{ "cells": [ { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building finished in 0:00:01. \n", "Simulating finished in 0:00:01. \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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g6L3C+PazBIXtY4h2sgRFvZygMCsKXcePJ/B8efKY77I//366RXQDoMjqImRY\nZTA9fDIARYt8jhGFRlZ5OB2uRqUyU9ntLkJoseMxYf4GAPwSf3/T9d+2ZjH84HAWnV0EBQdw57NZ\nRNW/Qq814GgwkFK/Pm3atGHHjh0AFPHuwL3nW+kIzGy/l/ybG7J3rw/OzvFERjrwRWptXObswWgH\nGeFbcSjXjuMPjtB8Q2Peqoy0va4iY9c2gvrvY3lEa1JuNgfFhFOF73hzdjTw6zEsD+wDvKhefQfD\nRgzhsHNd1tAVmwwT36xaRetf9jHVuSRrX1/FiPG9nVJB40bQpQuFzCrsHmRzPcQH86/92o9tUe91\nxrQ/AAxqIBE/ZmJmHc9IzF2Nr28ZhgzpTZ8+nXBxcfno74Uk/dHiUu5w4sZkDKkH8NG9u1ju7Vtr\nNGdroNvWEu4WARSeuj0lospu7Jseo66fwN4qNWdeB8LCunFtTzcqxzjQoo2KkwX8WLTZmhjLaFfy\naJLoYXxBywLbCLRdgPsty7Zi3N35ulcv1ut0+G/dg0+rkUTU90OowPcpDF6gcO5qADd8H5CvTyQn\nDdMwagwExQSyVpXB246WDdg+gsceVowelE2ZGNiFZaT94KFDeaZqRf8DGbRv1Y6la5fiF+eH91Bv\nAr8LZFr4NCafmEyQo5pX5Q8Sb9Ly1YPyzOhrT/ny11noPwvj9n7ksz1CibmnyE4I5+vjxZgWcfvT\nbIaadXIW44+NB5/2HG/9A7pSt2m+IJtEd6B7d+yTknj16hU6nY7Dh5/StKE/JsxEUoGy0eGkO9zm\n4sVyaLWCiPB6jDj9CIfDD0kvoEF9/jY690KcehJJozV1SFWy6XBNIWPXNrxb3uFYtom7+y3J7lb6\nAImPe8CbhJzSWQPrgbY4O8czalQ/ilW/xmTzSG5SnJLR0SybP598Nx4w1qMkOxPOI3jvPVBpoEUz\n6NyZQLOgwPlYIkOCyfDIaaJK0qI+4Ir4JR/mZMsIC0dOUIivuMd50rD8klCpdNSu3ZoxY3pRp05t\nVKq/bSVSkniblcjxm9NITNiKr1Vc7lDXTIOK7JshOGxriXI2BMxqMrQZ6Isf53a9ndSt/IbiDimo\nVZYfZtHRxdi7+wsywhrSUptGtQGOHHbwYd4PWp4/t6wzr9UremU/p777GQrmn0q+K89RmSHF1pZZ\nnTqxqGRJzKtX086tJEd6dyMurxqVCTpugdLrHVlmKEiBTtt4U/AwlzW/ANDmSn3GB50jtd5rMIFN\nLMS4WTGr2cqAAAAgAElEQVRiYDZ+zyAMy+D8aV27sj+4FzPnQs/u3Wh4tiGdTnXCJtCG8lfKk65O\nJ//CfLzOSqNHxWastR5JMVtbSi4IYetWhcGDv6LjQTuyH1amcNlDeHfeC6m32bIhPx0ePv00w+Kn\nSz/Re29v8KzPupbrKD8iiUFF4gmvCT5bthDz448cOnSIBg0aAFA0f2fuPttMT2Bi670U3NmMc+fG\nkJ4+l+RksDIso/b4L7F5lE5ybTecwmJRqXVEPT1Fg9W1SFMMdLqqkLV7C0plDYbS29mzchVk22Nf\n8DIGh+FkXY14r5StgC2Ajvr11zF4yHDOONVlgakXmdjQ6+BBZi9fTqzZmjG2foTFn//tTmqsoE0r\n6NiRgmaorL9IWIkKxAfaW17PUKE+7o5qtw2GB/45C6VTlskYWc914nMjyMWlAP3792bw4J6yU1z6\n2zCbjUTeW8zDZz/gpXqATc4FrkYzvH4aiMuBlqj31IFsS9PutfzXCCu/H/t6UbQLsMdVa7m1hsmk\nIiqqOUd298fvUlHa+ScRNMKLPRlezFuk4kXOn9Pls06gR+Yz6tk8xrf4NPLfvI42XWBSqfixaVOm\ntGxB/NZttLn+gFc9pxJe1/JdCngAI2Yr6B8EcN49nubzH7H3+lSe2t9Aa9QyLrwzzVv8TFq5TFRZ\noE2GVy4ahg00Yv8YTgJOwIqmTZnTYiSLRyis7LmI++n3WbJmCSpUlDlZBqfKTsyOnM24Y+Mo7gi2\nlUI5l2nHd36BfF3am5QU2LSxID69FmHOdiRg+Dny55kD2Ymc/S4vFZJffJphEXo3lKZbmoJLBb5p\nvpUeoRpmRjzgh0FQOjaWK126MGjQIJYtWwbAzp0PaPt5YTQIzlGJwvePYhNgTWhoURwc7nPunBU9\nquzCtWFTNGmChJEV8Jh/FoDIJydpuKYObxUDXa4oZO3ZSFxwUSq0HM38JWsRb/KjcX1KgerzebB3\nKZh/7VzzAI4DxfHweMaYMb0IrnibaaZhnCEEt/R05i1eTPfDhzmVP5gv07WceXXltzurs4H2baFt\nW/zM0PLgMcIKVOB2RUufDWZQRbmhPaTBEFUQs7B8cQqgpyjjucg1EnJugKgoKipWbMy4cX1p0qQx\nGo0GSfqruf38AOfvTsfBeA4X7btb/b9MdMfpTHNsVjeFJEsTa6J9IodLHeb0Z6F8XkWhslMGWpXl\nXmxv3riyf39fruztRo04Fa2rZuIzzIcdz9yYPVshznIvP3zsE+iS9oh6pOJVdiH+zw5ik2A5L+6v\nWJEv+/bh9rnzBO7ZS8PSTfm5Z0cSPFVoDNB1A5TZYs88Y1E8GmyjwRA7lp38gjc2ibinuDP3SEeC\nhnxPeqAJTSpghDQHFcMHm8m4C2cUhbxCsLNaNQYOnszSwWpetrjGmDxjWLdyHZ4JnviO8SVgdgDp\nhnQKLPQhISOZkWVLssDhOxzUatanVaZVYzVFiybxw/jS0H09VrzCtFOh+vW2gMLLac54mpM+zbA4\nF3OOCqsqgH0gfZvuY356PtZ3ucjgZeCvKDyuWRNfX1+ePHmSe11CfvfmPEvcxzBgSNO9BOxrRnr6\nEyIiArC2NnHsWDXGl2iJbftRCAWSNgzDrfMiAE5GR9BobV3eKga6XwbD3nXcKFibXl07MGb1PLKf\nfgZWqdTusonj+yZBwq/NUipgKpbboEOLFsvo338Mt53qMym7N2+xp/rduyyfOZOiT5+yt0xdxjyM\n5l7Kg9/utI09dO0ErVrhbzLTc9du9O6lOFEnGPHrbaWuOmGv15EZ5owxw3L1ty1vqM1EUviZSJIx\n5/xpk6NjXnr16snQoX3w9/dHkv5M8Sl30d+YiCn1APl06bnTX6VbobpbH9f1reGK5XNqUkycCTzD\nwbIHEZWuMijYh3yqhyiKpQn24cOS/PLLUNKO1qeFMZEG7azwGOzD1kuOzJpFbk3CzyWBtsl3aIwJ\nxyK7KWj+AZf7lpFRVwsWZNSgQRzLysJ61SpGZamJ6PMNJ2t5AVDkDoyaAxGPC3DYRk2bWeG8sn3E\nrmffYFIbCY4pyfzw2jhN/o5Mb4FVIhhtIMsaRo+A6GsQpSgEC4G+dGlaTZvN7NFWFCpqom6Zugw8\nOpB2p9phG2xLuQvlUFurWXx2McMODaOIA5Sutomtb/MxxNsb06JAvv8eBgzYQwfrHxGLvsSDcPZd\nqMb40DrY2XgSPzYFWzI+zbCITo6mwHcFwMqdhk2OsT+oOHqPSBptNWOwAs8+fYh7+JDLly9TunRp\nAJYvv8LAgWWwBc5TDb+bB7ELsuPKlWm8fj2ZpCSwstpEjfDtOMzbjcEeMk9ux6H05wCER4fTeF09\n0jHQ6xIY9/1ElM/nTO7UhmFHepJ0qRMoZup2P8Kp6xPJuHjhvVKXAU4Ajnh732fChC4ULhnDt2I0\nx0xl0JrNfLl9O1+tWYMOWFW5NVOi9LzMevnbnXd2h55doXFjAgxGhmzfxkWtLz83q4HBPqdf4pEd\nTiccydRnkxVTInfRGmzDj2kc4Skvcq8UVwgJqcfYsf1p3ryZvKGh9IfJNqZx/OYMXr5ci6/Vy9x+\niDQDvH5ZFu+wTiiby4DZ8rmOdYnlYJmDHClziDYhTrTMp8XKdBewNDWdOtWSfb98gffVwrS1eUHF\nAS54DPBh01FrZs6E2FjL+v08kmiZeJkWZjU6rxvk956Cz0XLIJE4Fxe+6t2bNcHBmL//njbPnxNc\ntB4/9O1KgqcKbbag5xqF8ttsmWMuBsHhzN7gyfS9s7jMLgAaXmvFhLt5UE9ZQbY76F5ClhuYNTBu\nrIor580cVBTqCMEtPz+qLFnKqNn21E21pmPHjmiiNfy46kcUs0LZM2VxrOBIljGLgt/58Twtjq9K\nuLLA/RcyzIJb5UOoV9SO2FhYvbolhX8sjOFMYwLy/sKYHZX4+UgnfD3K8vSLSwCfZlikZ6djO9MW\nFA3FGkRyq2JFLte8TJe2b7gVDA31eg5Nm8bUqVOZNGkSAEKAp2MtEtJO8DXQteE+Ag82RQgzoaGB\nODg8IiLChqGDY9C0K4/9sce8DdCgOXcXnWtBAPSP9TRZ34AMDPS5CIbQVejzdmNu425MTQjg1p7p\nAATXP4PJZRl3tm2ybBiwdH5vA5qhUhnp1m0aXbrM5LF9a4ZldCcdO/xTUlgxbRr1Ll4k08+POUXq\nMP/YDlJMKb89CJ4+0K8n1KxJIYOJMVu38DDdmqVtWvHWI+eEH6fDSe+Oci6ZlGvBmE12APjzgCZM\n4D4nOEoyppxRWY6OXvTp04vBg2VtQ/o4hBBcfrKJaw/n4i6uY59zwZzRDM9S8uJ5vSv2P9bEHGMZ\nBmhQG4goFsH+svuJD7rL+LKlKW4djTBZeqNTU53Zv78v4bv7UDVOQyuPBIJHeOHROx8bd2uZPh2e\nWf6DiAL5UmjwKor22daobZPwKjGRgtduo8mwXNewqE0bpn/+OanbtxMQGck0k5bVPb/hWAPLf9AU\nuQNjZ8HZp75sUnkS0ncjk76uRY/FHXhiewWtUUvv8JF0VqJh1FaMjmAdC+l5LYMdJ32tJjLSxGqg\nJxDv4kKF77+n8S9edDquYc3UNayNX8u69evwifbJHf0E8OPFH+kf2p+CdtC21gJmp5ahnosLMw2l\nCAkBb28TGzZosGq7CkNiAGWah1F/gBPnzo0jxK8p53qGkoE1tmR+vLBQFCUPUAXIB2QAN4ALQgjz\n/7jgR6QoihBC4DDLkbTsVOyq7Se1ViMeDH/ABGMsO9pCx+xstjRoQLly5bhw4d0v/GnTTjJ5cnVc\ngHPUwvPyHhxKO5CaepszZ4LRagXHjjVg6siNZJfJj/WTDJIaeeC8LxaV2nISPv74OE3WNyATI4PO\nQfKBDZzM14nZlb5kU95nHFi+Foy2eBS/SsMWB9iwbA68fv3eHnQGNgIQFHSGCRM6410gm2XqsezI\nLA5At7NnmT9zJu4pKSTVqctEUz5WndiCIWe0Uy6/wjCoN4SEUMxo4uvNm0h4mcb09t1JKJDTGf5G\ng/0xL5xvJvPyQh6MKX4A2JFGR5biyDI2kUFc7hBchYoV6zFmzACaN28m+zak3+3F6+ucuDEB1dsj\neOqycqc/Tdehi2uO3y9dyNzvADnnsaduTwktF0pYqTAqF8vDwKJ+OGafRuTcDeHZs0B27hzO/cOt\naZGZTOPAVAqO8cG9oydbf1EzZQo8yrnxQcH86VR/fZzOKbZoEDiVW0iRmAPYxlnOfburVGH0wIE8\nvHMH7U8/McHeHifPcswd0IcX3mrURkH3dQp1Nlsx2xxEfJ5oRq+MwSW/M19uaUeS7QtcU90Yu28a\nVYvtwdg/DLMN2DyDtz6gUmDGDC1HjxqYAMwAMnQ6qi9ahMvTooyfDQk/xNP+RXs6nu9Iv/390Pno\nCLkVgsZBg8FkIHBJAE/ePGNiMdjpd5LbGUZ+CQ7m0mIPpk+HHj0e0r1TUZQGBxFCQ9Wlj/B3v0zM\nnaW0CezHjs4/kqy44CqS//NhoShKLWAc4ApcBuKx/DQuDAQAO4D5QoiUf7qCj+jXsAhcEsiDpAcQ\nso7keh3J2PCKFevvMnUK1HVy4lSVKmRkZBATE5M7CshkAle7EFKyLjAXhWa19lDkeDMALlwYRVra\nAl68AHf3PdTI44K6Ug3UGYKEmY3wGH8gtwxHHx2l6YZGZGFkXAQ8OL6NU16fM6P0XK5U2cOS2TsR\naV7YeD9g2tRbjF84AePNm+/thQ8QDhTE2iaVoUOG0rDhWuIcOzEgtQtvsMHdaGTR4sV02rcPxcqK\nhz36MvLME/ZeC7UcB5R3w26DysLQflCkCKVMZqZt2kj2nYeM7TSYR8U9LPNkqLA+lpeC0W95eDGT\nrOjPctZjpjGh1GUae4gjgnjMOf+74eycj4ED+zBoUF98fHw+1lsq/ReyNDN9Q9zLdfi8N9w1OVsh\nKaMMgZeGoF7ph+GF5YVsTTbhxcIJLRfK/YDbDCtdmyZe2RjTTvDrtUwXL9Zhx44RmM9WpJ2IpUYF\nI37j8+Pa1J1duxUmTYLbty3b8S+QTdXsI3R6rsUaK6wKHqGw3QLcr1v+ovS6vz/Dv/iC466u8N13\n1M7OZmbCG6Z2/4ZDjQsiVFDwIYyfBdEP87CIQHxqbWH35mosO3ucVeeGkmmVTqGXhZm8bRpFmi0k\nvfNZhDYnKHwtPZYLF+rYuzeLjsBmLBfdtZ42jXueVVk4GLwmuFBdVx3rOGu2rNiCKkNF8b3FcW/m\nDsD6q+vpvrs7vjbwbb0BdH7THnetlthKlShfWsX167B69XL8zXOhz09YE8tnF4thc/kbMmN2M7ro\nJOZ2mMYLlTf5zLH/dlgghPinD2AukP9fvKYBWgJt/tXyH/NhKbYQlX+qLJiCYNcicTU1VaRcSBHb\n3PUCvV44RUSI5i1aCEAsX75cvG/w4FABiHwgoqkr3px9I4QQwmTKFqGheYVejxg3zkGkpKSItBVf\nCQHCaIVIDl/2m/XsubNHqCcrgimImVVVojm7hYeHWaxqvE7Mnl9CqPPcFCCE2vGlWLnjssibU57c\nh0otYKmwtFMJUa3aTrF7t6uIiCooup5fI9Bb9qXBxo3ikZeXZaYCBUTktHmiXL5yuetRoXq3zsp1\nBBs3CvR6UVGvF4f79hXHS5YSpb9dm7s+wk4I7fjboly3O8I15KBQ1Bm5ZSjONfEdncWXirdwxit3\nvYqiEnXqtBAHDx4UJpNJSNI/YzabxdUn28Wao2XEviOK0OsRej0i7Bhi+X5PsW/9BHGp2WmhVx0X\nevRCj16sd1sn2tZvKxzHOIoi3/mItZHdxNlz5XKXPXzYSowZ01MEFrwsGvBCrOKcuNrwqkg+kSxM\nJrPYv1+IMmVE7mc4f36j6FQsTOxgt9CjFxHOG8TDqt7CpLbMkGRvLwYNHSrUe/YI2rYV7nnyiPWl\nS4v1ZRuK/GvCBHq9UB09Ljr31ovd2hOiLi+FvS5RtJq8XKRmpYu6S0YIJed7X6VjLbHHeq+48kWQ\n0B+zlPfMesSxnLJ362YvAFENhEGtFgLEsC++EG57T4ht7npxtclVUeOnGoLJiJ/K/iT06MWNz2/k\nHk+jySiKLAkUTEGM3YLoeyNCoNeL4ffvi0ePLPvr6CjE6dOVhP7LekKPXlxnqkhLTRUsriSYgli2\ncbEQIB5pA0XOufPfO+/+uwv+mY9fw6Llzy0tYbFtigh99UoYM4xCr9YLj62Wk+LUdesEIBo3bvyb\nD3RGhlnYqosKQKxAEbeq7s19LTn5rDh6FHHsGGLixDZCCCFS2pcTAsRbX5XIiL/1m3VturpRKJMR\nTEEsDlGJhhwQrq5msbL1HrF6UZCwDjhu+RBbpYg5a26IxqNGCayt3wsMBNQV8EaAEK5uz8WCBTWF\nXq8Su64OFh4RxwV6vbDV68X8oUOFUaUSAoS5RQux+Zulwtfe990JHcXyXNEKGn8u2LVLoNeLGidO\niKg+fcTFQoVEjUlLBUct6+SYXqgm3xBV+keLwCZ7hcruee4XzoM4MYlJYqPiLUpSVIA2dzuenv5i\n1qzZIiEh4X84bUifkqTUx2JbVHux+ZBt7kler0esO6AT6w62EFemh4tTfuG5AXFEHSYmBU8SpbuX\nFqopimizua44enmAiIryy112925X0bPnROHt8kx04InYppwSNzvcFCmXUoQQQkRECFGlyruQyJvX\nLLpUiRKrlY2W7agPiYvVKolMV8sMJkURK5o0Ee67dgkmThS4uYk+NWuKWGc30aHfQqE9bPle+KzX\ni2XF9OI7LgpP0oWXb5RYdTxMxKaniqDJjS3nnCmIdg17in22h8SNUQG5ZT69CXFMrxJ6PWL4cBcB\niMIg3up0QoD4rlUroT16XCwJ1ouo/FFi3oF5gimI5l2bW4LNMUJkxmbmHtetN7YKpiC8vkVEnK8h\nXE6eFOj14kpqqli40LLf7doZhF6vFifrDxR69OKx63BxMy1NMLegYApix9pNQoC4Y13q44YFln9e\n+JacJqucaZf+3Q3+Jx6/hkX/ff0tb9zGoeL7mBghhBBng86KGpMtYTH/9m2hKIrQ6XQiNTX1Nx/u\njh03C0AUAvGMBiI5Ijn3tdOnewq9HvHTTwi9/ogwp6WK9EL2QoBIbOguTMas36xrxfnluR+g1aU0\nog5HhJOTEKu7RYhd80sIt/LrLR9olUEMnHpJTF+5UuDj89tahuIsIMIyn2ISXbt+I44eVYuosyXF\noKu7cmsFFUNDxc1ixSxvna2tyJoxQ8wYPF3Yq+1/Gxgg0NgLOvcVHDwo0OtFs4gIca13b3HP21u0\nHDVLKGHH39U2ZlwTVQe+EFV67BPqvJdzv4A6MkQffhR6iorOSnGhe6+2odHoRPv23cSZM2eE2Wz+\nH08m0n8fk8kgwm/PE6sPFxBhx94FxJ4wRfxwKFhE7FkjbnS6Lk5YvatF/Oy8WXSs01G4jHYRbt86\niklHBolLNweKiAin3OXXrw8UzZt/L/LqkkR/HohQ7Ulxp98d8fb+WyGEEFeuCNG48buQcHMzi14t\nboqFNstzt6Mv0V8kF7PKnSkqKEiUW75csGGDoFw5USwwUJysVk0c9S8vghYfyP0eNB+uF/usj4vO\nRAsVZhHYaKW4Hx8tTsdFC++xJQRTENYTrMXokCliZ5794tb4/JZyH0NEbXkXFFOnWr4nriBe2NkJ\nAWJf5cpCdfSoGN1YL05oToiL+y8K7TStsBtrJ455HBN69CLmh5h3x9dsEiW+Ly6YghixCbHqgaWc\npc+fF0IIUaOGZfdWrrxhCaqApUKPXiRUHCX2v3olmO4gmILQLwsVAsQ1+0q/Kyz+N/eAuIml6S1M\nURTXnGl/iT9UyGOXx/LE8JqnWZZOM/tS9gTndA3cAipWrEhWVhZHjhz5zbJLl7bFSvHlARBJGM+/\njMx9LSRkGenprhQsCLt3tyNDUaHeGYbJRsH10CtezW7+m3X1K9+fuXXnANC3hZF+QU0o+SaCkXur\nkflkA5ubL6NQ42/ArOGHyWU4cbI0YVu3ofvss3crEa9BUx0YDwI2bJjIsOFRPHn0mnbJ7TnsdQIf\nrZqzdnaU+f57Znz7LYasLKy++ooJ+i082rWZHnV7oOS8NWrUYEyDTSuhTU/YF8Y+g4FSXbowdds2\n5r15yNPO7emy8zjqLDNUTiSy3R1OBfkS0sKHtmOOYhN8hCysWUVfanGbJDGbPQSxRFOIfJTCaMxm\n69b1fPbZZwQHh7B69WrS09OR/rs9SzzPpoi67D76/9g77/Aoi7btn7upJARC772jYgNEBSygggUF\nRRRFVEQBFUWwghIEFFAQBQEBkY70TgpJ7lR6b6F3QktIgZC2u7/vj1l2E8Hnez7fx7d87zPHcR+Q\n7J2Ze+eemXOu6zrPa0rIdWGQ6viflN0mHb5eRpd939PtR1J0z8dT5Xy2ti7PT5OzEG1suEGfdf9M\n3fu/qkMv7NXElz9RfKfOetRvurIuTZbTmaXdu9toyJAVGtJzhxqtekSz7fs0aABqf6KFGv3SSBfs\nQXrlFenuu6V166SSJaXePVI1wG+iuq88r7tyG6mw/EHVbd9dD+3/RaEpBbpYJlQ9P/1UD44bp+0b\nNsj3nXc0tG5dbU9L1+JKbfXsT2N04I4SCr2CvvlcemW8nz7Ju1crS5RQ55G/aN/q17Qp7aKeGvuA\nzpXYqwpZFfTt7z/p7qx71PSdXrr4+GnJKfmnS7mV7bLLpb17a2vo0AvylRRVqpQq5+RoT6NGemnI\nED0b4aun1km1R9fWO+feUaGrUD/s/kH2y3aVeqCUqr7tPR1zzeE12ntpn8r7S13qNNSyHBN3fb1y\nZaWnS4mJkq+v1LLlWkmSI7WmJCm4RRkdvJouOa7Kx+6vkKv+kqRCv//YAWr/DFg4gE8kTZeUaLPZ\n7pU3c95/aakUXMn8pyBTZ/JM0KooWGzMzlanTmZhX716dbG/LVvWV48+MViSNEoodPMkZW0y+ex9\nfEqoRYvfJUlPPZWhMWPelX+z+5U/3gjryg2LVEb8hGL1DXrwY33ZZoicdqlHlwJ93OBxNczcrH5z\n7lSua56mNE1W6zd6STaHomc310dh/kpZslI1unXzVuKQ5DdKJovtOe3f11K9eu9VXNwz8r8wTMtL\nDNYHFVGBpCH33aeWUVHa9fDD0v79qtCpk36r46cd0fFqXa+1nG7xnZ/8pOsXpHHfSi+9L7bs0ryC\nAjV+5VWNXLVKY3LO6lz3ruozf638rjulFhna1G2fFlcrp6YP3qN3RyerwkNLZfO9rnA9qQ6K0TTH\nEo3SHdrgV1n3qa1sKqOUlO3q1auXKlasro8++ljHjx/Xv8v/P6XQcV2Re77QrMhKOrKnpaq5YlTW\n36GL+T464myrioExeiRisyo99bxOv3te1/cWKDs4Q/Naz1P3/t311Stfqk7nmkp89WfNfLCOqmZ/\nrssXZ8npLFRCQhf167dRUz9crQ7J9TQ7ZKf6DPZX29P3qf64+srwCdB770mNGknz50t+flLvXjn6\nuMFkPTtnpx68cIdkL1Tpp79UW1df1Yw+L5ds+rFLFzWcPUezy5UTvXqpVUqKdrVrp26xW/ToR9P0\n07vtlVPSpgeSpRm9bMrbVF5v6j6l1d6tCRG7tOSLPhqRuFp95jymK0GpqnehgcbPnKRSlSvqnu5v\n6MKjFySH5J8p5VUwQHH6dCP1739SkjSjdGndm52t9HLl9OTw4WqUGqx+P6Dyz5XXopaLtC11m9ql\ntVODiAay+dnUaGoj2exmswdoeMJwSdJLNaSS1T9XxJUr8rPZ9ErFilq71iSKePhhCWKlK2XkyA2R\nj64p8MH62n/lhCQpNLiqHNkmg4PDL+g/Ngj+b6aHpJ1F/n+7pD2SMv+qKfOvuOR2Qy3at8i4fya2\noc2OHQCkhacR6Wfht96Ylcm7dyOJChUq4HA4ipnRJ0/m4qsKSGKN7KR0iC32eWLic1iW+OknsWvX\nLgCudmuBN36xr9j9LpeLD9b1R2GixGCxvnYITbWPcuVg/cTzrH+zO90+fxz5X0WC6vfu4uKVXJ74\n+GMUFFQ8jmEribTSY2o/02kW4eElSEwMJeb4r9TeuBFZFr5xcQz+7TfygoLMjZUq4VqwgGUzl1K7\nVG1Pnf7y99Zf7xE0Y5aJhcTHM2TzZrJefZX0UqUY9Fo/Aleu97qnJmynWa80vp6yl8YvzkHB5z3P\nVF2n+V4fccpekTd9HiVAzYoExG08/vgzREZG/jsg/j+4HD6/ntlWK1ZG2b0B5xgxaV111u4cwfnl\nqexsv8Pr/pHFz7V+ol2XdvgN8aP86FCGxAzm0OkZbN9+v6eOiIhAPvywD9WqHaa50vlBO0ksl8TJ\nb05SmFkIQHY2DB0Kbi8Odjv06OHg267zmXsjLiGLyAf7knFXYBGXUxPunDYNLVuGHnmE4JIlmdC/\nP44aNRjf5hUq/h6DLIvAdbEMetIiUrE8qVQkF7Ufn87hS8dxuVx0m/8dvl/6oTDRosf9rPZfx/Rn\nl3NghHGZxUWJxGVe19Py5bd7xv9HISEgUeDnR6uJE6m6JoHlpS021t5IytEUAkcE4jvEl5j6xv10\nfMjxYv0eeTQShYkyI0VMQiVGnTyGLIvOe/cC0KWL+boTJjhJSAjBGt0CSxY7NB727qVN9C8oTDSd\n+iDJ7y8AieQaL/7tMYt7//BzaUmv/dUG/xXXDbCIOxFnwGLc7dTeuBGAvPN5WLK4bbJZ7MLT0qhT\npw6SSE5Ovmky3H//aCTxkMRJvcK1A9c8nxUUZBAeXgLLEv361cfpdLrjF2YgpHUoh9ORV6w+p8vJ\nG8t6ojBR9hOxsUoFaukEFSpA0rwMIp/vy7vftEBBl5AgtH4Kp1KvETZtGqpZs3gcI0BI/ZDykKBW\nnaPMnNkYyxJ79vfgo4M7sLkX9dsSEtj24oueCUPHjuQfOsTID0cS7BPsYU35ytddvw9q+RJasQJZ\nFjjYNzoAACAASURBVOUTkxi/ZQt5L79MVnAwQ7r3osSKKC9o/LyNJq+nMXHOadq+Nwtb+RRPU6WU\nyScaxVlV5eeg1lTUE6gIONWs2ZAff/yRrKysm/r/3+W/X8nNz2LN9veZExFaLFg9e50/M+Ke4cTR\nPZwadYoNNRM9C3aUXziD7h1IvT71UJi4e/LtzNr5K6fPTmPz5ibeeMbKsrzxxpeUCb3AQ7rIFG0l\nuXIyp8eexnHNbOYKCmDSJKhY0TucO3Vy8fPgOCYETfC0uaLyJM50ruthOaWVDuGNjz/GFhODBg5E\nJUvyZIcOnHrrLa76BtHl3SnYo814bjQ5ljnVLGYriZq6RomADB7/4kdyC3PJdTh44Me+njjkk892\nJtoWzYw3lrLv22ADFBEicaWIdQNFRERT7HYz3h8LDMTl5wcSr3/yCf6xcUxpaBHnF0fm5kzazGiD\nwsTo10ZjyWJTg004cotvZJ+Y8wQKE2/NEidOfEOTzZuRZbHy8mVyc70AmpKyH8sSSW/3wZLFIduH\nkJ9P7WVDUJjouPBlEt6YARIJ9V//e8BCUpd/dP1TlUu/SrooaU+R3w2VOTFoh/vqUOSzzyUdkZQi\n6fF/UC8AKZdTzAsdXQ3fuDgc7iBrUsUkuvY1g2Lo8eN88MEHSOLTTz+9aWLs3p2Fj8yufquCOPjK\n9mKfHzs2CcsSS5eKGTN+MoN5z0YcJWwgcfGbJ26qs9BZyNNzOqIwUfNDsbVibSrqAhUrwtZV1wh/\naiBfTWiELfQEEpSocoI9hzJYl5CAb8uWxQEjWEhNkczi7B94ncGDTQB+48a6JJxbT4NNm5Bl4WNZ\nfLVkCfnly3MjAM5335F6+jTd2nTz1BmgAG8g3F4adR6I1htros7Gjczbtg1n165cDQxk2Es9CV4W\n6QWNKVup3+Myv/2eTtcRs/Gtk+SZ0H7K53XN4IAas6nUndyhbkjeQH5gYEneffd9Dh069Ocr1b/L\nf1k5eC6cWTHNi1Fe164Xk8LrEZsyicwdmaT0SiEu0GtFLCo/l66Pd6XkpyWxD7PR5ffnSDgRyenT\n49iwoYannoULq/P88+MpGZhFR6UyS5tIrpbMmZ/O4LhuFkqXC5YsgYYNvSDRqhXMmnKM0TVHs17r\nsWSx1mc1O954jtxKZg46bWLyM89QZuVKNHs2ataMMmXKMGfECFxNm7K+bgsaTwz3jOGX3raI8rX4\nSPvxk4PQKjv4duUiAFJzr9Hwa8N4sg218ebD7xFts5j78Ur2jjEbx7hwkbBaxFqmn+LimhAY6IMk\n6vr4kB8aChI/de2KLIuPXozDksWZH8/w85afUZho+GVD4ksadlh6RHqx97D/0n4UJgK+Fqujg0hO\nP4ssi4pJSRQ4nawx8WruuQfOnp2IZYnNrX/GksW5Km8BEDTrDRQmPoj6jLiuE0Ei7vZ+fxtY/Fbk\nSvvDzzP+qcql1pLuugVYfHSLe5vIiP98JdWWdFRFGFh/uBeA9Ovp5qUOD0aWxdk8s8vf9dguwtqa\ngfH4rl3ExMQgiSZNmtxyktSt2x9J9JI4bO9P7ulcz2cul5PIyIZYlhg4MMBDF82Z8iVIOAJF5rbZ\nN9WZU5BDqyktUJi4o6/YUe52SiuDypVh5/rrrGs/mB9+rYFP5d1I4Bt6nphNFzh8+jTlOncuDhgl\nhFQCaW4Rt9RiIiICsSwfDh8P44NDKZ7JcNeGDezu18874+65B3buJCk2iWZVvK6ikirpbSOwPvpw\nLIqN9TAuorduhWef5VpgICO7vkrJpRFe0Ji8jfqvpvH70hw+nL6AEneuQTaHp8lntZwNasXFkJp0\n9nsDu1oX+07t23f8t2bjv0HJzc9k9fZ3b7IiZqwNZFZiNy5cOcGlJZfY0XZ7MVfTD42+peUrLbF9\nZSPkm2AGRAzg6OWdnDgxjMTEsp56fvutCU88MZNgv1w66wy/awMbam3g3JRzOPO87z4pyQDDjfHT\noAHMmnmNse3HsUzLsGQRoxjCnwgj7ZEynht31a9Ni0mTzGbn9deRnx+dn3uO819+icvXj487fULJ\nVWZMl10Sy/f3WEQpmod0EQkq3j+PDcd2ArD7ynmqf3Gvh/H0+V0jiPCzWDYqnL2j3UCx1kb8Wi9Q\nJCY2pHx5Y7kHSWTUrg0Siffdh090NB3GJxIri73P7eXElROU/KYkChPhncKxZLHn2T03vZO3V71t\n6LS/iMOH+9P30CEDOkeOANC3r/n6YWGwf//LZuNY2fRRVrv3uOZwoCkdUJiYvHUK1pNjQMK6d+Df\n64bCLM47/3IDUq1bgMXAW9z3maRPi/wcLum+P6kTMDEC3699jXURE8nGzEwAjg46Wkycl5efT0hI\nCJI4ffr0TS9n5sxDZucrcUaVOdL/YLHPs7N3EBMjoqPFwIGdcTfO1WduB4nspn4U5Fy4qd60nDQa\njzeCmodeF1vLPkAJ5VC1KhxIymPdwyOYMbciAXXikcBWIpN5a06See0ad/Trh3x9vQusr1CgkHoj\nGRFd3QYnmD27AZYlduxog3VxH3XcsQy/uDhGREVR6B68+PjAF1/gzMlhyugplA0oi2SotiXtRUCj\n3ENo7DwPKHTcvZu9mzfDk0+SExDA6OdfIqQoaEzaRr3uaSxZXsD3q1dQts1CVETk10bxrFVHcgNL\n82XIG5TQy0henUmdOo2YOHHiTdTmf5e/txw5v57ZsS1YU8SKWLNeTApvSMLhGeRfzufUqFMk10jy\nxgYC1zCg1XtUf686ChN1x9fip00/kZ59mKNHPyYhoaSnrokTW/HAAysJshfQTadYqmQ21t7IuWnn\ncBZ4QeLoUXj+eS9IVKwIEyc6mT1kAdN8p3ktmJozOdO/DYVB5sbrgX4M6NsXn+hobBMnolq1KF++\nPAsnT8bVrh1nSlbgkcG/eynn38SyvLTFPMVRVTn4+VznrrfHcuX6FQAizh2i4mf1TZxgUBl+qDuF\nVcEWkVPWFweKdV6gSE6uTePGVT1j+eAdd4BEaq1ahK5aRYM1SawLtEiukkz+5XyPa+nd4e9iySIu\nII7rx64Xey9pOWkEjghEYWLWWpF+NYVQt7Zij3uONGhg+mrTJoz1FumHZYvBUjSOwcONxmK8Ab3w\nI+FYD4cZsGjz5X8KWPxlXcWfgMUJSbtkGFal3b+fIKl7kfum/5m76wZYAFQdW9WARfjvLLx4EYDz\nc85jyaLSqnhkWey7do2nn34aScyaNeumieNyQcngJ5DEKIl9/sMpSCsods/mza9gWeLHH0ViYiIA\nzrRL5FcyXO6LfZvcUmtwMuMkVcdUQmHiha4isdyT+KqAOnXg+K581rX5nkULyhFy+zIzYfxymDDv\nCIVOJ91GjEBlyxa3MkKFdAfSISQIKHGdYcP6uHc5ZTlzYTl93DsRWRYtNm8m5YsvwGZMdho1gsRE\nMjMzeee5dzzq7xIqQYD9xiLugxq8hn5fY9SslkXvgwdJTU6G9u3JCQhgVNeXKbmsCGhM3E69buks\nW+5kdlIU1Z+ajQIyPIvAHdrNXHUnz6cECyq9Qnl9VMxFFRxcmoEDB3Hq1Kmb+vDf5V9TCgpzCN85\niDkRZYtZEb+tC2R24ktcvnqaa/uvcfCdg8SXiPMs1EsqzqLLk88R9FkQChOtf32AFSkruJZzlEOH\n+hIXF+Cpa8yYx7nzzjhC7AW8phOsUCIba28kdXpqMZBIT4cPPwS3a58SJeDLL8FatY3RFUcTIxP4\nXem/kp2fDSK7iGZi9f0tqPH779jCI9BzzyGbjW7dunFp9mwoV45FdzxGzd+MW9UvMpb3O1vEyuIL\n7cRPDkqWPknvKVNwuszzzEjZSOhnlVGYqPZ+dWZUmseS8hYbfo9j3yg3UKyzER/uBYqkpKq0b++1\n0pe6JeR5ISE0mjWLYCuemXVM/6VHpTNz50wTx/ymLBvv3ogli2ODj930jkYmjERh4r6fxM6d7fj9\n4kVkWdzr1lacPGm6oVQpuHr1FJYlEn6928Q+NAuWLjUai9E1UJjYd3EfVstPDFg88e3/OLCoIG9O\nqhGSpvMfAIu7p9xtwGLVFL5zLzRX91zFksWjYwxYTDt3jnHjxiGJ11577ZYTqV+/dUiipkSamnJ8\naHF2QkFBBpGRRp365pvVKSw0jI288Lm4bMJlF5dXDb5l3Xsu7KH0SCOQefdJsa7sy9jkpGlTSD1c\nQPiDP7Pm93JUaDXNzAeffEZMTgHg2zlzUIMGxQGjvJBKIi3wLMbPd11JZKQ/liUOH/6AqMup1Niw\nwbA+4uOZkJCA84aYT4J334XsbHZs2UHzWs09dZdV2SJK8HLokWEoMhpZFsHx8YSdOMHV2Fho1cq4\np7q9QvCKIjGNn7bT8MUrrF0L4Xs30KT7ryjkrKfZujrKFL3NdQWyuWYnmviMQHrQ077d7sPzz3dl\nw4YN/xb6/YvKqcsbmWO1ZuV6L6Np7Xrxc3h94g/9itPhJG1dGrse31XM1TSp8SiPq8lnmJ2XFndj\ny9kt5OQc5MCB17AsH099w4Z1plGjLZTyKaSXjrFaCcbdNO0cznwvSOTnw7hxUMbtSbLZ4PXXYffO\nNMY8OIaVWokli/Vaz5rO07n0RhNcdjN4LpQvxXNff41iY7F/PxZVqkSFChVYOn8+9OmDU3befXEY\ngetuKLFjmVbPIlrreUznzCJbP5aZyWs9zxO2cRVBX5RCYaLR241ZFLKcedUt9qxLvgVQyL0pK0fv\n3h08Y3ZAkya4bDZcNhudRo1ClsXwl41FdmTAEc5fPU+ZUWWMmnroEixZJFdL9gT0PX3jyPdsfr9b\nKi5dWkKH3buRZTHhzBkAfv3V9Nuzz8KFC/OxLLHl64+xZLFPX8HBg0w8cwZ9HYDCRFZeFnHN3geJ\nuC4//j1gIWm1pFXuK7PI/1dJWvVPN/AHsPizz27hhor4R26ooUOHMnToUOp1rod6Ci35hv6HDwPg\nLHAS5x9HvxfMAvZmSgq73RTa6tWr33IRysx04mOrZ3YJErtCJlN4tbD4pDs11RPs/uGHEZ7fX+3X\nESSuV7Vx/eKuW07YuBNx+H9taHgj2ohfy32MBPfeC+lnColoPZ3IeRWp9shYs7DaHHw8xlBz1yUn\n4/egd0GVhMoI+QjpHW6wpW5rdoJFi2pjWWLr1nu4kH2AngcOeBbyx3fs4Ozw4eDra159jRrgprZO\nGzvN45qyy05Fn4retvyaoV6zPPVUSU5mRmoqztWroVkzrgYGMvylHgSvLMKe+m4Xt3XNJCoKtp3a\nx319p6JyhzygUVmpfKeBZKskp2q2pkPwWKTuSF7X2z33tGTBggUUFBTcsk//Xf68OJ2FWPtHMiuy\n8h/Sb/jzW3wXzmcdx3HNwdlJZ9nUaJMHIKL9w/my1YfUfLcmChMh3wTzUcRHnMw4ydWre9m3rxuW\ne3cdHe3D55+/Su3a+wj1LeBtHWWtEthQcwPnphYHCZcLli2DevW8+5VHH4Vt25zM+mwW032me11O\ntRZyekJ/rlczqW2cNjGh8zOUXLsW+5p16AnjBejSpQuXYmKgSRNOhVSizVeLPeOv3eAY1pawWKZI\nauiacXE9OpXdqfvdz+Oi17pp+A0xi2rzHvexxm8ds+rHcSh6E/u+LQ4UN/ovIaEko0e/6RmjD1St\nitONfGPefhtZFt2nbMaSxZY7tuDIddBlYRcUJp795VmSKhgQubDgZrf13N1zUZioPUYkJVXm9PWr\n2C0L/7g40txzoHt303cTJsChQ/2wLLH91dlYsjjp0xMKC3l33xYTdxkZgmVZvF72boZKvN7smb8N\nLB76R9c/3YAJVu8t8nPlIv8fIGm++/9NZQLc/pLq6J8IcAP0WNbDWBYLPuE5NwcZYOtdW/m5iRk4\nTTZvxul0Ur58eSRx2A0qfyxt2xrkfVjiktpy+ofi8Q2Xy0l0dBN33hc/zrjR3pWby/XGhgFx+ZkK\nOJ23XtwW71+MLcwkIJt7hwgr9xMStG0LV9McRD40m/Wzq1D/qa88E6r3kN0A7D9+nNJ/DHwHC5UW\nUnOkU0gQEnqNn356xTOwL1yYy5JLlyjn9nuWSUxk0dat0Ly5d9a+9RZkZZGRkcFbz77lcU2FKIRQ\n/1Bve6Fd0bfe1Ah3b91KXHo6LFgA9euTXaIEX736BoFriug0Ru7hrheyiY2Fw5eP0f6Tqdgq7/I0\nHap0vlIYaSpLerU76FP5R2z6FMnrfqtSpQbff/89me6Y1L/Ln5e07CP8nvQMSyP9vJqGaPHzuhpE\n7f8Rh9NB3rk8jn1xjMSyCZ4Fek3ZhbzZ4SVCPjEWcLWxVfgu+TsyczPJzt7B3r2dPfWtX+/HwIG9\nqVLlGGV9C+ijo6xTPMlVkzn789ligWsw6Tkeftg73Bo3htWrYWvsNr6t+K3H5bQiYAU7v19AWudq\nnpsP1arEfT//jCwL35HfoDJlCA0NZd7cubh++gn8/VnQrCM1Zpox5x9htBOxshirRALlwM83h7vf\nHU1Grknp43C56Dh3OPav7ChMtH++I9H2aKbfHsfJhC3s+ybQfNd1Nqxwb0wnLs6XhQs/9ozLcsHB\n5N52G0hsadsWW0wM96zfRKSfiUdc3XuVVQdXoTBR8puSbO9jSAI72u64acPqcrloPrU5ChOD5ovj\nx4fy7cmTyLJ4Yd8+9z1eOnFKCmzZcieWJbbduQZLFpfrdAegfeJiFCaq/9QYgKRaL4NEUt+5f78b\n6i9XbjLypkrKl3Ra5syP2TLCvl2SVkiqVOT+z90g8U9RZwEGRQ4yYDGrt8evB3Cg5wEi/Sz8Y+KQ\nZXGloICuXbsiicmTJ99yom3fnoVNhtmwSza2V15UbHcEkJ290xPsfued9p7fF+zagNPfDPALP3e9\nZf0AP276EYUJ/yEivpZ4s4yJVTz5JFzPdBDVdh4xs6tye9cBnsnVrb+xVi5mZlLn7beRvUiWWV+h\nakIqhxRhTHu7kw8/nENsrBnkKSm9OJuTQUe3SSvL4tV9+8gYMwb8/YtZGQDbNm/jzup3etqobquO\nn88N3UQwqj8YzY/31NV5716OZmXB1KlQtSrpISEM6tUH//AYL2gM3cd9Xa+xcSOcyTzLc19PxV4r\n2fMdg5XNJxrFBVUkp1JtvmvwA776EamR5zmCg0MYMGAAJ06c+NP+/d9YXC4X24/PZGZU/WI5muaH\n+zAt9jFOphvGTfbObA68doA4P6+r6fc6k3jixUfw+dLHMPcm3c7sXbPJd+STlbWZ3buf8tQXFRVA\n//7vUrHiKcr5FdBPRwhXPEkVkzj9w2kPBfZGuXgRevf2hsvKljU74kuXMviu/Xcs13Kvy6nTCi5N\n6OFJ+lfgZ+er11/FLyoKn9Vr0cMPI4mOHTtybv9+6NwZp+z06zbc63aaFcOM2haWonlN+5FcBJU5\nRu+pEz3xiTyHg/smv+/RUHTt0INYxTKleTyp2/exf4Q7EWK4jZhwn2JWmWV9gY+Pj9tdaufsU0+B\nRGbNmoSuWkWZ+AQWN0rw0GRzCnKoPb62YSXNm4zlY2HZLa7uupnMkXgqEYWJ0iNFRLSd3NwzNHJT\n4tekpQGwZ4/px6pVoaAg023h+ZEYbCjFuc+9DUD9NWNRmGg18zEANlV+FiQ2frLsb3VDPSPJ7xaf\n1ZX0taQ3/2rD/5GrKFiMSRpjXvy0F6iQlOT5/elxp7FkcdfiJG6I86ZMmYIkunb988W8Zs33kERv\niTPqTOpvqTfds337655gd3j4Os/vc0b3NwO9lMg6sOJP23hv7XsoTJT7RByq7E+HUmbR7NYN8q86\niGq7gNiZ1Wn52ltITiR4oudOXC7Iyc/nwc8/L674llBtIdmQvvYswO0eP8zatRWNX3NLM65dO8Tk\ns2cJijcLfY0NG4jbsQNatLjJynA4HIz/ejwhvoZF5i9/6gbW9bZna4Qem4stIt7Dvhp45AgZWVkw\nahSEhnIxNJT3+n6A742EhdEW+iSFdt1z2bULLudcpuf46fg2iPY0H6gcPtAPnFVVCspWZMGdIyhp\n/x3pEU/bdrudF198kc2bN/9pH/9vKLn5maza+g7zI4M9C1p0rJi8thzLdwwmvzAPl9NF2to0dj66\n0wMQsfZoptwdRrNet6GhZtFsN6sdEUcicLlcZGZuZPfuDl7FdmQQfft+RNmyqZTxL6SvGyQSyyZy\natSpm3zveXnw3XcmCCsZr+cHH0BamouFoxYy2W+y51kWV1vMmTVLufJIqGcMbm1am8YzZxpLYdRo\nFBpKyZIlmT59Oq7kZKhVi9Sg8jw8ZJFnM9J+cAzrAi3Way13yQheg+tZzEhe6Xmua4WF3PFDD4+G\n4p3WH2LJYmLbRC6nHOXg0BAPUERF+Lu/v4nz7Nz5iYdRKQnr9ddBwhkQQItp05BlMfa9LViy2PXE\nLlwuF4NjBqMwceekO9nRzqjcD/W7tcbohquqxwyxd28XNmZmIsuiUlIShW56+bhxpoteew3S0yOM\nuzn8cSxZJGolrm++BaDkggEoTLy6wmgutpV9zPTriIi/DSwqSxoj6ZikrZLWSYqVdFzSeknP/tVG\n/6NXUbCYtWuWefmT2iPL4ro7pceVmCtYsnjl62RkWXx1/DiHDx9GEuXLl/9Tfv/kyQeRRAmJSwpg\nW4MoXM7iJmNBQQZRUWaCvvZaFa9P3eUip20dkMhoGUhhfsYtWjCivSfnGuFPw/fExYpluDvY+PN7\n94bCHAfr2y7E+q0Wj/TthuwFSPBAl504ncaM7jFuHKpYJK5wAzB8bUhPI2UiQfXaWcyf39Htlgrh\n4sXFHMrJoeW2bciysFkWg48epWDUqFtaGampqXRp08XTRiVVonJJb+ZZ+XdF/SzPpK2QlMTUc+dw\npKXBxx9DYCBny5fnjQGfYb+RGj0yDvU7wrM98zl0CDJzM3lnyq/4NV3nAQ0/5dFHkzihWjhLlSaq\n1RAqB0YjvULRuEabNm1ZtWrV/yq9xqnLG5hjPVCM9ro8ysakyHvYcy4aAGeek9RfU9ncdLM3HhG4\nlpEPv0uV/lVQmLAPs/Pi4hfZdm4bAJmZG9i164kiKTlK0rv3p5QufYky/oW87XY3JZRM4PjQ4xRm\nFY/puVywahXUr+/dezz5pHGZpOxKYWStkUQrGksWq/1Ws2lEEpfGdqEgxNx8PciXfv37YYuJwXdt\nBHrEbBBat27N8aNHzSbEx4e1DdtQd5rX7fTxkyar7RKtoow7fhfaZgabT+3wPNvlvFzqj3oWhQmf\nL30Y1PxLLFmM75hE5vFTHBlcxnzvSBsR6wLdbifjytu/vw8NipBMxnTvDoEmvcjgwYNNnGKxcTEl\nlU8iLzWPg5cP4ueOUSb+YpTuiWUTb2JZAhy/chz7MDu+w8SSCJGevp7+hw8X01YAuA0ZZs+G48eH\nYFli73SjAt+pcbBqldFY/PoSChPD44cDsKtUa5DYNSHh73dDueMO98sI7IL+amP/qqsoWIQfCTfB\nnAktkGVxOMekMS5IK8CSxbDHjRvqsV0G7au7U4Pv3r37ppcG4HBAiRImgDZG4pje4tLySzfdd/r0\nL25lqpg4cazn985zpygINQHkC18+cMs2ALLzsrlzUjOPBiOzWm1qBV5AMhRCx3UH0W2WYE2vyzMD\nn/JoF1p2MoABMGLePNS4cXHAqCpUyo5UD2kPEgQE5fPjj6M9i8Dhw/3JK8xlyPHjnnQh923bxtHd\nu4tbGX36wDWT/iR8ZTi1Qmt52mni14QAvxtU25Ko/Ahs4zcXi2ckZmTAmTPQqxfY7RypWpXOQ7/1\nuqbWJmB74zivvlPIqVOmTz74bQYBzVZ4LCofFfCmpnNMdXAFBbGlzUfcVn4r0idIpTzP06hRE6ZP\nn05eXt6f9vn/5OJyOUk+OI5ZkVWJifW6Rn5dG8js5NfIuG7GaEF6ASe/OUly5SL6iLKL+PCZbgR/\nGmyUwcP96bO6D0fTjwK3Bom33vqcUqUuUzrAQW/bMdYpgbiAOI4MPEL+5fybnu/gQejQwTt0mjSB\n8HDIy8tjQo8JLNACLLewbsUjK7iyZTUZrUt5/sBq3pDqCxciyyJo3HhUpgy+vr58++23OFJT4Ykn\ncEl82fEjj8iu8vwYptUz3/E7ReEjJ3Z7AXVe+ZbUbK9H4OS1LGoOf9R898EBfHXHKCxZjHshmWvn\nL3D8E2N9W+vFmrUl3UBhAGPv3ud55pmnPOOsU9u2uOrWBYnEF15AlkWjhI1ElDLPcXnFZVwuF+1m\ntUNh4u3Fb7Oh1gYsWZyddPamfgMYEGEsgccmi02bGuBwOqiabDa5m9wpcgoKvCk+zp2DnTsfMUA2\neB2WLA7rXTh+3GgsJpnvOnuXEQsfKHEPSOyftfXvB4v/bldRsNieuh2FieBxDZBlEX3liuezDdU3\neMR5pRIScLpc9OzZE0mMGzfuli8O4M03zUl6tSRyVJadD2y66R6Xy8H69XWwLPHWWyW4UqTd3Hnm\nVBJHoMjYcbOu40Y5k3WGKt8ZfnfP58SV+vdS0maYG1Om3ACMpVhT6/PCZ48h3+tI0PwpL2Assizs\nDzxQHDDKCtWwYVTf8z0TuP8HG4mNNeb1tm0tyc09SVxGBtXdFNuSCQnMPncOvv3WS4CvVw/cObVy\nc3P59J1P8bWZnX2oQrkj9I4ibTdFdy3Hd8kGDyC8vH8/Z3JzYf9+eOYZkNhZrx6Pjv3ZCxorEvF5\n6TT9Bzm5fNmo3z9bMJMS9yz2qMJ9VMjrmsER1cPl70/KI314uO4epO8pqteoWLEy33zzTbH38T+5\nXMu9xLLNPVgU6dUyRMaIiWtrsP7ARE+g9PqJ6xzuf5j4YO8BQ6trTefVlx/Dd4gRrpb+thSfR3/O\nhauGiZOVtbkYSERGlqRXry8oVSqNkv4O3vQ5zholYPlYHHznILlncm96vqwsY0DeGC6lS8P48WZx\ns5ZajAkZ43mepWWWcjLiEJe+fYrCYDMoc4J9eGPQ+yg2Ft/wKHzcTKcmTZqwfft2c8JRlSpcZsqc\n7wAAIABJREFU9Q3m2Q9mesbMfaPXszrYIk6R9NB2JPAvkUa7YcPJLfQ+577My1QZ2tKsEZ8FM6rh\nj1iyGNt9I7np6ZwaWM18/2ixbHU5LEvExwe5ha4P8dVXn3nGVs3q1cl3I+KVZs0IiIzEPy6OBZ2N\n+ynldUN3X7B3gXEzjy5HysgUDzPK5biZhZmVl0XIN4ZU8Msqcfr0OJLcLqiaRejjiYleEHY6C4iP\nN2ytPZ2MZiPVvxM4nUZjMc6cgWGdsAA46t8YJI6s3P+/GyzOZp01lsWocsiy+C3Vu6PY/dRuLFlU\nizZMoL1XrzLLfXre008/fdOLu1HS0pzY3DTa5RIp+pTsndk33Zeevt5w1teKTz/tXeyza08ZNWfm\nvQEUFvw5i2fbuW0EjSjhodSeavY0djmw22H5cnDkOohpvRzrlwZ0G/wo8s1Bgrs77OJGEt3EvXsJ\n6NixOGAECd1x4+eBSGbRfazDRdavb+rmi5chLS2cKwUFvLBvn2cidt+/n8ydO6FZMzNE7Hb47DPj\njAb27t5L87pebcZt9tuoVqaat237a+ilrdjXm3hGUHw8w0+cMC5Cy/IwsRLuuIN7p87xgsaCDQQ+\nc55hw11cvQq5hbl8uXg2JZovRLZC8ygq5DXN5LDq4/Lx4VS7N+hy5wGk2ahI1tvg4JIMHDiQs2dv\nvZv7715OXU5mjtWStdFeV9PiCBtTotty9LI3f1n2zmz2v7zfBE9vUE/vGEOHXvd64hGVv6/EmKQx\nZOWZXWp29nb27Hn6liAR5O+kh/8pVsq4Tva/vN9z6FDR4nQad8iN035tNhPuungRLl28xDcPfMMq\nrTKWjS0S6x2LrN0rybzPvT2WiGlZnyqLDd211JRpyM1WfP/997mekwNjxoCPD1uq3M4d401uJ3t0\nLG/1jCHGZmFpOffqjLGeK+1l4O8/F2MZJaedocIQs3CGfhzKj7WmYsni+9c2kpeZydkBZrNnxYiF\nqyq7gcK4lzdvvo3Fi3/zjKeAgABS+5uYpKNMGe50W0Fhs/dgySK5ajIFGQVk5mZS+XuzAfzV+pXE\nMqYf08LTbvmex28cj8JEsx9EfHwgBQXpfHALF1RYmOm299+HrKwtWJbYtKkhm2uad57d9DkAfj57\nFn1rRMA3LMczPjVB4kziif/dYJHvyDcxi2F2FBvDsCJMmWNfHMOSxZMLjHtk6rlznDlzBkmEhIR4\nhHW3Kq1a/YAkHpXIVkNS3ky55X2JiW2wLDFggK1YgjznhVSPO+p8WOs/bQdgRcoKD6V2we1i4/2G\nCRUYaHLmOHIdRD+4FGtaPV4a8jDyM9ZHs8e8gLH/1ClKd+9eHDB8hVoI2exIjyObUVTXbZDDypVv\nuRcLGydODMfpdDA9NdUT/K69cSObLl82IOE+ypVmzcDtvnM6nfz0zU8E+97IixPEg6UfxN/vBmuq\nLCo1CVvYHg8Y1Nm4kVWXL5uV5vffoU4dXBKrW7Wi3gLvaYCaupXQx9KZONGIuHILc/lqyWxKtFhQ\nBDQcvGqbbUDDbufC46/ydtsDSJFI7Tx94Ovrx5tvvklKyq3f33+n4nK52Hh4ArMiqxZj4UxbE8z8\nTX24lp/lue9KzJViIrpYezSzHviC5v3reZg+tcfXZvLWyZ6d9tWru4tRYKOigujd+zNKlUojwM/F\nS0HnWKYkT5D2xvGlfyw7dsD993vWfFq1gi1bzHMtGLWAyb7eAPbSBku5cuAil0Y/7bEmroX48Oqn\nxprwWR9DiZdeQhKVK1cmIiICMjKM6kxiyn0vUWGhYdWVXh7DuOam3nDNp7xbPxHYZA1ztqws9owR\nqUcoO9j0RcUBFZlWxWgRvn9jE/lXr3L+g8aefpizolYxiyI5uQrbt4cTEBDgGUfrhw0zKXMkPv3x\nR2RZPLFhB3GBRumetsaAwQfhHxgm0vRWHBl0xMQTHtl5S22Xw+mg7o/m6NOvF4uUlNdxulxUc7ug\nNhahirc2YQdWroTTp8dhWeLAzt5YtlgsReN49U0ABh4+hMIMJTiv0GzuLttMYtFL+y7+/WAhqYSk\nRn+1kX/1VRQsAI86UlEr6FVkUbi48CKWLD7+yoDFG+7PGjZsiCQ2utOa36okJ2ciN412r8R2/19u\nGZy6dm0/MTE2oqNFz54PF/ssd+Z3IFEYJDJ2z/vTtgDGbRhnfKpDxNaqYk7bqUhG6bp/PziuOVjf\nYjHWjNq8OrQN8jNnYtzebjcFBWYgnk1Pp1rfvshW5GhVm1BLoQA/pHrIfgAJgkMKmDFjnkdgtWfP\nMxQWZnIwJ4d7tm5Fljkr4/vTp3EmJXnVVH5+xk3lRqmzZ8/S8T6vVdNADbi72t1FQKs1apSE/9wt\nHjB4avdujuTkGEvFLed12O3M6NiRCiuLpBD5bhfVHslmwQKDL7mFuQxdNouglvM8QX+7CnndNoNj\nqgM2GxkduvHZ03ux27chdUVuNbrNZqNz585s2nSzS/G/uuQVZLFq29v8HlmimDZi4rpaWIemeRYa\nl8PFxUUX2dZ8mxckAsOZ8vi7NBhUyQMSt/18G3N3z6XQaTZD164dYN++F72MqehA+vUbSGjoRXx9\nXHQpdYFFSsaSxbYW27gSe2sXXkaGEf7f2DtUrgyzZpl3c/zQcb6u9zWRijQuMP/V7PxhJ1cPRxWL\nTcS0qkPFpUuRZVFmwWLP8cJPP/00ly5dgm3boE4dQ4t9eRR+kWYsNPwlikXlzXeeo7n4uGNaIW1/\nYcuZ4pmiV5w5QOgXRlRY470azCm70ABF783k5+Vx6aPmWNHuhIkr6ruBItADGCdPRlG1qjfn05fv\nvQe1aoHEht69PSyl9Y9vxZLFgZ4HANh5fif2YXbsw+xs37qduAADJFlbb52af82hNShMVBllJzpW\nZGVtIdntgqpRxAWVnW0YZXY7ZGbC/v3dsSxxbN0sLFls1m/w/fcAPLUl2rgcR1fwtHNVxpq7ev7q\n3wsWMvTZQ5JOuH++S/8PCu6/4/ojWDSa0MhMlDUzeHyXV0GdczAHSxbTHjL02cZuqmWfPn2QxMiR\nI2/5Em+UqlVNSt8+EqnqyKnRt85btHNnDyxLjBwpoqOjvR+4XFzrYEQ7GS0D/6E7yuVyebJNVvtI\npJb2YfADsUiGnHTmDBRmFRJ190KsmTV5bdgDyD8bCZo+vIf8fDOwMq5f5/ZPPkFFdkWS0D1Cof5I\nJZFtpdt14CIs7AAJCaFus7YBV6/uJc/p5MMjR4ot7pevXPGmu5SMkrBIHqfFcxdTIcgcJOUnP9qH\ntKdCmQru9n2RPkGdDuEXmWBYLHFxDD52jByHwyQKGjAA/Py47u/PqB49CIqI8YLGF/u5o30use6z\nqXILcxm6fCYlWs7zWBo+tgLesk3jpIzJfa3D84x4cTd+foeR3qbo+RoPP/wwUVFR/+XpRC5m7mN+\n/COsLpKGY0mkjcnr2xRzNTnznJybdo5NDbxK69jSyxnXuQdV3akqFCaaT23OipQVHk3B9evHOXCg\np4f+GR0dwIAB/SlbNhWbzUXHcmnMlfF5b2q4iYuLL96yT5xOmDkTKlQwr97Hx7yurCxwOBz88uEv\n/Gb7zfNsq9quIj/9OpcmdKOglBkvucF2Xh/UG8XGYouxKDdgALLbCQgIYMKECbicThOo8/cn3T+U\nxz5b6Hn/HQdHEeVrEacohmq5e+w6qNptOKcziwtnF57aQ+kvqqEwUadvXRaGmGys3/XbTEFhIVc+\nfYK4SNPXU5c1LsZ6siwbqamLeKBIDPDRRx7B6T5p6Oo99xAYZbIUzJ1+0LifqiRTcKUAp8tJq+mt\nTFrw8A840PMAliz2ddt3U3/eKJ0WdDJB8Fli69Z7ATzzbkARF9SNlOStWpmfN282buRjE0zgfL+G\nGDYB0Cz6N5O6ZNLdALicLpwyQhdHvuNvB4vtMgceFT0xb+9fbfBfcf0RLNr+1tZMmGXjPIAAZicW\nXyKeKF+jA5BlkV1YyKJFi5BEu3bt/vRFAowduw9JlJLIlj+ba0TeMkiVn3+B6GgTOO7SpU6xE/mc\nqWcpLG3M19SRD/3D9vId+Tz464MoTDzwpsgtH8qLdx82FsTtZmdXkF5A5B3zsWZX543hrZB/FhI0\neWgPN7xquYWFPDxiBAotor6W0G1Ctfzcu+2hnnX/lVevkJx8r2dndfHi7wCsuHyZMm7ld7XkZBIy\nMsygrFTJ/GHp0jB/vuf5MzIyePWpVz3t1VM9OtbviM12Y3dfB5Vcg98Qbzr1mhs2sPTSJbNIHT4M\nnTuDRHpICAMGfoyv+7AaRcah3kd57LlC9rizOl8vuM4Xi34l8N4FnkC4ry2fd+xTOK3qIHH96RcY\n+/oegoLOI31GUQZV8+bNWbZs2X867Xb/maXMXt+A6CKsphlrA5id/DpZud5dfeHVQk6PPU1ytWTP\nQhxdeR4jXn2Wsl8GeECi9YzWRB6N9Cz0eXnnOHSon2cRjInx5bPP+lC+vPHvP1Q5i+kyQdmkSkkm\nXXjBrftg1y548EHvHqFNGzz9v3vTbr6u9LVXgV1yBUeXHOXayWTS23vTiG+6uxLVfjeZjMusCse3\naVMk0bRpU8NKzMmBHj1AYmO1O2k60eQa842K5aOXTN0JWs5LSjDv2D+bewYN9sRgbpRZx7dT6gsT\nL6j/TgOWBq8wQPHeFgqdTrK/fo2E1W4W2dKGHh3FjX46dWoMffv29YyPGjVqcPX770HCFRLCQ0uW\nIMui/9YU4ksYIsHlVebIgmnbpxkr4fsqnN96HstmDju6fvT6H7sUMLFWn2E++AyzsTRSpKZOx+ly\necgmG4q4oAYMMF05ZAg4HDlu8Pfh0LsGkE7pJbObBKquGGFU6fM6AZCbkQsSefIH+NvBYpP736Jg\ncctcT/9Z1x/B4oVFL5iJs/BLguLji+2OtrU0Jvvt1kbPS7h06RKSCAwMJDf3ZobHjZKfD76+9yGJ\n2RKH9f4tabQAR44MxbLEL7+IX34prhDPnf4tSBQGiyt75t/y72+UC1cvUH2sSQH91jOisF4D7mt4\nBcmkTMjPh/yL+UQ2nYs1tyq9RrZEAUZT0eyxPZ4YhsPl4uUJE1CVKh43jCRUR+geH/eEeB7ZTcC8\n1QO5JCf38SxeR44MwOks5FRuLg9s326Ci5bF8BMncFy8CJ06eVeQV14x9rG7hK8Jp1ppE/D2kQ9P\nBT9Fk9pNigDXq6jRUYLmbvWARocbrimA+HiTNEviRKVKvPj9+GLMKXU5Q883nTfmB9fyrzFo/lT8\n717IDcqtnz2X/j4/cUEmP0L+s12Z/O5eypTJRPoGqYLneZo0acLs2bP/1hxUTmch8ftHMDeyXDEB\n3cQ1FVm79zuPNQBmQ3Ai7ASJZb0n0a2v/StD3mpP0FC7ByTaz25P3Ik4z9/l51/m6NFBHpdKbKyN\n4cNfo0qVY0jQokoOE+xGDxAfFG+0EldvHbfLyjJCuhsup0qVYM4co6XIy8tjXPdxzNd8LDcdNqJz\nBIXXCrg04y3yy5hxURAo3u/XxXNGSo1x4z0Wb58+fcjJyYHjx+Guu0BiUuuelF9k7g1dGs3P7vhE\nomZxrw6a9xp6ii4/hlHgKP6ufjm8iZAvKqIw0bh3Y5YGmeD6dx9sxeFycX38JyQtdccoltQm2m1t\nxccbId7Bg28xZ85sz5gICAggZfFij57i17FjkWXRbMsWNj1k+vBAD+N+ysjNoNzocibmuHcBu580\nxJrD7986rRDA8PjhKEy0nSgSEkrjcOSwoYgLyllkDXNnPicuzjDYLEts2XI7O1oZSzMt6CHzYoCg\nuf1QmOi95j0ArhxNB4kMWyjw94PFr5K6y6ToaCCTHXbKX23wX3H9ESz6rTEdFDCvP7Is0otM+oO9\njbn4/FIjQpty7hwAd95p0lnE3vBt/Elp1+4X47qQuKZa7Hxkxy3vczhyiI42qZ9feCGk+BGiLhc5\n7Q197cr9gRQW/OPjRbed20bgcJPT/ucW4nrr9tSobHz0PXu6J+zZPCIbz8ZaUInXv77fE8No8dRu\nD63W5XLx/owZyH2srAcwqgi1E5Id6R7kYzJyVq+VT0zMXOLifN2q1XYUFKRR4HTy2bFjngW7/a5d\nXMzLM26DEiXMMKpVy9Ac3eXq1au83e1tz+SrpVq83OhlAgONNsNuL4dss9CzZwiINNZLQFwcw06c\nINfh8NJtqlYFiS2NGnH/XK9rQrM34ffoJb4Y7CLbHYfNysvi/VmT8Gu21INjAT45fOozmnSVAZuN\ngi4v8tugfVSsmIP0E1IN7zPWqsWkSZP+4Qbi/7Xk5l9hxeaeLClCfV29XkyIuJ0dZyKK3Zt3Po+j\ng44Wo79GNZnAoPfuJ9BNgFCYeHLek2w4vcHzd4WF2Zw4McycxexuY9y456lVaz8SNKqUz+jAvcTK\npJs4+PZB8lJvrUdxuWDRIqhSxfSf3Q79+xurFmBTzCZGho70PN/ycss5H3ee3LRDXH6+qmcDsa9p\nKerMnIIsi6Aoi3KdOiGJMmXKsGzZMlNZRASUKWPiE69874lPNJgWwZIKN9hdP1NZl41FUW0rg1dM\nvMlV9mNKEsFfmMX6tl63syLQ5Er67t0tOFwu8n8by8a57hP7llZlnWViQ0lJFdzj/FF2795eLKC9\n4NdfwZ336ewrr3AjS0HklKPG/VQ5mYJ0s84MjByIwkSbGW24EmvEwAkhCeRfulmPAubo5Vo/1EJh\nYsxScehQPwAG3MIFdeGC6dISJUyI79y5KW6h4KskBBsxYl5zc1qnw+VC04wSfEzSdwCkbjkDEqn2\nqsDfDxZBkkbKqLi3yqQVD/irDf4rrj+CxbC4YYbXPOd1ZHkPCQE4O/GsCXJ/Z8Cin5uxNGDAACQx\nZMiQW77QGyU5OQujVxBHJXboR67tu3bLe1NTZ3qEep9//lGxz5xnTlIY4nZHjXrkH7YJMG/PPBQm\nfL8UVm1x8YW+BJVwIcGNUMv1E9eJbDQTa1F5un/VxkOrbd1lN0Xn09CFC5Hb9PcARqjQM0I+fkhV\nkK/hqgeHFLJo0T6SkoxQaePGuly7ZvyuEenpVEgy8Z+qyclGdHfwoMcKwG43tnIRllmcFUed8gas\n7LLzXNBzPHhH0Qy6j6GQFIK+9mbHbbBpE1Hp7qMmr10zKsXAQFwSKx9+mLqrvEdk6ocdlL0vm19+\n8TabkZvBW1N/wqfxag9oBPlmM8xnKNkqCTYbhd26M+fLQ1Srlo/0G0VzUFWtWpUffvjB7Hz/YrmU\ndYD58Q8XU1kvCLfzS+wTnM08Uuze3FO5HHr3kCcgaski8p4x9B90J/7D5AGJTgs6edTWAE5nPmfO\n/ORZ9CxLTJ3agYYNtyFBtXIOvixzmGh3nXue2cO1/bceuwDHjkHHjp71nvvug5073WPt+nXGPD+G\nhTLB4ihbFPG943EWOElb9zXXqxsTxOEnhvY0SfVkWdRevBx7BWPFtWrVipMnTxpEGjkSbDayfUvy\n5CfeTcDjw8OJ8jXPu07fEyijLfJrsopZW5bc9Myj9loEDTYElzvfuIuVAUakNuatTeQ7HBQum8vW\nX0zfrFhWjsVWBQ/jycTpGpGWdpK6db2pbN555x145x3zfRo3pqH7uwzdfsTrflpp3E9H0o/g97Uf\ntjAbW89uZVsL48k4MfzEn/ZzxJEIT2A7JlZkZW3G6XJ5jhQo6oKaP9+8iyfcpzcfOmSs/2MbfzJu\nRC3H9Zah7V/Kz0cT26AwsXDfQgBORB0GiRN+9YG/Hyy6/jO/+8+8/ggWk7dORmH/h73vDI+q7Lre\nM5NGQkIIvZdI7wiCNBEVFESqoiiIIkoH6UUwSBUp0kR679JCKKlnUkinJYQECIQSSCUhvc2c9f3Y\nZ+4zk4I+vg/f9/1493WdCzIzp59z73vvvdbahFp7h4EkCf6ZqsxGZmAmJJKw5XNOQ/W6zpHBhQsX\nQETo0aNilrXJXFzGgoiwmAjJ9B7uTipf30WWjfD351zo11/r8PChZU+Mgj+XA0Qorkx4GXf6b/c7\nz2seyI1QfR7hURXCrQlbhCjbCX4WkHc3D14td0A654QRC98TTO/3voiycBi/e3iA3nzT0mHYE2g4\ngWzt2SFasaihRmvEb79lIDy8MySJ1WtTU88CAJ4VFqLX9esgiXt+r3vyBHJhIbBwoaoY16MHd2lR\nLD8/HzO+nSH6ZDShJpjScQqqOldVooxKIFoHap8Ox9MqC3zU7dt4ZmJkP3oEfPYZXz+dDlvHjUMV\nk+aUrwSaF4sWPQpxxWyynpyTjFG/r4fG1VsMgE7WGfhNOxcFZAtotTCMGYdjqx6icWMDiE7CnKtR\no0YNrFmzBtnZ5UNIy7P7SV445NMa3r7m0NdKOBIyEXlFlgJyeffyEPttLPRWqpO40mMZJi1uDptf\nVCcx9PhQXH+uRrSybERS0iGEhDRWHdGx7ujQQQ8ioKqTETPrP4En8cAW0TGiQoQTwKnNlStFxgVV\nqgDbt0NEqEFXgrDCaYU4xjO1zyD9WjqK81KQOrmN6DfxrKE1Omz5hZ8NXz1a/vSTQObNmzeP03xZ\nWcDQoQAR7ri4otN6dvw6bz9M/4EF8fTkjYP0GzRKStGu+25IDwLLHPeqKF9UWswF/s5fd4G7Lbcq\n/W1sCAoNBhglT9zYwM760vnK2CU1s3AUgYHVkJd3H0OHDhX3vEOHDig6fJgvhK0tlp5lSHfXyEhE\nvMv6Tne+uiOOYdjxYUyqPfu1QF9erVO2V4W5jTgxAuRGGL+fEBbWkiHTSgqqfqkU1Lff8qH8xoEC\nrl3rDkkiJBzlWs4NWgds2gQAzN7e0A7kRiI9GXfiJkCEu3btALx+Z1Gm8VF5n/3fXEo7izN3zjD5\naEdfkCThbKpaVyjJKoFEEk7X5gHIKSAAsiwjKysLOp0OVlZWfzsYzJihBxGhHhGKyQrB9udR8rL8\nXG9Ghq8g6k2YMNLyS1lG3jssnJP2oROMxldLUxiMBnx4mHvpdvyBkGunxYnJetNzDBPyNysyC95t\ntkC6WAmD53wI0haBCBg4LtrCYRzw84Omd29+MUwOw5ZAIwhUxQlEGpB2pRhYJ08uQlTUaDEgJSQs\ngywbUWw0Ym58vBjUh0VHI7O4mAl39RR5aWdn4C/LmWBQQJBFlPGFwxcY2lt9UbXabiBdFOzGPYaN\nL/M9HAMCsPnpUxhMJ+LvDyhdyTIdHDBrxQrofPk46JI/6KsEvD/IADO1ejx++RiDVq4FNQwS51bT\nLgk7NRNQQjrAygrG777HyfVP4Ooqg8gdRF3FcVWtWhVubm7IzCxf60uWZUTE/4lDXnVK1SNq4FL0\neot6BADkxuQiZnQMJK2SatH64sq7i/G9W2MLJzH8xHDcSLphsZ/0dA+Eh7cX+zl/vjX69DkHIhl2\ntjLGt0jFBYVQd7XOVTzf97xcUIbJ/P2ZFWy6Ll9+yakPAMjNzcXqIatxik6JaCJwaiCMJUa8jNiP\n7NbWYsX9A5vC9tIFkCShjqeEGt27g4hQrVo1XLyoNBuKjeVOjUQ41+FjNNjPTbUqu/ti44dKfUJz\nHqtom+rcB65GdHJZRNGvtyVUWlwF5EZ466tu8LBlyO5vXwQjv6QE8o3ruP0Lp1O9PGzxq18Xi9ST\nXm+FzEx/rF27VtxnBwcHJEgSe0siRK9eLdKj/ocf8Uy+RpCA0EsJEsiNYL/SHonpiQhxZWTZsx3P\nKrzeyTnJsPrFCrplGpy6Qnj0aBUAYJaSgppploKSZUZCEjG3RZYNggvywI2L2/dpEuDry/cyMxO0\ntjHIjRCVzCiEqB3BfC4O3QC8JmdBRB8p9YkUItpstuwnovB/u8P/xlLaWQQ9DuIZ+Ob2IEnCnueW\nSrEhTULgRxKq6zk3/kjJSXdXHmjxMFdg6ekyNJo3QES4RIR4+r5MrwtzCw1l3ZapUwnR5qMWAMP9\nWBhteQaedGjcK/cLcEql2Wbu4z1qJMFYozoWfPkERAxlNAUv6d7p8Om8DpKnNfrP+ETwEIb/YPmi\nnQsPh/ZDtcsXkULeG0GgOgp6SvMVSMuCbAMHGnDnznrBx4iOHoGSEp4hn01NRZUAhsK6hoTgRnY2\nkJYmZD1AxOF8vooIycvLw5SxU0SU4UquWNxtMerVradEPTYgWg6qmY1q21VC31uRkbhpSi8aDMCu\nXQLLeb9+fQw5pPYNp+PB0LyfjImTZJjNGxCXdhd9Fq0G1b4uDq+xw0Oc1HwKmQiwsYFx6nSc3JKM\nZs1kMMGvl7hOTk5OWLJkCV4oKTKjsRg+UQtxzFOtFVzyIWy51AxhCWfL3MucqBzc/uw2JI3iJKy8\nceXDOZiwsi5sSzmJm0mWTbSyssJw/fo7Kg/jSgMMG7YPWq0BGo2M4W2ycNKaByv/Sly8ftXsNiOD\nGdem69CsGWCO+g64FICVlc1qE/XOIvNWJoyGQqSsHgCDHa+YVU2DAT+PFde+07ET0CiKyL169RI9\nX3DxopChXf3JAjie56iw7hFPHGvPEVCI5gC+p+NKdFuMemMX4mnW0zLHvu6Ov0g9dR3zFi7YsaNY\nN+IqcktKgKdPcX8Oazz5XtZhru+HIkKWJEY+JSb+AUmS1CibCKeOH2e4FxGKBg9GbSXlujY2AUHV\nmayYdDCJ771sFF06l+mX4emWp5BIQljLMBhLKkbXrQlcA3Ij9NyihSRpUFDwBLIso6GSgrpqloK6\nxxkkVKvGUV5ubiwkiRAc3BC3R0bz8VB/4d3/Sk0FreLaTWIWKxdcW+sDEOG6M6e+X5ez6EBEXxPR\nY+Vf0zKciKr+2x3+N5bSzuJe+j0moqyrD5Ik0V7VZNHD+ML2uswpjgtpnG9ctGgRiAizZ8+u8Oaa\nrF27lSAijCRCPtVFqGtwGTVak+Xk3IQkETw9CV99NaDM9/lL+C3Nq69B3ovocrZgaXdS7wj9mE3d\nCMYuXTHoPU43tW6tFh+fH38Ov7dXQPLRou/kkQJOOmZWjMX2/KKjYT1ypKXD0BJoCIEkvAWNAAAg\nAElEQVRamOC2vUHW6SACOnQqwe3bPggIcFKQGO1RUMDXOD4/Hx0VEp+tXo/dz5/zlEhpTAMiLhSW\ncpp6Pz0aujQEESOmxjmNw5iPxojjsbLqAKJrsHonFU5Xroq019z4eOSaIF+ZmVx9VZi1Up8+aHvR\nssVr5c7ZWL+eUy0mi0i8hnaTV4Kq3heDZVunGHjSB+w0HBxgXLgYJ3ZkKhNhfxD1E8fm6OiIT79p\nh/1/qQ2GznhqsM3rbcSnlQVAZN/IRvTwaDHwStbeuDJ4BiasrYlKyzUWNQnzdBMA5OfHWxDqfH1d\n8P33G2Btzfe/V6tC7Kuqyo/f+foOChMrjlhNBWwT+tnaGli6FDDV9AsKCrB6xGpRm/DUeCJ4ZjBk\ng4y8xDC8eF+VEpfedoLzid0gSYKdrz86zZkjrtGiRYtYIUGWWS1Wo4GBdBj//U7ovPn+tN/ugUvV\nOQUXTpvxEfmCCNDaZqPtrFnIyC+bOtsQGygcxZtju+CCPTuK9YODkF1UDLx8icTJCgPehzDZa4Ry\n7XQICqquIJ8mIDExETVqqIi4adOmca6HCKhdG98pLOre16/j9niexd/opzKx993Yxw2GNtRHdmY2\ngmqyM6kILQmwg3HdxKzyVX8xgAQAQrOyYIKnm6egtm/nw/nsM/7b1EY1KuoThDbh/eU4vymQUNsT\nE0HLWOk2r5jrbWE/uQNECKs5CMBrchbiB+X0s/h/vZR2FlmFWSA3gvWKSiBJwsIHDyy+T3BLgEQS\nxu3lQW2lkk/39fUFEaFjx44V3F7VjhxJBJEW1kRIJcJNWov0i+XrvQBAZORgSBJh5kwqyxouKkKh\nK4e6SROb/iNy2KkY7n5ltZQQXJ9Q9NW3aN2KC94ffMDCbQCQsDkB0vuL4OdHeHvCaJigpLNWxlls\nL/T+fdh9+aWlwyACfUSg7lWUv5uB7OJBBNSrX4KIiIcIDW2uhPO1kJXF55VvMGBCXJwYpH+Ii0Oh\n0cjVUSXtADs7YMcOmOfFcnJyMOGLCWLfbagN1n6wFk0am9BbOhAtBFXKQfVl94RCbuOQEFxON7v2\nUVGiFZtBq8XuSZNQzUev1jPmxKJJ5yK4u1vsHp53/dDoy9Wgys+F0+jpHIZIYpVOODvDuHI1TuzN\nRcuWgIODO+rUaSKOt1IlwiejNNhw7iOk5ZZNPWRHZiPqkyjVSdh6wXPoVEzcUB32Zk5i0JFBiHgW\nYbFuUVEq7t2bJpBpkmSHpUsXwMGBJVtaNjHgd9e7jHAiCdd6XKuQKWyyJ0+Ajz+Geq49gTtq+h1h\n+jAsc16mRhN1zyIzKhOyLCPt7DwU1OKIuLgSYfLEbiAflgl/w9cf9d56S6TsRKSeny/6gGZZOWLA\nojPiGRm8xgM+SiH7Gv2CzsTRns7xOd5bM8dCDNBkm+Kuwn4xz5w7fd0ZZ52uQCIJGwYE4mVhMVBU\nhLSJHQQ7e9ql4fCVrJRCNjO1r117G4WFORbEuy5duqDo2jUxufE/wlGqg78/ruuTuY5io0deHA/A\nOUU5qLOOZd4P3TqEJ+ueQFLY7696l30f+nJtdY0NfPwISUksMjpbSUHNKNXBc8QIvk87d/Lf8fHz\nIEmE+NvLIGn8oCcvGHv3E79fej+WJdh/sRHHcXXmCYAIwfW5h8/rdhbNiOgvIrpD3MviIRE9/Lc7\n/G8spZ2FLMuwXa6QlHwu4Yc4y4Ex9WwqJJLgNjtMFE4BLrya4HLp6RUP/ABnPuzsBoKIsJEIqdQb\ntz4sX+YcYIkFPz8NvLwII0aULaIX+5wHiGC0JqRd/e2V+zaZScq4/iwNUu0J6Su2izaLEyeqv4td\nHAtp6HT4+RHafTGRBweNEav+sHSi1xISUGncuLIO410C9bcHQ2urg+xDQARUdjTg8uVs3LjRT8Go\n2wkCHwDsff4ctgr5sVtkJKvN5uaqVToiHjxyLAu9Vy5fQW0n7pFhR3b4scaPmPjZRJEisLZuDaII\naFtnoaa7KhvyeUwMUkwhgyxz1b8+k/FeOjhg1tat0Pnxb+lCAOjTJ3hvgNEiyJFlGUciz6L6J7+B\n7DLEYQ6vdpklRIiQ16YavHY3whUv7py2ZQuhVasq4no5ODhg4cKF4hnKjsxG1GBzJ+EJr5GTMG2T\nCxxXqE5iwKEBCEu0bOBkMOTh0aOVZjBYDbZv/0YQ6mrVkOHW5Rl8iGfkwfWDkXw0+ZWDlMHANdDK\nlfncnJwY9WwqYBcVFWHd1+twmA5DIu5cFziJaxPF+SlImdRKFLEfuWrxxrY54h68d/o0bBwcxKAr\nuhg+fSoEI+/XboU3f+NCtpWXH2bP9xbX5hrNgisx8VRX7S7G7F0Cg7Fs+mzLvVDYL67O9btxnXDK\nhYvZm3v6Iy2vEJBlZM/6GP6X2FH85N4flyRHJRLuoBS266Kw8DnmzZsn7l2VKlXwMC4O6NCB7/X4\n8aIF8bbHTxHWivuBPPxZBass8VvCKbCdXVGcUyyiildNHgFg1KlRXAzfx4KFJSU5kGUZjZQUVJBZ\nCspgYKkfIkapAcDNm/0hSYRHl92VaGw3668o9u3NAJAbwenXmuKzwPH7ACIENh0L4PU7iyAieo+Y\nZ9GIiNyI6Jd/u8P/xlLaWQBAw42sBUOXjuDT25Z5+vyH+ZBIwu7u/BC0MmN5v6s0WPnrr7KwvNI2\nYsRfICK0I4KRtLhKJ5F3r2J45c2boyBJhHnzSsmAKJY3iqmxmW9ao7joxd/uv9hQjB57ejAhawzB\nYGOF2zuCYGvLd/LPP/l3sizj5vibkL76Fj5+hCYfL+JBUFeEncctay03Hz+GwwR1di+Wtwk03A4s\nk2EHcmCklM7KiN27SxAX932pwjcPVpHZ2SL/WjMoSEWmHT6sCvK3aKHSgBXLyMjAyAFqaqwbdcPO\nz3aiebPmZlHGTyBtAWpMewxbiQvgLoGBOJiUpA6WubnAokVCMzuuTRt86O6hpqYOhELb7QWmT+e8\nvclKjCXY4Lsf9u9sE4iypk2vY/fP3cRMVZIIJw/Zw23zH3B1NYIoBESqLpajgyN+aP6DUFuV7Dzh\n89kPmLXVGVVXqk6iz74+CHgUYHH+jHA6iODg+uq+Tg5Ey5ZKTxJbGZN7Z+KybdA/rksArCvWvbvq\nq0eM4H4IJrsVcQtLai5RWdjVzyEtlNO0L28dR1Z7nm3LGsLeQdVg5X6MgQd+AeinpHGJmGQneomE\nhAg5Wp83B6PpLi5kO7j7YMu3ATxT1/ggnL5DbeKoTls3EnPOrC3X6f1xPwwOP9VgddZv2uNEbYbH\nbu+ox5NMfv8KVs3E1b8Ujsm5LjgiNbJwFHq9DbKyQuHp6WnxnJ89e5afF77h+DKMJ5Qf3LyJhBWc\nkQhtHgpDAV/nJy+foJKiEh34OPAfRxWpuamwWW4DjRvh+GXCnTs8eIdVkIKKjORDatLE9HzIojj/\naCtPRO7QQuCPP8Q6A4PPslzQpubiM/2obQAR/FvzbPJ1O4tryr/RpT/7f7WU5yxMzc7p/Da8d+OG\nxXeyLMPf3h9XbJiFrJUkJn4BWLFiBYgIkyZNKrPN0nbnThHPtIkQToSHNA73Z92v8Pd5effh56eF\njw9h4MB2ZZu0p6aipAor0z77rV8FW7G0xKxE1FjLL86SdwmoXRsnf2dSnZWVyouTjTJCB4dCmjEE\nnj6EWn3XgwjQWOfjrytJFtu8nZgIx8mTBUJKa+rx3YVAY6xBWgcQaUAOG8Wgs3y5jMePN8KkOxQT\n8wUMBk4dpBYVod+NGzyT1Oux6elTPvfYWNYtIeK01O7dlnkhAEcPHkUVO561O5ETljdajmlfTxNR\nhq1texBdB9XJR8MTN4UTGHDzpgAuAADu3uX8nHLAF8eMQVM/tW84/RKNqq3ysXOn0EQEwGzwuUfH\nY+WWTiqyyUeHQ0vaI62x4pU7dECJ+yXs3SOjcWOgHvnAldS0hgM54Os2b+LHDVVQc7XKuO66syu8\n4stqUmVkSIiI6GxWvO6E997zFdd6WK8CnKl/TczGb4+6jYLHryYOFhcDy5erZaO6dYFzZp1+jUYj\ntv64FXs1eyEpLGzpSwnGQiNk2YCU7Z8JldgcF8LH83qDfHnQb+t/FS369AERwd7eHocOHVI3fOiQ\n2OnuwbMEI7vGCU+cGMSyJQG6SwikMXAmjuS0jf3wq+/2sicB4EDCLTj8xCKJbb9th2MN2FHsaS7h\n7nNOu5Xs24qwvXztDpxrgrVSd4Uj1ASSkoZ6/nwfkpKSUF2RQSci/Pjjj0BwMPODNBoEeHiI9FNc\nbAb87bjwbg47/vL0lyA3wqcnP4Uh1/CPo4p1V9exjM9WJgRmZPDkcY6CKpxeKgWlqIxg/Hj+u7Dw\nmQL3dca9qfcgkYTHNMqCCNvFZw8TE3d0F59Jg7gOI73JvK/X7SyCiUhLRGeIaCoRDSOiu/92h/+N\npTxnMfAItymlUyvQKSKizPfh7VkLp7meZ73XFLhscHAwiFjy4Z9YvXpM5ptIhEKqjqDq+gp1dQAg\nOpr7dS9eTDh3rmxf7sI/mHtRVJXw8tGlcrZQ1nwe+EC7jAehS28Q8PbbmDOd4bI1a3JuGgCMRUb4\nd5UgLeuNi94E5657+eWslAW/EMtIJjYpCVVmzAApjsLUmJ46EmiCDmTFnAiqNBOmOsjkyUBKioeC\nMuF8cFERIzNKSsFrv4yJYdHAvDx+A0wj4ZgxohufyRITE9Gvq1pQ/kj3EY5MOQJXV1fFmVlBo3ED\nURFqjkmCoxQoXnILmK2pmqvAeYusrbH2999RSYlK6Io/aGwCOnUzIChIRnj8HzjipRLcrnhrMH3J\nx6hVKwFEgEvldOxx+REGYgJaTpdPEdVHZVuvp62oR2+rM1c7AvUjtNnYBufjzpdxEnl5cYiK+kTs\nT5LqYcKEA9Bo+Pp2bW/Agbfuie2Htw9Hpn/58F1zu3ZNZFVAxK16zTIceJTwCAtdFwqF2PNVziPJ\nlycQhS8fIHVUPbFyRGcdXPYsEPdxiJc3qigDbvPmzVW0n9EILF4MEEEmwk/fbEKli7xO030euPIW\nI7WuWp3GJRqLSsQEUk2rs9gddrjc8zj77B4clzQAuRFaf9cax1w59XSooYTrD3kAN3p64MZ6Ruqd\nc3fBROkzBfnkLAra9+5Nh9FoxAcffCDuTceOHVH44oXoAVs4d66QBv/9yRPc/IDl302SHgAQlhgG\nciPYLLfBw4yH/ziqkGVZiJ0uP0UIDm4AWTZapKACS8GyR47kW7B3L/+dnu6hsM374taHfGxp1JNF\nOBVrfOE3jlwPDhSfSe8uY2fRi8nHr9tZdCWiykRUn4j2EdFpIur+b3f431jKcxbfnPuGncXR2WgU\nHFzmexMa5ZNLzOQ2NUkqLCyEjQ0rklaEoze3FSuiOeVAWuQRIYqWvxIBUVDwCL6+Ovj6Et57z9VC\nZBAAYDQivyuDqVOGu8Bo/Gf6RCv8WTDMZYEWj6oQjBMn4/33+Y527sxjMgAUZxbD1/USpM1tcfay\nDvZtOJ1k5ZSG6zGW/JJ7KSlwmTNHOAwrK6XXdTsCTdOAbJXe2zajBbR2xAgZaWnRCA5uqMD6GiE3\nV33BTqakwEHpkdEpIgKPTbP/AwcAe3s+4FatOF9iZrIsY9O6TbDVcU2pLtXF7m67MeW7KeKFt7Pr\nBKLbIJdCNDusNm96+9o1xJg7oOxsYM4cDr2IkNiiBb64eFH83u60DyYfGiMGbQ9vwubL7RGTFIS7\n6XfRa8lSUJ1IMfj2rHoPvlZ/QlJSN3qtJ/TvT8WoCaOhm9wONI5AjdRUR/Xq1bF+/XrkKxDi4uJ0\ni+K1Xu+AtWt/ga0tD6D168nYMCgZko7rEoHOgUjcmvhKSCY/a9x+RAGHoUkTAcEX1/TYpmPYpNsk\nHJDXR14ilZURths5zXlloxVhxagaoAucdqosBWD0H3+ICG/o0KGqpE1+viBMGrQ2+GbaEWgVAciu\nO85D78oRRajVIRynCbAiRV6+816cue1e7rl4pzyC01JGDrlOdMWR1hxRnKgpIfA2v29ydDRiFzEi\nzeuiHT6RZij3UIuwsLZicDUai7FmzRqz58YOd+7cUVWU27fH9OhoUWt7djSJr3vVQBSlFIlr13tv\nb5AbYb73/P8oqvB/5A9yI9RYYw9vX8KDBwsBcMqWJAl1SqWgAJWuZOq48OjRCkgSa7aFNmYeTW71\nLhbrVD21CORGGPHXV+IzqfsCdhb9mc/x2pwFEemIaN2/3fjrWspzFvO957Oz2D8ejmahmcni57Om\ny+x9nB4x118x8S28vLzKrFfacnMBrZaRH4eIkEq9EDU46pXr3LnDFH03N7IM2RUz3IqEUcd54aSz\nk//2GACG4Q06Moilqb/XoFBHyN51HEp7YIwerWZ4Ch4VwLveaUj7GuGouy1s3vABEWBbLQkPSqUz\nHqano8b8+SAlsrC2tuaXrBWBZhHIoRH/bd0fZMPInN59ZKSkpCAyspsIlTMz/cU2o3Ny4BoSIuoY\nYhYVE8PYXyKuZxw/jtIWExODNo3acERBWkywn4DTy0+jiaJ3pdPZQqNZDyIj6n6ahuoSzw5t9Hqs\nevQIJUazAfb2bZZWJ4JRSziydAAa+u4TTuNNz3UYMmUtlq15hNKaggEJQej22WrMs44Q8hneJCFY\n+zOC61RD33EqT8LJrS4q9f4TpPEEmUUaderUwYoVI+Hn5ywGtaNHv0Pdus+VzJyMWcNz4FOLZ+GS\nRkLchLgKNYbMLThYBZ5pNMDMmZYB24sXL7Do7UWinnLR5iLiD3InNaOxGMkbP0ZJJfaGmbUIPRf3\nAHkz2qnt1VB8oLQj1mg0WL58uarUm5QEvPUWQIRc51oYtFBtYjV8mzsCqnGNItJqO3bQdMHKtu69\nEb4PytdlC3mRhCpurUU/ioOdLkAiCWecJVwOVQouqal4PJG12Py8tOjnuwjeenvFQbwrmNpFRckI\nDQ1VI2UibN++ndWTiQBra9wICoJGSZlee5aJoFrsBJ7tUos7l+9f5snZry54WfBSjSreenVUAQBf\nnfkK5EYYs4+VqXNz2QMsS0iACT1obk+e8KE5O6sghNu3R3I67ekB6HWsCWV490OxjizL0B2cCHIj\nTL08Q3yu78Dd/fRDNwJ4jc6Ct82qs/8/LeU5C1PzIM0ulvwoNlrOwp7tegaJJGxbzM7CvK4xY8YM\nEBGWL19eZrvlWc+ef4KI8C4RjGSFQO25CoXZAM43+vryDOidd+qiqKjsy58/YxRAhJw3NCjIfVjO\nVsrai/wXaPw7MzanDCTA0RF3Pe6JOvLatepvsyOz4VP3CKST1bH7r8rQ1Q8DEVClUQIyX1peq4QX\nL1Bt3jwRYdgqkRc1J9BcAlVRdHSs3gTZJ4IIaNvWiMeP8xEdPVQUFJOTVYXdF8XFeP8m1xis9Xrs\nMlVZc3OBr76CmLbPmGFJigBHf9MnTBcve3tqjwufXsD4cePFZ/b2fUH0CBrHYrQ7oMJ4u0RGItoM\nfWUoKUDY7vdw9QhHEd6SDhMvj4Cdr9J0yVMPGpuA1h0N8Ff8XWFiIe5OvCtkOXw0fpitjULNqtGg\nUUOEk6g6n/DruzbIW/YTMhNzsWQJYG8vg+gi7O1dxbHWqkWYNasVevS4Jk572IASXOweI2b8kd0i\n/xYKC/Ckfs4cVWmlVSt2HObmc84HKyqpch0e7T1QmMTPa376HaQNrSmuf3BXDZx2TRPXb1RoKJq3\nbQsTcsiCwHrrlqAYP3ujE3qsugSTdMfsLZ7wt+cU3S2rNVhP88S52n/kVgYqbLKorBeourwzQ0xn\n1sKBHmchkYQLDhJOeT/iHxUVIf3bNpAUSZWPvWbhjD/30laJizpkZgYgMzMTjRo1Etf+k08+gZye\nLpQSS1avRmulqL3owQPcnXIXEkm43uu64FGZE/DWBq21jCouvTqqeFnwUiA1j14iREa+Jb7rFslZ\nDneF92WyE4x2xYeqL0BIiCskiZAexZIjwXSCZwSKZZeUgPZyPWW5vzqO+bdgTpf/lzsAvH5nsZ2I\n3IloDDEhbzgRDf+3O/xvLOU5i8O3DnM+cft7IElSIZWKZUisBukxkLkWNYKCxHfHjh0DEWHQoEFl\ntlueeXq+hLm44F2agcdrym+MZLJ792ZCkrhB0h9mCAZheXkoqstpmWc/dyn7fQUW8SwC1r8wEedc\nCwI6dMC5Yyy+ptWKnigAgDSPNPi67oR0wQEbD1eDphpDFht2vFt6fEZ8WhpczByGnUmR8w0CzSNQ\nNUYpkfYNUBXuvle/gRExMQbcuzddpHQePVotZl4lRqPoL0yShKn37rFTl2Vg61aBYEKPHpaQHcWu\nXL6CGo5MpHIgByyvsxwnNp5AzZo12anZOkGj2Q8iGQ2GvkBtpT5lrddjxYM4uEdMwBkvlUjnfZLw\nfCCnXJLffBNjFCltkiTQwVDYv5mCza3uqwJ/Wj/oB/yEE3vq4o3VdqCfFYTTInvo+s/ForZbWHOK\niAejXbvw5OEtHD/+Ifz8OLKsV09twkTUAg0bnMDBUU+EIwqsFojnu59XSPg0t5AQNZowtUk3r/EX\nFRVh1ZercIyOQSIJnlpP3Fx+U9yPF6F/Ircpp50M1oQloxxBZ3ZxZObnj+kXL8LR0RFEhDZt2uCe\neRHWw0NgcaN6DUXbzdwUyO6iLzZuCBA9we/oFuAXWiochdPw+YhJjUF5dj83G9VWcz8Xl9ku2Nfv\nL06VWUnYfULRY5Nl5M4cJvpSTPUYie3+XRTkUzv4+zNx9PFjRlZ99tln4nrXrl2bu/F9/TUfTM+e\n+EWpqzULDUXarSyWYNFJyIlSJxgmjlPd9XWRX5yPx789/sdRxZ7rXHTustVFYY5vBcAgEI0SAeeW\nSk3PnMmHt2wZ/11SkiUmYGmXWX/qBm1g1p5iD/PzQTu4mdLWsK3i86BGzHMJmsgZjdftLPaVs+z9\ntzv8byzlOQvvB94gN0KlzW+CJAmxpYqmBU8L+GWsGQgnRaIiWRkhHz58KHLL/4QgJ8uAk9MYEBGW\nEiGLWiG0eegr1y0qSoGfH/cZ6NnTpVxF06IjfwBEKHYivEx4tQSJuZmiKpeFWjx1IuD77/Hzz3x3\nq1Rh2QCTPd76GFLHDfDzssLCP5qAHJJBBLz54Z3SwCTcS0mBs5nDsK/EDpKaEGgBgWq1UV7EmqBq\nwSACXFyMiIgAnjzZCJNESFzc9zAaVS2tPc+fi2ZU7964gXRTzickRE3W1qzJWlOlLC0tDQP7DhQD\nwEDtQIQsDcGwYcPEZ5UrDwNRKnSOJeh+9DpGSFNwSlL7SBy8ZIU9AV8iuzCTmwS0ZPl4EEE/dy5a\nBFwVTqPvUgmnqkk49MZxuO9qhC/3EuyWM7hAt0yHN37tAmp/QAyGNaql4XjT+SiqTLg3jQTsVq+v\ngmnT1kOnywfRIRCpkUZzao61tBaxE2LLbd1b2goKgHnz1F4TLVsCYZZ0DdyNvYsFdRfAh3wgkQT3\nOu7Ius2RitFYguStw1BizwedXpfQbX4r0GWu4zQMDMGkDRvE8Y0cORI55tyYrVvFzr1HzEDjPYyS\nqnLWG0dWhokIJl7zHebTar42GgNcvvgR91+Ujx58mp+Hmus+4DTePCfs7X9MBQ78rqZ5izf+IuTG\nf3fvjB+lkQpJtCbCwtooDOchkGUZu3btMnPMBE9PT5ZFJwLs7HD/5k3YKM+hX0YGbrzLTPh7U9UX\npsRYgpZbW4LcCNsjtnNUUeOfRRUA0O9AP5AbYc5RDfR6axQX8zoHk5JAkmTR2dNk3brxIZqy4pmZ\nAZAkQkREZyT+wSracTQb5qqZYVlZoG19OYIx65kTUodFG0PmsnDpa3UW/z8u5TmLW8m32Fmsa4rS\nBBeAoaQmeeGe4dzMxySDLcuymJ3Gx8eX2XZ59s03jNduRhrIRAilg3gZVHHbVACIj18ASSKsXUvY\npChFWh6kjPxujQAiJH9RA7L8agy9yYyyER8d/gjkRnjnGw0MGoLx0BGTuCfatVML3gAQ+2MspH4/\nQZII36zsLHphDB1/p8y2Y5OTUcXMYTgouj/UlEALCVS/o/IyVgbV8gARUNnRCL0eSE39SzTiuXVr\noNCUAoCrL1+ilqK90yQkBLdNzj0lBejXjw9cp+NcWmnIsSxj26ZtovjdiBrhVK9T2L15t5gJu7jU\nwGcT++L0ZZ1wEjulN/CO5IYl8Xct05SFhcDy5TDYOOIJfQo/6/P4/nMJtpfZYWg9/EGzD0Oz0MVC\nvykujXPNt1Nu4815C0A1o6DVGvDxxztwwb2qkJy4MPMNNK/JzXs0GqBRfSOIikG0HRqqIwazvn37\nvrIvPACEh6vCf1otOw3zaEKWZRxcdxCbtZvFYOs/2h/GIj7fwuzHSBmtop2CuxIqb/0U5MtR1fuR\n1zFkDE+ENBoNVq9WI0MYjcDcuWLdgxN+RY0TvF6t45dx+SdVduQxDcc02sQ/1RajxtdTkJCZUO45\nZRQVoe5mVm+ttLAS/hywH95KZLJyboQo/hovnMWNdQoHxb02BkjzFUdsLVBlISFNUFycidjYWNE7\nhUiByWZnAw257a5xzRqhnjw+Nhapp5m4G+gSKPpUAKqsR9NNTVFkKPqPoorErERo3DSw+UWHC96E\n6Ohh4rvPY2JAkoRNTy21rwoKOMDWaFigFwCePt0MSSLExo7H/Vn3lev7OcPDFfNITwdtYvrAlfuq\nE4moNgAgQsRyTjH8r7MAkJSTxGmoVVXLzQMCQHhbhs+OD2LkzDoTxhTA4MGDQUQ4fLh8GF9pu3ev\nBCbOxQ0iJNAYxH4b+8p1iotfwM+Pi3B9+1ZXSUxmZogMhqwhGHWEFP9l/+hYACAlNwW1fmM8+vI+\nBDg4ICciFs2b810eO1Ydc2WjjMhPIiGN+QaSROj/40eil/XMX8rO/G4/fw7HuXPLOAyNqwa0mKBp\n0kV5KW1AdY+CCLC1M+LCBeDly2AEBvKsPjKyC4qKUsR2nxQU4E1FV8opIABXTPgd2HAAACAASURB\nVDDAkhLOqZim6599VgZeCwBRUVFoXp/TYdZkjTlOcxB5KADT59TA2bMqkW77aWv0mjAZPU/FWNQy\n7ijbNJZwj+urtVQYrP8bm3F0Wx+0uLJcTU257wDNGYWhU0MsCH0AD9IXbqzF3pO1xX43bOiLzm2C\nxWl0p2D4t1qEYNsz2EaR6Kh7CaI8EK2BVqu2wB0yZAhulyKWFhVxqxAT0ql587K1iczMTMzvOR/n\n6TynXO088OSM+oy/vH0SWW051WfUEVYNtwYdWyXOb8bNm+ikyNg7OjriwoUL6sYLCoBRXFeDlRXW\nTtuFyu7sKBofvICrM6JFqu4ZDcB42sXOUVeIOhN+KNMr22T5BgPe2MO9520W22DzgD9xyZ7vweov\ng1k2BgCio3FvFqcQPS9VQkdpPXyUgvadO2MVp2GL7OxrKC4uRpcuXcT1bN++PTe0mjaNj79zZ+x4\n/JidXFAQ0nIKENKYQQWJ2xLFsRWWFIomRYduHfqPo4r1wetBboS+2zk1ZpL5LzEaRbvi+6UyDFev\n8iG2bat+Fhv7LSSJ8PTpFkQN5i58qdSHJzmK7U9KAq1rDnIjhCeGi89vOvUGiHDjdz2A/3UWyg0o\ngcZNA3LTgPx8sD8pqcxvoofyA732PPeAHmsmjLNyJQsFTps2rcx6FVnNmtyvdz4R8qk2/O2lCttU\nmiw+fhEkibBiBWHHjh3l/iZ/zHsAEV50t0Zx8d/DeU3mFe/F6ZGfNQhqwE9cdFieaGZnvjtDvgH+\nbfwhLfwAfn6EDmPHK+kCIzbvK6v0eSsxEZXNYLWVFYkHzRvsMLQtTaQ0Laj+n8qYIuPIESAv7x5C\nQppCklijJz9fLeDnGQz49DY7b60kYWui+rLi7FnA0REiPCql+QWwjPY3n38jBoY+b1vB3Z0H663b\nCG+9RXB2bgOiaB4nxmegXiDXMmwlCbt33kFoSzV14t/8GKTV3bD5LKHNrwrCacvbsPLk/svkI4Gm\n3kO1BiVmbUYTERPzpXASl32rou+wX2HioxDJGFI3DLnENakSqoSUDtNR+CATFy+aeIoZIFoIrZYd\nsVarxbfffounT58iJobh0KbIZNYsCyFfAECQbxCWVl4qzuNSh0soTObBRJaNSDk8HkVV2GtlVyO8\nP7066NxRkCTBUR+A3wIDUatWLRARmjZtaumsXrwQKDK5siMWzDgiutq13X8WkeP4vdLrfJFMvTGa\nDvOxWuehwZTxeJ5tqQJtshKjEZ1O/gRyI2iXarHyg7U4X01JPb0fgIxCpZCWmopn43jC4eetQUe/\ndfgroKkSsX4EvZ6Jbs+esYjSzz//LJ4HOzs7PperV/ni6XRICQsTqegTKSl4tILlx8PbhVvAk7eE\nbWGS27Y2MBgN/1FUAQCdd3Ch3u0kITDQBUYjn09gZqaok5Q2ExlvwgT1s4gIJohmZgYirJkiIFij\nu8V6vz1+DFrDelXmqb4Ye25MFrOfHcj/OgvFqq9l7RjyPI0NT8rOZOLnMHz29GZGy3Q0I+/5+PiA\niNC1a9dyt12eTZ6sBxGhoUYHmbiL3vO95b8YJuPaBc+QevWqx8qcpUxOSUFJZZ5CPts15B8fD6BC\niBvOtUKGHQHffouDB/lO29iwjIDJCp8XwrfWZUib2sHHj9Bg4DLlJS/AOe+y3JEbT5/CXukwaOEw\nmmtAPxF07c064DVerQxuMv74AygsTEJEREcF0lgbOTlqrtYoy1hs1rZ12r17KuT1zh2I8MjFBfD2\ntryexS9xLnQU5i7SwN5eQRu5WGPjuz9AOiuhWbNmHHlY28LBYTOIZFSpU4Jxv97C1taSGFz19c9B\n+qkfDnto8M42a5FuqjWHsONNQmbPtzE7JAQ6U5Rx8iqs+iRi8eI10OsdxMzWw2MpGjdWCGcaI6jq\nAxFZVLNOxiHbBaxsS8RIoqNHYSiRsW+fSdYqCUSTodEwx8XKyg463XwQZaBxYwiElrh2RiN+n/U7\n9hIzsb013ri++LoKKijKQNLUlpA1vM/bbQnVV3YEXWb0V4uQMKw+dEhwjfr162epk5aQIGo6xjr1\nMenHU4JD0Wf/GdwYxjNdf2tvpFFXfEon+NxtstF01jik5KagPJNlGe9f3gzNz1z/mfPBfJxpxJHd\nts56PHlpIgoVI2NMO+i9VeTT2oD+ysSjBUJCmonoQpZlhIWFqQoERPj99985KjLVpRYtwmglBfRx\nVBQKnhYI1FaGrxou5hblikj9XOw5GAuNuFqb+SJ/x6sAgNg0FvVzXGkLT19OIZlsofKsm/euMJlJ\nPNBExjMai6DXM+S2uCgLemuGzZZ0t+y2OT8+HrSiMsiN8CJfJerF23DO8v45dv6vu8A9q5xlPBF1\n/Lc7/Z8uFTmL1tsYm00XduOnh2Xhp8/+ZPhsxPf8sNjo9SJ3nZWVBY1GA2tr63/cgzkhwQCiuiAi\nhBLhGQ3C9V7l9+g2t7i4KZAkwqJFhIMHD5b7m4JVswAi5DUg5GaULYJVZMWGYry16y0m53yu5YHp\n4EFTl0g0bmxB+kT2tWz4VDsN6XBdXPImVO2+D0SAziET12/nlNl+2MOHsJ2iEuMcK1fmmXALLTuM\njmr/B3KdLwbK1asZ1WHCwAcEOCEzU2+x7QNJSaLw/dGtW8gyOdKXL4FBg3hDWi3w228oKsrE+bDP\n4e6t1iRW7rKBa1MmDupIhymVpuDh8Yf47rvvxDG9WXUMVlO4cBJXql6E9/QROHfRCsN36WClMOMr\nraiEpX5LkX32uBAnhJUVrv/2G7qEh6OztA4HpAZi34cPD8OIEQ/F+XbrJsPrlzTsa7kPTfp/D6oe\nI77r0f4x7rQcBvWDHkB4OPLzWSXb2RkgugciFcljY1MVy5f/ZvFspqSkYHbb2bhETFi74HIBGeFm\nA96zELzowzhqWUPY+RFBu2OUqE98fOsWps6fL/YxdepU7mZnsshIoWVuaN0BX81WVWOHHjyHG+9z\njSLQ1hMvqK3qKGxfosX8r5GeV/GgOiboKHRL2SmP++hbnG7HM+b9TSTceqpG0wXzxiFISSnOvjgY\nn+t/hCSxEF909HBIEiEsrA0Mhlzk5eWhefPmapTZpw/zQX76ia9zixbwVwrLdv7+eJifj5gvGa4c\nPdxSQn9VwCpurLTrLciyjOe7n3P00T78H0UVP/lyxDR4N3Nq0tNVdYYO4eEWNVOTybJoOS/IeKZ2\nB6Ghb6DgCYN0gug0w83NbFzMbaYOuGkshBif6hoBRHjiz+Ph63YWR4noHhGtV5a7RHSKuB/3vH+7\n4//JUpGz6LmHYXd0dqPotW1uGb4Mn73e6zqaKCSx22a58LYKnjy4HAZ4RVanzkwQEWYSoYQqw5+u\nIO/uq3s3FxQ8gp+fDj4+hJ49m5ZldQNAURGKGrOMeeLsFv/oATXZg4wHov/Fzs4EODqi8M4D0Sp7\n0CCV7AOA20E2OAA/98o4fVkHu1aXQQQ41E5EalrZY/OLi4PObACubHIYrdhhWHV6F6Q0N6JmE0GK\nfMWCBYDBUCgIRnq9LVJTLdvLBmRmCtXPtuHhqt6T8tIbbAhPPiX4XlB7W+/ysMXRsB9RVFKEoqIi\nzJw0UxxbT+qJyCmROL3tNJbaLBWCeVd0Xrj8xffw8rDDlEMEuxVWSjShwRdnvhbNYwBwYXTyZIAI\nBTUI0RuqiH0fkBqgy+V1oKGJII0MJydg68oiXH/vpnBI1/tex66L+1FlyFKQLRMZNboSTH43Ai+r\nu6pOY+xYyInPsHWrqulEFA6N5l1xPg0aNMDBgwfhc8EHbnZuYh/e73pbpEDTAzYgrwGTLwodCKO/\ntQIdXiEG+wVxcRj8ySdK9GJVNiXq6SmEH/PfGYAhC9zFut8c88C1t1mrKsj+EjKpmYWjaLnga2QW\nVJw+XXDLCzZLHLiHx5AhON8vFBJJOFVdghSdLH5nOLgbkX/wdd5xoSVaS1vhp7cWEh7sNOyQk8MD\n/dSpU8V1cnBwwIMHD5gLYmXFfdcDAtBWGajdEhLw8upLjipt9ch/qOb1MvIz4LzGGeRG8HngA9ko\nI0xJVSYdKpveLm2yLKPppqYgN8K6M4SAgCoiBZVYWAiTNE2h+UsI4PFjvudVq6rvZ1LSfkgS4fbt\nT5Hhx+PXNdrMfenNbEAEK846rK5i8Xmqhjk0qcp1fd3OIoCIKpv9XZmI/ImoEhHd+bc7/p8sFTmL\nwUcHK/pQy/F5TFksd8Fj9sxXa1/FkCjuwnY0WX04x49nktfGjRvL3X559uOPoSAi1NRYw0CE27QU\n8fP/HlF1+/ZXkCTud3Hy5Mlyf1N8jru1lzgQ0mPLMr9fZUejjvIMeakOMTUI6N4dCfdLhOzxypWW\nv49fEg+p8zr4eeuw81RlaGuz2mmDDvfLcDAAwP3WLWgU1IxWq1UdRmstaAnBqlN/sMQ5gZp/ITr3\nzZwJGI0G3L07RRlwNUhMtBSRi8/PR0uFKFUzKAjhWVkwGApwKXICLl9SI4nAXRqcvvwtikrKHuCZ\n02fgZOcEIkJtqo0/6U+RpplKU+FMzuj9HaH6skoi5WS1uQvowm5UDwrCuVIACaOxCI+l7+F/hZ2U\n/yXCuXUj4LQ+Ui2Ab7kGapiLj3XP4U6BCHQJ5LamiqPPLcrFzNMroe2yC6Z6hmPVHOz/6Ahka/YO\nBToHLKIVsKN89O9valctg+gydDq1P3hDaoj1tB6eWk/ErIsR+zAaS5C09RPBxk5qSGg5zwX0F/do\nsNf7Y2dcHDp16gQi7j8hlYYoHz0qOC+Zn36Lfm4MqdX6+GHeGS9EvBkBiSQEV76ALGqEkRqziGLB\n2HKbFpls8/0I2C3hdHGfUX3g+Tk7nUt2Eo56Jqg/vHYNcXP5XntcdEI96SAuB9QVKSdTI67EROYs\neXl5qREtEbZt28ZACUUmHVOm4PenTwX6Lq+4RJzHg8WWtbBFPiyb0e9APwBA2vk0Pt8Gwa/UgTNZ\nyNMQkBuh5q+O8PFTFWYBYOezZyBJwpCosqoP5ZHx7t+fqfCVVuLZTs6M3KH5wJ49Fut2DDjHXJCN\njS0+zybmwmQ9ZWjV63YWcWTWAImIbIkoTvn/jX+74//JUpGzGHt2LL/4x+aVi1+WjbIgWC2OYzLO\nArOiqQmXPWrUqHK3X54lJsogagwigp4IafQ2rta++rc6Prm5MYzs8CT07NmqwsihoC/nWpOH/n3P\n7tI27tw4bhQz1RpFOgKWLoWHB0Q2x1w1XZZlXB9yHdLAOZAkwk9/1hdNgXoNiSvDwQCAw2FhIKXj\nnpVOJxyGpoMGtJRg3WmQ6jBaDAXpWOxw0iTAYJCRkLBcDPwJCcstrkGmwvjWSd4YKs3CX9724rdH\nz1nh8SAnTrHVqlUWFgQWUQxaEoQWuhYwoaWma6fCe+ZHGDqRQF+r8hw0tSmomQc6f1iAniGqku13\ncXHIKSlBRoYvQkNbiP1HHmyNCTU2i4Cg4cgnqOrNMGDy1IPGJMClchEO7ygp97rFv4hHn1UzQfWv\nim284ZqKbTYKG4sI2dUbQz5zFpBlhIYCvXoBRAYQ7YeO6olBcUDvAYhRJkZF+UlIHtdQbCPgLYL9\n6pYgD2ZWNwkOwcmICNSty6lTV1dXxJWSmsCmTWL9pz8sQPfVXNuwvuKHXy/6I7wDp/BCHM8hh+pg\nhOYkOwq7TDSb/6VFvry0nX4WD/ufG4DcCB3GdYD+e2Yj+2okbPzTLA2UlobnX5kK2lo099uOvUE9\nFUTdW0JWJjp6KGRZRkZGBurVU69Jv379OP1k6nzXoAFS0tNFUds9LQ3P93Ba6Wq9qxYy78k5ybBf\naQ9yI4Q8ZRjz9V58nE82lI/oKm1TL04FuRFGH2BRyrQ0Vf9qqKJBtaMc0mlpMh4AwUhPT7+I+Hlc\nc02grwA/S6mU+lf2sDLv9s7iM9koC9HL4jxOL75uZ7GEiK4T0c/KEklES4nIgYiO/Nsd/0+WipzF\njMsz+OU/OAldzCu5ZmZqZnIonKFzA2+pDYyioqJARGjcuHG561ZkDRpw3nciaWAkHYLoDNIulIXu\nlrabN7mb3nffEdzdyxdUM96+xbpRWsLzy9P/o+PKLswWciBL3lU8RFCQSOHWqGFJlDbkGRDUJgjS\nRFbu/MLtbZAVs8F/WFg+meqPgACQAju2trJCJYW4p+mqAf1MsOk8HESKLk+LQSAr7hUxfjxLgz97\ntkOQ9+Lj5wiHIcsG+ETNx3FfFzFI7/N0xr6r45FfnM+FFxMfw8YGUGo/siwj5WQKQlwZCulJnhhW\nrb8YSOrUrcOEQjeCdqEW1I1g7+gIFxce9ByryBjr/gS2ej2qSqex2r+/2H9oaHMcPuyl1BSASpp8\n/EpzUUxWuF35cwya7a1GGXvCQS2zMGiQqgJc2txjPVD9i7mCGElkRJtq95Di+rYYsNG/P3DnDnwv\n+mGU9THUozwQ5YNoFXQ6RxHZffPFIMR15OjEqCWsHUKgLf1B3r4gSUK/Gzdw+Px52Cuw5969eyPN\nPHqSZbWvAxHuzV+LDhuZlV3poi92S+EIa8PvTqjTWeRQLYzQ8jUjxVG8qkYRmZkGxxVtmbMwqSkC\nJobC04ZTaCtmh6lCeiUlyBrzFvSeSkHbexamBXLvlMDAaiL9dPVqPUFwGz16tEVKNCEhgZFzdnZ8\nPpcu4es7d8T7XvxSbViUfCTZ4jhNDcY+OfYJAOBlMKeqAqoEoCT71UhHgGuGphYCf7pz32+TdH+h\n0YjKisN6Uk5dtDQZT5ZlBARwyrOw8LkQQ02mdxl4YGb2Z1lxtu+B98VnhVmFABGKyFp89lqdBW+f\nuhLRDGXp8m939t9aKnIWy/TL2Fns/QpNKyA3mdpchpzhkLSB2azUYDCI2XFycnK565dnCxfeABHB\nWWODEiLco6mIHvb3vbWzskIhSYQLFwh9+nSuOLqYyMXQzE46FBVWrHBbnvk/8ofGTQPdzxqE1SOg\nUSMYXrwUCrXvvmvZz6EwsRB+1b0hrWUJhbcnjuEBQWPEtoOJ5e5jlbc3SJF/trOxEcgaTU+Tw/gc\nRIqCbev+IGtGC40Zw5mClJQTQoE1NnYCrsauwikvB7Uu4OWMvtJSaCRfzIuPVweW4mJRSwARssas\nwrUeat+HQNcL0K96B14+hPcna0E2SprChTBw+EDE3IjB0KFDxUDTuPH3IMqDVmvAz5s34KLE0utX\nJBts9p6H3n0KxBj+4YfAjf2peOo8DrIyeytybgRvb0mIJpKPBJp8H5WrG/DHH5Z1IoCBXh3eLAD1\nXAPqukVwXSo752H3F14wVuGcoUGrRTT1RwB54KLGGwuGpSgOKwWMnFL4L0RYYksYOI5AZvpOE+/e\nxdr164Vi7JgxYyw5PiUlqmy8ToeoX3ai9VZ2fE7nvHE2OFrk7MOczyCXalg4Ctd5nyMtr+LJ0dOC\nfLisf4+VV3+sAZ9xfnB3UbgUw4KQa4YILPppGoKPKd3uLr2PztJmcM8UDR4/XqtMLDTIyOCZ9YkT\nJyzSTztMrXsHDuTzGT0aV1++FICW+3l5eLDoAef+e1yzeOdSc1NFY6MbSawdFz2MB+gHC8vCtsuz\nS/cusVLuxhrw8+M+LybzfvECJEloHx5eZr3yyHj5+Q8hScxOl2UZ4e34HmRpW/E9U6zYaASd4IL6\nZ6fUrEjmwwyACC9JrWP833AWOiKqS0QNTcu/3eF/Y6nIWWwO3czOYucQOAcGlvsbEwPyweoEVFKk\nszPMECCmznnnz58vd/3yLDlZBhGnOzyJkEUtoLfSC3njV1lkZB9IEmH0aIJ3KViosIwMlDhxDvnZ\n3qH/+LhMNttzNsiN0GKOLfKsCfjySyQlQbRkLV2/eBnyEr5VzkE6VA8+foRGg1dyqsEmD35Xy2ep\nz794EaT0NXZycBDy5pp+rJ9k23G0GmG06wuyYdb4Z5/xmJ+W5gFJUnWbJIlw7LIGf0rDkVWQiX3P\nn8NKQUp9HhNjURws+GUnYjRLhJMIqOYN/9lfQfLRYvVfhMbrHJV0E6FyHZ4M2JEdllVZhgz/DGzd\nulW01+3R4w1s395OHMNBqS/qTPYH6bjGUKOWjKP7DIj74a7Y3+03DsDgqqjnajTInzsX8+LiVJjt\n4RBQh0z07s2kW1lmWR8T/6VJE+Avn4d4Z800UEN/4ZDatkvFQedhkIkL1QUaZ+QvY6+Tng5MmWLE\nUO0ZRJI9PjEbMMnFGbRoETS+vvj98WNMmjRJfLd8uWW6D/n5wJAhvMNKlRC+7gia/cnyHc6nveAT\nfhehb3ABOqzqaeSTCz7XHhGOoum8UUjNrXgCk1NSgvq7OR1qv9Aex4efxOlmrES7pYsez3LUwrJ8\n6jhuruXrfuRiI1SV/oJnINcp7t+fKboIPniwGACQnJyMqlWrinP74IMP+NzOnuXzcXKC4flzdFKI\nn4sfPEDhs0Kh5PAyxPJZXuizEORG+PjoxwCAvLt5kDTcf9skvPh3ZlKYnXi0nkLEUwEcPyq9theU\nwxcqj4yXmnoGkkS4eXMAN3CrxCn04gatLdZ9XlgIOjwd5EaY5KE2cUu69gwgQrK2tvjsdaehphFR\nOhHFELdWjSaiqH+0caI9RJRi/nsiqkpEXsSoKk8iqmL23UIiuk9EsUTU/xXbLfdGmcQEaVs/kCSp\nTXDMzKStEjs+Fl0V1Ud/sz4WCxcuBBFh4cKF5e6jImvSZCmICON0PKiH0X483VSW3FbaXrzwgiQR\nTp8mvPderwp/V7jiR4AIOa6E/Nx/JklisoKSAgErnv4x93TA4cNCJken44fV3BK3J0JqvBd+Fyvh\nojfBqSsXMW2c0/DwcVknKMsyvj11CtSei7A1qlZV8e4fctrHpu1Y1WF07AGyfQki4L0BT3HAo76F\no3D3rY6UbEv4s+eLF3BUwvg+168jLT0fDxY+EHUovcYTQR9+B8nDHgcuEnr+4SzqEs23NMele5eQ\nm5uLUcNGiQFmpGYkHqx9gOvXA7FkiTN8FC2n06dd0Lv3aWg0shJZyaBPElHZPQhun3I/Ab21HgnL\nElhKo7AQWLjQQrDpWnAw2oerPcNp+l3YOpegTRsIh/D11+pMEgDc4y6gxlczQQ5Jiu8xYJQuAk8r\nd1FXevttFIfqkTS1mfjsCH0Ba6fzoAbNxLk169QJPXsy98XW1hbHjh2zvGlZWYJsB2dnBGw+hyZ7\nOG1V7ZQnrkY+QEgTTueFV/sLhVQF4zR7eJe2WWgyd1SFPAqASXcdz7gJ0t2GDzbhdC/e3sGGEq49\nNiuE376NBxOV3hRXKqGGdBx7rr6n1Cm6IypqCCSJcO1ad9HzZeRItQ2vk5MTnjx5wkx/RdIDmzfj\nj8REkCShYXAw8gwGxH0fh/Kgshn5GQJBaKpVmH4b912puk4FlluUC4eVjPI6fIng728Pg0FFRrYI\nDQVJEgLK6ZtTHhnv4cOlSnp2PgqfF3K0TOc4HWBmt3JyQPu5n88in0Xi80c+9wEiPLJqKj573c4i\nnoiq/auNE/Uioo6lnMWvpEBuiWg+Ea1R/t+aiG4QkRURNVb2q6lgu+XerIv3LiqolrdAkqQK1JnZ\nC68XkEjC9XeuY3wsM7m3mOmznDt3DkRcJPtPzM0thnOmGhsUEuERjca1Htf+dj0mEjFZbehQQkA5\nvTgAAAUFKK7NDOCnv/b4j44NAK49vwarXxge6tOEZ114+BBz5vBT0KgRYP4My7KM6LHRkHpyEfrQ\neRtYN+GCbHXXBOTmlnXEJUYjBh48CGrKEuYNatdWZ7uf8KBt3WwCTEXvuh90gZ0Dt9bs0eMc/rpo\njZ1e7aH3Z2z6jRt9UVJi2aDpZk4O6gUE4eNZEs5XVUl1wQN3QjpWCx7ehC82E6x+5v05rXbC+uD1\nKDKoDk6WZWzauAlWWo5+vuzZCJI7d1Xz9dVg0iQbVKq0QYzNRECfdwrQb2+wGPgHrw3E/2HvzaNr\nur/38efcIbkZZRIhQsxDEdRciqpSVNGqtqpqatXQVksVRdCa56EUpVVDzfMU5ISQGIMYQ0QkCAmZ\nk5s7nef3x+vmZFZ9f95dv893rc9e6y5x7pnPua/92ns/+3mSokuJss6dK2gA02homjiRU+/epU4W\nURE2RxJNU6nRkLNnl9xcURQunbGUHdv1ptRsBfNRU54Vsrl9dBiVCkLbOr+xT5HAxT1AfD2A2BFO\nHD9ODJtEvaGCeu/1ej23b99e9EDPnhUghSpV4tHlBxnwh3AUvlsPM+pyAiOqRFCGzAu+22mCK0do\nlon7oc+h/9cfMimrbBipoih8J2wdNVO0RDD43RvjeOgT0Zexx13mvvOFUppZWUz5QEQQ8gmwSeh8\nDj39vdqPky/8c+qUu9r9v3PnziLpp7Vr14p9TZggrqlJE6bk5Ki0GjuSk5l9K1uw4Wpl5twuCm+f\nHjadCAbf3CBy/qYnJjEJkUquW5blIxCbrqiqwl3zLTY3V0Rr4eFFNVbsVrwZjySjo0VN88mTLUw7\nlUYZMi9iBTloUJFtT6SmEmveF1DdM/PV5THbr5IA7zgWhCv/trOQAej+4wMAVYs5i9sAKtj/9kMB\nsuoHAOMLrXcYQMsy9lnqw4pIiBApj4X1CFnmnVKYXXPjclUUxBI7lG5YIURIUlKSGPRdXUvvfyjD\nnj0jATGr3gfQKPlSxom/1UomBeGeLINbtoBdu75Z5nqmlXNIgLmVwMxn58pcryzL/0EETHRiuiPI\nNm1oyrGoY0bfvkU5+6xGK880PEP5UyENO2u9HyV7R3LzrjGlIn1yLRY2W72asDuKWoECKSZJEvE+\nqAnWMODVTzlhAnjiBLh6dWO6uT0jQL7VPY1mM5mdfZ1nzlRU0S9mcwHCJjU0lWcaFtBzrGpwgpt/\n6cLQUHDSVj3LzxYzO2kqOLSXlk+3rC3zfoSH7+acWY5qNHNobSC3r45kuXLZdidhYrlyv7KVwwXu\nxGmGQuaY3mE0HBcDf62zZ3kxM7Pkjo3GIiIT1oaNOWJiPLH6QkGU8e1taPOiCQAAIABJREFUat0t\nDA4ukO/Iycnh2M5juRM7xbUFrGLQd4OJSudVp9WrWTiz3B1VL5ZuADt+3Y44Ihrtau6Poqu/kUAW\ngYkE9GpkMWnSJGZnZ5OPH1MNb6pV477lR1hxk9i+4pZDvHEjSeVKuui3nWa4cKxmjjikzsjywz9i\nfFr8C9+1sVePUT9FPIsP3/6IkZPELD1EJ3Pl9kIzdUVh7hfvMtxO0fJJyGDWCVtPOUwQUCYkLOLJ\nk072QVOwqaamptKv0ETkrbfeKtB4z6e5j4zksNuCqaHzFUHLnl8gvv150Ughy5RFrzmCJFK+L5Mk\n700SdY3od18sbFbY8sXIxu2oRlkGnz4tEPNaah9r+hXj/LLfghLNeCQZESGaPnNybvPxOoHeuoGJ\n5PTpRbb/6+lTYmUXIhhcF1Xgba6tiSQBXnMp0ND4t53FbwBO21NEahf3Sx+gpLNILfZ9qv3fZQA+\nLrR8LcrQzSjLWdxOuS2cxdwAQpZ5NqOkeIxiVRimF2mLY0nPCFlIKRa2fLEUVV/4Ja1WrZkEwL4O\nIgK4jEV8MO/FOhek4O6JiKhJWQY7dwavFkJoFTGLhaYaXiK6+KHuPzo3UvBn5Xd3D/zInjD/+Wfe\nvatKE3DNmqLbGB8YGepxnPL0tgK5Nec1laV25I+lF/2e5+WxxvLlhIcgx2tYR9RztDoN3x0PhthF\na0JCwFGjQNeOTQiDiDDee0/UMHJz7zEyUvzoLlxozIxbj9RiowyZpyof58Cpm4hQmc77F7H2skpq\nyqnVmpa8OKJXQVgwZ04RL6goVj58uJynTrmJAvYRLXv1cqVG85e6ScOGWaxcqSsBoZ0xDdO4GFEM\n1OXwh5XZbGhPL+nDwjjvwYMSspgkyTNn+LBqG3ZAqNiv1sZ2q+LULnX8FUE0TWVQELlvXwJHVxqt\nUoofaXCEpqcmKorC3y/9Sdfe49haf4RPIApNj509ed5PyyV9+lA6ISKCz86cYXhkJL28ahNYQQG1\nfUAHhwK0kL+fHzf6+orIpF49bl18hOX/Eo6i8qYDjI1JZmT1fEexgxY4c6rGrkehMdNj0Ce88+xO\nyWstZGvir9EwVVBltO/bnjfn3GNIPvJpalFeJdualby4QrwPSw82oYN8mEfP1LGDHQbx0qVWlGXw\nxo3+6jaDBhVwgTk5OTEuLk4833x03NChvJSZScn+fG5lZzM9UqCaTjqdZN6jovWHeWcEkui1316j\noii0ZFkY7ilSjell1OiKW0pOCnXTddRO03LXUdEsWDgq7nr1KiHL/KMUzrrSmvHM5mf2pkNnKopV\nLcrHYSBZTG1z+cOHxLI2RDC4+9ZudXnU/BMkwCiPDuqy/4mz0ODvLQHAMQAOANwKff5bxv/Wjjyd\nPAEAijULAJBqsZRYR9JKMFQ3AABqPhWXfy0nBwoLTqNVq1YAgLNnz/6j4w8d2g8AsN9iRS6A8jiJ\nlK0pf7udJGkQGDgBAPDRR8CiRQtLX1GngzRrEQDA99fbSEs88I/OT6fRYUOvDTDoDPijjhG76wII\nDkZN4zWsXCnW+eor4ObNgm0MVQxovLMpOPsH4H4g+rc4g7affwcAWPFzVWzem1ziOF6OjggdMADl\nJ08GnJxw90EMWrd1g82qIGQpcO8uEPJEwmffDMXy5UC2fBlo2hkwpGPnTqB/f0Cvr44mTcJhUBog\ne2FzRDW6iWe7n0HjDDiOCIVtbTf0eO0zVLo3BbmXvsOd54/h4VQev7/7O84MicCry3cBc+eKExo/\nHvjiC8BiQXb2NVy+3BZ3746CzZYFb+93kZwciyNHnkBR+gHIRj2sxLpad7HW+g3aoR1ykIOpmIrf\nG29AvFWP2V+6oPq8pvjcxx8WEuPi4tDj2jWkmM1F7sOB1DYIyjqNMHREBTxBiK0LTm3+DFF+fmjm\n5gZUMAELruJq+zt494MKyHo8BoQOToOc0PlyZzj4OkCSJAxo3A+XW0QijF1RAck4hjfxSm4sWmge\n4uuOk0CNBtPXrcPadu0Q1bYtzKl30LXrfkRGmtChQxWYzZsARMDZ8CoePXmCT5KT8ZqLC37uNhIj\n/B2QUkFC4KMsRLRug2fd45AXlwfXiulo9GQgFmhGYpoyDZBscP1oGE7N+h61vGuV+Y6dfJ6Erze+\njzzpKeon1scvr6zE3QWJ0JuByD46fDu5MSRJEitHR+P+lVHIqg8Y89wxyTkYS53+gIM5Bk5OdeDo\nGIjMzLNwcPBHrVrLAAAhISFYv369erzg4GBUq1YN2LoVCA0FvLzAmTPx3b17IICv/P1Rx9kZcd/H\nAQAqj6kMx0qO6vZGixHzI+YDACa1mwRJkvDktyewplnh3sYd5dqU+5tflbDtN7bDqljRzr82PB0A\nL6+u0OnEMJlrs0FOS4MEoKuXV4ltIyPFv61aARr7iJydfQUA4OoaBEnSwhhrBAA44RFQrVqR7VPM\nZsCSCQDwcirYvzVLbGPVO73UNfyt/ade5mU/KBlZ3ELRNNQtlp6GOoIXpKGmTp2qfvI7UM1Ws50f\nRUOEnuDGMuCvV7vbaX53JbPSGSF0U5gqeKFd+GXo0KGlbl+WpaWRktScALgdYJ7kTRknmHP373Oe\nNpuJp05VoCyDrVrpmFTKDIQkqSg0NhUFvIefV6Si/H1HaXHLR435TDbwqQsEpanZzE8/zZ9VF9VI\nICkYNyttZOheVx4PBSu/LZrStC7pvBlTOlIkOimRfVa04s5dIuXUqZOYDTq664jRoMuMctR4TLDP\nEiWifXO16P1hP4UJax/zdIVTajQR1mUq5W2+PBEKjt/qSq/ZgjhNmqYl1rxPzbH9JdmGt28nDQba\n9GDcjGoMk3V2nH4l3r69iz16FAQgDRs+ooNWFIjroz63YzsvtLjAuZPmquiuevXa0dU1KT+Dw0Vn\nU1R6kkpnzvBkmkil5deCALJLF/LJxmOkn6g30NWVlt9+4/S4OGrsPE3YGEk0SGf9Knks3E9qNj1n\n0heB6s62tgW1n3QlKjxX99+u3zOebtuDVvuC587OtGzdSioKFUXcgip+Jnv9Yz0NUgGCCF27ssqy\n35kUn86ztQXq6UKl/TTDlUulkeIYko2GvkOLUF+XZolGI8stFAI8Fb+uyDNfnuHOpqKf4ZdGYXyQ\nUeh3kJnJZ33y6xQSX5GX8cMzcyjLQhFOwKlFwfv5c6HPkJWVVUQiNSgoSHBZZWSoMqlcvZr7U1II\nWaZXeDhTzWY+O/BMFIe9wmlJL9orkc8s2/RXAV23mW1qrSZlz9/3SuVb23VthTzA3rr2lFmB1EH+\n+bQoo/fr66/FqRduxktMXEJZFsJhJHmhqeg2T0c98mFRCPuImBhiblUiGLz2tCAbEjFmG2WAg93q\nqWMl/o00FIDF9n/3Q8iqFvm89AFEsfpaof/PyXcKKL3A7QCgGv6DAjdJus4UAwiO7efSxNLRSHe+\nvkMZMh/MfaCGhzuTC+B/ERERBMAGhXFsL2n16y8gAPbUi1TUJSxj/M/xL7VtfiHv55/BycW4Xwqb\nNfQoCdDiBCZfL53m/EVmU2zs9IfAvff7VJwnp09nZiZZs6b478iRRbdRFIVX37tKudVMyjK445BE\np/ohInyumsDMTKXIuufuLOCOkIKu6+XLwQYNwIZ2/i0XXxfiO7DcT+UpuYwVA4CkId5sSY09zfUm\nnvA4ZEY0PUB5hVBBW7MfDFpWXk05tV/fntFPolUmT8gy5z4omvpLP7Oa5/7UqgXUmIsDuG5dOssJ\n6i2WKycKi88OP+d63/WsAFEc9oY311Zey+zr2Tx9+jQrVhRCRb6+FVmrVjgB0Q84Y5WRbS8JIR1p\nawSrvCr6MbRakQFT65kpKWolMx3gaM/OXFhjH6uvFeeNEzLxRSy1TlZOm0amP7nGlM6Col3RgD/3\nAvGTB7FpN3HkJPFRjEqjAl0Sq+IDJlYqEDZi9+5kXBwZGcmcchU5GdPoqDGxeb0jNLz7IWF3gK6u\nbvza92sewzGe9z9EM9z5Bz5Rd6N/dyRPxhejuy1mOVYrA/74QvAT/eDCnb128UB/0fm8zUdmWEwh\neK2i0Dj0XYbvEe/GgJBB9Je3MeyUp71OsYDnzwdRlsGYmOHqZqNHj1YdhSRJPJcvDzhGIAXZsiUt\nFotKFbM4MZGKVVF1bIp3YJusJgYsDCCCwV03d5Ekn2x6Qhkyz9Y5+1LStqTQ0pGCJTrOcOTBY0KM\nyWIpSF99GRPDfD6q0qxFC3H6+c14JFU6nISEBaI5z11MmkwO5Us07Hxw/ToxU9RcHmUWdNmGD/2d\nBBhefYC67N9yFq/a/21f2ueldi5ICB8DMEGkswZBQGePQ0BnQwB4FFp/gt1J/EfQWZLqw8ehzWU+\nnMRliWqh63u7Bu/UQiy1RqORer2ekiQxs7QC5gts8eIEAqAeWmYCTEBfnm/44hlZvplMyZRlB544\nATZo4Mnc4qIFhczYqSEJ8PEHBSRl/8Tup91XaQ321YYgW7t8mRcvFtQIDxZTdrVkWRheK5zyYMFr\ntXCjHyUfoQDX+I07VBQy5uFO/nWsvOokNh3S8Md93YnPBe+WVqNh3bp1CYBuVdyIH0DvnwIIx5H0\ngAfHSt9zKS7QCaJBrWtQJI+HaHngGPj+Wh01difhN688N0dvLpL/zuf+gSxzbGwsLZZM3rkzWu0Q\nP7vFgTENfPmWg6wOhD16kPExFt7+4rYawYQ0DWGbhm3sz1HP8Y7jmbwzmUlJSXz99dcJCPK9115b\nTMHbRPb72MY+qx4T7mLwdvQ1cW9oKc9FUXhrzlyOkj5U6xMH6+3k9zfuUpNf/F5/jp617/OyQTxj\nsxP48UAQswOJnaKrulpkJA8mXqPvsI5EwGn1ejp2zmbCT39Q9YSOjgWshL1785eZMr23i2jGZ9pK\nuru9rQ7A1XRVeBguPIBu1NobBDVdxhZRXivNFEVh2yOL7cACifM6LGTETNHPdFQv87eDRaHetl9/\nYdRi8X6sOtyQGvkY90eK2sTVq90ZGzuBsgxGRlZX1RVPnz5dEA2hkO7M1avCK2s0ZFQUV9qhsjUi\nI2my2Zj0e5JAy1WNoC2v6CC79tJaVa/CZo/QL7a8SBkyH/1ako6jLPv14q8CSbWuoXoNhe9N1QiB\nojtfSg21tGY8krxypbOdKmQ/TckmUafDfiq1apfYR4eoKGKaYPDNNReMGSc/FDLNJ+t9oS77V5yF\n2C+0+P+J0uNvzqvEDcu3oJVBwlns+5Vf3Sm9EPf8iIDPXu54mRufPCFkmX2KFbObNxfppBMnTpR5\nrNIsI4OUJEHTvRmgUfKjjFBm3yip9Faa3bolkEcjR4JrilebC5ntSpRQ1NOBSRHB/+gc821R5CIi\nGPSf7CLQUUFBpMnEuXPFm+HnJ1BehS37RjZDnY5RXiAEWUYs6qimjjr2n6U6id1HwSUhHZlih1cu\nOHmSsOtkuzg5qekE9zru1EzQcGDXL7kfR8VgjRCObjCXBoOIMF5983f6zhE9E5pg8L014LFTVZmb\ne7/ENW168oS6sDA2l+dwv514Tpa1vHdvEtcufU43rUA6eSKVf/5wnWln0lVqkDCHMMbPiqfNYqPZ\nbOaIL0aog1Nv9GbMpBia8kz87rvv1OWtW39IJ6csdbAGSH3LVGL3afqePs1jxWioD+0+xGB9AVvs\nRQwSTXdjxjAyOZm17Vh83bFj/Kl/f8ZqqrJJ2/7EzObE/lA1nZGYlcUPP/yQAKhpqqNjz9Eqo62j\ns4lLf06jrVPngpNyd+emSVvotcOubvf7Xr5SN5trcJ6zMIuVpErqNWnQm8ADou1MbrteOsllYRsV\ndZi6KQbRjPbGl7zz+0NVFvWn2VFFHDqvXGHcMBHlHT3qRg95FyefG2vvVK7AlJRDasd2WpporDUa\njaxjB0kAYOXKlcUkTlHI114T1zdqFDMsFvrapXp3JCfTarQyIkCklJI2FE1PWmwW1lxakwgGN0Vv\nIklmXswU6SqPcFpzXh4JmS9pPHVPPcoy+PjxevW7Ozk5wjGfPl0qCKK0ZjySjIwMVJFQ+ZQjF7BK\n0L8Us/qRgnHWcYahyHK5h2jekJuOUZf9a85C7BunATj8pwf4Nz4vchYdfhc5U+yaz09ultSUJsnc\nWAGfjQiIEA0tsszaxVSr8umOZ86cWeaxyrIGDUQqqq9OcNNcwCrGTSmpr1GaZWZepiyDBw6ATZu+\nmJrc2LcDCfBpF8cS/QgvY1ablS3XtBQ/8o/sinRTp9JqJdu1E/8tDqclyaQ/kih77GLoNkH21mb0\n+yIfLtn4zdRunH/wFd5NKUrkqCgKh+/fr3Z5V/TxUZXZmhuaq7PsRY6rGIAAurqCg75pT8nOTYXW\n89lyTSueTzzJixebU5bBiIgqJRyG2ZzKY5c/VJ3WtvD6vH33Et9+u2Dc7F35HB/Bn/c0wyhLQkzm\nfMPzzLpaUr9jzZo1dNAK+pKmaMrT75ymNdvKbdu20cUu/mQwvEKhPyEm8b/uyGOHy5dFWkqWOe3+\nfVptNi6atIgrsVLMuLVHmfBnvGif14lGSaVRQ8Yue4ejvhmlRkj6ZWeJSrlEo1RiSwTfiY7m0/R0\nvvWW4Ltyc3NjaGgon2Y/5burvyTq7lSvs7FDBG+iLunmxo0NPlQdRY0/9/B5ag4vtBTUKDtxgs9Q\nnl+hAgG7xrqk5zvD3/lbbZf1D27SMVggnzr37szE9Y+430ugDWf0P1OUhjszk897+lM+IeoUQfIi\nNgn/k2Fhjnao6XaePVvb3og2Tt1s4sSJwonZmzz37NkjvtiyRVyory+ZlqYKaLW5JGg8EuYniGfb\n6DwVa9GXeFP0JkHLsaQGLTZRx7g16BZlyLw7pnQetNIsIy+DDjMcqJmm4a6jGoaF6YpAvdfYWWbf\nLwUyS5bejGe1Gu3RsJY2m4lJG0R0dB2TyS++KLGP8id2C6Gu+RWLLJc7zRDOok1Bo96/7Sw2QGhX\nTMZ/AJ39Nz4vchZ9tvYRzmLb1CIkgYXNZrExTCde6IwskwqBLNzxvXHjRgJgz549yzxWWTZr1h0x\ng5YcaYZo0Dtb++xLa1JcutSOsgz27g0eOVJ2CkCJi6NNL1GRwMSDw8tc70V27ek16qeLEDasKsTA\ndekS790rgNNu3lzKdp9FUR7di6Gh4PFQsFK3SSJt4ZTOW3dKL3hbbDZ23rKFqFOH3vDmdy5j6AIx\n4HYxdGHrfq352iKwdVsQ7UH8CKJ/V0Ij2GqDg8XAY7Gkq5DKyMhAGo2iRpGSsk/tz5DDDPw0bDg1\nE6Opd7OKaMKT3LSJzLqayQu+e+yz+xOM7bCZNmPZM8mIiAj6evqKWS0qc3vd7TQ+MHL9+pvUauva\nc+gebNjwsDpQfzdO4eTYOEr2Qb/t1L+4XRL9E4c8DjHzSiHnfu4cbXVr8GEPoY1NgIs/akEc3iac\nxqGTRLfH1LlYuGhJBps3b0FRO/FlVFRRsa19t/fR6+OBKmOwVmviVwPlAkexahNTA2vwckMRxUVU\nkJmjr8R7qEY3ZBBIIDS91Vl8jRo1ePjw4VLvy4X053SeJSL5ukPr8vZPt7mrsVCTW9osjA+zizqa\nvM/f5+mdwokPPTaAWvkYT5wNssNkB9tThvliRmLbGzduUKvVFkR4vXuLneXmFnRqr1nDRKORBjt9\nT2R6Os1pZhX+Wlwv26bYVEaDtZdEH475mZknDYIGJOfOyzXhkeRf1/4igsGWq2rZqTmKzvz721X5\nlj8snVettGa8fEbqs2drkiTjpsRRhsx7GFyik1NRFGoP/EYEg/VXvFLkO7m1aFCU3/xJXfY/cRYv\nA529B+AAAA3+Hejsf9U8DQI+C0sWUq3WUtfR6DQwBAr4rDbBAj8HB1hIPDSZ1HVatmwJADh37ly+\ng3ppGzy4FoA6yKEJZwD4asNhvJOL7KvZL7V9QMA3AIDevYGFCxeUuZ5UrRosQ96DRMDp57WwWNL/\n0XkCQAPfBpjYbiIAYNinHjDCCnz2Gar7m7BIoHQxYgTw6JH4myTO35mHux+9BvTZA0kCtBKweOQc\nOL1yFIqxHF5/+yny8koeS6fRYEfP3hjZ+Gf8IW1Aj5yemC5Ng16jw9G8o7iUFYkzGUBUJyegIwAd\noDEdB7p9DEg2BAdrsGgRoNOVQ6NGR+Dm1gJ5efG4fLk9rl9/H9ev94TZnAR39zaoXu0qHsxbCmVm\nQ1iytPBul4HIKAvaPU3EpRZRyE4uB4OXCY3xDWqEfQzN+G8Bm63Ue9S6dWtcuHIBDes2xEM8xKDb\ng7CkziosGFwJNts5+Pi8CzId1693Q/fuc6DREAvmSQgfWg3LXSqh6z4TJs+sAB96IfMVKzrd7QS3\noIKfkKVxTTx93QL/A4DGBmzqCIypdR64FStWcFKAcTGwjr+NMVMMuHBhAgICmuL06dNo0qRJkXN9\nJ06HuANb8Fmb+kDTNWhe6yI29SBSvSUEPkjHhU2r8TB+ENKvOUCvz0ajzMHItNjwhvMxZMEd0PkA\nyi4AJ+DhUR/37t3D22+/jffffx+JiYnqcZ6aTOi8eTByTVfhk+mDVXmrcP9BHjyvmJFcHmiytQH8\nXQzq+tyyGbdr7IDFC4g31cc63UAsd9sHjfEqHB2rwsenFx49WgZJ0qFevQ3Qag0giREjRsBmfy5u\nbm5YtkxAaLFoEZCQADRqBAwahB/v30eeouCD8uXRqlw5PFryCNY0K8q1LwevrkXhqvti9uFmyk0E\nuAdgQNAAAEDS+iQoeQo8u3jCuZZzmb+X4rYnZg8AoK2PGErLl3+/4JpJhKWL32T7ciUhuGQBbLZ1\n64Llubl3AABOTgKiXACbfVwCNpthtcJmh816OxW9TsmYK/5wefnreZH9rbMgOa20z3/l6P+Cqc7C\nmlVqn0W+OdUS2GPjXSNqGMRLfc9oVL+vUaMGvL298fTpUzx48OAfnYOvL1CxYk8AwG69AU62RDgj\nHsl/lexJKM28vXtCr6+MgAAgI+MYbty4Uea6jtNWwGbQwDvCiuQj4//ReebbhLYTUL98fdzVpmN6\nLw/g2jVgxgwMGQJ07w6kpwODBwP3kg5j2wk/5D7+Hp4ORjzJcoTtxxlA2Oso72zFT5O+BTzvI+Ve\nFbwz8G6J46SfSkdMy2i8v9UbLnRGhDYS8zgfTZoJp24+DOAWYJKMcLB4A+vrQ9lhheP5o8DbQwAA\n334LrFmT7zCOwmCoAZMpHs+e7YQkGVCjxkLExZ1C06a1cfKgHi5uhPvEWDyfdhl9z5zF5an3QBPh\nN8QPzeI7weOvSYCDA7B0KfDhhyjVywGoUqUKIi5EoNtbPZGNbEzM+w4dGIxl3XPw+PEuBAcHgyQO\nHvwBHTp8BF/fHJwKi8S1Fr9i/CJHOFiAvT2Bfkt0WJ2XrE5A8rJikf5+dVRcnQBqgGm9gU/aa0DP\n1UCT1pAIDPLzg6skAe2eAevOAy3bwWQ6j3v3ivU7HDgA9OqFcplmrK/xEZYOdMf9qSY895HgezcT\n8SPewsFnK/Acr0GHLARZvoLFmIrODkfxILcGUPEiuq0YgQkTFej1byA9/QqcnObCwcEZO3fuRL16\n9TB//nzkmExou28q0pP3wsHigPlX5sOzYzUY1qTBqgVS1/ijbXXvgvN68ACP9g9BWgvAZnHCWMdp\n6GZ4iLpZvwCQULv2KsTGfgUAqFp1MtzcmgIANm3ahJMnT0Jjbz6YNWsW/P39gSdPgFmzxL4XLsTl\n3FxsePoUeknCrOrVYUm34OHihwCAatOqFfR12G1hpOhj+q71d3DQOoAK8XjlYwCA/0j/v/u5qGay\nmnDwzkEAwKsucQAk+Pi8q35/z2jEI7MZPno96ru4lNg+MRF4/Bjw9ARq1y5YbjTmOwuxsEiPRWBg\nkX2kWCyAva/Mq7izyBPOQvNvOwtJkhbb/90vSdK+4p//ytH/BVNvmLXsyAIAnGranUWsETWcxN9x\nhZyFJElFoot/at27vwMA2GnnxS6PU0jZmvJSUYpGo0NAwGgAQJ8+wOLFi8te2dcXlqF9AQCO89b9\nR9GFo84Ra99ZCwkS5jXMwuWKAGbPhnQ5CmvXAjVrPkKTJp8hMaYbKuiSkW4Goi1voHOnBLwybCgw\n73soif5oWvEmBk38EdDm4fi2Wpi3SvwAzU/NuDXgFq60v4Kc6zlwDNRBs2AbnOdPRIruCc6bAP0b\nOpFo2AXgIWDWP0etV78AUB+m5GwYbu4E3hL35IsviL/+SkVs7Gjk5d1Tr8NqrYUffhiOvn21eP4c\nePNN4OZ1CSEtDPBLAa752/DtUsB3b13UXVsXOjcd0K8fcPQoUK4csGMH0LUrkJlZ6n2Kj3fFnbjd\nAH6AAgXLsRgnDo7Ave/vYMqPU7Bnzx64uroiNHQrHLSvYCz2oh/egRU2POjrB2W+P/K0wOjYWHx8\n6xaSE0JhfPMVlN+fAZsj8Fl/ILixHvDdCjSuBYPJhF1TJmPskiVwGj0auHIF8LICs68huW8c3u5p\nw+jRgNEIYN8+8bKYzcDo0TjecShme/niqZ+Eig/TkLwpBt/kJqLyrRQYJQ3ouRc6PEZP7MN1cxAC\ndDHoO2gidg5eiZk/a3DtGtCpkx5G4ziYzbfh4/MecnJyMG7cOFSsVwOxh0TD4/iwH9BlQg88Hi2a\n3s6Mc8EXPWsW3DSbDTlj3kPcQOGEp+nGwyqVw/eYCcCGypXHIC0tBHl58XB1bYwqVURzanp6Or77\nTjR/KoqCZs2aYfjw4WKfkycD2dnAO++Ab7yBsfYGvNH+/qju5IRHSx/Bmm6FRwcPeLT3KPIMLz2+\nhPCEcLg7umNwk8EAgNQjqciLy4NjVUd4d/PGy5ocLyPLnIVXvANR0WCBm1tzODj4qt+fzMgAIKIK\nTTGHBQCXL4t/mzUraMYDAKNRTLScnYtHFqU05FksakNeflNyvmnznYXbvx9Z/Gn/dz4K9LcLf/5X\nmnrD7JGFUsbgXJqzuFdsVvmfdnIDwPDhrQF44ZElEzEAfHWnkRdmiKhqAAAgAElEQVSfh6zzWS+1\nfcWKQyFJBrRoAcjyH0hOLjsqMfy4BIqjBj7hViQf++EfnysAtA5oja9afgUbbRgypDystIHDhiIq\nrh+W/RKIrl3/gMWiR8TTINRvEoWvOp+At7Mv/Ab6wff9atBMnQ4lzwEDXt2MoE+XAADGf+2Bw1Me\n4Fydc3i68SkkRwke3zyGefU7UJquhE8dZzhP8AJ6A5Z2Vni39AIsgNsuNyANiAv6FpVfHwegMvLi\ns2F4uB7oOBEtWhyGTtcAT59uhEbjhMDAn3D79kB8/PEBbN7sBCcnYsUK4PBuG4w/xcDYKxZLRwKB\nzzW4Fwj0rvAAjwqlHNGhAxAeDlSqBJw8CXTsCBS735s3Ay1bArGxGjRqNAvz5m2Ag84Be7AHAxYP\nQESPCHTv1B1nz56FdzlvPEx6gFVYiQjNeYxFED7bXhe2JbWwsXZ9uGq1yLq5EYY33oTneTPyPDTo\nNBDYUNMFqLQHqOcDD60Wx27cQJXTp/H6qlVIuXYN7bdtwzR/f+gkCXj/EbAyCsv356BZ3SxceW8G\nYLEAY8Yg/I2hGJKTjseVJVR6koOLfTrhVP1WeBdJMAGYwIZ4PW01GuqvIhyvw096hHDrW9g6/yQM\ncxcCFgvq1AGOHQM2bgTKlw/As2c7oNUehpNHFWTdfwT8TgT+GohPvu6PsyNuwZALXOikwVfTgorM\n5JW5P+NW10tQHIEzlk4Il9pjXbltsOXdgbNzPfj49MLDh0sAaFCnzlpoNHoAwOTJk5GcnKzua/ny\n5dBqtcDVq8BvvwE6HTBvHg6npiI0PR0eOh0mVa0Ka4YVDxeJqKLq1Kol3vNFZ0VudVjTYXBzFKnA\nRytEjtX/S39I2pKDelm257ZIQXWoKByMl9fbRb7PT0F18CjqsPItOlr8GxRUdHlBGqo2LKkWWFOt\n0MAIB2cT4ONTZN1nFgtgFeltL0PRyEJrFk5G6/Lf6eB+kbNIAQCSJ0v7/FeO/i9YfmShs2ZDAZBV\nRh66VGdRKLIAgGbNmgEArly58o/Po2lTHZyduwEA9uod4WKNhRMeIXnry6Wi9Hov+Pl9CgDo0cOC\nVatWlb1yhQowD34PAOA457f/KLoAgJ/e+AlVy1XFZV0K5nQxQIq6jNqbt8Ggt+Ls9Vb47LOb2L/4\nCqp7Fs2T1/mlDhz0daFZMQqSBEz/YArcmu4Gzc7ou0hCVgbh9qYGhi3TkP5uf1h16dif2hDDohRk\naVMBqyOwG8iLzsVrr72GrNQseO/2hi3XhmedR8Cr7jwAHpDu52Bcl7mYPbs7fHyScOPGa8jLu4rl\nyydhxIj1SE6ugrp1z2PDhnfxYfN4XHr1IpLWJEFylNB6ck2c7d4SjVxccMdoRIcrV/Cw8OSgYUPg\n9GmgZk0gKgpo1w548AAWC/DNN4KCJDcXGDBA5JnHjh0A+aQMHw8fXMRF9D/SHwdbHMQfw//AooxF\naImWyEQmpkgT0aD/djg4ACtWAKs/8oWcdhw7Rs6C+z3iWUUtggYqOFnJF6iyB6jpjIoODghv0gRS\ny5bo6OKC5wC6ATh86xam3LiBiCZNUNPJCaiRA2n1RdwMykRz62nMa7sH5zoPw6Bnz5AQqEGFZCMi\n3nkNliVpsK20QdIB5asuwdsQ71KspQ4AG3S9F6L8gDaQzGZg0iSgRQvg8mVIkrju27eBoUMBG96A\nracf0AGQNBLik+LR7JMWiLy7HwmViTc3NIKng0PBPT1/HvHxwciuDRjNPpipH4NhrrHwSl8LSdKh\nTp31uHt3JAAFAQHfws3tVQDApUuX8MsvvwAQef/PPvtMRPmkyEOSwIgRsNWujXH3RGQ5uWpVeOn1\neLj0Iazpolbh2aHoTPtR5iNsvbEVGkmD0S1ElGqMMyL1cCokRwl+Q/xe+reiUMHemL0AgOZuIoL2\n9u6mfl+kXvE3zqJRo6LL89NQzs61YbxXUK+QqgUCxSKUwpFF8TSU1iwiC537fyeyeBHiKKrQ3zv/\n0wr6v/HBC9BQIbEhRDBoWPoqIcuMK6OxLScmR23WibAraTW9cKHIOomJiQRAb2/vl0YyFba33tom\nIJfO5UmAsficZ/zPvHRnaHb2dcGGeggMDPR5MYzx8WPaHIWWwsPDX5a93t/YnxfnCMx2MBjrCZoN\n4I7dg5j8zEJ/e3PwTz+V3C77RjZDHU9QDhZiTivn1adU/rrAkDc+xdATojHu96MV2XBFDbUDe8Cu\nAfx490bCrrsQWKkS69evTwD0a+BH/Aj6zPZj8/bTuWmT2MfRY+AH3/WmRmOlRqPYUT/kpElZPH1a\ndHrLv9am7LKf5xucZ1Z0AST2mdmsiuFUj4xkfPF7+uSJ6DcBmFyxETu2FH0Zej35yy8lYcT3799n\nvZr1CICe8CyAxjY6yrFfj1VRPO+9N5IVK5o5+a0vaXYXiKd7tfX0HgdiSk1io6yeU1xuLo8dO6ZK\noPbt2ZOmwtjfUaOYlZPDQflNfLJMzIhmrcq3WecXQSros/0wY9KfqVrTsiQzqcX3JMD5TqPsu8rX\n6rDxq28szN1/nAwMpHpDJ0xQeV+em810n/mxqnb3qdNm+rh1UK+vTqMWvFkYqp6VxbS3C2CyDeSl\nrHjyEMPPCCbV+/enqYwFkZHVVd0Hq9Wq9jgBQqdCVa3ct48qrO35c25IShI9I5GRzLPZaEm3MNxD\nIKBS5VQWtx+O/UAEg323FaIOHyt0rW9+WjrMviyLTIwkgsEqCysxNBQ8fdqnCPVOPiW5d3h46SST\nJGvZ5UgK07tYLJl2yhNHKoqNTzaLjvJrmCY6SIvZrPh44td3iGBwxfkVRb67XE5olVxeJKvL8G9A\nZwFcLu3v/w2fFzmLC48uEMGg08LahCyXTiFN0mayCW57SWZSlpGQZZY7daqIU1AUhR525tTHjx+X\necyybPv2DAJ6StDwGcAsh3qUITPtVEnxk7Ls8mUhANO3L7iuML6uFMv7QuDwkjvqaTa//DFIMsf4\nmNtPteHxULDzSjuVxigHwU7aowepKAwJoTpwlgYbv/35bcqu+yhvERxXw8f1VRlq+33xJYdta0Ht\nNKFvUHVRVbUzOM9mY8vNm1UdjLbNm6vUGn6tfTn8D/BEqIBc/vorGBgIot73FKyqYlzbtYvMS8pj\nVK8Qyn8KlbIz21+lKavk8081m9nMLnxVNSKi5IQiLY1RjQexCuIJkH7ephLiUIXt1KlTrKytLHou\nYOAMzQwm7xH0Fhs2bFBlZr+u40OLoxjwL9R3pNNEED++SmwTkE/XU6d4Mzub+/btU7cZOHAgLRaL\n8FKLFhW019epQzo7c0vHjix39CgDf5P5yjIBjy23/QhX7H7ClP0p4h2HzMTX55EAdzi+S0myCSfx\nzhDi9RmqnGtgTSPPyTnkV1+p9OqsU4fWiAg22j9TaMVM1nFBg99YzsFCQKEzfqejozcBoZsxefJk\nGo1GWoYPUOVRR534mJBl7o/62E4735yZmdEMC3OgLIOpqcfVe7lq1SoCUOGyCxYsEF+YTGTt2uKc\nFi+m2WZjdbt87Xr7b/P+jPuUITPq9ajij4jZpmx6zvYkgsGIBCGlbM21MtxLOJeMcyW7q19k34d8\nTwSDg7e1K8GKS5K/PX5carOvej7Z4hbrdEI3K98yMy+p8GGSvD9dXFMsPifzu9YL2Xd37xIrRG/Z\nlmtFxa1uOAvtgevrCuQM/ifO4kVpKJbx9/9qyw/FaCmbeRYANA4aGKoaAAKuiVa4arXIsNmKFMUl\nSUKDBg0AANevX//H59Kjhzs0mvYgFBzQO8DVfAuOePrSqCgAqFxZoER69waWLl2c7yxLNcfJS6Do\nJfiEWZAsT3qp/SuKFaFXv4J8pjJ8bBEAgFYVKsPNwRUnfczY29RZoGx27kTnzsDnn4vU+JAhBUhT\n0yMTrve5jqTVSUC2GzDrB1AB+nXbjiafDgUAbF27CGuOKSCIMa3G4PqI6+hSs4s4b40Ge3v3ht/E\niYCHB05fuID2bdrAxcUJTyKTYT4pXsCjj2tg5MjfEB9/DLg1B4AWcHsImw0YN9qGYw2vIGOPHrqZ\nS6BXKsHscwm34z6AohRlg/XU63GsUSO0dHPDA5MJHa5cKZKC3HzIA6/F/IYEVEVLnMWl3PpoYzxR\n6v07uOcgQt4IwTrbOnRBF+QhD1OUKZjWexoeLnuIAQMG4MSJEHzhqsO8mGfQmYBDjRzQ+j0TjOwM\nNF0ElFegBZBts6Hj0qXo06cPzGYzRo4ciXXr1kGn04n0wzffiFSZnx8QEwPk5uJDAMd96sErTcGN\nBhLcMomsUxWxoo8jrvS+CdiAKh0SUPnUOERoW6K/sgWkBuj4Izb+1BGRm95EwLf9AJ+biI81oPWb\nBkx0XQSzfAaoWxeIicH1Pq/h9rmpAIDRoV9jyG/vYbZnFBojHbkYCJPpDgIChsFisWDGjBloWK0a\nNmT8CZMf8NxaAys1gzDSPRauGZshSQ6oU2cdYmNHgjTDz28QPD07AQCSk5MxYYIocNtsNtSrVw+j\nR4t0EVauBO7cEbChESPwx5MniMvLQ20nJ3xSoQKsmVY8XChqFYHBgSWe04arG5CWl4aW/i3ROkDg\nVJP/SoY11Qq3Zm5wb+H+Ur8XQEywd9/eDQBo7ZkDAPD2Lr1eUVYK6sYNEdvVrQs4FpDgFipul4KE\nKlbcBvLTUKWjoRxsIg3l4PHvF7iDJEnKlCQpC0Aj+9+ZkiRlSZJUOlzkf4HlQ2et+c7iJRBReffy\nSoXPAkDDhg0BANeuXfvH52IwAPXrC1TUNheBkiiPcKRsT4FiVV5qH97e3eHoWA0VKwIuLtE4f/58\n2Sv7+8My8F1IBBzmrvnb2sWtxL+wK9QbmrRlcNEquJnlhLzyyzGtVwJmdhLQxK97GZCjBzB6NJCe\njrlzRR343Dlg2RLi0S+PcL7eeTzb/QxaNy18JiUD04Ih2d+sSe9vh9R8OWBzhGbnNhzrew4LuyyE\nq4NrkXOpYDDgQPfucJgyBRoHLTSOOzFxYh4kCVi3DhixxRmz978COHwA4E0AydBoe0HzTiN4uyTi\n3iMtxj6rB4fXvdD8RA80bnkCen15pKYewa1b/UEWrV156PUICQpCG3d3JJhMaH/5Mm5l5mLsWJGn\nNxolDP5Mwcl+K1HJeA/o1g3Ys6fIPlYvXI07ve+gk7UToAV+++s3TJ8+HQSxgivw9Vdf4+aIaFTb\n/TlWZVuhh2DR7B5jhjW2HdD6R8DTBp8Hnoio1wyBkZF4+uOPsFqt6DlqFJYtW6bCRlXTakXxxG7p\n4dH4dv8NRL2qgUu2gjyDhMqvpmKm01XorAoeuuSgWthA3EUN9HDcD5PFCWi6BtOnGtC/UX+0qtwK\nt2f9iS/XrgXazINiA2bN1CBoZBNc/eMKLn/1Ofr01cOss6DLlS4Y/3YvnJpxF3Wf5mJErauYsSQP\nHh5eSExcDYMhHJV86yD2yRMM2QLMmS3hq9xv4asFPjLNBCCgsRkZp5GREQ69vgJq1JivXsv48eOR\nlpamXvPSpUuh1+uB1FRgmh2tP28eTFotZtjh7MGBgdBpNHi0zN5X8Xo5eHQoOkArVLD4nEAUjmk1\nBoAY8PML25VGVir7R1KK3X52G3dT78LLyRPVtNcASPD07KJ+T/K/UNwuBQlVDDYL5ENn7WgoQ9Ea\njYNNbOtQ7v8RivJ/44MXpKFsio1SsCRy4qHH+UsZnZMkGTMiRrBRLkpgn2vXCFnm5mK05r/88gsB\ncFAxKcOXtZkz4wiAjhonmgBmGIJEKirs5dNECQkLKcvgggUvcR6JiWpX98Njo0pdJS3rDrfKr6iU\nGFsOS1x1sn8REjKLzcLGqxoLXd9PK4vwf7joEt+7lwxENn/RXFI5ji53P8tLR95V9zlnZi0u3yHo\nwMf84UDJ7zIBsnW3F1MpbI06xCU7C/S4P/9csNRqdc4EroqUdbX7BAQ/k6vGg79gF/0gaEHe6qyo\nynOZmVE8dcpd7RAure6UabGwbVQUsTecDs0Et5JOR65YYa9P2GzkqFFU811bttBms3Hql1O5Duso\nQ+YR1yPMuFiQxti4cSMddCKN9CfsEmgA5/dwJOrYyfA0WuKbb6ifeY3Q21i58paCTuVPPiFCQznp\n3r2i+e6rV0W+HiDfe4+5U+by7W93E7JMx0PHuTPiJI9fe8LtvuKZzGouc1+ztkyGD/2cEsVp1DzI\ngTuHlHovjt87Tt9RfQjPWAKkRmelrtsqYrKWNYbXYLR+KBVJwwf4kIcNR/lXpGBxTUoStDCAwj3e\nHTisP6jX26/T05M/zHuLoaHg+fMNmZsbp4pOPX1awDt16tQpAgWUHn369Ck4sXwO7zfeIBVFiP3I\nMl85d442RaElo0CsKPVEyVrFgZgDor6wqIpK7ZFxNoP5tOXW3JfngSLJmadESq7fX2/Y02oti3x/\nz16v8HpBvWL0aHFJc+YUXX7z5id2finRWX7aV1C8G1GevHy5xH6aX7xIzK5IBIOxz4sSNj7VVCAB\nPrlckELHv1Gz+N/8eZGzIKnmJhGyhz/Fx5e5XsIiwR0TMyKG4+zsszOKMdXmv8TNmjV74THLskeP\nSEAMeCF6PRVIPIOdvPvdy/PPmM1pDLPLTFar5sj09Berd+UN6kkCfNq5aO3CZjPx6KVBPHxcFIoP\nHwfnHWzIB2mlEy7my9Tqp+l4u4LgL7KeOMm4H+N4XCPoUvY5nOHNX9czLEzQkR+SvfjhlteFXsZM\ncP8RDWUZ/H7dGEIvisVzfilZ/1EUhUlJG9SBZMcBA5s3B12dWtPNrb+94FmV6DCMmKJh83e2EBD8\nSBU1AazRsws1LikEyI8/LmBxTksLV2U5794dU+ogeSHaQkNAnhggPU3cFGIsfnKqtnMewJGvvMtt\n2CYK2ZWOliqdG3J4C//Qiry/GeAhr350/96dGDuK+OAjtYD72aAx9PPbwHxd8k8//ZGLEhKYz0D7\nbnQ0My0W8s4dsoL48bNnT1rSctlvzAFBOhgSylUd29LsWYXnqp6gDJl/Ngij42GZOHqS7hWE/gYM\nz9h26fs0W0tq0+dbujGdH2/+nGi+XK2na/wjuarNUeYM/IYKBIgi2bea0BsvZJdG/8ars4ST/2Fp\nQ6JRI/U627QBb9zYx+jonpRlMDq6p/osrFYrg4KC1HUNBgPv5/8O4+IKaFmvXGGu1cqKdg2afFmB\n+J/jRa2iXVSpzzefjn/emXnqspsDbopawLjYEuv/nTVf3VwUlE90sRfrg4t8v85er+j9AqXN9u3F\nvS3OpHLxYkvKMpiWdpKWDIsguMRRQTaZVnKCGRgZScwQ8rWpuUUdZQYE31v6g4Lx4v+cRTGrvqS6\ncBYHN3DM3bIH5ZT9KZQh88pbV7jKTvg1qLAILoXeLyDkG/+JJndh8/MTAj9DKlQjAcbgG56tffbv\nNyxkN29+SlkGhwwBly9f/uKVHzygTSdR0YCJx0VR7GbCJu445qrO2Bftdad8968X74fkkL1DBP3y\nlGpUAOY4VGMYQihD5g+Ot+gCM8ePHyg0K469zorzK9gZMB05vNdwHm87jbIMHj8u8dXPF4nBxzGb\nN24X0Hebzc95/foH6rlFR/din91/EFUWEsgjYKTB0JIAWKVBFeJH0HGigYEVDhB4hQDoUdeLGNKU\nGkfhkMYUEG3y+fMjqpDO/fvTilzf4cOku7v4JbjWzSG2RrByaUVvks8nTOBneJUHcIAyZJ5odILm\n1JIDb07aNaa8IWRrcwB2BRiAAA5qvZZSiJBU7TBrliqoVPAJpl5P/vYbGfL8OT3tokqvnDnDe/lC\n6Z060ZaRw6Gj9wmiwhOhnB5ymNa33mEUllCGzHPe+5kbUIc/fdyf0puCIwqeeYS3kbVqW1mWam9h\ne3Xn18QnbxFuDwmQBiczR/nd4UUs5zPnAKqR1pQpQgc3MZFJ74oJTcgRJ3rJO6jZJnPwEH+6uIjr\nc3V14tdfg2FhbszLK4j4165dqxbIATA4uNDgO3CgONYnn5AkFyQkELLMJhcuCAnUDItapE49XjKq\nuPrkqtDY+NmFaUYx2JqSTQxzCKMsycyNK1sGoDRLzEgUAJqfnBgaLpBdGRlFneanN28yX0+jNFOU\nggDx0aPCyxWGh3tQlsG8vCRmRgkW3HNYT3p4lLovl5OyXfBNUmnWSVKxKbRAKyYrOQXv6P85i2LW\nbHUz4Sz2ruDAMphnSTL7VjZlyIysHsljz58TsszXo0oiKfz9/QmAd1/geF5kgwcLMSUfgw8VgKm6\nZoKwLOblCcvS0k4JFtVtYFBQg7+F8uYNFBJwie/puF2uX0hfQuKa08NeOLssbCk5KfScJSK1Da8I\n/e8En88Zs2M5J04cJAZZn3j2XP9mgQb22la8mXyTmZczGaoLpfxVL8oyuC8kgM5B+wXCqM4Dmkxk\naqrMM2cEeunkSRc+fvwbU1IUdu1uU2e2wAr2ersPK1UQNNr+Vf2JqWD5YD9WqHGWsIsVebTyJAZ0\noqQVmhJLlhRcR3LyDjv1NZiYuJiKQi5eLGQQ7FkdPkm38LVLl1SU1INCsNq4uDgO9BvIYzhGGTJP\n40fa5iwscb+ynkbyeSuhH2F20fDNj0Gtjz295OVNrFnDL8/coKIoHDdunOoo/P39OWzYE/Wav/uO\nvJWVw3p2LQSvPXsY+tFHVDIy+d3ofZROyIQsc9TRI1RsCq+/J/TJz2Abc7QCqj3ZZ4I9ojATa85T\nsz+caP6MBoPQWi/rFVp5/zr103yIYLDP60NZrupR9bwaOyXx6Nkk8ttvCxBTTZowr2sLhu8T71gP\n+QdClvnFz0KXYsWKANar10291hYtavCOXT4gMzNTZR8GwMDAwAIdlxs3xAPS6cjYWGZZLCxvpyA/\nYOfOV6OKtqVHFZ/t+YwIBkcfKkAS5bPRXu32El6zmK04v4IIBnts7GSnVS8KmVUUhVXsz+xKVkkW\nY5JMTBS3zdu76DMwmVIoy+CpU25UFIVPtz2lDJnR+Ils0qTEfoxWKxGyhwgGPWd7FvnOlGUS7yB0\nRZb/n7MoZp03dBYD1845fCc6usz1bHk2ypJMWSMzNiObkGX6l4KR7Nq1KwFw165dLzxuWXbunJWA\nYC2N1mqpSFqGYw8TFiT8/cZ2UxSFkZGC2bJVKzAyMvKF69vi7vBBP/DkIagpp7kHg5iY/nJU6fn2\n/Ohzft9ZwATLf1uOmQ6gzUFi5GYwNBR8pedK4lt/0dvyk4ELIhbQaiuIwB7Me0DZ4QiPrxd1iDUH\nBxDlBCT1w4F7VWGiS5daMTc3lqdOkZXtJRL3cjY6DDtMGAwEwI8cPqIjHAmA1fpUI4LBRktb0sk1\nnIATAdC9mzvR52MCpCQp3Lu34FoeP16vOs0ZM7aoA+DkyQVpqwyLhS3tsNoakZF8mJfHCxcucLjL\n8IL6TLs/RVoAIGfMUPefnnCc6UFiNpdXTsvWw4XzxBdziKDG9tmzCxcZFnHzmM2UJIkA6OnpqQ6U\n06bdyGcs50fdM/i89WvsPnMmIcvUhsoc+dVu6kKEo+i3bz9JMna86BU45X6KmY3fJQFuKdfbfn02\nagf0Z6tzAp6LUJkYFEdoFH78MVkcWX4rO4uGha2IYLDB4Aa8O/0up66eTV3Pz1TdEq/yJh44QDIs\njKxalQrA6Bnivq4/3pyQQ/lV9AEVGtu06XF+/vn3nDYN9PLSqamm+fPnc/z48QSgRlk7d+4sOJl8\nSlZ7rWxmfDwhy2x58aKIKrJeHFUkZSXRYYYDpWBJzecrSoFyXvLu5BLb/J3ljy0LTnxYKmQ2zl6v\n8HxBveLgQXFZHTsWXZ6eHkFZBi9caEqSjJ8pHOFdfEkWruHYLcFoJA7+qVKtF9nXg3QSEKmoQvY/\ncRYvwzr7/5ypEDJL5gvJBDWOGjhWcQQUoHwSoJMkPDKbYSzW9Z2PiPpP4LMA0KyZFk5O3QEAOytW\nhUQbvHAJz/c/f+l9SJKESpUEDLV7d+DXX38tc917Sfuw615zxA0HFCfA+Q5gCNiAcd2uoHK5kvC7\n0sySZsHtQbcR3SUabx1/C/XT6iPFPQPfDwQ0ZqL6SgP+eN4NN5p+Cbg/Ah62xNzqV/Bt62+h1WjV\n/QR8G4BybXyhnfUjaNOgpvOfGDJlDSSNDVs39MClS2+gatXJaNQoHAsW1ECHDsDDh0K8/uoVDTaP\nCEDnoHEAgG3mbRhSVxAKPtjzAOWTyiM69Rxem70WkDb+f+y9d1QVZxf2/ZtTOfQmiKhIsaMI2LtR\nsffEbuyxd6NRY0mMvUaNxhKj5knsUWNXDKIRK3bBLgjSezv9zPvHABZsyfO861vfu7LXcrE8zNwz\nzNzn3vfe+7quDQjkHMtBoz4ALWYjigJ9+kBkpHQvHh6DcHeXNI3q1fucevX+ZNcu+Pbbl9o89goF\nJ2rWJNjWlic6HQ3OR7Cn+SF65fdCRKTssrLUOtcf4eet0kmzZ8OsWWQ9/h0hJASHW2a0rgrqDDBz\nsTSQsQV61oWlS6jarj1GYz7TdNOIWhVFiBjC4sWLiY6Opk6dOsTExLByZUMWL/6T0g5aRhzthPPF\nC+zfvJXpzs60PpDET20dMSmhZVoWOzt2IGFzAnFL4hAUAtVbn8fu5iGuWAUyWCup9Xwn+4qzlay5\nUKcJ33l7IxOAz2ORrbjFb8cM1K79EpmjM5tpeeRrdDmXsNPasTRhKWUGelJ3en1+imhBqeHdwOss\nGakqOnaEETsbo91/jJTWctIbg6iV8aX8S9wFgX6GhUjQ2CGsXl2Gnj1X0rixgKvrcfz9P0en0zF1\n6lSWLpXeh8lkokmTJnTr1k26mWvXYP9+CVL49ddkm0wsK1S9ne8tiQMm/ZyEKcOEfX17HD8piTra\ncHUDBrOBzpU74+vsC0De9Tzy7+ajdFX+LR0ogExtJmExYcgFOcFvYW0DhBeioJq+Qw8KPo65DR+G\nzaa9goR6Ezary5AQczrZ/4i9zUeozv7/0V5Tnn0PdBYolpMxcIsAACAASURBVCM2PtHhVQh4fvaG\nRlQR1+KfwGdBWlMaNZIgtHvzJEfkLFwh63wWxsx3O7M3zd39c0BOgwZw6tQusrJeh8bq9Kn8fr4R\ncQ+64KrIJi0f/GdA7bFQRfvx3I7UA6lcrXaVpG1JCGoBr3n2TG8PArDZE26Uk+F2XkfCoWOo5Co6\naRbB1r9YOLkymZmvjyXIBKr+UhUhsQrCDkm+pF/gQgZ+/i2iKGPOgp3k5X1D27YKZs8GiwWmT4dz\n56C0TIf3KD0zL39CD+FTzJjZl7yTiRMnYrFY0O7Uos5WE5q2nR5L4oBlABj3mRG8F0KtnykogI4d\nITYWoqOhQ4ep7N07EaXSyOLFXWnfvqSUSxGs1i/fyLBvBdrnt8QkN1FlTxX8phaK5A0aBL/+CnI5\n6acXogjpgf19C/keavz7mbjjCmRsh26+IIMFlStz98hh2rZpixEjC1hARSrSR94Hd3d3zp49S7du\n3cjOzuarr9owr3QDmnGOF5Shpf4UPofyuNy8NDoNuMUmIvhVIO54Kg9HSQtMxV4JOO+fRbzcg07q\nw+gMNjRw3sZMyzIaz96MbPRoZnl4cCoggFJKJZZaWSh+vsZDVTb16sG2bTDgygESo9cBMOPMTFps\nbEFon9tYZ4pkentxedFBpm86Da2ngczApo0yrnYeyaMx0pz+QRhNGqXYdGoMBbkRqFSl8fFZhp3d\nOORyE3Fxw3n8uBV3726nfPmjqNV2RZkCQFKVLdaV+vpr6efYseDpyer4eDJNJpo6ONDKyQmLyVLM\nqyg3rVwJZVmdSceGaxuAl3BZkKTIAdz6uSFT/b3l79ijY5gsJpqUbwQFl5AgsyGvHfMhyCy821kU\nFEgci78Fmy2kCLwpIvivs/hIe1NM8H32MRpR/w3XosiGDWsNqIjKek4K4KKMBLNIxomMjx5DrS6N\nq2sn5HJo2lTHf/7zH0BKJV6Mnkfo+TI4myMwWuBSbkWCG0Rj6xiMzAimtYsQxfdzO4zpRqL6RnGv\n+z0MSQbsG9njefwWL5o1prwqik6eNpiBLp9aEIGNp9VcH3SJA1O+omF9BUlJ8OWXJce1KmuF35qy\nUDoJAEEQ6TNgKyrvCAoySxHYIpYzZ6BUKThxAhYvhtzwDK4FXSPnUg7qcmqUC/pBQAApmZlcPneO\nzp07k5eTh/sRdzDAQe0UOk8MAEZiMhrQ7LOBJiMQvP8kKUnSCmzQAJ49E7hyZQW2tr2AXO7caYdW\n+6zEPf+2aiOjukTT9Dzk2cC69baour4u4kbv3qRuHoQmAWyfQXYZBZX76HnqBKT9Ct3KA7DC15eZ\nXl4cOnSIU6dPSe8MkXWsY/aXs3k8/TEajYa9e/cyedIkTCYTIx/cYpHGmik1TpFrzue78noyncE7\nIQuLT1ke38ji3meFpLs+Ih67+lOAhnalDpGS7Qnlz+Ow8iDixo0S6+vHH6FFC1rq9dyoXZvGDg6Y\nHA0I399A1ymOwSOz2H9wCqJgpvul7gyfO4zrP8dhH6El0xF8t1bC29aexSELCN/ckdKTujLMZj4u\nw89jcoAnyfXZr+5O7+eRODWKAqDioQpkxR8iK+sMCoUzffsu5K+/oGJFeP68PXr9M+Dl7n7cuHHS\ndyw8XFICtrOD6dPJMBpZ+UZUkbY/DV2MDo2fBtfOb7wXYF/UPlILUgksHUhTr6YAWPQWUn6TNk0e\ngz3e+114mxVpQbUuVwlRNGBnVxeV6vVrf4yzuHVL+vmuyOKt0uTvIuS9Q55cnyk5C738X2fxXnuZ\nhpIii1d3L2/axziLKlWqIJPJePToEbp39Dv4kHXsaItM1hIQOezgiNKQhg1P/lYqCiQ1WpA4Yhs3\n/khy5hX2/VkWffI32CpMROWq0bmt5atOD/F2roJqhkR6ct+bTnrcvneOm3YojSvVr5CyMwWZtYzy\ny+0RV48lXpiAKBrIUHclukASWotzgO2NbfFO1lN995/I5bBlCyiVkiBoUUOXIsvLu0V81Q7Q7gQY\nlFhMMlSyeLr2DQerTMzpFfDyT+DWLQhpLRK7KJbbbW5jSjfh1MaJ2jdqs3JiG0pNmQKurly8fh2P\nUqWoVKkSzx89p/qV6pgtZv7y6EWTTpOAEApycnE57IjYrTuCfSIxMZCdDZ07Q3i4jKCg7Tg6tsBg\nSOL27bYYDGmA5Hi/mfANqukqgsw10dsZWb3RikOVdLS7fZvcVyLV1MvLsJvxE9YvIN0D/PqZeGEn\nQPIu6CERvVb7+TG5XDmOHTtGr169sFgszJgxg61btyITZOxgB9OWTiN6WDSCRWCFxcIapChuprYA\nt+rbMc9KJs5LwPlFPuO0IVz0rMmKmQKaArhVX4fnsW6IZpFe5X7mblIdcHxGpdEz2N17B7IvvpBY\n32XLQkQE1K6N5+3b/BkQwNRy5RBlwOgnsG4vom0K6oRaDC+9AIu7Eu18ibQWtdSFjv4vF9emXk2J\n/mIJcxt8Q2pzMBRYMWvCLuQzazKo3B3M1uAaIcdpzSUe35Tmq4/PIpRKFxo0gOvXLbi77wReABmA\nDHf3sty4cYPg4GAWDRyICaDwfS+PiyPHbKa1kxNNHR0RRZHny54DUHZK2bcqxW6K3ATAqNqjiqOO\ntMNpmDJN2NayxTbAtsQ57zOzxUzo01AA6jq+nbUdo9USq9fjpFBQ0/bt4+t0EvleJoNq1V7/XREh\nz9q6EuYCM4YEAwIm1KS8Jw1V6CzeUJw1ZEnOwij/HxHy+H/UWRSloeTmPIyiSP47lGfh46TKNRoN\nFStWxGw2c//+/X90TzY2UKWKlIrarZC6ZjlzlYzjGR/N5gZwcmqDSlWGcuWgXbt73L5ej1LyBDIN\ncNPUjgEhqXTyH1t8vKxJM/SBXihzoGDDjBLjGTOMRA+I5m7XuxiTjTg0safcyXvE12lEbt5F5EoP\nQvUD6RV6hEeZT3C3cQfguw526OVIzNrERKpWhalTpTFHjwaTSVp4ExI2EhlZD632ARpVNZi8Ef3G\nMQD0CvoeeYCUW4976ET6Cx13u9/l2cxnYJEkpmserYnSRYmHRsP+Fi2QzZkDCgUbf/qJwYMGYWNj\nw73Qe1SPqU6GNoP0kB5UrLYFqEh6TCo2u+Yg5rxc6FxdQaMBmUyNv/8BbGwC0GofcudOR/T6bCb2\nnojvGl8qUQmjm5Gmtxqz49NAfKysuJqbS5e7d9GZzaRELMSu0zSskiGlqj2+n0OatQCJe6Cn9IxW\n+voyoWxZQkND6d69O0ajkUmTJrFgwQIGDx7Mvv37UClUHOAAE7dO5Hbg75i/X884pZLds2fjYeVJ\nZJVPuFdDjn2mgYxpdZk5TE1Uo0c4J4kk+Au0fDEOdXY2k8ou4EhcL1DlYD+4H8eGb8deXShhUbu2\nVANo3FhqedikCcpffmGZry97qlVDsJjAryIE/oj+wm/0PViZtV3jkZvhbE8Fk4e8saqJItZfjiN2\ntDRvf4gdS3JBGcyXXOjTYzHXrnXG79NwYr8qg8HZgt198Fj1AApl4Q8e/I3k5L4olSFIIKgxZGRE\nU6/eSIxGIzNjY2mkUHC/Y0cyjUbWFrZp/LYwFZMVnkVeZB5KVyWlB5ZUio1Ojeb88/PYqmzp7d+7\n+POkbVJkW3rQx6vLFtn1xOtk6jLxdvTGxiDJ4rwpSV7Uv6LJe+oV0dGSTE7FimD9yqZfFMViqQ+N\npiLap9KG1YokZFjAy6vEWKkGwzt7WZhypfMNyn8ji/daUWShNEs67++rW1j5SjIf2idv75hXZP+L\nVFTfvh0BCM9MQgeU0lzDlGUi58LHq6fIZArUtpK2Tfv2oJTDlexSVKgezsRWx4o1+otNEFBMmw+A\n6y9Pyc74q/hXaUfSuOp/leT/JCPTyPBa5gKrvyTWNBqLRYfBphvT75djwaXtmCwmxtUdx6Nxj6jq\nWpUn+kR+GFQNcnOhUM9n1iwoX17q0bNpUw5RUX14+HAkoqjHw2MYtetdJadLJwbuX8LNm81wdk5m\n75yT2AQfxGLQ0LJNPCmH0lE4KqhxpAbe87xf2zU2KVuWZXXrStIjwLy5c5k7dy4AD359QPns8kSl\n36XClAnY2B4EdpOfMBkwQ6PFyFQ6tm6V0lxQ1G3vOGq1F7m5l9m7vQZN9zWiLGUx+5hpdrsZGm8N\nZdRqTgcE4KFSEZaVxY8HxuPQZRZWqZBY3R6/Ljlkq+UQvx96SWmVZQ8eMKlsWc4Vpsz0ej2jRo1i\nxYoVxTvdbt26cfT4UWw0NpzmNGPureIa8zH9uIMuk76mzqiNRDSzQq0147t3E6unKviaKOyT8si1\ntaKb+xr84x6zvtQg1rz4CgQLsp79ODhuQXFBt9jc3eHMGRg1Slq0Bw2CiRM5HHMZro2E/Fiw9UKx\nPI3Mqul8l1Cd1fYV6LCqBhq5/PWxtm/ncc1wjE6QIQRxuGo7bNbtpUqNs2RmlubLLw8x/YfKxDTO\nABEqrpUhLF8J9eujjYws1n8yGpOxt7fn889nYzTacuXyD/yk9qEscMVkIrBxY/p+8w15BgOtnJyo\nX9iaNG65lJLyHOuJXPPGvfEyqujr37f4+6BP1JNxIgNBIeDW163EOR+y009PA9C8fG30+liUylLY\n2dV+7Zj/pl5hMCRgsRSgVLqiVDq9koKKl1pvvqXTXuqrvSzeSEMZswsji3+dxfutyMvKCh/k++oW\nVuUkB6F/ocen0Fk8fYuz+G8EBYtswIByQAAGi54LgoCd/jZyCkg7nPZR5xuMGRz4qwm5GfsBqRg8\na7aMIY2jCPRs+s7z5J/2wVjOEesXkPXLVEw5Ju4Pvs/dTncxJEq1Ce8zicTXa0J2zp8oFK7cFMbQ\nI/Q0F+OvUMauDCf7n2RNuzXYqe1YHiKltub7xpPuoITt2+HiRWxsYPVq8PO7gaNjMKmpu5HJbKha\n9T9UqrSZNWus6bHUhVRRw++L12DMV+NkfYxlQ6+AbQIpGX5s9rYj+FowLh3ejlSZVLcuPVq2hDZt\n0BuNbN2wgbFjx2IymdDt1GFnsOP0g3BsPGyAnkAu0Al7v0VYuvUGwcLMmXBISj+jVnvg5/c7ujw1\nZSvF4TJpBwRBsxvNULm/7M3go9FwqmZNpsRtY9TI9ajTILGGI5U655CrVMDz36GfE8gEFm/ZwtSR\nI7k4cCAdOnRAq9UyZMgQ1q1bV6IQ26pVK84sXYwTMiKIYBS7ubDGg1GzTvJHZxvkJhHHTSu5sXM/\nqQtX0Ih08lDwOO80mjO/E2Xjx5T8dSAKMCSG2iOG0sir2dsngkoF69fDpk2gVHIk4hw7Q8chap8Q\n8vMB2ufbYrIyw8K7MOgZh3K9+HqwAxmvltXS0kj/dTwpLUGwqBgnTkEuyDlZ9x7rVrWk+4BZIDOx\nZo0r48aFYbbMwH7LX+DjAzdvoqhfnw7x8WgKo/ivvvqK7dtLceIEfOG0jyH6p5zEg8YN+qPT6Tix\nYAFMmsTAwuxAflQ+GUczkGlkb9V00pl0bL+1HYAvgr8o/jz5P8lgBpdOLqhKqUqc9yErchZ1XaT7\ndnZugyC8vnz+b4rbUr1CFyNlN6xIfmsKCt6PhjLlSM7CrPrXWbzXXkVDwfsjC7m9HJmNDEu+BS+j\nNIme6XSY36hz/C8ii/LlwdVVUtg84eKJYDHhyPUP1i1EUeT645WcDC+Nk+kvjBbINmmQycDV2cJv\nv/72/gsrFDBJalEpX63jSo2LxUinCks9UK1fxhN9b8zmbGS2ISyLq8Oksz+QZ8jjs2qfcWfUHUJ8\nX6I+2vm1o5VPK7IMOXw7vlAJbdw4RLOZunU3sGFDA8qUeUxGRg1q145Eo+nHp59KfWtMJoHxw03M\nzctC+YOkqFu13Boa+ktQ4D1xNbifV3K3WGSCIPBzmzZUHDIEvLy4/+wZOenpNG3alJSkFDyOeMOW\ncFIeeWFtrwP2AMcx7DGhLHUMWkq72v794e5dyMjIYEKT5TBtEehV0PEo3nsvo7BXlLi2y+XvWDhh\nO+p0uFPLE7/xvclTyiH2dxhgDwIs8PZmerdu3JbJaP/LL+Tl5dGvXz82bdpUUhQQ4NYt6s2cyTks\nlNbYcoMbbCp9l209pB3xZKXIle83MMBjAK3SWmHGjFPXO0xiDrmCDZ1sD6IrsIGa4cj7POGKyZH2\nt2+T/T4U4PDhZISF0ae/JyZjLOVTy7NQP54DTWry+R4BmRkYGIty+R1ORRhfg9eap0/k0RDpe7Vf\nNZIEyvC1h4A5ZRVyuYXBU6yoP7Utbm7PiY6uT9fu33AgqQHcvEl+z54oTSaaAFqtFk8PDyZMmABA\nm5YmfnCeDcBq5vHXxV+o0GsrODvDnTuMbNqUTZs2FdcqSg8ujcq15KK/P2o/mbpMgjyCCC4jNVMS\nRfG/SkHlG/K58PwCAgJVrWKAkimoWJ2OGJ0OB7n8nfUKeLeA4MvitoSEMryQlJLfVa+AN9BQb4gI\nmnMlZ2FS/+ss3mtFXtbyAZlykBYfdVkJMqtINFFapcIgiq+33eR/E1kANGjQAoDjBmmH6aq6hvah\nloKHBW89Pq8ghv3h1ciJn4Kdwsj9PCX5rquoX2ML8JJz8b4iPoBswHgeqcbyOGYlhudmbINtqRim\nJ6HRJ6Rl7EImsyHFZjJ9zt3lj4fHsVfb80u3X9j96e6SjeAFgRUhKxAQWK+8yYPq7piiIok6Vp9H\nj0ajUOg5duwL+vS5zP79lalTB37/HeztJej895sUVF7oA8fbwYWGYJvPd1PDsG+wB9Gkot1nKbwP\nxGanULD3k09QzpwJajU7du6kR48euLp68PD2bcj4Gdxvohpbm/Z9WwK90WkLcDzgDIFLEWr8Rl4e\ndOhgYnjAVwx6MAir6EBUZ+YB8Oz5DFJTf3/tmomnp+Dy2RJUmRAT5Ea9Besp8OsFjkdgoB3IpJz6\nTC8vntSqRRt7e7KAbsA2X1+pJeibFhMD7dpBbi7+PXty4fYNPms8k98nVMcih+anYvi2QkMcUxwZ\nminxSw6zjuCDoxGBnr5beZpcHVyjqdzva84G1sJNqeRMVhZNb9woMYeLTBRFuuvvk5d5BLlZztwD\nXxAQ1psrPU4zeIPIhO/BQS7HGJSB+udInlnyadAAwuaEESv7FZ0HaPHlB1Nn/DQauupXYrFocXPr\nTdvqk1ja+R6bNgXiXvMP8nKUdO8O42baMtbaic+AmYX3MV+vx7qoEfWOHcifPET09aX5tsHYO1uI\n6VoFtm6lWrNu5OfnM2LECIZtH0YGGZSdVPatf9um61IK6ougl1FF7rVcCqIKUJZS4tzO+a3nvc/O\nxZ7DaDES7BEE2rdDZov5FY6OyN9Rr4D3RRavcyz08dK7U5P6VtgsvFHgfuM7asmT1hOL+t8C93ut\nKA1lLCz+fIhrofaUnIU+/mUq6s26ha+vLxqNhri4uBL8hr9jvXs3BeRE5SSQB7gorwEi6Udejy5E\nUSQi6mvOXfTFlfvkm+CqrjG9WibRteZEXF27o1A4UakSGAxRREREvPOauTdyiWx+nxeGHoCIq/d2\nbLdt4qG+DQZDAhrbehwu6E/vY6tIyE2gUblG3Bp5i/41+5dImxRZTfeaDA0cisliYsoQVyJ/hFS7\na8hltlSt+hsazUYMBg2DBkltCGrUkMhx3btD3p084lbFAQKsnIw5zwrB5Txblj8DxxiSH5Vl9Fdx\n732OAa6urAwOLq5fTJs6ndzc5YACWEmNLiPJUt0juWlPqtVcDwSR+iIZr9AKiB2GIi99g+fPFTyN\nX4wMNQ6fO9Bg8Vf4+CwGRKKj+5OTcxWAxFOTcPlsJapMiK/jRtV2KWifLpcazQVagQzmenkxu0IF\nEhMTCQkJISkri0/8/flNEFB8+y2seKNtfXo6tG0LiYkSrnfHDh6FZxI2vjU6DbhejuTxojmcrnua\nOx3vIOpESvW04WvVMayAz2RfcuJxT1DlQNdBpG7cgdXTUlwMCqKSRsPt/HzqX7/O3by8Es9u0/MH\nXLggRVgDwwfSvWo6OflemEJtsMjM+I725Gbt2tSytUXvqkO56TqGmomU2jGYuJ6ACDOYjAU5G0vH\nkpl+CLncFl/f5cTFLcFsTMLT05v+S8OhzUSQGVi3TmDbjuHsF1x5DvhrNHyekQHNmkkgie++A0D4\n5hv6DlTyzbkUKK2H7NJEndtPy5a/Yae2I0KMYLh6OKFRoSX+rvtp9zkXew4bpQ19a/Qt/rwoqnDv\n745M+feXvKIUVOMy3v8VZDY5WWrtbm8vZRletVeL2/CGs3hfZPEuZ1EgrV+i1b+RxXvNRmmDUqbE\nbNaBxfBBrkVRZKF/oX8nfFYul1OtEOv230QXbdvaA8GImDlvb48q/wUa4l5LRWXmRrM/zBtDygKs\n5RZu51hjU2E3X7Y9j1PhpJDLrXB37w9Ihe7NmzeXuJbFZCF2YSzX612n4F4BGh8lVTzHop21jaS0\nzQiCAsFlMuNumFl+eSOCIDCv2TzODjpLBccKH/xb5n8yH2uFmqO594iwA+tnEHyyGy4ufShaoywW\nCAyU4LR+fpC6P5XrDa6jj9FjXcMaQe+KfIOE3nLVL6LnjMMAbFldmguXS9aOXrUxQUF0btYMqndA\nb9Sh1y8mMHAJAE9/vUsZfRkik64S9NXXODgcBNyIvRGDxwUnmmSuwBk9N3FmSw1/am2rhSATKFdu\nGqVLD8Vi0XL3bmfiTo3CpddqVNkQX680fiEp6BQCnB2NIL78+vhaWZGZmUmbNm14+vQpderU4WBE\nBFZbt0oHTJ0qcR1Awk926SJhKP394cABHl5KZLwxl7RSUD4pG7ed/yGZJBJTEjEmG7GtZU3l2Am4\nGgz8aNOK/Rap3wj1Picwex4ZT71p3hye/KUhIiiIhvb2xOv1NL5xg7BXmJKxOh0TjozDZEmlWlw1\nvqzzJTZ7FnPDRuoX4WvZyqi9i6kgl3MhMJCepUphVJkxL4zm6cICRCWcyerOLaoxxM0R60QpTqhQ\nYR6iKBIXJznFihXXsLzNCv74viV2o9qB41OweCOK0sZt6a5dyKdNk6BB8+bBs2fSoti7NxZRZEu+\nlG7qaSmPSikQceYz1hq2EkggGfoMunTpwvDhw8l7xRlujpS+A31rvCxsm3VmUnZK3Ip/koKCl84i\nyEFawN+EzAKc+0CzI3g9qnhzD/Yme/tDzsIsiqS/0n/7TTQU+VJkIWr+dRbvNUEQXj4844dZ3K9G\nFu+Cz8L/JhXl7Axubp8AcNTJU/pMuErW+SwMGTrCb4/nytXquMpiyTbCDVN7hrZNoblfzxJjFXEu\nWreGw4f3oX3FwWljtNxsfpNns54hGkXKjClDmZO3ebDtIfm+oMiAKOU0Oh7ZxNWEa5R3KE/4oHDm\nNp+LQlYyX/+mWSwGchMX0rusNKk3PbOn1jjQLN3JsGaPWLnypYTGo0eQlSnybM4z7n16D0u+Bff+\n7gRfDqbi6opwrD3GG9URhGymhUTg3OIXsCjp0iuL99NaBILutoV7O4GKwB1qB0bRq1cv8vPzsTts\nh1JU8p+H6xm94TyC8DugIPF8Ik31vsznLgqZid13XNi4Ufr2CoJApUrrcXT8BPnTJNz6/ogqCxLq\nlMavVRJ6JXDrF2TDyyDKRRraS/DUoQ8f0nj8eO7cuUOVKlU4duwYdnZ2EuponcSKZvRo2LEDhgyB\nCxck7sPx42RnCgwPf8TDKjIcM/Wc69Sc8NDTzHeeTyUqkUYaxntLUVy+yANnL6bL9gByYD6yC4eZ\n0CGD/v0hP19KS579Q0loQAA9XF3JNptpc/s2vyUnYxZF2oauRp8WipXBim/vfEvF7ypyZsQ95PnW\nJJfNoazVIWRbt0JICNZZWeyqVo3vbG0JEU5hXyaVbKMDq50GIRTIGZBzEJ3uCdbW1fH0HE9MzGws\nFi2lSn2Gg0NDADpV7sTuflOhUxC4DAGygE84caYjxu+WwPHjUkMnkLbdp05xND2dewUFeKpU/PK5\nO1evwhD3RLxEVwaxmS5dVqJWq9myZQsBAQFcvHjxnYXt9D/SJW5FkC22Nf8etwIgMTeRuyl3sVZa\n4614AFAiBZVpNPJEp8NKJiPgLailIntXCspiMaHVPgFAo/FDtIjoXxQ5i7S3pqEyjUYp9VwI4nmz\nZlHcIMv6X2fxQXtZ5H6/PhS8EVn8X4bPAjRuLNUtTmRLK6G70w105R9xMMILMWMtaplIZLY9pSsd\nZ1Kro9io3j4BbW1rYmdXG1tbCArK5/BhaVee/Gsy1wKukXMhB1UZFdWOeKEfMZUn8aMRFRbsjsH6\nPTD69ELyDHn0rN6TWyNv0bh844+6f50unps3m/PixVp6llPgYePI/dwcNn7WBMFkon3ELNzc4M8/\nJRJcXh58UT+b2PmxIAPfFb5U2VEFuUaOxxAP7Bs5oFzxFWaDnNysXfyyQgsuD0iP9WDIxOdvvQeL\nRSqYz5uhAOzgs2WgVLJ560+0adMGHx8fHtx9QKP7jQD4/tlw+k9KIAgJ7riMZRxrNBdT5yGAlM0K\nD5fGlslUuOU3ImAyqNMho5aKSq0LHcW1n5EN98KittDf3Z3zgYFM8PDAKIpE9e6Ne8OGnDp1ClfX\nV9IUY8bAkiWSrt+gQbBzJ9jawpEjmBxLM2rVBc41VaLWmdlXtxJeNg7oftNRL6MeBpmBmcykl3E/\nt7Ghq/IYOblO4HcMn06/YLFYGDx4APXrr2fCBKnlbc+esHO7nN3VqzPB0xOjKNIvOpo2V0J5FLkA\ngFGhowlZH8LTP1Kw2peNTg25v9VAfv6s1AoxPBzq1UOIjmba7AlMy5cihh+Uo8nDDtejAvpsKYqr\nVOkH8vPvkZS0HUFQ4uOz6LV3tX7hevg1G1mOND8R5rNmjYwmTc2kxWml6MLKCvLzEdu3Z9FfErx7\nSrlyqGQy/Kta6KuSpD1248WhQ5MIDr5G9eoBPH36lCZNmjBgwgDS89IJLB1IsEdw8bX/m8I2UEzE\na1KuASb9Q2QyDXZ2wa8dc6MwuqlpY4PibSCGQnuXM9Mc6QAAIABJREFUs9DrnyOKRlQqT+RyG4yp\nRkSjiIIc5IKhZM6KwhSURQeiEY1Cg0b5em1C0BY6C5t/ncUHrTiHZ8r7cGRR9i2Rxf8l+CxAr16N\nACVPsmLJFCCz9SVkm7/AzTaFdD3cEXsxtkMK9bzafnCs0qWlwmdICOzdtpeo/lFE94/GnGPGtZsr\nfuH5PHZqSHr6YRQKRyxuS+ktqNlZFawtsLXzT+zqsQtHq3eHz69aZmYYkZFB5ORcRK0uS/3g8ywN\nWQvAJJeHpCnV9GQvt7dcoVkzWDxVh1qwcOyFI7dtXah5oiblJr/U8hFkApU3VoaksgjbBgNgk/Mt\ng+adAcHMzk1lOXPu9eK/wSC1Pl29WmKN79wJ8yaWkhZlYPyYMSxfvhylUsnZ3WdppmtGgbEA4cIR\nlrOQFrRAi5abCbeg6i8IDVdiMkGPHlI2JCVyJU6fzccqFbKqC9xbaGBYNeDyRuTDKmKxNtHV1ZWf\nK1cGUSRp3jzJM9rYYFm0CEupUiUf3LRpUiP1IiDClCmINWoy88vj7OxujWARWehmQ0tPbzLPZPJ4\n8mMAKn1jg7vsMXFAPdZyP7kaKrvneA2dxbXdl1m6dCmiKDJ27BhcXRcwb56IxSL1SF+9UmB1xYqs\n8PUF0ULYhZmYyaPew3qMaz8WK28rHhVqS4VP1DCkcQWJwHflCgQFwZMnULs2T6tHILMxkS4P5jSt\npXfQLYsnam9On+7Hxo1Nefx4KiDi6TkWjeYlxyMiIoIjR46glCuxGC0ENwvGesQcsI/j8iUZcaMl\n58WSJbBgAecDArjo6IhzQQHDC+dI6t5UDHF6NJU1TPvdBWdniIjwJyXlMj16fInZbGbf+n2wHT71\n/LR4bukT9GSczEBQCrj1+fvcCniZgmrkIS3Y9vb1kMleR2Fdz5XqBsF2b3Cc3rCPLm6/eCUF5en5\nepPuQntf72146Sxk1v+7Avf/53Lj/+QfH5AoF0VRbP9re0keeu8CsdlbelS8ajnXpCYjVwKuiMl6\nvUhYmOhw7lwJffwXL14US0p/qJ/E+ywzUxShsQiIS0fLi2WzF/xsJ0bGnv1bYxkM6WJYmEIMDUXc\n5bBRDCNMDLcOF+M3PhcfPZpWPHZkZBNx9YX5onq+WpL2Hol4ywcx5fnOj7qOxWIpbO8q9YS4ebOV\nqNeniCaTKH45zSwyXOoh0rdXI0l/uVkzMeuvTPEvt7/EITwVQRT9q5jFd/WPejLjiRgmPy2e2CxJ\nmd+NHi+6tdkq6f5XeFHcKjU/XxTbtZMuYWcniqGh0ucmi0VscuiQSLNmIiAG+fuLS5cuFQHRzs5O\n7BHQQ2pYJJwRe7reF6GqCIhVW1QVmS0TlZVDRRDFGlVSxDRPK1EEMauai9hwoSCePIO4K8xNtDly\nUiQsTGx186aoM5tFi8Uijhs3Tmrs4+QkBp87JxIWJla9fFlMN7zRL+TiRVFUq8ViXXQrK/GHEbtE\nq2OS3PiAE0dFURTFgmcFxbLbT6ZEieaKPmIuiJVs+hSeqhVnyneLVw9eLR5606ZNxXLn06dPF1ev\nthRfZuZMUSwwmUSHnRNF5iHaT7MXNwcfEg16k3iizw0xjDBxbUCYGJP/RhOgvDxR7NBBzKouzZ+z\nZ2RipbM7RMLCxJoXT4mEhYnKP0+KNh3viyCKISHbxDNn3ESDIf21OdO8efPXGhtduXJFvJ96X6y8\nuLHYuvRCUQQxCTdx0ZwC0WwWxXaFHQLnDhwoim5uouV0qHg16KoYRpj4YpPUKSg+XuqwWvQ3turw\nu4it1A/DwdFB3Lt3ryiKohi7JFYMI0y80/3dHes+NOc9lkstS49elZqPPX06u8Rxve/dEwkLEze/\n2snoDTMYRFEltTkpIQsfF7dGDAtDvH9/hCiKoph6SGrKdotFotikyVvH25+SInJ4iyQlv96/xO/P\n+wwQRRDPD9v22uf8K1Fe0l5GFjl/K7IopVRiK5eTbTaT+cZ5Hh4eODs7k5mZSUJCwj++NwcHC0GN\npNTYlRQzqnQwri1PnWH78XkW8IGzXze54IgmvTFyObg3vY+uvI4aFz1Irt2T+PilgBznMrNY9NiN\niadnozfrGRH8BeculKHmU9Bu++6D1zCbtdy//zlPnkwGLJQvP4OaNU+g1Zaic2dYtlSGLFRKU/xR\n8xZpZRwhPJznzX/EmGJkxCe5lC8rcve+jB073n4Nr6+9UJWzRr3sayxmSElcy6/LNeD8mPSYMkya\n84LsbGjTRkpzu7hAWBi0bFn0HAR+a90ax7FjwcOD63fvkpmeTqNGjcjNzeXBrQcYMLCo6yK8N55C\nqdwP2BAdFk2V2EoYu/bAoVQMd+6XYvqLteRWdqZy11wiDCLzT/RiKsvJt1FR1xoO+vujlslYuXIl\na9euRaVScfj33wmtX5/q1tZEFxTQtVAWBJAgsl26SMzpL76A4cM54RbCvE/c0Wmgbnom20PaYdaZ\nuffpPUwZJlw6OlPhyUxkj57yqGxF4ixFAIYJbDCPJLpvNNkXJHmJ4cOHs2vXLhQKBUuWLCE2dgrb\nt4vI5bBwIQT+eJrcB+sBGH98CvPH2dP1r1sI+7IwKEG9xguvN3egNjZYXBx5WCjYei22IQ/Fcnzm\n4sSPsql05DBGQUX+lEQUgx5z6tTnTJt2nczMl7vcM2fOcPbsWdRqNUajkQ4dOlCnTh0qu1bm2qTj\nrHZeDcAqJjLjWw1NB+dwHLAWBMampUFKCrmtx5F3PQ+FiwL3AZKMiqcnnD4tMfEVCgg92g2sT+FR\n04/srGw+++wzhg4dyrOtkkBk6cH/LAV1L/UeiXmJeNh64EY0AA4OJVO1HxNZPHggRcQ+PpI+4qv2\nsrj9JhLq7fUKeD8SCkCulyILud2/aagP2suaRd4HaxbKUkoEpYAp3YRFZ3ln3UIQhP86FZWZG83v\nYV4M+PQyABcvyagzGJqdVaI0Kz+azQ2gi9Nxq8UttJvqA5D8yS4OtprGvZx65ORcQq0ui+jxI12P\n/8a+6P3YqezY2WMnP3bciM3Y6QA47L5HQcHjd19D95wbNxqTnPwfZDIbqlXbi4/PQh4/llO/Phw7\nJhXtQ39qSju/duQZ8/imfRUAvE2bKDPSndon/Fm0REoNzJolFWLfNLm1nMrrK8PDypj3dUcQRDTZ\n3/Lpl1IaYMMKVxo0NPHXX9Jicf48BL+eOqasRsO2wEBJfkQmY/HSpdhcssEVV+5yl83NNxMaEMqq\nqKnM+N4ASFyVx789ob1R4JiqC1Zo+YlhVPDrRbLKADfHcrHyVOIphx+P+MYwELnxBXv27GFqoRjW\njh07aN68OY5KJcdr1sRTpeJ8djYD7t/Hkp0NnTpJxdvWrWHdOp70m8nk6RNIdYPyzxIJr+mPIAg8\nnviYvMg8rLytqFI7FNnBg+RaW9Fb/jtarQ1U24VHzSNkksnEgokcCTlCdoTkMHr27MnevXtRKpWs\nWrWKq1fHs2+fiCIgg8f5k7BgoM3NNrTu05tsHznHZDl8tRhOjVAxpEmFki/kwgXidb+S7wuCzpmZ\n3l+j0emYc2oy+oLbzFT/zlLv8giImAbGYzXvBpG3PKhTR0q3iKLIzJkSUspikTSkiqRZAGyv3qJa\nVAp6Ww0/9goDTToXykt1iW7qMrgeOgRz55KApKfmYXseee5LKrlMJknZh4UbkDnFQkprsp9GMXTo\nOtRqNVu3bmXAgwE8dXqKc5u/z60AOP1EmnstvZuTn38DkGFv3+C1Y3JMJh5qtagEger/oLgNL9NQ\nReztj4HNpr2ChHqbs1AYJGehsP/XWXzQip2F8cORhSATUJWR8pCGBMN76xb/tMgtiiKXoudw+Yo/\nLrJ4PPxAkMt4EW8h22KDKuMJapI+WoU27XAa12pdI/uvbJSPW4Cowi0gkd4D7mAyZeLs3IHL4hja\n7BnNs6xnBHkEcX3E9WJhNUW/oZhtlTjcg/Szb48usrLCiYysTV7edaysfAgKuoib26ecPg1168L9\n+xLy8+pVaNEC5jaQFoPN7jeIsXXFlmdUqnsJmVJG795SOjwxsSTloMhc2rlQ6rNSKLcNQ5fghNEY\nzbefpmAdvBfRpCY6PgFfX0lEtWrVt4/RxdeXEVWrQsuWiKLIXfNdpjAFmSBjf/h+Oso7YjAb2GPp\nTe8BnYGxqExGvlmbRcMXt1nsMAqAjBMr4fwsZE2GYvbNw9fKik0Ox7AyPefSpVYMGybBlpctW0av\nXr2Kr1/OyorjNWtiL5ezLzWVyZs3S1TxKlVgzx50mWbGnHxAdDUZjhlazn45Bqu2bUla95DEjYkI\naoHq07UovpW03odWX83DWH9wfoTPwCXcDL9By09akkEGEwsmcizkGNkXJYfRtWtXDhw4gEqlYt26\ndRw9PhLbyd9g1t7HNceVbldmUW9SRVb/6YBzOtwIghP9FSU3UxYL+tmjiBkk/fcHh7kYUDPrwG/k\neP0JgI/HbCZ5urFAvgIrtOia5WC38RbPM400bAhff32Zq1evYm1tjdFopGPHjtSpU+flNRYuBEA9\ncQrHls3DeVY/aJECJoF9vTzZ+7sc44RZpKilup1H7A/S7uDq1ddu9YX9ASxfBOBQ6wwFeUp++mkM\nXbtew8+lEnHEMTJ7JBs2bfggafVtVlyvKO2FKJqwtQ1EoXg9LLhZWNyuYWOD6h8Ut+EfciwMhuLI\nogQSClD+6yw+3oq8rcych9ZiKdH97k17jZj3P4bPFuhecCC8Grrk+VjJLURm21HK9ySiuTkAZ6pU\nB8DVKhLtQy26uHfjRS0GC48nPeZu57uYMkw4t3OmRlgF5AoNgiABSx48a8Oih3ZMOj0Do8XI2Dpj\niRgSgZ+z38uBbGww9+4MgPynXRInpdBEUSQ+fh23brXCaEzFySmE4OCr2NjUYM0aiXSclSUhnSIi\npNBan6RH0VtBo/uN0Cv1LJkgPSfmzAGtFpkMlkuSUixdKjmNt5nfaj9kChusVkq70sTnCyjtXADW\nqZBTnn7D094VmRdbV7mcAWc88cOPBBK43eQmc+fNRRRFrqy7QkVVRe6n3ce622RCmvfluA3UNkKC\nSmDZ4O0QtAnMVhA5B0vFPNyUSk4GBNDY/yfk8vLAI8aNMzJmzGimTJlS4vo1bG056O+Pymzm+9q1\n+aFfPzhyBNHOgalzQjkZokZhsPBLtTJ4V/Ah76mFh+NjAKg4vxS2cz5DsFhY16gne6+OALkeRa9+\n7B3wE26Obvxx+A+aNW1GGmlMzJ/IidYnyL4kOYwOHTrwxx9/YGVlxZY9m8h69AMAY45MZm5Cbb5o\nm0u5+Rl8Px6czXLuaQtocuMG8a/O9e3beVbnDhYN5Fi1Yq++Jt5WVvQaoMbgCnbR4NZlFXH3ZtPA\nfJTN1lvwUKnI9cnG7pfr5DsWsHBhHWAwpsKN2qtRBTdvSiGptTVMmEDDcg3p1HWxtBpF5qF/bk3P\nnjCppxajXsCpiQbr+uUgLk5Szt2ypXioTdc3gSabBRsfsGaNJH+1e7c/5F7gE7pJ83/sWHr27El2\noSrsx5jepCc8VoLHBTlKzvRtKajIwhRU0D8sblssenS6GECGRuMjXfu/JOQBKE2Ss1Da/8vg/qAV\n8SxUZinn8Wb94U37vwWfvfvsR/68UAFn7pNngquGEEa1S+KTqiGUKSNBaA8apRfq5nAdgOzzb5/U\n2idarje8TvzqeASFgM8yH0r//JhbsXUwm6VznsbBhLtn2XVvF7YqW3Z/upu17deiVpREVCjHSlo8\nbif1pMX+Ckj8iQcPhvP48ThE0US5ctOoWfMYguDM2LEwYYLkkGbNggMHpPxr/v18bjS4Qe7VXEY+\nGAnAVqsI4utXk3qkrlkDSGTdLl2kNNScOW9/XuoyanwW+kBkbdJOtkImMzKsxV5s6+8CYNF3KpKT\n371LvHDhAvtDfmOIZSBfMQOZXMnO87vx9/enefPmpCSnUOpUKZQyJSfvb2SbrBlN8yEVaG4QeXEL\nqLYPXHWQpUK+uCqHq9fAV6MhI8PIjBkmtFopo/Tll97vZLi3+OMPfiqUt50wbBinnJxYP+s0m7tJ\nWP8JGuhYJQDT7sPcUy7CIqpwL32L0kdHIaSkE1nNl+k3Cwl9bSax/PN+BHkEAWBtbc2Ro0do1LAR\nKaQwMX8ip1ufJueKlJZo06YN3+/dC11koDDjfsedlh16Y3ayov7de8jN8LC+nGsNaxNgY8MDrZam\nN28So9VCTg65G6eS1AYEUc40gwQt/t7LlgTLTgB8j5bDkHCXuKTvAehUeTJXgoIIsLEh10GLastV\nqJELuGIwGOjQoSO1a7+i0FoYVTBiBLi6km0ysS9duvdP/cOh7QQQTPwQas8MaqIZ4gtnz0qKuQYD\nDB8Ow4cTm/SAP5/9iUahoX/NfowbJ21evMtaeGxw5ZKwh/Hjd2FnZ8e+ffsICgri2rVr75w7r9rF\n+IsUGAvwd/NHbZS6FTk6Nilx3PXCyOKfIqEkfoWIlZV3Mcrqo6U+3oOGUpmktUvl+P9AZCEIQowg\nCLcEQbghCMKVws+cBEE4JQjCA0EQTgqC4PBPxy96gArzh/Wh4B3EvPfAZ6OiojC/J1oxGnP440IT\n0mJHYSs3cTdHharcL3wZchLrQiXI5s0lct6Z51Ku1i7rCgImss6VlBNJ2Z3CtcBrUk67ghUB52pg\n6LqGqOgemM05uLh0wYKSihXAoZQeHzsfrgy7Qs/qJcl8RSYEBGAI8kGRD7rtizEY0rh1qzVJST8h\nk2moWnUnvr5LyM2V07mzJFiqVsNvv0nqDDIZZP2VxY2GN9DF6LCrY0fPEz3pWb0nBrOBBQMLd0WL\nFknyFkhRhUIBW7fCu/yt52hP4qq4MXnjz+Tl2dOgwVHObnBE4fcnxjx7Ph36du7FtWvX2NJyC/1M\n/bAIFrJmVcAyUiJojRw6lNWrV+Ps7EzE2Qi654Tw50Xw+NOISSOjQ+MyPAI4C+inw5qbYGvEHOHC\nmQ325Ofn07FjRy5cSGDvXilCe/ZsOhkZp0veSGQkjBhB/9BQZmZkYAYWrgvnuwAVBjU0zMhkeZNP\nEEWRB19loDWWxkYRS6Wk6cjCz5HjoKaf/iAF+TZQbQ8d+sUxvt741y5ha2vLsePHqFe3HkkkMSFv\nAqGtQsm5loPJYmGh8Qp4W6AAkk8ksz5hJtuHPqJqup5UVzhlXRU3i4awWrWoY2fHM52OJjdvkv7N\nPB73yQAZ3LMZwAOLB22dnamU8z0WSz6url1x3HGTZ1+5YVGLuF5U4hAtp6yVFecDA2nv5ITBSoTl\n16CppPuUnz+vmCPGgwewb58UAhRGZduTksi3WGjh6MjeDkvZML8qfm1H4YCBqzjT5hsn7jxUSxNw\n2zaJk7FlC6oWrSiXBZ0rd8bBSloqgoPhQL/nNCeFAlHBmjW96N79OrVqBfL06VMaNmzI2rVrP5iW\nKqpXtPJuSXa21M3rvZHFe8QD09OlNiLW1uD7hnJ8UQqqqLgtiq8Q8uSZEnHzLZb6iuLs29JQKrP0\nwNVO/w84C8ACNBdFMVAUxbqFn30FhIqiWBn4EyjZrecjregBCkUy5X8nsniPs3BwcKBcuXLodDqe\nPHny1rFiko5wLNwDe+NfGCxwIa8WfVq9IKRy/9eO69WrDmBDatYTEv38kOnzsCeK7HMvIwuL3sLD\nMQ+J6h2FOdeMaw9XalwqyzOrrsTHr0AQFJSrsIwtL7w4lyI5xOZm6Jralaql3pHYf8Xko6XcuNW5\nx0RGBpKdfQ6VqgyBgedxd+/N8+dS5H/8uNQ46MwZ6NNHOjdlbwq3Wt3ClGnCpZMLtcJqoXJTMa/Z\nPGSCjJ9STxHToZHUom6RRNSqVAlGjpRIddOmvf2erkYKjIuvSlxmWcK3S0XkguSvmb0sHhQF/HXU\ni/2HX9c8unPnDquarWKgfiAiIlW3VWXMN82o0ro1BAaSmpXF7Jkz2bBB6st8ePVR5IfBrIDeAzRc\nbZUAQY7QrDmMFMBDBwMkCYyvvxZp1Woh165dw9vbm8WLL+DlNRuwEBXVC6326csbSU2VBLD0ehg+\nnPnduvF5ppo8jT1JHlAmNZfQLlL6L/77eFL3pSK3k1P9OwUypEViRNUVPHjiD05P8Og7l21df35r\nBGNvb8+JkyeoHVybBBKYkDuBP1v/yeITl4m7swqAAScHYIcdu3bvYvmq0Zgxs76VA5f/40r79qDQ\nSWzvxg4OqJ4+RX99DdkBIMOe6QU9UAoCy8roSUzciiAo8PFZQr46kaTgVASzgM86owRJO34cO4WC\nbpGRkv67SgFzZyDrMZuzZ4Np0UKq8bN48UtyoqcnoiiyvrC50RhPSdFgZO2RbFH2ZyORuNjGEBMj\np249CwcPAgMHSuFDhQp43I8nchOMzX29OZPhaCpziGLJ/2HvvaOjqr4+7s+dmcwkk056QkIoofci\nTZqI0osgooAURQQEKyCKShEFLIggCohUkSIovTOhS28JCaEkJLT0OskkM3PP+8eZFEhA/P2e933W\n+yz3WqwV5t45994z99599nd/93ePzcPJCVaurIGz83GGDRuH1WplwoQJDBgw4LEabyV6UEFVUVUz\nLi4R6PUBD+xjttuJzc9Hpyg0eExyu3hR1KBBqapBsT2c3LZl2VDzVbTko6viW1rd/pD9HQzlrP7P\nO4v/zVqJeMDnoc9igQDH34FA7CO+WyH3uKxFp0QLpiFcv64iMJnEHykpj90/eX1yCSfbarcLXWSk\nwGQS+RUUBnTv3l0A4vfff3/gc7vdKvadHSoOHJTc9J+3a8T6c3MeWZORnS0EdBWAWNlFFg/c0g4R\nJkyiMLlQFCQUiDMtzggTJhGpjxS3f7gtMjJM4ujRAGEyIY4dCxYxt/8UbZa1EUxDdPxB1kD8+CMi\nLCxM2O32v50nYTaL1HY6cXibPOfTp5sJi+W2EEKI06eFCAyU3PBatYS4fl1+RVVVkfhNojBhEiZM\n4urYq0K1PXiNQzcPFUxDjFzWRw6g1wuRkCCEECIlRQgPD/nxnj0Pns6JE6XbnquWK/Zq94udy+X1\n3oyfKaoMWChrLPxTRV6e/E5sbKx40f3FkvNJXJRYMt7p1FShWbtW4OoqALF48ULRu478uy2IV1/R\nynqcj1wFT18Q7NknMJlE6GeTBNMQTh1nO/j8ycLLq56IjY11zIFdXLrUU5hMiFOnGgirNVcIq7W0\nAKBlSyEsFlGUXSQGjt8pMJmEy7a9ovmJQ6LQbhdZx7JEpC5SmDCJlJUJQg0PEwLEsrY95fG0FqGM\nbi4i4/++7iY9PV00btRYAKIa1UTzAfJ+eGrwU+La5GvixIkTwkUrr7lZQFdxLKpABAfL02zTRt6H\neTabOPxsB3FijbwP3jsxWWAyibfj4sTFi92EyYSIi3tLCCFEVNRAYTIhrsa+KcTw4XIgnU7YVq0S\ntWrVEoDQvvqqwFEz4fH+DQGqaFs5Qag6nRAajRA3bgghhNifkSEwmUTwsWOiyHG/FiYXikinSGHS\nmESHGV0FDVeW1FR88YUQqipE3NUTYld1+aGq1Qoxf74QqirMV83ChEkc9jws7IV2ceKEEJUry+/6\n+wvx2WcbhYeHhwBE9erVxYULF8rPZ366UKYpQj9TL2JvfClMJkRMzIhy+x3NyhKYTKLRqVOP/X3m\nz5fHHzWq/LbY2FHCZEIkJS0QQgiReylXmDCJk6wQonPnCsdTVVU4Hzok+K6pYBpi7/W95fbJQj5E\nWQmZD3zO/0/rLASwT1GU04qivO74LEAIkQwghLgP/Gdll5R6W3uxTPk/0IfSaTRUcVRNxleQ5C7O\nW5RNcuear/NnZDi6HNkm9Gh2KF3axDGwyaRH4toeHhAaKvMWmzNlWOzrchaA29/f5kzTM+SezsVQ\nxUDjI42x91zrSDon4+XVCXvQUp5ZN4bjSccJcQ9hVo8DaLVu1K4NNlviY5Voi+12xi9ETbNjdwO3\nawoNGuzEYAjhzz+hfXu4f1+Kop44IUNoYRdcf+c6N96XUVW1OdWIWBhRrg/ypx0+RatoWXl7O9eG\n9ZRY87RpAPj5yZwHSH29YjTv2DFZiZ6TAy++CH8cN+DsrsdlgYx+EuI/Z/2c2hB4kdwUX954/w7x\n8fFMaTOF0bmjAQj7MozQMaEl59Hc15dPwsPhnXfkMd4azy8xZoKAY8CqFMfBPQPRTM2UK+LNW0ma\nPpfWGa2xun0E7AP8qVr1KDVq1AJAUTTUqbMGF5damM2XuXZtLOLDybKSOyAANm1C6PVMn7iHDS+4\noKgCVyWHMxaV905dJXpgNMImqPxOCL67PkRJSCS+qi8To5bL83n2Qz5rEE6H8Ec0MipjlSpVYt/+\nfdSqVZub3OTMyeMY8gxMPj+Zqp9WxS8+jDn2LzHgzNnk3axa8A6RkYLQULlIf+45EDsiCfc+hCUE\nbttC+M7SBaNGw9ue18jI2IVW60GVKp9iNkeTmroRRdETVuVjiSdOmgQ2G1tefZWrV6/i4eGBfdUq\nGu/ejRbI6ZmIz9ex9L8zD8VmI6Xzy5IVAfzgiCpGBwfj5Fh2319xH2EV+PTwYdeHm3n50z3w7GRA\nNq569VXBqoQD9BgM2/o3QLHbZTJt1ChS10tI17e3Lxq9hlat4Nw5GfykpMDMmQMYPfocTZo04caN\nG7Ru3ZpVDxX/HIw/iEDQJrQN1vxT8vbwrCBf8V9WbsPfSJM/IrltttuxqCpKMRvqYRFBwIiMLJy9\n/28kuNsKIZoC3YFxiqK0QzqQsvZIYHHatGkl/yIjI8ttL4ahiopyQIh/pA8FlEBRj+uaV5zkvnRz\nAUf+qk0lzR3SCuGKZgRTesUT5l293Hcftk6dZN7i0LWroNPhkncVsJE4K7GE7dT4ZC2SjCO4eXMS\nYCcsbApn1Jd59td+3Mu7R/sq7Tk3+hxtqnTEx6cPIF/wv/766yOPq6o24uLGcf36eNAIwlZDo3cF\nGYnrmTdPIikFBRIt2LMHvL2lgmf0wGjufH+k2Ir0AAAgAElEQVQHRa9QZ20dwiaFVegMa1SqwfDG\nw7ELO9M7aWQ4vXq1LFADJkyQkjeXL8tGe4cPy4K73FwJc61dC8YAJ8I/C4dzzcg/1BxFKcRoXszw\nqccBlbVLAxje4mvGZoxFi5bgj4Kp9mG1cufyccuWNGn5FMMae/OzVeADTO7RWG40Aee7QoOZqAao\nm+4FP0h22oWlF2GnCgzGySWD8+e9+Oqr0nF1Ok/q19+MRmMkOXk196O/lQmZjRshJIR1nx9mfk+J\nZb9sK2Bnuy44Kwp+k5MpulOERysPqtU9irJuHTYDjPRZTka2L4Qf5Omg+UyduA1OnvzbewjA19eX\n/j8vBE8NJEHA0gB8c32xplqJffc6DWhAn1e+xtnZmcWLF/PDD+9y6JAgPBzOnLRxd/RbJLwqx1qu\nfwcVLapq49ZNiRVWqfIRer0fCQkzAUFQ0CicnStL+dQ5cxBffcUcx7kUOJK+ywYOZHuDBrhqNBTU\nTWCk8zIAeh96n61bIcliYUtaGjpFYVSQ7JMuVMHdxbLgNfjNYFycXPj1hTXMmOoGL70ATnmsWaPw\n9ZvdUfP90c/+Suq9ODvDsmVUmjMQJzLx618queLnJ+/hjz6S8OdXX1WncuVjDB48goKCAoYNG8bY\nsWMpdPT/KM1XPEt2ttSp+n+DCQVlmx49ubNIdbzLNI9qqZpvxQkbdjQcP3P8gXflf2X/aUjyP/kP\n+Ax4H4jhQRgq5hH7VxiePWzGWUYJMezbIaY4wt5Hmb3QLmEMjUnYrXYx5upVgckkvktKKrfvhQsX\nBCDq168hth5rXyKp8e2fLuJY/M4nOrdi277dJsBTACIurL64wNwSOCV+ZrzIy70qTp6sI0wmxOHD\nnuLu/c3irR1vyeuahhi3Y5wospVKS6SmbhUmE2LpUkSlSpVEYbFORhmzWnPExYtdpYxDpF7cu7da\nFLaoKewo4vWWP5WE/LNmyZBfCCGsOVZxvpOUhzjidURkRmaWG/dhS8hMEE4znIQyTRHRI3rKQd98\ns2T7r7/KjypVEsJolH8PHSoekASxF9rFiYgTwhTwm9i3W8Jsd1P3CPe2qwQIEeJxRRzEJK6Mv/JY\nCZaL20eJIld5Yd+AULojaCYlIpTQmoK9ewVbFomhf4wSTz+tCugmkIsVoWmlEQzuWoy2iIdRh3sn\nZwiTCXFoFyJvyUdCCCHiTAmi+pKDApNJ1N24Wdgd57ZlXqwwYRLbjSZh+v2YUI1SWmRW92Fy3g1Z\nwjiptrj55ktyQgICSuC7x851QYHQLe4heAuhddYKQDzDM+Kg/yFhwiQW1zSJq7l5YteuXUKv1wtA\nTJo0Sdy8qYop3ovE1QnyHt5zooPAZBKGyEjxvGmyvLePVhY2W77Iy4sSJpMiIiP1oqDgwefi4MGD\nAhAujjnrFRYmhANWOp2dLd6bOFEIECdrNRR4FwqtVoiem28KTCbxUlRUyTjpu9OFCZM4XuV4OWhz\n3eV1wmlsc4HHLQFCaLwSxemzjnv/9GmhBkpsrUDxF7YTZyqcpy1bhPD0lFNbs6YqZsxYUjIfLVu2\nFElJSaLqd1UF0xCHr28UJhPi6NGACu+tBqdOCUwmcSIr65G/i80mhIuLPF5GxoPbrNbckmdQVeVN\nf/PTm8KESdxkhHxAKrBT2dkCk0loPncVTENkFjz4LGYnZQsBIge3ct/lv4Ch/recgxFwc/ztikQE\nngPmAJMdn08GZj/i+xVO4sMW8k2IfKnuWidGO7Dmx9nRgKPChElYblvE14mJApNJjI+LK7efxWIR\nEREasXKl4wE7gJi5rZnIzP/7F+jDlpsrBPQWgPhI97bMT7BHYtmJ28WRI17CZEKcPFlPJKT+JTos\n7yCYhtDP1Iufz/5cbjy73SIOH/YUJhMiNBSxdevWh879rjh9uonjIfAVWVnHhBBCFPy8XAxmteOF\naBdr1pR+pzC1UJxpLnMnxwKPidxLuU98fWO3jxVMQ7z48/NCKIrMXTg0dOx2IWrWFCXOafhwUaF2\nVOqfUitn16uDhMmEOHKklmjc9hmBc4YAIb58NvqxjiL50kKRHygPsqemv1BAoEfQ8k2BV2UBCNdX\nhwr9bKkDtPjAn0JR6pU4i67Du8o5b7tIgBAREfJ3E0IIkZ4uRNWq4spkHL9THVGQlil6v79bYDIJ\n7807RWphgRBCCHOcWRxylS/vbhP3iQsRNYQAcaptFeHqmi/noe9Q8dPpn6SYUOfOcmIaNJCJhcdY\n2wPLZI5lqpOYGTpTuLu6C0D0oY84yEExe3XpC3nLli1Cp9MJQHwxcaLIru8pTPsRB/Yrou7mtQKT\nScy/dU1sPyRzRb0ip4qT2dkiKuolmau4Orbc8Z9//nkBCKPBIABxpNjzW61CqKqwNGggBIiXP/5Y\nVNrxlyDILNh0VGAyiUOZpc/N5b6XhQmTSJhVsYM8kXRCuHxYVVD5uAAhjK52sWWL3HZ72mmRRV05\nZ0ajEA6NqIft+nU5pSAdx3ffnRJhYWECEJV8KwleRXjP9hZJt5cIkwlx+XL/cmPk22xCazIJjckk\nzI8SPHMcC4QICSm/LSfnXMk9U2wxr8VIHSx6CXH8eIVj7khLExzcL5iG0EzXCLv6YG4y+eI9IUCk\nKP7lvvvfOIv/LRgqADiqKMp54C9gmxBiL9JZdFEU5SrQGZj93xykBMuz/X1PC3iIPvuIWgshBBfj\nZ7FwoUpYGCRkK6R6zuDjHqfxcnky5day5uYGbXykbsUZWwweRBMeuAsG/Ub09d7YbFn4+vZDCf6J\n9msGcujWIYLcgogcFslrTV8rN55GY8DPrx8gq6rXri3tz202x3LuXGvy8s7j4lKDJk1O4OnZhrw8\n6LNuKL8yBFfyWPbhNAYPlt+xJFm40O4CuWdyca7mTJNjTXBr8OR9AT5q9xEGrYGNt/dwYXBnmbtw\nVOedOAGJDhaswSBVZCsif/j09sGrkxfO64ZjvueOzXaVWX7VCXG0lp19xRerteK8UNbdPTi/NB6X\n+2BuGEL/lwoQNYEi4M5NmD4RFIWCNb/yupect3cOvIzQRwOVAYU9K/fQytaKoo7v4hZ6k2vXJESO\nEPDqqxAfT81DjTA61ybfHMP0DzaztacBrU2wrEk1fPXOqFaVmMExqGYVv0F+jL27kkbXrhMf5M8b\nuRswm12gzia6vJAs+zE4OUk4q1YtidUNGgSPuId3pqVw4tRMAAYfGcyoL0exdftWnDR6trCFFayg\ny1obapGU3ejduze//fYbGo0Gl6++ImFwNmhhd8wQrngHYcx2pqfYjauaTJquFttFJ1678CepqRtk\nriLswweOf/78efbs2YNerye/sJBmNWvS1miUsOMrr8ChQxguX0b19+d69+5kGAswrjoHlaxw05Ut\nn3uiqmC5bSFtWxqKTiFwZMV6Ti1DWuLjb4VhnaDBGvLNGvr2FSxcCMn7NFxkHgXtX5L9HF58UXbh\nEw+i2dWry1zNCy9Iot6777Zg+PCzdOnShYy0DFgNodGh5DggqIrqKy6ZzdiBuq6uGB/BWAKIkZJS\nFSoO5OfLjUZj6cYnlvpwQFBezl5olAdf45YMma+waP8HmVD8L+UshBDxQojGQtJmGwghZjs+zxBC\nPCuEqCWEeE4I8Z/3L6UMlmfN/ducBTyYt6hWAX3WZstl2/E25N+fiV4P27dD6t2ZDG72ySOT2I8z\n1aZy/f3rjEyXlMFz2rM04h1cq22E0UtAUQkPn06cdjAdVj5HYnYiLUNacuaNM7QObf3Icf39paRH\np06wZcuf5ObmkpV1lPPn21BYeAt396do0uQ4RmMNUlLkfnv3a/FzySGSjnQ5/wVWayb5V/M5//R5\n8mPzcW3gSpOjTXCp9s8SZiEeIYxpLiU0Pm/neGh/+olLB1Lp3l02jfPzk0zTxYsrHkNRFKp/Wx2s\nBgyLpLKdccQ6ZoZ5gE8s2Xf9+WR2SrnvmXOjsb3SC48YQVGwOz0He5CnzYUGbUHrCrf3QnY2fcaM\nQVVV9n+7n8CiQAr0Bei76+nWbT/wEUIIEpcn4q0zkterF04GG7/8AhtH7IQdO8DbG+26LdRr8DvX\ndr/E4l4ybzJILaBfuEyIJ0xPkGSFMAM1X06m569rsGq1dGizmQuXngLX+7j1/4BlvX8uvZe8veX4\nPj6Su/zee+WusUhVGXFwDmphAsEZwYxxGYP/K/7UoSGfqp+gQcMqVrF818/EjY4rjswZMGAAv3/7\nLS+3gIxWoNoM/OGQgilaFEL0pbkAtI2YyQu+/vRTVwACve8wnJ1DHziHuXPlvu4O7P6dTz5B2bdP\nMjg2boQhkjKuGTWKvS1a0MbDg3yddHzKCR++/UZhxAi4s+Q+2MG3ny+GwPJFpACn757mds5tAr29\neX7Sr9BpKkIojB8Pc4/5YtcbcNq2WmrKaDSSVDFsmFyklDE3N3lqM2ZIXzJjhi8+Pruo368JCLi0\n+hITJ/5BUdF/Xl8Bpc6idu3y28zmKwC4upZSfwsTHcV0hlxJlKjAUv9GF6owUzqLIs3/oDw5/4cr\nuKGsmOA/jyyKe3HHWyzYhSAt6zTbD1XGw/oXBXZYawrnm28g5eZ/5s+s6VYud7vM7W9vE66phh5v\n0uzpxGPDkHoH8l1wXvMVG++4MGDDixTYChjeeDiRwyMJdg9+7NheXs+g0/kQHg6BgRb27p3KxYvP\nYrNl4uPTi8aNTej1fty8CW3bwpkzkpxyfHMKzTmL/wE7iYe+53y78xQmFuLR2oPGhxpjCKr4Af47\nm9R2Ek4aJ/64byK+XycoKOBAr3klrKcVK+R+X39d2uDrYXNr5MatmrfQHe0Ip5uDRy6tpp3h+XF7\nAfh2tiupqaX7FxUlkz2mDb6HrNjddUx+vyWRBTFoMiMgdj28KaMy9++/Z/Gnn1KvXj3i4uK4P0++\nsIoaFfHm7LuEhHwGtOTunbs0PN8Q/K/Ac7L2442VbUgkFJYtgypVKLgRyBLfUWRWgrB7t1jURvZA\nyDqSReKXiaBAnSVV0b0tq6L/7NmCpK1SBJLhS1jYfxqhng++iKleXZbK6/WwYAH88MMDm2ffuExa\n7BIAxh4YS/0F9UGF02/F8jRP07W9jAIWspC1K9Zya8atku/2vRJNoiSRsfR0ba5jJELjSh+PXbi7\nJ5GZWQ9/3/78XAU6EUkRTozI7Ep0GSXIGzdusGHDBjQaDenp6QQGBjJw4EBo00YW5Xh6yoo0gGHD\n8HJykv01HOb6yl0MTXJYs0rlyleOxPaYR9/f66JkJf+geoPY/so2xn2QBX2HgcbKesKY69cIu8FJ\nOtYtW2Ql3OrVst95mfayIH3JJ5/I6XVzg3XrtNw8uxZ6VMLgYmDnzlzee09DTk55UuaTMqH+48gi\nzKV871WHpZTRharIWVhzpMMp1P0fiCz+v7JSmfJc2a/2b6ysVLmbTkeAkxNFQrA79hvOnWuJlzaH\nW/kKWd5f0r2JLHr6T9Rn8y7ncbbFWTL3Z+Lk50S9nU1w9pDsHBNgvK1ge+s7ZqUdYtL+SQgEszvP\n5pfev+Csc/7b8TUaJ/z8+gNSIaFSpe8RopDg4DepV28zWq2RCxfk83z9uuyRfewY1Ohag6LWddFa\nwL5mPtbUIryf96bRvkY4eTv94+sstiD3IAbVH4QqVL7oJB+81woWMvC5TNaskVpTLVrIerZHRRdf\nffkVGVczAAUWvoXdpnA/dRk/jGmINmI/tgJXRrwtaZN2ez73prUi+NcchFbht88G8l3ufjRFHqg7\n/sD5y1vQrzfUrUtuWhrTPvuMTz6R0icUQKtM+QJ/N/J1Fi8vAlYDzhzaeohOtk7o683nWf12svBm\naNAB7L37YbfYmfTDSc600OJitvK5/wfEXnmJwvRsYobEgAphU8Lw2vklSsItMqo58UnMSrBqocdd\nNP3bULtq34ovvl076ZBA0sj27AHgfmEhn0d+hiryaHajGQO7DsRYw0jskiTcootI8YMP1r7HVw4K\n12xms2PaDu6tuAfx8aTFLcNcHYoK3NhUbyoAo9Qc3hon0d8FC6YybpyGO4mzUBBEGV7gqq0SnS9c\nINbhML755htUVSU4WL7gx40bh17vaA7UvLmEoYpt9GjIy2P5fdm9rqqzM3mKDe23F2nWKhF3SxHp\nRhecWlQM56pCZX30egAG1R+ETqNjQbcFfPFebRjcHfQ57L7jxfPPC7KygJ49Jc0uMFDq2bdtW8LG\nK2t9+0pItFo1QX5ibYi8wmcz5xAQANHRKi1bti4nE3LWwfh60siiYmchIwujUUYWtlwb9lyBQhFO\n1StooFU8Zn5+idRHRdXbRVlyxWX911k8uf3jyOIh+mw1F/n/uORf0WsEJzI9ad7sFC83/fA/lipP\n3ZzKudbnsMRbcGvmRrOzzdA02c+rrx4BYL9OIVcIpnb9ke1NtuOscWbjixuZ/PTkfwR1+flJmY8W\nLeQCpWrVWURELEKj0XHypKTWJidL/nlkpHyeAIo6vQVA8NFMvN66T4OtDdC6PhqTfVJ7p5Wsc1h2\nfydbDB3wIJc1rRai18vzK9aKmjtXUnbL2soVK8n4OIMmNEE1qJBYhZytHVAUQV7yPCZ8kgCKjR3r\ngjh73krS0i6EzUkA4NxnwxmatxaEgvrHb7h8ZMHiXkQto1EWeeh0/LR4MRMnTiw5njgtaOjXkJuZ\nN9ln/5j33osAZDX3tZXX+GGPC2uLRuCvTebwvQjmzIEfP9zP6gHy4ZwR4kItdz/y869wfvgmChML\ncW/uTniXO4gFC1C18EHtGVyNqwleN9EP+BFV0fHilSukPQSXlNiQITB1quR+vvwyJCTwxrldWO9u\nQ6NqePvk24RPDceWbSPhE3ntZye60ynEh/fff58333wTK1amMpVDrx/CMnYqCYNlDuN60PtYPXzh\nwgWOze8FxCNELU6efJHdu6+QkrIeRXHitUaz6eLtTbLVyjMXL3IiPp7ly2VdyO3btzEYDIwePbr0\nnK1WuboHqWNvMpHVty9rkpMB+LNePYYEBJCPnYszEjjRCtbnB9O9u4Jj4f6AHU08yt3cu4R7hfNU\niBR9UBSF9+u8z+SoZijDO4LbXQ4dUmj7tJD5sGbNJP24Xj355m7ZspxyLUj15M37b0O1fWAOYNpH\nYxk6tCfNm4dx584d2rVrx2+/SW2sQlUlymxGARo/xlkIIZWZobyzUNUi8vOvAQpGo4Qqy3bIU6pV\nnK8AuGw2l0h9VBhZZDuchdO/zuKJrTjBrVhzybPbKXLo6j/KysJQeeYb6LN3AJCoBnMorxXje9ym\nXoAURKtatSouLi7cvn2bzIfC24pMCEHi3ESi+0ejmlUChgTQ+HBjUsT3XLnyIi1aSGe2X2hpPRJO\nBlzAO8+b39TfGFB3wD+6biFUUlM3lfx/+XKwWgeiKApHjsCzz8rEXr9+EhL38JD7ZR7I5Py3EVid\n9bjdAJ+u+9Ho/2dukSCa4pzcHqHP5etu0tE6LfxONugGevSQEc79+6WLaIDdu3dzZOQRutIVVa/S\ndF9T9JX1eP/6FtZCDZmZW5nSsx7uT68BoWXgkChC3juOosL9twbQXitXouybg75XDQqq5lLFYOBQ\n06Z0DwyUiWMgKSmJWrVqERgYyMmTJ+ll7oVW0fL9ye/pPvoY4eHvAU25nXSbs+cLcNWlYewxHICt\ns1KY29SAzQna52TxQeOnqVt3A8qBbli2V0MxCuosq4ryxggUIdjdtSGr9kwERYV+r7KsWT1auruT\nVFjI4JgY7A8lZEts+nS5Ws7M5MR777L9r+mASp/TfXjm7Wdw8nLi5KfXcElXiaoPo8bJN5SiKCxY\nsIDnnnuOLLKYYn+f+zm/Ya4BOo0fU7Jln/JO167yQj/pqf383uC337S8+upMFEWQmfk6nsZw/qxf\nn45eXtwrKqLrtGlYLBaqOhKxQ4YMwa9sS9ktW+DuXQnYnzgBoaGs9PIiX1V5xt2dhu7urKxdm9F+\ngRQ5wScz4XhPLUeOyJqbh0Viy0JQZRdO6VvS6Xq+KwuyX8N5TCfwi+ZKtEKr1ioXLyILeo4dK63M\n69Ch1ImVsTu2yzC4G8Edt1JU5MTXX2+ja9fdjBz5GhaLhVdeeYUpU6ZwMScHmxDUMhpx0+keec8n\nJ0t1Zi+v8umHgoLrgB1n56potTK38CTJ7VybjQSLBe0jaiwAbLnSWdj0/zqLJ7biiTSo/0x51pyY\nwaG/6lBVkZo/1/Qv8mmP47jpS1cRWq2WunVl+BgdHf3YcVWrStybcdycLMerNrsaNVdU50bSWG7e\nlE2IgoPngsaDDLuNWAPUsQawaOkiwg+H/6NrVlUbsbEjuXfvR4p/XkUBk8nEgQMSus3Lk4vTDRtK\n2/tmHsjkcs/L2C06cmq1lB/u2PaPjv0oS0+XDspiksnppPY7sbdpDRkZ8NNPJedYjATNni0T3mfO\nnOHnPj8zRAxBVVQabW6EVzsvqn1ZDTJ8sP7ZA4DbCTOYP7sSOGdw80oTNlj7kNejJa2rniLfmg8X\nh4DLUIq63UWvKGyuX58Ag4GFHTqg8/EpOc/OnTvz3Xeye9uiLxcxvv54BIKxe0cyf5GVynyGFlgI\nfNWnCQlNd1O9za94jIkhKQz8Mszs7N4TAL25JsoCKZSnmfAThuVTUa7dILeKwpRbq7DbtfDUAgZ0\nC2Jw/ZfYWK8evk5O7M3MZEYFUIkcSAOrVqFWq8bQ9n6InAt45Hsw9s5Ygt4IwhxnpmBRMqoCWZ8H\nUMNY+rLQ6XRs2LCBevXqkcBdjr8qHdJJ/evkCCf6+fqyakorwsJkimHgwMU0anScTp3WY7U68eab\nU9i+HYxaLdvq16e5RkPO5s0A3HPASm+//faD51ucXxk7FmrWRERGsqi/hEfHLl8OFgsaRWHG1Uq8\ntE7qdKW8fw3fXmmcOCEry4vXYTbVxsYrGwFKerIUW+ommazq17kfh95eTaVxfaDKIe7d1dC+g8rx\n48jcyc6dMGKEDF379ZPChGUsOiUatHb6vL+D0aNlMeLnn9dBp1vKvHnfo9VqmT17NmOHDoWiIpr9\nAwjqYVCgOLldNl9RdEdGlY9zFsX5Il9FKktUBEPZHc7Crv83wf3EVjyROrtDTPBv8hbFDZCsd+y4\naqzY82W4bPBqXiEEVJHsx8Nmy7Fxuedl7i2RjW3qbqhL8PueREX15N69pWg0ztSr9zvZAXUgTJ5n\nk/NwNLUXgdmB5JzIKaE8/p2pahFXrgwiOXklGo2RsDCpwxgRAWvXZtKjh0wgjxghc37Fi6KM/Rlc\n7nkZ1aIS9HoQXh9LKMrjcCr5+Vef6NiPMotFYsJXrkBdbS/CPapxKyeerWMd/VC//roEd+rTR8IB\nd+7Ad99l8elznzKmSDKpai+ujU8P+WIPeCUAt2ZuGH8bSVGBluzs3XSvbiG81TQAxhm+4YXnnEnI\nTUR7vwVcmI/TFFkpO79GjZKK2/z4eBSHswJYumQJ9evXp0uXLmRmZpK+JZ06vnWIS4/jmOYTIivN\nZDKy+GJtlJka7jVoFVLAvp4CXRH0v9UMV8ekXn/vOmq2Fl2baxgrb0Dz/Y8IDcxt9xqXohqB2118\nesxnUfdFKIpCqLMzv9WpgwaYcesWO9Mf0QTL25vFq3/hZv5WAEYeHEmT2U3Q6DQcHR+DzgaHuilM\n6BFR7quenp7sWLCA51tCcC3Iy9DzWW47FODz8CrcvStZTYcPhxATE0fv3r2xWATJya+TnBzKwIES\n0XHT6eh5/LhcdQQFYSkooFPnziXPAwDR0RLfdHWV9GLggJcXcUFBhKSn0+fHHyW7oaiI9C3pjF4M\nb9z1xIog571o/Humc+qUXGSkp0sJjrT8NGr71qZhQGkptC3bRub+TNCAbx9fngp5ir/e2kX4+NFQ\nZxM52Rq6PKdy8CCSJLBsGcycKTGiceNg1qwSam10qlz0VXc3MGjQV8ye/TEGAyxZorBnz3g2bdqF\nh4cHZ7dvhw8+oPbf9Mh5kuT2A0yoJ4gsLjuchZdDzqOiyELNk8+T3fnfyOKJrXgitU+gPGu3W9gb\n1Rlc81Cseo4mRTCs2UKgVLP+Yfu7vIUlycL5p8+TuVcmshubGuPRq4Bz59qSmbkPJyd/GjeOZNdd\nMy/90ReCHDz4Q1DpVhLGukbUApXcsxUAuOXOP5+oqD6kpW1Cq/WkUaN9BAbKhzQiwpnIyHcoLJQJ\n759/Lq1nyNiXQVSvKOkoRgVRc3FNtF27IXQaPK5ARtzaxxz18aaq0jEdPSqVlvfu0fJuG7n6nFd0\nCJo2lbG6A3cqZqcALP0ki3GZ49CiJfTjUIJHlTJkFI1ClY+rQLYXRZvlSj7+0FDWxf4IvlfINldn\n3/YW6AqCsG/chPvc61i1Ki/7+zPakYg1m828+OKLWAsL8ercGXr0wGqz8c6ECSxcuBC9Xs/qVat5\nO/BtNIqGr098S6bzGYYRhoYI4q7G0ePIy+wcJOXK9T+Fs2pqIPHxkLE3g5S1KWhcNNT7oTV15ioo\nKlzs68OC7TJy4fn3mNtzKn6upbDNs5UqMdPxkhgWGytZLw9ZltXKBzfWIKzJVLtfjaHng/AJvs39\n3WkY9uaR7wJVZlXF4xHwSNiyn/nIIeuxal0R5k1b6BDnhE/eLvLzr2AwhPHpp0cJC6vMpUvpzJih\n0LfvxJIFeY8eEBVVyJIFC+Rv4dBOs/brh1oWPiuOKoYOlat6YHOabBn8WuXK6Ly9Yft21FeGkr49\nHQX4pkkEb4eEUIQg+4MognpmcO4cPPMMrDgmIeFyENT2dIRV4NnOE72/XOxF+ERwYnQkDcd9AQ1X\nkW/W0L27YPt25BJ/6lRYsqT074kTQYgSZ1FZLxmOAwYUcfCgVFvevRs++6wLv/9+FCd/f7h8mSX9\n+xMfH1/hPMPjabOlye0yTChH07PH9bEodhZG9dHOQpjlNvGvs3hyK85ZCNvje1rkF9xi26GqGAsP\no/rKG3psvb/o4FcNF42GBIulQjbVwyjXSwIAACAASURBVBpRZS33bC7nWp7DfNmMsbaRpn81Rdfw\nNufOtSY/PxqjsQ5Nm/7FL1dOMOzPYdiFnTBPqet0UQBXr+LVXrJCykqWV2Q2Ww6XLnUjI2M3Tk6+\nNG5swtOzDS4uNVBVN/z9LXh6ZjN8eCY//FAqk5yxN4Oo3g5H8UYQNX+qiaJRwN0da5v6KAJs2/9z\nZzF1KqxbJxsk7dghe2ePaDwCD4MHRxKPcPY9B5wwd24JD/6FFwSBHkl8Yk3BFVc8entQbWZ5vSff\nPr4YaxtxWz8CtUjB4l9ELX8bzbt/K3c4PBXbqq24v2sm1zefWi4uLK5Zs+RF89ZbbxETE0OdOnVY\n//PP8MYb4OrK/oMHSUxM5MMPJeV0wWcLmODXF1URvNMVrkz+DZVf8MCDKzXbklkJvG8nob8TS34+\nTBhtJ26MjGLCPwvHe8NajIkCcxhMzZ9NdpYrVN1Ps+duMLzx8HLX9WFYGM94eZFmtfJmXGldRLG9\nH32CgngpVjl+9zhq2X+E/v05/bE85oERTgxrFFpuXABiYsiMW4taF+w2N7ZtA5YsoeoX+7l+ahoA\nYWGTCQkJ55df+uHhAX/9JZg1awmLF0vWWno6dO68i7t37xIaGorIzEQTEsLROnV49/p1eb45OTJ0\nBbl6d9gZR9a6Y82aktHl4UHOpqvYMmy41HTBrY4b82rUYGxwMIVCkPlBFKG9Mrl0CdZPGg1mH16q\n/9IDl1QMQZXVggIIdAvENHIfTccsgOaLKCxU6NdPsGGDY4dRo+TN6eQE33yDeP11YpOlswjQSJFM\nT892tGkDf/0lpfUvXoThw+ujTloG1aqRdO0arVuXZ0qVmW6g4sjCbK4gsoiXi1KDS76ssanAip2F\nkwMtqUhEsMRZuPzrLJ7YimEo1VHAUlFkcS8tkoPHa+Kluc89C1gCJQ4pkgU6jaaE7XCuAnpG2cii\n7EOdviOd8+3PU3SvCK+OXjQ53gSrbzTnz3egqOgenp4daNz4GLNOLOPdPRLH//a5b3m1uewgdh7g\n1i08W8mVUkXNkIrNas3k4sVnHX0oQmjc+DDu7k0AWLdOQ3S0pORGREyiZcsNJdhpxv4Movo4HMXo\nIGr+6HAUDtP1lSXcxoPXKSx8RA/Ux9jSpbKFhVYre90Ui6i5G9wZ1XQUAPOcL0DdurJdpoNp8uMP\nCxmTs58q5JOkc6HeyoYVQoCKRiF0cij6p7cQtlnOfdzHPlytvR6qREKhJ5oAb3Lb3sdFo2FjvXq4\nO1bbq1atYsWKFbi4uLBhwwaeCw9npLt7SaOODz/4gMmTJ1O9enWio6Op9OlB/MxwLAxsQ+/z9NNP\n07PN1+zrZkBrU9FmfEdW+2EYPSwE7LuF5aYF1/quVO6Ygpg7F6HAxgGt2LH7dbTaIugxjoXdF5Sr\nvAXQKAq/1K6Nu1bLH2lprE0pLTaMMZtZfmI6QhTSIboD3bt0xbWxF6kJ7rifKyLHHbpMjED7CNac\nmD6tRCwwJ+htLK++AUKwNmkWV9Ni0KkBBAaORAgVV9dtTJsGWq2G2bNns3nzejZulOy6lBSZO1AU\nGZ6OmzABJ62W7+/c4aukJFi1SkJUHTpIXBFZPHixmG7q7i5ZSrt2kabrCICvyzkQQibjIyIYFRSE\nRaikvX8Z/253UZPrYtwQSYihdJlut9jJ2J0BgN8L5ammlVwqcWD4PlqOXg1t5mKzKbz8ssBB4IKB\nA2Wi28UF5ZdfWPZbAaHOAWgKZcdKT0+Z+C+u+G7XDu7eVbDPeJ6Q99fQuXNnkpOT6dChAzt37ix3\n/Ec5CyHs5OdLmpTRWHo9hQnSERgq6yussRBCcNkxh/bHFOWVFCu5/JuzeGIrnkhrkcNZPBQdXE1a\nwaVLz+CmLeJyjhNBEVuoVlfe3MX4YXHRzdkKnEVwcDBeXl5kZGRw35HkS1mfQlTfKNR8lYBhATTc\n0xCzcpyLF5/BZkvHx6cn9epvZ8LeKcw6MkvKePddybut36Vbt1qAC7eATCHwCparpuyj2Qh7eYaM\nzZbLpUvdyM09jbNzVZo0OYKrq7wzd+6UUPG1a9JxRESs4NChSEBGPVF9paMIfjOYmosedBQAml4v\nAOB9GtKT/3ziOQcZso+RqQZ++kkmKsva+KfGo1E0rL+ygTvjh8kP163DZDJx6t1TtKcqZkXLh7YG\nbNj2aLaJ8/NXqJu0nPA1oORCvn86EcY8aCQlp9UET7AqLIqIoIHD6cfExDDGcXILFiwocfhftm2L\nS69e4OPD2YsX2b59OwsXShhydloWb1+QdJYpByczdXAcx0bJnIBxzxaeT6wDbimEt/qcQSQBEDg3\nAuXNUSh2Own9tMzeIZ3hyy/P5dOuQbSq3OqR11XF2Znvakh4661r17jjUEN97/w2RMpB9FY9Y/8a\nS/isGrBpE6f9ZBe94z2sPF/lEfz8qCiyrm0gpz7oNF7Mye8CgwbR9sUXKVStTJ8OeUv6UnhTJSvL\nhMWSQKtWYXzzjYzURowYwfXrF/n9dwuKIokPiYkJeHp68sXYsax2vBEn37hBlqONbtmo4rLZTJEQ\n1HJxwdPhtEXr1qT5yWja9+IiSWUWAo2i8FPNmgwPDKRAqKR/EA0tY8i/Vb+krxRA3rk81AIVYz1j\nCZPxYfNy9mLf0L20fW0bdPoEVVUYOVLWNwIyXNqzB6ubkYFX4Pc1BWC2YDTWxcmplPzg4yODoYbP\nWiDHieRJT/HRRzsZOnQo+fn59O7dm6VLl5bsn5MjiWAGQ3lEyWJJQIhC9PoQdLrSZqCF9+Ri1lDd\no8JrSS4qIt1mw1OrxVwoF5AVOguLg3tu/DeyeGLzcpYwTqE1F4T9gcjidOyn3Lk+AoNGcDzTgx5P\nR9Gxeu8HCvOAEsbD2QryFoqiPJDkvrf8HldeuYKwCUInhVJ7eW0yc3dx6VJX7PZc/P1fpkat3xjy\n50gWn12MQWtg80ubebWRXO41aaIF5HgXAENWAs7VnLHn2Mm79ODx7XYLUVF9yM09icFQhcaND+Hi\nIvHuo0ehf38pJVSjhuzbHBEhGVH51/O51P0SqlnFf7A/ET9ElHMUANSoga16IE55UHBg5RPP+cWL\nMm9pt0tJ6NdfL79PFa8qvFDnBWyqjR9C7oJGgzhwgO96z2CEGIFAkPd2Xe5i5PPPS/tdlLXCwrsU\nvNMbryiwCxfSN0uP9FoVJ7j8OvhFQ5YvLU8EMdwhf22xWBg4cCD5+fkMHjyYkSNHloznr9fzlrd3\nSTL24w8/pHNAAAMUhXzgVGFNavvWJjE5kZXnr3ErHNxTzeTO/5FNP2yipaElo2P90SHYQjDT5qSj\nXLiAxQ++D5zC1avhGH3iGTz4C571vExRUXl5krI2IjCQHpUqkWWz8frVqyQWFLDnguzy1/9kf1pN\naIXeT0+e2R/j/aoU6qH+/R9RjhypeMDp00kYKv+0+Y/jpFngr9ezau5LVKkiNbq+23iD6P7R3E2S\nmluBgSOYMGECw4YNo6CggL59+3L48O8IkYuiyKi9Xr3XcXNz4yV/f+ZVr077ixfxunYNS2CgZDY4\nrBiCal6m4tkcZcZyT8HJS+ChuwbffgvzZLGrRlH4uVYtBvv7Y9c4wcx4PJtms3+/LDmx2yHnL7kI\n9Gz9+O7L7gZ39gzZTadhx+B5GclPmCAVQQBo145fv3uNFCM8FZVDo0ngrbQoN46LC7SelwgdU7CZ\ntfTsqWfw4JV8/PHH2O123njjDeY5zr+4vqJWrfJ6ZxXJfNgtdqy5GhRs6GtVLPNRDEHVd3Ulo0BG\nVBWxoTQFMrJQ3P51Fk9sWo0WT4MnIMBmJsNqRQiVyPODMd+fiUaBg5mhvPHcDapVknryDxfmPS6y\ngFIo6v6i+1wdeRVUqPp5VarNrkZKynqiovqiqhaCg9+kWsTP9N84kI1XNuJh8GDPkD30rtW7ZCwX\nF6hUSUYC5wFiYyvMW6iqlStXBpKVZUKvD6Jx4wMlej0XL0oqvsUiX9QjRsjxatfWkpyczLbO27Cm\nWPHu4k3tX2pX7CgcpvSUD7t+72lsjiKgx9nt2zIBWkzNnTnz0fu+20o+tItjVpPb9ikUq5VP85qh\nQUOVz6rwwlwfqlaFuLiSguUSE0Ll7rzOBG/IR9UpRGvnUGndO+QW6KjrZaXD5EvwnIyGbq7wLNGR\nmzt3LlFRUdSsWZMff/yxHLz1QcuWuDz7LISGcj0+nmUDBvCdELg5ObH18BEG6gfS5/JYNr0gW2i6\nbagC1gFYLBY6b+5Mw8SGZBizWeEUzi+HqmOiI6cGBPHzKllxmP/ceIpcQrDbMrh2bRyPM0VRWFqr\nFt46HbszMhh8IRKRdhSdXcfL91+m8njZm/mvz68DcOh5GwOPboPXXitf1XjxIlnXfie7Meg0nvxY\nJCnHY4KDyclayGefgbOzE3vU/WyK+5XUlM2AQlDQCBRF4aeffqJFixYkJCSUFC8qSg6g4fjxt9gr\nFVd4JzSUT+Nk7uTnjh1JLOPlK3IWaVtkftCnfxDKr44GRBMnygQXoFUUPvCxQ2okOBlx+fYKbmGF\n/P67ZONmn5D3pEerilfiZc1V78r2V7bz3JAr0EvCoB98UFrTc7BSFu1GQraPE55RUGXccSgja1Js\nFwpzYeoVug4upKAAevdWaNbsc35wJPTfe09WzP9TmY+iuzJnpycNpVp4hddQ1llkFkhOcUU5C41F\nOgvtv87in1lZ5dksaz67/2oP2WuxC9if05QpPa/i6+pbsn/ZwjyAOkYjLhoN8RZLhQny+vXr8wqv\nEPqnfFlXn1edKh9X4d69pcTEvIIQNkJDJ1G1+vcM/mMou67vwtfoS+SwyAq7oNWqVcZZXL2KZ3u5\nairOWwhhJzZ2GOnp29DpKtGo0T5cXKTWzvXrpcVM/ftLCMjVtS6KoicoyI7RCH8l/oVbEzfqbar3\ntwV32j6yCrzSCZWMjN2P3ddslk7qzh2J7S5fXr7fcFlrXbk1T4U8RUZBBhMqSe2gUM7g0c2Dqp9W\nxcmpVCnCZHrwu/cvzCX0c7l0y5/9KSvbXAeLC+nrZc7h5VrzMPT1BPc7pMYHsGV7ITdu3OCLL2RO\naMmSJSWid2XNX69nnKenfOEC02/exMvfn08cbf32/bSfG+16UWSA8LvXWP1mfWAG3vjQ6rSElRZ2\nm0/rujICGKVbwsy4NeTlOUGtP6nZ5hodm+9Aq3UjNfV3UlI2lDuHshZkMPBDhIS7jl5ZCYpKx+iO\nNHurGRqDBsstC8rmLOwaCPggDH3NmvImeNhLf/VVSVRhDBrHxoxC9IrCG4EeZGUdpmpVLd9/L1fE\n820/cOtOEUZzO5ydqwDg7OzM5s2bCQgIKIFbVdVO9epdgHBeeaVUPfgZBzNwT4MGDIyOLimEPZ0j\nX+wtPEpf7OlbJD3Yt4+vzB9Mn15aoe6oXTqZdBxiv8THmsx9UUjoyigMnnaWLIGv98hn40mcBYDR\nyciWQVvoMegedBsPwBtvCDZvlrTZOF/YOkePxQ/0p6/Jh6gMI82mqlw0m0ELa5ZpePttufnFF8HD\nYyxLly5FURQmTZrEL7/InvNPLCBYQptN+1vabE2DglW1YnQyVij/oy2UzkLj/q+z+EdWHKY5W5Np\nnzoUl8Jj5Nvgr6I+TO95ChenB5NAD0cWOo2GRo9IcgshqHuiLqMYhYpKzaU1CX0nlNu3vycubjQg\nqFr1S6pW+5LXtr7G5pjNeBo82Td0H02CmlR4vm3ayM8vQDlGlKqqxMWNISXlN7Radxo23IOrq+zq\nducOdOkimajPPgu//irDX43GCVdXmV2uUQMuGy/TYGcDdO6PzgWU2NNPo7o743oLsi+seeyuH3wg\no5qICCnMZqgYQi4xRVFKoosdobmoCvgop2j4Syks1r693Pfw4dLvWSy30U78BJ0ZCp9twqgqsaxo\ntAKLroigTYNJt1eiFnEsqmcgpIusYp88PZ0JEyZQWFjI0KFD6dDh0a1KJ7ZoQWjt2jTRaLgPzO/Y\nkTfffRd3d3dOeLtwrrkGZ3MRdxI/pnqzBAYNqsEY5uCOO0nBSVxvdJGfrk+kLtHcsEWw/8Az4JQP\n3d5mftf5eLjWpFo1qdV07dpb2O2PUE502CB/f+oaFJS72wEYcHYAfi/JvMTZ2TfR2uDIMwrD21ST\nrAJFga++Km3PJgTZt3aQ1Qy0iivrxAsI4JWAAAz5pwEVd/fmvP76WIYMGYLFbmP6dMj4tg05p0qj\nycqVK/PeQ6q3o0Y9Q9eukiH14otQmFOIckq2Ib3VrBknc3OZeOMGBXY7UWYzGkrlMSy3LeSeyUVj\n1OD9rGNB98kn8NJLsl1ir16QlsbRpKOgFvGBRybhzs7EkEuzjbFodCorcyuzyRCKsc6TvxSddc5s\nfmkznQfFQIdpqKpMekf9JaEf7ypmYuYHIIrb6w0eXIKDxuTnY1FVqjk742NwYt48yfiz2yV6abO9\nzrJly1AUhcOHPwJm/o0m1D+TJo9yOItQjdy3wnwFoCuS95TO7d8E9z+y4gkdY5tLLaJIK4QE53f5\n6Lk/0GrKax7pQyQDqfjHg4rzFkKVvahZA3bsfK3/msCRgSQn/8b167KWICLiB8LCJjN+53hWX1qN\nq5MruwbvonFg40eeb48e9QENMUBBbCzOVQ3og/VY04q4euadkkK+Bg224+EhpUcyMmREkZAATz31\n4MtaCIH9fFXH+cAll0voA/RPNnlOTqhdZI9wZec+VLVi3aLt22UUo9dL2ecyRdGPtRZuLXDJcSHV\nN4s/agSjFQXoTkeWbG/dWjq8s2cltCWE4N7y/vgfsKG6aNn+7mDWRa+nwMXONp03awcYWKOVctj1\nchcw7f0g0OcQdzaYnTuT8fT0LBHVe5T56/VsXrGCrx0r4jm7dmG1WnmmRV+JfQA1c01YC1P5+ODH\nvPN0Bl2oTiGFfJT8ESuvNiXMbGVe2Bulg7acR8+nGtK1RlcAgoNH4+7eHKs1lfv3Vzz2fIqEIPHW\nFoRqpn5ifQIaNcPJywlrupX8lTLvoUzwk0njNm0ks8Bmkxik3Q5XrnC7s4xK/ULG81OyfJG8HRJC\ndvYhALy8OqAoCnPmjCY0FOLjYaHpItEDoilKK/3NH1Yq8Pf3Y80aqaZx6hT8MOKMzD7Xr8/S1q1x\nUhS+v3OHb5OSSno/uDoA/PStMqqo9FwltC6O51BRZEjavLk8if79OZYoe0p0rdKKHQ0a4KHVctwp\nlc4LZLHowsLqrF7zz9oD6LV6Ng3cRIOX/oCnFlBUpFD063oqpXfETQeGRs+gOKi9/P67pFULUVJv\nVVzUqSgyiJszR9b1jRkDBsMIVq5ciXy1fkpk5LQHmJJCiDIwVJnIoqTGIq3CGgu7ECXV24EOZ1FR\nvgJAZ5UwpM7j38jiH5mnwYEv25K5pQajBn7P2Ke/faQon5OPE4pBwZ5tx5YnE+IV5S1uTr5Z0ot6\nvvd8dhXtIibmV2JjJbunevWvCQ4ew5QDU1h0ZhEGrYEtg7Y8tg8FQMuWRqA2diAqLw/l/n0ZXby6\niuT8BSiKE/Xq/YGXl1x2m80yTxAdLVmoO3dKueViS5iWQME2iW83rO9ManoqMcWA6hOYrrfktVc6\nbiErK7Lc9uRkKM4Tf/EFNGr0ZOMKIZgyegovnJGsqz+7OzzMH3+U7OPuLuv27HZJXUy9tYbAmXLl\nmjZxNMMvTgPAtnUB63wi+O1l2MH/0955h0dV5f//daZm0nsltAChN2nSLYgFC11wVVCxd91dXeyL\nCjZEdEVcUUQpiqiIiCJSFJTea+gBQnrPZOr5/XFmJjPJhAS/u/5Wve/n4ckwc+6dM/eeez79/bmK\n8koD1qrdjO7UgfC+njqR8L8yZcoUkurpEeDD6tX0WLGCvkYjlk6dKCsv59XHX6X4glGKDG/nLuZc\nMAqz3sz83fOxL1Ab6IfsptJ1it6fqg2YCcd9p9TFnWT60Om+/wshSE9XdBLZ2a8iZf2VwPPO5lBx\nUqWqjvplFK/2r+RQVRV7px/HaIVNveCWIX51KC++qApaNm+Gt97Cvfp7ipROwQ/6ayh3uRgcHU3X\niAhKSmqEBUBFxUKeegpMJj1fy29Ynr2cAzcdQEqJzWbjy1p8Ss8//zzh4SqGYDJB3hJPcL1/f3pH\nRvKah4r8uROKFr1nkHhF/HXxAefEYlHprKmpnNm+jmMlx4kwRdApsRPtw8JY3KEDemBl21wuumIn\noOTi9u31XsKgiAqJ4psblpM25mXo9BHYIyibs5gTJ9qq/hXduqnYicUCc+bAI4+w1eNKq03z8be/\n1QTLJ0yAxMQbEWIeoGPWrGd56qmnfALDZjuFy1WB0RiPyVTz222HVAzCHFYV+AB7cNRqxep2k2Yy\n4XTUT08OYHQohcAYpQmLRsPpLKeydBUAJ51RPKGbwZgu953zGCGEL27h5WqpLSzOvHuG7FeyEUZB\np6WdsPW00aoV5OXdgZQOmjR5mPT0R3jxpxeZtn4aBp2BT0d/yiUtL2lwzqGhEBUVGLfQX7UBJn4A\nbh3t2s0nLu5y3/hHHlFFQ82awXffBWr1ufNzVf+CIyoNs2Nn9btW1w4CnAtXXIEUEL0DCj2blhdS\nKvd+fr6qsn3oocaf9rPPPiPtuzQGHxoMwA8puUiApUsDOsJ5PUYbNhRhf/JOLDngaNeEG5vtp8Je\nQfiJMcjtNxM9/SQOE1z0rYnSjWrzLC/9gU6dfwCdAypHMXToXeeelM0Gd94JwOqJE7Hep9bKof1G\n1l0ZCQ4nvPoK3yz6hgd6P0CILQT7L3akgGUM4+9AqN3B2Y4wv3SI77Rty++iVWyrgK9KSBhBSEhL\nqquPkp+/JOh03FLy3LZPwHqKpJIkuhcMYEN3ydOHj5H3lur9kH9PDOkhfn7ryMia6ul//IPyHQtx\nhYPFnsgruUpBerBJE1yuKsrLNwM6oqL64XJZycv7mFat4KWXVEHiq7zKzm92UryqmFWrVlFaWkp6\nuorNhYWFceTIEWbOnEnPnvDGG9AfZQWcaqE6y92TlsaYhATsno2yc5hS3JylTkpWl4AOYq8KsuGl\npsKXX7I+Q1nAF7pSfV6AIbGx/KuNSkZZ93AxQ+/IxeFQ8a36eqHUh7TINFbcuBzzqLug9TKclXE8\n+uhKSksvVgP694clS1Th3vTptH1NpRH3CBLvevhhePBBRbQ7ahRIOZ6kpPno9XqmTJnCE08oCvhg\nVgWA7bBKYDEnB3cPB8uEqk9YmDyuTVO0JiwaBZfLyooN3Yk1qIv8ueNyThFPjs3WwJHUSZ9tHxpK\niE7H0epqjq3KJ+vuLADavNOG2KGx9OyZzrRpIISVxMRxZGS8zBsb32DyD5MRCOYNn8fVmVc3eu6t\nWtXELWxHNpKXrsgGdR/eS0L8SN+45ctV/weTSe2xaWk157Dn28m6T80z497LAD0xMeWYTLBmzZpG\nz4XERNwXdETnAOe3S5Cyhqdq1iylfEVHw9y55w5o+6O0tJRX73qVYQyjRV4LEs2JnKnOY2+PpsoB\n7pf+6Y1btKi8hdQFVUgBZTPfZmX2GvTSTMWCWaSPK+RoQhFRQs8dsyF5s6IA2bv3AzbP+Rw6fAxS\nz5MvNsAOPG2aSr9q25bur7yCpUULuOhici5RxIp9jp+A7Gz+9a9/8UjvRxh4ZiB6lx5nJyfNYiO4\nH7WhTYuCTdvH+U6bt7sztQmPhdCTnq6IBrOzX65TqQ2wvLCQ7KPKMrpu03Wk3JCGWw/L8wrRl0n2\ntYMbhtetbufaa1VwtrKSIqkssYrQgRyrrqZlSAjD4uIoK/sZKZ2Eh3fFYIiioOALnM4SwsO7c//9\n/2TMmDFYsfICL3DsiWN8+qlSFJI9XPYjPYSA//znP8nLy+P229xcZFoPwF/eGUB5uVK8/p2Ziclj\nxa8sLkZKSeE3HoqO/lGY4utxifbowfqJSrnqt+qQ6hTowW3xyVy/WBEP/jL+EC0HV3LggFKczhcd\nEzsyoHkfGD0Gmv5IQUETrrsus6aR1uWXw8cfI3U67n7nHR5ZsoT+UcFTdV99VV12r7e6U6exLFy4\nEIPBwAsvvMCiRYuCEgiCX8yiWfA4gzde0Sk8nOJqTyZUPW4os1MJC3OMJiwahNtt49ufexPuPuz7\ngfFGJQC+ro+gzQ++jCj/ILdHK/ry2f2qjuLv6aRMTMFuz2fQoGXExsKpU0m0bfs+C/cs4oEVKm4x\n++rZdVgyG0Lv3iqmsUPAgci3cckidLv64J57nS/oWFjoS9rhn/+sqZD24sgjR3AWOYm+JJomd2YQ\nGtoWIdy0bKmEhbsBunZ/6K4eDUDUj0WUlytqA/+H8513FPdTY/GPx//B9QXXo0dP03ubMjRzKADf\nDvV0UPNzRfXvDz26f8d133yJzgXOSeNZGpuPROLKugSdLhLHHSp9dEpGC9oMisewRWUmSbkNqp1k\ndFdptIs/jsBDT1QXR48qPxrArFkkRURwV1QUTa64iV0XqIfuvk6taN++PTk5OXy/7Htur1BxiRVp\n3/Bu02ew4GIx8MbPghM7VPUvYWcoyNcpquxaSE6egNEYT3n5ZkpL19X5/Om9a6B4CyGOEK7adhXt\nbmtCpsVCmUFRkO+bFEbX+jq1zZwJ4eEUd1P3+RNjXwDub9IEvRB1XFA5OSqHNCXlVoQQzJ49m7jY\nOA5wgK0bt/L5YnVPvHT8kyZN4qqrrqKsrIwnnngCsXcPYfYSzhibsvZouo/jSwAOjyBcXlTEnLNn\nA7OgzoH1FrVj9zshFZV8kdKoK3ZWcNvbMGiHjlK3C/nsXoxmyaxZSmk6XxRYC8BkhXFXQ9IOsrJE\noJU8ejQ/emJdr8ycScjatUHPo9MplhOP8cXOnTB06Cgfk/Ftt93Gnj0/A4GZUAC2fHWNzJnBrQWv\nZdGpEZaF2cMbZY7WAtznhNvtZOXGgYQ6d1NiBxmuNqIUoVxKSxsjLGpZFgBdjUpY7E9zEz88npYv\ntMTlqmT37mEYjblkZcHrr8dQztwOqAAAIABJREFU4bBx/wpVUfvqZa9yW/cgVWkNYNgwZVk0HwHF\niScxGuNJPPUqIChcWugLpp09q9JUa2tURd8XkTsvF12ITvE9CUFEhCrO69kzmoKCAvbt29fo+Yir\nlVUUtxEK8lVf4htuUOn8N96osh4bi59//pn9b++nC10QMYLmzzZnaIZHWCR78tq/+MLHBBoZWcWs\nHuOJ2gu22AiML/2LZYdUZhCHhnHhWyc4K210Cw/nrrQ0mj7WFAoSKD8WT0iIpE+fCBY++QS0/gaX\n3czU1+ohZXzvPeWGGj/e5/v6a+fOtM4zUBEBcTkVrJ/3Cfffr+7tjBkzSN2mSAn3hH1Dz11zcOtg\neV9wu7tQVRYOkSehtaKB8NYi+EOvDyUtTTH8njz5UsBnG8vK2HbwAwCGbh9KasdUwtqHMTBXuZy+\nvQyuuTGIVeFFSgqO6y6lrB3ggo+sbYjQ65nosQz8hYXVeoySklXodCEkJqp85aioKK69TlVXf8Zn\nlFaUkpmZyeHDhwkJCaFnz568+uqrGAwG/v3vf5M9X1lA5kuUC2rhQhVr2lZRgQSaeTIuHtx3iPzl\nDQuLCnsF23O2oxd6ejfrq0qiPTGTsl/K0Lvh1T3xpJlMHHNXcdfr6r7eeivknAc7jcvt4kCBSsOe\n2K4Urh8Ohmo+/li1wPDi9csu41lPwSYPPBDgKvWHxaIoUUC5Z0eNgkmT7ub666+noqKC++9fRnV1\noGXhdrixl5sAN6aOKUHP66X56BQWxply5YKsT1iESBXgDonVLIt6IaWL1Zsvw2zbRLkDDptuZ3hH\ntVlHoi7gyuJiqhqgFq6dPuu2uUl6T/kUj/Y20G5eOyRO9u4dQ3n5JkymZjz+OOzceZip66ZSUFVA\n3/S+vtTQ88XAgbG0ahHPBE9CTWbmv0kaqhZXwdIC5s9XWUfh4ap/tX+FqMvq4tCdqjCq2ZPNCG2l\nFkx4uBJAffuqB/S84hZdu+JOicNcAFUbFvHMM7Btm0ra8DBiNAoOh4N7b7uXO1FxgdbTWmOMNjIk\nQ/n315XspCo9WXFFbd0KQPaWR+k8X20uXw+ZhS0shBWH1c4bLoawqYWi13irteJEiuwVibuTmzVb\n1MN199096ZHRg4HjfgHg7X/p6vq2pVQXFGrMNSDZbEZvVpp72K5dfPbJJ4wfP56YmBg2bdrE9mPb\ncUY6uWXfQXRuN2evgMxrmgNK+JH+HbRScw0mLABSU+9Bp7NQVLSciooa9uIpWbsgdyUAIzaOIHlC\nMtItafVvtSn+PEgwJC74ZuFFSeJp0IP1TAxVhHFrSgqRBgMuVzVlZRsBiIrqz9mziiwpPn4kRmNN\nS9PrPBXYG4Ua2y5BrcELL7wQs9lMZmYm9913H1JKDs2ZA0DstQNo2VIlPmzYUFOMNzQ2lonJyWRu\nl8gyF2Edw7Bk1K/5bjq9CZd00TW5K+HjJ6g3Fy8Gaiq3k3tEMcrTbMl4aT5DhkBBAdx8M3XcfvXh\naPFRqp3VJIYYuLEpTBjQGfoqwX3//Urg2dxuVhYX8+INN+Bs3hz27FHUzfWdU7WtITpa3fc77xS8\n885sj7CtYsaMQMvCftYOCEwUoWtVN23W6nKRZbWiA9paLHx5UAnNfk37Bf1+i1QL3BKnCYt68eOO\nG9BbV1PlhO3usTwyaJZP+lbZSugVEUG12833DXS28y/Mk1JycNJB0r9WwuZoTz36MD2nTk2nqGg5\nBkMcXbt+R3R0Bs4QJ69vVCbny0NePq82qP4ICalm8lM2TCaoXAbx4UOJGhCFPlLPib0u7rlLad3T\np0PLWsrliSknqD5STWiHUNIfrWEf9VoWzZsrjei84hZCIK5SG8fehWlMnSq9fXiIbFw9FKD6NXfZ\n14VEEgntGkrKLUqLSgxLpHtKd2wuG+tGelJ3Pv+csrItWCa/jbEC1ob1ZVbhONaeWEuVswLOdiHq\noUocUnJLcjIX+vmR50fN58fNnuYwMcpF9cKtQyF1M1WlYbw7p1YK8O7dkJWluKi9QRKguriafe2U\nsMjftYbcggK2bt3KpEmqAvgzPiO2B4zd56baAAdugNWrn0EYlKkV7vqZ8LabADc//iSDFQRjMsWT\nnDwRgOzsVwDIqqpi2d654LbTO6s3zcqakXh9IoUrCum+3ImlCkrCJcc99OBB4XZTbFS1FqvClKV0\nl8cHV16+CSlthIV1wmCI9gmLlJRbA05x6aWXEhYWRqlUilL1HvV9/nUqTz31FPFxcWR6nPxi4AA8\n4QwWL64RFj0jIvhrejr9PNp69DXnFnTrT6qB/dL7KdoQnQ5WroSSEsp+rqH5GOkRFksK8nn/fUlc\nnBo2Y8Y5T++Dl5a8mcWJTmdm8uCp0H8qIiqbbdtUItRPpaVUuFy0iYnB8Iq6Rzz5pGqDVwtuNxw8\nWPP7LRaVDTxjRgQLFryD2ay40z76qKbItaEaiwNVVbiB1hYLu3O3cbzkOKkRqfRv2r/OWGe1EzN2\n3AjMkQ0UO50n/jDCotqWi714ES4J621X8uRlCxBC+IJAxdXFXBOvtOql9TquFfwti5MvnCR3Xi4t\n8wRmBEcdNoodDnJyFGlY27bvExraRnFEDQary8p1ba+jb3rfX/1bjh17nObNy8nOhp/eArKy0Jl0\nRF8eyzQyKS0XXH11gBIMQOXeSrJfUpp25uzMgArt8HAVBwkJOYNef/5xCzHsahwY+PvKuUgpeOwx\n5QJrLI4cOcKsp2dxPSp+k/lmJkJfI0x9rqj2noDnkiXkfzyJpFXgDjEwofIjNvws+HyvooJAfwun\nU4qJMRiY6icxc3JymPvLXHbvFLjtBszmk9jt+fRNv5BWw1Ts4oWXqwiIJ3utihEjajpCAYu/2MyZ\nNEFYuRNrjNqUPl24kHvuuQe90LOWtQgPyeLMXvCjOYHjx8cjXZ0AN5VZS7mkSVdI3YLDLgKKC/2R\nnv4woCMvbz4222lePnkMTqvzjvxlJHFXx2GMM7Lz7ZMYXJDiWb7njL/t3ElRJ7UJLY8dQu99+2jj\n0Yb9XVDFxd9js50iJKSFL37hhcVioVs3ZZHG6mLJKlEJE/7CIjo6mhkPPUQToFinw9qsmU9YLFkS\nSPPRNjSUwRvUPT8wyFj/3EEV44HaEBMSlGvQ4cD+0ddUH6tGF6YjtEMofaOiSDaZOFZdTW5khY++\n47HHYMeOc34F4OmOBzQPg8jI3rSKa0fvFp2RQx4FFL/ZkqNKubwyNlatkYEDlQkThM/m5Enlnk1O\nVl1cFy5Ucu655yAszMiDqhU99957Lzs9gSzbCaWImilURSu1sNsvuL1oj2oTPLr96KCsxdYida4q\nQs9J5fNr8IcRFj/uewqDDvaWW3juiqU+rd5L91FkLeJqT17pssLCwEYtteAtzKs+Vs2xJ46BgM7z\nOtAlQuU//3j2Z6zWw5jNTYiLuxKAlI4p0B2EFLx4yYu/+ncUFX3HqVOv43bref552FKNT1VZGpLO\nVmKJNjp9xbpeSLfk4O0HkU5J6p2pRPUNzNgwGKIICckA7PTunURRUdE5O/zVwSWX8KVhBCccLWme\nfpxnnmn8oVJK7r77bm6x34IJE4k3JBLVL3B+PmFh26e4/A8cIOll9bTLJydjzmxBZSUs/u4koEM3\nWBV0vNCiBQmmmoya999/H6fTSW/LQHQ7uyIE5OYuRwjBc3d3hYjT5J2MZs1at3dyNcJi9OiAOX19\nXAUS2+aWwUC1QS5etIiUuBT66/rjwsWivXNw6eGVvrChLJXBgw0gjWDZinQVYF1thYxzu6IslgwS\nEkYipYNDJ17jg92LwF5As9Lm9DjSg+QJydjz7bCiDJcOerZSWvnXnoBvMFjXL6Y6DWS1kYNkcuPK\nlbBoEVRW+oRFVNQgX2A7OfkWRJDNR+/xcVqiLBzlKEZhpFfPXgFjrvdkN6xzu3nt9dfp2VMlPJwq\ndpBltWIWgg5hYVRsqyAmT5IfDx+l1M815nK7+DlbBYJ9rpZRqg992TzlnozsGYnOoEMvBCM8SuDi\n/HyuvRbuuEPRcDQmndZrWTQPVS45gHEdx0GHT4hru4eCAljwsnKXXRkXpx66119Xf994Q2XP+aE2\nJ9Q116hidKcT5s4VXH45jBzZmurqakaPHk1ZWRm2vZ6OnGFVQakPvMKiQ6iFT/YpipixHcbWGQdQ\nXaR+cLX4zwa34Q8iLKSUlBaoZu7m6OEBldleN1SxtZhOYWE0M5vJdTjYXA8xIIAp2QQ6cBYpl03T\nx5oSf228r97ix7zNACQl3eTj9N8SvQV00LSgKW3jgxDCNAJ2ewEHDkwAwGp9iIMHVa2FPHCAAwdg\nyifq+x9yHSDWFMhTlfNuDmUbyjAlm2jxYnC6AK8r6vLLVc7/ecUtwsN5J1IVko3LfA27vfGFfV9+\n+SUF3xUwkIGIUEHGtIw6Yy5Mv5BwUzj7Cw+QfZ3Kcw8/Bs4oM/qH/u7zDhUcagVhl+GOl7QICWFS\nak0HPbfbzb892vOtY26FzSrSePCgasQzutNwIvoov/c/p6sHlD17lDCOj4fBg33nkm7JziSV1HBl\neiSDkpMhNZW8khLWz1rPSJdSn9/DyrE+kB8Oa07tJ69aBR9p/SNCCFYvWY0pbQ0Ay1fU39Y3PV0R\n9OXmzMaVrbTHketGYEowEXt5LAc/OI3eCVt6wZOdWyKA1cXFVNYTfyvOUTTiJ0paoBMGxlRUQEUF\n7sULKSvbAIDF0oqCgs8BHcnJE+qcw+FwsMtDG5JTmoNE0k62o2JZIAOyzhMJ/hF48cUXyck5rayL\nTDWua3g4Rp2OvE9UxfmGvrC0uIjyeoLEe/L2UG4vp3l0c1IjPPd3+HAQgrKtSnOOvLDG/+l1RS3O\nz0dKyWuvKU6m/fuVZXAu+IRFmGp2BDCmwxh0Oh2lF09Ap5MUf5pM+MkI+np9rt26qUpUp1Px3Pgh\nGIGgl3l5/vwMpIQXXphAly5dyMrK4tZbb6X6gLIQzfWwy3uD26byfZwqO0XTqKb1UtzbStT1qdb9\nZ+MV8AcRFsdyvyHeWEaxHa7pGqjVR5gi0As9lY5KHG5Ho1xROoMOY4LHTDZBk4eU5uQVFtvKPWX3\nngdsQ/YGNldsBjvINfVbLA3h0KE7sdtziIzsx4ABL2ImjELg6Oad3HQTVFcLhiUXMdBd4Gv6AmDL\nsXHk76q7V6s3WmGMDm7ie4PcnTsrreN84hZZWfB90QVYqGJC1TxOnXq90ce+MvUV7kVl/TR/onnQ\n3gMmvYmLWyghsaJvzVPjumkEWCw1oYQTAyFBseLdk5YW0Ojnhx9+4NixYzRt2pQRk0fAFhX/cNh/\nQUqJQWfgjtsMgJu1y+MpLKTGqhg+PMAFtXHNAQ5mGjA4JPcP6suktm19wuTg+3vpSEc66BIpAD5O\ngz4prbG77Kxa5dm8I+y0bDkKh8NB0/IcMJVz6ICRU6eCX6PIyJ5ERg1mf0kF7vJDRLiiGLJrCEk3\nJCEMghPvKSFUMjaSDuHh9IyIwCYlq4LF31wuisLVrvVD6EAuj40l4Xrl/iv/7k3cbiuhoW3Jz/8E\nKZ0kJIwkJKRu7vPatWspLi4mNDTU57LsQheOP3M8sL+Kpy7GMHgwlZWVPP7440pYtPG6oCJxVjjJ\nma3SlPKGh1HtdvNlPc/gTx6Kj37pfgHclBTo148ylyrI8ycPHBgVRbzRSJbVyp7KSkJDYf58pfy/\n/bbqKxEMTrfTlwmlLAvFrpASkcLg5oNxJm4lY9gOcAtC385E7295Pf+8ohj46isVJPEgmLC4/HJV\nA3X8eCI7dw4kLq4Ln376KRERESxevJgPNilrwZwWvObEW2Nx4ITKrBvTfky98VCvZWHTa8IiKDYf\nfAaAY45WpEQG+vyEED5XVLG1mGs8rqgGU2g99yL2klhMCeomesv8D9KSqKj+hIa2RkrJ31YqjVu3\nScfJvSepDBbJbAAlJT96+meH067dPCIjDUSbMwF49ScTmzer/O2p96vF4OXWATj84GFcpS5ir4wl\nYVQ96gk1lkViogpYrl27ttFxi9mz1d+xLKLljhIKDs/Fbj937Adg/fr1xG6MpQUtMLcw+wRvMHhd\nUcvkJrxbkWm0qrr2CQtXT2iWikWn86WB1sxRTfK2224jrFkYIioD8uOxhFZSUaFa3/71qtGI1itx\nO43MmF3ky7Cp7YKa90sWbj20yq4gPiSUERkZhF+oNhPL/nAEgnvcSujN22pgfJe7oSyVslNNwVgB\nBW05c0ZZC6fXHoP0NQB8/3391+pY5G18pJgxGLHlOkIcISRPSKZ0SxnhBx2URsJl4xQT7DDPOg4W\nt3Bv20xxJ6W1r4y8mBuTklR+c2goJVK59iIj+3HmzDsANGnyYND5eAvxBvoF/Xsk9aDqQBV5Cz39\nOPLzVdGNxcLtb7+tepfPm4devxFzV+VqSiyO4OycszhLnET2i6T/EGUt+HcB9Mf6bGWp1A7guoeP\nogxltfsLC4NOx3A/VxQo5d9LGvt6PXrNkaIj2F12ksyQGN01oBHRuI6qqLKg32MQ6SDvl3D/8h9I\nSgIPGzEPPeRLpQ3Wd9tgqKHE+frrSYSGtqN169bM8WSQzcieRznlmDPqFvsVOxycttsJEZKVh9QE\nareW9Ye9RO0Pdk1Y1IXDWU6kUxWKdWj516Bj/IPcA6OjidTr2VNZybHavP8eOCucOAqUy8BLEQ7Q\nISwMEw5O04TQBHX3vzr0Feuz1xMfGk/bQrVCahOuNQbHjz8NQJMmj/iaGCU1VZXD84sUn9ELL0DL\nMWqTKPymELfdTdG3ReR/ko8uVKcaGZ0jA8trWTid+2nevCnFxcVs27atwbnZbPhaUd55wRYMVdBk\noY2cnHcaPPa1qa9xI8oSyJiWgT6kLnmjF15hse7UDtyenyE8UcrQ+AKIOg5XKm31L0lJxBprLKi8\nvDy++OILdDodEyeq7KKWt7T0WRf79n0AqMyrgcNVDOhfb1Uj9+9XHCl+LiiAzSZ17r4eI8ii13Nz\ny5YkJHWkqbsZUmdjAmeIt8CRI04SzqYgjqr5ixZr6Zt6CVZrT1q1GoS1woowKu3zq+X1ZzA9dczF\npmIIQcfwNcMJ6xJGeJdwNs5SEmTLFXoGJyq36lV+wqJ29Xf5lo9xhYO9OJQqfRMVq4uIgNGjKfXj\n7nI6i4iI6EVkZF2+MqvVypIliobk9ttrSBEvekwRSx5/9jhup7umGKFPH1q2bcsjnqKfRx99CGNH\nda9Orwzj1HRlUqU/ms7ohAQMQvBdURH59lqZadQIiwDLAqhsfxVuLISIHExhgS49ryvqM1/pNfxd\nER8wa1bQxKWgLijf+dqNxKgzUmz9Hm5Ssb1HHqnVKuTBB1U64t69Pm3K2/SoNtvsjTeWIYSbdetG\nUVWlBP6oUaO49NJLqZRVfMqnmNvXrTvxxiuaVh/ibMVZWsa05IKUC+r+GA8cpR5hYdSERR2s3fcc\nFr0kq9LEpZm3Bh3jH+Q26XRcEaseuK/qsS5yP8wFjzvVP6PIUX2UlqhUzOyQoTjdTh77XvHoPDnw\nSbq0VU/ieQWOgeLiNZSUrMZgiA7Q8jr2VBlVpRwjM8PJuHFgybAQ2j4UV6mLktUlivkWaP50cyzN\nzx3UMpkSMZnScLkqGDtWPRz/PFeHIg8++0xVjHftCr1mqo2/yWLI2/NGvUy0AAcPHsSwzEACCZg7\nmkkYWb/VA5ARm0HL6KaU6Nxs9lKXeNS5rw99A5nrYKjqp3CPP7cJMHfuXBwOB1dddRVNPAHXxNGJ\nuLeqByvn1Fe+sS/cdSGEnaXwdCo/6D2pmX6C58yxAnZ3UNfy7sE1VPKT+vShZzNlgZx2b8asdzF2\njJImU56YQni2KmJL6rKTB+5ULsvqaqXAGM6o+NB3K2XQGoBfSkvZd1DFW6491pcoaxRJN8bjqnYh\nP1WuptSJKT5loFt4OCkmE6ftdl9vay+KC1W3qMMVbRmVkIDFE6R2T7yJUtWryxfkbtLkwaAKxiuv\nvEJBQQHdunXD7Bd0PdLsCCEZIVizrOR+lFtDzdJfWQGPP/44iYmJ/LxvHxVhNrDqKHu7iurj1Vha\nW4i/Op54k4khMTG4qLEEvMguzeZk6UmizFF0SOwQ8FnZcXVPIuVelX/qh4ujo4kxGNhbVcV+zwbb\no4fiLCsvV+6o2vBlQvkFt72IscTQrenFgJv0/gvo0kWxOnszZwEVjPayGD/1FPlZJRQWKrnsF0oD\nIDFxLxdcsBK7PYT582sUpmeefgaAxSymPEg7Va+wEPlq/YztMPacCqFXWDgNWoC7DvJyPwBAhl0R\nlHIcAoPcAFefI24h3ZLTM0/7/u8tzAM4e/YD2qCyH3ZUOflgxwfsL9hPy5iW3NnjTl/XvPMRFlLK\nAKvCvyjqoou6e17t4Jnxh3zFd/HXqPmfePEEVQeqsLSy0OTBxvFtRESozW/ixP5ERESwdOlSVtR6\n8Gpj1iz19847QVzYB3n11eirIfmDPPLyFtV73BtT32AcypxvM7Vun+9gGOhQm/bybkZlv69bBwUF\nzP15GQzNgTAX8aejfD1GQF1Db/9jbw0EgDnZjLuyG7gFEZHHfL0j+jbvScpAxTX0VOSkOi6od5dv\nptoC6aequSCt5rp2iY3lUqu6x9+widx+cO9jj9CiRQv27NlD5R4luEPb/sTw4WrDOHXqClJT2+Mo\n2wOWE1SUWIKmdD67bw0U/IhBZ2LM5/eD3olj0EIOfJpDSLkkqw2MubiZb7wQosa68M+KcjopilVV\nYSsiL+Yvfiy7Fd0icIWBqQCqqw9jMqWSkDCqzlyys7N58UUV+5s+fTrr/HJ+l361lOZPNwfg2ORj\nuNd6hIUnjzoiIoLnnnsOPGR/hqNhDD6j0rnTH0n3pUuPT0wEYEEtV5TXquib3rdOaqi3viKSvUqD\n8YNRp+Naz3Ptb108pnQ5ZsxQ3SP9sSdPPafKsqhbsxCZolr1ysJVeNuKv/iiEho+DB+urNLCQvb/\nQyVStGsXmKkIikDwqquUMvDuuz6CAnq06kEvemHFyvQfarWExBPcli5On1b+y/qyoLxwlivTx2nS\nLIsAZBdsINVYgNUFV3SZVu84fzcUwBWxseiBtaWllNTqflf8fTFVB6owxKpgp7dgRkoXublzfcJi\nY1kJT69Rm/zzFz+PSW/6VcKipOQHSkvXYTDE0qTJ/bU+ywQswHEGh9UspLhr1CZR+qOKPWS8mtFg\n1zsvwsOVADIYjvPUU6rd54MPPog9iDsAlIX944+qWtzbuU5MmQJA2peQt2VaUBK8vLw8quZVEU00\nxq5GYq88dxEWKKqWIeuUy+W7C2JVorrLhevJyfx0dgX0UPEo+6K0gDqJtWvXkpWVRVpaGldccUXA\nOTOu7w5ZrdEbXRw/XkOx/dBItXP8XDaGoq4XBRyzrlyZlV0rA92UboebzkfV7/iBzXzdwUhGxsO+\nHhlu21SI3MVx/XeUOQp56SUAHcXF3owZlTu79OvAXeu0zca3O2YCcN3J4cSWJcCgtZyqfJaDn6kU\n0vxR4cQZAxMXrvJYyP5xC+eWdZRlusAFBxIuY1B0jfLh45/yWDZpafei09VNhnjsscewWq2MHj2a\nQYMGsdaPC2np0qXEjYkjsk8kzjOliG3bFYVAn5rsnFtvvZV4j/DIOHuSTCqwhxpJuqlGcF0bH0+I\nTsePpaWc9NvFA4rxasFbuR3JPhVYrrX7j/QKCz8l8NJLVfwiN1eRXfpjT65Kw20Tk4rZHGgKSCk5\naOkKuhBO5W+jaefjjBun3FA33eTXF14IVR0rBPuXqIBFsIZHlZX76NfvS2JjK9m9WzHIA9iPljOB\nCQDM/PBD8mtZWnsqK6F4OxXVhWTGZdI5qRYJXC24yj2WhVkTFgH4aZ8KMB2xpZMek1nvOK9l4SPg\nMhoZEB2NU0pW1MpVP/WG8q3Gj1ALz2tZFBevwmY7RUeTuhnf553kTPkZLki5gDEdVMVup06dANi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example03: \n", "# simple transformation (identity) between neuron ensembles\n", "\n", "import nengo\n", "from nengo.utils.ensemble import tuning_curves\n", "from nengo.dists import Uniform\n", "\n", "# create network and ensembles as part of network\n", "model = nengo.Network(label='Simple Transformation')\n", "with model:\n", " # Our ensemble consists of 100 leaky integrate-and-fire neurons,\n", " # representing a one-dimensional signal\n", " A = nengo.Ensemble(100, dimensions=1, max_rates=Uniform(200,200))\n", " B = nengo.Ensemble(100, dimensions=1, max_rates=Uniform(200,200))\n", "\n", "# simulate 1 sec \n", "with nengo.Simulator(model) as sim:\n", " sim.run(1)\n", "\n", "# plot tuning curves \n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", " \n", "plt.figure()\n", "eval_points, activities = tuning_curves(A, sim)\n", "plt.plot(eval_points, activities, lw=2)\n", "plt.xlabel(\"Input signal\")\n", "plt.ylabel(\"Firing rate (Hz)\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# create input for the model \n", "import numpy as np\n", "with model:\n", " sin_node = nengo.Node(lambda t: np.sin(8 * t)) # Input is a sine" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# connect network elements\n", "with model:\n", " # Connect the input to the population\n", " nengo.Connection(sin_node, A, synapse=0.01) # 10ms filter\n", " nengo.Connection(A, B, synapse=0.01) # 10ms filter " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# probe output: \n", "# Anything that is probed will collect the data it produces over time, allowing us to analyze and visualize it later.\n", "with model:\n", " sin_probe = nengo.Probe(sin_node)\n", " A_probe = nengo.Probe(A, synapse=0.01) # 10ms filter\n", " A_spikes = nengo.Probe(A.neurons) # Collect the spikes\n", " B_probe = nengo.Probe(B, synapse=0.01) # 10ms filter\n", " B_spikes = nengo.Probe(B.neurons) # Collect the spikes" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building finished in 0:00:01. \n", "Simulating finished in 0:00:01. \n" ] } ], "source": [ "# Create a simulator for the model\n", "sim = nengo.Simulator(model)\n", "# Run the model it for 1 second\n", "sim.run(1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 1)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Bc3Fdk+bNm2hWTrqlSvi36sABXgKMGcNCT2789htffJs2cRl23jygRg0GYOIn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the results (part 1) \n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "plt.figure(figsize=(10, 12))\n", "\n", "# Plot the decoded output of the ensemble A\n", "plt.subplot(211)\n", "plt.plot(sim.trange(), sim.data[A_probe], label=\"A output\")\n", "plt.plot(sim.trange(), sim.data[sin_probe], 'r', label=\"Input\")\n", "plt.xlim(0, 1)\n", "plt.ylim(-1.5,1.5)\n", " \n", "# Plot the spiking output of the ensemble A\n", "plt.subplot(212)\n", "from nengo.utils.matplotlib import rasterplot\n", "rasterplot(sim.trange(), sim.data[A_spikes])\n", "plt.xlim(0, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top graph shows the decoded response of the neural spiking. The bottom plot shows the spike raster coming out of every 2nd neuron." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 1)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WI6x/POcie3uYNUuC3F69YOdOXF3hyy+lBA3IlmM9ekiNsfbtDMqKnDBLvSg9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\nT6G4spiPd32Mq4MrV7e52soHo5SyqvJ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T9QvKK6+oDN0yvPce/P23aiCxd696LjkZbMxs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\ne1rGVq/HeHP2Scbr2Vvjq/Fqx5L012qlm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the results (part 2) \n", "plt.figure(figsize=(10, 12))\n", "\n", "# Plot the decoded output of the ensemble A and ensemble B \n", "plt.subplot(211)\n", "plt.plot(sim.trange(), sim.data[A_probe], label=\"A output\")\n", "plt.plot(sim.trange(), sim.data[B_probe], label=\"B output\")\n", "plt.plot(sim.trange(), sim.data[sin_probe], 'r', label=\"Input\")\n", "plt.xlim(0, 1)\n", "plt.ylim(-1.5,1.5)\n", " \n", "# Plot the spiking output of the ensemble B\n", "plt.subplot(212)\n", "from nengo.utils.matplotlib import rasterplot\n", "rasterplot(sim.trange(), sim.data[B_spikes])\n", "plt.xlim(0, 1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }