diff --git a/ipython/Labs_Student/Lab_FeatureRanking_AUC.ipynb b/ipython/Labs_Student/Lab_FeatureRanking_AUC.ipynb index d78b489..f9335a7 100644 --- a/ipython/Labs_Student/Lab_FeatureRanking_AUC.ipynb +++ b/ipython/Labs_Student/Lab_FeatureRanking_AUC.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -54,7 +54,7 @@ " dtype='object'), (54584, 14))" ] }, - "execution_count": 98, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -89,7 +89,7 @@ "#build a decision tree with max_depth = 20 using entropy\n", "Y = data['y_buy']\n", "X = data.drop('y_buy', 1)\n", - "dt = DecisionTreeClassifier(criterion = 'entropy', max_depth = 20)\n", + "dt = DecisionTreeClassifier(criterion = 'entropy', max_depth = 5)\n", "dt.fit(X, Y)\n", "\n", "#Now use built in feature importance attribute to get MI of each feature and Y\n", @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -124,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -187,18 +187,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 93, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxgAAAHlCAYAAAB27lqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8XNWZ8PHfnSKNNGqjOqNiy1Zz7x03MGCbaiB0TELZ\ntE02u0neN5u62U3yZneT7KYXCCWYEAIEiCH04iYXWZYsyZJVrN5m1GY0o9H0e98/5BiDuy1syXq+\nn48/SDNnzj1XzEj3uec8z1E0TUMIIYQQQgghRoPuUg9ACCGEEEIIcfmQAEMIIYQQQggxaiTAEEII\nIYQQQowaCTCEEEIIIYQQo0YCDCGEEEIIIcSokQBDCCGEEEIIMWokwBBCCCGEEEKMGgkwhBBiglIU\npUVRlGFFUdyKonQpivKEoiixxz2/QlGUd48+71QU5a+Kokz/SB/xiqL8VFGU1qPtGhRF+R9FUZIv\n/hkJIYQYCyTAEEKIiUsDrtc0LQGYB8wHvg6gKMpy4E3gJcAGTAEqgWJFUXKPtjEC7wHTgWuP9rMc\n6AOWXMwTEUIIMXYospO3EEJMTIqiNAMPaZr23tHv/wuYoWnajYqi7AAqNE374kde8xrQo2napxRF\neRj4HjBV0zTfxR6/EEKIsUlmMIQQQqAoSjawEWhQFCUGWAG8cJKmzwHXHP16HfCGBBdCCCGOJwGG\nEEJMbC8riuIG2gAH8F0gmZG/D90nad8NpB79OuUUbYQQQkxgEmAIIcTEdvPR3Ik1wDRGggcnoDKS\ne/FRNkZyLAD6T9FGCCHEBCYBhhBCTGwKgKZpO4E/AD/RNG0Y2APcfpL2dwDvHP36HWD90SVVQggh\nBCABhhBCiA/8FLhGUZTZwL8Cn1QU5QuKosQpimJRFOX7wDLgP4623wK0A39RFKVIGZGiKMrXFUXZ\ncGlOQQghxKUmAYYQQkxcHyojqGlaHyOzGN/RNK0YWA/cxkieRTMwF7hC07TGo+2DwNVALfA2MAjs\nZSQ3Y99FOgchhBBjzLgqU6soymPADYBD07Q5p2jzc0YqoXiBT2madvAiDlEIIYQQQogJbbzNYDzB\nyB21k1IUZSOQp2laAfAZ4LcXa2BCCCGEEEKIcRZgaJq2i5HqJqdyM/DU0bb7gERFUTIuxtiEEEII\nIYQQ4yzAOAtZjCQc/l3n0ceEEEIIIYQQF8HlFmAIIYQQQgghLiHDpR7AKOsEco77PvvoYydQFGX8\nZLcLIYQQQohxS9M05VKP4WIajwGGcvTfyWwF/hH4s6IoywCXpmmOU3U0nipoiY/fd7/7Xb773e9e\n6mGIMUbeF+Jk5H0hTkbeF5cHfyDMr54/xDMv1mNWPrhUNkb7Sc/uJGNyOxmT27FOGvkvmoK9NYvI\nC3mYt2Tz456/0hS0Mz8mn08v/gb3vH/XJTybS2NcBRiKojwDrAVSFEVpA/4NiAI0TdMe0TTtNUVR\nrlMU5QgjZWofuHSjFUIIIYQQHxenJ8B/PlHGkfbB8+5DG9ZQ+z58w3lAG2ZZlo8nFkawbygmGF2L\nPqWVqKRBfI4MAq5shvdOxfi9fDoDERg2EmUwEqMq9FsidLoDfPVn/8H/ffhLPGf/NmRe6JmOP+Mq\nwNA07Z6zaPOFizEWIYQQQghx4WpbnOwo6zqn14QjGs++2cDGKybxb59efM7HDLdEiBwJE+hyEJxe\njWdaOWpcPca0ZmIyO4kMJtDWk4PLb6OxZCE9/pW0G1W0Rj+zditk9ugw6KOoSrNhSh0gceoCrlqT\nwpKiVD4///vo9Do0TaPZV37OY7scjKsAQ4iP09q1ay/1EMQYJO8LcTLyvhAnczm/LzRNo8PhJaKq\no9anqsFf3m3kxfeauHF1LlFG/Tm9/r+/tIJls89uNwJfwE1711563Pvxhg4Rl+4gvLAezRAi0JWF\n32vFFcmkfWg65Q4jXVEhpqalk/5kgHDtEIPOQcxdQWx6Myv6zLwYbqYy0MLGG/+FL3zpHqy25BOO\nGdL89IXazumcLhfjaifv0aQoijZRz10IIYQQ4my1dnv490f2U9fqwhwzuvem5xWm8n8/OZ/UpJhR\n6S+iRrD3VNDVvw9XoIKA8TC65FZMKU6GHWn4Xdlk1i/FUj+fPy/u4eUZ7VgNFgqNtmP/kgaM7Hjq\nPap2NzDsCTIw5GJt3hLmlfZR6utmS/9rNAdHUnxPdy3pjbj4xpEV/HzaYUnyFkIIIYQQY19nj5ef\nP1tJTfPp9iC+cD0DPj5z6wx+9821GA1jZ4cDl7uDdvtu+rxlDCvVaPGNmKzdhHUxBLQcMtuWYei8\nA7oLiPRlk6RGEa0YSemNo/ar3dy+KJGvGTKI0UXR2dHFM7/7C/V/ehOTV0eGKYpMfRwx8Ul4AgrN\nO6v4ysAbNAS6AXj00Ud5+OGHTzu+sBa6GD+GMUkCDCGEEEKIS6TdMcTW7c2o6rmtqugfDPB6cSv3\nXlfIAzdOO3V9zVGQbokhOdH08R3gDAJBL+3d++hx7ccdqSQc04AxrQ29KciwYiMcmoK5cxZe90Y6\nfRn4tWiy/SlklE7l4DfamGRIZao+jQT90VkSBdbkJNPe3s7Pn/41O94vob3GyUxbBvcMZ7F3rp64\n7NlUV+WjRnQsvV3lv//9W0Q09awCi7/zhPs+xp/K2CZLpIQQQgghPkYtXW4CoRNzF0oOOfjlc4e4\naXUuCWbjOfUZZdSzae0UMlJiR2uYl5yqqTh6a+js3Y0zUEHAUIvO0owprR9fbzK+gWzcgUzsujRa\nSaYnHIfNkMzG/XOZXp1FcFGEFF0c8ToToKC36YheFwVAwB+k19FPR2snb7z+LmX7qwk2+UlPS2D2\nvGmsvHIp9U8Uo+seZkvcXSTkxnDHfTHcuj4dg/78Zm0Oet7ild6f8J28t2SJlBBCCCGEuHCNHYP8\n55NlHG5yYkmIPuH5jJRYnvnB1eRlJ16C0V1abo9jZHnTUClDVKPFH8Fk7SKii2JYyWIokkVfeCoN\nzrmUqjoSohMpyLZSaMhkrtHGw1+ZgjGkR2ccuW6PviEK0/Uf/IwjkQitRzqoea6Bsr1VdLbaCYSC\nhAMqBqOeqZYcrtRBIKBH3TNI0663UCJRvKrz8/8ezWTRzKQLPsewFsBinIA1apEAQwghhBATWM+A\njydfreW9/Z1o57hM6XQ0NNzeEJ+9bSa/+trqc66QdLkIhf20d+/H4SxhMFxByNSAMbUVg9nHsM7K\nsJaFM2ylzXMVpRgZMsdQmGajMNNGgdHKWkMm/220EqcbWaIV3B9i+Hd+VIdKwiNx6G0fnl3QNI13\nXtnJ1j+9TUQLk9Q2zByHiSl6iDUnkpAYhz6sI+KOMJQCT1vvYHjASNmhW3C6SgD4P747gEUXfO7+\niBcdE/P/uwQYQgghhLjsBIIRtm5vps0xdMo2fU4/7+7v4KbVufzvl6/AFD26F4NpSTHExZ7b0qfx\nStVUevvr6ezdw4CvHL/hMEpiMzEZvfh0SfjIYjCUSbc6l0N9y2gIGpkSn0FhciazvDk88OYUvqLE\nEatEcbKEkmH8AIQbIhiK9MT8wIw+Q4evy0XLMyVoqkp3l4NDZfUE/UFiewcxx5uYYU4j58Z8Zn7p\nGgB6nQGeebGXsneiMKTr2LnjOlyummPHefTRR1m06MKDC4AIIWL1E292CiTAEEIIIcRlZMgX4rm3\njvD41lpmTLGwcHraKdumJpn46uZ5pCRdugTm8cg73Edb9256PQcY0g6hmo8Qbe1A1RkYVmwMqZn0\n+LNp0GZQrulJiUmjIMtKodHGEmMm9xlt5OhT0Csjsw/BxhDDe/xEX3PmYMw4V49hvoGhAQfhzhCV\nz+6g+71aqtU+Yg1xoMCk/CzW37GOGPNIUrdtw0xqhvT8/jEn9bvM5C5J4Iu/SOTKJanH+j2X5O2z\npWoRIhO0kpQEGEIIIYQY95o63Tzzej1bd7SwYo6VR7+1lulTLJd6WONaOBykw34Au3Mfg6FKQtF1\n6FNaiUoYwqtk4NUycQattGpXUGo3EI5PpjDVRqHNRoHBygajjTxjBiYl6ozH0tt0xNx55kAvHA6z\nd+t2+v71PXp1PsJ+lTYrDE5KZu19G7nmplUftI2ovPCGg+f/dYiB1mgW36Dw5F/jyc0a2Zxv3bp1\n3HXXXaMeWNgDjexwPs3ewb+wKf1rwC9Gtf/xQKpICSGEEGJMC4VV3tjdxtOv1eEY8J3wvKaNtLn9\nmjzuujYfW6r5Eoxy/FI1lQFnCx09xQwMlzOsr0FJbMKU4SDgSsDbl8Wgz0aXkkJVjInWJDP50ZkU\nGmwUGDMpNI7kSyTpzu/n7v2Fj3BjhMSfxp30+WAwxL6SEv768mvUF9dzhz2XIbOC49pMogwGPG4v\nn/vaZnKmjCRUO91Bfvt0N+8/r0cfrbLxLoWH7rJhNn1899VVTaXWu4vtzqfpCBzmiqQ7uCLpLhIN\naSiKMuGqSEmAIYQQQogxKRCM8Oe3j/D4Xw+TkxHHAzdNY1ruyWclUpNMEzaR+lwM+5y0d++hx3MA\nT6QK1dxAVEYHoOG1Z+IZyqQ3kkZdVAKViVFkmD/Y4brAaKPQkIlNn4SiXPj1csSu4t8aIFwWJnp9\nFKZbPqgCFfAH2LN3L1v/+jrlJXUMNAaYNT+fhWoyto4Q7Rus5M/Lp2jWVPJnTCE6OoqaRg+/fayP\nyrdjsM30cc8nzdy7qQCP201ubi7Nzc0XPOaPCqheSga3ssP1NEYlmjWWzSyIvw6j7oNzkQBjApEA\nQwghhLh0mrvc9A/6T/l8U4eb3zx/iKJcC/94xyxm56dcxNGNf5FIiO6eCjr79zIYrCAYVYc+uYUo\nyyDDjjSGnFkMBDNo0SdSFh+NLiGNwqhsCgzWkUDCaCPXkI5R+fiCNt8zfoLFIaKvjiJqlZFgbIBd\nu3fzyitvULG/gYGmEEWzJ3HV+ivoP+IgVW8iv0chbWY2c797EwCqqvLajj7++KSX7uoY5lzj47MP\npbJ8QTZut/vYsUY7x2Ig1MlO5zPsc79EXswi1lg2kxez6KSBlwQYE4gEGEIIIcTFpaoaOw928+TW\nWhraXORY40/Z1pIQzcObprNg2qmTtMWIAVcrHY499A0fwKfUQGIjpgw7QY8Zb28mrmEbnSRTZYrB\nbrGQb8o6OiORSYHRSoHBill38RPdnZ8YRFmvsDdnN3977S2q9jcx0Bxi2pxcbrt7I9fcuJJtr++h\n+N1S1ofTMdiHiU6NY873b0aXnczjz3Xz+p80wn4dV94e4bP32Vg0fzpNTU3HjjGagYWmaTT5ytju\n3ELD8D6WJG5iddK9pERln/Z1EmBMIBJgCCGEEB8WCEbY8lodT79WTyAYGfX+Q2GVrHQzD9w4jetW\nTpYlTecoEBiirXsPjsFSPJFKIrENGNPb0RnCDNlteNxWHJF06o1xHE40Y4vPOW5pk41CYyYpurhR\nWd50IdyDbjq+YGf/4UM8pTxDX7uPGfOncuvdG9m4aQ1xCWYaapp56lcvkDMlk+tXLKZs8x9Y9ocH\n8OZl8pvHHex/1YRlUoDbNkdzx8aMY7ttz5s3j4qKilENLMJqkDLP62x3biGgelltuY8liZswnWXO\niQQYE4gEGEIIISa67j4vf3qjgUFvEE2DXeXdTJti4Z/unE2aJWbUj6coIzMTl/oCd6yLqBHsPVV0\n9+/DGSgnYKxFZ2nFlDqA15HCkDOT/kAGLbpEKswmopKzKIzKIt/wQb5E9nFlYMeCgQEnO3dt5/U3\n3qV+fxeRvmimzsxkatEkcnKtGI0flKj1uIfoLmthTUI2qRnJeNsGcHrCPJdxFS374yhc6eXhhyws\nmf3xVglzh/sodv2Z3a4/Y4suZI1lM9PNq9Cd489VAowJRAIMIYQQE5W9b5hHX6rh1Z0t3HLlVCbZ\nRpYqTctNkiVJF9mgu4s2ezH93jK8SjVafCMmaxchbwxDvTYGvVY6tGSqTCZcFit5sdnHciQKDCNl\nYKOVsbmZX19vH9t2buett96ltqyTwbYI82dOZ7ItE693iGvuX010TBRaIEyk2XnsdTpFR5IjiL/N\nSYs1m8oSlRZ/JoW3J/K5B6zYUk0kJiZiMplwOByjPu4Ofw3bnU9TNfQe8+PXs9pyH7bogvPuTwKM\nCUQCDCGEEBPN4WYnj289zI4DXdy6Lo+Hb54um8xdJIGgl47uEhyD+3GHqwjF1BGV1o7e5Geo24bb\nbcUeSqPeaKYpMRFb4pTjljaNLHNK1MVe6tM4I4fdzrZd23nr7fdpKLfjbg8zd8k0br1nA3qvwjuv\n7GRZynw2XH0lSXclAND2XCl1P32HuLx0AIIhlY7uAO8Pz6cnM4sb79GzeZMNU7SexMTEY8nbiqKg\nquqojFvVIlQNvcd25xb6Qx2sTLqbFUm3Y9YnXXDfEmBMIBJgCCGEuJxpmsajLx3m0ZeqUbWR7+Ni\njGy+vog7r80nwXzmzc/EuVM1lZ7ew3T27cHpP4jfcBidpRlTWj/DfRY8/Tb6/ek0KUnUmGOJSc2l\nwJh1bFai0GDDOkplYC+WztZOXF/yUtxZxrbeEuo9LSxNmcNVGStYkTqPLp2dl9U3SSCeTRkbKPht\nLgBdf6ui4hsvoQYjTH3oCnzXL+WRx/qp3WZm0kIvn3wggXXLRnbbPj6wgNFL3h6OuNk7+Bd2up4h\nQZ/GGstm5sZfjX4UZ4UmYoAhO3kLIYQQl5lwROU/Hi3lYF0fL/z3BpITRmryx5gMx5JhxYXzDPXQ\n1l1M39ABvFSjxh0h2tqJqjfiwYYzYqUjmE61msuwls1U8yQKpowsbdpgtDHZkPaxloH9uKiqSntb\nO9t3b+Pd97bTUuZiuBXmri7k/q9uYvW6JZhiovEN+/nTky9zpK6F2++7gXmLZqKLVoj4Q1T/4DWc\nFe3kbl7GobwivvNchL7nfSy6TuGxl+LIy8k4drxf/vKXx4KL0QoseoIt7HA+zQH3q0w3r+JTtp8w\nOWbOBfcrRsgMhhBCCHEZcXkCfO3newhHVH721VXExY7N9fnjSSjsp6O7FLtzH4PhSkKmeoypbRjj\nvHi6Mxh02XCEUqjTx9GZlIbNMpWC4xKu8wxWzMdtvDYeqapKc3MzO3a/z3vbdtF60IWnO8LS+fO4\nacU6FlTOwvrn1GPtO1q7+e1/Pc30ufl84lPXEx09MmMW9gXpeKmc+l9to2XefN6onsxwVCwb7tJ4\n6E4b8eaTv189Hg/x8acua3w2NE2jbng3251baPMfYkXi7VyRdBdJxowzv/gCTMQZDAkwhBBCiMtA\nr9PHE6/U8sI7jdy0OpevfWoBRoPMVpwLVVPpH2igo2cvA74yfIbDKIlNmNJ78Q8k4u630edLp5kE\n6s0JmFPzyI/OPra0qdBoI0V/YRfBY4mqqjQ0NLBjzza2bS+mvcKDxx5h6eo5fGLzRlatW4z3bh/G\nWQb0k3TE/sNI5bG928p47olXueOBG1i2dsGH+ix9+gAtP3ydEt18WufP4O77Y7npqjR0upH36u9/\n//tR3RAPIKj62O/eyg7n0yjoWWPZzMKE64m6SHt/SIAxgUiAIYQQ4mz0On38bVcrf93WTEP74KUe\nzikZ9Aq3XZXHgzdPJyv97OrzT2Te4QHaunfT69nPkFaNaj5CtLUdLaLD7bDh9GTQEbFwOMpMKG0K\nuebJFBpsx3IlsvXJ51yudDyIhCPU1dWyfd82duzYQ2flMEOOMMvXzuPWezeyat1CoqKj8P7aR+CN\nIOjB8lwCilEhFArz/OOvUlPRwGe/dh/Zk2307jpCyT9sQVU1IhENRdPoyi3git/cwpzChGPHPT7H\nYrSuz5yhbna6/sTewb8wJWYea5I2UxC79KLnt0iAMYFIgCGEEOJ4gWCE14pb2XWw+9hjA4MBDjX2\ns25JNjevncKCojTGau6tTqdIfsVJhMNBOh1l2AdKcIUOEoquR5/cSlSSmyF7OoNOK93BVOp1sfRZ\nssiw5B9b2lRotDHFkD5my8COlnA4THVNNTv3bWPXrhK6Kn0M9YRZuW4ht967gRVr5xMV/UFRgMCO\nIL7f+4l50ETUKiOKXqG/18nvfvRHkpIT+NQXbyfWHEPn9nr2fus16ofT2R63ktWbQjx8r5W01BiU\nozMWo528rWkaLf4Ktjufos67m8WJN7Mq6R7Soiaf/w/oAkmAMYFIgCGEEJeH1m4PtS3OMzc8jaoj\nA/zl3UZm5iWzYcUkoo/uMB1jMrBijpVYk9REGetUTWXA2UJn7276veX49DWQ0ITJasfvisfTZ6V3\nOI0mLZFWswVzWiH5ppwPlYFN0I3+5oJjVTAYorq6ih0l2ygu3o+9Moi3L8yqqxdx670bWLp4Lkq1\nAie5VPK/EkCfoyf2QRNKrEJNRQOP//RZ1t2wknkJGfT3+XnjfRfGnUeIxEWT/vml3Lm5AKPhwwnt\nx88kXGhgEdaCHPS8xXbnFoYjLlZZ7mNZwi2Y9HHn3edokQBjApEAQwghxpfjf2f7gxHe2tvOC+82\ncqRtkAXT0tDpzv/vd3a6mTuvzSc3M+HMjcUl5/MPjixvGizFrVYRMR8hOr0ddBoeu5UBdzodYQv1\n0fFoqflMjptCgdFKoTGTQqONDF3iuCoDO1oCgQAVVRXsLNnG3r1lOCpCeAcirL12MZvuXs/S1XMx\nGkeC6dCuMN5HfBiKTqxypWkaMfeYMEzVs/3Nvbz67Ns89OV7cNSH6P/mc7QoOcSlRMjNNbL8OxtI\nKLKedDwWi4Uf/ehHFxRYDIUHKB58jmLXs6RHTWGNZTMzzWvQjaHqXBJgTCASYAghxPjx57eO8P3H\nSgmGRjbV0ukUVsyxcvvVeVy1OIso49i5mBCjJ6JG6HYcpKt/L65gBcGoWnTJLURbBvE6UnE5M+gO\npFCvxOOx5JCWXEBRVNaxXa4nG1IxjKELzUvBP+yjvLKcnaXbKNlbQU9lhGFXmCs3LGPTXdewZNUH\nQYXq1XDd/sFypeiNUZi/eOKszrbrfo6n7uQ7aA/kTmbdM5vJzvh4Z4M6/XVsd22h0vMOc+OvYXXS\nfWSZij7WY54vCTAmEAkwhBBi7AtHVP7ziTKKK+z85uurZYbhMuYabKfNXky/t4xhXQ1aQiMx1m4C\nnljcvVZ6vWk0qQl0m9OJTS+iwJRzbEYiz5BB7DgvAzuavEPDlFWWsqt0G6X7DtFbqeJzR1h33Qpu\nvGMdS1bOORZUwMiSp1BFGIIQboxg+eOpP2dDTb28f81Pad6cT0PLIPUtN2CMi+KGe3R86raR3baP\n9/cci/3797No0aILOi9Vi1Dt3c525xZ6gs2sTLqLFYl3EGdIvqB+P24TMcCQRaVCCCHGjH6Xn+KK\nD5KsX97WjKIo/Pk/r5Wdpy8TgcAQ7fa92F378USqCMfWE5XWji4qhFvJYEDNoD2QRHNkKYquiMmJ\nUynItbLYmMm9BhvJY2BN/VjkHnRTVrmfXQd2Ur6/ht5KFb9H5errV/DVX65j8RVzMHwkByK4J4Tm\n1wi8HsS4zIghT4/JcuJ1cM+OBoJOLwA1r9cwEGdg924wTrqBL/8gkfVXpJ3wmo8mb/f29p73ufkj\nQ+wdfJEdrj9i1iexxrKZefHXYlDkd8JYJTMYQgghxoSGNhef+cF2pk2xEHP0LmhediKfvnWGVEca\nhyJqBEfvIbr69+H0lxMw1qJYmjGlOvH2JOMayKDbl8IRXTzDibmkp00bWd5ksFFgtJJ1mZaBHU0u\np4vSihKKy3ZSUVpHb6VK0KtxzY0rufETV7FwxawTggoALayhDWm4NnuIWmUEBaLvMaJLPfEYmqrx\nxrzvEZmfT1uTD12oi96pk7j7J3dSlHvinh8pKSkMDAwc+/5Ckrd7g63scP6RUvdWisxXsMaymVzT\n3HGXPzMRZzAkwBBCCHHJ7amy8+WfFPP1BxZw05opl3o44hwNurtpd+ymb6gUr1KNGtdIjLWLkM+E\nuyeDnqE0mtR4+mMzMadPJz920rHlTVMM6UQpsqDibPX39VNasY/i8p0cOtBEb5VKyKux/qaVXP+J\nK1m4YhZ6/enzTpx3utF8GjqbjqTfxaNpGu9d9T/47YPAB9fBGhqRCAzq4nlh8kqykt7ktk9u5Orr\nlp6yb51Oh6Zp5x1YaJpG/fBedjifptl/kOWJt7Ey6W4sRts59zVWSIAxgUiAIYQQF5/bG+S9kg62\nHejC6w8BoKpQ0zTA/35lJctmZ1ziEYrTCYZ8tHfvw+HajztcSchUjzGtDUOsH3dXOgOD6bQFLbRH\nJaNLnc7kpLxju1wXGG3ET6AysKPJYe+htHIvuyt2cvhAG71VKmEfbNi0mg23rCYzJ42OFjvtTZ04\nuvpOulGd6tZQ7SNFEjS3hnGh4VgsYXQGyPxbJ633TgFFYdgfobU9gLtXT1RsBGuWjqC7n3/48t1M\nm5P/sZxjUPVzwP0q251b0FBZY9nMooQbiboM3jMSYEwgEmAIIcTo0zSNyoZ+6ts+vOO1LxBmR1kX\nZbW9LJtt5eol2aQkfpCUm5+TJLtPjyGqptLTe5jOvr04/QfxG2pQkpoxpfcz3JuEqz+DLl8yzbpE\ngolTSUudTlF0ztFSsDbSJ2gZ2NGiqirb3iympq6axvYG7K2DeDpVtDDMWlDEzLn56HQK7c1ddLU5\nSLQkMCkvk0lTs7BmpaP/yJJC1aMS+FuQgN2Okh4Ao4Iu5YP/P8E2F8HGfuz3LOfdt330NUaTMyfA\nxmvjmZoz8rnMnJRBSprl2GsSExP59re/zVe/+tULOldXyMEu15/YM/gCk0yzWWPZTFHs8svq/SMB\nxgQiAYYQQpyfYCiCPxj50GONHYO8sbuNN/e0ExNtYF5hKscvnzfodCybncHqhZnExVzeuyKPN0Pe\nXtq6i+kdOsCQdohI3BFirJ1EgkYGHRn0DKXSHE7EHZtNbMZMCsyTj85KZJJjSJnwZWBHU1trG++8\n9y77363BPxzC6wygaQrZk63kTLaRnJaEooBOryMzO4NJeVlk59qIiTWdss+IP4T3+WEC7wco2fMr\nsm6aw/Hb0UciGg0tw+zpyaJaK2L1bSE+d7+NNMvJq3Idn7wdFxeHx+M5r3Nt9VWyzbmFWu9OFibc\nwGrLfaScRMQ9AAAgAElEQVRH5Z5XX2OdBBgTiAQYQghx9vyBMDvKu3m9uJUd5d189C+lNSWWa5fn\nsGH5JAomyd3rsSgcDtJhL6XbuRd3qJJAdC3G1HaM8V483Wn0u9JpCyZiN2RgSJ3OJEvhSCBhtJFn\nsBKjk4o9o01VVVpamjlwaC+7y/YwUAm6YDQ9PS6uuHIRG29bw9xF09Dpzj/Zfee6R3C3daGL0mEu\nSGX1y58HoKvXz6+f6GbPX6OJt4a45V4D99xkPWG37b/7aFWo88mxiGghKjzvsN35FO5IH6uT7mVp\n4q3E6i/v8tMSYEwgEmAIIcTp9bl87CzvZvuBLnYd7GZWfjIbV0zmmqXZJCee+o6puLRUTaV/oJGO\nnt0M+MoZ1tegJDURk96LbyABZ18G3T4LbSQTTswnLW0mRaZsCo7mSlikDOzHSlVVjjQc4cDhvew7\ntJv2gx4i9liSLYmkZqRw+wPXs3D5rAsKKgBCFWF8z/rZt/U3LPine0n5TCYAeysGeOxxFw3FZqYs\n9fLAg0msXnj6fSSSk5NxOp3A+QUW3oiL3a7n2eX6EynGbNZY7md23JVjarftj5MEGBOIBBhCiIkk\nFFYpq+3lSPvgGdv2OkcCiza7h+VzrKxekMmVC7NISZKgYqzxDg/Qbt9Dj3s/Q+ohwnENmDI60VSF\nQUc6Pe40WsKJeM2TiEufTX7clGMJ15l6i5SBvUgiaoS62jrK6/ax79Aeug4OM9CgEhdrJntSOpOm\nZvLgl+4k3XaSOrHnITwU4MgnS8Ck0XTwfda88WVeKvfw4pYgro5olt7o57MPZjDZGntW/Xk8HrZu\n3cq99957TuPoDjSw3fk0Bz1vMjvuKtZY7iPbNON8TmlckwBjApEAQwhxOQlHVJzuwIceC4ZU9tf0\nsK20k+KKbiZZ45mZl4zuDMuXEsxGrphnY8G0NIwGuQAdCyKREJ2OMroHSnAFDhKIrsWQ0kp0kgeP\nPY1+ZxptgST6DVYMqTPIsUyjKGqkDGyulIG9JMLhMDU11RxsKGFfeQkDNRDo1REbG0NcXAxxCbEU\nzJjKqmuXMGNuwQUfT/NraMMj1zW9bzdy8DsvYFldRJUnwrPdy4kyq1x3t8KDd9iIiT71+6Grq4vM\nzMzzHoeqqRz27mSb8ynsgQauSLqLFUl3kGAYneBpPJIAYwKRAEMIMZ5pmkZTp5vdFXZ2V9oprenB\naNAfn7uJoijMLUhh7aIs1izIJD15/Jd7nAj6nU10OPbQP1yGV1cNiU3EZvTgHzTj7EunayiZLiUV\nNSGftIw5FJpyjs1KxOlklulSCgZDVFdXcfDIPkoOleCuioKhaEzRUSQkJzB7wTQWr5xDbkEO8Qmj\nWzXN/Q0vkSMRMEK9/TB1fTU8HrWRrNk+7v2UmQ0rU0+77Or4HIvzuT7yq15KBl9mh/NponVm1lru\nZ378BgySuzMhAwy5pSGEEOOEo3+YPZV29lQ52F1px6jXsXyOlRtWTeb7n1sqS5jGGZ9/kPbuvfS4\nS3FHKgnF1mPK6EDRqwwqGTgiKbT7LfjYQHz0HPLj8yi02LjWaCNNlyCJ9GNEIBCgoqqCysZ9HDhc\nirPSQKjPSFJSKulJ8Vx5+3Ku+8SVGIyjd8k13OWi/CvPo4VViECkI4Lm0/Aka/QORjB4A3jzMvnt\nb+KYNsV62r5Olrx9LvqDHexw/ZGSwZcpjF3K3dbvMzVmgbw/JziZwRBCiDHK4w1SUt3DnsqRWYp+\nl5+lszNYMcfKirlWcjLi5I/4OBBRI3Q7DtLdvw9n8CA+42EMya2YUgbx2FPoH0il3W9hMCoTo2UG\nOakzKYrKosBgY5IhFb3kSYw5/mEf5ZXlVLSUUH64DNchPc4mFas1mbj4WBYsn83Nd19DmjXl3Pt2\nuOl8tfK0bTwNPfg6XRR9aR1DlUH2PuHn7UiAoKKx6EqNm65NxjrLRnTyqWdJSktLWbx48bHvzyV5\nW9M0Gn2lbHduodFXytKEW1lluZtkY9bZneQEMxFnMCTAEEKIMSIYinCwvo/dFXb2VNqpbxtkXmEq\ny48GFNNzk07YQEuMLa7Bdtocu+n3luFRqiC+iVibneBQDM6ekeVNDi0dLbGAjIx5FJgmjZSBNWZg\nUmQpyVjmHRqmrLKUypYSKmsrcB2Kor3KTXx8POuuW0ZHcyf3f/425i2dieEUpV7PRuOjO+l6rYrk\nRbmnbafOnsxTZbFUbo1jSixc9Y0It65Px3AOvyN0Oh2PPPLIWQcWITVAmec1tjufIqQFWZO0mcWJ\nNxGtO7tk8YlKAowJRAIMIcSlpqoa9a0udh+doSir7WVqVgIr5lhZPtfKgqI0oqMmRhnH8SYQGKLd\nvheHq5TBSAXBmHpM6R3oo0O4utPocaXSGU4mYJpCfNpcCpIKKTDaKDDYsOhlx/Lxwj3opqxyP1Wt\n+6mqq2bwUDTtVYMkJiVw3a1rWX/zSqYW5fCjb/6WpWsWcNV1Ky74mBVff5HE2dnk3rPkpM+/t6+f\nPzwxSGupmSVTItzri6XoMzGYbjz5xnijYTDcS7HrWXa7niMrejprkzdTFHuFVCE7SxJgTCASYAgh\nLpbig9088lINHm/wQ4939w2TYI46NkOxZGY6SfEf30WCOHeqpuLoraazbw8D/nKGDTUYkluJSXXi\n7bHQ259Gpy8JjzGHqOSZTEqbTaExi8KjZWBlCdv443K6OFBZQlXrfmrqa3FXm2itdGFJSeS6W9aw\nftMqCqbnHmv/t+ffo766kS9956Gz3rui/hfvYX/78Emf87b2s+T395Oy+INjBIIRtrxsZ+szYbx9\nRlbdGuQfZqUR+4cIphujiLnr1PlXf8+xOJ9rnnZ/NducT1E9tJ0FCdexOulerNF559zPRDcRAwxJ\n8hZCiI/J4WYnP3qqnM4eL/9092wm2z68W21KYjS2VLmbPVa4PQ7a7LvoGyrFzSG0+EbM1m5CSjRO\nLY2uYDL9QSvoV5Numk9hai6rbDZyDWlSBnac6+/rp7SihEMdJdQ2NDJUbaKl0klKmoWNt6zh+z9c\nSf60ySe8rrWxk/de3cU3f/JPZwwuAgNe2p4rBVWj9dlSZnxtPeYpJ5ZuVQw6EooyAOju8/ObJ+0U\nvxxFXGqYTfcauPfmDAx94P21H90CA6abT35T4qPJ22crooWpGnqXbc4tOENdrLbcy23p3yBWn3jO\nfYmJS34jCiHEKGt3DPGLZysprrDz+dtnccc1+bKfxBgSDPno6C7B7irBFaogEFOHKa0DY6wfl5JG\nTyQFeyiVoHYNiaa55FmmMz3fxk1Gq5SBvYw47D0cqNpLVed+Gutb8dTE0FI5QLo1hQ23rOYH/7WK\nqYU5p3x9KBji8Z89yx0P3khyatIp20UCYXydTuzv1NL1tyrS1xQy+a5F2DbMRBd18suwkkMufv/Y\nAPU7zeQuUvnW/0Rz5ZIP9qbw7fCjuTVMm6NRYj58Y/xkVaHOJsdiODLInsEX2Ol8hiSjjbWWzcyO\nW4degmdxHuRdI4QQF0hVNQ419vN+aRfbSjvp7PVy78ZC3vzVjcTFGC/18CYsVVPp6aulq28vfb4y\nvPpqDEmtxGb049Ul0q+m0hlIYVidTVTUXUyOmkdhdjZrpthI1cXL8qbLUFdnFweq9nGoez/NDZ0M\nHY6lqaIXqy2NDbes5v/9eBVT8rPPqq+Xn3kTW3YGS1bPO227psd20fREMcbEWAq/eCXZN5+8fTii\n8sIbDp7fEmCgJZrF1ys8+dd4crMyTmgbaVcxFOkxFJ14Gff34OJsAwt7oJEdzqcp87zOzLg1PJj1\nMyaZZp3xdUKcjuRgCCHEeRgaDlFc0c220i62l3VhSYhm7cJMrlyUxbyi1HOq5CIu3JC3l7bu3fR6\nDuCiAs08srwpEtYzYE+j25OMS81EiS8kPWMBhXF5FBpt5OhTpAzsZa6ttY0D1fuo7t5P+5EePIdj\naKrsJTMrgw23rOLam1eRm3du5VXrDjXx2P/+iW//7z+fdsM8NRjmb9P/jXk/+gQ5t84/aRunO8gj\nf+zm3ef16KNUNtyp8PCdNsyxJwYPw0/7CRWHUPtVYh+OIfra86s8pmoqdcPFbBvYQkfgMFck3cEV\nSXeRaEg7r/7E6UkOhhBCCACGfCFKq3s41DhARP3gZoSqalQ29HOwvo8F09JYuzCTz98+ixxr3CUc\n7cQRDgfpsJdid5bQHywjaKojOqWD6AQvLiUVRySFvlAaIW0die755CfPZG6+lVulDOyEoaoqLS3N\nlNWUUOMopavBibvWRFNFD1k5GWy4ZTU//J9VTJ6aeebOTqK7o4cnf/Ec933u1jPuxt1f0oKi15F1\n05wTnjvc5OG3j/VS8VYsthkqX/x2DNevOfVu25qmEXg1SMzd0RjmGii8soCm5qZzGntAHWb/4Fa2\nu7ZgVKJYY7mfh+N/gVEnxSXE6JIZDCGEYGQPiuqmAYqP7kFR0+Rkdn4K84tSMRo//Ad/2uQkls+x\nYpblTx8bVVMZGGiio7eYHm8ZXv0h9EmtmDN68Tnj6e1NxTGcglc/mRjLTCalL6TIlEOB0UqSThLn\nJxpVVTnScITy2n0c7j2A48gQ7sPRNFY6yM61sWHTatbfvJKcXNt5H8Pe2curz73D4YMNXH/HOq66\n/opTto0EQgw19dH6x30EXT4W/fLuY+N8bUcfz/zBS9ehGGZfM8xnH0plZt6HC0BoqkakTQX1uAeD\nGu4ve8krzsXldgFw//3384c//OGMYx8IdbLT+Sf2uV8kL2YRayybyYtZJMsAL5KJOIMhAYYQYkIa\ncPs5WNdHWW0f5XW91DQ5mWSNY/nskZKxi2akE2uSSd6LYdjnpK17Nz3uUgbUg2jmI5gzutEApz2N\n7sEU3Gomurgi0q2LKIrPp9CQiU2fJBdIE1hEjVBfW095/T4O95XS1xDCXWvkSIWdyVMz2XDLaq69\ncSXZudYLOo69s5e/PfcuNQfrufqmVVx53QpMMae/49/0RDENv96OKT2eGV/fSOyiXB5/rpvX/6QR\n9uu48vYIn73PhiXh5LNq4dow7q970Wd+cHNj1dMrqXJ/sMP3mXIsNE2jyVfGDucW6of3sSRxE6uT\n7iUl6uxyTMTokQBjApEAQ4jLX5vdwz//pPiE/SdCYRXPcIi5BSMzFAumpTG3MJW4WJmR+DhFIiG6\nHAfp6t9Db7CMYHQd0SntmJI8DNpT6BlIoT+YQTg6j8TUBRSkzKIwKpNcQzpGRTYcFBAOh6mpqabi\nyH5q+8twHdEYrDXQUNFFbl42Gzat5tqbV5I16cTE6FPptfdTWVpLZelh+hwDH3pO0zQCvgDrblzJ\nldetICb2zFXEan74Om3PlVL0L1ejXDOX3zzuYP+rJiyTAty2OZo7NmacMUfL/S0vWr9K4m/iAT4U\nSJ8psAirQco9b7DN+RR+dYg1ls0sSdyESWb2LhkJMCYQCTCEuLz1On3c/Y232Xx9IWsXfjiBU6co\nZKbFopdE7I9Nv6uFDsduHN79eHSHMCS2EJfRi99tprcnhR5vGn79JGKSZjHJuoRppknkGzIwSxlY\n8RHBYIjq6ioqGkuoHyjHfcSAq05P/cFO8oomsf7mVVx700oyc9LPuk+/L8CbL22jbM8hhjzDzF44\njTmLppM12cpHJ8USLQlEm84uf2eouY/3r/kpsV+5iT9WJNNUGk/BSi8PPWhh2RzLSV+jejT8fwnA\ncblegbdCmL8cQ9SSkZseP/7xj0lKSjptYOEJ91Ps+jPFrmexRhew1nI/082rZLftMUACjAlEAgwh\nLl8eb5DN33mXq5dm84U7Zl/q4VzWfAE37V176R7cx0DkIFpsI+aMLhRDhIHuNByDKXjULHTmIqzW\nxUyLL6LQmEmqPv5SD12MYYFAgMqqSiqb9tHgqmS40YSzVqHuYAf50yYfCyps2ede9ai2qpE//PJ5\nCmdMYe3GFUzOzzrrHbhPJxSO8OI/vEhgXwtbku5i2S0RPvcpK5lppw+aA9uDDP/Wj+nW45Zd6cC0\nMQol9szXpB3+w2x3bqFq6D3mx69nteU+bNEFF3o6YhRNxABDFhgLIS4rgWCEz//XDhZMS+Ufb5da\n7qMlokaw91TQ2bcPR2A/QWMd0cntxKQO4lYs9KgpOIM2IspqLJ4F5KfNY3leFjn6FLmDKs6Kf9jH\nwapyKlr20zhYhf+IeSSoqOincEYu629exY9/s5KMzBN3vz4bAX+Ql55+nbI9h7jvs7cyZ/H0URl3\nT3+A3zzVzc6XjHy2uwbdphW88v1MTNFnt6zP90wAwyw91ofTcbvdKIqCqqqnfY2qRagaep/tzqfo\nC7WzKukevj31Dcz6U2/4J8TFJAGGEOKyEYmofPWnu0lOMPHNBxdKAvB5crk7aLfvpnuoBLdShSGh\nhTibg6ASQx+p9IXS8IcLiRm6ldz4ZUzLzOW6yelEK5LDIs6Nd2iY8spSqlpLaXZXE2xMYKBOo7bc\nSdEsC+tvXslPfreSdFvKGftqrm/nqV+/gHdo+KTPB3xB5iyezr/99F8wx8ee95i7Xj9E9ff/RjCk\n4vWqhAMK06I0FsTq0BlUbvneWvRnEVyEmyMMfdfLupevpMxdduzxRx555JSvGY642Tf4IjtcfyRB\nn8oay/3Mjb8avXz2xBgjS6SEEONeJKJS0dDPU6/W4RoK8Mg31xJllKTgMwkEvbR376PLtZe+cBla\nTCPm9C70phADXan0DqYyFMlCFzsNW8YSpifNoMBoI1F3/hdnQrjdHsoqSjnUvp82dx2hpiT661Rq\ny9uYNnsq6zet4pobryDdeuag4u+K393PX556nXs+vYm8okknbaPT60m0XNjSvJ6dDez51quUK1M4\nMDSL2Vf5uf/OFCZnjnwm9CYjUZaz+3zcv/CTbCl76tj3p0ve7gm2sMP5NAfcrzLNvIo1lvvIjZl7\nQeciLp6JuERKAgwhxLjkC4TZXWHn3f0dbCvtIiXJxLrFWTx8ywziZH+KD1E1FUdvDe29xdh9+wlG\n1RJt6SA2zclQbyI9fakMBmxEjHlYUhZQmLGIImMWVikDK0aJy+niQGUJhzpK6fQ0Em5Moa8uxOGD\nrcycW8D6Tau4+oYVpGUkn7EvVVVpPdJJKBQC4MDuKqrL6/n81+8nM+fsq0edjqZpuA62o4YiAAz5\nwrzydj/GF/fTF51K3IMLePDBqcSbz/93zeub3uCGv17P7x793UkDC03TqBvew3bnU7T5D7E88ROs\nTLqbJOPonKO4eCTAGOMURdkA/BTQAY9pmvZfH3k+AXgamATogZ9omvbkKfqSAEOIcabf5ef9A528\nW9LBvkMOZuWlsG5JFlctypadtI9yexy02XfR4dmHhyoM8SPLm8J+I332VPq96QSUXGLjZzPFtoxp\n5qlMNqRJGVgx6vr7+imtKKG6q5RubwtqYyq99SEOl7cwa34h628eCSpS009eXemjwqEwJTsP8ubL\n29FUjfjEkc98akYydz50I7HmmFEbu7vOzq7bf0fU1Ay67CG8Th3GWJW0TAPrt2zGlHzhv28Gbhgk\n/odmjLM/vFo9qPoodb/CducWFHSssdzPwoTriZIKa+OWBBhjmKIoOqAeWAd0AfuBuzRNqz2uzdeB\nBE3Tvq4oSipQB2RomhY+SX8SYAgxxg35Qhw43Mu+Qw72VTlo7fZwxTwbVy3OYs2CTJLiT7/Z1eUs\nFPbT3r2f9oFi+sLlaKYjxKZ1EWX24+xOodeVhjecjT6miMyMZcxInk2ewYpZN3F/ZuLj1+PoobRy\nLzXdB+jxdqA1Z+Co9XO4vIXZC4vYcHSmIjn1zMnIXe0O/vzYK7Q3dwEQCoaYWjSJ9besZfqc/POa\nXXNsq+Pg/3nh9I00CPrDtJttPBe5mZnrvHzmoVTmFCac/nWnkJiYiNfrJRz+8KWI8x43ib+KQ2cZ\nKYLgCtnZ6XqGPYN/YYppHmssmymIXSqziJeBiRhgjKck7yVAg6ZprQCKojwL3AzUHtdGA/6+wDIe\n6D9ZcCGEGJt8gTBlfw8oDjmobxtkVl4yS2dl8K+fWsDcwpQJl1uhaiq9/fW09e6ma3gvAX0tJks7\n5owBvEoCvVoqgyEbmnYFFu8CiuKWMn9KNilSBlZcJF2dXRyo2keNo5SB4Z6jQYWPmnIncxdncMNt\n1/CzJ1ZgSUk84bXDXh/vbN3JoMvzoccDviA1FQ3ccMc6Hvrnu1AU0Ol1mOPOLr/BXeeg+ak9Jz5+\nuJvsWxaQ/5nVJzznD4b501YHb7+kEfLqWXqLwgsPJpGadH5LkhITE3G73Sd9bvgpP5pXQ9NpNPsO\nst25hTpvMYsTb+ZfJj1DWtTk8zqmEGPFeJrBuA1Yr2nap49+fx+wRNO0fzquTRywFZgGxAF3apr2\n+in6kxkMIcaAyoY+3i/tYt8hB4ebnUzLtbB0VjpLZ2cwvzAVU/R4ug9yYbzDfbR0FdPm3o1HO4Qh\nroV4m51IWE+/PQXnUAZ+pmCOm0Ve5kqmxeWRrU+WMrDiomtrbedA9V5qew4wOOxEa8nAXuulpryZ\neUums/7mVay7YQWW5JPf9dc0jZKdB3nhyb8xe+E0Judnf+h5naIwZ/GMc07K9nUP4jnSQ+dfKwgP\n+UlbXXhCm/S1hcRmfjCD0mH38esn7Ox9xURiVoBb74viruszMBrO72bGRwOL45O31T6VSFsEz3eG\n6fl0Ha/N+QlDqovVlvtYlnALJr0s9bwcyQzG+LceKNc07SpFUfKAtxVFmaNp2tClHpgQ4sMGh4L8\n55Nl7Km0c8OqXD73iZksmJaGeQIkaIfDQTrsB2jp30lf6OjyptQuTAlenEoy/Vo63lAOBv+tZHqX\nMit1PldZMohSLrdf2WK8UFWVlpZWymr2UdtXind4GK0lja7aMIfLe5m/LJ2b71jPz/6wnKQzBAVD\nbi9P//ZFHF19fO5f72dq4cmrPp2Pmh++zlBzH1HJZqZ9+Wosc3NO2ba4fIDHH3fRuMdM3nKN7/06\nmivm2S7o+B6P51hwcbKqUO4tg3hrPLTPOUTp3Be4JuUzzDSvQSc5UOIyM57+WnUykrz9d9lHHzve\nA8APATRNa1QUpZmR2YzSk3X43e9+99jXa9euZe3ataM3WiHEKb21t53v/b6Ua5fm8OrPrr9sqz6p\nmsrAQBPNPTvp9O4loK8jOqmdeGsfw7o4+kjDHbGhBZaT7F3AtITlLJ4yiQTd6CWrCnG+VFWlsfEI\nZTX7qBsoI+APoTan0VULNeV2Fq5I5ZY7r+UXTy0nMensZhoOVx7hyZ8/x8IVs3non+/CGHVun301\nFOHdK39CyO07+fOBMKu3foGEopMvawqFIzzzioOX/xhksCuaZTcp/PurCWRbR6cyU3x8PCdbHdEV\nqGe7cwvzq2+l96pGpt46m2Wmx0flmGLs2bZtG9u2bbvUw7ikxtMSKT0jSdvrgG6gBLhb07TDx7X5\nFdCjadq/K4qSwUhgMVfTtIGT9CdLpIS4yHqdPr73aCn17YN8//NLWDQ9/VIPadQM+5y0dBXTMrgb\nj1aJ3txCvNUOQH93Kq4hK0EtF3PcbPJtq5ieUEiGLlESOMWYElEj1NfWU16/jzrnAVSfDrU1lY6a\nQarLG1n8/9m774CorrSP499pDDBU6RYE7F3BrmAXNUYx2Rg1pphed7Mpu9lkS9590zabZJO82Rg1\nJia2qCmWRGONiI1eBUWQKiB9gIGp975/EFFjiVFGUM7nL5m5zj1jmbm/e55znnGDiYwKZ/LM0bh5\n/LZynh827SP6xyPc/8xdDBh6cenS5Rx7YwfmGgMAktFKdVIBk3Y+e+mDVQrUTg4XPVxZa2LpF2Uc\n+FaN1tXG7EVK7r/TH6frKMF89NFHr9gUT5JtHDNEE12zmnJzHuHO9xD20Hxc39KhGXwz3d8VrldH\nLJG6aQIGtGxT+wHntql9S6FQPAbIsiwvVygUAcAq4Owc55uyLK+/zGuJgCEIN0hVrZHdsUV8sD6N\n+dN78uTvBqJ1uDlLAmw2C6fLksmpOkCVORlJexKdVwlOnvXoyzpRVeNLo7kbGse+dPEdwwDvUII0\nvqhFCYTQTlmtVrKyMkk5GUd2bTJKoyO2gk4UZ9VyLDmXkeObQ8WkGaNxdddd0znS4rNYt2IzL7/9\nzFUHE5vRQnl0NknPbWLw/8xpedypmyfeo4Kv6jVSTuhZvrKKzH06ug41cO8SVyLH+VzTezjr/DUW\ndXV1uLpeOHtjtDVwtO47YmrW4KzyYILnvQxxnob0kwLDf5rw/NYNhWOHutbs8DpiwLipIrQsyz8C\nfX7x2LLzfl1K8zoMQRDaiM0mkVNcR/LxCpJPVJJ8ooKaOhOhfX347B+T6Rd8dXvetwfVtQXklEVT\nbDiKSXEcR48i3PwraFI5U4UP9bbOyKaReDUOp4vHeMZ074ZzsNgGVmj/rFYL6enppObGk1OXjMbk\nirWgE4XHnDmWksvocDfuXDyTj9aMwsXt2kLFWbXVdXz58dc89uLi3zTrUXk4l/S/byXonlF0+13o\nVf8+SZLYvKecDaubKD/hxNAZsOxrHX2Crq8M6lKLt88PF5XmQg7UriVev5U+ujEsDvgXQY5DUCgU\nWE/aaFzegOOdDiJcCB3CTRUwBEFofyRJ5kRBLbEZZziafobErHI6uTsS2seHsH4+PBzVjx5d3VEq\n2++XapOpjvySI+TWHKBeSkety8fVrwyl2kq1wodayR+LFITOOItOxgjG+vSnk2jsJ9xkTCYTaelp\npJ2K41RDGk6mTlgK3Ck65kpmai6jI1yZf/8sJqwd+ZtCxZnTFSx7Zy0lRWcu+bwsy8xdOJ1e/a9u\n1uEsm9FCpxFBDHh55lUdX2+wsHx9Kbs3KpAlmDZfySNLvXB38f9N572U80sZz1+8LcsyJxtjia5d\nTV5TCqPd7+RPQd/iqTm3WLz+7wYsSVbUg9U4PyTWVwkdgwgYgiBcUdGZBmIzzpB0vIIm44VtZZpM\nVjXXJSUAACAASURBVJJPVOHh6sCogX7MiQjitSdH4u3RPr9EbZKN0vJUjlfsp8qYhOyQg86rBGdv\nPXVKD6oVvjTZAtGYbse5cQz9/UbRtbeX2AZWuGkZjUZSUpNIy48n35CBzuyHJd+N4mNuZKaeYOzE\nUOY/cBsTp49E53p1PSYAqspr+GHTXoxNJk6k5zJn0XTGTRlx2ePV17Dlq81kRXkVayRyigwsXVlO\n0g4nfHraeOh5J+6c5otS2Xr/bwcMGMCzzz7bEizMkpHEuh+IrlmNhJUJnvdyf8A7OFxigwZLshW3\nd3SoeosySaHjuKnWYLQmsQZDEC7NYpXYfqiAI2llxGWUY7LYGDXQj+H9fXF3uXDHF41axZBeXvh5\nXf2FyY2iryshq3QfxfVHMCtP4OhWhFtAOSaDlupyHxoaOyMre+HlEcbAzhH0cuoutoEVbgmGhkaS\n0xJIL0igsCkTN3MXzAWu5KafISstl3GTQomMiiBi2gh0Lr/9ZkDCoTTWL9/MhJlj8O/iQ+dAP7p2\nv77tXQEqDuVg0Z/bHarycC6yTWbIm/MuefzuI5V8+VkdRck6+k008MhDXoT2u7iZX2vSW8s5WLOe\nw/pNBDoOZILnffRxHnPZzRpki0zN3Dqx7qKDE2swBEHo0LLyavjLR0dx1WmYObY7j8zrT0gXt3a9\n05HJbCC35DA5NQdosKWjds7H1acMjZOJaqU3egKwWIJwMc3A3xjOKO/BuPq2zxkWQbhWdXX1JKUm\nkFEUz2ljNp7mQIyFOopTPTiens74KcO555E5hE8dgbPO8ZrOIcsyW9fv5uj+JJ7524ME/aI53vWw\nNpqJe/hL/Kb0u+DxLrcPvuBno8nGF9+W8v16G021aiLmKXn3LQ98va5/m9mzayxuu+02vv/++wue\nK2hKI7pmNVmGGMLcZvP7wNX4Ofx6yZftlK35F2JpltDBiIAhCAJmi42PN2WwYVcOf7p/GFETg9td\nqJBkiZLyDLIq9lHZ9HN5k2cJLr411CvdqVX40mgLxMF0G+7GMQz0HIdfT4929z4EobXU1tSSmBZP\nRnE8ZaZTeFlCaCp0ojjFg73pqYRPG869j0YRPm04Ts7XFirOspgtfPHR11ScqeIvbz+F21X2vbha\nRV8nonbRMvyjhZd8vqTCyNJVZRze7ICrv4077lezeK7/NXfbPt8vF29HRUUBYJMtpNbvIbpmNXW2\nCsI9FvE7v7/hrLp0d/JLMUVbUPorxeeQ0OGIgCEIHVxqdiUv/zeWoABXtrw3C99ObX93v67+DBkl\nezhdfxSz4nhzeZN/OVaVmmqFLw1yZ7AMQ2t6mG62SYR0C0QdKOqbhVtfVVU1iamxZJxOoMJSgLel\nJ02FzhQle7A3I5GI6SO47/F5hE8djqPT9d82TzycxtHoZCpKq+gc6Mfz/3wMB23rNsZsLKomf00s\nPR+NuOi5o2k1rFxZw8lDOoJHSfzjQ0ciwjq3ynm7detGcXFxy89nF28bbLXsrlrBwdr1eGm6MrnT\ngwxymXRt3bYt4Djv4r4cgnCrEwFDEDqoar2R5d9msi0mn1ceCmPm2MAbfpfNYjVyouQgOdUHaLBk\noHbKw823DAeXJmpV3tQp/LHagsE4nW6mCQzqNBQnb/FlLXQs5WfKSUiLJbM0gWprCT7W3jQVuFGU\n5MG+zAQmRI7ggSfvYPyUsFYJFQW5pykpOkNxfgmJh9O5496Z6Fyd6Te4Z6sunK47cQZ9Zgn6tNM4\ndNLRbf5wAKw2ia9+KOPbNWZqi7SMnK3glW2uBAW0TrftsxobG4FzwaLUdJINZf8guX4ng1wm80iX\nj+jq2P+6ziGdkVD3Ejc/hI5HLPIWhA5EkmRiM86wYVcOB1NKmTE2kOfuGUIn9+srn/jV88oSJVVZ\nHCvbQ1VTMrI6B12n07j6VmOodqWmwg+jqRtah3509RrH0IBwvDX2XawpCO1ZSUkJiemxZJUlordV\n4Gfrg6FAQ0ZCHjlZhUyIHMmMqHDGTQ5D69h6odvYZOIvj73FgGG9cXTUcvuCabh7Xl85lGyTsJmt\nFz0e/+gaFCoFDl4uBEQOQDuqJ5+sLmX/NyrUThKzFihYMj8AnaP97oVKskSWIYbomtWUmrIZ57GA\nsR7zcVN7X/dryyaZuucacFrgiEN46876CDeXjrjIWwQMQegAKmqa+O6nU2zcnYuzo5q7p/fk9ogg\n3HStPxtQb6gktWQ3p+uOYpaP4+haiHtAOZJVSc0ZXxoauqBQ9MTHNYxBXaYQpAsU28AKAlBYUETS\nsViyKhIw2PT4WfvQUKQmPS6XUyeKmDhjNJFR4YybNAwHrX1m8vb9cIjsY6d4/E/3ttprJjy9njN7\ns+AXsx8qrZpJu57lZK3EJ59WkrHXmc6Dmlj8gI4Z471bbbbE3d2dbt26kZGR0fKYSTIQq9/MgZo1\naJU6JnrexzDXGaiVrfPnakmzUv+yAbTg/h8XVKKEs0PriAFDlEgJwi2ooqaJY7nVZJyqJi27iqTj\nFUSOCeS958YyqKdXq5RCWSwmssoOkVsZTb01A41jPq4+pTi5NVKr8qLx5/ImjXkKXsYJDPIJw6GT\n+MgRhLMkSSI/v4CkzFiOVyZilprwl/qiLOxO7tFs9mQfZNLM0Tz63ALGTrRfqGgZj01iz7aDPPTs\nglZ7TVmWqYo9xeSfnsfJ/9yspCRJfL+/kvufr6As04kh02HpBh39Qq6/Kd5Z5y/ezsrKAqDKXMyB\n2rXE6TfTy3kUC/1fI8QptNXLQ+V6Gc1oNa5/vb4u6IJwsxLf9oJwC0g7WcWBpBIycqs5dqoak9nG\ngJBODOjRiXmTQ3jvuXG4OF/bFL0kS5yuOk7Gmb1UNiaCOhcXjxLc/CtpVLnQoPLDbOkG1unoTGMI\n1UzCPaR1d5gRhFuFJEnk5uaQlBXHiapEJCT8pb5oCkLIOHyCXbnRTJk1hideXMToCUNxcLhxpTWJ\nR9Jx83ChR9/ul3y+NuM0+oyS3/SaljojSq2mJVwYGq2s2FDCzg0KJIuCyXcpeeyjTni42idYACxf\nsZxJi4ay8vTvyW1KYJTbPF4M+ppOmi6tds5fkqolu722INwMRImUINykzBYbPx4uZPX2bKr0Rm4b\n352BPZpDRRcf3TXdkatrqib59C5K9EexyMdxdCnC3f8MCoVMTakvDfVdUNALX7cwBnWeSqBLd7H9\noiD8CptkI/tENsknYsmuSUKFGl+5D3UFkHAwk8K8UqbcNobIueGMnjAUjebG3fuzWqyYjGZOZubx\n5cff8PifFtOjZyC2JvNFx8Y/sRaNqyNaL5ffdA7P0G5Yx/Rj6WflJGx3xCvYxF33arkz0g+1qnXL\nI++55x7WrVsHwCcrljL0Lj+ia1ZjkU1EeCxmpPsctEr7zyo0rTViK5Rw+Uv7a0Iq3HgdsURKBAxB\nuMmUVzfx1a6TbNyVQ69ADxbP6s3EsM6ofsMXtdVqJqPsEDmVBzBY0lFr83HzKsPZq5660k7U1QZg\ntQTj5jiYXn4TGeAThkYpJjwF4WrZrDYyszJJORnLydpktEodvnJv9AUSsQcyOF1whim3jWFGVDgj\nw4fc0FBx1vH0XD7/cAMmoxlnnRMPP7eQkN6BHFm8ktr00yh+8Zmi1KqZ8P0zaL2u/gL9p7gqVn2m\npyBBR58IA4881InhAzxa+61c4ERRGrlO0Ryu3UgXbT8mdrqXPs7jbuhaL/2T9WiGq3F+sO23/Rba\nnggYHYgIGMLNRJZlUrIrWbM9mwNJJdw2PojFs3rTs9uv77RUUHOc9NI9VBmSUKhy0LmX4B5Qiane\nidpyP4xNgTiq+9HVcyyhXSfhqrn6JlKCIJxjtVrIyMggJSeOnLpkXFSe+Mq9qc63cnR/GqXF5Uyd\nPZbIqHBGjBvcJqHi8L5EDv+UgGtOPc7Zevy7+KBzufAue01KEdOOvISD+7VdHJvMNlZvLmPrOiuG\nSg3j55l54gF//L1ad7e6HTt2MHPmzJafi4zHiK5ZTUbDfkJdZxLhuRh/bY9WPefVqllQh8ufndEM\nEzdmBBEwOhQRMISbgclsY/uhAlZvz6beYOaemb25Y3LIZXd/stpsfJfyMQ3SDpx0hbj7laN2sFJb\n6oOhrisKeuHjMpzBAdPo6n7pOmtBEK6e2WwmLT2V1FPxnKpPxUPtiw+9qMozc3hfCmdKKi8IFepW\n6Dz9WyX/EE/5gZPU1dZTWlRO6NhB1G/LpNezU/AI8rnoeLWLFo9Bv319QllVc7ftg9854OJt4fZF\nau6N8kfr0Lrv+fw1FlbJQnrDXqJrVlNtKSHC4x5Ge9yJTmXfWZJfUz1Xj8dKV5TeYoc8QQSMDkUE\nDKE9O1PVyLqdJ9m0O5d+wZ7cO6s3EaGdUSov/flktln5fPd2snb9xMx/rKY0eyqu2qH09plIf78R\nqJRii0RBaC1Go5GUtGTS8+LJM6TjpemCL70oP2Xk0J4kKs5UM/X2ccyYG87wcQNRqez//89S14St\nyXLBY5JNYvu3P1G3PhVPrRP4OBEY0gUHrQZHXzd6PjGhVdZQxWXU8unKarJjdAQNN3D/g+5MGul1\n3a/7S79cvP3SyiVoJxTgoQlggudiBrtMRaVoHzMGNb/T477KDaVLh7qmFC5DBIwORAQMoT2SZZmN\nu3N5b20qs8d3555ZvQnpcvmSpSarieU7vid17TEcXGV+9+439HV5kq7Kx2/gqAXh1tdoaCQ5LZH0\n/HgKmjLxcwjCmx6U5zZyYFcCVZW1TJ8znsi54YSNGXBDQsVZNpOFXSPfROV8bmZTlmUaG5oA0Lk5\nM2bVElx7t14nbKtN4pudZ9j4pYnqPEdGzG7i8SW+hHS1zwLq84PQMyujcA4vZYDLBCZ43kug40C7\nnPN6VM/V47nRDYW2Q11TCpfREQNG+4j6giCgbzDzt49jKSirZ93rU+nR9fLrK+rMjSz9YQsn1mXj\n4O7A3Kcn03/cZswMpAuP3cBRC8Ktq66unuTUBDKK4ik2ZhOg7YGPIgTfYg9++jGOmupMpt8+nlfe\nfpLQ0f1vWKiQZZnk5zfRWFgNgM1oQeGnIznMGVlq3h61uqqWoSNCmf/Q7a1allVTZ2b52lL2blKh\ncpCYcbeKh+/2Ruds327bzm5a7nl/DD7hVsZ5TGacxwLc1ReXd7UHlmQrWADRvFvowMQMhiC0AwlZ\n5bz4n8NMGdWVF+8ddtma5QpjHUu3bSb/qzycfJ2Ye/8kpo0aThXfk8ufCeMwakXb1h4Lws1MX6sn\nITWOY8UJlJpy6erYBy9FCKUn9ezbEUtdbQORc8YTGRXOsFH9W63b9NUq3ppKw8lyirekEPr+3ZhN\nZnZvOUBeRQVRT8xpWbDtoNXQLbhzq50361Q9n6ysIHWXMwH9m1h4v47ZE1uv2/almKRG4vVbOVC7\nBrVCwwTP+wh1nYVGqbXbOVtD/f8awAaur4ome0KzjjiDIQKGILQhq03ik2+Osf7Hk7z25CgmDb/0\nwsrTTZV8vHkLZRuK0XXVcdeSaYSHDQHAKBeSRAQD2YSbYsSNHL4g3BKqqqpJTI3lWEkC5eZCAp36\n4UUQp0/q2bv9CA11jUyfM54ZUeEMHdnvhoeKs0xVBvZNfpfOdwzDeUhnbCHufPnxN/Qb3JP5D96O\n1rF1O31LksSOmErWrjJQkuHEoKmNPPaQNwN72menubNrLAqqT5Bs2Ups3beEOIUx0fM+ejgNvyl6\n7shmmZqoOnQvOqGdZN/O68LNQwSMDkQEDKEt1dab+HpvLut2nCS4iytvPD0av04XN2TKNZTxyTeb\nqf76DG7Brix6cCYjhvRreV6SLaQSiTdz6KZ49ka+BUG4qZWXV5CQepTM0gSqrSUEOQ+kk6I7hcer\n2fvDEZoajc1rKqLCGTK8b5uFivMVb02l4LskvqMYjYMGjUZN1D0zCB3TumsQDEYrn20sZcd6GatR\nyaTf2XhscQCd3O1zwfzLxduP7RpC5JCFhHsswtuhm13OaS+NnxsxbjLhscENpWuHup4UrkAEjA5E\nBAyhLZwsrGX19mx2HCpg0vAu3HtbHwb1vHi3lWN1BSz/ehuG76rw7OPJvUtmMXhAz4uOOyX/DQPH\nGMjXKG5gEylBuBmVlJSQmB5LVlkielsFIS6D8VAEUpBZwZ7vD2NsMjMjKpzpc8czOKxPuwgVZ538\neD95XxyhMESL/7zBzJ4/tdXPkV/ayNLPzhD/vSOegSbuXOzA/Fn+rd5t+yxPT09qa2ubf1DAwpWD\neTzqRUa6z8PxBnTbtoe6VwxoBqtwurt1e34IN7eOGDDEIm9BuAESMsv5aGM6OYV6FkT2YvuHs/Hx\nvLCJ1dEdqWSWFBCvz8Gytx6fgd48+c4D9Olz6X4V1fIuytlAGIdFuBCEyygqKmoOFRUJGGx6eroO\npbduLKeOlbJp62Gsljgi547nrU9eZFBo73ZRhnM8LYecHSmQV9vymBxTRO2sQKqUJpbcOalVz3cg\noZrPP6slL05Hr/EybyxzZPTggFY9xy/VW6uo1deCAh5eGc4f7von/XURN7TbdmuzZluRSm0oI8Xq\nbkEQMxiCYEcNTRbeXZ3CnrhinrtnCLeN746D5sIF3LIs8+3hGHa/c4DqCImhjkEsnD6F4B6Xb3Rl\nkktJYhz9+AIPRbi934Yg3DQkSaIgv4CkrFiyKhIxS0308hiGu9yF7LTT7N52CMkmERkVzoyocAYM\n7dUmocJc04ipquGCx6wWK7u2xJCVdpLQYhWynw5cfi5L6uQEYQFETB+Jp/f1b+RgsdpYs6WMzWst\nNJxxYGxUc7ftzj72vfNebMwiumY16Q37GOoaSYTnYjpre9n1nDeCLMkY3m9CqpZxec4JZaebNygJ\nra8jzmCIgCEIdhKTXMLfl8YxerA/Lz0QirvLhfXLkiyxz3iMFdW7cX2ugZGPhrJk8kw0iitvKSnL\nNlKZjScT6K54yZ5vQRBuCpIkkZubS3JWHMerEpCw0dsjDDcCOJ5SyK4thwBaQkX/IT3bdKZCtkns\nCX8blU7bMg6LxYq+ug6VWoW7pysaF0fGrnsYtXPrrnsorzLxyZelHPhOg5OHldkLVdx/RwCOWvtt\nsevp6cnyH96grOtRKiyFhHssZIz7XbioPe12zhvNnGCh4Y1GXP7sjMMoMYMhXEgEjA5EBAzBXvQN\nZt5alURs+hn+5/ERhA+7cKtIq2xje1Myy+v3oFVomPxjEFKakaf/veiqLnry5TfQc5DBbEPxK2FE\nEG5VNslG9olsUk7EcaImESVq+niF4ioFkJF4it1bD6FUKZkRFU7k3HD6De5xw0OFZLUR+9CXGMv0\nFzwuWyTUbo5EbH4SgKy0HFa8u44775vJ2Mn22S0pKUvPipVVZO3XERhq4N4lbkwb493q5zmfu4cr\ndfrmWZrOQ3RsO7CRIa7TUCluvQtwwydN2PJsuP3Lpa2HIrRDHTFgiDUYgtBKJElmx+EC3lqVzLRR\nXdn6/ixcnM59kZpkC5sb4/m0fi/+Kk9eco9iYEMXXt+4jBc+XnJVFxW18gFKWUkoB0W4EDocm9VG\nZlYmqSfjyK5NQqt0po93GKO85pEWe5Ll7+3CQashMiqcD1f/jb6DQtp0piLnkwOYawwM/2jRRc85\n+jdv9VpX28DnH2zg4ecW0n9I65YKSZLEN7vL2fhFE5W5ToTNUvDpdy707NZ6Hb0vxd3Tlbrac+Vf\nb3/6D1586FW7nrOtyXoZzRBxSSUIZ4n/DYJwnWRZZl/8aT5Yn4aDRsl7fxzHiAG+Lc8bJCMbDEdY\n1bCffpouvOV5D2HaEABWvLaJsbcNxS/w4p2kfsksV5DFQ/RhGVqFfRdgCkJ7YbVayMjIICUnjpy6\nFHQqD/p4hzLO5y5Sjmbz8TvbcXRyIHJuOB+vf5XeA4LbxUJts76JE//ZQ8ibs6lRWS4+oKIKKmDz\n2p2MnhjaquFC32BhxboSdm9UolBC5N0qHl7hhavOfjMHsixzovEIod0iaKq1AfDhind55uHn7HbO\ndkUNCqe2/3cnCO2FKJEShGskyzJH0s7w/rpUmsw2/rBwMFNGdGm5uKmxGVhriGGd4SCjtL141GUq\n/RzOLdxOPXiCr97dzqvrnkLrdOU6a1mWSOcOXBhMiOKfdn1fgtDWzGYzaemppJ6K51R9Ku5qH/r4\nhOEseZFwMItdW2PQuTgTOTecyKhwevXr3i5CxVm5x/OJfmYNunIT2VOuXIbk19mbB59dgFp9/TOS\n2QUNLF1ZTsqPzvj2bWLBfU7Mnexr1+12zVITCXXbiK5ZgwIF/SyRlB1Q8tjDj9vtnO1Rw78b0YSq\n0U4RzfWEi4kSKUEQrkpiVgXvr0ulvKaJ3y8YxMyx3VEqmz87ym16VjXs51tDHFOcBrHW+/cEa3wv\n+P0ZR07yyUsbeOBvUb8aLgCK+QAb9QTxN7u8H0Foa0ajkZS0ZNLz4skzpOOl6UJfvzC66wYTdyCD\n97d9g4ubjhlzw1n+9Wv06hfU1kMGYOd30UTvPAqAf6GZgEITsgw+NgUR3z7B3f07/8orXB9Jkth9\nuIrVq+opTtExYAr8Z7UTQ/v42/W8tZYydpZ8SqplB8GOQ7nT92V6OY9qDnq97Xrq9skGiKpVQWgh\nZjAE4SpZrBKHUkpZsyObU8V1PDV/IHMnBrc0oSqyVrKyfh8/NqUyx3k4S1wmEvCLXVLMRgvbvzhA\nfmYJjs4OPP7m3b96Xr0cyzHuJpQYHBU3V1dbQbiSRkMjyWlJpOfHUdCUiZ9DEP38w9BY3TmyL4Vd\n2w7h7ulK5Nzm3Z969Als6yG3qIrLI2vDUdISjhM6ZiBqtYrKnVn0/PtMvPt1QatzxCnA3W7nbzJZ\nWfV1Gd+vlzA3qJhwh4XH7wvA20Nrt3MC5DelMqzPaGqLjACUm/Lxcbh0r56OpP51A9oJDjiMv/UW\nsAvXT8xgCIJwAUmSSTpewbaYfHYeKSIowJV5k0KY91JwSz+LbEspn9bv5YAxiwW6sWz3+wudVJfe\nSaSqtJadqw8x78mp9A0L/tXzW+QasniA3vxXhAvhltBQX09SaiLphXEUG7MJ0Pagf0AYfcxjOLg3\niddfW00nL3cio8L5fMtbhPS+sf/uZVmmLrMUyWy94nHH3t7J8TOlDJ48GO8uzTOUfi8H0+32YXYd\nX3FZEx9/XsbRbY64d7Gy4GEHFsz2Q9MKJVaXY5XNpNTvYtqQ31Gbb2p5fMWKFSJc/EyqkEG0vhCE\nFmIGQxB+QZZlThTU8n1MAT/E5KNz0nB7RBCzxnenm9+54JBmLmB5/R5SzQXc5xLBAt04XJVOV3hl\nOHY0hx1fxPDC0iVXNY5MFqGlKz0V/77u9yUIbUVfqycxNZ6M4nhKTbl0dezDgC5hKEzORO9KYPe2\nQ3j7eBIZ1bymIrhn1zYba+nOY6T9dQvOgZ0ufYAs01BnoLJaj8fvx3D7A7NuyLgOJVfz2We15B7R\n0WOMgQcf9GDcsMuMsZU0WGs4rN/A0vXvsfmZky2Pr1ixgocfftiu576ZyLJMzW11uH3sgjpI1EkJ\nF+uIMxgiYAjCz4rONPBDTAHfx+RjaLIwOyKI2eFB9Ol+rmuuLMvEmnNYVr+bAmsFD7lM5g7nUTgp\nr25h36rXNhPYO4DJ80f96rGn5U8oYw3D2ItSYd+yB0FobdVV1SSmxpFREk+5uYDuzgPo3zUMyaBl\n/8449mw7hG+AFzOiwpk+N5ygK3Sut7fajNMkPLUe2WLFUm+iepwvaZbqSx5rtdrw9vVkwSNzCelt\n35Iti9XGV9+f4ds1ZvQlWkbPMfLkA/509b/yjYzrVWLKJrpmNan1uxnsOpUw9Tz6+gwXweIyrLk2\n6p5poNN2+5XECTc3ETA6EBEwBICqWiM/Hilk24F88kvrmTEmkNkR3Qnt49OyaBuau27vN2ayrH4P\ndXIjj7pM5TbnUBwUV19lmLgvk5X/+Jo3Nz+Hu9eVmzHVy8mkE8UwfsJJEXLN708QbqTy8goS02I5\nVhJPtbWEYN0gBgSGYa5Xs39HLHu+P4x/Fx8io8KZPmc83UPsuwAaoO54GQVfxV/2eavVSnFMNqYg\nVyyDvclIyWbQhMFMmxt+2d2X3D1d7bozU2Vtc7ft6G80OLjamL1QyQO/88dJa7+qZkmWyDREs7/m\nS86YTjHecyHj3OfjorbvLMmtwPBhI9ZTEu7viyZ7wqV1xIAh1mAIHU6j0cquo0V8H5NPyolKJoR1\n5vE7BzBuaAAa9YUXDVbZxo6mFFbU70WtUPKY61SmOg5GpfhtFxeSJLP5k71EzBvxq+HCKteTxf30\n5B0RLoR2r7SklIT0WLLOJKC3VtDDdQjh/WZhrIG9Pxxl1Ssf0rmbL5FREazf/R+6Bd3YHi5Jf/0O\nVWdXNJ0vvrtcW6UnM+UkAb388J01AIVWzfCZI+jV/9fXR9lDWnYdy1ZWcmyvjq5DJV543YFpY73s\nGmaMtgZi677jQM0a3psSTW2BCYvNhFohtlu9GtYTVszxVpzuFLPMgnA+ETCEDuN4Xg0bdufww8EC\nhvb2JmpiMB++GI6z48X/Dcyyle8a41hZvw9flTsvut/OeG3fa95rvzS/gsqSGiKiwq54nCzLnOQZ\nPJiAr+KuazqXINhbUVERiRmxZJUnYrDV0tNtKJMHzMNQZWX3tsN8+tJ7dAvyJzIqnI17P6BLd/tu\nmXrJMeaV8MOXO/FLKya3dzdoMFx0jJufC/NXPE7XGxx6zidJElv2lfPVF02Un3Bi6AxY9rWOPkH2\n7bZdaS7kQO1a4vVb+GRKasuuUIAIF1dJapCpe96AerAKh3Cxe5QgnE8EDOGW1mi0sv1QARt35XCm\nuom7pvZgy3szCfDWXfJ4g2Rik+EInzfsp4+mM294LmS4tsd1j8NitNCtdwCdQ3yveFwZX2LgGMM4\ncN3nFITWIkkSBQWFJGUe5XhFIiapkd4eocwYfDd15SZ2bTvEsj/9i8CQzsyYG84TLy6iS6B95nAY\n1AAAIABJREFUL5DPyj2ez7J31mIxXbjrk1qjYtroUNTda3nhjfbX9K3eYOHTr0rZuUGBLMG0+Uoe\nWeqFu4v9wpgsy+Q0xbG/5kvymlJYOiGZ2pKmlufFGosrkxpkbPk2bHk2bPkS1lM2lJ0UuL0hSqME\n4ZdEwBDavZIKAys3Z2G22n7T72s0WjmYXEpoPx+evGsg4cMCUKkuXWpQKxlY2xDDWsNBRml7stTr\nYfo7tN5ONqdPlRMQfOWOvgY5kzz+zhB+RKWw7yJOQfg1kiRxKvcUSVmxHK9KRMJKH88w5oTdT2VJ\nA7u3HOKjHa8T3KsrkXPDeerPi+nc7coBurVVV9byydtrWPRo1EVlTY5OWqqP5pHrX3ZDx/RrcosM\nLP2snMTtTvj0tPHQ807cOc3e3baNJNb9wIHaNdhkCxM87+W+gH/zZknzjRYRLC4kW2RsxVJzmMiX\nWkKFZJBRdVehDlahClLiMFGDKljsGiUIlyIChtCuHUgq4S8fHWXepBB6+3n8+m84j0ql4MV7h+Hv\n7XzZY8pter5oiOYbQyxTnAZesuv29ZJlmdSYE3Tve/kyDJvcSCb3EcJr6BT9WvX8gnC1bJKNk9kn\nST4ey4maJJSo6OsVxu9GPkxZoZ5dWw7xwY+v0qNvIJFzI3jm5fsI6Opj93HV6xsoyD19wWOyLLN1\n/S6mzB7PsNEDMdc2Upta3PJ8I1B5OBdHX1e7j+9q7D5SyerP6yhM0tFvosy7q5wI7Wff0jG9tZyD\nNes5rP+aQMcBzPV5gT7OY1tKPTv6RieyLCNVXjgrYcuzYSuVUPopUXdXoQpWop3hgCpYhdJXgULZ\nodbpCsI1EwFDaJdsNon/bspg055c3n9+PCMGtO5Ff7G1ik8b9vFjYwq3O4fxre8LdP5F1+3WUl9j\nIP1QNlMXjL7sMTm8gAtD8GOxXcYgCJdjs9rIOp5FSnYs2bVJaJXO9PUJY9HYpynKrWTXloO8t/M7\nevbrTuTccP749wfw63zl2bjWYrFY2fv9QXZ+F0234M4XzUD2G9KLyHkTAEh9eTNNJbU4eFx4QyHw\nriuve7Ino8nGF9+W8v16G021aiLmKXnnTQ98vexbPlbQlEZ0zWqyDDGEuc3mh3v0pMR+Ytdztndy\no4z1/CCRb8NWYAONAlWQCnWwEk2oGsc7tKi6KVFoRZAQhOshAobQ7lTrjbzw/mEsNolv/z0DH8/W\nKxc6aSllxXldt3/wewkvlX3vcJqNFjx93eg9LOiSz5+RN6DnMKHEXPMickH4LaxWCxnHjpFyMpac\nuhR0Kg/6+YZx/+DnyT9xhp1bYnh759f0HhDMjKhwnn/1QXwDvOw+roqyKn7YtJfEw+nNd5dtEgOG\n9eGlN5/Er8vFMyU5yw6wY9D/AKB01DBl33No3Nq+vLCkwsjSVWUc3uyAi5+VO+7XsHiuv127bdtk\nC6n1e4iuWU2dtZxwz3t4ZsAn1NXGAvDRRx/x9NNP2+387YVsk5FOS1jzflHeVCejCmwubVIHqXAY\np0EVrETpLtpvC4I9iD4YQruSdLyC5947xJyIIH6/cDDqy6yZ+K3SzYUsq99DijmPe10iWKgbj9uv\ndN1uLZ/+4xsa65v4/XsXz040yjmkMIXBbMVFMeSGjEfomMxmM2kZaaTlxpFbn4q72od+fsMZ1GsY\nOZmn2bklhgO74uk7KITpc8cz7fZx+PrbP1Sc9fWqHzi0L4FJs8YyccYYtI4OoACt9tyORobCak5+\n9BOyTQLgzP4TjFnzELruXijVSpQObXvP7GhaDSs/q+HkQR3BowwsWeJBxHD79pEw2Go5XLuJg7Xr\n8dJ0ZYLnvUR0vZO6uvqWY27FNRayLCNXn52VOLtewobttITSS9kcJIJVqIKaQ4XSX4lCJW7gCG2j\nI/bBEAFDaBesNonVP5xgxXdZvP7UKCYNv/6uvrIsE2fOYVn9HvKt5SxxmcTvnEdfddft1mBsNPHH\n6f/imXcX0X9Uzwuek2QjyUwigAfprHjkho1J6DhMRhMpaUmk5cWTZ0ink7ozAzqPYGDvYWSl5LFz\nSwwxuxPoP6QnkVHhTLt9HN6+9ikVvJKMpBNs/HgzD86ZjqPT5fsJ5K2JRRfYCc9hzR20HX1d8Rnf\n87LH3whWm8TG7WV8s8ZMTaGWkbONPP6gH0EBl1/71RrKTDlE16wmuX4ng1wmM8FzMV0d+18wC3qr\nBAu5ScZWYMOaf16QyG8Omapg5c8lTs1BQhWoQuHYoa7jhJuACBgdiAgY7YPNJrEtpoClmzLw7eTE\nG0+Pppvf9W35J8kS0T933dbLjTziMoXZzmG/qet2a/nqvR1kxeXyyqrHcHC8cJ/0k/LzmCmjP2tE\naZTQahobm0hOTSS9IJ6CxmP4OnRnYOcR9O89hIzEHHZuOcjBPQkMGNaLyLnhTJ09tk1CxVlWi5X/\n+eP7TNS74dAoob3MFtIADu7ODPrfOai0bd9zoFpvZtmaUn76WoXaUWLWQgVL5gegu0RfndYiyRJZ\nhhiia1ZTaspmrMfdjPO4Gzf1uTUxjz76KCNHjrwpg4Vsk5FKpeYtYPPOBQmpWkLVTfnzbIQKdVDz\nrxWeCvHZKdwURMDoQETAaFs2m8QPBwv476YMvNwdeWbBIEYP9LuuLwurbGNnUyrL6/egUih51HUq\n066h63ZridmSyLp//8D/bnwG784XXsBVylvJ5S+EcQi14rftjiUIv9RQX09SaiLphfEUG08QoO3B\nwK4j6N9rEClxJ9i5OYaD+xIZFNqHGVHNoaKTd9v+uzvz03Hin1iHbLUhA47eLkza/Uc0ro5tOq5f\nk5HT3G07fY8znQc1cc/9OmaGe9t1m1mTZCBOv4UDNWtwUDoxwfM+Ql1nor6Bs7GtTaqRWtZItKyX\nKLKh9Gwubzp/VkLZWZQ3CTc3ETA6EBEw2obNJrHjcCH/3ZiBh6uW3y8YxOhB1xcszLKVzY3xrKzf\nh7fKlcdcpxF+HV23W8uOL2MwGkzMe2LqBY8b5QKSmMBAvsZNMbyNRifc7PS1ehJT48kojqfUlEtX\nx94MChxJ3579STicxc7NMRzen8SQ4X2JjApn6m1j8fRyv2Hjq4zNI3/N0cuPP/002tv68G16Ei/8\n72MEdPNFYceL9OshSRLf769k/RcGSjOdGDK9kccf8qFfiH03iKgyF3Ogdi1x+s30ch7FBM/FhDiF\n4eHhQV1dHc7OzhgMF3cob09ko4yt8OfGdOeXN1nPlTed3cVJFahC4dyhrsGEDqIjBgyxi5Rww+yJ\nK+a9NSm46Rz460NhjB3if10h4MKu2wG87rmgVbput6Zf7pkuyRYyeYBu/FGEC+E3q66qJjE1jmMl\nCZwx59PdqT9hIeH0DnmUuIPpfL0shiPRHzJsZH+mzxnPq+//Hs9Objd8nKbKBlJf+pZudwzDJcQH\nWZYpO12BoaG5a3RTo5EMHzOm8nyW/OFuOne3bz+Ia2VotPLphlJ+3AA2s4Ip85Us/agTHq727bad\n25RIdM2X5DYlMMptHi8EfY2Xpgvu7u7U1dW1HPvBBx/YbRy/lSzJSGUXz0pIlRKqzueChCZUjTpI\nhcJLlDcJwq1MzGAIN8TR9DO88P5h3nx6FOOHBlzXF4teamRtw0HWGmIY4dCDR1ynMMChWyuO9vpI\nkowsySx96SuGTujL+NtDW547Jf8VA1kMZBOKNirdEm4u5eUVJKbFklmaQJXlNMG6QQwKHkGvkL4c\n+SmFHzfHEBuTwrBRA5gxN5zJt43Bw7PtmsvJskz842uQzDZCly4iOfYYu7YcwGK20DWoudmkxkHD\n2MnD6T0guF1eZOafbuTjz84Q/4MjnYJMzL9Py52Rfq22q92lWCUzSfXb2V/zJRbZRITHYka6z0Gr\n1BEWFkZSUlLLsW29eFvSnwsSzWFCwlZoQ+mqQHXezk2qYBWqLkoU6vb3dywIN5KYwRAEO6ipN/Hn\nD4/wxlOjCB/W+Zpf5/yu25OdBrLa+2lCNPZtWHUt3liyjNO55QQE+TAqcnDL41XyTsrZRBiHRLgQ\nrqistIyE9Fgyy+LRWysIcR3ChP63ERLUi4N7Elnz/i5iD/6bsDEDmTE3nNf/+0fcPdpHx+rj7+6m\nfH82Y/b+gX+9shRHRy1zF01nYGgfu65TaA0/xVXxxWd68hN09ImQ+denTowcGGDXc9ZZKzhUu4FD\ntRvoou3HbO9n6asbj/K8z4hRo0aRlJR0w4OFbJGxFf4iSOTbwCg3h4hgFaqeKhymOqAKUqHUdajr\nJ0EQrkDMYAh2Jcsyz7wdQxdfHX9Zcm0ddYutVaxs+IntjUnc7hzGEpdJdFHbd2/5a5F28ASHvk/m\nRGI+f17+EAHB5xqDmeQSEhlHf9bgoRjXhqMU2quiomKSMmLJLE/AYKuhp9swhvYcSWC3IGJ2J7Jz\ncwxxh9IZMXYQkVHhTJ45GjeP69txrbVZG83sCX+bPkvvZtmnXzMhcjQz7pjYLmcpzjKZbazeXMa2\ndVYaKjWMn2fmiQf88fey72LzImMm0TWryWj4iVDXmUR4Lsa/jUo8ZVlGKpd/7nJta9nFSTojoQpQ\nnpuR+DlUKH1EeZMg/BYdcQZDBAzBrjbsymHdj9ls+lckDprf1sU2x1LGivq9RBszma8bw30uE/C2\nc9fta1V8soyVr37LuNnD8A/ypv/IHih/LqeQZRup3IYnk+iu+HMbj1RoLyRJoqCgkKTMWI5XJGCS\nGuntEcqQXiPp2jmQ6J1x/LglhoTDGYwaP5jIqHAmzRiNq/vlt3G9URpP11B1NK/lZ7PJTGFeKdaC\nGixn6tnroWf+Q7czKmJYG47yysqqmrttH/zOAZ23hTmL1Nwb5Y/WwZ7dtq2kN+wjuuZLqi0lRHjc\nw2iPO9Gpmnf0cnd3x2Kx0NjYaLcxSA1yS3frlvUS+TYUzgrUQapzC6+DVai6KlFoOtQ1kSDYhQgY\nHYgIGPaXW6znnr/uYe1rU+nR9ep3r0k3F7K8fg/J5jwWu0Sw6AZ23b5WH/9pPY31Rp776P6WYHFW\nvvw6eg4zmK0oFPa7eBHaP0mSOJV7iqTjsRyvTMSGhb6ewxnaZyR+fgHs3x7Hzq0xJB09xqjwoUTO\nHc+kGaNwcWv7UHG+o0tWgQxabxesViuZqSfRqNVoHDQ0hfowekE4vQeEtPUwLynhWC0rVlZz4oCO\n7sMN3L/Encmj7NuxvNGm54j+a2Jq1uGhCWCC52IGu0xF9XNvnl8u3m6N7ybZImMrllpmJM6GCskg\no+p+XmO6s52uXdt3+Zog3Mw6YsAQazAEuzBbbDz/n8M8u3DwVYULWZaJN+eyrH43p6zlLHGZyL88\n78FZefmuvu2JLMtELh53UbiokaMp5bOf112IcNER2SQbJ7NPknw8jhM1iShR0tdrOAvHP4FXJ19+\n2n6U//xtLclxmYyOGMqc+ZN5b+Vf0LnatxP0tWrIq6Q2tZipB17EqoIP/rmSbgsHsfCRue22bMZq\nk/hm5xk2rTZRdcqR4bcp+GyzCyFd7buG64zpFNG1a0iu205/lwk82OUDAh0Htjz/y2BxLWssZFlG\nqvzFrESeDVuphNJPibp786yEdoZDc3mTr+Ki3e0EQRBamwgYgl28tyaVLj467p7e84rHybLMfmMm\nyxv2UGMz8LDrZOY4D2+TrtvXSpJkMo7kMHn+qAseN8vlHOdh+rAcB0X73IZTsA+b1UbW8SxSTsaR\nXZOEg9KJfj5h3D/hWdzdPNm7/Qhvv7SKlPgsxk4MJWrRNP6z6hV0Lm03U1fyYwaFX8X/6nENeVX0\nfmYyJmx8/NqXBHT1ZcHDc9pluKitN7NsbSn7NqlQamRm3K3i4bu90Tnb7/NFlmWONx4iuuZLioxZ\njPOYz0vB23BX+1xwXEJCQku4uNpgITfKzb0kzitvshXYQKNo6SWhCVXjeIcWVTclCm37+zsRBKFj\nECVSQquLSS7hrx/Hsfm9mXi6XnoGwiZL/NiUwor6vSgU8KjLVKY7DWmzrtvXI/bHNFa9tpn/++kV\n1D+vM5FliXTm4cowghWvtu0AhRvCarWQcewYqSfjyKlLxlnlTj+f4YQOGIWrixu7vz/Mzs0xpCUe\nZ/zkMKbPDSdi2og2DRVnVRzKJfmFTfR7MRKt95UXjiu1amxdXfnvm6sYMKw3dz0w+6KZu7aWdaqe\nT1ZWkLrLGf/+TSy6X8fsifbutt1IfN1WDtSsQa3QEOF5L2Gut6G5wixsfX09rq4XryuTbTLSaelc\nh+ufd3GS9DKqwOaSJvXPfSVUwUqU7u3rz18QhAt1xBIpETCEVlVVa2Tu8zv497NjGDPo4rv2ZtnK\nlsYEPq3fi5fKhcdcpxGh7dcu735eDX1lPS/f+QGzH5zAzPvDWx4vlN+lih0M5UcUN9FsjPDbmM1m\n0jPSSM2NI7c+FXeVD/38wwgbNAqtxpk93x/ix80xZCRnM37KcGZEhRM+dQTOOvvuUPRbNJXq2T/r\nQ4IeC6frohG/evzp/FI+/c96Zs+fysSZY27ACK+OJEnsiKlk7RcGStKdGDS1kcce8mZgT/s2Gqy2\nlHCwdj1H9d8Q4hTGBM976ek04oLPtL///e/885//vOj3yrKMXH12VuJckLCdllB6KVvWSJxdL6H0\nV6JQ3ZyflYLQkYmA0YGIgNH6ZFnmsdej6RPkwfOLh17wXKNkYlPjUT6v/4lemgAedZ3KcIeQmzZY\nAJzOPcNr9y8jqH8X/rz8oZbH9fJRjrGAUA7iqOjahiMU7MFkNJGSnkzaqTjyDBl0UgfQP2A4wweP\nQqnQsHvbIXZtOcixlJOETxtO5JxwwqcNx8m5/YSK8x188StSDqWT29Phqo7XOjqw+PE7GBjax84j\nuzoGo5XPN5ayfb2MpUnFpLusPL44gE7uV/d+roUsy+Q1JRNd8yXZjbGMdI8i3GMR3r9o+Hn+Ggup\nUcJWYMN63oyELV8CaNm5qWXhdaAKhePN+9koCMKFRMBo5xQKxQzgfUAJrJRl+V+XOGYi8B9AA1TI\nsjzpMq8lAkYrW/3DCbZE57H+jelo1M1T9nqpkXUNB1ljiGG4QwiPuk5tV123r8d7T6+iQd/E31c/\n0fKYRa4mkXH05F28FbPacHRCa2psbCIlNZG0gngKGjPxdQhkQOfhhA0ZhWSF3dsOsXNzDFlpuURM\nH0Hk3HDCpw7H0al9bVJQuDGBou+SW362WW1UpRYR/OE8hs4Y3oYj++0Kyxr5eOUZ4r53xKObiTvv\ndeDuWf727bYtm0mu+5HomtU0SfVM8FzMSPd5OCrP7fIl22R8O/lSWVcJgBIl303dwniXcFTdzu7a\npEL98+yEwlP0lBCEW11HDBg3Te2Gorn18UfAFKAEiFcoFFtkWT5+3jHuwH+B6bIsn1YoFN5tM9qO\n53h+Df/dlMGGN5vDhVm28lHdj2w0HGGS0wC+9H6aHu2w6/a1Kius5GRKIa98/mjLY7Isc4In8eZ2\nES5uAQ0NBpJSE0gviKPYeIIAbQ8GdB3OgsFLMJts7N56iGffeZPsY3lMiBzBfU/MY9zk0HYXKs6y\nmSxkvbOLwf87F42HM8gym9ftxGPkkJsqXBxIrObzz2rJi9XRa5zMG59oGT3Evt22661VHK7dyMHa\nr/DX9mSG91P010VALdhSJYz5ppb1Eh7/17ymQomSdY+tZ94985rLmzqL8iZBEDqOmyZgACOBk7Is\nFwAoFIqvgLnA8fOOWQR8I8vyaQBZlitv+Cg7oGq9kaf+dYCXl4TSPcAVmyzx55o1NEpmvvF9vl12\n3b5eB7ck0r1fZ7r0PBeaSvgEM6fpz5dtODLheuj1epJS40kviqfUlEtXx94M7DaCe4c8jtFgZtfW\ngzz91mvkZOUzIXIUS56+g3GTw9A62q8c52oZGhoxmyyXfb42Lh9tZ3cchzeX7SUeTqNUY+b+Z++4\nUUO8ZharjTVbytiyzkp9mYaxUUpef9Wdzj72vWlx2nic6JrVZFYfZGzd3TxdswaXYm9s+Tb0+Q1g\nPa+8qZ8ax1lKun/Xnb/+46+/ebtZQRCEW8nNFDC6AEXn/VxMc+g4X29Ao1AofgJcgA9lWV59g8bX\nIZktNp75dwyzxnVnzoRgZFnmdf23VNsMLPd+FK1C09ZDtAt9lYHJd41qKW2ol5Mp4C2G8RNKRdtf\nbApXr7q6hsTUOI6djueMOZ/uTv0JCxnPsMF/oK7WwK6th1j++j/IPV7IxBmjeegPdzFu0jActO3j\n7zn/ZBG7thwgI+nEFWdPup8yA7D9Tx8BzWspnnr5ATSa9vs1UFFjYumqUg58p8HJw8rshSruv8MP\nR619esrIkoy11Ere8VROZ5/EuciDiWWPM6P6RVRdmkublEHNW8Gqg1QovC4ub8ovyrfL2ARBEG4m\n7feb5dqogVBgMqADjigUiiOyLOe07bBuTbIs849l8Xi4aPnjoiEA/Ld+JynmfL70fvqWDRcAddUN\nuHVqrru2ynVkch89eQ8nRfvsXixcqKK8ksS0WI6VJlBlKSZYN4jRvacwdPAwairr2bX1IP999a+c\nyi5i8szRPPLHuxk7sf2ECgB9TT2r/m8jpcXlTL19PPc99buLAoYsy2T8zzZq005j0FcR9n8L8RnX\no41GfPVSjutZ9mkVWft1dBsm8ee3HJg2tkurnkPSSxdsAWvOs2AtsGJwrqGpaxPdQwYRMK0HmhAH\nVF2UKNTngsTZxduvvfYar7zySquOSxAE4VZwMwWM00DgeT93/fmx8xUDlbIsGwGjQqE4AAwBLhkw\nXn311ZZfT5w4kYkTJ7bicG99n289Tuapata9Pg2lUsHahoNsa0xkrc/vcVG2zx1zWktzwHBBlmWy\neQZPJuGruLOthyVcQVlpGQnpsWSVJVBrLSfEdQgT+s9i0MDBVJXr2bUlhvdf2UB+zmmmzBrD4y8s\nZPSEoTg4tL+gnHu8gOXvrGXc1BE89fIDqNWXvqNfuiODqth8hrwRhUKtwn1g5xs80qsnSRLf7C5n\n05dNVOQ4ETpTwaffudCz2/WVQckWGVvhuSBh/Xk7WIwyqiAV5kADJ32PkthnK549AxjX5S6GOIVf\n8rV+2Xk7KCjousYmCMKtaf/+/ezfv7+th9GmbppdpBQKhQo4QfMi71IgDlgoy3LWecf0Bf4PmAFo\ngVjgblmWMy/xemIXqevwU8Jp/rY0jo1vTaezj47tjcm8rd/Cap+n6aa+tdfWm40W/hj5L97c/EcM\nHps4zccMIxqVou0bpgkX+n/27jsgimt9+Ph3dpbeQQFRKXYRUQSxYkmMmKgR05tR03tuer1pv7zJ\nTW56co2JmhhLTDEG1CSiKSJqFCmKiCgqSJHO0heWnZn3j1XURGNjAeV8/tFdZs+cXRaYZ895nic/\nv4DUjO3sLU2mTjHQxzWMoX0iCQkJoaSwgvjVm4mPTSQvp4jLp45iSkwUI8YN7dDbhjat307c8nhm\nP3Q9ocMHnvIYY3E1aqOZbXMXM+TNmXQZ2XFX1qrrmlnw9RF+/V4HEkTfqHHXTd1wcTq3wE7TNNRS\n7WiXa0vCtTlHQS1Rkbsdq950/N8DTtvZWLWUvMbdjHK7jrHuN+N+mkIUPj4+lJaWttw+287bgiAI\nIKpIdWiapimSJD0ErOd4mdq9kiTda/my9rmmaVmSJMUD6YACfH6q4EK4MPsPV/H8J9uY99w4/Lo6\nsaVxH29Ur2JRl/sv+eAC4MdPf0VVVHDJIYeXGcp6EVx0EKqqkp+XT/KebWSVpdCo1tPPPYypw25h\n4MCBFBeUE786kTce/5KCwyVcPnUUj7xwO5FRQzp0UAHQbGpmxYI4Du47zNNvPoCP36l/1ko3ZZPy\n8ApsPZ3wjAjosMHF/sN1fLqolJ3rHPHur3LvM3bMuMz7rLptq3WaJYg4odO1OVdBcpQsHa6DdNhE\n6rG/wQ65pw7JxvJ33aQaSa6JJcGwFKlBYrzHLOb6vY/tGVZcq6qqABFYCIIgnK2LZgWjtYkVjPNT\nWd3I9c/G8+hNoVw9Poh002Huq1jAR55zibDr+Hu7W8Oyt9bgH+yBw7R/0ZN/4Svd1t5T6tRUVeXQ\noUOk7t3OvvIUzDTT3yOcsP4j6Ne/H0fySlkXm0h8bKIlX2HaaKJjoogcO+S0W4s6msryKua/vQzP\nLu7Mefj6k3ItVJOZHQ98TWNxNQDG4hpCX70av6mD22u6/yh+SxlLv6ylYKcTwZfVc8+dXgzt73bK\nY7VmDaVAbVmROBZUqPUacsDRXhJBcsuqhM7l1MFJVXMxiVUr+LN6JUH2QxnncRv9HEeK/hOCILSJ\nzriCIQIM4ayZmhXmvPI7w4O9eezWIRxqLmF2+f94zf0GJjqEtPf02sz/nvqaYU+sxcPHiQHSgvae\nTqekqArZ+7NJy0pinyEFHTr6e4UzbGAkvXv3IT+3mPVxiayLTaTkSDmTpo9hyowoIsYM7vBBhaqo\nZKTtI++QJcVMVTUS12/n8uljiY4Zf9JFsdloYtczqzBV1hP8/JUA6Gz1uPTxbpe5n46xyczilcX8\ntEKlqVZm3DVm7rvdl64elkBJ0zTU8r+sSuQoKEUqOh8d+gC5pRysHCij85GQdGf+W51r3MVGwxL2\n1W8hwvVqxnncSlfbgNMe7+bmxsSJE4mNjW215y4IgiACjE5EBBjnRtM0nv/fdmrrTXz0VBSlWjW3\nlH3EIy5TiHH6a7XgS9un8+5iyJ3bGWH7J7Lk3N7T6TQUs8LefVns3L+d/YZUbHUODOgSzrDgEQQG\nBpCXU0T80ZWKspLKE4KKEGS5YwYVtTX11FbVApZAYndKFpvit+Ps6kjw0H7ojl5EDwjtQ/+Qv68Q\nlm0+QPJDKxgX9wBOAV5tOvezUVBsZN7iYrattsfNr4mZt9ly02XeSAWctL1JOayAjXS8w/WxVYme\nOiS7c/ubrGjN7KxdT4JhCXWKgXHutzHCbSYOsstpH3Ni8raNjQ0mk+mCnrcgCMKJRIAY7plwAAAg\nAElEQVTRiYgA4+xVVjfywrztlFc1sviVyzDZmphV/jHXOI7gDpeJ7T29NtWgZbO5ejRD5Z/wdulc\ngVV7MJvN7MnMYGf2Dg5Up+IouzGwawTDBo3AP6AnOdn5LdufKsqrmHz1WKJnRBE+alCHDSqO2bNz\nP4ve/wYXN6eW+4L69mTClFEE9u15VmMcXLgZ45EqQl6aZq1pnpetOytZtLCKQ1udCRnQxG0hzgQ3\n26LkKqjVGrK/ZUuT/uiKhBykQ+d25tyLf1JnNrC12tJt29s2kPHutzHIeQI66fTvg79WhRI5FoIg\nWENnDDA6dlaj0O4SUgp5YV4SMROC+PDJsZhlM/eVL2C8fXCnCy5UrZEd1deTvmAs4x4c2t7TuWSZ\nTCZ2Z6Sz6+AODtbuxE3uykDfcO4f9W/8/Pw4uC+Ptd9uIj42EUNlDZOnj+WFtx9g2MjgDh9UHJO4\nIYm4r+O5/5lZ9A0OOu9xarKK8YoMbL2JnQdN09AqNRoPNvPz6mp+2qRRXi1zlas7Lw6W6dLXCdlf\nRh90NE/CV4ckt97f2SNN2WwyLGVn7XpCXSZxb/dP6W4/4IyPCwkJaQkuRGAhCILQukSAIZySscnM\nW4vTSEgp5L3HRxM5yAeTZubRisX0sfHhSdfp7T3FNmWsb2Jz7mxqjU4E2t+LvWPHabh2KWhqbGLn\n7jTSD+0gpz4dT70fwd0imDbuWrx9vDmQdZgfl/zOurhEaqrqiL56LC+9+xBhI4LPqupQR6EqKrHL\n40ndtpunXr8Pn+5dz/qxDYUG8r5J5sSV1/I/DxF0+0hrTPWUNKOGcljBfEKDupoDZtZXqqypUrFz\n1JgyQeO6G11w6muLZG+dD+xUTSWzPoEEw1KKmw4y1uNmXgz6GWe951mPkZGRQUJCAuPHj7fKHAVB\nEDozsUVK+JuMg5U8+cFWQnp78tLdEbg62aJqKs8YltOgmfjQcw76f9h2cCnak/cFufKL6BIWET5u\nBN49zv5CRji1hgYjO3elkH54B4cbMulq409I9wjCh4zA09OD7L2HLYnacYnU1zYw+eooomeMZWjk\nwIsqqDimtrqOhe+vQFU07nnqVlxcnc78oKMajlSx6+kfsPdxxanX8fK0sq2eoDmj0dm07s+jpmio\nRZZO1+YTEq/VShW5pyXZOsehmcWpNaSm2eI3pIHb5zpzxWgvq35vGtV6tlevYpNhGQ6yGxM8ZjHU\nJRq99M8Bf3JyMhEREVablyAIwj/pjFukRIAhtFAUlQU/7uWrtVm8eFc4U8cGApYtEG9W/0hmcyEL\nu9yL/Rn+mF9qjFouyeYo0v87lweff629p3NRq6urJ3VXMhmHd5DfmIWvXS9CegwnPHQ4bu5uZGfm\nWnIq4hIxNjRacipiohgSMeCiDCqOObQ/j8/fWU5k1FBm3DL5nLZyVWUUsu32L/EaEUT4Rze1ejCh\nVqkoR7tbm48lXucr6DyklqpNcqAOfZAMvrA6oYxvlhgpzXJgSLSR++/sSv9A6xY7KDfls6lqOTuq\n4+jnNJIJHrcTaD/0jGVmT8yxEL/vBUFoL50xwBBbpAQA8kvqePrDP7HR61j1zhS6dTn+6epndb+S\n1HSQJV0f6nTBhao1s5c5HPh+LJVZfu09nYtSdXU1qbt2kJGfzJGmA3S378fgnsO5bci9uLg4sy8j\nh8X/i2V93GaaGk1Ez4jijXlPEBre/6LuU6BpGjnZ+WzekMSupExmPXAtQ0cMOuvHV6UXkPr49zSV\n1TLkjZkX3NdCa9RQ8pTjqxJHe0tgpqUErH6gHvurdMj+MpLj8de+tr6Zed8UEv+thKZKTLpe5p55\nXrg5n1u37XOar6ZxwJhEgmEph4xpjHS7lqcCf8DT5sw/h6dK3hYEQRDajljBEPgjuZDnPtnGPTOD\nmTN9QEtpTIDv6reysPZ3lnV9GG/51M2wLmUHtRdoYB/zogbzzIK7CBzYvb2ndFGorDSQmp5ERsEO\nSky5+DsEExo4nLDQcBwcHdibfpD1qzezLjYRc7OZ6BljiY4Zx+Bh/S7qoAKgvq6B7QlpJG5IotnU\nzNhJkYy+LBxX99OXSf2rw9/u4MCnCfR9aCLe4/th3/XsH6upGmqxerzD9bHtTWUqcvfjvSTkIEsV\nJ8lLOu1rfjC/nk+/KCXlZwe69DZyw2wHrr3i7Lptn69mtYmU2rUkGJahaM2M95hFhOt07HSOZ3xs\nbW0trq6uLbdF8rYgCB2BWMEQOp3aehP/nred/z0zjvCBJyecrjfu4n8161nS9cFOGVxUaOsoYyVD\nlc3Ap3Tv7dPeU+rQykrLSUnfzp6iZCqaCwh0CmFk38sYOjgMOwd7MncdYP473xAftxlVUYmOieKd\nhc8waGjfizKoaDQ2UXi4qOV2Q30jSYk7Sd+xl5Bh/bnxjun0C+l11hfjxuJqjIVVGI9Us//D3wh+\n7iq6Tw/9x8eo1ccDCUswoaLkKehcpJZeErZjbJBvk5G765D0Z/c6b/iznKVf1pCX6sSACRrvfGlP\neLDvWT32fFWbS9lc9Q1bq77H334QM7o+SX/H0ef03nBxcUGWZebPny8CC0EQhHYkAoxObv4PexgX\n7ve34GJbUzavVq1kgde9BOjPvtLNpaJJO8I+7ieYZeRnNACgb+W975eCkuJiktO3k1mcTJW5lF7O\noYwbeBWhg0OxtbVlz85sPnnra9bHbUaSIDomive+eI7gIX0uyqDimPraBt596XMknYSNjeXXqF6v\nZ0hkMDfcMf2cErgBmmsbSZwxD8eeHoBEyCtX021ycMvXtWYNJe8vgUSuAo3a0dUIGbmPjO0kW+QA\nGZ3zub+2jU0KX60qYu0KBaPBhqhrdLzzpjveXtYNrA8bd5NgWMre+k2Eu07jEf8l+Nief+les9nc\nirMTBEEQzocIMDqxvOJaVv52iDXvX3XS/XtM+TxRuYT3PWcTbNujnWbXfjTNzF7m0p37cZfGsDs3\nhe69vS/qC+LWVJhfSMqe7WSW7KBOMdDHNYxJg2cyaNBgbGz0ZKTt56P/t5T1cZvRyTqmxETxwVcv\nMDC09yXxGjYam/jw/75gYGgfrpsz9YKfU1V6AUn3LMXnsgGEvhGDWqqh5CgYv2m05EvkKKglKnI3\nXUvCtf10W+QgGV3X029vOltHyhr5dHExW2NtcfYxM3O2DbdO98HO1noBtaKZSa/dwEbDUmrMpUR5\n3Mp1Pi/iKLue+cEcz7EQ21wFQRA6JhFgdGJvf5XGHVcPwNvToeW+nOZS7q9YyKvuNxBp16cdZ9d+\nDvMfJGzw5wkAdm7Konufzrs9SlVV8vPySdmznb1lyTSq9fRzD2PqsJsZONDS3C49ZR8fvLaY+LhE\nbO1siI6J4uNlL9E/JOiSCCqOMTU188kbi+kZ1O2Cgwu1TuPINxns/+JXAgaNwbcpDMN1NUiOkqXD\ndZAOm0g99jfYIffUIdm07uuYtNvAgkUGsjc7ERSp8vKH9oyLsG4hg3qlij+rVpJY9TVeNt25zHMu\nIc4TkaWz+1P01+Tt2tpaXFzOPj9FEARBaBsiwOiktu0uITPHwLuPjWm5r1Sp5u6Kz3jE9UomOVxY\nxZqLlUHbSBFfEs4WJEmmILuYzKSDPPL+re09tTalqiqHDh0ibW8SWeUpmDHR3yOcayLn0m9APyQk\ndiVn8e7LXxAftxkHRzuiZ0Qxb8Ur9Bt0aQUVxxgbGlnw7td4eLpx6z0zz/o5as0aSoHaUrVJyVUw\nHzJTVZLHvvw4eo2dQM9p4eh72Vg6XbtYL4HarKh890sJPyxtwpBnx/BpEovXuBDYzboBdHHTARIM\ny0irXcdg58u4u/sn9LAPPvMDjzpVVSiRYyEIgtBxiSpSnZCiqFzz1Druuy6EK0f7A1CtNjCr7BOm\nOw7jbpdJ7TzD9mHSSkhhDAP4HA/pMgD+dcV/6B8eyD2v34Csv3j7MJwNRVXI3p9N2r4k9lemIKGj\nv1c4wwZG0ru3ZTVr144s1sUmsn51Ik7OjkTPiCI6Joq+AwMuyaBCURQyd2azbWMqu1OziBgdyq33\nzTxlHwtN01DLNUsgkXM8mFCOqOh8dOgD5JZysJWlOex6fSUBt0Qy4DHr/7wZakzMX1rEHytl9PYq\nV90sMfeGbjjZW+8zJlVT2VufyCbDMgqbshjjfhNj3G/EVd/lzA/+i2PvLRFYCIJwMeqMVaREgNEJ\nfb/hALEJOSz7v0lIkoRRNXFXxXwG2/jzjNuMS/JC8Uw0TWU3MbgQTpD0MgBVZTU8N/MD5iX++5J9\nTRSzwt59Wezcv51sQyo2OnsGdIlgWPAIAgMDAEjbnkl8bCLr12zBxc2JKUeDij4DAtp59hemudnM\n4o++Y0/a/tMeYzab6RHQjZEThhExJhTno8nbWoN2vJfE0YRr5bACNpbmdPpAXUsVJ7mnDsnu5PfP\n3rfj0dnK9P+XdYOLjAM1fLaonN2/OuIXYuTWOU5cGdXFqmVmm9R6kqrj2GRYhq3OgfEetzPM5Ur0\nus7VQ0cQBOGYzhhgiC1SnUxdQzMfrkhn/gsTkCSJZk3hscqv6CF78bTb1ZfshfSZ5PMeCkYCeeH4\nfdnFOLs7XnKvidlsZk9mBjuzd3CgOhVHnRsDvMO58/Kn8Q/wR1EU0rbvZcX8+axfswU3DxeiZ0Sx\n6Mc36N3fv72n3yqaGk3M+88SHBzt+b95T53U++VEkiZhZ7C19JL4UaU2tx4lV0Gt0pADjna4PlYK\nNkiHzu30F+7muiay3tuAYjRRuukAYe9eZ5XnpqoqazeWs+KreooyHRgyGeZ960RwL+uWma1oLiTR\nsJzt1T/SxzGSm3xfo5dD+Dn9/Hh7e3Pw4EGRVyEIgnCREwFGJ/PpygyihvkR0tsTVVN50fANGhqv\ne9yETrq0twCdTrX2JwV8wjA2I52QbHooowD//t3acWatx2RqZveedHYdSOJg7S5cZS+CfSK4f+S/\n8evuh6IopPy5h68+WcOGNVvw9HIjOiaKL+P+Q69+Pdt7+q2qod7Ix68vxsfPi1kPXIssy2iahlZ5\ndFUi53g5WKVQxeRlRg60bG2ym2RryZPw1SHJZ3/hbDxSxf6P/6CxtAbfycF4Dg/CM6J1V4DqG8ws\n/LaIdd9qKCYdl1+vY97Hnni4Wi+w0DSNg8YUEgxLOdCQxAi3mTwZuBIvm3NrSHlijkVUVBQ7d+60\nxnQFQRCENiICjE4kr7iWlb8eZM0HU9E0jf/WrCFfKWeR1/3YSJ2zx0OzVsle5tKPedhLJ5fkLc4t\np2df637qa01NjU3s2r2TXYeSyKnfjae+G8HdwpkadS0+vt6WoGJrBgvfX8WGNVvo6u1JdEwUX619\nm6A+l2Z54trqOj54ZRG9/QKI6TOFxgWmluRroCVHwmawHvurbZH9ZST7C1vBaqqsZ/P1n+MW4seQ\nN2di7312pVjPVm5hA/O+KGHHT/Z4BirMecSOa6N90MtWTBZXTaTW/kyCYSkm1cg4j1nc1u0N7HTn\n1v9DJG8LgiBcmkSA0Yn8d8lO5l49EG9PBxbU/saWxn0s7foQDp10b7SmaezjProwgy7Syb1A9qfm\nsnNTFg/+9+Z2mt35aWgwsjM9lfTcJA43ZNLVxp9BfhFcc/kteHXxwmxWSN6ym0/f/pbf1m6lq68n\nU2KiWPrzOwT2PrdPnTs6TdFQi1RMB5vJSj7Izqw97K7IIlIbypTmCaiyaul0HalHDpSRPC68p8Sp\nZLy8hu7TBhP83JWtOu4fSRV89UU1uclO9IvSeGuhA5Eh1l1xqzGXsaXqW7ZWfYefXX+mdnmUAU5j\nz2v1U6fTtfSxEIGFIAjCpUUEGJ3E9owS9hys5L+PjmJl/Ta+rd/K8q4P46ZzbO+ptZtC5mGiiGCW\n/e1rB9LzCB3bj5BRfdthZuemrq6etF3J7M7bQb4xC1+7XoT0iOCm0Lm4e7hjNiskbd5FfOwyfl27\nlW49vImOiWJ5/Lv4B1m370FbUavUlq1N5hyF5hyFAwWHSLPNIFPJpourJ0MHBfPUhHvxHep9Ttub\nzoemqux9ez3Gwioq0/KY+Pa/WmXcJpPC8rhi4pabqSu3YUyMjjdfd6NbF+uWmc1vzCTBsJSMuj8Y\n5nIlD/b8El+73hc05k8//URhYaEILARBEC5B7VpFSpIkHXCzpmnL2+HcnaaK1LGytPdeOwjbYTW8\nVrWSr7o8SJCNd3tPrd3UaqnsZiZhbMRBCvrb1xe8+D1Obo7c8tTUdpjdmdVU15CyawcZ+ckcacqm\nu30/QnoOZ9iQCFxdXWhuNpO0OZ342ER++2krfj29iY4ZR/SMsfQMvHjzSrRGDSXPsqWppYpTrgpm\nkAN1lHetJNWYQXLOLhxd7Rl5WTgRY0Lx7OJu9blVZx6hId9g+X/GEUoTs+k1ZzRuIX649Lmwn7Xi\nCku37c0/2uLUpZmrb9EzK8bX6t22d9f9zibDUiqaCxnnfisj3a/FSbb+aykIgnApEVWkrESSJFfg\nQaA7sBrYADwEPAHsAto8wOhMVv1+CEd7G7zCTTxu+I7Pve7p1MGFWasmk9n05f1TBheKWSF1494O\ntz2qstJAanoSGQXJlJhy8HcIJixoFHeEPoyTsyPNzWa2b9rJuthEfv95Gz0DfYmOieK73z6ke8DF\nlUuiqRpqycmrEkquilqmIne35EnIgTI2YXoqHCpJydxNytbd1Gc1EDEmlAdnzaZnG67ONFXU8+et\ni/AacfT9pNMx9K1rcO1/Ya978p4qFiyqZN8mJwIiVF54147LRlj3eTUoNWyrXkmi4Wvc9D6M95xF\nqPOks+62faITcyw6ywc6giAIQtttkVoKGIA/gbuA5wEJiNE0TZQLsaJjZWmfeSqYxw1LeNfzdgbZ\nXlpVgc6Fpmns5xE8uIyu0jWnPCZz+0Gc3R07xPao8rJyknclkVm0g7LmAoKcQhjZdyJDBz+OvaMD\nJlMz2xJ2Eh9nCSoCevsxZUYU9z91C939rbttprWo1erxpnS5CuYcFSVPQedi6SkhBx0tA3ubjNxd\nh6SXKC2qIGVrOskr0qmuqiV81GBuuSeG3gMCrNLjwVRtZNO0TzAWVZ/6AE0jaO5oQl688BUvVVVZ\nua6U75Y2UnHInoipEl/EOtOrh3W/nyWmHDYZlpFa8xPBzuOZ2/0D/O1DzmusUyVvC4IgCJ1HWwUY\nvTRNGwwgSdJCoAjw1zStsY3O32nN/2EPQ4d48o77N7zkfi0j7dr/ork9FbOYBrIIY+Npj2k2mekz\npP36PZQUF5Ocvp3M4hSqzCX0ch5M1MCrCB0cip2dHSZTM39uTCM+NpHff9lGUN8eRM+I4sFnbsOv\nZ8ddmdKaNZS8E0rA5qqYcxRo1FoCCbmPjO0kW+QAGZ3z31eT9+zcT+yydVSWVTFs1GBuuGMafQcG\noWuFiknl2w6Ru3TbKb/WUFhF17F9CP1/M04/wAUmiFfVmvh8eTG/fa9DZ6MRfaOOu2/sgpOj9X5N\na5pGVsMWEgxLyW/MZIz7DTwbtAY3fdfzGu+ee+45KZgQyduCIAidU1sFGM3H/qNpmiJJUoEILqwv\nr7iWbzdk4/r8QR5wnUy0w9D2nlK7qtMyyOEVhrIeWXI47XGaRps31yvMLyRlz3YyS5KpUyrp4zqU\nSYNjGDRoMLa2NpiaTGz5wxJUbFy3jd4D/ImeMY5HXrgd3+7ndzFoLZqmoZZqKDknBxJqiYrc7dj2\nJh1202xxDJLRdT1z9abmZjOrlv5C6tbd3HxPDIPD+yPLrZd/0FzbSNoTK+lzTxR23qdo8iaBd1Rf\nJCusjmTl1DH/izJ2rnPAN1jhgeftmD6xq5W7bTewo2Y1mwzLkCUbxnvM4k6/j7DR2V3QuK+88goL\nFiwQgYUgCEIn11YBxhBJkmqwbIsCcDjhtqZpWusWhhcoKq/njtd+x3FaGdf5DeNGp9HtPaV2pWj1\n7OV2evEGjlL/Ux6jaRqKWUUxK1afj6qq5Oflk7JnO1llyRjVevq5hzF12E0MHBiMXq+nqdHElt9S\nWBebSEL8dvoMDCR6xlgee2kOPn5drD7Hs6HWaZYg4miOhJKrYM5VkBwl9IEycpAOm0g99jfYIffU\nIdmce+B2JL+Ehe+toKuvF/9+71GcXc+t18LZ2PvfeLzH9yVo9qhWH/tUVFXll8Ryln9Vz5HdDoRc\nrvHx144MtnLflcrmI2yuWsG26lX0cgjjep+X6OMwvNUCaj8/P5FrIQiCILRNgKFpWufs4tZOjpTV\nM+ulX5Giypg82Zf7XK5o7ym1uwM8gQsR+Eq3nvaYFe/+zJY1qUiSxJjpw1p9DqqqkpOTQ1rmdvaW\np2DWTPT3DGdm5Fz6DeiHrJNpajSREL+D+LhNJMTvoN+gIKbERPHEK3fg3c2r1ed0trRmDaVAbVmR\nOBZUqPUacoCMPlBnyZWYYGPpdO1yYZ++V5QZ2LVjL7uS9nD4QCHXzr6KsZNa70L4RJXJhyn5dS8T\n1j3a6mP/lbHJzKJvi/jlGw1Tg8zE63R88r4nnm7W7badY0wjoWop++u3MdxtBo/7f0OXC8jFOpZj\nIYIJQRAE4VTapEytJEn2wH1AHyAd+ELTNLPVT/zPc7oky9QWlNZx+0u/4TTRQP8rZN72uPW8mmBd\nSkq0rznMfwknEVlyPuUxtYZ6np7+Ls8uvIuAAa1XpUdVVbKzs0nLSmJfZQoSEv09hxE2YAR9+vZB\np9PRaGwi8ddk1q/ezKb1OxgwuBeTZ4zliulj8PZt26BC0zTU8r+vSihHVHQ+OvQBlu1NcpClipPO\nR0LStd5Ff+6BApZ9uoqKMgOhEQMZGhlM8NB+2Nm3bjNIc30Tu19ZQ3NVA9WZRQx6cSp+V55fQvPZ\nyCtuYN6iEpLW2uPes4lrbrPlpqm+1u22rZlIq1lHQtUyjEo14z1mEek2E/tz7LZ9or8mb1+Kv0MF\nQRBamyhTaz1fYcnDSASuAgYB1v+4sJPJL67j9pd/w/uKBlwnNPGGx52dPrho0PZzkOcIZe1pgwuA\n3Vv2A+Df/8J7RChmhX37skjbn8R+Qwo2OnsGdAln1viHCQwMagkqfl27lfi4RBI3JBM8pA/RMVE8\n8//uoYu3xwXP4WxoDdrxXhJHy8EqhxWwsVRv0gfqsBmmx/6ao9ub7Kz7uzE/5wgfv/4lN9wxjYgx\noa2aY/FX6f+OQzOr+N80HL2zPV6RgVY5z6aUSr78ooqc7U70HaPxxnw7Rg6xbh+SWnMFW6u+Y3PV\nN/ja9WaK1wMEO427oN8Fp6oKJXIsBEEQhNNpqxWM3SdUkdIDSZqmtf4elHOb0yW1gnG4qJY5L/9G\nrysV6sbk82WX+3G8wITNi52qNZLKBPy4Gz/pzn889u17F9EtsCuznrv6vM5lNpvZk7mHXdlJZFen\n4ahzZYB3OOGDRuAfYKlIZWxoZNOGHcTHbWbzr8kMCuvLlJgoJk0bg1dX6zUv0xQNtVBt6SVxrIqT\nWmXZ3iQH6iz5EkdzJnRubR+UHskv4b2XF3DzXVcTPjq01cc31zW1fNpetvkAWe9tYNzqB9E7tO7K\nCECzWeHr1cX8uNxMbbENo2Y0cd9sX3r4nL6wQGsobMwiwbCU9LrfGOoymXEet+Fn169Vxj62NU0E\nFoIgCOdOrGBYz4lVpMxtXaHnUpdzpIY5L//OxBgPtoVvYYXXo50+uAA4yHM40o9u3PGPx2XvOkzO\nnkLm/HvmOY1vMjWze0866Qd3cKBmJ66yF8E+Edw/8kX8ulu2WTXUN7IudhPxsYls+T2VweH9iZ4x\nlhffvr/Vu0trmoZWeWxVQj1exalQReels2xtCpSxm2RryZPw1SHJ7f+zWHKknA9eXcj1s6daJbg4\n8Nkm9n3wG7qjXa8lG5mIT25u9eCizNDEp4uL2PSjDQ7uZqbdLDP7Gh/s7ay3EqNqChl1f5BgWEZZ\n82Gi3G/mxaBfcNa37irYpfRhjCAIgmB9bbWCoQJ1x24CDkAD7VhF6lJZwThYUM3cV37nwRtD+Cp0\nJc+7zWSs/YD2nla7K9NiOcSLhLMFveT2j8d+8OgS9DZ6HnrnljOO29TYxK7dO0nP2cGhunQ89L4M\n6hZB+OCR+PhaelDU1xlJWJ9EfGwiWzemMiRiANExUUyaOhoPr3+ey9nSjBrKYQVz7sl9JQDkIN3R\nLU6WFQnZX0ayb/9AAqCmqpZl83+kqbGp5b7CvBJibpnM2EmRrXqurPd/xZCaR01WMePiHsDBzzqr\nRDuzqvlsYQV7NzrRM6ye2+e6cMVo65YONiq1bKteRWLVcpxlTyZ43M4QlyuQJZsLGnfKlCmsW7eu\nlWYpCIIggFjBsKZdmqaFtdG5Oo0D+dXMffV3HrtlCOYRxfgY3Rhjd+oSrJ2JUcslm0cJYdU/Bhea\nprFjQwb7UnL595L7TntcY4OR1PRUdufuILdhD11tejLIbzgzL7sZry6WJOz62gZ+WvkH8XGb+TMh\njbDIYKJnRPHKB4/g4Xn+8bOmaKhFlk7X5hMSr9VKFbnH8WRr20g9cqCM5HHmnhLtRVVVvvzoO7r6\nejE0MrjlficXJwJ6d2/VczWW1pC75E+GfXgTTgGerR5cqKrKjxtK+XaJkbIDDgy7UmLhj8706Wnd\nbtulplwSDctJrlnDAKex3N7tvwQ6DLngcU/MsUhOTiYiIuKCxxQEQRA6r7YKMC7+pYIOZv/hKu54\n7Q+enDWUyeP8uLJkCf/zuqPDXly2FVUzsZfZ+PMUrlL4Px5bX2Nk2VtrmH7XBPx6ndwBu66unrRd\nyezO20G+MQtf216E9IzgxtA5uHtYLlbraupZ+/0frItNZHviTsJGDGLKjChe++hfuHucolnbmeZe\npbYkW5uPJV7nK+g8pKPN6WRsx9ugnyOj8+sY25vOxYa4RBqNTdx453SrJXBrmoapsoH8lan4XhGM\n97jW7VxfXdfMwhVFbPhOAgmuuEHmns+9cHG6sJWDf6JpGvsbtpFgWMrhxnRGub56zvQAACAASURB\nVF3HM4FxuNtceDBzquRtEVwIgiAIF6qtAgxvSZIeP90XNU17r43mcUnIyjVw12t/8MycYUwfF8j8\n2g2E2/UixNa/vafW7nJ4GVu86c6DZzy2uryWLn4eXDVnHAA11TWk7NpBRn4yR5qy6W7fl5CekdwW\neg+ubpZViNrqelZ/+xvxsYls35xOxOgQpsyI4v/97zHc3M8uqNAaNZQ85fiqxLHtTWZaSsDqB+ix\nm2IpCys5XlyBxKkc2p/H+tgEnv/vw1atDpX5xi/kfZeM7GjL8Hln3vJ2tvYftnTbTvvFAe/+Cvc8\n5UDMJG+rdts2qY0k16xhk2EZGhoTPG5njt972OrsW2X8Ez+MEMnbgiAIQmtqqwBDBpw53slbOE8l\nlQ3c+dofvHBHOFeNDcCg1PFVXQLfdBVVfyu0dZSxinC2ntVKzh8rk7Cxk/l143oyCnZQYsqhp8NA\nwoJGcUfowzg5OwJQU1VH3De/Eh+byI6tuxk+ejCTZ0Tx5qdP4up++tK3mqqhlpywKnFse1OZitxd\n17IqYROmRx8kI3l13O1NF6Kh3sjC91Zw633X4NXKJXibaxtJe3IlzVUNaBo05FVw+cYnsfVwbJXx\n47eUsfTLWgp2OhF8mcb7Sx0Y2t+63barmotJrFrBtuofCLAPZab3s/RzHNnq743o6Giuu+46EVgI\ngiAIra6tkrxT27ss7V9drEneb3yRAsDzd1i2/7xR9SMqKi+6X9ue02p3TVohKYxlEMtxk0b/47Hl\nZeUkpW5j7Zsp2Eca6B8eRGjAcMJCw7B3tJQSramq4/ef/2RdXCLJWzMYMTaU6JgoJk4ZiYvb3xuV\nqdXqSSVgzTkqSp6CzuXo9qYguaWKk9xDh6S/9AKJU9E0jQXvfo2TiyO33ntyla6G/EqKf917QeOX\nJuzH3seVntdZfh4ce3jg0O3CEukbmxQW/1DE2q9Vmmplxl1j5r7bfenqYd3KbLnGXSQYlpJVv5kI\n1+lEedyKt22gVc8pCIIgWJ9I8raeTvWiWktFVSOxG3NY88FVABSYK1jdkMxPPs+288zal6aZ2ctc\nuvPAaYOLkuJSktO3kVmcjMFcTDdjMJpZ4tlHX8S7excAqqtq+XnVeuJXJ5K6bQ8jooYy7bqJvLPg\nGZxdLUGF1qxhPqicVLnJnKNAo9ayIiH3kbGdZIscIKNz7rxvfU3T+O6LNVSUGZjz8A0n3W8sMLD9\nziW4D+6Ojfv5rza4h/ag74MTkO0uPAeioMTIp4uL2bbaDtduZq6/05Zbpvtgo7feli5Fa2Zn7XoS\nDEupUyqJcr+VG3xexkE+9xyeUzmWY9GzZ0/y8vJaZUxBEARBOJO2CjAub6PzXNIWr83iqjEB+Hha\nLsg+qvmFWc5ReLXSxcjFKpc30WGHP0+cdH9hQSEpGdvZW5JCjVJBX9ehTBocw6BBg/ltxTZKuqVh\n62jHD0vjiY9LJC0pk1Hjw7j6hst4d+GzOBgdLFWbflaoy23AnKOglqjI3Y5tb9JhN80Wx0AZnfel\nub3pQsQuj2d/Zg5PvHYPticEALlLt5H17gZ6Xh9OyItT23GGFlt3VrJoURUH/3Si9yiN1z6xZ0yY\nn1XPWWc2sLXa0m27q00AV3jezSDnCeik1glm/pq8/dJLL7XKuIIgCIJwNtpki1RHdLFtkaqqbSL6\nwTX88M4Ueng7k2kq4N6Kz1nn8wJOnbipnkH7gyzutvS70LqSn5dPamYSe0uTMaq19HMfxpA+wwkO\nHoRer2fPtgN8Py+e/fsPUafUU1RSyqixYVwxYgxj/IZhV2zXUsVJcpSOdrg+Xg5W7qlDshGBxJn8\n9P3vJCWm8eTr9+HienxLmdqs8NvEdxk+7xbcQ3u02/zMisqKtcWsWmaiusCOkVc38sBcX3r4Wrfb\n9pGmbDYZlrKzdj2hzpcz3mMW3Vuxb02/fv3Izs5uuS2StwVBENqf2CIldFjLft7PZZE96OFtSSp+\nr2Yt97tM7tTBhUkrIUu7G9eiV1md+htZFSk0qyb6e4YTEzmb/v37t1QsqiyvYkPcFlZ8/BOHCwsZ\n0WcI1wRNZnTfMOyb7JAPy+glHXKQDtsJNpZO1y7WqxB0qTJUVLPxlz9J2bqbJ1+/96TgAqBwbTpO\n/p7tFlyUVzXx2dIiNv5gg62TwtSbZeZe3xUHO+v9KlQ1lcz6BBIMSyluOshY95t4IegnXPRerX4u\nFxfLaqYILARBEIT2JFYwLgJ1Dc1MemA137xxBYF+rmxt3MerVStZ6/MsNq20peJioqoq+7P3kec+\ni6Iie3LTIhjgGU7YgBH06dsHSZJQyzVK0yr4NW4rG7ZsIbMwmxHuQxnpPZTIIaH4j+3Wsiqh85GQ\ndJ3qg4VWVVpUQeqfu0nbnkHpkQoGRwwg5tZoPLu401xjpKmiHoDG0lpSHlrB8M9uw3NY25ZUTt9f\nw2eLytnzmxPdhzRw2xwnosd0sWqZ2Ua1nu3Vq9hkWI6D7Mp499sIc52CXrK12jkFQRCEjkesYAgd\n0tfr9jNmiC+Bfq6omsq7NWt5zG1qpwouFFVhX9Y+0vZtZ78hlaDQDLp7mRlr8wU3RwahHlZRflU5\n/NERfk/9kz9Kt7Ov9hBjgodx03VXERUzHOe+jvzfnfMJmxWMw6jW6SXQ2aX+mcHST38gYkwoM26e\nTL+Q3uiPJkWbqhpImPrx8QRsCUJemtZmwYWqqqz+vYwVSxoozXJgSLTE/JVODAi0brftclM+m6qW\ns6M6jn5OI7mt25sE2g9t1RwdNzc37OzsKC0tbbUxBUEQBKG1iACjg2toNLN4zT6+evUyAH4x7kRG\nR7T9kHaemfWZzWYyM/ewMzuJA4ZddKsPYDAjGOXnTVH/NfR9eR36HB8KuhaTUJfE74f+ZF9BDuMu\nH87s52cSNSkCe4fjW8g0TaMotwxXz9P3rhDO3vZNaXy/+Ccee+Uu/Ht1P+lrmqKy67kf6TZ5ECEv\nT2vTedU3mFnwzRHiv5VQFYlJ18vc/T9P3F2st3KgaRoHjDtIMCzhkDGNkW7X8lTgD3jatG6y+InJ\n26KogCAIgtBRiQCjg/tuwwHCB3alr787Js3MhzU/87rHTZfsxUVTk4l92/aSl5ZDc1EDfjUBTKi/\nkqnV1yN3ldEGVpF15SS67nmTeN8s1mctZH98LuOjhzPn39cy9vJw7OxPfSHZ2GACoGc/6zZK6ww2\n/5rE6hUbePyVu/DzP/n1LIjdSdG6DJprmxj2wQ2nGaH1HcyvZ/4XpST/7ECX3gp3PObAtZOt2227\nWW0ipfYnEgxLUbRmxnvMYla3t7HTtU6jv2P+WhVK5FgIgiAIHZkIMDqwJpPCori9zH9uPADf1W8l\nUO9NpF2fdp5Z69CMGsphhcYDTZSmlNF8uAmnShe8JG9cvN1w7u+C62UuyEE6ZH+Zkspy0ppu4cA6\nL5Y/+QPjo0dwx8PXMXrisNMGFSeqrazDw9v1kg3O2srvP29lfWwCj79yN05GjZp9xS1fq0w+zMGF\nm/G/IYKgWSNbpT/Fmfy2rZyvvqwhL8WJARM03vnSnvBg6waR1eYyNletYGvV9/S0D2ZG1yfp7zja\nKu+tTz75pCW4EIGFIAiCcDEQAUYHtuqPQwwM9GBQb0/q1EY+q/2VhV3ua+9pnTNN0VCLLJ2uzbkK\nSo6COceMUq5S7Wqg0OUQRg8jrmM88RrnhVcfr5YLteLCMtav3kJ83Ca6jUogalYtIS5fsGlfJLZ2\n57blpbK0Br2teMtfiOQtu1gfm8CTr99L2Vc7SF+Vhu0JjfJ0tjIR827BbWA3q86jyaSw5MciVi9X\nMBpsiLpGxztvuOPtZd38irzGDDZWLmFv/SaGuU7lEf8l+NgGWfWcDz30ELNnz26pECUIgiAIHZ24\n2uqgms0qC1Zl8u7jls7UX9T9wRi7/vRv5T3drU2tUlFy1JZeEkqOipKvoPOQoAeU2BezX59BVmgy\ndp4uBPuHEzEkEncP95YxigrKiI9LJD4ukZzsAi67ciT3vBKGPvIHhkkJOPQKPOd5NRlNrHjnZzx9\n3Frx2XYuBYeL+PrzOP718p1o2Qbyf0hl/NqHsevSdjktReWNfPplMVtibXH2Vpg5W8+t032ws7Vm\nt20z6bUbSDAso9pcQpTHLVzn8wKOcuu/lxYuXHjKFQoRXAiCIAgXExFgdFBrNuXS09eZsP5dKVNq\n+LpuMz94P3HmB7YRrcmyvallVSLX8n/MtDSm0w/Qo4w1klGdSnppEoWN2XS370tIzwjuDX0WVzfX\nlvGO5JeyPi6RdXGJ5B4o5PKrRnH/U7cwcvxQdDYNpDCGXnyAgxR4XvOtLK5GVVTu/r/rWucF6GTq\naxv49D9LufHO6Xjp7Nn82FeEf3RTmwUXSbsNLFxkYP9mJ4IiVV7+0J5xEdYNtuuVKv6sWkli1dd4\n2XRnouccQpwnIkut/2vzxBwLsQVKEARBuNiJAKMDUhSVz37Yw6v3RQIwr3Y9M50i6a73bPO5aKqG\nWvL3VQm1TEXurrN0tw6UsQnTow+SkbwkqquqSdq1lT0FyRQXHaKnw0CGBI5ibujDODkf305TeLiY\n+NWbiY9NJC+niMunjuKhZ29jxLih2NhY3pqaprGXh/FkEl2lmef9PPL2FeHp44qTq3U7NV+KVEVl\n4fsrGDJ8IJFjh7D11kX0uW88XUb2sup5zYrKd7+U8MPSJgx5dgyfJrF4jQuB3ay7Daq46QAJhmWk\n1a4jxHkid3X/hJ72wVY516mStwVBEAThYicCjA5o3Z95eLjaMSLEm5zmUuKNO/nJ+zmrn1etseRJ\nKDmWFQlzjoqSp6BzkSyBRJCM7Wgb5Ftk5B46JP3xhNaK8gqSd21nz5FkyprzCXQcRGSfCYSFPoa9\n4/GL+oLcYuJXJxIfm0jB4RImTRvNIy/OJnJsaEtQcaIivqSBfQwj4YKeW8KPO/Dr5X1BY3RWcSvW\no5gVrp19FaUJ2ZhrG+k1e5TVzmeoMTF/WRF/fC+jt1e58maZO27oipO9dbttZ9VvJsGwlMKmLMa4\n38jzQWtw1Xe12jlPTAgXyduCIAjCpUQEGB2MqmrMX7mHJ28PQ5IkPqz5mbnOE/CQnVrtHFqzhpKn\nHt3WdHSbU44CjVrLioTcR8Z2ki1ygIzO+dSVcUqKS0lO30ZmcTIGczG9nEMZO3AKQwYPwc7ueP+J\n/Nwi1sVagoqiglImTRvNv16aQ+TYIS1N2U6lTttNLq8ylA3opAtrjNdQ20jY+IEXNEZn02hs4qfv\nfyN5czrP//chZFkmf2UKAbeMQJJbv/Rr5sFa5i8qJ32DA34hKo+87MBV46zbbbtJrSepOo5NhmXY\n6hwY7zGLu13+h15n/W7bHh4evP322yKwEARBEC45IsDoYH7fUYCNXse4sG7sMh1mpymXNz1uOa+x\nNE1DLdVaViSOBRJqiYrc7dj2Jh1202xxDJTReUtnLLNZWFBISsZ29pakUKNU0Nd1KJMGxzBo0GBs\nbY+XJD186AjxsZtYF5tIaVEFk6aP4clX7yRizOB/DCqOUbQ69jKb3ryJo9TvvJ7/MYcy8inJq8A3\nsMsFjdNZaJpGytbdfP/lWvoP7s2zbz2IVlRHxkcJlG05yJD/XNNq51JVlZ8Syvl6cT1FmQ6ETtaY\n940Twb2tW2a2ormQRMNykmpi6e0wnBt9X6O3Q3ibljCurKxss3MJgiAIQlsSAUYHomka81bu4f7r\nQgB4p3oND7lOweEsPk1V6zRLEJFjCSSO5UtIjhL6o4GETaQe+xvskHvqkGzO/kIq73AeKXu2s7c0\nGaNaS1+3MK4Mu4Hg4EHo9cffQrkHC4k/ulJRVlLJpOljeOb1e4gYE4Isn1uVn2wex4Xh+EjnF1yd\naPPqVIZE9RcVpP6iod5I4eHik+5rNjWz7scEaqvruPOxm+g3yJJnseX+b3Ad4EP4Rzdh43Jhq0kA\n9Y1mFn1TxC/faCgmHZdfr2Pex554uFovsNA0jUPGFDYalnLQuINI1xieCPgeL5vuZ37weTqWY7Fx\n40bGjx9vtfMIgiAIQkciAowOJDGtiOZmhcsje7CpaS8GtY4Yx+EnHaM1aygFasuKxLGgQq3XkANk\n9EcrONlOsEEO1KFzOfftJaqqkpubQ2pmElnlyTSrTfTzCCcmcjb9+/VHPmEFIic7v2X7U0V5FZOv\nHsuzb95L+KhB5xxUHFOsLaeWZIaReF6P/6sjh8q4/tFo0WDvBE1NJt596XMkJGxOWHmSJBg2KoSJ\nV41u+f4ZduZjLKpm1LI70J3F6tM/yS1sYN6XJexYa49noJnZD9tz3RQf9FbYcnWMWTWRWvsLCYYl\nmFQj4zxmcVu3N7DTtd62w7/6a/J2Q0OD1c4lCIIgCB2NCDA6CE3TmPd9BvddNwhN0ni3ei2Pu05D\nLx2/oDMub8S4vAldTx36gKPbm6bYIgfK6HwkJN35X0CrqsqB7AOkZW0nqzIFgP6e4Vw/6h769O2D\nrDs+j4P78ix9KmITqTLUMnn6GF7874OEjRh43kHFMQ3aPg7xPKH8hCxd2AXga7M+xVBag7nZjG+A\n2B51jKZpLJu3Cr8ePtzxrxv/MfDSVJWs9zbQ+44xFxRcbNxRweIvq8lNcqJflMZbCx2IDLFuM74a\nczlbqr5la9W3+Nn1Z2qXRxngNBadZL1gxsvL66StTyJ5WxAEQeiMRIDRQSTtKcVQ08SUUf6saUjG\nRWfPRPtBLV/XNI3Gn0w4PmiP/VS7fxjp7Cmqwr6sfezcn8S+yhT0OlsGeoVz27iHCQoKOim59kDW\nYeJjLX0qaqvrmTx9DC+9+xBhI4JbLQlX0YxkcjuBvIyzFHJBYx3KKKAop4yXlt6PWxcXHFthW8+l\n4tc1mzmSX8LTb97/j8HF4RVJlGzcj9LQTMAtked8niaTwvK4YuKWm6krt2FMjI43X3OjWxfrlpnN\nb8wkwbCUjLo/CHOZwoM9v8DXro9Vz3mMwWAARGAhCIIgdG4XVYAhSdIU4ANAByzSNO2t0xw3HNgK\n3Khp2qo2nOJ5+3RlBvdeOwizTuGj2nW86zHrpIs/tUhFq9KwHW3zD6OcmdlsJjNzD7sO7GB/VRoO\nOmcGekdwx+VP4u/v33JOTdPYn5lryamIS6S+roHJV0fx2gePMmT4AKtU9jnEczgygG7MveCx9u44\nSMBAP3wDu4itUSfISj9A/I8befatB7Gzs+T2NFXWU7O36KTjDKl5FMTtotfc0fhODkZnc/arF8UV\njcz/qpjNP9ri6Gnm6lv1zIqxbrdtVVPYXfc7CYYlVDQXEuV+CzN7PYOT7H7mB7fmPFS1Tc8nCIIg\nCB3RRRNgSJKkAz4BLgeOADskSYrTNC3rFMf9B4hv+1men7R9ZeQV1TF9XCBL6xIItulBmF3QScfU\nf2xEH6ZH53HuF/YmUzN79uxm18Eksmt24ip7MdAnnPsin6d7j+MJrpqmsS/jEPFxm4mPS8TY0Mjk\nq8fyfx//iyER1gkqjinTVlHJb4SzpVUCgiajiaHjBojg4gQVpQYWvr+Cux67mS7elqaNDUeq+PPW\nRdj7up60BUq21zNy8Rwce3ic9fgpmVUsWFRJVoITAREqz79jx2UjrNttu0GpYVv1DyQaluOm92G8\nx22EukxCli4sED8TNzc3nn76aV544QWrnkcQBEEQLkaSpmntPYezIknSSOBlTdOuPHr7WUD76yqG\nJEmPAiZgOLD2dCsYkiRpHeW53/P6RiYO785VV3TnypI3WNrlYXrbnLyNpPKqalzecsJm8NnFhE1N\nTezavYvdh5I4VLcbd70Pwb4RRIRG4uN7vFKPJajIYV3cJuJjEzE1NRM9I4romChCw/u3yQW6Ucsh\njQkM5kdcpGEXNJaqqDxy+RtoGtz92nUMHT+glWZ5cUtP3ss3C1czISoc3WdpNFcbAVCbFQY+NZle\nc8ec17iqqrJyXSnfLTNScdCBiKlG7r/Dm149rJdADVBqymWTYRkpNWsZ6DSO8R6zCHAYbNVzwsnJ\n287OztTW1lr9nIIgCMLFTZIkNE3rVJ94XjQrGEB3IP+E2wXASRvDJUnyA2I0TZsoSdK5bxpvB3sO\nVrI318DHT0fxSe3PXG4/+G/BBYDkCLL/P68gNDYYSUtPI/3wDnLrM+hq04NBfsOZMfEmunQ9nuSs\naRp70w+yfvVm1sUmYm42Ex0TxVufPc3gYf3a9FN/VTOxl9n48/R5BxfFh8tZv3wrYHluilnlvfhn\ncHBqnVyVi1lxYRnffbGGsuIKbr57BnZ/FtEwujeDXrgKAEknoT+P16mq1sTny4v5baUOnawRfZPM\n3Qu74ORovV8pmqaxr2ErGw1LyG/MZLT79TwbtBo3vfU7tP+1KpTIsRAEQRCE07uYAoyz8QHwzAm3\nO3y0OP+HPdw5YyD1spHv67cR6/PU347RjBpaA6D/+9Opr2sgLT2Z9MM7yDfuxcc2iJAew7lxyGzc\nPY7vP9c0jcxdByzVn+I2oyoq0TFRvLPwGQYN7dtuW4lyeAlbfOnOA+f+2D0F1FU3sC8ll6LcMqKu\ntgQoQ8cP6PTBhbGhkbXf/crW31O48tqJ3PvYzVQl55G+IonIhbefdy+LrJw65n9Rxq54B3wGKjzw\nnB3TJ3a1crftBnbUrGaTYRmyZMN4j9u40+8jbHRt8z328vJqCS5EYCEIgiAIZ3YxBRiFgP8Jt3sc\nve9EEcA3kuVquQtwpSRJzZqmrT7VgK+88krL/ydMmMCECRNac75nlJ1XRcreMt56ZBTz69ZxpWMY\nvqdISjVtawYdSEevCWtqakndlUxGfhKFjdn42fUlxD+CW0Pvws3teDM5TdPYszObdbGJrI/bjCRB\ndEwU733xHMFD+rR7fkKF9gtlxBLO1vOay9v3fkG/sABs7W2ImhHO6KlDrTDLi8uxLtzffbmG4CH9\nePWjx3FycGDHfcswVdTTY8ZQ3AaeW3lYVVVZt7mc5YvrKdztQMjlGh8td2RwX+t2265sPsLmqhVs\nq15FL4cwrvf5N30cItv8fVtRUcEPP/zAtdde26bnFQRBEC5OGzduZOPGje09jXZ1MeVgyMA+LEne\nRUAScLOmaXtPc/yXwJqOnIPx4rzt9PB25saZgVxZ8garvJ/ET//3pNqq2TWovVTSJiSRkZ9MsekQ\nPR0GMNh/OGFDInB2Pr7fXdM0dqfuJz7OElTIepkpMVFMvnosA0N7t3tQcUyTVkgKYxnE17hJo875\n8Tl7Cv4/e/cdH1WV/nH8c2fSJr1XQggQIPTeqw2woaKoKOiiLNb1t+padte1rV3X1XXFRUWpIooU\nQQQBCU06oSX0QHqf1MlMZuae3x8RpJMyISDP+x+Zyb3PPZPE1+t+c89zDm9PmsqHK/+Ku+fllJMb\nT35OEYufmk7IlkKMBsOJfVGUroi8tj3d/z2mTntZVNkcTJ2bww9zFNWVRobd7uChcVEEB1x4Z/n6\nUkpx1JrMavN0DlRupFfAKAYHjiXUo/mFT3aB7OxsoqMbtzFdCCHElUV6MC5hSimnpmmPAcv5bZna\nVE3TJtV8WU05/ZSLPsg6cDp1Vm7OZO5bw5lWmcR1ps5nhIuiwiK27txMG2si8/w/wy8nlN6th9Kt\n85/x8jadOE4pxa5t+08sKevh6c7wWwbxn5n/oG3H+EsmVBynlIMU7qcZj9QrXACUmSvp0Le1hAvA\nWmVj+aNfUrg7gzDlyeClT+AbG3zKMQYPY61/D9JzLUyemsem770IjHVy9yQP7rohsnF321bVJJcv\nY7V5BlXOUgYH3cvdEa/iZfRttGue7OQei6b+w4MQQghxubus7s6UUj8CbU9773/nOHbCRRlUPe0+\nVExIgBf+YQbm5K5nXvhTAOTl5rNt90b25mzF7Miltakrvcr78+htf8MU91uo0HWdnVv3sWzBWpYv\nWofJ24vhowYxec7LJLRvccmFipMd5TWMeBHLU/WuoTt13OqwN8PvkcPuYM1Pm1kxcwV9ku30e34k\nLa7tiCky4MInn8W67cVMnVrCkY0+tB6geO0TT/p1adzdtiscxawvncs681dEerZiRMgjtPcZ3Ki7\nbZ/sbM3bQgghhGiYyypg/J78vDWLoT1jmF6RRD/Viu0rkpiZt5UyZxGt/btyVadRdOrQGe2gRjmV\neEV61YSKLftqeioWrcXH15vhowbxydxXSUiMu6RDxXFmtYpcZvy630X9byKdDh1jHab7/J7ous7W\n9btYMGsZEdGh3DlkIPagXBLH1X2pWbvDyexFucyfZac814N+N2u88oI/zSIad7ftLOs+kswz2FWx\nkq5+1/Fw7KdEe7Zp1GuebOvWrfTq1evEa2neFkIIIVxHAkYTWbYhjaG9LMws2sKwjTbMHt0Y0W0M\nHdp3wM3ttx9LxYZKdnvuZ/0/trH8+/X4BfgwYtQgPp33Gq3bxTXhJ6i7apXLPibSjs/w0Op/A+t0\nOPn8xXkMvqWnC0d3aasoq2Tf7kPs3XGAlOSDBAT5Mf7R22nXqRXb/zyXsEEJdapXYLYxeXoOa+a5\n4xXg5Maxbtx/WwReno272/beitWsNs+gwH6MgYF38ff4pfiepe+osfXs2RNN05gyZYoECyGEEMLF\nJGBcJLquc/ToMbanbGRr+m6yi9pypG0O/Ujg3TsmnfLXeKfTyY5NqSxbsIZlc9YR4O/HyH6D+Xz+\n67Rqe3GaXV1NKZ1UHiSS+wnShjWoVlFuKQB3P329K4Z2SXI4nKQdSCcl+QB7kw+Sm5lPQvt4OnRr\nw/BbhxIRHYqmadjLrRSsO0i7p6+tVd3kfaVM+byIlJ99iO2m+MsbHgwfENaon8XqrGBj6XesKZmF\nrzGIIUHj6Op3XaPvtn0huq436fWFEEKI3ysJGI2sqKiYFeuWsL94OwqdtsE9CTON5Oq+sKnFQWaH\nPYDRzYjT6WTbL3tZtnAtP32/nuCQAIbfMoj/3vASCTfE4XXj5b2vQzrvnoFhagAAIABJREFUobDT\ngucbXGvFV78Ql/j7W+nHYXew4edt7Nm+n/27DxMaGUyHLm24bdxIWrWLozq7FHNyBo6tWWT9ukJz\n+tdbibmxC94x534KoOs683/K5+sZVRQcNNF9pMZn831pHdu406AKqo+xxjyLrWWLaOczkPFRb9PC\n1KVRr3m64z0W0rgthBBCXDwSMBrZkqRvsdgquWfwY8THx2MwGHjglVUEDrQwwK0NeRuymbbwa1Z8\nv56wiGCG3zKIaYvfJr51MwCKby7FGH1xGl4bS4laTxYf/9p3Uf9fOV1XVJZaWLtwG3987Q4XjrDp\nlZdW8MnbMzG6Gek/rAf3PnQr/oF+J75eti+Xjfd/QUiveDS3334fgnvE0fb/rj57zUo7U2bn8NPc\nmt6ca+808sf/heDn03hPDpRSHLBsZI15JketO+kbMJpnWywg0L1x98w43enN20IIIYS4eCRgNCKl\nFIfLdnP/gL8Q36pmalNpuZUte/PQMpbjPamSw1GbGHHLIGb++B5xLU/9q7xersABxoTL98dkV0Xs\nYwJtmYyn1rCnDlNf/o7kpFRiWoXTbUiii0bY9DKP5vDfN6bRe1BXRo297oxdscv214SLji/cSPQN\nnS5Y78Cxmt22d/xoIizByR//YuKWa8Ibdbftat3KtrLFJJlnoFAMCRrHfdHv4mEwXfhkFzrbqlDS\nYyGEEEJcXJfvnetlILswHU03Eh0TxYbV21m2YC1L1qSholvSsksEH/71TzSPP/dNtzPdCRoY/C79\n1aHORinFPiYRxmhCtBENqpV1OI/d6w/wrx+fxcOraefuu9KOjXuYMfk77nrwZnoPOnUn8qOzNpG3\nah8lu7Po+I8Lh4tl6wuY+WUFGTu8aT9M8f40E13bNe6TgxJ7HutKvuKX0m+J8+rMreHP0sa7X5Ot\naHY8XEiwEEIIIZqOBIxGtCppNanf2rjq9XuJaR7B8FsG0Tu8A5vid/HO7U/Q3P38eww4jzkxtrp8\np0dl8RF2CohndoNrHdmTSbOEiMsyXOhOnYyj2WQezeHkVoCczDy2rtvFn16YQItfp8Qdl/HdDg79\nbw0dX7iBdk9dS0D7swdRq83Jl/NyWPyVjrXUyJDRGv96O5CwoMbtrzhatZMk80z2Va6lp/9NPNF8\nJuEeLRr1mrUhvRZCCCFE05OA0Yi++3IFIZ6xzF35IjFxkTidOh9NmEvv0cEkXCBcACgLGMIvz4BR\npraRzrt0IwmD5tGgWg67k/R9OcQmNO6mbxei6zrWKlutji0uKGH/7sPs23OYg3vTCAj2I65Vs1Om\nKXl4uvP8248RGOx/yrkF6w6R8uZS+s9+EL/W4Wetn5lXxeQvc9m4yBP/KAd3TPBg7E0RuDfi3iBO\nZWdn+U+sNk+nwlnMoMB7GBPxD0xGvwuf7GLx8fGkpaVd9OsKIYQQ4sIkYDSSSms5xfllPPDI9cTE\n1UxT2XIgD5tvFU+1HF67Ik6FMeby20zOoUpJ5T4S+ACT1qLB9T56ehbp+3N46r/3N7hWXZmLSklJ\nrtl7InXXIRwOBxoXnv7jF+BL244t6TWwC/c+dBsBQbW7CS9NyWb7n+fS8+OxZw0XG3cW89nnJRza\n4EPLvoqX/+PFwO6Nu6JWpbOEDSVzWVvyFWHucVwT/CAdfYdh0C7+7+bJPRb33HMPs2bNuuhjEEII\nIcT5ScBoJPuzdlNdYqRlx5gT732ycQvNuxpp437hG8LqzXZsy6rxuKphf/2/2JRS7OdRgrmWMO2W\nBtU6ti+bbz5YRuahPJ7++H5iWjXutB+Aapudg6lppOyo2X+itLiMxC6tad81gdH3XU9waGCjXduS\nZWbzxBl0evkmQnq1OPG+w6nz1eJc5s+spiTTkz43a7y42I/YyMb9fmTbDrLGPJPk8mV09r2aP8Z8\nTDOvpmmul+ZtIYQQ4vIhAaOR7EnbTqW5muZta24CraqaLduK+OekPrU6v3qdHbdEN7xuvrwCRg6f\nU8UhEvmsQXVKC8v5+dvNWCqsPPrO3US7KFxYq2xsXpuM7tTPeH//nsMc3neMmLgoOnRLYPyjo2nR\nqhkGY+NOUytNzcG87RhpMzbS6sGBRF9f08xdXFrN5OnZrJ7njoePk+vvNjLhjjBMno33v62udFIq\n15Bknk6u7TADA+/ib/FL8HMLabRrXsjJDeMSLIQQQohLnwSMRqDrOnsO7cTDwwNfP28APju6Dq3c\ng5vbt6tVDVWqcOtgxOB/+fRgVKjdHOVVurICg+ZV7zpWi431i3eQdTifWx+6moSucS4Zn+7UmfLe\nbJwOB+FRoad8zd3djcHX9WHiU2Px9mncpVWVUlQXW0ApqnJL2TRhGpHXJBI/ri8t7u3L7oNl/O+z\nQvas8iamk+LJV90ZPiCqUZeZteqVbC6dT5J5JiajP0MC76Wb/wjcGtg/4wrvvPMOgYGBEiyEEEKI\ny4QEjEZwrOAQlJqIjKiZQ29TdqZt3MXAbh0x1vKv4Xq+juGqy2fFJKeqIIXxtOJNvLWEBtV6aezH\nOB1Obn/sOjoNaOOiEcJ3M5biqLbzp388gFsjNkOfj9J1dr2wiOzFuzB4uqFpGol/uY5mo7uzaFUB\nz41PIzfVRNcRGp/M9aVdfOMuM1tYncHaktlsLl1AG5++3BP5OvGmbk22zOzZPP300009BCGEEELU\ngQSMRpCasQOv4kiiYqsAWGDZgnFvMLfeUIebZZOGIezyeXpxkD8TQB8itLsbVEcpRbm5gg9W/BU3\nd9eFgA2rtpK8eS/Pv/VYk4SL6hILu/62gIrDBbgHeXPt+mdx8/Wk0uLg0znZLBuZhe7UuOYOIxP/\nG0ygX+M9OVBKcahqC0nmGRyp2k7fgNv4S4t5BNeiN6ixHO+x0DQNXdcvfIIQQgghLlkSMBpBakYy\nxQd86dK3LQCzi37BciSGAV3rsMyqA7TL5KeTq2ZSzna6s6bBtcqKK9GdyqXh4lDqUeZN+4Gn/zkJ\nn1+nrF1MtuJKNo6fSkiflrScMICAjtEcza/mk/ey2fqDiZBWTib82cTo6xp3t227bmNb+RLWmGfg\nUHYGB93LuKi38DRc/O/Jcac3b0+ZMqXJxiKEEEII17hMbmEvHyUVRZRWmjl6pJQ/PDOKlOpM8vdC\nj7Zh+JpqP+VJVShwu3SmqZyLRe3nCH+jCz9g1HwaXO9oShbefvXv3zhdUb6ZT96Zyf1/GkNUbOOv\nQgVQlVOK+vWv8Mqp2PHUN4QNaE3icyNYtamIaX/KIH2bD+2GKN79wose7Rt3GlSpo4D1JXNYXzKX\nWK/23BT2FG29+2PQmu4J2TXXXMPKlStPvJbmbSGEEOL3QwKGi6VmJhPrlcjCnJV06tGWtyyLiEiJ\n46qezS588q/0Uh09V8cQeGkHDKeqIoVxxPMSPloHl9Sc99+faNmx9t+r87FW2fjvG9MYfssQOvWo\nXXN9Qx2bs4WUN5bi7v9bo3jIwNasb9GR525Jx1LszsBbDbz9egCRIY0beNKte0gyz2BvRRI9/G/g\nT7HTiPBs2ajXrK2HH36YlStXSrAQQgghfockYLhYakYypuIWhEeEorsrFldsh93dGDYu5sIn/8qe\n7ADAEHxp92Ac5jm8SSSS+11Sr7KsioLMYh546bYG11JK8eV/vqFF62Zcc9NAF4zuwpxWOwc+XEm/\nGRMI7NyMnEIrk7/IZf1CD3z32bllvBv33BSBp0dj7rbtYFfFCpLMMym15zIoaCyjw/+KtzGg0a5Z\nH6NHj0Yp1dTDEEIIIUQjkIDhQnZHNYdzU0lI70Bsi0hWVO0mLqsFVYEmmoX71rqOI9WJ+8BL+0eT\nr+ZhZhU9WO+SFYcKsopZM38rniZ3YtvUoVflHNav3EJ+TiHPv/1Yo6+IpHSd9G+2UfTLEQK7NueA\n5sNn/3eEA+t8aNFb54X3PRnaq/F3295YMo+1JbMJdo9maNB4OvlehbGJG3kCAgKoqKjA6XQ26TiE\nEEIIcfFc2nexl5nDualEBTanMKeU5q0jmWfZRGhKK1r3rNtUGFWqMMY2zTKqtVGl0jjEk3RiAW6a\nv0tqbluVwi8/7GTMEyMwGBoWCPKyC/luxo88/eofcXdv3F9x3e4k+Zl5VBwroiAiggW5HcicaKXX\njRpfLvSjRUzjToPKtR1mjXkm28uX0tF3GA/E/IdYr/aNes3aOL15WwghhBBXDgkYLpSakUyrgM6s\ns+YQ2N6X/fYjBCU3Z+IjtZ8eBaAcCrcWl2bA0FU1qYynOc/ip3VzWd2sw/n0HdmF/jc2rKbD4eTz\n97/ixjuvIbp54zZPO6qq2fjQbI5l25hZPRKtysCIuzQ+uTMMH6/G3W17X+U6kswzybKlMiDwTv4a\n/z3+bmGNds3aOj1YSI+FEEIIceWRgOEiSilSM5K5KfoRKqv3UxxgZEhFN1aX2ujcOqROtZyHnDCk\nkQbaQEd4AQ+iieFhl9bNSy+kz/BODa6z+OsV+Ab4MmxkPxeM6tz2pBSzbcIscksD2NnrGh6d4M31\ng0MbdZlZm17J5tJFrCmZiYfmxZCgcUz0+wg3Q9Pvtg1QXl5+IlxIsBBCCCGuXBIwXCS/NBtd6XiX\nRVJWVUaqTyW3pw5maA+91rt3Q82ypnqewhBz6TV4F6ofKGQhPdjg8r6GqgobwRENa0Q+mJLGupVb\n+Me/nmiUvgtd11mSVMjsLyvovWkVPlE+3DjjFp5NcM00sXMptmex1jybTWXzaWXqxZ0RL9PK1OOS\n2m0bwM/PTxq3hRBCCCEBw1VSM5Jp16wL1kM6WWX5hIRGs3dDBXde17pOdfTimhs0Y/SlFTCsKpMD\nPEIH5uCuBbu0tt3moDivtEH7X1gqq5j6768Z//Bo/AP9XDg6qLQ6+HxODj9+rXBYDdzSKY12LasY\nuuBhDB6N87+QUoojVdtIMs/kUNVmevvfwlNx3xDiXrfpdo3lvvvuY9q0aU09DCGEEEJcgiRguEhq\nRjL94kdg8NDILyri/tBRfLm/kA+fGVSnOo4dDjRf0Dwvnb9OK+UglftpxuMEaH1dXn/Dkh3oTh2f\ngPrtKK3rOl98MJdOPdvRuVeiy8Z1NMvCx1/ksXWJF0HNnYx7zJPbhgazdsRXdH739kYJFw69mu3l\nS0kyz6BatzA46F7uiXoNT0PDNzF0hZN7LD766CP8/Fwb5oQQQghx+ZOA4QJV1RYyi9KIik8gJ6oK\na1EVkcUt6d4ut067dwM40524dbm0fixH+SdGfIjlzy6vfWRPJounJnHN3f1wr+cN+8LZy7FUVjHp\nL/e4ZEyrtxTx5RelHN3sQ5uBijeneNHB34Mdf5nHmteKCeoeR2ifeJdc67gyRyHrS75mQ8nXRHu2\n5frQx0n0GdSku22f7GzN2xIuhBBCCHE2l9ad7GXqQNZu4iPaYi90Y5nnRjy8Pdi+t5RhPes+ncWZ\nq2NsfumsIFWsVpLLrF/3u3D9ze6+rUdo1jqCmx4cWq/zNyXtYMu6nTz/9mO4NWBJWlu1k1kLc1k4\n24FXdilXN0vl0Rt98DG5wWLF+oXJJDw8lPAhbTBFu27TukxrCknmmeyuWEU3vxE8GjuVSM+6Tatr\nbCf3ekjzthBCCCEuRAKGC6RmJJPYrCuVqXaWu/9Cs/hokrZn86e7Ote5lipTGCMujb9aV6tc9vNH\n2jEVDy3c5fUzD+aSl15EcGQgHp51e9IDkHYgg6+nfs+Tr0zEz79+U4jyi2x8PC2HdfM98A52cNPd\nBhJmrSGkUxymqN+at3t8eBchvV3z1EJXTnZXrCLJPIMieyaDAsdyS8tn8DEGuqS+q3Xp0oXHHntM\ngoUQQgghakUCRgPpSmdf5k6u7nQra/ZlYMuy0KJ5WwyBJmLC63fTa7gEGryVcpLKBKL4A0Ga69fM\nzc8o4u2HphLdMpwbJ9S9vrmolMlvT2f8I6NpFlf3nb+3pZTw6efF7EvyoXkPneff8eDqvtHk/pTC\nfg06vnijy1dpsjjL2Fhas9t2gDGcIUH30tnvGoxa3cPVxZScnNzUQxBCCCHEZUQCRgNlFqbh4+WH\nqSqINS2X03pnMFWmUK6qx/QoAEeq85L4qaTzLgqdOJ53ee3Ksir+/cQM2nZvwaPvjK3z+dU2Ox+/\nOZ1hI/vTtU+HWp+n6zrzlufz9fQqig6b6Hm9xufzfWkVW7PbtjWvjJQ3fqT930a6NFzkVx9ljXkm\n28oWk+gzmPuj/kWcqeF7frjS8R6L4cOH8+OPPzb1cIQQQghxGbsEbmUvb6kZySTGdiW/oJINIXsZ\nkOvHdps7z9QjYCilwEmTT5EqUevJ5n90Zx2a5vp+kF9+SMbNw40HX7m9zueWlVQw85PviIgOZcRt\nQ2t1Tkl5NVNm5bLyWwMGo2L4nUYmfhaKh9PBof+tYU+VHYC8lak0v6sXkVc3fCUqpRT7LRtIMs8g\n3bqX/oF38Fz8IgLcXD/VrCFOb96+/fa6/0yEEEIIIU4mAaOBUjOSuan3WD4qXMLVemfSsvZiCYBO\nreuxV4St5j9aYNMtUWtXhezjD7RhMp5atMvrZx7KY+uKvfQZ3glPU+13oLZUVrF8wRqSftxInyFd\nuW3c9Rd8yrAvrYJPphawc5mJiHZOHv4TDAh3YDBoVCUfY+ubS/FLiCCwY83n7PjijUQMa9egz1et\nV7GlbBFrzDPRMDI0eBx/iP43Hob67/HRGGJjY8nMzDzxWpq3hRBCCOEqEjAaoMxipqg8n5wAxRbL\nARYEPcMNZan07R9ap927j1M2heavoRmaJmAopdjHJMK4gxBtuMvrV5ZV8c5DU2nRPoaBN/eo1Tk2\nazWrlqznp0Vr6dIrkb+/9ydCwoPOebyu6yxbX8jMLyrJ2m2i41WKD2Z50ybAmw33fM4+P68T+1dE\nX9+J1pMGu2Q6lNmew9qSr9hYOo+Wpm7cHvF3Wpt6X3K7bR9ns9WkWQkWQgghhHA1CRgNkJq5kxbN\n2vNiybdM2n8TgS28KDEGMmJg/VYbcuxxosqUi0dZe5n8BzvFxPOSy2v/8OUaVsz5hXY943n4zbsu\neLzd7mDNsk0s/e5n2nSI55nXHyYyJuycx1fZHHzxTQ5LvlJUVxoZervGh+8HERIQSXVpFevH/I9m\nt3SlzaPDXPaZlFIctSaTZJ7B/spf6BUwiiebf0WoR3OXXaOx5OfnN/UQhBBCCPE7JQGjAVIzktnZ\nykhXR0sGuiWSnl4I/qEM6xVbr3qOg07c+zfNj6RMbSWD9+jOGgwuXtWosqyK5bPWM/YvN9J9WPvz\nHut0Ovnl5+0snruCmOaRPPHCBGLjzz1VKz3XwuSpeWz63ovAZk7unuTBXTdE4Gas6R1xVFWz9eFZ\nhA1KcFm4cKhqksuXkWSeicVZwuCge7kr4hW8jL4uqe9KAQEBxMTEkJKS0tRDEUIIIcQVQgJGPTmc\ndn6xpLLPI5Ip6WPxDjfywcz1+GsWfOq4ezfUTI9yZjoxhF78Bm+HKiGV+0jgQ7y0OJfX37vxELYq\nO50HtsXN/dxN41vX72Lh7GUEBPkz8cm7adWuxTmPXbe9mKlTSziy0YfW/RX/nOxJ/66/LVdbfiif\nqpxSDk1OwhQVQIfnRzb4c1Q4illfOpf1JXOI8GjJ8JCHaO8zGEMjNMI31MnN2xUVFU08GiGEEEJc\nSSRg1FNq7l52tvfl9aA7MG7xwBJfzrc/7GXU9V3qVc++zYFjrxPf5z1dPNLzU0qxn8cIZgRh2qhG\nucaKORvpPjQRL+9zN3V///VPbF6TzN0TR5HYJeGsvQt2h5PZi3KZP8tOWY4H/UZpvPKCP80iIk45\nLnvJbna/tAj/xCiCujen3ZPXoBnqH9yyrPtJKpnBrvIVdPW7joeaTSHas0296zWm01eFkh4LIYQQ\nQlxsEjDq6dPSn2jlGcJQjw7sLSrF1MaGITyWJyZdXa969h0OjHEG3Dtf3B9JDp9h5TCJfNYo9XWn\nTsaBHO555oazfl0pxaKvfmL7xt385bWH8A/0O+OYArONydNzWDPPHa8ABzfe7cb9oyPw8qx5cmBO\nzmDb43OoLrUA4ObjSd/pEwhIrPsGfCfGrZzsrVhNUslM8qvTGBh4N3+PX4qv27kbzJvafffddyJc\nSLAQQgghRFORgFEPutLZ4JnNu353U1XoxDPQyO4jRbjr1fXevdu+w4HniNov2+oKFWonR/knXVmB\nQWucZVTt1Q4A4tqd2UehlGLBrGXs2prKU69Mwj/w1B6G5H2lTPm8iJSffYjtpvjLGx4MHxCDrbCC\n/a8txlllB12Rv+YgXd64ldC+LQEweLphOM9UrPOxOivYWPoda0pm4WsMZEjQeLr6XXfJ77YNMG3a\nNN544w2io12/vLAQQgghRG1JwKiH5cVbcHcohoT1onCPDe9wIxs2FBCol1345LNQSqFn63j0uXg/\nDqeqIIX7aMXbeGsJjXad0sJyfPxNZ7yvlGLe9KWkJB/gyVf+iJ9/TTDTdZ0FK/KZM72KgoMmuo3Q\nmDLPhzZxNdOgLNklbBw3lfChbQnqXNNM3+qPg/FvG3HGNeqioPoYa8yz2Fq2iHY+Axkf9TYtTPWb\n7nYxLF26lJEjz+wrkXAhhBBCiKYmAaMe5pQl0dcWiaZpWPKd+MW6s+NQKZGe1nrV0wtqlqY1RF2c\nBm+lFAd4ggD6EaHd2ajXKiuuJKJ5yBnX/+aLxezfe4QnX56Ir78P5ZV2pnyVw09zNVBw7RgjD34S\nQoDvqU8OUt/8kegbOtHuyWsbPDalFAcsG1ljnkmaNZl+AbfzbIsFBLpHNrh2Yzm5x0KpplvSWAgh\nhBDiXCRg1FGFbmWHMZeP/W8FwJLvwDvRQJ7ZRu/oek6P2u4AA2huF2dTtjxmUsFOupPUaNc4ti+b\nNx/8DINRo+c1HU+8b62yMfOT78jLLuTJlyeSY1Z8/F4aO340EZbgZOJTJm69NhzDWZqyrQXlFKw9\nSOd/NqwZvVq3sq1sMUnmGSh0hgSN577od/EwnPmk5VJxtuZtIYQQQohLkQSMOlpUsZnQomp6dOyJ\n3aKj2yElp5hQk050TGi9aiqLwvOmi9N/Uan2cYS/04WlGLX6BaLzUUrx9fs/kn0kn4Sucfzp/Xsx\n/LqreebRHP73zkwS2sfT/cbRPPTnPDJ2eNN+mOL9aSa6tjv/k4P0uVuJGtkR97NMuaqNEnse60q+\n4pfSb2nu1Ylbw5+ljXe/S3a37eNOHp80bwshhBDiUicBo47mlq6jhyUUL3cTpVnVeIcZ2ZpagD0/\ni/ibe9erpp6vo5ka/ybXqapIZRzxvIyPdv4N7+pr39YjrJm/hT+8eBuRcaG4uRtRSrFm+Sbmz/yR\nsPYDmPtjG6xfKwaP1vjX24GEBV24f0J3ODn21RZ6/+/eOo/pWNUuVptnsK9yLT39b+KJ5jMJ92hR\nj0/XNEwmEx9++KEECyGEEEJcFiRg1EGaPZ8svZgnAq8CwJLvxDvcjV9WZlO4fx+9BtTvBlCVKjTf\nxg8Yh3kGHzoQyX2NUl8pxbf/+YkeV3Wg16/ToqxVNqb8+xtSd2eRljmatEpf7phgZOxNkbi7XXil\nJ6XrKF2x89nvCGgfRUCH2jUxO5WdneUrSDJPp9xZxKDAexgT8Q9MxjOXwb3UWSyWph6CEEIIIUSt\nScCog+VVO4nOq6Zj2+5ATf9FQHt3DmaWkRBtIjwq5AIVzuQ44KA6yY7vi96uHu4p8tW3lJBEd9Y1\n2pSgv9/xIaWF5dz2+NUk/biRdWv2cnT/McrKEvBJuIW/PRXGoB7Bta5XmV7M2lH/xV5uI7RfS3pN\nufDTi0pnCRtK5rKuZA6h7s25OvgBOvoOuyR32z7Z8R6LsrIy/PwuvxAkhBBCCHGcBIw6SKlMI8Tq\nRlhAJEpXVBU6KSirJDrIk6Dy+vUzqEpw62LEo0/j7bNQpY5wiKfoxALcNH+X1//+89VkHcrDXF5M\nQFsTk9//ijJrDKXmeNoN6cMLD7WkeWTdA1TK6z/Q6o+DSXh4yAWPzbEdJMk8k+TyZXT2vZqJMf+l\nmVdifT7ORXV68/b+/fvp2bNnE45ICCGEEKJhJGDUwRFrNkP9WwNgNTtx9zGw/WAhcSFuuJfX76/O\nerkODleO8rT6ykYK44njOfy0bi6vr5Tix+lrGXBnb5yHYNeh4eAVzPV3GZgwJgqTZ+1/xcoP5VO6\nJxuAqtxSyvbn0f2Dcy+jqyudlMo1JJlnkGs7xMDAu/hb/BL83Or+JOliCwoKoqSk5MRrad4WQggh\nxO+FBIw6yFVl9A4bDoAlr6b/YltSPs19dRzB9XsyoMoVNOLsnSO8gCfNiOahRqm/ZXs+2eW9+Wnp\nVpwBQ3j0xRhGDAw96zKzp9MdTnS7E4CyvTlseXgWYQNagaFmCle3d2/H6Hnmkx2rXsnm0vmsMc/C\ny+DLkKBxdPMfgZt2cXdCb4jj4UKChRBCCCF+byRg1JLZUozFXadXxG/9Fx6hBnbsL6RLV0V1UP2e\nYNi3ODAEN84Ge4VqCYV8Tw82uLTvQtd1vv+5gK+mWchN8SIuIoWegxN49C9X1b6Gw8naUR9TkVYI\nmobR041u791BxLC25zynqDqTNSWz2Fy6gDY+fRkb+Rrxpm6X/DKzZyOb5AkhhBDi90oCRi1tyN6E\nn9ENLzdPoGYFqTw/C9GhPtjKcwis5xMMvVDHa5SnK4cKgFVlcIBH6cDXuGtBLqlZaXHw6dfZLJuj\noTs0rr7DSHiPLWxcVcDEPz1Wp1pZC3fi5u/F9XtfOm9AUEpxuGorq83TOVK1jb4Bo/lLi3kEu9du\nNammFhgYyMKFCxky5MJ9JEIIIYQQvwcSMGppW9EuoqNqbtQdVh27RWd3ZiE92odRuucAca1i6lxT\nWRTOIzqGSNc+wdCVnVTupxl/IkDr0+B6RzIrmfx5Plt/MBHSyskfnjAx6uoQVs/fxMJvN9G6RWs8\nzjKV6VycVjsHPvqZrm/dds5wYddtbCtfwhrzDBzKzuCgexkX9RYkXaiwAAAgAElEQVSehsZdbctV\nTm7eHjNmDHl5eU08IiGEEEKIi0MCRi04dQf7K4+RYOoLQFWBE1OoG1v3FDCif3OWry0nMLDuU6Ts\nO2q6u40tXNuEcZR/YsSXWP6vQXVWbSriy6mlpG/zod0QxTtTvejZoWa37YyDucybuYRWrVsw4s5B\nta5pK65ky6SZBPeMI6R3/BlfL3UUsL5kDhtK5tLMK5Gbwp6irXd/DFrjTCNztdNXhZIeCyGEEEJc\naSRg1MLRvIM4/X1p6RUFQGW+A1OYga2pBfz9wR58Yy4noB49GJX/qcK9nxsGP9f1EBSrFeQxmx6s\nR6vHTbmt2smMBbksmuXAUuzOwFsNvP16AJEhp+62PeezRbi7u/PM+3+sdQ9ERVohmx+YTtTIDrR7\n6tpTvpZh3ctq83RSKpLo5n89j8dOI8KzZZ3H35Q8PT2prq4GJFgIIYQQ4solAaMWUjOTIdifZsaa\n5U8t+U5Kg2z4mNyICvWhxFxOYHDdA4YhSMN0r5fLxmlTOexnEol8gYcWXqdzcwqtTP4yl/ULPPAN\nc3DLvW7cMyoCT48zn66sXb6Zg6lHuO66YbUKF8fmbCFr0U7KD+bT7slriLu7NwBO5WB3xUpWm2dQ\nYs9hcNA9jA7/K97GgDqN/VKRlpbGDz/8IMFCCCGEEFc0CRi1kJqRjCUmkBi3YJRSVOU7SXEU0TMx\nDIDSejzBUE6FM1132RiVcrKPB4hiAoHa4Fqft3lPCZ99XsyBtT606K3zwvueDO117gbqjLRsvvly\nMYZSL0aMO3NqlNNqJ3NBMnp1zfSvsn25FG05Soe/XY93syD8WodjcZbyS+m3rDXPJsg9iqFB4+nk\nexVG7fL5dSwvLz9jx+3o6GgJF0IIIYS44l0+d3RNpLi8gAprOQWaG7HGEGylOgYPjR2HC+nToeYp\nQX0Chp6lgwJjhGt6C9J5B4UijucueKzDqfPtj3l8M8NG8VFPet2o8eVCP1rERJz3vIqySia/NYNQ\nn3BCegfjG/Bbw3V1iQVHpY3kZ75DM2j4tgoFwD3AxMBvJuER6E2u7TBLcyezo3wpHXyH8kDMh8R6\ndWjYB7/ITu6xkKVmhRBCCCHOdFkFDE3TRgD/BgzA50qpt077+ljg2V9flgMPK6V2N+SaqRnJxMd2\noFqlE2zwxZxfjXeEka0/5/PIHR2xVtlQSuFlqttSs5ZPrRhCNTTvhvdflKh1ZDOF7qxH087dMG4u\nq2bKrBxWfmPEzVNnxJ1GHrgrDB+vC/8a6E6dT//1FbGx0examsadH95w4mv5SQfY+thXuPl4EDWi\nAx1fuBHNWBOcdKWzr3IdSRkzybKlMiDwTp6P/x5/t7AGf+6L6WzN20IIIYQQ4kyXTcDQajqWPwKu\nBrKBLZqmLVRK7TvpsCPAYKVU6a9h5FOgb0Oum5qZTFhCR2KMlWiahiXPSbmHjWq7Tny0H7lZhQQE\n+dV5szfdrOM90dSQoQFQrQrYxwTa8gmeWtTZP8ORcj75vICdy72J6qDz+AsmbhhSu922j1swaxlK\nKTp2ao+vIYC23WtWgHJU2Nj194X0+uQewga0PnG8Ta9kc+ki1pTMxF3zZGjQeCb6fYSb4fLZbRvg\no48+4vHHHz/xWpq3hRBCCCHO77IJGEBv4KBS6hiApmlzgFHAiYChlNp40vEbgbpvTnGSaoeNtLz9\nRPcdSjN7MFCzg3eqh5meiWFomkbmsVyaxUXWvbgTtOCGPb1QSmc/kwhnDMHadad8Tdd1flhTyOxp\nlWTvMdH5Wo2P5/jQvlXdx7ptwy62rNvJc28+wpS/fktc4m/f1tR3lxE6oNWJcFFsz2KteTabyubT\nytSLOyNeppWpx2W52zbAY489xuOPPy7BQgghhBCili6ngBEDZJz0OpOa0HEuDwJLG3LBQ9kpxIS0\nIF+rpJkxBKddYSvT2Wmp2WAPIO1QJi3quMmesimUDpqpYTfdmfwHO2Za8OKJ9yqtDqbOzWHpVwqH\n1cCwOwz894Nggvzr9+QgOz2XWf9bwBP/eABbpZ0jezIZ/VjNErNl+/PIXrKHoT/9H4ct20gyz+Cg\nZRN9Am7lqbhvCHFvUL67ZEivhRBCCCFE7V1OAaPWNE0bBvwBGNiQOqmZySTGdmW9s4jmbqFUFTgw\nBRvZtr2AsSMTADh2OKvOu3hbPrOiKhSGwPoHjDK1hQz+RXfWYtDcOZpjYfLUPLYs9iKouZN7H/Vk\nzMgI3Iz1byK3VFbx8ZvTueP+G4hrFUPO0QIimofQsmMsAClvLcXjDyF8WDIem17JkKBx3BP1Gp4G\nn3pfs6kc77GQMCGEEEII0TCXU8DIApqf9LrZr++dQtO0zsAUYIRSyny+gi+99NKJfw8dOpShQ4ee\neK2UIjUjmQeve4avHT/Q37MtlnwnNh8nBeYq2sYF1gzqWC7tb65bjqleXY3pAROG4Prd/DtUCanc\nRxv+w8atPnz5xRGObvYhYaDijSle9Ol09l6MutB1nan//pqO3dvSb1gPPn/pO9L2ZuJvNLL23k8o\nKczBWlFOwd/KuD70cRJ9Bl02u22f7PTmbSGEEEKIhli9ejWrV69u6mE0qcspYGwBWmuaFgfkAHcB\nd598gKZpzYF5wDil1OELFTw5YJwu15yJphmICIwmM7+IZm4hWPIdHLCY6dYuFOOvTwYyj+XVuQdD\nVYJHn/p965VSpKpHyD08mNef6UJFvo3+txh445UAokLPv8xsXSyeuxLDITNd/Zuz+93lmOcnM2B4\nNLb16SSPPEzEoLb0a/cHYiM6ueyaF9PZVoWSHgshhBBCNNTpf7R++eWXm24wTeSyCRhKKaemaY8B\ny/ltmdpUTdMm1XxZTQFeAIKBj7WarmK7Uup8fRrnlJqxg8TYrpQrK7nOEpobQziSX8WeyiJ6Jv62\nS3Zdm7yVrWYKTn36L/KLbCxM/hd+zQ7y9V9nc+NdRsbdEoGX57mXpq2P5M0pbFmyif57FNaWlRzM\n3oNH/2Okux8j7v+6MeG2Z/AxBrr0mhfb8XAhwUIIIYQQwrUum4ABoJT6EWh72nv/O+nfE4GJrrhW\namYyV3UexUbbQbp5xGOoNIIG2w8W8LfBPYCajefs1XaCQwNqXdf6ra3mH+61H8v21FKmfF5ESfYx\n7v/kv7gfns/8eQl1+Ti1lptVwIz/fsvNgXFU3ZzPtOtegzIT3dVtjL32IYxaHQZ+CZNeCyGEEEKI\nxnFZBYyLxWKrILs4ndZRiXxdsZABv/ZfqEDF0exyOrcOASArPY/o5hF1WoJVWRWmCV5oxvOfo+s6\n85bnM3d6FYWHTfS5xcK4158gwf1fhHfr1aDPd7rKcgs7/vsTRfN3U2Wx0t9XUWTdQ8EnVmwf9eGf\n775CcETtQ9SlpEePHmzbtq2phyGEEEIIccWQgHEW+zN30TIyEXc3DzZY9zM2ZCCWfAdHrCV0aBmM\nh7sRpRST35lNdGz4hQueRNnBcJ7vemmFnSmzcljxjQHNoBhxl5EJnwaT5f1XDAwkXBvToM9WsiuT\n3BWpVJRbyDiSRWG+Ga3QQoDTyLFR5VQkpNGz9SAS/YazalYq8T7ll2W4OLnH4t133+Xpp59u4hEJ\nIYQQQlwZJGCcxfHladMdhViVnQS3SA7nV5BSaD6x/0VluYVlC9cxfck7daqtyhTEnvn+/qMVTP68\ngJ3LTES0c/Lwc57cfFUYBoOBXDWdCnbRnTUN+lw5y1NIfv47zC19KCw007x1NOFdPckLOETazaUM\njrmH7n5v4GHwYvms9RRkm7nt0WsbdM2LTZq3hRBCCCGalgSM0+i6zr7MXYzsMYYfrfvp79kGpUNV\nsZOdxwp5ZExHAIqLSmkWF0mvAXVbRcl5zIl7F7cT11q2vpCZX1aStctEx6sUH8z0pnOb35rGK1Uq\nR3iBLizFqHnX+3PtW7uXff83h50d3Ol6VwKm3vvYbJtBvKkrw4IeorWp9ylTvdYvTqbn1e1p1yO+\n3te82E4evwQLIYQQQoimIQHjNOkFhwjwDiLIN5RNRYsZZupAVaETzRdS0orp2jYUgJf+/B/cPer+\n7XOm6VRHKD6fmcGSOYrqCiNDR2t88F4QoYGnrkblVBZSGU88r+Cjta/X53HYHUz76Fv4NpXgIWE0\ne/YoG+2v0ctzFE9GfEWoR/OznpefUUTPqzvW65pNZeLEifTu3VuChRBCCCFEE5KAcZrUjJrpUQD7\n7Nk85j8CS76DDGcZrZoF4GuqWUXp6KFM3v/yb3WqnZFmYUmJzjcPF+PfzMldEz2464YI3N3Ovszs\nYZ7Bh45EMr5en6XaZueTd6bjyM8jvspGyiM/MjDgbu7xfwUvo+85zyvKLQEgIi60XtdtKlOmTGnq\nIQghhBBCXPEkYJwmNTOZW/veh1VVk+ssIc4tjOx8K/tKzfT8tf8Cam7eY5rXbmO79TuKmTq1hLT1\nvgz2dOPVjz3p3+38u23nq28oYS3dWVenVaqOKyzP4f3XP8GjOJ8uWwKIerEbozq+hkG78J4ZR3Zn\nEt0yHIOh7tdtbMd7LDw9PbFarU09HCGEEEIIcRoJGCcpqSyipLKY5uGt2WfPJs4tFHfNiCXfwa6s\nIsZeX7P3hFKKspIK/AN8zlnL7nAy+/s85s+spizHk36jNF78tw+B3yv8u5376QFAlTrMIZ6mEwtx\n0/zq9BmyrPtZkTWdjR8W0748kNZ7oukzZTzBPeNqXaOq0kqrTmfpRG9Cpzdvf/TRR004GiGEEEII\ncS4SME6yL2MnbWM6YTQYOejIJcE9CrtFx27T2XWkiPcS+wNQUlyGt48XHp4eZ9QoLLExeVoua75z\nw9PPyY1j3bh/dBhenm7Ydziocj//X911ZSOF8cTxPH5a11qNW1dO9lYmkWSeQU5RBvap/RiquhB6\n1EKfr8fjG1/7qU6/LN3J/MkrueqOem2A7nI9evRg+/btJ15L87YQQgghxKVNAsZJUjOT6RLfB4BD\n9lxau0diyXeQa6wkIthEcIAXAAV5ZkIjg085N3l/zW7bKat8aNbNydOvezN8QNgpxzhSHRccwxH+\nhhfNiWbSBY+1OivYWDafNeaZ+BoD6eN+N3mfHWRAl/Z4TdlJrxkTah0uCrLM/PzNJg7tyuCqMX24\n/r5BtTqvsfXp04ft27dLsBBCCCGEuExIwPiV3VHNoZwUxgycCMBBew5jfPphyXeyv6KEnu1/21Cv\nIK+YsPBgdF1nwYp8vp5RRf5+E91GwpR5PrSJO3tvhiPViTHm3D0Qhep7iviB7qw/b99FYXU6a0pm\nsaV0IW19BjA+6m1amLrwzReLSUiMp8WRaoyjuuDfLvKcNU63d+NBMg/l0ndkZ7oNScR4jsbzi+3j\njz/m448/buphCCGEEEKIWpKA8asjufuICorFx6um5+H4FClLvoO9+UVcP/S35VyPHMylzNGd60dk\noXS49k4DEyeHEOB7/ht6+zYHvq+efS8Lq0rnAI/Tkbm4a0FnfF0pxUHLJpLMM0izJtMvYDTPtJhP\nkHtNs3hhfjEbVm3jyYl3kjpzAcOW/1+dPn9Rbint+7Tmqjv61Ok8VwkICMBut2OxWJrk+kIIIYQQ\nwjUkYPzq+O7dABW6lRK9khgtiJSCMnamFfKPR3pyKKOSyZ/ns/nbjphCCpn0V3duvTYcg8Fwwfp6\nqQ6Ae4czv+W6spPK/cTyBP7aqb0P1bqVbWVLSDLPQOFkSNA47ot+Fw+D6ZTjFs5azrCR/Uh7dyXt\nnx2Bu59XnT6/Oa+U2ITaP/FwldObt4UQQgghxOXtwnfGVwClVM3+F81qAsYhRy7xbuFUlyjy9Src\nrP48+9c8Hry1gqpKRWjYF7z6qpHRwyNrFS4Aqjc4wAs0rzOnPh3lVdwIoBlPnHiv1JHPkoIPePnI\nNeyqWMEt4c/wXItF9A8cc0a4SNt7lKpFqYSvysHo7UHMqC51+vy5xwrZtiqFkMiAOp3XEAEBAWia\ndiJcfPrppyilLtr1hRBCCCFE45AnGEBBaQ4O3UFUcM00qMP2POJVJP+bk8X33yoob0/CODv/ejuQ\nkIAw+rfag4/f3XW6hn2zHY/+7me8X6x+Io+v6MEGNM3AsapdJJlnkFq5lp7+N/FE85mEe7Q4Z11r\nQTlb/zCNVnHhRF2dSPiwtnXaN8Ne7WDx56uJbRNFXGJMnT5TfW3duvWUYCHN20IIIYQQvx8SMICU\njGQSm3VB0zSyC6x896lGzpKhHAi1E9Qqn9tGBzJ2ZBsAdm/fT6m5nJi4uk0nch5zYhp36rQlm8ph\nP5Noy+fsKd9KknkGZc4CBgfeyx0R/8BkPP8eGErXWfvgl5j9NG6ZPQl397r/OA/tPMa2VSk89u5Y\n3NwvTmN3z549KSsrw8+vbnt8CCGEEEKIS58EDGr6L0I8r2XiE0c4uN4Hn17u3PFuAVdltGTST8n0\n6dT2xLE5GQVcfUN/goL9a12/8pMq9HyFW8JvN/BKOdmrxmOp6sYHua8S6h7L1cET6Og7rFa7bQMc\nnbWZosxCen44ul7hAuBoajZxidF06Nu6XudfyLPPPstbb711xvsSLoQQQgghfp+u+IBRWFrOoik3\nYcsNpc9NVv6+2I8/sIgRfg9zdEclNruTljG/hYnsjDyiY8PPU/FMep6O73PeGJvVBIcc20G2VT9C\ntWEnVWUTmBhzH828EutU05Jdwt53l5EzMJg7+3eq07knM+eVkdizZb3PP5eTm7fPFjCEEEIIIcTv\n0xUfMDbvzqW6OIDFq8Pw9nSjQrdizq0kqDiAlfY0erYPP9HToJRi9bLNDB1R+6VcHYed6IU6ylOx\ntyKJ1ebpWLXt9IjKoZP6mZCoDvUa9773fyI9RHHz46Pq1HNxumqbnXD/4AsfWEunrwr16aefuqy2\nEEIIIYS49F3xq0jl5FXiEViFt2dN1jrsyCPeLRxrvs6+smJ6JP62G3d6Wg6b1u6k7+Cuta5f/l4F\npV55TNYeYGnhR/QKGEb/6Ao6G2YQ4la/cJG9PY1ji3fif2Mirdq1qFeN42yWaoKjAhtU47izrQol\nDdxCCCGEEFeWKz5g5OdX4+FffeL1QXsOrd0iseQ72ZNddMoO3jkZ+fTs34l2nS48paioOpP5+W+h\njsIvY2dxc/s/82TcHEx+84jQ7iJYu7Ze4z206zCrHpyK+1UtuefPY+pV42QHdx7Dy3Tm6lb1ERsb\nK8FCCCGEEOIKd8VPkcoucODpbz/xek91Oh3dY8nNsFBQZqVdi9/+up+bVUBUs7CzlQFqplAdrqpZ\nDepw1VaGlT8AwJjO/0AzamSo93FQSgv+UedxFqw7xPaPfqIoJYuo7i246sP76z01KutwHkunrQWg\n2monssW5P1NdpKenu6SOEEIIIYS4fF3xAaO0xEBAoH7i9S57OtfrPdlbZqZr21DcjL895EnZdfis\nAcOu29he/gNJ5uk4lJ3Bgfdyb9SbsMoNa2sbmlGjTG0mgw/ozhoMWu2fGCilOPLlBvb++yeOxBq5\n7rnrSbyzL5qx/g+f1n2/g6pKG/2u70qv6zoRFF77FbGO91i88MILvPLKK/UegxBCCCGE+H264gNG\nVakb4b/uL2dV1aQ58oktCWdB5V56dTh1tagjB9K5+ob+J16XOQpYVzKHDSVzaeaVyE1hT9LWewAG\nzYBSCpvdjrGlEbsyk8J9tOE/eGnNLzgm3eEEQDl1dr30PUd+2k3mVWE8+PL9+Pr7NPgz715/gBHj\nBtLz6tr3gJzevN22bdvzHC2EEEIIIa5UV3zAsJW5ExJa8+9NtkO0cYvCmWdgb0Ext7WPP+XY4oJS\nOvdoS4Z1L0nmGeytWE03/+t5PHYaEZ6n9mVYZ9uomm3Dc4wHB3iEUG4gVLvpvGNRSrH7xUUcm70F\nzaChUJSGeeC8qw2PPnEHbvXc6+JkuzccoCinhK5D2tXq+IiICPLz80+8lp23hRBCCCHE+UjAqPAi\nMMSOUoop5Su4x3cQhVlWjhaW0al1yInjli9eS+ruwyzSX8SWlcegoLHcFv483saAM2rqJTpVs214\n/9GLopu/xEo6iXx5wbHse+8nylJyGJn8ArlFxXz02pcMvq4PI0cPa9BStACHd6WzfPYGzPll9B7e\nCd8A71qdV1paCkiwEEIIIYQQtXNFBwyH0469wkRUhDtfWzZgV06Gu3Vl7rE0OrQKxtPDiMVZyi+l\n3/LutK/pcJc3IxPup5PvVRi1c3/r7DsdoKD6mhSO8TrdWIVB8zzvWMoP5ZP+9RaG/vh/HDiczuf/\n+oo7H7yZ3oNqvyTu+SyfvQE3dzdu+MMQolvWfqNAq9XqkusLIYQQQogrwxW9TG2ZpQRnhSdhEUY+\nLFvKP4Puwl6oOGgpoX1bd+bmvcKrR4aTYzuIIT2alx96h65+1503XAA49jgx9LOyz/t+WvMuJq3V\nBceS8sZSWj80hBJbFZ/96yseenacy8KFvdrBrnUHGHRLD7oMaktYTNAZxwQEBHDjjTe65HpCCCGE\nEOLKdUUHjPxiM8ppYJfpIIM8E2ntFsHuwjWsKdvM0ZAp+BqDeD7+e4bZ/8yx/bnEJ8TWqq51iY3M\nB54hkEGEa3dceBxrD1JxpJBmd/ZgynuzuOnOa0g4rf+jvpwOnWdufJeAUD8SusSd8fWAgIATG+Qt\nW7bMJdcUQgghhBBXrit6itThTDNGXx8O6sdoqRfw5tGbsTs9KM65nXeGTCHI1xeAf/7zLRLat8Db\nx+u89ZRTUfGWBfN1c6iK2Esiay44Bt3hJOW1H2j/3AjmzV5GWEQIQ0f2c8nnWzl3Izt+TsXT5MGb\nC/58ytdOXxVKeiyEEEIIIYQrXNEB42COGbdAL6pLP8Jh6smY8BdJXvj/7N15fA1X/8DxzyS2IBJi\na2OLJRHZV3vEEvtaW6iW0Kpfi6JFqbZ49CmP0uKhq1paYouitT5qK0VE7CFCiH0JERIi2/n9kWaa\nm3sTQcT2fb9eebX3zJm5Z645M/M958wcGw68GqkHFwDheyIY9a+3H7i9tKg07pw7xtVZ/8bdbCPm\n2oMfpI5ZHEqRMiW4aJnG0fBIxk0b+lgPdCulCN10hOSkFP5ctR9Hn+oEjmhjkMfd3V0PLiSwEEII\nIYQQ+emlDjAuxl2mSGk4VLwx022nQ4JG8I2D+DobPgRtZmZGbdfqOWzlH3fX3eL8p4OoUWgSJTTH\nXPMqpYias42YRXux/7ILM79bypBxQRQvYfHI+3P3ThJ34hKZ/69VNOrgib1HNQJ6NaBMRcM3XR08\neJCwsDC8vb0f+buEEEIIIYQw5aUOMG7HaxSyvId3cU+KaIW4dS2ZyDtxvFnHcBK5e/eSKFYs97dA\nAcR4jaEkrlTgjQfmjf5xJ1c2RVB/2UBmzlhEm25NqZbHZzxMfveJS0x+60dKlLLAzsmW10dnPLAd\nFhZGmYrGgYQEF0IIIYQQ4kl4qQOMe7c1zKzu4Fe0DgC3L6cQcfUmXrXLGea7e59iFrkHGNfUMhJr\n78E94c8HDnG6dyWeqO920HjFINZv3o1VmVI0b9/okfdjz/pD/LF0D/YeVRk+qy9g+IyFUuqRty2E\nEEIIIcTDeMkDjKKYlYvHuUhGz0FEZBzlrC2wsf7nYe5L56+ReOcullYlctzOXXWKU4yk6pTFFBpq\nmet3KqU49vk6qvXy5XrKXXZvC2f8jOEP9dzF3g2HSbxzT/8cuvEIbo0dqNvazeTD20IIIYQQQhSU\nl/o1tfdvlwSrBKoWKkd6quLgmev4ZHv+IuLQKWo4VMkxAEhX9znOm1RNH4PFCWfMK5r+SdNT0rh3\nOZ7DY1dx70Ic1d5uxMI5IXTr1w5Lq5Im18nuTlwi1y/GsfCLNVy/GKf/VXepjHsze8pXKmPw8LZS\nSh7gFkIIIYQQBeql7sFIuVuSolb3KKIVIvFGKpEJt+jsXM0gz727SdR2yfkB72g+phjVsNkVxF2S\n0IoZByJKKULfXkj8scuU8apC/V8GsHnjbiytSlKviUeeyhp7KY7Pes3GsnQJqjtXouew1kZ5zM3N\n+fbbbyWoEEIIIYQQT81LHWCk3bakbNmMtzYlXk3heOxNJjn6GuS5m3gPi+Km57+IVb9xg3V48Rdp\nSRpFWhQ2me9CyAGSb94lYPdozAqZc+1yLBtXbWfsfwbnOjRq6dcbiDoQQ+Gihbh/L5nqzpX4YHa/\nHPOnpqY+YI+FEEIIIYR4sl7qACP1dilKl894ePvkyXiKFDbDtrzhsxZXL92gfEUbo3WT1DlOMhhn\nVlBIsyblehL8HSukp6ZxblkYqQnJoBSnf9xJvfn9MCtkjlKKX779lTav+VMu23aP74vmfNQV/fOe\ndQfp8m4LKtWsCEDp8qX0ZyzkwW0hhBBCCPEserkDjHgrrMpkRAXhkdfxdjR8/iLu5m1OnYjBv1Vd\ng/R0lUIEfanMcEppPhlpcQqtUMa2Iv69nluHL1DGqyoAzp+1x8rpVQB2b93P3YR7NO9g+NaopLvJ\n/PrNZl6xK0epMhnPZDTp6oNvSxeKFS9q9PD2nTt3sLTM/YFyIYQQQgghCtpLHWBoRe5TunhhUhLT\nOXrtJk3bvmqwPLD5+ygF741+3SD9LBMpTGkqMVRPS96ejMWbxYgJDuXan1E0DhlE4VKGk+bdvpVA\nyML1DP2kP+bm5gbLfpnyG+dPXmHwtNcpVfqfXhRra2vi4+P1zzLzthBCCCGEeJa91AFGYes4alhU\n5u61VE7cimNUHXd92VcT53Eh5iqHr/9mEAzcVJu4xlK8+AtNy3hjVMrJFKJOb+Tuf69yP+4ODZcO\nNAoulFIs/v5X6vt7UrWGrcGy4/uiidh7inf+3cMguAD04EICCyGEEEII8Tx4qQOMQlY38bHw5syp\nOySlpVKjUil92dYNe5n200cGwcV9dZlIBuHIAgprZYGMwOHIxDXcN7+F+7TXsKhoRdGyxq+d3bzm\nT25ci2PAsECjZVuW7cG5fi1cGtgbLZNnLYQQQgghxPPkpZNxDlUAACAASURBVJ4Ho5DVLUoWKsO+\nY9fwqFnW4I1Ot28l4OpVW/+sVBrH6c+rDMRaa6ynR07fzO2zl3Fu2w1rZ1uTwUXk0dNsXLWdQaPe\noHARwzdNJdy6y9Hdpxg1cxB37yU+gb0UQgghhBCi4LzcPRilbqEpMw7F3KCuXwU9XSnFzeu3sCln\nrafFMAUNjSqM1NPunLzKueAwXF/pS/EGpifLi4u9xY/Tg+n/fk9sypc2Wv7KK7YkJN0CoG7dukRE\nROTX7gkhhBBCCFHgXuoejCJWd0m6mcaJW3H4uPzzBqkVP28gJSWVosWKABCntnOZH6nNXDTNnPQ7\nivj37nDmvYPYFHOguEspirYqYrT9lJRUvpu6iKZtG1DH3XD4k5WVFZqm6cHFDz/8IMGFEEIIIYR4\n7r3UPRjFrO9x+exdYu/dw9Hun96Fn79dzTsfZjwrkayucYK3cOB7imqvAHB/UzJpl9K5VfgUDoNb\nUrJZcZPbX/7T71hal6T1a/4G6WZmZvqzFW+0fJeFG2c/gb0TQgghhBCi4L3cAYZVAqGHruFcpQyF\nzM04e/oisVfjiIo4yzdLJqBUOicYSAV6UUZrAcC9y/HE/nwVzTmVu+vjKNe2OmaFjTuCdm/dT8Sh\nKMZOHYyZmeHy5cEhLJ6+lp69u+PhX9toXSGEEEIIIZ5XL3WAUcI6hfCwWHycypN8P5mO9d6hpmNV\nXnu9JbZVKnBOTSeNO1TjEwDiIy6xu89PFEmyxPy+OTXeaoxZYXOj7UYcPMmK+WsZMXEgaempRsuj\nNt+gZgVHOr7tT7HiRZ/4fgohhBBCCFFQXvIAI50DV2/Q7XU7bsbGU7qsFSt3ZAxXild7ucBMPPkT\nM60w6alp7B+8hBrVW1LWojalfy5lcptREWf48aslLN34I9MXfgZkPDQ+e+RiLp+Nzdh27B0+/CZI\nggshhBBCCPHCeakDDJsi5bmQkICbfVn++H0nxSwybvhTVBzH6Yc9symmVQbgyqYIipYtic1dB6zm\nmn5j1NlTF+j/+v/x16H/ka7SgYyHt4/ujuLo7lN8tuhdChU2x8zcjNLlTQcoQgghhBBCPM9e6rdI\n3bpqRs2KVhQtYs6uLfup29gNpRSR/B9laY/N/bakRKSSEpHK6Tm7qNK0HhQBMyvjn+2dAf+Ho5MD\nOw9uJF2l88MPP6CUolvnnqxf8Cd1W7tSsWpZyr5amjIVrAzm3BBCCCGEEOJF8VIHGFdPl8a7dsbr\naQ/vj6Rpm3pc4lvuc4HqTOL+pmQSPr/LmU9DST5/l1Inq1GkbmHj7VyKpXhqeQqbF9YDi7feeguA\n4C/XcunMddoFNSnQfRNCCCGEEOJpeKmHSF04U4IefcuTeOcup47H4NggjWgm48FWEj5OJTUyFRon\nEf3LVhoufwtLe+NhTTeux/H1+B95rU87vlowQU9PS03jX29+y43Lt/i/yT0pZ2s8yZ4QQgghhBAv\nmpc6wDh3MwUf1/KsD9lCmVeKcM5yEDX5kqI3qnHv4B1KzSzJyZA9VOrkjqV9xkzfVlZW3L59m8SE\nuxwNj2RN8Caad2hI4wBfAK6dv8GW5aGk3E/hXkISk1a8T6kyJZ7mbgohhBBCCFFgXuoAo3LpEliW\nKMLOP/YxbNENrGlCufRuJG1NRiulwatpnF8RRqPlg7CysuLO7TsoFLblq/HR219g71SdTr1b4dPI\nTd/m1hWhnIu8hG9LF9yb1MbKxvQD4UIIIYQQQryIXuoAw71GOQBs3HdTwf42NfgPaafSuLckCYve\nxYiYsoFfL/5F+5oTSE1LpXJ5O3p2fYPX+/XA0a0mRYsWMdheWmo620L20W9cZ+q2dn0auySEEEII\nIcRT9VIHGHVdK5CojuHddw8Vb/6KeUkLbn1xG80edh1Zw82QQyyO24ll8VJ8/PEnDB85xGhWboC4\na7cZ+9rXWJQsSrESRSW4EEIIIYQQL63nKsDQNK018DUZb7+aq5SaYiLPTKANkAj0U0odzGl7vj4l\n+fN6c1b+qzpff+FL4rJ77Du/k3PRoZSJTcNlRjduB0x6YLlOHjhLcctiTFw6hMJFnqufVAghhBBC\niHz13NwNa5pmBvwXaA5cAvZpmrZaKXUiS542QA2lVC1N0+oC3wL1ctpmxOV3OBqh6FztP7zRuh+e\n1l7UuXyHqq0dKe1dnbSSJTi6O+qBZTu+L5qablUoUcricXdTPEXbtm3D39//aRdDPGPkuBCmyHEh\nTJHjQogMz02AAfgCUUqpGABN05YAnYATWfJ0AhYCKKX2appmpWlaBaXUVVMbTCi+h++HluTczXak\npCbzurMzLu+2IHhvBKmr91GuUpk8F65JF+9H3S/xjJALgzBFjgthihwXwhQ5LoTI8DwFGLbA+Syf\nL5ARdOSW5+LfaSYDjB61b3I/5TJuJavzkW0XYkll1sqdpKWlM27BIF6pVi4/yy+EEEIIIcQL73kK\nMPKdX3FH+jbsjM0VM3zm96NkzfJomoamaRQu+lL/NEIIIYQQQjwSTSn1tMuQJ5qm1QPGK6Va//35\nI0BlfdBb07Rvga1KqaV/fz4BNDE1RErTtOdjx4UQQgghxHNNKaU97TIUpOepmX4fUFPTtKrAZSAQ\n6JUtzxrgPWDp3wHJrZyev3jZ/qGFEEIIIYQoCM9NgKGUStM0bTCwiX9eU3tc07R3Mhar75VS6zRN\na6tp2ikyXlMb9DTLLIQQQgghxMvmuRkiJYQQQgghhHj2GU9L/QLRNK21pmknNE07qWna6BzyzNQ0\nLUrTtIOaprkXdBlFwXvQcaFpWm9N0w79/bdT0zSXp1FOUbDycr74O5+Ppmkpmqa9VpDlE09HHq8j\n/pqmHdA07aimaVsLuoyi4OXhOlJK07Q1f99bHNE0rd9TKKYoQJqmzdU07aqmaYdzyfPS3HO+sAFG\nlon5WgFOQC9N02pny6NPzAe8Q8bEfOIFlpfjAogG/JRSbsAk4IeCLaUoaHk8LjLzTQY2FmwJxdOQ\nx+uIFTAbaK+Ucga6F3hBRYHK4/niPeCYUsodaApM0zTtuRmWLh7JPDKOCZNetnvOFzbAIMvEfEqp\nFCBzYr6sDCbmA6w0TatQsMUUBeyBx4VSao9SKv7vj3vImEtFvNjycr4AGAKsAK4VZOHEU5OX46I3\nEKKUugiglIot4DKKgpeX40IBln//vyVwQymVWoBlFAVMKbUTiMsly0t1z/kiBximJubLfqOY08R8\n4sWVl+Miq7eA9U+0ROJZ8MDjQtO0V4HOSqlvAHkL3cshL+cLe6CMpmlbNU3bp2naGwVWOvG05OW4\n+C9QR9O0S8Ah4P0CKpt4dr1U95zSXSdEDjRNa0rGm8gaPe2yiGfC10DWsdYSZAjIuI56As2AEsBu\nTdN2K6VOPd1iiaesFXBAKdVM07QawP80TXNVSiU87YIJURBe5ADjIlAly+dKf6dlz1P5AXnEiyUv\nxwWaprkC3wOtlVK5dXmKF0NejgtvYImmaRpQFmijaVqKUmpNAZVRFLy8HBcXgFilVBKQpGnaDsAN\nkADjxZWX4yII+AJAKXVa07QzQG0grEBKKJ5FL9U954s8REqfmE/TtCJkTMyX/UZgDfAm6DOF5zgx\nn3hhPPC40DStChACvKGUOv0UyigK3gOPC6VU9b//7Mh4DuNdCS5eeHm5jqwGGmmaZq5pWnGgLnC8\ngMspClZejosYoAXA3+Ps7cl4gYh4sWnk3Lv9Ut1zvrA9GDIxnzAlL8cF8AlQBpjzd2t1ilLK9+mV\nWjxpeTwuDFYp8EKKApfH68gJTdM2AoeBNOB7pVTEUyy2eMLyeL6YBMzP8srSUUqpm0+pyKIAaJq2\nGPAHbDRNOwd8BhThJb3nlIn2hBBCCCGEEPnmRR4iJYQQQgghhChgEmAIIYQQQggh8o0EGEIIIYQQ\nQoh8IwGGEEIIIYQQIt9IgCGEEEIIIYTINxJgCCGEEEIIIfKNBBhCCCEA0DQtTdO0cE3TDvz93yqa\npjXRNO3W35+PaZr26d95s6ZHaJo29WmXXwghxLPhhZ1oTwghxENLVEp5Zk3QNM0O2KGU6vj3TNUH\nNU3LnLU4M70YcEDTtJVKqd0FXWghhBDPFunBEEIIkUnLbaFS6i6wH6iZLT0JOAjYPrmiCSGEeF5I\ngCGEECKTRZYhUiFZ0jUATdNsgLrAsWzppckIOnYUZGGFEEI8m2SIlBBCiEx3sw+R+ltjTdP2A+nA\nF0qp45qmlf87/QBQC/haKXWtIAsrhBDi2SQBhhBCiAfZoZTqmFO6pmnVgD2api1TSh0u2KIJIYR4\n1sgQKSGEEJlyfQYjJ0qps8AXwEf5WhohhBDPJQkwhBBCZFKPse53ZAyZqpJfhRFCCPF80pR6nOuJ\nEEIIIYQQQvxDejCEEEIIIYQQ+UYCDCGEEEIIIUS+kQBDCCGEEEIIkW8kwBBCCCGEEELkGwkwhBBC\nCCGEEPlGAgwhhBBCCCFEvpEAQwghhBBCCJFvJMAQQgghhBBC5BsJMIQQQgghhBD5RgIMIYQQQggh\nRL6RAEMIIYQQQgiRbyTAEEIIIYQQQuQbCTCEEEIIIYQQ+UYCDCGEEEIIIUS+kQBDCCGEEEIIkW8k\nwBBCCCGEEELkGwkwhBBCCCGEEPlGAgwhhBBCCCFEvpEAQwghhBBCCJFvJMAQQgghhBBC5BsJMIQQ\nQgghhBD5RgIMIYQQQgghRL6RAEMIIYQQQgiRbyTAEEIIIYQQQuQbCTCEEEIIIYQQ+UYCDCGEEEII\nIUS+kQBDCCGEEEIIkW8K5bZQ07RKlpaWmxISEmorpbSCKpQQQgghhBDi2aNpmipZsuSJO3futFRK\nXTCZRymV4wZKlSoVMXr06FojR44sVKRIkSdWUCGEEEIIIcSzLzk5mSlTpqRNnz79XOPGjRutWbPm\nUvY8uQYYZmZm6UlJSZoEF0IIIYQQQgjICDKKFStG+/btfwRmrFmz5mjW5bk+g6GUkuBCCCGEEEII\noStSpAh/d1LcAd7IvvyZf8i7UaNGuS63tLQsoJKYlpSUhL+/P1l7gr7++mssLCy4c+eOnrZgwQKG\nDBlisG7Tpk0JDw8HIDExkUGDBlGzZk18fHxo1qwZ+/bte+zyDR06lFq1auHu7s7BgwdzzPfxxx/j\n4OCAk5MT//3vf/X0bdu24eHhgbOzM02bNgXg5MmTeHh44OnpiYeHB1ZWVsycOROAkSNHsnXr1scu\ntxBCCCGEeOYlAqWyJz7zAcbOnTtzXa5pBffseVpamlHaTz/9RNeuXQ3KsWTJEnx9fVm5cqVB3tzK\n+tZbb2FjY8OpU6fYt28f8+bNIzY29rHKu379ek6fPk1UVBTfffcdgwYNMplv/vz5XLx4kcjISI4d\nO0ZgYCAA8fHxvPfee/z+++8cPXqU5cuXA2Bvb8+BAwcIDw9n//79lChRgi5dugAwZMgQJk+e/Fjl\nFg+nffv23L59O9c8CxYs4MqVK0+8LBMmTGD69Okml82YMYNffvlF/5yWlkb58uUZO3asQT47Oztu\n3rypf96+fTsdOnTQP69fvx4fHx+cnZ3x8vJi5MiRj13u8PBwXF1dsbe3Z9iwYSbzLF682CCwNjc3\n5/DhwwCMGzeOKlWqUKqU4Tn2/PnzNGvWDE9PT9zd3Vm/fj0AsbGxtGnT5rHLLR7PozZQzZgxg6Sk\npCey7Qc5ePAgb7/9tkFa586dqV+/vkFaUFCQ0TUoa5mioqJo164dDg4OeHt7ExgYyPXr1x+rbHFx\ncbRs2RIHBwdatWpFfHy8yXzx8fF0794dR0dHnJyc2Lt3r75s1qxZODo64uLiwkcffaSnf/HFF9Sq\nVQtHR0c2bdqkpwcEBOT4PSJ/ZR4/MTExBAcH6+n79+/P8byZKSYmBhcXl3wry4O+8/Lly/To0QOA\nQ4cO6edeU573OpVbo++nn36Km5sbHh4etG7d2ug+4Ny5c1haWhpctx+xThnf4CqlcvzLWPx0lSxZ\nUiml1OXLl5Wfn5/y8PBQLi4uaufOnfry4cOHKycnJ9WiRQsVGxurlFLK399f7d+/XymlVGxsrKpW\nrZpSSik/Pz916NAhffuNGjVShw8fVomJiap///6qbt26ytPTU61Zs0YppdT8+fNVx44dVbNmzZS/\nv79R+Ro0aKBiYmL0z6dPn1bOzs5qx44dqmXLlnr6/Pnz1ZAhQwzWzSzj6dOnVfXq1VV6evpj/15Z\nvfPOO2rJkiX659q1a6srV64Y5fP19VWnT582Sp8zZ4765JNPcv2OjRs3qkaNGhmkeXt7q6tXrz5i\nqcWT4O/vr8LCwh5qndTU1If+nvHjx6tp06aZ3Jarq6tKS0vT09avX68aNmyoatasaZDXzs5O3bhx\nQ/+8bds21aFDB6WUUkeOHFE1atRQJ0+eVEoplZ6err799tuHLmd2vr6+KjQ0VCmlVJs2bdSGDRty\nzX/kyBGDcu/du1dduXJFWVpaGuQbOHCgXr6IiAj9PKSUUv3791d//fXXY5ddPLrs/155Va1aNYNj\nND+3/SDdu3dXhw8f1j/funVLVa5cWdWpU0edOXNGT+/Xr58KCQkxWaakpCRVq1YttXbtWn3Z9u3b\n1bFjxx6rbKNGjVJTpkxRSik1efJkNXr0aJP5+vbtq3766SellFIpKSkqPj5eKaXU1q1bVUBAgEpJ\nSVFKKXX9+nWlVEbdcXd3VykpKerMmTOqRo0a+vVy4cKF6vPPP3+scou8yTx+tm7dqtq3b/9Q6549\ne1a5uLg8iWI90Pz589XgwYNzXP4i1KlMaWlp6pVXXlHnz59XSil1584dfdnMmTPVoEGDDPJ369ZN\n9ejRw+C6/TB1ClAdOnT4V4cOHb5V2WKIZ74HI7PVf/HixbRu3Zrw8HAOHTqEu7s7kDG0yNfXl6NH\nj+Ln58eECRNy3c6AAQOYN28ekBH13b9/HxcXFz7//HOaN2/Onj172LJlCx9++CH37t0D4MCBA6xc\nudJo6E9KSgpnzpyhSpUqetqSJUvo1asXjRo14uTJk3mKXo8dO4a7u3ueemMCAwPx9PQ0+svaMpzp\n4sWLVK5cWf9sa2vLxYsXjfKdPn2aJUuW4OPjQ7t27Th9+rT++9y8eZOmTZvi4+PDzz//bLTu0qVL\n6dWrl0Gah4cHu3bteuC+CLh79y7t27fHw8MDV1dXli9fzsaNG/WWFzBuwc8us8U/JiaGOnXqMHDg\nQJydnWndujX3798nJCSEsLAw+vTpg6enJ/fv3yc8PBx/f398fHxo06YNV69eBTKG7Q0fPhxfX18+\n//xzqlWrZlDWKlWqkJaWxo8//oivry8eHh507979ga25W7ZswcvLCzOzf045wcHBDBs2jCpVqrBn\nzx49XeXy4ompU6cybtw4atWqBWTU63feeSfX736QK1eucOfOHXx8fAB48803WbVqVa7rBAcH6z19\nAL6+vlSoUMEon5mZmd67dOvWLWxtbfVlnTp1MllvRcFLTEykRYsWeHt74+bmxpo1awDT9XPWrFlc\nunSJpk2b0rx58xy3qZRixIgRODs7ExAQwI0bNwDDobE3btzAzs4OgCZNmug9YgCNGzfmyJEjBttM\nSEjgyJEjBi3BK1eupGPHjgQGBhq0Kudm8eLFNGjQgLZt2+ppfn5+1KlTJ0/r52T16tX07dsXgL59\n+5qsR7dv3+bPP/8kKCgIgEKFCuk9f9988w0fffQRhQplvEG/bNmy+nYDAwMpVKgQ1apVo1atWoSG\nhgLQoUOHPO/3yywmJgZHR0eCgoJwcHCgT58+/PHHHzRq1AgHBwfCwsIA415oFxcXzp07Z7CtMWPG\nsHPnTjw9PZkxY4bBNWrChAm8+eabNGjQAAcHB3788UejsqSnpzNq1Cjq1q2Lu7s7P/zwQ47l7tWr\nl0HvQ2YvQtbv3L59u96C7+XlRWJiot5jkpqayqeffsqyZcvw9PTUR2JkehHqVFabN2+mRo0aVKpU\nCYCSJUvqyxITEw2uwatXr6Z69eo4OTkZbCO/6tQzH2Bk8vHxYd68eUycOJHDhw9TokQJAMzNzfWb\nsT59+jxwSFX37t1Zu3YtaWlpzJs3j379+gGwadMmJk+ejIeHB/7+/iQnJ+uVKiAgACsrK6NtxcbG\nYm1tbZAWHBxMz5490TSN1157TT+YcwoeHnaI15IlSwgPDzf669Onz0NtJ6v79+9TvHhx9u3bx1tv\nvaWf+FNTUwkPD2f9+vVs2LCBf/3rX5w6dUpfLyUlhTVr1tC9e3eD7ZUvX55Ll4zeWCZM2LBhA7a2\nthw4cIDDhw/TunVrWrRoQWhoqB7gmgrissp6DJ06dYohQ4Zw9OhRrKysCAkJoWvXrnh7e7N48WLC\nw8MxNzdnyJAhhISEsG/fPoKCggyGKaWkpBAaGsqnn36Kh4cH27dvB+D333+ndevWmJub07VrV0JD\nQzlw4AC1a9dm7ty5ue7nrl278PLy0j/fv3+fP/74gw4dOtCrVy8WL16cp9/r6NGjBtvJSeazQ9kD\ncVPPdF28eFE/GQNUqlTJZCCe1YP+TTJ99tln/Pzzz1SuXJn27dsza9YsfZm3tzd//vnnA7chnrxi\nxYqxatUqwsLC2LJlCx988AFgun4OGTIEW1tbtm3bxh9//JHjNh+n8SsqKkpv/MoqLCwMZ2dng7Tg\n4GB69+79UDdDea1HCQkJJuuRp6cnJ06cMMp/7do1PdCuWLEi165dM8pz5swZypYtS1BQEJ6engwc\nOFA/1508eZIdO3ZQr149mjZtyv79+4HcG8usra1JTk4mLi4uT/v+Mjt9+jQjR44kMjKSEydOEBwc\nzM6dO5k6dSqff/55nrczefJkGjduTHh4OO+//z5geB06cuQI27Zt46+//mLixIlGw3Lmzp2LtbU1\ne/fuJTQ0lO+//56YmBiT39WzZ0+WLl0KZFybtmzZQrt27Qy+c9q0acyZM4fw8HD+/PNPLCws9OWF\nChVi4sSJ9OzZk/DwcKP7lRehTmVl6tqUOYR38eLFTJw4Ecg4P/3nP//hs88+M2rUy686letEe7k5\n/MOtR/5S17etH5wpm8aNG7Njxw7Wrl1Lv379+OCDD+jTp4/RD5N5wBUqVIj09HQAg9ZVCwsLAgIC\nWLVqFcuXL9dPYAAhISF6y2imPXv26MFMdhYWFgbbPnr0KFFRUQQEBAAZr/Cys7Pj3XffxcbGxmBc\nOcDNmzcpW7YsVlZWHDp0CKXUAwOOwMBAIiMjjfZ5xIgRRkGGra0t58+f1z9fuHDBoAU1U+XKlfVn\nKLp06UL//v2BjButsmXLUqxYMYoVK4afnx+HDh2iZs2aQMZYeC8vL8qVK2ewvaSkJL2CP8/+r9HE\nR173m52f5imfi4sLH374IWPGjKFdu3b6DXDr1q357bff6Nq1K2vXrmXq1Kk5biNrHbCzs9NvSry8\nvDh79qxRvsjISI4ePUpAQABKKdLT03n11Vf1fD179tT/v0ePHixdupQmTZqwZMkS3nvvPQAOHz7M\nJ598wq1bt0hMTKRVq1a57ufly5cNWnJ+//13mjZtStGiRenSpQsTJ05kxowZaJpmsg48bCDu7+/P\ngQMHHmqdvAoNDaVEiRJ5apkKDg4mKCiI4cOHs2fPHvr06cOxY8eAjED88uXLT6SMzztH69aPvO7x\nWxseeh2lFGPGjGHHjh2YmZlx6dIlrl27lmP9VP8MI85R9savrl275pq/e/fuTJo0iS+//JKffvpJ\nb/zK6vLlywbn22vXrhEVFUWDBg0AKFy4MBEREdSpUydf6lHJkiUfqx6Z+r7MhqvZs2fj7e3NsGHD\nmDx5MhMmTCA1NZW4uDj27NnDvn376N69O9HR0Q/8nnLlynHp0iVKly79yGV9mrYr0/cYedFES8xz\nXjs7O/285eTkpPfAubi45HiD/yg6depEkSJFsLGxoVmzZoSGhuLm5qYv37RpE0eOHNEbYG/fvk1U\nVBRVq1Y12labNm0YNmwYKSkprF+/Hj8/P4oWLWqQp2HDhgwfPpzXX3+d1157zeR9Tk5ehDqVKbPR\nN/tzsJMmTWLSpElMmTKFWbNmMX78eMaPH8/w4cMpXrw4YDxyID/q1CMHGI8SJDyKzJ0+d+4clSpV\nYsCAASQlJemt9unp6axYsYIePXqwaNEi/QJQrVo1wsLC8Pb2NuoSGzBgAB06dKBJkyZ6z0SrVq2Y\nOXOm3sJ48OBBfRhWTqytrUlLSyM5OZkiRYoQHBzMhAkTGD16tJ6nRo0anD9/Hh8fH4YMGcLVq1ep\nUKECYWFhJCcn660y3t7efPbZZ3p0GRMTw7Fjxwy62yCjByOvOnbsyOzZs+nZsyd79uzB2tra5DCO\nzp07s2XLFoKCgti2bRv29vZAxkliyJAhpKWlcf/+ffbu3cuIESP09YKDg0224p48edJgiM/zKq9B\nwuOoVasW4eHhrFu3jnHjxtGiRQvGjRtHz549+e9//0vp0qXx8fHJMcjNLuuJ19zc3OTQJaUUzs7O\nOQ5jy/pdHTt25OOPPyYuLo79+/fTrFkzIKObes2aNTg7O7NgwQK9lyMn2YPx4OBgdu3aRfXq1VFK\ncfPmTbZs2ULz5s2xsbEhLi6OMmXKAP8E4pBxUQwLC3vgw4Lbtm1j+PDhJvctey9nXgPxTJnDIPNi\n7ty5bNy4EYB69eqRlJREbGwsZcuWfWEC8SfhUYKEx7Fo0SJiY2M5cOAAZmZm2NnZkZSUlGP9fBSP\n0/iVNU/WdZYtW8atW7f0enTnzh2Cg4P517/+pdejTHFxcQb16EF1FjJaWxs3boymaQY3IJqmsXjx\nYmrXrm2Qv0KFCvo17sqVK5QvX95om5UqVaJy5cp4e3sD0K1bN6ZMmaIve+2114CMUQvm5ubcuHED\nW1tbg2E62evo816XHiZIeBxZrw9mZmb6ZzMzM1JTUwHD4xN44PBXU7LeBJtqOFVKMWvWLL0x9kFl\n9vf3Z8OGDTn2HI8ePZr27duzdu1aGjZsyKZNm4yCXTbrZQAAIABJREFUkJy8CHUqU06Nvpl69+5N\nu3btGD9+PHv37iUkJIRRo0YRFxeHubk5FhYWvPvuu0D+1KlnfohU5oG5bds23Nzc8PT0ZNmyZfrb\nA0qWLEloaCguLi5s27aNTz/NuCn88MMP+eabb/Dy8jLqOfD09KRUqVL6UCDI6EJKSUnB1dUVZ2dn\nfTsP0rJlS/2GZenSpXpPQKYuXbqwZMkSypcvz4wZM2jbti2enp6MGDHCoOvtxx9/5MqVK9SsWRNX\nV1eCgoJMBgMPo23bttjZ2VGzZk3eeecd5syZoy9r166d3m05evRoQkJCcHV15eOPP9bHTNauXZtW\nrVrh6upKvXr1GDhwoN76cffuXTZv3qxfDDKlpqZy+vRp/eIhcnf58mUsLCzo3bs3I0eO1MdmN2nS\nhPDwcH744QeDsf4PklOrqqWlpf4sgIODA9evX9efe0hNTSUiIsLkeiVKlMDb25v333+fDh066PUx\nISGBihUrkpKSwqJFix5YLkdHR314XeYY7PPnzxMdHc2ZM2eYPXu2PkzK39+fhQsXAhlvmvrll1/0\nVySPHDmSL774gqioKCBjLO93331n9H2ZPRjZ/0wNoaxYsSJWVlaEhoailGLhwoV06tTJ5H4opVi2\nbFmO/ybZf/+qVauyefNmAI4fP879+/f1C9LJkyeNuuZFwcr894qPj6d8+fKYmZmxdetW/WY2p/pZ\nqlSpB765LS0tjRUrVgCYbPwCTDZ+DR06FF9fX5PDch0dHfVjHzIC9Y0bN+r1KCwsTL+u+Pv7s3Tp\nUlJSUoCMtwVm1qPevXuze/dug7Htf/75p9F5ILO1NTw83KAehYeHG90IQUaDxPz584GMN9eZqkcV\nKlSgcuXKnDx5EoA//vhDv65kNnZBRv1ITk7GxsaGjh07snTpUpKTkzlz5gynTp3C19dX3+bVq1cN\nnhcTpj2o1w0yjs/M4zw8PJwzZ84YrW9paWnwGv7sVq9eTXJyMjdu3GD79u36822ZWrVqxZw5c/Sg\nJioqSh8mZ0qPHj2YN28eO3fupHVr497N6OhonJycGDVqFD4+PvpQo6zlzam+vgh1KmvZswdgWYe1\nr1q1Sv+OHTt2EB0dTXR0NMOGDWPs2LF6cAH5VKeyP/Wd9Y9n4C1ST8LFixeVg4NDvmwrPDxcvfnm\nm/myrRfBr7/+qj799NOnXYznxsaNG5Wrq6tyd3dXvr6++pvPlFJq8ODBytLSUt27dy/XbWS+dSn7\nWzq+/PJLNWHCBKWUUiEhIcrBwUF5eHiopKQkdfDgQeXn56fc3NyUs7Oz+vHHH5VSSjVt2tSgDEop\ntWLFCmVmZqb+/PNPPe3bb79VdnZ2qm7dumro0KEqKChIKZXzW6RiYmKUn5+fUkqpBQsWqF69ehks\nv3nzpipfvrxKTk5W8fHxqnfv3srNzU25ubkZvTVj7dq1ysvLS9WpU0c5OTk98K0aeREWFqacnZ1V\nzZo11dChQ/X0NWvWqM8++0z/vG3bNlW/fn2j9UeNGqUqVaqkzM3NVeXKlfXfPSIiQjVs2FC5ubkp\nDw8PtXnzZn2dL7/8Uv33v/997LKLR5f5BpjY2FhVv3595erqqvr376/q1KmjYmJicqyfs2bNUg4O\nDqpZs2a5bvuDDz5Qzs7Oqnnz5vobDk+cOKFcXV2Vp6en+uSTT5SdnZ3BerVr11abNm3Kcbuurq4q\nISFBnT17VlWqVMlouZeXl/5GtAkTJigXFxfl4eGhunXrppdBKaUiIyNV69atlb29vXJyclK9evVS\n165dy+MvZ9qNGzdU8+bNlb29vQoICFBxcXFKKaUuXbqk2rVrp+c7ePCg8vb2Vm5ubqpLly7q1q1b\nSimlkpOTVZ8+fZSzs7Py8vJS27Zt09f597//rWrUqKFq166tNm7cqKeHhYWpbt26PVa5XwbZrw9B\nQUH6G5GyLrt3755q2bKlcnZ2VgMGDNDrglL/1JeUlBTVrFkz5e7urr7++muDN/2NHz9e9e3bV9Wv\nX1/Z29uruXPnGn1Henq6Gjt2rHJxcVHOzs6qWbNm6vbt2zmWPSUlRdnY2KgBAwboaVm/c8iQIcrZ\n2Vm5ubmp3r17q+TkZIPvu3nzpvLx8VEeHh5q2bJlRtt/EepUYmKiKlu2rNHv2LVrV+Xi4qLc3NxU\nx44d1aVLl4y+I/t1+2HqFLm8RUpTuUS0mqap3JY/j37++WfGjRvHV199ZdT6/qjmz59P3759C3RO\njmdVSEgIAQEBRvMBCNG1a1f+85//UKNGjaddlGeCv78/q1evNtlSLV5Oly5dolmzZiYf9sw0Y8YM\nLC0t9WflXnbDhg2jU6dOekuyeLomTJiApaWlwXDqZ53UKUMPU6c0TaNDhw6TgHJr1qwxmGztmR8i\nld/eeOMNYmJi8i24AOjXr58EF3/r2rWrBBfCpMmTJ8tDzX+LjY1lxIgRElwI3c8//0z9+vX597//\nnWu+QYMG5Xl8+cvAxcVFggvxWKROGcqvOvXS9WAI8byqV68eycnJwD8Pzv38889G77AWQhQcqZdC\nPL6jR4/yxhtv6I21SimKFSvG7t27n3LJRG5y68F45LdICSEKVtbJ6IQQzwapl0I8Pmdn5yf2anHx\ndLx0Q6SEEEIIIYQQT44EGEIIIYQQQoh8IwGGEEIIIYQQIt880wFGTEzMA2fsfRyxsbHUq1cPLy+v\nHGc1fhxXrlyhQ4cOBmnDhg2jUqVKBmkTJkxg+vTpBml2dnb6BIFXr16lV69e1KpVCx8fH9q3b28w\necqjSE5OJjAwkFq1alG/fn2DWVKzSklJ4Z133sHBwYE6derw66+/6suWLVuGk5MTLi4u9OnTR08f\nPXo0Li4uuLq6smzZMj29V69enD59+rHKLYQQQgghnm3PdIABPNHXv27evBlXV1f2799Pw4YNDZal\np6c/9vanT5/OwIED9c9KKVatWkWVKlUeOKV81v3u0qULzZo1Iyoqin379vHFF19w9erVxyrb3Llz\nKVOmDFFRUQwbNoxRo0aZzPf5559ToUIFIiMjiYiIoEmTJkDG7JBTpkxh9+7dHDlyhK+//hqAdevW\ncfDgQQ4fPsyePXv48ssvSUhIAOD//u//mDJlymOVW+SPmJgYg5nk8yooKIiVK1fmuHzGjBkkJSXp\nn9u3b//AGY8f1YIFCxgyZMgT2fbw4cMNZv2+ceMGRYoU4fvvvzfIZ2lpmWuZFi5ciIuLC25ubnh5\neRk1JDyKDRs2ULt2bezt7XOsT9u3b8fa2hpPT088PT2ZNGkSABcuXKBZs2Z6w8DMmTMN1ps1axaO\njo64uLjw0UcfARlvdwkKCnrscj+Lsv/75VX24/xhZM7onZPMOhMfH88333yTY76kpCT8/f0NZmf+\n+uuvsbCwMJhl2VQ9adq0qT5bc2JiIoMGDaJmzZr4+PjQrFkz9u3b9yi7ZmDo0KHUqlULd3d3Dh48\naDLPH3/8gZeXFx4eHvj5+REdHQ1AZGQkDRo0oFixYibrTHp6Op6ennTs2FFPGzlyJFu3bn3scot/\n7N+/n2HDhj3R7zDVwJqbgwcP8vbbbxukde7cmfr16xukmbpWZa3vUVFRtGvXDgcHB7y9vQkMDOT6\n9euPsAf/iIuLo2XLljg4ONCqVSvi4+NN5qtWrRpubm54eHgYzEh/6NAh6tevr6eHhYUBGQ29/fv3\nx9XVFQ8PD4P7x4CAgBy/56nLPvOeeoZm8j579qyqXbu2ev3115Wjo6Pq3r27PqtxtWrV1I0bN5RS\nGbMO+vv7q/T0dFWrVi19ZsX09HRVs2ZNg5kWMx08eFBVqVJFlStXTnl4eKh79+6pkiVLqg8++EC5\nu7urXbt2qf3796smTZoob29v1bp1a3XlyhX9+9zc3JS7u7saOXKkcnZ2Nln+6tWrq+TkZP3zli1b\nVLt27dTChQvVwIED9XRTsx9n7t+WLVtUkyZNHv1HzEGrVq3Unj17lFJKpaamqrJly5rMV7lyZXX3\n7l2j9FGjRukzdGY1depUNWnSJP3zgAED1PLly5VSGf8ednZ2Ki0tLT92QTyGrVu3qvbt2z/0ev36\n9dNnfzUla7180ubPn6+GDBmS79u9ceOG0Wzd33zzjfLz81P+/v4G6Zkz25oq07p165SXl5d+3khO\nTtZnTH9UaWlpqkaNGurs2bMqOTlZubm5qePHjxvlyzrLbVaXL19WBw4cUEopdefOHWVvb6+vv3Xr\nVhUQEKBSUlKUUkpdv35dXy8gIECdP3/+scr+LMr+75dXBXGcnzlzJsdri1JKzZ49W82cOdMgrW7d\nusrPz0/Nnz9fTzNVT/z9/fVZyQMDA9XYsWP1ZWfPnlXr1q17rLKvW7dOtW3bViml1J49e1TdunVN\n5rO3t1eRkZFKKaXmzJmjgoKClFJKXbt2TYWFhalx48YZXRuVUmr69Onq9ddfNzjGY2JiVMuWLR+r\n3KJgpaammrz/yU337t3V4cOH9c+3bt1SlStXVnXq1FFnzpzR001dqzLre1JSkqpVq5Zau3atvmz7\n9u3q2LFjj7gnGUaNGqWmTJmilFJq8uTJavTo0Sbz2dnZqZs3bxqlt2zZUp+lft26dfr1Zvbs2ap/\n//5KqYy64eXlpa+zcOFC9fnnnz9WuR8Huczk/cz3YERGRjJ48GAiIiKwtLRkzpw5gHHPhqZpaJrG\nG2+8wS+//AJk9FC4u7tjY2NjtF03NzcmTpxIYGAg4eHhFCtWjMTEROrXr8+BAwfw9fVlyJAhhISE\nsG/fPoKCghg7diwA/fv3Z/bs2for1Uz1spw9e5YyZcpQuHBhPS04OJjevXvTuXNn1q1bR1paWo77\nnbnNo0eP4uXllaffys/PT2+xzPq3ZcsWo7wXL16kcuXKAJibm2Ntba0PycqUGRWPGzcOLy8vevbs\nqUf4J0+eJDIykkaNGtGgQQM2btyo/64bNmzg3r17xMbGsnXrVs6fP6/vU61atTh06FCe9udlsWjR\nIurWrYunpyf/93//h1KKc+fOYW9vz82bN1FK4efnx+bNm4mJicHR0ZE+ffpQp04devToobekhoeH\n4+/vj4+PD23atNF7uU6fPk1AQADu7u54e3sTHR3NmDFj2LlzJ56ensyYMYP09HRGjRpF3bp1cXd3\n54cfftDLN3jwYBwdHWnZsiXXrl3LcT9mzZrFpUuXaNq0Kc2bNwf+GeqXWe6goCAcHBzo06cPf/zx\nB40aNcLBwUFvqbl79y4DBgzQhy7+9ttvuf52586do2nTpjg4ODBx4kTAeGjltGnTmDhxItHR0QZ1\n6dSpUybrVkhICK1btzZICw4OZtq0aVy8eJFLly7lWqZMkydPZtq0aVSoUAGAwoULM2DAgDytm5PQ\n0FBq1apF1apVKVy4MIGBgaxevdpkXmViDqOKFSvi7u4OQMmSJXF0dOTixYsAfPPNN3z00UcUKpTx\n9vKyZcvq67Vv354lS5Y8VtmfZYmJibRo0QJvb2/c3NxYs2YNkHE8tm/fHg8PD1xdXVm+fLnJ4zy7\n7777zqBXeMGCBQwdOhT4pxX1ypUrNGnSBE9PT1xdXfVhupl1ZsyYMURHR+Pp6cno0aONvmPRokV0\n6tRJ/xwdHU1iYiKTJk1i8eLFedrv6OhoQkND9R4ugKpVq9KmTZs8rZ+T1atX8+abbwJQt25d4uPj\nTfa6m5mZ6deZ+Ph4Xn31VQDKlSuHl5eXfixmdeHCBdatW8dbb71lkF6lShVu3ryZ6znqZZbTeREy\nerQ++ugj6tatS+3atfVjcfv27fow75s3b9KqVStcXFx4++23qVatmtE9Q16/a/jw4fj6+hr1oM6c\nORMnJyfc3d3p3bu30XYTEhI4cuSIwbZXrlxJx44dCQwMzHOv/OLFi2nQoAFt27bV0/z8/KhTp06e\n1s/J6tWr6du3LwB9+/Zl1apVJvMppUyOkslaH27duoWtrS0AERERNGvWDMioG9bW1vo1s0OHDo80\nGqEgPPI8GB/+1OfBmXLwZf9f8py3SpUq1KtXD4A+ffowa9YsRowYYfLiCRndYp07d+b999/np59+\neqiu/UKFCukzfEdGRnL06FECAgL0g+HVV18lPj6e+Ph4fUjVG2+8wYYNG4y2dfnyZcqVK6d/TklJ\nYd26dXz11VeUKFECX19fNm7cSNu2bU0GKOrvCZsexo4dOx4qf/bvyy41NZULFy7QqFEjpk2bxldf\nfcWHH37IggULSE1N5dSpU+zYsYNz587h5+en/1779u2jQYMGlC9fngYNGmBubq5vs1y5cly6dAkP\nD49HLmtBeT/y0U82Mxwi8pTvxIkTLF26lL/++gtzc3Pee+89Fi1aRJ8+ffjoo48YNGgQvr6+ODk5\n0aJFC2JiYoiMjGTevHnUq1ePAQMGMGfOHIYOHcqQIUNYs2YNNjY2LFu2jLFjxzJ37lxef/11xo4d\nS8eOHUlOTiY9PV2/+c28kfrhhx+wtrZm7969JCcn07BhQ1q2bEl4eDhRUVEcP36cy5cvU6dOnRxv\nkocMGcJXX33Ftm3bKF26NGAYfJ8+fZqQkBDq1KmDt7c3wcHB7Ny5kzVr1vDvf/+blStX8vnnn9O8\neXPmzp1LfHw8vr6+tGjRAgsLC5PfuW/fPo4dO0axYsX055NsbGxM1p3q1atjbW3N4cOHcXV1Zd68\nefTv398o365du+jevbv++cKFC1y5cgVvb2969OjBkiVLGDFixAP/bY8ePYqnp+cD8y1evJipU6ca\nlblmzZoGzzCBYcMAQKVKlQgNDTW53d27d+Pu7o6trS1Tp041uniePXuWgwcPUrduXSCj0WDHjh2M\nHTsWCwsLpk6dire3NwDe3t5MmTKFDz/88IH7kx8cXsvbDbIpkSuNb0wepFixYqxatYqSJUty48YN\n6tWrR8eOHdmwYQO2trb8/vvvANy5cwdLS0uj4zy7rl27Ur9+ff7zn/8AsHTpUj755BPgnzqxePFi\nWrduzZgxY1BKcffuXYPlkydP5tixY/pQpqxSUlI4c+YMVapU0dOWLFlCr169aNSoESdPnuT69esG\n1yBTjh07hru7e56uNYGBgZw8edIofcSIEQbP4IHxcWpra8vFixf1YDvTDz/8QJs2bShevDilSpXK\n05wiw4cPZ+rUqSaHhXh4eLBr1y66dOnywO08SwZ2MQ4g8+r7X/M+7Di3f+e0tDT27t3L+vXrGT9+\nPP/73/8M1pkwYQKNGzdm3LhxrFu3jp9++umRvyslJUU/b02YMEFPnzJlCmfPnqVw4cImh9aGhYXh\n7OxskBYcHMz48eMpV64cXbt2ZcyYMbmWC/LecJuQkEDjxo1N7svixYupXbu2Qdq1a9f0Y7xixYo5\nBruaphEQEIC5uTkDBw7Uh3x99dVXtGrVig8++AClFH/99ReA3ugRGBjIuXPn2L9/P+fPn8fb2xtr\na2uSk5OJi4vL8Xz0tDxygPEwQcLjMNVTARnBQGYEmHUsbKVKlahQoQJbt25l3759eW7JgYyLTNZZ\nJJ2dnY0e/s7rWDcLCwuDcm3cuJH4+HhcXFxQSnHv3j2KFy9O27ZtsbGx4cqVKwbrJyQkYG1tjZOT\nEytWrMjTd/r5+RmMvYWM3+vLL7/Uo99MlSpV4vz587z66qukpaVx+/ZtypQpY5DHxsaGEiVK6Cfr\n7t276yeVSpUqUa9ePczMzKhWrRr29vZERUXh5eXF2LFj9d6e119/HXt7e32bSUlJOd4sPmvyGiQ8\njj/++IPw8HB8fHxQSpGUlKSfoPr378+yZcv47rvvDMYwmwq6W7VqZTIgTkhI4OLFi/pY5SJFipgs\nx6ZNmzhy5AjLly8H4Pbt20RFRbFjxw569eoFwCuvvGJ0HGWn/hleqX/OZGdnp9/kOjk56a2/Li4u\nnD17Vi/Hb7/9xtSpU4GMlxGcO3cOBwcHk98XEBCAtbU1AK+99ho7d+40aNXNbsCAAcybN49p06ax\ndOlSk2PNszcOLF26lB49egDQo0cPBgwYkGuA8bANA7179zbZWvc4vLy8OHfuHMWLF2f9+vV07tzZ\n4OYwISGBbt26MWPGDEqWLAlkNCjExcWxZ88e9u3bR48ePfQx8eXLl89zz01+eJQg4XEopRgzZgw7\nduzAzMyMS5cuce3aNVxcXPjwww8ZM2YM7dq105+fyH6cZ1e2bFlq1KhBaGgoNWvWJDIy0miMuI+P\nDwMGDCAlJYVOnTrh5uamb/tBYmNj9eM+U3BwMKtWrULTNF577TWWL1/Ou+++m+Px+LDH6ZPowfrq\nq6/YsGED3t7eTJs2jeHDhxv0nma3du1aKlSogLu7O9u2bTP6rQr6OM0vDxMkPCmZjateXl7ExMQY\nLd+xY4f+kpe2bds+1s1sz549Taa7ubnpozw6d+5stDz7ufnatWtERUXRoEEDIKOXOCIigjp16pg8\nvh/2mC9ZsuRjTf6X0/ft2rWLV155hevXrxMQEICjoyONGjXim2++YcaMGXTu3JkVK1bQv39//ve/\n/9G/f3+OHz+Oj48PVatWpWHDhiYbbp+1AOOZHyIVExPD3r17gYyIsXHjxkDGzcr+/fuBjCENWQ0Y\nMIA+ffrQo0ePhzqgsp6sHBwcuH79ut6ikpqaSkREBFZWVlhbW+uR5aJFi0xuy97enjNnzuifg4OD\nmTt3LtHR0Zw5c4bo6Gg2bdpEUlISfn5+rFmzRn8YeuXKlbi5uaFpGs2aNSM5OZkff/xR39aRI0dM\nvvVqx44dHDhwwOAvPDzc5E1hhw4dWLBgAQDLly/P8caxQ4cO+oNzmzdv1m8QO3furKfHxsYSFRVF\n9erVSU9P17tNDx8+zJEjR2jZsqW+vZMnTxq1QLzMlFL07duX8PBwDhw4wPHjx/n0008BuHfvHhcu\nXADQjw1TNE3TA+LM7Rw6dIj169fry/NSjlmzZunHzenTp2nRokU+7OE/ihYtqv+/mZmZ/tnMzIzU\n1FS9HCEhIXo5zpw5k2NwAaYbIAoVKmQw/DBroN+1a1fWrVvH77//jre3t8kTcvbGgeDgYObPn0/1\n6tXp1KkTR44c0d+GZmFhoZcdMoYRZA4tcnZ21s9RuVm8eDEeHh5Gf5lBTVa2trYGb3y7cOGC3o2e\nVcmSJSlevDgAbdq0ISUlRa+XqampdOvWjTfeeMMgGKtcubJ+k+Hj44OZmRk3btwAnq+GgUexaNEi\nYmNj9eOufPnyJCUlUatWLcLDw3FxcWHcuHEGQ4keJDAwkKVLlxISEmKyRb1x48bs2LEDW1tb+vXr\npw/tzYvsx+jRo0eJiooiICCA6tWrs3TpUn3YhI2NjdFQlszj1MnJiUOHDuUpqAkMDDQ6Rj09PU2W\n29bWVh8aC6aP09jYWA4dOqT3kvXo0YPdu3fnWoZdu3axZs0aqlevTq9evdi6das+FAte/OP0ceR2\nXoR/zs/m5uYG57Sc5HbMPOi7SpQoYXK9tWvXMnjwYL3RLfswouzH/bJly7h16xbVq1fHzs7O4OUl\nNjY2xMXF6Xnj4uL0c7OTk5M+xCg3CQkJ+nGe/bg/ceKEUf4KFSroQwGvXLlC+fLlTW73lVdeATIC\ngy5duui9OQsWLNADq27duunp5ubmTJ8+nfDwcH799Vfi4uKei4bbZz7AqF27NrNnz6ZOnTrcunWL\nQYMGAfDpp58ydOhQfH19jcZpduzYkcTERPr16/dQ35X1ZqVw4cKsWLGC0aNH4+7ujoeHh37y++mn\nn3j33XdzHf5QvHhxatasSXR0NPfu3dOHQ2Vd3rhxY3777TdcXFwYPHgwjRo1wtPTk++//94goPj1\n11/53//+R82aNXFxcWHs2LFUrFjxofYtuwEDBhAbG0utWrX4+uuvmTx5sr4s635NnjyZ8ePH4+7u\nzqJFi5g2bRoArVq1wsbGRm+J/vLLLyldujQpKSk0btwYZ2dnBg0axKJF/9/emUdFcWxx+DcYTERR\nFCWiuIAsMszAMCBilJFFQQ2i4grBBdFoEveYuLwYo75EURM1Jj41cUGjCC5B1BBxRzGiiEaIPoEA\ngwuouIKig3DfH7ypTDMzLEIiifWdwzl0V3VVdU9VV99bt+7dBgOD8m52+/ZtGBkZ6R10ryI+Pj7Y\ntWsX29ty//599gE5a9YshISEYOHChQJ749zcXC2hW59A3KRJE1hYWDA7fZVKheLiYhgbGwtWu/z8\n/LBmzRo2sWRkZODJkydQKBSIiopCWVkZ8vLyqvTS0rRpU71eo6rzEePn5yewy9XnfUbNoUOH8ODB\nAxQXFyMmJgY9evTAm2++iTt37uD+/ft49uwZM28ByidRPz8/vPfee3rNJ+3t7Zkb6PT0dDx+/BjX\nrl1jyoE5c+awldGePXti69atAMoFwujoaHh5eQEAZs+ejY8++ohNOCqVChs2bNCqLzg4WEsxcOHC\nBS3zKKD8wz8zMxNKpRIqlQo7duwQeNJRo2nvfvbsWRARW6EcO3YsxGIxpk6dKrhm4MCBbL9Weno6\nSkpK2P61f6piQN0nHz58CDMzMxgYGODYsWNsDObl5aFRo0YIDg7GRx99xMyVKuvnagYOHIi9e/di\nx44dGDFihFadubm5MDMzQ1hYGMaNG6dlClVxjGpiYmKC0tJSqFQqAOVC8IIFC5CVlYWsrCxcv34d\nN2/exLVr19ClSxecPn2a9Ynk5GSoVCq0a9cOVlZWcHV1xfz581nZSqUSP/30k1adO3bs0KnAqmge\nBZTPwVu2bAEAnDlzBiYmJlrmUc2bN8ejR4/YWIuPj4e9vb1WWZrvjS+++AK5ubnIysrCjh074O3t\nzeoB/rn9tC6o7L1YEV3vaoVCwRSqcXFxePDgQZ3UpUlubi569uyJJUuW4NGjR1qKNXt7e2RkZLDj\nyMhIHDx4kL2bk5OTmYDh6emJqKgolJSUAAA2b97M3s3BwcH45ZdfmBIOAE6ePInLl4VWC+oVDLXi\nTrPfVzSPAsr7/ebNmwGUCwu6VtOfPHnC7us8NzWtAAAgAElEQVTx48eIj49ne0ratm3LPEQdOXKE\nCRHFxcXMhPLQoUMwNDQU1H/r1i107Nixskf7cqi461vzDy/Zi9SLcu7cOVIoFH9JXTk5OXo9fcTE\nxNC8efP+knb8HVixYgVt3LjxZTej3hEdHU0ymYwcHR3J1dWVkpKS6MSJE9StWzcqKysjIqLBgwfT\n5s2bmWe1kSNHkr29PQ0ZMoR5Vvv1119JoVCQk5MTSSQS5rEoIyODvL29WfnZ2dlUUlJC3t7eJJPJ\naOXKlURENHfuXJJKpSSRSMjb25sePXpERESTJk2izp07k6+vL7399tuVepFavXo12dnZkbe3NxGV\ne8u4e/cu5eTkkFQqZflCQ0NZOZppxcXFNGHCBNYOXZ6Q1GzevJkGDRpEXl5eZGtrS4sWLRK0o1On\nTtSzZ08KDQ2lBQsWsLQzZ85Qu3bt2LOtyMmTJykkJISIiBYsWEBz5swRpF+6dInEYjEREd24cYP8\n/f1JJpORTCajFStWaLVRIpGQRCIhqVSqlf4ixMXFka2tLVlbW9PixYvZ+bVr19K6deuIiOibb74h\nBwcHkslk1K1bN+Yx7tSpU2RgYMC84Dk7O1NcXBwRlXu5CgkJIYlEQi4uLnT8+HFW9qRJk2j//v21\nbnt9Q+1VpqCggLp160aOjo40duxYEovFpFQq6eDBg+To6EgymYzc3NyY56WK/Vwf/v7+ZG1trbPO\niIgIkkgk5OzsTAqFgpRKJRH9MWaIiN555x2SSqX08ccfa5U9btw4OnLkCBERderUiXljUvPhhx/S\n0qVLiYgoNjaW5HI5OTs7k4eHB/MkRlTuTWz8+PHUqVMnkkql5OXlRcnJydV7gJXwwQcfUKdOncjR\n0ZE9NyKifv36UV5eHhGVz5FSqZRkMhl5eXkxL0D5+flkYWFBzZo1o+bNm1O7du2osLBQUH5FT2kl\nJSUkFou5l8JK0Pde9PLyYr9RQUEBWVpaEpHwGd+9e5d8fX1JIpHQu+++W6UnterURfSHF82SkhLq\n0aMHOTo6klQqZX23Io6OjlRUVEQ5OTlkYWGhle7i4kJnz54lovL3t1QqJWdnZxoyZIjAo+jVq1ep\nT58+ZGtrSw4ODhQUFES3b9+u9rPUxd27d8nHx4dsbW2pd+/edP/+fSIiunnzJr399ttERJSVlcXe\nvxKJRPAOT0xMJBcXF5LJZOTu7k4pKSlEVD5H2tnZkVgspt69e1Nubi67Jjk5mYYMGVKrdtcGVOJF\nSkSVaBVFIhFVll4fCQ8Px9q1a7F9+3Ytm9c/A6VSif79++PSpUs60zdu3KhzI+mrSEREBEaOHMlW\nNDg1R6lUwt/fH6mpqS+7KX9bvvzySzx69EiwubAiCoUC+/fvR9OmTf/CltVPVCoVPD09cerUKT52\n6xEXLlzAypUrmanrq05MTAwuXLhQ6bjm1B1qM/WKezf/bFatWgVjY2P+XfV/pk2bhgEDBrDVmb8a\nkUiE/v37/xtAq9jY2Imaaf+42WLWrFnIzs4WCBdffPGFwI5OLpdj8eLFdVJfhw4d9AoXAPgg0GD0\n6NH8A6UO+DODT/7TCQwMxNatW7XMgyry5Zdf6o1u/6qRm5uLJUuW8LFbz3B2doaXl1e1TA9fBUpL\nS/Hhhx++7Ga8MryseWjixImC/XyvOlKp9KUJF1Xxj1vB4HA4fz6BgYHM8xP936VyeHg4evfuXed1\nxcfHY9asWQIPb1ZWVlrOHTicl4G7uzvbC6EeC1u3boWDg8NLbhmH8+dy7949+Pj4CN7NIpEIR44c\nqXcejTh/DpWtYHABg8PhcDgcDofD4dSIV8pEisPhcDgcDofD4bw8uIDB4XA4HA6Hw+Fw6gwuYHA4\nHA6Hw+FwOJw6428pYOTl5emMcqtJjx49AEAQ2bEygoKCIJPJsGrVqjppY0V8fHwEQWNiYmJgYGCA\n9PR0du7EiRPo37+/4LrQ0FDs2bMHQHnwtNmzZ8PW1haurq7o3r07Dh48WOu2LV68GDY2NrC3t0d8\nfLzOPCNGjIBcLodcLoelpSULxvf8+XOMGTMGjo6OcHBwEATsS0lJgaOjI2xtbTFt2jR2/ttvv8Wm\nTZtq3W4Oh8PhcDgcTv3jbylgmJub64xyq8mpU6cAANnZ2Szqrj7y8/ORnJyMixcvarmv1Ax3/6L8\n9NNPkMlkaNKkCTu3Y8cOeHh4aAk/lbl+++STT3Dr1i1cvnwZycnJiImJ0RvptbpcuXIF0dHRuHLl\nCuLi4vD+++/rdHu4Y8cOpKSkICUlBYMHD0ZgYCAAYOfOnVCpVLh06RKSk5Oxbt065t7zvffew4YN\nG5Ceno709HQmDI0dOxarV6+uVbs5taO6gndFNAVeXaxatQpPnz5lx/7+/lVGPK5r9u3bh6VLl+pN\nP3/+PBN4T5w4gV9++UVv3r179+Lf//634JxMJkNwcLDgnJeXlyASs1KpZNFZgfJo2j179oS9vT1c\nXFzw7rvvCp7Ti5CTkwN3d3fY2toiKCiIRWGvSIMGDZiL7oEDB7LzR48ehYuLCxwdHREaGoqysjLB\ndefOnYOhoSH7vUtKStCzZ0+tfK8yxsbGALTHk2Yf00fFPlJddCmi6opVq1bhhx9+YMelpaUwMzPD\n3LlzBfksLS1x7949vW2Ki4tDly5dIJFI4OLigo8++qjWbdOnsNJEqVTCyMiIKcPef/99llZSUoIJ\nEybAzs4OYrEYP/74o+Da3bt3w8DAgI3jgoIC9O3bt9bt5vxBXfVdfeVU9e6vCUOHDmWeEgHg4sWL\nMDAwEChhdY3hBQsW4KuvvmLHy5cvh729PeRyObp27SoYXy9KREQEbG1tYWdnJ4hkXzGPmZkZGwsb\nN24EABw/flwQtqFRo0aIjY0FUD6/W1lZsXR1CIYDBw5g/vz5NW9oxch7VI8iec+ePZu+/fZbdqyO\n+KgZPfu3334jNzc3cnZ2JicnJ8rMzCQioiZNmhARkbu7O5mYmJCzszOLWFwRR0dHMjIyImdnZzp5\n8iR5enrStGnTyNXVlb766iu6c+cODR48mNzc3MjNzY0SExOJSBjZcty4cdShQwedkS2Dg4PpxIkT\n7LioqIgsLCwoIyOD7Ozs2PmKkUmJiMaMGUO7d++mJ0+ekKmpKRUVFb3Io9TL4sWLacmSJey4T58+\nLOqvPtq1a8eec2RkJAUEBNDz58+poKCA7Ozs6P79+5SXl0f29vbsmsjISJo4cSI7DgwMpHPnztXp\nvXCqz7Fjx8jf37/G16n7oz6qiu5a3/jss89o+fLletPfeustwf1cuXKFpFIpWVhY0JMnT9h5T09P\nQXRazejk+fn51KFDB0pKSmLpu3fvrnXU2GHDhlF0dDQREU2cOJHWrl2rM586crQmZWVlgnE8f/58\n2rBhA0svLS0lb29vrcjtCxcupG3bttWq3f8k1M/2RcZTxej21UXXPFEXPH/+nBwdHQWRsOPi4qh7\n9+5a0cg1o41XbFNqaip16tSJ0tPTiai8r+nrmzXBzc2NRWju27cv/fzzz1p5Knum8+fPp3nz5rFj\nzfYXFhaSQqGgbt26Ccbx2LFj6fTp07VuO6ecuuq7f9YYUPPbb79RYGCg4NysWbNIoVDQmDFj2Dld\n/U39nUpE9J///If69OnDvtsKCwtpy5YttWrbvXv3yMrKih48eED3799n/1dk8+bNNHny5CrLMjU1\npadPnxJR+fy+Z88enXnlcjkVFxdrnUclkbxfeAXD/sb0F/6rLsOHDxesVERHR2PEiBEA/tD0r127\nFtOmTUNKSgqSk5NhYWEhSF+yZAk8PDyQkpKiN7hWbGwsOnXqhJSUFGZaVVJSgnPnzmH69OmYOnUq\nZsyYgaSkJOzatQvjxo0DUC6penh4IDU1FYMGDcK1a9d0lp+YmAgXFxd2vHfvXvTp0wfW1tZo2bIl\nLly4UOWzyMzMRIcOHdC4ceMq886YMYNJrZp/uiT7GzduoF27duy4bdu2uHHjht6yT548idatW6NT\np04AgCFDhsDIyAjm5ubo2LEjZs6cCRMTE9y4cYP9FgBgYWEhKNfFxQUnT56s8l5eBbZt24auXbtC\nLpfjvffeAxEhNzcXtra2uHfvHogICoUChw8fhlKphL29PUJCQiAWizFs2DCmCU9JSYGnpye6dOmC\nvn374tatWwCA33//Hb1794ZMJoOrqyuysrIwZ84cnDp1CnK5HKtWrUJZWRk+/vhjdO3aFTKZDN99\n9x1r36RJk2Bvbw9fX1/cvn1b732sXr0aN2/ehJeXF3x8fAD8oelUtzs0NBR2dnYICQnBkSNH0KNH\nD9jZ2SE5ORkA8OTJE4SFhcHd3R0uLi7Yt2+f3vq6deuGK1eusGP1KkJERAQmT54MoHyFTSqVwtnZ\nGZ6engD+0H4plUqsXbsWK1euhFwuR2JioqD8jIwMvPHGG4JItZGRkRg1ahR8fX2xd+/eKn9bAFiz\nZg3GjBkDNzc3di4wMBCtWrWq1vX6OHr0KAYPHgygPIhlRY2sGtKxInn37l28/vrrbBz36tVLEFdk\n9erVGDJkCMzMzATXDRgwANu2batVu+sL1e2TFTWSUqlUKwhjxfGkqWFdsGABRo0ahbfeegt2dnb4\n/vvvtdpS2fjTxcOHD+Hv74/OnTsLtPTqFRWgXCM/duxYFBUVwcrKiq3GFxYWCo7VqFe0NAMqRkZG\nYtq0aWjfvj3OnDnDzuvqU2qWLVuGTz75BDY2NgDK5+IJEyZUej9VkZ+fj8LCQnTp0gUAMGrUKMTE\nxOjMq69tGzduxJw5c9ix5rieN28eZs+erRXAbcCAAXWica4PKJVKiMVivPvuu5BIJOjTpw+ePXsG\nQLgCe/fuXVhaWgIo14IPGjQIvr6+sLKywrfffosVK1ZALpfjrbfewoMHD/TWV3Heyc7OBlDe/4YO\nHQp7e3uMHDmS5a/u/KUuR825c+fg4uKC7Oxswbs/NDQUU6dORffu3WFtbc1WYvPz89GzZ0/I5XI4\nOjpqvfeB8jl5wIABgnM7d+7E5s2bER8fz+LeVMXixYuxdu1a9t3WpEkTwT2/CAcPHoSvry+aNWsG\nExMT+Pr64ueff9aZt7JxCgC7du1C3759Bf1e3wq1p6cn9u/fX6O2vlaj3BpcabviRS+tNjKZDHfu\n3EF+fj5u376NFi1aoE2bNlAqlSxPt27d8Pnnn+P69esYNGgQrK2t66Tu4cOHs/8PHz6MK1eusB+r\nqKgIjx8/RkJCApvU+/XrpzewzP379wWCgfqlra5n+/btcHZ21msepRnEpjpoToZ1TWRkJIKCgtjx\n2bNn8dprryE/Px93796Fh4cHevXqVWU5ZmZmuHr16p/WzrrgXr+HL3xti5+aVSvff//7X0RFReH0\n6dNo0KABPvjgA2zbtg0hISGYPXs2Jk6cCDc3Nzg4OKBXr15QKpW4evUqNm3aBHd3d4SFhWHNmjWY\nMmUKJk+ejNjYWJiamiI6Ohpz587Fhg0b8M4772Du3LkICAiASqVCWVkZlixZgi+//JItjX733Xcw\nMTFBUlISVCoVunfvDl9fX6SkpCAjIwNXrlxBXl4exGIxwsLCdN7L5MmTsWLFChw/fpyNBc0+/fvv\nv2P37t0Qi8VwdXVFZGQkTp06hdjYWHzxxRfYs2cPPv/8c/j4+GDDhg14+PAh3Nzc0KtXLzRq1Eir\nvhEjRiAqKgqfffYZ8vPzkZ+fD7lcjtTUVFbvokWLEB8fD3Nzc4GplkgkQocOHTBx4kQYGxtjxowZ\nWuUnJiayvUZqoqKi2Ptg9erVTOFRGWlpaRgzZkyV+dLT0zF8+HCd74Hjx4+jadOm7Pju3bto3rw5\n+xi0sLDAzZs3dZb77NkzuLq6omHDhpg1axYGDBiAli1b4vnz50hJSYFcLseuXbtw/fp1AOVKh5iY\nGBw7dgxnz54VlCWRSHDu3Lkq76W2eIjvVZ1JDycvt6g60/+prE9+/vnneoW2ilQcTydOnBD8jqmp\nqUhKSkJhYSGcnZ3h7+8vuH7Dhg06x1+HDh101nfu3DlcuXIF7du3h5+fH/bs2YPAwECdfadJkybw\n8vLCgQMHEBAQgB07dmDw4MFo0KCBIF9FRdizZ89w5MgRrF+/Hg8ePMD27dvh7u5e5bNIS0vDzJkz\nq8x3/PhxTJ8+XavNRkZGzMRZTVUKK01ycnIgl8vRrFkzLFq0CD169MDDh+Xv8k8++QTHjx+HtbU1\nvvnmG7Rq1QoXLlzA9evX0bdvXy0lnKurKz755JMq76W27Ov0rxe+tv/vn1c7b2ZmJqKiorB+/XoM\nHz4cu3fv1jL3BITv7d9++w0XL17EkydPYG1tjWXLliElJQUzZszAli1bMGXKFJ116Zp3cnNzcfHi\nRVy+fBmtW7dG9+7dcfr0abi5udVo/lIL+L/88gumTJmC2NhYtG3bFgkJCYK25+fnIzExEVeuXEFA\nQAACAwOxfft29OnTB3PmzAER4cmTJ1ptT0xMFDyX06dPw8rKCpaWlmwsDRo0qNJnXVhYiKKiIr1j\nWJPly5frNOVXKBRYuXKl4FxNlMJ79uxBQkIC7Ozs8NVXXwnGEFBu+v7hhx8Kzs2dOxeLFi2Cj48P\nlixZAkNDQwB/KIWHDBlS5f2oeWEB469i6NCh2LlzJ/Lz8wUf/WqCgoLg7u6O/fv3o1+/fli/fj3T\nVNYGTYGAiJCUlMQetJqKL0Z9AsBrr/3xmO/fv4+jR48iLS0NIpEIpaWlEIlEWLZsGUxNTQV2rUB5\npMyWLVvC2toa165dQ1FRkWAvhy5mzJiBY8eOabV1xIgR+PjjjwXn27ZtK1h5uX79Otq2bauz3NLS\nUuzZs0dga64erAYGBmjVqhW6d++O5ORk9OjRo9Jynz59qvOjsT5RXSGhNhw5cgQpKSno0qULiAhP\nnz7Fm2++CaB8r0p0dDTWrVuHixcvsmvat2/PJvqQkBCsXr0afn5+SEtLQ+/evUFEKCsrQ5s2bVBU\nVIQbN24gICAAANCwYUOd7YiPj0dqaip27twJAHj06BEyMjKQkJDABEpzc3N4e3tXej/0h3klO1Zj\naWkJsVgMAHBwcGCrHFKplNm6xsfHY9++fVi2bBkAQKVSITc3F3Z2dlp1DR06FH5+fvjss88QHR2t\n88XXo0cPjB49GsOGDWP7hqpLXl6eYJXh/PnzaNmyJSwsLGBubo6xY8fiwYMHMDEx0flhV9l+Kl3Y\n2tpWazWzpiiVSpibmyM7Oxve3t5wdHSEpaUlduzYgWnTpkGlUsHX15d9cE6fPh3h4eHses3f0MDA\nAK+//joeP35crdXUF6UmQkJtqKxPaiqyasuAAQPQsGFDmJqawtvbG2fPnoWTkxNL1zf+9H2cuLm5\nsbSgoCCcOnUKgYGBeuegsLAwLFu2DAEBAdi0aZPOVRS1AkHN/v374eXlhddffx2DBg3CwoULsWrV\nKohEojrp756ennXe39u0aYPc3Fw0b94cKSkpGDhwIC5fvoznz5/j+vXr6NGjB7788kusWLECM2fO\nxObNmzFjxgxERESwMjSfoZmZGfLy8uq0jbqoiZBQGywtLdmeARcXF8EeA314eXnByMgIRkZGMDEx\nYcKxVCpFamqqzmuKiopw8+ZNnfOOm5sbzM3NAZQrkXNyctCsWbMaz1+XL1/GhAkTEB8fj9atW+ts\nh3rPmb29PVt979KlC8LCwlBSUoIBAwYIxqGaiu/+yMhIpkwaPnw4tmzZgkGDBtWZUnjmzJnVEspr\nQkBAAIKDg2FoaIj169dj9OjROHLkCEvPz89HWloa/Pz82LklS5bgzTffRElJCcaPH4/w8HAmYJuZ\nmelVYumj3gsYw4YNw/jx43H37l2cOHFCKz07OxuWlpaYPHkycnNzcenSJXh6erIf1tjYuFoboSvr\nCL6+vli1ahXrAL/++iucnJygUCiwbds2/Otf/0JcXJze5UI7OztkZWXBysoKO3fuxKhRo/Cf//yH\npXt5eeHUqVNwc3NDXl4erl69Cjs7OyiVSly6dAkymQyNGjVCWFgYpk6dirVr18LQ0BAFBQU4fvy4\n1odVTVYwAgIC8M4772D69Om4ceMGMjMzBaYcmhw6dAj29vZo06YNO9e+fXscPXoU77zzDh4/fowz\nZ85gxowZaN26NZo1a4azZ8+iS5cuWpqO9PR0Zo72KkNEGD16ND7/XHuCKS4uZlrloqIivR90IpEI\nRASJRKK13FtUVFStiZ+IsHr1avTu3Vtw/sCBA9W9lSrRXIZVf6iq/1dvUCYi7N69m5lXVEabNm1g\namqK1NRUREVFYd26dVp51qxZg3PnzmH//v1wcXERCMdV0ahRI8GqR2RkJK5evQorKysQEQoLC7F7\n926EhYXB1NQU9+/fZ3nVigGg/MM1OTm5ys2NmisYmu8jkUiktYJhamqKBw8eoKysDAYGBpUqBtST\nuaWlJfuos7S0RNeuXZGQkACgfGyrPdolJydjxIgRICIUFBQgLi4OhoaGbJJ/9uwZ3njjjWo/x/pM\ndfrka6+9JjAbeJHN+ZpjkIh0Kqd0jb/qlKd5rHles51vvfUWcnJycOLECZSVlQkECTWNGjUSXBMZ\nGYnExETW3+/du4ejR4/Cx8eH9Xe1mZGu/l7VBnb1CkZFGjdurLWCUV1FmKGhIVs9lcvl6NSpE9LT\n0yGXy9G4cWOmdR46dCg2btyIoqIipKWlsW+G/Px8DBgwALGxsZDL5X8LRVhN0OzvDRo0YL+3Zh+v\n2L81rxGJRDrHSG3a8Pz58xeav8zNzfHs2TOkpKSgX79+Vdalfqd6eHggISEBBw4cwJgxY/Dhhx8i\nJCREcJ2RkRF7DmVlZdi9ezdb1SwrK8O9e/fw+PFjvUphKysrGBsbw9jYGDk5OejYsWOlz2T58uU6\nTU979uyptYLRtm1bHD9+nB1fv34dXl5eWtdqWtSMGzdOS7kcHR2NQYMGCVYy1cpNQ0NDhIaG4ssv\nv2RpLzIW6r0XKbFYjMLCQlhYWLCb1yQ6OhoSiQTOzs747bffMGrUKAB/vGgdHR1hYGAAZ2fnSl3Q\nanbiih161apVSE5OhpOTEyQSCfuQ+fTTT5GQkACpVIqYmBi0b99eZ9lvv/026xBRUVFaS2uBgYGI\njIxEw4YNsXXrVowZMwZyuRzDhg3Dhg0bmF3tokWL0LJlS4jFYjg6OqJ///5o1qx2Wna1Hb9YLEa/\nfv2wZs0adv/jx48XfJBFRUUJzKMA4IMPPkBhYSEkEgm6du2KsLAwODg4ACh3RxsWFgZbW1vY2Nig\nT58+7LrExMRqT6b/ZHx8fLBr1y7cuXMHQPkKl3r5d9asWQgJCcHChQvZvh8AyM3NRVJSEoDyFSQP\nDw/Y2dnhzp07zE76+fPnuHz5Mpo0aQILCwu2X0ClUqG4uFhL8Pbz88OaNWvYhJGRkYEnT55AoVAg\nKioKZWVlyMvL01oZq0jTpk31eo2qjjbHz88PX3/9NTvWXLnRxfDhw7F06VI8evQIEolEKz0rKwtd\nunTBggULYGZmprVPytjYWG977e3tkZGRwdoeHR2NtLQ0ZGVlITs7GzExMWxZ29PTU2CrHRERwV76\nkyZNwpYtWwSmRT/++CP7zdWoVzBSUlJw4cIF9peSkiIQLtR4eXkxjXdERISWzTAAPHjwgNkLFxQU\n4PTp0+zjUl3/s2fPEB4ejokTJ7Jnpr7HIUOGYM2aNUy4UH9IVjSv+btSnT7ZsWNH9h5MSUkR2IBX\nV5G1d+9eqFQqpihT7yVQo2v8FRcX6y0vKSkJSqUSZWVliIqKgoeHBwCgdevWuHr1KsrKyrTMu0aO\nHIng4GCMHTtWZ5n29vbIzMwEUL6CcvLkSVy7do31hW+//VbQ39Xea0pLS/HDDz+w/v7RRx9h8eLF\nbOyUlZXpFP7Vwm7Fv4rChfq+1AorIsKWLVt09veCggL2oZyVlYXMzExYWVkBAPr378/eX4cPH4ZY\nLIaxsTHu3LnD7tHd3R379u1jppHp6ek63yt/V/T1944dO7I9R+p3Sm3QN+/oo6bzF1D+AX3gwAHM\nmTNHp/K5Iup7z83NhZmZGcLCwjBu3DidSifNsXD48GE4OTlBqVQiKysLOTk5GDx4MH788Uc0btwY\nbdq0Yf3q3r17OHjwIFOezp49m30jAcDjx4+xdetWrfpmzpypcyxUFC6A8nfFoUOH8PDhQ9y/fx+H\nDh0SrEKoyc/PZ//v3btXS6lQ0dxd8xoiQkxMjKDvv9BYqLjrW/MPL9mL1N8NfR508vLyyNfX9yW0\nqH5y4cIFGjVq1MtuRr0hOjqaZDIZOTo6kqurKyUlJdGJEyeoW7duVFZWRkREgwcPps2bN1NOTg51\n7tyZRo4cSfb29jRkyBDm2eHXX38lhUJBTk5OJJFI6PvvvyciooyMDPL29mblZ2dnU0lJCXl7e5NM\nJmPe1ebOnUtSqZQkEgl5e3vTo0ePiIho0qRJ1LlzZ/L19dXyKlSR1atXk52dHXl7exPRH95mKnrb\nCA0NZeVophUXF9OECRNYO6ryFHLr1i0yNDSkRYsWsXOa3jMCAwNJKpWSVCql6dOnE5HQA0l6ejo5\nOjqSs7MznTp1SlD2kydPmLc69e+hSWlpKZmbm1N+fj6pVCqaNGkSOTo6kkwmo3Hjxgk8bpw5c4Y8\nPDyoc+fOJBaLaeLEiTo9ctSErKwscnNzIxsbGxo2bBipVCoiIkpOTqbx48cTEdHp06dJKpWy/rVp\n0yZ2/UcffUT29vbUuXNn+vrrr3XWofk7ERHt2rWLZs6cWat21xdq0ifV3gLDwsJILBaTUqkkoj+8\nSFUcT5p97LPPPqPRo0dTt27dyNbWlnnr0qyjrKxM7/iryPHjx6lnz57k7+9PnTt3pvfff5+l7dq1\nizp16kTdunWjyZMnU2hoKEvLz88nIyMjevjwoc5ylUolKRQKIiKKiIigoKAgQfq9e/fIzMyMVCoV\nPXz4kIKDg8nJyYmcnJxo1qxZgrwHDknspcMAAAyASURBVBwgFxcXEovF5ODgoJX+IiQnJ5NEIiFr\na2uaMmUKOx8bG0vz588nonLvbA4ODuTs7EwuLi504MABrftzcnKiXr160bVr17Tq8PLyEniRWr58\nOX3zzTe1bnt9oGJ/X758OS1YsICIiP773/+So6MjyeVymjdvHllaWhKRticiTe9hVXkpyszM1Jp3\nKnp/mjx5MkVERBBRzeYvzXJyc3NJIpHQ2bNnBW2q+O5Sj9WIiAiSSCTk7OxMCoWCcnJytNq+detW\n5nEsNDSU1q1bJ0iPjY2lfv36ERHR5cuXycvLi2QyGTk7O1NkZKQg79KlS8nOzo6kUinJ5fI68cK3\nadMmsra2JhsbG/b8iIg+/fRT2rdvHxERzZkzhxwcHEgmk5G3tzddvXqV5cvJySELCwutctXPWSqV\n0siRI+nx48cszd/fn9LS0rSuQSVepERUiQZHJBJRZekcIVZWVkhOThZ4p1Cza9cu9OnTp8r9E68C\nR44cgY2Njd4VH45+lEol/P399dq+cuqW6dOno3///lXuPXlVGDx4MMLDw+vMmcarwIIFC/Q6Evgr\n2bVrF/bt2yfYb1CRwYMHY+nSpcy72KuOp6cn9u7dW2tLAc7fi6dPn8Lb2xuJiYk13lv0T+T27dt4\n5513cOjQIa00kUiE/v37/xtAq9jY2ImaafV+D0ZdEh8fj1mzZgk24FhZWQncM9aGrKwsvWk12Xn/\nT0e9kZLzYvAX3l/H3LlzmTnaq05JSUmdeurj/HVMmTIFP//8M3766adK8y1ZsgR5eXlcwEC5udWM\nGTO4cPEK8sYbb2DBggVa3steVXJzcwX7MaoLX8HgcDg1JjAwkHkgof9vWg0PD/9T9tX82YoBDqc+\nkpaWhpEjRwr6/RtvvFFp5HkO569m0qRJTNOvngumTp2K0aNHv+ymcf4CKlvB4AIGh8PhcDgcDofD\nqRGVCRj13osUh8PhcDgcDofD+fvABQwOh8PhcDgcDodTZ3ABg8PhcDgcDofD4dQZ9VrAUCqVVUYD\nrQ3r1q0TBMfSxa+//oq4uLg/rQ1qKrvX/Px8rSjA06ZN0/JusGDBAq0o3paWlizS5K1btxAUFAQb\nGxt06dIF/v7+LJjMi6JSqTBixAjY2NigW7duLEhcRby8vNC5c2c4OztDLpejoKCApUVHR8PBwQFS\nqVQromZhYSHatWsniAIeFBSE33//vVbt5nA4HA6Hw+H8OdR7N7V/pkvOCRMmVJnn4sWLSE5ORt++\nfatdbmlp6QtFutV3r1999RXeffdddkz/j7LYvn17nDhxAj179qxWmYMGDUJoaCgiIyMBAKmpqbh1\n61at3E5u2LABLVq0QEZGBqKiovDxxx9jx44dOvNGRkbC2dlZcC4zMxPh4eH45Zdf0LRpU4HgAQDz\n5s3Tur/33nsP4eHhWL9+/Qu3m8PhcDgcDofz51CvVzCAct/rISEhEIvFGDZsGJ4+fQpAqJk/f/48\nvLy8QESwtbXF3bt3AZR/iNvY2LDjimhq/L28vDB79mx07doVnTt3RmJiIkpKSvDpp58iOjoacrkc\nO3fuxJMnTxAWFgZ3d3e4uLhg3759AICIiAgMGDAAPj4+6NWrF4KDgwUrH6GhodizZw+USiUUCgVc\nXV3h6uqKM2fOVPkMdu/ejT59+rDj48ePQyKR4L333sP27dsrvVbtBezYsWNo2LAhxo8fz9KkUim6\nd+9eZf2VsXfvXuaObsiQIThy5IjevGVlZVrnvvvuO3zwwQdo2rQpAKBly5Ys7fz587h9+zZ8fX0F\n13h4eODw4cM6y+NwOBwOh8PhvFxeeAVj3LGtL1zp914jq5336tWr2LRpE9zd3REWFoY1a9ZgxowZ\nWtp+kUgEkUiEkSNH4ocffsDUqVNx+PBhyGQymJqaVquu0tJSJCUlIS4uDp999hkOHTqEhQsX4vz5\n8/j6668BAP/617/g4+ODDRs24OHDh3Bzc0OvXr0AABcuXEBqaiqaNWuGmJgYREVFoW/fvigpKcHR\no0exdu1aEBEOHz6Mhg0bIjMzE0FBQTh37pzeNuXk5KBFixYwNDRk5yIjIxEcHIz+/ftj7ty5la6Y\nqJ9TWloaXFxcqvUcFAoFioqKtM4vX75cK6LxjRs30K5dOwBAgwYNYGJignv37umMZj5mzBgYGhoi\nMDAQn3zyCQAgPT0dANCjRw+UlZVh/vz58PPzAxFh5syZ2LZtm1b0SJFIBBsbG/z6669aKyIcDofD\n4XA4nJfLCwsYNRESakP79u3h7u4OAAgJCcHq1asxY8YM6IvPERoaioEDB2Lq1KnYuHEjQkNDq11X\nYGAgAMDFxQVKpVJnnvj4eOzbtw/Lli0DUL4HQb3voHfv3izqZ9++fTFt2jSUlJQgLi4OCoUCr7/+\nOh49eoRJkybh4sWLaNCgATIyMiptU15eHlq1asWOS0pK8NNPP2HFihVo3Lgx3NzccPDgQfTr10+n\niZU68E1NSEhIqFH+ivXpYvv27TA3N8fjx48RGBiIH374ASEhIXj+/DkyMzORkJCA3NxcKBQKpKWl\nYevWrXj77bfRpk0bneW2atUKN2/e5AIGh8PhcDgcTj3jb7cHQ3382muvMRMZtdkUAFhYWODNN9/E\nsWPHcO7cuSpNiDR5/fXXAZRr4p8/f6433+7du2FjYyM4d+bMGTRu3FhQlqenJ37++WdERUUhKCgI\nALBixQq0bt0aly5dQmlpKRo1alRpmxo1aiS4v4MHD+Lhw4eQSqUgIhQXF8PIyAj9+vWDqakp8vPz\nBdcXFRXBxMQEDg4O2LVrV7Weg0KhQGFhoeCcSCTSuYJhYWGBa9euoU2bNigtLcWjR490rl6Ym5sD\nABo3bozg4GCcPXsWISEhsLCwgLu7OwwMDNCxY0fY2toiIyMDv/zyC06dOoU1a9agsLAQJSUlMDY2\nxhdffAGg/Dev6tlxOBwOh8PhcP566v0eDKVSiaSkJADlWnAPDw8A5Xswzp8/D6D8g1+TsLAwhISE\nYNiwYS+8SVytMTc2NsajR4/YeT8/P2YuBZRvAtfHsGHDsGnTJpw6dYrtoXj48CH72N6yZQtKS0u1\n6tTE1tYW2dnZ7DgyMhIbNmxAVlYWsrOzkZWVhfj4eDx9+hQKhQKxsbHMvGnPnj1wcnKCSCSCt7c3\nVCoVvv/+e1ZWamoqEhMTtepMSEjAhQsXBH8pKSlawgUA9O/fHxEREQCAnTt36sxTWlrK9sGUlJRg\n//79kEgkAICBAwfi2LFjAICCggJkZGTAysoKP/zwA3JycpCVlYXly5dj1KhRTLgAyk2r1GVwOBwO\nh8PhcOoP9V7A6Ny5M7799luIxWI8ePAAEyeWRyL/9NNPMWXKFLi5ueG114QLMQEBAXj8+DHGjBlT\n7Xr0rZR4eXnh8uXLbJP3vHnzUFJSAkdHR0gkEnz66ad6y/T19UVCQgJ69+7N2vj+++9j8+bNcHZ2\nRnp6umDVQ5cwZGRkBGtra2RlZaG4uJiZQ2mme3h4YN++fZBKpZg0aRJ69OgBuVyO9evXCwSKH3/8\nEYcOHYK1tTWkUinmzp2L1q1bV/sZ6SIsLAwFBQWwsbHBypUrsWTJEpYml8sBAM+ePYOfnx9kMhnk\ncjksLCzYZnM/Pz+YmprCwcEBPj4+WL58OZo3b15pnbdv34aRkRHMzMxq1XYOh8PhcDgcTt0j0mcz\nDwAikYgqS6+vJCcn48MPP8SJEydedlPqhL179+L8+fNYuHDhy25KvWDlypVo1qxZjfbXcDgcDofD\n4XDqDpFIhP79+/8bQKvY2NiJmmn1fg9GTQkPD8fatWtrtPeivjNgwAC9rnZfRZo3b46RI/8aJwMc\nDofD4XA4nJrxj1zBqMgXX3yBnTt3QiQSMa9KQ4cOxZw5c1520zgcDofD4XA4nL8dla1gvBICBofD\n4XA4HA6Hw6k7KhMwKt3kLRKJSKVS/amN43A4HA6Hw+FwOH8fVCpVpZ5aKxUwmjRp8t+lS5eWciGD\nw+FwOBwOh8PhqFQqhIeHl7Vo0aIAgAiAlrlTVSZSFk2bNj1aWFhow02lOBwOh8PhcDicVxuRSIQW\nLVoUiMXirSYmJoYA7sfGxgriNlTqRYqIrgcEBNgBeBvAYAClleXncDgcDofD4XA4rwRNATwDsLFi\nQqUrGGoCAgJEAFr/vyAOh8PhcDgcDofzalMG4FZsbOyjignVEjA4HA6Hw+FwOBwOpzpUusmbw+Fw\nOBwOh8PhcGoCFzA4HA6Hw+FwOBxOncEFDA6Hw+FwOBwOh1Nn/A8AvHg3Ewo0HAAAAABJRU5ErkJg\ngg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxcAAAHcCAYAAACkkFdiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -234,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -243,6 +243,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -255,37 +268,37 @@ " \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", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -295,27 +308,27 @@ " \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", " \n", - " \n", + " \n", " \n", " \n", "
buy_freq0.6689310.0047760.000000
buy_interval0.5642960.0084810.000000
expected_time_buy0.5264010.0159810.031809
expected_time_visit0.5940290.0838230.016068
isbuyer0.6672060.0007980.000000
last_buy0.6601480.0688500.191752
last_visit0.8142160.2008350.466288
multiple_buy
multiple_visit0.7339040.0013100.000000
num_checkins0.5749460.2247850.037052
sv_interval0.7179670.1227060.063482
uniq_urls0.5885090.1866830.025836
visit_freq0.7801380.0809720.167713
\n", @@ -323,22 +336,22 @@ ], "text/plain": [ " auc mi\n", - "buy_freq 0.668931 0.004776\n", - "buy_interval 0.564296 0.008481\n", - "expected_time_buy 0.526401 0.015981\n", - "expected_time_visit 0.594029 0.083823\n", - "isbuyer 0.667206 0.000798\n", - "last_buy 0.660148 0.068850\n", - "last_visit 0.814216 0.200835\n", + "buy_freq 0.668931 0.000000\n", + "buy_interval 0.564296 0.000000\n", + "expected_time_buy 0.526401 0.031809\n", + "expected_time_visit 0.594029 0.016068\n", + "isbuyer 0.667206 0.000000\n", + "last_buy 0.660148 0.191752\n", + "last_visit 0.814216 0.466288\n", "multiple_buy 0.564313 0.000000\n", - "multiple_visit 0.733904 0.001310\n", - "num_checkins 0.574946 0.224785\n", - "sv_interval 0.717967 0.122706\n", - "uniq_urls 0.588509 0.186683\n", - "visit_freq 0.780138 0.080972" + "multiple_visit 0.733904 0.000000\n", + "num_checkins 0.574946 0.037052\n", + "sv_interval 0.717967 0.063482\n", + "uniq_urls 0.588509 0.025836\n", + "visit_freq 0.780138 0.167713" ] }, - "execution_count": 94, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -357,12 +370,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To put the different metrics on the same scale, we'll use pandas rank() method for each feature." + "To put the different metrics on the same scale, we'll use pandas rank() method for each feature. " ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -370,18 +383,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 95, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngJKgoQNASfw/tN7RKmZ/eRQAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -398,9 +411,21 @@ "plt.plot(feat_ranks.auc, feat_ranks.auc,)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do the feature importance metrics above completely agree with each other (in terms of rank order)? If not, why do you suppose?\n", + "\n", + "Some discussion points:\n", + "- A feature can be incredibly predictive but has low coverage. I.e., look at 'multiple_buy.' When it is positive it is highly predictive, but it is only positive in a few cases. This will make the AUC lower (because it is the area under the curve).\n", + "- The Mutual Information as represented by the feature_importance\\_ attribute of the Decision Tree is technically not Mutual Information between X and Y. Technically, it is the cumulative MI of possible multiple binary splits on the given feature throughout the tree. The [source code](https://github.com/scikit-learn/scikit-learn/blob/a24c8b464d094d2c468a16ea9f8bf8d42d949f84/sklearn/tree/_tree.pyx#L1056-L1092) can show you how this is done. Further, this the cumulative MI within the tree, which is conditional on any prior splits. When two (or more) variables are correlated, the information gained from a redundant feature is often very low. Thus, you can see that a feature might have a high AUC but low MI as computed by the DT learning process.\n", + "- The right way to do this analysis would be to compute only univariate MI between each X and Y separately (the way we did it for AUC)." + ] + }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -409,14 +434,10 @@ "data": { "text/plain": [ "(['buy_freq', 'last_visit', 'multiple_visit', 'sv_interval', 'visit_freq'],\n", - " ['expected_time_visit',\n", - " 'last_visit',\n", - " 'num_checkins',\n", - " 'sv_interval',\n", - " 'uniq_urls'])" + " ['last_buy', 'last_visit', 'num_checkins', 'sv_interval', 'visit_freq'])" ] }, - "execution_count": 96, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -437,16 +458,7 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 97, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -454,18 +466,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 97, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA34AAAJECAYAAABJv/ZrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/g8omH5M59ZLagAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4AAAAJWCAYAAAAJJOnRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -481,6 +493,7 @@ "- build two logistic regression (C in {10**-2, 10**2})\n", "- get the auc and log-loss on the test set\n", "'''\n", + "from sklearn.linear_model import LogisticRegression\n", "\n", "\n", "def getLogLoss(Ps, Ys, eps = 10**-6):\n", @@ -503,8 +516,8 @@ "\n", "fsets = [top5_auc, top5_mi]\n", "fset_descr = ['auc', 'mi']\n", - "mxdepths = [5]\n", - "Cs = [10**2]\n", + "mxdepths = [5, 10]\n", + "Cs = [10**-2, 10**2]\n", "\n", "\n", "#Set up plotting box\n", @@ -545,6 +558,13 @@ " shadow = True, ncol = 2, prop = {'size':10})\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So which feature selection method produced a better model? Any intuition as to why?" + ] + }, { "cell_type": "code", "execution_count": null, @@ -558,9 +578,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [py35]", + "display_name": "Python 3", "language": "python", - "name": "Python [py35]" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/ipython/Labs_Student/Lab_FeatureRanking_AUC_Student.ipynb b/ipython/Labs_Student/Lab_FeatureRanking_AUC_Student.ipynb index b8e2a6d..d731098 100644 --- a/ipython/Labs_Student/Lab_FeatureRanking_AUC_Student.ipynb +++ b/ipython/Labs_Student/Lab_FeatureRanking_AUC_Student.ipynb @@ -239,6 +239,13 @@ "#Student - Plot a y=x reference line\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do the feature importance metrics above completely agree with each other (in terms of rank order)? If not, why do you suppose?" + ] + }, { "cell_type": "code", "execution_count": 10, @@ -353,9 +360,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [py35]", + "display_name": "Python 3", "language": "python", - "name": "Python [py35]" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/ipython/python35/Lecture_Metrics_Ranking_3.ipynb b/ipython/python35/Lecture_Metrics_Ranking_3.ipynb index 78732b4..bfb018a 100644 --- a/ipython/python35/Lecture_Metrics_Ranking_3.ipynb +++ b/ipython/python35/Lecture_Metrics_Ranking_3.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -57,19 +57,21 @@ " weights='uniform')" ] }, - "execution_count": 2, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Build the datasets\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", "from sklearn.metrics import roc_curve, auc\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn import svm, linear_model\n", "from sklearn.neighbors import KNeighborsClassifier\n", "import sys\n", - "sys.path.append(\"C:/Users/kevin/Documents/GitHub/DS_course/ipython\")\n", "import course_utils as bd\n", "import pandas as pd\n", "import math\n", @@ -79,7 +81,7 @@ "imp.reload(bd)\n", "\n", "#Load data and downsample for a 50/50 split, then split into a train/test\n", - "f='C:/Users/kevin/Documents/GitHub/DS_course/datasets/ads_dataset_cut.txt'\n", + "f='../data/ads_dataset_cut.txt'\n", "\n", "train_split = 0.5\n", "tdat = pd.read_csv(f,header=0,sep='\\t')\n", @@ -107,15 +109,23 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEWCAYAAAB42tAoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "#plt.clf()\n", "\n", "def plotAUC(truth, pred, lab):\n", " fpr, tpr, thresholds = roc_curve(truth, pred)\n", @@ -146,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -170,11 +180,31 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAELCAYAAAD3HtBMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "\n", "def plotCalib(truth, pred, bins, f, l):\n", @@ -216,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -253,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -283,11 +313,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEWCAYAAABv+EDhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAjDGmJryF2b22OsN3FD7AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.title('A Lift Chart on Ads Data with LR')\n", "plt.plot(lifts_lr['n_cum'], lifts_lr['cum_lift_b'], label='LR')\n", @@ -308,7 +349,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [] @@ -317,9 +358,9 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [py35]", + "display_name": "Python 3", "language": "python", - "name": "Python [py35]" + "name": "python3" }, "language_info": { "codemirror_mode": {