkjg0RC6eLmlML41kOauOAQcWHbdpiTsMt5gc6bZwJvlpa2kInZw7o5EToHtXktV39qNMYftl3Qws8dYj5LW4KhAaczjzq8eZf/8YRy5u5vHXdpNtaozLVPAuRdMnXBBI/JtB9hkNEC8IZIcC/Pn9q9j7w26WvrSPC//zCUIdp/a0KwWdh5VHF7aYPZWGBtZKXFUbv+RbFYcDamGl8Ro/iCyo7uJ4Y9y5eEA1vFdOyiF9IIWbcQn1hAh1h6YtCOEX75VyFfauYcJHUphNwXy+VbT8G6NSwjqsSJCm3nbMkEXq2Bjp/viUeVnVKGwB5YV0CNA95NA9aJMO5UMG08FTf+N65F3NRGwwx7rf9NE0kGXfU9s5cF5rWYU7TplHlcRVAcOB5f87zKofDhBfFGTTW3oY622AeuiAuSefl2XugPQbDFL/JKgG0BzKEbbd2ssjn1hG86oUF9+yjfazvfcin06cjoUt6hUaWLAlc0FcQX29VjoccHqGjo/M6qE5Fb+UcK/2eTbnz55qeK+UUtgjObL9WSQgRBZGMEKl5SzV23ulMjbO9iFUIkemM0TbgtaSqwRORykrj4ZlEl3YRmYgQXYkhZOxifS0nOTxq3do4FS0JFxCWcXRLotD8yy6hxxaEm7NQgMLF6LZJhYHMi6r/zDAofUtHF8bI9kWYPm9gwTT5YWBVVtcFdO9KUn0WI7tV3Tx2Jt6CA3anHfzEfzuFzLiEL3BJfNyIfsiA2eJIvpZF6MBUpyO3tVOfG+Y867Zw1Nv3Elm0OLOK84G3+91/+BFcZl6FLawHbchQwPtnAMEtLjyYg6nubAqRRDN1vaVMmb7vNYZ3zPXaItaDCftfDXk7pa6zmWof4z2rmbPxz0tPFheeq+Uq8gcy5Dtz2I2mUR6oyWJKz94r9zhNPamflTaJtUbpX1hW8XiarYrjyJCuCtGZF4zTiaXL+WePjkcyS/eq4mEcvm8rEha0ddhcTDioqR2BrFcoycKejeNsvzeQVJtFtsu72asa/b7o5biqkDTsRwbbj0KQKbD4omXdeBUuXCHF4iC8A8UkZsd3AWQuN7APrPesyqN+L4I9/7LWgBCHTbnfHAvZti7nnanA5V4r+pZ2KIS6lnYolpXBC2u5iZTeZvaYoEZH7OllPFOV8+XH461ap5z9f92VcRr75WbdUkfTaOyLoGOIIH2wKwESr28V0op3MNx3P1jELGILwijSvS4lUI5K4+B5jBG0CJ5dITkoWHCXTESORs88KYV44X3qhjThQX9NoMtJsNdYYhZtBxKErCrVxTdKzd6+8E04ZF+dl/czs5LOlm0aZR5OxOzujmpR46NlVZcdO0BDl7awsFntJDsCbD2u/2Eh/x/0x/4CxjXuKT+1SD5XoPQ9xXB/1W+9wfZSZPbn3suK151jNWvO0JseZqHr11O8nB5N9Gamal3YYuAlLfeWon3qiCuyvVeDQ3ECRjVWSc+XcTV6SCsigWLbefthl/yRSebx3A8d9Kc57KHq1D0Yi56sea8B8sr71XmWJrU/iTKdgkvDBPsmLoE+0Tq6b1StouzYwh3/xjSGcZa34UKmWWvNhZT6cqjGbKI9bZjRYOk++NIMkdn0PuLntdGUgBj9zCx3aPkAiYHlsVIVsk4eW38ImM2637bT+vhNIfObWXPRe045szHcWF1r16IgsV3jrLuf/rJtJps+uf5DK1ujJt98xg0XediPaDIvMog9XYD1QhTV8Lu78znwQ+tJNSeY+PntzNv43C9Z+V7KhHPjVbYotKeV1CZuKoWtRJXtp0P1dbiylsm8wYVPEaWIb4RV1MxlYerIA7nIvXMx6rW+TfnBVbFKEV2IIM9li8vHlkcxSzjx6iH90olc9ib+1CDaYylLZir2xka87ahaKUNIcU0iMxvwQ1bSM5hbDCO49FFpNpGcn5O0bsvjmUrDvdGGewIVaW5r9fGz7QVK+4dYuGmUYZ7w2y/rIt0bGqPpp/CFdqfSLPhtmOEhm22vaaLA5e2NERzX8lA5AuK0Ldc7PPGS7kvqvesSmPg4RbuuWodyYNhnnLdHlb/0+F8V26NZzRqYQuob2hgNcLJa+m5soz6iKu5WCFwKkFVbmifX5gunHCu4JeiF14zZwVWJT1ICgwOJ2jepcgN5TCjJtEVTRiB2e2yenmv3P4U9uZ+cBTmmZ2YC2MnPG5eeK+YogJgOYgIKhyguS2K6yjGBuPkMuWViS7gdWhgMcWFLYI5l959cWJjOQa7wxxdGJ20lHtZ26nixUaA+dvjrPrDAHbYYNuzuxleeOpxUY+8q5kIDzmc/f8dp3tTkoPPbGXr67rJNvv/UiZA6NeK6KdcVAQSHzXIXdgA6hBIHw9y/7tWc+B/O1n56mNc8IldBFpK62mnKY16FLYYHEk2ZGGLanmvaiGuisuw14O55LWaTlTNRQret4liay7gh+PR66Jl/r8rqRNu0iG2Ny8izCaT8MJI2Q14a+m9Ukrh7B3B2TmENFlYG7oxWkP5cTwwiMVU6r0qUDCWgVCA5s4YhmkQH06SiqenLOVeCtU0lMXG0VDQc9+UCPgAACAASURBVCRF17EUieYAe1a3kox6k+NW7YtOy/Es637TR3jMZvfTOjh0dvMJL5wfxVUB01as/PEgy38xyOjyMA+9ZxGJ+f6b52RY28dLuR+A1FUG6SsE1QBXYjdnsOWmJTx242La18e5+PPbaFnt3QLS6Uq9vFf1LmxRqbjy2ntVK3EFOiSwEk43UTUVc1Vo1cuLVY1zsgHM+uyp1HuV25HE3pFCTCHcGyG8oDxDUGvvlco6OFsHcI8kMOY3YZ7ZhQRPvtH3wntVjTjggrE0TYPmjhjBcIB0IkN8OInrzq6keLW9V5OdiAK0DWeZdyT/mx9eHGOsuYLeYuPhG7UgmHJZc2c/XbsSHDujmSee0UkumL80+NloCTD/zwkW/zZvWDa/cR59GypbzKgVxjBE/8Ml8BuX7PMNku8zcOub41syB2/v4v53rgHgqZ/ZwaLnDdR5Ro1PPbxXUFnPq3LxY2hgNW1GgXqKq7kQEqhF1eTMJaHVqMfmVMxJgVUuylXY+9OoZP6GPrIkihmuzBNRK++VO5bF3tSHiucwV7VhLm89yePmtffKi95ZMHmoh4gQbYkQbQ5jZ23GBuLjvU5KpxorkaW4j1tGcyx7YpRw0ubYwih93eFZ52XVYwXHcGHJX0ZY8uch4l1Btj6rk8y8RqjEAL1/GOX8/zxE88EsT7y8k90vaMP1rkhm1RAHIt9UhG91cVaMl3JfWe9Zlcbozij3XLWOocdirH/Xfs66ej9GoLzeaqczp2NZdvBXaGBBXFXTe1VvcQWNefM6lbdKcyoThVYjU89cLC/DBOecwCq3NLvKuuQ2JXAHbTLtMLZSkBKqq01FrbxXSimcIwmcLf1gCNbZXRjdkxtsP1QOnIzJViNFhFA0RHNHEwoYG4yTSWVnHKvaK5GlGEjLUSw6kKB1KMNIR4j9y2Jkg7M71eplDLv2pljww72IUhz522X0r24Mt0ow4XLm1/tYcPcox57azJbXzyPT3AAqCwjeo2j6mAs5SH7IIHuZVKVYitfkRi0e/NBKdn2rh8UvGOCpN+4k3D3zOarxjnp5r+ZKYQstrvyJ9laVT2FfNao3q57Hqtfn6JwTWDD70uz24Qy5rXlBJM0m2U6D+VJ5efdqe6+U4+I8MYy7dwRpDWFt6EaaTr0Iee298qrvSCmrkVbAoqUzhhUwSY6mSI6mZszLqpf3qhgBuo+n6TmcJBcy2b+8mVRk5ht+P1TRCfWlOeN/DxI7muLAxfPYv7Ebt8z8w1oiLiz7vxHWfLefZE+AzW/pYWRpqN7TKgnzAMSucbEeg/RrDdJvFlT1C5lVjivs/OpC/nLtcqK9aS6+ZRs9F1Q/3Gou0Ijeq7lU2EKLK/+hvVXe0ejeLD/cC1XKnBJYs/VeKaVwjmVxj+cr1gXWRRnt8dfa8VSrjCptYz/Wj+pPYfQ2Y67rQKypf85G8l5NxDAMYu1NhKJBMqksY0MJXOfUcCQ/eK8m0jyWo+dw/rg8tCTGnpXNM3on6mkQCxdjK+Oy8reH6dk0yMCaVnY8fxHZpsYw1J1bU6z/0jGMjMvWK+fx0DsXNIRHSJIQuckl9COX3EYh8WEDt7vesyqN4/e0ce+/rCUzFOCSz+xl+d8ehIbY6/Wh3k2FT/ey7HNZXDVivpUWVtWhUb1ZjXLczsScElhQuvdKOYrcowmcI1mkySBwdhMSNsbHqMzzVEnTx1Jwh9LYm/og42Cu68Bc3DxlTpTfKweWiogQbY7Q1BrFsR1GB+LksqeWifaD92oizWM5lu/MX9wcy+DYggjuJD+XX1ZsCsZNFCx8eJAVvztMpiXAthcuZnShN79/tYn22Wy49RgA2TaL7a/uIhfx/+VOFIR+qoh8xsXthPh1BrkN9Z5VaSQPhbnvHWs4cGcra167j3M/sA0rqku5T0WjNhWuhEq8V1pclbDdBvNaaWFVGxrVm1WveyKv8rD8f8dRBdyUQ+7x8ZDAiIG1KoJY4smqoldM1p9EKYVzYAxn2yCEzHwJ9vaZVxMb2Xs1kWA4QEtHDDGE+FCCdCKDUsqX3qtiTBdWbh+hoy9NvCXI7jWtZEKnnn719l5NZuBaDyRZ+4uDBFI2u569kKPr2xvCN2FlFBddc4Al/zfM0LoID35gEanOxrjxCGyC2LUuRj+k3mmQfqk0RENlJ21y70d7+f/ZO+8wOa4qb7+3qnOa7smaoJytaAkHOcgYJ2wj8tpLMsFrFpblY2FZzO6CMQtL2gWWuDYZG2MwC8bYGJyjJNtyUs5xgianzl1V9/ujp+WZ0YTu6VSt6fd55pGmp7rqTk/VPffcc87v7P3JPGpe18t533gVd7N55lUzUGw7U6zolRlSA8vOlTkoO1aFp9ScrGLdx7l8bs8YBytdaXa9L4F2IAKAZaET6xLXqOhPLqJX+UAmDPS9vRgtQ4gaJ5YVNQhHYW/AYkWvxqJaVHyVHqx2C5FglNBAGCmlKaNXIxFAZW+Myq4oACfmegm5zdHBfKpJ1zGUYPGfWwgcCdJ+dhVHXl+PnmHT7WIggMZnh6jfmvw77ripjp6lpRGFU7rA/R8G1s2S+FsVIp9QkCWhQi849qcGtn1uBRaXznlff5X6C7qKPShTMZOiV2ZKDYSyc1VMyo5VcSk1JwuKvzbKBvOvkHKElBKtNYZ+LIZwKlgXO1E8+VEZy7W4hQwl0HZ0IQdiKPMqUBf401I4zEbtKd9kazCFInBXuHB6HCRiGugG+jh1Wbkg18aysjfGnEOD2KI67U1uDi72ISm+cZzK2KmaZM7THTQ+38VAk5t91zQR8ZeCEgPMe7Cfs/+7DWd3gv1/W82xyypKormvSIDjRxLHLwy0FcmUQX12sUc1Mf3BBIHaCgD6dlew5ZOrGTrqZvWn97PkA0cQ6syWcp+J0Sswh7BFIRoJQ9m5moiyY2UOSsnJMvs9PRUlsMSYmqnSlWTCQDsYwehKoFRbsSxwIsbIZufC8OVDmt3oCqPt6AJDop5VjVrvzlkPqnTJJr3jtHPl0GAKIXC47aAoCAH94RixDPtlFQurJmk6PvxZCMHQ8mr0LNoCZEMmE60AavcMsOivrehWhf1XN9E315O/weUQ+6DOWT/tpO6FIG0X+djznhoSLvNPgQKwPSZx/acBFgh9TiF+QQnkCwKxPjsvfG4Fxx6Yxdw3t7H+1l3Y/DNbyr1Y0auZ3FS4UI2Ey87V6aSiVmXHyjyUkpNVyph/dZEmE6UHGiGdxP4IMmygzrZjabKPasA7+hzZ59/kKnolDYl+uB/9YD/Ca0vWW3nTNzS5FrfIJblM94BkNKvC5cCiCILROKFoYkop93TIt8FUZLIuy32wl4TfQcvSamLO4hjKTA2fpzPK0vtP4OyNcXRjPS2vqy6JGiFFh/n397Hg3l4GZ9vZ/uE6hhpLIwpnOQTuWwzUQxC9SSHyXoEsgVZfUlPY+6P5bP/WIioWBTn/v1/Fv6R00z6mSzabePlKPU+XUo5eFaruquxcjWZsOmAZc1FKTlYx0gRzUR5yRjhY463rpJToXXG0gxEQYFnsRK0c/yEvdtrGWOp0G/quboyOMMosN+ryKoQt85WUWcUtcknKeKqKwOeyY7eqRBMag5E4hmF+KYb+rkEcJ0M07u9BCkHrkmoGKwtXI5TN5GqN6Cz6ays1u/vpWu7nwJWNJBwlsOIHal8OseInHQgJuz5YS8c6d0kIdyiD4Pq6ge3PBonLFML/qmAEij2q9Gh/spat/7IKI67wui/tpPmN7cw0KfdsNvHK0avMKaSoRSEpBecKyumAZqcUnKxi3OO52iw5IxyssUhDoh+PobfGEV4V62IXyhRNXs0izW4ZHK63CmuoiwOocysyTgk8U6TZ0yVlPIUQeBw23A4rmm4wEI6RmGZdViGNpt9lwRFO0Ly3G0cwTtdcP13NvoJFhLIxgEJC0wvdzHnqJJFKO3vf1Eywxpx1f2PxtCdYeVsHviNRDm+q5NCbAxjmXK+MQhjg+I3E+V0dvRFCtypoS4s9qmT91VQEj7nZ8s+r6X7Fz/IPH2blJw6g2EojrTcbzLaJlwmlHL2CM0/Uwsw9rspRq9KjFJysUuWMc7BkzEDbH8Ho01DrbVjmORCWEshdkpLwvl58+4KgKlhWVqNUFacgOZ/kMj1worx6h9VChcsOwGA4RjSuTStlMN9Gc2zYW9UMZh3sxd8RZLDGzeG1s0hMI3KZ9vVzOKFWHgmy+M8tqJrBgasa6VpaURKxCWvEYNmvuml8coCusz3s/GAdsYrSiMJZt4H7iwYiBOF/UYhdJYr+macELiZDC1l4+T+XcfCuZmZd3MW5X9uBsz5SgNEVl3LtVWbkInp1pjpXZqQctSpdyn+v/GDOJ3WaGAMa2vGkBLZlvgPFN/WvZwpxC82APf24OyKISkdSJdBSfN/XrOIWI5nIgFpUhQq3nWAkTiiWQNMN3A5rWtHAQkevRiKAqtYhDEUwWOPm+Fk1NBzoxRnMjzBALidWZ3+cxfe3cOyiOlrOrSFU7aB5ayeqVuxl/+QICbMfG8TTEufg26q47cjPqBkccb9+/Ad8AOhXnHxk9geKNs7xUNvAfatB5EaF2N8q6AsMnD+WiFixRzYFUnDot7MZOOhl3ed3c/H/vsSh3zZx8K45xR5ZzilHrzIjF02F8y1qUXauXmPkRl15oV7a9HUOpLVJVmj8Lgt9XYMEanzFHkpGFGwVL4TYKIR4SQixXQixTQhx3jjHrBNC9Aohto74+tSUJ5egtcfQjkQRNiWZEpiGc5WimOIWQ70xeKELOiKEmpyoiwNZOVczSdxiKhQh8DptOG0WYprOQDiGbqSXMljoguWx1JwYpHlXJ5a4TtviKo4vryl6dCIdLAmD+Y+1M+vlHvrme9j/xiZi3tIwupX7o6y8vWO0czUCv2HOKIuIgvN7BvbfGGjrBaFbFPT6wo4hnfTA8eh+KcAzH1sLwIK/aWHB9ceTHm8eyastmoBy9Kpw5LvuquxcvUY5anXmUE4VzD0FeWKFEH7g98C1UsotQohLgD8KIeZJKUdu71UD/yel/LtMzj8U1jA6EigBC2rzxCqBpqMzwqNPtYOEwSUeqitz453nXdxCQiKSQGo6wlKcdKp0dyiFELjsViyqQjASZyAUo/1E/iV7pyIdVRxbTKd5TzdH1tSTcFhoW1RJKJ6bepV8TqICqN/eh6s7xtGL6th3bRPL4qUhzf3Lh78EVd8p9jAyRgD2P0vUI5LIRxVCX1Bo7egr6Bimu/MZanHx8N+cx/K/P8zC60+w8PoT/Hpxjgc3TL5t0ZlEqUavIL91V1B458qMaFrSFpUdqzMHv8c67c2yMqdTqFniSmCflHILgJTyCSFEO/AG4E8jjqsGrhBCPDf8/SPAV6WUp+VsCSFuAm4C8FfVcf6KAEvneDIShNAMAyuV0/qFTp1DNwA/VpF+1MkwJLue7WDf9l4CDS5ed00zNpclo3NMOB4ts7FMhK5XYRnnPP2tAzxxb5Debg2MHVz40Q1467xTjEkHqrHk0PHVNSPj8w0NxHn2oRae/PMJVqyv5qyzq0+7XzQtGeHKd4amnjBQ07yGlJJX2yNsPQ53vNTDdR84i0CWcu6apuf07zERA7rOH4aG+L+hITb8/UoucDpRCtzHLV2u/9Df4HDaJz3mik+eW6DRTJ9wS5wtcw6xZe4hlnyjkbPaG1HG1VrNHZohsWS72aKtRUZ/CV1zgS25GNZ45NwWwWh7VF1dw3uaknYlGxuj6QZWUbj3+t0qbzm3ani+np4dSTZ7H992pIOmZW4nXjlkQ7UoXPG2xmnZhUzQNCOntsFX5eCyDy6Z8Od6ImmP0rUVhSDlWAVmefibz19Y5NFkjq/OXRLz+HgUYuzasPpy1vP5CHy1Li7/6OqszqEboFoL9yBoBlgsCr9+cvrnKJSDNR84NOa1Q8Ovj+T3wF1SSimEqAS+B/wSeOvYE0opbwduB5izYIF80ZLgxdbMdmx7guHCqwfGddjZh+iNIRtdXPj2efx4SxvAtNM5UvT2h3ImbjFe/VX8RCfhbfvQDQN3pYvBrhD33/IQ7nOWYm2onvhcOdqVHMl0C5gVKZiz0MfObd3se7kXj9M2asFfqH4m00n58Dd46a/38JtXe3EORGk4NP0IRarxYyGoVwW1H1rO5kiEHQe7mft0B5bY9NQd88V3nvkiDqd9yg2ah7753KQ/NwvSAvO+Xse+2pMc7GrH+UMDJU+lhakdz5zk7v9gTfbnmJyc2yI43R7d2dILZGdjCp0e+JZzq7j3uZ6s7Eg2dbvTtRO93XEqq2389kf7gNJKDbzsg0t45Kf7xr+eCaXYR6YEXvHJc0tmPhxJqY4bCjf2/mAip7VYl390NQ//4NWsztEf1gpag9Ub1ghUTx48mIpCuYMCGJvbpI29vpQyIofl3qSUvcCngDcJIXLeGKgohccDcXiuC/pjyOV+WBZAHd4Oy9a5yiVj0wOlYRB++QDh5/ag+j2ofg+eGg/eN6xD9ToJbd5FZOeRnDT3TYds1KGEEJx3aQMuu5WEbjAQig1HIQvHdPPpq9qGeM/aKgAiFQ56Gr3TqssqpHMFoOiSN7rdNG/pJFjvYt81zYQrzdHcd8Om9fxy3/9Q3VCZVvT76FV+DBPtJk+E0GBdy1wcPzbQFyWl3PWxLkQOMWNh9AQUzBZl61xNl1Sz+mm9t0Rrr1Kmp5Scq0mvZ3LnqsyZj9lqsVJCF6VEoZYKLcDsMa/NHn59MlQgCuRFE6tg0SspoTUE27qS5n19DTS4s7p2vkntQhrROAO/f5r4oTZsCxvxbFx9Kl9BcTvwXLIW29x6YnuPE3pmB0ZsdP5uvtQDs0EIgdNmweeyIZEMhGPEElpRGkZmiseuMv/ldnxdIfrrPLQtqkQzgeLkVAghqN4/yKK/tCAV2H91Ez0LstsdypYNm9bz0W/egNVmGe1c1dWNe3w0UEn7+V52v7+WuMf8nzmA7WmJ+0sGGBD6V4X4JcWXci8yprRF45FNX8VsNuxKtfaq7Fzlj7JzNbMo/51zQ6FWCX8EVgkhVgIIIc4BlgKPCSGeFUIsGn79+uEiZIQQFuArwB1SSnPlE2WCLmFPP2JPPwTscE4N+F4zBLmKnuQyPTBFZNdRBu9P1kJYaipwrVmIUEbfMkJVcK1fgvPsxWhd/Qw9+iJa32hHpdDqgeliVVX8LkdSACOawFCVrGubCoGQSZXBmqP9xNw2WpZWE3WVxoTo7o6x5P4W3J1Rjl9Yx4nzaooSEdqwaT3/8K0bUMcrbjh5MrkpMvwlDYOulm4+UHE9C3/XQ2iWle0frmew2Zz39VjUY+C+xUDdA9EPKEQ/KJA5ul1ynUpSAApii7LJkChW9CpVWzMdihm90hL5b1Rddq7Ki+6ZiNmiWIUkF898QZ5iKeWAEOKdwE+FEJJkSsbVgAuYA6QstBN4VAhhABJ4Evh8rsdTsPTAiAbbexFDCeRcLyzwwjhpSKZLD5SS2MFWYnuOAeC9fB1qhWfS99nnz0L1uwlt2U3w8Zdxrl2Efd6snI8v180jFUXgc9oIxxJEgQEDvAqoeaqTzqXcrq83gj2S4OT8AK2Lq6huGcTXHZ5UzsAME6Y1qrPw4Tba1lbRuTJAuNLOvCdOYgtrBbn+Dbe+kyvfszEttVEpJb3dfXz8wuQ0VLMjjKsjwf7rq9j9gVrm/LWf+ueCeZaQyB4lBK5vGsTeKoi/WUGfI3F910DpLvbICkshbVE2GRIzLXqVLfnSzSlkVkPZuSpjJsqKgtk//wV7kqWUjwOvG+dHTSOO+Rnws0KMJ+/pgT1R2NkLEuTqSqgxjxM1KZqO9cEXiQCWGj+uc5ehONJzaCyVPryXrSP83G4iL+4n3N4Li5rzO94cIIQgHowhFIFmVek3wKeA1eyrZsAe0Wja203HXD/dsysIV9ipPdqPqk+cCGYGYykkNL7Ug7s7yrELklLuc5/qwHsyv72mbrj1nVz53o1T1ltJKTF0gx986pd4Fo5WU3J3Jlh5ewcH31rF0asDBBttzP9TH2rC3Ml3QoLj9xL1sE7kJoXQrQrOHxpYdk7vfCUYvQLyb4uyKUUtbu2Vf9rvz5bpZjn09wSx5kk1sBj9rszmXJnBVpQpU6qURiFBKSElHBmCl3vApsI5tRM6V9kYxFHnyVF6oDEYxvLM7uQ3isB98aq0nasUit2K+6JV2Jc0I9q6sbyyHz1SsLKFrKhyqPiVZJncgAERI7vFUqFQdcmsQ30E2ocIVzg4urqehK04/ckyxX88xJIHTqDGDA5e3kDHWf681Qhl4lwd39vKexZ9nM33bRv3GEtUsuTubpofHaB7pYudN9YSqTTP4mgyrK+A5wsGog/Cn1KIvUkgS2AzoZQoxejVdNt7ZKscaGYKmRpoFueqr3Og7FyVOYUZsl6KQSmpCJqGvKYHaga82os4NAh1zmS91RSTZi56VuUC7UQ3ofu3QTSO+8KV+N92cUY9xUYihMC5cj5yxXyMYJSBzdtJ9GT/kOY6PXA8LAL8CtiAkIQhmTsnK58KOAKobA/i7U7e38dX1NI5pzSiC47BBEseOIH/eIi29dUc3ViPbsntij8T52r703u4+eqvTHlOIaHpqUGW3dlF3Key46Y6ehfntg4yXyid4P6igWWrJPYOhcjHFWQG6/pSjV6VMR/ZRK/yRaHadYC5GgmXUwLLjKR8H2SHOVb3BSYv6YHBBDzfCT1R5OIKWBEwV3fACZCGJPbKYaKP7wC3Hd9l67HWZ9d8GYZ3JmsCVJy/EoDBF3bTv3l7waTcs0ERyTosl4C4hH4jqVWSC/K9S1l7fIDZOzsBGKpy0VvvKQnVOFWTzH3yJA3buumf7WbfNc1EK7Kf3DdsWs9t276atnP11zue5Ks3fD+ja/gPxVh5WweOPo19767h+BsqSiIiJOLgvE1iv9NAWwWhWxT0pqnfV2ZypvunL3Tfq1PvzbLv1XTJRfQqHxtuhay7SjUSNkP0quxclSmTW8zvAZQCJ8PwfBdoEtZVw2zPlFW3uUwPnC4ymiD62HYS249hWVCPdsFyVHfuduCr7TZUj5PAxrMB0AdDBF/Zj6EVRswgXcbbrRQCXEqyFssg6WTFSsFTAaxxnXmvnMTTG6GvwcvJBQF0VZg+7UMAdbv6WfhQG7pdYd81zfTNmX47gxtufScf+9b78VV5J3WupJREglG+94mf84tb7pnWtRz9Omf9pJOal4K0Xuxj6xeaSTjNP70KwP6wxPVVA+mA0OcVEudNPneVo1dlRjLd9EAwX/SqkHVXZhK1KDtXZcrkHvOvAHJIztMDDQn7+hE7+8BnhXNrwW9P++25Ug+czu6j3jNE+M/b0E/2YT9vCfYNS/MWcRMWlcorz8O1ZA7xzl4GNu9Ay/Bvkc90kMmwDacMqsCQAaESqctSDEnt0X6qTwwQ9tlpWVKN5kn/3iwm3o4IS+4/gaMvztFLZtG6rirjiNCGTevTUgpMRa0+uPJTE9ZbpYuqSRb8sQ9nV1J5advNjbSfO7n6plmwHAD35w3UoxD5iEL0XQI5ThnfTFeVyhflxsKZk6908UKKWpgpyaXsXJWZiJlah5UtJnq8C0Mu0gMBiOnwUjfiRAjZ7Iazq8FeGsICiYPtRB58CQyJ88q1WBc30N8fzmonciqEEDjnNeB73XKkpjPwzKsMPJeZfFm+668mQhVQoYBdQETCoJH0rc2OACq6wjTs70EqgsHz5zBUUxoLfltYZ9FfW6je20/nigAHL28g4Ujv+dqwaT0f/e/3pe1cTTdqNR4CWPO9k6y4vQOAo1cH6FyT3ZxTKJQBcH3NwPZXg/iVCuHPKBjjBKrK0av8MNOk2c0avSoEZqu7KjtXZSaifG9MnxnnYOWCuqAKz3XCYAK5IgBL/MnCnQKT6e6j1A2iW/cR27wXtdaH69r1qDW5XyxNlltvraygYkOyLkvrGyK09yiyBLwVMVyX5RGQIJkyqGUw7GKqRDlDCZr2dmMZiNK1pI7u+ZlHhIqBYkDzc93MfqaDUI2Dfdc2EaqeOAqXqrf62Lffj2qZ3BmTRu6dq5F4W+Os/VYbnpYYh95axZZbmzFKYP9F6OC4S+L8oYE+F0JfVNAWJX9Wjl7lh3L0KnNKOXplttTA8gK6TJn8UHawMkFKXC1ReLE7GdY4pwbqM991zKYgeSzp7j4aoSiRv76Mtr8N61mzcVy2GpGhBHsmTLY7qTrsVF5xLvbZdUSPttP70FaMWDxvY5mMTNWiHEoymgVJJytq5GlgOcaiGXhfOE5Faz+DDX7aVjSglYiUe9WhIRY/2IIw4MBVTXQv9p0m3LFh03pu+sq70qq3GuwN8r1/mn69Vbo4+nVW/KTz1Pe7PlhLzFcan7l1q8T9RQMRhfDNCv0XJ2/0cvQqP8y06JXZKKRqIJjHuSpTpkz+mDEOVtb1V5qB+lIfvoMRqHIk661KZOdHa+8j8sA2jP4Qjo0rsK9bgFBe+9MXYzdSKAqe5fOxVPoA6N+8nURf4VI0ssE6XJdlBYISgiVSlyUkVB3poXbvSeIeO61rmoj4SkNW3NUbZ8n9J/C2hzlxfi3HL6jFUJOOVCol0O6avMYsFbX68LrPZF1vlS7CgPNvOcHiu7sJNtl56VMNdK6dvnBHIVFbwP0FA8t2UD5kxf4ZF9JWAjd6GdNjpvTAQqcGmsm5KkevypTJHxk/6UIIJ/Bp4F3AXKALuAO4RUpp6hySaddfBTUsL/TAkIZc4IO5U6sEmgEpJYkdx4i/egThc+G6cgVKxfiLu3zWX01GxTlnoQ2GGNi8ncHndmKrr8KzetGoKEQh+l9liiKSCoNhmazL0mQyhVA1/22BpzuELdxCx7J62lc2UHWkB1/bwLTlpQuFJW4w/9F2Tq6u5OTqABsvW8PNb34DPr97Sgl2XdP5wad+WTDHaixVeyIs/2knuz9Yy6G3VJJw8Wk0JAAAIABJREFUKzQ8M2T6z1xEIP6fMXibSuJ6K3pDAtftVtQus4+8NJhp6YFmlWYvZGpgsSk7V2XKFIaMIlhCiFnAC8C/A68C/wMMAp8Fvpfz0ZkAcTKC5alOiOr0rfLAPG9WzlWh5NllQiN0xxPEXzmCOrsG19XrJnSucsl0DKjF5yZw6XoA4id7CO04hNT1XA8t5wgBbiXpWOkkUwbjJbLBbwsnaHylFVdviJ751XQuqcUoQh1hpghg1qu9fFDU8/l3XU1FwDOlcxULx4rqXKWoOBbjnC+3ULkrzPHL/Wy9tRnNbu7PvD+YAAmBpz24vmdF+iXBz8ZJrDL/81kqzKT0QJi50Ssofmpg2bkqU6ZwpO1gCSFswJ9IRq1eL6W8Tkr5GeBc4DhwoxCiPi+jLAZSouwdxPJ8L7gtaBtriVfmZlLKd/1V4tBJQr9+OvmNquC4+CyEtXAT+3QMqGKzUnnleTgXNhFr62Jg6070cDQPo8s99uGUQYWkwmC4RFIGFd2gbk8HgaM9hKo9tK5uIuEoDcP7gRuvxGmbfKypeqvbP3tX0Z2rFGpcsvi3PajDxXs7/66OcHXxU4YmI1V3Zd2j4PmKDbVTEP6IRvRNGlKUwI1uUkoxelVschm9KnTPq2I7VynKzlWZMoUhkwjWPwPrgM9IKZ9NvSilDAJ/GD7XRbkdXm7oCYYzSw+M66hbe1D3D2HMdqFdWEOPVhwRhkzRjnUSe3YPAI4r1uB598Ypd/jNghAC18JmvOuWYkRjDGzeTryrL2/Xy+XupTrsZNlEMm1wqISk3AMt/dTvbCfhtnFi/Wz6G/3FHtaEbNi0nu88/UWqGysnPU7XdL73iZ8XtN4qXQRwzldaWf6zTjSnwo6b6uhZXpwU3ckYTzVQ6RW4/8uK9VmF2NU64X9IYLhL4EY3KaUWverrC51R4hYzLTWw7FyVKTM1vWGNQLU36/Ok5WCNqLtqB24f55Ce4X9LP4LVH8fyVBeiJ4a2yo++2n+qsCYbY5hvpGEQ/OXjRJ/cheJ347xmPZb6wJTvy8Zg5gtbTYCK81ehOO0MvbgXo7UDmaeQUC4NrBDgFeAWEAcGhqXczbR7ORGugQiNL58AoHdeFd0Lqk0n5Z5SCqxpqpp00yAaiZsiJXAqKo7GWPm/Hbg6E+y/rpqjV1QgTSI7lHKuxlMNFJrAeacF568saIslwZvj6M0lIqdZpqiYJT1wpqYGlilTpnCk+9S/FfADP5lAyCK1HVYaYZ4JEMdDqNv7wa6iX1CDDOS2mDZf9VdGJE7s6V2nvndesx5hphbx00B1Oag4bwV9L+1HtnUyGI3iXTIPpYCpjtNBCHAKsAw3JO43QNjMPeYU9lCcuc8epmdBNYOzKhicVcGcrUdQteIunjdsWs/1n95EdWPllBLs/eEIX37gcXbs2MvkMS5zYB/SOetnnRy9yk/7BT5CDTYW39ODNVS8z3wy5yqFQGB7RkU5IQjflCD46QTOX1uwbSkNGfpiU4rpgWda76uZEr0q112VKVMc0p1hrhn+t1EI8YVxfn7Z8L8nsh5RjklLnl2XKDv7UY+FMart6OsCYM/PQiHX9VfaiW6ij+8AwH7BMqwLihdEzHUKiFBVxLwm3AEvwUMt9L28h4rlC7B4zBtJTJGSch8yQPO4CGkJXFrC9KpxipTUHOwi7rYR8zo4dt48Ko/04G/tL8p4UlGrySTYpZR0t/Zy9zfu48mHXuboxnqCF9cTqumncVs3ismDK4oO8x/ox9sS59CbAmz/cB2Lf9uDt6V4+1Xp9ruyHEvWZYU/lCDyPg19roHjHgtCM/udXnxKLT0Qsut9Nd3oVa6ZadErKDtXZcoUg3Sf/AuH/71+iuN2ZzGWvDFp/VVEQ32hF6U/gb7Qg7HMd5pKYDa7jflCSom2v43Yc/sBsF+4DOv84mdo5tqICiFwNtRi8bgY3H2Yvlf24l00B0ddVU6vkw9UkWxK3BuOE3XY0BQFbzxWEs3nGl9tJeqx07amid55VSiajq+jcAuTdKNWAN2tvXz8os8Dyd5kCx9qpXVdNV1n+YlU2Zn3xEmsEfOr3tW8GsbVkWDfddXs+kAtc//SR90LoYI65f3BRMbNhJWgwP1dK7FNOrErdfTmBK4fWVH6yk5WmezJR5uOmSJsUU4NLHOm0B/WCNT4ij2MjJhyrSeEcAOzgZ1SSjH2C/ACCaBFSnl0+D2fFUK8IIQYFEJ0CSH+JIRYkc9fZDqIrhiWJ7sQQQ1tfSXG8ooJJdhNVX+l6cQ27yX23H7Uxkrc111oCucqn1h9HgJnL8PqdTO07yj9Ow5gaOZfNAsBSjiKJx5DEwr9dgcJUQouFjiCMWY/dxRHf4TuRbUcvnABRgEEU9KttYKkBPvd37hv1GtCQtO2buY+eZJIwM7eNzUTrCuNhsrukwlW3t5BxeEoR66t5NBbKtEthXFUxhO1SBdhCBz3WnD9rwW9Pinlri2ZXuiwP6xNexylQDk9sHgUKnpVTg0sU6Y06c2h/Ulnpdc4/G/bBD+/kuTG8QMjXrsE+AGwAbgU0IBHhBDmKIuQEuXAEOqWbrApaBfXIBvMJfQwEXIwguPhnWiHTmJdNRfHpasQ9ulNoGYUuJgMxWalYtVinE11JPoG6dn8CnqsNMr+7IZORTyKkDBosxNVLZSC9poloTNr52uPfvuqBjR7fndlr//0pklTAiEZwe1q6ZlUgj1wNMjiP7egxg0OXNFI57KKkvjMrRGDpXd10/T4AF2rXey8sZaoP7+1TenUXaWD9VUVz9esiKAg9PEEscs1ZAaf+pnuXKUopwcWj0JEr6CcGlimTKmSCwVBSC9FMDUzxib4+QeG//1p6gUp5ZUjDxBCvBcYAC4g2UureCQM1Ff6UNqjGA1O9DV+sOQ/opALgQvjeDfxh3agSHBcuhJLU3UORlZaCCHwzG/CiCeIdfbS+9wOnI21eBY0F3toU2KRkop4lKDVTshqI6EoeBLxgqeAZWp0BTD/mUOEKl10LJ/F8dfNoWZfB96u3NXcpVICqxoqp+zjHQvH0u5t5eyPs+SBFo5dWEvrOTWEahzM3tyJqpnb1RISmp8YxNMa58Dbq9j+4ToW/V8vgYO57w2XK+cqhdqh4Pmalch7NaJv09HmSlx3WBDRyf+wKecqUOODozkZSpkSJ5fpgTMxelWmTJnikY6DdXL439Ny0IQQ5wFXAw9KKZ+f5BxektGy/DU1GofT+l8NJbC80AshDX25D2OBZ8KUwHww3Z1HKSX6tiPoLxzG8Lvwvn4Vird0Ik/5wLd0HlpzPX0v7ibS2olit+FsrDV9zy8F8CZiRAwLEYuVAZsDbyKGWoDOxIHaiqwMr7s3TP2ONk6ubKBrSR263UJFS3/WDmI6QhYwWswiEwl2NWEw7/GTdKwI0L62kqjfxrwnTuIYnH5KXKEIHIiy6raT7Luumr3vrqbpiUGanhokV/19c+1cpRAxgfPHFtQjOtG36gQbErhus6CenHwzq9Ry7DMl2/TA6dqQ3v5QVr2vzhTK0avSZ+RmXE/b5PZg5LHRUBSHy45QBO/7yLt5+K6n+cUt9xR49GVmElPOAlLKbiHEHmCdEGKVlHI7gBBiDnA3ycjUR6c4zf8ArwBbshzvtBFtEdSX+0AV6OdXI6snX8ylKLbAhYwl0B7ZhXGsG2VxPaE1s6lwmM+5ykcTyal6n1jcTqo2rGFo/1FCh1sIHW6h+oI1CNXcUtECcOkaFmkQtNoZsDnwJGLYDJPL3ZHslzV382G6FtXQO7eKqNdO7f5OFH36K/50UgIziVqNhwDqd/bh6oly9OJ69l3TxJxnOvGfMP/i0dGns+InnRy+NkDLpRUEG20s+n0Plmh2Xla+nKsUAoH9UQvqcYXwjQmCn0ngusOC9aXTn89SLGCeLqaq502TUk8PLEevzEEmztFE7x+5GVfTVMVNX3kXwGnn2bBpPX//9fdgHS6hcI3YlFYtKle+dyOz5tby1Ru+n+2vVSbPFCp1PJf1V5Bmo2HgS8PHPiqE+JYQ4nbgVaACuCYlbjEeQohvklQhfLuUsvCqBIZE2TWAZVsv0mdB21ibtnOVolgG0egeIn7P8xgnerBctATLG84Ci3mdh3wY0qnSQxSLim/Z/FPf9728Fy2c+zSqfGAzDCriURQpGbLaCVusJVEjpBiS2n2dVB7uJlzppnV1E3FnZrulGzat5ztPf5FfHfoe1Y3jl2ZKKTGMqWutMsHXHmHp/SdwDCY4cuks2tZWmq6h8nioCcnCP/Qy94E+BhY42H5THaG66e9Q59u5GonlgILnP22obYLw32lE3qYhldfu9JlSd1UmM3KtHliOXhWXkeJFiiJOOUcbNq1P+xzjbcbZXXY++t/vO+08N3z+Haecq/EQQrDqomUZXX8mMh1l2XxQqA24XNVfQZoOlpTyLuD9QCfwEZJpgb8FVkgpN0/0PiHEt4C/BS6VUh7OerQZosQM1C3dqIeC6HPd6BfUgNO8DspI9P3tJH7/AugG1jevQ13ZbPr0t2IhhKDm4nVUrFyEHo7St20XkbbOYg8rLdThuiy7oROxWBmy2sl3HCsbtbgUAvC3DTBrRxuGRaF1TRPBanda7x1raCe6r7tbe3n3go/x8Ys+nxPnKoUtpLHowVaq9g/QsaqSQ5c1oNnNr+wogFnPBznr550YVsHOG2vpWpX55k8hnasUyoDA/U0rticV4pfrhD6ewPDK0XVXZzhl9cDiMNOiV2Z0rmBy5+hXh77Hd57+4pTOTlXD+JtxqkXlY99+P7e9+LVT5/BWeqYckxCC6z+9Kc3foEyZzEh7VSGl/IWU8iwppUNK2SSlvElK2TrR8UKI/wHeRdK52puLwWaC0h2n7slBRF8cbW0AY5UfFPM7KFI30J7eh/bILkStD9s7z0GZ5c/5dXKhIPj61/+Uj37kH7lk489zM6gssQV8+NcsBSB48ASDew4jJ0m7K9SO5lQIwJ2I407ESSgKAzYHWp6c6Vwvqp2DURpfacEWitG5tJ6eeVVTRuHSTQkcK7+eSxRDMntLF7Of7SBY52Dvtc2EqzKLbBcL74k4q/63A3dbnINvr+LI1X6MNPeNiuFcpRC6wHm3FefPLejzJIM3x2GBnBHOVYqyemBxmEnRK7MymXOUbkSrp613wp8JIfBVevjYt97PDbe+M+1xTZRBUaZMtuRl21YI8X2S6oJ/C/QJIeqHv6beUsgWKbEcCGJ/uAtVUdAuqkE2FzfnPd3iZKO9n/htj6HvOIG6ejbWN52NGLEQzWYnMh8sW/oyAMuXv1jkkbyG1eem+sK1OOqriHX10f3Myxjx0yM2hdrVhOTu/FRpUAJw6Bq+eAwEDNgcxJTSiLZa4joNO9rwtQ0w0OinfWUDmnX02OctmluUlMCpqDo4xOIHk/tE+9/YSM/C3KUH5BNbyGD5L7qYtXmIk+d62f3+WuLeyafzYjpXI7E9p+L5hhU0EP9qEDs/lpGUe5kzn6nqb9OlHL3KPyPTvSeLQgXTWL9MFdH67TfvR04hCCUUwZXv3TjlcWVKg0LV5+a6/grSUxGcDinRi0fHvH4r8IU8XRM0ie2FfixHwkRqLVjOrgHb9H3IQgpcGG19JO5NOiqWy1egLhq/cXA2O5G55IYbjp8SYJQSrrnmbp575H3FHdQwQlHwLp6LHkuQ6Buk7+U9+JYvwOp9LYUtUO2FcKSIoxwfqzSoiEUZstkJ2uwktARuLZFzKffpyLVPhpBQfbgb+1CU7oU1tK5pom7vSRxDMTZsWs+Fb9iAxTr5dNPd2svHL/p8zsaULq6eGEvvP8HRi+s5fkEdoRoHTc91oxjmNtCKAXP/2o+nJcahN1ey/cP1LP5tN77jp/eGM4tzlWJov0HFdysIvytE5O1htNkarv9zITTzZxlMh3J6YObkqv6qHL3KH+mKTixaOw+X14GhGyjq5GsydbjOvKapir//+nu44ZZ34vG76WnrZeufX0IIMeV5hEimnkspy6UVWZCLcoJSIpf1V5CnCJaUUoz9Itl8eJMQYrsQYtuwxPsoRJL/EELsE0LsFkLcKYRIq7BDBDUcD3ehHgmTWOGl+1xPVs5VinwLXEgpif3gkaRz5bFjuXr1hM6VGbj88tv47W8Ocv75o3cY16x9tUgjmhj/ykX41y4FBP2v7CPS3jXq5/nYscgFCuCLx3BoCWIWK4M2O3oOXax8LrK9XUEatrciDEnbykYGZvm4/tObpnSu8p0SOBWWmMGCR9qo295Lz+IKDryxkbi7NBZM1bsirPxRB2rMYNf7a2k73zMqHmQ25yoVzVUiCu6ferA/5CCxLk7wH4fQK/OvgySE2CiEeClftmgiZlp6YJnCUazo1UR1Vdd/etOpyNZdh77HF+75JMH+MD/597vpaunBMCS6NvWzbrVb8VV6TqUQXvt3l2EYBo/c9TSx8EStWV/jlHNVX59syTP2q968ay2zYBa7UYoUpLJbCOEHfg/8g5RyFfDPwB+FEGMtzg0kBTTWSCmXAwnga1OdPxHTcfylExHUiG2sIrHKV9D+VtNFJnS2/PA15Xrb9eejzq0p4oimZvGinad9tKnvL77yV4Uf0BRYvW4CZy/D6vcSPHCcoX1H0ROFF7PMFAG4tQSeeAxNKAzYHSREbh/XfO1O2UNxGl9pwdUfpmdBjalSAidDSGh4uZd5j7UT9VnZe20zg7PM1xJhPFxdGitv7yCwP8KxqwIceEcVYUM/pQBlFiM5VtRCSIHzISfun3kwAgbBTwyRWJK/XdN826IyrzHd+qtcpgcWInrV1zU4I6NXMHFdVXVjJR/+2rupaapCKAJFVXB5HUTDMT5+0ed594KP8YNP/TItJ2kkQggURWHj28/j8d9tYbBnKL1UwI6OzF4vYwpKVZ49hShEnqoQ4jrg/0kpN4x47RXgc1LKP4147UHgD1LK24e/XwM8KqWsmuz8FtUufa5ZGFU2pJpc7Wu6jo3salgSuo5NZF8Hk9B0bOMsjmUwhhwMI9x2RMXUu5uaZmDN0SJb03SsSmbn+uQ/tXD++eNLoKduo+vesSDboZ1CS+hYcyRMIgE9HMVIJPDVeonGIJHQsaqFccS1uIZlmteSCLThv1VtvZO+ttwsQBJxfdpjmoy3XfcW/u2Ln6WxuYGBgQH8fv+4aRonjrWwbsm5Ob9+LjAsgnC1AyElzTYbvSeKX2ORFgKilRbiPpWArmK0mqdlgTbcK81iG38xKi0SfY4OBvRub31RSplz/eR82yIAh9MpnXWzR72WjS2ZyH6kQyY2o8pvpaf/Ned2Ojbi1HsT2b43/XmpL9iOxabgtdWNer1Q83s2c3ugwZP1fJ6IJzcM8zGXT0Zls4+tL2zF709/82bsnD/SVhiGgcWSvqOaOtdXvvUlPvDhG1Amu98m2XCXhkGdsynt6xaTymZfwWxRar622rJfA0/3Ptd0OaG9yCUJXWK1jv97dg4cmbYtKtS2y3zg0JjXDg2/Ptlxh4BKIUSFlHJU9zwhxE3ATQCqOtxILmrgCdiH+9pYsg7PSWnJSWKWZPzzJKzQH4wgQzEcVgVv/eT5n1JKRK5SxaQl49zk886beLEmRNLJqqzOnWqUlLkLRMaCcQaHdBRFweG14fQryfPn5vRTkvzbTed9MDgQR4vqOJwqqk0l0JAbrZjU5kouc9SvufYavvTl/8DpSkZ+AoEAhmGQSCSw2V67NyLhCN/+9repbDafgpyBpE/XwZA4VQXVpphynOMRFQYhRUNIidtiwZKjeyVbUtt4E91rEknQFkVHx27k1Szl3BbBaHtktVqpHRvRkNP/nSayH2m9NwObYVEFVf4RaWbTsBGjrzs9Mp33h+IKQkCgbnQqZKHm92x+11zN58WoNfrnz3wKv78CTdNGOUaRcASH0zHueBqbG0bNpU9sfownLnsMON12TEXqXN/45tfZvX8X//a5fyUQCEzrcyiV+b1QtijXa4Pp3OdT2Yxc8dp1xv95Nn27C+VgCWBsXpbG6SmKY49Lxe1O85WGdxZvB5gzf4FccNFHsO4cwghYObnOSY0r+2K1nsFw1jVYqQLliXLoL2228uBnH4QBUJcvQl0ze8Ibqrc/lDORi0xl2i+//LbTXksZQk2z8t3vfBqnVsWa3AWwctJoUkpJ+Fg74fZ2LG4nvuULuOpDS3j4rqMFSyGB11SmMkkl0YVgyGpH9wlcWgKHrnHFR1fz8A9yV++W69z9mz/12dMMpKIoGJpBV2cPVQ2V9LT1cvc37qPtvghruTRn184FMa+Fw5fMQgnYWPFKL3Xb+7jy78/loW8+V+yhTYoE2jd4OXZ5BY1dCZb/Kcybr1uR03tlukzV60oP6IRvCKE36dgfduB4yMGv+Y98DSfntghOt0eN1/2/UT/Pxpakq0I77nszsBnXXlLD/U+8VqeaTSuPbCTaUymC6c79fR23E6hzcPas0SJLhUwRhOmJXFyeo/m8b3gVmK86rA2b1nP9pzedmr9PHulk5UXLePjOp9m37RDX/fObRs3t1396EzVNpwd7e9r6WKuNP+e33Rvhx8bdp64T7Avi9DqxThDBGHmutnsj/MO9n+OGW9/Jle/ZiMggAqon9AnHZDau+Hh+bdHIsoFcppVnep8Xqj9iKjVwMnGLffs/O+3zF8rBagEuG/PabOB34xw3e8wxQaB/0rMLSKzyoVdZsW/uo+7JIeQ6K7LWHIp7kxlHX4MP242XoD2+G33LAfQtB7DdeAmiAGHRTFi0cOdpr73mBxpcdNGjbHv8bwo6pqkwEhpD+44Q7x3EXleFd+FsxBQKRvkiUOPLSMo3pqiErMkFhi8RwzpJP69syZWioGpVJ6y3sjvtfOCiT2V9jXwy0OTi2EV1YMCCR9rxtRVORTQbdJtgz7V+hlZ7qNobY+GDQdTThQSLwlSGMrE4QfjdIaQC7p+6se7Oe9+k/NqiMlnjr/LkpA4rUO2ltwBOVqZze17GUFtBX+dAztVhYXylwJqmKo4fPsFPP3c3AM/+8YXT3jfyPZCekNHm+7aNqsXdsGk9N3z+HXgrPaM2nic61y9uuYcDLx7hpq++G5vDmlb044efvmPKY2YCZhBDKmTj+XScq2wp1Grzj8AqIcRKACHEOcBS4DEhxLNCiEXDx90B3CiESFnZfwR+L9MsFDManUSvqkV3Kqhbe1D2D75WHJQhhZRoFzYLlitWnvo+8bvnMXrN1fMKJg6hWiw6q9e8iNNtnjoVLRim7+U9xPuG8CycjXfxnKI5V5kggZDFStBmRx2WbM+nc5XNZDqy/8n3t3yZ/37slgkNWmjIfPdzCimgfU0lh9/QgG0owZIHTpSMcxWptvDKh2oZWulmzuMhFv+xNJwrKSTRN0QI3RhEDCh4v+0thHMFBbJFZWYehSrIn4jUXJ5r8aKJGsNXVgcmfM/m+7Zx+2fvOqUYOF0ho833bePD62/me5/4edrn2nzfNt6//J/46x1Poms6UkpkXd24x4ZcvqKLKxWb/mDCFGJIZ5pzBQWKYEkpB4QQ7wR+KoSQJNMtrgZcwBwg9Vf9JbAQeF4IoQG7gY9ldC2vhc4LvTS8GkPdO4ToS6CfHQBr5ovrfEu0j0QIgf2jl2G09pL440sk7t6C5ZJlqMsbgeI3Gf7BD7+LyzXADe/7HIoiT8uTF0Ky7vyHeeaRtxdvkMNE2rsIHjqBYrHgX70Yq88cdShTYQBBq52EqmLPU/+r8Ujtfmay8zl2V7Oy3o+UkmdfPMi65bNxjEjviYVjbNv8Us7HnQs0m8LRi+oYanJTeXCQ5q1dKHpprKGPz7PRfn0NIiE56zeDVBw3T9uByYyl4TAI/20Y7awE1hdtyf5X8cLUjxTSFpWZOZghigX5iWRNpBTo9k7etWBsNCobpnOuX9xyD7+45Z7kN863w9zkf6/4pPlTvgtBvtIBp8OZ6FxB4VIEkVI+DrxunB81jThGB/5t+Gv617II9LMDyIANZdcAlic70c6pAl/h+0RkitJYifUt60jc+yLaE3uQ/WHU85KFTcWqv0qxft1fkFIB9NOiWRaLTn3j0ZyMb7pIw6Bn63akpqPYbQTWLkWxmetv3h/Wxs3V14TCkM2GgcCdiOHQCy8ln4lRHm9XUwjB4vpKfnTzr0bl69/9jfvwLMxeiSjXhCttHLlkFgmXheYtnVTtHyyY6Ek2SAUOXOSl51I/nrYES+4NYh/KX5QzUyYzlnq9TuiGIEalgfMPTmzP2nMn3JMmhbRFM5nuWHzadVi5pDesFazWdqL5vZDk2snqPdlH9ThOlpmzEspMjhnSAVOcqc4VFNDBKjhCYMz3ICusqNt6sTzdhb7aj2wqXFRquigNAWwfvhTtmf3orxzD6BqEcxeAp3g1ZS7XAMuWPYeqnr7wHylyUSzi/UMMbN9/6vvKc1aYroP7eLucEoipKiGLDQVJRTyKpQhZSJka5YlqrapmBcbdbbzik+aSY+9Z4OXEeTVYYjqL/tKCuzuzfizFohud1nfVEV7kpO7lKPMeDaGYqK3bZMYyvjZO+J0hRETg+aEXy9Ez1/zMdAJVHlM0Gw5Ue+nrHirMtUwSxYLcOVlun5NELHGaSqGZsxLKTMxMdayg8M4VnIEOVk9wdO2ErLKjbaxNOlkv9aH3xTHOqoAc9VfKF0JVsG5cil7nQ3tyL86/bEe/ZCVqdXHkRNev+wvJJLbxKK7IxUjnyrdsPvaaiXPDzUSy3spGzGLBqut4ErGCFUWOx0RGeaSCVG97H22HT07ovPa09RZquNPCUKD1nBq6l1TgaQ8z96kOrFETeSiT0F6p0HLDLAy3ysIHgtTuNJdTOJHBlIok8qYI8YtiqIctuO9wowyZvx6yTHHpjcSzVpEtBmaIYkH2Tpa30sO//vJjVDdU8uefPMo5V601fVZCmfExUzogFMe5KqRjlaL4s0AeqGdMlMqhom+oRu4kx4UIAAAgAElEQVQeQD0cQgwk0NdXgsP8E4S6tAFR5SH251eJ/OUl7OcswrKooeDRmfr6I1gs4y9EUyIXu56/ikiocA6glJLup5O7aIrDjm/ZPKxT5IWPpFAqU2PpD2t4XVaGbDZ0RcWpJXAWqN5qKlJGOcXYWqvqxkqqGyvZe7SDubMqcdhfM9zpqEQVk7hL5cglswjXOKjd2UfDSz2IEii36gsm6D/PS8dbq7EFDZbfOYCn01xO4UQG0/AahN4bQp+vYX/KjuN+J8Iww51exszkSkkwRaHSBM0UxYLMnKyRG2l9HUmxTG/AzX/ddBvbn9rDnV/+w6jjzZaVUOZ0zOZYwZmdEjiWmbONqAiMFX60dQHEQALLk52IHnPtAE+EUuMjctVK1PoAsa37iW3ei9QKu8D67T03s2PHhadEGcdmsaVELgqFoekM7T1y6vvA2csycq6KRaDGh7SqDNgdGELBG4/hMolzlSJQW3FqYp5IQcrvtHPbzb/KWiWqUAzVO9l3bTNRv415j7fT+KL5nav+YILeqEb7dTWcfGcNFccTrPpF6ThX2lyNoX8aRG/ScN3pxnmfq+xclRCBgJuuWKTYw8iaYiyuiq0oOJJ01AVTG2k1TVUoiqBqVoDKej9/+tEjbH9qT6GGWiZHpJQBgaKrA6boD2szyrmCMzSCNRmy0YXmtWJ5oQd1czfG8gqM+e7MWscXA7sVx6WriG8/QmL7MYy+II6NK1C802sEmSmpGqzUx1QIkQt/lYfecZoNa+Eog7sPoYejuOc14myqM1291XhICREJhseFKiXeRAzVpKrPqZ3P8YqbAWprKth67wtsvff0/idmQgKdZ/lpO7sK+2CCRX9txTGQWxnjfNAfTBAPWDh5YwOhegtNz4ZpfjZiOqdwPIMpkcQvjBF5UwSlV8Fzuxf1pPmzBcqc2RQ6imWWVEGYOpI1kWjRxW89l99984FCDbNMlpgxYgWgD1eXnMn1VuNhjqe/0PisaBfXor7ch7prANEfR1/tB4u5A3pCEdjXzEet9hF9Zg/hB7bhuGg5lsb8i0tMVoNVSJGLWHcfQ/uOgqJQsXIRtkBxatIyxZAQNCAOiLiGDEVQTWJ8J+Lt/3AlEsaNrpm91gpAtwiOX1BH/1wP/qNBZj/bgaqZzEMZwykDeW41x97kQQpY+rtBKg+Zzykc17myScLvCJE4O4FlpxX33W5E1PybH2XObAopdgHmSxWE0U4WMMrRmkiKfaLXy5gLszpWMDPELCbC3Cu8fGJV0F9XiTwQRNk7iGUwgfa6KvCY/yOxNFXjunod0Sd3En10O2pjJY7Xr0LkUbhjshqsQohcSCkJHW0lcqIDi9eFb9kCVEdpFEBrEgaNpHvqFuBwWukPmSv1ZsPVa7nuE2+kapafvs4BhvpCzF3WyMHjXTTV+3HYSqfWCiDqs3L49bOI+aw0bOumdle/qdIwx3Jq0VNbQcv5Tk5c5MTVpbPkD0M4+80jwZ5iPKOpV+mEbghh1Os4/uzA/rgDIc38qZ/5VPrddPSHctbiIxMCVR66e4JZSbWXqtBFCjNFseC1xffYaNZA1wCBOv9px5fCRtpMplQcK3UafWing5mcK5hJNVjjIQTGYi/6eVUQM7A81Yk4aa6F70QoPhfON65DqalAb+0ldOcTyHj+drl/e8/N/OznX0LXk6k+IzPbUiIXTnd+duyMeIKBHQeInOjAUV+Nf/WSnDlXgWrvqYcyH8QM6DeSqWoVCjiV19IrzZKnv+HqtfzdF99BTWMgmX9f72fO0gYefORV3vPvd/DlHz9Ex4nSqLUC6J/tZt+1zeh2hYUPt1FnYudqZK68t9nP3rd5OXGxi+rdcVbeOWA65yqVRx+o8Y1yrhLL4wx9YhBZYeD+sQfHY86yc1UmK/xVuW0Qn++5/rTrDT8fZpnnRzKyLmvuWc043A6kMTq6XwobaTMVM9ZYjaTQUSswn3MFMzmCNQJZ60C7uAb1hV4sz/cSnO2gblH2ofHegTD1lvzVSAmLivOqtUQfegW9s5/Q3c9gO2cRtqVNU795Gqxf9xeEGD+KlRK5eOaRt+f0mjIYpu/wcYy4hnfxHBz11Tk9f76QEkISojL5kPmU0Z0BzJRCct0n3oh9zC6xEII1a+ZR9R8DHHzxCf7p+0+MUhfMRQPLXCMFtJ1dReeKAK6uKPOeaMcWNpcgRIqxO4+hGpXtb/US8ynMezhE/UtR0zmF46YECkn0yiixy6KoJ1Tcv3Sj9JXrrcqUAXPN82MJ1FawYGUzn7ntRgZ7g9zzzT/xxg9eOkqK3cwbaTMRzZCm6mU1lpGbCTMxJXAsZQcrhcuCfmEN7OjHczyMDPbAigDYzL1YEELgvHItemc/kb+8TPz5AwibFev8upxeJyVyoSip647+ea5FLqSUxFo6MfYeQbFZ8a9ZitVr/ibRkKy3GjRAAxwimRY4kQaHGVJIqhtOTw0BqKv0UtH9Wl+5idJLzEDCoXL04jqCs1xU7x2g8YUuFHMFfyZM5+haZuPQGz2oUclZvx7E12q+He/xnCvDZRB+dwhtiYbtORvOP7gQmtncwjODk1okr5t1k9EVi1BjL86180GhxC5SpJysYs/zY1ly9jz+5X8/yEBPkM+8+b/obOnl19992FTzepnRdsNiUU3pWEE5ajUe5nrii40q0NcEGHKA70AYnu+CVZXgM38OuFrrx/XODUSf2kXsmd3EntmN+z0bEcrpWaCBgJuuvlBGRrOQIhdS1wntPkKstQt8HgJnLUCx5vdWzZXRTUgYGq638ghwTJKEW+zdTafbznv+5U0TNw1u7x/39cmKpYtBqNrOkUtmodkVZj/TQdWhwhWzp8NEjpWhwNHXuzi53onvRILFfxzCFjKfCMd4hlNr1AjdEEL6DJz3uLA/d7qUf5ncUFnhoncgPPWBeSAQcNPXFyrKtVPksg6r0GIXIyn2ZtrIOtvB3iAur5Pu1l6+/KHbSMT1rBsTl8ktZq6vGkkxolZQGOeqNxLP6v1lB2scIg12fBVu2N4L27pgqR8azN9jSXHacV6+htCdTwIQ+esrODaehTJOH6NMKZTIhR6OMvTKfvTBEM4FjTgXNtPfG6Iyj/N9LoyuHE4HDMlkYaNfAUuam/mFMrxjDayiCjw+Fy88vouV5y/G4RghZBGJ85tvPzjhucZGs6DwjpYEehb7aDmnBmtYY/GDLbh6s5sQc8XYnjNjDWTcLdj3Fi9DTVZmvRBhzhNh80XcJtiRjL0uRuRtYURQ4Pm+F8uJshkpMz7ZCl3kuuEwFKfBfLGl21N1tqlUcH+1F8MwePDOp+nrfG2Tb+S8DsXfPJtpTGU3zEYxolZQGs4VlB2siamwwbk1sLMPsbsfORCHJf7RhTQmRCgKnve9nsSRDmJP7yb8u804r1yLOo5CUCb89p6bcbkGeN97b0FVdaR8Le0tJXKx6/mriISm/6DFu/sJvnoApMR79hJstaUhESslBCXEJNgAj5L+bVKoKNb4Blbymx8/yncee5nLdx3hY++4gOpaPz3t/fzm2w+y+c8vT3neYjlahio4cV4NvQt9eFtCzH26A0u8+B5KOruOg00W9r3Zi24TLL5viOo95nAKRzJuvZUqibwlTPz8OJb9Fly/cqOEcq+TVEghgjJlCkUxnazx6mwVRWHThy7l0d9sPe34sqNVOErNqYKZEbXKhcjOGeVg9QTD1JPDOh2bCmurkIcGEUeDyKFEMmXQYf6PzTqvDjSd2JZ9RB56Bcv8OuwblmbVkDcpcjH+IjYbkQspJZHDrUQOnED1OPGuXYLqLnzO/3TSBPXheisdcAlwTlJvNRn5NrrjG1jBJW99Hd9/6EV2//QZPvH/2TvvMLfKM2/f7zlHvY001b03bGODTTOYakoCgRBCCwSypLAh2dRvd3NlN/vtt70lm2TTNoWEBEJLAiEhEHoJmGaKjXHBHZfpRaOuU74/ZNmasTSjkY6ko7Hu6+K6mPHo6IzmnPc5v/d5nt/z/WdLPn41hVbSq7D73A7izU463uqn483+mhpCFFvKYQCHVjnZc74b56DOCfeG8fRaz4Qjb79VQCd6cwRtpobjSSfORytjwT5ZxVWz301XOEa7Ups+0i41UROrdqtSiywW1E5kNU/Jv8Fa6PtZRgstaIgtM6hHUZXleMhameVgan2lUGuEgPkBDL8dNg/Ayz2wPAgh6wcr24KpKLPaiD34EurOTtQ93XiuOQthm7hxx1GTi0yPSD6Ti5apuyd8XD2tEtm0g3T3APYpLXiXzkUo1TcWKaVMMHW43woyLoH2Ep83K53FcrhshY0smv1M39aHpJvT+1NpoRWe6mbP2e0gYO6TBwnsr35vSinBUbPBzku89J7gILQ9xfyHIygpa/VbFQqc6flpYjdGMRQD98882N+uTE+q1RuW65VQk4f+wdr2UZVLpeZhVdvwAmrTexsZjOIPHfvQWKjPdjT51vUGE6OeRRXUTlhBfYoraAis4mlzgUfJ9GW93gfz/TDLW1q6oooIu4L76jOJP/waen+E+CMbcJ67bMLHGc/k4he/+HsO7JdomUC7lzocZfiN7ejxJO7Fs3HO6iiYYbPSwEnDgJgBcQNkMuJKLvMyqJTT1OJVc/jUP10zppGFWeIql9zgMdA9dMRetlSxZQBdJwY5tDKEcyDF3GcO4RiuXrajnODYu8jO9g/6QDeY+WyMaS/F68OCHYPkeUkS74sjdUt47/Ah91Rm86MhrqxLKaZII15vwT4sqK3hRTVF1umXrMAbcKNrOpJ8tKR3vD7bfOQKrVzL8EZWKz/1LqqgduWAMLKiod7EFTQE1sTw2OCUVtgyiNgRzvRlLQ2CYu15zUII3Jedgnqwn8Tz7xB7+DXEyrkwq/iAOZ7JxerVj3Bg/6VFHy95sJfI5p0IRcZ/6gnYgoVv3EoF2HyMt6OpH85apQGHyDgFmqmxzSodcbhsXPuF93PJjWfRta+P3/zgcd5/8zk4c0RqKQG2FIJtgSP2srmlJlBcYFZtEnvXthOe4SG4M8zM9T1IWuWyP6ODoqobJQfG/vm2jLgCTrh/mKY91tr9LRQ8DYdB7Loo6eVpbG/acN/nQaQqIwsb4qpBLalFFgsy95tW4bbRNZeu5LZ/vZ5tb+zhuQdf40OfvpDmKRPrs83H6DU9d808nsXWZBBUWWoprKB6caFS4goaAmviKBIsC2ZKBncMHbVyr4NFRZkawn3pahLPvo3y6rvEh5M4l84uqi8ra3Jx801/hyTpx5hcLFnyMk88fjaMY9Vu6DqxbXtJ7O1ECfrwrViI5LRGZmq8HU31cL9VMRbsJb1/GfX5ox0CBRBo8fHonX/inm/+gUMhJ2/oKT7z4bNoa/GXHWBLZXRmK1+5SW6Ajgft7Dq3g5TXxvSXe2jZOmRq9qdQuUvueSollKwaAtb/VeZe8BxSWfTgMM5w7U04cilU8qG1a0RvjqA36zgfcuF4zoGoQM6tIayKJxRw01nhwfVWpxJVDNk1v1YiS7ZJFevHWnv5Km79p2vYsmEX/3Xb7STjaZ594FXT32esNX2yi6188aOeRVWWWpYDwuQQV9AQWKUhRKY80G+DTf3wag+c0ATt1h+EK3mduC45ieHnt5Dcug+tfxj3aUuQHOMvhJkywUKZg/Gt2vVEiuG3tqMODOOc1YF70ay8c7pqTb5gm9AzToESEJDAVqEar1JKRwo5BP76+49x7w+epGtOEwmfg5ceep0d33sGYZHWn3yBKDdARxb46T1vClJKY8oDe7F1xsnNfxUK3hPpEahEMEw7Be9efnTBXn7XEJKFvCzG2plMnZgidm0UkRJ4/9eLsqsyD0gNcVV9am100ZtMWa5MEGpbKggj13yzhNY5H1zNJ//xat55eSf/9dmfkkpUJ3M+ej0dXbEA9Su6JquYyqUhrMylIbDKIeiAU9tgUz9i0wDGUDrTm3XYo9vsXUezAqSQZbQVc/C0Bom/8S7DT27Ac8ZSlGDhi7oYk4vpM/bxaIEgmh4IM/zmdgxVw3viAhxTWyZ83tXowxodbI3Ds60SBtgA3wQs2Es+hwn2YxVyCFz7wVP4+jNvoSsSrXsG8ffHK3G6phJsC6ALOLDCT88CL96eJHPWD2DT7dA28nfMF7yzx6gVkXaZjR/LGIrMezRC+1vJmp1LPgoFUEMySLw/TvLcJPIeGc/PvUjhymx+NMRV9THD6KInGS+rD2ugSmXepVKrLBaY4y6YrWJomdqEEIJ92w7yn5+5nXSyds6c+QTXeFULtaaYqobJRq3LAWHyiStoCKzyccqwqgVj+xBiXwQjnILlIXCY2wxeCSeo8NQmgoGVRF96h8jTb+A6aQGOOVPy/uzYJhcyW7acwXPPXwuMDKKGYZDY10ls614klwP/6iUovokPba5mH1YW7XC/lUrGft1tcr/VeBQTbD1+V0GHwJb2JoRhMG1bL454fdhfp5wSu88IEm1x0LY9wrSN4YIZN6sFvN3nu+k8KbMBMvOZqKXE1VgBVPfqxG6Mos5Xsb/gwPWQC6E1+q0aHCUY9DAwUHsnwkptstW6VBDKLxHPrWIAaJ/ZwikXLK96GfhYjFe1MBblirDse+Sac+TDanGlklhJWMHkElfQEFjmIAlY3IQRsMOWQXilOyOymiZgqVdlsgFTCfnxXbCK2MvvEN+wHa1/GNfK+Qh55O71WCYX2R6s1157HwMcfZ2hakQ27yJ1qBdbWxDv8vlINutfcsEWH319kcwcNDJZK0eVbd+KCbarL1jGn33tyoLH6O4NM31rL3IFDSHMJNJiZ9cZQXRFMHt9P6H9iVqfUlHoMrx9vZ/ItMwDwCnf7scWt85nPlbZhzpLJXpTBMNt4P6lG/vrlVuzjndxVetZWPVOpTfZal0qCKWLrHxVDA6XnWu/8D5LCax8FCtoClUsTPR9suYcxzNWEFZQ3ZhQbXEFDYFlLlPcGbOLjX2woRcWBsBnNUPmY5EcNjxrTyTx9m6S295DG4zgOeMEJPfRcsSjJhdfQ5KMESYXGUY6CWrROMNvbEeLxHAtmIFr7rSyhhxnqXSZoGEYJNIqhk1CJiOulBr9CQsF20CLj4999QpOu3gFe7Yc4LG7XuCDt14wIsAmEinu/8+H60JcGUDPfA/7V/hxRDUWPNuHK1wfGbekT2LbB31EpirYwxqrfjBomR43Tc8E0nwB1MAgtSZJ/PI40qCE53+8KAcrEw6Od2FlJp1qvK6NLsrpw6oWtcxiQWkiq1AVw3iDhOuJ410UmYHVhBVUL2sF1RVX0BBY5uOzZfqyNvcjtg3hbbZjzHMekxGyGkIIXMvnIof8xF7dyvATr+M+bQm29uCRn8mUCQrAyNuD1dGRGTSc6u4nsnEHCIFv9RLsLeYs8pXewTQMg0giRUrVsdsU0tEkSg0DLcClN57Jh289n9apQfoODdLb383VN34Ih8vOvd98hN//9Bk0VWf/wDAf+ezFtDf76e0a5L5vPMJ6i+9cAmiyYN/qAAMz3QQOxJn9yiCyahGFMg6DsxS2X+7DkGHRb8I0v2sNC/bxgqhhM4hdFSO9OoWyRcH9Sw9SvNFvZXVCATf9Q+UN1i6nj9eMeVjl9mE1NXvp74tUbJPNCqWCcPS+Lcb8Yt11Z4w557BBA6sIK5j8WatcGgKrEtgkWNGMsXsY+65h1HgvyqIQwmn9j9s+rQXZfzLR9ZuJPr8R57I5OBbNwOMJHza5ONqHlc1iZQcNR2M+nIf2MLx1H7Lfg2/lQmR37VyrJoKq6UQSKTTdwO1QcNoUBqPJmgbaNRcv5xNfvfxIZqp1WpDWaUEO7unhGzd8h4O7ezCAgQ4v9+18jwf//Ad07BrAlrKQZd0YJLwyu9aESPgVpm4K0741YrkBvPkwgAOnOdl3thtXv8biB4Zx9VvDgj23HFC2HSuatJBG7OYo2hQN5x+dOJ5wIoxGv9XxQCX6eCcjVhFZMH42a911Z3DL1z7Ers3vMW1u+4gqhmrNOWxgXaworOD4EFfQEFiVQwiY62dYNvDviqJu7EFeEEQKWl9wyD43vvNPJvbaNhJv70brH+acv9zEaJOLo5tmOqtO+gOP/PsJqF0DGB3NBJYf28dlFmaXCSbTGpFECiHA77JjOzz3qNY1+dfctu6YunoAm13h4O4eNFnQPbuJWMCJty9G674hpPpI/jA41cmeU5sQusH85/rxd1vHEGIsVLtgx/s99C9y0LwlyfxHIsgWSFwVY6+bXpwm9pHMA7bndi+2rZVz7mqIqwaFMKNMsNKl4lYVWXA0m5UVVxue3sw3v/gLTrvwxCOzEGs157CBNbCSsAJQDz86VlNYQW3FFTQEVsVJN9lQTmxF3daPtrUfY7oPabrXlH4kMyhkvSsUGfdpS0iG/CQ27aTV9844Jhcv8ZQawnbyMmJ+X8XElZllgoZhEEuqJNIqiiTwuhzIeTzYaxVkW9rz15w3dzSRdCl0zgmiOmRa3hvC3xOrm+zPwWU+upb4cPenmLN+AEesPjJusWaZbVf6iAclZj8VZcqriZp/5sUEUkMYJNclSFyYQDok47nDg9xvrstploawmvzU2q69Wo6ytd5gyyW3ZHAwpvLhW9aOEFdaWuPFP7zREFTHMVYTVXB8Zq1yqVpjkBDiM0KIrUKIt4UQvxdCtBf4uS8LIfYIIV7K+e+8ap1nJRBOBWVZC6LVhb5/OCO01NqXFAWDY9ulCyFwLpyO9+wV3P6ZS/jWtR9A1zOPlIYx+mcNzvvrbhxzp4IQ9CZTeY5oHXTdIBxPkUirOGwyfnd+cVWLB0WbQ+Ha29ZR6Om9u2uQ/QubMSTBtO19BOpEXKl2wY61IbqW+GjeFWXh0711I656F9vZeFMA1SlYek+YqTUWV4MxdUTWqlBA1V060VsiJC5OYHvdju87vuNeXNUyFjX73XSp5fVRdarlzbPrUkt35xwvZkw2gi2+EQ+JtSbY6ufSG8/klq99iJeeePuIuGpw/FJsLKgm/TF1RDxQlMpLDauJK6hSBksIcS7w18AqwzB6hBB/D/wEuCzPj7cAf2MYxl3VOLd8VMJOV8gS8rwmdK8dfc8Q6sYelEWhCR0j1OShazBqyrDhiaC0NuFbt4ozl/4YQwekPIOG7TpTZ+2HVyo/VLLcRue+rjhDsQS6AV6nDcc41vHBFh/9vcNVyWItPWUOt3zlA3TMaOadDXuYt3QaDufRUq5kKs13H3gRJZLCt7WPRFrHWeMSlmLoTKfZuq6VtFNm5muDtOwu7yGzWhgCHnMMsv0KH74DaRY+GMERqd3myER2KQcdUSKfH0Zv0nH9xoX9RQeiArKw2ruU5VBvsWg05RpdWKEPK9jspbcvUlaZYKXNLnKp5vqfjzUXL+ea29bR0h4gOhzHG3Cz4bmt/MttP0NNayUPJm5Q31gxYwXV32izUkngaKp1Z14L3GkYRs/hr78F9AghAoZhjB5u0AL8tRDii0AM+IVhGD8a6+C6bmDUgfOYEAK5w4Pw2NC296Nu6mHvFOvOysrF25zgxHU7kZWjn/Nok4tY3Do3eT4MwyCZ1njyoT2AIOC2o0yglLGSpYLegIsbPn8xZ192Ep37+vjn237GO6/tPhJcm9sDdPeG+e6v/sTLD29kVk8S0eQteTBlNemd7eLOwUFkYOHTvXgGLNC0VAQpt2D7FT7C9ggdGxLMfiqKVCNtNdFgmjo5ydNzNmOEDbzf96HsrQ8Ldps3iWSr6Idc0Vh0vFBOmWC9UotS8dFGR96AG03TeeXJzfiaMtnEYpwGG0wOsqM3wFqiCmqz0WbFrFUuwhhd61WJNxHij8B9hmH8JOd7fcD5hmG8Nepn3YZhxA7//0Lg18CPDcP41qif+xTwKQBf89RVq6/8K845uZkpTeZkd1RNxybKT2sWOk4imualR96jZ3+UeStCrDx7ClIRD/uqqplyXlk0TUcp4njNzT/G53sKSTq2XELXFYaHz6ev7xMjzlPJU3JnFtrhEsti30NVdV57vpM924eYMdfH6rVTcDgnViqlqjpmZbrnzJ/F6tNW4vG6SSaSSLKEIitseusd3tqwGU07WvZxaCjFY9sGSWsG7zuphWmjzltLZz4Lq00CUA2DJyIR3kokmOdx8n6nB7dksZMswHtSkvtdfcSFwdX2dhb21+bhRcvRGvlcAUejo/NWx152hrroSAVYvXseTq0yu/zZKmfTyj98XUir7wXgYwvXbzAMY7U5Bz5KJWLR4X8/Eo9aWlpX/fO3v1fwHMqNLWW/vkAMCfgUhoaLK4crNm6MdQ5Q/Pqd9xwOX4Bf/+9/RFYk/s/n/7bkYxWDeiTmmHdMf7OTcF/hks2rb7gCr+/YsszIcJT77/rtka+zMQCqFwf8bW7C3fVRiZBLPZ53Ng40tbsZ7i+9xLcS5Ha7FIoF/pCDcL+5RlaqntEucoXKD7PHv/XW60uORdV6ahDA6EJhlTw9YNmAdvj/twsh/gX4LJmdxtyf+yHwQ4Bps+YaUU3nD+u7SbQImgPl14n3mVgi2D8Uyzsc0pjuZ2Gbi+2v97Jr5zDywhDCMfZDf38FSgQHiphtcs3Vm/OKKwBJUvF4nuY3vzlnRBZroMwykPEYLLJERNN1huMZC3aXXWHNumk8cffekt5zwIRSkTUXL+eMm085sivpdDnRdZ37vvcEv/v5C0d+zgCGgnZ6W53Y0jpTDsSYdkY7T9y+7djzOryLCdbYyUy5ZHatCRIL2WnfMsyH1rbw5Pc31vq0xsUAOk9ysOcCD/YhnaUPDLPw6mk8/r23xn2tmZRS/qH7daI3RdBCGo5nHKxpW8xTt283/dwqUQKy/JbX6VhxEIBt958ArDft2KMwPRYd/vcj8WjW3HnGPdv7C55AXzhz2FLjS7ZEsJyBw/niyGXntvL7Z3oKvGIkxcSMcY9hQnwY7Isw0JUg2O7k8V/uKetYxZA1vTArk7Xulknf6roAACAASURBVEV51/MsH/tU/mvE7XHXPA5ceNuKqq+LZlAv550vBox3vVSbYmPBhR+Zbdr9WY2sVdZDIFjme1RrO3k/MDP7hRDCDTQf/v54yEB4rB9QFIFtkRvhlXH2GCS7Exh6fZQMrjh7CvLCIEZMRd3Ugz5kTbvq++7/Cj/92T8VNLkAndWrqz9zI7f+Nh8pVWMomkTXDXwuO26HrWwHx3Kbnq/NY78uSRIXXHXqka9VWbBzUYDeNheeiMr0vREcqcKlU7nNrYM1bsoOt9nZemELCZ/C3Bf6mfb2MJJFXDPHQlNgx6Vedl/kpWl3mhV3DOHpqV4DebZZeTCmHvl7Fiuu0vPSDH8xjDZFw/1zD67fu5Eq2G9llriSFI1Vn1/P1DP2I9l0nvrCJex5bL4pxy5ARWNRMTT7y9u4CwXM6w0uh55keWYbZpGuYqzPXvfVMr6IhPN/xn1do6tZM4yOA7WOBQ0mRm4MAOuYVowma2IRbPFVte+2nsQVVE9g/QK4QQiR9Z3+DPDC4Sbjc4QQTwghZAAhxCdz/r8V+CvgZ+O9gVAEylwnySCoYZXEgTh6uvZOfcUgNbtQlreALNDe6UM7GGGs0s1yXKDKYfWqRzGMzCVzjMmFotHRsfuY11TSTXCsmyxjwZ5mOJ5CkgQBjwO7Ur57WrkBdtHKmTR3FLBfP2zLnrJJ7JmfWVSb+pN0HIwhF3kpZxfkWgRXA+hc5GXH2c0oCZ3FT/TQdNBa5QyFSAQkNt0YoGepnRnPx1j862GUZHUe3MoJqAYGibMTRD8VQcQFvm/7sW80P2tciYAaWtzDhd9/mJZlPfRvD/HYpy8lHa24aUHFY9HxgFluguXGh1r0XmTvgUqLrLPevwKP34mujVz8k/EU933viTFfm09oNcSWNSkkqqwsrKC6hkb98RT98RRNzd66EVdQpRJBwzCeFkJ8F3hWCJEGDgLXHf7nEDD78LlowFLgdSFE9sns24Zh3FvM+wghSDVL+J12kl0J4u/FcHY4kS1QMjUewm1DWd6KtnMQfW8YI5JCntd0zDypSrlAjde07HYPsWTJy8jysTv6hUwuKu0mmGX00EndMIjEU6Q1Hbsi43WWn7XKpZQhlN6Am+v/4kLOvfxkNFVDziP2+rqGiHgVujvcSKpOW1ccb6S0oFhoOGWl0BTBnlOaGJruIrgvzszXBpE162eRAQbm2tj+AS/CgCW/Gia4q/ImHKMfdkoJpobdIHZtlPSKNLZNNtz3eBBJ62etAJqXdLP6Sy8B8Ob3V9P1+lTTjj0W1YpF9UCXmqi6I20uZsaHKrSSH0PWXRDMKxnMsubi5dz6dx9k86u7eeHRt7jqU+fT3B6gr2uI+773BC/+cVNx55izrlQzHjQYGzPW/2pSS6fYesta5VK1u8wwjG8D387z/QeAB3K+/kK576V4FKTpbhKdCRIHE9hCdmxBcx+yK4FQJOSFQfSDEfR9w6ixXpRFIYSrsn+mYNDDwMDYom31qkeBQmmUTHngc89fa/q5jcfooZOqlum30g0Dt8OG0yZX5O9e7BBKIQRnX7aS6z93ES6Pg4d+9jyH9vXysb+8dESZYDKe4ie/eIbOaR4ccZWOgzFsZTpjjh5OCZUJrHG/wq41IZIemWlvDtH2brQu5nIZwHtnuth/pgtPt8aiB4ZxDlU2622Wta7WqhG9OYLepuN82IXjafMt2CuyUykMLv7h7wAY3u/jze+fQqx7ZFAbr+y3XKoZiypJpxovuQ/LrI06M9wEe5OpsnqxFFtms2r0Rls1KGWzbTxOX7eUT//9h9j6+l6+8X/uJpVM8/zD5fcM5YsH0BBb1aDeBFWWyS6soHLiCqoosKqNZJdwTXeR7E6S7k+hJzUcbU6EbO1HPyEE8jQfwmtH2z6AuqkHeV4TUnNtLXE7OnajKPn7URRFY8mSl3nttffltWovN4COR3YmikeRiCTSCAF+tx2bXJmBqlnGm48yfW4bf/aVy1i8chZb39zL7f/2Ow7syjSRq2ntiP16X9cQP7jnOX6/aRf+wRQt3XEkE3dkKym0BqY72XtKE5JqsODZPny91h4wnSXtFLx7mZfBeXZaNyWY+1gUuUIVNGbPK0ktSxG7LopQBZ4ferHtsI3/oglQqaCquNIs+7M3jnz98r+uRUuNvA4rLa6sQrmzFsudh2UGxWzMjXsMk7JY2T20ehdZp5y3hNv+4Sq2b9zHf33pLlJJ87PphbJa0BBbZlKvogpqP9twMogrmMQCC0BIAke7A9UpkepNEd+fKRmUxnHqy9KlmuckONHdRingQJzYira9H237AMbUNNJMX82ycPfd/xXOXnsvy5b9CSGOzsA6Sv4sVjXKBA3DwNB0IqqGIkv4nHakClrEj6Y/pnLZlScdGQbZ1z3E3u2drFizgHgkwf/+wwM8//BbI/rqXvzjJl784yYSDpnOaW5UWdDaHScwVLnyNDOFliHgwHI/3Yu8eHpTzFnfjz1RHz2P0TaZrVf6SPkk5jwWoeONpOkZt0oEV0MySFycIHlBAnmfjOcOL9KQuW20laqv904Ns/K2V3E1x9hyzzL2PTkHcj51Kw+LnMzUukwwixmbcKOrGaqJGSJr1dmL+Ow/X83OzQf4zy/eRTJR+VLlhtgyj3oWVFkawspcJv0dJITA1mRHcsgkOxPE98dxtDlQfGPv+jb73UfsdMul1N1G4ZCRl7ag7x5CPxjBiKaQFwQJNXnoMtmuPRj00DOG9W62Bysrqoo1uchSqSyWrulEhmJHFJ/fZa+qCA22+Fhx6lw+/tXLcR7eOW3paKKlo4l3NuzmW1+5L3N+eQgHbPS0uZA1g+n7ojiT1XGsK1dopR0Su08PEmlz0PpuhGlvhU3NuFWS7qV2dl3sRUnoLPtlGN9B89JWlQywukcndkMUdaGKfb0d14NuhGbedV7JwNpxygGW3vwmWlzh1W+sYfDd5pHvbfFhkVam1mWC48WNoo5h4iZctpqh2lksGCmyYGJ9WSedtZDP/es17NlykP/4wp0kYtXP5I4ltqAhuHLJZxhSj4Iqi1WEFUwecQXHgcDKIrtknDNcJDsTJLuSaAkde0t1H8ZLQUgiY3bhs6PtGkTd2Iu8KFj18xirB6uQyUWWSmWx0imV6FAMwzDwBFzEoikGEumqB9dbvnTxEXGVS+vUYF5xpQvobXMRbrLjiqbpOBSviSHE6ICaZaxAGgnZ2L0mhGoTzHp5gOZ91rBqHg9dgj3ne+hc5cS/N83Ch4axx8r/zKuxa6nOUIneFMHwGrjudeN41WHasSsZWIWss/Cqd5h94S4G3g3x1v+uJjk0clOoIa5KxwplgmZi5iZcLUoF4eg9VEw2a83Fy7n6hvfxsVszVTLdBwb498/fSTxa+1Eto9exfILreKHQ713PgipLrYUVVD9rBdURV3AcCSwASZFwTnOR6k2hDqUzfVkdTqQKTYI2E6nNjXArqNsH0N7uxdbugtbqlXaM1YNVbZMLwzBIxlLEIwkkWcIX9CArMnanveolIja7TEt7/oU2a7ueS1oRdE51k3QpBPsShHrNL08rhfEaoA2gd56b/SsD2GIai57vwz1UHwE36ZXY9kEvkWk2pr4cZ9azMUSJ2qqaZSAGBqnTUsSvjCHCEt7veFEOmLdkV9Ju1+5PsOLW1wgt7Gfvk3PYdv9SDO3oOtsQVuX3YZmFGWWC5ZpdmJ3FGuyL1Exkwfglg2suXs4nvnr5CKOjphYvK89cULRDYDXJJ7g0/dj1sJ6zXGMJyMkgpnKxkrCCyZW1yqV+74YSEULgaHUgOyWS3UkS78VxdDiRXZU1RDAD4bVnrNzfHcDZGSeZNLBP9SNM6jcaq9zjvvu/gts9xE0f/b/IsjaiB2s8kwvIXNi9fZGydygN3SAajpNOprE5FDx+94jfv5olIitOncvNn1tXMAs6ehhkzC3TOcUNQtBxIFqyBXslyVcmosuC3jNCROZ58B9MMPuVAZR0fdQEDs1Q2H6FD80mWPjgMC3bJlZ6MxhTj3mQqEawNRSD+JUxUqelULYpuO/yIMXM2Qiq9ByTpnn9rPjzV7G5VDb+6GQOvTJ95Ps3xJVlMKtMsFyzC7OxisgC8lq5X5Nn2LzDaeea29ZZUmCNJtjqR7ZJ45YV5lJr8ZU9t3zCMMtkE1KjOd6EFdROXMEkFFjNXjedkRgdjL0rqPhsSHYpY+V+II69xY4SqKyVezn18lmETUJeEkJ/bxjtQIRkQsU+swnJXnmBuHrVowhRuyyWpmpEBmPomo7L68DhdhT8e1UysLZ0BLjpsxew+qyFHNzXx2/vepFLrjoFh/NoX18iZxikAQyGHPS1OLCndDoORLHXwRDsYKufpFti58ke4j6J4BuDNG0Mk91nrnXAHAsDOHSKkz3nunEN6Cy9O4y7b+wet0JBd/SDRKXRgxrRm6JoMzQcTzhx/tGJMMpflyofXA1mnr+bRVdvJtHv4qVvnkHkwNHPrWFkYT6hgJvOoVjZccWM4fVmZLHM2ITLYgWRBfmzWS3jDJuvR8ZbI3PL0GtFPmE42bGCqMpSzc21WgqrLNZ9QqoCkkPGNd1NsitBqjeFltBxtDlGZETMchI0s15eCIE8009E6LgPxkns6MMxI4DsM6c3I1+gzJpcSFL2HEa+ZjyTCygvgKYSaaLhGAKBt8mDzVH40q1UYLXZZS679jSuuPEMdN3g7h8+wyP3v4qa1nhvVw/XfvJcmtv89HWHuf0bf+SZP7xF4PDg4KjPhjecoq3TXAv2SjLUqrB7pRsMmP9alEAPUKCUMIsVRFfaJXj1cyEAQtuSzP9DFCU18kO36g5memGa2A1RDMnAc7sH2zvlX7/VCLCyXeWEj77F1NMP0P1WO5t+cjJq/OiGQyNrVRgz3WpLwWpZLDN7sawksiCTzVqwdBqGYeTdHBxd9TCZqPXaerxhJWGl6sZxJ67gOBdYAEIWOKY4SQ+kSfeniKf0jJW7XTLVSbASaD4bzvkuknuHSO4ZxNbuRWl1l5WFKxQoyzG5KAfDMEhEkiRiSWRFxtvkRpLHL5Uy27J35enzuOkv1tExLchLT2/hzu89RX/P0UHDLz65hRef3DLiNZ4OP3uDErpDoqU7TmAgZYl+q/EwgEMLnBxa4MQ1pDLv9RiO+Mi/fb5gaYVG6HhI4o1PZkxgml6L0f67YfJdBVYL9oYwSJ6XIHFJAqlLwnuHD7m3vKy0qle+HBDA3Rph5adfwzstzLsPLmbXHxZkfPwP0xBXhTErxphRHWEFKmGIZBWRBXDiqXP52/++nvBADJfHMaLqIZlT9dCgQalYSVjVqhwQai+uoCGwgExGyB6yIzkkkl0J4vtjONqdKB7rfzw9skrb/BCp/WHSXRH0eBr7dD+iCBEyEcwyuZhIFkvXdaJDcdSUit1lw+1zTVg8TjSorrlgyYhM1CP3v8LSk2ez6swFHNjby798+W7e3rB33ONEXBLdIRnJAN+7YfSoirBAdmc8VEWwe6WbcJuN0P4Us96OIRVZzTiWaBmr7t0s9n2kicgiB3JUZ9r9Q8yIOI9k3KyM4TSIXhdFXZbG9oYN9/0eRKp0KV7NANt6YifLP/46hi7Y8O3T6dvcdvQ8GsKqKphVHZE2yitbNsOyPYvZYz2sILKmzgzx1a9fRyql8g9/cRdTZzZz299eisfrpq9riPu+90Rd9F81sB5WElVZctd/uQpGclbJWuVi/Se+KqJ4FKQZ7oyV+6EEetAGirn1XGbuNGZLO4QksM/wo7ptpA8Nk9jRj2NWE5Kz9D/v6DLBck0uRjNeAFXTKtHBGLpu4Pa7jmkILoaJBtU1Fyzhk3/5/iO7iq0dAT762XWk0xq//P5TPPLr19DUsR9CDGDXdBsIgTOp096rorhcDETLG0JZDWI+mZ2r3KSdEjPfjtGyz7yMWyXr3g0Be09XiCzK/N1Ouj+FI1L74anFoHVoRG+OoId0XA+6sP/JgSjxUx8dZJVKBjVhMO8D25j/ge0M7Q3w5vdPIdF3tMytIa4mhhXKBK1CpcZ61FJktU1t4qtfvx7DMPjnL95NT+cQPZ1D/Oqe33HftzOiysqxoYE1sbqwqgZWy1rl0rijRyHZDlu59yRJD6Sx2UEPGUgmOPVVcm6JEAJbixvJpZDcN0RiRx/26X6UpomLubHKBIUoJDAmlsUaK4AmYyliw3EkSeALeVBspV+mEwmq137y3BElG5D5XIeHYvz+3lfGfS9Vgr1TM+LKntKZ2q0eeVQez7a31vRNs7F3mRslZbDwpQjeweoMPS6XtBNe+UTmGm9/W2Xuc+miM261JrUyReyaKCIh8P7Ai7J77OHnhah2kLW5Uyz/xOu0Lu/mwAszeOeuE9HTmXLGhrCaOFYqEyzXst3KWSyojchqaffzN9+4Hptd5h+/8Es69w+M+PdyBhQ3OP6woqiC2qz9Vsxa5TJp7+ROxncSLISQBPY2B5JTJtmTZKg7ir/ZhWyzppV7blCUPXZc80Mk9w2Rei+MHlOxTfGW1JeVm8U6anKRyeiVYnIxmtEB1DAMYsNxUvE0il3BE3AhSeXvwhfbj1VonlWwefxFLGEXdDYrCANCgypNkWOf8sey7a0VuoD9J7jomeXA25dm7hsxbKn6cOHonyWx87zM9eMY0pn/TLrGZ1QchmQQvyxO6uwk8m4Zz8+9SMMTv85rEWh9M4ZYedurOAMJNv/iRPY/NwsQDYfAGmPG5p2iWCe+VSqLBUevz/7Dx6+k0Gpq9vLVb1yP2+Pgn754N/t39+b9udEDisEa8aGBNcheE9kCGisKK6h+1qqSwqonGS/7GJPyDm72uumLlBdshBDYAjYkh0T8YJxITxxXkwO7u7Rd5kqRzwFK2GQcc4OkDw2j9sXQ42kcMwOICQjE0VmsfCYX2TJBVVX41a+/zNqzfoXbFS6qTHB0ANU1nchgDE3VcHocOD2FLdhLYaz5WB6vg6s+trbga/u6C9vLGkDYK9HbJKOoMK1bxTHOjCirZLNSDsGukz1EgwrtuxJM25YoeQBvNTGArhNkdp6f+VuuuDeBt6cOThzQfTrRj0bR5qrYn3fg+p0LoU+wr7BGO5hT1+zjhBs2korYeeU/z2Rod8ZMpJG1ModalwmahdWzWFkqnc3yN7n5m29cRyDo5l++fA97d3SN+5qG0GqQpX9Uz3K27Nsq4qpWm2rVFFfBYHml0407dxxkp0wyJPCEJeKDSbSUhjNQ+sO/WXNLxkMIgX2qH8ltI7U/TGJHP/aZAWTPxAJJNouVz+Qi+xHIsspll34Pjycy4VlYvckUASSiQzEMDDwBN3Zn5URs7qIgJMH5l63gmo+fjcfr5O0Ne1i4bPpIZ6dEmnt/9EzeY+kCeoIyEY+MO67T1qciF/mcX+ts1nBIYddJbnRZMPf1KMHO+sj+qDZ4+daj987KXybw9NeHuFJnq0Q/GsFwGbjv8mB/o/h7sZZlIULRWHzt28w8dy99W1vY+MNVpIYdjayViVilTDDU5KFrMFpWmaBZZDfh6kVk5Rok9fcOY+gG/iY3//5X97Fzy6EJHSv3Hs/GCGiIrclOPlFlNY4HYQXliytoCKzikASeZieJ4RSpSBotreMOOYuyC68GYwVFpcmF5FQyVu67BrBN8aE0F+fGl5vFuu/+rxz5/ptvfp3vfmcvdvvRckGvNxMElix5mc3vnMnas37FY4/dMmY2qynkYejgIMMJFVmW8DV5kCtYppINpqpusGTlTG767DpmzW/jnTf38fP/eYJ9O7uPcRG890fPHGO/DpCWobNFIWUTBIdUgmG9JGuCatffG0D3HAf7FzlxxHQWvhTBFa2PpqWET7Dh5sw1HnhPY+lDqTrJuBmkzkwSvzyONCDh/ZEPubO467zW9faOYJyVf/4aTXMH2P3ofN59YDGGLjWyVhakkj2+E8WsLFYlSwWzmCGyRhsktbT5MQyD3961nq0b3yvr/BpZrclNPYgqqL2wgvrIWuXSuEuLRAiBy+9AscnEBhNEeuK4gw6UMQbeWgXJacM5P0TqvSHSh4bRY4et3Is07hjtKPjhq/oRo55ss+WCspzm4otup6mpd8xslqHpxHuGkRIquk3GH/SYWhJYiAVLpnLBhWcy989n0tM5xDf/7wO88uy2I/+eb57VaKJOQXezAgZM6VVxJ8p7yh8dQCsVPDUZ9p7oZmCKnaZDKWZviiHXdmxV0ew8x0bncgU5aTD/qRQtO+tDFBp2g9hVMdKrUiibbbjvdiMlxt+YqbWwAph53m4WXLkFhMGb319N1+tTG8KqwphRJmgFswuzqWQWC0aKLJh4X1Yhg6Qz1y3lvh8/Z8o55hNa0BBb9Ui9iCqonbCC+sxa5TKp78xyjC5yafa76QpnAp/NpeBV3MQG4kT7Ejj9duwe24TFQSUGQ44VFIUsYZ/VhNoTJd0VJZFQccwKII0jEPM5Ci5cmMA2qoov++sLAU1NPQhBQet2LaUS7wyjpzUczR5iqkZfKl3RAOpwKFxxzalcdtVqhIA7fvA0v/7lerwTMNEwgAG/zEBAxp7S6ehVsZlotlfJbFbCI7HzZA8Jr8S0rXHadyXrZujx/lUKncszn8WK+5K4huogbQVozRrRm6PoHRrOR5w4nnIijMKfuhVEVQaD2RftZNHV7wDwp6+dx3u7HUBDXFUSM8oEzchi5evrLYV6ymLB0eu6lGxWc1v+So1C3y+H3LWhkdWqD0YLKqj1Gj8+k11YQWWyVrlM2jvSDKOLQsg2CW+Lm9hggkQ4hZrScDc5i84IVaKUo5igKITA1uZFctlIvjeUmZc1I4Dsd4x7/Nws1l/99UyaQ3aWn/hpzl57L0uWrM87hFiSVE4/40H8vv4j5YLpSIJ49zBCErinBlBcdhxgaq39mecu4rqb19Lc6qOvZ5gNr+zklDPm09zi4/mntnCg810eeWgHqaRKP8XtVmoSdIcUYi4JX1SjZUBDqsBzfiXKQQbabew50Y2kGyx4JYq/rz7SVqod3l1np3+uTMt2lflPpesm45ZekiL6kRhCB8+Pvdi2F+4rtI6wArsvyXnf+CMA6aiNP3x1DbG+zPrQEFbHF2ZlsUZXQJTCRAbUl0spJYP93WFaOgLHfH8sgyQzaPRqWZd6ylLlYgVhBfUvrmASC6xKIySBO+gkFU2TCKeI9MZwB13INmv0ZY2F7HPgnN9Mcu8gyb2DKG0ebG2FS/QKzcUCxjS/kCSDxYteBWDV6kd4/IFLSQ3FkZ0KrnY/Uk6/lVm7lGeeu4hPfe6io8OC2/1c8oGT6Do0yN99+W62bznERR+aBhQfSJM2QWeLgipDS7+KP1pav9VEMENoGQIOLHTSNc+Je1Bl3utR7GWWM1aLaEiw9f12kj7BnOdSTNmo1UfGTRgkLkqQvDCBvF/GfYcHeeDYfisriaosno5hzvrHpwHofG0qT39zOSBqVm9/vFJumaAZRkpmZrEKxY5SqHSpYJaJWLkLSdDXc6zAGssgqRIUElvQEFzVoF4FVZZal39PlqxVLo27bgKMDnxCCBxeO7JNIjaQzIisJic2V3Efa6davs9+LhNxgJLsMs55IVIHw6jdUfRYGseMAEIpLBDz7UTmml8UymYJAScsXs8r7hO4+KbHefzpjxOPH/vQacYu5XU3rz2mFh5AkiS253FyGk9kDbsleoIykp6xYHdWeUbUaKGlFtl6lLYLdq90M9xio2VfkhnvxOtmAG/PApkd59uQU7DswRT+Q/Vx4rpLJ3ZDFHWxiv0VO67fuBHqUVloRVGV5aTPvELbyk6SYTt/+p8VdG9pnrRlIVbGLDdBs7BaFqsapYK5FLMJd8sXLmLR8hm8+MRmFiybPq5BUjUoVEYIDbFlBvVY8pcPKzjBVnPdr6a4gobAKpqxAp/iUPC2SsT6E8QGEthTNpx++5h9WVZwfBKSwD7Nj+qykT40TGJHH45ZTUiuYwVKMTuRY1q5KxrXfOoefL5hTln96JhW7qXuUjocCi1t+Re55tbCi1++IGoAvU0yYZ+MM6HT3qei1PA5f8Tu5DgZrWhAZufJHlS7YNbGGC376yMroEuwZ42NQysV/Ac1Fj2awm6dZ80xUaepxG6Oovt1XL9yY3/JjkBYfldTSDoLrtxC28pOAB752zXE+52T0iWqWpixBWMFswsrZrGqWSqYZSwDjI/8+XlccPlJPPiLF7nvJ+aYWZjN6DVndHYLGqJrLPKJKbDeWj4RrCSsYHJlrXKZ1HdVs9dNZ8Qco4vxkGQJT4uLxFCSVPSwlXvQUXUr94nOMRFCYGt2I7lspPYNktjZj32aHyWYPzCPNd06N5vlcg1y043/D8WmHn4f8Psz9eiFzC+gtNknQhKcc8EJXHPTmQVFbV/PsUEll9wg6vfa6WxWSDokAmGN5iHrlKflDhocXXNvAL0z7Lx3ggtb0mDx+gjusIkuHBUk5YZtl9gJT5WZ8qbK7BfTdZNxS65OEr8qhogKvN/zEd4KUY5+7lYNxLn9Vu8+MYPX71yCP+DH0Vy9c2hkrY7FKmYXWayUxcpSrVLBLPkMMD740TVcdt1p/PE3GywrrvIxej0aneGC41dwTUYxlcvxKqyg+uIKJrnAqgRj7SwKIXA1OZHtaeKDyYyVe8iJYs8/8yYUcJM2rPEUKbttmb6sfUOk9ofRY2lsU3wjjDuyO5FpfexzNnSDk5b+jtFDinKt3E8/47e89NLlXHThT4+ZlzURkbVs5Uw++olzmDW3le1bDvLkIxu5/MOnHDMs+J47nh/3M2hq9hJXYJ9Hx5AE7b1pvHHr9izllg/2JlT6TvISmePE35NmzpsxlLR1zz2XcIfE1vfZ0eyw8LEUrdvrQxQaskH8ihipNSmMrTL67U7CkfoIxh2n7mfxdZsACB/0sON3p+E/tke/Yky2rJVVsVoWy8xSwWqLLDj6ULp23Qlc8/Gzee7RTfz86oMxwAAAIABJREFUfx6v6jmYTb71Kl+WCyaH8FL1yS+kcrGCqILqr/m1ylrlUv93SxUpdmfR7rYh2ySi/QmivXGcAQd2t1KVOU9ZStl1FIqEY04T6c4Iam8MPa5inxVAsuWYUYxzseppjVjnEFOm7S1YLigELF70Cm5XmKlTd+WdlzVevf20GSFu+PjZnHzqXLoODfLNf/09Lz2/HYDOgwMjXATvueN5XnhmW8FjQaasJ+yEfjfYdAnXviiplAElDp6sJu7pPnYvtRHzSTRtidG0OUYY6wdDAzh0osyeM204hg2WPpTC01cforDfkUJ8Io6Yo2M8ZifwYjPCKcA6o4MKYBA6YycrbslYsL/wHxcQPhCs6hkcD1krM0aEmGF2YUYWa6JVEYUwu1Sw2v1YWc65cCmf/uLF/OnpLfzbPzyIrhklDyi2KoWERq7wKiRUahl3Cgmn0UxGITUaKwkrVc/E9WoKK6ituILjRGCZNQ9rIsg2GW+rm/hAgsRQEi2l4Wpy5BVZZs/EKmfXUQiBfYoPyW0jtT9M4t0+HDObkL0jA4hhHPsgnI4miXdnFuB77/4rFHfmNYXML2bO3HpkXtbmd85k7Vm/GpHNyldvH2hy8+EbzuD8S5aTiKe488fP8uhDb6KqR4/9wjPbxhVUuehArxeiDnAnoTUCks9T0jyUahMOCnafYAMBczelaeqTIU8JIVhLcGkK7DzPRs8iheBujYWPp1As3Co2InAvVJE/mcSQDdx3B7FtMXeeXaUY0uJcc3tmt11LS7zwH+uIdps/p6cQx0vWyox9NDPNLsyKL1YtFawmp521gFs/dyFvbdjDD/77MfxNnrIGFNcbucIkt1w9S75yw2pSjHBSxjDyqnesIqqyZO9PRZGPm6xVLtZ54qoQlZiHVezOoiQJ3CEnyeEUyUgaTdXxBJ1IOTe4UsEerXICohJwIjkUkvsGSe4ewNbhRWlxI4RAUUaWPBqGQXIgRmoghmRXcHf4R2S9CplfZDWaJKlcuO5nhELdebNZvckUU3xuLv3gyVx+zSnY7QqP/f4tfnP3eobDiZJ+vywpCbp9kJYhGIVAgiP9VmM1N9caA+icKXNojowzajB3s4pzVDmjVZ2k4gHB1vfZiTULZr6UZvprqmV63ODYXVBVz3yWBgapM6MkLowjehU89wSRewvPt7IK/fEUnpYYV/7bCwAM7guy/hvnZ3z8q8TxkLWqBFbKYlm1VHC8knWzWLl6Nn/xl+9n+5aDfOOfHjqyqTe6PwusFSuqyfGQGbIiVhVW1VrvrZS1ymXSCyyzmejOohACp9+BbJeJDSSI9MRwBZ3YnJX96M0IiJJTyVi57w+T7oygx9LYpx/e8RaCnmScFsVBvHsYNZbC5nPgbPEdM3A51/wCwO0e4qM3/j8UJZ15H8kgFOo6ks3KNcAItXg5aeUsPn7L2bS1B3h1/Q5+eftzHDowWNbvBhC1Q48nI6g6wuDKs/GWr7m51mgy7FmiMNQiE+zSmLlNRR7nGWM8J6lqCa7+2RLbL7QjDDjhdymC+2rbg1hMLb6iSBh2ndiVg6hLEyhvO3E/2IRIWXsnVNUN+uMpVt38Dgsv3Ec6rvDaD9fQs3lq1c7heBVWZhgsTdYsltmlgmCOc+NYLFk2nS/9zeXs29PLv//9gySTx64bDaHVoJpYTVRBQ1iNpmoCSwgRAr4F3AhMMQyjs8DPBYAfAUsBGfiFYRj/XK3zrBQ2p4K31Z2xcu9P4PDZcXgzu99mDIYsRLkBUcgS9pkB1N4Y6c4IiZ39cLieVqQ0wof6EZqBs8WLze8sqs9s9apHyRTmHYsk6XzhC5uB/Uyf/lM0rZmOjgDbt3fyb//2ew5u6yr5d8miGwb9bhhygSMNbRHGtWAvdihxpelJp9m6ykbSKZj+rkrrgdIcDqtt3atjsPc0hf2n2PB06yx+JIVzuLr9VqU2NoftMSK39qKHVJx/9GN/wYOwVM5tJEcDr8Gq6/ex8MJ9ALz49QuI9VRnh9nK5YD1FosmWxYri1mlgsrhagmzTS/OPHcR1928lpY2H4YBA/0R/vVrvyEeG7sssSG0GlSK7KYZWEdUQW020qpRDtilllchVc0M1j8A95EJamPxLaDPMIylQggvsF4Isc0wjF+V8+Zm92GVEvRkRcLb4iI+lCQ5nEJLaSTTldvBNysgCiGwtXqQXDaS7w2hx9MM9mrM9sYxJEGq1YXfX3ygHGteliRpDA3dDYDH83UWLPgOjz66kdt/+hz9vZmm5nKCqCbg4Y19DLnAl4DmKEU/KmcXtP7DzdXVDpr9bRK/6O3DkAUL30rjHTJPoEzESQomJr7STrjb0cP+U2y0vaMy99k0coWMAseq/y+lfCV9QpynZm3EiIPnjmaUPY5yTq+i5O5otky3Y7/gOywEDrw6k7fvPRk9XZ3lvg6yVlWLReXGncmexTJLZGU39swSWWeeu4hPfe6iI260QoDX5+TEk2cW3d/bEFoNzCB3XYeGsKpW1qpccQVVFFiGYXwWGDPDIYSQgA8DJx9+TUQI8RPgeqBgUIumNaLJFG67Le/xze7DKifoCUnganIg2yUSQyl+u74T3ZNZxM02uwDzHKAAZK8d5/wQbBWoKR3JbccxM8DgcOHZWPnILRnMb4CREQ6dnT9l1qyvsWrVbH5y+3Nl2/MmFejyAkNJWiLgS074EED1s1mGgP3zZHqmK0y3KQRfiGCrQm93IUEykUbmeLvEoStdqFKCeU+l6HineGVVSrO0WT0AhmSQWBcmdVaUUNxL+gcepHD+cQu1JF+ZiG/qICfdkhlLoKVkNt55CsVvI5ROucFWCJ1r3v8SiaSdX91v5pmNpJKxKBcz485kzGKZWSoIR6+73r7yN+Kuu3ntiFEfAA6HjetuXjshAyVoCK0GE6eQqJItYNBRq+qEagurUFP572G1Hqx2wA3syvneTuDm0T8ohPgU8CkAb/sUYqk0rTaZ900J4VKOfRBS9SZsmHdxqloTNlHe8boGkjz1Vi+JvgQXLAsxu91V9jHzoapNAKYde+sGN7IEV/3ZAoQQaFomC6eUcPxp0/Yfk83KYhgae/f+IwsWfIf3XdJ++LvtR5qLFam4h0bDMNhyKMYLOwbxOGSuPK0dl0kPnJqqT+hcJkpE0/jtwAA9qTSrPG6umN1KtMXCdns5vCkP83ulD7chc6tzKr5TBZxa/Otr5faUkFO8PHU7YU+UuQPtrE0vJnpZuibnUois7S2MDLqibSti4TOgOnC9ez2Rg21c9KHqnctoA5xicdhinL3yXqa17mDbvlPMOrVyKDoWwch41NLSyo3TQ0Am7gBlxp4QqqaXvX6r2thxoMkj88HTipky3YyqaqbEE03LvF8psSPLpo12ZFmUFSNG09KWf6Ompc3HRR+aVtIxc8nGDV/QzoUfmV328WqBP+Soy3O36nnnrqOQX0wFmuymXH+lUM46HwgoOfdnCe99eF6sXEFTOODIXNrc3+/h75Z+PKsJLEEmfZFbN6fCsdHJMIwfAj8EmDVvnuF12NkbTfDDHYfwuxzY5JEXQHYn0awywWwGq5xdRYArzujg3hcO8czGPnQFDLugw2a+pXy/SVksgL7BNM1NNh5+tvfI97I7kRMv9/jykf/71jcvYseOFeh6ZgfBMFJ0dv4Ur/cLPPLoyN6rgSJ3KXWgzwMRJ7hSEOzTcCF47DcHJniehRnMmcdi5s5kJCDYdYINXYHZ21SM7gGiHwnw+C/3mPYelUCXYPfp0LUYAgdh4TMawQ/JPH7fnlqf2rio01PEru3HsOu4ftNE35sy0Y+kLfGZj1UqImSdxVdsZPaSHfTvaOGNn53OuRe2mXqdj8asncw5M7r58scfpskf5X/vPp+n1i8DfmnCGZZF0bEIjo1Hd+7vP/JvfWWaXYB58aZ/jF7fD57WzIMv9xV3nMNZLDNiSumxI0Nff4rmkL1gjICJZ7M+8IFhWtuPHWHQ2z1s6j11weVT+PVP3wXqL6t14UdmW2JdnChWOe9SSv8u+tC0iq7p+TBjnX/fJe3H3J/FUC3bdTOzVrlYTWD1kAli04F9h783E9g/3gtddhuKLBGOJxmMJfA67LjsR1P8VioTzMXtkPE0u0iEU6SiaQzdQJN1ZMl8pW7WHJN8mFFT/+KLX6K1dWRPmmFovPjil4CLR75fEeWC6cMW7CkFmmLQFK9MoZTZToMG0DNNYv88BUfCYMFGFVe0PgbwJj2w7XyItMK0jTBzA4g6OHUDg9TqGIn3DyHCMt4ftSJ3WsOCfTy3KIc/zso/e4nQ3D52P72AbQ8tx9Art9NnZonIuadv5uNXP0N42MX//ebV7NxX+i6nyZQciyqBWfHGLEMlK5cKHjnu4WuzlLLye+54fkQPFkAykeaeO5439RxlRTqmtxfqT2w1KA4r91ONppZGRbXoszJbXIEFBJYQ4hzga8DFhmGkhRD3AJ8B/loI4QI+AXyvmGPZZJmg20U4kSCSTKHqOl6HvShnu1IptzYeMr0ArkCmLys2kKQvEqfJ7cReYrlNPsx2gMpHuYHSMN7EMFKjvpfCMN5gtMCCsUVWzAY9h9eE9jC4q1DhZYYJhibBvkUKA+0ygV6N2VvUihlCmM3QFNh2LhgyLHoSmvfW+oyKw1AM4h8YJH1SHGW7A9evg0jx2ta6FxuIg/N6OOljLyE7VN742Wl0vjGjoudlVlOzTVH52FXPsu7MzWzcOoNv//xihiPVHQY/GjNjUS5mWLZnMSPegDn9vmb29waDHnoGoqYNIB5x7Jw4AcVls7J9VtfdvJbmVh99PcPcc8fzE+6/mgj5erWgIbbqmdHrOFhbVMHxIaygclmrXGousIAQMJvMuWjAF4H/FUJsIJNw+DXws2IPJkmCgMtJNJUmnkqjajp+l+NIRshMN0EzHZ4A7C4bsiIx3BtnKJrA47TjsiumCUQzA2IhygmUo+dlFfV+o0SWAQy6Mv/ZNGgfBluVRy2VKrQSLti11EbCI5iyS6VjX2kW7NXGAA4ug72rwTUEi54C91Ctz6o49CaV6PX96FNUHE97cTzjQ1RxAO9oip9tYjD7nB0sumIjsV4Pr3z3bCKdgYqdl5luUc1Nw3zp439g/qwuHnx8Fff8/gwMo/bN25gci8zGzCyWGYYXWcysjDDLVXA0pWSzXnhmW0UFVSFy7/uG2Kov6lFQQe3HatRCWEFlxRXUQGAZxsinF8MwHgAeyPm6H7i6nPcQQuB12LFJEsOJJAOxOH6n0/QywUog22R0l0BKGkQTKVRNw+dymJqFq2SpYJZKBcp8ZEVWTyqF3mwnZgdPEloiBRomqsREhNZgs8TeJQoYMH9jGv9AHdTVAaoNdpwF/XOgeTfMfx7kiZv/1YT0/ATxDw9gCHDfGcK2vbL3RCEmOjBStqssu24DU1e9R+fGqWy68xTUZGXKGc0OvMsWvsfnP/YIiqLxXz++lFc3ziv7mKVSjViUi1mbe1bLYpldKljJ2FFKNquWjF4PcssIoSG4ak29CqostRZWUL0+K6hO1ioXK2SwKobDpiDLEuF4gqF4Ao/dhmEYpjbiNPvddIXNCXhZskHLrylEk2lULY7f7UQxwUGlmqWC1RRZnhY3vYqKKgwcQxqtqmKZ7M9YQssADs2W6Zyt4BrWmbs5jaP88QtVIRaAbRdA3A+zXoGpb1fDDLx8DGGQPCdC8txhpG4Fz90h5IHqLoWl1uK7W4c5+ePr8baH2fa7Zex6clHGx99kzA+8Bpev28D1l63nQGeQr//kUg71BI/5qdydzMmEWZt7VsximV0qWA2RBaX1ZtWasbJb0BBclSSfmIL6ElRZGsKqOkxqgQWgSBJBt4vhRJJoKo1dkTmkRpkiqvtBTxghCCsaIcVJOJZgMBLH53bgsJX/J6tWqWC1RFZU0uhXNCSgPW0jFk3Th/UC52ihpdlg6GQP4ZBE8yGNGe+qSFUuZyyV3tmwY20mW7X0UQh01vqMisNw6sSuGkBdlMT2pgvX7wKIdHXynOU2OLctO8iJN76CoUm8+v219G033xCiEoHX5Uxy2w1PcOqKnby4YQE/uPsCkqmR92Y1g20tmYxZrCxmVUZUyvTimPcxcW5WLRi9fjQEl3lMJjGVxQqiCmojrPj/7J13mCNXlbffU1UKrc7d05M9yTNO47EHjAN4wV6MbYJJZh2BhY9gwsKS/LHLsh/sLizLLiwYlrQEAzbB2NhkgzHghCPOM+OxJ9iTY+duZVXd74+SZjQadbe6VVKV1Pd9Hj2tUCod3S7Vqd894VJ/cQWzQGCBmzLYHo1gZXPE8wdZVlW/rkgxXjm8AoUZxrBl0t3WwmgizWgiTSziEIuUX1B5utQ6VbDWIkuhGDJtxi2HiCPMyVqYCJEqFySuNV29bSRisHWFwo4KvetTLO1vhNiPGyzZ/gLYswbaDrj1VpFgZ90ewp6XJXH5IE6XTfTXnYQfiiE1jrl50jVKFKtesYGVFz7N8I5uHrv2LFJD3jqLWjnfRfMHuPrtv2HenBG+f8uLufXOtRTHOeuZe+83QY1ieZkq6KXIqlXTi6M+q8HSBieiEsEFWnSV0oxiqpjZKKzAv6hVMbNCYIErsmLhEJZhMJJMcZAk3SpCi1Q/BF43uyhQ3FK3qzXKeDJDIp0la9t0tEQxqljc1muHOBG1Elk2iv5QjrShaM8ZdNnmERfLQXaaA3Ng1zKwssKKjZDdmWWw6PWgOsB0DDafC6PzYd5GWP4gDRNxy5ySIPmaESQltF47B2tn7cbYy1a8odY0a//2QeaccICd9y3nqZvX4uS86y5aS+d71trNvOeNfyCVDvGpr76ejVsWH/H6bIlalRKkKJbXqYJep5/XK828NG0QguUzZkK5885EoguC63e8oPg75xw17brXRiMoogrc33BhoeBmTgcsx6wRWAXClklPawuD8SRDpMkomw68aeXudRSrQGGGsT0WwcoYjCczDI0n6YhFCFXRyr0e9VjgvchKiUN/KIcCerMmrU75MQharr0jsHspDMwV2kYUy7aClQMaoGvUWB+se7V7f+XdMHeLv/ZUijIVqQtHyZwVx9wWJnZjN8a4dwIFare2ScfiIZ7/9vuJdKRY9+PT2PXAck/2C7V1wIbh8MbX3MtFL32MZ56bzxevfSVDI4c/Y7YKKwheFKvAvpx3tW9epwrWu2ESNJfQKmayc1NpA41SguKLSplIMBZT/L2L1x5rJorP6RAMYVXANI2m6g5YKbNOYAGYhoEAMSzi5Mji0K2imFWIrFpGsYpnGFvyUbjRRJrheIq2liMXVJ4J9egq6IWzVCjGTYch08ZSMCdnEa6gvXMlixLXmkwYtq2ERJswd49iwa7yDSGC1qJXAU+8DhI97uPlDzSOuHLabRKXDWIvyRK+r5Xo7zsQp/qJlHp0jlp85nOcdMljZMai3H/NuYzu7PFkv162Wy9HZ3uCD7z1t6xetZvf3X0K1/3sxdi2K2hnUzrgVAQxipVV1Yeja5EqWG+RBc0vtMox1TmsVICVRoL8ohnFUqUETVSBPxNoQYpaFTMrBRbAnPZWBsYTdKkII6Q5SJIeFSEs1c1u1zqKBRAq1GUlU4wnM+RyDm0tM4vC1StVEKpzlg6KQcsmYTq02EJvzsKYRv1McUFzzqlvC/SxdldcKQOWbVZ0DVX2vnJiq+DU6iG2bBOefdFhcXX6DyDkvz+tiNzSNIlLh1BhRcuN3YTXz/zirNyFRK2cumHZnPiGx1nyoufof2Yuj3//TLLxSFX7rFe6yKple/nw226lNZbmf667gD8/fMKh12Zz1KoUr6NYXoksr2gWkQWzU2hNROk5r1kjQY1AkFIAC2hhdTSzVmAViIlFSAmDpOknRacKE2Nmi/vWOopVLLIMQ+iMRYmnsyTTWXKOQ0fs8ILK09p/wEVWVhT9Vo6sKDpzJh22MePmBIeEVh2iWQo4MB/2HgORFCzfDNEZtmAvODLTcv+/tY5sjc2Bda9x7y9YD8v+AtIAS3MpFJkXxkldMIoxZNL6vV7Mg9OL8Pq1tkm0O8Hz/s/9dC0dYuvtx7PpNydX1YI956iaR6xcFBf81TrecvHd9A+38dkvXML2PX2AFlaT4UUUqxapgl50FfQ6/dxPkQVaaGn8pz+dOXROD5qoAn+EFdRWXFWbOj3rBdY+EsyXGH2qhSHSjJAhg0OnCmPMMGWwFlGscsXIIkJbNEzINBhLpPN1WVHCM6jLqlc9FkzPWSYMhwErhwB9WYuWClICp8KyTLp722rantc2YMcKGOkRugYUxzwHpkcNIaZafBKqE11Di2HjBe795ffDgo0z3lVdUWGH5GuHya5JYT0VJfazLiQ9+fFSSQepgqitJb3H7WftWx5ETIdHvv1CDqxbNON91XN2MxzK8o5L7+CcM5/mkfXL+Or1FxBPRnU64BR4vei9Fz6nsM5iEFu3g/8iC478PfUXnXe12NLUgtJzeeHaxW+0sKqMWS2wip2cIUKPijBOljGyZHHoURGsabZyr1UUq0A55xcJWZhtBqOJFCPxFK2REC0zaOVej/WxCkzlLBWKEdNm1HIIOUJf1sLrpYNr1WkwFYXnVkE6Cgt3KPr21XYBXq/WQ1HA/W9z78cG4YQ/QnTMKytri92bc1uw9+WI3N5O5J62o6KcwWzHq1jxsmc47lXrGd/fwaPfeSGJg+3T3ku5XHyrigY4lTC3d4SPvP03LFnYz423nsktt53BgVQK0FGrSglaFKsWXQWbTWQdskVHtTQeE8SaqmKaXVjBYXHlRdr0rBZYBQpOTkRoJ0xIGQzl67K6VYToDFq51yuKVcAyDbrbWhhLpomns2Rth/ZYZEZRuHqkCsLEztJGMRDKkTIUrbZBT86s2XpFXncaHO52I1eGA8c+De0+CJRygmGiDlEF4ZULw+aXHH5+za/AtGtinudkT0iSuHgYsQX72x0kNodJkD1qu6DVC1jRLGuu/AvzT93DnkcXs/7HL8DOTO9c41cu/tqTtvH+v70NFPznN1/D7Y/NA1wnqIVVZQQxilXA61TBZhVZUF5ogRZbmsoIuqgCfxsU1avOykthVWDWC6xyTi4qFn3KYJA0g6RpUw7tVB4RqmUUq3htrFJEhPaWCJaZI57KMJxPGSykflS0/zrWY8HRzjIjDgdDOWygJ2vSNkELds/tqDKapYA9x8DBBUJsXLFsM4SPvsb3jYnExeDAOKleYfcrLLJtMO8um671DiP514PWmveIKJQo5MIExnlJ1E4L+7p2GDYDJ6TK0TZvlOe9/T5ic+Js/NkpbLtzFZXGOf10yCKKN7z8Qd5w4UNs3zOHf/76eezt73Dt0MJq2vS2xdg37l0Uy8uugo0isoJC8e9Qiy3NRJSevyH4ogqaX1iBt+IKtMA6RGmqhiUGfSrKMBnG8ymD3aryiFBvR4z9o7XpKAgTzzCKCLFICMt0W7kPjSdpb4kQDVf+r/ZLZO11UmSjBiYwL2sR8aDealp2zDDlI2vB9pUw3iHM2a9YuAOMBmgIAZB9fgs7TrcxM7D6TxbtAxHodV+bbFHK6eJVS9+CeHJabFKvOYi9PEXo8TYit/cgpnHI9iAzf+1O1lz5MHba4qGvvoShrX0Vvc/vzlGtsRTvf/NtPG/1du568AT+4/oXkslaWlh5QDOnCkJtanwLfiPrBG+184nElhZas5NGiFIV8Lt+tp6dAWsRtSpGCywmTtUQEbpUmDAGI2QOtXIPTaOVey1TBSebYQxbJt1tUUYTacaSaXK2TWu08lbu9RRZSimkM0xW2Rg5xXw7jFnTqqXJmY7QirfCtlWQs2DJVkXPQN3MrArHUGxfa7P/OIf2A8Kq+yzCqSPH3MtIkJctfe35aZKvP4BqtYnc2kv4yenXLPmBGA4v/+ItAAw918Nj330h6ZHJIwRBccxLFx3kI2//Db1d41zzw7P55d0n0t3dhpZW1RPUVMHJsiVmtL8a1PgWLgCVCu6M1kSNMTTNS1DO29NBCyvv0QKriHKziCJCKyFC+ZTBg6ToUmFiMnXr51qnCk41w2gaBl2tUcZTGZKZHDnboSMWxTCCI7JspRh0MmRRtIlJe9hicNj9Xn7n108mtBQwMBd2L3HXhlr1FMRq19vEUzJRxaazc4z3KeY/bbD0CROpoh14PcmcMkb6ggEkbhL7wQLMfdWtEVUvYn1jrH3Lg4ceP/g/56Ls8hHaoDnnF5++kasu+xOj8Qgf+PxF7BteQXe3ryY1JV5GsYJYjwW1EVmFZi6FC0S//cZklEa2ipdS0NGtxqVR0v5K8VtUgT8NLKD24gq0wDrEVLOIYTHzrdxTDJMhoxw6qSwiVKvFh2Fq51eoywqZJmPJQiv3CKEKO4zVUmSNOlnGlY0A3UaIlnxkMOhFzI4ByePCDPUJHcOKJVvBapCGEKN9DptflMO2YOW9JnN21qfGrVqU6ZA+f5Ds2nHM56JEf9mHkWwM27uW9fPCD90JwBPXn86eh5eW3c7vFMBSTNPmLRffzYUvXsdjzyzgf266iJFxHbOqBV5GsWqRKuilyIIaNFISCZzfmIrittulNVugBVdQaVQxVcxsE1ZQv6hVMVpglTDZLKIpQq+KMkqWeFErd3OSVu71iGJV4vyiYQvLFEYSaYbjKdqiYaLhyhZU9lpkKaUYVzbjylUlc4wwoZIxDKKz7O5tIxNSPLsgQ7ZN6NieY/l+P5MZK0eh2Hecw/a1NtFxOPEOi9hofWvcZorTkSP5+gM4CzKE7+skfE9Xg0TcFOd+8re09Li///U/ef5R4ipooqpAd+c473/rr1l97AF+cddp/OC2s3Gc2h8vxU53tuFVw4sCXqYKBr3pRYHCxeLBIbfeKyi+YypKf/tacAWHZhBUEAxRBbNDWBXQAquISmYRRYROwoSVwfChVu5RIpPUZdWy4cV0nJ9lmm4r90Sa8VSGrG3T3hKZtsiAV389AAAgAElEQVSqBkcp9jlp1x6EXiOMOcHnB81ZjrU57FhkAwZLd5jYO9IMkBeJAXZ+tqV49nSbgaUO3buEYx+wsHKNIFAgtzRJ6rUHUYYienMfoc2NEUExQjlOvvTRQ+Lq9n98Dbmke4wEVVSB64RPWbWXT1z1R1oiOT7/w1dy/7rj6vLZ9czBDzJBTBWsVdOLWqWfB813TBctuOpPOSEFwTtHTwe/OwEW45ewAn/EFWiBVZZKHFyLWFjKYIgUA6ToUGFamTwiVKtUwek4P0OEjliERDpLIp0lZ6fojEUwK2jlXnCKWTWzrk1Z5dDvuCexcF5cVSLu/I5mKRQH5jgc6HOIpmHJTotIVmCC4uUgOb5ku1tvlexQHPOEycKNRs3WFPMShSJz1giZlwxjDISI3TIXY2jquscgEOsd53lvu5/2hSNs/u1JPPDLY92iPdxjP4gO23XEikteto6rLn6IfQNd/Ou3L2LXgdq3ZdTC6jBBTRWE2jS9qHWNb2k790YTWgXKnTMmapgRJP8TRIrr3koJ4rl5JgQlWgXu+T2rnLqd34MgrApogVXCdBxcSAzmqBaGSTNKhgw2XRO0cq9lqiBMz/mJCK3RMJZpHKrLao9FiISmPhwKPxLF9Lo2JZXNsJNFgB4jTGSStMpy+OUobUOxc5HNWLuia1hYtNfEKJOeNtMW77VkcJHD1rNyiA0n3mXRub8xUgJVxCH1yn5yxyewnooR/e0cJNsYtvedtJdT3/wQjoI/ffVM9myYBwTXcRd+Ty2RDB9/x3286JTNPLB+JV+56XyS6do2EKn3jGYj4UUUC2qTPeF104t6iCygKYRWMeXOKeUiXQX89kf1ZKIxKBDU83E1BElUwZETZ1aFNf/VECRhVUALrAmo1MEZInSrCONkGSNLP0l6VBSrjICo9dpYMD3nFwlZ7npZ8TSjiTSxiEMsMvWCypblfrdKnKJSilGVI65sQgg9k6QETkWpo6y1k0xGFDuOyZENwcK9Bj1DU0d/JmrJW0/npkSxc43NnpMcWgeE4+61iCSCH7UCsOdk3Bbs3Tkif+wm9JeOhoi4IYqFL1vHqRdtYnBHB3f97+mEmEd3QNflKnbGq1el+eibf83CviGuu/Wv+MXdp1HposczQQurySlM8nklsiC49VhQvyVBii86GzV1cComEg6TCa8CjSLApvoeBSYai3pc7NeLIKUAgn/ndj/rrCajKQSW1ytgTDdNQ0RoJ0xYmQyR4iBJulSEFik/vLVOFZyO8zMNg662KGPJTD5l0KG9JTJlK/eCCJvMKdpKMeRkyeAQE5NOqaypxlTUI5o11Omwe4GNacPybSatyelHUPwQW9mwYsuLcozMV8zdarDsERPDaQCBAmRPiJN6ZT+SEVp+PB9rZ+0Xua6GgqMPxzKc/X8eZfGaA+x8dDnrfnE6oYCeWktnOc9cvYX3XfJ7sjmTT33n9azbuqRmn62FVeXUIlVQi6zDlNZoQfOJrWIqidhMd42uyVLtakkzRp+mQ9BEFWhhNRHBvAqYAfuIM9/DZS9n0tEpkm/lPkiaIdJklUM7R0aEarFOSTEzcX5uK/cwIdNgPJVhaDxJZ2sEy5x8pmcyp5hRDoNOBgV0SYiY4e2sUa2iWQ6KvfMdBnscWuPCMbtMQrYHorAOYmu822HTX+XIRmHFQyZzn22MmTplKNLnDpE9YxRjV4SWn/dhjAfv1FTuYmLpyVlOu/IeWjqSrPvF6Wx/aCW1jP7MhHKpI4bhcOUFf+b15z7Mph3z+PwPL2JgpHYLNs+mOisvJ/y8TBX0uh6r0UUWNG/64EyYrnAptJjX1J7CsZnL178HQVSB/8IKaiuu9ueqO2cG7ypmBtTycma6Ds4UgzkqyggZxsmSwaZbRY9Ii6tHPdZMRFZLJOSmDCbSDI2naG8JEw1P3lig1CkqpUgomxGVw0ToNUJHtWD3Ei+jWVlLsWOxTSKmmDNgMH9/bRpCTCS2YOaC68AKm+dOswmlYPUfLNqGGqNmyYnZpF53AHtJmtAj7UT+2IMEJOJWEFTFM7XF/7tFa5/llNf9hUwizH3ffhnDO+f4YudE5JRz6HdR7JA7WhN86PLfcsqqnfz+wZP5zi/PJWfXxhXMJmFVjBcTfl6nCnqdot4sIgu00NIEj3KRKtM0AiGutLCqjKYQWAVqEcWaSZqGiNBFJN/KPUM/SbpVhHBJK3f3n9jjkbVHMlPnF7LcVu6jiRRjyQxZ26EtOnm3v4JT3JdLETEMksohgkG3ESrb8MNrvHCO4zGHnYttHAOO2WXSVac1ooov2GfSitcxFNtOszlwrEPnPmHlfRahTDAEylTYi1IkX3cQFXWI/moOoQ3+zYZOttZJ6UytYdqc9MpHWXbWZvqfncujN5xNJh6Mi7Gp0kdWLt7H1W/6DZ2tCb760/P508Ora2LHbBVW4O2En5epggW8zJ7wun07+CeyoHydFmixpak9QUz9K8bPFO96NrAoiKvejuo/p2kE1py2GP0eO6ICM51BjEko38o9TT8pOlWYWL6VeyGKNdOW55UwU5FlGEJna5R4Kksy49ZldcQimMbEoqOzo4XB0SRJx6HdsGgT05N6q+kwk7RBhWKgx2HvPIdwBpZvs4j6JFAqWfukmHTMbcEe71Us3GBwzHqzIRbgVSiyzx8jfd4gMmoRu24B5sH6FVhX06I32pHgtCvuoXvJAFvvOZGnf38qqg4L8E5FuTTAI5deUJx/xnre/po7GRqL8U9fv4zn9sz13I7ZLKxK8XLCz+tUQa9Flpft28FfkVWg3MQdaLGl8Y6giyqYfcIKvBFX0EQCq0CtolgzdXDhfF3WEGlGyJDFoVOFD4ksqF3TC5j5DKOI0NYSJmQZjCXcVu4dsSjhMh140tkcY4k0ItAeixCPp0mQ890xTtUpyhbF7oU2I52KjlFh8R4TMyDpaVBecBXS1RILYN9LAAOOu8eiZ7f/F/mVoCyH1MsHyJ0cx9zSQsuv5iDp2tSKTSZOZ1I70Lt8P8+//F7MUI5HfvRX7N1Qu4YQlVCpcw5ZOd752js47/QNPPbMUq75ycsZT3h7kagbWByJlxN+tUgV1CKrcop/V1psaaqh9JwNwRRVoIWVF9RNYIlID/Al4E3AAqXUvgm2+wjwfqD49Y8ppe6Y6jNqFcWqNk3DEKFHRRgjyzhZsjh0qwiWGFgVLPBbLdU4v0jIwmwzGE2kGImnaI0ejjQopQ4tWGwaBp2tbpQr0mUFxjFOlDaYDiu2L86RjsC8/QZ9A8FfgLe7tw3TMkieEWbPCRlaxgz6/ujgjOboL7N90NruOl1ZkhcfwOnLEr67i/B9nZ6MuddC6mgUK87eyAkXPk5isJ37v30e4wc7PdjvzJjOeid9XaNc/aZfs3LxAW764xnc+IezcJR355xGFFb18EXg+qN9495M+HmdKliLOuBmFlkFtNjSTJdGiFIV8Pt8Xu+1rLxMByxHPSNY/wbciOvUJmMO8HGl1A9n+kFeR7EO73fmM4giQgdhwvmUwYP5uqwCtYxiQXXOzzINutpaGEukiacy2I6D7ShGE2kyOZtIyKK95cg6raA4xnJpHpsTSbYszyEKlu8waYs3RvQnZyluNPaz+8QMPbstlj0ZwQwJlFlrKWjrnuxtHST+1r2goOWmuVjPVnasV9IGuJadrMxwFjnhN5zUt5m964/hiVvOIpeevPFLLZjJIpILezfzufffgGE4/Mf3X8PDG1d4Zo/fjrhK6uaLwDt/NJPOtpPur0brMnrZ9AIOH1/7h92MhCAILdBiS1OeRhJUBfw+nzebsCpQN4GllHofUEldzhzgH0TkQ0ACuF4p9a1KP6fWUaxq0zSiYtGnDAZJMUiag6lMzVu3F6hGZBkidMQiJDNZHAcODGfozdm0RcNEw+XXtyoWWeCvYyyc5PZn4vysfwArpTh2d4hwLthRq2KefX6KUbE5ZkOYec+FJo3+TCU6KhFgk1GpOOtPZ5CFGe5btA1nr0X2xh7SwxZQ+Wf72Qr4eZfcj8zZzcbfrWXrPSdSzxbs1TjqpQsOcsELfsSO/T187vqL2DvQ7YlNfjtiL6iXL4La+CMvFyCG2jS98FpkQXAm7cqhxdbspJFS/koJwrncL2EFtRdXAKKU18v0TvGBIorJ0zJiSqlE/v5xwM3At5VSXyrZ7irgqvzDk4H1tbO6psyBshleQadR7QZtux80qt3QuLY3qt0AxyularcwF975ovzrzeCPGvl4aVTbG9VuaFzbG9VuaFzbG9VuqMIXBU5gldn+CuB9SqmzJ9nmYaXUC7yysZ40qu2Najdo2/2gUe2GxrW9Ue2G+theC1+U364hx71R7YbGtb1R7YbGtb1R7YbGtb1R7YbqbG+E4hMTGPXbCI1Go9HMarQv0mg0Gk1F+C6wROQcEfmDiLsKr4i8s+h+H/BR4Hs+mqjRaDSaJkf7Io1Go9F4RRDWweoBluHaYgOrgUdFpFCB92Wl1E+m2Mc3a2dezWlU2xvVbtC2+0Gj2g2Na3uj2g3+2O6FL4LGHfdGtRsa1/ZGtRsa1/ZGtRsa1/ZGtRuqsL3uNVgajUaj0Wg0Go1G06z4niKo0Wg0Go1Go9FoNM2CFlgajUaj0Wg0Go1G4xFaYGk0Go1Go9FoNBqNRzSUwBKRHhG5XkSUiMyfZLtOEblRRDaIyNMi8vF62jmBTX+Xt2W9iPxaROZNsN1HRGSbiDxQdPvretubt+UcEXlURJ4UkYdF5Kwy24iIfEpEnhGRp0TkByLi+1LmFdp+mogMloz1R/ywt8imkIhcLSJZEbl8gm2COuaV2B7EMX+XiDyRP06eFJH3TrBdRb/helKJ7SLSKyLxkjH/vB/2Ftn0qbzdD+V/p++ZYLvAjTloX1RvtC+qP9oX+UOj+qNG9UV5u2rjj5RSDXMDvgK8GlDA/Em2+x7w9fz9NmAd8Dc+2n0usAPoyz/+F+DXE2z7H8AbAzDWXcAA8MKi77AfiJVs91bgEaAl//i7wFcaxPYLgW/5PdYlNr0X+AhwD3D5BNsEbsynYXugxhx3baPPA235x4uAJLCoZLuKf8MBtP144Ha/x7rEpg8Dofz9PmAcWB70MS+yTfui+tmsfZE/tmtfVH+7G9IfNbIvyttVE3/k+xeb4WBM6NRwo3LjwHFFz30QuNlHe78OfKbocTeQAzrLbPst4EngYeBu4J0+2XwZcF/Jc48Dry557rfAVUWP1wIDPh8fldr+RmA78GD+9u9Au5+2F9l25ySOIXBjPg3bAzvmefuiwAiwpOT5in/DAbT9bNyLuvuBvwD/A8zz294i+04H9pWOZYOMufZFtbdZ+yJ/v4P2Rf7Z35D+qFF9Ud5Gz/xRQ6UIVsg8IAY8W/TcVmCFP+ZA/rO3Fh4opYZwD75lZbb9gFLqFKXUC4B3AH8vIh+oi5VHcoTNecqNY+l2W4EeEemsoW1TUanttwDLlFJnAq8AlgPX1d68qgnimFdK0Mf8GuAnSqkdJc9P5zfsFxPZ/jCwUCn1QtxZuAxwq4hIne07AhFZJSKbgduANymlRko2aYQxnwzti7xB+6LgEsQxr5RGGPNG9UcN5YugNv6oGQWW4M4qOkXP5fD3uwruwpXFlLVJKZUour8J+AxwaU2tK0+lNpdul8v/Dfx4K6WSKj8VoZQaxE0peLWItNTFypkTxDGviCCPuYh8Gje14X3lXqbC37AfTGa7UiqtlLLz9+PAR4ETgJV1NfJouzYrpVYB5wHXicjqkk0CPeYVoH2RN2hfFFyCOOYVEfQxb1R/1Ii+CGrjj3z/Z9SAg7hfenHRc0uAXf6YA/nPXlJ4ICIxoJfKbDKB0RrZNRlH2Jyn3DiWbrcENy1muHamTUmltpdiAikgXQujPCSIYz5TAjHm+ULb1cAblFKZMptU8xuuKRXYftRbcM/9fpxXjkIp9RhuykhpA4XAjnmFaF/kDdoXBZcgjvlMCcyYN6o/anRfBN76o6YQWPkuPX8QEVMplQVuAP4u/1oLbnrDT3008XrgjUVh878D7lVKHSy2HUBE3ll0vw9X4X/PB5t/AZwiImvytpyBO9PwJxG5V0RW5be7HniHiITzj98P3FKYGfKJimwXkctFpCt/38It6r5eKeVMsF9fyHfeCfqYl6XU9qCNuYgYIvIN4BjgkoJTEBFTRP4oIi/Obzrhb7j+VrtUaruIvEZEFuTvC/BvwJ1Kqf0+2b1GRC4tpIWIyCLgTOCxoI/5VGhfVBO0LwoI2hfV3MaG9EeN6ovydtTMH1m1NLyO9ODmQVq4IbwPAf8rIo/gKuSb8ccxAKCUukNEvgrcJSJZYA9QaB1aavtq4FERSeVf/7JS6id1Nhml1IiIXAJcKyIKdyb2lbg1BUuBwkF2HW549yERyQFPUT6kXTemYXsL8EcRcXBTee4CPuGDyVMR+DGfhKCP+SuBd+Hmhv9ZDqeCfxo3J78HpvwN+0VFtuOO8y0iEsJNV3sSt8DbL7YD7wb+IT+WYeD/4XYjC/qYT4X2RR6jfVGgCPyYT0IjjHmj+qNG9UVQQ38kAZxo0Gg0Go1Go9FoNJqGpClSBDUajUaj0Wg0Go0mCGiBpdFoNBqNRqPRaDQeoQWWRqPRaDQajUaj0XiEFlgajUaj0Wg0Go1G4xFaYGk0Go1Go9FoNBqNR2iBpdFoNBqNRqPRaDQeoQWWRqPRaDQajUaj0XiEFlgajUaj0Wg0Go1G4xFaYGk0Go1Go9FoNBqNR2iBpdFoNBqNRqPRaDQeoQWWRqPRaDQajUaj0XiEFlgajUaj0Wg0Go1G4xFaYGk0Go1Go9FoNBqNR2iBpdFoNBqNRqPRaDQeoQWWRqPRaDQajUaj0XiEFlgazSxERO4Uke/5bYdGo9Fo/EdE5ovIXhH51ym2u1pEVL3s0mgaFS2wNJoKEJFPiMg6EbnUb1s0Go1Go5kOIvI9EVFFt70icruIvCS/SQzoAeb7aKZG0zRogaXRTIGIvBK4CrgXuMBnc2qCiLxVz0pqNBpNU7MFWJO/XQkMAneJyMVKqWeBucB7fLRPo2kaLL8N0GgagHcC3wKOA7b6bItGo9FoNDMhrZRaX3ggIncCy4BPArcopUZ8skujaTp0BEujmQQRiQDnA78EXgTcN8P93CkivxKRC0VkvYikROQpEbmyZLtzReQeEUmIyEER+ZaIdJTs5wYReZmIPCQiSRHZKCIXFG2zQkS+kn8+ISJbReRDk9i2Dfhu/n4hfeRcEfmNiKwrs/3rRMQRkWNmMhYajUaj8R+llAL+ABwPh87/VxdeF5HufGrhsIgMicgXgVDxPkQkIiLXiMgBEYmLyC9F5PyCHynarlVEPiciu/L+7zERuag+31SjqT9aYGk0k3MW4AAZ3Pz0u6rY11rge8CngQuBTcAPROQcABF5OXA7sAE3FfHvcMXdLSX7eQHwE9yo2nnAU8ANIhLNv/6vwCLgo8CLgR8AXxCRV01g1wXAP+fvF9JH/pK39WQROalk+9cC9ymldlb+1TUajUYTQDK4qYJHICIC/AI4F3grcDFuFsfHSzb9CvAO4GO4vmQ3rs8p3pcJ/Aa4FNcvnYebcv+Lgv/TaJoNnSKo0UzO2cAjwJuAHyulklXsazHwUqXUHQAici+uyPqoiNyD66h+rJR6d+ENInIQ+JOInKGUeij/9LHAK5RSv8tvsxXYiyvafgF8XCm1o+hzHxGRdwAvxXVyR6CU2iQiu/P3i9NHfgkMAZfhppAgIgZwEa6I02g0Gk1jcw5uFKuUV+BO0P21UupOgLyf2giszD9eALwN+Gel1Hfy77tXRDqBK4r29UbghcBapdTGou3WAP9AdROXGk0g0REsjWZyVgPP4TqRLwKISFREfp5PwXtcRG4TkRUV7GtjQVwBKKVywI24UbK1uMLpayXv+TNuBO2MoufWFcRVfj/7cYXQ0vzjHXk7e0TkxSJyFe5vvXsa3xulVBo3UnZZ0dNn5/dz03T2pdFoNJpgICKGiCwWkc/iTvx9rMxmLwN2F8QVHPJZvyja5hxc3/KTkvdeW/L4b4A7isRVgbs50rdpNE2DjmBpNJOzELcI+PdKqWeKnv+6Uuo2ABF5H/Bt3AjRZDxT5rntuKmHa/KP/+xmZhyBkd+mwIYy+xkjL6BE5HnAV3GF2whuY44wM5tQ+T7wbhFZq5R6HDc98M68qNNoNBpN47BaRHKA4PqDnwGnKKVSZbZdAmwr8/y+ovtLAQWUpos/V/J4FXB8/rOLkfxNo2k6tMDSaCanC+ijaIYv74xuK9rmAeBqpiZd5rkoYAMFB3chUE68HJhiP+Cmzc8B/oRbQ3ViQRTmu0VNG6XUAyKyCTeKVRBY/zmTfWk0Go3GV7YAr8/f/0/cCFSUw/6nmNYJni+dqLOBUuFUbsmPn5FPNddoZgNaYGk0k2MAX1JK7Zpkm/dzZNrERHSWeW45sIfDM4VHtNGdAa/FFYVvVEodLHp+EeVnIyvh+8A7ROSHuDOWpU03NBqNRhN8DvkXEfkn4DHgH/O3UvbipoSXUtw9dhfudeT8/PYFFpW8ZxvQWaVv02gaCl2DpdFMgIi8BTd1b5mImCLyZRE5rmSbj+F2ViqXw17KWSLSW/TeCG5XpZ/jNtLYjbvmVqkdrfkuTJXQiTujOFr0/nPJFyVPQi6/bblzwvW4wuoTuKmSR3Wc0mg0Gk3joJR6ArgZ+HsRKRVE4C5Jclw+5Rxw649xuwkWeAC3RviSkvdeXvL4l8A5IrKq9EOKlyHRaJoJLbA0mjKISAzXaVwEnACsB7YppTYVbXM18Abcjn6JCnbbBtwmIq8Skb/CdW5twDX54uEPAW8SkWvz61y9WEQ+iFtz1V6h6X/G/V1/Q0TOEpH3AD8E+qd43/b83w+KyBUi8jeFF/Lt2O/ALVS+oUI7NBqNRhNsPglEKN8V9oe42RU/FZHX5pcR+R1FmRhKqa24DY8+KyLvEZGzReQzHBZhhVTB7wBPAHeIyNtE5AwRuVhEfgD8Sy2+mEbjNzpFUKMpQ14wFRZBvLX0dRH5MG4b2pcppYYr3O1tuLOC1wIdwMPAeUqpZ/OfeZOIjAP/D/gVbv77c8AXcJtVVGL3QyLybtzWt5fj1k1dmt/HZPwZd92rT+JGwEoXJr4JN12kklRIjUaj0QQcpdRTInID8FYR+ULJa0kReRn55UNw/dFNwP0cmVL4DuBzwKdw67bux+26eyuQzO8rIyLn4a4B+WmgF7dZxoPAN2r2BTUaHxF3IW+NRlMpIrIYt2vSs7jd+wBySqkXTPKeO4FxpVRDrlwvIt8CupRSpakgGo1Go9EcIr948J3AYqXUbp/N0Wh8oW4pgiISEpGrRSQrIqX5uYVtThORQRF5oOj2kXrZqNFUglJql1JKlFLHKqXW5m8TiqtGR0TacKNgpWubaDQNh/ZFGo13SJl1RXA7FT6nxZVmNlPPFMF34ubjPjDJNnOAm5VSRxX6azSa+pIvfF6Em264gSNb02s0jYr2RRqNd9wiIg/jLhpsAi8H3oebOqjRzFrqFsFSSn1NKfXfuPUdEzEHuEBEHszf/l1EKi3u12g03nIF8EcgBlyilHJ8tkejqRrtizQaT/klbgOkW/O3lwFvUUp9z0+jNBq/qXsNVr4W5RtKqaO6kYlIC5BSSikR6cEtrmxRSr2+zLZXAVcBRKKR0+YtWoTKN6yRKhcGV6r6pcULozrVfiwRcpP8DwovVWuPrRSOAqfwF1V0331eAQr3ucnIDLjLK4V7+6b8XEPc/4cBiLh/DQFDBIPDj638Yy/WdJ/q/2eagm1P/7hXSlE+G8IjKvgtmpaBnZtc5wwYWTIowkroxMJSNbS5QkxLsHMVjHnJJqlQhmQoSyRnEcuE8eQAmSZmSLCzFR4vVhppHYFMFJVsxw97C0xkt2Vl6GrvJ5VuZTxRbmm2OlNmiLbveK5fKTX1Caaaj/XIF+W3P8IfzV200H2+iv+/V36o0n1M5Iu88kFe7aN0XPbt24MA8+YvnNm+PPyJTnesKvVFhes0v/1PMZX4oiBSsS8KII1qe6PaDdX5okB1EVRKJYvuD+Zz3neKSEvxa/nXvwl8E2DpymNV+N/fBkB3rrsqG/rjCeap6iYq+8fdjt3zaZ1y2zct7uEHu8ovKzRwaD+xKfejlCKHIoeDjVN0X2GX89TKDV+aSjBUXuyovBAq+iu4FwmS/22Mx9NsueWr9MZCrHjV+90nJS/OxHXojiiUuH+dor+2obBFYRvu41KbREEoJ4RyEMoK4ZwQzuZvOanoYmVoKA5AX6Rlwm1e8fJ5/PZ3+6fc16F9DowDMCcSrvg902E4v/+elqn3f/6Vy7j9R9sm3UYJ7D8edpwGdggWrIdjHgcz574+1D92aNueWH1OAS972/H84dpnJnx96OChZbvoKrJJoUi/2ib9ShtrnUHs2xaSqa9oOf+9p3L7156oePuVl23n2Mt2seVHx7D1xiU1tGxyJrP7irev51WXbuWaT5zOw/dO/8LUK4YTuUP3u/sOL4ezfce/bS+3fb2Yji/Kb3PIHy1ZuUJF/v3tVfmi/rh77q/GF03HD0F5XzQdHzQZA6MJ5lnV7QNgcCTBfOvIc/vYz/6bOR0hVp3399Pb13CceVa0apsKVOJ7SqnEF9Xa/8D0fFCBSnxRJdTbH03li+pFsc+rlIs/eBq3fOGRirYtPp/6TT3GfDDvS7rneJtosH3Hx2bsiwIlsMpg4rYGTVeysRfiyisqdWpT7+dIp6SUwkaRxSGHc+hvrmTq3wBMDEIYkLHpkDCmEiwlrqiiMsFSzOBIAgshogyipkFrttK1b49GoRgYS9AVCZMzFVkLspY6dEu2OjjmEW8gkhdb0YwQyQjRjIFlH54lnomDm4ogiatKEQXzn4bebbD9NNhzCvSvgBX3gzzmOrN6CaupmEhYFRCE6K8sZEhIXZEj/sEssa+GMAqtuh4AACAASURBVOL+R+UmYsuPlxDtS7Pyyp0k9kfZe9dcv006ihu/cxInntrPO65+nGef6Waw37vfzHQo/M+HEzmGDo4G6qKghLr5Ij/EVTkaQVzNeF8BEFdT7jPvG6D2/ge89UGV4MdEXz2ZSkCV83dTYRqVv2+yzw/weXbG9MQsBhM5hvrHPBdZM8XXo1pEenHzd9+qlNqc7+j0O6XUsIhYwH8A109V+6FK84pmgBdODQ47tmoZGE8wnxi2csjkhVQGmyzOEd/WRAhhEMXAQrAwsDAw8qkEA6MJFlnVi73BkbyztVp4ruq9wdBwggVWFDITb2MbikxIkbYUmbAiHVKkwg5jRV/HtCGaFhi1CXUIC3KRySsrpmNjA4qrYkIpWHkvzN0MW8+Gp8+H9mOinHBfDrybS5gxBQdQicOI/NnEGIPE23PEP5yl9cshjJGgiixhw9dW0tKX5uT3bSF5MMLwUwFIxSvCzhl87TMv4NPfuJN3/cOjfPajL0L5mEraFbN8FVle+SKoLi1Qi6vyFPyPF9RCXHkprCC4USsvaDZhNZGQmYmA8pLJPr+czc0gugrH02D+GPNbaPl9dMeApRxeGbwF+KOIOLjZZncBn5hqJ4JUHb0C78TVTB2bUm4633A8iQL2k8AuklMhDFqwCOUjU8VCqhwDo95eRdd79tB0hJa00JIG4oeft0WRDitSYVdwxS2b3DwBMRgmRzgNrUkhljBojQvh7PQvehpdXBVjPzXG0qdh4Iww/WeHeWyZxfJ7svQ9Y/tSITQdYVVM6AmT1v8R4u/JMn51htYvhTH7gymyVM7g8f88gTP/80me949P88D/PZXkfu8u6rxg3642fvC1NbzjI4/z8jds5bc/XemrPcUiywc88UVe0EziyguKJ/eq3peH4qoWUSuon++B+oqrZhFW5c5Pfoup6VLO3tLv1ciCKyjRrLofFUqpc4vu7wQWFz3+LvDdetvkZ2rgWDZHKpslk7PJ2g5OvtDUwBVUrZiE84JqOgWuBecWxNSMajGVEEsLsTQMDaVoAXqjUZItikT+NtqmGOpyQ1mhLLTGhba4QVsFqWXNJK4KTq03atH7pMPiHWm2nBdi8/lh+lfarLwjQ7hO0ayp0gErwdps0HpNiMT7s8Q/kqH1SyHMfXVrhjotsuMhHv30SZz1X0/y/I8/xQP/cAp2MliO+M5bl7D2rH1c8vaNrHt4Lru2+etU63mhEjRf5JUf8iI93StxVa3/0eLKW/yOWjWisCoVHo0mpiql9Hs1uuAKgsgK5pVJHfEyNbASx6aUIpOzGU+lGYwn+PaWvYylMmTy4kqAubQwjxg9EqVNQoTFnFH3oCCmZgA1cXKGEloTBn0DJkt3WZy4yWLVFouFew1iCWGsTbFrkc3Tx+X47t797JtrE485R6WXNpODK+fUYsOKNbdkWH5PhpFjDB67MsrBlTOvpavIjoOj2Fk3s6orZlXtoKwdBq1fCIFA/MNZ7EXB7WSV2NvC4/91PLFFSU750CYOdYsJDMK1X1hLMm7x7n98FNMK7lg2M16mBlZDITW9qn1ocTWz/TaR7ykw1D/GUP8YPTGrYcTV0MHRI24Fn+WF72okSr9z8Zg0CoVjrjh6Wk9mvcCC2tddOUqRyuYYTaYYGE8wkkyRzOYwRHjJ3E66Yy30trZgiLBAWrFketGqUrzOe/fKwUFtxFU5BLcZRu+QyZLdruBa+azF/P0GUcPgYK/Ds8tsNh6XY+fCHCPtDk7+4rcZHNxkM4aiYOETNqfekCY6rNj08jDPnB8iVwOzCifj6RTnVoK516D1v0OQg/gHs9iLgysMBtd18cx3VjD3jCFWXrHDb3OOYnQ4wrVfXMuyVSO89o2b/DZn1hGUuqucU/1vSIurGe63huJqeGC87uKqIKygMaJWpeJhNgqqyZhIbDUCfoqsWX30eJGSMZFjc5Qik8uRztpkbDdVTQQiIYuwaRK23KjUab0dbEwOHsp7r5ag5r1D/cRVOQShJQUtKZNXnN7Hr3+/j/FWxWi7w1ibYrjLBlvROS+MOQgdw2B6eM1eLwc3HacWG1accnOaXadZ7DjDYmyBwXG3Z+nYW/0Xn2md1XQwDxq0fSHM+AczxD+YpfWaEOauYM4Z7bh1Pu0rxjn20l2Mbm3jwIO9fpt0BI/cu4B7/7CY11y5iYf/vIAdW4PVlKPZ8Vtcuf6nq6roVVDFlVfUQlzlcjZDA+NNMalXoFGElRcp67OR4rEqHsMgpxD6lS4YzKuROuBVaiAcdmxKKdLZHCP5SNVYKkPOcWgJWXS1ROltjdEejRAJWUdEqLwuKvYiegXeNbUAf8VVOUxH6BwzOGaPG92a82SGOf0Qb4PtK4X1z4Ntx8JIl7uuVDUEUVwVEAXHPJzjlJvTiAPrXh9mx+nWjL9z6SxgrTH6hbZrwpCG+AeCnC4obPzfYxnZ1MaaD2wmtjAAbRxLuO4raxgfCfOujz6K6eXsgmZCglB3VfA/IQ8uB4IorrzwPXoJkKlphHTAQrp6aeqfZmY0UlTLj0jWrBVY4FFqoIKsbTOWSjMwnmA0lSZn50VVLEpPawtt0Qgha/I6qiCJqyCvNwLep2cMD8RZnAqxeDusfhxWPqXo7YexDnjuOGH9Wti1BBIzGNogi6ti2vcrTv1Jmr5NNjvPDLHhtWEy0/y+pekV9cLoF9q+GIZsXmTND6Y4cLIGj//XCdgZWHP1U4yODjF0YMRvsw4RHwvzvS+dwtKVo7zqss1+m9P0eJUaGKSmFl4wm8SVZdSmC2q909GDHLUqTf/zOl1d0zhCq94ia1YeZf3xRPXiaiyBZCGUFYadFAARyyQasgiZlTelyDlO1c6tQFCbWnhFLdcbKSBA27h7W7QDRjsUQ3NgYC70zxda4oreg9A94K7BNRmNIq4KWFlY9Ycsnbsdnn1JiMcvi3L87zN07p5csAQh1cLoF1qvCRH/cJb4B7K0/XcYo04t3Kclkg7Ak59dxgs+s5UXfWwv6z63dFrv755b29S9h+9dyIN3LuT1b97EX+5eyN5dwViwsVkJQlOLqvfhYWrgbBJXtaq3gvpGrSC4wqqAFlT1oXTheAhe6mA90wVn3VFXbUpGLmOTTuQwku7FuBhCWyREJGRNuiZVOQp579Uym+quvGQqRycKOkfcW86EoV7FYB/sWibsOUbRPQC9ByBWZvgbTVwVEGDeRpv2/Q5PvyLM+teGWXp/jkWP5cqumVXPdMCpMA8YtH45RPxDWcY/kKHt82FPFyOeTAh1tYUq3s/AoyG2/GA+q/52H4Pr2uF3lddjTWSDl8Lruq+sYfXzD/K2Dz/BZz5ytq8LEDcr1U7yBWW9K6/rrqpFi6v6Ra1yOXfiLUjiSouqYFAqtApdhINCvUTWrDwCp+vYlFJkUzapeA4766CAlpBFS8jCMmfW4tqrvPcg1l0FoanFlPucpqOzbOg74N4SrYr+uTDYCwNzhdZRRd9+6BxyBUo9HF2tZw5jg4pTbkyz5aUhtp8dYnyusOpPWcxs/vMD6sjMPQaxr4SIfzBL/P1ZWr8QwkjMTCAUxEwuZx+6Px0hNRlbfzSf7pPHOem9OxnZGGN8e2XHdrnPHx7PHiG8qhVbI0NRbvjWat7xkcd5yct3cNdvl1a1P82RBKnuKkjiqlrfo8VVfTvUWkZwxFVQ/dFsp7QhRpCiWQWRVUtmVQ3WdGcNlaNIjWcZOZAiPpxBOQonAk4btEcjMxZXBYKWGtjMTS2KyeXc3L6ZOrpYHJY859ZrLdyhyIZh2yph46mwoy2NYza2uCpgZeH427IsvTfLwLEmT74hQqpdfKu1qhRru0HrN0I4cxWJ92ZRocrWnho6MHLEDVxBYxlCV1vIM3EFgCM8+dll5BImp358G0Z45jN8BdsKt4L9heN8Jtz12yU8/WQvl1+1gbaO9Iz3ozmSZqq7guCIK6VU3h4trmpFEGutyrVW1wSPQt1b0OqzemJWTeuxZo3Ams6soWMrkqMZhg8kSY5lMS2hrTtCR18UFYb5Up1z87IlexDrroIsrrx0dJYNc/fBiU/Css0KidsMnhRl91+3sWeZSa4G5/p6p2UIsPixHCf9KkO6TXj8b8LEl4YC78isZwxi37WwlysSb8+hjPIiq5ygKr7VksxwiCc/t5T2ZSlOeNduz/ZbsN0y5KjvVylKCd+95hRaYjkuv+opz2zTBKPuyoumFkERV4VzopfNlILqc0rxIxU9COJKC6vGpLgRRpColciaNQILpnZsju2QGMkwciBJKp4jFDFpnxOlvTdKKGoyEE9WPXPodUv2agnqmiMFGqFzkwBsGWfBg0mOezRD24jDvmUW618YZvcKk6xH1+m+zh4+Osyy/x0gnFLseEs3B06O1N+GaRJ6zCR6o0XuVIfUpTkUrsgqFh31FFTlGHikg+dumsuSV/fTd5b3HQWLv9d0hdbu7R387uZjOfcVO1h50qDnts02qk0N9LLuqhqC1jEQ3HUOvcDrRkq1EleFxYN7WsINV+dbDQVhpVusNy6F/1tQolm17Cw4KwTWVI7NsVVeWKVIJ3KEW0w6+qK0dUewQu4QeTFzWCBILdkhuHVXjeDo4MhZxLZRxbHrc5z4lwyd/Q77jzHZcJYrtKqJaBXnvdebwklwXkpYc/0IHTuzbHlVGzte3EJlyXf+EbnLJPx7k8w5DsNnxY8SVUFg0/cWMLqlhZM/vINwV7YmnzFTofWz645n8GCUt/79k8gEUUDN1Hi17mIz1V155XdC4s1JsVF8Tr1TAoMQtSoVVprGJ0jRrFod300vsCZzbI7jpgKOHEweIaxauyKYZa5kvYpeecFsqLvymnqmaLTEFcs35jjpoewhobX+rDB7l5rY0yzd83MGsbRLoJVWnHjTGHOfSLHrRTE2X9SGE9CzSEFIpL4ZR91nY7zZovWcYIiqYlTW4InPLsWK2Zz84R1QQ9k6XaGVTln86H9Xs2zVCOe+YnvN7JoN+J0aCMGqu6oWLzMmvPY5zSCuwP+olRZWzU3QRJbXUayAXhp5S6ljU8ptXjFalAo4mbDyoqg4qKmBnuyrAequ/Mp/jyZdoXXiX7J0DDnsXW6x4cwwBxcaVNL92i9HN5ljMxw49ndxltyVoH91hI2XtGPXZ9mVijiqpqo1RMe1YD4LyXcZ2Et8NrAM8R0tbPrOQuaeNcqiC2ufjjcdofXAHYt4+sleLnnbRmKttYmwNTPNlBoYlLqrIHcM1OLKAxtKaqw0zUvQUga9FFlNLbBKHZtSikwyx+jBlNu8ImzQPsdNBSwnrKA5UwODWndVy6YWXjNdZ9eSUKzYkOP4RzJEE4qdx4V46vQQI73GhPEKP8UVTO7YBFj8QJKVvxlnZEmI9Vd0kon5u15SuWYVBSQLLV92kHFIfNDACU632ENs/3kfg0+0ccK7dxHty9TlM0uFVnmE6796Mm0dGV735mfqYlez0GypgdWgxdXMqdfSH36LK928YvYShGiW18d9UwssOOzYclmH8cE08eEMCLT1RGjviR6qsZqMZksNhGDWXUFjdG+qxtm1jilWPZ5lxTo3ErB1TYitp4RIlYiTIIurYuauT3PizWMke03WX9lJur3+p5RyDSvKYYxA7BoH1QbJvzdQ1a2y4D1KWPffSxATVn+wtqmCpUwVzdq+pYu7b1vCBa97lrkLapPC26w0emqglzW/WlxNn3qvq+inuAItrGYzQRFZXkWxmlZgFda8Uo7bwGKsP4WddYh1hOiYEyUUmfrqyquWuNCcqYEQ3LqrIDs7AboGHE76S5bFW3LEO4SNLwixe4WJbTSOuCrQ/WyWk34ySrZVWPfGDpJd9TmtlAqrSjB3QMu3FfYqIfUmfyNu5Ujui7Dp2wvpO32MRefXt3PfVNGsn157IrmcwWXv1G3bKyEoqYFBqbvyqt5XiytvCUrUSgsrDQRDZIE3qYJNKbD64wlQkEnmDjWwiMQsOua2EGkNITL1hZUXzq1AM6YGKqUCXXcFtWlqAd45O1Ewd5fNSQ9m6NnvsH+JxfoXWMQXhBtGXBXo2J1j9Q2jOCFh/ZWdJHprFx6aibAqJvSQIvxrh+xLDTIvDp7I2vGrOQyua+X4d+2uWVfByZhIZA0PRvnNT1Zy5jl7dNv2KQhSamA1eFl3VS1e1fpqcXUYvxso6TorTTn8Flle/R6aUmCRg9hgiPhwBsM0aO+NEOsMY0xz/SOdGliewsKOXtBoTS1q4exCWVj6TI4FdwxjZBUHzu5g6/NiZMO1v/j3cvawbb/NyT8eBYENl3d4LrKqFVbFRG5WmBsUqb+V4DW9UMKGa5ZgRR1OfM8uX0yYSGTdetNKhgcjXP7Op6hnCmMj4mdqYLPWXXmFFlf+iyvQ6YCaifFbZEH1UaymElhKKQYPJAkdNMhlHFo6QrT3RrDC07vQC2Jji2rxujWuVws7QmM1tagVQ/1jRAdyrLlvnIXPJBmZG2LDOe0MLArV7DK2FrOHsX6b1T92L8o3XOGNyPJSWBUQB1q+nm968X4D5c38hWfEd0bZ+uN5LPjrYeac7v0CxJVQGO9ikZVOWfzsuuM54ZQB1p653xe7go6q8gfrVfaErrs6Gi/XumpUceXn+lY6HVAzHfwUWV78NprmCHeyiuT+LFbSwAobxDrDE3YGrAQvolfNlBqo8lcNCgiJoJTCyT9XkFqVpF4WM5vqribjiJlEBQu2punel2X7mhjbTm1laH6WpesShDLeSa1apmbEBh1O/vEI66/oZMPlHZz8o5kJhOIL+1osCmyMQctXHRIfM0i+zaDlK46H0wbV8+yN81jw0iFO+rtd/PmqdpyMP/NhBZHVPbcTgDtvXcorL9nKJW/byBMPzUNVst7ALKPRUwOheeuuvKShfU2dmU3pgJUu5D5dcjn7iH0XzsnNTFfMYjiR8+Wzq/2dNMWRnso5jO/IoJSitSNMOGZN+2K/gJdrXnlBLVIDC+LIcdy/dv6vyv91lEIphVKgUEfOyApklGLfcIZuJ33U5whuWFQQDMBAMOTwfVMEE2F8JAnAXD2b6O6/5IccjTsc98A4B5ZF2H18lA0vaWfpuqQ3n1kHR9cy6LD6hlHWX9HBhss7eIlM7wRZ3G69llhbIPJTRfpyg+xLhfCfgpP2prIGT335GM743BZWXL6fLdct8M2WYpFl2wY3f/943vtPj3LGOXt48M5FvtkVRKqRm82WGlj1fgJcd9UsvqbWNLOwmkxI1cJ3WYYc2u/weLbs5zej6Cqsk9XdF8D1VSahKY74jOPgWIpcl0PEnPlB3WypgcpRDA0nEAfGs2lsR2E7DrZT/iLSEEFEMAQMw0BEEHHFUirtFtu3GxamCK0tJh3iHj4KV4gBOBwWZQ6KHApHORyq2ip8dLuJKNijMoSUYCkhVHQzZnCZ0mwOT4B529J0Hszy3Kkxnj2tlVtHRjBNMO0ZfmYdnV1swGb1T0ZZf2UH14UPcmyrEI5PLmDqJayKCf9OYZ+oSF0hmJsUpj9lT2UZfKKdPX/qZvml+9l9ew/JvRFf7SmIrPvvWMyrr9jMxX/7NA/dvRDl6ChWtTRLamDQ6q5q1dTCS/z2NbWi2cRVOUFTT1811eeWE13NJLgaTWQ1xVHfHrLI9TrMo7q0DGjcxhaOrbCzNnbWOfRX2YpCBUySHKZhYBoGYcvANATDEPevGK6QmiTql0lnD80kmgitEZM2o/LDRymFgyu6RsaTtIbC5ETlb5AyHIozjUwFYUcIKyP/1418laNWdVdQ2yJjqMzhReMOJ9w/zp5VUdathMjZ7ax4LE5sbHrNRvxwdq0HbU66aYyn39TFU5d2cPKPRrHSR4usWqcDToYoiH7LIf5pg+R7DFr/xUHq37xvQp755iLmnjXCie/exaOfPNY3O7raQoccePfcTm657gQ+8Mm/cNa5u7n/T4t9s6uZaIbUQAhW3RUEu6lFM4qr4pqZRhZXQRJUlVBqW6ngamSxVUgVbCSR1bhHfilCVU2tgrbm1WROTinlCqq0TS5jY2dsHPvwlzcswQqbpHM2XaEwlmkcik7NBC9mEkUEExgdSmAC7eaRzQ8UChvIGIqsuLeMOCSLQjWWAxFlEHGEqGNgITVNDax1B6fpODxRsGhTinNPX8DNqQGeflE7xzyVZM7OTEWxPj9nEtv35Lgs2csPew/y9MXtnHTjKEZRBM6PqFUpxhi0fMsh8X9N0pcK0R8GJ1UwPRhi6w/nc/w79zDntFH6H/HPuRSLrIfvWcCOZzt4/Zuf4YE7F+koVhUEITUwZ1ffHdbLdRZnQ1MLO9+RtxnFVaMKq1JRFWRBNRXFtheLrUYVWn7WY82EpukiWG1RMQRrzatSHFuRSWRJDKUYO5Bg/ECC5EiaXNrGCBlE28O09rbQMb+V9rmtbkQoLERCFmY+3W8meN3BCcrPJgqChRBzDDptkzk5i4XZMIvTIeZmLDpzJpYSkobDYMhmTyTL7nCGVKdJS3sY28Nru3p0DJwpSyNhTvzzGO2DOXasibHtlBjOFL/iIDi8Y+0oK38zzuiSEJsvakNxuDsgBMOJWeshdLtD5gKD3El+W3Mk237eR3x3hBPevRsx/BV/hf+VUsLPrz+OhUvGOeMle3y1qRnQqYH5/Xhcd+UFOnJV4Wf+f/bePE6Os7z3/b619D5Lzz6jkUayJO/IxpYXDMY4eCHAMUviBDghBsIhN0DCvSScAyc3CyTnHs7JDVlO4tw490MCIU4CiQEnAQJm9W68Gy+SLFnSaDSjWXum9+6qes8fNS2NRj0zvVR11fTU9/OZz0jdPVXPTFfX8z7v8zy/xwe+phEqvmilP3JStdYPrPydVv++m4lKP9ZmoC0CrGbX1k5mr5xgUIshpcQsWxTSJTIzOdKnsuRTRYyCgaorRLrCJPpjdAzGiPdECXeE0MIqYsWsLz8pOFWodzdRQRCRdtA1YOhsK+kMlTSSZRVRsDCjKtMdcDwJJzshFYFyE1f1ZnB6ekmy58dZhg8VmN+m89JrEhSj1X9pPzm8/hdLjH0/y9yFYQ5cY2cw/ebEIl+WKCcl+Q8qSGfnXjeFLCsc+KsREmMFRt8y67U5p530j+8fYeJYgrf9x4MEc7Eao1lhJad8jy6aXw60a98VuBNcaXXO5qyVILiqjXYPqtZi5e+5WQOtzRBktUWA5QS+yF4tZhGGpLBUJDOTIzOTo5guARBO6MT7onQMxe2AKq6j6tUzU07J4zo53NGp3USB3ZdlzOSJLhjsWIDhRejKgxSwEIcTSTjRBQtRaETZ2s/BVQUBjBwqsOfxLKWYyouvTZDuOfu4fnR4I48VSD6wyPwbuim+odtrc85BlOx+LJmEwrv9VfI2/VAX888k2PPeKdRYgyonDjN/aol77z6fHectcfm1wVysenFKWKkdVAP93HflxuD6zeBnajrfJpttVZE6XzlbcSsEVdVYHWhtFjbDdQYtDLCEELoQ4jeEEGUhxLvWeI0QQvyeEOKAEOIFIcSXhBDNRz7r4AdZdqtsUVooEZqXhOclxUwZodhZqo7BGIn+GJFOe2DyRqV+TtbAg/ulgQ0db0W5hgAiBvTkYdsijC5ATxYUCakoTCRhogsWI2BssF52s+/KLafXNWNw4YNp9JLk4NVxZrbb9vsxuFqYXiQ1vcjg1+foPpjnyJuTLO7yVhWvGtoRCH1DUr5BwbjEa2tWInjprm2Euw3O+znvg5mKY37k+9uYmYryH951yGOLasNvvqjZ7FW7lAbadviz78pJNqOfWfN8PvQza1EtWxVgs7p0cLPg9yxWKzNY/wm7huSRdV5zB/Bm4HIp5cVAGfgfbhnkpSy7lBIjXeZbj02TP5ajPFdCXxlU9dlZKkWt/y1yKnvlZWngRqy1o6hb0FWAkSXYvhxsCQnzcRhPwlQHvDKbP6eYye2+K3DP6UVyFhc+lKZz1u7LenmHgsRfTs8w7IxLd0InGdPZ+09zRGcNDvxcL/ke/9hZIfy15VLB9ysYij+yRQBLh2JMfr+bsXfOEO7xh9Th7GSab3xlDxe8ap69l8x5bU4t+MIXOSVs0Sx+Ug1sls3Qd9UuwZVZtgU6/ORnqrE6sHKrLLMd2Exlg36/7gCElK2tmxdC/AD4/6SU/1DluW8CX5VS3rX8/8uB70ope6u89kPAhwD6+vuv/L0776zbFsO00JuMMQ2rvmOk8wYvHctw8ESGQsmiM6qyayTG7pE4PfHmbrwVFahma+kri+G1jvM/P/u7aKrg45/4nQ2PZS7bpDlQ37/StnpvkqlcmQNTOQ6eypErWcRCChcOx7l4OE5EFQ0ds1YMw0JzaCujszfC0lyh6nOWlHwntcTTxQIXhEK8tbMTrUFxEycxDJPkcIL0qbMXPwvC4K8SMySkyi9l+gj7rGJ5Jp7mh3sOcEl2lIteHvLanDNEFxHX/yOMX4R88fo1X9Y5GGfplHMLzrUwLEkkbPIzP/0nTM/u4PuP/HzTx/zAR9/7hJRyvwPmrYlTvmj5+br9UbP+p17fU+38cOY+n4yqLOTr20xwwuds5G82ouKPPvbx3wKc8TWN+pn1qCgGrjxmZ0+Ypfli08c2Th+76UPVhFm26B6MkZ5xtmLGSdZ6D1t1X3SDVtpuLM9L1TR1g1duTOdAjKVpd64V0wJVd+/C/8Cv/MeGfZHfQsDzgMMr/n8Y6BFCdEkpzwqnlx3fXQBju3fLL8zVt3PqxFDHWqVxpZRYBYtyqoSZtT/0alwl3BvhZy7v5y+emODo4eYDXSd7r9bLXs2lyvR26/zrD2Y2PJbfZHIHgAte38OPnprnyaNpnjyaRk+XGchDpOT8ZoPTu4o3feAC7vv8gernmllCAtsu7+LAZV1MvDjBeQ/Oo5W9Ex+o7IL93G+/jm9/7tFznt+1K8wLv9jPXSeOcP6X55oWrHEa/Q7B8zee4Og/HUM97rU1Z7j4V3sYfdML3P9bdygqwwAAIABJREFUkvxU9TLLWz5+TdW/udOkMnYmLZ7Zzm3vOcCzX3uQUycTrp/XZWr2RVC/P3JK2KLZ8sCV2avb9/XwlWfna/55v6gGVvzR3fce923f1VriSTe/ZyffuftoU8f2oiywO6Zx84cv4zt3PtOSc9bDRsq0rbovukGrba/c25uVdXfzWknlDN/OxfLXlrHdu79yC60ieO+KnW4LW0gpMTIGhRN5ChN5zLyJ3q0THYsRGY6ixTUsy5nFr1+FLVpVGlgrAtjZF2UoDaMpCKdKmAmNiUGdiX6NbEQ4poXmhZJTMqYxeDDLzkfmyfaGOPSGPsphbz7mtUiwd71SZMd9i8xfEmPyuuZHLThN5CuSsKGRf59y1iBsrzl89yBSwu73THltyun3976v78IyBbe844jHFjmCa77IL8IW7VQaiJSbLrhyglb6mJViFn7Eb2M/2oHNIIDhZ9l2vwVYJ4AdK/6/A8gAKSdP4rYse6W/Kj+epzhVQJqSUF+I2M44ob4wyqp0ZrOOzs/CFk7hRrNxdiZDbKbE2MkyvQsGZU0w1a9zYlAjE3Um0Gr1ruLp844X2H3/PMWEysEb+yhFm0/z12zLKoWmjRh5ME3PCzmO3dTF0nb3hjs3gsjBvpPbsXYLyjf4J8IqzoUY/9c+Rm6eJzrcfImRE7zyUpGHv7+N17/pONG4P/rDmsBVX+QHYYtm8JNqYKUUzAnc8DPQHsEV+LPvJRCvcJfNKoDhBzwNsIQQvUKIB4UQe5cf+lvgg0KIyt3oV4F7pAuNYm5kryoZq/x4nuIpe9ETHgwTHYuhd4fOmlEFzji607a0sbCFG83GFXqiIRQJ3RmLscky/fMGUghO9dmBVqMZrYXZdMuVnFbTOV1kzw/nMMIKB2/spRh3P8hqZAdRALu/Nk84ZXDo9l7Ka8z08oodqR7UlyTFnxVIVzVN6+OVLw8iDcHud/sni/Xtr55HNGZy/S0+qqesgVb5onYQtvCbaiCwobpuLWwmUYsguAoCq1bj92yWH7NYXq9kYsAYUCnw/CJwP/CYEOJxoBPbsTmGW9krM2eXAhanCiClHVhtj6J16Ove/JsVpHAqe+XHmVcrcTq4qub4BNCZtdg+VWZgzsASdkbr5IBGPlS7A684v1awkfNLzJfZ+8NZTE1w8A19FFwMspopz9CKkvO/Mkc5rnL47T2+GlkrEES+ZCHjUHinj7JY8zonvtnHyE3zRAd9ksU6mOTQC0luftsrbLLBwy3zRc1u7nmdvQL/lAYuLGTRFeeWMW6UBrrFVg+uIAisWo1fgyy/XZ8VWh5gSSnfUFFtklKOSylHpZSPL//flFL+ppTycinlfinlL0opHQ9LncxeWSWLwsk8hZPLpYADYaI7YhsGVk7VwIMzO4ng3G4iOJ+9cpKKmtNaCKAjZ7Fjys5olTXByUGdqV6N8gbxiR93FmMpg70/nEOqcOgNfa5kspyofU9Mlhn7ToqFC6OcuspfIgnqOOjfk5RvFJjbvLbmDEe+PABSsPP2aa9NAezr4L6v72J4e5ZLrthYBMdLWu2L2il71QxOlQa6IcnuFG73XfnJv7SSoM/Ke/z8d/dbFsvrDFZLcTJ7JS1JcaZI/ngOs2Ci94aI7oihd64fWIFzu4h+zV75TdiiGrU4vkpGa8dkmeSiQS4iOD6sM9elYq3zFvvR+cUWDfb8cA5LFRy6oZeSg2V4Tjq8oUcydB/Kc/TWLnJ9/nHsAOGvSihA4V3+uW0WZ0NM3NfD6K1zhLq97XuqvP+P/XCE9GKIn3rrMU/t8SNeZ6/8IGwBzm3mOeFrnC4NbIWohdv4NbiCIGvlByo9WX7CT9dqBf+sFFpE09krKelL6+SP5TAWy2idGrEdMULJc3us1qMds1duCFu4URpY72wTRULPkh1oJXIWqU6V8SGdbOTs47SyNBDqv6HEFg32/mgOU1c4dIMz6oJO7yZW+rHUkuTld/Zi+egOpWQgfK/E3CcwLvbamjO88uUBFF0y9nZ/ZIzKZZX7v72dK187SWey+sy2rYbX2Su/CVs0i9MbeU77mc3cd+W34CrIWvkXvwVZfsNHyxd3cSJ7Nb+QJTopKZ4qIjRBZDRKeCCCqGO6n5PZK7/JsoO/SwObrYnXLBicNxk5VUaxJFP9dtmgoXhTGtgIsVSZ3Q/MU4oqvHx9D6bWeE+RW04vlLE4718WyG4LMXG9v+ZbhO6TiBlJ4ef9I9uem4hw6qEutr91FjXinKJaM3z/38bQNMn1t4x7bYpv8DJ7Be0jbOF0aeBm6LvaysEVBFkrP+LXfiw/lQlumQALGndwUkrM2TLx4xItD6G+EJHRKGqksV4Wp7JXTuHH7BV4Vxq4EdGSZPSUQU/KLhscH9Yp9oRJtsApmWW7f6wZB5iYK3Hewwvku3SOXNezbrnjWri9o9j7Yp6+Z7NM3NBJdtA/jlUYEL5HYu0UGFf7JMICjv7TAKFOk2031z4o1g0qpSOT4x0ceK6HG950nE0mduE4TgwVbhdhCz+WBjqFW6WBQXDln/t/wNn4Lcjyy7VbYUsEWM04OFmyMI4UME8UMSPYfVbdoYZkYf2YvdoqwhZO7ywKIJm2GD1VRskZZMcSTI3EMFT3Ft1OOsCuqSJjj6dID4Y5flV3XUvgVjm+nd9IoeUtDr+tB+mjO5X+sEQZlxTfKXxjV+qFOKmXYoy9YwaEPwKaH35zByM7Muy9eMFrU7Y8fhG2aBanN/I2Q2kgtG6eoh8WqPXOUQzwluA9WhufLA/8iZUyKB/IIbMmhX5B50j8nCHB9eKXocJbTZYd3HF+2ak0HYeW6J3Ok4trjO9MkI2756RUBz+xvcfyDP9kifmxGFMX16fa14qbqp632PkNu1Rw8toO189XK0JC+J8trCFB+bV+yWIJjt3TT3y0SN9+f5RIPPajEQp5letv3VwzsZwkyF6dwanSQKeyV5tp3pXbrB5U7xVB1mrz4pcslp9o+wCrkd4raUmM8QLG0QIirJAZFZS7RFPDDP02VBi2jiy7W86vQm9MI7lQYvRYBtWUTI7Gme2POFoY5VZd8dCLGXpeyTF5SSfz2ze+Hio7i62i9/k8yZfyjN/YSbHL/UHJtaI9BcorkuJtAukTs6Ye6KYwpzH2tlmvTQGgkNf58f3DXPOGCXTdH71hrcRrYYsK7ZK9An+XBjpNK0sDg+AqoBn89p75pQ+r7QMsqK/3ShYtjEN5rDkDZUBH2xNFhkTTDcbQvtkrP8uyuznscfXuYrhkMXosQ+dCkVRPmIkdcYwmRCROn8fF2ngB7HgyRXymyLGrkuS6175RerFDJYBd37BLzF756e6Wn38tBBD+qoUcEJSv80cWSxoKJ77RR9/+JaLD/hg8/OB924knDC6/9pTXpniC17LsTuCn7JVT+L00sNV9V14TBFftgR+yWH7YLKjQ1gFWvTuI1pJB+WAOWbLQdkXQRsLM5/JN29Hu2SuncEOWHdyri4dzHaAiYWC6wODJHMWwyvhYgny0+RSHmzcNxYLzHl5AK5ocuS5JOXTubcFLBxheNBn94RILF8VY2Ouf61Z7BpSjktJbhW8UBce/0YuUsP3N/shiPf9UP6m5MNe98YTXprSUIHu1fIwtkL3arH1XfhG1CIKr9iB4/86lrQMsqG0HUUqJOV3COFJA6Ar6+TGUrjM3nSB7VR0ns1ebQdhiJQuz6XUdYEe6zPZjGRRTMrE9zmJ3Y064VTuMetFi94MLlCMqR69NnlXe6AcHOPxwmshMmaNv6sbySUmeAML/YvdiGVf5I8IqzoWYfriLbbfOg/C+LE9agkd+sI3LrjlFNO7tIORWE2SvbNo1e+V2aaCb+Cm4CsQs2gs/ZLH8QtsGWLXuIEpLYo4XMU+WULo1tL1RxPIAVid2Eds2eyWdVyrbLNmrWh1gqGQxejxDLGswMxhlZqC+vqxWO8FYqsz2JxdJD4aZvPhsUQmvHaBiws5vpSj06Uxd4x/BC+0JUE5Kim8RvhEjP/HNXsLdBgwc9doUAB75wTZCIYsrr5v02pRNgV+yV+0oyx6UBvovuApoH4L382z8U6zoAhvtIEpTYrxSQGZMlEEddehc+fWtkL2SUoJhYZVMZNlClk2kYdlfpgWmRFoSLAlSYuVKzOXL7OrKkRY5+28mBEJZ/lIFQlUQqoKiKQhNRdFV+7kqQiGbLXsFtTtA1YLhiRyz/REWe8KUdYWhkzmUGlfjrXaCvUdzZPpDTF2coGOmiPH8jG9umsmXC3QfzHPi9Z30P51Fz1lem4SQEPqWpPABBfNi0F7w2iKYfaKT/IxOZPQloM9rc3j5hSSzp6JcfcNJHvjODq/NcR2J99krr2ctOinLHpQGOo+XwZUfKiIC3GVhepHkQJfXZnhOWwZYtWSvZNnCOFxAFizUHWHUnrM/7E7tIjqFU9mrARHCzBSx8gZWwUAWDayiaQdPKxEgNAVUBaEKFF21851CIIUgFFHRYiFA2sksyw7CLMNCluzg7BwU+zhqSEMJqahhDTVkX4Ltlr1aiQD6ZwroZYvZgQgT2+OMnMihrv6brzyPR83HAtj+5CLZHp0j+7vYdtjbwbWrGft2imc+PMSJ13ey61spr80BQH9IUvwZSelWBe0F74M+LMHJ7/Rw3rtPEO7tpDjnXg9ibQh+fP8IN932CtFYmXwuWFithR/8jlNzFoPSwPrYqOzckXP4RNQiCK7al+6ETiqztcrB16ItAyxYfwdRFi3Kh/NgSLTzIiid1f8MzWav/LCTKAsGcqlEYTZLLG+SL51ZAApNQUQ0tKSOWA56REhF6AqskW0CkM8odCbDRAfWLtWS0s54WYaFZZhY5TNfRq6ITJ8JLhRFkA0baLqGHtJQmhz25LYse6NOsDtVQjMsTg3HmNgRZ2Q8i2auHWR5tcuompLeb45z8md3snjTCD0/mMIfHUYQmzEYeCrLqasSDD+SJpLyvs9IlCH0PUnxHQrmEKhTXlsEE9/uYfd7TjHyUwu88pVBr83hsR8N89M/e5jLrznFw98f9docV2n2sxJkr87gx+wVuFca6CZ+KA0MygIDWkF3TGNhZolkf6endrRdgLVR9koWLcov58GSaLujKPFzO+b9sItYod7dRGlJ5GIRuVDAShWhaC9AVVWgx3SUZAglqqFEdTtD5RJCCFAFqqqghs+9zCzDwioZZBayhCwoF8qU8vauh6Iq6GE72NJCWlPzx5zECSeYyBgoJ7JMjsZPB1m6cXaQ5Ye5JOHZIiNPzXNyfx/zuzvoPdyagZe1MPr9JWb2xRi/sYu9X/VHhk3/nqT4VknpJkH0S953Y+VORpALg4zcNO+LAOvlF3tIzYe58rWTbR9gbWaC7NX6uFl63u59V0FwtbUIygTbVORireyVLFiUD+VBgranenB15hibJ3slTYk1l8c4OI/x4ynMl+axZvKImIaysxPtsn6yezsI70yiD8RRO8INB1cLC1l0pfnLRtEU0vkSMqLTkYzT1d9JR0+CaCKCoioUcyUyqRypmSWyizlKhbKdFdsAv2avVhLLm2wbz2KqChPbE5RXzMryQwlHpUZ+4IUU8VN5Jq7uoxTziXQfEE6bDD2WYXZfjHyfP/aIlCXQH5OUXyeQPlGSl5N76dhVILGr+VETTdtiCZ56eIjLrp5G24JDh2thLpPzhXJgMwTZq/ppRfYKguAqoHUE77VNWwZY1ThdFghouyMoDswmcpv1dhOllFhLRYyXUxhPTGEeXEAulVD6oqgX9qBdNYR2YS/qcIKFUolB3dlhwE5R2VkUQqDpKpF4mI5knO6BTuLdMUJhnXLRILuYY3FmiexSHqNs1BRsOYnTTjBSMBkZz2KpgontZw8k9toRgn2DFBLGHjyFFILxawd8o5IHsO2BNEpZMn6DtyUAK9G/KyEqKF/rj4wrk7uxTBi5ccFrSwB48uEhonGDC/fNeW1K29LMpp5hWkH2ah3c2LwzlnuVW5G98opAtjtgq9JWAdZsJlc1eyVLy8GVJTcMrprdRQR3dxKlYWFOZjCemcF8fg45l0f0RFAv6kW7chB1dzdKMoJQnF/ktXLulRCCUFgn3hWjq7+DRHcMPaxTypdIz2dJz2co5opnBVqbIXu1kkjRZOTEciZrNM7cgrvKh7WycvcpnDYYfnqOpe1xUjsTHlp1NnrOYujHGeYujZHv9UcWSz0MynFJ6UafBFjlKPNPdTB0wwL4IDx+/sk+SkWFV197ymtTfEeQvTobv8qyu0E7lwYGioEBW5m2CrCqIQ2JcaRgC1rsjrYsc+W0NLssGphHFzGeOIV1dAmhCtTd3Wj7B9H2JFG6w1V7lZycReI0tTo/IQT6crDV3d9JrMP+fXLpAoszS+TSeSzTPfU2N0s4IgWTkYkshq6wdEk/nR46orV2GvtfXCQ2W+DE1X0Yun9uGSMPpVEMycT1/shiCSD0fYm1U2COeW2NzeSPksSGS3Tu9b5MsFTUeOHpPi67Ogiw3KDZuVe6aP6z7bfslVO4sXnX7qWBQXAVsNXxz2qpSaqJW0hLYrySRxYttF0RlA36SPw4WFjmDYyXFzCemsaaytrZqlf1ob2qH2UghmhSca9W/OL4hCIIx8J09CToSMbRQjrFXInF2TTStDAtdwItN3cZo3mTxEuzmAmdqV3dnuYaqjlDIWH7wzMYYZXJK3o8sKo6etZi4Mkss/tiFDv9UfKrPyKhJCm93h9ZrOkHu7BMGHydPyTtn3lskKHRLAPD/rif+IFm/U6QvToXJ7NXbgpbuKgz5WlpYBBcBUBQHto2ARacLW4hpcQ8XkRm7TlXSkdtC2S/DBZWShbG4RTG09PI2TzKYBzt1QNoe5Moidoch5NOD5xxfOCM8xNCoIU0Et0xOnsTIARISSpbJFsoYa0zY6ouW1u0yxiaL9B/fJF8V4TZ7Z0tD7I2uhHG5ov0HVhk9vwuckn/lN2MPJRGApOvWXtkQCsROdCekJSvFUgfVC6W0xrzzyQYfG1rAqyN5p889/gAAPuumm6FOZuGZv1Os9krJ2jX7BUEwhYNnTsIrrY0wfvfJgFWtcWodaqMlTJQh0OoyY3faN9IsxsW0RN5ks8uImdyKENxtCsGUXd1IarInW+EE+WBfnZ8AOnFPEJV6I6HCesqhbLJQrZArlib8uBGtGr4Y+dcnu6pDEv9cRb7Wz/LZqMb4vDT86gli4mr+33Q0WMTXjTpfT7H9BVxjLA/skahByQkBMblXltiM/1QN4kdReKjhZacbz1p3qkTcWamolx6ZRBggX+yV04Nsm+WrZS9crv3yuvSwICArU5bBFhwdvbKWjQwp0ooSQ1loPYo2lNpdilhKgcPnyI2WUD0RNEuH7ADq1D95U9+zl65QU80hKooJCIhuuNhQppCvmSQyhYpGY3JQrdqlxHO7DT2nEwTSxWYG+0kV2OmsllqldDVShbDT8+RGYqyuH3tQd6tZuThDGZEYeZyf9ikvgAiJSm/xh+31+mH7YCn/zV+WPgInn+yn4sun0UofgnTvWWzZ6+c6PP18yaeG9mrdlUNDEoDAwLO4I8VgIPIooVxrICIKqjbqws/+I68AU/PIX6ygKkK1Ev70M5PIiLN3YQ3u7hFLVTbYVQVhY5omM5oCCEgnS+xlC82VDbYquxVBQEMHk2hFwxO7er2lagEQN/BJcKpEiev7EX65KOVOFkiMV5k6uqEL2wSFuiPSozLQPogMVCYCbF0OMLANd7PWAN4/sl+4gmDXXv90Re21QmyV9VxM3vlNkFpYECA9/hr9dYglTWVLWpRAAHartqlyj0Tt5CSI8/OwSPTkCohz+9i8eIOlA7/9Li0Upq9UdbaYdQ1la5YmFhIo2xYpLIFijXO0PIie1VBsSRDRxaQimBqV9LVcrx6B0AKCSNPzlHsCjG3xx/qfQBDj2Yo9Oks7gp7bQoA2qMSdEH5Ch9EfMDMY110X5JBi3k/5PfFZ/oAuOiyWY8t8RYnpNn9kL1qZ4LsVR3nDoYJBwScRVsEWBXMkyVkwUIbiyBC9f1qLRe3KJnw9BxP3ncSukJw7QDzXYot1tAkfnZ6rZ5LIoQgGtbpjodRVYVMocxD901g1RBkuZ29Wo9Q0WTg+CLFRIj5EX8IOFToGs8Smy4wtS+J5ZM7SO8LObSsyan9/pjVpR4GMScxrvJHgDX7404UFXqvcG/jIJUpr9t/dfp18xFOHk9wQTBw2HP8MljYqeyVUwTZq/oI+q4C/EQqZ3htAtBGAZa1aGDNllH6dZTO2m8wnohbzBftrNVCkctvHIZX90LUttmpco2tIG5Rz2wSVVHojIaIhTROHE2zmC1SdnF2Vi1s1IicWCjQMZsjNRgn70I/VqNOUQDDT89RTujM7fVHFksxof/pLAsXRinHvb+tCUB/XGJcCtIHlbqpF+MYWYW+K/1RJnjguV4uuHQeIbZmH5ZfxC2awY8beU5u4AXZq/oIslcBfiLZ7/3apGUrESHEDUKIJ4UQzwohHhdCXFvlNVcKIeaFEI+s+Pr1jY4tLTDGi4iIgjpc/02xZeIWUsKxNDw5aw/AuGqAPa/ucyRrVWGriVvUQyWbddPbdgKwlCtSKJ270+G2I6yHvhNL6EWT6bEurBpLXuuhUafYMZknPp3n1KX+yWINPJVFqoKZfc19nv/i+F/z90fvPP31/l+7g78/eid/cfyv6zqO9rhdJmjs8z6LJU3B3DMd9L66daWv63HguR7iHWW2jbXeHjd9UT1sdnEL2wZ/iFs4oRbbDniVvQqCq4CAc2nJ0kgI0Q3cA3xESrkP+A3g60KI1R6iD/hnKeW1K77+cKPjZ/IGmBJ1LFxz31XLsSQ8v4A4tAQDEbi6HzrO3JSccniwdcUtaqV3IEpXPIyuKmSLZTKFUssddK27jYolGTiWwgipzG1zrlSw2ZIOAQw+u0A5obOwyx8ljLEZg8SJYlNqgtfdtp9uK1/1ubUeXwv1EIglifHqhs1xlPmnE8RGSkQHi44fe6P5V6s59Lw9sPr8S+cdt2U93PZFm4l2ErcA5/xLPZURtdKu2augNDAgYG1atfd8K3BASvkwgJTyB8Ak8MZVr+sDbhFCPLr89d+EEBuu3iwpUQdDKNH65MxbJm5RtuDJWcRUHnleB7yqp+oId784PHBW3MItmnGCihB0RENEQhrFskk6bwdZXopbrEUkW6ZrOstSf5yTSyXnzt/krmPnRI7ofJHpS7t9Mxer/5kcuaEQ2TrGM1S449O389E/fp9jtggJ2rOS8j6B9EGWb+5p+1bac5k72eRa+q8qnDoZZykVYs9FrQ2wcNkX1UK7iFv4JXtllL0XbvEDXikHBtmrgIDqtOoTeR5weNVjh5cfX8k9wN1SSimE6AH+DPgi8I7VBxRCfAj4EEBfXz/vvWIQpc7slWF1ozcZYxpmN7pY+xj5dJn773mFTLrMVW/ezvYLu896PhlVuX1fz4bHqckWwwSaPw6AafairXGc554NoaqCn37TYM12aUp/0zatxDQstAazlZ09YW5+z87T/z/8UorHfzSJjMBb3n8B8bj7HwuzbKHW8TaVTcmXn53jgeMZfub/2IfaZKbWfk+az/ZuKxb5t0yGPR99NbtDawe8nYNxbvn4NU2fbyOywuQP5Sk6fmkPNxVrr8G+5vVXcdG+Czcc61Dv7zDeNc+jiSNc+V8voS/XWgGOc//mElk6yqXvinLJpc6+F4Yl0bT6NrgW8y+y77oFbv7wZec89/cfdcqyc3DcF8G5/ugXRnvWNKBZv9Osr1jr57vjKm+/pre2YxjN+5n1fEw9PPtMBE1TuOWd25o+lmnYfblO3BsrGKePee5znb0RbvrABU0d3yzbx6/HnzhBR3+Ud/7fr3X0b9UKWuWL3GCz2V7xC50Dsar3ebcwLVAdGnFz948b/9lWBVgCWL3NZLAqgyalzK/49/xyzfu4ECK68rnl5+8C7gIY271b3n1yoW6jmt1JhA12E/OG3W9VsuCyXh4pWTzy7Nk7trfv6+Ev7z/hSPbKiV1FOLOzuFYGa26+RG9PiG9+61Rtx3NwNgmcKQ9sNIN183t28p27j571WCISYmG2wL986WV6NIGbPqNSzlHvjmO8M8zUnh7++auHSZ5qfPfXyWGQlgLaz+zk309Msee7k2u+7paPX8O3P/do0+erhc5f6OPxXgPzT16klrfxk1/4SE3BFVD37yBjwJ8rPPT8C0S+2to8X7W/+as7wnTseoUffa551dQKtaoHriaeVnnnL87ywN88Tj7Xsl1wx33R8mvO8kdfOlE9M1epmmjU71QqJprNYFXzN2+/ppevPbqxsmOlz9cv6oHT0wUGByJ8+56Jpo/V6vLAmz5wAfd9/kBzx99ALMktbvzQpXzvjx9r+XmbpZW+yGk2k+2VsvHkQBc3f/gyvnPnM607d87YUiIXJ4Adqx7bsfz4eqhAAXC8acD18sC8AU/M2uWBV/RBjz/m89SK38UtnHaCIU1FlAwQsGjZLXNu0ohDjC8V2ZkMsTCUwKi2HVrP+R0q61As6Du4SHo0TrHDH6Uifc/nKfZoZIc3tuez3/gU+66/yLWB5CIH6hEwL/XHLu/CT+LERkqEe+rrmXKDIwe6URQY29PSPg7PfVEgbuFceaDfpdndLjkPeq8C/EwjG2/N4pfgCloXYH0d2CeEeBWAEOJq4ELge0KIB4UQe5cff9dyEzJCCA3478DfSild0dN2bfZV0bQzV8ZycNW1djBgOCQV7kfJ3Aqtnn3VKEJClyowaU2Q1QivGUsghfDVbKy+g0tgSWbP98dNLflSHizJ/EXrbxJ88gsfYceF284Nrgarl75mY439furzEvM8kD5oaUy9YJcpdl/kzP2iXnGLlRw9ZDvfnXtbuljzpS9qJX7p9XVqE09XnFvGOL1xB+7PU/Sq92qzlQYGBLSalgRYUspF4Hbg80KIx4A/Bt4MxIAM2tABAAAgAElEQVQxoBLmRoHvCiF+DDwETAEfb4WNjmFY8NRyWeCr+6Bz4xt2MPuqdtweAKkL6FTsGqIly1bWd5Jmdxy7IhpdM1nSvVFKkfodqxs7j3repGs8y/zuDqQPfK6et+g8VmT+wrU/V3d8+va1M1dTU/YbLyXSspCWxf/6tc/zwYFfaMge7QUJisA4v6Efd5TFl6NYJUGXQwEWNL5LubQQYWE2zNielGO2bISXviiYfWXjdx8TsD5B9iogoDZatvUhpfw+cFWVp0ZXvOavgfqGzTSAU71X52BJeHYesgZc3rtu5srPbLXyQDi7lCMkoEOBtGV/dSiOjiprescxOZVhqS/G/HCCoVfqX5y6ofrUe2iJxbEEi6Nxuse9X0AlD+Q59qYkhW6VSOpMy811t+3nl37/XUQTkQ3LAqWUzJ6c51/v+Tceuvfxhm1RDwNliXmRQH/G27SoLCssHYnSfUHzi/VmslcVjh3uYsfu1pY5eemLvC4PdGIzz4mNPCd8jJO9vZu1PDBQDgwI8C8+EA/evJzj7A4uIuaLcFE39G7shJyqhw/KA51hZSlHWEBcQAnI+axUUDUl3dNZsskoxag/BiJ3nsyh5Q3md/ujdDF5sABAau+Zhdwdn76dj/7R+4h1RGsKrp69/0V+7XW/3bQtomz3YRnn+yC9BywejNG5J2fXxDZJszX240c62bYjjapu+sq7gE3OZiwPDAjwI05svjV03pzhyXnXIvj0O8XJLOJEFrkjASO1Dzp1QlId/Dtc2EncLg9cTUTY8mJ5CZq0gy6/0DWdJTUQZ2GosSyW0wgJyVcyzF7QhakrqGVvF8yROYPwvEFqT4ShH2e449O3c+t7b6gpsDLLJn/xib9tKmu1GvWQpPQmgQyBcG6UWUMsHYoxdtss8W1Fsicau2845UBPHO1E0yVDoxkmjvmjh88N2qU8sB3FLTYjgbiFt/zN/N8TXjpXuTqlRPmVHe/3wCL/4YXABeAbgQvYggGWK+WBmTK8lEImQ7DHP29uvayUzZWmibmUw8rksXIFrHwJWSojyyZmKstCNkcm9SyoCkJXUcI6IhJGiUdQE1GUDudkoFfixi7jWggBCcCUkLHsOSZqE0GWkyUdqinpmsmRGoxTDqnoJe+HbSZfSTNzcTepHXF6D7duYHM1BNB1pMB1b9vPZ37jjXQkEzVnrT57x587bo96SMJbFcydoB10/PB1sXTI/ox37M43HGCBMw70xFE747ltLN3WARa0R3mgEzhVgu738sB2FbfY6uWBn/3GpwhffGfV57qtcyY4BGxhtlyA5RSnnZ0p4bl5e/V9aQ+uDlCqglPlgVauiBifJZfKYcwvYa0OIrXlIErX7OZ/CdIwkEULyiblYsme7raMFKAlYmS6Eug9nei93Shhf96Y16uVF8v9WKnlfqwuh/uxmqGSxVociNN3YuMdTbd3H2OzRfRMmdRYwvMAC+AdoxfxsRveQkzb+LqTUvLvf/tDvvA7X3HFFnV5tK25W6Ad9LbmNDMewTKg47w8Uz9M1v3zTpZ/TI4nsCwYGdvaGYkAb2nlxl3A5uWz3/gUOy5sfqB1gPP4rTwQggCreY4sIbIG8vJeCKs1/5iTO4qNlm1Y6TzG0VMYx2ex5tJoQFnXUHs70bf1oXYl7GxUPGIHVsuoP3iAnp4QHfuuOOt4smxgZgtY6RzZqQWUTJ7S1BzFE9MAaF0JQkM9hIb6UKP+mgu23m6jKiAhIC3tcsGYTwIszbBILORZ6o3SczKNUoOuvJu7jwLoPp5l9oJOTE2gGt4GEh/5T2/zRXAFoKRBzEjMXa6domZkWSF7IkLHrsZ3W50q/ygVNeamo4xs9z4gd4ugPNAmKA90hqA80BvWHOsRcBaNDp53Aj+VB8IWC7AcHy68WIJjGeS2GPRtjh4oaVmY47OUD0xgTtm9O0pfJ+aFo1gDXfT19zZ8AxG6htadgO4E2ViMznDI7mlZylKaTVE6NU/uwHFyB46j93UR2TGE3p+s6Xyt7r9aTViBomULXoQkaD65x3bN5Mj0xkj3ROma9X4h1jWeZebibtLDMc/UBK+7bT93/PbP0tG9fi+klJJCtsj//5t/72i/1VqoR8HcKQDvVVMyr0Touqj+68WN5uXJ8QRDo+29aA7KA22C8kBnCMoDW8u6Yz0CAtZgSwVY4OBwYSnhpZS98t7rTbReD9K0MA5PUfrJMWSmgIhHCF2+C+28IZRE5Kz+q2ZZucMohEDrSqB1JYjtHsXMFShOzFA8MU36yQMosQjR3dsID/cjNiiv9LqMIyFgYbkfq95SQbd2HcO5MqFcmaW+mC8CrMSpPErJYmlb6wOs04FVTw39Vpbk37/kbtZqNeoxiXGVgoyAKLTstFXJHI8yfGMKJWxhFWsT2qkEV07vTk5NJHjtRePYgWewgAloLV77lQB/88kvfCQIrnyOH8sDYQsGWI4xkUOky8hXJe3+qzpwUp59o7INKSXm8RmKTx5BpvMofR2E9+9BHe3bMKBphrV2GNVYhNje7UR3j1I6NUf+yATZ5w5TOHKS2IVjhPrr7wlphnpmlSjL0u0ZCUVpqwzWgxu7jgLomMsxt72LYkQjXPD2RiMkdEzlSG+LtXS5fN1t+/nQf38P4dj6padSStILWb7w6a+0JGu1EuW4nbkyt4N2qKWnPofMcfvvFB8tkD5c+6aTG6UfM5Mx4gmDRGeZzFJ7LXbbpTwwIGArsmZwNTgIp06d8/qU4o9MsVcE5YFns2UCLCfKA09jWHB4CdkdgoHGPlCtKNmwMnmKDx/AnFxA6Y4T/ql9qNt6fLETIxRBeLiP0FCvXTp48DjpJ15CH0gSv3gXaqR1PVr1lHOEhd2HlZMQlv4QvOhYKDA32kmmJ0r4pPe9LB0ncyzuSFDq0Amn3Z+Hcd1t+/nwH/4iqrZxD2R6PsMv7/+k6zZVQz1hf7e2CTjkbZlgbqISYBVrCrDcnGsyPWmXcg4MZ9suwALvywOdwIn+K6eGCztFMFy4jvNOL2658sB1ywKnpk7/U0pJqVjmfRf9Xy20LmAzUPcQJiFEVAjx20KIl4QQBSHEuBDi/xFC+P7T55g8+/EMomzZpYF+WGGvQkpJ+eVJcvf+GHNmidBVe4m+dT/aaPX+KifLA+tFCEF4qJfu111G7PwdlGcXWXzgGYqTs6df43X/1UqEgLgCFlDwvpUGANWwiC4VySQjPujugY4pWzwhPeT+NVXJXNUSXBVzRb7wmX9y3aa1EHNAXmL5QIQqd9IOsGIjxQ1f61ZpYIWZSfu+3DsYSBy7gV/6r5zCyeH1wXDhgGrUMzfx2ftfDIIrguHC1ajrTiCEGAa+A5wPfBX4OvBW4FNAL/DLThvoNwZlBI5PIfsj0OW/3VZpmBQfPYhxeAp1sJvway9CSbROgKPRHUahKETP20ZosIfMsy+TeeYQ5YUl4hfuBPxVJx8SoGNnsSI+yWIlUgVmxropRTXCeW9vOOHFMlreIDsQoe+Qe4pXtWaupJSkcjm+9F+/3PKywJUIQJkEc8R7oQuzoFKY04gNbxxggbtDI2en7QCgb9D7criAgICtS119vC1Qn91sBOWBZ1NzgCWECAH/AuwEbpRSPrj8+O8BzwMfFEL8jpRyau2jtAETWYQhkbs6GvpxpxSdqvVfyUKJ/Peew5pdQt+3k9C+na72Wa1FMzuMajxK5zWXkDt4nMLRScxMHjk26qB1zhBTYNGys1hRHwRYscUiSEm2K0I4723GTwDxmQLZAfcC+1oyV5V+qz+49xvcXXyZq+6d8FxCQZ2SGOd7bYVNfipMdKi07mtasSuZy+gU8iq9/e2VwWp2qP3cUq6p8kAn8JM8e0CAm9zx6du59Rdu2HDNJKWkXCzzl//l7zzdsPMTQfaqOvVksH4DuBL4aCW4ApBSZoQQXwU+BlwP+C6cd6z/ypIwnkH2hKHTPxkVsAcF57/9NDJbIHLDpWhj/V6b1DBCUYhfuBOtI07mJ4chfwTrsvNRQv6pQtWWv/I+yWJphkU4WybXFaZnyvuSythMgcUdCYywgla0Nv6BGrnutv286xO30bdBL6FpmNz561/koXsfZ+rqBOZbkpQ6VcJLpmO2NIJyCuS1IHUQ3vik0+RPhei+aO3Fr9ulgWcQzM9ESfZ5LK3YZrSbPPvCXMbR8kCnaUX/VYDz1Ju1evb+F/nsHX/eIus2D+2YvZpvMoCrqQdLCBEFPgFMAndVecnc8vehpqxxESf6rwYXFETRgh0Jh6xyBitfIv/tp5D5ItGbLqsruPLz7mJ4Wz8dV1wIhSKp5w5hlZ3drWhmXokQtoqgBWy0Tm6VY4ylixRjOqbqfYYkPmuXnuV6nRMrqWSt+tfoJaxQzBVPB1cA0Wn7Hcr3ed8bIaYBRWD1eW0JFKZ1In1lW/pxDVrlNFPzEZK9QYAV0BpSc5lN2X/llcBFu1LxKZ29HTWXBAbB1dkE2au1qVXk4h1AN3C3lLLaX7NSQ7B+vclmZyKLjKjg4KKxWWTZpPC9Z5G5ItE37kMd7K77GF4JXNRCTtFQ9o5h5gosPX8YaTmXDWmWsLDL4WoRu2iFY4wuFUEICgnvd3mj83aAle9p/rNy3W37+dP7P8NH//h9G8qwm4bJXZ+6+6zSjehsJcDyPgOqzNgXi+WDBHNhNoSiS0Jd5zqqVsvtpubCdPW0T4DlqGqtRwTy7AEV2lFBsNLDu5FPgeW5iUG/1Zq0a/Yq2ddYK1CFWld9b1n+vk0I8btVnr9p+ft4U9b4GKVowXwRdnU0XA/m9PwrKSXFh17Cmk8TufFVqAP1B1dO4qSE7kp6h3opKIL0S6+QeXmcjvPHXDlPvQhhB1kFaVePetDudhaRXBlhSfKJEPHF2sQL3EIrWeiZMvnu5gKsWudbgZ25Wh1cAegZC6VoUejxPoOlLItjyh7vhS4Kc/aiKdxbppQ6s4DyYkdycSFMV9Lba9ZpNnv/FTQvzx4Q4Dd27d3JXz7+jppLAr2am7gZ8Cp7tVmodcXxuuXv79rgdS80YYsrOLWTGJkpIQDZpPS0kzXxxsGTGMemCV1xHtqoD2qOcFZCdyWRgR6MbJ78+BR6V4LIYK8r56mXSoBVamDwsNMICeFcmULc+wwWQCRVotDdnC3v+sRtNQ0Pnp2Y5x/+4N6qTlAAkQWDYtL7AEssApbE6vHaEijNLwdYPWXSh+3HWtd3dTZLqTCRqIkeMimXNpbcD1gfv/Rf+XH+VcDW5brb9vO6N16Hpm/sC6Ql+fcvBVmrjfAie5XKGb7PXkENAZYQIg7sAH4ipXxVlecTwDxwSkp5dPmxTwHvBC4AisAjwKeklD9p2uIGcKL/KjlbRsY1iPsjVW6l8xSfeBl1pAf9kh1em9MS4jtHKC+myRweR+/uRA17/15o2HW2JXmmTtZLwtkSS/1xJHiumBdZLDM3GG0oT7NSzGI91sparSacMil2e79wF5YdZElvk80AFBfs23+42y4R9Cq4Akgv2oF4R1eJ+RnvA4MA/+HU5p2f5ioGtI56xnoEWauNaXUZ+enzboLeqwq19GBVxmKeXOP5W7HHAv3bisfeANwJXAf8FGAA9wkhfLBvWz/CkIQWDejzwxLapvjYIUAQfs0FG6a518LPAhfVEELQccFOpGmRPXLCa3MAu0wwJGyhC+mDKb/hvIFUBKWI99macLqEpSuUY/UFNrWIWUgpmTkxV1NwBRBaNCh2ef83gUqA5XX4C6VF+++hdxueBlcA2bS9eJZ6flM50IDNidMCF24rCAY0R60D6U3D5M/+z7/hl6/8L0FwtQ5elwb6WTlwJbWsOCp3orUK5N+//P3zlQeklLeufIEQ4r3AIvBa7Flamwp90UBIkD4Rt1CmFjEn5ghdsRsl3lzQ52eBi2po0Qix7YPkjk9RHh1A74h7bRL6cpmggb3T4CWhvH3jK0U1wgWPBw6n7fOXamiQrmSsekd6kJa1riOsNWt1ti0mZlTB1AVq2dtIWFkEywdzEc28glUSWBFbm8ir4Aogm7avkURH2XaeRz0zpWmk3Pz9V4HARf24rSAYUD+1jvWAxvzKVqads1dOlAdCbRmsyuDgcyTYhRDXAm8GvimlfGydY3Qsn2uhbgubwKn+q9CigRRAV+O7Xk4OGI4/P4GIhdEv2rbxD7Qh0dEhhKaSOzbptSnAmaDK43U7AKGCAVJSrpLBSg50tXTnKbR8rlJ8/YXHyoyVoog1g6t6s1Yr0dP2/KtyolbhVPcQaYl05v7dJIJiWiXcaXoaXAHksvanKJYImqabxSkxpUDgwj8szCx5ItG+mal1rIeUkqX5TBBc1YhXpYEVNkv2CmrIYEkpZ4UQLwJXCiH2SSmfBRBCjAH/gJ2Z+vAGh/kT4Gng4SbtrZtm+68A9CUDOnRQvV+cKfMZrFOLhPbvQaje95R4gaKpRLcNkDs2iZEvoEW9XQgoAlTA8EGAJSRoJZNy2HtnrC/frMobBFi1CFkAzE7M82vX/3ZjtmStZVtUIgveDhsWWZDeJ15JZcqUMwqxXu/va9Nz9gKof0jn4EseG9MGtJPARUBAI9TiV1YOpA/YGC9LAzdb9gpqVxH8feDvgO8KIb4ExIGfw9YZfktF3KIaQojPYasQvk5K6e3KpgHmFrMMZkwY9Iej0A5Pg6qg7/HXTOeFuYzjCoLrDYOMDPWTOzZJYWqOxC7vM3ma8EcGC0AvmpRD3gffqiFRyhbl6Lm3mZUlgbW0EBZzRf7hD+5t2BYtZwdYRsz7YEJkgahAKrbohRdUHKUshtCi3t6WUzkDIvb1GokG/VcBZ+OGbwloX5wWSAqw8bpPF/w/92o1NQVYUsq7hRA68J+BXwFmgS8Dn5ZSTqz1c0KIP8KWdr9RSnnEAXtbjlKSCEMifTBoT1oS7fgc2mgfIuS9PV6ihnX0ZCfFmXniO0caFvpwzB7sJkU/zMPSyia5Dn/0C2oFEyNydrBX62wr0zARisLcybUl2Gu2I78cYEW8D7DIL3+PAB7Mo13pKI2Cihb1fnh3NJEEIBQOAqyAAD+RHOhiYXpxUwwbrsW3bDTWI2BtvAquWiHL7gY11xFJKb8AfKHW1wsh/gQ7uHqDlHLTFn2o+eXdXR/UP8uZJUTRQN3e/MyrzaYgWI1wbzeZl49j5otoMW/LBNXlubEWtTU2umpL2cLUlapS7a12llrRxAid/ReppXTD6d1FreifAEsU7O8yAqLFAdbqXUizqKDHS601YqU9y46ztPz+hMKbrsjhHJrZXwkELgIC6qdWMYtirsjDP3qUv/yVf2yhdZufoDSwMVyJGoQQfw68F3g7sCCEqNSzZaSULRlC4ZTAhVpY3t2NNF5y5VTTsTWZAkAddmaIzmavj9e77Q9EeTFTd4C1MJt2VPWpsmw3qf6hSuWMljUpq4YFQmCpAtX0tm5RLVmYq8oVe0eql25IKZESRzJWq1GK9t/BCnsvjy6W4xnZ4iRjtRIPq6SghLzJYK10nJalYJoCXd/8AVY70K4CF+uVnQdsTurNWiX2eF8+v5nYCqWBbuHWiq8ievHdVY9/Gvhdl855Dk4IXKil5QVquLkPpRNNx8WTC+ixMErUH+VfXqNGwwhVwXAomG6GSoBlVUkbJfs7WZhZap0thr1gtlQF1fR2wWr3YKns2ruTP73/LfSN9CDXGIPcjIjFhnYYEiyJqXkfYJ1u1mthxc1aTtIqKyh66wOsSnC10nEahoKmeV+uuJlxSq02IGCzUEtFxErfcsvHr2mFWW2B18HVZs5egUsBlpTynFWMEOIG4I+EEO8ESsBHpZSPrHqNAD6DLaBhAk8Cvyyl9KRmYW4pR6Js2RLtmg9Ki9IFlC5vy0cA/uSPX2Z4GOBXeeCB23j2uZs9sUMIgRqLYOYLdf9ssq+DeQezWJWrww86F4q1nK1ZoxmslWWCiim59aqLed0br0PT7b+1QCClPKuUo1kRi40QgDAl0hcBlv1NtqjqeD0naRkCobX2qq0WXAGYhoLaggCr4ouw/d+m8EWbjXYoQQ/wL/WIJLntW9oVvwRXmzV7BS1qFxFCdAP3AB+RUu4DfgP4uhBidbRwB/ZcrcullBdjL0X+RytsXIu41HwRXAGIfAlRg5y129jBlc3rXuftjUsJhbBK3s/Oqdzk/RBgieUAS3qttoEd1HzsLTecDq5OPy4EpmFiWY3PtqoXxQSp+uBvUokhWlCpspGTlJZAUVp31a7nNK0W2LKZfdFmY7OXoAecjZd9OCtZPTdxrZ6rZuYmbnW8Dq4qtCK4cit7BSCkdN+5CiF+HviYlPK6FY89DfyWlPJfVjz2TeCrUsq7lv9/OfBdKWXvesePRKMyPLLjrMcM0yTU5AqmbJqEchYYFnQ1HtiUDZOQqB6k9XXqzC7VduOyJlMo0RCio/kslmGY6Er9gWMle3U6oJDwN3+T5N57uxs63ro2lk30DYIEI1dAGiZ6Z+2DhZKDERZOFSiXTXQHF9xlae9YVDukUTLQHDhXciTBwsn12xhNVaEU1Qnnyyhm9YxAuWSXDjph02re+fNv5zc/8ym2bR/h5OQU20aGqzpBy7IYim13/Pxrkd4RRs+aRObq27Xq2d7J/LhzJZ4yDtYOgXJMuipykRztYObYEvo6kv2xkTyhToPUS+5PPjaW+wG1UPXU3d6LZkinIkxNdjCdPvaElHK/0za47YvA9kfRwR0bvewcysvlvCHRuN9az9dsRMUXGYaF3uAxKjTqX6oeq7z+sVJLE2i6QiI6vOZrzj6W8/e8Rn1JcijGwlRtNwGnfEijlEvmWed3+r5YK08ceJTtY6PrviaXzfHxD3+Ce/7xa+c855XdTtAq2w1Trus36qWWdcvq88PavsIJyqZE1zf+HacXX2nYF7VKGu884PCqxw4vP77e6w4DPUKILinl4soXCiE+BHwIQNd1BlcNVpVoTafnpNTIlIuUTEnvBsNS1z0O2prKUpoq6OusrVRrZgoiYZVEtwOlXVJrSNp8uIoPe9/7FnjkkaGm1LOqISUbpv+XpsqUchbJwdqbslVNITkYsY/fpI0rmZnKEY5pdHSe20QtpXTkXGpIJTmSWPc1RcNiLmfS0RcltI5DXl2m5wRveetb+P3/9ntEY/bu9ei2EdbaxJmcnKRnu3s7VKvJKEUiiRA9sfo2KNSQ4qidJdVgkTydAzF00/lbcOXvrYU1BnZusAMZN0AxN7ymHLEL1r3eFCEIxzWSQzGm066Z4bgvgnP90UADpcdSru0naj7GOr5mIyq+yL5XNWlJg/7lnMNICejrWpPJKwgBPX0bi1fU4lMaoVFfouoKyaHa7kdO+ZBGWe0vnL4v1sq27SNVH7dFkiSTk5N87v/9I37w0Peq2ueV3U7QCtvdWBfUsm45ff7l726O3jlzjo1fO33O3b52WhVgCew69pUYnFuiuPp1la3mc2Kl5Z3FuwDGdu+Wg7/0sdPPzWVyjghczC3l2HmoCDMFeP3Gu2NrsV7j8duv6eVrj87VdJzRYz8k1N9P5NoLGralwsJCtu4Sjne/6zeBsy9KIWzn8s53jPHKs872YtWi+LSUOoJh5OgZvrTm4978np185+6jjisJznZAVEC8SmS/MLPkiIrgzR++jO/c+cy6r8n2hZna08O2l2aJ5NbOji4s3zmc7MX65K9/6nRwVUGI6j1X9/zPb/Nq46ccO/dGlD+xjf6nsuz6Vqqun7vl167h25971DE7jAsg959VYr9voh1y7LDA2aUdtVwrF3/wZQaunucH77/aWUNW21XDHJM7v/jPPHL/GF/8y/0c4DNumeK4L4JV/ui83XLbz3+s2svWxQmJ9mZELiq+aD6VbVpFsBH/UvU4NQwZnp+9k56+EJfv/uCGx3NLRbBRX3LTBy7gvs8fqO0cDvmQRlntL5y+L67Fyn6rhVMpLNNCqZLRXC2S9Gqq+5ZW2e0GbtueypRdKQusxRdBa/quoL6hwgcOfqrh87SquegEsLpmYsfy4+u9bgeQAepbETmJKqAJqWtHVZ3CGrLg3cyaZHLt1PQtt36rhZacwSoZCN0HM8o2uESS/Z0tU8SpbHOKDYyq3EidrK3vW0OCHWDmxFxLe65WI5Uz/Wmeclpy0tnDNlI3LxSJtNzdF691SKSiSCzT9T36zeuLWoATwVVAe+JFP87qfqve4SSqpmIaZ++RBEIWzeNWcFUvfgqumqVVK9OvA58TQrxKSvmcEOJq4ELge0KIB4H3SSkPAX8LfFAI8Q9SyhLwq8A9shWNYmuhKbb6mCXBY9EAKxFBpvOe2lAtpVrJYnmBWSigd7Xmw7IelV/fD3IolmpbUUswUVEUbISVO4tzJ+d55kcvrCHADtl01jUJ9lqxVIHigzFLFfVA4ZAtKwPkeh2kUCXSxaCmnk0FVZWYLgd7bGZftAGBRHtAu1FNgl0IQXYxRzFfOu17nJ6buNXwQ3DVig1ot1UDV9OSAEtKuSiEuB34vBBCYpdbvBmIAWNA5Z39IrAHeEwIYQAvAB9thY2rOV2uEVqWmy1ZTQ0bdgKrO4Z1MoU0TITWelvu/Iv/xYd/5VddqWFvBKtsYBXLaHHvFxWVZIQ/Aiz7DVLqyLymMuW6SgVXD3fsH+3lpvdcz9zkAonuOOEVZTj5YonHH3qy5mO7gbWsPqKUfbA+1pc/QA4kDptVe1J0iVV25wNdb7mHplmYhrufoM3oiwIC/ES9vqIZ1qqISCQT/PL+4OPYLH5RC2ylJHurslfQugwWUsrvA1dVeWp0xWtM4DeXv/xBJagqGJ4GWPOpLL2DPRSen8CcXUIbSnpmy1pE40vks61rHi0v2qo0WkftCoJucTrA8kHwaS5nsFSjthq0SharHse51nBHy7K465N/dzqzNbWwxJ9/9XvsybunWlALVmg56Cx7P8hWLseeoslqXyecoxKysErOBzX1OkwhJJpuUS67f4/dtL4oILivyikAACAASURBVMBjmql4qIWVVRFLs0trCq7MnZx3zYatwlYKriq0MriCFgZYm5bossPPmdDtrSnqYDcoAvPEXFMBVjMNyIahoevV06zXvP7f+ME3392wXfVSml9EqEpdEu1uUUkWrbc8TPZ3tqRR2dQVFMOqS3GqXse51s5i73APD937+OlyjRfftoNIqsSeK8fqsMZ5zPBy0Fn0QQarEpfWPx8bcNYxqmELs+hsUNOIw9R1u16y5LAtAQHtRCpneCp0cdoOF2Zira6K6B7owrIkRtk4a45i0G/VPFstuGp1aWAFP1Q0+ZuohhRA1vshe0LXUIeTGEen15S+dpu7/uqPSKfPvWyEgF17n2uZHdKyKM4uEOrpQjg8f6sRTOzeIx8ksDB0Fa1Uf4NPcqCrquO87rb9/On9n+HvDv8Zf3r/Z/gPH7rpnCbjCqt3Fo2Iilb0vvHJiNjXiJb3QQZreW9D1BlgpTJlxx2jGjExCs59fhp1mKFwJcDyfvHoBXNLLg5EC2gLWrHDXwtuLcqrVUUoiiC3lPdcIKmd8EtwVaFVwVWrs1fQhhkspyTaT6MIiOvgkynm2u5hij96HnNiHm10w5mXrrBWbKeHWqdwWJy1e9Eig839DeZzhiNS7Ya0s1d+6E8zws0FNStLBav1Wr37k2+nlC8jZRk9fKakcPXOohTLAVbem92jlRgxHwVYMaAsEXXcUtxyilrUpLTgTD9FrWqB1YhE7d+vUGg7l1QzzUq0BwS0iuRAF4bDiqxBv5X7+Cm4asZf1IqXwRW0YYDlCp06TOfdm1JYB9r2PkrREOXnj3sWYM3NaXR2nhtMCSFJ9p9kYab6IECnkFL+b/bePDySs7r3/7y19KqWutWSRhrNvno8Mx57bONlbLyON0xiCGAwEAJhSYCbEPJLQpLf5SbkkpB7k7AkIQk7wWy2MZgQ493GhjHe7bE9+75JGu1S711V7/2j1ZqW1JJa3VXdJU1/nmceW63urldSV536vud7ziF5ogfV70WPlH+CRlpCDPZVXhskZa5S3lfiR8NJm4cEsh4V/0i6rNdPrsearotTbDjO9z73kwldBCd3csqO/Yx6ovYZrOzYcDI9Xvu1yCCIeGnPraRDYCloQQMjUdln0Q6bhz8wJrCS9ZBUp858odyGF5M70O5+9sC09o96vVXluElYQXXEVZ5aiSuoC6zSCHsQpxLIuAFV6p4zHUJV0DcuI/P8AYyuAbSO6ecOOcWf/tkyPv6xfrZtG0HTJt6wXn/rndz9zT+17VgDycyUwZCZ/iGMWIKGdcsdnfZdKvn8jF7CUvJ1WI6txaMiVQW9ggxWociKTrOrGFkUnlBrVYxMMHd58cRrn8HKNuRqe/SYCzJYIYGIzfwcp4VVHj1okI2XX/dkl4c+L7CSidpeX+vUKRe73BCz4ZY6LK3MTsbFXBGtS6L0HO0l3NY0oQNtvd6qctworqpBrequCql98cp8IDK2gz9QXlbAbvT1ixFBH5nnDiCt2twwrlqVmCKuhIDmlh78QXsERDjaMOUxaVrEDp1ADfgqtgfaRb7ztxtuDTO+MVGTrMzSGmlroqEpQDpZ3PZZyq5iZmwzwuMCe20mpCIM6Q6LYCOIGU6RwoDoZFAUmoXmt8iOlvfJtbNAORjM/czxmGeWZ9ap4z6qtUvuljqsPNPV7c7EdB1oFVXhK5/6br3eykbcKq4WujUwT+23QeYDfg0Z0KAvBcum3vRXG6GqeC9eQ+qJ18i+dgzPeSuqvobPfnY1H/tYMxs3/gpFOePFllJw4WUP88tHfsuR48aPnsJKZWjavNYV2SuAjMydSKW2aHeym2AmkLtZ9s6x7unyWy7g9k/cTLQjTH/XEL+6/0WufPOFeLw6RsZA88y9i1M6pIMlXSGw0k0qnhHTFU1IrEZQD02tX6h2MPQ05o6XGZ67wLI7UAZDuc2rusCqU2f+MRer4HSuiOji5lldEXVKw23CCs4+cQX1DFbptPpgMA0umKMDoC1rRVvRRuaVI5i9zs2lmInFiw9OEFcAiiLpWHrIkeNlBkdInujB196Cp4Laq8lUkko2x+qvPG64cwdSAR09ZaDMoQD58lsu4EOfeRutnREURdDaGeG2D12HEIJP3/HP/OP/+BY9x+e+q5hq0vHEDRQXnDLpJg3vUO0tAxKQYVCGzjyW7w7odMZqMp6mMYE1MjeB5USgbAjlMqWx0ak723Xq2EU42sDANFn5+US1bFalkL9mlZLJCkWCGOniz6vXWtmDG8WVOXYPcDaJK6hnsIrSP5KY2tGpzY84GkOeTkJn7ecuAXgvXYfZN0LqF6/jv+VClCJpdyc5dWo1TU2nJ1gFpYTe7iUzvKo8zGSakT2HUQM+Glbb9/6VNrrIjOkYbxkCy24vvQTSQX3ODS5u/8TNE3zveSzT4vDrJwD4o5s+Nz4nq9SdylTYg2/IHTcz6YhGeH+y1suAIOAViEFZ80DojYwJrDl0EXRqF7KxKYVhCBJxNxht69RxL07X8ZbDdMPqJwwO7h9F01UUTSGbMdDLcEXUmZ5ax5PpqOYgYXCPuIJ6Bqt0GnVkQIWu0ueVDAwnaNfKG+hbCsKj47t6MzJjkHpsJzJT3V2t9vbDReuwlq/eZetxrKzB8GsHQEoaz12NUN0xjFRKSI3ZA9U5CiwnLjZZr4qpq/hjcxM1LR3FJ2g3t098fC47lZYCqSYPfhcILNMjyIZU/AO13/Ud9ufWkDxpVD1jNRlvJPe3SQ/ObssbShiOBsrGcIqRYR/umCRXp06duTI5PuSbWbQuiaIognBrI4FGP/d8/r/59z/5Tr3WykbcLq5U3XmpMZAwXCWuoJ7BKh0hYHEQcWAEGc/mZmO5ALW5Ad9VG0k99irJR1/Bf90WhGf2P2tvOkmrtzLxd9fdnyIQGOa97/lrNO3MTbfPl7StXbs0DIZ3HcFMp2natBYt4Kv4Pe3CIDdgOFjBPaGdWaxkKJfB9M1BYC1b34FpmmjK1DX0dw1NeSx/AZ8tm5UKe0AR+F3QGCYZzf1svr7aCaxxUXpuLtCEjNpnwX3R3N8mNTCzwKrGDmQ4nGJ40D3ndh13EIk20Ncfo8Xr/tq8SEuIgb7RqnQSdLKOtxIKM1nFBwcrXHfHFfzBlZ+uCyobcKuwgupmrtzQMbAY7jo73U5HAHlwBI7H4Zziu/61QOuM4nvjuaSe3EXy4ZfxXXseShHLV55IJMjgYImDeGbhogsfACYV2QhpS7t2M5nG2n0IK52haeNqPGFndifKDYwpmdtvL8ceCPZbPZKNXrSMOW2L9gmNLLqHOPDKUS6+fhPpZBZpyYlDg5MZfviFn0+/9oJAClOFViKau1kO9LtAYLXm1ubvq36zjcnt1tOrDVKYKH21z9T4WjKkB3WkMf3uYrWCZFNzksH++qDdOnXmO/nYMN3g4OmaXNQpnWqN8SiXWogrJ7JXldZr1gXWXPCq0O6HUwlYFQKPO6xqANryNnzXqKSefI3k/S/gu3oTatT5dOl0NsHmaK5dezJe3gmWHRxl9OW9CNNCrFuBp9ldFxFTQlrmhguX2j2wGHbtREoBiZCH0ECyqMkq38giX2vVujhC6+II+146wj987Juct239hC6CP/zCz9lx/0szr70gmzVZaCVavKhpE89o7TsIJtp0hCnxVckiOFPws9okIg5KwgUCqy1Nqnf6us1qBsnm5iSH9rlj7EKdOvMFt8zEKkTVVT72f96NmCYw1ptZlI9h1b52dzaqOUTYzeIKFpjA6o8laMfhXdDlIURXEnk8DqvdNZNCWxLFf+NWUo+/SvKBF/FevAZt7WJH25nfdfenABjsj3H7b93F2nNzN+WmpZbVrl1KSepIF4l9x1B8HkIXnUss44I2dJNIjjW38Nv0q600UCYbPEhVITBNg4vpGllE2pqIDSfYcf9Lswqq6SgmtOJtPoK9KVdU1CQW6fh7syjlz16elcl1adMFP7NNopx2w28F/G0pRg9PtSpWuyhZ100aw2kG+gOutXrUqVMq1Ro47IZmF5PHe/z8O0+y7datrN60lJ079rHu/OX4CmyC9WYW5eH2jBVUP25UQ1wVm8U6F+pNLuZKg45s9cGxGGQcvGMrEzUawv+mi1Dbmkj/eh+pR3dixVKOH7ehYYQVa18d/1rTTM7Z/Nychg6b8SQjz+0isfcoemuYpsvPQwtVxzYUaQmVfHNnjjW38Iq5N7coemwbLkjxsA9hWtN2EJyukUV0msfLId+0wfSppMJe1BP22FArJd7uIdBtfyYt31598mDgmQKg1S5Rul0gsBSJvzVNomti3VO1gyRApCXXOOjYCd/Y1+4qVK6zsHCyVXstPru1atm+cu2KKeM93vtnv0HnqjY+/4ff5nMf+ipf+18/ovfkIJYl6Tleb2YxVybHF01zj2uqkLq4Ks6CymBVjdWN0HsaDo/CevfUYuVR/B58128hu+ckmZcOkbjvGTybl6OfuxTh0Al63fVPIcTE2UtCWCVlsSzDIHXoFMkjpxCKQnDTKrydba4ZJDyZxNiPGbB5eeVmsSQQi/gJDqeZNJYMoQhufu+V0762WCOLSlE3tADQmlDGg4Mxh7lcdpJpUMg2qjR0VX5DVax74lx2E6VfIsOgukBg+VvSKLok0X1GYNVCXAG0tuWE+OnTgbq4qlNnDtQyi3XRpedPcUUIIUiMJnnukdcAJjgj5jrm42xmPmSs8tTF1fTUBVY5NOiwOAAn4rAk6JqOgoUIIfBsWIK2tIX08wfIvHyY7N6T6JuWoa+pvLvfZIrVYqmaSXvnkWlfYxkG6WM9JA+fQmYNPB0tBNcvR/FNtbINJDM0z9C4wy5ms3cYY7VXfpuyV3nygbIckZVo8mJpCg2DE+c8LV7Zykf+9+2sPX85h14/TufqRXgLfrezNbIol9E2L0rWIjiQQRQEh8KgUa0gG+vM/bzBk3MXWIXi0A7fu7k4JzKVU7UXWMHO3GclccpfM2E1vpbm3A1iMr2oJsevU8duqmUTzFOLWqxgqHgn1HBr8WtkqR1oz2bmk7CChSWu8tglrqAusMpndSOcTsLeYbggmuvs4EKUBh/+qzdhnh4i89JhMs8dIPPKEZRlrZhrlqI22DOn6667P8Vgf4xlzUne+9HPIAQYWZ3/vudDU55rxpKkjveQPnkaaZjo0SYC65ahNRX/YIejDQz1x2xZ50zMNnRYSohZuc6BdtVeTTh+mbuRo9EAN71hLR//3BXjHQL3vXiYi7dvJp3M8C9/+l12/PfLU/zypTSymCsSGGn3EurNUJjQ1DR1QsDIB9lCnAi4sSVehCkJds1sEZxutlfelmFHsDM7c78Q9WTtndmBMYF16kBOgNZKXA0kDNo7YhiGwkC9i2CdBUClw+vnfLwKNufKRQhBJp3B65vaJGc2V8RsHWjPNuabqMqz0MTVQDJjq7iCusAqH68KqxsRe4eRXclcRsvFqG1h/DdekBNau44jD3QxeqALNdqIZ0kr+uIWlGDlc2i2Xv4IUoqcXbDAImgmUmR6Bsh092MMx0AIPIua8a9cPK2wchspmZt91VBh58DZmEugNDSFbTdt4c9/dzs+38QOgQdfPc4/fPybDI8F+0oaWZRKukEl06CxaN/MgnhyICkMuJOpJACPLPMQ6MqgGnLWAclOBzdzqYWIgRh09DAlobfHSY+oBPRmAq212RzKB8zlK9P0nm5AytoLzzruw6lZWNVyRVSDaloFG5uD/N5nb8fr82KaFqp65rwt1RUxUwfas4W6sCqdaogrJ6gLrEpYEkR2J2HfEDR7wTexvqm5KUD3cIJ2zZ4skR2obWH8bWEGTw0S6h4mc+w0yVcOknzlIEoogNYaRos2okYaUBoC07ZaLUZDwwjnbHoWZawQSNNM1m96hsf+qYPRMVuU2hgksH453sUtKC4dHlnM3mFKiEvQKX/uVSnMdTdytCXAR2+/clxcFdLY3DAurqrF8OKcSG/smtv8q5kCTLFsVylYas4iGNkx4orWtuYyiXpcIGrcW3EoYdC0IkHiVAhqtJbCgNnePkxX1/y5wagz/6mGK6LaNkFw3iq4+fJ1/P7fvZNAyMfTv3iWF352oCJXxNkmtOarqMqzkMWV3dkrqAusyhACNkbg16dh16CjVsHmcJCeoTiLtMqzTAD4PfjOWYbvnGWYowmyXf0YPYNkjvWQOXQq9xxFoDT4UQI+FL8H4fUgNBWZSJMQJun9J5CmhcwayEyW6975KMiJLdUFkiveu4tf3PcmPG0R1EB56w9HGxjojzm+41jM3iEljI5ZAxsU592gpYosKWC4JUD7NPPO7OwQWCpDnX78g1m8Cfs6bJYbiIaXaEhdoa1PqXkwk5rE6pToD9euC9SZ4BgivDJF9472qq9hcrAUwqK9Y4RXX+2s+lrqOEckEqR3ME6r1z2bi9Wk2jZBcMYqmLeVt3SESSbSBBp8HN/fzd998Cucs30RO+5/xRZXRDGhBfNfbJU6vmM+UBdXc6cusColoMH6JsTuIeThUVjlrtlY01EYANVQADUUgHVLkVJiDccxh2KYI3GsWBIrkSY7OIrMZEGCKZOMxiHZezD3ZgKER6dzdTeaZ6LA0jwWy7cO4n+lowY/ZfkU7j4mxqyBIcXexhYzUUqwTC8K8cE7qtshcCYyfoV4i4eO12o7myXP8AodLEnj8drPVjKXSlBBPVL9jFFhG+dIayO+liR60GD0eHWtucWCZUtrDI/HpOvk/L3xqFNnOqqdxbLTKjh5OH2gwYdpmPzsm09wfH8352y3vynN5Drd+Si2FpKogtp1l53v4grqAsseFgeQg2k4NApNHojalGWqAUII1HADanjqh05KCaaF9uRLRMI6jRsvR6gKqApCCO554HIGx7zyS1bs4dZ3fBUpoev4qhr8JOVTuPuYlrmhwj7hrDWw6DpmCJZrzl/OB/7+XaxYEmXXc4dYvWnJhJa5TnUInInBJbnd6sjx5CzPrA7DK3Qaug20dG1axBdirsptPKiHq1tnVCw4Nq7IfbZHj1avJfp0wXLJktwmwMmT7ht3UWdh47QrohZZrDx2ZLGKDadXNZW3fexGnrrvhYreuxRmElvgDsFV6egOt1MXV5VRF1h2IARsCEMsC68OwMWtrmzdXilCCNDUnHVQU1C80/+Mg/1tSJn71Zyz+TleeHo7yXhlJ2m1bIJ5+pMG0qOhAcEalc286T3beNtHrqV1cYT+riH27NlNx6eWc8O7t9EzEOPTn/w2Bx58rSodAmdjcJkf/2AGX6z2A7gNr2C0Q2PJr90h9ozVEtEHykh1PkhDCQNzLJk8OTiGlo8gLRg9Vh2BNVOwXLIk1/HjxPFIVdZSZ2Zst6LbhFONLhYidlgFg01+WhY7P5y+VEptiuSU6JqpQdJCElR5JrseqslCEVdQF1j2oSqwJQrP9sLL/TmR5XHn1G2n6UtnuGL740W7Cc4XGpsbGIolUYDGKtRdFePyGzfzwb/4jfFdxNbOCC2LL8tlC+9/gf/4/lO0vHgSQXU6BM5EMqSRaPbQ+XJ5DSnsZmilDoogfGjmzoHVQCIx11horzufvSoMjKquFA2OTatHiJ1owMo4e30aKAzS0wTLpcsH6esNkkzWb5zrLDwiLSEG+kar3uyiEpF17htW8/t/985pv19t63kxphM1pTREKpxrWOnxFiK1nIu4kMQV1AWWvfg12NIML/blRNbWllqvqOpEog1k06emdBO0K4sFzrfXtaRkNJnrgiczBoq/NqfJOz56/RSLhhCCwf5R/u/3f8Giw4M17kd3hv6VAbAkzcfckTEaXO1BS1iETtW+/spql8gQaPudFVilBUZJ46oRTr/Q6uhaSg2Uy5YNcOxYs6NrqVNnOqrtiqgmcxVZqq7y9o/fwK0fuJruo33c/aUH+M0PX1dz6/lcKEUI2TXXcKGxkLNWUH1xBVAfPGI3YS9sbobRbE5kmbWv/6g2V1z5GBOmzMJ4FqtSnD45LCkZSaQxLUljwDvlx6gmLYuKB4GmSAPeeIbgYKrKKyqOpcDAcj9Np1LoaWv2F1RjPWt0IgczNf375THWj2007HPmcjuUMBhKGERaG2cNjIFFCTyhLMMHnLvBKDVYejwGizuHOXa0LrAWIpFIkN60OzZcakmkJTQhm1vVY49dD4ZmOX7HilY+892P8xsfvJbH73mWv3z7F/jJVx7jq5++h96Tg1iWpPfkIF/99D01dUrUcYbCzbm6uLKPegbLCVr9ufbtrw3SuN9CbvDlmkG4DKda6S5ZcgxNm1iHo2km7Z1HbD2O3VhSMjomrkJ+D7qm1szi0dLeRDZj4PFN9ZT3DIziPTTkmuzVUKcfw6fSeihR66UAMLJMx/QpRPc5MzxwrhjnWIh+UPrs/YuVY+VoWpuz0Azvt7+OohRLYCFLlw2gKJIjh6O2r6XOwsPJOqxqDB2uxVwsKJ7JKqzZjY8k8Pq9pJNp/ukPvs3zj742/tpaW8/rOEsts1awsMUVVFFgCSE+BvwPch2vjwC/K6XsKfK8Px57XnfBw38upXy8GusEiDYG6BlJsEgLlP8m7QGQoL0+iLl7APWcZoRWucjqMVKuK0CezNe++gcAtHg9rD33ea679fv0dndy/48+aNsx7A6IliUZSY6JK58HjzaxPqVawVEoghvfcQlv/71rQYCRNdD0M8dNprN8/dtPoA+nGQJHh0qWSu+aIN5Rg1DP3IYLO0X/eg9KWtJ0xAX1V4rEWG+hP2/fBkslQTGyfohsXCN2MmjbeqC8QLlqdR8Ahw9V10o9n2JRHeepxtDhWnYUhIki65a3XTyh/XooHMQyLe785wcniKs6C5daCytY+OIKqmQRFEJcDfwZcKWUchPwPPD1aZ7eAvyllPLSgn/zM6B1BIitDiJjGYzX+5CZyrqrNYftvSlyikjBh/nowXOxLGhZdNIWiyDYf7KYlsVwQebKo08UV05eAApZvradv/7Gh3jvJ29m94tH+ZO3/zP/8Zmf0Ns1hGVJuk8P8/ffeIidP3qxZOuH08QjOvEWD60H467IqFkK9K/z0Hwwg1r78ivMVRL8oO+u/FKbtwJC+VaO8PohhvaFc1OqbaLcQLlqVR/DQz76+6t3XVvIsai5KUC3YY8lr8dwh/14oVErqyCcuZF++x/eNKW2V1EV3vyBa2qxrDpVppZ2wDxng7iC6mWwbgfulFL2jn39RaBXCNEkpZzc9qUF+DMhxB8BCeA7UsqvzvTmqbSJNWrgiju8SWSaPageL+beQYxXe9HOiSIWYAv36dA0A8h1E7Sz0QXYk8XKmlauoYWExjFbYDHstgpefuNm3vHR62lZ1ET/6WGO7uvm/MvXMjqc4Et/cRfPPPI6AH3dr7LjwVeJNWh0dwa5ZHkDupGr6SnclYTaZLNOr2tAyVpED7vDHji0QscIKLTsckc2zdhogQnanvIFll27jZ7GDA2dcU49ac/Q77laAiezek0vBw+2UuULt6OxaCHQHA4yMBS37f1600lbbeh96cy8tAnWOosF0LakmbbO4iMRatF+vU71OFuyVuAOcQXVE1irgLvyX0gpB4UQw8AK4JVJz/1DKWUCQAixDviRECIgpfxi4ZOEEB8GPgzQ0NyJ71SWD1/Zjq4p6DYk5gwzjC7seR+A+NZmfnnfUTK7+rjohqUsXZcrMg8HVW67pPQaBMOwZ115TDN3bG0O7/nqTg+qKrj5puknuRtGzvazaNEDuflZSFTN4rZ376C/73crWnMe07DQlLnfnDU2e9l+xwoO7x3iuae6CYR0rrppKY0R74yvM4xcA4dKnZ4r1yzniqsuGbf+tbSHaWkPc+pEN48/9BShZQbXf2D9+PNTWYu7Xuoj6lG4YnOU+JKpFw0zOzbItoqlfkOmyUsDA1zs93PNh8+b8bmNbQG2f3SL42u6x9ePX6Z5240bUG26ca9k7Q+tfZXGpMZV798w59fm51ipenl/1Maob8LniLb9AKxZcz5rPtBe1nvmGTsV0Mo8GTx6ksWdw3SPXMT2O1ZM+f73f1HB4mbG9lg09v3xeNTS0so7182tcUc+TlR6ba8kbhXGIvviTCumac0pvszMIgzDnHDdf/mgB1VTuOGtnRW9c7nxZK4YhjUeQ6acow7SHI3wxusuG4vHU0nE4nO6zlXrmm4383XdUN7azYK+U+XGkkppjPq4+ndyn/NyY0apGFZuA1q16Tg/rKBpZrUElgAm++MMilgU8wFt7P/3CSH+Fvg4uZ3Gwud9BfgKQOfyVTKWNPnhC6cZjli0U0Ht1Bj9ldZgFTAwnKBd8yPXN2PtHeDX9x/j2ZeCKMsaectlLfzkmf7S38uBIZCDc2x00T+QIdrs4ecPTClbmEA2fYqPf/xxhMid4UKYBINP8JPvXm5LFivvm5/rruO171jGT//zAOmsiaYqeEyVZ37eVdJr8zuQlWSyvnDfLRPqqvLoqo/7/32qB767w08ipBPdP0z8/BYe+cbe4mvrHRn//2pks45tbYIVAZJ3Hebh1MzdA7d/dAsPf3ny/au9GF7Bro9HWPRimsce2Wnb+5a7dqtFMvo3GXx3qzz8WGmvt3OX8foPrJ/wWdnwgV20JzSe+NIg0ipvXlmlWas8W84/DjfDz+/2sHvXkbLfpwxsj0Vj3x+PR8tXrZY/2Dcw54XZEXPysaYcbrskOh6L7Iwzc40vs77fpEYXA30Zmls8PHTvyYret9x4MlcKY8jkc9QJhCJ403u28abbrmFkMMF933qSm26/dEr79W/9zU/ZcX/p17lqXNOdYL6uG+a2djdkrPJc/TvruffLr581mas81RJYJ4Bl+S+EEAEgOvb4bKjAyExP0DSB0qZjnc6iegS4tFRJeFTUjS1YR4axuuLI0Qzxc2v7wXeSmdq12zF0uJziZNO0ePgnR0hnTXy6RsCrTbujV4xKbR5CCFrai7fIjhZpyz4aydIG0AAAIABJREFU0ok1emjuTeGdpQV6/iJa7oDJuZDxq/SvDBA9lECfRVxVi74NHqQmaHvVHfUj2S25+3h95+wDfZ0PhpLo5gEGd0eQVnk7e3baO9at78EwBIcOVn1WoKOxqE51cMImWI1mF1Bdq2BLexO/91dvZcPWFTzz6Ot843P/RWw4yYmDp3nHR68nuqiJ3lODfPv//jcv27gpVad2uElY2bUhV9KxXCauoHoC6zvAvwshvjjmc/8Y8CspZa8Q4irgfwI3SilNIcSHgG+M/X8r8KfAZ2c7gNruQY6a+HosrGUWisNpyHIRikBdFUY0ejEPDfHQd/cjl4QQbYGSbvSbw0F6HMhiOUG12rWX4p2XUpLKmiTSWTyWmmtmMU29VUnHLKOr4LK1i3j/n9067d+5v2diViGrK5xe5MeXMIgMlF5TVI3arK5zG0BC+57a1hTkkUDPFh/BHoNgT2XNZOwie4GFclzM2J69WsHQvyhJoC3J0fuXz/m1TgTJczb0cORIlHS66vWojseihYKdHWvtrMOKRBsYdFAIVaNle76m104K63r7eoZ56Zd7ueLmLQjg3/7qXn5ZkJ3a8WCutjdP3v3ghq60dcrDTcIKJm7IOWkLdFJY9aUrG/VSlbNJSvm4EOJfgV8IIbLAKeCdY99uJud/18hZNzYCLwoh8tvQX5JS/nC2YwhFoC33Ye1NkO5O4ev0zykzUW2UFj8ipBM5Haf30DCiP4W6qgnhq80Fzu5CZIAf3fsX43aOUFM/7/7I37Ljsd9g5/NX2XaMUnYdTcsilspimBa6qnDz21byy/vKt5PkdyBLFVlev4e3ffgabrz9EmIjSR6+5xne+KYLplg07vryI+NfWwK6FwcQSBZ1JeZcTTQ5mwX2Bc9Ug0r/igCtB+N4ku7IXsU6NOLtGqsejLmi140VlpirJd6fThXxtQiELVtyLdH7ds5t5pQTRcm6brBqdS8PPXCube9ZKtWIRbWm20iWbRPMY2eji0gkyOCgfU0znKRaWaw8hk2Xz8tv3MwH/+I3xmNKa0eYG95+CaeO9PJ/PnEnvaeGZnx9sVlZdeYHbhNWsDCaWVQqrqCKc7CklF8CvlTk8R8DPy74+hPlHkP4FFJtAn+PRaY/g7dl5qYFtUZ4Na76rZXce99xrGMjGK/0oixpQOloQFSh2DaP0wGwL52B4Sh9PYtZufZVWwVWnmK7jlJKkhmDZMZAAEGvjldX8dvQxbFUkXXR1efw2398C9FFTTx67/P88MuPEB9Jsu+V4+MWjf6eYe768iMTdhT72vykfSodJ+LjXQPLWqcDQuvUpkYUS9K+u3o3IrPRfYEXJS1p2eWO4cLZrWP2wBdyO3eT2+lXOxC2nt9HvNtPsqe0Gh8nrR1r151G1y1275razTAfMJ2kGrGoVjQ3BRgYdkdHTydxcugwVC+LBfbMWHzHR6+f0nodQPfqs4qr8fUUxAqoZ7PcztksrKA64ipS4XsvuDPICAm0lIYxlEX1Kmghd7REn25XUQiB2hFEafZiHh7BOjaKdTqBuqIJEfa6OgtXCoV2jsP7N3PRtofwB0dsa9UOU3cdpZRkDItEOoslJR5NJejVUWwWrTOJrJaOMO/7/25h65XrObq/my/9xV0cePVMmcdki0Yhw00eRsIeIv0pgnF75qbYJbTizTpDS/20vz6KPktNWLXIBAR9G7wseiWNlilfjNpJ9mILeQRGj1hA7vdUqyCoek0iGwY58eiSkp7vdJA8d2MXpinYu2diF1I3eujr2IcTLgknqGYWK2+dqlRktRSp34Xidb2z4YbxH3Wmx43CCuriqhgL8szxtHiw0ibp02mErqD65l5rE20M0GNTJ8FSdhWFV0M7pxlrMIV5ZBhzzwCi0YOyrBElNHVnyk5/fB6nA+DhfZu5+IoH+c13/Sv3ff9jtoosyJ10IV0lkc5iWBJVETT6pp9tZQd5kXXe1Rv5wB/dQMuiJhKxFB6fjmmY3PmFB3jwh89gmaWJkYRfpXeRj0AsS3Of/bOcKhFaEjhxfhNa0mTRPvdkr3rO9yE1QfuL9gxZrYShhAHtErFCwveFKwJg86Z+VI9F70szN5SoVoDcuOkUhw62kEwWdIKriysAegz7utfagV1xximXhB02numoRhYLKm96sXLD4lwrfGVqnJtc11vymqrYMKnO7ORjtWm5S1RBdYUVzB9xBUVa0y4EhBD4OvwIVZDuSmFl3bHTXgpKxIe2pQ1lRRMyaWC+1oexux9r9EwgaQ7b3yYxEnG29WJfOsNAXzvplJemSB8XXvawbe8tpSQY8iFNk5FkBlNKgl6dpoDXUXGV5023v4E//OvbaO0IIxRBsNGPoir84F8f4effe7pkcZXxKHR3BvBkrLLqruZC4RT3oYQx/m8mBpb7iUc9dL42glqBbdFOTA26tvoIH8wQGKjNeT759+fb7gELmva5IxC2XXSabFxjcE/xAaMDCaNqQTIQTLN6TR+vvZqbWTSQzDCQzBCONpz14ira6B5hBc7EGTux6yaoGPnPYjUsqzDW9GKW6+9kVFXhrR+8mr/++gdJJtJk0hNfP7mut6x1jcWJUuJDHfsp/L1HWhtrNsdqOqqdtZpP4goWaAYLQKgC32I/yRMJUqeS+JcEEOr8sNsJZcw22ObH6o5jnYphvtaH1ehBWdyACLu7tmwyeZtgIDiK7skiBJyz+VleeHp7RVksKSXZtEEqkcbMmghFIAVEAtW1Vr7rI9fgm7TTqaoKb3rPNh6++9mS3sNQBac6gwgJHSfjqFXSCoW7YTNltQxdcPK8RgL9GZqP1D5TlKd3kxcjqND5bHXXNF1NlRSSkYuG0fZqKKO1D4ZCtWi9oI/el1qR5sT1VLOFbp6Nm06hKJJXdy6uZ60cxI5GF07ghEsiazlzsax2w4t8Z8FSrIIdy1v4/b96C6s3LuGX97/Ct//hfs7ftnbGut6K1lavz6oabrUAFrKQslbgjLiCBSywABSPgq/DT+pUktSpZK6zYBWbR1SKUBXUzhBKexCrJ4HVFcPcMwA+Fb1JR0Y9CNXemzgnbYLnXvIAcizxIZTy52FZlkUmmSWdSGNZEkUR+EM+vH4PwwNxBlPZqlg7FFVww20X0txa/CJTqv/dVODUkiCmJug8FkfP1iY7NFlsFTKyLYrhVVjz1IAruvQBSAEn3+Cn4VSWxmPO7q6W2qTCWGsgwxLPT92xCRLZMIgnlKXn2bYJj1c7QObZsuUk8biHZ3eGgbq4cgK3NrpwwiboZBYrT7WsguPHm6EeSwjBDW9/A+/8+HbSqQxf/NQPefaxXcDMdb12USi0TIu6fdAmat0EqVRqsSk3X8UVLFCB1U2CdnJ2C9Wv4l3kI92dItWVwtfhq5nIKndXUagK6uIGlPYgsj+J1R3H15MicTqF1uhDi/hQGjwVZ22c7CbYudRky5YXUMdSM6pqcc7m50rOYkkpMTIG6WSWbDoLgKar+ENe9IJhwdXadTznvKX8zh9uZ9nqNjLpLB7v1GYqpfjfLQFdS4JkvAqLTyTwpd0xw6nwAt9Fir7VARp3x8icShJwSUDt2+AhHVFZ8XjcVtE3OdjNxfeeuTSNiAn0193RXKf9kh6MpEr/WHv2WgmrHJJNW47z4svtNEbceQNRZypO1PvajVNbUrXIYk3XOKm5rZGPfPo2Nr1hNS/9ch9f++x9VV3bhHUW2NXqzTDKY76Iqjy1iB3VEFdObtIsuDMi2hCgPzZx905r0JBtXjKn06S7U3g7fFXvzmfHrqJQBKI1gNIaQMazJI4PI4bTmMMp0BS0Ji9qow8lqLuu++BFFz6AEJPCoJg5i5UTVSaZdJZsKouUEiEE3oAHr9+DOk19VTjawEB/zJFdx3BzkDt+/xqu2L6J3u5h/un/vxePV+VDf3ILXt+Zm+pUMsM3Pv/QjO9liVzmKuVTaT+VIOBCj7ulwMC2VvSUZNVxE3Wsw1QhtQisUsCJywMEThs078+W/T7T1RUUBrtSfe9WyCK7MYv3KS/CdMH5J0zaLj5N70ut9A1LoJbiCiId3bREk7y+Z1VNjl9n7tg5DyuP3S4JTXe2ztbJeFKMSEuILW9Yxe98Yjtt7WH6eoZ5+Vd7ufzG81BVha999qc8ft8LVVnLbBRrmgR1sTUd801UQT1rVQlnzVmgN+ogIdObJt2VwtteWibLbV2d8oigTrrdT9PiMOZoGnMohTGQxOhPgipQQ17UkAe1wYuY4xRtJ2yC7e2H0bSJ2RlNM2nvPDLhMcu0yGYMsmkDI5MdtxTqXh2PT5+QrZoNO60dqqpww1su5LfefwW6rvLj7/yK++58ekJh8e0fuppoWyP9p0f44Vef4In7XwEoavcYF1d+lUVdSRpi7hNXAF1rfaRCKmuejaGO/fkmB4XJgiuPk0G291wPyajK+h+PlpS9mqlA264gl7kkDSp4fu0OeyDNx/GEsux/ohWonbDKB8vbrurFsuDlnctrso75gJ3da91Yh+WkS6IvnXFsLhZUzyp4+XUbJmzYtXaE2f62/NDg79J7atDxNcyV6Wp54ewWW/NRUOWphbCChSOu4CwSWAB6U+6ClelNl2QXjDYG6B9xn5e9kNNWmkVNPrQmH9K0MGMZzJH0uOgCED4NNaCjBD0oAR2hK9OKFKcC4F13fwqAwf4YimLyyU/+LUcPnsMjP30nRjaDkTUxMsZ4xz2hCHSvPvavdFGVJ2/tsCMonrNlKe//xA0sXdnKy78+yH/+8yN0n5wY5HY8upsdj+6e8Nh0dg9TydkCU76cuAqNlp+BcZJYWKV7lZfo8TRNfXMXKIXCK+/Xn0w5wddS4Pi2AMEeA+WVBEMl+oOcDG5SkaQvS6Pt1VD7nO9cORsDCQO56AjpUY3UseVEWmrTcKMwWF54wRH2H1zEyKi7bvoXInbXYdltE7R7E89px4ad8WQ2bv/Q1RPcEHlyQ4PdJ64mczaLrWIxbj6Jqjy1spIvJHEFZ5nAgjGRJSBzOk3qZBLfYv+86S44mcn2DaEqaHmxJSVW0sCKZTDjGYyhFAyMdVpTBYpfR/FpKF4N4VVRvBqoYjxQ2RkApZRIU2JlTYK6SmIkw/7X17H23F3EhoaxTBUEaLqG1+9B82io2vQisFTK8c9fft2G8UzUYN8ofT3DrN+8lN7uYf7xL3/EC7/aP6f3KxRZAI0hnVNjNVftpxKuzVyZKhzeEsCTlCzdXV6Hvsk2u2KBZrrs10wMXOwnHVFpu3OQ5hZ3BK/s5iyySeK9p7a1KvnPmeY3UNoO0/NU55TugVVZR0F763C0gZboKCuX9/G9uy6t+lrqVIbdNsH5msWqVj1WS1vxa1o5Q4NrzWxuh/ksuBaKmCpkoQorqL64grNQYEHOLigUQbo7RfJEAt9iP0oV5gs0NwXoHk5UxbYhhEAN6KgBHZ1gTuSkDMxEFiuZxUoaGP2JidXBikDoKn5dIWtZpDwmQlEQeeGl5P4rTUkmbWIkch9YKSVYclxISctCmhaWYSGN3H/HvX6AAHa/eg6bL3qZdZtPcfLYBlsEVTHm4p+fbM2ItjXS3Bri2Sf38uXP/teUOSOlkr9Y9Y3GObY0iNQVOk4kCLqw5irPsY0BMgGF9b+OoTq4zLkGJEOH/df6aDxpsnTIHYX3Ekn6jSmUXgVtT20uqZPtHJ3bjiFUg1NPL63+WooEy4u3HgLguRdXVn09dc4O8uNAnMbJLNbmi1ZgSYlaxPjc2z00Y4fB+YAb7OVzpRr28lpTKzsgLFxxBWepwIJc4wux2EeqO0XqRBJvhw/VV3trTzmUYt8QQiD8Oor/jPVASonMmFhpE5kxkBkTmbGQhomSNslMc2GxMgZDfQaJrmm65AlywkxTUDwqWsCT+39dRfVoCE3hYJdGNuNh3eY99HRtKvtnL5VSgmIxa4YQgpXr2ssWV3mSHsHo+jDSkoT2j+DmEZ79i3UGlnjo2J+iYdAdXQ3znNyqkQ0INvws65p28eYKE3O5if9eP0JWd1XTBcbObceQ8QjDh4oPF3ZkLTMEyjdcdIgjx6L0nJ5/u/C1wI7aX7s39Oy0CUYiQXoH446MBKlGFstukeXze7jj96/h+t+4gP7eEUKNATzeM7dn6VSWu7/+JDBzG/f5xnSuhtmGGtslwEodnrxQhNRk3CCsYOFYAiezMM7SSUQbAnTHzrRqnw41oOHv9JPqSpE6mcS7yIfWMPFXYmfRsRNUYt8QQiC8OZsgTC3MHxyI0eLxIS2JtCRIiZSgHNFobNQILG4CIRCC3H8VgVCUnMCaJRvVGI6w/8B6Vq7dSSTazcM//e2Khg7PRClBsb0zQsuiaawZ01g2SmU0oHC6WUU3oKPPIJYwGBj7ntsCZbJB4dimAA39Bh0HUrVezgRSIcGpCzRa9hmETtdmVlgxUlenEHGB5/nqNbeYKTAGFsWIrB3AOng5VEmGziSumiMx1q/t4a57L67KWuY7bqz9daKboBNUI4tlt8jacP4yPvJnt9CyqImf/eAZ7v7Gk1x85bopTZN2PLp7iuXcbfHDDkoRM+VYy/NMrgdeqOJpJmoprGBhZ60KWXhn5xxRvCr+JTmRle5OYUV09ObKZ0rNhBu7OxVF5ASTmOSeFKrA41XRKgwue/Zs5NxzX8UfOFz20OFSKQyKhfgDHm577+Xc/LaLkRKK/dn7T5d3MZdAf1hlOKTiS1m09xuo1pkL2nTzTmqFqcGhrUEUU7Ly5TiTu+rXmiOX535PK3a4x1ppLjIxNmXxPuRDZJwXM6UExiVXHsUyBXRvAHqdXU8JgfLSiw8C8OtnVzu6ljrzDyc61kaiDfT1xxztKGiHyPJ4NS657ALe/+H1dJ8Y4DN/cCf7XjsJFG+alMet8aOaVCKKpqsHPhtwi7CChS+uAGrTWsplCE3B1+lHC2lkB7Oku1JI05m7y+YmZzJhPYb92YZIJEhvurwGB6UQT6wZFzXnbH4Of7D8XalSyJ/QhiURAq66aTP/eOeHefO7LuWXD7/Ot774IOnUxI5+6VSWH371iTkfy1DgVKvGcEilcdRkcW9OXBWSv8ANJIwJF75aIIEj5wVIBRRWvZTAk3aXuhrqVOhfq9H5goE35p61pa5NQRq8v3Que5X/fAwkDCItofF/xRCaSeflx+l9uR0yzhlRB5KZknchL7vkAIePtNB9OuzYetyEez6dOboNe67hzeGgrXEmEnHWKJ2/yXKKSm4Q127s5O++9gHO3byeB+99gT//4DfHxVWpFMaPOnVmovAeY6b44egaCuLF2SCuoJ7BGkcoAk+bF8WnkulNkzyewNs+P+qy5ot9YzLnb3niTNZolqHDdhGONtC2qIX/9eWrWLdhMftfP8k//Pk9HNrbDUAili5qzZgLSa+gJ6phCWjtN2hMWNM+1y27kV1rvAy1e1iyK0lowF0B21Lg0FU63mGLzhfdszYzapK9IIP3KS9Kwv69qnJ2G9sv7MITynD8yeW0nm/7knLrmoO9o33REKtX9nLnDy9zZjELGLvqsOxs1+4ETmWxqtHwYq5DiHWPytvefyVvescb6O8d5ef/9Rjf+dKzZR9/XGT1jQIL0zJYp3xqnbGCXLwwrNy209kirPLUz8YChBDoTTqKVyE91vxCj3pAkbYPHJ4vNkGnipEDgWE2bHgGZey+VNNMztn8HC88vd2xWqzmaAN3fOBKrrhmA32nR/j7T9/LK0/um/CcmawZsyGBwUaVwUYlV2/Vb+DNlrafXctAOdCu07XOT/REhrYj6aodt1ROXqCRbFbY8F/p8WHHbiB9fQpM8D5hXzfDybvRcw2KS68+TLwnSP/uVrBZYJXjm7/isv1YFux4Zo29i1nguLEOK4/dzS6catleDasgzCyyCsd+DA/GsUyLaFsjj/70Jb77b49z5VsW27KGs6E2q05puEFU5cnHDFVTzjpxBQtYYJXa6KIYqk/FvzRA+nSKbH+GgF8lEbBs+205savYHA7SMxS3dRikk1x04QPApMyOQ1ks3aNx61sv5Dff8QYURfDyS6/z+b95jJ6xYcF2FCpnNehp1kh7FRriJq2DJkoZXqFqB8pYWOXIlgDBAYNlryVc05kvT7JJcPxijegBk+aj02cCq43ZYpLZmsH7Ky/KaOXZKzuCYmjZEJE1g+z5wUawsZthub55ISRXXLaP13YtYWjIzX0zFz52beg55ZZwIouVx8mugnmKiazJYz8i0QaklNz3vaf54Vd+Yfsa3OKGqFMb3CisnBRVeZwSV3aUx9TPwGkQqsDb7sMYNcj0pvGmINOURfdrjk+NdxtOZLHa2w+jaRPTEZpm0t55pOL33nb1et75viuJtoaIjSSRQFM4wDO/3MedX3+SC7aFSKeythQqS2CkQaG/KTe5pK3PIJSsTAhMDpTgjNBKBRQOXhjEk7JY/WIcxT36Bcj9bg9cq6OYsOpJZ+sp5krqhrHs1WPlb2jYHRCXX3cII6Vycseyit8LKi9IXr+2i7bWUe7+8dy6BzpdO+M0QkA35W3uTcatNsH5lMUa7I/VRGRNN/bj8mvPdURg5alns84u3CiswHlx5WTWKi+uKq0TrZ95MyCEQG/UUf0q8VMJkkNpskkDf5MXRat819qu4uNC7Ax8k7Fzl/Guuz81/v/nbX6CK6/8EV/+108yMNBKSwX9ArZdvZ4P/8EN44GtMRzAsiT3/uDX3PWfO8aedeYiVInIymjQG9FI+RT8SYu2QQPNRgtbMaFlF1mP4MDFQaSANc/H0TNuK82H7k0qI50qax7N4HGRW8rsMMhuzeB91IcSm9t1oFIL4HR4mlJ0vOEkx59cgZHUZ3/BLNixA3n1lXtIJDxzGi4838WVnbjVJuhEFsvJuVjVqseCMyKrNeRzbOxHKVRrk65ObXCTqMqzELJWYJ+4gnoXwZJQdIWGZUGyDQIjYzLamyAdyyBl+TelTnQTbA47Z8NxsuPTocNbADh/6wGgspusO97/xim7hooiuPKac6d9Tf6CMLmF+3RYwECjwol2nYxH0Dpg0NFnr7gqpLDrj2FV3jXK1GD/xUEyPoU1z8fxxV2WugJSjYIjl+uEj5m07XZR4RWQvCWJSAi8T5S2E1DYBRCYtRNgOSy75jBCkRx7pHQxU4x8d8BKOz35/WkuuegQTz+7mkxmdsHXl87Ql84QiTa4zke/EGhuCti+oedE51onu9ZWS7xfcMkqPvNv75vW6VLu2I9yKLzOuKFbbZ3KKIz/teoGOBm7YkYp5OMEuF9cwVkgsLqxZwdQCIEZEITaAmheldRIhlhvEiPtvguWE4EvjxMBMBaL0HN6GatXvVL2SeP1arz1XZfS3FL89dHWmS9EpYqsuE9wol1nsEkjmLRY2pWlMW5VpXYp0hJC0xQiLaEpN+2lYqpw4KIGkiGV1S/EaRhyl3iBXPnQ/ut1hIQ1j2VdVReWXZPF2GDgfcyHkpz+8lkNUZVH9Rosu/oIp1/qINFb3vkzl7brpbDtkgN4vQaPP7lh1ue6tUC5UuyKPT2GO7NYduPkJl7+s+WkyNI0lXe+bxv/+/N30BQJcvedO0hNiifljv2olLrQmr8UxpJ8/HeTsILqZ63mg7iCBW4RjDYE6I/ZG5wUVSHY7CebMkgOp4n3p9B8Kr5GL2oZtsGstDd74GTLdie98ocObeGyS/+LYHAQiJTc/Ukogjdeu4Hbf/sKmlsaSKeyUzJYAP29o7O+10x2wYwG/WGNhF9Bz0o6TmcJ1HBWVDkWEEuBgxcGiUVUVr6UoKnPnUH25AUaI4tV1j6ccdXMKykkqVuTiEGl6Nwrp+x/s7HkyqPowSyHH5x7pz5nPPOSa6/exZFjUQ4daZ32WQtVWIF9scdum6Dd3WudsKQ71fDCyXqs1eva+b0/uoGly1t4/KHX+M5Xf0Einubg3i7e/9HraF3UVPbYDzupWwfnB260AOapZp1VnvmUtSqkfmbNkXzRse7T0Lwq6ViWdCxD7HQCT1DH2+BBUUvbc3dq6HBunc7VYmUt+y1leYG1auVOXn3tKmD27k8btyzlPR+8ipWr2ziwt4svfu5ntLSFJtRgQW7X8AfffqqkdUwWWYYCg00qI0EFRUJ0yKBptDoZq1IovPjmW7zD1KBpKXBwa5DRqMaKnQmauycOVHYLo22CY5doRPcbtO51V3Ytc1EGc4lJ4M4gwhA1E1SFCM1kxQ0HGdgTZfhwpOTXORkk16w6zYpl/Xz9P6+EImdKYRZhIYort2J3swunarEGB+OOiyy70D0ab3/PZdz6lgsZHIjzd//zXl554cj4919+4Sjvu+1LgD3dau2i1LhRp3q4IZ7MRjUzVuD8JpyT4grqAmtOTN5NFELgC3nwBDRSoxky8SyZRBbvmNASSm1uw53OYgEV1Z8VY2hoEQMD7axa9QqvvnbVjLuNi5c28+4PXMmFl6ymt2eYL/39f/P0k3uREvbuyj0n30Wwv3eUH3z7KX71xN6S1xKONmAKOEmGVFgHAY0xi+YRE9V95UrjTNcUI9ygcfDCICOtOst3JoiedKe4MnTYd4MHPSFZ84S7rIHSK0nclIRDCrEdAjhj/aslnZcdxxdJ8do3Sxt6VY3dx+3Xvk4iqfOrX6+d8r2FnLVyEjvnMLo9i+WkUwLsm4+1bkMHH/nEjXQubebRn+/kzq8/STIx1YJoR7daJ6lntWqHmzNVhVRbWMH8F1dwlggsu1rmToeiKgTCPsygRWo0TTqWJRPP4mnw4A3qMwotTVUcGzrsVBZL01Tb3xNyWaytWx/C54uRSjVMEVmNTX7e9u7LuO7m80insnz3G0/ywH0vkc1OzHT86om9cxJUhZgChn0w4gMpPOijWfz9GVq1yjuzVYvCC3X/4Ci7twZItWi0PDeKcjQNLgyeEjh4jU6qUbD5xxk0F8w7zgc/w4Kha+IQkjR8P4rW4o6bJKFarLzlAEOHwrnBwjNQLVu282dWAAAgAElEQVRHKJTk0osP8PiTG0ilzvyezsasVSWzGCe8j402wfmQxcrj5GwsKH8+lsercftvb+Pm39xKf98on/3Le3j1pWMzvqZQZIG7sll56lkt55kPWapCFrKwAmfFFZwFAsuJOqzpdhNVPVefZWZMUrEM6dEM6VgGb1DHE9RR1Or1FHEy8OWxOwAePLSFiy56kBUrXmPPnkuB3EkWG0ly/Vu2cse7L8Pr1Xnk/p3c892nGR2xr+GGoeSE1agvd7MfyEAkCR5TZyibZiDrzt3HmTA06Lu2mVSjYMVug+a4h0HSEy7ybgme3ZtU+tZpLHs6S2NXbdKExQq/Iy0h4oEU4pos+osBtFPu+Qwsvuw4gZYEu7+3mWJWPKi+X/66q3ah6xYPPbZp/LF61mrh41QWy231WOds7OQjn7iBjs4ID/3sZb73zadIJUtzBOTPPzdns/LUxZY9TBdT3E4thRXM76xVIVU7W4QQzcAXgfcAHVLK7mme1wR8FdgIqMB3pJSfrdY6Z6OU3UTVo+aEVtYkPZodq9PKDSn2Nuio+tQM0HzLYjHWgtbOANjXt4RMpo0333qSt77lbhYt+hqvvJLkootW0NrayI4d+7nnW7/k1IlBW44HkFZh2A/xsVgXzEA4CZ6CpNh82H2cTMYDB7bopP2CVa8bhPtyomXyxb0weOapdhAdbRMcvlIncsRkyQvON96YroNWscAnkbzUfgiRFvgecU9gFKrFqjftZ/hwmL5X26Z8fyCZwbByNt5qBUlVNdl+7evsfG0Jp7oirhVW8zUW2WUTbG4K0D2csC3eOLWZVw2r4Ewiq3Bg/UDfKCeODXDe1uX09gzzmU/dza6dx8s67uR44namE1uGi+3ytWK+Cqo8tWhgAdXZhKu2uILqZrA+A9xFLqjNxBeBfinlRiFEA/C0EGKvlPKeSg7utE2wGKquEmhWMQ2LTCxLJpklmzRQPQqeoI7uy/367bZt5HE6i2V3ALxi2zqWLXsn3d3/AkAw+AVuvvlf6ekZ5q/++sf88sm9tnR/MixJzJOzAaZ1EBY0pnL/9GmCxnzafUwGBAfO0zE1WLMzS2ho+nq5yRf/mYYaOyG8Mn7Yc7MHT1yy9pGMrXVXM7UiLjXoZc9PMhIYwX9fE0rCGWtsOXRecYxAS4IXvjsxe1UYIFVNqWqQvPTig0TCCf7hK9tcK67GqFoscqNN0Cmc2sxz0io4nciaPLC+pa2RlrZGXn7+CJ//2/8inaqsjjUvsgxLuj6eFDJlg27SNfZsynDNZaPO7dQiYwXVzVpBdcUVVFFgSSk/Dkw7fG/sewrwNmDr2GtiQoivA+8CyhZYdtsEo40BekZK301UNQV/2Iu30UM2kSUdz5IcTJNSMjyzV8HM5u7q510Wawy7AuAdd1wGJOjuznVd6u7+JsuX/08UJcDrr5+suDg5o8KoF+58uot0CHQTmuMQSoNSYs8Ot2ezRsOCQxt1hAXrXs4SmGOb8+mCw0zCK89cg6ulwN6bPBh+weZ70uhzGN9W6hyXSoKdFTBJ3TRMNBEi+2J1N2dmQvEYrL51L4P7m+l7ra1mu44Tkbzpxlc4ejLM8zuXuFVYAbWNRZVytmaxqi2y3vm+K4uO++hc2lyxuMoTjjaMj3aZTyIrT34mUyFucETYjR0bdW6k1nFjoWatCnHbJ38REAAOFTx2EHjf5CcKIT4MfBigpaWV9yxpnvGNDSuMbuNcZcMMo4vy3s+SkpN9KfYcj/HakVGkhPYmD6s6AqxtD+L32LlTHsUwzLLXWoxdv9bRVMGtV7cCrZhmTiBqFR6jpSXEvn0Pjn8tpcnRo3/D2rX/ws03LRp7dBGGYaKV2KExnjY52Jtkf0+CvlgWRcDatgBrWnx0hr0z3mTNhjnmkSh1LXbQ2Oxl+x0rin5vZyLBy0PDRDSNtzdHaFpZvdPbmMUvEor6uPp31o9/LZE84B1kRI/xm6kom26d+wVQK2Pu3Fx4pmMfMT+8cWAD6rtcdKlc9jxKOI168E1c885OgKIz+JrCHm54a2dVltTWfIAVy/v51c638K475j6PazL33G3Doiqj5FgEM8cj+2JPM4Zp2XYtnxzDwkGV2y6JVvCO9seaHDPHmFd3elBVURAjyiEXVyB3PW9pK37j3NIWsvWcagp7eMeH1o/Hkvzx5wMzxaJCZooNDl/Ci9IY9XH9B9ZPeGw2u6PTsaZUSv2dz0TeOg7F44YTFMai/PGdapaWxxibMatW2PvgJ98u/7UuumsAcl4XCRR+3A2YGp2klF8BvgKwfPVqeeeJgRnfuN8Gm8aE9xuza1S0m6ipvOvqTu59oZf+uEHvniF+vWcIj6bi1VW8moZiw8U2v7NoVxarfyhLNKzzsyd6xx8bHIxXvMN400376ek582mWMkN39zdpaPgEP3+gZ8JzB2fIZBkCEh6IeyGlAQI8BjSnoSENV78xzEP3nmRXRas9w9DYXJVq7EBuv2MFD3/vyITHJHBytcrppRqhAYvOXXGeNZxtcDJXtt+xgsfvOtNpq2sDHL4MOndC7/P9PE5/DVc3lez6FIl3D+B9LIS6WJvyO68VeiDDFX/7LL0vtfLk5xOEo13TPveGt3by0L0nHV1Pfhfyc596mMHhAF/+VgeG0TPLq+YFJccimD0e2RV/+ufgnCiFgYIs1m2XRPnJM5Wdh3bHmkKmizH9AxmizZ4pMaKsY4xdy9/85lFaFzVO+X7f6VFbz6nJ52g1Y0mlFItFc2GwSLarVIplxUp1Nbz1oxu598uvT3l8PmSjKvmd1zJjdcNbO/ne9w+Pf72Qs1aFuE1g9ZILYkuA/N3YMuBEpW9slxd+/P1s8sQHvCreBg/eBg9m1mRkKIlpWsSSJjEy6KqCR9fwaCqqIsrKuOTtG05aBSORIL0ViqwdOz5Ja+vErSQpTXbs+CRw48TjjdkFAaJeD1kVEnpOWKXHRJVu5hpWBNPgcbAgt5a2QUODI+fqjDQrtJ40WXLAQNg7osx2BpfA4UsgchSWPV/r1UzF8lsk3zyE0q3hfaoBbq/1is4Exwveuhvdb3DowfNraAec6J2/8Pw4Wzef4rv3bcMw3BZSysaxWFQJc7WnVxun636dbt2etwt+9WuP88d/fEvZA+vLJX9OD8wjoVUulQiaYlbEUt+vmLVxIVNrKyCcyVo5bR13k7iCaXbjqokQ4iohxCNCCFVKmQV+AHxs7Ht+4IPU0PNeTVRdRXoUsj4IN/gIeHUsKYmnMgzGkgzEkowm06SzBpY1t7vo5nB1PnCFBYVzRcqXkTIz6bEMUr405bkmEk+rn1STytEmyckwDAZBipyo6hzK/YsknRVXecLRhjPBsUrdoRJBwZ4LPYyGBcv2Zlm63/3iKtYMe6+B4ACs+8V0zcVrS+qWYWTQIvDjMMKs7QoHkpnxz9Pi9bBu+zFOPLOCWFdTTdbTl85M8M5Hog3ctv154gkPD/9q0yyvdjdOx6Ju3NekorkpQLdh37iLPD3GHAoqSyR/01RJjCnpONEGHntsN//4j/fT2zOCZUl6e0b4ypceKnu+4lwpjCXzpdtgNYm0hKb8q3OG/OdmIJkZvzepVZ1VXzqDpqmOZ61600kikaBrxBW4I4PVDKwgtxYT+CPgP4QQL5C7//oR8C27DmZ3N0G7io7z5DsK6qqKrqoEfR5MyyKTNckYJumMQSqTS4WrioJHU9BUFV1TUMTsGS6ns1iVFCTfdfenij4ukZjI/9femUdJVpZ5+nnvvRGRkZmVWZmVRW1YRQEFxY6CAiJuoGxqqwg6Ynfbp1vtVnvsHnvGM6fP9OnFcf6YPnOmbee40G2rqC0qcLARRARE2RdBlLVkKaCKSqqyqnKN7cb95o8btyoqKjIzMvOuke9zTlZstyLe/DLi/uL3ve/3flQsj4plqIih1uhKIY6NXfawp+ocYRychFvHxjEDaYCxtRYvbXFwXL+ZRd9Eyp0VUO6HJ98JTgVOuBXs6DuyL5jaiSVqp5X80sBXkpk9nm3G8fj33INXt9h200lJhNV2UfKRa8c46/RnufYnr6dULiQSV4hEpkVhN1oKW3fCNFlRVkzE0fQCDpqs229/MpTOtYuhtXMtdHdGS1k6achWQbwby0eZtVrqRFHsBssYIy23rweub7q9F7g8iteOoptgVK1zmzsK2pZFsWBRLOQwxuDWPapunZpbp1R18StZwBLBsa1DfppNVxybDy9VAH0zBVXLUBWPqhiqlsFrvGvEQMEIva5NjyfkjSCWsG9miv0sbNPIKInKaFU9j+1bHfautVmxz+OoJ2rkwmlqFSnT1HniQvBsOOUnkI92EnpReCvqlN6zH3tHjsIv4hWn1lnqVnEc3vIqa0/bydM3nkRlIrovlu2Yq9vT+y98kFI5x00/Pz3WmMIgSS1aCmHrThTbhESpNXGaLOBAKboaLSWNpMVUgRqrVtKQwco8UWWx2iEi5BybXKMDS2C43LpHrV4/YL4OHI/fRcWxLGxL6OsrsGu6zBF2AWHuVsWLZb79sQwGD6iLoSYGV8BtXK+J4cDXHgOOgaJnkfeEghFyRpA2hWXzbRqZFK1GCxYvjjP9wjd372HvGou1L7ise6GeyhK7VtwcfCc/StWBE2+B3v1JR3Q4Rgwz79+HcaD4wyHEi35k5zNVAWJ5nPj+R5kZ6+WFO46LPK6A+droblg7xjmvfYYf3XYGUzPhfNGNuvwracKsoAhbd2om/PR/VBUTzSYratKiLWq0lIBOtSMu4jRWEI+5CmNZTVcYrLLrUarW6Mk5HRmGMEUurizWbDQbriL+glzPGOoN0+V6HvWG6fJMo4xMYJdX8c0XgoVgC1iN6xZ+Nkzw7xMOrpWRRnMtzzPUG89nCC79llsGQ89gD6/MlOnN5fAw1MU3VPXGddPyZ7INOEbo8yxyjcxUzvjxdEpahLAdSxFHA4y+xuaVzTZ9xrDl0RorxtNfEghQt+GpC2BKqhx3BwyktMFc9dwp6sdUKd4wiD0W3WlxMcK46bxnWbF+gof/5Rw8N/rNjjsVyw9c9ACVao4bb39dKK+btgXKYRNmBUUUWaywibq5Utgb3c/5WinSFjVay5dgY2pI3lRBdxkrCNdcQZcYrIrnMVWpUnFdVvQUsK3Ze3eEXSYYEGcWaz4sEaymLFeAZwx1z8PzDJPTFXotm7rxTU/VgIfHga/tc3x/rxrD6HiVYa8ydyBFi3HqiPG7qdgN01T0BBvBMYLTMFYLMVJzkZayjtlYqDhWeuCFrTmmV1qsfLXOH5y6lrvGX5z1+DThWfD022FiLby/NsKul/YkHVJb3COrlM+fxHm8h9zD4X/RXMpsY2GgxLEXP87uJ9bw6m/Whx3aISxELDeu38MbX7eN6245k8nppWWvmrMQ3WqumklzFivsze7jMFk1L56Ft2kyWaBGa7nQrB+2Yy1rYwXRlwSG2RCuKwzWYM6hv5BnqlJl33SJvkK+42xWGCSdxeoUSwTLtsGGwkqHvfunDxM9z5hGJsocyEYZwE9W+dcdEfqKNoPiv32k8a8Ih2S9LITx/TMIRFor3460iWEr7cQRDgqkAXZvsNh5tIMY2PRkjeFRj+LpiTf+7AjP8rsF7n8NHHMXnHJmP7tIn8Hyih4zl+9DJmx6b1jZtvx0MYRVwrH1vY9hOR5PXPtaouq5uBix/OCl9zI9k19S9mq5GStIdxbLaWzIGZXJigrHsTEmnox+Gifwms8tYZSiK8mStvK/ZuI2VpC9rFUzXWGwECjmc+Qdm8lyZd5sVth7YgWkKYvVKa0zi1bDlNqtX+aabloIvQWbPmv+t89wTAuS25F2kwWHnjwDs1Xtsxg/tcj0SouBMY+Nz9TIz5MsTBOeBc+8DfZtgs33wppngDOTjupwjBhK79uHWVGn719HkPLSzGvYwjhy/C7Wn/ES224+gZk94YvZYsXyuM2vcOYpz/Pv/3EO06XFZSW6vRxwPtKaxYpSc6LsYItIrBqTVm3RrFY2SbOpgmSNFWTTXEG3GKwGtmUxWOyhXHOZrlTZO12iL5+jmM9Fns2KKos1PNjLrvGZUGcUDzx3DBsQQ3xdn9q+dpMQQjpmHGdjYKSfV9fB6HqQOqx6rET/Dpd8hgQyyFwF5mrdk0lHNDuVN03hbq3Q8+MBnB0LH+MoRdHKuZx0xSNMjfbz3M+2hva8MH/zirkxfPjdd7NvvJeb71x458DlmLVqJc1ZrICslQpCOJvdL+j1UqwtmtVKP2k3VZCMsYJsZ62a6SqDBX7ThyCbNVWpMl2tUXZd+gsF8i1rksLeEwvCz2IFhC14AXG0bofkTRZwiBimjckBeHkTVIrCyjHDhu2Qc3vYz1RmNpqs2/6aq/2vSb+5co+uUDl/ktxjRfL3d3aSbfd3iEoUt1z8BL0j09z/xbeE0tgiLKE84+TnOeHYnVx1zduoVHMd/z81VocTlv6sGuhldCL9WaxuNVlAKrNZAWq20kEWDFVAtxoriM9cQRcarIAgm1WpuUxVqoyXyhQcm75CHtuyIml2EWUWK8pSweGVfYy2WY8VNkmaLDg44+h6JjViWMnDzo0wPizky4ajnzIMTBx8vPUk3NxFCNIjknUHnnyH39DimLsaZYEpxVvpMnPFXqzdDsUfDc667ioY57g7Nw1u3Mvmtz3Di/dsZu+zq5f0XGEKpWV5XPmeu9kxOsQd957Y8f9b7uWA7YhCf8IuFYyiciJOkwXxrf1NczarmdnMFqRHS7qFOCfkwiJpYwXZz1o107UGK6CQc8g7NjPVGjPVGhW3RG8+R2/en33VLNZBoi4VhHSYLKeRyUzSZNUteHWd/yMG1r5kOGIXWPOs1W7uItTaIAOSEclaAZ54J0yvgi13wurnYg+hY0zeY/rDezECff8+jFT9dVezZQlXruqPtXOTZdc55cMPUZko8vQNpy76efZUqrie/2YKSygveONv2bB2H//7qkupe/Nn1dRYxUdWSgUhGxveL+o1M5DNaqbd+t9m1HB1zlz6kQW62VhBMuYKloHBAr9sMOgsOFWpMlOtUa659BVyTJWroTbnijqLFXWp4HIwWZDcjKMBxlbDrg3g5oWhPYZ1L0G+tvDnaj15JyGS5T548kKo9MPW22D4pUhfbkn4mwnvp36Ei/evA4zv8ICD45UGMTzmoidZsW6Ch756Lm658xI84LDyV8exQxPL3mKFyy+5j8e3beCh3xw957FaDtgZUTRbiqLhRVQmK+qqiaR0Jo2dBucjDVqSFbJupgJa9SJOYwXdVw7YjmVhsAKCssGqW2e6UmWy7L/BysalgB1qI4woslhxlAouN5MF8cw4GmB8CF450l9n1Tdp2LzN0BfiRG4nIgnhCeX0sJ+58mw48Zb0bSLc+rvLRdNYJ5YxN/SxcmwYViUU2CwMbhrjmAue4uX7jmL3E+s6/n9xzD5edtH99PeW+eZ1b2a2GSk1VosjzLVYYU/uRa052mApnXSiJUGGvJvpFjPVTFLZqoC4KhuSNlewzAxWQN6xydk9VNw6M5Uqe02FHBYDJk8ea8lGK8p9sSDaUsG4TRYQe738YXFEOONogIlB2HUklPqEnhnD5mcMA/uj2tXoILOJQGvtfTOdmq/96/2GFnYVTv4J9O1fVIhLZr4GIMEY1E6eonx+idyj/RSeTJmzwu8aeOqVD1IeL/Lk9ad19H/iEsoNa/Zy0Zsf4/Z7T2L7jsPXhKmxWjxpX4sVEGWpYLebLCCzRiugnZbYjjXn+TcLGa9O9aMbSIuxgu7OWjWzLA0W+GWDPTmHgmMzNjVDHcMYZfJY9Js8hRCMVpRZrDhMVlykIZsF4c44GmBipd9yfabfb2Cx8TnD0J7ojdV8zCYas2W8DjvuRItdb3Ho3Q8n/BQKIc8lLKRrYicC6G4qUb54D/YLPRR+uiq0zYTDZOt7H6N/zRT3//Ob5ywNjF8kDX942Z1UKg7f+/E5hzyixio8ws5iZalUsNtNFmRvfVanLFVLAsI0Y/O9bmujqG4yUa0kbarA1wnXeH4MyyBr1cyyNVgBIsLIij72TE4zSJ5JauylTA6LfpOjZ5Glg1FmseLYgDiuzoIBSQvggTiWOONogP3DMLoOyn2+sXrN84bhPX4zizQzn9AYMWw/rc6urR592z3W3+IyXYNOrHirqC0ljoVQH6lSet+rWHtzFK9fjXjpM1erT9rJpjc9x3O3b2Hv74447PEka+XPOv13nLb1Jf7th29hcsr/wq7GKlzCzmJFWSqYdZMFyVZMtFZLdCsLPYfPVVUR9mvH2bQoCZJeWxXQrBO2bS2brFUzy95gBYgIfeToNQ4zuExRYx8VHIQ+k6MXZ8FGK+z9SVqJuqsgxNNZMCAtJgsWbrTqFuwdgd1rodojFEqNjNVY+o1VJ7g5w7ZzXMbXG9Y+Y7HpkRwy0Pn7IglR8wZcSleMIjWL4g/WIJWl7ycVNoWBEqd++CEmXh5k240nH/JY0rOPhXyVP3jfL3nh5RF+etcpaqwiJuyOtmFXUEQ5sbdc1/+macuQJOlmwxMXSetFQJw6ERgriMZc7XJL8x80B2qwGhzo6CS9B4xWmTpT1BinyiRVek2OPhxssRb03FkvFVyuJgvmN1rVPOw5AsaOgLoj9E4Z1m8zDO5LvhQwLEoDhqffVKPSD5sftFnzbPqMSiump07pilFM3qP3O+uwJlJ4qhPDqR95EDtf59FvnYVXt1MjkgCXX3w/I0NT/N3X3s5oqeLHpMYqEqLKYkVhsqLYHwuWn8mCg50+mzNay91sKZ2TlmwVxF/ZEGXWaqnGKiCF3zrSgYhQxKHH2FTxmKJ24KfH2PSR66ghRhylgt1osiD55hfNNBut3ZUqlZVCbUOO8SH/8cF9sHqXob/LKj/GjvR49iwXuw4n3OEwsHthkwtJYHIeM5eP4q2sUbxmLfbudH5hOeaCpxg5/lXuvfo0tr/YQ9AyPmljBbBpw24ueeuj3PjLrTz+3JpYjVXzrORyI8wsVpTa0y3bhUA6dKZbmmEo0ZMmUwXdZazgoLkaHlz6eVgNVhPt9iUREQrYFLBxjcc0NWZwKVPHQeg1OYo42PMYrag2H45rPVbcJgvSM8sYULMN7nFF9q70qBbAqhn6X66zccwm3/l63kzgieGlU+u8coJH/x5hy90OhVL6c3LG9ihd9ireuio91x+B81J879eFYG3cybGXPM7zD2zgd3dvTFwkmxmrTvN3V/yM8ekefnD7WxkaimcMl7Oxgmg6CkJ0pYLdYLIgXTqjRktpR/BeCHvz+KWQlLGC6LNWYZgrUIO1IByxGKTACpOnjMs0LhNUmaBKj7HpxWm7n1bUbdsh+vVYzaIXJ0mLn4dhcoVh/6DHxAoDAr0zwhE7LAYnBMvk2TfZXeUdlaLhd290mVxtWLPNYtMjNlYKm0O0YixD6b27qR9Vpuc/Rshti2bt42IJRLJnRZlL//hhZsZW8NTNb2Ro1cI2FI6KQDAvO/9xtm7ezf/57sVMleI1V2lbpBw3YW8+HGWpYLeaLEi+aqL5C7SWDy5P2mWqwtw8frEksRY3S1mrZtRgtdCJwFki9JKjlxw14zFDjVIjq2UBReNQxCHXVEIYZcOLOEoF4aDo1RotN+Mi7lIOg2GmaNg/aBgf8Kg74NRgZMxiaL9FT/VQs9FNs4771nk8e7aLZ8Gx99iMvJj+9Vbgdzgsv2c39S0lCrcMk3s8+Rk+OFwkh1f3ctYf3Ueh1+Wur7ydejV5c9UsmFuPcfnj9z7Ew08dxd2PHRf5a6uxak8WSgW70WQBqclmBbTTF8iuxijtadUKSEemKqCbjRWEb65ADdasdCpwuUZWa8DkKVOn1MhsTeNiIxSNQw82Ofy1K1GXCsZhssA3IXETZTYrMFXjA4aJAY9aDsSDgUlh5bjFiimZd/+kLM86epbhxdPq7Dreo3efsOUeh+Jk+rNW0DBX796Du3WGwm1D5B8ZSCyW+erjt77zEUaOfpVHfnA2k6NDcYZ2GIcLpuFP338dnmfx1evPJ8o2LVGXe2SZKEoFo5rgi7pEPelGS5B8Niug+VzSDZN5SvrWU7UjSWMF2ctaNdMVBivsr/qLEbigKUYRB88YyriUGl0Ip6hhI/SssKnOuOxyp1nrhP+mictkOU5gFuNdkwXhZrM8MUz3GiZWGCZWeLgNU9U/LawZtRiYFGyzuC+ZWZp1nBn0+N3ZdWaG/BbsGx/NRkkgNMzVu/bgnjhN/o4h8g8Oxh5DpyK57uTtHHPek7xw3xZ2PHp0HKG1ZTbBfMcbfsOpx77EV647n7HxFZG8thqrzgm7bTtE19E2qs6CcPB9MrrfP+cv52xWwGyTeZBOjVF80p6lCkhqS444jRVEa66gSwxWVCxW4JpLCAOzVabONC70AgZ2e2WKdZtJ1w015jiaXgAHSh+TMFmw+GxW1TE8OjXF9iNdpvoNnuWbqhVTwsCoxcCUYIdoLmabdYTkhdBg2HW8x4un1nFqcPydDkOvpL9LYICxDOV37cY9cYb8HUMU7o/HXC1m1nHF2n2cdtl97N0+wuM3vS6q0GZlPsE8YmicP7z0l/x620ZufeDkwx5fKmqsFkYwyRdFqWAWTRZoR9vZSLPGLHeyYqgCutlYQTxZq2a6wmAJsItp1hLeHyasMo1Ws1WhznitQsmpU8rX+drzr5ArCD2eTaFu0+PZWEsszYlD7CCZmcVmOhE/1zJM9/k/U30elQI8vXc/uR5Yud8v/eufFqxFZqoWFG+KhLDcZ3j2LJfJIwxDLwtHP+iQq2QjawVgbH/NlXv8DIXbh8g/EJ25CjYDDVioQOZ7y7z+yl9QK+V5+LvnYerxrWvrRDBFDJ+6/KcYI3z52gsIszRQjdXiiapUMMptQ7rRZEF6ywZbmUtjQA1X1GTNUAUsF2MF8Zkr6BKDFSVhziBaQRlhwWHPxDTGgrM3DvLgq5NM2S6TjpMr6bUAABFOSURBVAsGcsaix7Mo1G3ynoXD4rIKUZcKBiQlegHN4lfPQc/KAjO9hulej3IBED9L1TcjDO8TLn7tah64bWzeNVWRxtxy0o2rzMNgGN3i8eJpdcSDo++3Wf28lehYLBTjeJTet5v6MSUKtw6Tfzi8NVftBHIpnZvErnPGh++isKLMPVddQGUqni9muysl3EYzmvkE813nPsLJR+/gSz94B7v3hzeWy7WBRdgl62GXCkbZcAni7Wgbt8kCMmG04HCNUcMVLlk1UwFJmaqAuPQh7qxVM11jsEb6e9k1FU0WK4pa+JGBPsYmZnjD8ADbX3YxGCqWR9mqU7HqBw0XYHtC3lgUPIu855uu+bJcca3HOvB6CYieaxkqeUOp4FFenadU8HAdgPoBQ3XEhJ+hKpbkwJiN5HKpMxRxzDyWBgzPvd5vvz64089aZWFvq2ZMwaP0gVHqR1Yo3LSK/GOLXyvUTiAhTJE0nPJ7D7Jq86v86po3Mr5jVUjP255WwbRta17h3LhmD1dedDcPPH40dzx8YihxLFdjFQVRalBUpYJxdrQddcuJdbXNitEK6MRwgZquVqLXiXhRYxUfXWOwAtJaKtj2uQd6D4iD4JcJ9nh++ZDBUBWPiuVRtepULI9Srg7UgIOmK+dZ5A5cHtrprltMlieGquObqUrOvyznAzPlk6tBb9miWBGKFYvSaAkhG8LXylxC2Fyu1qkQepZhx4l1dp7gYbtwzH02Iy9kK2sF4PXWKX1wFG+kSs8Nq8k91fnnPAmRPOa8J9l4xnM8c/vJ7HzsqMheZ7GCmXNc/uJDP2GqVODL1y29NFCNlU/YJetRlgpm3WQFJNXVFtLbCGM+2p37ZjNd0P3Ga7bfG7JrpgKSNlUQv7GCZM0VdJnBGunvZU9EZiiKGcSAdiInCAXjr8ui7u+VU8dQtepULY+aeFQtj5JTP/i9yIBjBMdY/qVn0TOUZ3qywiv1Gdbaxci/VC/GZBkMdQtqjjnkp5rzjVXN4ZDfMV8Tesv+flQ9Vf+ytTFFMQOLkzul+eQelKt1Ovs4vsbj+TNcygOwarvFUb+yM7XWKsBbWWPmg6OYvjrFH67Beb793zMtIrnu5Bc54aJH2fHrTTxz+ymhP38Ygvn7F9/FpnV7+PzXf4+J6cWf29RYtSfsyb4oSgWjNFlALGuBk+xqC4evBYbs6s1s58h2erOYyb4kaTdJ2UzWTVQrzRoByRqrmvGWlbEKiM1gicgw8E/AR4B1xphdsxz3WeDPgebH/7sx5o5OXyuqLFYUJsuxO98fy0Yoeg7FpooIg6EmHjXLv3Qb1ytWHRP8dQv+xbNeiZzxzYjj+Ze2J9gGLM9vSW4ZsBqXYgQxvrfpxJiZxjzi4FAvnhh2TpYwFgzm8niWwbWhbhnqtn/dbbo0LcvMLM83UsWKxeC0kK8Jhap/uZAmIFlZnLxQZhODYC2X2wt7zoSpzZCbgHW3wqaxbM6n1NdWKF0+CgLVb62issMG0lu2MbRxN6d/4B72vrCaX193NoTUQCVMwTxj63Nceu6j/Pju03nkmc2Leo6sGqs4tCjsyb6oNKjZZMFwaM8bEFfDpeauthB/wyXIbulgJ7Q7rzavTW1dQ7wQOjVnc02edUIQ61LW1GaBNGSr4FB9cJxoGzuloRywHXF+4/p74Pv4ojYXI8BfG2O+s5gXiSqLFXWp4GJnEgUhb2zy9UPvNxg8wBWPuhi/m161irEMOELF8e/3Ou2fERgtA+Wcx45yBXvYHw8jjYXdrd8jh/07JhpljQGWB05dsOtQrAqOa+HUIecKOVfIuyG3Sm8RPjfmmv04Wbmqj1eOqfHKlipGYP3TedY9m2N89zR7ZjElrSQxGzmbeFpbyjgf2AfTFrXvrMKMOakWx76RcV7/+3dS2t/Hg99+M567NGGJYhZyeGCKT1/+U57fOcLVN79pwf8/q8aqiVi0CKIpFYzKZEW1likwWUAsJYNJNlyC7jZas7GUc3Kn5izN5/2kSYupgnj1IeqslT/xtHhiM1jGmE/DwZmmORgBPicifwnMAFcbY65a6OuFncU6+LzRlAqG3T5XEGzANrbvfjwYsHKNPbIMRzaEzmCoi59Z8sTgCQcuTdNlYKAM/vqvnrzFior/9hETvKaf/ZJG9ivIhk1NlhEP1kgBu95ZNiwKmk88WayZ7wRBmB6qM7DHZuPjBQol30EvRJwWMxvZbMramaXZyjICZouv3i/U9s5QuGk9ggPR9olYMp5rM7lrJb++7mxqpcKSnisQzbAF0/OEp7av5+qb3kTNXZgEjLrlLBsrID4timKyL6qJvlUD0c78xrU/IyTf1TYg62u04kKN0+KJSiMWQ9wTb1FnrZZqrgDEmHgXh4qIYe6yjF5jzEzj+nHAtcC/GGP+qeW4jwMfb9w8GfhtdFFHygiwJ+kgFkFW4waNPQmyGjdkN/asxg1wvDFm8S0iOyAsLWo83g16lOX3S1Zjz2rckN3Ysxo3ZDf2rMYNS9Ci1BmsNsf/J+DTxphz5zjmIWPMmWHFGCdZjT2rcYPGngRZjRuyG3tW44Z4Yo9CixrHZXLcsxo3ZDf2rMYN2Y09q3FDdmPPatywtNgXt4NtvNjARNJBKIqiKMsa1SJFURSlIxI3WCLyFhH5mYjYjdsfa7q+GvhvwDcSDFFRFEXpclSLFEVRlLBIQ9/mYeAo/FjqwEnAr0Sk3Hj8i8aYa+Z5jq9FF17kZDX2rMYNGnsSZDVuyG7sWY0bkok9DC2C7I57VuOG7Mae1bghu7FnNW7IbuxZjRuWEHvsa7AURVEURVEURVG6lcRLBBVFURRFURRFUboFNViKoiiKoiiKoighkSmDJSLDInK1iBgRWTvHcYMi8n0ReVxEnhKRv44zzlli+lQjlt+KyI0ismaW4z4rIi+IyH1NP2+LO95GLG8RkV+JyGMi8pCInN3mGBGRfxCRp0XkCRH5togkvutdh7GfISJ7W8b6s0nE2xRTTkT+SkRqIvKhWY5J65h3Ensax/wTIvLrxvvkMRH55CzHdfQZjpNOYheRVSIy3TLm/5hEvE0x/UMj7gcan9M/m+W41I05qBbFjWpR/KgWJUNW9SirWtSIKxo9MsZk5gf4EvBuwABr5zjuG8CXG9f7gd8AH0gw7rcCLwKrG7f/FrhxlmP/F3BlCsZ6JTAGnNP0O4wCvS3HfRR4GCg2bv8b8KWMxH4hcFXSY90S0yeBzwK/BD40yzGpG/MFxJ6qMcdvvf2PQH/j9gagBGxoOa7jz3AKYz8euDXpsW6J6b8Aucb11cAUsDntY94Um2pRfDGrFiUTu2pR/HFnUo+yrEWNuCLRo8R/sUUOxqyihp+VmwKOa7rvL4BrE4z3y8AXmm4PAS4w2ObYq4DHgIeAXwAfSyjmDwL3tNz3KPDulvtuBj7edPt0YCzh90ensV8JbAfub/z8T2BFkrE3xfbzOYQhdWO+gNhTO+aN+HqAcWBjy/0df4ZTGPu5+F/q7gUeBP4ZWJN0vE3xvR7Y1TqWGRlz1aLoY1YtSvZ3UC1KLv5M6lFWtagRY2h6lKkSwQ5ZA/QCzzXd9yxwdDLhQOO1nw1uGGP24b/5jmpz7GeMMacaf+foPwH+s4h8JpYoD+WQmBu0G8fW454FhkVkMMLY5qPT2K8DjjLGnAVcDGwGvhV9eEsmjWPeKWkf8/8LXGOMebHl/oV8hpNittgfAtYbY87Bn4WrAjeJiMQc3yGIyBYR2QbcAnzEGDPeckgWxnwuVIvCQbUovaRxzDslC2OeVT3KlBZBNHrUjQZL8GcVvab7XJL9XQV/X5Vm2sZkjJlpuv4M8AXgikija0+nMbce5zYuUz/expiSaUxFGGP24pcUvFtEirFEuXjSOOYdkeYxF5HP45c2fLrdw3T4GU6CuWI3xlSMMfXG9Wn8DXO3AsfGGuThcW0zxmwBzge+JSIntRyS6jHvANWicFAtSi9pHPOOSPuYZ1WPsqhFEI0eJf7HiIDd+L/0kU33bQReTiYcaLz2xuCGiPQCq+gsJhuYiCiuuTgk5gbtxrH1uI34ZTH7owttXjqNvRUbKAOVKIIKkTSO+WJJxZg3FtqeBFxmjKm2OWQpn+FI6SD2w/4L/rk/ifPKYRhjHsEvGWltoJDaMe8Q1aJwUC1KL2kc88WSmjHPqh5lXYsgXD3qCoPV6NLzMxGxjTE14HvApxqPFfHLG36YYIhXA1c2pc0/BdxtjNndHDuAiHys6fpqfIf/jQRivgE4VUROacTyBvyZhttF5G4R2dI47mrgT0Qk37j958B1wcxQQnQUu4h8SERWNq47+Iu6rzbGeLM8byI0Ou+kfczb0hp72sZcRCwR+QrwGuDyQBRExBaR20TkvMahs36G44/ap9PYReQ9IrKucV2Avwd+bowZTSjuU0TkiqAsREQ2AGcBj6R9zOdDtSgSVItSgmpR5DFmUo+yqkWNOCLTIyfKwGNkGL8O0sFP4f0l8FUReRjfIV9LMsIAgDHmDhH5f8CdIlIDdgJB69DW2E8CfiUi5cbjXzTGXBNzyBhjxkXkcuDrImLwZ2IvwV9TsAkI3mTfwk/vPiAiLvAE7VPasbGA2IvAbSLi4Zfy3An8TQIhz0fqx3wO0j7mlwCfwK8Nv0sOloJ/Hr8mfxjm/QwnRUex44/zdSKSwy9Xewx/gXdSbAf+FPhcYyzzwP/A70aW9jGfD9WikFEtShWpH/M5yMKYZ1WPsqpFEKEeSQonGhRFURRFURRFUTJJV5QIKoqiKIqiKIqipAE1WIqiKIqiKIqiKCGhBktRFEVRFEVRFCUk1GApiqIoiqIoiqKEhBosRVEURVEURVGUkFCDpSiKoiiKoiiKEhJqsBRFURRFURRFUUJCDZaipBARKYrI34jIUyJSFpGXROQLjQ36FEVRFCVyVIsUZXHoRsOKkjJEZB1wK3AccD3wAvAu4ETga8aYTyQXnaIoirIcUC1SlMWjBktRUoSI5IF7gK3AhcaYuxv39wOPA0cCG4wxu5KLUlEURelmVIsUZWloiaCipIu/As4APhcIGoAxZgp/BtECzksoNkVRFGV5oFqkKEtADZaipAQRKQL/FXgF+FqbQ8Yal2tjC0pRFEVZVqgWKcrSUYOlKOnhfcBK4LvGmFqbx3sal9X4QlIURVGWGapFirJEnKQDUBTlAJc2LjeIyN+2efyCxuVL8YSjKIqiLENUixRliWiTC0VJCSKyHdjYwaGbjTEvRByOoiiKsgxRLVKUpaMlgoqSAkSkD1/QfmuMkdYfYAVQA14OBE1E3iwiPxKRHSJiROSjif0CiqIoSuZRLVKUcFCDpSjpYEPjcucsj18I5IAfN93XD/wW+AxQii40RVEUZZmgWqQoIaBrsBQlHeQbl5VZHv+jxuXXgzuMMTcBNwGIyDcii0xRFEVZLqgWKUoIaAZLUdJBsFnjYW1vReRs4BLgZmPMA7FGpSiKoiwnVIsUJQTUYClKCjDG7AGeBM4QkVOD+0VkE/A9YBz4ZELhKYqiKMsA1SJFCQctEVSU9PB54DvAbSLybaAPuAIwwKXarUlRFEWJAdUiRVkimsFSlJRgjPku8FHgVeDP8Esxvg+cbIy5J8HQFEVRlGWCapGiLB3NYClKijDGfBP4ZtJxKIqiKMsX1SJFWRpqsBQlo4hIP3Bs46YFbBSR04G9xpgXk4tMURRFWS6oFinK4YgxJukYFEVZBCLyVuCONg990xjz0XijURRFUZYjqkWKcjhqsBRFURRFURRFUUJCm1woiqIoiqIoiqKEhBosRVEURVEURVGUkFCDpSiKoiiKoiiKEhJqsBRFURRFURRFUUJCDZaiKIqiKIqiKEpIqMFSFEVRFEVRFEUJCTVYiqIoiqIoiqIoIaEGS1EURVEURVEUJSTUYCmKoiiKoiiKooTE/we5edCGg18hSQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1678,10 +1467,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Logistic regression" ] @@ -1689,11 +1475,7 @@ { "cell_type": "code", "execution_count": 49, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1704,9 +1486,9 @@ }, { "data": { - "image/png": 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qb+X2zTf+cO8rr8B77yn8iYjEM40AikiNLVjgR/z+/ne/fthhcN99cO21/tCv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\nP99kAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1732,16 +1514,12 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['data', 'target', 'feature_names', 'DESCR', 'target_names']" + "['target', 'feature_names', 'DESCR', 'target_names', 'data']" ] }, "execution_count": 50, @@ -1758,11 +1536,7 @@ { "cell_type": "code", "execution_count": 51, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1841,11 +1615,7 @@ { "cell_type": "code", "execution_count": 52, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "X = iris[\"data\"][:, 3:] # petal width\n", @@ -1855,11 +1625,7 @@ { "cell_type": "code", "execution_count": 53, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -1884,16 +1650,12 @@ { "cell_type": "code", "execution_count": 54, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 54, @@ -1902,9 +1664,9 @@ }, { "data": { - "image/png": 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PvE33Gt3NjvRAxYrBihXg5wczZ8qtFkXukTF94dISUxJpNLMRh2MO82yVZ1nR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\nxUPJfWmEcCdXrsCWLbB9O+z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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1921,10 +1683,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "The figure in the book actually is actually a bit fancier:" ] @@ -1932,11 +1691,7 @@ { "cell_type": "code", "execution_count": 55, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1947,9 +1702,9 @@ }, { "data": { - "image/png": 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g4CCrV68un3nmGRkeHp6P37jxldX3ZklKTJTy44+lrFJFSm0WHSkDA00dVf7F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\nFjZf8QAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1967,11 +1722,11 @@ "plt.plot([decision_boundary, decision_boundary], [-1, 2], \"k:\", linewidth=2)\n", "plt.plot(X_new, y_proba[:, 1], \"g-\", linewidth=2, label=\"Iris-Virginica\")\n", "plt.plot(X_new, y_proba[:, 0], \"b--\", linewidth=2, label=\"Not Iris-Virginica\")\n", - "plt.text(decision_boundary+0.02, 0.15, \"Decision boundary\", fontsize=14, color=\"k\", ha=\"center\")\n", + "plt.text(decision_boundary+0.02, 0.15, \"결정 경계\", fontsize=14, color=\"k\", ha=\"center\")\n", "plt.arrow(decision_boundary, 0.08, -0.3, 0, head_width=0.05, head_length=0.1, fc='b', ec='b')\n", "plt.arrow(decision_boundary, 0.92, 0.3, 0, head_width=0.05, head_length=0.1, fc='g', ec='g')\n", - "plt.xlabel(\"Petal width (cm)\", fontsize=14)\n", - "plt.ylabel(\"Probability\", fontsize=14)\n", + "plt.xlabel(\"꽃잎의 폭 (cm)\", fontsize=14)\n", + "plt.ylabel(\"확률\", fontsize=14)\n", "plt.legend(loc=\"center left\", fontsize=14)\n", "plt.axis([0, 3, -0.02, 1.02])\n", "save_fig(\"logistic_regression_plot\")\n", @@ -1981,16 +1736,12 @@ { "cell_type": "code", "execution_count": 56, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 1.61561562])" + "array([1.61561562])" ] }, "execution_count": 56, @@ -2005,11 +1756,7 @@ { "cell_type": "code", "execution_count": 57, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2029,11 +1776,7 @@ { "cell_type": "code", "execution_count": 58, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -2044,9 +1787,9 @@ }, { "data": { - "image/png": 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8t3Tnk4PvkJmu4/tmfzC733bCd92moD+AGFuWx3FCfxqcWYVy4dd440T/uUe4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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2083,10 +1826,10 @@ "\n", "plt.clabel(contour, inline=1, fontsize=12)\n", "plt.plot(left_right, boundary, \"k--\", linewidth=3)\n", - "plt.text(3.5, 1.5, \"Not Iris-Virginica\", fontsize=14, color=\"b\", ha=\"center\")\n", + "plt.text(3.5, 1.5, \"Iris-Virginica 아님\", fontsize=14, color=\"b\", ha=\"center\")\n", "plt.text(6.5, 2.3, \"Iris-Virginica\", fontsize=14, color=\"g\", ha=\"center\")\n", - "plt.xlabel(\"Petal length\", fontsize=14)\n", - "plt.ylabel(\"Petal width\", fontsize=14)\n", + "plt.xlabel(\"꽃잎의 길이\", fontsize=14)\n", + "plt.ylabel(\"꽃잎의 폭\", fontsize=14)\n", "plt.axis([2.9, 7, 0.8, 2.7])\n", "save_fig(\"logistic_regression_contour_plot\")\n", "plt.show()" @@ -2095,11 +1838,7 @@ { "cell_type": "code", "execution_count": 59, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2126,11 +1865,7 @@ { "cell_type": "code", "execution_count": 60, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -2141,9 +1876,9 @@ }, { "data": { - "image/png": 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RwRSPCsEY7qF6StMphZylFk68b8HQRuB/lxaviQ3f2tpqhbhNgWx6M4qsRHeuvTORQbcm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kDaDBOVafZrin1al3LHoh28dPBLWsUWsHRkP57vP4jd3wZhqd2AQ+ESUl+CHAT8evqBLMt/AyYg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\nRP4tInu993yTiNwY6piqCxFpKSInReRfoY6lqhOR7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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2172,11 +1907,11 @@ "from matplotlib.colors import ListedColormap\n", "custom_cmap = ListedColormap(['#fafab0','#9898ff','#a0faa0'])\n", "\n", - "plt.contourf(x0, x1, zz, cmap=custom_cmap, linewidth=5)\n", + "plt.contourf(x0, x1, zz, cmap=custom_cmap)\n", "contour = plt.contour(x0, x1, zz1, cmap=plt.cm.brg)\n", "plt.clabel(contour, inline=1, fontsize=12)\n", - "plt.xlabel(\"Petal length\", fontsize=14)\n", - "plt.ylabel(\"Petal width\", fontsize=14)\n", + "plt.xlabel(\"꽃잎의 길이\", fontsize=14)\n", + "plt.ylabel(\"꽃잎의 폭\", fontsize=14)\n", "plt.legend(loc=\"center left\", fontsize=14)\n", "plt.axis([0, 7, 0, 3.5])\n", "save_fig(\"softmax_regression_contour_plot\")\n", @@ -2186,11 +1921,7 @@ { "cell_type": "code", "execution_count": 61, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2210,16 +1941,12 @@ { "cell_type": "code", "execution_count": 62, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 6.33134077e-07, 5.75276067e-02, 9.42471760e-01]])" + "array([[6.33134078e-07, 5.75276067e-02, 9.42471760e-01]])" ] }, "execution_count": 62, @@ -2233,40 +1960,28 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "# Exercise solutions" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "## 1. to 11." ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "See appendix A." ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "## 12. Batch Gradient Descent with early stopping for Softmax Regression\n", "(without using Scikit-Learn)" @@ -2274,10 +1989,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Let's start by loading the data. We will just reuse the Iris dataset we loaded earlier." ] @@ -2285,11 +1997,7 @@ { "cell_type": "code", "execution_count": 63, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "X = iris[\"data\"][:, (2, 3)] # petal length, petal width\n", @@ -2298,10 +2006,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "We need to add the bias term for every instance ($x_0 = 1$):" ] @@ -2309,11 +2014,7 @@ { "cell_type": "code", "execution_count": 64, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "X_with_bias = np.c_[np.ones([len(X), 1]), X]" @@ -2321,10 +2022,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "And let's set the random seed so the output of this exercise solution is reproducible:" ] @@ -2332,11 +2030,7 @@ { "cell_type": "code", "execution_count": 65, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "np.random.seed(2042)" @@ -2344,10 +2038,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "The easiest option to split the dataset into a training set, a validation set and a test set would be to use Scikit-Learn's `train_test_split()` function, but the point of this exercise is to try understand the algorithms by implementing them manually. So here is one possible implementation:" ] @@ -2355,11 +2046,7 @@ { "cell_type": "code", "execution_count": 66, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "test_ratio = 0.2\n", @@ -2382,10 +2069,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "The targets are currently class indices (0, 1 or 2), but we need target class probabilities to train the Softmax Regression model. Each instance will have target class probabilities equal to 0.0 for all classes except for the target class which will have a probability of 1.0 (in other words, the vector of class probabilities for ay given instance is a one-hot vector). Let's write a small function to convert the vector of class indices into a matrix containing a one-hot vector for each instance:" ] @@ -2393,11 +2077,7 @@ { "cell_type": "code", "execution_count": 67, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "def to_one_hot(y):\n", @@ -2410,10 +2090,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Let's test this function on the first 10 instances:" ] @@ -2421,11 +2098,7 @@ { "cell_type": "code", "execution_count": 68, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2445,25 +2118,21 @@ { "cell_type": "code", "execution_count": 69, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[ 1., 0., 0.],\n", - " [ 0., 1., 0.],\n", - " [ 0., 0., 1.],\n", - " [ 0., 1., 0.],\n", - " [ 0., 1., 0.],\n", - " [ 1., 0., 0.],\n", - " [ 0., 1., 0.],\n", - " [ 0., 1., 0.],\n", - " [ 0., 1., 0.],\n", - " [ 1., 0., 0.]])" + "array([[1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 0., 1.],\n", + " [0., 1., 0.],\n", + " [0., 1., 0.],\n", + " [1., 0., 0.],\n", + " [0., 1., 0.],\n", + " [0., 1., 0.],\n", + " [0., 1., 0.],\n", + " [1., 0., 0.]])" ] }, "execution_count": 69, @@ -2477,10 +2146,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Looks good, so let's create the target class probabilities matrix for the training set and the test set:" ] @@ -2488,11 +2154,7 @@ { "cell_type": "code", "execution_count": 70, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "Y_train_one_hot = to_one_hot(y_train)\n", @@ -2502,10 +2164,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Now let's implement the Softmax function. Recall that it is defined by the following equation:\n", "\n", @@ -2515,11 +2174,7 @@ { "cell_type": "code", "execution_count": 71, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "def softmax(logits):\n", @@ -2530,10 +2185,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "We are almost ready to start training. Let's define the number of inputs and outputs:" ] @@ -2541,11 +2193,7 @@ { "cell_type": "code", "execution_count": 72, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [ "n_inputs = X_train.shape[1] # == 3 (2 features plus the bias term)\n", @@ -2554,10 +2202,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Now here comes the hardest part: training! Theoretically, it's simple: it's just a matter of translating the math equations into Python code. But in practice, it can be quite tricky: in particular, it's easy to mix up the order of the terms, or the indices. You can even end up with code that looks like it's working but is actually not computing exactly the right thing. When unsure, you should write down the shape of each term in the equation and make sure the corresponding terms in your code match closely. It can also help to evaluate each term independently and print them out. The good news it that you won't have to do this everyday, since all this is well implemented by Scikit-Learn, but it will help you understand what's going on under the hood.\n", "\n", @@ -2576,27 +2221,23 @@ { "cell_type": "code", "execution_count": 73, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0 5.44618386482\n", - "500 0.835100303577\n", - "1000 0.687696155441\n", - "1500 0.601029983545\n", - "2000 0.544278281196\n", - "2500 0.503726274224\n", - "3000 0.472835729391\n", - "3500 0.448187250818\n", - "4000 0.427834726281\n", - "4500 0.410589102282\n", - "5000 0.395680325749\n" + "0 5.446183864821945\n", + "500 0.8351003035768683\n", + "1000 0.6876961554414913\n", + "1500 0.6010299835452123\n", + "2000 0.5442782811959168\n", + "2500 0.5037262742244606\n", + "3000 0.4728357293908467\n", + "3500 0.4481872508179334\n", + "4000 0.4278347262806173\n", + "4500 0.4105891022823527\n", + "5000 0.3956803257488941\n" ] } ], @@ -2621,10 +2262,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "And that's it! The Softmax model is trained. Let's look at the model parameters:" ] @@ -2632,11 +2270,7 @@ { "cell_type": "code", "execution_count": 74, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2657,10 +2291,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Let's make predictions for the validation set and check the accuracy score:" ] @@ -2668,16 +2299,12 @@ { "cell_type": "code", "execution_count": 75, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.96666666666666667" + "0.9666666666666667" ] }, "execution_count": 75, @@ -2696,10 +2323,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Well, this model looks pretty good. For the sake of the exercise, let's add a bit of $\\ell_2$ regularization. The following training code is similar to the one above, but the loss now has an additional $\\ell_2$ penalty, and the gradients have the proper additional term (note that we don't regularize the first element of `Theta` since this corresponds to the bias term). Also, let's try increasing the learning rate `eta`." ] @@ -2707,27 +2331,23 @@ { "cell_type": "code", "execution_count": 76, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0 6.62957494791\n", - "500 0.534163155437\n", - "1000 0.503771274864\n", - "1500 0.494805645558\n", - "2000 0.491408194841\n", - "2500 0.490008507445\n", - "3000 0.489407428961\n", - "3500 0.489143102469\n", - "4000 0.489025165491\n", - "4500 0.488972058096\n", - "5000 0.488948000479\n" + "0 6.629574947908294\n", + "500 0.5341631554372782\n", + "1000 0.5037712748637473\n", + "1500 0.4948056455575166\n", + "2000 0.4914081948411196\n", + "2500 0.4900085074445458\n", + "3000 0.4894074289613261\n", + "3500 0.4891431024691195\n", + "4000 0.4890251654906585\n", + "4500 0.48897205809605315\n", + "5000 0.4889480004791562\n" ] } ], @@ -2755,10 +2375,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Because of the additional $\\ell_2$ penalty, the loss seems greater than earlier, but perhaps this model will perform better? Let's find out:" ] @@ -2766,11 +2383,7 @@ { "cell_type": "code", "execution_count": 77, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2794,20 +2407,14 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Cool, perfect accuracy! We probably just got lucky with this validation set, but still, it's pleasant." ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Now let's add early stopping. For this we just need to measure the loss on the validation set at every iteration and stop when the error starts growing." ] @@ -2815,24 +2422,20 @@ { "cell_type": "code", "execution_count": 78, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0 4.70940845273\n", - "500 0.574099607346\n", - "1000 0.543638281366\n", - "1500 0.535638768431\n", - "2000 0.533256378917\n", - "2500 0.532654427178\n", - "2765 0.532605822457\n", - "2766 0.532605823051 early stopping!\n" + "0 4.70940845273367\n", + "500 0.5740996073458013\n", + "1000 0.5436382813658035\n", + "1500 0.5356387684314269\n", + "2000 0.5332563789170384\n", + "2500 0.5326544271776569\n", + "2765 0.5326058224570446\n", + "2766 0.5326058230506046 early stopping!\n" ] } ], @@ -2874,11 +2477,7 @@ { "cell_type": "code", "execution_count": 79, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { @@ -2902,20 +2501,14 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Still perfect, but faster." ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Now let's plot the model's predictions on the whole dataset:" ] @@ -2923,17 +2516,13 @@ { "cell_type": "code", "execution_count": 80, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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1bNiw9Pjs2bN599136d27d6mG2NhYZs2aVeas4OLFi9Hr9SxevLjUHM6bN4/H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\nMnL4M7TvaRT8/IfH2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+ "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2963,11 +2552,11 @@ "from matplotlib.colors import ListedColormap\n", "custom_cmap = ListedColormap(['#fafab0','#9898ff','#a0faa0'])\n", "\n", - "plt.contourf(x0, x1, zz, cmap=custom_cmap, linewidth=5)\n", + "plt.contourf(x0, x1, zz, cmap=custom_cmap)\n", "contour = plt.contour(x0, x1, zz1, cmap=plt.cm.brg)\n", "plt.clabel(contour, inline=1, fontsize=12)\n", - "plt.xlabel(\"Petal length\", fontsize=14)\n", - "plt.ylabel(\"Petal width\", fontsize=14)\n", + "plt.xlabel(\"꽃잎 길이\", fontsize=14)\n", + "plt.ylabel(\"꽃잎 폭\", fontsize=14)\n", "plt.legend(loc=\"upper left\", fontsize=14)\n", "plt.axis([0, 7, 0, 3.5])\n", "plt.show()" @@ -2975,10 +2564,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "And now let's measure the final model's accuracy on the test set:" ] @@ -2986,16 +2572,12 @@ { "cell_type": "code", "execution_count": 81, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.93333333333333335" + "0.9333333333333333" ] }, "execution_count": 81, @@ -3014,10 +2596,7 @@ }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ "Our perfect model turns out to have slight imperfections. This variability is likely due to the very small size of the dataset: depending on how you sample the training set, validation set and the test set, you can get quite different results. Try changing the random seed and running the code again a few times, you will see that the results will vary." ] @@ -3025,11 +2604,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -3050,7 +2625,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.3" + "version": "3.5.4" }, "nav_menu": {}, "toc": { @@ -3064,5 +2639,5 @@ } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/images/classification/cleaned_digit_example_plot.png b/images/classification/cleaned_digit_example_plot.png new file mode 100644 index 0000000..5756947 Binary files /dev/null and b/images/classification/cleaned_digit_example_plot.png differ diff --git a/images/classification/confusion_matrix_errors_plot.png b/images/classification/confusion_matrix_errors_plot.png new file mode 100644 index 0000000..5ce6e76 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