{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":59093,"databundleVersionId":7469972,"sourceType":"competition"},{"sourceId":2378330,"sourceType":"datasetVersion","datasetId":492658}],"dockerImageVersionId":30648,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Spectrogram Creation Using GPU\n\nThe main goal of this notebook is to create spectrograms more quickly using GPUs. I encountered this problem when trying to create and optimize new spectrograms for the competition. However, the more features I added, like bandpass filters, notch filters, etc., the longer it took to create the spectrograms, making experimentation very difficult. It could take over 2 hours to generate the spectrograms.\n\nIn this notebook, I demonstrate how using a GPU can reduce the time to create spectrograms to approximately 30 minutes with acceptable quality. It's possible to improve the quality by adjusting parameters (nperseg, noverlap, nfft), thereby facilitating experimentation for creating better spectrograms.\n\nMy main goal was to create spectrograms that visually resemble as closely as possible the spectrograms used by experts for classifying competition categories.\n\nAs shown in the competition data below, there is an image of how the data was classified by experts:\n\n![image.png](attachment:f3d57b7d-c3df-4421-a9aa-ed9f542899f6.png)\n\nOn the left side, we have spectrograms with 10 minutes of data, and the central point highlighted with a black line represents the 10 seconds of EEG data plotted as signals on the right 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M9kLbvr4+hFHvu3wQA4JQz4AKoABYY/IHWlE1gULgAtUNAL0BQItrm2UL1SO8VKbjCntM26hVL+/xlb4j/LpfJhmUvc7rZfI2WNACnFHogDDaiGJK+QAegHip//9x/ud8drmU9VpUB8c/08LSbfSHG/tqwM2/V8eFa9RlQ6HMk3GZrVdaUAQoaQd9AEh2jclsH5E5BsCbJtO/UuaEmMwFPlgC1Dza1sr0jVuIpc7AdjfqQtlRmaYxawtAHXjdLyKTXyjTsUpmcFwG6PGgv1KmT7W1HXZtx41A3ILOPhGbp1Pcs6MHni2WyuwcsdCNvVBwm1fJ5JTLnCEZ1MLDYzKANwrjSXHlrKpV1ryor96tkekV9xXLuH29PZBYaxVm7ACQAtKAPSow47YLx5fIbF8ucxCgWweCg9ar9c1lmqKBOnmmD3hP2jGQGwkp/4VqD7TNm9QrpsJpXTTi9sEyN86Q6TPb9iEKHuOesY5a2Q8Fd6lVMVvNbvDL/69meOihhzyoauxxy5cv1xNPPOFdqOPxeNrDqqurRf7GpC5dutQv0mpM/v/1PID31KlbHug///xzTyX9Ne3HuGhsWrlypRoaZ40tK5gPBYVFgc2bN2/QzpFIRK+//rqXvzF9Ash88MEHwdOlfE3bZs9u/Pd66dKl4jF37tyUZSZ+AAh///33iW//2//vueee3rVjxowZjSrr448/Vl5entauXduo/P9qJrwR9Gk0+p8d488NNSD+c9MWA7wnzzhCZ1x5la666mpdP+o9bfb/s1O8+nmAxwTH5McEyyQNRKH85C+T2TVkJ0DAAddX/karvvA/AITqYyplOtXYiROFDBetDyZm34jMNsW27F3jMn1iVr17vS7fsz7UoBji1sJNDBwBdfyPyxXX8BQUmLEy3VbLtPcBBsXs1ZjO11OaVr2TQutzdfQr78lcuEymx7cybYpk8hbLbDXXTu64+GjnoT5M4W5k0t8qJnMsbmFf/cG9mItb128PkInahMsVABtYoy5LV6rTxjW2nSiQrdbItCm3MIJ6QxuAQWACN263VTJ9YxZgcds61y9uWcqlXrfWqY/3S+avPmxSz/P8ul4u5d4T1il6WYWVXXTjVVk67Za+OkBf6nB9pI5frZHZdqV1FQONuGaBZVTUvaplmqyX2RmgKbRtBibpa9QuVLH2Gy2IofQBh5ybdnWSTPewjJku02yd7YuHfYilXQWUWSXTb5FtK2XuXC3TPSTTEriLyPSK2TIZU9ib8QW89fPVuE5FMn0iFmyxmZkokw3I+youNsBGgDEhAHfHlf19VKYkJpNVaCGtk68qd6mS2T5m21WA6hf1XLpeHwD42AMIZ4x2KreA2Hu9tdfAYpnDVqvgrhItUQ+d9sxLMi/WweljkjlKyq+uc+OOjNlwAVy9Z36nwoltNOK2wTK3z5DZ7hvrBj89bhW8QXHbBuzUl5uGJTJm5s+9JqQ87l8FvFNOOaUexPjup0u///3vvbzp8rjPcnNz68v9v5jQf/jhh/8TUFi9erWqqgIbcroGJXles2aN5s+fn+STTW/R9k8//dSzxdlnn73pgy306swzz2x0n2yhU25WzLffftvo82MLJmzgqjHpm2++EQDbmPS73/3OK7tt27b68ssv0x4ybtw4Ly91GTs2za8v+aWQjwfnaCh5IU7G6OuvvxYg2VByZfPc2ETeP/zhD43N3qh81NXVBdBrTAJqAOoFCxY0Jvu/nGfIkCEeQG7YsOFfPvaXPOA/A/Aa2WIP8FCLACnggrgw4ABA26raxpChehHH1o54qlKrFDmIYOJsErMAgzKFGxUlELcjoEY+Jncg5iAmX98d908ArQ4gRvkwQUwekzl1YVIErL70wfN74rNm2Pg+FDcUmqOl3JfDukIPanztYGm90SvhPyjrsCqZgtk2bhAXLOCG+5BnVDjcxdQRxRB1p2tY5iQ/Ro4696SONVaZ6uG7LAdUyfzZj686QipYUqw2y0ot+BFfiILUtcJCMq5kygXWAFigZ3cUrbhVwFAPUdZw+ZKXz8mPzVDzUMg896yvpgIkN0hN9/9R52iUZmqAbrzK6NJbOugG3aZT9ZK6zlohs1fYqkbDfZChDOLaOFdr+jQqk7XI2gCF6bhamZ611h7YBru2wgVfbdVMlESgmPi9nLky7UtlgGLqj4JHXfNKLbj0mG1du9wkDK6RaR6ysY0FVTIDwzK7YdOoBby9ohaqGV/cJPTw8x8XtjGO5kuZlqXWxcv5UAaP8scj0H+n1GRijbIXRa2abIpk+tfK7BCVyV8js1PU1ptxiXoJ1AGWKKaMceLkUJe3KpIx38h0r7U3E4yV3lKHWWs1R/108tTXrfL3vD8Gi/2Y0DviMmfXeP1WOK6rRtw8WOb+GTL9P5T5U1TmlJivwhKHGLXjjHPj7m6yppHfysZnA/BwAaKUzJo1q8EDjz/++PoL++TJk9PmHzx4sJc3bSb/QzdZ8NxYYGpMuUzOuEQo919RShpTNnkotzGT5y677FJvt3RlA4DOFueff366rD/rs/POO88rvzEHUxfAuKEUDocbDc9OOWsMxBcWcgNmvJ+GbKgOfO7s1pi8J5xwgpcf5fitt95KewhqnCv7nXfeSZs3WA+OaSjh3nVlT5liRZN0x7i8jSnblUPek046yf27RZ65WXF12XfffRtV5ujRo1VQUNCgYtqowpJkIsauZcuWom7/yem/D/BQqIAMoIdJFxDywASwK7YwQuxUm2ob/N660rrwgLbtozbWCUBAuUIdutOHNiZUFKUdQl7smjfZMpECWLiEUUde8qGOfEAUkzmAiWtunh/P9BHQMlOmaYmdvAHGU6SWL2/QUN2q0fHTVVnRVFPDOytnBDFZk2QKam1cISoZ4IEqBagCM0AndQWyaDtuWNpNjBzwCBy1IPB+rl3ocXTItgmw6SN1XrlKnWastXFdQDGgRjm4FCkHSH2lDnJRKVGlnJsXeCbODjs7+AJigBHgBXWPBRiAMnZAaRptoarpni/obD2jB3SlrrqhpS65paPe0O/0Rz2nrtNX2PbQb8QrUg4uZ8CGxRQd+Z87tpkye4QsxLPQ4fcRmwc74I7NrpTpUGGhCPc556eP81fJdF0jc7dff/p1/7BMFgtsXpfpNtu2EwV212KZrcstbAKIlDEwbsGZBSmtwhb6AHrAp13ULuTZu9wCFbFqW22wdsSegCbuTvIyJkZJ7YvXKf/9GpkOMasoA3e7o+gVyRwR3TSGusbt+XGbUjduIHjNWGvDwpLldjxg+4FVMh0r1GXZSpVXttTZs5+14/Ft/7xlvnJ5S0zmmFUyl6xT4TudNOKvg2WeQsH7p8y5MZmzYhbS9620wAygc1NB6EH3hu/w/9ULG7FDgwYNqr9Yl5bW/95M0qLcxMjFnXiTdGm33Xbzyu3atatisSSbmgcOdpMFz6hi6dInn3yi/v3764UXXhBwkS5dc8019W1rSKlhg3bOf/3113sxMkuWLElXtAfG5D/44IPT5uPDYPvSZSamzOV1gIeClc6thUuqoba5c15wwQVe+Y0BrAEDBnh53bE8P/fcc6qoqAi+5cWxYeeamprN3k/2D78dTvsee+wx1dbWJsvivUf9Lr74Yi8v7upkiTKC7jjKRQluTNsI9id/7969vXGUrHz33ssvv+zlJT9xmYmJdgdjqsjnHol5E/9nDLu8uDAbSi4vz8lScXGxqG8wkbcxamLwmIZe//gj8di2nXvvvXfS7Ig/xCy6RGjHVlttJVTcxqa77rpLxM81JrGIo3379lq0aNFPss+bN09cN/4T0n8f4DGBAl7AAG5XJlbABXWqoMJCFRNU77hMCyb2sTYfQLF9XCan1i5MOCpuFxngWsXdx8SG0nOEH4d3TtyqGkAQEIKa8pyfB9cgkLQdwf4x6+Za6k+uBNofFpHJqbYTJXlPllo/WuoB3tnhZ3TNhnv0XXxP5bwwX6bFROsuxqUKMAGUwCPtYqUsihZAi1IIAAIbQBauUw/QgNkpMrgPOQ4VCOUK9+thMbWfU6S2q4stKKE0EsCPWklebIjtUB8/8xdAYIOtIzLbV1sApu1AHys/UdM4L8fyQMHDJYnqCGS9Zuufd0SFjtL72ic6Vu2n/qBLl12jydpFl+gRtftunY2pA14+8GPOgCvPhR61wErMnJln4+wAaNpJe5ybGPUSlZEFLiwUQIEEhIDVHiVWEb3dh1NgC9e85yIdLdNhmrUtALuTr+YSx8cDUEVVG0z8HS6bMpkdNtr+HxC1cWo5lTK7xiyE4QoGCBmT2ABbeotv/L4cHlfPisVqMXWDTPvFVj09hBg82rdC5qjopr5lzOLaRdXE3QrkubhOwgVY/LJXXOaCuEz3VR6wbrd4lmqrc3XOhlEW7oF02l3Bzcu3MsOXyHwQlTlrsgpfb6sR1wyWeY5FFqNkLozL3O6rvifEZXaPW8gn3pE+7rTlL09cQLfZZpv6i3VDsTqsUnMXdiandGngwIH1eZctW5Yua30+ym7IhXPjjTfW5x8/fnzaclkp6erbUNwLbjKXF1c0k0KqtG7duvq8+++/f6ps3vsAhyuX53SJQHCXl6BxEosBULNSJVfvhiCa43H7Un66ODjaRqA+EJ1YX+LLyss3/4lJV1/gqqEU7Lt0CjD92qNHD7FSlj5Mloi5SgQ8V5dk+YPvoTqRd4cddhALatKlYJ8EQc4dg+LMjZJLrg48N5RQ0F3+xoCMy5uq7KKios1iap1CyMrNxiSnmjYEyV999VV9vVMpeNwwsYCFRHmMqZ49ezZ4YxisJ+3ceuutg2+lfM3Y7tatm5LFBPLem2++mfLYX/KD/z7AA3aYfNnugokeEAJCmGTbhezqUlQvgCGXbUi+smoXyk9/JtYSmTZVMvvFLOgADQAGqhnwBAiingFaBLhzPo5l4uTB+XgP9Sw/LNOj1kLTtz7kkAfYJLYPpRB16iyp6fOVOkvPareSH9Rr3iLdqqHKfpaJv9gCDOCFWsYEiyJJPVCzmgMxcQtSKGnkA3o4P/U9hLizz2Valts2YAsADyVw24j6rpmr3mULbbm4VnH5cRznARrZtuS9OsBhKxNUJ9RCVuUCx4A09dhjg8wxYQsdwCVKFStwATzAipWsD9XZFzf2NVLWNTH1rZqrnqHFMmPjOmD9V3pXx3iAl/9tlT0eYP6HD0aei52tbEJWEdyDeLm1MjvELUg6dzAQBVDSXzwAYN6jLdSTuhOHhzvXgSzwTj/lFMuYGTIdJ2+yZe9auwIX1zA2xzYDwjJ7V8scw0RJPGLIqmn9qmTyK2WaYRffndrFVxCxAQAMoGMzFmswTu6KapAmqe3SdTJdP7bb+aDKHsBK3QUWJF0bUB8Zd6yuRtkEoLEzyibHsLhkr5iNnWuyWKbdag1aPlnlaqnTi16U+dw/9gOpQ7RIWUO+UN6Y2epQUSRz4QcqfLeVRlw/WGYULtpRNo6SccJ4ZUsdQJgFGaja/aIyOY2L9fpXLlYAXq9eveov1g3FOznlgwsvx6ZL2223XX25kyZNSpmVmJngxMXK/HQpqMoxgaVLDmgov6GtCd544436euB2TQd4tMfV+YADDkhXBZWVldXn5Zh0iTgiV65z/TYEeLgYOaYxrikXF5lKJQVW3Pndc7C+6QCP/A0lVqK6clErUyW2tbjtttv04osv6uSTT/ZsmJg3HeA1BCiABvVAvb799tsTi97sfxYpuDo//PDDm33GP/8O4AWBF4UrXQqFQvX1SGXrIOChtLp6H3TQQemK9j4DUl3+9evXp83Pqm6XN9UNThDwrrvuOi8/Nw18zxqbOAc3oI1JfF+23XZbfffddz/JngzwCEEgZvOmm27yVvD/5KBGvkE8YkPjLVjUfx/gAUwHxmU6Rq2KRiA8agwTPttdsDUJEyJwlMfq1IV2KwygiAkdcBgUsuCFUgEoobIBEbg1gSgmaqCleUTm4KgFCBQ2AAyIAAhw4RH4z/+8/40PVoAFrj7qACDy+mAp65WoDgh/qe02zlKTqSH1qlgk84If1I8ayAQPGDLJowSxmpLg+ywC+OM2JguIcfFmnBvVaTdYSZwAACAASURBVBD7+30h06fGKpHAKK5WgGWw1G/ZXPWOLrQgxLEoldgLMAL0WDBB/B2LQ66ulukZkmmzxm7Xgi1QBHFD7hO2Sh72BQgAPM4B3AAKj9epVyN9sLxV6lm1WDtrqswbcW21cLXu1rW6VCPUfOxGa0+29OC8qILUif5hsQzAw2rYDmEZgv+Ja8NdSV2wM/YhD31G37k4QtQ37AjY476mbTzI33yjTFvGQrFM5++t6xOAYvuUbWot2GEbysLGnl19Ba9HxJ57EKtza+yCC/qY9nN+1E3OgR1wcTI2uMFgPN0W007V01Qwbb1Mzx9tnRmXu0ZkWqyQ6RWxahluZECOsYxK/Ik/FrnJQJXkhqKF/4wddpwj85vvtfX8ZQrF8nTunFF29XZRnZ1mSv3js9V06ALt9PHX2iM8QeZvK1X4SUeN+NtgmZEzZPqNskBOn+HKJgSB7w+AxznbV8lkNd61EbygpHsNpLnJjovpfffdly67mCjIx2o4AvbTpWC5ie5c3CgEZ7PKFpfoXnvtVT9hNOTCueyyy+rzBlVE1BwAZNWqVfXV+s1vflOfFwUhXQoqNbi00gFe0JV64IEHpivWcxm5yZDndCnoAj/mmGO8rOkAj/5yC19wmzWUKJM6zJkzpz7rxo0bxYOEmnXcccfJgWBiff8dwAOEiMFytgDekiVcnrj1iZlkSw2XPzFvOsBz7Uk8hv8Bpfz8fK9c4kS5YUiXrr766vo6JIPBIOA1BsLcuRinrm08swVNugSUB/MnU2yDgIcS7vKjpjeUgjdvDanojBNXdqrxHwQ8F48LUD/77LNJq0J76HMHS7zmHLjRG0qfffaZd23aaaedvEVKifkd4FE2oQGo1B06dFBWVpZ3DpS/VAnlP1387n777adDDz10MzU5VVm8/98HeLjlmORQTFCgUN6YAAEeHkzyKEIAWLu4TJOw3dC2FdtXFNsNdE+MW8hhsm0ZkTk0btUpJjcACZffJcTrlcmcELLuWQCASRsQAybYHoXz4DpkskcBA8qANJRFp0oRo8bkeaLUYdlanRl/Xs2+qpSZV7fYYWTcwg2rQPsUyeSskNk7ZqGH+De2AwESUeMAIWCC8oEYNj1GJepDLM/H1t1Im7EHgIiSN1Dacel07atvZC6IWYUOBcypRuTBFQhsTUTBYiFCkUzz6RZUcKOi0m1XInNkjW0nMANwAcOon9jkXh8SgKYhUpOja3R2/BmdoRdknvhU5h+faaeSad42MW0+8jddZkNoVD/qQDkADjADXFEmD/r5Kfb0i8r0idrFHYfEZPqznYqvkNIe2gxQY2dsgBqF/XAb0z/9/K1OWJSybdhuCkyd92Y8LJY5MmpVPcYUdQH0Do7bhTv9/H34sHVHFof42+YA/EAp9eYZm2NH7MV7tGtkXDvFp6ngPfbKq7GKLmCKknpWXOawuIU68hJLSXwdK39pM/VHmQT+GNP0GWAJVB8yX+aMKWo9rUxz4/105trnZebGlL2hVtkzo+obn6umQz/TYR8/qb1Xj/PAu3B8V424YbDMHTNkeo+yyi0bMz/tAzs3IsRY0rfEdJrGb42Q7gIT/AzAwxXGhZSLXSp3mDtm11139fKeeOKJXrxLsknG5W3RooWXl7KDIFZZWammTZuqSZMm9Z87NyN5G9pi4rTTTqs/DheXS8TYcLxTvlg4wkWc93iglqRLbpsF8h511FFpAY/9+ly5XODTJVZeurw8B92KweNwfbZr107Oxm7iTAd4wXITV5DSN26y5Dxs8YFLkmNYfOISbcVOJECAvrjwwgvr6+zy8ZwIeJwjWIdg3sTXnHP33Xevz88eaYmJ+l577bVifJFQY1z5iYsQ0gFeupAAQNi5n3EvsvAkVUqEqr/97W8/yRoEPADL1ZfnVH1NISNHjtwsb7KygyfDpR0sm/GdmIKAFxx36QDGlQGkuPIbCtXgpox4OvJzc5YsBQHPjWnsndjvwe8S5eGWf/LJJ+vr0r1792TFb/aeqzd1Ccb9uUwAHjGbxJVyXWJ8X3LJJfXhKSh/LgGA3DhRfxcjefTRR7uPN3umfzk34QmJN6bYMBko//cBHluFoCrxQPlhMgUEgKRuMaukEMvEhMjEiKuUDXL5RYR2vquOjXSZQFFMACjUF+fqAzDYT4yJjrgoJlVUDiZWAA4wYDInH0CIiwu31o++ctY5aid84Ah1D8Vx640egOw8fapG6jz1fmGyzDs1VvWiHZS1T5lM87V29S7AyOIPYBKwYKInD0BLPZ0bEIjsjstpssw+MdtmYIc6Y5PdpZ2XT9Xe+lZZrJhEYRoal9nG/zUFYJF6sniE2MGDV8nkfCdTsMKelzqg1tEO1DDaiU2BGI6jPgAx+VANaes1Ut6wkLclzGO6SFmnDK2DrJuVNT2mAZqp5u9utKoc7lm2ZsH2gAVg5dySnBN3KbF3lA3cshkweYE3FDL2LGwVt8cCqZybug2KyfSIWRUWJRZYp3zqynG48lErUQ+PBfCmyRxSa+MRuVHAvjywO9umsDcc56Xt25TZVcyMDxbdAGT0Bf3ExsTYgPhG+uU8KXtkRLtosgreQjlcaKGZsYNbHGUSsONYwJK6YQ9+kQJFlDyckweqIjanfID2+AqZP5So1RflGq/BOqXoZXvcWqlZqFJ7xr9T7tAvdPjHT2iHtTO88go/7qoR1w6WGT5DZttR9vworriDj1ojM6DS9imgPCDm3RRtdnXZAv/ce++9XowLFylWenIXny6hrJCXFWvExiQLaOZ43u/YsWP9RfrOO++sL5ZtQLijR+1gN/qFCxeK4HB3kW4oFomgbpc3CG24WlD3WrVqJbfa1y0qID+fpUoAgSuTZ5Q/JstUiZgml5/JK10iDsnl5Tno/iLmidgg2t+vXz8vGP6WW27x8gNDJOLRcPMmS8FyXbwT+QAvFFLUPZSyUaNG1dehU6dO9StHWVSDvdgu5Oabb1bnzp09KAGyXNlBiGcxRzB+j7a4fDynSpxnjz328GDK5aedwUSev//97+rTp48coDE2XH6eg/u/ffTRR/WLd4LbdpBv+vTpwaI3e81CCVaVsskx6h1jGgUoWcI9Sz5XB8ZrYmKhjzseCHV5eU6MV3THYsOdd955M8hjkUCqhSqAL+M3uBqb8hMXReGWdVu5MK6CdTnkkEN+skKdct1NAP3j8rv2uPomPqMEuxst2pEsMaYdKLoFO1xf6GOXUDGBT84L1LHQBJevqwfPbK2SLqHWuvyHHXaYN94T83Me2n/DDTfo8MMP9zZEBpBd/HGbNm3qD+Gml/Kc6siNBN+RZNuvoOyhMHKTQP2DiTKSLW757wM8NrhlYgR6iK9iMsad6qlqMQtCKGioQTz45QCn7AEMBRGZ4yNWlaMMwIJAfSZRJnImaKCC94BH8gAcwBxQQ5wZkztqGnDHuXl/gq9qsd0E9SPfhfzUVUim9VKvfseNf1sTYntq1/uekBm5yoIjgMekfSIrKiN2EgcoqQOQxk+gcR7yAG7ADPVi7zZAYjvuamdb5Q97ALeAL/Y4Seo/c4521HS7JQbK0Y1xmablFp6AWKCVbWC+9oGjL0pThVWOcNnxywrAHXmBItoG/AAc1A8QA6CwAe7JYVL+6CpvQclHOly5Zw5R/k3XK2t9TLvpe7X5pMzCCGW7tgOX2B3Aoa1ADqolffCIr5AC6gAYQES7WayAModCBxjiOqYM1D1+Bu3UOsWW8pwLkrbTZ9SRX9TAvodG7E+SsTACmMfG2I62olByk8D/tBfFbpuwVXtxabqFHQAeAEzsHNBG3egD9gO8I6xd9YPavFki02eF7T/OS5sog3qjnFF3xip71o3z4Q4QBPR55uaC+Ej6CpDFLizc+bBMs7Sdzg0/LfNaXGa11CpUrkHxSWo59B11+nCc8qaiQE5X4attNeLywcp5dpJ10Z65UWZYja33njNl9llvgRXlFMir91SENWnEtRo64lE9+sQYzagMXlbCWvnhbbr/Q+tykzbP+93EMRr55GO67br79EVpTChg7gL7xz/+UX379g0WttlrLqTNmjXzLn78vBM/85QqjorVlm4CYALFpQvQkYA93F7BhKrHBZF86YLemUBRudwFnbtwl7iYsns+F1CUAuJ+Eif+RJWLY5ngmLhR4lq3bu2VjZsymJggHGQxoaMCoHxRj0SbzZw5s179Y8I+9dRT5VYU46IMrpYENGgziiZAx3lIqG2oTOkS8ODswOpB7E3C/Yoay8RLe4KucvLjZmdrHBKxVEzWEyZMELGETj0l/s2Vnbhq1jvQ/+PcaC4v9k5M9K2LNQMQXV7i7FwCIgEMti0JwkWiyzPZIgfc/EzsrlyeUSFTJcYeY5B+dwCJvRLVNiCRsRvcB88tfElVNm5Wxp6rC+49B1DBY4h1RW1CLcIN7RRTxkeyxPeUGwkA15XNc3AsJR7nbhQAVAAEeOe8xK0ydhlrwAlAw/gPlku8aio4BeqpJwBHvCzjP92CGWAWQKJ8bjgYZy4GlO8o1xF3baANXGeAVAecHFtSUpLYPO+7zXcyCNV8n4LXD+xLDOfQoUM9UMQ1C6i5myzqzZjnFzDIy1hnDDo45jpHoo7B2EHCOfiecy5+Io3wD9zPDq7dDaMLs6AMxj7fcQC2oQVfP2ls4I3Ut1GBTFvqpbcPHpMpbismSiZsQAMo4H0madxr/DYpGwIDH+wh5hQogKJNrcwRtTZejIkTcGPyBw5QZAA9JnQ+Y6IHqFB/UJGIAQOGWOVIPibps+Myp8Xt5IxihKuNiRhIuShmXXrsfXamdPzYtzSnqr9+88BTMi9XWFAE2nD/0g7qAiQAdSxCAKBQi1ht6pQuwOM3cZn8uFUKUaT4mSk2JwZkqSvt8NvQe94C9Vq72P5mLjB7Z9y6cwEKtz0Kalqhrxy52EHAls+BDmxKHXGpYg+gGrAC/FAWsQv1p/03S9njIjot/qLmaVvl9b1abW65Ui1rN6iXFqn162UyH9YB2li/nhzH6lvaDTShWOG+JU4QZQulFcgB8AAu3sdmwDqfA9/AIGBFvehjVsL+uc5Gd/llUp5zcVNvfm2EvmMVMXDH79w6ZXKXkMx+FbY99DFghS1Q1NgbkV/CYFzxHrbCBY9d2R6HdvjueG98/iWurdcsU/OnN8psV23bgQLMTQFjhLZTb/qQMlDTiOUkLhKbAs2cl/EA7DFOGeO8f4bUas8ifau9dUbsBWV9HlF+VbWahTd6K5jbDv2HzIsL7U+YDatU4WudNeKSwWr6/ASZnVbI3Bj1Nt/2XPOn8MsgUVs/AN6/2bHf27DG3ztUT0+YpClz12rDl8M15OFn9MiItzW/fI6+fu1OPTzGbWWxeV4QK7roVT3w0nyxwQgKBnfIXHy56Ae3meBCGLxrRQlyUIMrl4ufc5Hi0uCiz+o6EpBFvBLlst0Frj8ggkSc2auvvuq9dn+cq48YGtSjVAnwwtUSnIxwv5B23HFHb8JJPJa81I1n7uJJTF5MeixMwLXCHTyqo3NXB92uABPH4sIi0UYmWxf7xsQZjPliQgK4mDDIh+riFDRAx8VDYVunDDBRM2G6xHW1IbfaPvvs452HugEW7AFGu3Cj4nJlMnNwAbw4FzQTOhMWCXcY/ycm+pVyeTjoTMzD/0AlipvLG1SUADvAxX2ODUi4nsnvgJT3mPCAYFdfL6P/x8E/xwRVWFxoLEzAhixOcf1EvmRuOlcmE3HQnYbdUaPdtjjARHBxDnViDAMmABFQnCoBJSiE1MHF+SVCGP2Oqzy45QpQyzE8guOA8QmgoIY7tTzoNg5CcrBOtIWbMaAC+5FQznCtMo6D4ROcE/XYhTi4evAcHNeufBZjcDNI8uZ/v97AcmLieOI5CZugPLb+4dntywfsBIE+eLw7hvHjvrfu82BsplMHKRfFPqgQutW+nC/dIha+Lyj2LFhy3w2gjTFGwqtA//P8pz/9yWsD/9M23Lh8R9yYYXzxXQMUt99+ew8aWZzjrrPUMwihrk2Nff7lAQ+wA4SYKIEwVJqvfKWGyR+3IyqHC3bv4v9qA8DE5A4ooHQxgQJwTLbAE+AETAFIAAWqlIMtzgNoUDZuMrayADZwee5WaX/ODMUOtYjjUXsIYEehIQ/nuEMaOH+KFkR667wvRyrvk7D3Swf1EEm8GGUzuROHhduUeDfiugA86kv9mdwPK5PpXmoBB8gB7IgJZJECbaJ+1P1Wqd/yudo+NlOm/wL7HsBA3YGhyXVg87EPcmt9ZQlwYp85IJE6ALQAHuoW23YAJsCRU9aAbMADAKRPqOO7cf028k+VqbVyjx+itrdcrj00QTvGZyj/2WoLQqzcpR+BHGCYsnFz0hfYAojHlpQH/OCa5VyAKzYCUIE5+g1FC4hHtaSPADf6ADsCpZSLTQBS+oS4M8qgLBQ04I4+ok0DymX2WmXrBhTSf9gU+2MbHrj2ATzqxDhDWWSD6/H+jQLQS1nXSC0WVCj3kbAFM8rBpY1tsRegig0ARmzIPna4j/ldWcYCfciYos60C9ugYAKst0qt+o/RN9pXJ41/XbnLw+qm5epUtkaHxz9Sx6GvKu/dOd6iC+xQ+EpXjbhwsMwTM+zN0aNS9ucRmVn+Obgx4Ty0h/6uDxUKa/w9Q/TI519r7LQVKvn4CY2cE1bR68P17JKoogtH6dEx5Vr99Sjd+/A/9dpdm/JWK6zvH31IH/s7XeAW4oLDA/DiIgQYkIAp3nexPlzMUOa422UCRQVyLitcHUzmqFXAGoDEprAcj8rGZw4GyZtsAQN5//KXv4iYG+cWJAYLEGOSYlIGwFAEyMtrYIFJjkmYugeB1F0wyYu7klVzqFkk3Lm8j0JD/A0XZBITPe8zkTt3GbAKdDLJoupQHy7+TBrkdQ+OZ0JjYqX97n3a4iZPAAwFEuUDVzWTRLKEMgG4kFAbnLoAGFMeSiWrlFEROA+wQFmcBxhhv7nE5FY+ongxwWMr3N0OyoP53YbE1CG4IINJ0Cld1AmFMLgRMD+j5RITLZMl/cPNgHN5cxxKKpO7S7i82Qg3VaKN9A1KHYnx5+zrgJn36RNuQuhPNzkHy/ziiy+8fkxUGhlHfMYxwDllo3QSX+eSgwU+Cyb6g30KGS+MQcYAv9fr6ofCE0zE3tHeIMxyPGMO8HNb/9CH1IXYvMR9EHHHAwnc1AQTtuX7y3eXMR5MQDTjkj5lHNIevpNApFO0XJ15BvqCIExZKG3AkFt0AIy6YxJVKfLiEmVcUj62davPUadpP6EBiW1zdaYtjBlUSyDPJa4JtAEVlnOjkhHXx2vO565J5MfFzjWFa4ZT4F05wWfayjjnphQITkyMF657nIObDL5LjDv+5zvoEjdavMeDMA+UeWxNnKHzfvAZ///ctPno+7mlNPI4j+CZ/JnUUXsACia75T6MMEkygaKsMBn2YF+8sAUSgAuYAO5896UHDky0uKUAAiZWwAGYQ/2hPKCPiZ7zMeky+aFioa6hHgEdwAiAx/ucA1gAAFBDxvguXeKdFsU0MzZAtxbdqJYby2U+8/fiA25QaWgXxwMguDCBOdRCFC9ggLZTj0P53VCrCnr1YdVo54j9eSzgFNUN29wv7Vr6g47UB8rqNtKWjdoJVFA2C0NwLVNHNmpmT8ABEfuzXgAdcIQqhR2AE8CF9uOiBmaAJGAFAAaIgRryvhHXUVUfqHxdKx1w52/U94ELtbsmavvqmbZMygUcgUXahO1pP0oikE4fBuMrOS9uaSAdmwKY2J1z0ye0hfphf6APW7EalV8eoR/dil3ah405H31M/9G3ACSQiALZ1x8/TqElHwDGmHGrrV1YAPXkXIwFYHm1Xx5l0Z5TpbzZIWV/ELF7C9LPv2e7k1oLrwCcA0/GHcdgVzaMpp+wM/1Nu4jRA1CxM8fcL7W5cqyW1m6t895+WvnrqrWdZil/SbWOiH+o5kPfVaePxqlDeZGXt/DVrhpxkb+KlnY+LuVOD9vzYU/sS9l8b+iDi92XMqzxD9yvT63HU9Uf3KKLbn9KD9/7kmaE5QNeQMEL5FVknkYOf1suootNZFFSuOigjKE2cRHm4ksQNRMO6hZ3o+RBPXATE3e7TCRMbCyYcHfzABN3rk55AThwb3Ah5qJP3sQJlpZRPnFgHO8umm5bDcpjMnArL8mLa4iLPSoZEwHglCyRF8DjnJyb+jLB4HpjIgaa3ETuAA+3qXM7sZExKgwqJWodkzggg9uHst0DYGJCRMXBbURgtpsgnZsP26GY4eoDEoOTUbDuQAPlAgMoD8TquZWtgB31o+1MnORjlTITE2451A7i0xKTAxQmTiZdwCwVFLstY5j4nPJK3QEK3LckgAjVzbkNsb/7rVZsjQKZKhbO1Zv2Uy4gk04p5IaA/qDPAUwgA3Di11cYd8EEkGMT+jIxYTv6PDGdfvrpHmDiMkw2wZM/6I4GFugjxp1bZIGd+P64xHeHmxB3U+Hep+9TqUmoVsA6kIdNnMvPHRt85ryohNTDJerDdwYlPHETcOeO5kYuVeJ7xg0W9jvzzDO9Gzp+Ts31OTcWwZsSvs/k5RHcC5DycQfj+kZFDCbGBjcYjBv60V1PgnmCr7mOAEouHzcMgFswuZtJ1DQA3yVAmnq4VbTu/cRnbnT4rnLzxqKmZIl+CW615DwUidcyZw9uCrluMj6BPN53K7LdzW6y8zT03i8PeCh4KA1M3Ez4qD+oEF7Mm69M8ZpJu8cimaM32Mme+DEmVBQY3IAoMkzcgAwwxuTPRrEADBMo4ICaASQAD3zOZMskS9kcz3t8xoTJRsEoOUzigA8TP+BBmQDbx3Fvsv26dj/Nr+6jXcKTlftjyAIGbWEyd0H1QCVQhwIF6AFDgCiQCrxRNnUjP++jWHaPyewdsYoXxwJmb8a1S3SK9o9/paw+L9h6YjPqTBnko97Ya66vdB3OIoW4hSwgAxWPegBxQBU2I2Zukg9KQBL5qAuAwOcPx7Xr2h+0YFlvla5qo6d1no7T2+q3fo5VpLAXbQY0gS2gCygGZqkX5+E9z80cl+lVa8GO854alzk3vgnqqBt2oUzgGIWLugD+QDX9Tr8BTaxOBSoBTN6jDvwPoNHvlA9o4a4HdOhLB7WogtiNegKM9BGACVADYNgDJZn2UBb2ujyu7MKozFdxuyE2x/wjLnNyzK78ZRy7Gw9i+Sgb9zF9DnRje8YYfUxcH+5iFEXs/azUenSZZsf664LyJ9V0VpW2149qurBK/WJzlD1srXp+Mkt94vNlhixT4egOGnHJ6cp+oVjmxJCF5IlxG2NJeawERg2mTtgkxRqB6o8f1ZM//jT2qaELBZ8DGyy04GLLxEkcG8DD3TbqFhdVVCFgInEbDiZcJjRWiqHKkdxq2CCI4Z4gJoXyOE9izJqrJ+of5wI43VYKAAZwxB17MIiZiyV39Vw4mSwI5sY1kiyR162sZc8/1DPuphMvzBzrJjcmJh4koI6LNADHxOLiu7AN7jximqgnP+uFPZO5zVxMDuUxaeNexZ1ELE+q5CYK3GEoXtiAcugft/ExdSAfExgKCqoT7minwgbLBs5pPwkIAhipd7IEIFIuCpyLswS6UTEAfsYC7jba6/ZbI77IxTgCk4B3uuTi8gAP6uwm8FTHcB76mrYyhlDpnJoYPMapOdQ/mDgPNy1BIHKfE6qA+gKwMt6SJcCYwHsAHvug5HAO6gXc0B4WH7kEYAFhQYgGAvk/8bvkjgEwsSkhEHwvG0osmKFfAQagDiikf7hJS0zYlz5PBK7EfHxfaRdqGDbGRcz/3LAwXviOBhOf8QCOXEINAwR5JLM3N1wAOgBGApi5ZqQaAy78gLz0Ab87HEz8Tx0AXKCK7xjnRXXnu9sQ4HGjCvhzM4ey3piEUgv8JibGADDI9YWxQp87G3FzCdS662PisY35f/NR3Zgj/o08GM+DNCZ+Jl8mJmKfmFhRj5hwgbNp/iRP8DqTLZMirkkmUADtCx+amPR5j0mNLSOABRQdYs9QwFCRAAFivFA53ISPwsEEzrmACFyAuOiYhFGkcBtTFyZKAOhOKXde2HNTvhM/Vtpo9EXtgcqfUW1BEehyEzmAAFSiJtImYIK6oYxxHmK0eKY9AA1qEkACcAInPON2HSPljqr1wGrniqkWCAEHYA77ATW0kUUUwOD6ulWj/JYpQIPbEvco9qAugBcP1DOnSgKEgCzH8hnQC5T9Qco5t1YH6EtN27iTIkuztUB9dJ3uUt+SuTYvwEvZ2N3BIfACYKGYoYgCadgYSKY+gB8xauxhOKDW2pg89B+b/AJvtAdVDSAC4gAqVDEelEtbcINO9c9Lv3IO1DoULM7vgI2bAfqR8cB5aB/2oe7YjDGC+5R+oZ8pc5nfL4ybfaVmd1Zqq9gqZc/w92zk/CimjCPc5JybumFz4vBoIzDPeKDfcWPT34wJ3MjUl3FCm1+SWr9cpikaqNNXv6jmyzfqGL2rDmvWqmN0rXLfr1XfefPUKlQmc0GpCp/opBF3naWsbzbI7PKFHUNu5TdjAcBjHHEuwHJoii9qaKM2/jy+qwc8VzIqFYobLghWoqZLuHaYYFBygnf1gJBLABgXbSZi1DOUoVQrdbkLBxqJIcOlx8SFKpRsgmCCd/uXAQeAUrIVa9QDtQilgYRbEJWQCSZZYpImtg7ARCWjjcBgsjoEj+fcKAVMgg39timQBkgCeYBQqsRWIag9QIeL50qm/OByJfHMRJJqS4fgeZxCh9qTLAEglAVsuy1LUHiBahY68Bl2d+cGfrCB6wPUjXSxlO6cuLlwNdLGxiQADwDCLqkAjz6jromgi8ss0W3pzsm4Z8yhFLmYNfdZ4jPgg/LtJm0WVQBBTNyEASQm2ghw8b1gwk9cPRzMj+uOsAnyOfU3+Hnia+wGZFAXFHLawPfn302ACEoW0IYKyc0L58D+iRDG+4Cf29YnGAuZbLxSNxca4r4rk2K0wgAAIABJREFUbpPlVHDFjQkxiG6BE1AdTFxn3Pn5ftNHQJ1z7TYEeLQTtRzVORhmEDzHz3ntVvNjI8aH21ngP0bBi5VP0Sdj7X47lXM/1UujR2v06Jf0+QJ7wfQAj8mUiQiYYAJG6WCSxC2GeoQqw2TLBM1kz+QFiBHLBRABFayixBWGWw0IAJaAAyZggIkJDkUI1y3nAUIAPMADtY+JmQcuRRQigGuJf34mSGCFoHjycMxZUu7skPdbrKPjZ6hqY1PNre2nnvMX23rRDmCB/AAlqg7KJOCEqxGljXpRByCNZz6jXoAYYABo8BolkHqNlrLfiXh74G1bNN+CH2AL/KFionRxLgD1ESm/tNrL75XlzoWKSXuAGY4FLrA1kAhUYUvqw8pPzks7npCanVKpP+kJ/UMnKlyeq9XaSpM0SAM3TrGKIfXjOI4BvGgPdQFksQMqretT/gcksSk/qXYcK1+jFqSxMf3h+oFj6GcH/4A9fQpk0/e0h02E+Vk52sKWMowlVFw+p420gXHEeakb7Qe2nHr6uJS3MKTsZ6O231H1qNukuHKqa2WejtubCMp4JaaWdUpM3vqwBTrADcCjntif+tOH2BEo5DXwCEhy04KNGKvUhXo6N/J5Fcq6r1htzijVonAvnbdwpNd/bIfTYVWRdolP1laLVqv7+mVqsr5G5m+FKnyso0YM+62yP1lpN87mhmSOD8Iod6w8Z6zSXsbbzw/bSHltYrIMKgW42HDTpIpFCRYEtLEogwujC7oOfp74GpeZC0ROdOeQ1wEe7kZirfg/FQwCXG6iQbngJ9SYaJPtOxWsB8BCrFMqN5zLy+95okpypw3gJbqEXD73zF07EyvuOJSidAnYZGUjSg7lEh+UKqE2osoQ64b6Ahi6xQCJx2APJkLUg4aS+0mqdFvSoEAw4TI5AXJuk2sUCeqQqICimpCXCRI7p4upc/UjZo5JEHdmUP1ynyc+AxKsDgbAUwGeO4bxAECghqEWcYMBiCZL9Dcghq2DNyjJ8gLy1IG2Um/3iy3cHCRL3DAQu8qYxu2Zqg4cizqGEgpIpRsX7jzAd9ANjIKVLr4LQAKuksXAujLdM0ofbWTMMbZYWcrNXGIiDzcVziXubh7o/+DWPcHj3KIjFuVww8ONIsocAMSYT0zYBJDlhojX6RLjH8Uexd/FPzYEeMQ5csOI3Ru6mUt37sTPXFgFNgo+CO/4uWmLKXih5Z/roT8dod/ehdwb1g93X6pb3xmn8eO/05y1VjLwAA+XJxMRyg4TOKABZAEFKFPAAuoNkzp5WaDA/ygxPHiPCZ7f6yR2DxclKhRARV4gACUHkGQCxu2IqgJoAYOAIHCAUocaxOSPGlXtnxswBNSAFWADNYmy5sQ1LHazHtEleih6uZbFtlavVYus6xDA5FzACNADMDDRcl7qRH1RmAiEJy8QAmSh8HE+1CvaiNKEPQBOzv1szHPb9WZ/J5QpoOFTP04NAAF8OW6UtHXVUmW9FLNwgnsTm+BCxWa0FzWJrUCwNeoin3Me4G9+3SKH73y7fSW1ubBUT+tcXaAn1eeOy3Tq8MEqVltdUvuozQu4oMahoLp+4jXtAs6ATvoWxYpzkJdn1FqUUTYzJh92R6GlX7A3fQREAfk86COOo8/IS19hA/qKMlm4AMCTj2OBL2xKm+kHoJPjAFiUNNr6kFTwY4nyv6y2feEreE2+q9FWWqWsO6plDim39fhK3iraHrVLrEKHzRmfnIOYPsYaahx1PlxqNa5cOeNqLYQSzzcjLlMdtfYHwuhT+v/iuTK3fa9W75Zrdu12GlY7TPkfVnlbsnQstYss+qxcoAFlM5VbHlKT60MqfLyrRoz+s1ot2iAzJCbzTdTu3chP7KH6Av3AMnXkvQ9+7iUh9XGJgOfienBV4GJLdrENlsaFmbvfdKqEy0+cCwoJgMVxXDuCyQEeblzi8FCXUu2xFTyOyQVYAjYTV9sF8/EasONCy2SVLjHhU1+3UjaVW9mVgQJEPBl1YAJ18Xvu88Rn6kBengHkVMnBIBMPbkHgG9ugsKRKAEoyF21ifuIEk7k4E/MBYdgDdYN6oNY6uE7M69RP7AXMAxzpknPTuskvXSA85bCHGXkBzIYAD3cneVHXmLyD8VOJdXJwSn632jcxj/vfxeKhENJOyiVGLRW4cTODkkTZqfK4sl1sInDamEQ4AOXywHYNAR6ARl6Uv4ZAhmsBsYkocqn6mzoyNugPB9DctGB7wjxSAR7wSlwrD26KULMpA7c/dgXkguckro5QAcAoFRxxDUL1JH4RhZ7FXW5TZQd4nBfPQGJC8eVGEeXUJRaQcPObeCPjPm/Mc/CXdNz3Hfu7ejWmjMQ8Wwjwolo7+WtNHj9cl987SYqt1YsXn6qr77pVd438TEv8AG9PjgUyUOYAEyZhgANgYNJEyWKyBtaYsNnbjYUETNCsTkT1YqLmvQV1oLjI/5/3OIZfc0CpwQ0HXDD5Anick7JQvwADygEcADDgh3NHYzLPxSw04c4D1gA9AIzJ/HXpnqprdG/NX7R96Uzdr6vUY+VSC0vAGvBAPQEdFCsAh/cB0FK244jK7BCxQISSA9BwDOoVKib5gQfyAwyc97S49ohP0I6l0y1oAkIAI/UCLlCGOHaC1DRcKTPTV6VQcGgnSh6wCTxjE86HzakXKhOQB6C5xRoA2GKp4J0SvaHf6QbdJnP+jdrhxpO0RD00JH678ibW2HOSl3NQBsoZyhUABuRhW54Bsw/iytkYVtaqmPLmhi1wAfL0P3VAqaWtHEMfYhcgHkgHeFHh6B/qTR+i7uKORg0EDgFB8tLH1Ae4dO5w2k39xseVvTRq6/iBtNWiVWq+aqONveP8Q6XcaWEVRIuV9UBU5oy6uEHq9qHUe9UCbRNZuAk2OR+QhlsYm9J/jKeTKtVrySI1Y4+2CXG1i69X9qSITE3c2oKwAAetJ5bI3LBGrT8t08JIb11bc4+yZkWVVxlSTkVYx8bGaKcPpunQuZ/o6Ph7aj5lowr/0VWPvH6pBiyfqezZEZmX4mo/sUjZK+p+go1xgPqLkomaiI1+evOc+N3/l/9HdUq82ABfxJ9xIXKxa6kK5qKI0vXaa6+lylL/vovl4U4cFxf/BxPxbMS14H4B2Ih9ow7EnKVLKDTkY5Kl7ukUNKcckD+dwsREi9oC1KCKET+YasEAdUM1YF8zyuWRSs1x7QByUQZRDhLt4PK4ZyY8ymSiYdIjXiiourp87pnPAbHgBOk+S3xGmUumpgbzoeYyYQPnrJwGMInJTJZY+cmKabc5sHOjJ8vLe5RD2xhnTO5secEz8Jms/rjeGBskVncny+POhTJEDKGLV3TvJ3sGiF3f4f5NlwAjbjyAEuIxUfHSnYMbFlc28ZoNJVYfJ1skk+w4YJPzUz7KIgCJizpV4rsO+ACmbkFMqry8zw0GbndUynS2Ji+gxg0hoQ3Un5sQgBNQTAXugCbKbRCiUH9pTzB8AQ8BKiiKPjeCyRLHcPPBjSNxeNygoUJSb9zuACT9BogmJrcSnL7n+8hNDcBImc6NnHhMY/4Hcrn5oxz3YNwkrjhuTFkuT6MAL1q2UOPGjNaTI4brkade1HsTlqg86orY9ByZM0JX+ID33T/f14ziDVr08mU6d4T9LUNvmT6T8ANS3pKw8mfXyMyIWdUKNY1Ypsel/OJqmY/iarI4pCwmMOAOlcmfdD24w/UFoOGyA/RQpRb6k5tT8nDbATBM8j/GlVUS85Q4b1IG4DgepQ14QBEEjIAFJn2gE5cbsIar9zlpZMl5eqbybLVfu07brp5nN6EFagAn3MX8liigAqQCI8AX8LOC2DMfbHkP9QoAYu86zou6hopHG6g79QX47o1rUHSydopMkzmz7mfRUKiwBfWi/sAQcLE0pu7hZXZiZzUt5waSAFzqgnuQiZ+FBIAQ5+CcwAnQASxxzgUxZZVG1ea1Uo3W6bpG9yjrtKEquP4KT9G7OTZMeeND9tyAMfZDLQKcOSf1B7YpF2gD8ObElV0ZUX64Su3Wr7Ngh+pGf7OXHgobUA6w8oz9OZ5xwmeUCewDpQA8/6/x7Qr8AdS0hTwAMA/qhpseV+ozUva3UXWKrvbi3ICfNkWlalJSYwGSPNSTfqJcjmdMfCJlfRDT1uuWqVlNpe1jbA800t+MK+qI/RmXBy/VDktmqG2oWNnro2qndcoaH5Fh+xoAjIUcKKu087q1Ms8sV5v3y7SodhudNfU579z5G6rUcvkG7R/7Sv3Hz9GFSx/X5XpYHUrWqvDdrnpq0vnqq7nKnhT1xkJ+UbXyY9XKWVEr81Fsk4sWu6benH/TF/ZffEUsSKJLB2jjYsTk5RZPpCqWCZS8jdnXybln3QUXyHELFhLLZ0EBcWdc7HFBpZtcgCvqwEIL1LN0MUis1EQFQyEBINMpWO4CT2wPrxM3Zw7WGeXAXcBx9aF8uLi/YD73GvigjagJAFw6RQ71Irj/G3FexPPgpgSQmECDCQCjLm67jeBnia/ZP468iUHrwXxMRqik5AOenTLmfqUgmJcFCrhRycsEjY2Z7NOpRWeccYanmgH2uNXcdhT0U6ISyjhojOvS1YmbBlbaNibhggYugYN0/UFZxHyyHxrt4jviJmxiFxPHKkoQiwSIaQMcXEpnE8ZTuhsVVwa2AHhdXKJ7P9UzwM1iElyX6Rb4uOO5UQGquNEButMlrgWo2MHtb8iPioWbNzERN0fdE78njGfGRDAsgnhO2sh4cnGfieUx5vA8YFdeA5rcTKKcceMB3LnrVaKKx3WBY7hGAbMoefxPTCNby/y7ibJ48L3FM+HGy88pNz3ghZbr88eG6sqrb9QDT7+st97/WB++85qevv8GXXnZED3y2XL54px37nrAiyzQx29PUmlMiswcrgtusatYPBctEPV6TG3DxWq1okxmedyqcUzIuJrek1pENijrs5jaLixWkzU1ajqrWs2WVFqliYkYxYnJHihh4scFCmAAWOvqgAzIAZCAG0BtgtSifIOaLK1RdlGtnZQBLT5jgkdN4ljqxgMljfoAIXzO5Py49Ojai/VA7Erl1YaU/VHEgghgxiSP63Cl7+oEVFgoAmQBVJwLNYo64WLlvIBKRUy5a2vtuQBVzgcoMkGPkfIuCela3a0r9KBybqnbmmO23z6AlHrS5sekluvL1SWy0gIeyib2AZKAL1Qm1CagsMSP28J9CCwCaAAN5eHOXBVXViSmFl9U6A5dr/M0UjmX/U0tbrxGp9eO1rnxp5X7Q9i6rAFZ1EZsTT8QE0mZxIZRLhBL21fK+43VrlqhvtG5tn2otriiaS82AdIATUAJWKRPUfNQCVlIQD5s6NzxnAvAnRiTGRdTVmF0U19iO/qEcwNU70lZ06PaLj5LXbHRsriarKhRdnHEwiTno/9QX91egtjqDanFdxt0gt7U1qGlynoiquzKqG0noQHUjxXR1JW6XCy1m7lOTWNVXixfK5XJvBq1Y4KbAFz42IwbBhTaz6Q2a8o0QzvqpB/f8Po2tzSs/Ipq3Ra/QXvf/6Su+Pp6b3FLp9LVKnyjq56dcLb3qybZX0e9VdO5G8MyxXEP8rLnR+yYwJbYNr236+dcK7zVd4mAx1YYXIyYqLgwo0AkTlruZE6VIz9ukHSJ2DoUGpcI1geGkrnx3G+FoggAgg1NLizGoBzcRW5RgDtP8JmLP+oWKgeKWyo1gGNQDmkXEzmwgkIR3Mg3WC4TBnmph3P3AQqpEmDmYomYEFEQUiVitxI3y8X1hbLIOXm4xISP0gaENfTbphyDnVEtANJUCUDiHKi62A+1hRsD2spEGAQoII28KHiMGVZkMoZoKxCZDGqcEubOj+qBKxF3LHuYJSanrjJZs3gBGEq2MAJQcEp04pYhlEn9goDv6gFQB387OfH8/O+Ag9fUgYkbdY62ozQFE+MBNQkxBHggsWCAvMlgBcWIz+jHoIoVLNO9BoABF+IeWT2bbJGHy8szN0zEXfLdo8+xJQp4KgWS7yvfPVS/dDdOlO0WSlB3IJJQAbcJMeOBWMvgJsTAEyp5ssS1gnLID2wzjoBjtkpKdS0iv9uMnBsiAJGbKNrJZ3yPSSiSyVaxciPCNYHvImofi804N33L/z838X3h/DwYk6xg/z8DvFjRTE1e7H7GaFOVo+GworENWjBppoo2baujesCLrdVHN5+vy267W0MuvEJP/xhYZIFa9GlcTUNVar5wo+cS9CABGMLFNEbK31At831MHdatVeuKMjWrqFLWNzEbc7dKyq0KyayMWVWPyWxVXUzfxroYpzJfEUMxA9p4AAlz4mpeW6Hc+WGZRXE7+TM5A0moKyh2gCMgQX7cfJ/GLUSiKJH3TWlY6TAPfLxzj67bOgMIZKIHUj6TspdHZQr9X8VAVQTmKBNXKaoP4APYAXNfSm1CJWo6rbL+eO8zgAYX2z+lJnfX6FYN1Ys6TU1+V61WS8vVNlps4Q2ALI95cNypeLW6x5dZ+wCBzmWNokl7UKRejqtZbKNnh6xoVHmraqzyRewdChhQsygmUxxTs3mVukr368iaD5R79hC1vO4v2qliuvat/UZmalzmq5gKyktUUFOsrHUR5SwOK7cmJPNd3MIpahrASNmA00txdaxcq77hucpaHLOgSv0BKyAcO7K9CAoZUIpaO0PWZVle96smk+NqsrFG2ff5P1EH4GHDopjMyrotVzbGLXgxtlgsgyIHDHITMFvKX1qtvePfaqvQKpmSuAd55pW4zBcx5QFJr8dkJsdsOYApoPmj1G3iCt2uIdonMlbmybiyQxGZFTGZUFxmXNzWGfcx5ztfylkVVnZtrQoqS2SWWZd/k8oaZRMvx40CYAcQAmEfS23HFWtVpLNOf/8xmWURtajcoF7RRfo4fphOuuk6nfLJPR5ktytep8LRXfXU1xeoU2SNsm6LKntBRGZm3BsrBeESbx89b6scxvQ4KasoicS+6Sv8s17h6nM/W+UKQGlwq0xRrZzLFhdQYuJCyUQPVDHhprr4chwTCzFaLjHZM7lwUcY1ywTiFgigsHFBZOKmDm4fLnds8BklwLkk2TSVSSDVYgvnvuF43FXED/IeMXlM0A4EAEvAhUkWmOJCzxYb7CGGcpboQqPdKGeADBDoLujBegZf49J2rlk2bE3cDy8ILAAuEJOYsJ87j7M7qh3bxTAp0y/pgukBYtRDlCJc0IkJGwKM2ITz4FIGVrAFIMeCBPqd8zH5MimTWBDCuV1CRcMNRxnJgA0Qpg8SE5sZs3gmMbF/INvzsGrUtT+o9rj8uCBRo7mJQMkBOFCj3OSKzd0qS45hIgfUgTtUp3SJc7tfy8A+qDIsEOAmALsEXY6MHxQp7MZ4wo3KGKLugFBiAnyAJbdZNnGlhEK5hJrsXOTchBDITwLqUbhQ54DqZNuhoFICz7QT+HH2S+byp10uro7vpesLVFqU8sQVr8AydXVl8l3gOoJa7cIo+MwllM9045MtVMjPTRjfN167ja5dGcFnPkfBcwnIw1Ykvs9uaxqub9iM+roNm8nD94n+4VoUTI1VO4PHBF/jnqZuPEj/p4BnTxzRvCcv1Dn3f6213pxRrY+G/FVjUi/m8usb0cZ1a1USyOcpeKhLS+q24lheq7w3Q9Y9iOqEqgMUjJV6bFii7HkR9amYL1YW7lI2xQISSh3xbCgt62PKLopagAGIADwmdz5nCxAmUib8T6TcVWEvgD5vtQ+GTOAfxWXmxezkzKQOfDHxctybUvbGiFWnyAtQzJAu2vCYntMf1fnbQqvGAIKABjFZk6X8kmo1r95oAW2xr2gBLywGABKJU+Nc1LNYale1zsatoe6gfgFatAUV722pyU01HmC8reOU/9tKtZ5S5sXkeeA0W3bVZ4WUWxZSx/gaG49FO5zKWezX3YtbjKtZ7UYBHC1CFepYtNa6GOfGPDjIfs5v71Kp6ZIqD/D+qjuV//Rb6vTWCxpYM0UDQ1M8+MqZXaudNE19NF95ZSG1ri3zfmbLA0uAlsUfqILsb4h9UBEXSHnlNcpZXWtdofQNbk7cyChggCmrQnkulLLXRFQQKVZeeUhmSkytouXKfTpsQXSe1HR2tbKKIsoqjnk3C57SN1HKXhex7lpsCPgDiytj6hhZo5bFG9SmpEzZJRGZMXHlfBFWdy1T3js1ylsUUi6rZVFr75ByiiPqtmiF7tT12r3qe6sgrpaalVRahbksZgGPtqLYPiQ1KatR83iFumwo9NzhOZ/WejZquXKDhUaUTty670q5X4XVYUSRVGZ0wZWXqdXqIrVfss7blmVxvKeuHPWgBnw/U7/RO+oYWqvCl7toxBN/9uyTd0VIBWXFXj9nfRhVq2iZcmbW2hAFxur38vrY/yIGntL/1qwUVeHYF/XITZfokpse0UtjJ2jMiOF68uGR+nRtzHNJJMbZEafm4pCYlHDFsTKOi19ifA+uDYAKIAkqbQ44AhX1tidJDJAGyLjwcRHlGVcWCVXLXRCZzJgMgpNmsFw+D+65RpwWCgt3y+xtxeTuEitAXSC1U1E4j3sALEzQKIFMPsALW0SQghdq8icqGsT0OUXCBbMDvdQjMQEpbtUoMOaUHfJxXsp3NmQiThUv5dQeIIpEnZhMSUxuxMOlSkzUrFzkPMCN+8USl586uK1OAHNsTPkAtUtMivQ/eZ1CwoScbLELahGQ7DaxpgwgAldaUElzZaOMYZdE1RRIo90ssgA0AAlciIk2ou8BNWwAzHODgeoJ1DIGOC/1JgVvEhjLjDcC7526jMIVDEOgHKeW0b/ObY0rkGODNxioUE5NRdGinsAH3zFs5/rOtRvl0sEy2xXxc3KMI5eos9vMF7ANrghHzWP84lLHLvRtUFlHsXWKK+0EZlAJ+W67c7rz0AbaQgKOaTOxcIAsfc2NX2ICqAFLFkTQT25bGre3nrM332Xsn27Rifu1EoAMG3GsA7bE8/I/nzsFj/9pv9vT0C2y4H2+x9wQAuUc465pjH8AOTGhVifegAXzcIOUzsPgMZL/O7wc94sA3uwRV+m6u67W2Vc9p+kbqhoJeMFm2dde5VG2cIfiSkPVICbJudUAvC+lQRsmK3dpWF2rV+hovacDF3/pxVXhamtaU2Vj7qbH1LSyUjlfsrUFapavkqFaMckBOTx/Lq+slipX1pKYcitD1rX5Q9z73c/cR2qtqw7oQkUirg3YRB1DAULBWx5T/spqHV32viaHd9FRIx6VeaXUQh6xgCOlFmsq1KtmiXrWLLbnnSllF0WU90PIujRR0oA9XJG4kZdKTYpDFoR4j3oDeUAjKt9YKfftsOeifUFnKP+0GnX9eqWOjH9glTFci+zbxoKD5XUwGKtR9oaoLQ9QRcUEcGgTYAw4Ab/LpOaLKtS2eL1XTv78au2m772FFZ7Ld66Uv6JGf9G9+kwHq9nUSnXXch2oL9Q9ukwt6mJfOtcUeis+t9U8NdtY5cWFtVpTZt3U2BxVizg/wBI3MlA/W8pdELZ1pv9x5eJKBQSJDVwjZVdEPPClL/ND1XZV6/qozOKYtwCiyZc1Xn8AoF2iKz1wyyupUdsN6+vhOLvcd51PiCt3aa0997KYcmJhD/z7Ruaqh5aoc1mhcl8Ja4BmqtmUSmUXRpS9KGp/SeN2YK1avUsXapTO0f+j7jzAJKmq/t0zs7uzOedAzjlIFANIUkFAFNAPBAUlCAJ+ggqSEfzIu4BkkCBIlhyWsLCBzTnHyTn3dE+nqt+f9/QeLNuZlY9PfZ7/fZ6e7um+devWrVt13vs7597aftnavBK5Ttolu1yjknWKNeTVM1NoUZHpJ81Sv7BTY2uqrT5Fn+TE48cGdbTllVzc+JyHj6Res9IafkejOhIDddHiu7Rv1zwNaIwb3FcG43Tp7Fs1orzBQHq8KlX97FhNuexCU517X5rS8HSjPXmjz6ykhuSaFXsfZXVzv/9E6l0ZDZ7wa3HLz5r1XKkPb9Nt01JSrlV1ZUv02h9u0tPrc6ZIcdNHUeKGyo2ZdaS6myQAvBSqfah6vjI+wMJNnZg1YA/XbjSxfaH7it+5+ZKfmy0wQyLeBrXBEwYZFQTjHAU2fsd4R0HG13CjPH95ORwjkxA8AVrkIcgeFcPzO+ChRLmRZxtcaoAK+TAQ0UQwNcbYk5eF+sAxOrDxu8dC8Rm4QR0DcjFQDofEbgFQuLe2tDYXKpQDBWVgEEnAM8aYSRJu6OyHzX9QZVz9QZEqDCan/g76lMnCzIWAR1G4Nsnr5wDFykE3uj8+Y9zc6PM/x+XLaxTmdfgnhsoTbQgUYZR9Fi0qI/v3vuN5qTMxdahluOWAPb4DxD3OlO1I9KnoIAFljd/YN/DmyhR5iRlD2fIBB4CH4gaYAyycw6hLHQj1MAjUOdyAQBjXB+3LhKNoAqocHvmeQRbuVwcR6sX5IuFG9LL5H0jheqDfUI4/s9Vdwair3U144HmwhTPF6Ye+thxl08eAVfJyHoDCqNJMHupJvyVFZ9Fyn6DePsEBbthSCIMV8OkAADB29Z5FtKODC88DXFE2L68v9eNYHZ6jgMd2KJzkx1Pgk7gYyHa3HiPKPsCM8sv5iyaOnzhCYLWnRLnEEVMOL9zkuMi/aPqbBtpjCVmtmHK57lmVVt1Ht+ucM6/QFed8HgXvHwvkRBU3ZvKuNUAA9YNAeWAAqCKofpp0WOYj9apNa2xYZWCx44rV+eD21wOVNOWBruTVrLklB8zryG+HC/SDUEXTgjwgARfA1xypV0fagt4nZCvULxdXrDVUrCHQTlqpgXPa1X9pXHuFi7R3dqGKF+YVoMHtLfm4LhSpDwMRH3Vy/DlVVYzTubeeodhLlYpdHyi2KVRsTagJYbnBKOqYTQJZKvXPdah0USIPdQAnStV7oUqyGcXSOcUqwjzcvCNNzJTZBAeLGwOKlkpF5Tkdpbd0qv6s4sOyGjqnSV8OP8qrUig8F69OAAAgAElEQVSLKF7AMTFe7bi9O9XrtbRivw5VXJZT76pPFSkgj5ixDUHeRU1c2kuhiloCg2nq+x29pLGJKsWqgzwEV6V1bte9ynT00uC1rdpJq2wNwG9nX9Gkrk3aWSt0cDhToxtqVZzMamxQpf4V8Xz8HDBJ/B+QCrzxeZ7Ur6VT/Zs68m5YJpfwO7GIgB7bvCP12dilkdk6O5bixqz6bEzmAXF1qNK1SZVs/PQRb0/nYXpoqskAvGgTCt6nzxNG+fxIKqoL8uW+F+b3R/ksV8KrPdTuwRJ9Xe/pCL2rPo92aYfcavVdllDfTCIfD/pmaP3ykMrpNoP1KZ2m/ZNz8pNipklHZt7RpMwmDck0a3C2RTGgmj7wZqjS+oRKOjMqXp3L9+myQAOS7flByQehipdltVt2qfqsShrMj1jVoMbsMF2TvcqUuh2C1eo1I62Pg0N1QdvdOjL5jn6oJ2w9vKrHx2nK6Ydp+JMfqdeGtPqFcRU15Kwu26Q22Gzl4tk5FRGXuCxU0bruXLR//1zavz1rNtj8LNpXtDorfQZ4QVrJ9gatfuVm3fZ6ixli1BtilVBLUGwwOt3dgHDPoRBEEyNqV+VwxWCsUeEAI26gGF9PuJy6iyniZoxSRn5X8ADMqOHj5opbDoUtCmiUjREvXFAV2AIm/NFA/E8in4MI/2OcvU7RB74DeChI7vq1jSN/UCmoMzdrDDAJ5Sy6gCmgg9LCcfnL3WbEBUVn8WJcgTEmKHhbYFAxUMBfTzFS7Bc3mLvsaGPfB7+h8LBvDC9KJL/7fqMqIm3t5xEIdvAl6JzE77y6Azxf68sVPOAcKOouoRJF3WgYP5SW7hL9wtvNf6ePucrigMdvwBZ9mHPu5wMYQc1lG8phtilKFKlQUaJfAMeecEEz2HFXarQeUWWL/A54vi3XT3SpFcASNZHkfSza5zD+7IcEMHC+HR7tS8mejgLIA47UxV2VuE29bPIyGHHgA44cvoE11DrKpl0LE99xH8Cee3LXsv9f+E69Hfb4jWsdgPPyo4BH6AD19usboO7pvEf3Qz+MTm7ifgOcRydnOYxTvpfJgI2BgKdCwOO6pRyfIU4+lOfuXPOAOBCH+519RBPXCueCgWfh0kQcv7vZgVmOgxf93+9H0bI+7+e/r0G3W+VU8fqf9HpF3mAk1jyv355xnaZ2JxB0u/3fvjQFD/UKFysQg8uKWYmoUagPBKFPkSbGyy3GaOuujfbg9ZEb681o42JjNiQurj4vdhloDFvdqNi9oU1oKK7IakhdSz6uD2jA6G+UJmTKNTDTru211rbpl+hUUU1Ou+WWatiaRg1pa9EJelE/0qPqW5HIu9MAg81wAij2as5o79wCNa0cppse/75Kl1Sr6EedKm7KqaQto+20VkfrTXONmVtwpjQiW6/BS1vzIIvL8E2pX31C/YNOxdqlomU5ldZ0mXq1Q7g6DwLErRGHty4wRQv4Ok6vqOjnOfWbHtfO4QpzXxZPz6q0NplXwa6Uhicb7dj6z+5Q0XU5jQ8q7GkUvZrTBlVF7Tn1X9uRj0tkYgXnYYXUt6bTIJIYvj6ZLpUuTapvfae+v+kZaXZM3yh/VAdWPW9r4p0SPq1vBO8Y7A3KtuaV1DppQLJD/TfG8+2Fu53ziaLFciUokjOknZMrNCzemAc84J58KHkojcxeXR9qZKZOW2uDerd3GTRbPN4yqXdTl/os61KvZF6Fo337tcZVsp44NKlvU8LK69WQ0YiO+nw/ui+0eL+itYH6NHTlVbNM2mCWc32SnrflTKwdNgYaomYNULt6daWtvj+pfUi/1K16USfosMy0/KPPnpN+0PWU9tU8bat1Fm+HcjokbDbA613VpeJUxvp20YJP1yTc8Olza9+W+nZ05j8vko5Ov6mtlm1UbFqgvYMFatYQ/SZ+o44J3rBySyuSejo8RSe/9KSuWHqN3taR2q99rqoeHK8pPzxIOzz+nCmW9OW+ZZ32dJW9MwtU8mTGBiyAesnijEZlu5tl8ffPpS181qxfqZ8BXmK2Hrhush6bcqMempMwpY6bFi+MAYkbEDfuwoTS5HkBFBIum+j6Yhg7Rtm41QAVXEyeuEFy0+suAZaU7QaA8rsLdMeAkQ+lzNUyRu0YsO4SaovXmd9Rj1Aou0s+mYD87BtFq/Bh7r6dq0vkdZcX7jegMJowdkCWA68bctRJf6wX+TEOQEVUjQB+UIUAvy0BHuqUx0fiAo26WgEa3NKcI19DzqGNeDiPvUJZwCACcV5Xjg3VlIR6BwR1B3ju6sJoklByC5Ve+2HzcQIZDhIoTKgjPSXcmVHIxqB6/ijgsT2DD+rsE2dQWwA5Eu54VC1PriiRn+9R2RgodOcy9Pgv8tKfOG+uFFFeIeAByuR1BZuBifcL+kPURY17j7y8SABw9KkwXl/qyHqJ9AXy+jp5KNtRRdsBj3pGJ+EQK0scHwOInhIxoZxL2pUE/DDLuqfkAxGPDy1UY6OAh2pIOAB9i8S19c+elEM++q33V+4rACSKHm0AjDEQpX29DbkGSUzoYWKLp0LA417GQIDYW39cGu1LTG5hou0dlNkPCr4nHxixL4dO2o/BstfJ332b/4CL1nf1f3/nQgUiLACdeDNmRv5JKpoRmJEuItAdlWtWYIrLuHiVjs+9nAe1j6UJ6XKNDmps9iRuxgP0ibbResUWBgZyg7ra8rFlQAMv4q/mSkPjTQJ0xqlSh2iGJjSWGxAMrW3SCNVrVKbWlBJmq45I1atobjbvLmXCR11SRWtyGrG4wbZv+niYls/cVYcE0xWblp8BjLrHvlnCAkAowciXB9olt1wTl5Xn1SoA9m1pu461Gh9UWv1KWtMa1tFobta9woUa1NVuqgxQWsTyMWWB9umcb6BW9MtcfgJKa1K7a4m2ia/XDtnV6rshodjiQPsE8/UlzdagunZzD26TXK/v6S82W5lJLEXrcxoQb8/P7EU9w1W+Ie9Gpt5bhZvy7tElUmlDQqeseUbBSzFddmqpfvDLHXW2HtD5ulun6Sn9Wr/XQclZeTf4BmlA0K7+G+IGUabGcg5xdbOw7+YlS0Y11WpIvDmv2BEjyYzjrs2LFpcHGtTVau27bbBOI4IGgzqLifyQWMO0UOxGpBrycX0fS4Bbr9Z0fiILQFmfB+rRm2ry6yk+GqpXO7NSExrVXmsTRwarxUB8Dy3WVrmNivEs14VS0bycdtAajVaNegcpA86zOx+w2cs36zIdnp6af77uO9LFqdttMICKuXV6g4EecXy4SBmI9I6nrI5FTALqCAz+Y8TrrQxVWpbUicELYjFjft83mKfpOkQXtE6x8wd4btu8TveE5+u4B5/VXbPP03zto4MaZqrqnvGactUp2nn6dFuzb1xQqfGZCn1FH2r3jiUqWZvRsXpdu2i5zSreLtjyExI+99WcTaozlTd2qC1+A3KYQSkALAoTCoDn5Z3UkyrHb6hguH9J3CS5Obu6Yl9G/gAElOmAxw0TxbC7hGrh9eD3LYEjvwMxuDlJAAvKRHfJ43woG8AjBqsnI4Sh9jqgqgAGuGkKlRffD0BAfowmiQkZDgCeh3fKiZaL8UTdc/dcNK9/Rg0AiIE54Im2LkwYfFQIyna3K3F1/iQLDLDv188b/7taClQBgRhUQDSaACPyutuQmE53e0Xz+WffD//jsi90dXs+3mlnXG1uVP0xVPyGKzIauwdoAf3u0mPiB7Gj3SVc1l4Pjt0NeOFzVtk2CvOcB/qGgy+/o1xFFWQglLJ9gIIy1tP5c/cy+TkWVLeeBiDsi2uTvB6zSd+PzvDEPcp+UXT9+Hinj3Bs0Ri1wnaJhijwG4ps9LgK80fX3+O3QjUWt3B0QXH6NkvgcE45dx4rWlhu9H/USe+DHJMrdLjafRIG0OohHu7u59p1RZnyuNYKYwz5ngEESh4JMEPx7S7RxgykCmdYc92hiKPM4RlAmQXQo20PODLI8vTvBbzEKr31+KMmCTOa/Oz1xHta/wWeZwng9VVnHvCYYfqs1GtxSlslN5pxLa7O5AEA190iaXhzgw4NPs6D2jvS6GRN/tmc9aHGpyp0qKYboDHLkvinrYKN2iaxPj+bliVBmOjwjDSgpUOxxtAUGp6xOnZVlQFc8cychnc1qE9Hl/ZKLjTIIz6rD8+YJRh+mjQo06qSuqzGLKs2dahx5XDpoZiWNO6ukvjmpUtWSoO7WjWyIQ+LTGYY01mtSeEmDWrYHJt2n9S3LKlJwSaDPFS64q6siluYeSv1r+9UcWtOxdmsSljKBRfz44GOyL6rn+mPKnlzc6xgY6hj9IbFwE3SJm0VbNKEoFwHapYpOIAS6tg+LfN1XniPSpgsUiYNb23UTuFKFb2RVb+muPpt6Mwv5TI/VN+mTpXmEnkoXiwVb8zp2PfeUMdr/XX112L63ekleq/lcHOXf1/PGPgclppmIDSiq8Fi5XBzmzJLzB+qHbOLUWRxv0/OT37o1bl5gkWDVNKY0cCwLT+ZZXmo8ekKDVWThobNGhY2qbiGiRCb3ezZwCZDHBzMyK8dWC5NSFVoSLIlr/w+Lxs4jFWVStclbN8T6ioUmxloaE2zRsVr1X9dh4gZBI730kKV/CWTd+UyA3pxYMeAemgu/HLpp+33m2scpQ+XrB1PufSj4FGdoqdtYIGLf7vkWg3NNBnsj2+p0J65RfnlaDbKJnMMTTSptDOpWEuoYYkmUxAntpdpSFOLxl1XpUWpPXVd6kodrBmmIANot+tiffv3V+vh94/SXO2nfZPz8k+yuO9C7bV2ofqs69Ku4TLtHi6xySPEfZYk8oDHpKSSpWlTA/0m8a96x6XIzdZvSNx8gYTCmWTsjxuk58PoknCXRRWjaL24oXucDgYOQ9dTQmGgbFyJJGJkeoo7o45u6AAqwJFg/Z6SHxNgws28cG013458fnwoPqhVPCmgp+R5qTtuQOrcU/JZwQTXsx9gENWIz4XJywWScE27wlCYz/+nnZgFy0xBh3T/Lfru6+O50kadouvfRetCPBr18DXNaLfCSQxetrtzfeY10O9qhueJvqOwUTb7Azy6m1kbzQ+oudKIOxgA7SkBoA6w1KdwLUDgl/06tKF4oqLhQqNO3SmPUeUaFWxLLmivl8eOMaChf3YH3Z7XzzdwxrmOQpHn8XcHUVfCUDe7u1ZZ487L5Z2YT9Sw7mCafoOiCUz5Nly70ckevv/oOwMP8vvkEwYADvnRfNHPfm9Bse9uBnE0L58BcVfiGJgBVNFE36d9WT+RgR+uUhKgT5/Bk9Bd3J6XwW+uEAOEtNuWEkuoeD8nnw9EqQeg6e3n793F5v3bAe/dp3ie7GO64Yzv6Lw7/mQE+sSfP/zCgNcvG7dV+y04/WppfG2Fwcko1aoYYHLXHeuYfRJq2PLGfJzaq8Retasvilp9TqNytWawgYLYgvwyGoOCVg0ob88HxJcF+Xg6lv9YGZrCU7qoS18NPtDETLl2Sy81l2LfsoRi8Zy2DjcaNGHkh1QTtC71ej9lCk2f1V0aUVuvc8N7talmknRfTOG8mE5IvaiS2RnFPszH4I1ZVaMhyWZtE26wWLkv6yONC6sMLgeubbOYQVx721WvM3dtUXUe7mymKfF0vFrC/FIuzLq9L9Dxelm/1Q1516GtOxfqdP3JnlE7vKNBO2q1DtM0e1D9fpqrES0N6t2Y0s7LVuj08E8W11fSnjYlb/fMUosBHJmq05BNzfn4vQ2BWEJmZFBnS7wMrG5Tn0Vd+ko4TWuW7aCrD4/p2m/GlPlriX6jG3V07k2dE9yvIxNv2+SBAbl2jc1WK/ZyaDNaS9Zl8rNYccG/K7GG26CF7Xn37brQlDfUw/HZCpXGkypiMssnMlW1NJ20tfh6xVMaitrHIIDz0JmyyQr7hvNMzStuz2psrlrbptepf0OHSmcnxW+4eFk2pX9rXFvnNuQBtiy074Yua7YZzsQLovyippnK+JhUPDerIzRVu2aWq7gqZ27fw9qn6cCuWXkXOkurzKaOFfpteIOO7HpbvVNd2kfzNbSpyZ6UQV+dkCjPQ3RXoKIlORV9mM1PsGDG97Sc9u+cY4B5YviCdsks16G5jxV2xvS75HX6ht7RWXpY22XWaUZ4iM5e9aCuqb9KTLA5ODFDVXeP15SfXKi9X1mgoblmu2aODN/WVu2bNDZXpd6JlMZ1VJmqW/RqTntu+sdnNG7pZvR5fgPwiNnxGxI3PFfRCrdHffJ1xbipAkyoQlsyXgSTY/AZwXYXwMw+MIK+fy+PkX40uN7rghKF6w1lgTrgeuluiQ/P7+8oiRgygLMnFZG8jOIx9sAM4LGlWBmUFhQUAAc3mc/O9X1G31FOOEbULQw5N37+xwVWqPp5W6BCcG4IpN9Sov1ZFJpJE652dJffXVnu4mTmKXFmGPNCePOncgCMlI8R7MlQsl/qTEwWqXAWaWFd3M1IOxCr98+epAF8oJ6QcMNuacYiS3d4jB99D5CLJvog6huQRz9AEUIppq9xDO72j27DZ34jD8CBCxr47y7RF9g/s2lZO46BAn2kO7XWt2dwAiyhmtPe9NPuEmofMaheF5RHroEomPt2qKq4aDknKEv0u+4UKpZLoR9QZtQVzex4gCW6jIiXzTt9E9BhO2IdSUAW+91S4tpiQEh9tgTqXgbxjhwHCcW5sHx3taNORhVC3M2u8P2zARKDVNRGzlt3Cq7XhXf2AUR6v2ImMVDr1zBQybVOXWkbrqPC9O8FvM/2ltbM687TlFVfQLb7rAxZLMXIdL16rc/kFbIbpK0aNuqQ7HQNzzaoqDqr4qU5Dcs2qei1IL80CmuHEZf2J6lkeUbDMo225hrqBa7FUiVUND2n4kTWFDFbS4011Ig9wy1KvNlUaUBlhy12i1EeFdTpwNys/Dp4zJRtlPrmEhqjGosBG9jarqINOQFlKCp9GpMamm3WjbnfaGryCLV/NFCaG9NZbQ/nVa/y0OLf9upcaGoaEyOAMFQZ3IGs+Te2sdrAgqD7fqvjdmzFH2Q1oD4/KWPsvOo80DCTluP9s9T7j126UtfZUyUMeFZLfdq7bJIAMNfro7S5HHHNouDRHsx0xUW8XddaHR++bG3C0yn2zCzWfp3zLAZu68wGjauoNHWNSQoDMh2mkPWPd2hS8yaNXlarm3S53k9/XRedNURXnNZLuUeKbD2+HTOrdVTwtg5IzNaQjhZTUAe2ddhyNUM7mzQ81WDnw5aoeUvat2W+Dlw7y46tuCOTn0hSK+2eW6JRuTr1bumy5WMGrm5XSSb72bqIwzob88vJvCsVt2TFwAAFbrgaNVJ1GpGr18hknYYHDdq2fb1QFodXN9pyIcxcNRcsE2+I91skTVxdrhHtDfpm8Jp+rIdsPbnY7fmng5SsyZg7+0w9op0aV2lAc1zbZNabYrlrbpmG5Fo0YF2HDglm2PnYq3mR1Ym+NKKiIe+GXiKNTVZp+3CNgeTAue2KvZSP7RucblHJyrRBOW5zQHmXuhW6MHWXlIrp7uB8i4M8Wc/asirTdJjOrn5Qv2y/xZbJYaBQc+cYTTnxJB38xEsak6sxdZH4zB/oSetj/bKdNhN7XFelSjZltWP872elRi7DL/yxEPD8KQndjcSJhfHZhIAeUEMczpYS8UaobbgpmFkZdan5dsQncTPEzYERxSvg7sRCdYIJBOQF6ty4ROOhvMzCd5aZIB7Ll30o/D36P6oVrpbTTjvtMxdm9PeoWuhqDm65LcGVGyLqAZRyfCinGFEMZXTWJPF2KC4YZJbAcAMarUPhZ2KPmCSwpeUcMGBudDgG3Nb87+c0uq4ZEMNvGH+MvBvZwv36EwDIyyxWYBB47ck1yvYOeKhhKErdzayO7of+QT+jzrRb4czNaF7aEXcdyg31icIPvwGq9AHcfRh+2gDVjkENht5nFUfL9M/EfKE+bglO3D3H8QNjxIY6WPcUf0r5gADwuCWQ9uco09YoYbRJoWoMsBEjCMjSF4BcoINrkDhKwCyamLTAMQPO/gQRykfldrUtmp/PHAd5aDcUbldgiW8lJm1LCbcus9wL1eOetuGcsy9cp7wX9kOPx3Pljf7BwJPyOZ+ohLw7gHW3H2b+oz7iYaA//7PEAIkYQu5NPjDoDsr5vXAwSX/8/w/wUvUqnpvLQ8ztEnFwOyQxih0qqsyp95yUgdjgmlbFFof5xWGZKfqw1KsqpYHpNhV1Bto62GAwhst3ZEedzWItrswZtA1Y1K5tW9Yp9k6YX3vuaWnEvAabBLFPON/Uum+Fr+YBgrXT1mY1KGw1txsTKYo6ApslOaA179br3xLX3rmF+mPwMz0WnqErO69TW9NgnZF9TL278suTHK73DAgGxttNTSNWjdmaKHD7B3M0prlau6RXqKgspyIW6H09VOmCpLbq2qiBXe3aKbkyrzwya9fUO6l0blJ3hhfpufC7Griy3WASsEEV5FmnJa9mzLhPqi0z5QYQwKXYJ0yauxZXIsCFYrZrYpl2TS3XhPYKbRuu09i2qryLsixUUSLQ8Eyjtm1YrzFl1ZqwsVzTg0P0QHC2DrjqaP30wnHKPVGkl/QdW1KFWK/x9RUaWNFmgDco2Wqq17BUo0qzCcVWBfl1BV+Qjml5Q0c0v2vqYK9cOv/M3KpQB2ZnaVxXVX5xaKD2E2lsvFrmbn9HGpWotckkuHj7VHVp0IZWc7UD3BPSFSptTWpYrtHW/2PiCfGBKFjMxCUmrv+GjjzcEwv4tLT1xo0a2VGv84O7bekZJsX0WpVWn6qU9okv0Hm6x1zhzFoFzFnj7zj91c4ffWZYTaPNvP25JmuH5jWK1QTaM7VYvSrTik0NbWHsPutSGtDUYQtKD1jeriFVzXYemMAxMNFmS55wflhEeofK1frv5C0Kq2K6s/kia1f6C27mN3W0/qvrcR2VecvUWybv1Nw2RlNOOEj7Pv6IDgxm6SLdKYCUAcDeWqBh2UbFakNNzJabu3bb1n9RDF7kDoZ6wkK73Dx5YRwwdnwuTIxMARkMBYYRw9FdUDIG2GOmiLMhL0YXYOmuXGJY+J6bMa4nAu+52fIdEBBNuIP4HkPIOy+PuYrmi35mwgguR4xcYUwdN2Ff+JZtcCWj6nATBrxYAibqxgQ+2Scwys0acEURQrHZUkwRBp/tCDRHNcN4AhwokkzCAAKiSijwh1KJ8aXcnmK4/DgxspQPDPK5O5DGFYnKgpqJsoT6g/uT7QA62h5VjcSxAUkog/QRVxELY/BoG7bnBSCguDgoeN0K39kP+YHowskmhXn5n4kDbIO7lUWLPQHs0eP088FxoRhH87IN7QkooBrSZ/idegBXxG5huAGDnhLqEbFfuEmjLmjqh1pH8lgwrhOUa0KgcOOxn2g/K9wHAyrgC0WIPh7tC56Xc0A5vKgr74UDLAYlfE8IhbvC+Z8BALDnE1C8TJQmQgzYt6vzvNO27u70vP5On6dMBhQMUHwSBLAenXCFKhadZMX2DJ5oO0CNPvh5EvvjONmnq8S+HXXgO1ziJI/HBeIJ96BP0P4o/t3F4LEN/YHQCdqHmFdfENn3UfgOFLMNs9L9PuWxrIV5/X+uJY935n6xpb7g2/T0/o935mjO+GK9dM9kTZ58l359yrE681o+T9bke17TFxHzuOHhUi2an8sv3TFbGhOvtngh1Bl7bNdc2fp3xDf1bU7k13FjiZGPZYH249M8bkraLzNXg4NWW2SXGagHaaYGtrTb+nXFXRlTtMYmqvOr/b8vbTd7rRnE8V0V6tWR0X65uebq7d2R0pClLWbMeSwV+y3NJE0JK80mNSZTbcHrX0+/r4cyP9ZjiTO0W/0ye6IFEw8mBBXCLUlc1+GaarGE39VzukBTLKbvAt2tH4RPCmAd1VBvM2R7K6XeNV02u3NSa5kmxct0XO6v6rc6kX+6w2/yiwAPXNyh11PHak16e/W/nYfY52MCbfZpq1R0U84Ab6vyjRYnRvwVz49lDUEgB0AZ31ahXrMy2qljpR0TCxRzjBMayhVbF6p0eUK7aakGx1s1pq5G22zYoB2aV6uyc5we6DxHg5ct01nV12td/XbmLgQibTKA1llMY79Mpya0leddrx1ScTqrWGcuH0O4Xjo087FNzACYAE7UzX41cXs6xNbxjfnzy1p+9dLXwg+0zZr1BmSD4y2KAexvSYPaWw18BjTm4Zn2Hd7YqD3CxerX3qmDgpn6kR4z1bR0RtKWp+FxZLbGIhM+/ipNqKjU8Pom/TJ3i8GRTYyoCy2m76D0TF2ou3SpbhXnC3cpE3IO1cem7O2RWqLRzTW2lMnFul1bpzdqbLrK2r64KqNxHZViWRcm6PQqTyvWGdgyPPtn5uhUPW1uWeANFywztY8PXtbwZJOGtTYp1dRbU5p+bhNpeJwbM3Sv1xU2seLM+CMGfih1zTcPNcDb8/EnbEmfi3WHztW99igz4gp3C5YaMKMqsij0iHRD9Er+l3z2kTE3T3+5AQY+ogn30eLFiy0OBiNOXBagAxxEk7sngCcvE1XHZxf62lS+DSoA+dxtyWe/cRbO5gV2vEzegUdu4ltKGE/fhvgmjJKv+UZAOr9xwwVKATv+B+ww+nz2ODT2QRwQAMj33NR5x6hTX9x2tFl3hgtDT16C43G7cqy42EjUHxcdbeuJdQlxS2KwUIy29Cgz7sEYEMr38+mKhpfn74AiEAFcUQfURFzNAAXwi7s1mjCS1A33HalwFi1xgiwTwTlHmeNcuqqBO6u7RJnefrjsfIZpd3n5jvYBWDgPHJ8nBgxRwPNZ0BhqAK4Q5nm2La5o1FTUO/oz9eAF5NE/t6TwYti9jwJ1DmE+QYjzCRC7y5OyWO4HiGUf3cX3+bEQN0g/pR7k7Q4yHN743fdRCHg+U5oBhPcJ2sPhMNrH2DewiouafkHdKZt3+h6Dju4Sgw7i1YBG8qOAkTg/0dns0Vm0Xg6qJtDHPpgU83kSxxVuFnYAACAASURBVAG0e92i5xz1mb5H+3GNMYACIAnF8OuW8wYIemwjqlpU0eOapn9xX2AfrvzS16hvYULdpI/Td7nuAfktTYxhexRCyubFQPnfBni5srf02EPP2EicUcZnr1dnqyLTrjVzlvzdo8oKD67wf24uLHNS/EY2vwBtVaC+n64gj1Gy2Lf6FnsaBCoEswOZTWnPTyVwf10ebkbW1hnoMINxUEObLV47MSgzoCMWjXKGqtnKRIkhtqy0qksjZ9cbgPGMUNSbHYNVGlNXrW21XsOCRlNqUN1wcxY157Rz1wqNrKtX0aacKTcHp2boscwZejX9LW2V3WRKGU8ZmJgrV9HGrEEBAAPIAEEoQcDMObpfJ4fP5l2FxNAxeziZnyFbXJvTgE/i2mrlJv1O1+rAhk/yj/t6LzAVj5mpL6RP1PrMNho8rVUDy9ptPT6L2VshFb+YNXgY0tKsH+SeNHCZogvUe2HKjg310FzSqtWXg480KN1qcYa4dCdVbbLYRCaVUNfxmUoVV2c1aF2btt6wQW0dA/VA+znWnqfqGVvw9xb90iAZcOQ4AYvhbY0WA4hb2ya1bFD+iRCvy9pxz3CRuU9xVfNcXSBnaHWz9s/O0aS2TYp1hCrOAYXSQbmZ2qpmoz2ubAxwzvp91dI24Xpzz45rrzQQw8U6RtW2FAxPpQCOcYlfryvVa1FGfaq78o9uI6aRR3ct47FwLepfG9f5ubt1ip5R/3jcnnrBEyAO7pphquvZetBgFMVseK5RJ4XP6xpdpa1aN2m73DpTZFnwGZgHijn/xFSiaA6ub7XjJI6P/sMg5JDsDCsP2KfOR+ptW6i6b0PCZtp+NfmBkplS3Zf5qYEkZe+RXqzrwit1bOJ13Z6+2FyxDF7qbhmlKccfpJ0ef1Zj0jUGdwAe+95Vy22AQ33o80ze6dv4+W6Ihdfolv7H7eQ3Hh/Bo+Bxg4y6DYEyDHjUJcd2Dk8OWRg5DDgQxA3VywYq3EAVxlDhHkJVIi83cm7SfMeyHb5mG8fAPoDKaJ0BFFyaTCDoyXXnRg8QReFiP6gNlMdEB68jI2zi6Px/3jHSGFNXEhnpAzkcI8bb83KjJ9bJ/0f9I2bKEwofv+EuAogAZG8z8uC+jqofrozRFmxH+0Xze7m88zugSjsAKcAL+wGwPeFOx92FEWPfKFHAsUMK+VD3gCLOG4oHagbwilrqsFYIeLj4cQUSS4ihA4Aw3kBhIaRgWFGKXCEG1h2Yokbb6xx9R8VBLY4qmYWAB3BzXuin9B8UO0+UT704J/RrwBlDTj6gFFBgkgF5om3i26NG+extVG6AwQGSSSucA9oNgHcXNO1GLBhueUIK3JXpZQKJtAVL5KAAUoaXBeAXJgdF1Gj6pS88DYh430DNoq8AdSTc7hwTAzHKL5wBTX5ADPDl2qJf0C64fhlYFCb6EANA3PbcIyjTF4hmQMRkA0/dAR6giSuX6+V/kwBW+iv7iA6g6GfEPQKZ1AV44hrnPuKqM3F1gLADHtAWdfVybbMtQEu4AOeP42OffA+8+TqTXmeuD37jhdrpE3v89+g7/Yl+7/mB+H8b4CldoQ/u/50uueRK3fbAk3rx9Xf09qvP6uHbrtQlv7hCf/ygQj3PR4tWO/8ZwCvuyuUnTdRLQ9ubDBSIJ8NgYrRZi2yYGk1BwbU1PleRj3Pj0V5howa3tthq/yO76mTuvD/LYAHgQB3BBYY6M76p0mAC2ML1h7sMdQRVBsAhFgrFC/AY01RjT27ATUc9tk5uMJdnv7a4KUsocMfMfkNvLDlWHzUdpv1zc+wZocR9bbNpvYrm5jYDxhXmLiMeDrjDdcb7EeG7+UWXmR38mjQg0a6tuzbZDNrSdV3aPzFH9+g8Hdf+iq1nN3hTiz2Bo/+bcb0cP17VibEauaRBxM7FlgZ5lW+JVLwoa4ABxP5P+N/6UF/Rn3S6SuZntV15XrHEdby3FhposhQIn1HxRrQ1qH9HfqkZ2m1CttxcuYMbWrVfdq7qm0doZtPBGl1do//SE6ZuoXIBdywSTPt9Xe9rUE2btStu3+KbcjaZgokHxR9nNTjXYvtC8eP8oEzx+LM9Eottssv2ybWK1Qb5mavpnLmOB69rMRgekay3CTe9m/KPYWM5nBH1DbpDv9Bk/VzjOqusv0zoKje363/pcYtXA/BYmBpXfqyBp2CwCDRr0SW0R+difT94xhak7t8et0WRWZR4WFWjqZKonxwfoDUwaNdPw/usTfcP52hYV6P1G/oH0AxQ3qmLDAzNZV1boU9XTdNxwV9tsWgAj4EHgwYgkZnQKIPfCV/SyOp6O7/Xd16hXEdMH3d82Z45fJ9+qsOz7+mm8HJxPG/oGF2TuUrbpdeq7sZRmnLMQZr0+KsasbDB+jruWeINOR8MiOjr9G0euda7/O8VtX+8Gv/330QX4sXYcmPDIHCjjLo0uDkBgChU/hlVh1Ey/7sqx40MkGNyghsrjBhLKOAqwQBHF2b1SR3cICkH40IihghgwA3sCeAABLkJk5cXMUeMwPnc07IqPvOQcjDMgBjqDSod23GzxhgQP0X9+A5g4dgwHBhS3MfE/2HMiJUClNwoE5iPYaO+bOuv6AxOX3CY3wDXwokhuEGjAf6UR15imqgTBhvIKEyAF/kASBJqBqCDusD3JJZP4bO7tzHQKDSUG03AD2458voLhS4KVYWARzsx+YYXoEEsEm1L23g8FlAAVPlsW1dj2Ie3d+EkD68XxhE1DhWnMBUCHnUBGt0w0+YOprQdbUKiTPoZIIS6w3aAGQpgdB1BjhuoRO3h+Kiv93NvHyAamKYs8gJJtD+xYKg8tDVgyHVWCEzuQgVEvTyPs6PuhYk6kg/Qozxc/dSf73CNM/hCieK6o42BWnen4hbEUxdNtAP5AG+udfo6QEhfo0zOfWGizvRzEsdIPmAJcOS+EVXGugM8vw4YuEQTChd15zi6S7hEGbhQR/KSgFrONSq/u9txFzPYo939mmDgB4y6Og3cU2/udZ5QHgEvBlZc99wjGLw6VPOZ/XH8XCeu3hP2wX2QQSSJNuc8uzrPd1wH7M9f7P/fB3ibjyho36BPXntKD95zt/748NN6Y265Ov5x+aTNuXt+A/BQY3igOsoOcXQs9YH7CqMJmGFAATGUNtYa2ztcYAH1xZms9gkX2GOycOWO76zIP/7paemw7DRz/RKTxDIoQ9Si4TMbzQiimhwQfqKhQZOVCwDiiiUvRnF0tkaDsm2mvuAKY7+sjYcbc1DYZi5gZt4em3xDb8aP0aLWPc2oY8wBQiYaFD+Z1dW6Ws/o+wYIKGcAEC5mC/gPN5qKZA+xf14aFa+zR2T1Lu/SVtWbTIW5W+fru23Pa9fMMu27er6K3grU/864nk2frAWZvTWhqjw/+7MxqdjG0Jaawd2MmgQ8odzN1pf0tE5R6dyEWFKEeDEe9YYiBWQQkA9gEa9Wmk6of2PcVDjUJZ7oMKCjXbu3LDUVqLp2rMqqJ+rLr/9WR7z9K92g3woFj0eYoVT+Qb8yOO67sdOACDAa1VmrwZUt2q9jrk2ewB2P653zyfllnUH2BRjzQrHjOapHhW9pdLJWLKNSUpY1NzaTaYoqshrU2Gqu5UHtbRrS1mxLiHAMhwXTzB0OoHMejsm8oe/nnlHf6oQpgLF6nlYSGiwCPCOCeqsD9WQW7eCwxVzxfasSKp6VNQWX5UlQgY/VGxaPSV1bOwbpsdQZGr+20hRgjglFjfPPIsQAHMe21cZN1kanhn9WUXtgsMz6isDiXbpQx9W/pIEf1GuP7GJbC2+fzHydln1K4cyYHll1pp7Td7VcuxjAfhB+TedUPaC3K47SJ9kDbPZ2841DNeWac7XH0vkavaJWl+tmm9E7ckOdDTbo95yX83Svvh68p2F1f1tg87MrMlelj5+8W1edf76uuvspffzJS5oy+X7d9eC7qrPrueBZtNNX6q27r9c99/9J72/MmaFnZMyLGzSjXG6Q0ccroTBwcyIPic/AHokRNdu5wsXCx6zi78tQkJebMAm1gBs0EOgJCEI1YzvyYjRIGA2MddT9i6HnRk98FXkxToAjefgfF013CcPB78Ap+wcwueGjzDkA8BvHQT5egAxKA+2AC9GNGb8BLMCqq5ceb+hKoZcRVWFw/VJflASUHFc9vL6oQqh+njC6lIMhwSCgMHVnFFDtyAeAkABj1DqMEfAEdLFf8jggsG/+R70qTCg9tJHHkkXPFXlpl6h7kvMGcAP1wDNti8LKeXX3ocdeArYE2btSTB1oV4x9VKmN1glgJB+vwuV4ooDnKgxKiwMe59NnXeKSdjChfCb/oP76ZAjqAQgD+R4W4DDCwMHXMWQ5HAYl7IPrAVDEyKPKUkfUUYAOhZj/OVbi5QA3ACKaXE129RpIor6cw2hsK9BDf6D9AFDK93hAj6HkuqWPATj85iqi14kBW2ECYF1J49qhzgxeuPYAVQAQ++4JeKFsdzX7RCf24S/PS9kouCyHQr08AVLkRVXjuDyWkUEB9wGub09cP7QD1xf9ksEe17rPbAeiGDxSDooj5XoIB8fFgNATSh+DKIc96sW1EU2UwcDKB27M8qWtuRZod9qGfXCdosqiuHOd4fam/iTq4m3BvYN4YvL7d7xzP+ruWo7WZUuftxyDt6Utu/ktaFugdz6utF+CpoV66f679cibq+RLXdIBLtPNZpBQtgA7jCUwhMFnFiZKDc8HZVFaAA91b4fsGo3M1JsiNr6xUoe0Ttexza/nl+OYLlODiF9iAd5v6VVzweKS5RFfxJN9N/ecGVp+A3pwSQIJB3XNVK+ytJhMQV6WI0F1GZ5rMCVkF62wuvCsVkDxFX1bSxt20091n/6q4ywOb9uW9SqZmhEL4vLUA2K0cLcCRCh4HCNKEE9zYNmP3utSthQGqhbHzfuP9bCu1e90ZMs72ic9345hSEez+s5PGLgxueEMPWZl4VLl2bAs90Hs4XW60iAD4JilAw06Bq5ot/XWqAuqDsYfwAOwbtclNkMWMCKWDZAFbLeOb7DPwB9t01Y1SKmK3vrG1Yfo69d+VS/oRC1L76r3E1/T6zpWb+kojctWatS6WpvlS/0GqMOAEVfhbqmlNrN5girE7NCf6EEDEFQnVLiXdbztH5c4LkwgCff6qFStBida7TF1vapTptZO6ijToLXtGvxJq7UH5xmFC3gE2HGDH934pvbtnKfhtQ15wGNiDs/A/UQqbUlqmJrsXBInyTqC9K0xYbV616XV64mMtQ2KHG0C+APNF2XvVOLjvorX99fRXW/ZeQf6XtW3TCllMgQzYgfUdWhsqtqOEQgesKnDVOqv5d63tnxIP9ZeNR9r11de1mFtH+lR/Uj/o//WY8kzpMkxXb/kSpuhXKPRphjWBqN1Q+4KvbfmcM2t3t8mUrTfOFDPvXSyDSD2rF1siuo54f32aDdiQRkooRxzzgHe7evWdHOF8lVKH952m/KPmq1T2ZLX9Iebntb6yJPNPnuSRXqmbrvsZv3pyTe18tP4SqAJkGEUioJHbA0wwc3QXUqoABhhDBo3fb9ZMVpnGwyXPx4L16y7MwAI8mLkMA6ABjdVv7ECVwTtM+JlfSvyOuBhODE67gYDqrgB45rCjUQ+jCxGmNmh1IHjiCagjRux1xfopE6oRSxJEV26wgHB87JvbtC0A4lRO6DHDZvk8Trk9ydZAFBAA8ePUcd96QmFEMDF2KECAEHRxPEBywAragrlumJA4D9KTdTliCKFWxcDSV4MFgnD5ks4+OQV6sK582PjnDNLFyDrKXG8uKYAk2hyFRVVkwQQAaeUDTSjfODGdkMKtGAcMZIAMcHwXg/eqS9u5Z5imBgseH7OezSxX/oj8AOcsF8SsXaUyXYOsag50YVvvRzOFYDmEwoADFzvlIkKRBn0A3eVA67AFDAP6PE7ihkwwn4BYPou9UEhxpCjIPM7Sl800Qeik4WAC5Q5lFyUI5KHRADSKIIMvtgfqiOTozg+8qIwA1wAMccAiKHYUT+2A6wLE33NBxpsTx/i2qA9KJPwLbanTPLyGXWPQQWJc8d3vLgPoKQDO/QvvuOa9gkm9Fcgm/amXwPNvi0uTgYj7IO4Pn7nvHI98T99A0BFseQ8AnEkrl/AjYlB3o6EC3h9ou5o4gYph/AQ2oyYVu5zxANyb+JexP2Jd5RH+h31YLBDm3NOceVzDbpSD8yRgFmAmsR91I+Luvnn6DuDAEIqvmj6lwFeqvw93fnTo3XCzfOkoE7PX3aRHlywWu9ed46un5GPBwLwHtDZBlI/0UMi5gnQw0gSm8UyHePSlWa4cSMer7+KJxuM76q0WaAAEQ9yP7HxBZ2deMCepcrTIXhiBIb7L/qewQuq1tCWJlO3+lfFdXH2dh2emqpvZV81mELFATi+kXpHX+98T+Oqq6xOuOh4Hug2QR4yAR+Ls0uVW8wTulPTwmH6QF/VMu1qhv7g1pkGeAAahhyF636dk39CgaYYUD4cnmWxgjx3dUyy2pZeQeXDnQp0WV30jo7qekun5J42I85zc1ksGXAErigT8EV9AhwBI+AX6GRJEwDuYx2qP+tUDW1qNqjC9YqqgzsRaGPmJYB3T+487ZnMAx7lAKS4+QCtZ3Wy6WvrK7eRZsV0ylU76bhr99PU4HBpU0xt6wapIjPe3IdH5d7Sua33qkpj9Uf9zI6LOuKKPCb9hiYmyzVW1QbC1A+YBYo4TyhWuC1RuHDdooTRJuRBXeV87r96jooWBrowN1kntzyn0WU1BvH8DpAD7MAifYf4PltmpGmtLQRcvCGrgW3ttsZdUW2g0myXhrS2mmpM/9hfczUyrDPgLv5L1mL7HtGZVgZ1oI+ck7tfqXd7q7O2n4ET5wK36WLtYW0EeHNcA2e060vhbGtHwK1XW8qet/yz4I8G7riUR+bqbB8on2z3mM7QyvadpNNjunP6L6y88uwE1WZHqTE3XLelL9FH7x6muR/tZ67n+PX99c4LR9qxAre4c38W3mdPRUGZBY6pM8dAPfePz+nhnvA3wAvSSbU3rNYrN9+qJ19/WLfcVfAs2lyDNpa1Kb3qft30ZKUZAgAC4+vKCu5SAtF97TEMHGCCAcfI+s2KWBiMFioC+bkpM6LGnebGj7zc/FFMUCAY9aIycPMEzLgxA5KM0skLtGFcudmiAABSJOCN39ztS17yoDZwc8WoYFQ9ASheTz8uXDLUwRU3z8s77kPK8m2oJ8YWGOsucdP3vBhxjA1uOqCShPGNqhFALBCKgYgaqWjZwCRGH3iibAwUAAyIMWMPVYWEQfL4P8+LQeeYaRPOgyeMM+3rho9yAQj+55i3lJhdiTJHAuYBXECVMgBtEucf96u3Be9ADok8qHheBt9hzMnjaikgjbEjD4oMxhsXGbBDcnUWOPaYKvsh8of2p0x/BivnjUk0fEf96Gv0b3c50q/orySeUEA+V2Dop2wDyLNPwBggcJUNw8/14fsCTDgGEoAHQLhhB8r8e8Cf/utxkZxDtsV1yv55EQOKq5HjYTBDYl9AM4AMhAJxtBEqFqoW1xtKIABDeRwr//usUlROgMIBxArd/AeFiu1IwB2Qx8AHxZhj4TvqBRjRX9gvgxY/Br9egEeUOUAHNzj9nOPiGOiPDAI4DkATQCR53JoPUIiLo49xPAw+2C/XExDPsaN60T84L0AXCWCkr7CdX+O0OYOQwuPlfHGteF8D4sjDfgBHYI3jKUwAKvcM+jHtz0CQOni/Ij/759h4p66UuaUXfYoByBdNnwvwsp3Navh0ejdye/TV0JpU/vaQU938aZo/c7IuumWelHxLl1/whGoCKT3vf3TBHUusftzkUT8wbj8MnxDgg/KEexHFa2yqSiX1WfUJUwZ+qGYjwnpNaivTD5qf0u3hxRpW36gjW9/W95PP2OKzrBfHszgBK1yUuM2ASKAGo1dcmdFZuYd1RDDVZrOicAAGQAHuS2LfTky/YEb3Cl2vSalN2qZjvbkxASdmVv42uMFA4n19TZmHSlSxfoKamoZpeXYXHZF7V6XtSVMmARUgCoWmTBMN+G7VpfpzeKqAjJLlWZ2UfkE7Z1bYLOBnw5OFO446oCriHsRYoxACK0AObcMxAZSoZJS/b26eLRWCOseTDhZob63VdlqkPQ0G+jd12DESMweAANCUywsF7eHgLB2cmalfhrdoXK5S1BFlFWWOsj7RAdq4eivpjph+fOV4/fDaHfRucIS0KiYtiSm7sEiVwTh9pC+batkR9tfs8EvmtgXaUNhoy22T67RNxwY7PtyfuLEXai+rCZCDYoq6CLzyYvkQ6sr5A37Pqn1Y+7fOMXB9USfqnMz9dj4OD6bq8HCqPT6N9kFVow2ZdLBjcrX6NKVsggOg1m9DXMXxnGJNoSYk80vEALOA8nA12FNDBs1s0+zkl/RR9svmvkdNpkyAt23uQK1r3M6gif7VFB+qjamt9EJwkm4Jf6nbdIl2WLFGJ4R5eH0m/L497gxlFKgG/AG8r4Xv23FN1eHWPwC0+tYR0ldiuvihO/R09hQtSu+lTKJEy3O76JqqqzX1oSP019ePNxCO39BfU184ws4hfR1XPO1Ee++dXWCPOqMNAGiU5O8F/xh4nb9J/A3wErMf0HWTH9OUGx/SnMicjM8UvPhM3XvNZD129x/02Pyk3bC5+WEYMATcmBipAhQ+umeki1Lms0f9ZsoomO9waRDfhREDfEgYUMrixgfE8TtGg8d6MRpHCQHeMEpsz82R/Bh+fyoE37EtoIMRATC5yft6btTX64yBwZB4wphTHu4ujynifwwOx1qYMEAeC4WRcXdmoVsQQ+/uOvJRJsaWCQpRRQzjyW8OiKg4ABqqG8bSIShaDyCRbfxFewKKwDXgyPFTH35H2XDXD4YUgMRoASWFySdOeLkYddxh7h7z/LQhoONB7B7bxO8eG8bxA420KQohdSJuC2PJQIF9YJRJ7If/HXr5DlUIhQhQQdUhcdyUR3/jmAh2B/hoU4CXPsQag/TDwkTMFGou+8HdihKKUodKDGwAmUAXgADY06cwzuRH+WEmJ5+BQk+cJ4w9Rh2lzvsw+YAe+qLHDFIeiQENfZX/AULyen05VoQQ2tYnGAEh1M3dtOTnWgJqOMccE30dqCDOlH5AX6e9yQv4c165flB86dfACAkodjcqfZ3rlW35HO37ALO79hkcAarUk3bjfOCeZDAGUPGdK8tArkM10IpCTGLmNv3bE9cU9ULxY5BHvXlxjhh0uKsVMHS1DdAjD30KLqE9ua4dWN0FyvUVHYSyH84L5zGqTHpd+A54RlVkvyh1gBZhGhxnFBx9G97pq5TN9cs9oadEn+L6o6/Qb/1Yu3tHGeZ++EXT5wC8nKpe+5WO/uqJ+tl/X65LzzpWhx5xms6/4AL9YvI0tUX2nF05Rb8A8Dpf0kXn/0WEumZXTNYFN+fVBDo6K/M/GPxEqzt2VHnXRD2vkwyEAAybRFAnDU61mnKGq6w0kdTgxlZdXXe13sgdo4ENHdo5vlL7J+dYEH6/VZ06O3jAVCCHHVQtVClUwMEbWnRU9i2DDtyC5+kegwTi8DD0T+tUc8uhnjyfO0kHZGdrr/QiU8Ke0A9NHaPO9+pcU+6y5xWr9Y9D1DWrVMs37vLZZAqOA4MOZDyss+wZosTV4fYDaIfHG7R961qDqFOzf9Zx2Vf0QOZsqTGm57P5bVG+MN4YbZQ3ABelqyE3QuvCbe03gPOAxCcaVNamr2Y/MJAE7FqDQQa4P657SL1bUzqm4w0DCeCCugFvv9evDRhZV++HwROmpOGSRHWi7uuDbTUrOFDv6ggtWbW7dFZMV30vpssu7qe3ckerrXqQND8mvRlTsLFI7dmBFjdWlx2pTLJEbwVH6cPgK3o/+Jq1A67QO8JfaG2wncWhcSz1GmGKJHFptNWkRJmBHlA5IzhYL2ZOMPVzTXZ7XVxzu05t/bNwXc7SQVZ/yhzdVWMzglHxACXcoi/pBIOwbyTf0T6tC6w/APP2CLlMnUq7kqaA4jJHAWQZFNzCk9KbbICgaTF1VPY3NzjqMiANEDfEh+sniYesPIC2KTFUrYnBamsZpI+DQ61tX018Sw+GP9FMHaR7w3PtCRuobEDtlPACPRWeZnGNT+k0VWi8bo9frEvbbtXM1oOkQ2L62Yt/1JpweyVqSqVFMf0l/J6B+Ix7D9YbLxxj4Qut1w7WC4+cqGOTr9v5QtXlBRSzvuJ5uXvUkB2hhbm9xULJwOnnSdlkpzY/arb77LmkEun8MA7Q8OBrjDSGAQPPTRcXDAljR/wLo3LiUNx1w2gelQ+VgBEpEAgckny2Ke5LRsAYbgwFKhpgx02WvAAYRgzFhhspN0TcOBg7Eu+oaRg+H5VjAKkj9WMEj+KAEhOFGyCS8jA4UcDz+lnhm/9g9HDBMZLHWGF4/cYcNYhRVdB/93dAAAXGE5DKbxhdIAIXD//TlhjF7lbMx5h5ebyjQgGDqJNAElCHu5PjwpBgBIEGj5vD7YUhKkyoClF4BLQ5J1HwYhvOBb9xLjlu6oABZABAvVHwaGfqiQLjYIViwzkFfImPdAURQAFOoomAcxQaVK7o844JgKf9cC/7pBn2z4ABQ8w2QAb2xs8JMIIblLbAuFNPtgEsgSuAkfNN+3hf5hhoM86LT8phGwDZE/0bSKQ9UDE5X+ThRZkMQugLnlDjXn311c8GRAxegDqAgkQ7ATDsg/JIgAPluRuVz0AQx0p5XC8cF257EtAApKGykZeJQfRTzpfHu6LMAi5AUtQFSP0ZjHA+2JZrmG2AQ3e30u+BHKCXvkFdGDi4K5V6+KCJ9gWKKIv9c6zELwKMPrGBOtNGPkCiLcjPwIJBD20BpBUm1H9c4H6OC3/neyYSAUko3gwOSRwjQMl+gE8mZEQTsEh7cq/wOnGMwCrXJn0eMI4m+jFATb+j7txTekpcVeIy7wAAIABJREFUA4RRcL9icEx+Xlznrkj6d6jt1PGLps8FeJVPXKlb526elRc06NnLr9EH3UzS+wzw0jN03XlTbK285PtX6oIHN1r9uMhQaj4IvipVx9TROsBggu9Q8nhOayweaL/MPFPX9g4W2FpxYzI1uiH9W4MmW0qkTuqzpMuC8Sd0lJuR+6VutbgwIAKgwfDj8hvdVmszJ1E7VmsHgwBcWAAgQMW+MebNiSH6OPVlmziACxQ3IioSihKu2at1jalluXOLpWNj0o0xVU8bo9MrH9dtiUs0P7WPAQgq2z0637bFwAMfgAxLsRwVvKXa5lEC/HBJnhB/SVoQ0yMdZxoUoiwCoMTVEVvGjMgPur6qIBHTzPAg+x5l7PDMVPWuS+mEzItaqt00QwerNRhs9dxv6Tx7VNmJ9S9afVHKcN3ODA7S4tSe1jZrtL0dN6og0Ieb+OLwdiWzpZqRO1hztL+aNwyVTo7prpExTTk6porVE+z7to5BCp6KSY/HlGwo1ZJgd1V2jFe6prfmZffV+tS2mpPd344ZF/cLuROVbS/W6swO6mjur6rcOCsHPZG2GttSbSpjU2qYKDtR3lft6UHqaBxgaiSQ1aLBWqUdLdYPrGFR7OFdjRY7CDShmD6nk619cNWiB6KmEk84urNGI9N1GtjZZq5tVFnOx2jVGOAfozd1SG66NDWmpoqhtu4ccEZcG0oeSux3U8+Z4vu6vqmKcLzaEoOk+pgWBXua4hnfkFcw39E3rD1RB2/TpTYoKEtNVGv7YFsqB2WTQcg1rVfphIYX9XbzkQomxPSTb1+q8roxaq4YZgC9PLGrweHcv+ynWdMOtH03XzpUU/5woY6se8eOEzV5RXpnU01Req/MXSdtiKmrrFSvBN+20IAvelPoaTuMqs9URZ3BBUHi5gZIcMPn5omL1GPn+B1jAzyhaHCTZKRPvJvPkCWGBwUIcHPFBGML7HDTBAwxQqgkGDMMAyoLBo6YP4wUCVWMGyNGpfCJFRh/VC4mgXgMDeoARgBoZDuMjsdSASbdJQK5yYuRIgEA/O/t4tsAJHzPK3oT9+98lp7nJy4RVYubOWDghgKjGAUEz4+i5WXxjmuMdgI2MMQAH+cAhQxVhnNEnckLYDEhA+MXTbjTOH8cOwbQy/cYOs+L8QcCUMFQhnxiDSDONsAA7cqAALWKhOLpAekAk0O5l1n4jmEFHoB+DLGrYIX5gA9UWsrHKANnHLfXHeAlMbDg3NKv6D/uriZkAKhC/QMWgVTaHPUH5Qu1inYCUljTjHLpx9EEZGH46f+AgPch8tL3o4k+jTLkfZbfaBcGHPRHjoG2Y0DEvv07wBsly4/L39keSGSJFWCThIIFQJAAT1eJXCWkr1FXQIaBAGqbJ64FAI2BE/ug/RjMcL164joEfgmPAGCpM3lpB9RD1Fq241qhL/DCnc135KOvorT5BBXKRdGi/Um4U8nHII3zRV6P2/U6fN532hK3NYALmNGfqC/HxDmjnT0e08ukHlwzqJTEhwLW3GtQrZkgQ72A5mhiMAO8oihTd+5xPSWHOACcxLGzDeEAJD7TxvQ/FPl/M+AFavrrb3TendO0rq5eFfOf1KXnTtaSbu5/nwGeUlpy3wU698ob9aufXaGXK/MR3AAexnVq7nCpPKay1knmfgTKgIE+tUmVhgl9JfzQni06vKVRfTq7tNPmOLEV2lk/KntUJVUZ9YvH1TvZpZ1zKwwQMHJAHPAEsN2o35ibjRgw1MHX9E2LFcPAAxdAG240AAKIKw8maFG4p8XtAQiobg/qJwaCKHKoRcReZf9QLB0QM8hreWmIfrziIX3U+mV1tffREu1u6hv5iUljQgf7QyU7KJypH4WPqrlmqMVxEXe368rlCtfFdG7XH83VB7y9p6+b2ka9iGeb3PJzhZUx/T74tX1PnB/HRhwZ5dMmqGFAHvFXPPZtaKpJJyee03ptY3AHeKzI7qzyuolWxjpta6CHuxT3LJD3cni8WsLB9ntdMFJqjkm/jklb5481uCim6mCMgMPM2yXSrTGV1U/Ussyu0saYwoaYKVoViQmal95XTABgduy7mW9Ia2Jqaxuo9JpeSuRKla0v0drcduZGPjickQehuklSWcwULK2PqaFuhAEakFsWTtS8YF87t0D7jrlV9uQSFF7gDhc2EEt8G8dCLCWQjJubNhwSNltcJ7OJAfozw0fUN0xYnztTj+rHwUPKzStWZm2JPScYZZf9AouAJeED7Ivy6TfV6TEKWooUz/ZTOtlbwcIi1XSOzrtG9ReLjcT9fFd4oYKyImleTFfkrtdpwVM2iYLBDIBfXj9BYWlMv7/pQjXGhyg9o5c0PabwlZhmVR2kslWT1Lh+mMFq4+nDNeWWn+uclgfM/c3xLgz2+mzAcn36CumtmLQ0ppdy39FZwcN2s/hX/okCHqNQRveeUBmI9QJSAI3oiJsbFi+ClHGTcWMF0HwZCWAGYAEUUNAYybpagOFjWww5hpORMyNubqZeLjdBEkHbGHJAozBIHjUA14sngA+F0ON6MPCAB8aIcntKwFd0xitwSv6owsS2GCSP+cHIkAfoRDXjM0Y5mjw2jXZ0QKXOHsMUzevle6wX5aF4YhQIqPe2Ix9GFEgGbvlMXocgX5rEyy58nBxtiMEvhCvyAQ4ehO4wi0pC+dSLFAU8VE9gk99p6y25sBykaAcS5yXa1+zLgj9eNi5T1CnKICwAACe5K5R2wG0M5FIXjpF34N7PAcYc9ZNYPIww5ZEH0ENlZIAQTZSJykji/NG+qJi8Co8TwAMWAVJPtBvXA32cbUkAGG0PXAAkwBEwRj3oo65gexnRd1zUKFskgMRjYYlJjSYAzyfr+PccN23laiHwTBugbHriegXA6de0FbDu58rzAHfsl/Z3yOX6Z4BG/TiGaHxrFPAog+OkLTgHtC2q8hdNQDLHRZ24h3EfoR6ojpRfGAJB/0S94z5CP6c9uK+hJuK1oG64zaOJMggV4LwBZFEgjubjM8os90B4iMTgi/uKu54p3wHyPwB4ROrWadaj1+mS836mn19xt97d2I18V3gUyineWKfWyEJ5HBAQgiuvrXWQ5ib2NxckM1IxvqVrk7YOHpMpdkytUqxN6l2WskB8XJe4wM7KPqySeMaWycAFi8rCZAKMMq5G4s5w46HeoMSwEC3GFvca+wG8UD+IhSJAH7UFVx5uScAPZQfgw/2FQcfIE0dFXByKV8260dL3Y9J3Ymp9dbDObnpAS5K7K6iJGYgAbrhDeQGzwB6AmV/C4h611Q00FyTfnRi8oLLsJH0rfE0/Dyeb+7or6GOxdOSn7jPrDlJHQ39zWQNxgCdADIQSt7dJkwzWXghP1OzwAJuZ+6WOOTp20xvWXkya4Lgezf5ImxonWb04DuK05msfUxqBStzXHepv5TXHhyi3tFjZN0oU7heTjolJR8VUu2i03m4/0iZa6P6Ypm84RG9njpIqYyrrnGjwQ9sC2qe0P62j69/Uo5kfWexea9MgtW8cqLWJ7aUPY6pom2BOxsvCm7U0s5tWNe4oLYxJM/KQUtY8SWemH9H3s8+oo6W/1tZsZzF8gC8Az3mnjWjnjqC/cLGj2tI2qLO0PTOFWaamb32nwTzrHqLefiU7Tb2DLlsH0c/ti7UnKFNfoglzK7RjdpXN7iZOEwimrRhAAHr0ocXpPbQwvbfqEiMVNBQps6KXahOjTWGkP+ECxuV9WHqa9GpMeiemP8R/pX3KF1ioAOcNN3zdypHStjHd+8p56ugaIL0Xk/4ck66Paenc3VXVMVbNmaG6tP5W1Z40Wi9N/o4p3cT90V9Rb5lUA9TekfmFcDNrbUx3x8/XGUvyo+F/uCz/D19EAc/dNF6cz0AFbFDhPPCd3zGmwAQGAWDhBuZPT0BVQkHhJueKnZfJOyAEFKJioRbg+iF+CWOHisSkDo8D8+2YsICSEE24RYnp84Tbhzqg+nHDx2ijXlE3XtS1MFFHd1/5bxhnyi4EPG7iUYNK+agRqDKUjzGPJtQQvkc5wC0DTBSqkNH8GADyeH1RFWgX3KFRwEOtwiWJgfO8tCMGzuPfvFzaAyPoCcUDsChMxDOhfAE7lOsKJYH1KCMO0lHAA1Yw6LjPidHDuPaUfC0wlB4S7q7u3NT8xnnCqAKhHB9A43DvsYiADL8BupxDzoW3hcMbfZvE8dJeKDvkoT+jzvI56pq1zJv/sPQLqhzJrwPqTMycG23PTx9nUBBtV5RsQAlgjgIhkwDYL/Duii1gyKCH64C27i4BJz5rk/PkgFfoVqRdUElRnzxRNv0OBYoYNWCOc+ZL06DuolK6ws31wHktvF5oB2aJAm5+bRAmQL/jmADHaOoO8OjTACL7cCU4us3/5jOghjLLvYk2pg6oz7zjbo4m7ld+nXKf4di4JmlH3MIouFHIp59xHbgCh0oYPY/RsvlM32C/PQ3e+A3PBOk/A3gsrlCzWO+/t1jVdZWq+zx8V3hUkhErCgoG89ngZIvNeij8seYH+5jBLl2StBmIqDRfSs1RSWtGvRamDfCAN2KLACPWVcOFiUsTI4/BAxABNtyN/M+LQHlUOuAQEAC+KAe3HmCEuww4JK+77kZkGixGD1AhBu9uXWC/AwyoJs+nTlL5jInSLTHVrxyps1se1NSuw9WWHKTqcIzViWB81D7KQDmcnjvUDD6KEooXcAk8Ui8WJ96jcrF2aV1u9e/K9jG3H3DKLNkX0ydoU2aSQeaC3N7WVhh3wJNjBfpQld4Lv67FwZ4GNl/PvKfdOpbasQK0l+kPVnadRpp6iOsZdRL3LZMu5mlfofIRy0d5nWv6Kf1hL83P7KPMx8XmjtY3Y9L/5OPvUtN6S2/HtKF+az2R+6E2tm+tx7P/ZdtSDgrjz9NTdHvyYm2Ib61sTbFmZQ7Uy+3H6+ayy6WPYgb4gPQduV9oXcO2Wty2hxLr+mlp5e7Sspimpg/XIatn6AfVT6k6MUa5hmL9IrzD0Blg59hpA/aXbi9Rc+1QA0DOLeeY4+KpDihvozfVmFpHzB19YtvUepW0Z2yJEfoE4HZ32/lSTUxfTXygrVo2mTsXGJyuQ22mMn2O/QL+KLWA5OLUHuqM9zNQdmhmoEGcH7PDT848K30SU3ZFsf6QvsxiA5nYw7knrvPaVb+T9o/pnFMvUWXTKOn5mHRfXjl9c/oxWt64i2rrRukHN/1OVYcMV/U1Y22AxGQKgJxzRSgB7uhrc79TfNMArY1vpyda/0s//Cgfv9PNZfiFv4oCHqPVqErHGmi4UjAaGPPoDZ8RMXFHntw48D/KjLvr2AbAwdVTmDAAGC4GidwA2RfKBqPzwoSxdYPkv6Ew+GxIvkOFohzKQGkjYdj5jjp0Vy43blxl0YT7C9eXGzH/DfDDFRNNuK6Bz6j72n8HUgBF9o8x4saOgtdTAqYAKJQVlDuMLmoMRigKeBgmn/RA2a76oaBEjRT7ASjY3hNgU+iO5Dfgh3g/tkedwXBTNvWPJgc8jDNGmvPLucXFi2LVUwIuAHc3gCg+7n4s3MZnwDrEYJiJ//QEUFBXDDvt6on68kK5A2y9zXBd07fpo7igqS/9nLx8312ijYgpJQFg5KX+qKmFCcCjv0fbGTWIwQXB9NH197iWgPHC+Eegp/AxYr4fgNIHTHyHqx1XH3XySRKel/LpN97OfI9ahvsYsGFAAnTSbx1UUe6APk98ZnmWwtRdHRkI0FepS9Q9y7bdAR5gSf0YuETvJ4X7+jz/c7/g/kHfYHBFG3F81IXnLntiP5wLQkI4VrwKJM5lYfvxPeeGcxaN46M9KaOnOgOD/F54z/A6UB8GIqT/COClVz2kC866UGedfp3eevd6nX7J89rsdfU6fa53bs64UAGqO8OLVB5O0PPhSRZfhvLGemKx2aEOTszQAZlPVJpKqE9Zl7lsmVyAMSN4HDUFI8oSG6ghqDDMmGRGJXFOABCuTACAWZp8D5yh/rD9tbrKJiRglFFpAC0MN2obM1RxnwF/ABqzFYmlAyDZP3D2RPaHBjeVZeMNqFDVVmgXcwGjHrFsCGrY+mAbg6euuj4Geig71A3AAnIfCc7S0szuOqhlpr6UmK1z0vdrg7Y2eABgOUbaZ1M4ydoM1YiZnihvICz7YlYy9ZoeHKpNuUkWw3dD+FubeEIe1C4ADzcuMYjUn/YHEMo1weq3MdxK74dfM1gCGjoqB0iPxvRK9bd189VFuu2nMemymC3poati4hVMj2lR554GHMAO9WhqHKoZ2YMNtGh32q6zsp9aVg4xwDwp/rx+sOIpda7up7L0RAOrB3M/UVvjIDV2DVOioq8WZ/dQuqGXns9+V0NmteiHa57Uwsa9pI9juqHzt3YegHxUq3t1nrlnU2291VIxRI+EZ9p5e1PH2O/E69FXJraW27ln3UCeSrFj+yr1WpvW0FyztRd9gieGBO1FOiL7rsYlqwwOAT8AnZmpnAv6AS7tZLqPNqS3tpnDS4I9zI1LXyEf6zoC58R3Xpa9Wbm1xaqsH6fJ4c+1TzjfXP1AN+fw3cojpCNjuu7356hhw1BlZxZLf4pJZ8R003e/rfcv20W1b47WyZedp6qDBinzq2LdFlxi7QrI0u4einBeeI8Wpfe0iUB3Z8/X6W3/XgWPuBZX4aIXP8CGUY0m4Crq1oz+BgR48DPfczP3+LZoPmKCvFxUN4wOxsWVimhegKvQgBBzFTWq5Od/joMbPclndgKo3T0NAZgrjK1BqWO7wps1hh41LZo4VhSj7hLGHWODO5J3ysVI9pSABA/8p04YDJQejslhBUgB+oh/wpiT313ShTDGfnApelwl/wMGUUXP6xI1doAaChZwjAGNJgc8lA3UE0/UC8WqJwOIChdVWwsHE14O74AU7UXsEzCLazIa3+ZxgbRXFNAAJ7bz5Um8TMC8EGpRj4Fd3HndJQYwDqAoppTLue+u7QA84Akw9YTLGJcd9SOWzhPtRt7ChJu/0EXoeXBN41L0RD/0OtF/ownljgFO9Dzg4vY29dm10W2YGOMDMr6PxuJG86G+MfkqmgAXBkgOL9HfooBHfWhDV53pl//XxHFFJ91wbXm7RAeUDLQYjLiL2/dLXy5UQPmNMACu2cLBEqEmhSo9+X3NR+4ZeCb+WfoPAF5O6+7/lW6bV6EnL79RM9Mdevm/L9frf5sY9M/q+NnvAB7GFJcoQEUAOy5E1hbje55WwGLAExorbIYjC+cWrQ80PllhcWzMSGUSAkCGG9YXEkYNAVqAE5Qp3ploQUwbxhb3LO5d3GYYfWDQ3ajEa6HeUQcW7yU+irXvUIYI7mfZECAJpysKIRMQqMO8xfup+fmhurzrJt2Vu9AAkn2gpuE6qwtHqaV6sDbmtlbuoyKLh0N1AsaoK+DwbPZ7Ku+YaO466gYAAqsADEoQcYkvxk9QoqOvLbVC2RwLkAjgMPOUz7RnvLm/Fgd7GPhRBnUF5oBJygbw+J92x5XJ8VaFYw1CqSOTJTh2jq2yeZx0XUyZJcX63e9iuvaXMekvny6RclLMZtbqzJjaPhlk+6e9mSW6JtxBmcYSvZs7wtzje2qxwQZxbW3LBhlkA87Ug3X00rletrQLahZqZ216tBpzw7RA+6gj119/Cb4nnvSxc9NKTam9QPprTG+3HWlLjgD1wBfHTpusSu1oMZ2fdB1gahvnjAEBfQowpw/QRsObG/Xl3Ef2HWoqj1JjcWD6wNudR6o8OcGUYfoW8Y3MjF0XbKv14TZ2LnBl02aZdIkqcuNN8aQ9gTva9hUdZ5MzOH/0GVzj03WIgR/tTdgAyiIDAp5akZ1arHDnmM4Zd4KaZvWzWEVAlhCAK79zpd4+6XCtfGgnm4xSf+JI6ZSY7qq/0PopfZV9MxmE/ow7+oHgbJWnJ9ryLcD/vzpxk+OmSMIIYgwLE+pOIQTxPxDQXQJKojdTbuqFsynZDjcWsUuegEBALhog7r9hFIGaaEJN86Dm6PcEWDuIuYJGfJ9DUjQvahnAEE3E21CvQpWFGZv/j7rzgLOjKt//2b7Jpm9I6AmEUKT33lEUFcQCKGIDRQQsP7t0pBiKIiBNKUoH6SSEEkJJIyGk916293L39vv89/vePTr/ce4mAv4+/s7nc3fuzpw5c+bMuXOe8zzv+57gfXEORtswTFEJOQzGCKYEphSbI+y5ohLsIoAOsEDy4TN4JgxQfrBBIsP2LZgAKwyeHtT6YwBaQEZw8AWEBJkJnxfg4sEyxutIqciXsC3BwRL2g/+RwIKhRSgHBiXIHPmy2QIWvdzF/wA3L1kF8/Ed9sQ/N1hk7jlo/4T0zSDMJIJ28glgSjsEwSDHGMTp5+HEYMygHJUA0Z4FQp6mXPorzGM40b6wWAAln5ikUB/k0eBzod18WBGfly1tyT1FJezcgs8MMA67yG8q+Gw5l+uGpXLAG+YN3ENYwucc+gTSpk+wzMF7YT/XATgGmXr20zeRhKMSvx8/qfJ91D8jJNOPmpgMBn/TgGSYZ8AZ9fIJsM1kJCwJowgEmWGfH1YvGMPS76cdw+3CMX7X2P/yjPykwJ8Ttf1fAHhS++TLdMFvH9OEi3+jZ975i37w3du1JMLJIqqCwX0APEAZshgDHiAMlgf2B5uyIZ2tInBxVW2HWLFhgLpUXd9gtmgE5AWwMUginSGtssIEYI+wKDBuhKBgwKc8mDwAFZIcAzDXg9EC3CCTAWaQCPkfmzGAG4ATAIYNIAAPJo5BHTABCIAxwckAoLli0W7K3FOsXzVdp18l86whzgvUZUNmB6VaS2wFhFoM8t9wVhahVmATKQu28PfZH2peaj+rJ+wQgzJtw70RIgWgObn+FAswDHMDKHyrV9JlYMc7FwcABnpi3XWvHqA1sV3svgF/AGeADkyhSZC6yPLSPrQ7wZoJvdLVPtAcNQDFnAdgeK/5EGPp4nPKdenlQ3T1Jc4AFgADxknfcEo9Uap300fZ6hnY0CnulO4utjrSztwDLGF3TaWSK8q0NL2H3kogmB5r7RxThdZqZ5NTAejIw42patVoWwPIt2d/oKqGLu3WtVwPNHxDetbpmdYzDDQBkpBhAU/0h0mZT0mtThsT2xtwh62FveUZE1vwe7rbWNmqpk4DeHjvAviQwDEH4MMzRaoGFFJ3+s9b2WMUby9XLFlp5QHcG3LVisfLtV47WV8gPh/MHcCbD0w0/YpnQltzjPaGcWM/cipb+mTynRJlq50uqD5DzXMGmMNNbmWvDeIXnR586RuaM+EgTXvgSAOb7ecMNoD36OazrZ44ljChwHuc38C+bfP0t55zlWot1QPZbxgQDv72Po7vgDfCS5B8uJNgudhJMTAAVIKJwTW8jBXHeanD2AVfpoCaKFYO71uYu2BCfmJ/OMHABV/aHKe+OIGEEwOol49hjQCCyFRhRo7zcB4J3xsAE5AaTrzgkYGDCSPtIEj1xwA6sAZeBmM/gxFAMyrBsjFI+AT7Qbt5L0S/n8HBe1P6fWwBROF2YzAKSpjki2Jj2c8A7xkoBnhAK1InkloUOMdgP8jSUgaSaXDAZZ9PgAAvjbEP0EPfi0pck75Fv4PVgqUMAzGeA+ApyJjwP+eEmUzsGoOmB/6aSJWwhOHEPWDDGWTB+A7jHAbX/lw8dX1cP/bRZjx/6hO8T+wsvT2hP5ctjDg2eFEJ1g1J2ifAnY8L5/f5Le2Fs1Qw0Xaw31zbTxSCx8N1igKbhYAcYB9JPww0g+XzHZzARA+QyLMFiH2UxPNg8hGchPG75/dBmwOKfcKuMer3zMQh3Fc4p9A7iH4ECx9O9EEmJbzLCOm0pfS/AvCUbdX8Jyfo5z+4SJf+5nZNXv0h6Lu+B3es3rLBEkCBXRtyFQMhkl5ZJiHXIu3cs9Zs57ZRnS0pdVhyhg5KzDaJDMDGwI3TA0ANI3MAHcbwACzsymCJ/BJo5AcYIa0xeAPcGOC5HoARhotjMDAAJoARjAjlUuYjvY4X1BFABtgjjhuDds2CbaV7nZ5NnGHADwDJ+WYblT1CqZYS9fRUqLl7mLJvOS3V7sY4YUeIowkMEfWBzQHcIinznbphKwYjg+fuzI2HSu85/TyTD0QMQOL+AIQAOEAObF1X7UB9kNnPwCP3jp1WXdM21rYAFoAF9/KwvmYAESD6Qu6zijeXmXRLG2Ifid3hQx3nSVc6tc0Yom9duYOuuKRIejNv/K9P9W3vcmpfN9hAWlN2hIVYmZo9zthJABug8j6dr7XxMeaAko4XG8PXqBHq0gBl2ou0MrGrAR/qDyCq7xlpMe+4R55vdWejjup5R4+1nm3hZJ7u+aI5OQDKKX+qjtNRmXcsAHZr+xC19Aw1BhRGFhYN8Ldv+3xdmP6TTk6+qgHxLh2Wm2FAGqCNxA+YB0gj1WM7SX9hhRX6BPWILahQYnWZsawcj6UrzIv2DZ1o/QM2lgDO9DFAF98BuIA4Ji+cQ5tyf4By2NRLdZv1gdTGEukgpwvG/1bNi4aqZ1mF4uvKpF851c4drY7XBmnVk7tYG8W+WWkA74Y1vzA2GGcPJjWUSR1OjL+uGZ2HK9FZZm2EKcTHnYIAj4EkLFkAjrwtUvDa7A+HEeE4clJYhiwUEiNKOuPlF3amgAXw9l7BOkTVl+NITNjWBRMMCwN6ODFgh71fkTyDdlP+HBgDbHiCiQEVxiCceOmHB1o8jAGqUQn2JjwIMagHwQHnYczPwBROUWwmoCbsRIDEBNgKghfKCspLyJOwIbAYGJYHF2X31wX8AfKCqVBe2Bs8RIPXxGYxyv7Jh2sBUGC4zgAeBcSQLGHvgmVybzCq4edBmxEOI5zwsA2Can8cBpc2CCcmKVH5keiQh4NMJ8AeBxAPUn1ZmCF4RxO/j22UuYE/TiiVIFMNOx0EfD4fWwBIULZmX5R5Q/AcnEOCEyXAPe0YTEyOou6dPLBynqkLngMbzQQFYE878AHkRdn3Bc/jmTIAjlkEAAAgAElEQVSJwQs16h1DXvoJ7HQwAcCwy+M6wb7FxAfQFk68q6IAPv0liumkz0ZNrmD1YfcLKSDh68JGA6o/bCocD+AfJWa1+alb9JelH4Ky+0cZ+S8gczwZkc9gx87N/VXX5C6zUBeEEhmdrREx747MvWtLlu0dW2AD/em5Z7V3boGBGrwPGYzPzD2t47JTbWCFHYG1gRGCLUHqxMOWwRuwBisHcIPVQZr9XOp5EWMPQAXg+2XX9QbaGNDZR4gMBmQGaGRSANnbOkZrOsaormOUDaBLsnsoO91pSvYEO/fFzGlKxMr15+y3rQ51uW0M2KTaSpWZV2TsGXWDJYR1g0HiAxDg3gGtgEjAxu6xpRrbtdocSN5tPFJqdLoid5UBM2y3WKUDAAM7x0APSG1IjDSgBjDdJzdfv8jeoPa6wZaH9mGdWpg/Ah8TWgTWkiC86USx3RvrpgK05+QO1PzOfaTbnebN2VdnXzFel19anPfwvCEfMsU8Q7/vpPudcm1OuRantthgkx9pe9rby8HLc7sp1+2UW+KUe9opt8CpqWe4ybAP9ZxnThaAImzJ6rpGqSYz2kK64FCBzRqrbbybOFLJjjJdmPuT1R2ABwsKMNwnuUDX5X6lrsQAzU3vbxKzX2eXurCO8RHZadbXCFVD/+M82hqWlA9MHtI04Ju+BcCmjz7T+AXlHnNKzinVlzNPGDs7I3eYcimnTLpYfKdPIQEji9NfAIZMPACKgGocMgCclOvzwtICMJvbh5ld499nnqlVPbvm2+jd3p/kVU6zOw7SxonbK3VXqeal91XP58rNm/m8O27XrOTB1iepPawrAI8yl3bvoc7uQVYPwsT8fymzWe88fIeuuOgiXXHHI3p36UTdce2duuehKVrrfRq6F+rJW27W7bffquv/+LLWp5PaNOla3TKpy4oCZCFRInthfxeWGxnokKbCiYEKBi2ckD2CnqYcByx527Jgfl6IwYELCQ+AhwNBMHGut9UL7seeLMwAMjgwsDLoBhN1CK/cwHHkLIISBxOG44CVoL0NgzfsQ5gBAfxEedchd4bttXyMseC1/HfyI1sGEwAGpgbWjQENoATQ5Xs4AYrD7YYsTBuHEyxi0COa40jgHhTj7MEgSd8Ih84BKFEPBtLwIEjeMFimbIARsm8wUd8ohwXOD9qD+fOD4AL2DrYQuTPMHBHeJDzB4Pn4ewvWAaBBOeFE3w4CHn+8EIvFAI8EHUzUizakjYIgFCAXtpvjvODKDsFy+A67F4yxGMV8+3MAfuF+BLNVyDuX82BTvUkD/9OPggCJfYUmMhzDThPGOZx4n9AG2MqxZeJVSOYMnsv7BgkXYOoZb3BGcGITBc6xvQX00deC7wUmqPRppNpgokxffnA/NoWUH06YpARX6vDHMTXgtw4Y5TmGE32B377/MMGKsoUMn1fo/60CeI0v/0YX/OZ+PffKa0aXvvbGPNX6QaFQyRH7aSRsy8zBIr6Dvph9Sr/IMfzdYEbtQ1MttsYqMu7QRIuO7n7bGBEA0Mhkg67KXmFhjD+BiJddqOPTbxqbBYhDjv27zjRAAwCCoWPgBTAB6mDdAFFIcYAquCxADoDo4JXv2XEkWOyvqtVoIBEgwaDMUmPIrg2vVSv+UIUWZfYyuzHkTYAlUtlLHadZiIqbUz+xa7Avt4JYcTupo22QSXIwb7BuSIHIanwAFtSR68C6AEoO7Jijo1rfMSZoSucJ6u4eYHHdAKnIgIQIwQ6Ne4aJ4zzKhjmDbdyzdbG+t+huNa8bZqBuVXoXtfYM1eTsKcZe0Q4AJMABjBr1QfYGKDZ2V+udrqOkPznpDqcJrx6gV58uMXsxfdsZs6fZTvqhs6XMLHZdzKk2O1oTkj/TKZ2TDUwDRGGYsDVbnhmvrhUD83Z8S53Wp3Y2Z5KftU/QrxO/NYACm/pe6mADWa2NQ/W39Ln2vLg37pvyjkhNM6YTMAXTiVfrydlXLUjzbB1sYBeJeU8tNtBMv9khtdGAIn3iKL1jQAt5GgYVIM+nSh3WfjBtOGWM0wrrHz97aYJ0iVPyxRLt//hj1kZvZvJBurXZaWVjPnQL9cApBpAKszhGa82bmmtiX0i70uewy6N+9D0k4Jqlo6X9nBonVSu9othCpHTVVSn3U6drbzlPzx17oGq/VqWFsU8oflKpkoc4Xfybi/R84jPG6gHYeZY8O/rN69mT9HD2awb+uda/pn8uU5acfot+fuNDenjSUnX2Zex8+Xe6dWbeRb7thRv1h6kL9NYTN+i25/M5GBAIu8CgiN1RmGFif5R3X6EBmnAY4cExSvKhetjxBSUN5E4GfV7UwcQLNPjC9sdw8mDwCybCO0TZBEUNcoC2sMxDWYABJLegpAvY8/HMgtfD6BxJMZyY7QfDZnCcgb6QRzHMQLjdPEhki2xI+8AuRCXyAB6CCQk1akkkBs6gwwPncA/egJ4wIgzIDNDhZ4ctG/I7A2NQkqQM8kYBCSRv2Lhgwu4zHIyW41wzDFCQO2F+SAzS1BU5mQlGkDXjOMAVqTaYouR9jnMfAOZwCgMqf5xr4UgSvKa3efMhVXxettgkBiV69iHnR02YCpkbcA6SOfKwT/T7oOOG388WST5o88c+2CUvvwfz+u/YoQU91GGXwn0J27KgnZ4/l20hhp7fN841MHH0AdoNJi1s88rEDochnwBLmI1g5sBkjd8NrCR90icmfbDMwQTjTB7eFfRxn3CCwtY2bD8LO8zvPzhJ4Fqwsd4W1pfBNkr+Zj+TVBh0fp9cP2iKwHF+V7xH/Yd3APk/bPpnKxQsIavG957QXXfeaQ1JY955z0Qt/xCEHgBv58Ra3ZL5sRoaq3VG97M6NT3RHBgAOduk6zUs06zhiWYVr8lo37p5FgQXNqWitkffTdxtA9mhmmWBa7GvYqAfq9UGHAFrSJ2AtCM03QZrvsPMIUFiH8VAiHzJQAvLAftBsF3YGxgR2JuxWmPMITZzsHc3535ia6+2PjXEPBzXrB2rhnXVau4ZZpIwwPCV2CeljU5/SF/6DzCWebRIXYsGaml2d2O1YN0YlAGW2NvBpiFTIxXy/wT9zI59qvsVHdY50wAYa5SyugR2Z9QVAAdw3bt+ob6ceMKYORgzQAbMHAzk3hsW6DvP/FmNtdXGcLYmh0p1TvPb9tXU9HGakTvcwAYyKAARRhFgAnhMJks1NXGs9Gcnfc5pbc/OSreWKPNGkfS9Pm9aVrL4gzOWz9anXeLU3jNId8Qu0uGN0439RCrHrq61Z4jmxvfX2o1jLP4dce6WdY436fqZji+YPA3IhTGF9eNe6jpHaU4mLz964Ao7dmDmfQsxAsAlDAmgGCADWIWlRBL+dGyi9mldYM40POt9svN1Qu4NYz3HJVbqwex5WpXZxf4nCPL2qU2qSPRY28GGjsusNPaXMr+/9k9Kne4Uv71Ynzj7GmvjJbk9zMuX4M4we3/JfNukbSYUAOb/yd6kPTuXGMiibyLdP6pz7H/uk74MKKPujX8foY7RTuuf21Hpx4sNNLMqRu48p8v2OlnXu9305jkV6kwNVOpIp+bxTle+fZX1ZRhZ7PiQ32Ek6UdMXviOIxH9/l/TPwFepnGt1rcnteye63Xn3/+sm257Qe8/O0F/fD8fdqT71Zt067SkMqv+ojv7AF4wTAqDPi/kYAIsBYOX+mPM+MMDCcfwYAzLOwyYUR63YdDFCxLmICwxAZai2ELABGUEE4NF0LvTH0O+CbIg7Ac0RTE4sBGAuSDAK1SuHySCLA1lM7iFbeLYj31ilCMCkmcYjMFQ4eXpAR55opwFKJcBPGiIzz7OpU3DKQysqTvsZNCeiUEYYAWQCIai4fr0h7DzBdfguUXZujEAhqV/2JAwW0wZ1C3McAGSAEsk2GHPNkUBvLAMDmtCXcPPh7IKef4i27GqQ1RCjgwyqMQVBJDwOwqnKOeiKAcGzisku1LvcABhwBJgOpwAKrRTGEDR9wvZ91FGGMRjdxuOacczCQNvf31i7DEpgMEN2uXCuocZZOR2Jk8eVAH6AEXBvsDv1wfi9uCcssnnfzs+bqOvA1ueAXnoW0EnDlg32PAwwOMcbC2DgIzv7ItKTPLCtpnk8x7o3AumIFG/OV8e/ZFJQlRdfJ4tbfsFeNmWSZrwx+nild+9erbm1X8I2i5QAwDe2OxqXZv9jRraR9pgiGyGQwVhJcb1rFDRmqxK1qXlFuU0vm65bsteot9kr1Xl3G4d3fm2sVaY6hPjDGltby2wReN3za7Ur3LXGYjbfsVGfS7+vD6be1Hn5B4xdo4BFds0wAFggAEc9oYBkn2AG7xSGfQpF7s4GBk8NQFN2NC1PztYDds5NV1aqtSTxartHG1yLFLp25mj1ZUaYGFNHsh8wwIA52520mPOYpMBoABhAB+AHd6jMDsM+IAVQB8MHHZ+v8791pa2It/U1HF6IP1NAyQAMsoBTOywaaNGrG0yYAo4Bfwh+wGEhnU267SOl7Qgs7cm65NalhuvZLxUtZtHqX79SGUeKNZTbV/Ufpl51hZIx7BiOBUARh/KfV3JJ4u1ssKp4/4iZZ7vA3PfcRLS7IV5Ji+1slTZpUXSFKdYd4Vuyv6PPpd53tgxgOiL+qza3hiitjmD1ZgeofaGQSb1Ikcm60q1onU3HZuaaraGtA3MGjaMC7Of0Eu5z1idAC7InQA9ggjDqgJwCVsCoIL/hQ3jfAD50Ym3dVrnS9a25IPdRa4H9IyrXaGXkqdpcXJPHZKapR3T6zUi16iBMzsN3K/VGP0s9zvzskVq/e7Se5Q7xinxh2KNOPtec9SA7exIDRLOM+m3inRX2/f0VPaLxgw+kz3DPFn3bZ1v9eHZ8kzpH0wmMBngf/rAedddoBUXDNeKUqe7rzlbndcPEAxp7gGn3KFOl408Wd9wu+nZrzrlmp2ShzutG+z07R/+Re+mjtSSzB56PXOS3TugjjbiHunP/Jbo2/+a/gnwuqb/SVf98UHd8bsH9X6fSW22bbruu/Zm3fvgPZow4QktTaggwEP6CspjhcALdYBVi3rhY8vFskTBxACInBpOzOyRQ33ixchAFwZtheyTsHPz8e58GUiIUSxXVBlIn1FG88y4GciDAK9QuVwX79ewJIzxdlBS8vUDOAbZCr8fFjUIpNjPYIitmQd4SI1RdoTkRdoM3wsDJZJlODEgBb1PYbLC9kz+nLDBOQAPb+YoaQvG0Dvs+PPZwiCFwTV2buwPJ2S8cJ0BOQyKyOMAch/ENwrgAdow+vcsG/I7zHShBFuD5BxMHlQE9/nvsINBSR8ADKCI8j5HVg5LfYXkTCZFgNtgYgJDGTgIBRP9NsxecRz7UEKZhJ8B5VLHQgkgFmQIYUEBSjwjn2CYAbNRCWYPpwbO8V7GPDN+Q2E7Tc4HfPl+DFvOeR6QeTDvY1YiffOOYGKEOYX3pOc9EWaAUQMoi/oDdD2o533C5CkKVIXBPPWCkYxKlAfA80y3z4Pi4G3qmMiEAbbPx5ZJJfcSbNvg8a353j/Aq/+bvv/Tl9WjjDbe/wNd9saHjHDcVxMAHoM0qzZsTm5rgyBhKrCZQrY6tHOm3Cxp166V2rV5lbZpbNAvEjfqytRVGtzaoUPSs0y2/Jye1+Hp6fpEfKEBMqS3kYl6fTXzsLGBQz9o0de7H9LZ6Uf1jcwDJhMCjlhgnoEWNu+i3B0qj/Xo2MRUAwywZKuzu5hcjHMD4IGBkwEZoAfYapk9THMGOz3unJqPcNrYtb0BM4AaYh8y4pTM8WroqlZjYoRyv3K2nmtsToUBOlgqpFvkSOzvAJqwiTCLC3OfsBU+YJEQb7HfgtFC4qQOx+em6EvZJ60ehPgYtblWFTV55qk5O0yv5060sgCj5Uvj+nzqOZODkTe5DwBBa+tQta0dLP3aac20scZmwigCjGgXAC5hTwBRa57eSa85pyec06wSpyTOFYRLOd+JMClIlw1rRyqxokya4dScHGYsFc8RUIajAWCz894q9TxfblLwK92ftNUqlnePV3J5qZbXjte+S+YbwMciEcYPgAe4ol7HpaZq27oafTd7t4E/njvPBWma/B44IbfSXrCggF/CsQDYAb3kJbAxdnHDn2/Wo/GztVr557x7z1Ltp3naoWGDPYvWrqG6O/tdk8xhTOet2E/6slNycokGXfSmAT8YudeyJ+m97CFKLirVhDU/10Od51kfmZI6wZ7hgan3TX6njjDKsKR4/R6nqfYdWf/SJ76nld8eqeXlTg8cdoC6Liiza+lGJ33e6bJRJ+tct5ue+YJTbNMAde5epHed09fc1aprHql18Z30fupAayuk/rP0mPUbbFQJDcNEZUsp0xNTMh9PM5A1qVjsX4MHkyHI4PnI+t5eif+ZbUclmJqwrR35kM94iQUTL70om5OwwTUAD9YrPHgVCoob9TIuJF9hGxM22I4ySKfehGth4AdAelYrSg729wjYYXD1oIL9DExhoMJ+AIIHKP58tti0wYIEk2cTAHjIQ7Rt8BrBvLBqDG5e8mYwYpCLij/IoItNkk+sGlIoLlnY0QOAh11ZcCLgywEA0CeCQJV6ADoYJ4IJr86gjMYxgBaSXDgUB8dgkhnciUXmB+4ogEfeICuDJ3FUXX1dKC/IUAMwAOz+Gj6f32JPFjRZYEID4xUF8JBLw0wgzyQs21I2A36YgeV3ABD3oMbXATaZ/sUEJOg8gmzJvYYBHjHwPADxZQS3YQ9z7p2+xMcnJnNhZtUfg7XHVpT8MJQkJjEwj2EvcI7BRPv3AccBybQ57BwqAm3qExMlwCUTHYDai33B1bHVDTt/YQ/r5XmkdyYuJNqE33oUwIPdJACyT+SJmnj440wewyuwBD3xaecocxJ/PiYGTPL+TwE8WBUGO4LuMigDVgA4bE/KvqaxiTX6ZeZ6GyBhIhjQ79KFFu4C4MVgjkH5SV2vqWJjj7DHA1Tgnct+mL3SjqQuytxhIAMghTcsAG+bWJ0FnEUGvDD7J7nN0kndr5n91ObUtkrEyixYLgCMOvKB+QPgAVqI1bZshNNdzmlFL1W8duXOxiABiGD48Axu6Riq1PoScwrIXemkY52yjxcZ+AFEAdgAi9wLkhogCDuzpsxwrU3ubAAH9guAA1u0pnOsPujaT4dnp+u45FQDLRfqLu3YuV77pT8wG8X27GBtzm1njgOUWTIlpRNap5j0CrhDdn4p+Rl1rR5oq1QA8JpnDjPmEgAIm0jQYGzQaCfit616dhe9XeJ0jnP6Xm9A0DVFTvqCy8u0hEu50CmxqkyZxUUG2gDsnAuwo/0AVDht9Py1QpnnikzifixxlmI1leYMkawv1dLW3bXvq/PN7hKnBwJP84HNhLEb1VonN0P6RepGa1vYS54FQHlW7hA1ZkcY+KVdeQY4TBBOB/tEQBRMGQ4cY+NrdLze1LjMCl2Su83YOoAsfREpE1u9O7PfV/adIr3U8xkdE3tL30vepWnzjpC+6nTdxF/rwJfm6OtrHjJ7QEwBAPVresbqZ2t+p+vb6KPfM3vO+bl9NDpeq30z86yuMIvkJ1bi8YkpxghTN+rb8OcRanFO2Yv6QPNpfQzp6U6XjTlZ3wLgneLUvXGgOnYp0issl/SVq1TXWa1Nme20LDvewDu2ftwzgBc2kwnPYfpnnC3/wvioW+9kQTmAB17S3p6ImTMsW1QCjIXDgxTydmXgDzJGlIeNC4N5ELAAcCg37LQQZhh8fXyQVf8/W2y4GNDCCTCA8XwwIQeHHRM47tuBtvDG5jAAQVAULIfBFhsf8nNfnF8IXHFvUV6psG3hgZyBloGPAQiZOsxYBOvAd+wifeBe5FWAVVTCBszn4zjsjR+Yw/kZuH0bcIwBGTYu/Ow5BvijDfj4BNuF93E4EVsuHMKF+w8/e38eABSAEVzqjWcd7D8+L8/DgzDu1bNK/nhwC6MWdDiBcSsUq5DzcNYB+PsEOALIRzHUyJxBRxRYXm9T5s/3W/IFmWekPJ59lC0YYBk2i99msK0BMcQADMvkhSZY/tqA3KBMyX6uj+ezb98ou01/PoGXMe3geXr7V/oUoCzK3hA20b9j+K0C9mDNeN/Qx+nHPhFShnIATfz+PCMYthv0+f0W5tMz8DxjJhRRoVn4XQcBGe+IQiFoKJu2DDqGsY/3k3cuIiYek+Kwp7CfMMDqU5//KMA7/wuX6pbf36prv/NpnfmTW6yBf//HF/RhnGrpbIAbbzgPwCOY7KOZsw3QAfIACbAkhOxAcsJWDjs4tjA7SFCwFGdmn1ZFOqb99IExUchfDG6wOMQ1A5gBymA33sweZ/uPzr6tW3I/tjqckpmsgRu6dHbuUX0l97it96omZwAP1gfQQD0J0/GjzK3GBBGGZfNJTg8VOy3rHWyXPrOH5UHexJgeQMaqCjBaWtW37NQJTtlHiwz4UG/s/DCKR0I7L/eg1QWGrj43UotzexrYBSwgV3YlB2ptzc7KbCrWcYk3zRMUVorwKmNya/Tp3MvWFkiLddrGAAUSadGjGX2yYbKBRADGpzVRLyZPU2xdpVanxirzcpFaVgw1WzAkThwAKJf2wz5sSvIEZZ4p1oqdnc4rdrqwyOkDXsR7OQmZFmcL1uN90im9oVgdySoDGwB12g1bQJwOADKpt0rUumioxdx7OfdpvZk93mRt7pVgxnsmFptTA2FGiEW4UrsaMARA7ZpZqYHJLrFeLW0LUAI0AiIBeA3ZagOlMJCcD/jDnhEJHwcPWDz6GDaaSPlItTB89CfaHAmVZ3J17nJ9r+Nu6Vantzcfo2HrW8z5Z/WrY6XxTic98bp+mbpe9yQusOfM9QDGs3MHGXD7UfZWqwd1xDZu3855Orh9tjGwXItnfmXuSn06+7KBbpg9nH56nq5QCoAHYGa1kE84A5S63Omykz6tm8r20FsnONWuHq3WXUr1nHP65YO/1qYV22t69gh1pKusLyFDMxkCoMPkAVyxT/24UzBMCmUzg/VMAqE7omx9yBclWfKSiwIKsIRhIAULERXRHzaFQcLb6HAtBrPgIOzbAJYg7PgAGIl6QXOfYZvBQpIi5XuggnRK4sUfFd6CYwz6Pj8DGy/xMHixQiQblMOsDseCTg4+L1vACrN+nkN/hvLkxeDfM3HI5EEmJFgm72zq62U7BptCBvRRzjSFQDSG+r4dPHtCnYNg0tcjCpwjSYZDxfj8SGlIYVFmAT6P3wI+fVsBCsMOAz4fW9qXvugTLFihdiMP94JtpE9hBtDvZ8vvKDiQ04cLycX0Cey3fALsAGyiEkCRCYS3S/N5cOqJ6vtI8kHQ5POz5XcW5R3OMRh2mGnACd/DLKwvhwkckwl+T8iyeBsXYtI5JxifEY9V2h/AhkzN/0Hmm+dHnwJAI8v6SRaMd5C99HXxW54hXvPUvRBrSl6ujVkAibz8fvy6y76s4BYQ7d+P7Idt9vfs8/nfgJf+effB8gOaYeNhgYP9wp+3tdt/Tp+izuhZq5kTX7JOSkf9x2finC0vVda9TK898jfzuHnkjZVC3OWhI0EiWyGTAi6mJY9Q58aBBi4ACIA4BmcGeOKYAVCe0+lmTI+NGewV4I1jsHewFYAJ+DYGfwAG9nN8zk/dq9vSl2h97U7GsAAecXTgOgyABEoGBBJSRKt7wctGZ4ATkAgbiFSKfR5yHVIqLF3mb0Vq/5RT7bZOjW9Um30eAA9bPQBKPFGu7KoiaZNTblreKSH1QYnVh8EXdox7Ym3TPeN5Y3wAHfIuMi8AGPYKBo9ly+bN21d6zmnnSeusDDyOqRuexgA9gC+y5iZtZ222V9MiuRdy+kzny9bOlE07E2S4Y3GVMWTpumJ1tFYZG4qTAiAYpguQisdtrsZJLzjpaqcfHzFIvx7vtLzKSTs7i8WmU/u8aV92irVWqDtWqZbYUJNNYeIAP4BzJGaYup6OCnWr0tqI+gCg8Up+OPVVe4YATO6fNsSekKcHqwgLCCjjecBOwbrhEHJx+o96On2mOuKDrB/hJf2aTrbrHx+bohNbXrdy2E9fQbKkvfDghq3zDBzP4Qpdretzv9QFsXuUuqtE09cdoQPr5xgbOuO1g9UzxGnVgrEGpN5KHaOW7DADjoDXhtRIi4FIn6OvUH8YSMA7IBR7SiR5JgYwqd/UAxa7D7YNx5zmi4equbyPFUX+3rEvDM2dTjf99X809TvHKokcvtqp6yCnZ53TlbddqrXzx+il1tPMS5s4iNwjvwEfAJwJDv36405hgIcU6CVSAEB42Sd/fV6CYXaPl1dUvClmyWH2CSAZBSoYcHhBMrjxwuUliVwaJdtF2Qgixd5yyy2+mv/YIl2G64YUEyXbcBJ1QGLy8h6yUlj68oXDbpAfMAi7hXwUZix93qiQMbAkhQZZHFQY+LALC4Zt8eUFt9iowbpgv0Sbh72Rg3kx1MerjwSDAgsTlfB2DR9jQIcRDSdYKNoBlsqDJjyDw97BnIczBHmDDjkM5lFBgMkPGwagiYpDFq4HgMbno57Ut1AiZh42bT4x8PYn0SFBM8iT6KvY+0X1TY5j+xa8P34zvj/56/ktgDcYSgb5MdzuPi+/C34TPD/a0Dt94OQSJYnSFkxQvF2bL4ctrDv9PCp5ZgqnI2wfuW5UwuaMelBnzuEdgjkErHZU8h7pAEHAEe1IGbQNEmvwOtSZZ8JvHRaO3w8JIIZpQaHkbVqRw7F5K5Qon98Mvx0Yv/D1w+fRXoA1H/AcIA5gCybagg9x9ng2OPnwP2oJ3rOA0/8cwAvW5N/8npz9O/3gmhc0bfp0zVhaL5xuAXhmq5Y9QCu7xxlwWpHcTZ11g2xwAnghzyGtIcchvRI/DJn2W7rfQAj7+B9QcLhm2KCNBImcCqDArg2QeK7+pq8mHtGTqS+pa/YACwiMMwEAj+MADQAEkiYMTrbJqaFtG12Wu8ZYH8ojP4M37BYDNBKqFvZ6l77vpMed2t8dZDZVHAKK+gcAACAASURBVIcRIn+tRqmlZZi62waqu2mAUnNL1ZCsNkmWgR+mCZaMawPQYF0AroAXmCE+MDy0AwCvfsZIWxd2/KJldt8AMpZNO00vmuMFUh/XXaI9zAMVm0b3elanpiaZs0R3aoDV7Zn0GdrYsr3FZcs0FSleX2ZtQfsChmmPFg3VutTOJjFrupMmOZ1x2T666ltOaRi7sU46ykmfdBaMV3/HI3Z3u7/61DYGsrkPYr95wNu9stIYvs50lZZndzNpHpCGzd4fY5cY84SNGuFj6BvcN4ATMI4XLOAMmR2ABxtG3iMS03RF5ipbmo0JQ35pui8a0P3ixqf1tbl/U13TKPOe5rnAxAKuAZ3EPWQCwfMFECEn0++QfRtfHaFp7UeYpE0d/zLpK1runBbOG2cAf2rsOHVkqqxcrhlPl2uFdrO+yn3T/7BjJHYi4JHr8AxbNMyuxSTk3fSROuuRxw1A1n57pGoGOGMOM+c79VTn7e90mtP6h3fS5tXbSnf3LhG3wKlhjNONzunWm05Tw/0jNW/9/sotdNbWyPz0J7x2AXswsfTrjzuFAR4vOW/UjRQR9oLz1+elz0vLyyDsB8R52xqfjy2DXNBLjn0wCoXKxhYHWQ9bNZiNQkwG5eAcgBzpEyDO26H5fWyxCwuHlmCWD2MTlbg3BhOYC5IfMKLyeqnM2/kRXDgsk/nzCHIadr6AiYQJikrIsxzzoDsqT3AfAx9gAdaqECAlP6DEx9QDvPrl6oJl8R2QH352AJeoNoa1A4gBeL0chg2Vt5sKlu2BPO3s7RwBgh6YBfPyHemRZ11oebNgfmRBH5aFPullvWAe/53nAdj1iUlKf4wfDJJvK+wbCzmnUF5YGqUdothM8oZj7AECwqFsfB3ZAkRoO8ALDC9ABRYtyr6T3zG/C/IHJwl41jIRgTWLSvTjRx55xJ5Jf5MF2DXK5nfu17wFNDHJiEo8e45jkuEZf1g7yujP29ebgMBg+olMVPns47nD+CGZBmMoRuVHMgUsMjnDnm5LiXAsfgIHmx3+fcD0I69jssB37ot+xRY2kWv8FwK8rOof/r7O+cmNuubG+/T62rxzBgAP5mNBYh/1vF1hrNySzj2VWFlqAx6SGeweDA4gDvYMSRa7O1g0wkxgb+QBF/IaAId8MFCsbADAQ+KFQeGDTJeZVqT6zDbGsAGgkNJgPgAQgCkGc+RQwA3XRuqDSWKwpj78D7O2sX57db1bpXmJ/dWVGKiuxQONXYKxYsCnHADIhvQOasiMtHh52PaxxBVACk/HjTXb63l93kALQJPgzLCZMF/IiVwLiQ3GMKEydb9fKb3kdFX6CgMqDN6AOEAEIA+mD2axOznAwCJSZGlDQhdm79I7uaOU63GanDpFz+U+rym5441Vyq4oUm6Z0w3JXxiIBowQLDgTL1Kiq0zZTUUG7jqXVOlrV+yqK3/Ux9ixTBkf1qR90EmLnV5JfFLN8WGKJSoMXCBH4iyxVHsYIxibW6l0U7HSXSVamtldG3u218r4OHUkqnRH5w/sGa3WWLuHptRwawdYNlgugCfMFCCMewSoIW1+P3enkHt5hjwf2L952s++n197r366eIKSM0sNYBEihz7Ac6ePLEjurfi6cs2N7W9SMv0KJheQ3do8VBPTpxpDCkBtfHaYGpj1Tquw578wubfqsyPtWWNLmYqVaJ12sudK/4BJ5V54fvRf9nVqoFiWDQDIs52RPUyPrT/Lymj/0UDVIX3f4tR9qtOCEqc0ntcn52MQdnRWqXXFUOkVpw0jnK7unel9buwpin2pVHrVKfeOU03LaOs/mChwTe6DD333405BJwvKxhbHgw0PWKKuyUuWF5bPSx4YlrAHLftZCsxLnb4sBpzwYA3w8bZT2CMxY+eFHwZmvgy21IGPT4UcMqJCS+C5xxJhUQmggeQMswYYwls3KlAy51JPXuCAW5wS+ssLO+TlQ39dBjekwqgEmwETAhuwNcm3G6Az6BkZdS5et7AtPLdC90Zdg5IUAxp2cGFD82D5yG0AUwZy2KEor2Hye+bT2x4WAo7kxROb5xyUR2F9vI1Y8Pr0TYAX7EmhED0+fzh8DhOPsDmBz8sWEOrZS5yQMB+AZY4CkZ458+f3JxdzH8Elv/hdBcGYL8NveXa0B7ZveLACqHmOmDiEw/MQugSWifxBRx7+5xNe+cNfg5iWsJ/Iyp6R9ceCW2LkUQ6AlP5Efv4HMBUCbOTh3RP8bQPgtpTo30jZWwJtni2jXZh0YPcaNdHget7Biecejl0ZVR9MEWBLAYXcJ7/9cPJgEZMCb7Pn2wlm9r8T4M14Ri8vaFbH6kd18bdvN5s9qErW7tzUs51yTzj9uPFWG2ibm4YZMAK8MCgy6DIYYleE0wR2UwzQ3ogfEIGdF4CQAR+G5xpdbkwW+9end9Tjua/o0u4/6JUpn1LqzyXqTg8wsPNs7nQtTOytxsyIvH2ejtMbqRPU1TpAsXilFuT2NralNjZKXWsHmv0U9YIZ2TBnR6XfL1Z9aqQSk8vV81K5Aaa8t+teBihgouo1Uj2q0JLEHnY+gy1gFKmxc1aVFsX20h36gSanT1F9Z345Mc8A+jAq79YcZQxNbqaT5jg9mz39HzIlgzkepcNrmkzybkyNUCKeX6IKcIGBv8nGmZOsDIIvz9+0ryY1fsqCPmfX9Tp/THF6ounLdl+wPX41CLx5n24+0+zs1k/bUTM3jFXDFCfYutzxffZiv3JKPlSqREu5JqVOVVfdAKUai/X73A+1qmtXxdsrFO8sN2kytrZSqUypOuNVWpj5hFo7hqqns1yN3SO0qGkv3ZO9QG09Qwz4N8aqDZzTFkjRyPBI6Y+lzlKuwent+NG2LiygDRAJq0e/eC15kjo6Bxkr94v6G3TFnKuVu8spnixXZ3agNmgHTUsfoScyX1biuTLpJqfcHGf2mF/OPGk2mO92HKncIqcJqZ8aQOM5JP9UrORQp2fvPMDkb0LINOZGWF9lEtGaG2oMHWAUsIkzT/f6Abo+80t9Lv28sb89yQrxfADztPP62I7q3DBQ9K/Uc0UGIDf+aZRaDyg2L9nE7U76jJMeccrN6A2RcolT6rZSvdbL7l3VC5LueOgopQ4tsTiFuQlOK3LjbMKApE3fQ/rlNwRz+HGnMMADzPiBxg/Uha7Jucx+SQxQsAne9ip4TpQtH4NRmD3DwcIDGWJXITcxiBeSergG9jy8ZJH8SDBd4XLZH2Vbhbdl0IPSCuj7AwMHO4ltHAwhdjpRzhHBcwB6MH6wjzAHUQnjcliRYAJ8wiQVSgwgYc/kQnkBSTAnMAjeBqhQXkA2Xn88Ny/zhfMCCIKODbASMLze0zqcn/95XsjkDIAAoP5S0F6Ogdgzf+FzkLZ4zl4a4zhAKwrgcYxBm+cB2I6adPjyw3aYXMcPyD5PcEvbejswD8xxhIjyog3mpQxkUkBToYTtKf0RBpvnF5Qqw+dgk0l7wCYhjeKEA/gETIeZW8A2jBf5fd/jOvzPp5AkDSBBBoYZ7K8uTCQox/cJ8jJZg0mOkoy5FwAqE4f+ftvhe+Z/WFN+i1GOVMH8TCq5L0A1IItnVcgcw79rgn0xWFb4O6oCTiGAeu8sEs6D7SJtwgQx6GhD22DC8V8I8NJaOfk5zWnNSulF+uMFV+vtZF6iZVCuiY/OA4z0l7W5Zzt1rR5gEiODNWwYYAo7LQAcciTCJQwX8iTMFnZO2DZhq8Zgj7wIe0GeR7PnqKt+oGYnDzJZdfqkI5S5rliJzWXKdBbpwdx5Zvf3bvZIvZk4Tm8lj9EHbftJ7zj1dFRqc+u2Bhpq6kYrtrLCWBnkWYDjhmd2UPYpp1RbsXSfU+rBEq3JjtW6zM5akxxjEh1G9si0LFCfmFempV17aJl2NxYKBqr77QHatGF7Awkzs4faEmMwPzBGgFUYOe5j7eIx+fVflzhz2liQ3tvADwwhbXNk7F2NX7XMQE5PV7lS60s1OZF34EDeBkyw1mystdLabPmC8Zq54DBz3sgu7WWJ3nWa2XqoARfYR2RjgFBbfIi+v/5OdY1wqvnLMC3u3jNfj/ucMic7pY520m+ceu6tUHfTQE1NHidRxwVOD6XOU11ilMWJ62oaaPVtXF2t1uwQbdQOakkOVefKKsWby02+XlqbDwBdo9EGTpoyIwwkIzfD9MLBAvTeTBwvbXCa37WPVO80LX2UsaI4ogCuZ8QOU2pziTk8wMD+oe2Hyt3Y653a4GyNXNaPzW5yau4cpsxPi8xxgnAvczIHGvBGOp3fuI/0stO0tiOsLwHKu/7g1DTI6ZCBF5rzx4rMOHXkqkxmp59ie7gqtYt5QrNGcUfLICXfLhGA+tTkRDMjaOysVmNdtR7PfsX6Us/iCuWecnry6QO16WtVepmQOxOcusY4zXROPdg3/tnpjV/uorfPGKE1OzolrinXG8PzAO/1+6qVxNnlPqfc9U4LavYx1hmpGjYYthgWm6UAP+4UBniUj10MAz7sQH8yEUyJ9wpEsi1kQI7XobedoXxectiUhZmdIMCDPQTcbWnApTzq6ZmdQkCMkCoY6vvkGZNCAMEDPF7kgE7fJv78qC33BfjhxR4FdDkH+S/MXPbH7HDOvwPwAD2A53BMvKj6Is/DhvgYZFF5PIjxxwB4sGP9sS2wYACPsLeuLyO4ZYAHUNF2TBYABVEJAEW7Bg39+wN4SIowV0FvyqhyYaiCsjCgN8yABc+D0fQexH7SUAjgweIE1wKm7ChvW18+ntQwZUwstsRQ4flJewCgAMbkB8hGATzqTF4+/KZIACCWIWQf8ndUgkHkOExrfwlAynsgvIwf74RCAA+ZEru+KJOO/q7FMfoK7HB/CW9oZGxkcuwB+wN4AGOkVH67W5rEcU0PwLEhLmSKQT76Fu0Xnpz9lwK8rOpfuUrnX3ytfver7+mHf174DycLwkjUJkdZaI1Nye3MFitTV6R4T4VeyXzSWDgcB3AkQD6FnQNcAeZwFsDejLVMN2W3s4EWeRMbJEAR66jWp7dRanWJahOjzKFh0eRPSD/Pe7Vme4r0u9zPzCbtvdzBitVXanHrnnql5ZOy9VU/cGpfOMiOb2reXs1LhmmKTtCk3KfMY7L+6pGKXVWphs3V0h+dsrc7G/BTLSVamRxndattHW22WcmmEuUmOW2o3VENmWoDWQCSxAdlStSXGUitS22jxa17mcz8Vu4YY7xggQB5rbOHSPPzQEx3OU1PHq4Pcvtpc25bA67HdU/VMZm3zGatq3OgybjLV+9mdaAtsFF8JHeOWAv3tdRJqlm4rWbPOtikuyxLjU12mtJyvLVZY3215nQeqGm5I9SeGqxvXHi+VvaGR6m9zGlW9yEmB+o2p9zhTlls8K7LS7SZeqdZsUMkAiE/4PRG9wla2rGHrcFbX7+NZnccrM55VVqS21ObctsrWVNqsm53d6UyS5zWrBuTl5gzuxsryvq9Hd2DlFxQps6OgSYpE9dvXvu+tgrGmqaxBvQWd++l2swoCzmDY8iK9nHWVn9NnGsThKfjX5RucMrNdYp3l6kpMcLsJtc17qzMhcXSLnmpuTkx3OwGsbtsWFMtPeTUuaLK+tu83L5K3OC0rNhp0qFj9GbmWG3I7aB4a5nWZsbotdxJStaWalHyE2Y72JUeIM105oRDGB6cLqh7qqlUmu00M3Oosbnph4stnuDvJ56rFSdso+ud08W3X6B3hlfpRaKvVztjHy87+2Rd6HbTC0Pzdnl1A/MAb97NTpl9+5xgLnGa8/P9ddGzt+qV3CfVnBlmfYjnD8P5cacogIcdFy9nZENejP0lvFgZCGDpsLeKSmFwxcs3iqEIAjzqBUhgdg0D0V/iBQ07QirEysGoedtC8hGstFAYEY57gMcgiFE9tjMMLFtKsAa81AvlZcDBNiiYkIaCoUiCx/j+7wA8WAquX8ixgGfhA0ljrwUo7w90wIwis/r74bnABvn/w3Xlf29zCbPEM+wvAW6R1akzn0KAmzbgeNBRoD+AByAEPAI8okKN+DphT+cZOfZRl7CE7vNyfRwlkE/xiPQ2dYUAHl6eQfbTy+e+vPAWuRKJMBwyJZyP/3EeoE/jmUu9MA3gmUQBPOpBHvqwfx4s30Ub0c8Lsc1cBzvNQt7jUfUK7usP4HlGFpbwP5FoC9h0QpbA5PYH8LAzRarHcYXnujWJSRFt2l/bwUaTJ/xb+S8FePnbTnc1qr7ln5G/bUa12KmxpdoABswPi9T3JCuVa3RakNrbHCxg5GAksK2C3UIuwzie4MEwdx0tg9XSNsxs6bCVA+ThMdndXpn3hl3itDS5u9mkzXzuMFsCKrOhyAz8cZqASZuf3cfWjn2/9QDd3PIT6W/OVlnoWjDAysX+aeOGHTQvta+xNK21Q7XyU1VacNxOen3BSSZhZi8rUiZTLDU4LWnd07x44x+UK91WJJwOsr22c1rklIs7LUuPV2eiysKKpJuKbO1WGC0cMRZm91Z6XbEAv4A47jW1vMTqp5/mw5Js7Nwh75m72ZmtHwAOpg7brnim3Oy4mqcN17rcThaqA4n2sdxZSrcXqT01SLHNlVq9eBdb3SK7wBkgfLL1S4p3l+efxTN4xFaqJrGtLp78SwtwvHB3p8sfOVgv3eCkZ53SFznFBznlCJPyoFO8tkKZOUX5ZcvudGpdPdQYuNbMENXWj9by+eMVf6pcMzKHqb1lkIVV0SynVbFdlJpRosWr9zRG8Y3MCeqaN1A9tRX58DJv5BnBlalxmqYjNb3+COkep46NVcrUFGtDakfFOivVnhkkmLPW1iHKLXean9xHD2e/qifWfUXZc514FvF0mWI9lQay5jQepNStJXmAd67T5sS21n6sjcwz1LVOqVtKjHlcuWGcun/h9IxzWj2kWGd/6SxNXbW/2hcOlFY4zUkcqMTcMtXVbGP9ChOAzEtFSt9UbP11VvYQk0+7Ng6UHnZakxqjdzNHKndt72TjXKeWecPUfk2Jya4HuTN0gxug+5zTEgauo51+OSgf6PipSqf0WKfHS/IA7+Ert9eGfYqkp5x0pFPiqlJbY3hq5lhbjg4wuzy3m2ZnomPSbc0LqVAeAAf2JEhaODNgnE6IDwayYMDYQueTF9kMZqeQ1x+sTDC2GAMdA1I4BQEeLAqMB6Ax7JQQPo9BCqYEBgFJJGp2jzewd5jgfIBOf84bHuAx+MO6RYV0oRzs9IIveWwNeakXSuG4cuTjnKil3HwZ/w7AA5DBygWdX3w5bJEI+6tfMC8yHiAQpsWHqUEK3JLsyvPiueFx6kOxBMsNfqf9qA8fBtlCiQGaiUcw9QfwALrIi1uqa3jJKyR+7MjCCbmbOvK7gCFFugb4c4+FAB5hazgHr14SYBrQUyjBFOPwAEAu5L3OuYC74PPlGfk+HwXwkGypB7Z2vlxMAghLs6UE4AkDlC2d44/3B/Bw0qFOwfvw531cW+wvuQaMW38AD4kZhj7cv/qrBwwkZWPS0l+i7ZgAA/T9B1UgyBr3d37UscJvl6jcH3GfAbybnNpWDs4DqnedEnVlFjIju9CptmeUSZXYD3WnKs2WDbsimK8VqXHqXFVlNm/NC4erdclQk6OQ0nBuwHGiZ0OF2VF11w/Q1PSxBnRWTdnVGJPNy7Y18IFtH+CHOGrpmmKta99JVzZflR8wJzm1zR5iS2Ul2spUU7etVq/dRZPaPqUld4/U3XsM1QuHl6n90d767+oUu7BC7d2DTaLc0LSj1TOxtMxAHWFStLw3rMhSZ2FHehorzAM3N8spHS9WXXobtbcPVra+SNkulzekT+6gzu4qLUvvrnhduYEq81j9tlOmpUh6zym32FlIFEJwcO94f25M7qDcD/MgLBt3qs2N1ls61gz+Cd6sGqfOtkFWHwAdZRB65bnm041R0wQnXeOM0exYM1if3OMc3d5rlDutwukHFwzX1Wc7weDBhHYXO6XOdGZDCaiycCrX9zkFbBqktYmdlYyVqm7jNlo1Y1dl7ypS9/pK6a08ywfAe7n704o9V6mV83c1R4wPOvfLg8z3nFjjFftAfeAsEDJA/53NRxlr2LGuSomOMqU3FSu72CnTUKQNyR2UrC1Rdm2RPe/715ypK3/9PTVu41T/6Eg1xKuVri+2Mm/t+JE2rdpO+oGT7ndqbKs2MHZ59moDbTrPKXNJkeZm91fttG3VOqFCz2PL44p19mfP0rV/+ZI2PDVCesapafMIZZYUqalmhE1ENmp7xd4aoOxNTkuye2p9546KJSuUxeP6WqfNTdvpjeQJyrJSBdf/u1NsVt5x4ifj9tMNpWW6ltiKA51WjHT6qssDvDt7F8TesK3TLaV5gLef+6LmV5Upc7wzoJo5v1ir0rvqpfRnrK8RSJoAyFN7jvuIv9Z/PR2WBfaItR95YeGRRywyZtbhhbiDZ/OywvOPQZmBDqYtLD36/Aw6lA2Q4YWHrRH7womXMGEWGFQAe3gcbg2LSJgLBt3+4oxxfVhDn7wRtP8/uAXUYbjO/SFjAgyDjgbBvJQblDixQypk64PsDYMSNuIHiPi1N4Nl+++AUQb1jyMxsFDnrUmAF/LCLHnbLYB3ODwOZfHMfB1pAwIW0y7eaabQ9TxwKsQ4FjqP/Uj/HtiE83lw1Z9HLOcA8ILmA9Q5yvEGxpe2ALxi/wVo8jZ2TCwAquFE3WC4sePkPguF+/HnARZgR2G3+gMA/U0iMJsgdEcwUW8+mD14lr0/6dp7NQfLKPQdRrUQAETGL/T8OQaDWOjcQtf7d/bzHJGiSYCsqOfKMQAg7eOZ7a25Bu+8rTGDoCyeKzKt/zAR5v3zYdPW/Xo/bOmh8wzg/cKpdcGQ/EL1i51y9U7pdSUGPggnsjo5VsmuUvWkKtSuwWbPhhfk2s4xSr1bYoP46lm7qHnuCLPT4hhgB6/GxOIy5d53aokPNRYG+a5xVrUtrdU8a5g6mqv0Yu40s7FD6l2X2kmtqSF6suVLeYA306lp5QgbILMdTtlFReaBe9KXf6b7TjxYX3Pjddsgp437O3UNcOo6s1ipbKlym5xas0MNVMGCAcSwSdPmvu2yfCwzvCFzk50ysSIhT6fX5G0Dkw2lBjhgsNjXGK828Ke/OmnvvtUNVvaGJ5nulFvnzIAeQLFeOxpYXaB9lCOOGqxOTR7grddO6kmVmzOJmntXoUDufdWpu22AspR1p9MbG07Ig1EA3lVOiRllWrlmnE78+135kBy9bNLlJzpdjVfnN53ihzutJgL/cU65x51yH/TGbvuLyzN4k5zSncVKLCpXqqZYsVUV6pg9KC/nUi9k3Jt65ca5TvWZkUpfVayuyVVakt5DXemBSs8tNoCixt7l0ADHHzitrBlnHqHLN+0mQGjXmoESbfl6X3kfOC1p2UOdqYFKdZUYi/vwxMN05XYnal6VU/yuctVkRiu9qtjY0PmZfbVm3VjpJ3lguiG3o00ofpK9Wd2bByp2ToUyZxZZ0OnYXZWqfWGwMXiLAXifO0vXtF+mDW/uaPeL5zdSd2fTQAPSjRqhlo1DDfg25Eaqo3mQmLSYt/ElTm3vD7F+2vNShbU9wDj2+zzAe/9yp5uGOP0RGr/c6RbndGwfwMNzdvYAp1t6VxLByeI3PztOkweVKFvtlKpwyn62yCYF9yW+Y228et1YC93yWPas0K/vo//rw6T4AZHBGbCGLOMdKMJXYeDihYixMeAQQ2Nkq6B9VPAcP8Cw5TpBJi2Yj1UPyMPMn7KxmWNmDdCKSoBTXs6cB1PD4Is9UlSiXJxHfMIrMyyV+mPkhdkkIe/wPzJwVOJYUPqNyuP3wZqQPygJ8vLfkozoz/84toR3oA5bM7BiY0ReZEMPSr0sGa4LYJz7IMFocR4McCEAFjwfD17vJBPc/1G/wx4WcqLxZVPPIHNDf4uyL6RPkhfA4GO80ZYwmoUSbUxZyJzY1hVapSN4PrHw6E+FZGLyMrmiLlubyAt4YRIBE02fKyRHwgaSf2v6B9fHlvbfdZTY2nr/b+bjXRDF3P4n6vBfLdGGb9he6pc5JZeWStPyQXLTqWKpNg+A5qf2USpWbMCorW2wAZim3HBj1NbX7aT42+Vm79Tw5ki1vjHUbJqQZudl97VwFellxcZIrUvkQ4+sz+2o9rmDpXOcktNLlakt0trMzmabRwiVpV27K9fmNLnjFHOy0NtOHVMHmbSWbC3Ns1NPOV23+se676av6WvjT7RQFdcX5WOS3ThkjG6+7CQl15epde1QcxS4LvsrZdYV52PlAVTe6QN5ACxs3wA6TU6burZTemF+lYfmluHK4TW5IW831tBWrbpN20gsdfa5vlUOFjgll5QqHiszJpLVI+qy25jHL0wezFBmUrEyXcVam9vZAG9H/SCLk0a+xMJyC30Sa6s0UA0LRciW9KYSi8OWeyYf9y75bplO3O+buq73pQCgOLnU6ZRSp0fKnV4ocXofqvmQvKMFjhoG2u53StSW6eXkp03mzi1lhYsipTYUm8OAHsvb/On3TvHlZepJ99rlXOmUfaVIs1MHKd1drJ5Nlco0FSvRVWoAn5AtC1N7W2gcvJl1r1ND/UhlAYBI3087aaLTtIb8GsLxVLnJ949MPERXjjxRb1f2Th6+75SZWaTcxnzswk3d2yl1e0l+ubUJzryt8YzFgziVKVH6/GLlTnZKJEuVuatIDac6/QVpAIB38ln60+YLVfPmaANouSlOmVec2YJ2dlYp1lWptvRgW3Uk21GkHI4neEDDfF7llFyUD6nSs6TCHFxa5w7TxvF5ifbVIwbopvIi61uLv+t0ddE/AR7PAEeM3/U9j4tv/YZeqCpXW4VTstgp9y2nlQ276v3kAdYe6WeK1dUy0FjF8O/vo/7vAR4sES922DBm+hiSF4q9BuAiL+AHxo/vhWzIGCg47j/YyhWKBYaBM/ko07N+GPQXGmzIiyE/LAJsI0AzvN4s7eMBaVFRqt+ouAAAIABJREFU0T8MwZHLwgvB+7akXB+YGVaK/4PBcH0+thzbkkG8z49ERn4AtE/cq4+k7/f9J7deooXp2VLy9oTBUDUweHjqhhOghHvzCfm7ECgmD56NnvHz53wcW/pCmMEqVC5tQJ2xMSQBTAE+4f7GJMKv0gFohN2lbQA23mkhfA0cTbxZAuUjs0cF9g6fh/kCdYJxKpRg2INtXSif309evIW5D1hsTAoKTd48k78lYBwsuz8PcJ/vf2PLc9taG7r/jfoUusb/PYD3mFNsRaWxMHWNo9SZyNs0IbdNTxyuDKBgrdN7mYMtcC9sD/Z2jT3Viq+oEGxV+/tD1DOzwgDVTB2mnq4KW8w+Pa/Y2DNCUazK7WK2aVbeVfmYbQCrVE+xxSAjJt205iOM8ZqROjzPts1zys1zWpLZQ62rhsoWfn/R6ZauH+u+i/MMHgOu/9y41zBd+dvv6r25B6uta4jF4SNIb0Nrtd1Dtt5JjzoDb/FYuWKtA4wRxC5vddNYpdaWqPuDSvMEZk3Xnro8gwc7V7N5dJ7l/FUvo3V+ntXCGaUtN9icAPCYxPv0bzrXWM30C0WqXTvKYv3hSYpdYlvzEAPEeJq2bRii+LRyJbLlxo4B8Oo3jzTnBpi9zLIiJZeX6vkH99PlZ5yo17bJ3+dxzun4wD3PGNILWk/qW30BwPq4E8Btbc0YvZz5tNKvlBjTmEkWKdNZbMez9xeZnIl3aOO8arUuH2qScGJ+mUmkic5SzW07wMC3WvP3ilw/RccbwIu9MsDYx6bYcCXnl+SB93N5NnBu9wHmbNOuQWav95eJx+rKsSdq+eDeScPXnQxcskrJS06NDdVKn+eUZsWIHzk1dFSrqWu4ZqQP04q6cfn85zhlNhUpe6vTpuOd/kA8KADeYWfp9SUnqm3KEOlPedCeeaVIyzPjzfZQ65wSLWXqWjkwb0cIiwsQJezJ/U7J2aWq6dnWAO2KV8frikeu1pQdRvzDBu/nboB9n7N7ntXzDB597a9Efu97Bjhi3FXqFN/GaVmJ06LtnZa+vJum1x1uXsC62RmDSh/6uBPhLHD3R+5iIMAuh0ELBwQkuqiE1EBeL0X2F46DsAbkJZguLALsXdRySkiXDIjk9UsM8T1qHVPqhDE+x70EA4PI/1Fsnx/IGbzxVMQOCXYpPJD7e6UcGD4PggrlIz95CwWK9eX5LTKyz+9DSgCMPZj0+dgik3kARHt/XAMX7UwdkBy3lJBmyYuNkg9Iy+CEhBhOgFTy+tRfm3GMvIVAsy9jS1tYtfB1kFyD9eivDEAUeYuLi60cJhhRbCz3TD4+yLLIjvQjAtwC+OiL3kbRX8/HqeN/wC5tWSiwN3noj7DbXMsDQ19WcEvMQB8/MLjffwfghpl06s3vj4T9Fyw39YlKfjUSmLytSZQNKI1KvBeCa7LCZpL/P5X4LRUqn99SlFnIf6ou/ZX7fw/gvekEU4YNGMbqZn/W4pRZU6SO9kF5x4Japw+y+9nKBXPSB6qleagaU9Vqrx1sdm6xWZXKvejUnB1mIC/ZXaJWDVFyQYmyq515WM7JHaRYtlKpumLp171LQM1yAnRgH4acS1yy95oOseXJJmdOUU9PhTlAECPO4tgtqDB58fm3Pq/Ji4/Xrz57it7ea7Cu65PKGHjPcXvo2h8dr9/Hf6hVNbuaLSD2fUvX7mEsTXv9YAMYuUedhdlghYfEa2Vmb7d4055K1pYp/m65eZLGOiu0uXtbxVZWak3HGC1vGp8HMiwZBsiblW+vTI8zz1lsE3FCIcQJ5aYXFmta+5HmeYwDBp6cda15T1Py1MZHqW7VKDXEqvM2bvOdWtuGqDUz1OTxRG2pUhtL9Mpje6v2qSFa0huLjXs8rVde+2wfuLgGqW18H+D8jlPjqmolJpUZo9W5vMo8RRNTypSDCU1XaUN2R8Xnlyv7TpGy6/LBkzfU76h62MlHndo3Dc47x3RXmsMGAM7W8l3jVBcbZccIYdLzYoX1l9qO0Wb/ZrLwZKeezZValN1Lb6ePNi9s7CrvmXiirtztRLUDRFl945p8u2HXt6hxL8W+VKLO0U7Y2wHKO1ur1Jwarpff/7R0RH4t2Lb5Q9Rza6XWjssztRMBeIeepaWLdlf3xHzgabOv5D6zg5RoLMvbW8JoEhSaZ8Wk4v48y6gFTq0Lh+qDzfvr6z89X09cerRuPvIMtfdejzbGycIDvL/1tXUQ4F3i9tdlrtLyTu2Vs7CPrCl1WlXsdAdecQd/Vm/fu6fen36gMaqpd0qsv/X34vgwx7wXLYFreTnC1vhBshAD4wN8bsmAnvrwgqdcGBDsVvju7bmC9YVR4BgfH5AU4/RCDIkfLGCUSAyoQVu4YNnBmF/+GoXW2OU88uBssjUG4OQtxIYE68B3YrL567PcEQmgEAV0YHu8zeC/42QRvmb4f8AkdQBMbCnhfENeACaOFiTkQZwbgomYX9hKkndrkgfceF5/lBTlZAHgpx7IkFtKXo4E+BPWhnPxog0nPE4pkw92Y4Bt5Gj6CH017GQB4PPPmrJg+7gGzhNRyU9WAFewzWHQGjzH14NtVALEBOPg+bL9EnCYPgAgAe1RCUacsgvZzvlzKNevpkGfiEphJwuYQ8r2E6eocz7KPm8zGlVGf04WUfn9PqTy/uxjfb5/Z/t/DuBl8bpEpny0b/Cb52Q2Yg846Ym8rNXdMkDLcuM1OXeK5mf2UWvnUDW3DlNHU5XZTLW8OMykr2xzkTalt1OmsUhd8YFKzS4xRwzsrj6I7ydbsYHrEDh2olMsXqHsWqf2xkFisfsV9eOMwXut5yRl1harqXOEWmND1d01QKk5xcZMLVizjzbOqdZPvvFZZa8q0j1DnG4rdmYQf80ho3XxjKs0KfEpLe3e3QLdEki5Y9ogYT+3Mr6r2fFlX3G2ygLG+5lXi4xp2bB5B6XeLFH79MHmKUzomNrOUeqZXiGcCVo7h0iv5R0bxGL0rBzxkFNmXZFJzKynisdtTXa06tKjlF2fX1WCYMo35n6u2dmD1LxguFo2DDMAWB8fqdZ5Q9VWPyTvzbrZKZUoyds/rnfq6KqSLRsXH6j088Vad6bTXcOcbqt2mlCcByI34VFKDLbvO+kup/Y1g5SaXpK3wZvqbJWImkWjlXmvyFaeIPZdZmmxPe/sMqfM+8VKLS9Ven2JAbbWdUM1P72PMmvysjxSKjaI2alOuSedno2fbkAcb1XCuixo2TvPiP3GKX5fuVYmd1Vzerg2xbczoL6+Z0fd//IxunLPE5XdoXdt4e/0hXSZnAelPZdXKnGSU9duLh9G5T2n7AynjT07aPakgxTf2Sn+SafuJQOUuKtMyyvz9716uyL9fdZJSi0uUZYJCtIrEux7TpmFxWaLF5teqdbbBqtn1z4Z/qA8s2kTmTecNq/dVs+v/bwOHX+hnvjyPrp5yNE6fehXDLSdWnGKfukq7DuOFoC+IMA7zH1WP3GDbf/ck/MOF9MBP33S7XXfOF6LnxijhrkjjV1Mbi5Vzer8sln/zstkS3kBeMh2PgwFW+yFeBFHeXYymPv4Tn7JpkLXIIAvTCBlsQKCB2UwJTAJxCpD3gRU+sGCvHiwbil5FhHvXRIODFF2XAxoGDVTLh+AChKbXz0hfB3PLjFobS3A25Knpr+GZ16QOAEIgCzqE2WnFpQ8P06AhzRKOyDJbynhQENeAAzG/7CKeE0TXy6YfNuy3ZrkQX9U/4o6HzASxaxFATy/bNbWSIywqNQZ9gywh4wZJfF7UExeH47HrwNL/woDvHB7YKfHPkBGVPJmAFsTMiRcdri8MMCjbpwTNAsInxP8n2dC/qhg4cF8mDf4umwtwGMiwzlBthOgWCj2YfB6W/rOfcPMU34UQA4DPPpycInDYPn0TyahHPf3uDWMd7CM/r7/nwN4XXMGWkgP89zExuzCPu9KvAt/l5fUprccrq7EAG3ObKfFmT3V2jFEnS1VijVVGGPV9Idq6RfOvFJbu4aoq3NA3vvyaaeOiVXmTLG4fc88k/KdfJgJwqBke5yxS6lVJYonyrSxdgcz7H9/wwHGQtXVjdLi7J5KtpcaINQdTj2JCiVXlWpu9gC1/HGYdKJT5iSnZ0c4XQiDd/HxemXdp7Rp9nYWTuXd5JH59UPPcdoY397szbLri3R/5ptKNOeBinmJrs8zPO2zB2td9xglu0rU3jBIyUklBjoAbPpir13cYb2rGgBIzsl7X3bXVJqs+ZC+roXpvS2YLwF9CdLb0jTcQsO8lPyMWtqHKvZ6pXreqtAyjVd7bJA6Zg1S59wqYxUJN0LoGHPkmOPU0TZYdZlRxmhpqsvLkFfnn82SoU6P9YKOKWW9ThXIm3jVElaGFTFW9Mm0bzq9lPiMlm/cTdm5eUeQleldlX6vxOzlOhuq1N41SOK+Njhj4npWlqs1N0SK94Ix7OTWOnvOLAGH5+mbS46ze+1pq7DntKphl7wH6kVOqetK1AZDynkdfWU2OE18ZryuHHWi0jv3Scnfdsre45Ta2yn7ZafcAU7ZcX3gC6ePCU7PN39OjY9X682RTq/u5dQzp0Kp/ynR5D5gW3d27woeS3G6cRaPD0cWu+978+3Okm1v3H2wfv2FM/T8AKf0dU6JwU45vGV/nwfnG5btoMeXfUWH7nqhnvjMPprgjtYP3SkG2l7bzen6vjAogLswwDvdHaif9zF4L5/ndF25E2AbRpXP8e5UvXrWeC2etJex1ZnJRYq9UdHfe+NDHQPgeWmUlxlBZwEc7PcSYbBgBgr/0itkd+fzB4FVcHUA/6L35WCTB9Dx/xMbbUvJG733521IGT6Yqy97S3Iq7Ax5kVO3FuB5dsvXmQGGZazCCQ9GyuY4gBagHJbBkbVgLQG+5CV9nACP1Ukot9DSZME6exs8lq+DpaTNcRQIAzPK85/g+YW+A2zJ79nXQvn8fpw8yB9OYYBHu2JuQN6tAQ2AM/IC0FkRBRDpQRjAA1mTUD0e6JIX+1QSIJ3/GfiDAI86sN9/yAsbRmBijkUlLxVvKd4jdfLlsg0HFqbsMMDzkyrCemxNIjAxZQfX5406j/7j60KIpagUZvAIms45wckV75nwPl8W9+tNMPy+qC0TNspACmcbFWQ8DPBgNMkb9Uz82tL0dZ4bpiX9Ob1E1anQPpQM+tl/4UoW0VVG709NLMkDIOSrL/faKR3spMuc9Nu+7ZVOC2v3VmpKibo3DFSirVy5150wak++VmpgpfWmodJFeZmXoMErO3e11R4ABbEnKsX6pzUbRhtL2HCU0wpYlYecsVy5Z/PepomaUrXXDJbmOXUt6rUD/CrOH2UWIFnYbFG/3zulOktscIcla/nxMOmYvOy3eqzTX/faW/e+fqpyDzu1/32QLcP1avzkvO3eMc4ATTpRpGxbkZ7r+nzes3ZSH3uJ0wUBg2f0yoVrnNTuVN89UvE7yvPsJqzTrk7pEX0A9TgnfcspvbrYpGAYvI6aQXm5G2kQVnRRPpbg7O6D8vf6uFPi5TLhUdsWH6zWRcOE/Aioi62rUOLNsrwjB56weP3G8vZv5hjwkLNgznjbdg936updSUE79bbj2F4P19PzzgPJdaXKri7Ky+2TnObED1Rty2jl3nRq3jxcjc35AMOwp50NA23tVrOxwzZxiVNX4wDFYpW2OkV3y0CzYWtor1bT7BEmdb435WAtje2uHCByUS9AI7wL7CHMHBMCvHhXO/MKztQXGXic+Nh4XTnwRK3vDStikutnnGJfclpMjKMTnHrGOrVWOb3/4oFK7+aUOtXpoeXnWf94dE+nP+/m9O5jR2nNKbvo3j6wVXd4H5Cjnd9xwnYwublMujy/pBj399ype+pUd5xuKHPqPN1pDdIPtpPI63c78+7OvFCkQ2/6s5beMVIzv7qD3izPg7kH8T7su1YUwPP7Cm2PcqfqpVP31oNPnWd9xIJ2//JfB7noX+XW7+UFi50bLzs+3luyUAl+0CevD5paKK8PZkpez3yQl5cbYUewF4IpgEHx12eLDNZfAoQh75E3yh4seC7OIr5sBoAwOAnmJYyCzxuMJccgwGoZ2CtSZ588QAgHTPb2jGG7OW9Az35ALSCP+vuQCVwHIOzrwJb0UQEeA6q3k/R2dUhxW0oMbNQBsHT00UcbKAQMBZdeAmQE6xs1YAavQygdnx8Hn61J9AffFsH8YYAHIPNlb42sRt8jP/aDgE28XQEVJCYnPB9kWF8mW2/Lhtcl/3O/QYAHuAjmD9a30HcvFcNy95cAb8Gyo5aXCwM8gA3n4JixNYml68gPaOoveTMO8gbDzATPCQM8L/96eZjfEl64gCjfrsHz/TKEUZMlnw/HEb9sm28brhtOQYDHdb3NbjCGJefQfjjF8JvB6566MsGIciwKX2NL/3vVgXr29x7aUjkf/yjQzxXNoPMOJ8EM/dApd5hTbkwfi3dpr3fpxXmmKvlsmXLn5gdGY7t+75S7zCl2TaXFvuu5tpfRQba8wik3Pw8IGUQBQHhn5m5yyryRD8A77QCnJ3odBnRJ3yANq/JVp8yqIq3sGGfMECtOZP4fe/cBbllV3o//vVNhZqgzdJCONMUCGiVEscdeYjSxxJgYRWP9WYio0cRoIthAYycq9ob6AwRRwYINsYCC0stQZmB6vXPL+7+fs84bt+d37h0s/98Tn+e3nufcfe4+a6+92l7vd33fsveNnPh25MQPR1r8ude2l8BzlJi8InLi3JFcfkzk0ql3guZxkb9cEPntx9wjvzD62Jx8b+Tk+yInlkbetmGXBliPihy7fHbPm3LiosgV1+z438GUe2/WACAFDD6rgR3hVdiQrX3+wgZ2P9D6xsvuV2CDvCLs+Mh13982192xIM+fOD5Xf3a7HtPVM+THfn46eq8sW7ds26aGPTly9Lw5PZZMUOXLbjosf3n2QSl48sRVIzkhDMtzp9r3lMjJd0293eE7LZYeT9IJn8Mi/+2wyDdjEO8dOXaPyHWz2yvLMF/Cu4jl1wtb8unIDcvm5/gnZvXY1YkPjuT4z0Z63sRi/61evyivm7xL3gJ4U3FeHz1Gk2czNmzslll56djh+a2J++fyaxf35sjmz83LLZwqbADe317h1VO3A8acFwCu70SOXzjSbPcujDz71IPzVSPH9xwT1iyaUs0fE7nysMhz9eOTIu/YIfKyqfATy1+7fd485TG27J4N/Atb8vG9Ij+wTfSA/Lp7b9sLWwJUfZfDBgD95cb4jX5yTo4un5P5932w/snItS+dl5956rbJw/ra/SI/A1BuF7nyUbNy4g0jze7x5ZHfueroHDtnJDe/YVa+bapc5QuPIhxKF8B1VbTd88O+A3hnHnRYvnL/R+akDdOpUx7KQOkfOAF4HB9qceRcMFOqAJ/yl13PdPkFM65yu6EUCHmqwkrl2Vl5twbaylFgsA6Eq5eqd9kSQKrKZRQ/UxJmpfIKJ1EMXgG57v3Kjsw5QqqbCGrn6726fiMgSl2NEaOmkefoo4/uHampvbYJ2BAn0G8+0tYAHsZ1mB2fayvuHftEKkmAF6AWaHZrqVTKvFKxWFTn6ta1z+qqsdS3gOR0ZVcMN3mFGakEKGHLnAfcuixMGc8PxmcbBHjdfgOyZ0pe6+VePrybMbZiMEoAgj4ikAHFyudYgYIB2wISXYA3mL+7IRhWHwDDZkLZw9TD5h7vcMza4HOifoOpC/CMW9V9OhDWvd5c4bXumq3Z1wLnVXb1W7cs3wcBXql/2ftKzASoum0grEGDtnkYTfeY7v3EVZ7QNmV6IP8wL2oAj2ezjRpWn9OQeIaDNr7muN+l2qww/QD+hwHqXsY7+accWNRxaxvpmYr8w0uBGe7WA3ivjxwjhO4aObYgcvPUK5hSnLUjW2T+FIIDeKOa5BwBED4ncv0xkSsevKC9Fup52+R6xv6Pj1x12XZ5/nUPynx5E+b58MixR0ZOuvapkd9cEnnGFFOSSyLHHhI5+ZApEHP3qVAfZ43kNcv37cWOW/2WyB+g0L+xMCdPaUziGIP7EyM33zAvxy8b6QX5PX9J9N4Jmo+MvHynyO8/6h555k2PyckXR068eopdwkwJ4+HND1SEj48emJp8Zj94rzpiEB8YjTm7a2QKEnxp5Pc3HZ3nTx6fm581rwHdd0VOHhG5Yl703gu7ZU7kuoOnDIKBnfdFXvmjA3LDa6Zej+XdpcdNDSOjfkycGHHeBIHB0QefmwJxtzZ1sRfSn3neY3sOBhjNyVdEjh4Ved2ukas5JACdL4kc2zfyCgbT20a+bu/I12PtHtEPrDsvclJe6kl2aJf0bdIARA4h2DVBeLGzZ0fmxZGjVwp9MjdvWrNHU5tj4theYg2V4fP1yAvWHddzgMH+pbh+z+rH2HtYn7kD+gEyfSZ2n75kY+m7sl4YefZDDs6/iuPz5Ii8Fut4QOTN8xt4unjfyC/PivzAVOyyVfeJPFtgYXPj2ZHrnx/5wUWRH3DNQyN/vt2vWbXzp1S1+fa+jSiTgrdGz9t78m/6/U7V++jIb9wz8l9mj+SnjljcA2u/nB35qRPumld/fP/k3QqcHrPtc/NTex6Zz4hj84NTcxhge2ssztfHrN8L4F1wyH65+i8jV7M9fGzkzV7H9gdObNgEYrXoCB0yGPIAo9FloroMnu/dJF9XMHcZlW7AWSxV16OwQq2og10zgTZTKvWK/F1vQOoc9kB24M4THLVTl3dQTcUQvxgb9yuBIS+2r4Qzz0kOB96SwfmBIAIk5fNZuHDhf1e31FD1m4UcA1H/OxJ87K18J1BdA5z4sE8Esis/8KZPZ3Ia8HYF+bt5XMdbGfgk3AhS40HAaRtgX0lewKCb2EkBHmwFAV/jhUkTjgbIAWS0i61S1dWxa6tEIFJBY0MIS04z3bxdIUf4ea1UFwASyJJ2uI4w7pYPKAOYnHeouwn6Kr/eTdxtU/d713Gi3nhgYyCpF3s8Sd/YnFS5g3Oe8AcWy3u7u/lwDRXpTKk2A/ICcN2k38wtLKJYffJ43VjVpTYg3WvYj6m798t2QU/3PczGosBp91qOIFW2PhkGlDwv+sQzWnnNre5zVGUCwbzoKwGNrin1JHWl50qyAfI2mgJVzpVqfrpX6ZnLmEbzvlheJhgFIOu+jsYBI1v9aIPl2nqvcOW1bgx7fy41NK3BMLV4Xbu1o7VWv5lDd8bOeLry/vBSYLo7ZTaX7BMboLh14ZSg3C5yKVXa3SNX7hE5tmfk+OLIcYBlSd8GDeP2hMgf3z3ynMP264XN+MVjd8ofbDvFqtwj8rZLluTVV+6X44+LvHxJ5K17Rl62IHKD93XeLfLHsyM/MT9y9eLIy70G6qDI9QsjR188ksu+v6Sn8rvjDdF7D+gdn4qcxCQ+NPLGRZE3A4McHU6bUg/fP/JT20R+ERv46AYAJo6PXL58cd569Ly8EmMCWInPhm06InLZgZG3Hhh5IYDw6T7wwTz1vTUTGwjMfiVy+YWL87sT98mNx0/l5cjw/MhV+0ReK87RnNZP34nINQCI98ECVA9szOPo/MhJDCXPZCpgdl8cS/66r/b+YFPtfiD/Ns/97EMb+HpZ5IpDInllsq+79tA+6HxS5O0LI/9zyjvw21OC4KQdIk/S1wIu79EHWMAs4EhFyl6P4wHG8/WRm/aI3DIvcgNQeEYDYeOfG8lxgYwxdxxp9BMVsDYAgcKJvDvyquX759qNC3L0O1PvrAUQzQMgWViWYyPHD4tcpw7/0P98rDHBPfAp1t6DI8/e8+B8SBzfs007e/vIm3eIvH5qrgFS3grx4R6gily+d+RnvaViu8hNR8zOVx12ZC/Pu+dGrjoq8qyd479jAV5p/J4WufITO+TY02f3AOGWi+Y0lpnK+KTIsUMifzgS+ZbZs/LNhx/UK0t4k69pg5h/L4q8fXHk3eK5+amRI/NhcWwunZpf6tX1oi2G7rdl8N43Z7+87sDI63aP3LQ48hqewr00mhef+vI86dR35bve88X8WSek2diVZ+ap73xvvuOdZ+aVPUfC38z741+dne865bQ85T3n5tLx7L2pQbR9Cy81jkCrlYANjBLmScw7qWzagEJ2WbXgWfTFzbPTtXiWR1sJgS4QI+i79ntYn8rHiJ8DRiULPsFO4FChYjQstpW/G9iYYCYUKphv5ekegTWJQAJmqRyBmS7bIX/XVo8ziOsq6HGVV3aDQGkJprIBAzh4yMrbZUgBJOBIfwF5YvMBooReeQ8XoHEt259SUQHQwwSp0DbycoCp9KIXvajnyam/pAKBPHMJmWKi/FbASz2wUVK1kR0SwcyhxhgKKUIYA6bAhvqXvaBrKvyLMgBVoE1e/cnT1mvtquxueBjfjTNhzfYTAJGPqtTmoK4R3FrCItY5Hsn1vY5bE6BddrnAijG22TCuw0KNAEBYzUr629i7pz4A1G0uzMOqx2A5da2jNgLalbfLcvsdKOvaKZoztQlRF4Bh0JnEvdWhxrTKVj/XS7x5nQeqzVsA3mam8tbRvK3k1WwYZhsGc8g9ylatNlECjk+XXF+bwwJQ5jkWVjLvPC9dcFbzZ1gwac+s+xZjXHEKrU9l8lB1oYr3rAOQkjGuOTboIMU+zro3mMp5R98MJgB3axsK89q12vRH52RBNXv+4sjvz2rAxUvtN24TedmcyJVzI5cCYdg5qlvCEXtzTOSX949884Ld8vFvelle9Ngd8zxCd2Hk2Jmz8orvH5ybDohky/TVkcgzRiIv3T5y2WGC1EaePz/y0h1beInr50eu8CJqrCEA8qeRN7878m1UcWftnePHj/RYn+/PiTyXavL9U2+P+JvIVQuiZ5P1GazbSyI37RA5ea/I005+fp6x5IA8BwMJcAjL8YXINQdGfnVW5IVzoxdaZeL5kRO79m2yMJj3jrx+bmSPKXz6FCP0tyO5ed28/PGhkTcARw+I/M6c9uYI7OLH+16T1IqrpxhrkhwcAAAgAElEQVQp6uw1d4m8aV7kdfrsJe1NF9jA8VdGbuHFKUjyk/os4lmRX/jZ4/Lc0x/aQnk8MPLsRe2tCe/AFKgb4HhI5DfmN/bq696cMDfylVOhYXrgDujGWmEKAcnz+kCNh+8/Ro49NfLaEXHjIi/cvc+06RPMICAIgAJiYud9YGryYx3f2jxysbQrr9whJ4G9z0WuvWfkNTv058HDItceGHn9SOQPRiI3Yncf1S/3CZFbAOKTI5cdHPm+WQfnA+L4HnD67LbRC3h8wdRcAZywem+i7hFmZJvmhYqdW7lkXh4VT+jlAWyXL4j80JRDSYGt6821J0Zu+uC8nHjRSA/s9d4a8sgpxxDs7Esj198t8ntCfCyIvPjkFsD4zRF59iFTDOWTI9c9LfJ/R+SB8dz8WByZD41j871TC4B7vP33ZPA+ssdO+YlF83tev1cujDxrJPInU04bLY3mRW85KT/wvYvzkituyzXfeGee+I4P5Wmnnpk/v+HqvHH9urzobW/Nc9fJ/Zt51//io/nvp3483/nvH80rxrKnpsDSWHwIYACkWAeLkbcuEDxAIJDFm1Je4SSwWKXioHal5iqPQXnqg4XoAjHlDL5FokKZAFPqU+xZGeRXWd1jhVapgMUESBllAyTdvPW9giwDVxbzit9WgrryddWu1Fte2I4x8bu3XBC0BWK7bz/AOrFds6ATqNgdAKLKx5ISdpJylDfolVrqrwKQxXIAv8AMwY5NoNalZqr8BJdEeAFVXZWSuhDM7scWSp0JVQwY5rDLPHUZUowlZgmILFDnHtglrJV21rtO1bfaBvxQc2IfsYPUj4PgsQsyzZ1BtSrQW+NRxwJB1PjmJhsp5euTyuM4aM8GSJQTQ6n+5NMP5oQ+00fqOew9yfICFMagkrF2XjzIChMDpNd7Vv02jAVzvTr7vfvpstw2M8BxgbK6Z4F5gNm11R9+L9tP9wTcas7VPYBxyQbJ8+s5LDvEyuNYGz7fbSpsMup3rCBwTb0KNNV5x2Lmqq7dY7dM3wFR/d51XvAc2FAwB6gwM9hIrG43WRuo1QGlSvVOY3Ni0LtfX3EOY6/XTfrW+GOCJXO5vMW7+XzvAuBia50vJxbPuPkNaNoAdcMQYXn1tT6Sz3qyNTvjwft3/y8p0D33W31f9+NP59tOPjlPPuWUfNupp+dXrliTYyt+kJ8/58ocjC7UQ+2Pj/zWwsivYaa44LNVWtDewQmMARUr9468Y17kCgDrqCnW59DIz+8V+cLYJZ/+5Cfl0odFnsmFGlB7ceT4f87KlTu1mGBCR7ybYF0Uee1hLV4YoS12GGH6q4gUYmIF1TDHjj+NvOmlzRvxmo+M5PgR7RVQ58yK/AwW5J8iJ5/QwKiYY2cfFjn+rMjzRiLP2inyNXd5WL47ds2zADyghfPHOZGrD408Q3DVvgH96NGtvaMHRY7uGnnLru33K/eNXLtH5NVA7RmR39k1EuiYWBL5idmRV9k99QEeOy0Bb9V/9JmR1+7eADGQPMar+KzIr6x9WG568Uiup6LDBgIh1KYfibzqrP3zujPv0lNxrjiivaXhPwTkBPAAssMix3aLvGBOA0EcE141BShfMvUSbF6hq3bu20VyAAHqqJypgamNHxU5eqj3tjam7OP61yvBAF794o0e3pbhWoGCqTWBI2rYJzQAtfrnixqr98zIixdFvt848dx9TuQVS1p9gaLlQBPw+p/tuIHzx8siv7lX5OuiA/C2i/z0osjz+mP/oT7A0+bb9o0Ucw7ouuOBvwZ4+sI8NIcK4H0bwH1S5NqPLcixl440L2Lt4dms3/8tcuNxbdPykW0ifzzFprrWK8fOZr93r8hlT2hz7Al3f3Su32FWfn6bBgLl4wlb96rjb8PgnToS6XPhnMgLebeyi5kqs6XRvOg/TszTvnZhfusnN+aKc9+T7798NJd9+p15+tUr8scf+4887as35k0XfjDf8o7P56feXHmvz6VnvT1POfvi/PIp78xzV2VvwalFmsCllgMe7IyBHCofiWqs8jkCN3bKtfj6v+x2So1W+UudibmSCBrqkm4qFo8aUf4yxK4yHAEsMfiwSP4nYLCOpXp1Xd2DgOONW9djJn0vJpGgKpAJ6FU+x1JVlRoTW8neiUBwrlhLNn3ys6Mr9o3gKpap275SIRFMDNQljgv6eNCWESjEjpU6ib0QQ3xAGTBlq+Zatk/YAyyEepStEiZpmGcjWz75MBTYF0bshCR1pQQwYikrSK+82guwYkz8717FmvQuyuyxTH6jHi/GSRune3ODvD7ug8UyVgRtV3BW2QBM5XcssGvMANsuACrPTk5DNhoEtmQuYZZ9qq+qTB7kgGgBMeCigGDVwRHDiB0Gmqi8JY5CgD7hb/wLUBfLVqYPg4wSRta4UQlXPRzduxKgOczxoNpYcxZwqKSvAHWbEUm/dsv3HaNobqkDYK/92HTPReVlr+m7eWcc5aug5nUvx/IKr+uAbMmzAjADTvWOXn1c+eoI6HVZZ+w09p2nt3lkg1mhbDxX2iNZZ6itu2PvvHlpM9J16LKJAsy1t2sT2ysos/cs6Utj6BmzAZsuGVcAFMiWrAP1jGpT1yGnQKY6A3jAK7teIBwAnC4m4nT37p4vKdA991t8n8jbzvj7/IcP/TKvuebq/OX3PpQnPPXf8nu/fF8+58Sv5uaBklD/2Lhr5zevRkzaHdiRJZHL57bPT8RSOjRy806RGwA8TNuDIj8/pfp7deySz3jmE3P0ryOvGIm8CftHFfmuyNF9Ij8ClHGpxyBNhTG59f7RA36EH2DkdU+cFoC8jQLhcjI4MfKmxzRhfDM7K+yQtwTMiTyPPRMw8g+Rq7eL/CRAqk5PjzxzTuQntot88xOelN/ac8+8jBPEV6J5Vn46cuLIpvoEzoDLiXtNhfaYEzkBeO0eefOurbyl+0Qu2zXyaozl6ZGX7B75bWrrnZvAvmO7yO/ypOmDAO24DOD458i1+0dunBO5cXbkJCeLT0aevOZlOXry7JwAjAEojivC0VwQedl5h+cVFx3Sc/Zgg0ZFCShfMhJ5O9vH+0Ru3qHZpgEnVwObiyK/Mj9y/NDmTdtzZqkwKgAOlTYbuCdFjh0WeXH/XapfmIoh1wN4b43ccsnsXLV8+xz/xaycvDZyEpOHxQPuqMHZ7D2jOb70VLcnRP5gUQOey7CVT4381c4N8PUYNqwuJlEZVNPHNBXxdxYLTNwBeEsiz1nc1LKAE0cLoBGIW7FrA87eDHHH87bJ+z/ihB7I4vDgdWynd0DXf2HDTo9ceu4eufmNc3sM6B037pTjr+jHdKR+f0Hkj7eP/NKsyCsObm/AAEbPN8/uEbnsKU3le9uHI9fe69fjWYBu8PjbADyqZxubWxZEnt8Hse7d0mhe9NZT8qv9h3Hj2a/P577xffmOt5yRF37uZfmU55+c73n/WfmLnrbtN/Ou/dZ/5htO+2i++9/el99dnz3hXgsuASa4MfWi9zLW2wvqkbdgV15gkFAECCV2XYMLKDWZ/AQ9Bo/tHUbHOcK2myzWzgM7FnkClaDAKAJjBczqGnnZ4GA6qJ8spABQ1wbQOe2QF0NkgSaUnMeOFPNXak+AQF73BD6Ux97O/8OcEkpAA1bYK9djHEoNXHV1tMAr2+IOmLonYQKIDTOAV0egxzWAAjuzYW8MIAjl8akA0tiqLrtR9SgmxqYck0BVBuiVEK58BFfZhmEF1UN9sYfq2+1j15QdHsAsD6BDRTwdS1H1dQQ2bAgI4WGpPC/rGiDSPKQi9L7kGjvXmi/yAb6O+lkClLBtAAA1dM1BecqRxHdzECs8zLZNOZw85PPRR4AkUIC56baVuk6eUh0DGZXUF6gCorBjVZ4jFSWQph7GujYNda2j8ZDX8+ZYtnXVT9St3UDHtVkxH9zTs2UjJNksUYkCNwB8edAyMyDXAX8bECzxsOT569Zf3bWvNmCAms0OgFP1qDld1w0rt3vOcwDoyV8er9SwnuVhyXPWra+NpDWi60XbvU75nnXPsM3NsGesm98zoy5VJyC167BjA6bNAKl5YV2g6rZ5KjBuLGZiO7v3G/a9pMCw3+7EuQbwnvvhq/LGG2/Iqy/+cL7gGW/JH04D8EwSFTcZfFCUFvb/9/l/ffD/5sDvPweABc8VWyTMzbC08dx35XsvHeTWh+Vs58Y3rs+NLRpET/AVUAHACBWsGParjM67JVGBWuCoPMTvYp9HUFH/lQqum19eAA9goIKy0DpH3TeYnLc4sw2y0NopA2TDkryEs3sTHpiAwXAldZ28FnGAFKCxm7foWtwHk7xYGiwBYEc4ODo/aGdTtmHKADIxY4Bv2Rh1yy61IPUWoaBtACQ7pK6tU/caAFBdOHcATOyqBpN4ZermI4yLhHEbJkAq/iB1OJbDvY3boPeiMioMhryEJGCEvaAaHQR42B33B+zMHUBSf1P/DUvyFqPqO7UuZnNYqjoDaNYTbAtQAugNetHWa/FKHaZscxJ7ZMy7qTYUGEGbAICffSBAM2xe1LXYbQDtS1/6Um8c5R0EeBg09zaujgXgAU3/Y+/cXzInnet+gCtzY9jzBIxhjgFLbB6gC3h6XsxZqt8uwCuw5V42b/piunXEPFAPMlyyFvhfW4cl6tCqtzmt3wEcKlFzEWiv3+tYJhEAqXljXejWd9h9nMPSA0n6ZDq2Vz73r7eRmKc2EPp6OoDnGnMaKANwu2ry6erStcfTLn1uHlirbSIqSoD6Vrsdi1n8HwDw/jYf9dw35pte/Tf58Ee8PM+8fnOOXzOcwWs75K9lHDGecc/MOCozHpMZ986M+XbrYkstzRjxXYDL8zPiIxkjSzPmek/lORkjt2fEdRkL12ZMRdOIAzNj+8zYbiLjTzLjILGWBKXk2v61/ndGtv+Vsfi6jPtlxp6bMvbPjF2wDJ/J2PXWdu0OazIeOJlx1FjGvOsz5jHoXp1xwmjebdlPeq/OOi8fkve5/LsZJ2fGPtdmzNmcMWttxj6ZcURmbHtHxn0y49mZ8arMeGBmvCQzHpXt3n+aGXtnxmMzY9/MmL02Y7ebM+6SGfutzHjBZMbCNe23OaszZo9n3CMz/hRr8cuMozPjUHkz4+8y46kTGc+fzPiHzFg8kTFPeasynpkZf58ZD8iM+05k7DuecZfxjJf1r/uLzPjHbOU9fcpQ+vWZ8cLMeGhmPDnz+BVf6wUZXnDmGRmv+2LGUzIf9JPz86mbPpbxiuUZe4xn3LfflpHLM7a9LWPBxoydxzPmGKuvZ+wx2u6vr+fry6szgtC+qrXPeD0hMx6cGXfNjN1FUr8oY95VGdtvyXhEZjwuMxZuyJi/KWP3yYz57FG8Q1Jk+XUZe0xmbLslY+SyjIWrMmatyth2Q8YcakKv0mETIir6NRkjP2vjcY/xjG3WZsw1l36Rsd9Yxpcz4539+TTilVmuEQrjtIw4PWPeslbnkRUZc67LOHIyY5c1bWx2z4xtlmeMbMx40dT4fCozvpEZu27JOHQiY0f9YS7+KCPe1cqet7TN/yWTGbtN5tSLKjIWr8vYd3PGdjf1++n8jEXLMnbOjD36ddttXcafC2J6ScbcqzIe7TqBRM/NmO252ZAxwhNzmthlm9flujuP735j3aKCow6yADlidzAPvCYJ1WFJXrtzCyfwA2RMJ6DlteAS1OyUCAvnCLDB5LwFFrNGSKgPcDssyVu7bbtkoIrQH5bkxUYS8gS5+mIfhiV5gSpggjDEnFEpYzWwXt1UwNg5QBR7wg5wGLhSnrKlYtiUCzAQQl1vw7oHOx51JiixeMPUOuW0UHZGWERCn9AZTPWKOXmwboAK0DYsUfOqL6EPMBJWbCONySDAK5AJfACNFW6jbDkHy1cuRlXbqLiwHdOFsMHayM9ZhNoPIMU0E8qDAK9Am7GSD1MFaHTt5rp1UW4Z3psPypxuDnWvMw9cV5uPQYBXLJuxxWpiq9UdeMQS6f9uUg9g3tFY2+RwWNpaAiqUqf+00VgNAjwgu4C2PnQPqvphSXl+L7s49ZS3TBIGr9HfZTtLPakOpabUTvNNYOhueBDjUR68gKnNmXllAzFTonqldrfxHPR87V4HyFGFStShFcJlJoCHBbcxs9aY31tLZa4CsOkv/dZNxZT7rfupTcb/AID3nHzxFzf2DLR/+f6/y2ee+tNcNw3Ao9OPuT/NuPt4xuF9of5IQAd4AeguyYjzMrbblDHrqoz4aAMKI+sygjAWsFSsoa9kbLcyY+HmjL0yY+66jG36YGLXtU14z2LkfFXG7OUZC+7ImP2LjLlL2313nsg4xP3HMmZ9N2P7W5ugJrCfNZEBhAFrAMWsLRnP2ZyH3vbz/GI+Oi/I4/KhK7+Ss98zlnHg+oydJjJGVmXsPNnKXnx7xgGZcfxExssz49jMeEFmPKxf5j5jGXfPBsD0wYJNGYfdnHHYRMZhWzL+EojZlLHz5ozZd2TETRkHT2Tca7KBW6BQ+c/IjH/OjBPGGyh8azbQPLI845CxBuTcd+/xjO1uz9hnfcZ+mzL+qV+fF2fG32QPuPXaC+z9bQNcI68fz/ut/U7vPb/bvfbFueBFL+/d70HfPT+ftuojGU/LBkgP7o/hvIsydvhVxt76gmoC0FiacexEA7kHZWvPnA0Z825pYF5/+P2efQC703gfBFqkV2bMvjlj3zU55S+Rse3qjG3WZ+wFzK1q4z/i1TA3ZSzekLEPsLU6Y9fNbVz1654rGngPAUq/mRGCcv4wY6f1GYvWtHmxLeD144w5qzLeNgVC39wfr1mX9cHh2zICoHlfxuyVrc3bb8hYtDpjh4mMhWNt3pgr29yese1oA9r/MgWqv9IH4osnM7ZZljFiPtrlinv2g4z5KzMWGesNbQ6ZE8dkxsHjDdCGV4CdnbHD8oz91mXsYkMykbHbHRkvNBe+ljHvQxlPNcY2Mxe0smwYepubFj+qu5j8vt8HAZ5FG+CgiquFfvAeFi0AT2LThJmoCP/D8rJVKtVUVyVGUHeTcrELwA4ASN1ZtizdfL7LW3Zm2CK2gF2vzG5+eamyCCpG1NRp1HdlLzaYF2gFyKjMqGIIIXZcgyprgljZErBnZ08wYxEGWbFS28mLuQCaADxCEBCZ6dVhwJD7+BDSxshHKicUfQkEsoMqodbLMPCn6tVbtzlcvfrVv5GDsALGy9bLjwCE/tUfyh8EeIR59QNADCRhdKZL8lZfAlZYHezxsFRG7PpJUi5GkV0bQ/xBw3lllycvhx2Avqsi7d5DXoJdMtewitPNoe51wIZrgVlpEOCViruuAaSBXuzmsKQs4AgwBBo8f3emHsoyNzBaFZh4EOB172dsqTaH2TpWPnUZtBms36Y7Yrmx+Z5ZAJXNHhADyBWbXRsRKtRK2mtO2UxiqGdKGG9MqI2M+TldssmgHdBGG9Qa+5kAHpLKM8PpA7N4ZxIzAX1dTmbda8pjXV+WI1Z3ffwfBPBgvMvytKc/I0/96rvzaQ97Wr6YKvalr8rTL2kR3XsLBZbmzyYbMLtbZgB4+wAGt2TMurGxMztiZAjfCzJGrs4YWZkR2LZv9AXvV5swJ1QBvLglY9vxxvgcuiljTp+dmbU8A3AgHIGlkZ9mHLkxY9dNGXvekvGgzJh1cQOL2KJDRjPe0Qc9988M9dt1MuPPJ3L/X16Vn8i/zHPzIfmO8X/M7T+7KuN4rBhwemu7//ZjGfuPNVZs/00N1GEpX5oZ99+SccCyjP0nGuhzbyzcnqMZh63NuOtkA2b3BQjWN9ZyFqC0PONuqzIeihm7LQNbhLV83lSb/jUzALUTMuMNfSbsiVsyHjrZWENAbHdszy0Zu2/K2Hss4zlTIOLjmfHaPoOHacTEYdKwfidlzv/SxnzExFm5cnSHfMprDs67vvYpGf+V+cBbvpF/sfxTLR9WSd9i5+Z+L2PuLW0seuwXBmxZxnFj7T5AJpZ19ljGnLGMuZsao3nXiYxdxhsom7c544g+4NkT2FuVsceVrQ8X3pixzebWbvfErm2POf1ZxqI72n312+GTLT9mcF8A77z+hgDb95WMWZit9Rnz2E/dlLH3+oz538iYPcWG/Vu//ebBXO9ONNfe2MBdfCJj1tIGvMy3JesboD9gMuOwbH2wHeZtso015vST/fHYaUvbsGw33jY3gYoHKm/KWLA6Y95tGdve2Fhs4/DnAC2Qhn38TsZuyzKOGm2bhz22ZCy+I+OV+uCcjNmfaXN+Cbbx0oyDMYHmDEC79RfEdxeaO/Md2LGrthiVkBWmxP+14xwsx28F8IArarPpYlXJW04Qtdg5V59u2c7xYCSICDlAYboFV94CeMoF3KjbCIxBxkFeNksS54SuoT3B003yUoli40TIx3BR/bLvwhR2k7oVA8ZuEYh0PVZFnboJwC3BRLARVPISSOwLAcrpEoELaCoXSACKqPmUyb5JOVTnGC3fyxZvWHlAZTmwYCIARXMAk6Y9bCWVQXXI1kly3jlMrLIHQVV5MMpbjNtMDJSyCoQCVv4vx4BhdaYuLtaLkJe/AjiXAK/rih3yf9knTrdRwVJSdUplI8mur5xVqszBo/FQh/IYZiZQQGYwr/+xffIPs830u9+KdSo21DwFfLGAMyV2b66vZxWw8WxOF7KEClH+UsMOlu1+2vO7pHLOMCbmqWemzBrMc/ftOrDY6Nj88eTGYLJlmy517R8HGbO6hn2hMWESYp7aRNXY2whNN8dsWIBTAB9YpWUo1rPKHna0OdKmwb7Wx9ZU6xPgLU+ZVwCaHGGGsfzD7jHs3O9pgzesyOnP9QAeduyRVIm3ZMzdmPFn1E9Yi/EMaiusxY6EIVUTlR51VZ/Bmz2aMfKTjPnXZRwIDKzuq29XNCC213jGko3tWiAp1mTsN5mBRaHy22FLxpI1GbtszthnY8bDM2POjRnzb22g68DRjLMzg/rSb1Sj1Kl/nrnHhUtTHLlvjD8g19yxKO/7i4sy/moyY15ffbgQ27exAb6HYPAmG3gFADBlR4xlHLGxsYNABKCl7QDYX01kPGo8Y7ctGfebzDhgImP2ulb3ebdn3OeWjEeixC/PGLkiY861GU+ayHhuZlCvPn4KlAAoJ/WBHgbpyf36Yy+xnxjBvbZkPGhKBX3mFKj+UJ8FdC11sfy+/0vmwrPX5gvz7Xnturvka14Y+djX3SMXXL8+jxn/Xu5x7dLGyj0J+7gh48A+8LzfRE69WjVj1uUZs6lab8g4ZkvGidq+qYGzWSsbiDMeVM2H9UHZkVsydl/XWEdAFyO23VjGg7Y0oLpkdQOF5siImFdnZuxGzXpTxvarmmoaqKPmpoLHhi4hzCyu382IFRnbjbaxMUYAJtZ1Nwwu9f3XM/5ptDGY+mD+tRlLRjNmYYwJrG+0ObJkIuNukxl7bGz3dK+9gNarMxYB95MZr+kzoa/Lpj7VRurXe2kT4Ci217UZcWNjrndenrHNdRl/MpFx3EQD2rtY4NivnZkx//qm5qU63xtYvC3jfwF452XM/mpTge98UcY2P2hAfTeL8uU9Fnj6J/F3+4UnYoW5KC84tjQA03TJglUAj+ef/+2ChyW/lYNENzYXBsdvFu5KgIbFXir7nfKKrTx1dC0GR7Kw+98iTT05GG7Db5wbpG44EOd9uolDR4VSKRUMEAdMYfYIqmGp67GrTGzadIm6Tp7qY4wQgDhTog4kFLSPHSHGh/AC0JQFGKhjBRUmZKjNsViVgCR5u2DcOXUFbPyGHavy6rpi0diBDksEbgk53wnt6cCM65VfALgM+40ZQFkM47D7OMcBAqDEegK1GD0OAsMSsMNO7M4AFgwUYFKOEQDu4Eah7kEtqVwAZmv1dQ0gg2Ubpjb3O9azQKUxNJfYzhkT7ZsJbOh3fXjppZf2QLBnSP9Op/IuNW1tuqpN0x3Nd23VP1tLWGSbI+ODOR1M6gWsV7L21JwC/HijzzRW5ru+mi4pHzPPrk/7ZrLVGyyjvGFtXpTjMxPgdL1n0LPYfcYGy/W/smy+yuzBJsqc+F3Tb65Yv2spd/K6HsBjcwfMzGJbtKUxLuzxdpjMmE0N+5WMHdnAWWD8vzRj/oqMuSsaSAPqduurVOdiK65uKtoFhN/6xpaMXNfUnNgiQBDLs9tNGUAIleg2W5p69j4Aw7KMucsamwdYfLMvmNWJbRbbvodm7nXWjfnpfFKePfHwnLwl8v1b/i7nPG9zxvw1GVR9225sHwD2r/vgjXqWTSA1474bG9uCGWRz9pQ+oNphfcZfTzZAuPOmxuRQsc66vdUJ+3X3Lc12DBPHPhFDedSWBsqAUeCBOpia8XN9WzKAwP0Xb8lYNMVM7riuqXWBy09MAZMPAHiTGXdfmfGsvi0k9uglmdt9enW+Ll+XP9ly93zdP0Y+7593zePWXZCPzi/mvF9saqphgHDn0QYcF/aZRG2ac33GQoLk+xl33dhA46GrMg7ckDH7Jw0EsiEExqhS1V1fs1WkIgWID8aSjWU8dzLjf/XPLdySsaMHADv1hYz9x1u7gHVzh/p2PpbUmGFtqYq/lDHnhoxtNmQsHmt9O7IpYx6At7oxu9T28ZOMl4xlPJ+tIwZvxa9tO4FDKtXd1jeWlu0d9T41ubx7EMC8E1dlsKcDaNlcAt8PnGgqcurc3oZhLGO/DY25Y0cKtD94Y8a8WzOw1kwOjMHuQJqAtBjKFRm7b2m2iBi8ndZmPFr/Xpwx7+oGzhf8JGPutzOOnsg4COBc1+uLO/lY3ulsBfCEzCjwQkVqB0rVwe6rQFcVasHiZCFh/fw/naDzWxl1F5AEIiTAokKq9E50/lB9uBZYYP9VarfK4jdAVCIA/Y9NBCJLdVZ5LdrFAHXfhYplct2g12QxBOUdV4AP6ASkJOxQ126umJcKoEvQEdbTJfcF1iRCz5sHZkoM9jmSAAnuW/fDGgImAF03URmzByTkACdgtdSyXTsjgivfsHkAACAASURBVJWaT9LH6lzqZixmqYL166CXdPd+g9/Vx9hhMYBrYAszomzOGDXXjAvWhHBn+4i1smlQR8K67t8tn/G//H4DZMzF6cBY97qtfQcygXkBfY3PTAb3+ontGKaqmziAYIt+n4RhLe9YfQbkFRM2rNxi4I21Z8C8pSY13oPJXMOeKnNY3w7mr3kGbG4tUVXbBOkbdaHG7CZ92mXwqCrLzlddMG7TmWR0y5nuu/LZ5wHevk9nZzvsetoC17Df9LzrJ5qMmqfDrsGoe0bKK3lYHueAautjMX51n+nyb+38/32Ax2ie4f+idU1QAiLYrIP6qk7AbxGVHiGH8bgxg9p1e7ZTWxrrsnhtY44O3Zyx01jGDtRk2LvNGXPYZjFAZ8e3rhmwz/pRxuHXZDx5MmNX6uC1GXuMZezuniszdl/f2BY2UOdnE/RUq9venDFvecaDJ3PJ2bf1VLSfmvyLXH3rovzZ6JG549OWZXCE2OHWjMUYok1N4GoPUEcNu9NtGYeNZRyyJeMvJjOOm2xOGGzQ/M5g/9nYr8mM+7O143SCDVyd8cS+jRvQA5hxoFiA3dvY6q8f2eLJ94rMeE9f/fof2ez8MEzb9hktfUWNi2V799R934iZxGwub+requ/TMxe+em3+S7463zrx4jz7nPl5+tf3yZPHX5rPzXfnztdPORMoh73eHhMZO2xuqmYOGtS8mNeDsI2Xtf44ejJjx2UZOwLrP2xA9qD1rb8wpNpFNclZAPulrwA8jCMnFX2pT6jC5xWz9a2M7alxNzX7xJ5zxcrmXECVGv25AmSyz9x2c1ON78cB56aMEfZtSzMW2GSYL9dlvHJLxlv6tpKcI/QTdSzbO6YC7Pu2n2zqWAC1nF12wFZ6rc6NGTuPZZw42VTmTA+wdxi+BZsbi4sp1UdHTjQVNID9T5MZO23KwA5SoWNGDzX3OWXc2DYk81Y3gMgZY4e1rc36cscbGwDeRZu/nbEjNXafMdx9esCwtUVhut8BPItqF0ARMISXhag+XQHjHKZAsgASJOxOhqlAsB0FPjBQrq3wJFQ6gyrSbj0BzLq/YyWA0//dGFoYRQwkWzY2T7xVAQfqtC7QYsuFHSGMJIb1g3ZodR9Az+68AGPVBTD1nfCt5F7OlU0idS5BM11SLgAkYd0AG0JuGFApFVIBzyqTIBeqw327CaBl2O86QJngJISwgPKWusi9gNZB+z9sIpsoeWcan+49B78T3BwdOMIoB/Ct0B6DLA2QD5AABBga4M012jBsTmGUyvYJw8tEACiTBvvIObEcSz3uf2pZ88KxyzxXiCB5qDw52Qwrz+/qZcyMc80Dz4J6+wyz73TdnUnUxV1wqY4AGbbbvK3NSpUFsAF5+qUAiTEcxtJ5RmwIqIQBj60lfcL0wf3ZYgJA0yXAlumBRE3K7kxb6vnrbiLlAc674YcwXABqN2G76/ru+cHv5rp+r9A4NnKD87p7DTMJ9pfYf8lcwDwCekCtcbdB8uwMSxwy3M9my1H/z5Q84/pQXp96Bme6ZrrffvNpny7XH+h8b1eIVaKaJLTvzr5tstlp7Ymxu6XZNi0C+KbUjSNUWV9reY7QOT/K2GZjY7CwP9gwrA5wCCBgBw9i0H5pBkeKP5lsas7Z12fcfUNjRzA9wW6LzRRBe3sTuOzYGKyf12ejALA52JsrMx60KRf9eHV+PJ+Sf7f5ffmaja/Payb2zV2fS3gApLc1z9Yj+0AFq+b+x0w2JuougMFExt+PZxw8mrGEbR+B7iHfkPGg0Yy7jTagBvACPdstzXjKZGPptBUw5pXas3nb2NoORGDfME8YI04VPvJSLQOGBP49JxtAAGDY2akfsPFo9dvU+oUns2t2yZz9kLE8YfK0vO+PLsp5t2/KMyb/Kn82cUS+Jl+fh97x8wYOeYvq7/1GG2AFTIAiZWCSOLjcc0vGEVSdq5tzQ1yRcc+JjHuPNZDv+p6zRR/0A427bmzM2raTrW2YL+BTuYs4WFzYvHVnU93f1hw7sJmzOE7cmjF7WWMt70qNuSpjG2zx2qY+Z9fX88ymJv1xc1rYdUXGAVsa88k2EbtaDg/7TmZwDJl1fcZufbX5npNNDQycsx1duD5jgXI5/1yT8RcTfSeUyQzjbvOBPeTxDNxR1x/HBGF9xt9Oqfjf1J/rO2EFNzUbvqfpv6ubxzDv2QVjbfz24kk83pxTtPOAm9uzs5f7f69/DUDZnrE/0GP738VwssCwWHQqEZ4EvMXXosu+yO8CohJc7OO6iy5hCIxxRpiOyVM2Bo89WwkoAEC5tdNnSF0qWQsslWuxKd36AaD+rwWc4LObBvxcVzZ2BcQs5pWArm5YEuwdQc5RxCJdAp0xOoFF0FKBSeV44N4+mKRKQKxzGAx9QAU9EzjSl7XIE8oANbu6snurch2xJ2Xr1z3vu/oaD4KwEq9FNlzdVIGK1VFbJX3NZnEwEcrqIm8Z71ceAr7LXNb57tHcANjKHs7mwZgAkwAAMNxN1JPlEe08lpKKVP9wNhi0V8JumQNApHvZXAhTA/AC793UfauEzQwwBphpW31qzIGSbnuxUGW20C3Td+pIDJR6yod9xB5VmYPjBWQCDncmaXMF4a78gIvnR905KlXSfs9R2UV6lqh4PRM1/7v2dsCdNgGD07Wtynast8OYU9YEzw47smGJ/VvZxcqjL/TNdDahbFw985VsOKwPNW+cN57sDGdK5n4FarY5GEzKY0fK+UmyXlkvzC9rTDHT5oH62pRKnkvPVvVt7+RAAGnnAMVhbz+p/I7aqj+spcb3j0tFe1xfiBKkHB7uM9GYm8MnMjhFsMHiRACUzGEf9cmMR/F6pe8WZuLK5m0JAFKRUZVh44AF6rzHYu6WZew02gAkezZAjeoLCMTOsM3jkbj9RAOAwI3wIRwWGMc7KnveuibcH7k5F1+xLN+fz86/vv2jucfVN+Vn8wm54yuXZ8ze3OoAhAmVApwBsFRuh45l7LW2gTuOA8CX9qv7AqCDM8KKjPtvzrjPbU34U+8CmjtNZvwZuyzhZPrXEvBYL+FQCqhRi1LPOgJY1MxHjzV14iGTTb2HRQOUXtkP38KxAvv3V32GEMiiInUvIPWJmX+3/n151HmX5Jzvbclnj78/f5pH5j/lv/bCxfTCiQCV2qqfAEmgVbgSnqScJ3o2ZqMZR1Cd83JmU3lVC20DpKrvvSZ6Dizx4PGMvddlPGaijT2GjDPFgycbo2XsenZ517dyMYTK7LGE6zLusaWNlbA5GDshV46cYix5X1PXzgbEb84YAeyE3riogaF9RzP269/noqm59NE+mBTmhtqYh7Qx2ntj83AF1IA6bTZn2AlyruDEI9/clRkvmmgqeg4jQD11LkYSuMNU6vf7bGmMNIAu3I7yzAkhVV7NrlL/Lc3YflkDk9hkc9fmCMvs2Vm0uYFlXtH76wsvkb8hg9nCnPUZR2/prhn97zO/azZzPJd+64w87bUn5AmvPS0/dtEtmaOX54dOelf+aDR7byooI/CKxA8AdG2oLHyEWQkvxy6QI/QBIaqNrn0XcFbejypr19vd6QJWyip2kPCtxRZYs9iz/an7AoaAigXVOeBT4sVZakb/s0fC2NR1fq9ECFVcsjrXvQfWiHDk9AD8EabUblI5NFS5XXsivxMGgJpEIHOMmC4RlgBHpfIuVka9PaR+44gg/MR0if1QVyhSbxLkg4m63TiV/Rt1WX3v5jUe1UZgr5swt4Q+Nma6pP+xs91EeBPEWMRBoAPMaONgIgSrHvUbcEkoG6MKk2J+UvvXhqHmsWuKJdY/5TwkOLdyzT8CnfpYEuS42GX/Y4XlG6ZyxWoVcAL25HN/bJvvgwCbatr52sAoH9AYBpapFqn+uqlArDLM0UqeB+C5EnAMCErF2FYoGOc4yrBlA3zLzEL/dfusynIU2ggbXgnjXYx2nauj/ijbXOc43FhLsGLDmGnjUZu0KoNneqltgVft7YL/ytc9ljmH9nCU6CabBxsLgA5rbt5Yh6xnEpCrHpLxGHSkGmy/fEgt4LnaZK3ovoWkV1hmD6RbhzxD5bxkk+jeg5uWuubOHH+9Fb8zuX/PPD0GDxgg5DBPBwM2/dhrhBymglMENggomUVF+4GMR4z2HQ+EmrgoYx82dLxcJzIWj2ccPd7UYgzbnzfewmoAiYALMLBgtIERjN/um5uqk4A+cHNja4AmDBjvR2pCDBjARsCz63p+5k7X354n5hvz2evenyM/nch7jf0w55/IW3dLY9UATSE7egAL+3dDxtGjGQ8cbyB2x41NjYqNIsw5B/TU0EtbSJWjNzRmDXASskT75OuFc5lo8dWOHGtx6qhegTogT/w7DhYAE7UhMCHO4IETzcbumPEW2w87Ro0KEFCxaq9+1nb9AiDz9j1InSfypatPznvf/MOMj1ybO/z0Rz37w2fm6XmXTddmfKvvxev+QIr+Er7FvahRl3jYft68P/0O3AgvMvLz5k3LAxdgMcb3G894DEZjWcYDJjLuI8ZcHzzxHAbasWVA4TbUpcsaM8qucNYtGbtsyLg7ILayAey79MPQAP3CtbDDnIWJFXbnF82hIq5vatteX/U9V78+Vf6/6w9ezewe1UGImdta+4DMe0w29bm+BuKBQLaEewtbsrYdT++PCSYWENNHgLN5ztGHl2vPJnJDm5+At3pgKHftq76P13+/yph7dcZ+mODxtkFRB/kBX+DSM8PObz7gykNYGz0zV/bYwP/zcZ35XbOVf/MFp+QpF3Jo2JiXfvLd+a9veFd+fzR7ahQsjoUU6MDoYZFK7VTXA2pUQfL5dAEF0MCwGatC2FCXlDqWutRCLVkEu96iBKdFudS9XYBHUBZowwDVfTEl9b0MrjkpDBM6dv/yalMlwm/w1WB+K1sj+d2vAB7gUG0FMOvejoNqOH0EbEkYHHkG7RerHoQuNWElgh77AjgQvl31s7zTGc27HmsBAFSStwu067wj8FY2hQQNJnEwVZwvKtXu7wI5AxcAlnEtNTdD/1LDK8u4dEFFt3zMEeHYZUUAYfNnMHHuIJj1Y80hArtYogJ4rqMCq7EpQKJPAea6lmq4xgMTBkhRXctPuAMCg3Zp6mZ+AuzmdSV9XiBXP8gDKFVdBplR/aVPKlwGIGYzAGwCMMUauZ6DAuDWTcpWRrWx+h6zBkBV6gI8dp3ya1c5wQBAgBegaY6a6/pAvm4dlKcvgNbuZg77Chh7bksdXPc2V6hxK3luzEPjBQQPOmrYwNV41DUYUSyhtQTYVq+uw4bnosbI/a092GJjaANmvlTCDroeKwt8Yo9tDnnsFovsmaY6tZkzN+vVi1WGZ6XL1DsPINcz5H8bSACukmfRRtK9ledYH0wfNm+Qoa1r78zx/z7AA1gAPGE6noil6gMNAnGnOzJ2HW9ghpClgqP2wrbNx3b5/5sZhwtPIj+2Dzs12RgoYUOAlgXs8fq2TrwrqekwhWzVqBS329JAx8P691cHgAdoYp9GhbnTiox9OCes6AGfu1310zwp35CnrH5Jxnsmc9H6Nc3eilcl0IoNnLel2W0RysKbsKUDrO5LsN+S8b4+YwNIAmBsqrCURy/NePxkAwPAF3s6rA1miMcpgACYCZasDdg2bVUOlZ/AusKmsFcT2oX6W5t42JZtnPzAIIboP6fqyyEDyAYKgU6sobh6B41nPGcy37j5xHz4mrMzXvq6jFe8Lh+05qt51OQludPtU4Gcz+kDQqAF2AE6jIkx5ADSC2lzVcY9xjJO7ddzycqMOZc0uznBiYEVwI0n8uPWNHs9Nor3XN9YK6rQB69v6meerYDSA8TBExuv33diD3JsoI7d7o52f+eECxE2Z4RjBzW48Ds/a44rc6/N2JO6lep2fbOT079n6Sse1+MZwp8wHwAed1jX2mjOAqpAlT4FXKm5sXTas8+G7MVN/EJ/DvFoNj7U4kD0AbdnHLSymRMICcNZwyZDucrCzlHreyYONffvyJj7y4wDxxrgBMDdz6aFvSYHJUzz/QCJnzegLAhyD+hdlrHDyiHPf/e9tN13zb4jP3m2d9F+KX85llkAb+zy9+b/OvFd+eZ/fHGefvn631iA7M6xOlRgxaQN3rAWqhJupQKjHpO6L6oHFC24hKdESBbr1juR2QNS9S5IXpF1X2qmcs6Q16IPbLF9suMG3spZgGps2I64GEJ1LmFkEZ9ucQUo5aXKAfAwUVSupVJWj2q/IxVPNzwG4cSzTir2qdS7vZOdP1jE6rPO6V6bhDJRft0XuwfETpcwNd1+VYcan8FrOKRUCBP2RVRXwxIhqn/NiUpUZcAE4EVIEZqEv7qWw4u8+gX4GpYAECC4y34COdPVVxnGsdT4ZT7gfBfg+R9DybO62kTQ1qv0BuuiDUDmwx/+8F4oEv1bqutuXmC1QtqYO5WApgIsBfDqN0AQEC4g4n+gmNAvGzMsVbF6+q82K4CYsgssVpmOQLC8QCunGYmtmXIqdQGe4MHmBZbWWy7U1/OoXkCvzRgbTsCTehoYKVZPeerCq3gwMXlQD45EwGIlYNhzWwnA83ywbavNVq0FNgRMOqqP6hpHz6fyOSEJKu1o/NXHefNL/1B1YtiAXEmb3KcAvedGu/xPZayPXW8+dftXX1qbrDGD7DkA2X2GhZFRRvd5VLZ6VKqg1fKVDarvNkwAL9vIYRuaun5rx//7AA87AxhQTTH0p+bDWnGAmMs2bn0TjLw+e2+3uL2Fk+BcsAPbpasaMwLEUL+WGg9AAdCwWxw4ADv3ATIWrMnYe3MDPIAT43ngB4tEyGLMMHdAEi9aghm7SGUGvL0888ilP8t35fPy3NGHNBD4v/tluA8G60/Ed+szgtg8amD34ijQY7hGmxPEh/v3Yzd4wHjGzj/JuMs1DagBMYT2KdTOPIv7TBbVKxtBdlxYSnXVVoBNnX8ylU+gY9diHgEBgE67AGmqYYAOQAQCMVVf7F+v/3nE6j/3ZZv4H+N5Wp6QL1lzSsaLXzs1Pv/cU10v3rw8F9481S5hVgBL4OQRk63cR0w0MFvODxwXsJcf66u/MZLeILHzqgbI3BNYpSZ+DLXuFFDxNg3jAnhisQAfoNE5wNs9d1nZwolgz8ylQyczjhRiZkPLSz3MoxrgphbvxVC8PGOWOIi8sVe2uSHAMNUtMGUM9Zf+138AIjC5z7qM7W9rYNRYAsKAmPkB2OozqmBz7PCxDBuGr00BekGOjTOQ9/Z+P1Gtmo/A6bz1DYgrC+NrvIB6YVD0JzUw+0HhToSi4V0LJFYdHi5+4O3NY/dY7OdFGQ92bm3GbHarV2Xs/+uQIr9eBGZ+12zlK4CXm1flbbfckF8++ZT8+qrx3o7b4mNhLEN1aorBha7KEdpDfoAKAMGoYUKKUZCPzQ1BTBBg/ezGpUGmyTkLPFahFnUgSaJO6XrUEZIF0izO1MLUORL7q66g6Z3M7Km5gET1LQZjmPqr8hM62C/5ATw7c6Cym/xWH4LH91IvWvwBhkpYSIv9sKTcisHW/R3oq/KLOWQPB0hPl4CrejcnYQYAdG3yutcBrSWMqCRneoNAvXKprsf0UP0aC33TNRoHMitR4XYBXJ2vI7ar7KqouTBZXZao8tURwCo1qQ1EqY0HAZ783bcRAHxdlWGV1z0CR4TudE4HWEvjgZEDDKQCbAUSBgGePOZ02arxzrV5kA/QMzZUx4BPjXWpdMX3q9Ah3Xr6bn6aYzYPgIuEEewy1F2AV9crk9MFRqs7ToAwls9zBWBXXWruYHu7+as8xwqP1AU/Ni1AbKUCeJjTKrs2bZ5Xz+2wpF+tIa7BJttUMJOwPmk3e1/9YC0adBQBYKnc3VO+YsKNhX4zpzFw3WQj4F5dAF+/c8LoagfY+mEMu+uN+1H113ww9tXe7rG0In98KlqCjpcgQEKoYmeElngQJuLqjN1XN3XhEuyJEB+bm+qKqpQqa7u1jZ1iz4Q9u0/fvgwYYGN2sJhqW5pABAL/ZLzF2aP6dS+qNx92aAQ0ACGsBYEMRC3tM3gYEyo2jNijMu925U/zPfkP+eOJu+fC09c24X2seG7914QBIdSUytyNsB5rwAB4BfAAh//qhyjBAMkr0LHwIbtf3UADwAYQAjq7CO/SZyoxZOoDBPCQfVdflQccYfN+NQUesGrUmezXsJjABQ9bbQPoAGp10CZMXeWXB7ABnrB71MIfnsw3Tb4y37z+FTn31a/KOa98dS9u3k4r7sidb5h6K4YYeu6lXo/tq9TdE6AU3kZwX96qwtKwa8NiAtLsCwFm/QGYAqzu/Vjs32SLQXhaH8SqjzZTH3Po8CoxoPbe4xl/Otns2YA8cf0ALrHvtM2Yi3W4B4BNdUodc2nzZMXszl3bgGEvIDMV73gDbvpd+eYVlgz4P5wK/rpmA4l5xt4BWQC3+SaQNM9nDPJd17W6nDHVx9+emjef74+XcZBXWwBiIHCbdW0Oapv5Ze5gVd0Xm+jNHIAdkGczYj4B4sCgMh7KNGFTe34eNcWS8gRWLoC3ZG3GnDsyDh1mg1dL0a+P3XfN/vrs8G8V5oTgpAIiROzMy75k8CqgjlDx7kb2JRVAeDAfoGFhxKiUzZWFr2uTV9cQMoCXxbDigVF51PfK1z1aYDEdhJSFnm3NdEm5WEJJGwfDonSvI+ywdoCQBbli7VUewASA6i7cvkvYCyxGJQs+YYA5YeNU3qP6GKgZ1seuoW7qMnyYlmI2q+zu0diVoAWEALfpEpMaKi91wKAU2zEsP5BWMQyrzoBA9TV2pfqhCwQAyK5jy2DZ+rVUXADUdIK+rhNrrAS5eVE2kTYOgwwQxqjsoTA8XZvPKq97xN7wojaHagPR/d05beSIBDBg/gD3ehOHvMaxqyJ3TrxFHqgSswAbFskGAEix2THWALOPsdCvngPgZaZkLpTdGJaqni/XAJGDfW9zAFhhZAtYD5ZPVVpjCXxqt36ZLj4jZkv+YmprrgOYlcx5KmDJBlJezw7mFHjsbobqmjoqr1TG3nRBxYsN+/KXv9xri3tjJgeT59szoH7d8jGAXfvK7nXWNGV37SPrd7aQWMyaG90Na+VRV2sRBy7zscwzqj/rWB7hf5wAjy2ZYLzUjtReHBzuD+DxouX4QJgJaeKNFlS0o82+qffe2fH2GycMQk+AWJ6xBdTYSQlFQkADk0Ah2ybfMViEp9d+ASQEK4GuLrxnAahrCdotDYwogzB/ReYul9yar5x8U34vj8mDv/zLBgb33JJxt7HGqgEZwNazBT9e18pVNlAJ0BDm2Cxg1nfvhhW3T3gXXpDAFTBYtnLzbm5CnlAHXAh2zBaWDZtFBYvBwgIBFJdNgSsemdSe2qFPXYMlw95h8YA33rqAIeAlDyAFQFFRq4O6fSDzJZOn5OmTz8wFr31Zzj/xVb2y2d/tdfsNrR1AKDZQfbFOT5vsvdKtF8rGGLBJO2qiAVL9qJ5AlLZop7o+hL3cWANogPEVU+MDPAJF2mBuaAOQCuABo8DSX/bZNGOufdTamNvdx5r6kk3egVsyOJlwOvB6Mm8Z6bF517WQJ9g7alobCAweVSqQZY4Abvr63hx01rWNhPlGbQwk2yAwIcBCerXcY6jpN7a4dmL5Ufd+tg8S1VWZwCxArM4LBbEea20BGIFczj0Apv7ZVaiY8cYgY+58tF1ZPUAMzE15gxsDzDdvXcDe+3XvsqWFCjpmeJDdWmh+lyNDf6wH4cJWxrsnMTMzJYbChPhMIUYwbBY2+crWzC53mDF3efHKzwZNIvRnAmLyAIAExyDLNlh3IEvZFuJBm6LBvP63oANCbOyG2b5ZzGvRdiwbIeqtAlpVbrFcQBc1kERAY8OAG4K+2MW6xpHaTL8ZF8J/GBis/FRWZStHvVzgqX7vHrEz+oDgZYc2U6LeAzgkoKGYv+41AAUQVYCj+rhYoG7e+t69N6amQGT9PngEYow14ak/Zwo/g6kpD1bCuBskGEgF2DGCAloDVhgaAaGnY1rVxRhjAjGp+gHwIaRnSjYeFWID01xsdMVsLJBaZagTAKIew5jdyueI1WK/Bpx3vT67ebrfAUBzz0ZgmGrQmBk/7WQjhpXnAY51LPVntzzf2bvpw1Jrs2mbaWNhHruPOWQDY86w+a1k4+eZG5Ywj+qC/SzbTXUdFpuPChwzSvVcm0nscF03rPytncPe2tgA3u5bambXaZNxM4eBeL/Xp1T79b92S398AI+wut/UGyWwUI/37tU+wHoir9YNTa0G1PSM3Jc1Q3pgiAAX6JWQ9SYBjA2ARqiLZwdIARCADLak2DkCFDNCMMojbp44ZBg8jBlbKOEqADyA80dYoDUZD9nYhC1wQi36scxjx7+ZX85H5n2++r0GUgAsQAtAApSo2oRCGbk943GTDWy5d8+7dVMDZvIAnRwRvKYMaN1/fQM0PbDUF+SzLm2vV8PgACDaAwBo44v0x0TrE+pgdm7UtAAKIIChwwRpO8CHKcWeqcd9+8BCsGNACthTrrYDn/rupMwHj301v5CPzR1f94KpuHgv6zGAB63/Ve511Q0ZWCrX6Gsg4++wqBNtLDFiQNg2ExnCjCjXfQE8KmSqTQzmB/tMKRAMHANqP+izjeqK4XtACzLdA6LyA0eAuXHzujuslfmD1TRObOaEKTEm2D1Bj72bGLj3nlyxFKnR2W9yUmCbuWBl21y8sx9H0DjqB3U0Vos2NTWuYNMAqzr4HNBX+WN9lY/hA+TUDVPL8UVdqXUxf/rEmPh/8fKMhavb/FJXzi0AL1BrPLz5AxOpXP3mmdFOc9YcUZZ+xpiaF0C5+/M8ps4VQubI6VmqrS1S0/0O4GEYGKRT9bDPmo6VqzIIWgIGUBg0Bq88Fn5l2VEDM4Cjhc6COJjqN2pGLJ88dvrDPAy718qnzGLnur91v/PUIwixL9SqW0ts2DAyFuICTnWNnT5B476EtUW/gtIC5wg2BwAAIABJREFUTJi/bqISqgVeHSR2jtgvcfD8NoxlAj54+BGcW2O4qMOLmcGSMHRnb6Tug6p2fYatYu/Ijm6mRMgDoJKxGRZXzW/YEaoxZQMfW9sgFBsItGpnvSJvuroAu4Jd628ga6YEcALEWJnBOQR02cRglmtMMKW+O06X9BUhXgb3+qQLHIddZ9xqXmL7uvmLya3rMILmnLm0NVbVNYAdlhnj5PnaWgJKPYPm7iCwdK2NFJaYzaxxxoxh/ba2GaLqZP8qmcMA5NaSOQewUY2XvZ77GwN1HJbKzrP6Ux5rgzEeTLyEMZXaYz5KrusyzIPXbO1/daUerjnTvW+pd8s+svI42nipp42a/+tZ/OMDeNgsQs47X/+i7yUpQC9BuSfANdEEFuG2y6qMOTc3BgwwYC+FHcLsYVKcIzzZNmF7CNUecOzblQGFwAWQhZEBfgRL9kozgpEAZiBPPchRgb0a8OK9puK3EbIELOB0wXgeN3FB/lc+Ix9xx1lNIAMlylR3wMg9/nxzxqJbGotI8AIDHAruvaWBHaCLepZXKAcHqkuODUAYQKEcgHFHwRhXtOC5gKlzgIC2HLKhMWbAGwAIFGCNMFnKwEZhdDChgA8GDHCRD1hQFpUtsKj+BfCwTL6/M/OYLd/Pb+f98uW3vzzvcdtXMt6befCKK3Lfy69pbBo7QICEHaV7AOTAmuDH2ss2zqu79CmmVT9ivIAT9cAqup8+oO7Vl5/uA1FMqDKpvyuvOmsTsAuA8ZzmmGL8AUTAp4C9+6mP2HUP2NKAEsBHpU9Vzx5QmBVhTwRJPmpDez+vtgCXQKkyfccoK+eQ8TZfsJbGgSOO+QeIarf5im0Ees0X9cHYaceu69pckt91ey7NGFneVM3a997+WDAx0F/G2NxVrjmkjYCgcdRXDxEI/OZ2L3MO62fT0HMo2ZCxz/peUO2tLUa/7e8WZvZvBAYbFAtRV7UxXXlYqNqRDstDDUW1UgwWVmBrAoDdm3y83tRjplSqRUKbgJwu9bz8+7tqbF+983O6/M6zIQM6CaOu80YBSnWr+hFOBIjfqF2LKWDbVt8xe3UNJoPaCwij8sMSUlG7nv1SCQ9gmyDQPmpJoGi6pN+AIImAo1rFWnIwGMbmYRyp2akwZ0pUXQUgsCWYK6zIIJuo7hgT9pPUpl31Zbd8TKV+lYyDOTQd6OheR+1tHumPrj2UvnfvwaTtGJdBVs612qH+VPz6xlw3NsW2DZbV/Z+tJdA9CHzMxbIRBHapO4ES84HK0qZiENRVueW9jRXWvi6IqTzDjtrG0N9GoZvMr0EGUJ30Ce/lLvtU12kTNs6cw8Jh9Kl0Z2LkXFv2iZ4/AMpc7SZ9MMjKYevZRlK7l20ukO+Z0HYq2GEJs+i6rSWqWfOet6zEPs74mj8FsLZWxuDvNhf1/HbXMGrbAm/1e9n8An71/BsP61qZE/xxAjzhTTA/hCCB5bVZhCJBRrgBPYTbIRwrbm+CDYADaPzuN0CBIHd0DlAhoKkwAUgfAh+rQtC6F0Cz54qMw7c0e73D12TMW9NAhvAWBPtH+kwfwYrdY8cFDF0wnvfPb+Ub8qQ8Z/JhueTCZa3MErqEN+GPVbrvRAMRhC7mRd20CYOlLkCuPBgqwAZYBRId3RcDR3Ur3AXPYiCRWlP9tIuXJ8EOgHj3KNAA2Prd/XwHLIAC6kZ9R3UI1OovbRX3jR0kkMZGjzOAegLJn57M3ceX5tn58LwyD8g3jp+Yc6/bnHusWZq7rLyt9ZF7FNMF2ABUmFVsqnIAMSrsUoWrB8a1wJu6YqTUE6iUD3DSNmDMeGm339jl6VugWIBoc4f3rd8Xbmx9AigBsfoFOMMC6091M1/MBXm0HwClJt1nTcbOqzOOW9tYN3UyjsZEXamw2RN6TRpbOf1onppj+tz93Q9ov5u3X0y2NmADbQ6qzVTFrqcGB+I4hAiybTMDuNbmQn9oLzZP+wFkKljgWL8ZK3XSdnEj9bN7mFvm6SyOIytafX6t0Rhcg37n/9nSYQ0sUNSjbF22ZgNk525xnylRj2E+Sj2q/Ip5hWWRLHxdYSQP+z9epNOBDwCo1EkVuHS6ehBstfDWcSbWStkAA2AKMAFCZbcDFGCpqhxHgp0RN5UuOztCWlKG3wtcEcT+xz4BHmzEgCUMJ3Wj69jnyFNt4vVISGHnqChnUkti2gg19dffVOiYUDZMWMMSLNVP1Fj6cDpvYvX3IRyVJzF0J8CBAU4GgwnDQXh3weZgHqyuNiqXwOZJyqFnEAQMXteNy9cFAMOcLFyrn7GXgxsV49E1sKfOlVeIlWFq8sF6GAv9MBgCxXyuUD8YwnIa0XfiSdYbSwbL87854BqMEyYYQJ8p2VSZG64BiAbHcJiTRc1Hnr2+DyaAnArctdSKzBLMH+B7pqQsmxPA1zwzrt1UThZ1DnNHjcnuEQte64AxAIjYZlLF/j6pnjWMGsYemMJMup9++12Tud/dBBhvc7n7sRHBlgKBw/q57v0/CuBNrL4kz/vWTb26rb/iq/mxqXgyH/3ox/JrVzZ1UW+HTHjuuKkJdgKPgCNYgTzghyCm+iScATjsHOBG8BK6rpePMCz2hsAmfLFghPheWxpLhvl6MrZvtAlXIMfbJYRWke/I0WbnhvUS3gLg4WwBCKkbZg1geV3mrM+P5QPy6/myfEtemH+aTx/9cI68cKIBBkJZXYE0IBSo3H9tAx6EMEClzr77DZP1jLGM43hN9tuE+QFsCHPg6YiJBvKAGiAIUwQAEejaDSxSOx811sAb0AHwOa+/sDrYS9cBBdpWrBS278dTdQRmManUn0Cs8s/O3OaiDfnE/Ey+OV+RV+X++c08Nu+96oe5zeoNOX/thnadawBRTBMgqU08aQUvxsxpK1CjTsbKOLuXt1s8YLwxjcCWNutrHypHakbnAWf1d878AJyxZNTa+lvb3df8AH6wsNoJKJor8ipbGVSj2i5MjXrok7m3NUeMJRszjp2KSffdvqobgFZvc8c1XofmtXfKUyd2lJhG4PaY/vgZs/nLshePzxyk/lZv9QDohHFRT2OjLewDsZGHjjaVrrmPddVXvvPQBtQFYQZmjb95jzVlLkB97ByQCQiqs3Atey/POHx96/v2NqZaJ/4gR3Z0tUgVC7S1guW3U54pYXSob+Vl5+QIpNSuH/jilVhhRZQlTzkw2DUPU9EScIQJBmyY11u3TgSKMrufbr3ZEdVCzHsVsNQfBA1hqH4FjoCBbjm+26ETIupD9cWWq9rh97JfIzwJcMCOzRkbMUxSsQxU4sAAoFiqVsbdWBHMCpZmJoBHUGKVeLYCCVTu5a3IPrFAavUNlZP6VZgWqj5sov6S9JG6azvATe2sbtihQYAHVALuyiCoCe9yLqj7AcL6CYNEtU9diWXETBK81ceVf9gRI6pNBQrkGQR46iexNwPEMFHdhPUquyznAeACsN18032v+aT/uqkAHkbH/AWM9AGVI6aqG9C6e13l13/6xpjov+mSfrTpkA+ocgQouqkL8NSr4sxhkDDTg0kfAtnGUaIuL9OBwXYOXut/4BvQHGRL/QbgKas8ftUXmPRsFfj2DJp77q8//Gau/K6J+YP7AIzl6ctcwTjM1Le/7f08k+7jY3PlqL2lssVeTpf+xwC8zTd8Ld/+nIfl497snXWj+cN/f36+4UvfyYsu+m5eflubEP8N8NgfAQQ9UNBnZ97fF9TAC/YDA4MhAYDYigFxBBzBhrEjOLEzBL0jEIHhwIABCRwKnHvM5ox9NjXByJCdbZwYZ36766YWmgKLyFEBOyN8CIBSIAmwwJ59YDKfPPHJfFZ+MM/Nh+Q/52tz/rM2NgcO4ASwIISBE0L3XhubkAcmOA4ArsCZ+mJ9tImABiTUBVjCNGknJwqAAoDRVmUQ+FgsNl5ACxDqOr8rn1G/eqo3sKDvAFeAAkgArgAUQPIzU/3I1hCQKICnb9mynZO5w09X5hvzxPzL/ES+5UsH5Zu+fFj+x9jLc/Gty3PurZtb3xfrpJ7aXYDT+AAgPhg1vwFVVI9s0470vt6J1qb7C2/Sf0sHQKTfxS/UNv8DTvpI3wlYjanacSLjhMnG/AJNQBzwzClH3xgL4FIf8djFrgHegBfHEgwlm0Ugi6pfCJ3DN+Y2163PeV/Z3AC6cs1NG4IlYxmzt2QcO9bmnxAx5ZADuGEqjROWjyMG1bN55J7ao+//rL8R4MSij+/ldWN9Jtf4qJO5+9TMWeeO58i3xltbDlrT1O7y2pBwBgLElWHsC0RihI23fjC/+oB+ukXjdz3fXagIxa0lgMhi9vSnP33arAAFlYi8wAugAiTUgujI0N4RMKlU/1e+YbZZFnALN6ar7H/q+sEjVgkbITwCdZPwGl2WwX2UVzZAdV9hJXwvdSAAArzU73UEUgmm+h87Qaj6HzjsxoZTNwu734AKTEN5KFI98Vwsday8ZTeF0QA6ZwJ48quft10Ajgy+6y0LACIwYJ0W50y5wCoGrYS6OcD5gB2atlZ7lCs2GBBQYHQQ4JX6ilDGBGMbuyyZOYCVUia2irMCT9ca/1LncugAlAtkujfQPAzk+03qAjxssXtov3v43g1EXUCiCybVrdi2fpEzHooRxlJ2UwE8wt04AJGAq+dJPYYxlOqDhaMC13fyyyukymDCcmN+ywbRpohq1xgDfd3UBXj1bOtrdRgEHTYowFUX9AL9HCHUpVjJbvm+m4sYes4MNY5ddqvy+429p7KwW442II5lC2gz1bWPA/q7XsFV1taOxhWYVB4bSW3rgkVzwucPldzDM0PjIQF5TA7KEWOwDTQH+p/DjWe6a/rx29ZpZuOVO13aeN72owvzRxe9M1/4loszJ27LM5731Hzpm9+Qb37/+Xlt397b5OixRIeMNQFITQmQAQCYC4xHCXpCEysHCBGCgBMGBoAA+uQjXOUhzAEkIALD4dVSjM4Ju+f0jfH9JnSFYLbP6nvgMrzftq8mu7ivGsOeYVIweYQutoht24czXzvxz/nMzf+VD910br4+X5PbPmt9E+wAHZBIwAJcgAFwA0ARtgCXugANQAjwQ/ArVz7gjZoU2MNSagMWswAsGy0gRxuo7zBS+sp1PhglwBSLp86YJ32iPIDDNYCfe/pNeVdOxa/TZsBHm/WnOpyfufgby3sOFndb+9Pc4aQX5kNf9yf5+XxcHnLbFRlnTTagSKVrbIBIYBvAU3a1AbjRPmpxebQbwHoAxmxzG9MHbcnYZUvrF+AVSNY2/ah9PTWo97l65VvfBo/HqLAkQM7BE20uAD82BACuvgeulOXtEOwV1c8YYFKB58+5B89XIUtuzzhwVR5w85W5/Y9WtboAeOaZ9glGLdj0X0/ZfgJuQBYG1H0wh7yysbw7971o9WeplI2teWk8ATJzwTgAqjYy5ky3vvebatv3pp6Jr/bfd8uByPwD4NiputZ4ugcQ67nQb/rYnPUcGX/1fsudfnjvdEa2WEAQVVLZW7GNGRYyQKEWdgv0dAb38jAuroj2dvgW/1JButbHPRwJWAbpvY1iRE8NamH2G0DUTdSkVEhs9ITNsKhOl9hEATraRTACFxIhTX3XBTJVpzpiUzhHVKwrKk82isPCHxRj4FrqMtdgu4qB69aPik8+KlVqnEGPW31Qr0pST31D8PNI3hrAA7iVzR4Ka1c2YYCE/7W/2kcQSdTKgDLAyTlCu80FAh4TBQARZARSge1BgCcciHIxq8CC710PWoCNvZ05YRyAZowutk1eal3JfMKAAiUS0OP36UCGPF2Ah6HRX64pQFnjJ6/5V7Hmejfo/6FuncmWtJvXd3kLGNdvAB51M4BcMemqz9RxMAFhmEx1BfL1s/llXvg+mAB3eX1K5WvTAtw5V84KrusCPGNuTIpZHiyXuhug6iZt49SD/Sz2r/u77+ax+aGf2Yaqgw3DYOKoYeNCRVr1LwZSn0nmT4Ek/+uP2vgMljfT/6UZYF4h6UtmCJWMw2DII6YG9SxUPseuLaxnBFDtJmYZ1qjuPMfammM2a9XWAs7ApnPFutrU/v8H8MZX5VXf+WJ+9L2n5jtPe1+e8b+/l9eu/s1dQLcxY5efmi/qA7zvfv6s/Nkda/Lqj78g//bU9sJo9HIPbFBTElLHjzfWCoMBnABHwAggRyhilbBXwANQB4g4Ai+YGg4DPpgxgIygw7BQT2LDCFXCzu/ABhBJDelagMmbKtjgAV9X98EckAM0YbkKFAEzb838yNjT8tUb/yVn3zSaj8ov5Zznb25MEFYMs4J9I3gBGYL7O81hoQfigBzMVLUV0AAUABVCGruojuy3lEfVy64NePlSn/UD8IAUbFIJdEKeevkb/ToQ8srze4Es1+kbYEHbX5M5ctNExi/7eYyF/ADHpzN3Pu/2/Fo+MI/d8M0cefVJufOL/jFPz2fmXW+6vN1fvxgb5eobzByAqB/1K5AKeGMHjRmg45zvwJd+ALLkoaoE5IwLAAzM+F9Zxo7qdcmm7KlNOeGYO36jXgYGsVtAl40CIAeEAbLqgcEzF7RPvwBH5ol5YE4Boxwodlqb97rqh7nkp8vbvdUDaMd4eivJsX3GUXuAY444+kD9D59sLCTQpt+NIVCn740jZtp1+pZa1/zCKqqf+sqvT8w57RJom/obWBYqxZzCgn6v39fmjb4H/l1nvqmLPtaH6gxI/p+vF80cX5rfOuO0fO0JJ+RrT/tYXnTLeI5e/qE86V0/yhZUZeBdtN++NC84/Z357re+M8+8eqwnkHidEbgWbYuexahrZwRc2Hk7+g0Imc7rkC2T38XIkyy0QCGVXC183aPFzv+107dQAgLOARfdBCwUUCN8AJLpUt1DmAeLPwYPW1TnARrftcPOnrF0BZ4F0LA0mD0LPPAgGC7vwrp+2LFrKwbAanc3EYYFnKkRB20dgU79QSAQ9O6BreGYAPwRGMMAgHsU0CTgCfUuU+U3ajR94TcMmgQAu0eBN4ATm0K1Dlhiz6rNxawBeFRe5dkrvzKpITF3mLiqo6M+AMgrsY0i8LWFcX3Ft1M/Qq9e9VZenP6nWitAUOU4AosYL+NHBV42flT36tFNgKL7DSZA2/wHbAaBm/qrKzDVTc53HU3UTT9pa/U7oFosqn40jyqpC0a0+sl5wGeYA0TZURo7GwwskHZio4s9w2hXol5nFycBkQBpeThXnjoKU1Lvfa1zjs4DcdMlql4bIIyrdmkroARwdttEpV4OROpdTKXNSyXPpA1UJWYG0wHSyjPs6HllTmC8JJuirkOEsagNbF3vd/PfGlXJxsg5z7tUbGb97miDAqx1E/bQc1AgThnWFGlQe2Gt+/8B4G3OG7727jzpxS/N17z1A/nxL5yV557zpfzUB07JV7/4BXniaefnDUOiMPw3wBu7Ms898+JcOZE5dtk78+9f36jk3s6bMCJwCVlCFAsHlBGCnA6ABUwbwViCmKAnqAlyIJDwJMiAIIIOKCR0MScEJLBB4FOFEqpAIgbHvQl6AhD485ongW8J6p/3BTNwSVCrk2vdB4j518zPbXp8vmXzyzJ+MJnbr1qV8faJxuJgpwALIAo7500GAOuFfdCFkSLQ3YcNFwConQAW1SqB/bOJjDOxN33gQfXpbRfYTm0D5NTN9UeNN6CmXoCw+/2iDx4Jee0D5OoIaAAPzgEFwOdV7tkHOvoeqAIWPp253ZdW5xfz0fmgzefnvNe8Mkee/dr8+3xv7nLNra2+gJr76FOqWm0AMAAR54AYanagF7OobH0KlKkTpu3cfp3Yj7nWGAGZ1JjaCqQBu8YLE4ct431sHhh/ABFLB/Abf4wf9goA0i8AElBpbAAuDLB6UWcrW78BcsblmMk8/NrLcqf/j7z3AJekqtb3u0+cnBNDzuAAkgQEwYQ5gDlcRK9iQuSCAb2gBMNFBCQYQESQIJKTJEnDDDNMZvKcyeHMnJxD5676/vPuOgu2ZfeZA8Jz//f57ec50z3dVbt27dpd693fWmvXkrYIqBg39BntseMB5tRDHYxPxiRwxrXlCR1H5aJzoM2MQWASiGQM07/AHOOPY5s7lb7gc/qdPgHsOC/6lD7hnAFYzmXNwLWnDsYu45t+4Bw5b1NJ6Q/64tU1dP17y07NLKuZV12l6FGzK/S33/9cl/1u/gDgRZvakyyCxrt0+cW36NZbH9SitsAZSQwGrjbcaygP3Jx8o2CZYqgtxOnhgo3fLK1B5row1xE3TGCAGyb1xv8M8OxzVAFuuKhzQIbNkjEcuCpt2RIMKTdKi7uy49ur1UfmHEbS/m+vxMUZTNg+bMv3qIQYbQw+yR6cN+cDeKFGsg3KhH8zJ3aOtlr9qJKDrTMH0LBNvNg6YXyOEQcIMY4oYNQNRKLK+QWYIUuTviinVNn2JHegmNCfuJHLqTQYK44H/PBqrm36gGQcPiMuDiOPEoQrlzpRBPmOvgByufYGPbTBXFj++CH2Cvcu7QdKcEnyPYafV+oDcn14YD1FPiczGvWPMUM/MT5KqcvEgbEESLzQXpIvgAqO5We7WtxlXOXiWvvtB7RoP2PKCtcLEKBQt8X6cQ6AGpMJvzCJsKe4+J8TTxl3LeKGBnoBT2Jd2ZdioQZcE2AKlYnjcW1KwSPjs5SCxbjz4Yi6uYZMABh7jBsme6hlFqfHxIJz5CkcbAvc8fuNq6NM0BijFECPtvq/YX53TDRLZY1zzbmO/u/GxhZtAXQtSx7VE7e9FX7btkQSY5i2MX5sAgMY0w7GCPc+ux5sQ/yiXzgOsbR+4b7Itv4fExASeFBY/c8Zs77q6tczlPelXbRBi1Yu3qS+kjUE6lm/SCtbgn/59hXAC5r15CVf03d+9iv9+Bvn6k8rvCQLDDmAg3qFGoWRw8WI4fvwzoeokwzw1wHVClUKhQsDjiHFKKOEAE8YOnN5Uh+GldgqoIq6MIrsC6RhRDGa1AOEYTyBDwzhp8IITFhkFwBZNwAJPHIKGGI7jPWPpVtSZ+rOwuejbTYNQCiuPJQkM97Uj/pHm4BUoJQ/VESM8OyBNmLMt+7MkHxm50K1t0jJpqKSG4uRkngGj98Ko6dE8KQGYJB+QT0CUHAhAhu0kWOgFC4b+A6Y4DvAFLcexwQCgCbAGtUNQJs/ALH8n/r5HhC7RRo2J6V79Ul9KHhMNT+9YCccXqLajRkltu985i/9iwpGO6ifa8d1BGyBO2CU+gBxjocbGIChL2k/14PrwLp9AD4wBbCwDUAEKFMPfW5AxndcT4AHIKStjA0gi32BOrbheJw744TrwVgBsDhfQIn6aDPHAdjYjmv+JWm/DRs09qWO6FpSF+MUVY3jMkZpM+OI+shAZl8AD4WVhY6J1QSiuR7NO5+Hyxjm+Bwb5ZQ20y+0DxUS4GQickQxOg7tBe7oW+AX4LNs8XOkZGsxihPluIA6YxcllPe0EZAFuvmMMfnqozBjv1MDvILW3Ph9/fh3l+uc//qzZv3jX59FW9x0sy66dpn61/5RV93T4mbrGESCwnGzcCMidojMTlQuCu4NPicJgRsWN2H+D4QR12U3cbs5+zdswIAbJsoPN0Zm6Hazw3Ax67b/84qyhVpEzAoQZW42QIvvfTUFEDMFKNYhzuACqxg4/uwY3NhR7YBZM4z+vsAFBpECnBJL6D/Oi6xj6jIVwty2ALK5FfmevgNWShUgAnei30+2HUqAf458TvtReHygtCUpTFXFMFFQ4/wFZK1ee8WwEA/FeVJnuYKR5TyIJfIhkLYQUE+sGcYd1YrPOFfagmFnP1z/xP8Z5NhxcG/xvWUc8zlxgWaYgWn6nHFAvfQjbkn28Q02SiDqkI1Rq584uPh1Bc45Hu2LF2CBMcH3uPCsX9kOdQuXNd/714osZNpjcMHYjif8AENAA2AFEDHOgV5gkP7j3PxCPCmwCSwzbi15gmQE/7zZh2tI3cA36hn9RTHVCvWd62AqO79RFFG/oNIyzgFjgMcvQDjH9QuxbZwziSO4ulH46DtbZBwo5Bz4rTMWmTz5ypzVxbiwSRp1xOGV7VCtzQPAcS1JBRWONpgL19Rq+ppzBrD5XSE6AZv+NaO/mbTwG+X+Qj30D+oq6h8TLo4FOBMaArAD/owz6uTeZoXrb+2zzzh36vT/AGj///aesUAM7ustpQGvXG3FnHLlPbSxvQrqa21Wh7ckk1PwMJrAAeoRSgdGD5UHYwhgYOgAOIANCMR4Y1Rxp2GggTiMMrDAtmYYUe8w3tSFUUUJQvHic1QvjomRpQ5ecYkCG6gfGFMgCVBpGIBBki5QuqiL4920U+bP/UKPZj8SJSgsGagfdzHxXxyPdmLkaSOgguFFCaIeDDAKF4v5YsB/KFUsKijx5E4X3w1Sclvg/pyy9vWCEiwlg+oF2FIv5wa84Y4FdIDXmQNtpj7eA0a4c2kLoMn2HBflEKjhHAEn2kefAI2oh8QK0lfA1tVSzYaM7tan9R99t2nE9VcqecnvXWxedVMuAlCyRDkPQBaYpi0AJdeStgCvAB71oy4CIVxfYBnY4dqS5MH5AYYoUahl9D+Qw/nS57SJY3C9uI64K8na5ZrRfs4XUOM41AtwATn0FaDF+fMEDF5JujHo5ZpSH9cHAH1A2nfHRo14duAJJMA44Ehd7MPxuIYAJH1HPwJ8HJcxREwnCRZA2+1SbS4dgTBASDu4HvQT58b1APCAMPqeawn8ApGcL+dN3wJ/xGHSRq4lx3xmoE30l4EefQNkM85oG58DzlE8b+w3yX8N8KRsV7Matz2qK696Tl3e79oUPOVW6I7Lr9Gfrvm5/rw46262zHatcBNi9s5N3LIsMXIocP7yGMQMYQRQ/yxuikDweFwcN1ZulsTaoDxQSLzgOBTcuXbj45WbLsfChUUQus32USr43lyc7MtNmc/IXvMLihDqHq9W7Bjc+IEo/k+dVlhCAdclrjfODfUOd7G5L207W/DUjAdgQl0Vp4KTAAAgAElEQVTE3+F2RDXBOLM/N3JTMm1/XnErxvvJvse4xKEIFzOGFFhgP4yDZURazI8ZDBTGOBBY3bwSo0f/x5d98LfhPaE3jIG40kBfc83MJWzGGmUGwABmXNjOQDJJqeVHUMaoA7igPwEpi8UDgJhwmGJo7QLygBorgKWvmNnnGHAMucEXnzPuMMpW7Nrxf1Q/rh9jGZUQ8KfgQmPc0l8AI+OcuEqKXXMbi6hA8TXamMgwfoESkm3oc/qFiRSQEy8AImOI/gM0iYEDoPi/qdi2DyouEyAmPcAP7QRAmEDxB5QDyAarTBgsgYqJCX3DWMedybkzaeFa4HalMIlj4uIXVEzaBzhyzdmPWDXgl/sC58iYQMHju1Kxh9SHu96So4CyuJLJNtRhvzsUYOrjPoKCz3W3/VGiWc4FLwCTPbYBqkh2oh/ihTATVFLuRSRS+YXjMYGiX7n2phzzm+M+4E+6COGAe/zC/rSTPwCd36v9n1fuO7xyPyOcoFz/+HWWez8o4BXW3qhvfOUqvdAc3f3TT/5YFzzsEVu5Wst87gAP9xkGFkAirghjjqqBgUJNAu4w3iggqEUAA3+oUOyLwcQQAn7AGq/AGK8YdhQk1DOMMQb1uYFX4AElDSWPbXCzYZxpC5AAiFB/ywDwYGSph7YAmvdLZ6ZvUV3vQapem42MKsfHEKOaYMypk7qAAYwtKgtqENsBBBhelCueA4vhph0YZ7alP4Be2kvbUW+okzZxHpwzoIBbFwChTSx1AtBSB3UBHJwf/Qk8AHvUgZsRqNo6AACoRLSB/gBkUMOoC0D6i1RVl3cK3gXp/9HIrl5V92SVWBJqfLFdidU7n49LX6Ji0TfAD/AGDOFe5hoAkyhmfA6gcQyuL33FMYFzwAr3K4AHFKOqAq8G+8AidQE8wDL9wjZ2zQA0YJXrDqzTJsYMwEN/2gSAvgPgd8tG7WF7lE+gj+Piql4gHdO1QOPmdkTJD4An4w1QZUzSBhs7tIW+4lrTXr7nugJsTDb+JlU3ZiO3Ndcc1z/Xhf1QbwEwVEhAj7YCkAAykEc7qY9xz3dMhjhHA3euE/szpvic/uX3gnrLOOH8+RyQfjWUqcyvcYgfBzllc5FaD0zggjCjh/Hlho36wuyVgnEkLs4vGBQMBb9/1A9ABhjAAMQLwc4oPva4JssuZDv/Jsj+9n9cLhgNi2PB4KASATC4rSjcdNkew+IXFEXUP79gQAEuDCwGEyAB9CjcxO24KILcwFkAms/iriKOzedWzNjb/j40AjHAKobHCv3GPnzuFzI+gRjUBBQXH1CAXVQ3K/Q5fUG9KCAYIPoH0OD4cUXG9uMV8MSwAgAWkO5/77/HCOHS9QtGEBct9TA+7NFzTAJog6mHKES+6uHXwb7WX/Ya7w9/e95zXeg3zpl6Meqopn4/2T6oR0Ax8Mb4BvhskVv6147J/hT+z7ilXbjxiO3EIANIGHzCDtjGIAJ1E7WbmD6OgZuRvvcLrkw+5/qg8BHvyFgGWICM+LhivAGZAAsTJdrAeZTqF86NyQ2/hUcffdS1C6Wb3yHttMf9WXv4bdMHTAL4HpAjm5PxDxDRrzaOmaQY9NpjyoBt9rc2A6jUgwLH7wgwpr/oY7bl3oHqi8IWzwomvINzRE1lH5sAAfaogBQURNzaloiFKkgcG+5ZQApAYhwAe8AsbbGkLruHxGMw+Y0D71wDwiCo2y/0H+1hgsa1s1AVjsP1Azop9AFAbe22OtjujIFEJ8Ykfc7/aS9jkD+LKabdccC0eoby+urdp8TWhdXX67wfXq7zv3yebl3Wo9QbAXisN4bRR40A3DB6GGHcbRhI1KGmARciLkwyCp8feHYsRpl9ecWgY8zYl7qImcPQ84fRA3AABIw52wJAQA0gx2cYReoBlFCw+D9QgEEGXKiX76mDY86RvpK9We2t43XQ6rpoH6AJY0q7eU8bOBZAYAYYQw2U8BmQY8uTAIIYc4ADdRFIA8hoH3ADMABqwCvnx7aAY/MAbPDMXACZcwJG2QaIAJwAAsCZvqRtKHicR+/AOXK8tTuf1kHsHCADOLQP1PGMVLkmr/vCT+je4JMas61Lk4tNSm4taGSh14Ge60vOgzYDo/Q30EGfAUL0PYorMAKEoMyisHE+XHP6m2PSTlycgA0uUa7F4wP9QRvpG/qO9/QDSiAQw7mwL59TJ7DFdefcuYa0h31py207M2V/xdNP+iMQ4zosHTh3IJolT9qldxRe0IRFbVFcH9BJfwObuND/EamsDvi5NsAt14lz4ToD0aiLTAjmh0psGQBSAHD9AHBybfic/RkT5v7nXABu+gdljnHKJMCA3VRC+pHrxXlzPK4tEwu7rgAw45r/Mx7+1cNU4hf+2j4i6w9Y4AbrF5QVFAJbm8pX7/zteI86wQ2TmyA3w3jBEHATxrhSACxbm43jsA/f2zIivOczbui8B0AxMCiFGGAMBDdUCoYRVctX8bipxl1mbmPvH4w5dXAj5saPOsQNGSWG/3NcAC1eTMGzz80wsr392XeW/YgrjBgdjoWBARr8grGwJBNUG6sHI4iiiNGJu7sw/ihYXDszchh2c2n79cffW+Yr6tJghe8BF5Rc9kGxAVpwZcWLqTpxxS++nf2fc0QhpE7GT9zVatvZK0YTGGF5DQAAsABA44aW7YFM4p8AZsaGqUR8xnEZG7wCORTcl5Z1zGQBBZvrQN+zHcCPgoVLG4ihzwFYrgtJJrhI2S4Om4wpPgfoaCsAx3VDYbIwADs/1EG2Rb3knFCRSyWFsD1jF+UMdY/fEeOV3xjtoK3xyQ37MAmgfsCUY9DnKIUkPwFMwA2/P86H34VNiPj94wJlbNEuO39+60w8gDJCN9gmXvhNWkKPfUefMtbpA/83an2Fwsg2jDPaS0wu6i7jikkiqimJGaiJFquH4giUWkHFjRcmrpw3v3H6Pn6t2J7YOCCewkSQMUaxkBHe40Y3UHNfev/Y+PI++qe3ds+in9+EJIvoWADeBb+rU655lq4+68u68MKz/n0Fr16qaCiqcms+MkgrBwLIUV0wZhi7jghAkqR2byDuK4wAAOPPH2oFxhVVC6hC+cLIs6/FvmH8gBu2v1CqXJKP3K8LB+LsUElwewEVGGyUO+oCssydRpsAT453u3R65n71dw3XyStmRmCKAQdqMLzABnFt1A+MUD9G2oCT9qFgsQ3vUaBQsDDG/AFr1Afw0g7ghGOvG2gnAImRR3ECKvkcoOF8WfKkI4zOxY4LSKDmUQ/70Vf1AxC3UKroK6hydSHqxyekiszOWDAC+WnHk9LluR/qxdyJGrG9VwcHq1XZmdP0sF6JlwZiAjk3jkG76CcUPAADSEEVRb1EAUMVxCWJ8goM4ZbHbbo8VOL6MNqO88RFCUhTL/ujaqGAoVYCLbSLfqNvqJexgluafbmG9CFgBLDxPX0ERD0WqGILa9T1O7Uwubqoqr6cEisG2giQL5JOKTyvSRuaI0WR6w1AcS22BEps3rl2IteG9gFS9BNjB9WVYzER4Fg7+622b+eTNThHtgUQGZsouLSdTG0mOPSTASxAyvjj+gB5nCdto48YO/Qvf3wHVNKffE77UE/ZngkRdXDu9BtKbcurStA/3Tn+jf8AeCg6vguC6jC8uKZQCHaV1YbrBKNIPcz6ucFyQ7Y1zDCG3KzLxcthXPneXKe8x/BgvHhvf4ARhhfAw91FAYKIxUK94EZPwZgZhGAw/Bg6t4H3DwaKuCKUKGJ7mFljWDmmHcPb3IEILi0C2lE7zE3M9vQh6grnTaYpShNB7NZ+QIkA/fjSH9TFOaHuANq2Paoerj7cPfH4MRQLtgO8KBy3lNHy227vuabsW8p9atvwijEFquh3tge0UWdKwT4Gi23Mpe7XwzUAkHw3JgoL4+K1FPYHChmXwGc5wEPtAaRw0/mAAcQwrigAlR+aUKodjD/63tyQKEm4TlHOKMA+oAKM0Dc2abG6ULAYXxh2WwAX427wApTgsmTs0af0H2oYhThNAwKrz39FBWJ7oAv3MeopbWVsEjPG534Betmea875oEIx5hh7gBh/gBXQSJwkBcABbpicGLwASIwBxjVjnzayX6lSCvDYDlCmLT7UA6nEJtqSKdxH7DfMZA8wtetgiTwo3UMpQCoTK357HDeeQGJ1AOLcX6zY74nflkEzbnc/K9y25ZVrFv+d+t/b+zcV8Ir1j+kvj9XLXf7UOt3331/SZc+USJ+11uzi1blo26U9+rZqWDalBHCHIkXCAsoKqgsGd8dOt9e2UIl0UTVNGSWeCyLVAgVk+4ABRAHC4KEioWLxChhgMDGApoYAgldI4/o6NLKjN4IAwAiDuENKvlx0hrw6l1PiqSjhwRlf6saIYrxRTR6Xjs4uUktuoj7Zem9kpGkryhltATIwyg3AVhABGICAMQe0AMdLpOSWYgSbQCTgBfCR4ME5mJIITAAwGHPaCjAABgArr49Kle05JdYEDvAqm3Oq7MtH33FeQCdtov0oUYAYQMHSKM2BEl2BqgsZVfVlo+PPk5ItO5+1yvV4SEo+UdQPgl+pPthdwy/+sSb84nyN3Pkg5IPCNUrM3fmILeqnveuDCGRoL+oinwEiwAqqHTDEcXHZ0jem3AE77TvXl/ttGKlynCcQZFADMNLnwAp9RB2MD/qQY3E+z0gVHYVX91soJZcWlVgVRIAN+BLzyDHbg8glfrFU2ZJTFX2HssZxAbTnpfcHT+ig1jXRsbjm7LdQqu7PKLFiYM1AxhgAD0wy1lB6mVQYcD4jjS+0KfnQzoWMGRccA7c11wAw5TqjfDK++Z7zBCYZH7wCcoAj29DHbAPE0Re45/k/fQvIMt4YQ/Ok6u6cErN2PiKPMUs/NtDu1/87LfczBvAwvnGXAa4I1ABuiP4jfrixA2R+jBRQwswXtYT9yCDEyDArt8LNvlwhzonjYEB55UYPFFD4P3+oJXbz5AZp8XxWJ+3HdYSSiAFBLaPgimT/cgV3jQVMo0Jw88eVzD4Yv3gx1y3fY5RwP/PehxUAjs8AQAwgsIcLEDDg87j7iOVFiCsirg4AwYCYQWZ7vrNzt/bghqVe1JzXWmiTDyP0GUqdr4JQJ5DA8jK0AXgmthBjWwrwWC7DDHC8PfQnsZUoJ6hvr7cAEqi4uPhpWznA4/yAORQeUzQ5N8akGW3OH8AZrKAWAoEoNvQRcENfmNrHvoQDADpMEiyRgbaVUpFw+QJMJBHQHwbpXEcKbaTtfuH3Fndz8j0xcwbMQCztQsGz8R/fh0mHTXTYFnW6VBY67bJ9qR+QRLFERQNy2JcYQMYd74GmcqUc4KHEoVBa4Zw5Boo0rmn77dv3TEiAeksm4bdNqIT9xm27cq+WCc59A/C32Mly28c/5zgAPNeCexT3OOJN+Xs95U0CvJTqnrzNDQou3Kt/t+vZja/9JmEnBuAlOws6IFirvYNNmrSj2SkeNR0ZJWcWI1ULY44bDldXc6AkCsqDA8arJ9DwYp+qGlBgAiUWhZEyhDHGWH4kiAwcSgYw9WKgYU0pB0jD8/2q6Nu5vEhTEBlI1J+OQMkVgSq2FrRHfpsS83c+Gxb1BIjAWC6RkquDCESeksbmOvR0+B79I3yvap7KRAYeNYclSmj3DVJtT0pTgwZVbMtH6goAh/sXNed6aWJXi2o3pSIQwlWHsSami3MGRgE6wAHIwJgDCIABf5zTyiDKvq0PHHzUrswouTVwjxCrbM5HcMO5zZMqVhZV+XAhUppuk5KbA9W0Z5RMF5XsLjrIG9fdrmF9/aroz0eq2m1S9WNZvV9PaI0O0qk/PUFHXvIxHVF8WcfpJVWs3fl82ZU7nxrRGKqifkCFBUDpL9qIexbIAGr4jPMGhlA1gRZUyxtCTQjalPifIFIYAVGUwefCyL1qGbmAOuADJANXAB4Af6+UbCiqOptV8pmda8UtkCq2FSO3c32oZEsQtREVEQV3QxAlKlwjVXXlVNmVV3LHzjUYaR9Qe5N0avopHZ99KQI4oI3v1kijc92qaClEyiltwIWPYrosjIDUJhQA153SsEy/Kp4uRMdlW877JqliVkEVc4pKPBwqsSOIzgn3NuokbQTWGAPUzdjn+IAwiS8AHuonx3pEGt7Zp5rn0g4sa7tSStbvXPCZfWgDE4CtUrLtX7Pc7Xf4el8BPAyXBS779WAsuImbsSI2hf/zV24WzP7E7DH7BtSAt10VZuS4YnAbUTczaSu85x5DzJUZZ+oG3PzCjB91h8/N0PK9AYoPNLafxXKZAoHhAsI4Du69UoCH68b6AGOIIsKN3y+ALooKbjMr5sLEwMQNE6oLShxgaG4rslw5Dqoo38cBz+od7BWFhOtEPUBJHB7Yl89wM+Oms4QJv06UXDILrZQDPPs+/sp1IfaRelDdUFuHUnDjW7xkue1Rdbi+fjKNbWuucxszuOj4zAr7oGL5y6LYd/aKggqY454EwgAwxqJfCDvA9UcMornuiB2lz0v1N783VEDA0MaRZYX69fKePqDvgAurC2hiP38M8Z64OqAJFyp9TOwfyqDt59fNbxLQBKrixY97pe8AagAWdy5qMmPd6sT1DQCWKwZ49DUTICaSxBcyFpn8WGE7YkepF+iNK3NAOudsLlPbb6iv/E75HcXrHer+bGdudergfoE7lz9AF3XWIH0odb55gPf0ne5HduvPv6SPf+s3+ot7ruxfNfPfBLyxQadGq0vHaZ4mb2zS/j3rtHe4SSPb+iKwQvVBGQNsAB0AyWLiGqVphR1O1XPqzaowUutQQHB5ogBiGFFYbpOGbUpp3/SGCKLIjsVFiVqIUjRbqslkVNGUd7DxVi2Rcxt3BZHrD0icF2pEsdfBBMA0vLtPv9IPtEJv0cn5map6OafEtgE3HC7B/5YmdzTpZM3U2IYOJeaEqmgsRK5hIPR2afe+eo3q6I5ckSheA211xhwgoH2cBy5NVB9cfbjhBiBydKpL1b1ZJRql4fk+HaqVqtjOMQLVBGlVbt35jFv6cL00qaNF07u2R2ro9lCVubxGdfVoWDolVL+afFrDCv2aEjRqZF+PhrVEz5mtmZnRh/R33aNP6bSLD9OHLj1Wp+opvVvPODgZkelVsr2gxLYgUhcBWFyRqKvEvwElxBjSfuAPcEXNJC6QRImbQu0eblPyxiBysd4uVbQWlJgbRqCM25X+5FoyDoAWrjEQzeeAUKtU0VlURXNBiVSosUGHg2qUqzHZLlWszkfHAhABTBQwAKlOqtyeV3Vm52PJGANtWQeeH8s/pHeHz0RjZLFUsaXgXKq1/WmNy7WrpierMfVdrl8r6gsame2NXKG0D4hlHACwqG+MHVzljDkU6uulCfNaNbG3xY2pxCaWxxlw2QOTnA+w9yzgGqhiVVFjnu1S1cKBZygTZ8i5c6wnpMmZZo3e0u1UxuHZ/ghSgXr6aL5U2VRw12IoN5DXsg3xagRf4zbyb7pWh7l6zAVnRgkgK1UwgMTJMctFucHw7arglsLtgyHFmMVn8Bha3zizrh3H8Lcz+PTVO1QLVBwMsMX/+W0hrs2MMp/7EIAxIzDbLxZ/Z32AEhEvGFXURtbJsiQOtgFK2Q/DGi8YY1RSFBaUJ87PLygYnCt9iqvJDKy/Tan3wCLgBnDTXwB3vHBM+gyQtj4Genz3mb/P3Xff/S9Kn/+9/x7YQHWxR5fh/vLXj/O3jb/nPOkvVLpyxRZqNsXJ3w53uS2vwecoo5Z5bNtx/Uq54e17W2/OX9POvrNXtgFKMPD0NSonSiHj2Fe5bXvcxhb7CDQBZZynuWZtO16JB+R3huue/mCM2xi0ZVRseyAJFy2TMepHoaNey6S17ewVFQvVMV6Iu7VkKPuO8QYM+svl8B3/L7fYOL8DwJXfHW5X2sJf3FNAPcApvwEKYw83sT+h4R7EvriigU62QVGmz3HHD1YYG/QLky1A7/UWi3Ml45vfCso/14UxbV4C/3qzfbkkpjcJ8F49tdzcy/St6+v0+nW7V+vihr5XcbPGhh06MlyikWt6NCO/XO/R0zogXKuql/KREcMgo9YAeqgbuMBQczZFLrCK+cCFlHypGBlVDOxd0VIjTl0ChhZJ1VuzmppuiACJ2C6UDgwuxvcpqao/q9Hpbk1Vg96meRoBZPYHkaL2B6nyibz21zrV9GdU1ZxTdW9GX9cNWqBjdI6u1ZS+xsgNh3KFEvMXaUJfqz6mh7Rfdr0qNhU0KtetZHvUzuTiovYKtqhq/YDSBhRxnrhjUYdQb1CfABFAAbglvg8Y4PXv0vRsvcbkuhx8VHVndbQWalyqXcM6+rW7tqmyMy/6p7ozq0M7V+rA1joBFHvmtjqwG5vp0JRck0b196iiv6DaIKW9tNn1wZRio4OqmjUZ9xxazvXTFx+i0y89XD/Qrxy41mZS2j+7TiNaeiNIRe0ktgx3JIDH/1HgcKPiJl0oVTXlNGJVX6Sycq0WhhoddikxM4gUOuC8IYhUPNyUKJfE37EtAEzmMLBH3QAe322MQG1csd2dy8SgRbUNaQ1v6dP03HbVNGYiSKbvAK7vBpEbGYV2aaBkZ9EpqwcV1zhV7aOFh3VSOMsdK7k40DCWRFggDetKaf9gncZ3tevY4nwl6kNX957hFo3M9Sq5CHds4GDTwTjnDIgBtyulUV3dSj4aaPzKdu2T3hipqZwL54E7m+sKmDG+n5KSuPfXBzq4fbUOaVoVhSbgqqY+1N1npfHZNg3v6XPu8trMQMwfY5o6tknjMh1Krv3nuJpXf4Wv/x1GEHcHN09gr1zBVcWNF1BBlcFlEi8oDsACKg8Fo4NbrpRKAsRg1Fhrips3LklUM7I0/YJxYaYcBzRg0JZ1sO1xF/kxYMT84ULFQJdSpzBmZLdZAaDKGSHaynf80V/c5EslYXBjR6mwuDqrmz5AkeIY8YLLDmWDArQARaUgzjJ4UVaHUjBAQCvGEiWItgMJfiGTFMUHJQIYRqUCiAGUoRTUGWAh7nZmX8aWn/1rqpmvPvnHQKm0cyMBAkAFIOIwY/ugtrL0BerKrgogFlfKGEMGW/7+tAP4ob/wdDHObEFffzve49q2OD/ay0SFcAVgOZ64xPaWKMB7+py+4zj8buIFNY3jM9YYE2xnf0C/X8hy92NlgQ3GdznIwP186qmn+lW490z2fMWWD1G6gdb4mAS8GFecR7zQ34R40Be03RYCtuVw/O1RSf0kDX4D8euCSkZMI4oioQDWD7b8i1+f/577CWEVAKHF0fnfD/U9nMMxGedk2HKv5HfD7wf1EcUeDwCFyRiJJ2xvCjLqvN2v/s8B3uSwSdVtWeeiHbYkpWOCBfqa/qiP6mFNXNQaAQ9AhxqC4Ue9AhYuCpXcEagqlVdlW17DevuVmBVEBhKFb3GocUGHKlfmlVxZ1IhCn/tsfH97pIJhePsGYuOWSRUzi0q2BqpIFTQx1arjwpc0qbtFFR15JVcUnXus9om0izub3Nekmsa0ds9t077FDTojuE3f1xVRTNqjoRKrB/7mhBqW7dcnda8OCVepolgQAFLdnVHi5VCVfTlNCFpVvTkbJXUQDM+54V5+ATUprarOnFNpkh0kPQQRPKHeoOLcKnfeDhjnShWP5HWMFmhPbdGY+k6nilVuzqtmeUYTiq06uGe1DiiuVdX2nE4Jn9f0dL2ODebrhHCOg4CaZWlNzLQ6t+WIXK8mhi2unWM3d+r3+qaO1Xy99eKPOgXvp7rEAd6UsFFHhws1bk17FB92NYpRPkqGQclDyUK9o79RLZdKo3u6IyDkuqJQbg81LbdDFShNgAtQh0qHggkoc91NxQMccWFTF+CO2nWdNLKzV9WNGb2990UdEy4QCiwwNaq3xymSFdmCquuyDrYYN4nzdy5g62LWQlWSdNEUuuMdGNQp8Xigdxef0WnhA6qcn1flprwAuJrWjIZv7de0YoPGFdqdgjl6Y7cSSwJ3jCP0sib1NLtFiEcD3S/jZh5QLJ06G2pUX7cqVhQ0fkub9g03CDd6xcxCBHXEFTLOUWuB2O2Bqgp5B2dHFhbrW+HvNOIFxvFAHzAhuEMa19Cu3QkpwPXMpADwHVD3gNIpYZMqlv/rjXSoN6hy2xngAQ+WVRjfFjhBlbLYK4Kw/eVAbHuMTtxoAAs+RNm2FhfDTRBDjQvH1veybXjlxhrPOORz6gTcyhUSJUgQ4CZMoHupc+N7W6TZ6kFhiCtzxLvhIibuifYCjoAaMUxxo8d5AZoYP1RRjNJghf3ZzsCL/2MQfQXD9qdviRsr9Xgp28ZeUc9Q7UyB5XOyDy2j1LZDfTKVDBgGJizWCuNVyngDExZgb9mP9Eu8zUwKTL2z4+Eqi7u0+c6SDOgLQJjJBBMEQAFoihfOi/NDgbNlelCvzKDGtwfE4svpWFKNvy11kLFNPBjxVqjaKL0+PPnb29pqfMa50g8kpaAWxTOfaRvjyF/GhutNSAGKkF84P45vqhkhBkyuiM+kP+LZyiirAKFf+D2SuVuqMGEqtVYccWW2JIjtRx+Ui1fkt8lYixcmOajVwLfBPxPDUkBGHwJwVlAp4xM9+w41DkhkHKOeMQb8+Ffbzl6pm8kTblWua1wdt+14JfGmXOYy1w4VmOPa2Lf1Gxmz7AdIUoByrgWAS6iFeRcsQ/dNArw+LXvwdy4w8NoffVYf/PKlA4GCv9Pf616/4eAGPCrb7WLIpqV2OFVnj9RWvU9POpfg2HkdkfsUhQaDhbpFUPu9UsWTBe3WvV1T8o0a0doXqUXAAnFHKCJzQ00qNqtiUV7JR4oazXEeJ1aMjNPAQQXxUShNFTsK2qN/q4YX+pXsLbjYsyPzizWtpVGJ/E4Y6AlVuSqvYctTGpdv1/C2fk0tNuirukknN89UVWveGXvn1p2XV01n2rldq7dlNDLX49yZAOPYQqcmFlp0sFY7qK3M5l0yRG1XOoqjA2g4R14Jrid+DLDrDkt9u0QAACAASURBVDSsNxV9znIoKFpk4P5ZqtiQV2JdGLmRnw50uJbqEK3SsPqUhuf6nVu4emnWub13K27X4cFSVawpOBitXpfVScVZOjRYqYPD1RoXtEfJDutCDetPa3Rnt4s1m7atQYt0lN6p53Tyiz/XcXOu1MW62MHk3tqkEzRH49a1R27Du6UpmUbVrs44pbEG1+dfg+i8gLYVUm06rerWbJT0sS50T+0YXehWZWs+Sp4A5gAdkmjImiXzF+i9eCCeDuUKyAMeAb1b5EB7j+xWfVCP6ZD8Ku1d2KSJ3S0ubhN1sao7p2HbUw6Whwd9Svw6StSp6s0psbUYJdmslfbJbXQK6un5+/WJ8D4NX5NyC1ATR7l7vj5yW28OtG9+g07TA5rY0eqyVpNdRR2oOk3pbVRyXVG1+ZSqNuYiUH1QLqZ0REefKoltXBo4FXVacYcSfWEUz8c5cc4sn4Kax3UmnrMrdJOagwurda5+o0nrW6KYPSYA9CHr7HVmtZ/Wq5qni6BQEpO4PFDFy0WnNo9K9ahieUzBiz2H9sUVz+mW636vq697SK9EXfSv0D1XXanrr79av7zuMW2qe0jXX3ejrr3uIa0vRCoLcIdLK+7Cspsf2Z/+QrHcLJm5+/DAtsz+4yoJRim+LAjbMhPHGBKvZoVYm7gLDyMRh0a2Z30wXx2yOnhFhaJu/lBViPGLxxgCFCgBcYDBLcuN2S8YH2snCpNBRKmkAgyTubhQfTB0xO3EFRern+QE3LJ+MfUIN5dfAD+UxKHEInEt48aK9hD/5Reujbnx6E+Mlq+QxNc/ZF8UHvoWQMDtiwLJ//2Fh4EzwAv1xy+AOZ8Dy34B7slQBJAxhLjlKRhHH4BtH1xzGFoKRtyWGeE6GyzbtrwCaHFXLpAUh0dghCxsv+Dqp09QIP3C7wBgY7xROFdcrijYuOfjS2EAwKUmK4yBeDwcipOdn39M3vM7488vHDN+vVGSACDfdWj7MEb5bcQLyhm/Tb8ANf7v3/+OSUEpYEeRjGdpAzvxMIFS0EuMIJOReLHfrH/f4X4TB1LbjzADxo4pxsQaoxba/oA2/WyFSQDjmOvqFwCWMYsngZAOPA0Uc9sykWHZFmsH3hBAmePhOSD8goQsABOgf5MAL61Ncx91NztueK/+Par59THD4Z/dLt4DeDyOCwVqeqFe43a0a1yqQ0dpkY4OForYL2ewcF0RswUgkBSxNtTwRf1CMdlHGx3k1ezIREH9gCCZo5sC54asqc8ocW/gYssI2k/WFzWl0KjqlqzGZdodKAxv7NMpel41vRkl1xed2kHdo3u6nFJTmcppRH+fc9+SeTu1s1G7FbbrovAyfaH/DgdhNc0ZHV5Y6kByD23VW7RCB/bUuTo+okccAI5s7tWwXModa3Rrt4PMyh15sb1zF6PI4D5kmQsgb3PgjovSiBF3SQss3wL8kbiAUoNBRx16QapYWtTb9aL2SW1U1eacJhZblXg2VMX8olCmcC3SlvH5do1Odau2O+2USpY9QU2aGAArgUb3dwtXH5CY6Am0d98mpdLD9NHwYZdYAUACt0cEL+vQcKWD8fFNbRGgPCoHv7XbUkreUtC0YIeGLU5FbUZ9XR+osrkg4tbcuRJntzxw17FqSS6CVxQ/IB1Fk/Pk/FxiSqDKHrKFBzKnWSKGPpglHRsucG17l57VMfkFQvHaq2+zEp3UFWjUuh5Nb6h3aqCL77ty5+Pf7pdL8hmR71Xt2iiLe/TmbudS/lD3Y/qG/qBJTS1u3UXA/njN1UHta5R8tOigFuAd19zuJg305ZFarP3y61W1NafqzoxGFbqjRI97pPGb2t2Yru4ayFR+KdRwVOV0oOGpPk3ub3Yw/krmLPF6i6Rkd5QIQ+jAl3SrxjZ3uiVtUD6n5+uVfC7QiB39zjVfWZeP1L3ZcmN8eHu/gN6KeQUlni+VZGFPsQjUeNfluviWW3Xrg4tk+Ri9j/1KV8+LMkq7HrlcVz1Wp/r+Ps39zdV6qk8uJoabpK0zhYITL8TQ2HIc9h0GyY/TYhaNOsN9xS+4qXBfxAs3SsDRBwAMIqqY78YEJuKL7VIX25YDUmb2qFBk1aK2cU5AiF8AAoAiXjDiwCvxPZZkQTwdLqZ4wQ3DbN0vAIb1AS5rEgE4Di6uuFrIfiQfkBziF0AJQ2PLMQB1tAWYoH0oj4AkShf96/ch9WA0UVwtOcbqZrkH6vWvG25mM8RkE/M9/corf/HzAyRwq6NQAd6WkYjhNBcUx0MVjAOHtQNjyBpqfqHfDOr8z3kPcOFS9AuAAthhrHHvAYXWZlys8UJ8XFzpAbo5F78AThjgeCEBKP7bsJhC+t+WvrEJAypTvO8IHyDuLl44B1ziBh58j1qE+l2qlHIZA+7EmaEYM2GzQj/bhMM+4xWlOu6K5XMmVCjqfmGSxlMvShUmCPG4UgAJ0EV1NPc1+9I3JLb4v+9SEyqAmXCBOFAzPuPgx0SBcVCqoPCbEkioAqDFfcfcv9zTGDMGdEAY/48/CQYVGUXOxheQRuF3w2d8zz54CyjUw28YMGZiyL0DVznbstwMEym/X9xOr+Gf0msCFJu1YtFG9ZasKFDPugVaXuJZtCU39z50vmmMeHeoGeFyTW+qV1VLBCbD+1IRADw/sPAt7ji2JVN2eajKJTnN0HIdpDUu1iq5ieU+BuK0cFfm8s4NuVdqSwRBZHrODFWxquDUrMpcTiN4wPdMaUJvm07SLLn4q42hKtYWXLICyQa4KVknLdnDemlZFxc2prtTbw9f1K3Bl3RLcKYOD5eqsiunk3MztV+43il0ZJ3iUju4uFof14P6hO5zqhVJGhxr1NIeJX4TupiuvcLNqmzIu0xUl5yAMrUxFAogYJbMBRpW7HcJIC7LEzcc8VnzA+emdlmls6XkkqIOC5dpbKrDxfrVBumov16UxqfbnEr3ed2pfQoblVwTqLo7q30bNmhka69zv74zfM4tITI+36Y9wq2q7UmrNpXW/r3rpK0JnRdc5eIj9wy26gN6XO8Kn3WxkkDlocWVSs4uqnJ13p3/HvmtSrwQaEy+U5Xrc1G82MZAibpQiTWAdhCpb8D4isCpgdWLcpF6xZMjiGXbuPOZri+FSqaKquSxaCwwzHp5gDCKF/GYLJ/zTKjpxXoH/IcUVrm6iMEb1p0SAJ24LtTIF3v0lsKKCBaJkWRJFNTDniCKPSymXDatg+c/S+9MPafP6a+aWGxx6l9FV0EnpWfpba3zlPhz1F5c1ii5Iws9DtJQTw/TMiWXFZR8MFCyn4ze0KmS05u2i/6tzaYd0NJ+3PNjwk6nuJKRPGJmX+SiBlzJpuaZxGuLTvVjHJK1XbEmr2Rj0V0zfjOVz+RcnfwW6HvcyBMyrc5NjbrNdXHL6fzzAxsGfoUGeEVtuvkiXbusX2v/eKVueuRP+vW1j2jxg1fousWR8tD/j1/r6tmtevnOK/Tbp3e4pZJYww5jhIEFCkolRRDobbBhP31uqv7MnRk7N7A4VNis2/bjFUNWCkAwJBhqP+YKwxJXQqgD91cpY8l3GFLfFYRyEo+XwzXJjblUQVEDeA3wAKlSxpAbtR87ZQBVKmPXVDEMjV+Y4ZdaagKoNtAA8IBhoJWC6mCLQNPnfqII38fj//zjYXyAWwrGFVA3g8VnQDFtpF7+4kHx/J994rDE5756y4K5FpPkH5/3XF8mA1Y4Pn2OklWqoIiYasL3GH5UVtQ3xhJQQ1vpR5RoxrJfMOBMHMyQ23fAvymzfEY7yMrl83jhN+IDLN/b8jY+4Nl+wK3FotpnAJipPPaZvaIQ+UlDQKpdf9vGXkkAiquMQDm/0Tjg0WbgO16YeADa8YJCTYyZXwDVUvcFtinlLrYQDlTcOMgwhvmdWGFcl0p+sDAB3+3PBCDeDsJHmPjEJzn0A31q45QxzdhgTNqEigkK48YmKUwCGGf++QOlKOf8pplY+bHHjBcmeYAnf7Yfsa/8BmmT/Y4Yk8RloigS3lJKPbU+2dVracBTTvXP36ifnHeeLrrqj7rjgcf0j6ce1T03X6WLzjtXF/7hedX/swK9q+O47wG8iqaiqosZ52LaM9ii/dLrnXvtrbklUdwWWZg8AQHVCqOHQoea82SoqfkGsU9tRzpyAaLsPChVLi9oatDolvY4Lv+Sxmzvdk8nqEgXlFxV1AFaqwNzdTqpb7YS8wJNbm926suoVLeS24oi+QHX427BDpcxiZuMBIyRqV4HGPsF6/UZ/U1ztr5dSza/VR8PH3SxcUenFzoFZ0ymU58M7tWVOl//qT/pDP3FJWMMa0hpWFu/S9SoxH13TeAe93VodpVrk0sswOVIIsH20BnukzRbE9e0KtlcVJKM3iVywEFyyNR0o6bkGqPlRFDH5koTmto0tdDgwHBC2BoB3rNSZV1BxxfnumQJXMS7B9s0vtjm3M1HpRe7uEcSS8aq07lvTwpmOcWqtj+lE3JzFCxN6tdd39OJ627WPiufcG5nMmsd3Gml25Y130jsYMkbVEnUsL2DzZG7cYE0qb9ZY7Z1qqo/p0nplug864DUolOgnIsRECe+kBi0edKIrX0OGIe1phygJ1YHquguKHF/oMRDoUYEvUp2FFTZk3fHHd3W5RRSjs8YGK6dz5N9MlTNsxkdGNZFCheq5w1SdSanCWpVojnUZDVpcm+TKlj/7wnpoL41+rTudkpsZRpXes5B/6HplQ5cWSYGlRegIwaxJptxih9gP7KuJ0o4IWSAa3mzNKWtSe8IZmlauCPKen4xytpGBT1d9zvX8tR1DZFKyyLVxNPdKdXMzmqv9GZNCppdMgqKbdXanFOEjykuUHJJIIB8Wn6HU19HpHrdWHqvnnaJMscHcyNF+8l/XiMr+oEa4Em5FXfo8mv+pGt+/mctHlgyL+iaq5t+dqX+eOuNuuKKuzTnvu/pc2dfqRtuekyrUxLLNuAWA8y4+fgFg4ibiJuUqTz2PeAFkFFwgXCTxZUVL9wEgRvULCuAoWVs2me8Uh8AQjyRFVw6/rpj9jlqWKksQL4nvogAeivcpOPB4CgP5dymtI0gagO8UoBL3Rgy3+WGQS8X84QCBQyiIvgFYxNXp/geQ4TrhwLgcU72f9sfQEOhwGD44Igh9M/ftueV7W39rsG2w6UJhPvJBcRiMRYwhPGCyunHgAHU2IZShfGCQmOuQ+LMMMblCmPUV5ABMK69vw4eYML445gAqLnRqRPXf6kYsjj4M844N8ZsvABncUWSMQIQlwK8UgoZyQP0U6kCPPjgUwqcbD/OMT5hYcJFv8QBj7i3OAxSD+OjVFvoK5tI2PEsrtT+778ySYpPflA6AaFSgMfvzgd/fg+4MuMF9YsxYY+T43vUL1sI2d8e9zFKOIXrTlgBqqWvEhvgcR/iXsV2wDzjHIBF1SbmkWtpwMh9CiXVYnIB8HIxfOZ+Zuywv8VZoqba6gRMdlEw+YtPFvzz2dX7MoA3sFvQo03z/q47b/qdfvuHm3XX4wu1rbeU62dXh4m+Z7BNzTY69+Bh+eUOyIhjwgV4UnZWtNaXrffFsg+441jcl2zKR6SRmV6ngrhMV2LXyDK9TapZkXFQgFJ2QjBH+4frVJXLaXTQ7ZbOQGnB3YY7b0pfk8uyxL12YL4uylpdHWrPwlaXrHBUfpGLS0MVYa04lsvYo7jNZca+VHe8mhZP0TnhtW7R5IMKazSpu9kt2XFmcKtu1lf0E12qL+p259KcnGtyCynjVh6e6lfy7kAoTfx/RrA8UqzWSsPW9CvZFGhkHrVvtnbbsj2K02JBXFy3Hbj1+p0iNyXT5BbeTRLX9YhUsaDgVLV36IUo6aORddSi2MT9c+tdf0zONbvzn5beoT3zW3WmbtEv9N9OEZ2oqD30EYkuw5v7dGI4W7lHqzR3y/E65OJPa+xPztW39VudretdPcAUfT1ebQ6Upgf1Dnz2adqk9xSfjtYSXBe4c9yzfosm5FrdcQG7mp60qvNZB4qj2nqi59yulCZ3NylZF6i2JeXaxVImDvBnhZoWNqh6TkbJe4uaHDQLda26kNWwbSnttmVHlLWs9Q7OSDgh2aF2S9r1l5scsNTMLXIJGLtpu0temdzSpL0Km6MFoudKe+S2uoQfxiIwXNGS16ig2z3Fg0nAEdmXXf0f1qM6rviSSGb5mS7Uf+g2HZRZ45J9atellVxWdAsnj+7uckkpwHVNIePglSVNgGpcwcAk0Ih73K2p1x4oubmoUVt73H5kmzu3NUrtyqIbV+/KP+tc80wodstvd4ohcX2M5QOCdQ5AjwtecnGmY+r+OSar1C80yGU18JhZ7+ucUqnSszcDPLsx+SBmGWsY7rjRI2nBXEHcCO0m6B30lbcYDNxZVgALFJF4AfBQG+wmjmuWYPv4sdkP4CwFGnxHsHM81gyD6KsBGPxSShv7EzeHe8cADzDDWMVLHBzJBCZAvFyJJ4bgqgJ04uoD+wM/ADfuKgAPF6APW/4xUAM4ZzM+QLJvGP1tMXyWcMLSFFyLUoU+j7uPMcYAf6nsUIwYYIVhM9W21HWzY5HhaQaYWCbaXK4AIj6wAruMSR/w/H2BJV+Fw4CXSijg+uFKNGWP8yvliqduoCQO7ySY4B4uBXilkhXoOx/i/DajOBuk8DlQhlJXqtCv/C785AbghOsfBzyADUUpXlCvSk0sgJg4bKN2ozSXKqV+y/yOmQCWAjzWZbRnXFMfLvE4INpxADpLAOIzxqu5V20bXlHYaSOFSZupZn6CjwEe2zApY3LEtec3ifKLmmlLtaDqWkIVdcXjHd2BYv+gKlMfKjTXolwhK5y/Ul6JcvvEPx8c8OJb7+L/QfcS/WN29OiSoP1lPXjjb/XnJ+pecfUCeKeGT+n94RP6ePCgU5FwNRETdmb+lkjBI/sS9yyuWoLtWcn/D1JyTlGHhqu0b7DBLXZM5qNbFuJuaVRLj6vjgL61LhAemKspZlxWKYoURvhTusepINNVL9biw1Afm56vxKpQIxt69OHgUef2IwmBTFZUP9acG9nc4xIZTtRsLdp0tLruHKML9TMdkF/rkjrGb29X5cKCvln8vf6gb+gS/dQlJ5BJiypYlco5tWp8pk1Vs3MOEqibJIz90+s0I7fcZUTuXxgw0HpJu2fqnVrlltDYHKqioaBRYbfLFB2XbY/clSRaLAq15/atzrATU8iaeCSIVGwqqmJjUQcU1+kj4SNOmWRtPtbFO7R/lQMM2jm2v8OtGQd0HBvOd8kugA4JJ9nbqtWwZKqOvfiDmnbp1x3M3Kb/cK7nSWp2CizXblp2h1PKULYmb2nWF8Pb3bNseaLER4sP68juJfpQ8Hehgu7XvUGfDe4agNU1GtvXoT1S23RKZqY+ED4u4Bo3OtDPE0yGN/drXE+7O++pDY0asbDPKYaJzqJqslHixu6N9U5dBHJYnub4cK6qm7NuuRgSLyrmFqOnTTwsjc53O0WNto1s63EqGS5pgPjg/tVuX9ywjBUyfytb8joleF4T8q0OlEkuQcn9UvFWVTVndb3OdkrtEYWXHVRO6mrWqJ5ukdE9sb3FjQNUvwPDtS4uriKTd/B4lm50kxsyoKf2NbjQhNrOtCrDvKa0NjlX8dRcQ5QhuyVUbV9KN+osfbr/bve7QL08ML1WpwUPuAnDpGyLW8fwy/qz+32RuYsK+EYXAzzq9eOMMNIoOBZAHj8uEGaxcYBeuYQH9sNdhxG3wg29lHsUw8B3GH5cbyRclFunDJDg5ltqJgzwxN1PKApm9NmXWTYGvlTBDYRCBOAZaJWDFeAPY0HBTYYbqFwhNg8Fwwqqk+8itM/tlUB9zg/AAybKLWOD0UMVoD/oPzIN4/FLVicJI8REcj68+sqfbWOvllFqAIohxHAzNkoV4tlQX1FwysVF2X7ACABL3dTrG3Lbxl7jbjwSQXBflgM8QNvvKwx3qXFC/Vw/gvoBJtocj7+yNgBmgKNfCBEgHKAU4BHD6ScrcD24Rhbw79fDewL8fXhBlbVxFd+W/6MGWowfv1HGM9c0DnillHn2Z0JWKiaU3108HnAwNbFUZiwAR/ZsKcDjvuG78gF3/7z9c+Wa+e5lYll9CLZtcY9y7+JcidGjbwB1/zfgAx6LM6PM0ccG7riJ7R7FvYz9uV6Ao6lxdrxyryiCTD4GG/vwEm76/18AXnbbs7rm6+/XaZcvkoJm3ffD7+qmJWv19GVn6WdzouwoGkxm4Hd0nVOEWGcN2NktvV3fCP7gkiPcMhMtYbTkBOt/4a69RBr+VL8Dk7d0rtD+uXUau6IzUjgekfbo2eaSCVhP75v6vTOexHFNz293y3P8MLzcqXfEq5FViiJ2Su55ndw3UyO7+zSht9WByz75jXpn8JxYD46MyUM6V+kt6RUOnFin74GW05T/UaWezbzbfU+mJevOHZqPoOl7+rVOD+4XbmIAEigcp3anSJFFWrU4p6PCRZqQbRVGGUMPaLGIMFCK+5OMYgx/cn60VAsxZSzuDMCw0LDLlCUBpSFwcXwE/pMAwTImnwruce7rCR1trl9J/CDLFPgiLnBSQ4uOyi5yfcQ+LMLMornUe2C2zvUBfchfz4Oj1HvLKL3npyfqlEvfpat0vv6h9zoo/5Z+514B56N6F2nPzFbXRyM29emLwe2a2tOo4bk+fSB43ClWF+h/NCO1Qh8MHtNN+qqO75+rd+ReEJmrRzYvdpD0c/23HtLH3LmTyPG+8EnN6FjulpzhWqCKAldkLifWBg7GawspB8zALTGPXHuArKK34BJx3qt/aOKLrdFj6+4MRHLF8HSfc9uzdAwxayT71GzK6pjsAgdk9PMPdbkmtbRo//51+q6ucW06KljkXMHn60p37hP7WnSRLnOZtx8In9Dorm4HtwemIlUYuGas05dco9q6tEb3dQmllcQXc3WP7InWE6xdm1ZNIa292rZE4zy1UsP7+1SVzWpMsVPX6Tv6YucdzhVMwgpQThIGEwMyzQ/LL3NjgL4AKo/Vq0sJlLvJvNbPcT2xVAoF950ZRmbCcZegX7c/c8ewsxBruYJrC5C0gsEoZXCJl+FRViREcAPE9VIOrPjcZup+7BLHwO2C4fULMTAAJAVlZLBMVFQP6ibOC+WnVBav1Y2RN6WFG3s8EN+245XsTrIaMUQUVB5T0/zt7D3xSxwfuKAv4udk22HUUQXoV9pdbu0ztsc1haJDDCNQYOqV1RV/BVotSJ9+IEbJN5z+9sSNYdiJr/Phxt/Gf8+5oQzRnnIgz/aogxhPKxaTB7D7rlj7nuVQACYrxHWWU86ABtpsY6lcfwBRthYcEE1mNEoXrj0mChbHZcckztF/2grHL6Wk2fbUiRJFMbAudW62PZMqe5oMSjTnSEEV9jND+Z3EE5fYDqBl3JQqKLG2PAvfE+9piUPx7c016X+O+o0yhsvcVHD73o/no2082aXctQHm/DhbVPdS4Rr0P+dDcgjA7icR2XGZqJkKz9jgmgN6jC1+B0w2LPkDxZjxMNhkzer1X4FVQHFXY5/JyZsHeIV+dbS2uIvLBX7lr7VL6X/y1BbVvPgFLZ57nb7760VS+kldcPbtagyk3KIrdPZvomBhZoTAAcb8l/qRM2SoLqcVHtD3gyuUfGzgOaKdO59RyjplLIFCfNaF0vRF2x0UntgyWzOyy12mp3vY/BxpWucOB1Ssp/dbfdsZ5Jr2rCYXmzSsqV8X5n/mIOhd4XM6qHeNU8BYSPaU7PMu0YJYLeLmDs8t01uDl53bkYV93596QkfkXnZ1s0zGXR2flc5LaF3dAbpBX9f7Uk+6AHfcbZwX50I28FG5xS7TFHDCXYzLjycs1CzK6KvhTdqrY7NLbkABul+n6+Rgpjs+sVlADAH4NW2ZaImYOumt+SVCnfkvXa09Mls1prNLI5r7dEDPOhfPdZkucud9VvBHjejs05SWJtcWwPGzustBEaBxSN9qtwAz7QKUSOQgWYHtTijOceAN3ABTnbPGSj9J6Ns/nqjvXDpRV4f/pVXBIfqLztDD+qj+rC/rAZ2m/8zfrLcUVziAHN7drz8UvqGzCjdq9/5t+kzhb049/R9d4FS8j6Ufcvj4Y/3CwRjg93bNca7fW/Ulzdexrh+IZ/xV+AOdsH6ufqRf6gm936lluDaBJRJG3PqC6YxwSaK64UJm4vDB8DEN7+13Gc5c00O2rxJr51U/mXWucdb9I5Eh0VbU1GyDg9+9w836WPCQU+5YOBqFdq8tW/TxzIP6jc517tQDM2sF3NFOYJr+o/7Tw/t1RvgXHZxZo7vDT+u4/pdc3Obh+WWuTSi5/I3Z3uXiR4FV/pjcTO+rd0viuDjTBVJVJqep7Y1uLB0SrNaksFmj1e3iG1lY+yO9j7j18whVQJHl+KxrmHgs0HnFq9y14Tqfp6t0bOqNBzxbB48bFdlwllnKLNNgz7+J2XsMGMoc6gUxdqXi7/xtCUDmho3xGiz+jZssyiEqXDzA3+qzVzPKBlh8jiGmPaY62bbc0M01hCH1VQTbxn+1unk1MPS/t/e4ZHEVsx0uGt/Fbdv4rxgBc22jFJYCXdseVyj1opqxRIMZIPs+/oqyxvYog4MVDAzwHs8sLrUP1wx1BNjAiPqGP769Zf8SV1jKEMe3B1hpL67LciDPPkCXr34BTvHMTb9ubJIFw5vLrBwsAUlABkqqH/vp12fvzQ3KtrSbv3LtJmzBV3KA33iCgNXLKxMqm0igilkigL+N/54xb4lEKJw+CPnb8Z7x6cfQ8tswWI1vy/85P5RMlFIKIFRuTKH4URdQZf2H+oWSVaownuwew3miNpfrQ1s/jnUCaTOgWk4BBZBZhsQPwyh1fD7jPsC1o52MC96be5bvac9QVTv/GMArdfmTWf97e/+mAl5xx9/1g/efotO/8X1dcP5X9MET36PPf/tsnX3udXqhhPJeWHO9zgXw+h/Ud799t5h7FlZfp7Mvj4wNr2T4MAAAIABJREFUAwfFCqWL17/pMy4xAQA4v3hllFCxhDXPwujxYATHo+J9TzpgyTr3mLDjV8/VPq0bo6cCENC+PtTYjg6nVP1a33NKx77aoJEtvRqZ79GobI9+FP7SGT1UKxSbyrkFTehsdaoT2aG4NlnnDcVparHRuRNJmPhUeI9zP6JU8Rirv6U/q+DbSRXPTWpl/i36fOZOl/RATNvXwj9qbLrDKXEAE24+1CBUQxY9HpZPiSdE/Ld+rk903edir4Cku/Vp96B7B5Q7A/Y57rH5+e6ZpiO7e1081YnF2Q5eAIwDM3VOjZzU1uJceRh54JK+5PzIUB29utst60ECAFAEAAKIl4UX6S3BCqciAR0ojEAp7UT54bqwLW1Z2ny4dEZCF78roYvOqdQtxTPVFE526+MtCw/TUzpVG7WPA12Oi9LF0iszw5OdO/Go4iIHswDSffqEA6VfF7/ngPYFvUNcK2LYjuue564d7u2lOlyzwpPU0jlJy4szdPL6ma5Ni3WUe2wa1wjAq85l3HIso7b3OJckx6ft9B3Q+LZgnlvOBSg6Jr3QxTrWvJRxgMfYqFjEo91C7de33mUHMzH4qz7nFLfdMtsd8O6eq3cgxzilrwDJS/UTPaYPOsij71Dw2PcafVdfD29QWzhepxfvd8ve8Lxljv+4PuD6dNSOHpHIAogyIWA/1NNEe/Rs5JqGjFgfcdyODn1Bd2jv4iYNy6RU3ZIRi4OfEM7VyZkX3PInxAniUgf2iSvFjX1LeKbrWxRbAHVayw67R7xhrz7gAUfAFZCCqwPXR6nCDZBZN4aZYOhdgQI3ZW7O3PyAO17Lzdo5Hm4ZtsGNMljhMVsoYD6IEldUyjj6LmVm+uUUCTse2+Ma9dUQ+85/NVcx7bWlMvzv4+8xfLb8BQAAjJQrGB9cabgw48kZg+1T7jv7HCNLe0kQ2FWhDSSdoAqWWu7G3x8lhfFUzoXrb8t76ztTCOPf+/+nH4jJwugDLKbG+NvYe1PAGKe44JiIlCskxtAX8YzXUtubWxNll9i7weAcEEZVpdAO4r78ONR4/bSZ3x7qKK5nP6kkvi3/5/wBTlyPKL2DqUb8ln1AKxeXZ8chvpFrTb/w2+V88dSVKyi2hFWwPUoZa+NZOER8HwCMrFQUZKDdvAfx7ez/NmlgghNPLLFtXusrUMr52bijPwaboA61fq4vfWBZ6uX2e3MBb/vtuujKhYqS7AK13nOBLnl+IOWuRIteAbzcHF32revFmsjp5y7S2TdF8UBc+Ft0poMwQGKOTnAG80Z9XV9P3RAtnEuCAIkFLB1CBi2L/P5A2mfjRmdQD21bpQO71+rw/qVuGx4vNiXd6OLcUIau1Tnu0VsYxVGFHk3TDmdoTeEhjgr1A0PPkiu4uoAGYOsqneeesDCqrdcZc4wwC/KiDAEgQEn7zeOljySkBxP6bfBtTQ0b3BMQUCFrUykHTbjhyKblMWe4oPcKNqsqk1XFy3kHTxh+3KeomJfrh/pk5l73iqrDEyR4qsLEbIum9je4BJMT07MdMKIcnZid7VS5GW0rXLtIjgDegCiOSVYlT3lACQQIAZQr9H2ngNE3gCdAirKHG5n/f0U3OzWIOC+etYuyeF/+Ewp/lFD3uQl1/ymhcHZCPdmRAu62Bbtrs/ZSZzhGc3W8ZutEB0NH5xdqsY50bljchLQLxQ/V6y591sEs/bhJe+t3+pZ+oR+764ZqRp+gZuZ6K5Vrr9K2/j10VP1i/UdwmxsnD+rjrp2odbtlduirwU3u/HHLAs2364sO0oAw+oFrAPwCYsO6+l1c3LBCyiX0VDxcdBMInvJBGwGiJXqrUwsndze7zwBfEmaon35CXeX6P6d36kW93fUryiJ9e6c+7163ag99MHhcI1v6dKJeFEvUsGA0bTukZ7VbZoZrzDFRY3lE3OhMl1supzadctm2h+RW6R3BC5reX+/c+2TTjil2aVSuRwcW1qpmQTqC8txil3AE4E0OmvRAeJprG+5fXMMTWlpL/EL/vY8Izvfj1VACuKlibOIL7dqRiL1jaQ6UMgKQ/TgZ2yb+aioXN0DcfqUUFW7+GHAUGwCr3PH9uol1IuaGQvYc0IR7KF4sW89UI1s+Ib6d/Z+J61Bv+hgLPzPQ6ij1issKdyPLO9ijwUpt53+GGymuSPrfv9b39D0QMViMl18nCyFz3YiVwhiWc2P6+wz1PZBeLhbSr8PWESN5Bjc30AR881qq4D5FvWN8E5NXrnDdOLdySSn+fkwMCNyPZ2TT/ji8ARFMarjOXD/G/64KExOWOgFIUfQGK9RPu/ljqSNTuzleXD1FqeJ3YoVJ0GBJLfx+rG6WtAHEOF65wu/PtkdZxeUJvPOHC9cvXC9Aje0HU2H9faiH3+9rdZn6dXAvGQxS/W1f73vODfDnGgxW3lTAC9of1o+/dY1e2NCslvrFuuP8b+q6QR6B9ArgKavlN5ytb170C/3gGxfqoe3RBafTUDSAKZSdZTpMGG6UF5dF++jAav6sW8YzQ/k/SRdnS3vXbXKGGLfWtK4dOqEwx63ZxnIRLJTM82R5fBiAsr/Wa3pYrxGpPhdDB9yhFhHzhuqC2oRitX9mnSYUWp1CQ/wXSQQHd0VPncC4A0hkgAINs3SSM9Yds8ZJH09INyd0Rfb7bl2zt+Xn6ej8IvfEBhQU4qu+qDvc46yIrUNJ2zO/RUd3LnTKDW5HlhyhLRh83gMpABggBJyxBtqhuZVu/bsp2UanDAIbGHBA9sfZX7jzJfMVBY8MXtS6qra89uzcqqv1X7pDX3B1EvdmAATQAUD0FQDCvoAmYAmoADFP6n0OwLIPVEsXJaR7EtLlCYWNCb0Yvt1dNwBvfbCf5uttWq4ZQoWdkmpy7lvOhUQJYsS43tSHwsh2tGmD9nUqH8fk/GkHEEWf5zsq3Rp8C3NH64CmdTqxZ7aDIa4f69ShuNIPXCvUNNRVFDSO8ZKOcxMIsn0ZD85lroUa2dGjxN9DlzwzOd+kxMORajYjt8K5o7+nK9WQmeqOj/sT+AT2cVdzDkxGgF8UxGf0bgexgGqjpuiP+po7N75DmSQWELhF9aOdm4K9XduASK4doIhCx/csMYNqx5I4PFqvNp92CiDJKWTfotSNynersjevfbKb3Lp+1QsyLtuZiQpKMWOLp1rQXmCa/gFuD+qvG+y+8bq+syQLlkIA3FCLMKLMsssVDBE3aAKQefUVtHL78Lgggpi5uXHDLlVwheLaei0FYCI2hzg8YoeAzXhMHvWhGJgRIqaoHBjYsVHa4vFD9t2/8wpcAR+440otX1GqbpTEobieSu37RnxGX+Eu5hWla6gK3RtxbL8OlBGuobkmyyVZsA9jFNdlqYQbv06UMOq0ZwH738XfE7aAsmbKnH0PfJdSb1G4AT/cnYy5XRXcrriLiQcrtyagXwfxqriiab9lxBJyZSEAti2xnr4LkvjZwSZlpppxD+D+sCvllutAGwBNwNG2p2/j6+DRJvrQ3LTWxjf71U+yeLOPtav631TAk4pqnnWtzv3Cp/T5r52vX967dkDN21Wz+L6ovrZmdXkrLgB4GOI/6T+dy22e3uaUJ4zlSblZ0Rpi2+Ti1RKbQyUeCKPFbX8rTVvZ4MBscrpJB6TXusQAHgvGGnAYuwOLdQ6SMMbTc/UusWFcrl279W136hBACRgBO7jxMLBjN3e47EOMMwrYI/qIDutd7hZHph4C24Em4Anlpk4HannPDIXXJaS/JHRd/hxVtWbdIrMzMstdPBQGF0OOOkVGKUCFYoPRRQlEFQTwcCsCjkDEyeFM/S38jGaHJzpY4HOyhY/Iv+yWiuEpCRh79r00/Ik7T/oMMAOKgA8AFVA+PL1UHyo85s4FdY0IsB+EvxJ9TfQX8VnEKaLsATIAMe7JmTpZf9eH3LUBYjjfNb0HaVvj7upbPEL6aULd20erKTVZrfkJ6kqPUYOmRX2iGe44ZAQDrfQnyiL9DTQC8cBrvaY7NW6hjtaj+rB4BfJoN+1iXPTkRmpu5gTdEX5BB+XX6MO5CPwAQVQvAzrUM/YHLBfoGAd3TBgYXwAsgIeCylIoZCEThzeqvSdS81iM+Enp2OJ8fT68012n7p5R+kt4hluI+qnwVAeKxIqiPpJcwh9jB9V5u3bTWh2gnmCku16Mrc+Ff9W7Cs+6/idJBnBm/MwPSXc4xo0vlpZBUSROjleUy7FdnUq0Bi5Zp7o9qzPDW9x4IdkGeN8n3OiWcjm6f5EOSa3WsOdTbuyyP9B4dGGhRue7nIsYNzXr7DHhQQV+o4sBHvFj3KRRMlh0ttyjiTg+Kh/bokzwGn8E1Ott4+sBPJQFlDCSRfzA+ngbmMHT1sHi6fx93izA4xiACkbYX+bCP3b8/f824PntKQd49O9gKo9fx+t9jzLCNbTs7cEAD7CjrSQADXbNgVZivIaiIuKSjS92y7mUAzwUP46NQaetQykkCXCOQy1kAJOsYu0vBXjAoqme1EsGuyV0xI/D/tSJYkYfApD++obx7fk/wE+SibkoLaO+HOCxz64mWKWO8+989v8O4OXq9Kezv6JzvnKGLnvyaf3sjPN034Aa93o6EMADAL5fvMK59lDFMOoAxunBA9HyGh1yLqfk3IJYxJaFfnnE1dSNjU7Zmphq0W6bo7XPRhW7NSbX5ZYZGa0u/VwXOqgYE3Rpz8IWpyIBeIAVIIGqBWigFhFnNnZrh3bv2eZgjLagxryn+xn3dA2MNqoIKh4uS55SgQIFBC0OjlTr9on6bfhtB50oSLg9ARpcrrgGcTfuCKY5pQygRNlDHUN54pW2oGQCN9MWN+jZ8N1qD8c7MAMoceEeX5jrHtc2fdt2HVuYr2sL56g1mOigg35D1QKg1uggEadGP5IgAQiRC0vSAiD00dwjrl4UL4AQNzlKId/jLv1r+Dm1BJP0rN7l2ocLEncj8YFfuP90XXn3PtKdCWlWQuGqhIKnE2rQVOfWRLXiWLg42R64u0efci5tFLX6zHQtCw5zbk36GNhBaWIbjkF/cr7AJu0D2jg33OjEmH2m/27X3qcz73FPEkEB45y5Vs/rFNePHJvzAXKplydY1OQyGpPt1NieDiXqAiUeDDW2u0MVmwruUWc803bv/k06OrVQJ6dmunhC4gqHdab0QPE0d124/iiPgDIAzDmba3pDuK8DPWCZ682adqeEz2tEY69z+wP4XGvaBVxznkA66/ARFoCazLlUbcupalNONX1pjQx6XnHf4jYnGYMng5Cgw7YnZWZp2NKUDguWubHNbwloZO2//VIbHPixNiEKMMrjG10M8HC3YlhwS/Jqbs9SxzMFj++AvMFu1hhPM8il6vI/ey2AB1SSLUshgQMDtqs4tXLZn34b7P2bAXgYwsH6yo4df/2/AHiMGbJbh1Log1Iq61D2Rck0F/FggEeWIiopS+3E3adDOU6pbbB1nGd8PbxygIdrGBcxkyUSCoZSCDPYlSuSiUw5F24pwKO//WVXADDGVKmC0sg5UnDr8p7JU7nChNAUXY5DtrrF7sYBjwxzf226cnW+GZ//PwN4xQ036gdXLVL9HRfoF3Nz6n3o+7rgsfTr7lMGPcbwncXntDyY4dyeQAlAQdzQuNYOJXZIEwstqpqX0/DePlUuz8s9h7On3oHZ1P5GkWCAKww3ZqIjjBaIDbpdoD1uucpCXuP6212c3Zj+Tp1VjJYjIfMVFQxDi5t2Rv9ytywJAAeMoFx9snCvRmW7nbrG5yhduDMPCVc796LFlLE9bk9UE/bjHAA21DQUuMXhkepJjXLvATEMNHUZ1AIPAACgN25th54K36cV4VteUYR4vBjqDM+j3WvzFrcMxi/zP3JAhnoHNFIHUEUMHLCGAklMGN8DcUAFGa9HFJY6wOV4uA1RpVAsAVbg8JHwo0oXa13iBADMNenRKFf3+y8+Tl+85AAF65PSMwmF8xIKH0ioMzvGJUUAWUAPqhbv6TPcsk/rvVqv/ZRrqNLy7AzXv3xPv6HovaTj3X4cC2UMAF8UHKW64EDXNlTQ/Yrr3fqIizNHKtyU0JziCc6dDXyjgHIsrimAh9pG27k+JE8ktoQa392uUZluJbbgkg3d84QrlhWUeEBKXBvo4PRq7deyXgdtX+PaBaiOWNOn7+V+/YrbG2CkvfRzb3qEtmb3UHs4TtuCPZwiSVuAdxJVcDXXbk67uEsglD4GWoFDxgCuVIAMFy7qG9eiqjGnxNZQY3KdYtFp1F4USOrC3Yp7fkymy000js3M15i1XdqjsM2BImOZiQBrO7KYNWoxaxMC+Siib3RhmQoy/MhA42ZOkDTGiJtzuYJ7xYxAuW3scxY5Huq2tGOwhYKtTl5RIKxeDBGZlUONmfPrKff+zQA82ot77LWW/yuA56/xN9g5Emdm126w7ew7XJHEZsbLYIBHGADH4K+csghM4VYcSsG1jhuUpYQsG9v2Kwd4LCmDgohLfrDJBclNQ43h5Jickz331Npgr3HAI9mD7S22lu3IoH7qqadsl396tSQoPiTZCnUQG1+uULcf3+dvFwc8XLds/79R/jcBj/HHfdX+WDbKMo5fT18M3oPdT+mis36uu674ji58YLZuPvvrun516QU/h3JwLj5KFwpDWzjBgREGErULVyWxY4nNUk0+reRDgUa09yq5oahEtzSir88ZvBn55e6JD7jW9u3foOS6QBUtBY3vaHOGcUJbq1sHjeVCSICo7sjoo8HDzuABRCRU4EKjHbjKiH8DljDkgMmZhVvcUw1Q+Ijdw+WK0cQoA08obrjfng3fpUXhUe7/QNtqHezcdyg+gAJZoL2tI5w71VQ9Yq9W6RAHJYAd540hPqJ3qW4Kv+qec8u2wMDEjhYdFKxxQfjH9s53bmj2AcpoL/FXuC1JTsANC8wBnKiItBFliVg4IOit4RK3Rh4wChgDQ/QFEAKYAqWN4RS3P9fh3vCTCrsTeiJ8v069+Hh94dIDlcrWSi8lpBcS0r0JpXtqHcDhVu4Ixrq4OpQqjosShlK3WXsrVTdMC3uOca5cAJPvgB76GrcnaiYqKYrX9nA3l6kLUAHqXCfA+MW+t0uLE3om/24HUiiyKFy40e08gCXgiP5ggWNi22YUlzuoc88UXhtqWK5fPMYscYGUuDHUXpnNmrqjQWOXduri8GKnHNasyujYpgUO3AF2xgAwSd3dHaPU3jtO68P9NCc8wal+tIU4S1yqqHKVm/LaLdjuYJtrAhiiAB4RvuyyjKkP1yuuZa5fzfqMhnemNCFoczGbuMxZs5B4Q+JER/b1ugWa6aPDcss0fHO/WwaGMQkEj8t1aGzQoZE9vU6pZiFxAI/x+0YXVAaCsFnclJsv6zjtqvCkh6HeqF8L4JmbeFfH53uSO2jD61HEhlL/UAFvMBCOH4f22tIT8e8G+/+uAI/lU0olrQxW5+v9rpyLlnMbLHDfPx6B6Gw/1DazLW7OeCkFeMSDWjwa3w+WpWmZn/F6S/2fGD3aUWq8lQI8xieJQuzD72uwYkrZYNv431HnUAGP7Fm2Z4kW1EQKcX4kt5QqLMnD9kMpuIXZtpxyHge8GTNmDLnuoRz/tWzzvwl4uMhRce2PbOyhPB2j3Pnt4uoE6lx2j6744dn69ncv1PVPbdTr1+/k6B6lDhdiR3asHg4/5pQMAOWs8Ea5R3vNCjQx06KaF9PRs0jXB07Vq+rOubglEhhQO04rPqAjUks1trPDre22x46tzi1V/XLWPcrL1jir7Mq7pSQIvAfQUEZQEXHTAnvUx2e4CHE3nhNep/FBm0sCwagTJ3WIVru6UcNwHwJYLxfeqtXFQ9waboAA8V+AHaCyREc6pY44NoAJiOH4KD2ofUAYBhz3HcYcSDgr/0fnTsQtB4RNyzZocqHJLacCEPAHEACJGH7iDt+Wma8juxa7tgETqFlkx6I4AnNsT10jevp0XDDPHfP/I+9MwCyrynO9auqu6up5bqDnZmhmEEQGFRHFMUYxRoMmetXExKveGE28cIPIjYgGEBAVQRRBBUWQ2aYZbIamG+h5Hqqreqh5PqfOfM7e3+X9D4vs7JzTVQ7k3jz3f57Tp3qftddee6219/+t7x8WoBawAIPEdTEvE50LqIL5Ayg9mz1bWuP0m+Bteu/lJ+vPrzhGu4Jl0iNOetAp3OFUzNSqtzjDmK/OwmwDnoAW2EtALu3hu3PHHHX3zLL+gVWEqeM3AB5AE6BG2hCAGUAIsy2BGIyPv897su9XcXudbs1/whgwwDnsFWCJe8QszN94ygFuyDs4NezXSdpkrNmcfKdqekrlfWwfLsl9Qaq5MRBRtM1tSdWsL+mS8Cf6h/CbauxOa3ZXp4E62k9fYu5kIbA5f6IBYY4zl2AOuR5gm2hWY+Ta8rY7B3OC+2C8mQ/1wwXNSXYaeKfvAfYsdKZmByzYgkjZqQP9Nr/OCp63uULE8PhkRs2JhI07qX3cZsn1BWbmtb1pO0qqbS9qYlfCWOnzi09af9JHf2yBMYNpIEBhrC92GICxlv1dAB7Rd2Otl2SqlIX9GE1gK6rtWxs/F9CBMoBxqcb8+HMwFdKGaI4x/1ulb8pW2/KpUnl/jFQVhwNDRDyT528sQuTi72sepX784CqBHO5trEEjuAVQ3m+tdrh2+z4mRUpcKrWFenEhGIuwXR7lxyLMIcpWChCiP+KRk5RlscR3NEq90rWITqacNz1XKhM9Rll2OakkzJNorjgfJQzYZE9lnheeM++zF6/jdwF4Pk9dtfvj+YkylzyDtP3/hsTb8n+jDf6ar2mQRdD+S13zwx36/Tk738zyNwwe4AjfoYH0VK0tnGFMGqCAHQjYb3VS/7Am5YfVvCcptiKr2V0yVq9+f97AC0mA2dye7a+OKe3U7GSnTkuv0/x9bQYSxr+YMVYPM+yxpe2q3V60gAyUKoACRgigBUAiV9v8UpuxLwAdANdH87eLnGQAno/pdkuzcqbWmu/aS6nTdG/6ffb3psyJ2pE/Ru/XrwxsAFxQ5gAVUokQbYqTPcADUAhIAIAAbmAA3x08YOzZKcF6fSP8sgFBQA3tA8xNKCY1KTOsSf1DBgJJpvuh8OcGNEi7AiM0p7VTpx980UADoAP27Pz8EzppZKMFhwBkSQczdXjA/g+w9kl2aY8FAegMGw/AHscw861MX2CRs79OvVdvvPzNes8Vp1t+Oq120qNOuc4GZQcaNDAy1UAxrOKewlI7HyDrTc+fD67TM8PnqmdkhrF9PlABphFmEV9MxgCzJUCNPHjcByAZ0E0yYQD2dfnPa3d2qYFS/NcYP+YR4BBzJvOHczBp8plW6tOScI+W5XZZsAe5A2sOBarLFmQ7pXxXqn24aGzgpJ3DqttY0AeDu83P0rVIze1J6y/YNwDeXxVu00m5jcbyEmiD/x9+g95ET8AOjCP9XdNa1ITWEZvX3CNmc8zSuBowhz8T3KQv6ZsGBsm/2KyEmWaJ7oUl5py3p35j9THGtbtLYhcU5uu0RL+mFAbltoYiAvjEzCbV7csbq9e8OWl9sby01RYu71F5J4Z//wT+Yf/zefB+F+duohh5UUdf3tVagVP6WF/qRA+OtSwO4JQ9nPnItwmWcqz1+jQqlUCMr89/k2aEescSgemByh+ycvfXjX/TBpLRjkUoy7ZnYxGAbhy4VDuPesfC/nK+j76Op/OoVLfv48Pt+BE9j3aQ920swt6+lB+L4BdH2bGmlqEsTDeR45VAYfSa3/3ud61uzKtjEeoGiI1FPDtITkncMGjP4eYKPnTUf7gFhb8uqYYoWyktkS8T/SaFEeX/f5fXFuD1PqxLP3Wpbvv1byzf1cqVT2hjZ/UcN6MNBi9YzGowLl3F2doSHG+sEqat88JVauxIWyLi2UGXJmwbkbtequsvyO0INWXHoAErkunOVqcp8qPC/ZbQ9qyR1Zq7t8MAwMTVw3LrA50UbtQpufW2XytMByCACEXAEyY1Ig1nBt06NVxnIABlDjgjv17DAzm1ab6xbuz2wLZamEdbX1ygPWuXGnuzu2upViXP01nBal2QX2ksHUwkAPS28K/0WPhWM+thukNpvyHxnEWF4ofHNlznhM8Y43d6+KIFa8D0AQYBYa8rvqBx2YwaR9KauC9h5bnG+bknzGTMNmC0vWldysAOjBzmVsyVZ2We1xGDB425g10CRPANuL0yvFQfDO+263AOPmJbdLyZdOkXAAX99mD6XdK1To/su0gf+eH5+sRtZ2tlcIHCZ53C+5yyA+OUyjRqf+koSxlCNO3WYLlOLG225NAwljBIRJY+VXyT+rLT1J2bqYHeqTb2mCExC/9F/g7Nz7fZbhJEx8KgMheMZQ1v1/ywzXapgI2EHQVskeAX0y3gD3DHvQGYuR/6Hj+35nzS5sXkjkHNLXUY2ANATSoOlXcHuUuqe6xgoIky7sHQdiUh0bUbkmpHirYvLYwkgPWCYKX5jQKIidKFmcO0jVkfYAkLC3MKE1rfnpNbFWry0JABXoDgncWPyK0JLSn3BaWVBqhh72BXiYAdl86auwDtZw6cn3nCmOXZqS4BOJsOpex+Mf0uDPepfldBy1NbdVRuv2o6S6rvyqn2pyUb6+ZM0iJvlxb2jPY4/s6/e4BHqpGxvNjxPyLpKGVJzjqavFYA76Mf/ai1YbRExLQPP6uxKhYUIWXHkqbC7zQxlnxePoqXNDRjETY7HwvIpC7aS17CsQhlD5ciI1oHZSuZRqNl+BugT1m/e0T89/j/AWuUr5YMN1rem0ZHM3P6c6h3tMTbvqwHeGPpZ7Y/o+7DJej29fJN2bEympiVKT+WtDy0lbJj9Xf0uzawlaBPqULgUzXx7LwPnKhWjuN+/o9ljlDeX/9wdf7/8NtrDPBe0N3fu8nC9AnVv+mmm/XIrt+fzwPgYQoFCI2km8xvDWCBiQugNKFrROwk4A4Fcuskd600YSipWSNdOqrngDHyesGCAAAgAElEQVRUkxODxm6geN1QqLlhhzFW03f0mVmyaRV+VtKUngFN7RuQ+9/ShdkVxpAtzrQYkCTB8cxSt5pITFx6xsxf+ALCYs0c7FbDYzkLZiBFCqaztxd/Y8B068rlSv9Tk76R+7J2dy3TyuRbbScLTImYXQFYMGb40AEGSGMC2wSoW7CuTeOeyuqc0rOaNtinMzNrDCgsHdwj9sq9UpcZIADMLBpssSTP9am8RYDOTbVrYaJV84fazKmeXG11uwqqbS2DlItLv7Brcx3MztOTfRZRCagFAAFeiTD9zMBNenP6KWOgAEQEWzAWAFDMi2fm19iODX9Z+pH0j04H7znSxqujMFcrwwuU7m5U8KRToqdZuWy95QXcV1hoptoNOlmzs506O/2sjROME6zWDS9HLRMZu75winL5BgvEoF8IPPiz9F2an2kzcyPbp5F6hHNIsXJ25lk17UsZ48h9wE4CpGbnO20v37nDHXpX8KBF28Kg4XMGg7Yo16KalkALSq1mbq1P5nVUcb/tbjFlaEDuOcn9UprwRNLA8qSeIbmWwOYfaVncatnuEkfl99viA3bxxMJmvSH/nIFSzOD0GyZ57ovFCuNPP7MImFbqL++RvCs0xpZ2nVVabUzyielNryaYBsSSK3FK26DqnikaYwh7ery26tj8DsuDV7OqZEE2TV0pA8FEy7KoaRjIaXF+r5oHE6pdW7SAi6npfgO4kzJDaiymdGJQ3h7wj/kSRLngV+UTEY8G2lAu/jMW9ow9Mik/GiOAychH8o7l/jBRUS8pHUYTD/BGawP1eP8w/IpGyz0HCKMN+OuNJtRF2bGwZ94x3l8f8yAO2tWEetleaixCWXzPxiKUjZt+SXocN4szZyjLImEsQtoNyntfucOdA+DGpBiPXOUcHNXjY0q9YzXHs/sD5fGhG008y1Zp5xFMovG9RanX5+sbrW622aI882k0oa2UJWiikgDMCErx4sEjQO/mm2+2PXT9b5W+iUyn/kOHDlX6+d8doy8oS+BJJWH7MhhxLzCHlP9dhGdgLACcOplP1VhQ2EZ23fldhblNjsPREqMTHTyWPuP6rw3ACwb06Ddv0Gpy2KVa9OLGbv3+vN2/dRMveYvgDN+vUmuttgQnmIJeWijv+NDcl9Ck9LDYTN3tktzmQEuD3Tp2ZLuO6DpowGnixoSBFwN4+0PzUztxZJMm7R4qm2ifz8itkeq7c5YI2d0kvT35qPlUjUtltDhsMWV5THGH3MFQ5xeefBXg4d82sS+h5q6EMTV/WvyVMX3ksMPEu23Ncuk8pxW7LtTB1JFalzrNFPGJ2mTME/6Fi9RijBJMFCwVZkSUefP+hNxPpNkDXWrendBpQy8ZkzMz22N52DDxwu6QI29xb4smJ4Y0M9Wj2u6S5pUOadLAsJYMl3ffcEOB3FapZkdRR/Qe0szhbgNoMJAwW3PCTssXhykRcATTxN8fGvi5zsi+YKZooojxfYNFArTQXsCo38S+cGWdSu+p0aO5i5TrajCA11mareBep/S2RvUNT7eACcDeYGqK1UG6j9mdXcZw0g5AD+ARMPdE8Xylg/HG0mFeJQjjjPa1OnFgUzlvmx5XV2mWLsytMKAyIZdU3f6y/yR9iH8gbZ2T6VRjIq1JXQktK+wSOz/A6AGWMDEvTO8zc+jywlaN35dRXXfRFgkkDp7QNiLHTimPSBMeHzE/v4kDCU3YmdIngx9oWbhLbocsWTTby9F+0u3Mz+/XsuwuA9EEsMB8ElhD2hRYxcmpIWOGMcVPC/rFHsl1A3mbC/gKkpuurrWgd2ceMOCPmZyxgnls6kip7tmiRZGzJ/Gx4XZLio1vaO0NJXsOageLth/trHSXMbqTg0EzXU/NDKj26aIWq0ULMq12P4tKLbZDC+b+P7bgD+V9hdj6aLSUEryg+ZDdnhX84YRN0H35w+3RihnQl+N7NPEgjJ0CxhJ9SPoO6h0LK0EQBGVJ7TIao0K0MWVRnqOJ7wuiEkcTTKPUu379eit6uCAL7+iOA/toAhii3t+FDfM5zXzdlYIsUGyAMFLVjEUIxiDX4lgiCQmUIGqbVDhxiQdZ+L5gUTGa0KfsKEJ/VAMF0TpIFULZKGDxv0eDLAAjPsp8rL6AsLrUXS2y1V+Hb+YEZdkOrJLEo2jZc5nyRKiPJhA+lOUz2rONTxvJ0SlbbcEQD7KAWaV81EfwcG2iHOVZVIxFKAsrW0l+nyAL7hEfYoIisBhUE/qca49l8UYdrxHA69Ydn/kHkRGldPA2/d1lT/wOCY6r3Vo5yAKW657w/SqM1OnZ8BxjaGaluy2YgP1aa4eKGj+YsY/rDrVQ+3R0YaeWpXebGW7y7iEDawQp1B0oaHx7RrOGutW8M2Es2tSdA6rvz2vi8LCaMwm5O6W3ZB43kDU+lbFIxWVDu8wE5nYEelP+KTOlYlYE5KDQTy2tM5+wY4vbzXkePzAU9dpDZyizyKnz7InK/nK8DnQeZewNrBm+c5gZAUgAJ0yz5KDDbMe5byz+VvXPFNRwMKuG9VlN7+szQAVYOT//pJlYl+e2mol2Xrpdx5R2aEn/Xrld5RQaTUMjev3w89bumkRg21vVdAeq7y8IkIiJF+CAD9rR4U5dFD5ioRmATPwLMdECMM4srbV8d4CsaW39Oq2wzn4H3AL6uFf6NvOdcUo3O7Wf26zgI057+5douG9SOR/eCqfegenaFh6nfE+ddiWP1t+E35VbGWp2X5eBVEzPfxbeZWlL8E0k4AQWkQTHsIVEHbOzxzEjOy1tDeAsVWzUJ0q3Wl/WDhdV15o38yr9RyoVTJjkhQPwnldaZWzjssRunTKy3kA6dQD2mjckjXFrbk2qZlNgJv6Z+W7Vvlgy8N/cn1T97rwln57QmtSCRJuxqe8L7jX/tnGJrI0j5vKj0vs1L9mupp0jNo6YZDHRwtwRZAFQGzec0aKgxQJITg3Xyx0MNCkY0hQNWiAF+xjPGe7UnxXvNrBNO3FVuKT4Ex1ZOKj6bXkzBR9T3Kkl+b2aPtRr86r+gbzcdmlmosdy3U0YSMo9H5rPHuNEpHD9rrz9dlrhJRs35h/zEVbzjy3e4Z0XFFFeh2NVPECgLGzNaCvimpoae/GhzA+X1NcHTFAvn9HEl2OnAExno4lnakZjHAGaMFbUj9/eaADPb+FFH44mbPlEvaTNGE3I8UdZdhRADgfwYPYoy16nhxOuTzAIZUkpM5r4sY7vcVoJ4DEOsK9s4TUWv0yUJosKWLHDCWAJ5cqeoeyHG5c4wPNMIr6cown94D/VIkqjdfiI2Ep7GEcBHn6Fvt6TTz45WkXVvz/96U/bOaNtl+aDGqgfcFpJogCP+U5gxfz5820v4Urlo8d8u9lKbLRn2+8qwjlsPVhJ4gCPPWspP9YgH8/0jtVvlbp/F4DHXIVlrCbsqkNqF1jE6dOnVwWm5CSkjxmTsbCN/+UAHiwXyu1QaZ7trABLsqRvj8YdyKo5l1RTMGK5y/ClaiqmzOdoSXGvSI+CuatpJGXAAQWGInVtsjx5TS+lzB/q5PwG1WRLauoZ0YxSj0XiktUfAIb5FOA3s7vHgFvdQEFvDR4zcEDKEgAeihpwhokRQMHf7BqAv9e69KkqvM6pnZXFAqd96xcZqCLCEp8zFDcsGEALXyp2joDxIV0J7Z2W6teU3gHV7impaShlpki770TSEiST9oLzpgb9OibcoYXD++Q6pKOS+81X7bzsKgsYYQs2NqLHJ4t2YiKEVQLc4V9IkmDYLlg7zIZEzmK+fG/+1xZ5C3uGmbQxmTJAh08c90BkJylGMJun1zUq2ej0hZdzQ/0vFOmHnPSAk+4ofwp765TKN2kwOVl7U0v06dL35X4VanqqT2/P/EbHFbbpn4Kv66HiOw28wuLRHnLVEZ1MYMZF+Ud0XHqb+Y4BMAeCqXpX6UEbDyKIa7aWVDeYN8BIsALmUrZAO760xRgvTOiYdLlXwCnAFODTtG9EZwfPatLQsGpLRbkNktskSxrt9shyGjb05XRSsFET1iU1tX+gHPwS3CS3L9TEVMJSkJCyZla2S4vTe9XYmzJGDyYXVpJAIRJDY9afHXZqeqLPWF6iaScMjeiIoLyXLG3i3siTd07xGWN1McPT58wZImWb1qasz2cPd1m/Le7da+M8o61HNdtLOj37os3B8YcyatieM/9LzLWuvRwJPL+wX/P72myOvz18VOcG5aCVai+j3/c4UZ3+xQ7TVS0ijvq96ZDy+BdVS7ZKWR9UQFkUOnuYVhJ8rNjM3Cs5yh8OJKCMfXtJygrgGE1QcpxzOFaCVCOACF83zNVoAA+/JsoDUEcTFCZlxxKIQL9Sli2ukMMBPJhBlAvgCsahkniw5u9tLD5qmGEpHzeNxgGe9y2kLMl0RzNTsYAgoAclB0A7nMBWLVu2zBQsdcclDvDY95S+8HvAxsv7/8Pk+r7geyzb4xHFS9lKC4oowCMVia+7Ggjz7fDfJC6G/YxvMeZ/998+AIj6CZioJB7gMX4+7RCM6Wh+l8x/326Yx8Pt/sF1PdPNOfjtVZI4wCM9C+mYmLOjCXOfumnL4Xao8fUArChf7T7jDB79xMKTc6pFFLOw4L2E8A6pxoLC7pLbbsGCBbY/sm9Tte/XDuB98k/1uWuu07VX/je94/1/r2uuu07XXXeDHtjxh/ngYZZCwcOYwTqRZw4wQHLimeq2DdhhWDB7TkikNCPTK8xt78w/ZKzJxOGE3le811i8yekhA3f469W/kNNV+iddmFoh2J8JB5PCzOaeDfT68HlTsvg4nVJcb9ubsY0VKVSITqU9mNxgbI4oHjTwR1nAE35ffMM6bSsdp+Kna9QBwJvitHntiQYKUeCY6mDFAB2AKpzrSW4CewaYwkzLLgYAxnmFQ6oZCUzpT+xIqGFHTh8q3mXMH0CMxLVTs/2ame42p/85A522DRpAFbCJGXh6qdd8vGCSMOsSgco1YHAwKdMm/NYwvwIAMXMChN6XuE94eJEQGDM1oJL20S4AR113QW/M/laZrvEqnuT0ty8r0f9Z6xTMdNLnnHS3k35UzoWXSjVpb2mxDpSOMqbS9YY6s7RGU9sHNOHl/G3XBl/QSHKCsXYEJQBqYDQxP67TqdZnTf0jmh+06QPhL81sS4oQwPTS4h4zddYcKtl5RDgzJtz/4nyL9btPNUJ5gCNgi9/ZTQLgtyzYpTr8GNeUzbLm17lJBuxqDxS1uLhXU3YNmin3h8HHdUnqJ5aShx0lMHEC8HAZWFRoEWl3CKQA4DGmt4af0K7iMnMboO8wF5MvDyA/P91mYwT7zDhwnHtekGs1lhkfTdpLX7CImLB7xJg+9mN+Z/EhC/hYHm7V9J4+AUS5Fz4TE8Oa29+ho4s7LbUK/X1Gfq0WD+7V9FKf3Ttznn2aWTj9seWLX/ziqy92fHSqrYC5Lv5ujY2NVh5HedKrVBOAm097QlRjNf8i9r0FZBLswcsW0+/h/M1gUnyABSt7IjIPJwRLwDZSNznBqgkvaBQy5XhRs5PH4QAeYBflQ/lqPkjRa8HGsYfpWEyp+PRRL8AOORzAg1HCt4m6vc9e9Lr8/dnPftbuyec6BARVkqeeesqUGArLm52IfIxKHOD5IAh8AAn04P+HE5Q1zB1gZrR+Q8HCqAKgmBdxdiQO8IgAhb3Dn/RwPlM+IpY+xi2hktk1fg/MU8rTprhEAR6MI+V83fGylf5Pu2H72ELscBIFjwD6SqZOD/BIJu0DJnA3GC3qFtYYlop2A5L83KvWHlhgf5/VAnziAI85Ohbmn2vyLPIc0K6xmLp9YutqO/B4gMcCBOALQKZfAJ3Vork//OEP60c/KqemYj7RP5UsEexRzH6/ALcvfelL1brs1eOvDcBTRq1rHjGfFfxW/u3ziF76A7cqAwDBFgFCAE4oRIBFY5jS9LDXGKjmvqTOK66yPThxWodpIcKRQIYpyUHbbQLlfkK42XKAuZ2h6p4sGKvzpeCbmjgwrHHrMloa7lZ9d96ADz57MCewa5jxYIJmFbv1J+F9Bn7YY5TAiDOLa3RSfqOBD1gXlDosDKa5rsIsBU/VKH++U36O0+Or3/IqkwQYAGyhtDHNYpIkcAOQBZDleihttgqDUTs1t04XZ3+hxakWjd+b0bnBMwYmYd+WaZelxCBa1vVJ07v77F7PDNeY+RVfsSmlAStPqg5SurCTBNcGtAFoMWsCNGkTEcowg/T5R0u3W3AE4JO+B3DTl4AkANTS3B4DaUGXU2lVjS5d4PTPU5xK05z0yfIevLrLSfc5ZZLjLAq3S7PMP602VdDnw+t0XmGVajqLuqr4j0qUmi2QAz9AAmxgb2EIt2q5BZ/MKPQY4P5Y+GPzFzxi4KCBmVNKG+TWhVqc3Ws7hBAlzP0xV47MH7RxxL+QOeF37wBkkx5nQk/S+ubi8BeqS+dV216S2yLzZ6vfm7dI3IZkzpi8SZuHVbOipM+GN+iE/Zst0nV8IW3BLLCCmOwByCw4APmMM8lY1hVP1VBmkl2b65LihLkFyJ7d22nsLMFD9Csgj4XMwtI+Gw/YP/oCBpBo6oberC4MVhhDDRD/6/B7Zppmy7WmXOrV8zG9EzzCImBGpke1bQV7LpZ3btPyzFYdV9ym6cU+G8fXwgcPExzKk5c1LNPhUkzgcwM4oCx+Z9VWy7zJyK+H8qTs2972tqr+RYCTVatWmQM4ZVHO1UxmMFE40ANEEAIhqvn/8DuMjgeZbJxOiohKsmnTJmOfAEi0ATMqZqfDsVHeb4qX/mh+dd7HkIjiSkxUtE0EFeBvRjtwkEdodxz0wh56MPGBD3zAHPqr+XDBTGKipQ+oF4aLvowK9dH3JNClDB9M7JwTFYIJokEW0XmAcqWeagIgIWcfYBen9Gq53Pz5LDbwt0TYbzjuxwkA8PcRZeVwNahmYoRZ9jsqcI8A2Gpbg8GIsvMI8x6gSa7ISiCM+4Jxoi0ALxYIBEEAqKuxqtwTJlcfWMRz6Nkif//xb+aZH5tqyYphVGGAAScs2BgrtggbLcIZdorx4JnC5QAXhWrCfGYcaQvvALaDqySYPx9//HED6JSjPMBwNN9L2sxzC7Pm0+RUmyuAa55V7/dYjU3kXcC8Y34zT7EosGDg3VTpvcC1AaSc54VF4Je//GX/31e/aRvPBRHWvB/jC5FXC77yx2sE8OKX+T3+n9qplT+9QyRm/OkTe8yHDzs/7Ac+aoAKlCEgAyW9ZHCPjsnvKJuq1GV7r9Z0lzQlGBRBGOflnjbQNb29Vx/I/dJMZJjsUKJsbdacSlo9MIN/XvyZaveWND6TsY3mUZooVHLQoYxhsgACDbmcKcW3BI9bwMAzwTkGjGDBAA3GeOleY+UwgSaHm9WdmKV92YVK3DNRTw6eb+ANZgqzHSCErbdagkXGRgGyaA8mWgDAvMQhA12ALe4dsAvbMrlnyJg0AChsIgBwUbpF0wp9xlBO7+41podtqZZk95h/3uxipwE2fNrIs3ZARxr4IBp1VrZbfxt8x4AVwQnLg20GVDFfkoONnSTISecjfwGigCdAMKD2ouBR2zmCrcO+eOkEXf4JJ73PSV9wZR+8J5zlyWsplO+T6Ffunfxz/xx+1YAQkb6Xly63yFt8LgkiwR+QHHkwpZho8cecNdKtGaVeuz5tYDsu+vMY7dT4noyZnTHtAprpW9o6vj+jpiCld4QP63O63oAh5wBmMVEvUKvNr2+Hn9ORpYOaW2y3aFS3UWospdUcJm0PWMyjU7YNqvbpkj5YuFtHDh4UZUhPsqS015g3gBlzjMhexhFA3Ros0K78MqVGmixoCPAPaGXsjGk7OGyLGIAYIJF+BSDyG6CbaGfay/ZypPBxB0J9JLjT5hBjQoQz7gQsgEjnw5hSF88KZnhcCRYMtmlCuhwJvGx4l7GVjB1jjDsCzOwfW2DOvPMzIIKVbbUXFCyAV46AInyvqgkKy+e142/eGXFhNYxpCvOQNz8B+KoxbaQjgSlCwfDiBehViyYkkhCA6VO6YFKuFu0KSPTmF5Q57AWgqZIAJMj75RUcipY9Tw8nPtqQvoM98KAkfg6KzStwvquxk7BfmJfYnQCTIfXBRlTaQJ72AiIANp6hBLTBQHoBhHAfvt9hLXw7KgErfx7fKExvtsShvxIA8uUxhbJtF3WPBXTAavmoVQInqpn2SJgMi0TeOfy7GDuAciWBdWYu+Pu75JJLqvoCAhboF0A8H+baJz/5yUrV2jEWJowvQA12knMO528GyMU9gbbQLsDG4cSPHwDl4osvrhrcw3jyXMFMAVB5zgArhxMWFZ6dB6jQrmrvAdrNs0+7AWs8Z9Vky5Yttme0729M3YebI9TDu4D3AMK9+HMrJcYGWBFw4stUArI8H7CAgEbGO7qlIex2peTjLFzi40F/4usaf355fzJP6S8AHv6JPBPVFoj/zwK8/ItX6+++9oCeW71az+/otmTJADyUNIAL5Y5pEVYERsMnvMWPDRPkopF9qt1DhOBe23EAZg1wxvGrCv9oQBGlymdhYZ8mjgybWRQwgPJs2pCyBMkTciOmYEkHAkgAdKH8YGUm5JNqKoyYTxdsykhugilgzGmYNgF4RIPCwLGPavJAs4aGJluAAOVf0mlm3oTVAbgQRQnQIT8cQQS0A+Ma/me0E+YQRg8WC0XO/Vyc/aVg5gA99A2mNVhD2jCrt9t8x5Z077EADkyBKHvzT8ykjKkBMPQF05VL11uf0H+Y8nDoB7DS7tmdndbnKH5MjABd9okFfJLrjW/GguCBc4Jn9InsrcbQdY7M1v/4XxN1+eecCtvrFNxXNs0WW2uljU7pfKNt1wVYI5Dioswj+kLxWrvH1xef1w+LH1dwwGl9eIoBPHaygCWlDwb6pujO0kdEChjM5fQT/oqAF8AgvoyTu4asDzHP0tcwlQBpfM5mFHv14eBnZhZnTPlwPmwZQAjQhekZEIcp1m0LVLu/aLn+jNntzZtP39kDz1rUMgzj6/pesOjkkzIbdUx+p4Fw5spbCystaTbXhulNFxtVHKrV7sxS3WzhOJ82sE4fEuBAEAgLGNhazPaA+fnab2OAXyb9TV0tWmRgvr43ry+UrrVngrnGvMDUzEKD74/rNmNgWXTAYMK6nljYpLmFDmMGlxT3GMPLfCXQByYWtrYseb1045d02Y036abv36/N/24zh7wOPXqlrnl0pGLZDVvu14033Kzrb1mp7kBmGvUvSA8weAnGhZcawMCnPeElCXCoBJqox7NFvHhJU0Kqgbhg7vNRmrAzrPhRztWczWHWYHR8RCOr+0qMGIoAAARg4aWL3xcKt5KPE3WgiGE+vGBOruSnRl0wBbCI1Mm98TefwwnJZlGCmJtggao5dlMnAJZ6YdMqgQlAHD6NcZYTU20lMxzHvaLyCapRnn5DeNoN4+MVqr8Pz3xiUgbMVxJAI/cF8KJvfvrTn1aN0MXEBZPogTHKj76oJuwTy7hwDQTmp1LENADgne98p4FdlCxjB9NSyTeTRQH+f5g68e0DMAHWKwFp/EDpAxYfPlkwzBwBCLBGlYR5y4KCeQb45n6r5WnkeSKaGXcDfElbWlqM+atUL8f43e82wxxgAVMtDQugCgAGuGMuMbdh6bmXSoJZl3GkLB+EcQL0+f7359FumGNAJmVhbOmnOLvqy1OOOeSTW+PbN9qCCNAV3dIPsMTiiOcjLoBFHylMexgjGNWoXx3MHXOJRVDcrA3DyCImvgc2QJEo+bgwb+jfqAD6vHsE4Nf3YzXfXJK0x9PqROsb7e/Rw9BGq6Hi74G67/yMPvz339DXvnGLHm/NWakNGzboLn3IGApAD8oOtgKwA8OBUocFYaspUoS4nYGBGUAe4ARleWZhjW4NPmFsEOUBNG8Mf2spLtgeChYI1mr6S32WS49ExShddkhgKywAACZimBkUPSwg7AyG2Fx3vYFEGBt8pAAbmFZpHz5kqZ4mlbbVGpPXml6g3cllBiQARgAUGCqAJNGVMGok7iVXGrsfwMDggM89E9BBe2jvXwY/MhYH9gmWEGCC6RGQcnr+RduH98zUWgMFMH/UA5M3IRwxhoe27cstUjDsDJxyf5Oyw+ZbuCY4U5uKJ2lSYtgYSSI+Aa5riq9Xunu8AS0CV76lfzD2C1bvsvBr+u+p66VvOuUGGrT6cae1Dzpl2sYr/LFT8cU65QfqpYNOuVKDAa/2vnlqz83TZaUrdUnwEzM9AtpXZC9UuNeZmbZ1aIEBUMbmHn1AwVanNR1nmk8kfo4AYmAa/mkwWzBVTcMpA0Lk2KMPgfOcDzgHuAF2AET4ZJ5betp+o48ASDDFMGX4uJ0YbFJDf1ZLgj1mUj+99KIaDuXMZE/QD6D5UDBP78vca0Et7y49KPY6pl3MseNK23RcsM2AJ2xpJteoXKHBkjvDDNMm/Oy4NiwdiwKAN4AU30jaOCU/YIm2WQAw7vxOMm3GGXMxiwGOMfaffyWamXFm9xMAHQsAIomZJywC3hQ+Zbn9eC7mFjvMDA/AJFqaewYYliWv1d+6TLeueUnrd3Yr8dQN+sr1t+k7N/5au4d3aNXdV+n6+5MVy6aHurV/80O6+qqfq6UkUzDeTARQ8QAOxRkVlCIsCS9zXv74trF6x9wXfZlyDgrRp8KA0cDnqlIKARz4/YsOZgfzMGAQc44PMPBtwIcG0MMLGp8XXqIoG9oT3ykApYPSRG655RYriyKoFI2HTx/1eQGoYDrjHmE3o75c1AXwo29gEQFUmPdQjpxXSTCNcj/0E8oN82Gl3H2cj0nSK07GApBKX9K/3CumJBiCuLmW6+IvyNjFhXvz4Bo2j3EDfNx6662vFqV9cX9KDyboRz9GnIDC9/cK4DrnnHOsf0me61N40KdxwV+OMaMfYJcAFfxNP8bl9ttvN8aJ/vLXAiBcccUV/64obQHQoXSjQQKwsPiWxgVgDKCDQUBiQXcAACAASURBVPG5Efl/JbaWe6BeBHDllTbsXxxo0kZAO/XDgDN3YdgApdGcdNH2EIENGGHRQt3MKYBGlF2KlscHEKaZsizIGG/+Zv4zX73QFsYCE603t/Ps4B5QDWzSz7Cf1MecQwBV/D+6EOA4Y8B7gPoxR/NMkHQZd4J42wHpPP8wiIwVwMg/W/F3hm8/31Hm1h9n/Cs9v4BkD8BpL9cDmBKx699h5PZj8VHtmrQz6kcIUwfjWak829t5twHaxkKAa/pr0f+8I3jf0R7GiWeO+vn4xXSlrff8vY72/doBvOfv1cOb+5Vo+Zk++4kbRWwGK0lYNEDdPi00syisDooQRQfLhZLCV21OokM1g0UzbWJyg/VDab8zfEgPhe80UxmMBaAJtgK/NRQtihAFOv/Qfs0daDd/K/za7gw/olyy4VUGz4NDgBxA4YXS65TqbjR2C5BJkAQmU9g0nPdJFpzubZRWOPXsmqmOnrnq2TPDWCNYHRgsWCSA2w4do57iDO3WUgN6/B+wQL3cP+CWbyJDqRs/QIAXplNAIuwm1wVgsuUW+6RGAzbY1mtqqt+YSe65LbNAwTpnjBjgFR886n0if742ZE7RtFyfmRJhgACgG/MnqbSvxhgu2sy9wvwApGAhv5X4onSVU39hmsJep8zgeKXWN0mXOIUPOGV7x6nUUav+0lQDgWGbU0dirrGBgMg1OtPuY23+DIVrnMKDTsX+Ohs3TMoPhO9W+JTT+nWnWloUWMXO4hz9NPiwnbdRJxuQXZhqNVCDCbi7MMvaDlsK+MPHjHsESL4rfNDMtfyNzxttgAWEHQYkAbjY85Vxpr/ek79fx+7bbqDcgjPCG1R8vlZ/O/AdzS206/LwcgOCAD8WFyw+cCug7+ijZA4zVp12FY7WDeFnbV4yp5mjADzax3xh943OYLYBTqKiCegB3NPfgE92EQGw8xvHyBFJe5hDsH5EjMP6AuIBiSwimCcAQZ4XgCzXmxH26K3hYwYO6QPqpC1lyWv1N7+i7zyxSs9sPKiBFd/XLTvy6vnFDfpRa0mlvT/UTfcPq3PVD/Wt6+/V3d/4t7KpfEaJ3l164BvX6OHBck4mXkQoFxQTq31Yirh5AVMVjAAgDCDhGSSOx01npDdAgaL88ePC5MJLNirejwfQgdCG+Ce6xysvd+/AjHKhLC9gzMCweH5lzgsW4OXZOs6hLC/lSj5OKGyAEy9qFIVnBH1bAF1eWNV7/z9YAcrAFgKGYDVQwlFBOdKvvi4YBBQESjEqsB8wOdTh09YAyvx51I+JG6YAf8VKQl/EwS5ME2MZz21I39CHCEALtjUKZDkOOMEhHqDkfQE5Hg2yQInBfNBOyjCmvs1x0A1wBRygvJk/KFFfNho1TVu5X8yE9AkgCCUJM8K5Uf8tQCO+cZ/73OfsXnx9APxorj+UL6w07BrzA3OdHz/Ood+jQl+z6MGMjNC3vm7mdVQ5A1gAVAAoFDtzHlDH4oWodJzv4wJYZwEEkPWBOhzjGfHm7ug5gEcYKICrb4cHhvw/6vfIeFIn48SzwUKBewVwcs1KiwOeEfz7eBYAbfQRQt9GgT9gmgUGwRPUi8ma60Dy+HbRTvzUMPMD/CpFwHqf0Og9+r+9/51/nv1xmDb6NirMIRYLMLMAZs9+M2cArPgR0ncswHAPqOZrCTDlOWUMEJi3ajvOMGbRBQHPDX0SF54FFqQ888w/3qt8GCvaV82FIF5Ppf+/RgCvqD0rfq2XBgOpuFU3fOoKPZ0v58EDCOFHNZSbbIEImDZhRWDn3lF62ECHB22zgi5jqRaFLRZlCFtCwMPq8CzdX3iP+UbBVqDsYd1gN1DiFiyhNQYO2RIKk+AzxXMUdNbo66V/MmAAeMKE9ozOMdZjT2mJ+lPT9IzOtd9Rvvhb0S6YGa6d31wv3eOU3tCo4XWTlXy42Y5TlihczHKwdjCFA9kpZQVfnK2u4VnWLuqCiSIAA5MgjBkMEuCAawHiAHgocMy4sDH4VH2o8HMr6wEYIOzc/NPGGgGQVyfeYD5xPx/+kLE7+HzBCD1afLvd35tKTxl4gN3EDLw9eZyCXTUGdvArw2RL39FuAMiv+98rfd7pUHqetMWpLz1dw6smSR92Cu92Crc6JYeatVeLlT0wTlrr1Nq90PoKYEXAB6CXSNlUR6OZc4NWpxfC19mx7nCmBavs3rHM+oF72FZcrt8Gb9SOwjHaO7LY+gUfNAAZAA+Gj/Qu9BvAm3Zj6gT0A2hYGADs8Hnj/9/XX9u4A+6pZ3Fpr5mnuf935x/QhaUVNj4wZn8f/qt0p9Mtbf/NTKZcEwD2Rq0yUznzkfFgfLrCWUoOTlB7ME/qdfp56UNmngekAsS4NqwaZZkTyUTzq4sRysAEM+dZnLDtGWVZbMDscm+0j/MwLxNg4oGsnyP0FeW4T9hO8+8LNtnigf5grtIOgHBZ8lp97TVaWSbRlXnkCv3Nv/xA13/rp9qc1ysAL8LgRcqm1/5AX7vhx7rxX27VC+kyg8fLGXDiX2qsgKMsEy9QVrSwYLy8WYXyUkcAUyhfL5zHCww/NpQsihKF4JkBX45oS17ICArFK4jod9RUS5t4yfOyBIRRjrxnOIXz929/+1uri3px+vZmNMw9/I7/HqAlKgALGBdW2Chnf23KAMRgegBItA/lxgvbr+phfigPEAEwocxg/bxJC8UCIAM88qEsAAcghLnYmz0pD3ABLKHcPLNEecATY0Ib+H8l5R+9H1KwcC0v9F88zQm/0W+AN0AkLBX3EhfuE1YMUB8NZPEAjz5hnH36F18H9w1QiZq32JKMeUAEKkADJoP+xDmd+/KglWtibqUvYBm5b9oP6KVeyvLxfYwCB1D4xQi/YYqEkYmCAYINmL8oVX6DLY4yfih3D2pgm6jTJ5lmjgD4/LWZ197kDTDwzBdjjS8XCwJM8YwF90u0OffH2HrBv4uFEiCG+Ufd+OrxHPnnxZflG1M984AFigd2BBYw95hPjCX9g/CsMg8BPIBOQDJgCxaW61QCnABc6sP1ATBEHyAw795NgKAEzvfjTzt5PjAX03eAJ9y1/HV8f1W6Hj65PjrVLhT5B9NspVRClYAf8xdzpxfeMVyXdxNAljEHtLKY8VG0vmz8G5DGopWxYsHD34A0wLGfG5xDP3Mdfyw+16L1AvQB1VFhoQqLH2XFo7+P5e/XCOAF6v7NV/XJz16pq7/y1/r8rVteDbJoD+bqx+HHlGttUFf3LAMXmDEBBl8IrjXwB/sAE4cZDhMV+8WiBAFBsCNP584zZgpzJMoXtgO2BiWMqQwGDDYQcAdzBiBsLS6Qdjrdk3+/KX4YFpQp4BKFPpCeqlyuXs+GZxu4GEpN1ovp0w1sEQwBKM19v0H6gVOwu8aAXumuGmOjADMo5bvCP1NruEBDxclqLS20ercUj1dpX62uKpV93XrCGWaK5f5W6EIDJgC6VeF5IhgBxYwvGWlM8NPCvPwPpW9qU3iiDoXzzKcO8ADAAaDCKj089A7pW05PdL7FzsWUB9NDtCdsEEARPzjuDVCxf3C+SntqjDXiOvi30RbALueu7TpD+ozT8MAkbX7A6YWNjco+Pk76oDPgRwTt4KEpds+ZNeOlp5129y81cGntDObpYHiE9gdHKb+vwQDeUHqSmTR7kzOU762XVjm9MPI6u643Wz4evEXZxDj1paYb0GV8MVkzRvj5Ye4EQAPg+cB4Yh4H2MF8AXrwKWS8MHfjJ8lcAiTB4gGwAHRvLjypDwblpMOc+7HSjxX+yumZg+dYuhjmD3MCsMQ5sIIAb66fT9ereKBWLAi0xmlF7kLbGQTzMgsJWFrmI+ws1+/JzNTuYKlFyALidodLjb2lHPcGAIWF25tbrCdLjPabLcKYOcDihd9g5QCFMHgAWuoG8DFvAHmwecx/xhnmF3DI81RJMitu0s1bxp7qqJhJKfdKECWmKFakMCOwLAgvRA8mUIQoLVgS/LR44aHAScOAAPoAJV546XMMxcNxXrI49MMmRNkDTISAKJSJdx73SgFFDzvjfVhgwjxLh18dgAhw4Rk+WCYPMFAQHqjSJp8sFXAI8OPbswO0EQABowb4Y3VOG2Dl8C1EqfHih1UCKHpTJy9/72TuGT2uBXChX2Cc8DNi9Y4ABKiX++Gl7+8T8y3MCUDHKwy/2TtlfN4+WBTMaJWEvvLKHSAD+OYYQv96JjN+LqAbtgYTLiAGBVhJMOtFTb9ewTM/ACkAVdqKwvf55DCnsf0W7aDvmF/0HSCY8eHb799LOT9e+AsCtAFYABPYMdoPIEZgPwB9XAcQxXh6AEL/0Q7YP+YUbCbAD3YU8EVfI4yzn9vMZRggFDogH2HOeibWJ04GJPgx86wsjvSwwjwTAFjmH+cCRukTGC7AAufBYmOOZp56RpkFCe2jbb5uro+53JsAqYtnj3uC6QYYABop70E3YJf+ZS4jtJ0+ZHEF+KJ/KM9zDDhlTkQFgALA5Ro+ihyQh9BngEfulfvEtxHhXqnfp22JRyxTD+3h3cIz5YX3AO8ZXB8Avl6YYzCsjAXvCR9Y43/338xtFgZeeFaijK4Hy/533hXcO+PgAR7zxANYX45v3hMws7xXeI4Qz07T3qgwBwGzCOAfZj9unuY3/9yzaOFZZmyZa8zt/wcBXvkWiyO96h74N2dNu9ENTk+H5ym81ynY5sxfDaYH4IFSA+CgqFCwqPEf6FOmaFFgsH9naq1Wpt6qto75VhZfOhQgyhIFC4uBMsS3DFYKBdqSXmRMlDqd9maXWF42GCFSdWAqBgwEgzXKJ+qNZcKpvbCrTrsGlgnGBNMZIGj4YqfE3ztT7AAgfd1pS+F4Y2UIZmgpLVIi16zsoXFKDTUZI7aldLz0pNNz+bP1SHiR8ql6AwuwaQAqwAQgLZFvVlsw30yk9AOMIcob0+AdxUuUzjaqPztVrVpgwI37pF2Ye38y9FGFlzsld0wwEAAYAjTRX/QfQHFoeJIyfeMNUO0bXKhUZ5P5B+IHlis2qCOYo/5wmrVlZ9sx6pnhlLnS6bIP1ejSr9RLK530v50BP33XqfBEnW0tFv7MSY85tfYuMKCxq7RM/cVpyuXrlRieqKCrxvo+mxunnr6ZKm6pNaCtTU4/KV5i5nnulXHfGy5WcahOXYlZ1m7MxvTBs6WzlchMtJ0zCA5hnOkzwNLT4bkGegA/gDuAHqZLmLIOzTXfQ+YGgB9wB2A7IbdFpGUBuLEoYCySzzRr9/5lOqmw0YAvABlGk7lEGcytMInhvvJWbTvTR1s+wM0jJ9jchQX1UdowucxpgGki26xcrsHGGcCXLTaYCR/2FtcE2vDV8J+1s3i01oWnmlnfJ6IGmGKO5/r4JVKGdnGvjC8AD+AJ2KNPcE2gLwG/9EVFyY1oZOz47t9VgRLB9ANQIYAAgYnwoI0VMoAKBc3LD4XCC8v7J8EiwGx5gMLqG8XJeazeURBRB3HvjAyw4QWKrwyAAKUbVXSwGbzAEV6MKDaugWJAicE6eFDC9QBXCAlJo+YPnz3f180316UuIgUBIAAsb+by5QB4ADUYSwAvbAgmO9qJEoKFABxS3gMsQIuPREQBe9MjZhxfL8oQU6H3pwJUwxQgAFbPQlAeEIOgmH2/2YHIP4AGyiLcE8ATsxhKH4XH+5n+8ebtyKnGcnIOEcTUAfiNCmMIg0c/YQ5DAHi0BSUHsPEMKucD3BBAAwALx3gUGmPjWStAE+yc3/AesAy4wEcKUAyQ9swudcFCRs2tLCA8uAbgAcwYJw+cWQhwT/xGPwOqvTma4/SvB3OwvIwXYAyGmOO0hfmKMAe4r+iHOcB40L/MS8AA9fB8AB4ffPBBG0cWBoBLzgVoATaYmzxLnh0HeMA0+vq5JosNAAD9Th/iRwcYZC7BzAH0AMUAEi+Mm68DIAlgZmHFvMJky2/0EXPPPyecS72UB8B7n1f6G7cLhP6Coed8FgL0D4sjADgLBIAPv1UDK5TxAA+AybhTnmeOYBdMolwD8MiYs0ggcIQ5S5viwQw8994Pk34AEDKfcAcg0MKne/L9wrd/tjzA8+8Z+iMqnmUHxMLeeh9ixprreNaYczCBM3YI85F7igLNaL2AWn6PfninVOuz6LnV/n6NGLzKlzOAt9rpueIbFPxrjYKna3SweKTt6wrAw8CGsgXgAbr4G8UFuEM5w0hhin0u9Qb1dM4wpYu5DmWPYoeRox6UISAJRQfjtyuzTFrvpN1OrbkFxoBgRiQQYmdwtH6pi5VJjbffHy++xdjD1LYm9XZNt2viM5ZJjtdTy5zubXbS98ppQ0o31WpvcbFtPI+/HQCApL9qcUp1NIm9WwF9+O09l3uDtgTHK5+sN/MdwAEgRht/Hb7XfN3w7WotLTDgxv3C8qHgH8y8S4lDEzXYN8VAC8wVwAe/LYDMLwoXq3RdjTIHxpsZc5uOszroL/oP1ie7cbyCbTXGEO1NLlHngTnGwAFw0yPjzcetlKjRU+GbteHAyfpRrdNzi5wuP8vpir9y0o1O+oCT3u2ka5wKv6xTKtMkfdtJv3La17/QzIXbcsdpsDBZ+UK9RlqaVGyrlTqcwrQTufX0uFPQ7mw81mVPNUDOOHM/JE0eSTWrKzfLQA3sLABo9/AyYwE7i7M1WJps53Bv+8JFAlACdgBXmJfxMwQQwbYd1BEG0JkXmORhtphb+NbhewgwYu4wBm39C9QytMh8PwFKRO5iEmcuwYICyOjXcLdTevt47SwcLf3a6dDgEVYH40AZzOfcy1BxkuVN7A2mKxOMtwULLO+IJpi5+VDxCO0ZXGJz8Z7g/UqNNGq4MEkH8kfadQGpjD2LHBhb5msq0Wjs3+7CUm3RCXY/gHfmOkwm7eQbthkW8Y8tHuDxUvNJbVFA/A0bBUiAyeLb+9qh2L0S5gUNAOBljqIB/MBg8ALHTOeBGCCDvwF2gAUUP2YaTFzUQd3+Jcg9omQBjihPWA6AAACKY1wL/x9vloUpQrHTLhQ4L1UEcxUK29cLgAWcUh8sBIAV0w/neJDmy8IwogRQTDAinItC4uXu2SfaQPkoqwATgQkwKjASvl5vUkJhoDyo34tnXWA0qAPQghwO4HlHel+HV8hcD0YM4Z75P+ZtgKw3r/tzUGYABg/Q/HHOASDD+gDQEAAewAaAy7jxuwermPkQjjO2MCKe2aB+b5Zjt5QoQIGZ4VqMC9eKpq0gcjIadYnCBnih2GF56UfADOfTf7BRXmCQOO4TGQN2GGvahzCesGu+HGW9+ZXfaQvt5Lj/ALrRebBczEXmOnMUkMwxQBCAg/LeN6xSeg/YbMoA8DmHv7kX6gZQAKKiTBbPqe8HQCTjHBUWB4Bm5gzPGGDKC8wf4I52AaJoL+wc1+RaHPOLEQ/e/bkAKcCf7zOu7U2oXJM64j6l/twowANAU5YPwoIJJpZnlncGxwFfHGfu8/9oJC3nAK4BfrSFZ9CbPwHQvm5fv2+D/wbg8T7D/49nGFeBuNBe5gTMNHOcZ5lnhihg2umFuU9bEf9s+WwAvkz0m/cI/cpimHcFoPC/FsD7rdOG3MlmUuzfPE29menKtIw35QjrAEMB44LiRVGiMGHoYCowX2GCPZA8UsMdk9RdmmUKHaWGfxvKfm14hjn5cy4mXUyZz+bPNkARrndaE55pLAcMS1txvoazEw1MDqanSG1OT5TON/+rdEej2hNzrV2rS2dJu5weWOB0ZY3TbfOcVkxxyl5Vayxc7/B0dedmmWJ+JjxHuX31ym0bp9xIgzYFJ0rdTg+X3mH+d4PBZDOzAtIAMqsK55n51BILd9eqNOTMPItJGgUPw/dE4nwluyaqozBHu3S0MT+YnrlvWMAH0u+RHnTKd9a/anaGEcP8Sl9iauzeOUuJ9ol27vrgVL2Qf50xQQSAYBY1E/ZLTi+mTteK/Rfo+87p6nqn9zY6fXCa0zNHOK1vdCqe46QbnPTPTsWR2jLYfcRpY+YkM5EaGCnN09DAZCW7JyjbPU464Az04c+n1U7bksdpcGCyBjumGEjBXMkYA6AI0IAtJTqa9CmYWPv2TlfwhFNHdq5689PNhA6zuq+4SF3pWcZUcl0YM3zSMNFiyoXd5APoZz4Ahvg//nr42NFH/HadvqCtpeONISPgAXCHnxvt2KQTrc9gQ/GfDNc55bfXW0odveDUlpqvF4IzLAoXAIfp//rwvytMOg2OTDaGmj5mLgJKh4NJBsJTA03GYr/Uf5q1dSQ9QaXOWhUH63Soe56xkJic6ReYRMBqtm+c1genKNfX8GoaHlg8TPX0ByZgACntJlXKH1sws6BwAVDeFAdgQhHy8kc5AtR4KXqBkQIceYEBQ3mj8FAAKEX8qKiHFztmLQSlBmMBs4PpCCd0b/7w5jD/guYlDkvEyxDmA8HpG4CBwCBGgRSAjBV8FKRgKobx8y9/2oMAEAAVmMJg+2DivPiygFyUW1RgFQGu3sSLqZrymLC8AECioI3j+EP5elm9VxLvj+XN2Ch+z0QCflHKXlCMtrCWDJBQtxfK8X/YHgA3908/Ahg82xZlcTgPEAwYQfnBDnl/MeoBwAHuvCmUOpkbsFPMGcA9UaWUraQ0qZ97A/x4EA0w4DwvAC9AEMqVtlKvFxQiCreSAK4Aw7DEAHaYIczOACWEORStC/9MwHpUYMm4X87BjOaBDGVwHeAc7g0GC/bNJ5OGdWZ+UZ55xfyL9ivA0c/t6PX83yh42DPPjNI/PhqWZ9Iz6JT3CyLva8gYeHDj6/PfzD/ms2fOOA4w9ClGeDYxKbLAIqiIdkRBLXOexVw1AcRHAR1+kNXu088R6mJc6Ec+iH/2aRvH6GeERRuLFp5Rxj06HvzNwhNwx3jzbmCxwvyl76P1W2WRfzD1A8IAa/QR9x8PLKI4vpCMBcDOC0A/es+MvV+EEDnNoiI+r/y5lb7/ywG8fH+DgSH9zGl191nall9uJk0UE+lPthaWG6sBeCFyEHACOwc7AsADyPUlp6nYV2vRnCht2D4YmuH8JK0pnWmsFqYqFCrK+r7wT9S1a7bC+50eDt5hjA0+Z89mz1Zxe62Bit70DBUP1On+4D123UznePWmZpiC/0l4iUo9tXrwGKevvjzp+FzhnA59rclMnqnBRnUlZxlrhpLNHmhQMt2skcwEbS0tVyrVqEvDK40xw0cP8AGQHdw/WcHaGq0ML9BAOFX59joLYHi2cLYBG1gmzHi/Lb3R2MCDhSMNHAIiMAjCRgHiCF4obq8x4AyQ4d4I3uB8GCBYsC2Dx4vULvQH5mQAJn2G/+D+8Cg9GL5LpbZaPVZ8q+478Ce6pa58n2962Sn9za/c7+0vJ1TNnufKrN03nLoHZ2r4p5MEcO4PphooApB3hHO0L1yowdxkDaUmKeiuUXd+poL9TsGeGm3On6DWxEJl9owzlhawBeu0X0eZ+RygRrvZug7ANrhlirLPjdNA/xR1pudYIAM+by3hInWGs22+wODBoBLkgB8aJlXmxrbwOOtDgC4MF3UD7LieZ+pYWGwNl+vJ8M2WMgdmFDaQvoKZgyHk/I3BSQqfcApfcAr3OAUjNdocnKA9qSXqS07XrnCZurOzxHwpDNcpEZYBNYsT+gXfORYguAb0dM8QO4Ls7DvaWDn6BlO3nnq5j58o9wtuBsz3daXTVBipU7jLaUfxGGN7n9dZNv6wnwRVMNfxn6QfdoZHWyBKpRfGH3KMlzMvP5RsFDABcAAmCM7XPlKR/8eVAC8/Xq6e5YoqcxRC1HyBwgWooaxQNN5/h5d3/AWNSYZjABNeuCh/zyLiAM5vUYGF8C9mTC68+FmVAx4wxXkFGj0Hxc39eWGVzcsfZR8V2gcwjfrcAWJpg/dHjJaP/g2QxOxF2WgEZrQM7ASmQi8oFc94+WN8e5MbZVFU3gQNOPKCeZB7p72YvFCajCVghjYAur3QNwB57g9wyXmU8eyM9yXzQQssBmgbArMIywGrxTneL8zX7b/5PQp+aDepJbhmVABsKMyowB7Hj0V/h33z4JPjjB2MWCXB/BhlDinDnK+UjBgw6tk+2s+8ImWMfyai9cMOAaCj4wVQ9ubEaFn/N6wTHy+MGX1eSQAUfLzwzETH0B/nm3lAH/gFAMcATD6CFBaPZ96z3DDKuGh4Aaz6aGN/zH8zbiwciAb1QrviTJv/zX9Hn23mCc8pDBgBIwA/2Mm40N+w8jy/UcF0zRgyr/F/A1j5BQh184kLdQCmuVcfPAOAZhEVn4OMtZ/rvh76h3eRF8zyzDn6mkUli1+em9GEhR/sJ+/J/1IMXkcwV7Bjetjp4fQ79HTxXI0MNakzP1t7Bxar8HydtgfHGljAdIZixY9sQ+lkS9wLWOlOz1Sho075nnpTwrA3RCOmMo0WOYpChvmAhblDl5jS69s/3VJzYA7FjAfb8mL2dOW31Yt8cdrnNJCaYs7pON73arq6SzMNDMGSkGtu87lOX38F4AHyWv6xyUAC4BBHeu8bhr9be2qumRx/Ff6pgqTTr4I/Nf+vwcRkY3kAFe1b59rOEL8J32ZKvjuYqbDT6cXS6cZgwVbCZHJ/AGDYJ/yzaD9RmLCTtG1rsFyZ4fFaEbzNwJz3GwNsYq6kzwCC+B1irgQ08k2kLWCTOgEGIz0T9JvC23RHz19o1ctbk3GPHuDx9508cO98xRfvaqeDw0eqf+NU5fY2qL04z0ARwAtzNRG2nbnZZYZW442Byufrlc/V67nwDdqYPUl97dMMwGM6BYzBquJXCFgxXzltNqA6/NIkdW+bpYMjR5rPI8EX9B9mWEyXAH/AG2wbfQLA475YGBCYAgjiGvQjJmnAHSbw7flj9Wj4dgNKsIe0nXPpG9LY0GfUgy8nc5F9dUkTQ1AJqWHwK/xZ8OdakzpTbYn5Gk5NVLC1RncHH1QyN8H6gLaRGob7Ygxh40iEPXhgsvQTp2eHz7Y5Rx/qN04sfPLfrjeTdbmurAAAIABJREFULnP4+8Gntbu0VNrhpPudLW4K6+vsHmAFGUs+LIC4r7U6U13BLDPLj/YS+V1/9wCPlw8vq0oSX8Hy8o0qAV6SrNZRDrAoMCpe8E3CpBEXWB0AR5SZgkmJtgFWCZCCsoUFhEHxwss1ytb443yTvBjljC+YF9jFqNLzxwEegNmowBxEza78hmKAtYwqBO4X/y4AaCWB8UPh4BPHqh32AUBZSQCBHjjxO8oIv8O4YJYEWGIaIoiD+6Qfo2wjoIzrYrqMAj/PcmBa9oJCi4IFlC9AjfZQB3XR/x78o5xQ6JgkMf0B3hlD6sY0WElwuI9vfUWbARtRQVFH09LwGw7xmG4rCewdipU55wXXgahp0x/nGyAR90WsBqxgTwEgUQFYRBcr/jd85nyQgz8GKIiycP64/4Zli4JF2NP4osKXZd54FpxjsFYw0JUEUyJ1RQVzbZTRi/7GAsEHx/jjPINxFprf8DvDXy4qzMcoUI3+xt+8FxhXwBrziQ9sPQsVTMOwX96XNn4uIC4ajc3v3pzNnOXdAujmfQQz7uuP1wOLHV9YAVbpJ+8G4c+hn1i0RIUAp+hc4Jlh7tM25h/1V3sX+Xo8y+3bWGke+bKjff9HCDvaGX/A77w0t4bHK8BU9yh+aWfr8fAtGihMVWl7jQUJ6AqnLfnjTWHBsADwULSHsvO0vnSKmS33DC9VaXeNpfp4OHyHgZO/Cb8nfMheKp1mZkuiCAFEsBr4UhX21Vo0K+wGipxjzwZnK71jvPalF1ogxO7MMgvOwMTXrrkaCiZZO3xAw8iX67RzvtO3X06SCNA78LmJBhoATl7BAqq6hmbpQO5IAyowhphofxmUTc5EDz9Qercp8L27Fkt3OH0//LSBDPoi0zdObAEGqACEwCbdqz81Xz7a3lpYYKwWwSUweLB5AKrhwkRj4wBtABkYTBIuw4TChsEYrtepdu8AUcDvk6XzxT6ysHgAkB2ZY8T2ZIc65yn7cafHmspM5aWvgNonxzuFn3dmXgeItI/M02DbFBW7a81/DNBMvQSCYM5kyzbyAZZaawV4pZ3F3jo9H7ze+mf/0HxjS+lfWC7AD2MDwMPkCHSBxTr04hFKb2rSUHaS1hdPMTAPU4l5ulszre/pB8y79AnsZWd2tu4N36dMYbwBKAAeQIugEoATrGF+R712dyw1INihObZYYOy5vjfR8o2vHqBveHCiATB8OcNDTkFPjTDfv5Q+XftzRxkDi9n2jsJfKNfeYP2An6XvF4A0fdBdnKlgu5N+6PTC0OtskVDYVFeu+1qnwt/U2fUBvS+GpyvV3ig960RwC+bhwvp6A620ra8fN4cZ2pI93sYQYM01YQz/2OJNtAAX9s705q3odVAmcaWJgvamvGhZVuZRRY/CgamLC4AJc0lUfDBCFET533Gijr+keblWYmu4pyirQx2wQHHHapgb/H942UcFv0DYgShoIkUFoCYuBAVEc4XxO+3HhIYC8y90GEfMePF2URYGFKCG6ckL4MCDBlgs+hpQjKIE2HjwCMAEAEWT76KEuW50HKgXIMLxqHkPNiLuP4SfnmccAXi0EYYKIAUTyt9EtmJmA+Qi+Pv55NL+Hvw3ZvM4ywkbGw8cAdwBBqIC0IB9qTQn6Mu4yZs2RRnZaF38Fo8qrjQvOAe3AB8I4usA+HrfK3+MQACAdHyRQL9WyrvIeQBbzKAAHS88I1E/L38c1pmy0efycKwmINYHlfg6ACAA9rhwfRg5P4b+d+ZiJb9BFhRRJpHyhwOygDtYMuYjc5v7xjTvF1rcE2Cy0nuEurkPAq3iDCuMHOfiGuLdGDCZ+mctuqgB/GFRADzHTbIwuvG9a2GEffS77w/OxTfQC3OSdw/XY/HGe4nnMj6ffXm+fUQu59C/1cza0XOq/f2fDvBQ4sFGZwxeuqtR+V83KN9Xb6bJ8CEnXej0fPr1Opg9whQVIA0FOVCaoheD082Xqv3QXHO6Lx2qsUhK/Kh+VvpzA2mD/ZM1WJhibAYAAAarpbjIku0mkxMsGnNlcIGdh5myJzNDm3tPkL7jhAkUVoTAjf6+qRrZO8FMd7QBhqjwaJ3Crzhl3uM0Mt9p6KuTzO9pW2m5MYzUxzWHWyapf+00Y4FWli4w09r9pfdoRXChsV2/Kb3NwOfW5HK1tS/Qz8I/N0BGMMTwoUnqHZpuZkRT8DrdgFrxhVoVN9eqNz3dzLd4l10T/g+1pheaabo4XGtsI+dsyZ+g28OPqn9kqp4Pz7K6ACiYLQFemB1hv3YNHa38wTr1B+W27g0WKxlMsN0n6I/id5zSX3caudhpc7NT8vRX2Lv/Wd6LdiAzVQODUxXud2pLLLC+I99gIt1sfnEjA00KWmqUHmhUb26GXTM7PE4wll3Z2QbkMcECygDimETpA4AYZmaiaAk0Gdg+ReEmp2yhQV252fpSeLUxcpjzCY4hshbzJ0EaLAq+lr1M2f4GAf5L3TUWrQtgZp4ACM18H16k8GGn1LNNluomlW40BhJQDVCEFd0QnKwdwTGWJBvft+FDE83XsbS/Rr35GcoP1+lg8Qi9lD9NWwvHK71rvIIfO/0o/5eWL7B0aY0lz95XWKS1wRkGcmGGvb+j/sVp7fAZ2p47VuFVTvqsU/glp+xxTo8FF1p7SKsTbC5vEacvO2P5ghU1eix4q54vnaXixlqF25yGkpMtNU2us0G780vNv7LaQ//7HkcheBMNprqo+YU6vRKIgyBecN6nKnptTBkemHAcNg2/tbjAesWZPVbKmO7i7AHKHTAYV6L4DPqIR18/7YSV8T49/jgsiDfP+GO0FeUXF1brACwPCFES3G9cQXAejFD0fjkG8+CVDX5a/I1JBp+n+D3zoo8zNNQRNfH5IAsADeY2BGVJvZje/LXsh8j1MadGBRaNsrBwXjgGII4K/Y2PI2U9awrgwV8KZRlXgJwbD4bw9Xlzvg+28Mep35vbOUYf4/MWj5zkt2qLCUCij2b09WLCw0G+kgA0oyCaMtyfT6Hiz8EECoiNM4wANsYiKow/oAc2KSpEBVdK8ksZ5nkcWGC6gxmKC2C7UkBF1Ac2eg7jFA2w4DfmOQAjLiwSfOBG9DdAmPf388cZH57jONvG4sansfFl/TdjyYIgCtCi446ZmOeqmvj5WimXHnOUhY03a/v0Mbw/olYB2gCIp93eTO2v599t0cUD7HgcDANAuY8ocGTOsJDwCzGYY9wsqgkg0D+nsO/xhUa18yod/08HeP2paQo3uDIj8Yyz5LmZp8YLpakfO+l0p0cGLlLht/VqH5pnflk92ZkaGWlSS2GxMVq922eU03Zsd2oL5wszaGdyjnS9U6G1TsXWOj1YfJcp1BvDv1N/ZloZ4A00K9M1Tt2FmdpXXGgADHDQ1jbftuYqHqxVa36BVoRvU+6+BpEChFxuA+EUM9kaAP2Kk/h8xqnv2zMM1BBMcHDgCPNrA4x2bZij9MpG3a6P6bn8GxS01eh74V+rKztLuR31asvON9MfYBfmD58svm8NP6Hck+OUeqFJ95beZ75f+KWxZ2n4iJOecOpPTLWEyqT9wN8w2F+j9P5GFffUan3pVEvrsT11nJ7MvlmZgXFaVzrV2DsYMgI2DpSOVF9pugWYtO2fr9z6BqWL4w1EdhTnKj9cb5GubFWmm510tZO+5qQ3vGyafIuT/tFJl5dNiUPpyQbCs53jNNw2SeTx25NZosLGOmMR8ZnTVqdszzjtCZbogI7SYDjZzM7kHWT3EIAdDB7ADtMzJtaNxZMMgON/Bnub3T5OxW21BhRzXQ3mKweQI6gmP1SvntJMmwPpxHjLPfcvw19RbmeD5RYkenrVcDl3HgwaCbYfDN6lZ4tnW3JozKJrS2eoNFBrTCZtAASnc40ayTapOzlLW3PL1ZGfo4H+qcY8s6Ud917YV6dEdqJa+happWuRSs/U2g4gW3uXl/vptHLUcPvAPO3JL7VzCJZg3EqP1UifctrRcayGD0yS3uOkk50K73PaO93p6dR5xr6yE0YI480+wIzJ7U66zWlr8XgzkVv6mqecuvtmiQTS5Ho81FFONP0fHvj8S7rxS5fpxptu0vfv36CW+2/UDTdfr1tWdqvslZXS5ruu0TU3fVfXXPVDre7do/tvvEE3X3+LVnYHZrbyAA8zJoAsKrzAo2kq/G+VwBW/oTCiyXZRkjBZcYH5igMLFB+MQpTZ4DyCGIjAjb5gOY5yxm8rKjAs0aAJ/xt+NVGACBAE0FYCqQQLoFw8wIO9xJRVSaJAjN9h2XiRw1hhhqJ+/g87g4IhvUZUUHhx4MnvmEE9WwKo4D5pb5Tt8IrJKw5fr4/uhemJimc5ov5wgB4CY+ICG0e9Plqa4AKuj0ktHoXLuZjDfXRltC6Y1ziTyO+wwtF6ADL4Mvl7itYBm+iDEfxx+hWlS39HhTnk0+tEj/M3LEzcDAq7FF0MAGQAONQTF8zrUbDB3AZkMrZxgFdprH19+ObFQTKBDj6Aw5fjm7kIaI0KrHU1YMQzzJyMCqliKrHPANBKQINnOxqcQl34nrIQiQusdJwB9mX4LW4uhhH2IJHUMdUCaKgDYMocJKAiLgA7+t7PF54RyuJKEGUfeR/ABFYCeNQJkI8CUFLdRN9f/rqAyUoMHfcOA4+vcZyl9ufyzeLAP6f/5YIsLF3J82XFp1866Uyn/IP1KvXXSLc66TSnvlUzDESFq5xKfTVmWi1uqlVyb7MBvIGXppbNWfc5kTh5Rf5CaZuT/slJgMZ7nDZ3naDcUL1uDP5OpQMvK1NSc2xwKj1Uq+RIszaVTjQFCpO1ve046asvg0siUVvrlSg2S9c55W+rt4CBQqJe+YP1Cm97OQr0be7lTfac9JdOg98u++zl19dp6KXJxhBhrh18erIK99UZY9aXmC7td3qkcJEKe+qU319nvmn7M0cZsAO84RcGqIDlwQyHb9am/Im2dRfANpdoMEYIc25fdpoxdQRIDHVMKvttPVpu+wv5M8w0B2BtPzRPwQFngQeYHAF4sJA9iRkqDNRqODtJw20TlVk7XpnW8QbUhoYmqbShtpzv7gtlcHfX2U53v8NJ57tyouOPl9Ok4EPJ/q04+w+MTLF77M7MUmLzROW/V299mz3YIG12SiWbbMsuzMH4xGFC7tdUY8rIDYcPGYwdLBxsXkdpjtLpRgOmgLHgBad8S70Kz9VZapJ9wULz19sSHq9s/zjbSm1XYZkxj3zf2fcXCh93SmBSXeG0rX+5bg4+ZZG8MIqrim/Ujtwx5QXFrU5t6fJWb/tGFpof5aHiPPOxyyXqjYFjocF2be3FueX8jdudAJr44vVnpym/sV7JeycqeLDcR70bZ0j4Kh5RBsLDByepr2e62nfOMyBNRG728QYDeL2bZxhg0wnl8v0nOK2Z5rQmcaaN1/D+SQp//crc/l9OutZJl5XN49mOcRaUQTuS+5pt9xQAX+65BpGC5j9IfrW+ddmtWvPSeu3sTmuoe782P3S1rvp5iywOLPmwrr52jSUlD/pa1do/oO79m/XQ1Vfp5y0lS77Kih8ljLky6mvCtVDwRO3FpRK4ogzK0a+q+T8vYPz1UJxeOIYSiTMnKFVe0PFEpLBecdMddQHaor5JHCMpbXylznGAZ1SBorDwo6kkmDIx53mAh/IG8FWSKBDjdxRj1AeRe+W6gFPYI1bvXnyAQxy48jvMnr8myotPfGx8PT7wwis7wHAc+FIWMIQSiipdQA+BJXGhz1FI0bIAC9i0OMvLubAXUeDIMRhPFGglEB0H3Pg9AQgqCeAnDkIBhPhnRucV5zIfiG6OC2ZIAGGU3aEMbGs0cAbQSb2VJM7WYh5kPKkzDvAY62rjxb3GfeIA1DBqUYH15JmMBwd5VjRalr95bmBY4y4DlfzkaDN1R8GQrw+2PM6kci9RcOvL4soQ91nzv+FHGjfbA6i9fytjGA168fPXn8/8ARCS6zEuuAREmU0YZOZr3KcSEz7gthrA416jzwpjH18EcG1Yb1I9xQVGnWeKuVEJRFOePgZ4Y2onhyP+g9XKxuuv9P//dAbPFNQ/vxKJ+S0nLXAKv+kUAlJQXu9/WdHd8jJbRbTmlWVQpnVO4V87Fa+qMWf3xB0Ty6k6bnE6EBypp4fPtWAFy9NGCo+LnTY9dKIKO+rMHyp4/JW6X2GkYERaMov1eOktasvMV9uvFkivd2WA+bBTiEP73zvlf1hveen0YjmpcekEp+wyZ9ta6UNOyZ816welTyr8kdPILRPMpNZbmq70E40KL3Vip4vSk2Vm8qmONym80yl8ySmRatZIsUmZbeOV3dNgrBY5+TYVTpRQ4v/qtD1zrH5c+pjlXRt5ZoL0iTKwInozXO105chlCgHIsGlfLOfm25Q8UY8EF2nkoSZj/Ihu7RmZYUEIgDx88lqHFhp4wTxp245d6RRe5tSxba6MofzpK8mMASgvj8vli5yuAHzAMJHkmXY8XE723JGdY+ZeAFew15WZ2W87hRc4tXfOs8TMpYM1ltw3kZ6oRHGibRfXX5hqe9QOJyaanxqsZ2dytnL9DSIn3MDAVAtm2JdcpG3F4wzEho85hdzn5U7dyZkKDzjdXvioMvvGmwk81dpovoFtvQv0SNtFZbaLoIXLnA6sPlL3pN5vfalfOK3pPVMt3S8nvyav30VOQYtT8C2n9p/M1ZPJNyu8x9l8Yp6wj27fyDTlNjWYb15wZ/nes/vHS3c7rc+eouSTzdKlr9S1yGnoockqTnfSSc58LAvd9Rp8dqra75tr4Hzk0ASFXy+7I+RXNJhbgpY4dU132nGs0yOTndoPzNXjmbcovOOVBcV7yyAv/LhT7iSncK1TyIIIZne7U2LPRCX2T5SZcT/lFNxV8x+f9/xqffMr39ETq57RxoMp5TMJ9e56QN/41zv18A+/pevv+r6uvmGd8kTY9e7Srs6MMole7XrgG7rm4UGL9MNJGkdrXqZRvyNe8rww40qURsQVNMd4kaE04oCFY1FQwAsUc1z8hQ7AwwwUNbuiiPBZiYM+rsdqO5qiBLMSgCLO6lAWRePzwvF/WA7PkPH/qLDaZmXuAR6sG2kbKglALBphTFqZqAk0eg6/4d/nJR7g4I/zHfXhAtxhnq0UbejPgVnzJkX6EFYpblanLIEr9D1C/1cKduA37h+FGQWrsHScG/VNtIokAwQAy6jQ5jib5H+PM1Yo2iij58vxDQOFb1RUYNMY//jcRJEzj+MSD/7xv8P2Rh3t6etosIsvxzfPSbQdMDGwS5UAHg740bGO1sOzEzfHssAC8ESFtvjcgtHjBMJgiowLjvv0SZyVq+QnBwCtNk+JTI2aG5kzMIZcNy6AXPzsKgngOfpsUIZjPn8ljLJ/Bunb+PyhfDWGENeHOAsKiP8/7J0HnJ1Vmf+fOzWTSe89AdLo0kRBQEDAihVZxN4biquuq4sRXBRFEIK69I6AhR6JoYZAICEBEgippJdJm0wyfeaW33++77nP7vHde0d2dde/n8+ez+fOvXPvec972nue3/k95bBhiZ1uYHMBzuUAHqpyDyHD84C2IW1OQD1QsfJMpFk82sNzDYtXzjSAfoP9xA6XdZbnIg3wS/Vfue/+9wEe6r4PmnS+BTDT462ZqP0IHgx7dVb4vjDKpI9ZonokkG7ziaYdn6lKPD9bZtRLHwkgcX7+WM3beZzy/2TaNMGUPcvUON70ws8PVfesysRTNntNZbjXqcX7/tq0dcUovbp7WhKSovmOeml8EVDeWozz9g5T84y+eqHrcOlqk95nWj7ItLYnVAqBfmHy8teafpv7oLIfNbWcW6t13RPVtaNSbQtrpS8Hm6r8+aaOd5t2LBwWvvuDqbmjb2I3VUDtdpcJULirc4g2tIwPAOqzpqamAXqk+5TA0BFM+FiTiEGHk8M/mS7bcr70VVP+/abCMZYcobak7ZAkVlwSiPkrlrCQLav7Juzcsvz0xCv4tS2TlADWC00dR5rax5pax5q6b65MgCVq8vxZppYhpkIP+EsA3kSTzi0GOj4vMKTaZGruqk88V4lN17GmRvnfW8JcddaZcj/NqHVHXRIipVEDk9Ae7S21yj2SUXZZOOotu6BCe7IDEi9e2EiOT8vtySTAHJCfXVMhbPY4CQR2t0BbP2xauW9yoq5etOPIhHXFuzS7MJPYsO1eO0hLXj1E+kIAyjrVtOuawZrdeHrC7OpbpqUvHaK2R/uoY4qpE/D6uKltmqnt09V6deO0BBQm6mnGZ5tpV8MQZX9dkajg8zMzSTiTHG34oWnb3hHKPlAhnWBqH23qGGXa+eAQtdSZsmMDg6fVYc7s/tHgxHO3849Vyp9mKuwf1N/ZMabcUNOOgabnK00P03/zKxLVrz5jYjOhQ0z6ZHgOnq6xBFwmz8AvgldvokpHnX6UqXBUUZ2bfuq75uvyyx5JGDqpTQuuvUgzb75KF1+/UEnktHyj5v5qhn56zfWaeeEVmr32OV170UzdfNXFun5h25+oaNM2SsScYxdeKpVSZaBKKqUeA3C4YTVlYS/DIpdOADxOIIjZA4RezHrF1wC8YrYOgViOTUAdFYM0dtFpDz0vG+YMFs8BHjY8ODaUStwTux1PAORy4ULS4S2wQ6RtaYaGslAteTncA5VmrGL2+/m7Oy2gwsUpAXAGC5lOsHCE0SBxX8B3qeQhYCjXE3ZlMLqlAB4qVNTNngA9qHRLOcGQJwbcgLRS7JqXRfsRrnGCpUOgpgEem4MYlPo1mAQ4I+rf8Q6AikNW0GelmCryAkhiRx+M/Jl/pQBeOSaRcjDIj58HvqMtcZgVNkmwPWkbQ/ICRIizl247GxMAaBrgwejFzzHX0242J2x6eBZjR4u0PSDPdTl7QjyBPU4ldfPEPdiYpW3/WGNcBUqbAUbY3DInmbPpfoEdS5s1cA/u6adv+D15Z366swqaBDYw3K8cwKNdzGsSwA4TkVIJNS6AnfJila6znbB7aA9KJUAqbXNm8O9PRYsaFcH2sR7G50xTq/UwUqg9YShg9k4MNkZd+5nyx5pyczMJ8Fi2n+nhz4TwDy1f6RuYvgtNWzpG6bktxyh3pulWM60fYLo5Y1rzhX7KX2PatXlIwq50vd/UUG/KAfJgya7rCfmxsFL5f8mo49JKbcZDFPsmGKwvBcHffHpGu1qGCNYkO9CS4L/P4GiAIIXR+oFpUfeRajzJtOsYS9SFXUuqtOulIQkAbB5qajrRtKy/qePynjNbsWGDkVlria1WcirEzabOx6uVfyyjjsZqddI3Hze1rK/Tsq7p0p2hPpvqTXsR8sf3MGhHm25dfq4KJ5ia9zflDghODxj7Eww4YZPODGAQ+0bi3u3uGqRCg+nV1dNCvLUzTc/3N63MmF7NmNq/XxHA9bdNnZNMyxiX80wzppkuRNX4tuIYXVw81eJxU3ZVZWKn1tJWp+zjFYmKvPtg05OZ0M84X+SWZLRHA1R41tS0r38AJncVbcl+aeraVJ2EUMGGEHYzD1uKx+jZRVtHQOMTJn3atOkAU8Mhpvlbjk3Gb9e6IQGMXWTKE0PuGNOepwdozaL9gyr9s6bOetOefx6oh7edEWwnzzJteHacOm+o1oYBppW07VbT6uGmxrdktOXp0QmYT+zdOL3jaQvs5M8tcY7Iw5jeZolqm/HjhJH2WTWJ7ejTGdMLBMC+sVavZUxNsHjMKdrwBVP2Y5Whfd8xNU00re1nyn3etKvStLnCNNtMN2FkX2kqXG3avXlQODmEzUz/MPYvDjXdWBWcXfYMKLK3OGgcGMZo+0jTS7WmHCeO/NmUVXtrZ9H+zjPn1dXa8u/nzyrbrtbiYbQswK7SARzFXoIAjJjR89J4Z9ceu/pjMI2dSmzP5PnTu2oEYwy2PB9CLR2iBM9Kdr6lEvWLd8KAsnJqPoSY/4ZAhvEqxXBxH1gFhDlCCiEKYCqXN62i4tpSNkOUi62d27Txvxtew2ZxrzjBjLj6CkYSABTb38V5+QwYwOYOz0DYAsYCdXm6XDwb3SYS0IoKljFz4ePlorYC7ADSPKGGRF2WLpPfEcyooTyh1o+DY/v3/o5dlM8B7D4BPeUSQt6dS8jD/VF3IWjTdUEdjFdrnPgO1aUHkY5/iwU836NCjMPrxHnZ8Pi5uXwP44SZAXVIgy2YmnisvRz6n7mXZrnp69gMAbUxoD7dPi8nZmz5jnywqzjypOPvAdBigMxGAxMJngPUnICPGFxizuCsFmUDHEuF7OE3zA+Yv+nE3MJ2Mt0vjKMDaoAkGzhYPtYEyonZVMos5bxDWxnjtL0w+bE/dVAMe0zbYEzp73Sfkx87P7cFZkMXb1LSbeJ/1iOAKesfzyj1YO3DzIF1rlTCDpV60N+kvz+A99UeVmNKAHIAlM0ci3NGD4tyQhBW26tN+eNN64eY1pMPw/IZpjmjTPd+qkYPFd6h1i/WBRXut4O68qW1hyl7oulSjgLiBAYzvYCB+wXh98I007ZxpiVmyk/qUbECiM40FX5pCQvW+R3TYo5/mVOpxC7w3aZtw03bDzRlV1So8BHTvjrT5RxGjCr3w6bsG02dh5s27hqrLWdktPMIU2GdqeORGjW8NDxh27bVmHYfZnoBsPRtU8dIE56TWmPqPsW0b2AAbzBx+mZQB+4daNoxyJR9uiKx+0qOCDvXtLTWdHuF6alKU1e9aemSQ1Q4wNQ6ztQFU3SPiSPI9nQNVP6rPQwZzNSHTLnfVKghOyJxcih0mrZvHBYYqONMT5jpxQrT8oypG4YOAPoZU/sU03zq/EXTjINMF9JnAK7PBqYwUQn/LKiFC7NDu3VtUN92Tgwgpf0gS1jK3OyMdmuwCs+bGvaMUPaPFUEVjl0ZasonAFAZZXdkgvcuntRPmTaPMG0GtHyrB7g8EwD1M/0tic+3aNMRyQkabetrA+P5FVPXw5XaxjX3jdS6xRPC+J5sasqYdn95sGZvOS3HbR2UAAAgAElEQVQBzqj+G2cNUvfVlXpmkGnWsOCZumCIae3kjNb9fqI03SQ8hXGmecDUtaAqceBBZcw44uTQ/kxtMmebVvbXnicGSm82ze0xNH+gj6n7AtNCMzVyrB1OKZzhi8r7lKLt6btMrww0zTFT5ztMvyvOWcDd9Xg70vf/aGreXB/sHv+lh90eHgDenD6muypNrd/to1esZ56wYTnFtL3SlD3ItHmwaSYBqWHx/sqJXbzv+DmH0U+K4DbYVGEIXSoBmNh9e0L4l/JI5fdY5cPizG497aXn5cQ2UTB6sGfpOF2eF6Hodec795bz3+N3hIh7lWIDVEr4en4EpKsWESIApXIJBicGHzBTCK10gFauRwjENm20FecN7H5i9TF5sTlzNhS7PoRlb8nDbMyYMSNhGvDuQ62WZkQQuLA/jAOsA2AQG8lSdmcAS8Ctp/T88O95Rz3vsfL4H5BbLuYfvwM43HkAdWVvYDCt7oSZKQcIUVMDfuIEq0Vw7VKJejjwJw/tLaWi41o2Gu4xSv9xHwBbqQTAKeWYA7NXyrEg7enKRoGxLJd4hrC99AQ4gSnHVg4wEZsppD16eU7dBgzGnM8xSIMd49nzxNwqtw6gbi2l6sUmLQbDXha2nc6YwQ4DkLgeBhiW1Z9Rz8+zGvcXmxw38fA88XushWBOMa/pq1JgkOswe6CuJIB9b/OQPIA51Po8Q7DfzqTCasP+MS+wHcQ2l/Fnk8Z4xO36mwO8fONC3fPwav3H+eX7tPjun+tnl12myy6fqRseXKo9xcDpid0EAunNAWChcmyrK4IHGLFLTLszwYZr+xDTJtS33wyqxodGmua9y3R/97vVfGV9AswSx4gHTMs3TlXuM6Y7e9z6AS0IuJcBB5cE9Vt+iGlPhWlVlSl/WE/A2DcE793Ea/dSU/Y809aMafO6McqtzCSgoXW8qfUQU9eqqsSponOI6S4zLQU4nmPqOszUcUAAeI2f7KfOd5uy2yqUfzWjruerpbdbwgrmJpi2oFJDSGOT9UtTbkOFuo82NaGGhk3E7vCrpq6GKjWPMjUPMWXnVmhH57Cgtv6caU2fwFA+CyAeY9q4YpxQP9KewkkhruC23SPCyRqX1knvLNrnPYGjxZTEWxWP4LXNE9W9uVKF95hWmqlpgqkVIE09zglApG2I6QXG4UumWz9gug0HC1ii20z55aYCzNYNRe9aVLqNpvwNwSu0/fDQT4B3vGvzCyzxAs5urUhCjzTtGqDc/EwS5oZQLNjEAapbtvdVbl0mAdTEiNtWa9oO+ELVTJiQ95oe6Wv6Y8b04o7DEtXs+p3jg8PLD017Zg1IANWK3x2gF1YdntglFt5h2jfMtHPGUD264+QAFs8x7VgwVF2Lq/TkBNMjQ4Njzoappl0TM9o2a2RQhzPvMBtYbGrZ1lf5p0zLOg9U/qem3IMValg9IumvrZtGatvqkck8fbnG9BgbhY+YFvUcWbSb+n/egl0cABmQ91hoy2uDTE8zlqeZfsOh9j3na3I83EOchwlw+3xGW/eMCrameJcD2N5teqaPaVatqfM7NVpbYcoxzqea9sHanWzaNjXEaWw7/H8W4LHQu00MCxULWCnWg4UOAOHet/wPGIFpKZVQXWCnQsKepzfARDmAGwQ1CyMLaDn2DANqN24nP+qTWNUU1wW2zJk1VH7l7Ky4hrAnvujDdsDqlEswDggVTwA42CnqTh/GCdAXqw8BRCz2qJAQonECfHkIC373z3Ge+LMDY1Sr2KChvqIvYxW25yf2GH0KW4uNJcAFVi+teqX+sYMMdUBYljLMR/A6sIIpoTz6AnsohGKaPYk9UqkHgr9cAuDH/cP8KOUpzfUxgOV/2gBbRRnMDe4bh2cBVKCSpU2MWQxo0/WB5YK9IbFBgSUtlwAsgKd0IrRGKeDL/HTQxTU8M7F9abocwqTEYXsAg7SFZ4vnII5bCWPmtnywSLCZ2JJhG8ZcQFUPOHGGGFACO0VCfcq4OvuUrgfAL+2sxDUwv+nNBdc6oObezC3WEU8waWk1Oqw07DSJZ40x4plJ5/MyYs0C4JHngeexXDByWGSPEsCz4v3k5ZV7B7xSF17u4U2b6Vf/HrtK/8ymjzkIYP2bA7zc2mv1uX92ux6ss7fq5s9+SbesXKu1r72sWReco3+cFY4rYbfDwo764f9e/9cH/zcH/mfmAGq0eFddbuH5r34PmHEVBYyKCzAYCGxoSIABdqSxYOd/FipPqIfSoRX8NxgBj9rPggrjBZPBYhoHcEVYAErY4bMYsrATfNkXUC/P32ObKBbOGAR4Hn+PvV1hYTDQhslg4Y/VUeRHHYXKCAHF2gYDWcqDjrwxgwGYQGAiLFnYYyBBXhxF3KYNAQd4RRADSnAOiQ24YzYBFRmqod4S9cWYHAYHAQ5jgSF6bDPm1zOuCHVALGAAcAxLAphNJ4Q7v5NQwdIumLw0eAXA0R6+Z+7QD9TDBZwzol4+Gwl3GsHLM20w7/l4R8jH6i+AEHVHHZkGjuSPVeqoUAHV1AvQ4vX38n2TgEqZe+C8UMqhh/yovx0MMGeYb4wjDgvpuHT0f6yy9vthc1nKdiz2dKVM5pCHCyoFrmCm3PuZPoDhhamEmWYOxLEZ2SA4IEal6ieZcL2rJAGUHiwb0wc31aCunt/bEL+z3qfDp7iHOsA+/WwBQnm+WCsAeDFIhcXm+Y8Taw7PBol5x/ixySjnkBMzw5wugQkH6xuRAkqp3rHNA4jTh6jIGZ/egDX14HnlGlTM1MftG+lj9z7nezZMjCWfWSfQMPD5/0+A97lv6KF2mpfV2ms/oS/cGehhBtjsQZlxoPavZYa78rMymymzx2W2UGavyYwd+Yri58tldpXMbpYZgTovl1W+JqvaXizntzK7rVjeLbLqjbLqfbJqfv+R7LjtstNao/L/TWY3yoxo1tz3EpldKxvYIbNHZXa3zH5XrNs1sv3aZYO3yiY2auiTO5MAyvtd95rsBMlqOFyanQJ1eExm1xTfX5HZfTKbJcuskFXultk9xXpyFif3mCuzpTJ7RGZ/DPkrt8oGS/YGyaZKdrTUd26zMpfvkRn3or7ci36aJbPNMtsqsw2yqQXZoC5Z1Suy8XlZzTbZATnZ0AZZ9SrZZMmmN8rsZzJ7RTawQTasW9anXWbbZPt1Jfezyhdkg+bofVvv0bc7LpFdVZDdLdkHJfuWZGOaZDZfltkos6dlmfkyW15s+x2yKa2yUwqyim2hvhnqTR765gaZ3RH6fFyLrA/9wosDyF+QDekOfTHsIdnXJJst2YeZ9PTlwzJ7XvYmyd6Xkw3rklXSz5xtyZjeGfXvg7Iq7k/fcP9niv12vyyzXjZqr6yedpCHmEh3hD57l2RDuB9tWyp7e4tsT0H2FfqZui8O9azif+qzQGYvyuwumV0mO6dT9hnJzpHsbM5LZZyZa8U8t2VlRzN2V8hqm3Xq8jla1jxddVeulf1Esi9Ldp5k8yQ7OR/GY1xWllkqe0ayX0k2bqvsvQXZPxRkJ+RkfZnb3nbayZFXPA//oTZJVry/wh+ErDNxLPAIB4Qh7J3barEgszABGDyh1nLQ4ewZC1+phG0ftmokFkMWXBgnyowXUwAscb9glGAdAFYsijAEaUBBWdgOIjBIsCvY4JVLsaE5YAbjaHb3HjMu9vKlLNRGqL3oG+qJwEV9nW4jAM3DgyCMADYAWgRNrD6mXoAqt2kDsAOIYDtI2IK5LST/A3AdsKI2itmd5ILUH4A59pIIfupKfwFOAX7pBPAAvNJ2DymCAHSVaZwfltGNyrEDRAADvGNVvuen7WwGAEIARxgXgDdOM9wzHkPAiB9xBZvqalIvK36HLUP96IlxBpgDitLjQR6AJX1NAug4Y8YJHgBNB3z8zpyG/WKsACrY1ZWz+eT58NAc9Lc/E9SHzw7IKDcdqw5TCNSgqJZR67LBIdSQM84eNJdrAWF+fJwzRWnwzbPhLB19x/+ADp4hNi6xwT82aQ7SeN6dNWO+eIxC5perVFFV48UNQKG+btNG3Tz5WKIujc0O+J1x4R4w1rGNLL8BqKkD9rsAMC+H32B7na3z+zC+9C3X4diF2QHPbrmEqpu5CfHE88VmgzUGFr4Um839ec7oN+YGoJO5G6u40/diMwKbzbWAWVfr4uBDXQGgsQmIb4xhFPn9/0+A94nTdM7Xv6FvnP81/ePFv9WrraHZAeAB0gBFgD1A0bwIVAHyVsoy+2QZQM3zRUC4ugiCEGS/jMAawIjyAEkI39lBGNY1yCq49l9lR26WHb1OZr8oCvrbi2AQYPdzmd0iq1go69H2BbCJFwtgDIF+r2x4l2zwZtmQBlXd25XEaTviD4tlX5ds8EtFIQ9AART+pFhfQMccWd9VshEtsmGSZQhiSj6AKoBlUQBaRhmbQhtqdgWA0b9DNk2yw6T6l5pVd//KotAGLADwAMdLZH2zAYzUtMnGF2QDCZw6R1bZIMs0yfpR9xZZVYvsIMBBXma/ko1skk3Kyia3yqo6ZJmtskGdstGSDWiXjdygt+ybmwQZzpz9C9XOuFJ2ZQ+g/bFkg5plVWtl/faGMaxplVUDlNjx3iEb0yg7lgetOGZDGmR9Adv0D+AeYHqVbGS3bOA+WdJ+wNKLsgpA9tOyoQtk35DsIcm+QhsBLb+TZRbJ3ivZ+5tk++dl/XYUwe4tRaD2b7LK9WE+VS+X9UGVsjpsBqp4oB6V1bbKDs3LBlNHxoQNxN2ywwqykyQbAcB7QpZ5VfblLmUasrJvAUKZD6/IKl6T9aNOrxZBOhsUDrP/sezYRtkZkp0o2ZkAPMbiOVkt43uvbHFW9lbqd7OsT6fOWPGwnsm9SX2ubJFdLtkMyf5Bsk3F9+9L9rG8rHKRbLGKc65FNj0rm1KQ7Z+T1fKcMB8A7mwA2EAAWv+YXmv+4v9jgOdghXeACAswwggVJEIDUOYJ4e2sAF5rGISXS4A6By8ANhw7UJshXOMYVyyygEb3BGThxUAZ1quUTRtsoAsoQmm4CrZUPWAFUdWwU6ddCCVfxBF+MUMHa4FAAODB2MCOYCcGGEJ44dUHq0aK7epgFQBXMBFEw097CgN+XAUI8ECQeIJdgE1xRioul/ZTXwSU/+7X+TuMFkIHds5VZjhKpIUv+QGBCFNYV0AuifrAkKQTzBQ2b9Qd4cR4AEBKjbcDK2wYEZQOXhCEADTqT5+SEMIIYxJMCGpXmDDs7XzDkfzYw9wAvmNvX8YGwFMO4KGmdDYUlhjASV1cDQ2Ic5MBgBVzkLbTLzC9gFH6h1cM2mBh/BmA7aMcDPgZH5i/OLRIXGcYSJxCuIerLWGx6U+PBQnAdCYI8MgzQl+hBmZsHZR5nxDeA9YRBhwQDogFuAIs6Vva6swfzycAkORAHmaJ9tLvJJg2D+vCuHB/gIjPD9hod46gP6k75cPE8Sx7op+pB2x8KYDHmAHssYlNq7hpC4xx2gaSZ4r7sXYwNvFRe35ff3fAzqYCgMe8hU2lj0oBPK6jv+h71LvUCXBcztyE9ZB57vMLExbmpm80YJXjuHpeL955vmkHgND7Mv799X7+iw11Sqpo/53B+9NqMGET0FazQjYalg5wA8MC6AL4IMgflGXaZBUwLAhlWAlYCgdTsBPk53vKe7LIkKwtgkWAEwwLTNHvZYfvkp3A9QCMpwMgGLYhALuESZwrq5wnmwLAA9hRD0AIB2g/LuuPEF0sG7pc1Qs6k7Nx39d4TxDIE2FmAKuwcTcV78k9uP5x2cDXZAfDeklWhb6d76n7Mpm9XASqADaYpiITlnlJBkA9WrJ3S9NXv6rBfyAvApy+mh2AZGZVAKUVO2VVTbJRufBK+vA52aB2WU1OVrNXVtMgO02y0QCTy2RjdskOycsmt8lqd8mq9siq2gMQHZOT7ZfVm9rnJ0eAHXH+uzTqgs+r6qVu2RxYyz2y6r2yWsZvnSyzXVYBsGQ8/k02pFV2GOAJBnazbHiuCCwZP/LQhqtk4woBfNqtMrteVrVS1gdw9UfZkCdlH+thMGdJ9h2A0hNhLCuWyt4Jm9gtO7ggq4PxY47ADsLiweBSl9my/rtlg9vChqFPg2wMc+AFWf/mABLH8xvAn369SzZgjWxil2wYwHW2rHKx7NtSxfZuVfwARo+yN8uqdxSZRoAagB0gC6i6TjaqLfw2rEM2gXovkPXdIBsAwP2NbHVWdgpz83ZZv7zesXRWEptwIAweAO98yT7RA2p3Fdm8eyT7ZkFWvUb2XM8culiykXnZgXnZMZK9pSDLwMqyofA+4Hlgjr34pw/fX+G/GOCxIANmAGMIL8ABjhQsaOzUWch8x83/rjaDnQM8eQL8xDZu7HgBX6hjWOB4wZIBmmIDagAewgxWjt00RsoAMxZegFHsZci92D27wEXQ9sZyAeAQiqxXqH1jFQ+AAvbGBSLgFXYFAUs/uNqI+tMHAEJf5BEe2LGREAqAR7w2aZuzMN4v9J0DHxi7WK3Hb/SFq7I9Xh0MH9fACjAeCGgfAy+Xd1gn+hVASh4S7YF1c6Dl+RH2gBHaArNEcrWa5/F37slY8zsCE0AEoxerbj0vII7+YC4gUOOEQwz1c1bS4/xRFkAXocrvjA3vzhpSBoKfPqDdvNh8wIqUA3gIUgAJeQFfjBttcJs42kB9SMwpNi8w14Bj8vKZOjDGADMHefSZ1x/QwZwmH2wNrJLbMgIEGTcYTZKPDeVRJzYWlAsgd4cD2DSAHWCDMmG+qBcgCzDK/I4TTDfzjXv5nEQFjeMFYJHNCACQxGYBMEdiThJuB7DjrB7f8+wD+En+vDKvAafMH551QCP2ioAs6ggLyfMUs6uogwHgsIrUg3FFVesJ9h6mkHvHz77/Dsvp9n/+HeCJ55/7M1foRxjuUglnBsAu/ef973MG29tSif6lPjwX9A/XpgM0+3UAOBj6ONE38XoS/xZ/hsGjzTz3f2OAd43OPf1cff3883X+N76jmxZt0M29AbzM7sBSjUEQO8CDuYN9AGDB0iFQdxbBG2pA1IiAA8AbTNEDMmuWVQAIYPDmyQZulfWDteP3VcXvl8sOaZOd2lwEeICoVbIBOVkGcLhEVrlBVrUsALHMU4GhSeoRWJCgYm2SDdut8Rs2JMdqzSscp/0efU12BMJ6nqwChu0+WZ8lRcBBnR6W1W0MIGxwVlYLy1UEsIkK2kEe12yR9VkvOxrA8ryscpnsQMlOlyauX6t+DyDsYP0ApgC8n8rqN8pGSTYMVm5XUM9WAASp9zJZ1V7ZRADAZln9JtmZkg2FibpCNnWn7PBu2WiAGCBnq6yuRTahqBo+qKBTO+ckR4t9bsYIHTPj7Rqyd5cGrGqSTd8kqwGwrJJV0c+0CzYLNe3lsop5srEAyedkNe0ByB0Ag7lWVrVelmEcfy4b1iargT1EjfkzWWa5rJK6XCHrP0v20R4wc7VkP5WsL+2n3bNlJ+4LalDU2P2YQ6g8GXPYzadkwwFWa2RDmmWD6ZvFsj7bA0NX1RgA2FkF2VGwf9wb9usZWeZJ2SRYTMZqrWzIUtk/SbauILuY+18f5krtvsB+VjB/AJ6o2dk83C47ICurb5ANgOVkg/KyrH+jrC9s9d2yp7OyE2jzAtnYgj645Td6vvtI9Z3ZEIDdP0mZj+dUuaVb9oGc7C6p6lvdspoNslsl+2cYxiK79x4FdfUU5gzlM+4vh35MNikL4/Xir/I5BnjsnFlEYRrYLbMYs0g6W8PC7kwaAgzwgPqMxRG7NuxXYBoQFC4sqSRsAGWy4MN0IFxYdCmD+7lxNwAPJgm1IsKN+8EmIpwBIoCcmGmDWUKAu52L2xPFHeMsHUKONiF4ABGx7R91YUFHMPAZcEZeAB72PwAJT4AmBA4sAkwWqkAEDgnDbz9CCvUWIIC6xYnv6GfUurGAJQ8qUsAsycN9IDjoZ0ACbARAAgCH5iRO2CnSl4BrbBM9kT+tegUUI9QAox4LkH6iv2EeubfH3EMgMQawLpQPAKFtfJ+2aXIwCIOYtsuC0UKoMYYkjM5hX139j0obdRrsJ2NBe2NgwDyk77GP8zLKATw/ZQVwgjBlTFHpOtsLUCMPbKiHuWFjw5wlL9f5eaQwba5m9Bh7Pt+8z9kgwELCZAF8YMAoG0BMeWx2AHSMOZsMwDIgiD5120RYMQAf1wNmeGfsALKwRvS9z2X6j+eNDQ3ggmeKZ4nkAI854CDWNyHUBXDMM8+cim0BaRMgGpU65aKm9Q0dfQe7x+aDerHpYw6ySeN+MZjHQQN2ju8Aw4Dq2L7SgT3Prcd5TCpe/MO8oB/SiTWFdvIOw+9rUjqfM/WASO7hCVBWLkYmIBVVNC/qxPxmvNJMImXRbp8bXjbl0ke9JdYb6g8opl5/U4DXW0XTvyUMXv+9wc5sEAwKIAfBDgsCgIHhQt0KkFkjS9idh2UVCGPYMtRR2D0B1HbLahHmTKR7ZMM2ygahkkNoo659WFa9RTa1S3YsQBBgAYB8WTYmH9iYulbZIATwWtlHYKcWBdCQQfWLChc2bousul02dYemblyu7+sHWqUD9PWWnytzIkD0YVk/2KIG2aEFWV/AJGzeb2V1K2X9YLx2yCoAL7TxYVlmb2C+AEYZmLAXZQNWyt4BIJkrG7BbNhb1nDTitW2qupoyAYeUAUPzk3DPkQr5KG8/BaYnyTdf1mdvqE/FxqCufk9BNh6V6E2y8QCdFlkNQGybLLMllHNqD6Cqy8qO6dA7Cw+Ks3K/MmOQPnThQTpBT2rQ1kbZma2yoS2y6nWy8YALZ7Fg7C6TVSyQTeb7J4NquH6rbFJOht3agB5VJMxaotJkPBhP+vpKWWaNrC/jN1PW7zElqsofSvY9yfoDlgBid8sO3h2AznTUrA6aGafrg6q5vkNW0SwblZfV094XZXXLZfvDhO2VVTbJTu+WvYsyAYbPyTIbZLBusKZDmmTDi3aQn5JsI3UAzMHsLpIxZ1BpJwzsSlktcwBb0jtkR+aDOrp+b5hXtl5W2SjLMEcfkV1SkL2defZ8Ymf5uY3XJGcS116yLYC1f8TOsSDblJe9q0N2qQLQHb1J9oMeQHtZUf17NmpqyRivd/i43x6YX8BgMs/+M8BrXXqXLrvsl/rVZT/WDfN3anX6LNquBZr5rRm66lcz9aPL7tWqVffrqpnX6MrrHtH2fFDNIbRJCAAEKQIWIYpAQ7g4gwHwimPfwVwgaFj0eaEmZYFESMAwODvhnmrYKjnb5esIzIQzDQheBDyLN4IVIeT3Jj/gDiHqakrqCwDz+7O7hxnjexIAhN8AY65i5H+EeTrRVgAPgArDa/KghgEMOgiKrwGQIOhgN8hDnbhPzNrRP+m4gKiAAC4IE1d/ebmwVoBF2ky/w5LBZiDwnSEAqGKLFNtY+fW8M0axegkgh8oyrgfCjjz0RcyUodaifh7agfK4D+1HTY/qDZUeQAuVFkxYnAB2qOYAiox/OjEujCk2m9hFoeJH3U3+OMGSUDcHzvzGfIRtQ3B7SA/6AYBEWZTN3GEjwRigwoWxcTYTwOIBjAFDlM8LYQtYBYzBoKUTIIbngf53wY8zC2POPRHcAC/KpzyM7AFxJMaN3wBzADE2BowF7BogirF1r03s+8gPqKNdMLj0syfAIRsPT7SN+6Hu4xpP1JH+AAgD5igDoAJgAUDT13zPPEon7xPWAwA6/QjABAyjPicxL0mo4VHXO/jkO+YS9wHYwW6iLmZTBwvuCSDLs03/pVXx5KG+bIJoR5wYI77nWp411hHmazoxV9nAMLdcLU0emEUYNF8b4usoj3lJ+wG/JMaAcY4T19J/bmbgvwHUY/tk/97fGXfKps30CZ/jZ9Tzvd73v1hF+3pvRL4A8Npk2JihdkqYh40BCCSgDVXTS4HZSUAdghPHB5gpQB2sHkDvJVl1m6wa4ANrd49swDrZYIAFLB+s2GJZNarLVtnxdBrAkbKeDAxT/z2yETnZwN2ySdtkgIk+m2T922UZ1K4/LoKPhbKJnbLD8jpsxYv6pG7QizpMt+pc1Z0Ga/WH4LAwvQgKEkYFWzMEBm3ELrBBVgmgxQ4QhhLGb5OscrOsL3X7raz/fNnHUDtulx0l2fjOREU74ZX1yvwMgApTRFt5vyEAiaFtMkAe1xwG04UaErZpbWChDoTBQzW8NDg+YBsG0B3VIatrLzqiAKo2BpXtZ3sM+Ye3qvKQvfqEbtQFulAfnzFeZ104Xd/UTzV0/U7ZZzpD3ca1y95UkFXSHsAd43K5rN8q2WGMw7NF8PpCAFUjmmX9ANS0hWuwaWOcAOzYQm6U1QK6UF/OCYzWd4sABzCZgLGZssN3yLBN67dP1geQiIqbNgPAmoJ6vzYbVMUJW7hF1rdR1qc7qJXpqyP2yt4FuF1TVDk3yQ5VsFMcDIBVcKK5WBq8Zbfs077ZeFk2qCDrB6hbLqtokQ1Gpcv8BHxmZQflZWPzsnHYIb0QnGz4rWah7AOF4EBT+0rCGH+74RKtbJyiIT9YG9TGP5LsXwuyjXnZm/KBQfxOjy3iUS0B4MFoAjoBidginlx06MDeENOGMc2yOsAoz8qS1KPZrFk/uVzPcd56fpfWrdutxvRZtF3zdOXlj6qpZatmXXSJ/rB1uzYsfUg/+fGdei2nhNVA4MD84HHJrp0FHbCTVu0RkgQB6gnjdFQ/ACt2pnGCQUDdSgJcsOizSKdjZqXjfTnIQShSlzixwAL+EDa+uMOgAUoQWh4vDuEH6xJ7tCHUAQnUIW5DXD4MD6DUvV0pm8XY2ZE4L8LNmT3uDSiDrYgdPQAXqN5ICBFUf+RBQACkYanSiTrAEJAfRoU+Ziz43xOMJ32O/RYsZpxg0QCocaKPYwFEvWBVaFta4KFuw9Cd3wCHAEYEHcDa1eGUDThJq6oQqqi3qRsAplSCZYUhYxPA3KEfuEecqBN5AAvuLAG4pE68ABcwR/4/74Br/79O3kUAACAASURBVN/t0wCqzDv6CGEP+PTkeXlHuNPXMavr+QAanpd5QJ1op6szPR/2euSDWWU+0gbmL9cDIh2UMg6wcbSLTYWDW9+MMD89VJGXzTvPktuY0h5YQe7HJoF2lko817CF1IU5RNlsTMptDgChlAlbzrurrikfkBInN8tgjXD1OYwg4wvQ9/BKXEf7AZckNmn8Tx/Em8W4bOoHIIsTfU4bnJ3mnXzpZ9Pt7QDS8bNIHwAKXXXP/3FiM0WbHdSxeaH9cQIUs/FLX8vGA4DviX7AlhO7RjYHMOCUzRxgjeX5Kvd8eBm9vf/vA7zEZupZWcV9sioAHODAGTtAwprgZNEH9oXG3lIESqgDEbSwfgtl9QAjgBKA50lZ3epglwVLhMDPAFyWyfoskx2PVydqYADBHFn11gD+JuCh+Jps3JbgRIDTwgDACUIS2zCAWkNQ+x0jHbryJR2xZZE+2naLfqf3a8DZgJNrZf3WyaYXZOdKhjoS8Ak7VUGdYSU3B7VeJYKXMgGQa2SVG4v3u0bWD3VyTgbwPEuyaYVEiNcualfNbbBStBuACoC9Vza6VdanKdyPvjgOoIfKGEA3V1axXTYWMEVbsAXMy95H3RpCf4zeJeu/UXZUl6xirezoYv2H7lP14c36tK7TweuXavDzT+vrKz+XnMM6ffsy2TmFABbfomAP1xd1OSpaHGZ+IRveIHsD4GmJbDS2lItlqI6PKchGF2Qj+A2WFfUmwIh23ROcYyrYLT8kGzg7MFff7PGkPXZPUZ1Ov10ho944IsDSAWQTRwnajYq2WVbbKDvcvX1vlGGrWEteNgcI4SWyia2yg3LB2WRMt6xqTXCMmLBVVvmirO9W2Wn5xKN1RPc2Zc6FsWMcV8jq87Ja7vecrC/zinJx1pgtOygrO1ayI5gHeVndNlkV7DSM6koZqnqcObjHgTldsOpCbdo9VsNuXJvY+9lF2N4VZGsLsqE9TjB39PTZtQXZkZ3h9+sk+7xkby0CO7xu8agFHFfskQ2DKYUhBfA+kXru9+r+S2dqcThoVitXblN7+izae36tH33l+7rmxtt036Jt6upq176dK/XAJZdp1p5wZBSLDy8WJhZ5VFWlWC4WLAQpggkVA/Y/XFcqL4wEu2ASgIR8CFIHfd4QykQgeGLxZLEFaLh3qv/GO2wgIIbyPJwFC7mzkAAP6sPvvAB6sHzYVsEcAWTd4SMul88svghXV6eQDwBSKsFMuAoMdS6gCmCDOtoTwpzdPYk+oz7U3e3Z3MDe8/OOCtlVVwAE1N4IxHTCPpHyvI/5nb5zhizOD7OFgPSEKhkQBGOUTtjwUS4CC1UjTi/UiX7w9nINTAQMGwLc2VHUy7CaXA+AK5VcPYxqn3ywGvRNqQQ4QziSUH2TnzohxJl/AGYYH/qY3/yFUKXNAG++g5ljTjn7RHmo171M8ngojlL1oCzyAOIAFXwux1AyBoBR6k35zFGACfOOxO8OJPnsIJb5Q7mwvu5xHteFZxMgzDWYQZCXjRObjFKhcLiWjQwMO4n8vBh7wEepxCaCZw4VKHlRlwLESqkqmbvMexLtQ8XL2LARSIMzAJAz25hbUDZsGutHqcR4xmpd8vhmzdl+gCVsHhstT9SBuUhfU6e0aQKbJ9YD5jRrDnlh6elHyqFOPt9YL5gzqN59vFDDoiFIJ+aH2+nyG4wqbUQlyzsvnjXGkBfPGKrq/276GwA8hPpy2ahu2f5ZWRUABE9EXjA6MF/rZJUIe1St18hqdwRmLflttqzixeCFmfwO4AE4rZQdnpdN3BVCeAxE3fmCrG69DFatChACIFhT/H9PUJ9x3YQeMHghqrPtMpi4akAeITiwpVsnG5pPWLXJK1dp3KIN6jOrTTM0Q/WfBZDi3blGtv/eIHgPKQRnBRjIitUBxGEPR5iSSu4PsAHYPiQbsCPUD5Ul9ml9OmVD2gO4AbB9Sjp00RINnLNH1h/AizMHbV0YvGQr1gdv2/o22TF52QAEOyAYIAsjBrChD5+XHQEjmJMN2BvUgW/E3m5fcL4gNAsM1vFFVuikvE7uflQTV61T5bxufWDf7/S4TtIxqxbI3laQvbsQjPxhkwbQ/zBsqGoBZ7tlRxS9O08syEZ2ygauCaCnf7esGpCFWgW7sWWyvrB2MLeAecD+H2T1C4Lq8UuSHcx3tBsASTiTbcFTdSBte7boVAGzeX0Ij8PGgLYdwX3uCmrfQahVlwenE8K7jGiTDcWZpDWwbvTPcW2y/bpl9diFPigb1pKAquPzT6nqM6iSqeNSWV2P6rTvjuBlW8cmAwa6UVb5kmxaTvaBotp0aoestk3WD5C7Rla9XnZAp2wyAPcF2eROfW/jD5PgzwN/v0f22x47xYukzE051W5vk02S6rc3a8C9TbKjsrLbe5xkri0yeISsIRQLdpXvlqx+Vyh/Ep7UPDfMgbQXbV6Nc3+lGT+9RtfPvFBXzF6r59Jn0cLgXTm3eFat1LbgWl0082ZddfH1WtgWjuXyRQg7KXb4qKti4OALEYIYmyYHAQAmro0dLDwvKiZnJ/gOwICwSMfKY/EEkKFSQxvAwo1Kh8XRQ6B4mbzD8Hl9XWUFM+E2Y56XcmHIUJEhtBxwoGoEfJZKqLYom8XdVb9pWzK/DntBVEaAV9RsXAcg83MwyYegdoEAw0keGMi0l6mXyXssOOlrXgj9NIMCwKA8ghp7gtUqBVRgUxBW1JkEewA4i22nvAyYJAQgKiTaRXgKhC3AEXs5GBNnExFkADoEPXVB4ML2wOik6+vlA15Re/I71wDCyiXKc1UWeXkhlEmoamE3ATywQwhn1L3koc/pY0ApIJ3vYNXSCZDpjhKxmjOdj/+ZN7A7Pu6AFk/UIVanYqrA/WGMmKOAOAf6fo2/A2Jhi1CFUk/AYTyHPB/ME8+J2yySFzYMJi8GMoyNs1psJMgHq8j9YZMxiSgHrLgXTCfXAJCYs7F61evCO/fh+XamlbUD1p1ngnlIcvDPs8j8AyjyfMM60hbAXqkEQHSWEcDFugAAY13ytnEd9sCw8gA0wB0bPRhyEsAsbif3pZ8Bf4wHawbg2DdKzCvmUGz3SX3pL9YRnDpgrF2FG9eb8eIZJVEP+oA+JKQO/cdnXp7+5mFSvCKv5z1R0Sb2aS/KJnUHdRWOCEmcO9R2gDtYqs2yzM6ieusmWU1jsBEjxh0queHbg71Ukh9mBzVgg+woAB4eoRsDi4MzxpgG2RFdgdkhnlif5qCOTJwDYA43y0ZsDCrBvi8HJmwANnqwb9TpOVm/9oQpG7G6Qf037JXdUNCopq2q+CLgFGCzVNZ3T7jnfoAa2DRYnS2yCkKR4JyQDbHpEmcEGLzbgmNDAmrul/VrCoxcv21BPYgR/UekAxe+ohFPbAvlJ3Umlts6WT2C/Plge9evOYT+qAMkwajhRbpeNr5dNgIht0R2eE52YFZW3RL6iTh+gANsuPD0BXjwjpr2dOmYhuc0dvtG2XVSvxX7dKc+rGPXPis7qiB7cyGAiy8QKmZNiDnXF+Zwnmw07Fch2MB9kFhtqI6bg1cpTGPCRLJzR03xsmx0l6xuR/D0TezxiEm4ILCNH4cJWxHam6in75JNWCP7NGrLXHCeSELFsDm4STZ0X3BqQX05GWeGV4LafmIu2EISrubg7mC7dko+sGyjAYq/kY3dJHtzPoB16kb4mA+3680dT6viYwA8NiaLw0YBlpc2JR6sfwyfcTiZmgv1BnjVbwl2fQDnwYDC5sC+vTEvG9UiOzSrr++8XGvbJ2ro7TtDGJRnpMrHshq4rzEp59SOOZp25/KECc08lZc9Ugi2otiL4nGLihZ7vGG7ZdUvywB4iWMJgDuENEg/l/muVrUUz5YlTuV/Pov2T6/Itrf++7m0qDp8AUKF5fZPcfgSvxqwRF4EOO8s3DAwLPLpxOLOggwAePDBB5OFHdDGNelEHRAOlAkz5rv1UgwX13p9seeBAeT/UiyD3wemhzqQYChdXeS/x+/sxAEVMBGAoJi1ivMhCLgviz9OCdQVBi9miWBlYHHoL4Qr+RE8gBps8EolBCeACeGMcOEahK6HZfBrGCv6jf5nXEgIctTrpRLMBcIQAQkTQbn0RbkE4IZ1YTwQVAhFVLYwpW4fRZmU4y8H/rS5XEJAupoeAVtqc+DXwjbBiMKC0beAV0A4c4vxYdPA5zgBshlDGEoAHmwf8ynNCPk12NZRf/L0lnAcIB8sHnOV/vEEuPMTVfgOAIuqEjUhTA3v7q3s1/g7amrKRW3vzg9snNKJecEY0F8wpYAZmFUY0dhGFHDFmLERoq9wAKB8QCeJsYlBTPo+3k7UpwBHZ5PT+fifTQbPIOCZDR1jFLPNADDmCAkgFYd6QUsAqC2VMHcAJOFwRd0BVtjrlVqT2OCQh3kJuOMzifkRB0jnWSQPY8GmCSYQkAnbC5sHqGS+pOeTb94olxfPQDrR575ZYiyYH7B6gHJ/huMN6N8hwAM0vSI7JheEfz2sFgb02FLBThETDVZot6wGJuIXIdTE2IKsFrDykuw9HQGIJYwfLNuqAAgPKsjGwArCIuG5+UfZgbuDypP4btx3YodsCiwKDNeOAL7qdoa6VNwvOw4m7NViEF4eaMDD9gQg1N3RoiP2LQ42YC/0eFh+HHVYMdgthvp4UKKiHYIKEaG7OsQqG9hSNPKn/rQXNur3svqirRoqO1RyiRfsVhm2c7BjX5feuOg5TXvkVVkNDB4syGOyzLZiSBEcCDoTu7kkhlsV7BPs2GxZ/fagFiUUCn0JM0loDRwysF8jXhsAj7AjfIb5wREBUPVe6eO7btLEV9fJfviM7Op5elf3Azps9YuyCW2yEe2hvM/R1qXB1q6O++yQTWmQfaXoAECoE9SshCiBuSNsS6KiJ5YhQuzVoCLGIWIwgABnhLtlQ14INmaAzSk9dajYJatl/JbIDt0k+6Vkn8ResC3Y9yXe2NfJhuwLLCSgFfvAft2yCe2yN/N/XjYkF1hW2vgP3YEtJU4gYzF2n+xYbBYBbhtk03pY34tzOq5rnjLvQ20ISwizslR2ImFKYIiZn3NlNYzjqqD2/RDBmfF23Rs8efH2xdt5QDY4SaDGJ8bhO6UPNd2tld2TNfiB3bLNUsWj3bJ78uqzry1hAj/ZcYPGXbcxUb1WbMzJnsjLprYHVT52eNhqAvYGrg+bGmLjTaBeLydOLenF5S/9H6ECY+O7TpgumLZYgMX38IWOd3bgLJjlUpwXQVsuL0wEeRHOqGaJI4UAKJficvmctpVJX4cwJB/2dTBRzgKl8/E/rCHgC/UqgrScYCYvAMvtpZzdjMuE2fG6Ui6fEbiwI87sxfn9MwwbDBVAhWtQzaUBnudFOCGoEOawS4DZUglA6HWhznwul5frEc4wUIwNQB3hDTiMAR75EGaonVH7wbhRbto7OK6Ps74IfvL1pqrCixu1H8IYRgeBj8oaBgivTliytED2NgKG2FAwBr0lhDPXAJZ6S7CgsNo4ajBP3caMa9IAj80EZQIYcEaBlfOTIdL3QFVMXlhl+hzwUS7BEpGXDQhqWVSp5I9V3A7wfL5hEsE1AH/qSZ166xN+A0h5XMRSjhBeP+Yo/QyTRz3YmMQesDHAczU3YA3wydgAWssl5h715gULRp1K1YXy2ECxbnh+NiC0M2b7AHj0G8CbfmRDyHXUizmGXaqrnOM6kZeyALFsJkvVmT6DoeS+MKWx2pjNCc5jcfo7BHgY1+O12SEbDVOGWhEVnAtQbJZWywbukI1AfXedrJLYY61FYb5B9qF88CKEqSPkRFVbUMsS3w07qMn5IOgJyovRO7ZndZxGsTsAA+yj8JTEKH5ye7BdO4Td/qpgU1W9W3ZYm2wcVDieLI2yQTkNvXGnvtf2w3DawPU4AAAUt8oInVGBI8VzSlSdeMCiKpzULntnm2xaS/BOJVAvzBK2WYAF4tMlXrGtsjF4eQL+1oYAxqgnPye96an5OmDualndK7Ih2HV1BFVuEgNusWxsMbguKt3EG/l3sqp1MlhI1HhHt8uqukIfwPZwAggMKDHUAD2cDIHKb+CeEEfv9BCG49zcrTph41zZB2fIPjFDdn9BNSs6ZNPbZcfnQzDj93N6BuwqzNwuWd9O2QkbA5CBxYIRxE7siKKtWh02gbCmsAK3yDLPyj5akE3JyQYj4Ojvp2RD5ga2CycLDwdyMABwpezt22TPKzggTGXuwFYVnR4I9YIjCadJcCoFXs2whnicEl8OZhX7xq9K9kX6gvnFaSM7ZYO7wpxMNhfZBOhXXJ/TMbnnVDmlSdYXL+022dj2AIwBcdjqYeOYtGuZ7Oyc7AKAv2QTCTS9NoBq7+MHi96vRwZHidObHtazuTeq/wN7hcmcrZEqG7o1fFuD7C3SuR23aiwAb1xeg7Y3quIZPJyVqG8TEIlN3icBdM8H1TgqdsDjOELQ/GnIjXjR+O9+BuCxcCJsWSBZtEupZ718X0R5Z/fODrVccpUneWGkYK9KJWfhYFFgmWAPyjFRLKY4WCBoUb2iQfhzCVBCHQCuqGZ6S6ioyQsQQz1basfu18OEAbCw+wNcAT7SCcGOUAGsscuHccEeB1VouQSbgIE89eBa1ErlAJ6DY2ytUN95sNy4bFhTykLNyLu/AAjlEqomz8e7nwYRAzzKhY2EnWFjgLoRG81SziPxfXwzQbkxyxLn4TMCGUYI43RUv4AqDNRhAAEyMIBpgAfj5PUGJPy5xHwifzrsTKnraBegGFVenNIAj/GDWYUBhlViDJ1Bjq/zzwBWHGtwUHFnDP8tfnd1IipJxpp5kWbFHeCRFwDD80z7GBv6Gmart4Tamn4F9MCC0pZyCZDpfc07DF3MeMcAjzI8L8wggKy3RNnMV1SrAEj6EPvbdGLNYDNI2YA1QBrrTpohB+Bh/8bzDyhlw8nGBQaXzQaf3aPZ7wFABLihoWDOxoDR8/i7O6iwxpUzAfG8f4cA7x5ZRbdsQJusDgG7UFZJKBJsplDRvhjUrQd0FdmImcEJYBDMU4essmg3hopqSKds7N4AiDLEwmsMwhcj+4O6Anv2hlxQ51W/JJvSGNilibA/RTum4buDgToMVz2A4VXZuGYZAAtnAYzXa5qTo8MmPLle93W9R5Vfy4ZQHdi0AQABeAANvD2x/+LFyRhH5GVn5mWHd4WjsHBmOL5FNhWVH2wQ7Z0fQNvhPfHWiMcHY4iqEfXnZ6WDnnxZ4+euDwCEmHfYywFaEvZvneyAjgBgML7vXzT+rwcgb5JdATvXJatuDcCWkygGNoUwJ4QZ4bgwHBYAajhs7I9TA8dl5fXtwiU6Z9ftsi9eoOpvfzcBeFVLu2XHtMjOzweV8wSCK++RHdwV1OkHFGTvaZH9pti3sEkwbUcDwHfLBnYXWUpYzzmyPq8FBoq6ECKlGrXqEln9/HBUGfXlelixI7LB6/j9TcJBNAmEPG6FrAaAh1H6a7IJHQFUwpK9rQgsOYqNUyU+iW1kdwKcEkBL/9ZgrPyobHyrbDLOJg2y2nUhfuAHpMrfdusQLVEGFpQ6EopmioKdHfUasaN4asiqcGrIDwoygD/MJSp5nDEIZXJKD3ijTtfAJHYF1epJWX165XUJgzfkiV2yp6U+G9pUvbFDg/ftSuo/pWWFqmd0JKrkY7qeU5/72oMHLYwgQPxOYuMB8JaEuII4X6ASnxTArC8Sf613hDzCG3WcL8DpExj8XghBwjKQD1UPNlB/TrWFkCE/IDJe/L1M3lnwyMN9EdCABgBRqUQ55HWwUipP+jvACgAJlglbmt4SAIk6I8QRBAjvcglVGHXxutOOUglhjJoV0Aa4i22DSuVHyAJGAbu8o15MAzycHBDAgCDuD6MFa1OKcUSwkwdh5fVFoJUK/ArIgOl0pg0AG6sfY4CHowNtoiw8O2FHEbbpMBLpNjrAi71a03n4H69Fry/1IAGA+A41uwM8QFqszkfIkof+IcG6wBqVS6VYmVJ53aYtZqnIlwZ4gDmAF2CCvoHdilV06bIBRtSZvkVFWi4BXmgXqj/AChuQNOMHwCPYL6wTTgWogKkLgIp51xu7yn1hqrgP16ISx/ygXCJEjY8PdQFMxixbOYCH3aCPZ7my4+/9PqXmCyy714HNBWNOH6bHCIDH80k93SyF5wEAS39SBoyxJ+YEINfLod9gW8slNzHhGcAesbf09wfwCEGSeH3mZWMIJbFMNr7oPZqEMlklq2kKIAl1KScUVGyRTW+THdAezk59Y0eI6g/zA5gazq5zZTg1ITmxAc/DXLDxwzt0IOrDZ2Sj9yasmAHwYLg+g1fnnmCnhVfoSHaiu2WHtgUgCFuC1ydHQh0uTXp6rZ7VGzX8Zw0hAO/HsTXrDrZcACRinhHAGbUcgh1WDfXnad3B7g+buLOag2doYmuIvdwK2eCmAKwSR5DnZWN3BebrO9L0x5dpyOydgSU7DOaMgMUwZ4CiDtnhnT0sW08bAXOTmmRVzUqOAJu+N5xd+l4YyuYAGHEkGdYpOyQb2LsxRSB5BkxXY1Bfovq7sKAv5n+pi3IXyD5/gfrO+KZsYUGJmhA2jHth/0VQYTx/34w38s5wfNZJ2CgWGTRCk8CeHt8dQsUwTgSFJkRLzc5w/i1OCQDhyp2yPq0h1MuIHucLYsDBUBE6BLYNZm5Eh+y9rbL5xVAhw7aE4MNJEOXG4ClMqJDTirZw2AtykgbOHnibJp6zHbKTcwEo1QEOnw2ere8qyKZxEkVTUA8DKn9Y0KDWRtn0jtDvjCvezajQ34qn627ZqM5w7i5BownKzHmxOKIA2Pt2BRaVoM2wp8mmZG8wHzgmrxNXPKGXCwdp1BNbVbWuU7W729WveZ+O2BeOZKtYk5P9C/Uu6GQ9qn4P7wtx8jgphH59vIdFvJSg3dtljCUqd2z+xrfIxmd7Wzf+W79hg8LihhoJdQTAyT3J0gXijeiLKQslasZyxuN+LUwG1wCW3CnCf+MdBgYhBaBCDQhLQn7ASjqx6LKb53fUvbz3BsDc3g9vQvK+noTAAIxR397YC8pCIFCuG6aX27m7xyZ9Sxv/XAKwAJTcfgeBnQZ47q3K+DmIRoi7M0l8D0Cb9xv1hfkEAMTG+Z4f9SN5YEl5R3DFKQZ4sJyARGyxHHBzDfXvLTnAw0Glt0Q5PuccEDBPGE+EOWp05o+zmIBeEnOSenicPmzi+B8h/5ckGETKcXs2LysN8AC+jIk7wrBhKRV3DpDKnEE9SLmwlLHzhpfPO31Bv/ECQAMYucadETwvAA9ABFOHqp88vAB5MM692TzCnJOX+jI//hwD6t62ACWeBeYibfeUBnjeH6w1tPX1JsA79So1X1iHvN7kwRwDYJpelxh7NBPu5Q7jTd+x+SLBwLttKf+zeWPuu6c+jCL9Wi7BKnN/XqXGOr7u7w/gwa4d2hyYG1SpeCQCyo6BocFjcncIRAyAmAolPkc2lMC0xdhf07LhqCYOZ+c6gFnffcE+b2qRPUOwYp8EWPkXQA1M3KrAbCCYUQ0TRmQGh7Vz8kBnsBXjCCjuzykPqOBgtKgvqq+3SuMWbNRSHaw3/uHZwNSc1SWbmA31mIRzx47AsMGuYIdGbDqC5wLKqOch3bKPNsuOwKbrJRlesDBqeIRSX4IBo0qGfYJB/LF0xMJF2m8hXqh52XuK4VAAyJwty9mxgMiTugOw4DsYvlqYzR4nBProQ4XQj9hqwfKhwvtWUVUIgP2aZO+D3WoPqlps5r4vfb7j6iQ0in30Ag274Mvq171XNRs7A5t2SdGeD6YI9e6p2K7tkY3pkh3XGc5URUUL4wXApV4wjiPWyAa0yqbmA9MEa0r4Fsatvks2dE04XmxsQzjFYnaPkwXeowQAxrGCcYAN+1mRRTuwQzayI5SPzSUsGepP+p/5wjvjBzBjDNgMEKj45KLaHiaM82wZJ1S41HXUplAOAIp7rgXMbgv3oJ7Y6A0BOMKAdsu+kJdNaQ5hcjivl77BWYP6MD7UnT4CoAL6hxKXMdRr8rxVmpc/ToP+2KiBbXs0qmWrhu9u0Gmts5P6V7/WqczVedlZBZ2rWzX97iWyk7OycwiE3AOMH+hhFH/NvOqSjdorw8ygjjN687L+f30VLeyQL0wwaOVCKLBAoeZxo2YYP17lbIt8QYPBoHw/kNu/93dYQVgGt5Njd8/h5i6sPR/vfI/qFps0r3M6/p7nR51CHoziAaJ8fj0JJoU+AOzGDhPxtaiFUbE6EwAzidB3QBnn5bPH00PIIgz/XOK+qPdgU6g3AiOtHsLBwNtFHkAPbF8pcIU6G4EGy4fQRtDDJKbZPuySEOyUB/BAAAJ042DTsB3eTtSA2EsC3LkG0O1xxMq1kfo509ebs4tfT8xDysYOi/rRf9wfkAoYYnyd2QLokWDrYPcc/MMGM67peHt+j9fzznzELg1Qi5d1nFAjxo5GqPwAeD5P6etSTBjsEG2DNeadVznbV1hd5gPPEf2NUwP502w79qWAf8CM9x352ETBjgNUSiVnbL0evJcyk4jZTgA0+WCamX+MQ+wZS5lxX6Fi9TnL/P2vpFLzGnDPfOB58Y0hjjnUCbOPONH/xC6MPZQBpeRPJ/oQ04D4TFlYWWeE0/n5n2fF+65UmJv4mr8/gIfQBZSgGkTgET4EOy0+D0LN2BXOLkXdhIov87xsQFcAhAjhQ/bKju4KJxwg0BDOtZz8sDcY08MqwQAC7hCsRP8HSBLqBKGLp+3odln/bHBkGNARTrvA3ou6VLXKDuySjczJRmCnBgAK4GjQvEY9qRP0tlVzVLEOAFUI9mVJ/YtqWOzvABMANBwYAIkH52RHFgI4QjX4FoIMrw7gArUlJzJMhgnaItuvx3uYeGgAxB9Lp788W8fPnxe8UGGiTiqqlwnHQqgPgAPODlfhcdoZvGv7t8nGd8n+tdjPMDvHZ2XHd8omNAcnBYABbeNa764+4QAAIABJREFUxmR6LqhD6YcfSee036Gde4dqv+9/Sof88GxN0DpNbF8bHEwAgVyDIwj1xJ6PY8NgrSiT3wBVABnGlWPXxhZBc3U2OGgAfAF+sGqJF2+x/2HHpjXK/q3H/g5HlruK9nYE/GUcAI2wfoAx5gjv2BqyIWBO4VDBZ/oJtpH+5/4AWwAtTjaAd1hBvgdYAwIZQ4JdT9kTAB71hnlbIdk3AH6FMJ9Qgw/bGoJxT8vLqNdxqFFbg10gfcL3lMmL/nlb0eaTeU8oFep4tHTkque1ct8U9b+3SRMb1mlE0zb1WdWu4/bOSzYE01pf1Yi7G2TnFvQl/UJHL1oQ7Ps+Acjrue8jPc8MoBK1LI4q9Aegk3iAw0KIiHix+Es/I+RZ+Fic+IxALxcnDtBBmBPUN76YxQtmui6xHVcp+xnyAzYQms5iICzKCX5UWa5S5v4wBtgQlkqosMjDfVEj89mBSan8CGn3mMPuDiAEkIvBjV/HQk95qIJgGlFX48kaqwk9L6AEo2vy80LwlxJWnp932AQXGACudGgZ8gBYUBnitce44CiTtjvyMhGmzlRwTBz1wKYprQ5ENQswgGFx9TtACpuvdELQA9QAUTArlImTBcxHbwmGCXYS4/iY7Sl3DYwLTiSMB6wiDh0kxh3hDIiCrUKFxrxlo4Btmgt45iCsJMAU9itts1fuvunvHczQzlLAn3nCPKAu1JV7ArQA/1xTau4RMsf7DftNQBjzsFSCBQagw3wRn458XJtmWLkWxpd5ST1hOhknfwbKgQ/mPIyxb0YoG8AWJ1eZw/Cz2aL+sKgAWBhW5ir9XS5Rpr/YcLyeVKrf/DrGlLnhCRbN16b0eoOTxhlnnPEnzx5Hr+Ehnk5sUujrOPEcM6al1gPyuekKzzp90lv6+wN4sFOAEgQhAAihCxCD8UF1OjkX1FAIaezu6ouOEvwOsDi8I5xMgX0WbM3wriBQsdmjbDxBiWfGPQACqM32z8sOzQUAgAH8G4ugArUZ8c7IS3kD9skqt4lTKxIPzMG5cD4rhvnfk2qe6dDtOkdzdKqGdO6UXdcVbK04BB5WDCAFoICtwwMUgMDZobA9gEWAAi/YF47zmtIV2DWAHcdqjes5f3RaU2BlyPcL6a3bH9OJzz0R7MLeXgiACWeB/TtCuwAigBUOq4fd5AiyoR3Bzg6VLCCHss6gDlnZxB626e4iOABoADhh9wBlgOJvB1bvlLZHld9mWt88QT/VN3WUFmpK9wrZzQoMHeXSt5wqwbUAbQAdwIMXQA+GFaCHV/FbUYkXGTTANgCMsaf+5GO8YfQIGI3zB0wYtnbEfqM8zoUFzKGCpBzqyn3xmD2vaKsHqN6vQ3ZWPjB9ADkAN3XgxfxApYwjxNeL8weAB9CjD7knYIn/2Qxw9uurPfPi55TTo/5mnM/rUcXWbZENh/EsBIb4jE5Z9Z5QJn19WDbMKdpH/wBaYTsBkYw9YHOCdOKyJ7Sq6wCNWrRV/V9u0sjGbapa1KUJ+9Yn7Tuh5UlNvX257OyC3q379Za1T4W6w7r+oqc/nuuZR3cUmUvmGX1+UUHGszDtP4cY6W0heT2/AeqcAUGV5wtw+lp246gXASeoiPya3hb0Xbt2JR6jCD4YlVIJ5gvQ5iE2nM0opc6FMcSOCJsw6okALafqQfBh+EycM8AE+WFByiUWdW+7Axb+dxscvw6w5YKZ33E04V4IaP6P1TOAIJwqyO/tQ9giLHpLMAuuVqbvStnsAYRdfQSwQ/iQt1SC/YrV7jBvgOq0nSOMDQbqgEtUrtQBtRpOJOmEyhhGyRPzwlWhAMVyiTmGIIZJ+nOCkDIQ2KiS6TfAqTsAwXRRX9oNYweABcj6GPLOOKLKhHkmAVz/nH1gXG/yAqTpE+xUndktZQtGu1DVu1cszwfgFFAKi+2JTQBAjs0D7BN1oh9hwgHq5RJzAkAOOKD/SO5ckJ7XgDtAnicYcjw5ubYcQKGubhYByKM9AOKYsaP99Cv56Hc+uxOR93saWHkdePc8vFOX3hJAnDlSKq6jX8e8jFlZ4iDiyATAdqcgz8ucT9vfwjamQSz5WYPo73RiHUEdXCrxnOPkQTgkNqu9Je5Zyv61t2vi316fLiK+4i/4zES1ST3xvI7LBcGMwAYM4SnJZ1Snp/So+2CwjsaRoElWT/T/ovCCDSF8xXcLsqcAULnA9sGMcB1gATUaoAXhjkCH1YE945goBPJHCgEwcD/ipX2iEIAmNl8wgRjTowbEq5UwHJQNGL1XmrB3va7QedpVGKyf62vq83Cb7PRCYBNhcgA9gBSYGz4DXPHYhaHC6QLBDAihboDBaV0B5CTBlmEDsSlskd1ftNe6WHrPnvs0be6rsul7AtAAfMA+wkoCelEjYhOHuu6YnSHo7sjuYIcFgwdwArTBTh3ULPtFT6DixT1AY1HRLgyQBosHOwpAo94fUBIepH1XrbqbKvWqpulYzdd+2TWyh3s8hFH9Ui6sIR6p9BfqT/ob8MR3AK9E9V4ETLQXwFS7JLBftIPvACXeHzB0jCFMFKBqbk+/3VjsN4ATvwGSAE2cg3tIXvbBfABn9DXgvX8hqJwBkJy6gXcuIA719Myo3gDwiQD/Yh0AwziHAPYBj2+WBvxuT+L0UHNTu2z8rgDwCNFyZHOYU5RBm0/oDOfl0nefLwSbvnHFeQ3DxgkT43o8iRkD2gHwO1Sasmylluenav+nV2vkC1s1tW25KnZkVd+4L2njm7qeUf/H9yaxB0/qelxHbV4Y5i7z8WapZllHMi8T1TTsM2OAIwfzelratqlLC2Z+SzOu+pVm/ugy3btqle6/aqauufI6PcJBs6TWl/Wby36mq666XD+aOUsbslLX5of1w8uCdxzMhIM1tyUCyKXtXVCF4cHoCZapN48/FmcM8AEiqE9QD6XLpCyAEQsjKhQAgnusxTGzyMdOHhUk4Ij8CAnUu3GgX68bwBLhhAoPIOMewjHI8bz+zg4fAcZ6RuIzwDMGTQgdF1IefgKggfqGdsAuEUfQE+ACwYKQhE3hWtSY2CaVSxhou7E6YBKbQIBQDAqxBUPAOhOIMThlAxDo6zihSuaeMXPFdXgPxn1Hn1EmdXXWibkBS4bdnSeug61ENe52cf4b19LnpcKvwLbAuDqYAaylAaaXA3BFlcecQ8Dj8UggYgQvXs4k5gNt9rhrjAMAC4YUUM+YY0PJZgCgSgIMAAoAjLG9VfJjiT/MCZgcWDkHujBhHtvNL6EuzAfqR2LuAPyxZUPNRz29/92rlflC/zlrDPhgfpcz0Oe+gAfmBG1ERQtzBgCOx5xnmOfOz46lPoBUGDpAHOCtVIL1TNv/wY4xBp4YL2cyAZds2pg32PXB3mHuwXPuiT7265kb9AMvxpS+7S25yQb52VwCKjGJiBN97se38T3hksgP+8z4e6JP6dtYjc5vbE7ZOKTNH2CtS5l+YNPIPUsl5iFrB5sx+rtcoh8A/L1tgspd69//VQFefu8LmjMv7HxbVzyiO267TbfddoceWx2CayYAj2C9HmoCtgRwR+y48bBPRS9YDNXfmQ8qUwQwQhS2DgbvfdkgxF4rggnAHwIZUACwg3lBWLuKFDsrjsn6Zv4/7KwACIALGBmuQVA/hiDuDsAEZg816/A1wTge4PCQdGTnIp2vy7Q9N0xP680a/OjuALIASDBMtIV6jimydzMAqtnAkNFWwBigDFDLbzCYBHzmuCvayAuQw5mjAMYbpEP2LNHAe/fIDmsNdnaUj0fqAdjzKZxRCtD6A0CrSTaCUDFF9pLf+Uz98LjknguKQAYVKCAX1orXPxdkx2WT/sh8Nad35h/UnO5T1dbZR69pkn6ts7Vf1xrZk8X6UTZAHPaMdtMmQBZMJs4E9BltBbzxTh3oa+LBEfMP9o38B3UGppV2w6IBCgFylH1fDyN3a/E6+g5QSV0JNwJwH9Eqe1t3AJWMIUAWoAO4ZDNwNme/5kM/oep9KDCxmSdyAShS3pQAhhI2EqcFPGCpJ3W5Veq/ca8GXdMoG9YcADqAk+uoO4CdcWWuEESZ796DKr6ojocZvaXIOuJV630DqD1FmvToWq1tnqTJL69S/9V7NT67XsPad+gN3YsTR5KhbTtUdUtXYgYwdvcmTV6zKswZ5toTUmZrD3DEoYW+hKGkD/mfuR+CpftzzhKleVderkebWrR11kW65A9btX3DUj30kx/rTg6a5XDwWT/R5clhtVLTA5foigV7tHzu3frxlfcnv6NSwO4NoY7gQ4jAOLnqlUUQcAGLEdugYJMEoPAFPKpUwhK4LRcLLuoc3nnFjB+LHUIQtR0J0Iigg71DqMYLLwwEYMkTvzmr6MLTfyPOG7ZJCEPYLYAMTAkep+USTF0sFGEiEAi00T0wASm0AbYPkEQMt1ilhmE3wsUTDgLYbXlC0MAmed/69/6OcKZ8BIADRfcaRrh6OxEiCPE4cS39xtjFif8BU+kEk4M63kEiYNQBGwwV9YCN4v6xMHYni/iUjrhs+ooxZWzj5MDG1f+AXBw/SiVvM/VzNTLgECYy7l/AkbfNATSghzY5Q0i/OQNJ3DxXr1MO7fL6lKoHoBL1NHOIF/0LoPDYh34NfQ+giL2N+Y3NDeOI7aXb4AFC2bz4PPKYhDCibLRiBtjL553567+hdiVuH8AdBo1NgCeeJe4bP5eozt3blD4olah/OiQQoA+w6onxYtwAOrGDDoCfzRumFX6SBNe4kwVmBDzPgClMCeh7gGm5RD/TNuYSz64z9mk2Dy/lmN2mXPqVesTsMup6+t3nSnxf2NCYrWN9KrXB5Rqe+1KbEuYe1zDnaXOsNuY61in6ixf3Yo7GoDyuz+v5/FcDeJ0bH9MVnztd771kUSJMnv/Jl3XRA89o/vxntXx7sBVIAB6x6VDRIYwAbwAEwMGYXIhDBrhCWGMwj6BC4AImAGTkBTygYmwsggC8HRH+AAqAGywU4ADjdlSrGLoDpABzsEKAQQd4/M+9EOavFOsDIOE67j16YWB+CInxO+nt3bP0WV2rm/UxvajDNOzJHYHdw8mBesJcIWxRE34xH5guygOY0kaAAe8wXgAsQM/h2XBGK8wOAAUQgOcobNNd0pSGFRpwI8dVFYJ6FFVnn62yU/PBpo923lMEeKd2yvbvDn1AfQBw1If+AeDMKqocUevBAgEisVGElfppQfaOXFKHmqs6dJ6u0Jld9+rYX35MX7t2esLinZx/VJyAldSNMaGPKJsxgKGkb/lMewFJvABajA1tpS+OzylRgQNm+Q4vZlgzyqEulAELynhxfBcACSaSMWMcGDPUpqik37A7AGtYK0AP84PrYdLoRwAW4JP24bDxaGAEq3Z2hXkEkwag5MxcxmNhsc9gCbnmJmlS12safd3mcK4vIWmI28dcpI20FXAHIB1YtIc7suU/7EXpX0AjbCJjzviiGkZN+yFpwiPrta5zgt6w/IXEmWNqdrkm51bq9PzDyf/DOrar8s7uhH0+IL9KB+56JcwzymF+rIO9zYdzjgGaAGmeH+oWjnaN1oAuPXXJV/T9a27Ubfct0rauLrXv26mVD1yin90+SzdceqXuuvoSzUwOq5Va51yqy5/pknJrdMMvA8BDRcruGJsmj4nHjtxtdVjQUCkhCNOG0TACaRsWFjnAEfYuMGzYuSDcWHh5AfY8Eb4jPrTdAR4CGnsgQKUnBE0pg2hsyVDFwraRuCe7afc6RSiwoNImz+Nl+jtCkrrFEf5pAyo61MKwYCTqh+qyXPKQJQBiFv0YvPo1AEmAU6nk8QCpC/Z1JMrBXglBB9hxsFyKSQAAwqw4mOBa1IAxCI3vS/08YC+MQix03ckFlRSqL08O8PAoLOdViHAmbEqcAI8Ibk/ME8YmBiL+G3MOQEc/eJBY5ij/xwGJPUyKX8fvgCkSY8X/BJX2Nvp3ACTmCL87A+hl8I6Qh81CUNOnrl5nvsLWupqYvPQ1jCNA2kG5lwUTxEaDMYH5xHgfIAAgZJ4yz+l36kF/oOZzkMUc4jsSMhbQ5mCcuHkw04B8mDza4L9RH9rMPTyhruQeAEvqlE5cy1jE85881Bl1J/WAjYMF8zqly+B/fgNYAXJIvGNjy9zl/s6GM4djhi0ui7rgGev2mcxJrqUcWHlXMbN5o0/iDSNqZYAk9QBMeh+wYYABLQXwYFhpoyfaHG8k/XveUemWOv0FQOm2oWw82dz6eHAdY+nrKywjz12sQo/v8Xo+/5UAXk7bF8/V4vkzdd6li6T8dt3+xX/QNy65SJdc96jWBQIv2eUmjNLEQmDTEI4AAAQmQh0mD8H8vSJYuq2ofvxBUdgj3AE/xBpbVhTygAjAAeAKdRhCHSEKQARYoApE8KE6xH4MVSRAgFMLUE+e3ir7RptsfVG4Aw6x+UJIjlwR7L0QztdIZ+25Wx/K3Z04G1yjz2rAc00BpFzUE4CYslDxcd/9skGNTH1pH/WBYcSxgLaiQuM37P4AfbCOtJHvACp8vi60760bH9PoRzaHUC3UCbXj8HBOalIWbCdhQ8j/qR7V9cm8iqCYvgHoAR4Bdc/nA1MJkwfwA0ShNgUs0HcA3aul+luaRfsSQHfeBTr8u+/VCk3RB7t/EwLy/r7YtwA81I60nbahugVwAjIAY3xPvWDh8HwFRHFvbAmpI+AaYA/7hAqVOqK+57g3mDJU1VyL4weghrJxDtnWExyZd1TRtI368Bt9z9jSbtpGPfgdULo8H9jLX0v1bTiaFO/LNSf2nHIBC4pKmM0AZfH/DOkN7Ys19L4d4XvOOsaRBNtO2DuAJGpRxpaj4J4GwP8/7t4DTq6q7v+f2ZpNT4CEEjoBxBJBxQcEFAsgtgd4FFBQEAQEFRDpiCBNOqGGIEVCKNIhIRACKZDee88mu9nN9ja7s9Pu/fzyPmcOXi8zuwOS5/f7/8/rNTuzM+eefu/3cz7fcjpte5lbxvTDLAAEDDKvAGv6fpXMSSEbvb2195xNirRIA1taNSqzSOdlHjb2h2ekntJBC7efqvI36Zj2qTqi/UM7Rk9kx38N65IQN4QVStq1BmgGENvzygPPABi8+zQtey+qa44evXG0nrz/Zj3GQbM8dFtnauxf79SjT47R7bc/r1XkDQA8B+oChRrVCwwIO3MAAiohjIjDdiM89HnoIrhIPNScyimYl+8BbICjIIOAwA2q8/jf2ckg0IMPQYCke+gH28qOGJaNBzsJFg3Q6hK7fCcgUIvlSrAj4dMwHMCDcXCnLQC08oEaygUMADhhw1DRBfvm6gVoUnauhO0O19BehLpLjCXjggoV0AHQzaXuJj99BFSTYAoRlvkSvzk2EaYxrBbnOgRe8JxWB/AAPfnUTEGgQhkIYeftGGwL6j6YlWBCOGNHhQAHMDlB6Vic4LFcuQAeY0eiTuxL3XriOxghfkfQM098RtiGExsBNjWuLvpMXoQ3IAgw5NqF2QIe18xLkE2iTO4FQtfAzMEOYyIQ9kzlHnPMHGuDMWVuqQ9gxPizccD+yyVUlYA6QB7tYP2SjwRwDPeJuaU8AA8gDeAfTIBCxtz1Kfgbcw94ZbOVCxwG8/IZQAtzzTMBgAdDiQ0gGwZnMwoT7u7X8PW0n7F0QJLNFc8M/sfWlXuLBCPckx0f8+tUsrQJTUUugEe5rE2nsmcj68wAwm2jT4C38IaJDVvQVje81gHhTvXOBoUxzfUsC9eX7/9eAV6mdb0+fO1pjbl/tB54dJzenL1Jbf9+pN9HZadX3a8/ZAHerJcnaGlTuzaMv0hn32918yZeEqAOVRZCGXACQ4NQBgThZIE9GfZhADK8KGFnEJSoFhG6CG6EP8wIBvgAKIQ4YINruY7PsCrUA4sFYENoo4YlbArgBpUwgOngTkXOTtrTEQCHAApAIIJy91YLDrn+fukPrffogtSD6hPr0udjy1Q8JQswCOUBGMHoHaCJ8wIMEHZ9ABNABCwOfUd9DPCgjQAaACugAqN558AAEOL/p6Sja6bqkMXLLCv3Dv0lLEfalk2/YYnWWxtBM4YALspDhcnvMG2AKsDy0iwYBIgBggAhjAtAjLHkNUHqN65DL+kkfd97c3sYkD+r+DfX6Dn9VGdn/m5t8Jg7xor5gz1EbYutIiwhp0wAuAE/AHHGE3vJ6VJZdUKRe33LmjEHjAMOB8wRYI9+m3h0acvewTgy16wP5pU8qK8rtzuMkJdxBvzRnl9lbPw7/qe/gCnaARCbLA1ItMqc5/qKVNYcV3RcxoJ3xgGnDeriBRBjjaDOfVQalV6ovpM7bB5AKOwu65GxY2yPyoYsIfwJgIu5holk7lmv9J3QPNQDkGbeyfN3aZ/ajVqVOFB7vF+lSIdU5nVrr+Qm/TL1hLkHnk79XMdtmGTa8Y2W6Tqt7hlrc+fuG7xoAaWw4TB4sNsAetr2L23JR/fnxz6k4+r86Fxa92tSXV25vdtyATw8ULFX4uGKAHZHULmHlCuV96CaBIGIMEM45xIWAA+YPR5whOFgZ439mEtBgIfw5yFOQrggoJyAcPndOzZQMCOoQgAXQeYPNohrCdcAsxROTh3oQKr73QE8ACTMGc85hKpjx1y+8DuqMFgv7L6C6lmXj7KCwNV97459w0YKFic4fgA8GEkYMABmUHXtrnfvCFRnlwTIpD35EvPKXJOYB4BMOAFAHOvEbw7gBcFh+BpU/qj6XQL4OEcH9x3vCFdUehxF5hL2lUFbT/e9Y0eDDgU9ATx3XfgdVpZ6nZcyoDl81JcDmO5a7MyC9mnE4nPtgC1jfcEYhVlLZxsJG4lDEGutJ+9RWFmALGOA6pB7gPWMbVvQIYX1RZ3OJo35Rp3K/clchcETYNdtGOh30BSBPnLfOscN12f3ztgASrmvMePoLQHeuL9pL5sjgHJQncv1zrTCrXHHyvEb90ewr8H6YC5RbaJdgA10fQrmcZ/pp1tXjCH3UC6AR35U/84DHhCbL54ledE48HwLJmwyg7aHMIIuPAx1MlfOXpnnAm3bMQAvsUVTHrpWF196ne5+bLxemfC23nr9eT121zW6+KKr9MC7W+TIANeBjwBeep3efnW+WjwpvXy0zr3B0u0MsjGqh6Vb41k2CFAAGIJ1QJ2Gs8DmLPBZl7Upwn5skVWZRa7cHu6EPLAyAAgAFYAF4YYAhTECRB2YtEwRDBUCD6DwSvY3GBdsrwABqHQBK7BggExs2RDcCM0TsiEtABZjpL+mrtH5qYdVFosrMiubF3CEyhj2DkBKG1BFIoQBCoBIGEBYO+oFuFEPrCLglvyAHcAeDB7vAFGA7D88XdF1q36x5h8WIDAGgBdAyG1ZBvMeKboto+h7BMXNglzUjrQf0PlTX5Hf+baNq7LqTZgmgBAvVJ+0BwAIGNvoqd+YDj2j04znZunVVyp61p91QmyCvudPUuQN37YTAIcKFeANwAMoMpd4vgKqUEMybwDAD6Wytd3a069U8cSUZbEAZ6hTsSmEEUMtCiC61FfkuIwBbcVVaQveKA/bMtgvgB3qVlhexoAxBPh+M2OdblgT9AmABZhiLTwnHZBeo77zY2Yei1Zgu+bZdQFjynqEaaMf9AvQDNM3J6Zz/EfVf3qbnQ/6y4aDfKwzNhcAPDYTO8VsO2AuGUvAMqwl13BkGm1BrQy4ox9PSF9ML9Y8Hab931trzqIt2ZbS57zl+nP8BmNn+EbqRP143StmvL9WPVunbxtn66ANjDVrjHWITSL3DvcAoJaNzqPurvzs3nMBPHa+sALsegEMPICDQjBYO4CDHSvMA0wGoCJfYhfPw44X3q889BB8LqH+YgdPAngAQEjsqMNeceaHwB8YQlgOVHRBhsIFV0Wohw2qMaTGzssxNYHiTCgKhBW7cwztGYvLL788mCXnZwQU9dDHXKpY7JcY03DiqKp8zAG7fqdyDl8X/p95cJ7FMFFBNjOcFwaE9pAcexTOw/+AOacqhRUDSMDc5gL85IdFDQppQLYL0xIuH9APYwOIIY4dgbEZi3AC+NIfBwr4HWDj7BL5HyDRW5gWVy4gCpYa1Rpzxfogcf0ZZ5zhsuV8Zz2gTodpY65hbygj2DYudJ612IYxJrDgfJcvwR7BJKMSB8iwcWFsqCN4HeCB+pwjAGCTPKg9ASsO+OWqBwAJOx5MgFcAYr4EO8hGLsiG5svL984JCraLjaIb2+A1AGvmlI0NfWFzRwLws5nKlVgXODAA7vKFUnLXMYfOGQYWlXsxH6jiucFvlImdYa72unJdfEH3P+8A9yD7zQaBPpFoL5+DLzZd+doSLDff57wMnle/XAs2xj52XSaZVMZr17r5y1X/77ax+gjgeXWa9JdzdNFf/6arzvuDHltmoaABeFk2LFK3/TzZpZ4VVAAbhDvsAyAMJgQBCSABQGFsD/ABsBB7DgcLBDL/w1IhRPHuBCyRD5bnMM6j3R4TD3AHyHC2YwhvgAVsGsASwYjAxbMUMAhQQ7WLIIYFA/whqO+VLk7erd8n7lNketYj0tUFqABAImgBHPSD9gN6HKMGEEU1R52wgxja025ACuweoABgAiOz1toRFj+Z0t26WDc3XmXGp2hbSpFXfMtmAc5gmUZLJc0JFc9OWaALC4gamHpnUGb2FIcXs8C5FhVnFjABOgBOAA/aDzO1zldRZVpX+rfo0JYFKrv0CpVcco0GNLRqZHqNIv/0FRnrK7rAU1Hb9th2zNH72f6iNqX99B+gA7MJgHpUKq+May9vk4rGpy0won2AQBwiANCMC+AXRhO2bqz0pdQiDZy+/Tg7QBqgCqDH+ALyHOsGiwWoRL0M0AbsAYKZC9bVK1LJq0kd4i9T6YyEXW/ko0zmjfFi3llzrCkAP/PwEvaPazRWv9aAWW0WdGMWwEYAe00AFoAKFvJbGUX2b7FzjoqfcacvMHnP+Lbd9IuxZt4A6C9Kh9Qv0/LM5zRi8WZjV1i2sVtH+dP0bOpnirw83xnVAAAgAElEQVTt6fHkr3TC0okGgB/R8oFO2fqCXfOoaFmnjOFSX5H1vh1n+s2aBbA//LFb9z/+AoHthKKzZ+EBh5oHoZErBhqVOmGGfQkCggcYO3f3fb6GAThcfq7JF7YCoYKwYrcPaAva7uUqG6GCMAk7UiAEEeQk7GcAP44ZBHjgudtTApQijGCVcoXHCF/r1GH0zal9gnlgH/gtbA+IByZz8Z8mxhMGgXkAtGFfmC/xm7O7g1XIBXS5FnVsUK2MqhM1Zb4EaHdgFbs17LJgAnMl2klcN8pjvt1azJV3R3zHHGHL5RgX+trTmNEGABL2p07ViGNDMChuuJ2AbsaXeyrfOHANoJF1hs2eU8HD5sIAhlnbMJMMUGbMHRMVboP7n/sKNi6YHHMY/O4/+cwzgTUeZNLD5WHnxphhUgDLByDL56DjrsVek3LDANX9HnznOcM9RlvYgPYE2mDVYEvZwPWk9qV8NnDMfTAB7oJsPW3kRd2wqdyTzrmHOaK+HQLwbKPSWjPmPJ111zTVGbVsXJOuukKvxYNNzvc5rVhDnZoDeQ3AA7At8lRUk7ZMDOANNSZCHaDBawuM03Y7PeziADEAOUARDBOCElABIAPQASAQqLBnMBeUx/cIXpg42D3UufwOiIBRg6UBGAIGYG8QipQH2IJJRPADEmFDUNfC1jwv/SD2hs6Nj7FgEfBGfbQpCwAN+IC1gpGCgYNl4gWbRvsBePSVemkLAAhnjKO3x+6jHJgZgCgA73qp5NGkHtU5urPtUpt/ma/S2PYYd4Q6oRzUf4BEVLSwfowN4weIBtDhNEDbCe5M2TCA5GN8P/Bt/8gHYKFegA7q8SrplOQLOjQ1XzuPe1QDXnhau6eqVNHcacd3jKehalBpQ8I6LsB6ArwAGNTPuAFuUJ3CzAGm5knFLSnL6gGCGF/mnM+MDe0DiANeAFjjpcNS8zRoYbMtB6aK9jG3jDH5GUfmlfXAHFAf/QH4oC4HeNK28dKAWJuKZ20/i5b+M2ZOLQ1ABKgB3gCFhE7hCLrnpEFNLXpMZ2vomkY71owNjg3kZc3BErIR4Ezio7cHyAZ0AexhNZmLyVJx4/YA2IDnLCtovme9XSF9qWuxKjftpaGLG0xfBs9q1qGZ+VqoURo0o1m/iT+iL3L0zgXS0Ymp+m7N23Y9veMrMsGG5ylv6FJRS9oCXBhpE/qH+yAcJiXffVr49w7gocLgoeQSD0fYr1yAjd12MC/XoNYo9CgoyuS54QClqzP4jiDEXgjmjB27M5h2eSjDGXO773p7R93sHr6wTwAPQnD0lmBGeEDnGovwtTAt1BFkloJ5YEJdG4J5MPzPxfgFry3kM21EYMKCYIfUE9PB+DEGCD/spGBTciUEX9CbEtAftp0LXgdQoT8kTtFAtRZO4bFEcDIuYeASvm5H/I960jm1wFzncvwI1su9ghoa1XM+Z4FgfjfnAO6ekmO4AZk7KjHXeAQDvtg8kdj0ALI/ywT72FPC1hQVNqCedQdzRlgbt25yXcuawbzBgfFcedx32M0CpphXHKV6SrClrFHuAadByJefDUiQ7aSf2EI6tpDrnNkHm0s2ydjsob53z0dA5A4FeCvvv0SX33apfnXJk1rS3vUJAN7Hu20AHkzVFk/ROZ5lWAAFsGSwaAhMWJdtniJvb49XB9ABxAAeCO4LK8L1y7KgDbYPMOBUuAh52BmEKYwOwAGhB+vCCwEOgACAPCxFazOKPOKp+O6UhjfVKPJkNqYdbQB8wYShhkNwvyoNn1erpzM/16AXWq0AB0gAjHi9vj1AL20GUOAhShsoA+EOqIQtQ/gCOgEr9AUm6uSMIt/c7jiBug2WCiaT8p6VisemdJcu0XUdN1jBPs7XIDUr8mfP9o381AHYAAQDeugvdmKADPrM2AFgAK6MFwDpTcAzqlspOi2j8q64HVdUvOSfI307Nlln6CnhyXmY5umA7jV2Lqhrga/hqlG0MWMZO4AjY0QfAK6MGWCNtjE/9MmpcgGczDm/ZW3FDCCj7au3xyCkfMDfdGlEerMqqmK2LPoKeAKwM8fUSR2APH4DUPI9fQS8AdiZC9r1llQSS1qmb71UsbVT0RezAY8BxwBNmEdUvwTa/rVnyu3f0WYAXvmcuAWMlMmaxIsXkAg4hbWEJeVcYzYSlOFUyFOl4s6UbSN5aT9MMwzxddKorYtU376zDpi3VkVt288Hflvap2qj8VjeeUWdRnUu0q7TakwIm+O9ifpKw1wLmD/0FXnfN/0fHGuWObMWRpM1xX0E+P9wxwE8HnAI2EISKqBC8xZSXr48qEOoJ5ftDGeuftI2YOSOXSEqEq7lFQYaudpSSJ7gdWEwGvyNz5SHYAuyo6iRChFc4bJy/Q9DSR+xFeuJueBa2BxYHVTVQVuoYLmoDoO2YzBSPYEQAA0gkwSowQMymJyKMfgdLJg7aiz4/f/GZ9gj2ogARr3W25jBksEGw2o6BrS3dhKqBVnZW0I9+1mPQ7g/MNqsfTYtsEwAIOe8gBPJfwI+euuf+50QNdgv0hbuBzYagOaeTArctYW8w3yiHqV81P89JfoOsOceCDtQhK/jnsX5hYTZhHuOuPFz+blf+I1yw+l/AeBdoQdXJ1U3/W6d+6trdM25hTJ44aZaF24TqoLjnxDOGJ7/LgvGsGNCBQcQ6coKa/JhtA8LNrjdqhBhaRDyCG+M4snPC+CHYAc0ARhhVgAagI7FWUYHpgogBMB4SirpTCoywVPZu906Tm+puDLLtiAoAYMAPMAZ6rg3pX0WbtR67atDXl5uwQns3wrPAqTVvvp1tP9LRQm4BHwAMACusE/Z8oo3JRV5Nxv2BNYQezxCeGzLMm6wUjBLb3o6XeN0Qu1Ee+3Fvkq8lCJnEbMu6xELoKN9gELqQgWI6hPAQl8BS4AQ6qdPgFLAVFVWhTzXU1EiZe0aGVfG6ylfv8w8YdjDfTo26Md6RaO8hSpb323aWL4pruGZWkVf234iBeCKcQXEMfYANOaLtqCSZG4Aczh40E7HusJ+AspoE2NwhVS0MqXiDSkLhKZLxavTiuL5Sz+Yd1TisIGUB8iib1wLwAfcu74BplC3onZlrt+UimrTlhFeJ+0er1L/Be12HTHWzCNgmM0Ea+hiqaK6UyP91XpdP1DfVdng0/SNzQfgEnYUW0bWKKAWgIWqmDbSNwD+DKkolrJr3anrMS9gTV0mfTf+tlo6B+nwDbMUzaQVWehr51X1mq2vaUTjZp2aGa8D1q1V5DlfP/Je09dqZluGFBC+Uiqal9auXo1KN3dbEO/qpc+zPn7//affoFrAkcCFUiikPOy2eHh91omHZFBly44etW8uVSf2erTBsRCfpC2EzUClm08lSVkI2ULYvU9SbzAvD3nsskgAK2zawoLY5Uf9hvqq0ORCZzj7up6uwxAeO0zY0nxAlvpdOBxsLGk7dmXBBCPq2g8zSXl8B3BFTRtMMJWfdu6C5aBed3UGv/+knwEA9AmQEbQJzVcO/UNtj2oOdhMHnXCIlHzX7ujvWUtBgAZgYaxdqBjqp714TwPw6EPQKQAP7U9ybwPknX1muG84RXEP50qsKepxalxYMP7Plz9XGT19h2MMKnHsgnFOwjEi7OXsrkdbALjrjWElP3OPXST2iIB22gwwDWsjAH/YBTsPaVcX7zsY4GVUNeEpTaiybrNda1/U1WfeqHdzm0gE25Xzs2HwEJKozhC+CGZYI4QfoAy1KqpNfgcIrPZVsjGpyF8yihzSbcEEghgBBhviVJAu9AngBFUn3o7YgQEwYHU2eVaAc3A8TFIWaETXZxSZ7WngwladpBfVL9lu1bPYhAEqcJZABYxAfVYa1bZIrfEBOmUR4UK2n1jwiq8yL67dVK2+NR3GiSCywbdAFMYOpg5gAvAAmABgASfrsio22pYNvotqtLR7e9Bf2ElU01y7wtfPU+O079oN1lbtyE7LJNE+AurOy3pnAuoAbIAHhDzAls+MDypTnFIAXIA++gPAq8kCz8m+IrN9yyzBNv5DKpqe1gV6UOs699NRDS/qtMb7jPH/gK1t+lLLIu3Xvs4wRJGbfQvcVm0/ixawBjBmfOkrZQEYmc+HpGh1xn4GlOEVCzgHDDFfj0rR9zxFOzIqghVERc64OdaP+ZqJWjnLwFLevIyib2T+xQbCugL6AYwwtABP2DLKoi4YS+a/0dPeyU0atLnZ2t8xLswLYwNopM4/S6NiC3WKXtD7OkaD1rTYtm6V+lZ1WCDO+mWMt2T7gMqfz6iIAXeMMesPZhfbRhhlbOM6snMwXrrau0m1LcM1cuNqlXXGVVHbqSErmvSkd6ai6zJ6M/19XRG/1ay1g/0V2q92nR3jKZ7x5I5+4Kl/ok1lk7rthgN7PIA0YPvfnbdy3o+f9EvnZOFUZIVc7xi8z0K4BusLetEGv8/1GfaEh+uOAmHOizZX3Z/2O+zvnPclAoL2Ay5QaebzYqQu50X7aevt6ToM12ETw+E7gtdgKwXQJuFFi91U2NaRvsCEuQT7SuwxnBjCwPH5rBfof8pYhr1oXd2f9B3nDMAAgKfQhKMFXtXMDYwtzgv/LySY0KAdI6pB5oaTPsKJDRVeo9i4OoCCfRj5C03kDcYmDF6HCUBQdRn8DeDJGnKMGawo68e1I5j3034GfNI+yoSdzaUJcGXDZPamVnZ5YR95BuIsxRr8pGkHA7xP2pye8xuAB7gBxGA35dRuCECM3QFFgDMAHKBvqq8+bV1WrQkArMuqZgExgENAECo5DPpRQ8K+AAwRpAhUwBRCFgYPdoV6UbMh1GGZUNcukPpVdhgGb5dYnRXQlIWQhAUkL6/HpZGdq9VaP1BvtRyn3ZurjSfwQK9Fw9K1Kt8c106pekXqs8zaGKlPZZeKXsiqAmHaYCxhlrZuP3weMAqLic0garVlUmksYccFgIcN2XTpuy3v6OC1K20fv9xmWTLAz21ZFTOgilfrdjVhddYzGbUo9QCm+Q3gg0oR4Y9aFOADCwXwAwQyltimZdWcpSuS5nB7f1lEv7hoX51y7ef11cwcHZBYqx9lXtWR3gwVfZg2QCjanrGsFkwsTCFgCrs7gDvlAfawRwOYM+awmQAg+kC9E6XoyxmN6NwsUxbzQ1sBSMwvZbwiRQHpjAlzhvp6aVrF09J2bcDYARxh45hzbCxhQOk3Y8waoe/M/yypf0O7ypd027UBOEZ1jlqVPKyVv0iHds/Xyfqn/qmTtfeijXY9bJQGJ5sUwbvbvQCFMJe/lMriCbsxYG7pH4AUZhYWE5YQ0NuYHY/lMo4sa5IHaPiaWsPYcYrFLhvq9ED6twZszkl/VbcmrzBrd8+uSo2MrbZM5XhPw7xaYxM5sLPFrqHHpejWjF1/N0hltZ9yF9bDLewAnjueqpAHLMwTD86gt2q+KhAw1FFI+iQAD2BCG3qyMSukznAehDVeo4T5CLKJ4Xyf5n/a65wPuB7mA5Ug4K4nQbEjAR7MBu3qyXDdhbUA0APwYHzCrBxl4CXqEvOCF7QLEu2+5x37KPL35hAQvCbX588K4GErRXt6YzxhhVwCmHMNTFgugMfGA7BVSOJ6dwJHIfnx2s0V6JprwwCP9tHOcGgU8uLFym8wly45Bi9oH+p+C7+Th+uDgDKYpyeAF8y3oz7DwruA7b0BvE/SBjz88bxlHnKNa29l7TiA17Vak/7xhPEcg97+6PX0FG2wB1P01raP/Q7AM8crodYC4KF+hcFa7lnBirCFCYGB4jMqTjw+AUCAOBgSwBaCHkN3QAyCFLYOUAEwhG0D1MHc8Bl7JBhBBDGghjIBPXxPnLwJMmrBoW2N6tfUYQEBQASVJnloI2DhEelzieVa3XmgkptLdHf8Yg3qblbfVEwlTQntVNeogetaLIgAaMzy1KehS8WVKatGxC4OQY8aEFAFCKWdgKJTrS1b8dqUHQfYOMDXi9JPK5/Tjze+attyZNKyYhj6A142eipatf3YL4BQC97FvnWSAOQC2AA3qA8BP4Acxv0BVKFpm4+xA4DA8mFbRplTpJINSaMa9pZFdP3PIrry0nKdo0c1Uqv1P3renEvbZ0mnYbX6JDvt2ALiqJP6XMgTgA/AHUaN+p0TCGAH9g4wdq+MPdxRmqaSjqSiczKWdWVcaBMM4GypZEvCspT3SWWzExrQtT1GIfPJOLI2AH6AeMaU9YI9HM4trC/qAjQ6NSzzAysIMAR0s7FgvPkdBu9P0hdSS3V4Zpau1C3aa1WlBaZbpRIcRQB3r0klW5M23AqA+tfSwGSLit5L2zbQb+YFZpDxx/awxlNxU8r2aaN0VOd0VTbvpZHr1+hLtYt0UGalhm5u1OjkRWadbEjto7+mrzXt2qmtQaNSC+36neTp81qqfps77PqCbSa+X01cFQ0xw0gOaG/72P33n37hAB5qBh7WPPR7S9h4kTdfXLrg9c7eJ/hdvs+o/3raZQevCxoyB7/P9RkB7mzCcv0e/I4QMfQN1fWOBnjUiz0b4SR6YiJ3JMCjDdjg9QbWAXXY1gGCMBwPAwDGrDdjdjfObu7yqcxcPveOejGXKv6zAHiUi4cqQDuXOs21AecP+uj6zVjA5AB6cwE88uYKdO3KC747EFaoGp6yw7HuXHlhgEcsOPI7oOPyuXd+C54mg8qe7wp5DqCCJ28+9vL/NsBzfeT9swR4PPfwdMb7uqf7Nlh/8PMOBXiTn+Es2Sd105k/1gX3PGUm/unxU/8jgFea6FZklm+ZMlRzizMq6UhY9gRBieoV4Q6LBrMHIIIFAvAB6hCWqNowjgcgoOJDQKMORMWLChLVJy/ss2BzEN4wQ4C7Z6Q+73WqmJAj5AfsbfUV2QoA2h5EmLoBPKh9z/XVL9WhyBRfkZc8/TD5mhZmRimzpEgt6wbqcH+WytZ1KzLe1/D6Gg2c3Gr6Bgjos6ZTe/mbtJNXr5K5CctWwVgBNhD8HM9F+2CzOIYM1SKCGls6B1KflH6/4V6du3mMZZDwvgRAdeOEYhnOyDZf0ZWeilCBAlxg7QA5MGAAPPoCSwigwQsUpqcuo8i7ngXLgNcXpLLObqs65vr3fJ2jsWqv7q/rfxrRX86OaOuW3YzTxQ/91zTKX6iyhXFbfptn+wMgZpypD0AHU/gqqlnPOq9gIwd4R10NAKUeGC3Y2Bd8HZ2ZqiHdTYq8lQWp2PUBCgFhgC7iJvLdPTLjOdRvUFlVloWDLWRt0BeAHn1lrjmnmHZRLwCL9cK4saYAs9hJ8rpFKpqTUdGqjJ2Hq6UhXY0ammxUcSKpQetbzFosb4hbZw1AIwCuzlfkUd+yzTdJfdPEwvMs6wjwpD5AL3N+h9Qv3qGixWlF3vcMKP6jd4dqWnbVEfM/1IH+Kh3qz9ewzm16yz9e0bWeXk/9QBem7zebhl3TNdorvUmRal9F1Snt66/XQcmVKnk3ZdfNfYxL0po0nCkNa6kNPic+k8/EKwOEEQyUh3VPcexche5Qb8JE9JY+CcBzThW9lcnvtJv2FmKzg10VeQtJjs2h3f8bAI82hVWY4XZ+lgAPI/FC5i3cBmzwOIsTFZ4zMg/mYXyJlVZIInYi+V3ss96uIXgvayOccgE8VOsAyEKSc9Tpbfwpy6nUczlK5AN4uYI752oXtqCMR774b+FryJtvwxIGeLBN5A8Gag6Wh0ctwcddckHNw0Gb3e/Bd8ANZePpniv9/xXg0Vfs8Oh7IWsHm0e8ed2LE2uCgcBzjV1P3xXwJEtq5o0X6P7Vn5K2C9TOgu+fbrPHeMGcAK5m+SqtSViBjG0WtlSotlDNwfQA6FDrwarBOCEsEdCweQh/QBqMDYCG8CCoVd/LHsT+B0+R83wraGFS6rMAZIGn0vqE9Tb9jRRdm7ZsESo6gBbM0x+l4gfSGpxuUllLt0rXJnRV6mbjeLB28wHqXl+mE9ITtau31QjgoVsaNWhFs2Hu+G5wS7P28Kr0BS3VsLpaCz4onz4CQrDvg+kCgKDeROijsgYkAYBow9vSdVtv0GUbbreAF2YTYEHfGQf+32bZrYpMzPYBUIQKFlAHEAHYMF4AXOp/WcbWLTLRt2OGSvVtqby7S0VL0wZURR/N6GZdpQnJE/T73wzSdecWKb623NjlfTmzQCMyW1S6IGHVsbCCgGmAHQCLunAioN710vDuGpW/E7d9Yo4AVjjErMUTNKuSv0w6sGOVdklvs21nDLARhKFl/gFr9Ju2cv1SaUC6VVFAH4wu/cUeDkBF2Q7AMdawu/dJRSvSdhMASKzOAi9YVQAe4GxrzDCypg7A0rakDtEyDUvVaqflDWbt9evo0LBErZ2jMb6i8ay9IJuRMVJFZ0yRsZ51uODoNhhg+kK77pK5trQroZLqpGEUX/Z+oqr07jpq2TR9RXN1kFZqz7rNmqxva+fKej2S+Y1RiWNfuU/7Rh0cX2H6XFbdLebhG5quXTdttUAbkwLqAsT/TurT8q/zJQO34H/0EYGNcbGzV+nJO9JVhK0MD7feQgqQ36my3LU9vRMigXILSaioyIuhc28JgFTowxiVC3lhqsJnc+aqh/FzRyLl+j34HeXycP+kCcGQz8OVsmCTChHI5KUNCPVPmphHQDVG+blOx6DcQgGNO+EB9rKQRNmozcMJR5mwHSjx9MhfSHJG8r2xl5TlmDCYoHDCSD98+gFtwMC/kARwJn8udXau68mbD+BhS+ZOcOBat7kJxmkLlklolmD/3T1YiOkDjCdtyXVGNHUANoN9wvEgn01esE074jM4JZ8zSE/1EUYqlzqctdOTWUWwTNhQQqu4F6F18s1H8Lp8nwtY3Z8twBuQalXklO0G7wheWJ0PfEWnZiwgwM4Opg71LWwXajXAEEwPQAjhDssFywY7hQDlJAQYPL4D6MGc/C2pPpu6FLneU+SP2XNNUdkCAp6Tyiq7NSjZrMithLfIqnBh1VC9AVIAjjAvUz2VJBPqF+tQ/21tujZ9o37V/biua7hRHc39dHLin9ojs8WcvDGgvVX9V7cZ5wPYlYramLHXOlIztG/dBstCoZoFdACIYCVpf9bzs09NlwY0tllGEqP/Z6SyLd26vfsyXbz8bgtGYaLoP+PCeBAwF7C3wFO0M6P+3e0qX9Vl214pFW9KWZCEmhn15XypbHO3Sr1uRWb4FjgDfN+SohszqpjfaZi3sju6DZC9TLdr5PWn6vwrh8tbE9VfdY0BPSNSW2w7YE8BFPQHAMYcoOaknQDyJukYf6r6L896QAPUeN0jDUq0qGjLdvu989OG8auY1ak9uystc3qvVJJI2tM5AEf0F+AOiMTTeJ5UWp9UdJ1nVaBz7WkeBtAyPjB+XEcbCGr9mMx8F12dtuAOkIcKl3HGNnKC1D/epp39Ovv7eKl4VUrM3RH+h9rnw41mXRQ3pzQ402T63OeNLlU0dNpxyKpgYd1MYGM2Gl/IgvTs+FbM6lJpa0JFNSmVbE6adf2Cd4qx6fzSmkXaS5u0f/c67VZfrTf9E0X4k590v6zvpScp0iDt0ValA+rWKHKHrz1qtuiw9Dz9QK9rt5pqq/IFVHM/AYJRa6/Od8t/+u9dHDwMzHlYw2D1ltx5s8HD4/Nd44BYTwFe3bXE46INhSRnM5jPwDtYBrGzKBempbcEg0ne8PFK+a4jr/OGzZeH7zHgJi+OB591Ql3HCQCFJNpA4NdCEup7F9QVgUYgaQf0wtdTbi4QFs7H/9ghcr5xrhMrwvmZM8rmHNJCEsfRkb+QRPgX8gKQe0vO6zMIWHq6hnILObuVMgA95C+U0SQvKvNCEgF8yd/TGcrBcohvyNzkcsoI5uOzUy0H7UrDeYL/fxJHruB1/zc/u/VUyGav0HbuOBVtbIleeXC0Ro++T1f+7AT96gY+j9boB9/UpyXzQMaRGt+qJVGpIoxhYXgHJBCPDAAEGIFJg4FCUJPXAbHFnmWIYP8IO/K5gGcoqjqYr9t9DelstGpIAJ9zlAAMAUgWZlRCqBIAHiwa18Bu4cSBmnO0VLwwbYMBL/K1e3uVBmxu1ZnxJ3Vyy4v6fOVS3eBfp1P8FyzAWyOVt3VpcHOT9khW6VDN1+CmJvVp7dQXtVj7tq63ghcGEg9YWDYYNmwGARhvSXumKrVLqs4ymPT1NamipVNPeWfooYbz7Ykb2LDBUFEGJy78dzZ48ApPeBwPiTdqCEF5nwKweSpLxK3dHeAV4DXFV3FXUtGYZ4EsIPpDXyVrk4pM8hV9cfvpH+9K/Re361X9SGd0/0OlU1bp3A2Xa0n6C7pEdxk7vD26txh1aRHHo+FUssSz/QEYw8rxfrE0rKtWX9UcDWuuVXSmp74tHSqtTChyo6/ydFzRpRlFTvKNQwws3wCvVUU3pQ1ALMqkrLoWZgqVK+D9dmnPls0qr+5S0dq0tSVkjcDYoaaekj3DFoDHGAOij5WKHsjYsb02reJk0oyVYQedQ89MTwMzLRoCeMM7dqxUujyh/dLrdJg3Xzu9WW88WSvaYxrQ3aaSqqT6xDtV1GAZT1PW9qPsiprSikzzLRiHwQPcTZWK3s1or+5NGtDapsic7MkT46QrvVvUVDlEJzRP0O6q0n7p9RqZWa2bUlerrK5bP/Ze0aAtLdq9tVoHeSu1X9M6s1Z3qq3X5/zlhvUburrRMuGwwAA7NkOw3/lPOSr02fKxfA7gHXHEESZUQCFGwxwxxpFSYdbiY4VL5uglBEzQQD1XPr77JAAPoITdVK7zU8PlE6SXNsAo9JYAjORFMPaWnJF5IbG7YFYoF5D0WSfKZT4KSeTlVUjCu9LlxRmDYLSo8J5//vl/uxzHHPIRKLaQhIE6QZgLUaW60wuIO1dIcgK5kLwcdUa7C2Gindd2IWueuim3UFBKoF3y93aChusTeQk/U0hibcJqwpoWkmAGmZtCgm5zugxtKTQWIOwv+f+/kmA2nXkAAP+zSjsM4GU2T9KTjz1nYkBBb3/0emOOqnJpia0AACAASURBVFLtWjt36ceOKuutUwbgAaBc6BEEM+pYBDjsHMAARwQYPMfSwQwB3FDFTpKi8zOW5YP5gp05Kqvi5FqEOt6Qj0slNUkTo87Y8sHKofZ8SSpb0a3IWs+W83ffgjvswAAKgCDUgn+XBnc2qej9tGHYBtc1mSDGp24br/P0iPq1tpvgv/+lD1XR0WlUnLt21Rgwc4DWGGAzyG9R35UxjejarPKmuO0D4BW1IG0hnAbAlX68LX0puUhDYo0WvKLye1aqaIrpqcwZGtf4cxswGLUsYPRr29vKebPnS+b4srftuap7dlRqxNzNRkUHQAEUGMYLUIszxXOeSlu6BRNlgOxjVl3bL95uQTblvycNWdakD3SETs68qNL2hA7z5ukWXWk8awGv+2Q2KNIs9WnoVFlbXMWwUotSlhGDWcUG8BfSzok6fclbpN3rqlS0MaVdOrepZGnK2EUOTjWpeEXK9udWqWhNWv3SHSp6Nm0Y2SheV5SDHSYMHmDtYekbbdO187Y6C1DxeF3sK7o8o+KqpAY0tFnnGtTGOOIAhL8ilT6UUP/2NkUuiKsc0Ms8wyTCemESUAkjmNDA7lYL9DnebFXCqEBPSr6oXeZtU2S+r+g2zzB7O7U3aIS3WX27O2yIGep7WNorWalixgEbRBjH7PrePVYt1kXF5uxpFzB+L0q3e5eppX2gvp2ebBxXDo6vNAD26sxN2qmrXtfqRg1e36y+XTHhhDKya7XZ+FQ0xrRHV5X28TaqZFo2diNzxwYCNTiguHdtZG+368d+h6HhnFDsqkaNGvWxoLThCxDmBNDFMLsQFRtAjId6ISExOJKJvIWwfYTqgCEJx2MLt5f/nc0X8eF6S4wHbeAh3FvYBEAreQthMGAAyIvn3SdNOAK4cBK5rqVcwFghCSBI/rBqM9e1xHojLwlbI4zKcbAIqylRH5MPcFVIYp2dcMIJBbFKhJAh1ErQ09PVQXzEsA0UINS12eXL9+4AByrw3pJTdeY68YGxBMC7xPqlDYWqaB3Llu+8Xlcu79RF2YRoyZXYdDiVK+pXTAIAmsHTF3Jdx3eOZcYmrxBnJ2fOwJF/uRJrNugc41TzPa3lXOV8Ft/x3Aoz+OG1E64HhpK1yrOAzcBnlXYYwFOySu+PuU6XXHKt7np0nF6e8I7efuMF/f2ua3XJH67Rw+9XKfkJe2EAHk4UMHU4CyCQELaAHVg81LGoUt3pAghg2DfUkTBtCHRUa6hxcU4A5HCmLAINez1+x8MUkLdERiVmABHgDfXe69KutVtVvjWuKKFKXvJtO26Q+m9sV2RVNl7eK7528bYp+k7GAIDhjTUqnxTXdU036BZdpT4Jy8x9SYtUjP3eE9JXG+fo97pX39R7KsLJwu80R7KZ0BWExrgt6+1JEGIAJawaYBYW6TmOrVqk8qVdFnDA1D0slW5I6PHUWXpxy8mWucNrlL7joAG4BcCsyJ5qcLN0ePcsDXu/VpHjpKEfNOo73jv/smVDLfmGVF4dV5+tXRZ8MO6bPJW3x+1cwL59IO28pUEbvH10bmaMOYOWQMd/0D1GZfkFLTEAb894pcqaulXWEdfAplYN3tpsbSCZW0Deb2TCxgxua1b/1nYVNaa1S2abogsyilziq5/aVQRYB+w+IJW0JhWt9CyTi+oaNhV2k98pj9c90jHx97VP8wbLWgHGV/iK1mcM4wVTaOw1caRAxc6JEQSRhvXEpo/QOawtwtBgt8eaYQ6WSBUrO/X5zFLr4PKhVDQ7rbP0d72c/okOWzbfMpR49c6SBjW06AveEu2sOkUWwp7aWH/fzkxWydKktalknmCh35IOTK/SiPQWlbdlxxlV6uPSa94Plawt0Vnpv+vP+otOzTyrnRrr9bfknzRswzZN0Anad9UG9d3WoR/qNWOnyBouXZLQLl112rd7vZ1H1jsbJPrEBoD76IFPeHMWkB01HF5wCEZsq3oLFQGgQsAgoFFx9ZYwzid/ITY9CETy9uZNiIAgH/aC+ex/gu1yauJCjNixMxs8eLBgKXtzsiBUCO0ohJVDDUjer3/968Gm5f2MgMW7ldSbkwXl4onbU4Jt4UgoTg+A+SyEzQRUUbZLTjUfZmOJ7ceYwXb0lhhTwAlrrhBWCWN05jlX/3I5WThb0kIALMCc/kF09Jacmp8QL+EUdrJwYYTCZ76Gr3P/0w/aET6f2P0efAfUkpfA2LmSc7JwTiHk5Zzj008/PVf2f/uOZwHOVnjUh08f+beMkoktR9nED+Sc3Vwp7GThxju8fnJd+1l/F/SiBcjSv2g02qNtK57H2CfD3uayO/20bdxxAC/bIq99o2a/+YzGPviAHv77s5o4b4s6vE/XXAPwnvGsAELo8gLYAepgIBC2/I+KFpUTqiaENUAQtgtVJMIRAACjg6PC4VnjckAgNm4AJ5g8jPw3caZtlp0DND0jDd9Wo/6xdut1iYoSxuOx7EkHM7MA41lfQ9So6IyMYd52XVejig879WT8TL3on6TdvGp9T5P0Nc22asYHpZ/Uv2JYriP8D1ROrCK8UlEVUj8eozCMtJvQLNiuwe7QP4DrX6WDGldq5wV11lAe9S3AZr40tvnXemDVb62qujkLFHEMoO+UhQob4X6vr//yP9SQdxqN6nqXldvM/8WtSVsmnsLrpBNTb5i6zNjfhfdoSqXNCZuHcX9WGvp0o2rSw3Wzf5V2n/IPjZp6lx7UBfqRXjUqZ7w9j8zMsB6hi3zt37RWe7dvtPOJ/R02f7dI0YbtDgd40S73VNrZbUPkvIzTi689urZo6PxGC9xwftnmm7iHZp5xwMErFoAPYAHIsVbulA5Pz9bO6+vtusBTF3ADYKv01D/WZtk+1hLMLyALu07qxOOVNTMva6833bdzgp3eAl9Dqxv1Xf9tWx6A7R1flybvVKaySN9bMcmuJ8Znlq9BNS2G3cPJoXhuyrLN99O2WYbhM3PKOMAOPijtn1orghIT19EcE0dg6Welu9KXKPN6RGc0PaW3dJwe0vk6vuEtTfK/p907qtUWH6DvJ99UyZykfqZn9Y2O6XZNzfIMI7hXxyY797VStCmtfg0d1tMY1vPqT3eP9nQVD3XUXzys2aX2xkYRGoK8qH5uuOGGnoo2vxEbjfzBY7nyXYSKj7w92USx66Zu8uEZeOaZZ+Yr7qPvEXCFtgHQgS0ZUeh7A3jOBikY/+2jSkMfEDC0gaDChSTyOqHSE8BzjE5P4ArATHkwnrBwMGKFAG7svLjOMZmMB4xQ+GQRgDOHxwPCCDnSUwJMAfphxHpba5TDhgIGFmAaZnZzATzAK20OtzFXmwCsjFu+ECLBa7hPKDeXWjkI8JzDBHkLZTQR+Jy3TPih3hJzSNkwsS5kS/AaB/Bg7ACM3HfY9uVj2YLXkoeNBbZyANqeUhBA5rM1DAM8Z4LR0/0drJO1zbgH2dHg7+4zTGKueXG/8+4AnjtFhXXCMWI9bVIJZMwYYiZQqI1rsM58n3c4wMtXca7vvbaFemdGtfnJa1qkV8Y8oMffWq2ObGYAXlllXJFFvvWOhMUD0KGiBYC5ECcwHwh3mDnYN9gYgBjx4VDXotbkHYbm2GwZgCcYLlgpwoxge4daEqCHio/fX5J2qd9mTgwwvwEaAAGPSv1q29VnfacV1rf46tseUxEA7xYZD9ri6Sk92H2BJmW+p68lZhu27kS9YQX6W9J/x142TgjfykxRcV3K2hbCTmJ4D/AEmNJuWDeAHWwQbf2+Nfbfu3qj9pm70QKAVs+yMSt93RS7Rr+rvs+qsgF4MKBcD4N5nlQ0K2O9Sed6xgFi6HSr5h2xbrO+kF5qWckXpWhLxpRxamq8vrF6hj0PuMYz81CK0T8gutaG7xg8pVnrtJ+e1JnGyeKAG07XWP1aV+lmfV9vGnA7sn61AWfFE9M62f+n9mnaaMEmfYJJBZBnVagli5Pqk+q0nrNzCYPi6cupBRr6YaMFsvVSSWPS2pARKgcGivHh8/VSFJaM9t0mjcostDaErVlwC8MLAHyPGHVJu2YYazyMacM1hOJJq3Qrtn+W5TKMJbZ22RA7RS+njcr9sMx8y/ThbDPB13nxh5V+pUjHL59o19AcqWxrt/bVeu0uC/L7V7ZbD+dbpL3imzR0Q6NVz8JkAjTflgZXNpv1Wzwtpf5r2tSnrdOomKdVHa3kgyU6rfsZvaIf6z19UzfU/Vkt3iB925usrqV9dEL7BANAb9LVOrdtjPHYjlZ52l9rNappod3MNEnFM1Ma0NVm1xv31BW57tD/7DsXxgShgfddT2AFcMWJBxjch88nzdUKABjlwqr0dL4mEfUJegugQJAjPPKliRMnmjKxA+O4skJijbnYXkHvwnD59A1ARXsR/KhmegN4lAfLVYjt2axZs4xqm/AKvSXnWFAIwEM9yjFL+QQ+dXEM3SmnnGL6NnLkSBNYuRC1JLZblBuMd4jNYxg8MWa8sAtDHvSUCIqLgwzzh8DvLbmD3GlLmPkJAzwAD+2FjQZc9JbwZuSEjp6EvCsDkInzQS6HmiDAw36NewjbdtitQhLnlgKSevOwdjafjDVx2HLFqgPgoeoFMDqzCOYaZq63xP2HrSV9ZGx7Ss4mEfu7fOs/DPBg/Wl7T/d3sE6eC+QHNPeUMBkhH2xbPntKnhXMM57ebOBwomIN9sS+u9BAaAzYCATVzeH2EAql0PT/DMBLbJmie39znH5y23zJq9OLl/9eYxeu0eQbz9VfP7QeadzQ/TLtimz2rGCCeQLMwXQBwPCsxT4JQMY7AAxwN1nG1mhAU5v1mEXFifCE6TkimxcACMMCGwgwwMMUIYsaDrYse7xZCXZfEz0LKAkdApi4Sdqjcos5ecJ4IWJDRdsAAYBQmJjZ0qkd47XGO8DYRv1Dv9ANuk4V3Z2GoTu+Y6IJAjxKC01ojdKqhAEpUZxCCF+BihZmBdYNoLFcijZ79ru/ScOW1mrn2jrDEBV5aTsmdZ4uT/xNF6VHa2hjg3UQASwSNobxutjToM5m9W2IqaQuqeFercqmdhtnhD6Lu1QOmMaJBdUdLNky6afJ5/Wtye+pfEOXylHVPuRrRGazORprt+5q7dayVf3mdJhQHS/qJH3h+p9ol+t/q3uTv9cifUl36I/mWLf9a9YadnLw5Cbdrst0dMtUc2aqAezYvwH05khFq1MGjAxP1KjPyi7tGt9qgObAzlZVTOu0AHyLNKib48CycQgXSf3aOlQ0Ni2OQyNUTdFLaaP23ZnTQlZ5KqpLWy9a1spVUvQdT329Dut9zZxiAwegxlN2iaf+qCsAdJOl4jU4WmTV/ZdLRW+kjWp9ZGyNhqSa1Le5U9F3M6afyZdK9O25k63N3mKpX1eHYTE5Axawu8fSLXajgd1nbVJ91nbZuWbN0DbAJ+/vSyX1SRMbcXB7s1kzK175nDIXFuk07xk9ot9ooUZpon+82jP99Rs9otRrxTqt6RlF1vi6TZfrytgtBoBG2z2hKt83vt6qjunLSmn3ZJX61bVbMLwDGDwecOxkOZybe7mnEBoYmPMgRdhx3mVPD0cedjA0nEmKUX34aCv3MARYkYdyefUEBsmLOsjFkAI0FaLydMxBT4KC35z9FqwRgro3gIeAACQgTHtLgEHsHAvJCyPGWDih3BODh9oVBhaBHzxvNNge5pd8lEm/AHvERwsn4rEFnVaw64O5CLJ9YYDHnFAuYB7hCavZU+LsVpxeiF8YjL+W6xrKBpByVBp9CDM/YYBH/1EV4wnaU0gM7LFghygTEM2xU70l1PwAWNitcHIADyDAWsYGDtYTsEkfekuAWNoBoOgpuXUBeMRzGjAWTgA8AFpwIwGg6i2EDSwvgJRxwSawJ/U5fYKx5T7kmZHP4SMM8AC+bOB6OgM62J9zzz3XrC3WS77EmnCsLeuQc7XDyW2Y+J371QFjwhvlYuboH886vM0dSOY5ky8wtwuOTj2FpB0O8NKdzWqorzd2GCwI92pojetfmtqM6hZM04KZo/X7O+ZL8Um64sKnVetJyfm368J7bDwgJnGw36Sd19ar+PWkBrc2WQDHEVIIRIAV4AwHC4AfRz4RG+5ZaY/FW/Sd9DuKXJCx4AGAByAkTAogDqN51HwAwiqC62Zt93BswG6PcsdtP7uVPKjn8Dbk2LRFvkoeSeqQxDKVzM8yWbA/b/qK1PvWRhBGZI50TPJ9NccH6zH/bM3U1w3DNTDRamzl9k2sNzHxBmVatHumWiNSm1VeF7eAA4A3NgvKAKcEUR7na3C8yR55NslX8bq0ipdbz93d/GqVN8fVv6ndBLr9pZ7QVzrn2lh2sGKUATP1RMao6r6beUdHe1PFdTBP5sg2ACpM6XLbx6KqtEpSSX0r8Z7+a/FM7Va5VSPqt6jPI10ytoR1SQMaiMfGCRywd0vjX9DBf/4f7f+Xn+sG7zrN16F6Wj/X1bpJe6c2Gtu6EfM3G/UtITv6zc6erDCf823t3HGW8Je1QPt4G3RI93J9ObHAsFqlyYSKCNKLKnqa1D/ZpshrnNEr9anvMsGUy1+Ka+BjrSYAcHF9ythjFrWnFQE0t3uKdFtVp2Frp/oqTqTseKO2ZX0Azi+WoksIpp1UpIWgzL7xcDZe03hOXwBDmDE2bnsmKjUw2aqdk3UmNuN39I4651fokFXLVLI5pZHda3SMz+m072vAhjYd1Thdn1u/3DKP06WRidXGQcX0g7OK2VgwBxu3e9aulAa1tZgzfSvqYsLrefUTI+WfFNFpsfG6T7/TbP9wLfC/rObMIJ3rj1HiyRKdWPOGyuJxo/6/uutmUxaxBbGLvNy/TSVTk+Z+KZ6R0ihvofp2dpiyCR79WSfUrDgs8PCDIehJzYa6wqmI5s6dawRpvvawo0UIAezOOuusj0BZOD9CClWWe5hzbFc+5w2ABiyDU01hA5frAR2ug/7BAPUUgwsBy+88xKkHZi4XwKNuVF6AQJgS2o3QQjD2lABUCHCOpOotUT5A153/2hPAA3AAtLH3yhWPj+czoBKhxRzD9hGoGs/NYAJEARLJA+PZ2dlpHDeOOuooYb/nUhjgAQy4jgSbClOSL9EGwBcsLOwMnts9JUAxY8DYwrqE2RkH8CgXUMWaJB/AkTpyJRwPcB7BDhCHEdY/qrh8idMaSKj5Wfu5TAIcwKN9qL9dYq4LYXbYACH0ezsJBPtYd6QcQaVzmT0gy9lYBTdf3CcA+54SgMadxYt9Wk9sIgGOYc0Yd9hc1lSuFAZ4bHBoR67NRfh6+gZjijkGDGe+BKBjPfPcYu0SxiecYO7YLLG5CJoQoPJnjsJOH6wJymMj5BK2uflALxs96iY/Y9Jb2sEAL6Otb/5Jxx3z3zrvsit06Vkn6Mhvn6bfXnih/jB6msKHIaVX3a8/APA6X9Hvf/u8WiSlV47WhbfNNf1gd1C2La6i1Rkdse5DfSfzjlW7cjIFYA57KIAYoA5WD5sp2JinpaPrpplAu9GH0vZ3bO1wUACMLZGiqzMq2rqd5amR+qXbrZcoIINwKjBYc3wNXd+oso3dKu+KKzrLU5Q4bEt8ld/eZWycBieaLDC4T4bRMjZ8631Ft3jm9IyzM4/JnxnRhpX7qkbD9bp+oP28dRqertG3/CkGkEVr0urf0a5d/G0q2pK2JzoANmnDa77Kq+JGjRid4OkLiSW6TjdYb12CMz+fUWk8oRHarD7dXRqSaNJ16RuN8P9u+m1F52fDkQCKfiuVLE4Zz91vxKfrv/WSdlO1Ik9Zz+DoAk/7dm9QUVNGB2ZWm9+P10Qd603RqG0LdWDlKh3ZOEMly5LaKdmgIc1NBuQQ3LdvokP36A/yp0X0k999UT+94nO6Rn8157I+o9M0WheZo8wO6VquPZJbTN7f6T5VrOnUofH56j+FcCAWpA9rqjNnuuJowNmu2KkVbc0oujlj5/b3UunrSeMwsMv6OlVM6dJ+iXU6W49p4IpW7b95nWG4Kmo7rVctziKwmCulYsYXD2mY3reksrZuAxaLlmSM44VhbfFIXu2bIMr9Ojs0cFOr8Ww213EM3ivSfhvW6wrdqm/67yla56lfst0E5P6u3jaMbf8X2lU8Na29tVE/0cs6U0/qfD1kbDC/0jpXA1e2qag1o+/476jPki7D4u2yeZs5XWTPtkr1r2837OnOXXXmHN++M2Nm7a17bX+lf1ikP3bcoXf0HXU3lWlL7Qi96x2r05Pj5N0T0c/WPa9IzNcvvH/o3M5HjboWxhWGD5u9IYubFDleGrClTV9JzdNIb7X6dnYqOjvT27PjE//OA5KHHw8oEmxQPmcEAhzjfEBejm7qiY0i5INTnfBgDDJDwUbCjGDUDaihXNSJ+YKAYiMYZFAQvvmES7AOdu3YvuWzK8JJgHKcly1MECAgl0oGIQugwcid9sKm9MSeuXYAqBBEhQh98qImZvxICNRcQIHAsTBG/E4fc6ldEXhOMAEUEUaAU17BBMsJUwLABbASD5B+AT6CISIQ2s4mj+sBai4cyDnnnGMcQoLlBj9zLQwxgA0Q7QBsME/wM0GkscEisUbD/QO4IFABaMwFcwYQgxHLZ1eHswHtxLsbBpixRmWcK7HRoFziPQLs8rFsgH6YJBww6BPXYHKQS60crId7j3mDgaK9vW1W2PxMmjTJFIG9XHBeXLmAFmz5gqAV0IftZU8JRxZnxwY47oldRT3rACRzCVMZBknUBfDl3nKJTQvPj97iHzKegDvsCGHWWYP50sknnyw8m1GhMu65vIXZ4NHmXLHs2DC6+5462NgA/FmrwcQzEaYyF0vnHHCon/umN5C3wwFe9dPX6s552YPLvQa9cMVf9H6ec8w/AnjJD3XjBfebeHnx967VhWNtyAEo2uiajPrUdelUjddJ/ovqE+uyzBSCGhu8e6Tock/RuZ79P8vi4T15va5X2YfdVu1IeBW8IidLpesTKtqYVlG1BX/7ptdblWS3DfxavDGt8oYuE2pi5656w7QM3tKkCIbvm3z1m96hi3WPDk/MskBsnGcdDzCGX+GrKAZrJF2T+asy06Pyn4woMbNUb6RP1F7JTTpFLxj1LKwbzFBFW6f299eqqC1t2UOcOZZKxUuSOsL7wBwozziM2rZIT+kMRSduD/i7TSpamFFZa9zYeJV0JjQ8UauHE+frWf1MI/zNFpBir4ja7y7rEQsY/OLWxQZw7ZmpVORh61hSvjKu8/2HjErxSM3QhbrfMG1HZabpBE3QEfpAHDsGs1e0Ka296jeZo8gI/fLVzBw9prPlPxPR7T+M6G9nRPVC7Sm6WHfrL/qzJup4zdFXjdMF9mioqjmrtnRTQsdnJmro6oasPaRnQrXcrYvNfP9Nf9JRqenaNbXVhFgx4P0kaeDKVuO0cLhm6X/853Ws967+qDs0sKpV+9eu05/0N+P9DLsXrbRjZc4oxsZxk29OnTAM7laZI+iIUzc03mCZTFS0k6WKjph26mowjOfB3SusM0XMbg52qa4TQZ0PaVtm5jnanFFpstuA4g/1X+r3TIcqlnRqP60zfb5Io80ZtThZHKZ5Zl31T7Tr+/4E9V0V0/A1tfpyx0ITJgbgfUj7MhsPb1NaIzNrVMYpIBulZU99Xp1fieiKqlsNI7y+aj9t2TpCM5Nf1yWZu+SNj+jXTWMV7c7oJO9FnRJ7QaXrkxqR2CzG9PX0D7TPyo1mYzS4ptnM8Tn+oyppSqpsWeF2HsGHU0+fiYMXBHgIO1iWcOKhha2N86Tkf8BFPgNovFuDzhvY+oUTgge1EECFhLDARgsglCuhFgoGYqYNqBHDxveuLJhDTngA3NHuMKhxdSC4ncBy11JuGFTxP2wjD3TYCB7oCDbGJajGdOUG3wEUgEFAMSxST4mxgkWgDbkEp7sWcODGFVCTy/MRZ5EwMALowdK5xBgBMhy7AcDGXgqBDLDpifkkr2OVOLKqJ9stABNrjYTgz6fac+2C4XNtZ35yqdiRP7Qd9hDWCSEOMMy1oYDhA2C6flIPbcrnYQoDzf3AWFA/oMmBWdfG4DubE+aMdUG5jJ9T8QXz8RmQ7MLQkJ97gP/zJbeZAYCQzjvvvLzHj9Gf4Jw5dTH3V67k7kMHXjihAqYtvP7dtZx2Qf9cYiMQto90vwXfudcZz968hbmXUM2TmLOews0A0AD6bNAYR+7zcGIewup9lweTj6B9MKYquZhlnjUATZ4p4QTLiJof9pg2sPbIny+xqcXE5dOmf/m15yzBU9NrV+mCe6dpfV29qhaM06Xnj9bSPKeWfQTwlNDSRy7U+dferD+dd41erbZsAjcYKrK+mQ4DJo70Z6giFVNFfcyq9LBNQ7WGahQVF44WY6SSJUmR90ZdqwOa1qgs1q3+ze0GzJSsSWqX2DYbO2+RVLI8ob4LY4o0+yrviCs6L63hmRrtnKnTcXpLe3RX6dDUfGFvFn3OM96V5cm4YQdPT48z8e52W7xVe8UqtdPqehVNT6u81cZOu8y7XZ0r+ki3RKRrInqh8xTtlq424ADw8r3MJONI0Lcqpu/5k9RnfZciG3zTZ9S1pXUJwwAZlejWlHavrdYYnWvPat3maUhnk45LvmVUkgAv7Pseil2gVxp+rL4tMX0+uVSDqpvVv7lN0Smedk1vNaxd/8ntOtF/w8Scw4EBb80BDa3muLHduqqNN+0V/q16QafoK+l5ZhwI53KCP8EAy+jajL6beNuAsGMyFkijMsy8FZVujkh/iqjzzgrd7V9snEs+SB2hTd5e+rU/1hyvBat3cuafKl8Ut8F5G1osaL/bN6zSGzpR5+lh3aVLDEACEBM82thL/k7mKDjYvdM1Tvfq97pctxkGr3RFQqhNL9Wd2q8eezPfeCjDxEXW+8bJY0hjk4b5tUZtW9ySNKdRVMQ79eXYAmvHiUPKW1K/VLs5FxgQuXdikwXeXVJ0Q0YD2tt0mX+7vtP9jjUNmCjBAh6beteA2QFLW1VaCT/yGwAAIABJREFUmdTI1GrhJY2KGlALm+faTeDhr/mzVb64S8NX1pq8X03MMYAYZi/6ZsacnbuXt0nRaRkN3NaquTd9VR0jI7qp7RrN1tfUuGaoWlcPVPu6/rozfam8VRHd3HGVypLdhiUFsB/uzdK+7euFDejr3g/0rdgUjajcot23VZv743r/enOu8v5b3dmvSc2//0+69v4H9eAjr2mpfeabuz297lXdP3qM7hv9qtaZe/rjeZOrHte1Dy4wIZFgSBBaPJhgglCZwjKFQRMPQR76qLbIS0JllUvg8XBD3eTCnsBswJqEE95v4bhwqOVgKpwa1l2DoT+MSFhIAbh4BoWTU/nyAEewADxyqXoAWwgoGMlgQiiEd/HYHsJ0oQ5lDJxQow+OWQmW4T4zHrSdPnAtXnn5EgwlZWPfxDuxAVFzh/tNe+mXY9PonwN7rmzAIYIvfMwZ9mn0z8VLw+aK8XIJ9om6AbG0Jx/zSX6YHge8enK8AcBg80a59AV2NN+JGrCCbA4IY+FYVACps7107eQdb1yY5WACQORS1aFuBvgwbzBm2CWyBnM56tBegCNzxjubBIJgE/8xX2LNM89sbtg4cQ2q71wJzRdsHwwirClrpCd2F0AFwGC9Mn4wycTxA6wH7xXKAZiGNxyAR6duDrcHsAHL5RLrhn4wV+FrYLJ4Brh1xzWFbHAAi4BfxsVtCFx9rDFUzjB7rFXWHaw+iXUO+5hro+PmiD5jGkA5YScx1g/sXnCMXL28A8qDdnvMXT4AyuaBZ0Vwg0AZrE3WBmGNeEYwbrzw2KXftJ1nq3uxsWHeP23qBeBJ2g6MZj1xoy654DxddM0DmrwpD333sRZkFGusU2sgWB4PV+ybBvitRpjvn1xnYokNyLTZsBhE4sc4v8lT5M2MtaF6W9q5oU6f11ITiw1g0r+lzfwfmetrWHetYQGjbRmVLk2Y48hg0jDq759pU8WiTnOyBCDgi95i/UL/MGwbdlQc99S3OWbsAglDgeqtbEtcX4wvNoJ7t2S1IoRO4QSMqdJpmWc0oesEpccWS5dHNK79dA1rrzXMyXidqvP8hxWdntHe9Zt0fHqiBlS1q19Xu1GBEui2T2ensOuC+cHrdKe2Bv1Kjxt7v77xmPkMwDkotdKAl6GxBk1q/Z7GbzhVpe8nTRgP2n2gVqmiNaaK7pixm8OG7IrYrUbNOCjdrL5bO9R/c5uu1K3aY3WVDuhaqxPb3zT2c99qek/Y9BE499v+ZKsir5O+2fWeAS6AaEAnrOGCpi8rc39Uuigi/TKiGV1HCiCLFVosU2EYwq9rpmEGD+lYpr5bbHv6dnQYhqr03YRxVFisL5r5hgH8qZ4z4Ojg+hUqfi6t4qkpHZBYp9/4jxg7M+olJtyPvNcMy0YcPcbkiI4PVLI6qeGqMewjcQqLZmd0YGyVztUYA3YB8oDHfdIbdGR8hgHW2FoWf5AyJ1kQoBrnhBHJzRaAVkpFnWkVLcroz/5fdJE32qqBx0rF81IalV5onB8OzcxX38YO7Z9ca86DBeCdoacMo/xbPWDeAXPYJWL/uUe6SsNjNfpu/TuaqqMNY1o+I27GZEC6TeULu8TRdAuuPVT6ZkQPeL/VXH1FqeXF6prfR/EXynVr8gpt9PbWY8mzzYkVDV076enkzw2ryBp4XL8yal36C2jllAs8ba/3rjdOFt9YPz17RyY1845r9djs+Vq4uk7t74/WVfc9rgfuf1UrtmxQVWdMM++5W2/HyP7veRPxZXruoZt044NzDMCDLeOBwwPp2GOPNQI7rLagFAAajJF7ePGAZ+fP/+EHHuoQBLRjuVC/5jIgRyVI2BWX2Im7kwsol/9dwm4nl6qGOlAR8fB0CbswwAPMFOVgeI/nb9CmxuWlDbAh4YRROgIaRtElwBkPcb6nXJdQCwH8guyi+413xgmBSYIdAMDkStgzUS4vhD7smPvfgSjGHdCBQMamyCXCWwAGXULoYYsFqMmVUPE98cQT5ic8hh1TxhcwOdSLsERgwSa6BDh04B+hCchkvEm0gZMuciWYO6eyZ65oXy57T8ALoJ2A00FmBTCDOg4Vs0uMNwyjE5YwTwAnHD7CLDAAmPlj/IJCmLmA5Qwm2gAjynqjnW4OWI+AMH53CSYShxECMrPmAPsAbRgdxj7fcX6YG8AmBhlw7sPgOnZ1MN7MEWuYtsAY8Rngyf/B9YQdIPajtDuYYMRy2ZSSB5BDXMJgAkiygQufaEGfGN9gYi3miiUIOHRAk40jmwruY+bRJb6nD4B57mNMH9gYOnVqcPzdunPXUlZwzdO/sK0hG0aAN/dgrv6j3g2y96yRfKCcerFTDLNvxx133L/ZfPL8dGsGUxXGEtaTFxtO+prLG9v1q7f3fz15esiZqF2i96YsUU1dteoKxXc5ygPgIaD7e2062p+qr6Vmq09dp77qzTXBW12YlOKtKUVW+TKeqG9LIyo3C9Uh4OzXGquDMiv1OS036jnsxQYlW8wJDcO6t6lPe5cObFltTl3YLV6t3WLVOiwxT+X1cQPmfuK/rOMybxmQA+AYXl+jvb2NOjC1ytQxON2sgxIrze9Ha6qGYUtVkzYA9JfeEyZUyIbKfaTREY3t/rX6r2/Xt7wpBpxckr7LqKD3j601NlrYGBLW4xhvqr6lKapId2q/9nXCtmuf5Ebt2VhpQo5EnvXNOJyTedQAil20zdjrAR4n6zt62DtPB2dW6vzMQwbAjNRq9WvqMOwhXrt7dW7S6MRFxiaL/2GQ+i6PGeBzQNNaFTeldHjTLNPGYzTVgCxi+ME4FW1Oa2BLq3F+YDwALzByeNA+oV+qtn2YvMei0s8j6tjQT8t0iBboywbkEfwYcIF93sju1ca+jDNVyxNdxtP1iy2LdacuNR65qDIPz8zW8bG3jBcyR5gNZ8e7sUFfT87Sbd7lphxs/7DxM2rUs6Vhm2rNnJ+QnKDdElsNY4jKGTZ2aG2Djk5ONcwgsfkGdrYYNTIBpwHsRdUZM2+Da1rMmAOMmYddYnXGho9QOcVbUhq0rdl4B8NQGkebWdKI2GZTL6YEJ3a/YdTPR6Zn6OfJp3W/LjSgDSCKLR7jdqymGPDXb11MJfGkSmsT+lniWRP65ChvmgDwJe1JDUk3aphXa9S9q944SPp2RFdmbhEgOPNmkZpnDlL3Q2W6y7tE6+r31wMtvzVOKu2L+mvWxsPNZgKAzvwAHgHMsIgH1a4yoPMC70FFP8joux3vZO/ApGbefpUemDJNMxZXqfntRzR2VVL1L4zWExuateiZ2/XA5CpVT/u77rjvZT1/m8tbqUVjLtNVD96m3138hFZ1ytg4OabNqWTwGAueRYlaiJ0rwAb1FzZaLlQGD9SwcT+qMpgFgBUPOoQuAiqYeHDz4A0+LAGC5HX2NEFhjlrDeTsiNLGTIblgvEGbK3bkzkic+ukfjgIA1HCCvXHgCe9KJ0QQ+lyL2oUEeEFIAvCc6tmVBStBXueBTHkAWr5DSKI6pa8kBFIuYchvsFH8DphxoBkwgQoZwMlYUwdzgaANsigAY5gbEnODTRVsE8CGsXYgzGTIBk8GxKBWZV4B5QBHN6+0HVYFdZOz4eNa/nd5UGe58eE3bNq4DkYwmBBwCG7aTrsBQyTWB+vCMYl8B0DBA5T5Cq5BF4eO8l1i0wHIcXZerAl+D4N5bCoZM8f00mYAJPUDQFD9u4Q9FkIcQe/UeoQCceuLPrhyuMaZLNA/5ho1LuwaII81wJrOlQg3RFtZVy5hGoFKMpwYT0CUAzuwrc4rmjLoi0t8BiCzFmBeHXMFwM7nvUpb5syZY5yGAI8uwbSxtl1inBkzt+7cuNO+XLZvMOBOVcw9wDpmjbCuSNxvOKVQJn1jvACbzsvV1YtdG6whG1CnouY32hrcfLCOANmU5RLPDfK4OHjue/fOXDonJOqF8XZj5vIE3zHzCIIzxo2NSvAZCLBl7AGOYSaZzQhrKPjcC5ZfyOd/3QF5cidXP6YLz/qdzjrjRk2a/FedccmLympc81yR/2sGaKBazPFax6TeN+quoR2NxitxSH2jVamNl6JVGOF7Guo3mCC2e7VUmhhveHgicL+kxdpDWxSZ6atPV6fKuuIqbk4aobnT5gZdlBltwkqgzjoi8YGuSt+sL3YsNg4YJ2beMGouhCTHb+1btUEDulq1d2KjYdcAHhjTwwphV3ZI9zJrg7dGOif1qMbpdHPE1Oymww3rw6kYe/qVBgz8ovsf2q1pqwFtqBUBQKjxsFtD/VjRHFPRhrQBGz9Ivy7GgHZE3vJV0pDUT7yXjZqNMYpO9fRVb44BUqhWf+S/qgv9+/Wd7sk6OLNCFbGYhiVrDSglXMdz+plpG8GI96tZp5INSf1Ir5ljxoZk7KkWtAnvS1jEb2uysW07JvG+OQd1JzUYsIKdIx60talh2uDvo2vu30X3XFMi3ReRNyWqrm191JwcbOqibwA8BzIAhNicGZX5Il+neuMNM4Wd4bF6V6Wxbu29YZOxrwOUYOu3Z8NmA1r/qZPNfBCGhTEeVbvQnGQxZGOTGTucLmAd90hv0bH+u8IODuD0I+9VY8d4dHqqcfgg3Mjz+h/Dhu4JU1cr7Vez3rQRkMm87sJRZwSf3iDjUMGxdABRQpGUdnSrf32HUbET/gXbxfPTD2m35mqd5o03bScoMefyAmx5B2zBqgH2Kpo7VZ7sMuv2rPTjelPfN5uZb2Xe04D2VpUkEzrIX6kj9YFWTD5Y+mFEDyfPU11iZ6XmFalh2k5q/sNgnZl8Sv69Ed2/5iIzdpvf3FNzP/iKTohNMG2FZUX1fZJeNHO5V3WlcKLBtrK8Jq7D4vOyN2JSM+++S5OzG7P4xBt0/s2P6r47xmnaS3/UqRfeqUfGTtBK47X/73kTrXWq3fKG7rzrPbVmLMBDxYKgcA/WMAjhocbvvHiIojJhR0ziocsuOZh4gLMz5qHMrtx5WiJgHHCBdUAIORaJ6x3AA6zAtgWdLRC6qNMAYABQ2kLC+w/g444SQmgAbJyHIWofwBqqpaAg51oEFIwMggdVo+sjvwEeUCnRBxJslgsT4/I59gXWBeN+wAZCDWGKsAKQwpSR3wlAhHPwNATUNwgkgBzAETVyWMBgu0c5XIcqKijATONwfMue7oEaFAYBtSWghrphZ3gPMqL0HVBCH5lfxpCx4H+ADfkBfsyPA8vUFQR4AEQ8iRlzEkCK63gF1cKwGIA2wCQv59TARoG8MGAk+sUcuTIQtq6vtMN9D8BkXrke4OfyYJhPHthP1PwuYdTuVNBsPAAVbGZYm4wDAtclQANzDfDDfg5m1oF+8vCb8ypGuAMOAIAAMDYLgBGEO0CFcQuub1cHqkXGms0Jc+TU0Nx3zHFw/gHd1AGgox30j00WefiM00LQnpIyABwATH5nzZLIE1x3ri2sG/LjJUp+Xi4xt0GzBtaUY/Cc/SDPA8ATY8jGZMaMGR+BMO4FyuB7mF42MDwLHKBjngCjrv3MaS4vZdpDHeRlfF3inggDJcYzuJnhXmRDkQ/gsXZoO3PNhoX57SmhKg+eveuejW5zHLyWZyDjxBhxj8BWskYAfuF2B6/r7fO/ZihnzozWj/mT7ppfpXFX3KyZyQ69etkVmtBzAPKcJfElAM/Yzm30dWz3u/q6P1OlsYS+4U/X7l3VNtQJTgSLpUG1LRrprzY2cgPrWrR/ep2GZhqNEANY9F/yf6h7DzC9qnLtf81MJr2HkBAIpAAJEIo0aVJURMWGig3bEY8FxXIsR0EsQQQ9IMWgiASlSBGRXoRQAiSUhJDe+2SSyfT+1r3vj98zPH7Lfd5B/356rvNfXGG/s/faa6+293Ov+ymrXeGR1OK/jUmbNC1dr9P1qA7qXGnABbUegADVH1s+sUtB1fqybdIOgwbgmq0LNKapSWPSZjsPK4R3IgGMAUoI0cvSb+rU9AlNbdig7xYu1jIdYsBvaTpL9xfP1KiOVtvCC5CF08isdKmpgi9KfqAXkqMNwMG0GMBr7dbgzm4DGfz9Ed1q6sfwXKoxuSbzvJ1ZWqmZWmkqQUDQwu5jtSo3w9hLBPjMdKUmpdtNrXx2Cqy7zcDl8vLBukGfNk9Y7LEmdtUbK4XAhzUljMkXNMfqARgB6KGOBcQSxoTr9BflzS1/SunLQcnGKn3mokn62vdHKF0apIeCkvqgnu7BBmY+qDtMFQqQhXXDExQQOau01AJaY/e3QgfJ1Nf6pYaWOg1wAqIJmgxgHdvQaPaV9+pdxkD9Ql+0duzXvNlCnhDI+X0dfzTwRdmfTG/UG5JFxtACvgA4v9a5mp1eYIzkj/UdLdUsK6uP1WvThcmPLD/jypgDDMe3NZjd3vjcLltosO/rd9OLNb7coE+kv7U59LhOs/zfyl2m07sfMWBFHxOUmL5jdw/G8BGdbv2GY8geu3ZrTL7JnFs+mt5iYwM4/ZhutjmICv3o9AUDZet/OF25t9Tqm+XLlDYGdTYMU/LnoNznBuqG0qeljwZdtvhbVvYrcw/TkjsP13tKfzL17B/1PgOP+yfrjMmd0FBvIPN96R9VW8rbXrmVXsTeR+fouuX9GNFWuiE6h62Lf9gRPCTASKyGAbABxlgNk1AlOYvBBzk27geoIJixx8LYGyHKit+f4ewVnn6Uy3nUMQAwvPhg8Ejc70AAYQs7AxOErYuX5aoyVsWeF4GGEEKgwz4g3MlP22JBzjMQLIAcBIeXyRGhB6MF0IQRQDggoOI8/M7aY2GA7Xkc4FB3zjkbmXVEoK6wQDwPYcBzYkBFPQElPjbWOf38j/FhPOlH1FG0C2DF87GVzKrhEE6wNKiY8MgEaMAAwXAxpgB3+hOh5MkBHoIRgALjRfke5xDgHjtHcB9qdPJi+8Y4s6AgMdYAYWegEPgsHhDc9Bdglf4jwdryHNgm5gB9BajiHOCcxQm/YX8ZNxg4QD/zDZDOHGNxgZoYsERi7LHxAuA4SKSfqAfj5+xczHwx3x20wY6iJkelTV8CXFj4AGRYIDAeLFIojznlif6BDabPqDP/SNzDb3dgYA7jyITam8C8ADuu+w4gtAeVOe8G5gjMUwC6s+WMIfkBg9xPe73tXhfAPOYDxIAEXPNue0I9i1qRRP/QT1x3hp2yGR9/v+lnzjGfADwAGsp0lt1VpABsQBfgnLnmNnDMJcCsv9deDz/SBsbEE+9fvGjhPH1L/7tnLOUBkvsDeNwDKEbdyzzM2gf6s/wIqxzbHaNups08I5s4xzX+ARz9N+P3LwR4UvujF+qzF9+mn37pAt39zA0679+v0ar/O/+y9Xzdv/nQs9cpsdnY6mrvwnYLATGjtMoAVtXmpC8+3SapZk1Rh6TLNbK1VQN35zRkV7dCQ6KphQ3GUoze1Wy7YEzsrDeABWD6iq600BUIfsAR9lbvT/6g+Tqxz6M016nvJT80AHeoXjE28KTS0wbmUP8SKgP2ivsBerBB83SqAZTzCtfouuSz2l0aZ3m29kzWC71H2wbz7FkKAwSQQQUIqPpT8h7liwPsPM+H2SJI7/7d64zZA4igboY1Ci+n2ru8XUckizV8V7sF0iWOHm16rvV4bdq1n7FcgCJ2MMCbExU1qkGefUEyWx27hxvgALgNLXTp0OIrpmoFzNJWgBtADIYOFpS9TbHZAsTOTFZa/QBs2JTdn3undGdQz9bBOueiKfrmRUNV3lwlzQ/S6qCe+sF6rvk4A6p4uAKg79G7jcmiTtiFYWcICFpfnqZH09PNWQGQw3U8f2HqAERTtm/U+5I/Wt1hVAHmqIlxTNh/wzqN6WjWv3dfZ2PIswCkJxbnW1u+ll5uYUFoB8CL9sGiYc+GPSVzYEJLvalUaTMsIo4eMG/Htz1rzhUEC8auk/yzdaH1C8/nWewssa2wty5IZ1v/EQOQ0CSwjbCM1BX2EgaPRQfzZ2yhUUOTLo1NmvqcVvSkjRFhZACDo7a3amLbDmM+X/zK0Wp64ygDuloflGupVfJQUPkbVXogeYfSTwRdtvKbpg5+5aFDtX7udH2teIUBTNTExGJ8Q2GRJjVu15h1zcaA0r+o8MeV+1iz//ZC5rvU9Q++vwghPjwICf9Yspp3NQTCieuc80Q4Bz7eJPLFapJbbrnFvHBR6wEoPPAroI9y+KiTKIO/AVB8YPnNPwd4sCSovEh8EAFqMFmejyMrYxJC3O3zMLR2dR6CBSaHvAhhBFScEIZcQ3gh6FnFAxwAIgAuBBKAAlYg/kBzD6pEBF0suBESXEMIOGDgCOsGaAakwGjA9pG4l/ywOQhfykMoMBbOkJLv7wV4cdsAtwAGQDbtRm3pfRTno34IQQeQgAHq4gAVlaGPA/c5wKNvYAq9DbEjBvZvAHQENWMBs+a2aK4u9TqQz+3lqB8gib4lwRC6YwUMCDZ3zCn6C6AFeOC5LBboR/4xr5gX/jdHn8vME4/1RvnUH2DEHOQe2sw8BZxQJ8rHg9YBCPdgvweYI1FfQBptAqi4YwDvAF7T9JUDAFdV8o7R3wBZZCfsJnWkr2CQGCueTVupH+wwLBS/ycezUb97YrxYJDA/UQ8DbOPr7ixE+dQv64gDiOOZONbwLJ7jCXaTujJHePewHUNFyphTHsw4gJ6E/SOAk/kLwOS9xzSC8WDs/NtCXpgt6ku7WOS5iQTXYLF9D2YrOPofY8T4oAKFxeUZ1MMTc5j5Tj+xuOEdYsFE/V8P4NGnLLz6Yzm9fI4xA0nfM47M79icIM4ff7MA9dSN+fovBXhKWrX0zp/qW+d9UedfcI0e3fgP0nevMXjs4ECQ2tNLj2h6y3qxD+ik9u0WpLeKbb3YbaBeqtqQaHK6VZO1RUM6uvq2BKtLVNNVNBC3R+Nu84ScWKo3lSNgCMFMCBCYmkmtdZrcucXAG/HqABMwY4SXALyNbWuy+GrHlJ834U48OlSpADyYIlgXwADejQt1rG4un2ObwzeWxukZnaBN7VO0avdME9p36726qXSO6tomGcBDlTw/OVFdyRADNqjpYM3wnoVFg+3CJQKwAmiraijpqPRFc/4Y1tFpgBUgB1hZuPONWrV2pnBmoO4AszdokdmgOcD7Ze7z6t45xADVaZ3zVNtW0AGlNVqjA4z5w5YQgPEFXWugj5AgOAkAqAAxMFoAIEDO3cl7dU/Xu83GsHnTGL33+7P07YsGK5erVbmuSnolqLt1iLpeHqqXeo/UXclZ1ke362zrY8qAVcN5BODzYnKUVqUzbBcM6k/bcZgBHNE+9vSF/URVjYoXlSdAzG0uCSzMnrhP6yTLDzhjbACi/5lcorGlJutTwDVgGZUx4Ie+/ZRu1JRdGzVHXzTACShm7AkBQx2xF9ynY5v1LaDUduTQU+YVzRxAtVxYNEAX5mYL203qjHMDbOOjeqv13/6ldTbvGB8AO/aBo3pbdGDSZxMH4IYZZdGAenhCx07VdBZ1sFbo5UsPV+HjNfpK+nNpTdDWnZOVzAtKbwx6JneCkiuC5q74tNV50/P7acWcg/XF/Bzrb/qRhcMBvWs0oVCvyZu36pf6nD2Ddo7uaIm/Hf+U3whgQB4sCx9BEit/hCtCHMDDB8wBANcRfM6sIKDYIsgTbA+OCwhq1KSwAwAmwBMqS4QXvxGqPBPhy0fP/yFoSLACqDwBN7CArMjJj6BEAMdqYnZPQMAC4mDpEDZenh8pD5Weq9sQDFxzQOn1h/GC1QCsIZQABajtEEYAHS+P/OR1oOv3I0ywSSIftlie+BtnDoAWDAfCHCBAnfDa4zp9TuI5rmLmb8YjZgiIU5ZVi/tz/MgzEJy0F+CC8HZh7Xk4wooCYKm3J0Cx28nxXI/Hx3UAGapp2DFYU18AxHZ3qALpL8YEFg6h7IIYoch4+t8O5HG2QRgjBD3BfiEM4wSYQlXI/APoORAmL6pexoREfzL3WDx43+Eh6QsM8gDemW+w08xD6gx7Sh2Ze4A/31rNAS9jgYkAAMNVezCmtJN5TnJnE/qfetB+yoOJ492BiYPt8j6n//1e1L7Mc94pwCvPccDNPGexAOsZJ0AXz+Ef7Y+dbwBQlEnCBALAGidAIe84CRaU99YT9YPZY8xZfDgz6NdhTl297uc4slhCDUl9AIEObj0PABF7Q64zBvE7yJzyeHyePz7yTPoXYBkzaeQB6PKt4n2lfMAlKmwS86U/e0hAOmCdvgJYv16iT3iPmOPe34Do+F2P72dsWKCSF1aaI44W/0KAl2jHHy7XDav/wSV/XHsHeGtlNmRE4T+p+LQxeoT0mJpu0KAXesx7tLaYV1hd1l7lOhOYbMEEMBzS1K1BzT3av7xW03vXq3ptSTPS1QYQADAIXwQqAKu2Jd8XWiRdJsAHwhkWDdCGCi40JTqx/IxOTp7UmYX7jH2BDcOLE+P4jyU36xPJby2Y8ZL0MK1JDtDC9jdqY+sUY4heKR6qVR0zjDXCQH5Jy2Fqf2KEAFMwh48XTjNA9FDpDGPNUP9yDS9UmEGYNP5D6BNwGaaNNhyTPG82gPvkthpIWdRxpBY2vdGACypBgBBgEdYJ0AAQebbreHVsHW5hUc7svd88Y4/oXaxN6X66PP2a/pi+T2tL+5t3Ku0DCAF46S/UmWfn7rB6AFA2tEzVY+1vli4Mmr/qRAN43/naQCW7qpRuDNIjQfmGWunyoPThoKU9s7SzOMFAFQB6VnmpPlO43uzgCAbN9mY7tadyjQPVumW0dpb3NKCGg4KrhbEJRCUOM3Z+eqUxgPQH4JdwLfTX/ek7TZV7lc43IAVb97H0ZlN3wgzCrAFcUWGfkT70l2ccULfWxhv2jHkBOETFeu6u6w0kD1/XruOSBcbE8SzUp4eVlhjgvbA8W73fHqQrO76i/cvrLMwMzB1zoak8xmLhDezsFUGcJxZ2CPUoz8H7GrU3YwugxL6R/j6j+JCGdXaqZnvRVLTP3Xa8ShdVa07yBbU1jjKQnt4dVLyvxhjg5OrHRbCGAAAgAElEQVSg++4/U6itm58aoyWXHKb3pH8yVvk/dYm1A2clbEZn5FYZeOc8IJcty/7ZCaYHIcbH0kEFQo+VPB89VrVxdH6ez8rcP8p8OPmQkmB7EGaUxcqVhBB0cIi6DwEDu4cQQw2MgEY48+FDCMbJmT1ULgg3ykL4kqgfApjEip7VPCAB5oSPMB96mAkYC+oEKAEUAv64DpiCkeB3nBBiziD5eRgIykfYAky8PThtuD2W5+WIoKE92PZ54m+YO/Lzm3+wSc6Y0I8AVBLtBlhWSoBPwDFtcnvGbD7aBFhy8OPXUWmhvowT6ses8wlsrYME2otwd7aUe+lvhBx1BpBRH2fJuA5YQX0Km8o/Z7b8udSdMkj0LePKWMHOua0c1wAPriL0e/0IywNYihPtZYxJgICswwJzzuc4eQB0MIQ4wDAeqI5RUwMeAB4k5iwAjOskVMz8hkFkvgLwYYqdoSQPAJx5DgNGXvoSkAmLC5iHweLd8gTA9IUC4AfQT9nMN9SSMaDD2xmAkE0sgKgb89TBKHmoh+/qwTMAI56YJ4yfs5qMBeA7fidoF2pP3vEsiGF+s2DpLzn4Z94BomDJPDFHWEAyXgBCT/Q9feZqez/vR8Af9o0sMDjGyRkyztEHLCj/1tZ55GWcALY8N+67uOz4N3OSf/QH3zD6GEayv8SihHcKe06ewXj/SwFe44MX6LMXzNU9jzxmruiPzXtFO//BIPmmoq2TTig+Yyougv7WvFK0PTyHlLsUnkoUNiR9m8mvkEZ3NBsjNrV7g+1QMKyjQyN7W00FhRdo9bayRudaDFBhnwYrBpM3q3Op2NJqaGeXZhRWmW0YdloE+SUUxueSX2pIW7fZyp2Uf1qHNy4xWyuYJATx1BUbdUL+WZ3ZfZ8Bwj+l71FvbpB2vjxB+Ztqjb15sXyUNpSnGqjCzmxt/f5qv2mEjtJLxtQ9WH67kq1VuqHwaQMvlI1NGCwRIAFPT9go6l2zraCzdYcxQgA4dqSYVVxmseNQAy8s9wE8QAz34SABY3SS5hvjta5nurZ37W0q1xNL8xXqpFM2P6Gm0lg9mpyuxtaxSjYE/bDwPWPJUJ0CkFDPrtc0A5owZ4Dj7t1D9FjXWywsyvbf761fPbS37r+5WloSpAVBuiuosG2AAUDdEtTSPFqltmoLwYKXKg4E5ydX2r6q3eXBwjaQoMilrdXSS0HNHaMNuAFMT0ie0XHJcwZIYNBwGvhQcrv1A0wgTByAlLoRg3B6ss7qDxAlrh5qZ4AgwBxGkrGfVlyv47uftb7AI3ffhi2mouY6qmr6H4D39jyK5Qc1bkGjxuYaDfiRZ3rPeg1oyAtv5Ft6PiYdE3TB9os1pq3Z2FgcLFq7RirXXqt7i++yHTiI1YcqGTYSpm98yy6bt6hvGeMZWmXg/fDmJRrR3a7ahpwtXJ7/1THmZLGxfapK86vVsmyUcssGqnDZAGMZmw4MeuDyMyzmXdedQ/TK1w81UAzTCQsJIKUvMAmY0bXKGGji9I0qtmjwrr9vr8P+PjSVzjvA4yPvYSkQ6rAjADXsjGKhSxl88H2lS16EPR86PtYwJKz6HYjBKHg8ORgxPnD8Q5WER50nhBmCP07Y1pEXwe1OBn6d+2PPNYQ0H2mEhXvDuaBCAHPebe1gvwBAzvZ4mRwBZ7Gw5hygIMtecB5GJvaC9HJ4HuxcbOhPO7DvQch6H3DMxgGkDFgMD/3hZXJEYMFKofqjnqjXUCUzhnECgMasm19DIPNMWBtPgGsYpTjRP9QdMExfwsTFe7s6+wLAg4lC6Mbhbrws5gD1dSDu5xkHB8mcY15QFqwVDJkn5gTgqhKIBiQhMOMEWwIYrZQAxsxTn5fk8V0nAN4IXU/0v8dCA0j6eFEfEob+nAN40W4Y8DjBzgIeSdgL8uw44VkZmzzQv/GigvlGnwDMAHrOwFFGVmUel0s/07dxQmXpNn20HQAIs8hvjgBr6uuJv7MLB94j3uns4gCbU7dH9PvjI6CfueZOXPRZnGCXMZPgGxIn1J04/cRj5df5ZvCdYV5hTwjL6d+tGOB5fo7kc4eo+Hz82+05+dbw/sJA+vcjzsdv5gf9wVgA8nBEiW0Xs/n5GxtQ2s/48M78awHei3fol3Pm2Mqd1fuc6x7S2n+Q0DOA1yB9qPF2rSkdYHZLBAUOm2U2Q7Zn6NaCBrQVFF6SBqwvmNA8qHGFGdzv0dGgPbXTBJoBvFzZ9h+dpO3GmMCAAX6Gr2xXaJSFB5nZusrCSSDsZ3au0qeLc217MO6flN9ughx1IEb22FHBKmHPdFTyok7tmWdC9Mb0k2oo76Ed8/dS8fgqPbDrHVpTOFDLkkMM2KCyXd8wTV33D7XnI3B/3Xuu9EzQH/LvN7YNNgdHEBgdVMEIZoQ/DGLN2qJ+Vv4P+xsGZlZhqQU1xi4QBvAP6fv15vJj+lbpUmOIYALHde3WjJ5VBmp3FcZrZWmmqSJhHmvXFfSOzQ+qozTcHD3SZUG6N+jW5o/o5dIRxvSgQoVBxEEAe0C8UgF9XV1DdXHpuyqdGdTziVptS/ZWaVm19FSQlgfp20HFuwdIc4L0QJB2BCWbgrGBqCdRQwNSYQZbiqO0oTRNv00/oXzDALPhKy2ptqC9qLU/n79WI3rbNbqzxVTPQC5AEcwd/YAKGpU59Tq1MM/sL2/WOaZu5Rz9AyMHsGPcAXt7tu3SqZ3zLNYe7RvT3GyqefIeqDUWjgQgeVz5OQN8YxY3284QlINTyNCGLo1saLM59ofWD6g8Pujc+us1oXGn2Rqu0gz1tA5Wb+Mg5TtrdXLrkzqsuEQDevIGMglGfVT+RWPvUDVjawi4B4xOad+kPYu7dFh5idV549f2U/7koNamkRY4u+N3wy2Qdv4ztbqy83zdPTzozh+92UwCumYP0dKPHGr9A5PLuAHUUfkDRmcWV5pa/PD0ZYX2vp1TKn08/l/OOcDDaxW1pCcYG9gE2CR3EPBrrF5jFSEsGR8vmAoAQ+x5BxBzwcAHE2GIii0rSPjIwx7EH3XOwXzwjQGQxR9pAFdsq4Pa1lkm1MaumqHOqM8AmW5zh2BH7QVozKaY8fBr2M1VipUH8M16JrrQos0OGjhH/wAk/DfAmefHfeXPA1ygZooTfYdQA9jwGwYDdTftyApOZ13i+/lNmeSl/Z4Y3ywLg9qWZ5EXj0HYTgdejAXMJ32KQEWlGTu5eLkcAYVZlo3zzAnYm2wCcMegnevYR8XsoN+DYI2BKueZLzC38Rzy/Cw83PbRz61bt87aCDB09pQ5xFxzVgmBTz/wz1k2ABBgGYANaKScOAHQsurD+Dp9DqPlCTAN2xUnxhhglN2OjH6j/yol6uNsnF9nfsWxHHlXGTvaA1PIoigGWIAn2hwnxgSmmTrFif6My46v8ZtFFwwxrKP3YZwHUw2AUjbxHNTglVSqmFqw+OT94V2AHWQxA8jzdsXlUXee3V98Rs/LuMPk8T5j3sBcxLaY70o2MZfoO+6BoXa70Gz/xPcB4KkH48w7+y8BeEnLw/rp1QsswGn3xpf0SsM/SNtFNbcXvr2sdzfco93FPUxAj+1o1MDGnO3BWtNRVKhL+3YpWJ3aHqJHJi/pkPZlCldKQ7Z0a790k6mksGuqKpZV3VLSsKZOi3H3jvQB7de2yWLIDW7s1qCdPTpmy/NmM4V6dvDaHn2qZ66pSbHX26N9t6kUsWtDdUpg28EtPaot5uwZR/YsMjACyFitA7XlkclaVh3UePFgJbur9HT5JCsb4/uFuWPVuW2YsU3scnBX71nSw0Grds8wdSGgByAJa+SgBTAzJtdsKtoH07cbWwggOKrwko4vP2vA4Nb8R/WT9Nu2hysG9oAeVMBsgzZ4XY8xUus6p2t3zzhTwcJssYPGKR1PGFh7Lj1OhfoBBja764eosGaAOpcM01XJlzVFG83ODBUgTCKOIjhLvLn3cbV9uFaLxgZ1rhmo0g1B+n0wOzGdGqT3BPXcP1gbeqcqt2qgkierrBzAxaHpKxZnEJaS/inUDdDGZIpWlw9UYWmNig/UGCitK0/StYXPK3Qn2qu+zmzq1mp/czj4cnqVgRVA2afSuaaSJkj13s3bjbnCdg77QYAyfQ1zRggUxnh8aZfOS64xYAUjSVBsgl7j4Qy7WKe9zOt2r6TOvIvZ73aP7t2mBn0mPUEzd63ShI56YzP/uPospWOCLtgyW8M2dpojCDEAC8UBQkWftgS9Z8ufdGj5FY1sbjM1MtvGndb8uIFc9vXFthO1LU4n7NqCZy0sLAzmUx8/QPXTgn7f+GHp/UHJT6uUXhuUvCXoxtIndcnwoF9c8FY9kZ6i4terteSYPm9qxov5iCMIjiZT0o0aWOzVlNImjSAA7hbZVnHRq/dP+cnHCSNyBDEfoGxitZllYGAusAXyxHU+eDAc2MjADHhCLeZ2dX6O51R6Fh++rLEyDBKsDIIpTggPZxHj87BOfPBjFg5AA0Pkz+WIUIUJyyYEN0AX9SACiASQg6HMJhw/YGpiQAEzhcoRwQCIBSQ7SEDdTSKQKkIV4BI7qHj5CP/YcxWWkHsAE56caaAt9FucYA9ju0i/hj0j+bGL8oSAdYbVzyGoeBZ58VrEptJVtrBmOIHQTsA8fQSLk1XDUhbsVhaEcR4GMKs6A8gDKmOwQV5UlN5vXj+OgFvYqbjvOQ9D5UA/zg/gj+esX4N5QYZ5YkcSZ984R33oB/5lFzqob1nsMNYOgLkHVWkMor1sPwKMY29WgH4WyMHgwfZkQQPguxI7S9mYRdBXcT0B9TC/cWJO0maY16zHNouSLONIuTjsZBOLtf7s5fgWoLp3IMs3gAWW20NSFkAYu7dKCQBfiRUmr/cJLDblx97rjFM8h2g7izNAO4CQhCqa94nne1leB+Ymc4C4h3z7WIw6+Pc8vAswyyRU7YA1N+HwPNkjZTIHWeCxCPF+yeb7e/7+71/p1+5KGm7WF77xoHpV1va55+nCef8PEY5fK5OJsmeySye3PqUtmmxsFgbhCKba9pwGtOdtn9Uhm7ttH9aqPyYa37Bbx+x8XuGXUlgr2xXiuPQ5TevZoMH5btsdIGxnB4xU08rrNXRTl3nXjm5u1qANPTp63QtmM8dWXmw6f37nlSbMscmD3dkjt9ucG1Dvfjj3ew3a3muMDywZhvgeHw1gteylQ/TggKBbiMh/btC9Xe8yWzNgF84KC5NjDXDB6D1YervSuUHJV4OuzX/BBDrhQWAIAZMwLzBPqDUHbs4JlS9bdHH+2NJC/XvyK7MpQ50ISAAI/7j1O2YriBct6uyaZUVjup5PjlFHcZjOKd9knqPs6PHmzseUvBD0VOlN2t47Se0bRqq3YZCSFUG6Lmhd03RzRkF1TfnUi3h7sGcwma1fqdXtIeieVwOwPlgdlJ8d+li7NwTpTUEddwwzNWx+ba2KK2vMwP/AwhpNLNZrSF23AZxnWk6Q7gkqt1SpvjxRm3fsp+K8Guujjo7h+mXv52yv3xHb263t2Or9R/oz7dezSZ9Mfms7dRA0GIAEWBtd12Kgjj7DoQCgA1DCBo36U2+YMkKhcB3AN6Vpk0Y1tJpdHarYl3W42F/2tOZ5Bgr3KO/W5OIW3Vr+iDbl9jMgNrbQZHOifvVE6aSgz6+6VoNe6vlL6JT6/ATdUf6gduf20Gk3PK6De5ZrdLFFL6VH6uTmJ/Xe8t1mHwmjSP1QPwOmR/S0m6qW/oZdfPqcfVV/SNDsHRdKJwbp/CD9NkhnB93XeqYuHh70ywtO0COl07XzxKB7j5xh9+H4gwMNtpTY5FWXS5rcudXaO2hjb9/OK39NFPw934K/mYfVKB9pX2XHwhEQwQo/+xHsz/YGwYGaFVDmCYeBrC0UH+FKNjYItOyHjw8t+ePYVpSdZRE5h7CH9XDPS6+DG5oDpmgv7cKmCDCYTQhIQIV70XIdG7V4pwe/BxaBuhH7yxOCg/hxJFhGQICDyzh+Ftez4Wi8DOzTAG3OHgDMAJ0ItDhh24MzRFY9FAOyOD+qOOrr7CaCC7AWC0TPD+ggLwIOAQbrRMKGCxvMOAEosupS6o4QxLkjm4idGKsFuQ5zUgmUVnIqID+LjEoAL7b59Ocyf2GmYnDh17AvjecB70Ic2Jl89IP/Y457YmFEXvqRhZInAHMl9T/XYf/oc0CGJ+z5so4IAMZK/eEMMN682YQJAMxuzKqxiMm2x+/jPc4+F3Wx29d6Pvo5BrB+Hna10gKF68xZxjku3/vQ78fO1OeVn/MjjFx2vvs1joBQVKkweiQWEl6+M/3Y0/Eu8g7C4DmYpZ9YwPDe0F+e6FsWZT42vIeAfdoZJxY9zDPmFUfsH3kvPDRLnNd/u2c1f/OMSv3pef/W8X8c4OEgcHzpWfOK/HjL7yzkx9uTBzWwpVcjC60auKZXp3Q+YQJ7XPtujW1o0on5+Rpa16XQyuby0pHFl3TA1rUKW5O+HQnqZMwfQnR4T7vCukQDd/ZqxNY2vXfp3XpJR1rYjbA21Vd6fm4AA1ss9k4dU2i2HQjwioQRmVLYaF6qDhgIHYK6EEP+JXWH6bnxQddDwQ8P+vP6txoARL2JyhE26bbkQ9res7cW6Q0q3FRjNlZrthxoYA67OVS0gCoYM/qCc4QNwVED9g6m762FRzWn/AXbcP6ltqP029InVLO1oPN6sEq7xuoXlieqXZszZwDs/cq7qkylzI4c1feW9d6Ou1VYMUBXtZ9vdoWLmo9Uz+bByr0yULomqGn7GAN4gE3KhFWidGzfCDvS+5NaPRiCPhqCzg5Bq/d4VUX7/iCdEGz3heLtNdqa7KOOuuHKrx5g3rFHdC/WhFy9YGIHrevVkgWHSz8K0rag5enBWto7Sz2bBxmg7OkapF/nP6uwKbG9Vnk+7Bix6N7U+5TtehF2pOZxCtDG43Z0U4vZ2+EsgT0iAY0B6ngV05+HlpZaW2gT9mmwtMfVP2e7m4zvbdDY3mYDsMTrA7DD3BK3EK/euZ2fUvnxKnPcGJG26xQ9qbb7R6r4vRqdsfJhVa1NjJ1FnQ2AZ8zZD/agOSt1XPMCHVReocfSN+tz6a9soYGqGmbxjOQhG2MCc49r2W2ADwBK3bafO05NewZtf2CSBHBmSzj+fT7oka7TNXt4tR64YIpeSI/WxhOCHjtyjKnCURMD8lDTEgpmdL5ZJ5XnG3gcvqbD9qINf20f3/cdKCzSNd+8UNfMmaNf3YsXbEGr516oOYtdgHRr2e2X6/I51+ryn9ygBa2JVFituRfOEVkc4FEYQilmcyoZ4JOPD2X84fYPEitiGLs4ZR0RABOoYv3DHOflw5dlPrBXqiREACBZRgY1CAAvmxA0tMWTf8hjYe3XEIYIxRjgwXJlWUzyewiEWN2CYHI1GYGZXehwjA3ruR9BEd/rdeBIO2CCSAhLwIQLqDgfQsi9IP08qjN3cvFzHBFIqGOxoSShvoJNqpQQfNSZkBuwLwhKBB/sA+xKnCqBMIzl4/AqcX7sm2KWl2uogQHW2UQ5MePo1wEisHhZBo/54/3meftbqHAd8B8vQPB4pL/jhAqXutEf8TzAyB8ThyzAg2WL2da4LFhnWKI4oebL2lFiF9kfO0Y9KvUJix7AdgzwPAxL9n2jzm6zGteFBRrlxwlAH9tg+jVAbdb+kGtuJwcrGX8nKJd/PmYENmaRUyl5/ejLSomFXxwOBk9fygZwoWolAfr4HjFv6RMPcE27sYmDRUXF6wnWFDVvnFiIZPsa4Ek/8X6zcOC9oo+yrLSXA6inbm7LjF1lpQWu5/9bx78enSg3DN657ztfl//8Cs3+zNt11tcvtwf9/Or79I861cLgYXuGBygG/thgYacEk4XwHlFq0+Sevs3lsVmbUt6oYQ2dZmM0Vo0a1tVp24a9o/SAjm1ZqLCuz9Yo7EwVesvaP79Ob0n+LLYsI8zKiO42fWLbb00g/1v6G43v3qUvln5hAOZdyb22W8Ye5QZN6d5k3p542B5cWC5Ujdhondg5X+M6d5tBPwzSquJM1Z8ddOOrwGddTdCzT59gnq4IWdoDSLkt/ZB62gZbCJHWG0dK7wxat/4AvTFZoIn5HWZDBTjAU3NqfoOFgUGVRygVQAegj3KwE7sz+YBW1c3QQzvernGtjeYcwlZj2FzVrC+qakvZPHNxROjePESntzyiwbu7Fe6TPpK/Vb31gyx8C3Wf13uqSo3VWt19oJJHg9q3DzdmDDYJGzFs8rBh/JhuMa/jzluHas3IoA+9BvAWQmdPedXR4vQgfT1IvwnakUxUR36YetsH6Xp9xkK9HJCssUC/xDHcdt8+0meDdu3YUxvSqXo6OUmPlt5qzCi7ZHw//b5GdraptjGnb5d+YoCF8CbMBwIa17bmFboS83bFQ3b/wloDx9g4AtABcYBSPJT5d1byRwPQsJAAdsbzxI5nNCrfokG7ejS6p1lvTR41ZwlsLgHx2O7hfHF942eUXBT01fQKA6gHller7UdDVPpalY7veM68VIm1ByPHWBPzDgZx6vwNmt65zpwqAHwsBsbmmnR4aYmpnQnmDeOIWn3/9rUGoFE9M8a7zt9TbZOCVt0wQzos2GJAXwjKX12rucmndP3wKi2+YIx2peO18W1BTxxZq625fWzBQqgWWs17MrrcbLEB+V1bl7cwQ4O6K4QzKizQzy78jZ5f9LLWNOTVu/x2XXvxjzTnhdcAXueDuuyK5wVXnzRt1ua2bi2//Vpd/KM5IgvChVhdfPwAWBg3ewIkVLIRg+Xig5VNGB9n7aUAO7F6h1V1FpB4OdwbP5/zqHwrgSAYo1gVRV6YOxinbAJYxSowbKbcPi6bF1YOsOEAD2GEaikrILmPDztlY0jvCWAE4+HXsemjr9hqDKAZJzzvYlVyfI37YB5IAA6AZ5ZJ4Br1A3RRF0+wIlkA5dcAwYAjEmA0WyfPR3tpF8bnMLKouAAn2N9l7ecAz9lyEN7xuHu5HAGqWeN8QA8LhGzqT92JYAVcOFjw+7B9w+s6TjhpZIW0X8+Cf1T/MSPr+TgCFmBoPcEKwaxmAR4LiErOA9wHKCJcS5w4lw0HA8sKgKiUUPdhJ5ZNMFqA8RjgAW6ZfzGIpc9g7/A4zyYP/xGfZ+xhi7OJ51T6PgDgAcQsFisBPA8Jw8It+72InwHjzWKkkmcr70PMmgLYePdYGLn6GzMHt+Oj/Zh6MC/dC5l3BrMA7iXB0mc9yp1NjxeDsHWoaelXf5cYD8alUuI9Ji8LRb6zqK6zbH6l+/o799+/vJ6zd7Oef+gB+3Dw0L/8e2jR/9NWZRjHY3uGcAToYJuEquno1hc0q7TMdrWAlUEtd2Z6n9hUnjwISZwUantztm0X9nbDyx0K21ILiUJ4DLawItzGIaVl5kk6Mdmhi9p/qM2t+xmAwani2OJC+43grd5S0oDGog5qX6lt5b11ffoZfTz9nQ7sWWO7G6BSG1NoMuN56v1kerIKL9ao/bwB2jkpaPm8g41ZgqnB9g2nCRwKupuGaGn3odq6eB9jsJq2jTVWZ3KyxZhA2KYjehZr4u4dmpjuMCN9+gDwAPiFSYQRZE/Y5144Tg898g4DhACxaYX1OiRZpsFtPQrtqQ4pLzfbsPyOWn28/SZVryup+oGS6J/56YkWOw8gc3fpvSq21RhwbG0ZqfbNw43BQ6V5SGm5gUuM9rEP3KGJ6n5ksJJ7gr51wiB9bZ+gl2uC0mlBekeQfhKkdUErkoO0KHmDORsQpw5w+qX0ar0tfVjTG9dp/ZPTpa8GPbHjFLPtA5BhOweoQk16TukmjdnZrDenj+mn6TeMvcRRg5h8/Bva3qXBvd1mt0jfAOxwxCCYNEwoak4YNcCpb0NGHsAXDBdHQuqw5duQjV3aq7xDJxefsnAs2O/RL6jiYVF/0Ph9pf8ZdH73lTokXSbi7+3+3gjl9g/6QNed1jbi+gGmAbM8F1C+b/tmTSlutOfDzKJmn5DW21ZnMKGwo9SNZxxQXGPzBFUyQLD5nGq17x208Zapfczo4a86rXw2KHf9QIshmDssqHhFUHv3SO34RtAThweVdtTo6fybtLr3QHU1DjXASztm5Zfq5PKTGtLRreodJdshxl/lvxwLC/TT7/xC855+Rq9sWaLrvvEdzbn0y/rq3Pn68w0/01W3/0qXXb3Y7G6TxrVa9eyv9I3vzNGlX/6qblzdbfZVfCgR6ACOmOlyhuIvz3rtB6CND1a8uuYjjCDIqlIxCCevq01QrfSnvkIwx/ZFCE5UlX5vXA9svrCtiYENNjvxR9/zI8gQoJ4XYAPbUSl5TDoYM4AMbQRM9JcoN7blgxGLVcT0K+33UDCxwCOoqzugZMuHSXKgAsAD0MZAMs6ftTt7PTYhNtKnLqgH+0sAIwQe/YZQwubQbS3je/DyzNpSsT1VpbHgPuwps0bvsBrxfPLyUfFmVdAAKAzt8UTNAjwY32zICtidSk4yPCO2f4NdzpoYeD04Ztlo37M5C/DIi3ra40rGZQB+sgsT+i9mksjP3+7UEd/Pbxgynh0nnEJ4Jn0YAzzyZB2HUBcCZN0EIC4HIBM7O2FLx/zydyfOW2n+cD99CCDMAjzeferoqkzAIQ5M/SUPmcL4ZRNAPuuYQh76xb3zsSv2MeAIaGaBEsfuAwS6JzysYCXQS8gcX4gx3wDvfOdgWX3rNO7j/koJ1hy2nm8B/wB3lWx6K91b6Vz/AK9S7v8v57rX6LFbb7aG3DpvvbECMHgAJYAdQhIBDGhBpQYrh6oMgYtghHV6e/qg9i1vMZs4ovOPTRo1vtBgTBOsGVuUYX9HzC9AIGCFkBnsjDCgqWhbV93a8VF1rxxiAOaN6UJzAoA9gTkM61MN6+00UEWoE4AlLBoAFJblgM61mlreaACPOj+mN6tDw9TWMlL6adDuV8ZZ3Xku9xDb7Y7kgxY2ZHF6hJblD1G6PWhdfrrG9jTabh2wU1/5Q80AACAASURBVAh41IzEvCPI8LTGDQZY6Bv6g2ehfnxWx2v1AzP02L1vMacL4sUdmF9tXpjT03Ua0tst7PqwN+vpGKxPtPxO1dtLqn02b+eJH0dIDWzBiLXWlBtrzNb6rmnKb6g1oIQ3sV3XF6z+xAzcpfHq2jJEhd0D9MnvT9b3Pl6tzreEPjuxc4J0fVBxRY3WpdONTWrPDzdnk+lt660/bNsvXazFLUcomR30bMPxps7EgYMttgDvhPk4NLdUM5tXGQuFHSPMG/1CyBjs1sbndxmIR20MMATYAaqoM9cB832s480GogDGB2itrki+qi3d+1o/np3cYXHw3tC5yFSygDTi7RF6hfsBf6ekT+gX3V+Ubgg6t/vXNg9hXLd9q1Ybhwd9qO02u5cxAXjD4DFHsbs8Mf+MJpTrbUxh+JgDAHnGygEf/UtsOuY39WVuAeh3fLhKrTOCdi0cr8IRQclBQfp0UPH9A/Riw9HK31UrQtGUt1TrpbOCrt8/mE3jjg0TtblrX3VuHmbvEXabI1rbNSlXp0lpnTHVgzsrhEkpLNAVlz9m76KUV1vDTm27/790+RNtMheqpEVPX/t9/fS63+jqH16pR7a0qGHnNt3/X5fribayqYFcXcDHLlZ7IvwqxWNzez1fKfMJgWWD7ckmwBEAB/UHCTUGbFalBIMDi+gJtZCvkP2cH2HZKDf2uuyP9UCokteNxwFMsJCVEoCCvIRfQGj2xyD5vTAQsH6eaK97YPo5WACAHOXGccg8BEYl4QlD4AAJRglbILwkKyVsF+OwI7ASMDeVEt9rB0zY6gHa+kuwHq5mBYyivkIFhsopTm5jGDvIOLsV5/Pf2HjFMQgBGgC2SraAAAwAQ5wAPtQFgiJ7D+OV9dzFCB/mplJC2LqQZuxpX38pBoPkoR9R2aICzI4NzHjWtIC6orrlOXFi/LHLQxVMcgALGKiUsBnMmiLA2MJ2Y0ObBT68KzH4ABz1xw7yPBZqbkdLf8I6VUq881mgzlxwL19AkIMtv5+y/LuB5iDrwe35/MgiJ+vAA0Dk3aGfsok+cADHvOHdI6G2BUhnFxEs5FD1k2AAs85cnGfR5wwr4+3vj9302v+4TlmePMwN4JRFR7zA4J2rpJXwe//W8V8G8AovXabzfnSfnluwQAtXNwhzUz4YCGsAACo07KoAZOwYACNDvDAEI0AHBgc2C0YG71PUkrBdh7a9YqzUJ/Q74WwxsWeHBvX0Wj7YEspHnYdq9fT0Ec1vOUk9Sweb5yZMG0KdAL+os6qWl7VHT4MBOIQ3QhdmBfBInT5c/r2xPIAybPBuSs5RLqlVfTpBne1DtblpP2PdMOaHwYOhQsjvLowT3qt4hRbaaywW3IRSvTGMgBiACO3Cvg/W7MDcagOWlAELdkhumR7Lv0XtxREqPDlACxYfZ3WiDoAcVLoEuB2VtBogRJ1b7K3Ru3vuVVVz2ZxVKJ82cI22AgIJOsy+uB3bh6u0sEaH5JdrSKHLYrLRdkALAIYAxZ29Q9XWPlKf+T4bQw+Tbgp99nRXB+nuoN7Ggdqsfc12EJsw+m9Wz1KL8QewhH0EEOduG6jn648xoPmQztCTOtlADv10cNsKfbD9TgPWAC+8kWG7ju951sDZlOIm25qNcXX7QAAifQCoYbcPACH9BmhC/Q9TdmfvB7V73TibBzjJcC/AC3aN7b2aNo7VHekH7Z5Tkif0rvRe3VT+uIo7avTF8i9s3p2an6fch4I2Dg66oHW2lW2ewXqTzR/6k23s3tNxjwFRAD59yAJhn3Sr1REVMYsXdlbBRu/AdLXNeUL20NbO9wY1jg7avmhvbZ0UtBOG9NI+G0cWD4/3nqbe+YOULKvS3acGXbdX3/X0mqDOjUNVeLzG1Nowx0OK3TotedwALjaJ04t9IOlvfQD++/VEhe4u5f863JRl8zAp/IGwc08z/q4U9NfLRnXCCtsTH8Y4tpefR20EsHEbHvcm8+vxEUEHwHMAAUPg6s44H78dtMHGeeJZfI+yCeFOHZydxLOQj3l/CdseZ1m4x1U6lfIDwhwkUX/YDzfSjvOjlqIODlhhAlCtci5WH/s9gK/YAzVWPXkeP8ZCk0C9qKIqgUbyw6zAopBQFWZtv7xMjghrt4lExUld6fdsQuhxLbZfAsTHasHsPYBQZ3vxxI2Bb5zX+ylm6gjR09+YoG5jHsQJwBeH1ImvuVMN55hL/ZXLdZweUN2TGGOYnFh1Zxde+x8MTSzUOc0CJgvM/B4YO7d/hWX14OF+PT5WYjV5Vgww4vwAGGeMAIAwcv2BR+5DleggFCAIaKqUsE/zBYBf570BuPWXYqcrmNZKMQ7jewFlWace3t1skGO/x79hALv+mEfPyxEAi0aB9wUgnDUdII/HheQ34NFtbONysJdEgwCbC7DkfYj/xWGP/pcCvEQNt3xBH/n6pfrRpdfr8c196JmXmHhjGMjj+AAYA/BgdA6jMqVjozFxgD3UTqbW0hqLrQbompjbYaAOEPLp5AYLHAz4Q3XLdYAhZSJ8UVESuHb5gkNsZwCYLMAUIIAtnghoPKapWZ9ObzCwABiCVbwi/apOKTxhQIR4Y9TlreVHDUg8mr5VrZ2jVGgYoO7WwdpW2tsADc9BsKN2RoX3dHqSHklP19ry/tqdjtO89FQDqYBZ7KZ4DqCRtgM+AHXUHbsywMy4nkYtbThU6c6g8pIqPbjjHaa+RLULGwR7hZpzbLlvv9Nnek9Q2hr0juID2re4RfsWN5tKm34gkDF9s2XdZC3rOUQL0jeqvCuofG+Vzmh4SNPSDWa/BkiA2QSUPF88VunSoO25Sbp525v09PYpKm+qshh4ui1IK4L1AQGMX04Ot3h39C99hQMDQAhGFGeE8itVerL7ZGOzAGe0n35lv9gLkos1O7nAwD4qT2zYCCPz+fRac8QAwMO04kkMUOU+tp0DwMPoAZwImULfs8fwqeV5Nmdurz9bLXeNNkcenndP+h4L+Hx34b1Knw1Kbw36Q+MHzH6S59HnXGvsHGdz5tBkqb6e+y+V3hzUNTXoB10X2RzBiQaACoAFuNG+f8//yraFA3Ayv2AH96hvsK33WMhwDyF9WGwQZ893EGG+lX4Y1DAqqP7hCVo6JmjVEUG6LEhnBrVuGKXSvCqVvx2ka4PuPDroutFBencQdnrp/UH539cacOadAhgDYt+gxQZQcSD5Z6cY4GEz5WpBnhML4exzYetiFiAb28vzwyyhdnUgxge0krOA54eNcpDGR9EDzvp1P8ICYCztQAwABfPQH7BB6LiHLvZHztp4efERYemMD/myHqJx3tgOCXCFKrO/hN2QCweAFqwVoKiS3SAC2ZkFykNV7WxEtvw48DTsjjMo2Xz8jQCCLSIhDB2wVMoL4+m2igg5BKAzGXF+wALCLFYbVmIy43uwtfT4cbA8rxc3LmZiKIM52h8D62ygP4u/s16rfo0jHpWuJqTP3RA+zuO/4/cDFrE/UwPyw0xl5w19V2kRRP44riMgopKNndeDucPc9wQzyHvj/enn/Qjw8K3kkNdZwOT5/BgvGJjf8Tz0PBx5HuMefwdgs2MwE+fnN0y0e6QzB7L2nNn8zFfeqZitY65kvbD9PuyAqTO2iL448WuVjnwveF9gyemXSosS+ps5CJjHDrZS++gD+gImlSPgkqP/czaeOvzvBXgL79aDy5rVsfH3+tK/XWOOGazeABKwO+zvCpgA7AFEEJhHll4ypgymCqYNWy52vUB4YmeFfRYgBHuvLxeusm2lUGkC8jCyBzDB0gAG8LzkvvXzpqs0p9pAAmFAOIeBOqDAgw1zDx6cqNSuTT+v0Y0txs6gUkQgu1qNkCPaENRTN1jaGbS8dLBWaqYBO55NqBXYQdScgJ9ia40FCgb04B0LQwaLRv0pl+ei7qOuODvQH4DdfZKt2r55byUrg5L6Kj3Rc6qBEIAkDCeMIYzVfskm60/AVKmuWt/KX2p2abCQ9AvsFf18bLJQO1+aoJVbDtILxaPFxvbJwiorc1qywdhSQCCggD1O53WdJv0s6LmW47UxN1VbSvuqbetIC9+hH74aB29JUL59oAHXHcW91JEbZrZxABpYLdg5gBX90LtyoB4unWHjDAjEug5wg9fwz4tf0U+K3zb7PNgv5gKsLqAIhpfxoV9g9wB2AMB1mm59B4iECcV5gTn1s/x/6Pj8s6b+fWztW9R93RAt0yHGWO4o76Vcx0BtbttX+l6Qjg166bajrK30o8X/6323ymuqdFn5m2YmcFXPl7XrjUH1bwmaW/qUjS1qZQI4M043peeouXeMLk2/ZePIuP2h9H6tKs2wvWH3KW815hS1P2y0A7t7k3fZPsX08+ZzqrRwdNCyObO0cnDQ5nFB+o+g4oU1WrZpltYeFtT8tiD6/M4jg64bE8xpx0DeDUHFG2vsvcFEAJAK8MQukefRb//shP2YCzgAiNuT/S0mCOEVq1dQ4bEarpSwP3Gjf5i+WKUZ54ddwFuTjzMJAOJR+ON8/hsPPAdi2MhgV9RfwqbNbdhgUdw2p1J+7McAlggVVCyVDMn9PsIdOGAFzBI7i5RVHXIutlVDOML2oU6DUcvaQ8VhFWBTXo+VYzcMBBsJhpS/Gb9KLA31Qj3K0R0MeHalvIQV8fZQNgAFtWPMptlDJZs32HqRYGBhYiv1gefHqcJZXeZGf+EyyA+75+wWf8NsEt8MUJ8F9Pwds6iMc38qRspCFY4nOYn2YSvZX8Lmys0ZYhaRdgIC4uTblfk5GD8WOv0BmtjhhsDRWfbPy+HIeMEeemJe8f6RACFZpwRCqri6mAULC5zXS9hTusMLfdKfNy99jV1ibCOHLZqHAKHNqNjjhBmIA0IH7rB4gEjaUSnBent9ULGykIsBX3wP26HxfcGuLp5T9FkcAiq+h28eanyAZH95YB5h83GqomxMLnzeUBZ9QTBo1LeAOlhk5oU7ucQB0f+XAryS1j96jxYRZqG0Qld/9oeaX+hT0QLmYGRgQgBQ2FQByGB3ABnY5SGwAGBswv7+0h+MFYHxAtgAIlYVZ5gzAAKeTecBM/yDDQNUoIYEHFDOysdmKvlxMAACsIIpA0wAMgA/gAdABfZu1AOAclqpbwcLQAXC3NWXu9rG23Zbva2DpPuDehcNVmsyUs+VjzPhCrDhftpGTDe28FpePNhAAewO4GZ3cZy29uxjoAJwB5hBdQxAALTAAKJia1k+ui9u3e6gVWtnmlE/QIT2o3JFoKOqBBi/XDxC5eer9fu2DxsIAkhRJoATlumTyY1a+/L+WrVsphbmj1WxvkbljVXGOAEE2Cnjt+VPGMCjDUtbDpX+LageW6/8vmosjlXriyONWdK/B+U21irXUau70rNsBw2YRvakBWjRfhw1AMsPJWdoZ/eeBmgZE/qXunGNfD9Jvm1bkD2gd1p/AMAJFYO6tzk/Rjckn7a5AihGtUrfdGqYAci60iQrC+cLgB+gHbAGgH9owxkqXlytzu5hBmjXlacrXRW0vnW69I0gHRdU/nm11Yd5RX1XdB4kPR40f/eJxuy90nOoWk4Kemls0LIlB5nqmnEFuAP07iqfJW0KZu9HewBs+cW16mgarjOT+4yJZA7SJtrDPKXNLTtGaX3bNJt/j59VpV8PDcr9olZ3vbqd0aLBQaWTg3qfGKT7cu/S5UODFsLY/TjoualB1418LUzNh4J0VVDyqaBrOz5vNokwmrxX9AVzg/n9z058pPwDHgsCBGPWlil+Nh9EdyZAqMSq1Tgfv2Go3AaIAMNuI5PNh8cbH1KEJwm1YH8ejVyPhTMfUEBcNiHssPlyFsMZrEpqVL+XVTq2RQhjflfyXvW8eFGyCwiJj74DXT7y2WfAOnqf0lYcFhAMsDXeP14ualsXUAis12OLaBvPoyzsCxkbGL9KzCDlw2jRDzAcPAfBVsnLFMYQYeoJFSUCPCu0uR6HM3EbOb+v0jGOYwhI7y9cBvfGaj3+dgaWfqkENqmzgxzGhwVGfwng4zHlAB+V1OV+L+DBGWW8ROlnEn0ZMzScY8ERx3GDcYoZTi/Tj7EjBPMaFX1/iXEGxDooh4V0AAegyDpZUDfKJPGbBczrJQf+5AHQvJ69GPZlsblD7A2ddbKgPMaOMQFIsWhBpQ7bi8o166jjdWRuOIjEc7o/RpH82M5SFv0Xt5PvmTtTeLl+ZAHF+0M9+kuAMsYeRhu7X8w4uMfBLPfxbnCOZ7tHLd9GzsUag/+lAC9RwyM/0Llfmq3LvvM5feU3y//iZNHSPUpL01kmKBGYqBABWo/rNAN3bseEMAcA8TdAC8N8QCAAYH1hml7pPdQEPYINIQ37BOuzXAeb+hdhD+P1wsPHKP1Z0LOl44WtGEALYQsT1No5UjcnH7N8qAyxmXsxPcpAICpWHCVQuQG8ENK91wyUfhfU0zhY+mZQ6fIqtaYjLU4ZQW4R4Du0l1amM8V+G91dg1WX7mW2aJQBiNzds4fa24f/Rd0IMMCjEwAEAMS7FLane/UQ9WwZLP0iaMUdB1uMNbZGqyvuZYwioAQ2E8D0VPom5R4eqPubzrT4e5RFf9A3ACNU2qsbD9SG3VP1UHqG2ntGqLihxlSGqI+bd49RS8Nos4WjDute2F+lmUGtvx+ph2+p0sP3VqvzxaG2g0X5sKDkhSp1FoYZiNjctK/SuqC68l4GPmFnaSus5H0dZ6p97Qjdnp6tLeXJ6mwZ+pcxBHyilocdBeQ+mx5vbUR1zy4NSTHYDg6o05enh2hHfqJWpAcp6Q16NHmryqUqawt2fYBY2szigDAr858/UaUvVhuzuLI8Uy+Uj1byStDSzlkqX1otzQrqvXWQ3cNCAsC2umeG2b/VPzbRbDx7Vw5Sy1uCrgpBdfeNNdAO69iRDDNg+0jr6dLioN+V++wcmaO5ewaq7uVJNn8A49SHefxyeriNMeNPUOi6TXvZOD/8sVGaUxvUes8wXRaCHiKA9uCg5CNBm5/cT7OHVWneaUHp6UF31vapaNPjghJ2E2F3kVOCli4/1OYvwI4dQxhrQC/j8M9OMcAD6PlHkY+6A4xKz+Qj6rHWsKHCbqe/BLuE+gvBBJioBBC4F9AD++RqVz6m7pxRqWxYHFeX9Mc0oFbjAwsYwCGCMBd/S3UDi4OwB+DB3qHGrgQkqFPM1MAyAPB4Hv+yHrJoO9zWDFUdhuIkQEUWYMEWIGhJtA12EucN+rBSAtDRrwhc7Bbx/KN891iM70H1DuMEowTowHYLxoFxjBMsCWpkT4BzxrLS+MG6omYkwUrG4Mbvj4/MLXfgoS9eD0TTN3F5bt/XH8CDRXEbMoStg5v4+f47nvOA6P7UnOTnXXG7yBgYVgJ4hKPx/uBegBXj2F8C+Pi8/1uqc8oAxALAmZeMozsQ4XiS3bkCht5t1oiR6Iw95cCCZuc2ziS8iyTmM7aY/aW4/5ibsSlBJYAH241tLe8WdoaAJuYUQIg2VXIOArAC8gC0qKZjh6JsvehDFlwsbnwBSp7XA3hcp81ZZ464bExL0FqwkOWbBBiEZXeTC/LSt7z3Weaac85aku9/KcDra26pq1ENLf/Xi8rsZf4ctCqZYQAL9oyQHARsBRzxN6AEMAXggk1C5YQARu24Ld3b1GHrd03T0u2H2n2wdlyD2UKAoq7kfoAhAGLpglnmIMDuA03lMWJfWWzFGrSHeYk+kZxiQInnAcYWlN5orFhDbrwau8aptXeUgSRUc2tOqtaGdwbpvqDk6KDyF6u0rDxL9clEK5vnb9VkdeSHqy4/ycAWOw6gKoRdoY27y+NULAww1owyEcSocJt7RttztmlvYzZzawdKd70aJPjfgjb9aoo2FfdTuavK9nTFXu0uvd9s+WCIUIHq1qBlO2eZCpi2YJcFgKYvAHmre2eovXe4geWt+cnW9ncX79HWwmTpuaDS/BrrcwDehmem6pmqoB2fCfr+R4K+88WB6nlgsJL3BLWPDOqcP9TaC5jYnkwyNrChaw+zIXRAjD3Ysk2HKPfwIGP5kuYqFRoHaGd+gqkPAUQwsPzDdrG1NFI7kz0N+NNHSWeVxc0DIK3r3l9aGbS4fISSHVXatXu80g1Bm5L9rM6AQuYO8wAG7+VbD5dm4H0arO07d+2pzueG2nPW7DpQOi+obskkC6XCPGGOrWydKdjJut9Osj4qLqtW8oOgnwwI2nrbOBs7+jFtDtpYmKJ1nfsrWRssViELDwB39x+HqOeZwcZGUm/OA1y7W4bYXCTEC+PatWuILWzqvxL0iwFBrd8ZrB+GoN8B8PYJWjooqPTdoEsGBs07JCi/Z9DsEHTd8KD0tKCO0UHpx4PSGUFNj46x7fTuSd6t7vYhFuMP5hBO+5+dYoAHC+aqIQQSzFB/CWDlLAPsBMK/v8SqG9DEah3bFFazlYAKQgVBx2odtguGq1KIFH8OH35Xn2Y9HD0PNj98YBFEeDayigcwuCOH54uPlMuHGyGE7R6gDGGdVaNyj4cS4TerdoQWz8MmylfxXjagCnBFgg1ztRqCi/MOSriOusrt0mCKYLwoF/ajUuK5MGeUy1gAvgEUlWy+HADh5AHAQyDRztjBhmcwRuRB+JKwVUI4VQJ4PNsdAxB81APgSP9j5wcIYvxd1Qrb4ep3GBkcPrAlzKo6eS7eufQniToBBMjXH8Cjnu5djU2dq/EZc9gmAAJyC6Hv++i6SUIW7NhDX/sfwAi2jES5rnarBPB4fmwLGasu4zL9N8DH2SDGJPZI9jzxkTHEMxTnEZ9HMNXMEWeJPT+mCc5ux++JM1e863ECYPKO0l+wbP2pQ7mHPnD2FXDm85trlQCeL/bwOsahhYUhYJhE3WKzDzv52jvGO4sHvu8S49eyRxZZLABwWomB6d8CeNlysn/DyKJSRt3PODG/fRtF3nPeIb5F9H824UzEvAWQM3/4rr4eK5q9P/v3f39CNsc/8W8DeNcFrUkO0PbSJANhBMsFhCAMUbOhEoW1gclCnQvDgv3dj9PvqD03wpwo1tYdoFVbZ5r6C4cFgAb2W3htAqJgtSgTtm7tiv2l/wrq7BimYlKjW9OPGEMG8AL0sfsAoBLWaG26vzkhwCjBcqGCS7cGO7ddk3TPQUFzaoK63xuUHBqU/3CNMY9bkslqTUcZMCD+Wm/XQLV0jTa1MOpFtscCgAC8CPi7szTBBH+T+nYmWJEcrGRdUHdpsNqTEcZCspm9ea6eErT1qsmq756opDmoY+swY5gAjLQZz917iu+R7gxas/sAAw4ACdq+RZOtD59MTlZ5Q5VaukaZ92ZjyzgVNwwwO8dtpX3MK7b0VLU9F3XjogWH6hoExJigi2YE/fDQIH0xqHtC0NpXN4rvuaNWL3UdaX0Mk5esr9LW/D7GSsKo4SFK3epXTZRuDmrLj1S+a6CSjUEdXcP16/Rc9XYOEqAExxIAPCptgh/Dwu7M76nOxmECfDMfNrZOUf7lWq3IHyTNC8o9PkjJ00GtuZEGCFH1Y+uG6hoV/PKfzVRp76B0ebBFQLoxqGfFYPu9ovEg6VtBjevGWv0BQrB+C3JvNBX07iv26HMOeaZKyZ+CflIbtGHxRJubtAu2si0/Qru7xqncVm3jDyhmPLa8PFltq0fa/Fug49Sg8QJMF9fU2GIFFfWmjv20rXdvbdU+2vjRoKsBdWcF/SAE3VwVtG3voCs5d17QJYOCHhkW1FTbdx0bvKZjgjaiYjssKD8sqOu6oWaW8Ifi+9W1c6j1A/ar1PWfnWKAh4Dn447RO0zb6wE8WAIPKcAH7/XiqTnbAYvnnqN8CLPCFCYLQcSqHgBJnkoMHoADoQBw4ENL6o9pwIaMcrCzgTXiN/9YrfMsgBMsRpxoD4wRAA/7H8pA+LiaKM6LUHWjdQALhuOAhhhYeP6YEYORA/x4gjlFLeyrf4STC2rqjdBCGPanbnQ1JgIQ5g7ABWsQMwz+LIAHghA7LneqYTwrMV0AcrdLQtgDHisBPNhFmCQScwoGlPrDotDH9COA1dXSLCQcIKEGJH4gAtTPeV05OviCYQQkOojoD+AxHg4aYIQdaMNswrzQBo60n7GG7QFguodz/Oz4NyyOszyoVJ2VgT1j6zQfO+4BPMWsNowqcyWbmHu8Fw58uM74eagd1Pwwv9nEGDLPmMsO3lAbwuDCusYLo/g9IVgzbCuLFd4Z+gSmnLnOewVwpjxUncwdQPfrpdhWFAcF5qmnSgCPbwoOH7DigLbYmYR3lH7IJvqI4OgsGLBXdW/4bD7+Zq7QJ7xbsNfYkTJvUKn3p6KtVE72HOVQLv0FG+oeyyx4OM88YuEAK415QPabQnmo+MnLOP3/C+DNDWLvVNRtqLDwOEVAwvwALgAnMGkwPFzHOQEHBpi3NbkDTP3Uvn6Enlx3itk9wWYB5gB6xCUD5AF6KAdWZfGOI6QLgjrbhqpNIy0v6jMACEIW8AWPhKoYhqautJd5I9Z17iU9G1R+uUpPp29SWzJC904JxrTMGRL0qyFBq84eYHZcTaWxpoLE7oktqHb3jNPuwh4GNjemUw040UZAHnaAtJ3tp7ryQ/VU8U0WkBgvVbbvyie12pbbW7ntAyVCkpwTlLtyoLrzQ9RYGGfx3VBvAmrxKj0/uVLXlM5Tuijo5fbDDRzDHl2ZnK+u3qE6K71L16TnqXvNELOHQ12ar69VT8sgEV5kWekQJfOr1LV+qLGqqFf/tP4dBjIufjVkxTurg86sCbppTNAN1UGrqoPSbwa9tOZIPVE6RaWd1Uo3By1JDzPmiv4H5MEsNjaOlR4L2pKbrO3dk2wnjfryBM1NP2VOKi+UjjYAB4OJbRsAmH5al0zXztKeBvpxRNnSOllNK8bqqcKbpIeC2T/iRdpVP+QvAZSxYcSDGvXk0tkHqWViUPp4MJALwEuWBW0oTVX+xoHS94N67x5k8wXWFdZvcekI6UOvLgS+PtRMBooLq5W+f1WZmgAAIABJREFUJ+iSAUHLFk0zRox8+Z5atZRGq71nuHkS01ba8Wz5eG3v3tvAGyrjtsII5XoGKtc9UKUN1dYnLFpYxDBPmXsPHtMH8Lpf3YcWgDe3OmjxEUGX1fTtYQzAezQEsYsIY3FlTdCuEUEvVAWVpwb1DA0qXDvA5tmdpQ+oXFet5bmDjRX9V6loYeJY4SII+eDCqKAKQWDHQiv+6LmtC6AEAIRAryT4uYePIYKWjxsABHUgv91wmjzE3wNA4OgB84Q9DrZigIQs24ag5X68YikXwUTebD4YBdge2DcYLe7hH2CUI/VAgCG0YQydVaRcno/Qox8Aa/QN9/AhJ8FAIERR6fnuGwgtmAOAKn3q6m674TX2CYCD0Eb4x56gCFyYG2e1EE6UReI8jA1Cgfa47ZWXy5FxQ81Jfd3zFaEEkPF2eX6ADAwNdXGmC/bUnSQ8H0fitmHY7h6T2H7Rtmx8MwQriwIS4A0Q5iwUzydGIf0HiKNtCHoXkrAi5AcMuj0j5bBzBqCY+wFj3E+feSBj2N5K20Nx3W03YRUZRwAzMe6Yo4wn8wF1IuOJKpyyAbP0I/MZVguPZICfhwNiXlA/2BzmqoNRD9nj+VgoAeZcBc9Cxu0eaRdtcocCGFaeDaiiPwCw9BH9A1DFnIDrPk4AV54DkAKgcY2xA5gBggD2gOXYzhXQQR3pR8aIeQsbCbDmnLef/qA8WCacJ5hHWTMDG+DofzjIeOgc2OU4Lh7vtL8P9AftdptWnkl/xws4gGfMekaPsbHz9sI2v14CENNG+oN+5z1nrvPN+nsS9cwm+om+ASjSLz7v/LvgNpDcx1wGvMbfQ7b3436+FRxdHZ99zt/z9/88gzc/6L7ymdpanGxOEQAxwBz/UNUBspqSMbpVHzWgBbgDsADWYHdg23o2DtGibUeaYwL2ag52ENYweLA+gD7A2+27z7adF3a27GkAAu9OmEHUWJSLoCXILgAPkMnfAKhlvbMMNOWW1Jpwhw27d1qVCWKEMf/u+fBYA6EbNcXUrNQNR5Hn88eqvjTB7gNkvVg82lTLsGowK5tL++re9N1qzY0y8IOaubl7jKmDuwpD1JQfq8KmAaYK1kV9BvUrSgdriQ43gAAww+aK5x2UW2Fq3o72YQaqqDtA5NbkI+oqDtHppUfs2W31I/RCx9G6P/9O8wTuLQw0QA3gaF4/Wg91nGFlY+N4/dZPac5rbTyZFc5rvwEZdYTquCBo+4JJot2F9lrl2geaupPnAl6wVQOsb8rtJ20J2to12cLGAGBvL5+t2ekFShuDnimfaPZ3jB/AGJtLYsThmbw52c9s/M7XVeYs8WTpZGP89Eifihz19e72PYw5A+RzH7HoGNfHv3eqevYM0tyglqZR6t4+xFjK1oZR0geDdEZQ+pugVZpp446adkPDNOl9QR3fHm47dCQLgop7BV0CM3T/XgZ+UfljW0m7Gzr2UH57rbFnz5ROVEf3cG1r3EeN28damaWN1UqbgpKmKnW1DflLvzA+zOX16TT98eCgy9m54dXdQZhP7HH81AFBPx0QzNsXgDevKujOEPRjmCVAIPMOan9q0J9rg+rfWWOsMO9RYeMAFdfXGDCGBc+m7mW36/LL5+jay3+iGxa0KsnuRVt4QVd/8/u65tqrdcnlf9LGMlvRztWFc/p2t2DV7AIK0AITBKjiY8/HyD9k2ecijFnh80Hmg4dQQbC6gwQC371hYRr4wPJhQ9DzsURdyt++byT2cfzN6v6MM86w36yUUeO4rZbXgVU0eWGfELQ4Frh60PNwRMAgsBEmsCTcwz+YBVSrrLRRn/h5jqzyEY48l8CzeJwS1gF1DDY2sD2AMfLC8lF/AAHJjaxhb2B3AJ/ZBAMBWAKwuEem50E95SCLegEQ6CvAILY/CB6AZ6UQETCZ1AkB62pr7gWkI/TjxDghkGibs6j0iTNOMB6AIZgSwrgAfmHfAB4AHwRn1umDhQDsLOUBTBDGcaI9zCXYSIAAgp46AFyYGzC2sB4AVMaF+tAeZxj5zT/qDICkTjBV1DMrkBlz5jLn6TcANWrurG0ac5H60M8AAZg4GDCEMe+BP5Oxor0Ic1+ocI3+AgQyppTPHKZ/uAYwZG6SALTet/wNQCYPIJu+4vmMG4w4fcw1+htAyftEmfwN0CY/1x2U/fnPf7Zn8DzAL21lgeRsLH3OfKbetI+FAgsf5qwziiyQUDPDUPMeEQ6HsaQ9nmBLAWssBJmnLJK4j+f7POfdZYHGQos+BISiEaC+tAvvdQAyCwzAHexXnJhD9KWzl/E1GFLKAZy7rR5zJzYrYM44u0cfM7a0gfeF+sAkx4n3lPcJEwzyk3zHGcYmm6gf7WVu8G55wqQj3paPevo/t430vwHwtCXrVOVl/T3H/3GAB+CBZehsHWasDewNLAhCHlUbQArVJeALhorQD4A2AA3MHKCmd80grd8x3WynUN8CnFD1bUv2NgcHhCgqO9SltzR8zFRyq3bNMDCBmgwgx3VAJc8DdGGTxzMJl4LtH3ZdeJrubNjT6gbztujwAX8F8G7/7CQL1IytGyo67M4AnICbHbmJxqb19g7U/PyJApSxgwXP7ugaptuTD9kWaqgsARjzyqeZSrKlfZSaesaouG2A9EQwFhH7ugX5Nxr7Rz0II8MzaCfl0g5UwR/K3Wbx8QBahGvBvhGVJQByYfFYA3AP95xhYVKai2OsLgAB7BZpO+wbLONjO07TvYP7QMfbXmVPzngN4P1XCOo8OUi/Dqp7qc/GkH1oN3VMsbAosGc4uTRqrI3li6WjtLlzP3NwQR27qzjebAPZgg6Az5jjZAHbB7iDraPvAVBby5Nt/GHleouDdEv6Md2VnCXdHmQg77mgTeX9jG2DvWVcafdMrdI933u30j2C2dphX1jXvpf0ZFB3y2DprUGlU4KSa4PZRjL+MK/rn5hm++y2f3eENpSnqnx3lXoG9wGrxTfPVEPSZ2NIX+HQsap3psqN1QYsAaqNPWOV3Fyl8pxqtbaPlH4elDQECxi9SG8wIIgtJraiLD54BgAPANn46v6+ALyfvwbyfjowSFcGXTI4aN60oNur+67/9FXvLYA3tnqd+wb9nhX5hGAAe1HhSDVvHqN0cdALydHWH3/9AejUg5ddoef7NprV5s1t6s7uRVt4Rldd8bjauur14I8u1SNNy3X7tRfrR3NesO3LYA4Q2HyAYLoQdAhOPuZuw8WHkN/YkPDx5YPOB4qwAAAn2DuEEUwTwhDAxW//qMEi+W9f7SMoOIdtHAnWkL8R+rB8MEewRAhcvxcDdz6YXEMFA8vh11B7ZBOMCAKHFb+zfuTPspKwO4BQyuU6Ki1AEIIRQEH7OU8bEdrk4zyCgTwuyBFcrhJ1tVL2WQhWyuIeF85eb4ANwBpggpAEnACSATH0JwlhDzChTnFyA29UcNTJE6ABAAHAAlgCAABAAAqErifqieAkH9cAWoBwxgIhiUoZcEFCuDGmHq/Qy6DuMCe0DTVtpQRjRZ0Yd9TN1I05A5jmHOCCe2FbnH2lTvSZ/yMfcxWADBB3u0TYLYA14w1Qh8UjH3MG4JC17yM/Y0i5zOVsAoAAZmgnixjUkbwX5Gc+sQDhN+COsugz3iVAKfOAOUJfAdKoJ0wbdaYswJS3B/AE4+PgDZvVOAGaYdVgmrFFBGwy17ifuYsXMPOK+UOiLgA5ABZ5KA+mGuBPGQCd7DP8ebwH/j3AGYLEewhABfyw+GP+Uz4LHACWq3EB3vQZ6mi+EcxJ5jEsHwshX0hSJ74z/QE5H0+vE0fYUuYVYI1+R5XL2FFXZ2sdBPL+wNrF7COsN4sV+sYT8xpQjCaB+YzDFOwb7CbzvVKir1G1Am49eDbjGzsB+bgyByiH8jiHhzGmHgDE2PO40nNe79z/OMDDzqqlY5Ty7QPUXh6htcn+pqbFCxO7OLbJwqMWgU3IEwAN4AVgBFBBvZrbNlC7Vu5pYO8ILTZgQDyycle1lpQPMyAH4KO81atmGGOzuW5fA2BsrwVgxOYPwUwctzvTDyif1hpQBGjAar1SOEyFlgFmyE9+GKKuzw/Ub2uCZlf3qWrv/OZUUwnibYsnK7Z7qH5f7DpKLc2jjVnjeQBXAuri7cvvrtxQPZi+Xb3rB2pHS5/XJqpRAOyu+j2Fp3HP7sHSU0GaHWxbtCUdh2lzsq+1CY9iPGipE+CGPt1UmqL/LF9igA5nA4Bafe8EszlEBQ2IBUg9nn+z0nVBzaXRpireUZ5ooBhHF0Aj7ehePkQ7DgqaPaDvHw4AAJBrQ1BxdlB+V60a2scbo9rUPVbtjcP1cPo2cyQAGAPwULXC5G0sTlFT7xgDc4Aj6kCgZtSYgGKAJUAcWzjGlzp0NwxRenvQlwpXm4oelT19c1P+HOmOIF0RVHqmWgSexiMbYAowhwEen+7SHd89WzogSOcGc1QpPlIjfSSoPKdKOjwoeX9Q+mBQb/MgtRZGWh9unbuPkjcF7fzCnlafwu9qjCmj3QvvOUyF/ABj4VAjU8+Xc0eo0DPAxhEv2fbCCJUp95y+QMp6Ve0KqCytrNYzpROs/5lHANon0lPUnhuuh4/s69ftR/cd6Wf+wdY1nvuak8Xbgm4b1Xf90tcYPBi959iz9FUa/9bxQcmGoOa6MWpeMkbF5waYyn/bjqynarvu/dnVWlwg8Fqj1q56Vr/K7kV79+91yZcu0nVzb9Y9i7Zr+XXf0HfmXKovf/VG/R/2zgPcrqrM+++5/d70XgmEhJbQEQSkKCDKCJZBB51RUdEBRcWCg5WBUUR6ERyKSJGm0kEgoYUQakICCaSH9HaT2/s95f/d317nHbf7O+fcCHyfw/P4Ps/Judln7bXXXmvt/f7X/y1rcXvYngdAh9JH8WKC48XJShvlAQMEmAIMoFh5MfGyYuXLN6tozEjO1mE+4oUPuIKl8Zcd3w6WeHnxUkbZscpGePm7YuFagBtYMz6AAM7nZck3yom28DfKHCBA+zFJIoAFVuQ4f2M2BcTCvFE+vuKPCsf+4aWN2Q8fQIANL3v6AiaQcwGufPMBcAEwYYXoP1g9lETcLIsijysZLoWChr2gDlbzLjBBgBIUBQoMwMVYoBxQDABsBCUOwAOAIoAXxsn7mvZyH3FBqQNCuCbAiXvELApYiQtjgAKj/1F2lIeJw1xHn8OsugAC3ZwM+4Nwb5inOQ8Gt5DwOywlQAJASHtgpwClnMf40I+AWsAajA3jBwjkd77JR8d4Ap44j3vGfM3vfAhYYNwZQ9oPGHFzarJNbmIDYJUSGCvGmvqZxwAG+pnnwRlSADTMIiZC2g+IAeBgDuYZAWQy35lftB0AxNhgQqYvMJ8WM1GyYOB3+hh20hcjjCvjgjk7LoAdgBzPI+PJs8X1uSZsL+2nHsAJbYmLs5e+5Rnzgv6jHIw/kbqAG+YnzBUgmmcEgMvchtEq5EbANZzlLnaf1M+Yu/Be4V0DE0nd+IMCDBkHkq3znqE8jJuPP9Guzip6PXzzbNL3LjxrzvgRiMP5vJMYV+YgEfeMDfPb+8jz4DH3KU/7aBPjQhu5b393AcxZOHi7eFfyYTHLYuHtyv93gAfw6Gqsihzu9apFTvirV0+KzFqkLtmuoZGixuQE84Hf0svZg/7HPAtYaX+hVm+9PClifWB42CFiRu+xor7ljcFfCmYQc+uCi/eNlP32VcMipqstXaeFPdMik9sr6QO1vWuoHu05Xr3t5fpt7ksRE4ipt+2tWm19ZWSk7AEYALfOX1VLXzHpR6ZF00xLfjU+StuyrX6YljVPicoQMLD8hSlqvGpwBHKWZ6ZEEbPsL/tabp8onUhreoCaegdFAGBO26FRoAdKH1Pj2qYJ6myoVvOGgcphTjzGpE+YdI+pbUZttD0YgSewgXfkTonAcf224VFSZPLZkXIFRgogvH3TMM3v2C8CwLQfwPzc6sPV/kadck2mpvpB6n2xXF0dlRErBcia172/tNCk35kyr6SUubcsSsJ71yDT6r5dHfALzCxPaVXXLtG9c9+5DaYZ2WMjsAsYB6QDlFdospp6B6u9ozbKkQdIg+0E5ADKSI8D6MGUTkQxrCoRrauW7iydZfpl039EoBz/PED/Iy0fjRIw0/8tjw6Iomp72ivCWOrAiImc3v267v/BxyUCQ95vUTqb7CWm3r1N+neTDjLlPmpK31MWBd90La6KkluvvGoXPV9ueu4DE6O51nFapW7M+749P2M/ta8PEaqAVBJWz278gLTWtCY9US9n36fubZV66STT4kNN6a+Yeg8y6VuB7WxcNyRiqefmDogifQHZmJgf7jN3AyD/2GeS5ds/gLzFJ5kuqDTdv4vpobrwGylbboPJwmSTL//HPvCnhy16pjKPpKQbTZ2rq6O59dcvhawaZl2rcy+6TjdedZ6ueGy1GpJ70cLgXTkrv1et1N20RZvWPqRLLn1KTZmQNBYg46YJlBerdJg0BBYH5YOyBRCguNw8xIsLJsH9ev66beF/ADB/wfGNAEr4G+YPxcNLzwGTKy6UkguAzf1ZPEUCPkzUgWM3JjAYDoALEn/ZA5rcERpF359gZkLpokz4oCxQOlyLelAEXA9Ax0seRUA5lCllaBfKDwCLKRlTdlwAzJSL+x+iUGgbx2E26U/AAgoZhgHlEY8upDwMBaZrAA995QoH4JQUFDl1A9QYP8A713BW0MsDVBhrQAMAEwDL+HB/ACb6Bb867p3rALIAl9RNWwBUzI1S/YyZEZMsgQ6cxwfg5BGIMMO0FxMjbQAs0WcoZxgYwAzfmBcBIJRx4MU3iwHqxtRIOwAnSX9Bv1++aQ9tYP6UEhg3992kT+KCUnf/O44DBpgXLDxgDQHktCU+5vHz+dt9s5wBTv7O/+lrFgKARhYV1MnzAmuK8IwyD3gmHJBw3BdDzFFAGAsh6vD+55y4eGoh5jn9zzkeaBMvB6NNnbQdsEd98VQ7LEZ84efn8TxQrhiDyPUYQ18gAO5hNpmX8aAkng8sCgAwABV1wiDi2wZLlmS4GWesDcxPhDFjXnvfcYz3jIsviLyP6GtANs8dbaRdHAMwI7B6PE+YtukTF9hc6oi/B3iPvKeCLDZuGquOlmqt3zAuMvXpRNPamRNElCqsXWumTndnPq31y8ZrRcNkbewcq86t1VqZnhyZafGXa3+wTqse2iVif1C2389cFHzWfmuqf3W41tTvpIXt09TSMFCvnjZeW/e0KIq0PjMiYuWyc1Ja1zpBq3p2Vtv2Oq1s2iXyFXuh4xDdkTlFm9rGqOXhgWq/tzbKYZbuSUU59Hq/Uh5Fk6JQSV/S9ps63Zn7F3XdX62Ni8ZEIAmT8sobJqvzrOoIoPZsrdDy5imROZVI28a1g9W7sjxKdqz7Ta8176P6XNi7lqCSbXOHq3NltVpnDlB2tCk90ZQ+0qSfmNoeqYvM2rB2REoCLlpaBqlx1VBpmUXbhsGQPdB5ol7pOFDpl8s0d9sBEUNFu2AJX121v/SCRVubdT1Zqew9puz6lDanR0VgdvX6SdJ1Jr1OQuMq9fymQtrdpD4/MX0xzygutigKFjA5q/cI9W4LO4UAzgggaWweEvk1AvBIfbIlMyrKY+iJkAFyAHjAHszb8uyuWpzbPTLJYuZdunA36UumJ7Z9SDN7jtXmjtFamJmu1xr2li4w6dum7sertL5zvHINJgAuABD/OID0o2ceo+bhYccK2txwgOmNPpDEXOve2dRBAMYVpiyA9T7TA80naeNdo3QL/m6HDdfLPQep9X1lEeACbL1xyS7qeaEiAqX12RFRAMuMtcdFiZEJfFm7eYK6Xq/Svceb7h8RIl1XHB2up0tNLYsGaklmN61tnhjlYHyu+TDpnGBiBdT9Ogbu+D/XXHpKCPA4P/Gbg0D/fqDWpGtMWztHKnN9KgTmPBIWIf7iiH9ne9rVVmij2XihIn9jAoUxQgmiNDCv8EICGCEoCl6GfANueKmjhP3FxzfnuPDSjQugwMu6GZWXHefAIsG0AQwoc+utt0ZmS/52X7R4Xcm/aZcLCoEXLveCrw+ABGCEMvPoNcBAf0I/ACBoA4oDIAH4QPECSOMCO+f3xkodxU8/oaAAUPQXIAhg4Lt8uDKiHsylsCUwnjBItBslDsMCM+SmOEAcoDgumJ65NqAGgI4i5fpxJeXlaRMABIXLdSjHuQDQpNCP7pcHc0E5wAo+TJjIAbuAbfqVemBBuHeUq5sNPVdcsm7/P2ZaXySQwoP2wVICzNwXysvym/exs3zMHY57FC1/uy+nM4+cA0B2s6XXl/xmDlEWYF9KAFaYKSmLGTwu9BOm87gw7gA8/MJohzOw8TLxv5nv1E0/xoUgEFwGksKcov541KkvjpLBBIAh6oYB96hzfFBhTgE9LCLigmmW8ixuKMPYFxLmP2Pv142DXMpz727m9fN5BnnnxNlr/82/WYAAqHk+YGdZAAJe4+DRy/INK8ozXkpYOMGaARQB3cx9mMdiwrUAxjB+zGcWFsxRPgjn8iy4KZf20Wd8Ci2y4td5zwE8PWJR1Oaap3aKmLAo6ew91WrrrI2UNJGlq7btHJkls0+YurdUqXdJmXpeq9Crq0PC2Lab6/TyXQdFgQ346f2y9ZwoD5x+bmq/o1Y911WoecUgZeeb7vjSznqSlBkvm7TBgonv+6a2tbWamz1ALS0Dtfm10dLvTWu3T9B93Z+QFlvkQ9XxaI3mZ/dVrt3U9VaVujDvnWDK3WbSkab2y2t1TeYM6WaL8p9hQsX0uvzCKcqckFLD+iHR3qf4DM7sPUbdayvV8uaACEC1r62NtqBatXIXdeWqInPjRdnvK3tNKjI/tt1SFwG8bWZq2seU+7Kp96LyKBHz9tZh+njPfcq8WiY9a1Eeu9wLFvmJbcyN1fPLDtVri/eJwMuSLbtH5mjYOz6vPr+fsk+aMvUpZW4rExvXE5HaWD9YzWsGqfepcumjptwPTNkrU7rsw6bL98xvkfXJkC4l82ZKvdvKo2AJdrNY3buT5uQO1c25L2jL9lHKPmOakTs2SgK9ITdWc3KHRbuQYFZelJsWmWdhSTG/42/XkBuqxdndI2YPH7UlG3eP9r3dtHS03mqcJM02dbTUqmtutfRDk35D3r4yre7cSXrNtO3VYXqw90S1NA7QJbnv6t6vfkCPlZs03qLI2JXDTXOITD3FtGm4aeNgU+abpo34WP3UtOjNvbR59sAoNczN+5epfUGtGiZZlHwYIFV/Xp26HwoBFelFZXqi40Ohf68ybegcqzUvTVT6/HLde0BIRvz6NNPMPUwNfWlmsmeb2pbVaVvzMLUtrIsYyrmNB6jlk8Hk7UAt/g2oW/1F0wV99xA/XujvP7O92c9NnVurlDsnRF2ztVkWxvJdlniaFKrmJchLqpB/jF8ahcqKnm8CEFjpI5h7ODe+KsYEwguY476a5wWPORiwAyCEoaEd+Chh5sDh3hW2X3NHvnlxwxgCeuJC1CPs1Y6IK3za68oTcw+AEaYiLtw/JiL3q0Pxoxj4P6yas1vUBfAEPAGiUV4IyhvzE4AX9gwASR9gNgQgAvgAd5gZnbn06zM+9CNsGswlDApm0/6ENrtCToKSQudyzwBz+gLTmwM8yuLDBCBh3D0wh3t14A1QhMEoxFYwZyjrih6wgpmZfkoK4IhrIbB2bhJ1gJcsT39Qd9wXMVkm/n/6IwlO4r/zN/2GmRXAk8wtWAjgMY6YaFngMOYAjFICg0ib4+AMcMqxeICG1+Fzi75HYJfoQxZNHmDhZQFV1ANzClBFMBuzcMG0yz3FhWeS8iw+AHnMsUJCvQAwyjL/6CMXxp5FSRLg+e+lvnmnONMNYxavF38+3Aj+VqH/WbRiYuV+CQorxagm6+e55j0GqOW+GVvuj8UcwvNJP8AcJ31Tk3W99wAe7NCXLWIwcieasiRvPc+U+5OpuXWgsovyG65jnry2z0Q5G7amUh3fqdaiK/aKUpq0n1urhTdNj8y3+F1dt+mrwXRKvV8PzvWr79xJ5Hab+aVKPQB78/nAgkVRqUeZmp4drDk9h6pjQa2aLh6kzFTTmhUTo1QjMFi540xtT9Tp4d4TJNp0uemlatPio03blw1Tdpopc77pkp7vRRvEt940QPVdw7WtZZgWXjRd2jWAi2jHgdtNJNvt/UO52p6tjfZ07ZhXHe1E0D67NtonlR0m2JsVdip7h6n+2hHKTjBtKjd1jDD1VgXTX8fz1UpfW6Zz6i8Q7FBkBvyJCeDRva1CHdtrNf+xfdX5QHVkgnx20REiDx6mUJizeU8eoOyjFoHfzFmm7mNN7YeYWh8ZEO3SodNNmWGmZgDRp03nHmM6b3reTIy5+JsW9YebZedl948CYTatH63mxkGRz5kuNDU1DVJXV1WU7gTTMdHQ7NqB39vCzLSI2dvUOToCh2tyE7Umt1MEQWEF182bEPVR5y3V2rpkRBQFTf47/dKiSFcANczbsoap0tWmjpuqtfCV6VH6kz90n6wrTztCV1Zb8MM7zvRonQnQtHR/02/N9ESZqePosHNEGxGrN5g29+2xC4C6caxFkbYv1pjweeNYx3+Yen9drpnpY5T7jaltTa3emjcpiiZe0r6bVt23s/Qp0/3jTTcOMT071XRrhWkGkZ8XDtaWjlHRooUFB24Anc9Wq36aiaCVQqCN5Mpt5MHLB7oUKuPHHhptyjHnbzd1EFjCYuAQ0/q+ut9tSQI8XqZJFm5HrokJDXaIl1whxcoL1l/U+OEAJFEOrPJdUIoe2efH/h7fAEXAhgNSXtq0H0Dq7Fa8XQAQ7htWCwYJf0DYLPZa5TgfQATALc52Yj6M+wRi7sHnDsFE7g799FcS4MWvj8kIUIv/144IDAltAiT0J4Ao2BHMY4By2giDB7viwv+pj35y5pffMJdh3gOsohSTQrsRFguUgR0ulucveS7/LwbwSGVBe/6WeeygtNBYhAtZAAAgAElEQVR1/Jj7nyb93QoBPBz9AT2wd4y9z32vK/nN3KfNmKddCDbAvAuY4BpJcTMmxzHLwi7Rf743crw8dc+cOfN/DgGkWbQADBmjpACy4mZZ5jWfpHgADCxvXFhQsWB5OwCPviIqmIVQcgzpj+S9xK9b6G8WnAB45iYLC9hVD5AoVL6/Yx45TzvpO8y/CPMxvrgtVs97EuDlpppyJweH9BZYlG+HtBB6Puy7qS/klTPfl/SZ0m41NZ1oeu60qRHA6/hBjdp/VauNGhP51T2x+kPSUaaGfUxt00xbdjctOm93pR8v15xTq/UIZix2oMAk93lT53hT5vYybV42OmKKMj8zNVWbWlfUad3G8RFY3F5n2vKtWj3W9eHIHw3fu3sqTHM+aGp7qU5de5razi7XtV2nq/Eg08aTa9Ty1gC1P1OrZXdNUe9uptbdTZmTTc3Hm7a/PEzZM0yZu1IRgOgiHxssy6UWBSEQ5PBfXT+W2Fz+m6bOK6u0dYRpBcqgzLS93FTfF02pIyyK9nxh+SFRYt70MX3geLop/WS5OtprpHWmTb8bHcDQ50wrHpscRdASwYmJ9rXH91b63nL13lihDeNNL6dMM1OmTtKxsE/rZ0zbykz3sj9mX93nnmg6j4AFggaOs4h9TK8pj5IuL0rvpca2wZHPWtOLg9X2zIBo31TGr2dRpdLbytTVWqW5mQO0oqPPbN1UrczilBZ07KuuTFWIEF4fkh+zzy8Rvzfmvqz0bWXS1Dygm20RcGM/VoIj0vvmzcQ/N72xeC/pX00607R+xjjpQ6Y/rfyUfnnawVHOuOyupu7dTU/lgxQAXL/p8y96qsrUvE9IOQJDmjvX9Gafzxyg6fpqU2Zn09PVYZsyjnVcFvz3Xmh5v7I/MqWfL1Pb/Lpo54vG7UO04s5dpVGmJytMz481PTs97DxBsuiV3+hLy/KiRWZxtrl7PH2c0peUa/HOpl/mAV4hM+yCXU0X5KNnHcwV+v5vkiKPNKU/aFqXMmXJjTfctDD1/x7g+UsJBVVIKfvv8W93eubFC8vBi66UEN3H6hkzXVzp/P8EeChMzIvx68fbjFkM/x5e4gA7fJYw+RZanVPGAQ8mL4I7AFH4zWHOhvnCDAZb536CXAvzVtz0CqPmvkkobPqTD6xOKYAXb/eO/I1/Un9j5PXQfpzZ8VeiLZhlMaPyd1xQmMyZuHCvgC3YEhzWiwnAFLbSQUqxcsnjxQAe5vBkAEny3Pj/PXiGcSwlMGrcT7JcIYBHPcwX+gmF3p8wDyiLOdLFg4RgnOLAz3+PfzPXYK8BRgRYJCXZZvzU8JvkOMwfwUzFhPcAbcN/s5DwW9zc6QwgzGXc96zQuX4M0Ayj3Z/AZjPuHmTUX3kYN1hwGOb44qO/80r9jn+tRw7zbLAw+VvkvQfwbjC1VJk6DzX1HmzagILCIf3Q4NivvsjCyN/rAIsUNswIzM1LHzD9/rTRUSBDx3dqlD63TF0NVVFS5BXLdpUmmp4aZHq+0qIdAWafuZPSj5ap/oPlWlhhat7ZNK/c1Dze1ALgO7vvmo8HsNTx76bHyJY/x9T7XHm0HRTA5/lDU9HOAzq1z1l+XDDZPYGZ8gUT4CHzEdM9LZ/UrOmmF49Oqfn1QWr/da3emL+XNk8yzcKssIfphRpTx9XV0v4WggRgGv/V1DQgmNSyP0tpy4OjdH37ado+JoCszq+bHoABKgtM091ETg4zdQ/q2wN3oGnB/H2UGWVaN8FUP9yUu8WU6UhFufUafjEkAJ+PmpY8uFvk64YpmgjXNx/cQ7mHTdmvmx6sMgEQyMW25cw+ppQxmGp6Nh/J2XiU6dyTTOftEu4/AnmzTZl5KfWuKhcpUkgF0rxxsHofr4jM6pl/Mi0ZYmp5cKB6F5YrXV+uN3v2UO/GcmllHxO4wLSqbRd1dNdEqUCi3TqetAgY41+5cfPYiC3dWGXqhsXFHH5DX+67A0y9u5pWV5pgfvVV09qnJ6qbQIpPmZpvG6RtY00zHztSvzxtL12RMnWPDbs+PJA3df4O/xkLeeUA8LB50a4QZ5qe6zPnAqBIQ1JfYfpDWUguzLHGayulY03zNu6v7LdM2QcDyIsWIqtN7bfXKD3E9EhfVN5bE03P9vUX57G92Dzmy4/ze8d+37SwbXrU9nsHBF87yuFzx3f8s2CPHTPRsoftYynTuiGm12EiUqaF5aaXCb54lwVQkfQ/wokfRgVH4x0RmBrYO1bX+FShYNxsmzwfMMiqF7MP0W/4qbmgxPozZXnZd/rtzs8oxUKCWRGlC0OBjxuCUvHIwkLncAzmjw8v8bjvkvs1YVZFWOknmS1Apfspong9CS5sp5syi1230HEYRFgdGMm3KySiRYHj38hcwXQGK8WxOMOTrJ++AzhwbaIGiU4sJs56Jre6Klae4yhV+q8UcEyeT58XWrR4ZGch8J6so9D/Af9udo//7n6G/fkBcg7jDUPoDDHtxNRP/+PTRRtLCf5iMMkES8WDEYqdgzuBpwzBFOtJqQuV51mmLaQpKcQkMhfwF4XhRTAbs3jCl5V27YgwT6mn1PNFn8BmwhjzTO7IooeFA+0A5BHp+24IQJR0Pgjvzv4CdJLX/PsCvLb5+sPll+iSSy7VpZdfrd89tkQtWall3t26nGOXXqarfvuQXm8MlHv0UGC+qzY1jTNlxwal1DHBJHyJzjT1DjHlDjNtm2pqgcUB4P3U9Pj+ALyBUbqMznOrI3+j3HwT6UQ2LBqnzIjg00Tmf7Z6eu1rKeXuCDnPYKNQgn8009Yy06spUztg5lcmHWZqPiE4umdmmjQrMGIPDDLdw3ZQDZWB9RsUwMETnw0JdJv2Mq2eYCK/3mN7mp45xNQ8a5A6flqjN5bsqQ27mR7FLDjR9DAs0I8r1TzQonQdJNttHGd6pi9CqH2UqXUkW1NViN0zNgw0tY4xtR4fwFf9kABIbgUwpEI73wKYzN1JHRWmjeNMb6HMMetuHxEFfWz/8TDpkL4cesealj02VbOzhyu31KLdKxY/tYcI7ug52HR9n3MxW2Xx2XZcH0jcxZSdYlqQB3jbjzed+37TeWNMGdr+IVNHc3XkI5ida+pdVBZy9eEH+G/BjLtksumiMtOCu/dVy5yB6l5WodZsnTLbUyHxL75/S1LRll85mNuvmfS9PgB+86DI1Ns1ryqKGibp7xs7BVM+ZvuWwaa1KdMrML7k4vuyqevJqohJJdK49zdlemag6bW7J+mm04ZHkaaNo00vxiJOqZMI1JkVpqUp00P4gLGv6xWmWaP+AvAAfSQTdsC1DaB5kGnWyiOU/aqp68Eqdc+rjMYyuzKljntr1DMhjNf6saZZfUyxnzvnsPyC5czQR71by7Vt+l/YOy+X/F5weAiySB4v9H8A4vMp04Iy09NlAaTOI8jkXRbMNDBMcQFkwS7hkLwjJgdYA/fnigceFFoxAwYxTSIwQc5Yxa8f/xvFR1Tf2/HJox7MJ66U8BdzvxvYJfzJACEo6GKCmdad6omcK5Zuw8/nGihkmB4c4V0AIigwX+3DVnleOS8TZwb8WNJ0mPy/lyv07bkFAd7vRGCS8CmE5QG0wuSQ5sL7slDdsJXMLQR2CcaomACO8PFjrP06xcpyHNADuMNRHrMw5/UnzkL5PI2XhyHjujDIPlf8d+45CfwA/YBuvy5BDIXmOuCCMY8HWAB44n52fp3kN/MDfzoEv7mk/2eyPGPNc0wamlJ9zXnJfub5pZ3JyFO/BoANsApLh49sUjjXP8xP3AVw2WD+s5DqTziHRR/t4DvZ334+CwD3eWNhloz+9XL+zf1gOgY0M1/fiVnW6+QbgAYYRwDJLH4AnTsqf1eAl93ye33132/S0lWrtHLpi7rp65/VBS93aePNX9XXb1mqVatWauEjP9XnvveIiJeLtlw5ytQxxNQ5ypQebGquM2Un5h3izzalUbhnmHoPMWWI3sRx/A+m+w803f/JKv0kfb7afl8XpbnIrbMoKnbLolHKHhhMbrBPv2cCnhpynaVPCdGKsGEArpbyAPJ6SXh7a1kEKhuON90Hg4cp7Y3A6s0danpqD4uCCUjLAcCB3XkKM+VvTU2TTWuGm1ZunKzlR5tWH2na8Nq4KJKxe2mluqaZnoQZG2SaByjB/Il/F7nZvtDnYzfK9BxOxsP6/L/M1P2vKbW11ap+hKl7N1P7R0x/rjQ1TTM9QdRgHnAAUhoqTUvnTVFurKlliqltlCk309SzqSKK0tx08ZiQXuWHphcWvj/yvWvcOlitLXV6/Y19IhCbPtT0J1ZBKdObNabeL5my7zN1DTU9nQpJd7edYJp5iulJUo705WrDDL5t63B1zq2Ookaz91oEFvGHi3wcP2V6cXfTLwEbD+2rllcHasu6UZGv5KzMkXo0c7yWZHZXel2ZMu1lyp6TCmztMabttw6LIm+7F1ZGfXQz4Bim9SxTy+YBahrRF+xA+hBMqqQf+bGpa25lML1/zdR5dVUE5l773c66+bShEXu2ZV/T5upglgUYza4KueMeKzOthh2tMOXwK7zZNGtaAGWA3U192d+ZRw6mXgS8nmpRRHL256ZNs8do7bIJUcDH0vbdlH6pLGJMb0iZ3hpvemF48N8jn91LeYaR7dF0hqlrS5Va9wy57rz+Qt8LvrtjPnjO/i2pC/Piz/lEyM8TYPIuSyGAh18YAAgzRKkVtZvkWH27kzqKFLMFfltxRcPLHtMsfjmeiwqliONyMcHHyJk2zHxx81Wxc5LHSftCNn0EJYQiRMHxUsZZH6ahlPmLnF8e0essSfIa8f/jxI0jOIoQc7UL/QKgdAABC5BkZfBHLGVaBOiShsEd5b3uQt/cI6wK7YD1iANDQEChPGGF6uEYEYRxUxt1w77iqJ8U2F9MdCwO+BsBZKO4/f/Jc1DsBKsgzBHATSnBbMyY0g6c8IsBgngdKGLGn/6Np5yhDIAVE7onysX/jLoR2DDOi7cd/zWOuS8ec4j/J5U8beM4Zm1ALPOXfgB09Of/SOQmQABh7GDPCkVIRwWkKAIZIAZrSx+WElh0Z6UpBwBijIv5yzFXeX75sHBJCuCJnI/0LeCbBQVzDHaeIJP+hKAJEkEjLPiKLfoYQzcFwwizmCol3I8z4gSU+Bwrdc6O/Mb98V5w4T0XNy/zHPucZEzoHxht5hQL5r8/wDv9Fq1Yt05rV87VLWd+QRfPA+B9Td99OKx006uu16mn36mt2bANC6YcN02wQuUF94/PP/rgH3Pgnc8BMubzbBFZ+reaAvwFVOq7EMDDwR+AxkvRWZhkHficobxIt4Ayd7Dn5TDrxKP/UHY4XnOOg8b+mAnAGIrDFS+KlVW8+7v5tfybFCe+suYYiovrwX6gJPkbFo556ak2MCsVSrGAEsQEhGKmHQjvtv4iVQF1MAUAAvzWaDsMT1LiLID/BpOI35KDCz/ONyZtWCvGBnO4m/LiZeJ/w6K4cz8mKhSvC2wZfVGsHwH3pGFBaFMyXxjHMXcBJOJtxYxMvShf91Hya7IIACAXardHD1OWa8Py0n9uQvQ6/Bszt+dpJH1NoaAeL+vfPEOwSjBvACzvD66D+Y65SNv9QyQq9w44Y/7EFwEwrwA/InsBasxz/g8DGBeYXxhD+gpGnLph75ijPFvFhLGOt5Fy5FgrtEWd14HpnPnKGPB3KQF0kJImLvi1uftA/Dh/syDjN9pOu2E1SWnkQq5MgrUILmJxCBsK2MUXkr6BqfeEwn6Of9N/AGx3QQDcxwORvBzfgCrmCgJgAqSWAsrMc2dLaa8v9OJ1+t8sQmCncSko9Lx6ORZquCh4YAXHMYvHWVp8dr1/Abg8h4w97wa+WVwViiz3a/T3/Y6W+TB4X/7Y6frFL3+sUz/yUZ19/xp1K6uNN5+qD3/uLH33u9/Rt7/3C/3xzZAUkBe82R0ye1iW2iSrbJVVs1fjRpmxHRFbspDdfIOsfLXMSLrJfn3k0rpCZqRWYCNwIs7myYwcPGRRp94HZROXyfbultl2mf0x/zvXI2Hi0zIju/wSmd0jM/xFyGjOsYWyqm7ZiJxsHE6is2XGJuVkpd8ms/WyH6ZVu6k92opsyn3LZWdIthMJVKn7fpmR3fru/D3cKDOyrf9ZVrtaVks2beqi3qdlZbT3Gpn9QWakAFgqswWyykbZEKLMHpFVrZQN2yqzl2V7NMv+SbIyVpZ3yuy6/D1w7jOyss2y8nWy2jdkqSbZ0A5ZbUY2doNsH+q4Mt9fK2WjGmUjFskGzpfthOLFYXedbPhW2cckG7deZk9pr9+9ptPS18v+81HZUTNkB0o2U7LbJKsmV9LTsvKNsooWWQXbA3G/18tq1sgqVsjs97KqRtl4yUa1yIy2c99k9b5LVrZElqJPGAvKkydsbjjPngp9yRwYnM730TbZ+G5ZHW1mbMm7dbesbqWswvuQsWW8mTfc18P56z6Zvw7fHGO82L+SvqGuubLxWdn7JEsxF5lTzDnGiPlGG++UVbbn580cWc1aWYp2M0+ZB9tlO+dk50p2OX3E8Udk+7XLqjC5XZifj1zvCdmoFbLjJBuakdVlZJX1sjFp2chuWYryRPcxzk/IqutlA1plNQAP+n67rHap7BjJPiLZAZKNoW3rZZVvyfaRrPyZxLPfo5euOlvnXn2trrrgUt0XNprVTT+5JuxuQen2hfrDpZfo6qsv0wVXPaI1Xct1/9VX6borr9L9y9ORaSzJ5uBfwuqXhMEorrgS9wbARvCywkxWKAUJipwXHYwV4AolCiOHAuAliaBcAS3uy4UCQykAwmBHeIHz4ud8Vt+wDFwzmabC24Sy53dMaIA9VwIwWABOfoMBg73DwRzBdIpCIrIuHnCBQkZRAiph3hD8lDw5cJxNwbSKHxmKD0DgYNe3KOK6buoGNPi9ADSTAsPjPnOkd8Hvj/IoZRQEYwGwSm5zlqwHpekME+a1eHnPuUYQCQJ4iftC0l6UGAIzi4+WCwsOxosxpD1x0MH9cC4fdpuIC8wSLCzgLSkwHM5KAqwABAAx6inkv4aJnwhTTJIA0WRaHBYBcfMxjB11Ocjw4AXaQeQziw+E+cl9Ed2L2RaWkkAJwKH7l9H/zFnmAvMD5o+FF2xs0p+TMXAmB0aONjDnsXoRZV1MuLd4slzKAY65ViGh3TB8tI25TzoU5lkxoa7k+NDfniMveR7PI4Eo3DNzj+eBe3HGkrYyh7hHfPU8Epp+ZHEAQGaMk8I7gjQsnOdCu3lv8MwnhTbQFhdAKeAyLvHzAIo+DwDfPPdJ8fKeV5L74sO8KCTMfwI94kLdzvIzBpzv12KceT+wGPC6cQsptB1bvM5Sf79jgPe1sx4Q06Nn6Q067YtX67VOAN5fGLz4xZnAQQEDaFCOb8mGsHJG0aK4AEgXyiq2yqop+5jM2GaIxIC35hUpive5vNIHVFAX4OEx2YFrZHui+NkPEiU/U2aALYAh4IFM0QtldrPM5udBCS+H+bKqHlllOt8eotJQxLQHILBE9t1ulTf06ue5H+nwFc/Jrpds7xfy9QM0L8qD02fzbb1WlnpKNrJRNooM6NwDAO85WfV2WWpOOJZ6U5baLEvNl5Uvkg0DwCySlb8pG45Cf1U2uUH2fsxGC/LAg3taL0vRZ6tkdb2yKd2y3VDsW2R1m2RVDbKB62WjAV8A5+fDfY5vlu20OQC6KfQ947BMNmST7KOSTW2Rlc/W1NuXRYmHU6f+RHbiebLPSHafZH/IycrIffRiAJ8V22WVgDP6kT6n77gWwHeJbHJaNqldVg7InZEHLXfIBtDfKFLGiBxO9CUAkHEGjD8pq1gsG9UrK+f8jbJJvbIBgMV7ZWO7ZZWvysroW+5xTX7cmRNch3Hjm9U28wPABHDj2LUyg0EgHxGA8wXZ2BbZAdl8fYwT4I7thug75tztsoG0E+A2Sza0UVb+nKyCehiHrbLhOdmPJfspoJa+fVw2DCDLQoJoQq5FXdfJBiyQHZWT1WRkNWnZiEwAiHt0yUZwHbbTYauvebLKDlkF99kms9dkZfTHCtnHJfulZIdlZaM6ZDWbZQO2yMawyHky/ujxhGr2lZfpiaY2bXzkfF342DYtvOta/fz8a/RSPotF6yO/0mXRZrVS04MX6ornVmvluna1PX+5Lnu8LXIWhi3ATMaHFx0gBsUOw8NLMm6OoAG8xHih88JC2QGCCgkKHZ883hEoykKCIuUFiPCi9K2j8K1yRcFv+NP4CxJQidAOGDUUOqtuFC5ghkAPyrLaB3yidFgxe84u0kjEmSQUFkoqrnQBpNTBShxwhQAYMXuiuPjNnbx5mfN/wE4hsIs/GoAToR2U5RNPERP9KEXRfoBclDaKACYMkzfO3O7YDUNWKgDGFb4DaVfQAAvagSkNZpTkrDARgDlYWEAW7JG3D1BIX8avRV+5YmcRwPg70+YmbK7jZfy++E4yHRxjjgHAuS7C9TAFMka0g/mQFOYSfYeCxxTImMcFoMK5jDHmYupHAbsyh4llTtCPmLDj4+71eOJaTIcwcCwuEBYcMDII9wNLR7/BKNIXfg2AHEDL/w9w4VlAAPuU9fGJDsb+of30Q1zwQWXBE5+37DRCYA4slvvr8SzwPPu14nX439SfNMfyDHrSXi/n37wPWGwwVj43+PYFBIshxoNnkOPOdnKMhQN9QH8n2TZAJYCRhVFceMY812H8OOMdZ9uZZ3G2D99XUtMgLCiYJ4wDwhxlHsSvhbmZBR/uB4wpLiO0n/sBTCaFRS11+OLQf2fxCJhHaDeLPJ4n3nsAb8aORQD9i8mYZzoZ2OZ17cj3uwbwUCCLfv15feGaRVpTEuA9LavskZWhGNfIqlrzYI0XIazcL2RlC2RVMGcoZBg2trjhZcc3gOBlWRlKEMUN44QSXys7vEt2AEoQEAcjSH13ylIrZYM7ZWX8nw8MICCE7z8FBR+xIxtkk1G41EudlAEAvSH7eoPKm3t1Xu6n+kHmQlU+3i3bmzKAAZTx5TJ7VlbJ9WEh2TR4gWwULA0ABNDC527Z6K2yGhhE7meBrG5NHtA+LRsGg7hWVjZHNhhF/Zxsv2Wy4zjugBLwxPYx9GVnYB4PUWDgIjbtRVk5IHKhrAYmC1BBW2+X1bwuG5uWDW2TTaROgO8y2eDmADj2y8mGzdO4ZRu0NDdVR/3kKA344fdlt/TVP1eyq3KyVEMeZL8iSwGo58tSKHGYMfoMkPVgGOOh2XBPlYw3oJmV+0zZ4JysljGHUaOPX5JVwF7eKhvXJBvwuqzsJdmgrKwKoPu6bEQ2gCHY0MMB41tlKfp7iyzFuU0yAHO0MGBx8LJswFpZBe29Mf+b/w64A6gCTO+SDeqILTbWySpg0WA+AYa/CYuD8iWyQVznLlltYygzrEuWYh69JhvU9/f5OdlnJZsGEAbsMzeYx9RF/qr8IgaWEvBaBhO4JIzFLgqs3nj6lDG7UVa2Ktz37mlZGXN9gSzFs/Gm7Pis7EqFcftATrYzc7dHVk1/zUs8/z169sIz9bPrbtJt98/VuoXX6fs/vEYXfvMs3fTsDP324it1139fqKuizWql9hkX67I5XWqef7su+vVMbcgo2o4KsyAsHgwMYISXHCZKBEWD6QUwhZAGhBU5x/FvoyzHCgm+KpjPWEXHWaB42bgZBYDnPnfU62Y4Lw/oA4jRRoQcXpTjxYyyBWjy4vSIPH7DRIJJDZMoDIvfh9fp3yhOXszUSRkAHsqCOjiGwNrxgve0Gp4XzMu5r5LX6d+81H03Alby3Eex4ADGAQUJEOM+uAaMAX4+rvQBZTibo8QKCSZidgdxwfREvdwLyh/gCPNBn8EyAqhQnJiZqBOlCUuKP6G73nhdcYDHMdg2fAMRcuQV8svzcwFjmKwRAB2ghOsTjOBCgA/tA3TCqrq/JmABdgqAxT0wRih8gCTK1BlS6kGxc68ADvo76QfGOfzOhznPfSaFxLb8DjhGaQM6EFgsFiVxgaXGFMtzAcgHtGDZAtQUExYjhQKHuC8HsMlzMbUDapiPzEXaxzxi0eD9CsCjPwGocfHFCMdoZxJs8bszmcnzGAtnBBkDzKgwlgAjwBvvDwdS8eeLMXMgyXMJWxcXgA7PfFJg4gsBe8zDnieScwCcMIS+mMAES58QGEX73DxLWeYVYDzeL4B+5j3n+JZjAH7eQZzPQskBOnVgWi+0mOWeAYgAOhhq3jO8b6gXdwr6jufYPyzU/FlO3vuO/P8dAbwduUC8TGDwYF1Y+QGi5svKYGQAIYAZFOWlAbiUNctSgDQAAAwff8MCvRnYnOq0rNyBxouy2q2y/SUbDfMHwwdDBhicJxvcE0xwKF1AGICNa5bBIL0mq3hdtisM2QzZ7r2ywctkZQBPmL9nZDX1sm9JExrWRnvVskfubrOXyKYDWmCvUNyweKtl1QCvZ8Kx8lbZRMlGYjIG3MEq3S0bt1WGMh/OPa+SjeyRDVoV7hfmB2auap1sHHX9XrbvctlJrIi4L8yMMJEorGdl4ySb3is7W7JPUp42wfTRlhZZGWAXczN9TJ/MCezXgIxsKOXz5s3BbbKKXtm+AIUO7da8NNpd4rSfjdWe535GqXkZ2TOSfbtVVpk3b1avkY1mLBfLptN/gCf6gtXNH4IpF1axpktWy7g8GkybjMnwNlkN5TFtM8Yv5831D8qO7JTtvERWMUO2Ux+oHIbpdLmsnPZyzsOyIzKynQBIjBOANhOYLWNOADYxb2JG3iyrZI7RLvqPOQZQ3iRLMa8A45fIKt8MrGfEBK6W1TE29BeuATBpM2UDm/LsGC4G7bJBMGmUw6S8WlbZIPtiVnYsrJpkQ1g8wEpyXUy03CsMYp6NPiknG4JyeE02JivbT7IPSLYH85SFA/2yNszdIySrgA38s2wQ97pMNjIdGDxMsvyOqXYXgGUwa8efvcDgXalZnn6su0lbNq3VQ5dcqqfYaFZStmVSXVMAACAASURBVOl53fBfl+j6m6/TRRfdrTfW36/vnfINXfLfN+iRNzsivxNeRHxQTv63v6gxNwKQeBmiVGA0KIPiB8DxN0qvkKA4ealjjijmu8YqmpcpigN/N8CIm1oBBHEBhLECx6TK3x6ZivLgpYr5l5xqtIlr8w1QgX2BicMHq5TwMoapgPXBTIRJLAlMqZMPbXB2AhaAYwDSuLnJr8V1AVMI/eFgz3+Pf3NNFAz3AjAEuMAEcQ0HmpSHVQLouO9SvA6iC925nOPOGuJLSDsB7AAbgABsHv0MwwHgIkqYNsAi8n8c2eMAPgnwAEIoN9goQGiS3Yi3i/Fy4AmQ9L50gEhZ5h1AhusybzwIBxAHkwSr6IwdAI95gMmWPkMw6TI2jDnMM+e4z2e8LYArWDRMrzBhSeF+aB+/A0bdN5KxSwIVB3g8D7SF8zAbA/SKCa4P3AvsMPMOMMG1AOewQf78xc/3HWEYNwAkCx0YY0CO+88B8Aj6iAMhjtEm+pw55M9PvG7uF7bJ3SW4T8A1LGd8fPwcnlOCIQBxMOOFJA7waAPAnXcFY4QJFOAYB1Beh0ei+//923NL+v/55l4xvTNXuEcWKfQLdcfNrAA8xi3+fAKkmb8wsPF2gGk4n/pYICD8jj+hs9XxNvA3445LCyAQf2kE1wCum5S/a5BFsjH9/T8CeCh22DnMSSObZDUdwTyGmTJSfjAcDwalnIKxmC1LwdYBVDBTrQjn1uHbBHuDMr9DNrU1KNbIbw32BYYMc+EiWUW3bGK3DJYjMqcBalbJyimzWjZ2u+w/MG+ulB2dlY3fIquEBcGMO0s2uj0CUPu99arYSusN7aUz2q+RHQe4oI2wYJgs62XV+HDxf8Brs2xEOvjhYaLFPw5gW90o20PBpAqDOSUnG4BfVbdsZ14Wz8oGrpVNB9DcJZuyUXYoQApmjLZj6qPt82QjJNunN/h+fYyHEwC0OPjFwR5Ww1T9MQCkiDF8QDa0NYAD2oGJG0YI38OyxbJBadkeWR2QniuSL3/t3DE64byDNbVtaQB4H+aeYSqXy/bOysZlAog6SbJKxggGD3DyrKzqDdnEtKxmfZ6pekq2K/5mi/J9AdjBdPm7cO507nF2GMdJzIeZsppu2QD6YUNgK1P4u70s2z0jm8DKlPsFJHHv3CsrbgAcSuGuwEwOpd8BcpjzAV2M1er8AoGxukdW0yirARxivl8hG56VVQCimY+Yat8IptLhXPOxsMgYnpENpj/wJVwnK++SAdo+KNmRko0FoAGsAfe8VJiPtOGpANb+JSc7rjfM77IGWVVnMJPv2Wd6reJ+YDYXy4Zvkn1KMuZ8arZsBIuQ7bIDc7Ivs1CQjHPwk8TUa7QpMEn9PZP/9+896uj4y84D8d9xjnYGCuXN3yQFjQsgAwCFQkVh8uLDbAcY4IOSLSQeRcg1ioErBwiYU6kX3yBe0rAExepFIcIM8GLnHFbVKEUUCoqRYygJ2CWOsWIGIDkIKNRWjmEWhJXAN422u49avDxlYHBQqChkzLWYaPnwki8UlEK/etACSr9UlChtBnAACL3PaD+AOikANsojMA8oehQ1/YG51AU2lj6B/eEbUzzlAKiwHjAhKDAAD2AboA3ggK3kngCILkmAx3FYJAAhEY7FFCDlPLqWMQJgwkzSnmRUK21DMIljLnOzMSCPvnG/Kwd4sDKAUcrPmzcvYiApAwgBtHjkclRp/h8AB0wWzFzy+l6OueAsGwofcESdya3AHOABjAFftJn7crOu1xf/RskTUEIfU5bx5ZsPz0shATh4GZ4TxpnnB8DuJk3uC9cGn2/UE/zkLZorLNQcNCevAfhmjsDu+aKFeyjkLwZTRdth2gCrhSQO8Pgd1pL2837Br7SYzx9saCHQDZhNgnXGmboA14Ax3hkA2GQKIoAWoBu/UaQ/M7n3tfsns/h1y0Ghe+W5x7fT3SEKlfFj7z2AN1Wy2tdlwwF2sBUZ2YkcQ0nDNAHY/iSrwNwGWFooq94qK+NvQM0sWWqNrGxd3iwHmLtPtnt7UKwRo4RSxfwHkwaYaJGN65b9KyAOcyms2ypZBazSW7LpbbLfAVCaguP6vpi5AFoAvMdkR7REflVHr3hKp+Zuirb9ulanq/rTKGEYM0AG5lYAAe3hPK6BqXGubDjmPPzqAAdrgqKenAtKGRZyL8yVHYE9G8t1H5MNbJBNyjOd41plB8LKPCmrhY2CWeRay2Vj+oIfDu8DZ/8l2bEbZWUwXduCn9xEzKmAHhgn+oPrzwt9EZkQ6dMXApiuBBjdF1isaRl9IPesPpG7V+f8+Qid/vjH9eXsjap6viswZ+VrZQf3BCAWAbjGAExgQumHcq7F/QOKCBrgOoDzxbK9MLkCeCgDC4QP1POysvmy/bOyyteCv+EwwDtm1npZRVvoO3zPIlZtWWDLBjJ+9D3H+dvH/dm8n+DdsoEbZYMA4ThPA7jw6YRJI3iB4wCuZ2QDO/L+j/fJRrbJDsnJYGAjs/MFAZxhDiY4qHxpMMcSmDEEcyrKcHm4z+kdAdxh6h7O4oJrAHqZuyhPmOt5spqNss9L9iOCdXqCGXloj+wHkmFuL4MZpM+WyWpXyj7BM8L1XwlAd0yH7HjJvgSQbJTtnZON6ZGNZP50RqZsf0m8W98AAdgqXrw4lcPWFGIPSB0BsEKZUxYWJR6UUKg9KGTKFkuv4OckTaqwBqUEpUJbUMwoIpQ7AMvbjYJysw31oCxoRzGm0a8FAwdwQyHil4WyLCak6kBBYUoF8MEkYDYtpAxhQzyCD7bLzd+F6oZlAXSgvL0fuEb8fvw8AK6bCwGE3CN+QoAMAF9c3McNRRVnAuNlOI863HwHyKVf3deKsihYN9f5uQAbAh4AQTCxpQQzOAwO4JL5hgkfgFlIAHooa66Pkz5Al/Y5IMOUTRnOB+DzG2AUJhF/LABkkoHlOm7eJKCFc4r1R7xNgEFMvrBZyVyIXJ+xYO7gJ0dbqTcZ/BGvz4OUACiAZsozj6m/2MLGFzSU5ZMEO9QPAwfzFmfMYYNxp+DZZRFQ7H7pQ+6T+4DpcqBaqDwsMW3gOYn7aMbvkWAh5rOLL/gc2BcKuKEsPpIsLBAAO+8ehPM8GCc60JfiBncJFl2wg/68QjrF2TvK8n/YURhrXEZYHGGyLSXMZepljsHMFUvfQh08MzCZzLf+3ovvPYCHya1qVXCY3ycnOzon+wLgCiYlH/AA+4NSrwLg3BKUXwTG3M9rdQAstTA7q2VlnbKDFZTjR1CWLbIUyhHFC9CYG4BkZDZDyf4xAMQI7K2VTeuQ3d8XIbprWnaKgqn3IMAgLNCTsmM7ZedLn9l0l07c/oCObZqh63WaBp4BKMUcSrkteXOd+4XBEi2RDdgmG9UdIlv3gr0CoBFZu002pEs2tFc2vTuY1mB+MJGWrQhRlaMxbzbLhncGYAQgqoYxe0tWCzvXIZuiAIhQ9OMAfYAcQN3qYBqNIj9fl9W2y6qJxFwpOyQTQMQA+gaWqDVv/gRQzYmikY9MP6Nd5y+XvZ7VmbpKd+gUTV69UvYTzLSSnZ4HFxM6ZOWNgQWNzMdvyMoBZ5hx6WsAVlaGCTi1OPhCAqpo90BAHsEnANOtwcyInx1m3QgAYladKyvDxI15EqBIeUAZwA7z5+vBZBkBa0yhAK05sgEA4hmyig2ywcwFXoyYbTG3Yi69R1ZHYALAcG645iQA3SLZRzKyPTGJA+ABaLA/S2QD22U1RHh3ykb1BBBOMEvU1mUhYGL/nOywjKwa1nC7DB/ECu6zITCG5czJV2QDtso+3TeGFypESO8l2b9Idplkn83JqgDCTbJBa0IwB2BwZJesukc2IRN8RYms/hxm2R7ZNMkGcE3Mjo2yMa2l3kdv6zdWnrz0eVljxkSJFBJMo14OUIWTPgqvlLgiwrk4DhKS58BowcgBfmAR4n4yybL8HwUNM4MZirq5DgxjMYERoUzcT6tQWXz58GWKA7JC5TjmPnIwUTAiKGauAQOSFPoU0zYsGebWYgrcz0PRoyxoTykBWABSYJlgD7g+gN1NpqXOLfQb4AjWyoXgDuqEiSkl+BMBKBgTB9nFysOg4CPFmKDo+hOiiGEyYZIAC4yzRyknz2XuwECivAEGtN1Z0HhZxpfFB+CRMjsiAGnGHBYJkFxImI+MLwAddq6/voiDbUBjqcAIrgfQoL0wdixCigng3vPFUQZfNN9/GDBeSLg2dfOMwwACsvB5gxkrJPisUZ6P+0kWKhc/RgQq85O8d5wHS1xImB/ME0A67WGsmOPxCHM/jzGhrv7AmpdnYeZAE3eM/gRQjNsH/VDK/YCxBgzSFo+CL1b3ew/gwVJgfiIqFDPbCTnZFwF4AAKUNr5o9bLBXUHpY5YE6JWhJDFzXZI3U9bLygA0MCo9ssmS/btkn0K5bpfVYX6cKyvfKit/NbBN+Ohh2kJhE6kLC8g199wmuwqA1BPSThwq2Yf6lO0gGMDHZe/riBiyU1bdqRM3PajaWe36im5Qzbcwl9JmImEbA1M4oFc2EDMZ4GS5bFhONlSyCelQNwwWoINzoghU/PQaZVN7wjWnwxwRZIFy7wqpUyY0y46EjVsoK2+SDUyHCNvKzbLdYUHxwcrKBtKHADw+r8iqG2QjYIKWyiZ3hz7C7AuIxU+MFCOwSRFLRvthIdfKRq3TcY0ztMuzK2WPZLV/46u6Vf+maS2LglP/xZL9TLJ/BnRszEfzAnKvkFWvlNU2BIA9pC2YnfcGzDHuAK23Qnl8xgbBpgLs18pqtgb2dGRGti8ADzaQ/idYhIgrXiqwX4A6GFLAFwEb8/J+jzCpfBYGv8PBMGukkFkqq2GcSLdDoAPsBWbh62QjGmQjAeRzgw9mlKLmDdnJGdn7YAVpK1HCm0IqFvzbuDdY1sH4/7XI6rrCAoQ0NROyst1bZFOYe7NDINAUxgV2tDmkj6mEzXtVNqwzjPf5ebAMiw1oJmjic1wH036nbJeMbEir7NR8ZC4MHf6OE/L+eqRJ2bsppHgpq5eVYw7fJJvcUuyd8baPA/Bc0bFiJyKsmPACQ8GhyGH9kkxO/DzAFC87mANYIFbV/YkzeaUYLupgtQxTgrJydq6YWYvyrNhL+UN5uwCxMEywF/2BD/f1ciaKb+63EIikvbBjBEcAvvoTGBHqQtH1Jyha2AVMb5jPYSji7E1/55f6HVMt7XAH+mJlYUYx7wJM+xPaiW8cfVxqzLwezKEwgwTj9CcwnrQX5gyFi8muEDjFfE99BEEAYnZEALssPBi/JDvk5xMViosDz1MxIOVl/Rt2DGZpR8RT/biPV7FzYHsBRgASniX6AXM27HwhtwPqgUUkuAazK9+lTO2UJ0DCXTv621Ei2U6es1L1s4CjHYBUQBhjBbvufpDx+gD7jHlyN554mfjfDpLj0bfx35N/Y33AHA7ILPRsx8sz5/pbvFH+vQfwAB9Va4NyQ2FijsJ3iFQQkakNUJCWYcIczIv/5QCcIhMcCp8XSVNwgo/MlZtlw3plw7qDueokUko0hwjUwbBkbSHn2lGYwsi7B0sDaAQ4AC6ek03YIPsqYKUxOLnjzxQBIMDPLbLJTRF4PHb5DH28oc8cfGdOo3s2qewbADVMb5ji8n5ipDkZDvtzryz1VkidAbgZ2yU7WeEz0s11tGWjbI9e2UFZ2QmSTcIvaKtsNAwRAK9DNrEh/FYF6MB/sVc2PhPYwQkwOoBlrrkgH8AC2Foq27kz+MnB0u2TDcCJfvgGARk47QNwMSkDlPl7a0j7MbhB/7zuj5q6Zpnsso0qf2aNfqrzNLG5z7wMuLukj938uUJgx9g22TTYOUDUnSFNx0DqmxN8xADKmCFHwtxynFx9K0PEbx2AD7+0hYHhw3w/uiMwqFFgwowQIFMNEwjgA9zBgC0JeQuJigYsk3uPOjH7l+cZUtLORJHXjCHgEKVKlC8+dfgyviEjWnVCk6xqYTDJ4hdKv72/N/JDDD6VXbKqjKyiNQDpwdnAlsFAkjcx1S2rag4BIphJ9+uS7bpOVvWq7P09sm/nAkiLAoJgAgGpi2TT84Cf9DMEyAC6cSHg80+5fJBHQ8gDyOKAxQss9dScDJaQlD64OAzslk2qD88RpnEifWu3yyYWNmXFXzJ/69+82AE1vCRhH4qZy6iX1SzMBKANsFdKYFB8pUzdpeqlHsCEm4RK1ctv+MJQJ+Yh/HXw/yoFNvurL/47K3Xqhm1ws2b89/jf3B/MGQoUpRTPNRcvhxIHpGCWK5QPLF4WMIWfV7zPOL9Y/8EgwjqisAA2nMf574agrJIsLSA1qcQ4xnU9krPYtbkPFCWmWVi2ePBGsXPcf8zN1fFyBJjEWTICT2gHzu6lBCCKaZgglR0VzMMshpj38WtyPqABIAWg4hkiApt77E+oh/by2REhSpuypUApLDGmRRh2yrIQAiD1B4AwcwK6OYcFHAuYUoI7gj+HSbOpnwf46o/N8rLJb190Mu8JAoLRxnxcSOj//oT3g98TlgoWRTsiLA7pk2LX3pE6kmXegwBvbVBApJLArHg4SVoxLwFQQNgtwbF+JD5MmGhhmWCmML2h5K+WVRIUQMQnfkn1sumwQ2uDkpyKI/r2EHyAaXNsn3k19XIADTBdka/Zo7IxDbJKANoLsiFLA+CsWxF8mYhKpGyUu22WbHhL5GM2ZvYmfbn9RtlNkq3FpEab58sq3pANBOCtl9V1BnPfUPK0YZ6FzXtDNvRx2VckOzNvUq3tlVVmwz19pis4y6PASbZbsVo2pVc2jdQYzQF8nJELUa7kDaxqCaC2DpanNbB4niKjHKAMuNkuO6Q1MJowOpj9AJjkTsPPC5MfyY0jkx7sKH0B07RWNnCrPrfs99pt9RLZ6ef2jdN/atyqDapZ2R7AIWbBr0v2zb68eJgWjwaYYT6dEUzKFQSwPBNMrnfkzY4EAsBmkveNlDUA+xH41y0P7C3mZgDuzuuC+bYaJvcZ2ZDeMF+GZIPpd0A2JAPGfE2+PwAdwGbwBhlMYZRDDrMq5nOSQvMiJ2Ka3GiYL98MY0KULGwyqWKGrJN9lQUFgJscjFsC81hGnzQFfzj88QBaBHywIIHlhT2Nkky3ymjXwTnZUd2yf+qVnaUw3teysGDeAW5xMaBv1v8FzMHcXZ1/FvbokJ0m2TEE3RApuznMq4ldgeX+WDYASaJsSY9DO+rWyggigf2bgml8paymXfahkNMp+cJ4J//HSd9zvuEEXUowgeF0zModf5hSAvDgRcrLkU9/QhlW6O4EXay8m5K83rhJsdg5/R1HEbmyggED8GIyLsZ2UB9pJQCYRHwCTksJCog+BqzAspUS/JK4NwISXPAziqe58ON8o1wBjTBL7teFUvp/JYWCLJwV6Y+1wuzHveHrhf8iptL+BMDLvHO/wHh5D7LwY153KaaFfIqAE3zVADKlhPtifgGaCEzBLwyTcVI8yAKATxswJcL89Ccwcsw12M8dEdwAmD+kjykm+KEB5kgN42mMcGMoBXq5T+YxJmPaz6eUOENIO0oBx2SQRak6k78R/c7CCeFZoE0sLt+uEGThLg9JgN5fnSxySlk2+js/+ft7EOBtDrm6UIBk/cd3iBQlBAREDB4sCsCoRTYWcATjQWqU+sBWwMoAogAWsGw7532XSKhLJOeUHtmwLSGAAYWPjxj51DDhTgJMogT/FExkUZLaV2Qj8gCP3HowJACtyF8P/6q5wbdpP2nYbdv1ve6LZbf2OcI/Ss4ywNRyGUwhbA5JeAENMGq74kPVKtsNpm2+bOjTAVQBYtiBADMfkavsLPGpXAB+gF38zwC2+CfuiZLfLjs8IzuL+rbJds/Kat8KfoekH5mUDqZSQCkgCt+zyFetWXZMcwB0MH6fzQYQi48fjNHX6A8YQVhMWLGF+QCO+VHKlpNW368jGmYFgPfF84Lp8IG8zxftxG8SX7wD8sEr7+uV1S2WDW0PQQpVy2Tvz8ke7gNdvwbgZGQjYVobZJNbA4NHtPLYbQGED03Lvp8H/LB+ozClPxACbEgpQyqYupaQdoZUIqOyId3LaPoFALcyAMMJLBIINNmSz3vI/FkfctwBmGAz6UPmBuBxch4w0ifUC8gtWx3YvaGUB+RhciVgplNGcMNOffeFjyZzilQrMHi0kUULTNt3+hYId/UB9V/kwRtzdDB9TfqYlSF9DbuGAPZJLn2FojQ8NqbPHHwB7CpmehY3BAjVy4Y2B8b1yN6Qsgd2e2BLANgT8fNLBwZ6V0DkayHx9Sn9r1STL5P+/s9K1qPb+vNjAfzAYGA+KaTo4tfCH4mIsh1RGJxHOdIWJIMD4nXyN5Gw+LwBBjkH1uadCkCDoBGcuakT4VgpgIcZ1O8NMNufoPQxM+E/VUo8kMCjIilbCuABLgDcfGDWCjF9MGcwqu+GFAJ49AOmcnyVSgkMEXkMmT9ETScTaJc6t9BvhQBef6Y35iUmcJQ8vqSlzM8edQzbBztKuwttF+gAj+2weD5YpCRTqSTbD8Ck31hYMHaAyP4EoIa5sJQJ3gGe+8g5yPNk3YWuwW+YQz1a2Z+BQmU5hk8pLg/9sbDvBOAlr81Y9Oe6kTwn/v84wIsf/3v8/d4DeCijIenAAKFU8YtD2Q4HzGE2RZkulo1eL9sZpchKZ0OI7sQsxvZQwzKyqYAWTFZ50AEgA+BNysr2xFQGKADQsRPCosDM7ZSWjcP5fnFgwGC9hmLaWxLYv8gcmgvtwYx5MKzcfFnl1ihCd8zlm3Rx9nsquzMdTJUHw8K1yoa1hmtiXsVcPKI1pMvAlIaPFFG4YxYEUDU+LfswYDAt27NdRrTlZxpkF8HsAepysp0ysvE52a45WXWz7H09si8C3NaF+x0EE8VWb20h+OIcBR8t0q2Qlw0TNybOQ96S7YdPYFr2abbi6pKNWxVSwgAs9nX/sLmymhX5XIDroj47dsMMfbrjbqXO+Ynse/8ZglAez4M1WCY+MHhHbA/sEUzU8G2yirUBXAO4J/QB1XsxCcN01gfTNeboo7MBCO3dHPzVJhAB2iWD7YOJIngAdg6wgmmbaFF2ayAtC8wZKUjYsgygw5yY2i0blAfnAF1A1CiSOcPeLgn5BskXGO248XgARICuIUSd5kI99OHHCXDZLgMksriIFh0AuK1hLGAg92D+9srG5cJYEPBA0Ass9PcUmDsA2yP8Pxf6GvBHYucoPQsMXktYnBCwwpwlsILtzUixgi/oZ8mFCMDdGBYC45eGegHREzvCuVP72DwCNP45I2NHEgD3BBjZ7eFa/xKSDb+bLyUYPNJ98FL3lACF6mcFi5mRHHWwUaWUDOfjO+WmRhRYMSGDPsqQ66MYSwERFAZMA6yBK67+/JdgfjCtlRIAI87XKH2AI4quGMCD7eC+uCdPJbEjvnLcH6kbSrEQpFyBXYKRi0f8lgJ43Bd18ykmBCbweylmC780PoUAYrzeJMADIFE3bSwlAFZALmZGxg4fLt/BJHkeihyzIma5QglvvXwc4FE/7SiWssPPYRcUT74LexZnSr2MfxP4QJ2AJTfdM0+S4gAPAE+kJZHUhZInx8/jvqgbcIUZFRBeSpibgEf8/EotEgB4BFXA6ALEfPFWao4COOhLrsHYxPdVTbYJX1rmKOZ1ypGipJi8mwCv2DV29Pg/AN6O9lSiXJQHjwAEmA+cxr+AWSwT0ptgEq0BUGEmXBeSA5PIlXQW7FKAaZV9TUkfAYABGPo+nCf0JeHFTIjTP8dhYjB18jfRjjA6h6WDWfCATll1W9i5YFq7bMR62ZRtQYGi8Kvbw84LKOsPck1YssAUjv75Zv1aX9eoP2+RfZf8c90BbPA7DvbkJQNokJKE9gBcAVLH5WT7dAZFjpM891nXJhuzPrTx/fWyGyQ7ARBDzr4uGeZXwCjsDTs7kAqF6FTqxOcMxo0gDfy+aCtbZBHAMTodGCp2TxiwUjaiM0R9kitvGCbkOQFoHptPrAsQI4lwzaYAigk+2b9LhzS+oK93/1qps3+i1Nk/CwDvsT5/yYfyIIx9VGEByc8HkwfgOwR/x/rAygK8YUIxP57cHtK3TMwE5hVQE/UfUcQd4dgefYwm27+R1w2/NEytg+uDGR5AR/LjPVtC1CjRxqScOSA/l+hrtv3CrAmw51x8DgGAoxoCcGXPV3z3SJUCeGQOAvJIjzIyPzY/BIjVy07qDteFWQaIM49oA4mEua9RsMCvByYPMMp+yjCvLFioAx/F38Iwd4XIWEy5FcxDgDk+ghtku+V9Rslvh+mecwBpf8Ifjx0pOgIjyyKF878FIGdOKuyDTHsAxFyPeyE4h+3mYBnx3fzUu++Dh6M7H5SNp/JIPOLRf4nCg8WAQaNsKT8gTgAAks4CMFjMoRrGCXMdSgLFiZ9LKYCHvxumJwCYm5VLKWjagSmQ9hYT6sLfB8dvBOWFsi0G8Lh/UiHg/A0gxQzdHyiiXtpAdGUpMyYRhgAb2K04M/lOAB7+cQArgE8hcELbCBqgD4hU7Q+4JwGeb9sGM1ZKmDuYOfGFoi/w5yxkdqUOmCpAD0Ca/i0mDvAASdRNfjVPG1PsHFhqn2MwxsVM35wPK0k7HcjTbvozKQ7wSC5NH2OqLbVY4nzmPG1GmBeAoVICQAHwAopLsecAPHLgEbCEsF0g7eZ4MQG8euQ6c8WfhULlAXWeBxATaqkI2r8V4OFTmfTvLNSGt3PsHwDv7fSaFEXHRTm/AET/ls+BN7o3KG38umBNAF/V3YGB4Rt2BD86khpHwRSZAFQIhPgwIAvzbmcAVPj0oSQBFpgRd04HBgxTLL5nmIVJSTK+N/iHcT5mv33bAiMHkzQwF5L34qd2eLPsoHxKkQOkQZc263J9W3vNXRTADe3FOR4zM6wPfoE1BBG8GkAm9aPAYeDwp8NUCQCpw6zYFVifqWnZXu0yfLWOhTVqCYCCtCFD6kOeNVKqnCCqLAAAIABJREFU4MdFv8FCkgIGwEtAB/5YAATy+KH8AamAQqJEK2fIBhEt3BLAMc73U1qDD97HMqHvMBeT/2/QdhkBGJMy0feB216J9qKt/unZqj7nHKVWZWUv5PejBWxgYgTYAbJJEs197ka0c33wX/TEuwRjfAjA0hnM34AkzNSMNz5nRDkDtA7u882DxaK+iIUDmPUGphffQe6NcWV8ATeYaPHjAwBx/wBDzgPYc4wUJCfmZHulw3lDUBazZOWYYDtC37OoGLlZNm5TMEET0Ury7U93B4DILiRcAwYRszEsMR+CMEasDUwsc25AdwhyYc4AdMlJyDftBqwSdEMy6UkE4LBo2RSiuQHJpEbBrEs99OETBFrkwrPAtnXMIa4JiGeucf/0P0Eyv8kHuxCRzIKgLh+tC8O4R/ENxN/m4xuxd+TiQglgdinkTwZLg3M8Tsr4qwGuioEF2kHAAQEIvOABDoVyuFEO9s0jLzHvkSnelW/yfmDOYCPcFwZF5PnQkmXj/4ft4N6KCbnE4n5xmKG5RjGARxSxb1EG+CiUiyx5LTd90YfxBLTJcuRvw08N3yZnmSjTH8ADKBRiXXBO594xlZPKpJjvFteExWRsARvF8pPRliTAw3zJNQBwpYS8hc7GOWDyJMLx85hr+MaRQgPgzJwoBgQBeIBTAhtoA//HX6+YwFBRtzOZMKWlzPD0CQsZ6uZTLGAAgMciiWjx5cuXR+C/FAijfSxWSAOC0GYChYoJ7Qb0AqJ5ZvD9LCYAOXwFHTxyHm3n+Skm9DEJkxECnfBTLCYswgBLCOw/ZvdisqMAjzEnWIp2koOP8enP3F/smsWO/z0BHuZ4tvDzD+xuofdssbYnjxd/myVLvgv/jxg8WDgUNZukn5oLChlljKKb0Ckb0BFYqEEALdiuHtmhmZChn4hBQBX53mCyAEsAjYNxcJcMMxugA5MVyptN16tIdbEtKEf8m4g2xZ8LpY25jyAGTF/X5Ld7AiRgUkP57toZlCsBCR+Ryi7P6OeZH+ljrQ/KrsnKDssFoIKCxV8Of7jUfbK6VYE14jhm5MN7ZR/IBpYGNqgS/6qOwMwM6Q47WfwnwCUXoitR5ABdfPgoS1ACEZOYI/Hdq2kL0bX0D+ASEBAxgJhjOwKLyI4MI+bJ9gFctYedGTAxwmpFQRa5wPRxLqZagCPAC2B8hjRp22qt6J6s7647Sx/YcIdsXUY2Ow8kz8sDdPoaoAFAganE9I6ZG4AFGAWIwTBNy9cPSIOFAsSxt+qIHlnl9jBW0zOB1Z2UT4ANe7lbnp3EbPuhfPQobaQOTNvUBwhj7uDPSR8zvwg+YMwAQ/zGmI4hB+GCkK6FQBX8FQFvw9fKJuQZVObk5A7ZJ3pk76Ov8iwwka2k9YEhhi2EgWTuMYfOAKj2yvbqCdcEaNIWEhOziMGMGm1V92oI5DgcU+26YNoHtMNkknKG++J+lmDSJvI272qA6Zt7gSlkXuA6wDzn2qRUAfhxbeYKbOMu6dDf//eWme/4CWY1jk8SzBWmqEJO0zjvE5XnQsqPYpFzlME3x5OfEqlYjD1gmzJ3RgdUoWgAh4WEFzTKxaU/9gUlAbsHE4TiKCYkCMavyQVWDmWLMk9G5gJUAWkodISo0TjT5nUkv2GJaAMfnMcLCQqYtgJYANxxszL9tyMsYbJe2E5YJaIqYVGLgR9Mi76JO8wk41tMMJ+ikF24BqZ7zHzFBEYIoA+ARPBloy/8//HzknOtVJJs+hVwCjCG+WEnC0z4xYS2M89dMJkXW1BQhrng27zRXl9c+Pn+zbUJoAEcA8bI1+cMmpdJfpMY2/PpAcLI51ZM6BOeDeYIpmhYxWKCLx8AD39AhMCMYnOO3wHSgF4HgCy4ioErxpH572UBLCTkLiYsbPozPXMuQBfmlT5kfDzgKRnBXeg6jAlmf29ToTIc45ktxUwWO+/dOA7AA5z7h4XDewvgYeKCKcLXCMYEZU/UIKkhRmNmAtDgk5WTwajhIwXbg9I+KCc7NCc7sDcAEdggFCrmXsAEChrlekReOWO+HEf05ErZsTkZIOqAbGCpUNZTYXVWh2TLBE5wDPMu9cK+AEJguHCGR7Hek9PZmV9pdXYnHbFqluzzRE3mFfNHcrKPYiZkK6lNAYQAEgFBlDsAsJILPoL41+GcDyDBrIvvHiAJlgjAirnuEAIsCPLYIBvNzgowUvmo1Z1hGvOmY8x3XIdUJORPG4tZkojbjbLdtob62KYNMIo/G2bcXxFJC/OXC2AFBg6QDXghcOU70riu9apvHqHe1RX6Y/ZkjWtaL3tOIdExUcT0M2ZhABTM0yHtUfRtlLia/8PKAVLoH+4JJovgAxhbzIn4tWFyHtsTrntyLrB1AFjMjMwHmCvMnowxKUdgyjCFcr/MCVhZwDjgCHY2un8YvEzoT8aNaxMQAdg+DhN4LgDiMenA5A5aK9u1MbCrAFd2FWFfWIJRAFET8BmEIWsL1wVs8uGa3DsAnr5lTJg/XJMIYwAg/XpLHxAb2iIb3Le/7cU52SfJa9cTxpxI6u/0LVgwTQNGPyqlXupr4z254N/IYoBrwNjB8DHGzEP6kTZcmj+PZwLAOzYdFi30eUju/m68c/6nDoAEoA6G5bnnnvuf4/E/SP+A2dAFh+xSvm/kF3NGoFQOPPyVPBcapq9SOeJQAnHzJoAzHojgbfNvZ+5oK4xRMdPP5z73uUhB+HmwecWULS/ouA/djkaCAq4c4BVK98G1UW4e5IJCLrQ1mbdxR78JOPCgFZRMXJHH6wBEoSQR+snZ2niZQn8D0PBjAxwCSosJJtS4qZVz6I9CQsAKgM0FRqeUGRAzqrOHALhSkeA46seBV6Gtr/y6zvbBWvvYlZrz+KQBdhEYx+R2f14v39QNA+0LH8y5xVLsUB721RdCnFPqOaE8wNTbSqJnTP/FBIDr844y+EYWS0oO+Od3FyKMfSHnx97ONyZi2GaEfmDRCdtMbslSwgKMewX8lgKaper4e/z2vyrIItv8qmbMXh/1Q/uSmbr9ttt0222368nlYTUWMXgwTrAbnk8NYAZrAyhDEWIiZdcFdg3ADAfLAUuCsoc5QeEBRly5o/gwh8FuwWzAiKDUAUQoyGldstSbsuOzQfFyPUAcAA4wQ4QpwOrPeTYEwAnAA3BhZgQYcM0fSnXL2vQtXaGejopoZ4ea/4Aty0fdoqCpc2SDbMjm0B7ajJ8a/lgn9Mg+DsMEsIDF2yb757xCBizALsJCwoTdnGcX2eaLxMbks6MeAjEAs5TDp6suD3xR+AAergdzBoge0SXbL78zByCQPsGnjL+5FhGrJJiGFQJsA6QwdQIcLpT2Si/S6tZJ0hpTQ26oPt95S9iLFlCOLx7jh8mZtjMGJ5PrrzuAHBgvTKUwUoAxwB15Bm+D7cI3MRv8HutaZbt0h7YzhgAj2DkCGRjffXtD4MGHYbOoPxPGAzaNfqBugD8AjP9zHVg3TOUwiwAuADr9AtMFcIbNoy8HEyyByZTAk4ZgIidoJOq7fEAHzBlmcFg3thPjWgBbgiOYHzB03CfzBSYRRhigSR8yt7gfdkgZ3Rm2q8NcDRNHHzAH2TeWemgXC4EvSJWv9yg1OxNYPd/dgr4DNNM+97cE6BGcwb0wZ5gTU9rDs8Cx4LLzrr6THODhf4W5rZBglnOTD7+z2i6WigO2COWFEkNgVGBWCglMg6cugHEDWBQToktRdC4o0GKmO1egAAUYGOp1s5yf798oiLiPING0xXbzAKTE+4hcZ/0FF3CdOAtUzLTN7gHOnsKMFIrW9DbvyDfsCYCObxfYkUI+ZAAd3w6KsgTS0Ob+hH4CEOOXCFNUTLifuM8mTGyhLcQ4HzAXN/v11xcAeAck/c0hTM9xgA6TUmx3AphUB4uMCyAIoFpMWFCwJRiCabIUkwjrhO+pC36P/hz4sfg3c8EXBoxnoYS/Xh52FYbUWWbM1s7Oepn4N0wfCxUXnpkHH3zQ//tX34DY+DjjItFftPBfVVDgPzBvAH7eG3G55JJL/opZj//mf5NgmX6HqYfRL2VV8HP+N3z/rwF43Wuf1BVfO16fuJB9DXv0yq++ofMfnKPnn39Bi7cEmj4CeAACAB4+Y/gqwchgqsM0WFcfUk7A4AxtkNVlwu+AJxgRmBzADMoN5Qv4A3yhyDELYnqkLEoc0AaTwWbupC8BQMCAANgAHoBEPgBDwNHLeYCIAobx+WneDAZow4z5G2nfxgU6XdeqtXWA5qf31bBzt/zFCR8lTPtgyMbmTcAAH5Q96UVOSMuOysj2J79d3pwJk0Y7aRsgkLbRPwAhWKGhMF0Z2YGZAMgww3IOAQUEmgzOnwPoAvRgfoWhiurh72wAPQBl+gggAkgBzAFUaC/9iHkaEP1/qDsPMEuKeu2fM2lnNi8bYFkEJKMoiIIRMeec9SroNVxFJVzDRVCCCUVQd0FBcg4ieQm7pGUDu2zOOUzYyXnmnDmpu99vftWnoCj7rH5XfJ7vq+eZ7bPd1dWVuv9vvf9QsE8/KhlW6e3h07qn9Ek9cldaf3tsnOZH79J+i7vjPn52FKQQBgQmj3ED7DEmqEEt+Kbv6ROADNdQVeIU8IZ8zIxxjUDDM4biugGMGDtYM8YAxvXEbBwi5rBs7HACuwaLCesJmEONCsBiPjEPAJaAPWLkUQZzhh0jYFfx5qVfAZC0l3qhyofxrO+KQ9+gTgbwwgAyhowLtpPsS0tZgEfUouQDmHEdJx7sB1lMACRZYNAO6gGDR5gYAOLUUgxCeS75AIeMGf0P4C4DxvSK0YDXz5fV+ezTzLjBEjLvmb88m9+wegA8rgMkmaOnBvEih75M3oP8X/pmsbpHePChrmTTxurYVRnuy/YMYesauu9LnQu4st59qJZg2vieJCUEpruVE0yMu8+lew8CllW9TTAeScAGtSfC0AVBCDjUrjAgrtBBEPnMFvZ0VvDaZ7lHDNcBzghYQA1MkLVDc/Oh+kWFabduImYZqlWbANOV7BhtHv/I9m+AHzehkrSMnnse1aLLhhLkGfCdlGBx6C9ANMwT8wJBCxNaKQHuAGo2sZuFtWO05+wRZx4LlDiHLSJsTlJCPUu/WZWxnUN2ceHfgzoexs8mGDfampRgVGG1bcLurRLryAIB8GznEc4CsNiVEgCKnTFsggWrVA/y4CDj7m+KN20ldSOmDNi/2oQqENOLSol3GzBlE4uWSgGo7b65Ni9jyFhWSpg52PmGmtldSNl7YPph+f0Eo/ePAmfjkITHMAlP8UrfL64zJtbO0Q+Q7T/73/3//0cAXqCOlQu0cslsff/SFVLYoVu//QWdc8nFuuSaJ7Q7JvCMXYJhIRDut5YFIYwSf4CAVxTjKP3ENiNUCGwbAp0/BCjMBPZKsB0ISNgqAAVABQEMwKNs1KHYbCEYEXaAKNSzCFLAHAISNhBWBOYD9mdjmYmiPIQwajN+I8QBE3OkT2Tu1em6XnPCM7RKx2vq7K5YRQhbQ7kAJIQ2dYVBAgQBEO+ztnhl5hHwQ9s4/7pSrCqF6YG1AnwivMc0x7Z5gDOEN+cAeNTrjexiUN6ZgudeWwZv7N+LqhD7RNpEHwHmYKUAArSXvgaAAAoBI/QXbB59xfFBqe63OQNkX19YrgnnnakvXnCEWvMzdcKGVXE/wnYCmGAaqS9HwAf9RrtQtQOwAMmwggAwACVgh7yASZ7/um6lJrbHbBd1YVypI+OMd+5JbUp9vuwoAZCEjWOsjxuJ78EWk/4FRNMOADVlwOzB5gL+9huMwd/y8rMZ09vK7WXOsDCYNhCr91HT08csEAD+9AksJ/1CuYBj2slv6gHby5Z4h5RVx4Bz5jHzkHYAOpkDtBeVNXXlHvqMcgGktJXxgIWDAVxXXhBw7tDhOA9lAuaYw1eVwSDP/2uZTeSdYI4wV6kf8+HFbUJftm8QKlJAHitzmJik5Ht18lF3mSz3HhgqV9hXUucCmGCYLKihDABeEjOIoGCV79rZYMME2EhKhKmAnbEJxwmrMrbnOCIMfXszgBVMj+9kYW0E3fsBbvtSH8IWAQoQyKid+J3kWACgdL0uYdNg1WzynSzoI4z595UQ0jhXuAlQ4ceeAwzBCLn2hrBXAJYkoASbi9oSYEvfAa5Qq7r97T6T38S+e/zxx184zWKCPk5KAGGXiUHQVwo5AqtL2W7CASjJto88MGEu0IQptOpdtwx+0+euSQB2pYxfko0o88AdL8A487VS4n1znWJgx90FlHsfY8BYAEpsgk2sZDsIOHaDkDOP9+UdT1nuO8f4VlJ3wpZZb1vqgsrbXczZ+tkjCy28hTlWsoVlXsAY+wk7QDyA95Vgj22oHRZbxPS0INu/DzBKiBlMPRhHAKFdGPh5/2/+zzepkklHpXL+HwF4cfVKm+fozDLAe+7euVrXM6idt39XX5uz2WQAoRvWDhYKVgvWAsABKODca0sxKAEQIIixiUIgWhUfIAfAgkADvMCEIVRhShCIVn0Gi0aAYYQ+jAvXEZCACiuwPxDEwhXQQLnby0AEYQo4AwQgyAEeCNMrpNMz1+v04HodXtiun+s8jbt2KAYRsDCwKAhXC0q5FwDHsxHy1JNrlAW7c06k2r15pT7Xo9SFo/HVyEM5gAnAWNXmOIYfYIN7AKWAlqsBJWFsj8g5wARgi3snjMQgC7BgWTo8U7FdxM4RdoprgFCADCpDABh1BwQDNu6Txl85oDk6Qydllil15s90zHmf0/rw1Tpuy9p4/LAro22E9KCMO8p9SL8xLqhUaQOqRwAdR/ofBm9pGaTA/r1mSKkDu2PgZD1hGXsAG+DoHYW4ToBxWC/mAsGDAXBmvpSDN3OOcQJI0d/MHfqFNtHX5H26vKjAW5n6k4d+oJ70L+FcYPhYeNBHPIO5AEjFtvOSchtpB/mpL/OPuH+oYDEJoM6MCfMWgMfiYkn5/4A75iOAHLDK+LAgoGxYOcA9cwTwTBw9FjU411BPgF1r+RrMN7aPtNUCa+YabaVMFgCEsrm10ifjf3/eAjw2AK9kjI23oWt4vS+VEioh7KZsqqTOxVPPVVORH8CX5JXqsynkRdi4oME+jyNgyt2KqBKLyAffZcq4F6GObZEP8ABGPNNNeBHysU5K9AMOJqiVEXLYN7r2S+49rh0Z52HTYNVscgEeqjdilcFQ7svxAnbDBTOUBWPl7/yBETwqdTcBKnCccBlMex0AQHw4vC2tKvsfhQWBoXEBNiwRZfgJ4Qyj6gb9BexWim0HMHCBEuXti90CKLpBqbE7dNWTbn0AOYybmwhTkuRogQ2ZtZEjP3aMLFbcBYlbDmPjGtkzV+yuDW4+fgO2mUcu2GYBZZ0o/PzMSRY/NgGAXCbSnucIWw54dIEODDPtSUqw6K7jA6YX7jz177GqavoCUJUEelmIEH/RT4B09rt254Kbhz5mBxDLbPMd4xlJoJA8XGPxQHth53FsceeCW7b9zfhVMi+xeezuH/9owWXzM8exPf5nTCDsPf4x2Xq1nCvo36HFD9yiq+fM1hV/uVUPL92tgcAv4sX/vwDwStv1+P0r1BdKpQ2z9Y2L4tWzUdFiGP63Ufu2u8qCDMEGwALwvX401AgCyhrxkxdhi9DkDxCHsMf2yxqYIwhRbwKuCC7LHzsB4DGKwEW4I5QJ8QEQQZAbxiOMBS6gAcHKfQhuhDDPvLts8wT4AXB8Wzqv5xc6O3+5JvQP6JD8btXfl4lBmxXmgEJs3QAXgCWeB+jEdg52C2YNIMIzLwnVUBhl3G4c3Vf2mlGV46ZQqV+GsbqT56cfj/fOxW4OZgrhTb9Qf/oA0GsF/YJyG2GjAAcAQdpBXtpOAN8PR3H7AGAAMcoCLAJw6CPOU+Zfpck39OpxvUenjCxQ+tzzNfbHP9DvdI4OXbMrDs0BiwQooY9oI2VRDv0EQGIMGVPAFmE/UIkCrGCcYEphygDb0weUOqUvZq5grwB31N064MBwAbAYY1gvQJ5tGwCVcQNoMRcAYPQ17Weu0HbqyLx4ctQmk51HAHkryiCR/oHhox52TsIwAlrpb+zsYMIoi/rbOYc6mudQLoxebZdSxxNEusygUY9l5cUBfbCpvMgA7HEPz2WeAcpYbJCf57PYAbDZ/gSw45VNn94pVbWXlFo7uq0a7eM+QB/5AfCMJ4CUegGmmYd/ffG9fLl+WYAHo5KklktSY8KcAI6SEkyga5dWSZ0LOPAFN6t8lyGw5WNs7dr+cJ66VvpAs7J3bcoqqSYBZz6DA5uC2scHeKj3/BAn2Ga5tmW2vnzEARpujLW1a9e+xJjd5uWI16DLRiLcYNWs4HUBHjZjsFYIbVhUgEUSMKdvfZsxgKRvcA+LiarcT4TMSVKBA/AAqq73MEGZEZhJCbs4BLELdgis7QJwex+LCJd94jx1qGSvB/vkA9Z9OfX48wDzAMpISrTfdzqin3y7T4AXtnrnnnvuS4rZl90nDLjLpMKc+2yrLQx1rr+wqNR/3APTiD2nTZgmANZdgGivsfhw2XbOo0ZNCsPCd4A56S4qAF8sylz215bNEXDEdcAVf/6Cjjz0m/8O2jIqAWquAzRdcImK2z7H3m+PtPMd73iHWczZRQ997tpj2rwcMQVhMcDijzL3ZYYB80oe66TkluP/ZgxwDmPOvfwAL9+kJ/90vs4656e6/Nrbdd/cx/Xog3fp2svO01nfPVdXPNGkstb1JfV6AeCFHXrswq/ruz//jc791pm6dr3jZIGadOUoe4KhPoIQIYgQRSgR/wvQAAAEmABAAEsIc+7jNwAJwYbARjhjdI7wBQgAJmCIEHSo3yyLdKc0paMnFu4IcZgZAADlo9aCVeE391EOAvfBMhAApCCQvyb9rv8c3ZA/TbWdOY0ZHFHtA/mYOUPNi8CGXQEYAMYol7YB7qgv12FueC5lXh5pWtip1FOjAYdRz+7CTiyKPVUR7jU7Yo9O1IQAUsAcwAp2hr4B7PJ/BD0Ahv6EDZpX7geAFnlh2Kg/9QIIUw5H+gF2k3IsCOa5t0iTFvRpvt6l9/Y/poaf/beqfni+alcXlL5v1AOZNgLgGA/GDM9a+o5noBYGvNm6AMZgsAAl/MGQbR4FKLtHmbVnAEh5pd5f3tkDj1sAG2CK8gEqgBvqD/PJ2APYqT/1Zpx5Pv8HPJKPdtHXjC9gDuAJqGwuj826KGZqqQsAnL/Fox7OD46GYGGBQf3oQ55LjDnmISwb84xnUR79ypgyjtx/anmPX8A143pNpKq+UgxEacu2UdUrO4BQJvOKcgGlADrmLnmoI/1J2cwF2FEcKvYrxm15UprQ36+JrX1xGdSJuQrYBJACGgHDvBuMBf335EtezZflPxbg2T1N/UIBJr4akxheLohz70HV6DJrleytkkAbwhn1qp+w/fHZFAQTtl9+QuU7bty4l6hqKqlzUT1b7z1bjlW7+gAP9st18iB/JdszVvU+W4ewSzK8B8wBgKxRvK0HfWHjkbkAD/aHvgDU0S8IFxhWNyFIfLUe1wkc7DowcA6QmMTYVAoBA9BFaLuqSkBiJaCE+sr1XOWZCNkkYAxodG3TyIuw9UEf50nYubnqRc7tK8wHTJhri5nEXlIGeQDoLpjhPAsH/3moTlmY8B65CYaVINBJCQch+swmFjuul7E9z5H56LN7jL/PXNp7mNM+WIQ5Q63uJxZNNhafvUadYWf9RLxAN1SSvU5b+EYkJQAy/QhIR6UMO+snFihuzEf3Ou+QD7Ltdd+zn29OJYDHnMLO0HVkwewD+80kcArwYzx4PmwfbajkpMU7iM2ja9tp6+gfsQGkjjz3ZQd4YecGrdw17D9TQaGgIBzU9hUb1Fk5FmL5vpKGuzrU68RbNQwerAh2Rgh6hB+CElAFawPQQsABIhCqAA+ELgIStRdCkv8vHmWxVpUFMIIRgQ87Atjgj/sQ8ghAwOEj0tRSp1J7R1WVxHJDOAJEYO1geQBfPB82BHUfQAFhTN0AFgjb70i/KJyn+3Ifi4HkhjJIoV6ox1B/AjoRrpTHn2VaACAABwAB7QOQ/kQa3zkYe0wi0JtGHQOwEwOsAQ4P6Yn7BQBjgSftbiwzS9QTwEH7EPIwlKgeW6PYYWRNua8AAzBggAnUwKhJUQPCFAFE6WfOUW/q+wdpbOOwbtZ/6JTcAk3+/U818bKL4v4GWALMLLDjubQZsAVoot60xQJL+g5Aw3PoX/ph/iigHxgNQUJ9YZ0A94QOwbuYujK+jAvtpj6MLzaOjCt5acfjoVI7R0PmMC9QT/MMwC4AnzH8qlS1rRSDWIAbseUAa+vDGOAxtoBmQNZWAjgD8sr9Q/nU9Uapvjur1G9Gdyeh3WvLAIz2A8pYiPBM5iTloK49TUovCVRfGN0d48rI9GttR17VsG/ME8YKoA1Q5T7mBIAUNhswTLmMEXOA+YxDCPPzdqlqWZnBYy7AKnPvL6TqpUXVteTiuUI/0Cf0wVN/9/r+yycIMMrHjw8YwMhPALHTTjvtJadhvlAFJSXAhusMUUmdywfRF4rYyvnneAYfW9fInHM+U2jrAnPng6tKIBMGwFetWEN8mBNUTDbB6PjCHbsenCj8BJAiPIWbUBMBjHwmBTsm3xmC+1Bt2+3KsKuywASBCsuC4ENYwHL4dlAwhziW+M9CLQq7Y9VaPAfQ6tqa2Tpj+E+cQj8RvsUHXKgtGbukBBjxwRzC2Led417C0PgOAcgXPCT9BCOIvZ2/k0kSCONeACkAw2USK6lSsSPF2cNP1NlnRVFPY3/nq5wZkyTbLMYEAe8CLtTXSaCK58PeuWwp5xiXpDHjGnPJZ3T9d9K2i77yARTAB8bPTyyE3FBJ9vq+QrygRnaBP/PVD6uCmt1dENpyOVb6dnCN75YLcg0OKdu7umXQ35gg4PzlOzjxnbBmBvYeQD3sq+vEwhhU0hagSeD7mNQ3tkyO1AOgydj8o0Dx7n1Jv/fNa3NcAAAgAElEQVShoi1p69Xf0lcvW6AOo5Yd0WPn/lgPOIAtqcB9nTMdi6BGTdcOGCkLPQQ34A4mAoEMcAFcAUQ2R6rZkY8FPWwV3q787SgLM8AY+QGJCLenyuAMgAUz8pBUvaeomWGLqjKlGFgAap6W0uuDGHTAnAD4ENiUBQuCkEfgAhYR/nOl7wRX6JHM+2OwAZhAEANa8AbGxgrWyFX1wmrBqpAHUEf9YbdgtagDIIfnAY4ARYAHgAjCHtYK0EW96IvfS+n5gSYU+5W+fTTwM+XhzQpQIx+qQMDW5tF4bOvLQBDVLYAFQIHwBwwBIAB/MH0AMMALYBvQBii+Smroyuhc/VJvzz6jV+T26PV6XlVbgrh/GDtAHPfQv4wF40g9YLAA5/wBRGDVaBtMJkcAN302Eqpu20isWgRofaGk1GGlGFTTJtpMHwBkUGECchhv7gfE7opU01uI+xvQi9r1MalqcUk1j8R2e9VdhRh4MicA9fQz/c3/AZGASYD77kipR2MwZtqDswKA6zJpbG5Y6WdG97/lnq20O4zzM0YwoIw1c4U24DgDKH060pjCiFLLIzOeE4M+1QwVYtaPhQ3jjpc2oJf5Rr8x5wGAqKipG4sAABxlAkaZn+SB8eY8efn/FdLY54c1ozS6by/nAOr0B+9EbPa6r9fx//oaKgZUjXyA2BHAN1DHQNv38ENoo8r0E2UgRF12B3VuUmgQvFX9j2bSChwhjEB0P7g8t1J8L9QpfogRVuS+hx1qVGx8rBrUtgVWzjdKpw6AM2LJuQlWA6bM7zMMuPGE9RNMgO+cApuVZIOUFK4CUIDwoc70NQAQ70Q/8C0CM8lwHXaUPkYlbBPskA8IuIbwdL0rbX7YFl+tBwtCuS6wt/lxvvD7HuAMMPUTtkkIbjfRZvrNT4AiWE4/AbiTPHRR//pMJ/cmqVJhqAGbfkJt5zO+ldjISuAEQMozGT+bABXsbeye4xr/hx10HSw4j/cwcywpAez9/AA5H2xSNsDHD0TMe4Eq1k/YCfrsL3mS3i17r983Se83am/YTICzzwSibvYZRls2ANcH1fQtdXf7McnW15bBN8RXD7N48k0WyFOJoWPhxzuRNLfsczgCpGGXUWujqt6Xc5Z7X9LvfQK8TXPO1o8uOUenn32j1g5mXx6A1yZVtxXjra8Ae5Y5A+ShukK4AlYQZhuk6Vs6NKm5L1bZ3SHVDuWMije9M1TVqtEdKwAsgAcEJ4IRYY69k2WscBroHdSEsF/jhwaV2hgaUDOucUjp3aPbdd0r1e7MaezuYaWWRbHgBlAhfAFOsCEApXXSSYWluj38vCbs7I9BH8APRhJh+0spvW50X90FUayqRPAjmKkfKj3yAFoABqiouQ/2BmEMMALcrS73B20BMJL36TLoo39uC9UQDis1b3SbLsAcYMmCLNq1NFJda84AkgnDA0otKatUAc4AQupAefQvQPhnkaas6dFRhc0xCIVdmi2N2ZXVf+oafb54hw7v3a5P625Nb2uPA/DujZ9T01eMwRZ1gFUEIPIM+oz+gnnjN31Ae2gL4GxppHRbqBTACVACo/crwp6MxhN8ZNROsGnUAxqQB4OFTSDjSBtR63Isq3jrM5n4OTBrsJ9LpOo1RU3q7lXqfyLV7CqoelExrgOAFHALAKIM6kf/E5IF1vRvUnpRoOot5S3s7pMatmR0cvScZna3KIVqd51UtbSkccVBVc0b3b6O/mf+0o+0FeeY66UxLTmN7RxWqidUqj3SuHBQVY0lA1rHZQeVOrfsYUyf0E7qRL/Q9yePhmR5NIjnPqwoABegTB76irqzWGDhA4h/QKrblNMroj1K3RnFDCZ1WibVjiQZURS0Ys4Pdf6cK3XlVQ9oXcJGEJl1d+qyy67Uny77ta5b0ieXqLcAjw8JtkQEi3UT7IlvaEwIDl9tyz2wTAAeNwFeMKT2E+oef5so/m9jj9n8gIYk1RA2XK4zh82Pesr/8CexUZSL0bWfUFWjXnOFBE4PlRgqGBPryWfLwtDb9QS155OYTwCwb0dG/qQ6Y7flAzcENCDATQB2hKOfsPNDyLqMGOxD0vPpX/L6fYygS2JvKTOJfQWE+Y4JAELAtdvH1BWbJ1TjbkIgYqTv54WN8fuC++i3pPag0ksKu0H9ICnchM2fZU/d89TPB+4wjgAZP3HedaSw1yvZPMKe+wsI+s0dK1sGi4Qk5tiCM5el5B5YNp8Bh6kDOPv9yv/pb9+5AXALsPTTvmJBor507dcswGPBZBPfC1g0rrmeyFxn4YHzV1KCfcP5yk8APFftSruxv0tKMOM+UHZ317H3sGBwvdzteY6o/Vmw+Oywm4ffAGTrkMUCwg0F5Of9R///BwDvx7pyS0Edz16ub5x+ns77xsvA4KGe64xUPVSMwQYsGcwKTA32YAi7rVJNa0F1zXlN3t6ryc29sZCbJ00rdih1fwxk6jePblRvVWUIWFSGsDkwUx8ub17/gDS+a1CTw14dpu2qbcrFYGRPWVV8rdTQktGUsFu1hZzSj4UxI4fgBwQAygAhK6Qjh7boep2uV3bvjM8hhOdIta151WwrqL4no9SGMFYZI4Rh66gPQhmQAUMGoEM1DQCkfAAKKuamUDVthVjoI8gBZaj0YAphZWB8LpDqBzOqWliK24qamDJ2hqruK6p2MK+aNQVV7yipYSSjur6R+F7KoZ8AY/R1SxlQ3hSZPjkuWqvqO0YD/wKUr5Bql+X0ed2un+gXIlTKV3SjDio0KgUg7hzdWWRbqLHZoRigApYAbwBZQDlMIWCVsgBB1B8wY4Hqs1GsPiUPdUfVTvvPl9K7Q6UHy4wZrBgADOcP+g4gBdvVX2aAYfRgxJ6LlB4KDMOXXhhqf7Uq9afRHSPo151lZhQgBTNGPwCA+sqMIAwewO93UtXOQHX5nFGdVj9c0knBUr1dT2tWsTlm7W6QJjX36nVaoZrn8nG9YUIZG0AY7b5bOjK/VXWNI6rbm1O6saTxg4NK3zwaqPkuaWbQovTVQcxswgIyFrSd+cH4Mj+2R0r1Ag7LzCVMI/l4LwB6zJ9Fkcb1DRugXrOnoIaBTKxmZv6zQNopTSgOJLz7BS259Hxdu3SFVm1pU9e6ubrp6ot11kVz1WGQ3JDm/uZyLQUbht3avbNJa+bepKsvPksXze3Q+T/9qbHlAjywsnRt6wB7gAdfCPDxh+1zP9RUDDUIbIGbYIj4uLnJsme+ELGC380L++MajdtrqBZ91THXYKds4FubNwlY2Rh1No890lbabFWinOcD7xu62/yo8ly7Qdg1hIzP6pEf5tN11EAQI9iTQmSQD4cGN9EOthVzE33osz8Yric5Mdgt09jhwiaEn6925BogEaHrG8ajZkoKhAvz5qulbXgbf/5Qvm/HxzkcNXyVIecBg67Q5pzPDnGOBCBI2gUEtTkMoZ9gXmBBbaKuSYwx15Pi5gEyfdUfeZPmPeeT7Aw5D5DzQ+hgMwaT6yeAjQ+GyMNCJMnOk/fHZ8tZpME+JSXa76u+WfS4Jgv2Prb5S5q/XGeuuOpl2DTUk8wLkv2OwPIyX3kX3LnCQs23J+S+Sqw+1/yYl5ThO2iZh5ftO/1FHuy//94BtH0VOt8fFmfYz1JngKrdmcSWb4/Y19LXLJb4zn7pS1/6O3tem/efOe4D4AVqnnuT5jbHCDq77R795CsX64kkYuCfeVLZ1To9EKpmIK90NogZK1gfhC7CC5CHoFwtTSr1GmA2Zs+IajYXDDuS3hPq8HCbYcqqWgJVrS3FqjfYD1RXsG6UBUA6O1T6aZgiqWFjRodqp16l9ZrU3xsDElgnAM9DUv3urA4Jd2ns8LDSi0LDjKS7wlj4o35FjblImt7fbnaw+EZwdaz+A6T8SZre26Gpg52qbimpITusqo7RHSS2xM82bBlCGbbvAqluWc4wmEZ9CbsF0Lxdqu4uanw0ENuIoeJE3UefoEqlTeQ9SxrbMazqPaUYvOA8cJc0Zm/WqOkOCFpVvyOj2j15zVKT6keycR+jYgTkAMA2y7TTqB3nR3qF9ug4rdWY50eDSwM2fidV317Q+/WIludO1Dt+90GdevlHdEhpl8YNDaq6p6gJuX5NKXQrtaQcQNiqtQFVABJABuMKy0TdGVfs4ABpACLUvFwDFMJacmTM2iOlMqNBhWFiAezsMYxtI0AZ9hHVbVeZpYWFhLl7OlJ6e2D6I726DPDuLrOA1Ac1KiATVSfqdkBZl1RfzMZzB6A9R2rYmdGscHRf2mul6huKep8e1Tv0pE4uPafa53MGzE7I9OtwbVN6QRgDSNTTAFSAGe18TDo+XKWG+RnVrcypOleMbQUBuH+UphY7VbUgiEE/iwML8GCcYSthjrdFSnWHMSuKahrHHJ4DyKUtt0g1mwpq6MvGc2CllIa9XR/F4I+5tkeqzhUS3sqClvz2XF3x5AItXNOskbBDT8yZrXktLVpw3aX644Mrdd+ls7WSW8Mubd3aoWLHE5oze55aAxmhx0cUQAF7xkfLpn0Zf/Mh9dm+pNUvKk9/BQ17lhTOANWiryZGleF7KFI/mBBfNWkBk28QjS0QYMUVHpVYLspGlYInrWUuUdf5dmS2j3B6cNVIGKkjDJMSzJJrg0Q/UK8k8AhQsWCOPqSvsUVM2tIKIeOyP9YhxGdyqBOMhuuVWsk+C4aBuvl9zBxJ8q7FVhNmwk2MZyXnAYCjD2hwmvDZNMpLEp6YCGD/5C8yMCdIAv4Y8yfZFOJZ6wbgxRQgSSVMPfyx5hx1xqPTnQOcx5YzCVDC6iWxqzDibigiysBbNkl9TmiyJHBm7U99p4Uvf/nLfxdWBSYS9ar7TvBMks/kY7Ppe0KXs5p3E/CclLBxdRk88qCat84nLDiw92OOAYJ4LmFhbCJkkjtX7Xk8mf15aa9x3rWrtYs73jVfdQ/AZPHAgtMmHLLsHsH2HIs2Nx+LNxaBAFLrPc6iyW4PZ++zR8INsehDm8F3lt1ykswfbP5/dEwGeNkteuzmG4w9DS/BC3+3PKmdL+4d/Y/K/rvrxgZvZ6T0QEnjSkNKdeA1GynVOBrSBNUbQrzMVtX25jW2f1ip50f3pL02do6oHi7qldEOjVs9GAtHBDdgAACGSg9bL1ghWLOrpZrmomb0txkgOD1s1+HRNu0XdCn1RNnmCrXi49KY5pyOKm3WuPxQzFDBNmGbNS9SbUteVX8IDBio78zqtuIXVGip0Yd7H1R1f0HpDYFmdTbp6JbNql5b1KGlneY5qc2B0o8HcT1hnrDFO0cau35I4wZH9yZF9QuLA5sGGNoa6aBSoyZ0DMTsHgAHAEn7UOkC9P4gjds0qEkjvappzWtCYUA1S4uq6izpwKjZ2MpNDPpV01fQpLA39tIFgADsKAOg0CwdEO5VzZrRbcXWRzqyuEWvitZreq49ZiXPltI3BTq0uFN92ybppx9J63vnTNGH9aABdfuVunWUNuuYaKOqmkuxupMxg7FjDGFPYcsAYDwT1epOxSCMNsCYbQhV1VuKxwqmdKGUbg2F2rXqb6V4PGEw2QHiYzhMFJVeE8S2fYw5QJG5sy1U9c6iqnaXVNVWUmruaKy/LZFS80f32W2O4r6l/YwnceMAc41Szd6CUdmn2DUC28efS+O3DuiYcKMBbHW35nSyntPB2q3P6k6d0LVKqYcjjQ8GNDnTE9s5LpCqO0tKPVTe45j6XBnp1cV1argmo9QtkdKos1eN7jsMwLtSqsZucHUYA1xAK2MLIGPuvrMQLzwoZzCK3wPU8sTqIy82gGWgf0jjLh05vMWUk+4JVdOYV01nIQbStJU+3eoqV+2rWNCSyy/TfLNIC7Tr1u/pa+dfpRvvWqx4HReqd8GfdMFvr9a1sy/SHx5Zppu/9zWdf9WNumtxs359ySUvhM4AiLlGx7B5SStonuwzH5xDJeN/uGBeWLW7YINVLI4PfoIZQri68dcARL73Kvch2FGLuN6nALIk2y6EGOVa5oD7Eb5JKkWuwY7gvWhVyDBTlfIScw9hbhMMlP3o23P2CBuJULUJwIE6LIkxoR+t3Q/jABhCGCaxBLALVmhSNn2LAPIZNa4BIgCwNvFsgJgv6K3aDKcOm8gDAHeFsL2GnSXMhJt4fhKbRh7mj+1f/u9veu+W4wttrqEyJIadD/Bg05IAMyo9NxSNLf+tb33rS1jDSipU8mOXCAtrE2CQ/sPm1LcdxCwhCchVmndJO7PwPvo2mzwb9b/v6MJ5QnUwv1i8uAng7ZstYFeGTR0MpD9P/MDgAMokRyCewQLM9/LlPCAIUOODaoAsYItEuTC51rsV9t21FQSAMbftbjfmplFQTVtYxCQlgC/l2gTDDphlXO1z7DWOMHi2Pvy/0jvGHLRMLwtG5hi2k3b+8c4lhXiiTGwL3fECdL7sXrTKbtH829hH9kb94isf07d/f5Mxfr7l9mf+dYAHO7EjVCoXxGrJloLGDgN6hpRayLXYCxKWKr01iEEOAvLPUro/1H6Fbo1bNxSzL6h3YXUQkthBoXLDpm9vzHbM6GvXYYPbDdtWM1hQ/VBWDcXhGOD9VWrYnjGela8KN+jVWhcL4Gyo1IZIqV1S+oHQAJmxe4cNy3TgYLP+Uvy6tDilFbtep0OKu40t4fjNg5rU1WtA20kDS43N2vidA6q+p6TJHb0xyMPp41fSuD2Dqh4qe3giiAEgqOiWSoeGOzUhMxCDJRgtWC5ACSAEBnCRVFPMx16a3QCirGaEbaoPskbFfIJW6iA1GlDcMDCsuqF8DBQARfTrDhnnhAOKe1W3c3TLMBikzdL0YodOiFaqfk82the8WZre16HOzVN1wYdSuuC0lO7s/6yO1ibD+MGETiz0q6E/E4MOmETCmsDGmRAwZaZspTShZ0DpljAGKDCJf5Mans9oCv3FmAFeHpNqOgqCoTXqXmwWCdmCevZHUtXuouraRuK+YC7cJ6UHR7fxWi+N7RvSxKF+7Zfvim3uVkv1uWwMIAFwLBpQb1IWfbpWSi8PtF/YpeoVpRhsXSzVL84YkAzTWP9YVkeEWzU+N6Bv6iq9I/+U6juyOiDYq9TGKC77qdgzu/bpfMxADvOsSNVNxVgFi6q7OR87aODxDDvXH5p5ZWwAYeRYmKA6Z1ECUwk46w2V7g00aVW/qh4KYltM6s/4Ma/viXTM8Ea9aWSx0ktC1QzmzTPTm4N47pdB9Jjt/3tvqLCQ0XD+7wEiwMXGRvONyAE5lkVyP4r85mOMB6ibEFK+PRrXARsuaEO95ntLkg+AByPi2mxVUiGSH0Hkqo0qqV3JC2PoAgoEoW9PRT4StloIPZsfpwvfNqyc1aifXTshQBx2PT6LSH4YBBfYYr9E3yCE/F1EXEYMgIeQSPJupFzKcPsTI3HYtyS7QZwTLAhGCAMwyes7QpCP865DBgAZJsP1wrX9gArQjaMIy4fwxsbNZUhsfl8QM5eS4q+RPwn8ADgAUFbA2nIrsVtJjCH3ECLGZUUBiElhY8jrx5/DqxqGiUWGD/CSAC9lVJp3LCpcmzLahTOG621r28j7YcfQnuPIu4o60jeJgO301aiwnIAvxthn0wEjLuixc9p9lv3tLkTsOY6wbDB4PpvIuNtdOFgYwYLZxR/vjWvuQDloFPwYcwDWJPtG8uPp7C5SmSfMiUoAD1tGC8wA7ISU8Rc7lMt7a9XNxJhkLrimCiyEXfMW7gH4w+oBCN2A2v8egMcTTSpoycXf1pwt/wJtZ4sqq2jrAQVtkVKoQBdKE7IDOihoNOBhzMaRGCQQdgLghnDGxgsBCTjYFmpytlfVjxXjkBkwHAA6bI8ACxjkY7sFe7M11LjMoA4abIqN0ucRTFiqzY3GXkM9Nk+aVWxS7VDeqChR4Va1lpTqQz0WmTJrL8/rPXpcBxaaNe6JYZ2SXaAbo68oXJhSbkWt3h89ourWYqwKJjzJbdKRmS36lP6qWc3NmrG3zbBqKYDL3VJ6W6DaPbkX48BRD4Q3qlFstMIWzco1xarm1kjjegZj8EdfAKBWSbWDOdUPZGOWpiU0asVJxV6NyWT1Wq027Fp6caA0QJrdOWC7UPWiFt0gzQjatV+hSwAAA3ielwFH2JtNzXXFdnOPSG8YWaZVbcfrgg+mdNFnUxpZN0Yf1f06JNilNweLNHFPX+xZi8qzs+wEAFMIe4qKuayePbawMVYJwz4BUp+U9lvZrdflVyh9dxCfA6DjiQvjh4qePxhMVO/Xw8TmNaZ7JFZTE9vwh1JVV6Apgz2aWWzRQWGjDs7vVvqR0Myfg0pNhn2r68zFHsvUCxs3bAVhGR8Njaq5amNR+2fbjOp80rpeHR1tUu22nGofyOnQYKdRlZ4eXa8PBw9qYn+/3hQsNh7ZE4t9qtla0JHRFk1c02ecWao6g5hlZc4yVnh1A15pG2przAdoIwuIy6LYtpNxxSmI+Ut76Z/2SNW9RZ1cXKoT+lbF9wIEYfBQ5z8c6g1aZhjG1LpQqe5IVT1FwwAbZ56yN/a0tk7nzXt5froADwbGDWCMp1oSe8aTWfm7ghEVIR/rJGHuMzDY7bhMiG0JH0xsiNxgstxrgZbNZ48IC1ddiBCrtM0StoGu4XylMBaUDaADMNnnorZJ2mGDvNjruOEaUEkhVBCcMBBugkGCMbIJ8ASbBnj07QwBCKjWSAgOvDddsGXL4Miz+LMJwIcQQrXps20Abc6TuIbqjb5IMtoHVB533HG2WMNU8hw3gLO9yFxwDdH5DdtHPZLAMapbNxg1gLYSWwzg8u3caCOC0gd4qOeYM26ybJKflzzYf+GAYRNq9CQVL9dhq1j02IQaG8eLJIBXydOVOesvjCgPAOGqEJl7biBf+0yOqOsxkfATnruMj28iAFPnO8Yw5jC35Gc+uKAGoO2qG5PsK+2zYQtRXfuJvmFO+QCPd8kuAmFVXRUsQNS3f6O/fcBKkO9K76Prvcx4W/OFSgAP0wvrJIOq3rVPddsEU8/4Y5tImfSbazMIi+kuhnk23ubkwxaRe236/w7gAUSw46reXTQqwgNGWvXGaIlRhU1b2BGr9xDsqC2xzULVB8i7OTJqubrOvPbr7o4BXzkAsbFPgglBrQdTsjvUmGJWUwc6Na2/I/YwBABih7ZFqt5WUE1TUUcFmwUIOC6zVofkd6ka2zm8H3cGsWC+MNLJ4XM6Jtio+i1ZfWHwNn0zukqLm96sYFVKX9O1Sm8KlL471CE9u1S7Iqf9S636km7RQa1NOjDTondpvmqyBWPEnxoizEYQC34EO+FSsKv6a2jAzfSgXZPzPSaWGmrYsUNDMXMDcAXMAtY2RkqtiYxNGAb7xq4w12eYuZm5vZrU1GvUgOnGILY3A9gBMgBPzdIHw4d1fLRKMxtblPp9pKrNJdXMK+g10RrNGmk24Be7x19G5+rc8Jf6/E+O1E++VqtgZVqfD283jObbogUat2hQ1V1F019VfYFSt0cxG9ldtnUDvDRGenW0ztgNGhtCnC7WYDMW6FQ9pWnbO2NW7oeocAGk5Z0asJWjvTB5sIK0F5U54AWnl9nSwQN7dKS26GO6T1/QbXpv9JiYGzU7Cjo82KbXhSt04M4Ww/ZV96D2Lduo0YcA60bsGYc0JdNtFhCTWvv0+uh5Va8raMyuEZ0ULdXEQUDdEh2Z32IWIoDgKUM9humbWdqrz+guvWJ4T6wWpo6bwxhAYi+JB/H9UQx2AX2MwQopXUDVXI5VyBzgj/y/l6o2ljS2NKSJnX2m7B9Hv9b4+wfjhc5AGN9/TWAWJG8IlyndGMagb2ukFJ7JzH2cfnpyxhTBfiRerqML8GBErMcrQAU1ml3d+s/zDbcR1pW2RMLOya7aKQem0Df65jwAD/YJAYjAQQjhQOCGXXHrAYhASNkEuPOZCnsNlYqr7oIpTAIq5IdZgwmxAA81jrtFky2TI+oi1/YMOxsEAEbzftw8+gABbxNhKhCCmLlgf+QKWdRJ1sMPgAdjAZhISggd1ODcj2CBlYOBhM3wgRF9CbNGIvAqajQAThJgQOXtGu0jqBBYSWOHatqOP/VA+KGOA5gixN228WzKcgENgtZuHO+3EcCFSZFN1hkHgeqDNlTYeDa6qZLzAXkA89ajkcUJICMpHAh5fbYK5hs1ehLA472hjW6iDzAV8EOTkIexdr1UK3n9khcGFdWwnygbwErfuwk7PldVTj24n7nB2DD3XHtITAzcxRBjkxQ2hmfAAibF5KMPsTfzAR7voTUJYB66zDP96y6WKJ9579q/UvdKalTyUxerFmahaJ0oKgE8vhe2DvR5klML5TLneVeZK7CnADrYaWvvxztqnTmYk3wH0D7Qb7wzLiD99wC84bW678rZmj37j/qfz31Ap1/E79mafeXD+lfIPGOD14OnYKiajrzZDQLV2oFBi1FrTn2qM7YTM4FaR8NJLCcIbcxcEWpixlC7js1u1MGDe5RaFsaBgwkyjHckQhRjddiTu6WqbNGAHhMvDdCGxyWs0moJBuaNWqKTSkt1EIzZemlWtlnT9nYIts04SQC8bgxVM1LQpEyvARPf1x/06ZG/6ouF27Ri6HX6hq7W1M4uTWnt1olaroMaGzU516uP6AGdUFppyj9WG/QarTGsGepVo5IFZKBexsljgTSmN2tUd7WokfNZ4/F78OBujR0pAzwcBACvAF6YHADvjVL6khjgTRjuN0GcxzSNaMqqbqU3h6obHon7kv6jb5YTCiQ07OJbtFBfiG6LPTUBGPNkVMNT+7qMh++k9j49qA/r27pSb3jil/rz/CPU0jpTHw3uN04ugNba3bnY4SEbar+wW+mlQWzD1xvFLOq1Ml6pB4bNxoHBODqgloSJXRfqA5qrg9fujnev+IqEGnzswFC8bVk5kG/6wkANnZkY5O6JYocF+uCeUO8JH9fHda9ZGMCyYjOH+h7gVr8jqxlDbZqxu908D6ZtzLxc7IiD3SO2bxLPY0EAACAASURBVJukCUP9Omhno/GcxabtA9FcTR7pU3VjwYRI+YT+piNyW02fM095xrieIU3M9OnAUrNxRGFhYLx1V0pjOnIx2AOwrVDsQYsDCOwlAPspyTjvrFQMjndEMWhnLqCKXyTV5UbUsHlYH9JD+oV+olc0onKP7f3G7RpS3fwRHaGtpi54VBu17l2hZg03qXZB3rC0qHhxZHq5E0LKGkJjH4TaBNsSPkr8uR9699mwS258u0pejdwDi2MNl7kHAewKM1suaiFAAioWhDJCiDq4Hq02L0dUm245fJxdNsbPa9WQMDoAIh8c2PwIJgCSVSsDMi2bZvPYI+1xHVNg2WApAIm+LRTts+FlUAeh7gQcIrToE5dtA4xadS4sJWpgBEOlRFkAH2KgAdpQdcGs+Kos1GHsZcszEb7kpR8ABb7qlbIQ/jYB9gClSfUAvALkSbQDVReLAJ6HQARMusn3PmbcEZDUy08IU9fZAKFK6BzmlFXv2XsAabTJTXgJY9gOsIKRxmjeJjccDc9gvvEeAHh8hw/G0wUbNlYg88StH2Uzh3mmm6wDR1IbmUPu+8R7yIIriUXn/YQddRNtY1wBNSwweJZNMHAwUDbBoJEHFpXzAFH3vaHe9n3lnqQdX2xZMP6+7aW9h/a4DiycR43Ps1AzM+fcBdldd931dwGmeb9h5WyivKTFiL0O4AYokmBjbd1gPX0nFvJYxxR+864ksZFcoz+ZGywMAZgs+HDcgXkmwWCzoGI+YrfKe24dn7AvddO/B+CN7NKSh+43nUsHv/D30LKyMbZbhX/+twF42BL1hcZBABs2DP4JX/KWcKHq/zq6uTqMEzZJazGSH/WixPtyPerN0KggsQM7pLBLhIdIsY0XAYFR0z4jTVzbHwONy6V0R6D0QKAq2Js8atcwVtXOlWYVmvVl3aSDg92a0d5uBOuBQy2a2N6ndAc2eGUHhx2h0o+HmtHSJoDa1/UXnV64QScHz+mTuscAvOO1SgeHe/RF3ar3Zh7TxK5+vVXP6oN6WK8qrTfODidpqabvbFcaldraMI7lh6cpbdsgVQ+WYvVdT6iqvSUDmA4YaFXt3nwcUgXmC5WfdZhABXqbVHVryQDVKf3dSj0RaupQp6pXFg0gqM9nDOvV0DH8QkiXSUv6DCDCceDM6PdqyGVUvauk4/rXaXKhR+P3DhqANL2pQ+v0agPwAK6n6Qb9Vj/Qe4LHdUy4SW/TAo3NDRkgXNVf0hR1x6pnvGm7opiRAjQW+zVd7apbn4uBOm3GsWV+ZBi8A3a0xrZx35PG7hmO2TRUlcR8u0dKXxhqarHLqNHNDh2o3p+UqlcXTDsI30KMPgAe7NqhuZ2q7cobR45xK4d0SP9uo56eXmpX1fxyoGaYNMLebJdhb+sXZI1zzqn9T5n27h+2mkDKJ4bL9S39We/qn29Yx/1KXcYJBjvFmva8Do12GiCPrV7VlpJgPYl5h7MMjiRjm4YNEJuU6YvHECbySSndV1LD3qy539iiYhcI+COsztOhJgT9Gp8ZNDahP9IlOrhvjwGj9PcRpa1KLQ6MKp8xGdOUje99MtC7NU/ju0fj7OUjESOS8DEvd+IDa4GINZjG0BlhDQhKYmuoAx9Cy/bxfz/mlVtPu+2V/UhSLsAhCbjB7sHkwfxgl4QdkmVY3DL5jfBzY57ty5PNXdnDrOGggboUUOQnwhnYMCMIej7sgBSXLbT3uEwb57D1sn3hq4txhKAcEnWA5bMqP9SQDz30kC3W2GO5oTBgBHxPzRcyl705AVaUC4MHk4VgB6z4CQAEEKJPrBoQVayrluMelykCBDJujA8CzAcpGP5b8EqYGtoJUCbBkLiOKJzzt6hC2NPPfh3I66tNEcqVvHOpF+131eOwKxjlw+bwDJx8bKJuCHbu4zr2aIBTQL1rGG/rQZ+RYO3YpQEBjxcp5bqgioWR72wDULcgmDLcPvTjyQFqYOToQ94BnmdTUhsBNYwP12DlXGcFFl/MSZtYgLAgADgz/2H3sCmzyWdXmRu+o4PNCwCzTLM9x5Hxx2PbqmPtNWzReJ9hb9niy7WDhbn3t7WDGUaVSwJU0c+uWteWa4+8t7Yt9B3jm/SdsflhtOlfwBjAq5JHMPl5V/mzNot4t1vTCht4G3s/+x7YZ9gjY8Mc+bcAvKBjvVbsfGkkdvtghYPa9vy6f2KrshfueOGHAXgAuA7p8Nx2vTpcZ2zO2ClhRn97bP+FjdQvpPTakuoGRmK2CkCzKNTB4W4dNNKouqU5pe4P490v2PDd2KeF+mD0sI7s2xrbbt0hVbUFSu8M1FAaNobxtWsKRrgfm99g1HqnRM9oZsdeA/BmdTRpWq5DqZ4YRKDOTXeGxh5s7J4ho2r9pc7V5TrLqB2n5Lt1Vni53qknjGcvxviXRv+t44urdERhq/5DN2tm1KKx4ZCOC9cKR4zUXyJN6+3QrKhJVc+UYjC0SqobySvdFxjhP2ukSdNKHSbeX9XGwKjuALewdwTirW4uxjtiEHvtwVBHhZsNq5TaFKlhZDiOw4dXantgwprANhnv2WWhYRrfOLhEr8us0I/1ax0bbdDkUo9hogAqBhztlA7u2a2B0nidFV1uVKDEyXtlsNOEDTkm2qQZhXaNLw4qtSJSw6aMpkUdOqq4WamFeESX99ZdLcNgTst2xJ7QsI7Y1sFUrY7B+vhdAy/sApGeF6pu+4iq1pdUvYaAv/HOH1Udgap7RnenaI1VlDBv6fWhTi09ZTx7X9W/QW+KluhANWtqb1ccgubPUs3fCnpFsMcsDgj6a9jPZZHS88MYZOKwgPofVfKDkd42skD/pT9p+kC7xmcH9Npotemjj/bdb1TqY4tDZjzTrYEmdfQZG79J/X06oNSq1KrQ7JJiPGzLTg4HDLXqLaWFRr1ftboUs6Ud0tj8kGYFTfHuIItKcUgZFhSon/8caWJ3v3EAmZVv0oH5Zk3YNmDqN6Onzcw7PLvH5QdNjML9M23GnnNSX5/eq8dMqB/C/RjP3r8Prv/Ce/i//eECPH6jokIgwmwgKJNs5XiWZfv4iMMuwVz56hhbJxsgFiYF4YIg4kNpP442H0cEADZb1AV1Ex9Lnwmx+bHls+wj51hZW9bN5rFH19AcFgEbLgzeERa+GpOPvBUSCCAAEQIJAOACB8p2mTb+D3CE1QCg+oF1XfUhbURQ0E4S6kbXmxEw4Aoy+gAwRn8nJcpCpUx/ILBI1MPfdYLzAAeM92HNrE1gktrcZYoQrtwHUwVIQbi5CUbGOnUgwKmPtafCY9CykfYeaw4Am8YCA8ENS2rZF5uPI8DadXxgnrmsqZuX3wA0N44bAhXAhMrM35WAPofFhvkClNA25iD1gSVzgRVzwe5yQh3IA3AE8PLbBVUAVd/zFIYKMISgR+2M7ZudTwAwq6LmObBxVlUM6HHLpo2MsXXkoQzms1X/UyfXaYf3GQBJgmFijgKwbYKtc+07XTs28jDuLnhlXlgWlEWJP8/pe94ZFnH0i20jZdmFFqpLFkOuHSYsJAwx/WMTwMnaFFqnEAv4bB736DonMZYwlRwrsfXci+oVxpt3xWVR3XLtb+wB7XvK+0z76Fv6FRYehtdf2Nl7WaiQn3n+8nvRFpr19NU/1dlnn6/L/nKr7p07T48/dLeuu+x8nX3mefrz081KirJlK1fpaAAeQX6bpUPad+lN4WIdnd2kN2uR3h3MiwUvxug4StwRmvAXhtnAyeL+SGM7h1T/aDZm+FC1weARP+xSqWp9YBiY95ceFfHQuI9QIQBDnBAmDffp8Nw2pTeEOqJ7q2HjjshvNcbzAI4JrQNxYGA8fMtBisfks0a9Wd+UNeDm3vDjWpx7kxGm07Ptuqj0M31gZK5hngB41+mr+mDpYU3o6ddXdZ2m9XSKsCXj84MaQ9Dh+ZEOC7bH9mfFTqUxzMcpoU0mRMv40oCO0hZN2dIdg0tA0U1SzXDBME4Aj/psJo6RN09K7wg0eUevxgxnVdNdMLEDjWMFxv3PhSYo7/RCh2GOJm7vE6AUT91T8s/oM9FdBjAfo42GBSPu3cG53caD+JTiMwqa0/p5/jy9pvF+ndB0r3HeQK2NUwM2apOJJ4gqcos0dbjTME4zmtu1f0+balYVjSr8M6W79Nbcsy+qpcvx7ghtcoh2mWDWNV1F1VxZjO3trpcm9vSrYUcmVl0C7BtDTRnpVvpvQfy8dVK6KdD4/gGdFC41waFfHaw3z39VbkMM0HEquUPCptEEld4SKj07VHW+qDp2QoFJxIOZfporNSwb1ud0h1Fbjxse0ozBNqNWhyF8W9+zRr1fkykYD+IDels1sdRvWOfx+QG9UjtMcOzagbwaCOuDCvr+yCxE3ja0QG8sLlHt8nzsWNMa6oBorwnHAqtbvzIbA1kAHur6R6Vx24aME8Wkrr6yUwVsZmQYupMyy0y7ZrS26Xv6o16TX6valXnNKjUbdTWBlN8YLYlB/t9vDVrptfynzyOErZExHyCAHWobABg2MlbF4RcIIGHlD2Djo8WHFJu5pGTVYDwLwcIHG+YAwcFH0ia8NK1wQtWCMOWjy0rf9ay1+QGW1gAbQQwr4QoH8qGW4RztsYbOqFmwBUJIobYFGLr2eIAuPtqUSQw+65QAa+SHWsC2xjJtVrWNZy8C3t2Hk7rYUCD8BmgADKxTCwwJAMMKIgCH3TIJ9RKghT4G9CYlhDvsAf1lGQYEN+pxPyFYYftQuVq7Pss6unnpN5gsBDSAlPyAX/rAdajgHupo1bmwddTBqsQB3dTfggLyW1Uac45yYfBgbgGJrvMOeX2wRN8xLgTO9ceb/H7QYAALjheAYxxdXOAMi8Uc4siCAaAEa8tcBPS4gZepn7XRQpBTZ/ITygM1pstGuYwmdYIp4l0ikC6sFs41tJsxI/HOWU9cgDdzznqIAwhcG0Ty807Q5yRYNPqNPmUOYlfrOooAWqyJAYCJett3nvsZX8rDLIJEPS2Ah8UFTFKuBZQAOgte6VN/RxGYZr4JAGXeAdf+zDKmgCQAkeuty1gC8NxvAnOG7xD2oLSPOeYzq6bS5X8ATtabm/eFBQ/vOmObZPvIbbzvMOQwrizsaE/SvCIv4++CM9hgvicsyGgb7YbBBvBh92fL4f84r1AX+s4tw63/P/P7RXeqhNzh4C4tffg2XXPlFfrzdXfokeVNGvr76AkJdyafAuClmwNV9xd1RPtWAyymqEevCdfoo9H9seAlYDFBfmF7iAPHEePxR0KNbxqIwR1qNrxP2b8Wj9trIqW7AqMmfWf0RBxGZBOgadAwZccGG/Sq4nqjNn1tYbWOHNliGDbYtrGFIe3X060jsluNl64Jnkvcunkyjho1TQXVt2SMCnB+7t1q6p6l03W9CYR7sc7XqXueVv3ujFHX/lnfMkc8csmDLdi43KBmqM14eqYXhzomiFWc04qdsU3W8lAT9g5o5kiLUAMeE27UETu3KU2ID4AI9oTdJTX0ZDSx2K+q3mLMOm0tx1V7VCLGH2pr9j2t7x8xKkIA0claqkk9vcbR4BW7GkWYl/cFjxonEIDAkeEWwzABtN+kJQZo1y3P6ZPBPSosr9b9XR/VkRd8Xgdc9C0DamErp+fbNbN1r/bf0WaYRMKb7D/Qagz/T+lcoK8NXmdsK4nv96XwFn0q+msM1J+IDPCob86acTlITaraHuiggUbtP9yq+icyJu5gQ3tGDUsyscfrLqlqYexUUP1gzHbhFIITDapObAWr1xSM/SMqyk8Ef9O49qHYieIZGUcDo8rfJNXcWDSq5FQp7leAvglqvVCavLbH7NZxcuE51TbljS3ea0urjZ3gzOG9SrXEu2UQEJrgxzh3wBiyMMFzmaDWda15Y5sHu0icRUwPYNUIXVO9vmDsCNPDgVG/nqJnjBrfeJQD8HEoeiKO2zihbcCwpicNLjXtTP0tNP1yjn6nEzpWGc9n7D7ZaeR94aM6bGC7ecaxhQ06NXhKb44WmcDdqQf+hRc1+fU1wsCGSUFQYBv12c9+1jApCCDsXTAYd4UXRVmDaD7SgCM+vORNckZAqCFQ8JKETbFsAaogVwWMAAWgAAQBHggIBAECOklNSx3sajrJkB5wxwcXgWntkPjIAwSt+pC2wEa6aiYYD9geGDEAlRUoCC4AKsLfxsRiRwALGAAiPA+hZNkIt9v5yMPMcMTeDCHvOn7ANNhdJVwHBwQQ5WJ/BBi1QsMtGyAHGwLbY9ky6mjBnpsX+zXKB2BbFS7skb+HL/dYpoj+QUABHLCB8+uB8LeG/7ClsI2ueg6wipBFEJIA5ywSmGsAEvqYfqM+NrSK3ZvUVW1zL+wfrB8MsM9scZ02WwcZ/k/ZsFbYXvJH3ZFbJLxLAVfMXcAW4Mf2L3MLUG/tB127OvoblopxYc4C8l01NOCM98cm2gVQAYjTbt4DQBcAl8RiCXbULgIo2wJiAKi/ZRxlM4Ykng04AYQDjuhb+tC2A3aK95oEG8q4u8wZ5+lTy9bznlpHBbtQgTHlvbG7UdBuQJ/vGU5ZvNeYS9AHgC3G3Sb6lH5i3BkTPwwM76oLCLnPsv2wzIwt4Nd+s2y59oiJAt8XFpDUkW8TCwzmplsPm58jqmFAF98y7uU+fzccm593x7779hzvMswhC0LuYxHEeFCO/W7y/YMt5zpg+t8G8Gyl/tljOLBK8xa2mOxhz2rdd/UVuv7RLbLKXl6U6qaCjgvW6kPhQ0bNdEi0W9O2dOp7hT/G4ULY9QBmCCYEey08ai+RajfmDOM0YceA0s1hHMyWa+wBe32o2va83pRfYuzFMIBPbZYa+jJKbQr11tKzBkzCqrFDAXZWALAT+5araijQ1EKnseMCfJoYeHjkLpJqiznN6G03QAgD+7tHPq2hHWN1g07TD/RbY6N18rPPaeLSfp2hOQZgopqdoH7zvGktHTq4e49hV14Z7FBtc05HhltNeI0PRw/qI7kHdFrpBhPLDs9WAB4em0dEW5XGZgxnk4elut05w/ywi4dRIRMseIeUHgp1bHaD8fhkC61Dol0mPlx6VWhCshwWbjf2ZMTZO7ZlgyYP9erD4YOmngCP6VG7UScfXdqkNwTLDIidWOoztmW5ZXVqbd9fp1xwqo666AtGHYpNGvueAsiPbN+q1G3sKxsIRwoA8okdy4Uae9pIh7G5Oy24UZ8p3GWYNpip1xVX6KLopzoks0tj8iOmbq8fel7fiv5s/mA/J7X1qmZ+UZOX9hgmDfBIXcdszaphTVZVWXYJicyetg2DGdVtGTFsIAzkufqlXpVbHzs9PC69YnejJjf2GLvOmicLRjU+rm0wVtey5y17Dy+U2PIOh41Jvb165fAO/Vzn6eBojyaHPZoRtKmqq2hUsMQcBEh+NHe/Zgy3GTtMPGlrugrG5pO+MSr0JyMTPJo5Q3zFcR3sgYyDDHvaRppZajGAGFV99epy3LznQqUyoU4MlouFAzae+w13GYeZ1N5IV+g7+kD7Iyau4aQ9fWbu/Vo/NnZ+RwRbdVhpu+boDOEYMr27XZM6XjScfvH9zWjdnZfpsiv/pMt+fZ2W9PkgsKBls3+oC+b8SbN/dZnu2/niPpCU4XrR2lAXMHHYJSE4+ODyoeLPVdPwQQOEIUhgAFBnwWr44Rh4hg3TQKgSWDS7wubD7Xr3AfBgzhB0fAwt0ATg8IH2HT7wYLWqJ0AodXUT8bMQ0Ah0wBl2gwAqGERXtYugQv1qbRERlHygAQnYH1kVMcwOZcG0IYARdoBImDgSwhr1MwnhigDzDawR8vQjAAFhZQEP92A/ZL0IcXCAGSCh1rJG9bBTsDB+QvihFgZoA1hIsEaMG/3s2hrSJtgF2DnbZvrFZ+Uog/IQ4gglxoQxRgUHc2UZJPIxByiPdgMmEJaWgeI67At1wRCdZO0DKZf+tjZ13A8jBotEfmwFAY9W7cy9sCiwUly3TJIptPwPQNQa9wPWAdUuy0Qfo0YDvABsAWiYAuAo4obJABwAdhhTABlg0m7FByAEKLFQAJDQ//SNTdzLWNlEufQ7rBJzi4UNCxmrzuM95BmURV67qOB+QIIFaLY8ADPAE1BBmQBqgAcAj3cXltYycqhRYRhJvEvMJfdd5jxjYJ9BnazXLM/mO8A7w/vO/McxiLkL++YucGzd6BsWC4w/QIy5YNkzC2T5xvAOWRBq76UP3XeT87xnvAuwgTwfIM684Z2H6XYT7w3PA8gyH21CZZ30PnKdOcZcAsDyfvL+2HGx93NkjlNnvhduoo3ugpE8MJEAWTuOaDqoE7Z+9L8f788t7x/93ieD949udq/nm57UH775Pn38khVS2KF7fvR9XbNqq+Zf/A39fHFs9AnAQ71HmA3AAgJpRqld0xo7dXZ4marmlPdYJV4Z20wBZPAgvVAav2jQqGAP696umZm9Grt8KN4D9App7KIh42yAUfqF+pkxhkcNTBnsy3py7jnDxuBY8e5onur7swZsHJbdYdSaM7taDLtX00ww5IxqNhY0ZXevDi9s1weDhw3AeJMW65z875RfW6vlOlF/0df1tuICTWjq1yEduw0AOrq4SScEK3XYyHZj1zalpVuvbN9hHDom9A6Ycl8brlZDV8aAuBv1FbP1GaATgDI916FpQ53CcaNqeSkGeAulhtZhAwjeXFysqkVBvGPBg9LYrmHjbIB3L6AEkJLaE2nsjmFNyvdqerE9BsOPSkfnN2ni7n59LLzPgE88e6eVOrVf1CXUhQd07jVhX3BWwMO1rW2G+jZO0rsueLPedtE7jfctgAKHBlSXAJDjGtepoSurg4M9OmloqY7p2mQ8PwktU7srr3cWnjD3/aeuMYwV8QHv1cf1xcytmtXXooPWN+ltq581gOZWfVHL9AajKj2mf6O+FN2idw49aeziaNcbwyWmXmzBBpuLSpO9gWHQcLyBTZut7+qD4VwTI69uVd6ETnnturVGzV61JDDe0+mnQsMCm10mUOWukeq25HRq9JSq2ktmK7Jr9TVT9rihIb0rnK9JPX2q6xwRIX3oG+YRqlnCs7wrmm/i/I3JjOi/dakO2NWq6qVFE74GL2vU2tjcxbtLxB7QMMv0/8xwr2o35eKQMI9JVZnAvBuX6r+NCcExxY2a2IOqNtJPdZE+0vGgaTcmA+fp56avcegh3Mu7gvlmTvL/w7RDMwZjlYz7jmporn5z+VLhXxt279bOpjWae9PVuvisizTXbEZb0MI/Xq4n+ofVOvdi/freZS+5DjsAoOJjzcccIcQKGcGIjRqsHmAEtYxVufF8VDgIGVR7qPsAAjAcvpE0eQEuMBCo6QCAqDJIsHI8wyYAHh9KBDBCHvYMFSYfVIQfzICbsGlCuCEQ+EAD0mwCjCEsYEv4oNpgo9QF4eR/YGGlqB8fYIASbBoAD4GCitkmvDApg3rTB6iOraMC7ATAxyae46/2+fBTV/4Qmq7qGXWgtaMCRFlGjD5FoJGwF0Jg+wk2CLswhJrLCtpnMY42IVxRrdEvtJXEd5xn+AKXtlE2qiuALEwUajvAns+0AIRgyCifsl1QCVPDswAeJEAIgIJQPMwDqyrmGiyprTdAFMYTe1CeCaABwAGOYLGYq+4uHtxPPthDjOvpQ+amBRhct8wuz2CeAzphKAE5LCrcxLNhWsmLGp0+YL4DOGF5SdQJEG7BK+d4np0LqN0BD8wlwCRlAcRgc+x4AzR5lwB6vGsARpt4NxkHd2xsXEdAKXWindSVcgHtsErWYcBlHjF7oB5+4hnUiz7gXbPqYsabMWJusVgBmMIswhIzD2FZXVME3iPGnkUBAI/7WFjBKpIAPZTJPLA2m25d+Ab5Nn20i/ecNgLA6Af6iTkByLbeqpTDNeYEIJSjTcwjxtFV/9MO3mcWTOTlOgwdWgjq5/Y35cCYJtUZNs6aTlAX6siYcz9gl+8I52AK6WcWxT6ItfX8Z477BHilTK+6OjvNRGAy2L+u/hG9dO0fqGPlAq1cMlvfv3SFNPKYfnzGLWoLpcKK3+qM368zdQFN127PG/USTM/vdaZxtDhxaLlhxOqfy8aepU/FHo4mRAqemRdI+69tMwDvNd1rdHL+Oc3cujfezeJWacLaAQPQADnX63Rjs0W4DOzRqreUhEcqgBKBe+jeXcamamzLsA4u7dbYaEiTtvXGBvu59Zra06XJwz36anSd8Rr9anidqS+hQS6ILlCwNq2mzlnaqGP0pdwtasgNa0rQbbxscZSYsHdQx3RsNCCtZlteBza3GHXwodmdqtuR07eCP2tae6fZKeHR8P1aq9cY1uW7mq1DO3aqplDQK/M7TCBdYwv4rDS5sdcwR7CEE7f1x2FhLox0XM9aA8r+qO+ZduPJm3oy0rjGIbOjBQ4UdZkRpZZHxgB/8mCPjihuM+ADVgwVItu34TE6cajPgIqzdLkBJauHj1fwYJXOOmuCvn7RLH1M9wvgc48+qUf1PuOAcPcoVDw2t1Gvya8x/XtoaZfuDD+rX+l/NGtlk949PE+0C8cU+h5QuErH6yZ92QBF1IzY+wFWAHhbdYSu1Lf1/ewfdEN0mj7TeLeu0jfN83CAIPwM4N7El7tDOrCvRYR8IWwI7OXvozP1uehOs20ZqmBi5L2j50nDntVuyWt/tSq9smTs/dJ7A7OAqFpV0pjOEeNwwo4YAEXqcMzQRmNvCCN7qHapamtJJ2mZAXjYv+ElzbPfHj2t/YM21Q3ktDE6Rq/dssbs0fuK4UZjhwkIfENpWRzv0MzJSOOyQyZoNNu+mdh/eA4zzzuld5aeMG1mrGkXTByBu83iJDPPqO3rd2b1O52jC3SBUelXP1/Sb4If6jG917Cz9PmxIy9drZoXcOABXTp7pbGfDbu2amtHUR1PzNHseS1qWXCdLv3jvbr9V9/Vz66+Xrfcv0JtpbB8vVVweYApBDgCBYGFioqPJioFC8R4DnZPlhni/3zcyceHHLYEUylbagAAIABJREFUJoWPGqAFhg4GxiY+ZghzPnaUwceZZD+6Nh8AD7YJOzwEIsyZ/SAjRAGUAEWECB9jQAtCyQVNsB/YxXCeP0AgH29ABMCADzdA0GcDqQMsD+ANNSlCE4YEwMQ5PyE8AUQASdpFQmXoBtmlPFbtbqIu1AtBS19buybywBDA+sBWAKIQYAgJgKc1LIcNBbT6CcYEgABbRV/ZhJDFXo0/mwDssI0wGlYVxXN4tg9IEe48HzlBO1kMUDcEqO/Vy3wAyAGo+O0nnkGbuR92lTmDsGd+UHebqAOCF0BvPV4BVPQbYwNDgxoY1g8G12WBKcPGWoPlo9+sytqWTz14NuUxr2FZYBh9Rtnm50jbAVMIZ94N7uFeEv0NgKGfADSAK8adtpLsHGG+AABQI5JgjgAuzAEYJu6DnWRuWAcL8lFf5qw7VoBJgDzzGkBrGUoL8OhD5hosrss8Mq+tiYSpRPkf3l36gz/mF+1hjGmDP0+5hfHiXaNPmCM2YTbBO0OfWIDHmFmGFvAJ4AMEuoDY3m9V/S5o4xoMK/dYMEmf0H+U4cZTJC+LBd4hC545x7eG75K12eUcYJbxpJ/oS94JC6w5b1Xg5CXxLUqqM98/+oLk/ub/fPd4NxlnyuaPBVvSN8UU8E/8sw+AF2jvwz/U+97+CX3rBz/WOV/9gN7yri/oO2ecoTNnL9BAQuGlzXN0JgAvc5++/5271DeqEy9tmq0zLnne5Ab9js8OGmBBMOA79DkTzwsW5svRTaraWYo3aF8fmnAjVXgf3hhH+D+sc7sRXoe07NZxubWa1twZC8XrpfErB43d1GXFs/Xr/I/N3qzsE8rerux+UdeTMwAEFW11c8HY9tVsL2h8cUBjS8MmjAfMDLZRhNSYXurQ/+hX+kj4gGGSAEIwV7CD2RX1Cm6p0si2Ov02/IGxtSIUyJS+brNVVXpZINSxUwhYvCnQUSObDcB7VbjeBEvGluoN2WWq3ZPXrcGXdKc+qy9GtxpQdEx2k3EMmMmWWMujGBQ8KRMf7lXBesNmTR3uikOr/LRogCdtQqADtj6UeUipSyPV7MqrIT+sg6PdGpsb1rtz8/TB3MP6aXSRUQ+yny/A4zf6oWGMcEZgL1rKot0wZndHn1Z0RUo/OyGl8z9Zrd9mfmDqulbHqS2cYUDaXh2gz4V36J3hEwZ8Eyj4oehDBpAdvWuz3jUyX3/Sf+khfciAFmK7AcA36Wij0gbEvLl10Qss5HYdpqbCLPV2TlZz4UB9uelmAV4BhbQRkL7/UFsc33BzwTCSqEyp7yvDHbo5/A/DAFaz7Vl/oA/nH9SHsg+Z33WNOdMfqc4o9rqGIV4iTensNuNF2BHU5ITQAdRNy8WOIzhfsJVdVWugd4/MN/12ti4zQM+Ay6GtxuEBb+aR4TH6YOdcE1B74kCfYToBXWcEc5S6KTKq9upCQeP6Bw1AbCgMq3p3Kd4n92apuq+k44prDVtHX03M95l5ktoWGceLE4JVJnzMxC39Yh5RZ3Y+YS/iW8IvaYHepp/pQrNYmtbX8fdvaNirBX+6QL+9+lrNvugPemTZzfre187XVTfepcVmM1oYvD9qQTmEXrDr1pdcB2whqFi1ot6wzATCzv0YAugQnDbxsQOAwNLwgbVCFMN+Pv4ICoQNCVDH/1F7wGBYxwKYOT589mMOwGOFz0eUDzpsorXDohzqB5hDJUJ5sDisjPnNxxzBiD0c4JAwUAgz7mFVDjMD+AE0ImitDZZtD0cEKGVx5B4++rAGrkeizY/QJi/sCHUgwfqhzrIJ9R4MkZsACgg4+i1JRUWfwRIAAriOmo0jwp8EcGCMABJuAuRQD9fuy17HKcKqxTmHug5VOfkByzZxDrCP8IQ1ARzQfsaW/yO46XsAGoyTq5KkDAAi5cHkWYFny7ZHxhQmjPEBCHJ0Qb/NxxGAgSkAyQJjAATlA/BhVnkeTBl2kTbBxtFmmEB+V7K9YjHCGPIHaANccV9S4nmoIwE7zE8AAOCGBJiB8WLu01eUB3Clv0iMJcDfZ6C5xlwkP2CUd4P5QT3sO2IKKNsK8v7A+MKCcw/PZDHEvLOLJgvwuI/nwYgDbiwwYjxdRtqWz5F8vF/0MQw17xGLFmvn6uZl3KgD8xCTBZtgmOkbkgV4MKmMEfOK/IAe3nt3wWjv58gCxPds5xzz3mV6yUsZFmjbMljUUTfeP5toG2PisoOwrixSWKwxlwFdsJckGDmX9eZ+FhW8u35C3Q24p308m/bZZBebbl14xr/JBi9Qyy3n63fLy1/7sEt3//hCPb2P+KkvALzCYl387TkmKPLIU+frjGt2mzbwoZxW6DAhR4hfdpu+YJgp7JSO2rbFeDXWZOMdLvYb6lbtjpzZqqt2Sd6otFAljm0bNtuBzWzeGxun3yWzT+mBQ836fMcdRjhXLStpSrHHMFW1jXnVduYNQMDTtXor5cdbd40pZI3KuH44Y8ANAI6dLwBf2Ni9N/eYji5sNkb81Bdw0tq4v/SLlPSzlO4Y+Zymljr16pH1mtXdZNiV9COB8bCcqRYRePiQ4i4DYDDMr2kvCHXqKYVnjG3VF/tu1TdHrtKnivcY27Xjh1fpzeEio65NbwxjD8s7ZTxnG0YyQtX5+uxyNQxlVDu7YHY7ID7fJ8J7DeA6JXjGsEd4EbMFG/2FbdbXwmv1B33fqMSnDXbopPwywwhdrW/qqOxmzSzETBh1+6F+Yxi1y3S2wmtT6nhPSp2fTim6PaVFxTdrjV6jvtJEAcaG1WBUrvfro6Z/X51fZ/4/T+/RUbu26KTMUuNZTL+hdjxTvzfq2GYdaNgnGMG3jCzUm0qLzQ4Z2DYGzVUKOlMaah+nz3XcqdNyNxjgAtACZE/u7zG2dKixj85sMn0A+MMB5BZ9yQQIrtpQMruSvHXvQgP4CCBdt3tEU6POONAwe/8SMHqJNDXXaRhLwC6qcuLXfT643fQbHsbY0RF6pCGT0YcGHzLzBDYSBg/gD1CGfQRkdhf30zszTxoHncntvcbO8zmdbBjB2oU51fTmVRPkza4YzCcYVphT4wk+V5oWdJp+BGCiwq1fnlXtprxSvYFx1JmY6zPbmc3Y3i5AJmWw3V5dd073Rh/XNh1uVP7EOXxlKTaqth+PF4+hCplhJWw1+2KWCr8ASah7+CAiLDmyJyaAwgUnqKUQsgh6EqDHAhtWvggaNyFYOU9C2KO2IwGAXANvbFNQF6IyRfhb9RzlIexcOy/ut7Zc1BPnCz76MAQAOFghVIR+3CsEICAJQAGoBCBYA3ZTKecf2CHUezAm2CHBBCDMkhLCD0AA0KU86kv9bUJguEwM5ykf8Mx307XRsvdwpF30B0KRNlEHC3Tof36jZkPg4/1JQlDRJ1Yt55YHeEcII4BICEnAE4yIG04EcICgghVDSPMcykSdCoBC+KN6hO2hzxG6bgIEUW/U64CUpISARVXLHGAcUK/C9gJw/ATgtMwjfQXggAFhHGGEGGfaBDBiLGB4AZ44gjD3AE+Afp9ptM9hXtI+/hDEtBlQkpSYp6ikmUfUA3Bo3wWObnge3g3AA/OCvmL+APBgP/2EBozn49TAAoq2wYgBKNwEU47tHgsZW2d7BLThtUtiHlqwCwNNHu7l+cx96sQ7n5SoK6AUlg0GlkUBDKivirf38o0A8NPPNvHbqitXrSrqJz8ZMWNEPQCmLOLoS/rQMpL2XnsEADH2JEAz40ddWKDZ8zYv7weLEjcBuCnf3dsXts+ymvY9gMXFBhamjn4HmNl5yIKJ95REft4V2uB+E+0zuU5/0e+883bO2uu8Y9TJpn8jwAvV88C5+vYfFmhHR6eaV96qc/5rtta9GNjb1uGF4wsAT3mtu+oM/df5v9QPv3We7m+JjbX5UOG5iiBFYKOixZZpele7jLfgj8p7hS6SGloySu8qGRA3dW2XEe4wJpMGe81erBOaB832TzXPFVWHF0xjpEP7d+nI7Bal7o00Neg0scZwUCBg8qdLdxsPyMm9PUq3hapryxkHAeKjjesbNKwJoO6A5r2qeaao08Ib9NnSnaoaKhkniO/oCgNelg+eGAO8c1Oanf2uxnYP6y0ji/TqwjrjmJF6PjTC+EC1GI/O4wurjdcqwpvtuAAp2PPNGGjT8dlVOnpgk94SLDQs0PtKjwqVMIb71RuLcaiQ5TKx3fCkPSlYaoIMH6XNqrszpxPClcYG7VPBPbpG/2m8SFOrIwOU8d4FALwlt1DfLc021/+qT2n/9ja9NfusASoY7h/es00nFpcb9SmMEMGcsbVDrdq/fIL0iZT0yZR0dkqbB4825zfrKDXqIDWHB2quPqAn9E4DGKfmO43qFqA4o7NNp4ZPmTGGxaNvsZGjbBi5/0Pee8DHUZ3t27OS3HvvxmAM2FRTApjQawKhhB4gIQRCCRASSigBggmhhJLQ31BDLwab3ozBGHDvTW6yeu9aaevM/XE96zHLsivJRs6b9/+d30/e9e7MmTNnzs655n7Kwf8S8ytRqXsEFwmFEvUpXpYlN99RSXCojqj4WDuVrjK1D99AEiz3rGwQ+Qsxk2KCPV5vmS8a/n3v6CemujqzPQvy2L/kK/00+rayi6LKWRVV15ZmOSz5xZqvBPHMlCm2KLdA2lnuC7ZM3FXR+3Rw6DMNdMvNrDtAFepR3qi9ChaYKgfMoRxiNgYu39Ox1m+f6lAdFptu4EhAC99tjI/WmzpRw+cXKasgbsvtZa2Mac/YQnsQILm284dEuhZyQ3IdL/Ue0uimPDmrPAWWxG1lDczLFnX7miw3HmomDyyjmzaqb3mNbvQmGwg/6F6mQZ+Va2JlIqXC5h9nB7zxgYqbFzc3X5VLNo/5h0FVY7ICfIi6A64o3LhTQQbw8c0Z3Dx9Zcv3cfHr5GaHSYhJmTbwPeCIvwoAwKSTXJikfNUDEyPbAHWpy5Yl74NqR91MztzkfZ+55G3890AK8MK50Q4m20wTESBEoAc3dxQ9JgFfSaE+nuYB3eTCtqiUmHIwGacrqAlAFUoe8ILa4auh/vbJwS8c21cKUNdSCxMQ50EkJP5ATMyY9GivP9n5+6B60lf8oVbhR8g1x3fIdxhnW+77gGdyQT3lnDAZJptck7fBXIVahoIBTHB8IAIISS34YwEDvumaNjHJc12Y+P0CVPptBnY4BuMRqGH/5G39fXjlWrMfMEAdAGxqf/jbAxi0GQhkH1+9879PfkX5AdK5bkzsjBEejtKdI/sBpsA06qt/HqkPIKhEnBvjx98m+TVTu/nd0W5+g1jb+M0AWZkKfQAcUzfKGL+D1EhXf19ABgjioYDC2OOa+hA0fbq0KabG1DMeSugX6qbeTG3mdwOwUxhPbM8DF6++y4Z9+Y05HvOzH8XObwTTPq/0U7r66WPGMv1LX/jg5UfPcn+g0Ed+7kW2Z6wDs5n6ArMr9yx+r6nqut9W/3UbAp6keLlm/uNKnX3qWfrNH+7Qa7mtyHd+iza/xtVUVa66pCASfuhM1DiCo378NP62mceyNsQV+DQu58pNy0gRHTvHU9a6uEU87lC81pz1MaN2L2u0iFkcy0mf0qUkpP7RSjnFrsa7yzWkqsTWV8XxfkRtoRyWg6rzLDpxtPKEk372hoh6RBqUvSZqaScmtCwzk9cZ7svqXVtrC7rjg3eu+6ytGtCtsUmnuy+bj9OT3vkq/nCY3LsCujV0s7rMazEH9wPjswwksz6JmXKIwrNLbKWBzqTgF8opCsuZI/VtrBbqHmZpzNR/8u6wvHSocwQvADnAZA5JmWd5iTVa13i2YsFPou8YiBIxmzU1JvptQKzSlL2PdYQAuFGV+baCxajQRoOgs4Iv6PjoW+aAj49i56KQdo8uNnM0x+9S1qJ9YnMNFvCFA8SAMFK+PBX/lWrW9FH8loB0jaPZlftppg7SLHeS1muMlnq7ar4mimOjxo0JbVCfRTV2vKy1Me3pLjTIQRUEHjHJkysQPz7MtkDVIe4M7VW3wHL0YbItjQzWM/Ff6m33pzon+pwGhcstiMIiUj2COoI6wZtm9bA9vmnAKDBL/QRndGXptxWeti9YZ+cWaIkruymq7IaozETLGsCfJNaB3dldadeLNhGoAPA/FL1Upxa9pqHBYhGJPFL56lLUoollC+ya+SCMryFt+EhH6nL3Hxrilah/XZW6FjdvbuN8b6Je0WnaLzJbDpG7pL75RJoQXGbq33a1eYl1a6dIx0bfszF2vfdX9Y1W26oWvarrhYmWBw38K527pJzGiF2nG3S78O3MWhrX7rHFBqi/ijxlD0WTyr7Y/EvsqDcoDdw4+QOyuDESAcjTbeokxs2cGzjboqAAV9xEMYGlqgI8tbIdvm6AFTdQtuWmiunPL0TCsZ1vgmNbJgKUHd/U42+b/MrExX5AJyYwJuvUiDp/e0ySycfw/ZX875NfAQKAhu2J3gMGM6k6mK6YBGkv6guKG349fkFBAZCSCzBBJCMmKH8CSf6e96gH/DG5oRSlay+qHJMb6gUwhcoCWGUq9A3nxKSM2Q5FD8UxtWDGYjtUHF65bkxY1O9DOvugWgGAyQogcA6sAZBAXLrim3b9ZMLAANceU3pqYaIGOIBd+pj28JcK6AA+gAQQ0l6UTVRbxiXwkWlS9gGPfqBecqFlKpjY2AZo5Bq2VjDbo27SZsAMMyLjPhXa/DrYlnOkfn5fAGG64j/YsB1jmvHBNfD9FNPtg1oLmADzHIPfrA8x6bYHgBgjHIOxnGx+Td0eUy5jjzopBB1xHH9MJAMe6hbfUS9/6SK2/fqxJKAC8xvhfuQDJ2OLa51cgEr6gHsXD1zUjYqW+mDl78N29C/QxrX0C33Iw64PhYwZgBqfwGOPPTat36u/L6+o0PxOqJPffWtlmwJeZPUTuuz8y3X+ubfpg48n69yrXtcmMa61NmX8DsAjGSsL26O47FK1Un2aajS8uUijohuV82Y04Vd3ZsLpfFikWFlfx7Vz2crNPk+9CusSiWdzI+aPlFMUEdGOgdVxS+zbO79WvTbUW9ADqT+cXNcSBbNaBisbDPAq1bksZA7yASJS35QFCmDyOibyvg6JzLCVEgwe3GfNib5XsF57BReYbxnK09y6fbWkbDcDq+FeoQhMAFoxi3aqCZtChz8bKsv2sXX6aextme/cx56GVRdpTGS9+VTxPc7ymA9RooA8VC5MgKT1wLeqr6otaICEvRc1PGZmbZQs5zPPEuEOiFbZZD9X+5hSxHlmBWMaFd5oZjxMrQQn4LPF6hVd8lrMTM6x+RwFlTQbBDwAYpfoYTOlAl/A3PXvHKCX/91TkedzlNuwozZGRqmpsZum6kTN1n6maqLg8R7Y2rEpV2eFXzD/OJTIL+MHGIBxXo/rQoNQ+vBFnWlmW1TZgYXlFuiCL9+fYnfY+YyLrdZh3qfq7daZygecnuP9W4GNro7x3jezJ0EbQCprtmKivUdXmwl8b3e+utU0WTqaAc0V6huv1sh4vrpuaLGk0rZKBpHac2U+lERLoybvH//KAG9y6EbtWz7Xxia57xibfddXG7jSRxwPUOXaoVYSNHJ65BXz3WTFjT55tWaCJmKYP8zT5Bp0NriJNYifl/atmWPjZueNq0RSZnI+HuN+YH1OABLr++IL6mzw5HzuWnJlxirLuHXaGLI+Ip3KKG209YsDVTGxagjLtbH02Z7BhRl/h1v7BSDh33S5uQMk+EilM48yyfvbYjJjAsNMxiSCs3dq8bdlQuQJnMmOG3ZyQaHDJ8jflgmd7fF/aw1YmBTZh0mG43OTT6decSyURLYFWDEDZ5pA2RbTItCEUoTpJvkpP7ndvMdcRD+gelI/QJqcGJcJnUkCvx0mPcCWSQ7Fk8S1TDbpiu+IjvLIhA9c+JNm6vZMTPh9pTNVpW7LBMS5EahCvX7Kj+TtmECBLR+8qRtYA57oZ+DFj47F7A7YoyAyMaJYAbxct0yqGWYzTI1cB3ya/OvuT6zJbeE9pksmWMYF7eLBAoWVgu+nbybl/76LgV8nYJPsc2U7Jf3D9fXP04+ITfr6O29RrP16/VVO/A1QlXEz8IuvzhLQg2sDfYhKl6kAI/Qj9bcGPr5/H2MMNwL6G6hOLvizJiuFqJl+u/3X76jiIankW/dFjRt7gm3P7//JJ5/VCcf9QSXfPo8lH0pPPPSqTj7tIvutUOchk87WhN323bzNG2/Ua599Eooy18k/Pq9+GpbNGye9YSyg0rIdD1uobECyb3pO2tTeJoOvf4zU8cdDK2lxGE+obIxn1MTWCteF3zcPNpng3N8f5Z57G0peprHsb7sNAS+udY9fo3vnF+r56/6qryKNmnr1dXr3+8sx+m1p8xXAGxteo0GV5eZzdkj9Z5aWArhhgh7btFaBOTFLXhx41rUI256L6jW0odjgbYRbYCY0kujaOq5M0l9KTrUsgTKmz+yVEfVsbDCne8xoWYVxUzlQzfqHqtR5fdjUOxS2kbUFtv/eofmmcJFm5VjvPeXURmy1iePcd3WS94Z2jyzWmNh62wY/PSZW/AeBjiFema3Tii/WSC9f3VuC+onetWAFfM9wlv+1nrA0J9kLozq9+WVNiiQiP2/SbQYHRPkChPhe4YcG6KHQ9a+tEovZ51SFDWrPanjRgg4mxubLWewpuyamHvUNOsV93cyk03SCHa9TKKxOLSEL3CAVC23D9Hqm+5K6ljebKgXQkjMNJbF/vNJMtJgUQRJ8uEpqhirXHaff3DJM19/cWcH6rooEO6m5tKtClZ21QHtpucab3xumyVk60GCL87jQfdyWMyPXYE11X70VO97UOlQ+1CxMs2/peGufXffqNZbQefvIelOiAEOuJaljgFAUOgCS/spaF9Nh3nRTGbmGHAMYR8EDYjFbMp4G1ZZZ8mxSlPzY/dygcEB5ZQLwSI/yjMxHcmikRPglst9+4dm2KgprCh/SMkMHRWdaHrve0VpLuXKnrrW2Y0adopMNxolcBvBwO8AfkmXLBs8v0xeaZCZjgmgYL6jB+wbn2iocrD88qmGjQeDu9UvMpEvEN4mL8W0knx/JsVntgwTXBI1wXbrMb0lEUM9w9Uf3Hl3t3q1+bpW6NDfbyh5ZG2PqUdtoeQBJ5t3RhRsTEyEmE26OwBABFTyVJ0+eHJc0Cf4NlFdufAAGqlc6Px1SKrAdN0lAB7+idBMdgQR+vZhCUFaAomTH5NTzxizDPtz0efXNRKnb8X/Ma2zTngIAURfAiKM7pq1MhUmKemkvigPvU/3/gElu/GyLakB9nFc6Xx3/OJj4AEuUKupEiWKCSleAVtQq1NV0Pl7J+wAhADzXAihNjnRO3o73QD7HRuElopIkuCh/gIgP0v7DAQ78+IDRZ6ia1O8HzqTWC+TTv4w36iGQB9DLVJioaUc6AGPfZFhBdWFb/lCe8Hekz1srAC3bp3OeT94PXy36jm2BjuQCgPhpRfgcxZdrxwMT7zGPo1hmKihPPKhQd6aAEPblfNmGwjF5z3hNLqiePCD4hYcQtuMPxQ/g21xC0ovnS6ckXGX13tVSt573ynHu1DHnXKbDx8/VpBPm67xTpOl+4tvNO0tTnlik4SP+oa5du+mll15RTtYUHXXl3zdv8dxzJRo//ltl1m8Hr8n5HzfvkPSGCP5kf9akr773lkAsX3lG2URJT713ce/BbQTLAOMUxZ0+b61wvwOWM43l5H05H84rGa6Tv09+vw0BT6r/8CZdePtLuvt3N+qNL57UZRc9qJWt+OAlNyzdewBvojdfR0U/VEl0iM6rfEaTGr4wAAJuDtWn6lQWkvNcYqkylL7eq+rUp6FW3Sua1LWhWSR9zaqPy3zNNiRMuqhmrN/KhI/Dea/iOg0LFdmkS2TuUfEPtY8718ysnatbzETJ8cYHl9tkeEJkmpn3cLRnImXR+L01TzvFVxkEAQ8oXihPqDcAGH5VANUELbMABlQ8zLoT3QVWB+ZO1ocAovgOkMFP7w73T5ZbD6WNulDVgBBUO9Qg4AdoycmPCOAB3naOr1SvhfW6uPkRg4UBoUplrY4rUO8qUBCz3H6YVPEJQ9VCvdspssogEyWOtqPQkbONc+JYqES0DXMvPn34s2EeBqqu9O5XaHlnNUR66qJbhui6W7oa4GmNI2+lI3eto5pwH+VptJkngT3Mo/QT54Mahm8dYFOd21/Tmk8QgRj44n2oo0zV4j1+dIDRXpEFyloUt4TUKLs/01SDNNSyu3W1QeR6ba9r3TvN/MxqDdTNNaTdwCumZc4L307+j78in6HAYdrHrDo4XCanykusjPKAzJTaqTmkrvnNFoV9QPhLORdIe3y1yOpFkdyBlDVVEYt0BupQHgE8QBzwJHCE/Hc8THAsFOPhi4ss5QvnCJQCtSijXJ9u0aCy1kfFOrKA/65lSxVY7yqnOWI5FEu8Ibog+i/lVEVF0ulAUVwDGyqs/T3xO2V5taekC4OP6zLvQXWOtigQiYtl7kiMPDBSoaz6mHaNti79p/t9tvWZD3i+CsWEgU8cpsF0BTMMEzQ3Mxz6mfTxFUtNKcC+PMmyHSoDCgywgwqRWtgOqGRbwM1XdlpT2rj5o2BQUMVQCDMVFKa2Jnp/X//YAALtaU1FBADZBnUBqKEd6QrqGqoBgIXqhfIJ9KWLzmV/f7Kgbv6YiDIBHueGiRNTdWq6iNS2+NCGGZx6/QCN1O34P2oj2+AvSEAGpjhMy8mAxyQK0OL4j88Uqhz7oPS1VlBH2a4tpYM6fFUO0EwtqYDnq0S+0sWk355CW9qa7KkHHza2TQ6o4PNUwANiGe++2wBqVDJ0pbbJN4lSt69Opm7D/1EKk/MmogLjU5lcUgHPD5Shbv4Yi35Z/Zr0+K3SOU9LCkkXnCH1H4C5+hX16H+JunS+RgvyC5X/D+mSdxN75ecnXquqpFmzZqt319fVuWsPOc7Rcpyr9VFuYrkztkoHePxOaVN7rr3fzvbeLWboAAAgAElEQVS8EuHM+ZHjMF3xAY/veOBDnctkuk+3f3s+g4XaU7Yp4Mmt1ZJX79a1l12qK258UB+u/wHy3SZnWyZgJr36SE+b9JjgAQ0iPlGTnPy4RSE6s6VeLfXm++SslylY5LbrGg6aUtK9vlFOnWxZquyNUTM1opZ1ygtbGpGJ4fkGCj0r6/VzvW6+YPiWoYygCjHZ7lM/1xLQnhF6yRzl8Wka563WQJUbKAEpQNi/da5By9eR/fVK/DQDk8Xu7lrrjjUoY4JHrQNiiAhGAUMNAwgAPSAFpQdwwWRKH5AQmc9x8N+zcaEpSKhI/GE27VHTYOcJGNJHO1eu0vmRJ80UTP4+tsG02ytcr6PdDwywqBeA5hyGxwstDQogR3s4Lv6PbAOYoKDxnr6nDfj9ASJA0ePRC6X3HC2q3EO/vmW4br4poFgkS7El2dIHjlTqKFYeUKiusxZ5e5hzP6AzVMWmpnEs/AlRREvzhiivcrQFYwDEACeAhHkTOCO/IFAJHKFcMTbwzwTKSNkCJBHEgM8fyX67LGvRYe50UzJpM/1DPfjDAaj8n2TSvHIu9B3nz7ZExfaLVSdWsLhP6tlYb5Gt+DruFV1gKV8wgxJgwXVnjLCySOemkCmAqLb46qGKArFAJuDIH2bz/WKzDbqHryiyZNi0iWtMXwN4AC2rqOTkhTW4pcwglnHPiiKBClcjqwpUFB6u86LPqHMsJKeB5d2kHpWNdq12dHOVQxT4LdIZlS/psthDsnyPK6Ru4aBFF28fXKchkRJtV5mIXG/PTaS92/iAx80RyMN8h0ksnfnOr9M3ieAjg8kMYEj1jfG3pV6UDBQS3uMflalgPuEJGL8XJr1MZkn2x/He9+UjEtGPIsxUd3s/9xUP4AeowCSZqfjmPUxyKEmZ+gD/N3xzCGJBNUP1pC9SJ2f/OAADZkx8j+gH/NQyAZ6vQAHGbU2awBjHJfchr8mJq/1jJ79SN9CI2sEf7U4GPH9b1CsAF5MzUauZzsvf3n+Y8P/f2ivmYNqaTp1MBTzqYVvawWvyUmmtHQOVjfHUnpKqDLFPKuCxDbAP+AJ2uBxgHsxUUNBpL+bktq5hpjr8z1MBjwcbAqaIXMYVItXMGZoinQvg1UpnnictX79e02+ukuNcqp3HPydiP5v+LZ39QuIIm/IV65uV1SyFj+M8KsfZTo7ziLr2mqj4pkhttk4HeEDvtiiYUFHJM/VfMuBti+NvSZ3bEPBcFb92r55c9QMku5QzgVrxmWJirAv1skkS2Dog+qUGxsstGjC7IZIAvOeVCIKocOUUupZTjsmWhLZMihMiy+Q0ugqUu8qpjpipF+WrR3WDBtRU6rjYu9oltkJdypsNtvABI4Ht0HixLdfFpDy+frkt+XV26HkDBnzlchoilhIDSAEcMMOSfoO/wpIRmlu2r03+Kxp3UWFohNWJcvRm/EStc3ewtqFkAWoofpgNOTZ1naIpNuGjVI6PrDBYGLaxWAfFZxqAoB6yLylVSO2CsoaPGn10aPOntpwb7QZeCCJB1SRIgOMT6IB5dFdvmUEexyOHnO9Xhz8dyiMqIYDymQ62NqJ2YRKlnahwQPDD0Uuk5x29lX+8Tr9lZ910bba8Bkex9ZsAr9KRFn4TXbvU0fLw+ESQAfCiUlMvScBLm4Db/JJRKi0bYpGz5L8jIAG1EQAm4nlkU4GZ7QEkYI52YGLF7Ao0smIIPmwopkBa//lVmujOt3MDCNmP/uGYwCEKJkuKAa4ocMAj6hrniAmVvg2sj5kvHL6HvSrr5Xzialx8tY5131PWipiBMO1gPE3UAnWtDGp4TaFBPOMAmKevMNkC7piTgfcfNX9tUbr9VlSbvyHgz7VnH9qAOtknVqPOhSGN90iVvcJAnWTbrK07Jr5ei7SHmbiz3JgFVzivS93Lm+y8GPdjm9faShyH5U7XqbHXzN+O5ey6FLaI9YVRnnmI6deQ5CyT8jvc2v8mAx5KA5CFeTCTkzLH8Z3SmRiZmAC4TIXvUfAAICAn1byVvB+Ra6mBHcnf/yfe+2ZXlMq2QMVPQ+GbLDO1jwkfkx1wB1xtaWkN8KiLPm7N3Oofj8mPbcmlh8k1dRk1f7vkVxQjrjeqIz5w6QAPJYl6W1MEk+sEfti+vYVtuR6pJR3g4cPGQwLjKNNkn1rPD/1/KuBRH23mD7ji95QuiMQ/Lios464jSirgtVXnZsALSReeKZW40ob7pDPu36DzT4tu/v/vPpAaGqR77iEfpfSPf+CyEdfwYacpEMCP93/0YlUiDY9/zFTAYxyn+sb5227r1//fAF7luzfqwhuf0tQPPjaTwcfTF6v0u5kItqivATwfmj51D7XIS1vNIPaZJeTF7OjUuLYChS1TNkdyWjw5Ba66NzUaPDCZMqljjs2uiiinNqys6pi61zYavLDYPImHUfMmNC1TID9uPmhADWA5yt0o1oEFBkaH8sSKBkdWfmTQRg66bqVBdW9sMp+vs2IvmPmN9Bv4mFXP7KeaaX31gHeF1pSM1ca6UTZ5A0WfthyqkoKhGuflmnqFWRboAKgArXGR1RobX2Pgg4mRxMf4bg1ZWmo+ZahNmBzx8RseLLKoYAI3yHN2tPeBzoi/ZAEItJtzI7oTHz3AApAiBxrHYh+UR45PDjaUqGneCSqrHKyLIo8ZWAFNrEaBSdoHGWAKwAJaHo5dIt3i6IPPjtEN/xiqh29xVNvYR161I2+6I5U5Uq4jLXFUXDFMi9w9DGRYNYOlvfwADuqqCA5QSflQrdY4RfJyLDqW9gJnuzcuVpfGZvWuqzPVDi0MwAV0gVGuE+eB8kVQA2rYjsvWaM/4QoM9rifgBCyd6L2pv+jPtv/IaIGZpAnGOCQ2w0zcAB7APDhaagm1nX952sNbrOF1hebbBgzu1LLaFOC9Ygt0pveS5b8jH13PdQ3qu7rG+gfQZDx8pf1NjeSa7RjL1XGRd3V0wweW2qTrjBYd7H5m15przLXt11SlXnV16lodVFZezNqCjx0PHIGamK2GMsZbbyrqWdEX5NRLzkrJ+bPUeWbI+gSwR6ElifG+9XPsQcVZ5loEevbiqEWKWzBRLF9Z837ADzXDrxr1BfMUpkMUBCJSmZjIN5epYH5iG6CN13RRnv6+fI9/WnsKfnwdpcS153jptsFsQ4AHyhUmudYKAEFqhPYU/O7oNwIstrTgk8fEnang18hSbO0pqT6Cbe3DOWIK968xx0kFQ1+RzBQ5m3oMVF/+2ltSj+fvh6kv2QfP//w//UqONdTW5OL7J+LvRUBLOuUvefuOeo95mACC9pbNgCdpxi3SuX+UzjpD+qr5+/9//31SIkmvv54APH9JVschQfgJm9en94/98suV2n33Sv+//6uvRJ23Zv7+TzZumyp4lXNf0aMPP2zSMfLxw4+/p9wfIOgBeAeHPzNowheLVBnmBxafry6RFnM2DzTH5eBb94IUmOqqZ7RR2cGorbSAjraXt9DMd5jxckojymqK2V/27JiZwfo01qpTLKwR0UKRbNZZJP1SzxjoHO59oqHhEjsmyss4d7V6tDRYHjZAgknZKfHUKT9iitM57nNmQnxJZ2qGDlHNc33UtI+jhdV7qqR4qNbW7GAKE2rOB8GjVVXcX0e6HxlQAjDLQrvqk/gRBnqY3zrlhwy+BjaWa7/obAOWgWvKbSUIViEAFDEDjq1Yqy7LWwzWUJxQbn4Ve0p/jt622d+rS3mLmbSBSCCO5MEoXAAJfnUA2wZtZ8pXPByQ3nZ0b9lVuil+mxZF9jSQQKVE8eIaYJ4GEAHMq9z7pDMdld0+RCXBIdLXjmojveW2BETyY9S76JochfM6GehFq3L0oH6n7Mao5fnDtIryiGK6Ttsb3M1z95G3xFHThm6mIH4RP0iXRR9UoCyu7OKYdo0tNZP2nrFFpqAd7H2uHSJrDUgBPBRRfNZGLd6o7eIbdIC+su9Q6AA6VnkAflE4+4cq7ZwOi32qiXULNLixzMy0Y9z16q1aBRbG5XzgWR66/vWVGlJfan0/6ot8ZS2IqVNRWENKyzQkVmJLygVmu9pufp5FAAPG/9Y5BngEmfCA0qupXvs3fKUfx2bKecmztW97BBtM90V9ZKz2q6xWoDlmilt2fVQDIpW2DjApVZznPbtuI918U1z3qZyXML0ukgDRkUX5Zi4G3jFlk+qHZdNGR/MUyHU1OFyqfrEqUxJR8LoqKFZq6eiCkkPqCsyiTFSoUUBZaib95OMCK0SxUvD9Iv1CpoJpNlOi2Uz7ZPyc46xZk/Hr/+Yv8GukXzP53f03tx1o8M3h6dpJuhbOrb1ggTmNsfb/evFz5rWWauS/rQ+CNVJT0nNk8v9ZsS+dJRt/XczRqQXvBpbr5VL/N/yltu8/9X8eknB38P8IREpeJWNL25FW+3Zr3tfd//zK1qwMrp+nxeVJV3FLj5C0PYA3ujnPnOA3apQ+1NGmxLHmZjcvKKdYlu+rS6hFWYvj6lLUbBMaC7n3q6m2VQVYDgv1DhUv0BBXVkPMAi+yv44a4AwsLZezyFVOYcSW+MIp/fyWJ83cxtJdI7wCMwGiFGHKGhwp1X6ROeaXBiwQyNG5NmTwiVIGAGGSIyoy9+kdtLCTo9IX+ilY1U1FjcPMvwofqy+jB6giPNDUJpSl290bFCnopEhFjvmG9S6vlbPa04Twcg0srdBRkQ9tMh/qFevA8JcqaxykJ+K/tuXAdi5brR2iaw2WdtBaA7kjox9pcuRGO0d83bKXRs3fDz+vadETVBwbaqoXPoC7uCst2KHS7W/KYzyaJX3o6Jny8/Re1XEKzels5mEiaVkRgvME7jDxAniT3RsVP9NRwV6OggXdpCmOyqsGKVaeLf3ckR52VFPVR+ti2yv+cUCxGVlmbs+uitparsAt/pT/Cl2gijUDZVG27iS5cxzFHw+Y8lUT6qtX46cmUsDkSftE5lpk7m7RpRoWK1ZOOKrtWjaYCka78BdELRtTu96WHDtEn5nJE3P38KZCbd+y3pRMfPeGuiXWFyheO9St06g1+QZZqLdDoiWJ1CPLpcHRMg2qKdf4xhUGb9vPWJdYHm6Rpy6FIQWaYgKknanSuFW5FlTDknAkd0bFK9AInd30ggVWDKssMpUt8GTMUq10qgyL9X4BZ6BzUHW5OjeGtF1envpEa+VUu+oealSnwrCc113rryFVpToz+pJ2KFtr69U6q1yRymes1pgZGheFvotrTFlEyR4eK1L34iYDeoItMCfz28A/k7He0QXTHn4xqED8EWmHyagtxcH/frMZrKREWtjxaVy+c76Y9TKkFvnOdlv7H5Yp2rT81NZWkWm/F++8U4E0EZiZtv+/9LkfBf2/ZX77b+0rf4WY1iJoM7adfG9boMRlrKetL1i5I8lvrrXNMz1b+SmAUvdFAJ8wQSJt4P/236ZczKlN/I/8H/O8f3/llYdif5WMrWlAesArf06XXP2uWhRX4VOX6abp300YuDUHYh8Aj8kasCh2h9pEiV9U/0ilTXZOrWewRtqHrqFmC3bA5DS0sdjMWp2qw2aWwoQ3LFZkqwJY4tqpMuDBb2twaamZdFFJutUGLZHxaeFXLAoScJzgLbN0Jqw7ir8fAQlHeh8ZxGHGwx8KUxkwQfABJkz88FDK5r+zt14NOHqvn6PY5IBq6vtYYlpynTHpf+XtbyoU7x+KXyrvdUfedY7mhfbWz6JTZcER8fXKKolpt/gSU6SIwj049plqlvTVNc13GZgNqyk2hW8/b7a6xoLqGWsw1er2+A1m7usdr1WngrCB2f94F6osNEh1jb31y4antbO30pQh+jkY6WpKpKlvcwP6tPpQfbVxf3nXOKqb09uS8RKpDCxj/kQJNL8x93cKX+NoasDRwpEBlY10VD59oOIfBaRdHelCR40zeqi2oo+8Fxy5Lzu637tSWfNiFoyACRY/uo/WHSnvIkcbirfTUu2qogXDFb81YCplU1F3fdFykLpWN6tzc0i3ezeoPtrT+oTcgZ0jIQ3JLzFgwVyLuZWcg6zjuqOXa5HLqHrDVag+LTUaFi02SMVkvZu3xEB4vLdcA+oq1WNWo/ZrmS2gi1Q7RC1nlcY0NrxW/SqrLMExufz2aZgr50NPOavCGukVWEBEr2CdAp/FNWxJkcE3ai3mYs6RdXl/3vJ6InlykacLvH8pe0pEzqNSdnFUw7wiU/Ew0Y5u2KjekVpT/Pb25lluvUCtq2HhIjlfuuYf2HldSMeE3tfIcL49zJAUG6WPtYMZp0SGEz3Oihw8eBzgfSnGAkmgu8cbTellDBO4wjXt6EJkZGsRfu0+Hottb4FfVbvrTd6Q+s8/P/mTjn1P/Zde2rF1+rU5jk78xpydnCfP/+oHvT7xBOvG/aAqvrdzXZ3EXzsL0Z0oeDwYpC1lZR07NljdhPPeFmX58g5TifFjpV9Sl9trV7Nnz0702bZUOmOxxDG2xUNNeXm7wbFd/fH/ykZvvqm6Xr06fi1adxsCHmZBoivr6nubqQ5/rb0b5slZ69oSZN2CTeoZr9fIWL6pGkRAMmH1a6yypK5M4JjsDnS/FEmOzZw7TbaUFJGKpBTJDsaUHY6oW03Qsvqztuip3msa667RgbFZyo5FlNNMbrm4domusMkQAMHEOTxeZMfBFEbUKcCDesTEOX3j4XpnqKN/c4Ma6KhqVT9Lm4GfFfnL8M8i2IGkw0SMRp/Nlk5ztGH2GPPLY9Il11nn5rAFi1DngUqsPVs1vb/ebDzRVCDWTGXytjQuC6Wuhc0iYe/VLXebMtUj2ihynqHU3N18jfSVI33s6KyaF0yh7BwMmV9fmTtos+pUVDdcS0K7aVbBJOlcR7HHsrWvN8dW6sCPDcBDeTsq9KHBS/SFbE375oZz8Teh/pc5jpomONK1jrSzI/3UkR5zpE8c6S1H3lOOHo5cosAMV4dHplti533dOSp+a5h0qqPcVeNESEHV+v6KPZpl0bGVawZoTtV+GhgtNzABkuvUy0ypBB8MCpep95o67RRfnTAjR6cYFHXPb9LOoZUG0x96R1ngCqolKjDgj+l9P3e2XbPRkY1CVQzMj6tTTUjZBVH1V6UlmQaiMH2Pas7X7u5iUzRRv3goGFCYWOYOHzlWsegebVKfYI1FItNHAD/uArgZ7FGxSIFm10zNpC3pVtSkwDuuOuWGDbpoEwElqKTbBTfY2GUMc46BxripsN1WBTVWa82s+uPwTFs6jm0wtwO1B3kzNTBUboDYL1KlvtU19tvAFM+KJcBfTmVEP3K/tocn2s2SeB1d/CCLH1zvLrv84Ekc3zdyWmUsAFjSWq8Zt9vaL6j/4ottb0woKFMdUjZNpGd/E+GZnOaivXWToDijkz5t3rSSQHvra3O7Y46R+vVLuxnmdsz5qaXVlBOff54YG7W1qbtt3f9Rih1HD9x+e8f74NGfrawIkq7BRPri5pBaGD/tNVun7qv33kv0WTtTb/j7s1Ywy3W1q5DrhPN9d1MOlHbt1M6NSCdz//1bf/7pDkN0x1bCKOlTSMWUsaSzPWfc+Ad8cf311ucsH7e1JaOC95uTr9C999+nyRccp1P+cK/uv/9+3f/Pt/RDgmpR8AhWILq0KD7M0l5gwmKd2B71jWZu7RWvs0TFTICYD1HSCMzA/wiTFxGTqGpA3tCWEluNwHlXIr8dMMbC9SziPjhUqjHB9Qq87Fr6C0CSyfZU71ULUBgaLVa34iYLUiAogTQc+MCNdvM0ytuo4dEiO+5N3m229imQd7eu0dKf9dDz3HxzHBXNHm7pOQhOYH8gBR+6IneYmfAqHxogHeso/5PRFniwv74yMMA0jC8YkzAwgjpVuXCAPgweZdGxXaLN6tdcrbGRNXIAvFXNYl9UOaBzgFuhnA0RCzB4pum8RETrh44ur/mnqZOk/9ixeY2WeLtZShJy082KHahV3k56q+l4xa4OKHZXtoET6g/1YpqlrzvnhvTLyNOqz+2p5T0cMdFcxJMlP+49HekQRzrdkf7wDey97EifOfJecYTpspsbtMTQ/eqrtU98rupf7CUd7Kh03WBLpbKiYbyKNwyzyNai+uH6qPlIjY2usahgomsJFLFAAs03/zILIAjHLRr23Niz+llsqgbNq9CgqjLN8A7RLG+SXVOiXQEorhEwNTEy30CRYIyedfVyFksOwkCea/2OMgsE8eCwd3yeXWfy2zE+BjRWmp/kvppj69D2cBtNJRxeU2S5AwEv1DuikzHT7hZeoh7xRvWqq7dru29sjrotC9qaucPdQutTIpVR3MbWrTVAx2TLmB4Vzbdgi+7VjaYWD64s03Hxd81/kO1pI6Zurgv90r+l0vxPD2j60rZHCRzslVqkeKemsEWW8/vArI+C2tGlwwCPTP2Mpx9QWo2iRbWh/rPP/gFHaGNX6t8EeCzT1FYUbRu1fft1TY21/dn9998qIGk1ipY2Z2V9e6yOeDd8eMZrmS6Kts1DMpnRzkw2vjYrSNngo4+svoevuGKr+jOltu/+l3YmLWH13S/T/y9dFG36LbfgU8yztGXx4i3YSRaM025FnuvBMZ59douO0ebGmHxJQn7jjW2uy7q5rpQVNTZ/nvzmxz9OtDf5s3a+bzOKtmtXyc8B0846t2oz3EAcR29MmbJVu7NT+rtsS55mv/eO5TIi6mnz33vzf/BSZURTPqArzPkeJQTViyWsABoUjZxYRNl1UfM7IhUIky6THZMxkxyRqCiAmBNRw7qtbZYz01NORcQADZDzAQondHzVABjMwqTu8IGRugeEK2wyx0QKXJBHjZU2epbX27q2qIfXeX8zaKGtRJ2WTBugir0dFXZztOKLXcyxH/VrlXYycy0RqiSr/UBHq/SJIdJvHS1dsZspNQQe0D6UuX3ceTo5PkW7R5boJPcN1RX21qehQ01V6hJv1uB4mbaPrDPAG9ZYbEAAFIzwCg1As/OiBn2vuKcpnheQ96WjPzb/3RS8gcFyTYgvM5MiitPJ7hTzMSNVCnAdfquTYg9mW18At/jfkS+PQJOJLfN1mvuK6pp6KfxsQNeNdnRNZ0fF/Lgxz57hSH90pLsdeW85iucG5H3kaF5sH+3hLTKfs4PCM9UtElT1W/2kyY6+LD3Q2vKWd7wecK8wsF3jjtXr3il2LvhD0l/k4cO8OrS4xFSswKK4xnprzax5ufcPXeo9pOELCtWjoFFveidqpvdjAzoCGVBDiYQlEGMXd4Uw7WPC7dncoB1Ca9W9rlHdqoLq3twk/DhpK8EPjAdAG19GVsgYEi+xSFxSjrBMXLeGoMbHltsfLgBAJOOAfiSRNfuOi67WgJIKg8yj9JEG1FaY+Rt/QJQ+xhEQumdsoQWf+L6djOsxWm+JlAFK8vvx4IJJl3WV8bNDQfTHLRG0ANw57r8tmrZPca31V7e6JksztHP9Sjtv8jgeGv12gfWtvjuk7NhhgLf77lt98/Wb1CrgNTYm6v/Zz/zNO/YVnyd+D5sS6nYo4OXlJeq+886tanObgJedvVX1ZtxpxIiM13KrAO/ppxP1ff11xkNu0Revvmr1PXnhhdsG8FpJ+5OundsE8FDhGI+ffZbukBk/26I0KfPnJ46RYd3gjAdp6wvWmnYc1Vx5ZfsAL2VFjYzVT5qUaG/GDTJ/0Sbg0debAscy19IB35Cd4JtVRaYlrVm9pbWmB7wtrSXd9sHV+viF5yxh5wvT1wovPhQ8gitIG0ISYCYzlBP+dqtbosDGuDqVhjU6kmdmM5zizfzm5poiBIx0VmIdTmAMJWbn2Ep1DzbZZEgwBLDFJExePRzNBzZVGLiguDApn+89ZaCACZTF4VGwAEfUN+oklQZRigRcAIa0DggglxlgSrRrU2436Q5HsyomWeoMUrAAqZzX496FqmwZYCa/umW9Vb24n96LHGvqI/VyLFQ46qZNw+qKtVvTEkuSTPs41iHuDEu3sl1sgwIrXP3I+9pMvCg6XeuCFpDQu6LW4PQVnW7qYUuss0EvUNAvXm3wQnswifdZV2PgRbADSY43No1SbGaWgR1ABCw/oCttW6AI4IuUZ2tpbFf94ZruuunSbLlHMqg3mWmf+ebJ9XlHkfpsNTV3U6QoRxvi2xmI3KVr9ZAu1YhYgary+kvPOprXtI+ZNQk+AeKATuDoTvdaDasvNkh6TT/X9PhhZt4lmhk/yF4NJKl+zcyu5JMD7MdVrbZl6n4df8LS3rAMG9cFwAMU6VfgnVfy7WFqp897RBrUNRi0Zdm6hxs1rKDItgcKgS8UzNHNG9WtPmgwzYok9Ddm3eGVRWYu9a8Z1wlfPAJvMOtTP+PIN7cPjxZaf+MyQP1APd+TdBnIR40GLkkGPTa2Vtk1Ufse9fEOXW8PDUTDYkJGjWM8A5d8xn74JI4MFWhIc6mpuNu768ykj4mZBxmOwfE6unQY4BFFx02ynQ7b6c6jVcDz/bi2IL1GumNk/GyTyqbTTrNNOhTwli5N9A3mmdYKXukpi6mz+X8c8EaPzjiRbhXgYb5kbGB27IiyCX5ePOecbQN4nP8WlG0CeA88kOizadO2oCVbqOABj1yXyZO36Bhtbowp1XFU/6tftQvwvrOihl95XJpys/S7y6XL/ilbaeO5kVN1ufOYrn1aag5JT10rXXGJ9KeXpbZCRtsFeIcf7h99273+9rfWN+89+eRWH2ObAV5k3l267La39OVXX+nrVeUiuwqAN18TLbUIOdoACQISALz9vDly8qROdWH1bqwzU2n3WKMlph3mFpn6wYTZXU2moLCcE5DGJNinudYmV+pi4iVdxsjmQgs4wL+MCZYgCdJbnOm9qBu9yTrK/VC9auo1JFZqE6i/ugKTNVCJisKEzv6YhAFAQI7UGPkNI9VU3UOfxA+3iFDMzqR8Qb17wvu1KiIDbdvahj7Kj47Uu/qJwSiTLiBCveRsA3jG1y23cwV2MaXyBwCh+uzYnKvuJYlVDK2QR9UAACAASURBVIBBAlLwNQN094gtMngAajdGRilal21wAETg3I/aB0zRbla7AIKI9kWpW1q/q9yFgc0wTFtYWYL+A5Cvc/8mr9DRmsYd9btb+unm8wLSo99MyLd863vnzgnIjToqiw5SjdtXJZEhusf9oy3FxsoTZ7ovakPtGOlFR8vrJlhgAmlT+I48gi1VXXVT9DaNqt9oMD0jfoilZEmkbpli5vnto+usXbSZthvkROYppyyi38YftX6kTzGZoobxCrACQcASq02g5KGyDQmVaEBLhVj+q1ekToNiiZUkgDsAipx9OwVXCf9FtucPtWxoS7F+FPna0pJQN6DJNaLfueaMK64nYwQ4HxYv1oB4hbkfcH2B0rPcF8TycgAdbgRAqz8ud4quVu/qus3tB/DYhnZhZiVNDn6FgCymXR48+N3sWL1GR3iJVU6IsqUffFhnjI1S63nZtuaO0WGAt9deicmimdz3W1daBTz84ZiM9txz6ypvay8CBKj/2GNtyw4FPJQr6k5eBzS1PeTTY5sLL0z9pm3ACwS+t88P+mDMmERb0lSyVYBHfg3OLU2y4jSHaPujTfDzxs9/vm0Ab+jQttuQtMU2ATy/z7bQfLpFCh6+d1yXVnJeJp1m+99uMv02nnxyuwCPipPz8dmBwtLlR0v3vyZ98qVU/7I0achDesr5vc4/SHrm39IZj0puXPryU6mpjda1C/C20PeyjUOm/xoXE8fRRz9ANd1GgOeq/PlLdNYf7tRtd/5Ln+QlonBxikapmRY7QRuiYwxQMNHitzZJs9SvpdryeWEm6xutVlZZIpCASFNMtZgQB8Qr9T/eb3S++6T28hbY5MqyX6giAA1KGgrLqGC+do8vtu9R4YAEVCMmV0CAyNmeoXpboxZweEK/Nlg7yXvTzHfkcmOpqu3j621tVur+3Puxmgu62hJdkfU5WtY4weA019tRK72dbdJHNSKgAL+82e5+yvNGGwgw6WKa41xZcgszH2oa5uG+9dUGgIAW5kYS/nJ8VrgAUAAI4BSfREzVTPj45JG/jnMtqBohb6mjv0ZvsPPjOMABULRYu2ust0afeQcLEy2QtaBlotwljiltmBCBKtDyI+9IUypvjE+2wI2qYH9NndFHn7/gSK8k1LuGj3qpflYvRVdnq8rtr5LYEIULOynY0FUveWeYSZvzR8UrqBshvesoL7idgT3nDHCynbva0bTiE/Tj5s8tf+GM8CEqrR1sS3zRLwAL1x3wRj0lDyH9gELJCiWA0y+858yfEtUK+KfvUdSAIfoYEAOIeRAgehpw38lbbepgD6/B+gqQo7+IjD0kPkNd3GbzuQSw6Rt84FDG6Hvq5voBUlwjxi4QB0xzPCAd/89ekXobqyxdxzq9v4g+Z+ve8tDAOKStKIvAOA8oABqAiJkYEGec03ZAFdMtbaGNPKgwVgHFIyMf6TzvGYN91OqzvBdMNeT6Mt5REzu6kOSYSNofXMaNS0wWxcVbXRXJSDMGExB80aOHBHxsi8Kankx2Bx5otbO8WOqyTlt92E8+SdTdWooXwO6GG6S+fSWc35MKy1xlXPCcNvPXkWWHHRJ1plFjSexMPq8tKpv8jtRKvsQtqu+vf7X2rfv979tM57NF9bIxfdm//xbtxjJn5ALs0LLJGV9b+NskXyFL97WrvPJK4nwvuKBdm7d7IwIhHEfRo48WYNWe8j3Ai0grZ0tTHpZ+drhU/aR09KhrNMs5VFOfjmruE9LZ5PZ2pVnvSZVu60cBfFevXp15I677AQdk/r6jvsHFxHE0YyvdNWhGB//a/TNzVf71G3p3abUa1r+o3/36QQvO4Kb8tfsjfd5ysMqqB9skhvq1wNvLzGVEDY5Wnnqp3vLA9QnWap/oXIMZAAnzIWZXzLsoWkz2TO7kQmM//OSY5IGxHaNrdLA+t+1QQ1Bc6tXTJj/ggP2OiH1i2zKZMhkDRNe4d2un+CqbrJlwT/SmWpAGkLHM21XeCkfxooDcXEeNRT00XYepKDJMNeG+tjIFpj4gBpBd6+2gje4ooU5xPOrjfAEdFCMDPH2mvtEam5BRnACIl3W6nSuwCvCdp2dN+QI4UZtw2ieCEjWH8yUfn750dH/LlQbCqHBsC4Qs1J5mLl0Z39mOzXeLInvILU8AHuY+2gx85EZ3NBXyothj0ueOiqLDFKvPSqxcMc2RjnYUfzWg+IKA6tf2sjQhodWd5c12VFE/wNpN0AxQQ2TxotCecmc4WhaZYP0ARKIS4osX/qKzvlp+gC4IJ46/rGFXFVSMUGXzAOs7QByIBRS5LvQbyhXgh8oKDP/cfU2HxD8z0zjnhXpL36Ck+UEjABKR0cAbgMTyZPi1MXYw6RI0QT9yvdgPlZQ6GGuMOSAMYAK2aP9s7WfX8RnvPFuaDjgG2ABtxtWomo3qFas3CJuhQ1UcH6qr43dr9/BiG4uMXdRS1EEeSgBHTKpcaz6nPiAPd4E9tcjAn2sJzJO8mnHE2Odc2PbH3ufqGWm0FC0ov/jr8T37d3TpsDQp+G2RbGrZso5uYqK+r76SdtpJ6tOn9fq/+EI655wtSvNhFRKZiS/bbru1Xv+XX34PwFrfQRJmNiaQU05JvykBJIMHS+vXJ9r+8MPpt0v3KfXy15HF98HDlypTAeTnzs307Xc/v+wyacAA2QKm3/1m6/4HCHPOt922dftn2ssP5OnWLdMW/7nPr7wyAZo33bTtjomZsFevzONya49M1DSR3T/6UbtrSAd4950nXXiZdOYlklshXd/3E13oPK8zLq5T/jdZWG45T7r0YunCB2XuYu0+WOqG/nVPk6w5ddMf/P8jjpAbCOjLP/95q6vq4F+7346Y1n44VfNrXSm2XP+88C+aGUmYaN1aR3nNo1VV19/WJSX6tMAdaWZJJlpUlnHKNT+1vb35mlQ/y8xZqCRMtr2jdZoZO0j/E/+NmeFQUJiI8WtjggZUmOiZOFG/AA7ACkCr0ABTYYArf7F4AAjAYx9UIqBo+/g6g0V82KjbNyVXhfvJXeDIW+wo/kFAkWk5poytjo4zsyxwxv6Y8Vjrlcm9MtpfeS2jzWyMqpercQabtIl2mCLlJlK1MLGjWLE/EIhCxD6ACFGqnAP/Bz5IuQIQYyKc3bifJTL+n8bfGGSwH5M/54QpHADGdxDwBRZWN45TrDzL9gUGUJVoyzJ3gn12S+gW6XVHkfIcecWO3BDRU450nCPvZccgt7q6r+Z6+6hpfncLsiipHWKQghJa6I0wYF7dspMaintqvjtRhbHh1v452tfaUrWon75Ye5Buidxin2P2rqnsK2+Ro6+r97frRt8DcqhrgBFAjCkWiMGs75uWgXegmP75hZ43ZRgwRM1i3AxQhYEhyhjAR2ADYwWIRJ1DxQPKOQ5KGXBEv6LKcU18dY5rw8ocpMH5MH6UVO3oBu92Gytcd645gRXDI0UGicBsY2MPuw6ogYxFooWf19lmgkWJ9NVn3y+VlTIAWhTcXSIrrD7OgTGKryTXj2vFuGe8odyNiuTrj949Vj/qHu1nDHR06TDAQ3nCTItatS3Kxx9L+MgwcWRSkFxX2nnnhLP0fvvJFs9sb1uYlPC9am1ZtccfT2RspR1p1K2Mh8I0OXCgdOSR6TdhmTF/MkRVOf749NulfspaUUBpa32CgkIAzCWXpO6d+f+AOpCTSY0ldceQIYlt8Btsq5DahvPbFKGccXMgnmCatgrwQyBEaybvtupI931TU0IlJqKyNbhNt29Hf4aiu88+0m9+09E1f1sfvpHkrzz44G8/64h377yT+B12tNrOAx5gv2pVR7Ty2zrqWUPSkVCut3XZf3+V9++vr1G1t7JsI8BzVf7BrfrN7ybrrut/qyufWLY5yIL1S5fGd9V6d4xK3cGKNueoOtrX1AvUCcxrKDSoKJjg9qucs1m1wUTHKgfLmifo/fCxpjYBPPgmsR+mLOAIGMBPDTMVTu5MqHhVFWuogRaggLkV1Y7F3TH/MmkWREaYIneQO9Mc6FHnUGeYbEmEG30n20yOmudIf3fkTnYsHxsTe5GG2b6AB/8HAkgwvNLdWZFQtlB8+HxjfJTecX9iflaoPgQEoM68rlMMWgA52gIwcEygArWG/Hpz3H2VHx9pJjzahaoEyL3RdJL0pqNn6s8zePzCm2R9AGAAdShPq2I76X33GIO93MZxilZkG1TjN/iO9xNTG+kfAOGh2kvl/cmR97WjtdMdrVyaIz35TRj+SY68hx15GxxFmnJU5A1Tywdd5L3rqDA83OCT813nbW9AWpnfXw1rehhkomTO8/ZRvjfSzLXBiq56Pnq2wRHXLK9xtNzqRF69osLhdm0ZD4wDoHGZN8H6kM+AX1KUcF3xg+OPvIOodgAWSho58tZ7YwyECJxBDcS8OTa6VgMKKq1PUXaBZQD6Xfc45cdHGUCyP9dmlneg5nsT9ZgusroBxuZgF+XGx2lucB9pkaNfx560scu1rfV6WwDEse57BqH0e258R1M0ATgUZgJdUAuByV2DS3VA9Esbt5wL1xjVl1eu+R7uImsPY5jxAGwCpqi6vurMMXjwAR5Rc+kvxgTuCB1d7v373/UukaOYz9ozuWZqAJDxi18QEZBpi/SfA2WbCmaUdDnW7GvSCvz85wkAI/t+ugKkka4F+MKZGXNre4ETfyTSMGAGFguql353ea7q6oSiwuTCpLglqww89pg0caK0777fbzVtRTHz1TByzA0a9J30GCQQtqW9CgoSCX79RUBpE/nqgMd0a9ViNkSh4fhMtiTPbavQHtKuAMpp1FjW53WvuEK69lrpT39KpK1hn9bKCSck4O6oozJv9fzzCXg+sR0PMYzXo49W0zHHaPNKKplrllBoWCsWeKbPmNDpb78f/X1JzouSCjyuXet/2uYr6+Hm4XdG/emuQ5s1pNkAXy1M+qz1RUn6naTZevNHkZYWFTBO2lMwdaMq417RWuGciASnv8jp2FZ56SXppJPkdeqkktby+JE+h99pmryKaQ9B+h4ewlDpKUA4Dw9HHCH5OSsZi2n6CheHjOswswpP586tWwdIzcOyHMlRzQST8OC5JWXXXXX/+ed3fKLjLWlDa9vGmipVXtOyeROCLPSCoxXhXVTn9lK8JSA1OiptGmJwA9iY6U2vGahdqQcMSFCgmPCYdDGfLm+aoFlNBwo1CNMW6gjKHRM/gIWpi0kRWGHCw7F/pXa21RTYHqVnpbuLKtXf/OXwyUMNaW7qotnej0xdIW0KagrwAXyxf9VxjirPdqSXHGkPR6E/djaoQSUDjkiWjJ9brna0esujg7TW3UFa5eh19xRTiZrjXW0d0//RhWbGBO5ujt+qhlAPFbgjTCFC3QPsUKYwdb7gnq386CgVNQxTS3UXAw624fyAhUfCl8j9PKAvGicZ+JBjEJMmiiR9RuBHbXVvLQ+NN2BdXjNe4YJO5ovINl+wjFidYxHOKFlvFp9oaWCabgrozxc5uvmGgF03XfyNiecvjpmDtcCR25LIgadpjsrrBtm1WK2dVKM+BnXhrzopsjBHBfGRqoz1V37dSIVqO6vQG65oONvULxREwGxj7Whpg2Om4YqNA+z8uaaADNG8Xr6jp2O/NFgFjvAt/Er7m8mX64tiR2AFAIi/Inn/CBShnwB4HgBQBAcFyzWiqtBM8Ch4+L6hCL4fOVZ1zb3tocD3g8wLjlZLvLONAxRf6oo2ZauidoDyykdL8x1dEXvAYBTVjW2pDzM6/noE+xBUxPhg3GFGxsRLe7k+gBnQSb20H1Btqeli6iAgx/eMbcYw58x4x6QOKAKbjBFeGQeAnsG6fmIgyO+g9RLRnH/+UTc/+LAefvTf+mTqo3p8XovKZzyke6esUd3qN/TAvQ/r8Yfv1r2v59qyhXf99a8q58bJ31VXfb96VkkAOFB1ABEm9cqUBcRJEoqSBITl5CQmcxSI1KhRJtaZMxMAxnv8UQDDM86Q5szRW1OnakGmRKaYk/AVAgAyQSQg8eCDiXNgUn/kkQQQEnWZ5qZvGzJ5cfN+7jnp9NMT7Wlp0feCLDAH+r5KrLqOupIJbJh4gGUmfd7fcYdNeGnzq334YcL0nNzzmGiTVDyLos3PT2zHcZmQ8Reif5nwUDbwIUwtxx337SoXd92VmExTt0n9P+1FwUJtpF9SyiOTJ8tFreW+T0AN6iCri7Q28QPOmKkB0XRRoRyTwIZZsxJwxbVorXCd/vQn1fXpozjAzaobREFnuh6MF6Cc/gCIScrNeEWFTG43Dw7AHYmeiaa+++7EdWPcA7WPPioBgXyflDMt9NFHaurZM3Fd9t8/s/LJOQHZtIXI1UWLJCC8rCyxWGvyOfPboB9oL7BNe3l/zz3fthlwpx1AK2X5crs2EWAFVwNUIsz+mQrf/+UvCbghyCddQdVE1eZBAfAnoOekk3gCSrd14jP66eKLFR09WtWMT65vamHFEMz2/PYJbmiPEkwbgLnXX0/8nn/604RLA9eJ3wT3KvqN9/4KIPxubrxRjZMmaQ3f3XdfApr5PfgFmOcBiHsX9zLGNQ8cpDLh/5wrbcU1ACsFAM3vA3cR7o1JY8GvMuPr6NG687e//e8FvNSGG+C96ujjliMVbOimSHW2mtd3VcGGkaY0AWioEKhyTIhMkJghUV8wIzKhH+19oGWxCVoT3dEiWlG8UFxQYlA4UO+og4nzDL1sk+3L3hlqjHQ3oAOaUGRQxzZoOzMXMnkviu+hxlB3zfQOMl8nJuYyDUqAkneIqmL99NY4R49nO4qe60ijHTVc29PMZigumJqZvJmkC90Rpm4BiQvcvaQSR4+4l5iCFw52sgmfyXme9rbzui72N4WWd1ZDY0+VuwNtsufcUQ5RHj9qOUrN+V1VVdVfVZX9Deo4RwAIUxx9ENrYSbMiB2qZJpgqCXDwZ+a6yIlmci0rG2TRvfOCeyu+PmBtp0+XuLsL03m9epl69EL+6XqYtTAHOLp5b0d/+aUjXeXI/ZEj72RHes2R3ncUCndW/F9Z0tOO1ge3N8gAvEo0xAA3OLObgL9YXZaisWw1lfaQt87RanecVOvoZfd0AyFM4AA0vo3RjdkqbRhiJlLMsZglMQdroaN3Y8fZuWKOZXuAByAFmIAeTKnAEv2xPD5eXqljfYSJk8hUoB9TPv6LvKd/ASFg6m3veJXEh6hfQ5WNI46xOrKTGuI9DPAwiQJa4ZpOKo0O1oaqMdJaR2+7P7VryMMAqi2q4MV61B4ygDJMsnzOmAbGaBsAinLMgwVQRnQ2CiRjLr4moEUte5ipGZgDPnnIoJ3kWsTPjmuP4kff8JuhbSh8PIjQDkCS8d96iWjm3TfpqdnzNX9hrgo+/Ltuuus2XfvgfDWoWR/fc48+tyDXiEryi02B//3vfy/WyjzloINU2bmzLvNNhRwIRYxJmWSrmOtwUkalQ+XgxukXJlhuvhQCBG65JQGCTNpMeIDOp58mboh8hokTKMFkRz1//7s0cqSiPXpoMdulFtRFTChXXy3hQM7xeepOLkz01J1qvuUccJoH9pILZlFu6sAKEwL10x7MNLm53wU8lAtgwDcNAY8ocr///fdVTyDDTxkDKFEvf0QqpvMfBDZSoYfJiXO8/35TmwC8aiYvJkLqZzJGJaFewBzYw7yZXFDf+M7vDyYlzjWT8kh/Mqmde640bFgimjfN6gyzjzpKkV/96tsjAbJcz1s3+YdSPxMuBbjw/fkYA1w7xlPy2GE7roUPtCtWJKCVnGTkuwMATj75u4D+k59Ib7+tRRMnymOCBWgALACf82WCxiRNn3GtACRfeQGEp05N1AdoJaua9BkK8JtvJo559NESIMB1v+Ya6ayzEpDDJM95cT7Tpsnr21evoipyLB6AgBoeSFKBk4cMjkm/8jvi2gNPqMaM3WRo4vxnzEjAG/6hPBDRh3zOb4p+8s8ZdwT6evBg1T/yiJ6gzfiKAiSAiX/uyas10Ednnplo56bfnz08pSZW5sGG8+Y3wPm1tCTAcccdpXvvNXiyfufBzS880Fx/vfLnzlUBvxMi0/0VamgDEaSMTQCWPgEyOX/uL6l95tfJdgDmH/6Q6GP24fcAoLMPD1+YmlE9uW5AJteN8z/5ZJVedZXWA/j4gxKZzLjxV5OgbTyojBwpAfmMZ/qZczz11MTDHH1JG7g/cL3oY5RH7nfsx8NthrajHB5++OH215SdrUN2201/of1bWbaRiTZ9awzw3nb0VeQA8++qqe+ritKBKs8dZOZSJmcmO38SZMLG1wzlBShjQkfxWuuOVV7TdjbJo3xgrsQRnsmUSQ4FhokRRQcIIjdddaivgQfqHmoHUMfyYgAJE25tfR9FmrNtkmUSZcJtjnWx/G6Y+txIQG+NdjTZcfREL0dPdXa0anJ/888D6vDNAi5RzFZ6uxjgYSYDGMPBzrre+6v5YtVE+9hEzTnmh0dqlnuggUZwQzc113ZVvDlgygzmV/ytUARnNh6klvwuKmkeqvXh7W0yx8yM2gnEAa0LYnslfMN0lJmX+QxVEnh5xL1YsWlZyq8caareJ5HD5RYFDIjI5TbFO1nVLX0NaDne3/Kv0gOOo9sdRz/r5OjEfo5eHuZoWldH9Yc5lvpEDzhqdHso8nyO9G9Hi2J7GtzQ/4XucG1wt1N5/sAEDJY6Csc7KVTfWSpwNDu6n5qD3bQivov1H+eBOTzSkq26SC+7rgAYeQ4f8y5SvCRL3jLHzOqYnLle+BSyDxBFkmQiiwEhri++h7O9/VQf62VKHWMAAERVA7QANYAPUGK8YdblUYDkyYdGPrWxyLWkbxd7u5viS38TGFHb2EclTUNUW9NHqnH0oUtq4yPt4YO6aAcPG7QRCMMkC4QyTjGd8kobMOmi7DEOgDOOlxcfrfjKgIpzh9lDBnX5Ebuc11zta+fBAwUqNIDI2AfyUHI5f64fpnmgufUS0cy7rtejn36uz79Yog3v36pL/jlFD93yqBYEm/TuXfdpTrhei6c+phuvul/zv3Hhuv322zV58mRLd1R/9dVqYoKn8ETNTTediZObG/no/BsaE3Y63zVusDztAyI8+aMIsVwVN3ZfyfNPyHVVcuCBqmQyR9Vicqd+1DJghzr83FFMSEDbW28lzDUcB/hjEk5XUIaAK0CCggKJGsIkyAQBFFA/5iKUm2ee+S7goRhww08uqCZMXDzJo3L4hfYyiaP0UDeTMnUz4bDiOhOrX5jQmOj8fvQ/5xXIYELq2VPvXHWVQvR3qrJFvfzRZ0wwfqE+IMgHLf9zTFv0G+BD+yhcZyab7bZLTJh+nfQZMOab2Jjg8/LU0r27GlMhADgEClEUAWHgh2PRLqAZpcWHC46Ffx/Jj7l+XFMAhevtF64H14pzpk76k239sglob7vttkSaFMCDvgZYUJoBMM4fgKIOTPXp+hhfPmDEL0Ay8NRa4XqiFhLdijI5ZIhCn32mu/hN+IWxDTCgNCa7PQAJjKPktgDzgAL+hDwY+QUwAiBTC5DBsbhOnCP/R9VlHN111/dXsgC46S/GDvtgauVaYG7k//4yZfQ5wMZvjb5nPKHwcV3TqWss+0UbL7pIIiKUBzbG1bx5CbP9vfdqw4YNeg71nN8r9TIWeIDkN5N6bmzH2OR3idn1xhsT/eH3Ff0IWGFaB6C5rqkPCn5f0QYAbvx4Cb9ZyaJ5pyT/Rjg+8Mf1ZKxyLQFDftOAI2OKY/IQB5DSzxTAOtUsO3164mGRhxGUSb/wG/rzn+X+4hdqvOACVT3yiLxvEkBfcemleokHtK0s/3HAcwsCKmkZKq/cUWHDcK2r216l5UMMPAA8fKtQZFDwgAVUDCY3YGWtxppP0urYTmbKQgXBvAfQMfkCgEyYwBuAx358j/pXGR6giuhAgyK2ZxIGxlBN3o4fb+Y8kvUCPJjZUPgam3uooayH+b41h7pq6nYB3frNQPf/3vvrQANIixjVHuYHhdM+ky0KEyodgQgLvb3MrxDF6GvvR6b0ASpFTcNUFh5s/oIr3PGqCA1UKNLJ4AUzHyZE2jHdO0wbo6O10N1TL3pnmg8eCh8TOlCBCgRMfuIlfPZ8kEHdwzxJfwRXdFN+00iLqv3YPUJuZcBUHkCW7x/0Eisz8P6x/F/rkU3neYjj6NBN7//GmoF7ONITib/i6DA1PN9T3heO3vWOMyWV67c6vpPB2JzgvtIMx+AU37LS2GA1VXXXNO8EVTf31bqW7U2FAri5TpXx/raEHcrmSd4b2tHL1UvuGWbi3lg3ymCJc+LcaTd/jBFgBz86IInvACPquFPXGsSicAFovpkTyOJaAFZcIx4gUH8BP66fXy9giHLGfowhxlQw2tXgcUPLdmpo7qG3vZ9qZWgX1QV7W6AHcIlqSh0cE4ijDiCMh5SbN6mMXP88jTYYYzx+6R2geEFA3geOQs8mTL14F6JOf+odqoZQT/PfpO/muXtbe/G7w/8UmGfs00aAEvPv7bqhjVtCRDPvuFQ3PvK4Hn/8Kb33/N9135cRRVY/o5vunamCOU/rjrse1VNPPqjJ97ypDXHuzXfqHsw+FCZqnkZ5asX3J3nyS2yR+JebHTd0noB5ovefgJO38d9zk8Q3qR1+QbPuuEMhQIOJh4mFiYuJgRslk6B/s6duJmMUOG76TOrcrDMtds/2wBznhiKB/9ill/otTLxyEwdcmBDHjNEHkycr11cUmJSSAcTfE6jAL5AJ55lnEu3j6d8HSX87VB0mEsxmTKIoKoAeykhb5p2PP5ablaUY5+qbnfx6gUkc2jGtUw/XgsLkxfY+VPnb8/raawmIBd6YwOlfoB4fNQpQ6Dv2A2NMkkzM3btbX3968smqR01KLUxsmMAABupiskYZTTXPMXHSbiZgtgGCLr88MaGm1un/H2UR/0XghL6jLWvWaDPg+dvxyhimT+hfFDHUxpUrk7f49j0gABgBK2xD24Hq9hSAlzH08MNKBnb33gAAIABJREFUmwePawX8YPLF1AfA0Ne+OTX1GFwzHkJ4UKFdjOd0YOXvx3d+XTywAB2u+33Ao79RR/lNoWQyFongBLLItZf8cELdKN6MYUAHYOG311bhdwksYz5FJeZYH39sgMc6yla4FpilMSv7sJSuXhRW1HZgmN8LaidjCGjm3tDewnkCiZvuGWnz4FE3ajsmfPoIUGMMb4H/5ebmMN44JuOaeyO+jSj4PORw3txLUVwdR9ddd93/LRMt/lnVkX5SPY75I7QqupMWxfYwkGGyxgyF+gHsocwwYTMxooagtjHpFYWHK1TTyVQTJm+UPlJOYJ7EpwxgICADSGSiAzpQ65hsgT5MWGzDBMxk+FzsHCnX0WfuwQaITOwoLCWhIapr7GX54TALfzUhW3/ZBDtA3ju39jdQRDFZofH2HsURRWqJdjO1BtjjvGg3fmAcD+UJiK2IDFBVrL/5fXF+mEsbW7rbK5AGnHEOQAMQyTaAARACoABjqFCAKgmYWbqLSFGgmMAEIoSBDc53avxn2hgZbf1Df+ADRzsBJpROokbxIaStU0pO0jvdEiCbCnh1+35j6vnXNz6IbzrmX1g3s7caVvWw64dCRR8D3pg4p0cPk5sbUH5spF0b+pR2AuGkUqEvaC/HRo1CmeIa0r6TvSmWrw7Ai88J6NOCw+x7zhd/TF4ZJ0Ad70khwrGBc3zSUFQZF0AcY4AxxLXAlM45o9IyFlDTUErZjnrpd64NpnHGCADNOOF7ACoc6WTfLY3uqlhDlm51b9ba5rHmv8fDAW1g7LLCCP3LOXL9qIu+Jek1fcMxeGABHoHbr+M/kjY6ir6VrejkbINvTNQEZxC0okJHG8JjDO7KIoNMuUOl43zpT46DPyO/EVwPGBs/uMRb1NT8raP0dwCPypm48J9j8k8HCH4DuClyIyfxMIpMByQgtkTHTHRMOigKPFH7qp1/3ORXtgH8UHeSTW3J2yS/Z5LBxIJKkClClPPH38pxFGFyZuJCqWhtUkKdA1ZwjAeIMvUbIAGoMNFjbkItSp1gk9u76f0Hl1+ustbOD6DhWgBUAA5gweTdWgGQUccw/2UqnDMwBuhhuorF1K5Ex0yqqCUoXZkKvo+0tT2FdgDl9DFAxrkGg+kBrz31JW8D2BP8gYsBpl6gZgtLWsCjDvoB1Rog5VoztlsrPGjhz8jviXNkfG9hSZvoGPhAMULp5hxpS2vwuIXH/N7mtNvzvgt439uoHR8QOMG6wH5/AI9bWdICHtcH1wL6uqPWuOaBFt9KriPKZXIB8g888P8e4FmwQks/aWXCMX+Ru4dFomJ2ZdKvVW9TxZj0mbTwW0KhAKIAECbg+paectcGLK0H3wMx5BJb7Y3Tcm+CqTJM+PgjMemRbJg/VB3MqUzqwAGTN5+9Ej1Nynf0a/cJ/dn9iwEPihhpQxpiPfSsd67tU3dWZ73cydHtAcdA75MbBxkoEG253BtvChAm0Wfdc7Uuvr1NskzgwBYecShAxeGhBhhAHqbfhd6epkVhxgNsKpv72yRNG4FXIIS2PuJdbKZUtiHoBPgDbIBg6i/1Bps5EXUKtQgQpG6ghr58zv2FytxB1pcoXgXeCMtHt8rbabOSBRhw3htqtlP98Y7uz3F0Q8DRDd8MaoD2KSaywx3pHkcNeT21PjJGjfN6qLxqoLUB0OS8iE7mvOnb5pauai5MqF6osASL8B2KE9fCj5xGxeJ8gB/OB4V159gqu/7Rr7O1ZMPumuPta2ZO0umgvHEeQBXHRM0EaHkguMR7WHXR3gZUjCEgCZUTczmRvxwD6PvYO0Lz3b3NXIs5FgUPYKJPATCADLBGRaM/OR6AhyJHPkfSpLwSP03kGGyOdlGRN9zGGaD7nnes/uZdZ9G8RClzfECPMcxDDP3O9ec8ALRF4T0kciw+H1Ds9CxrEwEmQHFdZW/zQayr6G0qbnF06OZoYXIKAsacJ9C60SNaeW9rc/L9oiPeM2E/6AcmbGmFwBUTJJMi/mI/sJCkdYuT6G7pMbmpA3FtlOC6dYqidqEuob61VVBdMBFnivBN3h8AZLJtZyGyOIZa2FpB5UApwFTORNhR0Zwpx6yrq+v45MIpx2j1v1w/lFVh7a9tXxRtqxVu+hKliome672FxXVd0S8ZCxDf2gNC6o5AQrJJOvX7Vv5PRG9ahdXfZyug0d91S19JAJ0xQXd7K8OlA1MsZtQPPmjvXt/bjvsK95e0heuequin3bBjPvw/p+Ch4LREukhLHYXWdpa+cLSxeLSZNAlqAEL2jC80EEGNAO74w5QKADKRh1Z0sZUUKioTa76iVgAxRfXDVBkaIIIbAIZp+pkpO9Ut/cyE1hDtaRMskyrKD+oQUPhq86nSckc/9d42uAOsClpGaEPlGK1zt9cX8UkGJZHrcqRjHOkQR3PGOsq9daBBXHHNUBU0jTQYAzjXV22v8jmDTMHDvPZI/GL9Vo8ZJNY39ja1C8ABQIEK2k76FFJyNNb2MMDjnAEiQAP1qCG/p6o39jN1jOS8RFg+7f3S0rBwLs3hrjaxf2sWPEsrYrtYXbSJwAYCOFAygexV2ll54dEWxdwY7m4pQapj/ayPg8Fu0oOOdJ8jneqovIuj93o4Cg51pD+zHqGjkrxE1HBtYW+FKzoZnGEynKJTrI0oj8BMpDJHzXUJX0bAaLXGWb8AtChiXF1Wc6CNLNOFMgmQAUP4zQFVdet6qaRsqPLc0bYdwAXYAO2A7RpvrPnLVbr9DQD/FrlOwUi3/6+9MwGzorr2/Tqn6UkGEUUwYMARI9cxyVPjkFxN4r0a4zPmmrxwNdE4xOcUEBVo6ShEDAEEwQRQQ54RvQaiTA9tEUW92Mw089STPdPzdOZTdX63166GPtoDdNNKe2+d7+vv7D5VtWvVf+9a9a81bUOYCxhqLGQqm8blabKM9qmrdpQETqOxMtUco0RRz61WN3Vz6guF/il5VOKqxFeJVLi+l/lNVylRq++e0LlkxS4kXN2LitAA44LW8fTZmhRzErVV/TgQPMuMpfahll0tqROoTSZYnmjmlVpuNT6S5YL9stA43GNkUUugWhz9+Skm7tG3MZWP7CtNoofG3r1ijaIyfJKxiirWW7iY+kBvCiNDjOW3e1RMSy/dVgevpUu3dbwQUPKjrqxOkMfjJWqPPK++sLRnfe2RArtCdQsCGj6iY/8lfb5yBK+gYSiR6gQTV6XkjgeE/DWnGwL3KUOpiZzIjyJL2VtxDlmNF5gHa15oGKXWqcZ1qVaVYGYSLBECBcn8JfZLXrTvMsthNRT0pj7Qh7pAX16zfmb61GxCteZUV/XHyvawN3SusTDpw3uD9U0KIkPYWnkhbBAetacaYrgkchMNn/QmsDrJJAuUR042pMV62GNWc+DnzrJdFX8eYCww9dv7kFN2hon5Ustb7sbhVC/tb0jPvuA55Fedji5jpe7j2k/7GeKj7UMxY2rJUkvXDut8Gvb3Zn/t2YawKKFQQqxB/P4NKdTt7WdKqagLWV3Sa+3L8delkBm4jMaqEwyhUYKn7uQ19jU0hlJNPJ9a1DTeS/vKjQzDX5uCryGVuvK+kC3YpcKn9lDKgqeSFbmAhi194FmHyHFbU8bs/xL4rkNsGSfwghDN9Jq4sb3Rc/BXpqBxfeoaVUtVldXfkCFdwi1UkkioJtFYmNQ1qoRFyZ9anNTSqG7UM2MHjEVNXcma/KDkT0mPknS19u2qO4/9gbMpsQfz/61/MQTx48h3CPiTKQ+dTEX4ZN6yf4w/mGzI8yzfg9QV9TWu1JpIP1bFrjNkUmMYg7VJ/N2+1Vg7KRNTmkVr5unLgxJOfVnQbGhNVtBvJXhKTNUypmQ7EvYay+TGwKWwTjhQfybrG75tsl/DxQnEtgiLwj/BrvHAfwpsFA4WDTSWRiWOGpunJFuzyCPFvVgY+z/Ggh16LxH+JATvFTad4jGyaFygZiQHC5PMUnGBzCTetn5IJDvBkNLc2mH4alMpCznZ3voSVF/Tm6r6/kbW7tZBLsHrbkTd/lwEXARcBNpH4CtH8HQJLH3wRdd5nQzLHwg1q/oZMlbAEALhJGb5HyT2dyG2UQwhiBZ6sfK8VOacZCw7vg9TnWOXilnmbLn/RljftLzPdsHa6SG2TPik8nKC/kSeij1pXGdFodPgPSH6QQLVlf1NGY+d0fMprz+FA1VnmUzQ560HjLusLtgHnhfC72oR5pOwyrz4ilOJ/bSpTptmkWo9uFsE3/OpfGBfY2LEKvMHGDeeEoOqN/sTmZlgCEJkjxdru9esvFFRM8CU/NgRHWmsaEoyleQomVFSpKU97Dc8BPckGUKw3LqB2sa+VDQOwH7bQ+SdBNQ9V2AN4Ybgcupq+phabOGSBPPQVwKl5O9A3pnsKD6f2AExMmhcm1rOlKAU5w02WGlduWiB11hCo+u9hjg2VqRSVjzQWOi4RxczF966Slh6fVNFcCV6P3F+UyKi45hnDUPHzM4XU+dOLW97qs8lsjTBEKb6uj7EipysWXV7auarZjMrcVXXo5JBdZOPir1iLHOaUKKkRr8rAiebpBElwSaGL3Y+jQUnkFN7hrHAlVUMNLXxGqp7U1k+gGWBG831ag3Ct2puNkWa6/x9idZ42WGPNORbVxZRwvVh8CpDaDWujVVirLX+0hQzB9W6WxXqb/BQF7OSJh1jX1WKsehF8zzsjoxgU+kl8KqwM3A+W7MuxH5OiOU1BSf/h/B+6XdhZfPqHyuFwO5kg/++0DnG7asu4tyGYVAq7LK+wX7rLFNqhj8IhbcJGad4zYuDsczuT8Fa44U/C9ZyD6X+U7He9xh3dENZbzRpya4TimsGG9evtcODtclrXmTaVxtd26IJFuqm7QkfXXNVC+n2hM+6deso0/pkPeCzZs0a447sAaKQkZFhkgp6giwas6nu0eP9CYfDrFy58niLYc6v7vzVmizQAz4VFRWs1eSmHvDRah9HvUbvFyzvV4/g/VFgghDTpa/USnShYOuqEHkeqsL9CZQms7X6IkgT7LeEnOoziG0SGC/YL3iMu7bhhd6OC3GxGCvW6zW3Yb8kBJcmG6KmrsXdW84jmuPlBes3NOamEpsn6ANUt8UyhMb9qZT4B1F7oB9Fb50G1wmb6y4xLq/YJw6ZCWYkmUQI3ncSC8p7C8VnNtXAW9C8qsMMYb//LHhTOLhqoMmorA31pfHVE4jdIdh6Lq0Zt0DYWnkRkTUJ1Bf0Ni47JSJqXXrTutkUGFbr2lrrcmPF8X2QynvWP7PQ+jl2voeKdScbV2lsjhgSE1sh/LxyIbFVusaiEPu9YH8sxkKohLF85Sk0ZpwAHwm7K0YYsqWxe2oZ25l7PrzblHk4X4gtFWLThdj9QtWOk4itdOSN3SbENFv2ViF9pPDUiCZSfp3AE83k9k2BTKHO19esvNBgnUDY14ucyHDsHA+xXwpllQOpqT+R6O4Ek0lsSG1kBPYu4UDdmYaYVPv7Ny2i9j0Ta6ju6qjfyzL7RuMS1/1yqoez3voWsfWCnS1Gvoqsk8mIft9YypRQWZs8Zrm0rSUXGSzqc3qztugKs7SallbRlVNKfIP4a/R2LLWqvSRkHbyQHcHznWzg25tq+20TYi8L/oUpLAvfSOwDIbZBsIs9piD3quC1BNYnG6uq/YaQUz6cDfu/aebkR41Xkv3OGfB/BdIdXD/49LvEdP4udmoGRgoTyAkMp6q8v5lP9TV9zDkVw1pfX5PBraVmGC3suFZ4f7DwTuQHrPFdTeyvAnO1dIaYeaaEOTZTDHGOrRZqcvsRaEgmcCCZAzVnmm38Tkw2bnfrnlZJFt19gk70Z5Is2it03Il+umPXVoWOu6PTLvZhCh23lxTSxT67ethRJVl0tfNOHtdmFm0n++iO3dtNsuiOzjvZR5tJFp3so7t21zIph7Nou6vTLvbTZpJFF/s61sO+egRvqkOOeFRgStPDa5DzYNOHWHneQOwSD769qcZCFpmcwM7ab5hiuf4fC1V3eVlg30EgPQUeEkNU1E25uux7xB4Ryr4lRMcIkcuEvAVfx9riZYF1B3UL+8JEgcsEHhd4RIgtEfw7U4g+5yX0WiKMEAoLhlBX0QemCpHThYb0VA6EznLkHCW8nSxsOL+ZKCrhmSRkN55B8Hqh7q4kyuoGYm3xEMhINtau6I1C7BYhcouwJ3MEsfsE62MPJbWDqS/qg7XLQ+XBAeTVDWN17J/5IHSNQxQmC7XVfVkSvQlrg9fJWr1U4JsCvxH4lXBP3jzTtvUc3xOC65IMAVHrl/+lFHhY4PdCwe4hJuZLXYNq4dtzYIRTx26CEL5eCAwRipKFiBIItcz9RYhcKxQkNZGcfxXStdDx0GbL5V0C0x3rna801VhLq6pPIhhIgjyhbmdfgx3fEfzbUvBXNaV+b3NWKgkUJ6NER7Nvy4tPNpY0Jc65keEmrjI3NIxYgxA6mMjBwoGOHNsTCNSmwD8E/i6mb//rKazxX23ITuPOVGNpDb6SxKd5Q+HfhLrMPmzJvwit02eI+HyhrqAvm2svNuv1qvV1z6ZzqWroD3cK1jVa36mJPF0gWDd7+KT6Mue4JWJW7/CFUlhf8y2ic7wsjf4Ie4qH+q29qdg5AK4XsqovoGjRaaDjc5sQfDuJRZW3OvNTLZ+acaz9rxKstzxE8hIc6/MzzvwNl/cCfaFQ7H8tZH9TWDNSWFf2bd6tvA7u1WDupkzAsXL4pYb7m1zma8S8BCnJDTUkOn0ua3IJ3+AQc0MYj1W7fO54l+B9DpDmf12C1zYuLsFrjYtL8Fpjor+4BK9tXL56BO9pgfO0UKjAz4RoikNQuFYo3zIQe4uHcF4vGCVYd3koznFcq7lXCFv+TVhlXUvo8UQTu6erP2iw/LrSbxMbJawVoWyEsC9BKHnyROwCYUv4IoKPJhH5gVCWIliaBTqqecktta79UohOEcp6C8E9yUTXJxjZKvsJJT9OYk/wXNCVHIYKMzzCarVsjW4miw8LexrOJf9SoeAqwc4VrCVe/NtT4GqhpI9Qp/KcItTP6eOQgAVC5fYBRBYlGNIZXZNAbIFQn9HHrLEbPFcr2Qt1OX15zf6ZiXVTK11eP6H0nwRU/kuEZ3Y/gX2hUPl1ITBcCH2caFyfmrwRfcoLNzrWtoKNQ9AYQk0wKLUGszvvPIcM/FTYPUTI8QgZItRM8jqu54cF3xBhqWbMfktIP0N46lSBH4shRLwmJgO6yHca9lohsi+BaLnXcUnOckgKQ4TIR158oVTjDg6X9CL2D8HK95rYSU0YUXe5kjB/tuMaDVUkYh90iBDvNMX4/VCw0pr/VyvWr5r//ijsqnRIf93GPobkWmkeCtcNwR4plC47lS0HLsLECqpV7RYhuDKJfWVnGwsfNwnbM0fSsOsEE0/ZMEyMq7V+mBC4TCjdPMi8ACjRVWtvJDeBwoNDDFlWq5p9n4fIuwn416TA2UJ57slUvtlUSPcSgWFCdEICBUWnO0R9pBCcldRUOqKZwOn1ZDoWbHX1W/M9NFSe4BDu3zpz6uBAIXOAsGnzpXxSfrlxk6s1mx81k+vxjjXVFJi+WoyLPnrA64zNo4L/LMF3kWPZbVtldP1Xl+C1jZ1L8NrGxSV4rXFxCV5rTPQXl+C1jctXj+A90mSN+UbTg06zUa8TDiYKltZWGyGEdic6i9m/LtReLviuEFMORV2Nay8QMm5wCFtoeqIhWVaBl+3WSDYWX4r1v4U3RMjv5RC9mt8Isb3C7poR2JcI5V8TDkiTK26oEFGr4U2ORYibhfDjwn7dpvGBGxwryL5ThfzLvRQ2fs0QPKuvME2E99Tic5tgDxdilwof136H3WoxVPKV2fT7/xMnKP56IS9JOHi6sDVBsCZ68J3ouJojGxKwf9rkph7uEEz+RYg9ICazsqK/UD9U8GWmkh04k9gbjsVxy4nOMmkf9xIi/YTl227AHijUDRYaBwn+zSloTKHWoAs/2QsuFvh3Ye/ac/CHkgkFE4mEvOToElvvCLFrhB0eYXei8J5HaLi7KeHgdsdaVD9S+LMI/ouF9AHNBO8Bh3gagqKu0T1eYq+LiXeM7Wl2t2vc3s1C7GuCtVaoC/aFnCbSVyTwNzE18awdXuN2Nm7v0WKIX3Svl8hBr6mHGH6rFzwn7EkQCkc6ViqTjKNJHtdqDSKhtG4QsY+E6pz+8IumGlDjhNIPBlEwWNj/xjA+yrnSsdj+axN5O0sI/iWRvSXnYCxf1wgHVp1J+JNexgIXOF1QWYqGC1VnCHVv9sUk0Wj4gLpGdwmVO04ylssXA3dh3e2hYUVvfOtSDOkPbkiieJXj4kfd91c1EbV3xCF4pwvRaQnGMqdLvelLjb1TiH1XiCYLsV8JdpbHxO2pO9w+W6hLEdYmCJVLB7Cm5mrsZ4XAimTQa/m9YP1EKB4kxJ5vwlTPp5nO6jJvHu/604Tt/TSVv/trmLsEr20l7BK8tnFxCV5rXFyC1xoT/cUleG3j8pUieFla/f0HTa6pK5oenJqwcKUQUrKl7s7LhHBRL2L6UF0tRK8QrPP0geihoaQ3ay8VPrlG+LDuavzLUozbFr+Y+K4PK6/CfkzITBYOJAr7vIJvjJNEUFA1lMhZQm2SUJwo2Oc4ZNKQGY0DHC1Yjwi1CUIsS7CVkNwp1H1daLhcKPedjMY0qVVqtgjvq5tUrX5nNMUIXiisrvsedT8R6jXTdIMT+2Rr8P4dQkmKEDxFyE9xiJ32oW5pK0uIXSvY+oBWy5QS3DuFaI2H6sFNsWBnC74tqWQFL3DixMYKu1OFF0XIFMEeJmTtvcDEyQXPca7J3irU+/qYpIXamf0cV90zwpZ9F1MSG0QgkkwgmGT6DOYnG4Jb2EtoOF0oHixYallVy+RPhdpBwksi1H9bmH+m8JIScrXcqeu6PIFohdcQH+MGVdfpvmbr0p0OwbMHC+GsXiYDOeBLpqzxVDSusTrS38TsacwYe5tj1l4Q44INFyZQFDmNyNYEk6W7U62xA50sa9O/Ehy1Yt0s7IqcR6AqiU8rTneI3Cyh6N2vUdVX2PH381hSdpMTs6Zz7HKh9h/9eLfy+44l7Q5h09ZLndIjSrouFhozTyB4jRD5upgEEWPhfVIIbU3EKvZQXD6YyLpeTIuOxnraS+F/DmFf1tnGShvZncDBvbqItMD3nfMxpzkU4GahZtGJxtps4j/HCTWV/Yj9ULBPcgh4NMuL/Z7Hwf58IThA2OgVShYP4qPIlQT3J7Kr/DzH5f6KYI0SKk4Q4zI295ESPHXvXumcs/piIbupSPUXQfBGjx7NqFGj+PWvf33c/37729/y4IMPHnc5FItHH32U+++/v0fI8thjj3Hffff1CFmeeOIJ7rnnnh4hy/jx43uEHHfffTfjxo3rEbLce++9ppBuT7if9f7R+6gnyPLAAw+guq4nyHLVVVd9dmm7tnlgu792/2t+u6fSYuXVaBDwhx9+6P65GLhz4AuaA+++++4XErD88ccfs2jRInfcvqBxc/Wi+1xw54A7B+LnwMKFC83auB3Qqg43fakEr0NJ3I0uAi4CLgIuAi4CLgIuAi4C3YLAcSJ4FvmLnyFt8kRmrCgi93C7FFOpyMpn8TNpTJ44gxXFB1n89ENMenYWy/dbwBGO7RZY/rt3YsHiZ2DyRFhRFNcudS7cyodn0mDiDCjKbWmX6ugc4dj/7tB1+/UdYT5/KfdCJ2Qoym25N5vnQ8u9XMzBxU/z0KRnmbV8v86ULnw6lsXKX8wzaZOZOGMFRbktbSPKZ3SD6pIQWdPvZtLaIy831qag8di3um44elkK2fXqU6Q/O5GpS4odHdfmCTv48VhkiT+2cAd/+106z05M55VdR1jSrD1x4vtrhUvH40f8saU24fxFPDR+UXtn6vj3DvUUkL8Y0ibDjBWQG9c2aqwjHdfxadvcGn9drTA5wlyJP/ZYMVHh4vtrJUsnxqcnzZXCXbz6lM7bqSwpNiyhzWHo6Mejv19bc5L4Y1XXhLKmc/ektXRRs3RCd3QsS/HBxTz90CSenbUcQ48+B8DxIXh2MXMnzGBfaBfTJs5g6qF2+stszljBhuy5TJixj9CuaaTPX8y428cw64VFZFV/Ssayle0cu4Dyz12c+287CNjFMGEGhHY5JO5QO/1lyFgB2XNhxj7YNQ1mTG1pv7wZlq1s59gF7ZzM/blDBHrCvdAJGSbOmNpyb768+bP3Y/p8Fo+7nTGzXmBRVl2Hl93uxg5lWcbK5ycwY1+IXdMmMmPqoXY6L2/OYMWG7BbdkL6A/E3zmPzwg0xa0/mF2FU+u7hFD7W67hUbKJ576PxHkuVl9pVks/H1sYyeu7dLxPdYZFm28vmWMZu/mb25jTS8l8aEfzS0OwwdbehQlnb1cxu6fUEuWSvnM3riqx2drv1txR3oqRUbYO4E2BeCaRNh6qF2OmzOgJXPt+i1eB23oGtPkQ4xOcJc+cz4HCsmR5q3nRmfnjRXXt5HSfZGXh87mrl7u/LqaB/9/dqKk8TrnXQW5G9i3uSHeXDSGrqoWbpNlvmLx3H7mFm8sCiLtjTul0zwbArfnsbjac8xbvwc8sPZzHxyCpMnNLfTX0TZsZU3m7Q5+YSzZ5I+bxv7s2sIb5/C6Dn5upHZae0f2742cLccRsDKg7Q5EM6GJ6fAhOZ2+osY80LebFCss2fClMkt7RdLDf4dHnv4JG7jqBA4wnz+Yu+Fzt+PT06Z3HJvNs+Hw/dj+jy27c2mJrydKaPnkN+ZF227kLenPc7Ev73NzHbvb4u82WnMyQ+TPfNJpkye0NxO50VHccTphomM/8WdTBpzK7c9l0XjUQ1G807NsqQ9N47xzXqo1XXTCVnS55HfWEvZjoWMGfcGVV+yLJ+ZQy8WU5P5Jx57egmfdvI5aRe+zbTHJ/K3t2cengOtcOnMfDbzZzfTJnWR4HWkp5RGz06D/DDMfBImT2hcBaKqAAAD3ElEQVRup2MeMh0e25kBcvaNx7gVJkeYK/HHph8rJmrAi3t+tpKlU+PT9blyCMFuk2VePv7aMnYsHMO4Nzp1BzWL0on7tRUn+eyxE8f/gjsnjeHW254jq1OK5TAqndBjn+dH8bKkM2/bXrJrwmyfMpo5bSjcL5ngHbrAMJtnjyFt+njGzt3K+sPtbeRkrGBT7WZmj0lj+vixzF2fweT705n59FhmfrSXjBWZ7Ry7ky46HA4J9T/oOwyzx8D08TB3a1x7m2PBq90MY9Jg/FjYur6lvS0HVmTG7R9/7M7/Qfh156X2hHuhEzJsXd9yb27L+dz9uJ6MyfeTPvNpxs5ci79LMHUsS+ba2YxJm874sXPZur6lvS0ngxWbauN0w2bKSwrJee0Jxi+v7pLVjHCcHmp13ZsIb245f8eybGD1Hx4kfebveOSPH+LrCi7HIkvm2sNj9qcP/sovvnMLTzwzlf/Y2iVJ6BiX9vRzG7p9ZxSsYyB44Y701CbYPBvSpsPYubA+rp2TAZlrW/RavI5Tmbry6abxmXusmKjsHcpy9OPTo+bKhtX84cF0Zv7uEf74Ydfm7dHfr605Sbze2VxeQmHOazwxfjnVnXxJOjS1ukuW9RmTuT99Jk+PncnaNhTucSJ4epk2QV+wWfHGt5shsIP4gs3oWX58oXhzQPz+8e1D8LnfR0bABl/wENhx7UM/BeEQ/nZc22w+wrFHPrm7x2cQiJ/D8e3mnb6UeyH+vPHtNmSIl8dsjt/fwu8LdS3O7DAm8f3Ft50d7KAvbmq2tJu3xumVwx12vRF/rfHt5h6PXpYo/sbgseESf/749tHI0sb+XQdF1Xecfo5vm07jxyy+fVjQFt1+TEI4csRNhhaddajfoM+EDZt/49v6Q7xei28fOraz3/E4xLeb++lwrrSxf2dP/5n94/uLb5ud4sckvn1Y0O4bH+0y/vzx7c7KEvXTGIznAc3yduKrwzE4AieJP7YTp2x31/j+4tvOAfHjEt9u3hqnAy2/j8/Qo7gzHkeCFyeF23QRcBFwEXARcBFwEXARcBHoNgRcgtdtULoduQi4CLgIuAi4CLgIuAj0DARcgtczxsGVwkXARcBFwEXARcBFwEWg2xBwCV63Qel25CLgIuAi4CLgIuAi4CLQMxBwCV7PGAdXChcBFwEXARcBFwEXAReBbkPAJXjdBqXbkYuAi4CLgIuAi4CLgItAz0DAJXg9YxxcKVwEXARcBFwEXARcBFwEug0Bl+B1G5RuRy4CLgIuAi4CLgIuAi4CPQMBl+D1jHFwpXARcBFwEXARcBFwEXAR6DYE/gtdbOI/bZp+nAAAAABJRU5ErkJggg=="}}},{"cell_type":"markdown","source":"This notebook has been greatly enhanced by the inspiring work of Chris Deotte. I used his tutorial on [creating spectrograms from EEG](https://www.kaggle.com/code/cdeotte/how-to-make-spectrogram-from-eeg) and leveraged the [Rapids dataset](https://www.kaggle.com/datasets/cdeotte/rapids) available to optimize signal processing with cuSignal. A special thank you to @cdeotte for sharing these valuable resources with the community, significantly facilitating the development of this notebook.","metadata":{}},{"cell_type":"markdown","source":"# Interesting update\nOptimized spectogram image creation using 3 different spectogram types using different times, the spectogram improved my LB result, possibly it can improve yours :)\n\n1. Spec provided by the competition: 10 minutes of data.\n2. Custom Spec 1: 50 seconds of data (Zoom in the inference window).\n3. Custom Spec 2: 10 seconds of data (Even larger zoom in the inference window).\n\nThese three spectrograms were combined into a single 512x512 pixel spectrogram, optimizing the data representation for the model training. Here is the link to the dataset that contains the custom spectrogram; please give an upvote if you appreciate the work!\n\nNOTE: Process takes more than 1 hour\n\nNotebook with LB 0.37 using these spectograms - https://www.kaggle.com/code/rafaelzimmermann1/lb-0-37-without-ensemble-using-label-refinement 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"}}},{"cell_type":"code","source":"# Details About the GPU Used\n!nvidia-smi","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-03-03T23:53:40.012038Z","iopub.execute_input":"2024-03-03T23:53:40.012364Z","iopub.status.idle":"2024-03-03T23:53:41.108208Z","shell.execute_reply.started":"2024-03-03T23:53:40.012336Z","shell.execute_reply":"2024-03-03T23:53:41.107015Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### Installation of RAPIDS to Use cuSignal","metadata":{}},{"cell_type":"code","source":"%%time\n# Installation of RAPIDS to Use cuSignal\nimport sys\n\n!cp ../input/rapids/rapids.0.17.0 /opt/conda/envs/rapids.tar.gz\n!cd /opt/conda/envs/ && tar -xzvf rapids.tar.gz > /dev/null\n!rm /opt/conda/envs/rapids.tar.gz\n\nsys.path += [\"/opt/conda/envs/rapids/lib/python3.7/site-packages\"]\nsys.path += [\"/opt/conda/envs/rapids/lib/python3.7\"]\nsys.path += [\"/opt/conda/envs/rapids/lib\"]\n!cp /opt/conda/envs/rapids/lib/libxgboost.so /opt/conda/lib/","metadata":{"execution":{"iopub.status.busy":"2024-03-03T23:53:41.110658Z","iopub.execute_input":"2024-03-03T23:53:41.111076Z","iopub.status.idle":"2024-03-03T23:55:04.694196Z","shell.execute_reply.started":"2024-03-03T23:53:41.111037Z","shell.execute_reply":"2024-03-03T23:55:04.693055Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### create_spectrogram_with_cusignal","metadata":{}},{"cell_type":"code","source":"import cupy as cp\nimport cusignal\nimport numpy as np\nfrom scipy.ndimage import gaussian_filter\nfrom scipy.signal import butter, filtfilt, iirnotch\nimport os\nimport cv2\nfrom tqdm import tqdm\n\ndef create_spectrogram_with_cusignal(eeg_data, eeg_id, start, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 267, spec_size_time = 30,\n                                    nperseg_ = 1500, noverlap_ = 1483, nfft_ = 2750,\n                                    sigma_gaussian = 0.7, \n                                    mean_montage_names = 4):\n    \n    electrode_names = ['LL', 'RL', 'LP', 'RP']\n\n    electrode_pairs = [\n        ['Fp1', 'F7', 'T3', 'T5', 'O1'],\n        ['Fp2', 'F8', 'T4', 'T6', 'O2'],\n        ['Fp1', 'F3', 'C3', 'P3', 'O1'],\n        ['Fp2', 'F4', 'C4', 'P4', 'O2']\n    ]\n    \n    # Filter specifications\n    nyquist_freq = 0.5 * 200\n    low_cut_freq_normalized = low_cut_freq / nyquist_freq\n    high_cut_freq_normalized = high_cut_freq / nyquist_freq\n\n    # Bandpass and notch filter\n    bandpass_coefficients = butter(order_band, [low_cut_freq_normalized, high_cut_freq_normalized], btype='band')\n    notch_coefficients = iirnotch(w0=60, Q=30, fs=200)\n    \n    spec_size = duration * 200\n    start = start * 200\n    real_start = start + (10_000//2) - (spec_size//2)\n    eeg_data = eeg_data.iloc[real_start:real_start+spec_size]\n    \n    \n    # Spectrogram parameters\n    fs = 200\n    nperseg = nperseg_ \n    noverlap = noverlap_ \n    nfft = nfft_\n    \n    if spec_size_freq <=0 or spec_size_time <=0:\n        frequencias_size = int((nfft // 2)/5.15198)+1\n        segmentos = int((spec_size - noverlap) / (nperseg - noverlap)) \n    else:\n        frequencias_size = spec_size_freq\n        segmentos = spec_size_time\n        \n    # Initialize spectrogram container\n#     print(frequencias_size, segmentos)\n    spectrogram = cp.zeros((frequencias_size, segmentos, 4), dtype='float32')\n    \n    processed_eeg = {}\n\n    for i, name in enumerate(electrode_names):\n        cols = electrode_pairs[i]\n        processed_eeg[name] = np.zeros(spec_size)\n        for j in range(4):\n            # Compute differential signals\n            signal = cp.array(eeg_data[cols[j]].values - eeg_data[cols[j+1]].values)\n\n            # Handle NaNs\n            mean_signal = cp.nanmean(signal)\n            signal = cp.nan_to_num(signal, nan=mean_signal) if cp.isnan(signal).mean() < 1 else cp.zeros_like(signal)\n            \n            # Filter bandpass and notch\n            signal_filtered = filtfilt(*notch_coefficients, signal.get())\n            signal_filtered = filtfilt(*bandpass_coefficients, signal_filtered)\n            signal = cp.asarray(signal_filtered)\n            \n            # GPU-accelerated spectrogram computation\n            frequencies, times, Sxx = cusignal.spectrogram(signal, fs, nperseg=nperseg, noverlap=noverlap, nfft=nfft)\n\n            # Filter frequency range\n            valid_freqs = (frequencies >= 0.59) & (frequencies <= 20)\n            frequencies_filtered = frequencies[valid_freqs]\n            Sxx_filtered = Sxx[valid_freqs, :]\n\n            # Logarithmic transformation and normalization using Cupy\n            spectrogram_slice = cp.clip(Sxx_filtered, cp.exp(-4), cp.exp(6))\n            spectrogram_slice = cp.log10(spectrogram_slice)\n\n            normalization_epsilon = 1e-6\n            mean = spectrogram_slice.mean(axis=(0, 1), keepdims=True)\n            std = spectrogram_slice.std(axis=(0, 1), keepdims=True)\n            spectrogram_slice = (spectrogram_slice - mean) / (std + normalization_epsilon)\n            \n            spectrogram[:, :, i] += spectrogram_slice\n            processed_eeg[f'{cols[j]}_{cols[j+1]}'] = signal.get()\n            processed_eeg[name] += signal.get()\n        \n        # AVERAGE THE 4 MONTAGE DIFFERENCES\n        if mean_montage_names > 0:\n            spectrogram[:,:,i] /= mean_montage_names\n\n    # Convert to NumPy and apply Gaussian filter\n    spectrogram_np = cp.asnumpy(spectrogram)\n    if sigma_gaussian > 0.0:\n        spectrogram_np = gaussian_filter(spectrogram_np, sigma=sigma_gaussian)\n\n    # Filter EKG signal\n    ekg_signal_filtered = filtfilt(*notch_coefficients, eeg_data[\"EKG\"].values)\n    ekg_signal_filtered = filtfilt(*bandpass_coefficients, ekg_signal_filtered)\n    processed_eeg['EKG'] = np.array(ekg_signal_filtered)\n\n    return spectrogram_np, processed_eeg","metadata":{"execution":{"iopub.status.busy":"2024-03-03T23:55:04.701410Z","iopub.execute_input":"2024-03-03T23:55:04.701820Z","iopub.status.idle":"2024-03-03T23:55:09.217674Z","shell.execute_reply.started":"2024-03-03T23:55:04.701777Z","shell.execute_reply":"2024-03-03T23:55:09.216630Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### Function to create training data","metadata":{}},{"cell_type":"code","source":"import pandas as pd\n\n# Function to create training data\ndef create_train_data():\n    path = '/kaggle/input/hms-harmful-brain-activity-classification/'\n    classes = [\n        \"seizure_vote\", \"lpd_vote\", \"gpd_vote\", \n        \"lrda_vote\", \"grda_vote\", \"other_vote\"\n    ]\n    df = pd.read_csv(f'{path}train.csv')\n    \n    # Create a new identifier combining multiple columns\n    id_cols = ['eeg_id', 'spectrogram_id', 'seizure_vote', 'lpd_vote', 'gpd_vote', 'lrda_vote', 'grda_vote', 'other_vote']\n    df['new_id'] = df[id_cols].astype(str).agg('_'.join, axis=1)\n    \n    df['sum_votes'] = df[classes].sum(axis=1)\n    grouped_df = df.groupby('new_id').agg({\n        'eeg_id': 'first',\n        'eeg_label_offset_seconds': ['min', 'max'],  \n        'spectrogram_label_offset_seconds': ['min', 'max'],\n        'spectrogram_id': 'first',\n        'patient_id': 'first',\n        'expert_consensus': 'first',\n        'seizure_vote': 'first',\n        'lpd_vote': 'first',\n        'gpd_vote': 'first',\n        'lrda_vote': 'first',\n        'grda_vote': 'first',\n        'other_vote': 'first',\n        'sum_votes': 'first',\n    }).reset_index()\n\n    # Post-aggregation processing to adjust column names.\n    new_column_names = []\n    for col in grouped_df.columns:\n        if isinstance(col, tuple):\n            # For aggregated columns with multiple functions, add the function suffix to the column name.\n            new_column_names.append(f\"{col[0]}_{col[1]}\" if col[1] else col[0])\n        else:\n            new_column_names.append(col)\n    \n    grouped_df.columns = new_column_names\n    \n    # Removing \"_first\" from the column names.\n    grouped_df.columns = [col.replace('_first', '') for col in grouped_df.columns]\n    \n    return grouped_df\n\ntrain_df = create_train_data()\ndisplay(train_df)","metadata":{"execution":{"iopub.status.busy":"2024-03-03T23:55:09.219133Z","iopub.execute_input":"2024-03-03T23:55:09.219678Z","iopub.status.idle":"2024-03-03T23:55:11.532622Z","shell.execute_reply.started":"2024-03-03T23:55:09.219642Z","shell.execute_reply":"2024-03-03T23:55:11.531349Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"One of the best methods I found for visualizing the new spectrograms was by comparing them with the spectrograms provided by the competition for the same period, i.e., viewing the same 50 seconds in the spectrogram that were used by the EEG to create the new spectrogram. On the right side, I placed the EEG data for a more appropriate review of what was happening. Below is an example of how it turned out.","metadata":{}},{"cell_type":"code","source":"def normalize_signal_half_amplitude(reference_signal, signal_to_normalize):\n    # Calculate the maximum amplitude of the signals\n    reference_amplitude = np.max(reference_signal) - np.min(reference_signal)\n    amplitude_to_normalize = np.max(signal_to_normalize) - np.min(signal_to_normalize)\n    \n    # Check if the amplitude to normalize is zero\n    if amplitude_to_normalize == 0:\n        # Avoid division by zero and set scale factor to zero or an appropriate value\n        scale_factor = 0\n    else:\n        # Adjust the scale factor so the amplitude of the normalized signal is half of the reference amplitude\n        scale_factor = 0.5 * reference_amplitude / amplitude_to_normalize\n    \n    # Normalize the second signal\n    normalized_signal = signal_to_normalize * scale_factor\n\n    return normalized_signal\n\ndef plot_eeg_channels_montage(eeg_data, fig, gs, start_sec=None, duration_sec=None, sampling_rate=200, combined='not'):\n\n    if start_sec is not None and duration_sec is not None:\n        start_idx = 0\n        end_idx = start_idx + int(duration_sec * sampling_rate)\n\n    fig.add_subplot(gs[:, 2:])\n    offset = 0\n    if combined == 'montage':\n        average_signal = np.zeros(end_idx - start_idx)\n        for i, col in enumerate(eeg_data):\n            if col == \"EKG\":\n                continue\n            if i > 0:\n                offset -= 75\n            plt.plot(range(end_idx - start_idx), eeg_data[col][start_idx:end_idx] + offset, color='black', linewidth=0.8)\n            plt.text(-0.01, offset, col, ha='right', va='center', transform=plt.gca().get_yaxis_transform())\n            if ((i + 1) % 5 == 0):\n                offset -= 125\n            average_signal += eeg_data[col][start_idx:end_idx]\n        average_signal /= 10\n        \n        offset -= 50\n        eeg_data['EKG'] = normalize_signal_half_amplitude(average_signal, eeg_data['EKG'])\n        plt.plot(range(end_idx - start_idx), eeg_data['EKG'][start_idx:end_idx] + offset, color='red', linewidth=0.8)\n        plt.text(-0.01, offset, 'EKG', ha='right', va='center', transform=plt.gca().get_yaxis_transform())\n        \n    plt.xlim(0, end_idx - start_idx)\n    plt.yticks([])\n    plt.axvline(x=(end_idx - start_idx) // 2, color='1', linestyle='--', linewidth=2)\n\n    return fig","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-03-03T23:59:12.791419Z","iopub.execute_input":"2024-03-03T23:59:12.791812Z","iopub.status.idle":"2024-03-03T23:59:12.808715Z","shell.execute_reply.started":"2024-03-03T23:59:12.791782Z","shell.execute_reply":"2024-03-03T23:59:12.807499Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport numpy as np\nimport matplotlib.gridspec as gridspec\nimport pandas as pd\n\ndef visualize_eeg_spectrogram_comparison(df, index, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 267, spec_size_time = 30,\n                                    nperseg_ = 1500, noverlap_ = 1483, nfft_ = 2750,\n                                    sigma_gaussian = 0.7, \n                                    mean_montage_names = 4):\n    row = df.iloc[index]\n    highest_vote = f\"{row['expert_consensus'].lower()}_vote\"\n    display(f\"EEG ID {row['eeg_id']} Sum of votes: {row['sum_votes']} Expert Consensus: {row['expert_consensus']}: {row[highest_vote]} EEG {row['eeg_label_offset_seconds_min']} Spec {row['spectrogram_label_offset_seconds_min']}\")\n    \n    print('1- Competition Spectrogram 2- Custom EEG Spectrogram 3- EEG Data')\n    \n    spec_id = row['spectrogram_id']\n    spec = pd.read_parquet(f'/kaggle/input/hms-harmful-brain-activity-classification/train_spectrograms/{spec_id}.parquet')\n    eeg_id = row['eeg_id']\n    eeg = pd.read_parquet(f'/kaggle/input/hms-harmful-brain-activity-classification/train_eegs/{eeg_id}.parquet')\n\n    seconds = row['eeg_label_offset_seconds_min'] + 20\n    middle_spec = ((row['spectrogram_label_offset_seconds_min']) // 2) + 150\n    \n    # Custom spectrogram creation\n    \n    img_spec, new_eeg = create_spectrogram_with_cusignal(eeg, eeg_id, int(row['eeg_label_offset_seconds_min']),duration, \n                                    low_cut_freq, high_cut_freq, order_band,\n                                    spec_size_freq, spec_size_time,\n                                    nperseg_, noverlap_, nfft_,\n                                    sigma_gaussian, \n                                    mean_montage_names)\n    \n    # Segment data\n    segments = ['LL', 'RL', 'LP', 'RP']\n    fig = plt.figure(figsize=(16, 8))\n    gs = gridspec.GridSpec(4, 3)\n    axs = [fig.add_subplot(gs[i, 0]) for i in range(len(segments))]\n    \n    # Large subplot for montage\n    fig = plot_eeg_channels_montage(new_eeg, fig, gs, start_sec=int(row['eeg_label_offset_seconds_min']), duration_sec=duration, combined='montage')\n    \n    img_spec = img_spec[::-1]\n    for k in range(4):  # 4 images to plot\n        ax = fig.add_subplot(gs[k, 1])\n        ax.imshow(img_spec[:, :, k], aspect='auto', cmap='jet')\n        ax.axvline(x=len(img_spec[0]) // 2, color='black', linestyle='--', linewidth=1)\n        ax.set_yticks(np.linspace(0, len(img_spec), 6))\n        ax.set_yticklabels(np.linspace(20, 0, 6))\n        ax.set_ylabel(segments[k])\n\n    for i, seg in enumerate(segments):\n        cols = [col for col in spec if col.startswith(seg)]\n        img = spec[cols].values.T[::-1]  # Transpose and reverse order\n        \n        middle_spec = int(middle_spec)\n        start = int(middle_spec - 12)\n        end = int(middle_spec + 12)\n        img = img[:, start:end]\n\n        # Log transform and normalize\n        img = np.clip(img, np.exp(-4), np.exp(6))\n        img = np.log(img)\n        eps = 1e-6\n        img_mean = img.mean()\n        img_std = img.std()\n        img = (img - img_mean) / (img_std + eps)\n        \n        # Plot current segment spectrogram\n        axs[i].imshow(img, aspect='auto', cmap='jet')\n        axs[i].set_ylabel(seg)\n        axs[i].set_yticks(np.linspace(0, 100, 6))\n        axs[i].set_yticklabels(np.linspace(20, 0, 6))\n        axs[i].axvline(x=len(img[0]) // 2, color='black', linestyle='--', linewidth=1)\n    \n    fig.tight_layout(pad=0.1)\n    plt.subplots_adjust(hspace=0.1)\n    plt.show()\n\n","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-03-03T23:55:11.563973Z","iopub.execute_input":"2024-03-03T23:55:11.564343Z","iopub.status.idle":"2024-03-03T23:55:12.828848Z","shell.execute_reply.started":"2024-03-03T23:55:11.564310Z","shell.execute_reply":"2024-03-03T23:55:12.827437Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### Cases in which the EEG spects were very similar to the spects offered in the competition (It's difficult to say because it was done in the eye, but an average of 90% of the cases were very similar)","metadata":{}},{"cell_type":"code","source":"similar_cases_list = [1058173302, 1830813584, 2765359718, 3524084169, 4006310258]\n\nfiltered_cases = train_df[train_df['eeg_id'].isin(similar_cases_list)]\nfor i in range(len(filtered_cases)):\n    visualize_eeg_spectrogram_comparison(filtered_cases, i, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 99, spec_size_time = 32,\n                                    nperseg_ = 500, noverlap_ = 200, nfft_ = 1024,\n                                    sigma_gaussian = 0.7, \n                                    mean_montage_names = 0.0)","metadata":{"execution":{"iopub.status.busy":"2024-03-03T23:59:17.890336Z","iopub.execute_input":"2024-03-03T23:59:17.891264Z","iopub.status.idle":"2024-03-03T23:59:27.492533Z","shell.execute_reply.started":"2024-03-03T23:59:17.891230Z","shell.execute_reply":"2024-03-03T23:59:27.491444Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### Case red frequency tornado in Competition Spectrogram but not in eeg\nHard to say the proportion, I would say 1 to 2% at most\nSeems like a special way to treat artifacts, or a missing bad channel filter","metadata":{}},{"cell_type":"code","source":"red_tornado_cases = [2088807520, 338161210]\nfiltered_cases = train_df[train_df['eeg_id'].isin(red_tornado_cases)]\nfor i in range(len(filtered_cases)):\n    visualize_eeg_spectrogram_comparison(filtered_cases, i, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 99, spec_size_time = 32,\n                                    nperseg_ = 500, noverlap_ = 200, nfft_ = 1024,\n                                    sigma_gaussian = 0.7, \n                                    mean_montage_names = 0.0)","metadata":{"execution":{"iopub.status.busy":"2024-03-03T23:59:31.166267Z","iopub.execute_input":"2024-03-03T23:59:31.166659Z","iopub.status.idle":"2024-03-03T23:59:37.162559Z","shell.execute_reply.started":"2024-03-03T23:59:31.166629Z","shell.execute_reply":"2024-03-03T23:59:37.161488Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### Case Competition Spectrogram is empty\nHard to estimate the proportion, but I would say 1 to 2%\nAttempted to create a logic, the only one I found was having a large null space, say more than 20%","metadata":{}},{"cell_type":"code","source":"null_cases_list = [3030710864, 1379952459]\nfiltered_cases = train_df[train_df['eeg_id'].isin(null_cases_list)]\nfor i in range(len(filtered_cases)):\n    visualize_eeg_spectrogram_comparison(filtered_cases, i, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 99, spec_size_time = 32,\n                                    nperseg_ = 500, noverlap_ = 200, nfft_ = 1024,\n                                    sigma_gaussian = 0.7, \n                                    mean_montage_names = 0.0)","metadata":{"execution":{"iopub.status.busy":"2024-03-03T23:59:56.999546Z","iopub.execute_input":"2024-03-03T23:59:57.000348Z","iopub.status.idle":"2024-03-04T00:00:00.582851Z","shell.execute_reply.started":"2024-03-03T23:59:57.000315Z","shell.execute_reply":"2024-03-04T00:00:00.581928Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##### Case of bad channel untreated equal competition on eeg\nA common case of discrepancy, very hard to estimate the proportion, but I would say more than 5%\nIn this case, we observe a bad channel, artifact, or noise contamination, most likely due to a missing filter\nor proper handling of the bad channel, which I was unable to determine","metadata":{}},{"cell_type":"code","source":"bad_channel_list = [1317431280, 1476988697, 1626483520]\nfiltered_cases = train_df[train_df['eeg_id'].isin(bad_channel_list)]\nfor i in range(len(filtered_cases)):\n    visualize_eeg_spectrogram_comparison(filtered_cases, i, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 99, spec_size_time = 32,\n                                    nperseg_ = 500, noverlap_ = 200, nfft_ = 1024,\n                                    sigma_gaussian = 0.7, \n                                    mean_montage_names = 0.0)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The loop iterates through train_df with progress displayed via tqdm, processing each EEG file to generate a new spectrogram.","metadata":{}},{"cell_type":"code","source":"def create_spectogram_competition(spec_id, seconds_min):\n    spec = pd.read_parquet(f'/kaggle/input/hms-harmful-brain-activity-classification/train_spectrograms/{spec_id}.parquet')\n    inicio = (seconds_min) // 2\n    img = spec.fillna(0).values[:, 1:].T.astype(\"float32\")\n    img = img[:, inicio:inicio+300]\n    \n    # Log transform and normalize\n    img = np.clip(img, np.exp(-4), np.exp(6))\n    img = np.log(img)\n    eps = 1e-6\n    img_mean = img.mean()\n    img_std = img.std()\n    img = (img - img_mean) / (img_std + eps)\n    \n    return img ","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-03-04T00:00:18.868803Z","iopub.execute_input":"2024-03-04T00:00:18.869526Z","iopub.status.idle":"2024-03-04T00:00:18.877141Z","shell.execute_reply.started":"2024-03-04T00:00:18.869493Z","shell.execute_reply":"2024-03-04T00:00:18.875937Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def create_final_image(image_50s, image_10s, image_10m):\n    \"\"\"Combine three images into a single final image.\"\"\"\n    # Initialize an empty image array for the first image composition\n    single_channel_image1 = np.zeros((1068, 501))\n    for i in range(4):\n        start = i * 267\n        end = start + 267\n        single_channel_image1[start:end, :] = image_50s[:, :, i]\n\n    # Initialize an empty image array for the second image composition\n    single_channel_image2 = np.zeros((400, 291))\n    for i in range(4):\n        start = i * 100\n        end = start + 100\n        single_channel_image2[start:end, :] = image_10s[:, :, i]\n\n    # Resize images to fit the final composition\n    resized_image1 = cv2.resize(single_channel_image1, (400, 800), interpolation=cv2.INTER_AREA)\n    resized_image2 = cv2.resize(single_channel_image2, (300, 400), interpolation=cv2.INTER_AREA)\n    resized_image3 = cv2.resize(image_10m, (300, 400), interpolation=cv2.INTER_AREA)\n\n    # Create the final image and place the resized images accordingly\n    final_image = np.zeros((800, 700), dtype=np.float32)\n    final_image[0:800, 0:400] = resized_image1\n    final_image[0:400, 400:700] = resized_image2\n    final_image[400:800, 400:700] = resized_image3\n    final_image = final_image[::-1]  # Flip the final image vertically\n    return cv2.resize(final_image, (512, 512), interpolation=cv2.INTER_AREA)","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-03-04T00:00:22.902172Z","iopub.execute_input":"2024-03-04T00:00:22.902533Z","iopub.status.idle":"2024-03-04T00:00:22.914263Z","shell.execute_reply.started":"2024-03-04T00:00:22.902507Z","shell.execute_reply":"2024-03-04T00:00:22.913386Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def process_eegs(train_df, output_folder):\n    \"\"\"Process EEGs and save the final images.\"\"\"\n    # Ensure the output folder exists\n    if not os.path.exists(output_folder):\n        os.makedirs(output_folder)\n\n    # Iterate over the EEG data frame\n    for i in tqdm(range(len(train_df)), desc=\"Processing EEGs\"):\n        row = train_df.iloc[i]\n        eeg_id = row['eeg_id']\n        spec_id = row['spectrogram_id']\n        seconds_min = int(row['spectrogram_label_offset_seconds_min'])\n        start_second = int(row['eeg_label_offset_seconds_min'])\n        \n        # Load EEG data from file\n        eeg_data = pd.read_parquet(f'/kaggle/input/hms-harmful-brain-activity-classification/train_eegs/{eeg_id}.parquet')\n        eeg_new_key = f'{eeg_id}_{seconds_min}_{start_second}'\n\n        # Generate spectrogram images from EEG data\n        image_50s, _ = create_spectrogram_with_cusignal(eeg_data=eeg_data, eeg_id=eeg_id, start=start_second, duration= 50,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 267, spec_size_time = 501,\n                                    nperseg_ = 1500, noverlap_ = 1483, nfft_ = 2750,\n                                    sigma_gaussian = 0.0, \n                                    mean_montage_names = 4)\n        image_10s, _ = create_spectrogram_with_cusignal(eeg_data=eeg_data, eeg_id=eeg_id, start=start_second, duration= 10,\n                                    low_cut_freq = 0.7, high_cut_freq = 20, order_band = 5,\n                                    spec_size_freq = 100, spec_size_time = 291,\n                                    nperseg_ = 260, noverlap_ = 254, nfft_ = 1030,\n                                    sigma_gaussian = 0.0, \n                                    mean_montage_names = 4)\n        \n        image_10m = create_spectogram_competition(spec_id, seconds_min)\n\n        # Create the final combined image\n        final_image = create_final_image(image_50s, image_10s, image_10m)\n        \n        # Save the final image in compressed format\n        file_path = os.path.join(output_folder, f'{eeg_new_key}.npz')\n        np.savez_compressed(file_path, final_image=final_image)\n        \n        if i < 3:  # Plot the final image for the first three iterations\n            # Plotting the final image\n            plt.figure(figsize=(10, 10))\n            plt.imshow(final_image, cmap='jet')\n            plt.title(\"Final Composite Image\")\n            plt.axis('off')\n            plt.show()","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-03-04T00:00:26.939200Z","iopub.execute_input":"2024-03-04T00:00:26.939558Z","iopub.status.idle":"2024-03-04T00:00:26.952070Z","shell.execute_reply.started":"2024-03-04T00:00:26.939534Z","shell.execute_reply":"2024-03-04T00:00:26.951034Z"},"jupyter":{"source_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# process_eegs(train_df, 'images')","metadata":{"execution":{"iopub.status.busy":"2024-03-04T00:00:31.180911Z","iopub.execute_input":"2024-03-04T00:00:31.181366Z"},"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]}]}