{"cells":[{"cell_type":"markdown","metadata":{"id":"ZlIfVwyessO5"},"source":["# Decision Tree and Random Forest"]},{"cell_type":"markdown","metadata":{"id":"rahhH9XC7uO9"},"source":["# Decision Tree"]},{"cell_type":"markdown","metadata":{"id":"XnTDC2kfBwoz"},"source":["\n","\n","[Slides: Decision Tree](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_decision_tree_random_forest.pdf)\n","\n","
\n","\n","**Decision tree** เป็น supervised machine learning algorithm ที่นำไปใช้งานได้ทั้งการจำแนกหมวดหมู่ (classification) และการทำนายค่า (regression) โดยในบทเรียนนี้ เราจะแสดงหลักการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่"]},{"cell_type":"markdown","metadata":{"id":"2N1m2H9q6nsd"},"source":["![decision_tree_for_heart_attack_prevention-low.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAG5CAYAAABsn+dtAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAA+gAAAPoAbV7UmsAAP+lSURBVHhe7J0FXFRNF8Yf6W4UUbELu7u767W7Oz+7u7u7O1HsDjBRxMCku7vB/WaGi4qCYiCwnL+/lb1zZ+vu3bnPnDmRQ8YAQRAEQRAEQcgpCtJfgiAIgiAIgpBLSPASBEEQBEEQcg0JXoIgCIIgCEKuIcFLEARBEARByDUkeAmCIAiCIAi5hgQvQRAEQRAEIdeQ4CUIgiAIgiDkGhK8BEEQBEEQhFxDgpcgCIIgCIKQa0jwEgRBEARBEHINCV6CIIhMSkBgIOYsWAJvHx+phSAIgvgdSPASBJGu2L99i7v3rPFJ9klqkW/OWl7ArTt3pa0/4+2793jyzA73Hz2SWgiCIIjfgQQvQRDpRmRUFOYtWoGlqzegU7d+WLh0FfYfOiqEXHx8vNQr/YmMjMLkGXPw9v17qSV9iI2Lw6mz53Hi9Dmp5c9wc/cQf2WfZOIvQRAE8XuQ4CUIIl1RUlSEvp4ucuU0gqubOywvXsGEqbMxeOQ4HDt5GsEhIVLP9CM6OgrvPjji4SMbqeXP8fT2RkJCgrSVSGxMjBDXhQsVkFr+DAcnZ/E3ODhU/CUIgiB+DxK8BEGkG1u274KGhjq2b1qNrRtWs79rsG/HJkwaNxI5jYyw//AJjBw3Ga/t30iPSB/imTCVyWQICg4WItXTywsOjk7wDwiQevwavn5+GDFmErbv3ie1JBIWHo6YmFhUqVheavkzXN0SLbwqqiriL0EQBPF7kOAlCCLdcHP3hIeXD1xd3aQWMAGsgQb16mDpwjlYumAWmBLFnIXLhAj9myR8ShDC9OWr17jNfYg/fcL1W/fQvmsfDB45AWMmTsOQURPg5+8vPSLtRMfEMBEdjxev7IWQTsLZxRWf2HahQgWllt+Hv9+I8Ahx31BfT/wlCIIgfg8SvARBpBslihUVf3W0deDs7AJ3ySeVkyNHDpQqWQLly5VGZFQ0XFy+iOK/waYtO9BvyGhMmbUAew8cFQJSWUkJ5Uqbo0vHtpgzfRI2rVkGYyMj6RFpx8/Pnz2fDAEBAYiLi5NaAfs372DAxGmunDmllt+HB/lxP+cc7H5+s3yJjd8QERGBwMCgZO+BIAiC+J4csq/NEwRBEH+RrTt24/zla9i8YQUmTp6F2Lh41KtTEzmNjYVIs3vxCu8+ODBhXASL5s2EupqaEKaPbJ7i4qWr8PL2hWnuXKhVoxrq1KohrMNJ8KHr6bPnuHD5KlzcPGBqkgs1a1RFXdZPU0sTu/YcwK271ijLBC5/jpNnzqNq5fKYMWWi9Ay/z/bde2FheVn4J+/fuQl6eokW2PGTp8PAwACzpn55jXcfPsLi3AV8dHCCnq42qlapJCzcRoaGUo9EuLjlQWrKykrIY2oqtrv2HghtbS3s2LwOKsrKUk8gNDQUO9jne/DoCaKiY9jxNMTo4YNRsXw5qQdBEATxNSR4CYJIN9Zu3IIbt+5ix9a1WLFqI968+yDtSURTQx1tWjZD967/Ceurr68f1m/eDlsmhPnQxIO/4mJj4eruCSMDfUyfPB4lihcTvrebt+1iwthW9CtYwAwyJpSdXd2hq6ONqRPHMqFbSvjrKrHnjYuPQ//BI1GGid8p/xsnvfrvwYX60NET4O3jBwWFHNiwagl7/QIIDAwUFuVhg/qiZfOmiIiMxJ59h3D5+i0h4nOb5IS2lhY+OjpBVUUFo4YNEsKX4+jkhEXL1rDn9BWW7+ZNG6J/3x7o0XsIqlerjGmTxot+nKDgIEyePhde7PXr1qrOBLY+rt+8I47D7m0b2DH9MikgCIIgEiGXBoIg0o3o6GjxV0FBAfNnTUWViokWSG0tTWxYvRjHD+5Gn57dhNjlHD5+Es/sXgor58gh/ZmYXCqC3VYsmgMdXW3h6+vDROEpi3N4+OSZsLAOZMJw05rl2LxuJdYuW8CEZS4sWLIK7h4eQuxy+OsrKysjOOTPsx04OTvDx9cfDerWFG4Nr+zfiva71g+QgwngihUSP6MV27549YYQoi2bNcQ29jnWrliMHZvWoHzZ0lizYStsnj4TWSrmLFiGIPa363/tMYB9nhw5FODs7Io4Jti5S0MSXMCvWLNRvP6UCaMwecIY9vl7MeFcG+ERkQgLD5N6EgRBEF9DgpcgiHQjigneBCYK42LioKmpiVnTJ6N/724i6IuLUhcXV6lnIsZGicv8Qwb0RqsWzcR9Tinzklg8b5YQfBevXP3sd9u3Vxd0at9W3OcUK1YUi+bOgIqKEs6cu5jYyJElukB8C7e8/ip3rB7A0EAfQwb2hYa6OqzuP0R4eDhOn72AooULfvbf5X04jerXxsihgz+L79wmJpg6cRzy5c2NkxaWuHj5KkLDwjF3xmQh/ju2a4Oh7Ln3Hjgi+nOXj6Scxc+e28HupT27J8OBwyewaNkqkV/43IXLKFTADEaGv+6PTBAEkR0gwUsQRLrBBSEnKDBI/OUW2c4d22Ph7GkifdekGfPwzPa52JeEIuvD3RG+JTY2FnFM+PEAN77sr8BuKfaLi2N945g4/lLYgvfn/sEREZFSCxAWFoYBQ0f/UnYILpCtHzxCGfMS0NXRReWK5fD6zXvMXbQM/gGBaNygnngtTtLfiuXLfr6fBH8e7nsbzW7vPzqgYIF8KFPKXOyTsX8nTp+B/dsPqF6lIvz8A+Di5iYE+4VLV0XGhpVL5zNxa4D7j2zw7r2DsBjPnjFJHF+CIAjie0jwEgSRbiQFZvEiDV9ThgnVNcsXwiSnEeYuXoEHjx6LdtPcuYUYtHn2/LP1lVt1PzBROG/RcuGf+l+HtsiT20Sk/3ryTT8nFxfRT0ES1klwlwZDJhC5yE3q/+LlawQEBQkhnVa4n66vXwCqVK4otlu35FZomRCn3B+5bu2aop1jbGzMxLsCnjx9/tlCy1/bz88Pq9ZtQgCbBPTq3kW0x8XFC6s3fy9Hjp3CoWOnmXiug0njR4uiHVeu3pA+nxuKFC6IYkWKYPH8WbA4th+nj+7DorkzYUzWXYIgiFRRnMuQ7hMEQfxVXFzd8Oz5CzSoWwv5zcyk1kS0tLRQvWplWD14KIpANGvSCKamufHo0RPcvGON+w8fs79WOH7KAqcsLKGtpY2ZUyYgX968yJUrJ2zt7HDrtpV4PM/GcPLMOdb3LNTUVDFt0jgULpi82tkr+zd49fotE6E5mEB9h70Hj6FokYLCJeJbC2xq8Pf04LENWjZvLHyFuWuFNxPzrq7u6NurmxDySejoaIs0bLfv3Wef4y6s7j+CheVF7D98XBSomDBqOKpVqQQPTy/ctX7IRO114ZrABXKDerUwdsRQqKqqIi4+Fpeu3ECr5k1w7/4DODm7olH9OlBXVxfWcC7mCYIgiB9DWRoIgkg3AgIChSBt1bzpZx/WbwkJCYXdi5eoW6eW2OZ+v9ZM2Nm/fS+W/PX0dFGdCUPzkiWSPUdMTIxwL+C5byOjoqCrqyMqnHHRyQPUvsXZ1RVjJkwTVde4SCxXxhxjRw4VKdLSyq0797B+yw5sXb/ys68ut7yGhYWL1/9WOHPLLnfZsLV7hZDQUCZS1VC+TGlUrlxRuFhw+OfYvmsfPjDRr8lEbJOG9VC/Xp3PQpa7aBw9fhKdO3XA4yc2WL5mExPz+TFjyv/Ye/jy3rn12e7la2El5pMHgiAI4gskeAmCyDa8fG0PJ2cX1K5RTeTL/VX4cMkFeZJv8r+Gv/6ufQdw5twl4a9boXwZ6OjowM3dHR8+OgmXidLmxbFs4dw0W60JgiCyAyR4CYIgshhv3r7D+UtXhWtGfHwCchkboXSpkuJWrmyZz2neCIIgiERI8BIEQRAEQRByDUU7EARBEARBEHINCV6CIAiCIAhCriHBSxAEQRAEQcg1JHgJgiAIgiAIuYYEL0EQBEEQBCHXkOAlCIIgCIIg5BoSvARBEARBEIRcQ4KXIAiCIAiCkGtI8BIEQRAEQRByDQlegiAIgiAIQq4hwUsQBEEQBEHINSR4CYIgCIIgCLmGBC9BEARBEAQh15DgJQiCIAiCIOQaErwEQRAEQRCEXEOClyAIgiAIgpBrcsgY0n2CIIg0ERIZh6jYeGiqKkFbXVlqzXpExyUgISFjh0AlxRxQVVaUtgiCIIj0gAQvQRBpwiMgAvvvOuHUQ1f4hkaDDx0KOXLA1EAD+poqUq+Uyamrhhys74/49EkGf/680nZqBEfEIoH1/RFRsQkIi4qTtlKHC3YlxYxe6JKJCURaMNBS+eH75Z9HTeV78azMHmOgrQoTXVWUyKOL0mZ6KGOmDxUlWuQjCCJ7QIKXIIgfEs/E5dYr77D6/BvExH+CrroyipvqoGx+ffG3GLvpaEhWXjaacEH6M2LZ84RFx0tbYOI0VrxO4v14tj9B3A+OSBSCn9gwlfS83LIcHfdJ3E8Sv/yRIdJ+vp0kIBWYxtZS+2KB1lJXEu8xCd1vhDoXgGrKKYtATVVlqKawj1uJI2O+fJaUiEuQCRGeRDS7H8MeJ2DvMSom4bOID4+OY58X0GHHmVt/1ZQVhYhVYh8m6f3yCQZv12ACV0OV7Wf39ZkYVmf91JWVoMf288/C36+TbwTeeYbglVswbBwCEBgWK45nbn119K5bEL3qFoaxjqp4XoIgCHmFBC9BEKny3isU846/gFtABNpUyou2lfOgQE7tLLMEz4c3Lo6TBrloJpYlXSn4WoRy4hM+CTGeEhFMiEbFfr+Pi0xNNSakfwAXqypfHTMuRhW5Gpfgz8Et4LyF308vuMh+4xGKXTc+4NoLb2Ex5sdjRe8KqFMyl9SLIAhC/iDBSxBEilyy9cCoXU8woEFhTO1QOplAI7I+noGRmLDPBkERcQiNjMP8bmXRpKyptJcgCEK+IMFLEMR32DoFosOKO0wA5ca2odWEry4hf3A3iqmHbOEeEAEXvwhcntkQOuo/9scmCILIilDEAkEQyeAiaNphW7G0vrRneRK7cgy32i/qXh4RMfEw0FLF/jtO0h6CIAj5ggQvQRDJeOMejJcuwSKgyVBbTWol5BXuTzz7vzLCynvpmQdozY8gCHmEBC9BEMl45hQkovi71y4gtRDyToWChiKfsisTvQmkeAmCkENI8BIEkQxHnzAUzKnFbtpSCyHvcNeGmsWNEcBTln2dxoIgCEJOIMFLEEQyeM7YorlJ7GY3eCEKZUXy1yYIQj4hwUsQxHcYke9utoMXq+BuDRSkSBCEPEKClyCIZJgZaaZYUYyQb7TUlJDPUAOKZOUlCEIOoasaQRDJyKmrhoiY5BXICPmHp6MrkFNLVHsjCIKQN0jwEgSRDF5a96NXiLRFZBcCw2MQHhUvbREEQcgXJHgJgkhGTFwCvIOjpS0iuxAWFYew6DhpiyAIQr4gwUsQRDJ4tfHI2ARQcqrsRXTcJ4QzwUtpeAmCkEdI8BIEkYzgiDiERsq3pc/NPwLH77sgnnLOfoaXF46Nl7GJDh0TgiDkDxK8BEEkgwseXmlNXuGfbOL+pxi75wmcfcMTGwkBd2sgCy9BEPIICV6CIJIh70bP0MhYUT6Zo66iKP4SicQlfCLBSxCEXEKClyCIZASExUBZUX6HhusvPIWvqpJCDmioKEmtBCc2jglecmkgCEIOIcFLEMR3aKrJpxCMjk3AmvNvxX1FJuo1VMRdQoKC1giCkFdI8BIE8R3yWnxgy9V3cA+MRBETbWiqKkFJ6fddGmLiPwmfV+4GIA8YaqmQbZcgCLmFBC9BEN+hra4sd6L3hUsQ1lx4i8418qNqUSOp9Xt4WrYfLetHxSZgxdnXqD7tEkqMPYe6s67g4jN3aS9BEASRGSHBSxBEMoLCY6GhKl8uDdwvuf+m+8ilq4ZZncqmKOYjY+Kx/qI9Kk6+gMpTLuL80+9FbFRsPPputGLC+Q0Km2ijf4NCImfxyJ1P4B0cJfUiCIIgMhskeAmCSEZswieoKctP9oKETzJMPmCD4Mg4bB9aHToayqJdQ1URigqJn9MrKBzNFl7HUgt7KCspMmGsju3XPiAhIQGPPvgjOi6xEMeCky9g/c4f09qXwokJdbCwewWMal5c7H/jHiyeK6uiqZZ4XEKjqNoaQRDyBwlegiC+Q1cShfLAwTsOuPTcC3P+K40SeXSZuI2Cq3+EsGTvuP4BfiFRGLz1MZx8IzCrUyk8XNwcF6c3xLmpDXDmsRvaL78txO9bjxDsv+MkrMPnnnpg3F4bDNxyH/NPvICRjioqFjJIfMEsiqpS4uWAl5YmCIKQN0jwEgTxHfKSn/bxR3/MPv5C3F9l+QaVplxA1WkXce+Nr6gsdv+dnwhis3MOQl5DDQxsVAwKORIdHnhA2t7bjuJ+GTM9HLVyhDIThUfH1YK+pjJOP3TFZVsvFDXVwaExtdkkQVX0zerImzsLQRAEJ4eMR2gQBEFIDNr6ECqKCtg8uKrUkjWxdw1Ep9VWokwyd1+oUcwIFQoaoIiJDu7Ye+PQPWc8XdYKxrqq6LzqDh59CEDdkjlRr5QJ/EKjcOqhG/sbjfIFDHB+Wn20WnwTCWy0vDarsUjdFR3LU3jJoKaiDAWFrB/iZ/HYDcN3PILLlo5Qkay9BEEQ8gKNagRBfIeeZtZ2aXj43g/tV96FjroyrBY2w4cN7bF/dG2Mb22ONpXzChHLsXMOEEU2tgyuhprFjfDEIQCLTr3EvtuOiIhJ9GUd0LCQsPpyN493HqFw8A4FNwKrqypDQ01FLsQuh+delozbBEEQcgcJXoIgkmGolbWX5j99+oRxe2xgnlcP56bURcGcWtKeL0REJ4pZj6Bo8Te3vgZO/q8enixtKQTy4yUtMbxpMRG817B0biYEc4jgNB4A13/zAyZ6w8TjkgiNisWNl144eNeR9cmaeXm58NdiIp5EL0EQ8ggJXoIgkqGkmCNL+3FycTqnS1kmYOsil56m1Jqcfg2KYFJbczQvbyK1JD7OUFtVCGQehOYZGIXCJlrQ10osx1a7pAmmdyzNxG44Gs27hj4brDDt0FP0Xm+F8hMvoNd6a2y49I4JXtGdIAiCyESQ4CUI4juyctAaF64tKuRhwj314U1VWRET2pgjr+H31l8O98118AlFxYIGn4PY+J+RzYvj0owGaFExD164huDkQzc4+0WgfdV82DCgCq7OapSl/V+5W0PS5yUIgpAnSPASBJEMeUpJ9it8Hb8b/0kGF78olMyjI7V8oWx+A+Hz+3xFK+EbfG9BM6zuWxn/1cjPjl2iNTirQn68BEHIKyR4CYJIRnaM0PcMikDd2VdFwBrXvZHRsQiMiEEps6ydW/dX0SILL0EQcgoJXoIgkmGgqYrY+OzliOrqFwkHnzBsvvIei06/xO5bTkL4GutkbYvtr6KXxS3UBEEQqUGClyCIZPCAtZDI7FVetnoxY6zvX0UEqG26/A7Lz75GsdzayGOQctCbvKKrSYKXIAj5hAQvQRDJ8AmJwhv3EGkr+8B9cK/ObIim5UxFtoblvSpmK/cOnnItOCJW2iIIgpAvSPASBJEMz6AovHQNynZuDRxTA03sHVkTtitaoVJhQ6k1exAYHgP/0GjhykEQBCFvkOAlCCIZEdHxiEv4xERvsNSSveAxW7wIQ3bDOzgKgYGB2LR5E/wDAqRWgiAI+YAEL0EQyTDSUUGZfHo4au0ktRDZgWeOgdDT1oS7uwfq1a2HjUz4BgSS8CUIQj4gwUsQRDLM8+qjYC4t3Hvji5i4BKmVkGfiE2R44RKMovmMsGjhAowdOxbr1q5DxQqVsHT5cvj5+0s9CYIgsiYkeAmCSEb1Yka4/84fNdnfs09cpVZCnrFx8IdnUCQalsoFRUVFDBkyGI8fP8bYcWOxY/t2VKtaFZu3bkVoWJj0CIIgiKwFCV6CIESVMVvb5/D29kZuPTXULZkTCgoK2HzlA6Jjycorz/Dvnucf1tdUESWZk9DX08OE8ePx+NEjjBo1CqtWrED1atWwc+dOBIdkvyweBEFkbUjwEkQ2Jy4uDsuWL0en//7DgIGDcOzYcczuXBb33/mJnLzzT76QehLyyPmnHrj+0gtT2punmIfX0NAQEyZMgI2NDQYNHowlS5agGhO+O3bsQAgJX4Igsgg52OyektAQRDYlMCgIQwYPwYePHxEWHo66dWpj3bp10NXRwQevEHRbYwWv4ChsG1INbSrnkx5FyAsPP/ij1zor9GtQGDM6lUFaigrzc2bXrl3YsH491NTVMXXqVHTp0gVamtmrSAdBEFkLErwEkQ3hP/unz55h8ODBUFRUhr+fD2bPmYO+ffoIH84kfEKiMfnAU9y198XcLmXRqboZtNSUpb1EVoOP9sGRMXjyIQDHH7iIAiMz/yuTzJUhrQQEBGDX7t3YvHkzdNgEaerUaWjXtg00SfgSBJEJIcFLENmM+IQE7NyxEytWLIeWti5UVJSwb98+mJcsKfVIDh8i7FyCsfLca5G6qlpRI3ErnkcXeQ3UockEMO8TE/cJkbHxCI2MQ2RMPMKj4z9X7gpif/lAExQey17/E0Ki4j77BvMCF6FsO4mI6MTH/xE5csBQSxUKCj+3WWqoKArXjbTAn89YW1Xa+h4ddSWosuP5LYrs/ehqpDxR0EvBjUBFWQHa30wseH7glPpqfvPe+SdWl9p49bSAsGg4+UTAxjEATx0C8NYzVPRpVyUvZncul+r7Sitc+O7YtQvbtm6FkaERpk2fhpYtWkBNTU3qQRAEkfGQ4CWIbASPsh89ZixsnjxBWGgImjZrhjVrVkNbS1vqkTqf2FBxzc4Le2874PHHACFKczAVZqyjCgMmLrnwUsghg5ZaoijT11IRwkqVCUo15USrsfpX4vJbEaikmEM8z7foaKhAme37EVwMGmmrQfEnApcPdj7BUYkbEimV1OUC/OtgPS7eY5lQT4Lvi/hKlPPnCP9KtHPEY76pVhcVl5Biqjd+bEMi4tj7S/twzAuE8NfVVFP6rgSyAj8gDP5sYex98eOur6mKwiZaqF7UEC0r5mPH+nvx/CcEBAZi27Zt2MqEb758+cSKQcMG9aGsRCsCBEFkPCR4CSKb8Or1a/Tr10+4MPj6eGH+wkXo2b2byMbwO3CRyC2eOupZW9B8+vTpt48B8T08Z+/27duwa+cuFClaFNOnT0fNmjWhokzClyCIjINGeYKQc7igO3T4MNq1bSe2lZQUcOHiJfTu2eOPhB5fXs/qYpfP93v27CmC9qKioqVW4k8wNjLCjOkz8PDRI9SvXx+DBg5EmzZtcOfuPcTH/6GrCkFkIV7bv4Gnp5e0RWQ0JHgJQo6JiIzAuPHjMWfOHLYlE5a2q1euwLxkicQO2RzuQvDM9hnmz5+H6zeuS63E3yCnsTGmT5uGR48fo0GDBhjQvx/+69xFbPNJGEFkFSIjI8XtV0j4lIBlq9bj2CkLqYXIaEjwEoSc4ujkhGZNm+HePSuRa3fRksVYt3YtRdF/A7dy8+OjrJS2wDXi1zA0MMDUKVOExbdSpYro1q0bevfpg1f2r4WFnSAyI1HRUbh+8zbGTZqOLr0Gou/gkfALSHuJ7U+fZIhgIllHR0tq+TfQbyp1yIeXIOQMbj27eOkSRo8aDX19fWhra2Pb9q0oUZysut/Ch79q1avDJFcujJ8wHg3qN5D2EOmFl7c3tmzdiuNHj6FuvboYN24cOzeLkx81keHwsfPN23e4eOU6Hj55KtyccuU0QvUqlRAaFo5hg/tDWyttAjY8Ihzd+wzGyKED0bxpY6n1z+DvLzw8nAnpKDg7u8DD24e1JcDXxw/ePr6IiokRfXhqyS4d26Jq5UrSIwkOCV6CkCOioqKwYOFCrFq1SgQJjRg5EnPmzIaGuobUg/gaPvzVq19PZKmYNn0GateqKe0h0htvHx82EduOo0eOoFHDRhg/fhwKFSokMn8QxL+Ei8RHT2xw8fJ1PLN7KcaFooULon2bFqhVozpUVH49owkv0z5g+DgsnD0VFSuUl1p/neDgYNiy9/TS/g2e2b5ASGgoYmKSZ5XhvxltTQ0ofrVKVb5sKUwaP0baIjgkeAlCTvDy8kbffn1x/do1GBgYYtfuXWjbpg0JiB+QJHhNcufGpP9NRpUqZBH51/j4+mDjxk04cvQY2rdry4TveOQxNZX2EkT6Y/fyFabPXsiVIxO4VdG5Q1sUKfxnky9uKZ40Yy7Wr1qCQgUKSK2/xuWr17F5xx7ExyemMjQ2NEDpUiWR09gI1g8fIyAwCBvY8xsbGYuMOV/D3zutmiSHjgZBZHG4aLtz9y5q1qwhxG7t2nXw+PEjtGvblsRuGuDHz8vTC6pqqReUINKPXDlzYcH8+bh79zaUlJTQvHkLzJg5C65ubuK7IYj0xkBfDxoa6uJ848Fp6up/XjQlMCgQigqK0NT4/dW1qOhoqCiroEXThti+cRX27dyMSeNHo2+v7ihX2hx6utrs95MTyspKwo3h61uS2OVi+cKlq1i8fDWWrlyLs+cvCreIb+FxDK9e2+Pajdv46OAorN4pkdZ+mRGy8BJEFiYmJgbr1q3H7Nmzxfb4CRMwd85sqKqSeEsLfPjjqbMePnyIFy9eonjxYtIeIiPg3wcXumvXrcOli5fQvn17jBg+HGZm+aQeBJE+ODo5Y+vOvXj95h0TjAqoUK4MOrRpibJlSiezlIaGhuL4aQvUql4NJUsUl1oT4eNxdHQMdHV1cP7iFezadwh7tm2Anp6u1OPXSBLgKQUaL1m5Bo6O7D1vXC2EdWrs2L0PZywvSVuJGBsZYvyooShfrqzYdnJ2wbLV69lvz0Nsc0NJ4wZ1MHbksGSfPa39Mitk4SWILEpgYCB69OyJadOmwtDQAMdOHMfiRQtJ7P4iSipqwmqhovp3K48Rvw6/gOY3M8PqlSuZ4L0oxAV3OZk+YyY8vSifKZF+FCpYAMsWzsGyBbNQrkwp2Dyzw4x5SzB20nQh9JK4a/0Ap89exMMnNlLLF46dPIMpM+eK8u0OTo7ir+XFy9i8fTdWrd+M9Vu2CwtrWNj3FtaU4L+H1LLqRMf8PG/4RwcHWJy/DLO8ptizdT1OHd6LLetWoFABM8ycv1QEvjm7uGDyjLkIDArGqGEDhYtE5YrlcOP2vWSfO639MjMkeAkii8Fn/U9sbERO3TOnT6NRo8Z48PAh2pG/7m+hrqYKRSVFmihkIvh5XJAJkE0bN+DSpUvw8vJEnTp1MHfefCF8aWGSSA/4eVe6lDkWzJ6O3VvWoV3r5nB1dcfEabPx8rW96OPr6wdFBQXUrVVDbCfBz8lnz18gJjYOsk+fmCCNQQITvEdOnMHtu1YIYkKRP9eOPQcxesIUJhyDpEemHy9fvxGfaeSwQciVK6dw1chvlg9zZkzB0X3bYZI7F9Zt2i4s02OGD0LjBvVgwvrpc4s0+4nx98/hBWPS0i+zQ4KXILIQfODZsXMnGjZowGbnzpg1ezbOWZ6FWT5a8v1dVFQSq8WpqpDgzWzwizVPWbZ71y6cO3cOjo4OQvjOmTcPHp6eUi+C+DNSmkBxgThkQF8smjtdbO87ePSziwH3NTc0MBTtSdg8s8X7j44oVbIYlL8qo939v/Y4uHsrFs6ZjhVL5mFQv57w9Q+A5YXkbga/Q2xcPHtP0kYK+Pj6CnGeO1cuqeULWlpasHvxSrxnLlwXr1iHPoNGoM/gkbh64w7KljEXVm/OU9vnaeqX2SHBSxBZhOCQEAwcNBjDhw2Dnp4ezl+8gLlz5kBN9c8DLLItObjgTRS6quokeDMrXPiWMjfH3j17YGlpCUcHB9SqVQuz586Fpze5OhC/j39AgCgqcejo8RQtlQUK5IempoZwr/kk+wQDAwMmNOPw+s0bqQfg6+eHjVt3iftJvqyG+vrib/78+T6nNcvB/hUsYCbu+wf8mYVXRUkZsbGx+PQD62p4RIR0L2W45dnI0ABbN67BhNHDUCC/GQqxz9uzayfMmT5ZCPtf6ZfZoaA1gsgC2LPBtXu3bnj58iWaNG2KfXv3wsTERNpL/Am86tfRo0cQHh4B1d/It0n8exKXj59j0cKFePb0GR49eiQscukJF0Nx8fFsgkkTI3mCi9XhYyaJjAj6ejoiSE0IOKaMePGIF6/sRd7bSeNGoF6d2vDz98fIcZP5brRo0lBYcy0vXmGPURT+tgnsHNmyfhVc3d3xvymzhVge0Lcn1NXVEcDE9bGTFsJKvGDOdJQpZZ74Jn6DZavW4vHT59i/c3OqmSB4Zob7j2ywfuUiFCpYUGr9wsRps9h7icLGNct/GHSW1n6ZHbLwEkQmhl9kjx47hjq1a+Pjx4+YN38+zp07S2L3L8J9d7nlhRfqILIG3OJbqUIFnDhxHEfYZOVvpJH6ETzZf7169TF27Fgx+bx56xYcHB2yVEomImVyGhtjxeK5qFeb++TmwP2Hj4VF8/Y9K7x6/Rb58ppizvSJQuxyjI2MsHTBLBgZ6OPU2Qs4e/4yypQ2x6qlCzC4f2+EhUeyc8MJRQsXxuhhA5HAzpE1G7Yy8bkG23btFxOmqRPH/pHY5XDhyYV40A98gfV0dcXkkAeapQS3Nru6e8D6wUOpJWXS2i+zQxZegsikhIaFYdas2SJwJ3+BAtizZ48QvvxiT/w9Ro4aJSzmYex407GVbxwcHWH/2h5u7m7IzSaNRYoUQbFixX4asDhl6jQsX7ZUWPO4Hz2/bHIrIM+SsmXzZmj8Qa5VIvPAv1u+0pM0kVFTU031u41PiEdwUIiYbH2dSSEiIlI8jufC5YSFh+P5czuRrqxw4UJMQOdJ5uP7u9iy5+QV2Pr17pGq1ZW7YZy7cAndOndK0e2AVzscO3EGYmJjMIA9T8P6dcTn5Xl67d++w12rB/D19cX4MSMwYcrsn/Zbtmje58+dGSHBSxCZEEcnJ/RkF9OHDx6gRctWTOzuFgnGib/PxEmTRFAUX24kwZs14RfbAwcPYtiwYaku71pYnEXXbl0RGxMjtSRainV0dNCnb19MnToVprlzS3u+EBAYiKJFiyKI/W3arBl6dO8uLvaHDh/GWQsL8ZpbtmyRehNE1uLDRweRW9fTy0e4ZeTIoSCyTPCUalxIN6xXC+NGDRdW67T0y8wuDyR4CSITwS0LFy5dwtDBg8UyKi8oMWH8+L9iESBShme62LZtO3y8vUjwZlG4X2WJ4iVgYGiA7du3o369et99l2fOWODy5Uuo36AB1NXUhOXt0cOHOHHiJBPMPqLC28WLF7573PETJ9C7Vy/UrVsXp8+chraWtmjnF/r+/fvjJNvPLccpiWWCyApw17mHj23w2v4tIqOiYWighzKlSqKUeclk15609suskOAliEwCD2RYtHgJVixfhoIFC2Hn7l2oU6uWtJdILxYvWYxNm7bAw91NaiGyIidPnRbCNCEhHhP+9z/MnTs31QAznk/0xcuXOHb0KJvsbBO/vdVr1mDsmDFSj0T45bF1mzYIDQ3DnTu3ofCNGH73/j3KlC6N7Tu2o1/fflIrQRCZEQpaI4hMgIeHBzp27IilTHy1btMWVtb3SOz+IzQ1tShgTQ74r1NH3L17B2XLlsWypUvRsGFD8bv6locPHyFfvnyoVrUaVq1aJSy623fuxOhRo6QeX+B5TG/fuoUePXp8J3Y5prlNoaamhrdv3kktBEFkVkjwEkQGwi1IN9gFtUbNmrCyssKqNWtw7NhRGBsZSz2I9EZVTf1znkwia1OlShXcu3cPgwcPFu4KtevUwf0HD5JlU+D5rP39/dlvL7FNW1tb5PX19vYW219z4+ZNEcjUpEljqSU5SRqY52UlCCJzQ4KXIDIIvqy6fMVKtG7ZEupMdPFUR2PHjIZyFkniLS/w3LtJ1daIrA/Pd8rdFLZs3QZ3NzeR2aRVq1aIiooS+xs3aohTp05j/ITxaNasORTZ7235smUoVbo0Dh85IiahSdja2kJXVxd5TE2lluTwKHf+OzYzo0qHBJHZIcFLEBkAjyrv2bMXZs6Yjo6d/sOjRw9RtUoVkQ+W+LfwJWn1VCL7iawJd1MYNHAAGjdpIqy7r169/ixkeXqmDh3aY/Wq1SKIjVt3X756hdZMFPfp0wcbN20W/ThhYaEi6jy1yHMe8MaflwtqgiAyNyR4CeIf8+jxY9SpUwdXrl7BmrVrsX//PlEqmMgYeB5NqrCWdeGCM+mWBJ9Qdu3aFVcuX0b+/Pmxc+cOMbFJCZ43tGiRIti7d6/w6Z02dYoIaOMYGhqJClxu7u4iQv1reML/9evXoXKVqiLrQ0pFKPhj3Nzc4ZWCuwQnIiICrq6u8PPzk1qS4+7ugVev7UXGlm/hr/fhw0e8ffdOuF18S1RUNOzt37DnTzkYkz8nf+2Unpvj5+8HVze3FJ+bH2vuGpLaY/nnDgoOFscuJfh7532+/s6+hu9P6Xgm8bP9354P3/KjfcSfk1mPr+JcHspKEES6wy8cO3btEpHk/EJ64uQJdOzQIcVgGOLfER0TA3Z5RF02CSEyH3FxcUJY8Yvot6mPHJ2csXDZaly6ch2Xr91kExdleHh6oHHjxnjy5An6DxiABQsWYdf+I7A4dwFVq1QUeXe/ZufeA5i9YBnu3rPG3FkzcOPmLWH1bdOmjcjB6+Htj+u3rZno9UCdWrwaV6Lgmjx5MmxsnqJ46YqwvHQVxkYGKFK4kNifBK/WNWPOIpy/fBVNGtb7Lkfw5m27sG7LTtx/8Bjt2ya3EnNXiXGTZ+Di1euiUlaNalWkPYl8dHDEpJnzcO3mXRQvUgimpsnTollYXsCajVtx9cZttGvd4rvCA9PYY/cdPi4qxzVr3FBqTYSL1YHDx4kqYsghQ7kypaU9iTx9ZotRE6bh9FlLVC5fFkZGhtKeRHbs3ofFK9bhwqUr6MA+19fFCLgUGjZqvKg65sZdTqRjmgQ/5gOGjsZpC0v2XWmjcKHkJXEfPn6CydPnioIKNdkx0dLSkvYksufAIWxkx9TG9jnq16n1XZq5uQuXsmNzCXGxsSherKjUmoh/QACWrlqPm3fuwiSnMYyNjaQ9iTxjz7llxx52zN6hfNnS3xVZuMy+qzNnz7Nz0AulzEtIrYnw8/jQ0eMirRd3u8n5zXPzY3746Ak8t3uJAvnNvqse+Pb9B1xj36WziyuKsvPs2891x8oaDx4+QWxsHExzJ6/EyV/73IXL4rk12Gsb6OtLexLx9PLG0ROn2ETvNZv8Ff4upuEO+22cOGUhJn6lv6kQx597zYYtuHD5mnAb4ufr8ZMW8GLPWaFcWanXF8LZJI8ft4zI10tpyQjiH8CreI0eOxaHDhxA7z59sXr1KlH2kSCI1OHpwrjo8/L2QasWTTFsYPLUX76+fjh97rwQw1yEnjx+FPet7glxt2r1agwZPFj89qwfPBJtOfCJiZxiMDMzk54hMRODo6MTdPV0kTdPHjRt0gS5TExEUYmw8DBUqFBJPMfRY0fRoF49UV2K525ev24dxo4f/zlPtj4TEd9m++CT3IDAIHFxNzI0+E6kcCtsaFiosD7rfiPEOWFh4ew54kShi2+rwfHPHBISIgQkf+y3AoILEf5eubj4VuRzeEWxiMgI8dza34hG/tyBQUHstRPYOKXz3Wvzz8WFVw6FHCjAjuW3wo9XieSij4s2vv9bnFxc4M0EkRkTdnm+yV/Mv8dHTNTyVHBVq1aG/jerX/x9PWaiUYG9ZoN6db6bBL189RovXr1hx1uffZeNvnMSO3HaggnbQFSrXAkVK5STWhPhE6vd+w6Jz9exXevvxLat3QtcYRMr/pqjhw/+ThgeZ8/94sVr5M+fD4P6907mohYdHY25i5azczoK7du0QMP6daU9ifDjuXbjNnF/3Oih3x23i2zSdObcRfZda2PJwjnJYj3497V01Vp2HrugWtVKGNSvt7QnEf59zFmwVIjNrh3boXGjBtKeROxevsKuvYdEQYlpE8cyoZ88aPrchYt4/MSW/T5yY9jgAVJrIvxY7TlwGIHsPK9XtxaC2OTMwdEZeUxN2GSntdQrER4sOnzsZGhqamDk0AGoUqmitOffQIKXIP4BDx4+RJPGjbFu/Xr069v3uwsEQWR3Ipi4/dYCysXP9Zu3YWigj9KlS/3Q9YQLIR5cpq6hibPnLFCnVm1pTyJ8eb1QoULw9/NDnbp10bx5c5QoXhwGBgbCtYBbG5ctXw4nR0ecOmOBdm0SL9b8N8tFLRelTZgYfvDggXCZGMTENC8rnFLJVoJID/jvgU+avp04cbiQ45XPUrOccqnHbxlhWU2Cv/4jXrjizVvUrln9Owt7ekOClyD+AU7OzqKuebmy3y/xEFmfc+fOwfq+NZYsXoKYmFgoKyuREEojfBl545YdePLMDru2rIFJruTLsb/CgQMHYc6EcaUKFaSWL/BL3eo1q2F57jxevnohLG28zDAXERwlJWVh2Zo2bRpGjRr5WVTw/Zu3bsH8ufOZaI4SInnS5Mno3Lnzd9ZDgiB+n5179yM8LAJd/+uA3N+4ZfwNSPAShERkVCQ2bdosLDkpJaEnMg6+HMitcIaGyX0F/zb8NXgwkoamplhKTcmS8i08wKlG9epQU1dHgQIF4enhDj19fYwdOxaDBg4k4fsT3r//gF37D6N96xaoXr3qPxGRfLk/gAnt4OBg8bvnV0EeOGqWL993S+RJREZFIS42Drq637sHEATx59x/9Bj7Dx5FzpzGmD9rmtT69yDBSxAMHiDSrUdPXLA8J2rnt2/XTtpDZDQ8GpwvP5csWRJ7du+WWr8QFh6OK1euwOKsBW7fvCW+y6nTpuF/EyZIPX4OD7Do1bsXHj969NlCq69vgBYtW6Bb166o36A+FBW+d0Phw2ePnj1x9MgRNlFSR7VqVYUo58FMbm6umDRpEpYuXZom4UwQBJHd4dk7+C09igFRWjIi28OXLLlAunjeEmvXrv1O7HJRc+r0GZw+c0Zq+R7+A+VuC2dYn9OnT4tgEuLP4QERQ4YOE1Wz+DH+mtjYWGzYuBH58xcQovT61WvQYyKVt+/Zs0c8lgftWN+/j6PHjgkhnBo8RdxzW1vUq1cPHTt2QKPGjZhIhRDYPOK/W7fu4jz4Fr4cf+HCBRF1fejwIdy+fRunTp3Cmzf2aNmyFdav34CPDg5Sb4JnxJDXqmT8/OLnGXddIgji9+DxLelW+ZJbeAkiO7Nm3TqZmpqabMfOnVJLcthFTKakpCQbPXq01PKFwMBA2eKly2QlS5rLcuTIwRWRuDVr1kzGhLTUSyZjYk26R/wKm7ds+Xxce/fpI7XKZB4enrKq1arJFNn30rlzF5md3YvPxzssPFz24uVL2bjx42Xa2toyDU1NWes2bWRBwcFif0rExcXJmDiWthK37ezsZJUqVRKv3ap162TfZxK79+yRaWlpyZ6zvvHffMdu7u5i3/wFC6WW7I2nt7ds8Mhxsh2790kt8kVYWJhM38BAVrxECdn2HTtlwT843wiCSDs+vr6yLTt2yaKio6SW34MsvES2xtLyPCZPnIiJkyZj4IDk6VY4r16/xqBBg4S18Gu4VZi7PpQoWRJzZ89CSfOS2LR5C86csRDW4lq1a8PZxQXz5y9AzVq1RD+efohIO9xSe97SEkysitRJX3Pr9i3hftC4UWMcPXoEZcuW+ew2YPPkCdq3b48d27ej/4BB+PDhAyzPnfthGjjuZ6upqSn8d6fPmM6+L3NUrFgRT58+RY2aNbFp06bv3BLY+CksyXx/2TJloPhN9HNuExMULVoUdnbPpZbszd79h8Qx7NS+rdQiX3Df//9NnISQkFAMHTIYVatVx+69+0RKM4Igfh++unfrrjWWr1qf4kpbmhGylyCyIY+ePJExkSPr1KmTsOh9C2+rUaPmZwvj1xbeY8ePi/YSJUrI3r59K7UmEhcfL1u3fr1MXV1dpqGhKRs2bJjsme1z2ff2QeJncKsqt7waGBgks/DytspVqsiUlZVlc+fNE9vx8QmyZStWyBQVFWW1atWSffj4Ueqddm7dvi2+66SbmZmZzPr+/RStu9yCq6SsxL7rjVJLcvhjGjVuJGvcpLHUkr3h31F0dLS0Jb94e3vLJk2eLNPT0xNjRKnSZWSHDh+RRURGSj0IgvhVPjg4yLbt3JviWJxWSPAS2RL7N29kpqamsgqVKslCQkOl1uRwN4SLly7JrKythcvD14L38uXLws2hWrVqsoDAQKlVJnN1c5M1bNhQpqKiIhs8ZIjMw9NL2kP8LnxpWEdHVzZg4ECpJRF/f39Z9x49xHfDv8tWrdsIsTty1ChZTEyM1OvXCA0NE89plj+/cIdImuw0bNRI9v7DB6lXImcsLGQKCgqyJzZPpJbkxMbGiglRh44dpRYiO+HALtCjx4yRGRoaivOkfIWKsgOHDrFzLOXxhiCI9IVcGohsh6Ojo0ggz6sHXbC0hI62trQnOTxBdwspOT37rUitiTRt2hRLly2Hra0tSpmbY9v27bhz5w5q1KiBt2/fgglibN+27bsSj8Svw4OcEj4lfFdClGdDOHzoEO7euyeCBC+ctxRtI0eOTDHo4fz5CyhVqhQqV64sgtPM2fdWu3Zt7N9/QOoBaGtried0cnKCi4sLnj57hrnz54tiBDz1GA+AS4JnduDniLFRTqklOY7sOfjz1KxZU2ohshO8yMW6tWvx+PETDB02HC7OTujbuzdq1a6Dg4cOi0IbBEH8O0jwEtkKnji+bdu28HB3xwgmjHJ/U9YyJWJiY4Xg1dT6Ioy5L+KE8ePw8PEjlClTBsOGDkXDRo2QEB8PK2trNGiQvHQj8ftwX96E+ITvypsmwX0keQ33lq1aiZKw5cuVw569e6W9icjYv0uXL8He3l5kTYhPiIeBoYEof6qi+r04VmDfLy8VW6F8ecyZNUvk2uXfb4f27eHh5SX6aGioC19u/wB/sf0ta9euE77B3bt3l1qyF/zY8PzJ2Rk+ThQqVBCbNm7Aw0eP0H/AADh8/IA+vXuhVs1aOH7yJKJjsvcxIoh/hrDzEkQ2wdnFVbgi8FO/Zq1assdPHoul5x/h4OgkU1JWli1YmHK0vaeXl0xDQ0P4k/Ln/t+kibKwsC8R/8Sf4ejsJGNiVzZnzlyp5Qv8u6tatZqsePESwo0hMjJS1qdPH+GO4OLiIvX6Qmxc3G/7gPHnLlO2nIxNlMT2nTt3hMvDwkWLxPbX2D63Fe+5b79+f+RzlpXZf+iobMLUmdn286cEPxZ2L17IOnfpKsYMfv5wX/STp06Rjy9B/AKv7O3FtfdXIAtvBmD94BFe2b/J9taPjCBvHlP07NVL5Pq7b22NalWriWXumbNmCevfJ1limdGviY2NFjXKVZS/twSy3xAWL1osrI/W1vexafNmbN+6TVj1vs3sQPwevCoWtxamBBvw8Pz5c9SqXVO4MfB8uE2bNRdWX3v2G/sWZSWl77ItJMGtxPz7TA1eSa1WrZp49PCR6MddI/Lmy4d169aBTaSkXsC79+/xX6f/hHvFokWLUn09eYaf+5aXrqLCV9kziESLL8/ocfTIYdy4eRNt2rTFq5cv0bVLF+Fmw3N98/OQIIjU4St2h4+dwqZtu344Zn8H60z8Q/gMf9ykabIW7bvKOvfsL1uzYTObqbwhK8g/hAej2do+l/Uf0F9mZGQkrL38xq2zjRo3ll27dj1Z3lxbO1sRdLJ6zRqp5Quenl4yJoRkvXr1lloSMzjw4Cmex5X4c2xsnorvZ8GCBVLLF/wDAmQ6OjoyJjxlU6dOFQFn3NJepmxZWWhYmNQrbdSrX19WsVIl2bbt22Vv3ryVxcR+CXzj+ZbnL1wonnvY8BFSq0y2avUa8d6KFS8mO3zkiGzO3LkybW0dEaFvZWUl9cp+8PHM8uJlYRUnUodNDGS37twR4w4fM3iwa7169WVnzp6VRWWDjBYE8bs8emIj69C1d4oZllKDBG8GwBPgr9m4hX1ZfYTw5bdR4yfLrB88/GcFCvjr/MqJkgRP/cQHaXmBp0k6c+aMrEfPnkKkcPHClxlbt2n7+YJz//590bYmBcHLsz1wMcwzCERFRckcHR1lderUESnJHNh94s+5d89KHP+1a9dKLclZu26dSC/HJyy80EO37t1l3j4+0t60899/nYWgTToHuADR19cXWSD4d8zbyleoIMRvEtylYvCQoWI/fxz/W6NmLZm9vb3UgyB+Dne1OXvOUlazdh026aoiK1uugqxBo0ayCxcv/nbGEYKQZ/ikOiAgQNpKGzn4f2ygJjKAyMhILF6+GpFR0QgICIQfuxUrUgjDhwxA8aJFpF7pw8p1G/DihT1WLJ6HXLlSjjL/lk/sVJk0dRbi4uOxZMFsaH5TDCCrEx4ejn0H9mPu7Lnw9/fDOUtLtGndWpSObc3+btmyBcOGDZN6JxLFvrsKFSvg3du3IkCJL+XyIgmr167F0MGDpV7En8CDBk+eOInmLZrD0MBAak0OL+vq5+8PYyOjVIPbfgYfCn19ffHq1Su8e/8Bri7OCAkNFe4sRkbGqFOnNuo3aADVbzJA8MfxQEWHjw4oW66sCJpjwlfaSxBph7sznLM8jy2bN4syzAkJCdDT08W4cePQqFEjqP3muU0QBECCNwPhkeI9+w1B3do1MGRAPzx4/AQHDh+Hj48funVuj66dO31XvelvsWf/YZyxvIiC+fNi5ZIFUFZWlvakDj9Vlq5cC+sHj1G9aiXMmPI/ufTPc3BwEBWTVq5cgSKFC4tqa+3atcPevXtRp3ZtqdcX3D08sG3bNniwv4UKFkSPHj1ESiKCIIjfIZIJX4szFti0eRObwKkjOjoKOjraGDtuLBo2aPjdpIsgiJ9DgjcDiWez974Dh6NSpXKYMHqkaOM5Rw8eOYZTFhfQqH5tjBs1PN2sRd7ePnjx2h7169aGyleCl1vK7F68goOjM4yMDNC+TSsR5MXhp4uDkxNc3TzQgD1OHgVvSnBLS9IxIAiC+BfwVcBDR45g08aNMDLOKVahdLQ0MWnyZNSvX18EYf6MwKAg3LhxA53/+09qIYjsCQneDIS7BvToOwi1a1XH2BHJl8otL17G9t0H0L1zB3Tv0imZsORf2aMnNjh+6izef3RArpzG6NyhLZo1afS5H+/z9Nlz7D98DI5OLjDNnQsjhgxE+XJlxP5v4ctn9x88wvVbd/D8xWvRxp+JW363rl8BE5PUCyjw1+JLwLfvWsE/IAg5jQ1RuVIFlC1dSizzc/hSf1hYOPT19UR/3ve53Ut079oJJrlyiT4EQWRt+G9707adqF+nFkqXMpdaiT8lIDAQW7Zuw7Ejh2GaJ68otGJoaIAxY8agfr16qbrx+AcEoGPHjsiTNy+OHDoktRKE/MCNUdztTUNdXWpJHcW5DOk+8Y+JjYvFiVMWyJs3D2pWqyq1JiJ8eGWfcPSkBcqUKilELYdfUA4dOY5N2/cwMaqEWtWriYpPt+9as8cUgqlpbtHn4pWrWLluM8LDI5hYzQU//wDctX6A+nVrQUtTUzxXRESEELRcJO/adxB7DhyBj68fateoisEDeguh3aFNy+98fHnKp6QBllsPNrML3PY9B5no/Sgs1E7Orrhw+Tqe2j5H+bKlRIWse9b3MXnmPDRv2gjPntth+ZpNcHByhoODExo1qJdtLMUEIc+EszFl9fqtKF6sCIoUKii1En8Kv5jXrVMHHZh4dXNzh53dc+jq6uPatWuwsLCASe7c7DqSN9kqFPdrHzx4MC5dvAg/X1/xWAN9fWkvQcgH127cwrqN29CqRdOf6giKrMhAZJ9k+MRu0VEp5+Pt0La1KHt7+NhJqQW4d/8BjjARXK1yBWxeuwJjRgzB9MnjRUCZ/bv3os8re3ts3blPWFo3rl2GbRtWYfKEUYiOjoG7h6fow2dFYydNxzMmSjn58poK14kc7F/BgvlR2rwk8jDxbGxsJPYnERQcjEEjxsHL21ts79yzHzfvWIv7vbp3xs7Na7F3+0ZMmzQWgYFBmDJrPkLDQkV+1Pj4BDx9Zos17OTMzUR0oQJmeMNEsodn4nsiiH8NX97iZaH3798PN3ePxEbi92EHNBcbd0oWLyo1EH+T3CYmWLxoIa5cuYISJYrBz88XWlraWLhwEdq3a4ebt259zv999PhxnDxxQtz38fHB2DFjhAgmCHlCS0sTfgEBiIj4ealusvBmIPxia3n+EhI+fUKLpo2/m51wAWrFBK6vrz/at20lBqsFS1cikn2xKirK8PDwEm4B3DLL3SP6dO/CRK4x9uw/BE9PbyyaOxP58+UTz2ua2wQFzPKhQrmyws2AW4Etzl2AoaEeE7fmKFqkMAoxofvRwUkEpV2/dZu9gxwwy5tHJPRPgkcRn7awRNnS5qKIw5u37/Hm3Qf079UVXf/rKN4zv/HX5W4NpyzOi8crKSniweOneGTzDEYGBli5ZB4qlC+D85eusYtjERQskF96hfSHi30rK2uRHYNH9RPZGPY7GDV6FN6//4AyZcsif34zaQfxO6iqqqB1y2bQ1dWVWoj0QFdHB82bNUPzFi1gY2MDZ0cnFCxUGKdPn8a5c2ehqaWFyRMnIjg4WHpEYjCulo4uataoQStqhNzAs5jExcaiUoVyP42zIQtvBsIDxfLmNYW7p5cIFPsaHqW7//BRfHBwhnnJYmKAsrV7wfoFYuigPkLAXr5+ExaWF0X/4YP6wty8hBCy/gGBYtaTj4nVJPiJUKdWjc+uCFyUarI+7z44im1O9aqVsWX9SsybOQVFChcSQrrfkNFCQHP3Bw5Pi8MF7BvJmpyDPQ+nft064u/XiEA4Nq6GhIYIy7BoY4+dNmkcO0n12PvLC11tLeEW8a/glo6u3bqJ6ljcn5jI3vCKPTHRMVBVU2V/qcIVkbUoWrgwdmzbhgMHD0BRSUkYRfT0DTB06FC4un6p/sfh1Qrnz50rKrwRhLzAV8EH9uudpkxTJHgzmLatmou/fPnf1c0Nj548xZYdu9B/yCicOG0plgZHDUvM52r/5h001NXQtHEjJhrH48CuLdi3czP2bNuAls2bCncELoyLMrEaGBSCDZu3CX/b1NDX04Gjk/Pnsq0+vr6IZTOlyhXLY/a0Sdi8dhmqVK4g0pdNnjlXRAzzk0pNTU1YdjlJvsX2b5OXceUlX1eu2yjS57Rt1QJ+fgGivVO7Vigs+fZxS7OpqQnevvsottMbXvq3QcOGqFWrFo4cPUzBcoSAiwR1DTUq9U1kSfiYX8rcHLt2bBepEyMiwoXPbkrwfT2694DNs6dSC0FkH8ilIQPgAVwWlhdw/+FjuLi5IzQ0DOcuXhHL+7fvWeOjgzPy58uLQf16slvvz1ZZLjKfPn+B4kUKCesob9fQUP+cCSGJ4sWKMnH8Bo9snuPs+Ut4Zf8Gnp5ewsdFU1NDCFY+SL549ZqJXH+0a91CWIZnzFmAYyctYJYvD3IaG4mZU42qlaGro41rN++yx6mgTClz3L57T7x24wb1REDbjVt3cPOOFd5++Ihnti9w7NRp7Dt4DJ8SPmHW1P8Jgevu6Sn8fidPGJNs2SE0JBT3Hz1B6xbN0i3tF3f32LhxI+bOnYPdu3aJ9Dzp9VpE1oKf9+s3bECB/PlRuHBhJhxKSXsIImvBx3TuovXk6VNYW1lJrd8TGRmBmzdvolXr1hTERmQrKC1ZBjB15ly8tH8HLUl88gAuk9wmMNLXQ9GihYVANDI0lHp/gQvGUeOnCuHJLbBc2CbBA8J48JeTszOqVqkMZSVl3Lx9B1dv3oabu6dwSeDfNPfc6tC2JQb174OXr1/jzl1rjBo+RDzHles3sGPPQTYgRjFBqAAlJgr56REbFy8E4uTxI1GnVk3h38st0l06dRCP8/Xzw9Xrt0SKNB4Yp6+nK/xpateq8TlVCH8e7k+m/80Ay32CuWBuxQQvH7D/Nh4enhg1ahQTvXHYxcRurpxpqypHZA94gE/pMmXQqFFDVK9eHb179Zb2EL8D/53zlSBNKRMM8W9xcXVFpYoVERCQuKL2IyqyfhcuXqSVLiLbQII3A+D+udzaqq2lKSylvyL07lhZY82GrSK7Q6XyZUSQTQS7wDx58kyUJuapyjauXoq8eb7473JRGRQSAtvnL5joDEGzJg1TFNScYNbv6vWbePHSHmHhEdDQUBO+wA3r1UGJ4sWkXlmDW7dvY9jQoejVpw+mTp6cJh8fInvB8zdWqFABLVu2RMmSJTBwwEBpD/E7vHxtjyUr1uLg7q0iToD4tyxesgQzpk+Xtn5Oo8ZNcOrUSREERxBZlY8OjtDW1vqpQYsEbxbEw9MLR0+chs2z5wgJDYOWpjpKFCuGMqXNRclf7u6QnYmLi8OKlSuxdetW7NixE02bfJ8BgyA43G+3atVqaNm6NQqwySOfIBG/z3O7F5g+dzFOHNoNTQ0NqZX4FwSHBKNihUpwcvoSiJwW6jdoKMqoV6xYQcSBEERWY9KMOSLT04jBA6SWlKEpeBaE58f939iROLJvBy6eOYrjB/dg/uxp6NyxXbYXux4eHmjfsSMuXLiAu3fuoFnTJiR2iVTh+au5JZJnD+Hp/r6Fp7Aj0o4GuTJkCNzCVbdu/V8Wu5zbt26iX9++iI2Nk1oIImvB44X47WeQ4CXkAr5Qce3addSrVw/FihXD9WvXUKBAAWkvQXyB+7Nzdxebp0/h7u4u/NN5NpH4b8Stl5cXBg0aJKzAvIIg8XMSEhKLHlCBg38Lj/uYNn1aspzpHD7Z19DQgJ6+PnR19aCtrfM5YJe705UoURImJrnh7OyCI0eOinaCyGrkzGkEQ4OfpxkllwYiy8P9MBcvWowtWzZj7foN6NalM/kPEqmyjp0j48eNFWJAVU0Nsk+fYGaWHyVLlkT79u0QFR2D0NBQ3LxxHY8ePxarJnfv3YO+HuVt/hnh4eE4ZWGJ3j260m/wH7Ntxw4cOXyYTfQLiqJAJcxLicpseUxNYZzTGHFsMhLPJm6uzq4ijeRzW1u8ffNGpJDs16+/8IEcPmyY9GwEkXXgK3F8PP/ZmEOCl8jSuHt4YMCAAcIad/zYMSFaCCIlPnx0wObNm0RO6Bd2zxEWHgZPdv7w3NM/YuHChZgxY4a0RRDpCw9I/vaizF1vvr5Scy8thR+4aikqpN2NK4xNUri1VxQKyiTwz8o/89/kZ8eMkH9I8BJZEl4s4/LVKxg2dBjq1a+PjevXUzlT4odwYbtj507w1ONBgYFp8s/l1rJXr15Smi3ij4iJS8A7z1DctffBB+9whETEQllJAZqqSghm9yNj4xERk+gOEhEd/53gjWT74hO+tCowQaulljz/+tdosedNij9TVlSAnsYXVwd9rcT7/DkMtXiWoESBrMLeT1Tsz38TcfGfEMTec2rw9x/L+qQEF7EB4T93d4ljn5Ufs78JnwNo8OPyDYrsABiw45CEmooi1NmNfw6/0GgYaKsip64aahU3RvViRjDSVpN6ElkNErzZAP4Vr1q3EcWKFhFVz7I6PM0aT7+zccMGLFy0GEOHDoaSYuqDP0F8jfX9+2jAJkk8m8eP4Etk25lAHjTgx5G/BJEa3FZ75pEbllm8RiATerVK5BTCKbe+hhBVScQlfEJoZMrnIxeI8WkIyPlbxMR9EgI86X54dOL74iI2MiZJhMrY5/kierkIjv5KoH5iqiLpcV/D1UaSsE8rXLdrpiLuuVDnk4av4TnkNaRjq6SYAzrqiQKf99VWT+zL7+tpJrbraSiL3zrvx7+Tr/clsA/iGRSJpw6BsHrri9CoOAxvWgyjWhSHmjIVL8pqkODNpNi9fIW7VvcxcuigP/aFi4iMQO8BI5DH1AQbVi+TWrMmvD78kCFD8eHjBxw5cgRVq1SR9hBE2uDFJmrWqo0njx9JLSlTqlQpPH36VCz3EsSvwgXf//Y9w+XnHuhTrzCmtjdnwk1+c4F/qyRSkxa/IzhSdURgO1JKpZYengt8UrLrxgesOPcGlQsZYvfI6kxsU273zAA/1/ik5WdQVEEm5cq1G7h+656oTvan8KpoPMqcuwFkVfh7tzh7FrVq1YKCkiIePLhPYpf4LXgp7nHjxoosHqmVmOaTzHnz55PY/UW42wiv4JjdiY5NwLDtj3DH3hsHx9TCgm7l5Frscrje+PrGXSZSunEL6q/eUnoecWMv9O3r8lt6wF1DhjUtjvPTGuC9VyhG7Xzy1/2Mid9j++59sLC8IG2lDgneDIaX5Q0JCZW2vuDr5w8jA33o/AW/VFc3dyEYw8LCsmReUe7CMHnKVPTu3RuDhw6DxenTyGlMJYKJ36ddu3ZCzPKywilRtVp1tGd9iF/j5St7TJ21MEtPrv8Gy8++xsP3/jg8tjbqlKTSvfJEyTy62D+6Jm699oHlEzeplchI3n9wgLuHl7SVOiR4MxBuhp+zYCm7QMxLJkR5PlBfXz+UKV0SSqlYoH4FF7fEH6UKu8DnyGKpghydnNCgYSMcOngAp0+dwqwZ07/LNUkQvwqvAjZ12jSRL5afT5pa2tIebiHKgcVLFqdq/SVSJz0tbFmF125B2HnjI2Z2KoOKhVIu4U5kbcqY6WN406JYZWmfqusG8e+oWL4sihUtLG2lDgneDIQvh0RGRsLLxxchoV+svMFBQQgOCUN+s3xSy58Rwp6Lo6ejk2XSsiS5MFSrVl1cQB88eIAmTahqGvH36Na1K2JjYsVkM+dXNdhr1amD+nXrSlvEr1C6lDkWz52J7JyDd9Pl9yiZVxe96haUWgh5ZHDjovAKjsYVu59bFon0pWe3zmjaqIG0lTokeDMQ7mIQGByCuLh4BDKRm4STswsSmOArU+rv5JRNKhlpmie3+PstvPKUh4enSLafGeB5If83cRJ69uiBnj174sb161Q1jfjrqKmpsfPsfyhcuDCioiI/rxyMGjmSJla/CT+GZcuUkrayHwFhMTj/zAPjWvHVObq8yjM8ldmAhoVh8ZjcGrIK9IvMQN5/+IiEhE9iSSTAP0BqBZ6/eAV9PV0UKvjFQhAUFIztu/ai/5CR6DNwOJavWQ/b53YpLqe4uLjilf0b4fvKiY1NzHtYv3ZN8TcJHsi298Bh9B40AkNG/w99h4zC/kNHMnSJ5u27t2jcuDH27t2D3bt3Y/WqlaI0JkGkB7Vr1xZFS3r17i1KrHKf+ebNmkl7CeLX4KmreJqspuVMpBZCnulULT/u2PukKX8xkfGQ4M1Abt21ku4BHp6JyyI8ZZLNs+coWbyoWBb8JPuEi5evYvCo8bA4f1mUPS1UqIAIDpk5fykWLFkh3CI4EezvvEXLMGLcZEyeMQ9DRo6Hf0AAE77RUFFWQsmSJUQ/Ds9BumjZSpw4Y4kSxYpiYL+eMMuXB0dPnsUTm6dSr38Hd+84ceok6tSuIyzO1tbW6NqVypMS6Qv/vfHMAk9tbODq6sJ+A/mgpf3Fn5cgfoX77/zQooIpFGncyhYUM9VBAWNN2Dh8MVgRmRf6VWYQXNQ9fWaH2jWqQkNdDS9fvxHtDk5OTPx6o3rVSmI7NCQU2/ccYKI2CsWLFsKmtcsxd8YU7N66AaOGDcTzF6+xev0m4Ye4fuNWPHn6HPXr1MSMKePRqEFd9lyecHJ2lXIVfrHcnjhtwYT1C/zXvjUWzZ2BDm1aoWPbVqKXl7eP6PM3cHd3h7+/v7SVMtyVYsyYMejdsxdatGoFK6t7MKcSwcQ/ID4+AWXKlsOzp4mTvFq1a5NYIX4bW6cgNCmbsusYIZ80LWcq0s8RGQfXR9HR0dJW6tDInkG8ePVafEndu3RCuTLmTPC+Fb6rJ06dhZaWJmpUqyr6qauri7yhhvp6WDhnBgwNDES7srIyWjRtjH69u+HxUzsmdJ/h/iMbtGnVFBPHj0at6tXYvh5C7Pr4+SMmLg6vXtmLxwYEBuLkmfMiGOzS1ZuYNG02/jd1Flau2wINDXVUk8T2n8JFeP/+A9C+fQdYWVtLrcmxf/MGjRs3wd49e7B6zRrs3rkTerp60l6CSF/i4mKRL18+9O7bF0bGxqhXr760h/gd/Njk9jibTGfHyHVeicw7OApVilBmhuxEPfOceOb4JQaH+Pds2LIdO/bsl7ZShwRvBmF9/xFy5TKGmVk+1KxeFZFRUZg6c54QrVUqlf/ObzVvHtMU6/n7C99fGdzc3EWgGy8dnBRw89HRCfsPHReCWldHCw+fJFqxeAU37r+7eN5MNGlYF86ubnj3wQGFCphh/qypMMn1d/zPDhw6hJs3b+Dx40cYP348QkMTs0Vw+AXx0OHDqFe3rrAA37p9GyOGDxfiniD+FTwbCA+0mjplCl6/fo1OHTtIe4jfwe7FK5w8dS5bCt7ImHhRmlZPg4qVZCdK5NGFb0g0Yr4qrUz8W6JjYhERkeja+SNI8GYA3PL5/qMjzEsUF8un1apWhoG+Lpxc3ITPausWX4JmuCXXLK+pEKUurq7iQsJvQcHBOHzsJCwsL6F54wbIY2oqhK63t4/ILfqIidsZcxfB0EAP0yclujc8fPxUCGueBUJTQw3FixXF4AF9cfzQbpw9cRDrVi5BSfae/gbv3r/D6JEjhZi4cu0a1FRVMWzEMPHZg0NCMGzYcPTr2xfVqlfHg4cPUKVyZemRBPHvqFq1KlavXiV+PzmNjT9naiB+Dx0dbXbTypZZLiKY4OXlZynBR/aCW/Zj4hNERTgiY2jWqD5aNG0kbaVODiaest9UPIPx9PLC0NH/Q+vmTTF0UD/RdsfKGqvXbxE+vRPHjU52weDZGOYtXinuGxoagEleBAYEIQf7gbVv3QK9uneBl483Ro2bKgSltrYWQkLD2EXcBPNmTkVuk1zw8fXFyHGTMYy9nrunJ06ctsSU8aNQt04t8bx/E/4e2rZrj4sXzguL7dmz51CrVk20at0a5cuXx727d/HhwwdMnzkLE/83QYhhgsgI+PD31ucDQmPDER4TIVZJOFFxUewCpggVxUQBrK6sChUlFSjlUIS2mhbbVocGu6mxdjUlVdGXSDye3JeOu2JlN3jgUo+1Vni9to0oQ0tkDxx8wtFngxWsFjYXMTBE5oUEbwbAywkPGTUBk8aNRK0a1aVWCMsst+imlJnAz88f1g8fwcPDSwjdAmZmqF2rOnS+iih/+PgJLC9eYfdywLxkMfzXvq0on5rEMyacubjkonnE2MnsdXJgyv/GoHLFClIPnukhAjZPnwsXif86tf8tMXr4yBGRQzcJAwMDWN+/j/MXLmDyxInQZ9vHjx1Dw4YNs6UliPg7fPR3wl3Hh2hatB7y6ptKrWkj/lM8QqPD4BcRiP+dmwPf8ADExsew9uTLkvz8zKVlhFImJZiIURaCLjQmDBFMHEfGRQuRHBEbCU0VdZjp54WJdk7kZP1NdU3Y44zFX1PtXNBUpdR68s7t1z4YsvUhCd5sxjPHQIzZ/YQJXkpnmNkhwZtBxMTGQFUl4yybtnYvsGzVeoSGhaNgATOY5MqJMHb/zbv34LmBcxobYuOaZdDS1JIekTa4JZlbcb29klefMTQyQlBgIMpXqICAgADcuXMH+ZloJ4hfITI2Cq+93+Gu0wOcfnEBxYwLY1aTCTDWMoQ/E6/BUSEIjAxGELsFsFtIdAhrCxU3LnDDYsPF3ygmVpUVlKGlyv3iE4dANWU1qLNbEglM/PK+fALJ+4TGhLN7OaClovG5r46qFnTUdNhACsTJ+JJ2nOgjYw+Ji49DUFQwE9P+Qizn18uLgoZmKGCQD4UNC6CIYUHoqmuLfUTW58IzD4ze9QTv1rclwZuNePjeHxP3PyXBmwUgwZuN4eWML1y6gmfPXyA0NBw62looZV4ClSqWR5HChaDxi8uSPABo0ODB2LN7t9SSnCJFiuCJjQ0OHjyIS5cu4ezZs1BSpKVgInW4wHUKdMVjV1vcdXyAt74fEcaFZ44cMNTQh6qSCsJjIhEeGyGEqAFr41ZWIy0D5NbJhTw6uZGbbRuybS5QhRuCkip7nCoTJb8eIMlFcEx8LKLjY8R9/roR7PUDIoMQyMStV6gPfEP94BPhDz8mdHlfJYXE1+GuEBzeFsMeH8TEORfMObWNUcG0NCrkKYOixgVhpGkAhRwkmLIavOLW8B2P4LKlI1SUMuf3x/Odv/cMxfUXHvANiUXveoVRNPffzzvN3e7c/SOR11BD7lfxbr70xvQjtri/qHmWKd2fXSHBS/w1eKaFpk2aiGT+KcEHvgn/+x8WzJ+PatWqYey4cRg4YIC0l8juBEQEwSHAWYja974OeO37TlhqddV0hAU3n54pTHVMkEc3N/Ky22ufd8JSW9y4MIoZFYaWmqYQs5npAstdJ7jADYkKFcL9g78TXILc4BzoJtwo/CMCoKOmLXyGQ6PDhS8w/6wNCtdCNbOKTASXhr4GpenLCpx/6o7BWx9mSsEbGB6Dy7aeOHDXES9cgoVrDndpG92iOKa0Ly31+ntExyag/KTz2DSoKhqVke+8xFzwTjr4DI8WN6dy0hmEi5sbFBUVkdf0x65tJHiJvwLP/lCzRg3Y2dlJLSnDg9j27d8vqln179cPe3bvQeXKlWD6kxOVkD+imVh95v5S+OFaOT+Ca5AHlJjgK5mrGKrmq4CaBasIqyfPZJJYOEW+4ENvTEIsPvg54pXXW7z3d8BHPyf211EIeV5lUTGHAsrmLoVGxeqgUZHayKOXO1Nbf22e2eLajduYNmm81JJ94D683dfeyzSCl1/Y/UNjsO7CGyF0eTYBLTUldKyWjwndklBTUYCehkq6iDRearf8xPMY0aw4xrb6UuFTHuEuDcN2PMLjJS0yrWVf3lmwZCVUVJQx5X9jpZaUIcFL/BUWLFqE2TNnSls/RkdHB9NnzMBMduMZHXbs3IWBA/pLewl5JiwmAo9dnuHs68t45PpMLO1zi21Vs4qoU7AaKuctBx317F3aNz4hHk5Bbnjj/R7PPV/BztMe7iGewr2D+/62KdUUjYvVFRbvzCZ+T1mch+XFS9izbaPcL2V/i9VbP3RedSdTCF5+WZ+w1wZnnrgjjgld7rbQo3YBdK1VALpM5KY3fFyvMvUSqhczxObBNaRW+YQHrfVab4Wny1uJPMzEv2fRstVQVVUWGa5+BAle4o+xt7dHpcqVER0VJbWkDr8IGhsbo2ChQihQoIAoRrF79y6Y5Mol9SDkDT7EvPR6gyPPz+D2x/tIkCWgrIk5GhSthfqFaiK3bi7yWf0BfIAOiw6Dvc973HV4iCdutnAMdEFBAzP0rtQZDYrUEm4RmYFnts9x844Vu/CMklqyDy9dg9F0wfVMIXi54Cw14TxCIuNQp4QxDoypDVXlfyfGuH87F7xFTHRwfEJdqTWRoIhYaKoq/fIx4uOIk28EQqPikEtXFbn1M0fmEy54O6++i+crW0FbjQJQMwKexUpBUeFzJdrUIMFL/DEHDh7EqJEjmXgNlVoS4Un88+YzEwFwpUqXRsUKFVChQkWY5jGFro6OEL+RUZHQ1Pi+glx6wJPCU/T0v4NfdK+8v419NseEz2rdgtXRuHhd1CtUQ2Q5IH4PPmQHR4fi5vt7uPnRCraer9C8eAM0L9EQVfKVz3aW1cyCW0Akqk69mGlcGs48csW4vTbClaG4qTbGtTJHm8p58TcKJPBz8NYrH9x45c0mq0DZ/PpoVs4UOhqJgi9J8BbOpYMT/6sr+j/+GIB9tx1ENouGpXNhz8gvOeB5lbJt197jiJULgiNj0bqiKWZ0Kgs9zURrNP8Mo3c9xvmnHiLwjn+GmsWNsbZ/ZZhmsPD96B2GhnOv4eXqNtCVPj+ROSHB+xt4BUXB6q0vrN/6wT0wEv6h0eIHyIMAPn2SsR+71FEi/tMn9oOXNiR4f33px/wraKsrpjmzgQoTd1rqv/YDDGWDTTz7DGkhKDxWugfcX9UV4RGRUFDVhG7xOtDKWxqmBYpBVUsP4XG/N/iHR8chPiHtpyePkOUDbpKo5emM+XGOifsER58w9r3IxIUon5Emippoo3WlPGKQ/tVjRKQO9zt1CnDFqRcXcJWJ3dImJdDGvCnqFKrGjj1VMUsPgiNDcOrlBXbMzwt3iA5lW6GVeWPk002svkj8G3yCo1GZCV6Hje0zheDluPiFYcPFd7CwcUdEdDxM9NTQr0ERDGxYCFpqib9HbgjwZtc0Pi4GhMVg9fk3qFsyJ5qVN4Una+++5h6als+NGR3LiP72bsGYcshWFNrg46uOuhLCohPYJFYBU9uXEs/PRgIhePU11dC1phn23XESY3AuXTX0qlsQjcqYoEJBQ/F8viFR6LfpAexcglDWTI+NIcBr9hpc0B4bX0ecw4tPv8KGS2+ZcNdBxUIGYiznPtP8+rBlcBXUNf875fB/Bxe/CFSffgmv17SBgRYVUcrMkOD9BRx9wrH9+gece+KGQrm0ULWIEcqwmW0Z9iPVYaKJ//i5WIz/RvFGs9lrSkeZp/EKCI+TtjIPPmwA+lVkEQEI9PVCZFgw8pWtLbX+Hlyo6/9k4NDV4EtiyYW/Ejv+yl9daPj3wcVvLPs+HLxC8eC9H2699hUXpiJM8Koo5RBVcia3K4W2VfIKwUz8HnwYeer+Atsf7hc+p02L1cfwmn1F4QXi3xDHxK6N+3PsfHgIth4vUTlveQys3kP4RVMluPQnMDwWladcwNt17TKN4E0iKDyGiU4HHL/vCiffcBTMqYU9I2qgeB5d2DoFoud6K5FlYOeNj1h+1h7lCujj7OT66LbmLh5+CBDuEDZLmzPxqSDEXTgTz1zcbR1SDdWLGsLZLxyrLO1xzsYDo5qXwJR2JVFl2iV4BUWL19dUVUT32gUwsU0p6H5l6OFiu8uqu3juHITF3cuhW+1C7DWAvhutRTCY7YqWrFcOVGXPxQPubsxuDE3JbYCXcj5011H4JHPf5IzCJyRaBOjdnd8URXPrSK1EZoQEbxrggnUJm2GefOiKkc2LoWedQkLgkj7KevCzPSQyFntvfxTLZ7WKG+GjdzjqmOdig7E5fae/gXuwF5bf2og7jg/QvFgDjKs7RPjlEhkDH9K54F19ZxvsvF6LQLdRtQaITA/ymO0isxDGRGDlyRfE0nZmE7xJcGPMrpsfsejUK+TWVxMi7bVbKNosvYXNgyph7F5b4V5Q2kwPlQoaYj8TlJUL6eOJQyD2jqyB2iVzCXHHDTuXZzQSFtck+Ng6/+QL4bbwYFEzdFljJXL+cvrUK4hlvSqJ+19z5rEbRux4JFY7W1bMg5JMgNu5BOLUIzeUyaeHi9MbilXUGtMvY3Djopjbpaz0yMwD9ykuPuYsrs5qLIxfROYlc/4qMxF8JtuZzUB5jsVj42uLNCvcT4eEUdaEf2/cL4z7s92Y0xhKSorCUnD1uSe7EHyQehFpgWdY2HJ/H9ru7i2qmx3uuQXL2swisZvB8CXginnL4mDPTdjccanITTz+3Gx03T8E951thCBOL+Li40WKwuwIF7lfrzBlJA/f++HJRz8R8Pg1PAXZ0CbFMLRpUbj6R8LRJ0K0c7/YYTtsoMeubfmNNfHKNRj77zhgVLOi2DioKntcDngHx4hVMH5+lS9gkEzscvjYmsdAnY0LnxAQFg0jbVXk1FET/Sweu7PHJz8vuFvCbjbmmhlpMDFbBOds3DHz6HNhWOIrcFuGVBNugvwazN9fZp1EcCnAjwvPdUxkDFb3H8DK+oG0lTokeH/C9MO2cPAOw5nJ9dmsV19qJeQBLTVlLO9VEV1q5hdLa5suv2cXgXBpL/EjXnu9RRcmoA49O4UpDUdjX/f1KGVSXNpLZBbqFKqOQ722YE3bBYiNj8PQkxMx/uxseIR4Sz3+LidPn8WseYulreyFKhNkmUGUcVc5HqzWceU9zDryHLaOAcKNgd8cvENx5rErLjz1EIKU+/QmwUXb4h4VWHtiW/MKeTC5QxkYM9HKsyq4BYQLtzFD9jgfJl65ZTMJLki5y9gqyzeoXMgQTPPCzjkIBXNpYWnPCmKVtPd6a7x0DYKTDy/XDUREx+KNeyhaVMiL8a3NYbO0BSyn1MPVmY1wbVZj4XbB4TEYHB64lhnhrnPqquQylJHcuG2Fe0z0/gwSvD/gjXuwWHJZ3bcSm4X+m0wCxL9nSJNiqGeeU9yff+Kl+EukDA9KO/zsNHodGYWc2kY4228fupZvRz6imRhevKJxsTo40XcHxtYZjAfONuiwpx/OvLz416293LobExOTrlZk4scoKChgRodSwu2Ouy+0XHILNWdcFrfas65ixI7HYlVr+9DqIlaCW1E5PI6heQVT4StbgInNVey6xwWuuooSahQzxuOPgcKCPaJpESGeG8+7jrnH7TDr6HM0mHtNrIQWZgJ314gasPnoL16jRlFDVGOPXdCtPN54hKDZghtovfS2EMBJPHXwF4JZR0MFlYsYC8PS1xOHpHPprUew+EsQ32JkoA99vZ+7kyjOZUj3iW/YcOkdNNmPf2qHv196kcg88OGeB2nsZheH916h6N+wyD/NWZlV4CVyZ1xajH02x4VwmtVkAjRU1aW9RGaHT0q4q0OLEg3xwusNDtuehnOQO+oWqs6EjZLU689QV1dDHpNcKFyooNSSvdh27QN61y2U4eMHD0Yb2LAwSuTRQV5DTeGmUDKvLmqWMEafeoWE1bWwSWLuZm01RXgFR2Nmp9JMJKugaXlT9KpT6HNKMI45e6x/WIwwDJTNbyAMQHyblyl28Y9ACVMdEQMx+7+y4pppqK2GoIgYUbZYjR0LPr5yv2AbJm5z66ujFztGvJ1bnK+/TMy2UIu9t6+zinB/4xeuQUwcx+OZUyBqFs+JuuaZz12Krw5uvfqeTRjyoYBxolWa+LdUqVQBlStWSHb+pAQFraUCXz6pNfMydgyrLvyVCPln0+V3WHjqJbYNrY62lfNKrQQnNCoMEyzn4KO/E5a2monq+b8PQCGyDgmfPuHA0xPYYLUThQwKYFOnJcipZSTtJX4HvvReacoFXJnZCHkMMkdRhMxGktxIEiY8DVqX1Xdh7x6CigUN0Lx8biGY7d1DceOlF7yZEOfBbJsGVoWyUg42act8i9I8yI9nkVg/oAqbEFD8QmaGXBpSgTvd85RW5LebfWhcNrcIvOCJxIkvcLE79MREeIf64lD3zSR25QAuHPpV6YqdXdYgICIQ3Q8Og0eIl7SX+BN4YBiRMlzofm2F4/7A56c1wOR25giMiMWys/aYefQFbr7yFtfeeV3KYU3fSlBTUcyUYvdrqKhR5oe+oVR45RYilmC4DxORPeDRxHz5zyswMXKZ4LkuIzGEid2I+Cjs7rYWefRzS3sIeaBCntI41HMzVBVVMOLUVIREJ6+WSPw6v1NQKDvDfYR50JrVgmb4uLE9HDe1x+MlLXFgdC0MaVJU+PZmBbh4JzI3JHhTgZeJpEC17EdREy18W9Aiu8LLg868vBSBkUHY0XkVLXnLKTyN3EEmehNkCZh6fpGI8id+B/IO/BN4tgPu18tvPA1aVoP7QhMZAx+z0jJukeBNhbDIOOQlP6xsRwFjbeTUo0AszqFnp/HAxQab/1uGXNrGUmv25crbW5hkOQ9vfT8iOl6+cm4aaOhha8cVeOX9FkdtLaTWX8fF1Q0fHBykrewFzz/Ll7V/EjdDyCH8e9eUSjUT/57d+w9hz4FD0lbqkOBNheDIWBjQEkW2w0hHFRoqfydiPSvDq6etvbsdE+uNQBGjfxNx7x7siZEnp8IpwFVqyTzEJsRh5Z0tuPT2Jv7bNxD1NrVH+z19sdl6Lxz8naVef87tj/fx2NVW2vq35NXPjQXNp2Dbo/0Ij/k9t56TZ85i977D0lb2gsdj8YArns+WyF5wH+OsaJWWFzw8veHr6ydtpQ4J3lTgWRr8Q6lySraDjVlhXyVUz67wUsHFjQujYxley/7fcOuDNe45P4SqUuazlHD3Dk1lDZTNbY7W5k3QoEgtqCiqYPvDA0z49kPPgyNwh4lVmbSs7RPqh/vOT345Hy1/DJ9oZNTieP0iNVHGpCTO21+TWn6NmJhY6OokprvKbqgpKyAiOg6B4dFSC5Ed4DmFeRU5nlqNyBiqViqPCuV+XnaaBG8qRMbEi0wNRPbCUEsVAdm8RKRrkAfuOD7A2LqDRRL7f4VfRABy65jARCexCEhmYsm1dfAI9cL85pNFWjZ+O95nBy4MPIRhNfqKfaMspmPV7a1CHE+9uBDDTk6CxavL0jOkDTVlVXiH+SIuPlZq+fcMqd4bl97ekLZ+jWGD+mNw/97SVvaC597V11TFZVvKdpGdeOcZyiY68fAPJb2QUbRo1gTNmzaWtlKHBG8qBEfE4hNN2IhsyM0PVsirmxvVzCpKLelPVGwUzr+5Jl5TIUfmG5ZyKORAVFw0bN2SV+LLo2eCkbX7C+FbM38V7HtyDBYvL2FEzf4okbMYFt9YB/+wAKn3z9FS1UJ4bESG+giXyV0SvuH+v5WxwcBAH4aGhtJW9qOQiTauvyTBm5145ZpYAc6XVoQzPSR4UyEkMhYxcfHSFvE3yCrzh6DwjLOuZQZs3J+LXLs/q1rzN3np/RZ+TGQ1L95Aavk5vMwxvyW5EfwOTv6uOGJ75qeuB4WM8ou/WmqaojTvsednhSU3CVUlVeTSNhLvJTAqGFXMyuNY722wHmUJQ+0vAjAoKkS83oiTU1BjfSu03NlDWLa/Jp49b0zcl3MwLiEe19/fxSm78/8kgwL/3vPr50VgBJVy/VUals6FGy+9ERSRvceQ7MQdex8YaKmyGwWtZXZI8KZCIBM9kbFZMz0Pr/zi4B3GLsiZR2Ies3bEgE3WomY6kblxCnRDaZMS0ta/gYtIYy0jVM5XTmpJGS4oX3q9weDj/0OlNU3Frdv+Ydhvc4L9XiOlXhC+tdPOL0JcfOr+2G5BHuh/bCxOv7ggnvdHJJ23GqoamHd1JRZcW43Wu3pj2MnJ4r002dYZp19eRHWziuhevoPoy4WjipKyKF3N3UTGWcxCk62dsej6WjzzeAl1ZTUo5lBEdNz3liH+fvhj1t3dgWbbu2L8udnY8mCfcHf4FxhpGgrhTvwaNYsZi+C1E/ddpBZCngmPjhMW3pw6quJGZG5I8KYCL3mY2fAMjEqTiJ197DnqzLqCC0/dpJaf4+gTjqjYLxarn8EtYuds3NMsYB19I3HjpU+mPK5fwycL2R0eZa6p8u9S8sV/ioel/VU0LFybCcTUrSTcurnw6hr0OjxSpEvLp2fKxGV7KCkqYsXtTehxcAQ8Q3wQHRuD7Q8O4MLba/AI9ZYenRwuMv9nORdR8dGY13zyT90oomK/+Oe1L9VCiFm3YA9YOz2GY4CL8Due22QitnVeKazAHGunJwiJSnQL2PngIK5/uIuY+FhMbTAa14Yex83hp2A58ID4HF8TnxCHQccnoM3u3tj56CByaRnjUI/NuDz4CEx1TaRe6Uscew+RcVHSFpFW8ufUQok8uth18yONJdmAS7YeKJdfDzxeTVtdWWol/jVBwcHi9jNI8KYCX5JSzkRpRm698kK16Rex2tJeakmZ+IRPuGPvK5J4F2CDb1p44RyIOrOvYNj2h0xUpE3AcqE76+hzvHQJlFp+DI9gjWPvjYvqwPAYPPrgj+fOQQiJzFwZEcKjyY2loIEZYhL+3ZLsfSYM+bJ+p3KtpZaU4b6tp19dFK4E9QrVwNFe2zC54Sgc7LEJe7uuFwUyJpybLfoqKigy0a4JPXVddu7F44XXG/a4xBUbPllbdWcL3vh8wKT6I2Geq5ho/xHRTBgnMbRmH8xqPAFKCokpqMbXG4ojvbbiv/JtxOsmMffqChx/fk7c71ulK0y0cwrLLc9za+vxMlU3Cv7bcgx0gYqiMpa1no1DvTajrKk5E/b/Ll2eV6gPdNV+PduC5cXLePDosbSV/eBXjBmdSsPVPwJ7bmfPfMTZBX49W3vhLdRUlNC8vCmVlM5Aduzej5179ktbqUPfUAqERcUKS6qWWuaZsdk6BwvR6BPy40jQp46BcPGLQJsq+VAmv4HU+mO4MK5TIqfwPdt85b3U+mP4wM6v17ZOQYkNKeDH3quNQwCO33cWApdTbdollBpvifbLb6PV4puYduiZaM9MaKhm74o5pUyK/7NcuFz07X1yDKY6uVD0J/l+udWZ3/LqmmJt+wXQUEksEMKtrZXylcWo2gPx2ucdPEK82GRVWQhZLtpGW8xAj4PDYPHyouhvaX9N+OD2rtQZ//1EZCfBA9Y4oZFh4vW6lG8rhHYe3dyYcWkJdj86woRqchco7rLgEuwu7hc2LoAz/fdgQNUeCIoOwYjTU9Fl/2CRDYFbfZPQVk20Diszcctz/5rnLPrPg/i4Jf1jgDOMNNM2fnzN1Rt38MQmY/IIZxYaljZB/VK5sOqcvRC+hHyy68YHYcB54RqM4c1+Pmkm0o/Y2DjEx/98RYUEbwr4h2W+gIO0Wps3XnorZppjWxYXovRruED1ZSKUuy9Ex36xZPJa5UfG1cHd+c3QqbqZ1PpjeLoqYx1V8WNPCVe/cNSaeRltlt7C2D02TIgnBubw5b6+9Qph1/DquDW3CVb3rSTaMwt8osPTC2Vn6hSsjiduz6Wt9CU4KlRYOw009NNgwcwhzmle9e3bvlxsPnN/IayiXGhy9DX0YOX0GPfZjcNdCm58uCd8cKvlr4j/1R8m2tMCfy6OT9iX5Oalc5fAkV7bRIDfmrvbMOfKCsR+JV4N1PXx6ivLsraqFibUGyrcGVa1nSve8yTL+Wi9qxesHB+JPtwPmQtcXvCDTwaW3two3Av+Jbaer4T1mvvx/ip5cueEcU4qQb2ufxWRoqzXemvhikbIF+efemDJmdfimrpjaHX2XVPAWkbS5b926NS+jbSVOiR4UyBpWVtBIW0i819Qp+T3uUmffPTH4K0PECTljXXyDcOt1z4oX0AfRXPriLYkPAIj2eBrhSpTL6L2rMvC0nrthae0l1vJgEK5tJBb//uyutzik1JQDy+nmJoLgIaqMgy11VC1iCEmti2J1pUS/RQ3D66Kpb0qomXFvChmqiOWgzITVHQCKJ6zsHAxcAv+cn6kF5/YP35m2fu8x3Im7m68v4f7jk9w5d1tEYi23monll7fABs3OyiySVaZ3OZ47f1WVCTjQpKLQTtPe1Hyl1tLh9foBxPdXEL4vvF+j0nn54nJmSITkVZOjzD+7GyYMMG8otXsZO4HPyOnRqL484tMnlFBV10bmzosQe9K/wkLMrf2Jrkq5NbOCe9wP8QkJP4+L7+5iTsOD4RlulnxBiKP76b2S6CtookxFjNx6701tj7YLwpvtCjZCN3Kt4eV8yMMPDYe866sEkFs/4LLb2+hYp4y4hj+KpPGj0G3/zpKW9mXnLpq2De6JkIjY9Fp1R28ck19JYzIOngGRWLR6ZcYtfMRWlQwxdVZjVAyr660l8goihUpgmJFi0hbqZODDc7fK5lszsP3/uiw4jYWd6+A/g0LS60Zi19oFMpPvIjutQtgZZ9K4qLaZfVdWL31w6ZBVdCxWn7suPYes4+/wMreFdCz7pf37eQbjnbLbgsxxx+vr6WC/bcdha/gw8XNoa2ugug4XmgjBnkMEpdUOVwkLz3zChZP3MUMdmnP8kKoJsGfk6di2TOypvD95YEax+67oGtNMwxuXEzMfrmQ5lx57ol+m+7j9rymKM6EbmZlzjE7IcDmd/1xtgB55/TLC0xkvsDiltOklvSBn8dzLq3AGfuLn4ViSnBf2U0dlgpL67BTk0QwWA5pqZ9PxvTV9TC2ziB0LNNKuBxMOb8AF95ch5aqJjZ1XIpbH6yw/+kJmOnmwdbOy5H3m0Cxn8EtxcNPTsKEesPQv2p3qfULfFLIxa6V82NcHXJMWJm33N+LE3aWuDzkKJQVlEQ2h4euT9GkWD20KNFQZHDgn5mL+X02x9GoSB3cd3mCynnLY3OnpWLf/GurcIp9F/w+9xvuWqGd9IrpAz+ujbd1wZKW09G4WF2plfhd+Jg6cb+NCNjtUDUfOtcwQ+XChlBUVJDWK9KXtAQV83MrtV4JCZ8QGpWyUSOEXU/i41POZBQWHcce+/PXTmCv/adxHJqqSmySmLrtTpddu74+0nwFT0vti6GFXw85vA8fOzh8vOETar4i+sotBHbOgXj4wR8fvMLY9S0/urHraLFvjEpE5ocEbwpctfNC343WTOBVRN/6haTWjIW7IJSbeEFYencOryHSjjWaf11EAh8ZWwvVihmj8bzrwsf30ZLmwrrKiY1PEML0jUco9o6ohvqlTUVg28T9z3DmsSseLmqK3AZaOG7tiDUX3+PegmZQUsgBqzfeGLztsaggU6GgvrDY5jFQw5zO5UTewcZlcqPPxvvsop0D+0bVwsyjz7H3loMQuHwgPzelPiqxgT0J/phua+7h0JhaaMgem1kZu+cJ8htrYULrklJL9oQXPvhv30BRUSy9U5TxIYhbeLnfcJIFlfvg5tI0gpqSGlxD3OEd5od+lbvCUFMfYTEReOlpjw8BTuICVSpnMRHUxR+TBHc9OPj0JNqWaoaixoWE+wDPplBQ34yJjV93WeG5cF962YvSwqm5XvDP8d7PAcWMC4v3FRQZgtsO1ugglWd2DXLHgutr8NjVll1Mk/ubGWsZYm27BVBVVIWJjrEItuPw57z10RpP2GMGVesFQy190Z5e7Hp4GKdencfZ/vuSHU/iz+AW3v13nGD11hcRMfFMoCky4aWQ7oFOvGLoz0RvVEyCCMDK7vDvgsdvcLGrwUQ0NxDxQ5fXSANlzPRQv5QJahY3hoZK9nZ5y8qQ4E2BJMG7bWh1tK38xaKZkXDf0hrTL0NHQxlXZjbE4K0Pcck2ccn5xpwmeOrgj8kHbdGvfkEs6fnFL9bisQuG73giRKyhjiqKm+rCzT9CWH2rFTXCyf/VYz/0HDj90BnTDtvh2fIWTCTLUHvWVfb3E3YxcV3X/Is7xTKLVyIydc+IGth/10m4U3CLxR4mdrnjfi02IPRcZ432VfNi06Bq0qMgXC16rOWCtyYTvInWNX7q8du/LF/7M0bveoKCuUjwcu58fID1VjtwuNdWscxO/Dn8fPcK8xEW4+CoEOHeUMSgIMrmMYeG8vfuRP8SPklou7sP5jWbjOYl0l4AhEg7fCUsKo4XFvnEhBXY5Otr26P8kxCfAAUeYzJ2PNq1b4dGDdh5lkkPgRK7LqkoKYBnPCLkA/LhzSLwn5yaioKo133U2gVXnnshr0FirtTwqFisv/hWzEpHtUgu1A7dc0YBYy1cm90IpfLqweqNLzyDotCmUl7sHFZdiF1OHkMthLIZ7Wv3UHgERoGnDitjpos6JY3Ffo5HYIR4bXU2wy1XINHSZOcShJ03PmJCG3PM6FgGdUvmhKmBOhPggcKSnISaFAgWEvElD++a8/bowyYWmQn/sBiopLPVJatQp3A1FDAwE4USiL8Dt/ya6pigS7m2GFK9N3pV/A/VC1TKcLHLhfiKW5tRwbQ0mhWvL7USfxseF8KX4LkrmJ6mCrTVlOX2dvvGFbg6fUjWtnf3DqxcuhhdOrXBxDEjsHvnNmiy68nXfTLLjV/nSOxmDT58dMDb9x+krdShK3sKJJ3juXQT3QIyA9xVwJANktxlYeL+p8LyvKBbop9pn40P4M5Eap+6BZBHEsEc7lfIfY7K5tdDiTx6ODS2Nly2tIfjpvbYzsSukc6Xz6eroSwuxjx9WNHc2iidTxcP3vsLd4i5x1+g/6b7qD3zKryDo4QPk4m+hshVzNcH6pnnwrhWicve3FrLxbQvE+ZfF5kw1EpcKvIJTfTXimMz/Yu2XoiJy3wLDFrqmSuQLqPg2QJmN/kfHrk+xd7Hx6RWQh45YXcOTz1eYGHLaWIc+B24aJ63cCmuXr8ptRDZlQsXL2LyxEnYunUr7t67J7UCA/r1hYurC7Zu3oo9e/fi5InjGD5iBELDwqQeBPHrHD91FmfOWkpbqUOCNwX4zDszkhQfwIO+eKaDGsWNUSCnJkIiY8Xf8W1KJXaQ4OKTi9p7b33hG5JYdpVXpeLC81sMtZXF8g33T+JO/ftG1RTWWkffcOy++RG2zkHCv4nPeHvWKQQZE9M8zy6fBS/tWSHZc/LAuDj2ZnlO4CR0NdSEz9qBu07YfOWd8P994x6CoU1+HllJZBw8C8GWjsux+/FhnHpxQWol5Ilr7+9i9d1tWNNm3m/l3k2CT7DdPL3h4ZVydTsie3DnnhX+97//oUqVqnBzdUflypWlPYCOjg5279yJBg0bYOTIUZg3bx5iY2LQsmVLfPj4UepFEL+GsrIyFNNQmEdxLkO6T0j4hsbg0D0n9KpbEKb6/67E6o/gVhczQ00RJLZuQBUYaKkKN4EO1cxEvse5nUszcfv9sigXpBaP3YS1tp55TiY8v4h5F79wnH7kKoRp7RI5oZhDhpYV8zDBryoyN/xXPT8GNy6KEc2KYVjTYvjgGQy/sFhMbm8OZSVFlMirg5YVTFGxUPJ8nYbaqkIA59ZXQ6FcidWaeBEPr+Ao3H7tg7v2voiOS8DszmXRvmra8v7+K7ZefY+y+fVRvsDvX/jlDZ4ZgQdrzby8FEYaBiiRq6i0h8jq8FRt0y4swvwWU1CrYFWp9ffgY5R/QADKlSkF09z/pgQykbl4bmeHAf37o1rVavDz98exY0egoZ78GsoNMdWrV0fZsmUwdMhQdO/ZE0WLFMHo0WNQrlw5FChQQOpJEGmjQvmyqFqlkhC+P4KC1lLgo3cY6sy6AuuFzUVu2qwMj9BdeOoldlz/KPyAqxU1EKL3nWeY+JxcmDYrnxu7R9RMfMAP4EUkcuqoYlca+qYEF7mWNu4i1y8PbvvdpdP0pNG8a+hdrxD61c8c6egyEw9dnmKMxQwMrdYH/at1Ey4PRNaEjwtn7C5g+Z1NmN98CvntEn/Mi5cv0ZOJ15o1a8LV1RXHjx+HttaPr59ubm7o3acvyjKh26xpE4weNQrjJ0zAsKFDfypeCOJXoStWCnALpbzABe3s/8ri6sxG6FLTDP5hcULsFsypxdrLiMTZO4ZVl3qnTnxCApx9w1G5yO9XUeIW6c418gtrcmYUuxwVJUo5kxq8otiG9oux/dEBzLi4BOExVDY1KxISHYaZl5Zg9b1tWN5mNold4o95++4d+vfvj1q16sDJ0RFHDh/+qdjl5MuXDxfOW0KRXQ/WrVuP3Xv24OTJkxg4aDBCQ0OlXgTxdyALbyoUHX0WV5hIzOoW3j+BW4GSfHN5Au6Kky9g36jqaFQmj2iTR7qvtRIWb7Lwps47n48YfnoKdNS0sbL1HBQxLijtITI71k5PRGll/rvmBTkKG9HyMfFnuLm7oX37DqhRsxZev3yB06dPQ1//1/JFc//vfQcOYPWqVViydCkuXriA58+f4wBrK1woc+TCJ7I+ZOFNBTMjTZGmK7vymGdrYKJ/taW92OYpybgALmKiJ7blFSl7GvEDiucqgoM9N0NNURWdDwzG9vsHRIlfIvPCy0SPt5iN4acmo5ypOU733UNil/hjfP380K5de5QvXx6vXtjh5KmTvyx2Odyvt3/fvti2bRumTZ0K81Kl0Om/zmjRvDmuXLsm9SKIP4MEbyrkNdRAVGzyakjZCZ/gSPb547GSCd4FJ19i46X3InuDobZ8FyBIqlBH/BhTnVzY12M9OpZuhU0P9qDbgaGwdn7CJkVUsSkz4Rnqg4XX16Dd7r546mGHBc2nYnnr2dBQTZ+8vwGBgYiPT7kULSFfBAUFoWevXjA3N8fHjx9x7PhxGBokD2D+VWrWqIFrV6/iyuUrcHJwwOKlSzF+3DisXbcOcXE0qSZS5uq1G7Cw/HkWIRK8qcBz8PIiD9mVVpXyYW3/KjDWURVpxC7aeohywjzbgjxjqKUqKuwQP0dVSRWzmo7H1k7LER4bgWEnJ2H4ySl450vphTKaD35OmH5xMdrs6i3SybUo2RCWAw+iXelm6eY/z4XuxKmzcf3mbamFkFfCwsLQu08f6Ovp4f379zh29Chy5fxSkfNPMDExwYnjx6ChpYU1q9dg06ZNOHXqNIYOG4bg4GCpF0F8wf7tezx+8lTaSh26sqfCe69QZGfnZl4RqEuN/Lg+uwmalzcVqbp4vl155713KIqaZF+/7d+hRoHKON1vD7qWb4eHrk/RZf9gTDg7B+99HaQexL8g/lM87ny8j6Fs4tFp3wCce31FVE471nsbFrWYBl21xBSB6QV3eeJWuKjoLwVnCPkjKioKffr2haqqGpycnHDu3DkhUv8mampqWLZkMUaNGoURI0ZgypQpbKKmgKbNmsGRvSZBfE3OnEYoVPDnLloUtJYKpcZbYlGP8mhfJZ/UQsg7sfGfUGXqRdxgIt9IR34ydfxLnAPdsOLWJuHewAVYVbMK6Fu5q8jwoKok3+4wGUHCpwQ4BbriyrvbOPPyIrzDfKGkoITKecthaI0+qGJWXuqZ/vBLyY1bd1ChXFkYGlIea3mEi91+/fsjLCwcQUGBOH7smMi0kJ7Y2dlh4KBB6NqtG1RVVLBhwwZs2bwFjRo1zLTZfojMCQneFOCHxHTIKZHOa3izYlIrIe/YuQRh+PZHuL+oudRC/A58QOGZHDZZ74a1yxM2kYiFiXZOtCvVHK3Nm6CgYeYqNpLV4JZUFzaxuOPwAJb2V+DFRG5sQiyUciihQdFaYoJRIidVMCT+LrGxscLaavfiBduS4eSJk8ifP3/iznSGFzQZPnw4VJjg7dylC2ZMmyby9/7vfxOgrESl4Im0QYI3BXiBhIIjzqBrrQJY2+9LWURCvll9/o1Iv5YdXDf+FdziePjpaZxjwsw/IhCKCoooblQY7Uo3R8MitZFbN5fUk/gRPG3TW7+PuMtE7oU315nAjRPW3Rg2meDlgPlEgruUaKlqSo8giL8HlwlTpk+H5dmzwt3AwsIC+c3+7cSVu8usWrUK586fx5w5c7Fk8SLkzZsXmzdtEiWLCeJnkOBNhbL/Ow8jbRVcn9Pkcy5aQn6JT5Ch7uwrWN6rAmqXJBH2t+Hi7L6zDS69uYHbjvcRHhMu2sualEL9ojVRp2B1FDI0g7IiVVficCsuP0ZPXJ/D2vkx7jo+hIaKuqhux4fsMLavfuGaaF+6BcqYlkQOUUeRIP4+fLK1dNlyLJg/DyXNzUWe3QL/yLL7LfzcP3/+AqZNm4qZs2fj5s2bePP6NXbu2oXixWg1lvgxJHhTYfSuJzj92BVW85uiYK70DfYgMp6H730x5ZAtbrIJjiJlaUhXeM7e976OuOv0EI9dbeEU6IKgyGAYaRmiYp4yqFWgKirkKQ0TnVzZxu+XD8NBUSH46O8Ea8fHeOL+HP6RgdBU0YCakurnqnbVzSqhSfF6KM+OjwpNDoh0hovd1WvWYOqUKShYqBAuX76cKQpB2L99i8GDBqNJk8bQ1dUVmRzWr18v8vaSX2/2g2eI4WPoz8pRk+BNhaeOAWi//Da61CiAVX0rSa2EPJLwSYYuq+6gT72CaFc1YywX2ZnY+DgERgbhuecrvPZ+J4KweKGE0Ogw6KrroKCBmbiZ6pqI/L/6GnrQVdOBPrupq6RPPtn0hucr5jly3/p8gK3HSxHkFxUXJVw+1JXVoKygDC+2n3/u2gWroXGxusirl1sEpGVW+KXknvV9VCxfDlppKCtLZG7497ll61aMGTMaZmb5cfXqVRQpnHkqUPLSw2PGjUNkZBR69OiOSf+bKFKXjWXv92fCh5Avdu87iKDgEPxv7EipJWVI8P6AledeY93Ft7Cc2gDlC1DUsbyy88ZH3LX3wZ6RNZngIOtAZoAPS9wSbOdlDzvP13jhaY+3vh/hE+aLT5CJJXxuyeFWTmMtQ+TUMoahuj4MtfRF+i19dT1R+pjfT/yrAx1VLegwAZ34WDb4sX/8Tnp+4/xzcHHLxesHfye88f2AV15vhbjnVlslJnA1VDSEu0JYdLgINitnWgo1C1QRVu6s5OIRHR2NngOGYczwQahXp7bUSmRVDh8+jD59+iC3qSlu3LiBYkWLSnsyD/EJCVi9ejWOHD6CJcuWYsmiRTDNmw/bt26BtjatzGYX1m7YAl8/fyyeP0tqSRkSvD+AW/4O3nXEpsvvMaxpUXSqnh+6GjRzlBcCw2PFpObGS2+cm9IAufSoylpmh/uuOgW44r2/Az76O4siFy5B7qI9/lOCEI46qtpQU1aFloqmsJbyLBExCbGIjI0SBTJUFVUSrahMTKqxv+pKqtAWIllXBH1psDYtJo612Y3302RtvA93r+CW19SqlPHlX99wf7gFe8Ap0A2u7H3x98ZTtUXGRYk+3AeXv0dd9h4LGJixWz6UylUcJU2KoqC+GZQUs27EeUxMDPoMGoFxo4aiRrWqUiuRFbE4a4Eunbsgp0luXL16BeYlSkh7MidXr13D9OnTMWnSZNy5cxv29vbYt28/8ptRWtHswK079xAbF4dmjRtKLSlDgjcNnH3ihrF7bKCipIDGZUyY8DVDpUKG0NOkvKJZjU9sEsOLipx+5Iq9tx1RLr8eNg2qhpy6JHazKglMaIbFhAnR6ywEpivcg73gEeIFnzA/IYTjPiVmNVBXZoKYiVsuZrn1l7sQcEHMrbCBUcHC6srbQqJCERIdKrIgRMRGSq+UMonPpymENq8+xwWtBnsdLrq5iOZuGbm1cwmXjDw6JkxcawkxLo++hj6+fjAyNICioqLUQmQ1rt+8iXZt2kJHVwfXmJAsXaqUtCdz4+XtDU0NTWhqaiAkJAQaGhoiowRBJEGCN408/uiPYdsfMdGrCBM9NXgERsJYRw1VixigIhO/RU10oKr8ZZDn4lhLLWVrDd+noUq5A39GaBQTIp+kjW/gRSLCo9NWsz8iJh5v3IPx4L0/br7yFpbdMmZ6GNeqOJvAmIqqcoR8ImP/uOWVC1qe+SCCCVr/yCD4hfuLNGnR8THC7YD7C4u+rF+YFCCWRFKFMi5slRWUYKChD0NNffHXiN24VZZbbrlQJoiszKPHj0Xgl6qqKm7euomSJUpKewgi60OC9xeIZMJp982POP3YTfj/cUHmExzNhK4C8htrQY0J3gR2OMMi46RHJBLC+nH3iCT4Ef96Own+VehqpGw11mQCWVExh3js13AXC2XF77MK8G4JCV/UIu+nmEI/jhCPUXHsE3HvyN/LUBDGxGdMXIK0lRz+/Fx0pgT/PEERseKz/wwl9vnZKSvuc42aJFQVc+QQ9/kW98HlljNufefb2up8CVoRpvrqyGekiZJ5dFGrRE4YaJF1niAIIonnz5+jadOmUFRSEm4MZUqXkfYQhHxAgvc34EfMLywaYUwkqigqQp+Jp9SsuSkRz8RubNz3pktugYqKTVk0crig5H3SAl+65wU0UoI/T2hUcgH62v4N9m1ejumL1kBRRYO9Dy5+E/3y1Nhs/0fwicC375sLUP00unzwPMcplfJVVcoBna8mAOoqSiLYiKPExHuS0OcWc36fb35tZScIgiDSRqnSpeHv54dLVy6jYnkqvkPIHyR4CYSEhqJVq1bo3qMH9u7ZA0tLS5jkygU3d3f069cfO7ZvR6FCBaXeBEEQhLxRqVIlbGNjfWX2lyCyEsEhwZB9kkFfX19qSZnfW78m5Ib4hHiMGjUKNWrWxOVLlzBo0CAhdjm5c5ugctUqqFatKh4+eizaCIIgUoKXfl2+ej0CAgOlFiIrcfLUSRK7RJZk/6Fj2LBlh7SVOiR4szHcuL9mzVpERESIqNZixYph0MCB0l7uNqCEBfPmoUu37ujYoQOev3gh7SEIgkhObGwcbt+7Dzc3d6mFyEoULECreETWhFt34+J+HsROgjcbc/X6NZw4cRIV2Kze1dkZ85m4/TadkIqyMlavXIFWrVqiXdu2eP/hg7SHIAjiC0pKijDLawpDQyrSQxDEv6NNq2bo07OLtJU65MObTeH+uW3atEHffv2wfdt2XGfiN4+pqbT3e3jw2uDBg/Hs2TNRdSeX5PZAEASRBE8Bp6BAdhQi4+Alh3V0dKStL3Cp823u6/j4eNjZ2SE4JATVq1WDpqamtCcRvv/GzZs4c+YMrO5ZISwsFFu3b0OLZs2lHkRWgkambEhYeDj69u2LNm3bYs/u3di3b+8PxS6H52XcvmMHypYrh7bscX5+ftIegiCIREjsEhmJ5YUL0DfQx6lTp6SWRB48fIgCBQpi+syZYpvn3OZCtqR5SVSuXBmNGzVCvnz5xOM5sXGxmDd/PkqWLInmzZph//79CAwMgLaONoKDgkUfIutBo1M2g89YJ06ahOLFi+P6tWuYNWsWqlapIu39MTw92Q4mek3z5BGil4JTCIIgMhZuuUxaqOUW9osXL+GMhYUoovI1UVFRuHjpEpYsWYLdu/fg9evXnx8nL9g9fw59fQM0bJi8xOyxY8fh6uoCLY1EC+45y/No3aoV+/zA8RMncPjoUejo6mLs6NGIiY2F9f0HmDtnDj5+/Ig+ffvA0dERHh4eePXyFbp36yaeg8h6kEtDNmPnrl04c8ZC+NtVYjPbmTNmiDy4vwJfMurYqZMobHH2rAV0tBMrUREEQRD/lkmTJ+P9u3ewYCJ3z959GDxooBCyhw4fYeKsq+hz7949DB02HG/sX4ttDrfGN2DCkKedLFhQPgLWevfuI1wU7Oyef3Zf4NlDzM3NERcfz0T+K0RGRKJM2bLQ1NDAXXZc+OomD9puyQTwxw8f4OTkJGJZ+vXvj6NHjsDQ0AgLFy1A/379xUonkXUhC2824v6DB9i5cycKFSoMdTU1TGUD5a+KXQ73jzp+/Dhi42IwYMAAYTkgCILgmRqIf0uCEHKvcffuPYwePUos3XNhtmLFcmHxvXDxIurVqyfEbukyZfGKiT7/gABs2LgBH5jAq127jhB5WR0u8v38fKGpqSG1JGJx7pyw0M6aNZuJXE1s3roFAf7+CAwMRLFiRVGGHRMzMzM8uH9fiFwNJoT58Tt08CCOHTuGfPnyYvSo0ShSpChWr1kjHkdkLp7bvcATm2fSVuqQ4M0muHt4YMzYsWjUqBGeP7fF9h3boaLy++V1DfT1cerkKTg6OWPkqFFiFk0QRPaFxwYMGjEWfkxMEP+O0LAweHl5oWXLlihXrhyePrXBpClT8e7tWyHO+DjPxSDPtX7v3l2UMi8FQwMDjBg+Ak8eP4aauhpmzJwlPVvWhVt09Q0M4erm9lmU2traYsSwYShdujR69+opXPr27tmLdu3b49WrV6KwUnx8ogV47bp1WLRwoXgch1vAu3Tpwo7nU9jY2KBu3bpiRbRQoUJYsXKVeC4ic3D7rjUsLC9KW6lDgjcbEBkZicGDh4hqapcuXsK+vXugo/19FOuvwgtUnD1zRgya48aPpwGAILIx4Uzw+gcEivGG+DdwIevPJhj8mOvq6gqLpJ6eHpo1bSLGY559gAtaLgZ5USE91udrcubMiWLFi+H9+7fCGpzV6datK7w8vUTVuKHDh6FBgwbi+HTt1k0I//DwCLg4O7PPXBx58uTBpo0bYW9vjwcPHmDM6NFQUlKSnglwdHIULoCxsbFiInHo0EG8fm2P9u07YMb0aVi6bJnUk8ho+Herra0lbaUOCV45hw9ic+bMRcGCBXD18hU2i10rZqh/C77cY3n+PG7euIGZM2chISFB2kMQRHbC0NAQzRrXh5GRkdRCpDdc8Lq7uQlr5OYtm5Evb17RXrhQYTH2v371GlpaiULAz9dX/E2C7z92/DhuXr+BTp3+k4sMG61atsTIkSPg7u6OHdu2i3gT/rnat28v9mtoqKNwkSI4eOCgEMKcb1OVJWFt/QCD2SShTp26OHjwIG7fvg0XF2c0btxIuPXt27sX8XS9yxQMGdQPk8aPlrZSh4LW5JyDhw7h8OHDYrbfsWNHDB0yJNUf+J/g4OiI1q1ao2fvXpg+dapcDJ4EQRCZGS5a6zeoz0StNs5bWn4ed3l71arVUKVqVWxYv06Ithcv7DCQCbhiRYuKDDsXLlyA7bNn6D9gADZt2gTlr6ybWZ03b98iPCwMU6dNR2BAgHDzSDo2h48cQe9evVGhQnns2LkTZUqXFkFqwcHBwtJ77pylSFfGr5VLly7Denb8goKCxGOT4JOIRYsXC6swkXUgwSvHvHj1UkSWli5dBgYG+li1cmW6CtH379+jZctWGDNuLEaPHJkuwpogCIL4gq+fL2JjYpFXsu4mwTMQ2D6zxdixY+Dh4Ym5c+fC+r4VwkLDoaqqgspVqmDY0KEioE0ex2ruYlOEifvJkydjwvjxUmviZID7686ZPQfR0VFiRUKBCd6w0FCEMZGsraODBYsWY+yokaI/z+Dw+PET2No+g7a2tggKrFylEoyNjMV+IutAgldO4VG43GeXR+B+/PhBZFVQ/YMgtbTy2t5eJOpesnQpevXsKbUSBEEQGQ0Xe/ySzwWuvK/CXbp8GZ3/+0+UwzfNnVtq/QKfKOzZvUdUD+UroOalSqFZ02aoUqUypR+TU0jwyiHR0dFSehVNkXfw7NmzIsDsX/Hk6VMx0Kxjs+h2bdtKrQRBEASR/nBZ075DR0RFReIKE77pZcHmJfqT/KaJzA85WsoZfAa/YtUq8YN/cN8am7ds+adil1OlUiXs278fo0aOwqVLl6VWgiDkGT7mODq7iDGIIDISbx8f3LxxXWQnSk93jRYtWuLmzZvi3CcyDssLl3D6rKW0lTokeOWMi2w2y0sGv3nzBgsWLkSlChWkPf+WenXqYMfOXcLSfOvOHamVIAh5hQdCjZ4wFV7e3lILQWQMx4+fEKmqeHq29IJneRg1ehRGjBiB9Rs2IoEmehnGM7tXePf+g7SVOiR45Yg3b99g3ty5bEargLZt26JTx47SnoyhebMm2LljOwYy0fvM1lZqJQhCHuEpCbmli1IT/jtiYmLIuvgNfIVh3769yJUrFzS+qbr2N/no4IBdO3aiT99+OHXqJEaMHCkC5Yh/T6ECZmlaySYfXjmBB6nxtGMcY2NjHDl8+I8qqf1NTp8+Lco6Wpy1QNEiRaRWgiDkCS5079y1Qt06tZIl8CfSBydnZ3Ts1Anz581Dm9atpVaCU6duPVGIw9LyHNIz/4SPjw+GDBsOIyNDREdFwdvbG9u3b0fhv5jrnvh7kOCVA+Li4zFw4CCRPsXLyxMXL16EkaGhtDfj4afYkaNHsWTxYpH7kdctJwiCIH4PXj63efPmIp/s1KlT0tVPNSsSEhoKRQWFz0U30hNeiW3evPl4+OgRqlatCoszZ7Bj5w7UrlVL6kFkFhTn8uR8RJZmw4YNeP7cDvavX+HEyVPIb5ZP2pM54IMxr2WurqGBcWPHok2bNqJSDUEQBPFr+Pj6iiI/XTp3xvTp00nspoCaquo/W+HkRSsaNmwANTU17Ny1E126dcW8OXOhqakhShKnNf0bT40m76niMho6ulmcK1evYvfuPXB0dMCWbdtgXqK4tCdzwQflfn37YtDgISJdDAW2EBlFjKcH/M+dQ4i1NRLI547IQnDXtfbt2qFZ86aYMWMGid1MAv8eunbtIqqaXrtyBZ3Z/V27d2PMuPGIjIyUeqUO9zvu3r07+QCnM+TSkIXhTvPt2OCnr2+ATp06CutpZh8A+em2ZNkynDt7FpbnLWFsSHX3iX9HuJ0d3g0Z8lnoKunpIc/o0cj533/I8ZXfqSwhQfQNvnULUY6O0ChdGrn79YWievoFwRDEj+Clb9u1b48KFSqIqpncskhkPni2Ep6SM9F5OAf8fH2xZ+9e5MubR+z/Fp7Ld+LESfjw4T1OnTqFggUKSHuItJIUKPuz3wQJ3iwKnwl26NgRsbFxKFqsKLZt2ZJlBkB+cs6YNRvWVvdgaWkJPV1daQ9BpC+vOnVC5Nu30tYX1PLnR+5BgxDn44NQGxvEsr/Rzs58hib1AHL16IH8M2ZIW8S3xMbF4eQpC3Tu1B7KyspSK/E3iIyKQrdu3ZA7d25s2riRggIzOfy3sHr1apw/fwEVK1bEtWtXsWvXLtSsUUPqkQh3Y2jdti2uXLoEU9M8OGNhgapVKkt7ibSycesOYUwbPXyI1JIy5NKQBeH5/qazCy8XvSoqyljDflhZabbP3+uC+fOEpaJvnz5pWvIhiD8l4v07RL57J+7r1quHwqtWId+ECdAoXhzRLi5wmjUL7kxMhD58iGgnp2Ril+N7/Dh8jhyRtohvCQgIwMFjp+Dp5SW1EH8DHhQ1avQY6OrqYeOGDSR2swAqbMI3dcoUTJ4yGVZWVmjdug0GDBiI/QcOJEvbt2fvPly9nFicydPTA9bWVuI+8WsEBgWnyR2ELLxZDP517dqzF9u2bgX3XuBlg3ObmEh7sxY8u8SY0aPZyRqEfXv3Cqd/gkgvPDZtgsfmzVArWBClT5yAgrq6aP8UHY3348Yh9N49sc1RzZ8fubp3h7KBARR1dOCxfj0i7O2hqK2NitbWyMEmbQlhYZ9dIxTYuauop5fpXYrSE/47Hjr6f9i8ZjmMjclV6W8QHROD4SNGICQ4WKSaVFVVlfYQWYU3b99iyJAhKFumLGyePkXt2rWxYMF8eHp4oHLlyiK7UhI1a9WCNRPIxK9x1+o+Psk+oX6d2lJLypDgzWJYP3iAgQMGMXGogh07d4oyvlmZaCY2evfpI2bEu3fvpgGdSDde/fefcGcovGwZDFu1kloTCXv2DG969xb3VXLmRNkrV6DwVZT3x4kTEXjpkriff/p0BFy8KJ5LxiZtnBwKClA1M4NJ374wzuCCLxkJL4RAv+G08/LVS6iziVeRwt/nJ4+JjRVi19nRCefPW0JDg/zHsyrc+jiWTap9ffygpKzIRG4oEhLicfebKqTcFejDx4/IT6k70wVyachCuLm5oWePHuyHEodx7MeT1cUuh1t19zCh6+Xjg+HDh4sLJkH8beICAhDt6AhlIyPoN/m+3ChvT8KofXvhzhD5/r0IXJPFxUFRU1PaC7gsXozw58+FZZgLXn77xMRJFLtQOc+ZI1wisiskdtMGt4aHhIagQf0GsDx/QWr9AvcBHTN2LN7Y2+P0mdMkdrM4PB8wL0hRr349eHp6IpCNR9+KXU4c+963bdsmbRF/GxK8WQTu5zpk6DC4urigOxO93PdVXuCDwamTJ1G3bj0EBgZKrQTx9wh7/Bif2GRKt2bNZJbbJHiKMo4CE2xRLs543rAhXnXoAHv2W3vTrx/i/PzE/q/h7g15//c/FFq0SDyOI/v0CWE2NuI+QaTGunXr0KVzV+HPuXrlKtg8eybtSbTsjmVi15a1naegXrmBF8IYN24M8ufPDzu751Lr9+xgwtg3hfGG+HNI8GYR7t6zgpqqCsaPH48Z06bJna+gvp4e+vXrK6KQCeJvE3j9uvirWa6c+JsMmQyeW7eKu1wUB125ivjgYLHN4dbc4BSsMXnHjPk/e2cBGEWyhOEf4sQNCBGI4O7u7hzu7nIc7nYc8A453N3d3d3dJZCQhLgTN/Z11c6GBAIESEJC5uPmdrZndjM70zP9d3V1FXL17AktKyv+nAqP1avxWgjhaD8/qURGJjGXLl7CqVMnUaBAAfTp2wdtWrfGwUOH2GeXxO61a9d4foZpOsqYKfNz0OjlmLHjsGf3bqkkafzEc2P27NnSO5mURPbhlfntoFnN5AslB2WXIcj14EGdOogNDESR/fuRLV8+actH3BYvhv++fYj28ZFKBKL+kOWWPv8pmjlzotjx42wtdps/H55r1ig3iM9oiU5blIcH9MuVQ8H165XlmQRqTuT77uvQ84mErjNFAhHY2TuAEp7OnPEPcuaywDu3dzh37hysRUdK5vfA29sHgwYN5Di7yUFfXx8PHz2SY/ImE4plTHzrnpEtvKlMWFhYojAkMj9OSGgoNm/ejP/9+z/xAPGWShNz6/ZtWNvY4OzZc7hz5y5bSgITWOtkMh8Rb96w2CU/XB2HzycHEdZDhqDokSPI1a8fR2ewHjkShbZsQcmLF+PdFRJi2qSJ0jVCCLwQUedUqBsaorAQzuTuEP78OaVQkrb8/tCzbuS4SeybKvNlAkVd9EqQadLpzWsM6N8fOUVH6frVa6hZqybME/iUy2RsyC+3W/duePHSUSr5NiEhIRglnkEfZHtksti4dSe27dwjvfsysuBNJcjSsWHDRtjb2+Pe/S/766igANTUYHwJ2rZg4ULRmLyXSjIXTs7O7OPbtWtXTJwwUYjez4d8omOi0adPH/gIMdy0aROULVsGlStXhr2dHWe6kcmcvL91i19J7FI0hS9BgpjcFHJPnAiLHj2gV6IE1PT0oP2JlYXCmeXo1InXP8TGsKBWoVu4MMfw/SDuV/1SpcTOmecR+1400s9fvkZQkCx4v8abN06fTc4NCwvFhfPnUb9BQ7i+dUHbdu14aFsm40OjjWSocXN9K5Ukj/379+PChQvSO5mvQf7RWbJ8+1krC95UYvfu3ejbtw8qVqqMUiVLSKVJs09UbIe8eZE9e3YsX/H5DE0SzwMHDcbIESMwYcJ4NGjQQDwYG2DJ0qU8PJaRoN+yadMmHq5JLhcvX0bZMmXx5PEjjBo9Cp6enpg3d4609SPHj5/Eo4cP+QFD4Xx27NiBpcuWwcTEFH1698aZM2elPWUyE+SDS+iWSMJ/NxnoiA5TQkwbNeLQZQRlY1PF4iX0y5SBx8qVPHkts4UnMzAwQOGC+WBkZCSVyCTFocOH8OELlv9DBw+wBdjXxxfVqlfH02fPpC0yGRmKXrJqzVpusydPnoJuokPduHFjlCtfHnb29tBJIgoH1ZHJkydzmynzdXp264SeXTtK776COJkyKczlq1cV2XR1Fa1bt1FEREZKpZ8TKbZNmjxFoaampjA2MVF07NhRceTIUWnrR27fucP70OXS09NT5M2bV2FmZqbIkiWLon79+orw8Ahpz4zBn0OHKjQ1tRSTp0xRhIWHSaVJQ+dSV09fIR4YilWr10ilSdOyZUuFhYWF4q/hwxQfxD8VHh4eCisrK0XNmjUVcXFxUqlMZuFelSqKm4UKKYKuXJFKkk9sRITixYAB/Hla7laurIj29ZW2KhT+x4/Hb6PFc9Mmxa2iRRUPmzUTmvdjHZSRId6/f6+wtLTkZ/nXFhPRHpiamvJrqzatFe/c3aVvkPndoDbp5atXiomTJivs7R0UWbNmVWhoaii0tbV5ndp/mZRBFrwpzPMXL1iM1m/YSAjRcKn0c2hbhw4d+OFWrHhxhYuri7Tlc/oN6M/iVvQGFf7+AVwWHhGuGDlqFJfPnTePyzIKPkIwlCpVmn97qVKlFM+ePZO2JMbTy4uFqrq6umL9hg1SadJ4enkqdEUnY95//0kliZkzd67C0NBQERCgPH8ymYNof3+lUK1QQRH3lfsxIbGhoQrfgwcVrwYPVtyVxLJq8d2/X9pLide2bfHbSOg+69ZNcbNwYUXQ5cvSHjIyH9m//wA/sxOK2y8tqv3mimdadHS09A0yvzMh4tmzZ+9eRf36DRRaQvDS9Z84cZLceU4hZJeGFMTP3x+tWrVm14Qd27ZyBp2koKGKkaPHYPv27Zxa8OyZM7CxTjqzCvnF7d+3H/369cOG9ethYmLM5TraOpg5cyaqVKvK/kFxHzLOxDiakHHhwnkMGjwYjx8/RoUKFbB3X+LZq6JuYvr06Xj37h2GjxiBbt26SVuS5ujRY+ze0bp1a6kkMSVLluRsNx6eHlKJTGYgRoq6oJM/f3wq4S8RGxoC91Ur8aB2bTiNG4fAc+cQGxDAqYhzdOwIO3G/mTZtKu2thNwbcnbvjiwaGuyvSzF49YoX53i/MjKfsmnzpmQNUYtOPvLmzYtOnbvAzc2V3bRkfn/0dHXRqmVLHD12FGeELihQsBC8fbwQkUSkmKiYKIREhfISERMhlcp8DTksWQoRHhGBpqIxfPrkCS5duYJ8X5gNTpwWFblhgwawtbPHjevXvhpr8ejRo2jRogXuP3iIIoULSaUfWbhoMcaPGyseiu/ixXBG4tix4xx/1190FqZOm4YRw4dzViEK4+KQ1wH6evrYsHEDxyV0eeuCChUroFfPnqhRo4b0DUpx3LhJE7i5uuHRo4dJhkU6d/48ateqhXv37rH4lckceG3cCFdRd4yqV0e+Zcuk0sSQv63/4cNwmzsXMQkSn5CIJaFLySWyqqlJpZ9Dn3lYp058LN68S5fCOEH9lJEhvLy9kVe0C9TxTgoSufb5HNCsRXO0FKKneNGiPBFHIf4lfKZlFWX0jrZlpdB5yZisI5P6UDsUp4jDB8UHjq7wPiIEodFhiIqNRnDke4QLURot1kOjwhD7IQ4RsZH8nggS21V+3SRg48R3EEFBQTwJNE+e3LyvV4gPvEN8ERQRLL4jlocCCKoPGmoasDLMhaIWBVHToTJKWhaFrqaOVE9US+YOGSgL3hQgLCwcnTt3wqlTp3Dg4EHUFY3fl6BoDOUrVMRjIcyOnzzJPToPdw8ULVaUY+6pJWhY6dJQD59E2tMnjxNtU7F16zb07NkDL16+zLAx+944O6Nh/QZwdHzFIcXWrV3L0Shat2qFYsVL4LWjI3R0tGFpacmxK2mG8/4DB9CoYUP+fEREJGxt86CBeE9W8KRYtHgxxo0dB8fXjsglJ7fINFCWNAobRhbX/KtXS6UfIZHqPHEi/I8dQ1ZtbVIR+CA6r2qGhrD9+2/EifUYd3fk6t9f+sTnUFrhh/XrszWZRHIx8V1auXJJWzMXYeHh0M1EaXBJhFADGh2X9OThOCFiwoTo8Q71w44lWzHnf/9KW5SQkDXMaQTLMrYwKZUTBlbGiBFC5kuohA19TlNNE+pZ1aCprgGTbMbIZZATufRzwMIwB2yMLGGmZwoDLT2oiX1kfh4SsiFCrIZGhsJTCE+3IHexeMA3zJ+FaGhkGCLjohATFyOWWBho60NfSxfa6trxrx+EIKZrFyzEcEBEEPzDA+AR7MUCWEtdEzoa2nxdaZ0+TxhqG8R3arizIyoB1SsVETGRiBTimay8kTFRoi7G8jGQcKboBdk0dKAn6gEdA32nsY4RsuuZwUzXmOsN1RMz8WokynU0tPg4tcVrRuLSlWvIKn5rlUoVpJKkkQXvT0JpIHuIRpXcExYvWYrBgwZKW5KG4sRWKF8epcuWhY0Qd/v37mVhS737ylWqYN++fTAxVlpqIyMjkS9fPtSoWQubNiYdVmvJ0mUYNXIEXr95A8sM3MgePHwILZo154fBlq1bhYiNQO9evXhboyZNsGXTJhiL80LxK2vXro2sauqiI3AXGuK8hYSEwia3DVq3aYPVSeQhp05GhYoVofigwK1bN5PsOMj8flD0hPvVq3PiCAotVuzIERa0CXGdPx9ea9ZwyDLDmjXE+lqOpWso6ljQ8eMseNWNjFDi0iV+oH4J/7Nn4TxqFAtoLWtrZO/UCdlbtuRQZ5kFume79x2MuTOnwdo6YydNoGcyCRJvIWQ8g8US4g33IE94hfrCR4jXQLGNhEasEBfUgJLA+BQSpkY6hoiKjWKxdH/aBQR6+SNL1izQNzdA9ny5YFQqB7LmoY4WhVZSE+JGH3qaQhwJwWEghA4JWiojEaSvrQct8eoW7IHA8GB+r6eZDbpiYdEdE42Q6FBxbMHwFcdIgocsjfameVDKsigK58wPO9PcsDDIoTxAma/iG+qPlz5v4Oj3Bg88nuKFz2txHTSEcNRDLtGpIGuqjbGl6GhYIKe+OYtJEqpUFwLCg+AnPv820A2uge547f+W18k2ryuur6kQm5aig2JllAu5TaxgZ5wbRtkM+fMaWdWhLtq3H4HqLVl+qdN0+Okp1LCvxNZg6nC5B3vinajDVJc933vz7/MTYp3ENkFiWltdS4hjXVF31WEpfl/h7EJ/5K2M0lbFeJ/0yt8z50BDQw3jRg2XSpJGFrw/ya7du9GubVted3FxFSLWmte/BIXkIn9UA9GoRkZE4s+hf7IAPn36NNaIhrdnz15YtUop2vwC/GGbOw+GDPkTM2fO4LKE0FBX69Zt2AL88sULaFIg/AwGDePQOfnzzz+5wezbrx8WLliA8xcvoF6dujA0NIKTs1N8J4AYNnwEVq5YjtdOb5Arp4XodETB3t4BDkK0UCzLTzkmhEuTxo2xaPEi0SEZLJXK/O6EPX2Kp+3aUSugFK1ClLIVVyJKdJ7IFUHDzIytv886dhQqOQ65/5mOd3PmssWWsrI5iPqonTu39KkvE/7aEW8nTUaoFHJPy9IShXbsgIaJCb//3aGRrjade2Lm1PEoUTx9N5AJoeeof1ggHnk8wxOvF3jq9RLPfRzZ2pbHWHRe9EwRGRuNSCFww2LCWfCSRS9W1BUSF9RJzyVEZH5zB+Qzt4ODma14tWdBRJ1r6mIFBwcjf778bNhYs3Yt6tatkyAmNE8e5zUa7o6Ki0Z0bAwPh5OlkAQLWZBJwEYJURsRGyH2C+fh80AhrKKFwAqLDkdIRChiFbFCxAQKgeMrnq3K4fWEDTyJGnPxeyrnKYsy1iVQzqakEGvKEHuZnUjRMbnt+gCXnW/g+ts77IpQ0rIICmTPi0I586FIzgKiI6ItWVtFhygsiEWss78Lv772fQtHfycWvJaGFrAWYtbayJKt7baio2FnYsN1SmmlTdzx/hVQ3SA/YBLjJOafeb/Cc7E4B7hyx0hdCO8HHk/QIH8tzGk6WfpU+mTBkuWik6CGwQP6SiVJIwven2TX7l1C8IpGVVC4SBEMGjgIzZo342HzpCr1zl270F40wvQg3L5jJ9q0biVtATp17oxjR4/hjRByJPCCxEMyT5486NqlCxYtWiTt9ZHnQuSWKF6cJ3/9N2+eVJpxIF+2QUOGYPPGjbC1tcVGIXyrVK7M28inlwQs+R+9fPUyPvMQZa2pLYTwkyeP4STOk5EQxFSFmzVvzk7+9+7eRcGCBXlfwsfXF5UrVeZsdw8ePoCBvnKYSOb3x190dN6MHMnrWcT9VvzCBWgmEJ/k20s+vnmmTMH769cRcOoULMW95H/kCMfXNahQAflXrkQWIVKSC1mT306fDr+DB1lom7VoAbsZn3dWf0doJGXNxi3o2KYVDAzS731GE3xJEN51e4TrLne4oSfymtoit4k1W7doaJgsYdT4k7WOBC2JWHuzPELYilfTPBhxaCpaFmuMunmrc2P7NejcnL9wXohcNdSpVUsqTT1IdLm/92KrtGuQO974vRXCxhlvA9xYVJO4U5HPzA6Vbcuhun0lFMyRly3GmQXqKFxxvoVTL89zR6eIRUFUs62A0tbFhWjNyaI3JDIETqIevPZzZnHoIs4hdXiontiZ5OY6Y2dsAxsTKxa4Jtkydhxq6mTte3QU8y4uZ79jEullReeoul0lVLItCwuD7CyG0xPs/yz01rd8lGXB+5OQP+nYceOwccMGDhhOaGuLClKuLAYK8du8WbNE0RqePHuGYkIY58iRg/1RaV8V/QcOwMb1G9gfN7eNDX93vnz5YWGZC1evXGF/HBUk4Dp27IjDonGmSAeUTSwjcer0aZ585u7ujjpCwG7fvu2zyXvT//kHUyZPRk3RQEyaNIlnKs+fPx979+zBn3/9hQX//RffqaDJb02aNEaNmjVx+NAh6Orqio6DE5+jR48eiY7EUdQU22QyD55r1sBN1BdKEhHt44OCmzcrs58JFKLjRO4OhIPY52Xv3tASnUvLgQPjRbK9EMSmjRvz+nchHr7k0xvl4cEuDWRZplTDMr8OGrZ96fMaF15fxRnHy6JEdEZ0TWFjbCX6JR/gHOjGQ9DkSkAiplCOfCieqwisjCxgrGOYpB8sNbJfc3NJCmpuf6V1j3w/gyOD8dTzJY48O40YRSxe+bxhcUwi2UBLH1WE+G1aqB5KWRWDrtbvJ37Jov/M6xX2Pz7GYpesuC2LNmaXD3IHeSOE7WOv57j37jELWxrmp3pSwNyBLb32ZrYw1jaEjubHtvt3JDjiPTzf++CJ9ws88XyBB+5P4BHiBXNdMzQpWAf189eEranNL63P34sseFOIkNBQ7Ny5k4fnr1y+HD9EZWVlhZGjRqFf374sbsm6ULlKNdy5dRO79+zFHy2a834PhWitXrUqcuXKhfsPHkBLU5O/o2///li7ejX27duPFtK+xNKlS9kNYPyECZj+999Sacahjzgfa8Tv6tt/ABYvXJCkOwaFGRs8ZAjvl7CaNmzUCHt27+ZoDipo39p16vC5d3DIi/wF8nO4N7Kkr1u/Hm3btJH2lMksUMazd4sWcbpfcm9wmDcPJg0a8LYQcY8979wZxqIzpRB1J0jUG/u5cxF67x68t21jq27JCxegnsCVJjlEiE6suoEBHjdtithgZYrdHxbOMj8N+U8efX4aex8dhU+oL/tf0iQdcmGwMrRAgewOKJwjP89oJ39M1YSwzAQNbYdFRwiB9wi3XO7hnvtjdukgf9UGBWqhRZGGLAoz+nmhNuTa29tYfWMLW7hbF2vKvs0kbm+43MUN17vsc02dnSI5CqCMVXG22tJ5yGx1Iino/IWLenLX/RHOO17h86UlOgN/iPpRN1915DLMKe2ZfpEFbypA4Wf2CjG7Zctm3L59m62xFDbr4MGDbKUlQUsTr0Lev0f1GtWhoa6Jc+fO8k118NAh1K9XT/om4K5ogCtWqAA9PT1s3LiJJ2ctXrQY69evQ+OmTbB7124WxxkNx9evceLESQwc2D9J60lC6Hzt2b0Hvr4+LGopekNSE8/evw8RArovjhw6DDUhWMii+88//6CIEDwymQ+V4CWrboi4j/JMnYrsUsfHS3RMXf/9Fzm7dWOBq5kjB4oeO4anYnvEy5fIlj8/iuzbx/smC/EYdZ4xA77bt0sFSjcKhbj3LXr2hPWIEVKpTGpDvrYXna5jx/0DuO32gIdfyUpL4ZrKWBfnVxI0GupybNsvERYVjitvb7EvK/m0ambVRPMi9Vn85tA3z1ACkIxMl5xuYNm19Wytpc4NTTi84/aQrb0VbEqhYp4yQvwW44mAMsnnta8zDj07iRMvzrOrQ4eSf7BrDLlBpEdkwZuK0JAX+ZX27t0bISEhePvWBYaGBryNcqSPGjkS165dY1/WAgUKYP6CBZ+FNKPLs2DhQowdM4atmISmphZ69e6FefPmcgIKmY/Q+QoIDOTQSAndRWQyH95bt8Jl5kzoFi2KsMePYS3uN4sePXjb62HD2GeXEklQDF6rP/9Ezi5d2M0hLjycLbJkmf0SFL0hLjiYJ8NRHF73JUvgJzqrJHw/JVe/fvz9MqkHCRev9748TL33EUXjAIpbFEYVu/IoZ11CNMY5E7mEySQfEoyvfN/g2ItzbNkjwUvClyIApGeBSJbrW6738d/FlXjp+5qPWzOrBvtf1y9Qk/1SaQKfzM9Dfr93ROdy6729eOXnhPr5aqBDqT84VF56Qha8aYC3jw9u3bzFPqYJe8Z06sPCwljIGhgY8AzeL3Hjxg1s27YdOXPmQJu2beHgYC+e6fIwi4zMl/A/ehRvRo/mkGQ0Cc1q6FDk6qucxUsuBxFOTtArWRJhjx6h2MmTbJF9IPl5W/71Fyz79OH1T6E4vU/atUOUi0t89rY40aElcnTuDB3x99TNzBBy8ybiIiNhI4Q2CePfHXqePXz8BIUKFoBmGmUGI6MCTTzbcHsnXvu9ReNCtdG0UH3Ymdqwe4JMykLC5qbrPWy5u5sjWpDwbVOsKU/cSk+4Bbpj1rlFuOx8k+PQktWRht7JL5lCf8mkHt6i47n53m6cEB0kmgzZp3xnDr+WmmzYtJXdIju2/7rroix4ZWRkfkvIjeF5ly7QzJUL0R4eLHZJ9JKbAaUPpji9FDKMIivQxLJwR0d2aSAKrF8Pg3LleD0hlJUt+Pp1vBLfRRPRVEJX9GRh2qIF7P/5R/k+ExIeHoF2XXvhn8njULxYUak0dSDhdezFGay6vpn9CnuU64C2xZtluID5GRlnf1esurEFp15d4MgG/Sp1Qf7sDr/UEEO+uauvb8GGOzt4klm7ki14cpUsctMeioCx7e4+7Hh4gH18+5TvBFPd1AnROG3mHNHJ/nYcXnmMR0ZG5rdEi0IDqquz2CVIrPKrELy0qGXLxtEbyPpK+/EiDXvr2Nrya0IoqcTzTp1Y7BIqsWveujXyL1+OXH368OS49zdvIuzlS8T4+/PfySxQxAJtLS2EhoZJJSkPDa+fenEBLdZ3w9zzy9CsUAMc67MNXcu0kcVuGkMz9Gc1Ho+TfXfAwjA7eu4chqH7J3L4rrSGfHL3PDyM1ht6wSvUB1s7LsPWzsvRrHB9Wez+Iii8XZ+KnXG452aY65qi09aBWHJlHUIik06t/TMULpgPhQt9DEf6JWQLr4yMzG8JCdT7VasiLkwpwHJ07IjcEyYoUwFLFl5aJ7eGQlu2KMvr1WOLb+lr10jB8edURLq64nHjxvHCWQVlZqPPkqtDQrJoakLD1BR6JUrAoHx56BYrBh17e2T9iutSRoaaEsfXb2CbJzeHEExpKJbs9DP/cbioJoXqYmSNgRk+5unvhH94IJZeWc9RMZoXaYBBlXtylrjUhPx0zzlewezzS1nYTm8wBiUsi0hbZdITFM963oXlHCljVI1BaFCwppTEI+2QLbwyvy0enp6oXacehgwdypEyZDIXWbW0eMKaChLARFYhRLMIQUYilVCT/HDJuksxew0o+UkSE5yykohLopzCj30qdgkKdxYt6mDA8eN4O3UqnrZqhXtC+L4eMwYBlBHwE+Gc0aH5CfnyOqS42CUhvf3efrTZ3Acewd5Y0+Y/zGw0Xha76QzTbMaYXG84tnVeDid/FzRf1xXnX1+VtqY8FFpuwJ7RGHZoMmeM29N1jSx20zF0v85oNA7zm03Hsuvr0WfXCE5xnJbIFt5UxsfPF+vXrUehQoWUk9bkiWZpypmzZ9Hyjz/QibLVLVwIjd/UuiaTNO9v3IDH6tX8SlbW3OPHQ9vWFi+6d2cfX4Ji8eZdvJjXyQWBJq8lBQnk+0IMf4iJ4fca5ubIt3QptOzsOAxenCj/EBKC2KAgxAYGItrPD1HOzvA7fJgnzX0KpR42a94cxvXrQSd3HhbhMomhrGATT/yPrXjkBzi1/kiOpSuTviFZQYktKFtXTfvKGF1rcIqFqqKIHKdfXsS0U3MR8yEW42r9iRZFG8ptawYiPDoc/55fglPiOtJIzR/i+qWFtVcWvKlIlGggO3bogFu37+DixQuwS8IvUCb1OSQEB6V/HjBwIObMmS2HJ8okkOsBhRzzWLGC3REIsuJq29uz20KUmxuXmdSrx9nWkgNNagt/9QpZKemJ+P5S16/H+/0mBYlfmiBHf++LZMnCPsMUCs1MfL/mJxkHMys+7/0w6MA4znw1quYgtC/RIlGUG5n0T1BEsBCm8/AuyAP/Nf8b1j85W5+icqy4sQkrrm2EcTZDLG4xE8VyFZK2ymQkSHoefX4G00//hxqiU0SjA6md1lptqkBal0lB6GLOnjMHmzZuxK5du1CqZElpi0xakz9/ftjndcCkCRPEuyyoVq2q3HD+5lDcXSfxaPNavz4+4xkj7svYgADEvX8vFQA6Dg4wqV9fevcFxOdogtt7IXApZTAlqogR7ympBLs6fAF2qyhcmK25FPVBv0wZXsj6S8dAPr4fwsPZIvz+1i347t7NYlq3SMbPbPUzUFrTbtuHwDvUF0tazEKDgrXkezYDoq2hjXr5q3Nq56kn56DMT8S+pTaVLMZrb25FbhMrbO64FPZmeaStMhkNdoEyt0dV2wpYeWMjJ6+oYVcJelq60h7JJyw8THSGFF8N7UrIgjeVOHn6NIb+ORSz/p2Ntm1aS6UyvwrKtmaWPQcmThgPbW0dVKxYUW5Af0dEo+g6bx6cJ05ElKsrTyijSWNkxaUsa5ZDhvD7kDt34n16I968QawQn4aVKn1urRXfF3zlChyHD8e7//7j7+R9RLkiNhaWgwZ91cIrKhm0bWzYnYIEL7+KxW/PHihiYjghRdDFizCqVo0tznRMwZcvc7g0vQT+xxkBanB27T0AI0MDjiv+o4THRLB/n2+YP5a3mo3S1sWkLTIZEXrOFrMoiII58mHskekoYJ73u9PQkhvDsmsbsPbWNo75u6H9ImTXM5O2ymRkzPRM2MJL6b/3PDqMyrZlYZLt+1K6/7dwGR4+fooK5cpIJUkjj+2mApQ2t2ePHujUpTP69U06eL1M2kIP3b69e2HGzJmYOHECFi1axBYDmd8L/+PH4bVhA6/r5MvH8XULrFvHWdbMWrRANlFm1qwZCu/by5ZWFd5btsBR7KOayMaI+uG1cSNeDhiAiBcv+D0XC6FLFlmTunW/6O/7NWLEZyPEM4KOj6zFRI5u3di3WIXP3r3xfy+jEBsXi8NHT+DWnftSyfdDs+5nnl4A1yB3rG77nzxc/RtBmc3mNZuGMcem4777E6k0eVxzvoPVNzbzxLhlrf6FWSrFc5X5NeQRnZi17eZzx6b3ruHfHdouOiYGEUlMHP4UWfCmMEHBwWjbti1sReM1+9//Qf0HGkSZ1IHihP41dCgmTpqEMWPGYM269bLo/Y0g6yil+CWhSBPA7GfNis+E9ilaOS1YCOceNw5ZpRTUQadO4ZUQtyp/W6/Nm+E6d2688CRxS6KUJpo5LFwIu//9j8u/l6ALF9i/2EAIblont4ds9vYspFVwZrYMNgKRVRyvnp4uTI1/PHoCZcY68fI8FjabjgLZHaRSmd+FwjnzY2bD8Ri0bywcfZ2k0q9DExfJHYL4t9Ek2BhZ8npmhTqFroHu0rvfB/LvXtVmLqJjY9B390jO2JZcGtarjcYN6knvvozs0pCCxIoGa/Cff+LZ06c4euwospuZS1tk0gtk6a1StQr8AwIxfdo02NrboVgGGzqWSZrQJ0/gJUQsYVihAvvXfg1yRdArVgxGdesi9OFDxPj6IurdO4Q+eMCTzVxnz5b2BPTLlkW+lSthJQSxcZ060LGz+7orQxLQZLd3K1bAf/9+9is2b9MGfnv3cmxeE/GdHuL7VaHKLPv1g27BbwdST09Qh7JRg7och/dHiI6LwcA9Y9CvQhc0LFRbKs2cfBCdrBc+jjwxK61jlaY2VkYWbMlbeHE1mhdtAM1vpIDedHc3zjheQtviLdCx9B9SadpCx0vXhDp1vxqKbjD22D946vkSgRHBnNHMPJsJ1NVSLgIRGYI+iN+c1r+XXBmsDC1w8OkJ3Hn3EM2L1Ida1m8bDS1zWSBH9m/rLVnwphB0Q6xevQZLlizBzp07Ubyo7HeWXiHRW7NmDTi9dcasGTNg5+CAIkUKy2FtMjg0QS3s0SNetx4+nIVkctAwNob5H3+wyA1/9oxFbzAlniBEXTHv1AkOQvySXy29/14ojBmJWefx4xFGYpom0YnviXzzhrOxsd/u1assuAk6bkqQQZnfMho/4xe//9Ex+IUHYFztP9NE5L0NcBNiIQIG2ukvzNm2e/vw54GJOOt4GW/838I/LADZ1LWhL441pc5NjOhgkPX0V2SoK5GrCM6+uYJnXi9Rw6GSVPo5lDb6r4OToKeVDUv+mAVN9dQN3ecW5AEXUS9y6CcWT+tubMfUU3PwR9FG0PgBYfk+MkQIe82fuj8IGmvacmcPu/y4Br7jJA6Hnp7kTsEz71fiPOkhpzj25IjEr3He8SpGH5mGlkUbp3lUI3vTPPAJ9cXFN9c4hXjFPF/3y/0efq+u4y/k0qXLGDtmDGbNmoXq1apJpTLpFS0tLaxcvhzN/2iFXj16YP+Bg9IWmYwIxc+lyV8EuTHQJLDvgVwg8kycCJOGDaUSgXjQWw4YgDzjxv2Qry75AwdduoQX3brBfenS+ElyjEKBCCflkC6lKA5/+ZLXCfLrpfBnIfd/3Bc2o0EN29rb2zCy5sCfbqyTg3eIL1pt7IUDj49JJekLylpGvPZ7i90PD2HSiX/RdH1XNF/fjQUPZa36WW653keL9d0RHZvAbz2NoNGAsbWG4MjzM3ji+UIq/ZxLTjcQEhXKIel0hehNbSYcmyk6GhO4M5CQC07X4CXqDMWP/XPfBEw+MZvTXCeXCcdn4Zj4rT/LS5/XLHan1BuBE3134FS/nVjfbiEaFqyNe+8eof+eUWi5oSdeeDvy/lecb3GdeSo6Ft8DuU28FYKahHpaQ52CoVX7wFDHADseHMC7IE9py88jC94UwNXVFZ07d0aPXr3Rt488SS2joCOE0YZ1a1C/QQN079oVFyTBJJPxiCZ3BCmuLk1GU/nlfg/+Fy4g4ORJ6R2QvWMH5Bo48IesMhTZ4UmLFuwTTO4SBFls1fS/nmqVhDVlbaPIEU5jx0qlvz/XXe6wdSq/efKs8j9LdFw0L0XT4aQ4sjyfeXUJf1XtixtDj+Hm0BM43W83hlTpBfUsavjf+cVouLoDh3Ei7rg9RNWlzXH6xSV+n2xEvaZIGO+CU05QfA/5zO1QOU9Zjr7wJQ48Pg71rOpoUujb/pkpAU2eihIdAHJfSAhZ1SlTmJo4lvueT7BfdJQ23Nopbf02cR8+sPj8WUg0uwnB6x7kBUvDnMipnx1lbUpwSuVT/XZxJyIgIghddwzBA/eneO3rzCm5Rx6eGt+JSg5G2Qy5I+QS9E4qSVuMxbnuW74L1ER933x3l1T688iC9ycJDQtFr969UbRoUcz8Zzr3XGUyDiR6KVZy2bJl0aplS9y4cUPaIpORCLn9sTExrllTWks+FKbMecSI+IljZqIu5B477rvFbtiTJ7hfowZe9u+PSBcXLsverh1KnDuHskL4lhb1i16L7N+PXH37JrIcmzZpgmLHj0O/dGl+T64VsaGhvJ5R+NEpoJSVq2LulBu6/BbX3t7hIPc0tJ7euO/+GE4BLkKwPOFj1FLXhIVBdvSp0BkHem7E6jbzWOyMOjINO+8f4JjFNPQ/8eQsvPR9I33LtzHWMuT67eSnrKe/gh7l2uPq21vsSvApUbFRuO/xGFZGuWBjnDYT1dTVNFjcfnrbB0e+ZzcHIx0DHOu9TXQ+eiMo6j1bQpNDNg1tOPolb5Le16DQbkScIo7/dkTMx4Q25JrSuXRrTK07kuvDhjs70L1cO6xrNx/lrEsKkZy4Y0Oxkcl6eurVRXadSWjVplEWctOk9M0JId9eui5pAWVfIy68uSaO9eOE3qRwfP0GrpLB42vI6uwnoKwvkydPga+vL7Zs2cLiSSbjQTFDd+7ahTy2dmjWrBlu374tbZHJKLy/KQle0VIZCsH5PZA7wavBg+NdDsitwXbq1O8WuwSJVPbFlSxEFHvXZswYTlShgiy9FB6NYvAa1akjlQJBQhRT9AZKV0wJKYjAs2f5NSNAjeF/C5fi3MXvszRSY3bb7T5b/NICEgrb7+1HAXMH6P9AkPufgaxs34oMU0iIGppPQMaTOHGs3qF+0hYl5NM4s+EE3mfr/X2ona8qDvbYiK5l2rL4TQiJmBfer7H30RFsvbc3kYBRk3yByW86IXR8lCEtLaDfaqxjiENPT0glH/F878OCrlB2pchLC8KjwrlOkGVRRXRMtDgWb9gYKkU3be9bsTNGVO+fbH9qUx1jPvdxccl3g0gKPSkTGSX0WHJlHRqs7oCd9w6y6wtFvaCRgWXXN/Czq7x1Kd63nE0pTGswOj7En0ewFzbd2Y1ma7ui4ZoOGH5wMoYemBg/YpAQGgUhyOp9zfk2BuwdgwarOuDG27tcnpoYaOujuEVhdiUJjvi6a8WO3fuxffc+6d2XkQXvT7Bp82bs3r0b27ZthYnx9wVKlklfmAmBceDgARibmKJFixZ4/PixtEUmIxBy8ya/krDUNEt+QHrKnvZq4ED2oyUoKQSFM/sRn12CM6RJozxqurqwnzePw44liWiUrP/6K/5vxYWHw43CoAlU4ttjyRIoEsYGTseQAeD5S0e4uH7fMCj5aIZEhn53MoIfhfx3nQNd0bhg3WR1apz8XbDy+ibMOb+URaNLYOLfFxkThVsu99kP+WsceHIc9Ve2+6Y/pYY0MYssdtvv7RMCox2mnpiDGy53cdPlHg49OYnxx2ewcK/tUJX3pcgHgyr3EOJGmdGTjnH9ze2oJ/5em829MeXkHMw6u0gc/x7enpCYD0rLHv2O4y/OocOW/qi9ojWOPD3N5amJhpoGajlU4Ti7n0IRCOg3muulXcxdH9G5MNM1TSRk3d97cTKUIhYFpJKkIfeBOeeXYfa5JXju/UoqVULXlKyyqs4OTRbc9eAgX8/vga4RoSW+zz3YkyczTj/7H1qs74Y/NvTgCX5eIT6YXHcE2pdswfsm5KoQrY3XdsLs80vE+Q1C88INMLrmIEytPxLV7StKe32ELO+rb2xBozUd0XfPSDgHuKJZkfriXv3YgU9NiuYqyL7SbsGfjwAkJEvWLMmKUiEL3h/kzr17GDVyJBYvXoJCBeXg6L8D1paWOHbsGGdia9ioEZ6/+D5Hf5lfQ0xAAKK8vHhdO3fuZItVmlT2WgjOaOmzOgUKIO/ixTyB7UfRtLCAlo0Nr2vnyaOM7PAVKAubiahrKigub8Dp04gLDWU/5ChPT4RIPsDpnaxqWVG0cAFYW33f8DP5N5Kw+VZ4qpTi/Our/Ldq5a0slSQNifB/hXghIbH4ylqeQEOCpunazph0/F8WLcSUE7PRc9df2P/kyxPgHro/xbRT82Bnmht5v2HJjopRdnA0smqwwCEhvefxEQ7I32vXMCF2Z7LVa2KdYfizWm/el3xO6RwSz7xeofm6bph3aQVb6DqU/AOzGk3Awhb/oEvpNrxPQkjQ0++qsfwPjDo8Tfz9KAyp3BulrdIm0lDhnAXg6O/0mfUzVHSECIpMkRZQh+1toBu7Lxx8cgJrbm7FzLMLxfkWHWDxr0SuwryfrxCZHbYMQFC40gpOgmzplXVotbEnNt/dje2ingzZP4HL6fyTyNXR0GEXgmjRufAM8kZH8fm/T/+HfntGsQ92cknodjBKCFU6dwQdX7sSzfG/RhNxuu8utCneNL4zt+TyOo4yQZA1n46DoLowtd5IHhloXawpW1Q/ZYmo9wsvr2YXiYGVeuBQj00YVq0fbIytpD1SF11x3ohvjYr0790dvbp3lt59GVnw/gBe3l7o1LEjRowchebNmkqlMr8D9na2OHz4EIdiqVevHp49fy5t+ZxTp07BP8Bfeifzq+BoB6KxInTy5uXXb0GuA04TJsRPKCOhmn/5crbK/gwktsmNgUgU8eEr5OjSRTyJlY9i8iF2+ecftv7qlypFT3qEZZDRBmp0hw7qjzo1q0slyYOEATXCfkJIpDaUDW7H/QOokLs0TL+RrWvYwcksYOgadC7VGhcHHMCRXlvQpVRbHHtxlod3I2Oj4B2mdDkggZwU5GYw4cQs6GvpYVGLGeyT+zVI1JD/JNG1bFu0KtYkXryQRW5t2/k40Wc7W/DonBNrrm/B1JPS6ID4pwqdVc66FPpX7Iamheuhdt6qPBnoU3Y/PIyNd3ZCR10b42sNxc6uq9j30yKNrHiUcICGzL1CEyca0FbXYktroCQsU5t1N7ezhZesmBNP/A8LLq3i8HCPPZ+xT6sqVFlETASeeD2HW6DS6rj06nosv74RBXLkxdZOy3Cy7w4saTkLLgHvUGt5K6y6thlaGppc994FeXCnhSYLthDXklh8eQ2/JgcSngR1Einb3IZ2C9BGiFWqH7dd76OwRf7POggUvuyqi9Llq5moB3/XHw0THSMsu7YebTb1wamXFz7zy/009NqSP2ZiYOXu/DvSElUnzljbkF+/BI3QGhl+fR9CFrzfSVRUFHr37oOSJUtixPBh8Q8imd+HQoUKCdF7GDHRUWjUqDHeOH8+2YAc5Lt1747p02cgJiZxCBuZtCXK1VVaU1pMk4Pv7t0IOKa0yFHkhHzLlkEze3Z+/7No2SkteCG3bkGRjLqhW6AAdPLkkd6Jh7zkzhB8/TqyamomSoH8O5JNUwc6GtrcMKc2d989YneGZoXqSyVfho6LGFi5B8bUGgw9bV12HRhVayDmNJ3Ck8pOv7zIE5lIEJGgfO37Ft22/xk/g5/E/OSTs+H13gfzm01DToNv17FIaSISDYGTJZqscNPqjUI2DR2cfnURYVHhn1nj/CMCcefdA14vkrMANnZYzL6vpx0vovGaTlh2dQP8QhN3ztVE50wlmKkdm91kMjqWbgnNbwjylIZ+C1nwVBZdFdQhoaOjofu0ICJWed7peJoWqodJdYeL87iI/YxJAGoJAU7oaejyeXvi/YL9e8nNherAqtZzUdSiILLrmXGWQEqeECQ6O7EKpatLVFw0+u8djffRodjScRmmNxyLMtbF8VAI6u8V9X6SL7aOqKOT64/A/xpP4A5Dl22DcPcTi7GBODbKzEYjBXTcFEv4WJ9tGFVjEJ/f4YemoJGoI9vv7o93mTDUNuDXvGa2XDf2PTn2TStrakDuJHQf5jRMmWezLHi/A7rgM/73P7i/e4cVK1ZA4yeGPmXSN8WKFcOBgwcRFBSIpk2bwVMa9iYoox6lJra1tcPKFctx+/bn/mcyaUeU+8c0mxrm3862Q/u7zlGmKiWsBg9GtmRahpND9hYteNIZxeB9PWIEYt8nnkj0KWQV1iNrbgI0zMxg1qoVihw4wNngfmcoEgE1sA89nkklqce+x8egLsQpTeT5FjRpjPal4PufGjYcTEUHRRRRkgKCrKM59czZanb33UNsf7CfLXqLL6/FuddXePi5tBA3ySGr1CyrLN70t1sWa4xNHZdw5rVhhyez5TGhADHLZsKTvFTCiUTajq4rsazl/9g1YcX1jai/uj3+OTUfPiFKi3Q2rWygTFok0mgC29pb2+Ity2kJZdhTkvgcW+jnYB/f5z6O8Za+1CS3NEw/oGI3zBICklwESlsVZ99ymsSmmVXZ3pOlnjpoN13vsW+ulWEuBEeGiPO3XdThp+xrTS4v625v533blWiBmNgY7vwEhAdiZqPxsDfLzde1pn1lnrT5wvc1f/e3MNdXzk/wTTCRkURso4J1sK7NAmiLethr13CcfvExxKaprhFblH1ClBZ0Opd0z3Ur2xZ7uq/D8lazhUg3x8xzC9Fp20AW6ZecrvO+HUu2RHlxr1AUlV0PDnFni35HWkGdyoLZ835zVCS5yIL3Ozhw6BDWrlqNzVu2JMt8LpOxqVC+PF9rl7dv0bxZc/j4+nIjs3LVKly5chV379xGZGQkLly8IH1C5lcQl0BQZv1WJ1RcP1fRaaVYtwSJTe/t2/Fu8WJ+nxKQxThn1668TlEWKIlE0OXL8W4XSaGeIIqDuni2FD9+HHbTprFP8u8ODVtXsS3H4alUFqbUgO7dd0HuPBz8zPMlRwAgv83YuDhOz0qTeGhCW6ho1AlzXVP2jfUM8eb3Kmifv0/PY4trg4K1RSMqhJr4jwQBWVSV+/hg0L6xLCLJWti2eDMuTw4mesYshkjwJowHS1bDbR1XsACZdW4RFl9aEy96zfVN2RVCNVmKRCT5GFezr8jD6+SK0bBAbRx4dgItNnTDI9G5OPH8HLuS1M1XnePcXnW+hXkXVnCM1y+5Z6QG7kEeLLzJSpoQHU1tnkhFlulXPj8f0utbRMYp6x752yaEIiyQFFd1BjTU1TmyBFmE6Tr93XA0dzjWiWvdaetA9rUmf266NvXz14SZngleSSHJqPNU1a48rxPV7SuxqL8pRHJyIDcGIqlkIUVyFcD2ziuQQ4jiyaf+ZeFKWOhl59EClQV7/qVVnJziwbsn4p2Cj2dbp2X4t/FEvPJ9w5Mzye2H4h8XtyyCOU2mwNbYBtPP/IcKixth1plF/D2pDU2+o/PWrHB9FvUpgSx4E5Cwx/wpj588waCBA7F02VIUKax0Xpf5/WnSqBHWrl2Hx48foeUfLXHk6FGMHDkS79xcES3Nnt+/L7G1RSZtIX/c5EJuAoHnP4bfoQxtkaJDQxPYUhKjWrWkNXCoMsdBg+A0aRJigpLOkJXocU7+vKIhzYhEiI5EeLhSMH4PNUTDTwKNhuxTCxIn5GdJFq6+e0dyBAMK60RREOqsaIPay1tzdIKGq9vjwutr7BtJvvz9do/C/84txtIr69F/z2g0XduFJ4bNaToZDmZ54GBqy8c+++JS2Jvk4QaahOTVt7dRWQj5afVH8d9OLkZCTJGIVlrSEj9XTIUYXioEbBXb8lh9eyueeCmzlJHgIlTWUkqMUE/8rl33D7I4oji2/zQci60dl3GnYtqpuTj6/DQfVynLYhhfeyjK2JTAhts7xDlpj6lie1pBbiZkmaToCJ/SplgzDs225/FhqST1qGZXAXXyVROLMvKFCrL8kjsCRWpQQeefUuAShXPkx4EeG3hS4PDq/fF3g9GcNIRQRT6okqcc8pnbY1DlnonEG7nItCjSMH6k4FtYGVpw7OhmRZT+v59irmfKPt7FOb60su6QaM0pRG8OPeXol52JDVwC3Tg5Bbm7tNzQg5d/zy/hdoysuA3z18Yf4rjIpYFGFda1W8DRNAiybqcF1IEkgU8dtW9x8MgxXLoipYP/ClnED8zULTUNT588eRIlSpbEixcvUbvW50HrAwIDUbduXbTv0AGjRoyQSmUyC3SLbNy0KT6L3qc+uzQ7/d7d+yhe/Pceek6vuM2fD881yokf+ZYsgdEXEk+QP+2TNm0Q4ahMu6mCJqoVO3aM3QhSiriwMNwtX54qj1SihFwubEaPhmmCyAzE6+HD47O86YoOdeGdOzOk6J3930IODzR86CCpJHnQpKV6q9rCQEsf+7qv/2zSTEpBk34WXV6DR57P4B3qGz9UbqRtKBYD+Ib7cwSEVkUbY1ztPzls1Lb7+/DC5zXPuKfMViReOpVuxcKUoID+7bf0Z/GyvOW/PFw8//JKHibuVKrVd/8WsjrTpKlSVsXQulgTqTQx9Dtmn1+KrmXacOQHCuHVURwD+ZFaC3H72PM5W5gpBTEJFJVICROfowlKRXMWRHMhmih8GfknEzQBb/6Fldj58CA6lmrJ4apSG7Ky113ZliMgkCX6U8iq2n3bn2zpO9F3e7xvaVry1t9NXN9+ON1vV/yEMKo31C58KQ32mhtbsfTaOp7oaKCj9LemkQXqQH0KdWyoE5KaqZPJ+k+WZBWUophcMG643OE6Qr7iVF8r25bFsKr92F/9U1RiOJuWTqKwbakBhSqkDmnfCl04Ocm3GDFuMmxz22Bwf2XUki+R6QUviRcSsjdv3GDLxO49e4To/WidId+bXr16c094zerVst9uJsXL2xulS5WGh8dHf9GEdO/RA+vXrZPeyaQlfgcPwmn8eF63/ecfmP/xB6/To43u29iICMT5++P9vXtwHjeOtyWEoiTkTsE0vu9v3mSLsfOECYgRf5fQsrZGrFinWLsEZYPL3r499IoXR6SHB5537IgPkZEcwzfvokVfFO3pnWn//A9q6uqYOHakVJJ8Nt7ehTkXlmJU9YHoVq6dVCrzowQKIbP13j7OVEWJE9TV1NgSTLF6e5XrxEPtSUHhwWhCW1qw++EhDtdGYdMokkRSUNziLtsGs2vItAajpNK0hTo85FKSXMYcmc7RHnZ1XS2VyHwPCy+txpW3t7C90wqut99i9n+LYJnLAp3afx52LyGZXvA6v32LqlWqokzZMjgkGk4TE0pAcBCVKymHImbPmYP9+/fjxIkTst9uJiUgIAANGzbErVtfzoVuaGSEp0+fipsul1Qik1ZEe3riobg+ZMHNNXAgrAYNQlxkBF4OGIjsQvwGX7mCwHPnWEyS5ZVEZuijR2x9zZotG4odOZIoE9rPECJE9QvR+VHT0+O/RzGCCZP69WEjxLbPtm3wF38vSohcgpNSCFGuErt0/Jb9+indGjIg9x8+QowQ++XE8/R7oeF4yv5EvqvbuyxHXrO0ybwm82vwCw1Ay409YaClh4M9N37RWkpsurML8y6uwJIWs1DV/qMPbHqE/K7bb+6L/OYOmN5wjFQqk1xe+rzBgL2jsaH9omSnlKZRETJufMt1KNP78Opoa/NMfCsrK7YI+fv7oVHDBpj333/YL4QvRWPYKhopWexmTsLCwzn82NfELhEcFIQ1q5MfT1Em5aAYuhY9e/K698aN8Fi1CmFPniJUXDOvTZsQeOYMT1IjsWtYtSqykQ++1M83qlYtxcQuWXbfjBzJsXRjRX1QiV0i5O5djtxgNXQou0/kFKKYUgxTCDISuxQSjUKjWQ4YkGHFLlGyeLEfErsEDatOqPMXYj5EY+j+SZ+lyZX5fSCBMuXUbE7y8Fe1vl8Vu0Tn0q1R16E6xh6bjndpFKYsuZC7wOrrW3D0mTIzXXRsFE+4IlcTme/DM9gbIw5Nwd/1Ridb7BIUUeVbYpfI9IJXT08fZubmfAOqCAkJwehRo9CuTRuMGTsW9ra20haZzAT5aU2YOAFHDidvwsSmzZsQnYy4qzIpj+XAgdDKlYtF7buFC/FCdFKI8OfP4+Pa6hYtCgfRkQ2+8DGqhiqaws8ScOIEXvTujWhvbxbUloMGwVRKPEHCNjYwkC3R/F5DAzZCGBfZvx+mLVtyGQlkNaPPkwJkNmjGeNvizeEa9I7TpJJvr8zvBVlAyf/44pvrnBGMJop9C/IZ/V+TiShqUQhD901AUHj66Qy98XfBwiurOSPb8adn+f37yBBOqCGTfDyCvNFjx1BOl10llaz4mV7whoWHITQ0FC+eK2e7qiBrL01omzJpEs6eOyeVymQm9u7dhwP7D8BCCClt7W/PTH3r7Ixbt25L72TSEhKVZDWNt45KFlwV+mXLosCaNQh/9SrenSBbgQLs3vCzkFh1mTmTzFZsMS68bRsLcF3pu2miGkWDIPGdEB07O+QeMYLDmJHPr8eyZdKWzA3FrK2UuwzP3udUt59kgZLJuNDELZo0SMkaKDLH6JrKCXPJgXw5F7aYztEReu8axnGH0wN0PJSal6IvjDr2NzpvG8gW6+JSKmKZb3NP3OsdtvZDKetiGFpNOTk8Ncj0gvf5s+dcUZ8+pZh0n+Pj44PmzZrh9h05uUBmw9omN86fP49XL1/i5q1bmDFrFipUqIhs2ZKeTUujBFu3bZXeyaQ1OTp0QMGNG2EnrpPD8o/i0aRBAxRYu5b9ar0STCykSWM/S5ioG886d+bJaZQRzWHBAhbfhCrqg4axMb+Gv0jcqSbUjYxg1qIFrwffuIEY38TpVTMj5NqwoPl0zhhGSRsoExTFyZXJ2FCmr39O/Ye1t7aiQYGamN/8b77W3wNlO5vVZAKHUKPICffcHklbfh0UhWNq/ZFY1WYuLAxy8O+kVNQUIkzm61CECvLP7rNrBKf7nt5gDLsnfC/JnYqW6SetzZ49G4sWLWY/3rCwMKn0c4oUKYK9+/YhXwpmZJLJeNAM5tdv3mCfqAu7du3Co4cPE7nD5M6TB85OTsnyJ5JJPcjq+qBmTbacFty0CfqlSyPi9Ws8pggO4nqRVbXEuXNQ+0LnJTn4HzsG54kT2WWCvq/4yZOcNEIF+fS+6NkT2fLlY8uymfjbdv/8I239SJSbGx41acK+v5bDh8OyVy9pS8bDTwh/bx8fFC5YUCr5ccIiw9Fn93A893XkGKYrWs6Gsa7s9pER8Q8LwIjDU3Hf/Qn6luuMAVV6cLKJH4VEy9mXlzDl1BwOzda7fKdv+gGnBVExUbjr/ojFW2qH7sroUAIXCr9Hmem6lGyDkbUG/PA5+9/cBcid2xod2rSSSpImU18REionT52CsYkxB0z/EiRewsMjUK9uXQQGJx04XiZzQOF68gsBM27sWNy4cQNXr11H3379kSNHTq4nri4umPb33/FJKWR+DSQexQVhdwISu4Tv/v0sdgkTITB/WOwqFPDduxdOog6o/INpMlxCsUuovp/ELkEJKOJCP89gpWVlxS4XRMDBg5+5Y2QkLl+5jnkLlyXb4vI1dLWzYWXruShvU5pnbnfcOoATPshkHKgekK9u60294RrojqUt/4dBVXv+lNgl6NN18lfD1k7LcO3tbbTd3BfXnG/Hx1X+VWhpaKFSnrKy2P0KNMlv053daLauG2cGnN14EkbXHvRT58zXPwD+/oHSuy+Tqa9KkBCv9+/fh41N7kRWuk+hm9bZ2Yl9emNjREMqIyPQ0tREhfLlsHLFcjx4+ACr16yFnZ09rly5IupTph44+eWEPHgQHwGBoCgNfiR4BTRpLGfHjrz+I3hv3QrnqVPZL1eFcb3PY4iqGSQOkh9y+zZbcr02bow/LkY0/jk7deLXSGdnRLx5I23IeKirq//QkOSX0NfRw+I/ZqJTqZZwf++FrtuHYOeDgykiqGVSl4CwQIw7NhPDDk5CNdsKONBjI6eQTknymFhjbbsFnBVv3LEZ6LVzGC473WRRJZO+oMmKlL667aa+mHdhGWraV8LBHpvQsOC3M6l9i6qVyqNU8aLSuy+TqQXvnTv3ONmEwScNU0LoAW6TOze6duuG3Xv2wjwFszHJZFyo8xMeGYHQyDCOzJAje3b06tkD4yeMR3axHh0jW3h/JRGSvywJXbKYhj57itjgYC7LVrAgtH8w8sr7Gzfg8u+/HD9Xx+FjIPogKUtaQoIvX+ZXiq+rgnx0XWfPxtP27ZWxgCUMqlSBlqUlp0lWZVzLiNSuWQ2Tx47k0Y6UgnwkR9YciP+aTYOmugb+OT0fQw9M5GFymfRHdGwMNtzeiYZrOsLRz4kF6bQGo2EgZSlLadSzqqF9yRY43HMzhwIbsn88mq/rxr6hAWHyiGx6gFJg99r5F/rvHY1sGjrY1GEJ+2Kb6irnN/wsLZo2RqWK347skKl9eCdMmIjNmzfBytoG169dlUqVGJuYoFWr1ujYsQMqVarE1jyZ3xO6BSjoPYVA8njvBfdgT/iG+CMoKhhBEe85Y9H7iFB+T+FmaKEGXVNNk/3GKFc95VrXyKrO5dpxWjA0MoSupg70NfVgoKMHQ21DznJENzgtNKEhu66ZaMA1OeUjPbRlUo43o0axjy1R7skTeG7aBDchNIk8U6Yge9u2vP49cGrili0R6eoK+7lzOYnEeyk+M8XPtRyceMb5w7p1OSKEkXjVzZsXnmvXxrtAEDS5zXb6dJg1a8bvvcX3ucyYAR2xb9F9+z5GnJCJxyPYC9NOz+NhbGNxT42pPQQN8tdMF/6bmR1KE3zyxXmsvL4JH6DAkCq90LhQHZ4Unpa4BXlgxbWNOP7yHI/cVrOrgEYF63DaXH2t1BHdMp9D7iUP3J9gzc2t4n69g9JWxdCrXEdUEtfhV5FpBS/97NJlyuDN69c8WY0mIxGmZmbo0aMHBg8ahNy5lYGjVYKIcqkrhVEU92JDo8LwPooEUCgH0Kb85pSKmPJifxD/9DR12Q/NQFsfeYyteUnNfNkyX4duQMobTsGtXYPd8TbADU7+Luxb5hvmx+JWX0sXhjoG3AvV1tDmWcS66sp1LTUttjaRlSmOHumiXtBDXgXVoZgPsWKJ4XLySYoUr6HR4VxPqH5QnYkV+xAkjinvvomOEedoz6FnjlwGOZFTX7wa5oSVoQVMhDg20NJHNiGeZZIPRU4IvX+f3RfKitd3S5fCY/lyfl/i9Gn27f1e3l+/jhd9+sC0USMWqjQpjqzGWdTUUHjPHp6cpiL2/Xvcq6jM1khZ1ij+b9jz53grxHbY06dczghRazNiBHJ2785uDg9q12Y/X/4+eYJskijEvxPPz2HuheXwDvVFUYuCGFVjIEpaFU1zcSUD+IT44diLM9hydy8/G7uXbo/mRRtAS3TmfyXvhPBdf3snTrw4K9rnEH6GlrMuibr5qqO8TSnkMDCX60sqECn00VWnW9h0dxe3r7XzVkXHUq2Qz/zXZ07MtIL3rYsLChYogEjJl45cFwrXKIGmfVtCz0QPgRHB8A0PEDezL4tZCjVCITTiFHFCsIhXsRA6QggZahuwkKXeIwlhGroh4UICmS4+DX+TwKIhuH4Vu/GsUpnUh0Qn3XDPfRxx991D3HV7CL+wQL4uX4JEqLmuKSz0c8DCMAenvTTUMuBOi46mNsJjIni7toYWPyzJQkvW2YQWJoo1SaKWFqon1EkinzLqGEWQ6I0O42OjekUPYnKLCIsRolisB3Fd++h/pp5VnRsOM10TjvdobZhLPKizi/XcyCleSSwb6Rim6BDy78CDOnU40QOJUErw4LVtG1xnzGB3hiJCTP4IbgsWwHP1ag49RpPfXg8fzuXaefKg6MGD8eHICPLFJX9dgsKO2Ym/TcRFR+PdvHnw3rKF3zNC9OaZNImtzmQFdhPi2Lx1a9hOmybtIJMUFKqMhq1pAgytl89dCoMq9UBxy8KykEllaDTslut97H10BJecb8DWxIatd/XyV+dnVnqCDA37Hh/FnodH8NrfmZ/pOkL8GovnJonfinnKoIB5XhbrMj8Gici3Aa5s4d8j6gQZbJoXbsDh58iok174rQQvWfBIbAQLsRoQEcRhL6j36Rniw+s0XO0b5i9Ejz98rrjhza7HUFNXQ/b8FjCpb4MsOTVYOPDC3yiti0VHXYutfCRwtdW1ebg6m5oOtDS1+EahYWm1LGosrCj1IQkTGramBwMJHBLQZN2j060mGjiTbEYwzWaitOoZ5UQu/ZywFK/04LA0tOCHxs/OZM1s0Ll+6PEUV5xviYfxPbzwec3WILLSWhnlQm4jKz6noVHhbIWl+hAuhGeRHPlRPFcRFM6ZD8UsCkFfiNu0PvdUL5T/gMCwIPhHBMIz2Ate733hRx2vUD+x7g2nABcW7R9Ex4vuXKqbPct2wOCqPdNdQ/MruVuhAuJCQtjNgNwNgq9dw8s+feKtrT/C03btEPbkCQru3AnHvn3jfYItevSA9ciRvK6Ckkw8EaKVyD1uHHJ07szrBFlwyd2BrMAqSCznXbwYuqIT/kAco7qBAYqfOYOsGnIj/C3I5Wjdre0svkLEM5YsvTTJraZDle+O8yqTNPRkioiKxHWXO7jgdA2nX13kkUyahNatdDuUsSnOz6L0DD1jH3s+Z+F70fkazHXNRFuuBXXRbjsHuaK0ZXHRaSqJstYlYWNsxYYMmS9Dhr8XPo4473iV3UfIuNOscH3OnpddL23nOgWLZ6mmpiZ0vpEgKsMJXhI1ZAnzFI3/20A3IQJ84P7eE26BHjy8RcKWrKoECQClQNXiHp2RtgGLUDNdU7icfwX3By5o368TLAtY85Ay7UNCVoeGs9U1+WHJw9jJ7Pk98nyGeRdWiIdtKzbjk7BNCLk7BEeFIIgEuRAtPmF+cA/25t/gEvQO74Lc2eJHsxmtjSxQIHteztZSKEc+8d4ShkKIpfeHSlpCltB3QZ645nIbV5xusu9WXnM7nrkbFB7M54xcD/xDA/DS9w0LXDNdYxTOUUAI24IoIM4rTXLIaB0L6ji5Br7D6CPTuc6TtZjqRiEh3MvZlOSFho+oHmdGwl+/xpPmzTnxQ7GjRznhBPndPmrcGNny5/8hCy+lLCarcVbxUFU3NkaEo6Nyg7jHC2/fDt0iRZTvJWhy24tevdjdofiJE9DM9THNqN+RI3AaM0Z695GsOjoosHo1u1+Q+wQlyzAQwj0jERAYiL37D6F3j65p/qwisbv/0TEceHoMr/3e8qgMWZjq5K2OYrkKspuSTPKh58wb/7ccJ5WWR0Is0jPXRjxXmxaqhyaF68HSMKe0d8aC4uXecLmHI89P4YnXS+QRAtdciDSSQ84BLngfFcojamWsiqOkZRHkFm1KerJU/grIH5oMhmTUo1Bzt90e8MhmVdvyQug2EFql0C/TJ+OnTIdtntzoI547XyNdC15yD6Cc6o6+Ttwze+z1gkVuSGQoDxeTj6RxNiOYZTPm4V0rg1yiYlqx4Mmhaw7DbPpK8SpEK8VPTQhdPPrpn5b/LPSdP3rRyUJN/p4k0B54PBG/+QXHqSMxTA8ayuJS3a6iEDSlWASn1AzHjAQNT9ENd/LFBdzzeMQTvyrmKYsK4pzQuX/q/ZKtECRwDbX0kS+7PUqLhxY5zGfXN/utGj2qwyHRofAM9sEzn1d4IerKM9HjdhFimGb7UzaievlqsI8jNUyZJTbk61GjEHDsGLRz50ZRIS4pSkIc+cdWr86JKEqeP88Zzr6HKHd3PKxfn25wfk/fSedYK08eFDt8OFEkBkJlUda2sVEeQ4LnjNu8efCUMr4Z16yJQHE8KiiWr2nLlvBevx45u3WDzejR0paMwZNnzzF6wjRs37gShgaJ4xKnFXRfOPo7Ye+jo7jw+hobR8gvv0qecqhmX0GImBL8LJD5CLU9lKrX2d8F9949xlWXW/APC2TjDBmQqENdw74yOpZuiQLmDr/VJEGyVD8Rbe2Jl+e4bckinpNlrIvDPJspjwa/FqLfK8SHXSAqizpU0rIoHMxt2c3sd4baU//wQDwTHYLrosNz8c01HjnPbWyNCrlLoXHBOrAzyQ11tV8/sjhy/BTY5bHBwL5fT9qTrgQvVbz74mZ76PUUt10f4KHnM54gRukE7cWJtTG25OF+6mGSJY9ONgV6VhMV9He1fNLFiY2LxVMh9i853cCNt3fwyOs5W69J9JIPUlW78rA3y/Pb+q2R2Kfffuz5Wdx3fyzEbWmedKCrrau8GcU5oU5BPjN7FBO9zIp5SqNkrqLs+5oZLeLUGfQO8eNzdf71VVx9e4tHOSggejXRYSJfR3p4/67cq1yZM63RxDSaoEYT1QjVRDaH+fNhkkTc3K8ReO4cHIcM4XXdokUR6eTEVl/r4cNhkURmtMAzZ+A4dCjM27WD7eTJUqkSR/GZQCn0WAEhbEPu3oX7kiX8njAoV46jP1DCDMoSl5F49uIlRo6bgi1rl8HE5NcLgjgh5MhgQr6FN13vcYeYoAmhdD+UEh3hwuI5SkPYmQXqELgFe8DRxwmvA96yMemRx1Nk1zNHTv3sPNGWOtLuwV7s4tWoYG3Uy1/jl09CSwtI+NMo8QUh7m68Jav2Mxa2VE9oLkdIVAhbOZX1KAvKW5dCCcvCKGxRAA6mog3OgO0NuSKQy5xbkDtfc1fx+srnDf9GctXMZ2aHwjnzi99ZBKUsi6XLdnWUELwO9rbo16u7VJI0v0zwkk9QWFQ4x+m74/aQHeBpnSZ7FcjuAAczWx5uZmutuBEzo3D5Er6h/uKGvCp6pOfxwP0pdwrogd2wQC3UEwKYxG9G9+ekSYIUu+/Qk5PsskAdHnJHofIXvq95kkrhHOImzFUEpa2LcZ2RQxMlDXUkLzpd43N5w/Uu+15RQ1Ynb1XUcqiCXKLx/9T9JiNzv3p1xPj5sdW1xOXL0JCsuR7r1oEmjCWcRJZcKGSY66xZyN6pE2dQ81i5kl+LXzgPdd3PQx15rFiBd4sXw2bMGOTsmniYzXHUKARKIdPIT1fLwgKeW7bg3Zw5bEHOv2YNXg0cyIK9+PHjvF9GwdfPH+s3bcXIvwYjJRNQpBQ06fS2aGvIiknPFxoJCo0KRTbNbNyoF8yeFwWFAM4r2p8c+uY8QpjRfDmpSSfXv8jYSHgJ8UaTiZwD3OAS6MYRaXxCfdnHMp+5A881MdDRR3D4e9x+dx8uQuyUsyrB1twKtqUzvRsInUs6dw89nohOwTM8ESKQfMapvSX3R5p4TJORSTAqhFgmd7kiQvzSqBq5mBlnM2RjQ1qgnCRN85hoYn0sT5am0fCgyGA+ZopQRBZbmk9Ek/FpbhMdN+kJEvpkWKQ6X5LbVKUrB80pygj0HTwM1apUQuf2Xw8IkKaClxpamjV/6c11nBeCjfwPKVQXNbrU26beJc1+l0k+VFmPvziHA0+OwdHXmTqdbAFvU6wZx0AkkZiR8AsLYGvMtvv7OKoFRSQgiwQ9NOghUtm2HL9SpAS5E/T9kL84zaI9+OSEeOB5c8cov7k92pVozn7nNPSb0XkzejT8jx7ldYqXa9qwIa+HPXuGp23bQiN7dhQ/efK7JoRR/NzIt2/ZH5iiLyiio2HWsiXspk+X9kgMxdMlkZx7/HjkoCxqCXg7ayZ8tmzlddt//wezRo1ZnAddvYqI58+RvUMHPKxXjye1lb59G2rfmIgh8+OQKPAVjf4z71d47u0oBPBruAS8YyseiQCTbMY8qkgC2NbURjxbrZDLIAf7B9PyK8QwHRd1+GkhQUPCheITUxguZyFqKY447ZNV/DPXN4WtsQ27dtGIKHVsaVIsCTfyyyXBRr+xrLXS/cnOzCbDG0tSGzIgUDv1yu8N3vi9hZPoUNCEYqozZMRTReGh9onOLXUqyDhjpmfCZVRvEo7GUihMdWlyJVnX6bMJoU4axXonSLCSsA6MeM+vdBzk5hchOjf0jeSOwQhZl1XUTfpb9P0k88g1hdxUaBJ0sPg8taFkVKT2lK4/jZqbiuPNiO3q7bv3kNvGGtm/EW4yTQTvaz9nHHt2BgefnUSI6E1Xta2AFkUasp8MTSqT+Xlo6O6R+zOsvbWVncn1RCUnVwg6xz3KduBeZ3qGHhxb7u3B4aen+MakG5X8cqvZV+KZwBTVQs5PnnKQf/yRZ6ex8c5O8UANh4mOMT8IK+Uui+7l2vGEjYxK0IULeDVoEK8b1ayJfCp3AfGoe9G7N08oK3r4MHTsvjMuJPmGDh3K7g0ce3f3bp4ElxRu8+fDc80a5F2wAMZ160qlSlT+vQR9D2VYI2GuW7gwl/EEOYrHGxKCUleu8CQ5mbSDxCJbxyJC4RTowvG6SUzSkK83RUsRApMmTpMwpLkjJCgphCGJBQoRSO5C9PyiSU600H707CKLoAoa4aRoMSrIbUslbGgeB1mdaQIztZckaKjzT3+bJt6SyKEQmLRQiC3625YGOTkUFLl1keGIorz4hfqz64J7kCf7odKMevpM/uwOKGVZBOVtSvNn5EgWKQNNNo/7QOEo4/h6BkYEiesWxBZWEpgUHpPaOXIZILcJqmcqyLJKVneaaJ1TzxyaGh/dR7Kpa3P4S4LcK6gumYpXEqZU16itzyrkLtUXfw6l6s/GxHeBHjy3g+oMRYSijlt+0fEhgVs0RwEY6BhwXPnMRKoJXhp6Put4GRtu7+Des4OpLdqVbM6OznSBZFIPilix/NoGPPR8yvFkyZJH/ll9KnRC+dyl2ec5PUA3PA0TUWYecoq3EI0H+ZjWyVcNpS2Lpcsh0d8Nuv0pxNCK6xu5jtDoALk95DWzQ/+KXeEgev0Zrb9P1liykJJbA0VVILcGdT2l20HgxYvw3rABeYUIVtP9vucQZU171KABFHFx0CtRAoU2b/5iNrRXAwYg6NIl2P/7L0yleLwJoW3uixez1Zl8jPOJdcOqVXlbbGAgR4SgRBSlr1+H2ldSn8ukPSRWqcMYIA0P8zBxeBCvkxglizEJGionEUKxt+lZR0YJGm5OqslVBiRUQq5ZZEUm6yAJVF0NHRhlM+ROP7kYUJQhEtxkGCArL/2NIBqyFn+fJplRx9VCiF6a80JD72RhJDc3Gp6m75P5tSjrTzR3pCiaCEWZoomVHmIhVwN/cS0pchB1nmiyoMp3Wl9LGS6TOkFUnyikJkXSoGtO30kW25yivc9pYC46QBawMqKRCTv2V08PE8vSAykueKlnfPjpSay5uU3c9D6oaV8ZXcq2RXGLXxeyIrNCs/cXX13DbiSlrIriicdLuuL4s0pvlLIuzjfPr4Ae+vfdnwhRvhHvgj14KK1F0QY85CbXkV8DXZNzr69g6dX17MNI9+uuh4dQ1qo4BlbpyQ/ejISnELVu5BMryD1hAnJ07MjrP4V4VD7v2hUh9+/DbvZsmDVqJG34BLEfT5wLDobVkCHI1b+/tCExoQ8e4FmXLtAtWBCFd+2SSoHId+9YWGfV1kaZO3ekUpmMColjst4q3RDC2LJLooUWsgTSzHcaxiZLroowIWQoa2NCNLNqIJtWtnjLHvlckoWXIhWprMqcKEfHgK2AMhkX0lEqtxWVOwPVERK6lDGOXCLo+tM6jSLIVvrkkaKClyafzTy7kGP31c1bDYOr9OJJZzK/FnIpWXh5NSKiI9l6euDJcbayj6k5mP120grqhVLKwUWX13A4uEGVe6K8TUmeCSqTPqDGecvdPexD3b5Ec0SJB++RZ6cwue4IzkiUUYgRYvOxEKQUrUHLygpFDx1CVq2fnx/gPGUKJ5Wg6AkkSJMiLjwc96tWZQutWbNmsJs1S9ryCeLRS64P9Go9YoRUCLy/eRMvevaETt68KHrggFSacXByfgvLXBbQSoHzLSMjI5NSpIjgJUdtymu+9/FhFM5ZABNrD0Nhi6R922R+DXSRKaTZ7PNL2KJKrg7Lb2xEbYeqnKUrtWfj0uzgGWcX4JXvG7YwNy/SQLZCpGMoMQpdL4rN2aNMe6y8uRnVbCtwXcko181r40a4zp7N63mmTkX2NimQ0lv1uPzKSAS5UpBLgiImBvply6Lghg3SluThtWMHXKdPh3GDBsg7b55UmjGIFr+5U49+6NapHZo0rC+VysjIyKQOJ06dgYO9HS/f4qdbrmder9BqUy8O2jy+9lBs67RcFrvpEGqeyUK3rfMKRH+IwaZ7uzCpzjD2F2uzsTeuOt9mC2xKQ0Mwu+4fQrvNfWBjaIkjvbbgj6KNZLGbzjHRNcbcZlPRs1wHzLu0HPXz1+DJD1NOzuGQRxkBinaQrWBBXqcJZB8iPg4Z/zAkdL/hdkM+xDTBjYh4/ZpdF76H8EeP+FWvUCF+zUhoamjA1NgI7u4eUomMjIxM6hAlnrWr1m3GoydPpZKv88OqgwzDFNqoy/bBPDt1f/f1aF/yD/Yvkkm/UFSMoVX7YEbD8exaQLNKZzQch8VX1mD6qf94IkRKQQ71Iw9Nw7rb27H4j1mYUPcv9jeSyRiQnxi5wOzoshIPPZ5ySBsKEffXwYmIjkv/opcmrNnOmsmuDFHv3sFV8ulNbT6Eh/PENoImoL0kH15JAH8TsR9NZCMoAUVG5K/B/dGkkWzdlZGRSV2CgoLF/xUoWbyYsuAb/JDgJbG75sZWTDzxP7b8rG+3gMOzyGQcCubIi02dlgjB+wFTT87FtAajOYxZr53DWNj8LDSLuO/uERyOZXe31RweTSZjQrOFF/0xg8PDUcrryOgo/C06RxSGJ72jmzcfbMaO5XWfXbs4OkJqQymHE0IJKr5lFVYRExqKSGdnTn2ssk5nNArkzwfLXLmkdzIyMjKpQ44c2bFj81rY5sktlXyd7xa8JHYXXF6NRVfXoHPp1pjZaHx8jDiZjAUlcxhX508Mr94PQ/dPZJeHhgVqo8eOofAJ8ZP2+n7Isjtg7xjkMbHBqrbz5FA4vwHkgtKtXDue6EixPS85XceuBwelrekb8t3N3q4dPbzgPHkyov39pS1pQ7S3NwIvXJDefZ2wR4+giI2FbqFCyKIuhxKSkZGR+RrkRpVcvkvwktilsEVrb25F62JNMKqGMri7TMammn1FrG+/EOtv72DLbO/yndBvzyiO7/e9UJidUYemcZDr6Q3G/FYpa2WUdWVZq/+xu8O8i8vxytdJ2pKOyZIF1qNGQa9kScT4+uLN8OEcQSG1oGxslFAiIW7z5iHK3V1692VCpDBkBlJMXhkZGRmZlOG71Mi+R0ex8sYmFM9VGONrDcWviuMqk/JQ0od17RbgiedzPHB/gtbFm2D8sZncyfkeFl5eA89Qb/zDYjdj5aCXSR75zO2xVtQVTTVNTBB1hCYmpnfUdHSQb+lSDvVFotL5n3/Y4psaaJqbI6v4ewkhN4XHLVrg1eDBX5089/7aNbbsmtSuLZXIyMjIyKQEyRa8lLxg9oWl0NPMhnlNp0JDXY6d+rtBsXnJVzMgPAhv/V1Z7FL62eTy2OM5dj44gDmifshuLuBc9auub0ZIVNh3dxzSOw5mebCg+XSOub3n0RGpNH2jbmiIfKtWQjNnTvjv3w93IYBTQ/Rm0dSESb160jvxXrL20mS2oPPnEenmxu8/JdrTE2HPn3PKY60M7gNL9X3ewiU4efqMVCIjIyOTMsTGxuKNk7P0LvkkS/DSw2vW2UXs8zmkSu9MP0GNhu0XX1mLjbd3cgrJ30nMUArCOc0mwzPEh3N7U4riqJhvR26gTF3Tz8xHg/y1kNfMVipNe554vuDlV0PRLkYd+RuLrqxB5cVN0GZTH4w4NAVHn535IVeRL/HQ4xmeer2U3qUtZW1K4K+qfbHi2kbOApQR0MqeA3kXL4aavj7cly/HO7H+6SSzlMCkYUNpDcgn/o4JZU4TQpigZBhJEXBadC7FsRjXqZPsSW7pFYrWo6uri2079yFOilghIyMjkxIcOHwUU/75l+N+fw/JErzn31yFS+A7mOqaoG2J5lJp6nLu1RWMOzojXYpJ8ltcdWMz5lxYhvqr2qH2itYYsn88W0PJBzYloN+96c6uFPu+74Eyn81qPAGPvZ5znvYbrvekLV/mstNNvPZzwoBK3aSS1IPE9dQTc7H+1g6pRAmds9FCZI47NoP3cRTXiSbQJRf6PFkrYz9J6fkjZBHVVktNE9ZGuVDCsjCHg7vn/hhjjk5HvZXtMPbIDD4+FXSdyVr6vZx1vIQZZxb8svukc5nWsDGyxJmXF6WS9A9NCLOfN4/DlXmsWoV3UrazFEUlooXw086TBw7i7xU7dozFLyWj+BQKY+Z34ABbgxOK5YxMm5bNUaRQgV9WN2VkZH5PDhw+jprVKn/XhDUiWYJ3/c3tUM+qhj7lO/FrakPhjpZeXy8E1Fu2FKQ3NLKos4ApZ10StfNWQ8HseXFfiJmxR/9BrRWtOJ6t13sfaW/guZcj3IK+LxA7nYM1N7fi0NNTUknaQpEV/td4IkKjw3D+9VWp9MusvbUVBXPkg4VhDqkk9YiMicKZ1xdx5tXFRKkySORSXno69ufejmi5sScG7h2DmLjkCVhqmJddXY/rzsqJQz8Kfc+UE3PYyru5w1Js6rAEmzsuwZn+e7Ch3UJUsS2P4y/Pov2WfjgsXd8xR6aj1YZeuOJ8k98nF+qcUEKIlBDpPwJFb/izah9svb8vQ/jyqjCqXJmzr5HQ9Vy3Dm7//Zeiojf08WMWu9Yjhse7J2haWMCoWrUkn2kUezfC0RHadnbs0vA7YGpiglHD/4S6HG1CRkYmBZk+eRy6dGwnvUs+3xS8ZNmlMETUmNXKmzYzh6nxDosKQynLolJJ+iEyOhL9947miTur287DvGZTsbTV/3Bx4AGsbD0HFW3KYN+TY2i7uQ9uutyDb6g/Om7tj67bB8P7va/0Ld+GJgTSpCCymv4q6Dd2L9sOL31fSyVJ4x7kiQceT1nI0ez91EZbQwtmuqaIVdBQaWKRQn+drKq5ja1Qw74SW6kpqcb38MTr510iAiIC2XXhlqgDKtSEOCxjUwL/NZ+Gg903wtrQkmNZk69v40J1YJLNSHSaZiAoPPkuDwbaengfGYrwqBTIIvaDFMtVEGHR4fAI9pJKMgZmzZoJQTqChSmJ3jfjxqVMNjaBebt2sJ8zBzm7defv/yokujduZNcK0xYtpEIZGRkZmaSguLuakovY9/BNwfvY8zkPC9ewrwytNJqIRJOfPN57o4ZDJakkHSEaL0rN+8zrZSKRQREJKtuWw+KWM7G5/RJEx8Xgr4OTWAD2Kt+JkzrQUHtyh/fICqQvxAydh19J1zJtOSZv9KPLj/QAAGvxSURBVFfSyV5yusGNdhmr5GU7SQmoA6ajpp1IYIdECeEXEwl70zx87mgC3ok+O/g3JIesWbOydfj1D7gWJISuXWGLAryup62Lh+5Pce1t4tTNNsaWKG5ZON71okmhejjWeyun5qZjV0FC8pzjFUw9MQct1nfn+MZUlpA4IfxDoj+6blAdI79eui5pYXVVz6qO0lbF2fUpo2HRowdydleKUv/Dh/FywADEBP584hVNExOYNmyILMkIyxd88yaCTp3iyA7mQoTLyMjIyKQ833waO/o6Iyoumq13acXR56c5u1Mpy7QTUMTF19dxx+2h9C5pKPqAlaEFDyXTBK8d9w9wpyAhVkYWMNQ2QGRsJE/mGVylJ84O2MuW4ITDmRT5YuX1Tei8dRAqLW6CScf/J235SFhUeCKRHBz5Hgcfn2ARlRYYCAFIbg0uAe+kks8hdw4a2s6hby6VpC5xQsSR6MtllFMqUeIa6M4C0t4sD78nMUzHZKZrwu8TQvsl1fmg60u/N6Wg7xt2aDLHNe654y/2tyX/42bru2LvoyMonCM//ijSiPfV1tBmIUydJ5oMSRNF665ogz8PTMCex0fYx5dS/FL2ukSI36HAB1HXInDg8XF02NKf3SX+3D8BboHf50rzoxTI7oA3fj/XUfgliPvRZsQI5OzShd+G3L6NZ+3bI+L110c1UorY0FC8nTSJfXgNq1WDhhDKvyvv3D1w/eYt6Z2MjIxM2vJNwesTqoxCUDxXIakkdYkVQoREJ1lLtTS+blEm0XL02Wm03tALxebWRJUlTTHy4DTcdn0QL2aChDiYenIOdj84zO+/xOEnpzDkwHjcdLkrlXwZ+m4Su04BLvjnzHx02joQfXaNwLCDk9F/9yjUWdWGBUv30u1Z/BKaQiCT3y9x4fVVFj/N13fDkqvr4OjnxMPdFBnhcxT8Ox95PBOC+F/UXt4aU07NxsIrq5MUbCkNXY9IIdofeScW9Ql57uvIIc300iijGrmVkOijTgVZMKNFh4wE8GWnGzwKUSSH0roaIfajDltCyEVnxMEpKPlfHVRc1JgFYkKyaeiwdZ6g76ZIHA1Xd8DSK+u/63xTR4Ug8Vrasjh/9rbbA+4gHXlxmo93QIXu2NJpKVuBidd+zuz3S8w7vxxb7+3lkGaUCORknx14NPI8rg05glyGiYU++XvPPb8MNZe3YhcJn1A/TKozHFcGH0JuEytpr9SFOhWqY89wkOgdMwY5u3Xj9ah37/Csc2cEnDvHnYnUIi4sDI6DBiHKw4Mnq+Xq00fa8nvy0tERM2YvwKmz4rzKyMjIJANqOzds3oZlq9ZKJT/ONwVvWEw4C4uEw6ypCSU+cAl0Q+uiTaSSpKFJYT13DMOYo//gpe8blLcphep2lXDX4yF67fqLrWMkFMmHkmbeb72/l4VBUpAomnZ6Lgpkz4ue5TpIpV9CgYhYZQgm8hMtlD0fC6PrLndw4c1VHg4vlrMQVreZh6HV+7BFNyo2Gledb/GFi4mNwfjjs3DL7T5bsVe1notLAw/gshAna9r+x9+bEKcAV7TY0B0dtw7A4WenUDtvVRzsuQlr285PZC1OLbyECCeL6teiRYRGhsEomxGf77TggftTcU6jcOT5aTRf1w0NVnVA9aUtsOLGJhhpG8JU15j3O+94BX12D+fzT1xzvo22m/rg7OsrKGNdHCUsi7AIDYkMxf7Hx9glgjol5L5BQv/vU/9xJI53QZ7iuzfiiriGyUUl/sgXe0ajcehYsiVfL011DSxsPh3n+u/FoKo9eKSAoHM3aN847H2gjGnbpHA96GpmYzeIVz5O/H1f8o+mfeg30e8cVKkHDvfajLYlmnEnJK2I+RDLx5uRsRk5EpYDBpBvC+JCQvBm6FA4TZyI6BRwcfgUyvT2ZtSoj5nVKlSAbgFlR+13pVb1aujcoRWcnDLgSICMjMwv4cz5i9h38CjyOdhLJT/ONwVv9mym0E/DhpPEKaWlLfYNizIJzLvuDzlqxF/V+mJVm7ksLE702Y6+Fbpix4MD2HRnN1tiCRraJn1IlsG3AR8Dv5PYGXl4KrQ0tDCnyWToaCbOkPQpJFpVAoqGoNe1X4Dq9kpf4+x65tjQYRGXUYxSFTQUPXj/eHgEe3PCjoEVu7Plj47l4JMT8A//coNKIoyON5+5Hft3/q/JJBbaaSF2iRfejvyaQ/y2L0FxmcOjwxESHSqVpC6zLy4REg8IDA+Cs+gQhMdEIKd+dj4nJrpG8deczjVZSMOjwtkPnUKCkThc2nIWZ5Vb0Xo215l1t7dj0ol/2VeWUiGT9XXW2YXY+/gIepXviLXt5rPLBiXVSC4qtwjqDJDIHVf7T8xtIuqZ5OJwwfETf1dx7FSXnQNd+W01+wrY3XUNRwG5+vYmWm3shb8OTPosxrCBpr60RuI6K5pKQjmteS06jbYmNtK7DIq49pYDB8J22jSOmUuTyChU2JMmTeC5di3iQlOmfke6uOB5164IuqgM5UbWXcvBg7kO/M7Q/dm+dSv079NTKpGRkZH5OkULFcC4UX+hTq0aUsmP803Ba29um2ZDlb4hfjj2/Azn69eQRMuXUAmwVkWbsChRCUAtdS0MrNwDJXIVZjFJyTKIukI4kMCsv7o9OmzpxzPhyar29+n/4BbkLsTIlGQN/5JgIusiWwFjY9iKtrjFDAyv3p/dGLpuG4znXq+kvZXQMVHkCU9pAhrFLiXxWta6JI6/PIdGazph4rH/wdHPmQW1Cn1NXbbq0W/T0dBhP8m0bhLvvnvE14LO55cobVWMBaVbgLtUkrqUtVJ2JjqXao1jvbfxMP/+7htgrGPILgkqSPzStXrs/QLuwZ4IjAhGbiMrlLMpJe0BOPu7Yv/j43yNSkpRQci1YOeDg+hRtgOGVeuHMtYlYG2YiyeCUdKR5EDWe8IvLIBf6RrWL1ADWzos4+H/oYcmYfPdPfHXO6u4siY6Rnjk+Sy+jPx5F7aYzhPvepXvgFuu99g/t8eOofGdNlW9HyA6UVQn511cwSMOaUmcEIYXnK6hgk1pqSQDI86necuWKLhlC6chJihRBIUte9iwISeq4ExpCe7T5MKxdg8exNM2bRD29CmnECYoK5tesbSdr5DeSPjck5GRkVGRM2dOVCz/eezyH+GbgreoRUEOrxQd8+VZ+inF7XcP2X+Swkp9C1VDn9f885iV7yNC8E4InGwJrLXmemZYdnUDCzOy+l10uo75l1bi5MvzGFq1LyrmKSPt+XXIiqavpc9+oxQOisuyZmVXCApLRsK2+86hOOt4hbcRRtoGLFxvun0MUVU4Z36sbfcfDvfYhC6lW+Pc6ytouaEHR3bwDwtk0ULngkRPs0L1WQgdenJS+nTaQJElzjhegoOZHXIafDm+br38NTk27tW3t6WS1EXlmtKsSH0+P3RN1NXUxPXOxusqjIWApHpyT4h2itxQzKIQnvs4ov3mvhwzudfOYfhDnHO/MH/Uy1eD6x2lVSaoMzK0am9eJ7eE+gVqsmB2T2boLQtdZTbCT/2y7cxyi87OCvZRn3N+KVbd2MLldJwUao3qrcqHmFwoSHxTbGPKcHiq3y4MrdIHb/xduGPl5OeClTc28WjBH0Ua8vmg2MSjD//NMZy9RAcsLXANfMcdgTymGdzCmwDdwoVReOdOWPTuDbVsSot5bEAAPFaswOMmTfCsSxe4r16NkEeP2P3hW1DaYMchQ+A0YQJbjvVLKzsHGubmyD1xIq9nVp6/eIkxE6fizt1vJ7iRkZH5fYmKikJ4CoWGTIpvCt58ZvYwEILtqXdiq2VqEPNB2dBvvbePJ/fccX2Iu2I5/uIcl1FSgJXXNnFs27xChJH1dv+TYxwHliAxe0kIWfLhDY+OwPjaQ9lVgaDJR9sf7OchZWLyydnYIMqaFqqHLmVac1lyIOFqls2YrVq+4f5SqZLyuUthR+eVyGWQk90kzjpe5nIDIZApduxz6RxSIoTNd3azb6iNiRVG1BjArhi9y3bELdf76LN7BI4/O8cWRXMhgkbWHAhLAwtMOzMP/5yej8WX1+KD+PupDQl0crfoXa4ji74vUTRnAZSzKSk6EdeSbQH9GciqTr625tlMpRKlYCSrqkosEmbZTLiOUKgxcnMgSzzF5vUO9cOplxfY1YQ6IySS2xZvylYmcpMga++EOkNZSKqgekKngCJSJIechkrBa6hjwK8JMRJl85v9zVZzitSgShpBExypfpJrA40+zLuwHG029sbCy6s5NjCJ4cp2Zdm/nRJsbBP3BAn0Qjny8d+bVHc4x8o+ITpxCy6t4t+YFpC47lSqVZokpUlLKBOb9bBhKHrkCCx69YK2jVLQK2JjEXr/PtwXLMDzDh3woE4dPG3bFm+nT2cLbujTpyxwY4ODEePnB48NG/CoWTN2YdArUQLWY8ciVAhlcqGw/9//oG5kxN+bWcme3Rza4lz/PWsefH39pFIZGZnMxIVLV9Bn0DAsWb5KKkl5sohG/ptjSYsvr0F0bAxG1BwglaQOfqEBaL+5H7xCk4pW8BFzPVOc7L0Tq25u5rBeJMZInJDlj8SDg5kt/mkwFkUsCrA1t+7KNiyG82d3YKHRf+8oDmFVJ281zGk6OX7iUHIh6+AJIcKP9t4Gy09mzBPkq0sWuNLWxfBvk0lc1mxdV7Yw/tNwrPid/qi3qh3/3b4VuqBgjrws2GhC27rbO3DH7QHaFG+GPQ8PY2q9kWhVvAneBXqg756RcA1yZ4F2fsC++MlZqQVFnoiKi8KG9ov4b36NV75v+NrNaTIFtfOlboISin/8JuAtjz4khCIVXHa+gQM9NvL5pKq95c4eVMxTFg7mylBlBE1IUyg+8G+admIuzjldxem+u6Cjqc3JQmiCXt381aW9P7Lu5nYhSnOhXhLbPoV8w8+8uoTGheqyD29SRMVE4brLXVS3r8jHS3Xy2Isz6Fexq3JEQBzLpJP/xid0oDKlUw1YyC9vPZvdGGyMreJHRUgo7354iFM9U0cptf1qyad41JFp2Nd9fXwUkt8VssyGPXmCwFOnEHjhAiLfvqWxeGlrAsS15Pi74pW2kytDVm1tWP31FzTMzOAkBC+V282cCdMmX5+cm1mgezUsPAx6up9Pjg4MCoJxJu8UkNUrNCQE5uY0FyWx8SEmJgZOzm+hqaGOPHnyfLbdx9cXzm9dYW5mAjtbW6n0I2Rhfx8Sitw2VsiZI/FIXlR0NK7duIUPog6XLVMKBvof5wwQ3j6+ePTkKTQ1NVC5QgWoqyfu9NI2x9dvxHdbo0ypklKpEjLanLt4Ce/fh/A2G+vELoXvxe89f/Ey/546NWsgW7bE82vc3N3x4oUj9PV1Ub5smc9+N/1tb29fONjbcqKChMSKTittj4mNQ+GC+UW9SzxPic+pkzOyqqnB3s6WR3ETEhkZCT9/f/G39WBooHRfSwh9PkJcM31xvj49LpmkmTN/kag/GujaqS1MTT4as1KSZAleCnNEYmZf93XxvompBQlTmk3vGeKN0GhlaCey6JnpGPNMcJegd9DIqo4BlbpzRaIh3wfuT9hqR5PrKHYvCd2EnHO8zJnA+lTozNY+EjTkb5uUO0RyIF9cEiGlrYtLJZ9DPsK+YQHibygfMCReSJRTdAA65RRxgaxwdG4TQr+paM6CHLOXIlZUEmJNZWmkc7P+1g62pPWr1PWbIvRneOb1ii3NO7usZJGXHNbd2ibE1mH2pyWLdlpDgnHJlbWYLToxyaXLtkHQUdfBqrZzpZL0BXXgKIEEheqjyXTZhKjMbWSNWnmrILu+mbTXr4FcnahjN6LGQBbtmY0Y0eC9v3sXYffuIVQI4UhnZ3ZvIIGbELLgkqWYwp1RRjdxk/N7Tngh81V8/fzQa8Bf0NHWwl+D+6Fi+XLSFiUkLDy9vKChoYHsQgw6iU5ITHSMEDl2n2Vi8g8IwN37D/m7qlRSdjITQsKOxJ+lZS40qFtbKlVCf2ftxi3w9w9E7ZpVUaFcYp/CN0IcrVy7kdeHDuwjvsOS11XsPXAIe/YfEoLRAEsXzP4s3fKQYaPxRojSCmVLYvL4MVKpEjrubn0Gs0Ds3b0TWjZvKm1RcvzUaSxfTZ18YMm8/8H6E+E4a8583L73QIjZ7FgyfzYbiBLSs99gBAnRWbdWdQz4ZEKhi6srxkyaLjp7Cvw1RJz/T373ydNnsXbTNugKMbpwzkwYGCQe0ZozfzHuP3qCAnntMWncqETnnIav/xwxDiFhYWjdvDFatkicdOXZ8xccxi5r1iyYOmE0C8+E7Ni1F/sOH4OZiTEWid+d8JzSuRo3+W84u7gJMV0Co4cNkbYoIaE+ZPgYxIp7tV/Prqj/yfW+I87X9P9Rm5AFc2dORd5PIgTMX7wMp89dgpGhPrZtWC2VKqG60mvAn0IQB4p6VBN/DuwnbVHi4eGJ0ROm8jEO6t8blSsmznFw8fJVbN25B7o6Opj59yToiNeEbNm2k+tKPgdbdGibeHSahPymrTtYY1QoX1aI+cRaKDg4GGfOX4KaEPJ1alaDnl7iDibdS2/Fd+voaKNE8c/nFdCxBwQGIoeoS+ai854Q+pueXt48t8nU1FTUicSTp+m8XL1+E67iOVilYgXR+fpohEorkiV4CQqYT1arWY0nfPagkPkxyO+VUt/effeQrY6G2voonrMwClnk/6XDwzS5r/uOoehXoQsaFKwllX4bsi5OPP4/tj5Orj+S7ZHpGXItIet/6+JNMbiyPHP8eyDL8pD9E7jOfk8H43dGIR7okR4eCHvwAOEvXnDyitCHDznergp1ExPY/f03jGrWlEpkvgY1T2S9fPzkGUqXLgHrT4Tk0eMnsXTVevbhnzpxNCZP/5c/M/qvQaherYq0lxIShpu37WZr5PKFcz8TEitWr8Pjpy+QJ7c1Rn0ikKLFtZ23YAmLlBrVq6ByhcQihYQ5CVoSEh3atoS+XmJL6FsXV/EbnsJQCMJqVStLpR955fhaiDAf2AoRYJUrsYFBdQ5I0JHQIPePhJCQCA5+jyxCGJomkbgkOjoakZFR/Lu1tT8fhSErbrQQn7q6up9ZMgn6fjqGL6VyJeGqpq4WHx0nLaG/TeeFzvun0LWiY9cQvzsp41CYuC9pHxJ9n2oa+r0k7KjU2Nj4s+1hYeEIEuJRS5wTM7PPrZEubm4IEZ0IC4ucn10TOqbLV64hUhx7JSF2jQwTGxFdXd1w8cp18bvU0LZ1i0SudcS+g4fx4qUjHBzs0LZl4lTkdD6og0Niu0WzRkLUJh6NfPnKEXMWLBVrCowf+RfsPulErN+0FUeOn0I2IVbXrVjEHcmEDPhzhPht7ihTshj+njxeKlXi6e2NPgP/EudUgUrly2Di2JHSFiUeQkyPHj+Fz3efHl1QuuTHSFZpRbIFL03sodSmU+qMRN0C3x7SlcmYUBi0vrtHQktNk8Orfa8Vmdwy+u0dxbGIh1ZTxiFOT8SJHr3q4ehLk9VWtsXsRpPlOv0dUMdm3JEZnHBkZ+dVyKaVWDjIfIRCmQVfvcoZ3NREw5ajU6ffOptaWkP3Mw3Zk+gxMzVlEUE+P1pamp+JN2rqYmPj2GKYlECSkckMkMgnkurcKDsJsXyPfCp2CRLrdA/R/aahkbiDQ852/v4BQnRHi06CEbJ90qEkyAJN996v0gXJFrzE8ednMfXUXKxsM/erYapkMiYBYYFCrI7G2wBX7OqyGrY/OOueXC/IHaJgjnwYV2vId/tIpxaUgY/8tymV74Q6f+GZ9ytOwbu32zqOcyzzbShV9vijM3lC4+aOS2Fvmtg3TkZGRkZGJj3yXea7hgVro0up1hi0dyyeSwkJZH4PXvq8QdftQ/DCxxF/Vunzw2KXIJ/r5a3+hZP/W574Rv7S6QGyXlMUB0pKQlE6ll/bwGLcQl8ZUUHm69Bky967huOay20sbTFLFrsyMjIyMhmG77LwEhQJYc6FpZzUYUHz6RyOSibjQhf/yNNTWHZtPSfzoIlQ/zaelCJDDhSFgHx6b717gJkNx6OybcoEj/5RqKqfcbyMmacXxIeUq2ZXEcta/Y/XZb4M+ZmPPDQNUXHRWNx8JkrbZO5ECTIyMjIyGQu1qQJpPVmQEKqUpwxCIkIw69wiDu5fKGc+KEMmyWQkKFbx36fm4drb26hjX43T2i5qMZMngKQENImBwnvpamTDlFOzOWYsZWX7Vha91ILqLlklKUEDRceg9/OaTf0lqXgzCpSpjhK2kEWcMtmtbb8AhcX9LiMjIyMjk5H4bgtvQg48OYFZZxeiYYFaGF1rcKK0rjLpGwpzNePsAk7EYKmXE7seH8LqtvNgqP15ooSUgJI8TD05lyc/jqv1J6rYlU/VsGoyPwc9FijJxrST87gjVD9/TUys/RcMs6VO/ZCRkZGRkUlNfkrwEk7+Lhh/bCZCo8PwT8Nx8mS2dA6lQ156dR1uud7DtPqj2bp76tVFFrum2VI3kQWFXjvw6BiWXd+AAtkdMLLGQNjJfqDpDopnPP/iSpx7c4XrxJiaQzjZxq+aWSsjIyMjI/Oz/LTgJWLjYrHqxmasvbUdbYs3w59VenPWKpn0xamXFzH3wjI0LFgLfct3wb/nF8MrxBcLmk1P09BSYVHhWHV9M7Y/3I/mhRtwZjEzXTlU06+G0kivubGVJ/V9UHxA++ItMKRqL56EKCMjIyMjk5FJEcGrwj3YC/+eW4yXvq8xuuZgHi7/NGiyTNpCl/ep5wssvLKGs3aNrz2ULa1TT81BOetSHCv3VyW5CAwPxrqb23DsxVk0LVwPnUu3EsI3dVIKynwZj/de2Hp3rxC6B8U7Berkq44Blbohj7G1cgcZGRkZGZkMTooKXoK+7p77Yyy8vJqDGA+u0lMIq5JJBjmWSV3eBrhh8ZW1cApwYat7yVxFsf72dlx8c53j0Ja1SftMJ0kRGB6E7fcP4Ojz0yhtVRydSrVEPnN7eQg9FaH79KXvG2y4tQOnHS9BS00DDfLXQrdy7ZDbOHFqUhkZGRkZmYxOigteFTQkesv1Af67uBxxQvj2Kt8RdfNVSzdJCH5nXvu9xYrrG/HU6yV6luuAevmq48SL89h4dxdaFW2ELqXbQFM96TSRv5Ko2GgcenISm+/uhraGNrqWaYPaeatCR6zLpAwUh/ic4xVsvLOT64eloQXalmjGrkhytAoZGRkZmd+VVBO8Kkj4Hnt+Fiuvb+IMXG1Ew9qyaGPkMDCTQ5mlIOSmcO/dI2y5u4cjInQv2x4lcxXB4WencMbxkhC9NYSAbAvjbInzdqdHqEpedr6BXQ8O4bHnC+4oNSlUF0UsCkA9668JaZaRoVTA1Ak6+PQEDj89ya4tNe2roGWxxihtXUy+D2VkZGRkfntSXfCqIPeGq863sP7ODiFinqOsdUn8UbQhKuYuI0+K+Qm83/vi5KvzHCLOQEsfVe3KI050Mi47XYdaFjW0KNJQGQs3g1rv/EIDcOLleXZ3oLjBtRyqoHa+qshrZgetdGilTi+QqH3j74LzjlfE+TsHv7BAlBf3XOOCdVE+dynoasnWXBkZGRmZzEOaCV4V9Ofcgjx4SJWG2ckCXDdfdTQoUBMlLYtAR47l+02CI0M4rNieR0fwwP0JrAxzIYeeGVyDPZBT3xxVbStwbGRzfbKi/x5QvaGIEiR8qeNEdYh8w6vaVUBhi/ywFucgs/v8RsRE4pHnM1xxuoXTry5wnGPy066XtwZKWReV7y0ZGRkZmUxLmgvehJDP5mWnGzj18gIuiVeF+EeRHWrlrcrZ3MjyKw+3CrEn/gWFB/M5onN19e1ttuCRoLEyskAFm9KokLs0KucuB13tzGG5C4kMxSkh6i4738Rt1wfQVNNAKauiKJ6rMC/5zRygpaH524pg6igGRQSLDs9TFrl33z2Ca5A7SuUqgjKiI1DNvgIsDXPKyT1kZGRkZGQEv1TwJiQmLgZPPF/gmstt3HV7xJEFcurnQDGLgiiWqxDymdshu5459IUI/t1DnUXGRrG/83MfR3EuHuKW23289HkDQ219OJjZolCOfChuUQiFLQqIc2ImfSrzQnGgn3i9wHWXO1x3XojzFhYTLgRfLjiY5kFec1vYmuZGbiMr5NA3Z/cObXWtdC+GabJnREwEW27Jou3k/xaOfs547evM2c8o7W+B7HlRzqYkd3iK5CgAtRRKCy0jIyMjI/M7kW4E76eQ9dcrxAe3XO+zzy8JGp9QP2TT0IaVUS7YmeSGjbEVrAwt2JJlomsMEx2jDCGG6ZSHRYcjICIIAWGBeBfsydmtaLKZsxD65LJgrGMIeyHWHExtUcKyMPKY2mSY3/erIYH4TghEsnqS9fOV6Cx4hHhxljma9EYjB9R5oAgF5ApB9Sm7vhmMtQ1hpmfC22n4X1tNE1pCGKd0SD26/lS/wyUxS6KWLNbu773gEewFl6B34vg9eZ0yGNJ+9BkS69TxK2tVAhXzlIG1saWczltGRkZGRiYZpFvB+yl0mNFx0XD0deZoBGT9fOX7hi3BsXFxLAQ11NRhYZADOfTM2fJJIsZICEcjbQMYaOlBT1uPX8nCR6GuNIWgoVd18bmfgY4tIloIl1ghXKLCWKS8F6I1ODwE76PFa+R7Hn4mUUvJObxCvFnwUGQFsjLaGFkJcZsb+bM7KIfkLQpBR1MHWeU4tCkCXZ+YD7GSCH4oOk8v8cbvrehoeMAvLEDaS4maELcUOo8swCR66fqQ+wC5TGirayObuC5aot7Qq46aNgtiTQ0Ktae8VjQ5M0Zc25jYWEQpxOuHGLbUkmilUYxA0ckJingPjawa0FTXYEu+StAmhMRtAXMHrhMUnaKERREY6ujLHR4ZGRkZGZkfIMMI3i8RExfLvoskYGjIl7JGebz3hneIL6dKJZFMQ94kLr8EZRrT0hACRwgaEjskhEk8UxQAEjrkB0nxSwkK8UTrJIIoagBZakngJnUa6XPK79Ng4W2hn52tidZioYlmdma5YWecGxrqcqitX0VUTBTeiE6Tm+iMOAe6wT3IU4hgf/iIJSA8SFzXD3ztyOqrkUUdH6BAnCKO6x2hLgRyFnGdtbNqsc8wuRSoi/2ozkULsUv1hIQu+VzTZ1T1kOpNZEwkd8py6edELsMcyG1sDQdzWziY2MJAR4/3k5GRkZGRkfl5Mrzg/RokLkIiQ4QgDUdIRCh8wv3gHxaAkKhQHt4OjQxDOFtlQ1mA0EIilkQtnRay1sUJiQMhcijEl1pWdRanZP2jxAhk6SNRTFZiEsuGOga8kHXZVMeYxQwNnRuIRU64kTGJiokW9UfUFaobUREsUiPiyA0hki2zVF9oPUp0rMLFPqKqsFVYW3SgaCQhm4ZYNHXEug6MtYygp6PLbgi0jZbfdVKdjIyMjIxMeuK3Frw/iuqU0Cv9IyhaBIkTWaD8vsTGxkJdtrbLyMjIyMj8dsgxi5JAJWxpshL5TNJC618SuxGREfDx8WWLsEzGJC4uDrP/W4RBQ0fBw8NTKpWRkZGRkZH5HZAFbwqgo62Dx0+fYfSEqbhx8zZiYpT+vjLpF7Lch4eHw9vHBw8fPcbeA4dw9cZtOLu6YebcBQgKDpb2lJGRkZGRkcnoyC4NKcT6TVux58ARsaZAjuzmaNmiCWpXrwYdHTlsVHohKioKT549x+0793DvwSMEBgUjIjISHz4obwF9PV0UKVQAuXJZoHP7NtDS0uJyGZmf4cnTp+jcuQvGjB2DDu3aSaUyaQVFTOnQqTMMxf29aPFi6GaT02rLyGRGZMGbQtBZ7NF3EHz8/KUSwEBfD82bNEDD+nVhZGgolcqkNf4BAdh34DDOXriM0NAwWOTMzi4Mvv4B4vWjG0rn9q3QsV0b6Z2MTMrwz8wZmDRhIuzs7fHi+XNocBg7mbTC1c0NDuLck4/+sWPH0KBBA2mLjIxMZkJ2aUghyL23Vo2q0jsl70NCsXn7HvToNwSLl62Cq6sbh6mSSRvc3r3DlH/+FR2RIbhx6y7q1qqGFqIDkiVrVnj5+CUSu+pqaqhTq4b0TkYm5bhz6w6/hoclHb4wPUOjIsEZ3L3H6c0bFrt07iMiIqTSjAu5W9F1kfn9CQgIkF0kUxBZ8KYgVStXlNIPJCYqKhrHT5/D4OFjMXHqDDx6/ITjtO4/eBhnzl2Q9pJJSQKDgjBn/hLcvnufXUwKFciL46fOYd/h43jn/vmkNHNzM5iZmkrvZGRSBhJaL16+4HVynclIE1vpWBs3bozChQvDy8tLKs14vHR0jO9okHtDRuatiyvy5MmD7j164oM8OPtDPH/xAidOnkr3nc+r167B2toa48ZPkEpkfhZZ8KYgVpa5YGpqIr37HMoI9+DRU4ybMoOjAazfshOhoaHSVpmUxO2dO3R0tNlNwdPbB2cvXkV4RKS09XMK5s+b4imEZdIWasAuXroE57dvpZKvQxMWd+/ZnaoWzKCgYLi5ufF6ZFQkIiO/XAfTG3Q+6djd3d1x/nzG7ZjfvaO0sBPu7h7SWsYkJCQEwaIzf+LE8W+2HdRhCZHbl89YvXo1mjdrhifPnkkl6RM/X1+eWL1nzy5ER0dLpTI/g9zCpyDkm1eiaGHp3ZfhhsTdE0aG+qhVo5pUKpOSFCtSGP/+M5V9cvv06PzN+MnFk3HdZNI3Bw8dQs0aNdCsaVP20f4WQ4YMQds2bdGxU6dUs7w6OzshUhpGV2QwC29CAoICpbWMBdWDO7dvS+9IBCrrxfkLF9C+fXscP3GC32c0YoQA+pZbw1vR8cuTOzdPmszIkLAfMXIE/ho2jAXgz5NFCMgo3LhxQ3qfvgkLDeORIpmfRxa8KUy5sqWkta+jra2FCaOHw8DAQCqRSS2aN2mE7p3bfVX0WllZSmsyGRVqwKgzGRUdE58w5muULKm8V69fv46wFGlIP8fb2yde5GpqakJLW5vXMwqqs+js5AQ/f388e/4MJ0+ewpGjR3H58mX2k0/PkP9jQncMM1MzxInrMWjQIOzcuRPt27XDg4cPpa3pH9UwPFn8nJ2d4enpiTt37+DIkaM4ceIkbt68GS8KaVfyAd2wfgO/z6gcOnwY/837DwsXLMAg0UlNTmf2a5iaGPPrwwcP+DW9orrW1LHx8PDge42uL13rk6dO4fadO7Ll9zuRBW8KU7hgQWh+YxY2DZ3/ObAP8ufLK5XIpDatWjSDg10e6d1H1LJmgbq6GkyNjaQSmYwIWUBOHFda67p17wZ1tW9nzCsiWfXJWhYTkzoNR8J4zsaiodXUTP8RGkgQ0gTbE6dOwsfbm8vm//cfbGxsUKRwETRoUB9NmzRBtWrV0ES8/qwASU3IZzdKEgXU4c2RI7u457OidavWUBfP6ffv36Np06bwEh2T9AxNtnv69CmOHTvK70nIV61SBba2tihbpqz4DU3QsGEDVKhQAfMXzOd9oqU6/eDBfX7NqJQrVw62dna8vmnDBixatIjXfxRbe+V3ubgkz/UprSGL9oOHj+LdiMiNpWjRorAX54CuL13rBvXro1zZsti9Zw/vI5M8ZMGbwhgL4ZQ/r/KGSgp66Pbt0QU1qlaRSmRSG+opb9qyHW9FI16oQD6pVAn5+Wqoa8iW9gzOi1ev8OTJY4573b1rV6n067i/c+dXEhOp5UsfEfHRcpwjR45kCfHvgazHyXWToP0CAwNx8eIl7Nm7By9eKCfTEXSPLF+xApZWVtDS1BRCKg+aNGoc799Mn42QLIe6urqoWLEiT5yaNnUq1NTUuDw9Qh2huFilIKfjtLK24vW//56GB/fvo1fv3nBwcICfvx+XpydCQkPQUghzU1NT6Ovrs+gZN3astFVp5SXrH/0uc3NzNGzUCMOGDUOHDh15u76+HrvZOb5+na47JSq+VJcppNwzIfYXL16MunXrwtf3y9eKOgJv37rg8JHDOHr0KE9e/hTVSJ+3l3e8FfV7ofNJcwDOnDmLAwcOwM3t50Y6vEXHslatWjA0NOSlVMkSQtgvlLaCff/pt1HqeysrazRr1gyjx4xF/fr1pD1kkoW44DIpzKUrVxUNW7T7bGn0R3vFtp17pL1k0ortu/YomrbupDh7/qJCiBvF4GGj46/JsJFjFR269ZH2lMmo/DNjBrVciuo1aihEoymVfp25c+fxZ7Jly6YQjZdU+jn0fVRvRCMnlSSfBYsW8t+g5a9hw6TSpImIiFS8evVKcefOXYXz27cKIdakLZ9z+cplRYsWLRQlSpZUFC9eXCGEgGLRosUKIVClPZTQsTs5OSmmTp2qKCb2E+Io/ni0tLQU9x884P3eh4QojI2N47d9uuTPn1+xZu1axc1btxTh4lykNULcKYS4k94lHx9fX4Wenh7/BvPs2RXv37+Xtnwf9LfpGNKSvfv2fXYdEi7tO3RQ7N+/X+Ho+FoRl0Sd9w8IUIiOvEKIZUVwyI/9boLqoaubq+Lu3buKp8+eKcLCwqQtKcO169cVrVq1VpQqVYrrcq3atRRz581TBIjjTw50XS5euqTo1r27IleuXInOEX3np/ftth3beVuJEiU+e1bQd508eVLRp09fxfDhI/i+V0Hf8/jxY8WIkSMU+fLlUwjhHP93zMzMFH4B/tKe38+/s2fHf9enS9asWRUDBw5UHD5yROHi4pLs5xvtR8ec3P0zA7LgTQVET0zRd9BfiYQuvU6fNUeufL+AlWvWKc5duCi9Uyh8ff0UHbv3VTRv01lsW6/oM3CotEUmo9K4SRNuHIYO/Usq+TZ9+/Xnz1AjGSWJmWfPnyuev3jB6wQ17p06d1GYm5srmjRtqggPD5e2JIbKb92+xY23TwLxPHuOsiFTV1dXPHj0UCpNDAmKzVu2KGxtbeMbUdq/fPnyiidPn0p7feTUqdMKnWw6vN+ni52dveLChQvc0FHDXrFiRRa2Se2rq6vHAoagZ1bTZs25cSVx+9dffylWrFihKFCgIO87cNAg3u97CAoKUty4cUNx5eoVxc2bN5PVWJMgvX7jeiJRffzECYW1tbXCyspKcer0aak0MfS9jo6O4m9dVTwTv0klcjy9vLhDQ7+hT9++XPY1fIVAviVEvUrc0tGuX79BkdPCgs/tPamDkBa8ePmSRbqWtraiWvXqiqnTpir+m78gvo7cvXdP2jNpQkQnxszMXKGpqanw8/eTSr+Pe/fvK2rUrMn1kf4m/e1clpaKbdu387n5WS5evCTqoS5/96dL7jx5FGfOnpX2/JzQ0FDF2HHjFDa5cycSnwmXqtWqJkvwunt4iA7wXK7vqu+i1yNHjvL9uXjxYkWxYsUU6hoaib5fteTKZakIDArk7/oRqN5S54TuyYaNGokO/D+KyVOm8DHoiPrr4ekp7flt6PnVu3dvRW5xXnJZ5lLYOzgoevfpw/cO3eeZGVnwphIqK+8f7boquvUeoOjcs/8PWxdkUp5bd+5yR6RXv8GKoSPHSaUyGRFqtIoXL8ENz8pVK6XSr0OCysJCaQ0qJ4QlNYqhQtzmyJGTG2CyLlHZgIEDEzVsY8eNl75BCf3tHTt3KrILYaLaJ5v4/MZNG3n7mDFjuKxgwYKfNbwECavefXp/scG2trERDWmQtLdC8c79HVuTaBtZaytUrKBoIsR+gwYNFKZSOYkTauBUIoUWDdFQt2/fXrFv/35uPEmgf2oxjYyMVDg5OytiExxnr969+PPjJ06QSr4NnZMlS5cq9PT14/8+LXS8U/+eLu2VNDNmzuR9J0yYyO8fP36SSBCRsPDzSyzeXN3cFHXr12exTvvQa1PROaHOiouba7zgP3v+vPSJL9O1a1e+Fhs3beL3p4XgonOn+vtkgUyq00PXds+ePYp64jjy5s2n6Nqtm+K5EKw/i7e3D1tqVcIsIiqSO190LCTsv4ZK8NK+XkL4q6Dv2r13r6J///5cd7/Ezp27FNpCbKt+e8KFruXx4yekPX8Msr7T9aTvo3Nerlx5rsuNhODLniNH/N+Z9vffSd47o0cr7y3VQudl0qRJopN1k88ZWWeTEngqwVuwUCHFeVEnyFKumaBTSPfXUNHhO3T4sCI6JlqxZ9++RPentraOoq/oPJ06dYpHhuhZkhLWf7d37xTvE1jiPYQIp7qsp6fP5+pb0OjOqNGjxW/RjD/WhAv9huJC5KtGdTIjsuBNJeihsmzlGkXztp1ZWF24dEXakhjaT/Uwk0k76Jxv2rZT0b3vYMW4yX9LpTIZEbLAOAiRQQ/1EydPSaVfh6xjKoFEjRtBgo8siVTm+Pq1YsPGjfEuAKoGz9DQKJHbwLLly+P3IesPiTP6Xn0DA0WQ2G/AgAG8rWKlStInPkLH3a+/cjt9psUfLRVPnz7lRpSGdMkyR9u2bt0mfUKhmDbt7/j9V65aLZUqCRNCbOasWdzw07EkbKQ7duz4Qy4BY8YqRQVZjJJDpPgbdD5Vx2hhYcFuJm3atlHUqVuXRfjQv4bxb0+KJUuX8Gd79OrFlnISmPQ+4W+Z9b//SXsrFG9dXRW2drbx+9D5VwncxYuXsIVcJfyfPXsufUrJzl27FJ06dUo0RD9sxIj4v/HmzZv4+qD6+/S6b99+aW8l5IZSo0ZN3p5wsXfIGz9ykFLQeSPLJ33/tWvXpdKkofqsGuJ//foNl5FYp2upOkaquxs2KsV9QsidQlX/8hcowOKPDDYHDx3ikQgqpxGPn+G/+fP5e+ic0npCIiIjeJg/e/Yc7JJCVst27dopdotOhYouXbvF/w5a9u0/kKy2VCV4P12o3vTs1Vt0MrylPZUsW74i0X7jJkz4Yv1NSQICA/keok7HWxcXqTRp6HmlqheqpWSpUooNGzYotmzdoujRo6dCX9+Ayw0NDRUnTvxcZyWjIgveVIQamIF/jlCMmyR6qB8+76ESO3fvU/w7bwE/nGTSntt37ykuXk66MyKTMSArDg1308OchkiTw+QpU3l/alAuXFS6u9A9aGmptDjRdrLsUWPcuUsXxfbt2+OF1JEjR3j/x0+exJeVLFmKfRx9/fzYz2/Dxs1sXVRZ2PIXKPiZtYkEF/19Wmj4MmEjSj68RsZG/Nkly5ZzGVm5SDxSWe06db7Y6IaEhrLf7uTJkxMNRZOLxKXLl7+rgz1h4gT+fPPmLaSSLxMjjkcl8MlvdOPmzYksX//793+8jUTWuQsXpNLEqERQk6bNFOXKleN1srqfOHVKUaVaNX5fuXJl3pf+Xr169bmMRNGixYvZEubm9k5x4OAhxc1btxWD//yTt9Ny9lxiC2/Xbt0/K//zr6Fc1qNnT4WdnR2vk4vH+QvnFXnzKTtV5OKi4v79+/EWd7qOFSpUYHeQtm3bsisA1al79x8oxguRlJR7yvdC1nc7ewf+e/sOHJRKk4baHxrWpn2fPn3GYrd169b8PuGSM2dOIa4++suSpVFlRa4qznlCX9oI8XtU7kM1atb6KWNNkyZN+XsqVanyxbocGhqmeCvuhUdPHnNdVl17go6LXD1Uv4ME+qDBg9k94WskJXhpROBLFnM6j92690jU6WnUqHGKXM+vQR1rqlP0N++KduprHDpyONHvade+/WcjyuTe06Zdez5+U1NTcZ3dpS2ZB1nwpjJBQcFsefkS9x88VLRo10UxfvJ0WfTKyPwAJAQLFizED/rtO3ZIpV/G399fYWmlFLa2QtSoJqaQRdbI2CRRw9G2XTsWqgnF5owZM3l/chug98VLlOTPfgoNL6q+h0QeCWQVNEmM/jZtowaIfAeHjxihWLpsmWLixEkKExNT3qato6N4/lzpU0wNL/krUvmkSZO57GuQGDkphGLevHnjjyNrVjUhlusKAXchWWLlewTvrt27+bdoaGiy60RC6PzVb9Ag/jhISCUlciYIYcj7ZFHuRxPp7ki+qqfPnOEyGu4mSzJN7iNBQB2TAwc/F3/kA6sjzp/qb5IYSsiQIUoxvHrNR0v5H3+05DKVuKGOlPNbZ962avVqLitTtiz/HvIhJesnlVHHZ/2G9Vyugs4vCf48kkW0cZPG0pYf53sEL/1t8jumfe+IzljXbl15nc4JWbA3bNgYL6jWb9jAn6Fj7i91WmjJIc41DfkvXLhIMX/+Ap4kqdr2v3//5c/8CPR3ChUuzN+jGmH5GtQBJEHrIOpywnpD7gQTJk6M99Omhaz8dC99ySqa1GTAhYsWSVuThq4rnSPqHKg+Q/Wudes2PFqUGmO03yN4Xzk6xh9X+/YdvtiBiBbPMnK7of0miOdMZkMWvOmA+w8eKVp16KYYPmYiW2dkfoxXjq/Zd1om89GhY0d+iJP16WtCjnzyunT7OBQ6f8HHoVSygCQUSCRsEt6P5EtI5SNHjWIxQUKShNHBg4ekPT5y+coVFkG0XVeKEkBuCio2bd7EZTQhpU7dOvENW8KFyqZN/0f6BE2gC4/3bZz+z8fyb0HHSkOb5O+b0B+1rPh9NPP7S40jMV6ICdqXLFoJoXO8atVqxeIlS6QSBVs0aV+yZn7KbSG4EvpJUgfg6LFj0taPDBg4KH4fOta9e/dKWxQKL29vFjMkbijqAHUOaD9qwD+95uSmULlKVd5O+9N1yJsvfyKLs+p69u3XTypRKKpXV3ZqaKEJRDTpTsXzFy+5nDoqdM7OnjsXvy8NvyfFjZs34/fp06+/VPrjkOAlVwn6vp27dkulSkJCQrluqjoI1FFzcFCK41KlS/MrTYyizg5Bv4GGvam8bdt2XObu7s4+6HS+GjRsyPWTtn+60Hn6miHnW/CojLUNfxf54n4L8tum60h1KKkJXHTvjh07VmFjYxPfWaF9aSifxGBCLos2graTqwBFcaB1ctP4NMJJUpCf/4KFC3kCm8qVif4edeauXr2aqMPzswS/fx8/gkSTPhNC52DIkCE8kkO8fv2a96Pl1q3bXPYl+vTtx/t17NRJKsk8yII3nUA+ShQea9joCYr370OkUpnk8vTZc9Fp6K5YuGSFVCKTmdi//wA/xGnYk0RcUpBVsF9/ZWQGWqhBJ4uHCvKfVW2jIfKEFllCZRlq1LgxDw+TLxz9PScnpQVQxRPxOZUlqF2HDoptO3bweqVKleLFJX0HlZF1i8rou2vUqMGfI79ROrajx44rPiSwHVGDbCxZoGfOVFqZv5cnT54qWrdpIxpS5WQkaqwppFnCSU0JWS75L1apWi2RqKRoBtQ5oKFRslaTgMllacXnI2GUC4J8Ikkg0PeQIFGFPytcpEgi/1mixR8teBst5N+c8G/SCJhqiP7R48eKGbOUE9xGj0ksmGi/7j168DYamr95+zZbKunYbt+5I+2lUKzfuIH3oclLJFRiYmMU+fMrLbZ0XihsXULIomtkZKQwFAtZ9K9fvxEvrpo0ayYE4MffQtf00qVL8W4RNNHp4aPH0tafo0qVKvydy5Yvk0qUbNm6jcup80ckdGmghX7/jk9E8rjx43kbWVvp96us2EWKFuXP0z1AwsjaxprrZvnyFRRz5s1l14afgT6vcpsYN+7bk4apnlC9ofOdlDVfBXVodu/ezUJedW1I2E6dNi3epWjV6lVcbmVlzfVB5atMYc0Sdoi+BtXLK0I416lbj88rfZ46qJ06d06xyel0vHnyKEcHTn4yN4Es9FQ+cbLSSkv+5qrfez1BJ+1TaNSD7lkaQaEOY2ZDFrzpiHeid92tzyDFkOFj5YgO38GLl44sdif9PTP+oSaTuaAGtHCRovzAJysgWWFIxMXGxbKv32rRkBcVjThtp6VGrdqK96GJO5Y0/K/aPmHS58N9FLJMTU2dJ2LRhBLy3cwiGrlt25VuFNQIUmOs8ukkIUURFkgcUSOjqanFAoJiptrZK4ea934y9E9i7UuNLv1NstDR50aMHCmVfh2Km/tpVAMS0dTw0VC1qrEuWbJkkhYumqRE22koOeFx0eRAamBtbHKzMCLBWLBQEd63e4+eLA7pd5ObQ+7cysk0pmbmirv37ysOinOksjTXqVM3kY9oUUkY8zlOUE7Q+aXQabR92bLliv/N/pfXyZ9ZFcaMIjZQZ4KOjSxwu3YrJzkNG66cjNZ/wEB+TxwTHQoqU1NX479Fz1zyPaYyOh9JuZiR1Z+2ky80/e5KlSvze1po0lDPXr0Uffr24fOlsgDSQkIooXj/GbpIrgnDhw+XSpTnhiZcUfnQocowizTjX1UXaaGwbJ8eA4XRo21k1SXfV3IFoPft2neQ9lBCHUOKE51ShEWEx3d8+ouOzbeg53oByW2JYkqrIHck+g0JO64E7X/gwIH4jhbVB/KTd3F1jb+HaBvV2ylCDKvEYvMWLRSbN29WLF+5MpG1ls4bhQ6jyBcJofIbt26z8FV9B9XRT4/nRylfoQJ/50rx/FJBnamatWpxOfmtE/T8U7m61Kpd+7N7mUIEUmdG1cmg0GcpdYwZCVnwpjNo2I4iB5B7g8y3eePkrGjTuadizMSpiqjo75+FLvP7cPXa1US+fFmF4CBBl1B40FK/fgMemvwUsoyQKCURR4LtU6hRsbW14++8ceumorJkaaPvp7BoBQp+jOFpZ2+ncHJWDjcSKksazZCnRpL2pfftOyitcckhoeClUGqfipdPISssiX/6zNZt25NMTkBigeK80ncmNSyvGrYnKxntS8PYp06fiY9eMGnyR19iilhBZbTQOUl43skVgyytBB33v3PmxLtxFClSJN4qrJqEtmrNGn7/KatFOW3/o2VLxe49e+O/nya2ValaNX4ImAT1kgTuFq9eO/JvoNBt5MNN0CRDul5kzSdxSHXCXnRE6LhPi9+YFOT3SN9PwpBwcXHlSW2q40hqoe/7mtXte1GNUlCIKaoTNFFvtnQ+6TeqYivTJCzVMVAc4YTh7VSQ6KGOGe1D4bfGjB3L65aWVqk60phQ8JJf8LfqMnXSaopOKu2f0HeY/JDpGpYoUfIz1wWChO8UIZDpc/RsoHBstE7LX1KHgTpyKpeohMuDh494O0GT/ui+Jys3xQb+9HjpPY3S0LHQQlEtUgKVsKX7gqzc5HIyevRo/hvGJqbsyqGC3ItUx25iaqZo2bqV+F0dOEKMyopNnyO3r5BPOvuZBVnwpkMohuDV64l9dmQ+x/mti6Jjtz4cRzcpgSKT+SCBRsOz9GBXPfxpISFQomQptvR+bdhyx65dbIH8EgcPH+KGkxq9EydPJhLYtJC4ady4MXdcE0LChISFg0NethyNHTuO96dGlKygyYGsWfnyKcVVckJCkbBTZRmj81GlahXFtL+nccO4dOlSxZy5cznuqUp40pDup5BIUsUYpu9IKGLpPNPvUkEWUXKXUH0fLSQ8ycf2jeRrqIKsVNQJUH0fnUdPT08OyTZ6zGi2niZFuBBKJPQaNmzEFmQS/qq/pVooFBdFafgU8tmlYzsnRWUgq665eXa2tqusea/fvOFh4oSxiBNCx0dD4TSxS0WgOAcLFy5U9OzVU9FG/P72Hdqzq4pqUiNZq5OK3fujkNVdVb9VFnpaqIws2Sox5uvnyx0Tmqi4fMWXXb3WrF3Hn6WY0eTfqvpOCg2X3CH+74WuP11H+jsUru7rclfJ39On8/4JYwdTAgzVuSArNblfzBHin+o3LTShrZAk6Gk5eOiwwlSIQXJxSRjNgX4n+T/H+7hnAbvJqaAREVXSCaqz5HJEIQBVf4dcjKrX+BgxghLOpAQqP3VaEl5ruqbz5v8n7aWEfgN1QK3ENVdLsC8t9Byg+5/8vhNarjMbsuCVyZDQw6pTj76KgUNHKoKDZfcPmY/Qg5+Cz69du5YFLkUMIPeGb1mRkgM1FuSTqvoumj1NaT+7dO3KQo1CnH2pQSERTFnQCB9fH/ZnpcaIrJKUcOHTYUiyOFLK1GHDhrH1sl279jwJiizLd+/dl/b6OpSCWDUb/muLsYkJuz8kBVluVaKCFnLPoGFoElSfQkLm9u3binn/zWPr2+s3r7943qmczgeJx/0HkhdDlSCBqYqsQRN7SHh07txFMWjQIM4Ol5Qlk6Bjo05Kwixu5JpAf/t78PPzT9Zw8OQpk/l8UScgJaH6Xa3aR3FF14aiRZCopVBtCSHL+YlTp796bqlzQQlWKNsf1V06l6rvbfHHH+wfmhA6j+SaQ5nJqONRtFhR7gh8L/cfPuSwYjRakhxoAun8BQt5eF4FnYuZM2fFj3x8bSFrKXXKyEpKqZKTgkYx2rRty99Jv1MFnb89e/fGhz/82kIT4Mi1JiWgZ4DKlYMWErqlSpXmTnJSIzYEnRNKIEMZGQ8JgU/xmv2kUY3MThb6nziRMjIZin0HD+PUmfOYPWMqxMNOKpWRyTgI0YpGjRrCx9ub3+vq6qJc+fLQ19eHEHW4e+cOhLAjowRvr1a9Bi6cPwchRPh9comJicGhw4exfccOPLj/AL4+3hAiG/oGhrCxtoIQ0Bg4YABy5colfSIxouHH6tVrcO/eXdSuXQfNmjVFtmzZpK0yX6Jjp07Yvm0bli5dCtEpkkpTBtGBw7x5//G16dipI0qVLAk1NTVp688hOhFo2bIVzp09w+/V1dVRtGhRWNvYcF26d++eqEM+ECKQt2tra+OVoyOsraz4/a9AdEKwbt1aHD9xAs+fP0dEeDgfV44cOWBnZ4fmLVqgs7geGhoa0id+DNFZwo4dO7F//z48fvQIQnxDU1MTJqamsLGxRq2atdG/fz8YGRlJn/h53jg5YdGiRdASv6d7164oUKAAsmbNKm2V+R5kwSuTIVFV2+9t/GVk0hO+vr6YOHEitglhFBoaKpUqobqtLzpzJUuUQLVq1TB8+AjRkBpKW2XSM3FCDFatWhXXr13Dw0ePUaxoEWlLxoCE7YqVKzFnzhy8c3OLf96q0NbRgYODAypWrIBBgwajeLFi0hYZmfSLLHgzEJFRUQgXPVcTY2OpREZG5nfAx8cHly9fxt17dxEbGwczMzMhmKqgcOEiMNDXl/aSySjQc9rW1o6F4zt3N2TTyZgW8YjISNy6dQtXRN0kayZZ9suWK4fSpUohZ86cssFBJkMhC94MxPUbtzB30TJMHDMMJYsXl0plZGRkZNITbu/ckC9vPuTPXwAPHtyXSmVkZH4lsiNIBqJsmdKoULY0ps2YiyvXb0ilMjIyMjK/gujoaHZJqVipEq5euyaVAt5e3oiMjET+AvmlEhkZmV+NLHgzEOrqahj+50DUrlkNcxcsxdnzF6Utvy/UoDx99lx6JyMjI5N+ePzkMWbNmoUb16+jTes2ePnqFZffuHWLXy0tLflVRkbm1yML3gwGzcQd1K8XmjeujwVLV+Ho8ZPSlt8PmoE8b+FSTJg287MJPTIyMjK/GgsLi/gZ+Z6eHjxRbcLEiZj+999cVqhQIX6VkZH59cg+vBmUD4oP2LpjN3buOYDe3TujRdPG0pbfA6qWS1eswZkLlzBh9DCULV1K2iIjIyOTfnj06DEGDhyAq1evSiVKKLwchevKmSOHVCIjI/MrkS28GZSsWbKic/u26NG5PTZu2QlvHx9pS8aH4juu3bCZxe7oYYNlsSsjI5NuKVasKC5cvIh/ZsyIj09M0QtGjholi10ZmXSEbOH9DSCxa25m9lsEoyaxu2nrDuw7eBR/De6HWjWqSVtkZGRk0jdPnz3DlClTULRoMYwfPw4a6urSFhkZmV+NLHhl0g1UFffsP4iNW3dhQJ9uaNygvrRFRkZGRkZGRubHkV0aZNINb11csGnbbnTt0EYWuzIyMjIyMjIphix4ZdINNjY2mP3PZLRp1UIqkZGRSW1cXF2wavVqjhsrk7GgTGgbN26Ei4uLVJK+oTCT27dvZ9eP74FG/y5evIiDhw5LJTIy348seH9TKLXlwcPHEBUVJZWkf9SyZkXBAvnldJUyMmnI1CnT0K9vX6wUolcmY0GRIbp3746evXqxKEzvPH36FJ06dUL79u15vkZyoXbsjz/+QNs2rTnyRXokNCwMterUxYGDB6USmfSGLHh/UwICA7Fp205MmzkbkZEZR/TKyMikLR8+xPHrtStX+PV3IEyIj63btnEs798ZhUIpGp89e4aYDPBbPwhRTsL81cuXeB/yXir9NvQZEshkIb5/755Umr4IF3Xu4vlzmDZtGuLilPeUTPpCFry/KVaWlpgxdQKc37pi0rQZCH6f/IeLjIxM5iNKiInfheDg9+jerRtWr1krlfzexMXG4UMGElkkXGOiY6R330dUVPqsp2rq6jw66ebqKrsHpVPkKA2/OW9dXDFh6gwYGujj78njYGZqKm35tdADQUtLS3ZfkJH5xXTq1Bnbtm1F7jx5MH36dLx1dsaLF0oLnIG+PvLmy8chtjQ1NKVPpH9oAqyDvT2aNW+OfXv3SqW/H8dPHEejho2gLsTWnDlzkCWrGp49ewIPDy9oi+ereXZzjB0zFjY21tInfi23bt1G+fLleH3K1GkcTvPps6dwc3ODhoYGsmfPjiFDhqDwJxnqyEWPstq9f/9eXNMWaCGu64sXz+H4+jViY2JhJr6nXoN6aN+2nfSJtIc6jLa2dgjw98MzcWx2eWylLTLpBVnwZgJc3d5h3JR/RIOljn+nTxEPFXNpy6/hleNrPp5BfXugVo3qUqmMjExqQ8PC9+7dg6enJ965u+PBgwfYvWsXAgMDpT0+x9DQEC9fvUIOIUYyCi6ubrC3s0X+/Pnx8NFDqKv9HvFwnd++xRsh8jy9vPD40WOcOn0KD8U1/BJkUNi2fRvat2svlaQt7969g6OjIx8v+e9euHAB1z7JSPcpc+bO/X975wFWxdGF4RM72LEX7KJSFDvWX40dY+/GbuyxIIqxJGJDsfcWjSZ2TTQW7Iol9oooxd4QBbtgz/zznbt7ucAFQUUTMq/Pyt6Z2d3Z3dmdb2bPnKGePXrQmbNn6N69+3T16jU6duwobdywIVa73+o1atCe3bu/WCcK8lbM1o4CA/zp4KFDVLlSJS1G8U9BCd7/CEF3g+nH0R709t07muY5ljJq879/bu4EBdGQ4e6UKZMVjR81nNKkSWOIUCi+AHj9Qezdu3eP7e4yZszIvUzobfoY8Mm2T9++dOTwEfLy2soeSGICXzuWr1hBJUoUp7JlymqhCcMod3caM3p0jMLBwtKSMllZUbly5cipQgVysLcnewcHNpH6N/Hg4UPKkT07WVhY0M2bN1m0/1t4/vw5C8RXslyklu/HbNmykaU8j0NSKNarW5fjzYFeXpRfOzs7Ku/kRKVLlybbYrZka1vsi4hAXylw/1e1Kj2U98IcSZMm5fyiUVKuXHnu+S1atCj//rpmzRiFMc4lXbp03ONbSYpKJ6cKZFPEhkqWLElpv2B9Yip4t271ovr162kxEbx584bty1Hv4X4pPjMQvIr/BqEPHoifxk4QwcHBWsjn5f79ENHxuz6iz4DB4unTZ1qoQvHpePXqlTh48KDYsGGj8PcPEFLEajHRQZz7mDEiderUaPTzIithUaRoUbF2/boYt5WVlti9Z48YNmyY6N2nj/D09BSXLl/SYg0cP3HcuM+RI0dqoeaZNXs2pytarJiQlaYWagC/z/v6ivEeHqJ3795i2PDhQgqfWM9L583bt+Lw4cPi4KFDnGdQpUoVY76wpEiRghesFy5cWMgGaZz2/U8nLDxMSDElLCwsxe07QVpo/Ll+47qYPn26kI0XMWjQIOG1bZuQjRkt9tOz4c+NIkuWLBH36CsS2bPnEGPGjhUeEydEhMsFZdW07O4/cEC8ev1K29OXZ8XKlZHymyRJkkj5Xb1mjZCNPS11BCEhIXxupttaWloKKXR5vVu3buLJ06fRnpWEBHXmlKlTReMmTUWbNm3F3LlzRfiLF1qsATw3NkWKch6l4NVCDaDuXfTzz/xuSZ06jejXr78Wo/icKMGr+Cw8fPRIdO3ZjxesKxSfmnM+PsLBwcFYMaLSLF22DItTc1Wj5+TJxrRRF1TOLVu3Fo+fPNZSG7h27ZqoLEVj1O1SpUolli5dqqUSwvfCBd4H4nr06KmFRueFrDTz5s3H6Vq1aq2FGggLDxe9pMhNlixZpGNhv127dhWvNRELTp46xYLYR14D8FaK3e49enA+sbi6DmaBcPTYMVG6TBnRq1cvcUyuP3/+XEyYOJH361SxUoKLiBdS4EAIoaHwXffuUkj2EdOkoITI+ZS8ePVSCsXsImXKlOLK1ataaNyBqB0tG0O4r6bXHteybt26fN3MAdGzY+cuMdDFhc+vZ6+eYty48bLx5a+liBnv/QdYoJsez3QpWLCQKGxTRIquJmLduvXi0eNHwuf8eY7Ded7/xNcwKigbB2TjydXV1XBuPXsKd/fRXPbMERYWLlq2aiXq1a8nli5bJh48fCCuynthIcUr8oy8mwMlcMaMGaK8k5MYK4X+tevX+XqXLVuOtxvvMdGQMI7gGfvtt+X8fCDffWXjZcbMmeKBFKFxYauXFzee9PugL7Vq1RLPnkV03JgTvKdOnxYdO3WS99XCuB2e37r16ieKhuW/DSV4FQkOXgp9Bw4RHb/rLe5+od5lReIm8NJlYWVlZaxUTBdUMD+5j4pUwfj6XmCRgPjc1tYsutauXStWrVolBg4cKNKnT89xtrZ24qlWqZ095yOyZM3K4RDTThUqiK9r1jRWZtjf5SsGcQVx0LxFCw6vXqMGh5lj9Zq1nAY9WL4XLmqhQoqZx6JK1aocB5FVsGBB0bBxI5Epc2Zj2NJff9VSCxZnCIeQBAsXLTIKbizJU6QQJ06d5LiorFy5itNAyCek4L1x44YoV768MU/6YhCR9cRjec6fCvR05sqVi3uvAy4FaqFC3L17VzRr1lwkT55c1Kpd22zj+6UUy9+272DMX44cOVhk5s5tzXlF2A/DhmupI0A5ad2mjXE7fcE26NmDcIsJ9BYWKlyY00MQoid/9erVYs2aNcLDY4IoUKAAx6FcHj9xQttKSBH5UKRJk4bLT0howglefDnpP2Cg8fxNzy1zlqzigmzgxQUIV70M4xmMD02bNePtPCdN1kLeDwR2qVKlIuUZC/LdsGEj7imODfRC6+8JPE/p0qWL1Es9xG2IljKy4EXjtYRjCWM6LDlz5hQLFy4UT99zTEXCoQSvIsGZOGWGaNe5h7h1+7YWolB8Wtq2bRupckFv2PLly0WTpk35d5IkScWs2XO01EIMHzGCw9GDd+jQIS00giApjL7v10+UK1dO3A+5zw21PHny8DbZsmfnT9u6OPQLCDBWgouk0NQ5e+4cC+McOXOZ/dSMiq9QIYPIGSBF9t9aPzR6Fxs1aszhqGw9JkwwfkZ/+uypKFvOIBpbtGzJYWDR4p85rHPXrmL79u3G/FjnsTZ+HkaPrzk2btzI8RDVCfW5/uJFP5E3b14+Tu7cuYXLoEFipWxc7N27V4q7YRxerJgt92p/CmDOAZGI3nEfX0NPYkBgoCggzxHH0pcWLVpG62lzGzqU4yBw0IDANQe4Nt92MAjhkiVLcZgOhHO16tU5DqKoU+fO4ufFi8XOXTvF8hUrOBy9hFevXdO2iMyuXbs4DYTYpMnRBd3zsDAx0dNTVKhYUfy56U8tFOHPjb2P8RWQcQUitWkzw3MEYd3u22/FvHnzxTZZzjb++adIIsuXpWVqcfyk+QaVKehthYkG9rV9xw4tNG500K49vk7EhXOygYpGD7ZB2XMdPESsko2Ivfv2iUGurhzu6OjIXx3MAVOgVBaGHn58Ldi0aZN8jl+Lx0+eiEaNDc9nhQoVtdSRBa/pgkYKytRD2ThRfFmU4FUkOMdPnhK3bimxq0gYUCHrPbJY0EN20c+P42C7qvfWwXbu+s2bLFRr1arNYU2aNIlTrybEItKjZ3DturVsMgAggmbOnGU0O1i3fj2HA1Sk1lIkQ8RckILPFBxzmCa688jK+OHDiJ5G9OrpvbMDBg4wfj7HNqis9V5mUwE7bvx4DoMdMEQJ1p2/+YYF5A/Dh/PvYrZ24t3f0T+j6oIXlTp68j41sF/UeygrV64c7VNy7z59OQ7LvPnztdCPA+LD3qE47/Ovv/4S12/cEPnyGUxH0COvN17QGMBnZ50TUrThHiOuWfNmIjQ0VIsR3Itpb2/PcdWluNVBGahVpw6HQ8z7RTFfWLHSIHixdJENEnNA5CI+X/78LArjiqngPXHi/YIzvqCcf9u+Pe8fX1AOHzmixRjYtXu3sde3nnMDs+XLFFPBC3vl+KAL3nbt2mkhMYMGqrW1NaevVq2aeBSlJ79T5y4ch7wvM/lSooNnrXJlg7073i1nzp7VYgyglx1lB2VEx5zgRSMyKPiulkLxpVGCV6FQ/KuBwNArXSydOnXWYgxAYGXLlo3jJkthgd6/4sUNYqhX7/f3FvkF+BsHduE4WPBZtlSp0iKn1oOEBb2Hz5+HaVsZ0MXCyB9/1EIMQLhinxC2G6Tg1Hnx8gWLVtNjQaA5Opbkz+L6eaJn2tR2cvDgIcZ8YIG5BXoFwekzZ/g4EEZRB9qA2AQvKn59wNuH0n/AAN4/Kv+otro4X5siRYz5NlxD8/ax8aWMZvO5YsUKY88uriN6eoPv3ROZMhk+rQ8c6MLp3757K2rXMTSE9OsM8WsnRS5sw/VGCITO73/8wduAFasMJiFp0qY128vZqnVrjseC+xZVEAMX10Ec71iyJOcjrjyT1yo2wQsxHpcGXUx47/fm88Z12Lx1qxZqAPvFYD793NDoO3LsqBZrnvcJ3tjyG5vghTDXG6GgZ69enBZlK2rPKsqX3vjBUrRoMflcRP6yANMX/csIzJ3MgWcp6teB8k4VjPvFkko+uwGBkQe0Kr4caqY1hULxr+by5ctouGu/iKytc2trBqQgoAoVK/L65StX6N3bt+yGDKROnZr/xsbsWXPYzRjcHi1cuJCyZMlCD0JD6fTpUxR05w6ngSuorVu2yP1Z8m+d5s2bsxulZcuW8Vz74MbNmyQrb95nj1692Im+zu7de8jfz4/Spk1La9aupeIlSrDbsrNnz1CAvz+fp5WVFe+vdKlS2lZEoQ9CtTWi7Dly0Jo1ayi1pSEvBQsUZDdOz549ozAzLq3SpDW4cpKVd7QpUYePHEmFChWS+3+ghcSPN2/fkBTU7IJpgbx2mCDAlHnzFvA0szpX5f2ZN3++9uvDkZKJXr8yTKneuXNn3q+9vQPt2rWTbAoXZp/Czg2cOf7gwQP898IFP9ojr7+e12rVq/P1uODrS+fPn2e3Uygvnp6e1KRxY94GrF+7jv8OHjKEypYuzes6+7y9af06QzzAvRw58sdobuHu3gnivxYWqWR5iXu1LMUoJU9hmBDkWVjkews3Zjlz5qQtXl5aSPzZtGkL57Xbd92oQf36WqiBsz4+tGTJEu0X8TTOroNcY53OGflNmSolrz8MjVymLly8SNZ58tCin3/WQiKTXnOliWtoihTR5FShIrVo2ZKfj9dv3tDmTZvYtSDyh+fflFmz59D169e1X0T+AX60eHHEeQCUd/1ZqFKlCv+NikWqVHw+pqTU7kWHjh0pW7bs9FLm7Ycffoj2XCm+DErw/kc4fe4cuQwZTrPnLaL790O00H82F/0D6KfR40m2pLUQhSI6wcHB2pqB9evXGwUtQIV9T0vz7t1b9kX95o2hUn4TS+UMXr95Tdu3beP1H4YNo27durEjfUxZ2717Dxo8eDBt2bKVTp48yT5Eo1KjRg3Kmzcv3bxxQ6bvzo73G37zDd2+dYsqVqxEUydP1lIa2L59O/9t0qQptZBi+fixY+TltY369etHvXv3oSW//EKBgYHUUlbupmD/AOLac+JEymMdMbOWpaWFzEM+FiI+UrhFJY91Xt4OAtx0emH4DF29ciVPHnDlymUtNH68fvWagu/e5XWIeB0Ik+UrVpLbkMH8GwKhhBT3YIKHB12Uov9jEPKev3hpeG/gvCD4V65eFUlwV6tWjf/ifj6XDQFv730sTMqULUtdu3Sh3bt20V+HD5OrvMe41zNnziQ/mS8XFxe+XgDnce/+fV5PYxm58XT06DFq3aoV7xN+cfV79ufGDbRJNo5MeSobIwBTBMud8npc4NnUtHMKDTHkQ2fz5i0UKhtmOI8PJTTUUFdYRjk3f9n4ainL54vwcNkgKkx9+/aVhY/or78O0fwFC/m6mCNZ8mQ8GxmI6p93m3zO8Jwe0BogUbGxseG/j59Enib/ytUrdEY2Po8dPSrL7yv2X6w//6Z+efEe+GXpMho5YjjfPzzLtrKhir5Y+KZGOdDBNYVgBlPkMxqXabf95DU5e84wCUjlypVp2PBhvL5xwx80Zuy4WEXvw0eP+NnHuSgSEFkwFYmcJ0+eiNYduol6jVvx0qJdF3E+AQY4wKB/0vRZ4koMAzPiy9LlKzm/suWvhSgU0Zk2fQZ/PsyY0cr42Rmfhnfs2CFOnz4jXFwGGcOnTpvOnzR1jw5wMRUb8DCiu6b6fUP8bA51pEjl7U0XKbzEFc2jgyn16ztzPAY9xQfdDKJq1f9F+8wK4I4J8e6jR2shEcDHKK4PPlvDnZoO3Lnhs26GjBk/2OUV8lKxUiU+NgalrVy5kt231axZy3hP6sh7gE/d12/cFDly5uSwDBkyin3e3tpe4g+8F2DwGPaF48xbEN02+M6dO8JSG9znvX+/GKCZXiC/Uhxpqd7PwEEuvB3u6YKFC3hgFO6fbgYjG0LitjwWzF3KljOYWSBu7rx52h4i7js8QsTHhhf5rPF1Dd52hIm/Z3j5yJ8/P5tmmJpfxJep06bxvjEobfqMGWLN2jXsKk/3TJIzV27hFxjIpjB1tXNAmRk7bpzZcgiaNTd4L+nRM8JdX3h4OJsIIRwuw8yhD/6Dv2jUNQDnrw9Aq1m7Dv/GccuWLcthDg7F2fPKkiVLRLVq1Y2mKg0bNeI8B16+bLSJxzsBA9X0/eoDXrHA9hzPg6nZRFT09DgGTJaQD7g21MPwToIpBQb8mSIbsEaTm+zy/uumSIpPjxK8nwnY8WzYtCVeL9JPxfETp1g4/vLrCha6A4YME01adRDnfMz7QfxQIHTrN2ktFi5ZpoV8HKPHT+R8+5z31UIUiuiM0VxywbbPc/Ik46Aj0wWip1WrVlzJoULR7TcxYOxlLAO1YL9aRLMxrVipsrGijQ/Yh2nlCTG3e+9eLTYyA1wGGtJIkXnj5g0t9P1AyEKYx+R6DJMSwMYSo/yjvoPgLSJDhgx83PrOzmLpsqU8yYI+EHDQ4MFayg8DwjWmewIbZ4gdHUyUoQtViKrx48ezXWd8ge/dpEkNAwlLly5j1g4Z1wGeLpBmzLjxYu78+byOvGJyj7gC7zN6eTJdIHIqSaEUdDdi4gtM7AGbUT1N167deGBcg2++4d9wH3f1Wtz9BsOzh+4KDYO04PbKw8OD7Y4RVsLR8aMGIsL+FcJZz6/pYu/gIAIuRdinwlYeXk0Qh3OHW77r16OX4b59v+c0uGZz5swRk6dMMQpU+KSOyYZ7p+bJAuUYAzHRuGgp7x/KEcL2ee/XUgr2AIEwpDddkBYDB00nvED5xIBWxMO7yaRJk7i8wN5cb6zpS7p06UWt2rXE0KFD2csI3J7p5bdx4yacJn+BgiJME614turXrx9pHzXl9qaMGPljpHgIa0XCoATvZ8LFbYQYNHTEFxG8O3btEQ2btzW2HNGDMNpjkmjetpM4+wGiFy8DjHaPysnTZ1igHoxHZRETaEl36fk972+vyYtMoYiKLnjR04bna8fOncLJqQIPwkJlDT+4a9etN/bOIA16qbANBNf7gOcApEUlDuf15maH0kHlh8kp0KNnCipAiMgWLVsJ/4AALTQ66GHVe5TLlCkjgqRAigk8h7el2LokRQfO7aLfxRjfLwhHT9hEz0laSGSGuLnxMU0XnG+NmjV5YNTHsnz5CvYzi57N9FJcl3cqL9b//rvZUf379nkbRRYGHZk6948ruB7tO3RkEWjqtzYqmMUOkz307ttHBAff415aHBfH99M8fZgDvXcY2ITeubdy/cjRo/J+lWWRjsFrdnZ23CNqrqzAH2/58k58HDR+MAED/L2iZ9TW1jbWBpg5INjMiTsMqDxt4oHiQ/GV1wg+oeH9Awt6WEeNcjdbLkKkeK9dpw4LS6Q153oM7vp037amCwaC7omhIQhwLe3sHaJthwbKT+6jI5V9rC9esoR7TlHm0KCrKBt7cKNm7hnZuXMXN36xP1s7e6OIRV3pKQVwrty5ox0XC54RvGcg3CHI0TjesDHCbRyAt5bhUqDr3lPw7jFl6DCDWz4syOe1GzH7a1Z8HErwfiZ69XcVCxdHzMT0Oflt5WrRpmO3SJ9jUFmOkaK3RbvO8f5cCQHq3LS1fMkf00IMeG3fIRq3/PaTVJDPnj8TjVq0Y8F79NhxLVShiI6p4NVBpYaeLXhkMAfi4Cc1LhOhvH7zWtSpW89YKcGR/R8bNrDgQa/WtWvXWbC0b9+Be0UhPtCz9yGgx27seA+uSHEseJeYPXsO91jiWDgmKtZBg1ylmMvDlXkyWeF/7KQN2Lc+8QH2ifOF94aYrt+HgHcOxCvEhDnRYQpEAsSoOa8ScQWiNLbGiQ4Ese7GbvXatcbR+RCumEkMJlW4PnhP4pP3jz/9xGYKKaRoQ1p4fQA4Hnon0bgxfdeaA/G+cr8wPQC4Hlu3eUVykRZXILg7dOzIeUa5KVGiBIs0mLJ9KpA/nBuW95UJXIeAgEAR+iDCpVtUXIcYvIogv7iWENBxqYfQ+6nPRpcpUyburUWDIabSFK8yJ8saxL05kxKUI3iscHMbypPNQADrzyj+jnJ353Q495i4eesWN8ajfrHAOwgmMA0bNhQn4+DLWPHhKMH7GUCLvkHTNsJHPkxfgiW/Lhcdu0VuVQLYuTVu2Z6ntIwPm722sRBd8PMvWoiBabPmis49+sb60McVfObDMbBcvnJFC1UoojNmrEHwms569KmBeMDnbzjZx7H0ik5f9DAscEWEySI+FIih8R4eRjvJ2I4FweXs7PxRn6114Jrp4KHD7Df3vwzsjE1n7Yvp2uN3+fLlI/lQ/lLgnQv3c35+/u8Vdv8EkEc0JNCoiW9+IRAPHzn6Scr8h4I8X716Taxbt07sl/Xnv+GaK5Rbss/Crr3elDZtGipU0DA6NS7ISo9ki5cePHiIRokW+mFgJO/bd295lKopGdKnp+5d2lPZsmW0kLhx9ZphRHjwvYhRwdi3f+BlsilUIJqrlg9BHz2fInlyypo1C6+bguOFhj6gkJDQaOcFEHbt+g1a+/tGGjV2Av00xoPuaKPFFYkLC0vDSOxUqVLx34QAo/zXrF5Nu3fvpnr165NVpkwcjmczpXy+ChQoQB07dqIVK1fxCPahbm4c/yFIEUs/DB1Kvr6+1L1HD8qVKxc/UzgW/ubIkYMaNPiG3SudOnWKNm/eTCk0d0gfg0UqC6pcqQJlsrLSQv6btGnThl1kDZH3ML+8r8mSJTe+g7NkzcqeNyZM9KTDhw/TwYMHKWNGg7usLwnKRUlHRypatIjRg8Q/GeTRtlgxsrezi3d+s2fLRhWcyn+SMv+hIM/58+djt4NVq1b5V1xzhbxv8kH+ODWliBUIr57fu1ARm0I0qH9fLTR2Tpw6TfMXLaV7UswlSfIVOdgWoyGD+lF6Wema8vTpU7px6za/jOF+JV/ePJEevOfPn5OL2wgpnt/Ro8ePafa0iZRTVpYf83BCiPfq70p3goJZ3E6fNJ7DHzx8SJ27f08D+vagGtWqchjO/cjR47Rl2066fSeIsmfPRpUqlKOvZbypiyIQFhZGN2/dofTp03Ieb8nz6tHPlUoWt6Oxo0ZEynPApUs0a+4iee53oDioYIF8NNR1gHwRZmWhvH3nbtq1ex9duX7TWFGlTJFcXv8+VLmiE/9WJB6WLPmFunbtQt/370czp8/QQhMWlFf4tUX5gtCGIIZQTQjgEgnP+uvXr2Q5TimfnXRSZH+5yv6/BN53T548Yd+vEFhp5HvWwsJCi1UoFP8mlOBNYODovv/gETTmx6FUytHgZzI2duzeQ7PmLSarjBmoXp2v6ZoUbX8dOU41/leZBZvO4aPHaOrMefTi5SsWg9CDHdu2pGZNGhnFIXw7ftd7AD17bnB4n0SGo6IskD8vi8pCBfNTFSkAM2gOveMCek2/dxnKjt0zZ8pIS+bPYkfte7330wwpQhfNnUZZM2eh4Hv3aObchXTW5wLnB+L43d/v6MrVG5QubRoaNrg/Odjb8z4PHDrMacNfvGSB/12nb2Xrv6i8bsPlObWgVi2acTpw4vRpGusxhSsd57q16OGjx7TH+yDZFbOh8e4j5fp+eV0MjuvLlnak1i2aUKEChl7nhBIkii/LVi8vauDsTDVr1aadO7ZHahwpFAqFQgGUSUMCs2uPNwvD4g52WkjMYAamuQt+ofx5rWnOdE9qI4Vej64dKU1qCwq6G+Fcf/c+b5oweSaVLlmCpk4YTauWLqAeXTrQkt9W004pmHXSpU1LC+dMo4bOdfg3BG4JmY8nT5/R4WMnaP7Py7i3Vp8BKi4cPX6CLFNbUiWnsuwAHE7X0WbaKc8zV47slCmj4XPon5u9WOzCJKH3d51oquc4mjl5As2a6kG5cuYg9/GT6ebt2xQQGEhTZszlWaF6d+9M3aTYDX/5kvwDAnk/cGauExIaSp5TZvEnxOmTxlH7tq2ouzzvXDmy0v2QUM5HsaJFKGsWw+fmMCn0kyZJyoJcid3EC2YCg8g973NONu6izySmUCgUCkXSURJtXfGJefz4Mc2Ys5C+rlaFypQqqYWaB2Jt2ux5dDsomKdKPHbiFB2R4nL5qnXcQ9uscQMqYlOYbt2+Q6PGepJTudLk5jqAZ4TBp7bfN26WAvIOXb9xk+rWqsEiD8B+F+voBXVz6UstmjWhb+rXpQZ1a1G92jV5PX36yKYSMQEThbkLFpNdsSJSRNelHbv3UcYM6ViTrlz7BzX+pj7Z29lyWtj5nvXxpZ7dOpBzvbpG3ZoxQwZyKl+GNm3dQa9fvaRTZ3zo6bOnNH3yeHIs7kBFi9hQHuvcNGHKDHr56jVvBxMJCJqlv66gi1IIv33zjk6eOkPHT53m63M3+D7VrVmNSpV0ZJGP9BC7585fJK8du+nCRX9udGTNkkX1/iVC0qROTQsWLKCQkBByKF7C+OVAoVAoFAod1cObgPhe9OPP9Hmsc2khMXM3OFiKv/PUqEFd7ukMD3/BYhACrXP7NlKY1uN0Z8/5yP8F9e7RlZJqg8Mu+vnT0eOnKHmypHTvfiht8drB4Tq6+H2lzS0PLC0tKVvWLGRlFXme8di4ExREt+4EUaUK5cnGphBllEL5jz+30pSZ8yhZ0qRUrWolLWUEJbXpQk2BoMcc+7Atvnr9BpWWQlUfKIOwGXMWsKlGBSnqAy9f5amFYY/sffAIVXIqR8PdBrKJwsnT53hfzRo7U4d2bXh7ANH7fe/utGzRbOrasS33jg8bNZ6+d3Hje6JIXMCGFgPJ0GicOHGimrdeoVAoFNFQgjcBea7Zzu4/dIR8L1yk0AcPeHAX7GDPnD1H+/YfpEOHj9LrN2+k4L3HPaiODnb0dfVqtGTBLNq49jdauXQhNTexy8Vc5G+kKDxz1ocHomGA1qhxkyhr1sw8KC1fnty0av0GOnb8BKcHsAeGOL581eBd4UMJCLzMvcmwr02eLDk5169Fz8PCpcgOIccSDpQlc4Q3BV3kex88xAM/AOa09wsIoLETprAJQ+uWTekr+Q8DgDAoBOczefosOnbiNHWTQrVb5/YsgPcfOMRx4S/CybG4HfeWz50xmf6U12ft8iVS1LY3inqAaxl46TKL+sYNG9CiudOpf5/v+DqPkML35GnDfOeKxIOrqysPHEsiG15qUIJCoVAooqIGrSUgQUF3acCQ4SwKY8O2aGHq0rEdDR7mTlUqliO3QQNi/PSOns6+Lm50P+SBFkJUpHBBGu7mQpkzZaJgKfaGjHCXAvEJtWrakNq2aUnv3r2lbr36U+FCBWiEm6u2VfwZO3Ey2+X+umgOi8mw8HAaMuwnCgl9SJ7jfmIvEToQt0NHupN/4BUW43B5hFHtGGRWMH9ech3Ql/LmsaaJU6bLBsFRSp8urdzmDff8dmjbSor8htxjBwEM8wj3kUOpex8XKlQwH00cOypWm9ylv62g9Ru3UN2aNci5Xm1KpY1oh8nHOM9pVKhAfpo6cSyHKRIPgZcukZWVFT8HCoVCoVCYogRvAoOBVvsPHmafsS81kwIIsPQZMrAQDQoKlmIwFfXq3oVGuI8j3wv+1LJZI2rbqrmx1/Ld339TQEAg9xKjJzVzpsy0Zdt2KSDDyN6+GFWu4BRJAGIg2bLlq9lNFwZ2QTx7Hzgo7/ZXVK1KZS1V/PGcOoOC7t5jsQiTAgA3YO/evqNUqVLyb1PQo3r8+Em64B9AL168ZFvhcmVKUlEbG2N+nzx9SgsXwwXbA8qYPj01aeQsGwBFOA5gEJLXtp3UolljmjZrHtsi16pehXrK6wURDVCEr1y9Rud8zrPozp07lxTKc+iCXwDbAOuNB3iWwGr7Ni2otYnnB4VCoVAoFIkbJXj/QcDf449jJtClK9coY4b0VLSoDfuZvXDBj54+D2MBPHhAb6pSqaK2xeeFTROkYoS97pcAtrzjJkyhs+cvUGpLC7KzK0bJ5TXx9w+k0IePWIR3bNeSWjRtzOnP+16kU2fOsj/jlNoEFmVKOZJN4UIcr1AoFAqF4r+BErz/MNBjuv/gIdp/4DDboiZNlpQKFyxAJUs4kG2xIpQje3Yt5X8T9NLCNdruvfvpFiae+Ioof768VLK4PdnZFqU81tZaSoVCoVAoFAoDSvAqFAqFQqFQKBI1ykuDQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSJRowSvQqFQKBQKhSIRQ/R/c5ZcMalWaiAAAAAASUVORK5CYII=)\n","\n","รูปแสดงตัวอย่างโครงสร้างของ decision tree เพื่อประเมินความเสี่ยงในการเกิดโรคหัวใจ [ที่มา](https://images.datacamp.com/image/upload/v1677504957/decision_tree_for_heart_attack_prevention_2140bd762d.png)"]},{"cell_type":"markdown","metadata":{"id":"pvCs-Bf3dUU0"},"source":["พื้นฐานการทำงานของ decision tree คือ การตั้งคำถามและการหาคำตอบในลักษณะ yes หรือ no ขอยกตัวอย่างกรณีการประเมินความเสี่ยงในการเกิดโรคหัวใจ ปัจจัยที่มีผลต่อการเกิดโรคหัวใจมีได้หลากหลาย โดยเบื้องต้นอาจจะเป็น อายุ (age) น้ำหนัก (weight) และ การสูบบุหรี่ (smoker) จากปัจจัยทั้งสาม อายุเป็นปัจจัยแรกในการประเมินความเสี่ยง โดยในช่วงอายุ 18-30 ปี จัดเป็นกลุ่มที่มีความเสี่ยงน้อย ในกลุ่มคนที่มีอายุน้อยกว่า 18 ปี จะมีความเสี่ยงสูงที่จะเป็นโรคหัวใจจากความอ้วน เมื่อมีน้ำหนักสูงกว่า 60 กก. ในขณะที่กลุ่มคนที่มีอายุมากกว่า 30 ปี จะมีความเสี่ยงสูงที่จะเป็นโรคหัวใจ เมื่อเป็นผู้สูบบุหรี่ ดังนั้น คำถามและเงื่อนไขเหล่านี้จะช่วยให้สามารถคัดกรองกลุ่มคนจากระดับความเสี่ยงในการเกิดโรคหัวใจออกเป็น 2 กลุ่ม คือ กลุ่มผู้มีความเสี่ยงสูง (high risk) และ กลุ่มผู้มีความเสี่ยงต่ำ (low risk) อันจะมีประโยชน์ในการวางแผนป้องกันโรคหัวใจต่อไป\n","\n","ทั้งนี้ เพื่อให้ decision tree ถูกประมวณผลโดยคอมพิวเตอร์ คำถามและเงื่อนไขเหล่านี้จะมีรูปแบบเป็นเงื่อนไขเชิงตรรกะในลักษณะ $x < x_0$ เมื่อ $x$ คือ feature ของชุดข้อมูล และ $x_0$ คือ ค่าเกณฑ์เงื่อนไขในการตัดสินใจ เริ่มต้นจากเงื่อนไขแรก ชุดข้อมูลจะถูกแบ่งเป็นกลุ่มย่อยๆ เพื่อเข้าสู่เงื่อนไขต่อไป กระบวนการเช่นนี้จะเกิดขึ้นซ้ำไปเรื่อยๆ และข้อมูลจะถูกแบ่งเป็นกลุ่มเล็กลงเรื่อยๆ จนกระทั่งสามารถแยกคลาสออกจากกันได้ในที่สุด\n","\n","โครงสร้างของ decision tree จึงคล้ายกับต้นไม้ที่มีลำต้น (**root node**) และแตกกิ่งก้าน (**branch** หรือ **sub-tree**) ตามเงื่อนไขที่ตั้งขึ้น โดยกล่องเงื่อนไขเหล่านี้ มีชื่อเรียกเฉพาะว่า **decision node** และกล่องปลายกิ่งที่มีข้อมูลของกลุ่มย่อยสุดท้าย เรียกว่า **leaf node** หรือ **terminal node**"]},{"cell_type":"markdown","metadata":{"id":"032HZSgedRi8"},"source":["ใน tutorial นี้ เราจะแสดงการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่ผ่านการเรียกใช้ [DecisionTreeClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html) ในไลบรารี่ `scikit-learn`\n","\n","\n","\n","[Slides: Decision Tree](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_decision_tree_random_forest.pdf)"]},{"cell_type":"markdown","metadata":{"id":"uiwitRiJkAGH"},"source":["เพื่อศึกษาการทำงานของโมเดล decision tree เราจะลองสร้างชุดข้อมูลที่ประกอบไปด้วยข้อมูลจำนวน $200$ จุด ที่ประกอบด้วย 2 features และ 2 classes ได้แก่ class 0 และ class 1 (2-class dataset for binary classification) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 100 จุด"]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":2739,"status":"ok","timestamp":1692639173284,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"1vnHr9cvil3s"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","from matplotlib import colors\n","from sklearn import tree\n","from sklearn.tree import DecisionTreeClassifier as DTC\n","from sklearn.ensemble import RandomForestClassifier as RFC\n","from sklearn.inspection import DecisionBoundaryDisplay\n","from sklearn.model_selection import train_test_split\n","from sklearn.model_selection import StratifiedKFold, KFold\n","from sklearn.model_selection import GridSearchCV\n","from sklearn.preprocessing import StandardScaler\n","from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, ConfusionMatrixDisplay\n","\n","# ตั้งค่า random seed สำหรับการทำซ้ำ (reproducibility)\n","RANDOM_SEED = 2566"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":21,"status":"ok","timestamp":1692639173286,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"-a3cfx26tUpm","outputId":"f408b0c7-69e5-4cbd-8a9c-4f198de54432"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeoAAAHqCAYAAADLbQ06AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABleklEQVR4nO3deXwT1fo/8E9aaQvdW8raQKHgRRRRwQUQAangAqJlkUUoiChQkOUKwlUpeEEUVBBEVPxeULRsUgT9IYLQuoHKleWCCBehbAW0bGVvaXp+f8xNaNosM8kkM5N83q9XXoHJdjJJ88yc85znmIQQAkRERKRLIVo3gIiIiJxjoCYiItIxBmoiIiIdY6AmIiLSMQZqIiIiHWOgJiIi0jEGaiIiIh1joCYiItIxBmoiIiIdY6AOQCkpKRg4cKAmrz158mSYTCZNXtuZQ4cOwWQyYdGiRVo3xSe2bt2K1q1bIzIyEiaTCTt27NC6STZafhf9SQ/fMUf7ev/+/ejUqRNiY2NhMpnw+eefY9GiRTCZTDh06JDf22gymTB58mS/v67RMVAbyK5du9CjRw/Ur18fERERqFu3Lh544AHMnTtX66ap4t1339X0hy4vLw8mk8l2CQ8PR82aNdG+fXu8+uqrKCws9Pi59+zZg8mTJ6v+43jt2jX07NkTZ86cwaxZs7B48WLUr19f1dcor+I+MplMSEhIwD333INPP/3UZ6+rpby8PKSnp6NWrVoICwtDjRo10LVrV+Tk5GjdNLcyMjKwa9cuTJs2DYsXL0bLli19/ppr165lMFbZDVo3gOTZvHkzOnTogHr16mHIkCGoVasWjh49ip9++glvv/02Ro4cabvvvn37EBJivGOwd999F9WrV9f8DOy5557DnXfeCYvFgsLCQmzevBlZWVl46623sHz5ctx///2Kn3PPnj2YMmUK2rdvj5SUFNXaeuDAARw+fBgLFizA008/rdrzumPdRwBw+vRpLFu2DE8++STOnTuHzMxM2/2M+l20ysrKwiuvvILGjRvj2WefRf369XH69GmsXbsW3bt3x6effoq+fftq3UwAlff1lStXsGXLFrz44osYMWKEbXv//v3Ru3dvhIeH+6Qda9euxbx58xwG6ytXruCGGxh2lOIeM4hp06YhNjYWW7duRVxcnN1tf/31l93/ffUHGCzatm2LHj162G3buXMnOnXqhO7du2PPnj2oXbu2Rq2zZ/3sK34nvHHp0iVERka6vE/FfTRs2DA0bNgQ2dnZdoFaq+/i5cuXUa1aNa+e47PPPsMrr7yCHj16IDs7G1WqVLHdNm7cOHz99de4du2at01VTcV9be0BqvjdCA0NRWhoqL+aZSciIkKT1zU64x7qBpkDBw7g5ptvdviDXKNGDbv/Vxyrso5J/fDDD3juueeQlJSEuLg4PPvssygpKcG5c+cwYMAAxMfHIz4+HuPHj0f5RdWs3Z15eXl2ryN3XG7hwoW4//77UaNGDYSHh6Np06aYP39+pTb/9ttv+Pbbb21dqu3bt7fdfu7cOYwePRpmsxnh4eFo1KgRXn/9dZSVldk9z7lz5zBw4EDExsYiLi4OGRkZOHfunMv2ydG8eXPMnj0b586dwzvvvGPbfvjwYQwfPhx/+9vfULVqVSQmJqJnz552XdyLFi1Cz549AQAdOnSwvT/r/ly9ejUeeeQR1KlTB+Hh4UhNTcU///lPWCwWl20aOHAg2rVrBwDo2bNnpX22adMmtG3bFpGRkYiLi0O3bt3w+++/2z2HNadgz5496Nu3L+Lj43Hvvfcq3j9hYWGIj4+vdLbk7Lv4448/YuzYsUhKSkJkZCQef/zxSkMLcvdL+/btccstt+DXX3/Ffffdh2rVquEf//gHMjIyUL16dYfBtFOnTvjb3/7m8j29/PLLSEhIwL/+9S+7IG3VuXNndOnSxenj//Of/2DgwIFo2LAhIiIiUKtWLTz11FM4ffq03f0uXLiA0aNHIyUlBeHh4ahRowYeeOABbNu2zXaf/fv3o3v37qhVqxYiIiKQnJyM3r17o6ioyHaf8vt68uTJtiGQcePGwWQy2XpynI1Rf/XVV2jXrh2io6MRExODO++8E9nZ2bbbv//+e/Ts2RP16tVDeHg4zGYzxowZgytXrtjuM3DgQMybNw8A7IZHrByNUW/fvh0PPfQQYmJiEBUVhY4dO+Knn36yu4+S700g4hm1QdSvXx9btmzB7t27ccstt3j0HCNHjkStWrUwZcoU/PTTT/jggw8QFxeHzZs3o169enj11Vexdu1azJw5E7fccgsGDBigStvnz5+Pm2++GY8++ihuuOEGfPHFFxg+fDjKyspsZ1+zZ8/GyJEjERUVhRdffBEAULNmTQDS2VG7du1QUFCAZ599FvXq1cPmzZsxceJEnDhxArNnzwYACCHQrVs3/PDDDxg6dChuuukmrFq1ChkZGaq8jx49emDw4MFYv349pk2bBkBK5Nq8eTN69+6N5ORkHDp0CPPnz0f79u2xZ88eVKtWDffddx+ee+45zJkzB//4xz9w0003AYDtetGiRYiKisLYsWMRFRWFTZs2YdKkSTh//jxmzpzptD3PPvss6tati1dffdXWFW3dZ9988w0eeughNGzYEJMnT8aVK1cwd+5ctGnTBtu2bavU/d6zZ080btwYr776KuSsfHvhwgWcOnUKAHDmzBlkZ2dj9+7d+L//+z9Z+3LkyJGIj49HVlYWDh06hNmzZ2PEiBFYtmyZ7T5K9svp06fx0EMPoXfv3njyySdRs2ZNREZG4uOPP8bXX39tF1BPnjyJTZs2ISsry2n79u/fj7179+Kpp55CdHS0rPdU0YYNG3Dw4EEMGjQItWrVwm+//YYPPvgAv/32G3766SdbABs6dCg+++wzjBgxAk2bNsXp06fxww8/4Pfff8cdd9yBkpISdO7cGcXFxba/4YKCAnz55Zc4d+4cYmNjK712eno64uLiMGbMGPTp0wcPP/wwoqKinLZ10aJFeOqpp3DzzTdj4sSJiIuLw/bt27Fu3Tpb1/6KFStw+fJlDBs2DImJifjll18wd+5cHDt2DCtWrAAgfSePHz+ODRs2YPHixW730W+//Ya2bdsiJiYG48ePR5UqVfD++++jffv2+Pbbb3H33Xfb3V/O9yYgCTKE9evXi9DQUBEaGipatWolxo8fL77++mtRUlJS6b7169cXGRkZtv8vXLhQABCdO3cWZWVltu2tWrUSJpNJDB061LattLRUJCcni3bt2tm25ebmCgAiNzfX7nXy8/MFALFw4ULbtqysLFHxa3X58uVKbezcubNo2LCh3babb77Z7nWt/vnPf4rIyEjx3//+1277hAkTRGhoqDhy5IgQQojPP/9cABAzZsywez9t27at1E5HrO9zxYoVTu/TvHlzER8f7/K9bdmyRQAQH3/8sW3bihUrHO5DZ8/x7LPPimrVqomrV6961ObbbrtN1KhRQ5w+fdq2befOnSIkJEQMGDDAts36efXp08fl61R8vYqXkJAQMW3atEr3d/ZdTEtLs/sujhkzRoSGhopz587ZtsndL+3atRMAxHvvvWd3X4vFIpKTk8UTTzxht/2tt94SJpNJHDx40On7XL16tQAgZs2a5fQ+5Tn6W3DU/iVLlggA4rvvvrNti42NFZmZmU6fe/v27W6/l0JU3tfWNs2cOdPuftbPID8/XwghxLlz50R0dLS4++67xZUrV+zuW/4zcvR+pk+fLkwmkzh8+LBtW2ZmZqXfACsAIisry/b/xx57TISFhYkDBw7Yth0/flxER0eL++67r1Kb5XxvAhG7vg3igQcewJYtW/Doo49i586dmDFjBjp37oy6detizZo1sp5j8ODBdt1Qd999N4QQGDx4sG1baGgoWrZsiYMHD6rW9qpVq9r+XVRUhFOnTqFdu3Y4ePCgXdedMytWrEDbtm0RHx+PU6dO2S5paWmwWCz47rvvAEhJLDfccAOGDRtm937KJ9p5KyoqChcuXHD43q5du4bTp0+jUaNGiIuLs+u6dKX8c1jPVNu2bYvLly9j7969itt44sQJ7NixAwMHDkRCQoJt+6233ooHHngAa9eurfSYoUOHKnqNSZMmYcOGDdiwYQOWLVuGPn364MUXX8Tbb78t6/HPPPOM3Xexbdu2sFgsOHz4sG2bkv0SHh6OQYMG2W0LCQlBv379sGbNGrvP7NNPP0Xr1q3RoEEDp+07f/48AHh8Nl2x/VevXsWpU6dwzz33AIDddyMuLg4///wzjh8/7vB5rGfMX3/9NS5fvuxxe5zZsGEDLly4gAkTJlQaQy7/GZV/P5cuXcKpU6fQunVrCCGwfft2xa9rsViwfv16PPbYY2jYsKFte+3atdG3b1/88MMPts/BSs73JhAxUBvInXfeiZycHJw9exa//PILJk6ciAsXLqBHjx7Ys2eP28fXq1fP7v/WHwCz2Vxp+9mzZ1Vr948//oi0tDTbWGlSUhL+8Y9/AICsQL1//36sW7cOSUlJdpe0tDQA1xOqDh8+jNq1a1fq4nM3FqnExYsX7X68r1y5gkmTJtnGzqtXr46kpCScO3dO1nsDpO6/xx9/HLGxsYiJiUFSUhKefPJJAPL2T0XWHy1H7/umm27CqVOncOnSJbvtroKWI82aNUNaWhrS0tLQq1cvfPLJJ+jSpQsmTJgga8yw4ncxPj4eAOy+d0r2S926dREWFlbpdQYMGIArV65g1apVAKTM6F9//RX9+/d32b6YmBgAsAvwSp05cwajRo1CzZo1UbVqVSQlJdn2c/n2z5gxA7t374bZbMZdd92FyZMn2x0oN2jQAGPHjsWHH36I6tWro3Pnzpg3b55H3w1HDhw4AABuh9SOHDliO/iLiopCUlKSLUfCk7YUFhbi8uXLTr+nZWVlOHr0qN12Od+bQMQxagMKCwvDnXfeiTvvvBM33ngjBg0ahBUrVrgccwPgNNPT0XZRbpzSWQETd8lOgPQj0LFjRzRp0gRvvfUWzGYzwsLCsHbtWsyaNatSMpgjZWVleOCBBzB+/HiHt994441un0MN165dw3//+1+7H7SRI0di4cKFGD16NFq1amUrLNG7d29Z7+3cuXNo164dYmJi8MorryA1NRURERHYtm0bXnjhBVnPoYbyZ0ue6tixI7788kv88ssveOSRR1ze19l30fq9U7pfnLW/adOmaNGiBT755BMMGDAAn3zyCcLCwtCrVy+X7WvSpAkAqXaBp3r16oXNmzdj3LhxuO222xAVFYWysjI8+OCDdu3v1asX2rZti1WrVmH9+vWYOXMmXn/9deTk5OChhx4CALz55psYOHAgVq9ejfXr1+O5557D9OnT8dNPPyE5OdnjNsplsVjwwAMP4MyZM3jhhRfQpEkTREZGoqCgAAMHDvTb99Td9yZQMVAbnLWAwYkTJ3z2Gtaj1orZ03K6m7744gsUFxdjzZo1dkfDubm5le7r7IAgNTUVFy9etJ1BO1O/fn1s3LgRFy9etDur3rdvn9t2yvHZZ5/hypUr6Ny5s922jIwMvPnmm7ZtV69erbSvnL23vLw8nD59Gjk5Objvvvts2/Pz8z1upzXb19H73rt3L6pXr+52+pUnSktLAUi9Dt5Sc78MGDAAY8eOxYkTJ5CdnY1HHnnE9p125sYbb8Tf/vY3rF69Gm+//bbLRCxHzp49i40bN2LKlCmYNGmSbfv+/fsd3r927doYPnw4hg8fjr/++gt33HEHpk2bZgvUgNSL0axZM7z00kvYvHkz2rRpg/feew9Tp05V1LaKUlNTAQC7d+9Go0aNHN5n165d+O9//4uPPvrILsl0w4YNle4rtzJhUlISqlWr5vR7GhISUqm3L1ix69sgcnNzHR41Wscb1ezerah+/foIDQ21jQVbvfvuu24faz0CLt/2oqIiLFy4sNJ9IyMjHU6l6tWrF7Zs2YKvv/660m3nzp2zBYiHH34YpaWldlO/LBaLKpXbdu7cidGjRyM+Pt5unnBoaGilz2Xu3LmVehusgbHi+3O0f0pKSmTtW2dq166N2267DR999JHd6+3evRvr16/Hww8/7PFzu/Lll18CkKayeUvN/dKnTx+YTCaMGjUKBw8etHWfuzNlyhScPn0aTz/9tO07Vt769ett71lO+wHYZihYWSyWSt3GNWrUQJ06dVBcXAxAGi+v+PrNmjVDSEiI7T7e6NSpE6KjozF9+nRcvXrV7jZr+x29HyGEw5wEZ9/1ikJDQ9GpUyesXr3abqrYn3/+iezsbNx77722IYhgxzNqgxg5ciQuX76Mxx9/HE2aNEFJSQk2b96MZcuWISUlpVIijZpiY2PRs2dPzJ07FyaTCampqfjyyy8rFVpxpFOnTggLC0PXrl3x7LPP4uLFi1iwYAFq1KhRqRegRYsWmD9/PqZOnYpGjRqhRo0auP/++zFu3DisWbMGXbp0wcCBA9GiRQtcunQJu3btwmeffYZDhw6hevXq6Nq1K9q0aYMJEybg0KFDaNq0KXJychSPn33//fe4evUqLBYLTp8+jR9//BFr1qxBbGwsVq1ahVq1atnu26VLFyxevBixsbFo2rQptmzZgm+++QaJiYl2z3nbbbchNDQUr7/+OoqKihAeHo77778frVu3Rnx8PDIyMvDcc8/BZDJh8eLFXnflzZw5Ew899BBatWqFwYMH26ZnxcbGqlLe0bqPAGksds2aNfj222/Ru3dvW7exN9TcL0lJSXjwwQexYsUKxMXFue2Wt3riiSds5Te3b9+OPn362CqTrVu3Dhs3brSbZ1xeTEwM7rvvPsyYMQPXrl1D3bp1sX79+ko9AhcuXEBycjJ69OiB5s2bIyoqCt988w22bt1q66XZtGkTRowYgZ49e+LGG29EaWkpFi9ejNDQUHTv3l3x/nDU1lmzZuHpp5/GnXfeaZtPv3PnTly+fBkfffQRmjRpgtTUVDz//PMoKChATEwMVq5c6XBsuEWLFgCk6nWdO3dGaGgoevfu7fC1p06dig0bNuDee+/F8OHDccMNN+D9999HcXExZsyY4fV7Cxj+TzQnT3z11VfiqaeeEk2aNBFRUVEiLCxMNGrUSIwcOVL8+eefdvd1NiVm69atdvezTs0pLCy0256RkSEiIyPtthUWForu3buLatWqifj4ePHss8+K3bt3y5qetWbNGnHrrbeKiIgIkZKSIl5//XXxr3/9y26KiBBCnDx5UjzyyCMiOjpaALCbqnXhwgUxceJE0ahRIxEWFiaqV68uWrduLd544w27KWqnT58W/fv3FzExMSI2Nlb079/fNr1F7vQs66VKlSoiKSlJ3HfffWLatGnir7/+qvSYs2fPikGDBonq1auLqKgo0blzZ7F3795Kn4EQQixYsEA0bNhQhIaG2k3V+vHHH8U999wjqlatKurUqWObelf+Pu7a7GjqzjfffCPatGkjqlatKmJiYkTXrl3Fnj177O7j7Dsgdx8BEGFhYaJJkyZi2rRplaYLyv0uOpoCKHe/tGvXTtx8880u2718+XIBQDzzzDOy3md5GzduFN26dRM1atQQN9xwg0hKShJdu3YVq1evtt3H0fSsY8eOiccff1zExcWJ2NhY0bNnT3H8+HG7KUrFxcVi3Lhxonnz5iI6OlpERkaK5s2bi3fffdf2PAcPHhRPPfWUSE1NFRERESIhIUF06NBBfPPNN3bt9HR6ltWaNWtE69atbd+Xu+66SyxZssR2+549e0RaWpqIiooS1atXF0OGDBE7d+6s9L5LS0vFyJEjRVJSkjCZTHa/B+Xfu9W2bdtE586dRVRUlKhWrZro0KGD2Lx5s8M2y/neBCKTEAE+Ck9EQW/16tV47LHH8N1336Ft27ZaN4dIEQZqIgp4Xbp0we+//44//vhDd8uwErnDMWoiClhLly7Ff/7zH/y///f/8PbbbzNIkyHxjJqIApbJZEJUVBSeeOIJvPfee1xikQyJ31oiClg8D6FAwHnUREREOsZATUREpGNB1fVdVlaG48ePIzo6mkklRESkGSEELly4gDp16iAkxPU5c1AF6uPHj7N2LBER6cbRo0fdLqwSVIHaujzh0aNHWUOWiIg0c/78eZjNZllrngdVoLZ2d8fExDBQExGR5uQMwzKZjIiISMcYqImIiHSMgZqIiEjHgmqMWo6ysjKUlJRo3YygFhYW5na6AhFRsGCgLqekpAT5+fkoKyvTuilBLSQkBA0aNEBYWJjWTSEi0hwD9f8IIXDixAmEhobCbDbzjE4j1qI0J06cQL169ViYhoiCHgP1/5SWluLy5cuoU6cOqlWrpnVzglpSUhKOHz+O0tJSVKlSRevmEBFpiqeN/2OxWACA3a06YP0MrJ8JEVEwY6CugF2t2uNnQER0HQM1ERGRjjFQBwmTyYTPP/9c62YQEZFCDNQB4OTJkxg5ciQaNmyI8PBwmM1mdO3aFRs3btS6aQCkjPpJkyahdu3aqFq1KtLS0rB//36tm0VEWrBYgLw8YMkS6Zq5KG4xUKvM39/BQ4cOoUWLFti0aRNmzpyJXbt2Yd26dejQoQMyMzN9++IyzZgxA3PmzMF7772Hn3/+GZGRkejcuTOuXr2qddOIyJ9ycoCUFKBDB6BvX+k6JUXaTs6JIFJUVCQAiKKiokq3XblyRezZs0dcuXLF4+dfuVKI5GQhgOuX5GRpu6889NBDom7duuLixYuVbjt79qzt3wDEqlWrbP8fP368aNy4sahatapo0KCBeOmll0RJSYnt9h07doj27duLqKgoER0dLe644w6xdetWIYQQhw4dEl26dBFxcXGiWrVqomnTpuL//b//57B9ZWVlolatWmLmzJm2befOnRPh4eFiyZIlDh+jxmdBRDqzcqUQJpP9DyQgbTOZfPtDqUOu4lFFhjqjLigowJNPPonExERUrVoVzZo1w7///W+tmwVAOiDs0QM4dsx+e0GBtN0XB4xnzpzBunXrkJmZicjIyEq3x8XFOX1sdHQ0Fi1ahD179uDtt9/GggULMGvWLNvt/fr1Q3JyMrZu3Ypff/0VEyZMsM1pzszMRHFxMb777jvs2rULr7/+OqKiohy+Tn5+Pk6ePIm0tDTbttjYWNx9993YsmWLh++ciAzFYgFGjZJCc0XWbaNHsxvcCcMUPDl79izatGmDDh064KuvvkJSUhL279+P+Ph4rZvm9jtoMknfwW7dgNBQ9V73jz/+gBACTZo0UfzYl156yfbvlJQUPP/881i6dCnGjx8PADhy5AjGjRtne+7GjRvb7n/kyBF0794dzZo1AwA0bNjQ6eucPHkSAFCzZk277TVr1rTdRkQB7vvvK5/FlCcEcPSodL/27f3WLKMwTKB+/fXXYTabsXDhQtu2Bg0aaNii67T6DgpHRwYyLVu2DHPmzMGBAwdw8eJFlJaWIiYmxnb72LFj8fTTT2Px4sVIS0tDz549kZqaCgB47rnnMGzYMKxfvx5paWno3r07br31Vq/fDxEFqBMn1L1fkDFM1/eaNWvQsmVL9OzZEzVq1MDtt9+OBQsWuHxMcXExzp8/b3fxBa2+g40bN4bJZMLevXsVPW7Lli3o168fHn74YXz55ZfYvn07XnzxRbtVwyZPnozffvsNjzzyCDZt2oSmTZti1apVAICnn34aBw8eRP/+/bFr1y60bNkSc+fOdfhatWrVAgD8+eefdtv//PNP221EFOBq11b3fsHG5yPmKgkPDxfh4eFi4sSJYtu2beL9998XERERYtGiRU4fk5WVJQBUuqidTJabWzk/wtElN1fxU7v14IMPKk4me+ONN0TDhg3t7jt48GARGxvr9HV69+4tunbt6vC2CRMmiGbNmjm8zZpM9sYbb9i2FRUVMZmMKJiUlkqZtY6SyawJZWazdL8gEZDJZGVlZbjjjjvw6quv4vbbb8czzzyDIUOG4L333nP6mIkTJ6KoqMh2OXr0qE/a1rYtkJwsjUU7YjIBZrN0P7XNmzcPFosFd911F1auXIn9+/fj999/x5w5c9CqVSuHj2ncuDGOHDmCpUuX4sCBA5gzZ47tbBkArly5ghEjRiAvLw+HDx/Gjz/+iK1bt+Kmm24CAIwePRpff/018vPzsW3bNuTm5tpuq/zeTRg9ejSmTp2KNWvWYNeuXRgwYADq1KmDxx57TPX9QUQ6FBoKvP229O+KP5TW/8+erW4STyDxw4GDKurVqycGDx5st+3dd98VderUkf0cvpyeZZ15UPGA0R8zD44fPy4yMzNF/fr1RVhYmKhbt6549NFHRW65U3hUmJ41btw4kZiYKKKiosQTTzwhZs2aZTujLi4uFr179xZms1mEhYWJOnXqiBEjRtj2zYgRI0RqaqoIDw8XSUlJon///uLUqVNO21dWViZefvllUbNmTREeHi46duwo9u3b5/T+PKMmClCO5rCazUE3NUsIZWfUJiG8yEjyo759++Lo0aP4/vvvbdvGjBmDn3/+GZs3b5b1HOfPn0dsbCyKiorsEqcA4OrVq8jPz0eDBg0QERHhURtzcqTs7/KJZWazdKCYnu7RUwYlNT4LItIpi0XKrD1xQhqTbts2KM+kXcWjigyT9T1mzBi0bt0ar776Knr16oVffvkFH3zwAT744AOtm2aTni5NweJ3kIjIidBQTsFSyDCB+s4778SqVaswceJEvPLKK2jQoAFmz56Nfv36ad00O/wOEhGRmgwTqAGgS5cu6NKli9bNICIi8htDBWoiIkPheCypgIGaiMgXHGWXJidL05SYXUoKGGYeNRGRYWixSg8FLAZqIiI1caUoUhkDNRGRmpSs0kMkAwM1EZGauFIUqYyBOkiYTCZ8/vnnWjeDKPBxpShSGQN1ADh58iRGjhyJhg0bIjw8HGazGV27dsXGjRu1bhoAICcnB506dUJiYiJMJhN27NihdZOIfEfLVXooIDFQq81iAfLygCVLpGsfJ4wcOnQILVq0wKZNmzBz5kzs2rUL69atQ4cOHZCZmenT15br0qVLuPfee/H6669r3RQi3+NKUaQyBmo15eQAKSlAhw5A377SdUqKT6diDB8+HCaTCb/88gu6d++OG2+8ETfffDPGjh2Ln376yenjXnjhBdx4442oVq0aGjZsiJdffhnXrl2z3b5z50506NAB0dHRiImJQYsWLfDvf/8bAHD48GF07doV8fHxiIyMxM0334y1a9c6fa3+/ftj0qRJSEtLU++NE+lZejrw2WdA3br225OTpe2cR00KsOCJWqzzJitOybDOm/TBH+eZM2ewbt06TJs2DZGRkZVuj4uLc/rY6OhoLFq0CHXq1MGuXbswZMgQREdHY/z48QCAfv364fbbb8f8+fMRGhqKHTt2oEqVKgCAzMxMlJSU4LvvvkNkZCT27NmDqKgoVd8bkeFxlR5SCQO1GtzNmzSZpHmT3bqp+kf6xx9/QAiBJk2aKH7sSy+9ZPt3SkoKnn/+eSxdutQWqI8cOYJx48bZnrtx48a2+x85cgTdu3dHs2bNAAANGzb05m0QBS6u0kMqYNe3GjSaN+nNUuLLli1DmzZtUKtWLURFReGll17CkSNHbLePHTsWTz/9NNLS0vDaa6/hwIEDttuee+45TJ06FW3atEFWVhb+85//ePU+iIjIOQZqNWg0b7Jx48YwmUzYu3evosdt2bIF/fr1w8MPP4wvv/wS27dvx4svvoiSkhLbfSZPnozffvsNjzzyCDZt2oSmTZti1apVAICnn34aBw8eRP/+/bFr1y60bNkSc+fOVfW9EfmcnxM/iTzFQK0GjeZNJiQkoHPnzpg3bx4uXbpU6fZz5845fNzmzZtRv359vPjii2jZsiUaN26Mw4cPV7rfjTfeiDFjxmD9+vVIT0/HwoULbbeZzWYMHToUOTk5+Pvf/44FCxao9r6IfE6DxE8iTzFQq0HDeZPz5s2DxWLBXXfdhZUrV2L//v34/fffMWfOHLRq1crhYxo3bowjR45g6dKlOHDgAObMmWM7WwaAK1euYMSIEcjLy8Phw4fx448/YuvWrbjpppsAAKNHj8bXX3+N/Px8bNu2Dbm5ubbbHDlz5gx27NiBPXv2AAD27duHHTt24OTJkyruCdKUkc5OuWAGGY0IIkVFRQKAKCoqqnTblStXxJ49e8SVK1c8e/KVK4UwmaSLNCotXazbVq70svXOHT9+XGRmZor69euLsLAwUbduXfHoo4+K3Nxc230AiFWrVtn+P27cOJGYmCiioqLEE088IWbNmiViY2OFEEIUFxeL3r17C7PZLMLCwkSdOnXEiBEjbPtmxIgRIjU1VYSHh4ukpCTRv39/cerUKaftW7hwoQBQ6ZKVleXw/l5/FuRfK1cKkZxs/71PTvbpd95jpaWV21rx79Vslu4XjEpLhcjNFSI7W7oO1v3gB67iUUUmIbzISDKY8+fPIzY2FkVFRYiJibG77erVq8jPz0eDBg0QERHh2Qs4Wn/WbJaKG3DepGyqfBbkH86mJVp7l/Q2ZzgvT+rmdic3N/iytbl+tl+5ikcVsetbTenpwKFD0h95drZ0nZ/PLzkFJiMu58gFMxzjcICucR612jhvkoKFkmmJevmb4IIZlWlUB4Lk4xk1EXnGiGenXDCjMq6frXsM1ETkGSOenXLBjMqMeMAVZBioicgzRj075YIZ9ox4wBVkOEZdQRAlwesWPwODsJ6d9ughBeXyn5vez065YMZ11gOuggLH49Qmk3S73g64gggD9f9UqVIFJpMJhYWFSEpKgsnZWQL5lBAChYWFMJlMttW6SMesZ6eOpvXofVoiEz8lRj7gChKcR13OxYsXcezYMZ7RacxkMiE5OZlLZxqJxcKzU6NjHQi/UjKPmoG6AovFgmvXrvm5ZVRelSpVEMofeSL/4wGX3ygJ1Oz6riA0NJRBgoiCE4cDdIlZ30RERDrGQE1ERKRjDNREREQ6xkBNRESkYwzUREREOsZATUREpGMM1ERERDrGQE1ERKRjDNREREQ6xspkRGSPZSSJdIWBmoiuc7QwQ3KytLoSF2Yg0gS7volIkpMjLXVYPkgD0jrFPXpItxOR3zFQE5HU3T1qlP1axFbWbaNHS/cjIr9ioCYiaUy64pl0eUIAR49K9yMiv2KgJiIpcUzN+xGRahioiUjK7lbzfkSkGmZ9E5E0BSs5WUocczRObTJJt7dtq87rcQpYYOPnqyqeUROR9CP69tvSv00m+9us/589W50f25wcICUF6NAB6NtXuk5JYVZ5oODnqzoGaiKSpKcDn30G1K1rvz05WdquxjxqTgELbPx8fcIkhKN+rsB0/vx5xMbGoqioCDExMVo3h0iffNVtabFIZ1bOssut3ev5+ewmNSJ+voooiUccoyYie6GhQPv26j+vkilgvnh98i1+vj7DQE1E/sEpYNrydYIXP1+fYaAmIv/gFDDt+KOGOz9fn2EyGRH5h3UKWMWsciuTCTCb1ZsCRhJ/JXjx8/UZBmoi8g9/TgEjiT9ruHvz+VosQF4esGSJdM2a8nYYqInIf/wxBYyu83cNd08+X867dotj1ETkX+npQLdurFzlD1okeCn5fK3d8hXP+K3d8jx4A8BATURa8NUUMLKnVYKXnM/XXbe8ySR1y3frFvQHcez6JiIKVHpO8OLSqrIxUBMRBSo9J/Bx3rVsDNRERIFMrwl8nHctG2t9ExEFA70tPWmtDe5uadUArQ3OWt9ERGRPbwl81m75Hj2koFw+WGvdLa8z7PomIpKDRTnUp9dueZ3hGTURkTv+qJUdrDiv3i2OURMRueKsKIe1e5ZnfuQBJfGIXd9ERM74s1Y2kRMM1ETkP0Yb52VRDtIBjlETkX8YcZyXRTlIB3hGTUS+5681kdXGohykAwzURORbRh7n1XOtbAoahg3Ur732GkwmE0aPHq11U4jIFSOP8+q5VjYFDUMG6q1bt+L999/HrbfeqnVTiMgdo4/zsigHacxwgfrixYvo168fFixYgPj4eK2bQ0TuBMI4b3o6cOgQkJsLZGdL1/n5DNLkF4bL+s7MzMQjjzyCtLQ0TJ061eV9i4uLUVxcbPv/+fPnfd08IqrIOs7rbvEFvY/z6q1WdkV6W3SDVGOoM+qlS5di27ZtmD59uqz7T58+HbGxsbaL2Wz2cQuJqBKO8/peTo60ElWHDkDfvtJ1Sop+s+lJEcME6qNHj2LUqFH49NNPERERIesxEydORFFRke1y9OhRH7eSiBziOK/vGHXqG8lmmFrfn3/+OR5//HGEljvqtlgsMJlMCAkJQXFxsd1tjrDWN5HG2D2rLuuazs6y6gN8TWcjC8j1qDt27Ihdu3bZbRs0aBCaNGmCF154wW2QJiId0Ps4r9EomfrG/W5YhgnU0dHRuOWWW+y2RUZGIjExsdJ2IqKgYPSpbySLYcaoiYiogkCY+kZuGeaM2pG8vDytm0BEpJ1AmfpGLhk6UBMRyRKoSWzWqW89ekhBuXywVjr1LVD3UQBg1zcRBbZAn2OsxtS3QN9HBmeY6Vlq4PQsoiBjnWNc8WfOerYZSHO4PT0jDqZ9pCNK4hEDNREFJs4xdo/7SDNK4hG7vomCicUC5OUBS5ZI13pcA1otRlheU+vPwwj7iJhMRhQ0cnKAUaPsf5iTk6VkpEDs2tT7HGNHn0dSEvDuu1JXdHm+SvTS+z4iADyjJgoOwVgPWs9zjJ19HoWFQM+ewPjx9vf1VaKXnvcR2XCMmijQBes4pMUC1KwJnD7t+Hat3re7z8Nq+XKpXb5M9LK2xd087ED7bugAx6iJ6LpgHYdcvdp5kAak963F8pruPg+r4cOB555zHECt20aP9m5cm0uQGgIDNVGgC8ZxSItFGv91JTER6NbNP+0pT+5+PnVKOtN1Rq0DLC5BqntMJiMKdME4DinnrPX0aW1WlVJ7P6txgJWeLh20sDKZLjFQEwW61q2lbOLCQse3B2I9aD33IrRt6/rzUEqtwM8lSHWLXd9EgSwnB0hNdR2kgcAbh9RzL0JoqDQFy53kZKk7uuLYsZXJBJjNgXWARQ4xUBMFKmdTgMoL1HFI66pSeg1yPXoA48Y5v91kkpK85sy5/v+KtwOBd4BFDjFQEwUiazKVq9mXSUnAH38EXpAGjJHNPGOGNAWrenX77Wbz9YMnJnoROI+aKDDl5UmFMdzJzQ3scUlH1b/MZilI6yXIyak6xiUoA46SeMRkMqJApOdkKn8yQjaznCQuJnoFNQZqokCk52Qqf2OQI4PjGDVRINJ7MhURycZATRSIjJBMRUSyMFATBSpmDAcOrdetJk1xjJookBkhmSqQ+CI7O9jWEadKOD2LiEgNvgio1qI1vlrmkjTDZS6JiPzJWRW4ggJpe06O8ud0VbRGrWUuyRAYqImIvOGrgBqs64hTJQzURBQ8fJGU5auAyqI19D9MJiOi4OCrpCxfBVS1itaw/Kjh8YyayMg4bUceX4whW/mqCpy7ojWAtLBK69bOb8/JAVJSpLrvfftK1ykp3r1f8jsGaiKj4o+wPL5OyvJVFThXRWusCgul9cYdfea+PDghv2KgJjIi/gjL5+ukLF9WgXNWtKY8R585M8YDCgM1kdHwR1gZfyRlpacDzz8PhFT4SQ0JkbZ7Mwaeng4cOCB1czvi6DNnxnhAYaAmMhr+CCvjj5XEcnKAN96ofHBksUjbve3h2LxZ6uZ2puJnrnXGOHMnVMVATWQ0Wv8IG42vVxJz1cNh5W0Ph9LPXMtlTpk7oToGaiKj4VrTyvh6JTF/9HAo/cy1WuaUuRM+wUBNpBVPuwe51rRyvlxJzB89HEo/c3cZ40Kov8wpcyd8hoGaSAvedA9yrWnPpKcDhw4BublAdrZ0nZ/v/aIW/ujh8OQztx6cJCRUfr7ERM/b4kyg5U7oaJydgZrI39ToHuRa054JDQXatwf69JGu1TiYkXO2m5Qkfb7e/OB7+pmfOeN4m9pd0YGUO6GzcXYuc0nkTxaL9Afv7MzDZJJ+ePPz5QURX5WHZNlJ1yrun1OngF69pNvc/aR6W7ZU7mej9nfNnbw8KaC5k5srHSTplZ+WFlUUj0QQKSoqEgBEUVGR1k2hYJWbK4T0E+D6kpurXRtXrhQiOdm+PcnJ0nZyvn/Gjau83dHFZJIuvt6f/v6ulZZK799kcv6+zWbpfnplfQ+uPjuV3oOSeMSubyJ/0nv3ILN2XXO1f954A3jrLemM8ZNPgOrVHT+HvxKr/P1dC4TcCZ2OszNQE/mTnqdWMWvXNTn75+9/l7qi69aVusOd8ccPvhbfNaPnTuj0QJqBmsif9Dy1SqdnE7qhZP/o4Qdfq++ar7Lr/UGnB9Jcj5rIn6zdgz16SD+U5c/OvOkeVCP5Sw/BRc+U7B89/OD76rsm97X1nDDmjPXgpqDAcc+JNQHPzwfSPKOm4KXVPEm1uwfVmkqih+CiZ3Lf9/79+uk5MXpXtL/pdJyd07MoOOXkSOON5bsyvZ02o5QaZ8FqTiWxTudxdzah1nQeo3G3f6xMJmm/A9JnAzg+m/VnoOR0O2Uc/T6YzVKQVukzUxKPGKgpsDn6gVq92i/zJH3OF/NkrYEf0D646FFODtC9u+v7lN/vq1f7/AeffMTHBzcM1E4wUAcZR0fFdesCV68Cp087foyRzhp9VWDCD2cThvbKK0BWlvv7Wfc7z2bJASXxiMlkFJicdQkXFLh+XPnMXb0nw/gq+Ss9HejWjcHFmcaN5d3Put+NmljlDg9A/IaBmgKPnPWB3TFCZrMvk78CNbiogUl3+sjxCCLM+qbA426+qxxG+JHVS2ZxsAn2/c7qdX7HQE2Bx5uzYSP9yOp0KknAC+b9zup1mmCgpsDj6dmwEX9kOU9WG8G631m9ThMco6bAI6e6UEICULVq5TE2I2Y2B0vyl96SlwJxv7vbx6xepwkGago8ckonfvBBYP3IBnryl16TlwJpv8vZx0yk0wTnUVPg4nzgwKBm9TVyTO4+ZvU61bDgiRMM1EFIb92lpIwvqq+RPaX7mNXrVKEkHjGZjAKbtWuyTx/pmj/mxhIsyUtqLxCj5PmU7uNgTaTTEMeoiUh9avVkBEPyktrj70qfz5N9HIiJdDrGQE1E6lIz8AR68pKrUrc9eig/Q/Xk+Tzdx4GUSKdzHKMmInvenA2rnfgVyMlLao+/e/p8gbyPdYxj1ETkmZwc6Ue7Qwegb1/pOiVFXllIX1StCuQqYGqPv3v6fIG8jwMEAzWRN9ROAtKStzWcfZX4FajJS2qPv3tzv0DdxwGCY9REntJrEQ5PuDsbNpmks+Fu3ZyfWfky8SsQk5fUHn/39n6BuI8DhKIx6itXruDXX39FQkICmjZtanfb1atXsXz5cgwYMED1RqqFY9SkmkArwpGXJ3Vzu5Ob6zyBSI3nCCZqjw1zrNlQfDJG/d///hc33XQT7rvvPjRr1gzt2rXDiXJHxkVFRRg0aJDnrSYyikBcQUiNs+FgX/5RKbXHhjnWHLBkB+oXXngBt9xyC/766y/s27cP0dHRaNOmDY4cOeLL9hHpTyAW4VCje9UXgSKQcgAcUXtsmGPNAUl213fNmjXxzTffoFmzZgAAIQSGDx+OtWvXIjc3F5GRkahTpw4sOv5DYtc3qWLJEikj2p3sbKkimhGo2W0qt8a6u2lggZQD4I7apW5ZOlf3lMQj2clkV65cwQ03XL+7yWTC/PnzMWLECLRr1w7Z2dmet5jISAKxCIecFcfkng3LSUpyF4Sd5QAcOwZ07349sS1QApDaxUNYjCSwCJnuvPNO8fHHHzu8LTMzU8TFxYmQkBC5T6fYq6++Klq2bCmioqJEUlKS6Natm9i7d6+i5ygqKhIARFFRkY9aSUGhtFSI5GQhTCYhpFBifzGZhDCbpfsZzcqV0nsr/37MZmm7mq/haN+ZTNJlxYrKbXB2SU5Wt21EfqIkHskeo3788cexZMkSh7e988476NOnD4QPi5x9++23yMzMxE8//YQNGzbg2rVr6NSpEy5duuSz1yRyKJCTdtLTgUOHpMzs7GzpOj9fva5mOYl4w4e7zgEoT+4cb3Is0HMAAoRhS4gWFhaiRo0a+Pbbb3HffffJegzHqElVXO9aOblTuJQIxmlHaoxBB1MOgA75ZIxab4qKigAACQkJGreEghYLRFwnN3D4YpWr8ln2wTAuq0aAVXsxEPIpQ55Rl5WV4dFHH8W5c+fwww8/OL1fcXExiouLbf8/f/48zGYzz6iJ1KQkcMg9o65eHTh1Slk7jJRl7yk1Cu2ovRgIeSTgF+XIzMzE7t27sXTpUpf3mz59OmJjY20Xs9nspxYSBQml9cHlFkXJzFTeFiNl2XtCrUI7gVgHIMDH2g0XqEeMGIEvv/wSubm5SE5OdnnfiRMnoqioyHY5evSon1pJFAQ8CRxyE/H+9jf57fC04pnRftzVCrC+rMmuBW9WfDMIwwRqIQRGjBiBVatWYdOmTWjQoIHbx4SHhyMmJsbuQkQq8TRwyKmepfTsWGmWvRF/3NUKsIFUB8DbFd8MwqNAvXjxYrRp0wZ16tTB4cOHAQCzZ8/G6tWrVW1ceZmZmfjkk0+QnZ2N6OhonDx5EidPnsSVK1d89ppE5IK3yyq6mgbmrovcypPSmEb9cVcrwLZtCyQmur5PYqL+a7IHYs19JxQH6vnz52Ps2LF4+OGHce7cOVvJ0Li4OMyePVvt9tm9blFREdq3b4/atWvbLsuWLfPZaxKRC94GDmv1rD59pOvyZ8SuusitpkyRgr2SIG3kH3e54/utWxurS99TgTjW7oTiQD137lwsWLAAL774IkLL/WG1bNkSu3btUrVx5QkhHF4GDhzos9ckIhd8vVqWsy5ysxlYuRKYNEl5VrKRf9zljO/37g2kprru0v/+e+D0adevdfq0PvdBeWoNBRggV0FxoM7Pz8ftt99eaXt4eDirhJExGOAP0xD8UaFN7UppRk+kcjW+//zzwBtvuO/SN/o+sFJjKMAguQqKA3WDBg2wY8eOStvXrVuHm266SY02EfmOQf4wDcMfyyq66iJXKhASqRwdvPzxh3TgKadLPxD2AeB9j46RchWUFhJfsGCBqFu3rli6dKmIjIwUS5YsEVOnTrX9W8+4KEeQc7cYBBd38FxpqRC5uUJkZ0vXai9Iotbzq7mgiq/fsxK5ufIWMbG2M1AWlbH+TVd8L+7+pq37wNl+8sM+UBKPFAdqIYT45JNPRKNGjYTJZBImk0nUrVtXfPjhh548lV8xUAcxHfxhkoccrejlzapZK1c6/w7IPWBTu03eys6WF6izs6+335MAp0eerPim5MDGR3yyehYAlJaW4uOPP0ZaWhr279+Pixcv4uTJkzh27BgGDx7sixN+InUYOYkomPmqe9LR9KSEBHnd9XrsMlXane2PIQt/8SSPwWDj9IoW5bjhhhswdOhQ/P777wCAatWqoVq1aj5pGJGqDPaHSXA/lcpkksZdu3WTP27trFY2AJw5o02b1GAdry0ocNw2a/3u8uO1gbSojDWPQS6DjdMrTia76667sH37dl+0hch3DPaHSVC/F8RVkLVyN4darz0zoaHAW285D9KA4wx8NRP1jMTXUwtVpniZy+HDh+Pvf/87jh07hhYtWiAyMtLu9ltvvVW1xhGpxpMzDkfUWAeY5FG7F0RJkHV2dia3+qKrNvniO5STAwwb5vi2hATggw/8151thL8R69TCHj2kv/3yvwlqTS1Uk9IBcGsCWflLSEiI7VrPmEwW5OQk0LjK5NVbAlGgUzvhR2nCVUWlpUIkJXnXJl98h5wlx5W/+Os7arS/EU8S0VSiJB4pXo/aWtvbmfr163tx2OBbStb/pADlaO1ks1k6egacr6sMeL8OMCljXTfZXS+Iu3WTrWd4GzcCU6e6f93cXMdn1HLX0k5Kks4mK7ZJjbWkK3K3trRVcrKUcOXLM0RfvD9/0KgHQEk8UhyojYyBmgA4/sNcvdr5j4wQUpaws7KLcgMG2ZPzA2n98Qccd0+6+/F3dGDmjLvPcckSqUiOO6NHA7Nm2W9zF1A9/Q7JPXgAnB+AqMFX7y+AKYlHiseoP/74Y5e3DxgwQOlTEvlXxQxROQs1uKqNLGdsk+w5CqDW3ovygdc6jcjRfWfPdh+knWV4VyRnXFJuomG3bpW3qTE+7oiSWQq+nNHgq/dHADwI1KNGjbL7/7Vr13D58mWEhYWhWrVqDNRkPO5+ZOTi1C55nAVQ6zzkimfJnkwjkpPhXZ6cwO9NQqKvpgcqmaXgyxkNnP7oU4oD9dmzZytt279/P4YNG4Zx48ap0igiv1Lrx4NTu9yT03sxalTlechK58nKPfh66SWgY0d545LeZAr7anqgdW1pd6thyZnR4A1Of/QpxfOoHWncuDFee+21SmfbRIbg7Y+HzuZc6pqcAHrsGDBtmnevI/fgq2lTZfOHPa3o5at5u6tXuw/SgHSA4cuxYYPNSzYaVQI1IFUtO378uFpPR+Q/cn5kEhOla18t5xgs5AbQrCzvSnH68gzPk5KVvlgS1No74UpICLB8ue+zrf2x5GkQU5z1vWbNGrv/CyFw4sQJvPPOOzCbzfjqq69UbaCamPVNTsnJLgacT+3S47QTPVKSpWw2e54lrNbULrW5mh6o9Dskd196m+2tZPqSmu8vwCmKR0onaTsqdlKzZk3Rp08fcfz4caVP51cseEIuySl+oKelDY3I3Spmaq5epNcVotT6DnlbwEUOTwqY8G9EFp8WPDEynlGTW0Yof2h0OTlA9+7y7pudLdWh9ua1AvUMz9dn1EYtYGIQPi148sorr+D555+vtGrWlStXMHPmTEyaNEl5i/2EgZoMK9AOIF55RRqHdkeNIh2Btu+sfNm9zwImPufTQB0aGooTJ06gRo0adttPnz6NGjVqwOJq5RmNMVCTIcktDmIkDATq8LZymzP+Gv8OYkrikeKsbyEETA6yY3fu3ImEhASlT0dErlh/iCsGNGtxEG8yo7VkzRJmJr13PJ0u5g4LmOiK7IIn8fHxMJlMMJlMuPHGG+2CtcViwcWLFzF06FCfNJIoKLkrDmIySXWlKxYHMQpvyoPSdZ5UbnOHBUx0RXbX90cffQQhBJ566inMnj0bsbGxttvCwsKQkpKCVq1a+ayhamDXNxlKsHQ/BuoYspHpdXpbAPHJohwZGRkAgAYNGqB169aoUqWKd60kIteCpftRaXlQ8j1vyqWS6hSPUbdr184WpK9evYrz58/bXYhIJex+VI/FIvVQLFkiXes46VU3fDX+TYopzvq+fPkyxo8fj+XLl+O0gxqzzPomUgm7H9URiFnz/sShCZ/wadb3uHHjsGnTJsyfPx/h4eH48MMPMWXKFNSpU8ftWtVEpECw1k9W8+w3ULPm/ck6NNGnj7IFTEg1is+o69Wrh48//hjt27dHTEwMtm3bhkaNGmHx4sVYsmQJ1q5d66u2eo1n1GRIgVxdqyJvzn4rnvm1bg2kpnKuNumST5LJrM6cOYOGDRsCAGJiYnDmzBkAwL333othw4Z50FwicskX02/0yFnJSuvZr6txUUcBvnp14NQp568nBHD0qLRfmcxGOqa467thw4bIz88HADRp0gTLly8HAHzxxReIi4tTtXFE9D+B3v3obs44IM0Zd9QN7qx721WQLs/oWfMU8BQH6kGDBmHnzp0AgAkTJmDevHmIiIjAmDFjMG7cONUbSERB4PvvnXdRA/Znv+W5CvByMWuedE5x1/eYMWNs/05LS8PevXvx66+/olGjRrj11ltVbRwRBQlP54y7C/CuWMeo27b17PFEfqI4UJd39epV1K9fH/Xr11erPUQUjDydM+5pt3UgZ81TwFHc9W2xWPDPf/4TdevWRVRUFA4ePAgAePnll/F///d/qjeQiIJA27bS2a2DBX8ASNvN5spnv3IDfFKS/f+Tk4Hly4GEBBZBId1THKinTZuGRYsWYcaMGQgLC7Ntv+WWW/Dhhx+q2jgiChKezhmXG+CPHZNqomdnS9dvvgmMGSPVUu/bV7pOSeG8atIlxYH6448/xgcffIB+/fohtNwfTfPmzbF3715VG0dEQcSTkpVyA3xY2PWs+TNngCeeYBEUMgzFgbqgoACNGjWqtL2srAzXrl1TpVFEFKTS04FDh+zPfvPznc+ftlik7utRo4DERPvbHAV4b6aBEWlEcTJZ06ZN8f3331dKIPvss89w++23q9YwIgpSclfTclTkJCkJ6NdPKhDjqCiMkmlgLIJCOqE4UE+aNAkZGRkoKChAWVkZcnJysG/fPnz88cf48ssvfdFGIiJ7zqqYnToldYU7q9wWLEuHUkBR3PXdrVs3fPHFF/jmm28QGRmJSZMm4ffff8cXX3yBBx54wBdtJCIj8tXSkt50X3PpUDIg2YtyHDx4EA0aNIDJWXalAXBRDiIvKFnu0JdLS+blSVna7uTmVu6+5tKhpBM+WeaycePGKCwstP3/iSeewJ9//ul5K4nIOHJypAAnZzqTr5eW9Kb7OliXDiVDkx2oK554r127FpcuXVK9QUSkM0oCrz+yqr3tvvZkGhiRhhSPURNREFEaeD1dXEMJT6uYlad0GhiRhmRnfZtMpkrj00YeryYiGZROZ/JHVrW1+7pHDykolz+IUNJ9LXcaGJHGZAdqIQQGDhyI8PBwANKCHEOHDkVkZKTd/XJY1YcocCgNvP7KqrZ2XztKWJs9m2fGFFBkB+qMjAy7/z/55JOqN4aIdEZp4LV2S7vLqlZjacn0dKmwidxMdCsl2etEOiB7elYg4PQsIoU8mc5kTT4DHHdLa5mw5ctpYxTYVD7A88n0LCIKQp5MZ3KWVR0fD0yeLJ0Fa8HX08bIM74qjKMmJdMTfUEEkaKiIgFAFBUVad0UImNZuVKI5GQhpHNk6WI2S9udKS0VYsoUIRIS7B+XnOz6cb5QWlq5/eUvJpP0fkpL/duuYOfoe6XF98OVlSul74ej74zJ5HFblcQjdn0TkTxKu/6c1ePWogvcm2pm5Bt6+n44Yx36cTbzwYtKduz6JiL1Wacz9ekjXbv6YdLbcpJcjENf9Pb9cMYfdQFkYKAmIvXp5AfOhotx6Ivevh/O6OQAj4GaiNSnkx84GzWqmZF69Pb9cEYnB3gM1ESkPp38wNlwMQ590dv3wxmdHOAxUBOR+nTyA2eHi3Hohx6/H47o5ACPgZqI1KeTH7hKuBiHPuj1++GIDg7wOD2LiHzHUSUws5n1uElipO+HhpXJGKiJyLdYW5tcCdLvh5J4JHtRDiIij3A5SXKF3w+3OEZNRESkYwzUREREOsZATUREpGMM1ERERDrGZDIKHkGaXUpExsZATcHB0XzN5GSp6ILe5msSEZXDrm8KfNZ1byuu1lNQIG3PydGmXUREMjBQU2Azyrq3RmSxAHl5wJIl0jX3IZFPGC5Qz5s3DykpKYiIiMDdd9+NX375ResmkZ4ZZd1bo8nJAVJSgA4dgL59peuUFPZOEPmAoQL1smXLMHbsWGRlZWHbtm1o3rw5OnfujL/++kvrppFeGWXdWyPhUAKRXxkqUL/11lsYMmQIBg0ahKZNm+K9995DtWrV8K9//UvrppFeGWXdW6PgUAKR3xkmUJeUlODXX39FWlqabVtISAjS0tKwZcsWDVtGumaUdW+NgkMJRH5nmEB96tQpWCwW1KxZ0257zZo1cfLkSYePKS4uxvnz5+0uFGSMtO6tEXAogcjvDBOoPTF9+nTExsbaLmazWesmkRZ0sPB7wOBQApHfGSZQV69eHaGhofjzzz/ttv/555+oVauWw8dMnDgRRUVFtsvRo0f90VTSo/R04NAhIDcXyM6WrvPzGaSV4lACkd8ZJlCHhYWhRYsW2Lhxo21bWVkZNm7ciFatWjl8THh4OGJiYuwuFMSs69726SNds7tbOQ4lEPmdYQI1AIwdOxYLFizARx99hN9//x3Dhg3DpUuXMGjQIK2bRhQ8OJRA5FeGqvX9xBNPoLCwEJMmTcLJkydx2223Yd26dZUSzIjIx9LTgW7duMgJkR+YhHA0ITIwnT9/HrGxsSgqKmI3OBERaUZJPDLUGTURkaFwaVVSAQM1EZEvcGlVUomhksmIiAyB9dD9K8BXcmOgJiJSE+uh+1cQrOTGQE1EpCbWQ/efIOm5YKAmIirP225U1kP3jyDquWCgJiKyUqMblfXQ/SOIei4YqImIAPW6UVkP3T+CqOeCgZqISM1uVNZD948g6rlgoCYiUrsblfXQfS+Iei5Y8ISIyBfdqKyH7lvWnosePaSgXL43JMB6LhioyXMsj0iBwlfdqNalVck3rD0XjirAzZ4dMD0XXJSDPMPyiBRILBYpu7ugwPE4tckkfb/z83kwqkcGPGngohzkW9bs2Io/aNbsWI7BkdEEUTdqQArwngsmk5EyQVRkgIIME8BIp3hGTcooyY4N4CNcClBMACMdYqAmZYKoyAAFqQDvRiXjYdc3KRNERQaIiPSAgZqUCaIiA0REesBATcqwPCIRkV8xUJNyzI4lIvIbJpORZ5gdS0TkFwzU5LkK2bEWC/B9nvpx24BFh4iIVMNATarwVUVRViqlgMMjT1KIY9TkNWtF0Yp1UKwVRXNy9PW8RJrJyZFqinfoAPTtK12npPDLTC5xUQ7yinUtA2fFyjxdy8BXz0ukGWc18q2zJZiIGVSUxCOeUZNXlFQU1cPzEmmCNfLJCxyjJq/4qqIoK5X6CMdHtaGXGvn8/A2JgZq84quKoqxU6gPMzNOOHo48+fkbFru+ySu+qijKSqUqY2aetrQ+8uTnb2hMJiNbb1hBAVBYCCQlSUXH5PaKWX8DAPshOG9zZHz1vEGHmXnas34GBQWOx6l9+Rnw89clJpORbOVnizz5JDBmjHStZNaIryqKslKpSpiZpz0ta+Tz8zc8jlEHAWf5I85mi1gdOybdLico+qqiKCuVqkAP46N0/cjT0Tjx7Nm+O/Lk5294DNQBzln+yKxZ0tmzu4EPIaRZI926uQ+OFSqKqsZXzxs0tB4fpeu0OPLk5294HKMOYK7qKyj91HNzGSwNS8vxUdIeP39d4hg1yaqvoAR7xQyMa4gHN37+hsdAHaDc5Y8oxV4xg2NmXnDj529o7PoOUEuWSDX/1WA2s1csYLAyVXDj568bSuIRk8l0zJu/KTXPgJ9+Gli+nH/XAYGZecGNn78hMVDrlLfV/qyVvdzlj7z5JjB2rONu8sRE6TorS14byh9Y1KghbfvrLwZ4IiJvsOtbh9RYDc9iAaZNsw+yzp7HUWWyAweAyZPlt8HRgUV5LClMRHSdknjEQO0BXw7zqFHtz13QNJtd11dQ2gZ3hVPKPy6o8lY4HkhETnB6lg+VL7nZt6+yUptyeFvtz1ntfaspU6QA6ypYKmmDq2lgjh73zDNBsuSur78oRBQ0GKgV8McCNEqq/VksQF6elOGdlweUlLgOmiYT8OGH6rZB6TSw06elLnlvVXzvugr+XKmIiFTEQC2TnAIio0d7HzDkZmvv31/5hK1uXe/Oxq3Bb88eeW2oUcOzQihvv+3dftL1yaq/vihEFDQYqGXy1wI0ctZhTkyUEr0qtufUKXmv4Si4lg9+U6fKe56BA6UDBqXOnPF8P+n+ZJUrFRGRyhioZfLXAjTuqv1ZT8q8SQGseNbublzbmYIC6YAhMdH5gYUznuwnQ5yscqUiIlIZA7VM/lyAxlW1vylTpHFeT5hMUsZ327bXtylJBquo/GOEUBasPdlPhjhZ5UpFRKQyBmqZ5HRJVwyC3khPBw4dklatys6WrvPzgcaNvXveirX3va0JLoR04DBlSuUDC0e82U+GOFn19xeFiAIeA7VMWixAY63216ePdB0aKv9EzNG0vISEytvUCmqNG18/sBg92vF9vN1PhjhZ5UpFRKQyBmoF9LAAjbsTNgCIigLOn6+8/cyZyglXagW12rWvH1jMmgWsXCm1szxv95NhTlb18EUhooDBymQe0LrgVE4O0L27Z4+tWFVsxQqgVy/XjwkNBcrKlK8574v9ZE18A+zbo6S8qt9o/UUhIt1iCVEnjFLr2x2LBahZ0/OkMkDqom7b1nWpUKvnn5cW7wDUD46exDJHJVLdlUUlItITLnMZ4L7/3rsgDSirKvbII0CrVpWDY3y8tK1bN/mvWz4w798PfPCBNM3Lyrp4R7duzgN4errr2529Hk9qiciIGKgNSI0EsNq1lWVR9+kjBcdp06RAeuaMdMnKAhYskLcylrvFQgApaHfvLiXDlR9nr7j6lpxldb1dKpSISA+YTGZA3iaAJSUBrVsrz6JevVoqcHLmjP3tcqqCyS2qYu1ar5gMd+yYsspjuq9gRkQkEwO1AcnJ/Aac315YCKSmSiVH5WZRe1IVzFo7/NNPgaFDvaumZn0dOZXHDFHBjIhIJgZqA3I3VddkAsaNc12ApKBAyvbu08f58wDXp/wqrQpWvnb4k09KBwdqkFN5zBAVzIiIZGKgNih3U3VnzAAOHJC6uR2xnlkuXQosW+Z+yq+S8WxPa4fL5a4thqhgRkQkE5PJDMxd9vPmza7PZK1nlklJUlUxV9nRcseza9SQVtXy5aQ/d20xRAUzIiKZGKgNzlX2s5IzS3dZ1NZx8YIC14VPAN+dSQPSQYW7ymNy22p9Hk7hIiI9Y9e3TlgTr5Yska7VSHRS88xSzvKbTz8NfP65oiYqNm+e+yCqpNx2+bH0vn2l65QUZoUTkX6wMpkO+Gq+r8UiBR13Z5aOyn8qaWtionTtbREWd7p0Ab74Qv793VUws46lV9w3Pi9HylN4oqDHEqJO6DFQ+yJYVKz+NXmytF2t8p8lJcC770rJapcuAYsW+XZM2mrKFGDSJGWPcRYTrQcxzrrpPTmIkYVVWEhrPFDUBQZqJ/QWqH0RLOSe8Sqpje2u7Kdc1i7yiv9WYsoUaUlNb39f8vKkbm53cnPdV0CTTbNTeKL/4YGibrDWt0Eome/rKFhUPDA+dUqaG10xDpw5I21TGuQsFvuSod5KTpYODgDHBxNyus6zsuyfz9PfF79P4XJXhcVkkqqwdOvGsxvyDWcHitZyfdYDRZ5x6w4DtYa8CRaODoxDQ13HgQ8/lH92npMDPPOMOuPOI0ZI9bvL/707mlY2bZp9IHan4u+LEn6fwuXtURmRN+QeKFoswNixPOPWGWZ9a8jTYOGsoIirTHEl1bisz69Wclj37lLsKX+AYJ0O1qfP9dsaN1b2vN6UA3VXhrV8+VRVsAoLaUnugWKvXiyQr0MM1BryJFi4OjCWw10csFikM2k1MheUBjtPzl6tvy95ecqmtymZwqUKVmEhLXlzAMgC+ZozRKA+dOgQBg8ejAYNGqBq1apITU1FVlYWSkpKtG6aR6xzppcvB4YMud7zVJEQlYOF3DWkndm/3/XtU6eqdybtqP2uyF1sxJFevZTPhXZXhlXVnj6/n8ITlePtASAL5GvKEGPUe/fuRVlZGd5//300atQIu3fvxpAhQ3Dp0iW88cYbWjdPEWdZ2cXFwMWL9ve1ZmuX523P6Jw5wIsvOg6eK1ZICWdasOav9OhxPeFMCWdLb5YPuI5yZNyVYVWN9RS+R4/KKe8+OYUnKsdduT65ODSjDWFQM2bMEA0aNFD0mKKiIgFAFBUV+ahVrq1cKYTJJIT0l+L+YjJJl5Urrz9Hbq78xzu7TJniuG3ePq+j9pvNQpSWut8vycn2jw0NVff1Hb1GcrL9vvULRw0xmzVoCAUd6w9QxR8hJT9Kublav4uAoSQeGaLr25GioiIkJCRo3QzZPBlbdjQ05E33sNXbb1deN3rUKM+fzxk5vWXOEuPKytR7/WnTHL+GJjky6enSCii5uUB2tnSdn8+MWvI9V2M9K1ZwaEbHDNH1XdEff/yBuXPnuu32Li4uRnFxse3/58+f93XTnPJ0bLnirB1XPahynTljPwvI23Fvd5z1lrmbMaKWt9/W2fRldyugEPmKq7GekBAOzeiUpmfUEyZMgMlkcnnZu3ev3WMKCgrw4IMPomfPnhgyZIjL558+fTpiY2NtF7PZ7Mu345K3QzvlH+/swFiJ1asdP7cvOMtj8fUBgpWrYi3MkaGg42huJODn7EpSQtMSooWFhTjtJsW4YcOGCAsLAwAcP34c7du3xz333INFixYhJMT1cYajM2qz2axJCdFXXlFWzKOib74BOna0T4iqXl36W/M0S3vlSulvT245TUA66JbbLe2uBOqSJVKWtqdMJqk9zmaMmExAfLy8qmrZ2dK+JAp6rEzmF4YpIZqUlISkpCRZ9y0oKECHDh3QokULLFy40G2QBoDw8HCEh4d720yvWSzAggXePUdGhhTUlixR7yzU2uXburUU9E+dcv8YJWPH7qZnKZkx4qw3buxYwDoC4uj2UaPkHSBx+jLR/3BoRncMkUxWUFCA9u3bo169enjjjTdQWFiIkydP4uTJk1o3TRY1ungLCoCZM9XtKrYmWqWmygvSapM7tXj5cue9cTNmuO6te/FF5sgQkbEZYvWsRYsWYdCgQQ5vU9J8rVbPktvFm5CgzuIXeiFn9S9r1jfg+IxY7joBrm6X+xpERP7CZS6d0CpQyx0DfvNN4O9/93lz/M7dUpGOisAoWYZTDn+8BhGRXIYZow4W7ooCWc88a9b0f9v8wV1WuT+qg/mtAhkRkcoYqP1AbvVIA9VvUcSaqOWqe9of+SsVX8Nac52Bm4j0zBDJZIFAzhTFtm0DK1iXT9TKyZEWylC6cIav6K09RETOcIzaz9wlRfXuDSxb5ts2WM/qExOl5DVffAOsrzF6tDSX2dEUKa2SuazJZRXfN5PLiMhfmEzmhB4CtSvOAojarElUgHqvl5hoX3hFbnlTk0mawz1rltTb4OvuZ4tFOnN2Ns1NTqY6EZG3lMQjdn3rhNJFO156SVqSsk4dZa+TlAT88Yd0xmjtjk9OVt5eq9BQaZ7zn39K7YmKkrbLfR9CAIWFwJNP+qf72d2cdpYUJSK9YaDWCaVFUZo2BSZNAo4cUbaGdGGhfRCyLubk6TrUFosU/Fevlrq3K66prZSvV7SSW9ecy+4SkV4wUGvImnW8ZAmwcaOyx1ozqUNDpYC9cqX8RLRevSoHQm9KnBYUqLdMpqOlPdUkt1QoS4oSkV4wUGukYtbx1KnyH+uo5GV6OjBypLzHnzljf9bqbYnTwkJ1S5v6svtZbtlSlhQlIr1goFZR+TPkvDznZ4TWpDFPg5ujhS4sFuDDD5U9j/Ws1dNuXmtQk7muimK+6H62zmkHKgdrLrtLRHrEQK0SufNylSaNlZeYeH1pyoq+/17qgpar/FmrJ9285YOaN+tiu1Kjhm+el8vuEpGRsDKZCpxNq7ImRpX/8fekmzkxEXjuOWklKGdnep6efZ44IY1Zuypx6khy8vU62RaL8sdrjSVFicgoGKi95OoMWQjpzNO67nNoqPyA+tJLUma33ADiafJT7drXu4O7d5f3mFmzpPHw8m0aMkTeus9K/PWXus9XEZfdJSIjYNe3l5TOy5UbUDt2BPr0kQKJnLM8a5KUXBWTptLTpQMKOWrWvN6mzz6T3pPaQRrwTea13DwCIiK9YKD2ktJ5ub7KOi6fJOWOs6Spbt3kPd4aQMePB3r2lLK+1eSrzGvW9yYiI2Kg9pLSebm+zDpOT5eSzRITXd/PWdKU3IOI1q2ByZOBmTOVt9EdX2VeO8u093WBFSIib7HWtwfKL6xRowYwcKD7taYr1o7OyZHGtssHDmsNbm+zjq3du3l50v+tY9x//eV+zNsa0ADHy3E+/7zUbazmvOny1NoH5bG+NxHpDRflcEKNQO0owFoXpHC21rSzKT/uVtLSirODiN69gTfe8E1md0gI8PLL0kXtfZCXJ3Vzu5Oby+QyIvIPJfGIWd8KOJuGdeaMdJ2QYL+CVPkpTI5omXXs6iDB0dSl1q2B1FTfTb8qKwNeeQW49Vb15zGzvjcRGRkDtUxypmFVrQp88428LmYtOTpjTk6Wxs6tQbLiQURenu+6u8srP5VNLazvTURGxmQymeRMwzp2TAowSqZV+ZunSVX+ONv0VY1v1vcmIiNjoJYpELpP3fUKAI5XrbJYpPWm/UXtfcj63kRkZAzUMgVC96nS4izA9bnHY8bIe43oaOnaWUCUwxf7kPW9icioGKhlCoTuU7lnqtbFPZSu8jVlCnD2rDSX21FAXL5cnX3oaXWx9HTg0CEpuzs7W7rOz2eQJiJ9YzKZTNbu0x49nE/D0nv3qdwz1dGjgbAwYOxYeVneFec+u1rwIjTUu30oJxHOFdb3JiKj4TxqhXxZqMTXrIU/1FzlytECHe54ug+dTY9zN1+diEhvWPDECV9UJtPzNCxHnFUe81R2tpTlrpTSfcjqYkQUSFjwxMeM3H1qTaoaOlSdxTQ8TfxSug+VJMIZ9bMhInKEgToIpacDV64ATz7p+XNYz2D9lTwXCNPjiIg8wazvIFUxK9sVPcw9DoTpcUREnmCgDlJyp5utWKGPuceBMD2OiMgTDNRBSm61rh499DH3mNXFiChYMVAHMbnVuqyJX1rXMGd1MSIKRpyeRYabbma09hIRVcTpWaSIJ9PNtAyWRp4eR0SkFAM1KeZtGU8iIpKPY9SkiKfrWRMRkWcYqEk2T9ezJiIizzFQk2yerGdNRETeYaAm2VjGk4jI/xioSTaW8SQi8j8GapKNZTyJiPyPgZpkYxlPIiL/Y6AmRVjGk4jIv1jwhBRLTwe6dWMZTyIif2CgJo+wjCcRkX+w65uIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMcYqImIiHSMgZqIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMeCqta3EAIAcP78eY1bQkREwcwah6xxyZWgCtQXLlwAAJjNZo1bQkREJMWl2NhYl/cxCTnhPECUlZXh+PHjiI6Ohslk8tvrnj9/HmazGUePHkVMTIzfXldtgfI+AL4XPQqU9wEEznsJlPcB6O+9CCFw4cIF1KlTByEhrkehg+qMOiQkBMnJyZq9fkxMjC6+IN4KlPcB8L3oUaC8DyBw3kugvA9AX+/F3Zm0FZPJiIiIdIyBmoiISMcYqP0gPDwcWVlZCA8P17opXgmU9wHwvehRoLwPIHDeS6C8D8DY7yWoksmIiIiMhmfUREREOsZATUREpGMM1ERERDrGQO1njz76KOrVq4eIiAjUrl0b/fv3x/Hjx7VulmKHDh3C4MGD0aBBA1StWhWpqanIyspCSUmJ1k1TbNq0aWjdujWqVauGuLg4rZujyLx585CSkoKIiAjcfffd+OWXX7RukmLfffcdunbtijp16sBkMuHzzz/XukkemT59Ou68805ER0ejRo0aeOyxx7Bv3z6tm+WR+fPn49Zbb7XNOW7VqhW++uorrZvltddeew0mkwmjR4/WuimKMFD7WYcOHbB8+XLs27cPK1euxIEDB9CjRw+tm6XY3r17UVZWhvfffx+//fYbZs2ahffeew//+Mc/tG6aYiUlJejZsyeGDRumdVMUWbZsGcaOHYusrCxs27YNzZs3R+fOnfHXX39p3TRFLl26hObNm2PevHlaN8Ur3377LTIzM/HTTz9hw4YNuHbtGjp16oRLly5p3TTFkpOT8dprr+HXX3/Fv//9b9x///3o1q0bfvvtN62b5rGtW7fi/fffx6233qp1U5QTpKnVq1cLk8kkSkpKtG6K12bMmCEaNGigdTM8tnDhQhEbG6t1M2S76667RGZmpu3/FotF1KlTR0yfPl3DVnkHgFi1apXWzVDFX3/9JQCIb7/9VuumqCI+Pl58+OGHWjfDIxcuXBCNGzcWGzZsEO3atROjRo3SukmK8IxaQ2fOnMGnn36K1q1bo0qVKlo3x2tFRUVISEjQuhlBoaSkBL/++ivS0tJs20JCQpCWloYtW7Zo2DKyKioqAgDD/01YLBYsXboUly5dQqtWrbRujkcyMzPxyCOP2P29GAkDtQZeeOEFREZGIjExEUeOHMHq1au1bpLX/vjjD8ydOxfPPvus1k0JCqdOnYLFYkHNmjXtttesWRMnT57UqFVkVVZWhtGjR6NNmza45ZZbtG6OR3bt2oWoqCiEh4dj6NChWLVqFZo2bap1sxRbunQptm3bhunTp2vdFI8xUKtgwoQJMJlMLi979+613X/cuHHYvn071q9fj9DQUAwYMEDWmqT+oPS9AEBBQQEefPBB9OzZE0OGDNGo5fY8eR9EasnMzMTu3buxdOlSrZvisb/97W/YsWMHfv75ZwwbNgwZGRnYs2eP1s1S5OjRoxg1ahQ+/fRTREREaN0cj7EymQoKCwtx+vRpl/dp2LAhwsLCKm0/duwYzGYzNm/erItuJaXv5fjx42jfvj3uueceLFq0yO1ybf7iyWeyaNEijB49GufOnfNx67xXUlKCatWq4bPPPsNjjz1m256RkYFz584ZtpfGZDJh1apVdu/JaEaMGIHVq1fju+++Q4MGDbRujmrS0tKQmpqK999/X+umyPb555/j8ccfR2hoqG2bxWKByWRCSEgIiouL7W7Tq6Ba5tJXkpKSkJSU5NFjy8rKAADFxcVqNsljSt5LQUEBOnTogBYtWmDhwoW6CdKAd5+JEYSFhaFFixbYuHGjLaiVlZVh48aNGDFihLaNC1JCCIwcORKrVq1CXl5eQAVpQPp+6eV3Sq6OHTti165ddtsGDRqEJk2a4IUXXjBEkAYYqP3q559/xtatW3HvvfciPj4eBw4cwMsvv4zU1FRdnE0rUVBQgPbt26N+/fp44403UFhYaLutVq1aGrZMuSNHjuDMmTM4cuQILBYLduzYAQBo1KgRoqKitG2cC2PHjkVGRgZatmyJu+66C7Nnz8alS5cwaNAgrZumyMWLF/HHH3/Y/p+fn48dO3YgISEB9erV07BlymRmZiI7OxurV69GdHS0LVcgNjYWVatW1bh1ykycOBEPPfQQ6tWrhwsXLiA7Oxt5eXn4+uuvtW6aItHR0ZVyBKz5QYbKHdA26Ty4/Oc//xEdOnQQCQkJIjw8XKSkpIihQ4eKY8eOad00xRYuXCgAOLwYTUZGhsP3kZubq3XT3Jo7d66oV6+eCAsLE3fddZf46aeftG6SYrm5uQ73f0ZGhtZNU8TZ38PChQu1bppiTz31lKhfv74ICwsTSUlJomPHjmL9+vVaN0sVRpyexTFqIiIiHdPPoCIRERFVwkBNRESkYwzUREREOsZATUREpGMM1ERERDrGQE1ERKRjDNREREQ6xkBNRESkYwzUREREOsZATWRAAwcOdLh0Z/ma2d5YtGgR4uLiVHkuT3333Xfo2rUr6tSpA5PJhM8//1zT9hBphYGayKAefPBBnDhxwu6ixxWbrl275tHjLl26hObNm2PevHkqt4jIWBioiQwqPDwctWrVsrtYl+1bvXo17rjjDkRERKBhw4aYMmUKSktLbY9966230KxZM0RGRsJsNmP48OG4ePEiACAvLw+DBg1CUVGR7Ux98uTJAODwzDYuLg6LFi0CABw6dAgmkwnLli1Du3btEBERgU8//RQA8OGHH+Kmm25CREQEmjRpgnfffdfl+3vooYcwdepUPP744yrsLSLj4jKXRAHm+++/x4ABAzBnzhy0bdsWBw4cwDPPPAMAyMrKAgCEhIRgzpw5aNCgAQ4ePIjhw4dj/PjxePfdd9G6dWvMnj0bkyZNwr59+wBA8XKfEyZMwJtvvonbb7/dFqwnTZqEd955B7fffju2b9+OIUOGIDIyEhkZGeruAKJAo/XyXUSkXEZGhggNDRWRkZG2S48ePYQQQnTs2FG8+uqrdvdfvHixqF27ttPnW7FihUhMTLT9f+HChSI2NrbS/QCIVatW2W2LjY21LeWYn58vAIjZs2fb3Sc1NVVkZ2fbbfvnP/8pWrVq5e6tOn1domDBM2oig+rQoQPmz59v+39kZCQAYOfOnfjxxx8xbdo0220WiwVXr17F5cuXUa1aNXzzzTeYPn069u7di/Pnz6O0tNTudm+1bNnS9u9Lly7hwIEDGDx4MIYMGWLbXlpaitjYWK9fiyjQMVATGVRkZCQaNWpUafvFixcxZcoUpKenV7otIiIChw4dQpcuXTBs2DBMmzYNCQkJ+OGHHzB48GCUlJS4DNQmkwmiwhL2jpLFrAcN1vYAwIIFC3D33Xfb3c86pk5EzjFQEwWYO+64A/v27XMYxAHg119/RVlZGd58802EhEj5pMuXL7e7T1hYGCwWS6XHJiUl4cSJE7b/79+/H5cvX3bZnpo1a6JOnTo4ePAg+vXrp/TtEAU9BmqiADNp0iR06dIF9erVQ48ePRASEoKdO3di9+7dmDp1Kho1aoRr165h7ty56Nq1K3788Ue89957ds+RkpKCixcvYuPGjWjevDmqVauGatWq4f7778c777yDVq1awWKx4IUXXkCVKlXctmnKlCl47rnnEBsbiwcffBDFxcX497//jbNnz2Ls2LEOH3Px4kW7eeH5+fnYsWMHEhISUK9ePe92EpGRaD1ITkTKZWRkiG7dujm9fd26daJ169aiatWqIiYmRtx1113igw8+sN3+1ltvidq1a4uqVauKzp07i48//lgAEGfPnrXdZ+jQoSIxMVEAEFlZWUIIIQoKCkSnTp1EZGSkaNy4sVi7dq3DZLLt27dXatOnn34qbrvtNhEWFibi4+PFfffdJ3Jycpy+h9zcXAGg0iUjI0PBniIyPpMQFQaciIiISDdY8ISIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMcYqImIiHSMgZqIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMcYqImIiHTs/wPTqZRiYeD7mAAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["def generate_multi_class_dataset(n_classes, mean_class, std_class, n_samples):\n"," # สร้างชุดข้อมูลแบบ multi-class\n"," # ตั้งค่า random seed เพื่อให้สามารถสร้างชุดข้อมูลเดิมทุกครั้ง เพื่อใช้สำหรับการสอน\n"," np.random.seed(RANDOM_SEED)\n","\n"," # กำหนด จำนวน features\n"," n_features = 2\n","\n"," # สร้างข้อมูล x สำหรับแต่ละคลาส\n"," x_data = []\n"," for label in range(n_classes):\n"," _ = np.random.normal(mean_class[label], std_class[label], (n_samples, n_features))\n"," x_data.append(_)\n","\n"," # สร้างข้อมูล y หรือ labels สำหรับแต่ละคลาส\n"," y_data = []\n"," y_data.append(np.zeros(n_samples))\n"," for label in range(1, n_classes):\n"," y_data.append(label*np.ones(n_samples))\n","\n"," # รวมข้อมูล x และ y จากทุกคลาส\n"," x = np.vstack((x_data))\n"," y = np.hstack(y_data)\n","\n"," return x, y\n","\n","# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,-2], [2,2]]\n","std_class = [[0.5,0.5], [1.5,1.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"sWfYhDh8HYRN"},"source":["ข้อมูลที่สร้างขึ้นมีการแบ่งกลุ่มค่อนข้างชัดเจน โดยเป็นข้อมูลชุดเดียวกันกับที่เราใช้ศึกษาการทำงานของโมเดล logistic และ โมเดล SVM ใน tutorial ก่อนหน้านี้ โดยพบว่า โมเดล logistic ได้เลือก linear decision boundary เป็นเส้นตรงที่สามารถจำแนกคลาสได้ดีที่สุด ในขณะที่โมเดล SVM จำแนกชุดข้อมูลนี้ด้วย decision boundary ที่มีลักษณะได้ทั้ง linear หรือ non-linear ตาม kernel ที่เลือกใช้\n","\n","เราจะให้โมเดล decision tree เรียนรู้ข้อมูลชุดนี้ โดยใช้ default hyperparameters นั่นคือ โมเดลสามารถแตกกิ่งไปได้เรื่อยๆ เพื่อลดการปะปนกันของคลาส (impurity) จนได้ข้อมูลกลุ่มย่อยสุดท้ายที่มีคลาสเดียวกัน ซึ่งกระบวนการนี้ในเชิงเทคนิค คือ การพยายามลดค่า Gini impurity ให้ต่ำที่สุดจนกลายเป็น 0\n","\n","ทั้งนี้ สามารถศึกษา Gini impurity และ classification criteria อื่นๆ ได้เพิ่มเติมจาก\n","[classification criteria](https://scikit-learn.org/stable/modules/tree.html#mathematical-formulation)\n","\n"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":442},"executionInfo":{"elapsed":18,"status":"ok","timestamp":1692639173288,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"153LqmsXz6kX","outputId":"37ffee44-7755-45ff-8aa0-cd1397764954"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดลด้วย default hyperparameters โดยกำหนดค่า `random_state`\n","# เพื่อให้ได้โมเดลเดิมทุกครั้งที่เรียนรู้จากข้อมูลชุดเดิมสำหรับการสอน\n","clf = DTC(random_state=RANDOM_SEED)\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","clf.fit(x, y)\n","\n","# Plot Decision Tree\n","plt.figure(figsize = (10,5))\n","tree.plot_tree(clf, feature_names=['Feature 1','Feature 2'])\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"ZQ_b3OHd84pO"},"source":["พบว่า ต้นไม้มีการตัดสินใจด้วย 2 เงื่อนไข คือ\n","1. Feature 1 มีค่าน้อยกว่า -0.895\n","2. Feature 2 มีค่าน้อยกว่า -0.701\n","\n","โดยเมื่อพิจารณาข้อมูลกลุ่มย่อยที่ปลายกิ่ง พบว่า ค่า impurity (gini) เป็นศูนย์ และ กลุ่มข้อมูลย่อย (samples) อยู่ในคลาสเดียวกัน (ค่า value ไม่เป็นศูนย์ที่คลาสใดคลาสหนึ่ง)\n","\n","ต่อไปเราจะแสดง decision boundary ของโมเดล decision tree นี้"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1692639173288,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"JcCgIhn0jnnx","outputId":"65581646-1862-4010-ffa2-687b8480a09a"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้าง cmap สำหรับแสดงผลตามสีแต่ละ class\n","cmap_2classes = colors.ListedColormap(['b', 'r'])\n","\n","# plot the decision boundary\n","plt.figure(figsize = (5,5))\n","ax = plt.gca()\n","DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2'\n"," )\n","ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=35, edgecolors='k')\n","plt.title('Decision Tree Classification: Decision boundary')\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"oi_X_npDmnw_"},"source":["ภาพแสดง decision boundary ที่มีลักษณะเป็นกล่อง ซึ่งเกิดจากการตัดกันของเงื่อนไขในการจำแนกข้อมูล 2 เงื่อนไขที่แสดงก่อนหน้านี้ จะสังเกตุได้ว่า decision boundary ของโมเดล decision tree แตกต่างจาก decision boundary ของโมเดล logistic และโมเดล SVM ที่พบก่อนหน้านี้อย่างชัดเจน\n","\n","ต่อไปเราจะลองสร้างข้อมูลที่จำแนกคลาสได้ยากขึ้น โดยให้ข้อมูล 2 คลาสกระจายตัวปะปนกัน เพื่อดูโครงสร้างต้นไม้และ decision boundary"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":623,"status":"ok","timestamp":1692639173896,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"97TYVhnYG9Pn","outputId":"1f273ad5-90de-401d-9ffb-314b2ffa6d82"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,-1], [2,1]]\n","std_class = [[1.5,1.5], [1.5,1.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":1917,"status":"ok","timestamp":1692639175810,"user":{"displayName":"Itthi 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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดลด้วย default hyperparameters โดยกำหนดค่า `random_state`\n","# เพื่อให้ได้โมเดลเดิมทุกครั้งที่เรียนรู้จากข้อมูลชุดเดิมสำหรับการสอน\n","clf = DTC(random_state=RANDOM_SEED)\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","clf.fit(x, y)\n","\n","# Plot Decision Tree, showing decision path\n","plt.figure(figsize = (15,10))\n","tree.plot_tree(clf, feature_names=['Feature 1','Feature 2'])\n","plt.tight_layout()\n","plt.show()\n","\n","# plot the decision boundary\n","plt.figure(figsize = (5,5))\n","ax = plt.gca()\n","DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2'\n"," )\n","ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=35, edgecolors='k')\n","plt.title('Decision Tree Classification: Decision boundary')\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"fNGY2zdM9kwR"},"source":["เมื่อให้โมเดล decision tree เรียนรู้จากข้อมูลที่มีความซับซ้อน โมเดลจะสร้างเงื่อนไขจำนวนมากเกิดเป็นต้นไม้ที่มีขนาดใหญ่ เพื่อพยายามจำแนกคลาสให้ได้มากที่สุด ส่งผลให้โมเดลเกิดปัญหา overfitting ซึ่งสามารถสังเกตได้จาก decision boundary ที่มีความซับซ้อนเกินกว่าสิ่งที่ควรจะเป็น"]},{"cell_type":"markdown","metadata":{"id":"lPrU540ZLU_z"},"source":["จะเห็นได้ว่า โมเดล decision tree มีข้อดีที่มีการเรียนรู้ข้อมูลด้วยการสร้างเงื่อนไขตัดสินใจเชิงตรรกะที่เข้าใจได้ง่าย และสามารถอธิบายการทำงานได้ชัดเจนจากโครงสร้างต้นไม้ แต่ในขณะเดียวกัน โมเดลก็มีข้อเสียที่มักเกิด overfitting โดยเฉพาะเมื่อชุดข้อมูลมี noise มาก ซึ่งสามารถแก้ไขเบื้องต้นโดยการปรับค่า hyperparameters ไม่ให้ต้นไม้แตกกิ่งมากจนเกินไป และการทำ pruning ซึ่งเป็นกระบวนการลดขนาดของต้นไม้ โดยตัดกิ่งเงื่อนไขที่ไม่ได้เพิ่มความแม่นยำของโมเดลอย่างมีนัยยะสำคัญออกไป นอกจากนี้ หากเรานำต้นไม้หลายๆ ต้นมาเรียนรู้ข้อมูล แล้วให้มาโหวดคำตอบสุดท้ายร่วมกัน ก็จัดเป็นอีกหนึ่งวิธีที่สามารถลดปัญหา overfitting ลงได้ โดยหนึ่งในโมเดลที่ต่อยอดจากโมเดล decision tree ในลักษณะนี้ คือ โมเดล random forest ที่จะศึกษาในลำดับถัดไป\n","\n","**หมายเหตุ**\n","โมเดล decision tree เป็นพื้นฐานในการพัฒนา machine learning algorithms หลายชนิดที่ใช้อย่างแพร่หลายในปัจจุบัน ผ่านกระบวนการ [ensemble methods](https://scikit-learn.org/stable/modules/ensemble.html) วิธีต่างๆ โดยสามารถศึกษาเพิ่มเติมได้\n"]},{"cell_type":"markdown","metadata":{"id":"u_HOXU7OoOwV"},"source":["# Random Forest\n","\n","\n","\n","[Slides: Random Forest](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_decision_tree_random_forest.pdf)"]},{"cell_type":"markdown","metadata":{"id":"AbMCYffIJWOu"},"source":["![Ensemble_Bagging.jpg](data:image/jpeg;base64,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)\n","\n","กระบวนการ bootstrap aggregating หรือ bagging [ที่มา](https://en.wikipedia.org/wiki/Bootstrap_aggregating)"]},{"cell_type":"markdown","metadata":{"id":"eIzLbeWCHMV9"},"source":["**Random forest** เป็นการทำงานร่วมกันของโมเดล decision tree หลายๆ โมเดล โดยประกอบด้วย 2 ขั้นตอนหลัก คือ (i) โมเดล decision tree แต่ละโมเดลแยกกันเรียนรู้จากชุดข้อมูล และ (ii) ทุกโมเดลกลับมาร่วมกันให้คำตอบ\n","\n","กระบวนการทำงานของ random forest algorithm จึงเริ่มต้นด้วยการสร้างชุดข้อมูลย่อยๆ ตามจำนวนโมเดล decision tree ที่ต้องการพัฒนา โดยใช้วิธีการสุ่มเลือกจุดข้อมูลแบบไม่แยกจุดข้อมูลที่ถูกเลือกออกจากชุดข้อมูลหลัก (เสมือนกับการสุ่มหยิบลูกบอลออกจากกล่อง บันทึกลักษณะ แล้วก็ใส่ลูกบอลคืนลงกล่อง ก่อนที่จะมีการสุ่มหยิบลูกบอลครั้งต่อไป) ทำให้ข้อมูลแต่ละจุดสามารถถูกเลือกได้หลายครั้งหรืออาจจะไม่ถูกเลือกเลย วิธีการนี้ทำให้เราได้ชุดข้อมูลจำนวนมากที่แตกต่างกันแต่มีขนาดที่เท่ากัน โดยวิธีการสุ่มเลือกแบบนี้ มีชื่อเรียกเฉพาะว่า **bootstrapping** (random sampling with replacement) ในขณะที่โมเดล decision tree เรียนรู้จากชุดข้อมูลที่ได้รับ จะมีการสุ่มเลือก features จำนวนหนึ่งให้โมเดลเลือกใช้ในการสร้างเงื่อนไขแตกกิ่งในแต่ละครั้ง เพื่อให้แต่ละโมเดลตั้งเงื่อนไขที่มีความหลากหลาย หลังจากนั้น เราจะให้โมเดลมาร่วมโหวดคำตอบสุดท้ายร่วมกัน\n","\n","กระบวนการที่กล่าวมานี้ เป็นหนึ่งใน ensemble methods ที่เรียกว่า **bagging** หรือ **bootstrap aggregating** การทำ bagging ช่วยลดความผิดพลาดในการทำนายจาก overfitting โดยใช้ประโยชน์จากการเพิ่มความหลากหลายของโมเดลต้นไม้ที่สร้างขึ้น โดยส่วนที่ overfitting ของแต่ละโมเดลมักจะหักล้างกัน แต่ส่วนที่เป็น pattern หรือ ความรู้ที่แท้จริงจากชุดข้อมูล จะยังคงอยู่ ส่งผลให้โมเดล random forest สามารถให้คำตอบที่มีความถูกต้องและลดปัญหา overffiting ได้ดี\n","\n","โมเดล Random Forest สามารถนำไปใช้งานได้ทั้งการจำแนกหมวดหมู่ (classification) และการทำนายค่า (regression) โดยใน tutorial นี้ เราจะแสดงการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่ผ่านการเรียกใช้ [RandomForestClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html) ในไลบรารี่ `scikit-learn`"]},{"cell_type":"markdown","metadata":{"id":"8JOqqAN4uRfn"},"source":["## Random Forest เมื่อปรับจำนวนต้นไม้ ด้วยพารามิเตอร์ `n_estimators`\n","\n","จากชุดข้อมูลที่สร้างขึ้นก่อนหน้านี้ เราจะมาดูผลของการปรับค่า `n_estimators` ต่อความแม่นยำของโมเดลบน training data และระยะเวลาที่ต้องใช้ในการพัฒนาโมเดล"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":487},"executionInfo":{"elapsed":1525,"status":"ok","timestamp":1692639177331,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"T77VffIsYmw3","outputId":"a14877d7-c159-4b7c-aa86-a50e2522c18d"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["import time\n","\n","# กำหนดช่วงค่าต้นไม้ หรือ n_estimators\n","n_estimators = [5,10,50,100,200,300]\n","\n","# สร้างโมเดลด้วค่า C ต่างๆ ให้โมเดลเรียนรู้จากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","# แล้วทดสอบโมเดลด้วย accuracy score จาก training data\n","accuracy = []\n","runtimes = []\n","for n in n_estimators:\n"," start_time = time.time() # เริ่มจับเวลา\n","\n"," # สร้างชุดโมเดล โดยกำหนดค่า `random_state`\n"," # เพื่อให้ได้โมเดลเดิมทุกครั้งที่เรียนรู้จากข้อมูลชุดเดิมสำหรับการสอน\n"," clf = RFC(n_estimators=n, random_state=RANDOM_SEED)\n","\n"," # สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n"," clf.fit(x, y)\n","\n"," runtimes.append((time.time() - start_time)) # หยุดจับเวลา\n","\n"," # ทำนายค่า y โดยใช้โมเดล\n"," prediction = clf.predict(x)\n","\n"," # คำนวณ accuracy score\n"," accuracy.append(accuracy_score(y, prediction))\n","\n","# แสดงผล\n","fig, ax1 = plt.subplots()\n","ax1.plot(n_estimators, accuracy, 'bo-', label='Accuracy')\n","ax1.set_xlabel('n_estimators')\n","ax1.set_ylabel('[Training Data] Accuracy Score')\n","ax1.legend(loc='lower center', bbox_to_anchor=(0.65, 0))\n","\n","ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n","plt.plot(n_estimators, runtimes, 'rv--', label='Runtime')\n","ax2.set_ylabel('Runtime (seconds)')\n","ax2.legend(loc='lower right')\n","\n","plt.title('Random Forest Classifier')\n","#plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"PDoquKUTkWw5"},"source":["ค่า accuracy score ในที่นี้คำนวณจากความแม่นยำของโมเดลในการจำแนก training data โดยเรามีจุดประสงค์เพื่อวัดความสามารถของโมเดลในการเรียนรู้และจำแนกข้อมูลเดิมที่โมเดลได้เรียนรู้มาแล้ว ค่า accuracy score นี้จึงมักมีค่าสูงและสะท้อน varience ของโมเดลว่าเพียงพอต่อการเรียนรู้ชุดข้อมูลมากน้อยเพียงใด ก่อนที่โมเดลจะถูกนำไปใช้จำแนกชุดข้อมูลที่โมเดลไม่เคยได้เรียนรู้มาก่อน\n","\n","การเพิ่มค่า `n_estimators` หรือจำนวนต้นไม้ ส่งผลให้เพิ่มระยะเวลาการคำนวณอย่างมีนัยยะสำคัญ ดังนั้น เราจึงควรเลือกค่า `n_estimators` ที่ให้ accuracy สูง โดยไม่ใช้เวลาในการพัฒนาโมเดลมากจนเกินไป"]},{"cell_type":"markdown","metadata":{"id":"Y_ppNQjoBYPL"},"source":["ต่อไปเราจะพัฒนาโมเดล random forest โดยกำหนด `n_estimators = 100` ซึ่งเป็นค่า default ของ `n_estimators` ในไลบรารี่ `scilkit-learn` แล้วมาลองดูตัวอย่าง decision path จากโมเดล decision tree จำนวน 3 โมเดลแรกจากทั้งหมด 100 โมเดลที่ประกอบเป็นโมเดล random forest และลักษณะของ decision boundary จากโมเดล random forest นี้"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":11155,"status":"ok","timestamp":1692639188479,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"NrQ0Gcdo_Dn5","outputId":"5834a2eb-af8a-4e09-8c9c-3fdf671ba4a6"},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of Decision Trees: 100\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดลด้วย default hyperparameters โดยกำหนดค่า `random_state`\n","# เพื่อให้ได้โมเดลเดิมทุกครั้งที่เรียนรู้จากข้อมูลชุดเดิมสำหรับการสอน\n","clf = RFC(n_estimators=100, random_state=RANDOM_SEED)\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","clf.fit(x, y)\n","\n","# แสดงจำนวนต้นไม้\n","print('Number of Decision Trees:', clf.n_estimators)\n","\n","# Plot Decision Tree แสดง decision path ของต้นไม้ 3 ต้นแรกจากโมเดล random forest\n","for i in range(3):\n"," plt.figure(figsize = (15,10))\n"," tree.plot_tree(clf.estimators_[i], feature_names=['Feature 1','Feature 2'])\n"," plt.tight_layout()\n","plt.show()\n","\n","# plot the decision boundary\n","plt.figure(figsize = (5,5))\n","ax = plt.gca()\n","DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2'\n"," )\n","ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=35, edgecolors='k')\n","plt.title('Random Forest Classification: Decision boundary')\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"bEkqhV9bfSWQ"},"source":["จะสังเกตได้ว่า decision boundary ของโมเดล random forest ยังมีลักษณะค่อนข้าง overfitting นั่นเป็นเพราะโมเดล decision tree มี default criteria ให้แตกกิ่งต้นไม้จนกว่า Gini impurity เป็น 0 ต้นไม้จึงมีขนาดใหญ่โดย terminal node มีจำนวนข้อมูลน้อยมาก เช่น decision node ล่างสุดที่โมเดลสร้างเงื่อนไขขึ้นเพียงเพื่อจำแนก 2 จุดข้อมูลออกจากกัน \n","\n","ทั้งนี้ เราสามารถลดปัญหา overfitting ได้ด้วยการควบคุมขนาดต้นไม้ ผ่านการปรับ hyperparameters ต่างๆ เช่น `max_depth`, `min_samples_split`, `min_samples_leaf`, `min_impurity_decrease`, `ccp_alpha` เป็นต้น ซึ่งสามารถศึกษาความหมายเพิ่มเติมได้จากเว็บไซต์ของ `scikit-learn` [link](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html)\n","\n","โดยในที่นี้เราจะลองควบคุมขนาดต้นไม้ด้วยค่า `max_depth` ต่อไป"]},{"cell_type":"markdown","metadata":{"id":"uPfPeSkwunJ3"},"source":["## Random Forest เมื่อควบคุมขนาดต้นไม้ ด้วยพารามิเตอร์ `max_depths`\n","\n","ค่า default ของ `max_depth = None` ซึ่งหมายความว่า ต้นไม้จะสร้างเงื่อนไขแตกกิ่งไปจนกว่าข้อมูลในกลุ่มย่อยเป็นคลาสเดียวกันทั้งหมด ทำให้ต้นไม้มีขนาดใหญ่และเกิด overfitting ได้ง่าย โดยเราสามารถกำหนดจำนวนชั้นของ decision node ควบคุมความลึกของต้นไม้ ได้ด้วยการปรับค่า `max_depths` ด้วยจำนวนเต็มบวก"]},{"cell_type":"markdown","metadata":{"id":"7SdfZqAKUu2f"},"source":["จากตัวอย่างก่อนหน้านี้ เราจะลองควบคุมขนาดต้นไม้โดยกำหนดให้ `mex_depth = 3` โดยยังคงจำนวนต้นไม้ที่ค่า default (`n_estimators = 100`) และแสดง decision path จากโมเดล decision tree จำนวน 3 โมเดลแรกจากทั้งหมด 100 โมเดลของ random forest ว่าจะเป็นอย่างไร"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":4458,"status":"ok","timestamp":1692639192935,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"RAlYlT4PT5uC","outputId":"c4918712-8700-4cec-9f0d-6ca65ebaf1e7"},"outputs":[{"data":{"image/png":"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","text/plain":["
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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","clf = RFC(n_estimators=100, max_depth=3, random_state=RANDOM_SEED)\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","clf.fit(x, y)\n","\n","# Plot Decision Tree แสดง decision path ของต้นไม้ 3 ต้นแรกจากโมเดล random forest\n","for i in range(3):\n"," plt.figure(figsize = (8,5))\n"," tree.plot_tree(clf.estimators_[i],feature_names=['Feature 1','Feature 2'])\n"," plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"UxaNq5k9VJG5"},"source":["จะสังเกตได้ว่า แต่ละ decision tree จะประกอบไปด้วย decision node จำนวน 3 ชั้น โดย terminal node ส่วนใหญ่ยังคงมีการปะปนกันของคลาส"]},{"cell_type":"markdown","metadata":{"id":"SLdel2MkcJdE"},"source":["เราจะลองปรับค่า `n_estimators` และ `max_depth` ควบคู่กันไป เพื่อดูลักษณะของ decision boundary ว่าเปลี่ยนไปอย่างไร"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":586},"executionInfo":{"elapsed":4628,"status":"ok","timestamp":1692639197559,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"0iTVQib8N1cv","outputId":"06763ed6-01d7-41bc-8f62-08541f21f52d"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","models = [RFC(n_estimators=5, max_depth=1, random_state=RANDOM_SEED),\n"," RFC(n_estimators=5, max_depth=3, random_state=RANDOM_SEED),\n"," RFC(n_estimators=5, max_depth=7, random_state=RANDOM_SEED),\n"," RFC(n_estimators=100, max_depth=1, random_state=RANDOM_SEED),\n"," RFC(n_estimators=100, max_depth=3, random_state=RANDOM_SEED),\n"," RFC(n_estimators=100, max_depth=7, random_state=RANDOM_SEED)\n"," ]\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = [clf.fit(x, y) for clf in models]\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['RFC: n_estimators=5, max_depth=1',\n"," 'RFC: n_estimators=5, max_depth=3',\n"," 'RFC: n_estimators=5, max_depth=7',\n"," 'RFC: n_estimators=100, max_depth=1',\n"," 'RFC: n_estimators=100, max_depth=3',\n"," 'RFC: n_estimators=100, max_depth=7',\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(2,3, figsize=(4*3, 4*2))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=30, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"fI0IWwcAgwp5"},"source":["จะเห็นได้ว่า ในขณะที่การใช้ค่า `n_estimators` สูงสามารถช่วยลดการเกิด overfitting แต่การใช้ค่า `max_depths` ที่สูงเกินไปจะทำให้เกิด overfitting ในขณะเดียวกัน การใช้ค่า `n_estimators` และ `max_depths` น้อยเกินไป เป็นการจำกัดความสามารถของโมเดล ทำให้ไม่สามารถเรียนรู้ข้อมูลได้ดีพอ (underfitting) ดังนั้น การปรับค่า `n_estimators` และ `max_depths` ควบคู่กันไปจึงมีความสำคัญมาก"]},{"cell_type":"markdown","metadata":{"id":"m3CUuB_2PAHJ"},"source":["## Random Forest เมื่อลดขนาดต้นไม้ (pruning) ด้วยพารามิเตอร์ `ccp_alpha`\n","\n","อีกวิธีการหนึ่งในการลดปัญหา overfitting ของโมเดลตระกูลต้นไม้ คือ การ pruning เพื่อลดขนาดต้นไม้ โดยดำเนินการหลังจากสร้างต้นไม้เสร็จแล้ว กระบวนการ pruning มีพื้นฐานอยู่บนการรักษาสมดุลระหว่างประสิทธิภาพของโมเดลและความซับซ้อนของโมเดล (model complexity เกี่ยวข้องกับขนาดของต้นไม้) คล้ายคลึงกับการทำงานของ regularization ของโมเดล logistic และ โมเดล SVM ที่ได้เรียนก่อนหน้านี้\n","\n","ในไลบรารี่ `scikit-learn` เราสามารถทำ pruning ผ่านการปรับค่า complexity parameter `ccp_alpha` หรือใช้สัญลักษณ์ $α$ ในสมการ\n","\n","$$\n","R(T) + α|\\tilde{T}|\n","$$\n","\n","เมื่อ $R(T)$ คือ ผลรวมของค่า sample-weighted impurity ที่ terminal node ซึ่งเป็นพจน์ที่เกี่ยวข้องกับประสิทธิภาพของโมเดล โดยพยายามลดความปะปนของคลาสให้เหลือน้อยที่สุด เพื่อให้โมเดลให้คำตอบที่ถูกต้องที่สุดสำหรับจุดข้อมูลใน training data และ $|\\tilde{T}|$ คือ จำนวน terminal node ของต้นไม้ ที่เกี่ยวข้องกับ complexity ของโมเดล\n","\n","- เมื่อกำหนดค่า $α = 0$ ไม่มีการ pruning ซึ่งเป็นค่า default ของไลบรารี่\n","- เราสามารถให้โมเดลทำการ pruning โดยกำหนดค่า $α > 0$ เป็นการให้ความสำคัญกับขนาดของต้นไม้ ส่งผลให้โมเดลมีการคัดเลือกตัดกิ่งเงื่อนไขที่เพิ่ม complexity ของโมเดลมาก แต่ลด impurity ในการจำแนกคลาสได้น้อย ออกไป ส่งผลให้ต้นไม้มีขนาดเล็กลง ซึ่งช่วยลดปัญหา overfitting\n"," - ถ้าหากเราเพิ่มค่า $α$ มากจนเกินไป โมเดลจะโฟกัสกับการลด complexity ของโมเดล จนทำให้เราได้โมเดลที่ไม่มีความสามารถเพียงพอที่จะเรียนรู้จากข้อมูล training data (underfitting)\n","\n","\n","(ข้อมูลเพิ่มเติม [Minimal Cost-Complexity Pruning](https://scikit-learn.org/stable/modules/tree.html#minimal-cost-complexity-pruning))"]},{"cell_type":"markdown","metadata":{"id":"Y42KyPIhnELb"},"source":["เราจะลองกำหนดค่า `ccp_alpha` หลายๆ ค่า เพื่อดูขนาดต้นไม้หลังผ่านกระบวนการ pruning โดยจะสุ่มเลือกต้นไม้หนึ่งต้นจากโมเดล random forest มาดู decision path ว่า โครงสร้างต้นไม้หลัง pruning มีลักษณะอย่างไร โดยใช้ค่า default hyperparameters ของโมเดลที่อนุญาติให้ต้นไม้สามารถแตกกิ่งได้จนกว่าจะสามารถแยกคลาสออกจากกันอย่างสมบูรณ์ ซึ่งพบลักษณะ overfitting ในตัวอย่างที่ผ่านมา"]},{"cell_type":"code","execution_count":11,"metadata":{"executionInfo":{"elapsed":1519,"status":"ok","timestamp":1692639199072,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"AephCh34AZXE"},"outputs":[],"source":["# สร้างชุดโมเดล\n","models = [RFC(n_estimators=100, max_depth=None, ccp_alpha=0, random_state=RANDOM_SEED),\n"," RFC(n_estimators=100, max_depth=None, ccp_alpha=0.05, random_state=RANDOM_SEED),\n"," RFC(n_estimators=100, max_depth=None, ccp_alpha=0.2, random_state=RANDOM_SEED)\n"," ]\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","fit_models = [clf.fit(x, y) for clf in models]"]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":299},"executionInfo":{"elapsed":4887,"status":"ok","timestamp":1692639203955,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"_Mq_1WyRAXDT","outputId":"8c9a3460-9512-4212-8b85-014f28da1540"},"outputs":[{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"}],"source":["# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['RFC: ccp_alpha=0',\n"," 'RFC: ccp_alpha=0.05',\n"," 'RFC: ccp_alpha=0.2'\n"," ]\n","\n","# Plot Decision Tree แสดง decision path ของต้นไม้ 1 ต้นที่สุ่มเลือกจากโมเดล random forest\n","i = np.random.randint(100)\n","fig, axes = plt.subplots(1,3, figsize=(15, 5))\n","for clf, title, ax in zip(fit_models, titles, axes.flatten()):\n"," tree.plot_tree(clf.estimators_[i], feature_names=['Feature 1','Feature 2'], ax=ax)\n"," ax.set_title(title+', Tree index = {}'.format(i))\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"_G4iTYhknhVG"},"source":["จะสังเกตเห็นว่า เมื่อเราใช้ค่า `ccp_alpha` มากเกินไป ทำให้ต้นไม้ลดขนาดเกินพอดีจนเหลือความลึกของ decision node เพียง 1 ชั้น\n","\n","ทั้งนี้ นักเรียนสามารถ run cell ด้านบนซ้ำได้ เพื่อสุ่มเลือกดูโครงสร้างต้นไม้ต้นอื่นในโมเดล random forest\n","\n","ต่อไปเราจะมาดูลักษณะ decision boundary ของโมเดล random forest นี้กัน"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"executionInfo":{"elapsed":827,"status":"ok","timestamp":1692639204777,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"2yB0F2eJM02e","outputId":"288ff653-9bf3-4c56-adfd-ac61efb59a95"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['RFC: ccp_alpha=0',\n"," 'RFC: ccp_alpha=0.05',\n"," 'RFC: ccp_alpha=0.2'\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,3, figsize=(12, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"TbydGc4YodIz"},"source":["ตัวอย่างนี้ แสดงให้เห็นถึงปัญหาเมื่อเรากำหนดค่า `ccp_alpha` มากเกินไป ส่งผลให้โมเดลไร้ความซับซ้อนในการสร้างเงื่อนไขจำแนกชุดข้อมูล decision boundary มีลักษณะ underfitting สอดคล้องกับ decision path ที่เราพบก่อนหน้านี้"]},{"cell_type":"markdown","metadata":{"id":"ASiXinso96ZA"},"source":["## Random Forest Classification Pipeline\n","\n","ต่อไปเราจะลองพัฒนาโมเดล random forest อย่างครบกระบวนการ ด้วยชุดข้อมูลที่จะสร้างขึ้น"]},{"cell_type":"markdown","metadata":{"id":"3H6G4zaql__3"},"source":["### Generate 3-class Dataset"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":1208,"status":"ok","timestamp":1692639205979,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"G67JIqDH2I0H","outputId":"7ed9f683-ce42-4a95-def5-859c6ce72ec2"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 3\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,2], [1,0], [2,1]]\n","std_class = [[0.5,0.5], [0.75,0.75],[0.75,0.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 200\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่สร้างขึ้น\n","plt.figure(figsize = (5,5))\n","color_list = ['b','r','g']\n","cmap_3classes = colors.ListedColormap(color_list)\n","for label in range(n_classes):\n"," plt.scatter(x[y==label, 0], x[y==label, 1], c=color_list[label], label='Class '+str(label))\n","\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated 3-class dataset')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"h78ujwPeY19o"},"source":["ข้อมูลที่สร้างขึ้นมีประกอบด้วย 2 features และ 3 classes (class: 0, 1, 2) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 200 จุด เราจะพัฒนาโมเดล random forest เพื่อจำแนกข้อมูลแต่ละคลาสออกจากกัน\n","\n","เมื่อสังเกตการกระจายตัวของข้อมูล พบว่า class 0 มีการกระจายข้อมูลแบ่งแยกออกมาอย่างเห็นได้ชัด ในขณะที่ class 1 และ class 2 จะกระจายตัวอยู่ร่วมกัน"]},{"cell_type":"markdown","metadata":{"id":"7fE3HUJqKaCF"},"source":["### แบ่งข้อมูลเป็น training data และ test data\n","\n","โดยใช้ [train_test_split](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html) จากไลบรารี่ `scikit-learn`\n","\n","ในตัวอย่างนี้เราจะใช้ default value ซึ่งจะ shuffle ข้อมูลก่อนแบ่งข้อมูล และ ไม่ stratify (ไม่กำกับสัดส่วนของคลาสใน training data และ test data)\n","\n","อย่างไรก็ดี ในกรณีที่ข้อมูลประกอบด้วยคลาสต่างๆ ที่มีสัดส่วนต่างกันอย่างมาก (imbalanced dataset) การทำ stratify มีความจำเป็นอย่างมากเพื่อคงสัดส่วนของแต่ละคลาส ใน training data และ test data"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1692639205979,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Sdb-YV5Umpu5","outputId":"277441df-bc93-41d4-a964-0bd01f25a5fb"},"outputs":[{"name":"stdout","output_type":"stream","text":["Train set: จำนวนข้อมูล แบ่งกลุ่มตาม class label\n","[[ 0. 169.]\n"," [ 1. 155.]\n"," [ 2. 156.]]\n","Test set: จำนวนข้อมูล แบ่งกลุ่มตาม class label\n","[[ 0. 31.]\n"," [ 1. 45.]\n"," [ 2. 44.]]\n"]}],"source":["# สร้าง training data และ test data โดยแบ่งจากชุดข้อมูล x,y\n","x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2,\n"," stratify=None,\n"," shuffle=True,\n"," random_state=RANDOM_SEED)\n","\n","print('Train set: จำนวนข้อมูล แบ่งกลุ่มตาม class label')\n","unique, counts = np.unique(y_train, return_counts=True)\n","print(np.asarray((unique, counts)).T)\n","\n","print('Test set: จำนวนข้อมูล แบ่งกลุ่มตาม class label')\n","unique, counts = np.unique(y_test, return_counts=True)\n","print(np.asarray((unique, counts)).T)"]},{"cell_type":"markdown","metadata":{"id":"m_fWWAGVVocW"},"source":["### ทำการ standardize ข้อมูลทั้งหมด\n","ใช้ mean และ standard deviation (SD) จาก training data ในการ standardize test set เพื่อป้องกัน information leak"]},{"cell_type":"code","execution_count":16,"metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1692639205980,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"hIyY2W9cVnw_"},"outputs":[],"source":["# สร้าง standardized scaler จาก features ใน training data\n","x_scaler = StandardScaler().fit(x_train)\n","\n","# scale ค่า features ใน training data และ test data\n","x_train = x_scaler.transform(x_train)\n","x_test = x_scaler.transform(x_test)"]},{"cell_type":"markdown","metadata":{"id":"h1wlV_AgVU8h"},"source":["### เทรนโมเดล ด้วย base model (default hyperparameter)"]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":723},"executionInfo":{"elapsed":1677,"status":"ok","timestamp":1692639207654,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Pdk_i0enOkGe","outputId":"2fe1253f-5fd8-44a8-e6d8-e992c68e19a9"},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 169\n"," 1.0 1.00 1.00 1.00 155\n"," 2.0 1.00 1.00 1.00 156\n","\n"," accuracy 1.00 480\n"," macro avg 1.00 1.00 1.00 480\n","weighted avg 1.00 1.00 1.00 480\n","\n","\n","Test Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 31\n"," 1.0 0.80 0.91 0.85 45\n"," 2.0 0.89 0.77 0.83 44\n","\n"," accuracy 0.88 120\n"," macro avg 0.90 0.89 0.89 120\n","weighted avg 0.89 0.88 0.88 120\n","\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n","\n","# สร้างโมเดล\n","base_clf = RFC(random_state=RANDOM_SEED)\n","\n","# สอนโมเดลด้วย training data\n","base_clf.fit(x_train,y_train)\n","\n","# ให้โมเดลทำนาย training data\n","y_pred = base_clf.predict(x_train)\n","\n","# แสดงผล classification ของโมเดลจาก training data\n","print('Training Set: Classification report')\n","print(classification_report(y_train, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของ training data\n","cm = confusion_matrix(y_train, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax1)\n","ax1.set_title('[Training Data] \\nConfusion Matrix: base model')\n","\n","# ให้โมเดลทำนาย test data\n","y_pred = base_clf.predict(x_test)\n","\n","# แสดงผล classification ของโมเดล\n","print('\\nTest Set: Classification report')\n","print(classification_report(y_test, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของ test set\n","cm = confusion_matrix(y_test, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax2)\n","ax2.set_title('[Test Set] \\nConfusion Matrix: base model')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"RLkyePoad1br"},"source":["### ปรับแต่งโมเดล (Hyperparameter Tuning) ด้วย [GridSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV) และ train โมเดล\n","\n","โดยเราจะปรับแต่งโมเดล โดย tune 2 hyperparameters ที่สำคัญของ random forest ได้แก่\n","1. `n_estimators`\n","2. `max_depth`\n","3. `ccp_alpha`\n","\n","ในไลบรารี่ `scikit-learn` ยังมีวิธีการอื่นๆ ในการปรับแต่งโมเดล เช่น\n","- [CrossValScore](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html#sklearn.model_selection.cross_val_score)\n","- [RandomizedSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html)\n","\n"]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":758},"executionInfo":{"elapsed":32361,"status":"ok","timestamp":1692639240013,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Ayu2fEKRek8i","outputId":"4b963021-51d8-443f-e640-e81b190c8a91"},"outputs":[{"name":"stdout","output_type":"stream","text":["Best hyperparameters: {'ccp_alpha': 0, 'max_depth': 3, 'n_estimators': 100}\n","Best cross-validation score: 0.90\n","Training Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 169\n"," 1.0 0.91 0.81 0.86 155\n"," 2.0 0.83 0.92 0.87 156\n","\n"," accuracy 0.91 480\n"," macro avg 0.91 0.91 0.91 480\n","weighted avg 0.92 0.91 0.91 480\n","\n","\n","Test Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 31\n"," 1.0 0.93 0.84 0.88 45\n"," 2.0 0.85 0.93 0.89 44\n","\n"," accuracy 0.92 120\n"," macro avg 0.93 0.93 0.93 120\n","weighted avg 0.92 0.92 0.92 120\n","\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n","\n","# กำหนดช่วงค่า hyperparameters ในรูปแบบ dictionary\n","clf_params = {'n_estimators': [10, 50, 100, 200],\n"," 'max_depth': [3, 5, None],\n"," 'ccp_alpha': [0, 0.01, 0.1]\n"," }\n","# แบ่งข้อมูล training data ด้วย 5-fold cross-validation เพื่อ tune hyperparameter\n","cv_splitter = KFold(n_splits=5, shuffle=True, random_state=RANDOM_SEED)\n","\n","# ใช้ GridSearchCV เพื่อสอนโมเดลจากชุดค่า hyperparameters จาก clf_params\n","# และคำนวณค่า accuracy ของแต่ละโมเดล เพื่อเลือกชุด hyperparameters ที่ดีที่สุด\n","# โดยใช้เทคนิค cross-validation ในการแบ่งกลุ่ม validation data จาก training data\n","tuned_clf = GridSearchCV(estimator=base_clf, param_grid=clf_params,\n"," scoring=['accuracy'], refit='accuracy', cv=cv_splitter)\n","\n","# fit โมเดลด้วย training data และ ให้โมเดลทำนายค่า y จาก training data\n","tuned_clf.fit(x_train, y_train)\n","y_pred = tuned_clf.predict(x_train)\n","\n","# แสดงผล hyperparameters ที่ดีที่สุด และ cross-validation score\n","print('Best hyperparameters: {}'.format(tuned_clf.best_params_))\n","print(\"Best cross-validation score: {:.2f}\".format(tuned_clf.best_score_))\n","\n","# แสดงผล classification ของโมเดลจาก training data\n","print('Training Set: Classification report')\n","print(classification_report(y_train, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของโมเดลจาก training data\n","cm = confusion_matrix(y_train, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax1)\n","ax1.set_title('[Training Data] \\nConfusion Matrix: tuned model')\n","\n","# ให้โมเดลทำนายค่า y จาก test data\n","y_pred = tuned_clf.predict(x_test)\n","\n","# แสดงผล classification ของโมเดล จาก test data\n","print('\\nTest Set: Classification report')\n","print(classification_report(y_test, y_pred))\n","# คำนวนและแสดงผล confusion matrix จาก test data\n","cm = confusion_matrix(y_test, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax2)\n","ax2.set_title('[Test Set] \\nConfusion Matrix: tuned model')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"Tn0RE9gT8tV8"},"source":["จะสังเกตได้ว่า เมื่อมีการปรับจูน hyperparameters ของโมเดลให้มีความเหมาะสมแล้ว เราได้โมเดลที่เรียนรู้จากข้อมูลชุดเดิม แล้วสามารถทำนาย test set ได้ค่า accuracy ที่สูงขึ้น โดยเมื่อพิจารณา Confusion Matrix จะพบว่า โมเดลสามารถจำแนกข้อมูล class 1 และ class 2 ได้ดีขึ้น"]},{"cell_type":"markdown","metadata":{"id":"2nRrg2ymDtOv"},"source":["### Decision Boundary\n","\n","เราจะมาลองดู decision boundary ของโมเดลบน training data และ test data"]},{"cell_type":"code","execution_count":19,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"elapsed":878,"status":"ok","timestamp":1692639240885,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"fZFsZZ0VDuoh","outputId":"3f11058a-ca53-492f-f74c-5e86d5a5c0c0"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot the decision boundaries\n","fig, axes = plt.subplots(1,2, figsize=(7, 4))\n","titles = ['[Training Data] \\nRandom Forest: Decision boundary', '[Test Data] \\nRandom Forest: Decision boundary']\n","for x, y, title, ax in zip([x_train, x_test], [y_train, y_test], titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(tuned_clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_3classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_3classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"mJWBuSd-QS-w"},"source":["แสดง decision boundary ของโมเดล random forest เมื่อ `n_estimators = 100`, `max_depth = 3` และ `ccp_alpha = 0` ซึ่งเป็นโมเดลที่ได้รับการปรับจูนให้เหมาะสมกับการเรียนรู้จากชุดข้อมูลนี้"]},{"cell_type":"markdown","metadata":{"id":"F0GQAeCRsUbP"},"source":["### Impurity-based Feature Importances\n","\n","โมเดล random forest สามารถคำนวณค่า relative feature importance ของแต่ละ feature ได้ บนหลักการที่ว่า feature ที่สำคัญ คือ feature ที่ช่วยจำแนกคลาสได้ดี หรือ ลดการปะปนของคลาสในข้อมูลได้มาก (ลด impurity) โดยผลรวมของ relative feature importance จากทุก features จะเท่ากับ 1"]},{"cell_type":"code","execution_count":20,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1692639240886,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"0m9HGU36qyIf","outputId":"7e187592-957c-46e7-a003-429685b7bfff"},"outputs":[{"name":"stdout","output_type":"stream","text":["Relative Feature Importances:\n","Feature 1: 0.88\n","Feature 2: 0.12\n"]}],"source":["# หาค่า feature importances\n","importances = clf.feature_importances_\n","\n","# แสดงค่า feature importances\n","print('Relative Feature Importances:')\n","print('Feature 1: {:.2f}'.format(importances[0]))\n","print('Feature 2: {:.2f}'.format(importances[1]))"]},{"cell_type":"markdown","metadata":{"id":"eCwlQEFgr4Wq"},"source":["Feature 1 ค่อนข้างมีความสำคัญอย่างมากในการจำแนกคลาส เมื่อเทียบกับ Feature 2 ซึ่งสอดคล้องกับ scatter plot แสดงการกระจายตัวของชุดข้อมูลบน feature space และ decision boundary ที่พบก่อนหน้านี้"]},{"cell_type":"markdown","metadata":{},"source":["**ผู้จัดเตรียม code ใน tutorial**: ดร. กนกกร พิมพ์เจริญ"]}],"metadata":{"colab":{"provenance":[],"toc_visible":true},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}