อัญมณีและเครื่องประดับกับปัญญาประดิษฐ์เปลี่ยนโลก
ถ้าพูดถึงปัญญาประดิษฐ์ (Artificial Intelligence) หรือเรียกง่ายๆ ว่า เอไอ (AI) คงไม่มีใครไม่รู้จัก เพราะในปัจจุบัน เอไอ ได้เข้ามามีบทบาทในชีวิตประจำวันของทุกคนมากหรือน้อยแตกต่างกันออกไป ขึ้นอยู่กับรูปแบบการดำเนินชีวิตของแต่ละคน เอไอคือ โปรแกรมที่ถูกเขียนและพัฒนาขึ้น โดยเป็นการประมวลผลจากฐานข้อมูลขนาดใหญ่ ซึ่งทำให้มีความฉลาด มีความสามารถในการคิดวิเคราะห์ วางแผน และตัดสินใจได้ รวมไปถึงมีความสามารถในการประยุกต์ใช้กับสถานการณ์ต่างๆ ได้ด้วย
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t5uUzDy2UaXipV89syNS+UqXmhXM0L5SqeKxtifumgUMkg2cUDZJeksSuZhq5nVt1PNb+0h2cLO8gqSkNXqGReYTvZ082CLrug9S+ATtrDiyvEfwK6epakYZtdbl4TuZsaWbypkZz8p6FbXNjOotkVKXm5qIOFRcJkt7ikl5zSXnLKeliaRk6Arn8GusoZ6FZWzkD3axNdvkhHoUhPschAschIidhIeZWR8ioBvAqJnkqp7olJzki13ISkzoRUYZqFnBVFi436Nhv1bVYa2m00tNto7LBlkGvtdtLa4/zVKa5z0EPnoIculY9utY8edUBAThNkUBtErQuh1gdRGYOojH5URj9qUwCNKYjOEsogZ7CHMdhDGBzBOROcxRPKNDO9zZ7QwtgDYRzByBOY/Xqu0DDucGJOrlAKVziBO5z+f6Ek7lACV2AYmzvG5LZDnLrwCVv3Hse55z28xy7hOXaJ8WsPGL/8CYmTV4ieuorp4AnUY/ux7foQ87FzmC9eZeDICQZ2HkPzwRW0H1xGs/cEutRBtGNHGNz1AZqDp9EePIP27Y8wnr2L9uhlBsbfRRvej8a6BbVpHL1xAp1pAp1pPIOe1jiKdg52o6h0QoOaFIPqJP2qFH1DSXoHE/QMDNPdH6e7P05XX4yuviidvRE6esJ0dIfT2IVp6wxnsJs92TW1Bmho9qcToJvGrq7Bl3nKFZ40eB5ktR5q6rxIa71Iar1U13oR13oQ13gQ1bqolLuokLsoq3VQWuOgVO6gpNZBSa1dSOGkUG4jr9ZKfq2NApmVApmNPJmdjTIbG2Q21kvtrJPaWS2xsk5mZ43UxmqZjdVSK6uqrawUWzK9VWnmrUozy0VmlomtvC628KrYwisiM0srTemMLK0wkFthIKfSwOJKAwsr9Cwo17GgXMfLZVpeLNfy23QvlGt5rlzD/DI188tUzC9TkV06RHbpQBq6X+tp7DLQFc6Gbqb/IHT/Sp60lxdXVM1CTkHuegU56+r+JHQ5m5rJyWsiJ6+ZRfmtLMpvJadQQG4at4WF7SwoamdBoZJFxZ0sTK+si0vS53KlPSwt7+W18v5M08AtqxxkeeUQb1WqWCFSs7JSLaytIg3rRGnkxDo2iXXkifUUiA0Uig2UiAXkSqtMVEjMlFcZqag2UCk1IpIZ0gnrarXchFRhQaowI2swz5rkbNS32mlod9DQbqdRaaepw0Fzl4PmLjut3c45U9z0BDeNXNeQl64hL91qP73qAP2aoICcLsCQLoDKEERtDKA2BVCbfHPWVb0tlEYuhNExe0UNZs7Y5q6nkSemtIgAXDCKMxRLQyZMY+5wMt3c755IEm80hTcykskTGcUdSeCNxgmERwj6xvF4xrEmt+Pe9y5bzl3nxON/YPLjB+jPX8J87hq+szeYPPMxmy/cI3X5LvHTN/F+eBn/uds4zt7EcOoKmvPXcN+4h3nn+9j3Hkd16Dim63dwnLiCceeH2A+exbz3GNod76LadRzD8ZvYL93HdPgjLPvPYnr/Euq9x9D5dqHVT6AzTaI3TaCzTKK1TKA1j6MzjaMxjKM2jKHWj6HWj6PSjTGkHWVQM8KAOpUGL0XvYJLewSQ9/Qm6++ICdj1Cyu4I7V0R2jrCtHUI2LUqg7NW2SCNLYF0QRqag3PAE9ALUFfvp67eR63Ch6zOR43Cj6zOh6TOT7XcR5Xci6jWi0juoVLuobLOQ4XcTXmdi1L5dE6K5U5KFG6K5E4Kax0U1DrIr7GTX2Mnr8bBpho7G2rsrK9xsL7GwRqpjXU1TtbIHEJSB6ur7awS2zK9JbLylsjKcrGVZVU2Xquy8mqVlVeqLCwVm1kiNrNEZGaJyEhOpZEckZFFIiMLKw0sqNCzoELPy+U6XqzQ8dsKHS9U6HihQsvzFQJ2z5Wrea58Grw0dqX9ZJf1kV3ax7yS3ln1zCm7tJdni2ats0WdzCvqYF5RGrr0Cju/sI35Ba08s6IGy8i/C111GjkBt9z19eSsU5C74U9Dtzi9si7Ma2VRfhuLp6e5IuUT0HWwuKQ7fTY3a20t7eGV9Ko6e4pbnp7i3qpUsaJSxUqRmlUiNWvEGtaKNKwXaYRJLg1dfpWBgiojRVUCcKVVJsokZiqlViqrzVRKTIgkRiqlBkQyozDJ1ZmQ1JmR1VuRNViobbIgb7ZS12Kjvm0aOQeNSieNHU6au5y0drvSyLl+fYob8tKt8tGj9tOj9tOrEZAb1IYY1IUY0gdRGULC9GYOojUH0Vr8aK1+dLYAOmsgDVwYozMinL+5w5kpzuoVypy9+SPYAzEcgRiOYHpyC0VxhmO4QnFc4XgGsgxm0dRT373RFL7YCL7YmFB0DG90DG84hSM4jDO2Bf/4EUJ7LuA+fw//tUdEr9xj4sYDfO+exrX/OI5tRzHt/4Dh41dIHb9O8txtRs7fxXr0AtbjV3Gcv43l9HVMH15k7PJDxo9cxrvlPRyHz2A6cQnjkXPoD5zGue8szr1n0O85gWX/GQYmj9A3fgjbqevo3/uIwf0nMN95iPvsbeybP0QX2I3avQ2NfTMa8yQGyxQ60yQ64xRa4wQawwQawyRq/QQq3ThD2jEGNaMMqkcYUI3SPzRC39AIvQMpevrTU16fUGdvnI6eGO1dvwZeiJb2EM1t6VrDNLWEaGwJPTHdBamrD1JX76e2PkBNfZDa+hA1iiDS+gAShZ+qOh+VtR5Eci/iOh8ihY+KOi8VCi+lcnemYrmbEoWH4jo3RbVOimqdFMiF8uVO8uQONsodbKh1sqHWyTqZgw21btbWulhb42KNzMFqqYNVEqdQlYO3quwsr7bzZrWdZRIbb0jsvCax8Wq1gF0msYVcsZncKjOLq8wsFBtYKBJaUKnnxUodv63U8UK6Geg0T0x3g8wvG2B+eT/zy/rJLu0ju6yPeaW9T6DXS3ZpH88WPXmG1/nr0BW2/d+Abn09uRsbWJrXxJL8J8prISe/hZyCVhYVtLG4QDiXyy1SCmdyxUoWpS8gFhZ3ZnBbXNJNTmkPOaU9LCnv5dXyfl6vGBCQEw2xXKQSzuTEamGSE6lZLdawWqxhbZWWdWItG8QCcnlVevKqDRRWGymqNlFSLQBXJjFTLrVQKbUikloQSc2IpCbEMiPiGjPVtRakdTakCis1DTZqGm3Im20oWoWmoWtUOmnqcNHU4aaly01bj4e2Hg/tfZ45lw2ZNTWNXK8mQJ82SJ82yIA2xJA+IrxKYQyjNoXQmtMrqiWUOYcz2ENp5CKYXFHM7igWTxSLJ4LFE5579hYIZyY3VyieQc0VjuOODOOJDOOJJoTnLNQEzEZ+BbhR/BnoxvFFR/GGRvEmNuPadgD3rg/wHDhH+PQneN67iu39CwSPX2Hq6n3cR09hTO7GveM9PDvfZ/zCHZL3P2P7J1+TOCtMaqa9J/F/eB37sWs4zt5k66PHvPv9fyVw8x76Y+ewnbiE6/Q1tJPvYN95EuOhc1jO3cJy/CqWw+fR7fiQoa3vYnv7LKrQHrT2bahi+7F/dAfN4TMMTbyDyrsDm3s3Jus2DJYt6M2b0Zu2ojNsQWvYjMYwhVo/hUo3yZB2giHNOIPqMQE71aiA3WCKnoEk3X0JuvsSdPUO09kTo7MnhrI7OgNeep1t64jSqozR0h7JQNeUhm5muguhaAihaAhS1xBE3hCitiFMTX0IWYOAXXUauyqFn6p6H6J6HxX1Pioa/JQqPJQoPJlnWb2XUoWH4jR8RXVuiuo8FNR5ya9zs6nOzaY6LxvlHjbK3WyQewToat2srnWxqtbFCpmbFTVu3pI6eVPqYJnUwTKZgzekdt6Q2nldOoPdNHhLqwTkpqFbJDaySGxkocjAyyI9L4n0vCjS86JYz2/Fep6r1M5pfoVGqFw1q0Hmlw+SXTbIvLL+p7D7dei6mFfUQXZmhW1/Arp9/x50kjRyiqegm8GtmZxNTeTmNbMkr5Wc/FZyClrJLRKAE+ogp7iTxZnb1a6nkSsTWlLey6sV/bxROcgblYNPQTc9ya2uEqBbLxbW1Y1iHXlVBvKrjRRUGymSmCiuNlE6C7kKqRWR1IpYZkVcY6Gq1oZEbkMityKRW5HW2ZDVW6lttFPbZKeuxUF9m/2paa6pw01zp5vW7hnolH0eOgaEpqe4J5Hr14Xo14cZ1IdRGaKojVHUpghaczgNXHjmDC4NnNEp3KBa3FHhYsEbEcqsp2HsfuHszRmK4QzF0pjN5I0m8EYT+GJJvNHkHND88VH88dEMeMJ/G8OTTOFOpgjGxvBFR7DHxwjteYfw6UsEr93BdeAU3p3HiRz7COfOQ4RPncd/8AN2fniVkVNX8B88QercTdwHjjN+6Q7D1z8heeE247ceELr6Cap9H2A6eAbPkQuEDl9i8oNbbLv6COux84SOX+bQne/YevoT3PtO4zp3C/WRM1jO3WRg7CDa4F78hy7iPXoFTWw/Ru9uXJ59aO3b0R44jenGfTwX72LaewpjYC+20EFMjl0YTFvRW3ZgNG7DYNiKziiAN42dSjvJkGaCQfUs8GZhNw3eDHZROrpjdHTHaO+KCnXGaOuIC9i1CdhlJrtZ0NU3CimawtQ1RVA0RZA3haltClPTEKKmMYy0KYSkMURVYwBxY4DKRj8VjQHKG3yU1XszwJU2+Cip91I0Jx+F9X4KFH7y022q82XAWy93s1buZpXcxSq5mxVyD2/VeVgud7Os1pXpdZmDN2ocvC5LQyex8sqsllRbWCKxkCuxsLjazKIqE4uqTCwQG3hJbOBFsT7T8yLd08hVaJhfocqUXT7EvPJBof8AdNnFncwv6pgL3V+yuubL+nhppZQlGxQs2aAgd0MDuRsayFlfT86mxrlT3KZmcvNaWJLXRk5+W+byYQa6TnKLu1lcPIPbbOxySnvILeslt7yXpRV9vFYpTHLLREO8KVbxllgtIFelYVV6kltTrWWNWMOGqjRwVXphipOYBOSkZkokZsqkFgE5mZVKmRWxzEZVjY2qWivVcjsSufDCp4CcnZpGO/ImB/JmB4oWBw1ts9bV9DTX3OmhpdNDW7eH9l4v7b1elP1eOgd9dA766JoF3GzkBvRhBgwRhoxR1MYYWlMMrTmKzhJBbwtjdESFnJH0mhrF7Ipg8USxeWPYfDHs/pkcgTiOYDRz9uYOx3GH4xnYZgPniyfxx1PpRoWJLT5GYHicwPA4/vhY5nswMUE4OYIvMYJreBL/9oPEj19k+MoDAhc+xnXoGL7dRwnsPopn5yG8+9/BObUbb2wbh9+9zMS293CmduPYehj/++cYuXiL0Y+uM3LxBqmLN/Efv0DgxBXcp69hOHcN3aVbRG48ZPP5e3jPXyN84SYffPw9+87dx3/4PP7DH2GNHsA2/h6eA+exOndhdezEPPkeng+v4dx5EodrDxb3bgzBAxhPXmPg0Cl0E0dR23egcexEFz/EYHAfKtMW9Nbt6M3bhenOuBWtcQuaWeAJ050A3pPTnbDOJunuG6arN5YGbxhlVzxTe+fwHOymwcussU1hGprCNDaHqW+OUN8cRdEUoa4pQl1LFHlzhNqWCLLmMNLmMNXNIcTNISqbg4iag1Q0+qlo9AvgNfgoa/JT0uijuNFPcWOAwkY/hQ0BChuCFNQHMuUp/OQpfGxS+NhQ52G9wssahYfVdR5W1XlZWeflLbmH5bXuTG/WulhW62RZrZM3ZA5ek9l5VWbnFamNpVIrS9LlSq0sllhYVG1mUbWZBdVGXqoyZHqxysALaeymwZuGbl6liux08yqGyKoYZF7ZIFll/Tz7F0AnXFR0kV3cQXZRx69MdH/u1lXSw0srqlm6UUHubOg2NJCb15Q5l1uS10LupuY0dr8OXU5RJzkZ6HpYXNLLwuLOzBSXW97Lkoo+llT08UplP6+LBlkmVvGmWMXyKjUrqtLIVWtZXa1lTbWWtRIda8VaNlYbyJeaKJAYM8AVS82UyCyUyiyUy6xUyKyIamyIa+yIax1UyR1p4BxI6xzIFE5k9Q5qG3It7GYAACAASURBVJ3IG10omt0oWlw0tLlpVLpoVLrS66qAXGuXl9buNHB9PpR9PjoH/HQNBegeCtCjDtKrCWVW1WnkBo1RATlTDK0pjs4cR2eJobfGMNgjmJxxTM44ZlcUsyuKxR1LT3Ex7P44dv/cd9dcoWFcoRiucHzOBOeLJdO4pfDFU/iHU/iHRwgkRgkkpoEbI5gYJ5ScIJScIJgQgAulJokkNxOMj+Of2kXkg/NEL98neuUB4eNX8e45Snj/O0T3HCa+9x1C+4/iS+wgOnmA5Hun2PP+RXyj+3B/eIrgucuE3/+I0dPX2Xz9E7bffcTU7QdELtzAefIy5rNXcZy5TuLmF2x5/AuTBy9jDu/Ac/Qs2z/+itil25jfPY1p23s4QgdwRg4R/PA63qkPcTt2Y7ftwrr5GOETt3HvOIXKvgW9dw+6XSfQfXgZ7ekbDO4+ienUTYwnb2I7fRvtzhMMuLZjMW3HbNqOwbwtDV56ndVPodZNZsAbVE8woBqnf2iMvsExegdGhMmuP0F3X5Ku3mG6ehN09gwLdSdRdiVo7xymVRnL1NIWo7lVAK+xJUJjS4SG5jANLVEaWmICds1RAbqWCPLWKLUtUWTNESQtYapawohbw1S1RRA1h6hsClHRGKS0MUB5k/AsaQxS2hSmqCmUqbAhmCm/IcCmej8b632sr/exvl6Abo3CyxqFj9X1PlbVeVkh92RaLnezTO7iDbmL12sE6KZ7VWZnqczGUpmNJTIbOTIri6UWFkssLJCYebnamOmlaiMvVOl5QaznBZGO+ZVaskVC8ypVT1cxRFb5vw/dsyVdzCvtZl5pN1nFXWnohKluXmErz6yswfzvQrdSwtKN9eRsUJCzsZ6cDfXkbGwkNz+9rm5qYkleK7npluS3k1vQTm4GuQ5yijrIKeoSkCvuZlFJN4tKelhY0kVuRR855b0Z6JZW9PNq5QCvi4bmQPdWlZoVVRpWVmsz2K2V6FhTpWVDGrp8iZFCiYkiqZmi2dDVWKmosSKqtSOqfRo6mcKJTOGkpsFJbaMLeZM7DZ2bhjYPjUoPjUo3TR2eDHJtPT7aegTgOvr9dAwE6BwK0KMKzkIu/BRyKlMMlSmG1hxHZx5Gbx1Gb41jsA9jdMQwOeNYXMNYPXGsnjg27zA2Xxy7fxhHIIEjkJjzbpsnnMQTHsYTSaRXUiF/fC5sgcQooeRYpmBCwC2cmiQyMkVkZIpwcop4cjPDqS34RrcROPIeiYvXGb58l8i524SPnsO/+x2Suw4T2/8OiXePkdpxGG9sK4ndR5k6eJLA5rfZfOwi8bMX8Z47h+PkWTwnLzJ16xFb7zxk250HbLl+j+Tp63iOnCV85RP8p2/gPXieyY8+Yf/lL/CfuYnv/SuMH77M+PUHOI5fxHPyGoY9JzD59uJMHSVy4CL+LafxuA/gjr6DadtxhvadQv/+JbTDhwh/8g2qL77C+Nm32K88RLP1OPo9Z9EcOo/t5qfoD5xDZ9yK0boTjX0nWssOjMbtT4C3GbVuM0OazQxpphhUTzKgmqBvcJTeQeGiorsvRVdviq7eJJ09CaHuJB1dCQG7jgRtymGhjgQt7dPrbJTG1igNrREaWqPUt0Spb4mhaBGgq2uNIm+LUdMaRdoaQdIaobotQnVblOq2KKKWKJXNUSqbI5Q3hahoiVLeHKGkKUxpc5ji5jBFzWGKmiIUNIYy5TUE2VQfYFNDgPX1ftbXB1hX72NNutX1PlYpfKys87KiLr3K1nlYVudmWZ2bN+QuXqt18lqNg9dqHLxaMwPdUpmNXJmNHKmVxRIrCyVWXq4283K1iZclJl6qNvHbaiMvVBl4QWzgObGe+enmiTRkiTRkidRkVQrNq1STVS5MdfNmV9rPb4p6mFfcQ1ZxN88Wd5NV0s2zJd38prhLeL+uqIPswnbmFbb9BdBJe3lplYTcTfXkbFSweJOCxRvr0+/LtaRXVWFdzc0XJrklBUqWFCpZUthBblEHucXCJJcze2Ut6WZhqVBuZRq6yj6WVvbzakU/r1UO8rp4LnTLq9SsqNawUqLNYDcN3XqJnnyZiXyZiQKpiUKZmSKZmeI0dBW1NipqbVTKHVTKnYjlTqrrnHORq3dR2+BG3uSlrsmDotlDfatHgK7dm0bOR3Onj9ZuAbr2Xj/Kfh+dg0E6BgJ0PQFdvy6SOZObXldVphhqcxytZRi9NYHBJmRyJNKT3DBWd2IOdHZfAoc/iSOQwBVM4g6lMnnCI09dLPjjo+lpbYxgcoxQapxQapxwusjIRAa36OjmdFuIpLYST2wjumUfwx+eInnxFqHLd0hd/pjhYxdxvX0U38EjRHe8zfjeD0hMvI13ch+xoydJ7v2Q0Ph+kkfPsO32fcbOXmLXhetMXrpN+NIthm/fZ/u9z9h68z7bbj0icvIqvqPnMR0/Q+T8ZXacvMz4+6cZv3STwJffELvxBZO7zjJ1+g6h49dxHz6P5+hlvDtO4/K+jSN0mPC283g3n8K8/QSuK59j/eEfcfzP/yvOy58zkHoP/7t30IQPYRz7APvWUwxG3saw6wxDx67Sue8kA5PvMeTdh8q+k37XLoyWXRjMO9CbtqMzbkNr2IZatw21bitDmimGNJsZVE/SPyRMd70Do/T0j9DdN0J33yhdPSm6elJ0dicz2LV3JmlTJmhTJlB2JGltj9PaHqelLUZTW4zGtigNbVHq2yLUt8Wpb42jaIuhaI8jV8aRtceQtkWRtkWRtMepbotR3RpD3BpH1BpD1BqlojlKRWucspYoJc1hilumoYtQ1ByloClCflOE/OYIeY1h8hpCbGoMs6E+yPqGIGsbg6xtDLCmIcCqRj8rG3ysUHhZXi/0puJp6F6tdfBq+vnKHOwc5Ert5EjtLJbYWCCx8rLEwstSMy9JzLxYbea3VSZeqDbxXJUx07wqHfPEWrLEWp5No5ct0jKvQkVW2cBT/aakj6yS9M/H0v19UZfwk7HiLrJmndf9ZdCtTEO3qZ6cTQ3pVbWJJfktLM1vTdfOkvQUt6RAyZICJa8Wd7G0uIslJV3klvbMuXhYVNrNorIeFpf1kFvRxxJRP0tE/bwiGuA10SBviAZZXqXOnM8tr1KzQqJllUTLaqmO1RIdayS6DHQbJQYKas0U1loorpmppMZKWY2VSrmdSrkDUZ0TUZ2T6joXEoUrg1xtg5vaRjd1TV4UzT7q079dbGjz0djuo0npo7nTT2uXUHuvH2VfAGVfgM6BAF1DIbqGQvSoQ/RphUmuXxdhQB9l0BidmeTMcTSWYbTmaeSSGO0pjPYkJmcig5zNm8TuS6SBS+EIpHAGR3DNws0bGcUbGU3fiI7MAk44bwslJ4mMTKZREwqnxgmPjBMdnczgFhvbSmxsK/GxbUSGtxDZe5TYR9eIXbhJ8vRtQiev4z59ifil24ycus7opduMnr1K4vApglsOEXznBL497+LcvJ/omQuMXrnJnisfs+fKbc589xM77n6K78INvJdvMXnzPnvufsXuB9+w5e6XxC/cwXnmMlsv3OH6g99x6oc/sPvRY0z7z+I9cI2pXecZ//Aq7g8vEjxwnuDBi3iOXMa35zyu8GFsBy6gOncLw/WHuP/bf8f20x+wvH8d1+7z6KNHMLr2Yd1xBt2Ve3Sfu47365/RnbyO9dIDdGdv47j8EN++S5ide9E792Ky7UljtxO9SQBPq9+RwU6lFRpUT9E/NEHfwDi9/WP09I/NgW66ju6kAF3HNHQp2pRJ2jsE/FqUCZqUwzR3JmjqGKZRmaCxPYGiLY5COUydchhZe0zArj2GVDmMpD2OpD1OVXuCqvYE4tYEla3DVLYlKG+JU9IczVTcHKW4JUZhc5SC5ij5zRE2NYXYWB9kQ6OA3IbGEOuaZlrdFBSwq/exot43g126ZQoPb9S5eb3Oxet1bl6TuzLYCTlZInOQK3OQI3WwUGpjgdTKApnQSxILL1abeaHaxPPVRuany67Sk12lI7tKR5ZYS5ZIw3yxjqzp87r05cT0RcVvSnrJKukRoCvp5dnS3jR0XfymqJNni7uYV9xBVpEAnWn0z0CXL+vjpVWyNHQNmV8+LM1vZmlBG0sL2lhS2MaSQiW5Be0sKVTySlEnrxR3srS4i9yS6XrIKe1mcWk3i0t7yCnvZYmonxxRPzmVM9C9moZumXiIt6o1c6a5lRItq6Q6VktnkFsr0QkrrExPgcxMaY2VkhorxbXCs7TGSlntXOjEChfVihnoaupd1Da6qW30/Ano/DQp/Rno2roDT0AXfAK6cAa6Qf0McmpTHI15GK0lMQu5EYz2EUzOEcyuFFZ3Mg3d8Czo0pNcKIXrCeQE6KYvFYT1NJheTSMjE0RGJ4iOThAbmyA2PkF8YorY+BTxiS3ExzcTG58iOjlFfGwbobEdjBw6SfziPcIXHxC5chf/+RuErt4h+cFFIpvfYfTQKZJvn2T0g/MMX71O8uF9wifP4d59hNTFawxfvkby5AX2X73HtlufcPiLrxm5covhG/fwXr1N7PrHvP3wW/ZefcDWS/cYO32DwJkrjJy6wuFTd9h18CybD53Hs+cEifdvMbHvPIltH+I+dJrYh9dxH7mI5+gVAiduYTl6Ccf9Lwn9879gPHETy7vXsG4/g3nrCSx7zuG4/hnOH36P9ugl3He+wvT+VUyTH2LechyVdy8W39vo7Luxhg5jce1j0LkLo2MvRttu9NZd6C070Zt3ojftQmcQnpo0eirtFmG6U21mUDVF3+AEvQPj9A6MZ9Dr7hulq3eErp5ROrtH6OhK0dUzSkf3KMquFMquFG2dSVo6ErR2p2juTNDcmaS5I0WjMkl9RwJFZxJ5Z4JaZZxaZRxZxzBSZRyJMk61MpnBrrItiVg5glg5QmV7ior2FBXtScrbk5Qpk5S2JyhpT1DUPkxha5z8lij5rTE2NodZ3xwWkGsOsa4lzLqWMGubBfBWNgVY2RRgRYOftxr9LG/08WaDl2UNHt5o8LCswcsb9R5eq3PxqtzJq3Inr9S5WSp3sVTuIrfGxeIaB4tqHCysFVpQY+dlmY3fSi08LzUzX2oiW2Iku3oGunlp6LLFOuaJ1GRVCthlVQwyr2KQ7IohssoGmFfRz7zSPrJKezPNK+klq6SbrBLh3bqsIiXPrKr996Ab4KVVteRuaiRnU9Osm9VWlhQIuOUWdZBb2EFOflsGu8zKWiI0fTa3sKRLmOTKe8mp7GNxZV8GulfS0L0uGmJZlQBcZpqr1giT3Czo1lVpWSHTsUkdodI0Sn6nlzypiaJaK8Vp5DLQZc7lhGnuz0FX3+L/k9NcW7ef9h4BuY7+IB39IboGQ/SowvSowvRpwul1NcKAPsaQMZ5GLobGlD6Tm4bOnsLkGMXkGMXiHMPqGsXmSWDzxrH7hjPATZ/HecIzyGVe4I2NCa+GDE8jN0o4NUZkZJzo2Dix8YlM8YlJhienGJ6cIj6xmeHxzQxPjBGdSBLe9jap4zeJXf4C/4VHpC4/JH7iAq4D7xI8fZ7U5ncYT73N5vfPMXrwGPGjJwkdOUbgg9MMf3SF5EdXSV24SvzMBVIfXWX/gy/Ycu0O2+5/SuD6TUKXbxK/cY/UrfvEz1xh15V77Dl7h33HbvD+59+TOn2JPYc+Yt+u0xw4cBHX2AEi751j/+WHjO48hSd2APeOE9gOncd99ja+//pHHD/9hPPcLbwX7mHcegL95DG0u8/i/epHgl/+iGbPSew3P8Xy3lV0lh144u9hH/kQQ+o97B/exLTtBN6Td9AduoD53SsM7D3NoHcPBvtuDLbdGKy70FuF6c5g3onRsgu9cSda/XY0um2otFsZ0mxhUL2ZgaFJ+gcn6B+coG9wgp7ZU17vSGaV7eoZoaM7lYGuvTNFa2eSlq4kzZ0JWrpSNHemaOxI0tCRpD4N3TR2so44UmUMqTJGtTJOtTJBtTKJuD1FdccoVR0jiJQpKpUz0JUqk5S0DVPcNkxRusLWGAVtcTa0RFjfEmFdc1hoFnRrmoKsahYSoPNloHujwcPrDR7eaPTyeoOHVxVuXqlz8Uqdi6UKD7l1bnLrXOTUullU62ZRrZMFcgcL5A5errXzUo2dF2RWnpOamS8zky01Ma9az7zZ0Im1zKvSkSXS8KxIRVblTNmVKuaVC9Bll6dfLC7rIyv9i4qs4i6yimdBt1qOeexPvkf3PyiQDfLy6qehW5rfJqyqBcqZW9UC4RJiSRq53JJOckqFplfWhemVdVFFL4sqep+AbnptfeISolozB7o1Eh1rq3WsrlCRr4qwzhRnWYOJTe5xVrXaKJye5mqtlMltlMvtVNY6BOjqnBnkpPWzofMgb/RQ1+QToGsVoGtS+mnq8NPS6ROg65lZWzv6Q3QOpCe5J6HTRxg0zFw8aDIXDwmMthRGWwqTXUDO7BzF4hrF5h7D5klh9w9j9ydwBlM4g0lcIeGnWZ5IUkAuKry8649P4I9PCKtqepILj4wSGR0jMjo2C7gJ4pMTDE9OkJiaJDE1SXJyM4mJbcRGthDfvIfUudskLj0k/tFd4lfv4X3/BIndB9j83nEiW98muvUgY6cvMnrmMvFDJwhsP4R/2yHiJz8idvka4bMXiJ+5SPLCVTZfv8O++5+z9dY9tt/9FO+NG6TuPmDy6l1Gzt1k9OxNRveeYve+8xw8cJE9e0+zY+dJ9h38iEP7PuLIngvs2HqSUPIA4+98xOFTdxgefRf/B1ewf/IZjpsPCd39ktHLD/BOfYBrxylixz8h+fiP6M7dYejgaWJ3vsa+4zRq2w6M8SME9l9Gv/0Ewce/EPjjv2D64x8xXLmH68MbGI9fR3/8Ot7Td7GNH8PiOYDBIYBntO3GaNmVyWDahd64C51hBxrddlTabRnsBlVTDAxNMjA0mZnuMtClz+26elPps7sUHV0p2rtStHYJ0AmN0NyVoqkrRWNnivquWdB1DCPLFBeg60hDp0xDl57ofg26DHbpqa6gPc7G1ijrWyMZ4Ga3tjnE6uYgq1tCrGicO9E9Cd0r9W6WKlzpPCypc5Nb52axXGhRrYuFcicL5U4Bulo7z9dYea7GwvwaC/OlZuZJ9GRVz4Uuu1rPPLGGLLGaZ0WqTFmVqvSEN8C88n7mlfcxr7yPrDLh3G5eiQDds8WdPFus5JnVdZhG9/9HoRNuVqcvHTLvyRWmLyGKO4RJrrSLnLIuFpd2/UnockT95IoHWCoe4FXxIK+nz+Rmr6xvpS8gVkl1rJHqWCc1sF5qYF2ZmpKhKGtNEd6s1VHoGGVts41SmYUymYBcRZ2DyjoHIrlTmOYULqoVbmT1HmQKd/oCwoW8yYs8vbY2tAbS62qAls4grV1BYV3tCdLeG0DZH6BzIEzXYITuoQi9aqE+TZR+XVQ4lzOkXyExCxcPuvQUZ7SPYLKPYLGPYnaMYXaOYXWPYnWPYvOMYfeO4PCncAZTuEIj6VU1NeuiYTSDXGB4ksDwZPr2VLhkiI7OTHLxiUnik1MMT01mSm6eIDE1zsjUFPHxXQT2vEvi0sfELj8ievEBwzfuEvrgFNG3jzL2zrsktmwjtm0/I2fOM3HhKvF9HxDdcpjYzneZOHOZzdfuMPzRFSJnL5C6eI3xK7eYuP4xhz/7msmrt9nx8HNSH98lcvk6qY9uMHH2JvFdJxif+oDk5Lvsf/sCh45cYd87l9lx6DzvvH2J/QcucujQFfZsO0Uwuo/JQ+fZfeY2I48eM/xP/0LqwkO2H7rO6SvfsueTx5iu30dz4Byua58SffgjxsQ7mLz7cW47g+/9m5j2nCX60z/hvvsN+ncuYblwl4HkEexjx7Bb92J27aMnsp+hwH70gYPonHuxuPZjcOzFZN+Dybo7k9GyB4N5d3qdnb3Kpqc71RSDQ5P0z8Ju9mQnTHcpOrtH6OweQdk9QltXitbu6UZp7h6hKV1DdwpFd4q6riS1nQlqOhPUdA5T0zmMpCOBpCOJpCNFVccI1Z2jiJWpDHSVyhQVyhRlHSlK2xOZitsTwlSnHGZTW5QNaeyebF1LmDUtIVa3hFjZ5GdFc5C3mgTsljV6eSPd641eXk1jJ4DnYUm6nDqPAJ3czaI6NwvrXCyQOzLQzS5baiRbYmB+eoWdhi4rDd2cMtClXyyu6GdeRT9Z5X08W9pLVmk3z5Z08WxJB78pUfLMGgWmsT8DXX6NipdXK8jNaxF+7TDrHbklhconsOtgSXE3ucVd5BR3ZV4Mnn3Dmllb07esueIBllQN8ErVEK9VDfFGVRo5sYoV1Zo5yK2W6lgjM2Sg2yg2slaqZ405xMZoio1DPjbWmCivsVFRY6M0DV2F/EnoXNQ0eKlRuKlpcCFv8qBo9qXP5vw0tgV/FTplbwhlX5CO/uBT0PVrY/Rpogzoopn35IRJbjgzyU2fyZkcI5icKSyukQxwNs8Ydt84Dv84zsAYrtAonvBoelUdmXWbOoNcMDFFMDGVfj1EuGyYWVenGJ7cTGJyM8mpLemmSG3eTGpqM/HxzUR3vsPwRzfw3rhL7Nojxq88JHzkDNH97zFy9DjBXftJ7D/E8IWPSJ04x9SWd0hOHCR26DhjF24ycvkmsTOXSV64ztSNe4xcu8PIzU9IXb3D6NVb7Pj0czY/fMThO5+x/ewNpo5eJD51lIntx5nYeYLJ7ccZn3qfg0eucvj9G7z9zlXe3n+RI+9cZf87lzn89mUmLn1C4sef2P7xV+w9/4iRk7fx7jjB6Ac3ef/cVxy4/zOp//6/EL70GZbQEeyRd/HsOo99z3ns719j4n/73/F+/C3a3efwf/AxKu8B1K79uDefRRN/l8B7tzHvu4jjwgMMp+7gOn0Py/6LGP9Pzu6zve37vvt+b51N7Hg7saZlecjWlq1JidTg3ntgEODeE1wgSAIg9ga4p0iKFLUpShT3JrU9ZFuJ7SR1miZN0zRt07M9zgfwvm78QUrKcHL1xucAH8Hr+K7fn/V95Ch7yCtuJb+kbT15xa3kFrWQU9hMZr6HzDw3mTkuMrIcpGU5nqns1uZ2T8/sRFIDKX8GuliRjlixjlixnlixgRixgWixgSixfh26sJRGQlJ03ugJStYRlGwgKNlEQLKBgBQTZ5INnEnUcdo7o1uLb7yW4/FajiVqOZqo5UiChsNe6D6Mr+dAfB0H4hs4EK9mf4KafQkN7I1vYHdcPbvj6tkZU8sHsSrei1byXnQN78XU8G60kHeiqtkeUcW2iErejPQmooo3I6rZHFbJxjABuR+Flj+T14NLeC24lFeDS3k1qIRXAgt5OSD/yXLidC4v+efxwpkcYTnx1Eb2+VOZPO+3dm+Xtp7n/VJ57rhk/abuhePCrO5vgC6DH+55CjrvjdxWb/X25pEkth1NZuuxFG9EbDkmYvNTT7o2nRALVdwJCZt8JV7opGw5mcqWMzK2nknzQpfOu/5PqrhdgdnCpjUwex26vUG57A/K48OgfD4KLuCjM3nsDctkb2kVe8JzOBFexsHIYo6FFQsVXXgpfmHCEsI/VGhZA8LLCYmsIiSiwntO8qfQRSfWEJtUS1xKLfGiWhLEShKltU/aVXkd4vR6xOn13kpOTWqWGnmu+plbucwCNdmFGnKLG8ktfjKTKyjXU6hYg07ArrTaRGm10Qud8Rnoqhr+FLraP4Ku3mDxImdBbX4aOsd6dFYPDbZWtG0D2Ecm0YxO0jA5j3FynrqzF2nsuIil+xIqu5O67rOYrk9juDpOQ/dF1KZeDF1XcI7NY7g5g2ZkHN3oFNapJQyTC+gm59CNz2KcnEe7sIh1fpGuxXv0TN7m3LUljE3nMbuHsXguYHFfwOoaxua6gMV+nrP9U/T2TdHTO46nZ5Tm0SVsg+PYpu9g+vZbGhbuYvJco//KPRqn72L+l9/Q8+hb1M4rqDpvUe0codZ5ncraAdTzj9D+y++p6LpFVfcENZ2TFJa0U6g8S/XwIumui5StfEblyhdkXV+gbP5TcvsnKLgwR2XPBFWXlyjzjFBWd46CknYKSp/kafCyC1vIyvMIbWyOa72qE1pZK7J0obKTys1IUk1IUk2IpUZEEgMpYiFJYgMJIj1xEr0XOgNxEiOxEiPRYgPREgMRYj0RXvBCRfr1BKXoCU4xEpxiJjDFSKDIjH+KEf8kPWcS9ZxK0j+p7LxLCZ8kIUcTtRxJ0nIwoYGDCQ18mKDmwwQNB+LV7EsQsgbdrrh6dsbWsTOujh2xtbwXI2D3blSN8HdUDW9HVvNWZBXboryJrGZbZA1bwqvYFF7BxvAK3ghT8MZT4P0wpIzXvXktuJTXgot5NUhYULwckM9LZ55sY/8EutNZPHcy46m5XRo/8EL3vK+E54+L1qu6544l83e7w8n7rtb1UEgmP9wTwZZDsWw+GCtUcwfjn8Fuy5FENh9OYsuRZDYfTWHzMeFp1wafZDYcT+YNnxRvNSdhk28qm31T2eInY+tJOVvOyJ+B7j0vdB8EZLE7KIedgdnsCsphV1AOuwNz1qH7KCifg2FFfBhazMGofA6V1LAvqpDj4WUcjizleFgJvqEl+IWXcjK89JlNa0C4gpDISkKjqrxzubUFRDWRcTVEJ9QSk1RLXPIaciovcnUky+rWkZNkNCDJqCc1qwFZjlpYPuSq1+/kMgrUZBVpyS16sl0tKPsz7WqVkLIaoZpTKE1U1JqorDNSWf9ko1qtNlKtMVGjNaNstFCrs6LSWanTWwTkjFbUZus6ckIV56DR6qTR6kRv9qAxt1LX0o/hyjja0UmME/NYxudQ9vTT2NWHuaMfg70TfecAtpsTaK5M4Pnip8IpSO81nJMrGK5Pobl6C/3oFNapRSyTCxjnllGPTaOfmMO+fBfz7BL1Izexjk7TNTxFS+cI3eenMHqGMLnPY/VcwOa+iMN9Eaf7Mmb7MF19E3T3jtF6cYqBb35B31e/oGlgkpaBafQt11BdmsM68zHN7l/ypAAAIABJREFUl5cwT9+j+/5XqG0XKavtpqJ9DN1Xv6J67D6lTSNoJz9F0XyTioIOal03qLp5l1zLMNX3fkzNF9+S2XaNhvGPydEPkm8cJruqi+yKDjJqu8mtO0txVS/Fii6KK7rJL2mnsLTjT6DLLWohp6CZnLwmsnLd6wuKp9tYWboVqdyKVGZFIrMilpoRSUyIJCZSJEaSxQYSxQYSUo3ESQTk4qQmYqUmosUGYlJNREoMREoNhIv1hImNhIkMhIkNBIsMBIuMBIvMBIpMBIkF8AKSjZxJMnA62cCpJAE8v0QdvkneNjZJx9EkLUeTGzmUoOZwooaDSY18lKjlwwQN+xM17E/QsC9ezZ74BnbHN7Arro4P4lS8H6diR0wtO6KV7IhRrv/9TlQN26OqeWs9NWyLqmFrRBWbIyrZGF7JhvAKNkYIvz8MLeeHYQrhN7TcC14xrwUXrWP3UkABLwbk88LpbG+y1s9OXvBC99zJTJ4/KczvnjuZxvN+Mp73lfK8n5jnToh4zieF769D1/GXofsoJJPX90YKwHmR23RQaGG3Hk5my6EkNh9OYtPhRDYdTRZaVh8RG3xEvOGT4o2IDcfF69Bt8ZP9Weje9k9nR0Am75/JfALdWtsanCu0rcF5HAjO52BoIYdDCzkaVMqHUYUcLq5lf0QhJ8LKOBFail9YGSfDyzgVUc7pCAX+EQoCIysIjKwgKLJiHbq1Ki4yrsY7m6shOlFJbLJSQE5S60VORbKsnhR5PaI0ATlp5pNqTpbTgDxXTVqumowCDZmFQrKLtM9UckXlJorKTd55nImSSqGKK602rLeslXXGp85GvA/uNUYBOK2ZWq2Z2kYLtXorKoP1CXIm2zPtqs7mRGdzobO60FlcGKxN6F0dGAevohudQjM+g35ijvre89i7z2PrPIfF1oHt7DDGkQkMV27S2H0Jy8g8DaPT6CYW0I3NohmZwDqxgG1qCdP4HLbZZfQTc+gm5rAs38E+sUD72DJn5x/QdP8T2u5+St/gFL0DU5y9uICt+TJW90UcTZdxei5hd1/G4r6MxXOegeEZnO3X6LrzBZ6HX9I6PIfbM4Lz7CSGT75B9++/o/n2F+gsQ9jab6K9skT12ArFLaMo7zxG+/CnKLUXqKjup851E/XgIkXnZ1H/+l9RjdymQHMOxdA8WXW9FCm6qDBfJq+hj5pzcxR1j1N1dZWigSnKhheQtV0lxzBIWfVZiko6KCx7kjX08opbyStsWd/GZmQ7ychykpntJi3DQVqGA3m6HVmaDVmaDanciiTVIoAnNZEiMZEkMZIoMxEnNRAvFaCLSTURKTUSIzMTJTUQITUQLjEQLjF6YyJEbCREbCJEbCFIbCZYYiEwxURgiomAFBOnkw2cTtZzOtnAyTXokoUcS2rkWJKeQ4mNHEpq5FCy7gl2SY18mKRlf4KGvQlq9iSo2ZNQz674ej6Ir+P9WBXvx9Z6I8D3bnQN70TXsH09St6KVvJmZDVbIqvYFFHFhshKNkRW8qNwBT8KV/B6WDmvh5Xzw7C1draE14OLeTW4iFeCCnl5bRv71H3dC97Z3Qtnsr1HxQJ8wuwunR+ckvMDv1Se9xPz/eMCct87msTf7fxr0IVm8trT0Hmz5XACWw8ns/VIslDJHUlh09EUNh1LYaNPCm8cT2HDcTEbfCRsOC5l43EpG0+k/hF0aWw9k842/3Te8k//m6DbH5zPwbBCDoUVcTS0iBMBCj6KLOZwcT37IovwDSvlVMhfg67yu6FLWpvLKUmQKJ+Cru5PocuqQ5bjPQxeh05LZqGWrCIt2etzuT8PXWmV5UklV2t45nxk7YsiNRoTSo0JldZMg9aEWmNE3WimwSBUcnVGK/Um6x+1q17orC50Vjd1Ng8NNg8mdweazgHUV25inJxF3XseXe8w9u4LGGzdmM9ewnV9Cuv1CTzf/hTD5AKW9kuYRqfRjE6guT6BeXIB8+QCpvF5HHOrGMZnsc4tY51bRTc5j+XKBOdmH3J59QsGlz/DcWmSrrO3OHdhgc7BaXqGZrB6LuJovoKz6Qp2zzXM7quYm4c5e3EGT+coXQOzmFuu4Jn7hOZPv6F19DY1zaPoR1ZoGpzB6LqMo/MWpk++Qf8//0X19VXK6wep01yksXWKEs91ai4uY/3D/6C4vori7BT1D78hX3uOcmUfqv45st1XqXnwFQUz9yicukfJzTtU98+SPzhN7qU5ci/Nka8fQlndT3FZJ4VlnX8WuvyiVnLzm8nJXTs9cZGZ4yE900lahhN5ukOATv4sdGKpmRSpmSSpiQSZkHipSYBOJkAXJTcTmWoiQmokQmogQmoiXGoiQmoiVGwiVGImVGIlSGwhRGIlSGQmUGQWoEsxcjJZz+mUZ6E7/hR0h5N0QpJ1T7BL1nEgUcuBRA37EtXsTVSzJ6GB3QkN7Iyv54O4NexU7PDm3Zga3o6uYXvMWpRsj6llW1QNWyKr2RxZzYYoAbs3Iir4UUTFOnSvh5V7K7xSXgsp4dXgYl4JLuKl4AJeDirghYDcJ9vYP4ZuvaX9a9CFkftdrevBsGxe3xcl3Ms9k0S2Hklm65EUth4VsfWohM1HxWxcg85HxIbjEjb4SNl4XMbGEzI2+8rZ4pfG1pPpbD2ZzpunMnnzTCbbAjIE6AIy2BGQyQf+WewMzGJPcM46cruDc9kbnMeBEAG6w+FF+ISV4BtYycGoUg6XNrAvqhi/8HJOhQrIPYGu/FnooioIiaoiPKZmHbmoeKV3NldLbLLK27I+Xc15lw/yesRpDUjS1UgzG0jN9s7lcjWk52lJz9OSWaAjq0hPdrGBnBIj+d7tamGZkWKFmWKFhZJKC6VVVsqqbZTXWFAozVSqzFTWGamq987h1GZqNGaUWgu1WguqRgsqrYl6nYl6nXAM3GC00mC202Cxo7E4hHbVZkdnd6CzuzBYPWitTShbOlCf7UPf3U/j5RH0kzPUD1zE1HcRR9cwOms3ht7LGG5N0XD1Brr+K+hnF9CMTuAZncd2bQrLyBTW6SUBuYl57LMrmMbnsc4uYVxYomF8FtvEIrrJBTxfPubSH/6AfWYVg2WAjt5bDFxapK1vgt7hacyuCziargrxjGJtGsXSfIm+CzO0tt+kb2ARR9sobY9+Tse//p72T79C2TuLvmOCjrH7uD7+MW23HtLYegPzzbuoWsZQaS6g01zG8skvaPzxP1LedhPlyG0UbWPklbdTNf6A2vs/ocB4HvXDn1G6/Bk5rSPUX79DVtMVii4vIu8bI7t3jKz2EbK7bpLtuUJ+TQ+55R3PQFdY1kVBaSf5JR0UFHeQV9BGbl6LdxPrISu3iYwsN+kZLtIy3MjTXcjkDlLlDqQyGxKZBUmqBVGqheRUM4lyIQmpFuJTLcTJLESnGomWW4mSWYlMNRMpNRMptRAptRIptRImsRAmtRAmtREisRKaaiNYYiFIZCFQZOa02MTJFAOnUgz4JevxTRFyXKTnWIqOYykGjiTrOZKs53CykUPJBg4l6/goRceBRA0fJjWyP0nDviSN0MImNLDrKew+iKtjR5yK9+JUvBNby9uxSt6OVf5F6DZG/mXohJTyWmgJr4Z4oQsp4uWgQl4IyOWFgBxe8s/hJS94wjY264+gy+AHp4Rt7PO+knXovn8s+W+H7plq7lACWw8nsfVICm+uQye8Zd3gk8IGHxEbfMTr0G3wSWXjcRmbTsjZ7JvO1pMZvHkqk22nM9nmn8lbgZlsD8jk7YBMdvhn8UFANjsDctgTlMeuoDx2B+ezJzif/SEFfBhaxMHQIg6Hl+ATVopvoIJDUSUcKa1jX3QRJyPKOR0mAHcqopwzXuQCIhTCpjWykuCoSkKjq4mI/SPovLO5degkKpJSVaSIlcSIKkmQKknxLiRSZCpEaSokGd5XEFl1yLPrheQ2PDWn05BZrCG7REN2iZac0kbyyhrJU+jJrzBQWGmgsMpIYbWBEqUeRY2Oyhod1cpGamobqanVoVTpUTUYUaqN1Lkd1Pd4aOhuo87uFF43mO2orQ40NidamxOt3Umj3UWjw4Pe2UKD1YOuqw/j4AV0V69hnZtHO3AZU99FrJ1DWKydOM6NYBqbRj0+QevPf4pxZBJb/3VsN2YxjExiHZnENbuKdXoJy/QStvnbmBZWsC3exjm5gOnqOPYbC1T3Xcf66Cc0/d//oPlXv8J1axmL5wKd/eMMXVqkq1eAztp8BUfzCK6W6ziab2Jrvomj9Rr9F+dp6brF2fPLtPVM0jq0gGd0ldZ7X6C+eR/ltVU6f/efdPz+P+j78peoXVdpaDiHemCO+o+/pvrsNMoLS5ju/5QGzy1UyiGUTTepHV5CcW4e07/8AeX5JbIsF6m6ehtl2wT1g0soe2epO7dEycUlMi7NknZxhpyhGQquLJE+OEmGZZji8k7KS7ooKe2msKybgtJuCkq6KCjpIL+wnbyCNnLymsnK8ZCd20xGVhPpmR7SMtykZ3qQpTmQyR1IZXYkMhuSVBtimY0UmZUkmYUkmYWEVAsJMivxMhsxqRaiU61EpdqITLUSmWohMtVGhDehUguhUiuhUhvBEivBqTaCpFYCJRb8JRbOSMycFBk5KTLiJzKsQ+eTYuBYip5jIiNHUvQcSdFzcD06PhLpOZCs40ByI/uStOxN1rInSc3uJDW7EhvYmeBtYePr2BFfx3vxdbwbr+Lt2Frejqtle2wN22OVbI+tZVu0kq1RNWyJ8kIXVcUbkZX8KLKS18MVvB5eLiSsnNdCS3k1pIRXQkp4KbiYl4KKeDm4WJjTBeTygr83Z4Tf55/ewJ7K4PlTGTx3Usb3faV8/4SE7x0X8T2fZP7+WDJ/t+uvQPdRaBav7f1j6BJ580gK246KePNoCm96oRNePoh4w+dJy7rBJ5UNPqls8vUi55vJm6ey2HY6m22ns3grIIvtgVm8HZjNu4HZvB+Yw66AHHYF5rE3uJA9wQXsDSlkX2gRB8KK+CismENhJRwJL8MnvAzf4AoORRdzpKSO/dFFnIpU4B9ezulIBWeiKgiIqiAgsoKgqEpCo6oJjaomLLqGiFglkXHKdeSEBUQdccl1xIvqSBDXkSRRCeckuRokFWYyKqxkVVjIrLaQU2MhV2kir9ZIUZ2J4jozpSozZSoLinoLigYLigYT5Q0mFBoTFY1mKhrNVOosVOmtVBttKE02lGYbtRY7KoudWpuNGqcVpctOg8uOxmVH7baj9ghp6HChPtdGTaOeuhYHuo42tEahklPbnGjtrvU0OtzonM00OlrQd/RiHb2BbuIW5rFx9OcuoTs7jLH3PFZLB67+i1jH51CfH8XUf5XW6dvoJ+YwTcyjuzaBbnQK+9QS5okFLFOLWKcXsU0vYV++h335LgMzdzg/dRfjtVk0q5/Q8Zvf4rr3KZ1Td7C3XcbdfpW2gXE6ri/QdGmW7ovTOFtGcLWN4Wkbw9U2gb11HHfHDc5dWqSta4KB8yt09E7RM7TMwNjHdC0+wnzvG6y/+h2uL39B79xj3NdWaBq5jd41gvH8Erbf/geG219RbbxMte06qt551E0TqAaX0P/7/6Xo2gqK7inUV+5R0TtDxdXbVF67Q96lBapmPyO/eRTt3Z9RdP02ZQuPKBu9S/Xc55Teuk/F+SUKlL0oSnsoLz9LsaKXovKzFJb2UFTaRWFxJwVFAni5+a3k5LWSndNCVo4AXkZ2M/J0F/J0F6lyB7K0J+CJZDZS5DaSZVYSvUmQ24mX2YiV24mWO4iW24mW24lKcxAhsxMhsxOaaiPM+xskfQJdgNSKv1SA7rTExEmJmZNiAbwTYgM+YiPHUgz4iE0cERk4IjJwUKRfz0ciPR+K9BxI0bEvpZF9KVr2JmsE6JLU7Exs4P3EenYk1rMjvo4dCXW8l1DHO3Eq3o5XsT1Oyfa4WrbHqdgWI0C3NaqGTVHVbIgWWtg3oir5YWQFr0coBPDCynkttIxXQ0p5JaSUl0JKeDGomFdCy3gxqJAXA/J4wf/ZPH86+yno1rCT8z1fCd8/IeH7J8R8/4SIvz+ezN/tCif3u2Z0H4Zk8dreSLYcThBu6A4msnkNumMi3jwmWj8pWX/mdUzAbuNxGRt90th0PI3NJ7zI+WWx7VQ2205n89aZbLYH5vB2UC7vBGbzXmA2HwTmsDsgl92BeewNLmBvUAH7QgrZH1bEh2HFHAwr4XB4KUfDyzgeVs7J4EqOxJRwpFTF/phiTkdV4B8hILcGXVCUt4r7LugS16BTkSCqI1lch0haT7y4GrG2Cbm2ifQqK/JaG7I6G+n1NjLVVjLVVrI1VnK1NvI1Ngq0dgp1dooNDkqMdkqMdopNVkosdkosDkqtDspsDsrsdsrtNhROGxVOOxUuO5UeJxVNTqpaXCibXdS3OKlvcVHf6qa+xU19p5vGoQ4aXA7UXU3o29vQmew02lxoHG4aHR5v3OgdTegdLdS5W9FfuYZhboba6Vsohy9hOnsBff8wNe4OrN1DOG/ewj42T/vnX2MYHsU5OI5jchH1rWkM43O4527jnFnBNrmIc2YF19wqzQt3aZ69Tcv4IqO3H3Htxz/H9atf0fL//hvT6BRuzwCXrszR1H0FT+cV2vpv0fH4J/R++48MTqziaRqluXOapo4pPO0zeDpnaeq8xblLi7R23qJ/aJnWnklaL64wOP+YzskHOL/4J5q++jXqljFc9hv0Xn1A71e/pvezn6NvuoFhcBF19yy1lmsoLdcxP/gHtF/+kqLmG1Rev0Pl6D1qz85RPfcZZTfvktN2g/pvfkXBrTvUf/ELSgfnqRtaoqRplALbFXLMFykemiO/Z4K8jpvkWi5QUtFLVXkfZYo+isv7KSrrp6TsLEXF3RQUdVFQ1EV+YRf5hZ3k5LWtg5eZ3Ux6poeMrCahjU1zIJXbkcjtiOV2RGl2UuQ2ktJsJMltJKY5iJfbiEt3eKFzEC1zEiVzESV3EZXmJEzm8EbALkRuJ1hmIzDVRkCqlTOpFk5LzZyUmvGTmPCVGDku1nNcbMRHZMRHauao2MhRsZFDYsN6DkoMHBQbhMpOpGO/SABvT7KG3ckadiWp+SCpgfeTGnjPi9y7iXW8kyDk7XgVb8fX8XZ8HW/F1rItRsmb0Uq2RNewObqGjdHVvBFVxQ+92L0WXs7rEQpeDS/nlbAyXgkr4+XQUl4KLuHVsHJeCi4S3sM+nYB8fnDmj9vXLJ4/lcH3fFOfge57x1P4uz0R5Bj/KnRRbD6YwMaP4tl0MJFNBxPZfEg4J9lyVLid2/zUl0k2+Ih444SITSdSeeOElI1+aWw+mcmWMxlsPiln28ks3jqVw/YzOWz3z+HtoDy2B2bzdlAu74bk8V5wLjtC8tkZUcT7YYXsDC9iZ0QRuyOK2RdZxv7IMj6MKudwZDk+YQr2x5dzWKHnQHQJp6MqCPBC5x9dSUB0JUHRVYRGVxMeU7OeyDgVkXG1RCUoiU5UEZukEqq5FBWJYhUp0nrE0gbixTVIGpuRFhtIlSqRpNcjympAmq0mNbcBWa4aeV4DaQVq0grUpBdqyCjWklnSSFZZIzkKHbkVOvIrDeRXGiioMlBUradIqae4VkeJSkdJvZ6SBj2KBhOV9SZqGoTlQ63WTK3WhKrRTK3Bikpvoc5hxzDQia63gzqbHa3Fhs7uQutyoXO60Tmb0LuaMTpbMbhacQwM47g5hufWJMbrN9EPXsY+eJXmxWWMV6/jnJjCdP4yjku38Nz7GO3kNKapRWw3ZzGOzeCcv41rdhXXzAqO6WUcMyt03v6UlrnbWG9N03pjhnOjC1z+t99h+JdfYPzma4x9l2jrvcLwyCLO7it4Wi7Tc3aCjm9+Rvtv/plz48tY3Vewto3j7pqmuXOOpq45mrrGGbq8TGf3JEPnV+jsnqTjym265z+ndWiWxr4ZGnqnsPbNY768jOPqKvrPfkrnN7+m8/wqOu1F6vtnMXz6D1QNzKK8cpu6ez+lcmCemv551LNfUH1hmazBabT//HtKLixQMnEfRd8c5b3TVF5epai8G0X9eUoah6kwXiHfeRXFlVUKBmcoar1Bcc1ZKqr6Ka86R2nFOUrKBygp76O4tIeikm4K17Fbg66N7NwWsrzQZWU/gU4mdyCVO/4CdHbi5Vbi0h3Eyp8kWu4kWi5gFyFzEi5zEJYqQBcqswtVXaqNwFQr/mvYpVo4JTXjJzVxXGLkuMT0t0Enfho6LXu8yO1KUrMzqYEPEhvYkVAvVHSJdbz7FHTb41Rsj/sr0EU+ge6HkZW8GlbOy6GlAnJr7WtwMS8+tYF9Gro/regy16H73nExz50Q85zv09B9R+v6YUgWr++NYcvhJDYeTGST95xk8xHhlGTzsbUvkzzJphNifuSXwmvHU9iWWsLurDp2pFbzXnYZuypq2CGrYFdqFbtkleySV7Mns5bdGdXsyqhhV5aS3VlK9mSr2J/XwP68Bg4UqDlQoOajAg2Hi3QcLdLhU6THp0iPb4GO08UmfHN1HIko4VS0MI87E12Bf8xfhi4qXkVknBe55HriU4RKLtFbzaVIVUik9SRIakjRN5OhsJCRVk9mlpr0HDUZuRoy89Vk5avJKVSTW6wht1hDfomOwjI9hWVPXj2UVRhRVJlRVJmpVJqoVBqpqjVRpTJRU2dB2WChtsFMrdqMSmOmrtFCvc5Gg95Kg96CxmBB7T0CVptsNBhtNJitqO12tA47jS4HOpcLg9uD3tWC0d2G0dWGpa0Hd/c57N3nsHWew9R6FkPTWcz9l3A9uI91dg7LxVGMQ1exjY5jGr2FbWYO8/gs1ol5mhfv4ZpdpXnxHu6ZFVwzK7Qs3ad5/g62iVlaJufwdF+ib/AW/SsPaHnwMbbhMVq7r9HRe4NL1+/guTpL89gK7edm6B+/S8/HX9FyYw7TwgNM4/exd07h6ZilqWsOT/c4g9dW6O6b4dz5VTp6Jrmw+hX9M5/RP7iExTZCW+sU7Z99S8u//xdt979CP3qHxuF53MMrtA7fRjk4T+Mvf4vuzk+oMlylun+exsUfU9k2Qe3YA8y/+j0FQ7PUz3xKfe88xapBSjTnKbBdpX71a3I6blI3/5jysftopj6n+NY98pc+pWj0NoquCSq0FyirGaC8epCySgG6UoVQ1ZWU9VJULGCXX9hJbn47ufnt61VdRlYTmdnNpGW4ScsQ2lhpmgNJmkOALs0uQJdmIzHNRoLcQpzcRqzMRqzMTqxMqOqiZWvQOYhIdRCe+qSNDUm1rWMX4MXOXyaA55dq5oTU9LdB582HYj0HxHqhokvRrkO31sLuXMMusV5oX5+C7u34OrbFKP8Euk0xNbwR/eegK/sj6IS8HFT0v4JuvXX1+V9Bl7xeyW0+Lmajj3Ag/Ax0vhI2+IrYeCiZt7Ir2ByWw+snM3gpSMyGvBJeCUhja2AOW4Ky2RyUzbbQPN4KyWF7cDZvB+fwbnAeO0Lz+SBcqOZ2RRazK7KYPVGl7I8u50B0OQejFXwYo+BAjIJDUQqORpRzMrqCU9FCu+ofU0lATBWBMVUEx1QTFiO0q2uJilcRFa8iJrGOuOR64lPW5nJ1pEgbEEvrkErrSZQqSdF5yCg3k5GuJjNbQ3qumsx8jfAJ9IIGcovV5BVrySvRkl+mo0ihp0ihF147VJoorzKiqDajqDZRWWuistZMlcpCdZ0ZZb2VWrWV2gYzKq2ZukYz9ToL9XoraoMVtdGK1mRDY7ajtQjHv1qrE43NgdbpROdyone5MLjdGD0tGNwdGJxt2Jt6aeq7iMXTha25B6u7G31TD+6ZeSw3J7HdmMJ2dQzr8HWcMwsYxyfxzC3inpjHPDZF09Jd3HO3cc+t4p5dpWnuDu3L93HPLOGcWqBlcp7ms5dpb7/A8KVpBocncbScp73rGl29o7R3j3Lu0iKDv/gn2v/wO7oWHjE89ZC+5Ud0PfyM9n/7N1p//hucZ+dpaZqmqXOWpt4JLl67TV/XFANjD+lb+YKu8fs4eydovrxM8/Qjri/9nIFHv8b19S/pefAVLTceYGwew/PoH+j99X9SeXmFunOLNHbNozRew3jlAY2ffEvt/BeUnZ1Bf+9nqNtmqNRepNZ5g0rrCA3Tn1My/ZDq+19TPvGQmmt3qRq9R/HgHGV9s5ROPqT4yjIlbTcpbbyAoqIPRfUg5ZVDlFUMUrYO3dn1qi6/sJO8gg7yCjoE7HJbycppJiunhcxsYUmRnulBluFC4sVOnGYnOf1JkuQ24uVW4uUW4uR24uROYuUuYuQuotPcRMqcRMqchKfaCZM+C11wqo0AmRB/mQ1/mZVTqRb8pGZ8pWaOi03PQHdYYuTwn4HuI4mejyR69ot07BVp2f1U+7oG3QcJa9ittbBrrWs92+NUvBWrZFtMLW/GKNkSo2RzrJIN0dX8KKqKH0VV8XqEgtfC/7R1fTnEm+BiXg4q4OWg/PUvnbwUuNa6Zv7Jq4nv+8qfndH9TdAFZ/Hanmi2HE5er+i2eF8/bD4hfExz8zHhG3NCJGzyk7LFV8wbR0RsS1Ow2T+DN47J+JGPiC3yUjb5Z7AjIJf3AnN4NyCH94Pz+CAom51BOewJymVvUB4HQgo4GF7ER2GFHAwXcjiiiGMRpRyPKMU3sowTUWX4RJdxIrocv+hyTkdXcCamksDoSgJiqwiMrSY4poaQmBpCvdA93brGJNZ7q7kGEsT1JErqSZLWk5LagCS1gVSZmmSZCpHeTVa5mcwMDZk5jV7kGr2fW9KQV6IVPpxZqhO+QrL2drXSTGmVBUW1mYoaC5XKNeCs1NTZvMjZUGlsqDRW6hqt1OusNOhtNOhtaAx2tEY7WpOdRrOAnM7motHuRudyY3B7MLqbhHiasLjbMHi6MHb0Y27qxdlyDqenD1dzP253H4aOIex37tCydAfL6CSGC9dpWljFOTGLZWIG28w8zbcWaJlewTW7gmf9SQDVAAAgAElEQVTuNk0zt2lZuEv7ygNc8yu4Z5don1rC1XeZju7LtPZeZvjKNBevzNDZeY2O3jFae2/Q3DFC25VZLn71M/o//4qO0TsMffxTusdvM3Brhc4vv8U8+Qjt2QUc5+/T2rFIT88cV6/coe/KMsP3v8FybZbuuU/oX/iCgZ/9My3/9d9c+vbfGBj7HNfyY5o/+TGO2U/RtI5hmXrI+W9+h2nuMZreeVRdM5jvf4vqxkNUtz5F/+hXqF0TVJlGqHLdIs9yhfq7X6GZ/ZyKa3dQPvwppb3T1LdOU1V7npr6C5TWDVFS3U+xY4SK/lnKzk5S2nqTUtU5AbrqIcqrBimvGKBU0Se0sGW9FJX0UFDUSX5h5zp4a5VdTl4rObmt6zM7Waab1Kcqu5R0GylpNuE3Xajs4mUW4lJtxKY6iJE5iZG7iE33ECV3PYvdGnQyYV4XJLMRJLMR6IXutMzCyVQLfqlWTkgtHJeaOSYxcVRi4ojEyGGxkUNP5aDYsJ4DIj17U3TsTtKyK1HNzoQGPoiv5/2Eej5IqGeHF7t3E+t5J2EtDevt61uxz0K3MaaGN2Kq16F7PUKxDtwrYWW8ElrKK17sXgoq4qXAAi92a9AJb2BfOJ3tPRoW8vypTL7vJ+c5X+n/P+gOhuXyw32xws3c4SS2HU1h21GxsHw4IeC2+fjTb1lT2egnY5OflJeOS3izQMUHmbVsl5SxS1rFewUaNvjn8o5/Pu8E5PNuQAE7g4vYGVzIzuBCdoUUsSekiANhpXwUUc6HYaV8FF7CwYgSjkaU4BNZhk9kGSeiyvGLVuAXreBktIIzsZX4x1YREFNJUEw1wbE1BMfWEBorIBca+6Sii4yrJTqhjrjkBgE5kZpEcQNJqWqSZWpS5BrEcjWpci90Rg9ZCguZWY1k5urJzNcK0Hk/g55X0khBmfeh/vojfRMllWbKqq0oasxUKq1UKq1U19m8yNmpbbA/gU4rIFevs6JeR86B1uSk0exEZ3Ggt7rQ290YHB4MrmZM7hZM7ibM7iZs7mYMjhYMl6/R/uUjLBeuYLF1YnF2Y3d34Wnpw9I1hHF0gqZb85gGR3As38G8vIrj5gwt44t0zN+haWoR9+wKTXN38Myu0rp4n/aVB7Qu3qZpYYXm6UVcA1fp6L1Ca88lmnovMjQyzvDIGO39l+num6C5a5yzEx9zdv4RTedHGZ5c5eyDb/B8/Wt0n31N6dlbJPWuENA4gd/Nx6R8/Z8knr+L0jWFa+ILehe/oevGF3RNf86Flce0XVzk3OQXdD78lqHPfkn3/I9pXf2Ki5/+lPO//2+al7/G1HaDzsFllN3TNM5+Sf3EJxh/9e/oH/+aitYpqlunUZtuou5awPb4N5QPzKO6/hDr7X8g33aNEscNilRDKA3XqTCNUNs7j2JgnvJLq+QMzZJ/eYGiG6vknZuisPE8CuU5ypVDlNcMeud1/RQr+oRNbFkvBSXdFBZ3PVPd5ea1k5MvzOwys5+cn8jTXaR6Kztxug1RmpWUdCuiDCuiDAdJ6U6S0lwkprmJS3MTm+4hNqNJWEp4sYtIdRAudxKZ7iYs3UmI3L6eYLldwE5u5aTcgp/MyolUIT5SC8ckJgE8sYkjYjNHxGYOi80cEpk4KBbyodjIAbGR/SkG9iXr2JPUyO5EDbuStOxM0vBBooYdCWreTXw2QlVXJ2xgY2vZGlv7F6Cr4DUvdutVXZjQxr4SUsIrQcXrLexLQfm8FJTLC/45vHg6lxdO5fADb54/lfW/hC70KeiOCKckbx4VsfloMhtPeL9I4iO8Y914QirEL5UNflJe9k1lY2w+u7Lq2J5bxb5sJe8nlbLlTC5v+xc8BV0xu0KK2BVSxO7QYvaGFHMgvIyPIhV8FF7GwfAyDkWUcSyiFJ/IMo5HlXMiqhxfL3anYirwj6v2tqtPQRdTTVisktC4GsLiBOCi4lVEJ9QTm6QmPkVNQoqaRJGGJIma5FQNKXINojQt0jQNsnQtKen1SMxNZJdbyMzSk5VnIKdAR26R3vt+VUdBmZ5C79vVkkojpVVCJVdabUWhtAnI1VqprrNTU++gtsFBbb0DlcZBndZJfaODep0dtd7uBc6J1uCg0eREZ3HTaHajt7rRWz3o7R6MziaMrmbM7hbMnhasTS043S002ppxLa1gnF/AdWGEtqvjNI9O0jE2R8v1KRxXbuG6Po35whjuuVWsi8s4x2dx35qnZWqZnpk7NE8t4Z6/TfP8HZoW7tL68BHO5Tu0Ti/RMy4g13buGu19Vzh74Sbnrk5x9eY8w9cn8QzfoH9gifM3HzEw8jkO4yiXri0wtfIpzuXPKP3yl8TefUzEjXscbL/NAfUcb87/nDd/8k8cn/iU9BufknF+kaLuKRquP6R98hHDkw8ZmPqEoYsPsTdP0TzxKb2LX3Fu8adML/6YW49+SdPoJ9hbb9E/vErr/V9g+Zf/QjP9BeYLDzDf+Bzd2RU0nfNYPv4lihv3afjJP6GbfUyNfoRKxxgldcMYPNNUdc9SPv4JFfOfU734Y1Rzj1FMfkLx7KdoVr4iZ/o+lSN3KXNcp6xmgIra8yiU56moOU9Z5QAlij6Ky89S5AWvuKSHkqKeZ7HLbyc7t5Ws7BaysprX7+xkmW6kGU4k6XZEaVZEaVbE6TZS0u0kym0kpjlJTHMRK3cSI3cTk+ZZh24dvHQ3kRkeQuSOvwjdKbmVkzIbfjIbvnIbJ2RWTsgs+EjMHJWYOSL589B9JDJyQGRkv8jAvmQ9+5L17E1qZHdyI7uStH8zdG/GqdZndE+gq+C1cAWvR1bwqreaeym4hBeDhfOSV0JKeSWomBf9C3jBP++prWvuH0GXzfOnsnjuZBrPrW9e15YR4eR81x3dhyE5vLY3RngBcThZuJk7JmLT0RQ2Hhfxxvrnl6Rs9BWQW4Nu40kZm33FbDgh5Q3fNDb5pfPWyWze9s/jbf88AbrAPHaGFK5Dt+cp6A5GeaGLKONwZBlHI73QRXuh81Z0p6Ir8I/9C9DFKQmLUxIeX7s+l3sGOpGaRLGGJKmWFJkWcZoWcXoj0nQNci90UksTuQorWVkGsvNM5BT+KXRPP9IvrbJQVm2lXGmjotZOVa2NKpWN6jo7yjXoGtagc/x56ExOGs0uATerB6OtCaO9CaOjCZO7BbO7BUtTG+amNmzNbTicbRhae3F+8jGNkzOYWocwtZ7D0HUefccQjZ2DtF2axH7uOu6ZVWzLd7HOLdE0sYBnbpmO1Qc4Z5dwTy3RNX+f5qX7NN3+FNvyXVwLq/RP3qard5SB7hv09dzgbM8Iy/c/4/5nj5mbf0jH+F3kvdMo+z+mxD1NYlU3uuYxhi4vcGX6Pi0XV3Fff0zr2GMc04+J6Vpin2aSDxrn8e1bJn36E9IvTzA4cZ/e8Yeoz07SNv0Jl5a+Ynjsc4ZmvsJ58QH680u03/qM/ksP6e2Zwem8gat9hfaFL+kcuU/rxFc4fvIb7As/wdo2jWpwDuPDn1M3vIzjF/+GZu4xFb3zaG//jDrzTTRDt6kb+4Sa0YdYfvxbisceUr/wE8p6ZqnqnKHcOkqVbRTd+TuUXl1FdX6F2q4ZymrPUVE75IVuiPKqAUorzlJY0Uuh4iwFpV1klbWSXtpMXkEHBQVd5BZ0kZfbSU6298Yuu5WMrBYyMprISPeQmu5CnOFAlGbzYmcjJd1BYpqdxDQHiWlO4tNcxKV7iPG2rtFyN1FyD5FyN5HpTsLS7QTJrQSn2byxE5RmJ1Bm5Yzcir/MzEmZBV+ZFV+5Fd9UO8dT7RyTWjkqtX43dCnGdeDWsjtJ+53QbU+oZ1t8HdviVWyNrWVrnMo7o3sC3fo9XYRi/dTktfByXgkt5dWwMmEpEVTMy0HFvBToff/6V6D7vl8q3/OV8L2/Fbr9oTm8ss8L3dEUtjx1M7fRR7L+AkKALpVNJ2Vs9JOx0U/KppNy7/fm0nnrTCZv+WexPSCb7QHZvB2QzTuBObwXmMvONeRCitkbWsLe0BL2e6H7MKKMg5ECdEeiSjkaVYZPdDnHYxSciFFwMqaC0zGV+MdVE/BnWtfvgi5BpFlHLjn1CXSS9EZkGVrSMhoRZaiRWJrIq7CRnWMkJ98sIFdsFN6vequ5p+dyZdVWoWVV2qj0QldT51hvV1Vq+1PIOWnQOVHrHevINZpdNJpd6Czup6BrxuRowehtWc0eATq7pw17cweNzZ3ob17HsriE8dwluiYW6LwxQ8/4PD03p+m8MkbLuRHabi3iXL2PbXqRlqklPPOreO4/xL56h6alO5xdekjPzF06b39C1+IDLkzd5caNVfrbrtJrG6ZL3U+X4Tw3Rh6wvPyQgUvXOHthkvOX7iPxTBPUcpvQpjlUwyt0X3+Asm8O4/XbWHsWMI98gqJvBdNPfoH+t78j6fw9TqrHyLr+iJT2acaWPuHu8kOMnWM0jnyM+eIjmtof4HYuoWubo7R3Gdf1x1hcCzS7l2npWKa47haFF77A/K//g2rsYypsM3imf4xz4TGWjhkMi5/h+N1/ortyG33PItrWWTSGG5jvf0vDjY+pHf0Y4z/+O6U9M6hHP0bhuEGt9ip1qktUaS4LMz3rDcpbxykfWqBkaJ7y7mkU9ReoUA5SoRqiQjlIeXU/ZVXd5Fd3kVXeRZFhmOLmixQ19ZFW105OdgcFOe3kZ7eSk91MRm4Tabke5NluMtJdZEudyOUOJBkOoarLsCHKsJOS4SAp3U5iupOENBdxXuhiM5uI9lZ20TIP4VIXoTI74alWQqRWgqU2gqV2gqQOgiQOAqQWTqfZCJZaOSO24iuy4SuyczrZzgmpi2OpLo5JbRyVWoRILBwRmzkkEfKRyNu6PlXR7UvWs+epiu79JA3vJWl4N/lJtic2sC2hnm0J9bwZr2JrvGq9dd0QK7SvP4ys5PWIinXgXgsvFyo7b14KKeXF4BJeDCrixaAiXggs4IWAvO+E7nt+qfy9r4Tv+Yr4P8eTBei+q3XdH5bNy/tihAf7Pk+Ogjf5iNh8IpUNJ6Rs8JUKc7mTMjafkrP5VBqbT8nYcjqNrafTePNMBm/5Z7DdP5O3A7LYHpDFOwFZvBuUw/tB+cKMLqSIXWFF7A4vYU+4AN1HUQoORpRzJLyMYxFl+IaXCm9XoxTCE68ohbCAiK0iIK6awNhqgmIF5ELilITGKgmPqyU8rpaIBBXRCXVe5BqIT9GQKNaSJNGSnNpISmojYnkjknQh8sxG0jN1iDM1SKzN5FdayckxkptvIa/IQH6Jifwyo1DNVRgpqVyDzvIUcg6qVE4vck4BuQY7Kq0dlcbuhc6FWu9CrXeiMTjQmlzozGvtqreSszVhdrRidrZhdrdiaWrD0tSGtbkDW0sn9uZu6tq7MdxbxLk4h/XsOUwtHRh6+jD2ncPcO4ihYwDHyDjNdx/imVqh+dYSntkV2lbu07l6n66ZVXpG57k6dpub0/e5PLXC5K1VZi/M0WMdoNs+SI99mDbTED2DUzQNLWOyXMd1aZXq4TuUjj0g5doC7/ZPknR5lZHJn1HdsUJR/yzuz77B9ts/UHzzEWktiyi//AVZD79Bd/0Bdedv4+eZQzX2kC+Wv2R4aAbV8Cp5tjkabfew9XyMpmUB58RjFOcfkW9coNy8jMm4RGvbXSpcdwjV3aJs9jHuyS/RX3yAZ+Ebsla+JvHWIzKaZ7DM/xzLpc+xmKaxX/wE/ZUHaBe/xvLo15R7blF//SE1g8tUXbtHVf8iVQNLlPfNUTv5CM2tR9Qv/oScpUfUXr1L+eVVKi+uUtlwiQrlEBWqISprh1DU9FNe1Uu5opuSxvOUNY2SVdFMtqKZrOZB0hu6yKvoILOmHXltK/KaVmRVTUgrPKRWepDkO5Bm2EjNtJOaYUeSaUeU6SB5DboMBwkZbgG6DA9xWc1Ep3uIkDvxz9dzstbEqWonflV2TlTaOV7pwEfh4JjCxeEqF0cqrJySW/CVezhU2sSeWg97lG72VZs4mmbnhMjB0b8A3VpF9+ycTs/eJN0zreufg+6tpAa2JdazLfEp6OJr2Rin/NuhCy3lRe9LibW7uhcDC3nhTN6fQPeDU5k855fG3/ul8n/8BOj+/kQyf7f3r8zo9ofl8MqBWDZ6vym3/qVgL3QbfYVWddPJNDadlLP5lJwtp9PYfCaNLf6ZbD6VxoYTMjb5ytnkJ2fzyTS2nkpn2+kMtgdk865/LjsC8nk3IJ93g/LZEVLI+yFF7AwtZk9YKftDSvkwpISDocUcDinGJ6yU4xFl+IQKb12PR5bjF1WBX2Q5p6MqhJcRUZUERFcRGFVJSEw1IdHVhMbWEB6rJDy2lsj4OqIS6olNqiNRpCZJpiNF1og4TYc0Q4gAnR5xphqptZmCKit5uQbyCs3klZjILzUJ/9BGYXzqSyTe5YPSTqXKQaXKQVWdk5p6pxc6Jyq1t1VtdHgrOTdaowet0UWjSficks7iRmd1Y7A1YXK0YHK0YHa1YnW3YfG0Ym1qw9LchqW1E1tLN3ZXJ/YL13A8vI95YJDupXs0LdzGPblA89Q8nolZ7GNTNK3cxjGzSMuNRZrm79D88DPa731K8+x9HNcXcV2e4MrUMvdvP2Zi5i5DF8ZwNg5grL+IWn2JyppBlO5bqLrmSau9QOPQ/8fafX03mWcJv5+rdzpU93RPV4DKmQpUhqIKnA0YsHHOtrKDbMtBlpOCJcuyJCs+knPOBmyMTTQmJxuTbCigCiqH7prpND1hnbXOmffifM+FhIvq6e6pM+u92Ev6Cz5r798OzzzlPcdRDZwjp2OO5Ia95FonqGrZR07jQVJNuxnoOkH31c/IX7pD4YmPKJr5CGnbURLaprGOnKCh8wxpB2/hP/MBN8/cZPTYbQoPL5N8/BMKO5ep7V9As/8K2slLZDedIsN2lizHWao7LyEc/Rj5riVqB+aZPHSVXReu071wna7dJyg5do24cx+x0TJDdNcpMocukWc/SP3ZOzR/8a9UTV6iYeoa+qGz1B+8StPUJSoPLqL98Bvqlj+n8swHVM8t03BgmZrpRcoOLqI9dJWSwWPUDZ2mxrwXjXaUSt1oALraoQB2lf2oXRPk20cpK+0gv6iNAmEUZecIRc0jqJyjqBwjqGzDFFkGKLD0I3cNILX1kK5oChzslDvJUTjJUnwHXZrMRZrcS7LUS7LUR5LcR4LUx7Z0O5sdbuK+neTd3+7htX+e4NV/nuCVf5rg5W8nWfObSZ7/wxRrbo3zbl4T7+eaef3CKE/+fpqnfjvFc1/s5bUyFyHJtgBu2bYV5N7NsrHuHnIZFt7I/C5eSzOzNjVQtr6camRNSv3/GLqHV4aHAyMm997p7s3U/TymdAW6QEZXzM+jS3ggovB7jYhARifnJ6FS/j5UtALd//oh0L0Tq+RXbyUFr5IExkjuNR6eCBPz2P235cIkPBYu5YkIGU9EylgVJeeR+AKeEtfxdI6WxyUanpBX8oKshhcldayR1LFGouUliZZXxFpekWh5VarjFamOtXIDb+SbeD3PyNsKE+/Kjbwnb2BjnpmNeWY25TcSWtDIJqWZEKWJ8KIGIovMRBc3sqXYzFZVI1tLzGxXWdihsrCzzE58uY3EimaS1Q5SNC7S1BZSZDrSshrIEDWSJQ0gJ1JYkCgakSksZCuM5Dp9FFc7UCotKEtsKEutFJXbAieX1N+dW7r3NldZF4CuSu+m2uCm1uChzuBBW+9EZ3KiNzsxmF0YLW6MFg+mJk/wTc6F2e6m0eHB7PDQ6BJo8vhXGg/NQhvNvjYc/nbs/g6sbV04/V24XJ04T57BN38Z+8goxs5+PP2TtAzto310P57hfXj3HaF19iwth8/SenyezsVlLGcXqdw1Te3QAYxjp/FOnad76iT+sZMY/TPU6Aao1I5RqZuiqGaCPMdBSjpOk2maIrf3JBm+Q5TNLJPlP0qm+xDbrHvIsu0j3DpDhGUfY5PnmOw7inPoJGW7zlC27xrZnqPkj51HdfAmCvdhTOOXqdt7ndqRRQ6dvMvI0DWKL39D7J1vkU1dx3nsLvrdH9DUfx2Z+xzx7pMkDC1ScuA25tGr6IXTnD90m+Mzl+i9eBvzl1/SOD2PzH2EnIEzFO9bIndskczlr0ieu0ZO51GKD1ylrPsEtXPLGGaXqJ2ax7T8KcX7z2O5/iXGE9cxjZ6jzn2ASuc+KutHMTZNYRo9h6rjMDV9x9E4p9HUDVOlG6NKO0pl7RCVNcNU1YxTbhqlrG2CPGMXhQ39qPx7kVV3kF/WiaSiHVF5O5LSNkTFLYgLBDJKHIgtHWQXNCORuxAr3IjyPGTnuchQOEmXO8mQu0mXeUmVCaTJfaTl+UmW+YjLdRNZ30no7AhvH23n9blu1gbjldku1hzp4Pm5bl7aM8DGvEbekxp4YaCLh2YHefhIP09PjPBmoYOIdCthWc1sErnYJHaxIbuZ9dl21ucE4u1sG29l23gr27pSwr6RaeH1zEbWZph5Jb1hBboX0ow8n/Zd6fp0SiCeStYFsEsKdF4fTagJlLA7A8v+373VVd6X2VWsDBAHRk5K+YeYUn6xtTQAXlQhP43I/178JFzGj8NF/Cg0i7/flMGPQjL5u9fjKLD+jRWwdbFKHno7mUeDBzUf25i9At1joaLvXwsOQvd4hIznwmQ8HiLlmUIdz+YZeDK9hidEFTxfXc+jueU8nVvFU6IqnhZV8XROFc/kVPFsbjXPiWp5VlTLC5I61sj1vCjT8bJMz6syA6/L63lDYeSNPBNv5TewLt/Ee3IjG+UGQhUGwhQGIvLqicw3EK6sJ1xZT0SRiegiEzHFjWwrbiS22EJciYXEUjuJZjepdc3kppnIzr0HXSMiRRMSRSPyvCZy8kyInH6Kq+0olY0B6MpsK9AFxkisK8ipax0rmVyVzhOELpjNBd/lDI0u6i2uIHJeGqze4JucG0uzB4tToNHlxeLxBUdIWlYyOYe/HYe/A4e/k2Z/Nw6hC9fAOO6ryzQM76V7ZpbWo0dwHzqK5/Ac/pmjeCcO4jt2GufRU7SduIjr9EWq9h7EPD1Hy/5DDBw4xOCBBay+oxSUj7CzsJv00l7q6ybQ1IxTWLuLQudB8vtOk1I3jqLrNInu/eT2niLJfRDFyALyyQWUR5bInFlmw8hVhOO3WbrwCYcOXqN/5iravtMUt51EOjmP4sodRHuuIHYdpXzsHOU959kyfpXtzlO4264j6r6C4tgtOk9epm3vFSqtp2lsv0zd4CXyppdJ33+bJMdJtG0LuFrnmes5z8y+ZbzHb6Ne+JDSCx+TOnadtDv/jOQ3/0F633k0R+5gOf0xGst+aicvUrXvEqZTt7AsfUZNzxz2619SN34afethdAOn0Nmn0Tv3U+nYS1XbAQztR6nqP45qcA7NrjPUthxGUzdCtW6MGu0YVXXDaGqHqagZoVTdQ5mxF3XHFOXtMyj0PcjVnSgreiio6KagrIuC0m7yS7rJK+5AWuolr7GT7AInUpmAWO5GpHCTo3CRqXCSIXeRKXeTIfOQJhNIkwukyn0kywR2ygS2SjzEZDYTl25jR1YTMZkWtga/KbE1o5EtWU1EZVnZKnKwReQkNMvOxkwbG7PshKRYCM2yEpLbzPuiZjaJHGwSOdmQY+fdbHugdM228VamhTezvnunezOridczAsi9mmHm5b8C3bOphiB2ep5O0fNUSgC7x+/HLr6a1cHh4V/tqAhkdTsq+EUQt3tbEr+IKQuWroG3ugeCDYnvQ6fgx+FSfhwu5keh2fxoUwb/a1MGf/daLHl/83pJbCEPvp3MY+9nsnpjFo/eGyG5B12oiMfCRDweJuXxMGkQOjlPRUh5NEzKE/m1PL69hBc2FfN0qJzHRWoeiZLx4uYS1mxR8dJmFS9vVvHK5hLWbinl9ZhyXosp57XtFbwZq+Gt7Wre2V7JO7Ea1sVVsT6+mvXxNbyXUMvGhFpC4qsJi9cQER8sV+M1bE2oIiaxim2JVWxPriE2KbDyFZ+sJSFZS2KqjpQUA/HlFhJqm0nPMpMhtZAtC0KXZ0WaZ0GRbyU334TY5aOkxo5SaUapsqIs/+HQ1RjcaA0udEY3+oZAfJfJeWmwCphtAuZmL40OL2anE5PDSYPLg9Xrp0nwYxNa/wy6Tpz+TtxCF1ZXB94jcwhXlnHtP0ZTazfOwd0IM3N0z52ne/YMrTNztB48hnD8DLXH5yia2U/b7AXGD5zDM32Shr0nqHVNk1HaR1zpKBFFk2SWTyKYZtCph1HbDlLfewFp3S5U7acROw9R2H8GsXU/iR3HyRybJ6/9FGn2feS453jPeIiu3oscHzvP4fHzzIxcxOU+hnH6BuIzNxB/9RvUd/5Iuu8oir3nyBxaIGn/JzzfeIb3bYtUDS8zefgGPWev0PX171FPfoBCOI7+zG2U+2+wxbFAsuM86o4LaPoXOHD8Y3ZN3MC2a4mSPVdIn1nm1aFFXr79G569/WtCTn/JduMhks0HyHPNUnnxS+xf/onOz36P78Y3NO2+gGlqHtvwWeq6j1K17wKGo8vUHLyM5c5v0H/wKebj19Ff/BD1vnNU9h1F13KYat0o1YZxavSjVOuGqdIGytfK6n7Umm4qKnop1fRRqummUNNNQUUXJWWdlJV0UKRqR1nSSn5JC7IygYKGLjILHMjlAlKZG5E8AF1WELksuZssuYd06T3oBJKlAvFSHzslAkkSL6kSgRSpn3iJwE6xlziRh1iRlx0ige05HiLFXsLFXjbnetiS4yY6x0VkjoNQUTMhIgfvSRxsEjnYmONgQ04zG3LsrLs3R5dhWRkvWYEu3czadDOvppt5Oc3ES38BuufS6v9b6O5htwLd9nJ+taMiuNRf/t06WLB8/dnmIHRRSh74HnJ5/CRCzo/DJfw4XMTfh+Z8rxnxt6GLK+JXb6cGbsxtvG9WblMOj4VKeDRUzKPo8QUAACAASURBVOowMY9GSFfisQgZj0VJeSw0n8eVWh6JL+KxyAJWR8p5XF7H09FK3oiuCERUBe9s0bB+s5p3t6h5b5uG97ZV8v4ODSGx1WzcUcWmuGpC42oI21lLRLyWiHgtUYk6opL0wdCyOVnHlhQdW1O0bE/REZuqJy5FT0KqgYRUA0lpJpLSTSRlBLutGQ0kqptIrW4mK6uRTKkliJwFUb4VWX4TigIruQVGxG4fJXU2lMVmikqbKCq3UVxhR6W2BbcfAm9zFTWOPytbXdQaneiMbnQmD/oGDwaz5y9A56PRIWBu9mASXFi6WrF0tGDxCFh8PmyCH7vQisPfjrOlA2dLJ87WdpwtPmydo7Qv38EyeZi2o6cRTpzAv/cQ3sFJnD27EUb20Xb4BP1z56ieOYJs914GL1ymf985moZmUY+fROLZT1xRF0mqfjZXD7KxfDeJ6t14jbupsU9hGLuKyjRNZccZFMIRCrpPkWObId4xQ+LYOcJrxtheN0V2yxkiW44hPfAho0fucOzSHRaXv+DG8q85deIuXVM3Uey+SuH1r6mY/4rKfddRTi0S0nWCzbs/ZJ1zgTV9C/hPf8VE3zI9576i55s/UXfucyqmb9C0/waFrReJtF4mxnaS8t3z1Bz6hMHhRbpGL9J09AuShLPEXv6K565/werlr1j97b/x7J6bRJQfJqZ/gbD568Rd+Ii8D35N8cQCjROX6eo9j7ttjubDSzRe/4L6q5/QNP8JuhM3MF68S83sJXR7zqA9dImagTnUwhR1jim0pl1UNoxRXT9GjX4kgF3dAJW1A2hqBqmq7kdd3U25pgtVZQ/FFT2UlHehUnVQrGqjSNVCQRC6woYusgocyBUCMrkHicJD7l+ALkMqkC4XSFMEMrokiRDowkrdJEk9JMv8gXETkTeInJdtYh/bRH6iJC1ESFuJEnuJFHuIELsJE7kIE7kJE3kIEbkJEbnYlOvk/RwHG7LtrL+v6/pWlnUlq1uBLqORtRmNvJLewEvppv8C3b2s7odCd39D4hfbylZ+A9ncd/uvP9+iCkD3vYwu+EZ3L6MLy+XHwfL1v71e8ubOYn7xThqPvJ/FIxuzWfU96KSsDpWwKkzCo+EyVkdIWRUh5dFIGauipDwaquA5aQ2vFzSwRqTj1TwjzylNPB1ZxGvRFbwWreaNKDXvbK1i3ZZK1m+tZMN2De9t1/Dejio2xdWwcUcVIbHVhMXWEBFbS3Sclug4LVvi9WxJMLA1wcDWBD3bEvVsT9SzPVFHbJKOncl64pP0JCXXk5RsIDnFSEpa4MPB6ZmNZKZbSK60k17jRJxpQSRtIlfehDivCUm+DVmBlfxCK6JCE1KvD5XOTlGJmaIyGyUVdkoq7KgqbcFLwXYqahyoa/8rdHUmJ/oGN/VmL8ZGAaNFwNjkxXg/cs1+GpsFzG4f1oE2GjoFbIOdODo7sHgF7P4Wmn1tAeTaunC3d+Np78LV0op/5jjNl6/jnj2JvX2Utl2HaT9/kdZr1/BdvIRn9iQjxy9inJymbN9eppZus/vAAsb+w+QNHSLPe4Ck4n62lfexo7SL8PJ21pV3EVnSRbl1F8Zdlym2HMTYMY/ac5zavnmKnEcReQ4jHZ1HZtxPoXkaVeMeFL7jKI/dIq31EK6Zq+w5dp0zJ2+ydOETLh27zbWlX+M8dYfcwfNIpm9QdvErDItfEDd5hbUDV3ip7xJRU4tMLX1O38gytrbLCOc+RX3wI0rbLtAzdgX37iWyPKcoGr+KYvclCtrOMH3yDo6TH5HZco7M7rOEHLjKpg/+mfDhJcI7z7FzeJHc7kvIJ68h/fhLYg5eIWHvVSTtZyn0nsK4Z5G2mWu0fPRP+C58guP0XYyD59C7DqK1TVFnmaDOMoFp8AS13YepHTmOru0g+oZd1DSMUWscp9YwGsBOO0S1dhhN3RCVtYOoawYor+qhTNNDWWUPKnUXxWUdqErbKVa1UahqR672obR0ka10oMgLXCiW5QuIFR6yFQHgsuVusv8MuhRZIKtLkgokSrwkBf8HrpsEVsNiRR62ib3ESHxskfiIlviIkviIFPuIFAuEi7wrEcDuz6DLsrEuy/a9rusKdBmNvPZXoHvhvozufwrdL4OZ3f8Uuh8HoftRSCZ/91osBX8Lujd2KvnFulQe2ZjNIxtzWL1JxKpgPBomY1UwHg3PY3W4glURclZHynkkSsYTkXk8G5XHEzuKeHq7kqdii3hyeyHPb1Hy0tZiXolRsTamlNe3l/Pm9jLe2lHKW7FlvBVbzrqdFbyXqGHDTjXvx1eyKV5DSEIVYYk1hCXWEJFcR3RSHVsT69iWGJyVS6olNrGGnUk1xCfXkpBcS3KyluTkOlJSdKSn1ZORaSQzy0ROZgNpGjsZdS4k2U2IZTakCisSRROyfBvyQhsFShsSpQmZ14dK30yxqpGSchsl6mZU6mZKNc3Bc+iBBsQKcjoP1QYvNfVutA2BWbn6Ri8miw+TxUe9VcBoCyJn92Nx+LHZBUweAfNgK3q3nYaeFlz9vVg9Ao6WVpwtHbjaunC1d+Hp6EHo6KGpZwjP/GXqx6bwHz1G+8kzeIancLWNIrQM4+8co2PXASY/+Aj/xUUGFy9wavkmzj1nKBg8QkbLAWKKetmWN0isepyM0lGyy8bI0O5Bbj9Eza4zlDRMUNd5ksrO49QNzlPhn6XIuR/1+AKF5hlKag9Q1XyE1plzVOy7yFb7fooPXkZ67AKNBxZpc01yePQUFw5c4+j5z6k6dhvl3Edk7F0i9fqvKbjzG8oXviVm4Bo/7z9HytwtZv/4L/Qtfoxv9yK9c7ew+hYRhm/jmL6Jetc8mv3zlOy+RKRwnrYzn3H43KdkCAdQDy5Q032BIuEM0vYr5DjnyTIfJffUx4ivfknd8FnaTi/TNHcT5fQS+UMXKN69SN3dr7GNnqbzyA3UbQepEg5jHr+Erm2OxoGzmJqmaew+Tt3hRWomz1Ixfgz90HG0DWMY68fRGXdRV38fdrphqu7DrqK6j/KqXso1Pagqu1FVdKEq7/gedMVN3eQWu8gv8JOX70Ne4EOS50Wk8JAr9wZCJpAt9ZMp95OR10KazEeqzBcYIBZ7VsBLuH9bQuxlh0Rgm9TPZolAtMhDlEQgUiwQKfERfh92oX8G3XvZzWzIsrEhy8Y7mdbvQfdGVrD7mmH5HnRr0gJjJi8GsXs2JfBGd388larniWQtjyfW8lgQukd/KHQxPwQ6OT+JkPKjsEDp+sOgiy/hH9/NZHWYmFWhYlaFSlgVImZViJhHw+SsDpOxKlzG6og8VkfmsTpSwWNReTy2OZ8nNufzXFQ+z2zN5/lt+TwfU8CarYWsiQlsQ6zdruK17aW8vqOM12Pv3Zkr5+24ctbHq9mQrGFDQiUbEzVsSqwiJLma0JRaQlNqiUjTEpWqJSZJy/YkLbHJOmKTdcQl64hPCbzDJaVqSU7VkZyqIzXNQFpmPRlZRjKzG8jONpNW3UyW1o00x4pEbkeqsCHLtyIrsJKntFKgtCIpMiIT/Kj0zZSozKjKbagq7ZRVNlOucVBR5aSyxhWYmatzUa31UKv3UFvvQWv0oDe7qW/0BDM5AaNVoN4mYLIKNFkFrDYfjQ4fjTY3zZ1dOPf04xzqpXmsF0tbCw6fH2dLO87WTtzt3bg6enF39eH399C8fxbn/EW87QMI3d20HJim7fx5es/PM7NwmSMnFujt3odl/2k6v/kW25FTOKeOkd81Q3rnIWIrepGph1DXjaPV7qFeOIGq/wKKvrMUDC2QbZxC5DlEettBctuOoPDNkmbfR/HIAqL6feTqp0nXTpHXPIvjwHXibdOEdJ8j9+hl4m58StbX39J6+CIXz91iYu4qVf4zpLbMk9V1jgT/SWKnrpB58VNyZj9EMnaDyAOXKTuyxMw3f2Dw5hcMHf6Avj1XGZ+7w+TpryibvEnlsY/I2bPEhsFzxB74EOuBj+jru0Dn8A08vVeobLtE0e5bZEx+RNyVb4mZucnmwWukzt3EOH2dprO3UZ2+ieT4EubPf4dh9CKNw1dxNB5myH2aisFzbN91GvXxD9Av3MV0/g5VrhkaJxYw3Pwc/YFFyrx7qRKmqbHuQduwG23DLnSmcerqx6g1jFCrH6ZKO4imbpDK2sFgZtdHRXUfZZpAVlda0UWJqp1CVRtytY8Saw9ilYc8ZSt5hT7khT6keV7ECi8ihRAMHznyFrIULWTk+UmT+0mVtZAk85EoEUiW+gLQSb0kSIXAW51EIFbqY7vExxaJwGaxl2iJlyiRh2ipjwiRh3CRhwiJh3Cxh1CRi5BcJ5tynGzMdvBe9ndNibezbbydE+i8rnRds5pYm9nIq8HO68vpJtakB6B7PrWe54LxbGrwrS44avJEio7Hkut4NKmWRxNreTSxhkfiq7+3JfGP9w5ybi+/77JJ2Qp8P98cWAl7ILIgGEHsIhT8NFwaONe0KZsfhWQFu66dfwW6//xPXttZzM/fyWBViIhHQiU8Eirj4VAxD4eKWRUmD2R04XJWReazOjKfRyPzeDy6gKejlTwdXcBzWwp5YWshL8YU81JMCa9sU/FKTDFrY0p4fVspb+4o483Yct6MreCtODXv7KxkfZya9+I1bEqsYWN8FaGJtYQm1hKeoiUiVUdEqo6oNANb0gzEpBrYnmogNsVIXIqRnSlGElKNJKYZg0v79SRl1JOaaQoOCDeQnmMhM6eJtGoHWXVuZLk2pIpmZHl25Pk2FIV/Dp0PlcFBaWkjZRU2yirtlGuaUVc5qax2UVXroarOQ43WTa3OS53Bi87ove9NLgBdfZOXeqsXo92H2eajySZgsQvoHR4a+ntwjAzQJHiwtrega3PT2ObH2dr6feg6+3B39+Nq76ft9CLeiUO0dQ7Q1TlAR08ffSMdzB8c4dLMJH2+IQx13ZQUt1F98ho1y7conzxOetcsO7U9NNt7GHBPoFW1UmoeQ7p3npTrX7N532VCaoZJ8c6S1jlLUc8RbL3nKDPsRd17noz6vYi1+0gz7CPecYC0wTPk9M0T1nWWja4jZLcfY/2Zzyj48Asuf/w5xw5/QGXjFHm7r5O6/zbZ0zdI2X2d+L4FRBNLpO29QubkVapOfEjf5U85du5zJvbepGdkiYELXyIcvI5n9BKV7ecpGrzI5vGbbJv5iJ2j84jajjMycpWOtkvU9F6l5OAdsrsvkjB2hdivf8vWDz8ncWyeguMfIDv2ATvGz5Ly5e+IPXWLlMlFMm2zVI4tYTtym73Hb6OauMTGk9dJnDyD6ehN7BOXqfUexNJ9AuPsNfST8+j7jqHzH6LOtpc6yx50lt3oG8bRmsaoqx+h1jBMlXbgz6AboKK6j1JND6qKLkrLu1CVdqAsbUOu9lJi7UakcpNf3IpC6V+BTqK4twfrJVvqJUsqkCnzk6HwkyT2Bs82BcrWFLmfRIkQgE4mEC/xsVPiI1bqY4dEIEYiBLATeYnKdRMtEYgQuQkVuQjNcRKS42BTjoOQXCehuS5Ccpwr0H03YvJn4yXZTYGMLrgK9nK6iZfSTbyYavzeKthzqfU8maLjiWTtyu896FYnfn9L4h52gXWwSn65rfy7k00xge7rz7eqeCBaubIh8UBkAT8JV/CTcMV30G26B112ADrbX4Pu//lP1saX8PP1GTwcIuKRUDGPhEp5METCr0IkPBQq55EwBavC81gVXsCjEfk8HlnAkxGFPBVVwNPRhTy3uYAXthTy4tYi1gTL1VdjSngtRsUb20p5O7acd+LUvBOnZt3OStbHa9iwU8P78dWEJtYREl9DeKKW8EQtkcl6IlP0RKUaiE41sDW1nm2pRnak1hOX2kB8ion4FBOJqSaS0owkp9eTkmEiJcNEWpaZtCwz6dmNZOQ0kZVjDUBX60aea0emcJKX10x+vp2CQjv5ShuFRVakRSZkgo+S+iB0atv3kNPUuqnWeqnW/iXo3EHogm9zVi9Gm4Cx2Yep2Y/Z4UPn8mLu68E63E+9z4OjpwPn+ADWkW4c7W04Wlq+g66jG0dPP/bOPlwTU/QeX8TTtYeWnmGG+8aYHRvh1rFR7hwbZZ+rBaOqBWVBL6XSHsT1u1Fe/pDK2SVS6nahM3czP7UfX8swjmNLqI5fI235E8Kv3GX7l39k89gFop0HSfYdpXlqgaax89RO3kJlnUVTd5BK3SHElkPkjl0ixrqPxD0LbJi6Quj0VXKmb/JO3TH6jt3g3Onr6LvmyNt9CfH0beIGF8mZvkHy3pukj9+geM9Nsg9dIfXgTVJHLzF46Dqzk0t07rpM7/FPME9ep2bgIvX7b1J8+ANER++yY2SZ/O5LpHctUjN0g6HeBZx7lzAc+Ahl6yKlEx8i23OT+MMfkXRkmeLJC6QcucHmm18T2XuWmNkPiR9bJsV+mmjLEd6/+BkJi3fRnL1D0b7rFI4tIzPvI083jNEyTaP7MNqWw+h7T6AfPo1l/xUMgycwmvdgtOzB0Lgbg3kX+oYx6owj1OiHqNYNoqkLYHd/CVum6aFU3U2ZuhtVWQC6vEoBla0bcak78I1YpR95gQ9pfgA6sUJAJBcQyXzkyvxky/1kKvykSIVg+EiW+UhVtJAoEYiXeoOdV4E4sRAoXcVeYsQetordbM71EJ3jJkrkIULkXolwkSuAXjBCRC7eywoOD+fYeefPmhFvZjXxRnYTazMtKxsS9+KleyXsffuv97qvT6YEy9aVWbpqHo6vWtl7/S/QrayCfVe6/mxzMT+NKuSBqIIV6H4akc9PIhSB0jVUyo82iX84dK8nqPiH9Zk8Emw6rAqT8VColAdDpTwclscjYXmsCs9ndXghj0UW8HhkIU9FKnlys5InNxfxeJSUpyKkPB9VxAuRxTwdUcgL0Upe3lLCqzEqXo8p5fVtZbyxrYw3t5fz9o5y3t5ezrpYNRt2atgQq+b9nRo27dQQklBNaEJ14I0usZbIRC2bE3VsTdKzLbGeHYlGdiQaiUuuZ2dyPfHJOhJT9CSm6klKM5CcbiAlo56ULCNpmSaSq2yk6Rzk5jSQLWskJ89Mbn4D4sIGJEVmZCUN5BTrUHhbKK13UVpmoUxjp0Lj+CvQef4KdD6MlkC5arL7MDn8NDa3YHb4sPb2Yx8axuhyY2troWmkm3q/B8dAFy1Dg9ha/DjbOnG3dePp7MPVPYCto5eWUydpnzqG0N7N2MgQA/5B3CY3t87vY2FyD+YyH8qCdvKL+ygo7SZN2UrO0HHK9iwgV7YwN3iQyZbddFy7wcjv/0jTJ9+S/PHXhH7ya8Jufs2GfQuE958mu+MCGu8BGk5+yGbrfuKqRynU70dlm0U7dR2Z5xCSgdNkTizy7slbhH79L0Qv/xpx12Wun/sMh/MQhoNLSEbPk9a1QMLMBxQc+hD5gU8R77+L5Ogtso9dJ2L3VbZPXWF6/nNmjn5C65E76PuvYTrwMdUnvkC27wMy9l0ldfg6WV3XKRy4Tn73ZRpGrzF4cBnf+BLa7is07PuCwp4bZNpPkdV4GPnZT4n/4veEjlwhdv43bG05T4L2KBnuRdIPfU7O6W94b+FLXpn/mI2uY6Q1zFFqOEGHc5FGxywVtgnqO49R3zqLsfcEtuFzGHuOoe+fo65pHG3DGHrjGDXmMWosI2hNAeRq9ENUaQeo0g4Gy9gB1DV9lGm6Kavsokzdhaq8naKyVvI1AqW2HiRlHpTFLRQov/tsonQFOi8iWfCdTi6QqRBIkXqD8X3o7pWuO8XCSka3XSKwTeIhRuJhi8gTwE7sJVLkJlLsJlLsIfxedvdXoFsXzOjujwB0jbya3rASfw7dCyn1PJ9SH3ivSzHwVIou0IxIuPdGF4Duofi/BJ16Za7ul9vL+cV983QPRH+/dL0fup+GyfhJqCTwRbDQHP7u9Tjy/zZ0ZfzDuzkrTYdVYQoeCpHxYIiMR8ILWBVeEEAuQsnjkYU8Hqnk6egintpSwqooJU/LKnm1ysQadT0vl9fzYr2N5zQmXqow80qlhbUaK69pbLyusfFGlZ03q5p5s8bG27V21mmdrK+zs0HbzHvaZjbpnYTqXYQZ3IQb3EQaPETp3Ww2uNla7yXGKLDNKLDDJBBr8rKzwU1Cg5vEBg+JZjcpjS5Sm9ykWT1kWQXie33ED7eQY/eR6RbIdXsRe7xIvT6ULh8lTj9Klx9layfKWjtl5VbKK5v/CnTeAHJ6AW29gN4kYDB7gitePkxNPhqsAg12gQanD73VjaO1G0ffIEaPP3A80+/DMzGGvacT/3A/rQODONracbV34+noQ+gaxNM5hGd8D70LF7G19zE+0s9ITx/liiacWoGrx6ax1jRTkudHqewir7SH9NI28io60Pkm8PadwlIzQKuxH7Wmnd5Pv+DMH//AyJmPSWyfJeLiXUJufk30Z79j52/+gyjbfsoHTqPtP4O0bpqc+gPEGqeIH55nm/cw0u4zlE8sUdq+QGLPRcKOf0zUqZuMXfya49PL1E5eQr37MhnuI4iPfUryxAfk+M6i8F4iu/08xfs/IGXXEi+OXaTi7F1mPv09zTM3UTsW0E/cxXLqE4qOfETK1W/YuXeZnLarKHtvk9NxCenoRcbnv+LU6W/o2nsL+747FLYske26Qo77LMUDF9h5+gPWf/k7Nu29QWjTMXY0HCPBdJxt9lO8f+hDIo5/zNY9S2TM3CHWMEeEaZZw71GKehZwTi3RduAa9rFzmNwz2AfOYOs/jc47Q23Hfsqdo5h8U1j8+9DYRqhqHENn2kWtYTiY1Q0EYxCNdoDKun4qqgPQlVd2UVreTlF5KwUaLyr7fdAVtax8I1aaHzzOKXMjkrnJlXnJUXgD0Ek8gZB6SZYJ34fuvtI1TuojViKwXeIlRuJlq9jL5lw3m8WBt7pIsecHQRcoX///Q3cPu+dSDDybEsjqnkiq4/H44In14G26vwXdvfm6f4j57tT6z/4SdOFB6II7rz8KyQlmdDv/FnT/m1cTSnng3SweDguWrJukPBgi46EQeQC5iEIejVTyeGQRT0QoeSpKyXObi3l2cwmrI4t4tlTPszllPBWv5In4Qp5UG3kysYQ1saW8FK/mlQQNbyTV8HpCFW8k1vBWUg1vJlfzdmot6zO0rE+vYUNGHe9naAnJ0BGaoSMsS09Yhp7wDC0RGbVEZtSwJUtLTI6emBw923MNxObq2ZmrI0FkIElkJFnSQLKkgSRpI0lyC2lyK/EGJ/FmFxn5VtKL7eQWWxGprOSW2pCobMjKbMgrHcjUNkpUVirK7ZSrHag1jgByNW6q6jxUa73U6ARq9QJ1Bh9aow99g4/6RgGjxYfJ6qfB6qPB5sXk8GCwOzB2dWAd6MPsDJxAN7W34to1jDA0SOvQMP7BAZrb23F1dOLu6MHXOYC/fYjm9gHazpym68Ac/d29jA2NUKX2oy5wMD+5m6meIbJkHsTKUQpLhiku7MBpG2XMtwevvh2reQJpQQ+yolaKdb3YDyyy+/q31Auz7JR3sLFujPBP/pmXTi8T9dE/sXPwJKaJszS491OlO4C4epqsnnPsaDlBmHuOyD1XiZ+7jfnk1yQ3HuMlz1Gqj99g/vBl9s7eoKzrFMres2QcuEL66CXSW84jbz2PqPUKxftvodh3i5jDdwj1nmb3+a8Z/O0fUF/6jMrhG9iPf4V691Xyz31G/G/+ldhzn5Heu4ys/yaxY1cpnvuIudkvuXz+W7qnb6ESziD3XiHHcwVF51Xk3UtEtV5i067rhI5fJnr8KuGzd3nXd4pwyzEiuhcJtx9nm3GO2Po50kZvk7bnLjtGrxLvPUqV/yhuxwwdjdP4HYdw9JzCOT6PefgUmo5pzL2HsXUewtg2jaF/HxXmEbT63dTqhqmuG6S6rp+q2l4qq/uoqOqhvLKHcnU3qvIOSkvbUalaUZb4kZe6KLF0IS52osx3U6DwolAI5BUGSlix3ItY5kYsdZErcZMtc5Ml8wSOcQazumSZQLLMT6LEGwhpEDqxQKxEYIfYy3axlxhRIKOLznGzRSwQlesmKtdNRK6b8FwXYTlOQnMDsSnXyYYsG+uzrKzPtrMuxx54o8sOlK1vBbuvazPMgZI1/b7d19R6Xkyt58VkAy+kBOK5FD3PJgfi6WQdT8bXBr77Gv/fQ7eS0d33TYl7V0zudVx/fA+5SHnw0rCEv/9hpes96LJ5KFTKQ6EyHg7LY1V4Ho+E5a9kdI9GBKB7MqqYZ7YU8/zmEp7bXMLj0UU8qzTwfHwJr4YW8mpUCS8ozbyys5x1OwLl6brtFby/U8N7sZW8F1fJxp2VbIqvJDShisjkWiKTqolOqSE6pYYtKXVsS9WyLVXL9lQtO1L1xKboiE3Wk5BqIjHNRFKaiZQ0EynpJtLSGshMN5OZ3khOhpWcDDu5mc3kZjmQZDrJqfKRUycgz25GJnMiUziR5zvIL3RSUOKmoMxFQbkDZYWdkopmVBUOyiqdlFc7qahxo65zU6n1oNF5qdYLVBu81Bp9aE0+tGYfeouAwSpgavLR2OTFYvdQb23G0N2CebQXrU/A7mnB3CrgHh/GNtBHs68tuLTfirOjG3dHN0JXH76uPrxCF55Dx+n+/W/w79rNdN8QFoMXubyTIWGQyxNjtFhH2ClvY2veIJmFvfS7Jhj1TmBU+dGq29Db95BR1E2JYYz6zgPkVw6gKN6FqHKUlOpxktV7CJm4xHuf/o51oxfY7Jlh1+w1htqnqdJOUNq9QLb7GJs8h9k6cJbw8XkSbn9NxpnbvDV0lrCpiwweWeT2lY9oH79Aee8ZxLO3iB+7QG7nAlk9C0hGLrFl1zLpB2+ROnuLyMO3MU7dYnBokY7zX1C5dxndkY8pHf2IookbJIwvkHT0Dml7PiBt6CYZhz8l+vAy3gN3OH3qa/YevUujcIGClgWyWq+Q4V4kv/cGed23iLcvsW7XTZJu/omI+c95vgHpKAAAIABJREFU7c7veGXXNcJs59jWuURI00mihAuETN8ipO8iyW2XkTacQm46SnXDNK22aVose+my7cfbf4r2yUs0jZ2mYegotp4j1DVNU2WdQt8zSXX/FNW+cer8Y1QLI1R5hqh0DaB2DlDu6KfM0UeFs59Sew/FTV0UWToosHRSYG9F2dGFyOyj0NhHobGX/PJWCgpbUShbkeX7keX7kCm8SBQCkjwfogIf2Qo/WXktZCj8pMp9pMh9pCr8pCoCe7CJUj+JMh8JMj/xUh9xUoFYqcB2iY8YscA2mY+twQZFtFQgSuIhUuwmXOwODBNLXGzMdbBBZGeDpJn3c5t5P7uZ9zIdrM9x8pbIxdu5Dt7KsvN6upU30q28lmHl1XQLr2SYeSmjgTXpJl5MN7Em3cQL9xoTyXqeCZ5Zfyb4LYnViTU8khDovD4SX8XDcRoeilXzUGxl8EPXgW+/3n9i/eebiwO36Va+9VrATyPzVqC790HrH/RG92p8GT97VxQsV+U8HJrHw6F5PBSaF4QumNFFFfNUdDHPbC7muc0lvBBdwmNRSp4taeIlRT3PpVfxUmYNa8qsrIkr5+3tat6KVfNWbAXrE6tYl6BhXbyG9QkaNiRWsSmphrAULeFJdUSkaIOhY3NGPZvTdWxJ0xGTpmdbuoFtaXpiM4zszGwgPsNEYkYDSZlmkjLNpGQ1kpZlJjO7kcwcC1m5TWSLrOTm2Misc5GldyITNSLLs6LIbyav0E5hkQNliZOiMifFZQ5U5U7Kyl2UVbipqHRTWeVGU+2lqjaQzVXrvdTovdQZPOjqBfQNAnqzQL3Fi9ESuE7SYBOotzpo6GjHMtyLSfBi9bRi9rXi3D2Eo6sLu6cVT0s37tZu3MF5OV9nHy0dfQgt3QjDu+j69z/R8euvmB4dpkXnID/LiqrQw+W9w0z722iyTJJU0MO6TB8KQxfTXXswlLVSWthOWVUvOvsY+ep2HK2HUFWNICsdQqoeQ1QxSkrlGFtqdxMycoHXZq/yWtccb3YfQxg+yoUDx/H3nqau9wLp9kNsG59nvW2Kra5DZB2+yfbJC8TsXySt6ygXL97m5OwVPN0n0B36iC3tl0hznEPSdpGd3afJOnaDV3svsX76FjuOXCP12ifs+92/0Dk6j6XlAp59d6mevoNy+A6Vox8gGrlMwvQttk4tseX4xyQdvEve0EUOLXzDzNwdOvYuU+u/grRliUz/ZVKcC0g7lxD3fcC25gusP/4Fydd/j/LEp4T2LLDJPc+2hnNsb71GlPci2+znCe++SITpEHHagyTrj5BTfxhTw0EG+s4wMHAOofUIzol5XL4jeDrnaO6bxto/hb5xL4bGSXS902gHJqkRhqn2jaIRRqgSRtB4h1F7hqhwDVDm7Efl7KPI3o3S3k2BrROFrYu85jaKu/uQWttR6HrIE/optvYhz29BXtiKNO9eB9aDWCEgzhMQ5/vIyfORk99ChtxHqsxLmtxHqkwgSeoJhkCi7LsjnbGSQGwXe4kRe4mRBJsTEjdREjcRYhfhYiehEichEifvSxxsyg18W+JdiY0NuRbeT2tgY0IT6xNsvJHYxKuJFl6KN/NSnJFXE0ysTWnk9ZRG3kgJnFh/OtPI0xlGXkw1BoBLCn40JyXw4ZxARvdd53X1vQ9cx2l4aIeah2MreXB7xUr8YouKX24t5Zdby/h5dPFK6bqy0B9xX+kaJv3hzYhXEsp5YEMuD4bK+FWonAfDAsjdg251RCGPRhV9D7pno4t5PqqE56KKeTqlitfkJt6WmnlTYuLF7DrW7qjg7R2VvBWrCUAXRC4AXRUbEqvZlFRLWIqO8KQAcBEpOiJT9USlGdicpmNrmv4+6AzEZhiJz2wgITOAXHJWI8lZjaRmW0jPbiTrPuRyxDZEuXYy69xk613IxYEh4bwCB4VKJ8UlLopVborLXBSXOygpd6Eq96Cq9FCm8VBRLaCuFdBoPfcNB3upNXrRmgR0jT50Fl8gm7MKNFgF6uxu6js7MA/1YXK5cTV7afIKuHYN09zTi83ditvXjaelB09bL+72HoTOPnxdvbS29eJuH6fli2/w/Mcf2D0zzXFBwKOzY1R52N3aydLMGC31fmTlbeQZ9pKQ76OrYwSHoRN1SSeFRf2UqIdoaBqjqrYfi32CorIBFOoxJJXjSCp2kV48wvZdl9jy1b+w9vd/5IWjV3mjvA+jfTd3F25y6vJX1PsOk7fnArGzS6Rc/gLR+CIxlhlke66S2jGLdOgktxY+ZG7qAi1Hb1LRfQGlZRGZ+wLJ/QukHLlBxt7L7Nz3Me/3L/KM8wDV525z+uN/YmLPR1j98zSMLuGa+YLS3rvoD39OxaFPkB79ioQzn/Pu3mvEjF3DefBTDs59ytGv/o2xa7+m1ncZqX+ZzJbLpLgXEHcsIe35gPimc6wbXSLli3+n/sRdis1zFJrPIzKdJbtjiSTfZdJ0J4jTz7LNfIwE0xzb9QfIHLiM1nmKlsFLdHYv4BxYwLL/BmrTJIam/TS799DUM4K1fx/m/gPUDx5CbxmhwTCC0TBCvX6EesMwOu0gdbV91Fb3UlvdS3VVD1WabjSVXVSqOyitaKdE7Udt7UGh8pCf70Zq8qE0dyOT+1AU3svohAB2eYGMLlfuIUvmIVPuI0PmCy77+wJlrMSzcon4/mvE90P3vS6sxE2U1E2kxEWExEWo1EmIxEVkrpPQXAfvpttZk2rlRbGZF4sNPFVt5Cmrg1VuNw/6vTzs9/CQo4mHa808ozDzbHotT8RV8kK8nmdS63km7b43umDp+l+gS/jvofvVtvIgcj8QulAJP9qUw49Ds/m7N3b+EOhE/CrsO+juxaqIQlZHKnksupgn7s/ooot5eksJT20r5dnoYp6JKuK5rcU8E1PCizEq3oyt5M04DW/G/Z+Bbnu6kbgM09+ALoDc/dCJxc1k1brJ0buRSmxICwIlq7KgGUWRFXmpBbmqgXxVI8oyC4VlVpRqG8WVdkqrnJTVOqjQ2lHrrGgMdjT1zVSZmqlucFJrdlPX6EZrcaNrcqO1OjF1dGIeHkDv8uKwe7B5XHh292Pr68Ti9GP3deNu6cXT0oentQ9Pex++rgH8Xb3Y27rxLN2m9X//v3QeP83i+CBnB7sYdHsYdTi4umeMYwN7qCwRiBRbSapspbt/khH3IJUlPRSV9CMuGiC/YhC7fQ/11cO4mmdQVQ6SpxlFphlDpp4gq2icnWc+Zv3yXdbe/IQ39y+ytqSdPM9ePvvtv3Hl//q/Gf3tvyAb2I/8xA1Kbn9L7vRFckbOU9B2np3eQ6jHTnHt4AJnzt1C33MKd9t5eqY+obTvFKLDy2zbs0jl3Kc07PuMkqElXmg6h7rjIgf3XqV96Bp9819TP3sD98zH1Ex+TvWlz5Eduo149C7i0ZvEH7hL4vFPaJy8yd69yxz56LeMXvqGKvcl5L6rZLUukug+i7T3Gjk9yyQ1zxPvnmdD7znkHXNYvedw2hdotM7T0H+Tcu8CZebTlDScJs98CrF5jsT6WXb6zlLmOUOx8QD52n1U+09TN75EmfckhdajFOknaHZOYvaMU+8fRecapaFpD8amXRgt49Q3jqEzDVNrGKDOMECNri8Qdb1U1/agqe2hqrqL8qoOimtbKWvuQa72UlgsIGtsoaixB3mejzxlC/LgAHEAOwFpfhA6qYcsuZcsuZd0mUD6/yHowqUeonM9bEq1sDbXwAs1zTzW28ujF8Z46JtRfvWHMX75r7t54N9387N/HednfxrngT/t5pd/2Mevvpjklxe6Wd3rZZWmiVXJVTy/rYY1ycYAdvegS9bzTLKWJ+NreSIhMGbyQ6D7x5iyvwBd/l+E7qfhUn4Slhvouv530L2aqOaBDRIeDFXwYJiCh8LzeTAYqyKVrI4KQPdkdMl9pWugfH1uq4oXt6pYs7WMl2JKeXlHGWvj1LwRp+GNIHRvxlaslK3r4jVsSKzmveQaNibXEpaqJyxFR0Sanog0PZFpBqLTDWxJ1xOTbgggl2FkR6aJnVkmErLMJGUFkEvJtpCaYyEtx0pGTgC4lWxOYkcicZBd5yHXICCRNSNSBt7n8moFKu3dqGwCRS1uVEI7lV4fVcL/x9p9dkd5Zgm/n7PWOec57XY74GxwxsY5dbudMUEEgRAgBAjlnEuhJFWVKuecg6pUKuWAMkIiiyCCiAYbMMlg42yDMw5tu7vnf16UjLGnxzPzrOfFXvcXuNdv7eva4XJS5XZR5XZR7XYj8nqQ+H3UBvzI6uqQToQsGEQRCqMMN6AKR1CEG1A0RdA0N6GzejBYvKicTqwdDRibAmicTsy+OszeEFZvPQ5vw6+gc9c1YFwzhO/Hv+E9cIQdq5s4uqaJdb46BhwutjV72NPWjF3TSnyWi5fyA8QV2Vnb2oNN5KWouJmcomaSCiIsrwxh9vQTMPTgtQ5RVtVMsbCZYmEr+eU9pAm6WeTfQsK7XxBz6BxPrd3Dk+c+Iunkx+z/7if6jhxh+OOP8fRuR2DoQ7H2MOpNRxF6tpMa3kXCwEEKTP2cOHCS9ev2o5OPYHOM4+g7RsmawywdOMzS9W9QFNmPsu51SsOHmNZwAN1rF9i0+y2aNr1Jx1ffYn37Q0zb36Bm/ZvUnLxA1QdfkDp0lpSBk+Sse4tV295C+P7n9O15i8F1x6kbPknlwAky6w+R4txDTuNusjsPEOc6wArbfrLt+3lWv5lYx1aKXHsoNu2g0LuHsu7j5Fu2INFvRa0bRacZRa3ZgkK6laraAezBMbK1G0jQrCPFvoGUyBh5oV1ILDuQ1A6hUQ1gtQ6gMXUgtXWhMK5GaehEbuhAru1EpumgVtVKrbwFsawJkbQRkbSBKkk9leIQleI6KmrqKBH7KbU0kFfppqTYTY7GS5EuTG6Bi9wiN9kFLrILnGTlTUS+m/QcBylZDlKyXSRnu0nKdpOU7WF51i9tJ/8T6GIy7MzItDE7M7rR5Kl0HfcaLNwyFmLS+y1c/90QV3/Xz1UXO5h0rIWbd4eZvDXIzVv9TNoW4LbdEW56vY2r3l3NtZf6mfT9am76uJ0p25u5SaNl8koB9y2qYuoy5S9zrwm1TFkche7nh61vi6/5BbuFwsvg3TRxR/czdpPmlXNdTAnXTtzRXa68zszljzN/fuM1ekd31fRU/u3J/yqjW1rFH5/LYNL0HG6YnssNr+RdjltmFnDrzCuhK+LumCLum1vK/XNLeWCOgGnzSpk2T8DD88t4JLacxxcJeWJRFY8vFPLEQiFPxFXyzJJqnrkim3suQcQLyyRMXy5jeuKvoYtZobgCOgWxK5XErojezy1epWFJkoalSVoSVulYlqxjebKelcl6klMNrEqNYpeabiIj3RyFTuYmI8tKSrGV7Fw7qZYgeTonaQIdeU432RoXhVIzJTITxXIzpQoLpSorpSobZWo75RoblXoHQr0DocGO0Gij2mxDZHUgsbmQONxIXR6UlmgxQuWwY+powhAKonW60Xu9mLx+LL4gNl8Yu78BZyCCKxjBU9+Mwx/Be/g1vF99RndfC8fW+NkUdNJj8DDi9rO1LUyzM0R2gY/YbD8vZdoRayOM9gwhLHKQVdxEemkry4ojLBAGKLZECLk7aQ8NoKltQSVqRVHdQnXFakoreymu7iNJ3E2sZQ3x71xk6sGTLPnoK7Z/fonD333NhvfeZXDsGG3dR/D2HkTt3YjQM0p2z6vMdgwj6djNuaPn2NW+C69uOyLtZqpGjpLctZekzadY1nWY/OA+yjwHSXeNc//aE1Rd+JaDJz6lI7SProPn8Bw5j3HsNLXrzlKx9Rzlh8+TNfYWSVvOklz3KnkDZ0nc/zauvW+zc/htVo++ieajL8gZPkVp/UFqOo8yz7qXudbXSTTvI9kxzguGMR417eJRyy6m1e/jr70nedG5m5dVm1ls3EyuZhO16jG8ip20q9ezo3ELkYZtzKtqZ5Gqn2WezSwLbSXBv5kM7Vpqa4cwS/to0K8haB1EaexEZe5GZexCaehEpetAoetApmlHpmyjVt6CRNaESNpAdW0YoaQeYW0QYU2QYqkPgbWBQqGb4lIvORofJYYw+UUu8ks85BZ5yCl0kZ3vJDvfFZ2DzXGQkmWLtp5ku1mV7fkfQTcvzcH8DCdzJpCLSbczP8XCi0m1PKBQMXlXhD9+3s3V3w9x03vdTNkS4q56B3fVargzX8l9WSqmpsu5vlDOTXkyJmfLuKlQxfVSHTcENNyyycZN77Zy3bc9XH+hjdtGfdxSLebW+EruWlwbXcK5dKJxOF7ElHgRk+NF3LaomtviohndzQuF3LxQyE1XZHQ/H18nzSvjupgSrpl95QhY/uVVTVcWI37uo/v9jC6hmj8+l8H1L+cwaXouN87Ij8bljK7oVxndXTHF3DtXwH3zSnlgXhnT5pXwQEwJD88p5bG5ZTw5v5InY4U8EVvBk/Mr+PNCIc8tFvNcvIhnF1XzXHwNzy8W8eISMa8kSJmxtJaZCVJmJsiYnSBn7jIF85ZJmb9MRmyijAXL5SxIlBG/QsnilSqWrFCSsFJFQpKGZUkalidpWZGkZVWyllXJOpJT9KSkGkhPNZEicpAqcZOeaiI130xBpplcY4Bio4fcSgtV9jACkY8KoYvyagflIieVYheVtR6qpF5Eci9iRbTKKtU4kWqcyHQuFDoXSr0btcGDxuxDZ/Jg1jtR2KyYOkLo6wNo7V6MHj8Gnw+zL4DVF8Lub4j2ywUbcYcieMONOPxNBA6fpPW9d9gzUMfuiJ0Rl4eNfi9b6+vodLmpKDMTn1XH/Lx6ZmeZiNR30h9qpbg4QGZpC8nlrSwRNBEnDLJS20phdZiRlhHazb00aHrxydoxiFajqepFVTOAuGqQLN0Iy89d5JEzH5Bw9iK9Q3tYP7iN1Vv309q9C2/rPqr691K15gCSoeMk2jawoGk7knWv8fq2g5xcfZB60y4M3ceRDh8lf/A1UvveYHndAVY1HCCp+xgpw6d4ODBO6uoD7Fh3mv7QXvq3HMfd9xqqLaeo3fgOgv7jlKx/jex9Z4k/9C6Leo6R0vYGib2vUbP9NP3tp2jveh3N6HGq1xyksutVljgOEec7xSzHfubW7WfV4Glern+V+2w7eLrjCDE9J5nn3EeCYQ/LTeMkmnazQr2dZMV2JMZddLm2sLl5F4WWNSSahkgObiKrZz9L/COsbN7JEsNa0qu7kMq6qVP1sdo+jNXYgcLYgcbcjdrYhVrXgVLXgVzbjlzdhkzZSq28GbE0QrU0TFVtFLoqUZDiWi9l1jBFQjclpT5ytX5KjCEKil0UTqxyimZ2zonsLjo1kZrtIC3HTVqOh+QcL8m5XlZme6JFiWw3CVmeaMtJlpv4TCeLsqKxINPFgjQnC7Ld0YJEhpO5yXaeydYxtdHNDe+28L++a+Gad1u4YyDIVLGJB3I1PJ2n56VCM6/k2Hk238mDxVamGSNME9h4utjGQ/kWHs4zc0+OgtvTa7m5VMVtvX4mvdfNH7/r5cZPerg5YubWZdXcu0jC3QnS6MtgE1ndlHgRt8fV/Aq632Z0N8ZWXL6nuzamhGtmF05EQRS9WXmXM7o/zcjmj69MQPfY7826XgHdpOk/Q5fLjTOiR9fbZhVxe0wxk2OKuTOmJIpdTAl3zxFw9zwBd88XcPeSCh5Kk/JoioRHk0U8nCrlyXQdT6WLeTq1hqfTZDybqeLZDCXPZyp5IUfFi7lqXspVMz1Py4xcLbPy9cwuMDCn0Mi8QhPzCw3EFhlYUKxjQYmWhcVqFgt0JJQZSBDoSSwzsLzcyIoyI0nlJlIqTKRVmsiotJIptJNZ5SC7yk2qxUe6zUtutYsslZ3MMiWZUhMFXg+FHh+l5jpKyl2UCd0IhE7Kq51U1rgQityIxG7EtdHeOanciVwZDZXKjVrtRqvxoNN6Meh8GPQelFYn5o4mjOEAWocDk7cOozeAyevH7JtYv1QXxlkXwR1sxhtqwB8O4/A00nH4BEcufMi+tjq2eN2MhnyMt/oYb6lntctLjcBKYpaPmbn1LC110NfSRcTaQWlugOzSCKvKWlheHCG5ooEMUxdzSwPojatpcfQw4uuj39pFWNmBXdSBpqYHWdUggqouFjXu5qED7/NiZDdmWT+m+s1Im/ZQIepBvPUEKR98xZKL3zN78BAvetcxa8MBsjwjvLrxCOcGx9m85ii21fvRrX0NYfMhCsJHSQ+8yorGQyw7/jkLvviapzuOMVs5RnvvG+za9gZrRo9ja9yPZeQk1fvOI/7yWwRjp8nbdoYV733GnK2nSO89QXbfMQpHTtL+5uc0bT6J0r0NefshEjw7WdBylLn9p5nV+wYJfadZ1HSYJ5r38fyWMywdOs1i/XZWaXeyzLiLJdoxlqpGSVRvJUU3RpJilBLdMIX2AVaFx4gxDRPr38qq7r0UD+4mxz9Kqqif7Kpe8mva0NZ20mxZQ2dgEL2xFY2lG42xE5W2HYW2Hbm2Dbm6FZmyBamiCbE0Qo00TLUkhFASQFhTR2mtjwpbA0VVnih0ugClpiCFxS4KBT7yS9yXj7A5hdH7uoxcJ6lZE8fXLBfJmQ5WZTlZkWFn2c/PIqbbWZLuID7DSVyanQXp0Zif5mBOmp356Q5iU5zMTnLzVLaWW9b7+MMXTVx9oZ47ttdzp1TBYxnVPFmm5gmzm6fz1TyxUs4TKw08usrEI6kWHsl28HCajWlJeh5IknN/koT702Q8LLbwoNjA9UnlTKqUcPtWD9d+3sk1l3q5baSem5dVcsuiKu5cKuXupTLujJcwZZGI2xdGM7pbF1Zx88Qd3Q3zy6PI/ZzRTVRer5tTEm0pubxCPYc/vJLNH6ZncdXEZMRVL6Xwh5eS+bfH4ijQ/04f3cMJ1fzhuUyun57LDTPyuXFmATfNLODmWYXcHlPClLmlTJlbyp1zSrkzJhp3zSnjrnml3DmnhKnleh4o13NXTi1TCmq5Q2PnzgId0/LFPJgv4sECMY8XS3m0WMbjJQqeLNXwlEDH0wIdfxHoeUag59kyI8+Vm3ihwsxLlRamC828IrREo8rMDKGJOTU25tXYmVdtI7bGRqzIxEKxkUUSI4vFRpZKjCyvtZAktZIstZEqc7HC5WSVx0FmrYU0p4sCs4eMYhXpIiX5EjN5IjPlcg9FKg8FKhclahelGjdlOi+Veg9Co4dKiwehzUW13U21w4vI6UXi9FDr9iJ1+5G7/Sj8foytTagb6lG7PNGHbbwBTN7AZeRsdfU4gtFKqyfUiC8UwRuKEAo2cujcO7x28UMGIz62BT3s7whwfCDIueEW9vU04VZ7SM7z8FKaG5HKx8bOLgK6NgTZXvJLI6SWtZJc3ERmZRMFhg4SRBEyFK0sKg/gsXawLjBEu2MAm7oLlbyX2to+siS9PF3ezl8rO8gT9WH3bkfcvptM8SB5tYMUn36XmNffZMH5z3np6BleaN/G9NAGUixDDHXv5fTeY4xtepXWdYdw9Y+j0Kyj2reflf6dpIV3k77hDItefZvn/K/yoGEc5daz7N14inUjJwivO4et8SjiDacQn/+SkjVvkBV5laUbT5Cw5Sz5I2+R4tmNcM1pmj/5mrYDb2P07EHbfpyUzteZ13+cuYH9LLXvI8VxiDjHONPM65i3/S0S93zIfNM2Fut2EGMeY6ZpB7MMW5ij2cAi1SaW6zaT7B5mWd0w02UDvCgaYbb/AM94NpHSuQNF5wEEoh7KhKspFHVRWdWFSdlNd3CQBn8vGkMbOmMXan07Sl3bZejk6hZkymYksggiaZia2hBCSR1CUZASqZcKewPF1W5KBT7y9HUIzHUUljgpFPgoKPWQV+y5jNzPhYmMiRnY1Gx3dOg/28XKTAeJmY7LRYmll6cknMRlOImbOLrOTXewIMPF7CQnT+ebuG9rPVd/HuGaC23c0eTg4XQZLxVYeKnIwkPZch4sNvJMrodny9p4WjzMU5IRnq5dx9O163lSup5HxMM8JunmkZIQU5Mt3JFv5J58FdOy1EzJlXNjYhFT3AZu+bCRq75p5/ZdzdyYXsFdcRLuXiLjrvha7lgkYnJcDbcvmsjqFgq5Na7qV+0lN8ZWcP2cUiZdAd1/Nhnxx+mZXP1yKn98KYV/e2zR70D34088uLSaPzyfxfWv5DNpRgE3zCzkpllF3DK7mMlzBEyZW8rkOSVR6Cbirrll3Blbyn0xpUwt1fBAgpD7Y4q5f3YxU3JV3D1PyJOxRTwRW8QT8wU8E1fFM3FCnllUybOLq3h+SQ0vLBHx0hIxLy8WMX2JmFeWSpiZUEvMsolNwomy6DE2Ucm8ZUoWrtCzaIWeuOU6Fq3QE79Sz+IkA0uTDCQk6Vm+ysDKZCNJKQaSU3WkpRpJEVvJlFjJTtGQKbJQpPGQr3BT5WtAYG5AHGyn2hWg0u2jyhWg2hOgxluHxB+i1h9EGqhDFgiiDNWhqg+iqg+iDtehDQfQRUIYIiGMjSFMzfXo6upQOP3oPAEM3v8MugZcwQY8oXp8oWac3mb6ujs5/cUnbDnxBo1mM6N1Fo4PBji7vo53h72cGalnsC5EQVk9szI9RLxBNrU2ELJ0IS4JU1AcIa28lbTSVrLKmxCb+kmqCFPk7COmJsLs0ibKJS24LatRqduolHexUjLEX0q7yDAM43FuxOhYi2L1DgqUHRSrhqjxb6V6xyGEn3yC8IOL1O4/RZltM2XWLeSqemnq3sdrh9/g0I5X2bpxH/31IwQta3G1HURz6B2kwwcpd26mxL+dlYZdxHcco2bDPnYO7GXPrjdpaDhAQ8MRTOFxzG1HkQcPI68/Tm3PG1QNnqQ6chhhcB/Shn00bn6N/r79+Br34994ltzGfWQevEDh0FmyTLtIM+7hBecOYtoPs6TvBHM6XmW+djOJuh3MM40x27CNefotLNKPslixnnTzJjQd+4mTtDMdog/rAAAgAElEQVRL2McC8QCxDXuIXXuEhY3bEQa30tZ6CId5AwXVHZSKhpDJBonYOugOdWOzdqI1dKLWd0wcX9tQaCayOtVEVidvoFoWoqo2iFAcpETuocwRprjGjaDMS76xDoElSGGpk6IJ6ApKveQWeS5Dl5nrJDPXTXqO+1fQJWU5L09LLMt0kpDpijYNZ/487O9kQYaT2PTotMTTORqmbWvg6q+auf2dTqY5PDydZ2JOhY9ZmT5eXuXgryX1/FU6yHPabTylGeMJ9SiPqTfyiGoDD6k3ME21jvsV63hYsZ6H5RuYJlvP/TV93J/lYepSKfemqrm3wMSUZRXcrFVx+/kObv6uhbtHndy2pJK7F8omjq7VTImrYXLcL9DdEld1uVn4yqPrpHll/wG6y3d0/0ehm1XC5BgBU+aUMeUK5H6G7t65pdw7JwrdvQmV3DG3hIdmC3gwR8dDcVX8dUElf1lQyZ9jq3g+vpbnF4t5frGYF5fW8nKClOkJMmYkyJmZIGPWMimzEyeahFfIiF0uZeEKOQtXKFi0UkncCuVEc7COZUlaViTpSFqpJ3mFkbQkE+nJJtJTzWSmmcnMiEZ2upV0iZMMuYPsTAPpUjt5WjcFWj+lChurCpVUmIIUic0UVRsQVBsoExmoEJuokliorrVSI7UilkUfpJapbcg00YdvlDoLKoMVtdGKxmhBbbGisTkxOAMY3H6MlzO6CeT8E8s0Qw24QxFcdU24/e2E/W28fuwgJ//5A6HOAYIyKyMBDyeHGjg3EuH82iBHB+ro9oYQFNSRmOlmsKWZoWAYozSEzzSCqKKJ3IIQmSWtpJY2kytupsw6QoqmhWLXALFVPbyQ1cwcQYSFolZmCFuZWugi17qadeExfIpu1G3b6Nt3nI8+/opPvrrEpb/9gw8+/YL3fvoHb//9n3z83U989dn3fHXpRz79/Fsuff8jP/z0LT/97W98/833/Pjld3xz8RLf//BPvgK++Mc/+ezr7/j66+/5/PNv+Oz7H/n0y6/59x9+4Kcf/8a3X37L1998z6WvvuXSF9/xxeff8fWlH/nqh3/wyadf8+lnl/jk0nd88c33/O3b7/nbN99x6fsf+PL7H/noy0t8/NNPXPzue0Zfe5d4/x6mr36dGaFxZmu3MCO4gyWOLSRpN7PSNEqyfoQc/SbyNBuptG9EEtlNvmaIPPlaXhT1M0PZyzL/CPmbjpPZvI90WQ919fuxWDdRXNVOuWgNkup+gqYO1oQGWF0/gtbcitLQgUbfgVLfilzbglTTHA1lE2J5hBpZPdXSEMLaEOUyH0J7A4UiN4JyD/kGHwJziCKBh+JyP4UCL4UCH3nFXnIKPdE1TvkusvLcZFwB3apsJyuzHCybyOh+hi4hK7qnLj7DyaIMJzE5dmIz3LyySsPDnS5u/6qNKR90MtVi5rlsAzMrHDybrueZnCZeqh3mGcMWHjFtZZphlL8otvBC7Wb+LNvEY/LNPCbbwsOKYR4Ub+CRmi08KhnmAdkw05QbeEw+wv3l7dy50sbdS+XcX6Tn1jw1t8oN3PxOhKu/a+H2di+3xZRy29JKbo+vYvLCam5fWM2tC4XR9pLfIHcldFf20f0WuqtezowO9b88Mev6+4s3f+KhhBquej6b618pYNKMQm6cWcTNs0u4bXYpU+aUM2XuL9DdNVcwEWVMnSvgnrkCppZoeLTCxL3FSh6sMPJIpYVH4oU8HVfDU3Einoqr4a9LpTyztJa/Jsh4bpmC5xOVvJCo5OXlaqYnqpixXMmMFUpmrVQyZ5WKeauUzE9SEZukJHaVitiVSuJTtCxN1bM0RUdiqp7lqQZWJBtITjGyKtXAqnQjqRkm0rLMpGVZyMiykip1kap0kZ5tIlnuJMPgpUAZQGIPI1C6qbVHEIhsVFRZqRDZqJI4qK6NjnuJ5B7ECi+1Ki9StRe5zodc50Wh96I0ulGbnWgsLjRWF1qHG4Pbi3ECuf8UumADnlAEbzCM1V/P1gNHucA/GNq/F6PShUboxK+oY09TI0f6I4x1NuLT2SguMJGWF2Jxlo21XZ0MBZtQCN2oqxsI2EYQloXIKQmTVdFKSmk9GdIOcs39pGmaKLWvJ7ask/uKmpkiaOORsgbEvg7WdW0iohrEGRmnxtrHtm2Hov8E/+DCD9/y8Y9/4+y7F3nz/Ce8+c4FTn5wkVPvf8I7F7/mzY+/5NR7n/Dp19/z6eeXuPD1t1z8x99568NP+eDdT3n/vc9574PPePujzzh78QtOv/sJZz75ilMffcEHH13ik48u8d77X3D+o8859clnvP/FN5z/4FPOfPEV7/DvnP7bd5z54AKnP7jIuc++5sKn3/DJJ1/x/nsXee/ji7z1/gf8/e/fcvazb0jtOsY8zy5WGneyWL2RzB1vUth/iALFeir1o9So12JQDlFn30BzeB/V8kFS5J1IOvazYMNJnth/igX7T5A9eoriul2kS/soqO5GUN1FpbibKlE/0qoe3OpORhqGWd86TKSuB72hFY2hDaWhFbm2CdkEdLWqZsSKCCJ5mBpZPZW1ISplPqrtYQrFbgTlLvINHgTm8AR0PgoFHgoF3olddV5yi7wTx1cPmbke0nO9pGa7WDURy7OcJE7Ev4JuQZaTuJUmntGamPxRI7d/1sxjARd/ydLwsrmRZ0tcvJBfz3TNVp7TjvIX7Vae0O3kcc1uHpeP8aB2lKnGLdxh2cxDtRt5rHaY240D3G5dz2TFeu6tXsej0vU8ptzAw9IRHhL1cVuahbsLDDwmD3BDopAbDWJu+KSLSR/1cZtSyS1zi5myqIYpC2smoJsoRvxmMuLKYsQ1sydGwGYX/NI4PDP3l+0l0zO56uXUy3d0vwvdw8skXPV8LpNmFHHDzGJuml3KLbPLuG12WRS6OWXcMQHc3fPKuWd+NKbGljMtTsi98WXcv1zE3clipqVIeSihhqcW1/BUvIin4kU8HS/i2QQZf10q5dllMp5PVPDCciUvLlfx8go105ermLlSzcwkNbNXqZibomZ+ior5yWpik1UsTNGwIFlNfJqOpWl6lqbqWJaqJzHNyMpUI8mpJpLTjaRkRpFLz7GSnm0lM9tOqtxDqtpNRp6FZIWDdGuAlFID2bVmslVO8mQW8qvNCKqvgE76n0On0PtQGXyoTV40FhdaqzsaDjcGt+8ycv8aunpcwQa8dRGMoRChgwc5/89/sPPoHuqsduRVJorzzFilHjY2hFnf4KHJ7qFW6Ccpy8v8/DrmljhZ27OaAU89upo6xIVu1DVhPI41lApDZJbXk17ZSGJFmCRFC/nmHrLUrZQ6h4jVrOHP4n4q3H28un0bGyMj9LaO4xs4gFK2moO7TvLV339g5L132fvNl3QdOIVKuwaFrI8KSRfpik5S5B0Uu0fJ9u9leW0/PeuPsXXtfja9epr2T95HPbAPkXEzNcZNlOs3kOUeZWX3QZZYN5LUdYTUunGMtkOEHccw2g4g9OyhYvAYlS0HKTKup3D3aQreu4jgxIcUNuwko2GMvI69OFpfwxY5gMy2idqOvZQ4ejn3/gXeevcbSi17KTHup9S8l8rVr2M/+DHBoTcI1e+htXkvvc072LVmnJHO3agUa6mo30H+mbewfv4tya99zO07D/PS2++wZPw0SfI+UuX9ZNb2UiHpo6q2hxpxLwpRD1ZJF4PBfra09dDnbSVgbUVjbkFpbEGha0Kubbqc1UlUjYgVDdTIQ1RK66hU+KhxhimWuCmrcJFvclNuCVMkcFNc4aGwzE2hwEtBqY/comjkFHrIyvOSmeshM9dLWnY0s0vNcU88i+hgebaL5VlulmV5LreaLMl0sTDFxnMlZh4/3MbU7zp4ZF2Q57PkzK9yMj3TyNzS1czQ7eKv+m28qB7lFeUOXlDu4lHtCFPCPdw01sN1Rwf5w8k13Dg4wB2Ng/zhjW6uOtvJTfvWcl37Gu7Q9fFY7QiPSId5uHaYBySD3JXu4d6FtUwt1HHz0hIm9zi56rtObj7cwM2rRNwZW8uUuBqmxNVw+0Tl9dZF1b+quN4YWzHRR1fGtTHFXBtTxDWzr5h3nZnH1TMm+uimZ3H1y2nRo+vji36v6joB3Qu53DCzmBtnlXDzbAG3zBJwy0wBk2cLmDJHcBm6e+aVc19sJffNr2DqgkqmxVXxyPxyHp5fybQ4MY8vrOWJBWKeipfw1GIJT8VL+Et8Lc8lKHk+QcHzCQpeWKbipWVqpieqmblSw8zlamatVDE7SU3MShVzk9TMT1KxYJWGuGQt8Sk64pK1LJnI5pau0rIsWcuKFAOrUoykpppISzORnmUmI9tKZo6NzBwbOTkOMhQ+UrVusvPtZMidZJi9ZJapyNHbyDF6ydNYKBKaqKixIxTbqa51UC11USNzT0DnplblQaZxI9d5UOi9KAwe1CY3arPrMnY6mwejy4/JHcDsqcPsqcPiDWL1hrD5w9gDYZwTxQiHrxHL/t108w2njhxgXcBCvUSPRahmfVsbo10dDAXq6LJ5CWq9aGsCFBe4mZ/tZFaencHWbgac9Whr6lCU1lFT4KG2KojZsZbcijBJJQESq8LEV9STJuukwj5EhjLCAtkAL1R0EK5fy4G+DXR1baJ17QGs+n700l727j7Bl3//gWpPN+2dY4z27abdtR6ndi21yrUUa0fIUa8l076ZtMghFsuGcPSOs2fkADt3HmfozAc4u19HZtyJyLQTgXGMXPceVg2eJMkxTmrXaVIjRygzHiRkewOF9QDV3acQdp2g0L2fEttucgaOUvbO58jeukRVxzEKOo+xKjyOru8Eeu84+t7jiFv3I2/dwUeffcuH57/AYNiCxj6GZ93b1A+fwW7eSJNllNW+bWxq2cgba/exrWMXtY4+JLtPY/ryByrPnkfdvgn58FFe2XqEJ0+/z1MjrzOnqpcltX0kS3uplvQjknQjFvUhFXahE7bSbGthfaSLtf7V1Fu6sDuaEZsCyA2NKLRR7OSaRqSqCLXKMBJ5PUJZiEqlnxpnA0W1bsoq3eSbPAisYYrKPBRXeCko95AvcE8UJaIZXU6hZ2LVuov07Gik5bpIzXWxIsPG8gw7y7Ocl59GvLzKKdPNnJUmnmip4+5LzUw928gzQiuxhT5mpJqZnt/KLMMupuv28JJ2O9M125kpG+MRzQZuGu3lmfMtLPyki4ff8pN4oZdb3mjm+s3NzL7Yw5/fb2Dmh40svtDHdYc6uNXayn1VvUyVDHK/dJB7xT1MTjVzZ6KQ2/I0/DGlkEnHI1x3qZ8pfhc3zSy+3E83eVHN5ebh30L3c9PwtTEl0UxuRh5/mpHPn2bkc82MXP70Sk40fgNdwf8Eultml3Hr7DJuiymfyOh+Dd3U2Eqmzq/k/gWVTIsT8lCckIcXVfNwnIhHF4l5bJGEJxbX8uTiWp5aLOXPS2Q8t0zF8wnReGGZipeXqXlluYaZK7W/gm5Okpr5yVoWJGtZmKwjLllHfIqeuFVaFqfoSUjVk5CiIzFF/y+gs/wL6Lyk6NzkFNjIljrI0bop0ViotHoRSJ2I3EHKxA4qfwWd8zJ0EqUbqdqDTOv6F9C5r4DOi8kVwOyOPjxt8USRs3rro71zgQY8gQacjnqcw1sJ/fNbRt49yLEeP5t8LsIiNTubGtjX42N9yEO/K0i7MYhP4cMg8iGvDJCa5+bFTDORxl76vU1oq+tQl4dRChqoKamjujqC2bWZzLJ6EkvrWC5sZnl5ExmSVsptA7wi7SBWGmZdzzrWtw/SNbIfV2ATds0gRsUge3ae4G///IkqWy8FVa3s6NrOloZ1hK1rUWtHqFJvpFi1nmz3ZpJX72eJdC3VjdvZsvlVNoRHaXfvwG4eQ2sZR2LejcC2iyz7TrIGT5Bq20tmyzGymg6RY9yHxLkPZe8pCnuPU+jeR7n3EOW+QxRbdlEaOURFy+tUhY9Qvu4Ehb1HKA/sw9ZzHEXXEVQ9h5CHt/DW+59y8aOvaOjdS/Omo7R0HsKrW89waBcHe/fyxvBBLm45zaHBk4Q699Jy7EMCJ99DNXwAVXCENtcAg+vGyTt8hPtOf8A0105mlK1hUfU6UkTDiMWDyEXdSMT9iGu6kFe24lY3Mxjopt/fi1vdTsTXgcoaQGmIoNQ2odQ2odA0IlM1IFXWI5GHqJaHqFT5qHFPQCd0k2/xILDWU1TupajSR0G5hwKB5wroohXYyyNhue7ocs4J6FZm2lmZYWdFlvMydtEGYgdLUm1MLzbz5zd6uO9SKw+2mJiRbyWmoI6ZaWHmKHfyomWc6YadvKQbY4ZmJ09rN3Dzhi7+73eaeOX9FkQXhoh5N0Tdlzt46PUw120Kof54lIy3O8h6pxfJB8P8Xx/6+NORdm7TtzG1pp/7JIPcJx1iWs1q7l4u48ZCFTcL5Fxnk3H95wPcdqyD69KruG1BNTcvEXFr/H8N3XUxJVwTU8g1Mwu4ZkY+17ySx59eyeVP07O55kroXoxCV/h70D20TMIfXshl0s/QxZRx65xybptTwR1zKrhjbhl3zivn7nkV3DNPyH3zq5g6vyoK3UIhDy0U8ki8iEfiRTwWL+bx+F+ge3qJlD8vlfF8YhS4F5apeDFRzcvL1ExfrmbGSg0zV/w3oUvWk5BmYFmaIXo/l2okKcVISqqJ1H8JnZMMhYdUrYfsAht5YgdFajd5JhsFBgcZAi1Cuw+B2E5FjQ2h2D4xxP/L0fX/FHR2fxinN4K+uZfA518TeP8sBzd2cra3nq1hL2ONfo4OR9ja7GJ9nY9+Z4Bmgw+nxIWuyoOqOoS8soElmVa0pjDN1jD6qjp0lY2oSiLUChooKfJRWd2MxbGFwqpWlheGSSxqILHIx4rqADNqm9H4ehhbM8z67WNEmjZiU3Rj0g2ikfSye8cbfPvTjyj8G1hc0kqzc5Ajq0fp86/HrhtBJt9ItWIDWZb1pPQeIkO+k3TDDrp3HmNd50669VvwaUbRmnYite5GYNlJqm0H2f1HSXaMkx45Qm77a+Qa91PceZyKnhNkOcYodO2lxL0fgXs/pc5xKhsPU9x3nLJtb1M5dJxi7xjVq1+jZvWrqAaOowyMYTCt4/0PPuezL7+nped13M7tNNm3s73rAK8N7OT00AY+3L6HnW27ca4ex3vmAjVr9yNqH0O9/21MW49jcQ+ytnkdJcdO8dDht1lq2ki6ZojlVX2kCtcirOlHX9ONWDpASVUrwvIONKJ2utyrabO14VY30+Vcjd/ZhFobRq1vRqlrRqFtRK5uQKoKIVEEqZHXIVR6EbvClMrclFe7KbR6KLUGKSp3U1TppaDCQ2G5e6L66ptoIPaQle8iK9dFVo6bjOzoAzrpuS6SJqBbmelgZaZzYlrCwdIMO3OXa3kh5ObBz/t45HALz5cpebnCxF8ytMRUDTDXMM5swx5e0e/iZf0YL6p2cGdwmOc+6Gbeh13MPd9K4nudPHEuQPHHg0w+UseNWxsoON/NonMtzD/TRvI7/TzzToT4i33ctbqNe4S9TJWs4T7pGh5WrOXBgjpuX1bOE20tXFco4PpDAa77doApwTA3za2IAvffyOium1jTdM3MAq6dmc/Vr+Rx9QR0103P4dqXs/jTS2lc/WK06vr70CVK+MOLuUyaVcwNs6+Abm4FUybijvkV3D2/kntihdwbW8XU2GruX1jNA3HVPBRXzSPxYh6NF/P44ihyTy2RXkbuLwlyXliu5sXEX+JXGd3vQLcwWceiK6FLN/4KuhUpBpJTTaSkm8j4LXS5TjKVHjK0XrLzLGTKnGRaAuRp7QiDDRS66ynz11MislEp+tdH11+g++XoqvwX0OntPszuut9AV4/d04jDF8HlD2LwN2I69Sb2776jfXgt746EOdPv5cRAiDc3NfJqv4sdzR421HnpdXoI613YRG60Qi/a6iBOSRiDOIxdFcCrDKGrqEdX3oRK0EitIEJFRYTConrKKjtQODYi1PQg1PVRaewlXd3GHGETjcF+tm8cZe3m3fht3biMPZiN/eikPewee4Mf/vkP9L5NLBZ2UqFu42DfKNuaR6g3D6NTbECi3EK6Zj2pXQfI1u5iiWQ9gdZx9o6fI9K0G61/O6K6XZQbRim1jLHKtpWc/qOsCh0greEwhT1nSDXtQdB1ilz/fipNexE49lHhPECJcw+lXUcoazxMactBKnsPUeTbg6jzNcSNu7H1HscV3EedeSth53oufPgFX35xia0De9k58CoHNx3h+NadfDC2n0/3HGfnxt2EDxwneOodrHtPoly/D92u19G8egbr5sM09O1mfd9OVB99yKIt44gbtqAKj5In6aBA2I1C3Idf102NtINCYTvlFR1Ihe3U69pot3Xg1zTTZekgYGtEZYygNrag1jeh0IaRqeuRqoLUKgPUyOuoUvoQu8KUyNxU1LgotnkotQcpqnBRXOmnsMJNYbmLQsGvocvOj2Z1WTluMrN/7qub2GoyESuznCzPcrM0y0N8povZmWYe3xnivq9W83RziJkFOl50BHi6zMtc3VZmG8aZY9jDDP1Opqu38Jx8lNv7h0j9Yh3qTzYjOj+A8eJWFr4ZIXRpnAffaGbypiY8F3aR/14P2e+uRntxC9kf9VP16QYm7exgsrKf+8VruFu2hgela3mqeoDJC8RMrfdzr93JJK+Ka78d5JYtzdy8SMCtS6r+exndnImMbtYEdDN+yej+x9A9mCjh/3sxl+tnFTNpdgk3xZRxy5xybptbzuS5lUyZV8kd8yu4c34ld8VWcndsJfctqOL+hTVMXVjNgwuj0D22WPLfgu6l5RqmJ2r+a+hSdCxM0RGXqmfBKi1xq7T/Gro0Eynpxl9Bl5VrJzfPRabSS5bOS3auhVSlm3xXPUUCO5kSK/m1LnIkNkrENip/VYhwX1GI8CDTeq9AzofK6EVj9qCxeC7fzxkcv4bu52zO5m3E5otgd/mxbtpC5O//jn7rOOu6mvhoUz0n++ycGXJydqOfV3tc7Iq42VQXpNseoE7jxl4bwFDlwyTy4lL4qNMHCZsjOOVhzNUR9BURNOURRIIghSV+cnJ9ZBn7kL5xHnH7FvKrGlgu7uIvJc1kSnvp69vM2tHdhByD2OR9qBRdKGt7kAg62bn9OP/OP7F4R1gu6iBJ0cbI6g28vnYDfb6NONQbkCm3kKPcSGrbAVLqdxMrWo1Wv4l1wR34d53C8OFXKN/7AkHfYXLNW0i2bKZ06CRFba+RFdxH2dAZks07KO46RlnkNcqs41TZ9iI070bY8RqlbQepCO3E3ncMVd04lv6jyDv3Ehg8SoNvN722XXR7trOtdx9ff/4dX178jEN9mzi2ZjtnN+/mvbG9vL1+nG0Du3BtOoxl/CTGgZ2oVo8jaNxBWd0WCtRdSH0bkdiH8G99A9HJM8TpGqkwjSBUDlFevRq5uB+/ZoCuuj6qapooEfZQWdmKvKoFj7SNdmsHAWWEsLqBoD2CxtyA2tSE2hBBrq1Hpg4hU9dRq/QjUgSoVvkQu6PQlde4KLV5KbOHKKp0UiwMUFg5Ad1vMrrsguj7r9m5nih2uW5SsyY2muS4WJXtJCnbxYpsL0uzAyzMcDJT5OLJcy088XEPz6u9zC4187RAxwxRP/PMu5ll2EOMcZwZ+l28oBvjz4qt3LOul1XvdfHSSS/pZ1qoPtvN7BMB9O+s4YEjDdw82kjNOwMkn4qw5HQI+XtreelEkIzz/dx1cIDJyi4eEK/hntpBHpAN8XDtRh5IDXNDYTX3tIW5rkzMTe/2Mentdm7Jr+aO+eXcvqj6d6H7uep67Zwirp1dyLWzJo6vM/K45pWc/zl00xIl/K8Xc7luVjHXzy7hpjm/hu6O+ULujBVyR2wVdy+o4Z4FNUxdWMP9cTU8sEjEg4tE/xK6p5ZKeTrhP8voNP/1Hd0V0MWl6lmcamRZhpHENAMr0gysTDeyMt1EcoaZ1Azzv4DOSabSR/YEdOkqN7nWOgqlLsrrghR76xC46ykT26iSOKmWOn9TiPjvQ2d0+rF4Apjd0a/VWxd91csbwu4MYAw34b/wIYF3LuCoa+bAcITzIyFO9gR4a4Obsxu8HBvws7c1wGiwkR5nGL/Gi13uwyH345B7cat9+HVB6s2NeDX1OKT1mKoDKMs8yEUhdJYeNJpWjDtfpeLC+1ScOEt203qW2XtZ5R0m0r2TDdsPERnaRNjTRcjRj9c9gNuxBqtmkAPjZ/j7v/8Dq3uY7Jou0ms7aAr2cXbzNrZFttCgH0GrGKJKs5Es02aSug7wQscYhVuP0dc1jmvXGVRvfYLg9PvUnLhAmmqITPsWKteeQubei7RhP/Ke1xE4tlHTe4Qa/x6ErjHKHVvRNx/A0HQIfWgPwaHD+Bv2MTj4JsODx1mz/g2am3YzWLeLLfX7OLT+TQ6uO8qFC1/xzVdfc37nYT7cc5SPxo9xbu04h/r20Dx6gMDgAdp6xwntOEhg+wkC+97Hv+88rvrt1Lfvxd6zh5Z3vsY2cABrYC3GwAZqxH0oRWtQC/totPfR6e+jrLSDEmE/lWUtqITNOCUttNk6abF0026KMFzfjt/ZhEIXRG0Mo9DVI9OEkGgCiJU+REo/1SoPEnc9pTInFTUuBNZfoCsRBimuilZfiwQ+CgV+Ckp95BX7yJ5Ytf4zdOk5LlKzHSRnOUjOcf4CXZaHpZleFq+yM9Pp4LGLLTx4LMz0MhPxAjfzMm0skm9nvmkfs017mG2MYveidh/3mjdwz75umr7eTsbHrdg+H6bzy20UvtPC4R9fJ+Z4K3duCtD7/V4sH61D8nY3Q98fJvVcB33fHWbeuc1c7+nm3soB7q8Z4p7aNdwvWceTpau5Li6bB+rcTK6qZdK2ADd9sYbbdXpun17M5Dghtyyu4Zb4mv/QMHxlRnfdf4Au938PugcSJfy/V0B3Y4zgP0B3x/wq7ppfzd2x0bhvgYj7F9bwQEVKNPoAACAASURBVJyIBxeJeSReMgFdbfR+7gro/rxUzvOJ6t/c0Wl4JfHnjE7D7CQNMas0zE3WMD9FS2yylgVXQLcoVc/itAno0o2sSIsil5RhjkKXOQFd1s/Q2cjNc5Cp9JKt85GTayVH4aLQ4KdIF6TEFCSn2k6lq4EyiYdKkWPifu5K6DwTFdcroNP7UP8KOhc6mxuj04fF/RvovAHC/noaGlqxju2g7u/fYF6/jfpQgFOj9bw1FOBkb5D3Rj28tdHFmZEgr/XXM9bsZ8jvptlsJ6R1E9T5CeoChAx1hI1BGswN1OnqccoDmGpc2NT1mEwtFFa7KBL4WO7qZ/qpczz37oe8bFtNmiyETt9InTZCnbYFq74Rl74ds7wDjawdVW07sopGdu94jb//8++4PSOUC7sokfRjt/Rwbss2jvRspds5jFXdh1Q9gkC+gWTPKCs+/pKUN99m6J1PcfTsx3HgPJbTFyhp3UOScyMZnQfI9W1H495JpO8kFs9O/APHsdTtxGTcjM66CX/7AVo7D9EcHqN/zRF6fLvYNHiC4f6D7Fl/inUNexkK7KS/eRdjm0+xZ/AYW1vH+OziV1z67HPe3Libs+t2c2J4J0fX7Gb/6BH6R/fRPzJOMDKKpms3NbY1SLrGUI0cROUZQekYwj5+Cs+r76JQ9FKnHyDgGEavHcSs7Mej7GZL2zpa3KuRibuRSnpQizvQVUfwK1tZ7emh3d5Fo62J1a4muvytWKx+1PoAal09KnU9Um0wip3KT43KQ607hEAWnaUuuwydi5KqEMVVHoorPRSVeSdGwqKD/jmFbnIK3OTkusnKcUUfu852sCrLzqpsB0kTd3QrslwkZrhZstzE820WnvyujadGA8QUGonLc/JKbpA5hn3RMO5ltmEPc3Xj/FW/gQc29HPT+SaeOh3gjnMeZrzVQvypRh4/7iL7fCd3HGnk1g0t5J3tZs7pMM+dDpL2Zge3nA3y8Bkvkz6o44ZD7UzWtvCAaC13Stdyp2SER2rWcNtyEfdZrNyq0/CHDit/+mmE6+stTJ5RwuTF1f81dDG/hi6K3W+Ori/+Al3R70K3XML/81Iu18WUMCmmNArd3Ogd3S/QCbl7fvXliEIn5oE48URGV8tji6U8vkTGE0vlPJmg4OmlCv6yVDkB3a+LEdMTNcxYoSUmScesFRpmJ2mJWaVh3s/Qper+e9Clm0lON5OaaSEjy0ZGlv0ydHl5DrJUXnIMPgpybRTI3OQbfJTofZQ4mihU+Cj3eiiTOBGKHRNH119DJ1FGoYsi50Wt96ExetGavegtXgxWFwZb9F0Is9OHyeHF5glg9waxenz0d/exYdc+2r/8lMjFd3F2t9DW5ufc9jBvD7s51evj4u4GLuwNcXaTl1PDfo70etjT7GBr2MWGgI+1Xh99Tjfd9hCtliCNpjoaTEG8Kg91+jrqXW0oNPX8/8zdZ1Ac5tn/ez///zmJ4yrJapZbbMeyYyd2HDuP88S9SKghyWpISBSBRO+wS1+WtrDA9mUrW1hYYIGlF9GrJNRl9d57l4tsy5K//xdg2XHiJHPmzJnDzD0DvOHNzofffV/XfV8p+VXE5dbinVmBt3uQsI6tJMncyORN6IoaMSvrsGoasGoasKnaMMlaKVa0UKxoQS2tYNvmXdy9cxe9ppXk2AqShA2kpbrY3tDOodZu2izN6CS1ZKc1IkppIUbRRvqh0yRv2YXzzCUMti7y0pyIM2rILNtI8vGb+LXuZnZ2DeLanRjUG7C6dqEv24pF0olR3oW9dD0tLTuoN3fS2baVJkcPw3VbaK/fQHfbVjrKhunQDlKn66erdS/rXNvp0w/TXzrI9Us3+PLGNQ72b+TY4Hb2ta/n4LqN7O4YYfvADuqq2qisGKDYtBGJYQOSjn0UuraS59xIfs8BrIevorFvxKAZQK8dQFc8gNE0gN3YSYu9lQ11/ZTq+qmx9FBvbKTe0orLUEelykGdphqlxMHiyAJWrSnCUeikymglP1dNZpaRXJGZtGwjKdk6ksR6hGI1KSojUWlK4oRKogs1RMsMhMWpiIg3/gQ61Vg/nYqgcCWBoUoCgxU/jkZcI8d3jYwVAUWsCCgag07GMv8ivHzlzFuew1ttCt783Ml75QZmh0mZvVbOjLAKPsnfyAzJMDMlo+B9Ih7khfIq5l9oYN7JcjRX+gk8VUXphR76zg2Qd7iSU7cPMXeni5daTWz5djOm082ojjex7es9BBwqp/SLYRYcLePTzxt5qtvGNEEl05NbeUHYysuxzTy5rICpaRKmaeX8SpXLr2418khTEVNmhozOj/gF6Eaxi2H8zAjGzQhl3CchjLuX6tbeg27cuwE8+rYPj7y9kvv+OJ+wXMM/h+7WN7d54Regm+oRw5P/BLpnZ/8UuiR+75nMK/NT+MPPoHt9UTpv/AfQfeyVxScrspnhnYWHdzazvLP/c+juJTopvv4/ha6A4CA5gSINgdlqgtcUEpSkwE+qIjApD6HMSlKRiYR8BXHJhSQky4hPLvrniU6sIj1LhShbTUa2mowcFdnSn0FXpEJjsGK2l6M1WdCaLKiNJszWUio6+nB99Tm6gSGM5XbaOl0c6zFxrFnNIbeOy5squX6kkeNDao61qjhar+RwrZrDdSYO1JWwt8bIpjIVTTot5QoNpTIV1kIl1Xor1cZS9AVm5FInweFqvCO0BApLiIzQER+hJ1FoIUNoRZJoo1DkpEBcTkGmE3lWFbIsF1JxJRJRNVmJVkb6d/H97e+xaNrJiqsmJ6mBJGEVbZZGjrW1srGyCZeqAU1GA/KUJvKTKnHWr+cQcPDmVxw7coajW47hlNajVHWR23+UqLLNhFiHCCxqRW3fhLX2MzSF3Vhz26l3DnHu3HVOnjjPxQtXOX/2CufOXuHC+etcPnuNS+evcnjHURod/bQ17aDFNky7spcN+g302/tGobt5lW3t3Rzq38SB3o0cGNjMqa372Ne5la0tGzEpG4lOribW0EOIawNrVS34q1oR7D1HUtUIgqRqhOl1CER1JInryRC7yc+sot7UillZR3hULbaCdmpUZZQWmmkscbG1tRe1qIywaDPz4sx4rNYhS6mgTVdDcYERkcRERpYJUa6RtBwDKVkGEjPVpKoMRKcriBOqiC7SEi0zEh6vIjLBSHiCmvBYNaHR6p9Ap2JNyL+ALlDG8tWFeK0uwmu1DG8fBbNXSnivp5i/XC/jf0wqPgmRMMsvH8+4OmbkjzBDMsRMyUY8cjbxZkEHE7fVM/2whZf3KFh6ppK3D5lYe9xF0jEXs/ZqyT3fzCtbS5ncZSXuUg2Lj5jxPGAj5VQj/33YhO+ZUv6618Lvj9h47JiTyYWVvCBo5neCFl6ObeZ3K5VMikhlmrqIB/LEPHKjgQe61EyaEcrjnoL/D6H79jYvLBuF7pFPwnl0RjjjZ0TymEcUkzyimeoRy7RZcTwxK45nZsXz29kJo2d08xKZ7pnMi57J/H5+Cq8sSOWVhSm8+ukodK/9AN0iEW8uSv830GXzyYosZnjn4OGdw6yVOaPQrRqDzicXT5/cUej88+5B9wN2K/2l+PgX3IPOL6CAwDUFrF5TSIBUR0BhMasDpYQmKgku0BASlkVkZD4hsVIi4otISFSQkKT4hzM6YbqMZJGMVLGctEwFoqzRIdWibDlZeUpypCpypHJypHIkBUoqXA20d/ZS09CEo7qGsuoanBW1OLdspfLLzyntGqS03EZ9aykXNldxrFnD4VoNV7bXcuvKMBd36bnQr+FCu4JzLWrOtRo416bnbLue021aRlxGnPIiLPk5uAwaumoraSmz4jY7yY5XExsiR5JXS1F+DVqJG7XMjUZeRom8AqeqlkpjA+XGeipMTZQZG3Do67Hp6igtbsGudrNv+z6+v32HsuI2ZEk1KDOayEqto0LZyLHWFnZWN9FlbqGyoBFHVjOlWbXs33oEgLt8P/qB+h4GhvdSWLcJ8f5LCEZOEFjQSpBxAHHFZsz5vVhzu3CoOtm58RA///oG+O4nP3/9+Vf0rNtEjaWb+sJW2pRd9Gl66TN3cv3cVb68fpkd3b3s6RrmwMAIp7bv4kDPEKd7N7OzZhCjspGsso1kNG4n2rKOUGs7MafOkbjzEDHyWlLUzaQpW0hVNJGhaCe7sAVFoZsORydaQxOeGU7C8mqxWXooUTZgKKhGlu8kTlyHIK2UnLxafAL15MQZ6dBUUK4oIafQQEq2jvRcA2k5epIzdSRmqUjVGIgRKYhPVBIj0xKjMBARryZKYCZCoCEiXktYjOYedGsiVASEqVgbpCRojZI1a5QEBCrwC5DjPfZ008rVclasVuLtL8fbp4BPArJ5f9jEf18v4029nI9T5MxKUOMZX8/svBE+yRuFblb2Jv6kbWbCXjuLzjUw55gNn1MVfHTAQMKpelLONzDriA7HlR7+vKOcJzstKC43EHzSju+RMooud/LmsRICT1cy54iTJefamHjBwVS9k9/FNPO8oJVX4lqZ7q3kqXARv9WrGC9O47Erbh7baGHy3Gimzo5jysLRwda/CN2MMeg+/il0a/4Buof/5s19f/AkXGL8F4nOK5n/6721PPRJGA/ODOchjwgenRnJo2MXa6fMjmPa3HienBPP03MEPDNXyPPzEnlhfjIvLkjlpYVpvPJpGq8sSuXVxWm8tjidVxen8foiEW8szuAvi0X8benPzuiWZPLB0swfoVuezYwVo9DNHoNurs9oEcLTJ5f5Prks9M37O+i8fPNY4ZfPqtUF+K4uGk1zATL8AwrxCcjHL02Lj1xHoEzP2jQVa5OkhBYZCI1UEBkrIzK+iOgEBXFCBQlJSgSpSgQpKgSpaoRpSgoUVvQlVRQqS5AWGSmQmyhQGClUGilSG5FrzSi1Jag0JaiLLVjtlZSWV2Mwl6Kz2DBabdj0NsxbNmH8/CoFLjclzhLqmsu4uL+Ds5tLOdlh4sp6B+dGKri01cz17aXc3FbBxWEL54bMnB0s4eywjYsbHRztrKFZa8GhUtJQaWNdTRnDjXbcOjXFmXrs8jqUaXayo9VI4orJE+rQZNkxSZzYpBXY5XbsilLKNBVUFFfiUJRRKi+jvNCJJb+EA5t3cff2XWqtTRgkFRjzm9Bm1GLNqWFXdS9bnJ30m5tp1zXgVjTQXt7BFze+gLt3R4W7O4rdnn0nKN11HPmpS6QdOUfKhhMIyrcTX9SJKq8Da1EnDa4ttDat5+KFa1w4fZmvbnzF3e/ucPfOXe58+S1Xz1/h8tVrnD95ie7KIeqKe6ktHqRGO0CTfoA+2yCfn7vGres3OLDlMw6NjHBi62YO9/dzZsMGTvb2s7e+m5rq9YSVj7CwYB2z0lx80PcZC+/cwcs5yKroUlYKqliZYMU73sjKuBpWR7mJCXNSluciK7uM363R8YcwIx6xJkKLXCyINeIRpsc73o7D1U+JvpkIPzV5cWaatDZaDSWYZVqSc1Sk5epJyykmOUODIFdNss5ErEhJQrKSWLmGOOU/QhceoyUkQk1YiIq1wWr8gjX4B6nHhueo8V2jYeXq0ZeGvQLUeAWoWRagZulqFV6rivAIFPP+egN/uVbGH3RFfOyw81eljpmCOmbljfCRdBiPvBFm52zmz8XtTNpdgvB6J4Lj9Sgvd+J7toL8K50Yrw2w5nw1m2/tZdbeGl5YZ6Hh803ITrUgOlVHwxeb8D5SherGCKEn3RTe3MD0c5VMM9bwXEwLzye08YeEdl5epeGJkFQeN6gYlyViwnU3EwYNTJoVyeOeQqYsFDJlfgKT5saOvi78U+w8opkwI5IJM8KZ8HEoEz4KYcJHIYz7cLTq+uhPoHv0HR/+60+f/jJ0X49B978/WMuDM8N40COcBz0ieNgjgkc8Ihk3O4rxY3946tw4npgr4Ol5Qp71TOQFz2RenJ/CSwtSefln0P1psYjXF4l4c3EGf1mc/o9V1yWZfPjTRLc8ZxS6FTnMXpXLHJ9c5qz8Zei8fPPuYbfKX4rvPeRkBATI8Qkpwr9Qx7JQCSujpQQVyvFPzGRtgY6gSPnYtK+i0Yc2hQoSkpWjc1tTVAhS1CSmqTBYaqip78JR0UyJrQaLvRaroxZrWS3W8hps5TWUVrgpr6zHWdWAs6IOZ1UdlTUNVNY1UlXXhLuqEVfvBpxf36Ls4ElKWrowVlWxYUc7l87Vc25HKeeGrexrLmF9tYn1DU4+63RzrL+WyxvcXNpYzdVttRztqsWtNmMocFAgNaAo1NHpamSg2sJwnYU+dx3WfAfqRAvl0jLqi8vpddayvraJIVc9G2ob2FTfyEhdAxvc9QzX1jBcU83GOjfrK910lldzatcB7nz9HV0VrVTKKylX1FGSX4lDWs2msg42lnXQa2yix9RIm6mRPRt2wvd34fs73Lhxg1tf3QLg5rUvaBvcSeXu05Qcvkpu5XbEok5ystaRm9dEReVmbJoe7BVD1Ln66aod5MDOQ3z3ze3Rz+Slm4x0DzMwsJMqxxAaaRs5+Z0IczsQSjpIzm1DnFvHmVOXOHvtS+TOXlr6N3Nw+xbOre/nZH8npwe6ODM4SGX9evzV65ktamVWy048gLcHdzMzsZyQ5AbWptfjI6hklaCStWnVRCe6SA6z02RqIDq9jNeC9LwfbmVpuIUYWQNzYozMj7XjHWqkxNCMWdtApL+aQoGd5mI7nSYrTrWB1Bw56RIdablaUsVahLlqUvRG4jOUJCQriFWoiVPqiUxQES0wESlQExGvJjxGTWiEkrXRSlYLNfglaliZqMJbqGCFQM5yoYLlQgVLEhUsEshZGF/E/LhC5sfKWBahZXZ0Pu8P6XnnYjn/bVTzidHEX9OkzIyrY7Z0Mx6S9aPQ5W7mrbx1TB1x8ewZPU8cL+StowZeOKLhk4MW5u8u4Q97Vazd7+Dp7cU81WbF90Ad7xww8qe9Snz2mHlhl443Dtt55qiR5w/oGH+ogomKBp4TNPG8oJlX4luZ7q3g8egMppjVPJifyUM3a3i4Q8mkmZE87pnE1AUCpngmMHlu7L3n1P89dEH/AN0jb3tz3x8XEP5LW9evv7nN77yS+V8frOWBmWE84DGK3Q/QPTI7iodnR/Po7GgmzIlh6rx4npwrGIMuiRc9k3lpfgq/X5j699AtEfHnxRm8uUTMm2OJ7qfQ/bh1zeLjZVmj0Hnn4rEihzmrcpnjk8ds7+x/gG6Jfx5L/fLw8v1xrfSX4vNDISJAhn9AEb4BeazNNLGyQINvUTFhaRrWCPMJlBYTFCH7O+jixqBLSJEjSFEiSBlNdOIcLTn5OtIz5KSLZYjEMsTZMjKyZWTkysiUyMnOU5Cbr0QiVZGXr6KgSE2BQkuhSk+RWo9KYUSutKLeuAPdF7co+/o7XDeuUf3lOfbf2se5bTUcaFPTX6pAnVFEQmw+sYJCpFlKXFojQ2Va9reaaVXp0CZpyU8qIU9kRZpuISu6iE6nnQNDlWxeV4k+S0tBjI5adRUnh3u4sa2Vg212trtL2N1axp42J581V7ClppSRqhI2V9vZWlPOSKWFbqeRU599xvfffMfGunZatFU06Gup0Iwmvl5DPevtrfSY6uk219FX1silY6eAu9y9e5uRofWcOHrs3gdsW99WLKZWNJoepBntKLP6kGW0oaraiLZqBHl2C2Xubdi0LQy2bGHX9r3c/nYUyi8v32D7wFbcNZvJzGxBmNnFWnEf3um9rBL1sSR1HZ+mVrL35AWOnbtGmK2LoIo+NM5uPuvo4cz6AS5s3cDBoa209+wl2TnCavcIfl/cwO/8OdaaW0lUNSMvGyLL2MvKuAqWRVcg0nRjsw/QaGhiqLmPNflOPs21sUbiRFjQRXhaBStDjayKLCVwrRGjtBJFjp3oNcXIkuy06e10m61UG0rIyFeTIdGRnqNFJC4mMVdNqt5IglhxD7pYpZ5ogYoYgZFogYrI+LFzukgZYVILgYUlhGQZCco0EJShZ41IR4BIz2qRHr90PT5pOlalFLMiWcvypGJWJprwTCjinQ4Vb1918maFnrf1xXySr2VhcBVzpZuZKRlNdB6STczI7ON3JVUsP9PHovNOzJ/3EnK2AsPnvdTe6Cf1VBUnv9uP5x4nv283M3T3M9QXm1Gcqmfo620EHq/B9tV2vM46CLzSwuRaJ48lVfC8sJbfxTXySnwLT3sVMFmUx2MaKQ8os3jwdh2PNhcx5eMIHp+b+HdDcibNjmHSrH8N3fiPgnn0J310494N4JG3V41uXf9dMeK55Un81/truP+TUH49M5TfzArnwVlRPOQRzSOzo3l4biwPzYvl4XmxjJ8Xx+NzBTznmcx0zyRe9EzkpQVJ/H5hCq8sTvun0P3ln0D3Q6KbsSKHj8agm+mdy6xVuczxkdyDzvMH6Pzy+NQvn6Wr81nmn89yvx/XytUFrFpdgE9AIb6BMvzXFuK/tgD/4AKCk9QEC5UEr5USkqL4Ebp4+b35rXGJPyS60ZWYqiI5TU2ySEFKhoz0LCUZ2Soyc3+suGZL1eQWaJAUaciXF1Mo11Eo11Gk0FOkMiDXGpFrjSiLS1BqrBSpbchqGshf349y20acBw5QsaWbE8d2cHJXH11VxUgkagITdKyI1TE/Ssvc8CIabEZGqktwaXU4FGashRaKszXkxeQT45ONTqJke6OBjZU6HCo18bFSlq+Rkp6rZ6ChnDP9ldzY0sj5oRrO9Ls4O+DmdK+bw11uDnU1cmhdA4fWudnb6uLKgV3c/fZbdrR20ldSS6epnhati1qZgy5DLUPWBrqN1fSa3exs6efOl1/zHXD58mU2VrdyYGQHt0c3sVw6eY5GVQOlqY0o0tuQZLUiMfVgu3ILx5ErGFSdVNo30FA2QmvVEAf3HOLO7c+B77lx8Rpuaxd5ts345bSzKLOHheIBPhUNsEQ8xHxRF/MzKtl/5iJ7LlxjhXuEd3KrmRNbir+0ClX3RtyDG6ke2ktKaR/LTW14n7nE8q9uscTUQUByJcHptSTLuxAWduIbX8nKBBuC3DpK1W3scbehNjTzTrSTGfHlLBY48Il2EBhqJCaqhOjIUnLizLSYmhAnKEkMV6IRaemxWljvKKXBbCFLYiBDokeUq0WUqSUxV0mKzkB8hpyEZAUxcjUxCt0odEIT0QI1UQlqIuI1hEXJCc034B8nJyC4kNVBhfgHyfFdW4jPmkJWBRbgvbqAFf4FrPAvHL0KtqoIL285c5Zl8165jLdu2nmrXctf1TreNxn4IFDHR4Xr+aBg/WhRIn+EjySD/E9WHy83NDPlSDH/fayYF46pWHm4jLWHS5m5V0X28Rpe3uxgYlc54addLD5uYc4+M7HHq3nmUDF/OVTMb8+oeWm4jGdTq3lOUMuLAjevxDXxe0EzUxen82xRPlMzU3mwWspD37mZVCJlykdBPDl/9CrYNE8BU+bEMXlWzL01aXYMEz1imDAjgvGfhDLh49E0N/7Dn0O3mkf+tvI/g+7ZMeh+/Ukov54Zxm88wnnQI4oHZ0bxyOxYHpoTy4PzYnloXhwPzYtjwtx4npqXyPPzknjRM4mXFiT//wC6QnwCivALlOG/tojVQUUEhhSyNriQkNBCwoKlhCTLCSo0EBKl+JfQJaWpSEnXkJKhIi1ThShLRUa2mkyJhkyJhqy8f4SuQK6j4O+gMyHXmlAUl6DS29DorBRrTRRptcj0OvR6I73ryjg64ubU3n6GWmopEuXjG1TInGgDfwuVsSopj23NlfSXaKjWKLBIdBjExZizDTilZjQZWrQ5cnbUmdnfZGbQaccsNxCZbGBBpJ75AgUKcwW7elu5OVzNjV47F9vNnG4ycrDByv5GB/vqS9lT72BnbSlX9u/k7nffsHtdO0OlNfSW1NOpc9OoKKNV7aSvxE1vSS2D9gaObdsL34+idmLPITY7m9nZ0sfn178A4NtvvmXjpr3U1GxBLWlBpuikuHozli0ncR67jsnQh0XTg7N6G1Z5K5/17oI7o1vXG9duoinvItg6yApZDwtF3SzK7GVZRideGZ2jrwTL2zh8/gqnbn9HqHszPsUdRFZuw8u5mXfMLQQ0DuGl62GhpoeFB0+zkO/watmBV4wT36Ra/BNr8YmrYlWcC/+4SoLjbSTH2WgqqmRTfStzBUb+ElLOx2GlLIq2ERhpRRBnQxRvQp5qpstSSVuJi/RINVKhFkeelo3lFoZsOtpKTeTk6cnI/QE6DUm5SlL1hh8TnVxNrEJHtEBJnNBIjHAUuvB4NWGRRYTn6wkSqAkKlRMSqiQoTD1WgZWzOkiGX2ARfoFy/AIV+AYo8fNT4u2nwHOFjI9lSv5yycGbn5XwRl4+HzuNvL0mm7niHmbmbWBG3ih0H0qG+Sh7iFeLWnlil4PEa60sulBG4oUG5Oeb8Dqmp/LmAK/uLGNytw3ZzW6iz1fhf7KM4ivdvHusnIybHfzteAUT9DU8H1vL8wI3LwnreFHYyLOxbibNE/CyXsWTglgmjugZf9PNtMwsJn0UwrS5MTw+X8g0TwFT5/5n0I37IIhHxxqGHx3ro3vk7VU89J9A94xXMve9t5ZffRLGr2eEc//MCH4zM4LfzIjgwdlxPDArlgdmx/LA3HgemBvPQ3MTmDhPwJPzEnlhfgov/nTrumi04vqnxb8EnYi3l4hGL/QvE/Px8kw+9socay/JwWNFNnNW5jJ3lYQ53jl4rspl3qoc5vtK+NQv/94Z3U+hW+Vf8CNya2SsDpIREDIKXVCYjODwIiJCCglNURAiMxEarSQiXvHjIJxfgk6kJk2sRpSlISNbQ6ZES6ZES1ae9h+gkyp0SBU6CpV6ilSjhQq51jwGnRW13orWaEdndqA3O9GYDWwesfHF7gpOb23g2K4Buq1yMpOkLE+wsTCikE6XldMddjZXmOm0WWg22KnXWKlVmamRG6lSl2Ar0LHNXcaZgVL2uh0MlNgpyzeRpFC2YQAAIABJREFUlWTEN0nHjHAZH63JJq3IxO6OKi4PuTjdWc7J9lJOtDk40WLncJODnXV2Lu7bzt3vb7G3p4nNVS4GSt20a6ppUThpUzvpMdXQb65huLyZ6+euAHD31m32dwyz3lbPiKOJS/tO3PuQ7T19jq4zF2nYdgJH2UYcxYPY87swt+0hS9tNVmodMt0QGkUn7e6NfH/7LgDXvrqF89hZYof2460ewDutG+/MLvwz2/ETt+In7SHU2MehC5c5fPoKgakNeGY18b6yhRmaRoKqN7BUVc+ism6CDpwl4M4dlh04jVdaDWuEtaxJduOfWI1PQiU+gmqCEqpJiHJQml3FsXV9FGkq+GuohplRpSyMNLM63owgwUp+ahn6zFK6S8wcaanFmq2lMEmPKcNAs9LIrhorI+Vqupx6siRKRLnFiHI196BLMxhIEMsRpiiIl6uJV+qIFSiJFxqJEyqJEqiISFARFiUjPF/PWoGKoDAZIWFKgsPUrA1RsTpo9B+5T4Bs9PmmMeh8VytZtlrG/JVaPklQ8MZhB3++WM5bSimzyrX8LVuCR4ybj/M38olk/egVsLwh3pYO8Xp2D78bdJNxpYPFB81knW5Bea6NpUctNNwY4c2tTp5oL8V+tZ/U0/WsOVaB6coAHvsqEF/v4vWjFTyW5+R3cXU8L6jjhcR6XhY08JyfnUnB2Txn0TEuPp7xZ6p46FglE1cLmTY7kWnzhPcS3dS58aPIecQwySOaibOimeQR/SN0H4Xw2EchPPp+EI++/0+2rm+v5L5XF/yLYsS3t3l2eQr3vR/E/TMjuH9mJPfPjOI3HtHcPzOKB+fE8cAPa248D81L4GFPAePnJzLRM5GnFqTw3MJUXhyrvP7QO/f6op+c0S0R8dbSDP62RMzby8S865XJ+8sy+XB5Fh+vzOYD7yw+XJnNRytHixFzV+Qwd2Uuc1flMm+VBE8fCfN9foRuqd9o/9wKfykr/KVj29Yi/NbI8V8jH4NORmBoIUGhRfegC0tVEiwzEhqjJDJB+R9ApyFNrPmPoStQjqY5mdo0hpwJRbEJla4EjcGGxuyg2FyG1uREU2Jg14EyvjrfyMXDbRzb3c3uJiNVajmxQjnJ2VKO9Tk40Wlha52FgTIr3SVmOgwm1plMuFUKymQ5lMlz2NVexemNdextdbC5xkyL0YAmy0h8io7VGTpWZDmYm1JGSkEJ24fWcXVfF5e2VHNmYz2nBt2c7HOxv9vFpaM7+O7uV+zra2JTpYXe6mqGeobpr++lweiiu7SJvrJmdnVt5vatUZRunDzLSEUT3TY3vSVuDg9shTujSe/iV1+z6fBZmpo2YStqoSijCam4GUn5CAnl64lOc5Mu7aSofCPr+nfz/fejVdtLl69R4hpCqB5idW4Xvpmd+IpbCMtuJTxvHeH6QcJULRw6eY4LV75AVNJHiGsjkesPENk6gkdRFR/V9LJseCu+hw4j/PJbAjTtBEWXESGsJkxQSWhiFaGJlUQm1pGUUI42vZRdtW2MNLThG2vCR1BBQKyTsBg7qYk2FBk2yvLL6TGVc7yjnGGbBUuOAWuejqoCHX0WC/sbSznYaqbfpSNbokCcr0cs0ZKRpSEpT/UT6GTEK1TEK4uJFf49dJECNeHRcsKketYIlARHyAgJH4UuKERNYNDo7Fe/NTJ8A2X4rVHiG6jCJ0DFitVKvHy1zPbJ5+0ODW9eK+XtOhMfKFW811TJG2EGPKTDzMoZZEbeEB9KB3i3YD1/yR3g8a4KPj5ZhtcxF/6Hykk6Xc+7+4vJvbiOV7Y4mdDuIPN0E96nyph/qpqE0814HnCw6mQl43aVMC3XxUvCFqYnNjE9tZU/xjfyhKeEF8ssPJmbz2PqAsbfrGV8s4GJsyP57VwRT8xLYdoCweis13kJTJkdwxSP2HuJbtKsaMZ/Es6EGWE89nEoj30cyrgPgu+lur/ro3tnFfe9tvDfQZfKfe8FjyLnEc39M6O5f1YM98+K4cG58TwwJ54H546uh+cl8KinkPHzk3h0vpAJ8xOZtiCZZxekMv3TdF5dJOLPi0S8vljE64sz+PMSMW8sFfPmsgz+4iXmLa9s/mdZNm8tzuSvSzP5n+U5vOWVxdsrcvnQO49ZK/KZuyKfOSulzFmVz1wfCZ4+eT8mOr8fofsBu5WrC/AJ/DfQhRYRnqYiSGYgNEZJlGB0jmusQP7vE12mZmzr+gvQybRIFcUUKnU/27aOrtGxhlaKzTZ0JXY0RhtWRxknzvRz7XIvX14a4fzuLk6129jjLkUvkVJhUXN5cwWnO4wcaDSzrdLMJoeJDQ4D68sNbGuw0+9U0WHNY29HGaeGG9jfbmdTrY51dh1uqxWdyk600IBPtJkVcQ4WROj4NCIfU6mNCzvcXNtczZU+F+e7qzjS6eT60W18d+cWB/paGCk3sGPbVobPX2Xd4ROsP3Kcwf4hBrv7OH70+A9dcxzauotGcx0VJU1UGxtoszVz89y10e3r93foqBykIKmBhLRWkjPqKcxoJVPeQ0LNNkLFdcSnN5Cr76F3YA+3v/l2FLpzFzHK6khPbiI+uYmotGai0upJSqlHpOgjo/UACcWtHDt4mnN8T9qJ80TsOEKAvZvlUjd+PbtZ2b2TRVV9JN/6jsTuPSQmlSJKKyNXUkuRvI3E1HLiE+2kJLtQZlUzXOrm1GA34jwTvuEmYiJtRIaVkBpjRSWy45JbaNVb2dNmZU9bKQ1qDfUaE25VMR3GEja5HBxZ5+Rop5WNDSUUKQ3kykxIZAbyCk1kq0vIttlIEMsQphaRIJeToNT+HXQxAjVRAg0RsQrCCnVj0MnvJbqgYA1rg1UEBo0Ozrm3dQ1U4hOgYuVqFSv8VXzqJWWmtpD/uVLBq0eqeFmcy3vVZt6IluAhqMczd4gZeQN8lN/PR5INvJ0zzHNNdSy8Vk/YhTZWn6pGfL6B+Qe1mK528Yfd5UzosiC63ID/SSufHrORcrGO1acaibvaxbReG08J63gpsY0Xk1t5Nb2DV9daeWyZgJeqrYyPyGDi1lIevVXKZFUBU2bG8LRnMk94JvH4/B+hmzw7himzYpkyO5bJs2OZNCuGCWPQTfgZdI/8DLpHf4DuF6uu397mWa807nsvhPtnRvErjyh+7RHN/R6x3O8Rx4NzBTw4V8BD84Q8NE/II/MSGTcvkXGeSTwyP5mHFyQxYX4Sjy9M5ZlP03lpcQavLc7g9cViXl+SyetLs3jdK5PXvMS8ukzMdC8xz3qJeXqJmKeXZPDb5WJ+6yXmhRXZvLYil7dW5PG+t5QZqwrx8Clgll8+c33zme+XP3pGF5DPUv/8e7ciVvhL8V5dwMqAQlb5F+IXKCcgWE5giJzAUBlBoWNb19BCwtJUBMl0hEbLiEyQEZVQOPaysJz4JAUJKQoSxqAbLUYoSRUrSc8cPaMTS7SIJVqy87Tk5quQSDXkFaiRFo1e/ypQailU65BpDcg0BhTFJpR6E2qjGa3JQnGJFY2pBFOpk+r6Bnbt7eObL3fyzbXPuHCglTP9Jk50lbK+wszOJic3dtVyelDHyT4zhztLObSujIPrHOxvt7O31cyRDiv7GorZW6vlaHMJRxpN7HYZ6TNr2VjnZENbE05TLZJsG8K0UiJEFQSmmFmTXEiN08WVzR18vaWGG5vrOTVYy43j27l95yv29zaxpcrCUFcLIycPs+XqDdp3HMRpslFvcXDtwkXge7754hZus5uspFLiUqtISXUhFZawZ3g3o22/37B9eDeZAheilA70OT1oROtIym4h1rWJsIw6UtKbyM5w0+HewJ1vR1uFr16+Spm1k+yCdtKyG0jPaiJH1IQwvZ7kwaNknPqCRE0LZw6f5+y1zyl0DZNS0kF27QYKtx4lqWcrMbZ2Us9cJOnYGXK1bRgVzeiVbipsHVTY+5BmV5GeXIJS4mTIUsONgVacthrmR+pZG2MhNsxAUrQJWVopDkk5rcUGRtwlbO+qpSRPTbPZyJBDx2aXk88aazjY4eJ0n4vzQ1Xs7nFhK6vB5KjDVFqL2VaHoaIBU1s70uIyBMmFCGRyhMpi4gRKEoRG4hPVxAo1RAm1hMcqCSvUs1agJjhcTmiYmtAQDSHBWtYGq1kTpCJgjRL/sVGIPgEqfALUrPRXsdxfxYpVSmaH5/DmbhuvfFHG62Vy3lIU8W6FjrfWKPDMHOQTyQAfSvr5KHuEd7LW87q6m6e22vnfp1X87bSFiHN1vHNER9LFeqZvt/JYrxX/i+XMO6pj4dFy/M67ePi0iYlHnTylrWF6dBPThS28kNTO7+PreWZ+MtOLlUzLz2ZqUS7jvnIwYa+G8d5xTJ0r5ImFcUzzjL/3esmUefFMnBXDlNlj0M0Zg+7nW9exxzf/sY9uJfe9tvCXz+i+/vY2v/VK5b73Q/j1zCh+NTOK+z2i+Y1HHPd7xPPQXOE95B6aJ+ThMeweXZDMwwuSeXhhCuM+TWHCohSmLE7lmcUiXlos5tUlmby2RMxrS8X8camY55al89SSdB5fJmLS8gwmLhPzmJeYSd6ZTFyRydQVWTzlnctz3rm8tCqPP/pIecNXynt+hcxdVcgCnwI+9ZOy2F/KEr/80RYT/3yW++ezYnU+/sFyYgQWgsLUBITICQpXERShGov9CiLDFESIdIQqjITHKYlJVP4IXLKCxFQVSWlqktKUJKepSBWpSc/UIsrWkJGlJjNHRbZES7ZES26+9kfkZBqKFDpkKh1yjR6F1ohKV4JKV4LaYEZjMFNssqAzW9CVWDDbHbgbW3BWuhgeXsfnN3fxzZe7OHeiiiPr1RzqKuZwi5ZjrTpuHnRzYpuJfd0qDq4zcay9hONtRo63GTjZbeZ4p4kz/TZOrtNzqknL8Xode116NjqNbKg2srGxlCZrKTqJieRYLaHheqKERqLEDvyDddjldi5tqeXaZxWcHK7h+vHdfHv7Cw5vbmRvbxk7ht1sGGqnzNJCptBOQaKSztpO7t6+A9zm5KHjaLOsCIUOQoVOopNd5Kc46XR1c+e7r4A7XL18k2K5myJBPaa0DtRJrQizm4kdPkyQoQeBqJGi9Dp6Sgf4bgy6G5eu4S7pRqVoQyJvpFDTjVzRT7Sxl8irXxB84yYRpU2cPnmes8cvIJfWUNC0AfWOIxTUDZGcbCKltpecb24RU7qOpPgSMlIc5KSWIJfYsWjrqLO1sa7czbDLxvX+cj5rr2RZtJbFkQ7WRFuIiraQnVyOUVKOW13OoLWC9fXNxKdqiYtS0uqwcqSjjEOtTjZUFLPDredQs4Fj67TsaNGjKiwiPUdJWracNLGC5Dw1ycXFFOjKkKnKEBbJSS5UEy9QkZBoJiFRS7ygmKiEYsJiVYQVGgkSagkOVxAapiU0tJjQ4GKCg7UEBakJXKvCP1CFz2olPqtVrFqtZoWfiuX+Slb4qVmwpID3zWpev17O68fsvJwt5q3GUv5cUMxHATY8JCN8IOnjo9xh3skd4F3xEG8ouni8rZKFe2pIuNnFX09ayLg1yIs7dUzqshB/s4tFFypZdqWB8FP9PNFWzdPaaqYnNvK7pBaeTWllekozTy0t5MnYNF6ptfBgaART9lt59Gs7k7VZTP0wkscXJPH4gjimeSYw5QfoPEdHHk7+Ic3NjmHy7FgmzogcbS35MIQJHwYz/v1gxr0fxLj31zD+vTWMfy+Q8e/4Mu7tVfzXa58SnvMvoHtm2Sh0v/oBulkx/GZWHL+ZFf8Pie6heUIe9kzk0fnJPLogmXGfpjL+01TGLUrhscWpTF6SzhOL03huiYjpS8W8sCyDZ5eJmOqVxuRlIqYsy2CKVwZTlmUy2SuTqd7ZPL4ih2krc3liZS5PrZTwlG8+T67M5ZmVubzkk89/+xbwiV8hn/rJWOJTyBLfApb65bHMP28UOr88hGkllDi6UBoaySkqI0/hJFdWTp7MSb6sgqKCSiSGajKrGpEq65Bp3ShULlTaWrQ6N1q9G62+Bo3OhabYhdZQjdZQg85ci9Fai8lahcXmwmJ3YXO4sDuqKHVW4XBW46ioxVlVR4WrnqqaBlzuJlx1TVTX1VNT30htQxO1jY3UNTXjbmyiwlVNdXUdFU4HR46s5/u757h1bT3XDtVwcauFixutnB+ycON4E99c6ePczlrOrq/k4oYKLg47uDjs4ESfidPDVo726DnRa+B0p5n9NcXscBazxalja4WOLU4t60t19NpKKS8qQSRQUlDgQmnqIlPdQaa0gprySs7ububG7ia+OLObO3c/59zhPi4dGGRDTycysYH0UCt5UVVoxEb27dzHXe7wHbfYNDiCIc9BXlIVorgqshJrKRbXUGtyceX8ee4C338PXbXD5MVXkp/ShCqxhYyibhKufUN082ekCuuQixrpdG/iu+/uAHD9/GXqNa2YxG7UYhdFmY0kp9USVTZE7BffEnf7Njkbt3Pq3AUu3rxF48ajuIcOYi/vxqVrpsO9nr5vvkH32WHy82sx5TVilbVSrm6iUl9Lu6OJgz2DnB5q48JQBYeH6whLKWZmkJ6AeCuhkWYE0XYKRZWUK5x0mGzsbnKTKdbhsVxGUJCUVmc5Zwdr2NeoZU+Ljv0tBo53Gjg7pON4fzF1VvnYA61qMnM1pEg1pOr1xGUUodA4kTnKSJOqSIgrIlagJUYgIyZORnisjKCoAkIKtKxJULA2TEpQiIzgYDlBQTLWri0icE0h/gEF+PhJ8faT4u1bwHLfApaszGPJqjyW+OTjtUSCR2Amb2+28+LnFv60Xs+Lmdm8t66eP8VKeS+6ghnSjXyQN8C7kj7ezR3gHfF6/jujl+mFbiZtLuNXl+xMPFLGb6vKmWas44nPKpl8qoqp+yuYrC/jmfhmXo5r4oWkRqanNvFCai3P+yp4wl/EH+rKeTgymmluLQ9/XcNjm41MWBrM055CnlyQyBPzhUxbIGTqAuG9XrpJY9BNnD16HWzq7FgmzYjksR+g+yCY8e8HMf6DIMa/v4YJ761hwnuBTHjHl/Fvr+J/vbaQiH8JnVca930Qyq9mRfGrWdH8alYM9/8Eup8i93Poxo9BN+HTVB5bnM6EZRmM90pn4tJ0pi4VMWmZiPHLRUzyEjHZS8Rkrx+hmzIG3bSVOaPIrZLwjE8+z/jk88SK0d9P8ZXwuL+EP/jl84mfnMU+Mpb5FoymubGzOu/VBawJLyJRZCBKqCQkpoDQ2EJCoqWExxQSGSsnNlpGZIaaUKWByHgFMUlyEhJlCJMUJKerSRFpSBWpSU5XkibWkJlrQKOvQqktp0BhplBhQq40IVcZUKoNqDQG1FojGq0Jrc5CscGK3mzDUGLHWGLHaLVjttkx22yU2O1YHKVYHHZKnU5q3G6qXHXUuVuorDRz8sR+uHOBO9cPcuNQH+c2Wjjep+bMvgq++2IjX5/v4tJn5ZzbYOHMsIVTgxbObyrj7HobZzfYOdpj4GiPgz11NrZUGNnmMrK7wcqBxlL2u23srnewqcZBnbEEm6KUwmw7CQlG4uPMxEfpscitnN3ZxO3Pj3Hn7m2+vnCYzc1d5AlLSA0pJTu6goIEBy5jLV+MtY9cvXGd+qp6KjTl2HOdmNJLsWVVUKOsodZYyo6NmxmrLXDos/0UiGyIUuvJFTaQouoh5us7RLq3kh1RjVLSzsixq/fuuN64cJk2Uyc1RZ048pqQp9aTHF9BUtl60r6+Q+r1z1EPfcalG19w+fMvqGzox66pwa2tpU1dw8i2fRz6/jta2wYpkzsolzmo1lTRZqtlsMbN3pZ6TnU1cWnzOs7uGyHXWM7iODOxWS60ph6K8urJjLdgznbSoCxlo9XMYE0JqyPzWLVSSU6GhYpiG/tbLJwd0HG8T8vpYT3Xd9exr72UA43FdJXJyZAoyZCo7kGXXFxMglhOqkhJkd2BvKSMzCwtGRLz6HS5rGLSs/QIMtQIjCbicooRpqlJTNEhTNSRINASL9ASl6AmNkFDdLyG6HgtUXHFhMfpCI7WEByjISSumNAEDSJpOcHlVt4/aWb6TROv1xTzh5ws3hwu5/V8A2+sdfBuTj/vSPp4N2+Av2UP8V7mJv4qGuIFaQPPmdz8TuXmT6JO/pDex3OF7UzXtfDbvBqeTu5kekovf0xp4fnkZl5Od/Osn5gn1gr401ALjwmSGK9OZ9wNJ9POVDEhQcDEOVE89WkST83/EbppP4Nu0pzYe/de/9+HbvkYdB7RY9DFcv/sOB6Yk3APth+3rok84pn0C9CJmOCVyYTlGUxYLmKil4jHvESMWyFi8vIMJi/NYLKXmKnLxKPILc/iCe+xFLdKwpOrJDyxModnfPJ5cpWEab75TFktZYqflCd98njFtwBPXznevkUsXZ3HMn8Jy/3y8A6QsiqgAG/fPFYHyVgTqiAwVDZ6RhemIiSsmIhQLRFpesJlOoKjCwlPKCBKWEC0sJDYZBnxKaNl/8QUOYkpcvIKLFTVdlNZ24nZ7sbqqMNe1oC9rBGHsxGHsx6H0015pZsKVx1O1+j1r6raelzueqrcbqrr6qipr6OmoY7axnrqmhtxNzZQXlVJXX0rLlcLTc0tNDQ3M7Kpn/PnD/HtrVPcOt/HlSP1nD/VzJc3tvHN5zv45sYIty72cO1UM5eONXB5n4uLO8o5u9nOifV2dq8zsa/VzuF1FRzvrOJEt4tTPdWc63Vzpt/NiT4Xh/pq2NJUT7utnmptPeaCanRFdZRp69nS1siXV07xPXfZtK4TVVIx4ogysiJd5CVYUGYaGO4YhrujFdUbN7/k8IHDnD50nDOHjnNy3yFO7jvMuUMnOHXoEGdOnuTO2N3XLz+/Rpm+huzEakSJjcSVDJB06w5R5etJj3BiNvey8/pNvhuT8drVa7S6eqmSN2OW1JIvqiU7sYYsZRf5286g2XMRZ+8uLl+/ybVz51lnq6KnzMVgbS27egc4981Njhzbzc7mOrY0VTPS6GJPaz1Huhs53F/LieFKru5vY/9nG0gqdLAo0U5ghpM4cTl6/Tq0hTWoMkw4ZGY6jTYONZbj1BhZ4ZNLXlYFxqIKSsQqRlwGbh2s4O6xCm4fa2KdXU2JKIND9Xb6Ko2I8uSI81VkSzSkFqhJ1msRZstJE6tIUijJNdnJKbCTW1BBXp4ViaSEzDwzyXkGEkssCKUmksU6UjLMJKfbSEqxkpRsJTHZRkKilTihhbiEEmISSogWWogUlBAhMBMWbyIiyUKhyk1qqoGZZhkvnbPy0uVSXqoqYHq+iL92VPFiSiF/9jcwM6WPj/O28nbOBt7O6edNyTr+ktPJX1O6eCOljT9mruNPmb28kbqePyf38lraOl4UtfNyViev5vTxSnI9070kTAlP5vdNTqYlpvK4JJOJF0uZeNPJU6o8Hp8dxbQlaTzxE+ie+CfQTR7DbtLPoHvsoxAmfhQ6Nnv6/wF0t769zdMrRqH7vz3GEt3sGH4zJ54H5wh42DORR+Yn8bBn4uj3Y8iNW5DCuIUpTFiUdm9NXCJi8rLMsSVmslfGjwnOS8zkpZlMWZbJVK8spi7PYtqKbJ72zuXpMeieWJXL497ZPOWTx5O++TzlV8BT/4e1uwyP+7wS/r//3We3W0jagJkDTSlNt+22m2KojSmmmC2YkSyDZMtili2WhlmjkTQanhEzyyDJbMnMMqNsi8l2HMff/4uRqYF2+zy+rnPJ8uvf9fE59znnvgVSJntJmOQlYaqXhN96iljgLWWZIINl3u55Og8fKZ6+Mrx95QhXy93X2vgr8QtQsXaDEr9NUnzXS1gbqWGDNAffICXrwuRsiJQQGCUlKEpGyOgV6lGxiidZnURuIlWURXySgvgk+ejNJUqS0jWkijSkiDSkilVkyFSIZGoypCokCi05JjMFJcXkWozkmI3kWkwYLRaMFjNWl5PC0jKKyyopq6zDaHFhMOWTnWfn/M0TDH92gru9Oxnuaqb/1g4G7+xlqLudod52hnr2MHBnOz03G+i7VkPP+TK6z1dw4YCVcy1GztRlcrJCR0eNkbM1OXTU5HCtOpcbNblcrTVwvj6TM1V5HCl0Up9lR59kICXagCY5hyarhduXj/Lg4SAl2S5EQVpSghwkb7QjicnBqDJy5cJF95DwF4+edF2/6c9D4OGjRzziETt37CMjxkZ0kIvg0gOE990lQFRBmrQGV/Uemhu28/Cz+wAMfPEZbSODlOw4RI4on5z0EnLSKrCmVmIV1WBXbMWkKaKzs5OBO93syS+nvbSQU3UldJw4zM2Hg3S0N3C2wcX5rSWcbyqhc1stt1qruLavkN4zVZw/VI9MksuakBzWx1pYH2MiJM5IRoqRPIWVqjw79Q4TbcUurrRWYVBZSEy0oxJbydyiolqVyd5yMxdO1LOnyYZNqSU5KJV8mZgLdUbqXVkkpMtJkqhJzlATJ1ERk6UlMkVObIKKSKWKSJWOTVFKQqOyiQhTExwsxT9YjCA4jTUSJcJwKT7+qaOD749vL5Hj46PES6jAw0vGSg8JKzwkLPOQsMAjg3keGSzwzGChRxpLPNNZJpTwoedmfm8z8KOefH7Ya+YNp4TxWxL4WY2dtxUafuKdzn8FGHkvdjt/Sm7lt2kt/HfaDn6dspVfJW3ll4lb+XXCNn69eTvvxm3n7YQd/GTzdn4e2cCba41MXBnPjBQZP6lw8v2gcMZlbGFsZxHfHSpkkkvF5DmhvD5/M9MWxjBlQRRT5kcyeV4Ek+c9hW7cKHRPmhEzgxg/0w3dqx/58/L7a3n5PXe88v5aXn7Pzw3dH/8X0E1eHsu/vLee//PXjfz7x4F8a3Yw35kdxnfnhPPiPDdsL86LevL3r4Tu01HoliR8OZYmuEvVUeQmLE9mwopkJo1CN2Wl+3xu4qpUJqxKYZJnGpO90pniLWKKt4TJXmIme0mY6i3lTQ8R73pLWCSQsNIrgxVeIjwEEjxG5+iEfqNd1/Vy/PzJNWnKAAAgAElEQVQV+PlL8A4TIYzS4h+vZ70qG98YNRvi1e4HccIlhEXKCI9WEBHzFLqYzSpitijYnKhiS7L7eqYtKUq2pChJytCSJtaRJlaTIVUjlmuQKLSI5VpkSh22/AIad2ynsq6GgpISisrLKayooKiyAkdxEc7iUoqrasi1Ociz52Ow5uOsqaO77xLD3Qe519vGvb527vcfYqSnneHegwz3HuRu30Hu9h/kbu8Bhrt2c69nNyNdO+m6UEdHq5mLTUau7zBzfZeVa7us3Gi10tls5dYOK53brdzcYeZWi4PO5gIuNJSyt6iY8lwXBRo7rfmF3Ll8nPv3+8jPtCIK0pIWYkccZkWbmk1FfjGfDd+FL+D+vXsMDQ0yNDTE0PCQ++doDA4PMjz6b3fv3XtyfdOly9fRiwuJjrIRfvw8fheusSa9GFnZQTIlBRworOfe5w94BHT19bDtymUaeofJN9dTIM/HqSuiSFtMjbyIRkkRjXonPbevM9DTzaGqcs5tK+XKgRqu3r7MrcEezu+p5VprAddbC7neWkDPrhIG2kvoP11BZZmD9SFZ+GzIZU1YJmtC1awNUxMRo0ebaqJE46Ixz0qzy8i56nwaCu34bVIRHWQiPUyKQ66k1SZnX0Uu64OTmflpDIH+aShT1JTrpFxoyKLKrmBzupQEkYLENAXRIjnROiXhSRIi4+SEK5REq3QERYsJjFUREC8hfIuakHgta2IVrNNksi4pE/8oJQGRGgIiNWyI1rFxcza+UVq8wlV4hKlZFapiZaiS5SEqPg3WsChIy9IQHYuCtcwJVLJok4pP1mp4b6OYX23N4kddFt7ocvBmg4Gxm5P5sUnDb4sN/DBFyk/WS/i1j553g8v5Q0wTv41v4Dfxjfwmvonfbt7Gf8du5beRlfx8k53xnhrG+iYxNTKJnzkL+ZEuhxe8gnnVqub7vQ6+02Nhcm0eU1eE8drcKGYsjGPGwlim/g10kx5vRswNY+ysr4MugFc+WM8ro+Xry++t+eegm7Qshn95359//ziQf5+56cvQzY9+Drmvgu6VT+N5dfFmxize8vXQjZarE1a4oZu4IpkpK1OZ/Ax0E1eluqHzTGeKl2gUOTGTvMRM8ZYy3UPMW6vSec9TwlJPGas8pXgIJKz0cY+WCFYr8PFTIFynwGu1FA+fRLzFGgSOXHycmXgWafHL17POlcUmqRL/oCQ2hIkJi1Y+KV2j4hTEbFYRnzR60eboZZsJqe5ITFOTJtZisRfhLCxDl5WHLisPbZaRrBwzuRYrFqeTHLMZgzGPbJMJo91BjtWK2ZVPflkFBpOVHIsDo9WF2uzE0tzKhasnedBzkJGeQ4z0HOVu7xHu9hxiuPcQw72H3b/3HWWk7wjDfYcZ6mvn7tBBBu/s5vbJKi7ttnGuMYsrTdlc3prD5aZcLjXkcLk+l8t1eVyuN3GtwcTlWiNnq020lVspNmRiU+ioMZm5cHw/Dx/eJT/TiTjUgDTaSlaSGYfCyJHdu3mcxl063UGtvYRaSwlluYWUZRdQmuWiVO+kPLuAalMpddYidtY1MjI88uQ7K7fWk6QtIXmgj8CavSRo69C79mFNsXOwpIEHn93lIY/oGxrk0O1bbL/ThdNSQWGmjXJLPhXWQmoshWy15tNSZKX/znXu9XVztb2RrmMN3DzSwO3+Trr6u7lxZBt9xyrpPVJOz+FSek5Wc+X4LkrsBURtNhKWXEOsqJItafmkJjgQJbswyAuoNObTml9Ee4mTY+UWbu0qxWZysinOjjqlkFKDne0FuZxq0HJ8Wz5BW/SsjrAgz8ijxmVlV76eW7utbK8wocuzozc50ec4UeTZUBQ7kRqsKHROJA47SlcREo2NZI2dNKcLSX4BaWYbm21WoqttbMkvJNnsJNXkIjnXjMxRSGZlPZEGK8vj01mxRcSKzSKWbc5gcbyIBbFy5sWq+CROy6z4TD6I0fJhvJ73YjR8GC7it+ExvF2i480bBYzrt/L6yTxmaBN4KyGFdxzZ/LrGxWsaFZOj03hrXRo/9U7mnZWpvOMt5sdeIt7yTOeN1Qm8FpzAmxIlv6iz8bpTwYSQGF4K3cK4Zhsv9hfzSk8+kxwKJi7YyOufBDFjUQyvLYr/aug+iXA/ezg37AlyX4ZuwxPo3PEV0P3Bk399Z+HfyeiWxfAvH/jzHzOD+PeZQc9B92zp+k3QPS5d/xa6Z4Ebt/R56CasSGbiSncj4nFM9khlikc6UzxETPEQMclDxERPERM8RUwSiJkqEPO6h4hfrpIw21PBSk8ZHkIJK32kePsoEPgq8fOR47NajF9WHiusKjwcWQgduXwiT2WZJBEPRRrrKi2sc6pZZ1KwwahnQ7SI8Cg5kTGj4yVb3OMlW5K1bEnWjF6h7l7qT05TI5LqKCiuorSiDpPFRZ7FhcmWj9nucofDib2oBHthEY7iYlwlZeSXluMoKiErz4zBbCfH4iTXZEdTUonqwBEqtzXyoP8Yw70HGek9yt2+o9ztO/xMPIbuGMP9RxnqP8Rwfzv3+tu539tGf2crt86U0XXIRud+M537LNzc447OPTY6W63c2G7neqODK3VOOmqK2FtYwFank0q7iQsn23j08AGFhmKkEQakW7LRSHIozzTTfekSAI8efM7+mu241A4MqRa08Rb0cXb0cXayYu0Y4uzkJbsoUNqosbjovHLtyUd3sOUQmS37sQwOk6EtQ2uoocy5mzJdKcePneKLLx7wBY8Y+vxzTt24SvWO7ZTt3EfD/naqq0rZUVJES0UZB2rLONBUxFDPLUYGutjb2kBRYSHO3ELar9zm3NAtbp+r4t6ZcgaPldJ7qIBTbeVsyMhlxUY1KZutJEWbSYrVkxybiXxLLhaJjWq9kx02OzsLzBwqzuNqg4PWKhMBm9IICdSgTNRRZsihJT+bE7WZ7K+yIggUscRPQUKEllqHgZ1OKdeaLRTn6RGpshBrDIgVBhKVWpLyDGyRZZIsyiZOl8kWXTZxKVlEp2URadATlqYiIlrJxjgZgVodgUk6NkW6VxUDQyRExGgQy4sICs3CSyjC00eEp1DECi8Ry72lLPWSsdBTynxPKZ94iZjrKWKuUMYsbwmzvSTMXSnmdx4JvCOX8fppGy8P23i538WU3Samy8RMjk5jklrFD+1Z/NZu5TcmE7/QZfIrk4W3c838MsfKf5vN/Cg7k6kiCa8GJfByXBLjayW81GXjuyMVjDtTxARROlPnhfHmwjheWxTLjIXRzFgYzfQFUUyfH83UedFM/iSKSZ9EMmFuJOPnRjB+TjjjZoUydmbIkxj3cRCvfrTRHR/68+oHbuhe/mehmzKa0X1rVjD/MTOIb836x6F76XEsjP1a6MYuSWDC8mTGLklg/LJEJq5MYeLKlG+EbuLKNCatSmfiqnQmrEpnokcGUwQSpgklTPcW86aXiN97y1gsUIzetipFMArdGh8Fq4VSPFUaVl5y4HHAxrKIRDxTNuNtlLAyTsLKJCkbjjrZdL6cNbkqNkSkERmtICpGRXScipjNKjYn6kah045CpyUxTUNyupYMiRaFyoBcmUmGSIlEpkYiUyNVapCptCi0mSgys1BmGlBl5aLKNqLONqLLNaM3Wcmy2DFYHBiMVgzbtmO7O0JWTT2njzZzf/gE/T0HGe53Z293R2P4mRjqP8pw/xFGeo8w0nuIe32Hudt9kLt39jJyvYnBS7X0nCnjzskCOo866Dxs58Y+C5eazVzebuNao4OjBSa25uZSrs/Cnqnm3NEDPPpimBJjPoooDTkF1VRcv0zr3n08HB4GoLerm9IcG4aUPCQRRtKD8sgItiEKdiAOcSAPs6OPdeEQu6g0Oji6v+3JR9fT18+ugT6qD3VgzXDgtNWwtaKFxqJKznXd5MFoM2Lo7l2OnTjJgbPnaO4eYkf3AFV7Wyi1uCg2lmPOKkOpsnHjRiddN7uQqAvZJC5knaiYzYdOk3PqDPWVRRxsrOVw01aObGuisbKWaGUVkdIayi07aDLXUp1bSIOjlNayKg5WV3KqupzzdRVcairidnMBd9pqyDZZSRbZyJUX0mAu41BZMWe3FnNjbz6HGwuISc0iUeTEpXdxsN7JyXoTt/cXUGjUkihSkirXkpyhITpDRqxeTWSqnKgEJeEKBTFyLSHRcgJj5ARrlAQnqAgJ1uAfpiZAqmVtpBT/TSICNsgICFDi769gzRop69YqWbNGia+fEt/VCryFCrx81HgI1SwXqlkqVLNYoGSRQMmnPmoWCBUsECqY5yVntrecj1ak8ssQET+usjDmuoP/6Lfyyh074w/lMKVYzWS5iPFJKUyIS2X6ZimT41MZE53AmJhExsTG8lJSDC/blExotzLudhEvjxTzUqeNidUGxq2JZvzcKN5cnMAbi7fw2qI4ZiyIYcaCGKbPj2b6/JjnofvkMXQRjJ8dxrhZoU/CndEFfhm60dL1lT/78cpoM+LlP3jxrz9fyMZvWgGbtiz2KXSzgvjPOSF8Z87/LqP7utJ13GhjYuLfZHFfC92qVKZ6ZjDVS8y00QbEFC8xU7zETBNImS6UMFUoZppQxM8FEuYIlazwVeLhK0Pgo0Doo8RntRLhGhUrAkWsKDbglaNnSUwyoQccbDpaQOi+EnzjRfjnZ7O+Oo91cRmER7izuWehe5rRPQuddhQ6HSKpFolMg1SuRqXLQq7WIVGqkao0yDQ6ZNpM5JkGFPpcFAYj6uw8tLlmMvOsZJpsZOZZ0RstqIvKsPb1k3vxHNkuIxfO7WR45BQDA4cZ7DvCUN9RhvqOMthzmIGeQ8/FYPdhBrsPM9R9iHs9x7jfc4zPeo/zWd9J7nW3c6+vkcGuKgbuVDF4q4a+m3V0dVRxqMpIbY6GQp2WoswsivR6Lhw9CI9GqLDYyU5SU1pZQ+vli3RcugSP3DNup44eJU+iRxWTgzjUTEawjbQQG+nBVjKCrUjD7Gij87Gk2ijLtNFSUcv9e/eBRzzkEWeGeygsrMCptlJb3sSO5h3sqLRw/PA2PvvcXeZ23brD9vI6aqtbqOi4Sf6laygchaQm6YmKyCUw0MSGTdlcvHSTG5duEh6RzYoIE4siLHjZtxFo2kXwOi2REbmEhOcQFmEkMc5BfFwxAUF2FFtM7MhzscNsZneRjf0VFg4UGzhSlE1HmZXLVSb6DpbjNFvwXC0hITQbc1oODTl5HHLlcrTcyNmtebTVFRAQmELQBhEuqZ4DxQb2OaV01GVT4bIh1eaQLFWj0BlJ12cRn60jIl1FZKKKCKWSWKWeoGg5G6LlhKrVhCboCAky4B/mng7wi5axPiiDjRuVbPTXs9FfT8B6Hf7rNKxZo8J3tftb9xI+XgFTs8LHjd0SoYpFAgWLfDQs8FaywFvJfC8FC7xkzPOW8rGnhN8K0vh5nJQZNTn84Hw23+kx8K0RCy8O5vPSjQJeOmVlbJuRVw4bePGwlh8cy+Sly1Ze7i7jxeEKvjdQyMuXnUyoMzA5agtvLIzix/PjeWtpMm8ueQxdPDMWxDJjQSzT58cwfX4MU+ZFM3leFBOfhW5uBONmhzF2VuiT+HvQvfre/xa65aPQzXSPl/wzpes3Qfe4dHWXrX+ndB2FbpqXhCkeIqZ6ipni6T6nmyqQMkMoYbpAzDShhNcEGfzeS8pCoZJVvgoEQjneQjkCHwWrVsvxFOWwusTKkjARnjYj3vtNvB8Sgf9RF5vyNAhTUgirzSVYqic4QkVUjNKNXZy7GRG3RTOa1emegy4pXUuaWItIpkUkV6PKzKKippaSykpyrVZybFZybDaMDhd5jgLyXEWYC0qwFpZiKyrDVlyOvbgcZ2klrrIqbEWVuNqPU/noPta2NkpKy7h44SDD908yOHyMwcETDA6ccGPXd+RLMdR7hOG+o4z0HmO49xjDfUcZ7jvGUO8hhnv3MNSzk57ObQzcaebuQDuXDlSww5ZHuT6HssxsyjNzqTMYuHy8jUdfPGJnUSk1mRqaC6wc2r6N7pvXAfji4Wdsq67CmJ6NOjoXWWge0mAbshAz8hAjqlAzukgnhlgHphQz5XobzbZCbnWcB74AHnL1/ClqbVYqTCZ2N9bTN9TH4EAPI0P9fPHFQx59AZ/de0B/Vz/dd3o5dfEKuYUlGHNdGBQOUhLziIowERmaxeXL17lz+w65udVIdA1sllWSVLYTfcNRrLoy7KZynJYq8nJKyM0qJiuzCJ2mkGxVATtKyzixvYDzLcWc217I2SYnl7cWcWtrPr2HqmlprEOUlo86w05hlo2WonxON5RyudHJlWYbt/cVc7a1nrTNJuI3KmlQZ3O6OJcTBQqOleYgkWoxWAuxFJZTXFpLfkkxyTk6wlI1RCfqiVLoiJUaCIrUERCVSbBCT8hmNWGbsgkI0REg0iCIUbI2SMHGDWo2+uvxX5uJ/zot69ZpWO3nXgPzXq3C00eBh6+SlUIly4VKlgpULBYoWOQtfwLdfG8ln3gr+MRbwVxvJbMFSv4iUPKnZen8eVkK/xWUygxNKlOasvnBMSs/uGjh+zetfPuOjRf7rHy/z8L3bpt45WI+09qLmF6dyxitjEkBSfxwURRvLYjjnU9T+NnSFH6yOIm3FifwxqdPoZu+IJapC2KYuiCGKfOjmTgvignPQDdubjhjZofy6qyQJ/G1pevoeMlLf1rNy3/04ZU/ev9j0E1fHse/vB/Af84K4j9mBfGtOcH/VEb3yqfxXw3dUnfpOm5ZIhNWJP3djG6al4jp3lKmej6b1UmYLpCNQidyY+edwdueYj4WKFnlo0YgUOAtlOPlK8fLR4nHFh1eJdmsUquYHZeIzzE7nkdMrD3mYlliAuty1YQUG9iUpiY0QkFErJKI2K+CLpOEFB2JqTo3dBlaUkRqUiRq0mUqZFo9BSVlOAqLMJjMGCxWDFYb2TY7OXYXuY58jM5CTK4iTPnFmEbhsxWXu9ErKsHoKsB67gL5g/dwVtaQn2/l0PEWhj87z+C90/QNHmeg/xiDA8cZ7j/2XIwMfDmG+o4y2HuY4d7D7uZF70Hudu3lyoEi2ouz2GHPpdpooM6US5PNzC5nHp1n9vL5w2GO1lexx65jX62DS1c6ePjIPfbRfeMaZdm5ODKM5MTmoAvNRhdsQh9qIjs8D2OUhbxYO6YtdqypVsoy7dRmmzixcxePOxn3B/rYU1FFbZ6Ztu1NPOKLp1/lV8ysDPZ1UVFcQKmjEKvBhVxqITEply1btFy9dpPOG9fRKfIQZTgIjdWzKduFrGoHthwLVQUFVDpdlFhtuHJcmDV2siR5aJNyqMwxcbzOyslqM4dKcjhQqOdUaQ43t+ZTmKvH1zeJ0LUq1DFaihQ6drtyOFyZy/lWC1d2WrnckMf+YicRASLSI5XsysvmQlU25+sNNDgzSUoTkyhWkiRRoVZnI8vSEONUECpOJyxBR6BWTahBS2iEjoAIDWty1awRSQkMVbE6UoGvXsvKzRLWbtTjH6hn/UYtawM0rA1Qu9cc1yoR+Cnw8pPj4Stn1WoFy3zkLPGRs8RHwacCOQsFMhb5qJknVDBXqGC2UM4sHzkzR+NjbykfeYl530vCzGUZ/HlREr9YmcRbq1N5e6OIH8cqmJKiZnqqiNeTkpkcH88bG5L4kUcyP1oUy0/nxfDzRZv5ryWJ/HxpEm8vTeani1P48adJvLU4kTc/TeC1hZuZsSCO6QvimDqK3eSvgG7s3AhenRvGmNmhT+JrM7pnzuhe+ZMvr/5JwCt/9OZf31nIxtRvvL0kjv/vgw3856xg/mNW8P9z6MYuSWDCipQnjYh/FLrHGd00LwnTvCTMGIVumrdoNMS87iXmD95yVgg1CAVKvAVPr69Z7p/OcrmUVWUGFsVG4JeSyiazFkFyOmsTJWwszcVHKycwXkJktNz9ZsRXQZeUSUJK5nPQJYvUJItUpEqUiBTusRKpUoNYqUai0iDRZiLV6VHos1EajKiy89DmmNHlWtAZLWSabGRZHGRZnRhtDnJNNnRthzCPDGOqqMBud2FzumjcXsTFa/voHTzB0NBJhgaOMtR3mKHewwz1HmGo73Ecfu7nYO9RBnuPcW/gJPcHTvFg8ATd52q5vDWPC7UWDldZ2Vtm5kCFjfYaF8drHfRc2suDh3107KzmYKmOtnoL5y+d4kz7Xi7u28v+qioqtFmUiM24EnMxxWRjjM4jLzYPc3weuXEmLIlW8tMLcKS6yIrJxWiqomlggKM3e9i5/RB7GtsoUuSTlVdM/va9VG7dRWvLHk6fOsORI0fZu3sfJ092cPjAQdr2tLBvVxMNpU5qS1yUugoxGQvQai2o1Xpu3LjBYG8n2yrzqa8sp7y8nPxtVbQe38OFfeXcOFLJxfZiLuwv5GxrCSeaCjjeWEBHcxVXdpZxs7WYmy3lXN1RyrmthZxrsFNpyMTfZzPRm2Rotmip0Ohpdxg4XZpDR4uVWx3lXNlj40JtNjssOWxcHUtGrJiDhTmcr9NxsFqL2aQhRZRBklhJkkhBZEIaYUWZxN4qI6pJx9q0FMJ35xF1LZ9Qg4ENKjWBl6ysPaJnWWIaawpyWX27AGF1FsJNMvwD1azfoGXtBg1rN2hY46/Gd60SoZ8Cga8cTx85Hr4KVgjlLBXKWSJUsFggZ5G3jE991MwXPAOdUMZMoYyPfeXM8pYx20PCXzylzFwh5X0PBX/2UPDBCiV//VTBhwvl/GmRlN/Nz+Dduam8Oy+Z/1mYxn8vTudXS1P5xbIUfr4smXeWJvH2kiR+tiSZnyxO4kefJvHW4iTe/DSR1xZuYcaCeKYviGfqgrhvhG7MPwHdy3/y5ZU/ev9j0E1bEce/fLiBb88K5luzgvn27GC+Mzv0uc2I/1voJq5MeaZ8/cdK18mrMpjqIX6C3XRvKdMFUqZ5iZnqJWaKQMx0bxFve0uZK1Dh66VE6C3D01eC92o5Xr4i1kRp8LNYENr1rEhOwC9BjCBVwcaiPAIdJgTpMjZFpBMRJSEsRkp4rJzIZ2bp4hO0T5oSCSmj0KW7h4VTxGpSJRoy5FrECi1ilRqxUoNUrUOmzUKuM6DMzEFtMKLJNqHLsaDPtaI3WjGY7GRbnORYXeRZHRjNFnJPnsbcP4SxrAJXYQnOogosjgKsDjtbt1Vz6fIeurrbGBw4zr2hk9wfPsW9oZPcHTzByMBJRvpOMNJ/gruDJxjuP85I3wnu95/iYd9R7t2o5fbBbC5v03K+Xs/pagOnqrI5U5XL6Zocjlca6Dq3nwcP73G4voT9BXraSrLoaG/i5L4G2u1G9htz2GowUqow4RDn4UzLpSgtl4r0XEoyzOTnVFCkr8a1xUFCsAqBwob/7W7ibvazMb2Y4PVZhPto2ZCUT2JlO1vSipAkmslT5FHZtIvS8nrsumxq6ltxWFzkuJzUd3TQsmcnrXUFtDTl01DroLYwh8aCLHq7O+ntuU5zVR7N1SZ211s5uaeMa+dbuHrISeeBfK7udnK51UrHVgen622cqjVzpt5MR72Jc7V5dNRYOFVj4myTg4s7KyjX6clLc59b7i4r5nS9nY4qBVdarFw9VMKZFiPHa7Scr9LTXmwkLiIJk8LA+TorZ+u07CrLRZtrRKRQI1JlIlZlIdflYGyvIqEnn9DDmfjr0og8ayOw305giZ51Ni1r+uysuW7BWybFd1s2i4fNCNtN+IaICNigwH+jzo1dgJo161X4rpEjXO1+DMpLKMXDR+a+Vl0gY4lAzlJvOYu9ZSz2UbNAoGCuQM5sgYzZAhmzvKXMFMj5i0DOR15SPvSU8oGnlD97yfmzp5w/e8j40yopv18p4XerJLy7UsS7y0X8drmIXy5P55fL0/jl8lR+viKVt5en8vbiJH66JImfLEnkR0sS3WXr4kReX5TgRm5+HNPmxzF1QRxT5kd/JXTj5kYwds7fnNHNckM35sONvPqB/5M5upfe83u6GfFc6brgHyhdP3CXrv85cxPfnvUUuu/O+TJ0j2frfjA/5ukK2Ch4Y5Z8GboxS7YwYUXyc1sRj+OboJu0Mv25rG66t5Tp3lJ3OestYZpAyjSBmBkCMb8XyljprUQgkOHpK0awWoavnxyP9Rn4yfR4mHSsKpUhOGdjUYmB5XmZ+MszCYjMIChGSki0hNCvgC4u4dlzuuehS5NoSJdpyZBrECm0iJVapOpMZBr9k7volJk5aAxGNIY8dDlmMnMto9DZyDY5yLG4MJrtZFodWK7fwnLlOgaHC3tBMc7iSpzFtdgLy6htrGPP/mb2HNhB28GdnDnbxrnzB7h86RC3b52hp/s8fT0X6O25QNfts9y4dpxL5w9y7tReBm6f4PO+FoZOmejan82dvRZuNtu4sd1G5w4H17ZbOd9ooe/CYT77/DNaC+xUqeTU6dXsdZi5dayNs23baS91srfQSpPNSGWekdosK826IhozizCZSsm6cZ2YbYdYn2BCvesIGfdHCD1zhdUJNtatz2LTBhPBaWVsKTtIcJydhAgjMrEZkyqL0qYWyqpqKDXm0tCyi9LCQorKK2i500Xz4QMcaHZxfK+N4/vtnNyZx5ndFoYGbjEydJvrR4q4eaSQ7pOl9F2oYPDOLrrOlXHnWDE3D5Vz/UAxN/aX0rm/nOs7izlTa+JCg5VLDVYuNpg535jHmToDZxry6Ggo5lR1CWe3FnBlVzG32osZOFVM79kajldlcrhGx6ltuVxryOVMrRNXZhYHSp3cai6mPV/J9lIzBpOVbLMdvcmBzmjHnF+M41QjyT0uQg9q8dekE37KSmCvnQ2FOtaaNazptrPmshUfqRzfrVks6TfjtT+P1cEi/DcoCHgWunWj0PnJEKyW4ymU4SGUs1IoZbnQDd0SgZzFXjIWC1VfC91H3jI+8JbyvpeMD7zkvOch531PBX/ykPGHVVI3cqPxPyvF/GZFBr9elsYvl6WOYpfGO8tS+dkocj9e7Ebuh0sSeAozywAAACAASURBVHNxEq8vSmD6V0A36RnkJnwSwbg5YYyfE87Y2aHPdV3HzQxmzEcbGfPhhueh+7PfcytgbuhGM7pvvnjTXbp+e3awG7lZj28VDuWFTyJ44ZNwXvgkgu/Pj+T786L4/rwYN3ILRhf5F8U9GS95nMH9bdd10srUr8zmpnikM3lVKpM90pjikc5Ur3SmCyTMEMrdwHlLmC6Q8ppQxus+cl73UfCaUMZrQhkzBDKmCmVM8JXwYx8xcwXuNN7L1/2giHCtnNV+ctaEaRHGq1ihTGPt6SJWaTSsjVcQECMhLExMcIyMkBgpobH/LHTaUeh0SNX6J3fRfRN0WXk2ss02cswOso1WNKXV2AfvYzqwn4LSMvJLK7AXleEorsJeVEZRdQWVTfUU11SRX1ZGfmkZ+WVlFJdXUVlTT3V9PTUNjVQ3NFLZ0ERFfQPldXWU19Wyb99ORroPcrfDSde+bG7vtnBjh41LDSYu1hk5W5PN8Yosus+28eCLz9hTUkyVIocCeTZOiYqdRjvn2/Zxon07++vNtJdr2efKZKvVglPnIiQuh8WurXxwrZvf773AJyeukAuUAxLnNqL9NYQHZhEuKSehtJ2oWCfykDyy0uyYMm2U5OVQu2sHjTtqaSo20XpwN1ubKmgszGFXQzEn9hRx/qiNzpMubp0spPOYlWvHLdwdvs7I4E0uH3Jx/aiLrtOl3OkopPf6Pno6Wrh5rJjLh4o4t8/Blb1OrrTauNLioHNPMVe2ObnYYOVSYx6Xt2ZxeWsmlxo1XKjL5mxVLhfrdPS1O/j8Sj29HZV0tJg4v8vB0Xo9beVKTpYoOFyYQ6vDwPlKNUfsWlpzVZRZdaRmiEiRqUZLVyXxUhnJe+2E3zIT3p5JgDqD8JNWNvVaCCzUss6swa/bjt9lCz5SGb5N2SztN+O9z4hPiIh1G78aOh8/GUI/Bd6+crxWK/HwlbPcR85SoYJlQiVLBQqW+GpYKFQyz0fJHKGCOUI5c3wUzPZR8pGXlI+8pXzkJeMjLwXveyn4UKByQ+ch4/ceMn7v8Rg8Mb9dIXJjtzKDX61I55cr0vmvFen8fFkKP12axI+XuJsQby1O4IdLk93YfZrgLl8Xbmbqgvinpev8KCbMe2aObm4E4+aEM3Hu0zGT8TNDGPeXQMb/dRPj/rKRsR8FMOZJCbuGV97z45U/r35yRvdvv1jExvTsvwPd+wFPbhV2Z3QhfGd2MN+bG8oLn4TxwidhfH9+BN+fF+kuW+fH8P150c9lc68s+qYzumR3FrfsaUxYnvxcJjdpFLxpXiJ3RrfqGzK60ZWwKUIpE3ylTPUW8Z5Axqon0EnxWStn7ToNa9fr8VmrZnWwigiNk7WhSgLWZxAYlEFQuHvXNThaSmi0hLAYGZGx8q+BTkvC6EtgyRlqUsTqL2V1EpUOqToTudbwBDp1Vu7XQGchx2wnO9tKzs5DWAZHsG2vY+fu3TRsa8HsLMRRVI69uAxrUSGW4kKclRXkV1ZRWFVNfkUVxdW1lNTUU1JTT2lNPaXV9ZTVNlBZ10BN/XbqGnZTXbuVjo527vfsYPB8Mb3HC+k+XEDnARdXd9u40ergYouJnivt3H14j6Pbqmk1ZlOpz6VSqaVCJqXMoGbPkX3UdRzE0daCJr+W8NxivMuaWNRylL/kNfFxfD5/SCzgF9dvsPTYRYrPdrH70h1yU3LRqe3k7tiPWFuMIcVCicZGjbmIJlcxLRUW2g42cWB3FQe3Wjl+fBv7DjRxtt297dBzvo7e27u4P3SBviuNdHWY6OywcH/4KveHbnLrdCHd5woZvFTC8BUnw53NDNzcSvdZJ92n8+k646T7VD69p0sYPF/FyIVaBs+Wc/ugmdvtudxuy+XOgUx62nV07cvkTnsOg+fq6enYQcdOO5d22+jc5+Li9mzO1es4XaXmdLmKMxU6TtVouFGfwzGbkvZyG6asLNJkUpKVKlKkGlIlGmIyxES26AnqshDWlkWARkT4KStBfSYCCzWsM2vw7baz+ooJH6kU36ZslvWbEewzIggRsfYxdAFa1qxX4bdWweo1cnxHMzovHzmevgpWCaUsF7qhWyKQs9hbziKB0j1D56Ngro8butkCOTMFCv7qLecjbykfesr4cLRk/cBL6S5bV0n53Sop7656XL6K+c3yDH69PJ1frXDHfy1P4xfL0txnc0sS+fFo2frW4kTeXJLEG58mjjYjnp7RPcno5j07QxfOuNlhjJsdxoRZYUyYFcr4maGM/esmXv1wwz+Q0Qmedl3/XjPiXz/YwHdmBvOfo8h9d04w350TxPfmhvDCvFBemBfqhm5+BC8tiOYH86Ofg+6bu66JT5oPz5atE1YkMXlVymg29zSehe6rz+hGO7ECKVOEEiYLJUzxSud33mJW+MjxWv0UOt/1KvwC1KzbqMV/o4a162WsD5QTECInIFRKYLic4AgZoVEyN3TRMiJjvgG6FA0JaWoSM9Qkj57R/d9Al222ozU6MJ69iuHaNTT5VkorKmnYuoPy6nrshSXYi0uwlxTjKC3FVV6Jq7yK8oYm6lt2UlbXSFl9A2X1jVQ0No3GVqoat1HT1Ezd9p3UNrWwa98eRoYOM3ynie4zRdw6kse1A1lc3pPJ1a0GztSp6L6wm4cPRzjeXMDh0iwO1JZwbMcujpw4TcWVi5R395E/8oD07hFCrM1sSC7Ay1bHsgOHWbl1P0sTnSxdl8WiE1dZeGeEvN57tF+8QkNhGW37W6gpsrHVZaWlwEFziZXdlfnsr3Oxt9FAx6kdnDlcyNWzFXRea6Hzxn5uX9lD37UWhm43MdC7k/t3OxjqbmLgTgG9typ4cO8OD0Y6GbxWzL3OEj7vKuWLHhef9W3j/uA+7nXX8nlXHQ+6tzF8p5mezu10XqnnzpUm7va08qC/iZE7DYzcbmaos4q7N0ugt55Hfc0caqtFrzeREBnPzrJ8hg466GvVcaNBy4UqJeertZyr1nC1TkN3XSadDQp21xpJF8lJlytIU6hIlalIkWiITRcRvVNHUI+VsLZsAjRiwk+ZCerLI6jADZ2w18bqq0Z8ZGJ8G3NY3mdFuHcUukAlGwIzvwzdGvfTAV6+cjxXfxm6JQI5nwqULBAqmeej4JMn2MmYKVAwU6DgL94yPvJ0Y/feKjkfeCr4w0oJv1sh5t2V7pL13dH4OujeXpLMT5cm8ZOlSe4zuiXPQvf3mxET5kQwfnY442eHMXFmqBu7j0eh+2gjYz/cyJivO6N7Frp3FhL4TdC9tjyef30/4Hno5gbz3blfA93CKH6w4OkZ3d+Fblnil5D7h87oRjO6Kc9ldJLnmhFThGImC8VM8crg914SN3S+0qfQrVPh569m7QYN6wM1+G9S4R8kJyBYTkConMBwBcERMkKi5IRGSQiPln4tdFtStGx5fJmiSE2yRO3+X1um+WroRrHTGL4KOjvZJivZeXYUBSUYentQnziM2mHD7HBhzy+icXsLpdW1WAqLcJSW4Swrx1lWjqu8gobWXew5cpQd+w7Q0LqT+pZWtu7ew/a9+9mxdz/N+/bTun8/rfv30bKnjV172rl5u43h/jYedB/m/s1q+s9buHU8l+v7LFzcX0TPzdN89vALbt25xtXB61y9N0DPUD83b9+i9tB+yrbV4XIUIy6tYYuqgDhvCZudW4m6eJnwmzdI33mKmI2ZREpdpLSdJO/QCbZu38Gp9lb2VVk5UprL6Ro7JxvsHNlu4miLleOteZw/Ws7Vi23curKLW3f2cufOLrquVdN9ycnANTuDN42MdJm4P1jL/Qf1DI1UMjDQzL0Hg9x70M+9wR08GN7O53e3cW+wips3K7h2vY0Tp2vZuTuf8gonWTkGUkQiFFodSo0Oh8tJcamNfbvKuXqqkYGbW+nvrOHI3hLEySpW+yURFCxDK7UiiUqmvVzH0FknNw+quNSk4Ep9Ntcac7i9Q0/fbh2ndhjQZklIVaiQydRIJSpSZWpSpRriMsTE7sokuNdOeHsuASoxYSctbOo1E1SgYb1Zg0+vHb8rRnylYvwajazsseOzx4gwRMS6QCUB/zB0MpYKFU+zusddV285c4Xy0YzODd3H3nL+6iXlr14yPvKQ88Eq9xndY+j+Z6WY/1kh4t2VYv5nxZeh++WKdH6x/P8tdBNmurO5cR+HMPavQU+h+9CfVz9Y/7XQvfSPQPfG8nj+9T3/J88afm92KN+bE8J3Z7lL1xfnhfHiJ2F8f567dH1pfjQvLXCXry8vjOWVRXG8uiieVx9DtzjBHaPQjV+WyMTlyc+Vrc9C93iZ//Etw9M8xbzhJWfqSgnTPGS8sUrOGyvlvOYh5zVvMZMF6Uz1EjHFM43JXhlM8kpnmoeIP3iqWOGtwctHjmC1GKGfDN+1KvzWqVnjr2FtgJZ1G9WsD3S/iL4hRMrGcCkbo+RsilayKUZKaIyYiGg50dEaYmK1xMVpid+cyeaETGKT1WxOV5GQrnoCXbJEQ6pMR7pcS4ZCh1iViUStR6oxINVmo9DloM4yos7KQ5ttRpdjQWe0os9zkGWyYTDaUVTWkH13kMzdezA48rEWFGN3FWN1FVHdtJ3y+iZsRaU4yypwllfgKq+guKaO8oYmiqprnpSvhbX1lNTVU1nbQGV9AxX1dVQ01FBVXU9tdR3Xr7bzWc9xRrqPc7erjdtXWui+fZA7PVe4PdTD0Gd3ufvwEV23z3HhVD1n2ss4vcPFidJM9ttFHCrRscuaiV0pwV7aiDmrgmxHDapde3Bc78RV04xLYaJMnI0pXkpZTiFn2to4VmPnYI2VQ83FnGlycr3JxIVdek7vtnDlWBM3L+3h2pUDdHceoPPObm52NnDnRiNDvYe5f7eDgaFG7o2Ucb+rnJ4bdm70tHL7sy7uPXrE3bu3uXOrnBvXnVw4n8uxY1lsb9axe28dLXuqsebrUOjVpEk1JKcqSU1XYTLZMZvzcNrNlDoNNBbp2F1torHMhliiJWazhsTkLLQZNqRRGhTRcmwqOdfO1DNwq4yBY1ZuN+dwuzWLvuOZnN6XQ6ZeTpJSQYZag0yhQSLTkCbXkCrVEpchIW6XnpBeJ+HtRgJUIsJOWgjsMROSr2W9WYPwb6Bb1WPHZ0/eN0Ln87h0fQKd7OuhE8ifNCRmecmY5a1g5ih0f/GS8aGnjA88ZLznIecPK6X8bqXkaUb3uBnxDHS/XJ7mzuj+Brq3loye0Y2Ol7y+cAszFmxm+sLNTFsYz5QFMUx6BrrxcyOYMNcNnbsB4d53HfNxMGP/GsSYjzYy9qNAxnwYwKtPFvtHz+f+tJpX/+jLq38U8MofvPi3dxayMe0bzujeXL6Zf/uzP9/9OJjvzgrhhdmh7pgVyotzw/nBvIhnIpKX5sfy8oI4Xp4fw6sL4xizKJ4xi+IZ++lmxn66hXGLE9yxJIHxSxOZsDSRScuTmbAs6Uk8l9F5pjHRM42JHqlM9EhjvCCNV30SedVrC+O8k5joncR4QQoThKlMF6TzmmcqMwRiZqyRMNVPylQ/GVN8M/iNr5il6xR4bpDgvVGMIFCOb7ACvxClO0JVrIlQszZSg3+0loBYJeti5AREywmKUhIcpSYkVkLQZhFhsWIi4qWEJYgJTkklMkXE5hQFWzLUJGaoSBKrSZJoSJJoSZHpSFPoyFBmkqHSI1JnIdZkI9HmINfloso0otab0Bos6HKsaI02Mo1O9CY7BqMDdW0DxrtD6LbtJNtWhNVVgi2/FLOzCFthGVUN2ymtasBeXDqa0VXiLKvAVVZBYVU1JTUNlNY0UlbdSGlNIyV1Te7faxopbWiitLmZ+qNtXLx1mS/u9nP3QR8jn/czcq+b/v5LXL/cxoX2SnpunOCzh/e5vKuY81UZXGuQc7Uul/NVWZyr0tFRncnRQh0tWXK2FpfS0NDItvoKSgstbNvTzB6LhTariX02E/trijh5cDsnm2xcbC+lp/cSA/fv0tV5nBvteq7tz+b6iXpuXNzN5ct1dN7cRVfXNrp6ahkYaKW/byvDg0d5+OAOI8O7uXXHxK3Lem6eMdFxfTdHOzsYvDfCvaGrXDpn4fJ5K9evFHLqpJM9u43sOVDA/lOt1DXm4ShSY7ZqKLJlUubU01BupK2lkH1NdvbU59JapWdbYTYObQ4ZCdmoJAZ0UjXZqXLMGTocMj21pizO7y9h6Go5wxft3DpiYOCMg55L5dhNatIkWWQoMxEp1YiUWjIUWtIVuifQxe7WE9rnJKI9D39VGqEnTAT2mJ5C1/dl6Hz3GvEJFT8H3dr1avfddE+aEe4be7xXK/H0VbDCV8FSodIdAgVLfN27rnOFbujmeMuZ5aVgjkDBbG8ls7zk/MXzMXRS3vOQ8cdVstEzuqdd13dXPm1G/C10P1+Wys+WJj8H3VuLk/jhokReX5jAjIVbmL5oC9MWxjN54ZehGz/3+T3Xx9CNmxnkHi/5ayBjP9rA2A/93Znd+2sZ854fY/7sx5g/rWbsH4WM+aM3/+edv9OMeHN5PP/+/gZemBXCC7NCeHFOGC/OCeOFOaH8YPQN1x/Mi3wGuhheXhDHKwti/yHoxi9LZOKKZCYuT2bi8iQmPrMKNmlVKpM805nkmcYkzzQmLEliWoqWiUedfPdALt9uz+M77bl857iZl8qVjPOOZZowgynJOYyN1DEuUseEWD1jYhX8LF7OvBQNS9LULE1VszxNw6oMNYJ0NcIMFb5iFX5iJWulGjZIM/GXZrJOk0NAjISgaAXBwZmEpuuIb7MSesJA2LFswo8biTthIHmPkRiJnPhUOZszlGwRqUgQq0mQqEmSaUmVuT/sDGUmIpUesToLicb9kLX7Aeu/gS7Pgd5kw2B0oCyvJnu4D+3OfeSYCrA6i7C4irDml2DNL8biKqaqYTtl9Y0U1dRSUldPWX0D5Q2NlNXVU1nXSEVtE4UNTbhaWrHt2kfhoWM0XL5Oc1cvOweH2DY8yK7uTvrv9TA8dJ7Ba1vpPGLl4m4Nl3dIuVonou9iKw+/GOTGwUou7TFxqc3FhT35nG2x0dFqpaPZSse2Ak7WFnJqdzMH9zVz7FATp3bVcvnYPs41lnKxtozTzQ1cuXCY03srOdNq5sbNffR80cWNvpsMfD5Cb+d++i43M9B17P9n7S6j606vPN+vO/dOuqe7U2ZbkrFMlVTS6WD1JJl0qpIUmNkyyWJZlmQSM+voSDoMYiaLLWazbMmMkklmkGwxw4HvfXGOZRclmZm8+K2jqnpb67P23s9+nj+db87R1d1Cz5vbdHddZmDgMgMDZxifOIdm4gbDAxfp7Cjj1ZsS+rqrGem7yPPOc7Q+qmR4pJPJkS46X1Tx+mUeL55l8fRxKW13Mrl4PYFz985Qf6GCE43xXDqp4HZzAvcvp/LwahqPr6bTcesoL69l8fRCFs8vlHCtooizOSVcr6zkZk0BbQ053G3M4X5jAW2VxVwpjuXN1TQGO0sZ7DnDy/YmjuZmEC1REyNPIVoWT7TMcAIfKVESIVYRHq3ANyIS7zNqjvRmG6ELx/V2Gge6Mzicp2J/mhKr3iz2PUnBLiYa+9oUdvfmYN+cgq2rETrjqaujsxIHR0NVZ2MvxtpOirW9jL32MvbYGaAzt5Zhbi1jm7WU7bZKNlrLWGctZZ211ACdpYQ1VoZrYKsspXyxV8LneyWGOd0eMX8w5vd7RPx+j8jYukbxnzuFfLJTyC+/A7qf/F3QBX4LuinsjK3rW/DmfuWKyaojzP3iEPO+PMy8Lw4w73MX5v7Fmbl/3s/cP+1j7qcOzP2jPfP+y5q5/2XJf//5Fg5GJn0PdOOTLN/uzw8+O8AHq9z4t6+OMG2NOx+sdeffVr+t7gz/PG2dobqbsdGbmRt9mbXRl9mb/Jiz2f97oZu667ozDNMdYZiZh2BqHoyJeTCmO0Iw2xXGvF2hmOwKxXR3OGZbQ1kojWXueCX/OlDAtP5CfthXwLSxEuacUzHP0p+FtjEs8FEzbVcQMyyCmGUVgpllCL+zDmWzbSjb7ARst4lk5z4hFo6R2DhE4eAYwz6nKBycInF0EeJyIAqHAwLcY1JxDZTj6hWNz0EFR2Li8Ow4hvNwFi4D2TgPZnNgOBn3Z2m4S6UEhEu/BzolAon6W9iJVUnIYlOQx6WijE9HnZiJKjmT2JRs4lKzSEjNITrzKHEdL0h9/AxF+jHSM/LJzC0iI6+YzPwiMvMLycwr5Fh5LZXVjZRX11JaWUNRdS35p05ScvUqFQ8fUzrYRZluhLqRcU72DnPyZQ+ND15ScfkOhacvk9tQz9XWMwyOXKL/cRpdNyQ8bRHTeV7J8zNy+p+eAibRa8fR60fQM45eP4FeO4peM4J+chQmJmFcj16rQaOfYJIJ0E0wOTnOmGYAjWaMSTRM6CbRTIyinRxmQjfOuF7LpGYUjV4LE8DkBBptDzrG0es1aCYN/13HIDr9OKADnQ6ddgi9fgitfhKdbgSdbgStbgy9bhiddgK9ZoLJ8cf0DxbT1aegqyOT7le5PLibwLUHp7jd+5In94oYuBvL4MM0+h6k0H0niTetcby+peD1dSWdFxPoOJ/Mw4YE7tXE8+REEs9OxvH8VCzPT8TxrDGBB2Vq7lWpeXOrhO6u67RcPkN8fDJRknhEsUnEqGKJlquJlqmnoAsXGZbKfQUCvM8oONSbhsfleJxl4RxuTcelO5ODeSqcUlXYv85g/+MkHKLE2NUmYdGTxb7zqdi7RuF0QIaTi2oKun1OCuz2SbG2FWFlK8HSTspuOym73lsv2W5tuAb2rdbVUsyqvRJWW0oN7eteCV8Y85e9Ej77BnS/2yMyzOl2RvHJDiG/Mhfw8+0R/Hx7BL94u0e3NfTdqev/KXRrPDA1xmS1ATrT1a7M+/IQc784xNzPDdDN+9zFAN1nDkbo7IzQWfGDX/w16CYmWbbdnx985sK0r1z51y8P88FqN0NVZ8Ttg7XvQ+fBjA1ezNzkw6yNPsze5DsFnQG796DbGozJNkPrutA8DLNtoczaEsSsLcHM2hLM7K0hzDEPZfb2UGYbf+dtDWGWfSgfxETzw5hIpkWF88OoCD6ICWdOcDgLrQQs3C1guW88K32VLPeSsdJXxY+8EvjKU4WNvwT7cDX7wpQ4COLYJ4jDJSKOgxHxHBLEcUQYi1uUGrcoNc4SNUckSTh4RePkHsMhVxEuXjKcYpU4JYs4kCLhQKocl3QJh1LUeAvkBAqkBEV+AzqRinCREoHk21WdSJmIVJ2CPDYFZXwaqkRDVRebnEVcSiZxqVnIkzMRnT5Nmm6ChPtPUBRXkZR7jLSMIrJyS8g+WkJ2bjHZWQXk5B4js6SK9IoGsi9dJ3+gm/yRfkp7B8l/3EH6jdtkNJ8l7/hJiirrKa5o4FjVCY5VnaS89gT15xu596qZvr4quh4k0nVNSc8lBa8uSOluLWHgyWV6n16g62EzPU9a6H7UzODzqwy/uMHwi4v0PzpP36MLdL+8TVfHXXpe3qH34S0GXj2kp/M+Q3336Hl5mp5XzfR1XGC4p43JoQcw+RztaAcTw68ZGXrC6Fg7o+PPGRl/xvBIB2NjzxkYvkHf4A16+28yMHCd8cG7TAy1MjbyDJ3mDZrxh0yO3kczdpfJsTbGR28xPnqLyfErjIxXMDKRyfhgDmM9xUz019PTe41e3TADvWcZeZzA8MM4htrjGGlPZKQ9gZF2OSN3ZAzeUNFzVUr3VTldV+V0XJHSeVVJ5/UE3txMpPtmCq9v5HKqJon0vDTi0tMRq+KRxcYjj09CokpErIxHpIh9B534PeiEAnyblBzsS8H9chyHJFEcvJuDQ38uB/ITcEqNw/Z1Jo5P09gfKce+No09fdnsO5+JjWs0jt8Bnf0+Kba2IqxtDQcSu2wl7LSTGO+7StlmI2WzlYQtb++6Wr1rXVdbSv9u6H67O4b/3BnF/9wh5BPzSH69I5JfGrF7f0b3FrofTd2O+N+H7vsqOgN0xmruL87M+ZMjcz5zeK91tTJCt5VDwr8C3XLzAH7w2QGmrXLjh18d4YM17kxb4840I27T1nnwgfHXAJ3nd0AXyJwtAczd+j3QbQ/FbG8kSw7KWeYkYamThGXOElYckLHcmGUHpCw9IGapczTL9wlZti+SDx3CWOIoYImTgAXO4SyzCGGpRQCz3UKZHiRihp+IaT7RTPcUs8I3mq/8otjsJGCLfRgbQmSsFUpYJ4xivTCajVHRbIoWslUkxFwSw1Z5DLvlMdiJo3AQC3ESR+EkjuJAVDhuwgg8oiPwEsXgLRXjKZLiGykmIEJKgED2taouRKT8Tuii5PHEKBMRqZORxCYji09FnpCOIjED5VvskrOIT81CkpGL4lwz6aNDJEwMkfToKalnrxJXVEdcQSXpVSc4eqaFvJZrFFy6Q/6FNvKarpHddJnU+ibSSxrIPtbI0bJ6jlbWUVjVSEnlcUprjlNae5Ly+jOcbrlK5fHj1J1p5E2P8dsUT4rpvZtK5w0ZHRcUvDyXyMNTctrqo2k/LeFmTRjPmhV0Xkmm+1YqLy8n8qQplsctpTw6V83Ts4U8OJ3Js5u1PL5cx+v7dTy7qKS7LZf+J/lMdNcw9LKEO5dSaL1cR+u1U7TerODBgzoePm7i9r0anjxpoP1hPk9fpvLiWQpdr7IZ6MphuCeL4b4yxkavMjl+Dc3wObSj59GNnkc31ox27ByT42fRTJxHM36FibEbTIxeZXz0AtrJc0xozzOqe8aIpp2RnmLGOtIYfJ7CWGcmk515jL3IZ+x5EWMvShh6VsjoyzLGX9Yz1lHHUMdJep6eY6DrNOODp3lxt5z8XDkClRxJQiLqpDSUCanI45KQqBIQK+OIeVvRSZQIxAoixErCY5QECqMJbojHv7cQ76ZkDgki8buahXt3HgfTlDiq5ex7k8+RBzlYh0SxryydfYNF2JxIwNI1gv0HpN8LnY2tC67IEgAAIABJREFUBMu30NkboNtubYTOWsIW2++H7qu9Er60EPOFhZi/TB1GvIPud7tjjC3r/xl0K7YYr4H9X0I378vDzDNWdLP/7MQcY+s654/2U63rvD9a809/C7pl2/357390ZvoqN6atcuWDVW6Gqu69yu6DtUb41rozY52hqpux3puZG3yYtdGXOZsM2M3dEsjcze8yb0sQc7eGYbI5iKWucha4SlhoFc4i23AW20XwoUMkS/ZFsnifkIX7hMx3ELBwv5DFLiIWukQx31nAYichi/aHsShYyXILGQssvJnfmMAHHVn88FkK//YokR8+TWbGqxT+1FbMBjcpq61CWdeczZrebNa+TmP96zQ2vUll6+sktr9OxPx1MjvepGDxOg2bF6nYvEzE7kUCth1J2Hem4NCZgt2rJPZ3pHGgOw3X9gzcxBL8Q6QERMgIjJQRJJQTHCUnJPrtmokKgUSNUPYWu1hDVRebhFidhDQuBVl8GvKEdJRJGaiTswwtbEomKSnZJCbnoiyqIeVaG/lveikYHSbtyRPS2u+T/ewZGW0PSW6+SUr9eTJL6sg6Wkpa7jFySqrJL6snr6KBvKpG8quPc7T2JEdrT1JYfYKy+rM0NF2ivOEMFY1nKas7Q/2Jkzx5co2J4SuM9TbQ9SiVjhsyOi+reXFeReflBDouxvGiRU33jVQG7uUz9rKSoWeV9N4v4lVrNc+uVtJx5ShPLiXw6m4pr25U8ubhKV5eS2XocRW97cd41prPtaZ4rrTkcLu1kta2Bp49a+bx4xM8e97Iq44aXj/N5M3TJAa6MhjuzmJysADtUAHakVL041dA9wSd9jF63Qt02hfotW9ANwS6QdD3gr4bdL3otf1otK+Z1D1jUn+PscnLjI7dQaPrZXLsDpODJxkdPMWzh1U0NqSRlipFJpegjEtEoo5DGZuGQpyKWhKPJEJMhHcItVkqHp9JprVGSWWhCnFCHPLEVJQJaSjiU5CqkxArE4iRG6q5aJnaOJ9TEi5WEipSEB4pJzBKhlu6Gk+JAn8fJZ5iCYfiRLgGyDjop8A+Xo6jKIaDHkocglXYxImwDgjD2UmOi4ua/S6KKeQc9suxd5BiayvG2kbCXmsJO2xEmNuK2G4lZpuVmM1WEjZZS9hsK2eDtYy1RuzWWL0PnZgvLUR8vuctdCL+uFvE/zLmt0bo3ubtqesvzQX8wvwddD/b/vZmhGG15KNtIazcGsLyLcEs3RzEkk2BLNlsOHWdAm6tl+GxzbWemK71wnStp7FtfYfdNyu6eX9xZvafnKYqurmfOnytovub0K3YEcgPPjvAjNXuTF/lZgTPjQ9WuTFjrScz1noyc60nM9cZMmu9J7M3eBvjw5yNvszd5Me8TQGYbA7EZEvQVMy2hrBgawSLt4Sy/IiUWc4RzLYKZY5tBHNswplrG8Fc2wjm2AqYbRfJbLtI5tpFMc8+GhOHKObuEzDHMZy59kGYhahYYhWD6R4fzGpzmPW4mJn3s5l5P4eZ7enMfJHMH27kYX5QygYbITuPZ7HrWQ47H+Swq/0oFg+PYvUgF9v2o9g/zMP+QS4OD47i2J6H06MsXJ6k4/I0A5fH6Tg/SWf/41ScH2fh8TSDoBt5eEUqDNCFywgUGPfpjCew4SIVEeLY96BTESVXE62MI0adgFidgDQuCVl8MvKEFJRJ6aiSs4hNzTacvqbnkJSZT3LqUdITc0nMKiCxspLk0goS80tJLqogoaqe5ONnyTl/kcJr1ym4doWCc83k150kp7KRzPIGssrryK2oJb+6gYLq4xTXnqTx/DXKGs5SXHOSssYmKhrPUVrVRHlNA+euNPKq8xJDg5fp7W3g9dMC+tvz6H2Qz+vWbIaflTPyrIrRVycY7W5hrO8qI10XGHjTQteLM/Q/q+bN/QK6H9fReb+czkcneH4pkdeXs3l+Pp6HV1J51FZBx6vjdLyqprvjHF2d9bx+VctQ9xkGe7IZ6s1mpK+YyZEaNCOn0E+cRz92Cf34QxjvQz/ZjV73Bh0jaHVD6BlFzzjoJ0A/Cvph0A8CfejoQksHOv0zdJq7jI9eZXDgMS8mBzh7rZKKIjWZGUn4BkRz8LAAWwchuywFbLeMYIuFkPU7Qtm5w40Q3zCK0xO5WJDAwwIpndVx1BTGI0pMRh6fhiIuDVlsChJ1MmJFIjGyOKJlcURJYw2nrWLDOCNEpCQ4WkGgQIFvqAKfECW+wYbvtbr7yPHyV+MaoOKgp4zD7jLcvNUcclew/6AY50NynA+pjK+XvAedoxx7Bxm2thKsrQ0vDO+0kWFuI2WntZTtVlI2W8vZZCNnk62cDTbGhWHjc01rrGWssZZ9q3V9H7rfvw+dcWH4P3cI+c37p647BYYrYNvD+al5OD/eHspH20NYuT1k6uHND7cEsmRzAEs2B7B4k/FS/3pvFqz3Yf46b8Pf67wwW2vYpzNd8/4VMAN0cz4/+K51/dyFeZ87Me/Pjph85mio6P5oqOj++ZfbOCxM/n7oPtoZzD//+RAzVrszY7U7M9d4TME2a70Xs9Z7G7LB8PsWtzmbfJm72Y95W/wx2eLPvM0BmG0NZv720Kks2B7KfPMwFpqHMX9PJKYuYkyPiDE5ImbeIRHzDokwPSzG9LAYs8Ni5h8WschVwuIjYhYdjmahWzTz3WJY4ipiweFo5luHs3RvMIucw5jjLmSmeySzPKKY7hrODI8IfuMpZ6+9nD02Mew+IGanu4gdHjHs8BSzw1vMDv8odgZGsytIjEWQBMtgKdYhMmzDpNgLpDhEytgXKWGfUIKjUML+GDGHRFF4RUkJDFTgFyLDP0xGQITh48TBkTJCouSExigJF6kJF6mIlKqM0KmIVsQSrYpHpE5AFJeIJD4JaUIyiq9Bl0N8ei7xGUdJzMwzgJeVT1p2IVlZRWRlFZGTU0J6bjEpR4tIzS8hrbiMzKoass+eJfNCC/m3blPc8ZK850/IbLlERvVJCitP0XD6MiXVpyiobORY3WlK689QXn+WyoZmKuvPUlZdS1VdDecvnubuo4sMDdxG03+N4c5mxnuuMNZ1hbGuq4z13GC05zJjfTcY7bnK5PB9JgcfMNl3lYmuK4z2Xae76zRdL+p5dU1N380Meq7H0/+kijfPT9P56iwDvRfp766nv7uekf5rjPWfYXK0Ed34fXSa5+j1z9DrnqPTdqHT9qDX9aPTDKLTDKDXD6LXj6FnwnBIMgXdOOiHQP8K7WQb4xPNjIzWMTiYz+uOeO7fT+TCjRwaR56Qdvsy0XIhyjQVGbl5hIbJ8faW4eWpxGm/AG8vEeIoKQUpKZwrzOReRRKtJSrul6tpb0gmJz0ZSUIm8vh0FHFpSNWpSFRJiBQJU8h9DboYJSExCoKi5ARGKgiMjMU/XI1PqBKvIDmeQUo8ApR4+Klx81Hj6qvmsLeCQ54KDrrLcT4iY/8hKfsPStnvIsPRWTYFnZ2D9B10NjJ22yvYZS9np62M7TZyttkop55oWmdtvBXxtqKz+o6Kbo9xveQtdLveXeZ/ezPiP3dG/VXoPjYPZeV70C37FnTGxzc3+LBogw8L17+Dbr4RO7M1XgbovnLF5KsjzPvyMKZfHcH0q0OYfnnQkC9cMPmLEyZ/2o/JZw6YfmaLyac2fxu6FTsC+KfPXJix2s0Yd2as8WDGWg9mrHtXyc1c5zUF3+wNPsze6PMOu81+mGzxx2xb8HsJYf72YEzMAzAxD2XO1nBmbQljxrYwZpmHM3N7OLPNI5izU8C8neGY7AzFbEcIi3aHs3hXGIt3hrBsVzjLdgpYskPAkp0CllmGs2JvOD/dEcGPdglZtieaFRYiFu8WsnhXDL+zELPDNgYrq0gsLYVYWwuxs4nGzjYaO/to7B2jcHCKYr9zDM4uYg4ckHL4oIzDh6S4HpHjdkSFu5sUD48YPDxFeHuJ8fWS4eMjwydQik+oFP8wOQHh70FnrOrCYgz/c4eL5YTL5AhUSiKUaqJVCVPQieOTkCQkI09MQ5WchTol+z3sjpKQYYAuKbuA5KNFpOcUkZFTRGZeEdkFheQWFRs+tFN4jNz8UtLyy0gtLCe1opb8Gzcp6e2maHSE8p5+6p91cazpBjmlJykoO86x6hOU156krO40FfVNVNSfp7zhImX1lyitOkv9ySZaLp+hvf0SQ4PPGR16wPDAJUYHrjDcf5XhvkuMDF5nuPcyY32PGO15ynjfPSZ7HzA2cJ/egUsM9Zyg/14iI/czGLyfy8DLOnpenaK/9wpDA2cZ7j/BxNAtJoZbmBy6iG70HpqJPjSaEbS6fjT6F0zqutDSg07Xh1bXj15nRE4/iV6vRa/XoGcS9JOgmzRAp3uKZqKJkbFc+vsT6OyU8eiJnDutCdy4IuV0ey3HtaPkXKhClSogIyeWY2UlJMXHk6CScDQtgaIMFc3VabQci+dinpx7BQrai6J4WimiuSoOVXwq8oSjyOMzUcSnI4tNQ6JORqRMIEoai1CqRihVI5CoptrW4Gj5FHQBEWr8w2PxCVXhGSTHI0iJe4AKL18DdId9lRz2UnDIQ8EBNxlOhw3QOR6Q4egiZ5+THEcnJfb7ZNjaS7C1MUC311rKLlsZO+xkbLeRss3aUNFttJGyYa+YjRZSNu6Vs8FCxro9MtbtlrN2j5zVe2Ss2i3hy11SPt8t5S+7pfxpl4w/7pLyv8xF/H6HiN/vEPN7cxG/N4/ht+bR/Ke5kN9sF/Kr7QJ+ZS7gl9sF/GxLiOGppi2Gt+h+tDWUH20JYcWmYMPC8GZDFm8KYME6X+av9cFsrQ9ma7wxXe2N6Rpv5q/xZMEaD0zXeRva1y9dMX0L3ZeHMfniICZfHDDkc2fm/Xm/AbpPHTD51Obvhc6ff/qTMzNWH2HGate/C7o53wmdH2bbgt6Loboz2x5k2KfbHobZ2+wIx2xHOPN3vrv6tWB3BIt2R7DEQshSCyErLKJYaSFkpYWQpbvDWb5XwEdWQlZYCVm5V8hHlkJWWgr5yDqapVaRLLaM4Be7hGy2EmFhFcUem2gs7d/eeZVit1+KvZMUB2cxjgck7D8kxemwDJcjMg64STnoLuGQp4QjXmKOeBteNHH3k+IRIMczQIZXkBS/UNlfgU5JWIycYJkccVY68oJcBMmJRKviDAPruETECUlIE1OQJaa+O5T4BnSJmfkkZheQlFNAak6RIXmFpBUWkF5cSFpRAWlFxaSXlJFxrIKjRZUUFVZTVFhDQfkJCs/dpOLJKyoHBqkcm6Cis5e8y3fJqT9NSUUjxbWnKK0/Q2lDEwUnWjjWeIHy2iZONbdQc6KB42fPcOrceW61XqG76xqjI7cYGb7C0MAFRoauMtx/jeGehwx1PWas7x6Tb24y0XuHoYGbaPqvMv68iInOYkY7TjPYeZX+gTaGRtoYH7nO5Og9tKMv0Yw+ZHL4NrqJB2jHh9BODqHV9qDVvUan60ZPH3pdH3r9IDBiqNx0GgNyeu076PQTRuheohm/zuhIJQN9GXS9juXFyziePorn0V0xN28qOdF5k6ah1zScyOF4rYTWG0U8vFrFuZoEmipiOV4g50S+jOYyOVeKpTwrjuVVtZiOlmRKipJQxGagTMhFnpCJPM4A3du2VWis5ATGai5MpCREJCfoa9DF4humxjtYhVeQEo8gFe7+ajx8Y3H1UXHY5y10Sg64KXA6osTxoBJHFwWOzvJ3bes+Kbb2EmxsxFhbS7GwkrDLRsoOe0P7ut1KymYbEWvtRayxEvGVlYjPbcR8bi3iU+sY/mAt4g82Yn5vLeK3VjH8T6toPjHm13uF/GKPkJ9ZRPLTPQI+3hluTBg/2hnCj3aG8NGuUFbsCmH5nmCW7gli0S5/PjQPYNnmQD7cEsTircEs2hrEgk2BmG0KZO5WYzb7M2u9LzPXeTNznQ8z1nozY60309d6M2etMwtWH2Tueh9M1nhg9qUbZl8ewfQfCd3KHX7/IOh8MdsW+A3oQr7Wyk5lRxjzd4SxYOe377oaoIti+d4YVlgKWWEpZOmeCFZYRvKRlZCVlpGsfO/vH1lHsdwqkiXWAj6yimKVlQQLSxF7rEVY2kqwtpdiu0+GraMMeyc5Ds4yHA/I2H9IjtNhBc6uclzcpBz0kHLIU8xhbwlHfKS4+kpw85fhHiDHM0COd6AC32AF/qEK/MPkBEYoCBLICI6UERplgC44WkZYWjJhCbEEyuWIMtKJUcUjVSYgUr+r6KTvQadOyXrXvqYfJSEzj6SsApKy80nJKSQ1t4iUvEJSC4tIP1ZCVkU52RUVpJaWkV5cSuaxCo6WVFFUWsPpM82cb7lEXmUpqTUVZF25RuGbTkq0I+QOvCH7Vit5tU2Ulp6iuqqJ6przVNY1U157hhNNzTScOcnJ5vNU1tVzrLyRhroWbt26zJ27p3n2vIW+nlYGe9sYHHzM4OATRofuM9Fzh4mBhwwPPGR48DFD3S0M9l9goOs2/d3tPOu+z5OuG7zouE5X9x204wPoxkfQjHaim3iOduI1msk36DRd6DU9oO0zHDToBkE3bJzDjYF+4h10eg3oNaCbMMzodB3oNG1oNScYGsqlpyeRrteJPGlXcP+umIs3ImlpTePOWA+tr59y8WwibefjuHsuk9amHC7UxHM8X8aZ4liO5wu5Vi7lSbWS3svJtDdnk5gYhyoxDWVSGrL4DGTqNCTKFETyBGLen81J1YRLVISJ34NOqCAwUvkOuhAFXkFKvILUePircTNCd8RbxWFPJYc8lLi4KnA6rMDxgGIKOgcnBfaOcuz2SbGxl2BtI8bKWspuawk77WTssJez3VbKdmsJW21i+GqvkC9jEvjD1SJ+cymDX7dk8IsL6fy0JZ2Pz6WwvCmJhc2JLD6fyJLmRD5sTmRpUyJLzyaz6FwSi86nsKgpjUVN6SxuymBhUwYLmzJZ2JTBgrOZLGjKxqwpG5MzWSxuOsqikgR+KIrgA7mEGQoxM+Qipkuj+UAsZJpYyDSR4Xe6WMh0STTTxFFMEwv5QCRgliiSWbZ+zFnjxcLVHixY5Y7ZV/9g6H60w49/+szpa9BNX+PO9LXu70Hn8W5mt+GvQRdgxM4A3vztb7EL+V7oFrxX0S3cLWDJ3iiW7Y1mmWU0y/YKWW4VxVKLSFZYRbHSSsgKy0hWWEay8j3oVlhFstguksUOUfxubxS7LMXsthJjYSvCyk6CjYMUW0cpdk4yHFzeh06O85G30Mk45CnlsJf0HXR+Mtz9ZXgFKPAJVOAbJMcvWI5/qIKAMAWB4XKCBIaqLiRKQbBQiigllfCkeAJiVUgzsoiSxyKWJxCjSkIUm4w4LgVJQiqKxHSUSZmGWV1KtvH+a+67qi4rn+TsQlJyCkk+Wkhybj5Z5RVklJaRUXyMzOpqMoqOkVZSRlZxBTmllVSdOE39mbMUlpeTX1pGzrEqsivqyD11lqMvXnJMP0n54CCFV9vIq22irOIs1TXnKa0+RWNTC/WnTnGq5TxVxxupajhBdWMTjWfPcqy2gtLGWo5fOMvJy2dpuHmZk3ducelhKxdvXeXqvTaa2tq4fP8ul6+f4tq9c9y6e5kH7Te49eIudzvu8uDlTR69us/QyCDasUH0k6/RTjxFM9nOpOYJ2ok36Cb7QTtgQE47CLoR0I8YDxwmjMgZgk4Lukn0uiHQvkavvYdWc4KR0TwGBlLofp3Mi8dxPHqg4N6DRFpvxnLpyVnu6PVcuHWOumNiTpZLOVMq52SJktPF8ZwsUHGuUMrDU0m8OB9PV2sGjWXxyJVJqBKTUCYnIYtPR6pKQaxI+k7owiQqQsVv53NKgoRKAiNVBESovwadZ6BqCroj3mqOeKs55KnkoLsKZ1cF+w/JcTygYJ+LnH0uhscp7PbLsXWUYu0gwcpGgqWNETp7OduN0G2zlrDNOoZVu4X8OTaWTx4X8u93c/lZWw4/ac3m49YcPm7NYXlbNqYPsjC5l8G8e+nMu5eByd0s5t3LYvaddGbfyTDkbgaz7qYz6046M+9mMP1eOtPvpDL9ThrTW1OZcTuF2Q8ymd4Uyw/iIvinZBX/miTl35Ik/HOSmB8kifj/kkX8vynv8t9SRPy3pBj+W1IM/0+KiB8mSplt54fZF+4sWu3JgtUemH3liskXhzD98tA/CLqdgfzzZ87MXHWEGWvcmLnGjWlrXJm2xpWZ6z0MWefOzPUezFrnyez13szb6MvcDb7M2+jLvE1+mLyFbnvAewk0QmfIgh0hU1m4M5QFO8NYuCuCRbsF77Inkg8to/lwCroolu19B90K62iWW0Wx3Pj3SutoVtrEsMI6mg9to1lsH8PPrKJYayNhj4OSvcaPiLyFzna/FHtnKfsOSNl/SM7+Q7Ip7A56SDnoIeGwtxRXXxnuPlI8fOV4+inwClDhE6jEL8jwcWv/EAWBoUoCwmQECqQET62byAiTKIhMiyc6K5lIVSKRMjWiqZ26JMRTO3UZKBKzUCZlo0rOMdx/TT1KfHoeCRkFJGUWkZRVREp2EWk5hSRn55FRXkVSWTkpx46RU1VFdkEJucVl5JSUk3usgpzScnJKK8grryG/vJaCijqKy+ooKKohq7SRjKaLFL14TpF2iKyulxxtukRp+SlqjjfT2HSBito6Trc0U328kYr6GurPNNJ8/SI1p09RceIUjS3NHG9povTCRY7dvMnp27dpuHSBs3fbqG9t49L9Ni5eOs211jNcudPCvcdttL5s537nY552PuJZzyMePL9BZ9d9RkceMaZ5zaTmFVrtQ3QTveg1xrURbT9oBkAzBNrhKejQaYxzOcN8Tq+dQKcbRK/pRDvxCM1kEyMjWQwOpvD6ZQpPHqh4dF/JnRsqrjbLOdkg4/yN89wbGeP01VIayiOpzRWTpwymNlXB1bJMHhxP5/6JJJ6cS+Xx9WxSclXIEzNQJ6WhSkxFHpeGVJ2MSJGASB5P9Huta7hERahYRYhISVC0nEChwtC2CpSG+VyI2oicATp3PxWuPgboDnupOOihwMVNifOR96EzxN5Jhd1+BbaOcqwd5FjaSLG0lmNhI2ennYJtdnK22cjZbi1ls20Mq+zVrLWV8/t9An7jIOTXDpGG7BPyG8co/sNOwE8dBPzEXsBPbAV8bBvJx7ZCfmwjYIVlCCssg1hpGcAKK3+W2gSywiKM5XvCWGQVwiKrYBZbB7PIMpCFlgHMt/HDxNoT093emO4JwHS3PyY7/Zi3w5852/2YtdOb6bu8mLHTg+nm3kzb5skHWz0M2e7FzC3umKw5wvzVHpitccNstRvz17hj8sUhTL58DzkjdCZ/ccLUeBhh8qkNpp/Z8j9+vf1vQRfAP3/qxMxVrsxYbYBu+hpXpq9xZdZ6D2YZoZu13oPZ672Yu8EHk41+zNvoi8kmP0O+F7ogTLcFfid0C3eGsWh3JIv3vBcLoRG6KD60MMQAnZDlVtHfgm6FdTQrbUWssI5mmU00y+xiWGkt5A+2MZg7KLBwkGNlb2hfbfa9hU7CPhepsap7C52Mg+7voDviI8PdR4aHrwJPPyVe/ip8AlT4BigN0AUrCQxRERAmJyBCQlCklCChYacuMEZGeKKSyJRYwkQqhPI4ot9Cp0pCrE5GFpeKPP7r0KnfQpdmgC4xs5CkrCKSsw1zuuTsQuJzC0itqiajrobUkmKyC0rIKyojt6SM3GMVBuxKysk9Vk1eWS35ZfUUlDVQVHacsuJGCosayCk/wdHzlyjp7qR0pI/ye/epP3mBmuqTlNXUc+p8M1WNjZTXVnO6+TRXbl/lVEszNSfO0HztKuevnKfuylUqbt6k5dZtTl1uoeVuKydb27j2oJUrl89w8/Zprtw9x/2nd7jzsp2HHY942fmMFz2PePz8Eh3dN+jrvcu4dhTt5BA6zQt0mk60mlfoNG9A0weaQdAMo9f1o9f1oteNGU9Zx43zuUl0umG0ui402gdMTFxgcvw6I8MlDI/EMTSQSG9XAh0vFTy6J+X2FQkXT8VQczKZk687OPXmNcVFKdQdVXCmVEbbiUQ6Wwp4fjaTB2cTeXy7kOK8DJSJhqpblZCBMj4deWzKd0MneQ+6mG9AF6HCLyzuHXQBCtz9lbj5KXH1Ub+Dzl1phE5phE7OPhcFDi5K7JyU2DrKsdlngM7KVoaltYzdNnJ22CnZZidnq42MbVYydu6VsHavjK9Ck/ms5ii/rUrhtxUpfFKZwq+qU/lVdSo/LU/mo4okVpYnsbI8mZXlKXxUkcZHlWksLU9gSXk8S8rjWVqWyEflGaxISWZphJSlkXKWCGUsjpKxQCjBRChmrkDCLIGI2ZFiZgskzIqQMDNCxMzwGKZHCpjjHMTi1f4sXu/LwrXeLFznw4K13oas8WL+Gk/mr/PEdK0HpmvcMFvtaoDuy/8d6Mz/BnTmfu+g+8rV2L4aMnudB7PXeTBrnTuz13kwZ50nczd4Y7LR92vQmX4ndAHMNw/EdGsA882Dv7O6W7gr/LsrOstoFlsIWbJXyFLLKD7cK2TZN6CbAs8mhuU20Sy3iWaFbQwf2gr5uXU0m2zlWNhKsbQ1PGdj7SDBxlGCnZMEh7fYHTRid0SCs5uUA+5iDnkasHPzNkDn4avEy0+Jj78KH38VvoEq/IKUBASr8A9R4B8mJVAgI1ioJDQmlhCREkFKHNHpCUSI4hBK44mSJxCtSCRGmYxIlYI0Ng1ZXPrfrOrexy4pu5DkrAJSi6tIOlZBSn4RGYUlZBUavhObU1xBbkkluSWVHD1Ww9FjdVPQFZYfp6D8OIUVJymsPE1B6XHyyo5Tea+ds0xQ0fGU7FOnKKiq5WRTM9WNx6luqKPx9HFOtzRRe+IkVQ2nqD97hhPnTlJ+vpnq1lZaWts4ebGZlrttnLjdypUHt7h05RTXWw3QPXjayp2X93nU+ZAXr5/xousxT1/c5OWbVrrf3GZkvAfNxBD6yU602gdodffQ657BTKGfAAAgAElEQVSDptdYzY2i0/aj1Xag1fUY0RsB/Rh63Tg67TAa3UvGJ+4yPn6Jgf4GRgZPMdhfSl9vJoN92fR1pfOmI54nD1U8upPAnZvJ3Lh5jCed97nfdooHF1K5fS6NtvOJPDyv4Pm5ZN7crqKkLA1RfCZxCQWoE7JQxqejiEtFqk5Gok56B50ROYH47WzOsDsXFCUnYKqaU+EbFot3sArPQAUe/nLc/BS4+ioMszkvFYc91Rx0U+HiqsbFVc3+g3LDaauLEnsXJTb75Vg6SI2RGV4ssTZ8/cvcTsFWWxlbrKVssZSx00LO2j1R/Fkm47ObefzX1Rz+61I2n1zL5t9vZvHT6xmsvJHB4ptpLLqRysIbaSy8kcHCG5ksvJnBgpupzL+ZysKbySy/nsKPb2SzpCERszgRC2NlzI+VMj9OimmchNmqGGaqJUyPkzEtVsq0WDEfqEV8ECtiWnwM01KETHcLYOFXfiza4Ifpeq+v3YwwW+tlAG6tuyFG6MxWu2L61WFM/1HQ/XiHP//yqTOzV7sxa7Ubs9a4MXOVKzNXuzJ7vQez3oNu9noP5qz3ZO5Gb+Zu8GbeRh9MNhnB+x7ozLYFMt/8u1rXEBbuDmPRnvD3EsGHlkKWWgpZbCFgyV4BSy0jWbo3kmVWwm9Bt8IqipXWMVPV3QrbGJbYRrPMKobPbZXssZUZP38oxtpejM0+Mbb7xdg5SbF3lrHvgAzHg3L2H5TjdESKi5uYg54xHPGKxtUrBjcfEW6+Yjz8pXj5y/AKkOMdKMc3WIlfSCwBoSoCw+QERCgIilQSFK0mOFpOeJIaYUoCEdFxREriEMreYpdEjDIZsToVSWwasvjvxy4hPX8Ku+TMIlKyCknOzie1pJSk0mMk5xWRnl9CZmEZWYWl5BSXv4ddFUeP1ZBXWkdeaR35ZQ0UlDdQWN5AYVkD+WW1VFacoLaxmcLmS5QNvaZw9DWpLU1UnTxLTf0JyiqqON10jos3rtNw5izldY2U1dVTWl1D/cVrnLhzl1O3b3Gm7QaNd65Te+sGLY+u0nylgSttZ7h85zx3n97mxqu7tL2+z+OOxzx91U7742u0P7/Fy677PHnTTmf/S7STr5icbGdS045W+xy99g16zQBoR9Br+9DpOpjUPEOjfYFW141O14deM4BW84ZJTTsTkzcZGWlhePgs/b1l9L2ppa+7kd6uaga7aujvqaG3q5Fnj0p5dD+W5/ckvLqVQe+rS7RfLeBJrYSXjVK6rqXT+bCe6rpcpAlJyFKyUCZkTlVzMmM1J1YmEq1IIFoRj1Aai0CqJvw7oVPiH2GAzi8sznDaGiD/fujcDdA5H1F9raL7JnR77aTstZViYSNjl7UUczs52+zkRuikbLKU8bmNhL84CvitSyif7BfwG8cIfuUYyS/2C/m5o4Cf7I9g2f4wljqG8eG+MJY6hLDELphFtkEstgviQ/sgPrQLYLldAEvtAphv7cciqyAWWgUx3yqIZbuD+dGOUJbsCGKReSBmuwIx2xmA6U4/THf4YbLDl3k7fJln7ofJJh/DaskGb8zWezF/vTfz13tjts6LBet9pqAzW+NubF1dMVvlitk/FroA/uVTZ8OXsle7MXuNG7NWuTLrO6FzZ856d+Zu9GLuBi/mbfT+q9CZbQ+YOpT4buhCWLTn69h9uDeSpZaRLLaIYMneCJZaCgyxErDcMupbFd1KmxjDrM4I3Yc2MSy2EvN7ezXm9opvQ+f4DjrDwYQCJxcVLgeVuBwSc9A1iiPuQlzdhbh5ROHhGYOXlwhvbzE+PhJ8faT4+6nwC4gjIERNYLicAIGCwEgVQVFqgqLkhCeqiUyKJyIq1gCdNJ4o2XdA91equoT3qrp30BWQUVxGWnEpyUcLScs/RnpBGZkFZWQXfRO66vegq6OgrJ6C8jpyj1VRWFFDzelzFFXUk1dQRXb9KY52v6BQN0jt/QeUVZ2kqvI4NfUnabp4maqG45TXNVJa00D9qSaabt6h7toNTt9ppeLyOSpvX6HxXhtnH1zmzMUGmm820XK7mZuPbtD8vI1LL+9wt+Mh7c/v09p+mbuPr/H4dTvtr9tpf91GX/9NJjUPmJh4hGb8DVrNK7STr9BN9qDXdKPTdaPRvGJS+wyN7ila/TPDv5/oZWLiIeMTVxgZOc/g0HGGh87S9bqMV88zef44jecP03h6M4vH1zLpaK+k69Vx2m+reXpVwrNL+bx+dInee5UM3M7i6a1SikvSkcYnoUjOQJmchiLR8MSWIt4wmzMsCb8HnSz2G6et34BO8H8DneKvQrfHWspOaxnmtnK22snZYiVlk6WEDVYxrDIX82WojE+Pp/BJQwq/qU/hk/pUPqlP49d1qfxHfQofNSazrD6Zj2vT+HmOmp+myvlpmpqPU5T8OFnBj5Pl/DhFyUdJcpbExbAkScKiZAkL0iV8GC5m2bZAPt4WxEfbAlm+PYDl2wJYvj2AZVv9+XCLH0u2+LF4kw+LNnkzf6M38zd6MX+DJwvXG5aGFxiXht9CN3+NO/PXuGG2ypUFq9ww+/Lvg87k07+rdfXnf/xxP7O/cjVklasBulWuzF3nwZy1HoaPy671YPa674Bu4/dAt80f023+3ziBfde6zt8RzIJdwSzcHcrC3WFTWWKs5BbtCWfx3nCWWEZMZdle4bey0jraWNlF85FNDMttYlhiI+HfbaSssZNOQWdl//aJdRG2+yXvqjoXGfuOyLB1jcbaR4BVUATWIQJsQ4XYhQlxCItif1g0+8NjcI4Q4Rwh4mCkmCPhIjyCRASFKPGPUOMnUOMfqcY3UkJIvApBUixhQpXxBeJYhFLDRf9oRQIiVTIidQqS2FSk8WnIEtKRJ2aiSMr6jnldvqGFzSwgKSuftOISUotLSMwtIDWvhLS8Y6TnlZGRX05WQQXZhZXkFFWRW1zN0WO1xsquhrzyGnKPVVFc1UhDUwsFFdUcLa0kt7yOoyX1ZNWcofhVBycmJ8m90kZ++SmqahppPH2O8trjlNU0UtV4mlPnL1Jz7gLHb7fRcP0qx86fovHebU4+uE/NtWYaz57k5IUmTl9t4cK9W5x4fJfTT9u4+uIeN5/e4/Ldi7S2X+b+i7vc67jLnRc3eNVxkbGxe4yPP0I72YVG8xyt5tHU3VaddhCddhyttotJ7T00ugfoNM/QTXYxPtrJ2Fg7QyOXGBg8RV9/I7299fT3VNHfXU3v60q6O+roel7Oq/Z8XrRX0PWkkZfX0ui4mUbn8xN0jz/m0t0WMrMziE9OJS4lC1VSOqokw0qJKsFQzUlUSUhUSYiViUTJ44mSxxE5BZ3ya9AFRikJiFQRIFDjH66ams95BMhx85Pj6qvA1UfBEW8lh71UHPJ417o6H1HheFiOw0EF9ge+DZ2F8cPVu6wl7LSRsd1WzmZrCZstDdlgLWKNhYwvfCT8MUHO71UyfqeS8TuljN8qZHwil/JLuZifSWP4qUTMz6VSfhURzX8ERfIfQVH8e2AkP/GP4GO/cH7iH8GP/cJY4R3Ccv9QlgaEsiQolOUuYXy0IZAfbwxgxUY/Ptzoy9JNfsb4smSDD0vWe7NovReL1nmxcK0X89d4YLrKnfmrPFmw2hOzVR4sXGtYGDYg58781W7MX+XKolXumH1+CNMv/hZ0xpsRv9r+1++6GqBzYs4qA3Jfg26tB/Om4sncdZ7MXe+JyUZv5m3ywXSLL6Zb/AzZ6vfdFd3b01dzQxaYv6vqFu8JZ8meCJZYCFhsIWDxXgFLLCNZ8raisxSwxErAh1aRfGj1beSW7RW+O5QwQrfSRsQKOykf2Yn5vU0UO21EWNsb3ti3cRBh4/h16BycJFgeCcWxSM7B26nY307C5k4qtnfT2Hc3jQNtaRxqS+NwWxqud9I43JqCa2sCPneT8CiW4B4dhb9Uib9URYBMSYBURkR6EiGpsQRHKQgXf/tlkxhF4rt1k3jDuok0IQ15YgaKpCyUydmoU3OITcslLj2XhIx8w42JzKOkFhWRUlRMYm4+yXlFpOaVkJ5XStpRA3iZ+RVkFVaQU1RhrOwM1V1uSRXFVfXUnjpHflm1YZZXajy0ONZAXkk96ZXHqXn6iloN5DXfpKyinuNnWyirO05pTSPVJ89Se+IMNedaqLx8jdJLV8hvOk31rWtUXrlGxYWLVNefouHsGepaznK27Sb1D+/R+KiV00/aOPewldOtF7jcfo07T9u4/fw2rc9v8uhxE329txgff4Fm8hU6zWu0mg602pfotS/Ra/tAO4FucgDN5At0unb0una0k8+ZnHiFZuIFY2P3GBtrY2jwEt1dZQz21tH1qpJHbTk8u53N49ZiXjw9zfN7pXQ/rKOn8wqdL6u4cS2fo/VFJLbcQHa0gdiELBRpyaiTUlEnpKOIT0Men4o0NhmxKgmRMpEYRQLRckM1FylVI5DEEi5WEyZSERKtIjhKSVCkkoAIw1pJQJga3xA13oFKPAIUuPkqcPNR4Oot54iX0rg/p+KgmwpnVzVOR5TsOyTHwYicnbMKG0eFYTbnYHho08JehoWdnF12CnY6qNg+deoqZ4u1nM9tVfzXITE/C43k42AhHwUIWOEfwXJ/AUv9BSz2C2eBTyjzfQ1ZEBDG/IAwzALCMA0IZZ5fCHN9g5nnZ8gsn0Bm+gUxIyCI6f6BzPLzxyw4nDnOIcxyCOUD51A+cArmg/3BTHcKZbpjMB/sC+Jf9wUaE8C/7vPnXxz8jPHl3+wDmGfux8JVHixYY4xxj27Rag/MvjiM6VffXi/5OnR2mHxqy7/8zVNXc8OMbu5qtyno3mbuGnfmrnZjzio3w3Mq67yYt94L043eU9jN2+KLyRZfTLf6Md88cCrv5nRBX2tb3526hrJ4V7gheyJYtCeChRYRLNorYLFl5NTvYiuhIcbZ3Tez3CaaFTbvQWcdzUprESttY/iVbSRbHETsdRBjY2+Mo2hqTmfnJMVhv5Q9R0LYfyGb/X0FOHRnYTGQidVANrb9Wf8/a+8ZVfWdte+/f6ZmJha6LXXSJpMymZJMEmvsHVF6L0rvvR3KOYfTD733LoKAHSsoVQQRFTsqqHQsMTPX/8X3gJrJ5Jnnt/4v7gV81+Ltte792XvfG4fRApwe5eP6KJ/dI3m4PczB5WEa7hNpBBzREpggJUqlIUqlJkqtJladTHRyKsFKOdGJKkSJKuIlahIkGsRJWiRJyUjlKciUaSSp0pGpM5BrMlFos4SF8bRclOl5qLPyUWcXoMkRtibSc4pJzS0is7yUjPJyUgpLySiuILOokqziKrKLa2adXW5ZDQUVNbPvdnllNZTVHqD+2CmK99ZSWFlHcXW9rrxtpHRvI6U1DeTW1LH3WDN7r96muv8GZQeOsP/YKaoaDlFVf4j6Yyc5cPQE+0+cZl9bJxXnzlN4/Dh1nR3UnG1n75k2ahtPcPDUSepPNXG0u50DA5c4dK2XozcucfxaH4d7WjnW20b31W7ar3XSOtBJZ28T126dY3S8l+fP7vCv50/41/eT/PD9MP/65yD/fH5XKFWfP+KH5w/5578Gef6vG/zwzzv88K87/POfd/jnD/f4/ukg0xM9PH/azZOp80yOdDB6v5npoWNMDZ/gwd0TTIy2c+/+OdoGzlLXe5r00iy0OSnIaqvIau5EWlSJOiWL5PQ8VGm5yFKykCZnINFmINGkCyWrIkXYiJgBnTSZWImWaLGaqAQtkfFqIuKUhMaoCY1WExqlJShCS0CoGr8QFT6BSnwCFHj5KfHyU+LpK4But7cKF081zp5KHNwVOsjNgE6FpYMCSwcFu+zl7LSTsdNOgamNHFN7FVusZWyxkrHFSs5WSyUrdsj4WpvBZw/2885QFW/fr+Kte1W8ca+SRXfKWDBYhvFgGYaDpRgMlmJ4twz9u6Wz0hssQW+wRPh7UND8ezoNFjP/bhFGd8r53V4Nv8lV8YtCFb8qUPHrfBW/KVTz20INvy3U8OtCNb8uUPPrAuH7bwrU/KZAyS8L5MzJT8ZgTzjGKz0wXO2H8Wp/jFf7Y/SdH0bf+aK3wkM3OPzvu65637qg97Ujel/bove1Lf/zqenPgO7p97y9NZhffOkym9U+Z4Unc1a+Crq5370A3dy1fsxbL5Suc9f7M1cHvP/0Rmew7adBZ2gaifGOKIzNhJLVcGc0hruidbCLxcg8BmML0StaZJXA4pe0yCpe6Lpavwq6N6wSeMMmgT9YRbPcIYEdDlKsbSVY2wnHrYXyVYCdg6sC291ibGK0OGZlYpujwDxfgXm+HMsCGdaFMmwK5dgWynEolONYKMepWIlLURJ7xEn4B6kJCFcREKnBL0pJQIyU4GgJ4YkKIiTC4OhMjFOcTENCkgaxXItUkUKSIhW5Mg2FKh2FRkginoVdRh6qzHxUWYVoswtJzS4iJbuA9NJi0spKSM4vIa2wjIzCCjILKskqqpp1dTkle8ktFVRcXcf+oydoOHaSwsoaCir26jqz9S/BroGSvfUU7qum/thhCvc2UHKqhbKudiqOnKCy5iDl+xqpO9JEw5EmGk6epuZcO2VnOihsOk5tZyfVLR1UnTpHTf1RDhw/Rt3JoxzpbKXx6kUOXrvIiWv9HL5ykf0dZzjcfZauq920XGnn1EAPzRdP03O9jSvXT/Jk+gb/evaUH55N8PzZMP/84Q7Pn9/g+fe3eP78Ns+eP2RsepzxJ4OMP+nj8bPrPHt+gx+e3+P596M8fz7E48f9PH7SzfTjLiYn23k83sb4eCcDQxc403+Sfe1N5B3dT9qhJrJPtaAoK0CTk4GmuIz0lnOIcysQKdMQKbWIFFriNekkatIRq9OFrEHdkHC8XCvstko0RItVRCUoiUrQEBmvITxWRWi0mpAoDcGR6lnI+Qap8QlU4xOgehV0PmrcPJU4eyhx9FBgt0eOjZsSG1clti5KrByVWLwUm25mm8QOWznbbYXSdbNVEputkthkKWODVRxrLGNYukfCn6Nl/DlKwueREj6JlPBxhISPIsR8GJHI+xGJ/CE8gXfC43k7LI63wuJ4U6c3QkUsCY1lSUgMi4KiWRgYiVFwFPrBkegFRjI/IAq9QBH6TlHoOUYy1zmMOS6CXncO4/fOYfzeKYTXHIJ4zSGI39oH8mu7AH5p68cvbH35hY0Pr1sEYrgxCKNVgRjpIPdj0P3UZsSMo9P7RgDdvK+s+cVnpngmZv1MM2JrCL/46qdBN2e1D3NX+zBvtc8rjm5G8zcEoLcxEL1NQf9PoDMxi8bETGhGGO2Kwcg8BhMd1Gbc3YxMLOP+DXSLrRJYYv0j0M04PPtE3rCM5s+2CWx1kAtL0D8BOkdXGY6u8ZgGyjBVKNmljsMsRcyuNClWKWLskhOxT0nEMUWMc6oE11QJ7ilJeGtkeEXGERomJSRCTkikmsAoJcGxSYTFSAmLSyJULCFcIiFSKiVamkSsTI5IJideriRBoUasUCNVakhSaZGpU5Fr0mdn7BRpeSgy8lFmFaDNyic5q4jkrHzSSwtJLS1CmyfEOaUXlJNRUCnArlCAnQC8arKLqijZu58TrR1U1R8kp6TiJ0ZR9lNSXU/J3nrK9u6lvukQ1XX15FXtpbqni8rWTvKrGinbV8/+Q4eoO9zI/lMn2dvSTvHpNgqajrOvs4Pq5g6qjjezt+4ADU1N7Dt+nEOd7dReusD+y70c7Olhf+8F9p09zcnLF+i60ceZgS5OXO3h1IWTtF7romuglVuD3Tx79pAfng3z/Pu7PP9hgO+fC9sT3/9wg6fP7/Noapz747e5O3yGBw9beTTSycT4ZaamRhibHmZ48jrX756n/2YH56+30DbQzolL3VS1t1LQ0UzmmSZyWs+ScrAJTX0jqSeOoczMRa1NJ6m4goTTrcSdPIu26wIxdQeJ0KQSrU1GpE4VDiApknUlqxDHFCNREy0WYrsi4tSEi9SExigJjdYQEqUhKOLHoFPhE6CeBZ2Hr7ARMQM6Jw8FtnvkWLspsHFVzYLO0kGBxUx0up1MWP2yU7BVB7pN1klstJKxyVLMRqtEVu2K4xvTaJbtELHUNIZvTGP42jSWr7bH8jfTWP5qGs0X26P4Yns0X2yP5rNtkXyyLYJPtkXw8dYw/rgllI82h/LhplA+2BTMe5tDeG9TCO9uCuHNDSEs2RjKO2tDeGN9CAs2BLNgUwgmm0Iw3hiM0cZgjDcGYbQ+AKP1ARisE3Ln5q32Zd533uit8kJ/pS8GKwMxWhWE8Xf/F9A5o/eNE3rfOKD3tQ3zvrL630H39rZg/uclRzd3uSdzV3gJsFvtw+trBNi94ujW+TN/nT96GwTI/T+DbsdPgM7yR6WrTgus4v8NcgLoEllinfBiS8JWzBJbMW/aS1lsncCHVvFssJNjYyPDxl7y747OSYblnnisTpRgNlaB+UgBFg8LsXxUhO2jApwe5OH0IAfnB7m4PMjH7WE+rg8L8LxXgu+hTIKTVUSmphCRmkp4agqRmalEZicTlZNMdI6GmBwNojwNonwN8fkpxBekklCURkJRGonFGUhKM0kqy0ZenouyIh9lRQGq8iI0FSXICwqQp+egycwTGhSZ+aQWF6AtLUKdV0RqfqkAu/wKMvIrZmGXVVRJdnElOSXV5JZWUVhZQ25ZFbllVeSXV892aGeAV1y1n+K9dRTX7Kfu2HFK6/ZTWV9PzbFjVHR1kX3wOHnlddTVN1J3cB+1J5qoam6n8OQ58o8do6ajnarmdiqbzlC1v579R09QcewkBzu6KO5spfbKRWo7zrPvQg/H+/po6DjL0QutHO1v5eTlDo6fq+fsjV5OXzlHV/8pHk3e5vmzW3z/bIBnP/Tx/Q8DfP98kO9/uMcPP9zm4fhVrt3t4/adcwwPnWLo3nHu3j7Oo+Gr3Bu9Rd+9i3TfbOPCtTN09Z/k1MXTHL7URe2lPvK7O8nqOovmTBPZ55pRNDYgP3gQ9eGjJKSkI1akEdtzmXggBkh4+ozYsnIik+REqZKJVWoRyTVES1VES4Qgh2ixkqhEJRFxCsJjVYTpFBqtIShCSWCY6iXQqfAOUOLtr9K5OSXuPkphWNhLAJ2zpxLb3bKfAJ0Sc52bE+LTBdBtsROaERusk9hgI2edlYK1VgrWWMpZbSHEMq0wl+jOGyax1FzK1xZSvrKQ8HdzMX83F/O3XYl8sSthVp/tjONTMxGfmon4xCyOj81EOsXyoVks75vG8N62SKHjujWURVtDWbhN0IKtIbMy2RKMyZZgjDcHYbQxAIP1/hiu88NwrS+Ga3wxXu2L8Utl68+Dzo35y1yYv9QJvW8d0fvGDr2vrZn3leX/Dro/bA/hl393EY7GrvBink5zV3rx+hofXl/j+wro5q3zZ/76APTWBzB/fQDzZ2C3ORgD3ezcK9oW/pNzdDPfZkA3M0e3QAe2/xp0L5Wus6CzE/OGvZTFdom8bRXHSlvhJJzQdX0BOlvnJOydZex0lWG5Px/7e6XYDRZie7sE2zsl2N0rxv5+MXb3C7G/W4jz7QJc7hTidCcPt8EcvPal4xerJihBRZBYSZBESYhMTYhCRYhSQahKSbhKSbhKQYRaSVSymuhkLbGpycSmphCXnkZ8ZjoJmekkZmcgyc5CmpNNUk4OioICNOWVKFNz0KbnosoqQJOZS3JRIZrSIlS5haTklZCaN9OVLdetjFWSWVhBVlGFDnaVZBWXk1NaSW5ZFXnl1eSXC+MosyMplbUUVe2jqHofdUdOUFZXT8PRo5SUV1HYdIqC9h5SGpqoOtnMvvpGao81UX22naKT58g9dIR97e1UNLeRe/oU+Q37qDp8hP3NbRw820lxSwtF3R0cuniZqq4u6ts6OHyhk4bWkxzqaeFoTwunOg5w9loPpy+c5sqtDq7c72Xq8SW+/76fJ8+u8P339/nhhwmeP5/gh+8fMDl2iUvXz3H13kXuXD/D3VuNDN7ay+DAAe7d6eLa4BXab/bQdq2Tjr5WTvW30Xj5PNWX+ynr6yOvvZXs1rNIjxxC1XQcUUMjoroGUvY3INbmkDT8iFAg4PlTRPwLSdNRRHEyYmXJRMs1xCRpiZZqdE5ORUSiivAEYQsiTKQmTKQmNEZFcKSKwDAl/iFK/ILVs27up0C321uFi4cCJ3cFDu5yAXSuCqxdFFg7KWbf5yxm3+decnQzoLPRgc5awRorOWttFLrThkL+3HILKUtnLn5ZSPm7hYS/mYv5m7mYv+pA92edPtsZxydmIj4xE/EnMxF/NIvlj2axfLQzlg/MYnjPNJp3t0fy1rZwlmwLY+G2MBZuD2PB9tBXIGe8KXBWhhsDMNzgj9F6f4zW+glaI+g/ge7VN7rd6C13ERzd0hnQ2TD/a2v+59PteCRk/mfQvb89hF996cK8FZ46vQCdMFbi82+g09sQOAu6GVenPwO6bWEvpBsYNtwegaHpjCIx2hGJkVkUC3fFsmBnDMY7X4DOxOL/CrpElswMDNsIbm6JnZgl9lIW20tYbB3H17ZJmDvIha6ro+QV0Nm5yLBxlrLTXcTOyCh2RsdgHp2ARUwiFjEJWIrisYyLxyYuEYf4RJwSJbiKpTgnJOAeIiM4IJmgYAUBoXL8wxWERKsJiVESGqsgPFZJpEhJpEhOVLySGLGaWLGGOIkGkVRDbJIWkSyZeHkqCcpUxGphc0KqzSIpPRtNaSnalDyS04XFf21GLslFRWhLi1Hl5JOcV0xKXglpeWWk5pWRnl9ORkHFbOpJdnHlLOxySirJLa0ir6xaGDLWge4F8GoorNhL3ZEmyvfvp+HQYcoqakirrifn9m3yvn/K3mdTVF/oorpJAF3hyVZyDh6mVge6vBMnKaiqoaGjg+rWdqo7Oynv7iL/zBka+y9Tc6mXspMnOdzdzomL59nf3ULTpXaONNfS1HOO7stt3LrXQ/edC9x8dI6nzy7y9MlVnn8/wr9+eM4/f3jCv55N8UTsQVYAACAASURBVHzyHj1Xj9N27SS3B3voH6jn+pV87vSWc627gSt9LbRf6uT0pS6aLrZz4GIzdf3tVFztJ//iRfK6ukk/24q65SyxR44Qd+IUkfsaSKisQVbbSFj3RaKAMJ2ji6jeS5RYSYI0mRiZdhZ00RINkYkvL+8rZ8dJgiMVBIWrCAhV4heiwDdIjW+QCp8AJd7+MyWrAncfJe7eSsHNuctx3CPHfrcMWzcd6JxfgG7mje5l0G23k7PF9t9Bt9pKzhob5exZw5W604b/b6CL5SOdPtwZy/szoDON5K3t4SzZHsZC0zAWbA/DZNt/Bp3RxgCMNgQIoFvn9wrsfgp0+is9fwJ0buh964L+Uif0v7VH/xtb9L6x+d9B9972YH71pbOQzb7C478C3Yyj098QiMHGIAw2BaG/JRjDLSEYbg2dldG2MAy3hmJiGo7R9nAMTcMxNBPm5wx3RGC8IxrjHVEsMIvGZGcMxuaxs2B7GXQLLON+suMqdF3FL8Bnk8gi20QW2YlZ7CBlkYOUhbbxfG6dwA5bme6NLlGA3cyYibMMS8cEzBRyzBoysdyfg019HrYNBTg05uLSkIXLgUxcD2TgeiADtwPpuB/KIKAhA0+JHJ8gNYFhMoLCkggJkxIcJSMoWirswMbKiYyTExUvIypBSow4iRhxErESGbHiJEQSGXESGQlJchJkSiQKNRKFliRlKrKUVFQlWSiT01GlZKBNyUaemom8KB91STHK7Dy0ufkk5xaSmlsym3qSXlBGRkHZLOxeAK9aV8ruJbdsL3k6V5dfXkN+eY2uUVFN7eEjlNXVUXfoEIWlleQcP03O99Mo+YGCfz6jYWSY2nMtVDW3UnTyHDmNh6hpb6fsTCuFh09QcaqNqt4eys6do+7yJXJPn6as5RwNPT1Ud3dRcvY0+84ep/FiB3UX2jh0vpnKw+Wc6GvjfP8Zrt7qoONaDy3XjnLvYQvPn13l2dO7PHs8zOMn13jyeIAfnj7k2t0ujrYX0331JH33ztF9qYb+nlr6eivp6iyg9VwhLS1FNJ3IoeFYPhVNZZS0HaRyoI+Mrgukt3cjPnOW2NNniG44gvzASaLL9hJYXknwwaOEnGxDdOEqYdWHCJZqiZRqiE3SgU6iJVIsXIELT1S+iGISqQmO0RAYqSQoQk5gmFIHOhW+gUK3VXByKl0DQom7t4rdnipcPZQ479EllbjJsXGVY+WiwMpJjpXji7ESC3s5O18qXbfbythsI2OjdRLrbZJYbytnrbWC1dYvQLdyBnSWAuS+NZfylYWUL62k/M1Swl8tJPzFQswX5ol8YZ7I5zvj+XSHDnI7Yvl4Rwwf7ojhA7MY3jcT8un+sCOad02jeNs0giWm4SwyDWfBy2XrlhAWbglhgW5weMHmYEw2BWKyMQDjGdit95+dszNZE4DJmoCXYOeDwUpP9FZ4or98DwYzWrYHg6UuGC11wHCpHfpLZ0Bnimfizzk60xB+9ZUz81boLu7oQDdnpdCMmPMTzYj5GwLR2/DvoDP4CdAZbA3BeHs4hjqHZ2gqAG9m7EQYMxFAZ/IjRzejnwWddaIAOesfgc5eygIHKUb2CXxoFccmaylWdlKs7BOxstc1JZwk2Domsd09Cbu2KnY8LsRsPJsdk7mYTRVgM5GL62g2LuO5OI3l4jiSg8NILo5j2fhNZhN4IpNAdQph6ZkEZ2QSnJlOeHYG4dmphGcnE5mTQkxOKrF5KcTmJyMqTCauMJmEwhTEhSlIi1KRFacjL8lAUZqBojQTRUk2ytIclJU5aA4VoK0sQlNZRHpFBakVFSRXV6IqKkKZnYcmJx9tTgEpOTP7sSWk5ZeSnl9KRqEAuxfAqyS7WJi5yymtJrdsL/nlNboVshryy6vJLa2g/sgxiqurqTt0kOKyanJPnKHw+TPS+CcFPzyjeuQ+Na3nqG5ppfDkWXIaD7C3vZXiU82UnG6hpK2L4q52Kq5epKqtk5IzZ8k/e5bajk7K285R3ttO0ekj7L/Uyb6zTRw+f4aq5sOcvdrJ2c5Geq6cpaW/naaLB+i90sD3T/qZmu5j+nEPk4/PMj3dwdOnNxievsrxjhrOtBXTffUoPTdb6eyqo/tCOW2duTS3FHLyVCEHDmdQ25hCeV0qWZWp5B6upfhSH9q2XuLbexCdbkF09AQR1fsRHThCYGk1QflVxJRXsychDv9YJZGSFCKTtEQlJRMj0RKVqCE8QUlEgpKweCUhcWpCRIKCYjQERqoJiFAREKrCL0SJb5ASnwDVrJPz8lPh7q1kj5eCPZ4q3NyVuHoocdojx8FNiZ2rAhtXBdYuSqycFFg5/sjR2Saxw1aGqU0SW62ThGM4VlLWWUuF2HQbBd9ZK1hjq2SVlZyVlkkst5Cw1FwyC7p/WEj5u5WUv1iIZ/WFeSJ/3hXPZztEPw86s2je3RHNO6ZRvGUaweLtYZjo3JzJthnQBbNgc9BLkAvCWAe5l0Fnst4fk3X+GK8N+JGr88FglZA0/AJ0uzFY5obBMmeMljphsNQB/W9s0f/Wlv/57H8FXTC//sqZ+SvdX4KdB3NXejBntRdz13gzf40P89f6MH+d3/9voDM0jZgdLzExi2bBj0BnZB6L8cxcncX/AjproYSdAd1iOzGL7cQY2ydi4JjIO7YJfGcnx8JehpW9GAv7RKxmnJ2jlF1uUizTtVi3ZGLdnIptczq2Z9OxbU3Hri0d+7YM7FszsW/NxOFcFs6tuXiey8MlV4WHSIZ3rArfOC1+CRoCElQEJCgIFCsJkagJTVIRKlcSJlMSqVASqVQSpVIRo9YQo9EQo9USm5yMKCWF+NRUEtLSSUzLQpydSVJlFpLMTKRZOSiyc1Fm56LKykWdlYsq62XQFb2aUJxfSnp+GRmvgK5cV8ZWzTq7PB3o8sqqyS4po/bgYarq6qneX0/twYOUlu+joLKBgotXqJx4zJGJaWraO6g6epyq5nMUnjhD/oFG6trPUnr6NPtaWqnvuMDe9jaqujtovNBHVcs5Cs+eobKzlb0XOig6dojyc6epaztNffspTvR3caT/PEc6j9DWeYCL1zo52n2Sk5eO0XVhH4M3TvN46gpPHl9maqqNx1PneTx9icmnN+i9c5EDLaWcaimks/cYPVda6ehr4lxPI6e76jnV0cCRc/vY21JN8Ykqcg5UI68qIvVgA8kXrxLR1oOotZP4IyeIPngY/+q9iPYfIjyvnPCSSqL2NeKdqCYyUUNEkpZQmZboRA2RCWrC41WEJKgJi1MRLNK8kA50/hEq/GcbEEp8/FWz73JefoKb2+OlENycu0oHOl1SiasSGxclNk5C2TrbcdUNCu+wlWNqKxfuuOpAt2EGdNYy1lgrWW2lYJWtipXWSlZYKFi6S8q3u6R8ay7jG3MZX1lI+Iu1mM8t4vncIp6/WIj5864EPt0h4lOzaD7dEcMnZrF8bBbLR2YC5D4wi+F9XeKwkDocxRumESzaHo7xtlCMt4dgbBrCwm1C2Wr0CugCMd4QiNG6QAw3BGG4IQijDcIqmMn6QIzXBmC0yhejlb4Yf+eP0WpfDFZ5CeXrcvcXoFvuqgOdMwbf/h9A9972QH71lSNzV+wWtHyPDnjuzFvtyfy13sxf9zLo/P5j6fqToNuiA91MKfszoFuwM5ZF5nEssIh70ZywiMPEXCSAzSphdun/5YHhnwLdIjsxC+yEjLolNgl8aidms6MMC3spFg4JWDkmzHZg7Z1l7LBPYFNAFJtDQtgeEMr2oDC2h0ZgGhmFaUQUZhHR7IqIwSo6HpvYeCyiwnAMjsU3VI1viJLAEDUhIWrCw1VEhCuIiFQQEa0gIkZBhEhBZJyCmHglsfEqRAka4hK1xIu1xEuSSZCmkJiUikQmSCpPI0mbjrIgA5kqDaU2E2VKJuq0bEEZOagyc1Fn56HJFhKKZ1KK/1MZ++q7nQC7nFKhK5tdUk5N40Gq6hsoraml7vARiqqqKdalFxftrWPf4SMcPnmKqpo6mlraOdrezeH2Nk6ca6b78iWaL/Zxvm+ACzdu0nnzCl1Xr9N56w5ne/to7r1I8+VLNHV20HS+k5qWUzR0nuXg+TbO9vVyoOUER84epOdyO+397Zzob+Zg+0EOn9rL6XMN3BjsYXLyOs+nL/Fs+iJPxq/wr6kbnL92nsbucxw4U83hUwUcbq3hRPdBTnYfpqmjkQMtddQ311PeUk92016SGyrIaDmMunYvsfv3EtPfS1RnDwmt51AeO0pK03HUtY1kNJ0iqLAUv7xSRHtr8U5U4RknwyNehl+0DJ+IJDyiFfjEqoVghxiNkCAcqyUwSkVAhBK/cCV+oSr8glX4BWvwDdLg7a9+pQHh7q1it5caFw8Nzh5qHPfMbEIosXEWSlZBCizslezSydRWwTY7JVtt5Wy2kbPBWs56axnrrWSss5KzfpeCdVuT+M5cxQpLDUvNFCzdqeDbnXK+3ZXEUnMZ/zCX8BfLOP68S8Tnu+L4285Evtgaxycbo/h4cyyfb4jl4+1xfGAWz0c74vjQVMQH22L5YGss728R8c42EYu3xbJoq4gFWyIx2RTMgnXBLFoXhsn6cAw2hKK3KRTj9aEsWB+KydpgjFcHsXBVIPPWBTFvfRAGawPQW+WHyepAFi71Y+FXPpgs88XoOz9h11WXMvyKo3sJdIZLHTH41g6DpXb84vMdeIp/puv6vmkQv/6H0wvQrdjNvJV7BK1yR2+tl04+zFvrw9y1PuhtCJhtSBhsDMJgc/B/BJ3h1tBZ0BluDcVwWzhGpuEYmUZgvOPFLN2CnTEs3BnLQnMBbMa7YjAxF7HQIk5INbEQYLfAIk63+C+A7uWYpiU2iSzWgW6JvYRFdmIW2grf/2Adz1J7CWYOSa+AztZBwg5HMVY5WZj3ZrG1V43ZhVR29aRieSEN2/NpOHRn4HwhC5cLWbj2ZON6IRPfrnT25CbjGqzCI1SOZ4Qc7yg5vlFy/CKTCIhKIihGRnCsnFCRjOC4JEIT5EQnqIhN0BArViOSaBFJtcQnJZMgSyFRkUKiIhmxIgVJciqygjSS1MnIk9ORJ6ejSslElZaFMj0bZUYOyswc1FnC3YmZ2xOvxLK/klZc9qM3O0FZxWXsPXCIirr95JWXUXf4ECV7qyiv2UtNfT0HDh+h6cRxOjvaOdPcQntHF30Dt+keuEnHtct0Xuziys0Buq9dof/6Ta7cHaTnzjX6rt+k9/Zteq4N0HPrBt03r9F76zqd169y/tpVeu/e5sKNqwxc6ae/t5trA/2c7W2jfeA8J883U3esjoMtR2jqP0v5yWqOnKmj98IpLvQd5+bgOS5fOkrFgTxKj9RxqK+Nhr4z1J8/Sl3HUfZ3HKO2vYnqlqNUnDlG3qkjaA/Vo2qsJbGuAvWZU0j37SO5oY6qvn4qevrYf6GPQ82dnGjvpeFUG/Ud3aTv3U9ibjHK+kayj5yg+NAZKhuaKTxwBu2RM8TVHsI3IYWQMAWh0WqCYrUERKrwD1cKV7504yR+wRp8A2ZAJ5St7j4q3L3U7PbU4OKhxslDjcMeFfZuauxchd1WK8cXegV0dgLottgp2WSrYIONDnQ2MtZZJrHUOZEvE9L4IlzFB66xfOiWwB/3iPloj4QP3MS86xzPu64JvOMSz1vOcbzhGsdCVxGL/WUsDFdjFKFkcYQGI/c49J2iMHCKwcApGj3HKPRsIjCyjmKuUyxznETMsY/hdbsIXncMYa6/mN+FJvLb8Fh+GxjN72x8ed3Cj9etAnndOpjfm4fx2pZAXjML5nXLYF63DOT3O/14fYcvc21DMQiSM98qHL1lnq/cjNBbtge9Zbt1oHPDYJkLRkudMVrqKLzTzTi6nwXdjp8Gnd4qd/RWe6C3xgv9td7or/VFb50v8zf4ob8xCP2NQRhsCsZwc/B/BboZmWyPwMQ0AmPTCEzMIlmwc8bN6RydRRyLrOJfgdkCizgWWyXwhq1YeIuznpmfSxTGS14C3SKd3rCXsMRewmJ7CW/aSXnbNoFPbePY6iDD3F6MlX08VvaJ2NhL2OEQj1NTKaZTZayfyGLLeAZbxzPZMZGN+XgWFuNZWI5nYzWejfV4DtbjObiNlLLnWDGu8jSCFOkEK9MJVmUQoskiRJ1FqDqLcE02EdpsIlIyicrIJlydQnCsnKg4FVGJSqIkKqKlWmKTkhHJUohTpBCnSCZOkUyCNgVxfgqJai3S5DSStGkokjNQ6G7DylIzUaRnC84uMx91Zv5PAu9lh/fKm11xxSzkKuvrya8op7pmH83HT3L84GGajx+ns/UsfRfOc/3aFfovX+LK9WtcuXadgdtD9Fy7xcXBm/TfuMzNezfpu3mVgdt3uHb/Ppfu3qb/9m0u3Rvk4s3r9A3e5vLgHfrvD3Lx1g1u3Bnkxr179N+8yq2hG9x5eI/BRyNcHbnLxbtX6L7cQ/9APzcGb9HX309XdyvHzx7hUGcLte2nKaktI780j8yKHPKqcyhoLKaypZa9zTXsPVPD3uY6alrqqTnTQOXxekqbGik4tJ+8xv1kHz9MSfMpDp/vpv7IYU6eOM6FK9c403eVU31XaL54ieaePppbOznfe4mjR49TVlxCVUUldbV11NU1UFPfSMX+BooPnyDt2Bn85Gn4RigIjNYIgNMlCPvqRkp8g7T4BGjw9tfg5asW3ua8VOz2VOLqrsJ5jwondzUOu9XYu2mElS9nYXbuxaDwC9DtsFVgaqtkq62KTbZKNs7AzlbOWuskvtkj5ZvkfP6SmsMnsUo+F2n5c4yWT2PUfBQl593QRN6NlPNWuJIl4XIWh8tYEJnEAk0ahvnZ6OWnYVSYxUKxDJOweEwiEjEJS2BBaCKLPaN5yy0K4yAxJr6JGHnGY+gdh35YIgbaFOZnpKKfokYvVYNRSAwLAmNYEBSFSVAkxv4xGDiFs9g+giX2YSxyCGaxQwhv2ARj5BfLQk0GBi7RGCz3wvg7Xwy/80Z/pRcGKzwwWOGO4Yo9GK5ww3C5G8bLXDBe5oTRMnuMltnzyz+b4SXO/jnQBfLrfzgwZ7kLc5a5MGf5C9Dpr/YUtNab+Wu90Fvng956P/Q2+qO30R+DTQEvSShhDTcL8HulA7stDINtoRhuD8NQ1301Mg3XgS7qJcWwyDzuFec2W7paCe9xi6xewG+BuegF8HRabC2AbomdRJC9hDfsJLxpl8j71jGss5dgbi/G0j4BSzsx1vYSLKwTMY/QYJqbxZZ8Lab5SsyLtFiUpAgq1mBZrMWyRItVWTLW5WnYFWVhJZbjEJyIR5AYr0AxXkESvEKk+IQl4Rsu0zk7Gf5RUgIkCiKT0wmIkxMepyQyQUmkRCXMYyVpiZUlI5InI1JoEcm1xGuSSchLJl6lQZycikSbNnsEe0aK1EyU6TmoMvJ+EnY/dnbpBaWkFZaSXlRGRlEZVQcOUbW/gaKyCvbV1dF05CgX2jvpbT9P/4Vubly+xN1bt7g2MMD1mze4cfsOd+4PcePufQbu3uPW0H1u37vJ3QeD3Bq+y7Xbt7j98AE3HgxxY2iIGw+GGRgcZOD+XW4M3efGg2FuDt1lcFj4vzuPBrn/fIq7z6a4PTXJrYlHDNy/ybXBG9wbvsetmze5duUqN65eoX/gEpce3uPy5CPOXDzP8TOnaTjcSGVjJaX7CyitzaSsLo3S2lRK96VRXpdFzf48Duwv4nBtEQer8jm0t4RDjfvo6DrL5e4LdF/o5vSxI7QcP0n/7Tu0Xb9G28AALVcu0zlwlc7ePjr6L3Ghp5fzTc10t7TT3NrOqbYujrd20njgFPn1x1CdbcZDkYFfiBKPKC2eERr8ggU35xukxjdQi0+AFm9/jdBt9VYKoPNQ4equxHm3EqfdKhzdVDi4CqCzdlEJTs5Bgbm9kl12Snbaqdhpp2K7jZKt1ko22yjZaKM7Um2tu+FqLWOtuZzPtofxp1gZfypO5b1CFW/nqVmYr8SkWMnCMg2GBUr08jQYZqsxyFVjUKBibl4Sr2WJeS1TxmvZCuYVqtErVKNfoMYgV4ZRfgpGcRJ+7+rHfFEiv48W8bvIGH4fFcNrMZH8MjqM1/zD+JWNL3PSlOjnKDFKV2OQIUE/MwqDzHgW58rQd3fjt2ts+N363fxukzvz13mhv9yDOf9wQ2+5F8arfHXyxnClF0YrPDBe6Y7RCneMlu3BaKkAOePlDhgvd8BkhSO//mIXnj8LOtMAfvml3Sugm7tiN/NX7kH/Ow/0v/NEb40X89d4MX+tN3rrfNFb78v89b7ob/TX6b8A3UtDxC9AF8GCnVGYmEXqFM3CXUK5aqJLNJkB3ULdCtgCHfxmNNt1fWUHNoHFtmIWzwwP20l4wy6R96xjWGsvxswuEXPbBCxsxVjZS7CxT8HSRsNOy0TMreOwtknAzk6Cg0OSIEcJjk5SnJykOLlIcHUR4+Eaj6dPEl5BCrxD5PgGK/APURAQKkg4pCMX4tajFYSIVURqUggQyQiNUxEeryQiUUmURP0S7LTEyjWIZFpEKi0JecnEKdUkanRHsLWpJCWnI9OmzYJOkZqFIjUHZXruLPA0mfk/cnYzsCshPb+YrMIyag8epbxmP2XFFTQ1HKHzdAuXzl9g8PoNbl8d4Na1AYYGB7l39y63bt3mzt373B1+wO37Q9wZHmLw0TB3h+9zb3iQR+MPuPPgLrfu3+Xu6Ah3Rh5x+8Ewgw8fcntomFtDQ1y/e49b94cYfHCfOyNDDD64zfDEAx49f8rQ4wmGpscYmhhl8OEQw6MPuHPvDrfu3OTO4C3u37jF/Ws3uXnrFpfv3eLy8B16+3vpv3CeC+3NnDt1hBNH6jh7qpGOs0dpP9tEZ/tJ+rqa6T19lLaD+2g7tI/zTY30HT/IpQP1DLQ109vZTseZNo4caOJE/XH6r96ms2+Anp4Buq/e4PzNm7RfvMSFlk66ao7SXtxA/+F2LrT00dozwLEL/dS2dpG+9wCS46fwS8rBK0iFV7hW5+TU+AZpXrg5P7UOdCpdt1WF6x4Fzm5KnNwE0Nm7qLF1VWPtqsJSB7pd9kp22v4YdAo2WcvZaC1nvY2cNdYy1ljLWG0tY7WVmJW7Evlqp4TPdsXxgVUYnwRJ+CReyYcxUj4SyfgwSsJHMVI+jJHyQbSU92Kl/CFWwnvREv4YJeO96CTeipOzKDgOY8cA3k9N453sDBZlJLM4VcMirYrFWVrey0rl/cxU3s1O493sVBbHSdFzjcEwRoJReDRGoSKMQuMxDI1lTmAo80IjmBcUyu/8Q9H3i2JBQCxGvvHorfHina89WLjCG6NVPhiv8sFopRdGK70wXO6O4fI9GC7fowOdM8bL/0+ge8YH2/345Ve2/xF0Bqs9MVjthd4a3VvdOm/01vnMgk5wc4E6wIVgtCVUkK50nfn5AnShGJqGCaDbGc6CnZEvgU4YIl5oIcLEPFYXvinCxDyGhZYiAWI/03V9WW/aSXjTTsIbdlLetJOy2DaBj+wTWO+QhJmdGHNbMRZ2YiztJVjZKbBxkGPjlIidUwKOzlKcXeW47lHqpMDNXcFuDyXuXko8vBV4+8jx9JPjEagQjukEC4OhM/IPlRMQKiMwXC6sASUqCVOlEBgrJ1SkJixeRXiCikixSlfCaojR3R2ITdIQo9KQkJeMSK4kQZVMolqAnVQrlLEv3F2m7thO9uwJxRng/Zu7y8wnM7eI/fWHOHzkOE1HT9DV3sX1q9cYujvIyPAQEw8f8vDePR7dv8+DofsMDd3n/tAQI6MT3Bt+wN0HDxkeHWV49BFDIw94NPaI4Uf3GXp0j+HRRwyPjzM8Psbw6CgPxscYGh1haHSEu8PD3H/4kOHRR9ybeMDw+DD3Ru8zPDXC/dEh7o8MMTQ6xOjUKKPjIww/GubByAMePRzmwfAwg0P3uTc5xq3pMa48GOTW4E16OtvpOnOSntZTXOo6x/VLPdy9foW7twa4fe8a9+5d40ZvO10Harl4qJaegzX0Hq7hytFaemuLOXewkarDpyk7cIq81Eoy1eVUt/dS19rNud4rnL14kfaLlxhov0Fj3WmqShtpOdjM+dYLnL80wPFz56k7eZbKxhMEpuYT3nAMn6Q8vHyV+Ael4heUgk9gMl7+Gjz91Hj6qfHw0eXOeWpwdVfhskeBk5tyNjLd1lmFrYsKa2clFg5Cl3WnvQIzWwVmNkrMbJVss1aw1VrBZis5m6yFZsRaaxlrbGSstpLyD5dYlkYnszwqh6UhqXwVpuLLSC2fadL5uCqf90uyeb80h0+0afw1SsGfY1R8HqPmkygVH4XIeNcznj9FJPNelJY/RKj5Y6iGd2O0vJOdzsJ9GcyrS2NBeRbvqFN4J0rKH6KVvB2j5V1RKouC1Mx3S+DNcBXvBEl5I1jJ4iAJJoGRLElXsag0FcPiNBaW5LAkNp7FvhEsCophkWckb3rGscg2EuOV3pis8sF4lTdGKz0xWu6OwdLdGC7bjcmK3bqy1WUWdv8V6N7f5suvvrRm7nKnV0A3b+Ue5q9017k6D/S+80RvtRd6azyZv9aL+eu80d/gi/5GP52jC8ZgUxBGm0Mw2hyig14IxluCMdwUjN6GIPQ3+qK/zR/97WHom4ZjZBaOiVk4JjsjMNkpuLuFFjEstIrFxEII3lxoGcsCi2gWWopYYv0ToLNJZLHNz4PuDTspS+wS+dhJwnoHGTvsxOy0F7PLToyFvQQLBwlWThIsnROxchLrjugocNytxHGPsJYjnEdU4eqpxs1bN+zpq8AjQMgV8wlU6m5MKPANluMXItcBT0FAuBw/sYJQVTIBUXIhvidORVi8kohEFRFiAXjRujjuGKmaGJWahFwtMTIF8UoNcUotiapkwdnNAC85naTkDGTJL8Mu5wXw0vNQZ+ahzcwjKyOTqrIyTjY10d7aSk/XBW5du8nw8DCjY6NMTIwxPvaI8bERxkYeMTk+9aEZYwAAIABJREFUxsNHD3g48ojRiQlGxicZHhlhdHKKkYlJHoyO8mhijIejIww9uM/wyDCPxkcYnRhlZGKM0ckJxqYmeDQ+xsjkBMNjI4xMjTE+Ncaj6VFGp0Z4NP6AkakHPBofYmzyEeNTI4xPjzI+Ocb45BgTk2NMTowxOT7OyNgYD59MMTgxytWBAQZ6+rh7+zY3L/Zy90IHd/s6GB64xIOBfkZuDPBo+C7Do0OMP7zP7baTXDxQTmd9AR11eXQ2lHK8IIvsGCnhKUW45TTglnIIs+B07OMySWk7z/7OXo519nKq9QJN9edQZTfiFpJGRGwaRZkVHKk7yoEjTRw4fJzSin1IS2qwl2UTevAUbkl57PFR4hWYjMdLx2+ES19q3LxUL6UIy4UhYVcldi7ClS9bJwVWjjIs7eVY2MnZZatgp42CnTZKdtgq2WYlgG7Tj0C32kbGKusk/uEo4+/eWv7qpeELdylfuIv51EXMH32S+DBGzXvhct6NUvFuoII/uMTxjls877gl8LZrPG86ilhsFcXb9vG8YR/HWw7xvOWUyEK7OIx8EpkXmshvQ+KYFyTB0E3MHOsI5tpG8bpNNHPsoplnE83ru8KZaxXBPKtw5lhG8LpVKK9b+WPoFoGBVyzzPaPQ941hjm0gv7fw5XeWvrxu6cvvzb2Zt9UL4++8MFntjfEqT4xWeWC0wh3DZXswWr4HkxV7MF7uivHyGdA5/hege/qMD7b78JuvrJm33InXl7rw+jJX5i53Y94KofM6f5W78F73nQf6azzRW+P+wtlt8EFvg/Bmp78xEP2NgbMlrAA9QfN3BfGaSzCvuQXw+q4g5m2LwNA0DGOzMIzNdM5uVwQLdkWyyDyaRVYxLLCMZoFlNAt1vy+0jGWxdRwLLYXSdkYz4yVCg+KF3rCd2XuV8IathMW2CfzRUcw6hyR22EnY4aCDnb0EC0cpVk5J2DjKsHFMws5Zjr2zAgdXBY5uMpz3KF4cvPYULjXt8VEJoPNX4u2vwDtAgU+gAt/AGdAp8AsRJuMDwhT4SlSEqFIIjJQJoBOpCI3TXYqKF3YlhTJWBzylmrhcDTEyOXEKNfEKNQkKDYk6dyfWOTyJJg2pJp0k7UvAS8lGqStnlRk5qNIyKc3Lobe1meuXerlxpZ/7d+4w8uAhE6NjPJ6c5PHUBNOT40xPjjM5McbU1AQjY48YnRzn4fgYY1NTjE9NMzb9mLHJaUYmJhiZGGd0YpyxyXHGJsYYnxpncnqC8alxRqfGmHg8wfj0BFNPphibHmfiyQSTjycYezzK2MQjRsYeMPFkjInpUaaeTjD1ZJKpqXEmp8aZnp7g8fQEj6cmePrsCaPTk9yZHuPy/dtcOd/LnSvXGejp4+GNW/SfPMP5skpaioo4W1LElUMHedQ/wKP7w4wN3uNG6zGOlSZzsCCF2oxUqlQZpIYoiHRNxMxOxJeJJfxdW8/WguNsD8/FTpRHxLnzxJ7rJPlcLxG1LVhk1rNauw+zlP3sydhPbPFhZFWHSCypIyG/Bu/UYjwLatkpzSLg0GlcxNm4e8rx9NPgEaDB3V/Nbj81br4aXL3VuHiqhb3WPQoc3IQD1Q7OSuwcFdjqxkosdOGau3Ruboetku02CrZYydmsK1s36EpXAXRyVtko+M5KwUpzOUt3JvGtmYxluxR8a5bEN2ZJfL0jia+2S/jSVMJfd0n5fJeET80S+WRHAn/aEc/HpnH8cbuIj7fF8sl2EZ9sF/GnrSI+2izivQ2xvL02mrfXiXh3QzxvbRSxZEMsizdGsWRTJIs2hLN4YwSLNoRhvDoI47XBGK8JwnhtKAvWh7FwlS8Ll3myeLkvC5d7s/A7Xxau9sF4tTdG33lhsGoPBt/twWi1B8arPTH+zkMAne59znilOwtWumOywlUnZ0xWOGKy3IFf/Wwz4ukzPtjmzW++smLeMifmLHdm7gpXwdHpQCc0JoS3Ov01nuit88BgvQ9667yZt86LeS+91xm8DLqNwRhsCmH+mgD0E+P57XAurw1lYhCfgN66IBZsD/030JnsjGChhQ5uFlEssIhioVU0Cy1jhPsR1iIBdDo3t3B2ju6FZhoSb9pKhFOItjOgi+ePDomsd0xih52Y7Y5idjjoQGcvxdIpCWsHKTaOScKxa2eFkEDsKpxGFC6GCcBz9VTi5qVit4+cPb5yPH0VePkr8A6QCfdgdY7OP0RBQLCSwBAV3mIVwapUgiJ0+7CxakJiVYSKVITFCWXsjLOLkqiJUqiJy1ETnSQjVqEmXi4oQaEhQakhUaVFrE5BrEp95WZsUnImspRMwd2lZ5OUkk5abgFH6vdzpbOD4ZvXGbl/j8nRUR5PTfN4+jGPp6Z5MjXJk2lBkxOCmxrXubPxqUkmp58wMfWY8clpJqefMD45xfjkBOOTk0xMTTAxPc7E9DjTT6eZejLF+NQ4U0+nePzsMY+fTTP1RADe1NNJJnVwG5t8xPSzSZ48n+bxsymePpnm6eMpnSZ59niS588e82jwPu2nmunq6uT6nVtc673Eta5eBs730tl0htNnO8mNSyNzt4iqCC0Hkwo4U1rLpZZWhnr66WlqIlOqJt5XQpinAi9XBW62aiytktlol8LHtlK+TqpgXc5hNucd59vgIv4eXcjK0x38/dg5lmhqWRxbxp+U1XyrqGOFqoYNijLcc2sJqTlCQEUjNgVV2CWX4JffyC55Hh4HTuIsysbVXY67n0Y4Y+itxNVLhYunCmePl9a9XBTYuCiwcpazy1HGLkcZOx0VbLeXsc1exhZ7GZttFWy0VbDZVslmayUbrZWs13Va19vKWWslZ7WNglU2SlZZC1puqeRbcznfWMj4ZpeML81lfGGZxBcWUv5sIeUzcwmfWUj41FzMxzvj+dOuRD7ZKQDvT6ZxfLL9hf60LYEPtiXw7tZ43toax9tb43l7azxvbBGxZGsMS7ZGs2RrFEu2RLJgUxjGG0IwWR+K8boQjNaHYLIhDOMNoRitC8FoXTAmawNYuN6fhev9MFnvi9E6HwzXemK41hPjNZ6YvAQ645WCqzNe4T5buposd8FkhTPGKxyFruvnO/BO/LnSdbsXv/rSkrlLHZiz1JE5y5yZs8yFectdmb/CjfkrdjN/5W70V+1B/zt39NZ4YLDOG/113sxf6828dcJAsf4GP/Q3+AtHMNYHYrQuCKP1ocxb7cMcRRy/eV7E757kYygVYbAm4P/j7C7Do7zXvt8/+3j2s59nSVeLxDOZSYC2UAXaQrsqWBIkhLjPZHySibu7jVs8JLi7OxRaKqstVKFu1AWLJ/S+v/vFNQS61r167Hu/+B0zybz/HOf5/5/XdRIYW4N/UiWipCpEyVUEpFQTkFyNRFqHRFZPgLQOsRs7oaJrJEjZhFguDBWLU5uRSBsJSjUiSW1mhtRAoKIFkcqASG0iSG0RHvCfaGcNzFEZidBaSVYbidcZSdSaSFGZhEsJrRWFOwJ2DuF163phNaIuyz6BnT7XSUa+i8wCO9mFdnKLnOQVOcgvsQvYldspLHdSVOGktNxFabmTPKOLclcXpdVWKupaqWhopbKxlaomF9XNwvOStUZh30CtyUWdo5WW9e00WR00OlppsbfRYm/D4GjH4GjH6OzA1CrsoDC39mBp7cHU3oepsxdHTy/O9j7a7O1sXLOBE4ePc/nCBX74/DNu/PgjQ9dvMDI0xPDwsADd0BDDQ4OMDA0yMjTAUL9QUfUP3GBwaJDB4WE3bkMMDA27wRukf3CIwaEhBocGGRgcYHBogOHRYYZHhhkYGmRkbISR0RFGRocZGh4Svo+NMDw6xMjoIIPD/QyPDDIyNsTY2BDjo8PcGhuB327xn7fGGLxxlS8/ucylf/yDt04c56NPP+LSt1f49J33+PDtdzh36jQnD56iq3MH9j3nqCjupEVpwZXRSndRK2tNa1hvWYuxooPywm5UShvRSgurtA6iVZ3Eq3qJVfWxMK2LR7QOZpt28WjrER7qPo5/aS/Tazcx//jbzO05xQvtJ1mw9iSL155h+erTqPpOYTjzFh0X3qH1xX+Qu/0guvW70XfvoWjjUaTmtZQcPIeufRvq6k7U1V2oqzvRVvegKO1BWrwGeUUfirIeZKU9JJX3kFDaQ2xJDzHFPcQW9RCd301MfhdReV1E53QTk91DhNrJyiQzK1OshCvshMltrFQ4WCF3CM+1yp0slbtYqnARIm9lcaqDhTI7C6Q2FqQ4eE7mZL7cztOpVp6WWpgvtTAvxcxTSU08kdDIozF1zIyt5v6YOqbH1DE9tpag2CokMVUExNQgiq0mMKaR6TGNzIhpRpRkwDe+HlF0DZJI4XzeN6aGoJWNeIcW47GigGlRlQRG1CKOqEa8qoKAleVIVgrISVYVExBeiGhlAaKwfERh+QSE5SNekU/AsrwJ5EShWe5kIgrRExAiXEiIg3WIgrXc81TyH0P3cFwef31OhscSNVMXa/Fcko7nknS8gvV4h2TgE5p5J8uy8V2We9flxO2xE+E21ndVEf6rhE0/PhGliCLKCAwrwD+7koANDiRrzQTkFCNZVUBgTDl+SRX4J1YiSqpEklRFYHI1QdJaJNJ6xCm1iGX1QlLrmSZvYkaqicBUIyKpG7mUWqZJDQQktxCYZCAwtQ5/dT2BihaCNCYC1UamKQ1MVxq4X97CY/IWliiaSVY1E68zkqAxkqw0IlWakKst7gU6AnS3d8Cq9bY7S6+zhcpOn2tHn+cgI99OZoGdnEIHuUUO8optFJTaKCyzUVAubHoqKXNRWnYHupLb0NW3UtXYSlWji+omFzXNLmpbhO1RNQYXtfZWGvpcNBgs1Fvt7t0Twt6J27snTM470JlbezC3r8Hc1YvZ2Y6p2c46Vzendh3g/Zf/wZXLl7n67bfc/PkXhm/0MzowzMigG7rhIYaHBxkeHGB4QGgXhwb7GRy4yfDQIENDQwyNjDE4PMrA4BD9gwJ8A0Mjwm/uDA8PMzo6ysjICCMjI4yPjzM6Our+3yhjY2OMj48xNjbCyOgQQ8MDjIwMMeYG7rfxUfiPW4yPDPHtF5/y8XsX+fDiG3xw8XXO7N7KqRfPse+jT9h54Cgnjr/I7n3HaG3fgqPvKNlNW6jafI6cnC70ajvqdBdZ6e1oFVYSUy3EaFtZpnEQonUQqm9jSXo7C3RtPKlzMVNrJ1BtY7LaisS0k1mdB3i8+whz6nYzo2kXD2w9y6x9bzFrzwVm7H6NmVtOsar3BIaX36X7g0/ofv0SlqOvotl6CNn6/Wg7d1Gw4QiJdZ3k9+wne9tR0jYfQrdhP5q1+1DvPk/q/neQrT2Kdt1hVGsPoVx7hNQ1h5H1HSal7wjJfUeJX32E+J4jxPccJq7zMNGdhwnedIy/7zvD4s79hCqsrJTbWKFwslxuZ1mqndBUB6GpLkJTXQTLW1nkhu4FqY0FKRaek1t5OtXK/DgjT8QZmRvTwpzoFh6LrOKBmDwkfS6mnuli0sl2Jp3t4L5zvUw6s4Z7T61m0ot9eO/pZqqiCnFUDX7JLXim2/FXm/FNqUec0oBvehPeqko8IovxNZrxL6/GL7wASWQdAZGViCPKCVhVimRV6QR0QjVXQEDYXXGf0YmX5iIKycE/JFNALjQDUWiG+3wuDXGwkHvnSSkwrfv30D3khs4zWIPnEi2eS3T/HrqlWe75uly8VwhjJxMJL8AnvAC/8AI8I3P5a1Ie98Xl4RmTj1d4Dn8NSeOvKzKYHFOAKKYI/5gifONK8YkvwyeuFO/YUvziyxFLawlIqUOUUkOA9A52QbImHkwwI5HWMUmTzxRVBb6yGkTyZiZrapmibsBP0Yi/sg5/TS0+unr8tY1MV7cwQ2lAJKvFJ7WBeXWdLM9uJkZpIF5tJFlhQKoQRk1kKjOpamHkRD6xSOeuPbDuyi49R4iAnYNsN3Y5hXbyi4WqLr/MTn6Zk5KSVkpKXOS0uCh1dFFcaaOsupXyGuF9ZZUNrcKZXaNLeFljcyvVzS6qrS7qV7uob7ZQb3HQcNfr2O9etGNydmJxdgnbqdq7aTI5qCxppt3o4uj23bx65CSfvPkO317+mKtfXeHGt98z+NOvjF3vZ6x/iNEBoaIbGRpkeGiA4cFBoaIbuMnw4ABDAwMMDQwyODjMwMAwgwPDDA6OMOTO8PDwBGwjIyOMjY0xOjrK2OgYt8ZvMTY25gZunPHxMcbHRhkdHmJsdITR0RFGR0cZHxuDW7/xn+O3uPbzz1x6+wJvnT/Lpbde59Lrr3J+/x52Ol24+vaSvvoghX27aXTtwNZ7kCLnVrS169C5DhHcuImlW07ySLaVMIUDXcYGlNo+opQdhKraWaDtZp6+h8cyunlA28Y0nYuAdCfiDAfTs9oJ0jnxlLYw3bCdeV3Hebr3FDPXHiVw6zGmHXoVyYF/4L/vPNM2nyam9SiZzdsxHbuA5eJnFJy7gPboOdI2HSJv9QHSnDvJ3HSUmCwTCToD0mwbUr2F2NI2Ut77mPBvfyaibh3hikailM3EKJqJUjQSIa9jVWoTK1MtrJAaWSYzESozE5JiJjiumWdNW3ju1g2e//VHQnK6WCmzEaZwsjzVyTKZkxCpkxCpgyUpdhbLHCxJdbJI5mSR1MHzUitPJ7fwaHYLD3StRrKml8C+XoJ6+5jR00HQOgv3XlnP/xhdw9++W4fXhT48Lm7E68JmvC9swvftrQQcXYOPrJzpUTX4qm34pxjxW1GOv9aIh66ZqVFFBMUX4+1w4nfzEEE/7cAnux7R8gokUVVIIqsIiKhAElGOJKIM8apSROFFfwhdwERFl4koVI8oVP/fhW7cDZ0Uz2C1GzsdHou1eAan4RUiYDcB3t3QTdzC3oHON7wQ77BsJutKuGd1K3/pcvC37ErukRfwl8oG/lxn5C+6SqYmlTNZX49nRiOeyaV4ptUwqc7I5GoDnrp6/JNrECXXEJBSi1jqhi61iaD4arwMLUz9eCNeH27GY7WFv7VU4vPRevw+3M7UHhd/K63jno1t3LvWhUetEbGihWnyJoLKOvE1dDJzYy9/X9dBQm0HEfJapHIDUoXQwkpvj5245+sUWgvKtDvvrdNm2NBm2knLFpLuruyy8x3kFDjILrSTV2SnoFSo7PLLHBSVuCgucZHb0kqJvYuiCitlVS7Kqp2U1Tgpr3NSUd9KZYOTyiYXle7qrsbsoL7HRX2LmVqzg4a7dk/c3ipmdHRgcnRicXZjdnRSU2+jtNBKVZ6ZrZ29vLh3N68eO8GHr1/ks4vv8c2lD/n58y+58c0PDP98ndFr/YzdHGS0f4iRgUFGBoYYHR5hsP8mw4P9DPb3MzoknOMNDQ0zMDDI0ODwXRn5HXJ3Q3dr/Ba/3fqN8fFbAnDjY4zfGmV8fJjhkUFGx4YYGx9hfPwWI8OjfH/tKpc/+YRLr73Jh+df5fIr57n48llePHWME1s2s8lup+2Dd8n55icWVnShsu0hvqaPBNduEuwHeaZhCw9YdyCu6eWFjWeIzt9EgraXlWndLNP2sjBtDU9oe5mh70Gk70as6USi7WBaegfT9B1IcrsIyGxHorQjVth5sGwj0x0H8eo8jIfrAF7OA0xtPUCgYRdPmQ4R7DhKvGkPYVk2snaeQvX2eyS++g9Sjp4lff1h9N37SWvbRd72U0gb1iArbENd0IGsajVJFy4R9eU3RLVsJCndQXx2O4lZ7SSnt5OY1k58WjvxaW3EaluJ1rWyKq2NcG0bUTIXy3RtLNr1IvO2HmOB0kpYqv1foFuabCc4xcZiqY15iXU8lVjL7PhaHo8xMX+lgVmFLTx+8QCzLu9h5vu7efD9PTz4/nZmXdpFwDsbCXp/E9N77Pgvz+D+5YUErirBc2Uh94YXcO+KbHyXFRAYVY2v1Mg0lQOxwoKPyoin1oSvrInApFp8G6xIvjlI4Gcb8daW4xGazdSQLDyDc/EIzsIjJJOpi/V4LS/Ad1Ux/mF/UNGF5uAfkoF/iB7R0nRES91zdMH/Degejsvlr8+l4BmsErBbohGgW5LuRi7TDV3W76DzXZ6H738JXQ6TMyv4687V/HlnK5Pzyvm/NYX8X1Yr/9Ni5f/RFvOXjAr+l9HCX5odeMjL8Slv4a8HuvhfO9q4N6secUINgcm1SFJqCbwNnbyJoNgKfGyN/O/Btfypfx0eG11MNZUxtX8N9wxs457tLv5U3cD/2OPkf+5ycV9zE37KagJV9QRUGrm/rR1xSSPPre9gqcFEuKaeeJWJRLWF5LuhU5vvamOtd1V1NrQZtokWNj3Hjj7XQWaunaw8O1n5NnIKbeQVCykocVDovpHNbXFRYuuksNzihs4lQFfrorzWRUW9k6oGF1WNLioaHJSZ7VRt7KK82Ui10UGdyUGjRcBuAjp7JyZ7Ny2WTsqrDBTkm8lWt1Nf0MaOnl6ObtvIiwcO8sapl3jrzEtc/sebfHXpMj99/hVXr3zPzR9+YeTaTcZuDjDaP8Ro/wijg8OMDPYzMnQbuhFGh0cYGRbO4iba1KFhhoeENvV2e3p3FXdr/Ba3bt3it1u3+O23MX77bYRbv40wfmuY4bFhRseHGBi8yY+ff8uXn3/Npf5f+eTmVb76+GM+eeUVLr94lvdfepnzZ07y2ounObtlMwf37aNo02Eieo8QUraGhPZjzKvfxHzzHh5y7iXQsJnHLPt5pGEHS7e9ybNl2/i7qofHdV1M17Xhr3Pim+bEL82JKN2FSN9KgN6FOM1FoL6NwPRWRGobARoHAVoXvkor3jIDIqmRAKmRgKQmvMv7EF/4klkvvscc43qiLJuJL3Wh2H+SxItvo3zpDbQHX0K25Qja9YfQ2HaQueE4OTvOkLf9DIUbT6HZeZbEnadQrD9C2saTpG0+Sdrm02g3nkaz4QzqDWfQrDuFet1p5GtPk7rmDClrzpCw6SzL6zazKKqBpfEGVriRuwOdg6UyB6FSG6GJFp5QmHl4ew8zznUScKIDyYm1iLuN+DZV49NqwKfbiE9HC95tTXg56/Fpb8G3vQX/tmY8jXX41FQSUFGBZ00xPj1NBBxezdQTvQQcWY9nZiUeIUVMja7GO64Gr2XFeIUW4h9Vis/KDKYsVnOPvIwpCWVMekGNp6sB7xNt+Bxw4X3AztSDFnxOrsHXaMdzaTaisMJ/A517ji5Yj39IGuJl6YiWpv13oRvjkfg87nleileIGq8QDZ4hGjwWq/FYosUrJB3vUD3eoXp8l2bgsywT72VZE09M+K7In6jqfFcK0PmG5eORUsp9LRb+YmzhXp2w8eeeimbuLWngPkUR96SX8edmC39usnKfogTPskbu29HGPRtceGY1EZRYx3RpPUHSeiQpdYhTapkub2R6XCV+hiZ8vt2C13e78NjUzhRTHX5fb8T7u614rXdwb0kTf93cx+QNvfjWGfBTlRGY2cL9fd2IjSa8pFXMsdiI3LCGVYUW4hRGEtQWktVu6NyzdRNnde5bWFWaXTiv09vQZd2+nLCRlm1Dn20jM8dOZq6V7AIbOYVWcgqtQnVX7CSvxEFus4sSSzuF5RZh5KTKQWm1kLIaJxV1TirqXZQ3uig3tVHf00f1+h4qOtooarFQ2+KgweSiweyiweKiydKK0d5Os7mLohIbZcV2ivJs5KW7aMjvYI2li83tXRzYtJlTe3dzas8eXjt+ko/eusiX71/ih0+/4Ncr33Pjh18YuXqDkZsDDN0YYqR/mJGBfoaHBhgZHGB8aJSxoWFGhocYHv79edzwyBgjo6OMjY4yNjLK+OgYv43fYnx0jFtjQn4bH+O38VFu3Rph7NYw47eGGRoe5Kefv+fK11/y4dsf8OO163x+/SqfXr3Kdzev8dGr53n/9CneP3OOo1u289LxY5zdv5OjazZjqFnNkiIby9aeYG7VJp50HcSvcQP3t+5lpmsfM6o3Msd6iIcrNjG36ziBa47hseEwU9cfxnPtYXzWHMFv7VH81h3Fd+0xfNccw3f1EXxXH8F/9RECeo/g33cU3zVH8VlzEN81B/FeexjvDUcQ9RxC9OaXTO3/jRmvvEPMhkNkrztOTt8BoouspO88Tfob7yE//yaJx86h2Hwcfd8RIrPsxGTZiSxqIymnFYXOSZTeRni2nYhsJxHZDiIynazSOwjXOwhPtxOeZiNMY2OZ1s4SnZ0lKjvLsrtIWH2cSPMuguMNhMuchMkF6MLkLmE3hMzGIrlQ0c2TGpi2tQ2/a9uYdH0tfxncyH3X1xPw8zZEP27H78dt+P+0XciPwqf3t5vw+2Ervj9vx//aTvx+3YTXz+vxuL6Ve67v4P/c3MGUkT14vb0Bn+2r8dvYTcCGHvy39OG7vhvxtjVItvQSsKkTvx4bfr2diPdvwOvnndz721buG9nMPYMbmDyyDck3e5lSXIlvSDbilb+HThxWgHh5PpJl+QSE5rqh0yFeloZoqe6/gC6Zgn+7M2J0jFnROfzp74lMWSxnymI5kxcpmLxIzpTFKqYu1uAZrMUzWIdXSBqeIel4hOrxCs1y38Zm47UsG6/l2Xgtz8E7LBffsAL8luczOSyLSWFpeEdl4xuRy5TlmfisyEYUlY9nbAFTEoq5L6EUj6hipkpLmKzKxlOeLVxMJNYiSawhIKkGUaIwgiKR1SFJqkIircInvQavzCY8tQ1IFM1ItPV4ZVXjnVaNv7KBSdlNeGe3MEPZgkTZgn9yDZJCOw/2rkfcYebJnR0EN1lYLq8mRWkkWWkmSWUiRW0iWWkkSWEgRXn73E64pJBrLCh0QlTpFtR6K9pMK2nZNjKy7WTm2MjMtZKVb3NjZyOv0E5+oZ3sQitZjXaKze3kFhspKLdRWG51x0JxpY3SahvFdXbymmzUda2h3OKkuKqeqt4eSiwOaprswjo9k5M6g/C9wdhKToGR/PxWCrJslBfaKchupVTvxFnRgb3KweaOXnau7Wbn2nUmGwoDAAAgAElEQVQc2bmTN148yfuvv8YXH1ziu0+/4Kcvr3D9+x/p/+Uq/b/cYOTGECP9AwwPDzDSP8AtN3SjQ0MTbWz/8DADwyMMDY8y5L65HR0e4dbIGL+NjnFrbJzfxsb5bXyc/xgf57fxUf7jt1FGbw1z9cbPfHnlK7786nO+/eorvn7/E77vv84nQ9d5v/8mH968zoWzZ7l45BivHzzMS0ePcmjfHnZsWMsO1xosFT1EK4w8ktPJI72n8C/pZnr7PqZU9fGwZS+zjXt5sHYbM237mKKz8RedhT9nWPmr1sIkpZXJShtT1HYma2xM1bnwSm/DS+vCV9uKf1ob3moHU5Q2/qqy8FeVhb9pbdyrszNZa+F/Kxq4z76H+7+8xjz7ZtIMm8jbdQ71xoMoencTXewkbfdpUi6+S8r5N0g+/jrKj75C+eJbxGU7SVGYUGvM6JVmtHIzcrkVmcxMSrKRpGQTCckmEhKNxCcZiE00EBXXQlScgZhYEzHxViLjzCxIbGFpx0GCm7ayIMHEMoWLYKWDEJmVUKmFUJmVhQoHL0gtLEox8UxqI7MqzAS12hGvbkPc24HPOhee6+x49Nnw6LUJn+5M6TExtdfK1F6r8Fu3FY9OK56ddqZ2W7iv18SUbgPefQ78tnTjv7aNgLWtiNa1IepzIlnfgWRtJ+LedkR9rYj7WhF1tePR1YJ3RxM+rU14uRoRtTThm1qAd4ge0XJhjk60Il+o5FYUIFqWh39IDqKQbPyDs/ALTsc/RIdoqQ7/UC2iYB2iYB0BS4T87akkCv7tq9RHx5kZnc2fnklk8qLUiUxdosIrRPu7eIem4RWqxzM0A6+lmXgvy8RnWRbey7PxXuFOWA7eK/PwXZmPX3g+fhH5eK/Kw09Vio/JgL/BgI+iDG9lJd4tVjyabHioa/DMqmWKqRGP5mp8lGWI46oIiK9CnFiN5K45u8DkGoISagmMryMwsR5JSgPTZE0EJjUgThZGUiQZRrxLHHhXuBBnWQmSNTJd2sDMTBeemc080NnG/EoTcVlOwjVNRKsNxCtNJCpNJKktJKrMJCgE/FJUFlJUFuExMXeVp9AKFxQTN7FZdtKzbKRn2dBnW8nIsZKZayEr30ZuvpX8AhtZBRYyGu0Um9rILmohr8xKQbmFQneKKqwUV1kprrFSXGOm1NFBSXc3lXYnVb2rKTJaqW52UGdwutNKXUsnOYXCo2rZGa1kaZswNjgpyHORqbHTlNdNZVYbxpoOnAYXjpZ2+jq6OLR3Pa+cOcZ7b7zJR2+/zafvvcfXH37MT199w+D3vzJ2tZ+RgUGGhwYZvjngPrsbZHRwgLHBIUYG70A3PDLO6MgoQ/0DDNzoZ7h/gLHBYcYGBPiESm+E8ZER+m9c5ZvvvuLbH77myvff8vmXn/H1559z+eU3eeuNN/ngh29574fvOXLyJCe2bOHV3Xs5uXkne7vW0m52YW9ow1beSXpWF/NVXQQoXXjkdXH/uuP4Vq3hsbbDBFVv5sHWQ9zv2od32RrmdJ9i9upTPN59ktmdp5jbdZK53SeY032SOT2nmN17hrm9Z3mq8zTP9Jzlyb6zPN51ktldJ5jTfYLZnSeZ03WGuT2neXL1MR5q286jL7/BCyM3UB5/Ba3WRlrDRvJ3nSF1/T70fftJKmlFvuckKRffJ+LSx4T3XyPpvcvo1x9D03sA1ZrdpHbuIqVtP6k9x5CuPkxS10ESuw6Q2HWQ+I6DxHYdJLrrIBFdB1nVeYhVnYcJ6zzKyt4TLGncylNyMyvbDvF88xaeTTYRLHOwRGomWGohONXKolQrC1KtLJDbeEFqYX5cC0/ENjE3ppE5MQ08Ht3EY9FNPBzdwEMxDcyKrufByDruj6pjelQt0yJrCIyoJjCimqDwKgLDKpCElSNaWYrvylK8w0rwCivBy70V0COsCI8VRXgsyxcW3i8twCMkH8/QPDyCc/AMzsZ7aS7eoTl4LMrEY2EmPouykIQWELSyBHFYIaKwAsQrhAQsz0eyvAD/4OyJ21b/EL2QpWn4h6YhmriM0CJarOZvTyX+MXSzYnL4810VnRAFHu4zu9ufXiHuqi40Hc+lGXiFZuC9NBOvZVl4Lc+6C7pcfMLz8A3Pw29VAT4hOYiMzfiM7MRnaC/+tQ1MNTQyZWw/Xlf3cF9dKVNW1zFlZAse321kSmkpouhyxPFVSJJqBOiSapAk1078LUmuI9A9bydJbXCPoDQIVV+mEc9KBx41rfjlmgmSNTBD0UygrImAlCamq5tYktpAlLSRcI2BGKWJBIX5d9Alqu4gl6KyIFVZhMpO7b6g0FlQu7HTZthIyxSSnmVBn2MhI8dCZq6F7Dwr+bk2Mgqs6OvtFBnayCxoIbfURn6Z9S7obBRV2CiuslFWaSW/3kqxvYN6RyelBivl9RaqGp3UtrioNbioM3RSUOpEk2ZFn9lButZOeZ6TTlsnhcU2UjVWcjI7yEizk5lhoiDPQlGOnaoSE32d3Rzdv5vzp09x8ZVXeee113n39Tf47P3LXP3iGwZ/vMrA1esM3LzJ8I1+4fvV64z29zN8o5+Rm4MM9w8wMjjMyNAo/VdvMPDLNfp/ucrgtRuM9g8xePUGA1evM3ijn5tXr/HLd99x+f13ef/D9/nmxyt8eeUKH378ER9eusSbx1/k1X2HObxmC7vaetlid7DR2sS2zh6O7jzK3t2HMbVtIE1vJkJlZI7KgjitHR99B1N0LgKK1zCn7zSisrU86DzE5OoNTLPt5UHbXiZprfgWdONb2I1fUQ/+Rd2IC7uYVtDF9MIuHijqZlZJHw+VrSWosAe/wi78C7oRFXQSUNiBuKiDoNJexEVdTCtp46mSNpbtOIv05gAJa/aTluFElW5HWdtLzq7TaNYfIK9rP0l5DvT7ziL96EvCB26y6tCLJBa0oXTuJtK5k5Un3ybq3MdEug4Q79xDrGM30ZadRJi3s8q8nXDzdsItO1hh3sEy8w5CTDsINu4ktHEbS7a+yHONm3kuvoWQ1gO8YNzBwngTy6V2QmVWglOtLJRZeEFm4YVUK8+61xk+L7XybLKFZxLNPJNo4elEC08lmXkiyczcRBOz4w3MTjLxWIKRR+NbmBXfzKz4Zh6Ma+TB2EYeiGtgRmwD02LrCYypI8idwJg6JNG1QiKrCYysRhIhvGwzaFUlgavKCVxVSlBEOYGrypCElxK4spSglaUErSwhcGUJ4rAiAlb8K3SikGxEIbfn5zIQherxD/1n6HQELPn/DZ0cj2AlnsGqiU+vEA1eITo8Q9PwDNXjtTQdr6V6vJZl4LU8A+8VmXiHZeOzMldALjwP0ap8fEKy8W8x4HN1H14D+/BuaGKSuZkpo9vx/3ELniWFeHVU4jXYh/e3G5lcVo5/dDnihOo7sCW5LycmoKsVoJPWE5jaMAGeRFaHWN+Cd6kNr3IH/hkmpqU2Ml3ezDR5CyK5gWkyK08rjSxMMxCmNRGrMBOvsAhVndpCotpCktqN3ERVZ0WqspCqMk9Ap0qzotYL2KVl2knLtN8FnVDVZedaycu1k55vJa3eTlFLG5kFBgG6UiuFbuxuQ1dYZafInZIqG+VVFiprLdTW26lucFLT6KDe2E5xhYtUdQtKrQNtehtarYWK/Da6rF2UldqIV5uR69uQaYWzx1StHbXSSZrKSF1VK+tXr+PA9u28ePgor50+zRtnX+Ld1y/w2cX3+OHzK/z6/U/88uPPXP3+e/p/+JGBX68y2n+T/p9+YeDnq4xcu8Hw1Zv8+s2PXP3uRwavXmfkej/j/YMM3+hn8PpNrv/0Czd/ucrP333PV598zBcff8SnX3zCR599yHuXP+Lie+9x8c0LnD9wmFcOHGTvmk1YyppZY2hjV1s37eZ2ulbvoqLMQr1zD7LiTTystCFOczE9rYNpmnbEGV1IlE7883uYuf40/hUbeMBxmMmVawmw7WLmxhd5oPMwszqP8FDnER7qOMojHceZ3X6SOZ1neKrtNPNcp5nTeoLHWo/xaPtxHms/zmOtx5jddpxHW4/zqOsgCzv2o9lwitwNJ0h68SIJ166j3H4CRaYVTWEHunQ78oY15Ow4jbp3H/q2XUQVOJCfukDC6DCJh15ClWpGk2QgMa+DpE+/RfbzAKqKrShijciTraQmWZAlmklJMJGcaCI52UJ8opnYRAsxCWaiEq0kRFtY1LqXBfZdhMS0MD/Vwt/bD/CcZScvJJlYnmIjRGphoXtf6/Ny650tX1IzTyebmZ9oZJ47TyQZmJNkYHZSC4/FN/F4UguPJDbzcEITDyY08kBCIzPi65kWX0dQfK2QuFoCY2smIompRhxdJSSyYiKSiAoCIyoIjChHElFKYKQwShIQXoIkXADuNnSSsKIJ5O6GLiA0+65B4d9DF3AXdOIlGu6dl0jhvz+j++9Ap8YrVIPnUi2eoWkCdMvS8V6ux2e5Ht8VGfiEZeGzMhvf8Bz8wnMQrcrFOzwHD005fs1WfEwteKUVcF9GAb5WE6ImAx6yYqZmFuFvb8LPVM/ktCJEcZVIEmv+BbrbCUqpZ5q0gUBpPdNkDQRJ65mW2kiQvBGxrB6RrBaJsh5Jaj1BsgampTa6f29iuqKFB1QtzFI18neVgZUaK9EqC7FKM/EqEwkq8wR2t5OitiJTW3/XwirTbKjSzaj1FnR6G7oMG2mZVtKzrKRnW9DnWsnMtZGTY0eXb0FbZ6OwuZWM/BZySqzklVgoKLFSUGqdOK8rqrBRXGGnpNIu3MjWOCmvdVBV56CmzkVto4PSmg7kOisytQWFxoZKa0OlMaPXO6gs7iA/00G03EZ8WjuRulZWaVxE6dqI17aSorSTpnbRUNFJj3Mdm3s3sX/7Tk4fOsL5E2c4d+QYFy+8zSfvfcrnn3zL5599zneffc6v137hxsANrl75jmvf/MDVr7/j6lffcfPbX7j23U8M/HqNges3+OXbHxj49ToD125w89dr/PL9j3z31RW++/obvvz4Ez6+fIl3Lr3LK++8x9mLF3n1/Guc2Lmb84cOcmTzTtZZ19Lb3MnuttW01raS1tRNvGEdcc17maNfzXRNG49oOpmr6uQRbSf369oRa10EKJ1Mze9i5vpTiKrWMqvjCB4NG/DI7SSwciMzyjcys2wTD5ZvZlblVh6q2s6sym3cX7mVaZVbCKzcwvTqbcys2s6syu3MqtzCzKrNTKvcxPMtG8hw7STXuBld4xoSj79C4o1+UreeQq01ocl1oc1pJV1nQ1O1GtXmo6jWHETWuZtg41rUv/yK4sgryFU29FoniZkWkg+dJfHc2yRkd6KS21Ao7ciVNhRKGzKljWSllQSVlTillViFlWi5lWi5jZh4EyFt+3jaspmno2pYmGRhnsLOvJ5DPGHYxPOJBoJT7qwyfF5u5VmZsMpwfoqReckG5iW38FSSgSeSWpib2MzsJCGPJzTxWGITjyQ18XBiIw8mNvBAYgMz4uuYnlBHoHs3RFBcDYGx1RORxLiRi64kIKr8TiLLEUeWTWz++u9CJ16Wj3hpzr9AJwq9Mz8nCU4jcIkOyRIt9z2VQNG/fcPw6Bgzo7P409MJwvncQncWpTJ1iQKPYCVTFyvwWCJg5xmixiNUi0eoFs9QLZ5LdXgtS8N7WRo+y9PxcWPnuzIbv5XZ+Ifn4h2Vy9TwTLyWpgvXxeElBKwqwTckH+8VuXjGVjIlspDAFcLqM8/ESvwSqxElVk+c0f1zRReYXEdQSj2BKQJ0gVIBtKDUBgE2WT3TUxsIkv0eujvgNSJW1DNDXs9cdTMr1GaiVWZiVEbilAZh5ERpIlFlnoBOqrYIN7IqM6kTT1GYUepMaNIsaPVWdBlWN3YW0nOE87rsbBvafAuaOrsAXV4L2cU2cout5JdYKSixUFjmbmHLrRTfbmMrHcKrnqodlNc4qKxzUdnQQ4reSKzCgExjQ6q1I9PYSVFbSVHb0egcKLVOlqraCdG2Eqp1EqJxsVTnIlznJE7jRKZyodPYKcl3UVPpxNbSxpbedezdsoHtG3s5fPYMZ0+e5/yr73Luw0tcvP4D7339JZ9+8QVXLn3Clcuf8tWlj/n5s2+4+tUP/Pr9Twxcu86v33zP9Z9+ZfDqda798DPXv/+Jn77/iStfXeHTjz7h/Xfe5cL7b3Pm9fMcfOkV9r70MkeOnWbr6g3s3bCVbZ0bsZS5qCl00NK8BmvNBgryVpNSs53Zunama9p4NK2L2epOnlB08Ii2kwf1nQTqXIjVDnxlFnz0rTy6+hS+5X0EufYT0H2Y+1o24tO4BVHDNvwbtyJq2oaoeTv+TdvwaNzEfY0bmNy0GY/mLfg0b8WneSteTZvxaVjDfNNmZJ37kNs3o3RuRmpZT+y+08ivjyDvOkya1ooutxVNbivZ2W3otFaSSztRbz2OtG8fCWv2s7xnB6rqdaRpXWjSHKjVZuLlRsKVZpLUNmRaG1K1lWS1hWSlcIQSqzIRpTURqTYRoTKxSmlhldxCWIqRZ/PbmX/kHzz20mXmN21lSbKVeakW5nXsY379Rl6IM/B8irCv9TmZRdjXmmxkXlIL85KaeSrpru1eCY3MThTyWHwDjyY28lBCPTPj63ggoY77E2qZkVAjrDOMr55IYFwVge7VhuKYCsTR5QRElwt7W6PKEEWVEhAlIBcQWUrAqpKJ4eDb0EnCipGsECJeUYh4RQGS5ULEy27ftt49KPzvoNMiWaLhvqf+sKIbY2ZUJv9nfjyTFsqYtEDI3dBNWSRn6hKFu7pTMzVYcwc7N3Ret6FbnoHvikz8wrLxC8vGf2UO3hE5eEUJ4PlH5COKLMA/shD/6AJEsRl4JubhnZiHd3wJ3vFliOLKESVUIrrrMuJfoaslKKXuTmWXUncHu7vh+y+QmyZtYJq0gaDUeoJS65ghreH5lAYilUaiVC3EKFqIUxpJUBj/CTozKSoTKUoTMuVt8EwoNCZUOhOaNDNavQVdhoW0TCtpWVb02Vaysm1o8qxoaoVtYem5LWQXW8ktslFQaCMv30xevpG8QgP5hUaKSqwUl9kpqbBTXGGnuNJOcZWdivpO0ot7WC5vIVZtRqq2kaJxkKRxEqNyEKl0Ea2ys1Lj5GlNF/M1Lp5TWXleY2OBzsZSnYNIXSvxmjaS5K2kpFqRa4zk6K3UFThwNjvobHey6eQRtu06wO4zr7P5ldc58d0VDr36OufPv8Tb517mzbMvcfGl1/ng1Xf57uOv+Omrb/j6k8/5+fsfufHDz/z05RV++uobfvziCl98/Q0ffPQRH75/mXfeeZvzH1xg39nTbDp8kt4DR9iw9QCW+nacjZ3YG7vIzDWzUFrDkyoDC3VWXsjv4ImmbTxQsIYHlW3M0LTzgKKVufJ2ZinbCFQ58NPY8FfZCVA68JfbEOWuZmbfabwL+/Ct3cI0ywHuN+zjfuNeZpj2MM24myDjLqaZdjHdsJv7DXuYadjHw8b9PGI+wCOmA8xs3Mki2y6yVh8kv20/ma7d5LbtRe/Ygf6tyyhHRtEfeA2tzkxalpO0bCdp6TakWU5i0qzEVPaQsekkyo59yJy7iNNZUWjtKNPsKLQWpFo7KWoXKSr7xBFJktJEotxInMJItMpIpNpEuMrIKpWJcJWFMLmZlVITz0bX8/iZyzwMzNlzjgWxzSyNtzA7p5MZbbv5e6SBxcl2nkkx8pzUzDPJRuYnCSsMb+du6G7n0bh6Hk1oYGZcLQ/G1XB/fA0z3JkWdwe328AFxlUJuEWVCdBFleE/AZ3wvwnowt0rDcNLEK0sRhxegnhFMeLlRe4I0AUuFyJZlk/gXWd0E8PCd0EXsERHwGIdksVaJIs13PdkIoV/9KzrQzFZ/OmZOKYsSGHSQunEzeuUxQJwd8djiYqpS9R4hmjwDNHiFarDe2ka3kvT8F2Wju+ydPyW6/EPyxSyMgvf8Gz8I/PwX5WLf0Qeosh8/KMKEMUUIIkrwCeuEL+4IvziShDFlhEYW4EkvpKA+ArE8RUEJlQJSRTgu43fnTa2jsBk998p9RMDxsKLAP4L6GQNTJc2MCO1nunyemZK63ghuYFVcsPEoziximYSlC0kKA0kqowkq4QnJyagU5mRKk3IlCYUajMqrRm1zixUdulu6DKtpGdbycy2os61oKk1k9tkR53fjD6nifSsGjSFzWgbbGhtRrR2AzqrGW29lfTyFrIKGygrtVBabqes0k5hWRuRajPLlTbiNXakaispGjvxaifhKidLVU4WqR08rbbzhLqVp7StPK2x84zGwfNaJ0s0LpZrWwnXtROlbidS6SBSaSVRbUOutpKut5FbaMG0bje23m20fX0F61vvYWvtZXVPB8f2b+PQ9g0c3r2FY/uO8Opr73Dp3Yu89/I5Prr0AZ9//hlfXHiXr979gM8//IgvP/ucd774gpcvvsm5t97k6PGj7Dl7mk3HztKx/xiGHYdoWXuIgkyhutRmmAnR2pmrtDNX3crMdCczDJt4ILeLx+p38UBGL9N2vcrM85d4QN/FDIWLALUTkdZBoMrJ/SonD+namK604Z3fziO9p3igbheB6T0E6toJSGslQN+KKKMVvwwHvul2/PROAvStSPQdSPTdSDK6CVQ7eC69DXllL+ryDhSlQpSl7aQWukgwriNlxzFkxvUoqzuRV3egqGknuaKb+BNvovr8WxIaNyPN6UCz+gjJvQdJ6T1ArM7KKkUTUrUFpdqOQukkVWknRWElOdVMcqqJhFQj8alG4hUm4lQWIhRmIpRmVsnNrJSZWSW1sDzJxJMlfczpPcLTuV0EJ5p5JsHAg+uOEPTRZ8wtXc+CGBPPJlt4NsXM08lG5icbeCpJQO7JhCaeTGhibnwjc+IbmZ3QyOOJAnSPJDQwK76OmfG1E9BNj6sWHup34xZ415LqgOhy/COF6i0gqmyioguYaFnLhD2u7kXVovBiAbqwu7K8CPEyATchwtMQkqV5BCzJJCA4A1GwfuLyISA4bWKkJGCxDvEiLeJFWv72RCIFxj+co8vkz0/HMfk2dAvvjJncbmVvn9tNXaJk6hKVgFyIFu9QHT5L0/D5J+hEYZn4r8zEPzwLv5XZiCPyBehW5SKKyMM/Kp+A6AIkccX4xxQjii1xpwxxfAWShEoC4srd0FVORPJP7awkqcYNXe3voZMKt7D/JXSpjUyXNTJd3kCQooGHZA0sSjWwUmkiQtlIjKKBWEUTCYoWEhQtJKoMJKuMpKiME9Clqs1IlUZkCiMKtRmF2oRSY0btrux0tyu7LAuZWVbUuWbU1S5yajuQ62rRGKxk7Gkn88J6dF9vQPFrL4qrq1H80kfqlQ2kX1hP9p5OsszN5BfWUVvqQKk1siy1hUiNjWS1HZnajkzjIFbtIFRt43mVlXlqG09o7DypcQjR2nhKY2W+ysZzSgeL1U5C1A5C1U6WqZ0sV9uJUNqIUtkJ1zoJl9Uj7zpA9vYzKHeeQN+xmyK9gdamNk7vPcLOnvX0WdvYc+AoJ86fY+/+rZy5cJaX33uT82fOcPHUWd44e47X33yNDy59wD8uXebg+RfZ+ep52lavxbZ9N537X8a45xTFq/dR2HuM1PwepEoHq7R2nlA7eUTp4JFUK9M1dma0bGFmUR+P1W5llq6DBzad4dH3PmOaeQueKU1MV9t5SOPgUbWLJ9VtPKNuY47KyUMyCzPT2njYcZBp3cfwX30E/77D+LmHgf3WHMO37wR+facQ9Z0mYM1Z/DaewWf9QZ7behzlznOkbXsR3fazaLefJW3HOdJ2nCN9+4ukrT9J6trDqHacQr77DOodZ1BuO0XitpMkfvE16SNDKLoOkJDcTHRpJ0kbjxDRuYuktUeQ9R1GmteOLNWMQmFHrrSTKreRLDOTLDOTmGomQWYiIbGZhGQDkXITYQoTYalGVsosLE+1sSLVyrKEFp6JrWdxoongJDPz5GYevXiJGf85yKzeg8yPbuLZJBN/TzYxP6mFeUktE8g9kdDEE/GNzHVndkIjjycIresj8XV/CN3tiKPLkcRUIIoqwy+iRMDtrkwAdzurhEpOFFaM/4qiO8itKEa8rMjdquYhWSpEHJqLZGkuAUsyCAjWI1qSJszM3QWdaLEW0SINogVqAhZqBOgMfwRdpJ4/zY9j0gvJ3LcgmUkLUpi8UGhfJy2UMcn9/fbYyd0zdv/foMtCHJH3O+j8IvPwj84nIKYA/5iiCegC4koJiBOwux1JfCWShErECRWIEysRJ1YhSayZqO5+D53Qwv5h63obOkUD0+T1PJLaxCKFmTCFkVXyBqLk9UTLG4mTNxMrbyLOXd0lKQ3/Ap1UaRRuYtUWFGoLKq0Ftc6CNt2MVm9Gl2klI9OKNseCrMSC2uJEtasT9ZfbSb+2g/Sft6L4qI+MV7rRv9RF5lu9aL7oI+eX7RRe34P+i01kHe4lpbSRFUn1LFNaiVMZkKtMSNU2UjUOYrVOFupszFdbmKuxMVfrYLbGxmyNjTk6K3O0Vp7UWpmvsfOs2s4CtZ0FKjuLVXaWqG0sVjtYrHURrGlloayZOccuMP+zX3hebyUqqZlkmZn8gh729Z2lo2kjtT076Xj1XWzrN7P90FEOvPEyu3Zt49T2XRzfvYfde3fxyqULnDxxkjMvvc72c8dpO32CGksXRb2bKN9yEm3XHuK797LEvJ3QrmPMyWlnltQgvChVZWG6ysLDMiuPprUyv24rT+at5lm5k5lJLXgnNzDLsYtHazcwX2ohQtVBqNLFc6k25qdamJ1qZlaqgYdTDDwU38K0+CZE8Y34xTXiH9+Cb1wTXnGNeMQ34BtbT2B0HZKYesRxNcxXNSBNN6HWNKDW1qLS1qDUVKNUV6NQVZGqqiRRV4VMU02KqppETQ0p6lqSlXUkp9aTVNZOjHUD8XoTWnkLqcn1ROXYiFmzn8iPPyH1xnXCzZuJi2kkOdFIQoqZpGQT8clG4hINxALCQtMAACAASURBVMQ3ExnTSKjOzKI8O8GyZlZJjRPQLVPYCFZYWB5vJCTJxBKpmcVSM89JDTxU1cX9ndt5UGvgmYQm/p7YzNNJBubdbldvI3dX5iY08Xh8A4/FNfBIXD0PxdUyM15oXWfEVd9BLkbA7XZEkaUT53J+ESUCdpGlBESWIr4Nmzv+4SX4ryzCP6wI/+WF+C8rQLS8CNGKIkTLCxAvFZ58CFiagyREiDg4G0lIlrAbIliPKFiAThSSRkCwG7mFGvxfUOH/ggrRAjX3zE0g3/Bvx0vGmBWZzp/nxzDphSTuW5DEpIXJTFooZdJCGVMWyYVMtLHKP4TOb7ke/xUZ/wRdJuKIXPwjcvCPyEEUmYtfVD4iN3R+0QX4xxQiihUqO3FcGZL4CiTxFUL7mlCJOLGSgIQKJElViBMrkSRVC09JJFXddXZXS1ByHUHuR8f+CLqg1EaC5PVMS63nEUULi9VWwpRGVikaiJQ3EKVoJEYutLBxyhYSVO4WVilUdTK1Wajw3E9PyN3QKTVCG6tJEyo7dYYDZY4JtbqW1GYD6svriR/ahvybHai3u4i1VhPWWE1ybTPy0ib0ZQbS61pQ95jRnekg4+cNJA1v5alTbTyubyZUZiVFYUGutCBVW0nV2InV2VmQbmeu1sxsnZXZWjuPa+zCp87GbJ2NuTobT+nsPKNz8JzWyfNaBy+4W9q/p7l4Os3F37WtPKey81TpBp5o2M7zKjuhSjvLFXbCtE6S1A6iTZtR/fIrlaPj2K5fo/3Vt7Cs7mZNVzsbXG3YXE62vXKOg+f+X9beO7rt+773dm/bGzuNbQ0PiSQAitTee3KI4h4gQOy9uPcEuAECIEAsTpGUqEVxiKL2sOURZzhpEt8kTVfSZrTNTjwy2qSpb3P7nPu6f/xAWo7T9D7nef54n++POEdH/73O+7M/w0RogsXXPsP1L3yO8698EpdnkqZLDyjuv0BB6A57Rm9x9PIn2TS4yI4LL5HQMk5y/KjRjupRMh1T5DjOcapikv2OEbZbh9nYd40E9y12OIZRXHgJ6+yb2COvoQ2/TFbwJocGl9jru8Yu3wK7hpbZN3SLPQPL7PLeYqfvLrt899nlfchu3112hhbYG5hnj+cahzzzKINL1E7doGF0nsaJBeon5mmYWKRhYp7asavUjl6lZnSO6ok5GsYWqBtdoGZsgeqxRapGF6mLLVE7OE95cJ7K2BKO4SUqYtfRDlxG+6m3MP3Hv1H6hb9AFr6OxXcDbfAGOv8Sav81ZIFrlPkWKPPMUeKb58xffJPM779LXt8icl2YUmuUYnOUImuMfGuMXEOYbGOEbFOUPHOMXHOEdLWXk2X9ZGgDpBmCnPwvQLeSo9un9bNb62WXxssOjUfIz6ndbFb3kxrXR0Cn6F4tQiTJuwTIxUNWcdzNiX4nXF0BnaiofTUnJyluR7KyoaSgheT8FpLzm5DkNZKc3/AB6HLi4WpuDaK4m5OcicPudDmirAqePqT9r0BXw1PHlazN1MdBZ1rVujPWD4Mu28Fz2eW8kFu5CroV2K04uqTiepKK60ksridR2kCitB6RrJHEuERlzSSVtSJSrICujSRVOyKNE7GmE4m2m2RtN8naHsS6XsT6PkT6XkT6PpINvUj0vauQSza42WT0ItF72GQQ8nWpZj8pZj+brYOkWj4KuZWqa4rNxybLANssPjId0VXQye0+yhyDKO0BlI4gqvIhtI5QPF8XwhCHncERwugIPbbeKRYPY6M4qiKUV0dx1MawVgbQu/1YvzGL5lcLqL4yjcY7iLYzQPXSFOVfnsH43avYl6eoGTxL/eA09b0xapxeHFMhTv/1NBt+Mcf2P18krSmK1jaKqXIkDroRtFWjnK4ZYXdFiN0VUfZVjrC/apT9VaMcqB7hQLUAvcPVoxypHuNY1Rgnqsc5VTXBqZqznKqZ4GT1OMerJzhVOUaWbYRsS4wM+yinLCMc0YfYbQ5xsH+WA/c+zeH3f8XR17+I+lvfpePr38bZMkSoLUKXM8jAzXsMXXuZ4OA5+icWcF66Q9flG0y9/hZlraOcGrvD0ZZz7K+ZYdf0yyQEF0gMLbG+bYK9s48QNYywpSpGbu0FiisvkFZ1nl3VZ0l2RHneFmb7G1+n5B9+jbrpCjZ9BHPPIvrYfbSxe2SHrnNq6Cangrc5PXSfU8F7HPTfYr/vNgcD9zg49JADwZc4EniF40OvcmjoIUeDdykM36d85pM0X3xEy7k7tJ67R9PkPRon79M0+YCm6Qc0Tz2kafI+jWfv03RW+L3x7AMaJwQ1jN+jYeIOtWM3qJ24SdXoMtXjN6mZvEP52E1Mo8toR5YwRxapDl2nLrKMaeQ6uol75J+9Q+HELUrHbyMbu03R2duc/MvvcPSHP+dMzzwl+hBSS4Qis6B8Y4hcY5hcY5gcY4Q8U5QcU4RM/RAZhiEyjCFOGUKc0AU5rg9y9LGc3CrktEIBYr9ukD1aH7vi4eo2jYdtWg9b1G5SVf2kqPtJUfWxSdn7UdCtVFplnYjkXY9BbiUvJxQhxKWdiKUuRCUdJBW1x0HXjqS4DUlxK5LCFiQFzYjzHwddA5JV0AkuTpxTLcy15lQjzq5Ckl2N+EwVoqxyxGcqeOawlvbwpT9QdZVX8+QxBWsydDybqRfC16zHChNZHxQn1p2xsS7LznPZ5TyfU7EKvN+F3saCGjYW1pJQXEeitI5EaT0bpQ1slDaQKGsSwtiyNkTKD4NuJV+3EsKKtD2Itb2ItL0C9HTdSHTdQhgbD2WTDR7EOiGMFUJYoRq7OV6N/V1XJ7ShCKDbbPWxxeLluCVIkS1MqXUQmc2L3O6nzDaI3Cq8SlsAtS2A1hZEawsK+TvHEDp7EKM9hMkeweyIrULPVhkRjmOXRzE3BzB9dR7DvyxjfWOK0pZmTJeDOP5pCePPF9G/PYX+l9OY709QGRqjdjhK3egYFcPT5Duj7K7rZ9NnL5P460UOv36JnIoQZtuo8P85YmgrR8msGmGnI8yuiii7K4fZUzUsvBVxlQ+zuzzGLkeEveUxDlSNcrBylCMVgo5WjHK8cpxj5cMcc0Q57hjmiG0USf00yTOvkHLxNXaM3EfcME3Kt37M+nd/Seq7/8yhN94ib/gGKs8CtouvYJi4Q67BR+3Zu1hmHnKmPEpZaBHj7TfJePOvSf6b7yOafomNlhjbondJHFggeeQ2zxi8SCKz7PVeJc0xjrT6EserpthqiyE2hdhoiZJiGOKE67yw8ePS6xS4FjjkPM+m1lG2N0+wy3mOnV0X2OqaYZPrAhtbp0lunSGl9QKJbdNsbJ8ioWOa5zum2dAywc6Ws5zxXEYXnMU0OI0mMIbBP43RN4Peew7dwHn0AzPovRfQe2fQDcyg8wi/6QZm0LrPo3XPoO4/j6p3CnXfJOq+CVQ94yg6R1B2jqJ2jVPWNkKJc4yCjlEK2sfId46T2zbM6aHzFHzlrzhz59Nk63yUaAfJ0/rJUXk5XTvB6YZpcjU+Ci0BCo1BCk1hCs0R8k1hco0hcgxD5BjC5OjDZOlDpOsCnNIHSNMLbu64NsBRXZAjmkEOaQY5qPFzUOMX8nIaP/s0PvZqfOzWDLBzpdKqdrNF7WazSgBcsrKXZIVQPRWVdZEU10qomlTWRaLUSaLUSVLcuYmkLkSyFRcXd3LxmxBJha0kFDQjKmoVVNiEOL8RUV4j4twGJPHD1KJcYQ1TUk5VPC/3YdBJzlQhPlNF0ukKkjLtiLIcPH1ITVvo4h8Anayap46WsSZdy7MZOtZk6lkbz9Wtz7II+brHwth1WTaey3b816ArEFpOEkvioCtpIEHaQKKskSRZM0llLYhUbR+ATt2BSOVCou76AHSabsTabkTabsS6HsT6FfWtSmJwI9b1/17QpZh8wrEd8wctJ5viR3dSrELoutni47B5kEJrmFKLn1KrF5nNj8zqR27zU2YfRGEPoLIF0NiCaD4EuiH09iGM9jAmRwRzXNaKKPbyKA5TFN3yFJpfXUf3xTmKm1zo74yif+8axT++QME755G+PY3unXms9y9SGZ2mdniE8okJsoYjZEYnSK8dZntjjNS/nmP3v1zn1NQUCn0Yq20Yq20EVcUYmRUxdjvC7KgYZmdFjF0Vw+ypHGVPxTC7y4fZ6Yix1R4SmqUd4VXttIfZZY+wxx7lYMUIhxwRjjjCnLGf5YjuLKkPv4Lop++S+vXvs7lmhr2acZL7r5Hy2tdIfPhFNv7dP5D0H++z6zf/Tsa1z3JI3k+BZw7b4hscrxwlQxfhSGCJYzc+x8F/ex/xj36G6I2v80LjefaOvUpC1xybh27xrG6ArYOXkMceUOo4z7Gqc2yqHiOhY4qNPTNs7LjMNluEvK5J8jxTZHqusCd0k83Ba2wKXGfn0B12h++xbfAmW73LbPfcYLvvDttDD9g2dJ8twetsCS6waXCWveNL5F+6g/niTapmbmGbuoF1Zhn7hWUsF2+inb2J4fIy5ovXMV9awnLpGuaL1zBeWMJ4YQnr+SUs569jPHcd1YXrKGeWUJ5fRjNzG+3MXbRTdzCM3sY4cQ/9+D1U43dQjN9GPnEL+fgd5KO3KQleo/j2pyj+7a+R/823kNpDKHUB5IYh5IYQMkOYEl2AXOsgedZBAXTGEAWmEPkmAXLZ+iBnDEOc0Q9xWhckTevnpM7PKX2AE7oAx7SDHNMFOKzxc0jj56DGF5cAvL0qL3vUXnapPexQe9imdrNF1c9mVT+pSsHFJSt7kcQbgJMeA13SCujknR9ATtaJqHRFLkQlTkQlHR+sXyoWrnslFbYgXlFBE5L8ZiR5jUhyG+KqQ5xbiySvhqTsqg85ulWdqUKcJRQikjLtJJ228/Qh1R8G3c7Saj5+tIy16VrWZOhYm6ljbaaBtZlG1meZWZ9l4rksM8+fsfHcGRvrs62sPyOA7nHA/T7QJRTWklBcT2JJg6B43i5J3kRSWTNiVetqrk6sakeicpK8CroPJNJ2IdJ1IzL0fUQSYz8Sw+OgE2CXavIJoIsr2SSMjCVb4xMTVh+pNqGXbr/ZR751iFKLD6nFR6nVT6nVj8zmR24fpMweQGkPCDk7WxDdavuJIL1jCKMjhMkeXoWd2RrC1DmC/h+XUf9wDln/IIoLIyh+sUDxj2aQ/vACJe/Oo/rFNazfX8SwcB7LwDRN0SmqxybIDA9wPDLIsfAU+2tG2Toyxq6fLXPqfyySVx/CZBnGYB2juGKMI/YwO2xhtpXH2O6IscMxwu6KcXY7RthpH2a7PcYWe5jNjhBbyoV3syPEVnsoDr0Iu8pj7KwIs688wnH7BIe0k2y79Fm2fu+nbHv4ZXbZznLEOsFBc4R9sh6SA1d48f1f8fE7nyLhe+9Q/OhrVHdewXPr03iHFpGbomyviSE5e4t9F17hxFvfJPWVryKO3mff+TfY2DxDUuccm4fvkKwb5HTkBsboA9L0w6RahklsmGRb5DrJLZPsHrzJwY5pSt/8Mlnf/Qnbzr9CSvQOSeMP2DT5iE1nXyFp5D4bozdJGLmJaPQ2m2O32Bm9w/ahm+wZWyBr5gbaC/eomXuJhoUHVM3eofzqHexX72Kfu0/57APs8w/QLT/EvPwA89VbGGdvYF+6j3n5JfTXX8aw+DKOS3fRzSyjv3wb1fwdFPO3USzcRX/1AcZLDyi5cp+yyTuUnb1L2fmXkF14iOzcbZTnbqM6fxflxfsoLj4gvf0sOZ45ZK3nkRp8lJoHkRmHkBqDSE1BpNYgReYAhaZBCo0BCgxBCkxD5JuC5OiDZOuDZBmCnNYHyNANkqb1cVLn44TexzG9nyM6H0f1fg7pfKs6qBVAd0DrZ4/Swx7VwH8JupW2kZWiQ6JcKDKI5Z0kyVwkPA66FdhJXYiKnR9euxSfeBDFQ1VJgeDmkvObkeQ0fKDcOiS5tSTn1Qi5uMdWMYlzqldzdKJV0DkE0B1U0/6HQLddWsmTh2WsTdOwNk3LunQdazP+/wRd3e8FnaisGYmydRVyK6BbcXQfhLBdiDRdQtiq7/uQxPo+ko1ukg3u1Srs7zYZr2jlythqQ7HVS4rVyybLAHvNPvItQ0hNPqQWL6VW30dAp1jJ2dk/KFJoHUOr4azWFkRvE4BntA+hNQdRLM2g+9dbqO9NoGj3Yf7OMkXvnqf4xxdRvz1P+d8uIT8Xo7gjSIF9AFv9CN3+SyiHxjgei7A/GmLPcJSTvlEOVvk49JnzpP3sJtlnpygzRlDYYmRUjbKrYoQttiib7TG22mJstcfY7hhhm3WYHfYR4dsRY6s9wjZHlG3lUbY6Imx1rPwdY0/VKLsrJzhYfpaDtmGOVY5yyB7lUPdFjjmiHNP7OWUPkeYIkeYIs73nItu+91M2/fOvSH3nV2R/5q+ou/KImo5x+rqmyXOEODa+zIaGYQ5Nv8yBi494RuvlwNRriHsu8aK8j+09c+yL3OWUcRhN9B6W0D3S9DFSTcMkNU6xNbjI89ZBjvkWKXCe4+TtT7HnS39HQuc0Kd0XSHBfZmPvZdZ3nOO5jnO82H2OF3um2Ng3RVLXMAd6JykanKdsch7DpQXKJ+exhi9ii1zBGr6EIXYR5fB51GMzqMOTWF1R6lxjVLhG0QxOopldRjMwjbl7HFPPOMbOcRTuaTQXbmFyz1DuHMfhGsHSGsZUM4i+0o+0ZpCSvkmKp5codI2jaB2lrDmKvCFMSe0Qstoo8v4LqOdfI9+/SI45RJHJT7HFT6lxEKlxkBJTgGJLgEKToALDIPn6APnGIHmGAGd0frJ0fk7rAwLo9AHSdX5O6Hwc13o5qvVxWOPlsM7HQa2XQ1ofBzVeDqi9HFD72K8aYK9ygF1KDztUbnao3GxV9rNZ2Ueqso8UxeMha/dquPr7QJdU4kQkda3m4ySyLiFkLVrZL9eGJH7VS1TYRNLqSFcjorx6ISeXUx8HXF0catUk51Uhyq78sJOL5+dEWZWroBNnOhBnOnj2/xZ069IFyP0u6J57DHTPr/TTZa+ArvL/ztFJG0gsEZxdkrSRRFkT4rIWklXtiFRtiFWCq5OonWzSdpGs60Gi7UKi7V5Vsr6HZH3fahV2pRIr5PH6PtJfl2wQ2k1S4tpk9pJs8pJqGRROKlq8q7A7YPZTaA1RavYitQ0IoattEJltkDJHAIUjiHJF9jjsfg/odLYhDI4hjLYAKoef4i/Nonh3EenQILq5SdTvLFLw48sUv3cF8zevUujuJ0PfzUlrGFXVIN3OEWpqY6Q3hDgWPsue0Rg7R8OcjERIq4pw9MIER3+zyOlXZsi3DCKtHOVI5QibHcNstg+z1T7MNvsw2xwjbHeMss0Wi4NumG32KFvtEbaXx9hRMcL28mF2lMfYUT7MjooR9lSNsbfyHHvKp8irjNHWc4kO9wWau6aocU1gao2iaQxR7PCQafFw0hFjX/8iktufY8vDL7Fz6jb7zF7kRi8G9xUy732VI69/jefOPeLgP/2U4//ya7a89R22tF/msH6QU7YI0oEl5JGHFKqiqIfuoAvd57A+SrIlyobqYcQDl9jpnUPjv4a8eYS9n/kLNv/j26TOPWTzxbskX7zHppn7pF5+mU1XXmbTpXtILt5h2/QtTiy+hPr+56m49xaGu6+hu/sQ451H6G88xHDzEcYbr2K88QqaGy+ju/6QirkHNE/fxVobw2gNUPGpL1PxH/8L861PYbd5aKkcpLrch/WltzC9/1tqlr+AxTCIomaIqugNmmP3qY7eoW70Puav/R3q3/wS2fgdylR+jKYIWlMYjTGETRtGXtRH5s1XKeJ/cvrVz5Gu6aNI7/kAdEY/xeZBCk3+uKMbpEAfoMAYJN8ogO60zk9mHHIZ+gBpj4HuiCYOOm0cdDpfHHY+Dqh97FMOsEfpWQXddpWbbap+tsTd3OOgE8cnHZLKuuKHrwTXJpZ1klTqIvF3QJcs60Is7URU7ERS0oFE2k5ySRubSlqRFLUgKRTcnKSgCUl+A5sKGh+D3O8H3YqjS86tQZJdhShL6J0Tny5HnGlHnGlnzSENHX+oGLFdWslTh2SsPalhzSlBz6brWJOhZ22mkXVxrT9tYn2WmXVnzKxfmZzIFqYlHq/CfihHV1DLi4U1JJbUk1BcF3d39WwsFSqwYkULiYpmQWXNJClaESk7EGmciDSueMuJILGmE7GmB5G6m6SVQoVupUghgE6s61/N1wnyfFgGwdWJjAOIDP1IjG5SjR6OGLwUGv1IDW6KzW5KLANILd5VdyeAL+7wbH4UdgF6Kzk7AXJB9LYQensIo9lHWdMgxd9aouAbVyl2DSB/8xx5756j4EdzKN65S/ZUmEOaAdKNYWQ2HzVNQ3S6htHawqRbhzneNcbx2ARHQhc4GZshp+UsB/vC7Hr3Cgf/cpqsWh9FtlH22kZItUXZ8iHF2GofZoc9xg77MNvtUbbZImy1R1Yht90RZbstyg5HlB2OGDvLR9hhG2avNYSjc5JB93l6+ybp7Z+i1z1Fn3eaft95uvsmqHGF0TSFyDIMsL92nP3eayQMXGXLK19mz8IDiq48QvIXP+SFb/+IZ//n/0PiL3/J1r/5Ntt//m/khu9hMA+jtI+g7ltAGbmLXBlBGblLdvgOYlOAF8pDvFAeIFnnIUcfwaQLkWcf4tDn/pYj33mPvWdfYmfsNvvCdzgcvMPB6H32xO5xaHCZktgdHBO3qL/4gLb512i4/BKNVx7QcPUeDVfvUX3pFjWX71B79T7Vsw+ovvyAytmXMV2+h+bSbaqvvYasKYJm8RWs//QTlBduo7e5qXD4MJrdqC8+QPWt72Adu4amNorpykuUXVim4I0vIH/7Z+QuPkB29xVk//hNCkcWkFmDlNREkdbEKLYNUarxoJS5yZtYJu+H3+X4wj2ydB6k+g8cXbHRT5FpkHyDl3yDlzz9ALlaL7l6Hzl6H5k6Lxk6L+k6P2k6P6f0fiFs1Xo5rhngqNrLYdUAhzVeDqkHOKgZ4IDaw371gODmFB72KDzsVLjZruhnm7KfzYpeNschl6LoZVNZD5tWWkXkXSSVulYlgM2FSOoksbhj1dWJijsQFzsRFXeQmN+GqLBVuMta2BwHXDPiePuIJL8BcV4tyfnxnNxHQFdN0pkKks5UIDpdgeh0pVCEOF2B5HQ5yVkVSLLKEZ+2I8mys/aQFud/vqbpt2wtcvCxA1KeOabg6WMKnj6h5JkTap49pWVNup41GXrWxB3e2tNG1mSZWHt6pf1EgJ4wHlbxkcLEhvwans+vYmNxLRuKauOD/7UklNSTIG1AVNZMoryJJHkTCbJGEuVC60mSso0kZfuHJFJ1IFZ3r0qi6SU5Lom2D7GmD5G6d1USbb/w2+PS9q9KrBdaV1J0fRzRDlCg81Ks66PA2EuhsZ8io5sio5tik4dik4cSswA/mcVHmU0oUCisgyitAdTWABprAK11CLU1gM7gRtoTRfaDu+S/dY7C9n6kfzXL6XfOkvXeIkf+ao4t1b2kq0YpMo5jsA1S2xampmOIAoufk+YoByoHODYQ4qB/gn3hUdI7o+xv6WP7N2fY+/dzZNUHyNKG2GyJkGIdJsUc+ZA2W6Nstw+zwzHCDkeMbSthqyPGZluYLZYQ28whtlrDbLVF2GaLsU3fT3G1n/bec3T1nKWr5yydPRO4usfo6BnB2TtKV98obf1RnGNz9M6+TuvspylwL3Ls73/Cun/+Nbve/y1F82+SOvqApL//Ps/84Hts/dk7HPj+j8j69b+jjd6hXD2EURXE3r2Abvg+BaowmUM32B+6xjq9hxesAbbbQuT2XUXrv4nMs0CmPcbJzivsHFhkvSHEC6YIG81hEkwBJKYhthiD5JdH0ftmsX/+S+jm5jG1DmBx+nG0BahsG6K8PYi12YetxY+tbQhL2xDWlhD6piDVk9eomb+LduQi9vm7aK/cwnDtLuqLy1gv38Jy8TrmmWuYLl5Hdv0eqpnbmM7fwXrpPqqzy2i+9m3kv/13Si/eI78lQsHtR0inbqA5e4vSyZsUTlyn9MJdSidukK0f4IzKzYmaEFlGH1JdAKkhQKlxkBKDnyKDjwKjj3y9lzzdADkaN2fUbs5oPWRpPaRrPKRrBkjT+Dip9XJCJwDuuFrQB6DzcVDlYb/SzT5FP/sU/exV9LNb3s8uuZvt8j62ynvZIu8VdsXF1ykly7uQyDqRyIRm3wSpk40lHSTEv5NKnCRJXSSWdJBY1E5SUQeJRW3CKdTCVhLzW9mY20xiXhOJeY0k5jUgym8kKa+BxNx6RDl1iHJqH9sSXPOfgK6cxNMV8epqeTxcFVxccqYDSaYNcYaFTRlW1h1Q4wz9AUe3pcjBf9//e0B3UsuaNL0Au3Q9azOMQpFitf3ExPoz5njOLr6s8zF3twK8F/Kq2Fhcx4vxmdiVtpONxbUkSBtIKG0kSSbALknejLhMCGVFirbVXjuxsh2Rsh2JqguJqhuJqptk9QeSaHoQa3o/pE06N2JNLyJNH2Jt/0ck0feRrBdGy47ovRTovRTFQVdk+jDgViS1eCm1eJFb/cit/jjoBlFZVhSkzBpEp3VT4I5S8tPbFH1+mtMd/Sj/donc92bZ+rOrPP/5KbZae5Aah9FYo9gsg9S0RzC0+Mmw+TlhGmF/lZ/UuyNsfOMsyZ8c5+DVaXa3dZP6jQvs+eY8GU1+DplDiK1RNlmGSbXESLHESDFHSTFH2GKNsd02zE7bMLvsw2y1Rki1hkmxhEgxh9hiCbHdEmG7JcIWW5jN1iBpFV4auodxdY3T2j1GR9c4zq4xnF2jdHSP4OwZo90Zo+3iLRq//T3avvtTmiLnaJm5QdV//G/SPv1Fsr77PZSf/Cr7y7zsbpghpXGUEzdfR/+TH5Mx/4gi4xDaygnkrRcwh++hidxnn8zN1okbbJ2+R6K6nwPGIXJqp8gJX6ewbpLSoTsUOWc5pfEhUXsQVyJMGAAAIABJREFU6YaQGCOkWqNsNwc4bglgaJygsWkc27VPUwfU/cN3qW6foLZpmNq2MI1tQRraB6lr9lHX4qe+NUBta4ia1gg19QFsVR7qR6/SvPiAquklaueuUblwkcqr13DML2Odu4b16jXK55axXLmN5dIjbFdfpTy2RLall8Jzy6j+5puorz3EcvE2xR3DSC0DFJs95Jv6yDP0kW/1UhqdRzZzmxO2AWSyXvS6AGVaH6X6AeT6AYqMAxQYPRTpB8jXDpCj9ZCj9ZCt8ZCtGyBL6yFN7SZN7eaUZoCTmgFOaAc4pnJzNK7DKg+HlG6OaAY4oOxnv6KP/Yp+9ip62aPoY7e8j53yPrbJetgi72GzvJcUWfcq5FaG70VS12r7SEJJBwklThJKnCQVO0kqcZFY1EFiQRtJhW0kFraQWNgirEQvaCUxt5mkvGaS8ppIzGsQdsvlNZKUK8yvinM/OFko3H6ojasGcU4VktwqErPKSTr9WD4uqwpxVoUAugw7knQbknQLyekW1u5X4hz6Q6ArdPCn+0oEyB1T8MxxBU8fV/HMCQ1rTulYk6ZjbZqOdekG1mboWZupZ/1pIW8nyLJapBBC2fjZxDjwXsitJKGw9sM5vLi7SywR+usSShtJKP2goVisaEG0Ar0V4JW1IVF1IlY6EauciFUuxCoXEpULsboLsabnQ9oUn5cVqQW3tyLJiqPTxZ2gvo8Deg95ei/5+l7yHnN0K7D7XeDJbH6kVh9lVj8Kix+F1Y/CMojCEkBuCWFQe5E6/ZT+4BoFX7pMRssgJX9xh63vLPPkOxdY9/UF9jUG0OsC6ExBHPYg9c5RFDVDpJuCHNUOs6trHNEPb/In713i4z+fZ/ObS+xu7mLzN86z5evn2d3axW5dgFRDTHB01hjJ5igSU4QUU5Rt5mG2W2NsNYXZao6Qao6QYg6zyRxmkzXCZkuEHeYo2ywRUm0BjjqGsLVP0NQZo7kzFl8OOkJ75ygdnaM4u8bo7B6nrS1Kx8Ij6n/yHrXf+wdaRiZo6o7R/Df/RCv/G8/7v2Hg+kP0VX4MVcOUWQaxd0zSMzyPXNfFgYZRdn3zh+z+9//Fwb/8R7ZUT/BC2ySbv/4P7PrG9zjRfxmpLoiy/jwZ/Rc5rvOS0TPHieZJtpb1IFa4SdV4SNV52ab1k24JU94yTGvbEI2NI5T3zlD+8DNUn79NTcMYtfWjVLeGqG0NUNcWoK5lkLqWQRqaB6lqGMJRGaKmxk9NcxBzlReHa5S66WVs565hmZzHce46tuklrJPXME1dQ3d2Ae3kAoapJYzdk+RXe9FPLqA9v4Ti3CLa4VmKHR502j4sxgHMejcGXR9GTT8adR9ZKidnBqaQzT3kVHuMDEs/WSY3p+wejpd7OWF2U6jqQ672UKjxcCYOuRVHl6l1c0rdxyl1HyfVbk6qPZzQuDmq7ueQqpdDyh4OKfs4WNbLIUUv++U97FP0sF/Rw56yHnaX9bK7rJcd8h62ybrYIutis6ybFHk3ElknYmnnh0CXVCKEponFHasSFXUgLnKSVNhOUr4Qnq5IXNQqHLPJaRRWoa8orxlRbgOinN/j6HKrP1RZFedUI8mpEdxcfMxLGPWqRJxZjiTDjjjdRnKaleR0C8npVtbuU+IK/oFixOZCO3+yr5hPHC1b1VNHyvjEcRV/dkzNnx1T8czJOPTSdTybrmN9lpE1GXqeTdfxbLqBdZlm1p6xsi7LzvozwpjYCvCez6kgobBW2HQS1wt5VazPqxKWdRbXk1ASbyYubUAkayJR1kSiVFgIkCRrJrG0CZG8FVFZOwkyYU27qKwDscIZfzsRq7oRq7pJVHQiUnUjUXcjUnWTpBJcXaLqA+gJoWwPSepuEjU9bNf0cto4QJahl9PaTvK0PeRpe8nV9pCv66NA30+hoZ98XR+FBjeFRg9FRg/FRg/Feg8lBjdSvQe5YQCVyYtKOUB+RS+5fz1L9jfmyO3wceC1K/zRz+d44t0LPPv2MnsujlGi7MasC1NREaaqLYzc5idXG2aHyoNoYYqnf7rAEz+a4qlfzLNlYZLdvV5S31sk5XPnSLB2k6oNkmyMIjZHkcQhl2QIITaESTFFSbVE2GQcItkYItkUQmIKITaHEFuEkHe7KcpmY4D9Zi+W5rM0tI1R3xGhoT1CXWuYxvYILc4Y7a6RVdg5O0do6hyhdfYRTVPXaHMO4nSGafSco3HuFs7JWYZHJnD1DtLTH6HDE6V79BKxiWtY67wcf+XzbH37Fzz98puk/OyXJPQu8JzzMpu+9QOO/+RdZLEFdIYBTFVnsfddQ9N9FWngCiU9w5zpnSajd5bjDj9pVSHyW0Yx9E9i7xum0hWgui1MRWMQe7WXyrpBrJ0xzJ0xKjpiVLZHsbeEsbWEsLaEsDQF0YeuUP7Sn2NzT2Gr9KBqCWAZuYJpZgnz1A1M40tYJpewTF7DMrmA+ewcxomrGMZmMYzNYjp3DcvifQyDM8g1XahUXWgMfShsAxhNXoxGDzq9G63OjUbrRqXzUKZ1ky/v4nT7GHnnb5F/7g7SyfsUTt8n59x9Tk/dJbNtnHRVD7nqfs5o+j8CurQ46E6o+jmpdnNc3c8RZS8HFT0cVHRzUNHLAXkP++U97JcJ7z55D3vk3eyWdbFL1sN2WTdbSzvZ/DjoPgQ450cA97ugExW2k5jXIoSo+SsV1SbhDut/AjpxTsPqsP7v9sgl51QLxYYzlYjPVK2GraLMckQZDkQZ5UJ+LsOOJE0A3aY0C5vSLKzbr/rDoEstsPHf9hTyZ4flPHWwlBfStRw3tvHMCQ3bpNXsVTawLl3P+nQDnzihYk2GlmfStaSWVnHY2MpeTRPrT5t4JsPEs5kWnsmwsDZLmKBYc1oA3/O5lazJcvBcTgUb8qvZpengVIWHZ8+U81xeFYklDYhlTYhKm0gqbeSwrY/NqjYSpY2sy6smuyHIQaubtfm15DSFOWAbYIO0BXFZB6nqTiQKF2JlFyJFFydrw0hUXRwuD5Ci6SVJ1c3zMhe57RMcrAyxvtTFC/IuXpS7SDX0s1HTTaqul+MGD8e0XehbImgqgxhqw3QHr9LqvkBj7zlqXGdp7juPrXmErsAslsZhjLURvNFFWvtmaHdfpK3nPEarh/6Bq9T2TFD654vU/+ZN9g8HyFiaQfabT/PMj+d44kczbP3WAic8fhQGL22N41RUDVKiH+CI1s3GkXGe/t4iT/x4moPv3WHPO7dJcfeza3qC1H+7i/jWNCebzpJiirJBH0RijSA2hknQDVHcN8fp9oskm6Mkm8MkW8IkGoK8qPXznNpHRscMp50zJGmD7DBFOWT0o62J0uScoMc3TUWDnxZXjMHQZQYCM3T1TdDaEaPNOUy7awRn5wjO9gitDVGcTWGcnWFa+sK0dwVpbw7S6RwlNHaetm4vTX0+WvsH6egO0u0K4uyMUP/Zr9L0y3+j+O++TfavfsGennkkUh87Bm+QN/IAZVWQ6powDsdZ5Oohjmn70NUHaOyJ0POX38b1vV9gnr9H1fLLVC69hP3aA6wLDyiff0DD7APqZu9RPfeAqqv3Mc/fxbLwAMf8fRxz97HN3cM8dxfj3F0Mc7dxfOPb1AL1d99EWT9I7bV71F+4SUNsgfLhJSyReazRReyxJeyxa9iji9gjC9iHFrAH5zAOzSKvH6LM2IfC4UVv8WE1+zCZvBiMHnT6frS6fjTaftQaNyq1G6XajUrtoUTeQ5GsizRdF8eN3RzVuDikaueUuY8zM8vsbw2TrujmtLqXLHU/p1X9ZGrcZGjcnFL1cULVyzGloKOqPg6VdXNQ0cVBRTcHyrrZL+/iQFkP++Xd7Jd1s1fWzR5ZF7tKXeyQdrJN2smWUheppZ2klnaSIutEXOokSdoRd3HtJMUv+iUUtwnnTeNKKmxFVNSGuLCVpIIWRAUtJBU0k5TXED9mI4Soq8prQJQXX7mUU4c4uxZxTu0q4ETZVSSdqVydeBBlVSLOqhQgtwK6NDuidAfJmRUkZ9hJjoMuJc1CapqF9ftUOP8Q6FLyrfzR7gI+fqiUj+0v4cUMLQ3BaUobfZh6YlR4JjB1x9C0h3C4x9C4hnj+jIGM8k4yyjtxDIxh84xh6B3BPnAWdWcMY+8oSlcMTdcIR8xdZFR4GF16hHNsgdrQJTwzt+icXKJ/5iZdU9exes/h8M+g6hqjIniRiuAlLN7z1EZmGVt+Df+VexS2RgjOPyQ0/xLVoVmOlnvJqA+i7J2irGsSrXuGgvYx6mKL2IOzKHrPUTu8iGZghoroAqFrr1EemWfizmepH11G7blIZWwRS2gOa2CWSvdFOsNzTFx9QNfgZRq6p7C3jODyXaJr8ApNfeeJTt2iw3uJy0uvMzRxkw7vJTyRBTp9V3CHF4hN3qa9+zzdg7O4w3PoZmepff+L7PvsFWTBCRq+8ykKfv4GZe+8Qduvv4T37S9if3iF0Rt3GJq9jf7sBVSvLmJ/7wvIf/kZTr73EtX/+gVGfvQ1xu+9Tse3v0DVr7+Eav4GHdMvUzlym57Z17FEb2GN3ETtv0b35VepGrlL/fh9LJFl7LGb1J69S3HfFfqvvs7Y3S/QMHEfW/gG5eGbtA9dJzx0Gf/QBeauv0R0dI6Ls3f55KfeYm7hJTzeczS1Rmhpj9LaEaPdNUy7S3B57a5h2jpjtHcJG5JbXWFcvcNERmdp7wzR3hWiozOM0xXG2RmloyNCXc8EbZ/8As7v/4CKG69gb59EUR0iTdfFSUUXWXoP2Xov6YoAOYYgppYQ7V0RaloD2KJz2Efm0XUMUNnqo7LFh7XNj6XFh7XZj6PJh6NhAFujF0uDB2uTF3t7AGOrF0PrAIZ2L/r4t7ahD83IRQyf/ByKyUWarzyg3D2Jw9BHldmD1eLGbOrHbOrHanZjNrsxm9yYjP2Yjf2Y9H0Y9P0YzB50Vh9a8wAakwet0YPW0I9G34dmBXLqPpTqfhSqPsoU/cgUfZSqeilTCW+hqotCRRdFik4KpC0c8V8g3TfHCZmTLGU36apeTil7SVP1cVLVy/Gybo6XdXFU0cWRsk4OlXVyUO7iQJmLA2Vd7JN3slfmYp+8k30yF3tlLnbLOtkpdbGjpIPtJR1sLekgVdpOirSDTVKhDURU0k5icdvq3ebE4lY2FjULR+vzm0go+EBJhc0k5TeTmBsvMuTUC8qtJymvnsTcug+UXUtSTg2i7BqSsqriqiQp3g+X9LshalYl4tMViNIdiDPLEaU7SIqDTpQuhK2SU1YkpywknzKTkmZh3V4FzuCF/xx0m/IsPLErn6cOSvnY/hI2ZGg5U97FYV0zJQ0DKFuDdI9dxTl8BdfoLO7pBU5Y28mq7OZMVTd7NPU4BiYw9Y9S7pukNXYFbdcwFvcEXROLyNoi6HvGOXvjVbonl1B3jVE3dJly/3mGrt7HeXYJaUeUzsklGmOzmAemKescJTz/EpGFlxhdfoXayCydU8ssv/EW5+5+ivaJJQzuc1h9FygPXsHmv4xr8jYVwavkt4wyduNT2AKzyLsnyWqOMjD7kNbJG3RfuMf5B5/DGpwjv2OCwMKrtEzdouPsTZpD81y58SmGz99h+srLmOpiuMMLjJy/y0B0Eaf3Er7hJboCs4QnbzEyc4+GnnO0eS4yOLZMu/cyU1deott3BY19kMmZ+xi8Z3G9/Rayn77O8fER2u89QP/u55G984jKn38a9S9fQ/vLR0z/5itc/PnfUvnO5wj89utk//xVMt59GcO/vknrz79C4M4jxv/H52h4//PU/uAN2i/dwxxaxjP/SWYefZmCvlmUvkWapx/SfeVVasfuofVdQ+Gdp+/qa9iiyxT2XOLq61/lyqtfofvSqzRN3sd5/hHtsVtcv/kGFy7fZ+LcDUKxWSbP3WD6wk0evfrndPaO09ASpqU9ugq7Nucwbc4orR1R2pwr8Bum1RmiszdKZGSWNleINtcQba4wba4IrU7h37e0RahrHKKuOUh9nZ/2lghO5whO5wh1TSEcDUG0DYOoG4eocEVpcnlpaOunqmWQ+oklyi/cRN8/THnvKNXdo5T3jFLRM0J5zwj27mFsXTHs8W9rdwxLTwxL7zCW3mGM3RFMXRFMnWGsPcPoOyLI+0aouPGA8oFz2ExezDUBLNWD2CsHsVX4sVX4sVcKr7Xch8XhxeIYwGQdwGAdQG/1oLd40ZoGUJs8AuD0vah1vai1/ajV/ahUfShUvZQpe5Ep+pAp+pCq+ihW9VGo7CVf2bWqXEUHJ+uGSB9ZYn9RO+klnZxS9XJS2Svk5VZB18lRhZMjZS4OlXVyQOZkf5mL/fIu9smd7CntECBXKmhXqYudUic7SjrYIXWypaSd1JJ2NpW0kSxtQ1zSiqikhYTiFjYWNZFQ1ERCcRMbChuFo/X5DSQUfKDEgvhv2XUk5tYLb04dSTnxs4R5tYjy6hDl1Qqzq7m1gnOLAy5pxbFlVZCUUU5ShuMD0GWWI8ooj4PNgSjNgeiUHXG6A3G6HXHa/0vQvf/vvyU5x8wTO/N48kAJTx2U8vFDpXziqIInD8t5Pl3P+nQ98iYfmfYu1pzSsCHHxG5VHVtKKxEV2HjmlJq1mTrWZBpYk2nihWy7MBubZeX5bBsb8ipIKKgmuaQeSUkdG/KreDGvElFxLcmyRlLKmhGVNmDoO8sOTQcJJfVIZE3s1DlJKWtlp85FclkLO/Uudhs72a5zcsDSz2ZVBzu0nRyy9rNV3cUhm4995gEkche7Df2kqroRlznZKGulMjyHou8ciUoXu6xeRKoeNhv6MAWukKDqZLvZww5TPyfNHvJ0HspbzlKo8wpNwZVBFA4fUosbuc2HwuFHah7AVB9FVR6g1OpHWTmEtjpCeds4ptooaoMPc1WE/fpeDs1MsedfbrLhm5fY4QqybmQI8XdvsPmn8yS8PYvkhxeQ/+QqeT+9ybM/uMS6dxb4k59c4RPvXWPbDx5w1BdjU2cf+79/m5SfXCU1HGKzMcx2e4S9VSPsqBhGbAohMg6x3THMvuoxNplCpBhDJOj86AOLyDyzrCtzs6s8yjZrmOMNZ0k1DrHLEWOvaQhL2wTNrnO0tI9T0zhEdWOQqgY/bZ3DNLaFaWwTQNfcFqG5LRKHXpjmthCtHZFVtXSEcPVEiYxcoaUjSEtHgFZniFZniJZ2QU3tQ9Q7g9Q5B6lzBajrGKSlNYCrJUizc4SGznEaukao6wxR3xqgpclPc5MXW4uf1re+QsvbP6H2zqepv/46LQuv0rrwCi2Lr9C0+Ar1iy9Te+0R9TdepW75VWqWHlG79Ii6pVdoWHqF+sVHNCy8TN3cQ+rnX6bh2iu0XHmArXuMCruf6oohDNWDmOJgW9Eq4OwezHEZVyBn9aA1e9CYPKiNbtT6XlS6XpTaHlTqXlSqXpSqXuTKHmSKHkqVfZQoeilW9sYh1yNATtVNnqqLfFUXp5RtHI1c4kR4mT3VIxwp6+KUsoeTyl5OKHo4Ju/imLyTI2UdHJY7OSh3sb+0g72yONxkHewpbWdvqYs9Uid7pE52StvZKW1fBd3m4jZSittILm5FXNyKqLiFpOJmEoqa2FjYKKiokQ0FDWwoaGBjXj0b8xvYmN9AYn4DSQUNJOTVr4JOcG41gnJrhfdMNYlnqkjKrvwAcivtIqcrSMxwCKCLA02cWY74McAlpdkRnbIjSXOQvCp7HHL/H0D35IESnjxYwpMHS/nYgVI+dkDGkwcFfeyQnCcPy3nqqJwnj8l56ngZHz+h4Jk0NU+fUvP0KR3PpOl5Jk3Ps+kGnk038ky6kWfTTazLtPJshpm1mRbWZ9lYH18M8FxOJeuzK3gxv4oX8gQlFNWRWFTPC3kra9prSYhfGnuxuI4NxfVsKK4nUdpIQkmjcGaxuInni5p5obiZjdJWXihuFm7KSlvZIG0jWdlJYpmTDfIOXpB1sFHuJEnVyYYyJxsULl5UOHlR2c5GWQubZW3sLG4lQ9FLtryPbGUfZzSdZKudZKtd5Kh7yNf1k63qJU/bT57BQ67ejVTjQaoeoETjJU/rYbfSSUpZP8+VuXj+wRRPv3+DT3zpCutsraT2DXDqa8tse+8WG969SMYvrnD8Z1f507cv899+fokX31lm05uX2djaxdqOViR/e5n1v76JaHGSRKWbRE2IDXo/L2h9bNANkmAIkKDzs1Hr50W1lwStnyStn0Stn03GICLdIIkaHy8qB9ig8rJB5SVJ7Wej0ouozEuOZRB7bYSK6iCVdX6q6gPUNAapbghQ3zJEY2uIpjjwGttCNHWEBbWHaWkPC5CLg6yzN0Zk9BLN7UFa2gO0tA89phAtrUM0tgdoaA/Q2B6koT1AU1uA5tYA9R1D1LeHaWiLUt8SpKEpQFPjEA3NASqafFT6z1IeOoeubgBdjQdDjQdjnQ9jrRdjjRdTtRdT9QCmKg/GKg+GCg+GCjeGCjfGCg/GcjdGhxu9bQCd1Y3G2o/O3I/VOkB5xSD2qoAAtt8BnLXcuwo4k82NyeZGb+lHb+5Hb3ajM/WjNfahMfSi0nWj1HSj0vSgVHVRpuqmTNVDqbKLYkUnUkUPJYpuipTdFCq7BRen7CJX1U2uqptsVSdZ8lYOWPrZ892fsOPtd9nbEeNocRMny/o4qegVICdzcUTm5LDMySGZi/3SDvbFYbcCut2yDnaVtrFL2sZOaRvbS9rZXtLBtuJ2Uovb2FTUSnJcosJmkoqaSSgU4PZigXCgfmOBALcXc+vYkFfPhrx6NubWk7Dy5tSRmFNLQk4NCdmCErNrSDhTxcasSjZmVZCQVSFA7rHwNCmznMQMh5CLy/go6MTpcRd3yo4kruQ0B5KTdpJP2kg+aY3LQvJJK2t2K+kY/E9ydO//+295IU3DE8npPLE9hyd25PLEzlye2FnAEzsKeGJnAX+8u5g/2lXIE3uK+G/7ivnj/cX88UEpf3KolD85VMqfHpbxp4dl/PcjZXzsqIInjyl58piKp45peOq4lqeOa/nESQOfOKnnEyf1PH3KICjNzDOZNp7NtLHmtINnT9tZm+VgfXYlz+VUsi67gvU5layPfz+XW8Vz+dU8l1/N+rwqns+viauW9Xl1rMuvZ11+g6CCBp4vbOK5gkbWFTSzJr+JdQXNrC9qYX1xK+tLWllf3Mq6klaek7bxXGkbz5e2sv7/tFM/MW3edxzHr91haoIhoarWJmmSNs1ISPwPQggk/A3B2ICB4P9/eB7/B+zHBmzsx36wcUhKAJtsXZWtmqYth+0wrdO2YzVppx13mLTttltvUzcFsFHfO5gQmqVZclg1VXyklz7Pv9/h0fN7voZZ6oZmaDDM8PatKO8NznPBuIjWNMeV4RjtJolrpjmuj6ToGF6gcyRJ52iK7uEUt4bS9JuytJrSnDXM0WhK0GhMcrw/Q8NEgmO/e8Br/3zEkT895M1smvNTc1xcXuHUo/v0/n6TG394QN2vNnjjp2VOKHkaXBFUd2W+9ddHfPuzX9Dwyw0aJiQaDTkaRhRUYwp1o1nqzTlU5hyqkSz1o1lUIzL1I1kaRnLUD2epM2aoM2ZQmWRUJpn64WyNKUu9UebYQJorozIWr4LdreCYknEKWVxiDpcvhzegMBXKI4byiOE8vvAS/kge/3SewEyBQCS/Z4lAJE90rkjx3kcEI3lC0wrB6aV9gcgSgfBzRJbwR5bwh5R9vmAOMZBDCOaYekLM4PEkmfJlEMQMPn8W0ZdFEGWmRBmvT8YrpvEKi3jFDB4h/dRUGpc3jcuTxumWcbmyOJ0yNkcGm0PG6pCxOrNYHDIWh8ykPc1t2yIT1hQT1hRjliRjk0nMk0nMkwuMTswzMr7A8Ng8JvMcJnMC42icoWEJg0liyBhn0BBjwBBjYChBn0GiezBK76BEz6BE16DEjUGJDkOMdkOUdoNE+6BEmyFGW1+YJlOMk7/9lLf+8mdOh4s0d4W5OJigeUDiws0oF25Gaeqfpal/lvN9s5zrnebd3mnO9k1ztn+aM/3TvNMf4VRfmFO9IU72RDjRE+HtnghvdUd4szvCG91hGrtCNHaFaOgKUt8VoO6Gn6OdPl6/7uPIdR9Hb/iou+7n9Q6BIx0iRzpEjl4Tqevc63YBVbuXunYPR6+6OXrVTV2bh7o2D6o2F6o2J6orTuqvOKlvsVPfYkelt6HS26jT2Th2xUW93kaDzsaxFgfH9HYadDaO62wc09g4rrEeYOO42kqj2kqjepJGtYVGtYXjlyd57bSBmdwPnj/otncq6G9H+M61CU702DnZY+dkr4N3et2c6nFzqs/FmQEvZ256OT3g5fQtL2cGvZwZEjhrFDlrFHnXKPKeyce54QDnhoO8PxLi/dEQ580RvmuO0DQ2Q9P4DE3js1wYj3JxIlZzW6LZMkezZZ5L1nmaLXNcssyjtiXR2FNoHE+pbcla21Oo7bX7WuciOmcanTOD1iWjdWXRunI1bgWdW0HnWULrKXDZpdS4l9B4C2imCrX2FtB6C+iEZfRiEe1UAbVQQC0WUIvLaMQVWoS7dHqWMQhFxnwrTIh3mfTfZTJ4D0vgAyYDq1j9q1j89zH479Phu0er7x664CqXQnfRBkq0Tq1yNbGC/pMf0fT3n9P52a/p+PRjLj9Yobv8AOHDh9gfPkS/8SHtpQdc/OEKzX/8GM0/fsOlv31Cx09+zPXpO1wRV1GHNtGGSmjDpb0uow2X0QQ20AY29lsXLNXO/bVrmgP3tIENtMESmmAJvbDOqH+d6MIG0sImUrKElCqRWCyRSJeYl8ssZDdJ7VnMlknnNkkvlckslckopX3pXJnCyvf53kc/Q1Y2yS5tIivlfZnc5guls2XScs2iXCYll0llvywpl0jKJVKZEouZDVKZDZLpdRYy6yTkdRKZNeLpNeLp+0iLq0+lVoml1ogm14gu1N43NreBlFgnnlhHiq8TlTaYldaYkdZe2VxsAAAB50lEQVSYke4zHVslElslPPsBoZkPCM3cq5m+R3B6hUD4LoHwCr5gjRi4gxAoIviLCL4iU8IyXnEZj7iM21fEJRRxCkUcQhG7cAebUMQqFrktLDMxVWTCu4zZW2DMnWfUqXDDp9ARu0O/exmDa4U+j8JN9xID7jy3PAUG3HkG3HluuvP0uRR6XQq9boVut0KXW+G6K0enM0unK0enU6HDqXDNmaPdodDmUGi152i1Z2mxZ9E7smhtMmpbBrUtjdpac9ma5rJ1kebJFJcsi1yypLhsSaF+0reTqCeTqCfnUU/M7dOMz6EdT6Adj6Mdl9CNS2jNcbTmOBpzHPVIDPVIDN1YAq05jm40jn601rrROC0jcfSmGC3DEi2maI0xin4oin5olhbjLK2mmhbjLOe7RArlR88fdE+G3fbOzjP9NaocVH2Bg89XX3LNM+tf8tmdF1z/KtuVKlt7/mNddZfKVpXtz7fYqe6yzS5bfMEWUNmzC1T3jreAx3zBNrtUKlV2Pt+isl1lu7L7Cu/78nYqVSrVPQePD6i+kt1n+n+rUq1Srfx3lf9j+3tpp6ZaqVJ5vM3Ovx5T2XnynSov3IMv65X2x86z/07ly//i1z0vXqBa3f3qQXeYwxzmMN/EHA66wxzmMN/4/Bu0b2J7+HucfwAAAABJRU5ErkJggg==)
ลองมาดูกันว่า เอไอ นั้นทำอะไรได้บ้าง
ด้านการแพทย์ – ลดปัญหาการขาดแคลนบุคคลากรทางการแพทย์ และช่วยในการวินิจฉัยโรค
ด้านระบบขนส่ง – เทคโนโลยีไร้คนขับ ระบบติดตามและวิเคราะห์เส้นทาง
ด้านการก่อสร้าง – สำรวจข้อมูลและโครงสร้างของงานก่อสร้าง วิเคราะห์และวางแผนการก่อสร้าง
ด้านอุตสาหกรรมการผลิต – ใช้เทคโนโลยีเอไอร่วมกับหุ่นยนต์เพื่อวางแผนและทำการผลิต
ด้านการเกษตร – เพิ่มประสิทธิภาพในการผลิต และเพิ่มผลผลิตทางการเกษตร
ด้านการประกันภัย – วิเคราะห์ข้อมูลผู้ถือกรมธรรม์ และค่าสินไหมทดแทน
ด้านการเงินการธนาคาร – เป็นที่ปรึกษาในการทำธุรกรรมทางการเงิน ตรวจสอบเส้นทางการเงิน และ วิเคราะห์ศักยภาพทางการเงิน
ฯลฯ
เห็นได้ว่า เอไอ นั้นครอบคลุมการทำงานได้ในทุกด้านทุกอุตสาหกรรมจริงๆ อุตสาหกรรมอัญมณีและเครื่องประดับก็ด้วยเช่นกัน หากจะให้เดาสำหรับบางคนก็อาจจะเดาถูก แต่สำหรับบางคนอาจจะจินตนาการไปไม่ถึงกันเลยทีเดียว นั่นก็เป็นเพราะว่า เอไอ นั้นได้เข้ามามีบทบาทและส่วนร่วมในอุตสาหกรรมและธุรกิจอัญมณีและเครื่องประดับแทบจะตลอดห่วงโซ่อุปทาน ไม่ว่าจะเป็นในเรื่องของการคัดเลือกวัตถุดิบให้ตรงกับความต้องการ การตรวจสอบคุณภาพที่มีความถูกต้องและปราศจากอคติใดๆ การเจียระไนที่มีคุณภาพและมีการสูญเสียน้อยที่สุด การชั่งน้ำหนักที่ไม่มีการคลาดเคลื่อน การขึ้นตัวเรือนที่เป็นไปตามรูปแบบที่กำหนด การจัดระดับชั้นสีที่ได้มาตรฐาน การออกแบบด้วยเทคโนโลยีที่ช่วยเหลือทั้งผู้ออกแบบและผู้บริโภค จนกระทั่งการซื้อขายออนไลน์ที่ได้มีการจัดเก็บและประมวลผล เพื่อให้ได้ข้อมูลทางการตลาดสำหรับผู้ขาย และข้อมูลสินค้าที่ตรงกับความต้องการของผู้บริโภคอย่างที่สุด ปัจจุบันบริษัทยักษ์ใหญ่ในต่างประเทศเริ่มมีการพัฒนา เอไอ ด้านต่างๆ เหล่านี้มาในระยะหนึ่งแล้ว ซึ่งสามารถเรียกเสียงตอบรับจากภาคอุตสาหกรรมและภาคธุรกิจได้มากพอสมควร เพราะในมุมมองด้านผลประกอบการทางธุรกิจ ต้นทุนกับผลตอบแทนล้วนเป็นสิ่งสำคัญ อะไรที่สามารถลดต้นทุนและให้ผลตอบแทนที่คุ้มค่า แถมยังได้ความเชื่อมั่นจากผู้บริโภคพ่วงมาด้วย ถือว่าคุ้มค่ามากต่อการลงทุนเป็นที่สุด และ เอไอ ก็ตอบโจทย์นี้ได้เป็นอย่างดี
เอไอ ที่น่าสนใจในภาคอุตสาหกรรมและภาคธุรกิจอัญมณีมีอยู่ค่อนข้างหลากหลาย ในที่นี้จะขอยกตัวอย่าง เอไอ ที่มีความสามารถแตกต่างกันออกไป เพื่อให้เห็นภาพที่ครอบคลุมและความสามารถได้อย่างชัดเจน
Robomatic ของ The Sahajanand Group (STPL) ซึ่งเป็นการรวมตัวกันของภาคอุตสาหกรรมและภาคธุรกิจอัญมณีและเครื่องประดับในประเทศอินเดีย โดยมีเป้าหมายร่วมกันคือ บุกเบิกและพัฒนาเทคโนโลยีอัจฉริยะที่ดีที่สุด โดย STPL ได้เปิดตัว Robomatic เอไอที่สามารถตัดเพชรได้ด้วยการเลือกและจัดวางตำแหน่งของเพชรก้อนได้อย่างแม่นยำ เพื่อให้ได้ผลลัพธ์ที่สมบูรณ์แบบสูงสุด และปราศจากการสัมผัสหรือการแทรกแซงการทำงานจากมนุษย์ เมื่อได้ผลลัพธ์อย่างที่ต้องการแล้ว Robomatic จะทำการเคลื่อนย้ายเพชรไปยังกล่องเก็บเพื่อรวบรวมโดยอัตโนมัติ จากนั้นก็จะหยิบเพชรก้อนใหม่เพื่อเริ่มทำงานอีกครั้ง
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)
Sarine Clarity™ ของบริษัท Sarine ™ ในประเทศอิสราเอล Sarine Clarity™ ถูกออกแบบมาเพื่อการตรวจสอบความสะอาดของเพชรแบบอัตโนมัติที่แม่นยำและเชื่อถือได้ โดยมี เอไอ ที่สามารถเรียนรู้จากเพชรทุกเม็ดที่วัดและทำการให้คะแนน เอไอ นี้มีการจัดระดับความสะอาดของเพชรด้วยฟังก์ชั่นการเรียงลำดับและตัวกรองที่ช่วยให้สามารถกำหนดและตั้งค่าความสะอาดได้ตามความต้องการ นอกจากนี้ ยังสามารถทำงานกับเพชรได้ตั้งแต่ 2 สตางค์ ถึง 10 กะรัต ซึ่งถือว่าเป็นพัฒนาการครั้งสำคัญในกระบวนการทำงานของอุตสาหกรรมอัญมณีและเครื่องประดับเลยก็ว่าได้ เพราะ เอไอ นี้สามารถตัดสินใจและทำงานได้อย่างมืออาชีพและมีมาตรฐาน ซึ่งจะทำให้เกิดการสร้างกระบวนการคัดเกรดที่มีความเที่ยงตรงและแม่นยำไปทั้งอุตสาหกรรม และที่สำคัญยังมีส่วนช่วยในพัฒนาคุณภาพก่อนส่งมอบเพชรไปยังผู้ค้าปลีกอีกด้วย
อีกหนึ่ง เอไอ ของบริษัท Sarine ™ คือ Sarine Color ™ เอไอ ที่มีระดับความแม่นยำในการคัดเกรดสีสูงกว่าระดับของห้องปฏิบัติการ เมื่อรวม เอไอของ Sarine Clarity ™ กับ Sarine Color ™ เข้าด้วยกันจะได้ระบบปฏิบัติการที่ครบถ้วนทั้งสี่ด้าน (4Cs) ซึ่งได้แก่ Carat (กะรัตหรือขนาด) Cut (การเจียระไน) Color (สี) และ Clarity (ความสะอาด) ถือเป็นปัจจัยพื้นฐานที่ส่งผลต่อความสวยงามและมูลค่าของเพชรนั่นเอง
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)
นอกจาก เอไอ ในกระบวนการผลิตเครื่องประดับแล้ว ก็ยังมี เอไอ ที่ทำงานอยู่ในกระบวนการซื้อขายเครื่องประดับอีกด้วย ซึ่งมีทั้งการใช้ เอไอ ร่วมกับ 3D Printing ที่ช่วยในการออกแบบทั้งฝั่งผู้ซื้อและผู้ขาย เพื่อให้ตรงใจและสะดวกต่อการทำงานของนักออกแบบอีกด้วย รวมไปถึง Ringo ของ Diamond Pro ที่กำลังจะมีความสำคัญอย่างมากสำหรับการซื้อขายอัญมณีและเครื่องประดับบนโลกออนไลน์ อย่างที่ทราบกันดีการซื้อขายสินค้าบนโลกออนไลน์เกือบจะเป็นเรื่องปกติสำหรับยุคนี้แล้ว การซื้อขายที่เกิดมีตั้งแต่ของใช้ชิ้นเล็กไปจนถึงเครื่องประดับที่มีมูลค่าสูง จากรายงานของ VentureBeat ระบุว่า การตลาดอีคอมเมิร์ซเครื่องประดับคิดเป็นประมาณร้อยละ 5 ของอุตสาหกรรมเครื่องประดับโดยรวม และจะเพิ่มขึ้นเป็นสามเท่าตัวในปี 2020 โดยเฉพาะอย่างยิ่งในภูมิภาคเอเชีย ถึงแม้ว่าการเติบโตของธุรกิจเครื่องประดับในโลกออนไลน์จะเพิ่มสูงขึ้นแต่ความเชื่อมั่นในการซื้อสินค้าที่มีมูลค่าสูงนี้ก็ยังสร้างความกังวลใจอยู่เช่นกัน Ringo เป็น เอไอ ที่ถูกยกให้เป็น เอไอ แรกของโลกที่สร้างทางเลือกที่ดีที่สุดสำหรับผู้ซื้อได้
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)
Ringo เป็นเครื่องมือที่ช่วยแนะนำเพชรตามข้อกำหนดต่างๆ ที่ถูกกำหนดไว้ ทั้งราคา สี ความสะอาด และเหลี่ยมเจียระไน โดยมีภาพจำลองที่ทำให้ผู้ซื้อสามารถมองเห็นคุณสมบัติของเพชรที่ไม่สามารถมองเห็นจากตาเปล่าได้ นอกจากนี้แล้ว Ringo ยังจะได้รับการพัฒนาให้มีความคมชัดของภาพจำลองเพื่อสร้างความเชื่อมั่นให้กับผู้ซื้อทางโลกออนไลน์มากยิ่งขึ้นด้วย ซึ่งในส่วนนี้จะสามารถลดความเสี่ยงที่เกิดขึ้นจากการที่ไปซื้อสินค้ากับผู้ขายที่มีประสบการณ์น้อยได้อีกทางหนึ่ง
จากตัวอย่างทั้งหมด เอไอ กำลังเข้ามาเปลี่ยนโลกของทั้งผู้ผลิต ผู้ค้าปลีก และผู้ซื้อ เทคโนโลยีต่างๆ ที่เกิดขึ้นล้วนแต่ให้คุณกับผู้ที่รู้เท่าทันและรู้จักใช้ให้เกิดประโยชน์เท่านั้น สำหรับผู้ประกอบการรายย่อยที่มีอยู่มากอย่างบ้านเราแล้ว เอไอ ก็ยังดูเหมือนไกลตัวอยู่มาก แต่เชื่อเถอะว่าถ้า เอไอ มาเคาะประตูบ้านเมื่อไหร่ โลกของคุณจะเปลี่ยนแปลงเพียงชั่วข้ามคืนแน่นอน
ศูนย์ข้อมูลอัญมณีและเครื่องประดับ
สถาบันวิจัยและพัฒนาอัญมณีและเครื่องประดับแห่งชาติ (องค์การมหาชน)
กรกฎาคม 2562
------------------------------
ข้อมูลอ้างอิง:
1) https://www.aripfan.com/artificial-intelligence-industry/
2) https://www.peerpower.co.th/blog/invest/ai-investment/
3) https://www.malakjewelers.com/blog/artificial-intelligence-in-the-diamond-industry/
4) https://venturebeat.com/2019/01/22/diamond-pros-ai-can-spot-tiny-imperfections-in-jewelry/
บทความนี้เกิดจากการเขียนและส่งขึ้นมาสู่ระบบแบบอัตโนมัติ สมาคมฯไม่รับผิดชอบต่อบทความหรือข้อความใดๆ ทั้งสิ้น เพราะไม่สามารถระบุได้ว่าเป็นความจริงหรือไม่ ผู้อ่านจึงควรใช้วิจารณญาณในการกลั่นกรอง และหากท่านพบเห็นข้อความใดที่ขัดต่อกฎหมายและศีลธรรม หรือทำให้เกิดความเสียหาย หรือละเมิดสิทธิใดๆ กรุณาแจ้งมาที่ ht.ro.apt@ecivres-bew เพื่อทีมงานจะได้ดำเนินการลบออกจากระบบในทันที
- ตอนที่ 1 : อัญมณีและเครื่องประดับกับปัญญาประดิษฐ์เปลี่ยนโลก