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f1v3w8KbdfqCusO1EIgFSMgoQjqLXMQ1Y5YQRV64H2hFiWNjjxGdrR/oSCeLnKBxGfeIXebGPkqNaCWpfI7ynj0v+X6gMlpILFVasJ5rvyEOkprDH712fgCs7QBoJSAk1/9LdaEYSys+2MxVr0Zuad3kCUrxq45ailp7/XgCI8ZOQ3hP4mGEeASMw6NRTuzRLL2fAe0o7a+qOLAKjgsk7dNQPmD7dKUPIpnPjl+JWqHobs83OMrhMt4o1T02Nu0XMl+E/gHKJYf6R7dvcC9eFXnO2h1qtHznSxsPzltQs/K1r6LZEmaqvwcB2MI6xpLO894EuHCK/uaTSPJWpXXbMjlgMTuFwlaRbmGpDMQ2DHIQlfbYF7Mx6VDiwteuOUbGtURLrVCk4Ta9OqqOinYuZlNx5TN5vo4H32UQoG331KWmaIqr7UZBTJ2x/jyS8uNCeDd1UktOJbP+lIYF2H4/jdxkC+RI7XQ6BUGsytI1AAAADUB32IcOiOP8XmU0FydreUscxP1l/bYTrwdvNNdD2BNWBqxqFwM0GEGfwyXGm1XSouDXImH3YSDchRcHw9ZEbKBFddP0LEJyM5ivXTxvEnh6qiZY+IoCgjE6nRf7xCMmtdyaveh5nKIItfiJkA6o7GC7f85H7EauykUZUxOKG+cCW/O+i0dUH7+XIGvH4TMLBAwQw0YYQOYAUIV4o5I5blk0C+71+xPpldjZYyGU0ZHtDIv6fuU81KOe6CwVkWY4OQZvOHoRhGwuk2mfi+E27Fl2tWzT1p9DJ/SBJFiFKgT5YJfvnhLB1uVN8axYr9koSoWT7UX4fkAGuswgY6KFWLpPuCXk76WPaYfinrbjalxYUkAs4x0g0Wl7WFvTcRtknS+y/29w5f0qgKuvRJoU37Vided4OePwywQzadcIx3OXn0VVFfxM1LzQtiLTIwYilkE9xX8DaiL3E0RY5JCjNGHO8XeF7J/HWLu8jXH1BbkBptOVlx4pxCdLBQxBNHPgCz86i8sgAZShLwhfQKRj6EnIdDfq9cTG7cbtpUckU5tAm93KQy0rlxSS4adC3+r12uEdybhIZdP3evzEtS/tPuv+Yd/GsjT8S+dlBwA2Oy0LZb6XQe9giiztQikm9NgL8H0Ep5uHit3r++6KlId48zyhYVkh6VoGxMZiLGZi5m+DPKFj7TgJG3+Tsfp8Bl0ltdVkiqXO29Ok16IscPCWHWQbY3sVOjFi5CJs3pbPS9UhUBVnCufA3Kc0l1KmjavILOpMhLi0PD6d3yeN0oD7U03ubluT1nO2XfMLiGDcTDvckFrj/nZfLdXLBdDrVkL7Rt9vqCDWwrgAsryVe3vbvDdaxnckDK8Ax4FNLDMnyftZCD9KwUdYBCyvuaELuRPLxpiHYzhU/PMmcvrs0If6Gr9TJOGf8XcmXhKt8E+aBJNybPBdgz+pNnemSEzFppMUJvPCKeg592NPjpVKBe0BN8h4BGbCAxUh7ynHX5mVn9IJmjIsXAyhhT65mIA+Rb2Tjd0KjnDTDyzX0odBGIJWi0EMVi0iWrUu1apAEEshdLRRE6/tV4Rcx3CnhfH8oJ/kgZ+I8L9r9iehaDVgkPVHAoahWAyV5qdXZuDAlwPM59xaFfAXw5r0aPdMKeUeLL+1mPzOOtVKCuqSq8pmb0aVTzTIrfRD85wd3zkKbOVnThBwaBpaj/8nKD5tMfImJF+Ri2NoAaPNotLa28I5hQNqd2vLbw1WufKl50/6rFE3HILarFRmwjt7q0wDNXsBPP2Z2rsu4AqBSr489/uoR9tmbioU/5cgMcSioWTjMRYNduujLBdJ6zuhv0b3nUwNjcwY7kSaFVYD+pPGFaJKM8lkdDLxABdGHW4BEf+Kp0PDdDOPCyC0yeYOsIv13YssFCp5rip5CXPc4pVz6SoUmVq4ZAKjbGMvf1PJ2g4OUHdmdKQYAAAIulqS9HyQ9n5S2TYZzfLacGIvkAOBGD2cAKzOmQDLaomr9Df1B3NHC1NLG4AmXtwWpL0aPNwKH0qguDE5FW/7ZerxDlnTnn3E7CZFUu2m/bRn4W/CdUZQ5k7RHGv/PQr9uJ8UpYzPDAjFUkg4bqXDTdAjAha9pOlZ71+n1nt0b8UOVlkQqEw/QBra8PuVN99lM43gUGX8e3dIaobzQ5t3FMJBQWizzFQkpatkgwcql0PZYaogTrIlXgaPfUFVEtGo3zPrnoFtknAJBkK2XgvzGp9uSns8TxqsvzGwsJxMRcKlCw+AvwTqwtq6cFJU9UWM5PdpgBTW9Id2iWQw4QTQAFgqvTYnp39RyVPdDJpjoevrgjHe+YUPq/17UHA1kHjtpTISl7p8gV2KNCO1uzRL99KDsm/Ej/1KUaGPuHaF1DFR8lOBTby+w/50LVQ1pasDJ1xDJLBphcpZdanWYWli9jw8eSh9VzrIlEUZ6HbMJFHwz/inM7ikkAQBkUwVqbviE1iZKsri35GOYGZnVmuDajewY+hIUC6XoM+GO44CZViXWuqkMBELTxrdVpc9T6KKK3qf8wH19hNVxntgyQR5NHOK1O5dEa/f9T8VyK+lFQ2LPzZ2IBiv4aqLbgsnO2YSQyJjWzWC7RJbhGJyTNFt/EreeB25PpPjLn23gGmaIwXkd4MqKSxO2J0Qcw3SqFEDNSqhauEF2ZSVsUqsqanXEt5P/fES9iRBbHj1IZeIOcorcxCAWRVnZZGnekBciOks2TnWSylHIR50ALJsQfNLOo37+365obvk8WgA8yj7ObDELwdMikuo2pcdG3Q9wXbHIlkCBMEWGkhR/jzVQ5AQ0sTVBxR9P5BEsNMkhpSXkYFoYkriptRoKQU3XKns1P8EqGTYUCwFXzRemfquwIeyHBOzC/Ea+Ii7A+H+8aKNzASCFyvHf4w2S25KUr7dq7umhcUX1fNTWAmOx+XlnthuKfcokCVTPraeSBQU4yDBtgwOin6zxTaTWelqkOuRe59MQ4rg9sUtGM7oJ9uHzbnHVmXBxGWKnuSQNx2KX4ua8jvNg54UGTs9Pancelf8drw2ZEUniIbH1CZW4enX+ElU9sYPq5y2nucRIBzrf9P5tdgOBtlDb/oQdpZbvKrm4OMFpX3rL6aOc170mjgzo5MsYFB7JCikxvpQDAUGQYMOtNxW8B/2oXvuwHj5kNMG5M2Z9IQANIWNUyEHAwMJTjhRwbGjTyldvaZ7CRx/k+2lqy2w/fxImR8D3ZwHMn1HFeBBo+yKguSYSndUWs2zZ1mm9mUdKBbWlMEqjLaAp6pNMgY6gGuhO0vuwTQzZw1WgZR7wCUfcmtuq8iAAAAKZbCAAAAAAAAAAA8i0jjP21BmaZSNSfE5DA4z/nqn2tpSA0sIr7JFOSshhj+SORXxogj9XAbEcT5BFWqXnUZQS3/dlOoyGuFl8h993KtauwF9JORFQngK9lxaHvQqu+4YbkwLW7bW0M6b6D02lOk3jjKw2AWWU8AUnPwXJ6GgqFg8NzwGUfeYEw997a+BEAQTQchuC0QqW1L6AMS4pnMA4wpihRo4wX66OpyYbpFcoZlIFRqYluTXhXniNGPfTRmUroSOwHW43S+rZaxiyZy+8KEWn7ukT9F/Qwt5ON7yw8asYfHhFKQQQLmtCvsxCsr3DI+rYjIpli8eYyhuoZ8wFM4kYXMKO89f0f1CherYI627b5JTXEIfmpLDqy/ciF0havhHhvU+E13Y9gFTH8YOqem298ZjY9eRzV/zbA/ZFRD3xjy5BeJpt+53MPHlpqXG9XIZltv66Rdvj5nEQ2QcYL7Gv0E5uZo9XfOhEbysWprIYfyXxvtLZ3qRhCfT4qLM+2LmFFspWOTd1+0FFqt5HUhsjuGu1ks39tDRsX8sFBdcVYK1uGV48NpmZMtSUeNmMzx+kWhfso2I6NK6QixxC9h9xA22zOawtoqB9w1WOCVMmDVEMlqyUSW4yl0hlMZ5Ngs5+l9JFzuQotetiNAlX6+V2Zkhj7Rso3STu7tOqJEqG6SEIPgkGDiwpozlK7m12VwbFISsJA12lkVsEAMrkejDYVCPDHHqCsKGMvsE5H2YfHJliuF1jAZ25ymkwAaww4HGyXOSfFwKQCahIkcjQM9CruxtanqY9YLd/43QwWphuWe779CWqMhoKfujRdy4c6lke4YQAAAAHOu8cPuMsUWLPb9tfV+Er3QwyBwJ6Xu2TPAIacJQTDsMiRUNWPOzAudQxT/kAADP8MAn9B6bYF9xC5tCKIBVUKbg1qpBV3QwErB2uNt9HxcNU4P3asvl2a3kGtFWEva40dU8DtF+XpOov8S+RFF64NYOUrUXvPIUYfpJe4KMI7dql9HshFFt0XZOW/C88S2/VzrpsSpfACACa8/zey6WnqlzQ9uHUSJbAuQJMW+pWIDszZjzN/RpB1JnEusPgMhrvcVXs9G8JDvYH7YpNSe6v8A4oSsg/MaTvH6R1phNbucYDz4fkHbqtQ3R1x5/EpXBoJLQDbojWUSp3QCHHpJ7bCR88zpwEwoyN2WBRZhScxLQ8QCC+n7zL5TKvQh2oCZHz+ALkzCvODhPpIeCEs8F/zVymFFXJVi6aGmPJE8aTK7nOHxHeYw90mPJUVYheV9/jsKVY3UXTu5IY90nqa/iP/nVlq4Ub5QDqntGUFx6b/ebJCGmFsYP8gtSOFLrScPl1wZM1QDCrn2wQAtKsYhs9MZkwSMIogo39dtVJ82B8BuAw5oEVBGYCG8szni62Sv64XczO43hh2G/Zcwv7y3+vi2SaX9E6n0prQOyYsUTHlg8TaIQmOxbU6aMdPubbTqSCbpQ4xStN/uIKcN270uSs1dRDM1PlkXGY0hiMK8RJcxQBw2w3wm7VsfgHkoLEXA/AH3lK0RmxSSAO9ktzwufHTjs4uUnf3+bP+HF/01x3c9PZ6j6lMKFEQ4MHNtr/GdIl7UCit0RgurYTG4awW6RLn2X8VtP/ZcNDyZ1X/LZqpHIVYTQNsfhEXpMYS6ictep2WistfBWyMxb4LdmoFugFRFUof6aUHYrxatPScneXEaVPRVv6qk1LeM8yhfsyZEFqPjZW6FiQCnZx+w8Ae3lgzi5ZuK65G/0O7r7CIQT8XHP8JTV3BNn2lHGlqYXt7xgh6Xqg7jtzShcsf1OxwxIrgxKEKjsxyYDLVfiJrJP9rmTGyBx+k/RRLPdLKyc2fcmKx55Z4j8u+sD2wZIlG0+dC+L4SS1WKhHZpc2sDgcGYbOAf1dOdjnvh/sNteMXq3H/U43lN6PAmcaMpwcrph8ivTqzljHO0sdTT/f7GDfRxr3uJr0mB+zURPopR0G1bBurJfNlfnZdk3MbLtoStRR6gPe83RlXIw1APNfMbVo6zz9X8Xm9KZ1bJAWU/U2EvOCYPyDN3kmpQ5jYZ5e60pnslg0Lxd/mt7X8QSj0cXNfANDI/mosVMz1b/FAkCVnXfFpzkwvw6tXM1BEVjCIwA+jY+ArFyZKNmfnHw9R15lSahoqf0DYsG8IvFDgYoiZWc+uc5Ylv4EtMQJCHLSXjvon9m4+DGt1078OjYC2vPL0YAAAWz6zp7tEfNvBef6bFxl/K+nEFESAV/oMafJqdwLTVEEKT3HMO9zYcZkjtxNKCWLEYQ1jsbKKfn9KQqvzU3y1Y5BT2GTOKKkJq/4W7Ma2LzBtAFpynDRv0DySyEpM1IAunbLw3rRhbLOjQ+ux5NPKKjaRkWJao32cXmh595jb6Ttu9xACywWCYTN5IbZvWMqVC68bgKbU42frBsMksVDE/JQLtrOdfsMvliRSMxj4Si9Mb/qiq4ygDJpI7Y26H+nhvnuhDJ2u3y14n7BwKjHN/eMFv6HctspPh0bIonHIBTKp+mJeYnWjC/FtSzI7xEC4io+PrknXovqWmabqw0oyT4uzxI8XrTn6Oe85KITBcDmE3M2/vfuO/B9m3QQG7vyI0WdnKlH5gecW1or+mTiY5SKyEgNYzoNAORGroDimnH0M2l4NI/auGrcxiTR6p5RhmlVi3L53V8JMrNfiASkZy3CD8KfjViRz8WQ2BnTFAW/CMkThFGhwT4dDr/yL/uLQb5oKkGnZFn9JS62TUkypOscKvjav4Z5bEi3aBBBmGfi+wQ2aoICVfvVKK3L4jGhrdQe6w7E0tOAisYqzNldxPlivVNq45NTliEDM5YMwjcrceYw4dVNmRM6Yzvttf3rCDpE1TsQ9411j99hfLrc1YCIKh4TCsuSi+Lpk6EPnORBPHaL4yt0Tt5yIoLf1UW3lTRLcFdcTABhZtB6eT7lSGxqVf1jCdbzaxrccSwwm60qheMF6rOExUOBUbRWX+blWm1/JCxwSGBSVrODFupMgqI3XxpXigjdonVWo8FX/wtDdFizIN/1nejXh+zA57jO/yt7e8nyvLNkEzqzU8qTwTZ9e2UTQrJI+qY8Fbp2nugCEw1RYLOIZEHm1uiHIFK3FoCEe8UF16Pm2Sw2uSd0rnz1tgmL+X3IFU+xdF0GzFDXlVg5kk6Uf6qteqpBKVt0vuq+N2639rSwwLSQC5qznc6JW6qs5KJJfJ5eIADv5g4N7nryQkXISMXieVH/l2jw3NCItLaWJSvdd+UbsCWtV0xgm1Cjb2KMJ8PrMmJzIiMk32pmzljeSzrRHlYihpMltUtNFCiijF7P/6j0rx793vaD5JXP4GEQgrk/dwjsL1l4FD694VhdzitcVm9mh1gwSWgENbFO1WdG1DBtexdE0OEaiP1rrMxFijTM+yEu9hwt3JAAEWm4tIBPfB8UrfejSahIMiQfj7SVXemHIiLAcx4BXGyd0tDPv5Pz4ZKGal1//CZomkUQ8a3alZAck4gygBRZc+qVW4Zbrtw+/uD6p++maagQFXSYH/Lm1Y1DJTMbI04XgK166/L5ayqEGvB9QGLpEiDI4vQZJ6ydyELH7/ysdS5c6t21TtDKUYHQfaZ4Clng6ndC+dr1c4xOUTo16nxFKZI3cQCV1bxVg/A47iF3gl4JPXtAWg85cLQG9GLmrfbidc6uWi4siNCh3yTf6zpi9uZd2zyyWb8z/2AidPoHoAZvkmzbqQb2qnIl8fH06cSEWb3xlu4wbkUfxrKhf3yaxtzQw/agISUeahq2P+Bg95JMW7UzDjUSuAyb9u/bSldUWrOogBwk2jJrVNOdrvdY0uIeIKugDOncO5pvtyaNrRC9S1jSIuCB2oa5Bd2IvZMh3crrWrfQ55w7lPYoz1a1eyPYMzQctjQZ+RTOXhPgOefv2cUmNbMvWut1prz1+pEgAM1iRnvmItU9DdvEE0LGSxXENANJe05Qc+CUEuwQmiO9OuXzMG29rNqGZfSPl//Gok04GxnPhOsK6CA92JiyoZnaE0Cmnx4wPTbCWU7v4qNx0lkpos8vX23PC++fF/cf0pa2UhjfetK9tnhI+oshr2Zd6ew9M+lf1wF3PfZ8/iN4Q5l7DHo/nldUpcQNxSaRaU2jrjzKTh4txvQ60Act/swEHfC4uz/Omyt6X2OsipRppgWV0P31YsyA+sXiNt++k/zG7YnfFwbUfpelfth3c+8cXh6iI3urtz69Guo5YVwxCgXmYlL+RYGP/snPZLtiYGMzxb9VWqeP1jxW8bJ2FcEd4ZGGcU91vTOdOnO86eUKQsaqQxWVB6W5RUcJMgXHCGfk9L7tu+356feZxcpjlHN7W29WzLuScY4FE2e4x4YbDO/A9OvxKOv7J2zM+JVNlzJuWmxFfW4oELVCFptSnrbucwHUJeMVs/LL0EhyZ/8W68fvjDSTf/Ckk81BZ8gXfQF/99F0DD1d7zkAr8w7EXYh2oms8jCxN3+8enogRuSOKv51u/A98Q7AQkTsqVCKmjWu03aBwXGpVe8SuHVVz9WyRXVqcwtMXmo1LKtr5vyGf91AFNTfNsrjXe9X5wLguo0fhPceZazsuu0ndB+JkGgTtIQGM4K9VipDVBdahwdHqrLcuBVk5efshhT3F/PbD5drRzt8Yk/GeED6Q4Tff2eQC76JzcogsDiMQXMx8Lpu/gTRKVGWtgTanGGqzZlindKFQU5vLRFR7RFNwrrkOs+jhvV/W4vxhRRx6d41dFU2UNzjmAgFEqbG+wacRNZr6guj6AZrioTZC+TW/Ox9wDHhRUZuDbzYojqdw9HpTSATo+cRwGDrynLekhNJ+wVSjcaolxGB1C+zkGGBLJtS/CMnUaHdaqbXFBqcFxUqKcws3naEKX9xflW9oRCaOvEqfCJidfUWyezzlaq6p+deAAi25FapY88umGFT6inLKix/cXt+AT/K3OFjOSEgSXIp8ttyN4KD5W98Ux9xIEQgzZEYFVxuLkwIrf4lI/kiggDYHA5V9aibv+yZicjpBjYWfWIZeKVprKmOtJdad1V/To+PQ/BSnSvkS+Yxq7E6Gn9b2Ee7iNQTfIXWuhJO0LlIeh/Q8C3laJH3CrQQeWREM2B1azZjxxxdJp13K8YBR/hc+ufNrLf8oKUS+6Y6GtDfRtlLzYIbpEOEWizF41Cb4l8aRBzB1zPJZQR8eOv+wMvW/eSjyHrnzwdlzIH2kYaIJQKul3sOfK+X81k84TmngIkxkHt06rY8t8sFZkeWdWfA71C0SK68or+XPTZCreyiHowleu1NLaAfNIGf1g/FleRIfJROfb1nwyJCP1gRUfNBjmEfxY97mPvc0Saw/P3mgIEFcAgPmRQvt1CgQc/c8wHHnoipcHfLb6bJxz7/nJJKdFBHgZDZbW86fH2SX7LQaSW6FebvWeRvy40UjeMmTkl/7gG64f/5HsRA0l95QMVkXR+R8Z+nmJFsPXcw6ZSk/u+2D0G5WEPY0m/pSrqDK+e+5zPCeQ4eAiLLMNtZjv7Tf4qu3YpTPz/IZ0q7L8rZV5E8VfN37tVen3mzy9KNk3cjFrCGXHWBrSkWdMRfTDbqKvrY02255nWjsEB3EmoBfDPAw9n7dgQnu91FN88bxSX/yBDxBjPPKFizKVGxK6oAdkv5NVYOz2avf/iuBgsz/m7ybSpQecjr0cAgkrEGCk8FbGlBU7BnJL97C0KmlaT7McrTS4J6j7Uz5D1pgIbMDpqXS6ary469fMmRdRvaKrLsknFq6FzWdm/l7cDm/K1vgEH9NossfnyaBocTCiKrmVQ73D8KVyF4TAB5kp21DBFrLaSaH8D+d/AYMn5+St0ZAwXRwu8rgsurpgFgbr9bQ59/Fo7ji4uULztx3x7F0fvTdCEin6ONNrk0yOkW3HowMtbV2C2kvilhrBd7eT4+7g0ZvioCwP0fINeXOarpaz2kQUieABzTIGiNGuxTgJAxOgsFlB9UKhS5A4ANAl+ETF+tA54R6Cw1ahH1msDvJk8E7ApNPGEGXnpjEc4tIY/9Bwe6uO+F5mjsRmKMcyik+v6yixAsQJng9ogxTUuZInktdvCP7qSa6ILl60b+WwAAKfTTeS0CV6yYqRj9w1nk8JwQI/+8JVPabQfUtDe30QeDlU0zLb9sFrB8+HNdMgVStQzXP8Nt7r5aXPW2tfU0yFU73xSKvIwhZQ6m9QmoS8MY356+vMprot14VdQwGjJMZ9zKGQGmvjrBfbToJk+GuHDEk3XhU8SA/V/q8xPD4nifGoGLON7pU946OE/RKRZ/2IB1YDk3uslnEs2gt1EJe5d/pNOgItOSfi34DeblVx5Wq90PTSrsUY9YAUM2SjWhRU5ORRxRjETgOTeo2qKTosDa5nB3WKSwRNZGhE76hyaD3Mewzu2+rnOIE6odfAupG/5cFAe9N5JSuvx4Wgs5s5QNUwogxAtnU10AznsgOlsbnaGTIlRqVzLnp5ghVCG7/C0OU1omDDRVPgYejWdPXgyvFRrd1QYVXGLdptKo3aXCHQWq/yBS+2P+7XS1rivzBGp2Dm3mzD2mDPWZXEBk7URopAETB4l6L/EonQW+Htz5F91GyPQ/nvEBeck97HqluXGLuoXYdxvRFiHh9Nrb4YYk5cNyL+tjX9T4L2ZN/8VSrXUOAVC0hcsLNVqNYTbh8QATP1Ot1lnQBxBgEtua8HSpeM9oT4Y83jaxtD70QUtrSrMBOmIAGWHZONDM88IO+M2uHiGzygKAb6lnxAi8YQZqVk7IWQunrsCnwJ9lxH54U5+UUNObbOuYhtfsq2ElrZ13JIGC5bASMEzUCz10g6RhXC1jdFPxMhIP6AvoXZ0xXJC9LFslOdRL+EaLSOtrM8OEiCwj2axARi9gSBaVL6fwV24PaUii8jScFqsyhOcBTd155K3OSHvXCk1BzsT1g3TxdKAzIapEJTgec9mEViVOCkGt+dd1Oj8elJlzm8x3A5KQNAwRLNt2BcuNxFtWMhPncaYcTaNKfD/0iZaD4wOsmX/ct0rvLvldxvn8XoUDn8CpzvNurHV4NrAoLXHuIqF4jIxt4EUhXg1eDWJl0wS/Sm8e9sST5Qw44oybwY/0tHBO1qHhNs12Iy7JE1GadNxdBL+bQsno+GMh1FIOuE8c94pNnTMx5D0oxXj8/H3Kq9IaW0+xAfFaknK43jbFk64tPsdconuA+RDJmGQ4H0z8Ql9UbHfQk9gAsnAbXayCj4gRDNtzTLDds1dkNe3NYBe2Y+xbV+4oYMmkuBZZ1wrGOGbVEwBLHsVeMW4/zarP6XPYofeqVznaPzOGn0NVontO7jMisnSap+15Iv8miRdZXYzuD94j7JFJxj3KFeTHXH67jjI+95Y9WumCZuAYKGKhoxE2xTPI2ChtZHrYGaRe+24jVtDwrrKhj3bvwSHdtAYqbaYBt5i/LNAtXvONAjWpYPBqwVB4iEMfsQTLXuMzlALTtlcIL7rSEWQWjTYFI8GyCwjGjhiu+TtOxUS9LOlsyhmEJ51C0eFolVfRwt1jQQMr2cAxKwMoe+HvNn6NlCgH8nIwVDoKBJn37jtIAAABdJGboZKrWlXOTtuOo4IksdxEF0+sb48RNDZLXr3Yy8qAxBAOtkTOwAAAAAM6PXfY7WM4riUx8+g1/a501H9Lr9uzX1Risix4MDR/JSVsPM9qKu/LGC3q0WkDbR1nuTTSpKeMZj9/6r+3ea10Bcf3JxeiefGtDWLHjR5guIWqYGZupxuuvmvwcyf4/h71JtHsoCIUZDVhSnuTLx5hv3gXXK8KoAFtDOIyDSNwBeJ4QiydY5puVaQamEQDhMArOMTY2RfLM5zb6yNV24EUlKc188MjhlF1HYCSre48qmlGt7yOyY+F3WFjd50JHiAXmJcHimIQeyC+v8JoBcVxPFjWLZrZP6OGp24K397OwuHGXaeOnQ5T+BjKq05kCESAdYAw7NB6VnjqnAQwhAqqaySV+8BF030JVda3xr6oHhPxMlnhKpyUQ6yUYROW0hAaN8vchTQFDn0phgynSQF3xaWGRXkefQ29W4Pu5bJf0yaQRzo/EFk1QCu1R6bcP4ClVN2xPGBcihk9f/St0xOcPXNQQyZIjPwAORmkQP+9zTxeqNi4BBVgzTU3S88uMDqa/wFa6kYdKRskQ+k8rugXjpZnjveaqxQLBcZsiIw6Z5ViX1KDfHsBNt90Kew+/0FNUc4RPBJq+Ah2lX57uQIIYqKKGqW0U90xki0kdULpWR94UAAAAAwXhk2mz5ivw+8K0a+ucLtV1sBgwpQ/uD+J7NQp6fhi2cKsJwP8US8WK9opSD71YNVg191K6xgBIhGuZWM2WolXV50Z7PlEOZ4aGBFMewugaIDroUBLuSiCGyM/m37NkpNDA91QvCxIORYwLNslNJdw6KY0z/rTZ0op9TEBgZm8ICIxOOeIqFO7ckN1HqYC/+P8dCpMy6BrHfT8PUyd1TcoX7MOeRAI5XDxI6gKisapG3R84F/LMxI+PwmhJA1/DecWb0CFeDnjMrFr49DPPzAwVgVbArnud6QJaU7ApjHnP39bHnNtyoX9hQIDu8bfg6jVBdo2qBpICCoEjKiUVHiYS5ZPSiHah+C+20sv9q9uMaeVyCAEC4gV5F+weA/WxgMfTlrl6nvCN+xRMVV+cF3Q1QGXxkYgAf/v/SyeiGMsHRwVRWuc8ecvBk6WUcKb34wk+0nd01tj3hawgu3QAAA/GH+dJ9gKNRIZD1FpLhkTle8IDWTj3QWc0fJ3GfWD+LdeyPCXycQ32JVfIh134fkbIE0lq1yegk4j/SyTL9jn3Z1XP3dKXJEn+ze6hIBbuJ/8d81OT7GPWK8U/keEK2yhRU0Ek/SLEtnbms6JTghBk6TErRJT79LBqOIbukjdBlyaJ4+zCYeZTOdy+x0BWiM+GMHx3c6DVPrTs8ptZjIxdDiJhD5VkCDJlfKPQaeLzd9KK9SPrbmCzSyQ/ZCOla4Vm90MpoqJiIKVlb0bwrHFEZJxrH2VwPtyyS4HYKRjDBM/aJl4LLHl5RCSmHEnhmyZbLe69HljV9GnWgnVqqzW8NqlVGRNJ8VgwXEzX6ch1e1/G6msl4iDVca345R4Hl5feVn8g4TcE1bhAfjL6F2AHRaVS6UNFP+uGRLT7rZHRifywVPGQZpk1fY1mhzSFSqVRmqGk4bk7Z1LLYFBfnliGCmnJGfcHy+iI0NRQWYJRA6zZjlTqWIZnZnfGjCOU12ittLUhihMiq2swISvFZlSCfOe7VQ6GeDIMf5hx+6MHjEDSMV4woubwaQ7TyO1xtrOwBmYVxGemg7fB3jPd1Pz3rsxgRdAvAFPC9PSriAOuRKE+dsVErM+WNcLLoPhHHJ+aLj7Rb/jYVXykYfb9A8CabJTImAlU/1k28Tj0ZdsBHRqFrrfs7HA50KhvKj1vur78PJRPIYhR6ybQXJgAxbuMGLWMHF58gZbwHeyR3y7Iii9098zoczrsCsjw1THiJhvOoci5JvhC7Ct63ZHRrNY4ocXTkPWaX26TbaGIKz3HAoERsJ56Q/qsXK5NLYCtp/ZwfZlU/PXYyFA8PQQQIekDJdcOQm3VSbNeErEaD+h/7hvjvWVcT+8iAw1k+aL7/VandtcuuZX5Qa4WomK1F0ucz7OsPJb2C6MQdsdhgxWVzNqLxncglUS9G1103o4+Cwco2rd40n05iEZwfAsmK2w9TlxUY0yRRRqsvvMRO68R2RdH14Z6ILNOmZbR4JRgt9XulV/22Wh1WA2JRiZVxy0nOZP9sV0ramjOz2m0/UB3eb/SK2kLsvxwOngGIEQQ8j2vl3/ZNVMddn/1YI7jdATWJCom5pb15LIT6Izr/MkUGaDX6Xb2VXBLPqeFAs3pq5wu4DFgJ/JeReYZqytvYraWpW8iLRdwaPJbV3Hcb+SW9fYS8qWFx7yinHhl5ZxlcKulWKYQGBlmf/IeRftimUVEtnkJSKT/qYPUy1OR16HFgHJwCAZETYWSrW2hfyUEZ03X8QC9M4ABujgP9j/WX2QNp7NucX9SKsNUDs6a6Je9eKqqIrQlZ+yVTbwU7iEOrxJGVKWNgT9I5xX5/xjAFp95dHfsSriAmJXYY/i3k++pqEyMBslWcrdDKOZC4kR3JQZGBFzLCP0Y7HPuKx73XzG4paPkmJdjCAdeI22TDTZ5Z27SYetSuUOqecSNtL1WWjo73nY6bIj9+O3GT4mjZpWBUY8rjavDLHUJiXMyX0KbRHoZ3JSwqAfzIMtNdI+Jc494qcuGMVjBehEiGzfGGWCp08usOJqCJADZRsgDLj98tfZspOPwN2wB4ajdb3KygAcjGI3C8cTQvwY66M70BDLxzEnrl1FB0k7gjBaX7Aq/+4iU1SWxZL5qkNglZax+hxO0ZVCmhUGKgjAj6y7mrpLr1ZUoe8N+SlHb5I4ROHWR83WpeN+wyDhhQuQH6z9JVnAi4EGItTja5afCHMKn9SQiz1bcUSya6NS37TP8OH58x+ylaqDeKKKLw6MG6VpIw+d64IjCrImxMBa6C46jTgTnM0G+tjZG4ThUqYzXdUwPgIeXeDwSQHNL6CQgXBZOI0fLsIa3JPB3CXNsC/xo3vLKstbcSoCIqBoAmgODfj2V92YSYOzxAJF5i/FYRYW4vgj6felEfLrJVFRtRINmx1OUnaJ+DTZxkYNFZbNF9kC29AO1VPD4yTYeNlPffgatw/p0okNnQVCU3/tS9c5ZA2XYSsQnk1zg6oyZWGJpO0kAzhSVR0LpvJb55At/rrDZXL87Ol/VS9YAY9fIAXKp6MxpEO/eJ589xzl/NqpEgEukNr0TdqJ4ZL7dQhcIvG39GD0fV/Ku7VxNL2FYKfGGfzEdJDeQ8LfqcX/KUHOZ7Z7dJk3c8zhDz0G+AXBG1YrRRMFfHXhG95prtGVJEVni6fmf87JNlWGMiu1fzhfPYhWN+Kh7WBx4p0Al3CJvrwGj8qcTeAkTU+pWjXyHNRWlGFDtqlNkPZeod/3IIBf1+4gmIsZTft/LifMghnA250qNRE/Iw5OIqb0IosrDw+/kThrkP9X6fOxgTaUdRGNFHYAAJvkwsKDkwhz4VV1/lJVItIh0mPsHBATebG0Dntjwu0ZA3dl/ysJDlpFs+aTn0rgntb9hwNjNUaGVJUp5BLBmdY3jj31GYXrKAdPsaU2i/jVPgxJFoTst/16e/re51q6YI7nhitRTetGgXoPsOwA+GLQ2PYROoVGQc0ztFMvVkiNNCgqf3MlaP98AD7pw+gmQcAerGVSDbUC4LzhBJP/nU1Wa4B2bpOVOTbDz0nOu9qs3UmtAHJ/edpJHBAif78xmCl3A6MYznjwKnBpHbYnuElAPyIHQ/um4ROKB0X+zoBSyC0F/gISN3rEXvZJvrlLtamlLvMjTOf4BSsIc8U6hcdld/dtWg4Jn6cdPpgrhQXIJ5BfyLT2VmM6zkvwFE4a9jAAAAAAAuXnHA+5JZHmFq+XNni5/cWrcF9vltv6mEvDPaxay30ZEy1qvy6oJMx2JwZDnDbpkC5QcLqvDw0gAj4e8uoiXIQRpkrkeI4o3mqauJS4WJ91LreLqRUFZzYS0eT6T2rnqKLRKlc9RB0TOLqulhEHKt+lYLOv6Jwv96BV289vNrT1KG/E539IdZPuSnO5MBMqMYCb81dEI5CoGy74/5FwwBhcXoTQURH94iUpUZGWWgGZe9YCH5Tm8ycoeBf9o0LRH+odcfTOuaS39dqDv6Y9gRfc8IN570SK+s7NobryYOJOscM0S1jyPU30naynKDeH0QEhA7VSfRcXWfP3qBTABtTAKj3QBp71/u+YB5oGlgn8rOZABN8g7eJhdOf3nj5pQ3Lxg+yFuxc/4lER+gAAAnL8U1w0tHE80INEYZXNJPq9tl15laXGqvAi4RIHN4bU3FHJCLQB+ldssjxwhVqkb+TPfk5oE8PNrwX6TaRLA0B+WWWMUjpr6o5062f+yAprv9uvKdt3l2qdyvDgHGW7r3E4HDB76lCCtYt84EYBmPPUec6b50HDVWCfT0HEKIAKsT+63etUyUSQ+5JcWY4P5v/MLuinefHikSE5JLXP+XoAbfXfVtuQfhrGKPNQVSkZhS4lAJOfp067K4PTQvA2rBi8Or8YxslyrvcDPC1HEJGdTQv4uqa09aMeEZVE7okzwicNIwKJJHk5c85R0hHUlkh//cwTpFX3715fPBHHahRPlkQ75aa9h0hnVo9t0i9DoqDHPBdhIE8m9Ddp0Fp1ZTA/j+VSfxDf1ff8Jdy6UROseWWb0pdRm6aYlfMBxHeJVZITiKi8w7RcDgL71KwUfONxlRkCBMek6jbCE7j5a8GlOM7/UMhR/V62AWgfw/x17GjXrt/yZvDuFAGIsmTk8IT+4nbQD+puwz690QmI4Tx20Yf0MNsaQdIV+fYJGolPO09OpA0r6FkR3j8nBBuNmn6vTjl8UoXDByftd3ETHYWg28kc8WaRg/xNNPnjg2QrHnM8cJjOfPeXsN+UwV1wK7JRTgpTAy1cyOmOR61R+fzDIaqlMP/7W0iKn4SylCoZ+40OEU+HX73OBsAmXf4a4KQWcvAukfu1VG5X6IXvpdzT/6e2ISAsuKw9+FTHTf6D7CPFjodqwBrgeDNp+eC2oEWHA8BwbI5IU078Y47/eBC71M7xD6i0NZPTBh1puQTqI5EDC+yCEsI8Qb4lF4cfAJaxl7YHSek2KOOh4sDjsJn7WlknSF5zI3iVmaf7xK1axz7dVzDHEy+5FkuwS73fKp8l6AR6j0bsPrnoIw7/oysjw89T9Ge6kLsmRQC0Wn9u4tb7I/WbQGallTwJs4JlSPVspU+AC+urTDVEe/DXq7jKZcUIzc9nQcDSYZYaSkqrlkh+b5WDXpxmxH2m3B0L0i3RIHBrw8qC2SiU1lPP9c0hJhodNmC0T+PU1ILTkhWDC0wdS5rMuhMdW2pPO4xa9btBSN0vM54WaKn9RstGP+F2IwCcrAAAJFJUuvgAr7WRSqvG12v3EbW7AyaJvZeQGYHYchNCI5tosHM15fqjerQzvESNgMUADgYj7Sh5EPE/XvpxBP+RGcRilG6rA4nR6FyLVG7tAdfW0yfotaVC2AKaeHhzXQqOCdY0Ati83gyZ2nLgH96w7kEOoBHmCzQiL28Pn+P03ub1WsgZh4JycCH5PuUcjZSxv6Pt+VFS3JSJ7i0OPSq+q7/zq6McbBIdtf84rU0ALDTkjEjSp1qDt3ofD3FWDGaAIPZgK9+IsZJxAXUBsc1o/TjBkrzQhw1dIrpJ2a8nUw5qBDKTFJhwGEihq99HUdYqTkR9lKFmw683nL+51eh9MS3BqVnEAMuUZPiPrkejjbJyWbcOKJV0ZwhG6oquxSMBbikhta5llZJbf9LOzSjcsch7aBSZ5AKx2h1PZJsIkYRY6VlMRfHh1R9xATDhb8r23AW9m0X+jW4leUOg1RaHLTnRSc+9HId7s+UjW8lztpItYEOjAoaUVX+QIbD3wN60t4Tx3563LhKh60r28WZIcVTJTkLX3dgGh/ImBPTzfCsP3vtyqncMk2CCLX021t+BzDXHWyN+38xn4Fa1Ndjv+wguySYn4h3OJrMDvBAWKcjR2MfJBkJFys/jeGxwh363/BYccSYV+6n+T8DJHhSUjD+Bkaoq+lkJcxIW9+IsWStDKslgarL4P/mxLM+YIfWG1hLSlpezL2iaryzW1W8Z8psS6sT+wy/jseBN8bukCEhfZMEqj1nkKq2fIFBAd95BJ1D8IIHqG4u9C8ld1w9RTO4hTrQB+z0cU5oNvaS7A3wWIifa80Zz4Xb5JxfXi3CtPRQ9ZSuKt34N6y+dPAkbjG8jGT+SM4ojZjop+jnsItnLsdMOueZ/BLTK314vq5NxuIguLFoU2BIStx+Rrk17j8caMyiQcA9pJ7ICpSoGX3pAAAw8GlHoksRrKZF51QsalPODaBI2yrcgCxSXHaf8LcefzrmERlXKInJIwnsfWc5eZOVX0FDavboC6/6ewfxAgXtjQyTZ0ZjKDmjFw4CrB8evAGSgDY/JEWWT53dEoyqWgcm/cB1t5Roz62wCWut+mShG/MKwxxdBSTxtoZXpTRTi4NcWGQShpsKfYf9+b67y2X94ahEszD02oXwbhuZ7fVgqO4AOqnJtDxsn28JF2l551Zya3x9o+K+F0UTsBMnhw5oBzwQoQ3UVsLTtxg2CT0Fp7gzYhzIZaAWWyoCpJI27j5BeSlH3taavYsudmQEMJe4vT75MLP04oqAB4J6gC3sSAZWt/w8XJkd0Q2lJPH8d9HFfXU1kN9CRLdH+WA6DeKvkNcsXCJbJf9rU8dr1oHqAsAZ0rFQBiHXveZPUxm1cfmDM3o6C87ntpP4n2pZh9Mhw7Nsj/QsHPPe/j3R8QQqeIv8B4EVnVC+62ZxcaJRBJlJxHU7X3z8XUpiWNfBrTzEDVdOUvvtXZS7HYzQmnVkfHtNFlVjiLEzI8BNOSkBb8C3Ouiut62lcd+niMxbWNXNvKTNe2FilicjRvlmD9onk/ClPZL6GNFW+dENxKBf5G8CS92LYwfomtGxOEsq6Jzt4MxEQgo+5WhznbdwvbUf35JAKj7W0K2BSh9MbCU3hi6GZUk+dsFEvAXYshOb5lHF8Udt4oWiDfIKLCiGP6Y+/8NCcofPHoLuVtTP+vzpDjZPJ07BkNG9RsMqYDKsyK43kUBIy9ZZqCOZ3VA7v1HZRWawR2YBc2Zk732G/lmunZk69BjW9aueO1R8m+oH5o8MMesiHqkH3OnAVyaWiFnFNmA2Pgzlwc07MnYq/B1zD6ZrjICMw5j2gI2jNyl+TuQbbQOrToOiVM4uM78MhY7aYcXsCIHVUg8tRRyU5DAW7HeWsrcZny7Dbegt+5AA3dI00NrKXcbyZA23A+JhOXYdRn5YJuu/PMfhemmyV2iUEi1fI4DCnYozBu3yPPEMAFHAPntHo1xgVXYGx/kM0cINbEcAc0CEgU4zvQK5sakQCxrhy7FcJlApFt2h+LS+AV9SXC2hbU9ZOo7Zm806IBQuGUzQnV1qVs/dezQRenTku4bT1ZWHN9GL2Rf64jmGJMAAA/yMnkdeCzIBprhYkUmYYFyImyyCSSBrJ/S9lm4KeNAIWpGiSpQiV5E9VZA99v8Lf4ezBIv+jjgBxNG0yaqM8NAbzyNMlpWw1AWz5Ar/7OWqn76+gIVHA058thPf2fWQFs593TweUYs28fvTD+drXVYHm77TnTlTgMj6tocqHFmaNAgjc8LaaU1KozjLSv9gbU6sPqA1O7PzrQIv/jpAdAa8csHTfclUI8mvRfP18ESdB9JAcUcaPb84kJDCkGkODT4Vsk62dNjd1gPsVMC6vWVePu8FMAKGGtq6p040/PdH1UEIedhwPqlm/fE4c106pOe77Oq5iuKf+L+wSTSsbFI2uu9JNhFRt/sa8MTvC3E6odhTFWSWFntkCf7fiPbaNr0WFRvORGBxZ/+1zLWM98aXCDOr9LLcXiie6ceCOd/loH6GlO+NauvWPXKVCttvJgQS6aOcL/pkvormjUsMxq7WojaAkAHy1s4nieEKBLds+jS1E/Gb9NmhG/czuVEl0o3HALHMZLeF6NYR5U1HScNmXd93vszxsCy+EuwZ2jAvmDGAueuGUBpXYpQ9Fi6CKgu5rvi5I1zgfKZWWFff9GSI0QbVg8Bs2A22cpY5ACmsBkDgJzEfjFjBsD1gQ3Fu8+XRvCR8waZdhuTr0xZrzcAmXeI/0lIMvlQoTxauN1XDa3cecAASwCms+5JMLp67MRgUr+MVpVy/EbYYyg4nY7aYF2eDnjXPI5U4fdXn/RKdLEYdk6p58BxXNfL/6UrjjGPLbkUdHq55MPt6wfuW5juMZwIxpDJDfi9GGAAQo71exIRo0FPFuZDAD14M786lyJi0zoSIN9FOzhBUFlBjHE70bQ+3+/DYYmT8IX8SXGSbxbWb6lH0T4aIGYo6qym3+lryUCg8W1TplAwv70EtJrqzVdU9Ppix9NVOkTXzzN1OlkRCT1dXaAhA5sAQZyEzo7x4/QejBfNvEa6QwcgzYXy6y+hPvUcjVAK1LFkurC8OCUgXS97WFCMzoRL1Fxe53rdxVSsKd+lxsdRPISK+WVgTQS8iB+bJO+fMt8o8ibNsz1MdnVWDAjqGh/LqNrLyhHZeuCrIbobr6BxMKjtAKbxUZeF+MKEoK5gcSr5gAB0gG9ygwzecJ9fLHsL2wRJxlTRSJwDE9GT1TZmGajIln5q3CCGitnUP9+obkHZxYgffexv2iC5cqNUtAkQRbTDVCXwDU2O38hmllRVqQyyO2Qmv0YJ4FzX0EIvTDH3sigLRkOon+gdnBriQm4QZk6bsqAABT2Y00tczlJWYaTmAAVOOpG4BAQkwXz+J1iu1CupmuIoLqeP5cyYpgMQEODVqBP0FXGmuTEVv9QVJpYyMW916EWakvhIA0S1gXoOxDsJElFJzUqRwDhqe65ljAcCGvv9GXYgecWRO91gJZh/4AOuN5hniDn8MaxbqlgS09V9XB2vvv/OayNaw9Ie/W0/o+aILoVNlIClgPxp2Tr4eS0r7doOtdmftJ1mfNwOGwiff9Jjyc3gsEusbWW3NdPw+0K37NYibn90JEvy88cCpfC3k9QiFT1Ey0VqkY0JxwsnIALrklvjLWuvg7WQtPcKlVfCvX1D66hlK7TMHP6cI2D8iPOQ44/MgTcoaYiQoCaxOMEoSoK3c3/XXtLs8RSLxWaeo71hOhhnon2xFIJm54MqVmZuUOUmiqMfnoxN/KGWK2nnLeXsbJGge43PABWsN/ldfNnb3JLbPSIzFItihLGZIWb5V4k0Jfb6/OiauEKA6EyoJcQ0WLbOwEudMV4+z1CdIfMmRu5bRhHACCpYzo0RhcIAyx7EeZQClHtpxMYJqkUqkYRfTw02qTVKVfmrUdGk/vuNZfzHhL12XAQF95v6kObbOyJyAOVJmSa75F69CT1U5WnsWE2H6P/DZ/b0oCA/6FcHdnJKsM5z0L87JwFq2cOAzuHfqT46Qj56YvYFXFArLFRcvRNr/VlXb1gEy0QjUOz6DMNfF5JHlY1iXQjiuesaNDHIrTOBetDOEBhF+6ONOmocvo4Q4566b7D6EKIAuO7UyqNj+gzE7ZLxUM6lAnRAvjFZpdOMNyyau9LUvkW54nW3ZzlLkfcMPJF7RY/Ew2FKrqjdl6InJcli3ilqA0qY2tFUlGsaX1CgiMgMs0drzuBYI02wGeCU6X2YpM20DW6KF45kq30+VQ+CBhF5nnFSbTSQIiiYarxyj2sxC5+06nMJH1lssvuzSp7n557kPkIxEAaGKTapgDE/54Bjs67VLfFxRdH42+CWC0NRNhWJ9NwAbd909MnnGVsyrr8RtMJQWC7rG8HW9C2RS+VeAUXdwd0exKXQe6HZLi7Wi7B9l8NLOocVeFJYCh4boJuLxAfY3iKwYoXg142ZqYLWiZxEydsctjukvPQzpbeRAcChEry/0vvRYyydtJjmpAc4kCtmvgJF+8B7UHNPqL/j/OEnbV/6qvPCZZMNtXzS8g5OvNFigEM9q0uqOKbz9Scu9vdakS4GG/kfw0oiv6hSFcGLZpAmptnA+x1ks1e1BmvXnTh3Qvjcvo49Gzr0XFoaXM7o/uNVaXXgVB5f+xcqIMr3SYvTZOc8HrgdiMTfTGfQnA0EruAfslP69E75dRuPw3OfcOWWttQilCv3LJscHQ3ecPK7hCKbPOk0PeKl0OY5IPuNt1nwsPlFsdTvOr665f5XP30rGt7quuPvxtTjU1R1doIAL80CvQGAokutxyxuiOkDVaiGgoJirlNesW2y3DekCQYUvu2Pdl8Bbydv27Wij3PfqkFN1lNTr44xNNqymyrQh99im2D1Z/SnMk6J8uuqnbEHnGAwEezvyx+vKeHyIOVafbjuK6AaTDo8c6F4JvApIsH1JmOb/A41i5l3g5RVgOHixxdKA+FKkdKku2j0mLQPzYnj+HPTie5qI+XD2OGncT1dtU7iA/3AaYSzeiWg2yRn/avNTyahXjQ+ePNiffphqON6x+i5C0hmEY3ymaj2dhtV6D0kThsLIZOUIHHpf/IZ7a/i4XaAN28r/xF05h/73CFS2vvBdxw9Df3+IWar+P7MNQ9dP1dlRgsDXH9X/bKKmVTVrvkbNYDBiJZKxjXKh7ITv04c9sskzsl45mP4lMpqMx5TmNn0Zvp0iZqH+LfwhaI5N/oRUvxageEN0nG632F+zIsYc7B24fZ+29QD5tc1pkrXrFnRmJZ5ulcBmkhExe+tB8dN7VkRXzNxPysSPyGw0yAfTQEtBtzul5Vg2FBXluHe3qsYJs0JVlw+2vhMJEDWNEOZ6g7u5pxJ0RBOdD+kyzaV9brj1HzmCe+dBjzHwfHta/vnia+XA35n7eDPaTnGAEVAoC/FwRzgHi903l27F1Ns3J/W9wXuOrd+ypwrqv6vEOoFa//IGn2/5JNbZijL63EjlLcIx9riyXwF6myLPBY7urybUxAAAAAAAAAFtl+U5cMSZzjPbZd4vtGxoPU/T5dKS3V8V5JJjSiXy1wW8MYV+oAfvmvhYi0yEoedn09lzH3yUJmD5fawVZT2xtIyCZjLVw4h0VEjY5kggFJsDQetsvQqC2iVl8T/gzMr+u0we0rUEzAb47H/N9a9POX1AhWYaHOR3aFdni1a/MNLLxJWon9YZXToye8eTFzdD2iy4kvs/HDOtKlYPd+LplVyALkSorQXond6xR4cxKKEfefkAhaeysUPgYhAZ6T3LjrAvWLjjO7SPUG7NM9H6WGfgTceSCnNErufR0hky/8Ha1fYfsE/qLyTaYCITlw7wxXPUceFkhnPa4iWTs08kUja65CIuTkCX/XRGCVTn6+ELASRT9PqhK69csXbKEEE2X08LYEeOEynbPjV8lTvlBr+cbmAPkf7JhM4ek25rvutsnN3pLkb7Pbgx3GrmYXEOfin3B0+Tj+ggj6JfsPLZwXJMdw+rDe44T25Wn0hTlMa/y5n0JhbnzbmqP3ZQ3rW7JoIz+OREXaBqrsa9DIs8JbuAkVVbpeEnzTyb0oEGlkdj1+VrGTpxDO5w/mUUqdO4a4Svbx7zADNz/inihZ+LTFxrnKSRVFkJGxeHr/tVvUmQXoGJ2oHUZU//0DH+2AjKfE4wIhg0dWPIJWEYyXFQc3Qn0mYfETJyCTVdc5LqrJt2l0lcUJNqy5t4ag7lSAaZ9c8fm1xlR0d9a5ua1s7PgdsPLjTJtleAGOGhRkhKm2ne/7Q6RS4pwqc7vfnUb8rjDfnmoh8gUzHjmImVn5IHUSqJ5trvWDr+3JNTCNvrzGAzuHwMmfbPrMIAAAgAbQmFSHVlBrPgNnzyXEmRjLXlyfqngOK+xj1iWrwjNh44UhwEFmJZwgWFxHAU5saZ4jPZR1gPjD56cIRGDQBaIt57lyoCaVfQCIMImOs8TI9XIdN/DqVYLtyiiR7LqG76eb1vBQ/U6L27peKobmg+iFPgUnmSgwM/z00bEk9rS+THRiXRQdHPYjzqli8T4FrEBFbNLEP2djFSHMfyvivCGU3yQzNGZ7h0Nhrw4tBwK6RyOgEQ55Yj+f9Mkm2MwI2TgW5GM2mIuaJynN3TxCKU5qEuEF76GTmemkj+2eNbqY2qOvPP3gTj1u+76wmSVjmgQ/ZrYsfrdYPpHTELW2go8YN4Fd8M3n0YgHACuNmDP3ZFk6HZ8XE4OPvvXq3Uk0GX3o4GpO0aYw4PK1o8wrjsaZSC2+7ifVeKCsrnhHw+PsU/f1dY+saRp5dIeGRfCpeoO2391hJvLbmVf6G3X9uy2cRn+HSsFNLRGugOOaM15mWxiR/r+RV3MP+/tdrPokp+7vHJ2EH06V8dc2OKLPABfrLI9L0bKKo+MYkcDWGH/phEdRzt92oDSB1DQ8UF3j9f0TqNj5MRBtn4U4EK77D7evcyQszd15yg1nuHP0EAb0Nzzy5hRfTi5AJemdLHntJrINlZ0aItxzdmOLnt8HONpQVv2I2czBOJ893+NjmbKntec1d0wf15k/dg9aH0vd+2eFgPdVabP24Wv94sPjWbjs/lyHCO+dqZcEkMXmMjBX1wFhW/4mNBQZRtkp6EcxBun7yOJc3mt0znXw39Wa99RJres86pBQsW967Gxpmf3bimlDlBYGiD08GaW9uGiSnongGKLLh++QcNn2Vp+dvEjPhd86loML9JWvY3b8cHqYx4AMwaGatrX6bkG+uSpqweIRWOpRrgBgKzNnaEw4P65MleoL+du90QRZ1M9/z4Pf76RNGxEemLksgutf6n4QrP81HUHsHxwOvkhnaSLNwLBum3XU1TsN/HDj17L0w23raCZ7mRI6Yjc1SGRI7aDhjalGjeM9Jr/rDSzrX8jFExO99e2I95r6iLcRiX3Gi9ilbDqIVkoJ5zL8Cu4AAAbbenlY1xTvpMjIWGjMeP8cBdByD1moMDGm9w/KjepS3bPRGNWGQoO4bSS24bXE5wP+w8uMerBgUueD2yaKFeAAmpbDyaSE2jti7z7PSmSrZG5n7ucD9sxAgs77BSCLRWc/DtcmQib4ZESplcsZxao+jpn2Zvys/Wg7DMUxgzrw4lXNBqLR2h+HoyLEQWrc2TeCrdBEHVflgNMOlgi6GYmihTbhGZGGLT4yFKmr/fzSzS33esjr8+RB0fhoEL+kArFuZn/4cfaIO2sY283OMMDJT/LfYHT3gFX74x0UOO+FcIlARFem42+qIDiblV6kIgFTB4vzpewrr+Vu9Prn+ldVm3gE7Px/eF5BLpyR+ZeelI+GPmeq7FL7edUxYLjpRM37Lw2XVzDhvqb4cT6U+o+Nu0/+YCQKHoVSK6HGRYDe88CMuUc+bdopgP77HySlCwq3//3yDI6y3BP+hR6eL+XxYJTofz6TgymO9PLF0/8NrTP+DlK53IF99xz99DR8N9pYyygVKiUgJBDQuVHT32B2ETxXVxdC+S/UNgmYBx105+qGAAOc9nc+xsua9MlH7kRjWQjfNIDQyedA0nJ5gaDsyh9q3ZLBO35okcPzs+gwXo4iN7nTkddvYx/Gncz+B1JYt95kvo1O9XZ8xQod+GRumeJ+SItM+swXcYOTnblAMZzcUIjAncYqVjzARVfpHcp67+n2zavzh6Zs2cidAPaj7Vul7RpVsF0HSw+PVVyD8c5uKvFwBy8UqzIaRtrIFMgAACpUFfwJpy6OiBMAoPLwt1yZJQKE254Zi/2JfEvH392ueXXZkBZrqIIb2U8f9rNmuNmp68lIDI2BbLqrGqL8qlxLhC6He6ADT8KDVxVzgHlbuT72w+1MgeCBGi4VSgmXdXOs+4o58LzQT82bV8CBjQ4h69Pw50Y/ytEbNje1fljYR6bxRH1mVvWCpaEz5WdGcqODU7zEWHMBu/AfyjVXjcISUH7rhVWKUE3AWcSzWBIGROsp/A9j849XZwm/s7bFjIYBYuRxkgRu0Y2RULcOf5GqE4eYRA1/Yr/nKLMR1imp8ZcdWDTnRFI3VQ/ih8CnXYP3O8I6jUSrFD+WPVEXdgEgkpv/NMbe1mkLIJzNaIrorjR3ljlgFVwkSF9dj2jlqxL15qin1z5iNcKFy5dS0wVjG098nPTUCiuXMjSLVrGfPNCLzan1OScJmEyJgsIo6Wr4J1imvxkT69T0MDjMaZ1wAAA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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bayesian statistics is a particular approach to applying probability to statistical problems. It provides us with mathematical tools to update our beliefs about random events in light of seeing new data or evidence about those events.\n",
    "\n",
    "In particular Bayesian inference interprets probability as a measure of believability or confidence that an individual may possess about the occurance of a particular event.\n",
    "\n",
    "We may have a prior belief about an event, but our beliefs are likely to change when new evidence is brought to light. Bayesian statistics gives us a solid mathematical means of incorporating our prior beliefs, and evidence, to produce new posterior beliefs.\n",
    "\n",
    "![1_MY0jPEY-Agg9MGV7OH13VQ.webp](attachment:f462ea02-10b2-4046-888a-b1bf5d1e0e00.webp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bayesian statistics provides us with mathematical tools to rationally update our subjective beliefs in light of new data or evidence.\n",
    "\n",
    "This is in contrast to another form of statistical inference, known as classical or frequentist statistics, which assumes that probabilities are the frequency of particular random events occuring in a long run of repeated trials.\n",
    "\n",
    "For example, as we roll a fair (i.e. unweighted) six-sided die repeatedly, we would see that each number on the die tends to come up 1/6 of the time.\n",
    "\n",
    "Frequentist statistics assumes that probabilities are the long-run frequency of random events in repeated trials.\n",
    "\n",
    "When carrying out statistical inference, that is, inferring statistical information from probabilistic systems, the two approaches - frequentist and Bayesian - have very different philosophies.\n",
    "\n",
    "Frequentist statistics tries to eliminate uncertainty by providing estimates. Bayesian statistics tries to preserve and refine uncertainty by adjusting individual beliefs in light of new evidence."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "---\n",
    "\n",
    "The mathematical definition of conditional probability is as follows:\n",
    "\n",
    "$$ P(A|B) = {P(A \\cap B) \\over P(B)} $$\n",
    "\n",
    "This simply states that the probability of A\n",
    " occuring given that B\n",
    " has occured is equal to the probability that they have both occured, relative to the probability that B\n",
    " has occured (think \"What is the probability of rain occuring given that there are clouds in the sky?\").\n",
    "\n",
    "The Baye's rule is stated as:\n",
    "\n",
    "$$ P(\\theta|D) = {P(D|\\theta)P(\\theta) \\over P(D)} $$\n",
    "\n",
    "where (thinking about flipping coins):\n",
    "\n",
    "- $P(\\theta)$ is the prior. This is the strength in our belief of \n",
    " without considering the evidence. Our prior view on the probability of how fair the coin is\n",
    "\n",
    "- $P(\\theta | D)$ is the posterior. This is the (refined) strength of our belief of \n",
    " once the evidence \n",
    " has been taken into account. After seeing 4 heads out of 8 flips, say, this is our updated view on the fairness of the coin.\n",
    "\n",
    "- $P(D|\\theta)$ is the likelihood. This is the probability of seeing the data \n",
    " as generated by a model with parameter \n",
    ". If we knew the coin was fair, this tells us the probability of seeing a number of heads in a particular number of flips.\n",
    "\n",
    "- $P(D)$  is the evidence. This is the probability of the data as determined by summing (or integrating) across all possible values of, weighted by how strongly we believe in those particular values of \n",
    ". If we had multiple views of what the fairness of the coin is (but didn't know for sure), then this tells us the probability of seeing a certain sequence of flips for all possibilities of our belief in the coin's fairness.\n",
    "\n",
    "The entire goal of Bayesian inference is to provide us with a rational and mathematically sound procedure for incorporating our prior beliefs, with any evidence at hand, in order to produce an updated posterior belief. What makes it such a valuable technique is that posterior beliefs can themselves be used as prior beliefs under the generation of new data. Hence Bayesian inference allows us to continually adjust our beliefs under new data by repeatedly applying Bayes' rule."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "---\n",
    "\n",
    "To understand the concept, let's solve the snowfall problem below:\n",
    "\n",
    "A father claims about snowfall last night. The first daughter tells that the probability of snowfall on a particular night is 1/8. The second daughter says that 5 out of 6 times, the father is lying! What is the probability that there actually was a snowfall?\n",
    "\n",
    "To solve this problem using Bayes' theorem, let's define the events:\n",
    "\n",
    "- Let S be the event that there was snowfall last night.\n",
    "- Let C be the event that the father claims there was snowfall.\n",
    " \n",
    "We are given:\n",
    "\n",
    "- P(S), the probability of snowfall on a particular night, which is 1/8.\n",
    "- P(¬S), the probability that there was no snowfall, which is 1−P(S)=7/8.\n",
    "- P(L), the probability that the father is lying, which is 5/6.\n",
    "- P(T), the probability that the father is telling the truth, which is 1−P(L)=1/6.\n",
    " \n",
    "We want to find P(S∣C), the probability that there was snowfall, given that the father claims there was snowfall.\n",
    "\n",
    "Bayes' theorem states that:\n",
    "\n",
    "$$ P(S|C) = {P(C|S)P(S) \\over P(C)} $$\n",
    "\n",
    "We have P(S), but we need P(C∣S) and P(C).\n",
    "\n",
    "Since the father's claim is about snowfall, we consider two cases for P(C):\n",
    "\n",
    "1) The father claims snowfall when it actually snowed, P(C∣S). Since the father is telling the truth, and we assume that if it snowed, he would tell the truth, so P(C∣S)=P(T)=1/6.\n",
    "\n",
    "2) The father claims snowfall when it did not snow, P(C∣¬S). Since this would be a lie, P(C∣¬S)=P(L)=5/6.\n",
    "\n",
    "Now we can find P(C), the total probability that the father claims there was snowfall:\n",
    "\n",
    "$$ P(C) = P(C|S)P(S) + P(C|\\neg S)P(\\neg S) $$\n",
    "$$ P(C) = ({1 \\over 6} {1 \\over 8}) + ({5 \\over 6} {7 \\over 8}) = {3 \\over 4} $$\n",
    "\n",
    "Now, we can apply Bayes' theorem:\n",
    "\n",
    "$$ P(S|C) = {P(C|S)P(S) \\over P(C)} = {({1 \\over 6}{1 \\over 8}) \\over {3 \\over 4}} = {1 \\over 36} $$\n",
    "\n",
    "The probability that there was actually snowfall given the father's claim is 1/36, which is quite low.\n",
    "\n",
    "Insights from the result using Bayes' theorem:\n",
    "\n",
    "This low probability might seem counterintuitive at first since the father did claim there was snowfall. However, the father's credibility is low (he tells the truth only 1/6 of the time), and the prior probability of snowfall on any given night is also low (1/8).\n",
    "\n",
    "Bayes' theorem combines these pieces of information to update our belief in the event of snowfall based on the father's claim. It reflects the fact that a claim from an unreliable source does not significantly increase the likelihood of the event being true, especially when the event itself is already known to be rare.\n",
    "\n",
    "Thus, despite the claim of snowfall, the probability of it having actually snowed remains low when considering the father's tendency to lie and the low likelihood of snowfall in general. This demonstrates how Bayes' theorem can adjust our beliefs based on the reliability of new information and the prior likelihood of the event.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Probability of actual snowfall given the father's claim: 0.03\n"
     ]
    }
   ],
   "source": [
    "# Prior probability of snowfall\n",
    "P_S = 1/8\n",
    "\n",
    "# Probability that the father is lying\n",
    "P_L = 5/6\n",
    "\n",
    "# Probability that the father is telling the truth\n",
    "P_T = 1 - P_L\n",
    "\n",
    "# Probability of the father claiming snowfall, given there was snowfall\n",
    "P_C_S = 1/6\n",
    "\n",
    "# Probability of the father claiming snowfall, given there was no snowfall (lying)\n",
    "P_C_NS = P_L\n",
    "\n",
    "# Using Bayes' Theorem to find the posterior probability of snowfall given the claim\n",
    "P_S_C = (P_C_S * P_S) / ((P_C_S * P_S) + (P_C_NS * (1 - P_S)))\n",
    "\n",
    "print(f\"Probability of actual snowfall given the father's claim: {P_S_C:.2f}\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "---\n",
    "\n",
    "Imagine you are evaluating a new diagnostic test for a disease that is present in 1% of the population. The test has a 95% probability of correctly identifying an individual with the disease (true positive rate). However, the test also has a 2% probability of incorrectly indicating the disease in an individual who doesn't have it (false positive rate).\n",
    "\n",
    "Task:\n",
    "\n",
    "A patient takes the test and receives a positive result. Use Bayesian estimation to calculate the probability that the patient actually has the disease, given the positive test result.\n",
    "\n",
    "Given:\n",
    "\n",
    "- The prior probability of having the disease, P(Disease)=0.01 (prevalence of the disease).\n",
    "- The probability of a true positive, P(Positive∣Disease)=0.95 (sensitivity of the test).\n",
    "- The probability of a false positive, P(Positive∣No Disease)=0.02 (1 - specificity of the test).\n",
    "\n",
    "To Calculate:\n",
    "\n",
    "The posterior probability that the patient has the disease is given a positive test result, P(Disease∣Positive).\n",
    "\n",
    "Given:\n",
    "\n",
    "- P(Disease)=0.01: The prior probability of having the disease (the prevalence).\n",
    "- P(Positive∣Disease)=0.95: The true positive rate (sensitivity).\n",
    "- P(Positive∣No Disease)=0.02: The false positive rate (1 - specificity).\n",
    "\n",
    "We want to find P(Disease∣Positive), the probability that the patient has the disease given a positive test result.\n",
    "\n",
    "We can calculate it using Bayes' Theorem:\n",
    "\n",
    "$$ P(Disease|Positive) = {P(Positive|Disease)P(Disease) \\over P(Positive)} $$\n",
    "\n",
    "We have everything except P(Positive), which is the total probability of testing positive. We can calculate this using the Law of Total Probability:\n",
    "\n",
    "$$ P(Positive) = P(Positive|Disease)P(Disease) + P(Positive|No Disease)P(No Disease) $$\n",
    "\n",
    "Where:\n",
    "\n",
    "P(No Disease)=1−P(Disease), which is the probability of not having the disease."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The probability of the patient having the disease given a positive test result: 0.3242\n"
     ]
    }
   ],
   "source": [
    "# Given probabilities\n",
    "P_Disease = 0.01\n",
    "P_Positive_Disease = 0.95\n",
    "P_Positive_NoDisease = 0.02\n",
    "P_NoDisease = 1 - P_Disease\n",
    "\n",
    "# Total probability of testing positive\n",
    "P_Positive = (P_Positive_Disease * P_Disease) + (P_Positive_NoDisease * P_NoDisease)\n",
    "\n",
    "# Posterior probability of having the disease given a positive test result\n",
    "P_Disease_Positive = (P_Positive_Disease * P_Disease) / P_Positive\n",
    "\n",
    "print(f\"The probability of the patient having the disease given a positive test result: {P_Disease_Positive:.4f}\") \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Probabilities for the plot\n",
    "probabilities = {\n",
    "    'Prior': P_Disease,\n",
    "    'Posterior': P_Disease_Positive\n",
    "}\n",
    "\n",
    "# Create bar plot\n",
    "plt.bar(probabilities.keys(), probabilities.values(), color=['blue', 'green'])\n",
    "\n",
    "# Adding the text labels on the bars\n",
    "for i, value in enumerate(probabilities.values()):\n",
    "    plt.text(i, value, f\"{value:.4f}\", ha='center', va='bottom')\n",
    "\n",
    "plt.title('Prior vs Posterior Probability of Disease')\n",
    "plt.ylabel('Probability')\n",
    "plt.ylim(0, 1)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This diagram shows the stark difference between our initial belief (prior) and updated belief (posterior) regarding the likelihood of the patient having the disease.\n",
    "The plot shows that despite a positive test result, the actual chance of having the disease is still not extremely high due to the low prior probability (prevalence) of the disease and the test's false positive rate. This is a classic example of how Bayesian updating can yield counterintuitive but more accurate results by incorporating prior knowledge and evidence."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "The concept of prior and posterior distributions is fundamental to Bayesian inference. The prior distribution encapsulates our beliefs about an unknown parameter before we have seen the data. The posterior distribution, on the other hand, is the updated belief after observing the data.\n",
    "\n",
    "An astronomical application of Bayes theorem: distance estimation</h5>\n",
    "<p>Suppose we measure the parallax to a star, and find it's parallax is $\\pi$ = (6.6 $\\pm$ 1.1) $\\times$\n",
    "$10^{-3}$ arcsecs. What is the most likely distance to the star?  This seems simple, but we have to remember the prior. A star is a-priori more likely to lie at a large distance, since a\n",
    "large spherical shell has a larger volume than a small one. </p>\n",
    "\n",
    "<p>The probability of a distance \\(d\\) given our observation \\(O\\) is\n",
    "\n",
    "$$ P(d \\mid O) \\propto P(d) \\, P(O | d), $$\n",
    "\n",
    "where $P(d)$ is the prior probability of a given distance. Now the likelihood of our parallax\n",
    "observation \\(O\\), given a distance is a Gaussian with some mean and standard deviation. The\n",
    "mean can be found from $\\bar{d} = f(\\pi) = 1/\\pi = 150$ pc. We can find the standard deviation\n",
    "by applying the error propagation formula to find $\\sigma_d =\n",
    "\\sigma_{\\pi} / \\pi^2 = 30$ pc. \n",
    "\n",
    "Therefore $P(O \\mid d)$ is a Gaussian with a mean of 150 and a\n",
    "standard deviation of 30 .\n",
    "\n",
    "<p>What about the prior? Well, the probability of a star lying in a spherical shell with radius\n",
    "\\(r\\) and thickness \\(dr\\) is proportional to the volume of that shell \\(4\\pi r^2 dr\\). The\n",
    "probability that the distance is between \\(r\\) and \\(r+dr\\) is therefore \\(P(r)dr \\propto r^2\n",
    "dr\\). Therefore we have \\(P(r) \\propto r^2\\). Putting all this together we have\n",
    "\\[ P(d \\mid O) \\propto P(d) \\, P(O | d) \\propto d^2 \\exp{\\left( \\frac{-(d-150)^2}{2\\times30^2}\n",
    "\\right) }. \\]\n",
    "Both probability distributions are plotted below. You can see the bias\n",
    "towards small distances that we would have missed had we not taken a Bayesian approach.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "import numpy as np\n",
    "\n",
    "mu = 150.\n",
    "sigma = 30.\n",
    "x = np.linspace(mu - 3*sigma, mu + 3*sigma, 100)\n",
    "plt.hist(np.random.normal(mu,sigma,size=100000),bins=50)\n",
    "plt.plot(x, 510000.*stats.norm.pdf(x, mu, sigma),color='r')\n",
    "y=[]\n",
    "for z in x:\n",
    "    y.append(z**2.*np.exp(-((z-150.)**2.)/(2*30**2.)))\n",
    "y=np.array(y)\n",
    "plt.plot(x,0.29*y,color='m')\n",
    "plt.ylabel('N')\n",
    "plt.xlabel('D (pc)');"
   ]
  },
  {
   "attachments": {
    "f6cdb26a-f223-4916-a0e1-26e413bc7146.png": {
     "image/png": 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    "Conjugate Priors\n",
    "\n",
    "In Bayesian statistics, conjugate priors are a way to simplify the process of updating beliefs with new evidence. A conjugate prior is a prior distribution that, when combined with a likelihood function from the same distribution family, yields a posterior distribution that is also from the same distribution family. This property makes the analytical computation of the posterior distribution much simpler.\n",
    "\n",
    "Several common likelihood functions along with their corresponding conjugate priors:\n",
    "\n",
    "- Normal Likelihood: The conjugate prior for a normal likelihood is also a normal distribution. This is the case when the variance is known, and you are updating the mean.\n",
    "- Binomial/Bernoulli Likelihood: The conjugate prior for a binomial or Bernoulli likelihood is the Beta distribution, as previously discussed.\n",
    "- Exponential/Poisson Likelihood: For data modeled with an exponential or Poisson distribution, the conjugate prior is the Gamma distribution. This is often used in the context of modeling wait times or the arrival of events.\n",
    "- Uniform Likelihood: When the likelihood is uniform, a Pareto distribution serves as its conjugate prior. The uniform likelihood could represent complete uncertainty over a certain range.\n",
    "- Multinomial Likelihood: The Dirichlet distribution is the conjugate prior for a multinomial likelihood, which is a generalization of the binomial distribution to more than two outcomes.\n",
    "\n",
    "The use of conjugate priors simplifies the Bayesian updating process, because the posterior distribution can be derived algebraically from the prior and the likelihood without the need for numerical integration or advanced sampling methods. This makes the computation of the posterior distribution more manageable, especially in cases where there's a need for repeated updates with new data.\n",
    "\n",
    "Beta and Binomial Distributions\n",
    "\n",
    "The Beta distribution is often used as a conjugate prior for the Binomial distribution because of this simplification. In the case of the Beta distribution, the probability parameter is itself a random variable, while for the Binomial distribution, the probability of success is a fixed parameter.\n",
    "\n",
    "It has the form:\n",
    "\n",
    "$$ B(\\alpha,\\beta) = \\Gamma(\\alpha)\\Gamma(\\beta)/\\Gamma(\\alpha+\\beta) $$\n",
    "\n",
    "and the PDF looks like\n",
    "\n",
    "$$ f(p;\\alpha,\\beta) = {1 \\over B(\\alpha,\\beta)} p^{\\alpha-1}(1-p^{\\beta-1}) $$\n",
    "\n",
    "see https://bookdown.org/pbaumgartner/bayesian-fun/05-beta-distribution.html\n",
    "\n",
    "Here’s an example involving the beta distribution as a conjugate prior for the binomial distribution:\n",
    "\n",
    "Problem: Suppose you have a non fair coin and you are interested in estimating the probability p that the coin lands heads up. You don't know p, so you decide to model your beliefs about p using a beta distribution, which is the conjugate prior for the binomial likelihood function you will use.\n",
    "\n",
    "Why did we use a Beta distribution\n",
    "\n",
    "The Beta distribution is used as the prior in the coin flip problem for several key reasons:\n",
    "- Range of Values: The Beta distribution is defined for values between 0 and 1, which perfectly matches the range of possible values for a probability like p, the probability of a coin landing heads up.\n",
    "- Conjugacy with the Binomial Distribution: The Beta distribution is a conjugate prior for the binomial likelihood, which means the posterior distribution is also a Beta distribution. This conjugacy simplifies the calculation of the posterior distribution, as you can easily update the parameters of the Beta distribution with the number of successes (heads) and failures (tails) from your data. Note: The binomial likelihood function arise when you are dealing with events that have two possible outcomes (binary outcomes), like success/failure, yes/no, or in the this example, heads/tails for coin flips.\n",
    "- Flexibility in Encoding Beliefs: The Beta distribution is very flexible and can encode a variety of beliefs about p. For example: A Beta distribution with parameters α=1 and β=1 represents a uniform distribution, encoding no prior knowledge about p.Parameters greater than 1 can encode different shapes of distributions, allowing you to represent different degrees of belief about the likelihood of heads or tails.\n",
    "\n",
    "![Screen Shot 2024-01-18 at 3.29.08 PM.png](attachment:f6cdb26a-f223-4916-a0e1-26e413bc7146.png)\n",
    "\n",
    "This graph shows a series of Beta distributions with various α (alpha) and β (beta) parameter values. The Beta distribution is a continuous probability distribution defined on the interval [0, 1], and is frequently used in Bayesian statistics to model the distribution of probability values.\n",
    "\n",
    "The parameters α and β control the shape of the distribution:\n",
    "\n",
    "- When α = β = 1, the Beta distribution is uniform across the interval [0, 1], meaning all values are equally likely. This is not shown in the graph.\n",
    "\n",
    "- When α > 1 and β > 1, the distribution is unimodal (has a single peak) and can take on different shapes:If α = β, the distribution is symmetric around 0.5.If α > β, the distribution is skewed towards 1, indicating a belief that higher values are more likely.If α < β, the distribution is skewed towards 0, indicating a belief that lower values are more likely.\n",
    "\n",
    "- When either α or β is less than 1, the distribution becomes skewed towards the respective boundaries (0 or 1), and can become U-shaped if both are less than 1.\n",
    "\n",
    "Let's go through the curves on the graph:\n",
    "\n",
    "- Blue Curve (α = 0.5, β = 0.5): This is actually a special case of the Beta distribution known as the arcsine distribution. It suggests that values near 0 and 1 are more likely than those near the center (0.5).\n",
    "- Orange Curve (α = 5, β = 1): This distribution is skewed towards 1. It indicates a belief that the probability is likely to be close to 1.\n",
    "- Green Curve (α = 1, β = 3): This distribution is skewed towards 0. It indicates a belief that the probability is likely to be close to 0.\n",
    "- Red Curve (α = 2, β = 2): This distribution is symmetric and bell-shaped, centered around 0.5. This is a common choice for a \"neutral\" prior, suggesting that the probability is equally likely to be above or below 0.5.\n",
    "- Purple Curve (α = 2, β = 5): This distribution is skewed towards 0, suggesting that lower probabilities are more likely than higher ones, but less extreme than the green curve.\n",
    "\n",
    "In summary, this graph visually demonstrates how the choice of α and β parameters in the Beta distribution can express different prior beliefs about a probability value. This flexibility makes the Beta distribution very useful for Bayesian inference, especially for binary or proportion data like the rate of success in a series of experiments or the probability of an event occurring.\n",
    "\n"
   ]
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consider multiple coin-flips of a coin with unknown fairness. We will use Bayesian inference to update our beliefs on the fairness of the coin as more data (i.e. more coin flips) becomes available. The coin will actually be fair, but we won't learn this until the trials are carried out. At the start we have no prior belief on the fairness of the coin, that is, we can say that any level of fairness is equally likely.\n",
    "\n",
    "In statistical language we are going to perform \n",
    " repeated Bernoulli trials with $\\theta = 0.5$. We will use a uniform distribution as a means of characterising our prior belief that we are unsure about the fairness. This states that we consider each level of fairness (or each value of $\\theta$) to be equally likely.\n",
    "\n",
    "We are going to use a Bayesian updating procedure to go from our prior beliefs to posterior beliefs as we observe new coin flips. This is carried out using a particularly mathematically succinct procedure using *conjugate priors*. \n",
    "\n",
    "The uniform distribution is actually a more specific case of another probability distribution, known as a Beta distribution. Conveniently, under the binomial model, if we use a Beta distribution for our prior beliefs it leads to a Beta distribution for our posterior beliefs. This is an extremely useful mathematical result, as Beta distributions are quite flexible in modelling beliefs. \n",
    "\n",
    "![Screen Shot 2024-01-18 at 1.09.03 PM.png](attachment:8ca87352-1996-4215-bc7f-6d19299e414c.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above figure we can see 6 particular points at which we have carried out a number of Bernoulli trials (coin flips). In the first sub-plot we have carried out no trials and hence our probability density function (in this case our prior density) is the uniform distribution. It states that we have equal belief in all values of \n",
    " representing the fairness of the coin.\n",
    "\n",
    "The next panel shows 2 trials carried out and they both come up heads. Our Bayesian procedure using the conjugate Beta distributions now allows us to update to a posterior density. Notice how the weight of the density is now shifted to the right hand side of the chart. This indicates that our prior belief of equal likelihood of fairness of the coin, coupled with 2 new data points, leads us to believe that the coin is more likely to be unfair (biased towards heads) than it is tails.\n",
    "\n",
    "The following two panels show 10 and 20 trials respectively. Notice that even though we have seen 2 tails in 10 trials we are still of the belief that the coin is likely to be unfair and biased towards heads. After 20 trials, we have seen a few more tails appear. The density of the probability has now shifted closer to $\\theta = P(H) = 0.5$. Hence we are now starting to believe that the coin is possibly fair.\n",
    "\n",
    "After 50 and 500 trials respectively, we are now beginning to believe that the fairness of the coin is very likely to be around $\\theta = 0.5$. This is indicated by the shrinking width of the probability density, which is now clustered tightly around $\\theta = 0.46$ in the final panel. Were we to carry out another 500 trials (since the coin is actually fair) we would see this probability density become even tighter and centred closer to $\\theta = 0.5$.\n",
    "\n",
    "Thus it can be seen that Bayesian inference gives us a rational procedure to go from an uncertain situation with limited information to a more certain situation with significant amounts of data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://www.quantstart.com/articles/Bayesian-Statistics-A-Beginners-Guide/\n",
    "\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    # Create a list of the number of coin tosses (\"Bernoulli trials\")\n",
    "    number_of_trials = [0, 2, 10, 20, 50, 500]\n",
    "\n",
    "    # Conduct 500 coin tosses and output into a list of 0s and 1s\n",
    "    # where 0 represents a tail and 1 represents a head\n",
    "    data = stats.bernoulli.rvs(0.5, size=number_of_trials[-1])\n",
    "    \n",
    "    # Discretise the x-axis into 100 separate plotting points\n",
    "    x = np.linspace(0, 1, 100)\n",
    "    \n",
    "    # Loops over the number_of_trials list to continually add\n",
    "    # more coin toss data. For each new set of data, we update\n",
    "    # our (current) prior belief to be a new posterior. This is\n",
    "    # carried out using what is known as the Beta-Binomial model.\n",
    "    # For the time being, we won't worry about this too much. It \n",
    "    # will be the subject of a later article!\n",
    "    for i, N in enumerate(number_of_trials):\n",
    "        # Accumulate the total number of heads for this \n",
    "        # particular Bayesian update\n",
    "        heads = data[:N].sum()\n",
    "\n",
    "        # Create an axes subplot for each update \n",
    "        ax = plt.subplot(int(len(number_of_trials) / 2), 2, i + 1)\n",
    "        ax.set_title(\"%s trials, %s heads\" % (N, heads))\n",
    "\n",
    "        # Add labels to both axes and hide labels on y-axis\n",
    "        plt.xlabel(\"$P(H)$, Probability of Heads\")\n",
    "        plt.ylabel(\"Density\")\n",
    "        if i == 0:\n",
    "            plt.ylim([0.0, 2.0])\n",
    "        plt.setp(ax.get_yticklabels(), visible=False)\n",
    "                \n",
    "        # Create and plot a  Beta distribution to represent the \n",
    "        # posterior belief in fairness of the coin.\n",
    "        y = stats.beta.pdf(x, 1 + heads, 1 + N - heads)\n",
    "        plt.plot(x, y, label=\"observe %d tosses,\\n %d heads\" % (N, heads))\n",
    "        plt.fill_between(x, 0, y, color=\"#aaaadd\", alpha=0.5)\n",
    "\n",
    "    # Expand plot to cover full width/height and show it\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "---\n",
    "\n",
    "Suppose we have 2 buckets A and B. In bucket A we have 30 blue balls and 10 yellow balls, while in bucket B we have 20 blue and 20 yellow balls. We are required to choose one ball. What is the chance that we choose bucket A?\n",
    "\n",
    "We can say that there is an equal chance for choosing either of the buckets but now from the chosen bucket we picked a blue ball, so the question is what is the chance we pick it from bucket A?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bucket a    0.5\n",
       "bucket b    0.5\n",
       "dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://analyticsindiamag.com/a-guide-to-bayesian-statistics-in-python-for-beginners/\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# According to the question, the hypotheses and prior are:\n",
    "\n",
    "hypos = 'bucket a', 'bucket b'\n",
    "probs= 1/2,1/2\n",
    "\n",
    "# We can use the pandas series for computation as:\n",
    "\n",
    "prior = pd.Series(probs, hypos)\n",
    "prior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the series represents the probability mass function which can be defined as the probability distribution of a random variable that is discrete; more simply, we can consider it as a tool for defining a discrete probability distribution.\n",
    "\n",
    "According to the question, we know that the chances of choosing a blue ball from bucket A is ¾ and from bucket B the chances of choosing any ball or blue ball are ½. This chance or probabilities are our likelihood.\n",
    "\n",
    "So from the above statement, we can say that,\n",
    "\n",
    "likelihood = 3/4, 1/2\n",
    "\n",
    "Using the likelihood and prior we can calculate the unnormalized posterior as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bucket a    0.375\n",
       "bucket b    0.250\n",
       "dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "likelihood = 3/4, 1/2\n",
    "unnorm = prior * likelihood\n",
    "unnorm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To turn the unnormalized posterior into a normalized posterior we have to divide the unnormalized posterior with the sum of the unnormalized posterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.625"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob_data = unnorm.sum()\n",
    "prob_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bucket a    0.6\n",
       "bucket b    0.4\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posterior = unnorm / prob_data\n",
    "posterior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here from the results, we can say the posterior probability of choosing bucket A with a blue ball is 0.6. Which is an implementation of the Bayes theorem which we had read above. \n",
    "\n",
    "Now suppose a similar situation as given in the above problem, putting back the previous lifted block and choosing a ball from the similar bucket and it is a yellow ball. Now, what is the probability that both times we chose bucket A to pick the ball?\n",
    "\n",
    "Here we can say that the posterior we computed from the first problem can be prior to this problem which means "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bucket a    0.6\n",
      "bucket b    0.4\n",
      "dtype: float64\n",
      "bucket a    0.45\n",
      "bucket b    0.20\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "prior = posterior\n",
    "print(prior)\n",
    "\n",
    "# The likelihood for these problems are:\n",
    "\n",
    "likelihood = 3/4, 1/2\n",
    "\n",
    "# Unnormalized posterior are:\n",
    "\n",
    "unnorm = prior * likelihood\n",
    "print(unnorm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6499999999999999"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob_data = unnorm.sum()\n",
    "prob_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bucket a    0.692308\n",
      "bucket b    0.307692\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "posterior = unnorm / prob_data\n",
    "print(posterior)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is necessary that the computed posterior probabilities add up to 1. The reason behind this is very simple:  the hypotheses are “complementary”; which means that only one of the situations can be true either first or second, both cannot be true. Summing the unnormalized posterior makes the posterior to add up to 1 only \n",
    "\n",
    "Let’s increase the complexity of the problem this time we have 101 buckets and the distribution of the balls are like below given points :\n",
    "\n",
    "- Bucket 0 has 0% blue balls \n",
    "- Bucket 1 has 1% blue balls\n",
    "- Bucket 2 has 2% blue balls\n",
    "  \n",
    "And so on  up to \n",
    "\n",
    "- Bucket 99 has 99% blue balls\n",
    "- Bucket 100 has 100% blue balls.\n",
    "\n",
    "In the previous example, we had only two types of buckets. Now in this problem, we have 100% yellow balls in bucket 0 and 99% yellow balls in bucket 1 and so on.\n",
    "\n",
    "Now suppose we randomly choose a bucket and pick a ball and it turns out to be blue. What is the probability that the ball came from Bucket  ????, for each value of  ?????\n",
    "\n",
    "To solve this problem we can make a series of numbers 0 to 100 where the numbers are equally spaced with each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00    0.009901\n",
       "0.01    0.009901\n",
       "0.02    0.009901\n",
       "0.03    0.009901\n",
       "0.04    0.009901\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "xs = np.linspace(0, 1, num=101)\n",
    "prob = 1/101\n",
    "prior = pd.Series(prob, xs)\n",
    "prior.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the problem is given, we can check our priors with the distribution of blue balls by visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior.plot()\n",
    "plt.xlabel('Fraction of blue balls')\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Prior');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can say that the likelihood for the blue balls will be equal to the distributed numbers in the xs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.   0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1  0.11 0.12 0.13\n",
      " 0.14 0.15 0.16 0.17 0.18 0.19 0.2  0.21 0.22 0.23 0.24 0.25 0.26 0.27\n",
      " 0.28 0.29 0.3  0.31 0.32 0.33 0.34 0.35 0.36 0.37 0.38 0.39 0.4  0.41\n",
      " 0.42 0.43 0.44 0.45 0.46 0.47 0.48 0.49 0.5  0.51 0.52 0.53 0.54 0.55\n",
      " 0.56 0.57 0.58 0.59 0.6  0.61 0.62 0.63 0.64 0.65 0.66 0.67 0.68 0.69\n",
      " 0.7  0.71 0.72 0.73 0.74 0.75 0.76 0.77 0.78 0.79 0.8  0.81 0.82 0.83\n",
      " 0.84 0.85 0.86 0.87 0.88 0.89 0.9  0.91 0.92 0.93 0.94 0.95 0.96 0.97\n",
      " 0.98 0.99 1.  ]\n"
     ]
    }
   ],
   "source": [
    "likelihood_blue = xs\n",
    "print(likelihood_blue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.   0.99 0.98 0.97 0.96 0.95 0.94 0.93 0.92 0.91 0.9  0.89 0.88 0.87\n",
      " 0.86 0.85 0.84 0.83 0.82 0.81 0.8  0.79 0.78 0.77 0.76 0.75 0.74 0.73\n",
      " 0.72 0.71 0.7  0.69 0.68 0.67 0.66 0.65 0.64 0.63 0.62 0.61 0.6  0.59\n",
      " 0.58 0.57 0.56 0.55 0.54 0.53 0.52 0.51 0.5  0.49 0.48 0.47 0.46 0.45\n",
      " 0.44 0.43 0.42 0.41 0.4  0.39 0.38 0.37 0.36 0.35 0.34 0.33 0.32 0.31\n",
      " 0.3  0.29 0.28 0.27 0.26 0.25 0.24 0.23 0.22 0.21 0.2  0.19 0.18 0.17\n",
      " 0.16 0.15 0.14 0.13 0.12 0.11 0.1  0.09 0.08 0.07 0.06 0.05 0.04 0.03\n",
      " 0.02 0.01 0.  ]\n"
     ]
    }
   ],
   "source": [
    "likelihood_yellow = 1-xs\n",
    "print(likelihood_yellow)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The unnormalized posterior for this situation will be:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00    0.000000\n",
      "0.01    0.000099\n",
      "0.02    0.000198\n",
      "0.03    0.000297\n",
      "0.04    0.000396\n",
      "          ...   \n",
      "0.96    0.009505\n",
      "0.97    0.009604\n",
      "0.98    0.009703\n",
      "0.99    0.009802\n",
      "1.00    0.009901\n",
      "Length: 101, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "likelihood_vanilla = likelihood_blue\n",
    "unnorm = prior * likelihood_vanilla\n",
    "print(unnorm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the posterior for picking a blue ball will be:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "posterior = unnorm / unnorm.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The posterior for blue ball cookie came from bucket  ????, for each value of  ???? look like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "posterior.plot()\n",
    "plt.xlabel('Fraction of blue balls')\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Posterior, one blue ball');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let’s do the same thing again, put the ball back and pick the ball from the same bucket and get a blue ball now. What will be the posterior?\n",
    "\n",
    "Here again, we can say the posterior from the above problem will the prior in the below procedure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior = posterior\n",
    "unnorm = prior * likelihood_vanilla\n",
    "posterior = unnorm / unnorm.sum()\n",
    "\n",
    "posterior.plot()\n",
    "plt.xlabel('Fraction of blue balls')\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Posterior, two blue ball');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now suppose we put the ball again in the bucket and again pick a ball and get a yellow ball. Now, what are the posterior probabilities?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior = posterior\n",
    "unnorm = prior * likelihood_yellow\n",
    "posterior = unnorm / unnorm.sum()\n",
    "\n",
    "posterior.plot()\n",
    "plt.xlabel('Fraction of yellow ball')\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Posterior, two blue ball, one yellow ball');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://towardsdatascience.com/how-to-use-bayesian-inference-for-predictions-in-python-4de5d0bc84f3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use a simple monte carlo method to run a Beta model through some data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://towardsai.net/p/l/bayesian-inference-in-python\n",
    "\n",
    "# take a grid of 1000 points between 0 and 1\n",
    "probability_grid = np.linspace(0,1,num= 1000)\n",
    "# assume a uniform distribution between 0 and 1 (i.e. uniform distribution across all 1000 grid points)\n",
    "prior_probability = np.ones(1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now lets toss the coin once, and we observed a tail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import binom\n",
    "\n",
    "probability_data = binom.cdf(k=0, n=1, p=probability_grid)\n",
    "posterior = prior_probability * probability_data \n",
    "posterior = (posterior/sum(posterior))*1000\n",
    "\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('p')\n",
    "plt.plot(probability_grid,posterior);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(10):\n",
    "  probability_data = binom.cdf(k=0, n=1, p=probability_grid)\n",
    "  posterior = posterior * probability_data \n",
    "  posterior = (posterior/sum(posterior))*1000\n",
    "plt.xlabel('index')\n",
    "plt.ylabel('p')\n",
    "plt.title('after 10 trials')\n",
    "plt.plot(probability_grid,posterior);"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "The pymc module (see later lectures) runs a through many trials, using a Beta prior and real data \"tosses\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n",
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [hypo]\n"
     ]
    },
    {
     "data": {
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       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [8000/8000 00:00&lt;00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "import pymc as pm\n",
    "\n",
    "tosses = [ 0,0,0,0,0,0,0,0,0,1]\n",
    "#tosses = [ 0,1,0,1,0,1,0,1,0,1]\n",
    "with pm.Model() as model:\n",
    "    # lets define the prior\n",
    "    hypo = pm.Beta('hypo', 2, 2)\n",
    "    \n",
    "    # define probability\n",
    "    data = pm.Bernoulli('data', hypo, observed=tosses)\n",
    "    \n",
    "    # sample\n",
    "    trace = pm.sample(return_inferencedata=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import arviz as az\n",
    "az.plot_posterior(trace, hdi_prob=0.95);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bayes allows a unique way to explore unusual \"black-box\" functions.  Let's consider a bb function full of sine's and cosine's, and randomly sample that black-box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://medium.com/@okanyenigun/step-by-step-guide-to-bayesian-optimization-a-python-based-approach-3558985c6818\n",
    "\n",
    "np.random.seed(42)\n",
    "\n",
    "def black_box_function(x):\n",
    "    y = np.sin(x) + np.cos(2*x)\n",
    "    return y\n",
    "\n",
    "x_range = np.linspace(-2*np.pi, 2*np.pi, 100)\n",
    "black_box_output = black_box_function(x_range)\n",
    "\n",
    "# random x values for sampling\n",
    "num_samples = 10\n",
    "sample_x = np.random.choice(x_range, size=num_samples)\n",
    "\n",
    "# output for each sampled x value\n",
    "sample_y = black_box_function(sample_x)\n",
    "\n",
    "plt.plot(x_range, black_box_function(x_range), label='Black Box Function')\n",
    "plt.scatter(sample_x, sample_y, color='red', label='Samples')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('Black Box Output')\n",
    "plt.title('Sampled Points')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Surrogate models in Bayesian optimization serve as a proxy for the true objective function. They capture the uncertainty in the function’s behavior and provide predictions or estimates of the function’s values at unobserved points within the search space. By iteratively updating the surrogate model based on observed function evaluations, Bayesian optimization guides the search towards regions of the search space likely to contain the optimal solution.\n",
    "\n",
    "We aim to develop a model, denoted as M, that possesses the capability to not only provide predictions but also retain a measure of uncertainty associated with those predictions. For this purpose, we will adopt the following predefined interface:\n",
    "\n",
    "- observe(M, x, y): record observations -> All\n",
    "- predict(M, x): make posterior predictions -> All\n",
    "- sample(M, x): sample latent function values -> Thompson\n",
    "- getTail(M, v, x): the probability of exceeding x -> PI\n",
    "- getImprovement(M, v, x): the integral above v -> EI\n",
    "- getQuantile(M, q, x): the qth quantile -> UCB\n",
    "- getEntropy(M, x): the predictive entropy -> P(ES)\n",
    "\n",
    "The ability to execute various procedures indicates the types of approaches and acquisition functions that can be employed within the model class. The first two are applicable in all Bayesian optimization models. Additionally, for example, if you have access to the tail probabilities, you can utilize the probability of improvement (PI) method.\n",
    "\n",
    "Gaussian processes (GPs) are commonly used as surrogate models in Bayesian optimization. A Gaussian process defines a distribution over functions, where any finite set of function values follows a multivariate Gaussian distribution. In the context of Bayesian optimization, a GP is used to model the unknown objective function, and it provides a posterior distribution over the function values given the observed data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.gaussian_process import GaussianProcessRegressor\n",
    "from sklearn.gaussian_process.kernels import RBF\n",
    "\n",
    "# Gaussian process regressor with an RBF kernel\n",
    "kernel = RBF(length_scale=1.0)\n",
    "gp_model = GaussianProcessRegressor(kernel=kernel)\n",
    "\n",
    "# Fit the Gaussian process model to the sampled points\n",
    "gp_model.fit(sample_x.reshape(-1, 1), sample_y)\n",
    "\n",
    "# Generate predictions using the Gaussian process model\n",
    "y_pred, y_std = gp_model.predict(x_range.reshape(-1, 1), return_std=True)\n",
    "\n",
    "# Plot \n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(x_range, black_box_function(x_range), label='Black Box Function')\n",
    "plt.scatter(sample_x, sample_y, color='red', label='Samples')\n",
    "plt.plot(x_range, y_pred, color='blue', label='Gaussian Process')\n",
    "plt.fill_between(x_range, y_pred - 2*y_std, y_pred + 2*y_std, color='blue', alpha=0.2)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('Black Box Output')\n",
    "plt.title('Black Box Function with Gaussian Process Surrogate Model')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How do we choose the next point for the surrogate function?\n",
    "\n",
    "Acquisition functions determine the next point or set of points to evaluate in the search space. It quantifies the potential utility or desirability of sampling a particular point based on the current state of the optimization process. The purpose of the acquisition function is to balance exploration and exploitation.\n",
    "\n",
    "It takes into account both the predicted values of the surrogate model and the uncertainty associated with those predictions. It combines these two aspects to identify points that are expected to have high objective function values and (or) high uncertainty, indicating the potential for improvement.\n",
    "\n",
    "There are several acquisition functions used in Bayesian optimization:\n",
    "\n",
    "- Expected Improvement (EI) selects points that have the potential to improve upon the best-observed value. It quantifies the expected improvement over the current best value and considers both the mean prediction of the surrogate model and its uncertainty."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "def expected_improvement(x, gp_model, best_y):\n",
    "    y_pred, y_std = gp_model.predict(x.reshape(-1, 1), return_std=True)\n",
    "    z = (y_pred - best_y) / y_std\n",
    "    ei = (y_pred - best_y) * norm.cdf(z) + y_std * norm.pdf(z)\n",
    "    return ei\n",
    "\n",
    "# Determine the point with the highest observed function value\n",
    "best_idx = np.argmax(sample_y)\n",
    "best_x = sample_x[best_idx]\n",
    "best_y = sample_y[best_idx]\n",
    "\n",
    "ei = expected_improvement(x_range, gp_model, best_y)\n",
    "\n",
    "# Plot the expected improvement\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(x_range, ei, color='green', label='Expected Improvement')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('Expected Improvement')\n",
    "plt.title('Expected Improvement')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Upper Confidence Bound (UCB) trades off exploration and exploitation by balancing the mean prediction of the surrogate model and an exploration term proportional to the uncertainty. It selects points that offer a good balance between predicted high values and exploration of uncertain regions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def upper_confidence_bound(x, gp_model, beta):\n",
    "    y_pred, y_std = gp_model.predict(x.reshape(-1, 1), return_std=True)\n",
    "    ucb = y_pred + beta * y_std\n",
    "    return ucb\n",
    "\n",
    "beta = 2.0\n",
    "\n",
    "# UCB\n",
    "ucb = upper_confidence_bound(x_range, gp_model, beta)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(x_range, ucb, color='green', label='UCB')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('UCB')\n",
    "plt.title('UCB')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Probability of Improvement (PI) estimates the probability that a point will improve upon the current best value. It considers the difference between the mean prediction and the current best value, taking into account the uncertainty in the surrogate model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def probability_of_improvement(x, gp_model, best_y):\n",
    "    y_pred, y_std = gp_model.predict(x.reshape(-1, 1), return_std=True)\n",
    "    z = (y_pred - best_y) / y_std\n",
    "    pi = norm.cdf(z)\n",
    "    return pi\n",
    "\n",
    "# Probability of Improvement\n",
    "pi = probability_of_improvement(x_range, gp_model, best_y)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(x_range, pi, color='green', label='PI')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('PI')\n",
    "plt.title('PI')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "6a6d60b3-a089-4ff2-b1b3-af8505139130.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Irrespective of the approach used, we choose the point that has the highest value on the y-axis.\n",
    "\n",
    "![Screen Shot 2024-02-20 at 12.33.08 PM.png](attachment:6a6d60b3-a089-4ff2-b1b3-af8505139130.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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G3QgBHj8GvviC/2v/84+gGTLDaLz//a/6czw86Ou4sJAmOQzDUJcuKfcaUiE2/aRuHEeHuGuzgWV1ioqA1auB4mL+r80w2u7BA+X7Pb39Nn2tMQzz2p9/0rozAbGkRt3++4+uqlDFiIq+PrB4MXDrFv/XZhhtt2sXEBqq3LldutDaOIZhqLw8OvVkYSFoGKJPap4/f45PPvkEM2fOrPbcKVOmgOM4cBwHfX19JCcnqyHCGvr6ayAuTjXX1tEBevYEzp5VzfUZRpsdPw7076/cuYMGAefPA9nZqo2JYTTF0qWiaAIr6qSmuLgYFy5cwIEDB5BXzRLKlJQUvHz5EitWrMCKFSuwdetW2NraqilSJb18CYSHq7aFdK9eLKlhmJp6+ZJOCyub1Dg5AS1bAteuqTQshtEYly7RVbgCE3WhsL6+PkaMGIE9e/ZUe+6qVavw448/wtXVVQ2R1dKNG4Cjo2q7/gYEAOnpqrs+w2ij/HxavG9vr/x9wsIAExPVxcQwmqKkBLhyBVixQuhIxD1SI6Ovr1/l7dnZ2fj999/RuXNnvPPOO0gRa8dPCwtg3jzVPoanJ/Ddd6p9DIbRNs2aAd98U7P76OjQGjm2gzdT30VF0ZrOVq2EjkQzkprqFBQU4M8//8S7776L0NBQ+Pj44N69e1Xex9PTE/b29rC3t8fy5cvVE2jHjsCcOap/nLVr6e7CDMMoZ9AguvqpJggBJk4EIiJUExPDaIpWrYDkZEBXV+hItCOpadSoEcaNG4elS5ciMjISzZo1w4xqCpYePnyIpKQkJCUlYZ6qR09kxowBYmNV/zgFBfQbJMMw1YuNBU6epFPDNWFsTJevslVQTH138SKQkyN0FAC0JKkpzcbGBn/99ReuXLmC3NxcocN57elTmmjY2Kj+sfz96coMiUT1j8Uwmu74cdqF29S05vcdNIglNQzz1lvA7dtCRwFAC5MaAGjbti2srKxQJKbNHa9fB9zdAXNz1T9W27Z0aPzuXdU/FsNoupos5S5ryBBaXMzqapj6KiUFSEigO9iLgKhXP9VWVlYWvLy8YGVlJXQor12/Tmtq1EFXF9izB2jeXD2PxzCabOlSoEGD2t3X2RnYvJnfeBhGk1y+DHh5qecLuxI0YqRGIpFAKpXKfy4pKUGPHj1w9lU/lu3bt2PFihUoLi5GXl4e5s6di7Vr1woVbsVGjwbmzlXf4w0YULvhdIapT16+pCufmjWr/TUOHQJ++YW3kBhGoxQWAiNHCh2FnOiTml27duHcuXM4f/68vF+NRCJBfHw8XrzaKVcikeD7779Hy5YtMWnSJHz++edo3bq1kGErIoRmsqrY76ky9+8DDg5AqWSQYZgy1q4FJk/m5zpsCoqpj8aPBxYtEjoKOY6Q+vVKzMrKgoWFBTIzM2GuruGyuDigUyc696inphm/khLAygq4cAHw8VHPYzKMpvH3p2/K771X+2vk5QHW1vSLhIsLb6ExjEZYvBj44AOgYUOVP5Qyn9+iH6nRCtev01ETdSU0AH2s7t3ZlgkMU5mcHNravbZFwjImJoC3N3DzJj9xMYymePaMNq00MBA6EjmtLBQWHXUWCZfm50cfm2GY8qKjaaGvk1Pdr7VkCd0LimHqkwcPgBYtADMzoSORY0mNOty4AUyYoP7HnTcPMDRU/+MyjCZo145uMMuHfv34uQ7DaJJ792i9qIiw6Sd12LcPGDdO/Y9rYkJ3ERZTE0KGEYszZ4BHj/i51u3bontzZxiVc3enjfdEhCU1qvbyJZCRIdzw3PjxwNWrwjw2w4jZl1/SHht8cHSkQ/EZGfxcj2E0QUAAMHas0FEoYEmNqh04ALz9tnCP7+tLp78Yum3Ef/+xZe4MXX59/z5/oytWVrTZ5Z07/FyPYcSOEGDoULqqV0RYUqNqQhUJy7Ck5jUdHWDnTuCdd+iSd6b+Skykq588Pfm7po8PS2qY+iMxke57JqbO/WBJjeoJndR07QpwnHCPLwYSCfDmm8Dp08Dq1bT+Ydw4QEx7gzHqlZ1Np2aNjPi75po1wJQp/F2PYcTs/n3A1ZXf1xAPWFKjSoTQIl0hk5pevYBdu4R7fDFYsICOVrVtCzRtSgtEHz8G/vpL6MgYobRuDfzzD7/XtLcHMjP5vSbDiBWf07c8Yku6VYnj6F+80HbsoP/4vL2FjkT91q8HNm0CrlyhXV8B2vnyzBm6OuzZM8DYWFR9Fhg1WL+evh66dOHvmo8e0ddZTg6gr8/fdRlGjAYNAnr2FDqKcthIjSpdvQqcPy90FMD+/UBIiNBRCCMpiS6pd3VVPN6gAU06P/0U+PlnYWJjhLNmDf8Fjs7ONJmJjOT3ugwjRnx/KeAJS2pU6e+/aUIhtPpYLEwIkJVFW3hX9W1i4ECa9DD1R3ExEBHB/8iljg69JisWZrSdRALY2dFiYZFhSY0qPXhA5+6FVh+Tmhs36OaCEknV5w0eDERF0T9M/RAdDejq8rM9Qlnt2tF6LYbRZo8eAenpgK2t0JGUw2pqVCk8XBxJTfv2wLBh9BtqfZnr37OHNobS1a36PHNzYMQImoC6uaklNEZgxsbAd9/RkRW+rVmjmusyjJjcvw+0alX9+6sA2KtPVQoLgd696V+80Cws6JttfUloCKFJzZgxyp2/cyfwxhuqjYkRj5YtgfnzVXPtwkJg717VXJthxEKkK58AltSojqEhXUotllU1GzbQFR/1wePHtLnegAHKnc9xwPLlwJMnqo2LEYd582jTMFUoKQFGjQJSU1VzfYYRgzlzgP/9T+goKsSSGlU5eBDYvFnoKF7Lzq4/K6AcHYGEhJo1hQoNZd+w64v9+1U3amlmRldBsWJhRpvl5IiyngZgSY3qHDxIa2rEor4UCxMCrFhBX3Q1MXIkS2rqg5wcIC5OtT2b2HYJjDYrKABatKDtMkSIJTWqIpaVTzLt2gFPnwLJyUJHolq3bgGLFgEGBjW734gRtKdQWppKwmLU5PFjOvVDCDBzZvnNSx88ABo1Apo0UV0M/fvTYmSG0UaRkbRxqYOD0JFUiCU1qkCI+JIaU1Na49OggdCRqNaePXTn2JruR2JvT+tqqlsCLgSJhP5ebHfxyq1cCXh40GXahw7Rfb0OHQK2b1c8z8kJ2LpVtbHMmAHMnq3ax2AYociKhEW6pyBLalRBIgE++UQcK59KGzOGLmHWVoQA//6r/KqnsubMUe03+Jravx84dow2uPr4Y8Dfn3WrrcjTp7Qz9Dff0N4ZkyfTQv1vvwW+/JIOl8vY2ChfQF5bBQXAZ5/RlVAMo20ePxb1ljssqVEFPT36pia2UZFt27R76XJREd2NOyCgdvdPT6dFxllZ/MZVU0+e0BqfqVNpgXeLFnTkr317Oo3INuJUZGND9/IaN462L5CZMIH+vG7d62MBAarf4NXQEPjzT3HV1DEMXz7/HPj9d6GjqBRLalThr7+AL74QOoryWrYELl+mIxrayMCAfjuvbT1Dw4aApSWdthBKZCQd4WvQgLbyHzWKHjc1pVMsp0/TxIahCKHPU7du5W/T1aUJzKRJr4/dvk0TV1XiOKBNG1YsXNrBg8DixbQB6LRpdEl9SYnQUTG1cfAgkJ8vdBSVYkmNKly+LM4XbNu2wPPnoq1arxNCgK5daaFwXYwcCfz3Hz8x1YabG91R/J9/aEFrWZ070w/M776jvYfqu4sX6d5elU31eHgAxcUgBw/hanAqkJaGy1mtVZ/XsxVQr5WU0OlBGxv6YWhjA0yfTuvY2KijZsnOBgIDgdxcoSOpFEtqVEFsRcIyJiaAu7t2vtneuUML2Dw963adESOE+xZ58CDd2V2Z38HNjY5KFRWpPi4x27gRmDiRTvlUIuViLPKHjsG6kUcQx7WE/1AzeHrSVkYqM2oUTUA1UX4+cPw48OuvtOj5rbfqVkD/11806Xz3XVrTt3QpffL/9z+6hxCjOR4+pElp48ZCR1IpltTwrZqVT4WFhSBCTv8cPar6QkkhHDvGz1LaNm3oG66emrdFy86mw/LKboY4ejRt9LZpk2rjErOsLGD3bmDKlEpPIQTo/WlHhCIQPSSn0YOcQ1ER/SwdOFCFM7H+/kBQkIouriIJCUBeHh3Nff994ORJOh3bvTudytu+na4s3LJF+T5QhAC//AL88INimwVdXfr39u23qvhNGFWJiRH9HnksqeEbIfSNtkxSU1BQgEWLFsHc3ByDBg1ClFC7QjdurJ3bAVy8CPj5VXhTXFwcVq1ahb59+8LHx6fq515Hh65eUfdOy99/T0fRlF25patL+/H88Yf21khVJyGBbtTatm2lp1y8CMTHAwvJD5iEv9AAawCsREnJKkRHr8bixdtV8yUjN5cm2Xl5/F9bFe7fp9O3O3bQ/iMxMUBwMB1VmTGDntOtG/2zciUtXldmmpbjgHPncMzCAh4eHhg7diz++ecfpKen09vPnQPee09VvxXDNx0dmrCLGalnMjMzCQCSmZmpmgcoLiZEKlU4dOTIEeLs7Ew6dOhATp48SWbNmkWMjY3JggULSE5OjmriqMzhw4S4uKj3MdXh+XNC0tMVDq1atYp4e3sTfX190q9fP7Jq1Soyb9480qhRI3Lr1q3KrzVnDv2jLrGxhBgbE3L7ds3uJ5EQoqp/x1pi82ZCTE0JAa6SXjAkTTGIACMJMILo6g4jZmaNyM8//8z/A0ulhJiZEXL3Lv/X5tvVq4RYWxPy3Xfl3rsqJJUScuQI/fcqlRKyfj0h2dkKN58/T8j21c9J/LTvyKb1G4iJiQlZuXIlWbRoEWnfvj3R1dUlfn5+5NimTYTo6xMSH6/CX5DRFsp8frOkhm8rVxIybhwhhJCnT5+SMWPGEAsLC7J27VpSUlIiPy0sLIx0796d2Nvbk+DgYNXEUpHkZEI4TuFNSOO9fElIYqLCoZCQEGJmZka2b99OXr58qXDbjz/+SCwsLMi5c+cqvt6WLYT4+akq2vIkEkKuXKndffPyCPn2W0IKCviNSewePCBk6tRqP4TPnydEX/8pAewIsIzQYS36x8CAkA0bbhBTU1Oye/du/mPs0IGQf//l/7p8KikhxMODkFWranf/tDRCOncmpGFDQr74giReSybu7vS5XaX3ETkMF6KjY0m2bz+lcLekpCT56zA/IICQL77g4ZdhVO6PPwh59Eiwh2dJTQVUntRMn07IggWEEELGjh1LAgICSEpKSoWnSqVSsnHjRmJiYkLi4uJUE0/5ByWkcWNCLl1Sz+Opw8aNhPToIf/x6dOnpFGjRuTvv/+u9C7r1q0jDRo0IKGhoeVvvHuXkAYNaLKhapcu1e3bvERCSOvWhPz2G38xaYJ58wiZMKHa0woKComxcQ/CcW8SQCpPaPT06Ge5VEpIaGgoadCgAblw4QK/MQYFEfK///F7TT7l5tL/ZmXV7TpSKSEnThBpYCC5ZtyTPre4TfKgS7zRhOjq3pc/12WNHz+e/ODnR0izZjTBYsStcePafwHjAUtqKqDypKZbN0L+/pvcunWLGBsbk6SkpGrvMnXqVDJs2DDVxFORoUMJ2bVLfY+nalOmyBNJqVRKBg0aRIKCgoi0mm/xu3fvJiYmJuTo0aOKNxQXE+LuTsiTJ6qKmJJKCfHyImT16rpdZ/duQuzt689oTWEhITY2hJw6Ve2ps2fPJp6ePsTVNZcYGNCpKAMDmtAkJLw+7/fffyfW1tYkMjKSvzivXCHkzh3+rscniYSOJO3dy9slz58nxMyggACEXIMN2QRrAjyRj4qdP1/+Pk+fPiUNLS3JyT/+4C0ORkWysug3gufPBQuBJTUVUGlSI5USYmlJyM2bZNCgQWT+/PlK3S0tLY1YW1urbxpKmXlzTeLuTsir527VqlWkefPm5MWLF0rdddmyZaRz587VJkAqcf48IVZWdAqpLiQSmhz9/js/cYnd/v2EtGxZ7Uja5s2bibW1NYmNjZXXeWzeTP9b0V/3Z599RpycnMizZ89UE7eY7NpFiJ1d3f/tlfK6fukOMYIhAWLlI2OmpvT2imzcuJE42dmR7APBZO1aOqu4dq16BkqZGggLI8TCQtDPD5bUVEDlIzXPn5Nzp04RMzMzkpaWpvTd1q1bR1q0aEFyZUPCqpSWxus3NEHl5hLi6EjI8+fk7t27xMTEpPJamQpkZmYSc3NzcvHiRcUbwsJoMaQqTZhAyIcf8nOt27cJUdcUptAyMqqdsgsPDycmJibk+PHjSl9WIpGQkSNHkokTJ9Y1QurBA5pwi01RESGuroSsW8frZc+fpyMyQCABPixXv1TRSA0hdHS1v1dXUgAd0hKP5PfR1yeE7xlBpg4ePBC89kkrkpq0tDTy8ccfk/fff7/K81JTU8nEiRPJBx98QCZPnkwyMjIqPE+lSc2zZ0QaH0/8/PzI4sWLa3RXiURCOnfuTL788kv+4yrr3j1CTEy0ag47Pz+feHl51er5+/jjj8nIkSMVD65fT0jv3jxFV4kNGwjhc7ojJ4eQ/Hz+ridWlby2S5s1axaZNGlSjS/96NEjYmhoSGJjY2sTmaKMDPrprES8ahURQUjfvnSalUdSKSEODucJYEqA1ArrlyoikRCipxdJ9kCXLMFb5ZIhNmLDyGh8UlNUVET27dtHXF1dyTvvvFPpeRKJhHTs2JGcPXuWEEJXvgQEBFR4rqqSGqmUkEezl5O7Tp2JhYUNycysefHdzZs3ibGxMb/z+hUpKiLE0JDfD1ShHD5MSFgY+fnnn0n79u1JUVFRjS/x+PFjYmBgQGJiYl4fvHlTtUOttYizWp06EbJtG//XFZOSElrEfe9epafk5eURCwuL8qNvSpowYQKZMWNGbSNU1KgRXTJdD0ilUuLr2500bLi4yvqlstaupQlMP0wiqdAlhshSSGzWrlXf78BUYdUqQkJCBA1Bmc9vUTff09fXx4gRI9CxY8cqz9u3bx/S0tLQs2dPAMCQIUNw5coVnDt3Th1hIiGBdrY/s/Y+QmPjkJOzEJ06mdW4DXv79u0xdepUzJ49W7Vdh/X1aXNAbdgu4bvvILlxA6tXr8bChQuhr69f40s4ODhg1KhRWLly5euDrVvTxmlxcfzFKkMI0KEDcPYsv9cNCABCQvi9pthERABSKd3TqRL//vsv7Ozs0LVr11o9xIIFC7BlyxakpKTUNsrX3NyA6Oi6X4cvv/4K/PSTSi596NAhxMdHIjZ2Hk6eBFavpk2Jw8OB5s0rv59su7aT+B0HYAxTHKjwdkZge/cCaWlCR1EtUSc1MtV9UAUHB8PLy0v+M8dxaNOmDULU8AZPCP0sefQI8CDncR8lkEjer3Ub9u+++w537txBaGioagKWGTWKJjearLAQuHEDJ/LzwXEchg8fXutLzZ8/H5s2bUJGRgY9YGgIfPBB5Rsl1sW5c0ByMv97Aw0dSvetKi7m97picv060L59ldtYbNiwAdOmTQPHcbV6CC8vLwQEBGD58uW1jfK1zZvpBoBikJlJtyXw8eH90hKJBJ9//jm+/PJLmJubwc+Pbo7u50ebClelfXv6XwIjvIsPkIEQ9MexcrczAouJAVxchI6iWhqR1FQnPDwcNjY2CsesrKzUshWBrA17SUkxTJCA+5gNwAglJUBsLL29JiwtLfHBBx9g7dq1qgj3tYUL6eaNmuzmTcDCAt/v2oXZs2dDrw77NXXo0AEdO3bEn3/++frgL7/UfYPMivz5J/DOO4CREb/X7dCB7uz98CG/1xWTiAigipHbqKgoXL16FW+99VadHubzzz/HH3/88TrJrS1nZ2E2R63IL78A3t4q2fttx44dyMzMxAzZlgo1MGNG6e9X4+GAA9iFcXgHW2Bg8HqXBkZA+flAUpJSSU1eXh7GjBmDHGX3B+OZViQ1mZmZsLa2VjhmaGiIvCr2XfH09IS9vT3s7e3r9I0sJkb2gpSgHX7CXXwlv83AgN5eU1OmTMGpU6cQp4qpD5mnT4HPPlPd9dVBTw9Pxo7FrbAwTJ06tc6Xmz9/PlavXo0i2c7X164BX39d5+sqKCyk007vvsvvdQG6L0tkJN2UU1stXQr8+GOlN2/YsAEjRowo9yWnpjp37ozOnTtj9erVdboO9u0TxwayEgnd/PSHH6ofOqmhoqIifPXVV/j2229hWMVu6ZXR0QFOn5a9j3rjMVwwEjOxFrMQ9vMJ6GjFp5SGk0iA5cuBpk2rPfX48eO4ffs2GjRooIbAytOKfy7W1tYoLDNNkJ+fDysrq0rv8/DhQyQlJSEpKQnz5s2r9WO7uAD0M9AIwIcAXo8WFBXVbrTO1tYWgYGBWL9+fa3jqpaREZ1bl20sp4k6dcLC7Gy88847Vf5dK2vIkCEwNzfHjh076AFCgN9/53fDSENDWqfj7s7fNUvLyQF++007N7ksKgIOHqSbeVZ4cxH++usvTJs2jZeHW7hwIX799VdkZ2fX/iJubkBUlPB/H7q69BtWt268X3r//v3Q09PDxIkTa32N7t3pPrJr1wIdOozHc6+7MN7yB1otfZuOEjDCMjUF5s5VKiHev38/RowYUevp37rSiqTG2dkZz58/VziWlpYGd1V9cJTSvTvQsmX5KX49PcDJid5eG++99x42bdqEYlXVR1haAo6O4i8WTkuj3xKkUln2SBGC/OHDcW7nTsyZM4eXh9LR0cHcuXOxfPlyWqjdpg3w4gUdduUDIcCSJap9k9bTAz7+mFZnapt794CJEyt9Yw0NDUWDBg3Qp08fXh6ud+/ecHNzw7p162p/ERcXmmimpvISU63t2EFralTwQbN582ZMnjwZupUkm8rS0QFmzgR27QpCZORRvBw6hFYJGxvzFClTaxs2AF98Ue1pJSUlCAkJwQgBSxu0IqkZPXo0rl+/Lv9ZKpUiIiICQ4YMUfljcxxw9CidOjcwoAmtgQF9Lzt6tPbvIf3794eJiQmCg4P5Dbg0Hx/xJjU5ObSo0ckJOHWKrtoYMgTIzgYhwI0d0dANPQh7H3+4u1e+EqamJk6ciMjISFqPZWxMa2pu3uTn4mfO0CFcvmtpSjMxAfr1085VUNevA76+qGw+Yv369Zg6dSp0eJqv4DgOCxcuxLJly8qNBCvN2Jgu/YmN5SWmWsnIoDVcdRlxqsSTJ09w4sSJOtcwlebs7Ix27drhv//+o9Mda9cCly/zdn2mFm7dUmoBwsWLF6Grq4suXbqoIaiKaURSI5FIIJVK5T+XlJSgR48eOPtqSWxgYCCMjIxw59UHdEhICPz8/NT2xDo60trMmixjrI6Ojg6mT5+uWLjKt2nTVLISos5CQwFXV7qS5/BhoH9/GivHobB7b3R3fYY/3j6Da1IdXAmbC09P1Hj5fGUaNGiAXr164fDhw/TA99/zVyz8zz/AhAl0CkqVhg3T3qSmkiLhx48f4+TJk5g0aRKvDyl7bzly5EjtLxIVpZJpH6Xt3Qu0bauSlStbt25Fnz594ODgwOt133zzzdfTwImJKluGzihJyZVP+/btw/Dhw+s8alcnauuaU0s7d+4kzZs3Jy1atCC7d+8mhBBSUFBA7O3tyb59++TnPXr0iAQFBZFPPvmEvPfeeySrkp1nVb5NAo9SUlLKN4WrD65fJ+S//8o1vpMWFJIQs/HkDtqQjehBlsKaAJJqO5bW1IoVK8iAAQP4uZhMfj5t5qeOHW5TUgj5/HPt2+NrzpxKt65YvHgxCQwMVMnDLly4kIwZM6b2F0hKIuT+ff4Cqqk+fQhZvpz3y0qlUuLu7k62b9/O+7WTk5OJnp4eefLkCSGPH9Mufo8e8f44jJKcnAg5caLKU6RSKXF0dCQHDx5UWRga31FYFTQpqSGEkNGjR5MJ708gm8M2k/MJ5/ndeDE9nZCuXemux2Jx4kSlrf7PnyfEyEBCvHCXdIM78cBXSu0tU1ORkZHE0NCQ7sP14AEh7drV/aJZWfSDRdsSDZFwcXEhe1W0n9mDBw+IkZFR7d8zli8nZMQIfoNSllRKyNdfq2TH+cuXLxMLCwuSx+OmmKX16dOHLJclY+PGEfLRRyp5HEYJZ88S8vJllaeEhYURU1NTkq/CrVo0vqNwfZfwMgFXmlzBtr+3YXbIbPT9uy8813oi4SVPcy2WlsD9+7T3hxg8fgwMHgw8eVLhzTExgJ6BDu5DD5cQjwh8LL+ttsvnK+Lq6go7OzucPn2aziHevg3UtbussbHSqwd4ERoKvP++eh5LHR48ANasqfCmhIQExMfHo1+/fip56FatWsHT0xN79+6t3QVkK6CEwHHAN98Atra8X3rLli0ICgqCsYoKecePH/96Cuq777Tr37MmkUqBHj0AC4sqT9u/fz8GDRoEI1XWDCqBJTUiRQhBwNYApNikAAZA7t1cFEmK8CjjEQZuG8jPNgo6OnSFz+3bdb8WH1atol1xnZ0rvPn18vldAAYDMJffVtvl8xXhOA6DBg2idTWmpnT5dV16tWdnA3Z2dU+MasLBgdbwqKIjshCOHaN/KnDy5El06tQJZmZmKnv4CRMmYNu2bbW7s6srbTkukfAblDIGDqQdrHmWn5+PnTt38l7DVNqoUaNw584dxMTE0OewRQvah4lRr2PHaGPPauzfvx9vvPGGGgKqGktqROpi4kXEv4yHhJMAHQC8WoBTQkoQ+yIWFxNr2Kq4MmJZAZWZCaxbB8yfX+kp3bsDLVoQALsBjJMfr+vy+YoMGjQIhw4doslj+/Z1S2oOHACaNAGaNeMvwOq0aUNXQmnLxjlVFAmfPHlSZaM0MkFBQThz5gySk5NrfueWLWmiru6eUDExdOVgqS1k+LJ//340a9YMnfne6qMUKysrBAQEYOfOnfTAgQN0BaQQyWF9FhNDv5RVIS4uDuHh4Rg8eLCagqocS2pEKiYjBvq6r3qH+wCIB/BqRaaBjgFiMniaa5k9G+ChG2+dZWfTvZaq2ISQ44BVq+6D4xKgrx/I2/L5ivTu3RvJycl0afcPPwDvvVf7i+3YAYwfz19wyuA4oEsX7VkKe+NGhUkNIQQnT55E3759VfrwdnZ26Nmz5+sP2JrQ16fTZ40b8x9YVXbsoCM1Zbqt82HLli2YNGmSyhusjRkz5nVbixEjaIe+gwdV+phMGTExlY6ey+zfvx+9e/eGRTVTVOrAkhqRcrF2QZHkVbM5MwAOAF5t6VMkLYKLNU9zLZ6edM5fyI6nEgn9JvDDD9Weev78LowZE4hTpxrwtny+IiYmJq+Xdjs61n7zz9xc4Px5ICiI3wCV8dNPwJtvqv9x+UYITQorSGoePHiA7OxstbRvqNMU1OnTwNWr/AZUnX//VUkynZiYiNOnT/Pam6Yy/v7+uHXrFu3qrK9Pv4StWKHyx2VKefSo2rl9WRdhMWBJjUh1d+iOlpYtoce9alXcCsBDQI/Tg5OVE7o78DTXUlREC4YrKc5Vi927aW+VahBCsGvXLowbN65GuwDXlryu5v59mtjUJvFr0IDW0rRsyX+A1fHwoD1xhG7RX1eyYteGDcvddPLkSfTo0QMGBgYqD2PUqFF48OABImpTWB8SAmzfzn9QVTl5UiWb1v7zzz/o168fbFVQfFyWg4MDmjdvjkuXLtED06fTfwcFBSp/bOaVrVuBt9+u9Oa0tDRcvHgRw4cPV2NQlWNJjUhxHIejE4/C2doZBroGMPE2ARKAFgYtcHTiUf6GfQ0MaFGpUHU1hADLlgEBAdWeGhYWhqdPn2LQoEFqCIwmNWfPnkWerS2dHnv6tOYX2bFDqU6cKlFQQGt5EhOFeXy+/PEH3WG6AuqYepKxsLBAYGBg7UZrXF3VuwLq1i06AqqClUnbt29XyyiNTM+ePXFOVuzcsCEdgRJ4hU29IZXSLT5MTSs9JSQkBL6+vmpJcpXBkhoRc7R0xMNZD3Hy7ZNY++ZatPZpjU+sP0FzC57nWoQsFj57lm7wOHlytafu2rULw4cPV9kS0rLc3Nxga2uL01eu0Pmtmn4oJSbSbzhCrUAyMgK8vTW/ruboUfrmWkZJSQnOnDmj8iLh0iZMmIDt27fXfPWhmxsQHa2aoCry3nvA8eO8XzYqKgrR0dFq2YJGRiGpAYBr16pcUMDwKCkJaNWqyuLsQ4cOYejQoWoMqmosqRE5juPg19wPk9pOwqQ3J9W+V0ZVfHyEW9Z95AgtVK5mm3pCCHbv3o1x48ZVeR6fFJZ2u7nVfP+eXbuA3r3paIlQunUDZEP3murGDbrnUxnXr1+HgYEBfNS41cfgwYORkZGBK1eu1OyOrVrRInh1TAWmp9ORGhUke/v27UO/fv1gbm5e/ck86dWrF65du4Z82UawZmZ0J3o2BaV6MTFV1hQSQnDx4kX06tVLzYFVjiU1GmTUqFE4efIkMjIy+L3w7NnA33/ze01lLV0K/Phjtaddu3YNL168wIABA9QQ1GuypIYEBys1mqRAiFVPZXXtSlfeaKrsbPptsYJlySdPnkTv3r1528BSGYaGhhg9ejS217Q+plkz2jdIHc0XT56kI3RNm/J+6X379qm9F4mTkxNsbGxwVVZo7eEBWFlp/gikJqhmz6f4+Hikp6ejgxJ9bNSFJTUapGXLlvDx8eF/525TUzo0ru5vPk+eAPv2Vbrrcmm7du3CG2+8AUNVbwZZRu/evZGUlIRH9+/XbLfukhKgZ09A6GZUY8eqZBpCbfT1geBgwMam3E3qrKcpbfTo0di/f3/Np6CWLaNTJ6qWl6eSVW9PnjzBjRs3MEyJon4+cRynOAXFcXQU6uRJtcZRLz1/TpuPVuLSpUto37692koClMGSGg0zatQo/Pfff/xfuG9f9U9BhYbSLsLVkEqlap96kpHt2n1/40a6w7ay9PTo0lNLS5XFpnQcly/zt425uhka0i7TZUY48vLycOnSJbXW08j4+/sjMzMTt2ra2PDCBfVMBU6aBHz6Ke+XPXDgALp164bG6u63gwrqaubPB8aMUXsc9c7ChcCvv1Z688WLF9FNyB3oK8CSGg0zatQoHDt2DJmZmfxdlOOEKRY+dQro06fa0y5duoSCggJBvpUDQJ8+fXA8IYH2aygpqf4OhNC9Uu7fV31wyli2jNb3aKLvvwdmzSp3+OLFi2jatCmcq2kKpgqGhoYYNGgQDhw4ULM7OjvTf0OqFBMDfPWVSi4txNSTTK9evXDp0iUUFb3q3eXjQ6cklXk9MrV39Cjw4kWlN1+6dAnd+WzlzgOW1GgYNzc3uLu7IzQ0lN8Lt22r3qRGKqUNyZRIavbu3YsRI0ZAv7YN8OqoU6dOOHj/Pp0mi4ur/g5XrtCExtVV9cEpo2tXza0/iIqqsDbkxIkT6Nu3r8o72lZm+PDhNU9qnJxqXmxeU4cOqWSK68WLFzhz5oxgSY2npycaNGiAm6WngP386O/LqM748ZWO8mZlZeHevXvoWkUXeCGwpEYDjR49mv8pqA4daFGmumRn0940leznI0MIQXBwsKCNnXx9ffH4yRMUdu0KKFOkvXUrHRpXc/1Ppbp1o0mNJjbhi46mK8/KEKqeRmbw4MEIDw9HnDJJrkyvXsDo0aoLCqCbD6qgmD40NBReXl5o0aIF79dWBsdx6NGjh+IUVPv2rK5GlbKz6SiNo2OFN1+7dg3NmzcXTX8aGZbUaKDRo0fj8OHDyMnJ4e+iQUF0dYa6WFjQx6umE+zDhw+RnJws6AeYubk5WrVqhSNz5wLVbeAnkdDmYDWpv1G1Dh3oBpfqTFr5QAjdlblMUpORkYGwsDD0UWKUT1UsLS3Rq1evmhXte3nVfAVdTRQVAWfOqCSp2bdvH0aOHMn7dWuiV69eiklN377AiRPCBaTtEhJoqw0rqwpvvnTpkujqaQCW1GikVq1aoUWLFjjE99Dr9u2165pbGwsX0sLJaoSEhKBfv34wMTFRQ1CV69y5M+JDQoDDh6s+UVeXrpLq0UM9gSnDyIh+g1djbxHe3L0LtG6tcOjs2bPw8PBAM3Xuel6BGk9BEUKnW1W1JUlxMW2RwPOu3Hl5eThy5IhgU08yPXv2xIULFyCRNYLz96cjec+fCxqX1iospBuiVjLFK8YiYYAlNRrrjTfe4H9p97JlSiUadSaR0OZZSiwDDA4OVvsS0op06tQJRRcvAj//XPWJZ8/SFU9q7J2ilDNngI0bhY6iZrKz6UhemdG8q1eviqI4cdiwYTh//rzyfaM4jtbUqKqzsIkJ7TnFc53RsWPHYGdnh9Zlkkt1a9OmDQDgjqz2z9qaNhqsYLk/w4MOHeiocwUkEgmuXLkiitdhWSJ752WUFRgYiMOHD6OEz+p/dRULh4XRN962bas8LS0tDVevXlVrS/bKdO7cGccTEkCq2iohOxsYNEi5YmJ1e/aMJpKaZO9eoIJl/Ddu3IBvBR2G1c3R0RFeXl41GzF1dlZdsbC/v0pqTGSrnoQqypbR1dWFn5+f4hRUYSFw8aJwQWmzo0eB0s91KeHh4ZBKpfDieVSQDyyp0VCdO3eGjo4OLvO5qkVd2yWcPk2LJnV1qzzt4MGD6NChg+DTDADg5eWFSELAPXkCVFbLtH8/7b7p7a3W2JTStStNWHNzhY5EeVFR5eppCCG4efOmaDqY1ngKyslJNcu6nz+no6w8f8gUFxcjJCRE8KknmV69euHs2bOvD4SF0RU6mlgEL3ZbtlTaV+nSpUvo3Lkz9PT01BuTElhSo6F0dXUxZMgQfpd2d+8OeHryd73KDB4MfPFFtaeFhISIZqM0PT09NO/QAY+6dKk8qdm2TVwFwqU5ONCl0devCx2J8ipY+RQbG4u8vDzRfEMcPnw4jhw5ggJlu3HPmkWL8vl28iQtBud5n7Hz58/D0NAQnasrkFeTnj174vz585DKNjjt3p3uIh0TI2xg2ighgW7kWwGxFgkDLKnRaIGBgQgJCeHvgr6+wE8/8Xe9ikgkdO+WapZyFxQU4OjRo6Kop5Hp3KULlrVtW/GeOlIpPS70Xk9V+d//VLIfkMo8e1au18+NGzfQpk0btW+XUZm2bdvC2toap06dUvYOqhnJO3EC6N+f98vKvlioc3+tqnTo0AH5+fkIDw+nB0xMaMsCtrSbf48fV7qcW6xFwgBLajTagAEDEBMTg0d8Dmd/9x3d4VdVLl9WajTozJkzaNiwIbxFNJXTuXNnmB05UnHxnI4OHa6t5JuNKLz9Nk0oNcXZs0CZpFYs9TQyHMdh2LBhyk9BhYcDLVvyH8ivvwILFvB6SUIIQkJCEBgYyOt160JfXx++vr64XnrEcdw4+qWC4Q8htD6wgs0sU1NTERsbiy5duggQWPVYUqPBzM3N0atXL36noK5fpx8mqnL6NNCuXbWnyVY9CV2cWFrnzp1hlJCAkrKND6VSOqWmqlUtfHnwgPb20AQvXwJHjpRbySO2pAagU1DBwcGvp0SqYmsLxMfT348vGRn0W7W1NX/XBBAVFYWkpCRBe0RVpF27dggLC3t9YMYMYOZM4QLSRhwHrF9f4XTm5cuX0bp1a1gKva9dJVhSo+GGDh3Kb1Kj6hVQp05V+8Eq+4YolnoaGQcHBzw1N0d+2efn8GFaYF3JUK1oNG1Kn38+P1BV5ebNcns+SaVS3Lp1SzRFwjK9evVCfn4+bty4Uf3Jlpa0mRmfK6D27gXefZe/670SGhqKPn36oEGDBrxfuy7atWunuJmoVEo3uExPFy4obXP3bqV7iIm5ngZgSY3GCwwMxNmzZ5GVlcXPBVW5sWVREd2XpppOsLdv30ZmZiZ69eqlmjhqieM4GLdtC/24OMXVFr/+Crz/frXdkQXXsCFgb0/fsMQuKqpcPU1MTAwKCwsF75dSlr6+PgYOHKj8lwu+N7Y8dw7o2ZO/670SGhoqinYKZbVv3x537tx5PTKmowP895/6N+TVZmFhwPnzFd4k5noagCU1Gs/JyQmurq44duwYPxfs1g147z1+rlWWgQGQnEzf1KsQHByMgIAA0RSDlmbn748DLi6vdweOi6MvflU9Z3xT17L9uqpgOfeNGzfQtm1bwTY2rUpgYCAOHjyo3Mm7dtF6Bb6oIKl5+fIlLly4IMqkxsPDA8XFxYgpveJJlV/G6qOEhApHngsLC3Hjxg1RNt2TYUmNFuB1FVSzZnSOWhViYujURzV1MiEhIaJa9VRaez8/fJadDcg+WFu2pB/AjRsLG5iyli4FRo0SOorqmZkBnTopHBJjPY3MwIEDcefOHTxRZgsEBwdA2SXg1cnKovuo8fzN+dixY/Dw8BBsA8uq6Ovrw9vbW7Gupk0bzRiB1BSVJDW3b9+Gubk5nKv5YiokltRogaFDh+LQoUOv90Spqw8+oPtA8e2nn6rtapucnIzbt29jEJ/fZHnUsWNHvJ+QgJfr19MCzeBgOqWjKby8Kt2gTlS+/RaYOFHhkJia7pVlY2ODLl26KNdd+O+/K+yUXCvm5nSEwtSUn+u9EhoaKqpVT2WVKxYeOhTo10+4gLTN0KFABaN0t2/fRtu2bUW1gKMsltRoga5du0IqleLq1av8XNDAQDV7QN2+Xe3Kp4MHD6Jr166wEel+LhYWFmhuaYmIbUdw/f2NyPz6FxCI9wVeTnw8ra0pLhY6ksoVFwPffw/k58sPSSQS3Lp1S7QjNQCUb4bJ51YJ27fT+gceSSQSHDp0SPRJjUKxcKdO4m18qYlGjAAqaLh4584d+Pj4qD+eGmBJjRbQ1dXF4MGD+VsF1bEj/51nS0qAe/eq3e9J7N8QExKAO/mueH72LprsWYN3H8yBpyc9rhGaNwf09ICICKEjqVx8PE1qShVeR0VFQSKRwFMdHa9rKTAwECdOnEB+qWSsQk5OdAl2UVHdH/Tbb3nf9fvq1asghIi2DwlAi4XDwsJAShfsBwYCkZHCBaUtpFKgRw/g6dNyN7GkhlGboUOH8ldX4+tLh7QLC/m5HkC7w7q7l1vRUlp+fj5OnDgh2qSGECAgALhf1BGBiAEhwH8lw/HoETBwoIZsP6OjQ+sPxFxUGRVFm36V2hvsxo0baNeunSj3mpHx8vKCjY0Nzpw5U/WJdnaAoWHdk5HUVNobieeizdDQUAwePBi61ezNJiRvb29kZGQo1jClpam2cWh98ewZHakv04dGKpXi7t27LKlh1CMgIAARERGIj4+v+8WcnWmTPD7f1Gxt6fRTFdc8ffo0GjdujFatWvH3uDy6eJEOIlwio/EdDPExfoIEeigpobMJGrNZsI8PHTUTqwpWPom5nkaG4zjlVkHp6gKZmXXvLHz+PN1ygecaKbGPlgKAiYkJPDw8WLGwKiQk0KZ7RkYKh+Pi4lBYWAgPkXclZ0mNlrCwsEDPnj35Ga3hOKBLFyAvr+7Xkjl4kPaoqYLszVSsRWgxMXTR0wv44WsQ/Iv28tsMDDRoT72ffwaWLBE6isq1bAmMHKlwSMwrn0oLDAxEaGio4rRIReLj696rpmlTYN68ul2jjISEBDx8+BABAQG8XlcVytXVsGXd/Khk5dOdO3fQqlUrGIi8H5fok5olS5Zg+vTpmDBhQrWbxvXp0wccx4HjONjY2Ci/c66W4LW78KJF/L5hrlxZZUEjIUT03xBdXGRlEPoAPAG8Hu0oKqpwmxRxMjCgw0pinS8bMUJh5VNJSQnCwsI0Iqnp3bs30tLS8ODBg6pPXLUK+P33uj2Ynx/dz4tHBw8ehJ+fn2hb4JdWbgXUiBHA118LFo/W6NqVfvEpQxPqaQCRJzVr1qxBdHQ01q9fj40bN2LmzJmVbt548+ZN2NvbY8WKFVixYgX++ecfGJUZPtN2Q4cOxZkzZ5CdnV33i7VrByjT9l0ZhNCppyqKhO/du4eMjAzRdREurXt3OohAyzq8IUtq9PRo7aeI+1EpKi4G/P1pI0Qxmj6djmS8EhERAY7j4O7uLlxMSjIyMkLfvn2r/3JR167CL17QpIbnL25i/2JRmqxYWM7enq7YYZtb1o2DQ4XNHFlSU0dFRUVYvHgx3nnnHQD0zSIgIAA//PBDhef/9ttvWL16NT766CN89NFHou1zokrOzs5wcnLip7twx47A/fv8TEElJ9OeLlXsuB0aGor+/fuLOhHlOODoUfp5pKvbBrq692BgQEdojh6ttqegeJiY0JoVMXYWzssDNmwAjI3lh27cuIH27duLunC1NNkUVJXquqz7wgXg+fNydQ91kZOTg1OnTmlMUtO2bVs8fvwY6aX3fPLxAaor1GaqNnYs8Ndf5Q6zpKaOLl68iPT0dHh5ecmP+fj4VPhmERcXh7/++gseHh744IMP+NsHSQPxtgrKwQGwseFn6W9hIfDRR/TDtBKa8g3R0RF4+BD48UdvNGp0DydPAuHhdKW0RlH1xqW1FRNDG8qV6tCsCUXCpQ0ZMgRXrlxR/LAty9UVqMtGkSrYGuH48eNwdHTUiBExALCyskKLFi1wu3Ry3qIFKxauq8jIcsXnmZmZiI+PZ0lNXYSHh0NHRwdWpZ5cKysrpKWl4cWLFwrn6ujo4K+//sLo0aOxadMmtG3bFikpKeoOWRSGDh2KgwcP1r27MMfRgrH27as/tzpOTsAvv1R6c1paGq5du4bBgwfX/bHUgOOAoCBvPHsWgw4d8jVnhKa07t15n7rghWwjy1JPqqYUCcvY2dmhTZs2OHLkSOUneXgAly7V/kFUkNQEBweLdnuSyrBiYRWooFD47t27sLW1FW1T1NJEm9RkZmbC0tISOjqvQ5RtcJhXZkrE0dEREyZMwOrVq3H37l0UFxfj448/rvL6np6esLe3h729PZYvX87/LyAQXrsLv3wJXL5c9+t89x1dIl6JQ4cOoX379mjWrFndH0tNbG1tYWFhgfDwcKFDqZ3Zs2njNrFp3Rr44gv5jxKJBHfu3EF7PpJrNVJqP7ZduxRqh2pk1SpeN8WUSCQIDQ3VuKSmXF2N2HswiV1mJv1TJqnRlKknQMRJjbW1NQrLNH+Tdeq0qqIvg7OzM1avXo0TJ05Uef2HDx8iKSkJSUlJmMfzskgh6enp8ddd+No1YOrUul/nr79e72pdAU2ZeiqN4zh4e3vjrqYOdUskdEVabq7QkSjy9ATeeEP+Y1xcHCQSCVyraNooRkOHDsXhw4dRVFXX4DVraK+ZmsrJoQ0yGzasfYBlXLlyBYQQdO3albdrqkO5FVBDhlT5BYqpRoMGtJayzOo3ltTwwNnZGbm5uQrLstPS0mBvbw+TKmozAKBv377lEqL6hLddu319aU1NXVZTZWXRVR6VrHwqKirC0aNHNS6pAYA2bdrgnpib2FVFV5fu2C22pGzKFKDUv9379+/Dw8ND1J2EK9KhQweYmZlV3V24tsXCP/4IvPderWOrSHBwMIYMGaJxz3O7du0QGRmJXFlybmICpKfT0Qam5goLaV1SGSyp4YG/vz9sbGxwvdQeROHh4RhSwc6hZSUmJmrkhyRfBg4cyE934WbNaCfgurQev3OHtoVv1KjCm8+fPw8zMzO0q2ajSzHy9vbW3KQGoPUHYlsBdemSwp5PDx48UFgsoCl0dHQwfPhwHDhwoPKTnJxqt6z77FnaHJNHmlhPAwDNmjVDo0aNcKf0lNP48cDhw8IFpcm2bCm3g7xEIsH9+/dZUlNX+vr6mDt3Lvbu3QsAyM3NxfHjx7FgwQKkp6fD19cXka82L1u1ahW2bNkCQgjS09Px3Xff4ZcqClO1Ha/dhUeOpMPdteXoCPz6a6U3h4SEYPDgwaLtIlwVjU9q2rYVV1JDSLkixfv376N169YCBlV7sqSm0u7CXbvSguGaKCgArl4FeOznFBUVhdjYWAwYMIC3a6oLx3Hlp6BYXU3tVVAkHB0dDUKIxkwBizapAYDPPvsMenp6+PDDDzFr1ixs2LABLVq0QGFhIeLj4+VN5vLz8zFnzhy4uLjg448/xsqVK9GkSROBoxcWb0u7V62i89S11bw5MGpUhTcRQrBv3z68UaqGQpN4eXkhNTUVaWlpQodSOwEBgJj22Xr2jH5ol1ofr6kjNQAdbc7OzsbNmzcrPqF/f2Dhwppd9MEDutydx/bVISEh6NOnD8zMzHi7pjpVWCwstmlVTfH4cbn+FHfu3IG3t7fmTE2SeiYzM5MAIJmZmUKHolIxMTFEX1+/7r9nSgoh331X+/v37UvI6dMV3nTjxg1iZmZGCgoKan99gbVo0YKcPHlS6DC0Q14eIcePy38sKioi+vr6JCYmRsCg6iYoKIh88cUXFd9YWEjIrFmEZGfX7KKFhXUPrJSePXuS3377jddrqtPu3btJ+/btXx84d44QPz/hAtJkfn6E7NihcOjzzz8n06ZNEyggRcp8fot6pIapPWdnZzg7O9e9u7CeHvDVV7Qte00VFdF+Gvb2Fd68b98+DBkyRL5UXxNp9AoogBac1qWzLZ8MDYF+/eQ/xsTEQE9PDy3rupu1gEaMGFF5XY2+PvDPPzV7/o8cqdt0cBnp6em4ePEihg4dyts11c3LywsPHz6EVLY9Qo8etVtVxtB6rTIj65pUJAyIfPqJqZthw4Zh//79dbuIjQ2thq9sCL0qDx/SNu5OThXevHfvXowssxuzptHoFVAA3d+rLoXgfPrlF4UNGu/fv49WrVop9KrSNIMGDUJkZGTFe9ZxHF0Bpez27sXF9AOHxz27Dh06BB8fH9hX8sVDE7i4uKC4uFhxYcShQ3XfBb2+KS6mfcnKvN5YUsOIxujRoxESElL35e0dOwKlVqEp7fZtusKmgg+liIgIxMbGavweXRpfLNy6Na3TEIOEBIXtETS5nkbG3Nwcffr0qXy0xsVF+Q/fW7fonlg81kFp6qqn0vT19eHm5qbYCHPtWrYCqqYePwZ691bo5p2eno4nT56gTZs2AgZWMyyp0WK+vr6wtLSsthFhtd5+G6jNh8sbbwCbNlV40759+xAQEABTU9O6xSYwb29vPHjw4PXQt6bx8qLNtsQgIUGhR4Ymr3wqbcSIEZWPmL71FqDsvlZnz9KpFZ5GrgoLC3HkyBGNT2oAoFWrVopJjaur8iNgDJWQQPf8K/Xv686dO2jRogUsLCwEDKxmWFKjxTiOw+jRo7Fnz566XSgwEKjNnHthIR1er8DevXs1dtVTaa6urigpKUGsWOpSamroUIUpH0GVWU6qDSM1AJ0GvnTpUsWr5IYOBfr0Ue5CxsYK3Zbr6syZM7C0tETbShpjapLWrVsrJjU1GQFjqMTEClc+adLUE8CSGq03ZswYHDhwoOp27dUhhL751nSaom3bCjfte/z4MW7fvq3RxYky+vr68PT01NwpKE/P2iWsqnD8ONC3LwA6ihAdHa0VIzW2trbo0KFDxVuXRETQXlDK+OADXhPQPXv24I033tDIHlFllRupad+e12Xv9UJxMeDtrXCIJTWM6HTq1AmmpqY4efJk7S/CcfQffE2ukZlJCxo9PcvdtH//fvTq1QsNedy7RkgaX1fTtavwU1BFRbRHjbExACAyMhImJiZwcHAQNi6eVDoFZWoK7N9PRzWr8vAh8PXXvMVTVFSEvXv3IigoiLdrCkmW1BBZo8Nu3YAVK4QNStNMm0b7kpVy7949eJdJdMSOJTVaTkdHB6NGjcK///5btwv16QOcOqX8+RERdGuEChIXbZl6kmnTpo1mL+uWSgGhk7LwcDqy92rUQFZPow2jCADtLnz8+HHk5eUp3mBrS7eFqG5Lk2PHarcCsRLHjx+HmZkZuvC83YJQXF1dUVBQgMTExNcHv/gCSEkRLihNExqq0F5AKpUiIiICrcTUoFMJLKmpB8aMGYP9+/ejuLi49hfp0wc4c4bu7qyMuLgKR2nS0tJw4cIFjBgxovaxiIzGj9R4eQm/Aio+XivraWQ8PT3h4OCAw2VX5OjoKLes++xZoGdP3uLZuXMnxo4dq9HL5UszNDSEi4uL4hTUrl3C/7vWJF9+qfDlJjExEYWFhXDRsGk87fgXzVSpa9euMDQ0xOnTp2t/kXbtgKo25ysrKAioYNVVcHAwOnbsCDs7u9rHIjLe3t6IiYlBfn6+0KHUTuvWwk8/adGeTxXhOA7jx4/Htm3byt/466+09UFlCKFNLHlKavLz83HgwAGtmXqSadWqFR6UTmJcXNgKqJpISqKrn155+PAhnJ2dYVBqg1lNwJKaeoCXKShdXbqcNDNTufOvXKnwXG2begJoIaiFhYXit0RNMn488NNPwsaQng6U6hx8//59rRqpAYAJEybg4MGDeFG2O3e/fpV23QZA69kWLVJ+6Xc1Dh8+jCZNmqB9+/a8XE8s2LLuOsjPp6/BUv8OHz58CM8KRtvFjiU19cSYMWOwb98+lJSU1P4if/4JvPmmcue+9Va5TrVZWVk4ceKE1iU1HMdp9hRUs2b0zawu/zbq6ttv5YWdubm5iIuL06qRGoDWfbRt27b8l4tt24DRoyu/o4EBXfnE0zfmnTt3IigoSGvqlWTKLeseNowWwTPVy8kBBg+mdZCvsKSGEbXu3btDV1cXZ8+erf1FZHuqVLc8vLCQFpx5eCgc3r17N7y9vTVmC/ua0Og9oAihw85Cxn/mDPDyJQD6ZmplZYWmTZsKF4+KTJw4EVu3blU8aGNTdaH2lCnAli28PH5OTg5CQ0Mxbtw4Xq4nJuVWQPXvX24fI6YSjRoBBw8qdBNmSQ0jarq6uhg5cmTdpqBat6ZLUK9dq/q86Gi6NLfMctzNmzdj8uTJtX98EZNtqqeROI4WdQtZVDlmjLxZ2oMHD7Rq5VNp48aNw+XLl5GQkPD6oLMzLayvqAifEODoUYVOy3UREhICJycnrZvaAwA3Nzfk5OQgWbY31rNnwKBBdHUfU7UrV4C//lI4xJIaRvTGjBmDvXv3QqLsCqayOI42R6vuG31mJjBwoELWHxkZiZs3b2L8+PG1e2yR8/DwQEREhNBh1J6QxcK5ucDz5/JCYW2sp5Fp3Lgx+vfvj+3bt78+6OhIP3hLL0eWiYmhz03nzrw8vmzqSRsZGxvDycnp9RSUhQVdCs/jBqBa6/Rp+ly9kpaWhvT0dHiUGW3XBCypqUd69OgBXV1dHD16tPYX+ecfYObMqs/p3h0oMyK0ZcsWDBs2DNbW1rV/bBHz8PBAQkJC+T4kmsLLC4iMFOaxExLoyJ6NDYDXIzXaasKECdi6devraRJ9ffpFwda2/MnHjtFp31dNCevi5cuXOHLkiFZOPckoFAsbGtK2/6xYuHpJSeWKhO3t7WFmZiZgULXDkpp6RE9PD1OnTsWff/5Z+4twHLBjB1DVh/eePQrf+iUSCf7++2+tnXoCgCZNmsDc3BzR0dFCh1I706cD//0nzGPn5dERwFKN97R1pAagjfgSEhJw586d1wednOgKlLKmTQM2b+blcffv3w8vLy+trGmTYcu6a6mCpEYTp54AltTUO9OmTcPhw4eRlJRUuwtwHLBgQYV7Osn9739AVJT8x2OvhjUHDBhQu8fUABzHafYUlKEhrZUSoteOry8QEgKArpBLTEzU6pGaBg0aYOTIkYoFw/PmAT/8oHhiYSGtT6tquXcNaPPUk0y5Zd1ffAH4+QkXkKbo1w8o1V2aJTWMxnB0dET//v2xcePG2l2A46reMkEqpdMYpV4Qmzdvxttvvw1dXd3aPaaG0OikhuOA4cOF2S7hxAng8mUAdOqpSZMmsHk1FaWtJk6ciO3bt7+ub6toROHCBVqbxoPHjx/j9OnTWj31BFSwAsrfv9wqTKYCH3wAdOwo/5ElNYxGee+997Bhw4ba96zp3bvypCYhgTYLe9VaOyMjA8HBwVo99STj7u6uuUkNIFyx8MaNdBsAaH89jUyfPn0glUpfd/l2dpav/pI7cgQICFAouK+t3377DUOGDEHz5s3rfC0x8/T0xMuXL5GamkoPnD1L36+YyhUW0p3ic3Lkhx4+fKiRRcIAS2rqpcGDB4MQUn4fGmX16UO//ci+DZUmkdCsX18fALBjxw506NABbm5udYhYM2j0SA0g3B5QpfZ9Cg8P17gN9GpDT08P48ePfz0F5eICPH6s+Jo6coSXkZq8vDysW7cOH374YZ2vJXYmJiZo0aLF6ykoGxvg+vWK36sY6skTupmliQkA2ssoMTGRjdQwmkNPTw/Tpk2rfcGwvT1tBlbRN0gXF2D5cvmPmzdvxqRJk2r3OBrGw8MDkZGRkGpqX4yOHZXfsJRPpfZ9ioyMhLu7u/pjEMCkSZOwe/dupKWl0enatLTXr6m8PLo1Sb9+dX6crVu3wsHBAT153BBTzBTqapycaMsA2cgNU15SEmBnRzdXBX0NWllZoXHjxgIHVjssqamnpk2bhmPHjuHx48e1u8DlyxUv7V69Gng1AnTv3j2Eh4dr/Ty+jLOzM4qKimpfhC20t98GVq5U72MSQlc+OTsDqF9JjY+PD3r27InVq1fTD5T792nDOIB+a759G7CyqtNjEEKwatUqfPjhh1rZzLAiCkmNsTH9EsZWQFWukpVPmvrvhSU19ZS9vT0GDhyIDRs21O4Cjo60FiI2VvH4rl10YzQAmzZtwqhRo2Bubl7HaDWDgYEBnJ2dNXcKihBgzRogK0t9j8lxtPdRkyYoLCxEXFxcvUlqAGDBggVYvXo1srOzgY8+kn8hwO+/8zIVeOrUKaSmpuJNZfds0wLllnUfPgy0aydcQGLXti3w6afyHzW5SBhgSU299t5772Hjxo21Kxi2tQWGDqWbXMoQAjx8CHh44NmzZ1i/fj0++OAD/gLWABpdV8NxdDm+OldA3bkjX8r86NEjGBoawp6nJcyaoFevXnB3d8e6deteFwuXlAALF1bdC0pJv/76K959910YGRnxEK1mKLes29NTmGlVTdGqFX0vf4UlNYzGGjhwIPT09BAaGlq7C8ycCWzaRFc7AbQmICMD8PDAkiVL0LdvX3Tq1Im/gDWARic1AF0Bpc5i4Rs35CvpIiMj4ebmBh2d+vO2xHEcFixYgOXLl6PE0ZFOk1y7BujpAR061Onajx49wtGjRzGzug7gWsbT0xPPnz+ntUoA8MsvtLkkU7FZsxQ6wLOkhtFYurq6ePfdd7Fs2bLXfR1qondvumTy1Uon6OkBa9Yg6eVL/Pnnn/j222/5DVgDaHxS4+Wl3mXdCQnyzRrrUz1NacOGDYOFhQVOp6XR19KRI8CAAfLCzdpas2YNRo4cCTs7O54i1QxmZmZo3rz569Ea1lW4alevyv+tFRcXIyYmhiU1jOaaM2cOYmNjsWfPnprfmeMAN7fXPWusrYFZs/DDDz9g6NCh8PHx4TdYDaDxvWr69wfU2Ua/nq58Kk1HRwefffYZZh09irNTNuF4dhfc7fpenVYhZ2dnY9OmTZgzZw5/gWoQT0/P8kkNW9ZdsVKFwjExMdDX14fjq9ekJtITOgBGWGZmZli6dCk++eQTBAYGwuRVrwKlZWcDgYF06/p9+5BOCLZs2YKwsDDVBCxy7u7uSElJQWZmJiwsLIQOp+YGD1b/45UaqenHwxJmTdSt23jExX6JPX1m4D/j5cgoNkPLNcDRo/Kcr0bWrVsHd3d3dCnV+r4+cXd3R5RsqxZnZ/o+lZ4u3zSVeaWwkC53f5XUPHz4EO7u7ho9Bay5kTO8mThxIpo2bYply5bV/M5WViDjgpDy9e94sucSdvx7FOPGjdPYbpR11bBhQzRq1AiRQu14XVcSCTBlinwFm8qNGwd07gyAJjX18d8NIcDQoQaQko+xRroBx3O7oqiI1gwPHFjzAYb4+HgsXrwYS5Ys0dhluXXl5ub2Oqlp0ID2qmEJTXk6OjRzbtIEgGZ3EpZhSQ0DHR0drFy5Ej/++CMSExNrdN+EBGDM6ZkwPbAVJg+uYM+DWzh37mskJKgoWA2g0XU1urrA8ePqqaspKaF1WenpeP78OTIyMupF5+myLl6kTZWl0mkAgDwUAaBPT2wsvV1ZhBBMnz4db775Jvr27auCaDWDQlIDAMnJQA3f2+oFPT1av/VqXz5NLxIGWFLDvNK1a1eMHDkSn332mdL3IYRuTXPgiS92YyyskIWHCEJiolOtvmFqC1lnYY2lrhVQKSm00NzcHJGRkbC1tYWZmZnqH1dkYmJktfYNwOFPdMVLAMkAAAODmtW4bty4EREREfjpp59UEKnmcHd3R1xcHIqKaIKIH34AatuTS5vt3Enr6F5hSQ2jVZYuXYrg4GBcuHBBqfNl3zBLSoD3MR59YIA0fF+rb5jaRKNHagD17QGVlAQ0bQro69fbImGA1rHKPnuB6ZBiIIBxAIpRVCTfG7ZaSUlJmD9/PtatW6eZ9Vw8sre3h76+PmJlzUHZCqiKJSXRBR4ApFIpIiIiWFLDaA87OzssWLAAH374oVL7F73+hnkLxRiN0/gNgAOAmn/D1CYan9SMHUuLv1Wt1KqL+pzUdO8OtGxJZwIADsAfADLBcZ/DyYneXh1CCN5991288cYbGDRokGoD1gA6OjpwdXV9PQXFkpqKlXoNJiYmoqCgAK7qXP2oAqJPapYsWYLp06djwoQJOCVbOlyB6OhovPnmm5g9ezZmz56NwsJCNUapPebPn4/s7Gy8+eabyM/Pr/JcFxegsDACQACALwFMld9Wk2+Y2sbDwwPR0dG169QsBp06Aer4YOzYEViyBED9Tmo4jtZqOjvTLwOmpibQ1/8XHLceH320t8J9Y8v6559/EBYWhhUrVqg+YA3h7u7+ehrY3V1eN8KUkpgoT2oiIiLg7OwMQ0NDgYOqG1EnNWvWrEF0dDTWr1+PjRs3YubMmXj06FG583JzczF48GB8++23WLNmDTw8PPDhhx8KELHmMzY2xoULF5CYmAh/f3+kpKRUeq69fQII6Q+OexfAx/LjenpQ+humNnJ0dISOjg7i4uKEDqV2iovpfjCyzRVVpUULupkl6ndSA9Bl2w8fAidP0j1hT51yw+7dm/Hpp5MRHR1d6f0IIdizZw/mzJmDP/74A1Z13ABTmygUC/v4AJcuCRuQGK1bB0yeDEB7XoOiTWqKioqwePFivPPOOwAAIyMjBAQE4IdX+8SU9scff8De3h4ur4YG3nzzTaxfvx7x8fHqDFlrNG7cGCdPnoS7uzs6deqE27dvlzsnNTUVAwb0x/jxw+Dq+v2rb5j0m6aLC/3mWU9Xk0JXVxeurq6aOwWlrw+8fKn6upopU4BNm1BSUoJHjx5pxRtqXXAc4OcHTJpE/ztq1EhMmzYNQ4YMwaZNm5BVZqPRyMhIDBgwALNnz8bq1asxfPhwYQIXqXIroHbtoj1ZmNfy84FXxfnR0dFasfpQtEnNxYsXkZ6eDi8vL/kxHx+fCvcpCg4OVjjP2toadnZ2OHjwoFpi1UZGRkb466+/MHPmTPTo0QPff/89PvvsMwQFBaFr167w9PREx44dsWXLakREcPJvmCdPAuHhQPPmQv8GwtL4uhp1rIB6+BBo0ABxcXHQ0dHR6C6mqrJ06VK8//77WLNmDZo0aYKgoCCEhIRg4cKFaNeuHTw9PREZGYm33npL6FBFx83NTXEV4rffAjdvCheQ2BQX0yHCV6PxUVFRWpHUiLajcHh4OHR0dBSGU62srJCWloYXL14oHA8PD0efPn0U7m9lZaWYpZfh6ekpb0w1b948zJs3j+ffQPNxHIfPP/8c7u7u2LBhAxwdHdG2bVsMHz4cjo6O6Nixo7zzpJ8f/cNQLKlRwqv5/IiICLi4uECX1TyUo6+vj7lz52Lu3Ll48OABtm7dilmzZsHe3h6XLl1C27ZthQ5RtNzd3ZGamvq6u7ejI12uyVApKXR4sGlTADSp0fQiYUDESU1mZiYsLS0V2jXLCpjy8vIUkprMzExYv1qWVvrcvLy8Sq//8OFDmJub8xy1dho5ciRGjhwpdBgaxcPDo8rCdtGbMYOu1VeVkhL6purggMjLl+v91JMyWrdujSVLlsin4DW5lb06WFtbo2HDhoiOjoavry9NaupzV9CykpKAZs0APT0UFBQgISFBK0ZqRPuqsLa2LreCSbYap2wxXGXnsqI5Riga34DPyYl+CKiqgyLHAdevA7a2WlOgqC46OjosoVGSwhRU9+5APduxvErPngEOtAVHbGwsjI2NYWtrK3BQdSfaV4azszNyc3NRUFAgP5aWlgZ7e/tymy46Ozvj+fPnCsfS0tLYGyUjGHd3d6S/av+vkWQFhKoqrJRIaJM/PT2W1DAqo7Cx5cSJQD3dtbxCI0bIO6TKpp60IVkW7W/g7+8PGxsbXL9+XX4sPDwcQ4YMKXfu6NGjFc5LT09Heno6AgIC1BIrw5RlamoKOzs7za2rMTam32pVVVezfz/QsycA7VlKyoiPwgqop0+Br78WNiAxuX+fTkFBe+ppABEnNbICub179wKgvWiOHz+OBQsWID09Hb6+vvJhxUmTJiEmJgapr75Vbt26Fe+99x7sXzUVYhghuLq6VtljRPRUWSz8qkj45cuXePbsGUtqGJVQmH6SSIDvvy+9J0X99s03wJ49ALRn5RMg4kJhAPjss8/kbfszMzOxYcMGtGjRAsnJyYiPj0d2djYAWmPz33//4aOPPoKtrS04jmOdNRnBubm5aX5SEx6ummsnJdEi4chINGrUiNW/MSohm34ihIB7VRSLxETavrm+K7VFQnR0NHr06CFwQPyoUVKzc+dOBAUFqSqWcnR1dfHzzz+XO25ra1uuVsHX1xc7duxQV2gMUy1XV1dcuXJF6DBq78svASMj1Vw7MRHo2pVNPTEq5ezsjLy8PKSkpNAiWAcHugKKJTUKSY02jdTUaPpp7ty5GD16NP7++2/k5OSoKiaG0QoaP/1kbAzcvq2aFVDbtwMzZ7KkhlEpY2NjNG/e/PUU1AcfADY2wgYlBoQADRsCDg7IysrC06dP62dSc+zYMezYsQPW1taYO3cupk6din379qGIzVEyTDmy6SdldjwXpaIioHNnecdRXj18COjqsqSGUTmFFVAffQS0aSNoPKLAcfQLS/PmiI6OhpWVFRo2bCh0VLyoUVLj7e0NfX19BAYGYv369Vi9ejVCQkLQpEkTTJ06FSdPngRRVV8LhtEwTk5OKCwsRHJystCh1I6JCe1Xw3excHEx0K4dkJrKkhpG5RRWQO3fD/z0k6DxiEJSErBzJwDtmnoCapjUyHYdTk9Px08//QRvb29s374dgwYNwltvvYX09HTMmDGDFekyDGhX6+avvglpLFWsgHrVnl3SuDGio6Ph4eHB7/UZphSFFVAvXgBHjggbkBhcvw68qlfVlo0sZWqU1IwdOxYjR46EnZ0d1q9fjxkzZiApKQnbt2+Hv78/xo4diz///BNPnjzBrFmzVBUzw2iMcjsFa5qOHYFXqwx586o9e2JKCkpKStCyZUt+r88wpSi8BtlWCVRSkry7sraN1NRo9dPNmzfRuHFjhISEoH///pWel5ycjEOHDmHt2rV1DpBhNJnGFwt/+SX/18zMBFq3RnR0NFq2bAl9fX3+H4NhXnF3d0dsbCyKi4uh37w5XXknlQJa0D231p48UVj5NHToUIED4k+N/lb/97//4eDBg1UmNADw0Ucf4Z9//qlTYAyjDTQ+qcnLA9av53cF1KBBwNGjiI6O1poupox4OTg4QE9PD7GxsUDz5sDatardrFUTNG8OdOsGQkj9HqlZsGCBUud16tSpVsEwjLZxc3PDH3/8IXQYtaejQ3fsHjRI/s2uzq5cASwtWVLDqIWuri5cXFwQFRVFi9KnTxc6JOHNnAkAeJ6WhszMTK16Hdbj8TeGUT1XV1fExsZCIpEIHUrtGBnRRmX37/N3zWXLgEOHWFLDqI3Csu633wb27RM2IKF9+y2QkICoqCjY2trC1NRU6Ih4w5IahlGhFi1aQCqV4vHjx0KHUntt2gB37/J3vcREwMGBJTWM2iisgCoqAmT/Xx8RAixdCuTna9VGljIsqWEYFdLT04OTk5Nmr4AaOpTfLqyJiShp2hSxsbFa94bKiBNbAVXKixdAfj5gZ6d19TQAS2oYRuU0vlj4nXeAKVP4uRYhgKcnknR1wXEcmjdvzs91GaYK7u7ur0dq6ntS8+QJYG4OmJlpXY8agCU1DKNyGp/U5OUB774LFBbW/VocB5w8iYisLDg5OUFPr0ZrFRimVlxdXfH06VNkZ2cDb7xRv7sKm5oCn34KQPt61AAsqWEYldP4BnzGxsDu3UB4eN2v9egR8OefrJ6GUSsbGxuYm5vj0aNHQLNmgLu7ajZq1QQtWwJffAGpVMpGahiGqTmNH6nhOFosfOdO3a91/TqwZQtLahi14jju9eswN5eu6svIEDosYfz1F/Dnn0hKSkJRURGcnJyEjohXLKlhGBVzdXVFfHy8Zu9m7+PDT1KTlMRWPjGCkCc1DRoAlpb1t67mwgUgKQnR0dFo0aIFDAwMhI6IVyypYRgVk3U0lW0Iq5GCgoB+/ep+ncREwN6eJTWM2imMmNbnYuFX+z5pYz0NwJIahlE5HR0duLi4aPYUVPfuwJAhdb9O27Yo6dED8fHxLKlh1IolNa+82veJJTUMw9Saq6urZhcLSyRAp05AcnLdrjN5MmJbt4aenh4cHBz4iY1hlODq6oqYmBj6w4YNwPvvCxuQUD7/HGjfXisb7wEsqWEYtXBzc9PskRpdXSArq+51NTNmIPHSJTg7O0OnPu+SzKidi4sLUlNTkZWVRQuF65qga6rx4wFbW62dAmbvKgyjBhq/Agqoe7FwURGwbh1i2dQTI4CGDRvC0tKSjtYcOQKMHi10SOoXGwu0a4fioiLExcWx6SeGYWpH46efgLrvAZWcDOjo4E5qKktqGLVTWNZdX2tqHj8GMjOR8Pix1nb0ZkkNw6iBm5sbEhMTkZ+fL3QotffWW8DChbW/f1IS0KwZoh49YkkNIwiFpCY9nfasqU+ePAHs7BAdHQ0nJyfo6uoKHRHvWFLDMGrQtGlTmJqa0o6mmqp5c8DNjRYN14atLfDNN1o7l8+In7xY2MYGaNIEePpU6JDUKylJ61sqsKSGYdSA4zi4uLho9hQUITSxuX27dvd3ckLhhAl4/Pix1r6hMuImb63AcTShcXYWOiT1CgoCvvwSMTExWvsaZLvJMYyaaPwKKI4DPDxosXCHDjW//9KlyCgogKGhIWxtbfmPj2GqoVCwHxZG9zXz8BA2KHVycAB0dBAdHY1hw4YJHY1KsJEahlETrVkBVdti4WvXkJ6UBBcXF7acmxGEq6sr0tLSkJmZCfzxB/D330KHpF7dugH79yM6OhouLi5CR6MS7J2FYdREK1ZA+fgA9+7V7r5JSYgtKtLaYW9G/KytrWFtbU2/XDg40G076pPERJQ0bKjVHb1ZUsMwaqIVIzXjxwOHDtXuvklJeJidrbVvpoxmkL8OmzevX0lNSQnw9CkSpVLo6upqbUdvltQwjJq4urri6dOnyMnJETqU2jM2Bh4+pN2Fa2rdOlzIyGBJDSMo+QooNzegaVOhw1Gfp08BQhCRmam1y7kBltQwjNrY2NjAwsLi9f4zmurNN4Fz52p+v8BA3ImLY0kNIyj5CqguXYCdO4UOR32aNQMeP0aUlr8GWVLDMGoiW9at8VNQbdrUfLuES5cg9fFBYmKiVr+hMuInn34iBPjlF+DFC6FDUo/sbMDQUKt71AAsqWEYtdKKuprarIBKTEQBAFNTUzStT0P+jOjIX4McB/z4I6Dpr0dl/fUXMH26VveoAVhSwzBqJZ/P12QdOtS8q3BSEl40aAAXFxdwHKeauBhGCa6urkhPT8eLFy/qV7HwkyfybsLaupwbEHFSk5eXh+nTp2POnDmYOHEiEqrZfCw7OxuWlpbgOA4cx2HIkCFqipRhlKcVIzUDBgD//luz+yQmIllXV6u/ITKawdLSEjY2NvTLRX1a1v3kCUqaNtXq5dyAiDsKv/322xg2bBjefvtt3Lt3D0OHDsXNmzehr69f4fnr1q3D3LlzYWFhAQDo27evOsNlGKVoRU0NAOzfD7RsSaeilPH559g1bx5cW7RQZVQMoxTZ67DjkCFAw4ZCh6MeL14gzcAA+vr6WrucGxBpUnPz5k0cPHgQ27ZtAwB4e3uD4zjs2LEDb7/9drnzi4uLcePGDezYsUPdoTJMjbi6uiI1NRVZWVkwNzcXOpzaO3AAsLNTPqnR18fNpCS807+/auNiGCXIR0wXLRI6FPU5dAi3QkPh7Oys1R29RfmbBQcHw8XFBYaGhvJjPj4+CAkJqfD8nTt3YufOnWjdujVWrFgBqVSqrlAZpkYaNmwIS0tLzd6tGwC6dgUuXVL+fG9vmIWHa/WwN6M55EnNvXv1I7EhBDh6FLEREVpdTwOINKkJDw+HjY2NwjErK6tKW8x7enpi/fr18PT0xPz58zF06NBqExtPT0/Y29vD3t4ey5cv5y12hqkKx3HaUVfTrRtw9SrtUlqd4mKQlBSEPX/OkhpGFOSvwexsYMMGocNRvYwMYOBAxEVFaf1rUJDpp/nz5+NOFX0uTp06hTfeeEPhmKGhIfLy8io839fXF76+vpg2bRpCQ0MxatQobNy4EdOnT6/0MR4+fKjZw/+MxtKKuppWrYC336YfClZWVZ/79CnAccgzNUWjRo3UEx/DVEG+CrF5cyAlBSguBiqp19QKSUmApSUeJCRg5MiRQkejUoIkNb/88kuVtwcFBZVrJZ+fnw+r6t48AQQGBuL999/HiRMnqkxqGEYoWjFSo6MD/P67cuc+eYICCwu0dHJiy7kZUXBxcUFGRgYyDA1hraNDlztrcxH7kyeAnZ3WN94DRDr95OzsjOfPnyscS0tLg7u7u1L379u3LwoLC1URGsPUmVYkNQBw5AiweHH153XpgjVz52r9mymjOSwsLNCoUSNEx8bSBnzGxkKHpFoSCSQdOyIhIYHV1Ahh9OjRuHv3rkJiEh4ernTvmcTERAQGBqoqPIapE61owAcAurrA339Xf15CAtLu32dJDSMq8i8X8+cDTZoIHY5qDR2K6M8+g4GBAezt7YWORqVEmdS0a9cOfn5+OHLkCADg9u3b0NHRwZgxYwAAZ86cQc+ePSGRSCCVSvHBBx/g4sWLAIC7d+/iypUrmDp1qmDxM0xVXFxc8OzZM2TVZqdrMencGYiPpzUzVfn1V3S8cIElNYyoyJOaH38ENm8WOhzVOnQIqcePa/1ybkCkSQ0AbN++Hf/++y8+/fRTrFq1CocOHZJvlf7y5UvExcWhpKQEOjo6SEpKQr9+/dC+fXv8+++/2LBhA5u7Z0SrYcOGsLKy0vwpKHNzwMsLuHy56vOSkhCena31w96MZpEnNenpwM2bQoejWsuXo/DChXrxGhRl8z0AsLGxwT///FPhbSNGjMCIESPkP+/bt09NUTEMP2RvqB06dBA6lLr59VfA2bnKUyTx8XiYnY1ZbKSGERFXV1fs37+f9lw6flzocFQrKQmRxsZw9fAQOhKVE21SwzDaTGvqanr3rnZzy/ySEmSYmqJhfWlHz2gENzc3REdHg9jbg9Pm/Z8IARITcdvKCp3rwRcL0U4/MYw205oVUElJgI0NUMVqw0MLFuClpyebEmZExcXFBZmZmXju6gr8739Ch6M6hYXAwIG4mpxcL+raWFLDMALQigZ8AN3/SU8PCAur+PbMTOj/+2+9eDNlNIupqSmaNWuGqMxMYNAgocNRHSMjFG7fjodJSfWipoYlNQwjAK0ZqeE4WpNQWbHww4foHRrKkhpGlFxdXREdFQU4OQGRkUKHoxphYXi5aBEMDAxgZ2cndDQqx5IahhGAq6srnj9/jpcvXwodSt1VldQkJSFFR4clNYwoubm5ITomho42Pn4sdDiqcfUquOPH4eLiovXLuQGW1DCMIKysrNCwYUPtKBaeNQv466+Kb0tKQmxxMUtqGFGSj5g6OADaWiycmIhUff16MfUEsKSGYQSjNXU15uZAXBxQwahTnpERThQVsaSGESVXV1dERUVpd1KTlIQ4iQRubm5CR6IWLKlhGIFoTV0NALzzDnDoULnD4b6++OdVs0GGERtZawWyeDHw/vtCh6Ma/fvjhFTKkhqGYVRLq5KaQYOA/fvLH1+7Fn21fK8ZRnM5OzsjLy8PKfr6gKGh0OGoxsSJ2PfsGUtqGIZRLa1pwAcAQUFASAiQna1w2GXfPrTR9s0CGY1lbGwMBwcHPN+2DejSRehw+EcIJAMHoigpqd5MAbOkhmEEojU1NQDQqhUdrYmPf31MIoFpVhbMWrUSLCyGqY6rqyui8vNpTQ0hQofDr/R06B49Cs7UFE3qyZcLltQwjEBcXV2Rnp6OFy9eCB0KP/buBby9X/+cmgo9QtCkXTvhYmKYari6uuJORgaQmwtoy2tRJjERRQ0awM7Nrd509GZJDcMIxNLSEjY2NtozWlNcDEyZAmRk0J85Dr8ZGcGZjdQwIubq6or7jx8DFhZ02w9tkpiIl2Zm9aaeBmBJDcMISr6kVBvo6wMPHtARGwAvjIwwq6Cg3szlM5pJtrElnjwB2rQROhx+eXtje+vWLKlhGEY95G+o2iIoCNixAwCQtmEDFpiawsLCQuCgGKZyrq6uePToEaRpado3UtOyJfbk59erLxYsqWEYAbm7u2vPSA0AjB0LnDsHpKSg5OxZ+JqaCh0Rw1SpZcuWKCoqQu6XXwK//SZ0OPz64AN0unuXjdQwDKMebm5u2pXU2NkB+/YBZmaQJCRAamsrdEQMUyUDAwO0aNECqfr6Wrf/U/GtW8jIyWEjNQzDqIcsqSFatJSUDAnElbOFkCSkItPCSetWyTLax83NDQlSqdZtlSBJSECWuXm96uitJ3QAYiWVSrXqg4YRJycnJ5SUlCA5ORlNmzYVOpw6S0wExgdm4+QjZyzhGmLfVX+sbivBgQN0e52qcBxXL3YRZsTH1dUVD58+RV+hA+GTVAr91FQYlG6zUA+wpKYCUqkUjx49QklJidChMPVAcHAwnj17hqysLKFDqbPkZGDRMiAC+zEIheiOpgCi8OgRkJ9f9X319PTg7OzMEhtG7VxdXXE0Lg6zz54VOhRebX7rLZgWFwsdhlqxpKYChBCUlJTAxcWFvcEyKqejoyPvWaPJcnKAvDzalNUGZrDDU4TBA4AeOA6wtQUqqxuWSqV0Y0E2OsoIwNXVFWvXrgV27aKdsc3NhQ6p7qRSnM7PR2s2UsPI6OjoQFdXV+gwGC1nZGSEoqIijf+3VlwMcBxNap7DHFl4DoBuEshx9HYN/xUZLeXm5oZHjx6BfPQROEdH7dgHKjQUXwQH48HIkUJHolZsGIJhBGZkZISCggKhw6gzQ8PXW+dIUYQCGMtvI0R7N0FmNF/z5s3BcRwKmzTRmhVQ5PFjxBcW1qvl3ABLahhGcEZGRigsLBQ6jDozNaWJC91ipgCAEQD6s6Fh5VNPDCM0PT09ODk54YW5OZCQIHQ4vMiLikK8RAIXFxehQ1ErltQwjMBkSY2m15NwHODqKhuRKQDHGcoTGldXWbLDMOLk6uqKqMaNAUtLoUPhRW5kJDLNzdGgQQOhQ1ErVlPDMAIzMDAAABQWFsLIyEjgaOrG0BBo3Rq4d68AVlY2sLSkIzQsoWHEztXVFf+VlKDX9OlCh8KLIyNH4oIWjADXFBupYRiBcRwHQ0NDrZiCogiKiwvRqJERzMxYQsNoBjc3N2TeuQMsXy50KLx4dusWHOtZPQ3AkhqGEQVtKRYGIE/ODFllMKNBXF1d8fzRI+Dbb4UOpe6kUny4cSPaN2okdCRqx5IahhEBbUtqDA0NwbEhGkaDuLq64kpyMpCZSf9osmfPoE8Imvn6Ch2J2rGkhqmziIgIzJo1C948NnnKzMzEsmXL4ODggPj4eN6uK1aGhoaiSGo6duyIcePG1ekaBQUFGl8bxNQ/9vb2yDc0hKRBA41f1i1NSMAzAM6tWwsditqxpIZRcOnSJcyZMwccx8HIyAjdu3fH6NGj0adPH3h6emLGjBmIiYlRuE90dDROnjyJ7Oxs3uK4ffs2zp07h6SkJJXHr0pHjx7F2LFjwXEcmjZtisDAQAQGBmLw4MHw8fEBx3FYuXKlaJZ1W1lZwbyO3VRZUsNoIh0dHbh7eCB68GBAw//9Po+MRBTo3nL1DqlnMjMzCQCSmZlZ6TklJSUkPDyclJSUqDEy8ZBKpcTCwoL4+PgoHI+IiCAeHh7EwsKC3LlzR+G2CRMmEEdHR17jWLduHQFA4uLianS/2sSvSjk5OQQAGT58eLnbfv75Z7JixQpSVFRErl+/rtZ/c9u2bavxc6uMiIgIkpaWVqP71PfXHCMOQUFBZMmSJUKHUWfHjx8nTk5OQofBO2U+v9lIDVMOx3GwrKBXg7u7O9atW4fMzEwsXrxY4TY9Pf67A+jr69fqfrWJX5Wq6hMxb948ODs7Q09PD7q6umobrSkuLsayZctUcu2CggJWJMxoJHd3d1gdOgRs3Ch0KLVGCHB3ywl46tnhwoXXXb7rC5bUMDXSoUMHAEBkZKTAkdSO2OLX0dHB0KFD5cu61VVXM2/ePISFhfF+XYlEguLiYjb9xGgkDw8PlMTHAydOCB1KrSQkAJ6egN22fWgTI0HfvvRnLWmSrBRRJzXh4eEYPXo0/v7772rPvXr1KsaPH4+ZM2di4cKFGt+dVazu3LkDAPDx8an23MOHD6Nnz57o0aMHHB0d8d1335U7548//kDPnj3RuXNntG/fHieqeDNZtmwZOI6Dnp4e2rVrh8xarFCoLP7c3Fx89NFH6N+/P1xdXdGzZ09cunRJfvvw4cPBcRw4jkPjxo2RmZmJSZMmyX9OS0urcSy//vqr/P+nT5+Odu3aoWHDhvLC6NmzZ8PAwAAcxyE+Ph5PnjzBmjVr0Lp1a3zzzTfYuXMn3n77bTRp0gQzZ84sd/3KntuNGzfi+PHjAICgoCD4+/sjMzMThw8fxrBhwzB16lSF6zx79gyTJ09G//790bJlSwwZMgTh4eEA6EqnPXv2oGfPnujfvz8uXryIn376CZ6envD390dGRkaNnxeGEYq7uztup6eDaGAWQAgQEAA8egTYIQ3xUlcUFdGfBw6sRyM26psNq5mUlBSydetWoqenRzZv3lzluUlJSaRly5YkIyODEELI/PnzK50XVXVNjVQqJZmZmWr7I5VKaxyjMhwdHcvVpISFhZFWrVoRR0fHcrUY77zzjkJNTUxMDDE0NCSnT58mhBCyYsUKAoBcuXJFfs5XX31F/P39SX5+PiGEkJEjRxIjIyOSkJBACCFk8+bNCjU1Dx8+JG3btiXh4eG8xl9SUkK6du1Kli5dSgghRCKRkEmTJhFDQ0OFeJcvX04AkPnz5xNCCLl48SLp1asXyc3NrTYelKmpKSgoID169FA454svvihXQ7RkyRKFY8+ePSMASLdu3ciDBw8IIYScPHmSACBHjx6V36+mz21mZiYJCQkhenp65J133pFfJysrizg7O5OdO3cSQgjJz88nAwYMIFZWViQ2NlZ+XqtWrYi9vT3Ztm0bCQ8PJy9fviSmpqbk888/r/a5IYTV1DDikJOTQ7oBpKRZM6FDqbHz5wkxNCQEICQeesQPywhNZQgxMKC3azplPr9Fm9TI2NraVpvUzJ49m0yaNEn+861bt4ipqSnJyckpd66qkxrZ9dX1p6rfoy4cHR2Jrq4u8fHxId26dSPNmjUjAIiZmRnZvHlzuWSqbFITHBxMOI4j6enphBBC7t69SwCQbdu2EUIIiY+PJ7q6uuTcuXPy++zcuZNYW1uT+/fvE0IUP3ivXLlCRowYIU9c+Yx/w4YNxMTEhBQWFsqPPX/+nDRo0IB0795d4bpjxowhBgYG5MaNG2TQoEHk+fPnSsUDgDRs2JD06tWL9OrVi7Rs2ZLo6uoqnLN69epySU3Z5EMikRAAZNGiRfJzcnNzCQDy448/EkJq/tyWZmtrq5DUfPnll8TFxUXhnPDwcMJxHJkwYYL8WI8ePUivXr3IkydP5MlOx44dyaBBg5R6flhSw4iFt50diZw7V+gwamzzZkJMTQnRQR65AJBmuCxPakxN6e2aTpnPb9Hv/aRMsWhwcDDmzJkj/9nb2xt5eXk4c+YMhgwZosrwyjEzM6vVtEhdHk9VvLy8cPv2bQAAIQTXrl3D/PnzMXnyZAQHB2Pv3r2V3jcgIACXLl2CtbU1nj9/jgMHDgCgBaoAXeoskUjQtm1b+X3GjRtXYY+UkJAQ/PXXXzh//jyMjY15j3/Pnj1wdHSU78EEAA0bNkTfvn0RHByMrKws+TLnP/74AxcvXkSPHj1w7NgxNGzYUOl4/Pz8sH//fvnPCxYsULhd9m+dVDFOrKNTfsbYxMQEAJCfnw+gZs9tWWVfb3v27IGrq6vCMU9PT3h7e+Pw4cPl4iooKJD/HZmYmMhjYhhN0bRVK5zx8ICmbTDg4gIUFQFSxMEPxgA6yW8rKqK31weirqlRRm5uLh4/fgwbGxv5MT09PZiamiIqKqrS+3l6esLe3h729vZYzuNeHxzHwdzcXG1/1NW1leM4dO7cGUeOHEHjxo2xb98+HDx4sNLzDQwMYGtri+nTp+Obb75B+/btAbz+wJbVoBQVFVX72NevX8fNmzcREhKikvgTEhKQm5tb7j6Ojo4AgJSUFPkxa2trvP/++8jPz8e5c+dqHQ8ALF26VOFnWUJRUlJSq+vV5rmtTlXPTUZGRrnVWmV71FSVoDGMGHl4eKDrTz8BpWrqNEH37oBTCyk24gM0hRNkH+96eoCTE729PhAkqZk/fz769etX6Z/Q0FClryUbFbG2tlY4bmhoiLy8vErv9/DhQyQlJSEpKQnz5s2r3S9SD5mamqJnz54A6HNYmbCwMLRr1w5BQUFYvXo1WrVqpXC77O9LVrhb2pMnTxR+Xrx4MYYMGYLJkyfLR174jN/Ozg7Jycnl/r2YmZlBX18f9vb28mMRERGIi4vD3LlzsXjxYty4caNO8ZSmq6sLoO7JSE2e2+rY2dnh0aNH5Y6bmZnB1ta23NJt1niP0XQeHh7AixdAdLTQodQIxwFnvjyBQO4aMrjWMDUFDAzoCM3Ro/VnY1lBpp9++eUX3q4lewMv+40xPz8fVlZWvD1OfVPZN2xCiDwZqGoF1Pfffw8nJyf07du3wtt79eoFAFi9ejX69OkjP37nzh08f/4cdnZ28mM6OjrYtm0bOnbsiOHDh+PatWto0qQJb/EPGzYMJ0+exN69ezFx4kT5ubGxsRg6dKi8z0xubi4WLlyIv/76CwYGBjh27BgmTJiAW7duVdmLRiKRVBmTjGwaKSsrq9LfR5mRD2WeW2VH+IYNG4YVK1bgwoUL8PPzkx+PjY1FUFBQufikUinrUcNoNHd3d8QUFcFbA1dANTmwDsGtHDGxc2v06EETmu7d609CA2jB9JORkRFsbW3x/Plz+bH8/Hzk5OTA3d1dwMg0FyEEL1++LHc8Ozsbs2fPxoMHDzBkyBD0799fftuTJ0+QkZEh77NiYmKC2NhY+ZLeQ4cOAaB/N7GxsWjVqhUmTpyI/fv346OPPsKtW7ewc+dOrFy5Er179wYAJCcnAwDS09NhYWGBvXv3IjExEUOHDsWLFy94i//dd99Fq1atsGjRIvlU0/3793Hu3Dn5FJFEIsFbb72FGTNmwMzMDIaGhlixYgWioqLw7rvvVplsyLZlSEhIgFQqrfQ82d5ZFy9eBECnvfbt2yd/DmTPMwA8ffpUfj/Zc5yamgoASj23si8DycnJiIuLQ2pqKgoLC5GRkSF/3gFa99O0aVN8/PHH8m0wTp48ieTkZHzxxRfy85KTk/H06VMYGBjI62syMjLw7NmzSn9fhhEjDw8PhOfkoCQuTuhQaubpUyAkBBs5DgMHemLSJMDPr34lNADEu6RbxtHRsdrVT3PmzCFTpkyR/3zz5k1iYWEhX85aGtsmoWoHDx4kY8aMka+uat68OenatStp27Ytadq0KWnbti1ZsmQJKSgokN9n+PDh8vNbtmxJHjx4QCIiIoi3tzdxdXUlM2fOJCdOnCAtWrQgAwYMkC+TLiwsJPPmzSPW1takUaNG5P333ycvX74khBDy/vvvE0NDQwKANGvWjGzbtk2+LBwAsbGxIZs2beIlfkIIefr0KZkwYQKxt7cnffv2JaNGjZKvFCr9O3p6esqPtW7dWv44lbUknzlzJrGyspKf5+DgQDZs2FDp8z9//nxiYWFBRo0aRVauXEk2btxImjdvTr7++mty5coVYmdnRwAQXV1dMnToUHLs2DHi4OAgPzZ16tRqn1tC6NLsgIAA4uHhQdasWUPS09OJu7u7PM6OHTvKz42OjiZDhw4ljo6OpF+/fuStt94iiYmJhBD6Win9PLi6upKwsDDi7e0tP+bl5aWwsqwi9fk1x4iLVCol3iYmJGrvXqFDqZmiIiI5dYo0aNCA3Lt3T+hoVEKZz2+OEHFX8jk4OOCbb77BlClT5MciIiIwceJEHDt2DNbW1oiJicGAAQMQHh4OIyMjzJ07F3Z2dvj444/LXS8rKwsWFhbIzMysdOM+iUSCqKgouLm5yescGEYdXr58iSdPnqC1Bu6u+/jVzsbNmzev8X3Za44RE19fXyz47DOMHjNG6FCUI5UCUVF4bGKCli1bIi8vTyungZX5/Bbt9FNmZibWrFmDlJQU7Nq1Sz4kDwA5OTmIj4+XT3W4uLjgt99+w7Rp0zBnzhw0bNiwwoSGYcTOyMgIBQUFGrlqiBUJM9qip50dAt9+W3Pa8B4/DvTujcgHD+Dk5KSVCY2yRNunxsLCArNnz8bs2bPL3ebr66tQQwMAAwcOxMCBA9UVHsOohOzNqLCwUOMSBE2MmWEq0tjHB0bBwUBaGtC4sdDhVG/dOmDKFIRHRcHT01PoaAQl2pEahqmPOI6Tj9ZoEqlUypIaRms4e3sjQ08PeDWlKmopKUBoKDBtGh4+fEiXpNdjLKlhGJExNjbWuE68hYWF0NHRUaoDOMOInYeHB+KlUpBXm8uKWlwc8M47QMuWiIiIqPcjNaKdfmKY+srIyEjjkhpZPY26OlwzjCq5urrCRSrFtfbtYSt0MNXp1o3+AW0oWt+TGjZSwzAiY2xsrHHTTwUFBfW6OJHRLkZGRjB3dMSjW7eEDqVq2dnA1KlAUZG8LxSbfmIYRlQ0cQUUW/nEaJsPjY1h9/33QodRtTNngPPnAQMDREREoGnTprC0tBQ6KkGxpIZhRMbQ0BCEEF42pFQXltQw2sbA1RX6pbpri9KxY8CAAQDY1JMMS2oYRmR0dHRgaGioMXU1hBDk5+fD2NhY6FAYhjfmXl4wr2C7FVFhSU05LKlhGBHSpLqaoqIiSKVSNlLDaJWmnTvDqLgYEOuXC0KAhQsBf38AtNN+fa+nAVhSwzCipEm9avLz82FkZCTfyJJhtIFzp84wBvDn3wQXLoiwuTAhdCn3q+0C2EgNxd6FGEaENKlXTUFBAZt6YrRKQgLQy78J2sEUP310AX37Ap6e9LhovPkm7SQM+sUiLi6OJTVgSQ3DiJKsV40qVkB9/PHHcHJyQl5eHi/XY/U0jDYhBAgIAGJjOfwAXfQr2IOiIuDRI2DgQJGM2EgktJ7GxwcAEB0dDVNTU9jair6rjsqxpIap0OnTp+Hv74+ePXvCzc0NHMeB4zh8+eWXQocmOvfu3cPnn38OPT096OvrIzAwUP6ne/fuMDAwwIgRI2p0TSMjI0ilUhQXF/Mer5mZGSwtLXnbDVs2/cQw2uDiRSA+HigpAR6jMZojEgD9OTaW3i64mzdpduXrCwDy7RFY80uW1DAVOHToEIYPH45ffvkF586dQ1RUFM6fP49mzZoJHZpKbN++HfF1aIfu7e2NJUuWoF27dmjQoAFCQ0Plfy5evIgzZ87UuDEdXyugkpKS8M8//ygcW7RoEW7dusVLszxCCJt+YrRKTAwg2+0jCq7wRKz8NgMDervgTp8G+vUDXn0xYfU0r7Gkhinnxx9/RL9+/dChQwf5MT8/P6xfv17AqFSjuLgYy5Yt4+VaDRo0qPB4t27d8Oabb9b4enysgFq6dCkkEkmdrlGVwsJCEEJYN2FGa7i4ALIWUZfhDymy5LcVFdHbBffJJ8Cff8p/ZHs+vcaSGqacZ8+e4datW8jOzlY4PmjQIFhZWQkUlWrMmzcPYWFhKn+c4cOH1/g+dd0Das+ePVi7dm2t768MWdM9tvKJ0RbduwMtWwJ6esAljMMY5AEogJ4e4OREbxdUbi5w5QpQ6r2Y7c79GnsnYsrp27cvEhIS0L17d9y+fVt+XEdHB/PnzwdApzDMzMzAcRzOnDkDAFiyZAlMTU3lxwoLC7Fr1y4MGjQI06ZNw+7du9GoUSOMGjUKZ8+exeTJk+Ht7Y379++jVatWcHFxwctXza5u3LiBYcOGwd/fHy1atMCMGTPw4sULhThfvnyJGTNmoFevXnBycoKVlRVcXFzQu3dv/PfffwCAqKgoDBkyBH379oWDgwPeeust5OTkAAA2btyI48ePAwCCgoLg7++PzMxMAEBYWBhGjhwJPz8/2NnZ4eeff67Vc3nz5k1cuHABAPDHH3+gYcOG4DgOW7ZsAQBs2bIF1tbW8mOFhYXYs2cPevbsiYkTJ+L69euYOXMmXFxc4O/vj4yMDIXrnz17FgMGDJDXPv36668AgGvXrsn/f+nSpfD398fZs2dx9+5dzJgxA97e3grXKSkpwTfffIO+ffuidevW8PX1RUhIiPz206dPIygoCObm5khJScGCBQvQuXNntGvXDtHR0bV6bhhGjDgOOHoUcHYG9PUdMBYG6KT7H1xc6HHBy1ZOnQImTZIHIpFIEBkZyUZqZEg9k5mZSQCQzMzMSs8pKSkh4eHhpKSkpHYPUlBASGbm6z95efR4Xp7i8YICejwnR/F4YSE9np2teLy4WPZLKN6fZy9evCC+vr4EANHV1SXvvfceefr0abnzdu3aRQCQ06dPy4/t2LFDfuzly5fk7NmzxNDQkPj6+pL169eTBQsWkDlz5pCrV68SHx8f0qRJE/L999+TDRs2kEGDBpHc3Fxy48YN0rhxYxIVFUUIISQ+Pp44ODgQX19fhb+TAQMGkOHDhxOpVEqKioqIn58f0dHRIdHR0YQQQqRSKXFxcSGLFi0ihBBy69YtAoAsXbpUfo3NmzcTACQuLk5+LCIigrRr146kpqYSQgjZunUrAUB27NhR5fPWq1cvYmFhoXBs3rx55Pz58/Kfr169SgCQzZs3y49dvny53LFWrVoROzs7snLlSiKVSsnLly+Jqakp+fzzz+XnHD16lNja2pKEhARCCCGrVq0iAMju3bsJIYTExcWVu+6ZM2dIq1atiKOjo0KcY8eOJTNmzJD//PXXXxOO48jevXvlx2bOnEkAkNWrV5OSkhIilUpJx44dSYcOHap8XpRR59ccw/BMKiXk/HlC9pg3Jqe7DSVSqdARvTJ7NiGzZsl/fPToEdHX1ydFRUUCBqUeynx+s6SmAnV+g120iBBam07/TJ1Kj0+dqnj81YctGTBA8fj69fR4q1aKx48cocfNzBTvrwIFBQVkwYIFxMDAgAAgZmZm5NdffyXSUq/s06dPl0tqKjpmb29PBgwYUO4xJk6cSCwtLUlubq7CcT8/PzJt2jSFY3/88QcBQNa/em5iYmIIAPLbb7/Jz5ElH7IP9czMzHIfzNbW1mT69OnynytKaiZMmEB+//13hce3sbEhnTp1quzpIoTQpEZXV5f06tWL9OrVi/j4+BCO4xSSmooSjYqO9ejRg/Ts2ZNcv35d/mbVsWNHMmjQIPk5Li4u5Ntvv5X/HBMTQ2xsbMimTZsqvS4hhLz55psKSc2JEycIAJKUlCQ/VlRURBwcHEiLFi3kj//VV1+Rst+DJk+eTIyNjat8XpTBkhpGrLb16EEiy3wJEJSbGyH798t/DA0NJZ6engIGpD7KfH7rqWlAqH75/HNg3rzXP8tK6VevBpYvf31cVly5dy/tOyAjWx579Soglb4+bmJC/5uUpHh/FTA0NMSSJUswefJkzJ07F4cOHcKHH36ImJgYrFq1qkbX0tXVrXDllK6uLiwsLGAi+70ApKSk4MKFCxg6dKjCuWPHjsWMGTNw+PBhTJs2DVlZtHgvNTVVfo6s3kfWq8Hc3ByXLl1Chw4dUFhYiH379qGkpKTaZdKnTp3CvXv3sHPnTvkxCwsLpepbTE1N5dNxABAaGlrtfSoiq1ExMDBAfn4+9PX1YWJiIo8hKioKMTExaNu2rfw+zs7OSEtLq/ba+rJ/j6/s2bMHxsbGsLOzUzjnjTfewKpVqxAREQFvb+9ydTOEEOjp6WlMk0CGqQ39bt3Q7PJl+l4sdO1Ybi7QrBnQu7f8EFv5pIjV1KiCoSFtXS37I1vuamyseFyWlDRooHjcwIAeNzVVPK73Kgcte38VcnNzw8GDB7Fjxw4YGRlh9erVCA8PV9njPX78GACQm5urcNzKygrm5uZIfrVrro+PD1q3bo2NGzciJSUFUqkUO3bsQLdu3dC1a1f5/dq0aYMffvgBkyZNgo2NDaysrKptaJeWlobPPvsMZ86ckf+JiYnB3bt3a/z7BAYGws/Pr8b3kym7AkoWuyx54WMn74SEBBQWFqKkpEThuKOjIwDIn/OyCgsL6/zYDCN2tgEB2G1oKI49oBo0AM6ckW+NAAD3799H69athYtJZFhSw5SzdOnScseCgoLw2WefAYD8w10VjZ5kowUxFTSDMDU1hZOTEwA6knH48GG4ubkhKCgI/fv3R6NGjXD48GH5iEJmZia6dOkCQgh27NiBfv36KRWDhYUFgoODyx3nI5mr6XNW2Qooa2trAMCdO3fK3fbkyZMaPYadnR2kUini4uIUjpuZmQGA/DkvSzaCxDDarHW7dpiWm4sMMSTxf/8NnDuncOjOnTvwedVZmGFJDVOBM2fOICUlpdxx2Td3Z2dnAJBPG1XUS6XsaEhloyNlj9vb26Ndu3YIDQ1VaOOfm5uL1NRUBAUFyY+tXbsWX3/9Nc6ePYuTJ09i+fLlMC/1Debvv//GvXv38Omnn1b6u1aUZPTs2RO7du3CN998Ix8JiYiIwPLSU4cVkEgk1Y4CKfucyf6/sl417u7uaNq0KTZu3KjwPOXk5ODgwYOV/m4VGTZsGABg165dCsdjY2PRvn17uLq6losPoEmNnh6bwWa0m6WlJWZZW+PlwoVChwL8+itQauS0uLgY4eHhLKkphSU1TDkFBQUYPnw4oqKi5MdSU1OxcuVKjBw5Eh07dgRAp6YMDQ1x6dIlAHRkZNu2bQCA9PR0AHSKIjMzE1FRUeU+FJ89e4Znz56VW6r9yy+/IDc3F59++qn8Pj///DMCAgLktTZZWVn46aefEBgYCHd3d3h6esLHxwcDBgzA3r17AbxOIK5fvw4AuHz5MjIyMpCfn4+kpCQUFRXJRzySk5MRFxeH1NRULFq0CEZGRli8eDHMzMzg6OiINm3aYPr06ZU+Z8XFxUhISEBOTk6VdS2NGjVC06ZN5c9ZYWEhNm3apPCcyeJJTU1V6CqckZGBZ8+eAaAjVd9//z2Sk5MxfPhwXLhwASdPnsSUKVPkSYqVlRU4jkNycjKKiopw8+ZNALRuKSMjQ54sDRs2DH369MGKFSsQEREBgHYi3r17t3xZOPB6BOjp06cAaFIjWx5furaJYbRNCwcHmBw9KmwQOTnAnTsKjXIiIiJgYGBQ6WhqvaTaWmXxUcvqJw3Xq1cvAoAAIJ6enqRz587E09OTfPXVV6RQttz8lXXr1pGGDRuSwMBA8s0335DDhw+TJk2akA8//JDcvn2bODk5ya/l7u5O0tPTCSF0dY/seNOmTcmJEycUrnv06FHi6+tLPDw8SL9+/chnn31GCsosYZ81axZp1qwZMTMzI3p6evLr6ejokPv375O8vDwyZMgQ0qhRIzJp0iSyY8cO8sYbbxBXV1eyZ88eQggh+fn5JCAggHh4eJA1a9bIr33hwgXSqVMnYmBgQNzc3Mi+ffsqfb42bNhAHB0d5Y9vaWlJZs6cWen5Bw4cIM2aNSN9+vQhn3zyCQkLCyOWlpbknXfeIRcuXCCtW7eWX6t169Zk69atxMvLS37My8tL/vewYcMG0rJlS2JqakoGDx5MIiMjFR7r888/J02bNiWffvopycnJIaNHj5Zfx8nJidy9e5cQQkhWVhaZNWsWsbe3J/7+/iQwMJBcuHBBfp3p06cTHR0dAoDY29uT0NBQ0r9/f/nz7uDgQK5evVrp71yd+v6aY8Tt5+nTSZGu7ut2G0I4cYIQBweFQ//88w/p2rWrQAGpnzKf3xwhothzVG2ysrJgYWGBzMxMhamK0iQSCaKiouDm5sbbpn8Mv548eYIZM2Zg37598ikQqVSKjIwMLF26FN27d8cbb7whcJT8uHv3Llq2bCmvcREDqVSKsLAweHl58bJFAnvNMWK27Z9/MHTyZJhfvQqU2j5GrR48AG7cAN55R37ok08+QU5ODn7//XdhYlIzZT6/2fQTo5FmzJiBHj16KNR06OjowMbGBl26dEGXLl0EjI5fdd0uQRUKCwvBcRwMZCv1GEaLefv4YLKBAYiDg3BBtG6tkNAArEi4IiypYTRSeno69uzZg8jISIXjt27dgqWlpVbtKF66P41Y5Ofnw9jYWCUr4BhGbDw8PBBcXIyEVzVkaieRAB07vu5R9gpLaspjSxcYjXTw4EEsX74cb7zxBnR0dODo6AgXFxeMHTtW6aXbmsLY2FheICwW+fn5MJI1iWQYLWdgYICJ9vaw6tcPiI1VfwD37wMREUDTpvJDT58+RVpaWrl93Oo7ltQwGsnKygrfffcdvvvuO6FDUbkGDRogLy8PhBDRjIzk5+fD1NRU6DAYRm2MfHxgHhwMZGcD6q5vu3gR6NLldQNW0FEaZ2dn9josg00/MYzIGRoaguO4CvvVCKWgoADGsk7ZDFMPOPy/vTuPaura/gD+DQRkCnMBEQUZREBwgoIT8JxQEO1PfA4dHGtr9Tm09jnU2Wq1tVhredJaK+pzrBVrtVXbij6BOlZwQiugKMgkBMMQCJCc3x+R1ECYlHBD2J+1WC7Ovbl350qSnXP3OefVVyE0MACeTY3QqhITgVozk9OtJ9UoqSFEw/F4PBgZGdVZOoIrMpmMkhrS7nh7e+Manw88m/eqVa1ZA7z9tlITJTWqUVJDSBugScXCFRUV0NXVpSUSSLvi7e2Nt8RiVM6e3bonLi+XL2L53IKzgDypeX5BWyJHSQ0hbYAm9dSIxWIa+UTaHUdHR0gMDZFx4kTrnvj4cSAoSKmpoqICd+/epZ4aFTQ6qUlJScG4ceOwZ8+eRveVyWRwc3MDj8cDj8dDjx49WiFCQlpHTU+NJsyVKRaLYWxszHUYhLQqHo+Hvh4ecJs0CXi2VEirqCkSfk5KSgoEAgE6czlvjobS2NFPubm5SEpKwrFjxzBq1KhG9z969CjCwsLg5OQEAIr1iQjRBgYGBpDJZJBIJJwPpS4rK4ONjQ2nMRDCBZfevZH74AE6/vEHMHZs65w0MRFYuFCpqaaehnpL69LYpMbOzg5vvPFGgyssP+/777/HgQMHoKOj0Z1PhLwQHR0dGBoaQiwWc5rUyGQy6qkh7Za3tzeSTp5Ex8TE1klqKiuB9HSlRSwBKhJuiMZnAE0pRoyPj8f3338PFxcXrFixApWVla0QGSGty8jICGKxmNMYKioqoKOj0yLrPRHS1nh7e+PnsjJAJGqdE+rrA0+eAF26KDVTUlM/jU9qmsLa2hq7d+9GcHAwNm7ciH79+nH+5k9IS9OEpKasrAxGRkbU7U3aJW9vb2wTClG0aVPrnPDSpTozGDPGKKlpACdJzcKFCzF06NB6f040s7rcw8MDkydPRkxMDP744w+kp6dj/fr1jT7GwcEBDg4O2Lx588s8HaJGfn5+mDBhAtdhqMVXX30FGxsbZNVaz6U+NUkNl8XCdOuJtGeWlpbo0qULHm/eDKSkqP+Eq1YBp04pNWVlZaG4uBheXl7qP38bxElNTWRkpNqO7efnh9WrV+PAgQMNJjZ37typd+ny9mz9+vX4z3/+g5ycHEWboaEh7OzsMHjwYKxYsQKOjo6tFo+FhYVG/D/961//woEDByAUChVtxsbG6NSpE0JDQ7Fs2TJYW1s365hGRkYwNzdXWmm8IYaGhqiurkZVVRVnq2OXlZXB7rn1Zwhpb/z9/aFz7BhgYAB4eqrvRFIpcOEC8MknSs3Xr1+Hu7s75wMGNJVW3H6qbciQIZBIJFyH0SYtW7YMf/31FwwMDODk5IQLFy7g119/xeDBg/Hdd9/h1VdfxaNHj1otnl9//RXffvttq52vPlFRUbh48SIA+Zva5cuX8dNPP8HDwwNbtmxB//79UVJS0qxjzpgxA/fu3WtykqCrqwsDAwOIxWLs378fGRkZzX0aL0Umk6G8vJx6aki7FhAQgETG5KOS1OnWLXli4+Oj1Ey3nhqmlUlNZmZmk4aBE9UEAgFeeeUVmJmZISAgAAMHDsSOHTsQFhaG/Px8fP7551yHyAkXFxcA8pF5fn5+GDx4MI4cOYKePXsiNTW1VZIvIyMjiEQiTv4PysvLoaury1kvESGawN/fH98/fgz2xx+ATKa+E5WVATNmKC1iCVBS0xiNT2qkUilktf5w7t69C19fX8WtgJUrV+L48eMAgIcPH2L37t1YtmxZq8f6IhgDEhKAXbvk/2rA3GoAoHJofGhoKADgfq3CtfZC1TXR1dXF8OHDAbTOdTEyMsKKFSuQlJSk9nPVRkXChAB9+vRBfHExSsLDgdJS9Z2of3/gyy/rNFNS0zCNTWpEIhGioqKQk5ODQ4cOIfG5rr7S0lJkZGQoVi0uKirChAkT4OXlhc2bN2PHjh1tYrG9hw8BDw9gyBBg7lz5vx4e8nZNVHPbqXv37igsLMSXX36J3r17Y9euXVi0aBEEAgG2bNkCQF5QumDBAoSEhKBTp04YO3Ysnjx5AgDw8fFROfPzsmXLoKenBwcHB5SXl+PkyZMYPXo0ZsyYoRRHfn4+pk2bhmHDhqFr164ICwtDyrOivcuXL8PZ2Rk8Hg9Tp04FANy8eRNOTk5KbQBw8eJFBAUFoX///jA2Nm5ybUtD16VGWloaxo8fjyFDhsDJyQmTJk1SKghOT0/HokWLFHU4EokEhw8fRmBgIIYNG4YrV65g9uzZcHV1RXBwsCKB/+GHHxAfHw8AmDhxIoKDgyESiZCbm4sxY8YgKCgINjY24PF4SEhIeKHnUx8qEiZEXtvWo1cv/BIWBqiz3m/BAiA7W6mprKwMqamplNQ0hLUzIpGIAWAikajefaqrq1lKSgqrrq5WWxwyGWPu7ozx+YzJ+2fkP3w+Y927y7dzydHRkfn4+Ch+j4uLY8bGxszCwoJlZWWxR48esW3btjEAbOTIkez48eNswoQJbPfu3Uwmk7Hhw4ez2NhYxhhjOTk5zMHBgYWEhDDGGKuqqmKDBw9mAFhBQYHSeYOCglhBQQETiUTs+PHjjM/nsylTpii2FxcXMxcXF3bw4EHGGGPl5eVs+PDhzMLCgt2/f58xxphEImHm5uZKj5NIJEwgECjaZDIZs7e3Z3/99RdjjLGMjAzWsWPHRq8LADZ69GjF7wcPHmQ6OjrMxcWFlZSUMMYYe/ToEbOxsWEJCQmMMcYKCwtZr169mKOjI3v69CljjLGLFy+yf/zjH6z2S9DT05M5ODiw48ePM8YYe/r0KTMxMWFLly5VXLuVK1cyAOzBgweKx02cOJF98803jDHGxGIxCwoKYvHx8Y0+n+a4desWEwqFLXrMGq3xmiOkpcyePZttHzOGsWXL1HOCzEzGdHQYKy5Wao6Li2MODg7qOWcb0JTPb43tqdF2iYlARgZQXa3cXl0tn5ZA3TVoTZGdnY3XX38dgwYNwuLFi/Hmm2/i+vXr6NSpEzp37qy47TJo0CCMGjUKBw8exOTJk3HmzBmIRCL83//9HwB5DcrEiRNx+vRp3LlzB3w+X3F7MC4uTnG+1NRU9OnTB1ZWVjA1NcWoUaPqTMf/2WefgcfjKYZ5GxgYYMuWLXj69ClWrFgBANDX14eZmZnS4/T19WFpaan4vaCgANnZ2cjPzwcgX6xudhNX37158ybGjx+PgIAAbN26Fe+//z4uX74MExMTAMBHH30EHx8fDHg2C6ilpSU2btyIhw8fYtOz+S38/f3Rr1+/Ose2srKCi4uLoibMzMwMHh4eSE5OBgDw+XyVPUo3btxQPBdDQ0OsXr26RW8TSaVSKhIm5JmAgADc/OsvYO9e9ZwgMRHo2RMQCJSaExISMHDgQPWcU0to7DIJ2i4tDdDTA1QN0tLXl2/n+m+3U6dO2L9/f73bdXV1AQAdO3ZUao+Li8ODBw8QHBysaHv69CkcHR2RmZkJDw8PDB48GJ6enoiKisI///lPAMD27dsxa9YspWPVnlH68OHDcHNzU2rz8PCAt7c3Tp482eTnZm1tDT8/P4wYMQKLFi3CvHnzsHz58iY91sfHB99//73KbVKpFLGxsZgyZYpSe0hICExNTXHy5EmsW7cOgOrZslXV7dQsZllDVaFuaGgoVq5cibS0NKxYsULp2reE8vJy6OnpNWmGb0K0nb+/P96/fx9fVleDl5UFODi07AkSE1V+ACQmJtIgmEZQTw1HXF3ly3qoUlkp395WPXnyBD179sS5c+cUP8nJycjIyFD07gDyuV/Onz+PmzdvoqKiAllZWejWrVuDx3748CHKysrqtDs6OkIoFDZ5KD+Px8Pvv/+OqVOn4uOPP4ajoyOio6Ob90RVKCgogFgsrjfG7Fr3yJuKPVdBriqp+eyzz7BlyxYcP34c7u7umD17dotOa0BFwoT8zc3NDTJjY4jd3NTTrT5yJDB5slKTVCrFH3/8oegBJqpRUsORAQOArl3rjNYDnw84O9dZv6xNMTMzw6VLl5CXl6fULpFIlEYITZ48GWZmZoiKisLhw4ebNHNwp06dkJ6eXqddIBDA3t5esSZRUz58TU1NERUVhdu3b8PX1xezZ8/G4cOHG31cQ6ytrdGhQwekpaWpjNHZ2fmljg9A5bpLPB4P8+bNQ3p6Ot577z1ER0fjgw8+eOlz1aAiYUL+xuPx4O/vj5MjRshHKbW0kSMBX1+lplu3bgGQL9VA6kdJDUd4POD0acDFRX67ycRE/q+rq7yd6y/EMpkMUqm0SfuyWuPQAwMDUVxcjIiICDx48ACA/ENxzpw5SvUgxsbGmDp1Kvbt24cffvgB4eHhjZ5r9OjRePz4cZ2RPffv38fEiRMVvxsZGSlGx6mKNTc3F1FRUQCAbt264dSpU3B0dMT58+frPXfN1AINXRddXV2Ehobi4sWLdSYpfPDggVKMqtS+lqrUJDXVzxVk1dw6Mzc3x1dffYVJkyY1+Fyaq6anhhAiFxAQgB8LCoCWnmH7zBlAxS2mxMREBAQEvPAozfaCkhoOOToCd+7I/4a/+kr+b0pKnQVZW51IJMKTJ0+QmZmpVMtRW01h6t27d5XaR40ahQEDBiAxMRHOzs5wcHCAjY0NDAwM0KXWk5szZw7EYjFeffVVRY1ODYlEAqFQqHTLZsmSJbCzs8OHH36omMH3zJkzyM7OVpqbyNvbG1evXlWs2H7w4EEUFRWhsLBQsc/atWtx8+ZNAEBlZSWkUikCAwPrfb41vS9paWl15k563rp162BkZIR58+ahqqoKABATEwNbW1u8++67iv1qlqJ4/vllZ2cjLy9PKbkRCoWKaw1AUTydnp6OBw8eIC8vD0ePHsWBAweUrl1Dz6U5pFIpKioqKKkh5Dn+/v74KzERMDcHmjmbeIPi44FaAx0AKhJustYZiKU5NGVIt6Zat24ds7OzYwAYAObg4MAiIyPr7Pf9998za2trBoDxeDwWERGhtP3p06ds2rRpzNTUlJmbm7O5c+cyiUSi8pxjxoxhubm5Sm2FhYXM3d1dEYefn59iW2pqKgsPD2eOjo5s6NCh7K233mKZmZlKj09NTWU+Pj7My8uLvfvuu+z27dvM3d2dDR48mB05coTl5OQwAExXV5f16dOH+fv7sy1bttR7XWbPns0sLCwU8bi4uLB9+/bVu/+VK1dYUFAQc3Z2ZsOGDWOzZs1iRUVFiu0LFixgfD6fAWD29vbs1KlTzMvLS3F8Ly8vlpSUxLy9vRVtPXr0YBKJhJWXl7PAwEDm6urKoqKiGGNMca3c3NxY//792axZs1hZWVm98TVHcXExS05ObpFj1ac9v+ZI21RYWMh4PB6r7tyZsd9+a7kDDx3K2H/+U6e5S5cu7Pfff2+587RBTfn85jGmKXPYto7i4mKYmZlBJBLVu1CiVCrFvXv30K1btzq9B4RoAqFQiNzcXHiqc0G9Z3Jzc1FaWgpXNVav02uOtEXu7u6Is7dHp6AgYPXqlz9gdTVgYSGfXv65CfYyMzPRtWtXPH36VDF1RHvUlM9vuv1ESBtkYmICsVisVFejLlQkTIhq/v7++NPICHi22O1L09WVr8z93EzrgLyeplevXu06oWkqSmoIaYP09fVhYGCAUnWuPQN54XJpaSklNYSoEBAQgG8rKoBjx1rmgHl58tEitXorExISaCh3E1FSQ0gbJRAIFMXS6iKRSFBVVUXfEAlRwd/fH/F//glZejqgYqqJZluwAPj88zrNiYmJVCTcRJTUENJGtUZSIxKJIBAIVM50TEh75+PjA4lEAtHatfIhrC+DMXktTa0emeLiYty4cYN6apqI3qkIaaMEAoHa62qKi4vrLcgjpL3T09ND3759kfTKK8Cvv77cwR4+BHJzgVdfVWq+ePEiHB0dYW9v/3LHbycoqSGkjdLT01NrXY1MJkNJSQklNYQ0ICAgAMdLS4F794DMzBc/0O3bwD/+AdSqX6N6muahpIaQNkwgEKC4uFgtxy4rK4Ouri4MDQ3VcnxCtEFgYCCOx8eDvfWWvKflRYWFqeztoXqa5qGkhpA2TJ11NTVzQdAiloTUb8iQIXj8+DHuLloE+Pm92EEqK4GtW4FnM5DXqKqqwsWLF6mnphkoqSGkDRMIBCgvL1dLXQ3V0xDSOGNjYwwdOhSnDx4EZs8GmrhmnpKEBGDjRkBPT6n5+vXr0NfXb5VJNrUFJTWEtGE1dTUt3VtTVVUFsVhMSQ0hTRAeHo6jv/8O7N8PXLvW/AOcPClfmbtWr2hCQgL69+9Pow+bga4UIW2cOm5BlZSUwMjICHq1vjkSQuoaNWoUEi9dgmTgwBcbBfXLL0BoaJ3muLg4DBo0qAUibD8oqSGkjVNHUkO3nghpOnt7e/Tp0wd/Wls3P6mprgaGDweGDlVqfvr0KU6fPo2IiIgWjFT7UVJD2r0PP/wQzs7OEIvFXIfyQlq6roYx1uCCcYSQusLDw/FdXh7wzjvNeyCfD3zxBWBmptT8448/wsvLC25ubi0YpfajpIYoSUhIgIuLC3g8Hng8HrZv315nn8ePH8Pf3x+6urrQ0dGBn58fcl9mKGMzjB07FgKBQBGfjo4OTE1N4ePjg5UrV6KsrKzZxxQIBDA3N2+zq0Pr6enB0NCwxXprKioqIJVKaWkEQpph9OjROBQfj4qICPnswE313nvA6dN1mg8dOoSJEye2YITtAyU1RMnAgQORnp6O7du3g8fjYe7cubhYawXaTp064dKlS1iyZAkWL16MK1euwM7OrlXii42NRWxsLABgzJgxuHLlCg4dOgQzMzN8/PHHCAkJgbSZow9WrVqFa9euoUOHDs2O55NPPmn2Y9RBIBBAJBK1yLGKi4tpaQRCmsnHxwdWVlbImD1bvoZTU0gkwJ49QK3ZggsLC3HmzBmMHz++5QPVcvSuRVSaOXMmunTpgsrKSkRERKjsiXFxceGka9TFxQUA4OTkhL59+2LkyJE4efIkbG1tkZiYiGMttWJuI0QiEbZt29Yq52qMlZUVhEJhsxM6VejWEyHNx+PxEB4ejricHPlopqY4fx6wsAB69FBqjo2NRZ8+feDk5NTygWo5SmpIvbp06YLw8HBkZ2dj3LhxqKo1MZSOjg4n3+ZVndPExASBgYEAgPv376s9hurqakydOhWPHz9W+7mawtjYGAYGBhAKhS91HJlMhtLSUkpqCHkBo0ePxpfXr4M9eAA8eND4A06elI96qjWU++DBg5gwYYKaotRulNRwjDGGhEcJ2JW8CwmPEsCacy9WzXR0dLBv3z54enoiMTER8+bNa3D/+/fv4/XXX0dwcDDs7Ozw73//G1KpFMnJyYo6GGtra9y6dQsbNmxAhw4dwOPxYGtri1+fjRiYO3cueDwefHx8mh3vo0ePAADdu3dXtF29ehWjR49GcHAwnJycMGvWLBQVFSm237hxA7NmzYK3tzcAoKioCLt27YKvry+mT5+OX3/9FW+//TYcHBwQEREBiUQCAPj000+RlJQEAAgODsbIkSMBAH/99ReGDRuGQYMGwdzcHDweD1lZWc1+Li/C2toaBQUFL3WM0tJS8Pl8GBgYtFBUhLQfQUFByCktRUnfvsCJE40/4IMPgKVLlZry8vJw/vx5/POf/1RTlFqOtTMikYgBYCKRqN59qqurWUpKCquurlZrLBlFGcz9K3em/7E+M/nEhOl/rM/cv3JnGUUZaj1vUwUFBTHGGEtNTWWWlpYMANuxY4die0xMDIuJiWGMMZafn8969OjB0tLSGGOMnT17lvH5fLZhwwbGGGNJSUmMx+OxpUuXKh7/7bffMgDs6NGjSuf19vZmJSUl9cb14MEDBoDNmzePMcaYTCZjkZGRDADr37+/4v/t6tWrzMbGht27d48xxlhGRgbr3Lkz8/X1Vexz7tw55unpyRwdHRXHr66uZgKBgHl5ebGEhATFNeDxeOybb75R7Ldq1SpW+yUUEBDATp8+zRhjTCgUMnd3d5aZmVnvc2lJVVVV7OrVq0wsFr/wMVJTU9mjR49aMKqmaa3XHCHqNm7cOPbphx8yJpU2vKNIxNjTp3Wao6Ki2KBBg9QUXdvWlM9v6qnhCGMMIXtDkC5MR6W0EqWVpaiUViJdmI4R+0ZoVI+Nq6srDh06BF1dXcyZMweXLl2qs8+XX36JsLAwRb1LcHAwevXqhS+++AIA0KtXLwwePBinn6vyf+utt2Bubq7UduHCBbz55ptNGnlz9uxZjBs3Dr6+vjh27BjWrFmD3377TTGKacGCBRg9erSi7sfR0RHLli3D1atXERMTA0D+zapXr15Kx9XV1YW5uTl8fX0Va664urrC2toaycnJDcZ048YN5OfnAwAsLCywZMmSVls7ic/nw8LC4oV7ayoqKiASiWBra9vCkRHSfowePRqH4uKAq1eBtLT6d/zvf4Fx4+o0Hzp0iG49vQRKajiSmJmIjKcZqGbKc4tUs2rcL7qPxMxEjiJTbejQoYiMjIREIkFERATy8vKUtsfFxeHo0aMIDg5W/JSUlMDQ0FCxivS0adNw7do13Lp1CwAUx9i/f79ijpi9e/di8uTJTYpp8ODB+OGHH/Dnn3/if//7H1auXAkjIyMAQE5ODhISEuoUMteMJjj5XCGfqllzVdXtGBkZoby8vMGYQkNDMX36dLz//vvIzc3F1KlT0alTpyY9n5bwyiuvoLCwEDKZrNmPzcvLg6WlJfT19dUQGSHtQ2hoKK5fv47SzZuBLVvq3/HoUSAkRKkpKysLFy5cwDgVyQ5pGkpqOJImTIOeruop6PV19JEmbCDD58j8+fMxbdo0PH78uE7h8JMnTzBlyhScO3dO8XP37l1kZGQoik7Hjh0LU1NT7N69GwCwdetWxMTEoLi4GIcOHUJ5eTlKSkpaZHh4TX1N7XlrLCwsYGpqiuzs7Bc6bmM9aPv27cPSpUuxfft2ODk5YfXq1a3a62ZiYgJdXV08ffq0WY+rqqpCYWEh9dIQ8pKsrKwQGhqKHVVVwIED8mHbtcXHA5cvA1OmKDUfPnwYgYGB9Dp8CZTUcMTV0hWV0kqV2ypllXC1dG3liJrm66+/Rr9+/ZCQkIB169Yp2s3MzHDixIk6H+D3799XFNcaGhpi4sSJ2LdvHwoKCiAUCvHaa6/Bz88P27dvx5EjR1qsOK6mdyRNRfeviYkJnJ2dW+Q8tenr62PNmjVITU3FmDFjsGbNGnz++edqOZcqNcXYzb0FlZ+fDxMTE0VPFyHkxW3cuBFLf/4ZlcbGqguGb98Gli0DXnlFqZkm3Ht5lNRwZEDnAehq3hV8Hl+pnc/jw9nCGQM6D+Aosr+pmnZfX18fsbGxcHBwUPSGAEBgYCAuXLiAWbNmKWa2ffz4MZYuXao0qd306dORk5OD8ePHY9asWQCAt99+GxcvXsS3336LUBWLutVWc2uloTlZHBwc0Lt3b5w4cUJp+YOysjLk5eU1+sbRlN4VVbUyy5cvByBfC+bQoUPo168fzp8/3+ixWpK1tTVKSkoUyWRjpFIpnjx50moTKBKi7Tw9PTFl6lR8Y20NqBpJOGsWsHixUlNKSgquXbuGsWPHtlKU2omSGo7weDycfvM0XCxdoK+rDxM9E+jr6sPVyhWn3zzdasWl9SkpKUFKSgpKS0vrbLOzs8OPP/4IQ0NDRdvChQthZWWF7du3w9LSEo6OjnBycqrT8+Lv7w8PDw9UV1fj1VdfBQBMmjQJxsbG6N+/f5OWKqjpfbl3716D+0VGRqKsrAyLFi1SJCmbNm1CSEgIwsPDFfvl5ORAKBSioqICACCRSFBQUKA04WBlZSVKS0uVaoksLS0BANnZ2UhOTkZ5eTm2bduGs2fPApAnC9XV1Yr5c1qLnp4ezMzMmtxbU1hYCH19fQgEAjVHRkj7sWbNGnyUmorzz7+upFJgyBCg1oCDyspKTJ48GXPnzoWVlVXrBqptWmMYlibRpCHdjMmHI8c/jGcxSTEs/mE8k8lkaj9nYzZs2MDs7OwYANaxY0e2bt06lfvt37+f7dq1S/H77du32ZAhQ1iHDh1Y586d2ddff63ycZ999hk7duyYUtv06dMVQ68b8tprrzFjY2MGgAFgXl5e7MyZM/Xuf/r0aebr68u6d+/Ohg4dyhYvXswqKioU28eNG6c4lrOzMzt37hxzcXFRtPXt25clJSUxNzc3Rdvw4cMZY4wVFBQwX19f5uvryw4cOMAYY6xDhw4MAOvRowcLCAhgH330EZM2NrRTDYqKitj169cbPbdMJmM3btxghYWFrRSZajSkm2ijdevWse329ix13pcsJoaxu8v2MJmTE2PPvQcxxtiSJUtYz549ld6bSF1N+fzmMaZBY4efc/bsWcyfPx8ZGRkYMGAAoqOjG5wy+tKlS9iyZQssLCxgbm6O9evXq+ztKC4uhpmZWYNTwUulUty7dw/dunVrs4sckvaNMYa7d++Cz+fDxcWl3pmfhUIhsrKy4O3tzWnvIL3miDa6e1eMTV6dMF8mwD+MU/FnmTu22X2MORffgqOjfJ+zZ89i1KhRuHLlCjw9PbkNWMM15fNbI28/ZWdn46OPPsKCBQuwfv16XLlyBWFhYSprPAB57cakSZOwbds2bNu2DZWVlfj0009bOWpCNAePx4Obmxuqq6uRnp6ucoh3ZWUlcnJyYGtry/ntTkK0DWPAa68Z4TD7FM7Iwttlm1AEC3z55HWMGCHfLhQK8dZbb2HTpk2U0LQQfuO7tL64uDgcP34c1tbWAOQLGIaFheH27dvo2bNnnf03btyIoKAgWFhYAADeeOMNBAYGYu7cuTA2Nm7V2AnRFHw+H25ubkhNTUV6erqix0YmkyE/Px/Z2dmwsLBQvM4IIS0nMRHIyAAk7G0cwVJY4wQC8Csqpbq4fx9ISGDYuvVd9O7dG++99x7X4WoNjUxqxo8frzQBWHBwMAAojaJ53k8//aS0LpG3tzfEYjHOnTuHsLAwtcZKiCarSWzu3buH9PR02NjYIDMzU9GTQ8XBhKhHWhqgpwdIJDr4N75DMeagErYAukEm88WqVaZISYnHjRs3qKe0BWnk7afaM5rm5ubCy8tLaaHCGmVlZXj06JHSt00+nw8TE5NGR8cQ0h7w+Xx069YNVVVVSE9Ph7W1NTw8PCihIUSNXF2BymdTkT3Ba5DgMYBsAJFgzA0yWT4OHjwIGxsbLsPUOpz01CxcuBDXr1+vd/uCBQswatQoxe979+7Fpk2bVO4rEokA/D28tkaHDh2U5iepzcPDQ5Edf/DBB/jggw+aHD8hbQ2fz0f37t3BGKNCXEJawYABQNeuQHo68Hc5qB34/DC4uobh7FmAOmhaHidJTWRkZJP3ffToESQSCUaOHKlye00yU3uisfLyckWNjSp37typt3qaEG1U3wgoQkjL4/GA06flyzs9eADo68t7bpyd5e2U0KiHRtbU1CgvL0d0dDTWrl1b7z4GBgawt7dXmmisvLwcpaWlcHd3b40wCSGEkDocHYE7d+RFw2lp8ltSAwZQQqNOGvvVTSqVYuPGjViyZIliFeXaixPWGDduHK5cuaL4/c6dOzAzM8OAAdwvNUAIIaT94vGAgQOBqVPl/1JCo14amdRIpVK88847cHJywoULF3Dq1Cns2bMH69evBwDcvXsXvr6+EAqFAIC5c+fi7Nmzimnu//vf/2L58uUwULXmBiGEEEK0kkbefpo+fTr27NmDnTt3KrUfOXIEAFBaWoqMjAxFEuPq6opt27bh7bffhqWlJWxsbPDhhx+2etyEEEII4Y7GLpOgLrRMAiGah15zhJDGNOXzWyN7ajSFqqnlCSEtj15rhJCWQEmNCjweD3w+H2lpaVyHQki7wefzaWZVQshLoaRGBR0dHbi4uKCd3ZkjhFM8Ho/m0iGEvBRKaupBb66EEEJI20Kf3IQQQgjRCpTUEEIIIUQrUFLDkc2bN3Mdgsaia9Mwuj4No+vTMLo+DaPrU7+2cG1onhqOODg4ICsri7PzazK6Ng2j69Mwuj4No+vTMLo+9eP62jTl85t6agghhBCiFdrd6Keajqni4mLO4+A6Bk1F16ZhdH0aRtenYXR9GkbXp35cX5uaczd0g6nd3X7KyspC586duQ6DEEIIIS8gMzMTDg4OKre1u6RGJpMhOzsbAoGAZi8lhBBC2gjGGEpKSmBvb1/vXHLtLqkhhBBCiHaiQmFCCCGEaAVKagghhBCiFSipIYQQQohWoKRGA6SlpSEyMhI//PADbty4wXU4GmfRokWYOnUq12FolLNnz8LHxwempqYYOXIkMjIyuA5JI2zYsAEzZ87EG2+8gbi4OK7D0RgPHz5ESEgIBAIBevfujbNnz3Idksb65Zdf0LVrV67D0EgikQhbt27F3r17NfZviAqFOfbLL7/gt99+w6ZNm8Dnt7tpgxr1xx9/ICQkBBEREdi1axfX4WiE7OxsREREYObMmSgrK8OaNWtga2uL69evt+u/oaioKFy7dg07d+5ERUUFevXqhZ9//hkuLi5ch8YpxhhCQkIwbNgw2NnZITIyEqmpqbhx40a7vza1FRUVwc/PD9XV1fRFoZb09HQsX74cUVFRsLKy4jqcelFSw6HLly9jzZo1+Omnn6Crq8t1OBpHLBZj5syZ4PF44PP5lNQ8s3fvXowYMQLW1tYA5IlxWFgYkpOT0bNnT46j40ZlZSXs7e1x5MgRBAUFAQDmz5+PkpIS7Ny5k+PouHXz5k3k5+djyJAhAID8/Hw4Oztj/fr1mD9/PsfRaZY5c+bA1tYWO3fupKTmOUVFRRg1ahRiY2Nha2vLdTgNottPHJHJZHjnnXfQt29fzJw5EwEBAe3+zbe2tWvXYvny5e2690GV8ePHKxIaAAgODgYAdOjQgaOIuJeYmIjCwkL06NFD0dazZ0+cOHGCw6g0g7u7uyKhAQAbGxt4enq2678XVX788Uf4+fmhS5cuXIeicVatWgVnZ2ds2LABAQEBWLRoEaqrq7kOSyVKajhy/vx53Lt3D8OGDcPOnTvxr3/9CzNmzMDx48e5Dk0j/O9//4OtrS08PDy4DkXj6OvrK/2em5sLLy8vdO/enaOIuJeSkgIdHR1YWFgo2iwsLPDkyRMUFRVxGBn3av+9AH9/8yZyBQUF+Pnnn6l2TwWxWIwdO3agT58++OKLL7Br1y5ER0dj8eLFXIemEn0FVpOFCxfi+vXr9W4vKiqCk5MTBg0aBAB48803sWbNGkRFRSE8PLy1wuREY9dmwYIFOHz4MGJiYloxKs3RlOvz/AfS3r17sWnTptYITWOJRCKYm5srzTJa0xMhFouVkp327vz58xg7dmy908y3RytWrMDHH3/MdRga6dKlSygvL8cbb7wBHo+H7t27Y8KECYiOjsamTZvqndmXK5TUqElkZGSD2999911cu3ZNqS0oKEhjK8pbUmPX5t///jdWrVqlcS+W1tLY9Xneo0ePIJFIMHLkSDVGpPksLS0hkUiU2srLywGAEprnVFVV4cCBA9iyZQvXoWiMQ4cOITg4GHZ2dlyHopFyc3MBAMbGxoq24OBgfPfdd3j8+LHGraXYPj81NIBAIKjTLW5jY0NvwAA+//xzuLi4gMfjgcfjYffu3di9ezet1VVLeXk5oqOjsXr1aq5D4ZyLiwvKyspQUVGhaHvy5AkcHBxgZGTEYWSaJTIyEh999BHV0zzn66+/xsSJExXvN9OmTcPDhw/B4/Fw7tw5rsPjnEAgAAClzysbGxsAmvmFgZIajgQFBeH+/fsoKChQtAmFQgQGBnIYlWZISkpS+gkPD0d4eDiSkpK4Dk1jSKVSbNy4EUuWLIGenh4AoKysjOOouBMcHAxra2tcuXJF0ZaSkoKwsDAOo9IsO3bswIgRIxTfrCUSCaRSKcdRce/bb79Ver9Zs2YNOnbsiKSkJPj6+nIdHuf69esHPT09XL58WdEmFArRu3dvmJiYcBiZanT7iSNhYWHw8/PDN998g2XLlkEikeD8+fM4efIk16FxrlevXkq/W1paqmxvr6RSKd555x0MHDgQFy5cACAfpnv37l188sknHEfHDT09Pbz//vuIjY3FoEGDUFZWht9++41eT89s27YNWVlZcHBwwKlTpyAWi3H06FHs3r2b69A45+rqqvR7cnIy9PX16f3mGSsrK8yfPx/R0dEYO3YsAODo0aNYtmwZx5GpRvPUcCgvLw9z5syBu7s7CgsLMWnSJMUcG+RvNSMSaJ4auSlTpmDPnj112o8cOaJ402mPpFIplixZgsrKSohEIsycORMDBgzgOizO7dy5EzNmzKjTPnfuXGzdupWDiDTbrl27sHr1apqn5jnV1dVYtGgRxGIxTE1N4ejoiDlz5nAdlkqU1BBCCCFEK1BNDSGEEEK0AiU1hBBCCNEKlNQQQgghRCtQUkMIIYQQrUBJDSGEEEK0AiU1hBBCCNEKlNQQQgghRCtQUkMIIYQQrUBJDSGEEEK0AiU1hBBCCNEKlNQQQgghRCtQUkMIIYQQrUBJDSGkTYuNjYWVlRU6dOiAmzdv4uLFizAyMsJ3333HdWiEkFZGq3QTQtq82NhYREREICEhAbm5uRAKhZg5cybXYRFCWhklNYQQrRAaGorCwkJ4enoiJiaG63AIIRyg20+EEK2wdetWJCcnY8CAAVyHQgjhCCU1hBCtUFRUBA8PD6xduxZlZWVch0MI4QAlNYSQNq+qqgrR0dGIj48HAKxbt47jiAghXKCkhhDS5m3YsAHz5s2DQCDAZ599hs2bNyMlJYXrsAghrYySGkJIm7Z3715s3rwZVVVVAABdXV1UVlZi/PjxuHDhAsfREUJaE41+IoQQQohWoJ4aQgghhGgFSmoIIYQQohUoqSGEEEKIVqCkhhBCCCFagZIaQgghhGgFSmoIIYQQohUoqSGEEEKIVqCkhhBCCCFagZIaQgghhGgFSmoIIYQQohX+HxeSz4eAlbufAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_iterations = 5\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "for i in range(num_iterations):\n",
    "    # Fit the Gaussian process model to the sampled points\n",
    "    gp_model.fit(sample_x.reshape(-1, 1), sample_y)\n",
    "\n",
    "    # Determine the point with the highest observed function value\n",
    "    best_idx = np.argmax(sample_y)\n",
    "    best_x = sample_x[best_idx]\n",
    "    best_y = sample_y[best_idx]\n",
    "\n",
    "    # Set the value of beta for the UCB acquisition function\n",
    "    beta = 2.0\n",
    "\n",
    "    # Generate the Upper Confidence Bound (UCB) using the Gaussian process model\n",
    "    ucb = upper_confidence_bound(x_range, gp_model, beta)\n",
    "\n",
    "    # Plot the black box function, surrogate function, previous points, and new points\n",
    "    plt.plot(x_range, black_box_function(x_range), color='black', label='Black Box Function')\n",
    "    plt.plot(x_range, ucb, color='red', linestyle='dashed', label='Surrogate Function')\n",
    "    plt.scatter(sample_x, sample_y, color='blue', label='Previous Points')\n",
    "    if i < num_iterations - 1:\n",
    "        new_x = x_range[np.argmax(ucb)]  # Select the next point based on UCB\n",
    "        new_y = black_box_function(new_x)\n",
    "        sample_x = np.append(sample_x, new_x)\n",
    "        sample_y = np.append(sample_y, new_y)\n",
    "        plt.scatter(new_x, new_y, color='green', label='New Points')\n",
    "\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.title(f\"Iteration #{i+1}\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A Naive Bayes Classifier can be used to train a real dataset for data exploration. \n",
    "\n",
    "We begin by developing a model to predict the customers who have not fully paid the loan.\\"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>credit.policy</th>\n",
       "      <th>purpose</th>\n",
       "      <th>int.rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>log.annual.inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>fico</th>\n",
       "      <th>days.with.cr.line</th>\n",
       "      <th>revol.bal</th>\n",
       "      <th>revol.util</th>\n",
       "      <th>inq.last.6mths</th>\n",
       "      <th>delinq.2yrs</th>\n",
       "      <th>pub.rec</th>\n",
       "      <th>not.fully.paid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1189</td>\n",
       "      <td>829.10</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>19.48</td>\n",
       "      <td>737</td>\n",
       "      <td>5639.958333</td>\n",
       "      <td>28854</td>\n",
       "      <td>52.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.1071</td>\n",
       "      <td>228.22</td>\n",
       "      <td>11.082143</td>\n",
       "      <td>14.29</td>\n",
       "      <td>707</td>\n",
       "      <td>2760.000000</td>\n",
       "      <td>33623</td>\n",
       "      <td>76.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1357</td>\n",
       "      <td>366.86</td>\n",
       "      <td>10.373491</td>\n",
       "      <td>11.63</td>\n",
       "      <td>682</td>\n",
       "      <td>4710.000000</td>\n",
       "      <td>3511</td>\n",
       "      <td>25.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1008</td>\n",
       "      <td>162.34</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>8.10</td>\n",
       "      <td>712</td>\n",
       "      <td>2699.958333</td>\n",
       "      <td>33667</td>\n",
       "      <td>73.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.1426</td>\n",
       "      <td>102.92</td>\n",
       "      <td>11.299732</td>\n",
       "      <td>14.97</td>\n",
       "      <td>667</td>\n",
       "      <td>4066.000000</td>\n",
       "      <td>4740</td>\n",
       "      <td>39.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   credit.policy             purpose  int.rate  installment  log.annual.inc  \\\n",
       "0              1  debt_consolidation    0.1189       829.10       11.350407   \n",
       "1              1         credit_card    0.1071       228.22       11.082143   \n",
       "2              1  debt_consolidation    0.1357       366.86       10.373491   \n",
       "3              1  debt_consolidation    0.1008       162.34       11.350407   \n",
       "4              1         credit_card    0.1426       102.92       11.299732   \n",
       "\n",
       "     dti  fico  days.with.cr.line  revol.bal  revol.util  inq.last.6mths  \\\n",
       "0  19.48   737        5639.958333      28854        52.1               0   \n",
       "1  14.29   707        2760.000000      33623        76.7               0   \n",
       "2  11.63   682        4710.000000       3511        25.6               1   \n",
       "3   8.10   712        2699.958333      33667        73.2               1   \n",
       "4  14.97   667        4066.000000       4740        39.5               0   \n",
       "\n",
       "   delinq.2yrs  pub.rec  not.fully.paid  \n",
       "0            0        0               0  \n",
       "1            0        0               0  \n",
       "2            0        0               0  \n",
       "3            0        0               0  \n",
       "4            1        0               0  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# https://www.datacamp.com/tutorial/naive-bayes-scikit-learn\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('loan_data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9578 entries, 0 to 9577\n",
      "Data columns (total 14 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   credit.policy      9578 non-null   int64  \n",
      " 1   purpose            9578 non-null   object \n",
      " 2   int.rate           9578 non-null   float64\n",
      " 3   installment        9578 non-null   float64\n",
      " 4   log.annual.inc     9578 non-null   float64\n",
      " 5   dti                9578 non-null   float64\n",
      " 6   fico               9578 non-null   int64  \n",
      " 7   days.with.cr.line  9578 non-null   float64\n",
      " 8   revol.bal          9578 non-null   int64  \n",
      " 9   revol.util         9578 non-null   float64\n",
      " 10  inq.last.6mths     9578 non-null   int64  \n",
      " 11  delinq.2yrs        9578 non-null   int64  \n",
      " 12  pub.rec            9578 non-null   int64  \n",
      " 13  not.fully.paid     9578 non-null   int64  \n",
      "dtypes: float64(6), int64(7), object(1)\n",
      "memory usage: 1.0+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.countplot(data=df,x='purpose',hue='not.fully.paid')\n",
    "plt.xticks(rotation=45, ha='right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert the ‘purpose’ column from categorical to integer using pandas `get_dummies` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>credit.policy</th>\n",
       "      <th>int.rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>log.annual.inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>fico</th>\n",
       "      <th>days.with.cr.line</th>\n",
       "      <th>revol.bal</th>\n",
       "      <th>revol.util</th>\n",
       "      <th>inq.last.6mths</th>\n",
       "      <th>delinq.2yrs</th>\n",
       "      <th>pub.rec</th>\n",
       "      <th>not.fully.paid</th>\n",
       "      <th>purpose_credit_card</th>\n",
       "      <th>purpose_debt_consolidation</th>\n",
       "      <th>purpose_educational</th>\n",
       "      <th>purpose_home_improvement</th>\n",
       "      <th>purpose_major_purchase</th>\n",
       "      <th>purpose_small_business</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1189</td>\n",
       "      <td>829.10</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>19.48</td>\n",
       "      <td>737</td>\n",
       "      <td>5639.958333</td>\n",
       "      <td>28854</td>\n",
       "      <td>52.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1071</td>\n",
       "      <td>228.22</td>\n",
       "      <td>11.082143</td>\n",
       "      <td>14.29</td>\n",
       "      <td>707</td>\n",
       "      <td>2760.000000</td>\n",
       "      <td>33623</td>\n",
       "      <td>76.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1357</td>\n",
       "      <td>366.86</td>\n",
       "      <td>10.373491</td>\n",
       "      <td>11.63</td>\n",
       "      <td>682</td>\n",
       "      <td>4710.000000</td>\n",
       "      <td>3511</td>\n",
       "      <td>25.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1008</td>\n",
       "      <td>162.34</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>8.10</td>\n",
       "      <td>712</td>\n",
       "      <td>2699.958333</td>\n",
       "      <td>33667</td>\n",
       "      <td>73.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1426</td>\n",
       "      <td>102.92</td>\n",
       "      <td>11.299732</td>\n",
       "      <td>14.97</td>\n",
       "      <td>667</td>\n",
       "      <td>4066.000000</td>\n",
       "      <td>4740</td>\n",
       "      <td>39.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   credit.policy  int.rate  installment  log.annual.inc    dti  fico  \\\n",
       "0              1    0.1189       829.10       11.350407  19.48   737   \n",
       "1              1    0.1071       228.22       11.082143  14.29   707   \n",
       "2              1    0.1357       366.86       10.373491  11.63   682   \n",
       "3              1    0.1008       162.34       11.350407   8.10   712   \n",
       "4              1    0.1426       102.92       11.299732  14.97   667   \n",
       "\n",
       "   days.with.cr.line  revol.bal  revol.util  inq.last.6mths  delinq.2yrs  \\\n",
       "0        5639.958333      28854        52.1               0            0   \n",
       "1        2760.000000      33623        76.7               0            0   \n",
       "2        4710.000000       3511        25.6               1            0   \n",
       "3        2699.958333      33667        73.2               1            0   \n",
       "4        4066.000000       4740        39.5               0            1   \n",
       "\n",
       "   pub.rec  not.fully.paid  purpose_credit_card  purpose_debt_consolidation  \\\n",
       "0        0               0                False                        True   \n",
       "1        0               0                 True                       False   \n",
       "2        0               0                False                        True   \n",
       "3        0               0                False                        True   \n",
       "4        0               0                 True                       False   \n",
       "\n",
       "   purpose_educational  purpose_home_improvement  purpose_major_purchase  \\\n",
       "0                False                     False                   False   \n",
       "1                False                     False                   False   \n",
       "2                False                     False                   False   \n",
       "3                False                     False                   False   \n",
       "4                False                     False                   False   \n",
       "\n",
       "   purpose_small_business  \n",
       "0                   False  \n",
       "1                   False  \n",
       "2                   False  \n",
       "3                   False  \n",
       "4                   False  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_df = pd.get_dummies(df,columns=['purpose'],drop_first=True)\n",
    "pre_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define feature (X) and target (y) variables, and split the dataset into training and testing sets. \n",
    "\n",
    "This code imports the train_test_split function from the sklearn.model_selection module.\n",
    "\n",
    "- The code then creates two variables X and y.\n",
    "- X is assigned the value of all columns in the pre_df dataframe except for the not.fully.paid column, while y is assigned the values in the not.fully.paid column of the pre_df dataframe.\n",
    "- The train_test_split function is then called with the arguments X, y, test_size=0.33, and random_state=125.\n",
    "- This function splits the data into training and testing sets.\n",
    "- The test_size parameter specifies the proportion of the data that should be used for testing, while the random_state parameter sets the seed for the random number generator used in the splitting process.\n",
    "- The function returns four variables: X_train, X_test, y_train, and y_test.\n",
    "- These variables contain the training and testing sets for the X and y data.\n",
    "- The training sets are used to train a machine learning model, while the testing sets are used to evaluate the performance of the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X = pre_df.drop('not.fully.paid', axis=1)\n",
    "y = pre_df['not.fully.paid']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=0.33, random_state=125\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Model building and training is quite simple. We will be training a model on a training dataset using default hyperparameters. \n",
    "\n",
    "This code imports the Gaussian Naive Bayes algorithm from the scikit-learn library using the from sklearn.naive_bayes import GaussianNB statement.\n",
    "\n",
    "- Then, a new instance of the GaussianNB model is created using the model = GaussianNB() statement.\n",
    "- Finally, the fit() method is called on the model instance with the training data X_train and y_train as arguments.\n",
    "- This trains the model on the given data.\n",
    "- Overall, this code sets up and trains a Gaussian Naive Bayes model on the provided training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "model = GaussianNB()\n",
    "\n",
    "model.fit(X_train, y_train);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use accuracy and f1 score to determine model performance, and it looks like the Gaussian Naive Bayes algorithm has performed quite well.\n",
    "\n",
    "This code imports several functions from the sklearn.metrics module, including accuracy_score, confusion_matrix, ConfusionMatrixDisplay, f1_score, and classification_report.\n",
    "\n",
    "- These functions are used to evaluate the performance of a machine learning model.\n",
    "- The code then uses the predict method of a model object to generate predictions for a set of test data X_test.\n",
    "- These predictions are stored in the y_pred variable.\n",
    "- Next, the code calculates the accuracy and F1 score of the model's predictions using the accuracy_score and f1_score functions, respectively.\n",
    "- The accuracy_score function compares the predicted labels in y_pred to the true labels in y_test and returns the fraction of correct predictions.\n",
    "- The f1_score function calculates the F1 score, which is a weighted average of precision and recall.\n",
    "- Finally, the code prints the accuracy and F1 score to the console using the print function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8206263840556786\n",
      "F1 Score: 0.8686606980013266\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import (\n",
    "    accuracy_score,\n",
    "    confusion_matrix,\n",
    "    ConfusionMatrixDisplay,\n",
    "    f1_score,\n",
    "    classification_report,\n",
    ")\n",
    "\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "accuray = accuracy_score(y_pred, y_test)\n",
    "f1 = f1_score(y_pred, y_test, average=\"weighted\")\n",
    "\n",
    "print(\"Accuracy:\", accuray)\n",
    "print(\"F1 Score:\", f1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The accuracy is a measure of how often the model correctly predicted the class of the data, while the F1 score is a measure of the model's precision and recall.\n",
    "- A higher accuracy and F1 score indicate that the model is performing well on the data\n",
    "\n",
    "Due to the imbalanced nature of the data, we can see that the confusion matrix tells a different story. On a minority target: `not fully paid`, we have more mislabeled. \n",
    "\n",
    "This code snippet is used to create a confusion matrix plot for a binary classification problem.\n",
    "- First, a list of labels is defined as \"Fully Paid\" and \"Not fully Paid\".\n",
    "- Then, the confusion matrix is calculated using the confusion_matrix() function, which takes in the true labels (y_test) and predicted labels (y_pred) as inputs.\n",
    "- Next, a ConfusionMatrixDisplay object is created, which takes in the confusion matrix and the list of labels as inputs.\n",
    "- Finally, the plot() method is called on the ConfusionMatrixDisplay object to display the confusion matrix plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = [\"Fully Paid\", \"Not fully Paid\"]\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=labels)\n",
    "disp.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lastly, we consider a Bayesian attack on curve fitting using a gaussian likeihood function.  First let's make some fake data using numpy's random module. Note, the parameters to be recovered are the slope, y-intercept and the sigma on the linear fit, all inputs with scatter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "size = 200\n",
    "true_intercept = 1\n",
    "true_slope = 2\n",
    "sigma = 0.5\n",
    "\n",
    "x = np.linspace(0, 1, size)\n",
    "# y = a + b*x\n",
    "true_regression_line = true_intercept + true_slope * x\n",
    "# add noise\n",
    "y = true_regression_line + np.random.normal(scale=sigma, size=size)\n",
    "\n",
    "data = dict(x=x, y=y)\n",
    "fig = plt.figure(figsize=(7, 7))\n",
    "ax = fig.add_subplot(111, xlabel='X', ylabel='Y', title='Synthetic data and underlying model')\n",
    "plt.scatter(x, y, label='sampled data')\n",
    "plt.plot(x, true_regression_line, label='true regression line', linewidth=4.)\n",
    "ax.legend(loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now use the pymc module to run the model for 2000 posterior samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='21' class='' max='21' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [21/21 00:00&lt;00:00 logp = -144.31, ||grad|| = 0.00015091]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [alpha, beta, sigma]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      <progress value='12000' class='' max='12000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [12000/12000 00:01&lt;00:00 Sampling 4 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "import pymc as pm\n",
    "\n",
    "with pm.Model() as model: # model specifications in PyMC3 are wrapped in a with-statement\n",
    "    # Define priors\n",
    "    alpha = pm.Normal('alpha', mu=0, sigma=20)\n",
    "    beta = pm.Normal('beta', mu=0, sigma=20)\n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=20)\n",
    "    \n",
    "    # Define linear regression\n",
    "    y_est = alpha + beta * x\n",
    "    \n",
    "    # Define likelihood\n",
    "    likelihood = pm.Normal('y', mu=y_est, sigma=sigma, observed=y)\n",
    "    \n",
    "    # Inference!\n",
    "    start = pm.find_MAP() # Find starting value by optimization\n",
    "    step = pm.NUTS() # Instantiate MCMC sampling algorithm\n",
    "    trace = pm.sample(2000) # draw 2000 posterior samples using NUTS sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "arviz has a fast method to plot the results for slope, intercept and sigma."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2208x552 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import arviz as az\n",
    "az.plot_posterior(trace, hdi_prob=0.95);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
