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P++fIy2GrkbMzuteVWfk4J8Y13cUoaMzQcxOTqCPdK7SxPyk6bi6dyOir75AnsAD+Rv3+xhuW4qElLKoJPTr2vWQqdicZ3qSzXCfjUR+7dkotxY6TuZTn3ZOkTNSuk4X8felHUqeGksVM7MKRnc2oyvjHWwrhb5uQflgBXujsF8VTZSd3XkVVeWgoRpKai09Kw5n4fHpy7skHubFo3Nxm40Q34PZWZ3pPfCXmyYlYDck2zbcywmR1YgI1Mhu7J0pJaE4sEI69IIio5Hn+y1invqUL5xBmLkwfJBkTFQ5aaZ2kL6QZNuMnN8hgRCta8A+3nDKctDTdY6pLaLwJb+nYXJ5H9iULfxBWQdbRAL5zYWr8amfY63evlMiUNY4WokZQIzo027uAQtB5Ff6M1kGyi6ytp/3pGYPKUJRaUd+bCHWJesosncl+0a/SPxm8iDSE3v0DcaduFpZj9FfNJAV+zVFg5ez1a9YbO8OWu/fX3hN6QaBwpqxfH683uRurFYjlSg/bpDPs6WR3sydpgu1lVtvO5eh9wTpo4fQRC9Cxd1ofoi9pVVmNKYjLhJcnfPA3PxcmMUXlttXI9KhdGzFyOkai1i+DEJmeg3PREhIq6D2Kd+h8alU8VipJHTVuBU1Fo8M8W6I+A43oh+bjG8cpPYdROQMHUSEvI0eHEZT58KQY+sRfTnKxD16xmYO43d/8UaxK5NRJCFcWmqCQuxdWYzNs2YhKipUxEx4yU0xyY7nE5V6CNIjqrCcnafhFlyPmPWYt4Y+QAl7IE9b2YDVrJjY37Ljp2Rjn4RkXKkFTy4Pv6MoOIkpodpiGF5jXmpBtF/Yfmx5GMMjMEzT2mQO4/dY9YMRE1KQv6AZVgUY2jREvmNbcIKY34TknFx5lrMFOOG2EPiiWTMbElhemVyE/dqQmzynzDeljiGxGPVypEoSprE8j+N3XMGVpyJwtrEYIOTFvgIXhVpYvfktjDrTQx7orO9KFHdOxfPB1dj5SxmX5MSsM1zOub7y5E29e88quAFSHs5FHVblmHh/CSknozEn5+KkGMdgM/AnMIcgLvjMEU5lE5GV1rAXn5iMKFTHLPV8HCcyilAjfHhjjz8UXSxKn/MOZBjm0vT8XhRvU3n13FM9R3D7DIiqQA+TyzDZN7C3hV7tYWD17NVb9gub87ary+iF8Xj0q4kZrPMNhdXYfzDUXKcAc2URMyuWcvipxlmnjtbHu3J2Am6VFfpa3E4rwC5Ry0NISEIordwDZ/JIG+7Bv7ZmVZWcajVVgflOwL/PA76du8a1hCf3vGwMq6Ldw22qaBWO/C4458x0um7nldnzhfHsqrd08nHsCvzYy+e617v4L0UiM9EMV1bPK27MraATf07A3egFGnS71uNyNyRyEvuXYvolq+ZhPx7duP5Kc50vzmAKOtM35Zssqv2ag0Hr2ez3rhM9usUzpRHji0ZO8NlKEcEQVxZXO/AEcRVgLZgOeILApH8QjwCmLem11YgZ9ESHIraitdmWmhSu2I0IX/eauAvyYi2MESQIAiCcE/IgSOIrtCmRXnWOmTsKkMlb3H29MX4uAV4cmYw1L2qhUOL+godfIJ9XdSFShAEQfQGyIEjCIIgCIJwM1y/DhxBEARBEARxWSEHjiAIgiAIws0gB44gCIIgCMLNIAeOIAiCIAjCzSAHjiAIgiAIws0gB44gCIIgCMLNIAeOIAiCIAjCzSAHjiAIgiAIws0gB44gCIIgCMLNIAeOIAiCIAjCzSAHjiAIgiAIws0gB44gCIIgCMLNIAeOIAiCIAjCzSAHjiAIgiAIws0gB44gCIIgCMLNIAeOIAiCIAjCzSAHjiAIgiAIws0gB44gCIIgCMLNIAeOIAiCIAjCzSAHjiAIgiAIws0gB44gCIIgCMLNuEZiyNsEQRCEGZ988gneeustnD17FrNnz8bkyZPFfh7esGED9Ho9RowYgSeeeELsJwiC6AmoBY4gCMIGw4cPx2233YaqqirMnDkTP/74o9g/cOBAXHvttbjvvvvw+9//XuwjCILoKciBIwiCsIFKpcL777+PtLQ08A6Lv//972L/9ddfj4aGBjzwwAO4+eabxT6CIIieghw4giAIG+h0OvTp0wchISEYOXIkMjMzcenSJXzxxRe4/fbb4eXlJR9JEATRc5ADRxAEYYO6ujpMnDgRHh4eeP7553H06FGUlJQIB27MmDHyUQRBED0LOXAEQRA2OH36NO655x6xzScw+Pj44NVXX8W5c+dw5513iv0EQRA9DTlwBEG4Df/5z39w/vx5lJeX48knn8TTTz8tx1w+KisrTbpJN2/ejA8//FD89/f3l/cSBEH0LOTAEQThNrz00kui2/LRRx8VS3i0trbKMZcHPv6ttLTUpKVt9OjRGDZsGL777jtoNBp5L0EQRM9CDhxBEG4Dd+AaGxvFumyXmy1btmDChAn4+OOP8fjjj8t7IbpQeVdqeHi4mNxAEARxJaCFfAmCcDt4N+qgQYPw2GOPISUlRd5LEARx9UAtcARBEARBEG4GOXAEQRAEQRBuBnWhEgThdriiC7WpqQlTp05FbW2tCF933XVifBtf780SP/zwg/hvrDJ5mE9k4BMd+PdQldx11104dOgQjZEjCOKyQQ4cQRBuhyscuO+//x7PPfccXnnlFRG+8cYbkZOTg1GjRomwPZQO3JkzZ1BQUIB33nlHhDm7du3C9OnTxTZBEISrIQeOIAi3w1WTGNra2hAVFYWioiIR5h+uP3jwIG699VYRdpYvv/wSL7/8Ml5//XXx2a3CwkL07dtXjiUIgnAdNAaOIIirFt5dyh1APz8/ET558iQWLlwovnXaFQYMGIA1a9bg7bffFp/a+vzzz+UYgiAI10IOHEEQbgMfa8a/xvDNN9+I8H//+18RNnZbdgXe6rZ69WqoVCoR5mvMdWedOT6Wbvz48Vi/fr1w5Kwxd+5cect94F/A4OnmLaDO4o75JYjeDDlwBHEF4V1t/HNMnp6euOaaazB48GDhkFjixx9/xIwZM8Rx3NngXwd45pln5FjL3HfffcjPz5dDnfnrX/+KoUOHQq1Wi+v2799fhI2/O+64QwzE512K/JNSV5odO3YgLCxMTD7gvPHGGxg3bhx+/etfi3BXmTlzJv70pz+Jbe4kzp8/H8ePHxfhrvLAAw9g1qxZcqgzn332mbzlHnz00UfiKxje3t4ICQnBv/71LznGMdwtvwTR6+Fj4AiCuDJcvHhROnv2rPTII49IzEmS+vbtK+3Zs0eONeXkyZPSb37zGz5mVRo+fLh05swZ6cKFC3JsZ5qamqTrr79e+vnPfy7v6cw333wjnT59uv26r7zyigjzX21trVRVVSVlZmZKN910k1RaWiqf9dPkq6++kn75y18KOfAfc1Kk5uZmOdb1MMdT3nIP1q1bJ/373/8W20eOHJGYMy22HcXd8ksQvR1qgSOIKwhv+eKtbryFi89Y5N/23Lt3rxxrCv8mp7Ebig+MHzJkiM3B9nx2JR+kz8dhnTp1St5rCm/54y1tP/vZz0SYj+Eytr7xFr7AwED8/ve/R3x8/GX/7uiVhn+wPi0tTcxG5VRUVOD5558X2wTw5JNPCvvg/OIXvxCtlgRBXDnIgSOIXgL/7iYfj2Vt/BXvguLdhY7Ana2///3v4pq8S7CsrEyOcZyjR49iz549Yjs6Ohr19fVi+6dMUFAQsrKyhIPMu6w3b94slgO5HBjXlbtauNrySxCXG3LgCKKXwMe18RmQdXV12Llzp7zXAB+k39LSgltuuUXeY5vDhw/D19dXLLMhSZJYzsJZ+Efc9+3bJ7aHDRuGm266SWz/1HnwwQfb12/jsuMfsqfxWwRB9DbIgSOIXsRvfvMb8TUAvhQFX2jWCJ8lOWnSJKtfCTCHt7gtWLAAkZGRYnLCu+++K8fYpqqqSqyJxlsBt2zZIu81zNTkEyiuBm644Qa89tprGDFihAg3NjYKx/pydiHzru6tW7di7NixCAgIQHV1tRxjmKixfPlyOdSz9NZ0EQRBDhxB9Cp4CxsfX8QdqU8++UTs+/bbb0V3KO/GdBS+GC0ft8bHts2ZM0e03v3f//2fHGudjIwMzJ49W5zDl4y4WuGtjdnZ2WLGJefDDz/E4sWLxfbl4MSJE0Jn3HE8d+4c3nvvPTkGYqaxszM+XUVvTRdBEOTAEUSvgHfV8TFXvPWHLz/BF5LlTgOH/3/iiSdEnCPwb3zy843f4fzzn/8sWuHWrl3b/h1Pa2zcuFG0OH399dd45JFH5L2G8UvG9Fjiq6++QmJiIh566CGHfv/v//0/+czeS3BwsOiCNpKZmSkmklwO+BIdvJWPO0S85ZW3dnH4J7p4l/r9998vwhw+0YI72T2BM+kiCKJnoU9pEUQvgHdFcYeBj71qbm4W67HxxWD5A3TJkiVijTKNRiOO5c7YPffcI2ZJWmLRokXC2eLn82N5N9i2bduEA8i7Vvm6c+bwmab8GO6k8G0OX6OOtwS++uqr+Pe//y3WNLM2Q/ZyEHH/JHmr+5R8ZN35tAWXHR8Dl5qaKmbs8u5l3kLqCvh1+DhDJfPmzRNy5y2mfDYsHwvJW0O53Pn6dxzejcmdfT7hwhq8+/uDDz4QzrwtuE3x2czccbeFI+kywh1M7ujyySBKLOWXIIhuwB04giCuLMuWLZN27dolhyTp4YcfFmu48fXYFi5cKOn1ejlGvHBJzIGTQ6bwdeUGDRokMYdDYg/Z9l9kZKR07bXXSm+88YZ8pCnsYSyuy9d8s8Rnn30mxcfHy6Gri4KCArEO3ssvvyzvcQ1jxoyRtzrw8fGR/vd//1cOSdL8+fPFvvr6ehH+7rvvpG+//VZs9yT20qWErx144sQJOdSBpfwSBNF1qAuVIHohxsHh/IsDvMWMOXMibA8+bo6v3fboo48iLi6u/cdbS3irjXIMkzMcOXJEtEBZ46fYhcrh3cl8MsiqVauwdOlSee/lgX+eit/P+PUG3mXJW0D52mv8w/08ni9rwrs0u/Ipq65iL11K+EQPvq6hrdZBgiBcAzlwBHEF4Z/N4ovs8h9fcJePLeIPQT4T9d5770VNTY0YE8dpaGhoX5CXH3P27FnhOHH4Q/XLL79EQUEBRo8eLbq6jPDxa8ZuPz67lHerGb8lyv/z9d2Mx/Pr8fsYf/z+u3fvFs4LdwytwRcU5t2v77zzjkO/f/zjH/KZvRcuT76kCP8c2R//+Ed57+XDqAOjnPk4Ru6Q88kr1157LfLy8sQnw3g3rr2uUVdiL11GrpSDSRBXLXJLHEEQV4CtW7dKvr6+onvzxhtvlIYNGyYVFhZKP/74o7Ry5UrpoYceEtsc3m3q5+cnujp59+rQoUMl5liJuH379olz+f4bbrhBSkxMlJjjJuL2798vPr3Fz+O/O++8U3wyirN69WrJ399f3JvHDRgwQAoICGj/8fvx6/H0FRcXi3OuFLx7NzQ0VKRXo9FISUlJcowB/mkx3lU8ePBg0b139913S6tWrZJjneO///2vNHnyZNG1zLulLweWuhTDwsJE9zn/TFVQUJDQSUlJiYhjzruUk5MjPo12OT/xZQlb6TLCu+355964PR89elTe2wF1oRKEa6FJDARBuAV8ORU+mYJ31f7zn/9Ev379cOHCBVx33XUi3tgKuWnTJnHcs88+Kz6PZavr1xL8Pvxj9rz1kbdYGpcScTWWBvXze3/66aeiZYu3VPIWLa1WKyaj8JZU3urFnFgxqcXRWcmuwFa6jHB58aVnXnrpJTG5wTjpxghNYiAI10JdqARBuAV8bTa+rt3NN98sZtry7t/nnntOjoUYJzhw4ECxBAofA8i/5+qs88bhy63wMX87duzolvPG3425k+MIvLuaL5bLF2zmn0vjY8uSk5Pxhz/8od1J4uuwcSeJd6Ny57QncCRdRvhsVt6NHhMT0/49WYIgLh/kwBEE4TZwh4i3qvExedw5W79+PfiyK0q408HHEDoLb+Hiy4XwRZNzc3PFp8i6A/+WLP8AvCPwNPMWLt6qxlu7VqxYISYJPPXUU/IREC2OfB9fVJdPSukJHEmXkSvhYBLE1Qw5cARBuA3cseLrjvFWuKioKPGh/rfffluONcwa5fu60vLG103js01zcnLEp8O6A3cq+ezV2NhYeY9tRo0aJT5V9v7774uJE7yli7cCcmfJCHdcDx06JBxMfnxP4Ei6jFwJB5MgrmZoDBxBEG7DL3/5S7GwMJ+hy7/FOXPmTPzqV78SMzRVKpUYm8WXuOAtaY7Cq0A+po4vovy3v/1NLHPSVfjs4GPHjokxdDqdTizEbK0lb/LkyWJG6dXC1ZZfgrjckANHEIRbwFvX+Bco+EB5PtaNL2/B18jjTtPx48fF9oQJE0TL129/+1v5LPtUVlYKp42Pq+PLhRgnRTgKb/HjaeItU3zSA+9y5OPzeOvbzp074eHhIR9JEAThOsiBIwjCLeDdp3yGo3ImIx9Qzz91xT//xeP458j4J8YcnXzAv/HJu2JPnz6NkJAQea9teJXJW9f4j4/J446kpWqUt75xh5IgCOJyQA4cQRBuAV8gls905C1lRvjXJXjLGx9sz7s/+fc6Dxw4IMfahreS/c///I/Nj/Tbgi+pYT4T0wgfO8a/O+tsax5BEISj0CQGgiB6Pby167PPPhMD6pVwJ+o3v/mN+Oj8Cy+80P7VCkfgEyH4xAV+bld+fN053n1q6cfHwZHzRhDE5YQcOIIgej28tYw7a3zsmzm8C7RPnz744osvxBpkBEEQVwPkwBEE0WvhrVl8nFpxcbFYqJd/YYF/i1PJ+PHj4efnJ2Z7Xq6vJhAEQfQ2yIEjCKLXUlhYKJYMmTdvnliC4v777xeTA5Rwx45PZhgxYoT4WkN3SEtLw+zZs+WQ4/CxeNy55Ou0RUZG4vPPP5djCIIgLg80iYEgCEKmurpaOGNBQUHyHsfgXylYs2YNzp49i127domZsNyhJAiCuFyQA0cQBMHg68nx6rA73/Hkn8/irYR8qRNy4AiCuJxQFypBEFc958+fF19x4EuV8G2CIIjeDrXAEQRx1cOdt0mTJonPPfEFg/mivrw7dOPGjeIj99YIDQ01GTNHLXAEQfQU5MARBHHVU1NTIz6Hxb/msHfvXmg0GjnGOciBIwiipyAHjiCIqx7eyhYdHS1a1P70pz/hhhtucKgFLiwsDAkJCXKIHDiCIHoOcuAIgrjqqaurE8t/vPHGG8jJycHatWvlGOfgDhz//in/sH1gYKC8lyAIwvXQJAaCIK56+vXrhwEDBuC1117DnDlz5L2O891334kJEAsWLBCzWfm6dTNnzpRjCYIgXA+1wBEEQRAEQbgZ1AJHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQFigvL8fcuXNx/vx5eQ9B9B7IgWO8/vrrGDduHAICAuDl5YU//vGPcoyBs2fPYtKkSRgyZAhuv/12/PznP8fq1avlWIIgCOKnxkcffYQxY8bA29sbISEh+Ne//iXHEETv4BqJIW9ftXz77bf497//jcTERPzzn/9Ev379cOHCBVx33XUi/vvvv8eXX36JTZs2ieOeffZZ4eh5enqKeIIgCOKnxfr165GQkIABAwbg448/xunTpzFz5kw5liCuPFemBU6vg06nlwNXnptuugk/+9nPcPPNN2PRokX45ptv8Nxzz8mxwPXXX4+BAwfi66+/xqOPPoqhQ4dadd70DWUoP6mTQy6glcmqVd52U/Q6HfRtcuBK01KLoi0pyEgpQH3vMUHn4XbhzulXcCXtQ9/Sg/du00PXk/fraUT+3MMoHbG5J598UjhvnF/84he923n7qduWTI+WVw6Xay+uaK+IA6fNX4aopQXQyuHegFarFa1qS5cuFc4Zf/tqbm6WYw00NDTAx8dHDllCh0NbVmBJ9hG21QW0tSivaILSXCrTpyEqvUIOuSNNKFw6DRm9Igu1yJm3ELmt/ggJ9EM/lbzbDeF2sTK/SQ65M/bsQ4/GijLUu6Cy0J+vQHmt8kIVyJjWg7Z5oQArpy1D4QU5/FND5C8dlXKw99Kb6qSuYKFM9ELb6lzeuksPl1dORXqv81WU0Bg4mdzcXISFhYlWuKioKOj1erz99ttyLNDY2Cj22e42VWP8yvdQvHIi2+oCZwrw+Jayrjl/hANcRPMFfzwYF4XRkYHQyHuJ3owWx7YsR/4ZOdgNdGWZeDy/Xg4RhLviujJxOaHydvnxeIEhb3cZ/ckCbP3n9xg1oj88xJ4G7E/JQk2/YNzZ37BHX52HrftaMXykD9o+K0DO2aGI9j+LXRvWIXXPp2i7eSTuGtRXHGtEW5qNrWmbkb33JFr7DsVdd8huUUsFcjM+w41Dv8TeDX/Fq6cGIWZ0fxFl9Rw78Ja3+Ph4+Pn5oa2tDW+++aYY+zZjxgx4eHjgH//4B3788Uf85je/kc+wTGNhCnJO+yDkTtnRa2nAobdSkb4mGwfPtqBfwN3wuckQpURXsQvbckvwyenz0F+ohX5AKAbfAnx5OAt7MAHTrtmPtPVrkHPgAq4bNAJ33qpoPmprQvmOdGRszsL+k+weQ9k9rGRb3OdEP4z6oRRbmeyz9p5Hm2YohvnIsheyPYi2ESMx4AbDLpzdi4wPvsHwIB+ojLIf0YaPU1/CqjePGnTn04rK3VlI++sbKG/xZHoehL7i9UCHU+/loiU4Frd9konkdVusprEr+jZHx2wxN+1vWL/7KFp/9MHgoRqoeDp4HrbvwSef1aLpuwuo+5fKkB/DaSZoj+Zhe+pGYZf8GsMCNLJdG7BpY7Z00Q27NaaJ64vrv19tDj7xjMXku8yEaIR3FW9PQ+b6d/BJK9PHoAso2PIZbg4dgn6ifBZCN6gPPtm+Dsnv6RE6IQDcAqzKj8dx29mvN5Ebt/ei/3D9q+zbFqdNh/qPdiFz0xrs+bgVN981FBf3cfuYjbG3y8e0w9OZgw8/qcW55hY0XjDoTC/u0wdDvioQZaL+9lgE3WDbbptZOrMLj+Ozuq/Qdk6LPuK4Jny8rQiIjMZ1+zcglZfRJg8MvisAN1syDD2T6eYCtLIyPECRpfqCFLx/wQ9BXGdC/5nIeT2F5a8F3/Xz68i/7iSK3joLv+lRGKY21JH1cjkXyPZh0JGMUo/aNtx6ZwC8jPlj2LNVmzSVITczC9kp/Nqt6HfHCAyQ6yaHdNlet8k25qfDwdwW/Pz3oTB0PHbA61Q+WeyRRx7BmjVrxKSw/v0Ntv/GG29gx44diIyMFOFO2JCpq22uW+k0YleuZrZ7G4twuA63XCZURtuaHID6naxM//V9fM510l4PG7BVvjvB5FbzQTaTe7qhXsIg3DnU08S+rF2P1wudy5sDNm/znnJ5nWKprjAg0rPtdWRk7cWZlmtwx1B2XVGW5TovwAfncnlZ5zZ7HUuvMV6mqQL5WZuQ+ve9OOfhh1E31SLruCdmPThC1I+9DWuqcwqVpx41m4txytg3fbaEOSN5eLmwSt4BnCpMx6FWr46WqfPZWJ+jQ9CDiXhscj8UPT8XqUeNnYd6VG5OQHymFsNY/JyJvqhJmYvHcxoM0a0NOJy7HS+veRP6kOl4bIK3/XNswFvXamtrhfPG+dWvfoVbb70VJSUlotuUs3PnTkycOFFs26KZOapZ1XLXa1s1suYlIUsbjDmrlyF2YA3Wz09BpYUmNtUAf4QM9wLU7EEQMhaDlQ19pSnYdESD8dMXYOaoRmxLWob23rPWCmQlzEWGNhDRsxMxmd1j09wk5J6V483QM91k5a3FBln2/Ho5T7I0VssHCNmWoE457q65ClklDYauXRG/G6kb83ApjMk+HMh9ZjGeXb4Oh/rew9IwEep9K5CUUmE4XqY+awXW1/q2p3H9nIXIb5+Z3xV9d0abvwRxz5VBxdM1fRxUh5YhZlGeofnb0xchIYHgFugXOJbJ2rLzpitcjrg1FfB6cDFWPToOF3MX4tlco7DldKbUwGciS+eD/mg0SaepLqIDtciYMwMZFbIkumi3jSwNIk3inr6o27ACWTVypCV0FUgVXcXBiH10OsZ5FGDFC5nIz62CwTKbUcnKZ+oLa3HKOxJzHgoW5dKm/BjCdox2IMPt/fBZg0HbtS3mzFeyvM3N0SKI2XJsmApFz63GgRY5uhNqDGY682OJ8xreoTNxn5zVWP+GXlwnbCDbacdu+w0diyB+oQGBzA784aVQ/qGN63BME8lkNQNBTZlIWNqRZxNU3lCdZ45EmSK29SByN1ZANYjpkpf3WQlYf9Ib4x5ehjlhwIFnkjr0b4JBB5XKURoiD0YdMZoK8OysZShXjxN6DNLnYeGs1SiX6w/btmqH6nQkzFqHmv7jMGdZIsahGI/zukmWn11dChsz1G3tNvZKMb6So805ceIEDh48iNdeew3nzp3De++9J8cAzzzzjPUZnnZk6mqb63I6jTgi106260wdbrlMGGhAzobtuDj8Icx5tHM9bFq+g6HP4/XKQZPy3IEW+5fPQFKuDsOmL2TH+6M+PQnP5nXYl7geqx9EXcbqC+ztuJ7l8mbP5u3f0xa8PMQszMPFQJaehdPh15CGhGXGsmy4d9ZLxrLO5bMWCS/u7ejxOp+Hp+e8hCoWP2f2QxhcuxYrbVa0vQA+C7X71EtvJUZJmz42hJrfWiAt2ZAsLYlJk06JPVXStph46a0zIiDiw+O3SnU/GMKcum3xUviGckOg+T1p+ZRVUulFQ1Ag7zv2Hdtu3C0tmRAv7fjcECWwd44N3nrrLWnMmDFyyMBf//pXPjtX+v3vfy8xB0/y9vYW/+1xYkNkRz5EOtdKx9rzeUlqPtcsXVLk24SPk6XwR3dLzXKQI673XDE708glqfQvkdKStwxpufjeYmniX0oU8fK+1ab7jFiS/YkNUVJcWpUhINK8QHpXmVVlumTZG3XJOfZKZMf5nPJkaWL8dqlOBBqldx+N7JTGum2JHWnsir7N+aFc2jQlRtr2qRzm/GCwy/UHjHdmx5jnzQwu74U7FQc0N0pfGO2Hp2nCYqlQqaDGEmlHWrH0BdsUsl38nqTMxqWPVkkTE3eK+C7Z7Xcl0vopiSbyli7yfR02YM4XO5hszeTN94VPSJZOiBCXQ6T08oeKmzogP5E/C/ZpTIdd26rfKSWZ5/XMdimJpcVYd3TGYD/KeEv3sWu3DHGesWwKLMiBy9uGjVw6wPSpuKYIG/X7AyvfNfVSsyJdvF6bmKysD4zXNtzbJN8i3qgjSTqVGiMlbauXQwbEvh2GfTZt1R6XmqW6M0pNMl3HR0l/M1bBdnRpycZ4me6wMVPWr18vVVRUSG+//bbk4eEh7d69W+w/ffq0qGe3bt0qwp2wI1NX21yX02mkC3J1tg63VCYs1i0sn4lGffzAn8Fm9Yhxn6mJtXOpvkb6QiE3XpeFL5BtX5xrVl98VyUVJu+UTsjnWCtvtmze5j0tna/ku3qprr5zWS78kgcslHVx72XSvm944JJ0bHWUWXm7yJ61UZ3qvN6ES1rgAF+ETNBg/zH+2qPDiSNajIuJwThNCU7wt4izFdiHCIwaIg424KlBP0VbbD91x4gk/acV2D/Ei/0vQ3mp/Puc+dH6atS1O+MaqBWtVI6dY5l9+/bhd7/7nRwy8Nhjj4l133jXKX8L42vE8fWAnKJ/AIL6F2D5/HXIL65GI3P1NQM1UDncxyGjuUXxlqVispI32bvOiWMVCNLoUWnMM/udusBiqurRKB/VCTPZ3+7rj8bWS3LIEVgeFO3JKpa4wf079AcfZg/ntbgoBznjx95j0uLlNyYUXmVV4CMkuqLvTjRU4xgiMXqUHOZ4+GJUqAqHqmvlHfYZHBiKyi2LsTKzAJW1TdB7esPYGyPSGRqFMEVW4R2OmY9MhA/TxcnqaoSFh3a0MjNUweMw/uxxnGp/43fSbpvqcaJvqGnZUY/FuAh5uxN61NU2dJK3T2gkAuRtI2pPRUpdJD9btqU/U4NKJo9RSgENicBk3grhLGb36Q4mcuh7k4nczFGNuQ/RtcUoFXbJyt3BgwiLi2T6Z3iooPH3hfpCLSuPe5G/JQU5JdouzpprwIlSZo+qxg67YL+6VjWzS0Oroi1btYtKAz9fNbS1FSgvzkNOylYUXdCbptWqLi3bmF9EZxszwmf333PPPdizZw+uueYaTJ48Wew/evQobrjhBowYMUKEO+GITF1oc11OpxGn5drFOtwiZnVkXzVulTfRwJ7Bbb5AY8c9ysvqcVHdgPozltvgVEyOXswOa9ixRdkpyHjnOGDMB78eWF2orC/6BmLygjgEKWXtJDbvaY++vvBjj+jGapa3gmxkbM5jdRpwSXG+SVn3Zsezp9RF0TrahLoqFcLGMBm1o0ZIeLi83TtxkQPHH8jsiVJSgfqWI9j/OXfWuFMHVNbooK0og25KhNXCbY6uhdWOrQ04dewIjrX/tPCLZQ99+RhzunIOR6fT4bPPPhNj3ZRce+21YrwbHxPBhwk+8MADcowTeARi9o7tSI7xRv3eZCyZMRVRS/LQ6KhB2kUH3ZesoJ+vUuSZ/Vp8MTvUchfhlcJLWXA4rBLzadGDV7Nd1Z0J32hR7+vd6Xi1xtsp51Q9ZRXy0hZgdFsFcp5LQtTUBGQcNTSyi3SqVVbkatCFn7fSu2Oob2JpMlYSnbGbd54vtdrsnir0sapcQzr6ca9aCQu3j6uyhIvkZwvL8mPh3ji4xBp9wzE5qhZ79jUwvbG6bt9IjA+Vda6rQMasqYhZmsleZtmryZBw3BeqfCA4QzOa2UO8uUFpF0dQpwrFbP+bhANny1btoT+agrlTp2F55l4cYy/ZfuGTMN7hpHbRxhjcMZozZw5uvPFGET5w4ABuueUWsUyTRbop067anNPplHFerj1Uh/Py7cF+ynscq4UqNAZ+nhYcuLYmFC1hz6uEtchnx17UjMWU8ffIkQyL9VI3sXdPOzTmLUHUrxOwIZflTatBSFQ4QuQ4+/DypobazC5UffvIW70TlzlwCIxAtK4Mx/IOY/+EscJZ405d5RH2tnqklr2tBRqOcwCNbwBUbYGYsmAB5pn9xitbIhR05RwOX/ONO2uWCiafjdqnTx988cUXiImJkfc6izcCouIxf1Uatr+bhjmN7K2i2LFK1j7MCQpQ4dLwmE55nreAtwp1AU+vzue1WX5Dc4ZjJzvGdHH0NTUoH+ULPha1q7ozYSh7kNYqW7o4etSdrEXYEMPYRkdR+4Yi+uFleHHHbhQ87Y+sF7PBR0JoAkbC52gV6pUOePvaVxoMHqnG/uPtg28MNNTimCoAg6003trN+yDemlmNOpN8NaDuU3mzE4Z0mLea6T49gnJ52yIOyI87c+bonTANkVcuPzksaK1FjRMNfFa5THZriaDIGDQXlqGm7ABygztaZHWlbyJr0ALs2rYK8xckIjoyGLerrJV1ll7zKoelt8NV9sPg4Tr4jH2kk13Mm2kYs8ixZqu20eHQm3m4/YnteG3VU5j3cAzCgn2hsvKS0RlDvXOI2YYSUablbUvwz1Hx8cazZs0SYT5JrKqqSqy1NmjQILHPHOdk2pmu2FxX0mmgK3K9DHW4JXg90sLHEZrfYwFigy00mZ3MQ0ZNDNLeSsYifkxUKHP05DgOry/Os/rCMMCsHdvrtNmxeXv3tEk1ijJrMGvtbqx5luUrPgqjhzj8+s/g5a1JNDgpqT/Zu9eacZ0Dh0CMnlCL1OyDiL5npGHX8LEYX5qODRXhCJN3OcTdMZivykbqro6Hvq4sBQnTUlBprU528hy+JAgfkFpcXCwW6uVfWLh0ybSlYfz48WJig6+vr/Pdpwx92TpEzUpBufGhqGNevk4FL42NNuYWLZqdaKELio5Hn2z2xmLMdpsO5RtnIMZsEoHD8GboIdU4UFALHUuH/vxepG4sliO7Tn1OSkcaW8qQsfkgJkdHsOqL0RV9m+M5FpMj2dt6ZplIN0dXlo7UklA8GGHWKmaVJuQnTcXTuR3paL7AaqiBcsvU8CjM1LBKpj1eh/qsxYh6sZhtAQFT4uCVm6bQRQPyN2RDHxuJIHlXJ+zlvX8EHgw1zVfjLvYSYGO9p4CYRAzOewEbmA61rELVVmfj5ax62w8DB+SnGhqAoOpiFPKFqlnF21i8DpucMY27IzFHxeRnzCu31XQmLwde43VaOw9tR+1W+3V7/rrMKPayqt2FFcyGYx8M73CmmIOram7qKL8XDiLX6lp93szRVmH/+3uh5cdrq5G7MVOxhpoG42MnIn9zekf9we1pIbNPMajbjq0ydLVlVtbhUsPLW4Xmpo447b7tyHXic5/ciVUpbZ2X6fSDNltkWloMGQkMNLzM8/r2k08+QXR0tHiJtoRzMrVAF2yuK+k00DW5drUOt1smlPSPxG8iDyI1vaN8o2EXnp66EEWW0sfkPri1GV8Zb6GrRX7uQTnAEPVFFbZldVxPW7waCXOyTZ1lk/Jmx+bt3dMmGmgG6tH8ZfvJqN+1E/lyyD4ahEWHYv+WzI7yxuSTkWOp/PQeXOjAMUMMj2I1ZzBGB8ulw2MkRt+rhz7iPgQ5003i4YvYV/6MoOIkRDwwDTFTJyHmpRpE/yURQdYKnpPnFBYW4t5778W8efNQVFSE+++/X3z7Tgl37JKTk8W4B/61BmdRhT6C5KgqLJ82FQmzpiFy2gqcilmLeWPkA8wJjsPzPrswd9IkrCx0sHAOiceqlSNRlDSJXX8aoibNwIozUVibGNzF5m1fRC+Kx6VdSexakxC1uArjH2Z67SaxT/0OjUunIoqlUcghai2emSI7Vl3RdyfUCHsiGTNbUhAzid1HXKMJscl/wnhH/TdWwUQ/t5g5YUksjQlIYNdIyNPgxWUxBkdTpHMZ/PJ5Otk9WFqT9vlhzdNRhoe4UhdTpyJyUhL2+C1D8sM2Wp/t5p09yJ9di+jPV7A88fipWN70OzxvSyXeMViTkQRV0QtYPD8JK3LVmPdCPAbL0ZZxQH6+UXhyth7bkqYhYtI0LK+eiHnOmAYfUrDBIN8IkZcZyB2yAIv85XiLeGNKYgxOrmP3nJZuo3XJvt1qpiRids1aFj9NMUuxKwRi8kw16lvCMX6MwkB5+fUrZuWXlfffMv0vrEBAlDXdqzB69mKEVK1l8p6EiIRM9JueaNLlo5qwEFtnNmPTDJYfXm64PQ1YjEXR/GXSjq0yTuUuxzaLM2BZXR23GIMLFzI9zGDnTsXiEyMR7XgnCRPBI3j1KQ1y58lpm/Umhj1hmn5zuEPE19p8/vnnkZOTI7b51234rH+rOCVTC3TB5rqUTpkuydXpOtzRMqHEtHzHsGdSRFIBfJ5YZnk8oHck5s1swEp2XMxvmX5npKNfhHL5FMP1Ypteaq8v4lK+xcxX4hEgj+/rXN7s2Lzde9qCySQpDnVMJpHTmPP7wAxkeEYgVo51BPWUPyFNfl5z+UQubcLMp5yp4Hqea/hMBnm7d8I/GdSmglrthDvSlXMuJ7ybTaeHio8ZcNHAa0uI5uu+aj7ko9fCP2HDB9dalYMrdMc/1abv3jXEp3Y8Oo+JaIenk1Vi1uK5LlgCnNO3vbzbuacJ/A1Xee+z2ZibpMWTHyyw3hpoxAXys4eQr6p322qXcbX87NQflm21CfnzkqBdtBuzbTgQ3daDk3Ub/+70p59+Klqy3nnnHWzevFl8BYdPGLCJq8q0g3ntcjpluirXHqnDuSxbmSw9HbiJ0C+rymwde1ns3c49bdCluldJN+/fk7i0Be6ywI3ZWcPoyjmXEw9eWLphUA6iYvfoTdm2hN2K3hW64xVnN6/B02nTUeLptBHPdeG0vu3l3c49jeir0zF31mocOi+3vrTWoih9F+onBGOYYY9tXCA/ewj59nJb7TKulp+d+sOirbbVo74hEqOHy2ErdFsPDtZtfD3NsWPHYvXq1Rg3bpwYS8Z7N/7whz845hS5qkzbuUS30ynTVbn2SB3OZemocyL0a+fYy2LvXb9el+peJd28f0/S+x04giCcQhUYjz8n9sHb86ch4v5JiPjtMuzvvxDbnw7vYrc64Xbo/TA+OR5B3XmQuRDuGPEWLb4UB2/dWrFihZgU8NRTT8lH9A7cJZ0Ewen9XagEQRCEW8MnBixYsACnT5/GddddJz5HNX/+fHh5OTNT8PLjLukkCA45cARBEARBEG4GdaESBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZbunAic+UyB/I1TeUoZx/XLuHUabBpfDPePDPqVyOa1+tXKjAoQoXfZSYfzZG5+gX9m0g69nar92+FdtuC/8EWKu83ZtR2ol5ObSVB/HpHRfYhBMo7eJK1YHm2KwTr4CMehN6XQNqKmqhvULlwKHnlQPPHlfVR9rSbGSkpCCntHd/LL6344YOXBMKl05DRgXf1uHQlhVYkn2EbTmCHo0VZajvts0o0+BiLhRg5bRlKLwghwkn6azj+vyX8PRLeaiXw91Bm78MUUsL0G0TqkgXHwG39jPYVgUy2rfdl8p0lqf03p8JEzsxK4c288B16QqbcBilXThbB14u7NSJLpGRFvWlFWh0h5cBI21N2L8iAVEzFuOldS8gcdpUPJvXJEf2FPafV/qTeXglgdc9tp493O66/2zSFb+AuI018AociWE+ankv0RXcvAtVjfEr30PxyolsyxG0OLZlOfLPyEHiJ0hnHfsl7kTJzkT4yeFewZgFKPnoQ8NvxwKEIRBLd8hh9ps/Rj6O6DF6pZ3Yxdk60J2pR/7yTBxrkYNugDZvNZ79Mgbb392Jrdu3I2/rI9BvXobcs/IBvYDG3CTELCqA38w4jJb3XU70LVro741BbOREjB5CH/frDh4vMOTtbtCA/SmF0AX44FzuBqSueQefaNtw650B8LrBcISuYhe2neiDIV8VIG39GtTfHoug21gEe0Mp35GOjM1Z2H+yBf2G3g0Tp7xNh/qPdiFz0xrs+bgVN981FBf35aIleDbG3s6MrzAFOad9EHKnp3wCKzSl2diathnZe0+ite9Q3HUHvyBPYw4+/KQW55pb0HhBheFBPoZvQ3YzDSboa1G0uQCtAXdjgOID0/UFKXj/gh+CeFrE/TKR83oKu14Lvuvnx95E5IN1J1H01ln4TY/CMDVPcxbqB4Ri8C2GaLRUIDfjM9wcOgT95F1oYffcnobM9Z3lztEezcP21I1I3fMpWn/0wbAADRz5RGKXddbSgENvpSJ9TTYOnmXxTBY+N/EI+3YisHd9hjM61vN87NeLbV1pJrZX9kMIk0E72jLkbjmB64JZOrhgbNy/9bMC5JwdilkPjkCrI9dyBBOdy/sETfh4WxEQGY3r9nN5MXk2eWDwXQG4WVnv2dG/kba2Nrz++ut45JFHsGbNGkyaNAn9+/cXcW+88QZ27NghPh1kjtaBfOpOFiB32+vIyNqLMy3X4I6hzD7lNH55OAt7MAVzxzH5K3RhzAIvw0X/GYm7fDoyZVm/MlbtywxRFkvw490j4HW9YZeoL1heRo3obygDrdUoStuH1pEjcWOVIm1mOlHmoRNfHEHmcU/Ejm1B0Ya/4tXdR0U5GzxUA5XiFVnIKO1vWG8lvhNW9SrbxRQLdaCxfhjZhsNb1iH571wfaviPHIS+8r0M8g7AbQ25olzzOqjttgDceavSqOzowJk6keOgjKzmWeTrTRz+rBZN311A3bc8v60oz9yFOp9gGJMm7GvP1xgy2heGGrUJh7Zk49ytY3AHf0R0uW5hWJDtOb0GQ4b5tMvWlAYUrMrC7b9/AZMHy5XBz0Zg8MVMJJ+9G3FjDGWvEzaeD4Y6mdnvD6XYumEdsvaeR5tmaMfzg+OkbrRfeCB22SKE3dKAjyzWQ0a43R3Hzb8Jhe7drtTfOlTmpCO35Dg+q/sKbeeqoTM+22zpRZb7jUO/xF5uO6cGIWa0QXY2bfQqwFb14QTNqMzNQ9YLy1DkMQ6xj05HUGsekualoFJu19efLUFWzmqsf0OPoOkLEDaQ7WytQFbCXGRoAxE9OxGTB9Zg09wkxdsJU3jKXMzN0YpzYsNUKHpuNQ4o3sCaq9l9q5vlkB6VmxMQn1IDn4mJmPOgPxrZ+Y/nNLA4NQaHBMKP6ddr+FiEDJcfIC5Igwkqb6jOs8JXpugsaD2I3I0VUA3yZoZajaxZCVh/0hvjHl6GOWHAgWeSkFFhaXyIQa6VxuxxWhtwOLeKxcg0FeDZWctQrpblrs/DwlmrUS7LXVe4HHFrKuD14GKsenQcLuYuxLO5jjXhd0lnPH/zkpClDcac1csQy+LXzzfagX07sa8P53Us8lHSwM4ENDfrUZRejBrFOI7GwnSk6vrBjx9s9/4d2L2Wizi0cR2OaSKZvGYgqCkTCUvzOrqi7OhfyYkTJ3Dw4EG89tprOHfuHN577z05BnjmmWfwr3/9Sw6ZYi+f3MZiFubhYuB0PLZwOvwa0pCwTJFGBUpdGOFl+PBZY4Jl/WZqMexBpt+Jvqhp1y/Dpn2ZoVLj0ufpKKySw+yBeiiL2d/mYpwy5qWqGC+X6dGP2YyltDlMSzE2PFcAhDEZTA8W5SwppaL9Wtr8JYh7rgwqOV6ft5CVy4PW7yX0uhD5+mCh13Eee63q1aQOFPXDbmxYsRZ1Qx7CnNmR8Dm5DnGL8tAo55kfn5/5AlbsUWEcr9NCdMhdOBepRx3UgbN1ohE7MrJpyyr24snKthcr436BrGwP5Q9qVte27MLbpcb6TI8Te9KRlb0T7buayvB2NpMNf947WrdYy7dRtuu24+JwJtu4e6DNWYKFW6oN8eaw4+vP+yNohGllEBASgcZPayyWD3vPB2GjeWuxIUeHIJbGmaMakfMkKw/tSXBeN36RUfBx9GWTpfrAK12tv1WiXg7iFfSAQISEjMVg7lSbnRMdqEXGnBkdz0Qh9+14ec2b0Icw25nAnqN2bfQqgX8LtfuUS5smREpJ2+rlMOeiVPqXKClph2Ff81sLpPD4rVLdDyIouPjeYmniX0qkS3KYI/atlvfV75SSpqySSi+KKANntktJ7F6bPjYET2yIlMI3lBsCze9JyycslgqbDUFBY4m0I61Y+sIQkN59tONcjivSYM6lA6ukiY/ulozJEOHEnYY0/HBJaq6pl5oVcqjbFi9NTJbz0LhbWjJhgfRuIw8Y5GpyHxGfLJ2Qg6dSY8zkLu+T5c7ls3CnuJiB5kbpi+/kbTt0SWcifWulY+3nsPyea5YuibB9O7F7/S7oWOSjXR/10luJUYp4Q3j9AcMd7d2/07XirV/LYUx0rsQgr5c/VBjfdyXSesWx9vSvZP369VJFRYX09ttvSx4eHtLu3bvF/tOnT/PvIUtbt24V4c7Ylpn0Xb1UV985jYVfGoLKMmoqPwM8fslbcoa4fs3Lm7zvGLdbm/bVmS92JEoTjfUDP/fRZGnTozHStirDrlNpMVKiLD+TtJnpxKSeMefjZCl8QqL01hk5zLnIZDCF7eOX/qFK2hZjFm/c11lNAq7DuFQ5kYJL0qndydK75VwwpvWCSdpEupluPlII8AdTfYnjE7eblOtLHynqKHs66EKdaFdGDPu2zPNtWk5M6tofWHzUWmnTK1HSig8Mibv4wTIpXC7PDtUtdm0vXtrxuSFKwPI1MSZNOiUHTRDHd9TV7XBZxDP5y0ET7DwfLNXJJzZESXFpsq10RTdGzGy+My6ovxkiD4qyJMKL32NX6sDEHi3J3Z6urhJc1ALHUWH0KF95m6NGSHg4Ko/XsncCGU8N+rV7+uxt6VgFgjTMky4tQ7n8O3WBxVTVo5EfcaYGlcHjMIq/bBkZEsG8ennbDP2nFdgfGoUwRU8PvMMx85GJsNDxwXB9GjiqMfchurZYfgtk1z54EGFx7E2YBz1U0Pj7Qn2hlt1zL/K3pCCnRNvFmT0NOFEKDFY1tqed/+pa1aisNbQkDA4MReWWxViZWcD2NUHv6Q1la7tdnNQZ+gcgqH8Bls9fh/ziajQy5WsGaqBqv4YtO3FAH07r2BxfhE3xRu5BeURvQxmKtDGIvle01dnPnwnsWtHWruU61J4K4+t7k6HlWGBf/0oWLVqEe+65B3v27ME111yDyZMni/1Hjx7FDTfcgBEjRohwZ2zJjNHXF37spbixmt2/IBsZm/NwjO2+1AWbFvod4sX+d+Sn/HMti6hGHS9Pdu3LFJ/QSPjtO4Iatq379Ai+Co1BbIQG+47yN3UmvxJgwhilPXYRz1CMGiJvc9T3YHRwAyo/ZwlsqMC+NnaPRkWeyupxUd2A+jPmWuIY9Bo9IVAOc1QIiFmA6GBlRWQNfwSNVBzn4YuQCRocqq6Vd7CrBQfCTyEzVSirs84ex6kW+zroSp0osCUjJ23ZiKhrq4/gBG9hOnkE++8NxZywcOw/cpydw8rzkTJMHnsPk56DdYst2xNoWHmUNzmDmGxb9LgkBx2mr0pRjhU48nwwqZOB23390dhqSEGXdeMwaoSZlBc1Ro0Ndrj+7oweJ6urERYeyq7UgYrlYbxsjwZM5e6Yrn76uNCB08DrZnlTRqXuB1y8yFRkCR10XzJ5n6/CsWNHOn4tvpgdauj60rUwTajNDZ2FrTgglo+3hevTIOgbjslRtdizjz0kWlmlsm8kxofKHoeuAhmzpiJmaSb2H6tnhSsc94V29QHSjGZWOJobFGlnvzpVKGb73yTkrp6yCnlpCzC6rQI5zyUhamoCMtq7SpzFvrzgEYjZO7YjOcYb9XuTsWTGVEQt6ei+sW0nXdWHc/hMiEFIQQHKW9kztbQAzVMiECAqRAfyZ4b1a/UE9vVvCe7AzZkzBzfeeKMIHzhwALfccgsGDrRey9vKZ2PeEkT9OgEbctn9tRqERIUjxBDlNEK/rQ04pcjPsWNa+MWGwosfYNe+zBgSjAkowYmzOhzbWyWcNe7UgTkzuqYKHNaxl4Hh8rHdoT97wMibBtTox4q8TsfK2jda1Huwn0meapnTFAM/T0ta4npVQ+3Mi5YJ3lCbJgb91Jr2hzzHz1NIswPxYnARF5l+7emgS3Uix5aMumjL6MucwFD28K7Qo6akAEHMWVNzp+5oFerbqlBeEswcDn5XB+sWW7bnLEzGPuzVwdyh0OsuCgeujxw2oZvPhy7rxmG8oVE6sAw1cygdrb87YzjHz1v5Rs5Q38RkbrBHS7hcV27KdfJ/F9CE+npWzBSzSurZG7lqRDh7ZPOec3M08AlQ4ZJnDObNtmKgvgFQZbKCiHAEyLvQWosa9iJpyRg0ASPhw49vY8cbH6Ji/SFuZBbPcHkajARFxqB5QxlqvGuQGxyFebJ96krfRNagBSh4Naq9MqvPsuZQsQqAPVNN3lxYfhTVMAYPZwVg7COYN8F6atS+oYh+mP9Y4Sp+AZEvZmPC7kc68uMwDshL4I2AqHjxm99Wi5w5ScgojsTzU3icLTtx4PpO69gC3uyN9O507D9aDb98LaKXGVs67N+/kx2bXEuPmX9RtppcbhzTv5Lz58+jsbERs2bNEuHvv/8eVVVVGDBgAAYNGiT2WcSqzKpRlFmDWWt3Y/YoeVfrQeyXN81Ra/j4FVP0iqezhpe3Ng2mLIi3MRvUmn2ZeS2CQIRF6ZBRkgefikhMXsV2eTCn7vPd2Ff6LY5NmI41rnC4a9mDmj1sOlq3G1D3qQoBk1l+RSvNRYx7eAHCHHqQBmBYcBOKPtcidojiwcbXovNgjp1dVVejkTsN7a1dcivHqA6J1jTwVi3fjjrsbDWOqQIwniXXrg6+6VqdaFNG7ExnbdmAGiETQ7Hy+C74HPXF6BhmA9ypG5GGE3nAfv9wzBIidLCut5VvM0fMLn39ERBYjcMVrLxEGfWoR+WhgwgYk8BS1Bnnng+dEbrrim4chl2rhhXYgR1Xqz9ZwerviY7V353QYPBINTKOV2N+qKLubKhtt0dLcnesnvjp48IWOCB3czrKjU2eDbuQmq3HnMhgeUdngqLj0Sd7LfKN4w7bdCjfOAMxxoGtd0dijioPGbvkA3h8ehryrVni8CjM1LDjc40X1DHjX4yoF4vZVgc6bUfI5WkwMioC0dpdWLH5IGIfDG8vjPwBpmpuQrOxxeDCQeTmW6sZvJlxq7D//b3Q8uO11cjdmIlKQyRDg/GxE5GvlHtbA/IXTsXTYq2hJuQnse12ebA33AvMBRno3f6Woqtlb6+1nd1ra9iTl75sHaJmpXSkR8ferHUqeGk6Hq627MSuPrqg485oEDY5GPkpLyBHFY/JinrD7v07obxWDMIUXUT6E9lIZfq32jrUbezpvzMtLYYDAwMNmb506RI++eQTREdH49prbVUH1mTGqu2BejR/aZQ308eunciXQ+aohgYgqLoYhXzhWeZ4Nxavw6ZiOZJzdwzmq5jcjOWNoStLQcK0FFQyBThiX+YEhETiWHY28iOCMUw4a4EYPeEgNqRXIDpkpDim26gOIiO9DDpZ14271iJVH4MJd7NA/0j8JvIgUhXx3O6fnroQReflsAlqhP1qIg5lZnfk88JebJiVgNyTctgmTUjdsKvd7nRl6UgtCcWDEQqXoTgZGWWyzrjNbMiGPjYSQTxsRwddrhNtychhW9ZCZ4yXUd89FiG86x6hGCXeD3i3nobJOw9eTOfGXNuv6+3k22m8MSWO6zENh+QscF2s3+ePWVMsOzjOPR8s0FXdOIwK+endqL8tEDAlDl65LI3t55jZoyVcriv3xKUO3Mw4X+Ty5t9pUxExjxWep5IxW/Fw7MSQeKxaORJFSZMQyRcwnTQDK85EYW1isOFtgXeXbFjMlJuEiKnTEDN1BnKHLMAif3F2Zzx8EfvKMvjls+MfmIqoB6YhaZ8f1jxtfJthBSoxBifXTUPEtHQxLsblaWgnEJNnqlHfEo7xYxSlJzgOz/sVY+6kqUj47VRELqxAQJQ1IakwevZihFStRcykSYhIyES/6Ykm3VOqCQuxdWYzNs2YJBaAjZyUhD0DFmNRNK/JvBH9nCHtkdMSkDB1EhLyNHhxWUx7pXYqdzm2WZwBawU78lKFPoLkqCosZzaQMIulZ9oKnIpZi3mKdc1s2oldfXRBxxZQR0QhukULrymhpmPn7N3fAuJazDEeHB1hcq3mqmLk5H2IU7Z8yW5iW/+d4Y5bWFgYnn/+eeTk5Ijtr7/+Gr/61a/kI6xjWWZM3klxqGPyjpzGKuoHZiDDMwKxcmwnfKPw5Gw9tiUx/UyahuXVEzEvSo7jCP3+GUHFXL+8vE1CzEs1iP5LIoKYAhyxr04Eh7P06DFejIUyMOyecOj14RinLJvdwT8Rjw15E3GijmDlLFeD5zc8IrcSM4fsiWTMbElh5Vi2+6QC+DyxzOrYJKHX2Cas4Hqdyo5PSMbFmWsx09jKaZNAzJvQhOXsPH6vqBVViF77J4xXNvlExWHYmzNkG09CrtdivPqwXAjt6KDLdaJNGTliy8GIfcKH2Q6rC5/Z2/HC5h2K+/z1wlkztsZogkPhp9dgsrL70aG6xUa+u4BBj9/i5TkszfezfAldrIZodLSEU88HC3T5eeUo/lj0RDfqb0soz2E2K/TutwzJRnu0xGXQlTtyDZ/JIG93gwqk3r8EeNWwACn/3AYfhGFtYLElxCc6+lrvHhCfAlE50n0gw7sbWMXpzDgSl6fBFvyTTHoVE5OLrE10I+qhsiJ3kXbe/WIijybkz0uCdtFu2462FWzKy2J6nLMTe/roio6dwe79jbQexIZpeQja8SomW+oX6Qns6F/Jt99+i08//VS0uL3zzjvYvHkztFot+MSG7mBPn07D9dtmpYw4kd8ehaerlYvBitHwct/K8uRod7+z+WzKw9OzinHfjmRE9+fnsrSY3aty4yT8Ea+i5Ilgg4xtdcva0gGjS3WiPRn1gG4dqlts5NtpRJ4668IqLng+uPR5ZYFu198W6FId4mpduREubYEzovJ0vuDxc2zJnxdmp/TDDcfJB7vL02ALXrBcaXAe/KFgXe4i7ebyaKtHfUMkRndxELdNedlJD8eendjTR1d07Ax278/cR11TE2pydiJ/QoxpC0dP44C8GxoaMHbsWKxevRrjxo0TY96Sk5Pxhz/8odvOG8eePp2G69eaAhzI7xWBp8uW0fBy7+hDnNOdfIpz7dzL3gPWlg4YXaoT7cmoB3TrUN3idMZs4IgulLjg+eDS55UFul1/W6BLdYirdeVGuMiB6wMvPq7K4rQaotei98P45HgE9dhD8CdmJ7rj2LZ4MTbVhiJtQbj1LoJeAnfgeMsbXzKEt8KtWLFCTF546qmn5CMIt4c5Cl4DTZeZ6ITaGwFqqqwJwt1xURcqQRC9HT6BYcGCBTh9+jSuu+468dms+fPnw8vrapp4TxAE8dOAHDiCIAiCIAg347KMgSMIgiAIgiAuH+TAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZvcOB458Z4Z/dMH7At5uIT3h041r6hjKU849tXy74Z1JabH9/lOdBZ+kQW7IS17Xwa5Xju4KLdWORNi0qiysMH+wnCIIgCMIuvcOBu1CAldOWofCCHO4WFciYNg0ZFXLQLlrUl1agsd3J0eHQlhVYkn2k42PJLkabvwxR02Yg64S8w5yGXXic5WFlfpO8Q0FFOmJ4XKFW3tGB4brTOv/SHRWGHo0VZahXXtoFutGfr0B5bef0tlObh5dffAmFtXKYIAiCIAibUBcq6pG/PBPHWuQg1Bi/8j0Ur5zIti4nOmzLP8hcps7U5GejUt42RY/yogIM8/fHofwS5npaIHAB8j76ECXKH/9otUNocWzLcuSfkYMuQleWicfz6+WQBYYnYvtHOzGzi99kJQiCIIirDZc6cLqTBch5cQnmPrkaOQW10Cm7xNqaUJ6dgg1PJuDZFzORX2GjRYZh9VotFchN2YXKdoeLcXYvMnIqrLaYiWutW47Hk5YjNXsvGo0Himu9yZylBhzISkFGYYPY3VjYsa2r2CW29ewaGcuT8Pjy9M5pb9OhpiBTzls2yi9oUZmTgv1n5XhLjAlGWGEe9puLofUg8vM0CBoih5W0HsH+fSMR+0IComvzsM+QRBfRgP0p2ThwHqh8m+XfXJ4ttSjazGSYsAQbsstMuzvl/KcK+axDbjGTlxzFZbmNJ7TiTWSY682IBZ1qj+YJeRv13+7otmlRU9FxfYIgCIK4GnGZA6fNX4K4RXnQh0zHY9PHAXsXIm6N3MLUVo2sWQlYf9Ib4x5ehjlhwIFnkpBRYfkxbPNarQ04nFuCOuW4ruYqZJVYfqjrCpcjZmEeLgayay2cDr+GNCQsyzO0Xql8MCwkEF5Qwy9wLEKGGtrcmqvzkFXdLLb1Z0uQlbcWG3J0CHowETNHNSLnySQWL6IZOlSmzEVSLoufvgCxYSoUPfcCsvLzUGm4hGUGxiB2ShVyZUfRiG5fHnLvjkPs3fIOBbqSAhY3EWEDwzE5qglFpa704NQYzGThx0TgNZzJYriP4uPsDcjZsB0Xhz+EOY9OhHrfCiSlVMjy1mL/8hki/8OmL2T68kd9ehKezTN0//YbOhZB/KIDAhES4g8vS198N9Mp11ncmgp4PbgYqx4dh4u5C/FsruF62oKXmFOXhBxr3c8EQRAEcRXgGgeOOWj5W2ow65U0zI4Kxeh7J2LmyrV4Ut2IU6IZxx/Rq7ci+c9xCAsMREBkIubHq5BzsEqcboLdazmHOuIRbM1Yi3lRwQgIDEb0EwsRfaIYx/iYrr7eCLo3ED7QwG8Mu5e/xnCSOS3BmPksS/u9oQib+QKeidEhv0T24BoKkFpwD17csACTWfzoyDgsXRaBi+cN0da5CaOjY9CcU4Ca9tasBhTuqkLsQ5EsTeZocaioDJMnR4iu3aBI+VxDZAfni7EtJQUZip/NlsB2mAzuDYafJ+ATyPIR7K1w4NSIXvQCYiO5PqIwb1k81HkHcUrEaRD2aDK28/wHM90Gx2D+o+E4VFwmnGS1fyhChjC5Dgxk5wbDp684ySZ11WUIiktC7L3+8PGfiHmvbMWiKG8Rp4n6E7auT0NsoAgSBEEQxFWJaxy4hgrsQxTCRslhTt9ATF4QhyDubXiooPH3hfpCLSpL9zIHLQU5JVrLMxvtXctZ+vrCjz37G5lTUF6QjYzNeTjGdl+ydG9reGrQz0PeZtzu64/G1ktiW3+mBpXB4zBKmTbfUEweKG/bYlQUZmrykF8qtx1WFyBHG4Poey00UzWVoOjoREyOkG8UGIFoFOCQeUuU2g9BIWMRovgNZk5Z99BArbxGXzVulTc5KiYPL+Z81pSWoSibOY3vHGeOuBzZBQYzB7Jyy2KszCxAZW0T9J7eHY6fh4Y5icyWFPogCIIgiKsN1zhw32hRr1YrWmzM0FUgY9ZUxCzNxP5j9cCQcNwX6itHmmHvWk7SmLcEUb9OwIbcIzim1SAkKhwhcpwr0LU0MadJZZZeFnagpYl5epgSNxK57xSL8WY1+wrgNTMKARack8Z9eTiEvXh66iRE3M9+kxYio0WHbcVmM0w9/RHCWwIVPz8rDYsuoa0JRUumIiphLfKPHcFFzVhMGX+PHNk11FNWIS9tAUa3VSDnuSRETU1AxtEuNL8SBEEQxE8U1zhwQ0di/PnjOGU2IN+4Hpuu9E1kDVqAXdtWYf6CRERHBuN2lZUHsp1rwdOrc/dim+WxdEA1ijJrMGvtbqx5dgHmxUdh9BAvOc41aAJGwudoFeqVLU7aChx2cEkM9YQYxH66C4XVfPJCAGKnWHJsG3CosAmxf9qOgt27O37r4+FXUIDy7qzz1l1O5iGjJgZpbyVj0YIFiI1iDmO3W/yYXHxDEf3wMry4g+XzaX9kvZjdubuYIAiCIK5SXOPAeY7F5MgqbMsqa58tqi1ejYQ52eCLR6g13lA1N6HZ6ORcOIhcS2uccexcS3SJDqnGAXlmqv78XqRuLBbHdUYDzUA9mr80Oos61O/aiXw51IEWOkuzIx0hMAbzfPOwYk0B6pt00DVVI/elbNQ56sT0DUd0jBapi1Yjnzlz4y21lvGu1fPhGB/hDbWnuuMXHInogQex/6g1B9Ycvuad2TpvFtBpnWjtYrod3NqMr9pFXIv83INyQIH2a9NZyVZpQn7SVDyd2zFBo/kCS/BAbwjX+/xBZKxjzhw1yBEEQRBXMa5x4KBG2BPJiG16CTGTpiJq6iTEpXyLma/EG7oDg+PwvF8x5rK4hN9OReTCCgREWRuFbuda8EX0onhc2pWEqEmTELW4CuMfjhJndsYbU5LiULduGiKnzUDMAzOQ4RmBWDnWQDBin/DBtqRJiHhmr9WlSKzjjckb0jBftRcrFidh4Qu7oXr4Bcx0ZAycTEB0PIbpVZgTHW6x65h3rTZHRWF0p25ZX4RN8W7vghVUpyCGd7Eqf/PlWbdtNWLNuxNWW+yYvBJjcJLJK2JaumMtXt6RmDezASunTUXMb5mcZ6SjX0SkHGlAMyURs2vWMn1NU8zetYY3op9bDK/cJKazBCQw/SfkafDishjmjvMxhweQk5+HY3YniRAEQRDET5drJIa87Rr455yYM6JWW3BFbMVZwtnjbcC7YNmFoLocg995y5LJdRuQm5CE5qfewzxH19DtCc7vwuPztXhs9yMIkHe5DP7JLS5iz+7ryoieXVDvoYbaofGEBEEQBHH14KIWOAUq9sC15nDZirOEs8fbQOV5mZw3fTWyEmZgQ3GTYYwec2Tq89KRcyEcISMMh/QazjWgcsJY1ztvHA/maLvQeeOomMNNzhtBEARBdMb1LXBXIeIrDanpyD2hgx4q+AVHYv4TTyHMykTbKwX/Jmm9KhgB/eUdBEEQBEG4JeTAEQRBEARBuBmu70IlCIIgCIIgLivkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQRAEQbgZ5MARBEEQBEG4GeTAEQRBEARBuBnkwBEEQbiAffv24Y033pBDBEEQlxdy4AiCIBRkZGQgNDQUHh4e+OUvf4kHH3wQkZGRiIuLQ3l5uXxUZ1555RUsXLgQP/74o7zHwKJFi3DLLbeI3//8z/+gsrJSXFOlUmHEiBHYs2cPvvnmG0RHR+NnP/sZ5s6dK59JEARhA4kgCKKbHD9+XHrppZfkUO+hq+nat2+f1LdvX+nw4cMi/N///ldijp3k5eUlNTY2in1KWlpaJOaQSddee6108uRJea8B5tBJTz31lBQYGCh9/fXX8l5JGjdunPTwww/LIUNan3jiCemHH36Q91x5dDqd9P/+3/+T3n//famtrU3e27twhzQSxOXgGv5H9uUIgiCc5rPPPsOvfvUrlJWVwdvbW9575elOuvbv34+oqCjRLTp27Nj2fRMnTsSRI0cQEhIi9hlJSUkBc+zw1ltv4Re/+AW2b98uxxjgaQkODhZp+fnPf85fnBEWFobq6mr861//gqenJzZu3IhJkyYhKChIPuvy8+9//xu7du1CU1MTmPOJ+++/H/feey/69OkjHwGcO3dOtD7y9PGWya7gyH2s0VNpJAh3g7pQCYLoMtwRefXVV/H222+7zHnj1+TdjjfeeKPNLktbuDJd/Fo6nQ6LFy/GI488IhwxJd9//z3y8vKwevVqDBkyRDhr//nPf+RYA3fddRfuvvtubNu2TYT37t0rulH/+9//4sSJE+IaX331VZecN36v8+fPC1k9+eSTePrpp+UY23zxxReIiIgQDuS8efPwwAMPiO7bFStWoK2tTT4KGDRoEFatWoVZs2ahpaVF3us4jt7HEj2VRoJwS1jlRBAE0SVKS0ulkJAQOeQ6Ro0axXsGpN27d8t7nKO76eJdqLxLlDkN0vPPPy8xx0qaMGGC9M0338hHdFBbWyv97//+r9jeuXOnxBxP6ciRIyKshHfl/uxnP5O+/fZbafr06VJTU5N00003SStXrpQuXLggZWVlyUc6xzPPPCMxJ1UKDQ0VMnvsscfkGOswh1FKSkqSBgwYIDHnT94rSX//+9+l2267TaqsrJT3GOBpvvfeeyXmIIouYUdx9j5KeiqNBOGuUAscQRBdZs2aNbjzzjvlkOv4+OOPRStVTEyMvMc5XJEu3kXHW9x4a8+nn34quk7feecdObYD3oLGW85KSkpEax9vTTt8+LAc2wGfEMHjsrOzERgYCOaEgDlbopv2zJkzohWpKzDHsL371lG+/PJLMCcXzIHE7bffLu8FmJMquiwLCgrkPQZ4ayjvtvzggw9ES6GjOHsfJT2VRoJwV8iBI4irBPbChsLCQuFI8PFXvEvv97//veie6iqnT5/Gb3/7WznkGng6jTNA7XWxWcPV6brmmmvQt29fi126//znP00cDD6ObfPmzXKoA+7k8bFua9euRXx8vNjH5c+dFD6DtSfHvmm1WtHtyme9KjE6kcePHxf/lfzpT39CXV0damtr5T326cp9jPRUGgnCXSEHjiDM4E7D1q1bxeD1gIAAMdDcCF/na/ny5XKo58nPzxcPff6w5y1UycnJmDlzpgjzcWP84cXHAk2fPl20QPExUT/88IM49+uvv8b8+fPFg7G4uFi0Jh08eFAsfWGEX2PYsGHCYeFO1B//+Ed89NFHuO6663D99deLMV5/+9vfxLHc0eLjvR566CERNtKdNHL4shp8rBOfKGBsVfrrX/8qWqx4unja+Tl8aY/+/ftj6dKlIi1GrKXLGb3yayivyeGOBE8bT+uhQ4fEPu5gfPLJJ8JZ5GO1+I87ETU1NaioqBDHGOHLiPA084H4gwcPFvuGDh0qZMrzxfPSU7S2tuLixYvCKVXClzbhWHKANBoNbrjhBhw7dkzeY5+u3MdIT6WRINwWVkkRBKGAPXilxMRE6ejRoxJ7GEivvvqqHCNJ7MErliy4UrCHmrR9+3Yx1unnP/+59J///Efsf/vtt8U+PgaIL6vAxwBVVVWJZS3efPNNccylS5ekX/3qVxJzbCS9Xi/2vfLKKxJzHsQyGRy+/7vvvhNjv5gDJ506dUoszXDHHXeI6/BxRsZlLurr68UxxmsZ6U4ajTQ0NIhjX3/9dRHmY88OHDgg9jEHTGIOkjj/ww8/lJhzKTFnTBzHsZYuR/W6adMmacyYMeIav/zlL6UXXnhB7OfLVDCHS4xf4+fysVgjRoyQbr75Zik9PV0cw6/Nx97xPPFlQzZs2CD2G/n000+l3/3ud+3LXfA8zJ49u325ku5w7tw5IR9HxsDx+/E08qVMzOHX4GMQLTF8+HCx1ImjdPU+nJ5KI0G4K9QCRxBm8BYn3irFuxb5mCXeWsPh45R46xFfxsBIWloa2ANYDlmGj8dhjoNoEXLkxxwJ+czO8NaF++67T2zzbrh+/fqJbWPrDV/mgo8Z4i06/D9vNePjozi85WL37t1iiQveQsWcHzGWiNUD7bMm+fG8xYM5LSLfv/71r8XMvscffxzTpk0T44x4yxyH54tvs4esCBvpThqNqNVqecsA73pkD2axPXLkSPj7+4vzeYsWbxFTdgNbS5ejeuWtlHwMHr8ub6H885//LPbzVkHeNcuXtOAzUvlsSC5H3rL5hz/8QRzDWw2ZEyda+5hzCuZIiP1GmNMhxsAZ08bzwGem9vTSF/y+5vJRwuMtwW2Dj01zlK7eh9NTaSQId8V66SCIqxTezXfPPfeI7jL+kJg8ebLYzx/M3Dnhq+cb4Y6KvWUbbr31VmRmZoouS0d+//jHP+QzbcO73szh91LC06/snjx16pRwFnj+uPNpbfwbH9P1/vvvi24qPsaLOyJGx82IXq8X/209hLuSRo6ta3InyZwfFV8/sJYuZ/T6U4c7zXyShrncuWPL8fX1Ff/N4XLi3ZqO0tX7cHoqjQThrpADRxBW4A/6OXPmiFYnzoEDB8Q4poEDB4owH6PDxzL15OBzZ+BOirIF4/PPPxetX3wQOF9f68033xStahzeYtTc3Cy2jfCHIL8GH+fFx5yZY7w2b8HrKuZpdAR7x9tLlz29Xg3wFk0+ptB8zTSjDVhzZrlzzB0kR+nqfTg9lUaCcFecqzkJ4iqBOy28W493H3L4Wz/vEhswYIBwgHg8n2nIu+T4ti1c2YXqLMpWKD6DkqeFL41hXNzW2FLBJzbwmZBG6uvrRRchH6DPu0+zsrJEF6QS7vRwx0/Z+tUVlGl0BbbSZU+vRhzpGndnuP55lzTXP/8OqxG+FArvguRd55b49ttvTWbc2qOr9+H0VBoJwl0hB44gLGB86+frdXEuXboknBn+wXHewsNX3ucPkKKiIvGJH1u4sguVOyY8LRy+ij/f5k6IcZ9xm3c78Xh+PN/HWyXuuOMO0SXFHTke5mO//u///k/kh3cj8nP4Fwf4OC8+3ouP6+L55+uM8e4snnfeBcuP4fDWR+4k8Xso6U4aOfyBzT+NxOEPbn4//lA2ypmPb+LbfJ+xC/jChQvtOrOWLo49vRpxpGu8p8jNzRW6y8nJkfeYwuXGxzAanRwuUx426onDZ+5yuRhbXHnrI3fMuQ749fk5XK58iZMpU6aIrmZLcEefp0WJrfQ5c5/LmUaC+EnCZzIQBNGZsLAw8bHxHTt2iJX4eXFhb/8ijs/OZA8sMcuyublZ7OsJUlJSxExInpZ+/fpJM2bMEB9KHzRokNjXv39/MXNyxYoV4rhrrrlGfICdH8dnh/IZlnyW3i9+8Qtp1qxZUllZmRQeHi4NGzZMzPLkXx2YM2eOmBn5+9//XtyTzwTlYf5LTEwUxxgZMWKEtGfPHjlkoDtp5LCHtUgDD8+cOVP661//KmZzGq/p6ekpTZo0ScygvfPOO8U+Hx8faenSpeJ8jqV0GbGlVw6fhctn2/YW+KxSnsa7775b3mMK1w+f8err6yuO4zK/6667xJcjjCQnJ0v333+/kIsR5uSKfDPnVcwM5l9y4DL84osv5CNM4XZ+0003Sf/85z/lPQbspc/R+1zONBLETxH6mD1BWIG38PAV+HnLDG8Z412m/O2ed/nxVgHeasMnBPB1v67WMTe8y5fPJGXOkLynd2ArXbb0yrtYeUsSn13Kv8DQG8bFMYdSzFTl3djG9eeuBMuWLRMtz7wrnXc5G+kt6eNYSyNB/BShLlSCMKOhoUEs9so/Tj5u3DgxNoovRsu7FI3jtXgXH1+slXejPvvss2Lf1QgfJ8eX4OhtWEqXI3p1pmu8p+BdiXy5lDFjxsh7eh7efcm/GMEnwZjPIu4N6ePYSiNB/BQhB44gzOAPet5Cw1vVeGsNb4nhb/NPPfWUfATE2mZ832uvvSZmNF6t8G+V8i8UcGe2N2EpXY7olS8twr+gwCdCWFoC5UrBZ87ycV9XCv4dWD7+ceXKlSZjBY1c6fRx7KWRIH5qkJUThBl8sdUZM2aIddAefPBB0VLDHw7KLhkvLy/RXfT3v/9dHH+1wluueItWVFSUWNC2t2ApXY7olTttfMIJdwB5y1JvgC//wj8NpVxAuifhM5f5p8/4AsbcsTXnSqePYy+NBPFThMbAEQTRLXgVwmcQlpWVXdHvxJrTlXTxblfeHci/jcrHwvEZj1czvKVy3rx5YkxhXFxcp8WcewPukEaCuByQA0cQBCHDF4nlk1P4MiP86xNXc+sqQRC9G3LgCIIgCIIg3AwaA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADd5nYt28f3njjDTlEEARBEAThOsiBs0NGRgZCQ0Ph4eGBX/7yl3jwwQcRGRmJuLg4lJeXy0d15pVXXsHChQvx448/yns6WLRoEW655Rbx+5//+R9UVlaK66pUKowYMQJ79uzBN998g+joaPzsZz/D3Llz5TMJgiAIgiCAaySGvE1YYf/+/YiKisJHH30knLlLly7hH//4B5555hnhfHl7e8tHGvjPf/6D/v3744cffsBnn32GYcOGyTEGuMiXLFmCgoIC/POf/8TNN98s9oeFhSEoKEg4jZxPPvkEr7/+OtauXSscSIIgCIIgCA61wDnBNddcI/736dMHAQEB+Prrr3H+/HmxT8m2bdvw1FNPwd/fHytXrpT3dsCv87//+784ffo06uvrxT7u1PEf73ZtaWkR+7jDyI8j540gCIIgCCXkwDkJd7J0Oh0WL16MRx55BMHBwXKMge+//x55eXlYvXo1hgwZIlrgeIucOXfddRfuvvtu4exx9u7dK7pR//vf/+LEiRPiOl999ZVokSMIgiAIglByZRw4vY45QXo54B60tbVhy5YteOGFF0RXp1qtxksvvYRrrzUVYUNDAwYPHiy2eevZ559/jpMnT4qwObGxsfj73/+O7777DmlpafjDH/4gxsHxljfeCjd8+HD5yF5IK9Nhq7z9U4Lny41MU9+ig75NDhAEQRBXDVfEgdPmL0PU0gJo5bA7wLtNeYvbihUr8Omnn+LIkSN455135NgOeOsZbzUrKSkRY+N4S9rhw4flWFP4pAgen52djcDAQNx222147LHHxAzWM2fOYNCgQfKRVxhtLcormqD0ayrTpyEqvUIO/XTg+VqZ3ySH7KM/X4Hy2itlyRXImDYNGT89NRAEQRB2oC7ULsDHsPXt29fiLFQ+KeH222+XQ8CkSZOwefNmOWQKd/Q8PT3FJIX4+Hix7/e//z1KS0vFLNZe0316pgCPbymDTg4SHejKMvF4vmEcI0EQBEH0FC5x4PQnC5CRV61ooWnA/pQUFFV37NFX5yFjV4WJE3CRn7c8CXOfXI3css6tGNrSbKSy+MeXr0NuqaJVpKUCuSl7UX+hDLkvLsHcLdVyhI1zzOBdolu3bsXYsWPFhITq6o5r8IkEy5cvl0MdEwyU8OU9+HIffKbpoUOHxD4+oYHPHP3tb3+LiIgI8fvTn/6EmpoaVFR0bibhy4jwJUl4N6yx23Xo0KFi7Bx3EvlMVru06VBTkNmR5+IGMz3sQuX5WhRtXo7HV3S0euqY7HO47JjscwpqobPSDaer2IWMt1nazxdjG9Pp/rNyhEAPbVk2NjyZwO6djqKTZi5eWxPKs9dhZVISVq7LRrmthi1rOhXXSBH3ePbFTORXdNiJtjQTOSXmdpGJQ4pd2pJMZDGZWEN7lNmlkJ2F9HNs3L+xMAXb9rFrV7yJDC5nw9wTm+eYwo7LZDKtlYMyOibTjPzadj0KXa1j+ktajtTsvWi04knz9GQUKvOqQ2WOmc7s6aSlAYeyV+PZBDn+gryfIAiC6FW4xIFTeepRs7kYp4xOwNkSbMvNw8uFVfIO4FRhOg61ekEth3E+G+tzdAh6MBGPTe6HoufnIvWo8ZGlR+XmBMRnajGMxc+Z6IualLl4PEd+OLU24HDudry85k3oQ6bjsQl8GQ8755jBuzoPHjyI1157DefOncN7770nx0AsD/Kvf/1LbKempoolP1pbW/H444+LLlQOP487gbNmzRKtbtwZ5K1tH3/8sRjXxjl27JhY8407fwkJCdi4caPYr2Tp0qUYPXo0rrvuOhG+/vrr8Ytf/ELc0z5a7F8+A0m5OgybvhCPTfdHfXoSns0zPpWbUcn0kPrCWpzyjsSch4KF/LX5SxD3XBlUYUx204Ohz1uIuDUHFY5fB6oB/ggZ7gWo/RAUMhaDPeUITmkKNh3RYPz0BZg5qhHbkpahvfextQJZCXORoQ1E9OxETB5Yg01zk5Br4gAqsKTTtmpkzUrA+pPeGPfwMswJAw48k4SMCkNKNSodMnLK2p1SfUUBNuRm4+12x70JpTnZaPYwXebFSGMuz3cFvCYye3nQF3UbViCrRo7k2Ll/v6FjEeTHJDogECEh/vBS2T/HFG/00xcjtbDj5YE73YXp2dB5+oJfTle4HDEL83AxkMlk4XT4NaQhYVmexeEHzewlKau6WQ5xdKgryUOlcZc9nfC0z0tCljYYc1YvQyyLXz8/BZXU9EoQBNH7YM6FC6iX3kqMkjZ9bAg1v7VAWrIhWVoSkyadEnuqpG0x8dJbZ0RAxIfHb5XqfjCEOXXb4qXwDeWGQPN70vIpq6TSi4agQN537Du23bhbWjIhXtrxuSFKYO8cM9avXy9VVFRIb7/9tuTh4SHt3r1b7D99+jRvapOYQybCvZ1L9TXSF4o8X/polRS+YLfULELl0qYJkdLLHyoO+IHrIrFdFwLjvno5bM7HyVL4o8ZrGjixIVIKf65YuiSH2Z2l0r9ESkveahShi+8tlib+pUQRL+9bbbqvHUs6/eGS1FxTLzWb2cnEZNlOviuR1k9ZIL1ruCVLE7PBDWuliUuLJZHjb4qlFROYTVjQv+FcMzlc5Ps68mD3/gxhy0a75Thwjgn1O6WkKcnSCePxIqyw2e/qpbp6hf54uicskAq/5AGDfo3lTuhEmRapUXr30Y54uzoROlgrHWtPO8vLuWbpkiIvBEEQRO/ARWPgfBEyQYP9x3hLgg4njmgxLiYG4zQlOMHf7s9WYB8iMGqIONiApwb9FMub9VNr5C1A/2kF9g/xYv/LUF4q/z7Xsohq1LV3+WigVrQGOXZOB7xl7J577hHdoLy7cvLkyWL/0aNHccMNN4gvIrgDKl9/eKEBNSy/RdkpyHjnOGDWHar2bG/3BBqYLtp8gUaFnMrqcVHdgPozllqJbKC5RbQSGVAxHcqb0OPEsQoEafSoNN6D/U5dYDFV9WiUj+qMqU7hoYLG3xfqC7XsOnuRvyUFOSXajlmXfcdiXEQ1yj/lTUTs/75wjJ4diuiKwzjRyu7F/heFjsOovobDTWiqx4m+oaY2qebXk7c59u5vCWfP8Q3F5IEF2C/3sDeWFqA5ZhpGG9Pc1xd+3mx/NZNhQTYyNufhGNt9yVYaLOKATvoHIKh/AZbPX4f84mrRVasZqIGKliEkCILodbhsEoPfGPbkK6lAfcsR7P+cO2vcqQMqa3TQVpRBNyUCAfKx9tC1MI+rtQGnjh3BsfafFn6xocxZsUxXzuFwB27OnDm48cYbRfjAgQNibNrAgQNFuFfT1oSiJVMRlbAW+Sy/FzVjMWX8PXKkFb7Rot6D/UzkVAtVaAz8PJ104Kyig+5L5hicr1Lcg/1afDE71Efh9NlBV4GMWVMRszSTvRzUA0PCcV8ocz7bUWHU2FAUHTnO/PQS5I9gzhqTwbiII6hhLw6njh/EeCYPhfvaAZeDWm2WFhX6KHfYvb8FnD7HFxOi/ZFbxLuwG3CoUIvoiEA5jjlueUsQ9esEbMhl8tNqEBIVjhA5zjkc0IlHIGbv2I7kGG/U703GkhnMtpbkodFpZ5EgCIK43LhuFmpgBKJ1ZTiWdxj7J4wVzhp36iqPFKP0SC3Gj+14KNlD4xsAVVsgpixYgHlmv/HKFhMFXTmHTzpobGwU49g4fEmPqqoqDBgwoPcs4WGLk3nIqIlB2lvJWMTyGRsVypwwOc4ag5hj3cLHZ3WWU2ywRVenC2jgE6DCpeExne4xb8FE+MhH2UNX+iayBi3Arm2rMH9BIqIjg3G7ynRAljo0EpPZi0N+WQkGMxvjLtmosSOx72geyvf5Y1xwR8uuCVwO56tRZ5x4IGhA3afyJsOR+5vTlXM0E6IQtu8AKk8wJ1TLtkfJEahGUWYNZq3djTXPMtnFR2H0EOuvI/00Fsb6tfvkjurEGwFR8Zi/Kg3b303DnMYUZBTbTj9BEATR87jOgUMgRk+oRWr2QUTfM9Kwa/hYjC9Nx4aKcITJuxzi7hjMV2UjdVfHBARdWQoSpqWg0lojURfOMX6yiq/BxuHfOOWzSPlH5M0X6O2VsAf24NZmfGV8vupqkZ97UA5YoX8kfhN5EKnpZR0zTxt24empC1HU+atgHbRo0exES0xQdDz6ZK9FvlEdbTqUb5yBmJQKi5MlLKFm+VM1N3Xc98JB5Jqv0ebJ7M6/AKk5YM6awYFR3z0Wt2anY5smAiGW5y8wOUTgwdAKZGR2yKFxF3NWFLMuHbo/R/t1+zUcPkcJS+fk4INY/5dd6DMzStFSrYFmoB7NX7YrGPW7diJfDpnjMyQQqn0F2M9v16ZFTdY6pCrm8NjTib5sHaJmpaDc6NTqmtGsU8FLwx17HWqy1yFjn528EARBED2CS72UoPAo9hQIxuhguR/KYyRG36uHPuI+BFkah2QND1/EvvJnBBUnIeKBaYiZOgkxL9Ug+i+JCLLW/9aFc7jjxr+q8PzzzyMnJ0ds8++b/upXv5KP6OV4R2LezAasnDYVMb+dhsgZ6egXESlHWkONsCeSMbMlBTGT2Hns3IikAvg8sQyTrfUaB8fheZ9dmDtpElYWOtgaMyQeq1aORFHSJEROm4aoSTOw4kwU1iYGm3Vb2oDf16+Y3XcqEn47FZELKxAQZd6S6417I/2h76sYY+kdjHH99fCbEGqjtU+D8c+uRfTnKxA1ldvLVCxv+h2eZybcjgP310xJxOyatSx/05DFh4A6lGZzmE4eDEfjBQ0m36vsbvXGlKQ41K1jup3GHK0HZiDDMwKxcqw5qnvn4vngaqycNQkRkxKwzXM65vvLkRw7OlGFPoLkqCosZzaRMIvfcwVOxazFvDH8ZC1OFBcgZ281c+UIgiCIK801fCaDvN074Z82alNBrXb4se/UOd9++634sgJvceNfVuCL7mq1Whg/XO8WtOmhY09VtacTMuLwT5q1Mjk5e56TiM899VXDGRWawNOpd9IGnIHbC3Oi1NZeMrpyfxenmcuQXcxlEwps6kTYkx4qF96PIAiCcC2934G7TPBvlk6fPl3MPn3xxRfxxRdfiJmnjz76qPgKAkEQBEEQRG/FDQZ6XR64A8db3viSIbwVji/QyycvPPXUU/IRBEEQBEEQvZOrtgWOT2BYsGABTp8+Lb6CwD9pNX/+fHh52Vp0hCAIgiAI4spz1TpwBEEQBEEQ7spV24VKEARBEAThrpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WaQA0cQBEEQBOFmkANHEARBEAThZpADRxAEQRAE4WZcIzHkbcIFtLX9CP3336Ptxx/xI/v1JNdeey082E91/fXw8CDfnCAIgiB+qpAD50Ja/3sJ3//wgxy6slx/3XXoe0MfOUQQBEEQxE8JcuBcxHet/8UPbW1yqHdwnYcHbux7gxwiCIIgCOKnAvWzuQDe8tbbnDcOTxNPG0EQBEEQPy3IgesmfMxbb+k2tQRPG08jQRAEQRA/HVzmwOl1OuhaOv/0va1hqk3v0nTxCQu9HXdIo11crDeXome2rtPLgd6ADo2lZajXyUEL6BvKUH7SxgE9QVsTyrNTkJGSjfIL8r6epJXprVXedgTZBpW/TvYojrFiCzzOip3oe6tt/0RwP/malWGlrdqpb8iWehgb5fpy4yIHrgmFS6chalrnX0aFfMgVQY/GClYItHKQc6EAK6ctQ6GLHhh8tqk5n70Wgwd/bfj9Jv4PWLWpCGf+I0c6AzOMb//zbbcLo6U0uh0V6Yhh9rSyUKlMA/rzFSiv7by/p9DmL0PU0gJcuRSY0XIEWStWIKfMWPtrUV9agcZ2Z0WHQ1tWYEn2EbZ1pdBh/4q5WH/SG0GB/vBSy7t7kMp0VkelO1FBMRs0r98ipzKbzKllNY2MfMyGfRYky+Ms2UlTHp5l5ySkV8s7iO7QuT6oQAaT75V9FjmJWRlW2qrt+obn1XXPNwMWnqNEB9bKdQ/g0i7UsAXbUfLRhya/+WPkyCuCFse2LEf+GTl4GbC6VMjUv2DPu3l4Y8MzmKJ6D089no7PvpXjHKX5Q7wavxIfNcvhLtLTy5m4Hj3KiwowzN8fh/JLOhUUXVkmHs+vl0MEPCdi6QfvYWmk0SuqR/7yTBxrkYNQY/zK91C8ciLbulLocLFZj7CH4hAWGQq/vvLuXk8MXlPWcdsWol/OYmQcVb6B65H70kvY72CN3rgvD8eYbXvlFaOSWk66zU+iPuhUhq8kl/85SnQNjxcY8nY30OHUe7moHxqLyXdZNrjGwhQU/ccPNx7PRvK6fCB0AgbfxM48WYDctL9h/e6jaP3RB4OHaqCS3UpdxS5sO9EHw38oQ8bqFXjn41bcfNfd8PmuAvnbNiF1Rxla+wXgrjss3bMB+1Ny8OEntTjX3ILGCyoMD/KBSncSRW+dhd/kANTvXIfkv76Pz1s9MXzkIPRVuLO20qXkkr5z9+RXR3NQiImI/8Vt8LjpFgwMiUBgfQqeOzoQsWGD4MEPatPj3zX/xD/fO4jT36jQ7/ZboRYRnK/xryNVqD97AgeP1ONGXx9cp/0C/z7/X6gH3gKVfJTta5jSR9V+loGWCuRmfIabR7bh8BYmh7/vxZkWNfwtyWHb68jI4vHX4I6hQ9BPeammMuSmv4Y0Fn/Oww+jrjuOrR98Y5C1fIi2NBtb0zYje+9JtPYdaqIv7ckKfHODj+k1zWk9hJyXtRi/YQZuzszBN+NjcJenIYrbVXbhcXxW9xXazmnRZ8RIDLAy8dZWOkR33o5M5Lyegj0ft+C7fn4Y5mPqVVg7v/WzAuScHYpo/7PYtWEdUvd8irabR+KuQVa8Egdlj5ZaFG1PQ+b6d/CJtg233hkAL0XedGf3Ij91M179v/04Z3I+t/0s1A8IxeBr+b3exOHPatH03QXUfeuDkDs9hdxyThu2jViXD79eIXQBPjiXuwGpa1h6Wq9jZcLMFsyxln6R/3fwT2PZrP4Wt4eyaxnOMkXoJR0Zm7Ow/2QL+g1l5V9Z3O3pzcb5Xx7Owh5MwLRr9iNt/RrkHLiA6waNwJ23WsnUF0eQWQRE/z4UA+RdULN0X8jChnOjMCfURz5mKObFfYrkXSr8OmoE2lPD4457YtaDin1MtkXrcxH4xGrcVbUR5bcyh9bPSiGWsa53AzbtnKE9moftqRuRtfe8yO+N5emsbmb26qMy1Ln79Sbl11B3G+IFtnRiwbbP6TUYMszHqfrVXh6sYbk+aMLH25jiIqNx3X5uv9k42OSBwXcF4Galqm2UN+OzaMhXBcJW6m+PRdBtLMKefbbDjsvchTqfYBizIq6552sMGe0r20MTDm3Jxrlbx+AOT0UZvsVoq1Mwd5xPe31jakdGeF6P4+bfhEL3rlxWLdQdjqfb8nNUV5qJvDofBPnJJwm9v49v/Drypy3JxK5aL/x8qKGOcVanHcdbsVOn9WEqU4HRXkX942A918T8jyzmf3Db5s+8m2qR1alc9wzKx8Vlpbk6D/kpL2D9CW9Mnh2DYUyo2vwliHuuDKqw6Xhs+jioDi1DzKK89hYW/dkSZOUlIzWPvalPX4BxHnl4fOkSrFx3EH3ueQhzJvdD0YokpJq8/RpRY3BIILh9eQ0fi5DhHRUSV2TOhu24OJxd49GJUO9bgaSUivZuENN0BUOftxBxaw52dJM4zU24+/7xwMFPcJoH2/6NfSvisSD9Y3x/yy349nA6kmYtxb4vxcGMb/Gv48dw/PN/sS0d/vU52+bh4+c6urzsXsMOrQ04nLsbG1asRd0QJofZkfA5uQ5xTP6NciuArnA5Yhbm4WIgk8PC6fBrSEPCsg794Hwenp6zDjUDI9n5D2Fw7Vqs3LAbWSUNsqz0qNycgPhMLYY9mIg5E31RkzIXj+c0iFhoC7A+aQnmZtnuOtKVsMr+7okIGxiOyVFNKCqVz2f0GzrWUIkMCERIiD+8lAWtHTvpaKtG1qwE0Z037uFlmBMGHHgmCRkVRo3L56fUwGciO/9BfzQqz+ecz8b6HB2C2PUf43b5/FwrdslwQPZoKsCzs5ahXD0OsY9Oxzh1GVbMWIiiJjm+muk7aSeaQxKxatl0cf7CdhtuRmVuHip5y63KB8NYOfBi5cEvkJWDoYbajJfHrGpj066ZfB4MRHPmXCSYXS/rpXU4polk6eFlZi0SXtzbYY/m2Eq/nKb2shnia9l5a61AVsJcZGgDET07EZMH1mDT3CTknpXj7elNPn9TrS+rcxIRPaTJ9HxOaQo2HdFgPKtfZo5qxLakZcg3ythRmM68VMo1F1UY/fBazNel4+VcOxerZg9jbRTCAn0xIdof+QePyDK3gk2927FzRmMur8sq4CXs2Bd1G1ZgQ14eDp81aFLUue3l1wC3FWO8XZ0YbXudXL/G3QNtzhIs3NJRxkX9ymxdH2Ko97FXWb/az4MtbNUHhzYa7XcGgpoykbBUUZeZ2WuQPg8LZ61GuZxtIZec1Vj/hh5BzFbCBrKd9mRhgjdULbvwdqnRHvQ4sScdWdk70b6LvQy/nc3KZH8eUJRhp9HiwCvLUOQh56U1D0nzUlBpLKxOpdvyc1Sj0iEjp6zjWV1RgA252Yr8NaE0JxvNHt5s21790hlhpxuN9a0VO7Wjj+hALTLmzFDU4xZkKuy1isVwHKjnxDPvJVSx+PZnXlaNHHkF4OvAdZ9G6d1HI6W4BWulvyUnd/x2lEsX5SNObIiUwp8rli7JYemHcmnTlBhp26dymPNDvfRWYpS0/oDhqOa3Fkjh8dulOhFi/HBY2jSBnVMlhxknkqOkxG31csgcQ7o2fSwHOY27pSUT4qUdn8thzpntUuKEZOkE3/6hStoWkyi9dUbEGDDus3Cblou6Tr/Da1he15Sa7j+9U1o0Yb6Ud5Zv75My170tVX5jjNdKH/45Upqd8bnFc3aeVuxrj3PwGvKvE0IOTNYfGTXEMJO/9F29VFeviP+uRFo/YYFU+CUPXJKOrY6Skkxkb9gX/uhuqZkHm9+Tlk9ZJZUqLmHcd+w7Ofh5uVT3jWHbMs1S4eJIacUH8kU+TZPiYtKkU4aQQNjJhnI5ZAF76fjhktRcUy81/2CI4tRti5cmJsvX5MdOWCwVikzJNJZIO9KKpS/YpsFOt0p1ZudbTZMDsj+xIUqKS1UYOqNuW6I0cXWJKEPinq8cNkRwvmuWvmg2li5WtiYo7Z6HF0jvNspBhiiPxvSJ9Jjl7yLT9RSjzRuu9/KHivSKc5ZJ+6zozl762QU6l00zLr63WJr4F+PxBsQ+4zXs6I0fG774vfY6iNN8YKu07UODzXaqk9hW6V8ipSVvKQSl5ONkKdxYT3C+uyh98fFWacmUuI46SXnMuZ0sjsn9nIgxxBnLhsyp1BgpLk0+WdiZdZlybOrdnp3z8st1qqzbhJ478iyub5ZGLidjvF2dWKpfWb4nGsusqEvN6v3vqqTC5J3SCZ5ue3lwgM71gQX7lesyY5ngejCty+R9Owz7LJVxu7Iw49KBVdJEo2z58y9qrbTplaj2uu3iB8uk8PbrmZZhZXm1pKMODOeZ5uUis2tWV8t5cTbdFsuqsKUO+fHyvmnDWmni0mJDefumWFoxgemR68xu/WKGJTsV+8zs1EwfYp9Zeb/0EZN54k5RT5vLVCDSZizTFuzEpJ6z9MwzyNa6Pi4vLm2BU/vxtx7+Ri3/TFq9GBpF919DNY4hEqNHyWGOhy9GhapwqLpW3sHwVHe8nXvws32h0RiCnNsH+qNG6+xrigbqjp4joK8at8qbaKjAvjZf9gpQhvJS+VdWj4vqBtSfsfa+4CQDxiD2f8dDXf8pPj1ylP0+xb/+A5z5uv190D6uuAb8ETTS0CIjYPIPmaDpkH9fX/ixF6jGaiaDgmxkbM5jOgMuiVaiJtRVqRA2hsmqHRWCwsLlbfaW9GkF9g/xYv8VsvycpU9fjTr5RU0zPBh+Sl2Y01SCoqMTMTlCTmdgBKJRgEMnDEFHsJsOZlcaf1+oL9SisnQv8rekIKdE2z55RJwfGoUwhd3BOxwzH5kIHzkITw36KXq++qmVB1vCluwbcOooMDks0BAn4zcmFF5lVeCjezQjRsKvYAUeX5fHzmmAzkMDH41JaXMY/edVODQqHCHKJKvvwejgBlR+3v7uycqMIr3ezDZwERctzuK0n3776HHiWAWCNOzt3agz9jt1gcVU1aORH2JTb4bzJ0+OMBnnp4lIxOxIhc0q6yS21U95sEXy8Mf7JyGC/6ZOw4zlZQhYmYbZplk1MDAOix4BNqze1dGyqqStAoV5asycIp+sCcX4MWUoKrVehm3p3a6dN9XjRN9QjBoiDjegHotxEfK2XRzQicCsfh3EbLtFD7EiJa9fwcqSst7vG4jJC+IQxGTvSJ3RVUzst+9NCr034EQpMFjV2HFP9qtrVaOyVtEaaVLGHZVFB6ox9yG6+ghO8LGoJ49g/72hmMPqy/1HjrOrsesdKcPksfco0tVV1Gb1shqjxgaj8ngtdF1It0X6crupRvmnvH5g//eFY/TsUERXHMYJVifo2f+i0HEY1ZdtO1i/tGPJTsX95G0jZvo4WV2NsPBQk/KuCh6H8WeP41T7+F/7WK/nLD3z1AgJ73jm9TQudeBuHRKM0cwo23/B3taN8Rst6n294SUHjag13mhsvYKLz/J0ebDfsSM41v6rhSo0hjka3XDgvv43GlRDcRv3FP/7OXKfjMfz/zimmBnoJK64BryhNntgccfDKP/GvCWI+nUCNuQyGWg1CIlihVDEcJrRfEENtVmnv6pvR1eSroXVuK3sYW4iSy38YtmDXD7GHnyA9yHsxdNT5YfmpIXIaNFhW7HjU8rspkNXgYxZUxGzNBP7jzH3Ykg47gvtKKTifLXKBRWrEluy57L1hU/7QCsZVmH5GB+EgY9g+461iPauRVHyYsQ9MBXP5nXtCSfyN8ibPXaVsBcntkOns1DB2sWB9NtFB92XrFo+X6XQGfu1+GJ2qPxiaFNvhvP7mY/97DaKSQypcaxy98KwAOvOuk/MMizyyMTK7M5dgPrSAuTqm7Bhrmzb98/ASub47rcwUacdG3q3a+e8bmNGZyoRFfo4LCIHdGIPi2nowBV1hvNwe2V/G5T3PII6VShm+9/EXANLdEEWfZnTEsocpgo9akoKEMScNTV36o6yl5q2KpSXBDPnwKxS6BKsLJu9FKtZ2cPFiywvLtChQMWcwlAUceezugT5I5izpuFO1hHUnAVOHT+I8eNZ/tiRTtcvXbJTQ778vM3KovomZjfWXjSdxf4zr6e5Tv7f8wwdifG1xcwzjoNPu7HpUXeylr2d+cnhK4B4W7yIcQ8vQJjLRiTq8dneInwdvhB38tDRPfh7axzS/jwDdxgOwPW8acsJXHEN/ubUyOv+9jcd+S1GyL8aRZk1mLV2N2Yb35ZbD2K/vAkEYFhwE4rY23HskI5CU3OshP31F9sa3wCo2jSYsiCePei6QgMOFTYh9k/bMS9UUbGd2YWFzxSg/BH2wuCAjuylQ1f4JrIGLUDBq1Htb2/1WR0ViyZgJHwyeSUbjgDjG59Y+4dXjI5XeabYkr2KybYW+6t0iB7YkW99TQ3KR43E7XIY/QMxOZ7/2PbJTMxNSsH+Casw3laLpgUM+TuOGoQyrRppQN2nKgRM5mNYHH4vl+G24UD6bcKcvQAVLnnGYN5s5RtvB7pSW3rTYPBINTKqa7FogqJ5jK+h1da5Eu4SgfGYHzEDG7IqEPZEsOWHn4c3opc9ggNzFiMr5h55J0ePyoMHMWx2Ml6NVeSvtQSps3ZhX0MMlLtNsKZ3e+WNOdUh55lj0sIedO02wvXM/hmKrHiBNkff7sHY14ldeL1/vgCntCyNimctX7uMv9F0v87oCn4YPJzZxdhHMG+C5fLc2aHuiizUCJkYipXHd8HnqC9GxzCr5U7diDScyGOOu384Zpn5H12jFjU1TGkDO/JSf7ICqhETWapdoEMZdWgkJq+rQP7AMgweG8Nyx526kcg4yjKzzx/jZhoyY79+McOSjbRVo7KU/ZfttDNyeT9ejfmhivLeUItjqgCMF7fxgs9As9qM1eOONxdxO2nCoRode+Z11GtctjYSdlnpsUkMnfAci8mR7A06s4xVqIZdurJ0pJaE4sEIl1hxOzqtBS/fGv0j8ZvIg0hN70gXGnbh6akLUXReDiu49lo7IvzvOXyW/Rf8ee+deDx+nKjkVTcxU2/+F5rkteG+rdmJNz40bJswYBCGqs7gzGfy+iM8PXKaHL4Gw3oam5C6oaN7x1T+rKgP1KP5S6PsdKjftRP5cohXRmH/E4O6jS8g62gDe8vSobF4NTbtU1SAd8dgviobqbs6Wh90ZSlImJaCSv5QaGOFYfM65J6woh8+wPt8OMZHeItm7fZfcCRzDJgzqZwkoP26Q1/m2EkHf2ipmpvQbDz/wkHkKkeyD4/CTE0eMnKN5zNZZC1G1IvFbKur2JI9k+2vJmL/lkyUG5v+W8qQsfkgJkdHMM2wh/+6qUhIUZSdZi10Km8b66mxeGvdCMb8KeTTuGstUvUxmHC3vMMp7KXfMYKi49Eney3yjclq06F84wzEyIOf7ektYEocvPLSOs7X1SJn0TS8vM96F6VzsHzGx7N7pCDf4gBwGe8YPP9UALbt2ivvYLQcRH6hN6sDA01t25s9FKeYTtTpwI7e7ZW3/hF4MNS0zm3clYKMC4ZtjmpoAIKqi1HIF3lmD7fG4nXYVCxHMuzpxC6i3q/CtqyONGhZvZEwJ9vQtW4vDwyxzltFk+372aoPOqHB+NiJyN+c3mGvbQ3IXzgVT9to1e6KLNR3j0UIH47CnJlRwqng3Zsa9rzJg1dEsMNlwzYq5Kcr8sKeX6nZesyJDBbBruqw03PUMxCj/QuQmgOMCzY4Yjx/t2anY5smAiFG38zZ+sUzHLGx9Xj5hUxUNjDHuoW9yK9JRqFl37odUd5zFeWd63BDNvSxkQgSO7yZk6fC/vf3QsttQ1uN3I3sHiLOETQIiw41rdeYbDNyXFWfOM+Vc+B45fdEMma2pCBm0lRETZ2EmJeaEJv8J4x3mf/mjSmJMTi5bhoipqWzNwBHME1XzLSpiEgqgM8TyzCZz3Qxw8Oac/Tec4bFfP/fs8hqDMPLf/8LJhi7lO6egWX3ncTqeMNiv4mvfY+777sJ+PIbmC4Vdzd+vXA0qpN/Z7jWjEX44EtjlKPXsJFGBLI3ziYsn2rIZ9SKKkSvNcqfyS4pDnVMdpHTWOF+YAYyPCMQK84zoApegLSXQ1G3ZRkWzk9C6slI/PkpxUAFD1/EvvJnBBUnIeKBaYgROq5B9F8SEcQLo74Wh/MKkHvUciVZs68AzVFRFlrZfBE2xRu57xgcKM2URMyuWYuoSdNgcUKrvXQEx+F5v2LMZfpO+O1URC6sQECU4i1OnL8Mfvn8fCYndo2kfX5Y83RHy4/z2JI9k+2Ehdg6sxmbZkxiZYPZ4IyX0BybjGem8ANUCHpkLaI/X4GoX8/AXH7+izWIXcvyY3EFimDEPuGDbUmTEPGMhZmjJvLh+ZuEufl+eDH1kY4WRyexnX4HGRKPVStHooilO5IvnDtpBlacicLaRLm1y57e+Pl/8sMefj5LQ+SvF2L/0BfwpDNpsMeQOMyP0bIHsI0ZuQz1lD/hxciOJ5CutABFgewB1qkRhOk2PByncgpQ08kBsaN3e3bOHZVn5fOn8vipWN70OzwfxeNkfKPw5Gw9sxVWZ7LytLx6IuYp4+3pxC6G+jW26aX2ej8u5VvMfCXeYGt28wA0l6bj8aJ6q/ezWx9YwMReWb4iJyVhz4DFWBRtoYXISFdk4R2K+/z1wlkztjBqgkPhp9dgsmLYRvfwx6InfJHLhxfw59c85hw+ldwxTtPpdFt7jnrj3kh/6PtGdIxX8w7GuP56+E0I7Rgf7HT9wuz80a34a2gtMpYlsWdLCmomrsaT98rR1lDmi5d3rkO/ZUh+2JhxFUbPXoyQqrXM9lhdmJCJftMTFcOC7MPLcVpUFZYzuXLZRi5twsynlAWkZ7mGz2SQt68cvFtDr4Ja7VgV0GPwdLWydNnoJuPfGf22tYsd7OwN99vvVbjJyrpl7fDjmFd2088spMOBa9zUty88PMycuKY8PD2rGPftSEY0K3C2ugON3RsqS4WNP2QU+/X7ViMydyTykmNM3yb5p2DaeoGObaXDETvk57OHULe64JyQPdcv/0yLypr8XS1XV+RPib30O4j4PFBfli5L2XRAbzZt2B2xp3dH4mU9V26chCzf7VgTa8NZsYBNnTiCPb1ZyUP5mknIv2c3np/S9dcnq3TRXrsti8uEPbvv8XQ7Wr+YPVdYSnHoxal4e9ROrImx/wJ22cu7sBMb9XYPcQVb4BSomEJ7m+VzeLrsKIg7Rtdf18WhhB4OOG8cfpwl541j5xo8bZ2cN3PYNWzlU+VpuSBoC5YjalE2auQWZL22AjmZexF0r4WuAF5J9AYd20qHI3bIz3eVc8OxI3tDvI2KyNVyvSz5635Fym3QajYd0Js1G3Zb7Ondkfhu6tmmThzBnt4s5qEJX9QEYvTdl8F543TRXrsti8uEPbvv8XQ7ZHda7F8+FU9nVTMHngWZs6Q9momsYl+MC3as9fyyl3d79XYP0TscODen7w19cJ1H73s68DTxtFmEGaDXQNOlL5xFM+UprAquxvoEwyy6qLkpqJvyKl6Nc1VXwE8UF8ieIFyG2htefXuh92ERFUY9uhhTnGssJNwKDcY/9WeMPrkWcbyrc9I0JG5uwOT1ydYn9lyl9I4u1J8Irf+9hO9/+EEOXVl4y5tV540gCIIgCLeGHDgXw8fE6b//Hm0//tjjH5Hns035hAXV9dfb7zYlCIIgCMJtIQeOIAiCIAjCzaBmGoIgCIIgCDeDHDiCIAiCIAg3gxw4giAIgiAIN4McOIIgCIIgCDeDHDiCIAiCIAg3wz0cOP7ZCv7Jj07fBrxM8M99dPHrWEQPw3Vl/AJzmxaVxRWGDxUTdtChsbQM9To5aBNnju0G8meMej0XKnCo4jJ/wNoBWWhLs5GRkoKc0iv3Me0ex96zwBW6UdYpl4OWWhRtSWG6K0B9F+4jPn/Vk3WcK+vVnn6Wd5seqvu6iOscOG0tyiua0H2716OxgglMWQYvFGDltGUovCCHLzOV6dMQlV4hh4jeDNfVynz5Y/i1eXj5xZdQWGsIXg705ytQXut+D8xO6W45gqwVK5BT5kDN1OlYLepLK9Do6pecinRELS1gV3cQl9U5zlGf/xKefikP9XL4smBHFrriFxC3sQZegSMxzOcyfVbKIS6TLVjDzrPAFboxqVNcTi1y5i1Ebqs/QgL90M/pD2BUIGPaNGT05OPJlfVqDz/Lu40z9eQVwHUO3JkCPL6ljPmr3UWLY1uWI/+MHCQIRxmeiO0f7cTM4XL4MqAry8Tj+Zf10X1Z6JRuz4lY+sF7WBrpwMO/07H1yF+eiWMtcvBK4bI6xzn8EneiZGci/OTwlUDfooX+3hjERk7E6CFX8jNYvcQWZHqDbmxzEc0X/PFgXBRGRwZ2/mZ0b6QH6tVeizP15BXA4wWGvN1ldBW7sC23BJ+cPg/9hVroB4Ri8C0N2J9SCN2gPvhk+zokv6dH6IQAfFOYgpzTPgi509N4Nipz0vHZTcZzcvDhJ7U419yCxgsqDA/ygUp3EkVvnYXf5ADU72TX+uv7+LzVE8NHDkJfCy6o/mQBtn6gxfC7B6G9amurxf7UPGj9giFeWJvKkJuZheyUd/CJthX97hiBATcZDv3ycBb2YArmjvNhHngFcjMOom3ESAwwfjT+7F5kfPCNIW3yLt6dsTVtM7L3nkRr36G46w6FwtuaULk7G2l/3Yii4y1ouy0Ad97qRKXLm9y3pyFzPU9rG269MwBeig/Y61h+c9P+hvW7j6L1Rx8MHqqBSpZLI5N30X/8cOPxbCSvywdTAm49xfR1og+GfFWAtPVrUH97LIJuYwezdJbvSEfG5izsP9mCfkPvNsjKSEsDDr2VivQ12Th4lsUHsHghM1nXAT44l7sBqWssp9Pm9YWcP8PNI9tweAvT8d/34pxegyHDfEx0rD2ah+2pG5G19zyuGzQC/Wpz8IlnLCbfxS5koisLaWq9jslmiOlbL7eD9NeQlsXu5+GHUdcdZ7ZjqlsjXJbZhcfxWd1XaDunRR+FTdjUvwmWywX/vrMtPaJNh5oPspHzerrhHhiEO4d6Qvk5VWvnW043T0cW6nlZvYnZ1+YCtDJ9DlB8aLq+IAXvX/BD0B3ajmOv5TJ+E4c/q0XTdxdQ9y0vy60oz8zEqX4sXvFE0pVlY9vxGzFqmMYkne00VSA/axNSua657Fk6so57YtaDI4Q8ONbyZLnOsX0Ox1Z5GP5DGTJWr8A7H7fi5ruYbX7H0reNpW9HGVr7BbTrVNx7v162EcfszKZuOQ7IwoChvswtMeqzGjob9a09uzLIIwC3nc3Bq6vSsb/BA4PvCsCNTXuRl7IZaR+cFeXMYn0lypslW9iFOp9gGIuAkNeerzFktK+clyYc2pKNc7eOwR38MWCv3lFifBZMj8IwcYyO2Wk23mH6u/Ou/tArdeOKOoVjtd6zjFV58+fG9j34xCivf8nPN8Npplit85vw8bYiIDIa1+3n9sbS1GTQ2c3KC9l4Zgh9OGHvlp6BNu1Z6DOT1VUp2PNxC77r54dhPrIVd9KfEtmGh3rh3M6X8HK6XBYCVPiyeBe2bNqMotMeuH2YhefftteRwerwMy3X4I72smehbFqURT+M+qEUWzesYzZgXn8r6klWv3Q+/jzaNEM78sdRyp77KYMuoGALs8NQli75EFehrEK6jGqAP0KGewFqVtmHjMVg4Zs1ozI3D6kvrMUp70jMeSgYXCTN1XnIqm7mB8joUFeSh0qxS43BIYHwYwd6DR/Lrqk07gbkbNiOi8MfwpxHJ0K9bwWSUiosdp+ovPugccubOKTof9CX7sTKCjV8+EeQq9ORMGsdavqPw5xliRiHYjw+PwWVlroBWhtwmD0o6pRxzVXIKvn/7Z0PXJRVvv8/d8lxuUzX67gqrAbqaiYSK0oiXhADwR2kHWLFdOHqDzeTNMg/qInaqvknC6SFaCUyVm7cZWWb5IryU5JETUT50/qHQFhjSAPzMmaMkVM095xnnpl5Zpi/MJrkefcae85znnOec77f7znn+5xznodW/t5qXHwrHnF5Sjw6JwGLQj3RlLUYLxa2crF0RrFiw2K8+okEUSk7sCRQBfnKVJRc46Nt0V6KjQuSUaL2Q8yyuZjmUo7kBTtQy087KEvWIHZTFUSBc/HC3GkQVaZCtpI4qtpoTt4lWZux+4I7whfKuEaj/uwk8gt3YPff1PCZm4TAEeTCrjrkxy9GrtIbUQsTED6iCW8uToT8M20+6K5H/pJE5Cv9sGhHKmJI/G4qM64cWl3nb05Fmcs0rpw+XcVIXKKLJ5jkH+WtRO6iecit4zXIyfkAMtJ5HcdOgrJwDZLfqdfGE9rkyYh9rQ5DQomc53iiJWML8pv4SIqRrvgy7UxHjSSMlInaTBrit5UbZmyuFWPtImIHI4h9LvwtRjWnYWvGAYFujXl4zFT4UOMc5o0pU8ZiCGecJvqf442OvMWIt2CbunKZtgtjPfpBXUzreorPg9rQPCTKVXh0bjKJHwtFTiI2FhuWebj0RO/qKVo7QLkhvflya8vBtTuRO0TXSIdbJWgwXacgf6MOopG0wQiv9cCjpI0OIaX28iZtdAwtvTseVh9D9lGDrmh7PZpTANUgT/MDFCf7nbhEdKOXvZEyrcvEfJ9jS46kJpbaQ3EmsovVCCTtYZpLMV5ctwZb009h4CRii+EPo2xLIrKrtblw1+ttxLad2SqTPbIwIOL6RoM+rfe3xve20D+8sxO5jV6kXc7DqIYsLE5dg4y8DniEzsX8x9uwL5H0V+ZWFC3YguhWET44rUugxoVDOcgv2A/9KfLQ9EEBMaah5NhWv2CDtqJUJJaKES7z5uprpBtn9ClW+72eWJU3aQtThPIyGt8E2OjzKZVv6OxtHnza8xC/zqBTbfpU1Ir5vlhdbJTeUXs3HQO5Olroazh5LYjH7kZ3THs2FYsCgRMvJdqpT74tvbYHlz2pvsai6Y1kbFyThvwbHgiZq63r4lRDXVVHN0CWXIxOb1KW5Lnwat2DeH08n5+VcUkrC9rvN2OUbvx+YzHWynXGKuj7CLrrMwpV8CHX0/ZRuIrYh86kVHXIXkKXyHW6K8WWzXkokV8iOd0F6J/ScgrnMjVByw5oOvigRlOreXNmmObVDzv5sJYLGWGaoIxaPkRp0xxcFqZ58xwf7BEmtB3QrJkZp/lrAx+mXHlPkzAzU3OBDxpzR1OzQ6pZ836bUTjxrwo+2KFpuWIoqUaj0LwfJ9W8zRfLqIzcvZM0B3VZUYR17Tis2RCxXXNaWE3+XM03NEDlsFRz8CoXw9HZptDc+Z4P2OBytkwTm32JD1HuaC4fyNQcrCU3/J7kHSHT7DvPR1G+J3VJkGp2n7jDBbm6bDpGUhnoeD9JExT3rqZFUIbOwyma0FdOGl3HndvBn+PkkKap0ae5o+m42sHXQ6vrxH28fDk6NadfMcicu2fKYXLWwJ2PtmtCE/ZrvqABczomcg6V7dFcpsffnNTsjkjQvH+Fi9HSSc+FGfRspCsz9sfFp2qOf0UDvE0YlVl7ztiOjeHqIbRfLs8UzVFhAq5cpKzCrPWYKdf3lzT7ZCZ1053TmayiSfOFIAmVXVASX07uWhM7+OaS5mjmfs0FPk2PcvPl0LWzOyeILgT15sI63Zhcqw2btAnaHiNIe9TZh2K/JlHfBkwxJ3utvehlb4dMevQ5dqSx3B7e07TwYc33Z0j9iDwFze5CplSTwJeXu15/Xxt2ZrNMdsjCDJb0aWxX5Jw9/YOw3V/dr0nWtxFKh+ZoUphm90dCiQnpaQtGtkTLIE3TvLlLqtlyRFu2ziOp+nty9bDWL5giaONf7E/S/CaJ6E2Q2Eg33LXO6FMs9Xsm2CFvs23HBKt9vjk903oI8qTpje2JPyfsix2wd6HMtbZrpa/5nsinSaHpEMinZV+cJjTTyniqR1s3oa19sX+pJmjdMYN9fEnTk/FW1698o9C0KHrK4uiXNKDNz+a4ZDp+k77M0Hdp89D1fVrZGY+dFzKkmtg9WuF98deEHuMoPRdk0VfpG06ZgbOGeBB9LnIGEpIXf0hxFeMX/GFPRPAJCkLNsSqtJ951FhXHJyImwpOLhUgCL08xlM11qD1WjMKsd1F2Q92rN2PU5+tQMXoI+X8Vak/zvwZyV3U9Wjgn3gs+Aa3ISNmAwtI6KNrVELt7QmR2TcmUVlw4DUTN9ObDFBHGyZIQ5Ufk2lqPGoRh8uN8FMXFE48HiFBZL9hxKhnc80lvkAQP68tAnpJr6uAjUeOirg7kd/kGibmkQBu9ZOg4+AwtxYbl6Sg5Vo828gQjGSER1ENEysHLl0OMKUQHFz9phork31hfj8CgAO4pWYfIbxpCPvsEl/X7Z0x0PJI8sd5S4w49blfggmsAHh/NxWgRT8W0YP7YAkb2R+TuhU50ck+S7Wi5JEKgv7DMxG4Cg/hj+1A3XELl40GYItzMIp6EyX6tuNhg4TGdYFSu1joc7yblaBPYUJUCneJWKK5on1xFnmPJk3srmkhcWUEWcv/nE/K0y0Vp00OKQKEduHojPCkWPnY2P5H/DEQ1H+NnSYgdnDqFwNgweHCxdjA6GFEjSlHBb65uO12KDlk0Jhuv//GYk73WXvTYIZMe2JvGbHsQG5Y3XGisJyQCnf5yxFg0KS0/Q1u0M5tlskMWDmBsV3b2D2I3gzxI3QfCHUP07VACjzGk+Er9/I5NOFuqP4sLtF03kr53egAWkXZVcfYTYlmkrzlbhfCpk8g97e0XTFFDUZiM+Hx3bN8Rx63YWKaPfYrNfk+AvfK2io0+n8dIz64C/fHpR4naDPZGfi1dYlxsFqws9NbebfU1JC/JWE+IbzSTsaQcJe9kofCk0qGxVSQ21GYgLZv7YIN9DKVtqx0dOttwJWF3Yp/1pJ6lBch9q5joALijv5+1cYln/ESMF9oQ6cvCh57FRd3qkylGYyeRFemb27qoRanRQmQcwtm2AY+AMIzjj53NXXfgfixE06WIaS7G8VYi1uoTKPENRSBvoOrqLCyOjMaGvHLUECV5Bc1CiFDHDqC6RUa8rlZcrjmLGv1PCa+YADLgUiQI2b4f7yZNBWr+G1sSoxG2wPIUvDEd6LghhtjsIEj4SgmFJ+ls+aAOscSdNyh7UUH1JZHLtUuCOpDfLU8sDOCn+V28sfCv7yFT5g5FeSbWzIuEdE0x2vQNRYIh/84f8ojEpIvo7CRmrc3fy13o5RDIwDFE71DZgNZVLDZqGLRxDjQ+4QDmZStyHcgf2Qen/5HupPZCSOdITqhUdilZWzcX8hPKvqYZogAZvAaRLre7HWVriLzj01BC4jolUxERMolPTDArGwdxDUK4tBmHaIPhH3hCAkz0ZRVPzIwaC3kZXUppReVRJaKChYOQEDtkb0sm5uhNmruNzTI5xw7NQu/tlP7BQVzJA0wAGVDr1Gg6WQofMqCJqVNXfQmK7kuoPelHHFY6Yva2X2hGpdILEa6nUHhUt9TVC8y2G5M+xWa/J8Ap8rbR59uEpif/tgrt7SxaRAFYONbN4MD1FrMyE6CqQ+6CSMjW5aGiRkGcoSDMCOjl4GoHbcVrIH0qHhlyUk+lBFOk5GGaj9NibVziGUYXtYWIIBqkQuc3fNButPb8sMhEOiTs7L1vOu65A/cwMeYe3I2+1cUPETIlyk6Tp6KKcoSEB/NKUqHy78X45Yr38Oftq7HkWRkC/TwhstRZDBrScxai21Bgiec4iLq9EZGUhCUmvxD9k50YXtNlmL/xdbx7YD+2jSvG1gLhfiFLjMOjfu3aGT0huu8UjSGDbLPpkyp5CmhsRuBoR97DIk/Z40S4M17Wow5LkkIF9XfHOGkclm/fg/cO7sGitizkHtM5Ke1QmHzUSEGeikSPkSc78t+oiWJUfGJS59Zm1IjGYZQZk+gBfXK+Vo8Wo7q2ouU8f+gw5mXbVHOSP7IPybiJ8Dj9CYx3LNFykafm0fZUjMDNCtA9I6ayT0IMfepuLEZukwx73s/ESnpOGkAGfz4thdrBNWIHJmbi6PeifMJk6DhahaaqE5D7kadsR/w3gmQmSXP8BC5eOIkSdSxChE/pRnhh1Ph2XGwydnAVjYJvI9iSiTl6k+ZuY7NMdsiitzitf3AUMaaEBqDkkyLUnPTEZF9ST+rUPXYSF4rJw8FY3Yx1b/sFb8xfthrrMpYCOcnIrrbzQckUu/sUa/2eAKfI20afbxNqTyp4TF3aw96WzNfui+wTNvoa1em/I39kEor2bcfypAREhfnhl6Je6scm9SjLa8KCtAN4bSOpX5wUk0ebus/WxiWeBn6VSUdXM5rqvfGow01Ea8+ms62q82dRyx87G+c6cLeU6LAxYHiM9oboeCkq6INTtxJN+enI1u33F6BS9l3p48iA0iHfjOyToYgK1pmuGEPcRehoN1ig8vh7kFt6qYBO0Y6ux4nSZqhI3dTXypH9xjE+kuArw3JRAbKLDJVQVWUhPjoLF6ndXCvGi5HJKNFFkzq3dQCjhvLm00U6b4vfURIj8DehqMwrQK2uU7hRjowF8ZA3kuNBUxEeRp548qq4slFUVTmkvgGYE+zY6OsTFYeBBWmCcqpQ+8Y8yPjN+OqqdEgXZBnKoSJPeioRhkgMXYL8rRxDfGsRsgvUWEQaMGVcRCyGyPcI8m9FSUYB1DFh8OFPWWVoMOYEGNe1rYh0pL3+nhCR7TMytLyxGfnVrdzHJduO7cCbx+2Yx1Le1JcB46WYLyEOlkD/bUVpyFbLMNOXP2GLoWF4OuwUsnMMdaPyW0vspozaJXnoGdXVgf/VNQlVM0rkp/gAgbODS9iXb0ivJHWJX1Rg/D0sYbnN8XgwopRF2PLWKcTMCbLR2SuJzPhDHZJghPudwu5XijAwKpgMJZaQIDAqABXv5BnZS26hYFSwJRMdwj7H3jT3EptlskMWvcWJ/YN1etqC2HcqptAlLQTgcc4RE+PxqRIih2IMCfbTD5596hdGyPDSMnfIX8uzc0XDBDv6FHv6PT1OkbeNPt8mEoTEhKJE2BdTmSZHYq3gpadeY6OvobONoo52Q5u8cQryu/ZNPQkkI9To+FLfMUJRtB8lfEiHtXGJ45pg/KbjXk4mSgKiEUhfsnGQcbIEjCrejAziLyjJmKKsL8Cr+Qr7t6I4iPMcOL9YvOxRhMWzZmHrUcutSTR9MV72q8fWBbMQPCse+wbNxfKxfCSHOyISZGhMj0ZwdI7JzIaDeJPBVUwcppkz4COYkvaJTcGoo8kIjpyH+MhIpFyYiChLqz3wRNTKONwpSoSU1E2acgkhz0r5OIKLJ2J2/RE+xxIRPDsasshZkO1sQtQrCfChvgDtZFZLIF8SCdmCeSSPRJQMS8VKGf94qTyJ3A3laLPgN4hmJuPdmHZsmUfuTcoaHJ+JzvlpmM/NbpDGviIT829lQTYrksTTe7cjJnM9Qhztn0fHYfvWiShLnIWw6GhSznnYckWKtAQ/brpcFLAUmdJL2BAdifgF0eSaLbgsS8MSf21yyvxYT8jp9Dm5JngJ6ahXZ2KhTq7C/Ek9wogcDnmlIvNZi4I3gXRMG9MQ1bCF1JPKORIb2n+PlwWqcBSRXxL2vBqAlndSkbw8EdmNYfjjauub6iQRCVjYlEbkE61988hI/0QHs2dhcYkXtmUvxTi79jlSjPXIyS+xFB4rUhFO3xB2DyNPz63YSs7LfkdkPy8HDweHaZNyaNPHtO/U20Fs1m3M3xWnL0OPcpvFG+HzxVDcCkKIvzVH1g8xKzywj+gy+CXBW73c4BMExQ1PzJlpfdlEHLEee3h7ovUNW9eO+auFyrQhE0qPPseONPcc22WyLYveYnzvPvUPFrFgC+4BmDFWzTlrOkde4hcAL7UE4cIltT72CxLZDvxp+km8mFpkflnTKrb7FHv6PQPOkbf1Pt82XPr5HXiTpid9OSfTYSlYGWXnioBVtHW02NfQNul1jLRJIq/fEX0m12Gc1N4+3lGIr5AYixbiK4RFz4Ns9jzkDgpGDB+rw+q4RPGOxYz2VGJ/1AaisaFBij0bQ0lNe4G7DK/lJkJUthkpZEzZIhdjyeY4jOKjnc2/0DcZ+OMHDrVKBbVIDMGeyb5Bp7m7RRCby5D/0zgiun9AOLCTJ7zgD/xQ+qoNg7GUXoeaTrFbuLeDcNPhrhbkYrYcdch+cg3w+odYTjo2mp4UxHw5CbbibULlTKTV+30iAminLyiH+vgOhMknojhTpp8lsBtnlIvqsYvocZAlGyKiMxenw4l20BvUJ3dA+j9+KH5dal8HaG+dLMnEEr1Jc7exVSZ7ZNFbfmS7sIc+9wt9wVbbtdX/muIMeTt6T1P6mt4W1up4j+3NvO3YHpeU8mTIjoWhOJv097TM3U4YV0zGFHxWgMWJSqw6kmTfapMD/GRfYrAHathOtS/q9FjK0IV23D0bUltrEwKnar9hZBUL6fVQR9RJlRGR+1jMylY5CDR9X+JtQuXsBOdNWboB0pUFaOJXq9TKOhTmlcNnumGJxyGcUS6qR0sDOCd7Gzp2oh04hEoJZXs95IWnEPXbMPucN4q9dXLUqelNmruNrTLZI4ve8mPZhQP0uV/oC7barh39nhHOkLej9zSlr+ltYa2O99je7LEdm9fQMvex/1bX52Dxgh2ovMbvu+tqRllOERQz/fCo9oxTeaAduPuBh/2WYmWEM6a2f0wGYsgIdwxxwotz9xJJxGps96vH7vhZCH5yFqSLs9AS8Tpej717b039VFHV5SElJROXp6dhefD97SgwGIwHATvGJVcJxg1zXn8l8o7DHxMG4oPl0dyYEvy7VFQMTcZ7a4Msv7nbBx7oJVQGg8FgMBiM/gibgWMwGAwGg8HoZzAHjsFgMBgMBqOfwZZQ+ynd3T9A/d136P7hB/xAfj81fvazn8GF/EQDBsDF5f5/zmD6YDAYDMa9hDlw/ZCub+/gu++/50M/fQY89BBcf37/viHB9MFgMBiMew1z4PoZ33R9i++7Hf5iZb/nIRcX/Kvrz/nQ/QPTB4PBYDB+DNhaSD+CzvQ8iM4Chdab1v9+gunj/tIHg8FgPEgwB66fQPdYPUjLdOag9adyuB9g+ri/9MFgMBgPGj9tB+5GHSrrnPBHoe8D6AZ5xj2WA/+naMzB9KGFyYHBYDB+HH7SDpyiZCfW7iyGgg/fe5RQnK5DWxcf7AP07UZTbh5chzlPybS/2P+H9a8U4PyXfCTly8PYTOKSCq/yJ8iAW5mOp8m5vXX8CcLN6jxsjovV5vO732Pz3mrctHtl8Dz20nRpZ6B3da4eQAo5t/ngdf6ELa7jSApfD+4Xi8RV6TjSdJuPN2BODneNuhxI15USLfbErD5M5VjQYJCJkG/P4M9P/R5/M/NH5e3OwwJam3gOJXqjV+N8Bs0vB5/yZ2xC6m3QhQxPxz2H7RZs4p7qg8FgMBh6ftIOnFfCfpzcnwAvPnzvUaBkQx5qbvHBPmDx0xTjl+K9g8X44C/bsHBiK956fh2OtPFxPFfKT+Nz7kiNf3x8wtghaMzD+p0N8N/8Fxwi+Rx65yVMqH4F6/Mb+AvspOJj/ONb7eHnpw7b7ywIiNlK7k/LcKAAW2TAB6uW42+NfCTP/fKJjh7lIE7rdiLHwB0F2jr8ORHDD2/CnoqeTqi67mMcxW0cqTKRMXG4/7SlGhPW8brIW4VHSB57Kx1x4SjEIa7knfZva/FxuaPpCbxd0XL87c1V+PXlXVi87QQptTE/xU+mMBgMRn/AqQ6cqrEUhdvWYPGqHSgsbYZK98SurII8qxhNKj5MUJ7MQ25RHegpVV0Rco+2Qk3S525IxIsb0iE/3a69UIDF/AltR7Mgr2uHojQHWxM3o+IGn2+h9h64VUfKUA7FrWaUpWvzkFcpgW4lLsppmjXIKKiC0mSWwfI9W1GRVYSLSiVqC3ZgYzxNX442XR25+/0dF8l1J/KzuPrpUFYXc/XU5dmL4bUHIreRmBCzHlv+E8jcfoAM4TrIeVEF/kHHczKYV1c+hifGaGMoNy834PPRIfiPcW7aE4N98XTcDHxeUuGAEzYcE7zOoLqO1uQq/lE+GE+M18bo6VbjeuMJHMkvwJGKBly3VmkXEYaHrMayWTdRWHGeP2kbTlfpG/Bi4gZkC3VhS1c62utQ8pY2fa6DerleTeQV+DSe9OL/4t2wGZgZpMaR+n9qw3rUaDhzBv6zwuH2YSWu8Gcpt9vVGJOwFFG+vC7+zR/TSR5HLzjoTHuNxMBT1ZwNqKuJszj+MfhqY/So2xpw7mAB5AdP4Eqb9ZqKBj+GqBVxeKz6EM79L3+SwWAwGD8qTnPglCVrELupCqLAuXhhrh/UxcmIfe2UdhCUTMSorjxsKeDXjFSnsG/bSQzx94OYBNWfnUR+cRq2ZjRj1JwELAr1RNMbi7FWbnDirOZP6KgvRknWZuy+4I7whTI8SjLm8j1JHEN6QVcrzsgPIPuNYtyheQQB8pdSsJE4i5WukxC1MBTi41uQmFWnz9P6PTuI41eM/J3pqJGEIWYZTZ+G+G3lWodR5IFHp3hjCKmhl/dUTBlDa0qqfnQDyaMOQ+akYPuyaeiUJ2OjoJ59ZXhQCJ5QVOJT/UDrSxyJ73D87FXcPl2Go7NCEDiAjyK4/WIYRJ9VgETrEQWtxqH3l2ICH7bNYHKPaTh6ppY44WWQ/xu5x6/4KEr3dRzfEoeknHP4bvBg3D6Tg8QF63BcuNzbR6hcZcnF6PQmukqeC6/WPYhPLeaXP23oinKtGGsX7cQlEr9o4W8xqpnYY34TH2mb4dEZOJQyTfAHi29DdROYMFzCh3m6ieN0agz8F0RjtlsZzglmGN18o7Ewxhe8+8bJrZX4f/5jHuFP2MnEEMxUk7yv3kb1sTOICgmE8Ktt1w9vQnxyDqq/HQy3mx/jrRfisPmwvcvdDAaDwbgfcI4D112Pknc6sGTXZsSEBWDydCkWZqdhQdW7KOEmnsSYvCwFU+RpkH+mwsW8TFyOI9eO5lJraXbHnLQkhE8n6cNisW5XHDpz3kUt3T9mM38tTSPn4fW1MgRO94OHK3/SCCWmLVyNKHqPmFSskrbi8ug4LJFq81yyTIqO6npwK5B23bMdQ36z3pD+laWYUnVMu2Tq6g6f6d7wgARe/iR+rHYgb6mvgk9sImKmj4XH2FCS/7tYKXXn4pzCL0biEVxB6xd8mPCrwFm4U34IhcfPI2raFP6sFlFgItJj1Nj7fCxSXsnDkbrrUJvZ62SLAYH/gYhTH+O//n8ZPEOmwJM/z9HxOZQjn0P660T2T0UiZt0upAY24P1ygddowu3G/ZCfGIz5IaZzR+YRBy/Fu7lpRBd+GOfth6gVyYi6QHRxg7/Amq6IS16bn4POuDSsmx9K4gMQnpSGOcOauZS9QV33HvbWzMAzs0fyZ3jOV6JkdAimDhsJ70DgVF1PGdw+fwD5b7+J119YiZJH1mPZk4P5GHt5DL8OJU77wffw0flZmO5vcCvp8ur1myOxYlcGno+NxOyF67Fj5TScO1DBL7ObQX0d5woPoMF/Dp74BX+OwWAwGD8qznHgWutwvJsM2W1VqD3N/6oU6BS3QnGFn88SB2HJag/kpibi1ZNhWBVnNMQD4ydivHaSSsvoYIQPPYuLn5Fje/KnSAYLZkDMIYFI4NiJyMWjhgpmSDw8MeWaEp302M57igcJCu3uCS+SutPKSwujvANw8Z0UbM0rxcXmdqgHuVtwNp2I13TMVh+G/J+ReLKHP+SGMXEZ2J+/C888pkRl2gt45rmdOG2yj84mrpPhH3gC8g9/hZlBw/mTPMP8EfOHEIgV53H+bDX5ncfnXwNXbhq/HiB/2bBxPuGNRviuz8AzpkuxlnAlsid+cBtxkGtLC5D7VjFqyOk7AmfUsq7a0XJJhEB/oU2KMSUoiD92kLbD2LGtEk9sTMQT+uk0LZ+e+RAj/X1BXbIxAeG4rd+faGDA0DGYNGk8JvxqOK5/8hE+7cVM5SPUaT98GP+MDMEEF/4kx3D4xi2F/+Ar+JTTRTUarn5FynzTMBtJacxBvO5FhgUrcWhAHDJTZhhmBxkMBoPxo+IcB+4rJRQu5FdzFjX6XzNEATJ4DRI4OxMn4fF24rT4T4KX0aBCGEYXG4WIIBqkQuc35NDO/J3KXbqnOGI7ivckYXJ3HQo3JUIaGY/catPNWH3g66+gxBh4/pIPc4zEr0OHY3hoIMaYyl3H4DF4InY1Nuf/BVv8G7HdaB+dPYjw62kzAL8ZeMJ0wujbBshXxeHl/6qx+kau/iUG8tv/502I8bd/5qmteA2kT8UjQ070pJRgijQIxnON1uhAxw0xxCaOtMi1F38u6utq7E3dj+ErM/AHPxN3p/s8Tn+oxsCmQ8h/Owf5FVfh1sbvTxQg8vCF79RwRKVk4NWgC3j9gP37APVQp93DDbMDH+NP6FDjSsFKxKcU4Nx12rgsIHiJ4dD7/43NL4TjEea9MRgMxn2Dcxy4kZ6Ycssd055NwpIk41+Mn84ta0fZrjwgKRVR1TuRW2XitDQotEuXOrqa0VTvjUfpK6R25e9k7uI9xZ4BiHo2Fdv+egCla8cif1sB7N9tZZ2bFYdw3CsQE0yWuh6JfRNZ/2k6mN/E6bTn8PoRgavm4gbfaYGA4rrZz2dYQxSYhP2p4T1madTVh7C3KxZr/5iA2SH+xDnxxwQPPtIp1KMsrwkL0g7gtY1ER3FSTB49hI+zBy+MGt+Oi8K3bAiKRsG3Vuzh9nnsfXEXPo/ZheeDzDifjTX4+OczED57CiZNIr8pUsye+iW3P5HCLZ0eNv5syOBhj0DdcpVoylFGIiozF0+bzmB+W4sjhbex8OVNWPjUDE4XvuNNlnkZDAaDcd/jHAduaBieDjuF7Jwqw1uarUVYG5mMsmvaoOpoFl5VxWG5LBTz14ehMj0PF4WzMdcKkF3Eby7rVqE2JxMlAdEIHErCduTvdJx2TyVU+s+ItKMkMRJr5YaNex03iJs0wh1ad0MJxekqKMx4Tj/7mQ1VqW/i8w/fxMv5N7HwuUiYLGJyb3a69VhfHoxfT34Ep9/ejSMK3m3ovo5zxysh8p9gvI/NHug9zPx5TJGbGKKOz9H+tTZ8u2k//vah9thRzMtBAskINTq+1DlgKiiK9qOED9lGgsCoAFS8k4dana6IrnMLLbuwPcpB5HZk6yv4XJaBzU/1kD7HlcoyYNYc4rRpnVj6i3hyGj49fZ5z0NwGEod6bx4+0s3IdV/FxxUNmBCgXXJ1mJ+7QWQ64zrgXyESEVtp4T8I8vUVlBT2UhkETg7d7ah8Kx3yC06cSWYwGAyGVZzjwEGMwBWZmH8rC7JZkZBFRyI4sRQeK1IRPoJEK8uxO70Ji1LiuKVTkV8CVvkfw6s5hjc+4R2LGe2pCIuMhoz8NjRIsWdjKL+saiP/u4Iz7umHmBUe2Jc4C8Ev0Tce3RG1KQVD5IkIi45HfOQsxBdLsC1VRlwIQncT9924C2aWGV0sOXC6vUoLluO1j9ywJPttPONrfSegELfQTdjz/DCUpfAfj41+AX9qD0e6M/c7+c5D6oxG7Ijj97f9+Tv4ziC5f/lVj++K2cK8HNwRkRiLlvRoItd5kM2eh9xBwYjhY+1BHLEee6SXsIHomeo6bF075q+W8rE96VGO8weQWa/Gub3L9fv4tL91OEL3sNG3T8uB2QHGs6Ai3ycws7ECZ+k14xOw5fl/R8mLMsyL+z2ejl6J46PWY4PMiTNkLr6IWRmC+szfa8v3hyyo/UKIw/8lbvIOtiNwclA340xxKeTVznubmsFgMBjW+RcNgT92DmoVVF0iiAfZ70Qo5cmQHQtDcTZxZGj67p77kfT0Iv8+cxfuqVapoHYxqee1Iry4XIkXDizFOP6UDvo3J293WdlA5gTUt4k7ZTJrQ7/sH/+2me+Q0T1SaZGOzQx1q3H7O/OzdPbi5uoKFxfLzx3qWyrijYl7zjzZC/fns0gWNnR9t/Wh/prows10Bo3+1YtNkPMhIXT/4B/8+ICdqL9WQ/RvfbNpW/pgMBgMxt3B+Q5cLzBy4PhzDyRV6QirDMWxFeZH4q5v7zzQf0B9wEMPwfXnvXix4C7B9HF/6YPBYDAeJO6PR2dXCcYNu4czavcp6pGh2BNneRqFDpYPufR2aql/Q+t9vzkLTB/MeWMwGIwfi/tiBo7hGA/azM/9PtPD9MFgMBiMew1z4PopdA+W+rvv0P3DDz/JPyhO326kG+RFAwb0iz1WTB8MBoPBuJcwB47BYDAYDAajn8EepRkMBoPBYDD6GcyBYzAYDAaDwehnMAeOwWAwGAwGo5/BHDgGg8FgMBiMfgZz4BgMBoPBYDD6GcyBYzAYDAaDwehnMAeOwWAwGAwGo5/BHDgGg8FgMBiMfgZz4BgMBoPBYDD6GcyBYzAYDAaDwehnMAeOwWAwGAwGo5/BHDgGg8FgMBiMfgZz4BgMBoPBYDD6GcyBYzAYDAaDwehXAP8HNnGDGi6BkA0AAAAASUVORK5CYII="},"bc308765-cc18-4fae-830f-b702c4ca2ddd.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# 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"}}},{"cell_type":"markdown","source":"# Columns\n\n- id - integer (0,1,…) that identifies each sequence position in the sample submission.\n- id_min, id_max - (integer) minimum and maximum id values for each test sequence.\n- sequence_id - (string) An arbitrary identifier like 8cdfeef00 for each sequence.\n- sequence - (string) Describes the RNA sequence, a combination of A, G, U, and C for each sample. Should be 115 to 457 characters long).\n- experiment_type - (string) Either DMS_MaP or 2A3_MaP to describe the type of chemical mapping experiment that was used to generate each profile. References: DMS, 2A3.\n- dataset_name - (string) name of high throughput sequencing dataset from which the reactivity profile was extracted.\n- reads - (integer) Number of reads in the high throughput sequencing experiment that were assigned to the RNA sequence, and whose mutations were tabulated to compile the reactivity profile.\n- signal_to_noise - (float) Signal/noise value for the profile, defined as mean( measurement value over probed nts )/mean( statistical error in measurement value over probed nts).\n- SN_filter - (Boolean) 0 or 1 depending on whether the profile has signal_to_noise>1.0 and reads>100. For evaluation, only sequences whose DMS_MaP and 2A3_MaP profiles both pass this filter will be used to score submissions.\n- reactivity_0001, reactivity_0002,… - (float) An array of floating point numbers of the train data, should have the same length as the RNA sequence, which defines the reactivity profile for the RNA. For sequences shorter than the maximum RNA length, positions that go beyond the sequence length have null. Several positions early and late in the sequence also cannot be probed due to technical reasons, and their reactivity values are null.\n- reactivity_error_0001, reactivity_error_0002,… - (float) An array of floating point numbers, should have the same length as the corresponding reactivity_* columns, calculated errors in experimental values obtained in reactivity derived from counting statistics in the high-throughput sequencing experiment.\n- reactivity_DMS_MaP, reactivity_2A3_MaP - (float) sample submission values.\n- future - (Boolean) sequences whose data will be collected after the start of the competition (but before final scoring) are labeled as 1.\n","metadata":{}},{"cell_type":"code","source":"%config Completer.use_jedi = False","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:16:30.278068Z","iopub.execute_input":"2023-09-10T18:16:30.278427Z","iopub.status.idle":"2023-09-10T18:16:30.313715Z","shell.execute_reply.started":"2023-09-10T18:16:30.278396Z","shell.execute_reply":"2023-09-10T18:16:30.312838Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# RNA Visualization","metadata":{}},{"cell_type":"code","source":"!pip install arnie forgi #dask\n!conda install -y -c bioconda viennarna","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:19:31.255073Z","iopub.execute_input":"2023-09-10T18:19:31.255465Z","iopub.status.idle":"2023-09-10T18:21:30.471522Z","shell.execute_reply.started":"2023-09-10T18:19:31.255436Z","shell.execute_reply":"2023-09-10T18:21:30.470217Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Environment","metadata":{}},{"cell_type":"code","source":"# Install Eternafold; not available via conda-forge quite yet, so we install from the pipeline build artifacts directly\n# !conda install eternafold\n!wget https://artprodeus21.artifacts.visualstudio.com/A910fa339-c7c2-46e8-a579-7ea247548706/84710dde-1620-425b-80d0-4cf5baca359d/_apis/artifact/cGlwZWxpbmVhcnRpZmFjdDovL2NvbmRhLWZvcmdlL3Byb2plY3RJZC84NDcxMGRkZS0xNjIwLTQyNWItODBkMC00Y2Y1YmFjYTM1OWQvYnVpbGRJZC83NzI5MTAvYXJ0aWZhY3ROYW1lL2NvbmRhX3BrZ3NfbGludXg1/content?format=zip\n!unzip content\\?format\\=zip\n!conda install conda_pkgs_linux/eternafold-1.3.1-h00ab1b0_0.conda","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:18:10.055501Z","iopub.execute_input":"2023-09-10T18:18:10.055913Z","iopub.status.idle":"2023-09-10T18:18:44.138447Z","shell.execute_reply.started":"2023-09-10T18:18:10.055881Z","shell.execute_reply":"2023-09-10T18:18:44.137195Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Ordinarily, the EternaFold conda package will automatically set necessary environment variables, but Kaggle's conda install works a little differently. Let's set them manually here using %env.","metadata":{}},{"cell_type":"code","source":"%env ETERNAFOLD_PATH=/opt/conda/bin/eternafold-bin\n%env ETERNAFOLD_PARAMETERS=/opt/conda/lib/eternafold-lib/parameters/EternaFoldParams.v1","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:21:53.297821Z","iopub.execute_input":"2023-09-10T18:21:53.298249Z","iopub.status.idle":"2023-09-10T18:21:53.305616Z","shell.execute_reply.started":"2023-09-10T18:21:53.298215Z","shell.execute_reply":"2023-09-10T18:21:53.304578Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Loading Libraries","metadata":{}},{"cell_type":"code","source":"### General ###\nimport warnings \n\n### Data Handling ###\nimport pandas as pd\n\n### Bioinformatics ###\nfrom arnie.mfe import mfe\nfrom arnie.bpps import bpps\nimport forgi.visual.mplotlib as fvm\nimport forgi.graph.bulge_graph as fgb\n\n### Viz ###\nimport matplotlib.pyplot as plt\n\n# Random\nimport random\n\nwarnings.filterwarnings(\"ignore\", category = RuntimeWarning)","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:21:54.358767Z","iopub.execute_input":"2023-09-10T18:21:54.359159Z","iopub.status.idle":"2023-09-10T18:21:54.977274Z","shell.execute_reply.started":"2023-09-10T18:21:54.359126Z","shell.execute_reply":"2023-09-10T18:21:54.976388Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Loading train and test datasets","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/stanford-ribonanza-rna-folding/train_data.csv')\ntest = pd.read_csv('/kaggle/input/stanford-ribonanza-rna-folding/test_sequences.csv')","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:21:56.845669Z","iopub.execute_input":"2023-09-10T18:21:56.846057Z","iopub.status.idle":"2023-09-10T18:23:52.031542Z","shell.execute_reply.started":"2023-09-10T18:21:56.846024Z","shell.execute_reply":"2023-09-10T18:23:52.029280Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.info()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:23:52.036129Z","iopub.execute_input":"2023-09-10T18:23:52.036954Z","iopub.status.idle":"2023-09-10T18:23:52.094023Z","shell.execute_reply.started":"2023-09-10T18:23:52.036883Z","shell.execute_reply":"2023-09-10T18:23:52.092773Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test.info()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:23:52.095350Z","iopub.execute_input":"2023-09-10T18:23:52.095666Z","iopub.status.idle":"2023-09-10T18:23:52.281836Z","shell.execute_reply.started":"2023-09-10T18:23:52.095638Z","shell.execute_reply":"2023-09-10T18:23:52.280694Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Function to reduce dataframe size","metadata":{}},{"cell_type":"code","source":"def reduce_dataframe_size(df):\n    # Make a copy of the DataFrame to avoid modifying the original\n    df_copy = df.copy()\n\n    # Define a mapping of column names to more memory-efficient data types\n    column_type_mapping = {}\n    \n    # For each column in DataFrame\n    for column in df_copy.columns:\n        # Get column type\n        dtype = df_copy[column].dtype\n\n        if dtype == 'object':\n            # Handle object columns (e.g., strings)\n            unique_values = df_copy[column].nunique()\n\n            if unique_values == 1:\n                # If a column has only one unique value, convert it to the appropriate data type\n                if 'int' in dtype.name:\n                    column_type_mapping[column] = 'int64'\n                elif 'float' in dtype.name:\n                    column_type_mapping[column] = 'float64'\n                elif 'datetime' in dtype.name:\n                    column_type_mapping[column] = 'datetime64'\n                else:\n                    column_type_mapping[column] = 'category'\n            elif unique_values < len(df_copy) / 2:\n                # If a column has less than half unique values, convert it to category\n                column_type_mapping[column] = 'category'\n        elif dtype == 'float64':\n            # Reduce float64 columns to float32 or float16\n            column_type_mapping[column] = 'float32'\n        elif dtype == 'int64':\n            # Reduce int64 columns to int32 or int16\n            column_type_mapping[column] = 'int32'\n        elif dtype == 'datetime64':\n            # Reduce datetime64 columns to datetime32\n            column_type_mapping[column] = 'datetime32'\n    \n    # Apply the data type conversions based on the mapping\n    df_copy = df_copy.astype(column_type_mapping)\n\n    return df_copy","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:24:29.464772Z","iopub.execute_input":"2023-09-10T18:24:29.465941Z","iopub.status.idle":"2023-09-10T18:24:29.475265Z","shell.execute_reply.started":"2023-09-10T18:24:29.465879Z","shell.execute_reply":"2023-09-10T18:24:29.474020Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Reducing train and test","metadata":{}},{"cell_type":"code","source":"reduced_train = reduce_dataframe_size(train)\nreduced_train.info()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:24:33.550219Z","iopub.execute_input":"2023-09-10T18:24:33.550981Z","iopub.status.idle":"2023-09-10T18:24:46.984525Z","shell.execute_reply.started":"2023-09-10T18:24:33.550933Z","shell.execute_reply":"2023-09-10T18:24:46.983425Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"reduced_test = reduce_dataframe_size(test)\nreduced_test.info()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:24:46.986389Z","iopub.execute_input":"2023-09-10T18:24:46.986688Z","iopub.status.idle":"2023-09-10T18:24:48.974561Z","shell.execute_reply.started":"2023-09-10T18:24:46.986662Z","shell.execute_reply":"2023-09-10T18:24:48.973721Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sequence = train[train[\"sequence_id\"] == \"8cdfeef009ea\"][\"sequence\"][0]\nsequence","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:24:48.975883Z","iopub.execute_input":"2023-09-10T18:24:48.976513Z","iopub.status.idle":"2023-09-10T18:24:49.123029Z","shell.execute_reply.started":"2023-09-10T18:24:48.976477Z","shell.execute_reply":"2023-09-10T18:24:49.121758Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"structure = mfe(sequence, package = \"eternafold\")\nstructure","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:24:49.125643Z","iopub.execute_input":"2023-09-10T18:24:49.126078Z","iopub.status.idle":"2023-09-10T18:24:49.274768Z","shell.execute_reply.started":"2023-09-10T18:24:49.126046Z","shell.execute_reply":"2023-09-10T18:24:49.273414Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Plot 2D RNA Structure","metadata":{}},{"cell_type":"markdown","source":"Random plots","metadata":{}},{"cell_type":"code","source":"def plot_rna_structures(train, num_structures_to_plot=5):\n    random_indices = random.sample(range(len(train)), num_structures_to_plot)\n\n    # Create subplots for each structure\n    plt.figure(figsize=(15, 5 * num_structures_to_plot))\n\n    for i, idx in enumerate(random_indices, 1):\n        sequence = train[\"sequence\"][idx]\n        structure = mfe(sequence, package = \"eternafold\")\n\n        plt.subplot(num_structures_to_plot, 1, i)\n        bg = fgb.BulgeGraph.from_fasta_text(f'>rna{idx}\\n{structure}\\n{sequence}')[0]\n        fvm.plot_rna(bg, lighten=0.5, text_kwargs={\"fontweight\": None})\n        plt.title(f\"RNA Structure {idx}\")\n\n    plt.tight_layout()\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:27:53.411857Z","iopub.execute_input":"2023-09-10T18:27:53.412343Z","iopub.status.idle":"2023-09-10T18:27:53.419741Z","shell.execute_reply.started":"2023-09-10T18:27:53.412308Z","shell.execute_reply":"2023-09-10T18:27:53.418984Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plot_rna_structures(reduced_train)","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:27:54.467301Z","iopub.execute_input":"2023-09-10T18:27:54.468451Z","iopub.status.idle":"2023-09-10T18:28:02.209221Z","shell.execute_reply.started":"2023-09-10T18:27:54.468400Z","shell.execute_reply":"2023-09-10T18:28:02.208173Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data exploration","metadata":{}},{"cell_type":"code","source":"pd.set_option('display.max_rows', None)","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:28:39.059036Z","iopub.execute_input":"2023-09-10T18:28:39.059410Z","iopub.status.idle":"2023-09-10T18:28:39.064245Z","shell.execute_reply.started":"2023-09-10T18:28:39.059381Z","shell.execute_reply":"2023-09-10T18:28:39.063097Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def basic_data_exploration(dataset):\n    print(\"Data head: \\n\\n\")\n    print(dataset.head())\n    \n    print(\"Data describe: \\n\\n\")\n    print(dataset.describe())\n    \n    print(\"Count data columns: \\n\\n\")\n    print(len(dataset.columns))\n    \n    print(\"Null values: \\n\\n\")\n    print(reduced_train.isnull().sum())","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:28:54.338482Z","iopub.execute_input":"2023-09-10T18:28:54.338907Z","iopub.status.idle":"2023-09-10T18:28:54.345811Z","shell.execute_reply.started":"2023-09-10T18:28:54.338868Z","shell.execute_reply":"2023-09-10T18:28:54.344721Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"*dataset_name* column could be remove","metadata":{}},{"cell_type":"markdown","source":"SN_filter distribution","metadata":{}},{"cell_type":"code","source":"reduced_train['SN_filter'].value_counts().plot(kind='bar')\nplt.title('Distribuzione di SN_filter')\nplt.xlabel('Pass (1) / Fail (0)')\nplt.ylabel('Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T18:29:00.778257Z","iopub.execute_input":"2023-09-10T18:29:00.778665Z","iopub.status.idle":"2023-09-10T18:29:01.005004Z","shell.execute_reply.started":"2023-09-10T18:29:00.778634Z","shell.execute_reply":"2023-09-10T18:29:01.003703Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"reduced_train.head()","metadata":{"execution":{"iopub.status.busy":"2023-09-10T17:02:12.202532Z","iopub.execute_input":"2023-09-10T17:02:12.203070Z","iopub.status.idle":"2023-09-10T17:02:12.588399Z","shell.execute_reply.started":"2023-09-10T17:02:12.203023Z","shell.execute_reply":"2023-09-10T17:02:12.587195Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"basic_data_exploration(reduced_train)","metadata":{"execution":{"iopub.status.busy":"2023-09-10T16:13:40.084424Z","iopub.execute_input":"2023-09-10T16:13:40.084808Z","iopub.status.idle":"2023-09-10T16:14:05.819842Z","shell.execute_reply.started":"2023-09-10T16:13:40.084777Z","shell.execute_reply":"2023-09-10T16:14:05.818633Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}],"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}}