[锁]强化学习
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毕设那会我一直在使用 MWeb 这款软件记东西,结束后再也没碰过 MWeb 😂 今天无意中翻到之前记下的「强化学习」,当时想着学完后发出来,但苦于对这方面的理解不是很到位,大多都是拿来主义,没啥自己的见解,发出来也没多大意义。不过我想清空 MWeb,得找个地方存一下自己曾经学过的玩意儿,那不如就放在博客里加密一下吧。
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G8lfaekpjFB/SyhXG8mPkuppnAtXnuMPE7QGJQx6bNFiSKbvAC+XfALhDEurptZyOhgCiJTAGRpmxiGdL/E1NPwczIIXSFPj2QwJN6U6ReI/sed8OiFrpqiSerBVNd7LjCaeRYC/i662ESucTS/nu8Ul/TDfB8FBCQzb1eABmgwrFCLedJVNbJvyzKa+vmP4M7pdaoO8PjKQ/xW+S3CojmCEJyeJeYpGJICd420GuiDW8/sP/1q/nxJdG+OOjp2fmOc4lKHplhO/sikKoimAcrd0Pt7zEUohykWFv3RZW8qtMrrpJV3APq90UrsO662FiHcRgqhfnC0Sk3PCWk9bWr36TaC47rmDgkG5MDqjkSZtuU8nhsois+06nEINgjz508pqGLJuWnV5qsQvVncuOJiqQ8T8P2CNUD0FMdgKvaDN/CwOpWrgNhcsMZfjvXPXiQL58qnD38Nwj9MlLGmDyFtwSAnanW/hzPRkGvtdKGjx6tKg228aYtiebZpQASlYsTolbqctCzl8OwhxxcKBGcgwWENf1Y0B+ChwqJ/oq4J6C0fXPtHhiYKmEVHBeEyfu4vDeX/QLgXVnT6HEzkUG7kDir4L5EqFhTvW9fic0BxnvNLmhUV60RZlBcCmcGWjSVTzs+HqfkEFfQAnv/JNeE1UNh3bZ9qmkIjs3ab/P9bZIS3gQo1p820udwkmlfDjxKobopA8f+c4hMGfoeh7yClDf4QmV0eXeLC0gdrBSr93+odlMzuTHNsJe0ad54tlMq7uZOs3hvhbyrMToKWEd9UdITcJMp5Vhjusj6DJDK6sR0lzlelhU/27bRY27kenFLIxkr52p6qIq/XLJCb+jPMJom/6vv4uis4GhYOjGy1VKzI1mxGw6+aJn3DtiOom4jJEnPqSW07HlRqTALR8uVDEW+DTSmFqDyQ5Hz5akUz7UO6mm4/PZaUjicgCqSzX8GuOfx9mIfhBv1Ey0aIi/293ouv2gxEQErOxeizn2wLJSm8VAn7abG2wDE+lTDuxrvFZgR4p1lmYd+EYt2rINGRe0Grs8p8jnVQe+1ZpXIIW5M7ZkBt3LDQ2DPqrMBMKU9YHfdzSgpX7wleGvWqnUiWEHzBifE3xuLog1Pwq1D7BtNnxpiQPhNKsiaucsZPTltrvqCKuAWOaaklJ8FbzMfxquN83yUlroXdzoc64BHiePHhAy0iBCzda5GTO0b/HSIguIxgQjD+w8JABlfLfS/IXltXWMQM6CFfvMTC//6fDc8ms+hOqjeneleJEGL3UOuCrDyk0HYSQvFqaKxKST52wZW618n8pcDGmUuHqB0NHd+AP0lrfQSEafrrYmNjKSZtvg8sjQ6wT09s6kGmzinD5zPyefbkANHa3wKkz5r3r5XJ0aWu11peyepGTyL6T0+jVSntKLQGv6rhwT1D4xQB2DZgyV3axDizkmsgznSb1z0CIIN00UX8WTooq0haKDpX0A9juh/njPFr4/5AoRRI5E3gPfai1RfOMB3tZJaxHubNwYzDtaMdJRqy4YXTz2cdWPv8XfgFsqbk0st1qgJWlHp/7KOYa/nT/grg+jz05ZPpBlbeb+ti6Y3ndiHfygVg+xndypdUQUjTlsEMiWVgnwZI82044vji/2XaGPIIgahnhpzDyZCdq1K/zUHi2oTEV82AL1GOGhDRmi04O+nqAsaIpfighSV3llVroWfTh+SoYvJJDMVaJjQYx32W3+KyMl8pCoXI+6pK7Tkj9PS4SQECPggCYPjBKcZovGw3P9th8DzWcYVCIzybnE/KU7SAq3zZmgQwTlH4kPoVLB4dhfi4qsXEisJzl5YiRD4sqob3Hm7/kCqZqfthGFXxjB9kCFuwO+DrMXiss9RhsmGz8KCbdshsENsTEJabUVaW7kq21yQ25Uym9qgAI11TIXKnkEfQhtodhmZeaTKmpQz8EWoKLRuOIZmhG4NiTrbnf49N4KZI6n8y93I/X/dyqs/h+3iiZknxaRrwMr9MQdVjeYxn73EvkxE49yu2yAw07f4zUHyNMp2b9XLJ9i8THwF7bJw2f/iJvgFIdp6kULPhdO0avAbiRt/4lFfDtLeovTn+TjRu3hGwCE3xqRgrlc/w5hEClFLY9xRjoDeeXPxzcmpa2i1Qv9DGyjjq6tHasvpknvnjGF9PNbjhp8a4j/d4oWhYA7zM08RBoNeZXrwOV2dMk5ztKUmkx3MVy0P444hVRf6uKULgwP5EDmLUf83wyFHb1weeWo6EH+PW8rB8/t1v42Fg19fEDZf+n1GgSA6pm17Ya/mqVSqYLLOxhUT3ZAUSakN18Rwg69DLsmBXV4OtL6tJRnhSqYAMGiYuWW70rLeBTGRDa0iWN5/wjzs8yyzxk9X/61diTFKbAuXWFenzJfRiI1x5x3g152bUJHbDn427Cp5Kxe7WqGbYgdQUGWqoy1emaS2f/C7cOMhrPNAPzxKEM7cMyD5YKyCKbQZ8mNRgApvGErpCuhb+UhdmyPK/ZpVHQFKEu3RMgZPSn3FRcM8VTSglE7fPcFQR7xjCJ8CfMwiAf+dU2rMXj44p1wg542zIEklijAUnwfKITVfQ5cBhFn2EVeIBB0YnXvRLbCtT1T66aAmwM0bDnZOuuXyvbciFcvMm3TnHK9u9MYjomcxIUBP+1QUhVtgxmCP9nQvrXV/gsOLD8ldJKSS5+4h1f6rTTpjjX4JLYcd3bFyYYbwFwTWExP20zZrQrfuz34qQivPt2HQ0qb/uaHt8Di3P0emEkOpTbC9y/S+Yd7ZDfw2KxooatDOhLo52uv1McKvB9oklAhK3ejvzitgMl4lCgcLfHO9Fi6MlNlgNb7X2dCn6znGi4bw+B0uyH3xNqDru9wZqGWu0089NRw2zSL7G3C8+r+nMdApA4FguS3GGvZ2MvRvzC4kcRDuYkk+lw4y+K7Yr1edqBPRzTQjNKtzh67MPn12bG83CCmNOWlkesC7AaSdEjvRIENMSrt/gKEcZc/1AlvpgV/wiT7a4VR26wn0lzkH65eljSgi7Zknbh+3e88plQ3cdjD1bUZke89TGxrXhXLp3GkCBED3R1QllJ8jl8ys0FrYA5NvhIO/Wa0luCmZ/YQkdrZCvvUEzTTTSfFSRs5zBRPqMFNXV2L7cw6IJF56iq+G5ofh2eGF5isku/5bu0ABmkeKl6RbPNt7+4aTUUlg1cmG0GeqjHr1q4NYi2c/8BG1XXIeRtTxmzFIHp8xrk9/ntIFGsItCh/ek7PtlAFM4YUAHimpE0aS9eKQbvx1L8+Th8uhQYYn9ZKdWbbw0rmpYAPKrhNeYz6XcDsRrqVPnin4fbuiaXEnwJ88QbH/xze1GCwybxus6LGPJuxMSANAIOe4qkhVHp+4T58zgtKXKOqgreDcHYYa5nsYCFMwFy0kpmlPeWTaHnEPvfP2lFATJ0LBblFsi6z9WKyQ2VcC73cRC+8PvdHwQShgrJPiQDjjYdXk5KHy+9GXfta2/XdU4JjLnnnBMVNRqVwQc4wMSkhzKIpuf09gYgOLhvZxNieWbTqiGzEcXBwE2vFZ5cVprY3cglLgeoU3hNqitqWDeY+4HvmGLfr165tnlTCAN1j2g0dX0XFKHlhz9+SE17wqzrLE9AyMmzqwBGex8HVsyt+fNU8FEUSXTc5xjR9R1WcJIiw73egf3I85OEE971J/xblxff+hADXzbwk0smUCnQUjLOzZMr27Yb5ZNQKRedGXcK0U5/dDdPHY4eIUGIpIHaRtuaY+/pzLxDnAldOaIPhojvXmyuYRQcRoc/Cy+m/rsma425569b5BL5Hmu6cf07ZxoXtH1bv3iwlcf+x04deMRFKUN+zc1tvuUb/G9Pre7SaHLed/qaEiiaiU2Zua1hmV27O5snKbf1thBAzkoMaFhQ/294Rndhs4L3pjjbkBFvAeARNLLGpqixvLsV7ViLvcLSi3EvTJC070k/9H7ZYZNYD2H1yBj0zxkma6wUO6rzaPSnTRxf18x82fjCenXSJ1Zihfu0jiRgF1PtxK5CYQra5vBu+ByvjBU2FPsbqVdB8nWbAgphHSe10l/qsnLcg0MBWCycyFMOWjPJ5eBLSV8jaXZE9wH8M+kIAutZIf1z50F29AjLB3WAnniWosRJTkRHvKq7Ws27KhjjvBlLWfMGzU5eXvf+kKfsUSmBXQTlTFf3n3CfI4vjl9GrQW0pWHTpXIyjtxrHClXd56wetDeGOfpDPJTl2Txb2h/VOfKH1E05j9JFJGv51+5DZwBSf0UbqKJIsxTLQr0yVQRxEF7ieQgy1pzI48Xh6lhMmAyP3kmvYRzGGl+Q5QYj93j6ZVQ4Y1I7CogCSZOuo9LZLtG5m32BNrmoAp8kg3U9Yxivo3pKbSCPdgX3OD3Bap1nZ7eOpg+c3ACbNN8T9kcPhK/KGPcgoMfXKuZoRDIOUt+F+WPjmlEs96vwGwPqd49XFEUow+bNNUGdimqVibdyl+KKlVx3BNDnd8XN5rPtgtwUhQOW9Dg0IXgsWHl0WtbMZ6rw0qkpGuR0XkPT3UKfrRZO5Kq8J4b9ytJ51hIzBlMVDQ+auTvKZxLNlQlxha5bIWyCBeovSAnxU6vqu4ik83H2ep4dvd9d9+/6PUBeJc25z60JSnTHhdpcukuZ5VDWRqnVMlL7zBjiMGcfYATMoQnzT2N5MqgdYbos1ZYJsKxUyn+sGf9IO3YoeNEPAje0yTu/oNKNYG0wNV5qm9XNwMjQOwRVynKtznZevQH86rpl7saH/XwHa61BU5JI+h3xgkea4TgeFztsMGmZoXF5h5toyL05xav7SfHVFjEVIUHZVzGdWWypSgS5u6wBzSvIfM8zYkAKh04B4OAmfePvkCGz5y8jhOhQfXwlJFQmA6TEFq37iMfv5fY0RxG3PnUHewcPOgiz2Hgaw5u9qBmIMnbLDQtkoktMGF0wmRN9k0+pviZTxDvzw/A6IO71NlrGGsp5rgxZilvjWtPxWz7746BU6r9ulIOqlJUh5wn8fjVZ+/ai7eAycLiJbg2XIXKyidsy7CxVBxRq5YMpST2lUXza4Q/wMmcmy60nPlO6V2y1C2Nes6gS1Iv3WzwdJW/4bNqbal2hEou5Bu+FX4fwMrwLKNSMGBFVNod7IndMHPXMlACcgcnQZAH75llznwpux/3BJdsyBwxgSHtQFUFwsb0nfFEpdXM1InCNQB9HgW3obQ0CfEK0cZBNE6YDjt48DDeFFOT1Vl4jF6208/9AFgnUuqHffkylCmRhr44oHcmJZDT5s4bWu+tg8PYj54WfWH6egw3VEE1W8fRJ3HLddxDaf0qxzxMTu+05qVHqZDdhjtHGASgYHp0ksQxoxdfEBqucjrerWoLigi+Gdgo9Mwycu+zAO623JI3WeOMXtAdq7vaGfUWoOe+WpUreJ8iDHw8CUUXU/9Y4mfMW2aoDoIKqZ14sF3tWfsOICB0T0nERniYXv0n3VKV7SO1LIzWiQYjr2Jo51pZyCixD2eip4SBukGStysxHMzEJpWJTfQVSWQC0SJFfsECj1G7pxOyZFmH+g7OmujFmH9FhvslrZAfAeHQwZDNFB/BYrVtmDS0bsNA1FlR+CSN2hXMeqmgrdninoi/+SbXXhpER+oDFl6hrkt8kuJ3LAWdqdfCvwJgZUEsQnwfsoVHbqJ96aYPuQ4BztJcVR4ltn3KPkBTkXrKfP0a3mfgopjG6BkAczoBvSjjp0nyKaT7ni+MQGEEZECShCAAER1SHckw6TQcgH9XreWP8H18c4d20kSBbduGFJgVXQN3nRb5R0Vh+061HPC/MOuX3cpXhGQAbGgnhof85XljjZlZd/o7qmow5NcSzkBye/17TU6Mp1UwCzFwBcivpyIzrJiVp/hIb6g2/2P2k/3RL7iD45eCXud0uVqCuts6XC/EC1Ze7zY0+lWvlfBR7S+GOY/XVZnL1t+gQqDWIEb9R/kEWw5Wr82u+GNjKD/P4H8tu+J9tYpSKuw67sQqY0iDIik8IyGZo9CkI86eCHGjtBc1VOOVDLY/CIrg3D7GxD0W8cLoy7XzBkZypfNWQXHCkP6EbwGL1zLtuzZdvwJ3fpvu0iHkyisxHA0VWOda+1Ls8Wrp1a0WindEazQrd5OOkge2dS5UhJtqj70ZOn1ozdZgNwDLLBWOUTm1HhCjum4P+6y+xZvMyPQ5UFhNSHMzowF49cS+JfJF7fQwL4PaUkYqz7R+agOAeDl0Veb9xE75XWtbLTYSO+OWRtFNxPP5JSaAG4o8aK5dff2VSAG3h28U2/ZFPXyG4hlQ7H59oY1QA0XfSmXwYuZ1FA1+vvwh5aQGu7fWlP3XGSz6RqxEJt3vZCpd6ZLQEoD/V2u/ktL5QflMMjRYqm/F+7O1RgDIPMPBqml2s6sI4Pr82TEGeB4n70VyyBDAcquGXTPIVma/swZejeNP3/zsiM/UTqYQJjA6AF96Ah/3xTIikVlEeNO6o3ZU1hQYmqDubNyYR8VGEW2p5NzCDWWVkkWQx8OguirYDjwW4S4gqWiJbdgWIqxsmk0m2M71EigzL1RQniJeZu5pOprpoZILyVBePpKJP6M+W4UXBt7N4uRYPqnGVfDQyminf/l5qhoaAW74sH3kQJdhaGukM4kRShD0Z7ih2cBylCvBjtmAueA9lFzNQ9Ltdlqtgb+kMK7Am6TsEzRHFnpWTn9FgJi0+4Miw+ppA3PCAqjvf4CTp1lqQSCfkg3qMJ6D2m45bSPc24M5v/N76uohCh8AOP/kEji5IlpwffDCNt+1Ycs2MawXkp4Luqe/IJlflIDbgJv9PgOLso+u3MesbM29xn+2Kzn3bc/9iXTl+FtloPIIs5jPOONahOzOz4OCpE6QOM1Av+XaLhELIEqPoaPHDEkxCnRH7xgbQDThB5Hvo8WW4sy7SYA4zI0xC5XOLMzFD5zjZPOkVbAl0nrd6aIcpLReS6r9h2zEyu0rZZlkjjX8sMHKbHTzVDsDlPVtc6V/1stwgoVgCTcdBi7lBtMtFuk9NMEfYjrqnQEICRHcENqOWsDV0k94U0krLq9Wx07NdTgp74pkMO0xpGCjhi8nSRVW6akU0j7Z5j90eXuNRw6GgrPxYosVT6LnXJGvf5AbRmuUkPyuFWJ2AVpGrwgFhhj9oqF1F/GwJiOWvVhmYHcgX49mDZy7cpwIHaDg4Eq3m9ECRY6nTjomKapIb5rhBJVfNlLuEEoOZJdENz5mXP5jEuGFx9E/GLGYc3otQdZmr/BHkG00m53t1sefPnrDDrXTP3FddU6bhM+hdNC+nhJCT/DWUcbEQuLbYPHitdhuG6pxMg71T53sbNpVO/Fbeu0hh9hU5HJ09Hlwa9Yt5OheqQ75P1B9WPrFic8HlOIc/Uv+0K9KYzrLvvNmCajhlLhwpEW/u/Y1arGwcCgaY7FAf033co7DPSEn4nPZyC+T0XnxyTnPha2w19ppncG0l2BehypuilnQYqoVZEn4IhmcdWd3HimQuMgTV4KPEK4FBbMdolsrFptCiRWfb/+O5+UhMhX6gYDITbiSPy7GX3i0jfvxRlvV/Q5u6X8RyD/rivDVTzygJODQ64Mlz2HC+7YuvMtvn+Ev4Fres3kXqCmp39PkfFHijzXc2A9ALE/s/ENnzjo8sW5FRuL6+79CGn8DtJnuPXFbdui2toeIx9RFugmj7wjk/N1kCgp/w/aULxi5iEd/8RxJr3H0cjkTyx3huiJpkn3G+DIAAxWxmZzajmd3yWjrEq1SJhBikzRkH43pLJsslYhk2BBRBijp5ZUqcQs8iodJnF0qZZOen0vi19d+Z76Wtd1ZPWhkdAGaoY3jLgtPwDmXymi82yfLW36ulWCEBGtCaycFrrv9zyqh5+27ds5MET0GJ8gU07NkznfqZil0mxhV7pjiFE72bQ3ejsi+N+/k63shJSkB/946UTLjO0+LJHfJ7aGQVDgTHQK+qYKUrwB78pAnaH/jaAf8VaPrDRaJQybH1eVIy9yUkNvpH9Y9nIso/elH3ZKJuyY5lTEXwmUCq6X+D8OKVWpbJZp1FJmuAazipE1/Bz01lbs6MrqwUue54Gx4Ry9jj3DLSogZgn7BpVe6LaYoK/pgkdHJysdvyTRnhuXub1wwVP1CDOsy+g6y2tYEoEjcJU31HWSEaOtvH83cPeXyv7zNizmmYZw80l7WfcvdGvyydderRdZlrKjR7XQwFgI6KdvgWENu4o6JNSDatl4t8R0y4WNumePbkjzrYzzjDCxW0JOUAaOMxGf5+fvq+c5TVjiuVOfgT7bu5djhf8vLnjt/QHPnVZ0cSnt/MRhlCLsIEysbaA42IA91EO5bn/9mpV544UmeP2J6zVnRfTis00Ac1MdeYCXtEtkxM/HD8hA7JuuQJ9q6iFg8Ut4wC+LeEXEmwH9M2q8gW5qX6o2Pn0E7fEvmYI0Id9S8juhW80S49Sblf1C6WRhbqopXtnz/HmGkftqEQxv42/Irjz1VZxlmwEMug0gJD+q5G0ker6XHJxZQicSGaK8gjOMxH5u5sC/zK2Gl9VSAEbKsEm2PMt/hFdyHjwLYn3k1YY9BZnMRiGY6dq9uOnN3dVKL8Deg/6eKCZ6cyaKnHeb2kc0hCAOZjJ+LtnRKwKTr1fAmlKNbQBZ2Kno7f0fZaaxgfMYER0HFPfE5HyQ8bO4MHhyDL2tIriy0TOg3VMJCIE93IslAH7ihdcIknSMfOTFqAKcvLR8e0NZaWekJChqG+5Qy2jbaughX71t5sjkEB7HFBZwVIofmv8c/Cx7GSx/a2fkdTuuF8jgnqdDvbxi4COUeRChvvrALQRd345bsfat2QcHw8k7DHe1Qg+ZurnLVCNwegzXsgzxSk7DAjdAWc++GC/CV6iYlimoA1oHFEsBEHq2KxucKLasdOvOpP0C5MZEaiQBoaU0nm5d8vk42JQZeavnHXaKVEE+4FH8hmSwZN8K1Sz0BWPORdkYnuYzIhsYIkiNclS4iM1cc/dn7QNkBC+Bh8Bv+sZAxpKu9X+QgJ+jgys0GtrMV4IcQ/CgbPsmFU4wJsWIrC96FfrKLBy6+pFF3anERg5KOO1bcFncio7P8+ewwBxhnlJpp7ILMlF2/SOb+C7GUuT7AJ3gbLfML4UIfvIYEHfBHt0dieXMhUgs1HTKsDnsiii87PNkoZIxSyl7AGUZnchAvpvi788NaO7b9WbLTrfJyJid1652g83ncI4HGABltiRevRfCOkPoBPr4Ow+EpikHnRtHTCD2dp8BMbzzKHuAvE2xiqqbJRIgk7BfaLle2p0ES/JAtmmvC7dZRwezFRn1TcDHI0bAqahvsw6alSxwhlZUsgpiElcbzxXRBgiQbioMWcElKcyfTzbUVTvawR/s2EUeew0mcbmRnwzMglr3JeISGWPmV80hzjh7CCNOw9Vv61g3cs47q3TLG34kT08vZ4LjH7h8CVWIgOMfdm05HZmiL2Qq1s/khj2Uyw/YfaPi0rw7tjgYw3Wu3W4ZeiKWYHna/NymeLOkPAPzdK9uV24YOoPnrTMtUSewgJaimyYdxFLQfoeqD42yKBkMd2Wi1MGH48A3tTfWqyeldfmMyBQN4SXFa3xidkIRoyFKCDaxfHJVJ45LQa3H8NJIjLpHpXS4EOpw3h7EHlZD/QRtnC4569piGIwQ0f/xld+mR5FrGfTv9n53uhUfz/zQGjnkyg5HjrO0GX5RxXnDOduZOwnCVyLAWG1xCjX1IIcu7Zx1eObZTyiB/IHGpAkJoJ2W08kSrzGKG8oU2JweiIz+6c9zDqhmNmf0Q0JE2oPfm+ZBpADOQu9UgbzLqkIY/A/KKZVF0Fdax2ngThfLw5CWpo0gnVvhUe2DQicef+2dHFxar9zZVNWuCWmhoYyTHwMx94NmRr4/+BMTs4xlu180GSmmit5/4rXO1NK8zbaqnqebAVhFHQ59S3htSt6HVFNnu3jErf4Wgver9IwVJnqZMN6Cjx6d8hxNF5NoIRWz7f7LtOB4Xuli/vubWcYLkHA1mZw/DTBRSyv22/i7U4SDdOBWr/dRAeeN10IvkupC6Dmw32xx5obZ3qRKB/2jlvsgj50Cz7yGdJIiLiJVIR1d8W/XXCT08FSSpofFYRYm8pKxj3faARqQBi3489FOFl+gEib12Hbh1314QCiHUKocnBl612arvtm9kQGVBxqAEZT3vSaQJXveFAW2vyOok6mFapBuiUO9Sl4sNFEFXnVBVcMfcZFWYnsShym7HQ0ocIqYeZWYXhZXpLH8W0DfYTcYt0Mc4djIfcxp4fc/zi+XkRZPHQwvBQiXNunJCD6UG/LrHe+t4zEEmZIgMw/oAikFuxAhA/xdLqe4wgr31xBz8kxgomBWMP4BywPrAv61PFgoBYjHgBdZu0uPWEjsquF4m4rA5qPAC9xoQ6nRvMbLANH6n0ENHbeI2Uu+bY3Zl6hMsl++q1UzYDV8YHT785BChlKtxMqIS9O3aNaVxxtR7O+SU/fyDbrDXEFJDoYYzjhJiltRsuNgVZMyuBXDpK3lXteCOPWkQX+YmkZQuAXiJtkZMhGWJC1TogILGaTK6nGiHC/c5I4tSV93fbxpzi2U15zD7eYFr3R5x7QKLvju+rTHHSLudtA7VK3UY5HyV1H5Hze3MgUYhDxap3Kv9thoH0a1vzJUGUQMgLDGKpSS+rzkpwt5FydE5IXCBdSFsCLAQsm7T6QhcpCnmA6bsM6uiVIjl27S5LgKxkqh54KCyjRvx6frKeAHdNlq4wKnq2EcvPiOovdtWvAtQ40Y/LcxOb/gfQlGEUlsfl8tPjDDu/z8pyAH9oWiMFiaJMexLwALlbWwGR5vgKfhQPUwHfiXIpQWPGVTdA0MMWf7cwMLVIecHSp8byQrQtoqwAwMddREBv/pfKUzkeggXjWRJzkxVmWjKVuhpjXq34+ehJF29JRP167TBmRNV5panZgbJ9sFlBVgbDt1CGzjp85K2cS+xjXVFxGIf7ALpQlqobvaOV3JntGNjK+yiaOzYvGpeed67oZS0sbNMONVVFwsJSh6ziV9Lw5VwzjNizMTZjZzVg3ns/JYzRaxDgoV8uIkoRNG0cRdI3GlYAsnVZF1JHwU0CGe80fzC6RAhHUWVO3gB45a04qyuu1/kQpg9wuV0WOf+Pcmxoja0mpHqcRKNQCOY5t0lzrOCwrZzPRblD1lgCasL2v7QxGr+VZVZnUMP0F+7FtF+oSPa4T9zyI72pkCNU0ZLOzRhHkEHJowtl0KzxSdq76r9u1FCQzHqgotUXzh/y54RE0CRuK1RX/2yRixfDtXSHeSEFVFJEXRNf7sVvPvUmajydNJ94LOzp3yDXoACrDm+TeFdbSMBjh7PybI5gQpe9erMb8S3XReJgsnmzAFez7ccQ+yscpZpm+pJaspwSQlPfPgSNrRa/At2PVrvU2s9lXkhZdwA6NCwh0T9RJjybj46L0fk0505lS+J1OC6SPn6Z/c3QpaucRsTXlCfPz5KpXaprquzXXAhtPFaRc/LHaugB90xEhCmTwoxAd1uaDqSW6TbNylX92fNjQLgjokETbDhgP2CoulUUbiRUJoUHeJ8HO5Un+rrLGqMTTklGNYk99WhJiPr4/zmeIo+Mm/mLNqzNVi9o9tcxaEY+SmSNIJ7uzV3mxputQASc5biLUeK6QZnNVntAlfRinPYJ1VdYYQce15ida+GWpkMjqVgzsCD1D45hii7Gd1UQ28xwgAl9u4MMnwNKRGs9cNek1bnHjWo7C7QgrIfCJA1b49x4PkYwZe/b/AlmMV2VXs7aN+AR8C2wAY7h0vq47Ysg4CUsQuEbopiEoBdAdKYEbFHbPJpHTMVBEaQ5U6A4/6URvFKXeTFd5WTKo/mG5TuQ7uC72GjnsLiEwZ959uTlP9xZ8lyIlw/4TVvAH654GX2jHel+8MLa/haS7N+u3eKuH2RT0ZbHpfJpWAFyWg/HGNCavt+vYnuqsPeG7PFgqWLlhvJ4Bsqie78zosQLX3HPn4ApTvyp88P2RlpB7q8QF6pAl/Eu8rD2EFTH4MEFxNJ6ffBjHVn6gnQ2KB1XzIk2Sq8XZDPD1E1Df66ieFaIlolfKAiPyRknmONY5TCTQDG3F9tIDtQvr93qO/w/DRjm1iPODiyCY9AWhktvDMLuQ5e0dlasYR30iswlIKxce3ggFo3baj1RURLCaWXW2mmv+GApniFTH+gFZVwgmhxtLJvccG/fEvdoy0U/2YA4bz8ml+dY28UO12WT8KzYgEuNZewvD/7+1wOrKhHhCkXVtGqM+BGuq6nJbrHGwJxVGW4s/1scB4V3xJ/idfA4CoLeknmbP6NxdHjtl5soRYTq8+I9UxAAE1m35mzWaguBtJzKsTVQL45W/V+7Vkhph9jd2aC4PDEBua1cFCu+kUkBpx9HIfhHoVsKviil27oTcIH01N02WrHkjfqMWK84fSA6e4hxIx5C5uDv/qbIZfOWYB1Vx+gP0K088baLiebR3yXAKd1EaGmtRQkFFK73awyOkkz+EeXlcuTF8vD8MxXdIhTC41KRqRlUk3t1hlUSp9YZOhDjre+aRf7KnZYUnrsyhp6qHLwvoAJ8i2+kY7S/WyYIl7/WPhgFjw7y9jurg5/JRBGbSjHb7yDfYe1EsuGBhAMcOfVEGaEO6mUu3EUDk5qbGfbdyEK0HO+/hm+X/QJN1kGBV2m1em1CVbF/ARqIAIcqlat1o5TusB2VW2BkefN61KCV3lemG7C85wGP2/DRkZkI+EEZNeVjr05dEn370lUWV1Em4uRDVSHKr/0f4v3kAc82QaEODKyNPsfBUu6Wt7W5SSzucoO8bNDzu5jZlmPydqiypDIFLR5qLzR8iv12I5d+fPgxV3PhewA0fVQag+p34DMq+U34wYafraf5Gmo1s0XNlSWRnupwQHqvDN6OpMmqFHKwvAQfBcE3Yf+Nthpp9xSWKHG8WE9OcVomJPIaJUPoIVr/AG2q3IoDVG26QJ6FmEG61JXlYcSXf0WZ/BW7NsCcLqMRY4rMNN0cPfzeTqfBG0r+BW+5G4Xxmb4OBCckpznt8ri7rbijg7S5T1AvFICERqI4vyw4DW3cxcRcCorUHl5tW7kH6WGl0oWCuPSQ9eUSvWyBNGtHCt2vZNc1IE5Urvf1hutiXosqlwEfQzQvZI5pnC+uRttTs1Fwjg1gXajPxOqtvA+uktn7T2Rcvag1ZpQZ4h3qZeHWzRvDiyfkSMJrmXlJxnRWSJ1ztnBf+lk9w2TTGr9ba81iD3kwk5jmlvcjqTtLtxHVE2VM0++389AnS9OWyQjOv/zfqiqEpqrR6RmpJBdCMgUupIiUQGBJKg/eqLxEbh5UnNZSp1HH8SglLBomUK21UD8wRA59CYnvMKwZeauKQ12tEjvloeulTWegABZRpV1qwXSVGeu0HL9GmHIgnKJz4/Edn0aauhmt6FoleWFrX3Y8gYVuF9be71nM6fyi/I+2467pMg+mPscIgS3gIaAtSSt5NWhlCVTSthZsUgu8KxS1sJjj6OqwWyA4NO4klvFm1/JFUx5PLBMMMYkJW6RpZurMYKvzXTt2A7IabmfBWUWuiFksHxy93y1Mv4Bkur3s7kKZE5pYsxf18CFbxRGvQorAUw7DQ3xXc3g+FaDfP2Etcv+UTpTYdvJZGQ/lhSc+yYX3JJqPTjyU3+P3RZjTux+Kcoz/0LLcj/J/gA2fZ9YNjJhnhZCKa60rVmE4INIGNsP8CnNq8UGgnoNh1oC4jpOE00wql1Ay8XB9w4fgvFXOVCxXaDX2xqBwYpYgiSglBcY0dzuN84mEKoDC0Yt8RobN6GQ9ZwemtUHj+13p0NHHLWAnyisKc73Im9EqrNcE6lFCAFYbmhkC072vM9zK6Agn9+9ur68uqp90d5dIVPMIMcG9A2wBoAbCVO4VLbjKuuitZzwRviATWE2xX3C+Waf3Tuf5dAvak+W5XXQkTd6oPk0dLVQ/+5pIjfDQ+5wQzN/Frw+qnDDvdH4dCHlOViP2iwBQsC5lBVCnbCl5ZX/t12pTuBSDF5uedFF1YujIAjvc2rgWVWtRqdrUYoL5tMMpROM0O2OPhx7uYW4GQA91OTQw0W9DgA2eQB1rkh/YKIHBdH3I3QsSRaqO1Let+b5Ksuve4cPxQcNa9IoFXluhdfFJPtYzrjvAwkec5Y0+twD60bjo1yWeqbjdc1v6Ic6584wD3oom+xtKIs+XbfwXNF/tIQMPLKQByT+rr1krQBzS38gGULTwzK9XMBXyhMpErNJjT4tZiv/FDM0UYPXuaQp7ETn6uzysO8kIrIV+3dyXg0jwVecmelPEvV4MqJxlRQ2UYY/b/DZ5fOmR2QMwNNzbLqnmC/afI/P2L/aqlHzXVfbYiZByb0GzyGqKasglspH+Itw9e6Tp9uMlh5iomsGD50xU8iN3FjmKKBVYJvjap7XLTU+UcOTT/Wo5YCYQKJJhITM0kn2IqdgBy8ilAXsDskd/iz3J6dBZcd8XH17dkiej2Y3B371Ec2j+GO63v8TNCtw30u2f8tHceLjAdAfVgx/O76dI7VhYAFVwLdn2hKW7Usvrgt5/Zf2UdB756GQ1WgFQIOocwzYxbvHFFQ0jRyXv7WjneaLWDyd9ZT8zdRT7svVcefJZ9Gk3+EYSrawCw/yqtGsn7GYKoULjY02AM3HjkSHULN9PT/5hJmG6l9xHxIuW6NJP8J3KrMu0nzqsIm94sPdy6wz2F4Oj3BKrHqp0Bt0RiYrOR6z+wKxYexiPqAVWFBt6hfVWWPbpNpFOoaSV6UmfHMFT/EEdDPGkIpgqUoXHKPqyY2oDr7n6Hb3xftIc1hVX1DYTgpAHevMBge85UICROOxKxa97Hqt8N5Kr3L+h8wIAW/JYjeJsxGHVj2C1ZvriwVMWghkWl+fVHCxUK1HCD1hk/jfuUEbhw/IiBuWY0qW73ExORsSqXdfTi6VkZHUSamqFrHPYDUduFUapPIjwk/JC6M0W28efo1BwZgZdvpzt//naD2ip7w7FJGJ2GJF3CeSJMJzhh040bk0RX+n62PVTxVWcxBg6RiRo/HxRi+U//qmO5Z30q1Jwyg1B3YTNBVVqpOx3kON09W/qcyAgD5vbhKwvGE40HBf10fS0wAxBcBLR7N+Kte+rTTOrJd10nkGbufeDVgM8mLh+cqzD7qO/ZZRlPxS9Z29wGBX8xEy1Nb657yEYexPCR9sqi8Mc0jdA+0ki8mk+XGv0p8xSX+Do2pDCZWwS8QjKCScyouszR6xatlZ60owm9jI9qCqTmj8P+pyZvvPgpKNRHPe30XEBtNqfhStLWCY0P0ObKHXUmkajVLGoRrFvcrfIQn81DQD9CTyGX/a2dYHREFlmH/zD/LhGNLrzGS/oCXkG5LjtuFhbQ4gTIU+VO5HhByWwJjqj2B9D8YOXSBqNy4/xuAQk8vzpgUPRJskwc+IfL7+UJucbsgUWm88q++5P38VzMMxEfXsqjE01MqbUBNLQvl3RP2mMerHaZkbFkDQ79MqZkfB8R3+SCFVj3VroL0eXgQ50FkQG5AuqTwLCWe+1N3hB3V+otA3bhASZ90XJdWJW9nc3v+wg0vUDBSpdzG8jvil/SfupXoAzFaqdLvMBLOu9JDTFSPU8t4ADImFCz7iNvV74t23IJX0DEzWyuNHssZYj6GrrPsaFbEcUDLgVulCnAo1aT1yGsNeNMM7z2L2hva6AWpjj82GjKkg9IQnpUtEdtpCIPHtxdxZRX9QTILuTa+ENTMkJGWncLpmT/nri1yLOBpGy9TdV+XTsR7SfPc0ztGmWBhUwymOi2SVTJUDtlMaSFf0/l3q0dN2t3e/PaPqM3OnhD7YiHG1TN4kX+3tBnVyOMbSbw8jHqigMLNrCutQE4+Hwkd1kKklaOTqjqOvMzybSL5bOQ2ZtV3THScsVU9phvA0QiaHX+92VSpzPwC2te45jTCO44nG5QM+cA11h66qG7OjV3anr8JkIGXX0QBpbfzAu69Rg9rApBmvFBtt7SuhA123LSroE9QxW9rR+in+gMW3mqfyB++iPe+OW0a8QmylJr7JIBeT/ZgGzTCxVH09Nxn1qdhv2um2OSY+vJF2rNUrMGBjid+lUsqYX1+CwJ8ZNpOgMHpJpaeKSZrB69UEtmKu5hnj/HtLIcFkRbHIMmEd6mqBs65Liqegw1M+7iKa78AFWljA7B/10NJT70k5R6za6mmP0lU4HzZm1e8041hoZn72mtd7qAihCjj07ZgCnYLRcjs80FjztntuWHLMjW6MWeY7zIAN0Z4LY9017B0B3dbQ2nGxlt+Uzam20zGvKS+FnnGfLK7cyKhOUnsIuQwd25Qkhz3wsN7qvRxF5YzX6zpl4DVDctsV25V1ySmJ2tSe8oGOy57D8rvl8+HVOMxW3MtwIFI4Cc8dW1F6oXmoQPsKFe5TDjNlKd56A9R9gQHAM7bP20z1eBypLnfMzN4Invf5UdLqcNJ/36QYRM62bgdUNw+XpimutDZK0kbYPlsWdvQNpcXZQKijejPj0B/JXgQCrX0jHB62ulJ9+ifuathwt+Q7cOLoHPW5xMQj0wG85G6YgkoaKsCFaUQD+FQyxz1OtRV+zqM5Qlz6CYvWHlzAukWnvpKoIVIG+F6KJxJcTojBmHVE32o7C+XfqG/PFm5K0D34hOsLK4jnEGlD9KozBMj0bamnq0c70krHD7Q2bScgihnaOBk0qwSW8CYK4pZvGnpOComuVrhqYM9vMIA2nTwxlQLQPy6CbWJx5hmOwPSbNTGYWLy9OSYGxGV5vuXi91XPAwcZpf+xy2qkiokuQPRHYoHfISo2ZWbYGcEcIG++EH78I9j4Bx5C4wwP5kT+rpwMfMQYAhbbnvzU0UeL7+5uD9f+Q9xKEDGfkhU4RFsdNQSqKLRpyvjkcwa/dzsuGmu2TM16lcNXlMy9cz9D29IMj4ugy1u+YWKG8o37Q7InZvYGXXZw7rp1gBnelh9TvlxdFxffryQl+ia9VBLEHVYUBRvNjcT/WgYC/AbZGsW7VGPb7e3HaBAgNhTHvE7FVmNB9M36uA90xVZgYmhYH417wWiZLoiNGpE/sbizyA3cL4mfi5FVjMTzmRNCG+IyA6KkKqzDOxPxA8kfGdoLlXsFu8JjNMmTcL2hDsDG0gR+PDitZYaHmx/OWkOvtuxIptFUAW4NV1vC3BtF/SHou+3ZvByKAJ8Bafq75hiIx0PhwB4OXvX7nQLdYOyuVeGpshfLSKr4gPp6B3OQa36jEgonuF+127iDo3zoQW4YSPvPalR1nf/GhKNPMyudbJ4GfQtqQDGkj55UtxaQl/hOHGbB6lIap3RBb2R1UPf0xXQGxksDGJy9IVGRVjtpzbR0lDCKY7m/y+8Z/0D7dgtUPZkfJgunLE0BLiJvrctXZnlGukI9WCbkBpQ2qyqw4hKk/VAn3Jep+gVlE9gu1xDhfIzp5PuEnyPFTcrrwm2CxacewkZ6ZQcA7RQkKQEGeV9QLppm7R7+nh7hKg71uzxccoi4xsM0TFCr2aSW5+mEdWQtT4X9s6vknOPY7at1VLDAI5vfrJeBGeITGDZoy0JENiGzHDbbWMeO/wirYBpiDch6jHSWEm9994D0oMMmLkWFDEXKGZw1l6HuYpxaqx8+iZWWtf59Yvbqq662pCu7fq8NLitLKBRuaEJlBeNxA68GW8JUjGCRExrGUrfJl+ofenuke21RYEteaLOqKL1cZQ/RSGgYn8hBmched8YZICr/jq4H92andDvkTJZdYmP1ghqQ6DevEiSE3qY881l/FMTt6Ga55d/cFgVPrH8hCGXh34qZ52iEjyHQXHFkoaqFFNw+AuUNukzAfpfsI5xQ/ya7XyFaCnazZF/PLuvKjA6kCrb4GGZeHjry7nK5Rf7L6VfFKQoZ0ReXyu9C3orNa01OT7S1byJz/VNetxkMe++AiSf/TnwIpA5Zl4sQ9h5ud7JDtzP+PuLEtkF7Rx3Z5hRlTErmx/KbwRPg6XoaKUWxFBgnTht8oO46lPLXr4kiyPoxv9kZdHUqQw4bJnDisTEy7h5E8gTU+6yscN18CGsV3XgTqhXj70ujFagV1Fv5YCembCVYuhwEf/vEQY58XamOkwJ6AzI6TthhcMTY1yi2sHDZeffc5L/XRDKdF08ikkq8dScl91qtj70HqBuPUAv5YYXZlkxkIXSHHdYhEgVfgadUEubDjaoEmzyU02OodzG2SbM9hcH4IFN7tqxAyfLtutXx+N8lZsrQMjx5nK2IfUXsPo58HtZ7fqfzMw/4sfj9XvPq8FVJYfqJVNtbMGvjpqE/7OK9bo/WtQ4JoAd58bjqyDEKI0zV78fnZl7pxvikZymdrgS7r1Q1o2Y1tJ1DT0hqUHNVk3JBGGhuo5HGHZi3a0G4dvE2tGeDnRbsL2GjbD/BMKosxcpSq8f45XYQqIwUmIpgYyD4nvEsV8lqmCpJHbwlgHYz7I1xKGv66E6UqiFG8KrhaIcDALyVqp7+dRYNnAwUTbMQIhKS9UVi5x+7V1PYvDQpuw1xnuWotLdTwBceDaIoPmnoR7d+1NUX9kTKgitRG7HOrrz12TiWPRRDFmrSFyc7erSASbpcENN1nd1IW0PTR0H0z8OyyBwD3Nk9rKQUlxjkpZH1aPxIqlm6+8zuW/+grenS7WyZeTDN81KcrIoOCXRUFVjxjd81VTV4zMyX7U1WHG8KIZAcKZns/iQH768gsr+Zfr2/opYMOofHSk2hhBoAc1Dp9cjpLZTbAz06qIGXm7Hyyik5MejaUSGs1vLKEN8lBKNudu4LAxBZJ0G4G4cR0MtyPS55Xk3txkJLp/2nmjSzjELpCXJ6eAQpfYOXyTRZn8/kRewYiPG9p6mla8bEXUgdHLIG8/g7nZee+QvYJLkOxfrIHo9tOi6WD1VD1CWvT/xpYcAyeT87E7XmYQfYvy6CTaOOPiNbrgfL2MCqihAa6je9N4WddO3NFdAeuMaRYOX9V9OqwFB1JkL5v43UgYrhutE2g1MuzFqWNg836UbUpqBKYAuX6wW/q7LUtl1PocXdFJBeV49XyMB1X5lCApvV/e+UzOSVrYHO41nVgLW7GMMZ/kG2hUm3JLmKT3CbVClOg/l69Xjhkvf1eg/7Oh/Bgm/JJTHRD9PWJllgcFQkfDICajteLure5F2UasoWdzBM/ZNbUIUOKLBkMbOxfN/Md2djOKCBw9ns1hcSMCJNaN/ZreNTuFxk/71vlGIapVNPq6AiRj+eAZryn8d1EZztuqQf+Vdpvpjmjf8sGkozDzJKvyLaj1MaRbXbD/ow2CsfPkdhbK7HdxG6pU6D+Cp+EBJTdK2eiKtj0Hduar0wByEStgJvDTOi4wRDXkhczxmT16R27GHE95RUKNfrh7uh9LERphx3/ejIbdX3CziqMjhlNNBp2qViOxgyfKE/4so4NI45rijTE7g5kum7Fz/H94KSmI4O3NFKJQ5Vts0OfEHfNR0Rc1aSRocpatQg0jTHU7YxQaOKU1OCflhDvk0AA5YN7XG7LlZNWPrZnzcPg2ydAtFph+15EoU0yB6BcFKgG1Q8KQ8JN2hqDpbQUstkSxXBqdJL1Cs6ObtlSAgypO1nuCsRVLM1fupLMxWdvyarwhFGm9a5peFUIve2ImG7J27HsfRWtTj3XmoOWqwcPy/2lq5kBwS10MO/+KCSvakAAmTqo0lbpuU5LZBgOLTPmCqRZZ4nRERYs7zLGsvtbA+sM0edARyo+P2wHS8NhYlRYpoxm2bsjGk2NQlBiIl6yoRBIfDjVZs4R4JbRz/CqvRB8xH5p3RGN7hy2iKZb6ES3+kr6Kmce3uZVuRyd2OktiV1WGR3Qj0atzv5Z8lLrbhLNLZjpBuI3vH0QTQq6/HxCZyeN7/9V5x6hWTVfs2bBAmUiv9mgWrLBFw2hXy8Q+jRSu4DsbmNrWuqoBXoIJ1a5mDiBtfCiUxTAFeRmeP+huaNXSfCcEi7XNTKfjvvDGeQTXxJW0n7Y3H5pbToatQL0T+39kIuT7S7/xJ9T0xCuTJ6WqCoWebo5cVDIC0P6bbc5ZTuGgha98nx2EyCIzBqB9e1pkfRRXbH0slOLsMIBTV7mZvXF6DaNZCNj3JWN4yFjt9NEsBXJU+szPBtJ68oWQ9zEAUnS+28Q5KkAREYAfGPqjDn9vcvL/sRO2Bc91eR1t10e/YNWjJjSASFib+ZQvpRJ5imeHYkDVlV2/fQ+zuEg4+cQoWTJj91MU2H2UCoGSd846xoNnlRbpzwf1ug41HhAfJCEwYplKxzvFfRRHMd9cf9ANLPuLq9W4vBFUR8wwHURKcazotiDfSQrIy/8H9uaA5ThoQjnM3j1LyfXFi1lkGs5Adul25CYth6r1LF2GVN7OHJZtjr9SMpdpTyEsA1pZcf4XrHD2/NoZzkQdqyPiguVwPM+boc+J7qPLCvYWHRcKhictX42nAWx8aBOjZ7XPYQMJkvsTyQ2sYmuPY337tLK7Z/zV6m6iR569eqgpGWcrukU2hhVPcSo89Tu5rTFSOX5290hPwcTvY4lQKDuG7ITrHuHO7WOx0updQsNFba/NS4qQQZZYuI3DuRKwWnEDnR0fU0TsnJYAOlhbUSA3gKR+KNBABteRPEUBq6ZK4YX26BtAyKu9MZssWEz1A0ObRybw/bX6Pim8R5WLw9z6CRyKbTGOFVG21NHQK2FDiMGZzXxUD+7EHT+vA3IsjFudqzPZSzTDZMx9YBqXFsGbX6JA3orvSuLzQ9jbKcX8CHLtPNBlH8O+wzQ4gjW1RDmztyi9z9QZ5dCorkEB7RqTD92DZOle31Is3eYpo265lfX+0yL0deZ+3W+gVGVJ+eyxjiff1TCbrhEtT+iB9F93wumWzYBue5N0++ysaPE63OwVdJkGPTiRL4A2ir426c50kf8L35HaNwTyJCvSsQLF7MDyf3K2+us5/ia+k700XK+Yya3K0ABEo0N27Rfcz0SWVYtmXDsuHaXiIBHJkpA6r/wlzzewDa9OYkJVPOKCHT0jbzjYj1VpsU/LdFPiRrsjU7kZI8mVA4YXU0bDzBEqq9bwqALn5IqpMVUGbMGdcObBPnQ//6vRTrnkuw73rPztSFXZfNGmoIfc+MIJeYzB1AorukZaHkhjTaNZfVacPletPwPm/rnkefsSyzVkmG3qXnEurampJGlEQNA3fEwjBbonoGtCudTbWhofXULmxwEmZili96i4dQPoQDKq8xFtFLjTlFuRgNowbpvakbk7B7wk28duoeIrcAhGqN0s+dpMbt6pojrDbfHTDzdg5zwyFV5PazjXcHFoxfLNuyTHX1FFoTfXcPb4Ng8c+eDI5ycTlhNG94yCok68cyEHfj9KUcOisAH8E3Iun8GW4uiAc/fxnuTxkW51++CR1hrL8Rqc2QmIloobKCPjuW3DyqrZwdsa2BikjFpF1dH9G9FZt0HN9LbO3czJOySgWpF0YycstJQKnVdMQgoYUkAWJ5UbYAchfFn3c3djZZLKAtqUGM8jqBUccBpoaR323qKJg+YucO1Rkyqyrwpx7H3nZMBNXTr4nauYLPbdmWqvF+85Tt/pEnmFVmpJZXybJjVv+RuokSFpVd3GNDjdAa6/NGNflFMVtHKNQ/AliW6YexifOFZKPmRKFuGZyWGspqYK2lf4eEC2O1KyUIon0XtdMnbuA42M5x5Zc4oJOSoOjdJqRWsj9bZV3rD841/CfJd4SYa7T4M/J9i9Ju4nG2entA29si+gNdmDSCFxsatPQ28dKrO6GU+V9Z5kDKgtUs0OtiRrUU0pN7xwNXVUXiAkiOB7Vw95QPWwAeyVppZWebMTqFI9SgVFn3MrLHq2lpdeGee+8oPUuMyM5uYwHaQWipiLZhGS0/Y+eM6u6E8Lhixp72XRdd29fJYB70mOn//L/bbZLyO4Trmk9yZfoUHbtoB/wzWtuJut0AzEugd6/TvLUPrJ8bWYwhm4O+gmut2Y5n4y3U0MxUXl5u4cLrpCa2lUdifDp1MUkYKLRWmBgo0qZcfA++1siHNNGv+2n2iwJoGzmhRZQCFHfXpfKG46WUxqDZ30L2B6gb5jgZFgbULVlauG/tHIpPaKvbR0g0lZYdeLSTnEiJjDsrbm1+hrA+bviAaIJ0GmwweaQCHKTRGSEqh+yDvVmJa66Xbg9ubTITChnLbGWu1tgOlJe7C313VMrGSXUHjI2XtHulvMvtGR+miOx3DR/At/d3clBMXyscYYXYikbDsgbhrysvsF6mWVLeEqPvKeq37tQ/wC5oKeE/x2ypHfJ1cIWZDj8JgLDpWu1+hOjq++j4nKTfCljZTwOjBj6vR7F76WfHD+OplS0YiSdcuCzYqs99TGAPfBNN4aRGqqpXjP68eamcWY6azbDhCo14st/vOM2l5Pm4uiUag5cGnjuh6kNVPoHGcDNtFIgBgP2ZXTZTvSedcqhE55eSutENHwx3DEjqnzzG5EkjPyq8AT+XwWKaEwAcpHSK9CSifQo+jjKSf9sMgvKA8CeckgA5aYZlGSQeac1ehTGm/DgUO8Y4moEIOXNJx52uRdrXnmzRUNXZEhp91uU7XxnxUtlYvilmJi0uxEdpSAgbEWkJLbqbALwih6xdDMm6aCHkeOtSeQFWmJGRTfw2J8H+/lUh79whiR0Tfe2LnXAsbIReTAK+D+WTPtdzlWuMhe5ei5/OY+AkIQOWsw9y2KCmP5MPg946xoQJKrMLsPEE6BKuhjgLOvIKEN22EmXC+7uerKbfgGk4zJg7jTjFY/StMI2fOFsRzT/rSgQ0to4XLAHBH3lUwdsPO6Odo9PjhX8PWuGCq9s7yNo78OwrNKIfBo5Ip85TUMEbYyOj3OcMaWb7/k4jWpy2DJxwQWPpi6Kyy83nv3lCiPpNwd9NMmKTwWngN5EiQ6ko+5t78e0gmH4MR03gYvAytn3qQJ7NK9QNbidxoECn+yjdXfNNSIZwyqALp4SEZbKv9X0XNHM5yQhQJmPSJ/92CxSlQIGFUIIPLfz05Bs4J2sNhqsKOXmr8vwNwKDzSzlpvvwGdF3+InQnXqYFMAzWvS/592mJtJlfmPIyL1pmNf66xH/DTaWl480mBwDDj2LKzBYn+hc5ywf1ahUMC3RbDiZLE8R5pnuILy/oQKCS7UCG2nTWYDE2Y4BdcTwSiNGLr7NqaZUhIgdxMhhSgBALPZ91gAfyaIZId4Lcs3yFbRsRigAwuqW4q2QoCNvYsxMkOGzgwrFmQIJxke0+m3Ir4j6BdmLY0HMThpf+dNyeeYq2OE+iJTE449DqUVp3/Iz6j2cMlXLBTCriWmQ/hv+Q1ZgQv2UHpA/2dya0CpdL+NbcftZnNa0JUDPYH3VM28XLkEtwa/anq2VcVNy/IpW8+vE0us5a13jJcaI+0NRwDipgTbfS+2tCse1W7ufosOxNap0YQsnKaB5MU8l5uZqSXLlNqVF8FcKltVc8kfNGViWPifCed7CjE863bxgGfEGYYfVeyvfbYIRnQaNviypAoH+1ufOYmG6XQhAJh2GYgHutchaTz7N5Y5LKnPG2zZVaXPC0P7cgDhJ8beb+PiWsKEk9T3MROA3UrtW4MFktXvhWHtRt4/wicoyobj6Xtv2NBijJXAcj+NdEZd0rTR6h4gkLnpdugoBn0v71kFLlaOn8vlsHbuBHTZf7s+QSsO1LQY48myNUStZpM5W9exeOzr04Nh7DtIFEoHSMoUd3RTnltuGKlos+k0cFRAe//H8aCOi7m7sUc3epmZ/guxCdKiJXkrileQEsL2+7XB8wNbVFHiyLpi9+tMdir3+TFIN9FunzujyC4AsmiAFIG/6luHza2qChxQ/fYv41C/Zw9d23LvGSlDT+mzygJnSHvgodzRMPN1swM7a1qy/iP7rC15XKFaFdKIeIpVNJRZIgUR4bcDtKVGfmBVbG47Kmj38KIvhpIXbmJQGNsxr0Uw0hS7LW+m1I2xtatPlkTzmWjeqLUi9SUcoR+9vGuCg16gwED1h94eyb3raNr0DcilqtJ8V/9DObBUtRbOvfgxgWIgj8TNwRSbsw+dy5jKOl5z2zP1ejJOQjt5XcUwYQQybVu/cc5jYtagyUALwI3c0zhBqxFuMYBwHYjR/zQti1q7GHniQwaQryH+xjN8QKv3A13LMibqYkQLQcQReLqhtgBzxHgxtOgDXSI3q5n107s2QGHRNTes/TdnriOXjl85MwDd0ZM6sKBMBal03P5grkjSE3t9g1EEY8u7ihIOlKqvB0l4Jx7S+VPB4ixBKnvpvV6eHVs0lCV+zXCv2PcwcI8UcwoOQ2AIaZoEAYhhLWLpWdBRlmpCmLgLNN7SaqRyQiQoNCKfy3M1hlkFZSFDDJXGBgEsk7HhmbzUNU+3t3w9nywN5Z4tBx+rwSwOxoM22Hk4ZrwNAPDtWIlVtPxeQTHlCYCOzonzoQ0ryQQL1EueEaZSNzvu7Qi8Z0HKeCA67GB8fCq9VWs8JYMC5PnTss0DkPJ9JNthCx3LowJGU49Qlsi5KnVXeN8ySQ9gkAC5NHozloLg87Ym+cKarQ03OvQaTEqG7c/lweBOEE/j2gCdT0iB5FLh1fKGS4qnIfwh8DI5yztesAXO5Vg6L/RFjofb0eWBQ0iYShe6I+8S2zq8CVw/aXWEbZ5R76+YQdL5R9dnBfZoe+lMoagoz6RcJP0Ny8z0Q4f1IeZeMYrMy+bUYIxbDv/IaohBj2aoGHKFMEibJhdwvAbWaPI3rpWg2VsPSkK9VoofeI6HFUz4T8CSoAp5Co0+rNU5y2UXibFKvb/BM3eBStb2sOC2de4Rnm6ASrnqk2jYyHvQN/mzNsnk1rIJsilEjX4G3pMcqAH/AxCQkanBMH1EyQ5oCctN3AUAWipQm2dnoPpgs+FxM/6cDxdpCn0a9NqT/iRvMsnBRVQl1fEBNdt66ksuKAmN1XffG+H+Y8Y5oMiFeAecPZJ2p6+es89W8PXHfu36kwX8jLe/cmsOqUl0S9Jf23oI9V1cpmCYPuHf2mEriy3SxD+xnjPfLLjZU83NeDyMcwwGWyi2d4W9/Ruif2pTWwjDdDLp/TUTwrBN6y4ySZeiVsal2fttCW9l9SX4UI7I9sDK9x84UvhEddspeYQsVeowmhrUzdfyk0OGeD78smYg9zM8rg4WwF38CeDDnSz9BpWNzd7si5lkEBC7eYfb8haflBkcFFDQ+hGtUZHTW3Wo5/2+1lt49snBX0iKIXoAsE8kNGX+rCLIaTfwR9GyP8VTEgJ0Rlq/roxwxg6/V5IFjZXkEAyXmS4r06dWmxyDhMK+2jN7RPSuqEjPfZtlvfEzqKPziL8r5CnIz+S6inbMTkKNCFpC+q+87ysdiWa4TLvMY8aPtd7NgVFW1PRhthST6o5hiA8ZA+/AH1a8W1zMuDZsxgCbgvEdOmzdQ/LLw+Cnpqbbip4E+Ygj6RgDVnKHkq/INEKi9/tZ38c7Fp2mZYdHtfYmz0a9gxXGz+j9QTDhq9VclpZ9Gpr5vQq+sPkIgdIw4HLXUKAHit2Z/bt4JEOdo/0I/XbFRa1MCVypQTst2Xn+AEL4QPe5wQ6dw4gk5GqB1U8ixe5SAgxXaBY8fOiuFK6bKeiNjl623AxczO49i1RUgJFHL5woDZhhDswckWJ/xFsbmwb6aHQ/ATwcNScLyEmF5lU50V3ZittI0UUWCGXPLTAY4cyQBKROyFDxj6pSE6MCDP1NExpROdRtMhUXdYT5c5koHaCIryxGKsVzve+2xu8/IwVbTV0ASElyqfc6JzHTYWXPEtdCRxA/joSPVyvvZZc5BTwFQ/QnexoXptYqpjfWnoX1tsiPciXfRdfYE5FpOPtt4sICIPDracUJ2sYauBZTT5QZy9KKHTYghbk3Rxv++3Or1YTJ6Y6B/ElRtKh52kYbTSBkddE2HFB+9zoN4qUJUIILDu4eUKY8pTI/4vN8p5h6Pw1jMWDj5PxfrlGP2sz/GF3gc42Kp0r9IaE30zCs3Fzw8WRpj9VGhbp2hlQzejH/KD9MlhKB8Ynv8zXFqmUmgCTl1VIKM/BJCSHfauD/UaIGCHnXS8cX9d8SvPdefoz9QmtZZ17w2UQn0e6VF6CL7DP24Dwr30rxvdyaTyY517YnwxFZ/aExp9shsIqVw5fQBoYHuCa87EYvLyFWaYutBP1g9S532Yp4I0ryiV+skJgPv2R1Az8929g4uireAhCRXIK0YDnOg8DjLY7jZvvdM0UqHom2fpWcEI2LiZM6Ya7iCVSK6mBn6LYcn5d5z+teTdC+z1WDnroU+VmBmj3owjb1l8UUxrhqcbnFXpC4/FHLeKNPYlHH+YDtgNezVtz9e8EOxWoEllRVcXi0dPK4foXVCOzl1ATzyNdmHzSKK0jKvMMhpgrE+VLdi0K1gNR53JmZvPmhaV3P9NM1sAoTxXG2+wmVUX9PicByGTxbjHWX4cqY2yulSvbFhZWsSAewPmEjwFMrLSLeKK6QJapRFzIs0VxQLdek1VV6SDN+MvdgP2F5ukihGGx3ZEiEG4eJfX+Yna1D1TKb3etLJHYJBMJmcnFZirKi5AywMYsgwn5A3ZOwYdIso6tEcRSzj+8e6ePbN78aEVWRLXCWd1Glp3m/BdPmrZDHIjhrDr/W+KIUE5hrjg2RxpNyPlrR64aCUAjwrDlzsuUxlr421g/fl8hmVYGvx/g0zRWwHunzJ0P11S6z41p6R5kY7ojMGGsWMWu9jWEA0hfcCQIFSAKlc/08UJ9v05A8xI0a5GTX3ljq40ujrAVRxjRw4fS1cTsYNppEJpLC3C1PKNW9mz9rS7oy0QwYCL5fyadtTS4mE1D73316Rv3abyqd752ibFpSV1R68yfqLDLj/Y/nDA/lWSc4xfmz+8RrHb3cwDP0Ceu++gD1gXI+f94LU1IyOprCZIn7oUESmHlIhKzsgFWwu06feYvzUzX4im32Aq2GQCH3gh2MRT01qOqVDEMCIRiDPXdiPd1ew/CT6nPqLSsX1wkiwJrAgBiRf0IPGjwDhn8ES4hm0z8PJd2y/Yr4ENhOG/3oeorb/N+5vjkQiyLmXoGNP88RsaCEnTUCest0F1W0yKBgTBfvJx+zYW4dt9LSK63sPUozQBi7irL4lks878zjQOgWIRV793fMsYbFzLcUUSt1eOIangqunvPA+rPTb0B3XkvlPtRzW3djrBvkQCHlbciJT40GTcoEg99rXXcgcASwsNl2ir745ll2VXyUSh5sdXuVse2cPgJfpmgRswJ3C0oqp5lm4bq7DJ/rBHEBFUAn6B2piTBUZfg2wb3rhj74hXXIiEOV5JaaWENHF16udU35rLTMAxslEKzulSYnxnXNaLg2WHzw38IXsCM9fkSttkqghk6GOa3Xd/BkA74KW37VZVoMDgyEKxJiyZ90OdztbrFS5ubusB685MoEV8870gROUHHMvtMkHOpOQRLGlTzGB6SReLTmodffLGCfZXMJHI8ufceeSojSv6Sp5JplRO01vUNkZsgvDFu65Q32/HZ4RJf4eTc6kr9PK1tgw1nRZjWox2c2zz8gOcke3YLDKDaf7NXCblNqn3Z57ZEl70tU3o4ys52S3l+YstDssoGTyHwNLJMt0kEfKrmOW6sQH5lRStSdB/hA6sRNCAChynB6OLRRHXdTIKXJyrBHOOPoQG3QMvXzsidEPZL/FeDweBPGdz8Sr3tISB3BhGIE1b8AH8icEwF48UaRG3QcLkTDYw/S2cIjxSpBEW3uWZ1AJ8qkRFJbHV083OWA2NeuJHLUlx/GnafWbtnb8o1nMs3EpMUt0PfRMmZ9UZlfzfuPE+MVPTNP4MKe/KK2wXrGsEZk6KqRqaeegAK78rOdf69QeCvGYh6LtHUXb3G1Stz7/3apUZeXjWW93i2xI8KZFHowCzcIwhmFWBE43bpyw7U7P8c1tWqvbgHI/Bxu56HcVLopvGYi9LbG9ieMQn2+oa+/3d1y0ChqCuJtgZ/89bu0hC91gNIyHCdSi4UIhnJ04VDaqKMtwEsBM56rrLZBLYkPJFyLUxsylXOYfj6HqHU4SaToQp5IfXLEpjTZRzwRgzXCwhA3PVx++RtF5PAfcYDljrRRIlnL/K+MACRc+XuWPoEjxJv2LcWgmhSetuj4BC7ssXJ4HfSp5R2U9wUgdCB6R47AFyiMJ7oeCzb1JffUQBkPzmXxMKacfPFDQkEtXIDhu0OgdGz6tz/DQ+zHvCAmBdaAhSmq7A+gYm2O5OAh3rloL2m2//HktqEAhBjRC7llw6Dtl5LTpi94dQ5dLUZcYYTzcMuhRmDgdL1lPBwaoz0AeDwMPwOPUv+Zn63WrhTwssfq+1pNAEuVc/ksBrRjCAjVecNvUUcwL8tHrXZA+urikXTUZGDfcbpwMgSdTYm9FwH+jCixuUuRnr13ao/sv1iCS0HxTGKPm5mdvV9feZHZAR3JYg7g1a1QDY3Yau9UGDj8um4AN+ceBFJfQ8w4dZTThJAhE0s/SKyJc8JGL2QGxw5gwp32h8Ri9TmPRRtqHcXYeNdLqYtgx7eVlSRjzqrGQdSkrF+lixY4pTxNAqd6NgXkmMaHA4xZj50xKX8Z3/gGNRk8aEi5k74y4GwvFgkXL+rfl+DhE8EMrYBKzdxxRuQZkGCfzB/g7XjlNDETT03aQ8J1peSuWFSAWhtF8zynsSkoQ2Rwqoeht49TTqzUm5SAP4yU/b5OAIK/JFlK8hef8tsq4NlmnUZq9R+vF9cOJxB3NHfIesCEYRBZZWPxZ5tDYyx3UrHVZATDY4h15nxRdGtJc18VhUDSli+2PBe6eL+7UIuIq8g+L6Zk8CDY0ag/Vai31Z0wyASF8fPxaXKfx+0vSMCVAcEa97hbtdeNIiiXiQTqvFI49EpBJaWLWo99E+dG1Ro0yKKQBfpUVjiR4TAhADgzQerSdQ2Zk4dyx4W4/iuG9EPvFK6x689/r0mhFeAFCFZrD94GXi/CwWI2wg9HyysX+PYLSbiHlMC11wPZW1tLlg2tvtrpQzR4A3qBW9iylfEQILdUCsMbmzcd4LyDi2/ZQD0K/jPcVDmMLuhxgo+AiwUDVV05Qu2O+jCkNKCq1VwXrlfhFyVz7SC41XAyNU0UBIphk39RTz3l+upPCoAirSRZc93GxlQpoo1etQPSNk8IiuR+Z1HtPkFB50tH7nU1w/Y5hmd6UefvSxllfXTLJjzeWXK4JFatpicl/VmpK9ML3zF3lT9h2es48Kxm5OjYce/iYdFoq51E6r87zVoZMCYfX45XflVu2ne8hSFp3jrPUUSrb+Mrh9vnBo/PqQV2aE+XpzGemZvqk02rkHub8jpp1DUfQbaOJR//K6crODd6vDWCa98TSNNNT+tv7S9iMalesguUCeNplacgG8XLIwu2r0jrxDTX7ejDlVwtxRPog+1NPVqH076MqcURMdHek+sA9SR04LyUWR/xzKA15Ssgl8zyDKBX0pY5aTIApw3ywkDY1LkiLvS3BzT+EVXa3FMf92spuVfZMdOEIU1oF/V2EGbqZ0/dnmRF0YwGcfBMeiZ//ST3gRd5Lo7YlzoyJB03kplfDjA0+ew+47zvk9zP6bKBuFpMDCbjsRJnHVAbcPfgwStzeDBKveBZUUtl7PwCiQlE2M+FZsL5d76XiLj0LJSE9CJGc8V7D7GOZr7TDLWjTR713LeHiXNV7VflTezm7N+HfbBS1PbZyhZLsPsokmZXb+8EVJg3j3F/h3uJK9ZvoVoJCspwpoMesLSi5ed5UB1k6kBSxCIdDTUY5PESyfcFb2D4SU5yChPyqn06IerX4mg9DDvsPiebDLqdyhXxx89SJ57+9KHuPpeXGcQGvUUpqWPTyt8YmqFz87/ihpI37ZP4gRnRNW+iWszl9MLvJ+EqBhjFPR+PkpMZXQTXtrgJcxnB8N4arAQkQv4suEnto6DLkgQRlyRzqSl+dvsN8tQJhhM5zUebanCo7V0yzf7srAIVknZPOa63bUJgkDAtgbxz4is4GdR+sdeWyWvWtMxJtDaAbljKaS1vgP3DtsB0fyHfXxvyH60cbFdLoYIR1cjKVbYkRlXBsrmyuqe2WyHtF4Xx2RRLVG95T1iWHjxZDEMKB8n+Tcs24SlmifXL9TGMVTrqA8M9OnOv4ZJ0THZnscRKTPhK7u7pzCp1QNnbzBkGjrWghy17IwSSDAf2skYTGpQFDSzP51TiQKjx1m32bdVi8wbN7LuyISgaWAjkm27HBB71NaUjROY0AKHs9LS6cRQVx732Ujbx0pKbU5hqDUEKDxrcJPI6x7CbVprsj/se3aTOn6NzUftibGFQb8Tk8zpv0t4PphvlbmmDsFrw/XNa1PW6n8ibVAUTbCTpxj33wvjWr8DARLRH6/3qyG71VhnIS2nS6oMTMjdihPjx1G+uj+yvV5BSMlkL3PxXrtz53d5beVIvgbAguUoRufcodjvxh85pbW/Dernh70NVvIVhaLfRwO34NtsfZuNFW40lINyTl796DnRr03fFpo3EI7aYzJd1s4mcy6klZ9/XSANx0SUNnJp/iWDRYr8Wa7lVVFnekrZX6WYvDY0/T/d6MWAvhw6hvk4em06VvvSBnhZX2Gluyylju1uZSui+8nUjgF387S240Hi5gSieODVk+dKvFlqziHCd7aFg37cJOXZKrQ8ZCuqMQbeThmRWNxu6bWutG1FvjnsJJQmYv3bVAMYU2R1O7scEcfp1WW0F33YnSDWBxfOPHZ4QLg7TtpLcurXRENh+CAqjMjJae3qbk9n0SS5ijIcxuMh3hd+nIpN+KIc5qCKUiXQ+UDKAmzrTyvpLeeIjJzvvpXDGwP15ZQ4LS/1h8sszOfVLoJiY1atwLu+2kjr0QT1ygkjKoFgw/pB51md8aTmffa/LJoNT7jJ3TjSYhSeYIej+lstKVNsX3dN7FwoPHMu7vEN6/OgmaXoEVM3hRGpYqP+i3RaZo4gtn9KRGrHTED5EyvxyszD0LR3I8DZeeXUJAqJORMLyjIUAchwAv6jPB8y048PaSCOp3QTPe/HMdEd+EzF3FqX7GiyaUe7MKDnVgzWyY+lLkf1zBOrdNYGi3srFUtNkGh0FZ2Ng/dHsLH7EDzuCpvrWqTFu8OGF6Kkel7HPasO6zvpNbWjxFf+P61EmHM9CuhiopDuWlZvgQ/a/Svm2iVgZtqGWVIECu8UvvF1n9ZJZm2GCuD1rzETS3GQhvB7DwqxYc0A0OKSS0k+4vlWAelzg88sbhgQUDT2U0smIXMPutqRS/HI1ZicyEqzF6Nj/2VKwmZaUQ1me6wDiqL2XqRhlaOhp8HExWyIqjWfKqR9PO4EE47AWhhtabdy9/J5Vxxb84AxY961euYnjxra5bsn4FN3UR0ZKdnjyTgeX67DuphV+SSlilOBAuPDAWXNzL83vvXXwLihAKFTFJVZAbVchs/ew1eKbJmntnuAof3bvBuluI4598HDT0rlWn4lcc04vMUqbtTMT53KVgW0HPSyFDJfP4sP4xQe04YGKGgHgNxTqCQwlZ6vtgrzKIPmK/jNx06RreUcYe/xii+w9nnT0mUe5R96XOkbvksiklLctsJNC5UHqzKX4q+rQc+vrYIHH2/ka7c9R/LABeKt13Z0G+Z0+yUgP8kvEAqOo627bdGXG2RAAPyvqEt/LFVabsfcXZidf8BIDHvs2C5RelHuEV47xqmU67jSBX4O+eKldK2leJNZamjC84o4efJwv3ulCXDXdBMoVWCdLRra5upQv/izMT4EQoQ4TtsTJHDjGsysyssheHSRaZR8wEE+EORinOQME7KtjRWe7wfNoKSK5OIMD0Fz7afH3PXmlYjrWSSUEqaNkv2BKEdwK2cdHjkMLteuJPR2lzxHzkjVMyTejd//bw2yS6QjrbFBFixj70WHczbxpTfKzu4lbVL/Yjuk6iUXQySvAECpEyTSXbwPyY8r9wETIdbiObQsyHR84prd6H3UIvTRt1ZHt7jhvPtQ3BnQ5OVBEZFKy/lKOiQasGtlB5aeh3Rtx8sUZCOTXor58HVcp++Qr18l9Mwt0ATnRkOBnmyB/vORFNmpY6XibpBIibVPbuYfxC9/AewlzHsdkNu/scQbcSwKK+5BWSW/6/NiSGutQ0hikbkPXkMHELOGWOUIftgaLXhDSMXpComR3AVZVDPvqxk+9eGaDKKxiSx/sMolvnjDm8djExf/VVedyg48YourXjsV+tv2LhT0RQu/etP30f9kfbPkut46H2cvh7diMaWCSL+36NttEwCYgrmYDF4DOSTuxinhZs0NTBN+Yor3cJ1ZlaOrQ9o+/qeuHACwmy36rCEI9uFGdhmeDK/u8VQX1FxB52k007HmPBgwNP6YNtuuLCVe+b3hLuQ9Jz3C9QoFajxasIlwDhgank55pr2pwWOxZAEeLRzpTRe+lTMfjm7rNO+VWLTmafpTa7lXTC9yjUBIeztKd8Aby5cuJ7gWn6xNXP726xbiUG7NrpPSlD8tlfcaMus/OGvrgxRh2AYBp591TZxNwHUvqMSE4cY1Z7oEAMk1EbmqkS8F3eXOd2dEAqcwxRWq8N+PGju+yeiF36EROuqAxx0WwuQmqBjSARH6Z19A4DoHih9JxDnLIEp4+IRA8vCPkYTbHBhQsfs+/d4qiZwTGGNzCMmhINRMN0UUYVXFln6FJbAhR7SYVg5UOJu9F1aCgq8jhBP0G42pc6qdUr10MnD+7tgm+3ZXLlWBJ7gAyf///N+VpflTwB0ETBT68QrNmfoz1BhI0mcb50RONUHyg/xJ0W6D5hGx8vu9b+ksMOhCcZkp/vvTZ+EuAMs0FBX2dcDu0MLJ5JoojFspvjDAzGCCRg/fPm3LOJIFl5dNDn7ooPQaUY4Nq6Rh6zzxhsw6jtuIn3EmcqSVSTDPTBnNRJpEt7oM2BNg/7XmUP/cIzcAtK7xpY10Xb8SHgHO5gW+sXmGXFOIs8cTF1hLqqM8vb6xMPe0WKdK+d+Z+ZvZEAeJc9N1w+l+yXhDA4nbUN8IqJmcxYtjaqqOJjttMgwrXliG+5viI4ibv6+r1brnRSZhQcbUibiiRc2BI+J15VBRuS/tPqVsCbRl6/E44j9ygkAlLdQzbifn+PgnjW983xZzQYvjFilPiLWkuI4YyC0KbcwthmU2aY8e13fDTkfEBh3gCuhcR4jmLgzt+EOBBYq5vj3pWNBG6TuiJLKlfqN8GG/SmNIjeMn5RXB6ew25rQn1R/gIm7A7L7LG7vrsEd5UJdJAPF8403ngg3hdyA2q5stkPK4MMTn9UFFLBbDoTNWa+Gc7fbcoKAU2rMz/82iQwMV70XCFz9Qf75CNg1Rvh4FKTRKMGOORnMoGJQ3EAVAd6AvSdgqS4ischXp0F3d6c/iRlLpWlTK+/Sc3aaWUy58hFlBNds3GR2YXcV7+vrhLuRQfBvU7D8ZBcUzR1rwOa97emZ87z+rkO+dwwMWD1WnDq/L3Cpv4EhmUQI8ILkO4lH80iqLak+A8QdpehVe/TD/Lk5BG7W2SsqlDusUoX5x3m44xW2sQCVrNIrjwaEJf3hzioDzNqLOn5yjVjsaRk01ElY9OhG4B1e7y6GYpy+1DMQwzZRtA4WMiKC3RMTE9l50pW/63QuAzEGguoeOBnMRq2kKzPhjkfbigBLO2DEpJtLhmjyITwAGUDqIJwxFtVNcw3YlXZ/aXcCJehHzWjoR8wzpB2BI2HmtgjVUvz4atkXiDW9gzRpcbCgykFfomFr5UHfqlcKEfNZoDwTx2itajo+OYldO6fsboNu7i3IBNOZJXvIpZzKZo+8RulHTgdpcR6PFPZVqZc6i8PudlDy391egB1sJ0NM3X0Esi3pThbbkjSQqSQ39omarRSOInuWODmZGaHExHB3u4wQ5T0oEqe/g4RDB/30lS6A2lDHsN/OVQZjyj4LHAcNIigRC8RkGxfJ+TYIafIf/UIr3aSZvQhpPMfaweqbvXitRKuq5pfjyM7UOwi/TpMDcl52rfmWUh5m3HjiWlMLiDlBIs2F+Re9ONL6HQEes6auA8FyFu1dG2RTrAS/+0gfaO1djg1H/ik0osJWTi+CFVnekASn1kG5GX/wTAW7SBp1A7bjZr2DrTVjcu1NbUw3WFagprvRLdVTZYRKEo2fSogBR57ZOVwElGLcmB/XbvQOnabWggX578GqMOhvg6Z5aiRnyTuzN2LFjWwefF/AZ0RYeYMpj/leoKS/jmHbqRwbuK9J+Gn5pUja10i+CBQWtaHpyiX8BcNh5kiwO8yTsxMbbvV3FglT/KHfTbMhM9o7Bein6fvlD1Sr4u/1atEcHonTJgnnqPKwf/a6f8w+OMrsVinUBUJjSZzWUZk7M7lAY3q46IEKMjjsXs7M38YC49LcAyK3S/16HHectPpx6KydiNFx4TNn+crwm8um76WiH+WeajJpQ7xjJ+soTUkhHH/l/E8co95aV3InSyl9wd1DSlDRseoIxVvQCbIlQ2dh1ab/f1jvbkT6kXVCWxrm7nVTCEPJeEje3YNd069cw3sEAj7BtQO97/hUdVA6+F3tDNx7pDkBGzZ5+E1GK51t+DDa2N1FvL5DExQW+eI3qYWX3LPSGafvFptYeGn21W9BWVaFYxHy7aCUd5/dy6mu84gzXygR5XOYZ04IEcHE2ilk4Rd7XjDDbOSIOu1yRYtZC4H+Ce+dNSbl52FWKwu679MA4A+Nbm/z/KrbTvmvsg3JNe5MlMwrN3yHyNd7uoxm6IPkcPdLB2HtxLOhKXu1xELeYfelXCvuKNgpDojBWcIDgjMRMABMIPuIRkaflRuIPuK00Bg/m9J7fiQ6PfEiHl5Y6/Cn/MhaO2DvGQzpMQAi/SdF+2cxoluwX2TEYcGBe/injgDQRn18/L3rFCH7/GVmPwW4dru6iidi96HihbODUzMlCpFHg8yvpgQsexYIg3st+X8HFPWTdlj/Kr+xR/abIEeqRzkQXCf9zSzcN1oYV1YTVGzCm1mEEjmw7r3S69220hCwngb67XzoFZiZKpw2vlBn0/MGTVvhmCo7iREwibehaawiCLrSq2rbINvNtgWn5YE0s0oYVyrs3i26wxQF9RFxUOakIPKedj5t3l5PMh3ciEPEk82ggPJ9CJj40wq752Y5JXkrEofo48fAMrADVP7PAMTse5B98biV+pc3Z9JLSjvhibywSCL92hqbaaENyxXOkeyG7Yk6X5sNcl+YT1LIK4EBZtsvY7sJI8jjI6CzVLTzFyG/WspgGAV+5gLKZtKe4OAXOH/bTduDuDXuqOZbUWuQxJM8IgqndxylvIn5J7vlOlXABrqz/YvCX1wxzCjwZESqp4OYYy+Jmvg8Y0afeIqZmqdvd2zIMxJNxd3WJUiaRb3Qhzhe6ItNyHYacUXWMjMxIy4++kGjmkxW638OXikEJTGthWwx7UTL5NrW0wCT1cl0cRvQxKP+G+ZQygp4fDDCOluIu26wuITlta2bgoXoB45ISBawWU1LLoMNRx89r7nlfr6/NDfWMlNaZUjdRzamW+xSdJzL+HSL6+dcgJ7BFmSxkyMWWrzB5wBCyBGPIXdJAE0+5RmMvvm52GxsXbCNCzGVPoaojYbyjsfg/amMWAabJLJ+HNhc9okbk2Sb3D7q82ATlrzMaPAs8jjf6IBZE1hHC0G8mvk+r2M/3DG3VfrdwXNeCqmA0IOVaXvrLr8hYyPKAat6tokcyWAnaUGdB+13UbhlEHdq9Btfv3+t/J5ogX3IB99F0HcCtVqCNRzaVPLmTLaQry2XB3NE5S9acfai0t2rIAY4JmT+OTGYRzA9uZ0orwUfWEdup2Jfn0aDoOXFm+77ilbr2rpKnAQP5L7nPS60xyNsJPLzco9+KiwfJbm0CVauJKrm+Dzqr5d/eRItJG04568B3bZQnfx7Vtqp2i/UdCUeVFJKaTlmNHuezvPMO17nelSL2llGpyn/nBphG2G5yrFlUFAVN1hcimjC4bdBlfMdJ/pJ5nv5G7sloHQVRBm4t65DHuLnW7gsz04OzLNslD6cAp8UNlo6ezOiHocOFN2s1fZlBXqQoyGzTc3+rpWWe0twp1F/nGAhFUn9yKftdTb9ymTHTStfXz4c7lXEfOHwo7fjn3a5bTqBOEXAtivV8TS2b+CDPUpD/86hRvtGSc0ApjVTyZI31+6CQ64NEtk2PN/+EWtT1xWYw8qj/utZTQHzKhAasV0xWKCGlozPJnMdR5aKhxRwQ5kqzNcjttBt1D8e/YDoNQnqE1wmj3pK99XoCASDB7QSb1qyGBAHyS4FRvIW5a5Xw5BNM9ZwKNytx+Nx/NqKbUoll21XiLwMFd/GmxcVuwI1i1wbyZMr3iCaZRnWu8m6zVH2Cp8VarTx3ysMZcRknPKDvN8FElgaPoPTg3q9RcAqjsgMUvgNVA/2Z6LbU3PI+NZQX+ffpMGQF0LtpFSYSrS+TcLIgVBVt7ZRMASUz1q5vkZwJ/bxSp6r3rT9l1Z0MAtuvYmqLBBXBIVEup4IcFe/GSi0L2HX8+W3OFvNiydb0q1Fv47vDNgrzopygNcNV2S2aM5CthU39AGckouTWB9YiD7OcTD6OKSmrXs0rvi95ea9e/tHe94vxOW9xdg1yNKLzOkgL959rrkQWVT/c3tuNcuN6nQWrFjBiS20wEk2at+iCrqjNj4euk3M5Iw3PHeYZACeNvi7toJ8vj7MVGgUW+R4buEiWnVEm8aRy6YT/oCMf+zFTg8r3xC75K0e5ExdOItnaK1zeqRJI9dv0RAAgP5TguI92JyWwZwVEqfxaQZ2COpPhOEvtyhoEePbewHhiaZ+HAYtEH7umLXatlNEdm/HpTsC+eu2tOSiAifRlXGgVlkOq4Q5cZSmfh0U7jJ8BweSzfe+gPjUlGfzWx+I0IZ4864128qoAYCOIcUn0s7DlymkYxl5YoeliCRHlFvheV07XDgj53hHFCp2Ptk07dPBot0+K/7kwYuFLO5ahvGMPrOvEG2mLVmXqs55gOMNXaHLry1dTXHIw6g+NJqXMkL+exWc4Bj6QRkBjgu4r/TyEiz0V/KaSJ0MY6QPNZH4RSwLhXlqrII9Yv6ZbYsjodF45OICg5cEzefHUoebhppfLlAZWkUDfyfCp5NmbTk/SBNknAcC8mueqF0aJ49TzC8uXU7mxu+8hwNZBrymljMhCWRyYfjjVxMl7PFpuUjbrTj4mbAbdweKXWBbWXeuqCRsXjLKN4sMw1pG0YP6H3iClLoC1QB6rA2+kfPTtJefN/HftdNbRoOe1InPWQSppF/YM7WjekS1uGUr89VWPEccN4Me3V9L3NmUSK7zPZXnc8EliuzVEyldBcScFwtxVoyR6U3OzlMkF8cqdrw9jOpzTHUFyO5Ko2b3rvYKadBy59BwYShrdDOS/ezT0BPLiltaxkrfsXMnyV4Iin7BKY3SJTQiTCHEionvPxIQmNJaPoAHkRn68FDd1xZsL85Y37LENjjzIRlRbfNm3YKdMr0BYsSt9AGmJWO04T80AmsV3buc2P4eSc7tf/kKGqwGyZSUc0TPFSRgeAFOrbvbrS9pjeF3ykTZWp7YGs+wYya3cskqiAtztBuOcsI0o1sLtutSYYGwkHMM7t3qqfKCMp4HaaLigc2RIvYOtBwns6mwqvmV953d9eVVdsNtxbgxoFuRtWnxqjyhrTZQvrSh/r00E8+Ds52JEuDP8aZBlwGZeOx8KHsdX9AKXzf89P6Zdp/+gEU1ZJxUIMpSdBJiwwfuOq9nBFy03by+sBgA9rdoFsDxsZ8Nt3LYBOVBTSvqL9PbvTKLQHSbN0UhA9FtWq0tI17EKhdTqiKrKMXWWjV+OgeGbqX5O9C8gtWCeWZLEMy/77dikyQux21T3vBwAah3Iq8dvolLUk6lu2eV7/kkGkLI5XMpxtoea3ZqOtzeNbM9hUHANNKOqRPIbgASe8rFdmpPcNrxKTbiBjaRVO5kCNqDRrqlh4zfkJ4c8UC5+ZyzZAi+qIlDKuC8NvR3wDYF2id5+cYy+BgGYsLDETINrnXqwaCN3WH8AIGOAcTaOcjQ94OO6tz0o4zfFP5WGk3ORm+SPzeR5SXg9kc8aWYZcoKBMPQK9MF7G3cx4fPTOcPgWZNrpX9YGURIrzart9YwFjNtV/rhHSUo4noLVLfeCK8mRQS4py0TaFb8LhkV7O21LEvWLAysiK8ESLKnMZb2uJtqewDG7ERHt1s9bBxu6KoC2etea7wJqSLXC4tETPW4vDgYUtSXidjZ7PUUuMmUun/SfzB1tSQFW1GMD+yDBkfr/lMHmMisqe88gzgEJPE3ebun1FeAdP6boraT1qsI4+gQiy4H9ACnSiGUbBS1nhpeboTwsh8H8sliJM5XUp8/GoAkEfrOFJVJY7Zs2nwlX+cTyA7ODdAT/64CqVHbW+SqTZuuLdOu6qEU1v5ObCfjlknbuKhB5WmSO2ev73OOLNZIi6rfuxdo1B+JXgT4pWvlbPXPYyaSMz5byp/2yxD9Q+6s+9CjAu4NiMqV/tf/eL0t6PxqGB3opOF1ZMOfyLuljVz8ZZxFeSDB1y7+xekFS1LpyQSnwdlE/BKULK4XO4jCKl8jJVsnrfKMQjJxhyuLgtvtHdNOrDsj68iU3+SwXx8hpua8G8zFNVmjJVQZmI/dGozHieAQrQ5fTjg6p9zufZrSPA5VN7osxjXVG05qnRUxWO7u6wHzgX/EMapbp5D38cTUWyq96VFPMyubEhvnRIqEF7+qoH00HYAe01MlTkRjUJx0jcoHNcAZJF1stogbwI7itgGJTPn/IN2typplXCxKVqw5j2ItqiP3DzTn9bxL15zoWpn4+aRinqtWOoMaQ8qqCVJ1l9XCQzGHI4/FeE4lh0CQIZMHy0YswlNds3jaG6g5VIzxiblhSaPLQCTtlkxbvRSXXeLLHnuZb7wLH9p82MTfyXds4FknzObjHBJxeP0oYeF+rLEm98EcqFX8Acs41CMWDQ4+FlEyVnOENqZiX2coueCRmtAkisr1jBNpaSHH0vtRDfts0eYV1ubqhvOAoutXCcoxPNE6vjMgoIvX94aq4kEc+klbZuYmdZVrlkA3uKFdHhzlWbQpvtZrmXZBv71KSppdzn+hUUMmevPD5B3nXtyZbSCEtOq6dYUV879lJuK3uSRS8B03aAusQD8iFwq2QzXTExw5XOsO5qcOshd0wYOmOWPJilmBflANAW/svujWFRF3Kfop8DiYC6TZB8VXtQd+of/MjqzgoQpezk9Av5gAzmj+iz5zGm6yflhIt8ua1gnRkqg63SsYUtOf17L7jWLXzK+P0LDUPfAoi1lRrdw4O/83dBNBKq1Ezg/82ADfHItju1ueUIaNnjCZjci3mWcOqUiG6Jr7We3fM4Kd4omJ/QjN3WjSf/SQ+XirJon3F24n0fiUcbw3cw7zy8xA+xlvrCNgJmY9siRbVuNgFEvnmF+ZMiAJqaLDc99jIMa9mtxRHdhEdYxoqvwRhT3TQZLjm76AYdRXIkn6adJVUnZsfkx99iigjXkas7a/bfamrKQXXLfzTLEp9lOsC29MxOdeafOfhapH0kI2YdKzpIltp2zQ4VtM6m8f2l0gGU8Qp1iB2/zCoOVMgKKBz9WT5WWldpmRQiWwpWhpwzVgyQrni4PZeAx1YL7tmD180cvgof445wP446rEbZYeRnXYDDpRAMr4VF0+x8/RyTGVQmhF9VMXydGhFQgVd+aXeBdZugQS5vxsUDsPc=