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vcaGc02GoKbG6Sd+Yowuyw8tHOyxX47/jIDfcNz4dZfWPygMkn9MhXIua9tr46Njxo8vDMNOlBB6VcV5Z+UjpenR0FgRu4/2NNtTGhnIiC85FpzTMJ+tovl6UFIeogvMSRpvLzIsxDfV0mD57EXVAeZ5mLeWek4uCw4pGrDRc0z4Hury9KVIykWvHI7Vr6jl8Vqr2uIM6wAXKwkShxUhMgKWlo6/L04IqMcL+9700qr1FaFeZz2pNzipN8oP799rzb29YgjojegSTfHXIu99n1Jk5GYEyejsTMoQEgcx3o/uwoB5+d/1T9UgzFL/UAgZKUAJOHUyYXc6NFuwUxJI4UJR43SrM0a6BdF9Fus+T+9t8Ohb8ruVyWLuU0aAvpeH6se2NpasBPH04qgAQQPdEua8wwCUYG+wriPKDGTjuvkg5CISHMHpv/YvLgSdwF5XGW6Wgss1v2wG31v/JRte8kt8ZGkTmR6JLul74SSH97bfvbdEZjZoRb/WephqAD4uDoYH9utDMMZ6jl19rs5ZXqnOk3FjX5Mc1V2cE/fy4t+wOfL6YiVGSEyblDjOs6nHw+5BeTJyUxc2gAyBwFFTpq86BDn/1G9y+6L/TIVyWpJ9rqisRYAoOnoJkEBFt8Ac+KtBNHxoYHnNc+FW6zyORhkwkaeK+tr4qYz4ywGR+5MdDT1nm5Qqy5VJZ+sjjJpyjBqzDesyD+GP4FUFT4Cc2kyQNvADf6e45+/2cpB0Lxi+N5Z45eKk0LOvSvrisXdVyOXBpy5EtzS4Jfx8fxaMRVmPVCOAHpuJhEEe+52eTJKrgLyuMsg+LgvuklqTZWncwNI5rsv1vMkpdwtViQemIflDd+EkfcNr4wnYWDWi7mSR9+7ZY9KLQ+Ui0rwrYyMyLcdjEaDm3XdlwqV3yRi3I0+OmttQUoZRE2i1UX/Ck/FyLCc72rRc5N0GDh5FP2y0yemsTMoQEgc46rDRdiXNeLBXwkPH54OTfaRczoggDy3/e+OJ7ovdXkAZaJou3c8LxiBtihf0njUNFuWS28By2TyYM3aYCvtda31uTXFyWWnw8tTvROCzoQZv2tlCgijRxWPhqw7wM0imjS8OuZo2tjPTZG2i0NPPAJkunk4S+CDn4KwYrTqjIjTf5S+hLtskZ63xP7PxIHIbKh/uFFpxzfDz0UfPi/zS0JSlMDmyozvbe/rjo3FFpNhLkiI9zkyToxD8vjXCDKYbmU9+DxJpSL4cBhIq3VvtBGOa2EPRBjMusLE6QvBtOZEjM6PIiGQHqK6ESHAUYA4G+R4XVMRZhQTptRmL0IW8OePtjbeSHZPyVgL1A9nuSzQ7RQMu9TkRGG8xFjJk9NYubQAJA5h/PqP6m2JcE/f15bEKc6c0v6BAxBNmcXP9FELDLotOpxqaNosOeq/fKHINdm4entDSXQrGh66ovPtlzMqyuMh0rLjXbGkaIEL/yRfco+PehgvOfmcJtFfrvfcbN4DgnhvPYpn53/hNJN9NmOXzPDrcXHboDL0SLKif/+zivJfrtslv5ereGc+4glOyyV637i38tl6ThYlhoIZXPaeZWOkT8S9isehhIyqyS4Up2D14RxaixJUT0OiWa96D44FqOsHD99TFse5yNIQalalga2wZSqVteIz/TgQ6p94UO9HdJnATiB6QQAil8qj0gpMY4IzUFTRQas75QzClAAcW1R4nEDHg0nk3PaqTY/FtZabZForx//jmKe4PmDzFuhXFgqly41eYISM4cGgMw5xHB/68W/i3Fd19FYpvZrW22hmEzmsOKRvo4mk4dWJmh1xMDZWpUFEGPdLaCH+tovz/TTof9UG+nfNNhrnvDe/nrIkS9j3b5PDTqQH+NWmRkBgdvVXK3ZoBbEH9McCq+Dob6u7CgHxc09Nl5I9rt5Y8jkCaEXUOrIhy7rnvbd9dbxHW9MKFcYhHBHRElDxnVwo78HcSU0t5kkAQwJQliSeqIw3lPtp7hjm7y3/wOYPFknTF0eDcO0myeMDl2XxsK5b3heGmkDTSx9pC1O8tGcjx5hs1ickOK/Z5phOB96RHQJ2S79AwzthHI+LloEZC2Ytykvr8mPsTR0CVpkmLa6okTvrWqNjijXKL9wRzJvJboVrBbda8LUJGSCBoDMQVpr8rNP2auutCgB+eK55RUxbFfmjKu5QPeVGr8970JwJB3/UTqIdgtvkRr40+yEoTDBKy1wf2aEDf5AW9VyMa+vs1mv7yeIfLeNL7hZPIdgy5G/dwdRDsuhy9Fal6YGDnS3lqQEQKDnRjvLubbhQjLiShp1c9cnwa/j47nRLnivrAhbzfeCfAw6+Gl68CGTh3MulEd9Oeu7E8GTv1Cm0YE1lSyrWt5Dllb7SCtRlhooqmuvH/9+c2R4mmHAI+CWYWVxw57WOuS0i3lnEDP1xUlyLhdreQ30tOn7XNh+qPa8GNemigy1n1AhIGMf3/GG/BWN6grjRTTO2VWqiZlAA0DmE+dCDisGRaz+0zyapYdaPtTya+e1T3pvf13qHoNU8tv7nuPqx2/095g8hDIpiPNA02u18B6jz2qds6BRRxrFuls4rHx0ZLAPHqC++Gyi91Yd+xOpkhFmiWbeiLt+zvEkgC/qvFyBstnTUqv2E44rJoBaLFAbFzT7zMfyCM+J2Dt5+AtTBQB5WNp1S3S9y2Got8N57VPum160XnQf/NX0gwGh77vzTf997yP/93deqS9KRMwAmZcHHvgE5lnfhw5ea4ehRdlH66P56yn7ZQ4rHtGrPIo5AIgTU6UmIQIaADJv6Gqudlr1uPf2f9iveHjS7wMzx62bY4o15pSbGelLQfwx9w3Po/nsaqqSDl5I9leMRk3wMnmsygRSKeCnD8UUQGn9u7ue4kTvRO9t0BxJx3+szjkNFZvos13aW1Q3EJpRjiugfswkCdobSy+VphUn+dQVxmv+iuKDIoDyO/1u4Gkyd8ojElT3pFXBleocq0X3IsDdV+ROn0XeM2yJfW2cdl4ljfMZlb3pxJmja2H5XC0WGGvmCQpUZrj10fXPVmZGVGedQn5LPbFPZj86ohqBifPYqO9DkWGuNpTguZqJdWtsFI0RDIC0ipQcCpV7qNl+90cjJhAhBkADQLTy6/h4a3t3YUXd+cKKxMzitPzy/PLaxua28THTfLgM+eXfaYH70XijtZ7lRxfGe4r2T3X1NzkM9XYE7PsA7bfqblCDvZ2Oqx+HrISvMElMGkB+jNv50CN4kQjbJbP86J6W2pKUAJMMfvDb/U60yxrn1X/KiXK82nAh+5Q91JjMay+Xn4t2WS2tUz6vk2BKxkdHihKPX8w7kxFmOekJwT9/DvWf4LXFtOE0rDyWpZ9Euhtxk8H+zitnfXfaL3/IZsn9uqeSQ22LtVMhQOXcGefnxbhC6eKSQiP5me6WGmneufxZvIgxSP/0oIMem/8i3zPoAJYGUhtZCP/CZ3Y1V6M5QNrJvBwWNNx2sczBQhL1RYlwtoneWyfdFrq5Mgsx47Xtb3LWA5BIDz4kZv4YJXUIMRgaADIJIzdGiivrT8Zn+ESlaBJwJj3rQtXg4KxO6FR8/N31VnGid9ChzwxriaFRqrOjDNDcY8ODYvab/YqH1Xp/r7XWV2VGtlTnarttauBPx3e84bPzn6qDRiLtlqLZmIOduNq4OTLst/e9WI8Ns9/3jHhDBOK5oZZfz/JbQ/e4WTwHBWO37IGy1MDagji9thCKdfs+1t3CWLt0mTAJpgTlMT/WHQop3nPzpIJMubj+k14//n3SLvbZHAltQHkU28eC1tqC6QcAlcn5kF/EsHiBbjtXlhakmHS76UU5X07Kz4Wo7rcFoWyUSBNj7hWzb2UvaIss4b/v/YqMcKh/Y01WKT7re/LwF6fsl7ltfAFVbt6Zo/Ld+I3r1/AWQYf+pdeUG1Tv5edDkQTI3pOecC7ksMv6Z1Aw9WqSUDMgMj23vGKUaCHEYGgAyG8YHr6RX1EXcCZtUumvil90WvaF6oGB2bABqLW9tr6K5g2CbNI93uUgVpDw2/OuvhfmnHaSVl2UDg70tKEFCvnl32jhAn76ELW5tC28xNWGErRYkI9orqSDF5L9cKuzvjtNntbyQROIANssuR8t6Cw/OifKUUS+5uxMCMcZXQQWGSbKaWWK/x43iwVISigPteX/dACxmB/jFvzz53dBEkwJCgLU88W8M5P2kk4o3TsKgu/ONzUHscAbzNobGVAeb/T3OK99SjFgY+kfNPeX1XdJpabKTNVl7C2V6+LrHlg4MtCb4LVlSg3d134ZdZHqna0X3ZfovW36kXa9qwW57rYFkr07cln6Sb/db6PmlL845pQE7v84LXB/pP13oCY/Jk2fb2u50c7l6cHyZy9MKHegP3fyZxTkxpIUbQUfjijKYbm+lXnggU8QmUEHPzVWzBBiGDQA5D+M37yZWVw1SZd/XGZoWnFQYp7vaXVjkJJTMjoia0LkdEDdHeO6vvisb5LPDsPuMHit3WnV45bKfSj1uvDmyLDLuqdxIZof6SDkDswA1CEY7Lk63N+NE6Tl3iVOO69y3/QS/pWO9LTWQX/AxujYrlI+11rr4YtqDVrVTi9O7P8oNegAdEB9UeI0b4WmFCIsPeignJP7O6+IvlKrhfeoTaXt62z22voa4taIAzPUgKmDOkQbH+O6Ltl/t/zuxglFp+mGkpQAvb4YzFoSGJeWi3lXGy5UZ0epDqlXIyVgLwLvu+stzZ/Eyu5VWbOxPZkB5THJd4fQvrEaY8ehKSHfZX4WgFmV1rAXRNothayXbyl1cDE32n75Q9KdfXb+szrrlLGGzEEEi9vK/wQndqpGxvDb825/Z7NRggE57rf7HfgKxHlGuBWaA7EJgBxQh+P8RO+t8idRgKIELzxCW9//hNIcir329J0bJja6QRVhlJghxGBoAMh/yCutURX3J5MLsppHLvT932WD/59EZvPw6dwan9Op0mmpeWUzJ8ImlM2J+6YXURGjEjd4ZptYkV1zLWqoOt2DgtDMiwulHQlwSVNFRpjVN1Lb0NvWgBPEOvESDReSIdpsv/uj9MkCDwr46UOc2Viaqi2Qer1UpP13qgGTA3RzrLtFtMsazXVatHG5LB1tJ+zNsS1/1Uzo0aHrenXDi9kUmovET0rcnbEHSHq1n0THLShO9DYsS+imrbbQe/s/kPpwIFGOK2AA5F/b1VydF+OK1Jm0h9joSTCdO08TlEe8aUVGuO6VWCJsFse6fa/p+qS1ZQzbGxglEXdGiR4Z7JvyZAPKI860Xvw7sWS7WpQO9Xb47HpTrGukufK9GngQPKQk0PFQ+V3pUyIVBBGYyswII9bGCLk0pki+AYYgdt/wPOyN2KnXKKAkIvkg/Y9+/+fQI1/plWGKz/oiiaNdVusVq6hX445t0rGEV01+DHK1/7739dqOBjlHxKfqLBRCTAINALlNZV2Tqvo/U9BQ0v//qEp/VbJbRk/EZ0snwznMXMDK0k+iGa4vTJA5DW5S2htLb09iu9OBOj5yIzXoABSV5pd9CTHtzFJl28uqrMi2+uKgQ59VZ52STqstiMM5p+yXqV4LaeK46jHVj85iDJKOb+JZkXYu655Gi6Ljiz/UhhgzLd4IKlMcLD8fOuVw89r8WAggIWjcLJ6T6TegO/POHEVETTqnELLAfsXDvjvf1NFVhqgWJgGC2GX9M2jChWZCmtYXn9V2FZpVhNNSuSWcWjPc1VSFJCg/F3LaeRVeZCYGkacE7A06+CneHVIm3GaRjkyiSeqJfZfLzxXEecxOEkznztOkKMELue7cyZ919GQP9nai+MR6bNAUbZF2SxXf1g58Ih2RH8/nQg6LEq2YFW2zeMrzDSiP8Z6bxSPwh9pPmRE2yB5tdUVWC+8p1dkBDA0N6SnuAzOJdJSZXa93tSAL6V4mSHUXXsSw0SfKQzdb3tlzXeYleF+PzX9BjCFijZgJUcOgGIZafo1o12urZtQ8SHT4h6uyZ+P0dzaj0YFA1/1556zvzpwoR80Pv7qpUzYWOmwnIbMGDQBRMDoyGnxnyq9/zPnzjQPapL9Efuf/8o2+PSLI93Rq//Wp17MzgF/Hx71+/HuSz44Ery2q33whHC+Xpcu/z8W8M6LaFUplsOcqdDaUqO5WIU259431ovt6WusmlM1hw4VkSE+1tczFGnnFZ32lI1BjCDbae2nSMBQhtIL7ppe0DTZoqc6VpgY6r/4ThAI0fUVG2IVkPzifGNf1Afs+wHGcE2b97cSd7v+uKxchEWLdvnda84Si101jnxqJS6VpojsTkYnWFH+E/PLvKT+j97TUIhKyImyd1z6lqUWg7dDYSxIkPfhQeXowdB4kEVpcJFnwz5+7WSxAmI+uf3ZksE90/yOiFNNGY9xwHLGUfcp+0kfnRruI26ru1iQIOfKlzdLfw4mJrT31WoJDZq5DZELHC3lalHhc/rUwJ0iyJN8dmpp4JpJgOneeJp2XK5CUCJvqkHpNqrOj4KZgj9U2YILLVR1ZDnMILSVzaARKBM5EHoDtFKVG92pLBpRHCEeHlY8qnrLkfrVxLC0X8/DocFuF6zi+4w0de5IgI4mXAigpOkZJSQz1dqA+qc46FXToX4qBN0e+0nZmkXI1SWC37IGLudFT3hlvdD7kF+Rq+UksjYCSv+tiVVak/YqH64uT4JGkg8P93agQDF707FprvfumF5GFxERkvb55ojBCx+u1CXFejGtlZsSUEYWMCus76eYAOhCbkYG5ueMEMStoAIiCC9UNUnd+REbZlOpfkFRxVboqo6hyJgIGZaMYLFuZmR3lMKEcFJ5z2sl7++uoQFXH8uoAurO+MEF0lYmll9F+uFoscLN4rrtF14eL610tQluIPkJIbciICNslqn3/E8pxO9BejqsfVxVn0OhQDzGu68R/ITtc1j0NI6Ht03/v1UYxMBQaGi8oZh2oTek7tuWvYdYL0SzVFsSJbZUg8qAyIYagY3rbGmLdLXBk0vt3NVeLTxllaUFie9rbn6GjHHXHHuQdfEiU4wrNha5vjgyf2P+RpXJ/Iog8CCy1MANYLDTYid7bChO8FIsprX8WwRgdHqzOOY13rC9KhGGAfNHUygrjt/W1O/LrN3s+dDVV2i17UHT6It5wDqyCcXMdkgm6X7yd19ZXZW77JUACXanO0YzYmUiCad55OkDMoWBCKk0pgCDNkdCaAzCQMRBIZOkJ5TciMYcVpQZZHfJLxw3hMC2VS9ygIEtyCkCXa7tE3/IIqjIjxW0Tfbar/YS08NzyilgQE87cfvlD2nII4kfqQZ/y48Zgz1X4GeS3uoI4qcNi0lE07Q0lELUIP07Ai0z56Q9FFVnIb/fbyEJ6fS4Te06jGpSzX4EABQeVNor8yEAvMkl98dlolzUo47iP7vpWAtWs2qgqVImIZ1Qm8GyakzF0gPsgh8B76PaoqqBqOh96BI2LbrcGN4uKNy1wv1pzMCUB+z6w5BJAZG5AA0AUhCVmSt3/hT3/p0wDUHr9/w1MuD0QyP9M2s0x469qD1mAtgRNSGG8J4SmtBw1FLzMrSWvNlyATMyKsBWdcE3l5+1XPIz6d8qtxMSkPbSyfR1Nw/3dVVmR8Z6bNdcxzIywwWkZ4VYqTyzx3fWWQpEoWx20uAg5/qutq3t06DpafYXUuLNqR2NpKi6BA+m+UtPTWjfQ3ao2zl4sB4m2qiz9JK4Vg1DPnfzZcdVjv7mzsh2FuvLZ+U+cD60GsQivIlQ7/tW9owLab5gfaHfEtqZ8OXN0Le6ANxWt9ehgv/Pap/o6m6+11qOlR/SqLf6NoCq6qH13tNUXe/zwsvgCLsYYdFwqVwszhKwQH2ryC5EZcuRLPFSs540QWi26V23w1fRBREEyij51vRp4yDLoQghNtX7lGUqC6ZLgN58AACAASURBVNx5mhSf9S2IPwa1N+X4e2RLeADV/mDQVlckCjKK580bQ/DVongit6Nswspqu1tf+yXYeJRKZAAUSTEESHgJbTMf9C2PAgg15ECbpb9X6/6Hu4NXlwZ+iG8RMOSad4DNED0I/vven3LSP5ww6iUEDIUd7lcsfYsjmrOeIK9h7cR3HoQEiT5lnkSUum96UYdBmhQUZJFGckZYCRDDyqQ5C48EJ+yy/hnJnslfDgjVmtoR2CdRHm2W3N+nz6xiFAHEj2T8pgQ+B04jyWfHlGUHHjU/xg2vKXNbQAFSUzRhsW7f65UWhMwENADk1sDAkNSRfzrnokz1L0gsa5Wuvdph5G+aUIqWykUtVDuV0fKVpQbKXD0D6iTo0Gf4V8h0hxWPKIadbPvblLU2xJY0+h8iDPr+fOgRzaHAvW0NkCPKQe3/6SGDc/Da+po0ajYr0k58ytc2OU+YE2gUSeXjDygPbb1uCBvewmXd09Ai+FdSz02VmbiPNFy+IM5DNKVpgfsVTY67xchAr9+ed9FCQ5DhvziINl5HJNQXJSKqYz02aragzVXZyrEHD/a1X5YOBu7/GOpE2938dr+DSy6XpfvtfU/yUTeuX1OshJgWdPsVKjJEjzKMH6wCtJ2a/ILuVGzneWyTdAQxYMDSrrpBWiAAkE3e21+XP6USyjLOYyMSRXUwmGAmkmCad54OKFBpQQfwspCtk56A4omUvTkyDB+oXLNlnZqqEwPYUChQuMKsFwr1D8crkh5ldtLb4o3wjopvHamBsBAwRU6rHi8/H4prkSu0hVbf8jihVPmRdkthANR2LsN74SDyuTQjVszBnXR7KbF+AM7XvXQBIjPaZTVKNAqFCFJdYbyo6zRnPQ32diIyxZ2R1ro1Pe6GM5XrgW4dHbqubyqLLy1KJ+kn8xIkpf3yh9w3vSRV16giIP27rlyUeQd4XbXJM8hIuAnqYUSRXqvAIe/BfCIGJrVnkwJZj6cHHfx00ondKOCok5FeiNgU/z0o5np9jgDVWadEtOg1qpCQGYIGgNy6crVLEvFJFVf1MgBZV0aka6sbpuhT1wu0GWIMhtSQJHpvkz+Ra0LZ/p2yXyaqWigGcR+o/6HeDh1XQYWUpAREOa6QeijRhDSWpkK2qi3qgvYASgXnVGX+ZxFDNA9h1t+irarOjsJ/G0tSrBbeo637dkI5gsjuO8X3cdV9iPAgxZG6okkvyTntZLfsASgwNFTQf6o/4dGF8Z59nc1oL6FiocDaagttltwfsO8DeBWfXW86rnoM8mKgpw0H8UbaImGw5yr+RYRXZIThVprTLfBohFBt7Rf/fe9rG43TWpOPMAf89CH0PQKjOhoYl0Q5LEcznxPl6Lz6TxB5aLBh84CY4iyBhHNa80S4zSLVlU+hNuABjJjx8BSoSSE49Nr4GYIABiYlYK+aspyhJJjmnacD7HRB/DHRMTw6PIgyUpZ+EsYj3HYxXJO0bDz8m8v6Z5BJ8s4cVbXc3S014gTYRUg6RU/22iclJwlRNekACZQg5zVP4OTUE/twIdIISd/TWncxNxoHta0Kj/J48vB/yy+PE8qvUlD/YgUq1W9TAGbm+I43VLfugv3QJpFhHvCTjgn9iDoYCbeNL8Bnqj5I1HsoC5pfV2Jc1yf77arMCFP76qgG9CsqgeCfP3dc/bhmh7pM8CCRTDpWwpEYHx0pTvJR7anx2/12SeoJvYxHa22B19ZX1b4cIvyBBz7Bu9gs/b3aNJIpw9/eUCJ/fGB/ZzNyY9LxH0VWwX/ri88i68Z6bECKiCGalnd2WEMeQCbUNipPG2ILMMu5t5cfMU9oAMitukstkojPbBrWywAUdv8f0rUXqhuMFaSGC8nSaB+0YaiF5az0pwaEsrRtsJh+6r7pRd3qB+o/ymll4vHtVgsV688E7v8YzgEKDC205gZkYoMwMSVXojQ1MNTya6dVj4+P3ICWhSZDu6VjNQkxz1hthPTl8nOWWrbdgetAc+j1499hURTrl/+2sRzs7RTqAS+Ov8eGB9CgIgIReIhvaCbRZSi+OWhbixOt5sW8M3AmUFpFCV6KpSd/O24YqkVEpup3GLT0tt/9Udvadmj5Qo58ibiyX/6Q2hw+3DzB8wfRByyGdSFOIAFxBHJW9UwoThgPJIpqeITiNFbGm1B0fIbhhhAciDr53f8K9eC7A15RrTN4hpJgmneeTvw0VWbCckAHI6d5/PCyVE6FS4cwQlrD5uXFuCIMOAfFQU0nQWPhZO/t/7iQ7G+pHGKuWkAyw601t7AdGej13PoqHAVuKHZohtsc6G6duDOXQE2pSyR4bcUl8ssjJKarxXMu655BxKptXIDMiRyO1xECUSCGIU063eJ86BEknLYHoRDFulvgjRK9t6r2LOBFRGTCYqldAiuFFG+uyoYbxAni9TXpaak9H/KLw8pH8eJTDnTUAWJYlEo5J4sFVQVhVt/oO9xoQmnwkIc1PyHGHduEJAs69C9ElPy71RcmKPpxnFbKHKIDA3PKflmY9ULUJ4g3+xUPq5oZ5HMYQtiD7CiHgjgP8REJFYVq18+U3BobFS4CmVCvaUWEzBA0AORWWc0lScQXXZM7AUBQ0v+/pWuzL0wxGlU+YgIu6n3U4LpnBGoD7avTmidE3xXudvT7P1tOtpyf2kMhXyCdceGxH/4q+thSgw6gPStLP6l2smLdlUX3uax/Bjpb9fhZ353Oa59M9t8trZAjjW/RBKrObYNipLvahDOxrJAYEaFGfVEiFA8aErQiqkJEFUmXQ1hbL/7dxdxosRSJWMpD8VCL53BcLeQTyi7JM0fX4mSccyHZDzGPFzl38me108SMarUF+MVYiEl3dBru70asQtW5bXxBc0kftTADRDjug3dUbSZLUk9A03htfU1t+TzcE88Vf48ND8KwiWhHIjZXZhmQc9DSQ5b57HpTcySPDhDVUGaaawLOUBJM884GREtvWwMEPRSSmBohRqj77X0v0XtbcZJPY0kKTtD0S/i1Oue0qi0cHeyHT7BUTuK/Pcvit13U+C8OqvYc42+IUatv77Ff/jC0O5wDHi1GlYhx6kisSQJ8tRGqUbF2lj7lMcZ1Hax1+bkQOBzVsSiwW5CGuJvqhoATd2a2iLE6eH08FDoSdRdezX/fe3BHmvv0ISFiXNfjHNiS2vxYtV9TAvYqP4k8pTYK5XL5OdgPMSQJWhlZVO3rnwC+CwUNVVNmhI3Bq+5MKMuj2KIhTt4oF9R7lsrJJ4hzAzYiwCVh1t9OulaP+6aXoL9R9mXOIRbxA9tQnh6sY21iAaxXffFZZA/3TS9Kch9/oyFABFZnnYLr0+x7ggFDtKAC1OuLRH1xkri/tKg0IaaFBoDcamrtkER8en2/XgYgu/WmdG1lnR77oUxJqOXX0D0QEFPus6MJGnvoQjF9c2SgF4rB8s5S2douEbvqokl2tViANsxv9zv4G/omN9pZLFSidjIkCBpItc1x0PCIriPYAzFLT/dactANXtteQ3ujelCMAFb7sCABARd08FM08FAzupWcaG+gZsRQBGkFdDHvVm10zYRyriTe2nfXW2LCIlp0aBdocc2+VbH0iupsvP7OZrTQUFqTfvGHkAo58iXCrLmhryZt9cWIFgRPmhI9oVy4CYIJwlFtKDx0Aw5CbA31diDAYgqsognf8Hx68CHDBsEjYnFDPE7+quqwCudDj4TbLFLrlJ25JJjmneVzteEChKb4ICPJo6Prn4Xin1LnQUQm+mxHCFV3AChJCZAGCE06jgXRjviXPn8hwMjwR775L0vFck/OolhJHzHEPrWanzvgIqChFUv06FkemyozEat4OvKqampCtImvkWpeXSxWmx3lgGLrvf114W3wauG2i0tTgyBeke2zIu2kSgxJKSITlYxm9zyiVEycVfuk0NNaJ6omKU+KKfgwUVIgUfkgB4rMr9eu1ZMizdKG8ZZzPoyZwnJXZavN9pYJUhYuTnNmF6LIUrkUWMBPH8q/GxILFg71trYaEpoezg1pJLbOsFQuKYvki7RbKmevSSR3ks8OFHm93lHMdbHUc10BQmYOGgByq7P7miTi40ua9TIAKTXd0rWNzXp0h0wJmknIPn1nWU0ou/FQj4u9Y8dHRxRrBy26V+zpozp4VxW0+uLjLNpvNHhiAoBiPmXgTzASaqpOWv5Sc21sMW1OzDNW6DOnlTpEEk6GbvPZ+aZqhxAEHNokNHiT7lqPkMAXiX7TKdepgJ9BSJL9d4sRQVJvuogKtXEgpamBaAIh7ISsh+pCkwxx4/Xj3zXvnBp0AGdK/+3raPL44WUdfasIs1gkVM5mnFCE0FIIzOXyc+LI4LV2sSKQy7qn1RbPhjC6M/jkAfEHsk1VVqTBX9jxLHE3scq74Mb1axdzo6Hyy1IDkUBqHau9bQ0wP/773tecMDBzSTCdO8ukrbZQrEUjhkBAajeVn4cvTQs6kBKwV84dIAoR/hT/ParPVR0rougtnkyiIZ8IY9DVXI2ipFD/3/wXUhaJYvnblTEVY5AW3as6q0e4DpwW/PPnZekh+pbHvvbLEGp4R9XtySDHLbXs3iqMgdD9otJI9N4qDRdsbygREhOyHi6lMMELgUGAoZInfXHEubiJ6hsN9lyF6UKdoLqWJZyAWDoMN0RyIMVFGTllv8wo+z9IGwxrG1ulBgqd2K5Or0X6BWIxg0kXM4VWxosjQlSnGyGNys+HojyWpwdrzgrDJc5rn1Rs0KulrwG+WiQKCgVaBNwEyZoefAi5UeZkZeTqosTjuleRUgO+UfpuNqp/lxYhMwENAIF4GPO7s6VXREa5XgYgOq9WMgC9/UbbC0zsxITKvTjJR99rIR2kdevEh+lzIYfHhgeg6qDm1U6Gms8MtxadkWJfMLQEoiPNd9dbuI+aqEWjIua/TtrRJbrlBBBMOj7BXy5LhzPBzRFC4VWG+rrQkIu1vbVtdI+GR+gniELd3/fFQHDHVY9ZLbxHMU5JZeZD4P6P0f7hxW/HwI2huGObLJUL3kvCpa4gDvo7wWvLpLsvK9XGAnEtGkLR7662XopEW12RCDOUiuqSQdqAyIO3kYbJIpyQYiJKNRW2GIFteWdmHgIzzcG1eDUIDuQH4a/6O69AUiO6EHi/3W/DECIvNVxI/k9GvXkTmhjSR3No08wlwTTvLJOmigxYTThwqTMehRHKGIUCnkfOHZAcMMmq+3XgQim9nNY8oW0UO07D2wlXeeTb/7JRLqYpLDpKjSSdkdaWyp2hpAuRXmLkOoSdGPKkb3mEwSuI84CYzotxvZ0QhfFingMygGbuUv02AqOr6duhbl0tFkjnoIDrWClLLO8TcuRL6QiEvs8uxbeLMo39hq93tSC5pTtbTrZqkMHAtolPGVJe0g08EhS57jGWkzLQ04ZqWds6/Qqxrkx9scYrLGXoka/EB7owq2/EvmaqQh93O7blr3BBOnrZIfRRHJA5hVMaGx5Elk4L3C8z9tA2weckem/TtgTWpIhRnTrqSUJmHxoAoiAlp+T2nr7RqVnNIzLVf17HhH/M+dvrh6bqPetLB4PX2oN//rwkJUDmYv8SkE1H1z8rav8K5VoZaLbF8powBpa/3TW2vjgJrYXl7TUr3oEcGR3sRwPjpFxsBJIOYVC9OVpu57VP4ic0S5M+XUxIzYq00704N57rte1vOG2wt7Ovo8ll3dPHd7whpD8atvJzIdouRNiEmNChISaUI6DEzEghOJqrslV/jXJYjjgRf1fnnBZr9nlvf121mxZSGz+hpZx0BT0IKbFKj/3yh8RTECHa1BWaVaHk5GyZiZug8YZmjbRbOqGU1witjoZTalahvSadMqEvok/dUrlpERJI9BQiPF1Nk+9zlx/rDukDxaa2qszMJcH07ywf1QFdsNCIZKSO7j13VUHMQEcm+f5n6UYhcAX1xWd1XIvAiy9dLuueObr+9r54yPxqcxucVj0OVzahtDo5p53EgB/4MTGYxIDymH3KXmzCJXqyWy7miTxgt+wBzX0Guq5cvN2tu/whHXLwRn+P2HnAcqpBNWI6R+GdRXKRqcQOBpNOAplQlhexioAAhseAVJ4UaGJLffargiBurszS1wCIr6nhNou0jUwTa0C7Id2vtce4rhcfW5BG2tZyiHW3yI120b3KPhS/6ucXFGEUcDyoX14ZQaIjq+D8ST/SartEmisvf01SQmYaGgCioKPrP6OAAuIy5UwFvtD3fwWdzZ+h8T9tdUVxHhuhxvSaAABxj3Y6zOqbX8fHe1rr8Df0tPRVV7F3qf13Afs+gMJGEyKtMQoVhfZVKIb8GLcw629FJ5zbxhdwE+nagjgPodHRukw6kKCv/ZLjqsegSHSPjYZ2h1xQXS4Gf/jteRfhyYqw1SHURgb7RGeYtukBEmgdEQxLLWt4owXy2PwXvLLoWVSMdDqxTzWeFft3KtfQUJucoApiJuSXf0OdJPvt0r2knWL65qJ7ndc+JWf0OV4fXgIBy4txRTSK3mtL5V4Qat/NB3raFBsFKJvVCNslBsw7nBShtyA9xegXRJSOmcSwHHj9GNd1mn5s5pJgmnc2mLwzR6EvvX78u/yJj5kRNrEeG1SXPBfb/QLx1Us37Y2lkMLSnrgoNZo57UKyf+D+j1FRiFn+KICld3rKDSuPsR4by9KCYCSgEREAaVaJ5ni/6qxT0uQiHcsTK/ZMCNyvWM/AYXl2lIPDykdRiqWKRQ3xPUHYFZQFMXJJW58x3gvxgxf32voasoroy9AMp2GIDymwfDLPR6WESJBj8lXDH+2yGllU24yFG9eviQKOqljkefgosenhpNTmxyKzBR36TH4WFT0+cNTyB/Qje8DCBR38VP6bSotKy49PQmYBGgBym7SCcknNh58rLb3+v3UbgMjMCun8mHNal9UzjJr8mPTgQ6r7PU1J79VG57VPulk8N9TXBf0ktp1SWwRaMT7Ye6vUYQZ9oNjyXWXcJ4Rm8M+fQ/+F2yySGrOellrYBqEwECRtE8ugVCAXdO+aCYsCbZEVaScNMJBPX/tlNIeqlkYHYhl7bYPyIS7RFPntfW/SmbJoj3EQPkeaWjodxPIaMj+XQ7RBsCL+L5elxyoXYleMFVn1uNrYobqCOMSztM+o7r5k+UiCQxB44BO1KQdqwLBBJ2kbCjxzSTCdOxvG6NB16CRIK21d0ZoMXmtHzJyyX6b68UQoWtvv/ih/L4JbY6PuG55H6dO2LQbKOFIK0hBlSnX4u2HlEXGeHnQQbwo5K6l/8ZFBYmSgN9FnuzQyTceWC8g/YucyGCHxiWy4vxt1lLattdwsFsAtw7DVFyWKIU/xnpsnrXCgnsXiub473xRfnxBRkXZLVQdcTQeRUvJrYBjmpooMzXFKOkCs4hE6akJpQzQByoKOZQ8QIXh9VOAIhvwwwPjBhMB3yc+QOVGOBXEeqhNRdNNSnSu9gmHrkhEyQ9AAkNsM3xgJTciUNL3fmXNpdb2TSv+MphsBcf850zcq5WKjEUZfqILGGzWs5qKK2hjq7fD44WWbJfeLIUPQHNaL7oOUn7TBwK/V2VGol9WGtzZXZUPP4UIIDrTEED0wDPmx7k5rnohxXYd/oX509CaK5U10LILR3VKDRj3Re1tKwF7DVuhDtKgtja8NvLic5SwmBe6rNj8WFkj3QCOZdDSWqW3tqYObN4ZE16OYNHy731dF+SFFMsKtgg79yxVSSSnW7ZY9KHOY8pRI6/QpP7MsVNv3TQ0xc1GH3pq5JJjOnQ0DOgkKG1Etc1V1EZnFZ32hzqX9rSeUswgQt1DYej0dCWHARraGlUeYFmhf1ADStHLYLdVqpK2+OMz6W+/tr4uBgkDHZFAxWCvp+I9SvQEJaKl9MSIYEtha3FzkfB0rlop5IAH7PpDWBYLZgFVW27vAYMTgsYwwS5nnI8wVGeHyN85DvYr7i5F+2khVGd005ZZbyKIwbHot3Ts2POC3+x2ofzWDN2XIFZ8a7gzT0o3UFSU+XxglaQgxFjQA5D/0XOs7EZMuKXsQll4SW3Q55WJXxuXh1JqeuAuXIzLKVE84fiolPDnn9LmCC1W1kfEpqZl5N4aNoMbqCxPQaqquxKKD0cF+MXJDtZGA/tCx2eekxHlshLIUlfWJ/R8l+eyAykStHXjgEzeL56bsWMqLcdXxCb6vs9lVsb/s6rhjm2ZZvelLQfyx8nMhsEDGEtZ6AUEmtfr2Kx5WHeN+rbUeWSLo0GfQRlAbYukV3eN99eJcyGHLO6vTaK5IqErXlYtQ53673zZAmM79JFAD+htCE5pY29SXSYFOaqrMnGQ3q1h3oyxTMyWGlce+9kvS0pBiOoHqxN+cKEfkDYhj+EOxYD/QNiUaah6/Jvpsl44oNiRZ/6xuW4LAVOechlPS3MlBNUVgP2CVpSXqEUgxzUBt2pLBiHBqJp82UBbwUmq74GlDzM5yXvuk7ppQGqU55ciisvSTETaL9V1fPz/GDamp2GBYy2R0TWDk4DTKz4fKfFOYQykv6bWNPSGzAA0A+Q29/QORyTmqEl8HATHpESkK9R8Um7bPzmOPjStw8w+dvgdoqy8+Zb8synHFlGeKhT7FyHjDdjiS7nNsy1/FqhpeW18rSjwOU+G8+k/e219HJS5n/HpNfgyu1dz3Z0KpXN02vuC46rEI2yX6LsYyy4jhByn+e8KsvjFJAJAQsR4b0CrDd6kOduq4VA5BkOD5g9e2v3VerihJPSEmZOv1xV83kv3TNtpESk2fXW8iY2ibGTzfk0ANiFGxuZjMWZICaLKm8vOqqzfOMgaXRwRbMeh8zRNZkXZSzz3+SPLZAd0fcuTLtMD98Ic4B/UD7OikT4dzE9t1S3eAahcTS5xWPT7NoVkwLR6b/6Lqo8RwIEuNFWANRgxA0vEJQg2FI/LfI2cwXmNJivWi+2yW3K97PAwiUOxEhmTS7caRxCiPsENjw3osQ4d6BnHovPYp1f1GpqSvowmmqDDBS4c9k+hoLJN2zYt1tzBKuhBiRGgAiDqjI6O5JRenVP9nc0oGBoYuVDeqqn9jeYAb/T2o0KccgYpGQqwDg2ZYr9pfEzRdUQ7LxXqghm3UMthz1WrhPapTHgUt1blCqkIxTLkNlslprspuqy0MPfJV3pmjJgyGmpdrrS2ANwv++XO4MjS9CnW19bXgw//t8cPLxpr+i+QTk7wVQ3V/u7SOKj2tdTCcAT99CI1+dyfB7YQYH0ck2y17QG0LtikpPxdSkRGu15AM4zKd8oi3Vs1Xt26OxXtujvPYCEkq1octTw9GnQN5V34+dNI7XG0osV36B/EREreqL0wQ/dm4BAp4mq9mv/whKfu1N5ZKq51q7qpmMFDGlhqbNOsg2X83lHTdZHZLFeRthxWPIBqnNCpiQ2jxGVBH3V6bH6soj/s+0LdqRcKJUV7aJmRPSmNpalVWpJx4hmmRttHAK8ifY0DIrEEDQCanq6cvs6gyQuNrQEhCZmp+WXPb7X1qurp69tsfU1X/kgcYuaGr22ZKIPV095ootghVdtmiAdA9XFsOMBtiVp9CUxr6JSHS/jvVHsGRgd60wP2iE8h7+z/kf2g2IRUZYSUpAYh83Wv7zCatNfl+e99zWf8MJJQY8VydHRXjut5h5aPyhyjoBq21mKwJ0Gxrm/zQ19EUZv1tmPVCiAAzSQJIuttfRfQMTG60S5jVNzKnrMwQRimPUP+xHhshMXFhVaYi3UeHB4MOfgo/ACOhbYzWQE8bDMBp51XIMNKqTcixqptIGIznllcQt1GOKzw2/0XcGVYnO8rBiFEn7oyCJvP8i7nRIb/8W/dcf5xjs+R+MKV57mmpFZ8gRPWuLaWaKjIibJegWtC9zOukiJ2hNXd51w08bVlakOrWE9oQU5wFmjtVEzIXoAEgUzA+drP/+kBH17Xe/oGxUfWpq4WllZrqX+ARGDF6Y8Tg554P+cXN4jltkw6vNpSINfhCj3w1/Y0V0cbjWWIRcQO2HpPo62zGTfJiXCGbUvz3SNME0VRLc/XmOGjyixK8oGwMm6ZsdNrqiiCb4Mpg9qSEjvfcnBPlaLfsQWkM9DQR+54e/f7P6cGHmsrPT3pOV1OlYmK6w/Ky9JPmkwTCY0t7C8gHihkq2bTLnky/PP46Pn7m6Fr3TS9BzUujiVprC6C2XS0W6O4JFjv1Wt5ZazjWY4OxugBU58kovn8e/FT3oDUDgHHCnWVOdZ1QrnYKW6I64UEVGOzzoUesFt2LaJTz6Ux814X0T/Daoq3vvDrndH6MW8BPH7Y3lur7dk2VmSLq6gsT9LoQrUOsu8WUBqA665SUOvAn0xmbSsjMQQNApkV3d88Bh0m+AEzfAwz1dTmseKRUY125seHB9KCDYrSG3+535C9LogOxNIdivOnqx6dpJ9pqC1U3B3Ve+5ReG0aanIqMcMgjn53/NHlIJpQ7wkK02Sy533/f+9J0266mqoqMMPdNL+q7mIwOxEodOuQOVEtmhE1a4H75gyLugiToaq4W2dgAz4Pwe29/HUrLtK8wzfKYemKf1cJ7kANF378AOQFC0G7ZA7qXGejraEIWTQnYW5R43LgjQFBH5UY7n/XdmRvtMkMbS8FjK1Yrkr3p24RyDr2bxXOaQ/JaLuaJRUXh2OX0hQ/3d4vR/9peDXaiIP5YSeoJeDPUBga8ndhwDb5OX2l+Me8MMjZcsY5zOi6VS0tIOa/+k2F78BEyC9AAkOnS1Nx6wN5DmweIiDP8kzdaC4/Nf6nKimxvLO1pqb1UmoYGSQxOFW25sfq9pAU90vRp8LQBi1KWGph35mhtQZzu6WtzEMgjtIvRLqtNHpKBnjaxt5H39n+orsd/7uTPUFSKteRlzMOTQ/eVGsUgikX3Trrq//joSKLP9pBf/h144JOW6lyzSoIU/z1CtxmQjWNc19svf2jSObizjGHl8dbYKOofS429e1HnoEaC0tVLHM87f4U1RQAAIABJREFUoLD1HSEzMtDrtvGFZP/dl8vPwbq31ReXnwtR3QIZ5UjOWE3xOU7beqaD19pDjnwZZvVNhM1iw76oDPV2wNHhETlRjvpe23u1EeJexwcxuD6xWbuoUi6XpZs8KQnRBg0AMQKXm1v3a/8O0N1t+Kp/0sqMakCQGbFnRSx6rVjRb24v0TMLFJ/1Resof7+nGeJ6V4vYhknRhaYyva+p/HxNfgwOTrkuuHwaS1IUX5P2vKv5E7xB4P6PoWVjPTYgSGaVBHA+Igm0jeuYIlZLU60W3iN/K4+5RtqdRejVFonPCLPMPmWPHKh7k7j5DkS8Yp60xXN6XXWttd59w/Oa1bX9ioe17X2mSXrwIW0fHxouJB/f8UaC15bUE/sMXiE3P8ZNhMqwr8eoEKwX/66jsUzzJ6h/tzvqX68BVISYBBoAYhx0eIDKi9Na8w5KIvTIV46rHrNf/pDYi7TlYp4RQy6Nc0DNbvJoNC3QfGhcndY8UWjqpivkyJdiaqPqKp9jwwMQo1AGHj+8PP1p3xIDPW14VpzHRtWDo8ODmeHWAfs+SDr+I7TgrK3HP3eSQPgigAJo2B3qi8/quzT7HOFKdY7YZu7k4S9UR4mUpARczI2GnNUcmniXAXsjYgClQ78Lr19DCfXa9jfrRfehnCIDIK702vmhKjMSz1VbXqm/8wpuhYYg0XubfC8xKSjUuH/ATx8advnoYH+S7w7NyQO/jo9Ly/4oPiYH7jd5IhKiGxoAYjQuN7dMOh9gOl8AZgGpQ0j+hrV3K5C5frvfdln3tOqI59mnJPWESBE0tNLB8ZEboZZfQ5TDB14uP2fcJ4bbLo6wXSKGL/e2NWSEWbpveB5qA/rPKNshz7skAPBaou9WdStfc2BseBDKVTn26YG+9svS8QYIz93vKLYLPPipsRafncuEWS/UayVQYzEy0OtqsUDaQaKp/DzqAZRHxcJHDst7Wmqnc/PBa+2ibsmNdjZusPs6miT1n+D5g8mTj5ApoQEgxkRzPkDomZlaLt1YhFl/y/E/gls3x2yW3G+79A+z3+pLoPl3XPWYWJNHdZGftMD9aLMDD3yi1lVvFIb7u4Xs9tj8l6Prn0UMuFk8VxB/zIjfGeZREgjEUGY5m/HdZWRF2IoKIT/WXTrY33kFeaO+MAFJM00NOl/o72x23/TSaedVs//oqw0XnFf/CTYMut9p1eOIc1ivKTcZkIPUuWDY7GHdoILCnWM9NnLZHzIvoAEgRqazq8cvLPqAwzFbD/+E9KzRkbnefeiy/hlFT+fyh0wekrmA6Ps0YfdzZoSNaKFr82Olg5dK03JOO0ETQ5XO0IKq0Prl6cHnQ4/kx7g1lqSYsNvb5EkAuq5cFKlQfi7EhMGYfZC7HFY+KlY+lZZhhZ47c3QtBDEOmnBvYxPExmCfqRaxGertgAHLCLcqTvQ24oYYd9b/eXGGgj33t3okRIIGgJg7Yp2KSeeAmiFiQSS0u2h0oQJn+emjg/1CfkXafycdRJsa47oOgXFY8cgsD8gxwyQQiKUMrRfdZ6ydFuYLWZF2YvJJe0OJdFCxO0RFRoLXlqBDn7Fzd16DmsRYq70RMt+hASDmzlBfV6y7RWa4tclDMhcY6u04+v2f7Zc/BA00+/PYSlICbn+gv7O1543+niinlX0dTZ5bXjH5wjjmkAQS/Z1XavJjTB4bs8mv4+Ni4JPquJfis75laUFFiced1jyBODF5IMl0QBLXFyaoTu0gxGyhASCE/Ibh/u5Yj40eP7wsZ89O4yIG0UbYLBb/HR26Hu2yuq/9Upj1QvxhDjMvTZ4E5sytsVH4LuRAqfu/OutUzmmn5sosx1WPGXEgCiGEmBwaAELIXEEsvl6ZGYG/+zqbw20X97Y1pAXuD7P+1tzWoiGzz9jwILLfsS1/Ff8tjPc8H/JLf2ezm8UCg9dCJYSQuQkNACFkrlCUeBwK7FJpWmlqYNDBT7uaqmJc1/ntfmd0sN/kYSPmgNOaJ0KOfNlxqTzKaWXOaafL5eec1z5VkRFu8oARQohxoQEghMwVBns7HVY+enT9s3kxrk0VGZ5bXgm3WTQ6dN3kASNmgth6PNJuaXNVdnrwIfsVD2tu+UQIIXcBNACEkDlEZWaE89qnju94w3n1nwoTvLjoCplNxoYH/Ha/7bfnXRjR0CNfXWud1i7mhBAyZ6EBIITMLfo7r3RduUjpT0zCzRtDXU1VQ31dJg8JIYTMHDQAhBBCCCGEmBE0AIQQQgghhJgRNACEEEIIIYSYETQAhBBCCCGEmBE0AIQQQgghhJgRNACEEEIIIYSYETQAhBBCCCGEmBE0AIQQQgghhJgRNACEEEIIIYSYETQAhBBCCCGEmBE0AIQQQgghhJgRNACEEEIIIYSYETQAhBBCCCGEmBE0AIQQQgghhJgRNACEEEIIIYSYETQAhBBCCCGEmBE0AIQQQgghhJgRNACEEEIIIYSYETQAhBBCCCHkrqK1Jj/M6psop5WDPVdNHpg5CA0AIYSQu5xfx8cvlablx7pnhFlmRdpd72oxeZDuYm7dHBsduj7U1wVGhwcR+SYPEpl3DPV2NFdmlacH1+THICPpdS1yYGrQAauF91gv/p2rxYJI+++MHzw9gzQHoQEghBByN9Nak++76y3Lb/8ncFr1eKLPdmiC7pYakwdsvtNcle219bWTh7+Idbc4sf+jY1v+6rX1VZd1T0N4IaqhvRT/LrrPZsn9+CnKcUVpaiCtF4EnDLP6BrnCee2T5edDNU+42nABLt1355t+e99z3/C8+6YXbZb+viorUub9b44MQ/Ej79mveLipMhM503PLK8Z9hewoB9w/xnXdcH+3yePTYGgACCGE3J3cGhtNDzpotehetNaOqx/PiXKE+MDx4zveSPDaYsKAnQs5XBDnYfL4MZiB7tb8WHe7ZQ8IWyXkPswADIDH5r9A7vvteRcR7r39dWgvgINuFgs8fng54KcPoxyWl6QE3LwxZPK3ILMPimS4zSLVbDM2PCD9OjLQi0KaHnwo2mUNjGVFRvivN2/ieKzHBrjK+uKzU94f+Sr4589FeYeRQEaF04j33GzEVxjsuQprIcKfc9rJ5FFqMDQAhBBC7kLQTgfu/xiNNKRD0vEfVT/Zu296KcJ2iakCdiHZX6iHtvpik8eSXvS1XypLC8qNdgm3XSxslcB57ZM4khFmWZUV2VqTj5i/dXMMUg+MDPYN93c3V2YVxB+LclrpuOox++UPuW96MejQv65U55j8jcgsE+v2vZRtwIn9H0k/Ieckem9N9tsVdOiz4kTv8dER6afcaGecjDyj++a/jo8jj4kPfR2XynEEdsLoBU16BVQsXU2VJo9Sg6EBIIQQcrfR29YAlY9G2tViQVNlpupPY8OD1ot/Z6ovAD0ttbZL/4CAuax7er4MI77e1VKWfjLW3cJ311snD3/hs/Of4hUE4TaLxkduyLwVLEFzVXa0yxrcwW/vex2NZSZ/OzJrnA89oqr+4SGvNpSIny7mRse4rk8J2Bt65CvNcWLwAzjfbtmDuu+fHnRQedoDbbWFE8qvAUfXPzulbdAL3FkKP+yKyaN0OtAAEEIIuauAyBbjhkMtv9YU2c2VWWi8i5N8Zj9gv46Pi48SoDrntMkjSjejw4N1hfHQZF5bX/X68e9+e96NclqZGWFzuSz92Ja/ireAwDLMxnS31MBOxB3bZPLXJLNDVoStqvoHqYE/iZ/Kz4fCEyIzhFl9M+nYsAvJflYL74Fh0HH/kpQAMefkUmmaOFIY74kjyK5GfIuAnz4UgUcRUB28NB+hASCEEHL3INS/39730oMPiQHEapwLOYz2u6/90uyHrST1hFAPJw9/YfKI0sbgtfbycyEQZE6rHnfb+AIUT6L3toqMMKlfVjgoQWNpqmFPGR267rDyUTgKk78vmR2aq7LL0oLslz8kDRsbHezH8fwYNxSHCNslsW7f3xobnfRa8QUAGVLbzZEPIf1xTt6Zo+IIMhgeEXTwUyO+QlVmpDT4p7W2wORROk1oAAghhNwlQP2f2P9RatCBC8l+k57w6/g4RK3f7rdnP2wjA72uFgvE9ME5OPz95shwWWpgwL4PhMRxWfc0xBPEWeflit+8xWCfy/pnxDlQbNN5YntDyY3+HpO/OJk1xFB+QWGCF44UJ/nEHdt02nkVyqyO5WJTT+xTzAHQouZ7WutEsQqz+ka6SWa4tXEL2tjwgPuG50Xg/fa+hxom+5Q9yAi3SgnYi1dAzQMnE3jgE+/tr/vuestv9zvwt3EeG+M9N+ecdkLBMXn8q0EDQAgh5G7gWms9GuDCeM+LeWe0ndNUkWGqtTsSvLY4rnps+rrZ6Ny4fi0zwsZ57ZOSOHPf9FLemaM4rnkydJUYBWG37IGBnjaTB57MF8ZHR46uf/a2vVz/zNjwYF1BXKy7RbLfLmQq3ddCVeOqs747NX+CcfXZ9ebtSTW9HeIg/rBb9mC4zSKZYbs1NorMDEfaWJpamRlRnh4Mr5Losx0KPsx6of++951WPS4WtwUOKx4J+eXfUY4rYF3SAvcj8HkxrnAyZWlBFRnhVZmRuBz2JjvKIT34EEo9zsQl8AkmTwI1aAAIIYTMe3pa62Jc111I9pdGAE9K8OH/RhMOqzDLwWuuyob6t150n8PKR+eObr55YwhCR1rTEATu/7g2P3bSoVMTytFBkEQ2S3+PM8+H/GLy8JN5RFVWpJTNihKPN1dmIS9BN1dnR+m+cGSwT+wpAZ2t+StkuuZotHjPzdDrHZfKc6Ick3x3HN/xxsnDX0Csx3lsDLddDAfrueUV351vQtl7b3/da+urR7//s6vFAvyL/+LMMKtv4EyyImzLUgPri89ebSjpunIRJVcKvMxX7r3aiJvgzij4pamBJk8CNWgACCGEzG962xrijm2CkhCrf2hDDF5H6z77IYy0/w6CA9oiI8zS5NElAXEjaTI563JC9EO0QTBBDE36fYAQbQQd/FTkNDeL5/o7r4T88u+iBC+IctXlPicFrt7jh5cdVz9+ufyc2k/1hQnOa59SzCcOOiAdvNpwAeo/wfOHWzfHpOFqt7cdWHSfm8UC6H6URziHrEi7ktQTuAkuQZB0hATeQ/o4NmWABd1XagoTvArjPXF/OGeTx78mNACEEELmMYM9V6Gq0cpOuaakGEgw++Pv2+qKbJf+AdI53GbRnBoK3NNSC6nktfW1mvyYKU8e6us6c3RtqOXXuCQzwsbkgSfziL72S1DwdsseVCzAleid6L0t2mV1hO0SFN4pr4Vzhud0WvW42hThwd5OSHnc9sT+jyRR/uv4eMBPH6K4iTnrPa11qBmaKjNROQx0t2r7tKWb0eFBsa4AAl+REW7yyDQWNACEEELmK6ND17MibNtqC6dU/xeS/RTd/9YLZzmE3VdqhPGAASiIP2byGFPjcvk5maooP9b9tPMqRKD9iofZ/U/0ojo7ynv7PxQb9K56rDDe02/PuzDD5edCprywtSbfbtkD8KhpKn38gli3792Us+p7rzZKB3FPxfi00CNGDHxutEuS7w7rRfcd3/GGYRZibkIDQMjMgvoCrabvrrf6O5tNHhhC7iZQuBK9t/W1X5pyTD8kgt2yB9GEd7fUzGYIh/q6xAIm7hueP2W/bNI1zucLqUEHUJU5rXni3MmfTR4YMo8YH7nhsv4Zt40vKLaNs10c/PPnsMT4Q861ETaLQ375N0quWgNaVxjvvulF3LAs/aR0cGSg13ntU64WC4y4Qj9u5bf3vTNH1+JZdQVxJo9MI0IDMO+5NTZamhp48vAXnlteQRnz2va3KafUkGmSGW4d5bRS5uaXaDWl0YeDvZ0mD7wqzZVZ5enBN0eGTR4SQgzgfMgvWZF2xWd9dZ+Gonpi/0cog5qdiDPKr+PjeWeOem19FY+GjjHJ1mPGAnoLTgYRbrP093NzQLMETFfDheTmqmyTh2SG6LpysbYgriwtSK99lPs7ryT77VLbFXt2qMyMEBtKWC/+XZj1wsJ4T+/tr8vJRSODfdA2Sb471BbOQokOs/rGfsXDYdbfqh4XE4J1LAJmALnRzmjx0Xz77Xl39qNuRqEBmN+01hZA8Qt9abv0D8j9l8vSbZbcX1981uRhm1D2z5k8DEanOue0iHA5+4DcuH4N6SLOd1z1mLZdTkzCyECvWNbAZ9ebffw6QeYbbXVFcR4boQx6Wmp1nHbr5li0yxrkc+/t/5jlDviKjDDIHZd1T3tueSXGdZ3MLoNJMfmnAzQusE8Jnj/EuK43bUh0ID63Sss1SotLDvZ2Xkj2lzl3cyYwSvLhJvkxbmIgTfDh/04NOhBhuwT6WOasEmhlRT/U4t/N/iwUYb/dN72E1hDBjnZZXZUZKedCGE4U88D9H6uV8bwYV8hxu2UPqH4WuFSapvjCIHvpTzmMDQ/67nwzwWsL7lybHzvL8TbT0ADMV1DTnQ89Imo6q0X3Jnpvk7ZpdFjxyJmja00eQoBgoPDcTUNfelrrxDQmrx//Luf8tMD90voD6cGHTB5+Vc767pTChtbR5OEhRD6wr8WJ3lA/Orr/B3rarlTnhFp+LRat72qqms0QdlwqT/bbhUfbLP096urpdP//Oj4ODdTXftlUsd3VXB3rblGWFnT0+z/P5Q1Q884cFd9aS1MDbZbcD608oXSA/vveVywUc2KfSUJllORrqswUn5IgfFuqc6XjDisfPRdyeMrLq7NOiareZ9ebmr/OqCW41lqPtAg69BmUSdLxH0tSAiLtlsq5sLulxmnV4zDPsR4bVY+jXAf//DmyYm60s3RwqK/LZf0zKObG7cxCy5jsvxu+5diWv959HZo0APOSG/09aPlur9128FPVnRpR18AVyCxgM0p+jJsI4V2zXLS04YjMpQB6rzai4ru98NnGF0aHrpv8FSSQZ+AbRdiOrn/WiCMmCZkFavNjw6y/1T2MGGpD5HBUiRdzo2czeGPDg9mn7F3WPY1HH9/xRozruun0AYt5jfGem00V23iXBK8tbfXFvrvekn8VZCUqzFkbdpUSsFd0h1VnR7XW5IvtWqXYg4ab/c0fjJV8aEOVJvbBwgQvVRl6a2wU9nLKee2jw4PSapiaq9EjcXGT+uKkGXr9RJ/tio7/wJ8QBsh0uLKupsoprxofHQk69C/oHMdVj0nbe91OaP89Pjv/6b7hedXBq1FOKxW7C8d7GjHkUFN+u99JC9wP6zKvx+9pgwZg/jHQ3er149/Ft7zcaBe13bNRx+EnFDnTBhL6UuzcgeoYzYbJI80opN0ZzY9KQcem5RKnnVdJXeyXy9JNHn5VxHZId8xMmMnDQ4h82htLQy2/PrH/I93DiPs7r0AoeG19tVbe1D3oJGOFsPisb+iRr6D+rRfddz70CCpq6Sd9zfbo0HWh3uKObTJVhGdHOWRG2EBhl6UFyb8KL250TaaNzHBrUZuVKQVuTpQj/k7223Xr5pjHDy8rhgOZaN3S6SefmESOm2jq5srMCPyE1NF9BxEbygX4F6iNQ4Mi992p6NVyWPnoTExRGx3sh2+J89gIK1iSegLlYsrQ3n7roAMo4LDQao6l+0oN2l/75Q+p9sGhCcMr4HxtnfSG9XA1XEhO9N4a6/Y9TMhd2UdGAzDPgPo/tuWv9isedrVY0FqTr3lCWfpJlASUNBMGEnUuiqiocVJnd9bdzIHKF225fDV/taFEUtjRLqtNHn5VavNjVcK2xuThIUQ+UFQoUIEHPpEp6+UDqwAxBN8OVTSd+9QXJiT57sCtbJf+wXn1n1IDf7rR3yP9iioatXfQoc/krIEI0oMOKvTZikekUM3yWPaOxjKIV1SAHpv/MibbIyG0UGlHv/+zuKStrkjO9FNIruM73gg69K/caOeRgV45TxERrjbM0nv764qKuvwcZKLYeUo15JNGYGGCF/SxakoZJXjTTL5zIYeFcO9ta1D76eaNIfdNL1otulf3oBcoV+hXET/l6cFqv8IbQDe31hbYLP29NGXCiIi1dyHiEQOIWwgDORPh0ELZfvfHU/bL1Ob4AngJ900vwU5IfXBiXC7Kmo65QLEeG1G6Q375N9pl+YGPsF2Sc9rJe/s/ZnnxgFmDBmA+0d95Beo/cP/HQO2jmIT4EGbaYfeF8Z6iunFZ/4wRO9VMyKhyJpB4qZAjX8q5JNxmkd/ut8Wn5zk1C2J85IboElMM/vn+z3KaMULmDvXFSUEHPzW6qRajLATBh/+7riCuuTILmrW+KLEkJSA16ECk3VJIAQh6/33vi0sgOBAMr21/S/DaIu1n1N1Sg/+iiJ313QlRleK/BxpLegq02tH1z0rLghUleF0uS2+uyr5UmladHQW1AamNt4Pgc177VHXWKWkYoXSTmvwYhAEyVJr0NdNU55xOC9wPfazXGHqhXEVXVFVmpN2yB2B7cB8dlyC2EWNi1kTATx96bX1N96AdyPHKzAjISpd1T1sqdzL+9eZNgKBKIxs9t7yCv/EK0lVdVy7ar3g42X+36q1QRUNxWi28R4f3MyB4+XEe00m+/Fh3XOs6mfoHWRG2+FVtfPykySfyG6JCrYO8tSYfzRPibUK5TS9CZfTM47vrLYgW5BynNU/kRrvkx7hNeUl7QwnSLvuUvWKloN9uE9Z5uQKBxLvA8okjN0eGRdOMoqTthqgxxHgEYQWrsiKbKjJQ6JBA5edDM8Ktol3W+O15F3IFhqr7yu1lgruaqlIC9iKS4WMHuluNHjNzARqAeQPUP9xzauBPse4W2tZtHBnsQ3kO2PeBCcOJChQVHMoMCltejKvJ480oJHpvtby9DfiLcqYSoqlAUyd6oebaNxBpS3PRLKEqRAtRnOSTHeWAyi4zwibB84ck3x145RjXdRE2i5Hf4jw2Qh7hIFpNKBWTvwIxW27dHEOG9Nn1prYeEAP4dXw82XeXUOSQXD47/ykVEFWgDlH8Qy2/FqvgQ/1LHatQhM5rn7xSnXPzxlCM63o4//ris+4bnj+x/yPccKCnTTwI9bNYwgXyEQVKVJKaQJ6iqj9zdC30mVh+BDWqmEEE7SKm7kDQyOyJmG6Ej41mRdrV5scG//x5T2udzKuG+7vxdgg2mqqm8vOQVvA20FsIvDYtBV0uFiVDTHZcKseRjDBLr62vaps6BXsGjwRlfNp5FSQm0gJN5IRyeQwkAW4FqZ3ks0OM2FS9MMx6oRguonoQVRwO4lba3siw4IlRoIYlH2pmiGY8TpKkvwlPczXaertlD06pTcX7Tjpv7ZT9MrgCMWhKTFg3YrGaUOp13BMKG28hBu5P+QUJvgiGBwYAb9dyMU/t11iPDSiD7pteko6IYIdZfaPthh2NZaKgJR3/McpxheQE1EBiwQKh7ZPGQcHAI8YQRWgKjRgncwoagPkBqragQ5/B40Kf6ZiKXpYWZHLZjSKKsoRgeG37mwmXXTMijSUpqLVtltwPBSBz/GKUw3Kx6gIq6GkOJzCAseGBvvbLbXVFaHErMsIKE7xyo50Va8bZLEazJy1LqhAuS+5H44T6FD9B36PKi3ZZE+v2PerBRJ/tid7boELCbRcHHfpX4P6P8S+EFy7X0ddCyMwxOjwIs+q19bWCOA8j3jYt+KCQBeXnQ8WRWI+NKA71xUnV2VHQkTC9sP2q3S4oYtL6y/D5KG4oWRCIkCOwzTD/UMziv1JtDCUNzYfzIYOEHOzraHJY8QhujpPxoPqiRFgI1S5P/C26nPPOHMV/6wriRDhx2+xT9vhjFtZzbK7Khp6GKpLmW4+P3LjaUFKVGQljgIg6efgLSHy1q1BPKvo+An+CeIVKFvsftzeWqnXGq6as6KpH9dJWW3gnFTbgCCoxzfOVu8M+WJ4ejLuJKFK7LUwdolQkkNRbPKEYmXlBHFStxCDoUcMrP9Ve0ZbxDAheYZyHwckH0wgRjPp50oG+CI+YB1iUeFxH2kH7Iv6Rx9ByIbuqKQc0EMiiYdbfijE5xYnelsZeQR8eCfGA7I13geOdsvsfbSVKt5vFcwiY5pqbMCf++95HHMJMiiNiLCv0hra5QHBHsBOWKhMwys+FoKg2lqZezI1GnkHytdUXayYECnusuwWi123jC7pXGZ7X0ADMA1ArRdotLU0N1F3aUbxReJDXTbhaHIqTJC7vjq7i4f5uaf0ENHVy4haRkB500G/Pu5bT3pBcrGOIOivZfzfqrObKLMiRC8n+OVGOqSf2ZYRboSo8F3IYj4NYj3JaCZeIhsrNYgHCjGrx6Pd/9tv7XrjNonjPzah/0QxDx9/uzlx0r+riUXKAERIdWqZaTY+YOTDVZWlByORG7FmACHBa9Sfkarhf6WBdYbwYF6ENiANplKPoghVFA8XNb/fbkMioK6AzMsOtpVImhnNAjfVebZTu47vrLR0j48WqA46rH4ffQMEXncdioHZVViT+hqSe9EIjbhpQln4S5R1S3nfnm4neW1GtOa56DKIKlQz+ENOiImx+sxbTrZtjbkrVBfEaeuQrXCuOjw0PQthJi8LhNNxZzEkVC/hYKtYj9hO/QgvaLXsAR1SXvBTAjCmV60IoVzGaMU5jGExXU6VYr1ltWItIJvwkaT7Erfjmk+K/R/P1EYz2hhLDgjed5EM4oXTV5k+LbI9/EeG4PMphuY6Eg/R3WvNEvOcPYrlnlB21W0HaBh74RFodS4hp1YU1pw9cB3xjpP13aKqQELrHA48M9ELfwz8HHfwU8aN5Qm60S8C+D+yXP3Tj+rUJ4Z//f/bewyuKpH3/fs/5fZ9nc1Y36bq76q6YMeecMCCYEMwoBswjSQQJggSRHCRLkowIkiQIkqNkARlQV/fZP+O9mFp7eycxwEgPcJ/zOXvcoaenurq66rqq77pr11fwNtUFSYrOySrK3USbW/rMoiT6fUDQLRQk+8H64kFWY4VoGmQANJ0XrfWhtvrlWVH9rhhjCQGEba/oUCBA2WMveNWpBVQZfXOpAAAgAElEQVQ+Z2lUiV8EGPPQfaCXQffEuqpBw/ovRWBEgf6AhvA324QhEE4gK8oZP1375EF7Q5nsu2kUBvqDfbffyFGO/719i6blJ9qAYTLYWjc7ypl2DiaGn66WWkhJdCxqXPtbnZ8IOyFiWXp56qTqcYK5zoeKMn1BM3FBQfDk7EM2u4+nHvoP2BtMwiMG3cP++rKr3Ur3CxwglUwQJkHRS0XoIfYVKOaG0kfsxR0XQ49nvG9uW96Gj6/FXWqJDurtaitMCUCPwXUaFts/YdcIG+B/dWOU0yHIWfSKUncEYhfGwPvSalwaKpY/vZoebI0x4i/JbC4KiTP8JQmmYkYi+PoudhhzUPjk5uGpUmtGYahs9kxwPqaF08IN4hZA5krN4KLqMAaxGuOnOEMTYj/Emb3/vXkTZLmNXZ3cyR0UqTDZfxDF62qtG/TtY2HuqB9+C0R/zsZ374urRJKAfiUvEOC1cJIIRyOUBEPDjX0/SJUTttfx4K8YOLifwLPA3k4MveUwWutK2NsP1ANGDf5KGFnEHS0YyJL9rsAtYLiRPQB3CvVvoz+OLd6AgmdL7NICLRSdE8ZAJInrYyFbf9+716/k2jYpIhwPwITcczqoSr7vkQsZAI2mp7M1wsEA/amUfZflzzd/sHeUlXn3hSotnjd0NDDN6LkUzW2MLNikCHtva7njM1W2Li/PjsbAj14PI5OSvknVKs1P9Di7GEMpRikWiJ8T6wY32FiRJ25vHOi+JCn+IjYzZ77tI41al0wQ/RLlfDj61lHoA3WdEA+Rn2ijtd43ffOjD4L5f8qOdsGHct8z4EMWVADwQHGfx0ume1lsUvStI7eOz8Rf899lMHwYaiMJFpqBjpr7Cp5f273fKdrF6WGoLQvSe1aWzRa53rXawcm1zqYqfCKblBPy0f30Ahj1QVcLLrA4PQT6ntsnhIl+P9GGB3etagpT+p09xZHotSCyrfW/kcouD+kM/ep1frnVzs8xTLCIcDbNgYNZtOSbV72weWyCQ+o1MoaYa7u+cjD6pbutAbXHhjypF+OoIpyQ3SN0d3zhmxpozmwb9xKG26hRrmXKu+8BIxdgvmUQxRv07XMzmW+tP65vQ6vmGqm/wk+ywcj15Bwla4jxK9DKuAWZ4XasHqT2oIRLwQ3Fo8RCsxjMk6hxC1GYQ9g/NAM8ue4m2kqyTWAwwhgHNwLTIjdCDFQ+jmeLGdgaPMgMkST0X8kgiGYmkoT+8z9srS3uNzwBA338nTPs7o+OLCaKIAOgufzR242Hp7Eit1+3CrIleQ+kFjYNJ+jZMfBY632NrgfjtOC1N3R6Oppt9kzoe8u/9zv0TSpmVsVoUVOUev/2KQwY6M0FvwqOl13t6I4phocYibTWleDJgrKEAFXLCfs0x8VVZZmRTJdLTfazpTJyvwgHLnoX+s+Jy+aqAs9zy7wurMB5Xok72QQ55Cb3Fg4diEgmTh0qRFHQBc4DHclUo9vJuSy4iL+AEkYCNh6KnP8tiBWIHovtn0BfDqJOerva0oIsuYhHBi7E7cQc1L+KJ2mvL4WYRu05H/lN7n6UqLTyrChcO/NXbXVP2Q+xHZ1Re+xdiqyyRw8MPe1uMo9N1Zc+ipSV+H9JtrXqi3qXuBepd7YsXogrVUGiN1vcJXtr/pKs4kUN58S4DqJ4Q7l9ZjofOh78VZEtxKikPCQdPx3ldKgvcr2hDM8LS4gE1csdgJHa9cRsNFfnY1r8d7l4sliBuU/qSzLiPc9iyMBwNoiVbM5Hp+PruBf3nA6iXSk5Mj3kOmoJKNmMLMnnIg5gO7uxFRQ3D09V8oIdlynZheM/Uk6JJftSvpt1Rrgd2gNGSdnQslEGGQANBb4WLR79+LPSrH7z5uJRZy9nYeIFKS26RXQ6KIDVzs/R6Qi14aJ6iX+37Zfljs/ibpuost6uMu8+RoXq/EQMS8q7vOEHHV+C1zkMzLhHw78uWV3gudAoW0UMD5E3jVL8RXx1MhSgdH0urYHaeJoZLpLZR4ktHpUbYN0XOW0wiXUL/HmZvPseEDpMdufGuce4HEPvwe8BXIxnWe74lL8HE07FQs/lLsVBTyJ6t8ZAJEkEKfv6EZcQ4WDA/e+blz0sLkVKVqoOm6hmUROQfTAwiV7noUrD7fapfhLIJkhklh9JlQ1f2bsRSHM82hg42NJqFCCft/0Trp3l84Gu5QYXFgkj1c3inkL2id7ldeGHQXY217DPWeBNn77X+TDR+wKO7wsK/3dYI24KLiHa9fjgijeU2wc7iiINzsLhKkJt9fGYlGSEQfiyIDQ0M/4xsW4ncL2411IBSGVZ97gwJ/wb2ve65OUYq8mBxt2x+B8234RKU7S6GkYIt6AvbPjI70pEOR4Wlj4Lfgw1L5JkylJuSmMld8T38lr+h6hVPIa4duWLiCIcD5RmRqAaNW37TrVDBkBDgXVGE5TNriALHiGPs4v5EYrDDxwz6xnxwEvlVx65cAua0R1z6UGUE2G/v6kiLzPCAZ5B+YYywwwUDyQIdIlU3AIfjHDF6SGaHBqE4Y01s1HTxghV6G5r8Dq//NbxmUomCFUHSuuO6RKWmCU37jaaE5fX5S9JDnJr/W/Mtn4gV14w8QH40q3kYShcAU7F/tf99ALnY1rQYc2V+dwxEIL8TIV41mBpcJ5wu71yC8m2cxG9W+pTV5wuewycBpcP8eWL52xvb8mOV4PcsjTUdjdsDCQjmzQtexSJS4NQzk/0UbVuX/VClzOPJKW9FMEm1HOib+Fy2LJdqG1+/kdIaiajb+z/kVP/EJSscvjzu+0NZSxTJ6s0qbiXgiRffH5993iMmDgP1K2/2SaITpHMwrn2+lJIXteTc3A5gyveoG+f7Z7voIa9LqwYxO1DJ+9purRv0YJk2UN2tAtsAErL97dcA5bdlpjFLLmbzMPTwRUeN7HycfxAY03/kkzS4zm6eXgqBLeiFSmdTdVhN/bgr/hFLlWuXNi7MtQkTovhGM5NuTTHZTIDwH+9hvphywakthaWQtzemB5yHXfc4cBP/IC9UQkZAE0Ez22ghU5aoAU/X4Qi0M31RSjqfS3UXhXoWFlCNJTB32yzbOTiyAVdgGT+Y4IqgYCttcXwCRhR3E/Nv+9xWvDC80nyuYhOzWL7J33bMSp4bYqBXyRZ8KCuKAu1w72O5+eBJkY9iV7nIWvUklcAUuau1Q5urgTiBs2J20j1aWY4W/Aq9/Ud5CCLIbHY9jGnO+EToCM5idNW9xTHwB5wy38ZHmcXc8vuezqag6/t/Hti+N/7HDFedXfwc/UqWj2J8qCDgsRBaZnmhkJtrMgddOXAOXDmAdInwesczgZXoCjVvSxP0oL8rqxnxX5Wlq3KVyAxcfDtMwtFkoh59s6Bq6g495MsRMftxBz+Il2cnE0tc5+gJlnUDdQkNCLUp9T+uMxxRTkf7lsifOS3G/t+6OlsZW97+BIZ6h9/st37HZuDH0TxhnL7Er3Pw5lIrRRXBTQ8OAeYTLRh9gkkBIuSaqv/exuBhqeZbAkBHItsRD6bredANaoSeyyXjmcV8DC4Hawe+OFVfUvXJOF2+Qle8F1w9cl+V/qNceCyMLFaUp6rtDwnFo9kcdpdGAYudUpzVQF7h4AbqmhxPyMv/k5FbhxaS7Tr8cFd/giCDIDGgX4E3UqCp6kq+3I/uneTPRX9rhJ+T+C5inI61Jdm+MhvMW7GcjOpDYi3r19pSIBKTUEyq1sVM6MxYV2WdQ+drEbNo78Sd2JsYMvdMIDJPQa+hVvzlxpoLniZZcG4a/9u8aXUegx06BjqUGz4nKLUwNGx+wTBgCSFuvK6sFL5vJ0qQGdAhUMBcMtYJSE9E/Pue+THe3qeW8Zal9SqQQ5u9pTL5SLZ2Gumle4X3POe5HsJQgr/ZSHjHPhfnL88Kyre6xzzGDb64/iR2f/6Icl2LtwUrJL5V5yQOxL2Xo3Wva44HTIUGnpAYdBwVmz3QxWjhnBpTJZBKWLU42xVb1dbovcFlmeTvfHjR0/9JXlRI+KtWBV3tLB4KlQyxsRru76KcDwg9Vss209O9C2WCpktA2VTy9xiXEhemz0TYB5Y8NLgijeU28eWKau+4drfrSvGFY0Kgy/3agJdIswAXKiD0c/sE4hytqRNpGAJLJvtAqg92dXJAyLYWpedCqYdP4rKQSWU58Sg8eMCMdbg7nhfXOV2ci6XREs5aFQYVa31vg4w36J8CQScIWxhRtgNOBw8iTGuxrAfaCcsMMz91Px+3WxBoveT1CB8RUl+3lEDGQDNAs9tQbIfHg+Ps4uV2OKejmb0HSzsvm9WQ5JMbfj5o1fMzV7gqcPgOrjIRT54dO85HRT8RvwlidG03fc9Oh1Vgs6bKh+zeQ58S9NWDmVGOGD0QrdurvOh3NdEXGiNJIRgouoTfsMJC8YFflfW8z9vrMhN8DoXarsbOuyu1Q4YUXcTbTXmQSeEpTAlwPfKOm7zrEGDrhWC4PaZhVKxeWWPIrmocTzvUsKdDwuNgBBhQhAnZNlg4B+4n8D58awBqVmMP9/8wWaRRZKQQn+zzUrmCIKstv8txXS/7Pe9LsSKJPPMz3J3jBo0lY/jy7LuZUU54x8qfgUDlp3BRNQPlLGSHDVSlGdHX93yH+jyjsbKZ6VZGeF2UOrcHsm473LjZzD0XNf7hr1UaakudDz4a98YdEyrre4pZCWGJNlvPZb4t+u7x+O/3BJb3CYob4y5GLli3U7g1qDO+SFhgyjeUG4f2/hZ9ZAbnB/9oe3e7zBu8reo72yugSrwN9vEYtXEz5vY6xGRvJ3p8XNpgRbsr2iliuL1VQSumHM1+FHUBkQ/k/vxnmejbx1F/yx59WGrYjpp3CMWZNVvZZbnxGK8xplZgBAeMW6vbtxlPJX9jgt/9HbDqGSG26NKR338z19kADQN9GXwuPC7yucA2KZ9DM9zy6RmR4YNDA8s2BH9Jqz20Kf/xe2N6FvNt32kSuzTewX+KtnvCkYyFafD0a9BoDRW5GH806g10OjFoIkhkdHn8gOX+WA45JoTBry/JNno4Gf4O2gKC4aKG/t+EEkSmPKrt+RhaH6iT6itPgwze2QwxojepewgRgEwdRDuQ38dD4UEmSVX3Dwrz4GIrylKVTLkd7bUsgcEVpN9wjST24k5XERBX/ovj9NogXJf3kKzQmgWpvj3q2O4NKPKd37kgIBTHtUwUHBCyERIUtS86jKIe4s40PTHfen8eSlHRe8WnubEuCr5dfwKS2vGvosb0d3+LD3kurX+N3I3w8FF4S6jOeXHe/Kr61GkIyfovS6sgIUYYvGGcvvYomRV6hxdItxI305YW/6TF39HKqQHTRqNECo2N+42RlW2Q2jfBZ5fLjWxiOsNt9uLmmQHDPTlg1y4jSNEkv0KYlyOwcMHmm+F9Hc9OQdDam9Xm+pnw5BkpfsFLkH5YbBnGK8fhtrw39jjeYfxK82MUDF1BH4Lj+c9p4MDWvg+ciEDoEHgQfU324znpN+X3W9fv/K6sBJiCN3foJd8DZGqxwlJPhdFkqU56D7wkPO32xgcbH9NaGjZXng46cskbaGDrhMdmZLsxRytNU9YoCfEgeziKrWAn0A3Hed+UvliKVkgkaOcDuHumOt82FSRJ3tAY0Uu2+ZG9G5HTyhsLtWJ2jd0w/CDcQu+USrzunLwFVYefna84rS7z8qy/a6shzrkRjW2HEXTVglXlBTlPXpQWlwQHeIX7OOWFBv+qofeUfTPm5c9kA6yGUsGytPM8Bv7fxyKuGHpFAGbXGR7geHB4Ue64ymDmoS+VJTLXEXYfLbjoSn9xka/J+pLMuBkOpuqFG1SJpe+vMn645yPTv9j4KnTawqS0dVAxPteXouHF9Xb7/QwdHNKwFXnI78BdL84nr1mcTeZx+3XqyJt9U/R2ysJ+RhQ8YZy+zCG9psCCMMTbOTf69P0x8ntSJsqH7OUD4UpAWy3BDYfj3vEP6woNRBmiSUqFcnsmjw43r56yS2BwFDOXrngE/+rG5+kBQ2ibeCZwkCsfGBtrS2+rvdNrNsJ3J2hPDUYU+AWgqy2D/ERHimQAdAU8FSnh1xH/yI3d7L8rwxkbX6E/X54hr68B+p4U9zVUovOFwMzunsoy+hbR6S326grQT+Iy0nwOqfiA8kSMogUx6kPG3j4MYTcOj5Txel/6PKXL553ttSiv5Ob1O91rzj61lFImXivc6qkxmNw3gPF4DS685HfB2T5vC+ugnr2OLOIbcApS1qQJReZgG4UV8GF2jPUmFsWCoyLNRLJ2wdHLi+72tmbXPyX1QlG+uwoZ7hEXJfUek0WaPEw1HYY2omKNNRUTZ3w/0mxYu7E+hqBX3NpPhW5cRAo0O5DWdcBtYSTdDyrGEpJ0Cmx8Gi0PUgEtpgy3vMsdwA+9zq/POueEzrGIW4eVFeczqSbUNUOgZvsd+VhqA23flRFejpbBzS5q15YIkt/s83CZgoe4u2Lcjqk6H0Xqjcz3J4T9PAkit4moTUyH8KBXp2/ivp1zwvIZUh/NrnOjsFNH/rlw0dB7ptv+0gkSXKFwRQj+1CCFFIDzETvttiTC64LXUSghQ50iJTDGSj5iT558Xds9nyrysTfKIAMgKYA7eV+aj5Ep9y8EEMEop97y9kX41iWjSEKfcSblz3i502NFblPUoMgpGASINnxIHEROFCr6IwiHA253AJ/SSx+lPNhjHZJPhfxqN/Y9wNUPj9jAJwJP6UAtC8eSwzh+EU8VxiJqx4nZEe73Pc4HWi+1evCiswIB/gf99ML+mI09b7hMu7nx3vePDw1wdNUvS+4+wWlKn4QbKM/TpWBRNzRwnL+oD+Fv5I9AP6HbQPE6WxVfEVWlDMbStlrFpFkRx4Ho59FkhSEKr6Xx41GqWAsr+8eryieJ/7OGXb+4Ou7cHdcT84RvdvniP1DajMd3EfcEedjWuF2+1SZznnzqpdFb/d105IwHssdn7F9HPEPfqpERTDtJeKtxsYVNVU+xugltRoYzw5zSsr3eRlmLp82kjUAYP60rzLTRnme6SFy//apIMttQ3mfA/XgbjJv6HkF+l6Ubf0ATwf6OhYQ4ndlPT+kGH2an2gDHha1qKiBKm/1EuloWJ4dDSUtYBkGAZqKx9nFmvD2byi3ry9J0TEtWNayR5Ht9aVsgM6774H+mWUcEknWFlcXJCk/D/fOir2O4EdOSrL0rMQ4At38ON6TvSvoi/9Rur5WRVg2OQZ66aGfkEWowpTK/Wt3+zNcXd+mCo4HVBlNlNDZXFOSERbjZqxosmz0QQZAU0j0vnDHdMlA312qArpy9hoORp8//6oI2F+WSw7enZt4BkFW25mSS/a9DAEHPQpBhmcPElNqzp7FYYsk2wr2+3Pm2z4Kt9tbJklYxhd53LKkPvfP27H8fYOBHHcBtiQ7ylmV46EwYN6gMFDJcrMrwFaxq3A30YYIxpH2BpOkVLUU+CtuFqQz+n0WZAVVwSaWGDBgqpQNXXxZ1r2wG3sgXOQeAAUDx2Wl+4VIkraP5bwTSQI34dnYv1nGdAYGJ36W6JzoW8oLAKOCa4GT6RvVJG0PvgKjApcrEAZS+XoP9O9skzvbvd+xidXSR5GoCvT4sq2CzRWp5UW2Gtm0fLpcAwCWaE1ITYgWvIQaCyS196XVg05xBhuP5sqf+BwK9SUZbFb12q6v0NKkJjWjbx2BRHsU6ahIqYwU8Dx6nV/e2VLLf7+h+UAo476g35a7aHhk8fLF8yinQ/xcooybh6dCJ6juLvITfdBPwrLy57MxWkl2rV6JTr72yQP8yUZ/nMOBn/CkqKXw3E7J9gYT1XJCPP44m9wJrM6mKvZIos8f+ptqjCxNFXnQNpq2ief7gwyARgDn6n5qPlD7VHd7QzmbdoWgFHe0/NHbnRXljJ4F/QuGK3+zzcHWun37BfqLClMCIAG5ngJPAtcB2RlMLM2MwP+ie4WdwFAHCQtlZm84GZ0IdBg/UwTUM18dttaVQH1iRIEMDbTQCTTfGmq7O8bVGN+qyI3DYMMCmdheZtDQLL6FS2+Kr6BjgvgbtnsRZLkNXeSN/T+qMsv+R684xEavu60hyeei1IaLDC53DeQvl4DfwehnaHpFWU3YlvLwYPXFD5kBQ6ePg9ncPNSw2dYPPM4s6rdsr8SduMW4C6jbJ2lBco8pSPSGLbmm+2VfbKv7SXbH8b9sKogF3nBeBSfE77KenU3z9LvgAdViueNTeAn2DgT3t6ulthCt7d3LKPy3Mu++kjPAXrKDsyR+rLEiD8eH2urjzFJHoiGxwUDFXduGh57uF4rUP4eD9aXuzjHxxnlAoCtAB4WWI7uLqiqU58TAbaoecaciKIzcnsHB6Jdwu70w6pqZREt1SjLCIuz3Q29pVDKDfskIu2G773u2iml00NPZmhPrlhponhnhgPF3iMl5GBhWbp9Z6HdlPUZwtiQGLZYls+JS5g8RDJ2sx1aUc2KgYHjFcCm7nQKcns2eb0WS0FC1BDbDL2FAxHA5CjykipABEJ7qgiRIFphytTc7DFROh6YxpcX15tBJNnsmKN8vBlKPiyC00R/HvssiBeEB3E7MgQ3A+Ao9B4nJX5cJC8E0a4ybMfchNGiA+RYlP1dTlPpu+r8vdBuK8+/YIdfjKG30raP4t6Ltq9QLPAkMDMvmoeQw+DT4n4bSR/GeZx/He8ID9OWSS/SWOgy+jsUKW+l+wYUgt1QXsquTOzFZlBp4dfP/QSG/FnexWE/UMJQQqp3Nlyf7Xu6rXldj5Rfyl8RIFKeHRDgeULLzOTwni8bhv6vh5lrwRU5540b4X92I/4Wf7GyqepoZLpJs/KykAOkh10WSXTaZJ0QVPSvNKn0UyVoIrB28B/6hJDyDSwCHRgivhTpH20Cdy03RwN6WOB/5TaP2AXiYHNevAQALfvu6tVn9sX8jGrQWrwsrB7fpG5oZ+quBpqMZNK01T6Co4m6byPrSEQe6PnQaKr5j1Bz6oknPL1dl85wxS2NFHsuRevPwVLZLGtysp+nSKKdDkAQqJuVUDiQHlzGJbUisFmCtYea5/0Wx7zkdZNl7MUCoy+TDbmF8ubbrK6HSKg4/ZAAEBk8ddFKs2wnlWmpw3JVsfSL7KGJYVZ7eIezGHtG7gPWagmT2IZuBxuPBlij5XVkPbYfCc6tz+uL4T81nbxv4jxD0tOWOT5XIMhYQApcC1cvtthN96wj7K4qK/1WUYgiiUI3b34Ta6uOOQHNLLa5687IHch9XCumJ2uM2nJdMh09iKl926xkuWuZJ6t8T8JDR7GLt5L0eZZuIeV9a/ecfr2MkO5nDFqJOICxu7P/RxXgWysB2sVG+EToj+NrO4rS792+fSpBJ/MyoL34YZLWdJa3jYr24t5/4XfYJmxliU/6SLXL6sk3DATJzoujX2W44cD5sTRgaEnwFRiB3k3nmOh/ibGzFHi5HySVw6x9YxAV654ehNq4nZsuuPUAzYDdF9bTlw4OD9SVVDAAw2LGqpWlgKZ5GN2hjsHNS2z70C56dnBhXfHHY1P9fklgje4OJeBwUbfs6gvC+uCo10BxuX/CSqE5T5WOW/VMtUeyjkpbqQlSR46EpToencesMyx5F5t33wOfqMk4vWuu5kVFdoXd/SWaCru8eH3nTCENwsLUuCwoFGCsHmhZPCU/S+vb/Ulco1IiADIDAQEAneJr6m20e+hZaUkBAszWjEKxSf3I7MUfJZltcOD4TXtznbCcRdB+QX231T6HXYVoSvc5z6+65L0opcva5oq1h2J6OADoVX2RiOshyG5fjKD/RR1GgSF+WwMtrB5SrTgn1JRkZ4XYoT9Y9p78/KX6Y5HvJ4+xiaFZIZLaTIrpLKNpbx2f0bQIqWVptbziZVTV/7Wlxesjfb0LfGQMYpEhHQ/ZhbtxtqV+HScC1Ox/TetnVXl2QdHXLf27s+wG9G1QFpC2E8qvujmdl2X1z8Pt/VJIACrcDZ3jeUB5/5ww6d5xQ0YajuH0B5lv4MaZ+og1cEFrD08y/72ZRKpP7KBK38qyt7mmfAbDWlXvmkowwHIxKq3qcgFEZRz64a4XKxBXBCjI7xIKCZOuB44/ebla95ts+Ej9vgpOpK06HXZEbmcDeYsPPqKUlqBHd9doqGgCWGijYh3Yw+Bu2B5OK+3Az8FywSLZ+V6eoF3RB6BbQjctdBTSy8DizKNRWX/VkdJpAst8VDEzqijkZfXS11PXt0bblv5KtMP7ZgQ6jW0bYDXSz6srdBAPGTR0OKEthv3Q0VvKXn8EPZEU5q/EnoGr6NmXT/VKobVUFgQyAkMDXQgZBoGPQUu+ZMyMcQq7/nYen8d/Z3/Gj6AgURW9D/7kYz2JfxPPGRbu+FndF2O/n8l6jwA4Hfop1O8HfVpCFiMhGYUK64XNFIYwscTvODPV/Xe8bUd9i2Xn8PHr4XG6E4p9/vIZ+7VtFOrQEfxwYRcQdLYEWOsHXduK/3NbofTPZOz/H5T+O9yzLugc9zd5mRDkfxiWzDRdRDBSe61tRNuaXIAtYiAu6qoh36h/nl1rskR5sDbmMMQyKH/KdLRKoffIgJeAqOm6oWzbnzfyD7FaOHJ1N1WwOEtcC/ZTkc9H91Hy5R+KHpBaF2+iP42egyou/wz6HL2KT6/zcms1VBYreAPQF+UhcHPrTR5GOIkm+lO62BlSIzZ5vmTnsbK7BCIFLltqWlU+IZI85iYMyhAosTruLlsnPRsWRHe3CqlotYbJqRO4CAC/XGzorZyqxAYa6q9soHOjPP2uL0nBbVVyL/5ckBxQcrJXuF3hIh7moMa7GbFJAjfORQhF96yhc+siSQegh0RdlhNsJXhINRPy8iaV0s9kzgT9WFj8IrsiNQ7fJD+IdIm9e9rBZG2u9r9V+IRhDy7Oi8u57oNhqCVji01b3lE01Ksk3OvogAyAkUGnxd87ctdqh+sbpqlDyMNTrwh8X9m4AACAASURBVIq8uNsiSe5Iqb+yPZWgLOV+F50CU10QZ611Jdzn+Qle9gaTWIa7P3q7IeZCbXcXpgTwJ/vZLDh/H3V2sO3e73A2uU9sb1cbW3jqe3ktW2NgbzBRahCFKO+bQv73ND+cCduEeEAThHKB2YDGLUzxv31mIZdnjcWse19clRZo0VSRJ7s4G4ocXSf6U9RJVpQzeg1+JGJ1fiI7SU6MK/sJLsi+L6qHZ2/evnrJ0gTh11lcZoiNnvm2j1IDzeE30JnePDyVWQh4MAzMiqKh+s7jaAjPxl7IwIZBf99zOqhIP6UGmPFTtQIpbZ3gaSrqy9T5qduJvtAvqVUcjZL3NrIGoCQjjNUhy9SJ8kP0o29lkzfcq5UUf5GSCfuaolT4FjuDScxE5cS6xbgZw/wA2YPhSFkTgvEYYktQO+lJsVLifs/WvpCnXnH3sX2blS8JyHuktu0XRigwjSKVt5XF84vn0fXkHEGCQB7ctWI9xihIHw4XjQtxP71AqG3IBkpnUzXkJka6zuYawQujaWD0ZCtl0S3zFxliOIbuh/zA6Mzl3VYLbCcWdxNtwa99QNQWpWVGOFzd8h+5c0yjFTIAgvG65wX0ZbjdXi7YXS3UFCT3jYINZWxMgnji/7WjsRKSrm/LJ5645+N6YjaTg/zVbBgJAi10XIxnsZnv/HhP9Lb+ZpvQfXDHQCKji0FfI3VClmM41FZf7s9BEbKfY9IWSk5uKl93k3lQyf/81ps3bJXCUDbLhHWJcj4Mec3WEone5SSFLIapaKzIVX7motRAFOnli+couazmYBH8dgYTcRKYBJRf9C7XPj93eHVBElsIa284mY1eBcl+or5cmTNKMyPQGWEk5uQ+W+SKU8kWprOpyufSmut637AMcVDnsHmQRLb7vpebQQX3ERfOgnMYstqaWwfClI3U4Ir6Ya8y+B/mJ/qwFWD4HAMMc3QFSb7wPCLJpjDc7WN7jclmdsOfYHvQDAIstrKoHjRmtEmcBJUpq67QnlmKWyVvRQTE/NxRKWXf3tJ3O9g2wA7XLiqPCAoL7GdH8FEPZGio7W7lx8B4syXy92+fEmr13ovWehYfOPQNBzQBPFboBtWSWWUYQFeMLkKVvAhjEG7iSWrLlGTfy1WPEzDeqXGpLgM2w95gkiqr1DSKkoeh0CoYTUZKs1cLZAAE41Gko7/ZZo+zi5XnQR8QUM82+uPYs5fgdQ6PfVvdPzmD+6I+jmmJJNl15H69PCeGdRY39v/IbTeLf8CiQNxzm3p4mi71OLMowvFAFm92+XWvWCSTFoZl84SeUzQ3w/mNvzup+x5yD8sIu+F48FeuPEFW29nx5dkDzqGOKkLfx6aW33mPz+6YLnE7ORc9lyKjIgsc0bPSrMxwe7lx8EzWw0hkR7swb2O183OpqytMCWBy2cHoZ7ZeCuqByQjUG3uRys+ADrso9wXl08xw/ITZlv9y8cepAWb4NywcJL7cwrN3RJzz6ZsEktHW/PcDsrOwcDUiyZoB7pPUQHN2MNrYa3EX28YBvxLhYIB/uJ2Yw63cZaEdaKhS68JRBhZF5n1p9d1rO5kDwaXFup2AYajIjZMqA9wC8zCB5lvVG2+qLuZP+4ov6M1M+6y+yw3zlsa/l5hHhfgq9wBnj+pXlKg5keUIAjf92q6vFO3uKW5vhOxDy4c5VJ5MdhhA74Giojya2RRHMekh1zGSolcXvCSaBsugL5KsqeN/XpDoja47+NpORQPEGKT4QTDEGJSPGvWY5kMGQBj+fPMHJBGEtdyohsHR2VJ7Y98P3O5IuZIQIG6+GeMTU73OR36Tm1IT4xa3C2x+ghf3eXF6CFQpF4GDxwP/G3nTKMbNWGq6y3bf99yOYJDp3BazUm8hOFgcOYeSPEhwFzh5vOdZiFoWaKR6bACfoHdpkZjsvu9xurog6e2rlznRtxpKHz1JDVKUL1+6qpuqMdJDc7ifmi/XhLBtDZjdYjPi/PB03AtuPZPnuWUs4xDUcGaEg0iy2wvLzHP/9ql/7s7bt+bbPoJk58dH4Zaxra9gz3CbuM/7lv/G30F9KjJU6P25bM1A7lWzwHqRJO+T3HfEuAS29UFrXQm3g5hkw/kqNBJ27cy0WOt9zV/jnh5sjQ9jXI7xz4aToGUyz/CitQFfZJXgdWElGpvsYyLxpUffWYvugbaEYaC2qpwv5ef9+vnz1pbW5saWxn9FuBXmZW1WvFMY4+b1sStu0FrsDSb1hdjVFuNJaa15Up4TA2sdYLGVBZuhIWlI4A2KUVOYolFZaMcC6F3R//A7QOKvd4Mmm2oRd7Rwnz8rz3E30YYHsNj+ibqWz40C+oJXt31kueMz/iLpUQ8ZAGFAaws03+p48FepiPlBg1brbjKPv5gY6hytuSg1EARa6IjebenVqaB9l2ZGiN7tAsut/S3PijLb+gH6Cy4ehsWOQ5MleJpKnQHq3PfKOshiSHO2+xhI8RcpKnOi9wVOg6IqlEciljwM5bsF2V9XBXwLmvXBXSupLcpZqlMuRqVfUAnNlfkpAVf52x1wvHnVy7kUDE7836ovfshpZZbvn6vqhqeZ/PcSkNd8JQGXguOdj/zOfQLFDHHM1H9NUSr3Oe5vRW5cfrwnqlRuQEKfUdz/I0YF9kOKJoFwx1nkkqIMcRBkVjs/Z5sViN5tVMmEfrTrcf7Nkgr1YVsZFD8I5n4o654Ty+wWYL4F/wvvylk1VDKGMam1wp3NNcxgOB6aMrhdooYBHzd7voi3NTvr7mhVmJuVnhQre7Cvu4NyD7B05ncO1pccrS91tqsnX8cIAk2F7UnHB204+tYRqQwHxBgEXZD3xVVsWyuCIyPshmzwz+ueF0FW2/s20D00hVuRRfwlySTLqkuRQBqVkAEQBn+zTdDQ6sq1jCYL7RjpaCi1VpXbhpYBy6HoZTrgMkJy/UV7famV7hcwACz1+1+SeWjXk3NiXI0fBF+DYZA6w8sXz9nWUQybPROUxxdyKWggbetLMvq9zPwEr75Yl60fDHrhr9xNOqvzE7OinDsaK1XMhYxKuGu1o6kiL+62CT9Eh89jyW4GGeF2r3vFr7o7oMihetlrAYb76QXPynP4X3mSFsSrum9l14XDErCVuN3tz2JcjrHwIXuDSVIxi/B70MShtvqy6V8ZsGcsKQRAZSpZNPm8oRxm6bVM0n2OysfxTIhDoyf5XmIz8X2by0iC/hls4TifqscJor7kVLn/e/PmaWY4ZyHgpuB5gIvxLK/zy/EJHhP8VaqSWeYKJgHVmGpa7azRnsxX8A211eUlRcmxEeIu+Ub3/r3gWZM/7jdV6MLp4+KjQxtq1Jw1WMOBLawtSsMTimaWGW6PhkeRNgQDXRD6xpG+AbN6QafNFke5nZzLf1IiHA2bqwrCbuzB6CCb2WIs8/bVS7ZauqYwBcOKZr5VVjtkAASgt6sNHZbPpTX8vIqDBoLJ3UTbT7RB7gK44gfBeOYf3bupXCq97GpnqRuv633DoobQnzKBzt8Tt774YbjdPgA5K/dNt7i9Md7zLJRxeU6s8lfhcAucRpQ7j66o6pR4mMER4WDQ09mKMnM+RzkQIqjPkowwiG8ltcqC4GW5se+H/HhP2c6XMwDWel9LeQNGW91T9OmuJ2Yz6W+u82Gc+8nX4i6pwwoSvYvTQ3CPMiMc5BYM4yUXm6SWBeivxJ38MQaXxoJ5QIT9frnDDMzqzcNTObuI8nCLxp6kBgVb67JtBHBr+MsM3rzqTfA6Z77tI5Fk3YKiheyawIN/5/8xMz2Sk5Ha0dYa6HVLybdwgLXolNbED1TZNGDHunkp94c73yVBaBoeZxf3vbUeITmLhgeWMaLv7WvOP+8b4Z9LH0XCP0syVmtWxmRNICf6FrNMFts+zk/0Ebw8wwAZAAEoSPYLvrbTaufnQ482g7qCSLp9ZuEQ5z9YBlzAgoig51jUENQqf8EA/poXfwcMPXNwZ3ON6F2KfQFTZ+CnQ2z08F+v88tVnFOMcTnWWluM/yrfxfYviRbnNC7+EWi+FZ/wswDxgYy+dXyGg9EvSjY2b6pA3Z9BgbOjnOX24K97xVD/+JUb+3+Uu2FWc1UBN/0Phf2e4h1z425DpkOsK5pkglnFJYTb7UWLqsy7z69570urWdsLMN9ipfsF94KisSIPPoHlJLUzmKjJb/w7WltWz/9n+n/GpA/rqyuf1VZLblD/6avFXZ12FueUq/8lWhNgAPQ2Lbxza6hpcAliRBN328Ryx6ejI/+SumBJnNFbcp9A3WZFOZdnR1vu+Ky++KHgJdRMcmLdUD+oupKHoYIXZhggAyAAbAdWz3PLhngeqKto1+PB1rpD38aP9Reg4Wlm35ZVkswton+n2cHn6FCy7jnlxLhK7fU7OKJvHVG+SGAYeBTpWJoZkR5srfoashhX4/KsKH+zTUp2seWDkUmR6JdzT4cW2FCRGwdNH+t2wunwNLkH4Eqv6X450Bcvg2BwF9LRWOlw4CfHQ1NEfau0f8HQ/pfkZRQaCcZ4NEtcl7vJPE2O/AHm54/xxbrRrrXnjfc11de2twzg5VVtZZmp8V5Z6c+she/tMbRbDUEo4UVrvfm2j9QVTzs6YHvLcFH+D0Nt0fO31jxxMPp5+LfJG1lguOGnrBjdkAEYbiCMPM4s8hNt4NL1DI5X4s47pksUbeg7UFjMutXOz8UdLXAUXPwG/xiIfnSyD0Nt4j3PqiUAty9TkOdZ9e5CMlC8L61+++ql85HfVVxLWl2QVJQamB/vabnjMyW72ApFWqBFdX4ihDI8gNwD8CeWYNRi28cauGtpSsBVPBr/rB/wvRzjcsxmz7d4ZALNt6LMSb6XNDzLSm5mmpRkXzlvkvm5o9FhASz9vyzs5YBc6msqra+YLJ/zI3e2xjra7Ygg/gVErexW8WMZDKySdVZ5GKTCbuzp286y8vHNw1MxcgleNkJzIAMw3DRV5DGFPZQdK/988wf0EAS6ulY+QdBHOR0y1/mQJWNhsUBSKj/a9Tj8BvpZ/h5hIxr0iTFuxrVFaXJ315JLuN3e+uKHCZ6m6FUFL78s+QleuXG33U7OLc+JkXtAZrg9u7+amQLC6fC0UNvdf/tPxwPQ/Wylso3+OJjPZ2XZgpewX3ZtXCC7bLe0uNDT5Z8FPx1trVEhvvk5GaH+Hi525jN/+mjpzO9C/JS9UCoteuzhfP2BvAxCBCEsRXlZCdGhGSn3e7ppJa5GUJ4VhZ7T4+xijAVPM8Ozo136NqL5915gBEEGYLiB8EoPtnY+On0oJ4lyPgydpPYZaPQa0beOxHuebazIlfrT/96+tTeYCNVbkOhdXZAkeDWqhXivcw1PM4Ov7+Lve6CEly+eh9jo5Sf6oB4E33hIlj96xSUZYRnhdnYGExU5w57OVrid22cWamASleaqAhTs1vEZbMkE2zisu62hre7p0IPchgeLC8dlg3aCvF2uXz3Nj/53d7CUk+hzxrf1NWNoDxpiFBAXeXfZrO+5Nox/4xFIiY9qadK4t4tjDT/RBqj/3Dh3T9OlGLtHzahNqBEyAMMNtGOEg0H8nTODPkOs2wn3U/OVLBV9HzRV5N3Y/2Oi9wX8uobHYKiO57llkt0SPhW3N6pyPKT/k7SgtCBL5yO/a2AlNFbklWdHo9/3OLNIyWGQ/m9e9b8UdfhJ8RcFX9vJpv/VkiBrmHnyOFtW1hsf2JaWGPM4K51/pKu9heyRC3772s9jSGGBBDFsPHqQpLNypqJF6jZmgx/gCLXwqrvj/u1TEfb7c2JcZZPFEcRfZACGH/fTCyDfM8JuDOK7f/7xOvrWUdeTc4b/XV7WPSePs4tjXI7xs4KOaBorcuPcT+bEugVYbFXxK8HXd1Xm3UevqmhvY2F5khpUV5wO9Z/gdU7wwgyCW8dnuJ2c27cWRfcLYVeGDIKWpmezJ38iJYN0Vs0qLynydrWTOrggJ1Pu6t57IRTHTGg0ne1tbg6W+psXK89SdWDnKsGLShCEcsgADDd3TJdA30B8DvSL4udNwdd2Oh/5XdHmU++VGFdj233fRzgYDM66aCCPIh0rH8d7XVihYv4fuC/Uf3a0S7zXOehswcsvS368Z36Cl/MxLTgBwQszUNrqnrIE/6LBbvMsLNaiU1IaaP60r6rLnyrS9NpTv5SVTXERI+/GEWOH4vycneu1VdmkYtfGBYKXliAI5ZABGG6g4CFxBhqD0dlS63pyjtXOz6seJwhSbD/RBps9E+5a7ah98kDwOlQLAeZbulrqrPW+VvH1KNuIFPUQr6nz6zmxbole569u/r+W6kLBCzNQuF2rr275z4jbjB0qX0oA7du2PD0ptr2luVcsf0fJy6eNZGVTQvSYSD5NjCzEXZ1uDpZ6mxapIv0ZepsWCl5sgiCUQwZguPE4uxgqZ0DbFpZnRUF8Oxj90lxVIFSx3U20LXd85nR4mto34hUKf7PND+5a8bdKUU7efQ+2C5VUdlTNISf6VqCFDgS0Zob4K4cl/AHB1rqCF2ZA3LllIxXKHxnsExsWmJYoPxETIyM1XlY2nTmiJ/jlEARHeUnRlTMHVdyams/O9dqCF54gCOWQARhuIh0NoXJUXHX6sqs9wvEAjg+y3CZsIhSmLC22fTzigrPl8lrcFWq7G6KTbTWl4r1IDTDDvVBx/6/hJ+ue063jM233fS94SQYKHgcu9391fqLg5VGdXnE35M6cnz9dOH0c/nH96umG2qrurk7d9doFOZnKvys3CqiqtFjwiyIItEO9TQsHqvv5q18EvwSCIJRDBmC4Kcu6B5VTU5Cs/LD/vXmTF3/HRn8cNHdunLvgxa598sBsy39R8pGSkFE5nU1VMa7GNnsmFKb4D+iLLdWFryXpKTWQRO8L9oaT3U7OFbwkA4XtQ9eX/XPf9/97+1bw8qhOY13N7ZvXerpftDQ2APYhxFNNRf+7fFw1PSyrnI4bbK0oGdYEXwTB6HreHh3iZ6i7etnsH1TX+iZGO/zvOEl9uH7xVMEvhyAI5ZABGG6gb9xOzIlyPqzkmJrCFHcTbeghd5N5rXUlgpeZAR9ydfP/pQaaC16SofP21UvvS6tRwyquAB4R+JtttjeY5H91o+AlGShBVtuZAYhxOSZ4YYYN+AS5iqqpfoQtgSBGHE8L86LDAuBd798LPntUX2/TwqUzvh3oND+sQnF+Ds4mftE15+dP+X9aPudHwa+RIAjlkAEQgPb6Umv9b6Jdj7c3lHEfvuxqrytOzwi7wYKhLbZ9jH8PaKnAMNBUkfco0vHli+eCl2To1JdkXNf7puxRpOAlURe2e7/DFQVa6AhekgHxvzdvru36ihkAoda4C8W+bctldZWPm31psWCrfYjRDcS6h/P13VuWDDq8B5w+vKu06DE7YUVJEc5pdekE/4CFv38j+JUSBKEcMgDC8Kw8x+HAT1A8UGz2BhMtd3zGxUBbbP8kwtGwrf6p4IUkRhY3D09ly0UEL8mAaK0p4hq/og2MRyvJsRGy6mr5nB89nKwFLxsxWmmoqcrJSE1NiEZLG5DuP35AJzzIq6OtlX+2EF/31uZGqSigmT99JPhlEgShHDIAgvG6V1z8IDjCwcDB6Gd7g0luJ+YEX99Vnh395mWP4GUjRiKhtvrQ0HdMlwhekgHxrDSLqX87g4mCF2b4WaX9k6zSMr9wrKpMU2L/iNGKl+sNuSvRpYCav3jSoKxEfnLh2qpyOIqe7hc4jP+tFx2j4UUxQYxiyAAQxCihrjgdMtpyx6fFaXfdTeb90Ss/A72m8eebP7wurETJfS+vFbwww4+dxTlZybVv2/LczDTBy0aMBVbOmyRX929YMs3B+lJaYsyrHmVzUlnpyemJsT5u9jvWzeN/veVZveCXRhCEEsgAEMToITXA7Orm/2MT6o0VuYKXR0Xevn6VF3+nPCtK8JIMPy86nsuVX2EBdwQvGzEWuOvrNnvyJwBOYPvauacO6QZ63VI03y8L2+8i79EDqaxWLU3PBL80giCUQAaAIEYVtU8eBFltj3Y9DlUteGEIVTAx2iFrAIx2jcX3IcSIo7GuBuq/L61QiB+/AT/OShe8bARBKIEMAEEQhJAU5+fIfQlQmJcleNkIol9e9/ZWV5Q+Skvkt94gbxfBC0YQhBLIABAEQQiMoe4aWQNwbN9mFl9BEALS0dpy8/plgx0r7S3Pyz2guaG+pelZdfnTtQt++SdlkMFWwUtOEIQSyAAQBEEITFSIL5NNWhM/4CTUstk/WF40FrxsxBgHRnT+tK9Ym1w641t7qwvpSbH8va6L83M629u2rNBaPX8y38HWVVcIXniCIBRBBoAgCEJ4Ni79TW4gkFTadYIYTqD15W4XgObKPyzirveVs4dmTPqQfwxtZ0EQmgwZAIIgCOGxNTsr1wBQPnVCQMKDvHau15ZtljqrZ/MPc7Ezjwz2kTpm64oZgpefIAhFkAEgCIIQntbmRk45rV34K/dvp+uXBS8bMWYJ8HSS60sfJMXyDwsL9KypKJXdVux1b6/gl0AQhFzIABAEQWgEl08ZMtm04Lev9TYtYv+e8/OnKffvCV42YmyybtEUWfW/ZYWW1GGvenp83R3srS5IHRnk4yr4JRAEIRcyAARBEBpBbWUZp5wWTh/H/Xv25E/EL7oELx4x1nCyuSJ3+j8/J0P2YN/bjk11tXN/+UzqYMGvgiAIudDDSRAEoSmYHt/DZNOMSR9yLwGWzfo+MthH8LIRY4f6msqM1Hi56v/yKUO5X+kVdz8tzDM/d1Tq+OiwAMEvhyAIWcgAEARBaAp11RX8RCvsHy725tEhft2dHYIXjxgjNNbVSKX0Ycyb8oWStFRtzY0vxWL+bgBAf/NiwS+HIAhZyAAQBEFoEBdPGsgKr5OG20P8bgteNmIskJF8H6pd7vQ/jGi/Xy/Ky9JZOZP/reryp4JfFEEQUpABIIj3Ra+4uyAnU/BiECOL+ppKudpr4fRxr3p6BC8eMbpJiA51uHZRbgs8e2x3v1/3dLEtzH0EFmtN4L5ocnDnS7FY8EsjCIIPGQCCUD/PW5pPGm5fNvsHNv5dOXsoOTaipbFB8IIRI4IzR/TkKrA7t2wELxsximluqPO77Si37a2eP7lX3K3KSS6eNMB/q8ue8jcQyM1IFfzqCILgQwaAINSMj5u93L0zV2n/ZHHhuLOtyN3RSvBCEppM5dMnckXYjEkfNtRUCV48YrSSlhCzSGu83Lb3tDBvECe8dvnk5dNG+Pq+bcsFvzqCIPiQASAIdbJtzRy5w6cUm5dPhxOIuOudlZ4seJkJDeTo3k1yW471FRPBy0aMVrjEU1LcMDcdymmjwwKWz/lR8KsjCIIPGQCCUCer509WxQBIsWWFFoRdRmp8v+evq67oet4u+GUS75uSgly5TcXNwVLwshGjj872Ni/XG4pmKwQvHkEQaocMAEGok+1r5w7CAEgx95fP9mxdanXpxPEDOvOmfAFT4XDtIvduwd3BMuKut+BXSrxvThhul20bG5f9/uhBkuBlI0YTTfW1LFBHltmTPyktLhC8hARBqB0yAAShTqxFp4ZuAJRgarxX7jacxOiDvzGwFHXVFYIXjxg1nD2qv2LuRLktjfKYEcRohQwAQaiT8CCv96f+l2hNEPwCieHkkskBuS1h14b5gpeNGB3EhAdKtS5uCzBr0SnBi0cQxHuCDABBqJPC3Eeyci0hOtTe8jw/Kd4gMD9/jDLAjDVantUrag8PkmIFLx4xCjh1SFduA9u6YgbtO0EQoxgyAAShTrq7OqXG0dmTP+H/NTzIy2jX2kEYAFL/Y5Ob1y/LNoZls3+oKi0WvGzESCcs0FNRh1OUlyV48QiCeH+QASAINbOEtwUmOLZvMz5Mig3nH/O8pbmipCg3M83e8vy+bctXzpukXP0b6q4R/LoIQXgpFi/+d4sCDtcunjfeJ3jZiBGN8YFtXIvSnvrlmvk//9PArC8JXjyCIN4rZAAIQs3s376Cr9UO796AD1XJ2/O0MC8nI7UgJzP7YUqov4eni218dGhxfk5ne5vgF0UISGSwj5QBmD/tq6gQX7QTCtIgBsedWzZcc5o1+WOTgzu5/zXSWyd48QiCeN+QASAINWN+7ihfq3k4WePDqtIS8YsuwctGjFDkbjB3+bQRBYYRg6Dy6ZNbduY6q2ezhnRkz0auUa2eP7m7s0PwEhIE8b4hA0AQasbFzpyv0jxdbG+Ym+Y9Sm9rbhS8bMQIpbTosawBWKI1wc3Bsp48ADEQ8nMyDHVXL5/zI2tFOqtmcS1qzs+fVpc/FbyEBEEMA2QACELNSGUChUR7kBRbW1lWW1UueNmIkYu91QVZDzD3l89iwgM72loFLx4xIkBTWfj7N3zFz29OD5PjBC8hQRDDAxkAglAzz2qr+WOqi515Y11NcX5Od1en7MGFeVnerna2ZmfxX8FLTmgyr3t7+cs0OTYv0wrz9xS8eITm09Hawp/vl4K6IIIYU5ABIAg1I37RxR9W/e84Zacnyz2y63n7Qf313JHxUSGCF57QZPKzH8qVbueO7xW8bISGg95GZ+VMRer/pOF2wUtIEMRwQgaAINTMS7GYP7JGh/o/q62uKS/lH5MUG+5qb6E99Uv+kYf011MALqEcq0sn5Aq4C8b7BS8bocl0tLYs+O1ruY1n0/Lp6LUELyFBEMMJGQCCUDMvOp7zB1d3R6uLJw3io0O5A5rqa+UOw7u3LAkNuCN4+QkNh1u+KUVksI/gZSM0k+iwgMunjeQ2m3m/fk65pAhiDEIGgCDUTG5GKn98XTh9nL3VBSlxhkFX7mB89thuwctPaDgQc3Ibj+56bcHLRmgg6HxmT/5EUfBPRlqC4CUkCGL4IQNAEGrGz+Om1BDr6WIrtcAuNSFa0Xjs42Yv+CUQGo6h7mq5jcfZViR42QiNIjEmTFFXA+76ugleQoIgBIEMAEGoGROjHVKjbFzkXWvRKanDbM3Ov0PUGgAAIABJREFUKhqVD+mvT0uMEfxCCI2l5Vm9VAJHxuzJn9wL8RO8eITmYLRrraJ+xvKiseDFIwhCKMgAEISaObp3k9RAW1ZcGODpLHvkhRP7FY3N6xdPxQHtLU2CXw6hmSTHRshtOfOnfZWRcl/w4hGaQIiv+75ty+dN+UK2nRzZs1Hw4hEEISBkAAhCzezVWcYfaDctn56eFFtSkCv3YCO9dYo8wOHdG1ITYrqetwt+RYRmYn7uqKLGkxwXKXjxCAF5KRaXlRR6u9qZGu+VbR67Ni541dMjeCEJghAQMgAEoU46WltmTPqQP9bamJ0J9lEYaItxese6eYpkHP7kZCNqaWwQ/LoIzWTbmjlyW87SGd/W11QKXjxCKOKjQyPuem9c+pts28CHLzqeC15CgiCEhQwAQaiTspJC2bnY2soyJV/pFXcf4m0HJsXC379JS4hWfgZizNJYVyObUWruL58t0Zqwev5kwYtHDD/oT0oK87as0FqkNV62P1ml/VPLs3rBC0kQhOCQASAIdXLD3FQq/ud1b68qX7xy9pAiDzBj0of3gn0FvzRCM3mYHCfVYBZrTchIjd+wZNqOdfNornescevGVThAuYmGSf0TBMFBBoAg1MmZI3rccDvzp48i7nrHRd5V8bs3r19W5AFmT/4kIy2hu7ND8AskNBAnmyv81rJu0RRD3dV11RXwAGeP6gtePGLYOHVol6LtflfOm0TqnyAIDjIABKFOVs+fzI24Hk7WFU+fGOquUf3rItPDijwAuHb5ZEFOpuDXSGggaGayC0gKcx7prJp15cxBwYtHvG96xd0XTQ5oT/1SbtexRnsyLSUiCIIPGQCCUBulRY95eTYW/iVZEpD36MGATmJx4bgiAzDv1893rtdW/ZUCMXYQd3VuXTFDqsEs+O3rQE8Xo11rHawvCV5C4v3xouM5nJ6ifoPUP0EQspABIAi1YS06xQVhV5c/HfR5nG1FSt4DbFo+vaO9TfCLJTSN9pamVdo/yTaYZbN/wH+vnD0keAmJ98TxAzpKugtKIUAQhCxkAAhCbWxdMWPneu36msqOttYhnioxJowbwrUmfiA1qBvtWiv4xRIaSF11haIQcBDodYuWkYwyWhobzh7VV3THtad+WVNRKnghCYLQQMgAEITaMD6wrbTosbrOFhboKRXOITW6nzDcLvglE5pGSUGurGPk2LN1qeAlJNTFk8fZepsWKVH/pU/yBS8kQRCaCRkAgtBccjPT5vz8KTeinzTcvmn5dP4Yf/rwLhXTjBJjh5T4KCUhZObnjwleQmLoHN69QcldXvj7NxUlRYIXkiAIjYUMAEFoNOUlRctmff/POuApX3AeYNbkjzPSEm5ev0wxvoQU4UFeStQh5QYd0RTlZe3auEDJ/V068zuK/CEIQjlkAAhC02lrbtRZPZsb3WdP/mTlvEns33N/+Wz5nB8X/v4NBJ/g5SQ0Cg/n60o0opHeOsFLSAyCeyG+uH0r5kyE/5d7Z/fqLHve0ix4OQmC0HDIABDECOClWHzScLsSPQdszM4IXk5Co3CwvqSkwexcr007Q40gxF2dpsZ7tad+GRZwJyY8UO49vWp6WPByEgQxIiADQBAjBhc7M+UeYOOy3xvragQvJ6E5+Lo7KGkwUJNZ6cmCF5Lol/DAvpiuLStnZaQlXDI5sGvjghmTPpS6m75u9oKXkyCIkQIZAIIYScRF3lWi5+ZP++phcpzghSQ0iiAfV+W+kbYJ02RedDx3sTPfumJGcmyE5aUTbCGQ1B2c8/On9OATBDEgyAAQxAgjKz159uRPFIm5GZM+PHd8L6kBgg+044q5E+U2mHm/fo7/GuquyUxLlPqW+EVXS2NDVVlJUV5WTkZqelIsznP/XnBUiG+ov0eQt4uvm72HkzXkqbOtSAluDpY4zNvVzve2I74V4useHuQVHeIXGxGUEB2aHBf5ICk2IzUeP1GY+6i0uKC2sqypvrajtaWn+4XgVScseY8eLNIaz1b7KHrkV2n/hHskeFEJghhZkAEgiJFHadHjhb9/o3xa97jB1q7n7YIXldAQqkqLV8+frLzNwCRsWDJt6czvlMhNQUB5oINXzpuE4umsnq2/ebHRrrUnDbdfPGlgdenEzeuX79yyCfJxhamAnch+mFKcn1NTUdrS9AweRvCaHxxPHmcr8mx8DuxcRZu7EQQxCMgAEMSIpL6mcv3iqcrFgb3VBcHLSQw/EL75ORnxUSH+d5zQBi6c2A+5vGWF1vxpX/WvtscLL/fVDszD5uXTDXasPHNE79rlk+4OliF+t2EVCnIy8RxpoEkI8HRWlOSHj8O1i4IXlSCIEQoZAIIYqbzu7b1qeliRONCa+MGOdfPiIu8KXk7iPdH1vL2kIDc+OtTTxdbM9MhB/fXwhEq2AR4A40anE1DCslnf66yefUh//eXTRk42V4J93FLio1C9bc2Nw3lPI4N91mj386IG4JjC3EeCt0CCIEYuZAAIYmSTEB2qKGDj8O4Nvm72Pm72LY0NgpdzLNPd1YlbUFtZ9rQwLzcz7UFS7P17wWGBnn4eN90drRytL1leNL540sDEaAdE/O4tS3RWzVq74BfcvhBf947WFnaS5oa6jNR43E0oVL1NC1ns/uCYorK4nyK0LtcQls78Tne99rH9W2C03Bwsw4O8cC/UuNnWS7E40OvW2oW/qlKY88b7NPCtBUEQIwsyAAQx4nlWW83fKUyK04d3Ge1am5+dUV5SJHhRRyXtLU2lxQVQhPdCfO/csrEWnTpzRG//9hUbl/6mPfXLgWpNGAAnmys4Yd6jB/BvF07s37lee87PnwqlfVV3C2OTFXMn4l5fOXPQw/l6fHRoadHjAanznu4XcIOLtSao8ltwffFRIYI3eIIgRgFkAAhilAAJokQ6rFs0xfz8sZiIwJamZ4IXdWTxouN5VVlJbmZabESQr7uDg/Wl88b7jPTW6aycqaJu65e7vm44f0J0qP8dp4snDbas0BoO8TpeVXFPHmCgzJ/21a4N8+EDHa0vRdz1zs9+yL3JYcAk5GakwpnLpvNXBGwGbdxGEIS6IANAEKMHSA3lGmLh9HGWF43FXZ2CF1UzaayryX6YEuLrbmt29vgBHUh81fUZH3xLe+qXy2Z9v3bBL1Dz0ILKp/D7zc/zXlFV35MNGBpwBXqbFl0w3me4a83Gpb+p/sU1839Oig0X/OkgCGI0QQaAIEYVZSWF/WYHgg2wunjiVU+P4KUVkNqq8oyU+wGeztaiU4d3b+i30lQn0OsW9yviF13PaqtLCnLXLZoiuAAdCvQSYEhIaq9vQcW4gX0RNtLP46bgDwtBEKMPMgAEMQqxszjXr7bQXa89zBlOhKKqtDjl/j0fN3sz0yOGumve93T7ynmTNi77XV3RQcOGovW+UybQ3L/6a7Vfpv/43ytnDpY+yRf88SEIYlRCBoAgRif52Q9Xaf+kXGTMmPShveX5+ppKwUurLnq6XxTlZUUG+9wwNz2yZ6OwoTUjlCn//jfN/Q+mDsdLqm5wX5eszeBX+4Yl00wO7nRzsEyOixxNTytBEAJCBoAgRi1Qww7XLs6e/IlywbFu8RTrKyZZ6cmCF3gQFORkhvjdthadMtRds2zW90OXbqcO6abER1lcOC64iBSQKfJkKPHeGa+SZ5j500c712tfPmUY6HWrOD9H8GeQIIiRCBkAghjl1NdUKkkSysfDyfppYZ7gBVZORUlRWKAnBPr2tXPfhwhjSTxHesj+6OO4wdaGmqqk2HBnW9Gx/VtWzpskeJH6YUDeafzg46y0Jn6gt2kh2u39e8GNdTWCP6EEQYwIyAAQxOjnpVh8yeRAv0qCiaorZw4W5mUJXmaOpvpayD5bs7P7ti2f+dNHwgu7UcHsyZ9oT/1ysdaEZbN/WKM9ef3iqVtWaMFT7dq4YK/Osn7ZvWUJRKfueu0d6+bBXm5dMWPz8ukbl/4G47Rm/s+r509eMXfislnfL53x7SKt8Qt++3relC/m/vIZfnRwWZXA8jk/nj222+HaxWAft4zU+MqnT563NOdmpvl53Lx40gDFELxKZZmiwoy+2pdY4LYe27fZ3dEqKz25V9wt+PNLEIRmQgaAIMYKBTmZOitnKpEODtaXup63QzpsWj4doirU30OQDUfxoxlpCSjG0b2bIB8Fl3GCA90MJQ1tDZm7f/uK4wZbTY33mp876mh9ydXe4s4tG193hyAf17BAz+hQ//iokJT79zJS7udkpObnZJQU5FaUFNVWljXW1bQ1N77oeK6BovBVT09P9wtxVyeK19HWCmXf2tzY8qweZW6oqaqrrqipKK0qK8GFlBYXPC3MK87PgUfF1VWVFnfzctqWPsnH5d++eQ2tV3/zYk1Yhy0/hmq8St5ALcDXwfyjbaAaBb/RBEFoDmQACGJsASmw8Pdv5GqFNdqTj+zZ6OFknRgTYS06tXr+ZO2pXx7SXz8M2w9BzwV4Opse37N24a+Ci7b3zdxfPkNV79owH7V94cR+O4tzcDu4/Mhgn6TY8My0xKK8LOjdlsYG2rFhiLwUi/tcQXQoXAF08O4tS5YI6gqEXVaBaz91SDfI26WCNgUniDEPGQCCGHP0irtd7MyVLw6eP+3rZbO+ZwEb86Z8YXHh+EnD7U31teoqQ2d7W0J06PWrp3XXawsoyNSL1sQPUGk6K2ce2LnqzBE9y4vGbg6W0FvxUSE5GanlJUVjJO+q5lNd/vRhclywj5u91YWzR/X1Ni1aOvO799QqNDOPKosU8na1e/I4W/DbQRDE8EMGgCDGKJDgl08bDUg0zP3lMwfrS4NORFhbWRYe5HXlzMENS6ap+ItwCC52Zoa6awQXTFKs0v7JYMdKXIuHk3Vc5N3i/BzUp+D3lBgiaNtZ6clopc62Itzcw7s36KyaNerj0GZN/hiW1cXOPDczTfBbQBDE8EAGgCDGNBjyNy2fPlDFsHHZ73ACqqQgLCnI9b3taGK0Q1HckXIMdVefNNwuoDbSnvrljnXzTA7utLc8H+Lr/uhBEiViH5u0PKsvystKjosM8nF1tL50yeSAkd66LSu0Fvz2teAKXi3A3k+V5BiF7cEzW/n0ieB1ThDE+4MMAEEQfTYAGncQomHZ7B+O7t0kMj0ccdc7JyP1pVjcK+7G2dwcLA1118ya/PHgtMi8KV9YXjRmEiQ61H8Y1I/WxA/WL556UH+9mekRL9cbiTFhpUWPBVkDTYxEGutqCnMfodkEeDrDG5833of2D2sNAym4su+XdYumZKQlwOJKfb5Ia/yFE/vv3wumt1sEMfogA0AQxN/UVpWbGu8dqp4Y/6/9jLgljyrmPLEWnXqYHMcvFYS4euXOGu3JBjtWXj5t5O5oFR0WUJCTSaH5xHulpelZaXFBVnpybESQ/x0nZ1sRfOZJw+17dZZtXPb7wunjhJL+i7UmcDsA4vFXYld0Vs2yszgHnyB4ZRIEoRbIABAE8S8aaqow0g8uYkcJ3OaySo6Rkv6MVz09g/5RrYkfbF879/IpQ193h9zMNDUuYiYI9dLe0gSvm54UG+rv4WpvITI9fHTvpp3rtd9r2qLjBlvxo3jkuzs7UIburs4QX/d+06ca6q6GjaGniSBGNGQACIKQT3So/75ty9VsAxQbgGP7t3A/LX7RVZiXFRXie/P6ZROjHaqff+mMbw/qr3e4djExJqyqrETwOiQItdDa3FhSkJuWGBPs4/b+FijvWDfP/NxRiHuLC8eVZwlj6KyciSdUlbVABEFoGmQACIJQRktjg4+b/cZlv6tHZCg2AFtWaF04sV9/8+IBrarcvHy6qfFeL9cbWenJbBaTIMYaeEifPM5mC5StRafU4gpgMEyP71ExAdfC6ePMzx97kBQreFUQBKEiZAAIgpBPT/eLyGAf4wPb5vz8KdPuU5RO4avC0HdBmvfr50Z661zszDPTEmmRLkHIJTUhGk/u0G3AukVTbt+85uZguUZ7sirHz5j04bH9W8IC7nQ9bxe8EgiCUAIZAIIg/kV7S1OQt4uh7mqFIp79Y7yq63qHzqbl06+cORge5FVd/lTw+iGIkQKe5Tu3bNYu+GXoNiA2IujUId0BfQt9SEx44OveXsHrgSAIWcgAEATRR0VJkbuj1a4N8wc0xk9h63pVNAMqT//PmvwxTfMThLrIzUg9c0RveOy67LN8+ZRh9sMUwSuBIAg+ZAAIYkxTmJdlb3l+7cJf1TDYj//bD/xtCca/E/0sdkiF+J9925a72lvkZz8UvFoIYvTRWFdjfv7YjEkfCuIEVsyd6GB9qa66QvB6IAjiLzIABDE2yUxLND93dOmMbwWRAnx2rteGA8lIS6BQAYIYBjraWj2crFdp/yTgIx/g6fyi47ngVUEQYxkyAAQxVngpFifGhJke3zNvyhfCiv6Ny363vGicHBfZ3dUpeLUQxNgkKz359OFdAvYDxw/ocNuQEQQxzJABIIhRjrir816I77F9m4UV/SvnTbp40iA2Iuh5S7PgdUIQBKO7s8PP4+aWFVpC9QwblkwL8HSmpT4EMcyQASCI0clLsTg6LODo3k0Civ6Fv39z6pBuiN/t+ppKwSuEIAglPHmcfcPcdPV8ldJ9qp2ZP31kZnqkqrRY8HogiDECGQCCGG0kxoSZGO0QaqnfnJ8/Pbx7g6+bfVlJoeBVQRDEQCkvKbp989pxg60r500a/g5k95YlMeGBglcCQYx6yAAQxCghPSn2zBG9WZM/FkT379u23MXOnBL4EMRooqf7BR7q5LjIeyG+/nec3B0swwI9sx+m5GSkgqTYcDcHS3Q7al9SvERrws3rl9tbmgSvAYIYrZABIIiRTWFelpnpkbm/fDb8on/pzO/Mzx1NiY/qFXcLXg8EQQjI08I8e6sL6BPU28mgc2tuqBP86ghi9EEGgCBGJG3NjZ4uthuX/jbMon/GpA+N9Nb53nasqSgVvBIIgtAoXorFDtaX1N7tXDI5QBsIEIR6IQNAECOM+OjQw7s3DLPu37BkmrXoVEZqvOCXTxCEhtNYV/M++qgzR/RolTBBqAsyAAQxMigpyLW8aDycKfzn/PzpcYOtQd4uLU3PBL98giBGFqkJ0SvmThxKFyQ3svHIno3F+TmCXx1BjHTIABDECCA5LnLYdL/O6tn2VhdyM9MEv2qCIEY0r3t7bczODLovunzK8LjBVrl/MtRdU1pcIPgFEsTIhQwAQWg65SVF2lO/fK+if8FvX589qh8V4tvZ3ib49RIEMZrIfpgy6MXBW1Zo7dq4YK/Osts3r8n+9ZLJgY7WFu6H8rMf0utKglARMgAEodGkJ8W+vww/epsWutpbPHmcLfhlEgQxiunu7LC8aDzonmrh9HFbV8yQ+yd0j75u9uxX9m1brjXxAwfrS5SXjCD6hQwAQWgopcUFxw/oqF30r1s0RWR6ODEmTPyiS/BrJAhi7NBQU3XqkO77mMtYv3hqZlpiRmo8+9/FWhPCAu4Ifr0EocmQASAIzaKn+0Vc5F315tBYOH3c6cO7QnzdW57VC36BBEGMZeprKkWmh6X6qEVa4/Hh0hnfqtinRQb7uDtYHtmzkf/hsf1bokP8uEwJm5ZPhysQ/HoJQjMhA0AQggGtHx7kdfyAjsO1i862IiebK4a6q9Ul+mdN/viQ/nofN3taKkcQhKbxure3KC8r2McNfVRGyn3u8+TYCFW6QaNda+OjQqJCfPHveyG+Z4/qc3/S37yYf6TxgW1N9bWCXy9BaBpkAAhCAJJiw08Ybn8fr8L3bF0KL5H36IHg10gQBDE4stKT1y2aonq/p7teW/kBLnbmgl8UQWgUZAAIYvgoLXp8+ZShehf1LtIaf/yAjo+bfUFOpuAXSBAEoS787zjN/OkjdXWVK+ZOTEuMEfyiCEJDIANAEMNBQnTo7i1L1Kj7zx7bfS/Et76mUvBLIwiCeE80N9TpbVqkxp7zhOH21uZGwa+LIASHDABBvEdeisX+d5zWaE9W1+gFFxHq79HT/ULwSyMIghgefN0d1OgB5v7yWZCPq+AXRRDCQgaAIN4L3V2dDtaX1BXts3zOjy525g01VYJfF0EQxPBTnJ+zbPYPUh1jYe6jo3s3Da5TNdRd09HWKvh1EYRQkAEgCDXT3dlhb3l+9uRP1CL9zx7VpxW9BEEQXc/bD+xcxe8eV86bFB3qn5+TMbgwoUVa47Mfpgh+XQQhCGQACEJt9El/qwtzfv506Lp/xdyJt29eowkqgiAIPi52ZlK9pc6qWRmp8WmJMZuXTx9EZ+tw7aLgF0UQww8ZAIJQDy525mpJWHFQf31qQrTgl0MQBKGZZKQlcLt9cRzYuaq06HF0iN+KuRMV9a741knD7Qt//0bqc9312s9qqwW/LoIYTsgAEMRQeZAUu3q+Gpb5mp8/RoMQQYwR/vzjdWdL7f/evBG8JCORlmf129fOle1FTQ7urK0sC/S6paibnTHpQzuLcwt++1rq87m/fBYTHij4dRHEsEEGgCAGT2NdzaCXoPEHpGuXT7a3NA2iAP97+/ZVd0dnU3VTRV51QRKoK05vqnzc3dYgeOUQhNoRPx/MY6Jp/PnmjwfB1wIstrqfXuBpuvTli+eCF2mEYnXphNxOddDd8nnjfS/FYsGviyCGATIABDFInGyuDFH6a038wPqKyfOW5gH9LtTDs9Ks9GBr70urLbZ9LNr0/+TicOCnWLcTMAaDu7qeztaG0kcwGILXMzESEbc31halPUkNyopyLk4Paa7MH/pUd0a4HRq2v9mmqscJf/SOVJX2WtwVaKETf+dMovcFa72v+x5Vo587nlUIXjB10Vb3FK7G78r6mqJUVY5HV1NdkFSeHY12Ulec/vb1qwH9XEJ0qGw40FDYvHw6bRRAjAXIABDEgElPil2l/dNQxphZkz+2szjX2d42oN+FIo9zP2mz51tFol+Wq5v/LzXAbKAX+OZlD0QJvu58dPrzhnLBK5wYKTRXFaQFWbqfmi/HkRr98ijScdA2oCI3zlznQ+5sENCqfAutN8bNOMhyW4LXua6WWsHr51V3R6D51sKUAHiY67vH3zw8lV0OSih42dRCe0OZ7d7v2EU5HprS2VyjSp3A/zwMtQkw32KjPw7fKn0UOaAf7WhtOai/Xo0eYNnsH+qqKwSvTIJ4r5ABIIgB0NL07PgBnSGOLtZXTLqet6vyc6/FXXnxd+Jum4Tb7XM+8psilW+25b+OB3/1vrgqxEYPDiEl4CpGU4gtSDF8ggMywu0GdJmZEQ7/nHzrBzAegtc8oQRIqNaaJ8KWoTw72u3EHDQY820fuZvMs9b72nbf9xC792+finI+7Ht57bVdX+Gv+OT1wCfvW+tKLHd8xm/zwdd2Kv/K/96+zYm+hTKwIuG/Fts+xnMhYBW9fPH8rtWOjsbK/EQfPFbxnme725+xy7HZM0HY26cWxO2N9oaT+bepJCNM7pF/9IpLHobivzAM6Nxwm9BInmaGN1XkFab4o/F4XVg50MiopNjwDUumqcsDzJ/2VWnRY8GrlCDeH2QACEJV7tyymTX546EMKhdO7G9pVCk6X9zRkuRz8Zrul2wchYKx2P4Jf2R1N9GGtIKSaKzIffOqV9F5/nzzh+WOT/H1rpY6FS8TosRq5+f83ypI9Ba88gklhN3Y0zeLbLX9/a0orS9+WF2QJPf83W0Nwda6KICdwUT/qxuDr+96EHytsSJP6uC3r1/BzV7fPd5PtGFA5Xz76qXryTlSplf5lDmKdMd0CXcw7AcLHwK1RWmC3KPXPS/gxjubqnLjbqMY9z1O49lELbFSQfIKUio1AjWPTunffdQ8XKPskc/Ksh/du4l7FOFggDaTn+AldVh5VhS+Hmq7exDFSImPkrs4eBDM/OmjrPRkwSuWIN4TZAAIon/KSgo3Lv1tKGOJycGd1eVPVfw5aHq3k3NZcDCkj/fFVfgvE+XOR6enBpi11hareKq64nQ2GKs+9xlut+/fkRs/v3nZI/gtIBSRHmzN3azKx/FqPz/uPtP3QDacrCDJ99qur6z1v0GzibttUpDs9/+zdx1eUSRf95zft3nd6ObkutFNuu66yXXdpKKICiJmMaEiRoacg4AEBSQKSJack2RBEZCcEZAho/4Z32VKa3sn0TPM0ODWOfdwhpnu6tdV1V33Vr16T7kPd+ftCpRTkuTL34DUgBOyq17ZYdaKju9pvuls9A49EjoZegP0lCrn2W8jSHTQ2d7WW5WZoairxoqHtLIqK/yht8yej2bfKs0iysmA20C4zf4O6Zhm6EvoQreK4mqLEx0N34AiGhmQvxbqvP1di3VPdDffUM+YkoLsgzvWa0QGpCXKX8RgYJjvYAKAgWEaBHq7zGT8MFz/s0pLyeBw4ChuOz8A6ccY6bD1dfy13vh8gpdxu+o7eoPO/kHG43jPfXyOb60plGJa5WmXBG8CBkVoup7NbazGSg2nNQWbp10I8DNdQX8aGxaDW+NLcDUwucK4c3Kne2XhsuO9i2Y/8TSgpToPRFCqT+KKivyIBrqa8Cs9sjDWnf7koL+QfNndeH022+j+5CSePiifmwXRVrrPcp/iRJ9DxKTAM6tn0ySNIy/KSaqNaouvSh2D7oG+hB6bGWphuf5pdBglBUY4bCHrJDOxalg8mBIfeerw9m8/enEm7/DIYD/Ba5iBQeNgAoCBQSHudHXu0Ful9rDx2/IPMPzwvxx4CYgUEGK5jjr8OBm9nRNhNzyg2nZhgurcSOpEpGTGlAJMBQyPO4qHWW8QvBXUQE/zzYr0oFFxv+CWaBXjw2L3vR/Txoo9t1vjlyDORRReB78i33c1VHoaf2ah86Tvse8BlXaKex/+Bpx+qH/6LNdg+XSbLB+ftNHBPs8DX9DDpLa+0KLKUvxns5nSL51uqEivL012NHiNK6fxuEELEZNi3HfOpkmaRcuNfEudp7gNJNsV8UimBpzobr4R7WJkt+USXicxAAAgAElEQVSVaZUqWddy271YU0aWFGQ7WR4/bbLjxy/eUONlft7FSvB6ZmDQLJgAYGCQj7yMpO8+fUU96r/0wwUXPOz5Xwv8viDatTIzJDfSIcxqPWHt4HblKf6ToyPq2S++0xFwciUdkvl4DVVmhnJHcWgPPixtrmGwt41EV/Q0/ryvvV5we7SHFP/j/zTWtrcUeVOojfwrzlLMO+DUr/geLNZa9zmHra+H2+jCBpW6KFiv7eaXUFRLdd60Byf5msiyf8/9S+QuNUxNMJv/SQ8D7ZY6gG4k4C4LaBslSX7lqQEddaWormsJ57k/tdUUUWuvxXvOmkmaxcjdO247P+A2kPXG53tbb3GP6bxdUXzVB285vNzOH/qaz4Z16hzV33Fb4zZnJset//VLVd/qbnbSPYqBYV6DCQAGBjmwOnlA7Yn/M0d28s/qdX9iArwfzKAqO9xt92LC5Nx2f1iRHsTToUJ+sZOTMa7brTY8Y6O3AGVecTac9pTxYbHro/lIkdYcyrWNe+NjdPcnSCr/zRLzDp315RY6T9LGAmHSbPnN1blS07pAafKFzFCLKRZ+4Itw243VORGqFtvbUkOKaihPm9YAWecfkeLAMqn+ZvQYuftHyb4aoDjRe3baqLEiA5J+oKsJwgncV0oppXD2NszfjkrijHGREWzOPQAdNVj090BXs/fhb3yPfHu3u4VPsbfLUh/2k4p0LVlud9ZE1Xf7OYezglc4A4OmwAQAA8O/0NJYv2HVV+pR/x16q2qqK/hfq6uhMjvMGkMdBkgy62+7+aX8aBdVU+HIojTlot2WVzz2fQoS7Gj4Jp+JfFjCHcXjPPbIPQwMe2Sgd7C3rb+zsa+9vrf1FihdT/NN/CW401rb39U0PjwoSPNxJ8XBvQSxYXYQcHIl9RM7t+8TzaZsGxu6KxXPUSQJ8kM8gnyPfR/hsAXETo2Sy1L8SWl0I6xcTIwOo/fKsn+QeLl3CilCjwHLlBsXi7rDqaFb1EB/x21QfNRkwKlVEEujg31SB9AbxBM6C/ZoAxUZwVINhErmhu+EsEnwPojXRZD5n36mK8R9XTxLpssjivSeRmB+fK/qvkAqp1VhYJibYAKAgeEfxFwO/PL9Z/gMA6cOb0+ICqH/bvjt69x06U1vSnB/YqI87VJ1biRoN83mC+KikfXu+tJk1x3vga5NRdLQeRICY9pTMEKTtQICi3VPZIfbZIVaJnofAueLcd1ONidAqPgcXopinYze9jT+DAzGdcf7EC1gouCLtptenKKGdptCrdfjXgCUoN7uBfVAZw1JZUKrCN6jtATCd+lu15qCGM2Wn+BlTEr+V6+QLDicP/Q16OxQn2rpqykCT/9GSlOeoxrijfJ1rgFyg3h2N1ZRO3GW3IcIGpiWMwuRQMeHxXhwwP6hlPBoyBJfsGRqD54sbdsjC5gkq0lUAnQ+8ebigrvXqLf1VqiVTl9bHV4IgWdWq+RPSKJFAZWZoVqth/DA86H+nippgPBLs7SCxMCgVTABwMAwBfHdAVNjff5jgI+bzU+SzWS/L1+UFHtZpWvdaa0tivOoL0vxOvgl9ZrNjbCf+cT/A8mqgtfBr+y2vEJ2QxbEuD2QTOj2dzS01RbXlSRVZAQXxp3LCDZP8D4IjuJnugI8nsvzpIAxHnZ6H/4mxHJtwKlV+AuKH+W0NcZ9V7znPgCFhFmtB7ED50ZRTtvestR5CmLAfe/HVrrP4rBZa0SYR5mievPT8wLgbRBgxGEMCLFYo9nyqY7yNlkqxcLRpmD/Y+IB9Uoe6GqiNF2JPEN3Rf+BepTqinLjxowNiz2NP6fHKJrdb6spslz/tOihW7l0eEqNI8nXpLupGk+Zo+EbEOSyBzRWZFCbi6/6aNsegpGB3vLUAGgSmk0cDyzqWY2tPvcnJy+d+V2qgRz0F9K+cbe7JdH70PjwIOSNv9nP/Of+Cbobr8/mck39zSq8yfm//6/laTjcFgPD7IMJAAaGezXXy1Z/p8Lbn2DFktcuB6k2ct+bGC9L8a/MDE2/dJo6WAeL/lbCSPo7boOQcb2H709MYMDuab7ZXJ3bUp032NPa11bXdusayH1BjPu5vR+L1j3hZPim+dr/4XOQ+Z/QA247PwDAusiMndWGZxwNXgNtAq0PPLPa99j33FEcx4M993c2jty9o94+BFgIeUPmeu0NFs5OI+L26S1c9TkseKfSHmLdd4kkGZrJX6kNlzMEGp1sBQEFlwrAD7J42VZPSda5aZF4/gApKsZ1u5LD8ICgT/a03ORucsDV5fZGGkkTSPU3U1RmdW4kOQbP3Ux21/DB9aywivQg8H48AhD2co9JDzpDlD/+4lnWqj0PJCEBkv2O0sVGWZFfmRmiUoEQErLl0GQjkAFXnA2hN/AkXjj+I14mqhrcXldCyqy9lqDtyiEYEYuP7NnE8+W/bPELTfWafO4YGGYfTAAw/Neh6vov8M2i533dbEaHVEiPNTEyVJzoHeO2A+SGzt2CHCsadzFwepsspV7CTkZvXzD9Af866C+UuzMSVMlx6+sSPvE/a70FYP+iNf8D48cpAad+jXTUT/I7khflVFMQg5F1sLeNy4HiPPZwi5IN4M0fKHmKvT1KCAp7Zie8CW6HLqfY6786m35HswySqAEiTSTxz0nyNdFs+ST+OgAW67l/Ce0VUIygdDNZpOptqaGiV3kIIHShob7O6uzL3G4pFdOTgJsGQXkU1PK0S+Qwt90farWBcJvQJKPi/oBTqxK8jBXlPPY98i2MuWj2k+uO97Vqz9S9p/jbbXlF0RIfhWyWN0W4Nz6Gdxc9keyuhmIcG7r7QLI4kHLRtLEyEy+cMOsNfGL+yIIuQyl3FdM4Ii758BwFVn+3SHxXzaUwBoa5ACYAGP67GBYPmuzaqCr7tzc/0t+rGr8U3+nwPfpdvOe+0pSLVhueAQ0CXw8W/Q26rOgU8K1pB2zL9U+77HgPJYdZrY913zU1477u/7wPfY3C/Y6tGOYXFLK/4zZ1jRBNxXlcpXZ9NlSkx7jvAoOMcd0OMnEj/8qsRREtSfKltzCbQR5nHzHuO230XnDdtQiNDu6o2RouivN4SKbdd3FXVEAfo12MZjhxHm67kZTGJwsYlAZRv1Tutt4skDoG944aeCg1dZ8b6GpWUiC9HTwm2msd6PwpF6mhuykBJ+I99iraKYHviaqHao3Vpo/c6GAf+onUewN8Hc8IdH53UzWkMuqtvjSZJHuWCuCjBIVx50jTBJ39w/vwN/hAtWhmiAj0HY8/FKPa8/fQe2S5RlHGN+2BvzvQge06s2wbA4MGwQQAw38UXR1tf3y/WCXqb3ZoW2erMpIhF72tt9z3fJQb6ZAdbgNqbqO3AH/lTmdyUZ0TAX4AfuO5fwkIU6iVTuy53ZmhFqXJF2qLEzvqy8R9XTQcCok0MsX7TVeQ3Ez8vbTBP0CecC1FNGvuAyzH0fANYv+5fZ9oZCvF3ER3YxXaN8X/+FRYSesN6FEaLLy/o4HM0HsafwbWxfXwBjtUNJPNE83VubQ0PrvSSWZZ6ByyChFqvV72GCpXoGCndaMviHYlByd47ddeA6VcNMUTVJUVnhVmpSR+JQmeA2rutnuxxuO3UvS21ODNw6X+vkeWoyEUHR94ZjU4Pf8Je9wscfshheNy+PJmQXR60JmW6rwEL2OoILWNJ4IEWkV7jaUE/N2Bgi8oy2fMwDCXwQQAw38RVWXXVix5jT/137f179ob19W4UGd9OUh8dW4k8dsmbj98CBB/jA+LyeZX36PfgQl5HfyKvwNMX3s9OB919Z6neX+T/Y5SinOrKE5we7SHy7Z6uEfIvETvQz6Hl2o21ir0ZFaoJaTmndba9rpSWqXQVDO80MToME3OEGT+57THj4r7icsK2TMAliwraLubqm03vSjiveUjRvIAWuk+C9mgpdapyg6vSAsc7G1D61BveLmIctoKYy6Y/uC07S0trZJ1NVTSnb5kheRawnnlsWJJIoVoFyOel/DY9yneORBUkA2kWXuabxbEuA32tKIGoNlmEoaLRLhK8D6opcbiYuBO767Nv8t+fyXM/6sPnp12dFAp9DMDw9wBEwAM/zmkxEfyp/6/L19UlKssYLkSdNSXue38oLY4McJhC9l963XwS83mpr03MQ7GJpIEZ7Ta8AyGZPEdvjnIHkj8SUIs1xJaKZn8U0fkCAsQQepZHnhmteD2aAngUtTNCRoPPUqrmyu42Z1qi+JnWBpdTAD/5rNlmUz/u+/9mLivyC6XoTagf0iZNnov9Hc1TVsmqCpZ3FAyBT4ToB+C0ON5DLfRhSBXsgx1f2KCOPgFm/8FLacNY6Sy87rv+YhPUCyikaD3+FyisTITB2eGWpAdTTfyr4wNi8H7J0dHMkNEaHGVXkRS6O9oIJZXZARro35kcfbYbrlJvhrrav784eNpxojvPlRpPxgDwxwBEwAM/y04W5nxpP5fvv+Mr5v6LhYYcTE0liT5EXoN4APZJKdBEMeGqYRfkkj8AzyYEMWd1loQsqrscGJetMs2wVtHDVByCQHTefuxnYrLjXTwP/GLSBLBCR0J9FcqrawGAR1IPe99j3w7w9LIPl0Sf4aPiznuy9noHTKvDzMctr4uu/5A3U5EnMgzSgDBAAPstrwCwq2N7BDg/Xh8hvq7C2Pds0ItiTOMIrTduiaaSv71huX6pzXrxEVBd3KLJLFceSZtOH/oa7Lewudg3C9eO9U5EdBpaCMInpzLtsMDPaUpF6EeZ6iy8FIi8ZGU7JLSLAYH+hW5d44ND588ZKR8sHCwODY7djIwaBBMADD8VzA0eHevwV882T+OVMPdn2KwpxXjYkbQ2RCLNWQYxmfN5mp9INlsJ3oU2dDJ6O2+tjqVTo9x3R4r2bNLvKg1uzQxO6gpjKVEJ95jr+D2aAnlaZfAFCmfi7DfXJbir6VrgXLRKFXADD3USbR4FOi07S0I1HEeGzqLr/qIHu5H/1X0KJEFF/2djTQFMgrnszW5q6GSzLh7HvhCG5UG3t9eV9JYkVGc4HU9K0z5wSTltu3ml0CgcZbGjalIC+Tu9+WZ7au/q4movgvHf5z24DHxAJogxf84SRiX7HcUXbT1ZgFqINXfTG66Bv4YGxaHWW8IMv/T98hybTSWekiIDCZDwx8rPpI7ZFSWFApuJAODSmACgOE/gbamhr9+/IQP9V/x+cKEKzPKPTkxOoyhK9rFKMrJADIAI2VelJNmb2dydCTaZRsd5h0NXlM11l5v6y1r3efqS5PJqB/vuU/wNlK5EsZGUb2kBmw3vTgTl4O5jM7bFVB65/Z9IpIEe4101Pc5vFRLSY7Rdf1MV9B+5bLjvRleCPTdRm9BiOU6R8M3eQaEIVkpSIZpGCC70BFuo0vyA0wb+YeCcOIIu03K8w+oh57mm1lhVsMDPbHndse475z2eLIdAuz//KGvNT4pAIlFN/RDdA32tPI8kaZdu2yrN+3BJAlAlNNWsvsImgc1MNTfnRvpMPOgRhUZwXEeewLPrJ42UoJW0dfddTXmX+q3sa5mzS+fB3q7rPn5M9mBA+OLgNYyMKgBJgAYHn+UF+d/+/FLfNj/8QNb7/bdmeHlMoLO+pv9THamOm9/V+O+2mPiAW6EFrD/roZKVQuBPon32Au+QhYQZiE3qsZB47oAitItzXeMDYtBhsAsKaWD8AOd1dLlyIQu8Rqfea121JeBo+NBAJlLPH+Azykg0w9djyQu+3iOpA6oL0shjxX+pgWe4mkJuvqUAHDYUpzgpdkauzcxDlExMTKEuoLN0zrbjA72Qb046C8MOvvHFWdDjbfgjfwr9KFAXfE8C68UmETOupZwftrj0aAQMCkBJ6Bh8AFKADoNdRvlZDAq7p/hLaDw8hR/ibpTwaFRG6gqu7bpr+V5GUn0m5qq8tiIS4MD/VvWfC87fFzycRXWYAYGlcAEAMNjjiuhF3lN/C95LTNlppsdH0hm1t12fnDV5zBxes4MtdDs7YjvdNDtj4T9q+H4fre7xXL907XFV0kGgBi3HbPQEPcnJlpu5GuqtJGBXnv9V0kluO54HwxsFm5h9pHifxx9Cfdot/nlYNHfBTFuvse+19L0f1XWw90guISPyTJ04JkEqBke6HHbvRjMG/b7ma7g4/zz4FFAJzBpkgQAdJb76+TYqKfxZ6JH6d5G+GW6APBI2ui9cNHsJw32wAcST79wG922W9duFcbmRTlWpAdNe8qNvCgr3WcvmP7ge+RbPserCogusiceupH/WVlhVqJH+QSnXUnD28Ni3ROp/mbFV33stryCyzVV5dQUxoL9zzxr7+2y1Cmdlug9Rzb052enYnTYveUPjCNrVy4hg8Wuzb93tjbL+gIt/XBBX3eX4DYzMPAEEwAMjzMcLU35sP/929aqmttLEUB3QJ6IFzVGRM3eTk/LTa5/toP+QvW2vaYFnAw4uTLJ14SUo8YCghooTblob7BQU1tXSQxy0aOctbNg/+yjOjeyINqV6hwIANw1qlEb1+prryeBqqw3Pl+dfRkXTfAyVrs0MPUQy7Ux7rsKY93B/rubb/A5697EuMPW12EDadwQy3VSB0D/kP0q+Dtt4H+K9rqSqR0FJ1dC0mg2q1S0y7aG8jTIJBjDM4EGajXGdbv/iV/cdn8IJq2NpqzICIZ84ukcBeBIG70FpI9FOW2d9vj8K85QU1mhlkQx4l76u5quOBtGOurP3Pgg8z8hJ/AKVZQiffaRHBchO2QcMFrnbn9G9nvz44/tTiSGxw9MADA8nhgbHua55fdKqCYZlaPBa2Qx3WnbWzy33/FEfWmy3eaX/8X+eYT2k1czYtC74kRvlx3vibScGJVi5O4dwu00snu1v6PBSvfZR2FqlmvckVrZjQz0xp7bneh9SNtrDmCHEJMgwXSfd85l24tmP2kjzRnKJJ73QJLfEXA7C50nVd1TToHmSPE/HuGwZbCnNcJ+M/9txOjhJDwOpA4+NF7P4v4Knk2SAzxsdN6JySB3cUq47UZ0eA1WWkV6EIl1kxki4h8/133vx1lhVmFW670OfqnxdlQP3JBBfG7E22QpemZGsDlxrIJGLYw7F3hmNc9YQ0qAF9oF0x/a60odDd/UXpArNRB84RwZLM4e22196iANEyd3QGlrmn/ulAz/TTABwPAY4k5X54bV30xL/f/84ePGOmUB+1RFf1cTHUpLkvw0UiboFPgZ4WT/eP4YvqEe+weuJZz3NP4MrOWKsyGKqimMnYUWAa2k7jozL41YTtB0PXsW7KeI99wnkoQc5Z9tTQ2g0XEhGuwS7N/f7OeUgBOFse7auFz6pdP0Qm01ReCmM5nNBSMMtdJpKE9L8jVJuWiqarMGm/9F9shK/ZrgtR/fu+38AJXfVlvMv1iyUzzKaStEjqZqDBIUJPjexHhelBPahacq6+9shIbJCDqLe+STvGwWUFucSB8lPo1ONmlMTf9nh+Mt5Ll/CfQVJIRGhD0MmMqZeG43yhe8ZqRgdtCQjBqh/p4rl76rZFixO2siuLUMDHzABADD44a6G9d//vLNadm/seGaseFhzV66uTr34fT81tc1MkOMAn0OL3XdtYgO0lMcaPeHd1pr1SsQzBLUCqM1xmzwPJTMZyZ1VNyf6HPIXv9VcCk1HJe5ubqS/Y7OsE6gfGhVqJS6GHfKf9pYLnpbb5Eb4ZPOdiYovuqDNrLe+DxUn9WGZ3DFojiPC8d/1HgeCaDlRj7VljFuO0iQyrZb19Qr7WZBdNDZP4b6OquzL4Pm8onRSQBBRVZ1ULf4mxpwgvtrd2MVNVKliFXdjdfJnmb/E7+k+ptppMYmR0dCLNcO9XejrlCm8qj/XJSn+IPj4gZDrdffmhXhrRxoJpB40cN8agv4eA2Bmluufxr9pK4kSSQJw4puCXU681U4PFx+pivQDRz0F2opO/JMMCIW//3Tp3yWlL98/5mZR5JgYJgFMAHA8FghLyOJrMzqr/1ByTva29VaG1cng6JIEvVfIwXmX3HmUn8AekDc2652gbXXEjz3LylO8CL5g1H+tKfUFMaSxEwUqrrn0phFKGfmFJamVgAj5OlcTtBUleO8/d14j70R9pvVC6RDVx5UmoFWFR31ZRnB5r5HvkVL2W56ETLA0fDN0pSLGt9Q/kDiD0ZDqaI+2+tKXXe8D66sXmmN17NAbTvqSq9nhaGjjtxVgQZdSzgPG3DLhJL2tNzk/kpUATGSP+EGciLspoSN63bUISpWI5WWFWZVX5bSXleCYqX8lJQjymlrXpRjuO3GgFOrNOsfqAZA2emjJOId8cnT+DM8zhAAeI7QFqgBdFSNbCJCmahV1M/M5wi0hJbG+mWLX+CjAfzO2QluLQPDtGACgOHxQZCPK3n/rv5ukdwdWgDe4PlZfKPjqQqS41ODfikgmlzmDeogmxVVJWDwLk8NwFh70ewn280vTctCwOTozCvIKNgh+cB/i+HNgmhqf/m//QRqixOzw216W2/xtx98i5amUpyTB5J0Wlw3quywaUTgvfGx7qbq6pwImN3XVgdKSnImUE+Jof7uJL8jUDW+x75XaU0GEq6lOk9u5Q/1dUJmoFi7zS+nBJwQSTJGXfU5HGa1XhtOR1Cq//QuG91bhbE2ei+o4RU2MTJUfNUHLdLdeL31ZoG3yVJVd7iS/AMk+ZdUuq7a4qvUSPRblYr1N/sZZyV4H8TfmTupP5CE4UrxPw7Km3j+gKpufk5GbxfEuEE/BJxcqfGmVBXpQWf+mVYwWcYntBRZfAP1P3/oa3RLvA0u2+qhr87cGDw+eDVNjA6j6efg9D9FZko8HwHw0xdvCG4qA8O0YAKA4TGBq81JLsuX+15eu3JJa+Nt7dmAAYy4iGhwDCM77USSiKIzXGcHa/E0/qyxMrMg2tVa97n0S6eVH19flkJdd9z3ftxRV0p3IXsaf85nE8Lk2CgNW4RTqEMI2Sf60O98/dM8I6jgLLpX1Ur3WZXChJemXJRaS7Ha8AwJZViZGVqVFQ55cC3eE+Qswcs4xHKd18GviO8NbplkpCLT/9AARLGMDPSCQsF4sDpUDsBnwhv0McrJgAgJ1C0uxN1rixuMsNsEUo4DIDxAhnBpVGBZir9KzvQ8MZVSVxKsltjTVJWDe8SNqOEoVZEWmBVq2Xm7oqO+DFXXr2IEd1Qpmd0nMoCbOgN9xnP/kkfOb4tVWnuBWkYDAUm+JjhXI5WW7HcUvaU40RsqWiWRAzGJu8uNsI9x34Weo/HWVAno8/88CLrPwjY+Z8HsqQTAAScumP4gkuRVQFvzD8aqBHgoIInR7nM/oYfN6UN8NAA3ewADw9wEEwAMjwnyM5ONdFcu/XCBojfy4V0bR8SaDAIoFz4myzA0ajArLQjQjfwram/55QLUFnwXrDfGfScGcuUqpbvxOokLSUZ6cV9XYaw7l0A7bXtr2iuCudLjq3MjyZeguTSzFYHrrkV82DMJO0g4a4L3Qf43PrWOIeG4Ikluqcu2elJiQDlsN70YcPo3snoQaqWDAseG7oKswBK33R8OdDVnh9vgp5yIadb9UYfcKK4EEBi1xVfJAXlRjmkBJ113vI/6gU6DAvE9shxfxnns4b/kwh80/AtkYbznPshX1x3vqZG3LueybXX25YmRoZ6WmyDrKvllEZA0tJCIqGQbvQVcJzf02H+6UE6ESsWSsEIBp369aPaTqutFcnEjLwqUF8WCsJYmX1DpXFQsTsGdgj3fLkvVeGvyR+P1LPIQERTxbnGPfZ9CvUBNkXBM9gYLC2LcZm4PXm5hVuvHh8VuOz/AMyJgzfDB2PDw78sXTSsADu5UYXsSA4MgYAKA4TEB3st7FMf9PHnIaHbMAL3WoAuQBgF+BmYJHgmK6WT0NkZxJQcPD/TQnccgT/fGx/o7bmO8f+iH/YhMK5/8w1mU73od/JIuX9C5f5Ek1rv34W/wYdr4NpOjI2DbIknuM5Wm/0k+WnK5wDOrwTNgGBgYuLWlzlO+R7512fGevf6rOAY3iCryPPAFWD6MLEnyA1Ua7G17IHFQJiXUFifiRiozQ2CGt8lS4pZTLtE5yv06cFH/E79wqT/oVEVGMO7Fcv3T4JQddaUhlmtDLNac2/fJ+PAg2DnYcMCpVY0VGYk+hzTeH+iGdbQvbr+lOg8yCWpE1U0amaEWJL1uf2cjWhl3oYYxJO0XyXjA7Qlj4gG6SxX9RNUVMNLTMoLOooYhUWZYY+g54O7oAOgM4bYbVd3lH26j21SVUxDtigrnmRZNG2i7dW1K0J5aRWo13oNv3HroOrIOSf3ophLwjWogjkKko37n7Yq8KCee6aIFR2VpEZ9FgMF+gbd5MDAoBxMADI8DBu70bvxjmaIXsfUpFWaLZ4i2miIy6Tibwen5oCorHOMruFpa4ClYqHwnJeW7IKPivi5xbzs+iB4FOIp2MRJJEhEov2J52iXZ6f+MYHP65VWfw/cnJsi1Ys/tVl4aWX/wMVkG+cGfEINB0k2unsaf4V/6062iOHzJZ2kFNUAC1Dhvf/fexHhDRbrn/iVQDnSdh2z+ttvyiuy51J2GOPRTgCsT8QAVQbjUheM/FsV7gqq21RZDdYCl4SqXbfVSLppK7YjVCHyPfkfckOI89pBgSiCmYMz8S0BVJHgfJPvIB3taQdBJXHxVQRJ1WW14hmhO7ux4ZoiI1pgahRP9SdLcEiE3E6RfOh3vuS8/2gVtp6qPH7qBn+mKmsLY9KAzl878rvHW5InuxutQuan+ZqHW60WSHCD800rgxkWSNBF0YbBcE6E/G8rTULGQndDh2ljm0hJcrE9MKwCS41RbsGJgmGUwAcAw79HR0vT7dx8qegv7utvOsj0BJ1eSkVLwmuEiWPQ3mGWE/eags38opyDUP9jR8M3+jtujg31gPGTaz1r3OfAwR4PX8PmKs6GSQqB/qOs2xAPhwWD8lM9RN2hC8pTnI5uaCZZc1OPUo88AACAASURBVPfIctgAusnzrmnCYBu9F6RcU8aHxdYbn4cgmbaQ3Ah7UkhWqCWEE2oPxnB9FWAPWRWR8n3va68nMStrryVw2T8qlnIdGokl1n0XyBnxI8KFbPQW4KfKzBCN55N+8Mg3RiQJqem284Pa4sSKjGA0cX8H3xxGaBGYRzxAcJueB74Ak1PPGNIrYIZIsuOZZoACyUarETuDzf9StdiO+jJSIJ5EjWSfgECqKYhxMnpbjTA1EDnhNrq5kQ7+Zj8LFeQeWhfqPTvchjzgULCj4n7+p6PbQ+MFnllNlmvwl3+MV0WYWhYz+/lOay26vVTg17mP35Z/oFwAzNqyMwODemACgGF+Y7C/T4lHZmSwZrJxqYTGigzCWpIvHOMTW2M2aqmn1evgV+11pcVXfUCglbhDgBMQVx8c1nbrGv5N8D4I6oNvLtvqDfa2gfM9coa5quSK3ARDxFuaprUCUjiDfUmSH/H/VlJaXpSTSOIub7FOhUwC3PwDxE1FCk7b3rpw/EflhYDluEpSJqOoroZKtOlUaYneUoeF227E9zfyr9BvmqpywLcK486J73RQPxZSDncym8RjFUn2Yk7FU5+YmBwbdTZ6h+g01LYaiRemBQm2A3p9Ld4TmgodAywcDJXn6f2djTiL9CLIKrfdi9Hc6lnSdD2b7Cx33v6uSJKui/7EXTNRw6cONT+lHER/nz/0Nf9bU4QkXxPUFfpeiOVaJV5SEyND3Y1VeAPUFsWTneXQDD3NN9GBy1P80wJOpgWeaqzM1HiDTouWG/kO+gtxC9BpVhueQZ2otIgxPjyIsyLsN3ubLCWLgdezwmZuFZ59SPTRwT4fk2WCx0VVFUmxl5ULgBWfT7NGysAgLJgAYJjHGBse3rLme0Xv34Qo1cLVaxBxHnseup0c+KKhIn2Wrz5y907n7QoQ0PqyFDJRDfKdG+mQFWpZluJvr/+qEs9dMDBieUVaIEZ9UH/iRxHvsff+5OQUG5b4aYDaKp//o7H/HQxeAysCM6ZkLsZ9F/dIIhVglaKiIKJcJBRctO7/rDc8y5+4RDrqkyv6HvlWbmQbiBxHg9eUFwLLrTc+D9YOig9Wh88Bp1bJ+nf1d9y20VtAHJlwv1P5kiQbDFDVYdYbuNP/UnuFqW+V7aYXyQQ8qBX+TfQ5hEIkgV817C/eUp33UKD6HYXkqM6JQK9wNHyT5xQ+uLj7no/AcR9IJrbRNHUl6gc8IZWDhoCimFJQeVHke8n0/wJip3o+M2SLc6L3IRGPkK/T3nKI5brq3EjIRTxK9PvhgR5ouZIkX8gnCDYSJFcKJJaU5fqnIQzKUwMgSGZ/AwCeZdQwNHBlZig6MEi8qi5Mt4ri0D9j3XeRWvU0/myGOfWAu90teEBGBnpRe3hZzXKdaARK/E4JGmo177zHwKApMAHAMI+xW/9PRW/eAO/pU1xpD6PifkJoKAHF6KtqbESeABkFtyCcvrelJuWiaYTdpjCr9Um+JnSuETrkTmttZqgFrFISP4cG7Zmi+xMTodbriRsPdde5VRhLDlC+XY+kXyWAMZ315ZTMhViskVoV6WqoJD8pkiVV2VPBf6Z8bNb8j38W2IGuZjr9LzdbE9i2SIHjPhdgnyQSK+i4n+kKMDlFHvkgiGB7ZE+tSOLWDxvAHbl0MPD0b1LMCe1FHF1objKwTKdtb4EpVqQHgb9qvMOAy5KFCLA6Z6N3UP9oI499n/I5F2QXR6K/PZAEk3E0fAMiU21LoJTI/mxoKlSsle6zdHKdOO4T8IwSKwUno7en1pok+4DVXqB4IAllC3JffNUHRuLZwYOMMtEr0EaydJ8L9HnISygrsqSGRw8qEUVpvEEVQXynA3KF7oGhgLZUVQDgxi10noT4j3bZhhKgZGZuHrQEejh6kc/hpbNWJ5pFYU66cgEQH6n55TsGBk2BCQCG+Qp70VFFr11LM2PBzRu5ewdsT2roddv9YaSjPshNZWYoqGFfW92YutOBIwO9KCQj2DzCfnOw+V9B5n8SxgNOBurfzgnG0nbrGvjKzYJosiu35Ua+3AL7Oxvd93wkkoRbATMrTbkIimO3+WVuuoAQy7XkRhQVQgB5IHoYL2hqly2dGfU6+JWs+8T48CD5FQbILe28JEyQBP8DheJTOdAYKZJwTMC5vZ9cSzhPOCsXxLPfYevrSsqBoIJCiHHfBfmBesbxaYGnlBzfUJEecHKl77HvU/3NyK5T8Hja+rabX5La5kh8b0CtoLXoN9APaIhY910JXvs1kmOVC+hAYkyUkwHUFG6nMO7cuX2fFES7Kj9xcnQE9vib/UzWlG7kRaF7qJQHVxZg9lQWih6FWH0gyU8M3ixS1/v/gWRBhmgwEnBW7Rxq48PiKKetaBGpZNiy0/xgsXEee2qLr+K57rxdwX2uRwf7ptjzjvdbawpnx9Nd3NsOpg5Npchg200vogH57wAmfv8Qt/jgvP1duk9DbdzIv4JXFt4GbrsXz2QFSXDs2vy7EgFge+aw4BYyMCgCEwAM8xJlRbmK3rkHjNYJbh7B/cnJojgPmjxLyWDsvvdjEEdog5SLpjiltihe0XIByERFehBYI4lLQ1gO6IW17nM4/VZRnOyug0TvQ6D+2eE2maEWitIhwdTAM6uJMwZYb0mSL2EPYPx0sIdJZKur8tniMfGA9caHYTdDLdZeOP6j6FH4IEUUn0xSynUDqC9LoRUVpJQLwrziRO+8KMckvyO4F1rtpKJgOcQSnX3HTRHfmwumPygpE81BciZ4HvgCBYIFqiTYpKb/ZfchZIVawgwH/YU08j1IOZQGpCPEISpf432Spv4lzvfQGxF2m9B/lGeuGOhq8jNdAdtAGdFVoGDddn7Q3Xh9hsZkh1lTlo+/NLEuN0ltS3WeGiUTv7KpJSzjz1HDqp7e23oLjRVuu5FGvPnXA7v5pYBTq9A3KtICIfn62uuVb/WpKYxN8T9eFO+Zf8V5FsjuUH83UfLTwuvgl9Ak0xYIKSt6tJqHvzPP1QUN6WOyrKf5Jh5V9HZtV4hWkZ+VokQA6K9V9nphYBAWTAAwzEv8uuw9uS/cTX8tF9w2KYzcvQMycenM70om5OTC0eC1EMt1eVFOJFQl+HG0yzbK+ymgHMpTA7gBLqUAvg56BxtAhhSlIAU1IaWBQIOvEKIPacF1FSDZmqYYQKSDkvuNcd1BbXvouy/xgVbi5kviwJTJRBUEUSAphwjk7qYAhc25bJt4/gBqeCo+z6OZY/O1/5vi/TpPXfU5RBcuaGim9EunyTeFcecUWTUxOowmIFPIpNhpp8mlQDZPix65gUk5//R3NJCtw3RP9vjwINRgdW4kBAxoVmWmhjexwACyoTng1K/lKf7+J37BtXyPfhdisUbJWTcLoqF8UA8TI0PtdSUQJz6Hl6qUBFcRyEYR1C16puhRDCX8/Sdvg9LYUEpwLd4Tp5OtOBDGfE65NzHeWJmJHkLSTUgBT0TyhWP1pckwT9UIv6kBJyBN0wJOguyqmmZBDSR47Zcy3kZvAXoanvGK9CC8K4gz28MHU+epojgP5QUSHzyRJFITtCL/GFyKACFRmnwB0m4qmpbmciYKhb9/+pTtA2aYj2ACgGH+wcnyuNy37apv35/LuVfEve2ZoRYgPaA7GPloPh0+kBUPYOcYyPva65VfFIwtyskAQ3hNQQzO6rxdIXtMb+stslXR0/iztlvXiL/+VBSg2mJ6DEgP2Q08xQAUhFQHMwg4tYowbykoz/N1uyxVJJPcd6CryWPvp+ZrHpbm8e8wQSMDvSgTlQl5A7OJYnHY+vplWz18D27hY/KtSBK56IHEM4cIp/xolweSME2k8l13LVKyIxOVBorse+x7YoD1xuf5pCumaK0p5NaAlCM7CDQ40NSsKmcGFOSMzMsGm/8VZrVeI1mWuKDLKRUZwReO/xjltBVdCFVHt95Kob+zERXovucjSKyBrua2miIoumgXI41sY703PkZ6WrznPhEnDFSClzGtNLUz5pJgTWTHKiT0NC11swB9D51HqtNCfEKPQUWgm/FUEXIRdPYPVDhEF/Vx0iqIrxql/ujzcmcH8OrIibAj+xO4O5tlQTz6yCtCPY8sLq5nhdlufgk96ty+T2aenW0uIDLIV8kiwCykn2dgUA9MADDMM1SXFyt61VYUq7NZUCiAUg/1d3c3VoGegmsWRLum+ptdcTYMPP0bhkY6CSoLf7OfbxXF8YzCkRkiwsHpl05jFFfkukN4EpmDd300Zy81/UzprCK/FLBDJ6O3KV/nYtpV/nsT4+B/IJr0GzB4Z6N3oCUkBf6PS+M668vTAk5C/6CKHq5U7FqUFWYlpW2IVwkJVA+MDd0l21XrS5Np3d4siFZiFcRMst9RehcqJcni1ioQ47pd6leU7LTtLUfDN7lrLOCIfqYrAs+sRqupejk+IBncbPReIDHyQbVDLNfBDFlfcFB8aAMQNfTJmsJYNBAorN3ml6edLeYPkv8LIFaR1NTDAz20dWayN5QsrZA+oERF1JUkeR38ittXIRTDrDeUp12CXI+w25QRbB57bvdFs58gktWzBHWL/p9/xRmPoTbaVBY0ycOUI9l0EwQQ7UHmf+Lga/Geio45f+hroiVEHDctCrzHeppv3iqMrSmIwT02VmYqSS8A3Wuv/yoeXlQp/w39cx/LFr/AAgExzDswAcAwz2Cw7ke571kPx+kzOs0jYKQkgfPddn/I9SQBwMn4l4PRfXSwD/wYXDMz1EL2gMaKDBK1xuvglz4my8glZFPtlj8KECQ3LD2JMzh1gIwAgP188g2Bi0so6f7iBC+oIDJDT9k//gW9wI37HlluqfMUmazFFWPcdzZV5ch1yUjyOyKRMaH0G1Ax6AEykSmSiUYqBRC+qe2/rtvJwfYGC0cGevlXO9f7H5xSavND7bWEcBtd/ARuTb/EMVONG3ACEgvGz9zDXhbEkWlqG3qo5RS7DTrrtnux7LZmtAU0FeQiCCv64UBXE1iy5/4loOwaNOZawnmRZAPMZVu9qaooiHnw7+A/VVnhahdOIsBCKuOvkog3XG8Z6D2IHNpXIUEhxkCLoU+glNS2pO3WtakIvGFW6KvkHmcBeFoLY915uirdn5iIdtmGRwwaXvbXqR3M656gnnVc/x9ULGQ5jTJElRseseKrPnKvhdcRfsUDTiLkzk5tzAKO7t2sSADkZ6kfJouBQatgAoBhPiE/M1nuS3bDb18LbpsGAdYVcHKl8/Z3MYqDi4NBgoXcKoxNuWhK+CvP6CvglBiha4viq7Mv46zupmqpA0iAcynK7nv0O9koH3STgNTu5JG7d0hkQNHDfQv/8qMAq1AeL4gLmjqAAOzffO3/CFGWAhQLxIzyUIYgXqJHrkdjw2IoAU/jz2gJuGvlGzezw6x9j30PekqOl5tHjOe9JF84xv2po66URJCUWhbIDrdxNHgtydekPO1SsOhvjXeq7saqh8Q6OxzkHkoj1Hq9VK+4XZbqf+IXMDkIA5g90NUMFQqr0PEmRoY0aw8RV7CBMEi0Jhgh9cOBAplJolmSAZpsLVByWFdDpY3eC7Huu2Qn+ANO/Zpz2TbMan2olY4inzc+KIrzaKhIx20Gnf1D1eCbswbyfsBDIfsT2U5NXBC9TR6uyYxJFohI+Fo843hMIKcr0oN6Wm6ODw/2tdfL3fBTnOjtY7IM/RxvNvX2ds9ZJFwJVSQArsaor2MZGLQKJgAY5hPWrVwi+4b9etFzrY28okPOC7TVFHke+CLJ70hKwAnwIT/TFdyZV3y23fzSuX2f8KFHGHHBObLCrDKCzspNtVueGkAC/FE46C+UG4DoRl4U8R6h04qTY6NF8Z44ns5zZ4WIpJg6WAL/Gxf3tktFL7l09nfqkvRQYBi+CUmjZMczF2HWG2z0Frjt/pDO+hNEOupPG8zH5/BSki53ikfuX6ISGQUBotcCc+LulxX3dZGgqE5Gb0vtKECbgm2HWKxBuxcp9sdQG2CixCSoR8K8A0//RigdagOqA8JPJAlxE+GwBUogM0Rkb7AQSkCNLLx8QHxviHrEZ3xTlRVO622Gvkb50S60KOVKT27L1hTGXjD9IcHL2Ovgl4r2zfNElJNBc3XuRbOfyD3OTYCUk74qK/PSAk/RmoSseiDJd+HK2dyf6m/GZyNvf0cDnsT60uTLtnrxHnsFv2XNYnCgX5EACAvwEtw8Bga5YAKAYd4gJT5S7hv2cpD85eZ5B5B7/xO/gJNVZASDeIF+lSZfkF3HB6XA0ItheNoCcy7b4vTMUAuwOrk8JifCTmrCXlFeJ3BEmOS6axH5fD0rjKscyO5hXI5bGmQM/0DjBMMDPcR13mXn+1L7nqE0pqi/KttPe1tqHA1e4xYCPifXhUkKUE2ECpOzaouvqnQXqHB6xRi3HfR7cE2aGkJq+0HLjXxIgqs+hyHVIuw3a2OqmMRwBMiiCniYte5zgWdWQw6RhQ6IJXwG9Ufj+pgsQ9UVxrrPPOK7XIBoElVGfHXIIgldNrHXf3V8eHAm5VfnRNAmGOrrVOlcPDK+x74H8XXb+QGeR5V2fssi4NSqquzwRO9Dyl3OhEWolQ6pq55maYd1rv/htYTz3AVD1BJ/R7Ug8z/xykoLOAmhO8PGnZvYqvOT3OHJ23VGWagZGLQHJgAY5g02/7Vc9vW65ufPBDdMIwDXt9vySna4Tfql01Pe7W475LLA+xMTJEwhTR2lCKODfUVxHhAVxHtHroNvbqQDl/3TZLRy0VKdh2Octr3F3aBsvfH5jGBzMnFIaQSBeglcH0ytS/hz06xOzTIGnMDtqFHUQFdTqr8ZyG5uhH1HfRnPs0ggVMJQ5fpFKAHoI2QSNb6Dk5Et9VFusoBTv0qdlehzCEAFQglAAmmwX1GQGXealI2L84e+Loh2hTQCBXfe/i6UANqUz84NtdFZX066HGixRGIlcpdNcPUZlt/f1URL4+4D4QOIhwumP8S67wLBzQqzmokZUzuJHbYUJ3qjxZU/XAKiva6U1pWUK9SUTuPEHaaf8UjircJ/WQyq0s90RX1pst3ml0lQ48cP9uZH5AoAV5uTgtvGwCAXTAAwzA801d+S+3otyZ9RLtK5AJDUKCeDi2Y/ga8Hm//luX+JEhf/4qs+ZAz2N/tZebHVuZHdzTcwTmeFWjoaviF3R6C4r4uwefxVFAtSqky6+g8qCa1CM1gBvke+5brZqFEV3U3V3NS5D11WKjJmuUVIgE6RZDsj6lClc8neAwIfk2X0+8rMkIfkSecprip4IBF1joZvQi+BDedE2PFZ21EDkGqiR7mcCGz0XkjxP44elR50hjQrWvBavKfaeXP5o64kCZdz3/NRwKlVtpteBJWkmRlQPzPxuafwOvil3MUWAuKqLvv91PT/kW/TAk56H/7Gfe/H6slOitqi+IIYN8hXPK0DClL7CQ76xDnoL5R6SxBvMSmAxKv6SKJjh1isQQ8sTw0Q/H61hCth/nJHqPMuM9KQDAzaAxMADPMDcmP/GxsqS2A09wHOd6swFtwr0fsQGDPoJsi6EreZnpabdFvqtGlis8Nt8Dcj2BzSguuIIoWuhkoQFClKqgSgCKAycr1+E30OPVxMWPdEb0uNSlUx1NeZeP6AbG6EaXWONjA+LCbh/0neAJUAwkeNp678Tdez6eyp7L6Ihop0T+PPq3MioABDrXQ0EmVfCmgvcnUoTOLr/3ABR/e584e+Rt9Db9FG3CFFQJeTrISsApv02PfpvfExJ6O3iUlhVtMsbfEEyQUGQFr8qyr6uiB4cF25TnGQwRAAsMFh6+vkCZoJMkMtmqtzISdAf1VNHzY74DoByrrm09x/FI6Gb/BfSSPAK05y4ptSu+EfMyiKTx3g7Sy4bQwMcsEEAMP8wPefvSr7bm1uqBPcMPUwMTpcmnwhwWs/6Fe85z7rjc+77/lIuc8MKDLX7T43wl75JTB493c0gIKAjs8koiJ/TI6OkGnXKCcD/meNDYvBQqiwkQKYcUG06+yHT7k3Md5aU6jGiST+DAHZTg0KSLcTELIrdQo6AJoJf7ubqqNdtmnjdmgIoHP7PiE7PoErzoazXKsUZC8E8RmLctpKstQR8FmJ4gP0RhJfiG5/R81DnpG2wBN3p7VW9ixvk6WQ1jZ6L0AhzNwJCjXcciMf6lpLbl0zREV6EPdZk40SJhWYy2nbW6ouiEEtuOx4z8dkWZD5nzxTl8xTjA4NyRUA4Ze8BbeNgUEumABgmAfIy0iSfbGeNlE4qz3Hcbe7JcX/OMbFgJMr/U/8IpLEpB8buqvklP6O254HvvhnFX7LK8o5cV9bXZLfkeJEb7A9CIBZI9DdjdeDRX8PdDXzORiEoCTJz9noHbnUn94pccVJ8D6o8UiU2sD1rDBiOdjnA4nTFN0ygQ8QA1LHg5U66C8sSfJN9DkEqXOrKE4bVuG6okdu3GUp/mQbiYhHllwtgcSVD7OaikNaGHcuzHoDsQc6UIOt3FiZSRyf4jz2QFm5PPJeczJ6u+3WNdnja68l4CkjrHfm+xAeSNIRoD9AB+JhFKSelQA9k7vPXlai0FTNokc7s2UVgnL0dza67ng/ydcEz/icDYGqQXyz6HnZcSolQTOCloFB42ACgGEewMHimOyLtbJEnQlawdHXXn8t3tN280sYfUF3QArL0y4pPwVDNcnVRVGVPc2MfkVaYHdjFWQGKIjvse8Fv2tFoPtiRZKdhTA12e8oPviZrhA9ijve21IDnmqj9wL+5YbUnJu4PzlJnKpBfQLPrKZ3h7aWu7WjvjQZ8iYz1ALsM+jsH1qKugNdIXoUuQVK49y+T6hh4Ltqp7lVD2PDYtGjzdAiSTY0ykQ1PlMODhpwahX32Qm30VUUFwiCPMRyLTQDiO/MCeuouB+1XZkZcrMgGjJgNmt4WuRHu5As2o/W2T6TDXbUerOAW2838q+odAlxX5fP4aUZQWfl6t7HEiuXvis7TlWXFwtuGAODXDABwDAPsGH1N1Jv1d+/+1Bwq9RAZ305N76No+GbbbXKhgewSUKRwZDo7luMqdNeKDfSAX8hAEBDNTKXqSXgBiFmciLsbpelkhCfPS03LXSevOpzGHfKjcHS3VQNWuZ79Lu5n0B0YmQoxn0nlzyFWKxRRLITvIw99y9J9D7U03wz2sVISyahkokll231wm03EqpNZsfJskCS35H+jllKptHVUEn9u/C3JMmPVpSqCdd4ArdWkuSLB0GJcm6tKSRUWCSTu0094NEG9S9P8U8JOKHqlhjtYWzoLom0y2X/cndd08QRpIeo5MADieV18MsLx3+03fxSQbSr4Hc9O9iw6itZAdDX8/gvfTDMUzABwDDXMSwelH2rBl84J7hhqmKgq4k4JVMXEblxSCimhmpJzBaPfZ/SePYkF8+0yA63AelJ8jWx1n1u9qPozARF8Z5RTgZBZ/+QdUoGO8SX4MqCG8kHEHt5UY7FV30gaRQdA/0DQQjyHe+5Lz/aRVPu77KgMYigJ71Nllqse2Lk7p3m6ly7zS/TDokvw6w3VGaGivu6tFozA13N5Io2G593NHyDhusB+jsbhWovPGv2BgvxvFjqPKWRiD1VWeHQABAAweZ/zSSrsQZRW5zoumsRNy9esOjvkYFeuQf7m/38z+qczlPKX1ZciHvboWnjPfbixQUlL/hdzxr0166QGqe+WfS84FYxMCgCEwAMcx0ZSbGyAkA8oMUg5VpCbfHVf2bd9i9Rnj7zdlkqhk8LnSeDzP90271YJIm+V5pykc+FJsdGY913VaQHhdvoYrDXRlQZ7SHUSicl4ITl+qcdDd+UikeJG7HXfxVcpL+jQXA7NYL2ulIwzoxg82sJ5y+d+Z1nhmM1QLd7QpOcP/S19+FvyPfdzTeksi8/9BQ6+h1kCchre12JRvrPxOhwd+N1SI7q3Mho1x1c1fHPRYXzVUOPohGo1ItgK4v8K8645cTzB4gnm7AY7GnFfUHhZIVZkfcJ3gzoDIpiE9GtLBQ8I2IN9XV6Gn+e7HcUf6NdjOZm7CMtYf2vX0qNU/prfxDcKgYGRWACgGGuw9nKTOqtumvz74JbpSrqy1JoKBiwf0VeyP2djT3NN1Mumnoe+MLT+LMQy3XEPTrGbQf/ednupuriqz5XfQ6HWKwJOLlS8HvnD0gXyB5wJtyys9E7suyBuNYkeBkLbqpGAAaG9o1yMgDPDjb/S3sXqkgLpM5IXge/ivfcR3+Cyor32Msl4rJwNHwDmiFY9HeM+670S6dvFcXJBqtFY4HlQ8MM9XejG3fUlzVWZNzIiypJ8ksNOIHTfUyWkQ3fiiI+FcV5CNUQUDvUjKbr2RopEzoW7Rvnseei2U9C3dcDSQTY5AvHoDMhANAukH8iSUpsJQm5Giszue2CvoGm4ePFhNdaqPV6dCd/s58j7DbJBrx6vPHb8g+khip70VHBrWJgUAQmABjmOg5s13kMUqsQx+spXrv9XUVBckChKtKDErwPuu/5yEr3WRIpxXXHe7fLUlW6FlgX6Ffsud2uuxaBewl+7/zRXJ2Lew+30RXJi0oOFMadI4shc8SnYoa4bKsHOg7NkxVqKZsfQIOoynq4ByDCfrON3gsg5VIHgA5CZNJdAdMCpBAHg8qjtCm3GU48GQp8D8bve+x7P9MVVhuewfG+R74NOvsHmYGWAkpQpIq1jVFxP9UkUN2aKjbR59BUCg7X7aomk9YU8J5J9TcjIYZri6921JWC/VvoPAllonwjDcwmtYHjL535HWqBz+UGe1q9TZa21hTi+DDrDUrymTyuWPrhAqmhKjF6bm3+ZmDgggkAhrmOv378ROqtWpiTLrhVqsJt5wdk2b1dccotEKD8aBcMojRwJOiIGu7IOZdtx8QDJMRKRUaw4PfOH9lh1in+x0noT7kJXBsrMkjNKN88PV8AKgxB6H34m1ArnYbyNO1dqLY4kdSbj8myqdqrKZJ7ktpqBAAAIABJREFU2OhgHyToFWdDIj65CDi5MsJhCzoV2gU6DQ1xqzC2NPlCjPsuiAoomWiXbWmBp2Lcd+KwlIumIL7Bor8hb6DWoBY8jT+HIi1L8e9rq6svTZYVAAJGyufudoXC1FSxyReOQf+A/c/+raF10CLg+pY6T6UGnBD3tif7HcW/PoeXKnn/EHQ3Xqe1wX/7ENo02sWo83YFxAMu/R9k/33dXbKuqi2NfDdOMDDMPpgAYJjrkH2rjg3P9TgwUrg/OUlcLORuibs3MQ5+BpYQZP5n4JnVxFMIvLAkyVe9NXRw6P6OBpJ6dtrxfk4B9DEj2JwoJdm4hEBHXekjX3ZhAthrFpbrn0ZDgzP5ma6YedopJaB5AGw3vYiuODadWz96bG/rrercyIygs+iZsNBt94c2egu4M/0kYy4ILiSrg/5C7uKAvf6rZBoYWhQkUmpvw/BAD5W4FAIGyiSRf6YqZ/NLGtyGURjrLpLspgi30Z2dG0GT5UTYkdhKaClIss76csgbh62vk2g8fNbNqDcU2pfPRdFVSlMuQu/VlSShqyT6HHq8E34pQklBttQ49dvyDwS3ioFBCZgAYJjTaG6ok3qrblj1leBWqQqMiMTHwPfY9+mXThfEuDVdzx7saa1IC4x01Hc0eC3Eci1YAmFFrrsWXYv3nEmwy0TvQ/VlKeDQfKje3AFu2efw0lj3XagEf7Of5R5DiexjEF0EXHPKvX6q9dd57PtUq9eimYBFjzKUqQf0ZPQoaDNxX5f4TsdgbxsBPuObkYHe8eFBPuVUpAdxE9uh52tV/yhBS3UeNSPB+6AGS26XiFW3nR9ofB8ON1ca2qKpKic30oGs7djovQAJ3d14HUjxPw4lBm02tQjAbwcRSUsn4h2SFc2NNxieVkhBvLgeD1muHsICvKSGKtsz8/4dxfB4gwkAhjmN0sIcqbeqseEawa1SAxgmyRSj/4lfAs+sxmBJRlmHra+LHgXawyBaW5w4c+/2JF8TSAjJ/oH3Bb9x/miszPQ6+GWQ+Z+wPDPUQu4xNJLSfAkGqgSTY6Nkvtz36HcBp37V6rVA0CnNvWyrJ/i9P5BExSUZ06Za8/wBocyIdtn2j8eLvExtagNiiQTcdDR8Q7PbYR0N37Q3WHj+0NfEsRD/ok3xyHc33xjsaa3Ovhx09g+8T/C3KjtcpamEjvoyWhvT5oXA5aDi8CrLj3aBPTWFsUI14lzAkd16UkNVfmay4FYxMCgBEwAMcxp4h0q9VY8f2Cq4VWqgtaZQbqAVa93nQizWXEs4rzwqqEpI8DImGQD8TFcIfuP8AdIf47qd7ENVlDo0J8JOG5O1QoFsh0VLgQpr9UL9XU20y02beXo20d1YVZkZwp3Snk2MDYtt9F4g1eJ1UPNLi7S7anaHd3VOhGRH9fIb+VcITR8bultbnIjHx27zyxCTRfGe6r1PuhoqiesgRIuSw6BtihO8UHXhthtTLppCinQ3XhekBecOln/yMnecWrb4BcFNYmBQDiYAGOY00q9GSwkAqxP7BbdKPWCEDjz9m+uO97wPfxNiuQ6coKEiXeN5bcGlIhy2hFrpuO5aNGvOxxpBwMmVsed2S9wYFiiaMb105nfCqPKvOAtu8MyBuyC3o22pRh1dQBznkVeYtlGdG0l1kZbiZZUmX3DQX+hjskyzxULRJXofSvDaD7UfYbcp4NQqSOKq7HCp1Bmqgjor4kFTdAzZ6QuFAA0wdXWHLdrLXzFfcKOiRGqcMjfdI7hVDAzKwQQAw5xGQlSI1IvV1faU4FbNZYwM9AaL/vbcv8Rt92IBPStUBRg/uCnJfAw2I/cYMFe6ebS1plBwm2cO8K1Q6/VkwlWr+drqSpJIFuoYtx2C3/XcAXHMe9ijbhZo6Spo2dHBPsFvlifCrDegNqKcDGR/GuhqjvPYg2fwirMhqL+z0TtzajVJQDhZHpcap8qL8wW3ioFBOZgAYJjTiAq5IPViveBhL7hVcxmgGv4nfrHSfRYaIP3SacHt4YmO+jILnSdhOchHWqB8jUfDNUIqPDZxBidGhmJct0tcUL4c7GnV0lVG7t4JsVjje+z7Gc4QP06YHB2h4f8dDd/8T+WsVYKuhkpQ/HP7PqF+WZCp5akBIZZr8VZx3v5u4vkD9vqvTqUm7G0X3No5ghVLXmPxfxjmHZgAYJjTiIsMkhIAbnbzhtQKgjHxAAkk6mj4RnrQGcHt4QniKUEm+KtzI2UPAON33fE+oWtgzIIbrFn0dzRUZoaMDPSqcW5dSVKI5bpQ6/XKMwncGx/7b8ZnVITbZal0+p8tjHBRlR0ONY7XSLDo78Azq0leDiejt8n2gItmP2l2t/R8R352qtQgFeTjKrhVDAzTggkAhjmNpNjLUu/Ws8d2C27VHAcRAEBG0FnBjeGJRO9DlI31tNyUPaA05SI9gO04JBi5eyfCYQutFkudpx6P/Gizg5SLprTq5GrO/zJqi+JddrxHKsdt92J8hjiPsNvEqL8stm/8lTtCLf1wgfjuf31TBMO8ABMADHMaGUmxUgLgwHYdwa2a47ho9hMZuVP8jwtuDE9cttWjaaRk3XuGB3povNQQy3Wzb54S/5Ax8UB/x22Ils768rZb1/C3t6VmoKuJZ0R8tdHdVE2iQBKfqDCrqb0EQeZ/Ct6U8wUkcD5gpfvsPPLRnzVMjo40VKRXZ1+uK0nqvF2h8XAFjwcqSwqlRihnKzPBrWJg4AMmABjmNK7lZUq9Xres+V5wq+Y4ssOsuVwZfFpuVt05BTqT7bLjPdlfSXYwgpYbs7q7rq22+MLxH522vZXgtT8z1AJ2+h773m33Yve9H5/b9wkNIkmCF9GZeBIA3m7LKxBjWaGWEAaadb9pvVlgb7CQ+q9DdWQEncVnzwNfCN6U8wL3JsZpe82RxAgM8xG7Nq+WGqG6O9nWCIb5ASYAGOY06m9WSb1ef1++SHCr5jiGB3oIMbXXf7X2WoKn8WeRjvqCW6UcMe47CRs7f+hrqZ+4sRoVBQjSEkDc6T5RPkC1g/3Tz6473vfY96n34W9A1v3Nfo52MarOvjw5OjJDq+pKkki2BIl7xod97fUPHi37aMmXHXrj8dsj21pTiM42lRghNUBwYxjmI8qKcqWGJ7uzJoJbxcDAE0wAMMxp9HV3Sb1hv3jvacGtmvuozAzhElNno3cEN0k5riWcJ6ZKRUzvab5JtzQoSRCmWYwN3b2eFRZuu5HseuQCzBuV6X/iFxBuP9MVsBYkMt5zX6q/mbfJ0niPvRH2myPsNkU4bAk8/RvYOVkZ8DT+HDIgyskAAsbr4JeZoRaj4n71bAP7t1z/NDHm3L5PBrqa8GV7XQn55mZBtMZrozT5ArnWUF+n4P1Es7g3Md5QkT7z3NsM/01s/GMZd2z6etFzA3fU2cfPwCAImABgmOuQEgBAcT7biDY9Gq9nue/56OHE+cmVgtujHN3NNx5Oae/8J4Jef1cTjfwzC1sahvq7y1MDYtx3gccn+hziCg8KMpef5Hek+KpPfVlKb+stRXm17k9Odt6uqMoOTw04ccH0BwudJ6e8g9Y/DVUAqeB18Ksb+VdUtbD1ZgGd+/c0/mywt418D/mBb1BXihKoqY3GigyqguZRVFkGBm1DNkeNt6u14FYxMPAHEwAMcx1//vCx1Hv2nMO8CW4jLMaHxdU5ESC14r4uwY2ZFiDWhGgSXttcnUvjkADg0FqK/Y/KKU7wAuMPs1of7WIU7bLNY9+ndJadAl82VKSrbcPwQE9VVniM63bC4N12L8blKjKC+ZcAjeSg/9Dv33XHe2TuHxgV95NAjYWx7pqtGSgiR8M3aQ1khVkJ0jEYGOYaujvbl364gDsq/fTFG8Ni7e77Z2DQLJgAYJjrOGC0TkoA6K/9QXCrGDSO7sbrjoZvEEf/wNO/ccm39+FvxHc6NHu5iZGh6uzLyReO+Z/4BZdz2vaWvf6rweZ/XTrze6iVDk05TDf49jTLCU6qBkbu3skOswZlh8ZwNnqnu7GKz1kQRa6P5JC9wUKIAfoT2fPtaPCaxuMOXXE2pDXgafz5zHcvMDA8Hthj8JfUqJQcFyG4VQwMKoEJAIa5DmcrM1kvoKHBu4IbxqBx9Hc10XUAupU2I9hcg9T2/uRkc3VuzmXbIPM/fY8sBxF3Mno71Hp9uI0u+G6Cl3F9Wcqd1lqp6f+yFH/N3ilkQILXfpScE2E37cETo8MXTH94uAlB97nWmwX0p9HBPugWfJ8b6aBZC2uL4rk10FKdN/v9gYFhDiLiko/UeGSkO9d9LBkYZMEEAMNch2wuMCAzOU5wwxi0hIbytJSLptEuRoVx5zQVwBS8v72uNDNE5H34G/e9H7vv+cjR4LUQy3Vh1hsKol0rMoL7H3nUAHlRjlzui2M0fo8TI0P+J35B4dEu26Y9mIZIAiozQ7g/keifuJexIU1K4rFhMXf3BXTRrLU+A8NcRk11hex41Np4W3DDGBhUBRMADHMdeLfKvnD3bf1bcMMY5j5GBnqvZ4WBZBPnIsBC58mAU6si7DZlh1mXp12S9cBpqEh3Nnrnn12/+q+KezUf2Pv+xES4ja7l+qenTa0KFUSNifPYw/1psLeN7CjIj3bRrHlQSrCNbISw1Hmqv7NR8KZkYBAc4oH+35Z/IDUYXfDU8OIbA8PsgAkAhnmAZYtfkNUAHS1N2r4uw/xFU1VOpKM+N46njd6CgJMrw6zWJ/matNeVyj3r3sS45/4l3LNKkny1ZOG98bGBrmblxzRX59LEAjBMKuJQgpexSJI6bWJkSIOGge5b6z5Htxwk+R0RvDUZGOYC9NeukE5M+fd3glvFwKAemABgmAc4tFNXVgA4WpoKbhjDXANY9fWsMO/D30g58YNGex38KjfSYXigR8npFWmBIRZrqABAOZrN4KsShvq7aRwkMPKuhkrur70tNUQbaHx/QojlWkeD10gUVKdtb6mdsoCB4XGCseEaqTHo60XPdbZOo+EZGOYsmABgmAe4HCS96QpYtvgFwQ1jmDsAUy9PDXDbvVg2eL//iV+qcyOnzfc0MTrseeALrsP97bJUwW5nchJEnFpSnOAldcBlWz0SnFSzeawqMoJRrNWGZ8h1y9MuCd6yDAyC4+zRXbJjUHxkkOCGMTCoDSYAGOYBWhrrZV++wJXQi4LbxjAXUFuc6HXwKyneb6HzZKSjfntdCc9CCuPOJXofst30Ijk98MxqAe8o/4qzkl3IDRXp5CcIGw1edGJkyF7/VYgKCAAbvQXeJksFXABhYJgj8HA0lx19ju83ENwwBoaZgAkAhvmB35cvkn0F//zVWyNi+XlYGf5ToDPW1OEn1n1Xf4cKoTnI9H+Sr4nvse9JIc3VuULdTuftCqdtbxFPJGejd4b6u7m/3hsfg6nWus8FnFql2euWp12a2mxw4AtUgqfx5/VlKVIHiPu68qIc709OClUzDAyzjCuhF2WHnnUrlwhuGAPDDMEEAMP8gKvNSbmLAC7WJwS3jUFwcD1/QizX9rbUqFpCYdy5tICT7ns+CrFYg0KCzf8S6l4gRbwOfnXpzO8WOk9arHuioSJd6oCiOA9tSBRc123nB6FWOiGW6xK89sMAqQMGe1pRP7huY0WGUJXDwDCbiI24JNf7lIWgYHgMwAQAw/zAjYoSuQIAaGmsF9w8BmER47YDxNTPdIXspDUfkOA/Kf7HY9x3gnZP5b26kS/UvcAM/xO/WOs+Z6P3QlrgKalfh/q7Seavy7Z6mr1uUbwnivUxWQYNEHBqVVttMffX0cE+VBERHtw8xAwMjysueNjLHXHyM5MFt42BYeZgAoBh3uDXZe/JfR1v3/ir4LYxCIv+zsaaghi1T79ZEJ3kd8Rlx3txHntAcGUnv2cNEB4wgyThunD8x3vjY1IHxHvsnfJxWv90b+stDV73dlmqk9HbxOMowcs4wn4z99f7ExMhlusI+4901BeqchgYZg32oqNyh5vwwPOC28bAoBEwAcAwb3DRy1HRIkBqQpTg5jHMX0S7GGWGWiR6HyL5woRycZnah7B/idfBL2GD7aYX+zsapA5ou3XNYt0T+DXF/7gGr3sjLwq0/mHkU5Ol/mY/S83xZ4dZk18hD5THUWVgeAxwZLee3IHG3pzlxGB4fMAEAMO8QX9vjyIB8O1HL/Z0aj5dK8N/AQNdTRAArrsWFUS7Ej8ioSzJCrPC1QnVLk2RjnB1f2LC98hyjcfm72qozAq1tDdYiJJdd7yf4GUc7bKNe0BzdS5xiwJqixMFby8GBu1BfHdg24Zf5I4yew0E2xfEwKANMAHAMJ9gdmibIg1gsO5Hwc1jmI9IPH+gJMkvwn5zjOt2cNwb+VcEMUPc2+5p/BkJZirXB4n46E+F/syJ0NRFx4buJnjt/9f0/4lfuM5FEyNDHvs+fRiN1Gq94I3FwKA91N64/vt3H8odXzb9tXx0SJP5thkYBAcTAAzzCXU3risSAMA5h7OCW8gwvzDU333R7KfscJuG8jQH/YVuuxcLFfk+1n1XlJOBpc5T1hufl3X+wTckQUGw6G8NXjT5wjGacMBa97lE70Mxbju4B9BfYZgasZUYGOYLroRe/PL9Z+SOLH//9OngAMuHzfC4gQkAhnmGfVv/VqIByooEi93OMB+RF+WUFWYVYrmupjAWNDcvylEQM9pqivxMV5AwOzBJ6tfJsVGoFMLRVUpuoByVmaEp/sdRJomdmuC1H/UgtbeYLjsk+hziU2Z7XcnE6LDgzcrAoBKUrC3/+cPHfd1dglvIwKBxMAHAMM9QXpyvRAD8+MUbd7o6BTeSYV7g/uSk75Hl6UFnylMDki8cs9J9dqhPgM4DM/zNfo522Uay8ILuSx0Amk5YuAb1SV9bXcpFU6Irppx/Dn+DwqW8/4ltxQleMe47Rwf7pi1zKpPA7sX50S6CtywDA090tbWs//VLRQPKL9+80812lzE8pmACgGH+Ya/BX0o0wNqVS8R3BwQ3kmHuo6EiPdHnkOf+JRMjQ1ACoLmCmFGVHQ4BQAIQ1RTGSv3aeD2LcnRZbaAe7k2Mx7jtyAq1pNnTIh31w203djdVz6TYnAg7FOW+92PUpwbrB6qsIMYt1n1XnMee1ppCqV81VScM/0GUFGR//9mrioaS35cvam9uFNxIBgYtgQkAhvmHmuoKJQKAbQhm4IkU/+OFse4ZQWe7G6vAXNvrSmbfBvBXb5OlUU5bYUDAKemMFuPDgyT5rqXOUx11pZq6aF6UY3mKv9WGZ0jJztvfLU7wggCYSZl3u1ts9BYQOVGeGqApU+tLk0niMwrIACowSlMuVmaGzH6rMTwGcLI8rmQQ2bDqK+b5w/B4gwkAhnkJU2N95RrgwHYdwY1kmONI8D4Yar2+r70+2e+o77Hv1StENleXSrgW7xlk/ieJwtl265rUr/Ge+wjrzQg219RdQ0jkXLb1PPAFCe4JGQD5EeO2o7l6RvtniIYhGQwGupo0YuqNvCiiUqQQ475zTDxA/Jcs1j0xQ8sZ/muovXH9758+VTJ8bNvwy4hYLLidDAxaBRMADPMS3Z3tygUAcPboLsHtZJizaKspyg63iXHdPj48aLfllfK0S2oUMirud93x/hVnwwiHLZkhosnREZVOx6U99y8JOLUKRBYlSP1anRNB+K7XwS9VLVkRRu7eifPYk3j+ANlvYLn+aQAXCjaXjnGuUsIvUHDKzgti3DRi6q2iOJp/gABiwNHwTRqxlH7vafy5ZvsGw+OKseFhV5uTygeO4/sNBLeTgWEWwAQAw3yFt6v1tBrAweKY4HYyzE2A/YMH15cmX0s4b2+wUD239fa6UuK7TxB09o9po4j2dzbWFsWXpfiDNOdGOoRYrp2axtZ5Uir8Tn/HbbvNLxMXHZV8kyAqWqrz5M7Bw7bYc7tJYB/c/tRs/eaXAk79muRrcrsslXtkfrTLVMhR87/62uunvSKK9Tn8kI677/mIq1WgIrLDrCEwVF0n6W68TsKeUljrPtdQkU73Q9PVBvJBg5nRGB5XpF+NXrn0XeVDhqOlqeB2MjDMDpgAYJjH+G35B2wdgEENjA+L86IcA8+svj856brjvZSL6oz6YP+Eo3MR5WRQFOdRkRFclRVemRlSnOidG2F/1efwZVs932Pfg3ATLosPDvoLXXd+AP6Nb2Ld/9VLJ8dGaUrgnAg7nvbgrMxQCxu9F+gceUN5GvcA6I1kv6OOhm8meB8EYAPUBYyECOEe1t18w3L901TSTHtdiBl6+1XZ4f+U01TtsuM98n2otQpJxMbEA+f2ffKvuX/dZ4lEgVr7RxJsfL44wYt87qgvE7xTMcxZdHW07d7yx7SDRfglb8FNZWCYNTABwDCPoTwkKIWx4RrBTWWYU6jOibhZEA2mDrIL+ig1+84H3Y1VYPCEfTobvZMScELWVV0JrDY847TtzWDzv4iPe+ftCm7hqY9K8z/xC8/EZDgszHqD1FUs1j2Rc9mWHNBSnRdqpRNmtd7zwBdDfZ0w3vfI8giHLaiE6txIblFB5n/SEtICTiq56OToSFfDdbfdHz5yVfqKWgtGLrV5tzDuHM+6pZmJKaqzL5OfoKzol9nhNq03C8hnqRUMBgaKIB/XbxY9P+0wkRIfqW1LGBjmFJgAYJjfcLM7zUcD6K/9gcUGZaC4Fu8J+ivu6wJxv3TmdyVH3hsfA3UeG/7XjsAx8YDHvk8J9XTZ8V5fW90DyYJAtMs2woNddy1yNHjNeuPzdptfdt7+Lg7GVRLPHyiMda8tvorjJ8fHPI0/CzyzmhzPLbyuJImUjHP7O/lGIUy/dFrKNwb3SBzlM0NEMDjg5Mpkv6NWus92NVSSeXTUAIj1ZVu9+5OTtByuNz8OVr6dF5fIi3Kkx9/IiyLf32mtpc76NnovJPmaTN3Ollf43Eh5aoAU++dmP8AtkC9Rw+PD4r72+ocKISdC8E7FMNdw60alzq9fTDs6LFv8wrW8TMGtZWCYZTABwDDvseXv7/hoAIwELEcYAzDY2wa6TKJe+h79jtLWqZ96Wm8VxeVG2Mee2x1wapXbzg8sdZ4Cv3Q0fKPlRj49jE5Rg+JzJ+9HBnpxPJ+pbrB8SAKHra+jkLIUf/r93e4WKAepae9pUVsUL8X+ybYBSpdxrZIkX3xPbPM98q29wcLA078VJ3qXJl/gFhV09g9ajvLsvzfyr6T4H3fa9hY52PPAF0RIQN6g3ujaSEd9WX9HA/l3oKtZ+Y3gSCnX/xjX7fTXxooM/Erck4h3EyqcHFZ81UfwfsUwdyAe6Lc9c5jPuLDht687WjQTtIqBYX6BCQCGeY++7q6fvniDz7v+l2/eqbnOfIX/66jMDAGtrM6NBIm0WPdEykVTMP4Ihy2uO96313/Vc/8ScFnAY9+n1rrPgeJLzTFDIVB6KhuEHqza3+znaW0Is94QYb8ZJTgZvT0xOky+vDcxHnByJR/yzQVYNYkiSt1+oC7IT3R6/sLxHy+a/RRk/ic4OskshqsneB+MdjEa5yxutN26xvWwhxxSdFHxnQ5IhVArHU5VhOL7nuabRNU8XBuR7CGeHBuFVfim6Xq28nuBUOGyf5/DS6l5KNluyytk4SUzRES+HLl7R6TiTgmGxx5Bfu7LP3mZz4hw9thuwa1lYBAKTAAwPA6oqSr/8v1n+Lzxv/rg2ZSEKG3bwzCXEe+5D8w+ye8I3eqqHCCvODLKaSo44MTIkNvuxeR7cGjZwiMd9XHw2NBdJQYMdDWBixMuy/VvSQs8RUr2PfItVQXKcX9iIuDkr1xrcyMd6K8kmA9x5nHQXzjY24YvYbaj4RuXbfUggeI99nJLC7fRpeWkXzqt5Lohlusygs46b3/3oUPOjvfvjY9BFbjuWkTn/u+01tLjoXOmddShYU8frmNsfqm/4zb5aai/233vx+RGYCT1WaICgEoChv8yMpPj/ljxEZ+BAEi4Eiq4wQwMAoIJAIbHBDnpV3m+9wE3O2XkhuGxRG9LDYn8I0vxbTe9SDxPvA9/k+RrknPZtiTJr74spbuxChSTW0jxVZ9Hru0L7na3yF4l5P/Ze8+oqLK93fe+++zdOdu57bZtU6ttbHPOYAYTgqHFLIqBnJOgJEkSJCdJEiRKRoJIzkFAgqB2u98zzv1477j33A/3gdm99uqiqqiCohbhP8ZvOGTVCnPONcPzzDWD/jb8igulhCT+7o3Qm1oQuJCzkLbsIOQ4u7Pp/k854Tsk953O8iPC+vi5X6Hv/zNAPzXozYD30Ff5V4Sj9l29rQ+8rvHHNbH50Awztc9edLRKeigS547OSk9eSqYF28AacSsXme77pKkin3+J8/mlOJ4RZi8lLg6n5vLjkh1zhx1/2dPF9vzqH2h0cnZf138m88BysOOwOlLujLi0N1aOcMs2YixT/qRIbftyGev/jUumlRVLK6EEMRkgA0BMHAK8nGX3AMfVt1SVl452kAjBgfhLD7vpfG6x2N59A9W3IS5j3S8/SQ8dcusraGsIUHZhoq+h2HNYF3hjWa7Em7x6xZbfwWkBFmrsYHNlARwFu3NpRriMUetsqdPf/k8uLhYHv4Ig5p+ASDFjE2KrwY6wucJwKZDX8AD8k+EK+IJe0kMby/Ms1D8PsTvqemEZZ596O9vYBGi9gQWOKvPiRa66Z7JH+lcF2C3+e+FmZkO1372xhXsQXAr/KtgM9hN/HgWjr/t5UUrgQ39TRNbpzEL862uoKvtKRMR4oa256fp5Tdlr/nPH9tIuvwTxhgwAMcFwuWkqe0vwy7T3aDjQBKb+aRaEr9Gu9wbrfqa2IeL53cmy3PBPqa3++cuezsEn1BSlshOaqwol3aSyINHHSNXu2E96fy1e2d3WyA0r4lbtlAVu+y0G5D7/1xfPn8HYWB7+xlpjKgQ6jrzq7bHRmHpLe77b5dWQ+I/CHbiTX73oNt3/KbuP5aGvJW2LBo9kf2KWyb6PPW9sYtPO4dXdAAAgAElEQVSjQZTz2eQAcy4YeQ+8Bl/IFjaFbZAUF5YgnCtrrSlhx/m2hD9dm4EEZD/xVzKtKkgKtdN0Pr/U8cwC9vZxw1va81wvLne/soY/MIkY13S2t9mY6KIal73OD/IVNYoEMWkhA0BMNNwdrWRvD4C+zgnBw0wolrKcGGhccbr/Q4uDXyb5GkHIWhz8SsZx9hyZkY5/dv/7GIg9IcTmiN7A3r1S5gBA0Ybe1NJX+Re0+B+vXsFIOJ9bwm7rb7qXP4BHOo8ibrOZtXoSJiTkxXmwJX24NfIfJ/kh1g88r0JJ+xqqMlfA4AYg6fVPS7AU+0SE1uvGZsOd78D/RLte4J/PhQRCX+y1+Qk++NXj2gaxv8Z5Xr2x7R/cDbl92bgBV/13dtMZfGF2zB32a9Xjh211T6NczsHesPkGDOcLvyId+DElJgAvurqcbY0X//SR7PX8moXf0QoQBMGHDAAxAbnn5SSXB9i5bj4NCZ0wdLbWieh+qO1AS3VoxLRgG3/z/S97uiAKYyRIVSnEe11nN2x4mj3417LsaParn/EuSXf4/dVLx7ML2f7B8XdvvO59weYM6A3sBiD2q4JYmquLzNW/4BsbkQkJcCAJ3nr4KeLWb9xBj6vrH3hdg83IT/AOsz/GP9/HSFXvr9H/ktwLtz1ZRpgDt8UvzucGL3kbbJe0bVlXWxNMAq4a/BNsFV/9m6lPYfMunmSE4cWxg7BzYkfwsx0G+q3F1fV8O4QLg6wO1pVkCJ4bCYXj5WSzbM4UuWr46xe0OjvaBQ85QYwpyAAQE5O4yCC5WgjgaGMkeLCJkTMwUn8OE4K2Wj8m+RoxcQzRXJkXz0a3e93Y3FJTLO+d2Xa/5mpTBvfTd7bUMk0M6Sky/5VPVUESJ1Iby3K50e2Wh79pl7rlFp8XHa03j80w2fef9fL5Swm9GRjqU5oZCSWN6HNqnu2Z5XBqrtXhbyNvn2IbBTBgPLiBUnEeumIfmhXl/KfUvrbhaeb9wV9XbDSnSZk3DNhEXjgB/sHUYOt+9c8zAGxBz4rcOC5IFge/YusXDcZdd51IMAxU3gqx1aBxPhMSf0+n1b98I1etvmHptOz0h4KHnCDGIGQAiIlJ1/OOGxePLZr+oVytheraefQpYAJQmBzgdGYhNOvr3hfcwexo16woF8huqEPXi8uHcVs20t3XUFXkeHtDBTeIP8r5rJQ7xLlf0ftrFgG3so3Jvo/FflIQC8S9u+5a/nr5dsd+et3Xyz8nI8weEdTf8c/KgkTuYKKPASR1oKU6wiDyjaIkPZS7m1jpXJwWzDrjYXK62xrZDGY+hrve5TsKsRQk+uLMvPi7f0bkRXfErd/6L/97939fV0d1YTKn/hELtufXYOBbuI8PDMSO7cpMTDAC7rpAysvbp2NlKGbYGEEQDDIAxIQlLSluzcLvfp39mbzNxm1r8Qu8EOMayGK2+2+Eo3YGb/6r7JSkhUBligyeKX0UwS2H73hmgfRZxbdP/yIinW2P/lBXmiljAH5/9dLbYIfz+aWm+z7m7iCyuH7V44dJvkY4Hu16gX8cFiX0ptZdva3J/maZEbf4P3ETbcX6ItyQyXGj3e/DqPR2tg2eVy1yQ7H88fo10sdGcxpOTvIz5mb98sf/xHnoNlXkm6l9xh2RNKkAQj/Q8gB3mtPZRbUl6YLnMULh+HncRjUubx2+Y83PJY8lrsRFEMQbMgDExMbS4JK8LQdj06/T87NIT0wcmisfZ0U5p4fa9fV0WWtMFRmIIiMve7rM1ab4Gu18MzAjtiI3jhvDw8bASBqpwuhsqWWd5dwlMCTSh82IEO1y3uLgV0F/LbjJhC9/PBLUuePZhYY737E/MYu/xW91YbLewKpHkbdP+Zvv5zYfYOASsUOJ3gwsfMStDsQW4cmNdRdR//AkMoa/qiCJP1L/rxE+X3L/L04L5v/ZP2To7wubvhkwEjkxbk8ywthWyv1Wx+U8rfE/wejt7va+Y79Cti3eRXC2k2MpLYKYtJABICY4e7csGZ4HAHo6J2jq2MQgK8qlMOne8+aavPi7PoYqw74PLIS+yr/sjv1kvOdDvk6Fhm6rL5N+bd4DL6hbo13vWR3+NjvmjpSpAoN53dcLmWug8lZRapDx3v88mr/8JTwJtDgbNsPf4QuE2R+D2Qi0VM+878RtPsB41dvD7Ygssn9ZTWEKm6+sx9tpy9tgOz/i5ge+6G5rlD0iqUFW/MtdL62Icjn/5ziine9wj/tT2f/9I8abgRnejyJuIxFuac//MwBqU35/9VLwDEYoiq7nHa72ZvJO82Uc3rWmpnKIYkgQBIMMADHBaW9t2bhE7sGjHCvmfhkXGSR4LIgRAgMA7f5mYEcqOIFh3+dlT5fzhV/5ItXy0NcJ3nqyrCgaelOLbRM2WNdKB8qeDbtPC7Zx1137n+FDWj/ytW/83Rt64uYh9K/xv++TJD9j3IRtecb/teFpNjf+nv8xoSLvATfC/oHXNXbwde8Lo93v86P/OMlP3jQsTguGbYDrCHc40dfTxV/rk0//oqh/X1OoriSjNDMSiWC4613HMwv+Gvd/QPDcRSiEpoY6a6PLi2d8PIyKevFPH4X6ewoeBYIYR5ABICY+DTVVy+d+MWwPAI7sXltXVSF4RIjh0VJdnBZimxHuAClsrjaFPzZmGECzpgRawEjEuulU5MbJPvjklvY8iGw9efb6ZUQP9JGH2BzBc7mpw/1+IMSWOwf3ZAeh9UWWvS9MDnC5uAzSPy/+rrf+NpEZw/mwLwMX8nfpwkFuoD8UNmcMuK3Q/hz8o79teGmIF8HW+gTPaksHq38fQxV+OBEARLC2JP2u3tZ+b2C+HzZg2A6EGGtkpz88q7l72PXzZe1DbS3Nox1IgphgkAEgJgVPiwrk2jVGLA6WeoJHhBgGWVHOkIxlOTElaSERt04KEgb4BH2Vf7HFgno6WmS/MD3UTm9gem5JemiEw0lukIzhzne4ofzNVYUmf00LfjRofrO/2T4cRApUPX4Y6XRa5Fe4CHZhjNulNwN9/PzNd0NvavG74TmbwQYaiQwZGjYBFmp89Y8/+cs3IblyY93Lc2Ktjnxno/E9EgR+gH2HMVB5S65JFMRYI9jPfef6X4ZdJ29YOu1RSoLgsSCI8QgZAGKy8KQof+msT0foAdYt/j4jOV7wuBBykR52M8RWA//xNdrZ3iDMlxy2E5bJ3o/sT8yS/arC5AC2f1ZF3gOv65tqi9M5lXzPZM+fd26tt9X6kR30uLZBZI+Cvu7nxns+bHiaDQOQ4K1XXZgs8gic4HR2Ea4Ntj4EnY3gcfo+0Vd0Oay2+jJEgZ2A8xWVOPAYefF3YXICLdVLM+/zf2ooy3kUcTst2MZA9e1b2vPYKp/tjZV/xvfqekHeJjFCmhrqbE2vDm+0D2Pu1Ldtza4JHhGCGL+QASAmEVXlpavmfTVCDwCO7l2fkyEqpIixSUdTdYzbpTj3K93tzQ6n5goVjNbaJ0yzStknWITynFjDXe9CcEMTQxw/b655khHGGQC2oH5nax1kMTtioPLW4InIj5P83K+syYy4VfX44WB7wHjZ0+lrqPq3Oc1nFtQUpogNFW6oN7DfWXN10WgnGuxKcVow+z7gY6jCDW3KCLMfPAiKGBeUFORcOnVghDXw1bMarU2iy0MRBCEXZACIyUVDTdX6JT+M3APMHJgYQDZg7JMV5Rx6U6uyIDE72nXwABilUffk0Z8zdF3OyXJ+ZV680a73jHa/X5Ie6nzh19ritDf9ZqaKbcgF4AeaKx+zWcUiC/XwgbJH9ENsNeqfZsfcuSjpcX+8evU0KyrBWy/a9UJJWohYn8DxwOvaw3ujvtJietjNJ+mhbLJvgo8+P0jcRAja8XccEX8/5KDqqhHWulr7N5U/GXXnSRCTATIAxKSjvbXlgMpKhXiAmQMLz9FW82OZJD9jh5NzXvf1ul5aITK8RJk0lucxzZocYD7kydwKPHlxHk5nFvLX+kz2N2PjcwIs1PhbCqQF2wy+T29XO85J8jWKc78S6365riRD8NchC697X6QEWpTnxFoe/sZ4z4fFacH8X7lJw7e05wkeVGJIXnR1+bg5bFz64whr2u1rfs5KTRzt0BLE5IEMADFJMdM7rygP0N8vpba5tKhA8EgRIkD3h9ppel7b+MerV3bHfhJZAEeZ9HU/Z533gzfbEqEkLYQpe3O1KTYaU/MeeImckB52k78Wp8PJ2dDKYm/1ONEPZyb46NcUpbpfWSP465CFFx2t4Q4n4HxM9n5ke/SHwbslxLhf1pOwbRkxpmioqTK9fnbR9A9HWLuuXvAtLfFJEAqHDAAxeYkI8pn3/TsKtAHntPZUVzwVPF4ER92TR8HWhxN9DGqL0yIdBRv/w2BL+Md56Eo5JzPiFjfIx0DlrYJEX7GndbbUZoQ7pAXbQNlL2QYrwELN6eyiMPtjSAfBoy8Lz5trQmw1UoOtEXeHU3MH76zMNmNm6dPRVCV4gAmxZKc/PDOCZT05tqyYGXLPQ/DoEMSEhAwAMampKC3eunKWAj0A0D1zpL66UvCoESAz0tHx7MLynFjI7pc9ncIGhk2f9by2UeyvLzpaQ+w0uX59w13vlqSFjORxMAam+z+N97oeYnMkwUe/LDta8NchnZaa4hC7o3BriL6bziqx63tmR7uy9HHXXSd4gInBhPp7jmRZT46dGxbERAQKHh2CmMCQASCI353tTH6Z9p5ibYD20Z2ZNGJVaEIHJHV7Q8XNEzNl2ax3VEEArA5/a6DyVmvtE/5xKPVHEbe5jm1gsu/jyryRrjZbW5LOtg/LCHfwNtj+6kW34K9DemijXM7FDgzv8TffL+llOZyay5IoJ8ZN8DATHM+aGm+aXx/5OsvggMrKxNgIwWNEEBMeMgAE0U9zY/3IF6cbjMrauUE+dwSP3aTF8exCo13vtTdVWRz8UvDAgLw4D7Zaf2dLLf7sbm/OjnZ1+O1n/hKc8CoK2WALut9A9W3n80tTg629DXYIHncpVD1+mBxgHnn7FFslSdIaRE+zotgKpHib3EbChLCUFhVc1j6kkNry1OEd+VnpgseIICYJZAAI4j+g+dm1caHCbcDSWZ9aG11urK0WPIKTDcOd79hofF/40N9dd63ggWHE3LnIDfLh635GmP2xvq4OhTwo1E7T6vC3xns+hKSOv3tD8IhLorowuSg1iA1/SvIzlnKm57WNOMd0/6dsWzdCWKLD/NW2L1NIDXnp1IHKpyWCx4ggJhVkAAhClMhg39W/fKNwGzBzYJYwbSSsTMzVplge+jrAQi3E5ojggeHIjnaFihWR/s7nllQWKHLMmNf1TVZHvnM8s8Dj6vonGWGCx1osDWU5pY8igqwOIgUyIx2lnNlYlssSylpj6nhZz3RCUlpU4GxrvHLulwqpEo10tZvqagSPFEFMQsgAEIQoL7q68K+Ho/XaRVNHwwZsWvaTn6djb/eYHpM9MXC+8KuB6tuWh7+Jcb8seGD4dLc3J/ub+RnvCrQ88MDrWm2J4kc+OJ1dZKH+ucvFZVaHv21vHIuz0qH+a4vT/M336+/4Z26su/STkVB/OaXFgod8EpKaEA2xvm7x9wqpAxfP+NjO7Fp7a4vg8SKISQsZAIL4G+VPitR3rCjMzWR/JsSEa+3fNBo2YNH0D02vn62pLBM8yhOYwuQAphpj3XQED4ySuaOzEsLa+fxS/CtlqVChqH+aXZEbF2iprq/yr/wEb+kntzeUs9VRzQ98MaRVIBRFW0tzkM+dU0dU5v/wrqLqva0rZ/l5OrJOFoIgBIQMAEGI0t353O22pa/7rZd9fexIdcXTm+bXNy6ZNhpOAAYj/v6IFnwkpAAdDOFoqzW9fZItG89WQDLa9R4QPDAiNJbn5Sf4hNhpwpzgP0Oez+YHG6i+baMx9WUPacfR5UlRvrOdyf6tSxVYy8FCXD2rQXN8CWLsQAaAIMTT2d7W1yO6FmFhbqaZ3vnRmCGwbvH3tqZXSwpyBI/4BKOzpTYrysV4zwcxdy4KHhhlUluSDnnNPoCMqTVAO5qqH4U7RDqdRsBk6c7vetYAD4OTLQ9/88DzquDhn6ikxEcZXjm1ZuF3iq3ZVNfO8/O43fVcMVPbCYJQFGQACGI45D5KMdLVXqGgmXB8Ni+fcdP8+tOiAsHjOJGA6Ozrfi54MJRMSqAlMwD1T7MEDwyjt7MtJdAi/u6N/lm/951kuSTK+SyLhYX6511tTYJHYSLR1tIccNdFW0NVgYN8GPO+f+f6Ba38bJquTRBjFDIABDEiMlMTbYyvqK6dN0pOoKq8VPA4EuOX9LCbhjvfMVP7TLFLDA2P170vEn0Nk/yMoeaT/c1kuaS9qYpbLxVOQPAoTAxKCvOcbI33bVmi8FoL7N60yN/Tqbtz0vltghhfkAEgCMXQ1twU6O166Tf1ZXOmKLZB3bZq9m1rQ3ICxPB40dFalBLYXF0kbDD+eP06ydcoOcAcUj7a9YKMV4Xe1DJQeQsewED17Y5JNotDsXQ8a42LDDK8cmrVvK9GQ/cvmPa+ka52KX26JIhxAhkAglA8RXlZrg7mB1VXKbaJ3bluvq3p1bzMNMEjSBDykh5qlxHuoK/yryCrg5L2+hWhufIxW/wHhNppCh6FcUdnR3tCdJjp9bMqa+eOhuhnqO9YERbgResaE8T4ggwAQYwihbmZJw5sVXiLu2zOlMvah2LCA+g7OzEuKM+JzYy4Zbr/Ux8jVdnXJGVb//Z/Adj5Tls9LZgrE13PO5LiIs31L+zcsGD0RP/MgTGKjjZG9dVjcYsJgiCGhAwAQYw6pUUF2kd3jlIzrLFnnZeLHTXDxJilvakqJdDC/sQsh5Nz+rpkXQ2mJD0U6h/S33jPh5NwGwe56OnqTImPsjLU2Ts6w/r/1vvw8+cm1848znkkeKwJghgJZAAIQkkU5WWpbV8+eg3zttVzLA0uZac/FDymBMHxuvdFgreet8F2k30ft9QUy3hVX0+XrdaPBqpv3zPZY6H++YvnzwSPyFjjRVdXalKsjYnu/m2/jrbonzmwkP+5Y3uTH9wXPOIEQSgEMgAEoQxOHtyWEh+F/8TfD9n06/RRbap/mfbeMfUtHo7WJY9zBY84Mcm573TGz2S33vb/8SQjTParYu5c7N++7egP7lfWPAp3EDwWY4S+np6M5Pib5tfVd6xQguifObBhuY72QdqpkCAmHmQACEIZ+Lg5zP/hXbXty1KTYvGnl4udwhcLEsuSmZ9oH93p7miV+yhF8EQgJhulGeEW6p8bqLwV73Vd9qu4LcwiHLWdzy2Wfc7AhKTreUdKfJSDpZ7CFxWQwuKfPrp+XjMxNkLw6BMEMUqQASAIJdFUV6O5byMaV9Yx39vdfeeWxeIZHyutUQf7tiwx0zsfFuBVUpgneIIQE5sXz59ZHf4WOv6OzkrZRXxfT5fDydmGu97FtZaHv2ksn4wZFVXEPS+nK6cPb14+Q5n1w6p5XxnonExNiBY8BQiCGG3IABCEUgn19ywvKeT+7O587mxnsnTWp8ps5jl2rPlZR/ugu6NVVmoiLShEKJYw+2NQ/0a73mutKZH9qnD747gK6t/i4JcJ3nqCx0I5tLe2xEeF2hhfObxrzS/T3lNyPaC2fRlqoSdF+YKnA0EQSoMMAEEIT293t5+n42jPDRiSzctnXDp1wMvZNicj+UVXl+DJQoxf6koz2TCeRB8D2a/KjfM0U/sMniHI6qDzucWve18IHpHRIz87w8vF7sKJ/esWf6/8wr74p4/OH98XHuDV8axV8KQgCEL5kAEgiDFEfFToAZWVwtoAju0D3wegUXIfpdAuP4Ts/PH6teulFVD/loe+ftnTKeNVNUWpON/8wBc2GlOtjnw38Rb+r6+ujAq9Z3bj3P6tS4Uq1NtWzbY0uJSVmih4ahAEISxkAAhCeHq6Op81NXJ/lhTkXPpNXXADMNgP6J454ut+Kz87Q/AUI8Yy+Qk+bPverChnGS9prnxsoznt5omZ7rrrjHa/X5oRLngsRk5nR3tmaqKrg7n20Z2/zv5MwMKrpbbZ+459XVWF4GlCEMQYgQwAQQgPFP/gtrmpvtZc/8Ki6R8KLv3FsnPdfJ3Th+7cskiJj2qsrRY8DYkxwuu+XhuNqVD/+FfGMTzN1UVQ/84XfnU8s8Di4FeJvoaCx2J4FOdnh/p7Whpc0ty3ceXcL4UtoZt+nW545VRCdBgN5yMIYjBkAAhiTNPX0xPg5bx9zc+CK37pLP7pI/UdK/R1Tvh53M5KS+rsaBc86QhBSA+1Y93/jyJuy3J+c1VhkNVBpzML2VURjtqCR2FIXvb2PmtqTIyNcLIxNtLVPqe1Z8uKmYKXQQDXcenUgZB7Hk0NdYKnEkEQYxkyAAQxPshIjj91REVwhSGXFtHav8lM7zzkyOOcR3AygqchoQQcfvsZOt50/6cve4bueG6pLs6875ToY2C67xO74zOCrQ//8eqV4FEQS8ez1vSHD7ycbA6oSNiE6wseSixoC6a9f+rwDi8Xu7Lix4KnEkEQ4wUyAAQxnnjR1RUbEXjt3NHFP30kuMSXl41Lf9TWUL1pfj08wCs/O4O+Ekw8mqsKWUd+tMv5IU/uetZQkhYSf/cGpD8uCXc48bqvV/AoMHq7u+Fag3zdzG6c09izbtnPn4sK/aFy+4yBM2eMWmk6vGuNs61xfla64GlFEMR4hAwAQYxXstKSbIyv7Bjzo4OksGTmJ2rbl+mcPuRkaxwVeq84P5vGK49rUoOtmQGoKRx65+lXvT1x7ldsNL6/pT0/9KaWgDv+lhU/jo8KdXe0unHp+JHda1cv+FairB+WpleUDdi9aZG10eXUpFj6nkYQxAghA0AQ456m+tqAuy5nNHcfVF21efmMhT9+ILiyHwkr5n55aOfq6+c1XR3ME6LDnhYVCJ7ChIwEWh6A+jfe88GQffldbU2RTqetNaaCtBBbpYWwvKQQmcrD0VpP54TGnnVrFn4nX/4cyfCeYQ0QQok2vPxbXGRQZ3ub4O+XIIgJAxkAgpiAtDU3JcVF2lvc2LlhgeCCXiGsXvDtkd1rdc8cuW1tEOTrlv7wQVV5qeDpTIjADIDX9U3ST6vIjQu2PmS850PXi8vzE3xGKTDlT4oSYsI9nWz0dU4c3bt+7aKpgmfjmQPfEIYcGrRq3lc6pw+F+nvSXF6CIEYJMgAEMcGBhrhzy2L9kh8Elz6jwfK5X+zfuvSs5m4rQ527rjfj74cU52e3t7YInuyTk3iv6/0TAFwvSDqhp6MlLcTW49oGc7UpTmcXVebFj/CJXR3tFaXFGcnxEQF3kc+h9TX3bRglrd8//kfhE3z/uiHCfOnUAT+P2zSXlyAIJUAGgCAmCxBJUBiCS3blMP+Hd7eunKWltvnGxWPOtsbBfu6piTGQVjSOYlSpKkiCAUj0MRD7a19PV4itho3mNKczC4OsDrY3Vsp425rKsuz0h1Gh97ycbCwMLl76Tf3wrjWblv20YNr7ys9af87u/asXf+Tj+zX3bnicmyn4uyMIYlJBBoAgJhdtLc22ZtekzBNYNe8rlbVzl82ZIriIHyXgDTb9Oh0KEjrS0uCSl4tdTERgflZ6Q02V4G9nvNPX1aGv8i+ns4uaKwt6u/pXeXrd19tWX4b/1D155K67zkD1bfMDXyT5Gv3+so9/YX11ZV5mWmxEoPcdexsT3cvahzT3bdi2ava4WO2KfRb4abhThBmIcuXTEsHfIEEQkwQyAAQxGelsb7ttbai6dt5gIaK+Y8U9L6dQf0/BdZUgLJ/7xc4NC347tF1P5wSSCHo0PMArMTYi91FKeUlhc2O94O9ujBNkdZAtBGS85wNfk733rDRCnK7YaS/GEX3VdwzVvtXX3nn++D7o+10bF65f8sOY3et6+Hzx17/yDxnSPXMEXkjwl0gQxISHDABBTGrqqiq8XOyO7l0vvGwaV6yY++XWlbPUti8/rr7l0qkDRrradmbXPJ1sgv3c4++HZKYmFmRnPC0qqKksa2ms75oQOx70dHW2NTchw8AIFeZmZqUlIaZBvm7ujlY2JrrwS+e09mjsWbdn/ewrW/7JPMDZdf+4uuUf7P8XNvxj85z/EvzFKYFlc6YgHUyvnw3yuZP3KBVJJG/5MrxyqoWsJkEQowkZAIIg/qSkICc8wAti7sSBrb/O/kxwITXxWDT9w5Vzv9y4ZNqONT/v27LkyO61Jw9uO3dsr+6ZI4aXf7MwuGhvccPRxsjZzsTVwdzD0drL2db7jr2fp2OAlzPUZKi/Z0TA3chg35jwgLjIoPio0KS4yJT4qNSkWFiO1IRoHIkKvRdyz+Oel5OXk43LTVMHS73BQLhHBHoH3HWB98OzbppfN9M7f+PScR3tg9pHd2rt33RQddXODQu2rJi5ZuF3S2d9Ou/7d+SK5vxv/4/dC/7r/Pp+6X9tyz+OrfzHpjn/NVvoxN+/delo3HbVvK/Uti+7elYD9i/94YOOZ61iC1dDTZWVoc78H96V8bZzp75tbXRZ8DqBIIiJChkAgiDEU1X2BFLyxsVjG5f+KKx0GysMDOeYIf9S7pOW2V8J+XRoaHP9C9tWzcb/YWZkF99i2bTsp2PqW/R0TsBWwSdnpSXVVpYPo1jBaMn+UHjF7PSHglcFBEFMPMgAEAQxNOVPijydbDT2rGO65MKJ/b7ut2zNrl0/r3lcfcumX6cLrjVHjxkMnugnDzAusLe4ceLA1mFcuH7JD1r7Nxnpans52aQmRNdUlim2NHU8a62ueApPMnPgu4Ta9uVbV8ySEh64jq7nHYJXAgRBTCTIABAEIQetTQ0QRnOnvg3VUpyfzR3v6erMyUj2vmN/9azGzvW/CC7+hs0MGbZrVfxi8IRArP7lm8O71kBhezhaJ8SEV5QWK60odXc+T02KPaC6GmHwcLZpbqy3Nb16UHXVhqXTxIYTwRO8+BMEMdsOBhEAACAASURBVGEgA0AQhNy0NTdZGFy8cem4lHNgDwK9XeEW1LYvk3cQuTDI1a8/Vj2A6tp5mamJj1ISblsbCh6YMcjWlbMg90PueZQU5PT19AhelECQr9veLUtU1s6NjQiEwYYHkBT4Y+pb6qoqBA8wQRATADIABEEog/KSwohAb3P9C0d2r5079W3BheDfGMHy7cQYZ+e6+TraB10dzFMTop+3PRO8IEgiJiJQS23zr7M/WyR164OFP34QHeYveGgJghjvkAEgCEIACrIz3B2tfju0ffGMjwVTh2w/1+H25ZNnGJusmvfVOa09Xi52RXlZgudzeUmJj5JlBN3Vsxo0K4AgiJFABoAgCIFpqqvJTE0M8HK2MLh46ojKttVzRv0TwYgH8JD6H1PsWPOzgc7JiEDvCTBCpqm+Vmv/piH3R9u8fAZtS0cQxLAhA0AQxFikoabqUUqCv6fTTfPrptfPXj+vef74vhMHth7etUZbQxV/2hhfuXPLItDb9cH94ISYcCNd7XWLvx9aLI587P4IPhoQImxcMk1j97qDqqvOau52u20J4TvkFyGYw02/Ttfct8FM73yQz5387IwXXV2CZ1eF0/W8w8nORHpSrF00NScjWfCgEgQxHiEDQBDExOFpUYGjrfGezYsVKFLZukBsMVDp/uGM5m5I0szUxMFEBvu6OpjDugg55Em5/Dr7M+j7nRsWaO7beP2ClpOtcf/y+amJJYV59dWVnQO7Iz9ranS5aQrdf9f1JgzeoZ2r+cDsXTix39Lgkvcd+/j7IcX52W3NTYLnMWVSW1k+ZGaGDRY8nARBjDvIABAEMaHYuW6+5r4NSXGR0Jq3rQ0hIocU7uJFv/xXAV/3W0zaSiI+KhTKWHXtPLXtywXX6NLZtnrOqcM7zPTOXzyp5mCpZ2Wog/9o7FmHgzqnDxlfPY2DHo7Wgd6uMeEBGcnx+dkZFaXFzY31E7JLXihaGuqR4NLfFJxnd+dzwYNKEMQ4ggwAQRATGXuLG3Lo/i/lXAxUAhuWTjt1RAX2IzE2oqGmigtMSnwUd46Xs63ZjXMK1OvH1LckxITj3+Vzv1g0/cOTB7dFBNyVcTbFwKCajYZXTt11vZmWFCeyx+09LyfB3+MkJ/1h/AGVldLc2qrZ1RVPBQ8nQRDjBTIABEFMTFKTYmXfovjo3v4x5eDSb+pHdq/dunKWQsbqQIhra6jeD/FjQVo17ysFKn6xj4P32L1pkeraedzBhT9+sGbhdzvXzUe8zmjuvn5By/jqaXdHq5jwgILsjBaaSDpOSIgOszW9KmVLDbzohw/uCx5OgiDGBWQACIKYaDTV1Zw7tldG0Xzj4jGcL+lW9dWV+dkZ8VGh/p5Ot60N9HROnDqisn/r0rWLpoq92/K5X+xY8/PJg9s8HK35OyUzSh7n/jr7MxkDBj23dNanK+d+iWdtXPrjtlWzIeL3bllyaOfqo3vXw1foaB9EeMz1LzhY6rndtvTzdAwL8IqLDEpNjMnPSq98WjLZRsxPeEoK85JiI6SPCHKyNRY8nARBjH3IABAEMaFwtDGSUWHDJDTWVo/kWZ3tbeVPinIykstLCttamgWPOzEZ6O3uNtM7b6SrvXn5DLEZW/voTpoSQBCEdMgAEAQxQairqpCyZMov097j/q9z+lCov6fgASaIYZP7KMXD0fqm+XWxuV1l7Vwp37UIgiDIABAEMRGIjQgcvHcSO7Ji7pd2ptdTE6IXz/h449IfE2MjBA8tQYwceIDVC75dOfdLsR5g2c+f52elCx5IgiDGJmQACIIY3/T19OjrnBgsgLaunHXj4rH0hw/83G//OvuzNQu/C/K5I3hoCUJRdHW0ax9WkT7OLSLIR/BwEgQxBiEDQBDEOKaqvFRl7VzxQ/y19tRUll08qQb1H38/RPCgEoTCaaqvlb48KPDzdBQ8nARBjDXIABAEMV6JDPblj+wXga3jaaSrXV5SKHhQCWL0uH5B6+je9VI8QKC3q+CBJAhiTEEGgCCIcYnx1dPSOz6XzPwkLSlO8HAShBJobWpwtTeTUhxC7nkIHkiCIMYOZAAIghhndHc+P7xrjRStM/+Hdw/tXF1W/FjwoBKE0mhraV6z8DvyAARByAIZAIIgxhM9XZ1q25dJUTkae9bl0eInxKSkqb525/pfpJSOe15OggeSIIixABkAgiDGDeVPirav+VmKvrlpfr3reYfg4SQIoYBD3rJi5uDFcDk8nWwEDyRBEIJDBoAgiPFBXmba0lmfSlH/Hk7WggeSIATnWVPjqcM7XB3MtdQ2s6Kxc8MC/ugge4sbggeSIAhhIQNAEMQ4IDLYV4r0X/bz56EBXoIHkiDGDr7utw7sWMGVkbWLpu7etIj788al44KHkCAIASEDQBDEWMfZzkSK+v/t0I5nzU2CB5IgxhraGqr8kqK5bwPg/tQ+ulPwEBIEIRRkAAiCGNOY61+Q2PE/Z8ptS4OC7AzBA0kQYxNnW2MUEylzZgQPIUEQgkAGgCCIscv185pihcvqX77ZvHxG8ePcF11dggeSIMYyuZlpqmvnDV4ql/3n2rmjinpQeUnhyxcvBI8vQRCyQAaAIIgxyrlje8Wq/xMHtvq4ORTmZgkeQoIYF4QHeEkZRKenc2Lkj6itLF884+Om+lrBI0sQhCyQASAIYszxoqtLa/8msZN9g3zdArycBQ8hQYwv7C1ucIsCDcZA5+Sw75z+8MGlUwdWL/gW9+l41ip4TAmCkAUyAARBjC2g/tW2LxcrUzYvn6F9dGdnR7vggSSIcYezrfG2VbMleQBz/Quy36qnqzN/YLu9+yH3aFYxQYxHyAAQBDGG6OvpObJ7rZThCj6uDoIHkiDGKfXVlZt+nS6pcPl7yrpPsJWhTkJ0WFNdzbzv3+Euz05/KHgECYKQETIABEGMIY6rb5Gi/s9o7u7ufC54IAli/JKV9nDnuvmSilhKfJQsN3G7bRkd5s+fpbNxyTTBo0YQhOyQASAIYqwgadYvWDX/a2ujy4KHkCDGO4211RWlxZuW/SS2oM2d+raM6+rqnD4kMjVf8KgRBCE7ZAAIghgTXDt3VJL619y3sa2lWfAQEsTE4HHOI1d7c5hqscVt0fQPS4sKpFxeVV6al5kmclXAXRfB40UQhOyQASAIQnhMr5+VMvInNzNV8BASxESiqaEuKS5yxdwvxZa41b9809JYL+naxNgIA52TIpdUlBYLHimCIGSHDABBEAJjY6IrRf3rK2KRcoIgRCh/UlTyOFdSuVNdO6+3u3vwVQkx4fnZGcvnfsE/+aDqKsGjQxCEXJABIAhCSG5bG0hR/15ONoKHkCAmKm0tzdGh/huWThNb+k4f3TX4EjO985mpiSJnyrWEKEEQYwEyAARBCIbLTVNOQyyY9j4nRH6Z9t7yuV94OFoLHkKCmPCUPM7dsmKmWA/gYKkncjIMAA6KnOZ221LwWBAEIRdkAAiCEIYAL2dOQCye8bGezgn2/z2bF0eF+cdGBAoeQoKYDHR3Pi/MzZRxBo6Xk83RvetFzmGbghEEMY4gA0AQhACkJsbwVx5cv+QHvp6wMLgoeAgJYvJQnJ9taXBRrAE4pr6FO62qvLQoLwsWXeScjmetgkeBIAi5IANAEISyKS8pXDDtff6SI3wxceHEfsFDSBCTDV/3WxuXiE4GWD73i3Nae7hz8jLTnrU0a+xZt23VbJoBTBDjGjIABEEolb6enkM7V0sab5CVmih4CAliElJTWbZx6Y/zvn+HlcSd63+xM7vW2tSAAss/raWxvqQwX237cq7MXj2rIXjgCYKQFzIABEEolSO710pS/1FhAYIHjyAmLSWFeXu3LEFJ3LB0mqRz4BPys9L5m4gZ6WoLHnKCIOSFDABBEMrD1vQqpxu4vkZuIFDX8w7BQ0gQk5nqiqdFeVmSfn1wP5ht+MUvuabXzwoebIIg5IUMAEEQQyB2P6Bh4OfpKKnvX237sqdFBYLHlCAIKUSH+TfX1+U+SuUXXm0NVcEDRhCEvJABIAhiCLLTH2rt3zTCm2SlJUlS/+eO7Q319xQ8mgRBSCc5Ptrf0ynj4QN++d22eo7gASMIQl7IABAEMQS5j1LQzO9Y8/PaRVMf3A8exh0aa6tFlvrhOLJ77bOmRsHjSBCThK7nHSjRmamJjJLHuT1dnTJem5ORjH9LCnL4RXjrylmCR4ogCHkhA0AQxNBsXPoj196HBXrjiI2Jbn11pYyXa+7bIFb9H961prayXPDYEcQk4cbFY2JL4oq5Xx5UXaWxZ52lwaWEmHBJo/7wE8y8221L/rVLZn4ieLwIgpAXMgAEQQxNdJg/v8lPTYrNSHqge+aILNca6JwUqzm2rJhZXlL0vO2Z4LEjiEnCL9PekzQSj8/8H97VOX3IwVIv1N+T/30gITqsvbXFydZY5HyRpUIJghj7kAEgCEImoNe59n7Tsp/yMtPKih8PeZX3HXuxCmPZnCn+ns4F2RmCx4sgJgMJMeFS9t+QzqnDO6LD/DmVv3/rUpET6qoqBI8gQRByQQaAIAiZEBnGo75jxZCrdibFRUqSFDFhAVAkgkeKICYJW1fOGp7655j3/TsXT6qh2A7+jJCXmSZ4BAmCkAsyAARByASbCszH2da4KDdb0vlNdTWLpn8oVkm43DTNTn8oeIwIYsKTk5F87dzRDUunjVD9S+d+iJ/gMSUIQi7IABAEIROdHe0irb7q2nl5mWlJcZFiz5c03uDovo0lhXmCR4cgJgNV5aUZyfEojODGpePH1bfgPxdO7Lc1u4Z/92xePHfq2yM3AK72ZoLHlCAIuSADQBCErJjrXxBp+LPSkqwMdQaf6WxnIlYoaO7bIHgsCILgU5yfnfzgPkr3usXfD88AXNY+JHgsCIKQCzIABEHISkp8lEjDr3vmyG1rw872Nv5pBdkZYlXC3i1LBI8CQRBSKMzN1NM58cu09ySN3xOLltpmwUNOEIRckAEgCEJW6qoqRBp+qISK0mKREcDbVs0WqxJiwvwFjwJBEDISGeS36dfpshiACyf2Cx5agiDkggwAQRBysHPdfH7Dv231nLSkuHteTtwJ+FOsRLhpfj0iyEfw8BMEITudHe2ZqYm5j1LOae1ZMvMTsUX7/PF9bIdggiDGEWQACIKQAzuza/y2f+2iqQ6WeomxEdwJpUUFOL5y7pf80+ZOfVtz38ZnTY2Ch58giOHxvO2ZrelV1bXzuHJ9ZPfaqvJSwQNGEMQwIANAEIQclJcU8pV9RJDPg/vBxQU5/HOa6mtzM1NvWxtq7FnHTvtl2nvBfu6CB54giJHT0lifk5HcVFcjeEgIghg2ZAAIgpAPvgHwcLR+nJMp6cz0hw/OaO7W1lC9cem44MEmCIIgCIJBBoAgCPlYNf9rzgDonD6UmZqIg1kD/xIEQRAEMfYhA0AQhHzwF/nZt2VJY211X0/Pg/vBggeMIAiCIAhZIANAEIR8LJ7xMWcAls2Zcj/Er7yk8FFKgrz3aW1qKCnMy0xNBC2N9YLHiyAIgiAmCWQACIKQj4U/fsCfBgDtXpibFRsZJP2q3u7u/Kx0X/db189r7tq4UGQlwf1blwoeL4IgCIKYJJABIAhCPkSW+Iy/HwJxL+nkrLQk0+tnd29aJH0jIZgKke2ECYIgCIIYJcgAEAQhH4umf8jX7retDZ4WFTjbmfDPiQq9d9P8+tpFU2XZRpTbK+D6BS3BY0cQBEEQEx4yAARByIeIcFfbvpz7qa256ba14Yq/fyKQnWU/f54QHSZ4BAmCIAhiYkMGgCAI+Rgs3F90dT0tKrh27ujwdL8I2hqq97ycBI8mQRAEQUxUyAAQBCEHnR3tgyX75uUzhqf1Ny6ZtmnZTwdVVxnonIy/H+JgqQdyM1MFjyZBEARBTGDIABAEIQdN9bUj6d1fNf/rI7vX3jS/np3+UPC4EARBEMTkhAwAQRByUFVeOjzpf0x9S0JMuODhJwiCIAiCDABBEHKQ+yhFdtG/8McPjqtvsTW7Vl9dKXjICYIgCIJgkAEgCEIO0pLiZJH+i3/6KDosoJn29yUIgiCIsQcZAIIg5KCq7Il06X9cfUtCdFgLSX+CIAiCGKuQASAIQj4epSSsmv+16tp5ItLfSFe7vKRQ8OARBEEQBCEdMgAEQQwTP0/HS7+pH927/ra1QVtzk+DhIQiCIAhCFsgAEARBEARBEMQkggwAQRAEQRAEQUwiyAAQBEEQBEEQxCSCDABBEARBEARBTCLIABAEQRAEQRCTjkQfg9LM+4IHQxDIACiVVy+6H3heddNZlRvnKXhgJjNIf3fdtTFul35/2Sd4YBRLbXGat/42f/P9Xa20Ej9BEARBiKc0I1xv+/8wU59SWZAoeGCUj/AG4OE9k2R/sxfPnwkektGm/mm2/YlZyG22WtP1d/yzoSxH8CAxutubBQ+DMiMLfYy3YHHwK6Pd72eE2QseJEXx+6uXMe6XkbUMVN+21pjqZ7Jb8CAJy6TK2ARBEOOO9oaKrCiXtGCb170vlP3opirLQ19DDIDqwuSR3OpFR2tmpKPH1fUGKm9BVwRaHujrfi542g6JwAYgJ8aNpb7xng9e9nRJekkhdpo+hirZ0a6QOIIn2fCoyI0z2fsRYupvvp+ZzsdJfoKHCiDfIzDO55c2Vz4WPDCjTUdTlcPJ2Yivw6m5rbVPUFbDHU4IHiqF8Kq3B4ofUTPZ93FlQeIdnZVwm6PxoM7WOsEjKwuTKmMT44jfX/Zlx9zxNtiBzHn79C+xbjqvXnQLHqpJS2HSvbonjwQPxuSkLCfmgefVAAs11NVuOquU7AG8DbajucSjDXe+09PRMuz7FD70Nz/wBZOy/d8T1D4zU5+CJlgJ4wtGWJkIaQBQ6gxU3+ZSretZw+BzEDeLg1/iV8czC4z3fIiMImCAh82TjDDDXe8iFnAyf7x6Fel0Gv+HGBU8YH+8fu16cTlL/7s3tozqsx54XUsPtRMwsm11T601piKmTmcXdbc3FyYH4P/5CT6Cv4WRgzLvcXU9+5RZ/zSrs6UWNVqY/TEFP6W3x/PaRjwl2d9M8ChLR5kZmyBkp6YolfVBAGRRqM8QmyMTphti3FH1+CFehP6Ofyb5GQsemMlGWXY0pPN9pzPQdaz9qsh7MLxb9fV09UnoQZYEip7TmYV49XhujNul4T33ZU9XjPtlTsT6m+8vz4n9/dXLyNun8GdmpOOoJuDIKxPBDADe1s0TM7mEszz8DeSFyDnRLufZrxG3foPR8TFUwf/H3VAt+Byj3e8j5Hgx0CXIMab7PoFjEzxgIDfWnXsFmfedRu9BWVEu7Cl1pZmCxBT+no2/glFm4828bmy2UP9c0nencQQyFeodRM1cbUpjeR6OQKCPRlJHOGqzlwgvJ3ispaO0jE0QMvLHq1dJvkZMcKAuepIRxo6jNFkc/FLw4E1C8Eaczi5itYTntY2Ch2dSUV2YXJoRHmKrAa38uq/3js5KvIUn6aHDuBUuh3+wOz5D9jGf0ANuOqtstX7s//JwefWwvzw89Ddl+cfxzALIce74Le15OBjrpjNKqaeoykQwAxDpeJproUFOjJtoyt4zYT/Ful9mR8Lsj+HPSKfTQoV5GLQ3Vloc/ArBhsfFO8ORjDD7MWJj+ro6uAFwyK8oRaP0oNaaEqNd7/XbvENfCzIsG8Xb/cqa/pE/J2ezADSW5eLPRB8Dwd/CyIlzv8IG0dWVZLwZ+Bpgdfhbd911in1K7l+j9VwvLh/s1ccUSsvYBCEjfT1d3gY72GCD5ABzfp4MdziBNkLwEE5CsqNdOQVSmRcveHgmD43leSXpoZD+uQPC7/dXL83UPsNbqC1JH8bduD542edVQo+xT8RoN9uHOxYj874TijPrEeOP9kEsWHhGaciDAisTYQwAChtf/TucnCMyuP9xoh/X988djHa9gCPjaGpjb2ebw28/s94FZjGZOIP1FDxsIM5DlyWy4a53myryR+kpf7x+jfiyBxUmBwgS0yCrg3i61ZHvuGFXyEUm+z5+0dEq+FsYIawNM1B5qzwnlh1hDrMiN06BT0F9zcawoXIZ+3MAlJOxCUJGervaXS+tQIa0Oz6j/mm2yK+OZxe6XV4teCAnG2iduXHbIbYagodH+UCGPbxnovzenPaGitxY9zj3Kw88r3IhYS9iGP2DdSUZrCPc33y/jJeUpIXgfJuB8cCpwdbDi0VWlAuaXdP9n5Y+ihD56Z7JHhYd/jcBRaHYykQAAwD7Yqs1nW8AilKD+CfAxrEOYx8jVdZrzmAjEMZLWYUtYwOmkc+4+SUpgZZjpLMBhZBJuv4yEGQ1eg/Kjrkj7DfWBG89JpG50ogqA0cSfPQFfwsjpCwnBvHiv8G+7ucWB790v7JGsQ/iPsdxnxrHLErL2AQhCxCaaLDtT8zyNVRF4z34V32Vf3FfuQmlEeumw2oJqJG+rg7Bw6NkUE+yTnclj5BEEUgPtctP8OHP52SzIu2O/STv3bhBXEa73+9oqpblEjSRVke+szr8rem+T1Aqh/F9+I/Xr2MHvjk4nJz9rLZU5Fe2+AQbFKT41FN0ZSKAAXjgdc14z4ec+hfxK9DKNprTWLEUiaHXjc390zXuXFR+mIcBmwWC98EtL/WioxVFzuv6JsHDxo0aB7Cw8LIpgRYQedDE8OXB1ofddddCr7vrrkPpuqU9z/ncEmS4UDtNgOzVVl8m44OQI601prKJ9iNcZmt4FCbdY9FEBLmDiJe52pTB5Wd80Vr7hCWst/42vFB2MNHHQOFJ/eL5M/agQEt1wWMtHaVlbIKQBVSAyGzQOpCb/M4sDjayjg3eI5QGSjobvNHfH5ef0NfT1d5UVf80uywn5nGiH17Ko4jbGeEOGWH26WE38S/+D6H8NCtqAswZezMwJtbpzEImUpU5QhL1M9ITiextsIPf/rKx+MNYtSIv/i57ibLP4WbGDxra8tDXw5hygKRjaxZBjqJ0i/7a1+t4diE33qHrWYPzucWNZbkKSb3RqEyUbQDw1vvti9FOlkYmez8S2a6IfT1B4Ry8MhebxIkMpOQwDwNOdyb5GnEHmWsc7VmwKGPd7c3NVYWVefHIgnkPvJBicE2Blgd8jFRht2B/+YsveVxd72e8K8RWI8r5LHQSBNOjcIecGLf8BG/EAgUMVSEOxntdh01H5oNNl72DOdzhBOtmCLE5ovy3AHfOll6F5uMKTGnm/ZF8+BsjvOrtYRVN/7SKtkZ2EP+BtfYxVFHss5CHBwb/fCnssvpjKmMTxJCgwUZLl+xvlhXlLOkcj2sbbDSmcgaeUCy/v3qJWrG5uqjq8cOStJDcWHfU/NGuFyB8uYqCDTew1piK4u9nstvfdK+3/jY0WKg67t7YAsnlfH4p1J7rxeWoIlANDu70HXeg5mS9k/VPs5T5XFS/lQWJt7Tn89MQtTp7EfKuyPf7yz7I64HO4h9lXPuyqSLfXG0K5GWM2yXZhwxxQL6y1YqQScQu8Yn2iMUF/qqno4V9nVDI2IdRqkyUbQCQ4aCA7+ptZcmEosj/NTfO889BQSmBIhciVmbqU/BTaUa4ksMsL211T5nuRIXC6U4cNNz1rr/ZvmHftvChP6QM8h/KDyxgxK2TMEt4hMOpuQ4n59zRWYnj+D9yAJQQqjP4JVReqMIgbh54Xcu871SSHlpbnIaQsBmxcg2bQynNi/NgojPE7qgsl6DOhfpn4+SUP3Cc6+SwUP+cezoKLdIKiTPeF97mFuQpy4nhDobZH9Pf8U+2EJCieNHRiteHBz3NihqluIy7jE0QQ4IGO9BSPS3EFrpT0jkNT7OR66Jczgke2nEBKu26kgxoA/j5msKUqoKkotQgFP8kP+MkXyPYe8ijRF9DaDvId0h2FGqrw9+i/se/EPHQT9Eu52H4Q+w0Oelf/zQbVZws+wvh0WyjleGtVDN26OvqYEuroxFR5nOrC5PLc2IDLQ+UZUfzjxcmB7DNszpbauW6YW6Mm+m+TwaPIZeC2+XVNhrf419kEnmnybXWlNzSnofWEPlHbIZhC4szSh9FcOtQ8yeyDo/Rq0wEGAJUmZ+g1z/5un8UEDdz8c3AgjlMN0taIpOt7NFcVaj8MMsOcgbsDbQ+tC9/pX9fQ1VUN621T4Z9Z25sAweKMTQukgvKL/7ujUcRt1ESaopS2xvKpayJCw/GLtdX+VdLdbHYc2DQUVFyf6KKzI52TQu2gVZDMZAxwKguETzY3wRvPeW/iFj3y6j6RRwjihBinffAS/nhUSCIEVtaKoY32g+vFeo/3P64Yp/FujRGVRkrM2OLMLyMTRDS6e1qh0ooTLpXmnlfymk+Rqr9LVplgeABHhfkoyH5e0XBgHy0OvKd87klnlc3+JvvQ8sFMwA1BsWJhuxlT6fIffyMd+n9fYFBEXAJfzkaSI4o57N3b2yJdDwtRYGNFx54XWMjJJX5RberrSk97GZ2zJ2MMHuRn0JvakFYA7luCDfIOvju6KyU8RK0+5D+kGHIHnCDcj3ude8LH0MVw53vhA5s5ST2HNaQoRVGCuNBXP4cYZ4Z1cpEAAPAdixDGy+yYQFbGNRWa7rYfNnT0dJf1FXfHuOD8JJ8jRzPLkQm47tSWN5+c+Z8diR3hlh5kh4K21pXmtneUDHslWuhq9hnLElD7uDErA5/a642ZSSh7d/9YNd7KBIoNsofbQ+T6XR2EQJw3+kMd7C7rdF03yeOZxZIKsDjAtSkLheXsY0GueGb/fteXVqB+D5vrlHgs5ATYGVxW5FxeopFaRmbIJQApEmM26WilEDpaz0jtyOvKnzA3gQG5v+B59U49ysP/U0z7zuh0qh/mt31rIHV5y01xRAV0S7npd+koSzHRuN71GlQwGJXgYP6R12KRlzw+I4G7U1VbMhTWrCN0h6K5ikl0LKmKBXqaPCUA5g39ytr4jx05bpnRrgD2zqA34ksBbzrW9rzQ2yOGO1+P/7uDXkX1kGZFQAAIABJREFUJAwd+GoUbH1IygCb3s62RB+D+qdZ7rpr+8egXtvAeqMGTxWQndGuTJRtAEofRegNLOUJYcEfFlKSHsrcUm6cp9gL2Y593vrblBxguWgsy3U4OQcWkL9ZAQSN/YlZSjbckoAuRxoiPKgFxM6ah79i4yNHsttrS3Uxc8AwAMqfs4EaHBIZCQ4PwFeT7MuvYtfHVD6owmwG5lXzZ6zmPfBC1FCvKfxZDr/9PPIvmEpgyIxNEEoAYhTytK4kY/AKfXwGhi8vQZltkHoaISNoW9lEUugE6WdCezAxJ7aBg7xjExQn6sbA/qZ79QbW2xl2P8swSAm0aKrIhzwd/JUVx/UGVkoUGRckHbgIN51VsA3O55fKeAleOtQ5Wodo1wsweHJ1ApakhaBlsTs+Y8ivxCjX7Js5stmTjDD8B1Jk2OmmhMpE2QYAps1k70cOp+byu2b7ujrgAvUGJlZLMlgZYfa2WtOH9PcCgreF8EOZOZyczR9inhxgPnbmLvsYqbJV0kVmX3CE2x/Hr3hBw14cAHUxKwO2R3+4Z7JH+aPt49yvWGtMRVFvqfnPOJCaotT+Ymm8S/BXMBJQp7B2ju+TezvbLA5+hSgP/tg9EporC+BmUev1dT8XPOJDMmTGRoM3Br/8FD709zVUHe+jigkO1PYt1cVDjkBL9DUc6FA8LHiAZaS2OC3BW6+t7qkyH4oCy62gLe20169h/mUZqQgh5W++Hw0TKkyxtSWkqt7AEjFjfK/D4VGR94B1sxanBSvtoQ1lOeU5sZmRjmKXkEaCG+5611xtilwJjuYv1v2ygcpbMnbkI+Ke1zbe0p5vof55jNulzIhbsj8Loj/Y+pCN5rQh19Z72dMFBai/459Q/5BP8JD9vXK8odTyooTKRKkGgLk9FD/8y++lQ5ttoPq28Z4PufVMBoPowUtlhDuMdiBR6aCyK0oJRCaTa0BFboyb87nFeP24nDvY3lBhtPt9pzMLZZlmNNrUlqQjGVG7Ge/5QGxSs6FKoKYwZZip9/p1apAVLBBuAmWDYq/kOKK0IJ/o9a/7ackdhEV2PLNgJHv+jQUgYdHOwWF6G2znH2cTgmWfCCUjeH1uOqse+psKHvEhGTJjdz1rgEFCJT5kB6Ey4dZXxb+CB2ai0lDSHWXXWJWjjIGjefF3Ix1PD7mYSV1JBto7032fyDvrUTqFSffsjv00GpuPsv0rkVFvn/5FCcn4ZmC0T2qwNduqachGH60MToOIHPIbO5QZGwEvNpUay/PYMmJjYaMehQMFgtfH1iZR2kOhg9kMLknzAD2urseLExkNLp1+v2ew477TGVwodikeEdhsAfbZJ8rl3M0TM2UfRg6XGGh5wFZr+pDj+BFTNubH32wfCxUblF+ZnzC8pFNOZaJUAwChb7jzHYfffoYV43rjmquL4OT0Vf6V6GMg5Vq0387nlozGzmocna11CKHloa8RSH/z/THulyEl4RdlWVapt7MNFhMehj/QH3FEYYMlGLykqSD4GKowsyhpqjjLsiOZ8Zmf4I3CiTSEGoNvVuZ3RkaIrQaKq4jjggtX+KhHVA1D9rh3tTVJmbQqL2gRnc8vhcblTy4vz4kdjZHEkNQWB79ESir2q8IoMWTGZh2EQOGTpEcC26IOoKLnH0e9UZoRnhfnUfooQvklaCLRUd/nfanG63x1ivfQHckj5FltKVoN1P/Sl+Fqqy9jq1lIGuw6PHBb1AwDq2t8AGOp2KixzcUHz5pF5kQWfZIRplgnk/fAi/kNBsSN9PNtNL7HaVlRLtJPayjLCbBQQ8Nkof65WAkYYnNET6G7nYypT45IH5aeSlv6E8IpLcQWyR5mfwxN4eAT0LiglXE4NfeRPB27yHLJAeZm6lOgzWQ5P/7uDQSAbfuAV8xfmX1I4tyvIMMMGTyIDQgP3D/I6iAnPBA1o13vDe9TktIqE+UZADgkODa0xBDEfFfEtvdCGZYilRrLcnGO49mFCpRTfFBQc/5aUgp1BNdPzJ4ryyyTB17X7t7YglfOn/Ca7G82uHUXipbqYoTQ6ewieK32hgqx58CMQSF1PWsY3iOQWZFlEWXDXe+i1Cm/+x9NEbKT0e73+R9hqguTkeWQeRT7EQY5Gc6b/51hMI+T/O7orFTIkHS4U4+r662OfMff0ay7vdny8Dej8WXD49qG26d/QfWt5Dc4DIbM2Lmx7n+uFqL69thZQwwtIpuNZ6M5jT/ICnUjyg6yjY3GVLfLq221fhzJ0mGTnAirBqh/78tV99JdXr0aRSv1+8s+GDYfI1V+8RShvaH8SXooCiwTCgp8OpQWm/4OQu00FRs1qDS2ADeUEF83FyYHQIE5nJyDoofmW3r/nYyg/Hpd3ySyws+Qc5CKUoPQyA5ZvUP8sU2gJAW1qSIfMk5R6yg0PM2Wq2N7VMFLZEpRmRvypAZZ1ZVm4u3AA4g9oTQz0vPaRqczC2VctI3hZ7L7ob/pwNa/Q7d6zZWPnS/8yrYLcNdda6s1XezMb7Hkxd/FhdGuF6QPY8avbP2fCEdtrrMYMWLzgIeRbsqsTJRnANiUCDRseN/8g2w90BKpo2ATvPVunpgJpzgaAUPrCwExsADRjyJan808Rj6Wfge8DMQLFpO/RwMyPQQHWvExss04qtEol3O2R38Yxv4XsoC24eE9E9QyUNvQjsHWh5Q8+r9/AdYbW6w1pvL3GMfLxWtV+I4n9QNr7g7p7uI8dPF0hQw7iXY573hmAV4fv0eB1TuDF1YbIZUFici3yNLjYiCs9IwN48T2MeAmSaMtLEkLGfYgN0WBwLBQ8ZepzU/wASg+se6XEU5Ifz159jQg+LRUvID6B08ftbnl6fkUWrx8NVr5ubowGQ026h9Jnb44zlYlBs7nlyp2LbvM+07szngEGzTP1suXZYDEkLBNo/gdYa97X2RFuWTH3LE7PqPwoT+O3Hc6078EYXXRSB6EALN1wBmo7gqT7o1kBRU+Xa31sNPQjnDdylmNw01nFZ41RjYXZzvEK3OBhJqiVLS5yB6Q4JLOgbaOcb8MAyn7bWGrYDvRqsoyTqF/CIbuWpzJctQ9kz2yr8QIHwhzgqIqqbeU0dvVzrqwRT5HsO8tyQHmw0g6ZVYmyjMAKHs2Gt+bq03hbM3rvl7IesQBUZV+rcPJ2e5X1nhd36TwUPX1dLH1avDv4C+nbEbskFoBzg+1FQLJdUJA+97Snqc3CtsnDW9IBloFJOADr2sWB78apWFUaITwHqH+DVTegriR3jU+GqBBwks03PUu/Bh3MPSmFt5CnPsVxT4r2PowK35SRouiOYQVMVP7bORGqKW62PncErSO/BGBbFVsyHSFf2j2NVS1PzELL1TJbxCx8zbYkRZiK3uMhszY3Kbj/d7pRTfaYxvNaezIA8+rigo5Wosw+2MwvTJ+Yeh61sC0zl29rewIopwb5wmv6HBqbumjCHYQMg7n3NKer+QXMTHIu98O9R+k3z86pafvuVPOFc8Co9HwABBV3gbbITWkf4iDGEJ7F2R1cMhlkSHcZV86GQ9lM0lAdrTrH69fhzuc+FMcnFsyQg/AbRoF8cQdyYu/W5gc4HzhV64LFjlfZGqp7P2sjKwoZ07622hMLUj0VezuyGiSoDVR3NAiDONyud4IQPjZl/BRmjYtV/J2tTWxblbUk6MRmMGgWk4NtkZ9Ln3YLRqaEJsjcrXOoXaakBYDA5mGXvEmI9wBLbXp/k8hS2BWHX77WfbXEeVyDs5E7MRlfsKyMd6Dvymh6Ucg60oz5U06hVcm0lGSAYDnNlB9m81B4Txoeqid3sC+CRV5D6Rcy7rB4Mby4jwknSN2yRp/s30i0yVFgCBg8zZw88GDi9CWQ8tCCUmPWnNlAeKFM/nVH6uCh6xr2N6lqElhH2XJmkhGqIT+Tct118q1m1Wyv1mSn7HrpRWSls2qKkgCw36/pRnhkU6nnc70b4DAJtoPrqHghZBQ7rrr4ABl6deRq5/mVW+Px9X1xns+4Fv8x0l+eAso9tJ7smGgAy0PIGwhthqyJMKzuqdsQCGkpBSpCgEN0TlYZSYHmMMrou5D/SiL0kU6oNaz1ZrueHYh1yiiUKBO799aTtHbV5XlxLCej+GNPh9G7AZeQSc3TB/IvnOc9IwNS8+6GABqD8h0Tv2zEUGD8+EwZEdJeijXcwm1JMum1xG3fmPns4/jSOpH4Q4wMMirEP3caTkxbjhH3j1rCEaqTysMQMKF9Dft/SOsunqfJZdZ/1+doW9eK6BfnOP3Vy+jXS/Ah8OQK+qeaIxQiyIzoAWRVAzxXNazUJEbx/ISmiocZJ3xHIMVDBSD7K6ATVPRV/kX693vaq1HnoQBQLvJ7y9jG2k3VeRzR1AqLQ997XJxmZQuElS8rIrIjLjFBTjE7qjsvf6oZIZcm+XNQEPvY6iS4KOPelvsoOqawpT++kpy2ZfrjaA2Y6sacvUYoqnYiRlyJS8bl2uuNkVpG/KgNmt4mo22T0ojAvWMZheve8h5rv+5pLUewhrix/Xi8iFPhoBGqUQSsZYFZljSDrODAwbl4HBqLpyJlCass6UWggfydfCKsbjK/MAXyDDy9s2NRmUiHSUZAFbCUUN53djMjkAgmql9xrr/pa84+SjiNpw0LpSU15FYRrvfxzvjHyxKCdSTumoBt+Iv6jKx31Agg/p1w1A6G6oRqgLZizvCdoS21fpRenmDUGBLOg7kzsU2GlP5gwEG095QHuVynpsdBcuBYobav+rxw/KcWDhCaC9UT3AUuJXFwa8Kk+6xC5G8PkaqGWH2EElIFrF3RgL2TyWJdZceWcjNQEt11INwONzmUC01xfgTDhttD95UtMv5wUssVxYk4ifWKQK55nByzrPaUikPglsoSPSVK4Pd0p6HWHATGGCoIMsg8oZcQxf1AktSiEW8EemDWfuXFBgYUNj/YUHy3iXNlY9DbI7gLYgYIbYmbH91fOALtJqom6R/v0NKQl8y58xlD/gZtgmiXHOnZAQ17LCXbxpG7JB5kD9ZWTPZ9zEaaSY4ZFnfbciMjczAlvXoH/r5/BlOY8Hj3jh/YBgqX7xQeCoU5yHHpKKNZ9YFfok9ws94l5vOKjbSVPrahW31ZSi8/LE9sMTQMWhyROzcXb2tejKsgkKIJfZ2EwxAhlH2v69YvWntr4r//br3fz+/+/90Bv/792GucTyY5qpCNrZEUTf8va+P26pWb2BRkeyYOxBJcLDpoXZRLueQe9mCVygvaBPZypWsqeKG6zhf+BV1rN7fl7tB3cW+iEILDjmxBCdwPcdo494M2FRoHTQ0KNf8LhV4A5xjefgbTu5AT7P5LWxUUmqQFTwDmumsKGfUrsHWhyHgcBzneBtsRyXGzkSMxJZiEVDq472ux9y5iLizC4f8po0ERIUWZn9M7D5CKMhIECkDNhAvud4Iq8QQQTa3p72x8pb2fBR5eCeF5BC5khe1DeuuUto3efjAzPtOse6XpQ+dQEaC2L1nskeWHhMGDBVSWxZV9mZgZYggq4OoVPHu0KBAtMi41QCUJF4x2i8pnWsdTVVoTcSq/zcD23KhBYS9kTfpFF6ZDOlAlGQA4GlQQUD8ceMIIRMHyvyHQ3b0opmEPoClFjuUot+aD3yj5K+3ClWHAqnXvzKAs6TbPvQ3RXFFwMQOqkHZZrpceo8gXhgyFvIBlyMhpk33fYIMJz3346FMw+FMpnQr8h5Av0qa9I1CYqP1o/XAcgcQ0Igsf7gkH0QKbgRZn5sICy2VFeUSYqeJJkFsdJDd2bViN8niPk2gPDDPxnQ8kh2qBS8FNQ4SqjTzvu3RH5CeaSG2IkUaLQQbh41LWARRkh1Ozpa0wHxVQRKks+xf69Ak4LnISyF/TYBDW8W2xpAyjYbBfS7vn8Hz6hUaNtTUqN/Fnox85WOwg5ml/uSS8OUKp+G5sBMi2Y99F2ZvkHUIobRLmcGDmzidXRRscxi2BBKWO856dEZjUzyYSZQ1GGNu4goyTGlm5MN7JkMO8B1e7JDgbIM2xzML0HKwfWoY0gdfvpEhYyf5GrGuOIgMtDTstmgPOltq2f+5T7TIQqw7gBUrZAbp+Q3NG4xlc2UBG32BZqChLAf1wF+9mNImYsJCs4LP9qmAUUc5gscTKfvtTVUsPIoaBj3ZuG/bPwM4M/jZv73D/5ejxb/7+j3Af796/v899/h/OwOKn71+0vZmhI9A64OqGFl3yLwqI6iCfAz73Wl/f1DmfWaMRTBTnwKFF2JzBE1YZ0ud3bGfUPHaaHxfmhHOjCWqC7SqbFowZwBgxdnnbtbrJH38W0laSKTT6UjH03oDH8rYoEpoaFQF7lfWiLSYMW6X+OoZipMNUIadxkE295QPAom6EaIZIj4lyIKFGacNuY0R6go2LxPF7feXL9mGlaj2B39t7mqt529ejhIHfQxJJ/ZzAffNZPBqH3gi6j22rY2Mb+RZ3VPW2LGpgyjFbDFTpEn/iKARTwmQK3lL0kMhn1hjrZz13H5/9RIVbGqw9ZDDjWLcL5c+ipB9zSXUui4Xl6HVQGoPOaoWegwRR94oSg1CBoYalHEGKZIXkgD+GVld0jnNlY/tjs+wOvytJHXBdhxjXzZQ7uqfZsmS+KNRmQzpqJVhAFB9sF4HwBwJ50qH3G4WSg7FCV4K1ZnYE9KCbVi+R2PMHWQfHJCUkgwQijoCYKM5Taz9gKyHyEO+kTR7ndFYlgsdgKcgR7IRRMijrJdxyCUR2KBJPd4Mztw4Tz0Jo9W72prsT8y2HOj7x+O4fgU4DUQElTXMNMoSajd+rceBiik3xg36RqyuZZsz9Os2cZ/VaopSWS5HDobVYWfe0p6PPArNjVcDMYq4xLrpIBjsTxR+/h2QMsyMoUhwwxvYvByxEyTgW1BupQz3GkxxWjBb+5/zPKyfAHlGugNmQyz6O3VM9zIFiVTVk7B7H6q2AAs16yN/foFB/pFUDaHSuau3FTmBvzAF8ifrtkHdwfUQs8ZY7NpW0Kw4v7ooBYFBVuTaV6TzgJX6atiLNUnPlqE3tSD3/4zyyz42zxjg5UppvYYXOyhg9gqQk3GHjIG+wP4lmwaa9iEXeZCesRF4NIQwIah22LcpvYHxYCg+eNfsT6Y5uB4+NBK1Jel6A1tYSHku7AHeSEtVIRtfFGqniWqEZfJb2vOQMaSsxII0ZD6B7duCMluZn4CsMnjsGSQaTkPJUvhbniS4XMiz1sgMt+9vTf/vAv3/nXmYeYCXvR1BRVWHE/5P8Lzvj5E84kl66N0bWxS4A3eI7VFWHLhvULDTZTkxaEOhRFE7iYjdJxlhCAByI7Ic86L9vUhlufgJ3lvvr89HbIEE/Ol1fRNaN/wnzP6YpDCUZUejBo6+c4H1dLAzYbbR1qAuEmkxYfXR/CHALGAoXGwTGG7pHjak8HlzDWLUWvsE3pv/wZ/1gkHRDjl5BgUTRQxVCuvvRx2rx5vZzweRxUGcz/5ExZISaBl5+5TYUYIID6sK3HRWDf4VrTPbZUX2N8JGqKN+Rr0H9c+qCG/9bWwks1zt2mDkTV4kAmobOBClreeWed8pPewmat0hhxuhfoMHSPQ1lPHOjxP94GbRpg+5GyxaRogTiHioKfZ9zGTvRzIulQFJB7UJ7yTpBGgM+G3jPR9I2SGHtV+IIDIPco6Z2meyrFiq8MoEmW3ITTyVYQDYKuxIBcgLdoTNoTQ/8MWQy3oif+sNLM0pdrgF2nhmr/l7W6BYsm48sSsLocXtbmuCDkClyZ+iARHA5BqKEESM3lDjK2DvPK9uhM6D4eaG+rHPGh7XNkjXnXjTrPLi1quBIkG1giODc1VfV4fT2UVsiVL8yxdhOF5ZkCg9AWEJUMwQQkkLrbLZKnriuv/xaLQr7AMFW+ZWb+BTL1v1mV3I1tiCT0M1hFIH58MfCfpmYKY/u5DrDkcTwpasHvyRBN4aQlPGsXocqA1hx1HpsD9LBpLX8tDXYu0QR0dTNcsn/Zvd/tXhjSqDNZODzw+3P448c3+gPWADmSQlOGwhmjT+WrfID+yLBC7kXCX8D2uwBw+BYxN80ZYAGDOEk/Wp97u+gSlN0qfNDI/+xQcMVfDGueEBrPFDu8teoqQ6dNixe1ZbipyAq5CN8daQvaGe8RS8Tf4XD0npLD1jFybdQz2D4smKM/MwbOAZGid2hPXBswV58MTO1rqOgX53bqTiYNj3ffgi9u0IeRURdNddpzewTjHbjiAv/q6ky7nuRugSpDPKe//spkFftBFOGCRYF3knU05ael/9Udj6Jr3x37E1/x1a8d8hFf991bnxrGW1kWdrYt2/H7f+UZgTkpLm71Tw+ljS/2Lq3y7/f47kicjh0FWoKxTVt1qQ4M1qJH6/HTKnlM5UHyNV6BXWv8byFXQS+8lddy3+zB0YdoKSojewYEC/Kh3oj5O0HGTdk0dQ/9Cv0a4X/ywj1cWoqFEqb2nP5++tzmClgNvnPsnXCH+iYeJKPf6DAi42iZjZRgmVPoYHjSNk3MB6oCc5QcMWdkSJHjy2/uE9E6gFbpASdBgqHBRYsSNwWO8+GNySogIPsj7EbJWMbwQPZSszJgeYo4JiM458DVWRCKzTQVLPoIxL/cqVvACZ01pjKoKk2FWnJIF6FW0fWhBJPgc6Ae8LqYTGFxUpBKGMW/mCeyZ7cDLiMjgTiuBnvAt3ZrLE4eQcNCtohqRsMsuBogGdgwdJqnUr8+KhWv//9s48qqozTfdr9c1QqQw1WJWkUhmqU5UaMliVqqQ6lVRXVWdynuKs0cQpMQ4xHgGRQREBAQ0oo2hABRFRwAEVUUAUEcURxQEVEdQUnepVff/o293rrnvvus/er37Z2fuczeFwGHQ/a/2WC8+wz97f+D7f937v67I9Tl13O0KgS9/mhZmEptXm0TK/DyZVxVne5LPrdAHQUHcUDRSTq+t2slLMbSgXlxfuGa26eMCYiPnVbUORU54uQxpUGJfyW/jXWugioGVn02RqV+/Ohl21dsk46bT2O1MYE3FX2UsnpQS8A6NQ1mLF9R8N1GZpFrV79mhF5PhnNbtz/LNKJYsJgkuZPOObr1yEoRk84GGxmE2e2RjQ20zUuuOLhZVbM9At3S75qLpwu8GCwR22NW5SDlTI6qxaqpToVzBTYLUD2GFZkWPRq41XOH+iyuTuLFLBpTvcm86iQTlIWpB2nVW6eOowZBieQnL1YSTVTOQ+99q3/tOHS0WFajbr7a3nmtKNcrcmgwwNKSdOazMyhUjIV0+aHnMhBmjT/Lrv9laDqsGGs8fEO8XqLgLFhdvA7cGwRrlBS0h+qxvXrsq0Z5/KxJvwCG7BoIZ2ogKb7s5eqi9lPQrVsSNzEf72tFrj49PdvCk+7pgtJKYBmhDaQGne5y5bFwXp1/YNu1UPw6e2LwS1qyvRdQAGeglPDPtJXM5QyOiGngKOib8yxpDDJRtc+o4BpnlM8CHDekH8o20vHvM0WpQnpx1Me3JgAA+Oz6BUMb7BrDE/oJ5A0OVFbiMCLl77a2LV396/bdZ7yRdHvvqyAz+KusYIgGmizXNTXnJo51px0YFNb3w9P3GWp1AWsITQTlQIIGBcHBVLpWZvnozei8f9RLbmvrxxHcO4WowzUn+sUvMdH/Dg0bLNclncDEZUPCP+UIfKFHL+GL1ARnL0JlmoMq6soUNpr7hLhSnTt2nKMHJdX0TH3IT+ZTQAJPuhy50HAX4amvzQ7bU/PCz6F8bzmEnPW+Nx44ZlYrUKfsxB6KQr9aQE3teIBH/ENa+cPyW+AAkz/6CkCKrA2tlbtRF7D+aUNltIe4tXYlWj6LosnhsmCEx/sn3aoru+7MtfCfGJAoya8Jw4fYhZDDOpODMCY7iX+9gwIzExQa1B1tp/EnN0RshgNP764wdQLC59V9ZUg57AhIIO5alBogViUkPv8BTaCGMCJi8xILWcsMumYer05nc7YzDxMgJppwsACfUj8WFkoU7WDGBYeJPVC/UNe9GT85y4OWq2vr7ijp6GjuRpaGjVd0VT5r0NOyN2yksm61MCBch314S/Z3N6HcNozKQX0JOzIsdEvv9TtLZW3XhFt8fsbh/0Hc+ec3sJUK0Qw4iXV0zLAxj7tIOt/b+9Ti8x/G10KcEjh494vE1PO939MRUDnL37ozVeFYZ7DF5o9Ddbmhfp2yyub4ZnkVUl8TFFaaBM8O6+b66yYCyQMUg2jlFBkmwYQ4DJ4RJTDgx3bRW2nUklMeighaAoUKGawNP9lOxbPyYeFYZFlTnuR7a8TY5DKs2HtKjL9Scw+mMGdatIMYOuj3ofLcHYXLWgELr7FnSsqllZlsZtm85LwCjExdEUUeyYvOW4qoRSFsWCBmyzvwRF51vQmIa6I1tXBacHD5B6qavZCwsAlrq0Z8mj7nYHwOenE+c9FBc6AuodZoT4PlojihhBdchxf/uGDVGnZ01+2K1tJH5HsHUu6g67uCUUtXoXExValPWapRuX41t42DNHKyJGP4mLo7pR2nhMaW/inZWxYJCnQs6MuBU9tnp3ds7SDw/s+AI3aQ1RJdvWy6e/2qMyifZMtp3+1/GFX5v+Ewq+nLXrq5C9/wambrgxKv/fjEb/uKK/z939t8yjX9Vf7ZDnT6s+r6XP728Tq7tdYPhF1wse9Ih2MuSbB9AxCHsKk50TN9noko4RWLUl2FXy4uE9ubgsJhG1NYdJxKV5oJkFAOQEWjK6PBqnCstzsDhTD7wYhpnC9HkM6egL2vr97Y3covT51itjYHcZnDO/8ZauHzwN+OdPVEEeo3tacymirGStzbSwjVtaMuFnxvRb0Px7cuNz46e6PYykMhybjh9IgJDlH78aPPDhdtWIHLxGvci2DIZBo8cUjBnr4HzmSFnI0O9746LT3uLV9j/73o86tQmygrcw8qPqO75FUFtRiCFr6eQXUV94cHUgSqxhPHhWxCiYK5gCUOz4DPQJPSQOAAAgAElEQVSV2xO0np69bEsyvmKK9WIC0y5MTVSQpKxGRaD64qe97M3hchgPKDHtaKK7xE3oArgUHsrtogxsD8wpEPD4LVgR6HHtimHo98EEFouXl+p0ASBn7+Km/lp0IVqbuNyZPMXdgn4IW0pbBB3+qPVd2ax3GfYfYZGLIzJGJevRclQhBDRkGSwbT8l9YT/Z+43IkjxsxPpjB2F8aMNlyQbthK5+PNc+dgpMxqiJv1g4QtsiFOcfPKB4+sorxi2Lk1U7w4Y/BssbIzgsTnzAZHHKKoj9LgokOEQ2ygcd0vouRI6keHQ7KsE8knURlWUGE4xSTfgAuhlGNNxzc2MD7BgYprDFjT5nkgxPKxZ9BUKlzAC7s5cafw66GVZX/LTf+HD8BYZg6NBe6PBaPB894Jd94iSMEdDxyfO0tWeIdRn4qnaulZYTNeE5YwgXzKMY1NBs1E4LjDY5dWr1UMcNYBzHDGQSchLiWgulpx9TQbEsHvO0LBQZV24wFsMaRu+ApJSJHG0DHSf+49+16vvaLn3bxCacHCoUA6unE8z27FofvSlhhhjxuA5+19i6UAgug3dBx58OkgZtD7MF/kBhame+dckkazbGXIFGKrdmwLy+evGMfcNu1RWLWAkC1IXxwIbs+6NgJbySaR5yuyIo1j9GdrR8jDNorhWFaUVpQXgi5TAq/fSQO89DtJZNK2bKiT3MMQWp8/blr0Tzs550h57BtI0xqoekEOrJVF1sHaVb9mOL/r665quTl2/814HA/7Nz8FfNWhdOnlcRMHhz6Mi2w0S2l5amRgzX2TET7c0RL8GcCDu+Zo/m7CrLSQoJsOM2oSzMlIQZr8m849J3Mo2a+VhFkcyDYpIarRb0PqsdiW4ojVOmMNwPBtXoD36ZHTsJMjtm0vOm804Y60R7qPNCrbeDSZgSP4mnqNv0ujCSMG64PeUC8wCjLu4fc4opxa+EFMc1TUYzPoZbgjFt3EXPjvkA8ybmCKPCV8gJBOuBHznEKTHNvK+R2vICqQs5fYHxzRRGBvYo5jjT1WDbYGK1D4ToQ/E2XjwrK+5W32moKZQJxvasxaNjp/ZGRaM88a/33jhGMILBoE8JeFcqxSVhSD7+HUoebammdCM+YPXFkHrxPk9WamAf9LWI0U/aHP+VjVNUjTbaNzcBVMGy6a9AKHoT0hpTD4Z9q9BF1UjsLJSn2yKCjoXtHjvlJdweftrVztS8nTGYeG9Hda4AQMWjDjBIQceLFShRPtDavHF1gmEtk7Fbp3A5NYuOKg5baEwYLzbpy9JWhxbIRxnd0Oe18O0+JRlBz4FhhDHxTM0+2B+wI9G2MB7JmQ+bY1Wtut2pD6YpYi2hnmArq5gnsI2+TiLW3FSSHYPnQoMTpwWYKTCnjI0YjVJ+1NNCqQDBDXMkP3GW25MlsmBpXT/Q3ah+AtWOZoQfUnOM0WUf9hAGaIkOARMwZ+mHeYkzTYaULGTCREPPxKAsa/OoI+MuASxs8chCpdgHBnULxK7sTmhhN/WDxdohac+LGShbdM7jFUWywV22OQktYVtGiOt27DyMm+rDGLzkhImx9MTnxG12CHRgDASwAk2DlDi6iDMM5Jxs42LcN+66YCYQn1209uu3D5RLLjk0WvGxwT3bh+LBVFpZtMqHVQQ0bEy0aI2yxi8liU6nuokUlzFEfUeeTmu9U3ujF+DzWp7md+9Rx8El9Z71+I0WeCdhBtqkODjZN2w0YFSlirGrBf/Wj0UqZEtH1qiMslZw6YlBjK+oSAPagXvd0w/qQk77QQbL12Hi44JQMtYg69AM6EQQUUm6RwHMEQz3+Nsa3xNdQEJ8SIJVYk/IPm2BHxogZOeCqnOiNm/+58Gg/5U/u/VqU/r8SgiAkE4QAOgmsBqhlk22qQ9AzUK0w3aUMzPG0yNoSBLbwG2/Qx+R5iSYFtSU06ZLj8plnO9EABh9XHF9WQmS7KowaETKwpzKXTYNetW6wIwBX0xn42iDu0WnM35M/OtssvGIrQwDSO0DoPPKVvziMU+73dyTBSkY+iYTQmKjGd0zxLNC3AutNXXuxK31KdMJBCm61KC+7a0RWfWXUQX/WhcZMZtjHlfjg7bloh8YcCtOrLSreEW94DaUFwoKFrM2BnkYqQtHPoERCcWOORp3heERIzxMDu9Tv58+vAcDskQ+EHBvuCwmzTaNK9QLbCFY6l5mAMBUsiXpMzl2ZfMxVD3mLBVOSgZqNP42Dw0LmDrRE001i+4piWKDBjxorVA0WtwSvgU7AS0NxoOc+fYmN4WiMwYT77/SuQJAAg7IOKWdmq/dL23F3olZgXIUs8xtYiCJHigZCiUmAFqzGJ3GZQl5F9YGxqyy/BWwF9sM0eOWupq9+C5sDjktJL5G6EKyigDLzya7iuZQOPdNmFlia6IpH9u/Vc4qoOMZDWIManKgEFaLOsSMYcIY8xFjrkhSt36cRjAm7i9MRwEaQyQpxKXEFPEG9pkcR5a7Uu7dEgr6VnluX4PhQ60qaTGnP/wVZhSTmSXr/RAzUAjijAExYBxtYe7ICAgp5YP136obgi49tIucUUY/tPcgWhs5Ft0Y9+DSfTnwo2oPfePyj5XhjiFMTgO7LHGZ0OHxFesWMJSYxJGsLtlgektWYk4d2q0crlAyxjUbmJWyfALhqtSL7PCg3aIxYxzHRdwGaVWgptCwfVO2Whaqyu3QYNDSB4sz8bto6moTE+1Wbtvt3qgPTyc+b2jDtw6+3+6tmBg0v6O+95v2TzFTSuwLlQnBvmFjJpBO5Gm0USFBgTX8DsZ65ZKLvoZ5Tj6JxtZ06RxMfMyUGLVRKSgl5cMqMy5akfFSqA5Uiks/f5k8721xWcQVcClYV6bKwgQgo4pvA5TTuND0pTj2JB3629bjmQuKR1eclXn35lcxK78KiC5acTL+g0PpriP+/V1UE1oXhruOh3XHaB//0W8xQrbq1iGqXh0GVS6pnk7rxk/7jexfufQdM5P1UK2fUXG5W98B0OdqTW1/UbpsfqIziv2HRxPPQ5h3mGTFm8KIBLGAhjeZ4HgWY+xz2LXoShgfbLJqNF+5KF0b94C+g5la1pu0g5getjplm9eY8LH19mITrHZjn8INwPqXk2zW68hXTJmCMBpoRxbHPI0hqF01ggdRsfldHg42yBkhOZwmMQ90JeZttHjvixeFAHMcD4IbbtXtKFSieIItn/7q7uylVt90DPLGpCg2wERWDQ8T+uaVn+KJIELwE6bRzxMnq3ZuXxMOu9w+2a0iL3Fm2eakhBmv2aTpxPwL4xszghrt0YZD3/thzKQXPIVWN4FObVzDRYcqzlosB2mgNq1nxCEwYAngR1fM+ZOcS5Z1W7fuo57opMHEezpXAIivLZ5QYnqgfF26b4B9ohyF2EAw79QZXyNylBbjFwQfeoLmQXXzpqxMGNeqYdDApEic/QZGN/H8bjOiuRVI7QVDvpcTO1kGU9hJcnZWWTw24ZbQ7fGBneuWXDp7TEwfSSEh64jKkwS3B6tC1v/Q7IxyE0OzOkwJkSf7BprxYeutdP5E1b78lVuS50ZP/IXbD0j+BKM3Dpqj+OhLHHTckjhzo1krkw6lh96ufCQw+uAzsL+tQ54IP1kywTgFS1pZt3gKjOBiO2L28jnwraivW4PR+GftaxZWF0YotA3g0j0xZGEbw5mxwaCuZSMvoM99EsvZCOw2tGfTogLmhoSZf0Azc+v/jdcxgshiCWrWeNAHw5ZKSoXB3eiIqaIn6V3mYbddQIH5HpXi1vmkTW62NKP60FUxsWFERgtE2zYeZZFgHW7d8Hx4Osw0mJxQtmKjp8/vrz4vZ3Nl0lJAbYpvtBoi22zYGDHUqRXcmHVZS2L1uCwr/QJ0NYb1Vn39Qkx2/f6HoaDEaICZLlOvcblI7BLjJIpRQlZSYasdP7ADbUN6PX4ditfk/IMmJLsfJldA4ondZ1rFrf9Ss+bQX3wyZ/6OkTXn9eCP16//a+TK7TO2J310PDey7egf7QINUpx9vXHbsAFfR5PAhCX/xWCOrnTxdA1q//CeXNkvRctxq7rR8FQAeDQqFfJSgeYkQ7fbeFYlG+LQL2Acy/adDMKiupsbG9BnxZbVs7X8wrSfKQF8I0Y/afLLb9VPlElwW1wKw5cEVGhzlRczi2TQU9gIYMxQspZkXEgSXwAM2qaywq1qToOhQ9yuiUqHNZ4VhKWIWR7Xl5WsdtWIWilz6TsnnlZz9xemhwzrJcteLj1gYJsh7X0oXhgPsh0hHj4ufQEb1otf0sajMFEsMEiUsCzJiYX1nxbY18vUPTA5ygtSVAjENkGDrN6drTlueNjchokVO+UlWFPolbIOq/mJ9bkPMtJt7FcruDLGcwm20aqnWlNZIyEqTPYJxB7qApYS5jtV/jBpJEuSN7F3FJ00mHhP5woAiG9UA2bZLD1Utnj/m7S7DbKBoMkvd2Uq6TZqSjdiKITVIktxEnJUXFNade8U3ADKVwLLYDpH32vXI8BmRbGGDX9sR+YiFX8Kwwp6FIwSDKOQiTYTNgYCmA6bEmaI/7TEVXTpbvfGJER7cpcpkwXFZTrAgPEa9mX1rvWQwrdcLLwInFxRmIZ5Ii/hE7fjKcY1+Tm1ZI6eI6MGDHfpRWpQU26aKEZIatjNSrfAqkZPxr+mUAPoUeLBgtkCNa70A7Rf/orZEntBawzLpnnjn+cW1LhcB+YUCtY+dhAGHVhj4uIim4My7cGwVtVXszcPvd11e0PTOq3i5lHjqCDTSSARlqgaqy8mqlK0osQ9UBIIbUkFYMVTWI//a8kjddsaBrH9wH3q0G5MTtAqvmWMwhi0dVUwhjMY/XJLJi0nfvkm71XUL3qZD0+XHTPxa832/k+NtSapPdUm/rXLF2RXQQvxZNA29g0bY7f4PQtuT/tcb7oiywduj+xjKEd/V1kvXPpWG54X5aA6qcty4EeLxzLoEfVf/K5s8WlhQK5d1SOHvCvLGWiHpjgSsKXEow9Ny/tdeIezuuYrCICAtef/NfuWeVd5Ju//NMT+/bq+unn9Ru7s/RAA25K8WmzyHtTRuqjxNlnAvQFNAu0BBorRUoSJFj3x58o6hEI2eiQagVZUjdzt8narvu6LQcztsi5GPJX80aW7LKuhY9vqUMkYAJW7dPKLRtMZhm9WxCjR+W4X9RvO1GIuxrfENsXI703G1lZ9lhTfXXU/nj4pJgGmP2ULluZ9DgmEQrOualcVZ+kZ4l9wazjK4q7yocV0DNNczkD7UCNKSmHEtt+Flljhrlv+kO2I+eh98ULzqPuBntm88lNPt+0bxuVOPAJ+Cy05z7JT5AmILhRCTtxkbz584WQ1hnrMGjb+P/gAphuUvFoBlCNb0Hj2wdyNLB7zNKYb2JMSucR1+2SmaUBGy8cALhlmjDsYMHHxiv35QyudN5h4SecKgGXTXxF7EXO2+NGK+7uXX1fhug/tWmd9F7MyroZaN/oQy7YdKubEgR3SB2CGKo8CWG/GjAFtAhNQ21ea9vLevATjcjvGBXRFe4+0Vn0FHZ0cFQOLSsYgPDu+mBU5BiYdxjJt2XXxaAmYeGsBNS/BKidQr7KOLus9qOw2cyS16ipFO3Y84TmTZ44gTlMqPR6scPGLgAWsbDJxSIAZKnYtbkz2B9C75AN4BTcG+x5Yj71rkVX73IshGGIDFhsUVPr8/iqBMSyedrnKuXmE7WtQmG7d8U2g/FGPRWlBUonXmxoxlMdO7X3mSBnuDaWE+0dDdd12GYe55nZoPn24NGL0k2hCRrNSkkYbi8UEroanPlq2GSM4vliQ4sKvqyAJ6cEDrFMXClNmnTZjIlWXbEAXQEnYOwjZAPGGO5eHchmC+inQVl2GID8CVLFsj7Tr6bTz4nokU1mUMm3OwuIPHdoLLRMf27luiaxdLRz5hEn/2zdsjKfiVOCyPQ6On7bZVKmr2QsZDEWXOPsNFUGivCDVKAlMXylKn48m1Ho7EKF8DLMCGhtqM2HGa7JkC9MtbuqvjSM1bCx5UnS9NvO2EMXyg3+DAJi/s/WrKUGtubeE3L+3HP5/DUvxb1PD9aSPj0MAHNrmzyLFSIjmjbZn49biDWg/6rSPArWvncuc8tKa8PcO7Vxrs96J0UzWv2DetSveiAJDN8ZkjF3G1U0t0PBHv5Xc9rDCjfnsMFvJdIBOYRNoGPMvroBPYrD10sEDd7JrfTQmQUgaDETiRV1ekOL2wxI5VPVrDEEuPRuAde+37nApBq61S8a5Tcstxwuh82W2VWFPJelNe2sEA6by/9nnhS8H7Jl9+St9MNe8KV41H2Ei27j8Y9+ah/egCtBUMGtYw654ojAtECaQKRCIJ1BQhakBGD89bSWhXpZ/8nvUkdH7BYYKJlAIYOs+lSdEMxiBEjAlBMCMg9Eb+hPDuHHhEu0Hr2PeaTNHgZFOHUy8pHMFAOb4FXP+FNj/ARhesmLRXoUkrgVuA5DDStiSPFfyLBhfz1gwSBaGMYrBGjAuMS6f/mqbcWQF7XDq0g9hv4YNf7Rmb56p58PqxU/YH9STIO6wMrW+arCBMHqqpC0KiSViE+AFtVu2JRnDopdRMtHt0SjRJaBr3X5AYoqJK8vVi2fE1QGlrXyaG24HWVJ+h7eykEzprSQKSh5DjKe12FY9r57RV0rAsFuSE9vxIy+bEmZg1G5z2wuFgI/BoFQe5K36Wr7krjL3+aB+NsvtuAImKpSAslwxL0pj04KHetgIUmc2TGDM8hSNCtoJ9+zJxUWBKRy/LkdffCtDtJMtSZ9puQ8TZ95aFLf4Wd5sacYUq7QiHlOi6Igsb+/TiZTFyFBTutH67sHiTEnCLZ0CwszUKewbtp755efSv9Dw/LLlrZBDgS79eLR1414y1St9CzGgViW2rQ6VBdeEmX/AnKS2/nAR9B1Zz4Mu8tIxkgjLDmgCIGTvv7WeOvs/F0z9zy0fyev/3lIDDbD182Ow/pOnH4cS8OOPouFhiJDAXD4De3fp5BdtRnt7MAqp5f82w0C3C5jX4rQGewIDnSwbo4MXZ0agu6Ghomf5nGbELRhMxPNN+SDBmE6f39+Tf4hsSuOpYZmtCR8mq2ZudzmqirMwcaPfYUixvqslwHn3HljS+LlbER773OtzFHYUlFQHenE3+u9hVlIuiy53qc38DgRS8tw3YVPZpG0xl9WFuq2rglcFD3R7fMtKdsxEqDKMq25j6sPghtECI9MYJwbGEvQYlJKXxp4CMwtuLOmzv0CfWDeHMTOGDP0+7sQkXTDpoJlBNnvKD+CJnjCYdKIAkDCdkG6R7/9UjvP60CgLUlyub3oN1ekpnOzlZm15AfScdVVg9/roiNFP2f8i2jTMWXE0RMmq8MlG5KCSvbjUHYcehT62ngptqDuaFTEKkhENdG3kWNyq32V61c61F0/XQJqLN7+V6pIcDHkb4qZAV8gWBEZDY7a8XXrOI9ftDMESGwFzgDG2I55x59pIDMo2EcRqy7ZAjmN8R7/KXTYN1/GXkwM6z4LB3/W0ViTsL0zHPaNnWk3klqbG/MRZMNogCyHVtq8Jb9NehEkH9QJDWWRYS+MlWWyWiEn2392TuwxyHzMESgOt2j5fBEoVjwbD2uYz0B6Yj1GDKFWbA+ht3VU8ZkrIVPGI9TTvQmljvkTXQ2OWdEWmc/nePx0GWRgZNgfO6mv342qyD2B9175h4/ZUYArjsXW/gIF+ffSE/BWzPflrYuIRrwPTzgbmhpVz/owCTHa9peoUMgBmHDoFdA66XruS3xEQs/vSWytPBhZoS3R/ryn6f4Wv/0dNjFZNLTd3ppyA9Q/25fjiFGcDZnrMaNajQd6zNy8BlW5/fMuedVHjZfkftoh/RSO6tizzY4iTsELojFCtGCTRgNGzTDEoO44sKmEEVj5IsOwxrGFydPt5PbHXBxFjnxGlDaHiaUUMdj+mBugWT7tqZfkrIB5kKoeJ4jaUvpfA6BePR6X5uxgUAlqFMfQ+bA8vD792BMyqaBiY/rzM59WqGx4lG+Iw23rp9a55UCfOXDT6SetbaPyoOFTx4nH/aLSgako3yhKMNcyaz2Duw2NCV1i9UfI+n47XIb3am8S3JwwmnSgAKrdmiCaGqJJEQovH/aS9+li8AuT8x/mTh5STum+3hDaHydjTyj3UZF7CJ3IMN6Dv/XmJM92aqngE9LTgwd+x+aEtSZ8FDXhw2+pQbxJ8dAYY3coLUmFpqeynVqp3Z4tPMwZT3KppSV7C4GCmwesqkIsx/a12gH3W67vWRRWkzvMmp5vfkVOkbhXarQcs2YDbhsUGY9EvKTYwCkBOoNAazh5DWxKjWdv29VMCP4WEjpEka26B3oBsgwTKjpnoTZJzT6BwoK7lODhGMU/byugIEmfJpcfwbW+oAT9i37A3LvtIGiqqqYfE0a+tKIz/+Hew8gP7fQu9CYP1lfOnNi7/GK0IsnPhyCdg0HQ8C89dT8Op5vKNDbsyzhcl1uctPbsp+kxi6MlPAo8ELarF62B/VtWRZdF7lu/KmHPL+t8YdebL6/5cjoUChISDzeFz04KAxGzo84E/DLnKD9Pl72hR6PtLJ794a/fs3Xs2JcxALwsb/hjMlPCRP8I44/dB/sa1qzDBoS6U+lXpBdxmplecOrQbQ5Cn7dNWfRVvX14CZnBIGpvroB7xMYwnPp9DU8BQae8CsL+AjSEpLF23nYRdeuYlzU99xmteHsz1rfqg3MR1vl13iyFR5W5qEygrzHTGqLUCWqOcHcezm5Z6YaVgLtP9f7xyQmsTXAddAALAehhV2z569x5oY/uA7Fa6fTAROlEASMSb2CkvwRqWBXXvj4kYOVW1C8WkmnhO3OSOdFfYcJiG10e9f2z/VhQ95uPa8gItbuCs15XnHOSKzWKwxFGOmfS8pw9A0sEKKUoLalfH8C/oZntyl4WPeLzNUfvKuZNuP3P68B48RezU3tDf4saTPPdNo+cDxl+0YBSd21jsXYAsVnnaPDlWUYRRAKY/xg7fTse6RTbfK7etloVwrUHGenWYqV1IeFNP+QthQaJH6Gfrx7j1g/cSTFpbVwUrVyi3wXaN1B+rPLRzbfdaq/YNG8a0+PJ2Y9czgcFECcWQYb0wVWDCiBj7jJa+euSPjG5pxC1X6ls2LqkTm94TK6fVml7ZtfrCzRY/O2NgSEkL7NumY54n0NdgTPu2Wd906VzmohGyT5sbP80lue38el58+5pwlTsPt5oVMQrtU1YZOnhYyxNrl4yLHP+ssUDEHUgb+myDnrXJ0bLNp6pLYB757Bt5BwGTBs0S0xBmpbItyaKgxCY+tGsdJJyKZOpfSnJiI0Y/BSOhXXb2vvyVMKO9F0sid031CBmsAj1bXQBiJr2AdqV8VjuIlhZzSm/YEtZeINFEoif+3Iccat04mBjpRAEgiT/lwITLc0QOL+ugpnTjttWhPl/BCPqGMYXKLd3c595l01+BMPXmvDyq3BQURSF7mtpJ34hRHRRnPgObHo0VOrhdIWmtnDiwQ/zCIZkKUwNMuis7ZmJG6JCdayO9ybPdGUjsHbc7vIf35IorOSra+8NJ3nDu+EEVCgaDAgayznD6rCxa5TKEvTfSUHdEKmXp5Bft/YjaZH9hupYeW3cnwGTf3h3MrqfNhi0RymFed8uWlBUtj97YZ0QAhA1/tOFMLfoLes3qsKF7cuO58N8mpw82pc64ZdOnzTpRFF5UErVh7/pzsO9Tw0+FfXo04rPa+A8nBA96Kmnmovylp3Z9caFm5+XGC2a/f0k/18Gb2ZYRsiV5rvfuzkb25SUkz33TN1dPFfQzY8EgjDlF6UHrosYbE+35hYSZf0if39+lB6pqc0zDAGX0BfWN4EGPqJA7dTV7JSmYy0MQ/XZRuTUDg9uKOX/yeyn1cApSXDA8jIExMHFjpvDLBrgRtJDI9386f+BDbSYjMlG2Oam8INUUM9AGWWgzWthfXm+RgPIudyEl5TyGdjjQTwtz+Stm44JVlhDbWh6G/t+GfWvKwecl3TWYmOhEAYB5TnajJDwq7IyOb7T5EVhysN4K0wJ3Zy+FrmjXIrEsNJoOAt5obhJPJ5ceJKTjh1x9Bo315MFiSGRTQjTfaLxQ5/ZZFo/7RzwmGnF3hS4RK9mUx7FVX5mQg5WxU17qiHuMJzCYQmDg1/0rLYzA0oUiNcaoFmD+hg1/TPpUR5xWBT1wzfPSYv3oLtl5eNOwoQGs8Vu7Cy2oXFA/CX/shMVIv1O67iJM/1Vzj5bvqv3y+s2vmk7/3+K+/13+cevNlg0HLr4RWzVy9jy1iOP2YAlk7eakOQF979dSTS37qCNzUEbI4JSAd3xY7dublwCbzLfdHsxNsn+Om79wshp/dIZb6aWzx5ZNf0UaqjH3rVuO7d8qriam1O/tBWUCbYxSlRUNuebWjAXyrikAS7vAFLBz3RItLXf3zcLdAuxCCDmj4xOmbxSsRCH3I7LUAtorsbavCUelu43rCGPM6rAkgblVaArY9yp3J/6wHn6TWHYmzWACFgvMerf5HExgKkGbtIbphCaH/RMyrNeWpM+8WVmwPlq3DCZWOlEAxE39tXGJfa27aFx3KOdOHMSMYtymxN8S9ltUafem8tm3KXFP7jIt/VDnbN226ofDIkY/lbtsmm8S1i9gLsfMYXT2qDtcmjj7DakFjIN+9PzpeiCuJKykgHFcHfMKH/kjL0Mo2IAmCsNIoteFvvfDHrJkbk8XNGz/sj7qfXFUCx78HR7z9YGbLTeP7mncWJ22aPeH565qxz2hAf47c9Tfg1ybKi+8HZr12bv3qynGuiZ99mi5GJf4d09uvOaG+vl0n28mNagvbEqbQ0dW0Mtg8UR/+Ks282G5pbZsi2RLlGg/sDYwAnTG4ZZd66Jkk2HhqB/bGzR/vXFDzewd3GGWLVxF4qzXVQ1C6iwY/F3Je+UDlVszYG908PbuOCTzYECf+14OOHgAACAASURBVNDkjK8vHvN0sust//6WeOB48oOwQYvEOOt1tzl9d2cvnT/wIdPmgHi+ST4KqI6FI59Qbc/tyiMmCPmAfYyW1WFDI0Y/2eY8oke2eNkkM2C1o5vA0ihIcXlpY1gfresHE7d0ogAwpffroLtCT6MwNQAW//Y1YRiaVc4gtxmdup79RenFWYsXDPme91kG2wtG2Aj9FKN1lborwQSJMkc/REUYw893JL9YD+FqQz3s8rVLxmlOIyGD1RmYFXP+5Jedh9OHS7Mix9xy+b296tbD6YKG7UdgKsGoksx9KpUe8aUkv7y5sSYpsmRKQ5Pmn/nVlbqvgiKzE4tnj35ezS9a/opvLvfW1+6Xzedl01+R7XLIXdjTPq8LwHDBBb33ptBybEeMCh3ay7flunMnDop7Xn7iLLlaxOinjJmz/YgKH9nmPpUxXHq7kp5aaWlqxM9tiJsCs8Z4hhKvSzYAyGYffFfwlYrCtLDhj6rErg6hqjgrS/dBMMX/QeXOH/iwz5HirEg6NrAvf2V7vxs75aWYSS94igZ5ZO8m9BejESUBJBNm/kGFdwPoVp78J6V9hg37QatuMXs6J4O3tFB7Q75nY4If3ZfvsiR3Xx89Qff7/wUabbtGEtOjdfFg4olOFABykFGAYOq8H+oWtPQl66JU+g+XFh38nU46bdNeyjYnpQS8izG0834CJmPIsF74Fb+cyugIuAFjflbYAd1+S/7i4ukaWT923c4Tt2t9tL+8OdF6UwP7uPQoCndKBPouaNh+RMU+Duhzn7/iUTiZvCPJJUcX/u2G7hlyrXnxzPHGBSZTVKjG86cXj3lajsooZxKJd+zzUtTKOX+OGPuMlx9GjWOOxy+eqtrlw29dvXhm8bifaDvnt+PGytJmZ7i3ofur5LL2QwEsHkmg6+qEMLuKjcs/lp8wJdv2kivnT4kVaMrXftcDiyvZ9Vb4iMdNDgjLP/k9SsP7SJ1tV5CezBiiwodVtsxFI4MHPWJ1qVfETu1tmpJQj2ppb8Hg78Jwt/GwQAcRza8VyMpPbSRK48WzAX3vXz79VU8fWBP+How6+Ru/WF6Qiqln/sCHYG/gHnw4U2R8tK4cTGzoRAGA8pWEQR3ceO3JNJypLc37vLwg5cLJ6m6/GcXevAS00bSgfp33EzmxkzFbxEx6vvP84L2npfESOue+vISe4/ztL2DuQ/FjPju8J9e/QT/yE2dJxFv7bAM9ii5o2H5kU8IMV1sJiUm7+I/GnP97afnfbjRo07wh6nnCjNeMH0NPEddhTLFGuwf/dblLdeclOUs/hP3R5sdgK6ChBg/+jhai2yer63pTI+ySW17O+rbGjWtXI0Y/6XdHDgG62kubXjXpxeP+0RsXah84VV0i1t7nM/7JN0/aMzX7JLdXzd68zrjDHkvy3Ddjp7z0xcLhptcj9AUyf83UMHxDhmmxYj2lGLIHlYL6dTskotkrr7BD31QI9bUV21aHgjZPvrY0NcLITpz9BtqAjQi8dPa4Wlzz5JyZv2K2bL616tGc8XfI0O9bnZS8wfpoXTaY2NO5mYBb9ZxcGDW8Ca1D/AJMxl3rogL63Gc9IO9Htq4KlsXjO9rP3slAwsl4dKdMk13TsP2IuDEoB1biD27819W8/33x8+gPf2XjXypx54L6f9voC4H2I4dcfU6QJOcL7dPu1NXshWER0Pf+7WvCfT4JJnmjw0f+SMUw2PHFQlf7D1x6+3OhQ1yGnI+euHi6Rg4kSJOGpdVw9tjpw6UYQPYXpu/LS9idvXTX+mh00p3rluBf/A1T6fCeXO+jXaHE4j/6reRWt78Z+2pCAwh974ftDc1+R9N06dyKT/8ZtnVp3uemWhPnZH+5AEmarY5MHNUlG9aEv2d68dLZY5JVU5b5O2Lslm1JlsDlaANuBQNaiDjXufQkdJ6uU1+7X8uDsWBQyry3MZhoumXBoDYzflpx+2hdNpjY0+kCgHQxaPEQl2j6kMud9yuX609I9ii/5zAmXcOVcye1k0yzXr9TAmV0TcP2F+dOHJQRf9HoJ7s3JMDdR+W6j0Kmfn3AzJidsFWf/uX1vXkJxtcxc8vrHVmNSpj5B09BKmENr4+eAMsD4sQm0XWbFGdGuL4ZNfva5Qshw3pBFXRGYaL7izGEnxAbEa9AeNQfPwBZVVWctW9T4o7MRRuXfxw75SVV5uL7iraNASQ9eIAYSVkRo7IWj06e+6Z2dPKj3ybN/RdYV5Hjn8VM4eUOeenG5TKtpAb19fmJYKHGT/tN+IjHO5Ih9Y4DVrWEdDPpW0nH5Mfz0Nmxk+R4hn+jnKvoPWhmHXd0wdXWRY33pAC3JH0mv4Wma78x0lB3JD9x1tol4zDp2OSG8u3RumAwaRMKgLsNjN3LP/k9bLt935z//M7xym2YOXJiJ/s9xjDpGq43Nd4Rp2mFLmvYfqE4a7EM+j0nJdldw+olH0xclq0OxhgXmDFxyqlra7HXlm2RpdCO/DTMhaWTX4R5ur8o/cSBHUf35Zflr8iNn4qWidk6oO/91nwp7QL2gaSyNkYe3JQwAxeHpPThgujguOaB7Wtgapyo3H6soujAji9KNsQVpc8vSgvavT4aonruO/8AIsf9BCZ77NTeC0c+ETbsB/gXRnxaUL+Nyz6CwZR1O8I1TP/Th0uvXTrvzcIBflqSix3y7POtuHT2OOpu3rv3BPb7VkciHdWWFwT0uQ/36ajFKdQm2jae2rjSj9oXQYVW6q8fkhN3nSFHS7JjKgrTusCcwIiBJo3u0GW14/bROnsw8QYKgLuNpkvnAvs/MH/gw22Gc+44zVcuYrTtrnxnxFF0ZcPuOHLAuiOeDMQTTVevBc0eKsVr9HiG6SN+vVETnrOaEXWHS2URroO/fr3pCqxhcVNRxE/7DUxq+8iDbdJy9XLMpBe0q330WzWonj9RhWafHfOBb9csL0gx3qcCJjK0dPy0l5dOemHu2//gevsf0ucPqNy2+njltgsnq605ASVHGNiUONNTsRiPYNUfq4Qpkzz3zZzYyVXFWd7cal7CJ6i4mEnPd/DE4OX6E7e2epy0A5C5aKRLP/JufFECsbQZ2tV76o8fkLIt25zU7Y98F9B5g4mXUADchciWLrsoucu4gxq2LLyBjuQzIm6RQB/LP/l98ODvwNBUrx8sztTX+B926ysP6xbvrgoe6Jd7uNHcdGTvporCtOqSDT77BpjIjp0ECzhs2A+MOYNSAt6BfeCzLdvS1Lh55af5ibO2Ziwo2RB3aOfa04dLGy/UKYGkYlWZwigZqavZGzH6qaD+30YHdNueYcegOmKn9vb52a9ePBM6tFfmohGpQX07vnIfN6W3S49SemDHF3dEhpOOIwIgae6/qFe0JFa6K/zOdUv89StnjpShNUI9MquJH+mMwcRLKADuQmTXtTA1oKXxUgPjD5K7hTuoYctSbtjwx7r9Tu4+Vs75c+yUlyJGP1mUFqRehIkswUmsaTsFNBvY1oVpgd1+/26B/S2RzssLUr5+cbfm6dTZ91xZtCpx9h9tItWi30mSe7dZX/5682ZaUD+863NiYFiTcm47fX5/UxIr39C8gPreL+sFKMPuqtOuBM3b6JnTcvWyNKeFo37sNmGWz1w6exxKu9ufl/gFCoC7kLrDpRj+Fo95Gp0/K3JMt98PIX7hDmrYpw+XLpnwM9hV3X4ndxmnD++BWZM4+43gQY8Yg4VLKBstPKUHcwdGKkyinpkkBPccP+3lwP4PGD2ably7iseBzuneNWy0ZJQtOh3UrNU1CEi8RZStb3GKJb9pUP9vQ79BALj9CR+or63QhOLU3g1nap1wGED6hcS/b75yUTL1zutz79Gyzd1+b6THQgFwd1JbUYjJg2cQyV0GG7bDyYoYBbMGCnDzyk/VixJc3GWbJ2vR6Cfjpv66s/3CWxovnTlSdqyi6NrlC95/qzA1AHIxfMTjRgebLclz8UTdvtqaHjxAXMl3ro20vouHlVPLPmcFrihMWzHnT7hCsuutXeui/HjnkBaV21bHf/RbXHx12NA7JdyZz6BrBPb7Vl7izIjbmTF3r4/u9rsiPRkKgLsWjHfnjh+860c94jTYsB0LzOvgQY9IEgCVXeFmS3PUhOdghsLI8/TFi6cOa8ElA/t03r1Vl2xIn98/sP8DMZOez1w08vMZ/7QpcaY3EWBxb7CAIWBgraoXTx3ajSfqSDRMv1BXsxelKicT3Ibzh9GJgl0TPsy365+q2oUrzB/4EBTdFwuHe58xoE1OHNgRP+1l49lKPEv3FmZng8ZWnBkRMfopyIC0oH4ogW6/JdLDoQAghBByB1C6cTnMYpjLMLXVizsyF0l4SpscPTvXLYkc/2wnpWRuOHtMguREvv9TtWDf0tSIV4w2vSfWR0+I//h3SZ/9Rb1yvekKLgWzuNsPusA6l+y/hakBbj9w9mh51uLRl+tP+HDx5saGgtR5qFDUHX5ll5+Wq1F6ufFT5xkSRbv0vMLOObfKxCPESygACCGE3AEkzv5j7JSXAvt9S8Xwbrx4NmzYDwL7P7B1VbDdF2e9DiM7d9k0v9/SoV3rggY8GNDnvi3Jc41O8Fcb6rUTyYmz7L9eW1EYP+1lXKG+tkK9KCdi/WUQ+0zj+dMJM/+QHjygk2Lq785eunz6q7DUoXayIsf4xfu/vna/HH4VwoY/VpwZ0TURFQm546AAIIQQ0tO5cLJaIp3DXlQvZsd8IGd/bTLmQCTAyoQGaG8KuTbdzKqKs2D6zx/4UM3ePNNbsi9R1VYCrIzQIRFjn1kXNV69Ul2Sgy8mzHjNjxmRvrze4sP6NyRNXuLMZNdba5eM83ttVpdswGUl4VFewifb14R1/JqnqnZJ5B/ZESpKC/LXkWJC7kooAAghhPR0ClLnwbxbOOrHalm9vna/RDq3Xywv25wUNODBFXP+BCXg9gPXLp23ek1kLhopMVU8Ub07O7Dft+YPfPh45TbTW1cb6kOG9Qob/qh9Ik/IA+gZmKpXzp2UV66cPxX63g/xCtSOzRcvnq7BvUVP/MX66An1xw/Yl9vNluZLZ4+HDftB9Ae/hM3t6Zagdox5wfF3amAflDme8cyRMuvnT1RuLy9I9c3b5Nzxg5tXfhr94a/Chj+GOs2Nn2qtmm0ZIRGjn0yc/cc9ufFtKrHG86dPHNgRPPg7Yv0vn/5qF8dTJ+ROhAKAEEJITydy/LNLJvwM5p2y7ZJdb4m1Zx/b54uFw1fO+fPiMU+7ffdy/YnQob2S575pfPHI3k24csyk5z1d89Sh3TDT5w98yGr9t97elyjOWmxzVzCdUwLeCRn6fZX49q83bkg8nJKcWJsv4mElEBZM8/TgAdETf15dssHmV9bHfJg0903lFZMRMrg073PY7mX5K3aujcxdNi0l4N2oCc/hWWBAq2A++AxuY13U+JR5b1svC4WDQtMyA6wOtblVGO5bVwVHjH4KN7lz3RJRC9ebrmTHTETZFqYFogzxE9b0AtvXhMvdQiTgBoCNlDp9eM+6JeOCBz0iX9mcNMebCAEVhWlJn/2F7vLEyVAAEEII6dFI9l8YnSrUj9joALa4/XcXjnwChrKnGEHroyfgInFTf218UQLI7Mtf6fYrMH9hmAb2f8BtVoGj+/LnvXsPTGr75f/q3dnira4W+yWXk32ooutNjbhVcXE5VlHUqqfxgu1rTB5sJDt2EoQTPh8x+knoBAgh49FYIWRYL4iorIhRWzMWNF6oky+uCR9WXpASO7W3W4WzIW6KfNdaAjeam9SmBH5d/QoEGB4N7+avmI3bKNkQlzj7jaWTX4RMajhTa7zC/sJ0+QpqTcoQ+iFn6YduH7D+WGXY8MfCRzyGzwf0ua9sS3KbbenwntyMBYMghNoVqpWQuw8KAEIIIT0aWJwLBn83oO/9ZZuTWvXFctiOsPmMmbPccqq6RFv2XjAIFqf13Utnj0kYe2MEetj9svzvyQtfYv6Ublxufavx/GnYo/P63OvWbhagH2C7r496f9HoJ1Xwn9ryAsgGaBVPfkrCuqjxYhwf2L5GXpF0AW5vZlPCjPn6ujiK7tzxg/Li8k9+X7M3r6HuCMx0WN7GzAOK+tqK7WvCYXPHf/Rb67tXzp2E+JGDCtZ3UZJy8gE1Jbca2O9b1SU5MLslg1t2zMS0wL4w3OcPfCgrcsyOzEXGr58/eShowIP4JH5aXJJaGi9B7aBkrL8F7RQ+8kfLp7+iJb169x4oB/vGcOX8qWTXW/jdve08DULIXQkFACGEkJ4LbOLQ934YPOgRGHlXL55p1f03xOZTdq0nClJcsMiXT3/19OFS67t5iTNxnfkDH1ZnZGGYiiv5IXfnd/fkxsOuNaXsBTD3YVzCshdZYnOkVfP8mfd2QWpA4uw/QifICjoeCgYu/iuL+p6ASBCTeuOyj+SVpkvnwoY/6nYlvigtaJ7+aEa10KoLhs1Jc+wLbfPKT8sLUjJCh7g1lPM+ny63UVtRaL3DtUvGQT+cP1EFO1s+tm9TYqvuNCVSJGbSC6jQ7JgPPp/xT6gdk1KSFLYLhnxPBXXduipY4niafuvS2eOLxzwNPSPPuOOLhfYPBRESNuwHCTP/cPF0TWe0UkLuOCgACCGE9Fxyl02DhRc14TlYb6368n/0xJ/jlayIUW1+Fwblyjl/Dur/batDzvWmRgkao7JKw4IX9/qIsc9YvcNhZONSoUN7LRr9ZPOVi8a34qb0hhm6SM/AmrlohI1n+daMBfhYQbIrcdbr0RN/0aqH6Emc/Ya9Pz0+c2jnOvyKeCvJs7Q0NaJAxFHetFkh3kQrP/uL5lP0zWxi+YmzUgLesSmxL29cz46ZCJ0TM+n5lsZLpnevXTovln3S3H8xvQURlex6qzgzAo8PxSXW/9rIsfJudckGeaV6dzZKL3zE4+uj3ocaMV7hYHGmaX+jqjhLznlXbs0wfhJG/OJxP4kc/+zZo+WyseCpzPE6ZBKqOKDPfQWp81CSXdl0CenJUAAQQgjpucDcDxv+KEzGnWsjW/XgOdryf5977UPltOoBcGD6wwKOn/ay9d3yghTZRpAlYVjVn8/4JzFAi9Lnmz6sBdIZ/ui6qPHQDCrbl6L+WGVaUD9YzPiijfUPKzZ85I9OHtyZETokZOj35ZRwTuxk8Xe3+SIMZfE7wt2eqi7BKy1XL4tsCBrwoHFzA4+cFTk2oO/9+Stma3smfe41bZJAM5hOPJuoLsnZkxufGz/VrXvVrnVRtxLrfnNHBTePEkiY8Rqs7QM7vpDPLJnwMxWI81TVrrDhj62PnqBdZH00JFZe4kzjcWcIDznkrRQLriMOWqZMwycO7EBdQAA01B290dyEZ6woTHP7LFB0aDNoPxBdx/Zv7eJ2S0gPhwKAEEJID6Xx/GndI/8F/AtL/cvrLbCz9YX2kW1+F3a5GJTZsZOs76YF9jWam7CbI0Y/Fdj/ARjZptS2zVcu4gYyQgYvm/4K/vDtQSq3rY6b0hu274nK7bDdYdo2XjxbnBkhS/gw6D198WjZ5viPfvv5J7/XFtT1kPxXzp/CK3IUuHp3tvok7N3EWa/jygWp8+pr90vMn28UyPEDeFGscE9kx3yAW4XNbU1u0KrvdeAKKDrT64WpAbgZCQwaO+WlWz5C5QXyLl6EnIDJLo8JPYZ72JG5CGpBXaG2bIscGJADzSUb4gL63KdtNXz2F2N8Usg21FH0B788f/KQvLJ08osoT2vI/yN7Ny0c9WOUhnbe191RB0IcDgUAIYSQHkrl1gztSOi0l6MmPNeqh6cU4xLGfZvfhXEs7uPWFGB/vXFD/H/kxOq21aEwPWH46r/1G+MnxdNmyYSf7VwbBYVgPC7sPcVZiyEetq8Jx+9uXPaR7EvszUvQQhu990NPMXxa9SilayPHXj57fF6fe0FD3ZFjFUWwa/HFhSOfOHmwWH2ybEtyhO6DtHH5x616rBv8bYyKA+20TD8ve6pql6efu9l8LS/hE5Q5ntcaTPPciYNS+CcO7DC+fmD7GiWlZH/GpNDwi6FDe4keOF65DSb7quCBpm2W3Pip4jKEAs+OmSgXWR/1/s2WZvkA9FJG6BC8GD7iceO2hjQJ1JrsjbTqmwmbk+ZAyAUNeNDt8WhCSCsFACGEkB6L2IUJM17bEDflrzdvivd/WlA/b75bkhMbMqwXDOW6mr2mt/CKnEm90dxUVZzl0rOJidGsEo216ucEtCMEAx7E57MWj4YJfrWhvl33D2M0J25yzKQXSjbEyUp25Ps/FVd+/fzxQzbmeMvVy8lz36ytKJQTtMmutyAebpvXI9SqNj4mTv8gL3GmvCgZhdUyuST2avPgRM3ePFj/66MnZMd8YH13+5owl56M2fgiBElg/wcWj3laSib+49/J1oRKznD2aHn0B79UB5fXLhm34tN/zoocazr+mxLwjkvPgSBxS1FrxnPYJyq3y8bCotFPWk9+rwkfpiKHQvUlznpd4jh5oxIJcSwUAIQQQnooy6a/Ej/t5ZCh3z9YnHno9uoyzEFvvltekBI2/FEYo7DjTW/t25SI66wKHgjbGla4RN+XHQD8K59pbmxInP1HPYqllmkrYuwzcgrZe66cO5n02V9g7+4vTJfjpxdOVrtuh8aPmvCc2yS7Aj6fMu/trauCYcWKXJn37j2yoXG0bLN8Bmb9rnVRYcMfk1hG5QWp6uuwvwP63n/xdA1UE4QNTHBZJree6zWye300BEBG6BDlvWME96MdVjbk7cL9LxjyPfz0mZp9rbe3AoxxipqvXMTj40mlCvDv4nE/gZbLS/jEdHGIOnnG4MHf2bzyUxWXCVeWtzQJNPdNCQNlAipOkq8pcKstlkonhBihACCEENIT+euNGzDfZUH3akN90tx/wR/LP/m9l1+HoSzmoFUAiKdKWmDfBYO/Gz7icTErZaFdvOpPVe2KnvgL2KOiB3An8/rcq7L2egMs6ZBhvUzO9CUb4sKG/SBu6q+hZ4yu7SauN11Jn98/d9m00rzPW/VjrzCyYyY9rzL1njt+cOfayIUjn5AHhDJRi/2KnNjJ0RN/Hj7yR/IZiBn7JAOtetSdkuyYmEkvuM2BEPreD3Gds0fL5b+nqkvwgAF97lPnEORccmD/B6B8pNBgsqMMlWDbX5SeuWhkduwkOc/9dUXfvJkRMhjf3ZL0mexsQKig3ORFkTcSX8jm5g/s+AJqTYkrm2MVhJBWCgBCCCE9EznJuuLTf46b0rvh7DFZAjdGtbfn0tnjtw4M1FaY3oIpuTpsKIzXiLHPGHMJL5/+akboEMmYGzzoEbUbAGPdbXQgt1w5fwp2P+42P3GW6aezIkaFDP2+/UGCmy3NSZ/9JS2oH6xhFbby0M61C4Z8DxIoJeAdSAi11L1w1I/LC1LcXgcWcNbi0bFTXloT/h6+7imvmaLucOn5E1Vrl4zLuh270/RQ+Lmw4Y+JFQ5xJQkTVAQeVJDckjpyvTlpjvbfmInqIunBAyBLtq8Jx4fNT918LWHGaxA5UD6obon+KaAwTceyrUC6QAWhyvbkxq+Y8yd1YJoQ4gkKAEIIIT0RdYo3f8XsgtR5LonQ35Yha0TCBxnzZDVdOqciQjY3NpiudrWhfkPcFMgA2KkweY1vLZv+ipyvtaGl8VJBikty2cKMvnb5gukDeJbAft+qc5eVTIB5nbloxNLJLxamBpisZJRG6NBertvpdXE/EBLWzQ2fgQ0ti+7WOKetuvMSJA3uH5pk+5owOZQsSb6EHZmL5N5ki0D8qXDDymkHZQvRtW11qCn8/9eld/VyxoJBX2ubkU9AwJw+vKfNOy/bnIR7CxnWS2m5HV8sDB/xuL9KhpC7EgoAQgghPZFNiTMl5iMMTQlxU5gW2K4rwDRUK/ctTY0wPecPfNjLhXwTMI6jJjznSX40XqiDWSxOMrBED+z4wu3HFo76MWx3m3RUEB5hwx/DYx7dl29992bztfpjlRdP11jzmnUc2P3lBSmLxzztyXmmLH8FHjBi9FN4xsj3f2qMQdR6+yRuzKTnpaxQcfiv8VjCntxl29eEA/xhcxuN50/X11Z4f9i6trwA1j9uTPkmQUTJJoD9gQdCHA4FACGEkJ5IWmBfGJQBfe7buW6JrAq3mfzLhCyow6ReHTZUDstuiJviczrYrIhRKQHvnjvxdRSaa5cvVO/OzlgwSFJWzR/4UO6yacbw9iYgPyLHP+vp3YIUF8RDYWpAyYa4Li5qGP378hLyEmfCdLb5GLQHPgaz3qpAIKtQAjlxk/GBoP7fxt8ZoUOMXvu4cl7CJ8VZi9s8itAuUgP7wPo3ulqhGPHrqBFrJFNCiIICgBBCSE8k+oNfLh7zNKzJtZFjZdXZt+tU71qfFTlm5Zw/VxkiS/oArN7smInz+twbMfrJ2CkvScBKIWbSC6bMVm5ZOvnF2Km93b4lZmvi7DcgALq+qI+WbT5VXbIqeOD2NWE+Fk5Lc3bMB3JOA5ptU8IMo/0Noz9i7DO4uH+fTvKCqQwAoKIwTWokN35q1xcjIXcQFACEEEJ6IjAZA/reHz7icfGqz102rdtvCTTUHd288tPUoL5pQf1yYifvzUu4eLrGy+/mLP0Qj2PyI4KuWLtknJitBanzuuWhKrdm7C9MXzHnT0Zj2gfO1Ow7sH2N9czuvk2JaYF9i9Lnl+TE+vG2UQtQGvL3lfOn8hNnBQ96BMUIsacyiBFC3EIBQAghpMdxo7nJGNndZUlAeydSd7h03rv3GKPsHy3bLCeVgSk4ZlcCu3znuiVhwx/rJLeZjNAhUBdbMxY01B3x42XXR0+Im9J7TfiwuKm/ls0HzfVowaDrTVe6qyQJuVOgACCEENLjuHHtqjEW5JIJP+v2W/ILufFTl3/y+6qda0s2xEm8UTk3fKhj7kkdpHJrxtrIsbifTrp+1ITnIAAyF430820XrTJKxMjxz+KVbixGQu4gKAAIIYT0ROKnvaxsu27xu/PmCQAABiBJREFUjO8MbjQ3bUqYoZarQXrwgEtnj3fjLf31xo2KwrSw4Y92kpPVlzeuhw1/LHbKS8pdx4+UF6TkxE0uTAs8sneTfaYwQogRCgBCCCE9kbrDpbAabyXzOlbZ7ffj30fbviasJCfWmsG367ly/lTpxuUoZPsAnT7TeKEuaMCD0R/+amvGgm5/WEKIQAFACCGkh9LS1AgruevDYjqKMzX7JLdXzd68zrj+jWtXA/t9CxrAPgUyIaQroQAghBBCnMuRvZvWR71vzKXld/ISZ7re+R87vljY7Q9LCBEoAAghhBDnUlO6MX7ab8JHPN54/nQn/cSXN66vDhsa+f5P25vKjRDSSVAAEEIIIc6ltrwgoM99Qf2/fbWhvlN/6NLZ49cuX+j25yWEtFIAEEIIIU7mcv0JOWndeTsAhJCeBgUAIYQQ4mjipvSGAKgt23JgxxctTY3dfj+EkM6GAoAQQghxNJoXUN/7Fwz5HmRA9e7sbr8fQkhnQwFACCGEOJ362oqVc/4cO7V3w5nabr8ZQkhnQwFACCGEEEKIg6AAIIQQQgghxEFQABBCCCGEEOIgKAAIIYQQQghxEBQAhBBCCCGEOAgKAEIIIYQQQhwEBQAhhBBCCCEOggKAEEIIIYQQB0EBQAghhBBCiIOgACCEEEIIIcRBUAAQQgghhBDiICgACCGEEEIIcRAUAIQQQgghhDgICgBCCCGEEEIcBAUAIYQQQgghDoICgBBCCCGEEAdBAUAIIYQQQoiDoAAghBBCCCHEQVAAEEIIIYQQ4iAoAAghhBBCCHEQFACEEEIIIYQ4CAoAQgghhBBCHAQFACGEEEIIIQ6CAoAQQgghhBAHQQFACCGEEEKIg6AAIIQQQgghxEFQABBCCCGEEOIgKAAIIYQQQghxEBQAhBBCCCGEOAgKAEIIIYQQQhwEBQAhhBBCCCEOggKAEEIIIYQQB0EBQAghhBBCiIOgACCEEEIIIcRBUAAQQgghhBDiICgACCGEEEIIcRAUAIQQQgghhDgICgBCCCGEEEIcBAUAIYQQQgghDoICgBBCCCGEEAdBAUAIIYQQQoiDoAAghBBCCCHEQVAAEEIIIYQQ4iAoAAghhBBCCHEQFACEEEIIIYQ4CAoAQgghhBBCHAQFACGEEEIIIQ6CAoAQQgghhBAHQQFACCGEEEKIg6AAIIQQQgghxEFQABBCCCGEEOIgKAAIIYQQQghxEBQAhBBCCCGEOAgKAEIIIYQQQhwEBQAhhBBCCCEOggKAEEIIIYQQB0EBQAghhBBCiIOgACCEEEIIIcRBUAAQQgghhBDiICgACCGEEEIIcRAUAIQQQgghhDgICgBCCCGEEEIcBAUAIYQQQgghDoICgBBCCCGEEAdBAUAIIYQQQoiDoAAghBBCCCHEQVAAEEIIIYQQ4iAoAAghhBBCCHEQFACEEEIIIYQ4CAoAQgghhBBCHAQFACGEEEIIIQ6CAoAQQgghhBAHQQFACCGEEEKIg6AAIIQQQgghxEFQABBCCCGEEOIgKAAIIYQQQghxEBQAhBBCCCGEOAgKAEIIIYQQQhwEBQAhhBBCCCEOggKAEEIIIYQQB0EBQAghhBBCiIOgACCEEEIIIcRBUAAQQgghhBDiICgACCGEEEIIcRAUAIQQQgghhDgICgBCCCGEEEIcBAUAIYQQQgghDoICgBBCCCGEEAdBAUAIIYQQQoiDoAAghBBCCCHEQVAAEEIIIYQQ4iAoAAghhBBCCHEQFACEEEIIIYQ4CAoAQgghhBBCHAQFACGEEEIIIQ6CAoAQQgghhBAHQQFACCGEEEKIg6AAIIQQQgghxEFQABBCCCGEEOIgKAAIIYQQQghxEBQAhBBCCCGEOAgKAEIIIYQQQhwEBQAhhBBCCCEOggKAEEIIIYQQB0EBQAghhBBCiIOgACCEEEIIIcRBUAAQQgghhBDiICgACCGEEEIIcRAUAIQQQgghhDgICgBCCCGEEEIcBAUAIYQQQgghDoICgBBCCCGEEAdBAUAIIYQQQoiDoAAghBBCCCHEQVAAEEIIIYQQ4iAoAAghhBBCCHEQFACEEEIIIYQ4CAoAQgghhBBCHMT/B6WMt7MoQ7GmAAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"# <center>  🧬 Stanford RNA 3D Folding - Kaggle Competition </center>\n\n# This notebook addresses the **[Stanford RNA 3D Folding](https://www.kaggle.com/competitions/stanford-rna-3d-folding)** challenge. \n\n\n\n---\n\n","metadata":{}},{"cell_type":"markdown","source":"--- \n\n### 📌 Goal\nThe goal is to predict the **reactivity values** of RNA sequences that relate to how RNA folds into 3D structures — a critical factor in RNA-based therapeutics and biology.\n\n### 🔁 Strategy\nWe approach this problem by:\n- Loading and cleaning **RNA** sequences.\n- Using sequence-based embeddings (`Word2Vec`) to encode biological patterns.\n- Building a neural network (**GRU/LSTM** + optional attention).\n- Evaluating using validation loss and preparing for Kaggle submission.","metadata":{}},{"cell_type":"markdown","source":"# <center> 🔍 Exploratory Data Analysis (EDA)\n\nLet's explore the RNA sequence data to understand:\n- Sequence length distribution\n- Base (**nucleotide**) frequency\n- Potential issues like missing data\n","metadata":{}},{"cell_type":"code","source":"import gc\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom collections import Counter, defaultdict\nimport plotly.express as px\nfrom gensim.models import Word2Vec\nfrom fastai.tabular.all import *\nfrom tensorflow.keras.preprocessing.sequence import pad_sequences\nimport torch.nn as nn\nimport torch.optim as optim\nfrom torch.utils.data import DataLoader, TensorDataset, random_split\nimport matplotlib.patches as mpatches\n\nsns.set()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-25T11:40:19.490229Z","iopub.execute_input":"2025-04-25T11:40:19.490543Z","iopub.status.idle":"2025-04-25T11:41:10.426080Z","shell.execute_reply.started":"2025-04-25T11:40:19.490520Z","shell.execute_reply":"2025-04-25T11:41:10.425312Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"rna_sequence_data = pd.read_csv('/kaggle/input/stanford-rna-3d-folding/train_sequences.csv', nrows = 25000)\nrna_sequence_data.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-25T11:41:10.427227Z","iopub.execute_input":"2025-04-25T11:41:10.427869Z","iopub.status.idle":"2025-04-25T11:41:10.500895Z","shell.execute_reply.started":"2025-04-25T11:41:10.427849Z","shell.execute_reply":"2025-04-25T11:41:10.500150Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Sequence length distribution\nrna_sequence_data['seq_len'] = rna_sequence_data['sequence'].str.len()\n\nplt.figure(figsize=(10,5))\nsns.histplot(rna_sequence_data['seq_len'], bins=50, kde=True)\nplt.title(\"Distribution of RNA Sequence Lengths\")\nplt.xlabel(\"Sequence Length\")\nplt.ylabel(\"Frequency\")\nplt.show()\n\n# Nucleotide frequency\nall_bases = ''.join(rna_sequence_data['sequence'].values)\nbase_counts = Counter(all_bases)\n\nplt.figure(figsize=(6,4))\nsns.barplot(x=list(base_counts.keys()), y=list(base_counts.values()))\nplt.title(\"Nucleotide Frequency in RNA Sequences\")\nplt.xlabel(\"Base\")\nplt.ylabel(\"Count\")\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-04-25T11:41:10.501592Z","iopub.execute_input":"2025-04-25T11:41:10.501786Z","iopub.status.idle":"2025-04-25T11:41:11.109643Z","shell.execute_reply.started":"2025-04-25T11:41:10.501771Z","shell.execute_reply":"2025-04-25T11:41:11.108910Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"rna_sequence_data = rna_sequence_data.drop(columns=rna_sequence_data.filter(like='error').columns)\nrna_sequence_data = rna_sequence_data.drop(['description'], axis=1)\n# reactivity_cols = rna_sequence_data.filter(like='reactivity').columns\n# rna_sequence_data[reactivity_cols] = rna_sequence_data[reactivity_cols].clip(lower=0)\n# rna_sequence_data['reactivity'] = rna_sequence_data[reactivity_cols].mean(axis=1)\n# rna_sequence_data = rna_sequence_data.drop(columns=reactivity_cols)\n# rna_sequence_data","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:43:28.415829Z","iopub.execute_input":"2025-04-25T11:43:28.416158Z","iopub.status.idle":"2025-04-25T11:43:28.423390Z","shell.execute_reply.started":"2025-04-25T11:43:28.416134Z","shell.execute_reply":"2025-04-25T11:43:28.422644Z"},"papermill":{"duration":0.307394,"end_time":"2023-11-04T14:10:56.049482","exception":false,"start_time":"2023-11-04T14:10:55.742088","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Codon Frequency Plot","metadata":{"papermill":{"duration":0.010145,"end_time":"2023-11-04T14:10:56.070963","exception":false,"start_time":"2023-11-04T14:10:56.060818","status":"completed"},"tags":[]}},{"cell_type":"code","source":"from collections import Counter\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Compute overall codon frequency\noverall_frequency = Counter()\n\nfor index, row in rna_sequence_data.iterrows():\n    sequence = row['target_id']\n    codons = [sequence[i:i+3] for i in range(0, len(sequence), 3) if len(sequence[i:i+3]) == 3]\n    frequency = Counter(codons)\n    overall_frequency.update(frequency)\n\n# Create custom color palette\ncustom_palette = sns.color_palette(\"husl\", len(overall_frequency))\n\n# Plot overall codon frequency\nplt.figure(figsize=(16, 6))\nsns.barplot(x=list(overall_frequency.keys()), y=list(overall_frequency.values()), palette=custom_palette)\nplt.xticks(rotation=90)\nplt.xlabel('Codon')\nplt.ylabel('Frequency')\nplt.title('Overall Codon Frequency')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:43:32.474994Z","iopub.execute_input":"2025-04-25T11:43:32.475261Z","iopub.status.idle":"2025-04-25T11:43:40.404051Z","shell.execute_reply.started":"2025-04-25T11:43:32.475241Z","shell.execute_reply":"2025-04-25T11:43:40.403221Z"},"papermill":{"duration":3.5149,"end_time":"2023-11-04T14:10:59.595570","exception":false,"start_time":"2023-11-04T14:10:56.080670","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"overall_frequency = Counter()\n\nfor index, row in rna_sequence_data.iterrows():\n    sequence = row['target_id']\n    codons = [sequence[i:i+3] for i in range(0, len(sequence), 3)]\n    frequency = Counter(codons)\n    \n    overall_frequency.update(frequency)\n\ncustom_palette = sns.color_palette(\"husl\", len(overall_frequency))\n\nplt.figure(figsize=(16, 6))\nsns.barplot(x=list(overall_frequency.keys()), y=list(overall_frequency.values()), palette=custom_palette)\nplt.xticks(rotation=90)\nplt.xlabel('Codon')\nplt.ylabel('Frequency')\nplt.title('Overall Codon Frequency')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:43:51.467555Z","iopub.execute_input":"2025-04-25T11:43:51.467844Z","iopub.status.idle":"2025-04-25T11:43:59.565277Z","shell.execute_reply.started":"2025-04-25T11:43:51.467822Z","shell.execute_reply":"2025-04-25T11:43:59.564462Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Codon Heatmap","metadata":{"papermill":{"duration":0.010683,"end_time":"2023-11-04T14:10:59.617341","exception":false,"start_time":"2023-11-04T14:10:59.606658","status":"completed"},"tags":[]}},{"cell_type":"code","source":"sequences = rna_sequence_data['target_id']\n\ncodon_freqs = []\nfor sequence in sequences:\n    codons = [sequence[i:i+3] for i in range(0, len(sequence), 3)]\n    frequency = Counter(codons)\n    codon_freqs.append(frequency)\n\ndf = pd.DataFrame(codon_freqs).fillna(0)\n\nplt.figure(figsize=(16, 8))\nsns.heatmap(df, cmap=\"YlGnBu\")\nplt.title('Heatmap of Codon Frequency')\nplt.xlabel('Codon')\n\ninterval = 10000\nplt.yticks(range(0, len(sequences), interval), range(0, len(sequences), interval))\n\nplt.ylabel('Sequence Index')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:44:53.154934Z","iopub.execute_input":"2025-04-25T11:44:53.155223Z","iopub.status.idle":"2025-04-25T11:44:54.767363Z","shell.execute_reply.started":"2025-04-25T11:44:53.155204Z","shell.execute_reply":"2025-04-25T11:44:54.766656Z"},"papermill":{"duration":3.77324,"end_time":"2023-11-04T14:11:03.401052","exception":false,"start_time":"2023-11-04T14:10:59.627812","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Nucleotide level heatmap","metadata":{"papermill":{"duration":0.011894,"end_time":"2023-11-04T14:11:03.425217","exception":false,"start_time":"2023-11-04T14:11:03.413323","status":"completed"},"tags":[]}},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as mpatches\n\n# Extend the nucleotides mapping to cover all unique characters in the 'target_id' column\nall_chars = set(\"\".join(rna_sequence_data['target_id'].astype(str).values))\n\n# Create a dynamic mapping from characters to indices\nextended_mapping = {char: idx for idx, char in enumerate(sorted(all_chars))}\n\n# Apply the extended mapping to the 'target_id' column and pad/truncate to ensure uniform sequence length\nSEQUENCE_LENGTH = 170\ndef map_and_truncate_or_pad(seq):\n    mapped = [extended_mapping.get(n, -1) for n in seq[:SEQUENCE_LENGTH]]  # -1 for unknown characters\n    return mapped + [-1] * (SEQUENCE_LENGTH - len(mapped))  # Pad with -1 if the sequence is too short\n\nnumerical_sequences = rna_sequence_data['target_id'].apply(map_and_truncate_or_pad)\n\n# Convert the list of sequences into a numpy array\nrna_map = np.array(numerical_sequences.tolist())\n\n# Set the color map and plot the data\nCMAP = 'Set3'\n\nplt.figure(figsize=(16, 4))\nim = plt.imshow(rna_map, aspect='auto', cmap=CMAP, interpolation='nearest')\n\n# Zoom in on the left by adjusting the xlim\nplt.xlim(0, SEQUENCE_LENGTH // 4)  # Adjust this to zoom more or less\n\n# Create a legend for the plot using the extended mapping\ncolor_values = list(extended_mapping.values())\ncolors = [im.cmap(im.norm(color_value)) for color_value in color_values]\npatches = [mpatches.Patch(color=colors[i], label=char) for i, char in enumerate(extended_mapping.keys())]\n\n# Add the legend\nplt.legend(handles=patches, bbox_to_anchor=(0.65, -0.1), ncol=5, borderaxespad=0.)\n\n# Show the plot\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:44:58.326492Z","iopub.execute_input":"2025-04-25T11:44:58.326893Z","iopub.status.idle":"2025-04-25T11:44:58.862863Z","shell.execute_reply.started":"2025-04-25T11:44:58.326865Z","shell.execute_reply":"2025-04-25T11:44:58.861956Z"},"papermill":{"duration":1.405925,"end_time":"2023-11-04T14:11:04.843196","exception":false,"start_time":"2023-11-04T14:11:03.437271","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# <center> 🧬 Composition of **A,U,G,C** Nucleotides </center>","metadata":{"papermill":{"duration":0.013178,"end_time":"2023-11-04T14:11:04.870466","exception":false,"start_time":"2023-11-04T14:11:04.857288","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"![2025-04-25 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+DFiVVD4jAprhnKSLe0IVpLuAZmFGIa2KCuv/BgJDQCnOX2gIq6BOkOy6n0fmE2T94St0ugZwl3Mo/8EqsLOmvEAAaw0FD9odnf/A/tYJAZm11mD4DCBKWgIS7AKOG0srpmk5GczOZnMzmZzM5mczOZnMzmZzM5mczHGYzGYzGYzGYzGYzGYzMDM4CNoI2gjaCNoI2gjaCNoI2gjaCNoI2gjaCUWEfQRtBG0EbQRtBG0EbQRtBG0EbQRtBG0E4CEChGdwpTzgKLFmIh4jjtAYRpLLCUcobHBNiUJ0sAj0gKgLFw/H1nfzd/Nl5PV0OwpBLIptDrEYA+GvESwmE9IJh9FSdISgEOG/M/gwsdFYtYTaaKuH4+s7+bv5svJ6uBScBAgAVhAOsGYYDWxaKSM/z+YIABAa77/iPMowDOMTswGv6h1YYWgWkxafjdAiii8Iiiiiivd7VSKKKKKKKK3vcUUUUUUVzLyerglnOKhCaRzBIx3EcSRQgF/o/soIGKMD0eoMAA4/L8feAijTTaPJI5TCgsUGE5hLNhI2n43XHHH5Xf7+J3O/idzLyerpjNNYQ/9lmgIZWZ1/VpwQTgxeINwJhWDQxrC1ax6QmLD8fWd/N382Xk9XAkY40zFhDGJAfcj0NvmygFTIdw93n/AGsITEV5s+YcyHVWYIY2rWPS06qw/HxqLeLeLeLeLeLeLeLeLeLeLeLeLeLeLeLeLXnFvFvFvFvFvFvFvFvFvFvFvFvFvFrzi3i3i3i3i3i3i3i3i3i3i3i3i3mXk9XCGxGLBp7D+D7QYHkHod2A0QrEv8UUcszB40H5lYOBxgIVBylkANavfmGZhDOO6LD8fWd/N382Xk9XAGUIEfrdtudZ9j7j8/Ng34DAoCu4rj7awhsxMjGj6ZfaAQiT0GH1OceFEcBhBgwjfOkPx9Z383fzZeT1cQQ/X9/FgJBYghfEY/n6572D0qGGswmnQJEe0WCiGysIJ94AG4HfQSqgB0d84fjfXkUUUUV3vdUUUV7vcUUUUUUVzLyerhJNTaKvgaHiEL/FCioaxcVoGSha7zj+rGCUMT/VMAKc2AOABzOHCzFD8b78jjjjju97zjjvd7jjjsccdzLyevAjzOCAUChIAZhmgjiCkADEoDqF9v4wmYgsoma8QwWHHafj6zv5u/my8nq4gjDMwzifC37QQF1EKAM5mAYlSrhnFGpGUAsYjQgwF/r6zv5u/my8nq4CzNcCGCRBCwFVjf0lCGME0/eBSBweUQGDaHAALEGUMM5rfB9njcZjMcZjMZjMZjMZjMZjMZjMZj98ZjMZjMZjMZjMZjMZjMZj98ZjMZjMZjMZjMZjMZjMZmXk9XCA1BHk4DAQB0EAS+o0s4dZgRwAAIWEMKEUcIMKMT+PaFS3vKD4es7+bv5svJ6uKAwYWUIq5DSwsH18xJAbJh0BDpCxOvNyKEp++nMIwwclWEqgDDAcxxmMxmMxn04r3fzd/Nl5PV1KHwO7EP8AJ+7BX1Pm0EcLTFIUBhQrdZTG8WAOKI+mBHHHe73XHHHHHCbe9ykpKQKUsyuZeT1cTVVgg/zQllmxBOnzWAjhAjGAjKG4EGAshASSmoCAIcBWCwDStofD1nfzd/Nl5PVwgMkj6SiC3MJJLNhxjnDjSGojCjEoWYoMB0xg/rBuqCvj4es7+bv5svJ68AAwgPk4QVDFhAFmMKFmYwSxiNCYUjMcYlIhFF7fGot4t4t4t4t4t4t4t4t4t4t4t4t4t4t4t4tecW8W8W8W8W8W8W8W8W8W8W8W8W8WvOLeLeLeLeLeLeLeLeLeLeLeLeLeZeT14AT9Z5/UNslAsD9phRXMIIsEAVTDMUIOFiYcYorgqYfj6zv5u/my8nq49i5EIIKNg3lD3OQ/MIRJhZC4GGphMQR8VR0hiEgVRZ/aLDkgpoeN40LL5NgIgKDlLBCg1h+PrO/m7+bLyeroWDXMRr0WO0GVgMPz9YQgGcA/lUwAFAwQADg2EujhycPzBCSIP5CEEQZYOsGEgJ1itdglwc4fjfXkUUUUV3veUUV7v5svJ6ulpkIMhqz15hCzJswYBGpTFIGG0QmKjGAElCAZCMVPxnCepWxlyItBw00FrlIrQQh+N9jyOOOOO73vOOOE3e9xxxwGOOO5l5PVx4PpH80yCwIC8Ho7fFmheWEExZPtYaOGgQk6OpGkCc/2gZgA5kWAWuPWAM2H4+s7+bv5svJ6uPyzY6ok4bR1ogshyOn6hlWDJQAAwBKoQBIJGEklmwowVFYtLRzsPx9Z383fzZeT1dB7H8zHNyeoUZpYXAX+D+0hGIVeG8JkDYZ6n8QhKeyMAEAQUesWlrCsAcAVh+PjcZjMZjMZjMZjMZjMZjMZjMZjMfvjMZjMZjMZjMZjMZjMZjMfvjMZjMZjMZjMZjMZjMZjMy8nq4QQUYFwiAoalAgsCuQhwRkxaKwFUxmdOP6sE4kVFDk4jMzjxAQfohCgirScwi0c7T8fWd/N382Xk9XGJGFUfGHBVQgKzBsTMbjeYajb8ZwcqwyamBkH7G40gXC8m/8AZ2AzDCOko1KiUMRagCtPx9Z383fzZeT1cdkYituSI94VhAQpCmJwWaYODv8AMyM/P6gQCGEIgExqJjHGLBpcPx9JSUlJS73uCykpZS73uqKKKKEQi3LyerhAIRhxgQNUMzFtTh9B+YSpCiNWLSADlABaA2AukIeM2MIjLp+N9+l7+bvdcfgy8nq5lK95zSB+4+0GcyrHAQJSxlC5PTUN0FTcRoU6BtQBXT8fWd/N382Xk9XAjgwqGx/EEGCN2doM2iobP+UeYvmbWkK4DZQdMuMI9F4mTxTknJOSck5JyTknJOSck5JyTknJNibE2JsTYmxNibE2JsTYmxNiESI8wAAAAVN5YAAACYxIhIwGVzYOHruAxJ7D8xKUBcBUGqEWgQ5YBKyISpzQYFf3vXgAAAAAAAAADKYzf9hN/wBhN/2E3/YTd9hN/wBhN/2E3/YTd9hCHE+wm/7Cb/sID5+wm/7Cb/sJv+wm77CZr9hN/wBhN/2E3/YT+yg5zXlBFFFFBFkIooo2aBZwy/8AxgYRQRMGKKxXiFop/dxEQBSmECcBACqpaHGVHSFxBFVvHESHXQxcla5GGJVDiBAQPYwIZaZRhJI1yMxBgzoYBDQxGhiYKj3whJwaGBBBHsygGYpxEEIpgXzcEOFuP/yctghsHoTZgXP/xAAsEAEAAQIFAQkBAQEBAQEAAAABEQAhMUFRYfBxECAwQIGRocHxsdHhUHBg/9oACAEBAAE/EO3GXpRMJ3K086NT/wDIMcDamkyOccAZ+NmsIJ0/+POqCSc4LHvR93rYxge1/XsxFho1ZVlv/wDFmNZsqJjNcigxRve36p/lB5CzC5mam/cYFHjyus8yoLgQMgw7mimjUeXN8Kn/AOJh5QMCIYNF0b6lDcyaW5GHo+1ARigwknvLq9zARssdQcz7+GsmjVqeg/8AnYpk3z0NXYpyuD1VwJy9f/bUPEliXWLHrSGahdHhbT/x5Xar1YYGPZoMoDwUWlN4n3rANmItjBN8cVx7VT2YGLbt0JaHGZi1vfJ8GxUB5U7f+PlMoDgywOLExvQLlLnjfEfFJpgwTUEFofJ0oNvxWQjafWoIOETuQjaIM7ZUBkeAyQsd19oqzyJrBll10KEA0oSSXZBOqyvio5bSkEpf/wAIXpnFF0gbTh6TUEd7P+ApXO8T92Nz3prvV4Q7NnuVGH19nXfyIVyxcTCoT6TPpSn1UpU4q0MwJEKWZG+XeTAJYhJNnOJjejldaU+CgSYDLXYfBpeTiAEJiYEohxxuDUNJ9qUzrkjgZNym3PhxzJCTrNX/AOUZrNblTf5B1gmTBJw0aPNIBlSxBgGupWVNEl7cpOScEzo5eCIgzMJ+aHksTRJ8pYTJhYhYyYFPDzBV90nxUX7OMm7BME2jttQbSqwPx7vhpIoaBiw61M/+Kk44UBSAQ2lo8rcaRUOMI+n/ABxKCYQOGjFAIGBaSSDK9nRoBsoWW5O+mtNSN/JeCpdItH+9hwdWmbBYizETT3WIlEdBaes1e55d+Xb43wOtM6uptD6Pioz4KBEsCDVtbejG92Qs1Vn0oTSsXBxEwH7o8zLAbzFk+auTSS3RrNCvjAhNWbHQ96LxdYgtg0FIpdhEI3smiDdAsmCXer60PRdwboNg+elZYHAwwFoL+zRHc4ORNhn1qOD16RJjaM6YzZKkm2XyaMyEKklu1Iw+ag+zktHotRjJ6IEswoZifypxQFf8RoZ0WTGaZxWMgqMiQE/YJC5SrA8yximjqVbvMYCxMS9dKfyXVehJuGvxSvrmMJiVWCnRzTHuv0PmlywMF1CY3X+1MerEezdXX2pQLIi+OCQxnFB6cgJGdrJSEEZGhKlCnqrAdKBntK4gD1Yp/Zwcq0CiDhDqFYekxSFrg7NBhbVp+vUaD2DDepWdTH9cYTeitzmZtZajk1amwHCdwDNi96UCQn5mYAGzWDgyDWBSYqzNxmQXBNmh0cg5Ghm6raoZLEVCYAImrUejEoxJxPesNqQiUiUdovOlW3oGIaq4dChx0l0JbC+lD3wqYFmEC5o1FwRXRJofhcluaIzq/WuFPWVJpv3Q5nKMaG21QzJQQ68Er8VGNl9sJGUzBO92mWQ3sQ9xaJ8FyA2gt7aUM00BSAAPVXN6UDIEiG1/VZq+Ij/YpSTAD1X+djjAMTwwzpydulC2mHXG9EOF1Xe9KHAKugUSSDg1f2PbsSVk+p/onp5Q75yVoEZC9B2rBJO05SxdAmmBslzlJh8virxjoqXL0/8AEamLwJjFgblR8okmGUNkqfiw/v8AUxP+1AELuaQaglFhkEnpLXFalKN7+vYBgtMShAYClJrgfKV1TOCPenyBEHrIMtx7VC6eA0IKGlgK9WKgAmo0hJ/Ow+EjWc4y9xTg1HYXw+CikrAlbmfiFZ1EUBdggB70YFHEhALxlD1H0ezDDCUQw0ZW+NSLXkxgQfFfE/zU0ScdLI+Pmg+HoSQoAF4uwE/rTjksmkwnstDNNxhhE7ktcjooszZS4KE6f5WdM+MBxCEew9h8HJGgZQh95pOJCoOcIJm5ezRGEAgK5XVWB0qSTxWABtlnnTeSUUKTEV9qYImnWRw2P5SuklrjmotffSjxazVWLtgNYpFpK5SiZnPGh64qbhH9UoydbCAfCJQ4ViIDuNNQmWzs0JCbWqIldQCoWSJ+abgqRiri1FdPTncQ/HxUKU5HSVSWk1yf+o96V2iBCJZKybOm6HE96RwIPFaoStyd6wW40zJGM5zjSSDBSBxGj1gp0CDsiXurKACWPW9TnO0AUesUPM0ySARgzxr4SvgP5TjXKaqYjKwUkwmHM3pzCFpVcVoRDwoNhkTjN5rl7qHozWveme3TsujTOYGB3/jsCWMyXL6v6qOnRGGwT396cG9kjK1+kVbqSB6x8eUItGML2lVhzMqIYIGG8doHSEG4srpb+1DSHRAQeApOsSA9WlpHZGD27s6Iayk/r/w3GlMSFm9tHfqEC+M9WZ/3sCUxKKj1H81HCrAf0KVokW6WffYRQajiEI9IpSuqtBdXHjsByw4MBIfcHrWzl7GaEMsZjjaH97GuKtIQUrZAVSZv8QDccek1BkVxhmggYgnSpXGtoh7i/FFQQJxDl6qS9ex8+xBAksBz/lIWW/THFW/oL0UeBDNg9GFFMRHA33K4nVRE67Z7ab4LTW7/AGT0pvAQ7kRj2H2ooIl2gAf1TylVDIMr2Ggw4tN9EIxIejNJ3wyhXYZXgrOjXL4iS0LkU0aQ2H0WesVdoGuYapc/lCBSBkTGacyTaesE/NEwgKvqrAdKFYQsStsMVFerpyyPuk1vNu4emFDxYwZNC4wzbepgcYTEAD6xNACoLAa0Wkx4Z4YwNJvFCjIXkmgs/FOGyzv13N6nWBrkEf8AKXq84uJZKmiBKYDMFscGsOVZuRBhf0aT3l9zBcUNymPDkJGggP8AVIQDJsJ14+i9jsrbnFBT4R2AVgqe+mQzekAhmG9aSGCROvYbOEckonkiUfSmiIZFB9VAtAUzEFAWQIbCD4qe4yZnLI+H3oSbdIOi/wBoPBBG44xTMreiWWfp/nYxMbgu16h3hofQeh/akU5bYYvE5U/grkIMIx1KXyBm8Nz1LVJ+ImiSeTR9KHwQUUSQTWzNn0w17UK49/IfPv4ASxTRdYzJoYTmrrFCgJhhGNix1IoUia4MHGNmz696GH6UmewCCSpUUBlRZPVitaTerhIbeduUZKDGyk5hL6UueQBVJ2F2k00aqcaPjil2O1PlHKAd74a1LddgEgylL3egUMVF1qfNA6nNCwxItgHrTuWYgR6onrTQyxYwULa1afhELB19JqQtgTBSZQW8vsvYkVGHJTiuz0OS2etqS5JFhGEyvHrTkfg8i/hsUZjElgMLeMgGj8NTEsBDPrSappu4x6ZNT5+m/M9canIhc2ISXNJigRdyaT3ZdGhp4ykut23xV1pjLZoRY94q2KhiPHN4lcVYDtxNJtLPdgDELaP4UbsbgQpvLI0OZku7aXQzubhSsRWFLsTMqFoQRPSHtehIwAMAYASg9KIvaHBoGRvi1A5ObzEK2T6oTD3xWeszQTdgMjcLEqZulWaDRB9qHgMVGsW0wU9ctIvRt81B2EyjbozHSkHbFVgwVn0KKBIdGEs4meB0mrPdp1+aSAxVSkKMyWolLG7nrEmrEqqkWYAZBSG0mQm8hiY1KH4Lotnax1+KWQZekTKMlC0IS81pQ6ViStLmiJEwavQWynpKSoUKB4DALPyUYFS+7B+isiixO6xg7lB6WDTuP2UI0sBQbSn8pazRYsyHoRgUaddBXfBjW1FXEJJY9dKhwegNwB0miemYcAgCmxLsWB7qC6SqKr70o4JQUui3kIilEKQ/SRfCIpZgst9d8KPGIUijC04w1OUtUh6TQSZKSLC0otMVjymFAe60xMb1roGQr81fIt2CFyIW8/1pm8dFJCRlIvSs5BiMoSbjTqkFIBnXKAKQpMKxuRZbTf1qG4UgwcH6dmpyhmlv0L0ksCdJAro9VpChGQKtnNpFUYiODBMWmInelqhCgGLMpDM/FAZE6gfNR7hgCisCF0eWIxthdAPv0pMAEut59rHp4DTqFnBzDfKQZiolgt9Fm0SFxvapTITLZ13rSiX4JQD3BPr3kQ4kyvbMPWkUi5Bawf7Trc+Mv80DP7dE70MyPCBU2Yv2iNqBNDl1h/5oQlAtywSpM1p6aWYh9aairCOkZTSxKtA7Bb5pyIONysU6v/kR3o70f+GCtRDlaIPM6x76KIEhxcD7dqQqaHbRLiLiRgRTcQYjkGtrHcvTE9mzBmYWJnXvJPP5KhJUXj3HRcJy7JuIMkS0mkGULj2zJPmoK5FvA0XOgmWC1kVpI4ZBH1/50HZH/wCXZeTbQCWo45t+KoDp/nfBkAJVbBTJYfIR9RRlljQAAICwGVMg2GZarEaimSJXVzVzXvdaY/ACUOVDtrKLNBp1VmWpJV+5fUGkciDlZo3pm2xuWCi+p/8ABk5wu+Kcvil8gEvV1PmhiQBXUMjE0oao9CDHvoIAiQjnT4llY1MxGMFqlNAIhipkrCrygBhCBK4+AYISBIjk0sMae+t/ooIumt1dzWmcUeT2EsioGiS/A/8AwZ4K5R9lAgCWRJGomJQ37KVk0pjB5kG1EZa1x9A/ygUrICep3jgCUEiOJUhAdcCWw3LHaPBVk7FXWdig5mZbq+L8pgAQvq/zoG3vlo71IEuBdoLrqttgv6tGCSP/AMFw46UABpmbNLfeyZ4Lt7lR6ZWbHEv6RRp5VNwU6X8RJT1iZd7BwoMrBlXJ4TQgIIkiZ+LFJf6Yw21oqgOWLZe5D2lDLs4vYH2pMDNlAZ7qh9Qzms13W9PqrEoADI//AAQwf9kwMltjQVkBS2Muk29qRAdSH+FIGc3hRhGgpEISMItO7XasL0zbMhh00oMwm8qDOWXMaBgdsebsPDI+d2yYKR21jSzCDXmPga8fijD/AOBo5Fxu7GhnUEtTMNDrb2opWUDUjLs4ULJUAHbV0p0hmBZ5qaKRMCLJ1NaorjFaJlRYTpLpNFgG1bPXM96gvNNh4AAtL8A3GpuIuDZLfP57kiZ2df0NtXKpsKIJvYMP9zx7uE3V9f8AwM3DFZlf6iiwl79Oe12kIAoRuJUSlZG6DsNit6doFFkOPxNQqDBbL1plB0zRieoOddOMexoF9Z7Azqxs4wt9/XeMKWVzXIDNdKQ08hwMuvE/87jwVWQGLFLjQgSTMZhprjNAVoCQptgu2AN6t5Gb/E6xeNO7b1Zjv4e4VHu7oVgBHMT1fNmGGGGGGGGGGGGGGGGGGGGGGGGGKBtfS36UwBPqKe3m1BBBBBBBBBBBBBBBBBBBBBBBBFGFkhF6VAwnyE/Hm9NNNNNNNNNNNNNNNNNNNNNNNNNM9HlQ1dCmWXchJ7eZvvvvvvvvvvvvvvvvvvvvvvvvhpHir0Zs0kacHC6J4CBYzG9n/L6rbLkXPUvVkSMzTf5RtOQX1eVJUdxJGmkQNhkYNT5uA8E5LcNqgAP8sNqij3rf4Dx6GdXGlAIG8aUMZd27ajWFiQimg37/ALQIQJEZE7dNIJqkIbzH+f5QAAEBgdrdTSr9FyXIzrIvgDDDofyocFghX+TkqHdRxKsy5EzFhSKOFdN+JL5c+4sBhFdNBm0pFtsNkXkcNaE4D4IYkS9Kad67ORkdI82eAhWmPSyF9EPNk5gEtRHll+UwB5vGFK6BNTAS5GIsDaPNiBsDOmeo+AKmXpivh8f3txGvHI1JFGVyujly9R6bZ6D2Z/0qEP7vsxpvTOOUEbqIlyaRVuiUun/Wfat6FysIUGE91J8zU5agiZZ/hMnanCoXgBm1Jx6lkXA4+aMsIAQBodsT/uYGxXvtRb+JUAYQmLaz6UU5TAwhjJtFzFpbRAg0o+mJmUZGEwtc0HEJy7hVNhe9UcOlABxnuOgYLzfsta3Y7eDZyLVz2nm+S0a4zTzdjcoa+B83zujQiDmHm/b/AMFYDp3wABAEAd2EjYnHocqvlFxbO7Plqy2kL2WdZzpU8uCMzs+hRrQMtgodA841NVyKwmPWTqQfFT1lCXEaSCL3ZYpODjUFWzdu0fL7ovxBoAZHa3M2S6Zg5Lk0zT3cJSYSxMWl4m4RMG3SJ6tGv7IoO2MmZnUVnBDEs2Mu1EACVWAoXQWHtPzceXrN5eSn0bdy91mG54HIaVz2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTxhAMFsmMOpUuYwMHdyaggwMXGlypLxnpaD/AKRVtHLUQYhojAwam3aRYiVB0gq0QMZzM0qPe5Flo1txpGoG5WGK7hDdwLCzNnzRAgQMEWchhcy7lgUBN1aDNooZ4zwQ2dA81oWGQPku/dc8QoRGD3+Q0rntPN8Vo1xmnm+G0a+A83yujXA6Hm+e0VgOng4fxN7/AJdWkUy1J9RXTRhfagizLtf0c+3IFk4jqOTTFYIydh2oFryqRqz5oEw4DvvSKZvOUPgMqeAyOBdad8X5Qf8AtRa5KiKDMFAsaQ1oWYvVZiZJ3GyIkECt169tlEF+q4OgrFHE8DIjN5fwLvbYOvf5DSue083xWjXGaeb4bRr4DzfK6NcDoeb57RWA6eAqvc3/AAY1jAOSfw2q3U4gjqOBRk2m5HpjT5lSDCJTHJk05doywIUSJTHGSpfWuAgtZJon3T7rbAHRvWOQkMd7daFcjRk/Vq0SYxdh/roUJ5ADCTqVMGVnfxUfNGfHcUBVAMVoxouda8auP1WI4l8+caG3diFKWLoGfdh1wWe9yGlc9p4L1EKzKJyMzD7VAdKGRizMbxWW1zryRdLNCGdgRV0iaNpMrgGquFAF9gTHQBvQS/kYGquFfglwB8PitGuM07wazERDhItQjFIUxiSZ9gCQTUYwwB22qaGbA0KSccGhUI/sE7sL1BB+LZsIZePw2jXwHdZkbEKbSWokGTG9hMYYVDKCE2hlowlt+7MFSASGGE3E7sSLqhy/mlykgrIw3PB5XRrgdDvC2uTgYXWvh328A37r9QAUFYLtBFrBw6A37JFK74eUDIkvQTiBJJFXgR8vODbWpWYkhDCTh4PPaKwHTwAe0QZDEv8AaYX2Y4+tDbwYZ7urQskBiRm9AIgGSFjFCGth6XO6rtBKRMW7Spxkev11oIUC5kGSpc5Yzi0yGlTlFnC0P4U2xx0oDCIQjglSlhEuvk2o4QHpA4J2DLCVYuwZtDORPQPr4dawuiZm65vcTWOAsS0NaAliiFuQDRMGnWWjEXz6D/aVgnDZGD79e5GzoPe5DSue08JSpl6VMKqES52tVyQmmFXLfR7VI0QGqgMYtKtbLQqOCAkD2J0FGLGtQpCIXTeDb1wzeaOu1td2FqYv1pfSqYG4xhJmnPGiDCPlFi6eFxWjXGad7E1GlWoC/FTSvECRWkFSXOL50BfwwmZmQkEbVDBK6MRqqvEziEjrYk0mrXg2IlOS84J12oDVxY5cSHOGhRNvckAE3ZglcJipjjSUG38WDYG1G2FdJQILkeq9GEetgNghwIEOK8eFw2jXwHdEKVAxBJuNrOItRPYtYCyykIFk+Q89WwvFYkClfYoB8Ry8S6hursYUA5KVkmIowDIZUGCJ6mDWWVk1Kv8ASiARLhu2aoajg6UIuXLklY1aSAkUSusYhc6ewlZAALEWBkMWJmKMVs4K0TMlW9r1KKwgIQGEAxMdb0W0AYipCupZqTWBokDBlYmgNE4i3eQGLYS6zkVPjELQbZIY5LIPWpIZphgTgECDRpjEiiNCAxG9pvHd5XRrgdDvEYEkh6qO6RtoqZjAtAJnrS0RxApDSlyIBfajsJtgjqN+V0Gn2IbnDmAJclGeNqjLandVBBfrfpQIQb/rQVk4dDNQLzaCdaZrMEaCGlSRMCjfJUJCkolumMdqVP0ZCAT6FBtLQbav4yySUZjXpUQ3OZmJV9UNqKDgXISA3DZJSp3AOBBAjd6d/ntFYDp4DDKqk6N/ulc3I73iWfqm/IhyabT9VI1XefcaNSanHNQDDkVOMNfJMfY/vcBMCs4ay60RvL6kFot7Bs4d6I2B9iDSDEgxhJhSx1qRqIuhNN2ianw1ZOjNxoBKwFkqXSKr3GQ/2Kw4Au3ymMCo6Cr28bM3jNAAAAEAEB3GpCwC5BGrPQooCCqC8Th6UAZMZqfwtvXanqK1AIoDoZ0zxo5SiF6/x3YWdB7vIaVz2ngzgoElUQXkiJfemuTCLkt18XHVoz7zxiJDBmU4Ugk4mElySy2ZmlFWIqZtEs3fdtSfNYj1rFK4VHrsQYIiCcSAtsUt7NCUFcG9BcGBkGB4XFaNcZp3hwOkNCBCNorI/FhPS51KCjRySyMqSUmdKZljNDFlkQ+lIdSJ48jE3u05MIgSAkwQaGbQ9GIEipA2QtoiKVYeEhmZUkp1mgU9xpFgbEQtopSkho0EEbiy4UakAYCYQsMDPKiDlIRMFSvq+Fw2jXwHdvFlTTiUkaFFjDCk0VWNsKhFGOGSXuA0LUiAFuCZbpcWlQJeCjM4GydIo3jwh9dh71bSqkogFKjK9sqcEmufNErssaD0EUg0DDbHWg40VtbOCb708PGVNCop1ohi20Bm9XegnyBwMQAMalRm4wQWFgnA/FshdRFostgl9gq6QdzqCYDCOJnQNHT0cGENppMpYVSxQqt17vK6NcDod6UsTqGkiNQlmGKUogmxllU2uKwERLKJjOJoKUZsAIESUZiVEAMAAWBVY2wpDMv+zF9KRQKtCZLocSlOqKSWWFLjWS7j5VlRMJcyGrGBLLjLM4Z4etKWJUxsEWPrjTL1jOIibiagSdxUTuRq0ybDaoEihiZRnFXWRf8ABhYlFwX7/PaKwHTwIE5QbRY6MqyoKnBNEzKWoSEHXluUkGdlGYNJzoKVxJ666RrUViZhD47Q4g2zMzQp7e39YadqxuS4ahvWcJc4rMd6LmQnVFqRYcC9Dd92dL4SUSkpCxka5USCW4XaCGimYcz3VDvouGTLCFu5kZsSO7eoVBtpqO42p5PcQbB6YnSgm4MiIWVgCae9SRAZOKNpzlxTXGlOoyAWNLr+pRZDusV1Wb3U0VXEAarQKVkBOidzkNK57TzfFaNcZp5vhtGvgPN8ro1wOh5vntFYDp4B7mkYI0eYDeA9DnRtERAhNT5f6Bmu1FSITHd/5t2mgWAX/wAH+VL/ALmycjbur3TN1FRhDSFSyArDixiMOlAz5A+kUk3fDWHTQVpcCxWq5tT5Ntgnz6n+UUs/VD2mjeS1ZJ0YavphGEMBslnrQaRmRKwyw9CWoQchELfQtLdqVlke4P0Ld01PyMA3WhbdhC3aqmCcIo9lz5egf5kBn3OQ0rntPN8Vo1xmnm+G0a+A83yujXA6Hm+e0VgOnhP4pKGHcX+VaUeY8XQ27cMT3dXV2orEquWzbvIBEESEc6dGIOW2fRvUvGyvmyjbeolRpV/1NQzggvps5FCSCjUZ8RQaBKMEadjOcUTjs5r3IInlTKMEjFyodat4vRy9HdxgNRD/ALTwssF394XlqmoGDHOQGPxWFwwAe3ZcWH9dzkNK57TzfFaNcZp5vhtGvgPN8ro1wOh5vntFYDp39ScCv1GJ3peU8ZRULu3LJ3IK9Yh2DQ3/AJSJKXm7uNtqDEMQzHskmQNxyTekrrclkssP+1NLkioN5LxRQBFpr74lDGSBEBkHSz17JiYo9k8Id6twatgz9f8Ae/bvdsboMWpuxiCzrmfNDcWpEXbjpQQvgYA2DuCoTEvQmMzt5jSue083xWjXGaeb4bRr4HzfK6NcDoeb57RWA6d8oUsYWNMCm6bbA713IhLfYgUnMTAtpG/cnZnZy/7SqUVbq504qE0ln1QAAEBgHbBif6wtabK1dYrMaTRHRyUvDtUzSIrgVj/npShvUzjTWWR8EcOsj43oQEESRM+5MpT+ICmCGSrGv6dabMjJ4Dtg95oAAALAYHfkbyudp5GVJYEwMK3SubfVc2+q5t9Vzb6rm31XNvqubfVc2+q5t9Vzb6rm31XNvqubfVc2+q5t9Vzb6rm31XNvqubfVc2+q5p9Vyz6rln1XLPquWfVcs+qG6bCxrO1PIZiC1bpXLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVHRcwNp2pjCTAaPiuWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+qahidXrO1LUMwmFY2rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPquWfVcs+q5Z9Vyz6rln1XLPqnTHGLJoVgOngE1XNqmz9VPs6As7aWjLAkDIlWFBY+iArVuGZ6LXuAQiwl4ZqlwKlGVaCD0QrQ21aMsKAIAoFxTgAqEiDg2t2u1AAPZzNkyewJTchcNHYbcKsVdc0czpKk2AkdbE7FHwnQhFmImTRxS/ocn3oCga0Rie387GNhGZ6GHrUJNgE7GXxU5tsrlc0nDwpRk2e3kNK57TzfFaNcZp5vhtGvgPN8ro1wOh5vntFYDp4IvfgcjT7f6iu63HnWnRQBsgZu/df2S6Fo95pJ9DOYpobtH/PALBRYWlEAVPBWxq1fRSU0gEq0eKuGfRN9XstIB/gNWqXKcHimewN/99KGaHcd0Zz/ACkTTapoAWZF9TsbDQgYcWktj3qI9BN75OWr94gow9PF1Qi/ZyGlc9p5vitGuM083w2jXwHm+V0a4HQ83z2isB08E0BpVz2N6fkpjY/2rfwCBkaUa8oDBHuLDnHOuPzNYFoWJYXGhksSUWFM6KLqQrXYpGyIALrRIUbDeOnXXuKSuTbsH0+qsMkT3KTGYceGuQoX9QUh1ohTqqhdv0oY+AXFeNVTNs1QsPvj6+N0Tfs5DSue083xWjXGaeb4bRr4DzfK6NcDoeb57RWA6eAZAJVYKk4+Ji/hQAAABYDKgwChCRKIPA2TLm2oRBERuJn2uNMrgNBwWuDuOdSxEsaUZciACVqyVxpfrd/53W9TJ4Fk+9SWpBYBYXRTAvCZYernSvCAcPDOrJm3xPTsVnGHAGI6y/HjbCbdnIaVz2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTvgIGSgChBeaLJZu1GWBAEAdp1jQj/AHrTBzucTXudyJm3M3Q5UGzTmexavXwiaDpp3GgpjCKV3NCH/VRlXced0MahFKAgWHv9tLArgXpNTpQ5thuxjQnageB1cvU+BbxDlKZVOGEBja7/AD4qLiLGcHM9GTxRhEyvUBqJrkNK57Txb3siEE+tNhjAJjrHi8Vo1xmnm+G0a+A83yujXA6HhQysZLSYwdu7hAdPqFtQYXEJEcEamBHCEOMGceFz2isB07757G7IZG1G/KAWDulFEdWeDTO1M2MmD699+P5q70M6Urx5XsmdE9MnHQodIbAQHYgnPNDh90SSSgaGzSnVVUTmiGyU3lRhOXrDLag0KCLgkIaUrNgHHGPmfBbY2692J2tXIaVz2nii9QElNi6B80pkTJnL8keK4rRrjNPARNyGIZEJtMgvQFgHMFhAkZPpUQzLQXBRBgvpTvoQlSLIWIvhbGho0+IpBRlJGnx+flMRWyGzLUHlBgOGzdJtJWHbIY6IgyZbpm9IJ2ZMKQGKcLEZzFOhqYuc4jSL1JDXpXIRMpb5NajjAghR1MnwOG0a+A8Id7uEyxg4XOobFRO8Awic2LUBycFDjFc75TRyWwlGd0Wm18XCm7g1mIuIIcWy5FB3fEjOWaLEXWMSJpYCMeXZNRDNJTiyb4hRPXwuV0a4HQ79+L0siEVr+lLWsCY7EXpABdL1PVhiQMLKkkPxQe76GBNuLQthnUxWJnKIWxIDGXGKC+yJdIkTCeQC3pT7OKoN2xLpIb1A2FKYUXrml9mgPaBCoAyljBGJekoXjuIUzOMtMsMtMVSnmXsswZwVPerigISyt8aMJNjQ1kRZaoDo3WUiui/f57RWA6d8HhwKA77S4YIWBw/mgJBRImZ3Jw5wxroF6gQEjVFBHFtSQdjKgAAIDAMu6IjGQQYAVYxa6D1pggMQWPbsN9Fvv/xHubP7YemtIT4lw7o3q7igQJMIbr7VFC6SUo6oUwDUyICXkvg65UttcwOCYlVKuPtPQCJc4mPTuf2q5DSue08UYA0w6AFjZx3RUyB2YqGJYPSidmEsWa0RkenicVo1xmngJy4bwRKJMBbWCho7PlUQEA5MM6B+0LkG+c31pUaWWTdGDNjWkwUFa3EYFzH1woSkhUF41Fc7zRnPwykqGTtvSU9XMAJTUJ+GjSdCn1rcY6U+HpwZRj0kaxTwNi5SvbcOFGf2rK01OrrPgcNo18B4S3kaEG8EmZHPShn0qxUgiUMT5pByxCqCVFvDDF0pR0OywMrFwkaLCbY3TITMTUDXhVLKsbMM+lIsMgriSImxjvRpRDJEUyb6tsPC5XRrgdDvyaIIYTguZQXjKoNjISkhkfhomCRKBkiMEHDAigNJOEsVQahTanyUj5Fiy3Jb1EGuVvvNzMnegIIAgKjJBlkDfcfIaVOP/TmCAuRl7VYDIYSxk2bKQuZJFGMLsc5irQqkMpG8syR7VGF2Dfi5GSMahct1JdgDAlX17/PaKwHTxpZSv9KXlGj2J/nYzFTAJXoYetAiJ9pbGVTdte6TsOHgTHIJY6Htj2FkMIGBRKroVgn9hmMWZ+KH6AYcwwtJObCG00IAwSTtOToyyCYXhZlKQ4vKAxIuraOs0xgK2kEJ3KQJucMJj1l+KgiQVgmBjaQqDXQyiMGbobUKZFGARKJvCfPciNyK4DSue08UeZTBpONwm9fJya4UvS12UCU42PE4rRrjNPN8No18B5vldGuB0PN89orAdPHNLTs3EovT8p9Qypm9WLS+uXccmKVICnISEJYeuFQYm69vaawcwJI9rSiNprd9VdmX1ws/NXmOjFhSEdMJGsu+tUhqy2iiGQoJxd2teG9Rc/lLBg62K/nz26Z3tIhuMsYxvTTFUM/vdaI9adfEoGIEbFIk70FBEsl+KMhcSyQxEGZ80ZBCAEyrgdadUqFZcTnHcUvRK4DSue083xWjXGaeb4bRr4DzfK6NcDoeb57RWA6eOPEsDUSKWxkI7p7iIQpXXY3q7AG4x31PYiYidaxiOu9D7oSiDEvnD2IBEkbNMkuIbklDEEjpTiAdAj+UDNelB6utAuIeh+Xsdt5bSSIdRxHpTYwmW1tJjwnK1/lXPaeb4rRrjNPN8No18B5vldGuB0PN89orAdPAMusogCrHJBZPTvjDTuIRAgBM3XoUiWMFY/8ArMFsypi4ZODppU9FtZxlyKZThZwye1FoEK/L9rKjIKzJB3wFExqRACzcZ37HWQaTiyT+HjP0J8Nc9p5vitGuM083w2jXwHm+V0a4HQ83z2isB074MgAlXAKQpFu4T16aVGVTEwOjUhGyxS/zfvLAiUaGNNZJ+k9pSRCjowfEUJQ7ZzMvx2hOYp5Bn7zUsCcaTY7SLkgk6CfBUBJuXF9HU2oO1mgQZg6aONRBrDBBhEbB2SJQqjYHjKS0/nXPaeb4rRrjNPN8No18B5vldGuB0PN89orAdO+zmPAMS0OJ7U0e0GiZlKmkuhx227uJROgkUpP9Ik++1eMhyyxcqRBSBC5GCdKVETiMn2Vp+QgPTalU/EGLqNJSnQRJkdqIC4foKwgyzcqLwLMEZKFAJQsTh2JLBh0JoQCMjc8VWeUUmKBgQ0rlFcorlFcorlFcorlFcorlFcorlFcorlFcorlFcorlFcorlFcorkFcwrmFcwrmFcwoTsy8Q0aTYS0QtauYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCuYVzCjIzMCGjTXsGCDFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFcwrmFFaBfIE2aUpEskLWK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMK5hXMKY8u4mSsDp4TGE9jaenSgQgQAQB3pvEET1I7YQhbx3ymppwcC/RexCNWGWhFPFGUMhc3uGixe9iah6Ll7EfVGXNKMAUqMmEXslvQE2A5K0TJqYZwdoFXrm66yHxVb5RXPaeb4rRrjNPN8No18B5vldGuB0PN89orAdPBju3Jr0fdG3WAQB34BlD1V/zuL3zEZGhqFMgD6TS4mrLEvr3f2DBpxuPx1SHo0RmBMe/wDKLOmBghLOQTlep12gsjiRztN6t3MqdQn6oAo02xH14vBaVz2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTwIYLWM9m9DHFAwDtNeVRgFTwHe1PV+ilUGQOB077dpwPGPpb++GXYqQZwl6zS+SmAS61b598WEylo0qHM75y4xobUODmPUSrnyqej/3uQ6VDo1DpTbGnHF1al7MSySg5ANQ+6CkXX/WkkQThjQdZRKwLxXLaeb4rRrjNPN8No18B5vldGuB0PN89orAdO/f82Y8DQ3oMw4A/rv2giAEqsBSJV0Rx6u2nYCQDIjCUUPMC2NjxPYicg0oHGoktfKVYi/Qv1SWrp/hTLawm1Fu4aDrZTNv+qQpHPTUkSJ1hQKfVW+qMJ6oPqgBKLo0DIkamMJzqYR6spuBu7WoFd9NVBPUL9Ve9IDTEhjDC1X6fwCoCDTjH8XpHjsbAf2kSgwwW+6gET0fdDhZ75L0KReJu/wCVGbxjIrDwSJXPzRpbDNP3Tdn6p90oJZ1nUFl+yxFmue083xWjXGaeb4bRr4DzfK6NcDoeb57RWA6d+IqfVZrv2yF1g1amnkgrS0Nv73BRckCWfQ+eySohQcyaFWMYfhQWAZ8igCDGhoJk9hUGhU1LrUuvcc1io9ikSAEqtgqSDosTM2yrHQAEEF4KbJ2o3zKo+sfXi8vpXPaeIkw+CBitTujlswJctBp6bOUyiMNfF4rRrjNPCvJs1KwlF5p8MBgLGzkZItmVLERgK6+bHasVGpj0FpoMpUgDWaMUGNALAHFioDo/rcBYYnTejCkMwbJz8LhtGvgPB1MRYQicB1KuQVERaoDG9R2XeKmsxxgtJ7lCEcYsSEwmT2XWGpYxxtagFBaNITCa7UHBe6DKkBvMkXDGhW2QgZkLJ/3wOV0a4HQ83z2isB08IcGWEextr3BaF2MJ6dKAAABABY7HveTJCs/CMHWiJpvsZoJkKZxnFXRcjpB0mPpnQ6moDh13VKWrLVcWCrKRlW/xeD0rntPEKwdCRFUXhVEwYZPRaibAhC2Nw6+LxWjXGaeFKvABguGVr+jRQUiCs5OhJOtLsc4kxMxN5EK5FMCKIqRImJtIyvU3KjqoQZ4N9qkLUtIsFi4gs4+piEyTSW7uL2aQRFmyCE8LhtGvgPBcERMxNWzODpGa2tCdZoFHT4ns5ybtaALbRmYyOaDFm7Taq2LPtQiGEYtCDhyAmHW3zktUEQikwBPG43iJtpUdV1A4WSuQBg4U/DnDAGJLB8lW4giUiWKcsdawrYhETLEM7RV4tOAJIhawPW9LmDeMguANytelOIiQRgdSAC5p3eV0a4HQ7+HNRzGYlxWNaRlWAW4jNlKK2ko/pTxgXiCJLfNMZpvckxFuxl9oqDVZEsjgXsXuXYJoMW5mxy/AK1IY9gxeCjcJY2pIDb5uDhEFw9aD3EzJLCXQsreN6fQ1AISV2iQl2uFNgy9ijAIG95cMag4yvlkRA/mVR/WkQzkI5AdUpiI2CSXUGqPnv89orAdPBhpQhdg0P33AjAu1aPtoMAgBYDttJOr0O8oG8UgPWnCVA/3OlBheUSJqdpjRdV/zQDhSCyUwTGbxDQZrEdBXFarm0TGAvyod63u+0NuGVUk5OU5UeaBvAYSwRejO27CwpkWJNY29IEJI39fasG2Q2lpjG7YpfqaUowxlSHiCRjGw4+nc5vSuW08QMeJetOsYiERDLJJI3oB5xTTME4tycreLxWjXGaeEoxZBI+lL2oRCXbVkLFhKMJipEUFKnR1KdtkycGcbFSwnhSTGSggFhRAphaKCB2Ageh4XDaNfAeD7kYDEx7FLMS5hKxBtb2pkLlohSq4wcBhOtNmKT2yHameqgBJClScDYqpGgGuuw4wLVNK4vTZZDDWKF5gFBMicrFqdxWTTJRjJahVxl0rA1i1NXOS8KAsob0NgyyqNFzOtAoCEA0Aw7vK6NcDod8nD9TaZCEyGdGbtMwGCDJvEZ0u5TEWAQsAgx32psALwsrto2qBAgYwiNwvfCrqh0084chuBQBWNxu9VBHjWCTahneDHDrRKky/SYyzHzU55NEiCJJ2xnWFYVjBOFkyrE007hpJIiIjKjs+EDhUBiTCcChhIoI8cwmyjfTv89orAdO+DVDAQhvrU1JrN+p9dy/FnU2b/AMo/RwCAO5yNw9y/0hWAqWQSMAP9a0N0LHodjM6rGbA73tt2rZk/FDrF2HUQYBZN4rCLMklNp39VRTa+69zWRcOwK6M+AfMH3KXAmmzhh0C1EIQxCBM9LtI/4y1iSxla29Z9p4GVctp5vitGuM083w2jXwHm+V0a4HQ83z2isB08ODJb09jehImgd0pqozpmf17LteEQHrRTjIvhdjFqI+GcHoFLWiAZWiQJgF2YDkWl7Lf3sLg9u0GGCe0gaeYQ/IVNxrDYhEsUWkcZAXDDOoO8s2RD8xNTG29Wy38HcVyCBNjD0Ri9lgm/SIJZzpQRHEJVlYKSrYTkAMlMKY3JYxHW/cF/lFctp5vitGuM083w2jXwHm+V0a4HQ83z2isB08LXUi3saG9BreAI7rlwCrsUNZc2osffYouvliREP+0Kc4hK7GdQp139EfWNOdWw/jtSdJgG2obRSul3oF3/AD1oAAgEAZHajCA9ZR/tFeBZGbxemcCZmANdqbvUIqQZbKKQ2Xb0nMpwiYQ3RT40B1APgoCV4Yh649wXeUNc9p5vitGuM083w2jXwHm+V0a4HQ83z2isB078+rt09manmXAPlelwei4r5oAACA70ZPzuz+TRF551i/z2rKwQIQOvY5DXYJu3bdh4+QdGL6v87i5fYDDDH+0CMMH/AEoW82HyohwTYv6pUg5kZVf+BYUyM6Yhdl/YIrqbXn3UWnLwzCa/xrntPN8Vo1xmnm+G0a+A83yujXA6Hm+e0VgOnkML1A8N+8ogn1EWD5mjYkfWaPSCnffuMfC3awP6dkARsyQd8BRZhyYQXGW879kIpdDhJH8pMziQrmParzbsXqiF+FgUQ0MMD8rtJ7SGanulNuUEpR7RUrY761NgSkwn0UKXCRsHo1Dp3DHFs1z2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTx1AqgBKuVH2GXIcUcpf7SMXGEPXr2ogPTHuXYuJF3U/ykiAQ7jcmkE+/dcpCTO3BSBvdaX0dSrNgWyDQcejjQ/DpFjKNg7EdZEuUH/p34EPQH+1JyiQsT7lLOTq0+Yp9j0H+lWQfQh9waQkCmV0+jUS32IIfwqGNPA4kZPSmMAWDp61zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1zn+1pd4PvvvvhOovBCbNHrbEMot18399999999999999999999999998aRC4EMqNWMYGces+b++++++++++++++++++++++++++KhicISQ5zSFFYjKLHm33333333333333333333333333yThfTYM5rA6eOqWFtBxezRfWI31fekEhJHJpoHjEyOulSpwcGxxrQ3ezX6lEXjIJ3kyh69CavaltZW+Kk1oRQxpIyelBDAuBJwomAF52KUC3szlb4DxQg1a4DSue083xWjXGaeb4bRr4DzfK6NcDoeb57RWA6d8ywJEZE8DE47PcXI5n3Uq9iJPmkMpSOO3ot1Kw/pr6UGl6FjHrhQJBMxk7X+slsWVQVwAtAIp4Uc3q32KnoaBPUjCiRNkqUsWBmr/Jo2oI7oHYpQoAMUFptMpejC8xW5jMHPEoSd2DSi8xo2muk0uHXEeB0heuA0rntPN8Vo1xmnm+G0a+A83yujXA6Hm+e0VgOnfRuAY+w7UGFpRIm3eJyoiMb4voVebhOpm+/gOC3rHrjUwJMiTejVoosX9z+KBCZzofRoy+I021v72AUlI2BQdGdZMcuJiAx/ipsYawaT6RWNaGBwDA+se9YvYo3gAloGL3GS1KjnhWCYLe1mXpU3wkrElJwqT2cEyVzNDWmmbzpLAlZQx1pYbH+ACfetfIhju3vSrkNK57TzfFaNcZp5vhtGvgPN8ro1wOh5vntFYDp3xrrAJEpHb+F3Taj+lkME7l3zhTBMpVxL3M0KoZNFpaTZUH3KGMtrQd84oJAyqRO6RlNujISb1CyjHZNcZwpcURgSe2FEQsougyMTJQt8aqFzbHzTtwCq5FE9MbJpev87QtiIZsWli4xbRqQhzFXTGAJglxoMBEtbH4mvYoRNvgHvQmCHgieFs360WAIMiDD1mKR9DDqAB6qiJZcoDEkIvfMoPBmYEwmmDJ2wLqzXIaVz2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTwEZgQiWSkQdmn6FAtGx2KAqwF1psCtnYaXTmdAAACAMjtlrRGInQ/3s0kdAHpONSlIkDibOdFxDDT2dKRoQETMe4lbgwywve/YbkOEJdVtKC8e6rvazRCg/SNJmlNzIFgsKZiKFNYOFxW2qvdYIWXHzQkTDLAIAodYFxWXBGKONsGhxyhAY1Agzgu04yQIu5ifVPao+6eQbXH3GoFw8MxTEpmqvYEsVtIRXIaVz2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTwUEARsiWac+MjhqoDV74dEyah4HIep6tQq1Bqua7vawjCX4D5p8DpRlXWiaT38IZttKCAAgLAU6Inviy/wDysqYmSZOYkPjtBsCVcAqTxCKI3I3SsAGmDFZBUKpjGAcpau5YBH1eY0l0mTUabvc+bCHNKcN73pO8qRBjdYjeF30qFRMJynZbNGTXQkj695cBUxyBUHBiz3Ippfs5DSue08Q1bCMACVpSTwjSJLmqWICc6YL2CRklqzaJmEdvF4rRrjNPBV/Z6IsdQJLb0utbAuBWphhNyj0NoRSuLER2i9CzqISYiJgxMrUniUpDEqUhJYvTbtkYZJuUAsgMLGFEeM7wYmQDCL6NWgL2RAGpNLapU5IIRgSRCzOBvRbZIg5RiKUtO2vg8No18B4T1lXmoIXMsG1NLLcgmGTN75aNXTDDQhtkEcxQdo/UKR3coJZqON5R5NA3zTBJpD7OSyCUtOoSzlSL8QtthxWjMaRSbDUhbWIJeKEQRkfB5XRrgdDvj5MoJlNkmKjoSqXSxA4OHvRsZZRwGFnGgiOF4TdQJh09qGCjIczGGCbxnXDE7pqGH0jD1ayQessmJHHagOIC8wsuULaU0ysTbSDUFvgtTDDDhehBMlolir/mYcyZSVNb8dSESQY3XKrHd6ISMS2Yb9/ntFYDp4aY/a0FptMGlP8AlwF0juNDAU1JpwaO4DCHRTHqCIRHFGdQXOxLZr72vrQ4E2MYZJrNKzgSMFZj0ntXtL+QcX1qGU2wKdQLDWBRmKiKSrYDOTX+0sMXn61GmhTpgt+lAuTFnoPy+vbFWxA2nRLlIG3Om2vc+aInGpyDVyfFXgLJs7pD9eBZ9E7OQ0rntPEbcF91IfLR54AFmnqgfapjS0MicL6EeLxWjXGaeCxouehsSJhgM7VGfcZ5EQ3iM7FAA24JDCDLEXtSk7lIpKhiXZKO/wB+TaBhxhMYs1fQgEBMJyimvkRCQQBrJP1qOwROALWZi0RhMEyoAuEh71Ch+jOoCMpxbHg8No18B4UWyndeY2XvQahdVVQSssE4UIbvgN5ynD+r1DmaM8GSE3j5pZIRMgM8bpSVohGXAemLemFakASObCo1oLBsElgwTHzIgFrGXg8ro1wOh33byMGKYE44mzT7VAgNkrALJvd2p3DUMktAECGLTBOdIVvjTYF3S3g3mkZrhSQoZGDZqzT3JJERzLQjEW6kFOJdkYzqN51KQQCAiaCM0A+mlzGyngwYgKRpS9a+wQkr2s60j8tCcpKQkyI3igqZDTcESY9PikwgbPcE4F00X0SqIJksXJMXc+/z2isB08I6jDyvNXWgArvEv0UiAMWB0mtWlLHog9qUwhukmNTq1DvomzSp0yB0NTasLXWoEYJiu9CoRRLiZUa3uMb94gv2ztmT6pzgkt6b+dhqvWDgganr2FqkKOSyn2+KiSKOgEHekBEWOL1MfWpxw/wD8UOSTAhvU/7VuTSgqdTE7uuES9nIaVz2nigpVmV2rFl3xrChXpqNr+LxWjXGaeb4bRr4DzfK6NcDod8OC5m3drNZp1hJ80sW5znJGNCBBAIk3tTZMZggn0r+f35Y9ioFpTZj1osGMgQn1qS9yYcDsUvIk5kbtZrHxwmL7U5dcRJ7NFyrAIDv89orAdPAUBVgMWpN80GzW70WIa911XPtneFoDomtKBX5i/5v2rFoBEjtqKvzSpbDPHsAguuwVo+2jfrAQBp2o629E4e+1A0AgDAKC4IzGlwDlbFpkCOFGt21FMpUjCGZRJEEcgpbd0sjM6/Xgt2vEJH0pBjSNXsWoPpZh39e7Q6bIkT6DKhb/gYe5WmGL28hpXPaeb4rRrjNPN8No18B5vldGuB0PN89orAdO/sgrfoFRzqyFa+jl6JaMBzHunzwYLGhBFlYI6mp2x2JS3P96Vfx0qYNND/KAcWRB2xDKY1jAqO37MU3AdQqE92uS7nGsGNTs3CcnMqNPcTdcbxh1pdBSiuloXhBnCy9be5RdSHWBgdrmby5IjAoYq4FLMbCNxGRCejJQtY1zAxJ0znfvuknLj5pZlLKp3/6onEZShxGs9vIaVz2nm+K0a4zTzfDaNfAeb5XRrgdDzfPaKwHTvyQLVs7GXcURAAlXKkeoiCHbZhwJgh7hQYEFrfYO8DYEqtgqdASplZtjmfZGEixbptBhlMw+mdZPFD1xWdKg1ZHvSdJdV8Ja/cVIK5ygIdBmpzZLGMJD/aeVPxIshjHDGlnj1uZZLlU5VsokmITid4FYMWtsDt5DSue083xWjXGaeb4bRr4DzfK6NcDoeb57RWA6eHMMFgs2ht/aQVoGyYzR+A7rQxlO8dt5ENujo6lHAxeR4W7ou1RNwPrUMcwGRV423egF6EVAxga6UfnjKtxSczCiTvTYs7mdKrJasp/rj641hnRb4TLp3ACeGQMJi47lA5liBtKADnZmpW8PVCAPVqGmlMc+DPCJbFPCoQ2CCS4pTGxQzCKiRykBH3KjhMuyT3L04XdzkNK57TzfFaNcZp5vhtGvgPN8ro1wOh5vntFYDp4SrRKPYdNXs6NDe4a6dhDw2Il0O2flcWK/wCVAIAuWNR127bZaiT1XpSMgBGJ8V1NqR8LfMdGoboZsTyZy9KjdqHFvY7z70SYuXqrvzUbhpIu9rdJmi03MdWHWMKVFybzrZP5SuhY5VqOVAfGVSDUe5gAjZDF87XiotqG0D+1NJ8GAZYmMMX+KvIlCKLE5lrPo0Io2IsZvcgNW73OI0qzhLErSn7en7en7en7en7en7en7en7en7en7en7en7en7en7en7en7en7en7en7en7ejl+9p+gp+gp+gp+gp+goSRFwGZNHKOyFsWp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+gp+goWRi4D0aPcsMC1KfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKfoKGZt2DFIaKUViLcin6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6Cn6CjjgjQcGctYHTwRbwSA9Z+uyZbdz+4aadkcy0Bisg3pI0BYGx0P9qLDZpgZfR7SEzcE1BRoAENYcrudJpkRyX/ADrGiN+qGgVj1ucBQSORKC2XOpU0iUv09Sr4QEriDEZiizAkZVGUmPdE1099O0zJXmH/AB3rMEjTDRuHxUdRsCS7mJ/vdDQxxPWWLJC5J7USarybhAsAAC217kAOBd7vGaVz2nm+e0a4zTzfDaNfAeb5XRrgdDzfPaKwHTwUCETh3ZoLxvVhAUPVKAAAgoAB8XNyDekElpPY/wC1OF9jINXatVOcuv8AO4UTJqeWiglFydt06uy6Uw2+QYsUbIEKuIZycbxhS8EAsQbf56VfHJb7xgNQx3KSbgbUCABABAHaoW2ARKEh0us1LOQWUxmLNkRzKlpDDudhehweYrbTZ6+lMAuGpO/+PAvrjd3eM0rntPN89o1xmnm+G0a+A83yujXA6Hm+e0VgOnfZCR+p2H6l2LtiH9p6ypEsjUF5lnudx+qCEt5yXek9HAVBkGP8jbuA1WN6v0Um2Hacg3o9WScnU3p1haF/CiGwBiEwQJNm2JSMTTEmts10o8AwCA9KHNS4rZnU8zp12RFcZXO96OuvC9Ha/OutBDSUSJqNMYJIlYMuUF6gZaliljvmGtypFECwEAt8yI0qbAEQQW7un0aBCQZRNz7woo72aHRj/aLNwkiHL/tMx2ojZ0evdhxwLve4zSue083z2jXGaeb4bRr4DzfK6NcDoeb57RWA6d9FrDOscjtiJcqsu2jUwLqse+FTOFdQDWWpuQWGPg0O4WDyK8b6Ckzq/h/J2PKZYvug4isBnCvGS6dFOd+Gur+FKFlcCE52xp6Ske8XF7F6kySTjm+mnYDvYLI/93oAkVROueYfutS+RcRMfTfh3osHEFIeqPrapkkiVdyOq/2h3OgJBYg0PmouIQwK30S/Cp7Lv/VbCG96zsL1A/0qTBWbjbcn82pPzsyd4cv50o8LSiROvbj+K73uM0rntPN89o1xmnm+G0a+A83yujXA6Hm+e0VgOnfaHDhiuPN6S6GTUe1BIQTR7pVsRmihHipxK6GhQzZoQZtTN4xoozAjFEz3vTMpkcOgOjWnruSLca0jaOoJpN6FU6SA+GQbx07gdQJaCWwVlvENnRMCdcP7TJdhaG55nL0SYLpItmdwmOtRouR6CfdqFIMagyVjYQKYjMULyQB1pHtxrqUA1cignQvfQZUMu4lCp1wsoX8vjrWFswbnPIavg75xmlc9p5vntGuM083w2jXwHm+V0a4HQ83z2isB074higNmnRWOlxME5n3sZBycmmBCYHBbcqcZuun3aCG0ogCgzCYCUF2UirMAyQjmUUjPOw4gmJs0VIGHIg0DIqxrQ0rrbKpzOoxVkaxnSEZrJIczXjGpJwmsnbHqgXLW6nCM6ZZ1iq0HBt/ip21lfrjpOTUqqIuR0Bk7/wBrArukoNaxlHbLymBRi2EMVbAMCG7LFixaCo6qSGLKuhfq03CVbSzNZxTChyDhgKXjbsPYL+2OIqBdrFIVxc+/xmlc9p4rL+lF+TnAQxm63opOoEdggNhZGcofF57RrjNPBaowvhSxYFhN9ShIFbkzNLBA75aVIVYSvkdi3IoDzpwEQdAOGLVtiDklEJkWx6a0fgoy5gmBN/agbEacQ3CIbWMOE3pg9fU7GBSTKEtY/VI8BJjiGHKgMPxYE2bIi80VwIGY3HwOG0a+A74r0+hBLOOFILZEixAMk2e1KeAADkCM4KSaUGsGA5kBgWLsEsY1EFoEIvAXgsWxSo2SHyRAmUk5xfSgo/3Rqszi43RObUtXxja0pvIo6qkUusDNiGbtoYvkUdZwC7I3QxEnLeoxqwBRBHFGCL63pK3aTXXVwSQDd0oe/QQIwXliChOtXd68QuklhJO/yujXA6HgJr4KAYquBT3VjoMA37EssSCqYAF16Va0G6QJGG53QKo5UvhIIllNID0QiHFbb1fWJzAmzg2cTstRObDdFoGwJBkTU7vPaKwHTwJjbXqPB9P8oAIKJEzO5MOti9uLKhhFcrennzGlowAIAypEjiVlgQyVeXoUAyueUjU0qWpBGKIT2mKmTelvKxYn7BnUQx77IH2TfsDC0AkTRKjTrd5Pj46gmxn+J0dqDQdQgAxWrO7zsmC93Af9plb8pBirrOeM1BNiwcqqYZpytNEBFrFehrv7VcjosnmrnrQG3Wsm0FJXAkgTjDkxg0OVPpAP6atTi6MWdF4OpQFTDYAIDsgIruHgcZpXPaeJFDCEnSm9ORazA9/ug9eCYmDIyqwGzSgYSSYfE57RrjNPBhCYfAhMBhhFzSrAPqLAnACnQzdCpQi+aZERZTtqZ6S8Flgi7YSpRolchMytjB1oWK5LP0qK1FCAQChRYRdkyAvVrERAAgC2YGd9qcktM3LRrD1mjkvIiIEkA4WUy5JpgMEWMjbwOG0a+A78BqNZQJcsaQKASHIhlaEalcShEs3K6toVd4HWTWN5VfNFapcpAQ9VqYMPBsm5a0Q6zT2LaxCmJjM9qsfR8SqSI1h6zWPXr8EwFjC+9CuytRjCkKjloUHEBjbYojNDpNMmFiZLktpip0e9Y0RLWDhntR1dQXOrDAXwI7/K6NcDoeAdxRQkb6RCjwxFJnBZ9oqzIKNEUuRAZ3oUdKA6AYEMUXjC9EMxxIxs5DAQDBq75nmpgtZU2CcLE1JExKdiYYjFg6UTqx4SWw4zA9TSi25xBgqxcQWjEUrTJ+G8R8ZzEUh4qt5AD2TYIpkJa80GPALWi96cgWZ1TDdoUyWZELiFLmEYbVN48ZsSwJYNO7z2isB08DHc620adPB7mGL27FBASSu9DFq6m2gtfwf7nUbU8W/Vc+yHncFfoBdoqTzmCpGAgMSxgmuiUhAGDTcm67UPO1QLSstYKOLLzSme4dyTQ0O4giII2RzpOKXDq045bAVoQEuswyaWGQzivrbKrmIVMhZ2DYM2nwBIbBbyatcTBo3cq7CQjSQl2mnOETIie4b0qKvZs2ThfCaLJbbO899Pae5YMmNBBB4HGaVz2nixn7yYwlwY3JppYiUg4QWLfHi89o1xmnhDqCEA0RrC+WYeh5DhtGvgPBlbUDA0IT5LldGuB0PAW0oaSCGEwqawQsYRJOGBVuxQziIMTFHcWzKSJ5oU+qxQxfkn4DSpqKqFgwAGRNanQg7aSrFiikpLtK/nWgbcHsW+McbutLDIyieSA9fdoAHbgghQGBjP1xqSjTNoppvUWQ4qAwJanjcT4MiLGN+tSc1wQdXu89orAdPBSIAAhMIa/wCUe6SU2yVu16/AwKLFqxJpIhKygz0FKScLKJmnW0RUEoL5D4selSIYPYtF+qNaYOvLht3TbvikbBwTEMnp/wAqa4Nk64NaQzghCzBaPg1jWAVTsgNKegYFC5Y+fan8M7240Rga540E1ciBEfKSjky9apqP1hSOObqdIMeZ1Ljw8iUhBK0JD1dfB4zSue083z2jXGaeb4bRr4DzfK6NcDoeb57RWA6d+/qMB4t3CsRiNdRvkqEa6F2V3eiycgnHAn2qTSy5o6FPh8JTJ6xE0sGyhxWY71eLlijHrTyEUFoYei7FLRudAzpr0bPrHk0UDYxitVivgw+tePWMHH3OhTgmmTTeh1xhOIjrEtTk63STYpvLFcaJJh3l6Fz2oCkwgFsV1WiOEBvSTjR/+h5BolSksWymqunr1oXRC0JhPC4zSue083z2jXGaeb4bRr4DzfK6NcDoeb57RWA6d/pshd6tB5PIWCoAZYTBW5lWRRMsHB9fupksazYFSpEd2XmlmDVnjUBJICQgRBMmi5vULgQhheOtI8t/MuDmdMQxsRdNrV+PEJnPQ1g1sdaSUTP2mPU37Dse6WQGbWAQSXSc3VaGSeIAuBSsRwrTb5FSshga+HfxLVz2nm+e0a4jTzdxHIa+B83zujV3BsebXMyVgOnfdanQzBhHHYMqwUV/bJy1TClGL5TmtTmzcDFn0cYpVDCZfIDQ1oMJgCADKjEexfNoFMKhlsfwRPysJyY4uq5vXu4F+jCTANXwT6jkNg/xtNbBvdEzGYuFP3+XSfctLJJihokoQyyJIlWiFxjo/P8AaAAAgPDB3BB9qnkhejnkTzZ4CCNImhkB9MebB1gkNQnw67OZE83jCldEiiXpyPQNo82KCAOdIO6+ACqgiSb0AUwsVDBFxKjOpyw0DVUFYUA/vWkls3THE9f8pE5WDL6C9S48mwpr/wAKkWzMP2I6495/cI+5usnzRCa4CTJHJuu0EASsa+AytC1gpXZjIGYap+VNRCmYFyKaiMGCdltT2SqD9B+qkAyhVsQn2+fESaBO4Rm29YIuoH48373ve973ve973ve973ve97zAMvhQSNyYfjzcYxjGMYxjGMYxjGMYxjGMYsf14qqMwPMo/FftV/ar+1X9qv7Vf2q/tV/ar+1X9qv7Vf2q/tV/ar+1X9qv7Vf2q/tV/ar+1X9qv7Vf2q/tV/aqyMDYBpuUfXaIfiv3q/vV/er+9X96v71f3q/vV/er+9X96v71f3q/vV/er+9X96v71f3q/vV/er+9X96sEkdat7tZX9BcKSGqyMvqvgYq2EyGi+AiEFT8i0lulqRFBYoGUYW6VEG10fV7CO3fwpBJITc3pMwO5ENg4rhfBrark1cS4ar9VcMEf0dzDv35A3bWMuhzGiSAAAgCjXKx3lhG1L2QFVwxXmVWCPQTSSdxtOY0+kjbZJPEjAkoFunUqX4qX4qX4qX4q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= Counter(sequence)\n\nplt.pie(nucleotide_counts.values(), labels=nucleotide_counts.keys(), autopct='%1.1f%%')\nplt.title('Nucleotide Composition Pie Chart')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:45:04.161915Z","iopub.execute_input":"2025-04-25T11:45:04.162673Z","iopub.status.idle":"2025-04-25T11:45:04.276604Z","shell.execute_reply.started":"2025-04-25T11:45:04.162634Z","shell.execute_reply":"2025-04-25T11:45:04.275819Z"},"papermill":{"duration":0.136835,"end_time":"2023-11-04T14:11:05.020003","exception":false,"start_time":"2023-11-04T14:11:04.883168","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## GC Bond Counts on Sliding window = 30\n\n* GC bonds are more stronger than AT and AU bonds. \n* Strong GC Bonds are stable in high-temperature regions. (Organisms having more GC Bonds in DNA or RNA are more likely to survive in high temperature regions.)\n* GC bond abundant regions are more challenging to replicate leading to errors in replication.","metadata":{"papermill":{"duration":0.027284,"end_time":"2023-11-04T14:11:05.075410","exception":false,"start_time":"2023-11-04T14:11:05.048126","status":"completed"},"tags":[]}},{"cell_type":"code","source":"window_size = 10\n\n# Extract one RNA sequence\nsequence = rna_sequence_data['sequence'].iloc[0]\n\n# Count G + C + A + U per window\ngc_content = [\n    sequence[i:i+window_size].count('G') +\n    sequence[i:i+window_size].count('C') +\n    sequence[i:i+window_size].count('A') +\n    sequence[i:i+window_size].count('U')\n    for i in range(len(sequence) - window_size + 1)\n]\n\n# Plot\nplt.figure(figsize=(16, 6))\nplt.plot(gc_content)\nplt.xlabel('Window Start Position')\nplt.ylabel('Total RNA Bases in Window')\nplt.title('Sliding Window Base Composition (G+C+A+U)')\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:45:07.125398Z","iopub.execute_input":"2025-04-25T11:45:07.126176Z","iopub.status.idle":"2025-04-25T11:45:07.372036Z","shell.execute_reply.started":"2025-04-25T11:45:07.126147Z","shell.execute_reply":"2025-04-25T11:45:07.371084Z"},"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Bias due to Codon Pair Interaction","metadata":{"papermill":{"duration":0.014259,"end_time":"2023-11-04T14:11:05.487655","exception":false,"start_time":"2023-11-04T14:11:05.473396","status":"completed"},"tags":[]}},{"cell_type":"code","source":"overall_pair_freqs = Counter()\n\nfor seq in rna_sequence_data['sequence']:\n    pairs = [(seq[i:i+3], seq[i+3:i+6]) for i in range(0, len(seq) - 3, 3)]\n    overall_pair_freqs.update(pairs)\n\nindex = list(set([pair[0] for pair in overall_pair_freqs.keys()]))\ncolumns = list(set([pair[1] for pair in overall_pair_freqs.keys()]))\npair_df = pd.DataFrame(index=index, columns=columns).fillna(0)\n\nfor pair, freq in overall_pair_freqs.items():\n    pair_df.at[pair[0], pair[1]] = freq\n    \nplt.figure(figsize=(10, 6))\nsns.heatmap(pair_df, cmap='viridis')\nplt.title('Overall Codon Pair Bias')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2025-04-25T11:45:11.419514Z","iopub.execute_input":"2025-04-25T11:45:11.419854Z","iopub.status.idle":"2025-04-25T11:45:12.340912Z","shell.execute_reply.started":"2025-04-25T11:45:11.419830Z","shell.execute_reply":"2025-04-25T11:45:12.340172Z"},"papermill":{"duration":1.934575,"end_time":"2023-11-04T14:11:07.436227","exception":false,"start_time":"2023-11-04T14:11:05.501652","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# 3D Scatter Plot of Codon Counts for AUG, GCA, and GCU Codons","metadata":{"papermill":{"duration":0.01494,"end_time":"2023-11-04T14:11:07.466174","exception":false,"start_time":"2023-11-04T14:11:07.451234","status":"completed"},"tags":[]}},{"cell_type":"code","source":"codon_counts = defaultdict(list)\n\nfor seq in rna_sequence_data['sequence']:\n    counter = Counter([seq[i:i+3] for i in range(0, len(seq), 3)])\n    \n    for codon in counter:\n        codon_counts[codon].append(counter[codon])\n\nfor codon, counts in codon_counts.items():\n    while len(counts) < len(rna_sequence_data['sequence']):\n        counts.append(0)\n\ncodon_count = pd.DataFrame(dict(codon_counts))\n\nfig = px.scatter_3d(codon_count, x='AUG', y='GCA', z='GCU')\nfig.show()","metadata":{"execution":{"iopub.status.busy":"2025-04-25T13:13:46.694631Z","iopub.execute_input":"2025-04-25T13:13:46.694939Z","iopub.status.idle":"2025-04-25T13:13:46.911713Z","shell.execute_reply.started":"2025-04-25T13:13:46.694918Z","shell.execute_reply":"2025-04-25T13:13:46.910926Z"},"papermill":{"duration":8.166881,"end_time":"2023-11-04T14:11:15.647662","exception":false,"start_time":"2023-11-04T14:11:07.480781","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"📢 If you found this notebook **helpful**, don't forget to give it an **upvote**!\n💬 I'd love to hear your thoughts — **feel free to leave a comment** with any **feedback**, **suggestions**, or **questions**.\n\nThanks for stopping by and happy folding! 🧬","metadata":{}}]}