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@YasuThompson
Created March 17, 2021 12:05
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{
"cells": [
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: I'm the only one who cannot speak German in the office.\n",
"Predicted translation: ich bin der einzige, der nicht deutsch kann.\n"
]
},
{
"data": {
"image/png": 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dUmfqRMSiiNi15TKZsJkGbA/sRTYV8MuS5k35QTSMs8csgQbSLpbM2WPWnkJJl6S2EtYSzOsOkBSSdi3tgTSIs8csQXn7PbcAW7Vc3zLfNp6DgG+lNNr0mTp/A7wOOBy4BDgEeAGwL/CvwP4TfmfqSU8b8GHjw8PVdKKq87424CmjyEltZw2mFw8UeHA9dl7dlIC5GbgoItYCN0j6PdkgzyWd6WJHTTp7NLI67R4GN5hiF6cuua9ADM5Or531pAK9qOiVNDA9vbbQ4EP9Cai19xWo7uW/BD1p0tmzVmuS7mBWzJpqH8cVFf2ujTCSXLvF8Lgz2Me1VmuTa9dE2nMLMFDg89JuWx9mSEN1d6E0KWsJ5nUbAu8FLup8Lztq8u+5Eg3c+vvk2pG/eU56wyvT/yZqYDC9D1s+Pb0PRd5AFOhDMQX6UOTw6Jnp+39FxNxNKmm3MuUdUn4JsL2kbcneax1E9nobc3d6OrAJcGFKo03/GO2GiPhdRIwAy4GfREQAvwO2GVvcegzbaact7nBXzTqvxGUt1gWMpBlkAbNkTM3/kM3SQdJmZIdjXV/WY2mYSWfP4q+e0eGumtWhxBW9rNWks+ebi5M+zDPrakr8lyBlLUGATwCfAlaV9ygaafL7Paed1tmemtWinP2eiBgCjgTOA64BzoqI5ZKOlbRvS+lBwBn567Ctps/Uaf0YeaTl+gjj9L31GLZ77nuwxyZSmFUnIoYkjQbMILB4NGCAZRGxJL/tFZKuBoaBD0bEXfX1ulKTzp6Vd6xw9lgf8IBNRSadPTeuvMHZY5YrYy1BSc8BtoqI/5P0wco62wyTzp4H773X2WO9r8STP0TEUmDpmG3HjLn+sSJtNn1Qx8zWo8y3Ve0CJh8pPiq/mFk/83o5ZlaD1EPWprpYqaQB4ARgwWTbMLMe0vD9Hg/qmHU1fzhiZnXwTB0z62rt1hLcENgROF/ZJ/RPBJZI2jcilnWsl2bWDCXO1KlCYwd1IuJGsjAdvb5gotvM+lWz46U7OXvM2ouG79x0I2ePWUetd7HSiLgP2Gz0uqTzgQ/04oCOs8esvabv9zR2UMfMEjQ7X8ysZzl8zKzzyjpjWOJagmZmGR9+ZWZV8dsqM6uH08fMulvKYqUt2/fqRJ/MrKE8U8fMzMx6SsN3bsysN5U1U8fMrJhmZ48Hdcy6WLPjxcx6l9PHzMzM+kTDP8yq9eAwSfMkvTP/ei9J36uzP2bWH5w9ZlOkgbSLPYqzx2xqlPjPHuHcMSuBlHapSd17XPOAd9bcB7OupcSLPcY8nD1mU1Be+kjaW9J1klZIOnqCmtdLulrScknfLOMR1GQezh4z66x5OHfMpqbhgzp1H351PLCdpCuAtcBKSeeQnTrvUuDQiAhJuwAnAHOBO4EFEXHb+hq+dVXak/rkDSK5syPppYUc8dTVlfRh1XB67YzB9No1I+m1swoMGxZ5eou8ZJ40q5qf8Y0rqxkT3WSjSpq1R6sse2JwTloPBmcV6G414RPT0n/ZZl79oeTaNdum7zsOrLw+uXZk9tbJtQxukFyq1bcn18bMJ6T3oUhSDT2YXDoy84kF+lCVcnZcJA0CJwMvB24GLpG0JCKubqnZHvgQ8PyIuEdSkR9C01SWPUOk/dEfTqyDYuuXDDGUXDtQ4DPFh/Vwcu3Th56eXDus9OdhtdL302bEjOTaItayNrl2OtOTa1exKrl2hAI7gNYkleVOJm0fZe1LDk3u8OBN1yTXTv/BKcm1q4/4bHJtTE9/LeuhB9LbLTKLdXqRfcUCRgq8SRwo8CaxkKrarYgPv1qvo4E/RsROwAeBnYH3AfOBpwLPlzQdOAk4MCJ2ARYDx43XmKSFkpZJWnb21xZ3oPtm9Wr4oHGTVZY9i0//ege6b1az8g6/2g1YERHXR8Qa4AxgvzE1bwNOjoh7ACIifRSueSrLnjMWn9GB7pvVy4dfTUqpuQNj9ntOO63a3ps1QcMPO697ps5YF0fEzQD5aPI2wL1kI8k/UvbudBAYd9Q4IhYBiwCW/3VlRfNqzKwHlZY9D959m7PH+kDyoVULgYUtmxblr5dRWwA3tVy/Gdh9TDNPy9u6gOx1+LGI+EHRHjdUadmzYuUKZ4+ZpZhS7sCY/Z5773H2WO9r+KfkTRvUaZ3fOkzWPwHLI2KPerpk1lzNjpeu4uwxKyQtfVp3/KdgGrA9sBewJfALSc+MiHun2G4TOHvMCvAsnFI4d8wKa3b21H341QPAhm1qrgMeL2kPAEnTJe1Qec/MrJc5e8ymorxjP28Btmq5vmW+rdXNwJKIWBsRNwC/Jxvk6UbOHjPrNOeO2VQ1fM2LWgd1IuIu4AJJVwGfmaBmDXAg8ClJvwWuAPbsWCfNGsxnv5ocZ4/ZVA0kXtq6BNhe0raSZgAHAUvG1PwP2SwdJG1GdjhW+grbDeLsMZsar6lTnHPHrAQlrqlTxVk/az/8KiIOmWD7kS1fXwG8qFN9MusWDT+8s9GcPWZTUFL2RMSQpCOB88jWcFgcEcslHQssi4gl+W2vkHQ12aECH8zfpHQlZ4+ZdZpzx2yKSnrTVdVZP2sf1DEzM7NuU96IckQsBZaO2XZMy9cBHJVfzMzMzDqrvE/S1531M2tWo2f9vLqlpvBZPz2oY9bFPFHHzGpR42k7zax/+dAqM6tFefs9lZz104M6ZmZmVkj4jZWZmZn1iUicqSNpIbCwZdOi/EygRRQ+62djP2qTdJqkA+vuh1mTlblQcrtFuyQtkHSHpCvyyxHlPIpmcfaYpfAy7WVz9pi154WSy+fsMUuRtt8TEYsiYteWy9gBnUrO+tnYQR0zS1DS+6qWRbv2AeYDB0uaP07pmRGxU345pYyHYGZdqMSzQJiZJYvEi5lZmQaUdmmvkrN+dnSPS9JRkq7KL++TtI2kayR9OT9d1w8lbTDme14q6X9arr9c0nc62W+zpirxs/J1i3blp7UcXbSrJzh7zMrmmTopnD1m5fJMnTTOHrOylbPfExFDwOhZP68Bzho966ekffOy84C78rN+/oyEs352bE0dSbsAh5EtBCTgIuDnZFOJDo6It0k6CzgA+HrLt/4M+C9Jj4+IO/I2Fk9wH+uOYfu3T5/EgW86vH2/CgznDxb4G1HkQ4Kq/vTMGqym3dkVtdsEaQOsmbvWpBdHzZ8aJRzfmbJoF8ABkl5ENg3w/RFx0zg1jdLp7DnpU//K4Ye+tm2/RuY8tcijKFBbTbOrd/hUerOr/5pcG9PnpXdC09Nrhx9O78PMzdPbrcq0ucml0/807q/h+GI4vfZx/5xe6zdNbXU6e4456Rhed/jr2vZr49g4/TEU+DlPq2iXclqktzuLWcm1wwVeG3cNrHdf+lFmxIzk2lmR3t8ZpLc7wkhybZGf8b26N7nW6tPp7DnxP/6DwxcsaNuvgfvuSH4MsdFmybVr905fDWDGtz6ZXLv6rZ9OrmXaqvTaGRu0r6maCryZi/Q8KbRvUN7ZpDqjxP5WcdbPTi6U/ALgOxGxEkDSucALgRsi4oq85lJgm9ZvioiQ9DXgUEmnAnsAbx7vDvI3qYsArvzLQ558aT0vNV5aXxtT8F3gWxGxWtLbgdOBl06xzU7oaPY8dOulzh7rfd22M1aPjmbPVQ9d5ewxM+hw9jx4333OHut9Dd/vacLZr1a3fD0MjDd8eSrZG8pVwNn5tCUzK0/bRbvGTPs7BSjwEUYjOXvMJs3r5UyBs8dsknxo1ZQ4e8wmq+HrBHayd78E9pc0W9Ic4DX5trYi4lbgVuAjZGFjZpS6qkXbRbskPanl6r5kx4F2A2ePWem8pk4CZ4+Z1cHZY1Y2Ke1Sk47N1ImIyySdBlycbzoFuKdAE98AHh8R3fJG0qxrRMSQpNFFuwaBxaOLdgHLImIJ8J58Aa8h4G5gQW0dLsDZY1aBhk9DbgJnj1n5PFOnPWePWRWanT0dPfwqIk4AThizeceW2z/b8vWCMXUvAL5cWefMupBU3mHMCYt2fQj4UGl32EHOHrOyNXvnpimcPWZWB2ePWckGmn34VRPW1GlL0qXASuCf6u6LmfUPZ4/ZBDxTp1LOHrPxeaZOtZw9ZhNpdvZ0xaBOROxSdx/MmqjZ8dL9nD1mE3H6VMnZY2Z1cPaYTaDhH2Z1xaCOmZmZNUmzd27MzMzMSuNBHTOrSrPjxcx6VsNP7WlmvcmHX5lZLRq+39Ps3pnZejX87Hpm1rPKO6W5pL0lXSdphaSjx7l9gaQ7JF2RX44o61GYmZmZtdXwN121DepIOkrSVfnlfZK2kXSNpC9LWi7ph5I2yGu3k/QDSZdK+qWkp9fVbzPrbs4eszKUM6gjaRA4GdgHmA8cLGn+OKVnRsRO+eWUUh5Chzl7zKwOzh6z3lfL4VeSdgEOA3Yn2+u7CPg5sD1wcES8TdJZwAHA14FFwDsi4g+Sdgf+C3jp+u5j3vS0Uz0/NJTe71mD6bXDBc40vWokvXZGgQHAaQWG7IqM7j1Y4Dl7YG16hzedmf6kTS/wPDw0nF5b5Dl7xoYFGq6IJ+EU04nsIQq8QJIVCJQoUFvkE4VI/32PGZsl1w7e8dPk2uFNX5Bci6Ynlw48dGNy7cjsrdP7UOQVGul/CEY2rH8fO8qbhrwbsCIirgeQdAawH3B1WXfQBB3Z7xmZV90DqNFMZlbS7iDpO3VPGnlScu1a1ibXfm/m95Jr91m1T3LtKq1Krp0Z6c/vxrFxcm1VfPhVMR3Z71mb9vs28vinpHe8wN9ENtsyuXTml96b3m4RQ2vSa1etTK8dLPDmc6TAczZzdnrtcIH92sEiQwtF9pEK7NtWJBp+SvO6evcC4DsRsTIiHgTOBV4I3BARV+Q1lwLbSJoL7AmcLekK4EvAuH9dJS2UtEzSsm+evrjqx2Bm3afy7Fn89f+p+CGYNUFph19tAdzUcv3mfNtYB0i6UtI5kraaQsfrUnn2fGPxN6p+DGbWfarf7/nq16p+DGYNUN5h51Vo2kLJq1u+HgY2IBt4ujcidmr3zRGxiGyEmT/ftbL+IT2zivnzqtKUlj0P3XKRs8d6X+IsL0kLgYUtmxblr5civgt8KyJWS3o7cDrtPjnuHqVlz80P3uzssZ5X5kwdSXsDJwKDwCkRcfyY298BvIvstfkgsDAiemUWYWnZ8+Cdf3X2WO9r+CKldc3U+SWwv6TZkuYAr8m3PUZE3A/cIOl1AMo8u3NdNWuwZg8aN5Gzx6wUA0mXiFgUEbu2XMYO6NwCtM682TLftk5E3BURo29ATgF2Kf3hVM/ZY9Ygiet5fTMinpkPcnwaOKGzvSyFs8esDBpIu9SklnuOiMuA04CLyY7tPAW4Zz3f8kbgrZJ+CywnO97erO95TKcYZ49ZWUpLn0uA7SVtK2kGcBCw5FH3JLVO/98XuGaqve80Z49ZOZT4L8G69bwiYg0wup7XOvkgx6g5FFrgrhmcPWYlKfHsV6rgrJ+1HX4VESfw2BHvHVtu/2zL1zcAe3eoa2bWw5w9ZiUoabQ4IoYkHQmcR3YIxOKIWC7pWGBZRCwB3iNpX2AIuBtYUM69d5azx6xzEg79HG89r93HaeddwFHADLr0sE9nj1kJSjr8qmWW4MvJcucSSUvGObTzzIg4MrXdpq2pY2YFeBaOmdWjvPSJiKXA0jHbjmn5+kPAh0q7QzPrea1rvkyxnZOBkyUdAnwEeMtU2zSzblTafk8lZ/1s9rm5zMzMrHkafmy5mfWmEg+/arue1xhnAPtPvudm1tUGBpIurWeGyy8Lx7RUyVk/PVPHrIt5po6Z1cPpY2Zdbd16XmSDOQcBh7QWSNo+Iv6QX/0H4A+YWZ9K2+8paZZg4bN+elDHzMzMCvKgjpl1nqKc7Elcz+tISS8D1pItLuxDr8z6VXmnNE8662fL1VPIzr63Xo0a1JH0YETMrbsfZt2ivHzpb84es4J8aFUpnD1m9UlYz+u9He9Uhzh7zAoqb78nZZbgkyLitvxq0lk/GzWoY2ZmZt3AI8pm1nmJ6+WYmZWr4Wf97OhHbZI+KOk9+defl/TT/OuXSvpG/vVxkn4r6TeSNs+3bSPpp/liQT+R9JRO9tusqZR4SWpL2lvSdZJWSDp6PXUHSApJu06t953j7DErW5np07ucPWZWB2ePWcmktEuCiFgaEU+LiO0i4rh82zH5gA4R8aGI2CEinh0RL4mIa9u12emZOr8E/gn4ArArMFPSdOCFwC/Iph79JiI+LOnTwNuATwInAadHxOmSDs+/f/+xjeerSy8E+MinT+LAQw9v26Gt50Ry5yO9lMEC+7IbFvgpDBfoQ1VmFhgKnLNBeodXDae3O6NIHyr6Lb/+wSJjoum/EFs8rnhfpkrSIHAy8HKyVdgvkbQkIq4eU7ch8F7gos73cko6lj0nfepDHH7oa9v3KEbSe1/kOLsi00NjqEC76S+kwTt/kVw7/Pj1rvv2aCOr0ms1mN7s7G3S261KgZ+bVv0lvd0oEKxF+NjPVB3Lnk9+4ZMcdPhBbTs0K2Yld77IrIgmzKAI0vc5ivR3mPTX0UCBz0tfufqVybUjSv+bMUh6/t07cG9y7X0D9yXXFrEt21bSbp/r3H7PRz7A4Qfs27ZDI1vvkNx5rU7/ex8F/h499NkLkmuLvPGLuQV23kfS80Qr703vwwbpR9PpwXuSawevvTC5dujZf5dcS5G8fuDuAu0WMG9egeL6/8atT6cHdS4FdpG0EbAauIwsaF4IvAdYA3yvpfbl+dd7AKPvkr7GBIsFta42/dvbHmrA8IdZtUqMl92AFRFxPYCkM4D9gKvH1H0C+BTwwfLuuiM6lj0P3brM2WN9wGvqJOpY9vxx5R+dPdbzmjB42CU6t99zxS+dPdb7Bpq939PR3kXEWuAGsuPCfk02ivwS4G/IFgBaG7FuWHQYr/ljtn7lHQGxBXBTy/Wb822P3JX0HGCriPi/qXa705w9ZiUrcRpyL3P2mFkdnD1mZWv2Yed1DDn9EvgA2dS/XwLvAC5vCZbx/JpsZWiAN+bfZ9b3UuNF0kJJy1ouCwvdjzQAnEA2lbdbOXvMStPsnZuGcfaYlUSJ/wxw9piVp+EfZtU1qPMk4MKI+CuwivaB8W7gMElXAm8iW9PDrO+lvq2KiEURsWvLZdGYpm4Btmq5vmW+bdSGwI7A+ZJuBJ4HLOmmxZJx9piVJlDSxQBnj5nVw9ljVpLQQNKlLh2fahcRPwGmt1x/WsvXc1u+Pgc4J//6T0CB1TTNrKBLgO0lbUs2mHMQ2SJ6AETEfcBmo9clnQ98ICKWdbifk+bsMSuRD61K5uwxK49n4aRz9piVqOH7PT5+0qyLlRUvETEk6UjgPGAQWBwRyyUdCywbPcWemVmm2Ts3ZmZmZqXxoI6ZVae8Ew5ExFJg6Zhtx0xQu1dpd2xmXajZOzdmZmZm5Wn2fo8Hdcy6WMMHjc2sV9V43LiZ9S8ffmVmtfApzcsjaYGkJ9fdDzPrL84es7F89qtOcPaYWR2cPWZjNXu/p6sGdYAFgAPGLNfseOkpC3D2mD2ixFN7Stpb0nWSVkg6ej11B0iKLjvr3lQtwNljto5Pad4xC3D2mD2iV09pLunNkq6U9FtJX5P0akkXSbpc0o8lbZ7XfUzSYknnS7pe0nvy7dtIukbSlyUtl/RDSRvkt+0k6Td5+9+RtImkA4FdgW9IumK01sz6i7PHrAkGEi/rJ2kQOBnYB5gPHCxp/jh1G5KdWveicvpfnLPHzOrg7DFrgIYP6kxqTR1JOwAfAfaMiDslPY5sxdbnRURIOgL4Z+Cf8m95OvASYEPgOklfzLdvDxwcEW+TdBZwAPB14KvAuyPi58rOvvPRiHifsrPzTHgaZUkLgYUAn/zsFzjozYdP5uGt53EXqC31nh8xWKDh4QJr6A5VVDtQoLbIc1aoDwXaLdKHaMAnQfX3oLO6IXtOOv5oDj/0NQkPpgETJVXNsmrDm70wvXhkTXrt4OzkUg09kFw78ODvk2uHN3p2ci0DRZ7fAq/mGC7QbnmLqT9aaemzG7AiIq4HkHQGsB9w9Zi6TwCfAj5Y1h0X0Q3Z8/GTPs7rD399+wdT4FfiHt2TXDsn5iTXrtTK5Np5MS+59iE9lFw7Paa3LxqtJb12iKHk2pkxM7l2DelZOZv0rJz7yJmt21qt1cm1VWVPv83C6Ybs+cInjuHwg16X8GDS93ti9kbJtVUZuP6K5NqRbZ+V3vDa9NdRoech0l9zA38e+yd2YkPPeWV6HwYG02sLPA+6+7b0dovY9hnptQ1fyHSye/QvBc6OiDsBIuJuSc8EzpT0JGAGcENL/f9FxGpgtaTbgc3z7TdExBX515cC20jaGJgXET/Pt58OnJ3SqYhYBCwC+OMdK6vakzVrjmbnSxUanz0P3XKxs8d6X/qhVet2/HOL8tfLqC2Am1qu3wzsPqaN5wBbRcT/SaplUIcuyJ5rH7rW2WPWexqfPStXXOXssd7X8EGdMj8qPgn4z4h4JvB2YFbLba1DccM8Mpg00XYzS+A1dQBnj1kN0g6/iohFEbFry2XRhE2OQ9IAcAKPfArdJM4esw7zmjqAs8es8zSQdklpqoK1BCc7qPNT4HWSNs3v8HHAxsAt+e1vmWS7RMR9wD2SRufvvwkYHUF+gGw6oZn1J2ePWROUN6J8C7BVy/UteeT1DNnrbkfgfEk3As8DlqTs4JTM2WNmdXD2mDVBSWvqqKK1BCc1ShsRyyUdB/xc0jBwOfAx4GxJ95AF0LaTaTv3FuC/Jc0GrgcOy7eflm9/GNgjIh6ewn2Ydb2e/yxqDGePWVOUlj6XANtL2pbsTcpBwCGjN+ZvOjZbd6/S+axnnYeqOHvMrA7OHrOGKO/wq0rWEpz01LuIOJ3s2MtW/ztO3cfGXN+x5eqOLds/2/L1FWSfxo1t69vAtyfVYTPrCc4esyYoZ+cmIobyBTnPAwaBxfmbmGOBZRGxpJQ7KoGzx6x+fXBo1WM4e8yaoLTsqWQtQR9PadbF+m/XxswaocSzt0XEUmDpmG3HTFC7V2l3bGZmZpZiIHm9nHYniGj3/aNrCS4o0j0P6ph1M4/qmFktHD5m1nkKZ4+Z1SEte1rPDDeBImsJAjyRbC3Bfdd36LkHdcy6mHdtzKwO4fQxMzOzPhHlralTyVqCHtQx62J+W2VmtSjx8Cszs1T9uKaOmTVASfs9Va0l2BWDOpIWALtGxJF198XM+oezx2wifmNVJWePmdXB2WM2gfJm6lSylmBXDOqYmZlZg5S4c2NmZmbWaA3f7yltUEfSHOAsssV+Bnnk3OpnAfsADwOHRMQKSY8H/ht4Sv7t74uICyTtBpwIzMrrD4uI68bczz8AHwFeHRF3TtSflcNpT/ymRPJjrEoU6EKR36eBArVrR9Jrixgs0IfBwfTaIs9ZkZ9wVbVV/Zo1O146o2nZE4Ozynx4XapIUM2spAcxkP5ziGkbpjesAkFV0StUa+5IL46Kwt3p07jsSV1AtsjhK3NiTnLtIOmvjWkFaotYzerk2g3YILk2CvwRHyB9iv4qrUqunRnpWfmAHkiunRfzkmtHSM+TIs9ZET78qnnZw/QZqR1PfITNMLLNM9OLixyaMys9V3n4wfTaadOTS4e33zW5duDma9P7MJKeESNPmZ9cq/vvSu9DZZr9+1vmQfF7A7dGxLMjYkfgB/n2+yLimcB/Av+RbzsR+HxEPBc4ADgl334t8MKI2Bk4Bvh/rXcg6TXA0cDfjxcukhZKWiZp2TlfW1ziQzNrJint0uMalT2Lv3ZOuY/OrJEGEi89rVHZc+biM8t9dGbWVI3KnsXfdPZYHxhQ2qUmZR5+9Tvgc5I+BXwvIn6Zn4brW/nt3wI+n3/9MmC+Hnm3uZGkucDGwOmStieb29A65PhSYFfgFRFx/3gdaD2F2JV/eaj+KThm1gmNyp6Vf7nS2WO9rw9GixM0KnuuW3mds8d6nmfqAA3LnpV/+r2zx/pAs7OntEGdiPi9pOcAfw98UtJPRm9qLcv/HwCeFxGPmncq6T+Bn0XEayRtA5zfcvMfgacCTwPWe0ovs35RZrxI2pvsE51B4JSIOH7M7e8A3gUMAw8CCyPi6hK7MCnOHrM6NHvnphOcPWZWB2ePWQ0a/mFWaXOjJT0ZeCgivg58BnhOftMbWv6/MP/6h8C7W753p/zLjcnO1w6wYMxd/Ils2uBXJe1QVr/NDCQNAieTHYs9HzhY0tiDXb8ZEc+MiJ2ATwMndLaX43P2mNXAx346e8xqoMR/vczZY1YDDaRdalLmPT8TuFjSFcBHgU/m2zeRdCXwXuD9+bb3ALtKulLS1cA78u2fBv5d0uWMM4soIq4F3gicLWm7Evtu1pWUeEmwG7AiIq6PiDXAGcB+rQVjpuDOobLlnwtz9ph1XInp072cPWZdTNLekq6TtELS0ePcfpSkq/PX7U8kbV1HP8fh7DHrtIZ/mKUochqhoo1LNwK7rnfF9IqkrqnzlNlVnRkkXVVnvyryk109XE27G1RzgovKzn5VxDUPFDldV3rp87faIPmnfMHNDye1/IKtZr8dWNiyaVF+PDQAkg4E9o6II/LrbwJ2j4gjW9uR9C7gKGAG8NKI+ENqXzupzuxJXVMnNtiq6q70t5E1yaUDD92Q3uyc7dP7UNEnNtNv+K/04gJnv5q5878lZ8/qKz+X9Hs+81n/1PMjO63qzJ7UNXU2i82S21xD+uuoyNmvHtLK5Nq5kX52unt0T3JtkbM+FVHkrE/ddvar6wevT64t8jzsvsHuyTlx8cMXJzW82wa7rbfNfIby74GXAzcDlwAHtx5WLuklwEUR8ZCkfwT2iog3jNtgzWrd70lcUyfmbV51V8o1UuDN0UBFb3gqOvtVEQO3rUgvrujsV4NX/KR90SRs8JLXpe/3nH1C2n7P646qZb+nzIWSzazDUlOjdUG7qYiIk4GTJR1CdprLt0y1TTPrQjVOMTaz/lXioVXrZigDSBqdobxuUCciftZS/xvg0LLu3My6TMP3eyod1ImIbaps38xKcwvQOnVkSx451no8ZwBfrLRHU+DsMataX03ASebsMWsGSQtZzwxlYAvgppbrNwO7r6fJtwLfL6+H5XL2mFWs4esEeqaOWRcrMV4uAbaXtC3ZYM5BwCGPui9p+5bDrf4BaOShV2bWCc3euTGz3tTpGcoAkg4lO8X3i8toz8y6UbP3ezyoY9bVylkxKCKGJB0JnEd2SvPFEbFc0rHAsohYAhwp6WXAWuAefOiVWf9q+CdWZtarSsuepBnK+X7Ph4EXR8Tqsu7czLpMw/d7Kh/UkTQtIoaqvh+zflRmvETEUmDpmG3HtHz93hLvrnLOHrMqlXdsuaS9gRPJBpRPiYjjx9z+DuBdwDDwILCwdTHTpnH2mHWFlBnKOwNfIjuRxO2d72Ixzh6zCvXKmjqS/o1sgbA7yI5BvRT4DnAy8HjgIeBtEXGtpNOAVcDOwAWSHgc8nF9/AnA48GZgD7JV5Rfk9/FF4LnABsA5EfHRfPuNwOnAq4HpwOvyU+2Z9bdmDxqXwtlj1jxR0idW+RloTqblDDSSlowZtPlmRPx3Xr8vcAKwdykdWH/fnD1mDVPWQsmJM5Q/A8wlO603wJ8jYt9SOrAezh6z5ilrv6cqSYM6kp4LHAA8m+wFfhlZwCwC3hERf5C0O/BfwEvzb9sS2DMihvPA2YQsUPYFlgDPB44g24HbKSKuAD4cEXfnO3k/kfSsiLgyb+/OiHiOpHcCH8i/d2w/1y2KdtznvsAhbzm82LNRk6p+R4o0O6uiM/FVZU2Bo45mFhhYLXKq9PvXpj/DRdototnxMnXdmD0nffrDHH7oAW0fW0W/EjZqYEZy6cjcv62wI+XT6jvSawuc2r1gL8pqKOUMNPe31M+hAy+fbsyej5/0cd5wePuzLY8UOM39dKo5RW6R05QXsUlsUkm7RQyTfhpkRfrraIT0n9vcmJtcu7LA6eXvHrg7ubbIKc3rkjBD+WWd7lM3Zs+Jnz6ew9/0xrKfivpVdZryAjSUfsSf7rktuXZksy2Ta+NxT06vnb1Rcm0Ruv/OStot1olmv+tKnanzfOB/I2IVsErSd4FZwJ48MnoNMLPle86OiNa/bN+NiJD0O+CvEfE7AEnLgW2AK4DX5yExDXgSMB8YDZhz8/8vBV47XidbF0W78a6Vzf9rYjZFzY6XUnRd9jx02+XOHusDaaPlZZ2BRtK7gKOAGTzyRqZKXZc91z10nbPHel6JpzRvqq7Lngf/crOzx3pfiYM6VRx2PpU1dQaAeyNipwluHzv0PzrUONLy9ej1afkxrR8AnhsR9+QjzbPG+f7hKfbbzLqbs8esbon7NmWdgSYiTgZOlnQI8BHqWajd2WNmdXD2mNWt4Yedpx6YcgHwakmzJM0FXkV2POcNkl6X36EkPbvIgxpjI7JQuk/S5sA+U2jLzHqDs8eskZR4aSvpDDQtzgD2L9zd4pw9ZlYHZ49ZI5W237PusPOIWEO2X7Nfa8FkDjtPGn2NiEskLSGblvdX4HfAfcAbgS9K+gjZcZ9nAL9NaXOc+/itpMuBa8mmYl8wmXbM+kmvT0J29pg1VWnpk3IGmu0j4g/51X8A/kDFnD1mzdTrh185e8waKnGmTl2HnSsSV3CVNDciHpQ0G/gF2bFdlyV9cw1S19SZN92HgXaj1enrBVa2UPJv7k6fkVqk3b9/6qzkPZZltz6U1PKuT57dtXtB3ZY9qWvqjMzepuKeWK+ace3Hk2uLLJQ8fY//Ss6JVdeckvR7PusZR7RtU9LfA//BI2egOU4tZ6CRdCLwMmAtcA9wZEQsT+3rZHVb9qSuqfO4kcclt9nrb6CrMET6GaXXsja5dlqBo2CK/NxWK30h1mumXZNcW2Sh5H1m7pPc4csfSvsbu/Psnbv2l7fbsid5TZ0NqlkgvZfpgbsK1KYvZF5koWStWZVcW9VCydN+cWYl7c7a7x/T93v+7ytp+z3/8Nb1tinpQGDviDgiv/4mYPeIOHKC+kOAV0bEeg87L3Kc5CJJ88mOuTy9yeFiZj3F2WPWOOW9X0o4A817S7uzYpw9Zg3TJwONzh6zpilvoeTJHHb+xXaNJg/qRMQh7avMzMrl7DFrot5/Y+XsMbM6OHvMGqi8QZ1KDjv3iuZmXaz331aZWSOpwHGtZmYl6ZOZOmbWNCXt90TEkKQjgfN45LDz5a2HnQNHSmo97LztGT8bPagj6dcRsWfd/TBrKu/aVMPZY9aO06dszh0zq4OzxyxBeTN1KjnsvNGDOg4Yszb8vqoSzh6zNkrcubGMc8fM6uDsMUvR7P2eRs+flvRg/v9eks6XdI6kayV9Q/IepZkSL1aMs8esHadP2Zw7Zu0p8Z+lc/aYJZDSLjVp9EydMXYGdgBuBS4Ang/8aqLiRo9WNdBIgVNuV/brWqDhh4fSiwempT+4tQVOlT63QLvW1Qplj1bdltbq7K0LdKHb9qmKvDaKPLYC7UZVr88CIaFq/sTGjM0KFKefXrkQr6lTtUK5A6BIey0VOdV0kTfHRWpHiryOCqiqD0XaHWQwuXaY4eTaIv29c+DO5NrNRtLzZE7MSa61rlU4e5g+s/pe1SGK/L0v8DdxaE167UB6now8IX2/ctqF/5NcO/T8A5Jriw1qFKjdYMP02qr2/xq+39Ps3j3axRFxc0SMAFcA24wtkLRQ0jJJy755+uJO98+s4/xZeUcUyp6vfOv7ne6fWQ2cPhVrmzvw6Ow5c/GZneyfWS08U6dyhbNn8elf7WT/zOrR8N2ebpqps7rl62HG6XtELAIWAfz5rpWeRmFmZSiUPQ/fsNTZY2ZT1TZ34NHZ8/uVv3f2mNlUFc6eB++6w9ljva/hRyJ206COmY3R7Hgxs14VDZ+GbGa9ybNwzKwOTd/v8aCOWTfzvo2Z1cLhY2ZmZn3CM3UmLyLm5v+fD5zfsv3Imrpk1ihlxoukvYETgUHglIg4fsztRwFHAEPAHcDhEfGnErvQGM4es3aavXPTjZw7ZlYHZ49Zimbv9zR7HpGZrVdZa3ZJGgROBvYB5gMHS5o/puxyYNeIeBZwDvDpMh6DmXUhDaRdzMxK5IWSzawWAwNpl7q6V9s9m1mT7AasiIjrI2INcAawX2tBRPwsIh7Kr/4G2LLDfTSzxmj4aSDMzMzMStPs/R4P6pj1gdZTT+aXhWNKtgBuarl+c75tIm8FfO5us34lpV3MzErkmTpmVouG7/c0ek0dM1u/1OhoPfXklO9TOhTYFXhxGe2ZWTfymyYzMzPrEw3/oKrWmTqS5kl6Z/71XpK+V2d/zLpNiYPGtwBbtVzfMt825v70MuDDwL4RsbqMx1AHZ4/ZVA0kXtqTtLek6yStkHT0OLcfJelqSVdK+omkrct6FJ3m7DGbGs/UKc65Y1aChq8lWPfhV/OAd9bcB7MuFomXti4Btpe0raQZwEHAktYCSTsDXyIb0Lm9rEdQk3k4e8wmr6QR5T5cpH0ezh4z66x5OHfMpsaHX63X8cB2kq4A1gIrJZ0D7AhcChwaESFpF+AEYC5wJ7AgIm5bX8NzpyW9kbXcQEW/g8MFfgzX3T+YXPuXVekdfsnjh5JrB9O7wFPnDKcXN1xEDEk6EjiP7JTmiyNiuaRjgWURsQT4DNlr8GxlofXniNi3tk5PTWXZM7zJcyvteG1G1qTXDsyoqBMFgqrQH9b0oNKqO9JbnfXE5Nq5/7dpcu2D+/wlubbIYyv2Uyvtj8a6RdoBJI0u0n71aEFE/Kyl/jfAoWXdeQ0qy54RjaT1oKLdoyjyOqpoJkWRPoyQ+HxVaLXSJ7xOj+nJtfNiXnLtSq1Mrp0ZM5NrrVEqyx2g8YelTFpVsy6mpf+1jYECb0wKiCcUmPA6UuD9ToHHRqRnsO56zMEDpbRbTHm/55L2Bk4ke891SkQcP+b2o4AjgCHgDuDwiPjT+tqse6bO0cAfI2In4IPAzsD7yD6teyrwfEnTgZOAAyNiF2AxcNx4jbUuBnv6aYs70H2zepW5DntELI2Ip0XEdhFxXL7tmHxAh4h4WURsHhE75ZduHdCBCrNn8Wlf7UD3zWqWOA3Zi7Q/RmXZc9biszrQfbN6+fCrSSk1d2DMfs/p3u+xPlDSKc2rmqFc90ydsS6OiJsB8tHkbYB7yUaSf5TPDhgExh01bl0M9u77HvRUHet53m0pTWnZ8+C9dzh7zHJepL2t0rLn2oeudfaYWYop5Q6M2e+5+05nj1m6SmYoN21Qp3Ue6jBZ/wQsj4g96umSWYN5VKcszh6zQkoLn6KLtL+4mxdpH4ezx6wAz8IphXPHrKjyDjMcb4by7uupT5qhXPfhVw8AG7apuQ54vKQ9ACRNl7RD5T0zs17m7DGbktIO/uy3RdqdPWbWac4ds6lKXCg54bDzAne5bobyZ9rV1jpTJyLuknSBpKuAh4G/jlOzRtKBwBckbUzW5/8Alne0s2YN5M+rJsfZYzZFJS0g2W+LtDt7zKZG4T2fopw7ZiVI3O9JOOy8khnKtR9+FRGHTLD9yJavrwBe1Kk+mXUL79pMnrPHbCrKS5+IWAosHbPtmJavX1banTWAs8fMOs25YzZF5R1+tW6GMtlgzkHAo16fLTOU906doVz7oI6ZmZl1mV49ha2ZmZnZY5Sz31PVDGUP6ph1Mb+tMrM6RO1L8plZPypzoWRJewMnkr2xOiUijh9z+4vIDkF6FnBQRJxT2p2bWVeJhNOVJ7dVwQxl75WZdbPS1io1MysgccFAM7MmkjQInAzsA8wHDpY0f0zZn4EFwDc72zsza55mv+nq2KCOpPdIukbSNyTNlPRjSVdIeoOkU8YJUjNro9nx0gzOHrMqOH3Wx7ljVg0l/kuwG7AiIq6PiDXAGcB+rQURcWNEXAmMlP9IquHsMatIwz/M6uThV+8EXhYRN0t6HkBE7JTfdmYH+2HWM/r3LVMhzh6z0nmibxvOHbMa5acRbj2V8KL8rDSjtgBuarl+M7B7J/pWMWePWRVKOutnVSrpnaSjJF2VX94n6b+BpwLfl/QvwNeB5+Yjx9tJOl/Srvn37i3pMkm/lfSTfNscSYslXSzpckn7TXzvZtavnD1mHdLwT6w6yblj1jmpM3UiYlFE7NpyWd8phruSs8esgxq+31P6TB1JuwCHkY12C7gIOBTYG3hJRNwp6SLgAxHxqvx7Rr/38cCXgRdFxA2SHpc3+2HgpxFxuKR5wMWSfhwRK8fc97pR+f/3uS9wyFsOb9vfjadH8mNLr+y+GRQjBR5ckedhsMATMX+j4eTaZ2yU3m6Rn0WR2ivuTX/5FHnOtnhc+xp7rKZkzxc+/REOP/SAtv2N2VtP8RF32MCMuntQofRXfsx6UiU9ePAf7k6unXHtx5NrNfxweif2/FJ6bdf9latGnbmTt7Euez5+0sd5w+FvaN/nAj+7MhelbZqBimabDTGUXHv3QPrrfovhLZJrB2MwubbIj3it1qYXN98twFYt17fMt3WFJmXPiZ/5NIe/+dD2nR6cPvkHbO0VGFAY3n7XavoQRY5ULPC36N6ks3pnhtMzuJCGf1BVxeFXLwC+MxoAks4FXpj4vc8DfhERNwBExOhfu1cA+0r6QH59FvAU4JrWb85H4RcB/OmulUXeR5t1pWbHS8c1IntW3naFs8esf9SWO/n3rMue6x66ztljlu4SYHtJ25IN5hwEHFJvlwppTPY8ePttzh7rA81+19UtpzQXcEBEXFd3R8yapOGDxr3A2WM2noYfW97lnDtmEyhr9lhEDEk6EjiP7JTmiyNiuaRjgWURsUTSc4HvAJsAr5b08YjYoZQONJOzx2wiA81+01XFXtkvgf0lzZY0B3hNvi3Fb4AX5aPmtEwHPA94t/J5g5J2LrnPZtb9nD1mHeOzX+WcO2ZdKiKWRsTTImK7iDgu33ZMRCzJv74kIraMiDkRsWnDBnScPWYd1ez9ntJn6kTEZZJOAy7ON50SEZcrYUpBRNyRH6N5rqQB4Hbg5cAngP8Arsy33wC8quy+m1n3cvaYdVJfDNi05dwx66xeXuepCGePWYc1/PAIRfTmYZCpa+p4oeRMExZKLqIJP4sL7qxmoeRXPXVWcpdvuDPt93zbzeZ0269k10pdU6frFkq2xqhqoeTpe34pOSceuuWipN/z2Vvs7uzpkNQ1dR43kr4af1WLCVclCvy1HaHIgp7piiyUfOvgrcm1hRZKJn2h5IeVnhE3D96cXFvE82c9P32/Z+UNafs9c7Z19nRI8po6M2dX3JMeNJJ+EplCgw5Vvf8vNPCRXjvjW59Ib7bAQskzjjwxfb/n6ovT9nvm71ZL9nTLmjpmNg7vsZhZPZw+ZtZ5Th4zq0ez06e7PoIxs0cr8fBOSXtLuk7SCklHj3P7iyRdJmlI0oElPQIz60ZS2sXMrFTNXtfCzHpUw/d7PKhjZkgaBE4G9gHmAwdLmj+m7M/AAuCbne2dmTWP31iZmZlZn2j4oI4PvzLrYiVGx27Aioi4HkDSGcB+wNWjBRFxY35bNQsRmFn38CnNzawGXijZzGrR8P2eZvfOzNYr9bNySQslLWu5LBzT1BbATS3Xb863mZmNo7yZOj7008zMzBqt4TN1PKhj1gciYlFE7NpyWVR3n8ysewVKurTjQz/NzMys6cra74FqPszq2cOvViWeAW7j6eltNmHCZ5FTjw8UObNdRX1ownNWpBNF+jt7MP2JqOjEgai8lm8Btmq5vmW+zQoaWPmHpLrh2U+puCc1GlmTXjswI722yCk4i0yTjQKnDC0UKEU+NymQJ7O3Tq8t9NgKKG8asg/9LMlKrUyq25RNk9sscorwIoocQlNVH6o6XXuR04lvNbxV+6Jckf4WeX7nxJzk2jsG7kiurYoPv2oerX4oqS667ZTmRU4nPpD+uicK/CkrUrt6VXrtQIH8mz4rvbbI63Nten9jo80K9KGid11FnrP1aPkw6+VkR0ZcImlJRFzdUjb6YdYHkrtXSu8aovUQkzO/urju7phVr7wjIC4Btpe0raQZwEHAkgp63JNas+crZ/y47u6YNYYP/axW6/N77lfOrbs7ZtYnWrNn8TfOqLs7Zh1Q2puudR9mRcQaYPTDrHUi4saIuBJIHtXrqZk6+SEliwCuu31lVZMjzBqjrM+rImJI0pHAecAgsDgilks6FlgWEUskPRf4DrAJ8GpJH4+IHUrqQldrzZ6HV5zt7LE+kJY+ra8NK1/r83vZw5c5e6zneaZOM7Rmz8qb/ujssd6XuF5O/uFV6wdYi8YsezHeh1m7T7V7PTWoY2aTFxFLgaVjth3T8vUlZIdlmVm/K28xQB/6aWbpPHxgZnVI3O+p68Osrjz8StJSSU+uux9mdSvv6CtL4ewxGzWQeGnLh34mcPaYZZT4z8rh7DHLlXf2q0o+zOrKQZ2I+PuIuLXufphZf3H2mI0qZ0g5IoaA0UM/rwHOGj30U9K+AJKeK+lm4HXAlyQtL//xNJuzx8zq4Owxy5U3qFPJh1k+/Mqsi/mzKDOrRXmHX/nQTzMzM2u4cvZ7qlrH1IM6Zl2sxPdVZmYFdOVEXzPrcj60ysxqUdIpzaGaD7M8qGNmZmbFeETZzMzM+kaz93s8qGNmZmYFNXvnxsx6k2fqmFktGv5hViPnT0s6X9KudffDrOl89qvyOHfMCtBA2sXacvaYWR2cPWYFNHy/p7R7ljRD0pyy2mtpd5Oy2zTrFf0+qOPcMatLf6ePs8esHv1+SnNnj1lNyjv7VSWmPKgj6RmSPgdcBzwt37aLpJ9LulTSeZKelG8/X9KnJF0s6feSXphv30DSGZKukfQdYIOWu/gfSUsk7SvJh4uZterT91XOHbO69Wf4OHvMrA7OHrOa9eKgjqQ5kg6T9Cvgy8DVwLMi4nJJ04GTgAMjYhdgMXBcy7dPi4jdgPcBH823/SPwUEQ8I9+2S0v9XsAJwIHANZL+n6S/maBfCyUtk7TszK8unsxDsy6R+nai995S9K+m5k7et3XZ85UzflzGw7UpiwIXs4l1S/ac+5Vzy3i4ZtYQ3ZI9i79xRhkP16wcEemXQpr9znOyI7G3AVcCR0TEtWNu+1tgR+BHykarBvP6UaN7HZcC2+Rfvwj4AkBEXCnpytHiiAjgfOB8SRsB/wJcK+kNEfHt1juOiEXAIoDrbl/pPXXreX02aNXI3Mnr12XPwyvOdvZY7+uv9XK6Insue/gyZ4/1vF4+tGocXZE9K2/6o7PHel6UeErzKkx2UOdA4K3AuZLOAE6PiD/ltwlYHhF7TPC9q/P/h1PvX9IGwGuAw4F5wHuBH02u62a9o692bZw7Zo0R/ZU+zh4zq4Ozx6wxmr3fM6khp4j4YUS8AXghcB/wv5J+LGkbsmM9Hy9pDwBJ0yXt0KbJXwCH5PU7As8avUHSp8mmG+4JfDAido2IkyPi/sn03cy6k3PHrEEafmx5mZw9Zs3RTwslO3vMGqTh+z1TWggrIu4CTgROlLQbMBwRayQdCHxB0sb5ffwHsHw9TX0ROFXSNcA1ZFMFR50PHBMRq6bSV7Ne1CPvmQpx7pg1QbOnIVfB2WNmdXD2mDVAw990lba6eURc3PL1FWTHbY6t2avl6zvJj/GMiIeBgyZod2lZfTSz3uLcMatLs3duqubsMatHr8zCmSxnj1lN+mVQx8w6r9nxYmY9q+E7N2ZmZmalafh+jwd1zMzMrKBm79yYmZmZlafZ+z0e1DHrYs2OFzPrWf11SnMza4h+P/zKzGrSo6c0NzMzs77lN1ZmZmbWL5q93+NBHbMu1ux4MbPe5fQxs87zTB0zq4XX1DGzqjQ8X8ysVzl8zMzMrF80/bDziOjJC7DQta6tsraq+/eluy91/166ttrauu+/ylpfuvvShN+hXq2t+/57vdaX7r404XfIr2XXTqa2ly4NH3KakoWudW3FtVXdv3W3un8vXVttbd33X2Wtdbcm/A71am3d99/rtdbdmvA75NeyaydT2zN6eVDHzMzMzMzMzKxneVDHzMzMzMzMzKwL9fKgziLXurbi2qru37pb3b+Xrq22tu77r7LWulsTfod6tbbu++/1WutuTfgd8mvZtZOp7RnKFxQyMzMzMzMzM7Mu0sszdczMzMzMzMzMepYHdczMzMzMzMzMupAHdczMzMzMzMzMupAHdSyJpJkp28zMyuTsMbM6OHvMrA7OHpsML5RcMkm7Ah8GtgamAQIiIp41hTbPBb4CfD8iRkrpaPE+XBYRz2m3Ld/+uIi4e8y2bSPihpL6siewDdnzC0BEfHWKbW4APCUirpvk9z8xIv4ylT6YTYWzp9rsqSJ38nYnnT3OHWsCZ4+zx6zTqsidvF1nzyPtOHu6SM/N1FHmfyQ9Y4Lbf5X//4Ck+1suD0i6f5z6GyRdL+mixC58AzgVOAB4NfCq/P+x7W4u6SuSvp9fny/prRO0+V/AIcAfJB0v6W8nunNJT5P0E0lX5defJekjE9RuKek7ku6QdLukb0vackzNEyXtAmwgaWdJz8kvewGzJ+jGdyVt1NLGfOC76+nvlyX9UNJPRy/reXxfAz4LvAB4bn7ZdZy65OdX0quBK4Af5Nd3krRkoj5M4Cvr6fNrJM0t2J51GWdP72ZPau7ktZ3MnglzJ2/P2dMHnD3OnrzW2WMdVWb2VJU7edvOHqrJnoLPrbOnShHRUxfglcAtwOdquv9fJdZ9H3g98Nv8+jTgd22+Z2PgHcBNwK+Bw4DpY2p+DuwGXN6y7aoJ2vtR3sa0/LIA+NGYmrcAPwMeyP8fvSwBXjtBu/+Q92MusAuwHNhpgtrfAv+Y93mX0ct6noNryGeYlfX8Apfmz23rc7ben0WB34ftgLXAO+r4ffSlcxdnT+9mT2ruFH1+nT2+lPSzdvY4e5w9vnT8Umf2pOZOXuvsiWqyp+hz6+yp8DVRdwdKf0BwFrAP8HtgWg33/3fAKcDBwGtHL+PUXZL/f3nLtivW0+6mwHuBZfmL+w3AScD5k213vO3rqT2g4POwfx6CvwOetp66Swu2ezbwpIS6Is/Db8apvbKk34dP5peLO/l76EvnL86e3s2e1NyZxPPg7PGljJ+1syexXWfPuu3OHl/K+FnXlj2puZPXOnuimuyZxHPr7Knosu4YuV4gaTNgh4j4fj69a3/gnA534zDg6cB0YPRYzADOHVO3UtKm+W1Ieh5w33gNSvoO8LfA14BXR8Rt+U1nSlo2pvxOSdu1tHsgcBvju0vSocC38usHA3dNUPsTSScAL8qv/xw4NiLW9VnSSaP3m9sY+CNwpCQi4j3jtPtdSe8EvgOsHt0YY44PbbEZcLWki8fU7zumLvn5BZZLOgQYlLQ98B6ycJwSSYPA68imK+4u6dkR8duptmvN4+wBejt7UnMHnD3WQc4ewNkzytljHdOA7EnNHXD2jKoie4rkDjh7KtNTCyVLej8wJyI+Kem5wCciYu8O9+G6iJjw+MuWuueQjfruCFwFPB44MCKuHKf2JRHxs8T7fyqwCNgTuAe4ATg0Im4cp3brvA97kL0Yfw28JyL+PE7tt/N+np5vehPw7Ih4bUvNW9bXt4g4few2STeMXxpPneDxvXiCtn8+pq7I8zubbLG1V+SbzgM+GRGrJn407eV/5A6MiLdIOhjYY4KQtS7n7Ont7EnNnbzW2WMd4+xx9rTUOnusY+rOntTcyWudPVSTPUWe27ze2VORXhvU+R2wd0Tckl//LfCqiLipg304FfhMRFydUDuNbDRYwHURsXbM7a8d9xtzETHeaPTo984BBiLigaSOt+/rFRGxU7ttTdLu+e3A/f8PcEJE/ELSLLLjXJ8REWs62Q+rnrPnUd/r7HH2WIc4ex71vc4eZ491SN3ZUyR38npnT0Xqzp28D/9Dn2dPzxx+JWke8J+j4ZL7ANn0sY7t3ADPA67IR0NXw3pPsbcbj5wq7jn5dLnWU8WNu4p7btwphpJmkq0Evw0wTVJWHHHsOLWPB97GY09Xd/g49/ewpBdExOhK9s8HHh6vY/l0un8H5gOzWtqdaPbNjuPUfnVMza8i4gWSHuDR0w1Hn9+NeKx2z+9o2z8CXhcR9+bXNwHOiIhXjtffFPnv47yI+EX+eFZJOgd4KfmK79YbnD2ZXsyeSeYOOHusA5w9GWfPozh7rHINyZ4iuQPOntH6KrInKXfy9p09FemZQZ2IuFf5KeVatv0ofyF0UtLUQ2WnituO7LRuw/nmANa9CCLisEnc//+SHct4KS3HQK6n9pfAj1v6MJF3AF+VtDHZC/tuspXbx3Mq8FHg88BLyI57HRivUNJHgb3IAmYp2YJrv6LleQCIiBfk/2/Ypp+j7bZ9fltsNhou+X3cI+kJKfczkby9vcZs+5eptGnN5OxZp+eyp2ju5O06e6wjnD3rOHtw9ljnNCR7kg/1cvZkqsiegrkDzp7K9NrhV5dFxHPabWsCSdcA8yPhBzB2JHh0+wQjwVdFxI6JfSg8lU/SRvl937+emksjYhdJv4uIZ7ZuG6f2d8CzyVZBf7akzYGvR8TLi/RrnHaLPL+XAq+J/LhWZce9fmeyvzfKji+dUERcNpl2rbmcPc6elnadPdYxzh5nT0u7zh7rGGePsydvM/m5He0bzp5K9MRMHUl7kC1S9XhJR7XctBEwWE+v2roKeCITr5LeqshI8K8lPTMifpfQ7vck/X1ELG1XWGSKIbBa0gDwB0lHArcAcydo+uGIGJE0lIfX7cBWCX1vp8jz+2HgV5J+TjYi/kJg4RTu+3P5/7PIVmH/bd7us8hOj7jHFNq2BnH2PIqzJ+Pssco5ex7F2ZNx9ljlnD2P4uwp9tyCs6cyPTGoA8wg+wWeBrROF7sfOLCWHk1A0nfJpqVtSPppKreM9BXlXwAcJul6JjjGVI8+TvJfJa0Ghh7pwrjHSxYJufcCs8lOU/cJsumAE63SvkzZsZBfztt+ELiwTfsTmszzGxE/yEd6n5dvel9E3DnZPkTES/K+nAs8ZzTslR3H+rHJtmuN5Ox5hLPH2WOd4+x5hLPH2WOd4+x5RN9mzySfW2dPhXrm8Ctl56c/KyIOqLsv66PsFHECPgX8c+tNwKciYvdxvmcRcFLKSHA+jW0TspFPgF8A90bEn8ap/Xp++y8j4po27SZPMWz5ntkR8VCB+m2AjWKC0+AltpH8/Ep6ekRcO9HUvalO2ZO0PCJ2aLfNupuzZ12ts8fZYx3k7FlX6+xx9lgHOXvW1fZt9hR9bp091euVmTpExLCkJ9fdj3Yi4ucAkqaPfj1K0gYTfFvbkeAW+wNHkK3SLuBrZCOyJ41T+xWyIPqCpO2Ay8jC5sRxapOnGOZTM79CNpL/FEnPBt4eEe+coP5ZtBy7KulvYj2nDlyfgs/vUWRT/j7HYwXZqulTcaWkU4Cv59ffCEx6x82aydmzzv44e5w91jHOnnX2x9nj7LGOcfassz99mj2TeG6dPRXrmZk6AJK+CGwBnA2sHN0+2T+UVZD0j8A7gacCf2y5aUPggog4dJzvKTISfCWwR0SszK/PAS6cIIxGR9ufSzZd7x1kx1s+fZy6q4G/AdqeOlDSRWRTMJdExM75tnFHnSUtJjvucTkwkm+OGP8Uf20VeX4lvS4izpb01Ii4fjL316Yvs4B/BF6Ub/oF8MWIWFX2fVm9nD3OHmeP1cHZ4+xx9lgdnD39nT1Fn1tnT/V6bVDn1HE2T/oPZRWUnZ5uE+DfgaNbbnogIu6e4Hvey6NHgvcHvhwRjxkJVray+XNHf4nzX/JLIl8RfUztT4A5ZMdT/hL4VUTcPkEfth5v+wQhd1FE7C7p8paA+W1EPHuc2qsjYv54bU9GkedX+Sr9auhq/dY9nD3OHmeP1cHZ4+xx9lgdnD39nT1Fn1tnT/V65vArgIg4rO4+tBMR95EtfnVwgW97K/C8lpHgT5GFwnjT+04FLpL0nfz6/mTT8sZzJbALsGPep3slXRgRD4/T7z/lI8yb0/735iZJewIhaTrZIl4THT96oaT5EXF1mzaTFHx+75b0Q+CpkpaM09a4i3ylkvR8skW6tubRp0V86lTateZx9gDOHmePdZyzB3D2OHus45w9QB9nzySeW2dPxXptps4sshfjDmSnNgOgSaPGk1FkJDi//Tlkx4RCdrzm5W3a3xBYAHwAeGJEzByn5t3AR4G/8ugpe+NNBdwMOBF4GTAAnAe8NyLuGqf2xcAS4C+0P3a1VJJmAM8hOwb2iLG3x5hjRCfR/rXA+8lWmB9uafcxz4N1N2fPunpnTwJnj5XF2bOu3tmTwNljZXH2rKt39iRw9lSvp2bqkP2iXAu8EjiWbJGk9a4w3iWKjASPriDedhVxSUeSHTO6C3AjsJhsSuB43gv8bcqLI7JT072xXV3uK8CbgN/xSHB1ylci4k2SvjzVMJnAfRHx/QrateZx9uDsKcDZY2Vx9uDsKcDZY2Vx9uDsKcDZU7Fem6lzeUTsLOnKiHhWPg3tlxHxvLr7NlVFR4IT2/wAWaBcGhFDbWp/Bry8XV1e+1SyUePnka1ofiHw/hhnYax86uEek+n/VClbiOxlwPeBvchGrNcZ75jQgu0fDwySHZe7uqXdKZ22z5rH2VO4TWePs8dK4Owp3Kazx9ljJXD2FG7T2ePsqVSvzdRZm/9/r6QdyaaXPaHG/pQmdSS4YJufLVB+PXC+pP/j0S+WE8ap/SZwMvCa/PpBwLeA3cepvVzSN4Hvjmm3E6vn/zfwE7KV2y9t2S6yYJzqcZijj3fXlm1lnLbPmsfZU6xNZ4+zx8rh7CnWprPH2WPlcPYUa9PZ4+ypVK/N1DkC+DbwTOA0YC7wbxHxpTr71QskfXS87RHx8XFqrxx7fKYmXom99tXzlZ2W8b9pOQ1eRPy2U/dv3c/ZUx1nj9nEnD3VcfaYTczZUx1nj01Grw3qbBsRN7TbZtVStlL8PcAZZKOkbyA77d1n4JEpdspWdv9URHygpq6S9yP59IUF290c+H/AkyNiH0nzgT0iYsJjc607OXuawdmzrl1nT59w9jSDs2ddu86ePuHsaQZnz7p2+z57em1Q57KIeM6YbZdGxC519alXSHo88M88dpX7x0xrk9Qa6KO/YKPHTka0nF6uzuM7W/pwJdkLf/T0hXOAC8eOfE+i3e+TLbj24Yh4tqRpwOUxwQr61r2cPdVx9kyqXWdPn3D2VMfZM6l2nT19wtlTHWfPpNrt++zpiTV1JD2d7Bd/Y0mvbblpI1peDDYl3wDOBF4FvAN4C3DHBLX/AvwgIu6X9G9kp7D7xASLVV0haQlwNrBydGOHju8cJVpOf5d/rQlqi9gsIs6S9CGAiBiSNNzum6x7OHs6wtlTnLOnxzl7OsLZU5yzp8c5ezrC2VNc32dPTwzqAH9L9os/D3h1y/YHgLfV0aEetGlEfEXSeyM7Fd3PJV0yQe1H8hfWC8gWqPos8EXGX7RrFnAXj17IKsim5XVKodMXFrBS0qbkI+eSngfcV0K71hzOnuo5e4pz9vQ+Z0/1nD3FOXt6n7Ones6e4vo+e3rt8Ks9IuLCuvvRiyT9JiKeJ+k84AvArcA5EbHdOLWXR3aaw38HfhcR3xzd1ul+p1I1py98DnASsCNwFfB44MCIuHKqbVuzOHuq4+yZdJvOnj7g7KmOs2fSbTp7+oCzpzrOnkm32dfZ02uDOp8GPgk8DPwAeBbw/oj4eq0d6wGSXgX8EtiK7EWzEfCxiPjuOLXfA24BXk42DfBh4OIYfyX2p5GNKG8eETtKehawb0R8srIH00H5MZ1/Sza18LqIWNvmW6wLOXuq4+yZHGdPf3D2VMfZMznOnv7g7KmOs2dy+j17BuruQMleERH3k00LvBH4G+CDtfaod7yObBDwqoh4CVl4vGaC2tcD5wGvjIh7gccx8c/hy8CHgLUA+YjqQSX2uxaSZkt6dkQMRcTyiLgKeJKkLerum1XC2VMdZ08Bzp6+4+ypjrOnAGdP33H2VMfZU4CzJ9NrgzrT8///ATg7IvrqWLqKPSsPC2DdKfLGndoXEQ9FxLkR8Yf8+m0R8cMJ2p0dEReP2TZURodrthY4N1/VfdQpwJNq6o9Vy9lTHWdPMc6e/uLsqY6zpxhnT39x9lTH2VOMs4feG9T5rqRrgV2Anyg7JdyqmvvUKwYkbTJ6RdLjKGeh7TslbccjC1sdCNxWQru1yqf8fYdsBB1JTwEeHxHLau2YVcXZUx1nTwHOnr7j7KmOs6cAZ0/fcfZUx9lTgLMn01Nr6sC6X/z7ImI4H7HbMCL+Une/up2kNwP/SnYaPMimBh4XEV+bYrtPBRYBewL3ADcAb4yIP02l3SZQdtrHRRHxIkkfAe6PiC/U3S+rhrOnGs6e4pw9/cXZUw1nT3HOnv7i7KmGs6c4Z08PDepImg1sHxG/bdn2FGA4Im6pr2e9Q9J8HjkN3k8j4uoS2jwq/3IDspljK8lOQXdpRFwx1fbrJumXwFvJThf4woi4p+YuWcmcPdVz9hTn7Ol9zp7qOXuKc/b0PmdP9Zw9xfV79vTSoM504Fqy4xBX5tt+CPxrv02/6iaSvgnsCiwhW638VcCVwDZkx+h+ur7eTZ2kBcDhwC0RcXDN3bEKOHu6k7PHup2zpzs5e6zbOXu6k7Ont/XMoA6ApM8CyyPi1HzE+H8jYtyFpawZJP0C+PuIeDC/Phf4P2BvspHj+XX2b6ryTzNuAw6IiB/X3R+rhrOn+zh7rBc4e7qPs8d6gbOn+zh7eluvLZR8CnBY/vWbgVNr7IuleQKwuuX6WmDziHh4zPaulK9Kv3E/hkufcfZ0H2eP9QJnT/dx9lgvcPZ0H2dPDytjJe3GiIhrlXkacBDwwrr7ZG19A7hI0v/m118NfDNfcG3Kx4+adYKzpys5e6zrOXu6krPHup6zpys5e3pYTx1+BT6erhtJ2hV4fn71Ah+Pa93I2dN9nD3WC5w93cfZY73A2dN9nD29qxcHdfr6eDozq4ezx8zq4Owxszo4e8yao+cGdczMzMzMzMzM+kGvLZRsZmZmZmZmZtYXPKhjZmZmZmZmZtaFPKhjHSMpJJ1fdz/MrL84e8ysDs4eM6uDs6f/eFCny+Qv0vUuhCTpxrxumw51qxKSDpR0kqRfSro/f0xfr7tfZv2oX7JH0qaSjpD0HUkrJD0s6T5Jv5L0Vkn+u2nWQf2SPQCSPiXpJ5JuyrPnbkmXS/qopE3r7p9ZP+mn7BlL0qGjj1/SEXX3x9qbVncHzNbjI8CzgQeBm4Gn19sdM+sDrwO+SHZGj58BfwY2B14LnALsI+l14bMMmFn53g9cBvwIuB2YAzwP+BiwUNLzIuKm+rpnZr1O0lbAf5K9/5pbc3cskQd1rMneTzaYswJ4MdkbLDOzKv0e2Bf4v4gYGd0o6V+Bi4EDyAZ4vl1P98ysh20UEavGbpR0HPCvwIeAd3a8V2bWFyQJOBW4CzgX+EC9PbJUnkbeZyQ9XdJp+dTeNZL+Kumbkv52nNqnSTpe0jJJd0haLelPkhZJ2nKC9mdI+jdJf8zrb5D0SUkzi/Y1In4WEX/wJ+Jm3a9bsicifhoR320d0Mm3/wX47/zqXkXaNLP6dEv2AIw3oJM7K/9/+6Jtmlk9uil7WrwHeClwGLByCu1Yh3mmTh+RtDfZqOt04LtkM2C2JPvU+R8kvSQiLmv5ltcC7yCbIfNrYA2wA3AE8GpJu0bELS3ti2zHYz/gj2RT92YAhwPPrPbRmVlT9VD2rM3/HyqxTTOrSA9lz6vz/68ssU0zq0g3Zo+kZwDHAydGxC8kvXQy7Vg9PKjTpSR9bD03zxunfhPgW8BDwIsi4uqW23YEfkO2XsRzWr7ta8DnI2L1mLZeAXyfbM2bf2y56WCycPkN8JLRT5wkfRS4JPGhmVmD9Wv2SJoGvDm/+oMy2jSzdP2UPZI+QLaWxcbArsALyAZ0jp9sm2Y2Of2QPfk+ztfI1hH816Lfb/XzoE73+mjB+jeTBc+RreECEBFXSfoy8D5J80dvbx0RHlP/Q0nLgVeOuemw/P9/bZ1CHBF3S/oE2TGaZtbd+jV7jgd2BJZGxHkltGdmxfRT9nyAbIH2UT8AFkTEHZNsz8wmrx+y5xhgZ+AFEfFwwe+1BvCgTpeKCE10m6Qbga3HbN4j///ZE4w4Py3//xnA1Xk7At4ILCA7C9UmwGDL96wZ08ZzgBHgV+O0f/5E/TWz7tGP2SPpPcA/AdcCb5pqe2ZWXD9lT0Q8Me/P5sCeZIPKl0t61ZhDNsysYr2ePZJ2J5ud87mIuLDI91pzeFCnf2ya//+2NnWtp647AXgf2al9zwNuAUZHbxfw2BDbGLg7ItbyWH8p0Fcz6x1dnT2SjgROJNvx+ruIuHsq7ZlZx3R19gBExF+B70i6jOzMfF8lmzFoZs3VNdmTH3b1VbJ8+bfU77Pm8aBO/7gv///ZEdF2oT1JTyBbAf0qYM+IeGDM7QdPcB+PkzR9nJB54iT6bGbdr2uzR9L7gM/nffm7iLh9sm2ZWcd1bfaMFRF/knQ1sJOkzSLizrLaNrPSdVP2zOWRmUOrsglDj/Hl/JCxEyPifQXatg7yKc37x2/y/1+YWP9Ust+PH44TLlvmt491Wf49Lxjntr0S79fMektXZo+kfyEb0LmCbBFCD+iYdZeuzJ71eHL+/3DJ7ZpZubope1YDX5ngcnle86v8ug/NajAP6vSPU4F7gY9K2m3sjZIGJO3VsunG/P8XSBpsqZsLfJnxZ3mNLsp1nKRZLd/zOLJV282s/3Rd9kj6N7I1LC4lm6HjT8XNuk9XZY+kp0naeIJ+Hgc8Afh1RNxTpF0z67iuyZ6IeDgijhjvAizJy07Pt52Z2q51ng+/6hMRcZekA4HvAL+R9BNgORDAVmSLem0KzMrr/yLpDOAg4ApJPyQ7fvPlwCqyT693GnM33wLeAOwLXCXpf4HpwIFkp9fbrkifJe0P7J9fHZ1KuIek0/Kv74yIDxRp08w6q9uyR9JbgGPJPg3/JfCecaYj3xgRp6W2aWad123ZA/w98O+SfgXcANxFdgasF5N9Uv8X2q/RYWY168LssR7gQZ0+EhE/kfQsslNlvpJsWuAa4Fbgp8C3x3zLW4HryULjXcAdZKO2x4xTS0SEpNcBR5Mt6nUk2YJfp5K9SVo19nva2Al4y5htT+WRaYh/yh+LmTVYl2XPtvn/g2SLFo7n58BpBdo0sxp0Wfb8GPgbssMpdiY7JfJKsgVMvwZ8wQu1m3WHLsse6wGKiLr7YGZmZmZmZmZmBXlNHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLuRBHTMzMzMzMzOzLlTJoI6k/SXNn8T37SVpzyr6ZGa9z9ljZnVw9phZHZw9ZgaTHNSRNEPSnPWU7A8UChhJ04C9gD1btm0ymf6ZWW9y9phZHZw9ZlYHZ4+ZpVBEpBdLzwCOAF4LvDYiLpd0PLAvMAT8EDgX+B5wX345AHgpsBCYAawA3hQRD0k6DVgF7AzcQhYuw8AdwLuBHYAjgVOBr0bEHVN8vGbWhZw9ZlYHZ4+Z1cHZY2ZFtB3UyUeHXw+8Nd90KnBWRDwgaVPg18DTIyIkzYuIe/Pg+F5EnJO3sWlE3JV//UngrxFxUl63GbBfRAxL+hjwYER8tuX+twIWAIcAy4FTgB9GxMg4fV1IFmR87P0n7PL6Vy1o+wRsscu0tjWjRoaSS1GBOVAjw+m1RRTpw2OfzYkNpD9lkD5mCCpQqvTiIgOXRVz/07UF+pDe7nMOeFzyg/vMjjcltfzBq7Yq8Ow2Q7dmz+c++aFd3nzQa9o+vhmbbpf+ZBR5gRZ44cfwmgLNDibXDq9+MLl2cNZGybXFQi39RRfDq5NrB6bNKtCFAj+3Av19+C+/S2+3gM2f8ZLknLjhvOOTOrztK4929nQoe/7rQ/+2y9tec2Dbx7dq+62LPiXlGymy01HNr5DWpu/UxfTplfSh0E5Sgf2eQvteBcy9qEj2FOjEK1+Y/uC+/4u0hvd5kbOnU++5PvaxXV7/+te3fXxPfvKTiz4lSZrwnqCqPowUyMoo8JobLLBPV0SR56HIY7vuuusm0522dt999+QOn3XWWUlP8Otf//pasifl7fltwJXAERFx7Zjb7iMb9f2KpO+RjRaPZ8c8WOYBc4HzWm47OyImHNaIiJuAT+Tfvw+wGFhGNlI9tnYRsAjgmp/eU9GfNLMG6bpdlkK6Mnvu/OMlzh6z7taV2TN0yZXOHrPu1pXZc8011zh7zGqW8rHngWTT9M6VdIykdR/xRMQQsBtwDvAq4AcTtHEacGREPBP4OND6UefKdh2QtBvwX8AXgLOADyX026znSWmXLuXsMWssJV66krPHzOrg7DFrKElJl7q0nakTET8EfphP+zsU+F9Jd5Id53knMDsilkq6ALg+/7YHgA1bmtkQuE3SdOCNZIE1ngeAdXPxJb0C+CzwF7IpgO+NiPTjBcysazl7zBqsa8dr2nP2mDVYF39S1Y6zx8wmK3l1lPz4zBOBE/NR3GGy4PhfSbPIdvGOysvPAL4s6T1ko87/BlxEthjXRTw6fFp9FzhH0n5ki3bdBbw6Iv5U9IGZ9YMiS4x0K2ePWROV98ZK0t5kr/FB4JSIOH7M7QuAz/DIm5P/jIhTSuvABJw9ZlYHZ4+ZFVVkydt1IuLilqu7jXP7BTz69HpfzC9j6xaMuf574FmT6ZNZX+rdD6zG5ewx6y2SBoGTgZcDNwOXSFoSEVePKT0zIo7seAdzzh4zq4Ozx6wZ6jy0KsWkBnXMrBmaHS9m1qtK3LnZDVgREdfn7Z4B7AeMHdQxM/OOj5nZOPrg4A2z3qUBJV3MzMqVtlCypIWSlrVcFo5paAvgppbrN+fbxjpA0pWSzslPu2tmfamnF2k3s4bq+oWSzazBvN9iZg3WetrbKfgu8K2IWC3p7cDpwEun3DkzMzOzHtCVM3Uk/bruPpg1gj+w6ihnj1npbgFaZ95syZiztUTEXRGxOr96CrBLh/rWGM4es0wkXqwczh6z7tCVgzoRsWfdfTBrAo/pdJazxywnpV3auwTYXtK2kmYABwFLHn1XelLL1X2Ba0p7HF3C2WOW845PRzl7zLpDVx5+JenBiJhbdz/M6tYPpzRvEmeP2ahy3jVFxJCkI4HzyE5pvjgilks6FlgWEUuA90jaFxgC7gYWlHLnXcTZYzbKIzad5Owxy/jsVx2UL8C4EOAT//x5Dtp/Qcp3Jbe/+oGR5NrB6cmljAyn1w5OT+/v4Iz0dlffnz5ZddbGBX6pi/z+pz+9aFp6f4u8CEeG09vd8EkNGFEpMV8k7Q2cSPbG6pSIOH7M7U8hW8tiXl5zdEQsLa8H3as1e/7jhM9y2II3l3wHBX7XCvxO3L3stOTauU99cXLtjMdtm96JIgFYYNHvIq97TdsguTYKBNXImoeSawdnpu8zb/DEHZNru0GeI0vHbDum5esPAR/qdL+6QWv2/Odx/85bDz4k4bsK/P1cO5Reuya9Nmak736G0msHHl7dvmjUSPprOQYHk2sHH1qV3oXp6Y9t+l33Jteu3XzT5NookJWrttsyubaIWZW0alVqzZ5PfepTHHrooW2/57777ktuf8MNN5x039Zn9er0jJg+Pf3N3PBw+r7MYIE8GRpKz9WHHkrf55g3b15ybVR0QGOMpLe79dZbV9KHXtJTgzqtCzKuuPBeH1JrlkjSIHAy8HKys89cImlJRLSeVvgjwFkR8UVJ88nehG3T8c42UGv23H/PHc4e630N/8SqX7Rmz6ob/uzssd7n6GmE1uy59dZbnT1mNeupQR2zflPi4Ve7ASsi4noASWcA+wGtgzoBbJR/vTFwa2n3bmZmZmZm1kA+/MrMKlNivmwB3NRy/WZg9zE1HwN+KOndwBzgZaXdu5l1mWbv3JhZr3L2mJmN1YBFQcysapIWSlrWclk4iWYOBk6LiC2Bvwe+JnmpZrN+5BPQmFktHD5mVgNJSZe6dOVMHa/CbpZLzI7WY58ncAuwVcv1LfNtrd4K7J23d6GkWcBmwO2Jve16zh6zXMOnIfcaZ4+Z1cHZY9Yd/Cm7WRfTQNolwSXA9pK2lTQDOAhYMqbmz8DfAUh6BtkJK+4o79GYmZmZmZlZEV05U8fMMmVN84uIIUlHAueRna58cUQsl3QssCwilgD/BHxZ0vvJFk1eEBE+44FZX/JMHTMzM+sPXijZzLpCRCwlO01567ZjWr6+Gnh+p/tlZg3U7H0bM+tVJb6xkrQ3cCLZh1mnRMTxY25/B/AuYBh4EFiY7wsh6UNkh6UPA++JiPNK65iZWUEe1DHrYl6m2Mzq4VEdM+tekgaBk4GXk53x8xJJS0YHbXLfjIj/zuv3BU4A9pY0n+ww9R2AJwM/lvS0iBju6IMws45p+kydrnxLKOnGuvtg1gg+C0RHOXvMrA7OHrPS7QasiIjrI2INcAawX2tBRNzfcnUO2aHn5HVnRMTqiLgBWJG313OcPWbdwTN1zLqYx2vMrB5OHzOrQWL0SFoILGzZtCg/E+ioLYCbWq7fDOw+TjvvAo4CZgAvbfne34z53i3SemZmVr5uHdRpe8adxz99sPQ7nbVx+k5sjBRouMC+8V2/T5/ZOW/r9OdgpMCEURV4akfWptde8uVVybXPe9es9D4Mp6/lu/ah9NoqfseK8uFXHdf+bF+Ja0dHDCXfqQaKRHV6oMzZes/k2ukbp++vrrn3z8m1sTb9dT/riTsk1xaZiDq86r7k2sFZG6fXztwwufaRD4ATKocLBGtVGj4NuQe1zR6tTfxDPlLN+vYxPf1vYgwW+PtZ4HdtYNXq5NqhTTZK70MBM/94U/ui3EPP3D65du3jH5dcG0Ven0VqBwrsdFR2HoW0/uYDOIvaFrZv52TgZEmHAB8B3jLVNrtMaWc5nTUrfd99sEhGFLDBBhsk11544YXJtc973vOSa4eH0990DRR4zW24Yfo+R5HznEybVs1wwRAF9oMbsM/RhD6sT1e+JYyI5463XdJCScskLTvttFM73S2zzvPhVx2Vkj2nnv7VTnfLzHpcSvaccua3Ot0ts46LxEuCW4CtWq5vmW+byBnA/pP83q6Vkj1f//rXO90tMxujW2fqjKt1VP6+ex7wqZat93nAphFas+f+u2939ljPc/Q0Q2v2rP79Dc4es3SXANtL2pZsQOYg4JDWAknbR8Qf8qv/AIx+vQT4pqQTyBZK3h64uCO9bojW7Ln11ludPWY166lBHbN+4zdWZlaLhk9DNrMeVVL0RMSQpCOB88hOab44IpZLOhZYFhFLgCMlvQxYC9xDfuhVXncWcDUwBLzLZ74y621NP/zKgzpmXcxr6phZPZq9c2Nmvaq87ImIpcDSMduOafn6vev53uOA40rrjJnZFPgtoVk385o6ZmZmZmZmXUHS3pKuk7RC0tHj3L5A0h2SrsgvR7Rr0zN1zMzMrCCPFptZDRw9ZlaDsg6/kjQInAy8HLgZuETSkoi4ekzpmRFxZGq7HtQx62Ia8N6NmdXA0WNmZmZW1G7Aioi4HkDSGcB+ZGt0TZoPvzLrYlLaxcysXD7208zq4Owxs86TlHpZKGlZy2XhmKa2AG5quX5zvm2sAyRdKekcSVu1659n6piZmZmZWfN5vMbMGiwiFgGLptjMd4FvRcRqSW8HTgdeur5v8Ewds27mD6zMrA6eJmhmZmZW1C1A68ybLfNt60TEXRGxOr96CrBLu0Y9qGPWxTSQdklqq/1K7J9vWYX995LuLfnhmJmZmZmZNUrq4VcJLgG2l7StpBnAQcCSMff1pJar+wLXtGu0sYM6kraRdK2k0/I3kN+Q9DJJF0j6g6Td6u6jWd3K+rC8ZSX2fYD5wMGS5rfWRMT7I2KniNgJOAk4t/QH1ADOHrP2lPjP0jl7zFJ4inLZnD1mnRMRQ8CRwHlkgzVnRcRyScdK2jcve4+k5ZJ+C7wHWNCu3aavqfM3wOuAw8lGtQ4BXkA2YvWvwP6txflCRAsBTvjMibzlzYe1vYNpM9M7E5FeOzKcXjs4I7125kbpf6iKtDtY4DehyIz6Is/ZyjtH0osLGBhMr502K/3BFfkZd4GiK7EfDHy0Q32rw6Sz5z9O+AyHveXNbe8ghla3rVnX/owCv8QFDMyYU6A6/bUxMH12cu3ah+9Jrh1Z81By7eDMDZNrk6ezNUWRULNuM+nsOfmYj3PE697Qyb4+WoGdAxXYOQgK1A5U9Fou0N/hjdOzp9DzMK3A675AuxpO35nRmrXpfaiKx2uqMunsOe644zjkkEPa3sGsDWaV2uFRUeTNRgFz5hTZR0pXpL9FaqdNS38zV9VzVkiBLgwNDaU324TH1kZELAWWjtl2TMvXHwI+VKTNpg/q3BARvwOQtBz4SUSEpN8B24wtbl2Y6O7bH2j+T9RsigocWrXuj29uUf56GTXeSuy7T9DW1sC2wE+L9LXLTDp77r/7dmeP9T6vl1OVSWfPmquuc/aY2WRNOntuvPFGZ4/1vMRDq2rT9EGd1o+yR1quj9D8vptVLzFfSlqJfdRBwDkR0VtzlR7N2WNmdXD2mFkdnD1mXcwvUrMuVuKYcduV2FscBLyrvLs2s+7T7E+szKxHOXrMzB7Dgzpm3ay8nZt1K7GTDeYcRHY89aPvTno6sAlwYWn3bGbdx2+szKwWDh8z6zwffjVJEXEjsGPL9QUT3WbWr8pa3zUihiSNrsQ+CCweXYkdWBYRo6faOwg4I7phFbJJcvaYpShv50bS3sCJZNlzSkQcP0HdAcA5wHMjYllpHWgIZ49Zez2781EjZ49Z92vsoI6ZJShx1LjdSuz59Y+Vdodm1vckDQInAy8nW6D9EklLIuLqMXUbAu8FLup8L83MzMyaq8vO42pmrZR4MTMrV2npsxuwIiKuj4g1wBnAfuPUfQL4FLBqyl03s+7lHR8zq4GkpEtdPKhj1s0GEi9mZmWSki6SFkpa1nJZOKalLYCbWq7fnG9ruSs9B9gqIv6v4kdlZo3nUR0zs7FqfbsnaZ6kd+Zf7yXpe3X2x6zbJL6vsjGcPWZTk/q2KiIWRcSuLZdFhe5HGgBOAP6pzP7XxdljZp3m3DGbOs/UWb95wDtr7oOZ9Z95OHvMmuAWYKuW61vm20ZtSLZI5/mSbgSeByyRtGvHeliueTh7zCbPE3UmYx7OHbOeVvdCyccD20m6AlgLrJR0DtkO3KXAoRERknYh+6RuLnAnsCAibqupz2aNUdbZr/qQs8dsKsr7NOoSYHtJ25IN5hwEHDJ6Y0TcB2z2yN3qfOADXXz2K2ePmXWac8esx9U9qHM0sGNE7CRpL+B/gR2AW4ELgOdLugg4CdgvIu6Q9AbgOODw9TU8OL38zg4Mpu/EDgwWOeliervfev39ybVvv2CT5NoNHpdcypoH0x/bjLnpow4v+cjs9E5U9DFMkd+bkeECP+OqzsHpT6Mmq7LsGV79QFoPYji5s1Fk9K7AL3EMrylQuza5VgX6O3ur3dLbLfALHzGSXDs4c8NK2i30wi8wSDLy8H0F+lDE5gVqywmfiBiSdCRwHtkpzRdHxHJJxwLLImJJKXfUHJVlTwwMJnVAQ+nZo5H03/eYnr5LGYNpfYVi/R3eeG5y7Yxbbk+uXfvETZNrhzbdOLm2MgVenhoukmlNUN6Oj6S9gRPJsueUiDh+zO1HAUcAQ8AdwOER8af8tmHgd3npnyNi39I6Vr7Kcgdg9uy0/fcif8NvueWW9kW5jTbaKLl2xowZybWbbJL+PqqIwSL5V2DfYHg4PSunTSuQ15G+L1Oktkh/Z82alVxblToPrUrRtM/5L46ImyPba74C2Ab4W7KR5B/lI8wfIZue/RitCzKedtqpnemxWY28pk5pysuer5/RmR6b9YiIWBoRT4uI7SLiuHzbMeMN6ETEXl08S2c8pWXPKWc5e6wPlHT4laRB4GRgH2A+cLCk+WPKLgd2jYhnAecAn2657eGI2Cm/NHlAZzxTyh14dPZ89atfrb7HZrZedc/UGWt1y9fDZP0TsDwi9mj3zfkCjIsA7rvngarmRphZ7ykte+657Y/OHusDHi0uSWnZs/rqFc4es3S7ASsi4noASWcA+wFXjxZExM9a6n8DHNrRHlZnSrkDj86e22+/3dljVrO6Z+o8QLYI4vpcBzxe0h4AkqZL2qHynpl1AQ2kXewxnD1mU+HFSifL2WPWDFsAN7VcvznfNpG3At9vuT4rn6nyG0n7V9C/Mjl3zKao6We/qnWmTkTcJekCSVcBDwN/HadmjaQDgS9I2pisz/8BLO9oZ82ayG+aJsXZYzZVDp/JcPaYTVVa9khaCCxs2bQon11S/B6lQ4FdgRe3bN46Im6R9FTgp5J+FxF/nEz7VXPumPW+2g+/iohDJth+ZMvXVwAv6lSfzLqF31ZNnrPHzOrg7DGbgsQdn9bDgyZwC7BVy/Ut822PvjvpZcCHgRdHxLrDliLilvz/6/Oz8u0MNHJQB5w7Zr3OB2aYdTENKOliZlYqr9JuZt3tEmB7SdtKmgEcBDxqcXZJOwNfAvaNiNtbtm8iaWb+9WbA82lZi8fMeo8PvzKz6vg9k5nVwNFjZt0sIoYkHQmcR3ZK88URsVzSscCy/Ox7nwHmAmfnb9ZGT13+DOBLkkbIPiA/PiI8qGNmtfGgjpmZmRXkYR0zq0GJn4RHxFJg6Zhtx7R8/bIJvu/XwDNL64iZ2RT58CuzLlbmERCS9pZ0naQVko6eoOb1kq6WtFzSN8t8LGZmZmbrE4kXM7MyNf3wq8YO6kg6LV+F3cwmUNYpzSUNAicD+wDzgYMlzR9Tsz3wIeD5EbED8L6yH08TOHvMEnhNndI5e8ysDs4es+7X2EEdM0ugxEt7uwErIuL6iFgDnAHsN6bmbcDJEXEPQOuigWZmZmZmZr2o6TN1OrqmjqSjgMPzq6cA/wN8H/gVsCfZqQT3i4iHW77npcB7ImL//PrLgXdGxGvWd18rfrQ2qU/bv3JGcv8j0id0xkhyKQOD6bVvv2CT9D4U6G8RM+am/8KODKf3ods+1L3+Z2m/Y0ChucDPKfBZSepTJmkhsLBl06L8dJ+jtgBuarl+M7D7mGaelrd1Admigh+LiB+k97Y+ncye4VX3JvVp5uO2K/IQKjHrCc+oqOUi2ZP+wh96MH0ccXDuZgX6kE4pU98q9tBtV6QXF/g7sMkWTyvQiy4L7Jp0MnsG1qb9TYoZ09MfwJoCf+eK/EoU2Z+aVmAnqYChzeZV0ofhDeck12pkOLmWImeyjPTawbvvS6+9f2V6H6ri6EnSyey55ZbHnAl+XNttl77fs/kTN0+uLbLLMTCQ/jd8q622al+UK/JmvtD7yQK1q1atSq6dNq2aIYAiz0OR2jvvvDO5tshztummmybXNl3H9k4l7QIcRvZG8Xlkn/pvAmxP9un/DsC9wAFjvvVnwNMlPT6/fhiweIL7WChpmaRl5/749PIfhFnTDKRdImJRROzaclk0YZsTm0b2et0LOBj4sqR5U38Q1ep09nz1W+eW/yDMmsaHX7XV6ew55Zyzyn8QZo1T3hTlXtXp7Pn2t79d/oMw62Ep65jmdQdICkm7tmuzkzN1XgB8JyJWAkg6F3ghcENEXJHXXAps0/pNERGSvgYcKulUYA/gzePdQf5GdRHApWfd7XXSrOeV+J7pFqD1I4kt822tbgYuioi1wA2Sfk+2g3BJab2oRkez584bLnX2mBl0OHvW/vYaZ4+ZQYez5/LLL3f2WM8r69CqlnVMX0723uoSSUsi4uoxdRsC7wUuSmm3Cac0X93y9TCwwTg1pwLfBVYBZ0fEUCc6ZtZHLgG2l7Qt2WDOQcAhY2r+h2yGzqmSNiM7HOv6TnayZM4eM6uDs8dssvp7Es5UOXvM6rduHVMASaPrmF49pu4TwKeAD6Y02snFAX4J7C9ptqQ5wGvybW1FxK3ArcBHyMLGzCjv7Ff5H+0jgfOAa4CzImK5pGMl7ZuXnQfcJelqsim6H4yIu6p5ZKVy9piVzYdfpXD2mJXOh18lcPaYlSx1oeTWQxPzy8IxTY23jukWY+7rOcBWEfF/qf3r2EydiLhM0mnAxfmmU4B7CjTxDeDxEXFN2X0z61olvmmKiKXA0jHbjmn5OoCj8kvXcPaYlU9+09SWs8fM6uDsMatP66GJk6HsjBwnAAuKfF9HD7+KiBPIOtlqx5bbP9vy9YIxdS8AvlxZ58y6kD8IT+PsMbM6OHvMSub9niTOHrPGareO6YZkr9Xz83V8nggskbRvRCybqNEmrKnTlqRLgZXAP9XdFzPrH84es4n4nVWVnD1mVgdnj1nl1ruOaUTcB2w2el3S+cAH1jegA10yqBMRu9TdB7MmSlkvxybP2WM2AY/pVMrZYzYRh0+VnD1m4yvr7FcRMSRpdB3TQWDx6DqmwLKIWDKZdrtiUMfMJuB9GzOrhcPHzMzMrKh265iO2b5XSpse1DHrYn5bZWZmZn3DOz5mVoOyZupUxYM6Zl3Mh1+ZWS0avnNjZmZm1i9qe0so6ShJV+WX90naRtI1kr4sabmkH0raIK/dTtIPJF0q6ZeSnl5Xv80aRYkXW8fZY2Z1cPaYWR2cPWa9r5aZOpJ2AQ4Ddid7y3kR8HNge+DgiHibpLOAA4Cvk53r/R0R8QdJuwP/Bbx0nHYXAgsBPvfpE3nLoYe17UtEFOl3eu1gertF+nDNkjXJtfP3m5neh5H0Pqy8M7129qbpz9lw+kNj2qz0Pjzwl5Hk2iI/4yc+yxPduk1Hsuf//RtvOeTAtn0ZWnlHer+nzUqvHZyeXDuy9uHkWmI4uXRgxpzkWg2m59TArI2TaxlJ728UGPiMkaECxQX+vhT4uW3wpGen96EyHi0uohPZc/JHj+WI172hbV8GVhf4Yzuc/vczBot8Tpj+2hhYtTq5dmSD9KyMIvt0Q+l5MvjAQ8m1Q5tsmFxb4ClDBX7Ga5+4Wfui0XYLPA9VKfJzs85kzwknnMBbFrylbV+KvN8ZKZA9a9euTa6dMWNGcu1PfvKT5NpXvvKVybVFnocipk9P34+o6lCiIo9tcHAwuXbzzTefTHdK5cOvxvcC4DsRsRJA0rnAC4EbIuKKvOZSYBtJc4E9gbNbnsxx3wVExCKyMOKu2x6o5hVj1iANz5cmqj57/nSls8fMxqo8e9Ys/72zx8zGqjx77r7nbmePWc2aNtWg9eOYYWADskPE7o2InWrpkVmDeU2d0jh7zApo+idWXcTZY2Z1cPaYFdD0/Z663hL+Ethf0mxJc4DX5NseIyLuB26Q9DoAZZow99ysfl5Tpyhnj5nVwdljZnVw9pj1gVoGdSLiMuA04GKyYztPAe5Zz7e8EXirpN8Cy4H9qu6jmfUeZ49ZWTyiXISzx6wkUtrFAGePWb+o7fCriDgBOGHM5h1bbv9sy9c3AHt3qGtmXUMD3nEpytljVgK/aSrM2WPWLJL2Bk4EBoFTIuL4MbcfBRwBDAF3AIdHxJ/y294CfCQv/WREnN6xjhfk7DGbOh9+ZWaV8QdWZtbtJO0t6TpJKyQdPc7t75D0O0lXSPqVpPl19NPMeoekQeBkYB9gPnDwONlyObBrRDwLOAf4dP69jwM+SnZGqd2Aj0rapFN9NzMby4M6ZgYkvbFaIOmO/I3VFZKOqKOfZtY7Et9YfTMinpkv3vlpHvuJs5n1i/KO/NwNWBER10fEGuAMxhxqFBE/i4jRc9T/Btgy//qVwI8i4u6IuAf4EZ7dYmY18qCOWTcraecm8Y0VwJkRsVN+OaWMh2Bm3ai0d1Ypb6zub7k6B/Dpc81svSQtlLSs5bJwTMkWwE0t12/Ot03krcD3J/m9ZmaVatQpzSU9GBFz6+6HWbco8ZTm695YAUgafWN1dWn30GDOHrOCEo/rzN9Itb6ZWhQRi1quj/fmaPdx2nkXcBQwA3hp0e42lbPHrKi07MlzZlHbwpR7lA4FdgVeXEZ7TeDsMSvGa+qYWWVS19Qp8ROrAyRdKekcSVtV9sDMrCdExKKI2LXlMqk3WRFxckRsB/wLjyxOamb9przDr24BWvdjtsy3PfrupJcBHwb2jYjVRb7XzKxTOjqoI+mDkt6Tf/15ST/Nv36ppG/kXx8n6beSfiNp83zbNpJ+mr+Z/Imkp3Sy32bdrqQ3Vt8FtskXDPwR0NgzPYzl7DErW2nvrIq+OToD2L9wd2vi7DFrrEuA7SVtK2kGcBCwpLVA0s7Al8gGdG5vuek84BWSNskXSH5Fvq0xnD1m5ZKUdKlLpw+/+iXwT8AXyKYxzpQ0HXgh8AvgEOA3EfFhSZ8G3gZ8EjgJOD0iTpd0eP79+6/vjlY/kHbI/fTZRca16j+M/+G7RqppuMDv4AabpBcXOeX2tFlFnt/0duc+If1nXORwpr9eNZxeXOShbZ9eWuLhV23fWEXEXS1XTyE/C0SX6Fj2xMhQUoemzXl8cuejwC+QCrw2NDgjvQ/Dawu0Oz25tkj2FGq3ABV4IRV6zqJARhTYEVh125XpfSgSPlv8bXJpifst695YkWXOQWSvx5b70vYR8Yf86j8Af6B7dCx7Uo3MTH8daXX6656R9P2TIq+5kVnpr7kifYgZ1eTJyPT0XeuBBx9Ob3fu7OTamJn+nA0+sDK5VmvT/r5Vq5zwiYghSUeSDcYMAosjYrmkY4FlEbEE+AwwFzg7f7P254jYNyLulvQJsvwCODYi7i6lY+XpWPb86cY/JXVou+22S+789Onpr88itUXedL/yla+spN0iBgYK7J8U6MPwcPr+SVV9KOLGG29Mro1I3+/ZeeedJ9GbZur04VeXArtI2ghYDVxIFjQvJAufNcD3Wmq3yb/eA/hm/vXXgBeM13jrISZfP/PUSh6AWaOUNw055ROrJ7Vc3Re4Zoq976SOZc9Xv3VuJQ/ArFnKCZ+IGAJG31hdA5w1+sZK0r552ZGSlku6gmxdnbeU+1gq1bHsOeXsMyt5AGa9KiKWRsTTImK7iDgu33ZMPqBDRLwsIjZvOUHEvi3fuzgi/ia/NPFNR8ey59vf/nYlD8DM0nV0pk5ErJV0A7AA+DVwJfAS4G/IdubWxiPDa8NF+9e6KNqtv7+//mk1ZhUrazw88ROr9+RvsoaAu8lex12hk9lz5w2XOXvMCoiIpcDSMduOafn6vR3vVEk6mT1rlv/e2WO9r9lrlTZGJ7Pn8ssvd/ZYz6vz0KoUdSyU/EvgA2RT/34JvAO4vCVYxvNrspkDAG/Mv8/MBhIvCRI+sfpQROwQEc+OiJdExLWlP55qOXvMSlPeNME+4Owxszo4e8z6RF2DOk8CLoyIvwKraB8Y7wYOk3Ql8Cagaz+1MytT0xftahhnj1lZPKZThLPHrCSBki4GOHvMStP091ydXiiZiPgJML3l+tNavp7b8vU5wDn5138CXtrBbpp1B++3JHP2mJXJ4ZPK2WNWIkdPMmePWf/o+KCOmZXH+zZmZmZmZmb9y4M6Zt2sjgMozcx8WKeZmZn1iaYvZ+FBHbMu1vB8MTMzMzMzswr5c34zMzMryCslm1kNpLSLmVlDSdpb0nWSVkg6epzb3yHpd5KukPQrSfPbtdlVgzqSFkh6ct39MGsKDaRdbGqcPWaPpsR/NjXOHjOrg7PH7NHKOvuVpEHgZGAfYD5w8DiDNt+MiGdGxE7Ap4ET2rXbbW/3FgAOGLNR/rC8Uxbg7DF7hLOnUxbg7DGzzluAs8esCrsBKyLi+ohYA5wB7NdaEBH3t1ydA0S7Ric9qCPpzZKulPRbSV+T9GpJF0m6XNKPJW2e131M0mJJ50u6XtJ78u3bSLpG0pclLZf0Q0kb5LftJOk3efvfkbSJpAOBXYFv5FORNphs3816RT++r3L2mFkdnD1mDdCHOz7OHrPuIWmhpGUtl4VjSrYAbmq5fnO+bWw775L0R7KZOu9pd7+TWihZ0g7AR4A9I+JOSY8jG0F6XkSEpCOAfwb+Kf+WpwMvATYErpP0xXz79sDBEfE2SWcBBwBfB74KvDsifi7pWOCjEfE+SUcCH4iIZRP0ayGwEOCTH/o8B79mQdvHMucJ6cm/9qHkUgYKPLNFand+86zk2ht/sSa5dsvdpyfXTpuZ/pwNr2k7sLjOmgfTazd4XHofNFDNX/cZGzZgr6EBXeikbsieE47/OG954+vLfdwV/aBV4Ng8TZuZXDsy9HB6u4Pp7Rbp78jQquRaBmcU6EOB7NFgcm2MDFVSS6TnajH9FT7dkD3/9eGPcsRrX9f+sQwNJz/umJn+2ihCw+l9KNJfBtMzoqqXxsjs9P20Qmu/FOlwgXaHN5qTXDvzjze1LxpVVfQ4exqXPccddxwHH3xw28cSBX6Hi/ytLaJIH4YL5NTgYIG/9wX6UKR29erVybVz585Nri2231PNz21oqMB+T0VSH1tELAIWTfX+IuJk4GRJh5BlwFvWVz/Zs1+9FDg7Iu7M7/RuSc8EzpT0JGAGcENL/f9FxGpgtaTbgc3z7TdExBX515cC20jaGJgXET/Pt58OnJ3SqdYn8fpL7q3sz4lZU/ThejmNz567b77W2WO9r/8WIm189qy9bLmzx6z3ND57brjhBmePWbpbgK1arm+Zb5vIGcAX13M7UO6aOicB/xkRzwTezv9v787j5Krq/P+/3ukkBAg7CArKJiAB2XdkU2BQBBdAQFFQNF9UZphhGMffV0cdlBH0K+6jRlAZUREQNCoMIrILkgAhEPZNILhAwhqy5/P7496GSqe6+9zuunXrVr2fedxHd906de6p6qp3qk7dcw40flXR2HW4lFc6kwbbb2YJvAgE4Owxs2o4e8zarQeHXzXh7DGrr2nAFpI2lTQeOAaY2lhA0hYNFw8FHhiu0pF26vwBOErSOvmB1wbW4JVepiFPDxpKRDwHPCNpn3zX+4H+HuQXyE4nNLPe5Owxsyo4e8ysCs4esw6gFq1+FRFLgJOBK4B7gAsjYpak0yUdnhc7OZ//agZwKgmv8xH10uYHPgO4VtJS4Hbgc8BFkp4hC6BNR1J37njgu5JWAR4GPpjv/1G+fz6wZ0SkT9xg1oXKmi+oUzl7zDqFswdnj1kFnD04e8xqLSIuAy4bsO8zDb+fUrROFZmAqU5S59RZZ4v0ia06YaLkIhPPPfbHxcll6zdRcvWTyTzz5wKTNxaw8XZrJD/A137r6aQHbb+T1x22TkmHAF8H+oBzIuLMQcodAVwM7DrYBHq9LHVOnXGrbVB2UypTt4mSVdJEyUU+fBSZ/PiFB65Mb0KB/+M33P29yQ3+2z1XJ1W8/tYH9NYnsAqlzqmz6HXp2RNjyxmhUWSiZJYtSy9bZKLkTugcKGt8dJF6CxRd5fZ70wsXeL865oDdk1uxaNYDSTWP32aLDvgD94bUOXXWXnvt5Do9UXLxsvPmzUsu2wkTJRe5bw88MOzooxHZZZddkhs8Y8aMpAbvsMMOlWRP9Z+MzWzEWjW0XNkyPd8G3gpMAo6VNKlJudWAU4A/taL9ZmZmZsk8p46Z2QrcqWNWZ2MSt+HtBjwYEQ9HxCKymdbf0aTc54GzgALrRZtZt1HiPzOzVorEzcysl7hTx6zGUle/kjRZ0vSGbfKAqjYEHm+4/ES+r+FY2gl4bUT8tuS7ZWadzt+Wm1klHD5m1n6tmii5LLXo1JF0gqRvVd0Os46T+N4mIqZExC4N25RCh8kmMzkb+NeWtr/DOXvMBuMPVmVy9pgNooXRI+kQSfdJelDSJ5tcv6+k2yQtkXTkgOuWSpqRb1MH3raunD1m9VTODHhm1hYt/Mg0G3htw+WNeGW5TMiWtdwWuCbvhd4AmCrpcE+WbGZmZnXSMJfgQWRnJ0+TNDUi7m4o9hhwAnBakyrmR8QOZbfTzCxFy87UkbSqpN9KukPSXZKOlvSopC9JulPSLZJen5ddT9IvJE3Lt73z/btJuknS7ZL+KGmrJsc5NC+zbqvablZbrZtTZxqwhaRNJY0HjgFe/uYpIp6LiHUjYpOI2AS4GeiIDh1nj1kVfKaOs8es1oadSzAiHo2ImUCBJdjK5+wxa7+Bw6wG26rSyjN1DgGejIhDASStQTah6nMR8UZJHwC+BrydbNnkr0bEDZJeB1wBbA3cC+wTEUskHQj8F3BE/wEkvQs4FXhbRDwzsAHK5gmZDPCf/3o2Rx92wrCNLvLgj1+1nKnXylpVfuN90pcpX7qonDYUMe/p9P8zV167nGWFly1J/2O8+Nf09nbCqqVDyV9zJ5O9FvuAH0TELEmnA9MjopNPLe6o7Dn7rNM54bijW3oHIwos/1vg+V5oifBCIZFe79L5Kzycg+pbpcByqH3p+bds4QvJZcdMWC29DUX+FmPSl0Ptm7BmctnSpgzt7v6aVB2VPd8644uceOz7hm30uL/PTb6Di9dfJ7lsjCnwpCjwtIxx6a/lvmefTy67dPX0JX37XkhfKnjZqisnl9WS9GyPIksFj09/zIq0YfFrXpVctoiVCpVOexwaXxu5KQOGnjebS3D3Ag2ZIGk6sAQ4MyJ+WeC2o9VR2fO5z32O97znPcM2usoPvCNpw9ix5QxoKdKGIst+r7LKKqW0oSxF2rBoUQd8UO1wrXy23gl8RdJZwG8i4vr8j/Wz/PqfAV/Nfz8QmNTwx1xd0kRgDeA8SVuQ/Zff+L/Sm4FdgIMjoun/2nlYTwG479pnPPm9WQERcRlw2YB9nxmk7P7taFOijsqeZ56839ljPaD6N4QdoKOyZ8Ejjzt7rPslRk/ja6MkG0fEbEmbAX+QdGdEPFTi8Rp1VPbcc889zh6zirWsUyci7le2Os7bgC9Iuqr/qsZi+c8xwB4RsdyyyMom5ro6It4laRPgmoarHwI2A7YEKh/yYdYJCpxo0bWcPWZVcKeOs8es1oabS3BIETE7//mwpGuAHcles6Vz9pi1Xyec3TSUVs6p8xrgpYg4H/gysFN+1dENP2/Kf/8d8I8Nt90h/3UNXgnUEwYc4s9kpwX+j6RtWtVus1pLXdO8izl7zCrgKXWcPWb1NuRcgkORtJaklfLf1wX2Bu4e+lat4+wxs4Fa+T3/G4FbJM0APgt8Id+/lqSZwCnAv+T7/gnYRdJMSXcDJ+X7vwR8UdLtNDmLKCLuBd4HXCRp8xa23ayW/LkKcPaYWTWcPWbt1qI3PhGxBOifS/Ae4ML+uQQlHQ4gaVdJTwBHAd+TNCu/+dbAdEl3AFeTzanTtk4dnD1mbacOnyhZRSZgKly59CiwS0Q8XdpBBpE6p86rd0ifTK6sCSdL/BMkKzIH6tiV0p+wSxel37lnHk2frG/dLdMnFS1rouTZty5Jb0GB1/ikg9ZKLn3TD+ckNXjPD67TA307r6gye1Ln1Bm7avqEk7WbKLlAqC1b9GJy2SITJRPpE5kvW5jehmITJRf53iT9MZv355tLqXeD7d6W/OR56v4bkypeb8u9nT1tkjqnzpj5C4YvlCtromQtTX9extgCk4h7ouSsbJGJkpemt2Hs3PTHt4iVttw0+c4tvO/hpCfPSltt5uxpk9Q5dTbccMOym9J1inxOX1rgtdzXV+RzVLqyOjXuuuuuUurda6+9kht81113Jf0xtt1220qyp5xpvc2sLTynjplVo6c+L5mZmZl1rFI/EkbEJlX0GJv1DI+/asrZY1ayFmaPpEMk3SfpQUmfbHL9qZLuzocPXCVp4xbdi5Zz9piVzO97mnL2mJWr04df+Xt+sxrzexszqzNJfcC3gbcCk4BjJU0aUOx2smEF2wEXk80FYWZmZma4U8es1jQmbTMza62WdSnvBjwYEQ9HxCLgAuAdjQUi4uqIeCm/eDPZ0sNm1pP8dZaZtV+nLzjsOXXM6szvW8ysCq1757Ih8HjD5SeA3YcofyJweasObmZmZja8zv7QVfp3+JLccWRmbefsMauepMmSpjdsk0dR13HALsCXW9fC1nP2mJXIJ+oMytlj1ruSX/yS/gM4DniK7Fu1W4FLycbCrwe8BHwkIu6V9CNgAbAjcKOktYH5+eVXAR8CPgDsCfwpIk7Ij/EdYFdgZeDiiPhsvv9R4DzgMGAccFRE3DtUe1ffqIyl2sr5X6LKU7X6jV2pnHr7xqffuXW3rP7/ojFj09v71zvSlzQvsmz9pIPSy3bCc6dsdcueIstPpsqmHanWmL7xpdSrselL7y59aU5y2b4JaxYou0Zy2SiwRHiRsirw/8vSBc+mt6HA0u7FpLU3IqYAU4YoMht4bcPljfJ9yx9NOhD4FLBfRCxMb+fI1S17tCDtYVn0mlcllcu0Ps8AUIHXRoFlv5euuVp6G4rctSLLifelf19aaEnzCQUyeFmBx3fh4uSyY59+Nr0NRR7gLTcto9baqlv2rLZagdedFVJk4t0xYwpkT80+QCxYsCC5bBnvw+sg6a8vaVfgCGB7sskMd8mvmgL8Y0TsDJwG/HfDzTYC9oqIU/PLa5EFyr8AU4GvAtsAb5S0Q17mUxGxC7AdsJ+k7RrqezoidgK+kx+rWTtf/kbw/At+mHLXzGqt2+fUqWP2nHf+z0dzl816zTRgC0mbShoPHEP2On2ZpB2B7wGHR8Tf29GoOmbPORdeMJq7bFYT3X2qTh2z5yc/+clo7rJZLXT66lepp0bsDfwqIhYACyT9GpgA7AVc1HAHGs/3uCgiGr+C+HVEhKQ7gb9FxJ0AkmYBmwAzgPfkp2aPBV5NthLGzPz2l+Q/bwXe3ayRjd8I/uWh53uzm856S33ft6SqXfbMnX2fs8e6X4veuETEEkknA1cAfcAPImKWpNOB6RExlWy41UReec0/FhGHt6QBg6td9iy850Fnj3U/v+/pL9cx2fPEE084e8wqNprxLmOAZyNih0Gunzfgcv95wcsafu+/PFbSpmS9wbtGxDP56YQTmtx+6SjbbWZNSDoE+DrZB6tzIuLMAdefBHyc7DX4IjA5Iu5ue0OdPWaVa+Xnqoi4DLhswL7PNPx+YAsPNxrOHjOrgrPHzIaUOjDjRuAwSRMkTQTeTjae8xFJRwEos/0o2rI6WSg9J2l9slMOzWwIGqOkbdh6sklbvk32upsEHCtp0oBiP42IN+ZvKr4EnN3iu9OMs8esI3X3EAicPWZWDWePWQfq9OFXSZ06ETGNbEzmTLKlRO8EngPeB5wo6Q5gFvCOkTYkIu4AbgfuBX5KFmpmNgQpbUuwG/BgRDwcEYuACxjweo6I5xsurkob5it09phZFZw9Zp2quzuUnT1m3U/SIZLuk/SgpE82uf5USXdLminpKkkbD1tn6gzRkiZGxIuSVgGuIxt6cVvhe9EmqXPqrLpujWeRtUpNmzI/uWyRidgP/MR6ye9Gbrt4blLNOx259pB1SjoSOCQiPpxffj+we0ScPKDcx4FTgfHAmyPigdS2jlTdsid1Tp1xE9cvuym1EKSvzrT0pbnJZYusfqUx6WeXF1nRqogiq189f9/lyWWLrH610e7vS27E0w9PT3og1t1sl9p+uqpb9qTOqbP41esVqLWk5/vSAquyFWhCjC3wnq5AvX0vDBzdMrilq62SXHZMgZWnlq1cYJnSAqtfjXkpfVWZlf78l/Q2FHiA+/baKTknFjz056SKJ2y+sbOnTVLn1Fl99dXLbkpPW7YsPVeLrJTVCaZPn55ctsjqV295y1uSc+K++9Le32+11VbDfebqA+4HDgKeIFsw4tjGKS0kHUC2Wt1Lkj4K7B8RRw9Vb5G/6BRJM4DbgF90criY9YrU1a8aVynIt8kjOV5EfDsiNgf+Hfh0a+/NoJw9Zh2nu78tzzl7zKwKzh6z7pUyOuLqiHgpv3gz2Qp3Q0r+ejIi3lugsWbWDomfmRpXKRjEbOC1DZc3yvcN5gKypS5L5+wxsyo4e8ysCs4es662IfB4w+UngN2HKH8i2VDMIXlGc7Maa+F8XNOALfIVEWYDxwDLvamQtEXDcKtDgdKHXplZh6r9SThmVksVTkRqZr0rdRLkfDRE44iIKfmX6yM55nHALsB+w5Xt6E4dSX+MiL2qbodZt4uIJZJOBq4gW9L8BxExS9LpwPSImAqcLOlAYDHwDHB8dS0ul7PHbDj+YNVqzh0zq4Kzx6x1WjU6Iv/M9Slgv4hYONxxO7pTxwFjNjS1cJ6ziLgMuGzAvs80/H5K647W2Zw9ZsNxp06rOXfMrArOHrPhtXC58pTRETsC3yNbxObvKZV29NTXkl7Mf+4v6RpJF0u6V9JPVOVC8GadoifmKm0/Z4+ZtZtzxyyB3/e0nLPHrH0iYgnQPzriHuDC/tERkg7Pi30ZmAhcJGmGpKnD1dvRZ+oMsCOwDfAkcCOwN3BDY4HGMWxn/ufXOO7oE9rcxPItXVxgichxdcvh9PtWYJVenn8yvfDKa6Y/ZqtvWH2faN3+wjVVKHvOPvM/Of64IVcdBIotNV1Iae+/0l+fyxa8kFxW41ZOLtu3yjrJZYuExLzHb0kuu8prd01vQ4HHbOnCF5PLrrTulgXaUA6/zS/dsLkDy2fPt874Iice+75hK9aSpcmNiLF9yWUL/YdUpA0rjStQcTnGP/lUctnFr1o7uWxZy5SrwNLGMS79o8CSddZILltoSfMCtVrpCmfP2WefzfHHDz8iv8hS0/PmzUsuW8TEiRNLqbfIfStSduHCYUfdjKhskb661VZbLbns/Pnzk8vOmTMnuez222+fXLYOEkZHHFi0zjp16twSEU8A5Mv8bcKAkGkcwzb7vufSXzFmdVV9v1IvKJQ9c2ff5+yxHuBenZINmzuwfPYseORxZ4/1gNZlj6RDgK+T9SudExFnDrh+X+BrwHbAMRFxccN1xwOfzi9+ISLOa1nDqlU4e+bOnevssa7X6Set1alTp7H7cSn1artZKTo9YLqEs8dsBc6ekjl3zJpoVe+BpD7g28BBZEsKT5M0NSLubij2GHACcNqA264NfJZsVZoAbs1v+0yLmlclZ49ZDfl7fjMzMyvG81qYWRValz27AQ9GxMMRsQi4AHhHY4GIeDQiZgIDx7P9A3BlRMzNO3KuBA4Z6V0yMxstd+qY1ZiUtpmZmZn1CkmTJU1v2CYPKLIh8HjD5SfyfSlGc1szqyFJSVtVOvqUuoiYmP+8BrimYf/JFTXJrKO0cklze4Wzx2w47i1uNeeOWYq07Gmc88WG5uwxqz9/JDSrMw+BMLNKOHzMrAKti57ZwGsbLm+U7yv7tmZmLedOHTMzMyvGfTpmVm/TgC0kbSppPHAMMDXxtlcAB0taS9JawMH5PjPrUp0+/MqdOmY1pjFpm5lZa7lXx8zqKyKWACeTdcbcA1wYEbMknS7pcABJu0p6AjgK+J6kWflt5wKfJ+sYmgacnu8zM6tEpR/3JK0p6WP57/tL+k2V7TGrG0+UPDLOHjOrgrPHbLRa16EcEZdFxJYRsXlEnJHv+0xETM1/nxYRG0XEqhGxTkRs03DbH0TE6/Pth628h63m3DFrgQ7/Lqvq7/DXBD5WcRvMrPesibPHbMQ6/TTkDrYmzh6zkevwD1Ydak2cO2ajosR/Val69aszgc0lzQAWA/MkXQxsC9wKHBcRIWln4GxgIvA0cEJE/KWiNpt1DA+tGjFnj9mo+FPTCDl7zKzdnDtmXa7qTp1PAttGxA6S9gd+BWwDPAncCOwt6U/AN4F3RMRTko4GzgA+NFTFi16ItBZskFgOiPSihYa8xLL0si/NSW/EahukNyKK3LkCinxTu2xper1j+tLrXf016T0fSxamt6FvpSJ/5PSihfhz1UiVlj2p1MU9cmPGr5peuMjjUCQsC1h5g22Tyxb5FqbIy37M2JWSyy58+oECNRdoxWY7F6jXRqi87FmyJKkB0VfkNVfSf159fclFtTT9dV/kvo2ZNz+57ILNNkwuy5j0Noyd+1xy2WUT0jOCAo+Zlqa/+dLCRelly3ru2EiU+p4n9TPEsmXpz8sJEyYkl+0rkCdFPu8UKTumwOu+SL1FHof589MzbeLEicllFy1Kf92PHz8+uezcuenTUK2zzjrJZcvS6Wcfd9qnilsi4omIWAbMADYBtiLrSb4y72H+NNnSgSuQNFnSdEnTf3bJj9rSYLMqtXJOHUmHSLpP0oOSPtnk+lMl3S1ppqSrJG3c6vtToZZlz3nn/7w9LTazbtCy7Dn3gp+1p8VmVfJkgq0wqtyBAe97zjuv/Bab2ZCqPlNnoMbzJJaStU/ArIjYc7gbR8QUYArAI9Of9VcE1gNa88ZFUh/wbeAg4AlgmqSpEXF3Q7HbgV0i4iVJHwW+BBzdkgZUr2XZM3f2fc4e637+0NQqLcueBQ884uwxsxSjyh1YPnvmzCkwjMDMSlH1mTovAKsNU+Y+YD1JewJIGidpm2FuY9YTWrik+W7AgxHxcEQsAi4A3tFYICKujoiX8os3M8Q3ODXg7DEbFc9WOkLOHjNrN+eO2Sh1+gIRlZ6pExFzJN0o6S5gPvC3JmUWSToS+IakNcja/DVgVlsba9aJ0odWTQYmN+yakn/L0m9D4PGGy08Auw9R5YnA5WlH7zzOHjOrgrPHbJTcV1yYc8es+1U+/Coi3jvI/pMbfp8B7NuuNpnVRep7m8bTZEd9TOk4YBdgv1bUVxVnj9ko+IPViDl7zEbD4TMSzh2z7lZ5p46ZjULrBlDOBl7bcHmjfN9yJB0IfArYLyIKrBVmZt3FH6zMrP08eYuZVaHTV79yp45ZjbUwX6YBW0jalKwz5xhguW91JO0IfA84JCL+3rIjm1kNdfabGzMzM7Ne4U4dMyMilkg6GbgC6AN+EBGzJJ0OTI+IqcCXgYnARXlv9WMRcXhljTazyrhLx8wq4fAxM1uBO3XMaqyVZwJGxGXAZQP2fabh9wNbdzQzq7UWZo+kQ4Cvk3UonxMRZw64fl+yCTu3A46JiItbd3QzMzOzoXX68Ku2LWku6Z8k3SPpJ5JWkvR7STMkHS3pHEmT2tUWs64xJnHrYc4eszK0ZklzSX3At4G3ApOAY5u8Jh8DTgB+2pq2l8+5Y1aW1mRPt3L2mPWmdp6p8zHgwIh4QtIeABGxQ37dz9vYDrOu0eGdxp3C2WPWci0Ln92AByPiYQBJFwDvAO7uLxARj+bXLWvVQdvAuWNWBr/vGY6zx6wEnX6mTimdOpJOBT6UXzwHeAOwGXC5pPOBjwDrSZoBHAGcC5wWEdPz07D/i+w07Kcj4i2SVgW+CWwLjAM+FxG/GqoNSxcnt7bA/UouWogKnEmx2gblNKITnqhj+kq6b2PS6x23cnq9L/6tTp8vekMnZE+kh08BRdb7KOd1FJH+fNeYcr4vWLb4pfQ2jJuQXHbJvKeSy45bY6PkskWeC+obn1y2b5W1k8uWtlZM4tNM0mRgcsOuKRExpeHyhsDjDZefAHYfbfPaqRNyB2DM/MQFCQv8n1iWGNuXXrik5sZK6a+5GFvklNf0Bi9dfWJ6tQX+bjF+XHpZ0suOfzI9K4kC2bP91ull7WWdkj1z585Nau+rXvWq5PsWRZ4/JRkzppxT3YvUu2xZ+nuvNddccwStGd7SpUuTyy5YsCC57HbbbZdc9uGHH04uW8SrX/3qUuqtQsufrZJ2Bj5I9qZsD7JA+R7wJHBARJwFfBi4PiJ2iIiHGm67HvB94IiI2B44Kr/qU8AfImI34ADgy3nwDDz2ZEnTJU2/4Jc/avVdM+s4GpO29YJOyZ7zfnpReXfSrGOkDYGIiCkRsUvDNmXQKmuoytzJ63g5e865+MJy7qRZR/HwK+is7LngggvKuZNmlqyMr1PfBFwaEfMAJF0C7JN42z2A6yLiEYCI6O/6PRg4XNJp+eUJwOuAexpvnL9ZnALw4E3PVt/Fa1a2DjjDqoN0RPbMeewuZ49ZutnAaxsub5Tvq4vKcie/zcvZs2jmvc4es97RMdnzwAMPOHus67VyVEsZC0TUZfUrkfUm31d1Q8w6ibt0SufsMWuqZekzDdhC0qZknTnHAO9tVeU15dwxG4zf+JTJ2WNWsoYFIg4iG3I+TdLUiLi7oVj/AhGnrVhDc2UMzLgeeKekVfJT9t6V70txM7Bv/uYOSf0TB1wB/KPyLjJJO7a4zWb15LOQGzl7zNqlRdkTEUuAk8lea/cAF0bELEmnSzocQNKukp4gGyLwPUmzWn5/Rs65Y2ZVcPaY1dPLC0RExCKgf4GIl0XEoxExE0ieVKnlZ+pExG2SfgTcku86JyJuTzllKSKeyidVvETSGODvZL1Ynyc7BWlmvv8R4O2tbrtZ3fTKfDkpnD1m7dS63uKIuAy4bMC+zzT8Po1sWFbHce6YWRWcPWbtlTr8qqoFIkoZfhURZwNnD9i3ScPv1wDXNFzev+H3y4HLB9x2PvB/ymirWa31zlk4SZw9Zu3h6HmFc8esjdo7r8VKwP8AOwNzgKMj4lFJm5CdWdg/TOnmiDipZQ1L5Owx6zyN8021U13m1DGzJvzByswq4UnazazGEue1OBF4JiJeL+kY4Czg6Py6hyJih3a22cy6QikLRHjwhlmNeUlzM6uGJ/Qys1obdl6L/PJ5+e8XA29R6hgMM+sqkpK2BC8vECFpPNkCEVNH2z5/3DOrM3+uMjMzs17Ruvc9zea12HCwMvmk7s8B6+TXbSrpdknXSkpdStzMelxZC0R4+JWZmZmZmdVAyyYrHY2/AK+LiDmSdgZ+KWmbiHi+RfWbWRcrY4EId+qY1ZiHVplZJTwCwcwqEKnlhp+sNGVei/4yT0gaC6wBzImIABbmx7lV0kPAlsD0xOaZWc10+shLfyQ0qzEpbUurS4dIuk/Sg5I+2eT6fSXdJmmJpCNbfV/MrE489tPMai1lXoupwPH570cCf4iIkLRePtEykjYDtgAeblO7zcxW0FVn6jSeann6aV/l6MNPSLhVap8/RHrRQl9ixrICZQu0YUxfOfUWum+F6i3nA0AsS29EkTNfVpqY3t4CD0MxLXrIEleBeAw4ATitNUftHo3Z85UzPsUHjn13S+sv8vxRkUwr3pQky5YuSi6rvvT/hjRu5fRGFAjWsauul96GIiExpsB/scuWJBeNJQvS6y0SwlY7jdnz35/6LB9+91HD36hYoJRCS5cml42+It8/ltWRWKDeAu9llk0YP4K29LgW/YkjYomk/nkt+oAf9M9rAUyPiKnAucCPJT0IzCXr+AHYFzhd0mJgGXBSRMxtTcvqYbnPXKefztFHHz3MLQrXX0rZKPB/YpGyZbWhiGXL0t/3jBmTnqt9fekfKCdOnJhctsjjsGhR+vvKsh7fTj9Tp6s6dRpPtbz/+mf9TtZ6QMsC5uVVIAAk9a8C8XKnTkQ8ml9XoBuyNzRmz9OP3Obsse7X2e9tekZj9iy+bZazx3pA68InYV6LBWQTlQ683S+AX7SsITW03Geu++939phVzMOvzGosdUlzSZMlTW/YJg+oKmUVCDOznIdfmZmZmXWCrjpTx6zXpJ4JmDBhoJlZMrnDxsyq4Ogxswp0+vCrWp6pI+kySa+puh1mXSRlFYie5+wxsyo4e8ysCs4es3qo5Zk6EfG2qttg1glauKT5y6tAkHXmHAO8t2W1dwlnj1muw7+x6jbOHrN+zp52cvaYZXymjpmVp0XTWkTEEqB/FYh7gAv7V4GQdDiApF0lPUE2aeD3JM1q+f0xMzMzMzOzZLU8U8fMMq3sM05YBWIa2bAsM+t5nf2NlZl1KUePmdkK3KljVmd+c2NmVXD2mJmZmXWEjhx+JekaSbtU3Q6zTpe6pLkNz7ljVoSXNG8VZ49ZEc6eVnH2mKWTlLRVpWUf9ySNl7Rqq+prqHetVtdp1jV6/L2Nc8fMquDsMauI3/c4e8xsBaPu1JG0taSvAPcBW+b7dpZ0raRbJV0h6dX5/msknSXpFkn3S9on37+ypAsk3SPpUmDlhkP8UtJUSYdL8nAxswa9+t7GuWNWtd5MH2ePmVXB2WNWra48U0fSqpI+KOkG4PvA3cB2EXG7pHHAN4EjI2Jn4AfAGQ03HxsRuwH/DHw23/dR4KWI2Drft3ND+f2Bs4EjgXsk/Zek14+k3WbdppeGXzl36iP14373feTvIVLa1gWcPWZWBWePmaUa6ce9vwAnAh+OiDdFxLkR8UJ+3VbAtsCVkmYAn2b5FXMuyX/eCmyS/74vcD5ARMwEZvYXjsw1EfEBsvAJ4F5JRwxslKTJkqZLmv7zqT8a4V0zq5Ee+mBFh+YOLJ89//OzS5oVMesqPdZpV4vsOeeSi0Z/T806XW+FTy2y5+c///no76mZjcpIT687kixkLpF0AXBeRPw5v07ArIjYc5DbLsx/Lk09vqSVgXcBHwLWBE4BrhxYLiKmAFMA7r/+2Ui6J2ZWFx2ZO7B89jz9yG3OHrPuUovsWXzbLGePdb3ooh6bBLXInvvvv9/ZY12vyqFVKUZ0pk5E/C4ijgb2AZ4DfiXp95I2IRvruZ6kPQEkjZO0zTBVXge8Ny+/LbBd/xWSvkR2uuFewL9FxC4R8e2IeH4kbTfrJr00/Mq5Y9ZBeugsQWePmVXB2WNmqUY1EVZEzAG+Dnxd0m7A0ohYJOlI4BuS1siP8TVg1hBVfQf4oaR7gHvIThXsdw3wmYhYMJq2mnWjLvnMVIhzx6wT9F74OHvMrArOHrMO0OFve1o2u3lE3NLw+wyycZsDy+zf8PvT5GM8I2I+cMwg9V7WqjaadZ0OD5iyOXfMrArOHrOK+H2Ps8esAurw8PGSdWZmZmZmVgOd/cHKzKwK7tQxq7FumS/HzGqmF8d+mpmZWU/q9ImS3aljVmMdni9m1rUcPmZWAUePmdkK/D2/mZmZmZmZmVkN+Uwdsxrz8Cszq4RPEzSzSjh7zKz9PPzKzMrT2fliZl3K0WNmZmbWGdypY1ZjHd5pbGZdy+FjZhVw9JiZrSgiunIDJrusy5ZZtqzje6v3VvXz0mXLLVv18css663eWyc8h7q1bNXH7/ay3uq9dcJzyK9llx1J2W7aunlGjsku67Illy3r+FZvVT8vXbbcslUfv8yyVm+d8Bzq1rJVH7/by1q9dcJzyK9llx1J2a7RzZ06ZmZmZmZmZmZdy506ZmZmZmZmZmY11M2dOlNc1mVLLlvW8a3eqn5eumy5Zas+fpllrd464TnUrWWrPn63l7V664TnkF/LLjuSsl1D+YRCZmZmZmZmZmZWI918po6ZmZmZmZmZWddyp46ZmZmZmZmZWQ25U8fMzMzMzMzMrIbcqdNiknaRdKmk2yTNlHSnpJlVt2u0JK2Usi/fv3aTfZuW0S4zyzh7nD1mVXD2OHvM2q1bcwecPTYy7tRpvZ8APwSOAA4D3p7/XI6k9SWdK+ny/PIkSSc2q1DSJZIOlTTs30vSlpKuknRXfnk7SZ8epOxGeSA+Jenvkn4haaNBqr4pcR/AryWt3nCcScCvh2jv9yX9TtIf+rfB7yFI2kvSeyV9oH9rUib58c2vX1nSVkMdd5g2bTDEde+SNHGkdZslcvaUmD0puZOXa1v2DJU7+fXOHmsHZ4+zZ+D1zh4rW1LugLNnQHtbmj1Fcycv4+wpQ0R01QYI+CWw9SDX35D/fAF4vmF7AXi+SflHgIeBPyUe/4bEcpcD7wHuyC+PBe4cpOyBZOH1EHAmsNUQ9V4L7Abc3rDvrkHKXgl8MD/2WOAE4MoBZTYAdgbuAXYEdsq3/YF7B6n30LwdE/PbzgJ2GKTsHcBH8zbv3L8Ncf9+DPwR+G/gm/n2jVE+vocB9wGP5Jd3AKYWfN79dpD9mwOLgZOqfm14K3dz9nRv9qTmzgge31Flz2C5k1/n7OmRzdnj7BnB4+vs8TbqrZXZU1bu5GWdPVFO9hR5bPPrnT0lbZU3oOV3CP4BmA18paLjvwU4BzgWeHf/1qTctPzn7Q37ZgxT9xrAScDj+Qvtg8C4kdbbbP/AfcDxwNV5AF/dsE1tdr8abvfOvI13AlsOUe7Wgo/vPYASyhV5HG7NH9vGsoMGUsH2fiHfbqni+eitfZuzp3uzJzV3RvA4OHu8teJv7exJrNfZ80obnD3eWvC3rix7UnMnL+vsiXKyp+hj6+wpbxtL9zkR+DDwdUn/HhFL2nz8DwJvAMYBy/J9AVwyoNw8Sevk1yFpD+C5wSrNyx4HvB+4nawX+U1kAbB/Q9GnJW3eUO+RwF8GqXaOpOOAn+WXjwXmNBaIiPOA8yQdERG/GKx9+bG+2X/c3BpkPd0nSyIi/qnJzX4t6WPApcDChuPOHeQwd5H1ZA92n/oVeXwXR8Rzkhr3xSBlk0nqA44CdgF2l7R9RNwx2nqtYzl7ujd7UnMHnD3Wfs4eZw84e6z9qsye1NwBZ0+/MrKn0GOLs6c0XdWpI2ldYJuIuFzSYWQ9lxe3uRm7RkTKOMFTyXpeN5d0I7AecGSzgpIuBbYiOxXusIjof4H9XNL0AcU/DkwB3iBpNtnpjMcN0oYPkZ1O91WyF1R/T3QzV0k6G9g3v3wtcHpENL5wB7bl1kHqanR8/vPfGvYFsNkg5dcF7pZ0C8sH0uEDyiU/vsAsSe8F+iRtAfwT2WMxWm8Dbo6IFyT9gOw/v2YhazXn7AG6O3tScwecPdZGzh7A2dPP2WNt0wHZk5o74OzpV0b2FMkdcPaURvnpSl1B0r8Aq0bEFyTtCnw+Ig5pcxt+CHw5Iu5OKDuWLDgE3BcRiwcpd0BEXF2wHasCYyLihSK3G6K+X5D12p6X73o/sH1EvLsV9Rdox37N9kfEtU3Kpj6+qwCfAg7Od10BfCEiFoyyrb8Ezo6I6yRNIBvnunVELBpNvdZ5nD3L3abrsqdI7uTlnT3WFs6e5W7j7HH2WJtUnT1Fcicv7+wp1oaWf97Kyzp7StJtnTp3AodExOz88h3A2yPi8Ta24R6yiZoeIevZFBARsV2TsnsBm9BwxlRE/E/D9UO+eCNihVMMlS15d0STek9vUnY94CNNyn6oSdkZEbHDcPvy/VsAXwQmARMa6m169o2kbZuU/Z9mZYsY7vEtk6Q1gV9GxP4N+84Cro6I/21HG6x9nD3OngH1OnusLZw9zp4B9Tp7rC2qzp4iuZOXd/ZQTvZUmTv58dfE2dM9w6/yP+i3+sMldxrZ6WNte3MDJPVSS/oxWRjNAJbmuwNofBE0XZqvoWyzcaO/IhvLeCsNp8sN4lfA9cDvG9owmPmS3hQRN+Tt3xuYP0jZHwKfJTvF8ACy0wubLg0o6bNk41MnAZcBbwVuYPnHAUk3RMSbJL3A8mMv+0N89QHlUx7f/rJXAkdFxLP55bWACyLiHwa5f8PK69p/wL5/H2l91rmcPS/ruuwpmjv5bZw91hbOnpc5e3D2WPt0SPYknxXk7MmUkT1Fcicv7+wpSbedqbN3RNw43L5OkPcwT4oW/wEk3RUR2yaWbdrrO0jZ7cleoGuQvbDnAidEk0moJN0aETtLujMi3ti4r0nZO4HtyWZB317S+sD5EXFQSruGaG/y4yvp9ojYcbh9BY6901DXR8RtI6nXOpezx9nTUK+zx9rG2ePsaajX2WNt4+xx9uR1FnpsnT3l6ZozdXLfBAb+cZvt6wTJKxoUOb0P+KOkN0bEnQlt+I2kt0XEZcMVzINke0mr55efH6L4QkljgAcknUy23OHEQcrOj4hlkpbkdf8deG1C24dTZMWIZZJeFxGPAUjamNHNxP6V/OcEslnY7yAL5e3IJjbbcxR1W2dy9jh7+jl7rJ2cPc6efs4eaydnj7MHiuUOOHtK0xWdOpL2BPYC1pN0asNVqwN91bSqOUm/Jnvyrkb6igZFTu97E/BBSQ8zyBjTAafU/V9JC4H+ZQgHO613uZBTvhTdICF3CrAK2azjnyc7HfD4JuUApuencX4/v38vAjcNcx8HNcLH91PADZKuJXu89gEmj7QNEXFA3pZLgJ36w17ZONbPjbRe6zzOnuU4e5w91ibOnuU4e5w91ibOnuX0bPaM8LEFZ09pumL4lbIZuvcHTgK+23DVC8CvI+KBKtrVTN5WAWcBn2i8CjgrInZvcpsip/dtDKxF9iIBuA54NiL+3KTs+fn110fEPcPU+7+8EnIvjwWNiK8McZtVIuKllHbn5TcBVo+Imam3aVJH4cc3v926wB75xZsj4umRtqGhzlkRsc1w+6y+nD3LlXX2OHusTZw9y5V19jh7rE2cPcuV7dnsGWnu5Ld19pSgKzp1ACT1ARdGxBFVtyWFpNsiYqcB+2ZG89UipgDfTDm9T9IpwIfJJvQS8E7g+xHxzSZlDyALon3IJrm6jSxsvt6kbJGQ2xM4F5gYEa9TNjb0/0TExwYpvx0rnubYbEKyZCmPr6Q3RMS9GmQ85mjHYUr6GTAPOD/f9T6yx+TY0dRrncXZ83JZZw/OHmsfZ8/LZZ09OHusfZw9L5ft+exJfWydPeXrmk4dAEk3RURHj52T9FHgY8BmwEMNV60G3BgRxzW5zd3AFsCgp/c1lJ0J7BkR8/LLqwI3NSubX98H7Ep2ut5JZOMt39CkXJGQ+xNwJDA18omvBgsoST8gG/c4C1iW745ossRfiiKPr6QpETFZ0tVNqoqIePNI2tBQ/wTgo8C++a7rgO9ExILR1Gudx9nj7HH2WBWcPc4eZ49VwdnT29lT9LF19pSv2zp1vgNsCFxE1lsHjP7bj1aStAbZqXpfBD7ZcNULETF3kNsUOb3vTmDX/idx/iSfFvmM6APKXgWsSjae8nrghoj4+yBtuBt4PfAIw4fcnyJidzXMZi7pjojYvlm9ETGp2TFHosjjK+moiLhI0mYR8XCr2mC9x9nj7HH2WBWcPc4eZ49VwdnT29lT9LF19pSvKyZKbjABmAM09vYF2WlxHSEiniMbJ1nkdLB3svzpfT8mm+RqhdP7gB8Cf5J0acNtzx2k3pnAzsC2eZuezXve5zcp+9YC7X1c0l5ASBpHNonXYONHb5I0KSLuLlD/oAo+vv8f2X9GF1PCbP2S9iabpGtjlj/NcbNWH8sq5+xx9jh7rArOHmePs8eq4Ozp4ewZwWPr7ClZV52p061GcHrfTmQzskM2XvP2YepfDTgBOA3YICJWGqRcH7A+y79YHmtSbl3g68CBwBjgCuCUiJjTpOx+wFTgrwzTG91qkn5PdvrhbmQ98cuJwWduT63/XuBfWHGisxUeB7NO5Owph7PHbGjOnnI4e8yG5uwph7OnfF11pk5+2tuJwDZkPcgAxAjHKXcQ0fAEzX/XYIUjm2xq2AmnJJ1MdnrhzsCjwA/ITglsVvYfgc8Cf6NhHCbZ2MyBx3+abIKqFOcC7wfubKi3Xd5G1lv8Y2DQGeVH4bmIuLyEeq3DOHsyzp5kzh5rCWdPxtmTzNljLeHsyTh7kjl7StZVnTpkT5R7gX8ATid7kg+5bFxNFDm9r4gJwNnArRGxZJiypwBbpfR4StqMrNd4D7IQugn4l0HGUD4VEVOLNbtlzo2I90v6fkRcW0L9V0v6MtkpnAv7d8YoZ3i3juTsKcbZ4+yx1nD2FOPscfZYazh7inH2OHtK1VXDr/oniVK+lFo+tvD6iNij6raNVtHT+0o4/tXAQQlBhKSbgW8DP8t3HQP8Y0Ts3qTsfwNrAr9m+Rdh6WNy84nIDgQuB/ZnQE98s4m+CtZfygzv1nmcPaUe39lTvH5nT49w9pR6fGdP8fqdPT3C2VPq8Z09xevv+ezptjN1Fuc/n5W0LdmYwVdV2J6WST29r0QPA9dI+i3LB8HZTcquEhE/brh8vqR/G6TelfP6Dm7Y166J1r4LXEW2HN+tDfuVt2FUk2tFxAGjub3VirOnPM6egpw9PcXZUx5nT0HOnp7i7CmPs6cgZ0/3depMkbQW8GmyiaAmAv9RbZO6xmP5Nj7fhnK5pE8CF5C9UI8GLpO0NrzSG5tPAjYnIk4rrdVDiIhvAN9Qtizjd4F986uui4g7Rlu/pPWB/wJeExFvlTSJbPK1VpzGaZ3F2VMeZ09Bzp6e4uwpj7OnIGdPT3H2lMfZU5Czp/uGX20aEY8Mt8/KJanx8e5/gvWfZhfRsLycsuX89mxb45qQdArLL1/4TuD7EdFs+cIi9V5ONjb3UxGxvaSxwO0R8cZRNtk6jLOnMzh7Xq7X2dMjnD2dwdnzcr3Onh7h7OkMzp6X6+357Om2Tp3bImKnAftujYidq2pTt5C0HvAJVpzlfoWxipLeA/xvRDwv6T/IZjv/fLPJqvIe2w2Bi4B5DfW241TA/jYUWr6wQL3TImLX/nHH+b4ZEbHDqBttHcXZUx5nz4jqdfb0CGdPeZw9I6rX2dMjnD3lcfaMqN6ez56uGH4l6Q1kT/w1JL274arVaXgx2Kj8BPg58HbgJOB44KlByn46Ii6U9CbgzcD/A74DrDBpF9nfZ05erl+7xnf2K7R8YQHzJK1D3nMuaQ/guRbUax3C2dMWzp7inD1dztnTFs6e4pw9Xc7Z0xbOnuJ6Pnu6olMH2Irsib8mcFjD/heAj1TRoC60TkScK+mUyJaiu1bStEHK9r9YDyU7pe63kr7QrGBEfLCMxhZU1vKFp5KNM95c0o3AesCRLajXOoezp3zOnuKcPd3P2VM+Z09xzp7u5+wpn7OnuJ7Pnm4bfrVnRNxUdTu6kaSbI2IPSVcA3wCeBC6OiM2blP0NMBs4iOw0wPnALRGxfZOyW5L1KK8fEdtK2g44PCKaBlJZVNLyhfmYzq3IeqHvi4jFw9zEasjZUx5nz4jrdfb0AGdPeZw9I67X2dMDnD3lcfaMuN7ezp6I6JoN+BLZ6X/jyJZNewo4rup2dcNG1iu/BrAtcDXZcnSHDVJ2FeDdwBb55VcDBw9S9lpgN7LJrPr33VX1/W3B47UKsP2Afa8DNqy6bd5K+Xs7e8p7bJ09xR4vZ08Pbc6eUh9bZ0+xx8vZ00Obs6fUx9bZU+zxcvZEMIbucnBEPE/2YngUeD3wb5W2qHscRXZm110RcQBZj/C7mhWMiJci4pKIeCC//JeI+N0g9a4SEbcM2LekZa2uzmLgknwCsH7nkIWtdR9nT3mcPcU4e3qLs6c8zp5inD29xdlTHmdPMc4e6LpOnXH5z0OBiyKipyZIKtl2EfFs/4WImAvs2IJ6n5a0Oa9MbHUk8JcW1FupyE75uxR4D4Ck1wHrRcT0ShtmZXH2lMfZU4Czp+c4e8rj7CnA2dNznD3lcfYU4OzJdFunzq8l3QvsDFyVLwm3oOI2dYsxktbqvyBpbVoz0fbHge8Bb5A0G/hnspneu8E5QP+kZB8gmxzMupOzpzzOnuKcPb3D2VMeZ09xzp7e4ewpj7OnuJ7Pnq6aKBlefuI/FxFL89OwVouIv1bdrrqT9AHg/wIX5buOAs6IiB+Pst5T819XJutknEe2BN2tETFjNHV3AknXAyeSLRe4T0Q8U3GTrCTOnnI4e0bG2dM7nD3lcPaMjLOndzh7yuHsGZlez56u6dSRtArZJFF3NOx7HbA0ImZX17LuIWkS8Ob84h8i4u4W1PlTYBeyZehENjZ3JrAJ2emcXxrtMaok6QTgQ8DsiDi24uZYCZw95XP2FOfs6X7OnvI5e4pz9nQ/Z0/5nD3F9Xr2dFOnzjjgXrJxiPPyfb8D/m+vjamrE0nXAW+LiBfzyxOB3wKHkPUcT6qyfaOV/8f3F+CIiPh91e2x1nP21JOzx+rO2VNPzh6rO2dPPTl7ulvXzKnjSZJq61XAwobLi4H1I2L+gP21lM9Kv0YvhkuvcPbUlrPHas3ZU1vOHqs1Z09tOXu6WCsmXeok5wBTyCZH6slJkmroJ8CfJP0qv3wY8NN8bO6oTzU0axNnT/04e6wbOHvqx9lj3cDZUz/Oni7WNcOv+vX6JEl1JGkXYO/84o3u6bc6cvbUj7PHuoGzp36cPdYNnD314+zpXt3YqXMCPTxJkplVw9ljZlVw9phZFZw9Zp2jGzt1enqSJDOrhrPHzKrg7DGzKjh7zDpH13XqmJmZmZmZmZn1gq5Z/crMzMzMzMzMrJe4U8fMzMzMzMzMrIbcqWNtIykkXVN1O8ystzh7zKwKzh4zazfnTm9yp07N5C/UISdCkvRoXm6TNjWrFA33o9n216rbZ9ZLeil7+kl6i6RLJf1V0kJJT0q6QtLbqm6bWa/oleyRdMIQ73n6t6VVt9OsF/RK7vSTdKik30l6QtJ8SQ9LukjSnlW3zdKMrboBZsN4Dvhak/0vtrkdZtZDJH0J+DfgCWAq8DSwHrAzsD9wWWWNM7NuNAP4z0Gu2wd4M3B521pjZj1B0lnAJ4A5wC/J3u+8HngHcISkD0TE+dW10FK4U8c63bMR8bmqG2FmvUPSR8g6dM4DJkfEogHXj6ukYWbWtSJiBlnHzgok3ZT/OqVd7TGz7idpA+A04G/AdhHx94brDgD+AJwOuFOnw3n4VY+R9AZJP5L0uKRFkv4m6aeStmpSdktJZ0qaLumpfPjBnyVNkbTRIPWPl/Qfkh7Kyz8i6QuSVir/3plZp6pL9uTlzwAeo0mHDkBELC5Sp5lVpy7ZM0T73wjsAcwGftuKOs2sXDXKnY3J+gP+1NihAxARVwMvkJ2lbB3OZ+r0EEmHAJcA44BfAw8CGwHvBg6VdEBE3NZwk3cDJwFXA38EFgHbAB8GDpO0S0TMbqhfwIVkp+s9BHwLGA98CHjjCJu9kqTjgNcB84CZwHUR4XHlZjVRs+w5iOwNzNeAZZIOBbYFFgC3RMRNQ9zWzDpIzbJnMJPzn+f6vY9Z56tZ7jyQH283SetGxNMNx9kXWI1sSJZ1OEUMOQeUdRi9MmnXYOOuAf4ZWAPYNCIezW+3FvAwsBTYNyLubqhzW+Bm4P6I2Klh/4bA0xGxcEAbDiYb1z0lIj7asP+9wE/yug6IiAX5/rWBacBmwLURsX/ifX2UrAd5oEeAD0bEtSn1mNno9Ur2SPpP4DPAmcDbyTp0Gl0HHBkRTw1Xl5mNXq9kTzOSVgaeJPtgtWlEPD6SesysmF7KHUn/DJxNNpfOL8nm1tkcOJzsPc9xA8/isQ4UEd5qtAFRYNuk4Xan5Ps+Pki9X82vn5TYjpnAwwP2XZnXcUCT8ifk111T4L5+lmxiwPWBVcg+XH0XWAa8BGxf9d/Dm7de2Xole4Dv5OWX5Md6EzCR7NuvK4rmmDdv3ka39Ur2DHLM4/M6flP138Gbt17aei13gHcCcwfcrweA91b9t/CWtnn4VU1FhAa7bpAzXPqXpNte0uea3GzL/OfWwN15PQLeRxYQ2wNrAX0Ntxk418ROZB0uNzSp/5rB2juYiBjYO34XcJKkF4F/BT4HvKtovWY2cj2QPf1zzS0BDo/82zfgTknvAu4D9pO0Z3gollnb9ED2NNM/9Op7LajLzArqhdyR9Angv4BvkA3l+ivwBuCLwE8k7RARnyhar7WXO3V6xzr5z48MU25iw+9nk51a+Beyb6hnA/Pz605gxSBbA5gbzScR/WuBtg7nu2SdOvu2sE4zK0fdsufZ/OftDR06AETES5KuAE4EdgPcqWPWueqWPcuRtA2wF/AEcNlo6jKztqlV7kjaHzgLuDQiTm246rb8i6z7gX+V9N2IeLhI3dZe7tTpHc/lP7ePiJnDFZb0KuCfyM6O2SsiXhhw/bGDHGNtSeOaBM0GI2jzYPrnsli1hXWaWTnqlj335T+fHeT6Z/KfKxes18zaq27ZM5AnSDarn7rlztvzn1cPvCL/IusWslERO5LNFWQdykua946b85/7JJbfjOz58bsmAbNRfv1At+W3eVOT6/ZPPG6KPfKfDhezzle37LmKfLy7pGb/R/ZPnPxIwXrNrL3qlj2Nx5sAvJ9sstVzR1qPmbVd3XKnfwn0wZYt798/cAiYdRh36vSOH5J98/xZSbsNvFLSmPwUvH6P5j/fJKmvodxE4Ps0P8vrh/nPM/I3JP23WRv4dJHGStpa0gpn4kjahGy8J8D5Reo0s0rUKnsi4s9kS5C+jmzCw8a2Hgz8Q35//rdIvWbWdrXKngGOIptX4/LwildmdVK33Lk+/zk5X4Wrsa1vBfYGFpAttW4dzMOvekREzJF0JHApcLOkq4BZZN9Iv5ZsYq91gAl5+b9KugA4Bpgh6XdkYzgPIntxzwB2GHCYnwFHky2Bd5ekXwHjgCPJltjbvECTjyYbw3kd8Gfghfz2h+ZtvAz4fwXqM7MK1DB7AD5Odqrx2ZIOBW4HNiVbHWIp8OGIeG7wm5tZ1WqaPf36h15NGeHtzawCNcydi4HfAwcC90i6lGxenq3JhmYJ+GREzClQp1Wh6uW3vBXbyJeZG6bMowxYYq/huk3IznR5gCwsngfuBX4MvHNA2VWAM4AH87KPA98mC6NrmrUDGA98hmxo1MK8LWeQnd5XZFnh/chC616yHu/FZHPpXAl8AFDVfwtv3npp65XsaahvPeCbZJ3Ki4Cnyd6k7Vb138Kbt17aejB7ts5v9zjQV/Xj781bL269lDtkHUL/TDZ07Hmy1T//DvwGOLjqv4W3tE35H9PMzMzMzMzMzGrEc+qYmZmZmZmZmdWQO3XMzMzMzMzMzGrInTpmZmZmZmZmZjXkTh0zMzMzMzMzsxpyp46ZmZmZmZmZWQ25U8fMzMzMzMzMrIbcqWNmZmZmZmZmVkPu1DEzMzMzMzMzqyF36piZmZmZmZmZ1dD/D5fXGvhSiQKrAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"translate(\"I'm the only one who cannot speak German in the office.\", plot='encoder_layer4_block', img_name='sample_img_1')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: er bewunderte sie als großer direktor.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# As I mentioned in the fourth article, the last layer seems to focus on the beginnign and the end of sentences. \n",
"translate(\"He admired her as a great director.\", plot='encoder_layer4_block', img_name='sample_img_1')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: er bewunderte sie als großer direktor.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# The attention maps after applying look ahead mask is obviously lower triangular matrices.\n",
"translate(\"He admired her as a great director.\", plot='decoder_layer4_block1', img_name='sample_img_2')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He admired her as a great director.\n",
"Predicted translation: er bewunderte sie als großer direktor.\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# The word alighments in English and German. \n",
"translate(\"He admired her as a great director.\", plot='decoder_layer4_block2', img_name='sample_img_3')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: I went to the shop to buy something to drink.\n",
"Predicted translation: ich ging in den laden, um mir etwas zu trinken zu kaufen.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# With a bit more complicated input, the word alighments get more blurly. \n",
"translate(\"I went to the shop to buy something to drink.\", plot='decoder_layer4_block2', img_name='sample_img_3')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input: He will have written the funniest joke in the world, and as a consequence he will die, laughing.\n",
"Predicted translation: er wird den lustigsten witz geschrieben und einen elefanten erhalten.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# With this translator, you can translate deadly funny jokes into German. \n",
"translate(\"He will have written the funniest joke in the world, and as a consequence he will die, laughing.\", plot='decoder_layer4_block1', img_name='sample_img_3')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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