Last Week’s Work Review#
We have the Goyal’s code and we can directly test their model and our baseline
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2KL193ngiqg12yJiDH4bw+D2Nlm45qLF/v/qafJrxuBWcpeaKoACuOYOWAlIK5SiIofGzwRhcZOhHR3LtmKaM/j9J0y2vO9Z69ZqP4Ko3UkGLexL1+U7O0+yKZZB9Dw0NBdkewbMFlw00vKHbhtiw37xANvtixAYOeEERG9wDEZPCufYK0nH6DvqP7pzJh28eiAW5I5gKKaMPGGAslvygAU14z7zdpsqrXwajbgmt8F+Z/ivDwgux9KSFtt1azUeGKNM//c1cknW3BU1itcFMZt00CuRCDDOI926oU3GBbLy6WxeHxSKQcTI73/zdTZiRYUDLdLpl2iOm+auIfl47paUmMqNAla6TG7EpN8kymVsDNy7X0MvQEC0XPrahv8DH0ylk4CNo0TjQ5Daj6bSiXY7JNW25nDmhN4n+X7BwfexJXktFASjtOMQwybjLoKkF5+1Ckc3p9v1Dxl0TNv/ubdqqAtqgqJZnt5e1XKMSQJ7prYsFPkozaCNcWcg6otO9v0cuv9DGSvF52MG0O5FImgwsqclcJX6/iTNW/xzEKqN/65fa9sdt7enNu+Xn7qsNe7/NBLSxkWHMvV+8sV4WyXUH9DRTx95X11tM7zNHzG14HeQwmvfGSFzVVKgg54m6loMgLl7tLafiM5uSwzTdcPmZPTJZPjUvzhK7FJ3NyQjyzVOiQbt2BpxEjWuSGgYAAe9t7epwwDpxWMbKAzS3flccbHd7DTsaIvUK5gTJKmcLF7ZZ7jcTSz0XEyGoC5rzKXqHA6pjt4dqW4QqYXQoNNk4n9TMboUHOdW0kKhARNtIo5avsKlv4sWcF5fc7k7s+h+XbmA6IIliKoH9vpPr3+shks6Ts1Xh09w5gY7YDbrP5oEsSAxDTTTRYwdQZiuR9VJq5plOOP7L7VM/hvoFsDP8QbzHyEcVX8mRr+K1oLKsqxQ1phJpaB8u6JP1SXlz0663yWpofva/8LBRfOKIFUWbktoWgc3eOJBY0wvWwZuVfrGQv6xZ6SMaGhQv7kG1Rb25t2yMBsN+mSv0+BnKfWgcOfc2oyygwm4DF2dUx/aJBQpWxNmASp1cTlMXrmKAfI9rOv5FtciXb9SNEy5sRvlm2h2yH8ieCYHu5l0Ms61yxagrmOaIgAADG4NGxL0H3JHbKASRQVCNaIJXaD/iP/6MrWU9j3Ewx4vF/vDbdMhhzApsjHHj6sO7t2TFYXFynz+x/BWD/dyPl015bgud788q6Y7q/bnzex8UmRhbTdQ7qoar43FL+rUUYuUrmJG8cTp98AxQVI994IeckI+VR69pudSr12w1O2SnYN4f94L9PTRXCySgsv9Iim5vhKn8AoDRRjeEby8qMeRh57XBZokpcs2niuUkgy85MdW7YGwUApHZVen/lYxegqzBBaPGQswTBby2rGLOIMr5wOkuWTg44MJ+STptOPwtuIQ4qnyFGrd3t6g4qudUC4+M7ChpueIElzCNxRG2tWaXPDV7fY110VlHnrNRPdLG+XboF+oluoCNhtBYp9w1vlRizaPJzksSID6oeBdIZisOR8jgokZv5HVk3hAgUCnBhm+HvS9YwpiddmveNfJvclnOoeW3974sX+c4e8ggMWxhUH6CL9J2i0OqFMysRIKlQBL/7Bkw42SAVRfK0xHVhK36p4fBrwYdqQNPq9Wygi+oVmvc2LosvKP04f4AR5isApOqnOEaJaobkuaG2lVajLh+p04Z+xWKnfx1VWGakAlrVeNrHMwGHUcLQWuTuqKDWjousSh4MyrB5cU/GF8bQkMRuwhiIJMgJ7PKxiU7FpTqQArUSdwDbsVI4Md1Pz9eUgwfVhN7d3BC7zkfQiJdIQO2REtP9k+rvvX6vbexP2WItnTWPGofDiTuPOEXvQOoGwq5DKdrVZz1OBNZbcvppfDXjc0VtGLnRIpeS64Md7CWkuqzRUGuxrpsqLzdmG3Bdr0wj10uPsReeuogqq0oSosB3RgDKYkLPp/WpB8D3E9wmtIFSrw6XK2t00DdTpBY8P3eQWnEZG0ftO6E9qBylBY+YTaPJrKYb9VI/IYiLGPZ+y0phRryAq3RhtLZnvhfBF1Q+0wZGpWplTDHSg/gm0VU127B+FuRp0S/EEH36BiUtzc42WIH80ur3tIIYbTYY5nmwCm9MWZCyFXYz3lkeb+iO89gPXfGh/LqsfotvPxE5NTvlInr73pdAN/LS190OvUkpsum3RN+xaek3PxGSmNYnxB1QpxEN8uAo5skfHC/BysA7B5VTt8O+BIM6wnGtMnkWEpSL6ytCgrmlhkWjst7Tc4LUJjQWAf8Xg5NYJVBaKJKtY7XM+9gCCRQ7seBLcq0Ad8Mfs/ul3rM8hShbkf0SEtSOJWG/u+whr/VL8SmQBWWAp9zeMigP2Bm9lny2RJxrbKZFG2NtaBFmg2XvcDout+HsIeik4DDlAFv58S0RZMHTTQjKEMbmMMJFT4VP4mmAU6P1tVnIax4Tm52sY/03/AtSIJNM6hslaAPHFShdcfW9IsYhjDT2ZjoKR9GYpZg9IZ/14dUz+jQvqcgNoJBFr8T2X73JtefzXUlbKU6mYU6PZCHp1MxJWKusUZ9SeCjnQX2AYn/xnwdZnOVkeYZvFukhKupFzyNHQ0+sP9ugtM/kF6bTGD5kHsyHO/qEXMvhC8h4tUrPQeZmX6tH1rz7KLV1zzW7KP4e08YkSb5PJpZs8qWpiAyIguQNzMHSunfRkRpFPPRO/qq8//ObsvtSukLvlw/KDozyUbRIfye2TQjDed3CV21zPlgtOyjQPzg0u00PxB0sQpH4eO3kkEJRpT7nA2nUT7LPxOFTqsYbif/NuvebwiTMU5DlJYiqsMY6DfihE0J54GKSh5kLh07aAcknGWEayYg87OlOFQ9IPrOt1BVtJuBbH7PVwQkZAOpL+MiQ6iA5lNuVwgsmsoAQ/MlEHy0HU1M+QBaqs3PgADckbJV0pjIxbiyc9Nrjfu9s5Ldw6HRM1wZ9t3ZSCmfaVP4t+4NIdo0Wqk6AzwpYkrIX5xMJzuMIMo/XaV49gHKz8rT+hsuKBnKsPYK6fjFsNeVmvHYxUMYMgxaOsQe36bKcIIPuEC4yfMEo3qgx5bJ5lq/MIxJTdOKJQ20d4BuH6UqVydDMShuJWDmA3fEsF/OnjC4xabg3oqpuEk1VTNi9THxTWUhDQQ438S8MQaByK4in5RSbTUaQVISwPPacXOiDhhdc3XjTmTQD/yekiv0lJVxuYzfK2xmqsXG9aQTYHA390s6BH1VHl/hWdl9ZJiQM/8IW7+oIto8khuRSRB7x/j5fQWvSfbRrwJzUCJ/20H0aJbb7yPQLYk9OOlF9vvoahjuj0SEQXFuZtZhRIylQdEBPKvUxGgT9sWVUphLDufbdMrD459XJhbyQaNQxD/r4/9B53ehW+Rs9ci7vL2FududhALtxxclAxhhD5EjN0ha2r7j+OBwbTRirIcMHHN/4WM7s/v9SFC2h+OG2Gn/3n+1Pddc27ylf5iSah5ELW5IGl4Hi7qJOrO19UNqIwAq77b107pgDX/CcZoUeRPYp00BmBcbdsXL7nLJw0sqdKTCoDhGFfNn5yt9I9pGwEW2LeiEyNRLShxdSB5o2MzfNgSMODJd8q0eXacJYMZoNzQE6V2/wzvAsHjqRc5vRQr6hfp3rp5ShomFWZpbnS/sx7dy9/wFS7uF94aiQmxuxyGlvq5t6orPFQyJbfhmrT5mkXlaaOSWoE9JCo8WDqrMWc2CESS669VDLTrALaaRIVDFIZ3eh9V+jgqTe3ohGQ9MWIMRmD3iGlpDhEpQL8F4gh1b0Pz96xhwkIqb1nISlqmNLr8qqqnqDwJOssa1n4p24/5gwCRmmUJzqihhqiHznpQyyuzpBwv3lrEe1IkEPGTF9Khrt1fiNJASZPTtjhGg8S1wztJYwFY6UnqmdLWtwyWWLAJza2z2FZx6QMnrPYC8DL2KogATxIn3tLewFPiQNokJELaIi3rPKivSoTkIw7IYgLiw9r4LNrZWPTlkXpMQlJTPVpxsramlxGjUzIjmUDR+thUs5Ol2ihi+ima+acZ92iQx019fNlfRr5zMNEYi9O7kkg/or7GqnGF1KIgRMyUIpW85LfaweIUALiDfXJX4y2wpCp6aF1IvzH9l0sQ3Oi6rjUqVIUjFPOtP0SWhJ+xNfB/3IlQYrPoY81w0vv4tQ3frQUUUWbnEyTnrroEFLNcpCH/GkThDIa2Ut4CLmojlnBbD4qqBq8EXyS9vsH8T3YlGjinKYkG3r7lqn+XzB3/e9RsaR0JKPQRrCxeBtVvoaaJ0/iS7ENGh+D5gBqh7T3SXmp+n92w2yAu1RXrVWc+EI7Ww/fbiyBzaLK9dYaP4+QnFlpSPjWUAL0GeurDYXAiltipi1YfdCMcAbkR9v33YYSEhTEYFdNRfgeovBaijHKsHbUtzzmtZMzE7Z5JQ5JALXqMeAKXKEUjgsytwTWhnp5uOxUlHJX5Tdi5U1jU4oxOTHSMMrw/JecNLGwZ7NaRO4s6w1EpgXI4RbvIi8IStgCiLbnlYdPkdFeetdyrTq63v13Dkd0rAcXcAQJnD+RiU+xNviLgBvtCVgbIDh7v05pkU38Xnuut0anivAjU7+W3w6p4s3vMIqxRxED6y/me7KvvqhTgYQjd0QeJgIMAY0Et7rfYxOemIVAJ6O4VxM0R1jA+SKX4n/3QU0FDBc56qlsSriSHgD9RjMrfUS1LDCoKSg9CPru47UtpqCLkVMEGrEipmLswJwh8A2EpT1wjnzvjStCMSiiWLs7+IAVQxWLSbptaeKRRDUFF0Sn1Hxeb16qsPvPjHfgZGB+P1wGj7vZhmAGj8l6HS6/PmMewTrhI2n6N1H1TjXHpZLjwq1qpzAUZ4FiUHAIh3NczY6F7LU7azU4t/tdktNUuKT4kLuidIkH+5zXfcY973KC+Nwxkx+U4prX/7qBaa6FRc8bwi5KtPjtKPQUHdb6yzAPR9Ias3691F/9im6YtjfTz0xGjAx3hka1pxTnIDFncE/0ewdzkduTV+ZnrfIcFszP6Fn2laO+GXMUQ4uow3m8/++6IgezbFm1OHBLq+VhEYJAoIMb4w4jXxNimR4KIKDRt4TnNKhf8F8Je38fGM31vRHtYmiamdUPp27sV4KLmOgOi+LQ2g4caUYTZ9Fh6W1OkOsffxAHUMLHf13nwZTkTet+DGsjxfdOfJa1LYA+9GQ8BPepjvwMJtGoH7ZDRE/EprEd98DczJ4teKRrOrlxLktb0ce3P40dIlHhzuunWIk05fej/wFJ9a2RkP88RDLCiRSL/pw7PDJ0cMJgGylXEJRsaDwqRBZxHDKk2f53Re1ijLAxdXO+jNLRxW+O/b/nYK0rAWXnFmV0o+QTysoORMUiWPYx4JrYT4YTZJJ4NTv2giwdWqeXKdydpd+W7IRcan0SVWOpnFS/j+V0a03Tk0kxlznROKO8Qza04EzhtVr2Ob2u7s0+Vj+vrKNFIarf92x03soUwAnZusBYumpBDIemU4x6bS3UzhO4aPEUrZGrxN0xIcz3v+gfLh0kRDU1sFYD3TXoz0TH27qnC4N3TMIIQKZDUx3GQ2tEsMcVczNJeRsFYRRZsQYzZnfiHdaw5n8u+9LWeECLUwKs3+lbr8YVkYtA6mxnFBUObzcTW+vZeRSzqJgew88fskMNxChQiLXC9wqS/8W+4unH+/ClfNDrw6ZBzt7Dol6F53HapQdTu/3cz5gMJxffeX6emkJKOZWphUu3A49L0pFyaquqQ5CAebomOt7/Dbcqpcj+GkVVVY22DmZm56ZH/9KSumrGtcI7skYz3YuPcNvsWNsa6y4FF3Dni/fD2e6SUUHcSj89abvjlSD0q4Dy9PcGSqx4Z/VKwCPOw5WhWVJBe8IYxZx6ixsPhqKscyuOrDJ3X2aK9fr6+WDsKdkRdMSKgZW03L94MEg0sdF+6lmBfYXB2kGxoHLMJpc867Y+thXxjInbBYsGEF/4UctS5LA2pwDzpRpbm+d6tfDOR0eqSXEizG89ccOGJXEM+picb3UwmwKIXswuSbqicFHccGQJNemYUMDWKHdehNB1OHqNjoe0a02KCO7Ck0du47O0jzSFcejMIcyQJhLKI3qRy+JTZWkGSAqq6o3mKD07ddast7KMict2nvdBbWDz/Pb3DnTMoUvW74vHU6fT3+pDaMgU2VVJy6PS0rlYC/NYzAH6qsGf6IAgUbdbVGFTPv+UT5RohiLeLCrb5eZxsTYl5+k+DJAGoXvQgAXG5SN5Jh3c8nW52iF2Wa0OvcL8UXPdW1tkCZU8ghm8f54jsSDrKmxVnQKw5mnz9qX1wEia+DVnM5b2OOBAUGjyDTIRAsl92wRRAGk2OyoZQuMLZLUqU1Ob5aIhYbsdb2L3muFf2GFuLvaWps0fJESeav959Ez52JAxmjIJU8REl5VA3L6/S0LFsWgk+Icv+f99zR+xvrhMqkjOEAZwZw5ap8SOaE1nioe+vKwlYjzngazTsy99iCKeb6rNDpGWw6CQL9tINhT/pyT7PpRAHeBc0eFCAB5it/lyII4959ZuZJrbG7D+uPHtBDde27pwUrI9e/HxrP8SFbx45tvLqm5Mf5Vfg+KMDtNAA4eDwP/C1VxtMWCkks7iZBRl4ljHrGGN8OiUMi28uIfsZSPW78QyyODrJ3Fr90+gJXkJGgTUtPCWwNhOn3TWrkZ4ytNUBQoPWbwS/DSig78qKp3Qs9VfnDjS8QOYxD90rQ77TqS293SdNORlPVIwOjvX8EFWAOrZ6qXoMtuWWOc+Q0YByDv1A73b2XWmliPMVvF6bQJrC4wHXeGz43AZMmhPGXn1+skCbRGKOJysU2avaMrbOV3FehWNCnNC+ODpcEhFiS2enDAghQRlRD2OvWTAjb08rsGqjvvJ9Gr6j2rP3Vakq8KIU3yMCoyoW1QQ2hWGPMaeNc2jkJk6xP3u5Q8zMAmYFrts9m9DtpuVLdkEsTm5TfLAs8T4bVohyio+AOvAOwXbQV7dCwBIZi9l2/Ffo6bsvSpOXmV9NF64mvbZcB46h4i0YeYpXy1L1sUT6PuEWFB0jmwACwa5H7Uon+LJnnqaShkzKF7fvmEtL69H19tQj+3W37h29L45gNE4sdqQoCqCOkR86pnD2iVnlc1spyGB4S/UWgkywv+uindzqzEJ7NkUjUmF4BZc+yIxXqWTWEY9Uncw3lnUPWaEv80NOUfcRgw4q2/sNn2a4Od5QqQWa3WSG4+bzcK5Sghh1aaaj3t1kT3NqUVUyrYSfqE3xOKw/xq4wAOs49jPHOYarO8jG+0b+SiobALo6LgxPhoQkgIkAm+nLKLKKOkSaeQ/fNQgjrbUPhAhzLyEsTqXPc4CxUd6tvI7chBNNDrgA8EpqO8ZZ7joR6UiddhdrTpiXYn64d156GTqZEAO716yCgg2M1stoPYccoSvdX1VfI6mHdZwzAGNDgHB7pOR4H4OsPXbc/lsZ+52ugz8w32mAxQBtmTQnkWccAaL9Bv/eMQGk8Kiiug0hm7GH7b8MnhnEuHnhOVNQkWroZq1KXFAEWNGaA7AztACr22343yEbc9vBkPWfC5elfuh3pehJKcDuV/aBWohly4VhmIFuMn2M2Em4nnquspdG+yB1EtKdIFkFKL8XA0HzpB1EKrKRv4c3E6bmWb7v5cYv0XUqqnHZBnCLLp4QlAoD3bC/eIx1Xh5cRvLcteP9ijB5zgJL680MpefkslETH1sN5ZJPVvh2wrm1147u5SGvQWEffJ64KrxvOHLfONIG8tNegt8Bu3wWIl/vU6dcGY1DopfUhzZ4n7aMAYo3MuV9iJ8hSHh2iC3X7jPzQLeU4I0tUGdyjAumpZ4ohPQ/RvZ7cIpRgvR1E7HBPaer0sM61MpvUKtoUZ6joE8QGRhMMVaoW0BKbrH4iiIEwpw86UFO6Vc8fsm5ZflpjVq412wCyf0mChptRwxWZnEKLZzW9wYOpjCkPaOUz/znceq8/l24efhlzcB1jmXFyxhuiHnvaVgnZMTKwkbaeXQrt8DVvIg8g+x4bd+WYY4/mNZ4xENKiLY4nVsZ81tnI/cqP5GLb369BzYuNo8B1Zd34zyIf6gVPAgJJkADGjGKDBq+24uLfa8zHwnDyxc3ahnowj+mx1bY/WEedFDA5vd7A7tW+D6R2N4kH2qvSi1L/MRxHfXa9D17tytT9Fw1OevADztzFOJ4ybj4MVMsfwjD38L+RGqL94+d6jUoACiaCGdeEHYbBJKGbHK0+zLW0u/GGqJ6KKMZXBHPmpQr4l6aFasUXYW5A5CjXS8tkB/sXHZP70bFvkyp1ErUa+GBz4+q0jM6tUeOkjVA/D94z5OFPAd77csjsbWsTWbCNyfKomK5vlPgapMhoehc7cquKit1SN1nPY2KD2Co+hdcgdvrnyWH2nodt1RChKhJ9KNzxm+XNd57C0AUBa8M4MWLdG9sc1ChOdNuRYuBm87hipYWy4+AvjMT85u0ODiwDH7zic0RjQtvf6qYRbMtUe4DWaSWcPCKTZLS1CMBoJCuUaMilic9fPDrK588hxLopQF7fo2gjFVv1es0jCn5ccWky2cDh+nV7cm3W12jLqAF4VhdmMHXG9vzq+50noBlljz/Mboh9pEj1HxblrvuuhcDFNttStgge4qg+aTYv7f+okBC6nUITDwRLxTfrOP6fIi3//CmhyYpOB3TjXvxeUlG6qm6ROqRfDZ9DZKQBNqIFTafR+2ahjHvXzHkcFAmQ6UdCQdSQJ6Sbhtsl3uoyGT2d9U5J9MG7pFWvcgYrBtGfeZpVM1elIPQr2o6xLe5SNiZ73Nhzizr9/2DL7zMdcjQlPysOwsVsramgOewqtgDKQeBkmanORwr6Kj4COYRYxXrdr80kWZQii0FgAoXTmAzasL16ccEl4ysWDLFXG/hPviFJja6GDpQn+HW9Mhgcaerjzm5ZSG2mFPWk92yTv/iJyjHI915Pb8oz7EhNpOGrrZyWVZZxbGF9CVPnWC/4QoxVq/yVh5rVscKy6dh1VrJ9gC6oF3TlBl2fAXV1d+UMbDSaAm7iq4EG8BAzeMsYR/KJntv9FsCq81rmju/XB3LzPIYwEFJfKKMK6ldWfo2VW0Hc/U9URhGH7/V2Fsb0HCLoyVOTLkcdC0dSDCc9GPow2NZ+kqNuGpF0i63vhercnYTIncNt45fKlRKKO1YdhFVV0uhNQEIugTp6XZpEAKxDjA6HvMdUImd2eQYanhlZ545u4ZAAmA9eI3zY6vf1NCdpATJ46KE5HP6F7OCl1MvR7jPPG/6NMajZn+ykwKedG7/XIygAP0lP8nBgWBYVcaeEr/xlumrGzaEv3YZzvZzBpPuVDNvkao4hyDqiaB1QH/qU9d6/na4DEMYs6PFGLFghDWxwHJ8D1SzAIIloboJHlcYcV02hJSTg7LFzDQdTHansxkewIvnbiJe9k9LccaapQHXzx3wnXJiP8Ba2npQ0cQ35sbKrkWYxhejRgWixxurqVZSb0C41KC7wLji6VyNHmVawT3qzXdk5eraKg9Y5uKSx+N7piiVHouT5p804mebEXNdf75cbh5zl3olHkdDJ53E0kxD/BI9i1xmKyicxpITTl2wp5BA0nBd8myx4vDDogD73Eylq/EVULKZj9gZz7hmWxJHfllVTSoVjgOsuxI60k2J6ncWKNcrE8XG481XY3bUCxSEt0H/YOZlc+txL3sRLl+hIcM68f4LUXHlyhr81h+4MTNol56L8RjQwmw47yreD4oBxtqoYoNCXgZB9qEPhwxSMir6ryHu3eHLKbmLWFfFUSUqnw2agf7Uh4WHdBkhYY6lCfl39xAcJj126dLQlq+GHXGgzoqC7wbu2S6UQFivSiYiDQCm6p8Ime7KfE4/ZkYhod0U/TL4M8pXBXDTHy2BDz2Pj1WRJ2Z2BPJfeZqF3gt/KKq3bCFy2TUV03W7p6tdJvJp8Ms12JUWHeC3YtlQYC9CF5YbBAO/irpk3Q1NnaDcJQ/EcfGXitnk0JIis78WZ46qCBwCQlybOtE7xzubJUrq3bKGDHnp/X+lvbiw17WJvi8fec8XakhYJlA/lJg/Vjg/6Uxwsk4Z4CZyHdhWrFouC7TFwt9wHwUpISMkaXJbLifBpZLwbheZFR9CsIM9lHgVoaPLml7wS/hb2VsYxs3xW7swR3APVHwyXEOvw4z1RQrCCDI59Z48WZOzwuMkBxMJbKGmF2PY3bTFyarkfmlHxsmbma0y6pWSVJglgY+KQHLDb5PkYnstqSPFfD3fBbdAMFXYYQmDFnFL1q1JqcZ1c7b+LCdcULWBxz0IK6LkcoWW+BWsyjJ4epReHw1HgD+uqA8z7DNKdSwswoa9iWwgDSI9k0U9Zmsl3Lu6+xEvYa1Dlhk/ljU0PwNDFBRsUGgLREW/VV/pXz/SJwuPvqb6SObfXQkdnZT+58fqSOVXyQWtL7biNd8GheFuaVeCvSEfN3MDwB69FsAFQLOWgQ2vj8klQyCgpOcveBGZHj/l60O5LE5O/fRAeQv0dvzeKIVglp7envoY8YX9mjuYUOLw2g8hSdwK2rQbGH/EKul1Ryxld5eTFIdouKdSO+jzAbmPTpNr8PlXnOAS4LCfysN+Nk+5Q19ZW+ZIH80Qer/VwPDpMfOzbOPQai+9Xd4zNJKmCoOJZJeozytoygB05MdU5xbKvARUICALkdO5vitFHNsT607abrwRe/tHLHFtl78zk9bHAYYSz8PNTNI+hgHKuyskjwi4L8Px2jf9I2F3OEPUyAbD2c1Pw+B6o14lTi/0SZzgVrgLQyOJtw9NwvisLGT7Fz4CIhHs4F8EfXDDSQbRucX+AVkMc9frUSHiYg75yJ0XW7ZKTevENlDWgxGVqK5Q73Q/+LtBEDzTDQamOjNbnRPh9EQ3INg3t0VFu49U91s1h5S4U359iARWv+8cyplRQ7EO9FTd4dWKhGbaTl4kNEJV1uegzxHHfRWfryol2piwswELcmSN7oAkH8GpUEEp2d3+gUPkiXPEpd6sGEBquWwQSCf0lW4smPUAADzTcE7S+vS+K0Wm/BvJRcBf6tiq70qVRr90r0LVxKXVuD0n31U6dF30xjwhkmm9eLDHdD40UYZgmbeqfPcohcR1g6kpm/65eAP0TAvM3CLP7XLWnCnYCU++ttvAJHHU/Q3phsJQ+jw+IxiUi4f3ibVHHMigXZlSqdayelAmcRbnb+KOkkGoTfPvJNSOSEPGTVreHxOuUmWlcwWTZK9AWpG4Z3FLLrw1R6VsnnYTwEacW1iu7pX7mAGcvCmwjhlrzon+wROVPBfXEm8gm9R9OuWTknLO8aYl91DRRkHeEGrm9xd7cIzobn/L7yHl64eAuZE3xVe4MyohTpSK86DqNk5zy2Vwpz33adbIsGumEMmEjeQtzx9Zv6eOwscWNkl+ULSo9FTv6Q9VEmYy3Ln5N9naIW+tPWk2rdkcsGhEHMLJz37A3+12ipvSJ9V8ExfZbI0ovuD4FkC6B73p6ZZo3/iQmtfOqREHpBwBkRISORhkRX9s+ADn5undhAQii+N7vRoqN7cdosnWsNdidQt8Mgj/DcCzyKRl/17RdCQeSQ8cBkrxV+uMZadALMxesHmUCU8mS1orOWQP54KM7jqk+ynQ8tb37UJEOHVz8EurP/ZkKdXU+d/glnxcv2nO/Nq19v0b4CbES4whIFPpQsgBs6jVOAF8aS+MLybUr6IFnMqjDJPrS8jCmVXAAOxJ5b7NWBCzsKGTIoIMscfV08+38ZGBHETQW30t6jrXyVqE5uE+RqOl15br4AnhmAfQEm8MwvflJm1mx7lQyaajGTBiD/aEMiaBCWs/rMDjy7ijGozCqADYWB8OOtWw52AH+uVeIDd0jzvrJZM/oY7NX0hSAv+Xe3hruUiXruPinFHMX6l8VUqOxKcE4PnTQTUeT5vdOtnzMAUJgTd/ILUxQgDh99Q3E2136erJqEpZLhDuG0AX+53PebnI2M3MBQh/jn5/CH4Ouqdn+ZmRpK91X/fJo9f+gpZa2ZZy6AnnP2f9ZgdkogVlX1otRGCTF8OZbaYJZWLrMfTUDN3ssFY8Z/3JD5GQVKJACyQULeq6wswVlT6kBkFlTUoYhERjK+lD2IR0VFsQMh1Kzc1ueNnIae8QOKcRzbIacdvE+qCx//EfaO5X2G8MZJ0anL4W1DpPRBd9EuFT4uy5ycQQ3m6GwB3/Rd36n7CasMHLorZjcEqupGi0SpUqj9pP/VESXwGyTXec6jQaEqCh+HbqFhraE1cnL9JB2QpASLikpnimavYGL8J5zfW/R5lYwoZirJps+ikQVtAmgcK9IWAmcKKZKxR3E2wMGlEcfyQ2InwzqMmq0QocNjJSwPIHjAXnKtMaZPVn/Ixl3/lShAZWi3duMU/sgVTcoGVImv0QhoUa27roOj+vfjWNAKA6O/istZgbBd1x/s7xW/mXJVsJm4BovAy5tKnHiWYuuU9n3eF+C501Sn7gG1SzA8DIQKaoU0hwth7Ep1h5YdMixXwLIVTYLkGKk8VlmnY7BS+FUJNOVazdeOQ1rTmSz5EdhdV088b9xDHOapYzIS/p5WEbdP8qdsrTfiaXwmt2yJI4Ps4lb2VTJXJ3Akts21wsztxI8giTdJ4REtiPGQ6roTI9gP9HnC7PIvy1AqQNUpPOineQVoxlOKJyCN+sh364389JikykMbVdlqVYMQ51h0a5oPewjod5ZpbELIpzA2fq+z9f+wck2J1HVPtHGK2hF6m2FBcTjc6jmTfvzgc5M+MtoxILamaYQdeQ7jO0Bp+IW8oqkaEKLXC4haAsTk0JPFVH0bYN+EwlGmMhyzs+eMTArLHURTq72r/eY/MO1PyTkNoJtBncWV7iEa632cWhkzEDE0czTIII90e1vI98f7/hjm2qBvGrEW4S7iLpenNZ6MIaUKZuPk7LgouBuO5Nq+NryYAGe/qfnJFwqv307cTuo/TuOq0hybeIfoDhjTxnqQpmyowFPtqXcHgwgoWZJTy+RJeHCz2JRAW5rEMCpm8NoInXVVqfQH+ucudc4ENm3wS72qVU2pMBY2Dg6CJ7vPgXEF+lwHtfj4C37ltW9CxElnAJRdE0bkOH6rCo4VW7evJ0L39lAjGrmkZ8D321ibHj9PkgzAkwCw5ilJ2F/LxIME3fbLMyBTsHOuhmhbzbXf2jRZ9yI8QbX1ELZAy/njm8nlwGu8lccnMmVlgcS7y6YV7x0VhMXP8jYR2Vnx4LpkO/ip7wMOzM9Pm+5d9iFAmCfflqVHNd2aKSqxCOL4EvSURh7Jmtg3Q2JK1cs2SxwPoJ1Tziw5LX0UW7AoiwhSeouu4UPi7YXVRYbswl597CRD/dye8iJJFCY90DtUYrQhizw10W9wQIWNGuHQg68Q7byb/H6xp5D7+S3O8LwAeEm+RlN/8cF7mAYeaZnXPmEWiwbyM+wXH01YE8oGVvb81dnbRvsSuYgKTINJMDv9Wsbs/qDr7V9BUzlDtLtfqjLtQSMnhbusz2ZZn3lfDjmyr9AKOP8ZrQ5QSEeNvEBnsNX8T9CTg4BnqDwv9pPpb4C0mtmyAhauEp4H82kUkKs+dHtTVzWEdChzq1n2Y0vdHxWdY1I1mgRjQ0lEFozZjW2D2Z45MvOSWqJ9nJLcOnjlzYWm0PSmeJUzdCMBmntHhB4AdaumKwpnyV2PiPAPHCak7Y00fPFk7U59hzGVYtkV7RN5npnwCiQ7uGWf5CtcWofwtI+bAPxB0EJuUy5PtxlT+NGYNdhnusKt+FU0UE/hg84CCLhWYKJtRf33OmMkiCDhLdSJG8e0Nq22yF0Lb5oCA7c2IdaoEfuNZfY/Uy9ByaB1aHglps9vf47sZ3sRB5hP/UMHOyZMwSOzmbrx4yfUXWUwprL9ZM2ORT9PcjGCNm9m53ey0WmCxavibQ0IKffpiVzzNxWOXiExj7M9zjz6d8imBnxOgEYzQ2yeVk/a9XJv6Gf1UxsuD3l+IHV8ovmBn1mxRUJijL6P+EqZt6mtCWDtRU7m9kLlscvRxwgzfjO/0QMKxXkQ23vCFnndZHXZuoZHaR6p48lbiID0dt87VKZwthF14j9v46PqL7RQwe+lGuyJhTY2nT2u3lsgV1ztSh+rJUkKnLxRemjLjm7FnuoWAr0nvXiIPbr13pvjikaSujkukLSDNevQsbrdxnB8u6VWNOHokskH8GRNM3ZYqUAPcwCflFYFdxPIHGKvDdKptPtS6PsqcCeDF+MmQWIDPBN2VVPZ7JEu0dZv6oQI8rbC21/wi5VJEeqz2dqydp31s+34d1X+nakE1UBn6Ir0ojDV5x01WDm1qfjA3NTGAadGWeV0A0mONQvqyk4jlhtKO0wJyv5JJEXNeLwHXeBEAkF4xy6sfzrQANUbEB+72PXAieCCUWajZTubPFdbG4ISJqFyS6qgh57pRiqPDy4Px7fgtLDwmo2LZ6STIHrdQTGopmDCt2x/s4BZaTtnqBFVhj71aniorXhiIYsoG7eHs4iKhxtYayQlYFpB6+3cro7pOQM/603Bm7LshH3fEzJ8o4OWU8s8F1WjxAjjHdwRTr0Rf2zdinZELO+1NLhRF+PJbU3jJoZNt2mssNlnVv0iTonMlTVeUjiviCsGlxsRejSEFGYtER3vD0u962I6GXlXmS4DRG3RvkObJ4mwQOT3TGiU7w6uya+W64fs5lZEQxYBiwMDFNZvmVgwAnoee0+q/AZoQ0+xeAi1YugSCwuJpuwYjXjjkLr0vQhglR+lSO6jSyD4bsS9a/Jbhe0CaM0oG7C3GmvNubIcU4g7sdIQtkuZmFZtrhsAqxYySvweEE9UJ29ne8PWmyeu5Ly6KmWk7sXum2EztErLJ0VdYFsyU4T/F3odOzFRNatLLeiaMQWUxTby7o8NpOfvjISu3/28H5x+hBEHRzmZ2bUkSCsr9VfGx+T2qQ2XUNETs64DzYFEzrf5pQ+tVRwYSHISFfQzV0VYLuEZWr1SyIPe7o+ifaIQ3uwNMPXFPIClTjeFjydsXhxwXc6SY53qstEkMU/JkyZsBQno6eZ//Nk1ePMnAHYZQlXbRH8ek05bMLORBhFGd/S5sNxs5rRK664z0Xqt//T+LrUE5CDAPElNwQV9PQYciisbukNOuSa2X3K/iMFCBkZuVbrmt0eGr7n0bkC9Szx76f0vqqDCYEpyEojO2ZjeYiApFbkp1Cn1COvMgDwZHIk/fLKXCAZEG8rGjv0Ge8/aDOD2G2tjC0k7mkK0rpyAJiMCmULrgx+/wEiQHMGdQ8r18XZZLRhmizNIR1KeT/rbQCc3PrBzVO9mANTYjfJLjn4/K9g12vSGpVmW7Xhaxt9FRO3HY3Te7P1P2+cu5CvCAsBPmlv0Z+EyVUk0weW0PcXaQsCrMXbX+AljIBzkB99XIXz9VVewdPhK2JvKCjP3dp5f3mNr/9zLJDTYMWS3PlQh0S2pprDx4eApkpVTRTY8SMMYbD4juLEeOzFIXTjAwE4k9On76HejR7Iqy1yUhnkLcKWi0t/sTti+OIuj7twQobG2AeV+UU2dDfqeNCv7/FBjkPY3eBesdKkyQqA1uuQ5VrgaUWykhhYwIFo3bNCeYvvlMDJwkOnkXs77h197JJxsGqMAF7GjXpLo+Qt5c1AK+Li9LPvFObEgs5KR1raAU2g8RgGt7257xnbVk4ryohaiOOQJFXDhDSq+sPclJ30LIdNLkqaOvW6bGMWeNJ1jnddAaR8uJqiC2laHICo4/gkqpBaYDirH9Eei1q2zLE1xyRgCVUp4nhX79CrA+ArszpUnerAMtyb8o7SOBRH44WjMXuSw+kpBpNU4ohcp8zw36qLWP/2o+fX3zdz5I+BP6VroB0j5Y3n2ZaMvIcNF8wnzJlGMpFaKPblHUWCCQrzQwbExV/Q7xGsOLADT2cyUHOXp80dv1OXWlnlH9+eXm2cWvYFZMi2bSbYC/ZgLaJ2H2uqe+k0cr4p0QnwTyj8Yuwr42fnTLixSqdXHxTWtMbROYEXd+UyZ5UpJoRVHsM/jESmXoG+cID077IEtT49Tc5BGfxKBQi22gbg4RqXDWUXa9XdfQDbwq9ldeJkrXNWUaQr7HTkrVqZv75zF5XgOQGXsi8OmAjOHb97GZ4uNBoJxrw1nqAm7D+XXLR2YclGFkewWxl5xOdbgXs4qle5RyaF6Vwpy+AaVYXnDYAbzpyuV5ylkhAOL5Uj9RMK/tcG5zR9GylMwdNm+VY4l8sKMqXWsOdkHngrtcWCfwQqsCu6l2sz7jzji4qjfAVfmLOL6fS2KLtBQ3TOY5a0mJQ45EEj8CvTv9AxdHKGESlH5J6A0JGRZN+Tp8vyz0avZzfUOBTHDIw1Y9Ar5fGSMFZV+NNAIzTIloHCHLR0hVp2KXiH4gSv5qnmsr8Q+5G+wz3oAev5f+xmkGPvQLPw0M4QayNqCBGbptvsNEECxoJMqldBEC5zEsNkJyFXSTZF3fui/kzrZfNI8DflBj79Ue0dkH496/thBMZncImPK5zfXONxsoOKMq0KZfvAYyueJRfrkjYvIa1p4tz3IgzrKcfuAG1aE7hr8hIJG1Je1BML+0o0jtjZx2jX1WkAzl0A3n5jNqiNO3htZMt9GIv35ADmxB3qYY/3ZPLMxEmp0lI0VKX4gLUCse076JMBoJxnh/dqL8KGQTC4L7gaYp88F4tPfNJ70hJHRQUvpigVED/XvyVZsnNQLj7v6ByUyWlDYAPfFrVWsWWCEznAH0pOUEFWFWWCi7g9nTrxfq/aFgWWWX2u/nBkl+xjLGUzksif1rkxW+Hwrq8t2Uf5LdTE4qjnA981vqLUfCAvEHiLeEu1FJYFGWpMQisVtRt+Fdkwg4cluXXPU/dezBuaBUFLhaP1Ef4B4dJYbT/KNfHKOVGmygnC/Zmug2Zx8xwMxUWFZprMYXPG6v7l5zZ2CWEF7XduAHfqqnieysTxmnm1BvEQDqJwFrOZwbL3mIdUQEmUrs4vhQMGSC7D21pBrJPsVa5PyrDkYDokiMbch6JkfWDMuIR/LvK1yFwQBvCdJaacSGrAOZIZUaL1wtQbr5t09wnjThk59O/TQ74yTZyzo1NkuMFQK2Y7Oro/bs/F7coJqEfKBgd4izsdlyTzwxXJyi9wdCzblr1bJX4jOeT0DXiiHm/VU/cpKEuhQhofjBjSTyIC57MdEQped9sisxzOd0M848qoEodeQK8CbDFM0+rK00w+HZX7TPY1WjzZ5umLeG3LtUQTnm4Bv2p263R34W9GgTQ8AfzvTe4qsoS8M9fZzdoaXPhB4hMAwYnd2mf77uq2g97rM/RLspXo1MAzVw7L+UWKUIu8EKpQ1NnDm9VuEsQplW+p1eUHBDb1JhkKKyaY110M3BShlfvtZH0MPI9VrMxvrTiuSoIlGLpr33OXyB6fO1lupEJZkCgNxgiHl5PjDFl++5NrUXhS5P8KrexRiS8dnust+E2LWEy+XcQ1Fp/yf8i/F2zndoOu/fAdxheijcSnsxA7RUwKd+FrpH54bHipEr+zJMroX/QQ63r1XZ7Sh+ne0XNYiYhYX6v8alDPwf75gBmC89Ptz4TkKINVIaBShpIWS1gJKb3hTUxhxFEBxPnsGmeDzeqhbGJOYTbmnHx53yOSB/ht7U07lS3X85FbLEUXlbIq+afDjsHdpupbhpgCfPoCWC+FVMve+4qTPzyBtro1uuWgrVtpEH2nQ5ohGo+BH5VqPqpptUxURokz06q/pawwpxTgVRaRZRcxHZ4fbSk4ODSUidhBj9BKGaLyNK9ZJlEBUfQJ3CIQVK3fGxh9EwuIFIL7mGVPUVcDjmKqvnWdBuqeHQIXBNtfiTUfIBPS2K51hVlywLI2WdCAZI+JZr9Tx8snVBXDinRfvzHRmdJectAR8IQFXQcfbX+daQ7Lrd9cnDLp9xQvcjel6twMptZKfOfduGq7/ZsCL5l+SWARuHCLNf/KhUQgjif1wa9tfB0EwUFq0IQTWarQ/bd+IRs4PNOEaZ5JTDhs52o0jAIb9Ntu/bOpq0fSurCdCCDtIS4y5wJYQnO419k23bj4BbJ/uwpqChtuiDpDecwdPlunTHGYQZxm2e8vprJG0GNPGVhmRQbmpc11vYR7u9iFr0XdcWwi0wyZyN5rlO2I2PxP7j+jM1n4joWGsdCs388nkfYI+cFkH5KhpdZmjdzRgnatcfH5Qeb22bgg5BAG1vqQIeCkijrLBjunC8zO6AumXkj1zLfSEPIhKEAnPgRQTgJRzzo7akq0vjeMe8GqebczD3igNUUPp1QNn6qkhNI46fVixaFWeO9nAHdwtiGJMbF5EGFDnWrqMi9dzO0wdhhMbts13d//1SRLXxOC4maF+Es9veVD2ABtFJnMcfERkzlzDzGzKhUiLQrQjhtCc9GKv15ygBcn/MtdIVVQrK+KAHN9fehbB1pOxvXJuCw9IenPLse71EiMiI5vgYVk71rleVTgtU+RJZCFCk8QECew/s241MHW3puOOciWg32pruW7CN+KuJpzKg7v69Xne9B7Ddddy0Bjp6S29SAr7qBRTvWHrr7hIgWLkDP/X3TW2pO1bQabJ87vK6NeOZaPyQGCVZ/FS33+nWn0p0fMAXIFLQdrl2c4NduVE+Bgf/PtUEAndumrUIWyixBPNPiwhc8kXMlRDUHGTucKhPod8YmYsUhWXGlG01sPixladoHilORlHOd4qHuxeRtexybsp8v3cn9mrLcKIuTb/fwD0iyZRv65zIfoD1Byfx9PVI0FSyxTFIMDdrH66dXtiTPY1af53IxP8/AOidKaOZbsF5RSn+7ItTpey2DK5wOM9n8zXHOvFfa/z+2i4lgSve3+n8MRL6TffbOQ38jydEMl25XjOQFYgPcOFMsIWTn1IIfuUHQEYnNVFrw5xxr4zSiyRW4q6LHxwucWvd1S+Aw/lX0o96/5P3r5NwpO3PNQm2wYSrko/nOdIOt/3QwtlJZYazxQTmRj6ZzHXL6CQoqUP7EpNdLPTKiPAm2ePRi63Kii/3VeSV8Az2PcBEFAH4mLL3iuo0rYmlAWnM4teIb522KXsVzEB5tXy20cpt0hUIfjkSaqaRhvk+XlreUuch/cbEvB4WysAs0fqcqx21YMdMzHxn04fw5oUWdqfMrnK5o7Mjl+U+QDdaMVvo+HiOOW+43K8amZMel0O8brr4EnbElgogQSJtno7UvtO0l2bIKf8VyfQJ5IdUC5duT/ZjAdx1yX6QXWY9+rsrg6F9V4m/MHR7qhWos09l35aO096YCO2ErwLODLD1UwRybBl6B+fQd7oXLXxsEC3GRp3HSdgmaQcsW1PGIJeE4dUWG0gJmtWB8QVm4hAMRW3VUfgM9ePkujVNDEjG0fWYVfehLFy+K3mvZhEiYcPZoc/FNVdTj/EsR7eaTJuB6SfNkzBJ9LKm7y95Gs5apLVmX7qx4ZpKNKZ381TX9iUQwMztuCPh1WfC4lA5TPgqptpe0LVcbmdGq995pQZehiYnf6DZNz4TrpVWZBbp3OSlF1NngyNfbEbt/8Ui6d9A304uvvTNlKe7GJiQuYBCOb+V9MrefG3o2r4mACUFdu89sDpxmYxoRGdFxYH93i8A5h193iXKYyCzwtLjEnEb6ruBEP+RyG9WVrLdFF3FyqSDYxTJDG/XTME/B5dOogQOhpb/Sjnwrq7JcQOAOQdVoLVETLGRFVk6wrTYwM+iw22EeluDR1PxPWRs8WoqRSzF67AVewtSA6URKlKz9uf2QFcYnhSmCiwSSkyyZXsqxQ2/uXrFCfG081WDoavxvVFCBue8IrovUgGFxFEq3ipaoOnvhA6NcpNPIyu+E1SYasy+IhQVPqW8=