From 2a6855133a2fb2ccbdc686ddb5571272abb3ea22 Mon Sep 17 00:00:00 2001 From: Ted Sanders Date: Mon, 11 Jul 2022 15:36:54 -0700 Subject: [PATCH] adds precomputed embeddings --- examples/Clustering.ipynb | 23 ++++++++++++----------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/examples/Clustering.ipynb b/examples/Clustering.ipynb index a03eec53..c5960ab8 100644 --- a/examples/Clustering.ipynb +++ b/examples/Clustering.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -20,7 +20,7 @@ "(1000, 2048)" ] }, - "execution_count": 31, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -30,8 +30,9 @@ "import numpy as np\n", "\n", "\n", - "df = pd.read_csv('output/embedded_1k_reviews.csv')\n", - "df['text-similarity-babbage-001'] = df.babbage_similarity.apply(eval).apply(np.array)\n", + "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed the embeddings\n", + "df = pd.read_csv(datafile_path)\n", + "df['babbage_similarity'] = df.babbage_similarity.apply(eval).apply(np.array)\n", "matrix = np.vstack(df.babbage_similarity.values)\n", "matrix.shape" ] @@ -52,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -66,7 +67,7 @@ "Name: Score, dtype: float64" ] }, - "execution_count": 34, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -93,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -102,13 +103,13 @@ "Text(0.5, 1.0, 'Clusters identified visualized in language 2d using t-SNE')" ] }, - "execution_count": 40, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Nc+gQmM1QXz93ANfng6eegj//c4jFxKK3WuW9ri54eKEOmVVUcW1RJfwqbh5oQVqPB8bHIZMRH7yiyPN8HoxGCd5qAdzHHptN+l1d8JWviKV/5IhY+Dt3wkMPVRU6VVzXqBJ+FTcPKoO0igIGg1j2RqP8GQzilgHZRttnLhLXLP0qqriBUCX8Km4eBAIivwQJ0F66BPF4meQLBQm+trfL/w4HjI1dk6G+GxDxRxjuHibYEyQdSmOptVDfWU9LVwtun/taD++mRJXwq1gZLDeB6VrA6xWCd7ng9ttheBjefhtyOXHLmM2webO8B7Ktd9GeElXMAX+3nyPPHCETyZAKpbA32kmFUxitRmLDMTY8tqFK+tcAVcKv4spR6RtvbBSi/OY3oalJslCvlwmgq0vGCVBbC/fdBxZLWWJZKMCdd8p70agEcXfvvlajvWER8Uc4+sxRdAYd6ViaZCBJ6GIIk9XERM8Ezdub6dvbx+1P3X6th3rToUr4VVw5Kn3jwSC89Zb81dXB448vHABdSfj9Ekh99VUJyjY0wHvfK8oZn0/+HntMxjs2Bm1t8KEPlcekrVLGxmSS2r372k9SNyCGu4dJhVNk41nGjo6hM+sopotkohnigTg6g47QxRDtD7dXrfx3GFXCr+LKofnGz52Dn/wEBgbETTI8LCTa3i7EuXfv1Qt0dneLVLKnB7JZmWyGhmQ8Y2Pw8Y+XSX8+El/ovSqWjGBPkHQkTdwfp5ArkAqlKOaL6E16bA02UpMp1IJK34t93P6pqpX/TqJK+FVcObxe6O8Xcs1kIBIpSxvDYSkwZjSK1a1Z2ysJvx+eeUYIfmJC3DGXLoHdLhORyzW/2qaKFUc6lMbkMBEbj0EB1IIKQDFXpJguko1nab69mZHDI/CpazzYmwzVWjpVXDm6uiSJKZ2WZKRUSv5MJvGPx+Nw9KgoYBaqU3O56O6WSWZkpJz9qtPJGEZGZGznzq38eauYE5ZaC9lYFqPViM6sQ9ErKDoFvVFPkSJmpxmzw4yqqNd6qDcdqoRfxZXD54N16yTYOToqenZN214oCPFHo6KCCQRW/vyBgLhxNKLXtPWqKv9nMlK3vop3BPWd9VhrrFjcFnRGHSaXCbPdjMllQm/QY7AaSIfStNzWcq2HetOhSvhVrAw2bID77we3W0oNOByi0FFVsexra8XivhoyR6+3vJpQVTlvNlt+32SSJiVVvCNo6WrB4rbgbHXSsLkBd6sbDKA36jE5TVg9Vmraa2h/uP1aD/WmQ5Xwq1gZdHUJ4W7bVn5Nr4fmZik0Vlcnln9X19U5t9sNLS3yqNOVJ5qGBhnThg1z7+v3w3PPwde/Lo8L1cKvYklw+9zseGqHuHaiWVw+F+seXEdtey31nfVseGwD2z++varQuQaoBm2rWBlokkeTSdwnIyOicQexuFtbRaFzNQKnMwuaOZ1S/Eynk5XFunWzJxq/X5qVvPSSBHa3bVuefPRGSDS7hvB1+fjAVz5A394+ho8Mo6gK6x5YR/tDVSnmtYSiqisTOFEURQ8cBoZUVX1UUZS1wD8CdcBbwG+pqppd6Bg7d+5UD1cbSNz40Mj08GGpWXPbbVdHnTPfefftEyKur5fkqsqiZpVEH4vJCsTlkhr4u3aVG5o8/vjC59ESzRwOCUqHw1c/z6CKKuaBoihvqaq6c9HtVpDw/zWwE3CVCP+7wPdVVf1HRVH+Ajiuqur/WegYVcKv4qpCI+reXrH+T5yQxw0bJMhrNgvpj43Bpz89/3G+/GV47TUh+ro6eM97JKt4sYliuWOtriCqWCKWSvgr4sNXFMUH/CLwV6X/FeB9wLOlTb4FfHAlzlVFFZcNLSM4l5PAsscjhD8yIv9HIovXz+nuhn/6J1EEeb3iBnruOUkyWykFUnc3/N7vwR/9EXz1q/A//yd87WvV+EIVV4yVCtr+d+DfAcXS/3VAWFXVfOl/P9A6146KonxaUZTDiqIcDlwNyV4VVWgIBMQF43ZLzkBLi8QXwmFx6RiN8nyhwPKzz4pVb7GU++A6neJGWgkFkt8Pf/qnkjtgMkny2OioJLX9wz9c+fGruKlxxYSvKMqjwLiqqm9dzv6qqn5dVdWdqqru9FYrE1ZxNaFVy+zoEII3GKSejtksbpwtWxb3ww8Nyf7ptOj7VVUmirGxlVEgdXdDX59MJDabjM3plPdeeunKj1/FTY2VUOncDfyyoiiPABbABXwV8CiKYihZ+T5gaAXOVcW7GVfbb61Vy/R45PmJE+KSeeyxpQeVW1sl2Lthg7hxEglx76zUWAMBSVbT2iaCTEyplEwyVVRxBbhiC19V1f+gqqpPVdU1wK8CL6uq+hvAK8ATpc2eBPZc6bmqeBdDC6gmkyKT1CSSK+m31qSjNpuQ6u7d0qpwOXLRJ56Qej25nFj6q1fLBPKJT6zMGL1eUQ4lEuU6/amUPN+8eWXOUcVNi6upw/888I+KonwJOAp84yqeq4obHZUllmHxFoOXi8UqYi62yujqgs99Tnz5AwNi8X/iEyuXUNbVJf1xtUJ0yaSsIFpa4Ld/e2XOUcVNixUlfFVVfw78vPT8AnDHSh6/incRtNr1WhPwREI08xrRw9VvMTiT3H0+OHRoeiOXb31LsnVVtTwBaH9XAz4ffOYzEhh+6SVx42zeLGR/tc5ZxU2DFdPhrwSqOvwbFN3dYvEODYnF+8QTC5OT3y8dsfr6pMZNPA7794sq5T3vkRaD9fVScG0lte0zxzAzeWrfPti6VYKkvb1yPf39sH49/PIvVxOsqrhusVQdfrW0QhVXhu5uePppsUhXrRJCfPppcXvMR/p798KBA+W6+RMTIo/MZOD116XE8a5dUotnJVoMzuWmmcuFVChIp67RURlPPC4qmd5eKRdRX1++5pldsnp6ZNy1tdDZWU2UquK6RJXwq7gyaLr0ujr5X3t89tm5Cd/vh1deEVfN8LBMEPm8WPJGo5D+xYtCwP/xPwppXol6Z2a/3f5+mXACAVHabNhQJnKLBX72M6m943bLNomE7NfbK9ul0zIpBQKiwx8dlbFevCgTVDgsCpvh4epKoIrrDtVqmVVcGYaGhEwr4fHI63Ohu1sIcWioLDPU6eR5LifEf+ed4jPXyP5K1DuVlvzkpPjo+/uFoI8dEz95MCjbptNyXpNJ/jeZxOo3GmU1EgxKSQWzWcZy8qS4pc6dE7dQXZ08jo7KOa9Gs5cqqrgCVAm/iitDa6tYtZUIh+X1uRAICOEXS0nZWpOSymYlqipF12A6YWuZrcshUy27FsRdo1XxrK2VmvkDA3KsaFTkj3fdVQ4ie71i1cfj4tc/flzeu/VWGUsuJzGIvj65pmhUJpM336x22ariukSV8Ku4Mmi69IkJsYa15088Mff2Wv0Zr1dI1GAQl47ZXC5XEApJhU2YTtgaHI6l163RsmsBzp+XfRVFrPFt28R1c+qUkL3bLY+ZjExY69eXx3DuXFlRdOQI/PjHcry+PlkZjI+LHz+ZlFXKkSPwwx/CX/1VtQZOFdcNqj78Kq4My9Wld3WJD722Vv53OsVVotfLhOH1Qnu7ZL5CmbAr5ZrxuJD2c88t7tfXsmuhHBhWFAkwu1ySPBUIyOubNgn5m81w9mz5vB/6kLigJidlcjp1SrY3mYTw9XohepdLrP58XiavTZvE0s9kFvbnVytjVvEOoSrLrGJ+zNTK79w5vbb85aK7W5qV9PSUXTfpdFnSWVnmYC755MWLst+aNUurR68R6ve/D4ODoqLxeuWcwaBY5PfcI4R97py4ZE6dksJlv/7rsmLJZKSkwqFD4sYJBmV14nbLRDIwABs3yjFdLhmb0ynjes97ZOVQVzeb1Ku19atYAbzj9fBXAlXCv46gkfLZs+JmURSxYlta4KMfvXLiX+pkMlczFUURn3k2K3758+eFkDduhD/8w4Ut6W99q9z03GQS8tXrxRqfnISDB4XoT58Wa729Xci6rU3G+dJL5XthMMDddwux798Pt9xS9utr25jN4hr62c/g0Udnk3p3d3l1oOFq5h9U8a5EVYdfxeXD7xeyP3ZM1CmqKqRksYiV+9OfLu6mWAxaW8LFxqFZvw8/XCZKv1/GoZFlc7MQ6dGjQuhPPjn3xNHdLSRtNkvDkg0bypr8eFykl3Z7WSJqNMr/gYCQPsgqJBqV7FuTSSz8ZFKyYcfGRL2TSMgkmUhIItfx4/L6XGUjAgF5rxJXO8O4ipsW1aBtFbPx4oviNkkmxVINhcrVGnM5qTJZKFx92eFMhU42KyuCf/5n0cKn00K6msvF6xUCnTmuSmnnxo1iiTud5ThDMAg/+pFY91r9GpdLJodz52T/I0dEgXPXXeKjHxkRQt+/X/z0DQ3wwANSYvnChXIA9/hxuZeVzd2hHHiuDCprWKwJSxVVXCaqhF/FbBw+LHLEfF6sWZ1OrN1sVl4rFle2w9N8qFToBINCyOPjEvDV/O+60ld4fFwqV2azs8c1n7TzxRdlIkilxA0zPi5FyyYmxHVkt8vxamokGUvT5b/nPXIPEgmx8Bsbxed/662yEunqEleQNna7XbathEbqXV2yaolG5ZjR6OJNWC4X3d3w+c/Db/6mPFbzBG46VF0673b4/fDtb0t2azIpLobFqjsqipCYTicEB0JGxaIQv80mpLpr19Ud9/nzUoKhqalMiAMD4nO32YREAwGJK1gsZUKeaR3P5zZ57TVxxZw+LaR8//3ixurvl/edTnl9167ptX2CQSF3rR5+c7MEgv1+2T8YlJWQxyMqoFhMVgFaYpbmmtq9u1yyubtb3Dheb/n1lcTllMCo4l2HKuG/m+H3S0/U114T8vF44O234YtflH6p8/3Qb7sN3nhD3BSJhFjT+byQX02NkL5ev/JEUVmX5sIF8ZdrbQcPHxYXS7Eo5K0oQqSFgljsJpMQrVbHphJzSTv7++HSJXG3mM2iqgEh5PPnhXzvv79M9tp7Z87IPWxsFKJPpeQe2e0ybu29mhp57+BBGc+6dTJZaKTe2SnX+sILC0sxV0qyudwSGFW8K1El/HczuruFoGpqymRXXy9EtNAP/eGHhZiCQQnYao/19UKsTufymoYsBk2J89JLQpbZrJD7yIgQ48SEjFmbZIaHxaJvbZX3Jiflf7dbJqmZxw4GZYXT0CC+9ERCJrTWViF+RRGiBlH/bN1a7nNbiXhc4hkNDbL6GR4WFdPkpMQU6upk3PG4TCBut+x34oRY7ZrqZmZ9n3hc/p8ZBF/qdkvB0JBY9pXweGTFVMVNgyrhv5sRCIgVXEmCJpMEJuerdQNCJh//uJDMK6/A9u1CqOm0kO5TT62cVaiRWm+vWMyKIu6P7dvFup+YkECp3y/WeE2NWNP9/WLdd3bCjh2wdq1Y4P39soJZv14IuKdH3CsGgyRJXbgg16fJKf1+eT+ZlEeLRfZrbpZ7d/y4WPqaG6a2Via+H/2orNU3mcqF4O66S8Z86pS4i2b2u/X74Wtfk0mosVFcPnNV4dT+L8UeEsEEk70RsqMTmAaew/WZj+H2uZd+n7USGJplDwuXwKjiXYlq0PbdDK18QaUKJJsVt8hiP3RNNvmVr4h+/NZb5XEhV9DlQCO1XE6sa5tN/r90Scg3EpHtamtFRmk2y/i3boUPf1iCo2vXloujnT4t5B4Oi4LmtdeEzFetkv1ra8UXv3q1EO2uXULWAwPl8sY6ndTkf+97ZZIbG5NxPfaYTDDa5GezybbJpNwvr1fGvW2bTAS9vTLWBx6YnmSlxRQyGXH5BINzl4soBa0TwQRDB4fIZ/KYm+ogGKBnTw8Rf2Tp93m5JTCqeFeiauG/m9HVJVmjr71WrgI5OSlW8lJ/6DNbAvr9SytpsFRo5Od2l0l0zRoJfoZC8no0KuTs9c7Orq2pmV4cbXi4rCTKZGTyCIXkHDabvH7mjOyfzYoy5447RHaZSgkJ7txZDtL+wi9Md8VMTIjr6fx5CRYnEmW1Tk2NrDAMBpmQxsbEgn/oIdlfm9yammRsNpu83tsrcs6ZweZS7GGyN4LRbsRoM6JLxlEbG7B4LAx3Dy/dyr/arRnfAfi7/Zx59gzRoSiuVhebntiEr6uajbwcVAn/3QyfDz77WSGvV14Rgrzllsv/oa+kT1mDFlDt6BBrF8Rt1NEh443FhLB37pRVht8/Xc2iJU1ls+KH14LKqlomtmSyfD5FkX3DYSFaq1Ws9I0b5T2nszwJaUoaLStYiwPcfru4bE6ckOO3tMixh4flPpjNUiLZ65V7AzJJfu97krHr9ZYraWYyMrldvCgrAb+/fC9LdYCyoxOYm+rQJePoE3HiW+/A5DARH5uh318MV6E14ztVBsjf7Wf/0/ux1llxr3KTDqfZ//R+7vrcXVXSXwaqhP9uh88nmuvPf/7Kj7USjcYX6iPb1SUkOj4u5J7PT7foDx2ae3LRYgAejxC/qor7JpWS83V0iGWfTouFvnu3WN1f+pKQvU4n+46OynHSadleWwWVjp+2eUhcCFM4OojJ3ozDHsNQKMgEpXXJ2rxZrPXW1jLZa5OkzycuKr9f9jlzRvbz+eDBB8VVVDmBliSbpoHnUMfGUBsbiG+9g3x9E9loBrvXfiWf5uWh4vPzK23sGb8Tz5qaFZv/58OZZ89grbNiq5NVkfZ45tkzixJ+dWVQRtWHX8XSoSVCBYPiH3/xxeXVfZ+rmcmhQ+JSsdnEt7x7t8QNOjuF7Berg6/p2DMZ2aZYFH+90yl+eoNBrPi33hK3TS4nLhXtOJmMWPLZrKwmHA6x4ltbZWwvvggeD+lQnInBFDmdCb3HhZJMEKpZR35iUiaWpiaJJ/T3y/8a61VOkhs2yDkuXpSJx+WSczU3z3+NPh+uz3yMkdseZWLLe8nVNpKJZkiH07R0tVzxR7oszPj8Xj5SINz9Pd7qeZaDQ/vJ6oNXre9LdCiKxWOZ9prFYyE6FF14yKWVQSaWwb3KTSaWYf/T+/F3+1d+kDcAqhZ+FUuH1yuEpiUqaf7xiYnproj5MN8Kwe+fXSjshRfECj51Sqxit1uUNzOlkiDnnZyU7T76UVHjhEJC3o8+KuOz28Xlo6rwd38nKp2uLvj7v5dj5vNlOejmzWJ5b9ki8Y+HHyYW12HQZdGbLaiqDr1BwZhNk/RtwPXQPTIOrW3j4cNlNUxF0lcCK7HBDIWLKXSnJsBqQdnQicfmxqK1UJyjjo7b52bDYxsY7h4mPhbH7rWzevfq5al0VgIVn18wEeRQwEirI0fLaIKR+gwHhw7S1byLRKB+xU/tanWRDqenLHuAdDiNq9W1wF5XtjJ4N6JK+FUsHVote81qTqXKipkXXxSSO3euHBjWipNpE8FSCoVpLoPXXhPidjjEJ6/VtbnjDnjmmelVNn/hF8Si/+535Ri/8ztC4uGw+NO3bJH33npLtq+tFUK/6y65jvPnZbJobJT3hofLMstLl6C/n5i9iZr4OYoZHaiQr23EfPEMMXc7LlUVN9Tp0xIL0JQ7e/ZIoDweJ5HV0/PDHkynxkgm7RR1HnRpHY7+KJmiiaZMBjPMW0fH7XO/8wQ/ExWfX+9kL43uDnL5OuyJCWxGIdIT/ovs7lh5wt/0xCb2P70fEMs+HU6Tmkix/RPbF9wvOhTFvWr6fbN4LEQGlqFwehehSvhVLB0+n2SMhsNlBc3WrUL6P/uZEOiFC+Vm3jbb9Gbe8zUz0QiuMigMQjCRiJwzl5Na9pGIuFu0EsSvvSYTxhe+IPt84xuy7b/8l+Ie+tGP4Dvfgeefh1/6JRmHx1PuUTs8XA70Op0yWWnqHi256403sDnWE1u1AcfYJfThCVK33Emi1oclMVle5WzeLMcwm8vXmEpBOMzYkUmCpwLUJovYlQzDVh+FXAFL0E8yk6E/Wou95gy1Xj25DzzM0HNnSAQS2L12WrpappF9xB9huHuYRCCBolNABVVV59x2RVHx+UXSEW5dP86b3e3gqkUtQjHjYHwiTdevr/ypfV0+7vrcXZx59gyRgQiuVhfbP7F9USv9clcG71ZUCb+K5WHDhtn127UM2dFRschtNtlGc4toQd3K7lMza8rAdJdPICAunFBIMm7XrROXx+ioKI00SaOiyLaHD4vl73BIOYlt28RN9MMfCun/0i/Bpz4ltXnCYTlPb2+5SYnTKRNXPC6PFotcwz33QCyG++wFRkJWIuu2U9i2g6SllsLFfjYq52BNk2TuWizlksjaNQ4OyrgPvEnzeJwJg4esUUU1GMkqNkajtbQmQ6gmO1mMHIv4yP44QM3aGhyNDrLxLD17etjw2AbcPjcRf4SePT1YPBZ0eh39r/ajKApt97aRS+ambbviqPj83CYXxXQ/71sd4o369xOaMDOhnCXU9hP+/cG/oPVMK09seoIu38qpgnxdvlkEH/FHOPEPJ7j40kVyqRwNWxrY/tvlieByVwbvVlSDtlUsD3NVdxwfF4KNRMrJUloz7xMnJNsVygFWraaMlsxU6fLRNPWKIi4bg0Esbii7kKzW8ngslnKFTEWROv6f/ayQvk4nZH/fffCRj8jxmprEGm9qkhVFKiXErtfLcRVFrP2GhnJxuOFhrNEgjQ9sJb9lO+GCA6PNSPt2O9ah8/CXfynXOjQ0vfZOf7+seKxWgr6djDrWoxotDFg3kNeZMadDJAw1vNX0CMMP/BbZBx4hknWSCqYwu8woOgWzyzyluQcY7h7G4rFgdpkJnQ9hq7dhrbMSOh+ate2Ko+Lz25j3EDHkiT/Swm1PxGl87x56G75CQ3OWVe5VxDIxnt7/NN3+q1eRM+KPcOB/HODM986gKAoWj4Xxk+Ps+5N9U0FZbWVgdpqJDEQwO803tZSzauG/C/COtkSdq7rj/feXa9kEAmLVQjl5aXKyHNSdmchViUqXT2OjkKjVKv8nEjKxeL1C0pqFr9XE19xCGul/9avl4/7t38oKYGxMdPCf+1y5Tr3dLpOM1VquBqrTSbAXJDdAp4O2NuxW6AiflusfGYGn/1LiFvfcI9d36pRo/2tr5TpOnhRr3+WitrOW0KUQpKKsixwlaqonnLcStK/C6G2ktkN6/Oaz+Vm3pVJznwgkcDTKpJiOpEW5okA6lJ617VVB6fOrAW6J+Oke7mYsPsbRkaNsrt/Mmpo1ANTZJGj97JlnL9/KX+SLPdw9zMTpCay1VswuMwA6nY58Kj8tKDvXyuBmRZXwb3BcjVyoRTFX9u2ePWI1Hz4sxGkwCPFpQd2laPUrXT5aiYVUSnziBoNINfV6sdCLRSH3iYnpFTIHByWxrBJ/8ifi7tH652pj/vCHJdBaLMqkFAjI8127ZBI5cULIvliUc1TmHRw4ML365OrV8njsWFlmmUpJcbXRUVrWtpJaa0IfCqIqWUZwYtEn2Wzuw7L7Nuz1oqk3mGb/JLPx7JTm3u61k41nxZp3W8inZYIwu82ztr3a8Ll9+Nzymb7a/ypt7rZp73ssHgYil1mcbQlf7EQgQSaWwdZQ9s/rTDrUjLqoXPNmRZXwb3B0dwvnvfyyPNbVSc7ScnKhrhiVVr/mknE6xcLv6BDiX0rLvsrjRKNC4pprR5NlBoNyPE2lc++95V64g4Miy9y/X4qv3XefBGu/8Q1Jcvo3/0ZUPgA//nG5sYuqlguZeTzwG78hY/D7ZUXQ2Tm9RPLY2NzVJ30+sfAfeUTIqa5Oxp/JYDt3gs6mIuFNXiJRHc2NrTia7CjxGPbh4+jeGEINBPClTMRaN5CJZjA5TGTjWdLhNKt3y4TS0tVCzx5xkdWsr5nmw9f0+dq27yRaXa2E0+Epyx5gMDJIIpvg64e/jtfupaula2qCWBRLSPKze+2YnWZy8dyUhV/MFlGKyk0blF0MVcK/wXHokAhVXC5Z9SYS0rQplXqHe2BXWv1zNeWeq2XffEv2hY7T2Tn3hakq/O7vCtnv2CGkG4vJsbJZcQ85neJ20enEBaUo5d6zmlVvK1uLOJ3lXrYaNFXRQtUnNbK69dZyU3SbDfO5YzRu7KDxzjunJpDk2Utk9+xlQr0TU2MDa5tN6GID+JP1RBLOWZr7Sk1+NpFl1b2rRKVTUDHajNdGnw88sekJnt7/NCCW/WBkkNPB0zy24TEaHY3Es3H29OzhsQ2PzUv6leqjliPHcXd1Yq/k7RkS3pauFgb2DzCwbwBUse7ToTRmt5lNT2yadfyzz5/l6DeOEhuO4WxxsuOTO9j46MYVvQ/XO66Y8BVFaQP+FmgEVODrqqp+VVGUWuA7wBrgEvARVVVDV3q+qwmtLPvhw8IFt90mpeGvpqXc3S31rIaGhCueeGJ55U7OnhXucjrlf6dT+O3s2asz3kWxmBJHw2JL9qUeB4Ts/+APJEC7bZt8aIoikkuXS+SSHo9Y9WNjUgVz+/ZpZMzx42Lhd3aWx7Vzp8ymP/+57GOxTO9U9bQQHB6PvD4xIe6ko0fLHcN27RI1UDgsE8qWLeXVAmAbOo9tZyeeB3aUrydqp8MWhsfvn/MWXxea/Bno8nXxubs+x7NnnmUgMkAim+CxDY+xo1muy2UW5u4e7p6T8CvVR45GB7GchZG/P4xlVQOuVhe1HbXYTdO7mbl9bu78V3dir7dz8aWLpMNpGrZOV+loOPv8WfZ9YR+WGgvuNqnFs+8L+wBuKtJXVFW9sgMoSjPQrKrqEUVRnMBbwAeBjwOTqqr+maIo/x6oUVV1wYIuO3fuVA8fPnxF47lc+P3wrW9Jbo/JJOq/YFAq7/7BH1y9FqNa17lKzlhO17nHHxdD2GqVcWez5Zjmc8+t/JiXhKVEkZ97broFHwwK6abTkkil3YClRqP/+I9lpl6/Xvz9Npu4fQwGmRC2bBHrfmREjvPww3JOjYxVFf7jf5TzLTYubQzzzdYzrw1kdZJMygfk8ZQnseefl2JsWqaw5roqFODTn16hD+Sdx9cPf51GRyM6pSwELKpFxuJjfHrn7Os689wZcklxzSSCCSZeOk7TwEFwe3B0NFGYiNLaacf65EcvywL7v4//X7Kx7DQ9fnIiiclp4tee+7XLu8jrCIqivKWq6s7FtrtiC19V1RFgpPQ8pijKGaAVeAy4r7TZt4CfAytQwevqoLtbRBsXLkjiZS4nscJIREQfX/nKylv6K9F1rrNTDNl0WjwTNptY+VoBx2uChZQ4GrSszWAQ9u0T35TBIElQmzeXE7aW6pf64z8WH/63viUZusWiWNiTk1KTp7NTEsNefrm8T3399F61Ph+hZ7/NWUOYyFgUt8VNR20H9fffLyuDmWOpqD455Y44ehi34sE3fgHrGqavTrRiapUKpx07JDhcXy8TQToNr74qsYkbGF67l3g2PmXZA8Szcbz2OVx7TFcfTfZOUmxsIVJzH5beE3gzUVI1TvwN2+m4zB9hbDiGu22OjNvBmyvjdkV9+IqirAF2AAeBxtJkADCKuHzm2ufTwKcBVs0Mgr2DOHdOSq0MDYns22gst3I9e1YqCjz11MLHWK48ciW6zj3xhKwSvN7pq4Trvq+FVpenu1uULZZSYazJyXJBteVGntvapFPX3r1i3Xs8Mvt1dUmgNxYTYlUUIfkZriJ/xM/b2fO4kwY8NTWkc2kODh3kTudm6rxt85424o9w7FvHSAVS5LN5giYDQdMqbkllsSfmaExeeU2V6qHKx8tYeVf6wK961u0i6GrpYk+PuOQcJgfxbJxwOszu1XO45JiuPpronSDqj5IOp7G415Bdv4Xa9bVXJDd1tjjnzLh1tjgv+5g3IlaM8BVFcQDfA35fVdWoUiGBU1VVVRRlzm+wqqpfB74O4tJZqfEsF5OTstrOZsWy1+vL7+l0wh8Lobtbfrv5vBiu6fT0qgJzYSW6zt2QfS20RiLf/a4Qbj4vFnYuJ0uTaFRcL9okMN8x5gv4Vs7M2naaRf3xj8vrla+VyLj7zHOo27ey5oVDmHv8KNk8GV2R0boodf/uQ/MOpe/FPibPTUoSVI2VfDrPyWCYN3wRXO9x4bVDlxPm/BpoSqPz58vlKu69V1w6S71mSpPON4+RCqZITiZJT6Y5+s2jbHh0A9Z7rfSoPQQSgWWpZaZlsaZzeDd72fHbO5akafe5fTy24bEpnb7X7mX36t3znldTH02en2T8xDg6vQ6jxYjBauDsc2dZ9/51NG4r24zLLXm845M7pnz2WsZtOpRm1+/vWvRa3k1YEcJXFMWIkP23VVX9funlMUVRmlVVHSn5+cdX4lxXCzU14gMvFITgVVW8Anq98M5CBpffL2RvMMjvMJ0WeffmzQsbqZp1DrPjfsvBVehrcfVQGaxdt06s+3gczGaSTV4miVEIDlHsiePcup45y3AtJ/mg0r00kzAfeWTa9oFEgNUmO4qioAI6BYx6I5O5OSp0VmDk8AjWOitGmxGAsC3MMeMxrBesdHygY0qh8rjjDlrePD5dFaAphu66q3xAzcW0jGvu29tHqC+EzqQjPhaXBKREnmPdx+iJ9NC+s53GpqWpZUDI/uDXDtK/rx9LjQWL20LgVIB9X9zH7j/avWTSX6oMU1MfvfCZFzC7zRSzRewNdsxuM6nJFAOvDbDjtyUAPFczlH1f3Mfqe1ZjqbHMubrRArNHv3GUyGAEZ4uTXb+/66YK2MLKqHQU4BvAGVVV/1vFWz8AngT+rPS450rPdTWxYYMIPGIxMfyMRvnN2e1C5DsXCId0d8tE0dAgv2Ptt7qYkXrZ1vk7mlq7OIZPd9P/0rPkRoYwNrey+oEnaNk8z0VU6qt9vqklTmYywEhqDKNiwKwzEFNUnneN8mDEP5s0LqcRyxImCa/di+W1faRaGoh1rgEgmUtiTxcWPLaqqKJPK+GschZ7wY4ZMzpFh8vswjo6Qejbf05L2ChLOlWV+juaL25m60ZNjaR91j/+sXyZbr21XDu/4pqHjwxjqbEQ9UcxWU3ozXp0Jh0HYwdpdDSS78+ja9YtqpbRMNw9TOBUQLJYnaJxV3QK+XT+qpUWdvvcmOwm1j2wjmw8S3wkTi6Rw+w2oxbVKQKfWfJYb9STCWUYeG2A2566bVb9IQ0bH9140xH8TKyEhX838FvACUVRjpVe+0OE6L+rKMongX7gIytwrquGri6xyqNRsfZTKflzucSdrLUlnQs9PeIS6ukR4rfZ5Bg6XTnPZ6HzLsc693cP0/3M2wQKLXi9LXSlh/Ad+JoMPBa7PG3nFWD4dDe933wag6cOU+sqCpEwvd98Gj7+ublJv7JEckeHBFrjcaK6HEbVhj2SJNHWwMivPopxddPcxLSUMsswXUWTSEiAVAuazDFJdLV00Tv+XaKNzVgoks6lSeQSbPV1zW4wXoGW21oYfGMQRadgsBqYzE1ij9up3Vw7tU1rzzD58TFo2V62CHQ6cWM1NJTrC1X6+ysnKZ1OrImDB8v1eiquWVEVUCCXzGG0y0pDQSFmitFp7SQdSZdvlcnBWHzhRDgti9XR4Jh6TW/SU8gUprJYr0Ynqcrqlha3WEvJieTUpAOzSx7HhmNYai1kopmp+kPA8nr+3iRYCZXO64Ayz9sPXOnx3yn4fPDkk8Ij+/ZJ2ZaGBpFfL6TF9/tF2ZNKSen0fL5M+lYrfOxjSzi5349/7wm6j+gIqF68O1fR9VD9rHP6/bDnmXE8BjeNDQrxlIE9P3fx2MXT+Bpz4iIIh8VPtBxt5xWg/6VnMXjqMNZIIEJXeux/6dm5Cb+yXk59PbzvffD666RSYxSaGxl4fzvB995OuqkeR0nGt+AxNMysIz9T83rkiKhhLlwQQp2j2YjP7cOy9QEuDp1kohjGbXGztWEr9QUTeGe4WCrQ/nA78bE4qWCK1GQKt91NsblI8+3N5Y0CARyqYfqSz2oVS0FV51YjVa5kPB5RE9jtIiWtr592zc07mxl4bQCdXkchU0BRFDKxDM3rm4mkInjcnvKtWkAto0HLYh3JjuCv9xMxRHCkHaxKr2JL65bL6zG7hJXpXNUtI4MRVt+7msNfPyzjcpmnBWBzyRxqQcVaVy6qd9VrCt2gqGbaVsDnkwq6n/rU0vfp7haj+tVXxd8fiwnpp1Ji3f/gB5LjM6/Hxe/H/82fsadvM54aHY1KlPhrR9gz1sVjT9ZM26+7Gzz5CVxeOyjgsuVh8CTddOHTH5QBXI628wqQGxnC1DpdaqR3e8gOzSM1mplQZTLBbbdx6jfvZLLOtjQZ31KSsjTNq8EgBOlwSHDl1CkhXS2zdkYGcP3uh6jfk5mulZ8v4asEt8/N9o9vn1LI3O++nyM1Ryg4ChTVIvFsHL1Dz+baNhmDZuGnUnOOYQozV0Mvv1yuVJpMyn5PPglA+0My6YQvhpnomcBkM+FsdnKL+xZeOfsKKW+K4v4ipjUmcrbcvGoZDS1dLRw5eISDFw7izrhxZp1E01GO1R/j7l+8e/mdpJYYd5lZ997kNOHd7MXV6poqNWG0GwmeDQIyKah5lXQkzcb3l90172RNoRsJVcK/QgQCZdfP5KT8fp1OMdpCIdHxz3T/TjN0zg8SDG7AU2cQAseGSwECfXR3d03bT37/NoKBIr2hWiJJA87ROjx2N9hOlDdcrrbzCmBsbqUQCU9Z9gCFSBhj8zxSo7mqbe7ezTYnS5fxzXOMaTdL07z29orsqrGRzMAF0sFhLkbd2F/xU3/rXdR89MnlH3sOzMx+3XDawcizf43l+GksRgu1m3bidOTkmCaTJH0MDooqp6Vl7haRM1cyqkoyGSVaiDA2+jaGYhM10RFa8Mmk86RMOsGOIOnJtFTRHErzyKZH6K/tZzwxjuOIg0cfeXTKTTafW8btc8Oj0P5qO/G34+SyOZpWNeG9z4vf66c4VFxeJ6llxF0qq1tWJmQBmF1mmrc3Y6+3k5pMERmI4FnvwWg34mpyoRbVWfWHluN6Wik31fUkka1ElfCvEF6vuFU1NY/dXi7kmM2Ki7bS/TvL0DmQ5JW+Th7YHmTKtrVYcIQmGAvMPlf/yEZOn/Zjd+apcRSZVGqYDBfwOzbii0QkUjw+LrrzpfSZvUKsfuAJ8dkjln0hEiYfnqDjgwtIjeZIzPLBsmR8iyZ3aZrXZBLsdpL5FEFDBovTgks1kk+l2NOp8qATfHO5Gq6kEJHfT8v3f0zLhRSsuk2+DBf8Uk20tVWKHcViMiGtWUOm+xjhY0OM3vIBTBvWlcmhciVz7hwxk45L7gKxW+9A1+ClEArR//wzFFub8bl9syadSrLcwAaoRfzcZxTYOLfapdItk7AkuP1Dt6P7ldnZsmtb1y6vk9QS4i5zkWRlQpYGk8OEpcbCPZ+/Z9a+M3v+Lsf1dFluqjng7/Zz9JmjFPIFioUiMX+MTCxDy+0tc5Z9eCdRJfwrhNbmVZNwplISX9PUPUbjbNfyNEOnyUbDUJwTl1w8cOuEvJhOEzfVzVrpy7lqMKwzYEkOkQplKLa0sjV2gO4LdfgshySAUChIgPKq10lG/PQf/xz9Lz1LdmgAY3MrHR/8xPwqnQWwHBnfotA0r4UCpNOEQ37MRT3jD99Ntr6GvNWMcfVaThzZi+90dmXrS3d3SwZxXd30zlyZjKw27rlHviw2G+lomsnzSfTGCerCF5hMtlUoTCpWG4ODDFmTxG7djKFBiFPnrqVubGRexc18ZKn5thdzyyyULbvcTlIJnZ3wKz0kcwYsbsus2jgza+loSptsIkvwdJBCroDZbaa2oxaDyTDlrpk5SXQ80jF90luG62klGp5H/BH2//l+YkMxEiMJ4mNxDDYDNetrCF8IX9YEspKoEv4VQsvz+cM/FPdsNCpEr9eLzNztnu5K19q0fv/7pXLG1lvYqJ7kQsBLNK7DocSJT2QJd97K7q7Z51q/HsJhJ+HoRtyd0FoPI8cbOfTyObCN0rVuAt8jm8TnG42+I3WSWzZ3XRbBX1Vomte//mt46y0ypgLx999Frr4GQzzBxB1bcZgc6A6/Di33yAys1dYZGxOX2Gc+c3n3LhCQ5V1tWaWDxSI+vmBQzlV6LzYcR+e0YsolUWOh2QqTipXM0IkfYq+wAgzJFDmvl0BibgWRoihceuXSvGS5WIPvhbJlfe6l95iN+CNcGHXhDZ/CXlNDJp1l5OfnyrVxKHfyymfzjB8cJxPJkE/npfuXx4y1zko+lWdg3wA17TVs//j2eSeJSjnmcpqYr0TD8769fUz2TFLIFUhH0+jNeoq5IpH+CIYOA546z1WTtS4FVcK/Avj95Sx+h0MMuFWrxKo3GoXsn3pqOmeEQlJbq6ZGc9HaeSlwK+9bewFbeoIx1Yv33lXsfqhmTq7p7CzX5QoGSw2Z7C34toyS3PQEe1ImHqsZw0d6bqniYrjS8p3XEzTNq9/P6HNfQxcIoljNTNyxlXRTPfFMlLaEKvdJu5l2e7k/r2bpj4ws7554veKnn6szV2urfFFK7+WSWcyGIqrBSMEtk8CcCpOuLuqO7CURCqFz12JIpjDEE1y6dfOcge2IP0J8PE4qlJqTLGHhBt/+UjereCbOQGSAGksNG+o3sMO0g9jLMQ4HRDFzx2fumCLXiD/CmTmarw93D5Nxebno2Ib1zElsSgJ9SxP+htumauMkAgkUvcJw9zAmu7hsxo6PkZxIsmr3KlLBFOlIGsWgEBuK0ftCL6HzIZytzmn+fZgux1xOE/OVaHg+fETaS+qNetSCit6sRy2q5FN58qn8sieQlUaV8CuwHK7z++Gb35Q6XTU1UlVTr5ff9K23lpswzSTt/n5ZAZjNsso3m8FgtxBu2szj/3vzomOc4dadasjkbTRw6mSa0fEMAwcKfOaeU/g6bVJfZjk3QJMyrlp19SSeK5U45vcT3PciA72HCdgVijtvY9ttD892b/h8tH3sM+zp2YPH4hFrNRMlnA6zqmOnuHHeektqYRQK8kGuXi1unn/4B3lvOfekq0vUQFoRt8rOXB/4gCRRld4z6/IwGcLfZOPvHG/Qc+En1Kl1PFT3EDvZOe0aGn7tKY49/wx1YyPkvF4u3bqZEY+ex1q6Zt3T8aCHmjV1uFpcTPZOClnqFWLDQpZ2r522e9s48XcS7K90yzT+auPUvdro3Thl2W9QNhB/KT6nRQ3Ma20He4KEL4YxOWrJ7nwfE6k82XgWz4SBjtLl2b12ep7vIRlITtX2T4VT2Ops+N/0E/FHSI4nKRQL1LXX0f5QO0MHh0iFU5idZmz1QtIzJ8vluJ5WouG5okouRi6RQ2fUoeZVVFUS8ww2w7InkJVGtYl5CRrXabG0WEz+7+6ef3vNTetwiGG4erVo97UeHXNxWDQqMk2jUXKBjEb5P7rEjmyVfcAHB8XS7+iA3ngTmYExmvQBgsU69ry9Bv9PTy+PSCvLd2oSz7o6eX2l0N0NX/yilAW+cEEuYs8eIazlwO8n9J1vceT8a0Q9NuqwUPfTN/jZq9/EH5l9LK22i81oYyw+hs1o47ENj1G/+yFJoHjrLdnQYJAPJhQSq/yll5Z/T3w+qdlz991yjGRS6uM8+aRMBhXv2T0GzjTX8mcbhvE7wat6iaaifEf9zqwG4C2bu7jlX/wRw7/2KMfvWofS1iYlEmLIPUwmZXWSTMLzPyDyximGDw+jouJZ50ExKBQyBRyNDnLJHNH+KNt+a9usBt9+rx9j0kjkaITzPzlP5GgEY9LISwdemmqgPrPBet+LfUz2TjL45iBDB4coZAtT76VDMtkYbUYUpfSoV6b68AI4fU7Gjo9RyBUw2oxkE1mpCxRJcmnfJfKpPDqTjmKuyPiJcfyH/dgb7eRTec49f46+F/vw7/cT7g9Pk2Mup4n5SjQ8b97ZjN6ox+KxYKuzkUvnKGaL2Bps6I16UhOpOZuzvFOoWvglLLdU8Xxu2jNn4C//Er73vblXCa2tMplsrMjwnphYXsG0mU2hTp0Cey6MbU0jyVCGRmUCj0eh2/uoKFCWap2vRPnO+aD5v/72b2W22rBBJExLKTo017G+9jXCvd201DrIrfeQ87gwoGNtX5Du9rmDmHMGhd3ILF1XJ24Wj0d68BoMkqiVTstrlVjKPZlZxG2e9yzAs9//fYpDLdgzNiktsHYdCX1izgbgc17Dy89NUwIksnpiUR2WzEmyO99HPpXnwk8uYGuw4W5zT5F1ciLJ4GuD1KyvwXenb8oF8+xPnyX3dg5USE+mmTg3AW9BwpXg/V3vn3Zqk8NE4GyAsWNjOJod4odP5/Ef9NPa1Uo2kcVSayEVTpFL5jBYDOTTeYqFIpbachJazB+j8dZGkoEkuWQOk91E445GLvzkAkaLEZPTRCaaQW/QU1ALnPy7k6zevZrg2SBGq5G6DXVE/BEuvXqJVffId1i7nuU0Mb/ShuftD7Uz0TvB8KFhbA02zG4zyUASvUmPZ61nycXnrhaqhF/CcrjO75fihj09YtmvWSP++osXhSPWrZt/9b9SBdOg7N4ZHYWmXIykpYZEnZGtHSEcrlrGJk0QOLT0A65E+c65oGlRNU28xSL+qA0b5AYODy9cdGiuYwWDTLrNuAoK9uM9hG/dQM7lxB2cpGeeIOa80DJdu7tlPFarWPnj4zIZLXZPrtBFFVSDrNu0Dr2uXKLVWDQuvQH4DMnjZO8ktvYGMj0D5FN5DBYDuVSOxFiCte9bC0AymGT81DhqXqXtPW3TXDD6IT3hYpiCv4DBYsBaYyUQDJA+nOZE7wlq19dS21GLrd4mmvfJNI5GB4qioOiUqSJy4yfGWb17NXavHaPVSGI0USp5bMG92j2tPn0ikKDtPW1TPnzNLVLIF3A3uMmn8yh6hUK2gNFuJJfIyQqhCEabkdhQjPhYHM9aDwoKuWSOY988hqPJgVpU3zEtvNvnZtdndtH3Yh8jh0dQFZWW21pof7i9qsO/nrBUrtP4prVVng8MiMXe3i6NkWpqxHqfL+l1JcsZa+6dgQEY66+l0Rhna0eceneOaNKA1xSZP4tzLqzkbFQJTYuay8ljPi8EPzwspD8yIpmvi8Af8TP43NdIhgK06iMYMwXSNgUbFuyXhom3ryLiMi1aNmAWvF5ZKmntCEMh8bXdf7/42xa6J8up3DkP5moAHk6HaXUtcaKdkaCVjqRxOXSkb1lH0Cx+Y1u9uBTs9eLuGDkyQvRSFBQYOjhEbUftlAtmXXIdveFeLBYLRrORaCpKOBlmU3ITqWKKiD/C0OEhrDVWLG4LljoL3m1ehrslYGmwGlCLKvHx+JSrxr/fj6PRQdNtTeQSOcZPjpNL5Tjz3Blaulqwe+3kkjlad7Uy2TtJdDBKaiKF2WFGzam41rhQUEgWkhQyBUxOE7lUDpPLRM36GiwuC7Z6GwargXQoTT6bJ9QXIhVMseb+NbPiDUtNirqcBCq3z83tn7odlpGx/07hilscriSuZYvDpbYbrOxeFwyK6/fMGfEAhMNiEMbjso3NJhwQDsPf//3VG7vfD3u+FcJzrhtHnYm46iAcKvJY+2l8H39weX78q6HS+fKX5SYcPSpB0XxebmAuJ8ujfB7+6I8WHKc/4mdPzx52Pn8EtbGRYjCI+cgxsmYjDmcdznCS8Q0+Tt/VzoPv/fjy9PyVpD2zQ5XPt/A9ma+doc225OStbn83T+9/mjprHR6Lh3A6zERqgs/d9blZLp2ljH/olR7UcJjM7l8gX98EQOhiiPGT4zRsbWCiZ4LeF3sx2Uw0396Mrc5GNpGltauVYqGI3Wvnzb1v4m/0E1Ei6Pw6WoZacEadYmmrCnqLHmeLkzX3rZk6rslpYrJ3kkwkg96ox9HiwGQ3YXabiY3EGNg3QHgwjMVlYd3719F0axPZeJZUKEXrrlaGDw1PuYT6X+1HURQMTgN9P+xDb9KjGBXUgkomlKHhtgZMNhPWGisGs9it2r56s6yU8qk8hWyB5p3NTPZOkhhLoDPpcPlc1KypmSrVkA6nZ1XWhHJjm/CFMNGhKGpOxdZo484/uPOaumXmwlJbHFYJvwJL4bqvf73cn1pDsSjqx2PHpGtWfX25v2wwCLfcAv/7f1/dsfv90P1ikMDhAbxKgK7bivge3nZNyyZPDeyLXywnJ5w+LX5xq1VuXHu7+LMXmVSeO/McyVySjldPYUhlyDts5MfHsF4axBPNEnYYGf34r8yt0lnqOC/HLbPQF2IZPWm7/d08e+ZZhqJDtLpaeWLTE2WyX8oXs2L8CZ2dc6Mu9GtXTyM112oX535wjvD5MKlICpPDhMFiwNXqIhlIkklkqOuso2ZtDed+eA6TzURtZy2jx0ZJTiQl2JvOYfVYUVUVR6ODzU9sJnQxROBkgNW7p59Pb9LTt7ePTCyDZ50Hs0O6WWUiGQwWA44mB84WJ4P7B3E0OvjAf/0Aw93DnP/xeQwWAw23NmCvt9P70176nu8jNSES0/ZH2+l4fweJYIKBfQNYPBax7CNp1KJK665WRg6PoDfrKWQLFPNFTHYpGe0/4Mfd5mbNfWumlD2ZaAajzcimx6cHU9/6q7foe7GPdCiN0WFEQSE1kcK9ys2DX3nwunDRaHjHetreyPD7RXX30kvCQZs3w2//9oK/Jc6fl23Xri2/rxUtXL1aNPlai8RMRozX1asXH8dMroHlEbjPB75P1cOn6q/gjlwFdHdLEPT0aSH5LVvEf59IiGrloYeWRKyBRIBGRyORbR00vnwQgGJ9PZNKnh11t195RvFS+vDOhaVU7lwCunxdc1vzS5XKVozfDqybo9TAcPcwa3avYdA4CHoI9YbIp/MMvzWMs8lJNibKmHwyz6r3rsL/pp/hw8Pk0jksNRYMFgMoYHIKqWfjWQA8qz1iwb8+wPipcYxWI2sfWEsxWqSQK3DxZxdp2tFE+yPtZGNZEsEEntUesvEs5398ntGjo/ju9qGqKsmJJIHTAQw2A8lQEgWF8MUwDVsa0Jl0mB1m8tE88XGplZ/L5ihMSHcwtaDiu9OHrbasiDE7zZjsJgq5wpSVb7KbGHlrhPW/sB6Yv7LmyOERCllxH2mrCGudlfho/IYtvXzTEn5J6MG+feJ3d7tF7fLFL4p3QfstzXTRptPStwKEyCuLKQYC8Cu/AgcOyPO6Oqn+617ge6G1RiwUyt2yTp0CJRZmzegRGutMxNU69rxR5LGxny3fRXOtEQjIjXI6iZx4i2DwPJEmMNaspubDDy3ZGtfS/HVN9Yy9bxfuE70oY2PYvN6rXj5iTmizdE+PyEu3bp39hVgJlORjUbuR4VAviWwSt5LH++2/wb3AqmhmXR2A3hd6cTQ6MLvNFDIFajtqGe4eppApoDfpp2rIgOjJb/nYLYwfH2dg/wAmuwlXm4vUZIpsLIuqqpgcJgDC/WHC/WGMJiMtt7eAAoFTAYq5ImsfXEtkIMLo0VF0Rh3FQhGDyYDRbmTk8AiRSxEatjXQsK2B4397nMlzk5jdZjLRDEMHhlBRqVlTQ7FQpBAvsOruVUQHolz6+SVMVhNtd7ZNTR6hSyGMViPxsTjeLV7i43HCF8IUKTJxZgJVVXGvcVPMFRk7MSburFLgea7Kmqqikk/ksdRNFxQoJoVEIHGln+w1wU1L+N3dQqy1tVLdEmRVnk5PD7JW1r7p7RWyv3RJ/t73PimBrBVT9HpF5KG1TYW5u9VpqGyN2NAgqsDTp8W17RwLcMsGE9hsuCiCzkB3cC2+d6BUwoqiZAEHrXCwNY99zWYcmSKTBpVXl9BqT0Nlmn+xsZbxmi2E0608tuExWKn6O0tFpRWwaZN8wCdPygfY2bmk6ppLxtAQ0UYPPRM9WAwW7CY7KdKMnO0mNlc3sAWgNQqv7ahl6OCQqGFsBmrra3G0OMilcuRzeRLDCRJBIbSGbQ3k03nqN9cTH42TT+elMUqjuGMy0QyBkwGMViNWT7nNo6IopCNpAqcCrLlvDTqdTqSKjTbqOusY6R4h0h+haUcTzTubZXURSGGrt2H2mBnYN4CiExfKRGYCS42F+s31U0HYvr19rLp31bQsW7PTzGTfJDXra7DV22jc3siZZ88w1D2EyWGiZm0NqqoSOBXAaDEycW4CvUk/rbJmJVpua2Hi7ATZWBaT00QxW5SEsTWeG7b08k1L+IGAqGsaGsqv5fOixPv5zyUWZzSKpl4riDYxIb/jtWtl/wsX4EMfKv+25yvT3tkpx5vpHu7ulnN6veXWiLGYBILdSRs2SzMdLUnq3Tkc1jxjk278PYN0z3Gs6xalm3Ix0UtNskDDxV7ME2GCu26hOVxYtNWehuU2xb6qbSArrIBEMMHkqIFs3odp0oar630ru9RvbWW8/xgWlxWzXsjNkcyRaG5c8r3ToDUKt3gstHS1EDgRoJgtYqg3oBgUIpcixEZj6I16UOH8T89TfLFIw9YGMtEMDVsa8O3yEe4PM35yHLPHjNFmxLPOQ2QggsFaphODxYA+pce92o2t1kZ8XFwmo8dGSY4lAXC2OrE12CgWimJNZ/NYa6wYdUYMNgOpcIpivoiKir3BTswfIzYcIzYaIzocpbmreYrwE8EEgVMBCrnClMx0+NAwm57YRGQggqPZgdFqJJ/OY2+2Y3VbiQxGaL2jdaqy5ky0P9xO8FxQXDu5AkarEUuNBc86Dy1dLZf9kV5L3LSE7/WKZZ9IyGMyWdbcr14twdcf/ECI2+0uG3ANDRKQ1XJ1KlcDc5VS7+yEQ4dmq/buuEMy7IeHJbCrxQT6+yXY63IpZBIFDvbWsKsjhMmoomRS7LmwFU/byhV2vOoo3ZTE//kPrD/WT7beQ/DO7ahmI+tfP8WJXUlYYuLhkqtproBUEpiqJxNIBPDavXS1dMn5S7r3RDDB0MEhjHYj5qY61LGxOXupXhGeeAL+8CVsSj0FlxFjNI4xEiP4+GPzFk2b91pi3fR39qMf0rMus451u9ex5sE1Ul6hCEWlSCacoVgoYq2zosvqyKVyFDKFqfaJkcEI6VCamvU11HfWTxFfYjRBPpWfsvDz6TwGk4H6zno2Pb6J9ofbGTo0xD/9yj9Njamusw69SS9BXJOBQqZAPl06hopIPt0WFJ001EuMJzCYDeg79bhb3Qy+Nsiq3auw19uZ7J1E0Ss465zT2hzG/DHWPrCWwMnAVA7A+gfWozfp5wzUVsLtc3PnZ++kb28fw0eGUVSF5p3NtD90fWjqLwc3LeF3dYmvfd8+ybsJBoVoHQ6pXvvmm+Lbt1jk9WxWYo5a7ZyaGhFjnDwJn//8dAFFpRrvuedm932YmCj77QsFiWFeuCAThF5f6mtd74LQGFYTHL/opKNuEnM2hefOzmX17r4u4PNhbmph4G7nVCtEgFQuxfoLoZU/3+U0OZ8BTQbqsXhodDQSz8bZo7mgSm6qyd4IRrsRo82ILhlHbWyY0rKvGCF0dTHwqQ/T8OJruEcCpBrreP3+Dr6T30f0RJTzofPTFT2LXMvatrXEG+NcSl/i1g23Ens5RtvdbSRGE8SH4+itegrRAplQBssqKaMw0TuB0S7JTc4WJ423NE6pcXr29NByRwvWeiuhvhBqUQUFUhMpajtrpyYEV6uL/a/unzau0IUQ3m1eDFYDte21TPRMkI6kKWQLxMfj5FN5HM0OGm9pZPzkOGpBxew203pnKwoKl35+ifHj46y5fw2JsQSKQaG2o5z6rgVjOx7poJCR2vTxkTj9r/WjN+jZ8dSORW+/2+fm9qdu53Zuv8wP8PrCTUv4Pp9Uv62rE5VOOCwZsh/4gFjlP/yhyCtTKckNunhR/PHptLzv8Yhix+8XKfl8Aoq5+j6MjEiJZKNRjm82S7eswUE510c/CrW1DnqPrCd8LkAxkuaxX57ghck7cayumXasyymIeS2wsVDLm8Yw9lwSi9EiDcKNBd5TqF1852Ui1H+Os4YwkbEo3pRC+wS400WZ2Zfo2uke7sZj8UzVgtceu4e78ZXcVNnRCZL1OoYDvRTiE4zt3MVa0ySOgGNFr6fzod9gz1oHHouH4egw3zv7PQxpA9sbtxPLxHh6/9MLavYXupa2gAQ9TU4TeoMes8OMXi+VHnPpHNlEVjT1TQ6GDw6TT+alQqXOPM2K3v7x7dMs4VX3rpqyhFVV5cd/8GMOfvUgHb/YgdVrJXgqyHD3MPZGO3UddRRSBdyr3UT7o6Qn05hdUhDNYJEkLnudnabtTTi8jqnksdXvXc3FVy7S+2IvUX8Up89JYjIxJf3UG/V4t3hx+9y03NHCkWeOoBZUHA0OHC0Ohg8N42x23rDW+uXgpiV8kN/9v/t38jczf6auTgi8pkZeu+ce+NGP5LnbLV6C0VEh+lRq7sxarQTDgQPS7KijQyaRsTFZMbjdsp/ZLFa9qkqsoLZWtqv/gIvonS5sNvA9vgXvcyuiALwmqFndyZ0BK+fyo4RT0iB8m2U1Nd5lVPOcA5VuF52iYzI1iX7ohzjzeixFPeazwxywGNnWsI0We8OSXTuaDLQSDpNDmqpvEjdV8sJf0zf4BtQ3ENl5J0GPmd7xn/D++vfPc9TlI+KPEOuOsWZkDRdsF9ib3Yvb5mZj3cZpjUnmqruj4VzwHOFMmGgmitvipqO2g1prLWPxMVYpq7j0yiWCZ4PojXppCK6q6Aw6SVzKFGja3kQhU0Bn1GGpsTDZOzlFupoVrVnC7f72qczU4e5hVFXlwH89wMGvHmTXZ3dRt6mOyKUI1horKDB8aBhU8G71YrAYsDfYsdRYUBSFVERklQCxnCRuOVucpKIpWm5vIZvIYrKZWH3Palp3ttK7t5ez/3QW71YvZpeZ1ESK+Hhc7qE/xprda6YmKRD9/Y0qr7xc3NSEX4mZAddbbhEffkuLuF3MZiH/hgax2q1Wea1QEHeM0ykBVy3LtrtbyqtrJRjeegtefx2am8Vvn0qJpe92y2SQychjKCQlGu6/f7bCbym9u69bdHVRt2eYuzxboLVi8FeQxVvpqtDr9Lza/yoDkQE2ra9lwxs9uEYiTBos5FIx3up7lfQv/TbrPJ4luXYW6vYEgM/H24+v5/wB8Lg8GC1GzOkclpSF4dbhy76mSlQ2+Fjfup62eBs/GvkRq9yrGI4N0zfZh81oo9HWyFB0aN57dD50HoPOQI21hnQ+zUH/QTZ7N1OXr5uqmV/MF7F5bYQvhGVHpeSHtxpwtDjIJrLUtNeAAplIZur4lZLGmQ1JMrEM//yxf6b/5/3s+uwufuHPf4Gz/3yWQqZA4HSAtrvbKGQKDHcPEx4I42xz0ry9GUeDg3w6DyrEx+OMHB5Bp9NRpEg8ECf+0zgjb41gb7Cz7oF1otBxmXE2O8nFcsT8MRy3OWi8rxG9ST81AS3U/etmQZXwS5gZcL3lFrj9dnjttXLNm49/XLbLZoXMg0EhakURK76tTSx0pxN+53fk8WMfK9e9j8dFCqolYp06Va6fryhi2ReLUoEgnYadO6cbo5fZX/v6wFUYfKWr4lTgFPW2eoZjwxzVBwjf3sgvfy9AIV/AWFPHyZoi/ZMH+dWm1dQvQUO9ULcnDQlLgva72gn3hUmFU1jcFtrvaiduvjIS0eq3vPDyCxy0HySeiNPqbOUD7g/gNDl5a+At2nxt2I12soUsb4+/zRbvlnnv0daGrZwOnCadT2M1WEnlUpwMnOTXkr9GzZoaXC0uzj1/jkw0Q826GnQmHbZ6G4FTAVAgOZGUpiQuad7h9rnnbBauda0yu8z4u/1c+MkFJnomsDXaqL+1nrP/fFZq418Ii/tlPCElGlqdWOos2OvshM6HMNqMWFwWjDYjY8fGMNlNFItFkiNJUvkUerseRS9lFox249S1qkWVptubyEQy+O7yTb0WH4uj6Mrdv7QWi3qT/oaVV14uqoRfgbmSLR99tPy8suijzSYumgMH5LnZLJJOhwM++EHprHfkiKiA7r1XVDhnzpQrA7/4oljzbresEDweUehs3iztaLduFQN4KWO8YbDCg690u0TSETwWD26zG3/UzyVHDUe21mHK5LHWedApOopqkYv+E9R3LL4kWooM1Gv3kjQlabuz7JaKZqJ4jbN9bAuWTqiAZiX3mnp5zv4cbsWNfdxOSBfib7J/Q42xhkwsQ7aQxag3ki1kyRayrK1ZO+tY2j1a7VmN0+Skd7KXUDqEy+LCY/bgHHFiajSh6BQ6Hu0QxZHVSD6TZ9Xdq7A32gmeDeJodEw1BMlnJJA6s1k4lHvo+rv9nPz2SUwOE3Ub64iPxXntj15j00c3sebeNRhtRgYPDBIbimG2m2l+THT4ZreZ4GlpltJ4SyPxkTjpaBqdXkc2nsVoMaKiUiwUyefzmI1m/G9KXfxMJEN8VLavrMKZjWdRdIq8F05jqbGQS+e49PNL1HbWsv3J7Yt+F95NqBL+MqAZqf/hPwi5K4pUxtQscr1eXDG1tfBLvyT7HD4s233gAxKodbnEtXPmjEgzw2Hx3WsxgPFx6Y1xwyhwrhRXoJevdLu4LW7S+TS11lrMejORTIRTq2289+0wxJPYa5qoL5jJTIzDry/NjbSYDHQpqwCYXhxtlXsV4XR43kCrZiX/PPpzaow1OAtOMIEuosPYaORi4iIP1z7MBeMFAokAdbY6nlj7xDTXUyXsaTs9b/dgiBvwuX3c0nELBUcBm9E2lYhldpmx19tp3dXK+PHxqZLD9Rvqcbe5paxxJI3VY6V+o7w2l5xRO96Fn1zA5DBhdpkp5AoYjAZ0Vh2Drw+ydvdaTE4TRpMRnUFHy64WCpkCob4QBouB+i31hM6FpOJlMo+1zko2LCUcdEYdqqqiFlTUnMQZxo6N0bKrBYvHQiaWIXAqQG177bQVSNQfZfzEOImJBKii//e0eXA0OC7bf3/2+bMc/cZRYsOiXNrxyR1sfHTj4jteY1QJ/zJgtUozcYNBrHgQJY7FAmfPigtozRpxC4Hw2eiouG8mJ8Wyb2oSSx9kFTAxIYHa2lpxFXV03DgKnMvGFerlKwl3fc16Xu1/FUVRuLftXvac28MhXYr8tgZ+YdKNJ5LG0dZGbNedKzaDLjUZ7Nkzz1JnrZsqf6w9zhVo1azkseAYXo+XxEhCAqi5PPa8XQrIbergvc3vndonmoliM85O5/Z3+4l/Pc6xzDHMCTN2gx1do47GBxt58gNP4nQ66dnTA4g/22AyUNtRO5VHcPjrh/Gs9lCztqwMU4sqgbOBOXvXaoldiUACe4OdQq5AMVcUzbvDSHw0zvkfn2fgjQFJtiqoJINSlM292k24P0zt+lqatjfRsK2BQq6A3qZnIjEBSEyhkC2gFlQUg0I2kaV5RzNWj5V0JI3b56a2vZZcIje1AjG5TRz7m2PY6m24fC5ycekL4LtTavdoWA6Bn33+LPu+sA9LjQV3m5t0OM2+L+wDuO5Jv0r4y0RlLbBLlyRQq9dLANbhkMBuJiOWemenELcmudTg8Yi658UXJSh8zz0SzNV6g2iunBtFgXPZuEK9fCXhJrIJ7l11LxOpCY6PHuc9be9hODZMWlF4sdXM3W13U2+v57END6/oJSwlGWwoOsQq9yqi6SjD8WGSuSQWg4WR+MisbTUrudHUSFwfx9kivm5USOgT3N5+OzlbjmgmuuCqIuKPcODPD6D0KmxlK/3efiaLk7iGXdT/sB7nXSJH3PDYBoa7hxk8MEjwbFD2HYiw6YlN01YAGsL9YULnQ7h97lm9a7XjHfvbY1KDv9aGzWsjPZkmPh5HzauMnx5HLaro9Dpy2Rz+g37sDXb0Bj25eI50OI17lRujzchtT93G0WeOko1K7Z7YcAxFUTC5TFicFlKBFIVcgXQkPeWXt9ZaiY/F2flpKRz508//FFudyDt1Ot3UtQzsG2DHJ0WHv1wCP/qNo1hqLFPNzrXHo984WiX8dxsqaoHxrW+V/faqKoQdiYhfvq1NVgJr1sAv/zJ88pPlY7S0CJlbLBKk1fz/qlqWfUajN5AC53JRSlIIJoL0TvYSSUdwm1xsDHioWXxvYDbhPnfmOXwuHy6zi2BSjjsaGyWZTy65bs9MzJtxu0S0ulrxR/2MJ8axGC3YjXYmU5MoioJ/Rj0czUq+z3Qf385+m7ySx+6xo1ujI6FP8Dt3/Q7NzuYFVxURf4RDXzvEyJERCvkCtc5ammJNFHNFisUiukkdh752iJr1Ndi9dhSjIoHUZueUr37/0/vZ9lvbSIel76yWaBU4GaBha8O0GjYTfRO88JkXpMBaq4vNH93MqW+fwmA1YDAbyGVyJEYTWGosUmFTgWJB+rwmx5Okw6K7t9RYUPQKF1+5yJnnzuBscdJ2bxuZeIb4SBzPGo8Ea7MqRpcRo8NI5GIEW4ONiXMTDL01RNt72mi6pWnqXkSHothb7IwdG0MtqlI/yG4gGUxOJYUtl8Bjw7FpcQKQWvyRwciSvxPXClXCXya0arj19eJzb2oSZU6xKFa6VnfH5yv75//5n6cfIxCAu+6SOjrnzslr9fUi1+ztlckkHBb3zpe+JDGA226Dhx9+F/nzS0kK8Vdf4pIhTMxXx5g5S/D0W4QnU2zMhFnbeceya+BUBnLrbfXU2+opqkXG4mOXTfbzZtxWHG+hSeGJTU/wBz/+AywGC0bFSCwbI51P8/51759VD0ezkp3dTvKDeV4zvUa0PsraurX87qbfnXIBzXctWtA3EUhgtBrJBXOki2l0Rh16k57shPjDk8HkVM2Zo988irPZOYvwBl8b5I7P3DGtzLJnnQfPas/U+YLnglz46QV0eh3eTV7S4TThS2G2/MYWBl8bZKJvAkVVaNzeSDaepZgpUsgXMLvMU81KLG4Lte216C16ev65B7PLTF1nHelwmlPfPsXOz+xE0SukxlOggKdd2hgmg0mGDw9LaQuPmXQozYWfXqDjkY6p8ZldZsbfHsfeYCcby5JL5kiFUtM6Vy2XwJ0tTlnB1JXdaOlwGmeLc4Fv0vWBKuEvA36/EPIPfiBWeSIh5B6LiZWfTMpfPi/bTkyI2+f0afH5t7fL/hcuSNB2/Xpx+ZjN4vIZGoKPfEQqbr74ogSDt22TY7/xhvjzNWnoDY2KPpHjF49hTMYxdw/gbajBNxjlTGctP4q9xa8FmqnbM7ygT9/vhxf3BTncO4BiD0BrgE3r0tNUK9P088vEghm3JdLt9nfzzJFnKKgFvHYv6Xya4djw1KTQ5evi3lX30jPRQyApgdYH1z5Ie127JHLNgFbaeBObeJInlzVeLejrbHISrYuSmkyhFlUy0Qwmu4lsMkvNmhrsjfapmjP5ZJ5cIjftOBZPWYJZGdg889yZaW4e/5v+qb63Or1uigRTYyl+7blf48xzZ8glc4yfGmf85Dg6nY5sMktyIkliNIFOr8PZ4sS3y8fhvzyM2WVGb9JPO9a5PefY/rHt5JK5qfP2vdhHLpmjZq10rsolpTGLoleI+WNQCo14VnsYPTKKolNwtDrEbRRK07ClXDVxuQS+45M7plw+2oooHUqz6/cXb9N5rVEl/BKefx6+8Q2xsltaxAUzU5L5zW9KLZ2NG4V8/X4h4+3bxWr3+8XSX7tWrP/9+2X7tjax2o8dk8St1lYh/vFx4bKODpko6upk3/37JQ5QWyuWvraKCAbfJaqdCt99f7ARtTeKMVqgpucSr2/wEPEU0eWSnMuPSqLWPBft98O3vhPiXOIIdR4Taq4O/5H38NPod3j/dljtWT2vj3upWDDjFrHsnzn6DAadgQZrA6l8itOB02z2bp42Kdzhu4OtjVunqWmimehlT0TzrSi0oG9tRy2hgRDJUJJUMEUmkkGn12FxWnD5XNNqztgb7CQCCbyUx5IOp3G1zlb+aC4nEDdPuD8sFS0LKsGzQZwt4hYKnAnw1jNvcfzvj2OymLA121AMCrHRGLlYDrWoYqmVpipa56nUZAqz24zBVKYlzdKeeV69UU8yIG4Zi1vq1eeSOfQm/bRa9ZYaCxt/ZSP+A36SgSTWOisb37dxah9YPoFrbp6j3zhKZDCCs8XJrt/fdd377+EdIHxFUR4Cvgrogb9SVfXPrvY5l4vnn4cvfEECrm1tQrJf+IK8p5F+d7cQbl2daOmbm+Wvt1cmiN/4Dam/c/68vP7660L29fVy3KYmseRHRuSxtlaCuSdOiNsnEhFfP8jzfF4s/aRUksVqle0DSy+QeP2iosCQpcnHq5mLpJrs7D6UItZcQyafpqgWJXu0dde8UqXubggU+qj3mESlYi6yCjfh8KMMxV7DYrAsXEZ5CZLQxTJuu4e7GYmOEEwFiWfjOEwO1rrXMhwfxmIok8pSJZxLwUJuJi3Qaqu3sf6B9Vg9VoaPDFNIFvBu82J2mKnfVD9VGgGgcXsjF356geREcorwUhMptn9i+6xzx5wxem/tpfdsL8Z+I+ih0dyIzWujmC0S7AlKoTV/jGN/c4yIPyK+80sm3OvcGE1GcsUcerOexm2NFItFzE4zE+cmpJNWLIujo5wRq1nalQHmygYnxXwRtaiST+fJJrJ4V3unJVPZvXZMdhM7Pl4ulKa1NNRwOQS+8dGNNwTBz8RVJXxFUfTA/wLeD/iBbkVRfqCq6umred7l4hvfEFLWauFoj9/4RpnwAwHJsK2tqPXl9YrPPpMRTjIa4Td/U6z4f/gHkV9q8s3bbpN9Dh2S7T70Ifg//0deq60VcreU+MHtln0SCXkd5Dwm07tEtVPRFrCjtoMXzr2ANZUjXG/DmEiTNKt4LB7i2fiCUqVAALK6CWqMnqnXrLY8qaCP9TXr+fTOBXrKzpCEToz1M/iXezl55zrs6zZMWcyLEfUh/yF6Q72Y9WZcJhfpQpqjY0eJZWPsai1biAtJOLXM2pkyx/nQPdxNYbjA+UPnp/q8eu7w0O3s5n1d75uyhK21VtruasO7yTulotF8/JloZioQa6+3c/e/v5vB1waJDERwtbrY/ontsxp1T000Lg877tlBz5s9DD0yhP5nevK9eVBAzamkI2lMbhO5RA5bnY1UKEU2nmXi3AQGowG7VwqhNd/WjIrKZM8kkcEI7Q+107Onh3wqj8FsmGVpz3QvNW5v5OgzR4mNxHA0OvCu9qLT66bVqp+5MpiZHazhRiXw5eJqW/h3AH2qql4AUBTlH4HHgBUn/MqOc6GQkGhn59JifsPDYtlXwuOZLqX0eoVwU6lyB6t0WiaH3bulJLJWgA3g139djms2y58GzeevKPDgg+K3HxgQf39fX7lwWrEoFn1rq3BeKCQxgCsoPXP9oKIoUL2jli3mNsYne/nxdie3+fO4zDVkdCZqc4YFpUpeL5jCdaRziSkdeippwOSKLO4qqXArBRNBDsZO47Ea6LgQpq8tOS0wu5DW/mzwLHXWOlK5FAUKWA1W0vk0A5EBulqmf1hzSThn1p+ZKXOE2e6bQ8cOUfhZAYvTgs1rIxfP4f+hn1QhxeO/8vg0S3hmNuxMS7ny/cUIb2Y8wxA34K3xMrZ+jNpTteRSOQxWA4VJaRxucVnEH2/UkRhPkAqmsLqt1G2QOvj+g358u3w0bGugdVcrLV0tpKNpep/vJZvILmpp+7p8OJudC06WC13vzYirTfitQAVt4gemOcYURfk08GmAVatWXdZJtL6w4bC4QxwOIdUjR2DvXnjqqYWJsqVF9tUse5D/Wyqa2nR1Se2bvj4hY0URkrbZ4Cc/ge99TySVdrv49B0O8dtPTkpNHg3FoljvBw/K87ExIfSJCenvHSqVh3e5pMbOxIRMLHffXVbpdHdLRc7KGvw31EQwo67Oat9mEnfvpNae4ZLfz6ZLCdamDNia1iwYsO3qgtMX2jkX7qbOBWrOQSiUp/2ui3S1PDht25mkeV//OQoN9fQOnuLoyFGMeiNm1xq8odgUoe3t20u9rX5qn0c6HpntGlLAYXTgMDmIZWLEc3GMOiNNjqZZ287ld491x6bqzwBTj1oVx7ncN8dPHsfn9rHKsYpcMkcmmiEcC5P/YZ7IrtmB1plY6P2FVhsz4xkWt4XIyQjFpiLtbe2A+NEv/OQC6Uga1SWJTQazAZ1RNPCetR50Bh0g2bxjx8eo7ailtrOWg187yOhbo5icJswOM2ablFqI+COzxjtznB2PdMx5Tf5uP2eePUN0KIqr1UXTjqabluzhOgjaqqr6deDrADt37lQX2XwWurvhD/9QCD4UErdLPi8Wu8sl5PrMM+JXn8/S/+Qnyz57j0fIPhSC3//98jY+nyhk9u6ViURVhWzffluSqLR6+GfPlv32994rvvxcTqpqhsPizrFYykFYnU5WBc3N8nzbNlkRbNkik0llMxXtep9+Wian+Wrw3xCoqKvTFvFzpGcPWyweHK27iO+IczYdXrRfrc8HT360hhf33Tal0rn7/UUevu3BWZLJStLsD/fzN8PPUzwXx93QRjqfplAscLj3FayuOsb8bmrMNRwdPcovdv7ignLMzrpORmIjpPIpDDoDrcZWrAYrzc7maWOdz+++ZmQN61vXT9u2sorjXCqhplATQ3VDuFNu8kN5suYshZoCzb3NV9Rxa7HVxsx4Rm1HLWffPIvH5UE1qORT4kdv2NHAwOsDorkvueNz8Rxmt5mGbQ00397MZO8k6XAaVVXZ8NgG+l7sY+C1ATLhDCanNEdPh9MMvDZAfWc9t3+qbDX5u/1Tte3tXjv5dJ7YcGzWdfu7/ex/ev9Uc3Ytv+Cuz901y111s+BqE/4QUOks8ZVeWxFoTcBjMfGjp1JCnqoqrp1YTIg0nV5Y3aL56b/xDXHjtLQI2VeqdED2f+qp8v+f/7yQ7kzf/+SkvAfS6Py//BcJ6OZyUk5h1SqZjE6flsnB45HHZFKCs6HQ/GUVnn1WzjPznJWtFm80LLtfbeW+PvjUb9TzKern3aaSNIPJIKcDp4m2Ktx7NI81meNiahxTKos3b+L4LTac+Qw/GvwR7TXtC8oxQTT2T+9/Gq/Ni8fiIZwOM5Ga4IlNT8w7Bu14E8kJnlOfo2WohQZHA9ts22gyN00rOTyXSmiVZxWFVAF1UiVmi1FDDZ2jnTTVNl1Rx63KapcA8bE4F1++yMnvnqTtzjZ8v+jjkOUQIPGMgqOAdaOVjoEO0sm0dKPa2ko2liUbyRIfi5NP5lFVFZPLJL1gb2/BVm/DXm8ndDFEbChG7wu9nPneGVKTUnFUb9IDYHKayMVzjBwegU/JGCP+CEefOYrOoMPaYCWfyhM4HcC72Tvrus88ewZrnXVWfsGZZ8/Mjk/MWAlsemLTu3JSuNqE3w10KIqyFiH6XwV+fcUO3i2WczYrrhytHr1OJ1ZyLCZumM2bF1e3PProbIJfDENDQt6V8HjKvXFBSLu/X4heWz288YZU1HzPe8rllYeGxH1z/rxs19BQrsWz3HPeiFhyv9rLQCVp9k72YjfZGahz8OYOPQ+HHdQHivQbM/TfvoYxp7TYzRQymA3maceplGNq6PJ18bm7PsezZ55lIDJAq6uVT2z/xKwaOTOJO5gIcipwirQnjXPUSVQX5aXcS9yjvwdPwjMVVJxLJVR7Ry2JHybYfH6z+PATOTKxDL7HfVdU472yZvxE7wRnnzuL0WHEZDORiWW49L8ucce/vAO/0z81MT/58JPEX4pj8VimgqJ5fZ57/997GTs+xsjhETKJDCoquWiOseNjNGxrIJvIcv4n56fq5seGY6RCKYxW4xThq0i7RFUpL/yHu4cp5As4vU4URZlS28SH4xgs0+ksOhTFvWqOhKqB6QlVN9NK4KoSvqqqeUVRfg/4MSLL/GtVVU+t1PEDASH2cFiIM5cT6z6fF9dJOl22/K+GuqW1dW7ff2tr+f+5FECplLRV/OQnZUJKJGRFUlcnFr7BIMldlb7/5ZyziumoJE2tjLJBZyDS4OTMto28tT5BKBkiT5hkJInVYKXD00Eql5p2HE2OOZcv/svv//K0bWduoyjKNOLunexFr+hZ1bSKtrVtTPZOEgwF6fH08LHHPjZlqc6lEtK36PnIkx+h78/7iA/HcTQ7WPvgWuo768lEM8uq8V45zowpw4bQBlbXrWbwjUFpe2jSozfqp6zj8I/CPP7l6X7GiCMyZ1DU1+Uj8lDZTZRL5wicCHDhZxfQGXUYrUYsHgsGqwF7o53YSIz4aBzXKrlHWoJXy23lYJo2KU01OwcMVgPxkTitu6b/CFytrjkTqmbmFyxnJXCj46r78FVVfQF44Woc2+sVQrfbheT1eiF67bnDIX7wVOrquDueeEL851C23icm4BOfKG8zlwKouVks+bY2ceMcOyb1ecxmIXyN+F97bfaqYynnfLfBH/Fz4shedIeP4E2orOrYSf3uh8DnW1Kdm66WLr557JsEU0HOh86DCjaDDZvRRjKXJJqOMhgfxG60s752PXXWOkKZEEbVOKtIWWdt56KlFuaKGRwYOkA8E2dd7Tq2ebcxlhjDoBjoqO3AbrNjr7PTqrYyFh+bCtZq12XWm0nmkiSyiWnurs51nVNkanKYyEQz0ySH/oifvX17OTJ8BFVR2dm8k4faH5p3nGNrxvjZ4Z/xIA+SCCawuC0UMoUpK3ku6xhmB4H93X4Ofe0Q0aEo2USWpu1NuFe5MbvMOB5wkIlmOP63x/Fu9k6RtneLl1QoRcQfIZ/MoygKZqdZeuM+3D51bM1nHzgtS3aDxUAqlELRK9PkmACbntjE/qf3T419vvyCpa4E3g245kHbK0FXF3z3u1K98vXXxTI2mYQI02lxfRSLUqP+amSndnVJsPTZZ8tdsT7xiemTy3wKoDVrygHZkydlrHp9eZtCYW43zVLOeb1hqc0/5oI/4udnr36Tzfv70NXUEPUoHDn/Gl2jY6Qe/gB74ocoFAuMxEc44D/A3r69PLXjqVnHV1AAaLA1MBgdxGl2cmvTrZydOMtAbACL3sJq92qMOiOngqdQVZVGeyNvj71NraWWzvpOdq/evbRSC3PEDPToyRazdA918+O+H+MyudjasBUqZAqVK4iZk0q4FMSeq+7OXNa1P+LnS/u+xOv+18kX8jhMDgbDg4zFx3hy+5P43L5Z19Lc3Aw7oedSDx6Lh0K2QF1n3VRW6nzZt9M+rxnukYHXB7jw0wsYHUa8nbLMNjlM5FI5Sh8JABaXhebbmjHZTXi3eFFUheadzVON0DW0dLUQG47h3ewlPhInNhJDb9Bz21O3zYpb+Lp83PW5uzjz7JkF8wuWuhJ4N+CGJnyfDx54QAhz/XoJdqZSYvF3dorVnM+LnPFqoatrYbJdigJouW6axc55PWE5zT/m3H+4m7V9QQw1deQdNmwAHoW+dID8S89S6GrldOA0dpOdZmczoVSIZ448Q7OzeRoBr6lZwy1NEhQJJoMcHzvOhdAF6m313OW7i0Z7IyPxESZSE0QzURptjTQ7m7ml8RbC6fDUyuGF3hfmLLVwJnCG5848RyAR4MjoEbpaunCZXfRO9lJUiwSSAeLZOE6TE6vBSraQZTQ+yt++/bf4nD7q7HXUW+v5+PaPTxFxNp/l4PhBIpkIRr1RJrPbn5p27vkklv9w4h946dJL2Iw23FY36UKa3lAvTrNzanKaKyDc2NTImGOM+790P/uf3k8xX6RYKC6YfVuJM8+eQW+WsgeR/gjFfFGqgr7pnyL8bDxLw5YGUhMpFEXBYDGQT+cpZovc+rFbpylyZqJykjNYDLTe0bpgopqvy7eoW2apK4F3A25owgd46CFx66xbJ/7wVEqajTgcQvZPPXVta88sRQG0XDfNjaTDX07zj7kQSARYG82SrS+nOFuMFiayIWwjQUbiOuwm+1TiVa21lpH4yDSLey5iyxVynAqcAgXsRjtus5uN9Rs5GzyL0+QkmUtOWb8TyQm+duhrrK9Zz9GRo2QLWSxGC26zmzpLHaeDpzk3eY7RxCjbvNuwGCy82v8q9625j0g6MlUKuaAWsBgsmPQmhmPDxHNxLEaLFFSz102tQgKJAHpFT/dwN3aTHb2i5/zked4ceBOAh9sfXjTA/dLFlzDpTThNEty06WyoqJwNniWQEHfIQmUjfJumW8eKTkExKRz86kHOtJ6ZV8Uy0TtBNpHFZDVhtBsp5ouEB8LkM/lpXai2//Z2zv/kPKlAilQoJc1XOmtpf6h91jFnYrE8g+VmLi91JfBuwA1P+JU5PMmkWM9btiw9y/adwGIKoOW4aW40Hb7W/KMSHouHgcjSZEVeu5eIy4QzmSLvEFJP59LUFU3km8XnXal5T+VTeO3eKVIDUGJtvPKajVzMg2IPMuQ4QtD4Nh6LlNkdjg8zkZxge9N2EtkERYro0NFR20EwGeTU+Cnyap7O2k6CqSCDkUG2NWxjPD/Oy5deRlEVtjZsnSLpjpoOwukwx8eO4zK7ODl+Eovegs1gw6Q3kS1mhfx1FrqauwilQzyw9gGimSjdw9147V729e/DbrKTL+Y5N3EOnaLDZXaxp2cPL198mQfWPjDNHz8TqVwKm8FGvpjHqC8FNxUDkXw5C3mxshGadVzppqmslz+XikVrQag3i3/S4rFgi9so5Auz3E6LZclWYqkkruUSFAtF4iNx/Af89O3tY8dTOxYk8KWsBN4NuOEJH1a+sfdy2qxeQUvWaViqm+ZG0+G3uloJp8NTlj1AOB2m1bU0WVFXSxc/az8lPnyKxI0K2egEt9o7ST3wAQznnyGUClFrrSWVT5HIJtjs3TxFan4/jB+5k1CimzpXiN7RAH0nOqm9dZy1TWL1J3IJcsUcA9EBhqJDZAtZ7my5EyipaXR66ix1HB05SqaQwagzcmL8BBa9BbfFTSafocHRgE6RDNKJ9AT3tt3L4eHDWPVWwukwFr0FnU5HMVnErDdj0BnwWD2k8incZiEuTfb5SMcjfPfUd2l2NDMUG0Kn6EhkEyiKQiafobO2k5OBk4zGR2lyNFFUi7MC1lsatnB4+DDJfBKragUFwpkwjfbGqZIPS81/WI6KpX5DPQOvD0iBMoeRXFx89WvvXzvVhUrDYpY6CIH37e3j4isXcTQ4aNjWQC6ZmzfBbLh7mGKhSOB0AJPdhLPZSSqU4sgzR3A2O684y9bf7efYXx9j/NQ4RquRtQ+sZduvb7thsnffFYS/kujuhj//c9HOJ5Oi8lm9Gv7gD2YTqt8PX/2q1LaPxaSUwptvwmc/e/VWFjeaDl9LTAKmJSZ9YvvSZEU+t48H3/txTjhKKp2wyqqOe6nZ/RA1Ph9PueCZI88wEh/Ba/ey2bsZvU4/RWrd3bCmqYYW/W30TvYSU4YwWvN4gg/ivlVu2ub6zbw99jaTyUnuaLmDdC6N3WznwNABQqkQNdYa9Oh5uf9ljIoRm1Es5/HsOA1KA5FMZMptZDVYCaVDWIwWbmu5jWwhy4c2fog3Bt8gko4wEh9hS/0WimoRm8FGIptga+tWoMKd4vbxwNoHOBk4STARpN5ej4JCkSIOkwOr0cpgZJBwOkwwFeT+NffPUgv99vbfZjAySDQbJZaJkSlkcBqdfP49n59G6EvJf1iOisW3y4fBamDs7bGpcsStd7ZO60K1VGjW+mTvJI5GB4pOYah7CN8u37wJZolAgvhIHJPdRCFXIDIQIZvIUsgU6Nvbx+1PzR8fWAz+bj/7/mQfmUgGS42FYrbIme+dIRFMcOe/uvOGIP0q4VfA7xey7+2VuIDBIETe2yuvf+Ur04n8298W6WRNjSRKxePyf319OdN2pXGj6fCXmpi0EHxuH777n4L75z6+1vJvLmmmVolZp6un3i7ZuCdMJ0mHPYAQvslgwmlxsqN2Bw+sfWBaa8RcIUeLo4U3B9/ErDdj0puI58T14TKJrr/eUc/pgNQDtJvsGPVGwukwZr0Zj8WDzWAjkAjQF+4jr+Y5Hz5Pk72JkdgI2xq20TPZw+uDr6NX9Dx1mwRlH2p/iEwhA4AOHSfGT6BDR4ujhXQ+TSKXYJV7FdlCdsrdA2W1UJeviy/s/sJlqaNmSl0zvsySVSyaimbzhzZPq045UzJZiZnuGqfPScwf4/yPz2OwGEiGkrjb3CiKxDgmeydp3dU6Z4KZ3WvHf8CP0W4k1BdCb5Y8Ap1ex8VXLtL+cPtlE/OZZ8+g5lRsdTZxWVkBBSZOT1x2dvM7jSrhV6BUywsQy95oLNfBGRubXZ7hlVdm9+BWVXl9JuGvlOvnRtThd/m6lkXwy8VCVmpFJWYAOmo7ODc8Stw6wEhshP5wP/3RfrL5LLWWWoLJ4LTWiGcDZzk+dhx/3I+iKkymJskX8tTaatEremLZGF3uLopqkeH4MC6Ti/vX3s/D7Q/zQu8LpHPpqeBrZ00nmXyGTD7Dh7d8mKHoED85/xNanC2sr11Ps6OZQ8OHphRGj214jBf7XuSliy9hNphpsjdh0BtIZBM4TA4UFNyWMsnMzAS+nPs+lyT00u2XqPvnOnz4FlWxLKc6ZcQfoe/FPi6+dFHKG2/zEhmMcPIfT9J2dxvoAAXio3H0Zj3ORicGi5RNriw/UYmWrhb69vYx2TuJ3qxHQSGXyeFe5cZkM10RMUeHoqg6FZ1JN/Wa0WEkOZ6c1nTlekaV8CsQCAjJZ7PingGx8lMpeX1meYZkUki3EiaTkHAlKqt5alnAS6niORduRB3+tURFJWYcDjAV6tlRcx/xtf/AS2NvE86EWeVcBQpcDF+keKHIA+seoN5WTzwbp85WRyKbwKq3kivmqLHWMB4fR1VVikqRe1bdg0lvom+yj2Q+yQc3fHAqmFoZfLUZbZyNnMVisOA0OyUBDLil8RY8Fg93td0FMBW41SaxT93+KR5qf4i9fXt55eIrOMwOulq7ODF+gonUBPc13jd1rVfSylGzsp8feB7VqVK3sQ5dnawc1mxYQ+pXU5hfN8+pYpkroLrp8U2Lnm/KXdPsQFEUhruHpUZOnZXEaAKrx0o+k8ez2kO4P4zFaUFVVfRG/Zw17UEmnB1P7eDH//rHGPIGrB7JB1B0Cg3bGq6ImF2tLlKBFMVscSoonYvnMDvNy8puvpaoEn4FvF4h0KEhIXmrVR6LRXl9ZnmGrVulWmZ9vRB9NiuF0ypr4GhuoqEh+SsUZBJpaZnbTbQUXC0d/o0k91wK/BE/3bFuYmsSDFxYT21gI52ra/jAwymeHRrAEXPQ5GxirXstKiqnAqcIpAKcmziHSW8inA5j0ptYW7uWRnsjA9EBLEYLJp2JVCFFs72ZbQ3b6J3sZV3NOtwWN1ajdcqX3tXSNRV8LapFwukw2XwWh9nBmwNvYjFaaK9pZyg2xH7/fiLpCC6zC4/ZM+06fG4fT93+FA+3Pzzlatni3cJ4fByT3kRRLS65g9ZcmcnOmHMqYzfpSOLOuRk6METrna3Y6+w4TA4SzQne/+X3zzreUur5zwWtUFshV8DisaDoSpLU0wGadjSRjqRp2dmC/6Afk8OEvcGOWlCJj8VZ+8DaWQlZ0+5Xl4/tT24ncDIgx3dbqO2oRW/ST+t0tVxsemIT46fGpTNYyYefCqVYtXvVgi6r6wlVwq9AV5dUsBwZEc18Oi2F2NraROc/k/w+8Qn44hfLXa+KRfHnV7pX9u6FixeluFukFONS1fJKQrP0rzWua7nnEvxhlUSmU3RMpCY4PnpcqlA2b6Ot7QLh9BF8LXdwaPgQwWQQs86MgkLPRA8b6jawpX4L5ybPMRgZ5I7WO9i9ejcv9L7ANu82uoe7WeVaxWR6EqPOyERqgvdsfA+BlJyvqBbprOuc5kt/fNPjU8HXcDpMvphnLDFGMBXEZXZh1Bk55D+E1Wil3laPx+IhlAoxkZyg29+NP+afFZeoLIuwt28vr/e/jqqobLZsZtvENkaPjRLzxuaULVa6a/SKnn39+/juqe/SEmzBoTrQZ/T4s36yhiyNjkYmeyex19kXXDnMrLA5s57/fNBq4ljclqm6OAarAVSJD1g9Vmz1Nny7fIwdH8PkMLF69+pFNfUa2h9qp5ApTCvqNt+qYKnwdfnY/YXd01Q6m35l0w2l0lFUddkl6K8adu7cqR4+fPiajsHvhxdfhJ//XOrVe73ScOmhh+a2xBezin/3d6VpyltvySpAiwvkctL2sL293OrwWuLzn5cAdWUweGJCXFtf/vL8+10JllIHZ1orQodDHPLh8LTGKJVEls6nebX/VQYiA6yvWY/b4iaRTbDLtwuT3sTbY29zS+MtnBo/xcnxk+h0pWYcOiOr3KsoqAW2eLdMNT45HzpPq7MVp8lJ72Qv/qifyfQkJr1J4gHBc2z0bqSzrpN6mwSFi2qRsfgYn9756amxFYoF/unUPxFIBjDqjTQ7mklkE4wkRvC5fLx31XunZKWaHHP3mt3T9PGaAqfyeh0mB2OjYxw5eIRGRyM6iw5XzkV7pp33/sp7pxHRc2eeI5lLSgbv0EHsJjvRdJQjJ4+wyrGK2x23k1bTHEkcYYd1BzWpGprvb+Zi6OK88s/DXz88paDRoBbFEp8pw6zEmefOkEvmKGQLYsXbTahFlUw0Qzaepe3uNjyrPVNEfTk1/pebgHUjQ1GUt1RVnf+Gl1C18GfA54NPfUr+loLF3CuqKn/a85mvXy/z7Tst91yoEfc00i+1Igzqs/QOHSSSjlCXN7J234vU/4Z8SJU1YU4FTlFvq2c4Nkw4HZ5Kyuqd7GVX6y6GokO8p+09dNR2MBgZ5ELoAtlCllg2RjAZpLO2k/H4ODajjUZHI+l8mjcG3+DutrtZX7Oe4fgwddY63rv6vVgMFkLpEM2OZupt9QQTou4ZS4xh1pt55q1npBa83sSR8SMUKbLOsw5FUUjn05KAVSgQzUQZjAzS6mpla+tWzk2eo6AW5q3XM7MGTqAvwLBxmJSS4g7jHST1SfYX9uN4w8H9Hy1LmzTp6MHxg1Nxhf5IPyazCV1ex6uxV/EavVgVK33xPja5NpHMJVFQsBqtU5NP5eekNU3XLHtg3oBqJbResxaPhdauVsZPjBMfj7P2/rU0bm8k5o9dcUvCpej8bzZUCf8qY+dOOH4cmprEI5FOy+tNTRL03bnonPzO4B2Ve/r9DD73NXYGgigNjUS2daBrEut4ZoMRAgGCDj0Hh7qxG+14rB4SmRQnTr5ER+ShWTVhtPLHbrObSEZ8aBaDhXA6TDwbp9XVSjwbp95ez/am7QxEBghlRDffYG/gdPA04UyYRC5BR20Ha2vWAjAUGyKajuKxeLi18dYpa36rdysH/Ac4Pnac3olerCYrdr0dnU7HG4NvcG/bvViMFiLpCNsbt2MxWsgX8vRM9NDibCGTz9Bkb8JqtNJR20G9vZ7XBl6jwdEw7ZZVKnBmloroDfdSY60hr+bRKTocegfY4PDoYe6v0LJqpRQimQg1lpqp++X0OBkaHUI1qawzr0PJKQQyAT5yz0foUXuwGW3zTj5LbRI+E5VqnmwiO9tdcwVuRC1Za/jI8LxF2G5WVAn/KuOhh+Dll8UzoUk89fpygPihh671CAXvmNyz5KJJhgLYG5swJjM0vnyQsfftothYO6vBCF4vF3v3UVSKDEQHSGST1Ob02N3eKdKprAnjtrhJ59PUWmuJZWIkc0lUVZ3Sxj+x6QkODUvXpmAqyJYGSYLqqOng2NgxJtOTxDNxUrkUg5FBtjdtJ5gKMhQdwmF2sK1h2xTZg+juE9kE0WwUk96EWW9mIj3BhroNALzQ9wJNjiaimSixdIysmmUkPoJZZ8ZhduCxeqi31qNTdPRM9mAymDDoDbQ4pgcBK/3oM2vgZM1ZdDkdDotjantj1kjYHp52DK2UglFvJJFLoFN0En8wFXE2OdHH9OQS0oh8Xes6etSeOesQVU4+V9Ik/GpY4BF/hANfPcDI4RHy2TyFTAH/IT+XXr7Erj/YdVOUT1gIusU3qeJK4PNJlu7GjeKzv/VWedywQV6/Hmr9QFnu6XSKG8fpvEoB25KLxlbfRLqQIe+wkXfYcZ/onTs42NXF5MhFxkf6yOWy1OUMGKIJXmtIcy54TjZp6SKcDhPNRFlfs55gMki2mOXBdQ9SUKV08lbvVlHO+Lp43HEH6/a9zfpnX+bOwyPcb+jgYvQiQ7Eh7Aa71NLR6bgQusAPen5AJB3B5/ZNFUULJoNTwzsxfoK1tWtZ7V7Nnb47ubXxVow6I0OxIfrD/UQzsipwmVwcDxzHbpBiaMl8ktH4KPetuo8H1j+A2yIljW1GG0/teAq9Tk80E6WoFolmolMVO2deb1Et4m5yE0qFaC22ggq5VI5oLErHxo5pt1LT9jc7mjk8dJijo0dpsjcxkZwgb8jTvLqZQGuAC9YL6Kw6eoI9U5NLJWZ+Tm6fm02Pb2Lnp3ey6fFN19SS7tvbx8jhEXKZHNHBKJFLESKXIvi7/Rz48wNE/O++GvfLQdXCfwfQ1SVNT1Yi8epq4h0pu1xKfe3Qd3Bw6CAAFpsZZWyMcLp1tqzQ5+NwVwt1py7SFMuTdNu4tH0LMXse0pOySUVNmEQ2wb2r7kVFRVVV2uvapweD/X5aXjlES+0tsFVHMRrBeaCXH9aexdngxqg3Mp4YByBbyBLKhCRYafFyMXyRk+MnOTl2ki0NW6i11XIxdJFf7vxlzofOk8qnsBlteKweeid7aXG04DK50Ck64rk4az1rURSFRkcjJp2JJkcTef7/7b15cFzneaf7fL2v6Aa6G2uDIEiA4AJR3ECKkiWOLFuiFNkybWXi6zixbFmqbI6tiSsex564ZiZOxY7Kurbn3kxJVuxMxTexSw4jmxYpWZYiUQspUFzEHQtJAI2tF/S+L+f+cdDNBtgAAXABSJ6nikXgdPc5Hw7I93zf+73v75fDaXKiU+tYWS2bmR8ZO4JOrSOZTZY0dPRqPS/1vlTaNC3XwNm0YhMOgwODz0A8GKdgLWBeb2bHbZVLNC06C7+77ncZiY3gi/sw68xYNBb6w/3Y9XY21G0gJ+U4FzrHfa33lVZElQTWlhojh0fIZ/JEhiLkU3m5SaoAiUAC/xk/ffv6ZpVfvtlRAv514moLvN2wTLa+OqucbGvaRu9EL3H/GCaX69IN20nUzS0csU7qyGiMJHNJ8pl0KQ8N8/DEnVxhUFVFu3oVB9MHARXt50K86zAgEGys20g0GyWaiWLQGmivbqc3KOvamzVm/Ek/F4IX0Kq0mLXmUr6/+ACr1leTzCZJ5VK0V7eTyCYIpUOsd60vOU8dHD6IUWsklJRn6heCF5CQMGqNU0xPtk6WkRYrcso3TXetuWg16GmbQ8UTUze4i/sT54Pn+dXZX9Hp6qTaWC1vKGcydLo68UQ9CzaYXwyEJMilc+STcrBXqVVISKhVaoRKTDFEvxVRAv4CudmalK4bZa2vTksNTts6kJrkMssZgkiHswOT1sRYbIxgKohNb6PF1UKzrbni+2elKK4DOM2TDx1/D65z4Il4MKqNhFNhVCoVGrWG1Y7VBFIB2fg8PIhZb6bOWscy27KS3MEJ7wl2LN9BV2MXx33HiWVjbGuSy0Dz5LGoLayvXU9BKmDX20vXPeY9RoECJq2JWkttxc3RF06/wPq69RU3TYt/n/WfJZgKlpy5Zgr2UNkboMXeglVvxWawEUqFsBlsdNZ2UmOU91SupcH81aZhSwOebg9SQUIqSBQokM/k0Rl1qA3qKYbotyJKwF8A3d1yw1UmIzdm+Xxyw9Zf/7US9C9LuYHB+Di4XIxsXMXBaDe+Qy9VnJ12NXYxEh1hXe26KWmFrsauudXylzNNXMdpdiIiUTzL19JiDcu6OvkMqXwKvUpPX7CPRDZBZ20noVRIFjCzNpYqf7Y1bZO157Wy8uWOlh2lXHt5rfxAaIDf9P+GdC7N3t696DS6ksOV2+bm2UPPYtFZpgzVorOUykjLSWVT7Ovdx89P/hyT1kQql8KmtxFKhjBqjYxER2ZcLc1ketLuaKeztnPK8Ug6smCphsWibWcbF167QDqcJjkhe91qTBosTRY0Ws0UQ/RbESXgL4Af/1g2WimXVPD75eNKwL+UikF50tB3LvX4M+m2A3Or5S8bx3G7H+uB19E7aml134ZTMjA0dAL13XfQmushU8gwEhuRLRMtDTiMDj4Y/wCj1kiVvgqH0UGVvopENoHNYCOWibHKuWpKegVka8eT3pOc8J3ApDaxsXEja11rSRfSZHIZ4KLPLswciItlpMXj/rif/UP7CaaCrHKsoi/YRywdw2l0YtQaGYuPsc617tLy1klmMj0pr1660lz99N+32+qu2DV8LbC5bWx7ahvSMxKBMwFQyUbnao2ahq6GKYbotyJKp+0CuOceOQ1sNF48lkzKpYxvvrlYo7r6zHv2PMM5yme607tGi92f02eWJq3pkiA6nfl8tnwczokUhiPHKXjHua3zPvbZ/VhXruGV/lcYj48TTUflP5koHY4O0rk0DVUNdLo6+XXPrzkbOCt3xFobuLP5Tr55zzen3JdyH9+iB8Cx8WM8sPIBNjZsBC766qazae5vux+31X1Jrr5SDv/1C68TTAYBcFe5OTp2FI1Kg06tY5VjFaFUiPtX3l/q9J3P7/Va/L4HQgO80v8K9ZZ6MvkME8kJ1Co1D696eE5WjQvlVqvFVzptryEmkzyrLw/4mYx8/GZhzp2wl2F6V2gmn6F3opdvv/lt7m+7n7P+s6xxTVVWnC7zOxOXqxGfaRyZhipGqm7nmPcYP8sdwqaz0RQawGaw8cH4B6XKGKvOSjwbJ1/IU2OoYSw2xgfeD9CqtaXrvjX4FkdHj065J5V8fDUqDUfHjrKxYSP+hJ+DnoOYtCaEECSyCd4beY+tjVvxRD2XbI4W9f7HY+OkcinuabmH/mA/qVwKk9ZEJpchkU3IqZ3JVcdsqZiZcvJXmqv3hD388L0f4k/4qTPXydITgR7C6TDpfJpsPks4EyaRSRDLxPDGvHxuw+euSdC3uW1sfmIzm7l1K3IqoQT8BXDvvbB7NwgxVd5l1+wT0huKvYeP03u0k2zUjq0mTfttYezVFTphL0N5UO4N9PJy/8vEM3Fi2RgTqQkmkhOkc2k2NW4qfWauMr+zmXDPNg5/3F+qklGhosnaxNtDb7POtY5IOkKukEOv1pdy6nXmOiQkTvtOs861bopdYyAR4Pkjz/Pw6oumxZV8fJ1GJ2OxMfk+TPRi1snSA+UPQ0/UU3FVUx6Ii6ua9pp2DnoOUm2opneiF51GRywdo8XWsihlk8UJgi/uo95STzqf5uDwQc74z6BX6znpPUkql0Kj0mDUGBkMDfLq+Vc54z/DJ9d+8pqmeRQuogT8BfD7vy/n7E+fBq9XblK6+275+M2AxwOv77NS5zRQ7UiTTGg4+FodXfcWiFsG5nWuYlDO5DO83P8ykVSEwfAgqXwKf9yPy+TiVz2/AiCVTzEeG0ej1vDExstLiF7OhLvSOKr0VVMDrtE+RT6hwdLAWHSsVDFTY6xBIKgx1DASHbmkMshusDMUHppyrJKPr0lrwqQzyU1UyRB6jZ5kNlmyNyyuTC6XVin+zHaDvaSLX6WrorGqkeW25TTbmhcleBZXUPXWetK5NCatvNz1Jrxkc1kimQhmrdx0FsnID9Wmqia8SS+JbGJBq0eF+aME/AXgdsu+tUu9kWqhdHdDrUOPSh9DqEyYLDkAjh8xsGPn/Ko2igGqd6KXWDrGQHiAZC6JXW9HpVIxkZrAoDbw6rlXWeVcRa2llkZL4xTnp5m4nAn3dMnksdgYrdWtsqm4xlCqvgG5NNGgMXCH+w6GwkOMxccIp8LYDDbqzfU025pptDZWNGRvtE6t/Kjk45spZPjy1i+TlbIUKCAhsa1pW8l2MZaJoRKqeW1gF6uCvrr9q4seKIsrqOLKA0Cv1lMoFIhmomhVWtRCDQKyhSx6lZ54Jo5Ba7hEn0fh2qEE/AVyMzdS+Xxwm7uV7tHJTlitAUkbYXxcKpUczkhRu/7sWQgGcdfU8HtuB09nAiRyCdL5NHa9HaPOCBLkCjmyhSw6rY5PrP5E6TTlzk+zMVPeudIehECUtHUKFNjm3lbSxSmmgkoloK5LS0C1Qsu33vgWcDGQTyQn+Mq2r5SuWXzAbGrYJNsnhgZw29xTfHyLD0GdZqp5STwTZyQ2QjafxWaw0V7Tjt1gv+Q+LMW6+OIKymlyss29reQJXGeuQ6/RE06FiaajaNVaNEJO60SzUbbZtwFz37dRuDKUgK9wCS4XJBIXO2FDyRDanIP7Oltx25wzf7CoXZ/Py64vajWEQjiNRj7tMxJqcuPT+FCpVGTzWaKZKNl8Fq1KSy6fm3KqKw0AlTaLfUkfnoiHzY2bGYuNoVPr8Ma9HPcexxvzcm+rrCxZvmpQCRU6ta4ka/ClLV/ixZ4XGQoPEU6H6XB08Dsdv3PJA8asM2PWmjk6dhSj1jjFW7bSymRVzSq+d+B7NFgaSrr+Bz0H6WrqIp6JX5UKmm5P91UxNa907fL0Wo2xhnWudTRZm9jevJ0DngMMhgYZCA/IXa9CjVqtptZYy+ZGeVP1SuwZFeaOIp6mcAldXfImtC7vZFvTdu6s20m7uYudO2YJ9nBRtmBsTN7Ndjjkv8fGaG7uZP1AiiZrE+l8Gn/CTy4v68ho1BrSufQUUbK5BoA9Z/aw6192se3Zbez6l13sObMHkFMMxU3XYlWMChVCyNru0XSUfb37+N+H/jd9E31srN+ISWsqBa1da3bxUPtDpPNyPrroEPXy+Zf5nVW/wwv/+QV2tu/kl72/5KmXn+K94fdKDxiVUGHVWdnTu4fnjz5PKBVievmz2+Zm15pdPLnlSXat2YUn6qHOUocQApVQYdKaMOvMHPceL6V6EtkEdZa6Us7bE/bM+XdaLBWNpqMssy0jmo7y9LtP0+3pnvVzxQfZ5a5dfIiZtCbGY+OYtCYe6XiEB9seZIV9BY1Vjexo2cFq52rqrfU4TU7uW3EfNaaaS8ThFK4dygxf4RIqNMOyY8ccUlhF2YJwWPZ6BDAYIBTCUbeNB4NbeMsxgDfhxWawYdKYUKvUtNpasRqsHBs/xr3L751z08+eM3v41hvfotpQTbOtmVAqVEq5zLhJa7CTyWcYi48RTAe5e9ndCCHoD/aXbAanG41kchm6R7pLzVgnfCdI59N8Zt1n6Jvo4/sHv89r517jz7f+OVX6KiRJ4kdHfsTL/S/z4eUf5pkHnkEIMduPgi/uK1kpAhg1RgpSQTZMd0lTVivTc95zmYFXKhUtHp9tlj99pTRbvn2mVNPnNnyOfX37ODR6CLfVzcc7Ps6Gug0VS1AVri1XFPCFEH8PfAzIAP3A5yVJCk2+9nXgcSAP/LkkSS9f2VAVricL2qMoyhbYbHInmskkO77YbBCL0bpqK9/98J/y9Ve/jjfpRSBos7exuXEzBanAoZFD8woAzx95nmpD9SVB7Pkjz/PDh35Ymq1Pr4p5f+R9gskgPf4eDGoDjdZGzDqz7Irl3naJ0chB70EKhQKD4UHimTiSJFFjqOFHR37Ep9d9GoFgT+8evnfwe3z1jq/y7z3/zq96fsUDKx/gyU1PIoQoBeUefw8TqQmqDdU4Tc6SqmfRSrGYRgumgmjVWu5tvZdAIkB/up9oOopNL+f2a0w1paqeufRLVCoVtRvsDIZntjTzhD283P8y2VgW9YSa+nQ99TX12Nvs+PS+Of+zcNvcfHHzF/niNNWyritxOVFYEFc6w/8N8HVJknJCiO8AXwe+JoRYC3waWAc0Aq8KIVZJkpS/wuspLGWKwmj19XDypBz083loaZFzRDvkIP7JtZ+s2CF7f9v9s3fXTjMzzw6cx946tVW+WCZZnicvr4oB+MD7ASatCYfRQTwbp3eil/bqdlK5VEWjkeHIMGOxMYw6I1q1lkQ2wS9O/wKtSovT5GRXxy5S+RSvnnuVx/c8DsADKx/g4faH2dq0dYqv7bngOdQqNZ6Ih3QujUVv4e7mu0u9AHc138U297bSKmdD3QaeO/IcGqGhxlhDMpfk4PBB1rrW0mxrnvMMvFKpaCgVoqmqsqVZccwiKUhcSKAxaujR9lAYL9B3uA9HnYPTQ6dvap/Ym5ErCviSJL1S9u0B4NHJrx8B/lWSpDRwXgjRB2wF3r2S6yksccpzQYmELDhUUwPNzVPqVudTP1+i3My8rg5iMT52VuI1/Ri4Lwat8jLJYoqhvCrmuPc4Rq2RbD7LGtcaRqIjCCE4Hz7PypqVpXF4wh4CiQC/Pf9begI9sjQzspKmQPakNRqM+BN+3h95nwZzw5ThPrnpSbY2bS3JR9gNdk76TmLRWzBpTXgiHhDgMDroD/azvXk7IPcCGDSG0iqne6SbTlcnp3ynSOaSGDQGktkkJ7wn+OSaT/JS70tz6jauVCoaSAb4/IbKlmbFB4k77Mav96PX6ikkCnzg+4D6fD0rj67kbN9Z+vb2sfGJjdfMSWqhG81LneKKbz5Kp1eDq5nD/wLws8mvm5AfAEU8k8cuQQjxJPAkwLLpLtoKNx5zyAVdrn6+ImU69gBUVdG19qP0nP03jtUYSkEsmAry2c7Psvv0bnxxH0IIBIJoOspgeJDegDybD6VCVBurMevMXAhdYDw2zsc7Ps6DbQ8CF0XZPrLiIwyGBhmODKNVaTHpTEiSrFufK+QYigwhhODd4alzmTcH3yytVoqpoaLfLsjlqCDn6oMpWRun2AtQroHzUu9LJfni3oneknyxXW+/xN6xSKUN7y53F1/d/lVeOP0Cg+FBmqqappSKTqc4ZmPCyMaqjQxkBwiEA2TJsnZwLZaEBWu7lWQwyeHnDmNtsF71mX65JtEy2zJCqRBPv/s0X93+1Rs66Hd7unnu8HOMxkblpr3J/fxmezN7e/fyxKYnrtnPd9mAL4R4Faiv8NI3JEl6cfI93wBywE/nOwBJkp4FngVZPG2+n1e4MZlTLXl5CufwYXmVUHUxsG1adTeaRIpv6YYZCg/RaG3ks52fJZ6Po83KjT77h/YjSRL3tNxDs62ZYFJWmSwG0FQuxcqalTzS8Qhf3CznmIsz8ip9FVX6Kna0yjP+eCZOIBnAaXKy1rGWU4FTpfx7X7CPTlcnX9z4RX5z/jd8/+D3AXjmgWdKQbnot2vSmtCoNCAgmUti09vwx/0c8x4jlUux+/Tu0kyvvL692DNQFIiD+a2Wutxdcw4kxesabAY0aQ0bzBuwxq1IQQlnzomuWodQCYw1RmKjMUa6R656wF/oRvNSxhP28MyBZxiODnNu4hwFqUAmn0Gn1hFIBojURHjmwDN896PfvSYz/csGfEmSPjLb60KIx4CHgfuki7Vnw0B5D7p78pjCLUJ55Uhxll2QCpdUkcxYYTIthRMRWSZ+9c+cX78MQ30T7TXtOPM61q+/j91lIka7T+9Gm9VSpa/ipPckDqMcJPqD/Wx3b6eztpMDwweoNdeSyWXQaXS4jC52tl10k58uytZe004gHiiJpp0LniORTWBQGTjjP8NAZICV1St56o6ncJgcfEzzMdpq2kpB/y/u+At+2fNL6s31nPSeJJlNYtVbSefSBJIB1jnX8cbgG6UHU7nUwOUC+oJWS3OgZHjeoiX+fpxYIUbGmKHleAuSWsLaaAUgl8xhdpmJ++JXdL1KLGSjeamzt28v50PnZbG7fIpEJkEmn0Gj0mDVW+Wu7HyGvX17eWLz5eVF5suVVunsBP4S2CFJUqLspV8C/58Q4nvIm7btwHtXci2FK2DaZue11oEorxyZPssuD2Ywi559WQrHH/dz1JmmdThP84UJPDUODvf8B13mVVT/3uemXLvH30MoLdsGngueo72mvfQfCZAtCdNxMF/8jMTFhWW3p5u9vXvxxr3UW+u5q/ku2h3trKtdx2n/aYajw6TzaVbVrOK1gdcYiAzQUdPBX971l7jMLiLpCLWW2lJapjzov9z/MolsAm/CS62xlq1NW6k2VnN45DB2g53b624vzeJBzqPvWrPrsgH9WnTelj9IEusTGIYNdJg7iBPHXGtGZ9WRTWTJxDO41rowu8yXP+k8me9G843A4ZHDWLQWORWIIFOQvRHyhTxIEEgGqDXXcnjkMNdC6PNKc/j/C9ADv5msMz4gSdIfSZJ0Ugjxc+AUcqrnT5UKnUWiwmYnL74ob65exaBfvrkWz8TZUL+BZbZlFWfZcNGir1gXf3D4IOFUGK1ay76+fXzRVyhZEfZO9KJx1RHZWoPh6AcEL5xm2JChu83E56zy8hHkB01/sB+NSkO1sRqtWssJ7wnaatpKmjXHfcdprWnlvtb7SmMvyjiMRkd5+t2nsegsJLIJwqkw/3b637h/5f04TA42NWziQ8s+VJJ4tuqsNFmbuNN9Jw6To9RAtKNlB0IInnngmdLPKIQgnU+zs33nlJn6g20PIkkSdZY6VOJiH+RCOo2vRjduOaUHSZl6teejHg4/d5jYaAyzy4xrrQuVWkVj19V3kprvRvONgCTkMly1UF+caAh50lHsQkbimlkxKgYoNzu7d8PQkNz9Gg7LNfH19XLlzFXSc55u+PHW4FsUpAK7OnZxLnyOakM1EhKhVIidbTspSIVSMFOr1Lx+/nVZQTGfQ61So0LF89LHEPEEPbkx3hl6R85hZ3UM5gL07ehEr9YzFhtjc+PmKWYqQ+EhTvlOYdaZyeayHB0/ilql5rPrP4tBY2BPzx4+suIj1JprS+Mvjqc/KNe6O0wOwqkwo7FRvHEvNYYafvjQD0sVMeWBeTw2zqHRQ2yq31TR3WlLwxaa7c2zmrUAM75Wro5ZyUCmyOWMZq4mYU+Yke4R4r44Zpf5mpZm3mxVOj96/0c8f+R5dCodJ/wnSGaScg5fpcOoM9JZ20k2n+ULG79Q2lOaC4oBioJMTw+cOydLHNjtciNUsUb+KvHjoz8mlA4Ry8TwJXxYDVbS2TTveN6hw9lBMidfy2aQg0J5Fcmenj2Mxkax6q1YdBaimSipXIqfVfXTeewcGrsDp8FBIRzinHeYof8kSyAksgnqrfXYDXb29e3DYXLwi1O/oNnWjMvo4pT/FCOxEVLZFBIS3SPdbGnYwn2t92HQGKaMvzieNwfeLOWMbQZbScBsMDw4Y0WMUWvkgZUPyPIIZfX2o7FRDngOsLdvLx9v/zgv97+MChV2o13efzA5S7P4h9ofmjFPP9c6+/l0xF4pNrftutXez2ej+UZgZ9tOXrvwGoFkgAZTAxF1hHgujkltwma0YdAaaKpqmrKndDVRAv7NzsSELGJWtOMymeRgPzFxVU5fTCM0WBowaAxkChkS6QR5Kc9YfIyH2h+aksMvT3uMRkd5d+hdhBCljUyVULGyeiW/Ch+h4SMP4e4Zo200zge6GP9xexWY0yzPJohn4nTWdpLKpfjt+d/y8KqHqdJX8c7gO7KuvbUBnUqH2WRGJVSsda4lnU+XLAPh0uB6wHNg1pzx5TZQu0e6yRfypRVGg7WBwdAgf/f239Hh6EAIwQnvCd4aeIv19etZVbOKZlvzrBuvL/W+hFqoOek9STgdxqa3UW2opj/UPyV1Mx/3L4XFw21z89S2p3ju8HPY9XaCiSBWvZVoJkq1sRqb3sYTm564ZrX4SsC/WSlu1B49KgviWCxyKqemRrbqKmrdXCHdI93UWerIFrIYhRG9Wo/NaCOUDOEwOshLee5qvguBIF/IY9KaSgHyvZH3qDZWyxZ9uQSJXIJNdZtkk/B8AvWyFsZbZHMSQ9xPoeeXeKNjdDg7aLI20TvRywHPAUxaE2ORMaLpKBPJCcxaM6PRUfQaPS6TrEQ5FhtjXe06PFFPRaXK7pFuVKg4Nn6MFfYVJW2e8pzxbGbqu0/v5henfiFX76gNBJIBEtkEE4kJClKBXCFHf7Afq96K3WCnd6IXX9zHV91fLZ27eD99cV9pj0MIwb7+faTzaXL5HNl8Fl/Cx+bGzVM2uvVq/ZzdvxQWly53V8m2slxqo8PZcUM1XiksFTwe+MlPZIniwUFIpyEQuKhied990NFxVS7li/vYsWzHxZmv1iJLFGRj/P1H/37G5Xix1n1jw0ZOeU9RZZBFx/wpP3nydLo6pwQwp9nJvcvv5YTvRKm8Ua1Sk8vnqLfX88q5V2ixt1BrriWRS+BL+Kgx1mDWmam11BJMBbHoLJz2nS6Nu5hzL5qE39F8B0atkf2D+4llYqxyruKhtofwRD0cOXSkNJsul38oz50325r57bnfEs3IipQ2vY2B7AAaoeFC+AJrnWsJpoPEM3FUkoq7mu/CE/XQRdeMmjjDkWEGw4PUGGuwaC2ciZzBm/ByYvxEyXDEbrCTyCZKlUhz7l5WWDQWy9NACfg3I3v3Ql8fDA9DLifP8EGe1dfVwcGD8OlPX5VLucwuzDozuzp28Y7nHXwJHxa9hd9d+7uz5l6LKYjN9ZsJJ8OE02Gy+SzpQpptjdu4f+X9U1IvA6EBTnhP4DA6eP386+g0OlZWr2R93Xr0Gj0D4QE8YQ+JXIJIOoJVZy3tGXjjXgLJAD/94KcEU0FMWhMt9hZimRjPHXmOTldn6cGysWEjK2tWljZMf3L0J/iT/lLN/knvSR7b8FhJpbLctNtpdJIpZFAJFdF0FKPWKHfnak2lcs06qywxrNfoabG3lFIulXLwgUSAl/pewqw1E0qFCKfChFIhXEYX2UKWdC5d0syXJOma1OMr3FwoAf9m5PBh0GhgYEAWLTMaIZuVtW2qqmDlSnkV0HXlm2HFvHZ9VT1/uOEPp1SHzEapg9Ts5MOtH6Z3opfx+DhOk5PPbZBr6/VqPfsH9+ONevElfTRaG6kx1aDT6LDr7bQ72gE46Dkod7xG+mm0NMrpJJODC6EL1BhqCKfCtNpbGY+P02Bp4JTvFFa9FafJSS6fYyQ2UvK1hYu57719e+kL9uEwOkrCZX3BPvb27eXBtgcvMe3uneilydLEcHSYYCpIY1Uja5xrGAwPYtKaiGfjqISqtP9QnnLxxX1TcvWxVIzz4fOMRceoNdWiUqkIpAJyOZ8kkS1kGQwPEkwG8UQ8fGL1JxY8a7za5ZwKSxcl4N+MSJI8qy+W3BqNoNPJs329Xn4Y+OYubzsbC+30nOKQZKphnWYdTammSxqyuhq6+Gf/PwNQZ6ojm88SSobQqXT0TvSy3b2de7Xt1L7/NgVvEGNjFT0tTbwVP89EcoJQMsTtdbfTbGtGJVQ025pJ5pL0TvTiNDmps9ThjXunjK0YiF/pe4VqQ3WpdNKkNVGQChweOVzSzp9u2m3QGFhft554Nk6duQ6bwcZq52pGY6OMx8aptdTS1dSFTq2bknIRQrB/aD8OowM1ag6PHyadT2Mz2PAlfWhVWqSCREFVYCw+hk1nI5PPYNKa8CV9jMXG8IQ98w7UnrCHfzr6T/iSvtIq5sDQAdocbUiSpDwAbjKUgH8zsmULHDsmB3aVCjIZOfibTPLXOp3ccXuVWMjMcrYHRbmWzUnvSTQqDVX6Kkbjo6x2rqbF1sKF8AW0ai26US91bx7Hh4XG27fgHe+j5a2jjG6uo8O9nVO+U3iiHuwBO5Ik4Y15cVlcpXx3g6WBQCJAJB0hlU1x3Hec8dg497XeRywTw6g1Thm3QCAJaUbTbo1aQzqfZkfLjlLaKJQK8YWNXwAubsoWN6+L900gSq5YI7ERClIBvVpPNp9FrVKTzCZJ59NYdBZsBhsWrYVcQe5b2Fy3mdbq1nmXYHrCHv52/99yZEzen2ipaiGRSXBg/AD+hJ+Pr/74jPr6i8XNVpd/vVEC/s3Izp3w2mtw6pScwgmF5NLMqio5j2+zXZV0zpUy04OivMRwODpMLB3DG/OiUWtotDZSa6klnAnL6ZDuQwi7nVWuLejUOs7q8licTXw0YOHVpjxCCNQqNcORYW6ru41TvlOsyK+gqaqJSDqCWqXmiU1PcHT8KK+ff51aSy0fWfERDBoDeSnPYHiwpGKZyqUIJAPcvexuHCZHRdPu5fblPLrm0RndnGYKmgWpwD0t99Af7Mef8FOlq0Kr1tI30UetpZZUNkUwFUQIQbW+mlpLLaudq4ln4mxu3DzvEsxuTzfPHXmONy68gV4lm8P0T/RjUBuw6q2MxEZQCdUV1/NfzXTRzaqeeT1RAv7NiNsNTz0FzzwjV+osXy7P8ONxaGqCJ564plo6c2XPmT08f+R5RqIjNFobeXzj4zy8+uFSfj+TzzAWHcOgNRDPyk5TZ/1nqTXXYtPb+NLWL+E+/xLU1eFPTnBw+CDj8XF0Kg2WkQl6mjS4TPIGZygdwmV20ZptZTQ6yjrXuimz7KPjR6m11JLNZ+mf6Ke9pp073HdwYPgAeSlPMBlEp9GxqmZVqSlm+obuiuoVpQ3d+bo5CSE47j1ONp/FYXSgV+s57j+OQWNAr9ajRo1Ra2SNYw1nA2fJ5DPo1Xo6mzpxmp1E0pE5l2B6wh6eO/wcGpUGrUpLMB1Eo9JgN9gJpAJkChkc4mIvwkLr+bs93Txz8BnGo+No1Bqaq5o55T3F5zZ8bkFB/2ZUz7zeKAH/ZqWrC777Xdi3Dw4dkmvvN22CBx+8omB/tWZss/nRFvP7vRO9LLMt41zonFx1o7cRz8UZjY3ytx/+WwDeTfeTOHYAk7Mel6mWQqFAIR4hYavCqFGTzWcxauX+AE/EQzwbx6q3TjGb8IQ9vH7+deosdVQbqknmkvz8xM8Zi4/hi/toqmqiq7GLHS07pnxGMNWntvj9fO+RJ+zBG/MSTAZxGB1UG6s54TtBIV+gxdbCSGwEnVrHlvot2E124rk4XY1dtFa3YtFZpjSzzYXukW7yUp5aYy16tZ58IU82nyWRSVCggAoVbuvF8S6knt8T9vDt/d/mbOAsOrVO7hNIxwinwtT11c1LNqDIzaieeb1RAv7NjNsNX/yi/OcqMFf/1Lkwmx/t7tW7eaTjEb795rfRqrWscawpCUxZ9VbsejsN1gZePPsiDR1NrHwrRCwU4v14H+sNyxkOnOKNDol8IU8sHyOdT/PomkfxJryYtWaqDFUl1c6tjVt54fQLjMfGiWVjtNpbGYuO8f74++jVepptzZh1Zt4dfpedbTunlGP64j7qrfUllctIOsK+PrlJaj73qHukm+XVy2msaqR3opd0Ps0617pSnnpd7bqSoJaExJ3Nd+IwOtg/uB8hCTY1bprX76D4IErmkug1+pJwV1bKYtFayBayaFQaClJhwfX8+/r2ccp/CotWdvjKSTmi2SihVIhDo4cu8bedCzejeub1Rgn4CnPmauq1jERHaLY1TzlW9KMFOdd9f9v9FUXFEtnElPr37PZVtPYH0F2YwGPM4fvwHSTVXnIJL+lcmuW25WSlLCqhoiAV6KjpKNW5P3f4OfJSnjWuNZz2n+a49zgXQhfQq/SA3PBVrMB5/sjzbGjYwItnX8Sf8MvlmJO18Nvc26gx1rB/cD93L7u7NOaxyBivD77Oz07+jO3u7RU3GYt7FiqhKskjF6QCp32nS525xWaq88HzTCQmGI2NokKFTqvDG5taZXQ5XGYXqVyKU75TpRRSMpskU8hwW+1tGDSGkqDcQuv5D40ewqAxoFVpEUKgFVqMGiNj8THaatouf4IK3Izqmdcb1eXfoqAg44v7sOgsU45ZdBZ88fmXeDZaG0uVMkXK/WhBTu2EUrK2fUEqcD54nl/3/Jo9Z/fQPdyNUW0knU/zeq6Xk3e2s/fDzbx2exU1q9bzkZUf4TO3fYZ7l9+LRW/hjO8Mo7FRklm5JNMf9zMaGyUv5akz16HX6Ol0dWLRWQgkAug1eurMdaVgbzfYGYmOlB56deY60nm5HNOsM9M70UssE0NIonSPenw97D67m1whh1ljJpqO8vS7T9Pt6Z7ycxf3LMqJZWJ0ODt4pOMRTFoT47FxTFoTOrWOsfgYaqGm2liNWqjpmehhX9++Od/7rsYu1Co1a11rMelMZAtZTDoT9y2/j9Wu1ThNTu5w38GTW55k15pdC0rZCUlQa6olmU+SzWfl3oF8lkwuw6bGTfM+H1y0abTqrQyGB7HqrcqG7TxRZvgKc6aSWuTAYJ7hs7fx7OH5eas8vvHxUs6+3I/2K9u+UnpPeenmad9pzoXOYdKaqLfU0zfRx+nAada51pUCrk6tw6AxyHo2k1U1Jq0Jd5WbQCqARmhKDVQHhw8ykZxgRc0KubRy+CBmnZlOVydHR4+iUWlosDTIejjJCQKJADa9jbP+s6xxrSl9BuRyzLHoGE3WJjY1birdo3c872DVW9Fr9GhV2hk3GWcTZZteyfRHe/4Ih9ExpTfAYXTMK01Sfl/XuNbQVt2GUWtEQpI7gG0tl6y+5sumxk34k36SWTngR3NRMvkMq12rS77BC+FmU8+83igzfIU5c8mMeyDL2686aNKvoq4OEgnZW8Xjufy5NjRsYOfKnfgTfo6NHUMt1Pz3Hf+dh1c/POV9bpubXWt24TTJqZW+iT4GI4M4TU4kSeJC+AJ6tZ7+YD8TiQkMGgMXQhcYCg+h1+hZV7uOAgU6XZ0UpALJXBKDxoBKqORuWEsjTrOTbU3b0Kv1jMfH2dK4BY1Kw0RygqHwkGw7V8jwoWUf4lzoHAOhgSmf6Q/2E0wGiaajCATng+eJpCP4k360Ki2pbKq0crEb7AxHhi/5GafP5GfKyQtJTHHoAnlvQ0jikvfORvG+fvPub7KpcRPbm7dz/8r7Wedah1qlpqvxyoLqg20Pcnvd7ax2rabGVIPT7GRj/Ua+efc3l0Q9/62KYoCiMC/KK1D6370Ns+QipfERToWxGWzUa1bR7HLM6q0yX7OObk83/+WV/yLLHXuDrB/K4IpJiNo63msskGmQxdHuXnY3w5Fh1Co1eSlfCl6xdIzVrtVMJCfoneglnArLqxQJzDrzlNJKp9HJhroN/Pjoj/mPC/9BrpDDXeXmU2s+RZe7i/PB85zwnmDH8h0ljZ+3h97mrua7aLG3MBAa4IDnAKl8isMjh9GqtCyzLytp8OcLeVrtrfzDx/5hQff/ufef4+2ht3EYHRg1RpK5JIFkgLua71qwB+q1klZQJBuuH4oBisI1Z2Qsi2Q6jCnvZsLTSk8EhP48m1tV7No1s/zyfDZ/izXjZq2ZhlCeTSeTDBLGa6/BHg3ySI+dbquGD639GK3VrTTbmktNUMPRYb609Ut0j3SXmqSKm6KRdETO5wd66Qv0EU1Hseqt+PV+DngOsMy2jK1NW5GERCwdw6aXhdha7C0ks8nSbHw4OsxdzXfRWt2KP+7nlO8UGpWGWCLGpvpNdI92cz50HrPWjEVrIZAMUJAKPPf+czzY9uC8A+CDbQ8yHhvHn/QzkZxAp9HRVt12RWmSa6XcuFiKkAozowR8hTkzvSwzqO5l/JwWS7gGm1VDtT3PRMDKoZMhPJ7qGXP58zHrKNaMr6pZhfPQfrJmE0a9gWgmSlJk2Fy/iTtGM6jvbAEoBfVilUkx4FTKkcczccbisr5+Mef/ct/LpeYeX8JHtpBFIHjH8w6rXKtKsslFieRnDz1b+ll6J3pLK4aCVGBd3Tp8CV9psziWibHdvZ06Sx0nfSfJ5DPzLml129w8tuGxWWfOnrCHvX17OTxyGElIbGnYUiopVbi1UQK+wpyZPjOvWdnPwKGHyamDuJwOMikVarUKW9Mw3d2tMwb8UCrEL8/+klgmhsPk4K7mu6iz1FVs7ikGtWw+y6pCNRcsKVSTYmX3tNzDh1d8lMNH9nJ6FvOPmXR7/mb/31yyAZov5IlkIoBcSXTWLzcO+ZN+IukI54PnqbfU8+yhZ3GZXQghSl3BR8aOIBAMx4ZLjUtWvRWr3opJZyKUDLGyZiWSJBFMBbEb7AsqaZ1t5uwJe/jBgR/QPdqNWsjduYF4gPHY+II7XBVuHpSArzBnps/M3U3QX+cnGdMRj9RhsuaobfXicKhLYpzT87haoWX/wH4i6Yhs3JFJ8POTP2dHyw6+tO1Ll1yzvGY8WW1hRdZKwJAlL+XZ3LAZYjGWtW/h3VnMP2bKJVfaADXrzCSyCUBONXU4OzgTOINRbSSRTSAQGLXG0nW8MS/hVJjxxDhalZZMIUOhUCCYDBJJR9CoNSBBOBXGbrQDkMwlseltc5IsmEl+Yib29e3jvdH3MGqMWHVWMoUMgVSA86Hz18TfVuHGQqnSUZgz0+vF22va0dWdx9XqZcPdXpatG0FlCdKgW4XLdVF6942BNzg6dpQ3Bt7gO+98B7vBzob6Deg1elQqFXaDnUg6UjEYldeMj65xk57woo0luX/5R3HmdRAKkdl4Ozq1jrcG3mJv316S2WQpVVJMQyWyCeosdaUOW0/Yw6bGTQRTQRLZBJIkye8x12HSmQgkAiXJAbvezv/88P/EaXKyvHo5VfqqkrDY8urlRLOyH6ndYEcqSNzmkpuXzgTOYNXKZZm5Qo5qfTWJST/e9pr2y0oWFOUnopkozbZmopko33rjW+w5s2fGzxwaPYRGpcGqsyKEQK/WY9VZGYoMLahfQuHmQpnhK8yZ6fXiOo2OLZth+NAKRn1x6mpMtFhvQ5110NUlzzZ7JnpwmpxUG6tJ5VKMREaw6Cwsr15ecqTKF/IV9VCKUrg9gR6QYLVzNc5Pf4GuEYEzXgCTiZGNq9gdky0Kd7bvLM3uS+eYZYO40gbo9ubtbKjbwK/7fs1bg29h1Bq5r/U+GqwNHBk7UnHvIZqOsrNtJyqhwh/30zvRi0alwRv3clvdbThMDoLJIEfGjmDWm+lq7EKn0V1WsmA2+YmZZvlCEhg1RllcTaMvHc/lc4q/rYIS8BXmTqVc+Jfv/xRsd9PdLXuqlDdfHTp66JIcebWxmoHwAFsaL1aQVdJDKZfCXeNcQygV4lzoHJ/c/kmc916sET9Ypp0Pl1b8zLZBPNMGKMBAZIAPLftQKXXz4tkX0al1FY3Cm6qaSsedZqesXlkbwaQ1XeJ/O5MefiUuJz9RiU2Nm/D3yw8wSZJAwERygmZb8xXX1ivc+CgBX2FGuk+N8MJvBxgezdLUoOXR+1roWlthw9BWubu2Uo68vaadgyMHCSQCs+qhzFUK93IVP5W6g6dv6E7/eXaf3k2+kOek7+TF/gJzPUItKhqFP7rm0Sn+uzMJjs23TLEoPzFdLKxcfmI6xVXL+dB5hiPDZKUszVXNPLXtqQXn7z1hDz89/lNeP/c6iXyCTlcnn9/weaXj9QZEyeErVKT71AhP/6SXaLTAsiYd0WiBp3/SS/epkTmfo1KOXK/V89DKhxiNjvLbc79lNDrKH9z2B5cEj+HIMHaDfcqxSl2qM+nQFAP69O7gopTwbLPdHn8PJ70nSedk1ct0Ls1J70kCiUDFjtgud9ecO2Xnw+MbHyeYCpb2EwKJAMFUkMc3Pj7jZ4qrlodXPcwn13ySP+v6M7770e8uODh7wh6+f+D77D6zG1Rg19v5wPsB/+ON/3GJJpDC0keZ4StU5IXfDuCwa3BUawFwVKtKx7vWzjzDLKdSjtxldGE32Nm+bHtpNjwQGbjEj3WuUriz6dDA5T13K1XwTKQmUKvUU1JRyWySidTEjLP0SsevtNO0mKd//sjzDIWHaLQ28pVtX5m1SmemsSyU7pFuTgdOU22oLq2SnConyVxSMR65AVECvkJFhkezLGvSTTlmt6kZHM7M+RzF2ebevr28eeFNvEEvqWyKNkcbjVWNs1rozVUKdy4m6jMFwJn0/QWCvJQnkU2U5AvCqTDRdLRUfz8XU5Or4R3w8OqHLxvgryW+uI9oOkqtqbZ0TKfSkZbSl6y2FJY+SkpHoSJNDVpC4fyUY6FwnqYG7bzP1evvZSg6RDwT50L4Aq+ff52fHP0JvYFeoLLE8mxSuHvO7GHXv+xi27Pb2PUvu3i179UF/YzlFTzFh4/dYEdCYp1rHXq1nmAqSDqblm3/zI5LSjvne+7ukRsrDeIyu7DqrcSyF9NmmUKGgigoxiM3IMoMX6Eij97XwtM/kQOy3aYmFM4TCOX4/CfaL/vZYjnlcGQYf9zPUHQIgSAQD5DIJWR3pUKWF8+8yGMbHyOajjIcHeY7+7/DRGqCakM1Hc4Ouhq7+M5HvzPl3NOtEceiY/y3N/8bv7fm97h7+d3zmknPtOFbY6hBrVKzrnYdFp2F1y+8jklr4va62+ds7D0f+YilTFdjF+8MvsP+of1ISOhUOvl3pK/m0TWPLvbwFObJVZnhCyH+QgghCSGck98LIcQPhBB9QogPhBALczxQWDS61jby1cfasVpVDA5nsFpVfPWx9svm74vllNF0lGW2ZfQH+xkMD+KP+cmTR6vWytZ56Rhj8TH29e3j7aG3MWlMnAueI5qOcj50nqHwUMVZdHltulqlRhISVboq3hp6a94z6Zk2fFc5V03ZhE3lUtzTcg9OkxN/3M+7Q+/y9uDbvNL3yoyz/MttJt8ouG1uvnzHl9m1ehcUIJQOsb52PX+946+V/P0NyBXP8IUQzcD9QHnnzINA++SfbcA/TP6tcAPRtbZxzhu0RaaXU+bJo1PrCGfCskOTSg1AJp9Bp9Zx1n+WL2z8AmPxMSx62f80kU0wFhtjXe26S2bR54PnMWqNhFIh9Bo9kXSEKl0VgWSg9J65zqTnajyy+/RuEtkE/ri/ZJRi0BgoUJhxNXG5zeRyyldETVVNFW0QFxO3zc3XPvQ1vvahry32UBSukKsxw38G+EuYUnD9CPB/JJkDgF0I0XAVrqWwxCmWU4ZTYc74z5DKpigUCmQKGfJSnnxB3hew6Czc0XQHVYYqWuwthFPhkma8UWMknA5fktv3hD1IQiKSiWDQGMgX8sQzcQKJADXGmtL7ZppJe8Iedp/ezbOHnmX36d0AcyqnLJZ2HvMew6g1ApDIJri97vYZVxNzMTXxhD18563v8Mcv/TFHx49iN9hntEFUULgaXNEMXwjxCDAsSdIxIaY47jQB5e2AnsljoxXO8STwJMCyZcuuZDgKS4CmqiaGwkP4k370aj0N1gbZfUqtJ5lNotfo0Wv0rLCvIFPI0OnqJJaJYTPYSpaERXGx6YG7e6Sbj7Z+lN1ndxPNRDFrzaiFmonUBB/v+LicKpphJt3t6ea5w88RTofJ5rNoVBr29u3liY1PTOmGrUQxeP/N/r9BhQq70U5nbecUGeYicy3FLFbx7B/cj9PkxKAx0DfRR4ezA4fRoZQ8KlwTLhvwhRCvAvUVXvoG8FfI6ZwFI0nSs8CzIDteXcm5FBafR9c8ylde/gpGjawoWaWvwqgx0lTVRDQdRa/Wk8lnKEgFsoUsD7U9xEBkgHpzPSe9J0lmk+SlPC2ulksCty/u4+7ld2PSmnjl3Cv4E35qjDXc6b6Tu1rumrEss9vTzV+99ldE01Ei6QgqoUKSJJwmJ8+8+wzfvf+7l93gddvcPLDyARLZxIxdu/MpxSxW8cTSMVwmFyqVvNgeiY7QXtNeUVtIQeFKuWzAlyTpI5WOCyFuA1qB4uzeDRwWQmwFhoFyERD35DGFm5wudxf3LLuHs4Gz+OI+HCYHd99+N1kpy+HRwySyCQpSAavOilFj5Nj4Me5feT+eqKfU3FSswJk+Oy5uhJYbWUfSl2rWlFN0zIqmo4zHx2WNGSRMGhPpXJpYNibP9KfZA1aaqV8uL9890l1RkqFSNU+xisdhdBDLytIPOpWOeDZescFMQeFqsOCUjiRJx4FSN4YQ4gKwRZIkvxDil8CfCSH+FXmzNixJ0iXpHIWbk63urXTWdU6ZCUfSEcKpMPFsvJTCSOVS9Ez0UGep44ubv3jZ885nI7RI90g34XSYVC5V0sFRoSKZTaISKox5I29eeHNKwJ9tpj5bk1ePv4fj48eJZCPk8jk0ag2D2kGS2eQl4yo+vO5038nus/J+glalJSflKjaYKShcDa5V49VLwDmgD3gO+JNrdB2FJchM+jWRdKSknqkSKkxaEw6jg0OjczOun8tG6HR8cR+ZfIZqYzW5Qg5JkmSTc/LkpTwOgwNvwjvlM7M1Tbltbnat2cWTW55k15pdU649EB7gQuQCKqHCorOgEiouRC4wEB6Y8R7VV9XzSMcjqFVqRmOjrLSvLDWYKShcba5a45UkScvLvpaAP71a51a4sZhJ7uDE+IlL1DMlJIQkZjhT5XPPR5rAZXahU+vQq/WYtWbimTjpfBo1aqw6KyqVaopsACy8aSqSjqBT6S7Wq0myDEEkHan4cxTvkc1g4/GNj89ba0dBYb4onbYK14RKgXlT4ybeHnpbTqVMatQEU0Huar7rmo2jq7GLvb170al0NFob8UQ8SJJElaGq1MB1z/J7pnzmcpLKM2HVWVlRvYJwWk5dmbQmVlSvQKuqLEdxNUXOFBTmgqKlo3DdeLDtQdqq28hLeSaSE+SlPG3VbTzY9uA1u6bb5uaJTU9g1Blpq2ljtWM1a2vX0mRpYn3dem6vu/2S6y9EUhnkB1pOyrHMtoyN9RtZZltGTsqxqVFpNFdYGgg5+7I02LJli3To0NzyuQo3JlcqGXyl1z3rP0swFaTGUMMq56pZ6+TnO05P2MNPjv4Ef9JPJpdBp9HhNDp5bMNjykxe4ZoihHhfkqQtl32fEvAVFK4ei/VAU7i1mWvAV3L4CkuOpa4tMxtKXl5hKaPk8BWWFNPVNhVtGQWFq4cyw1dYUszVvFxhfnjCHvb17ePQ6CHi6TgWnYUWe0vJd0BZldwaKAFfYUlRVNs84z9DIpvApDVRZ65bUnZ6N1qe3hP28IMDP+C90ffI5XP44j5yUg6H0cFtdbdx0ntS2Vi+RVBSOgpLiip9FUfHj5ItZDFrzWQLWY6OH51SE7+YFGUXEtnEnO0OF5u9fXvpHu1GIBgMDTIcGWY8Ps5wdJjB0CB9wT729u1d7GEqXAeUGb7CkqLF3sLhscOkc2m0Wi3pXJpcIUeLvWWxhwbIsgv+uJ/Xzr1GIBnAYXSwvm59RYG0PWf28PyR5xmJjtBobeTxjY8viiH54ZHDZPIZwqkwwXQQrUZ2HQunwgyEB+R7PnIYNl/3oSlcZ5QZvsKSotpQzadWfwqTxoQv4cOkMfGp1Z+i2lC92EMD4KDnIL/q+RXnQueIpCOcC53jVz2/4qDn4JT3Fb13o5koDqOD/mA/f7L3T/jGq9+47qsBSUikc2kSuQQqoUIgUKFCJVQUKDAeH0cSS6c8W+HaoczwFZYULrMLs87MYxsfKx0rSiAvFuU5+319+4ikI9Saa9GoNOQKOUKpEEdGj0z5TNF716gxMhIbKY1/X98+GqsaeaTjEYDrshewpWEL73neI51Lo1frSeVSFKQCerUerdASSARK41G4uVFm+ApLioXKGlwrpufsY5kYqVyKdD4tv0GAVq0lnA5P+cwJ3wkmEhP0TPRQkApo1VosOgvRTBS7wc6+vn3XbS9gZ9tOVrtWYzfY0aq0CCHQqrXYDXb0Wj3Lq5ezs23nVb+uwtJDCfgKS4qFSCBfS6ZLJVv1Vqr0VSSyCVL5FGqhxmF0YDPYgIsPiCp9FTlyZAtZwqkw6VyaeDZOjbEGi87CodFDM0owX23cNjdPbXuK2+tuZ1n1Mroau9jcsJlaSy1rnWt5attTSoXOLYKS0lFYciylbtXpUsm3193OO0PvoFPraLW3Es/EmUhO8FD7Q8DFB8RDKx/ipyd/SqFQQIWK8cQ4GqHhkVWPEMvEEJLAorNMudZcJJgXSpe7i+9+9Lvs7dvL4ZHDSEJiS8MWdrbtXDL3WuHaowR8BYVZmC6VvGP5DvxxP6OxUbwxL1a9lR0tO/jMbZ8BLj4gtjZvBWBP7x6Go8MYNAY+s/4zdLg6CKVCbGrctCAJ5ivBbXPLzl5KNc4tixLwFRRmYbqtok6tY3vzdmottUiSdMlma/kDYmvzVrY2b+V88DzD0WGa7c2YtKaSJeN87RoVFK4URS1TQeEyzKezttwPtzyQV9qHuNE6dhWWLoo8soLCIqEEcoXrjSKPrKCwSCylTWcFhXKUskwFBQWFWwQl4CsoKCjcIigBX0FBQeEWQQn4CgoKCrcISsBXUFBQuEVYUmWZQggfMLDY4yjDCfgXexAL4EYctzLm64My5uvH9Rx3iyRJl23TXlIBf6khhDg0l9rWpcaNOG5lzNcHZczXj6U4biWlo6CgoHCLoAR8BQUFhVsEJeDPzrOLPYAFciOOWxnz9UEZ8/VjyY1byeErKCgo3CIoM3wFBQWFWwQl4CsoKCjcIigBfwaEEF8SQpwRQpwUQny37PjXhRB9QoizQogHFnOMlRBC/IUQQhJCOCe/F0KIH0yO+QMhxKbFHmMRIcTfT97jD4QQu4UQ9rLXlux9FkLsnBxXnxDivy72eGZCCNEshHhdCHFq8t/xlyeP1wghfiOE6J38u3qxxzodIYRaCHFECLFn8vtWIcTByXv+MyGEbrHHWI4Qwi6EeGHy3/NpIcT2pXiflYBfASHEvcAjwO2SJK0Dnp48vhb4NLAO2An8v0II9aINdBpCiGbgfmCw7PCDQPvknyeBf1iEoc3Eb4BOSZLWAz3A12Fp3+fJcfw/yPd1LfB/TY53KZID/kKSpLXAHcCfTo71vwK/lSSpHfjt5PdLjS8Dp8u+/w7wjCRJbUAQeHxRRjUz3wf2SZK0GrgdeexL7j4rAb8yfwz8nSRJaQBJkryTxx8B/lWSpLQkSeeBPmDrIo2xEs8AfwmU78Q/AvwfSeYAYBdCNCzK6KYhSdIrkiTlJr89ABRF5Jfyfd4K9EmSdE6SpAzwr8jjXXJIkjQqSdLhya+jyEGoCXm8/zT5tn8CPrEoA5wBIYQb+B3gR5PfC+DDwAuTb1lSYxZC2IB7gOcBJEnKSJIUYgneZyXgV2YVcPfkEvINIUTX5PEmYKjsfZ7JY4uOEOIRYFiSpGPTXlqyY57GF4C9k18v5TEv5bHNiBBiObAROAjUSZI0OvnSGFC3WOOagf8beeJSmPzeAYTKJgdL7Z63Aj7gx5NpqB8JIcwswft8yzpeCSFeBeorvPQN5PtSg7wM7gJ+LoRYcR2HV5HLjPmvkNM5S4rZxixJ0ouT7/kGcvrhp9dzbLcKQggL8AvgK5IkReQJs4wkSZIQYsnUZgshHga8kiS9L4T4T4s8nLmiATYBX5Ik6aAQ4vtMS98slft8ywZ8SZI+MtNrQog/Bv5NkpsU3hNCFJCFkIaB5rK3uiePXRdmGrMQ4jbkWcaxyf/MbuCwEGIrS3TMRYQQjwEPA/dJF5tCFnXMl2Epj+0ShBBa5GD/U0mS/m3y8LgQokGSpNHJ9J535jNcd+4CPi6EeAgwAFXI+XG7EEIzOctfavfcA3gkSTo4+f0LyAF/yd1nJaVTmX8H7gUQQqwCdMiqd78EPi2E0AshWpE3Qt9brEEWkSTpuCRJtZIkLZckaTnyP8BNkiSNIY/5Dyerde4AwmXLzEVFCLETeen+cUmSEmUvLcn7PEk30D5ZNaJD3lz+5SKPqSKTue/ngdOSJH2v7KVfAp+b/PpzwIvXe2wzIUnS1yVJck/+O/408JokSb8PvA48Ovm2pTbmMWBICNExeeg+4BRL8D7fsjP8y/CPwD8KIU4AGeBzk7PPk0KInyP/MnPAn0qSlF/Ecc6Fl4CHkDc+E8DnF3c4U/hfgB74zeTK5IAkSX8kSdKSvc+SJOWEEH8GvAyogX+UJOnkIg9rJu4C/gA4LoQ4Onnsr4C/Q05TPo4sR/6fF2d48+JrwL8KIf4GOMLkBukS4kvATycnAeeQ/5+pWGL3WZFWUFBQULhFUFI6CgoKCrcISsBXUFBQuEVQAr6CgoLCLYIS8BUUFBRuEZSAr6CgoHCLoAR8BQUFhVsEJeArKCgo3CL8/0wBo3HO//TTAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -160,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -182,7 +183,7 @@ "5, Excellent but Price?: I first heard about this on America's Test Kitchen where it won a blin\n", "1, Disappointed: I received the offer from Amazon and had never tried this brand before\n", "----------------------------------------------------------------------------------------------------\n", - "Cluster 3 Theme: The reviews for these products have in common that the customers' dogs love them.\n", + "Cluster 3 Theme: The reviews for these products have in common that the customers are happy with the product.\n", "5, My Dog's Favorite Snack!: I was first introduced to this snack at my dog's training classes at p\n", "4, Fruitables Crunchy Dog Treats: My lab goes wild for these and I am almost tempted to have a go at som\n", "5, Happy with the product: My dog was suffering with itchy skin. He had been eating Natural Choi\n",