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e0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3t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AF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAAgAAg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3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDIyOyIgZD0iTTYwMCAxMjAwdi00MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDMwMHYtNjUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC04MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djExMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDQ1MHpNMTAwMCA4MDBoLTI1MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MjUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMjM7IiBkPSJNNjAwIDExNzdxMTE3IDAgMjI0IC00NS41dDE4NC41IC0xMjN0MTIzIC0xODQuNXQ0NS41IC0yMjR0LTQ1LjUgLTIyNHQtMTIzIC0xODQuNXQtMTg0LjUgLTEyM3QtMjI0IC00NS41dC0yMjQgNDUuNXQtMTg0LjUgMTIzdC0xMjMgMTg0LjV0LTQ1LjUgMjI0dDQ1LjUgMjI0dDEyMyAxODQuNXQxODQuNSAxMjN0MjI0IDQ1LjV6TTYwMCAxMDI3cS0xMTYgMCAtMjE0LjUgLTU3dC0xNTUuNSAtMTU1LjV0LTU3IC0yMTQuNXQ1NyAtMjE0LjUgdDE1NS41IC0xNTUuNXQyMTQuNSAtNTd0MjE0LjUgNTd0MTU1LjUgMTU1LjV0NTcgMjE0LjV0LTU3IDIxNC41dC0xNTUuNSAxNTUuNXQtMjE0LjUgNTd6TTUyNSA5MDBoNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0yNzVoMTc1cTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI4OyIgZD0iTTIyNSAxMjAwaDc1MHExMCAwIDE5LjUgLTd0MTIuNSAtMTdsMTg2IC02NTJxNyAtMjQgNyAtNDl2LTQyNXEwIC0xMiAtNCAtMjd0LTkgLTE3cS0xMiAtNiAtMzcgLTZoLTExMDBxLTEyIDAgLTI3IDR0LTE3IDhxLTYgMTMgLTYgMzhsMSA0MjVxMCAyNSA3IDQ5bDE4NSA2NTJxMyAxMCAxMi41IDE3dDE5LjUgN3pNODc4IDEwMDBoLTU1NnEtMTAgMCAtMTkgLTd0LTExIC0xOGwtODcgLTQ1MHEtMiAtMTEgNCAtMTh0MTYgLTdoMTUwIHExMCAwIDE5LjUgLTd0MTEuNSAtMTdsMzggLTE1MnEyIC0xMCAxMS41IC0xN3QxOS41IC03aDI1MHExMCAwIDE5LjUgN3QxMS41IDE3bDM4IDE1MnEyIDEwIDExLjUgMTd0MTkuNSA3aDE1MHExMCAwIDE2IDd0NCAxOGwtODcgNDUwcS0yIDExIC0xMSAxOHQtMTkgN3oiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTgyOyIgZD0iTTE3IDEwMDdsMTYyIDE2MnExNyAxNyA0MCAxNHQzNyAtMjJsMTM5IC0xOTRxMTQgLTIwIDExIC00NC41dC0yMCAtNDEuNWwtMTE5IC0xMThxMTAyIC0xNDIgMjI4IC0yNjh0MjY3IC0yMjdsMTE5IDExOHExNyAxNyA0Mi41IDE5dDQ0LjUgLTEybDE5MiAtMTM2cTE5IC0xNCAyMi41IC0zNy41dC0xMy41IC00MC41bC0xNjMgLTE2MnEtMyAtMSAtOS41IC0xdC0yOS41IDJ0LTQ3LjUgNnQtNjIuNSAxNC41dC03Ny41IDI2LjV0LTkwIDQyLjUgdC0xMDEuNSA2MHQtMTExIDgzdC0xMTkgMTA4LjVxLTc0IDc0IC0xMzMuNSAxNTAuNXQtOTQuNSAxMzguNXQtNjAgMTE5LjV0LTM0LjUgMTAwdC0xNSA3NC41dC00LjUgNDh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4MzsiIGQ9Ik02MDAgMTEwMHE5MiAwIDE3NSAtMTAuNXQxNDEuNSAtMjd0MTA4LjUgLTM2LjV0ODEuNSAtNDB0NTMuNSAtMzd0MzEgLTI3bDkgLTEwdi0yMDBxMCAtMjEgLTE0LjUgLTMzdC0zNC41IC05bC0yMDIgMzRxLTIwIDMgLTM0LjUgMjB0LTE0LjUgMzh2MTQ2cS0xNDEgMjQgLTMwMCAyNHQtMzAwIC0yNHYtMTQ2cTAgLTIxIC0xNC41IC0zOHQtMzQuNSAtMjBsLTIwMiAtMzRxLTIwIC0zIC0zNC41IDl0LTE0LjUgMzN2MjAwcTMgNCA5LjUgMTAuNSB0MzEgMjZ0NTQgMzcuNXQ4MC41IDM5LjV0MTA5IDM3LjV0MTQxIDI2LjV0MTc1IDEwLjV6TTYwMCA3OTVxNTYgMCA5NyAtOS41dDYwIC0yMy41dDMwIC0yOHQxMiAtMjRsMSAtMTB2LTUwbDM2NSAtMzAzcTE0IC0xNSAyNC41IC00MHQxMC41IC00NXYtMjEycTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYyMTJxMCAyMCAxMC41IDQ1dDI0LjUgNDBsMzY1IDMwM3Y1MCBxMCA0IDEgMTAuNXQxMiAyM3QzMCAyOXQ2MCAyMi41dDk3IDEweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODQ7IiBkPSJNMTEwMCA3MDBsLTIwMCAtMjAwaC02MDBsLTIwMCAyMDB2NTAwaDIwMHYtMjAwaDIwMHYyMDBoMjAwdi0yMDBoMjAwdjIwMGgyMDB2LTUwMHpNMjUwIDQwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV0LTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEybDEzNyAtMTAwaC05NTBsMTM3IDEwMGgtMTJxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDEwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNSB0MTQuNSAtMzUuNXYtNTBoLTEyMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODU7IiBkPSJNNzAwIDExMDBoLTEwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtMTAwMGgzMDB2MTAwMHEwIDQxIC0yOS41IDcwLjV0LTcwLjUgMjkuNXpNMTEwMCA4MDBoLTEwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNzAwaDMwMHY3MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjV6TTQwMCAwaC0zMDB2NDAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNWgxMDBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTQwMHogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4NjsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNNTAwIDcwMGgtMjAwdi0xMDBoMjAwdi0zMDBoLTMwMHYxMDBoMjAwdjEwMGgtMjAwdjMwMGgzMDB2LTEwMHpNOTAwIDcwMHYtMzAwbC0xMDAgLTEwMGgtMjAwdjUwMGgyMDB6IE03MDAgNzAwdi0zMDBoMTAwdjMwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxODc7IiBkPSJNMjAwIDExMDBoNzAwcTEyNCAwIDIxMiAtODh0ODggLTIxMnYtNTAwcTAgLTEyNCAtODggLTIxMnQtMjEyIC04OGgtNzAwcS0xMjQgMCAtMjEyIDg4dC04OCAyMTJ2NTAwcTAgMTI0IDg4IDIxMnQyMTIgODh6TTEwMCA5MDB2LTcwMGg5MDB2NzAwaC05MDB6TTUwMCAzMDBoLTEwMHYyMDBoLTEwMHYtMjAwaC0xMDB2NTAwaDEwMHYtMjAwaDEwMHYyMDBoMTAwdi01MDB6TTkwMCA3MDB2LTMwMGwtMTAwIC0xMDBoLTIwMHY1MDBoMjAweiBNNzAwIDcwMHYtMzAwaDEwMHYzMDBoLTEwMHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTk5OyIgZD0iTTcwMCAxMDB2MTAwaDQwMGwtMjcwIDMwMGgxNzBsLTI3MCAzMDBoMTcwbC0zMDAgMzMzbC0zMDAgLTMzM2gxNzBsLTI3MCAtMzAwaDE3MGwtMjcwIC0zMDBoNDAwdi0xMDBoLTUwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di01MGg0MDB2NTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDA7IiBkPSJNNjAwIDExNzlxOTQgMCAxNjcuNSAtNTYuNXQ5OS41IC0xNDUuNXE4OSAtNiAxNTAuNSAtNzEuNXQ2MS41IC0xNTUuNXEwIC02MSAtMjkuNSAtMTEyLjV0LTc5LjUgLTgyLjVxOSAtMjkgOSAtNTVxMCAtNzQgLTUyLjUgLTEyNi41dC0xMjYuNSAtNTIuNXEtNTUgMCAtMTAwIDMwdi0yNTFxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUwaC0zMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41djI1MXEtNDUgLTMwIC0xMDAgLTMwIHEtNzQgMCAtMTI2LjUgNTIuNXQtNTIuNSAxMjYuNXEwIDE4IDQgMzhxLTQ3IDIxIC03NS41IDY1dC0yOC41IDk3cTAgNzQgNTIuNSAxMjYuNXQxMjYuNSA1Mi41cTUgMCAyMyAtMnEwIDIgLTEgMTB0LTEgMTNxMCAxMTYgODEuNSAxOTcuNXQxOTcuNSA4MS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDE7IiBkPSJNMTAxMCAxMDEwcTExMSAtMTExIDE1MC41IC0yNjAuNXQwIC0yOTl0LTE1MC41IC0yNjAuNXEtODMgLTgzIC0xOTEuNSAtMTI2LjV0LTIxOC41IC00My41dC0yMTguNSA0My41dC0xOTEuNSAxMjYuNXEtMTExIDExMSAtMTUwLjUgMjYwLjV0MCAyOTl0MTUwLjUgMjYwLjVxODMgODMgMTkxLjUgMTI2LjV0MjE4LjUgNDMuNXQyMTguNSAtNDMuNXQxOTEuNSAtMTI2LjV6TTQ3NiAxMDY1cS00IDAgLTggLTFxLTEyMSAtMzQgLTIwOS41IC0xMjIuNSB0LTEyMi41IC0yMDkuNXEtNCAtMTIgMi41IC0yM3QxOC41IC0xNGwzNiAtOXEzIC0xIDcgLTFxMjMgMCAyOSAyMnEyNyA5NiA5OCAxNjZxNzAgNzEgMTY2IDk4cTExIDMgMTcuNSAxMy41dDMuNSAyMi41bC05IDM1cS0zIDEzIC0xNCAxOXEtNyA0IC0xNSA0ek01MTIgOTIwcS00IDAgLTkgLTJxLTgwIC0yNCAtMTM4LjUgLTgyLjV0LTgyLjUgLTEzOC41cS00IC0xMyAyIC0yNHQxOSAtMTRsMzQgLTlxNCAtMSA4IC0xcTIyIDAgMjggMjEgcTE4IDU4IDU4LjUgOTguNXQ5Ny41IDU4LjVxMTIgMyAxOCAxMy41dDMgMjEuNWwtOSAzNXEtMyAxMiAtMTQgMTlxLTcgNCAtMTUgNHpNNzE5LjUgNzE5LjVxLTQ5LjUgNDkuNSAtMTE5LjUgNDkuNXQtMTE5LjUgLTQ5LjV0LTQ5LjUgLTExOS41dDQ5LjUgLTExOS41dDExOS41IC00OS41dDExOS41IDQ5LjV0NDkuNSAxMTkuNXQtNDkuNSAxMTkuNXpNODU1IDU1MXEtMjIgMCAtMjggLTIxcS0xOCAtNTggLTU4LjUgLTk4LjV0LTk4LjUgLTU3LjUgcS0xMSAtNCAtMTcgLTE0LjV0LTMgLTIxLjVsOSAtMzVxMyAtMTIgMTQgLTE5cTcgLTQgMTUgLTRxNCAwIDkgMnE4MCAyNCAxMzguNSA4Mi41dDgyLjUgMTM4LjVxNCAxMyAtMi41IDI0dC0xOC41IDE0bC0zNCA5cS00IDEgLTggMXpNMTAwMCA1MTVxLTIzIDAgLTI5IC0yMnEtMjcgLTk2IC05OCAtMTY2cS03MCAtNzEgLTE2NiAtOThxLTExIC0zIC0xNy41IC0xMy41dC0zLjUgLTIyLjVsOSAtMzVxMyAtMTMgMTQgLTE5cTcgLTQgMTUgLTQgcTQgMCA4IDFxMTIxIDM0IDIwOS41IDEyMi41dDEyMi41IDIwOS41cTQgMTIgLTIuNSAyM3QtMTguNSAxNGwtMzYgOXEtMyAxIC03IDF6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwMjsiIGQ9Ik03MDAgODAwaDMwMHYtMzgwaC0xODB2MjAwaC0zNDB2LTIwMGgtMzgwdjc1NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDU3NXYtNDAwek0xMDAwIDkwMGgtMjAwdjIwMHpNNzAwIDMwMGgxNjJsLTIxMiAtMjEybC0yMTIgMjEyaDE2MnYyMDBoMTAwdi0yMDB6TTUyMCAwaC0zOTVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzOTV6TTEwMDAgMjIwdi0xOTVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xOTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwMzsiIGQ9Ik03MDAgODAwaDMwMHYtNTIwbC0zNTAgMzUwbC01NTAgLTU1MHYxMDk1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNTc1di00MDB6TTEwMDAgOTAwaC0yMDB2MjAwek04NjIgMjAwaC0xNjJ2LTIwMGgtMTAwdjIwMGgtMTYybDIxMiAyMTJ6TTQ4MCAwaC0zNTVxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1NWgzODB2LTgwek0xMDAwIDgwdi01NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTE1NXY4MGgxODB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIwNDsiIGQ9Ik0xMTYyIDgwMGgtMTYydi0yMDBoMTAwbDEwMCAtMTAwaC0zMDB2MzAwaC0xNjJsMjEyIDIxMnpNMjAwIDgwMGgyMDBxMjcgMCA0MCAtMnQyOS41IC0xMC41dDIzLjUgLTMwdDcgLTU3LjVoMzAwdi0xMDBoLTYwMGwtMjAwIC0zNTB2NDUwaDEwMHEwIDM2IDcgNTcuNXQyMy41IDMwdDI5LjUgMTAuNXQ0MCAyek04MDAgNDAwaDI0MGwtMjQwIC00MDBoLTgwMGwzMDAgNTAwaDUwMHYtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDU7IiBkPSJNNjUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGg1MHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNTB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMDAwIDg1MHYxNTBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTgwMCBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTYwMHEtMSAwIC0yMCA0bDI0NiAyNDZsLTMyNiAzMjZ2MzI0cTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXYtMTUwcTAgLTYyIDQ0IC0xMDZ0MTA2IC00NGgzMDBxNjIgMCAxMDYgNDR0NDQgMTA2ek00MTIgMjUwbC0yMTIgLTIxMnYxNjJoLTIwMHYxMDBoMjAwdjE2MnoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQ0OyIgZD0iTTEyMDAgMTEwMGgtMTIwMHYxMDBoMTIwMHYtMTAwek01MCAxMDAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtOTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djkwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTY1MCAxMDAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDAgcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek03MDAgOTAwdi0zMDBoMzAwdjMwMGgtMzAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNDU7IiBkPSJNNTAgMTIwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTkwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY5MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek02NTAgNzAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djQwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek03MDAgNjAwdi0zMDBoMzAwdjMwMGgtMzAwek0xMjAwIDBoLTEyMDB2MTAwaDEyMDB2LTEwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjQ2OyIgZD0iTTUwIDEwMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0zNTBoMTAwdjE1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xNTBoMTAwdi0xMDBoLTEwMHYtMTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djE1MGgtMTAwdi0zNTBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djgwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTcwMCA3MDB2LTMwMGgzMDB2MzAwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI0NzsiIGQ9Ik0xMDAgMGgtMTAwdjEyMDBoMTAwdi0xMjAwek0yNTAgMTEwMGg0MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNDAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY0MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0zMDAgMTAwMHYtMzAwaDMwMHYzMDBoLTMwMHpNMjUwIDUwMGg5MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTQwMCBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTkwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yMiAtM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<script src="data:application/x-javascript;base64,/*!
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<div id="decision-trees-in-r-for-engineers-and-geoscientists" class="section level1">
<h1>Decision Trees in R for Engineers and Geoscientists</h1>
<div id="michael-pyrcz-associate-professor-university-of-texas-at-austin" class="section level3">
<h3>Michael Pyrcz, Associate Professor, University of Texas at Austin,</h3>
<div id="contacts-twittergeostatsguy-githubgeostatsguy-www.michaelpyrcz.com-googlescholar-book" class="section level4">
<h4>Contacts: <a href="https://twitter.com/geostatsguy">Twitter/<span class="citation">@GeostatsGuy</span></a> | <a href="https://github.com/GeostatsGuy">GitHub/GeostatsGuy</a> | <a href="http://michaelpyrcz.com">www.michaelpyrcz.com</a> | <a href="https://scholar.google.com/citations?user=QVZ20eQAAAAJ&amp;hl=en&amp;oi=ao">GoogleScholar</a> | <a href="https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446">Book</a></h4>
<p>This is a tutorial/demonstration of decision trees in R. Decision trees are one of the easiest machine learning prediction methods to explain, apply and interogate. In addition, understanding decision tree-based prediction is a prerequisite to more complicated and powerful methods such as random forest and tree-based bagging and boosting. For this demonstration we use a 1,000 well 8D unconventional dataset (file: unconv_MV_v2.csv) that is available on GitHub at <a href="https://github.com/GeostatsGuy/GeoDataSets" class="uri">https://github.com/GeostatsGuy/GeoDataSets</a>. This dataset includes 6 predictors (features) and 2 responses. We take this multivariate dataset and only retain the three variables (2 predictors and 1 response) for a simple demonstration of the decision tree method. We break the data set into 500 training data and 500 testing data. I used this tutorial in my Introduction to Geostatistics undergraduate class (PGE337 at UT Austin) as part of a first introduction to geostatistics and R for the engineering undergraduate students. It is assumed that students have no previous R, geostatistics nor machine learning experience; therefore, all steps of the code and workflow are explored and described. This tutorial is augmented with course notes in my class. The R code and R markdown was developed and tested in RStudio.</p>
</div>
<div id="load-the-required-libraries" class="section level4">
<h4>Load the required libraries</h4>
<p>Let’s get access to the various libraries that we will need to complete data analysis, model building and checking.</p>
<pre class="r"><code>library(plyr)                                  # splitting, applying and combining data by Hadley Wickham 
library(ggplot2)                               # for the custom biplot</code></pre>
<pre><code>## Warning: package 'ggplot2' was built under R version 3.4.4</code></pre>
<pre class="r"><code>library(lattice)                               # for the matrix scatter plot
library(corrplot)                              # for the corrplot correlation plot</code></pre>
<pre><code>## Warning: package 'corrplot' was built under R version 3.4.4</code></pre>
<pre><code>## corrplot 0.84 loaded</code></pre>
<pre class="r"><code>library(tree)                                  # for decision tree</code></pre>
<pre><code>## Warning: package 'tree' was built under R version 3.4.4</code></pre>
<p>If you get a package error, you may have to first go to “Tools/Install Packages…” on the main menubar at the top of the RStudio interface to install these packages. Just type in the names one at a time into the package field and install. The package names should autocomplete (helping you make sure you got the package name right), and the install process is automatic, with the possibility of installing other required dependency packages. Previously, I had an issue with packages not being found after install that was resolved with a reboot. If you get warnings concerning the package being built on a previous R version, don’t worry. This will not likely be an issue.</p>
</div>
<div id="declare-functions" class="section level4">
<h4>Declare functions</h4>
<p>No functions are required in this demonstration.</p>
</div>
<div id="set-the-working-directory" class="section level4">
<h4>Set the working directory</h4>
<p>I always like to do this so I don’t lose output files and to simplify subsequent read and writes (avoid including the full address each time).</p>
<pre class="r"><code>setwd(&quot;C:/PGE337/DT&quot;)                          # choose your local working directory</code></pre>
<p>You will have to change this to your working directory and change the format for the Mac OS (e.g. “~/PGE”). If stuck consider using the GUI to set the working directory. In the RStudio interface, navigate to the working folder in ‘Files’ and then go to ‘Files/More/Set As Working Directory’ in the files pane to the right. You can then copy the command from the console to replace the above.</p>
</div>
<div id="read-the-data-table" class="section level4">
<h4>Read the data table</h4>
<p>Copy the “unconv_MV_v2.csv” comma delimited dataset file from <a href="https://github.com/GeostatsGuy/GeoDataSets" class="uri">https://github.com/GeostatsGuy/GeoDataSets</a> to your working directory. First, read the file in to a dataframe with this command. Dataframes are the standard object in R to hold a data table. Each column has a name of a variable at the top and the repsective values below and each row is a sample. The dataframe automatically adds a sample index, <span class="math inline">\(i = 1,\ldots,n\)</span>.</p>
<pre class="r"><code>mydata = read.csv(&quot;unconv_MV_v2.csv&quot;)          # read in comma delimited data file</code></pre>
<p>Let’s visualize the first several rows of our dataframe so we can make sure we successfully loaded the data file.</p>
<pre class="r"><code>head(mydata)                                   # preview first several rows in the console</code></pre>
<pre><code>##   Trial.values   Por LogPerm   AI Brittle  TOC   VR Production Prod2Scaled
## 1            1 15.91    1.67 3.06   14.05 1.36 1.85    177.382    1897.658
## 2            2 15.34    1.65 2.60   31.88 1.37 1.79   1479.768    2745.733
## 3            3 20.45    2.02 3.13   63.67 1.79 2.53   4421.222    5835.131
## 4            4 11.95    1.14 3.90   58.81 0.40 2.03   1488.318    2132.237
## 5            5 19.53    1.83 2.57   43.75 1.40 2.11   5261.095    6282.255
## 6            6 19.47    2.04 2.73   54.37 1.42 2.12   5497.006    6443.695</code></pre>
<p>It is convenient to get summary statistics for each feature with the summary command.</p>
<pre class="r"><code>summary(mydata)                                # summary statistics for the multivariate data file</code></pre>
<pre><code>##   Trial.values         Por           LogPerm            AI       
##  Min.   :   1.0   Min.   : 5.40   Min.   :0.120   Min.   :0.960  
##  1st Qu.: 250.8   1st Qu.:12.86   1st Qu.:1.130   1st Qu.:2.578  
##  Median : 500.5   Median :14.98   Median :1.390   Median :3.010  
##  Mean   : 500.5   Mean   :14.95   Mean   :1.399   Mean   :2.983  
##  3rd Qu.: 750.2   3rd Qu.:17.08   3rd Qu.:1.680   3rd Qu.:3.360  
##  Max.   :1000.0   Max.   :24.65   Max.   :2.580   Max.   :4.700  
##     Brittle           TOC               VR          Production       
##  Min.   : 3.03   Min.   :-0.260   Min.   :0.900   Min.   :    2.714  
##  1st Qu.:39.72   1st Qu.: 0.640   1st Qu.:1.810   1st Qu.: 1191.370  
##  Median :49.68   Median : 0.995   Median :2.000   Median : 1976.488  
##  Mean   :49.77   Mean   : 1.004   Mean   :1.991   Mean   : 2247.296  
##  3rd Qu.:59.17   3rd Qu.: 1.360   3rd Qu.:2.172   3rd Qu.: 3023.594  
##  Max.   :93.47   Max.   : 2.710   Max.   :2.900   Max.   :12568.644  
##   Prod2Scaled       
##  Min.   :    2.714  
##  1st Qu.: 2120.961  
##  Median : 2991.763  
##  Mean   : 3237.154  
##  3rd Qu.: 4105.623  
##  Max.   :12568.644</code></pre>
<p>This dataset has variables from 1,000 unconventional wells including: 1. well average porosity, 2. log transform of permeability (to linearize the relationships with other variables), 3. accoustic impedance (kg/m2s*10^6), 4. brittness ratio (%), 5. total organic carbon (%), 6. vitrinite reflectance (%), 7. initial production 90 day average (MCFPD), and 8. normalized initial production 90 day average (MCFPD). Note, the dataset is synthetic.</p>
</div>
<div id="calculate-the-correlation-matrix" class="section level4">
<h4>Calculate the correlation matrix</h4>
<p>For multivariate analysis it is a good idea to check the correlation matrix. We can calculate it and view it in the console with these commands.</p>
<pre class="r"><code>mydata_noindex &lt;- mydata[,2:length(mydata)]    # remove the first column with the well index
cor_matrix &lt;- round(cor(mydata_noindex),2)     # calculate a mxm matrix with the correlation coeficients
cor_matrix</code></pre>
<pre><code>##               Por LogPerm    AI Brittle   TOC   VR Production Prod2Scaled
## Por          1.00    0.81 -0.51   -0.25  0.71 0.08       0.69        0.86
## LogPerm      0.81    1.00 -0.32   -0.14  0.51 0.05       0.57        0.70
## AI          -0.51   -0.32  1.00    0.16 -0.55 0.49      -0.33       -0.42
## Brittle     -0.25   -0.14  0.16    1.00 -0.24 0.29      -0.08       -0.15
## TOC          0.71    0.51 -0.55   -0.24  1.00 0.31       0.50        0.62
## VR           0.08    0.05  0.49    0.29  0.31 1.00       0.14        0.13
## Production   0.69    0.57 -0.33   -0.08  0.50 0.14       1.00        0.96
## Prod2Scaled  0.86    0.70 -0.42   -0.15  0.62 0.13       0.96        1.00</code></pre>
<p>Note the 1.0 diagonal resulting from the correlation of each variable with themselves.</p>
<p>Let’s use the corrplot package to make a very nice correlation matrix visualization. This may inprove our ability to spot features.</p>
<pre class="r"><code>corrplot(cor_matrix, method = &quot;circle&quot;)        # graphical correlation matrix plot</code></pre>
<p><img 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" width="672" /></p>
<p>This looks good. The only potential colinearity is between the two production measures and this makes since since the <span class="math inline">\(2^{nd}\)</span> production measure is just a normalized version of the <span class="math inline">\(1^{st}\)</span> production measure. We will only use the normalized initial production measure from now one.</p>
<p>There is a mixture of strengths of bivariate, linear correlation. Of course, correlation coeffficients are limited to degree of linear correlations. For more complete information, let’s look at the matrix scatter plot from the lattice package.</p>
<pre class="r"><code>splom(mydata[c(2,3,4,5,6,7,9)],col=rgb(0,0,0,50,maxColorValue=255), pch=19,main = &quot;Unconventional Dataset&quot;) </code></pre>
<p><img 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" width="672" /></p>
<p>There are a variety of interesting heteroscedastic and constraint behavoirs with the <span class="math inline">\(2^{nd}\)</span> initial production (normalized) and the remaining variables appear to be multivariate Gaussian. For transparency, this is due to the fact that the features were calculated from a multivariate Gaussian distribution and then production was formulated as a somewhat more complicated combination of the predictors.</p>
</div>
<div id="regular-data-analysis" class="section level4">
<h4>Regular Data Analysis</h4>
<p>Let’s simplify the problem to trivariate (2 features + 1 response), including porosity, brittlenss and the <span class="math inline">\(2^{nd}\)</span> initial production measure. I like to build a new dataframe with only the variables that I’m working with. This avoids blunders! That way if I accidentally call for the wrong variable I will get an error. Here’s one way to make the new, simplified dataframe.</p>
<pre class="r"><code>mydata_por &lt;- data.frame(mydata[1:1000,2])     # extract and rename 2 features, 1 predictor from the original dataframe
colnames(mydata_por) &lt;- &quot;Por&quot;    
mydata_brittle &lt;- data.frame(mydata[1:1000,5])   
colnames(mydata_brittle) &lt;- &quot;Brittle&quot;
mydata_prod &lt;- data.frame(mydata[1:1000,9])
colnames(mydata_prod) &lt;- &quot;Prod&quot; 
mydata_3var &lt;- cbind(mydata_por,mydata_brittle,mydata_prod)
head(mydata_3var)                              # check the new dataframe</code></pre>
<pre><code>##     Por Brittle     Prod
## 1 15.91   14.05 1897.658
## 2 15.34   31.88 2745.733
## 3 20.45   63.67 5835.131
## 4 11.95   58.81 2132.237
## 5 19.53   43.75 6282.255
## 6 19.47   54.37 6443.695</code></pre>
<p>It is always a good idea to start with checking the histograms of the features and response. In machine learning, we still use basic statistical analysis!</p>
<pre class="r"><code>par(mfrow=c(1,3))
hist(mydata_3var$Por,xlab = &quot;Porosity (%)&quot;,main =&quot;&quot;)
hist(mydata_3var$Brittle, xlab = &quot;Brittleness (%)&quot;,main =&quot;&quot;)
hist(mydata_3var$Prod, xlab = &quot;Production (MCFPD)&quot;,main =&quot;&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>The distributions look reasonable. They are not too noisy and there are no gaps; therefore, it looks like we have enough samples. Of course, there is the possiblity of spatial bias in the sampling; therefore, we cannot assume these distributions are representative of the feature nor the model space. We would have to apply spatial declustering with the data locations and model extents considered. For this tutorial we will not cover this for brevity. Let’s look at a scatter plots of initial production vs. porosity and brittleness to further check the bivariate relationships.</p>
<pre class="r"><code>par(mfrow=c(1,2))                              # check out the production vs. porosity and brittleness
plot(mydata_3var$Por,mydata_3var$Prod, main=&quot;Production vs. Porosity&quot;, 
     xlab=&quot;Porosity (%)&quot;, ylab=&quot;Production (MCFPD)&quot;, col = alpha(&quot;black&quot;,0.1), pch=19)
plot(mydata_3var$Brittle,mydata_3var$Prod, main=&quot;Production vs. Brittleness&quot;, 
     xlab=&quot;Brittleness (%)&quot;, ylab=&quot;Production (MCFPD)&quot;, col = alpha(&quot;black&quot;,0.1), pch=19)</code></pre>
<p><img 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" width="672" /></p>
<p>This looks pretty good. There is a monotonic increase of production with increase in porosity along with heteroscedasticity (change in the conditional variance of production given porosity). Brittleness seems to have a production sweet spot, this could be explained as rock that is not too soft nor too hard fractures best for fluid flow.</p>
<p>You may be wondering what is the <span class="math inline">\(pch\)</span> parameter? It is the code for the symbols to use on the scatter plot. Google it and you’ll see a whole list of simbols with codes. I like filled circles, the default is empty circles.</p>
<p>Let’s plot porosity vs. brittleness with production as greyscale and see how well we sample and cover the solution space and to check for patterns.</p>
<pre class="r"><code>prod.deciles &lt;- quantile(mydata_3var$Prod, 0:10/10)
cut.prod    &lt;- cut(mydata_3var$Prod, prod.deciles, include.lowest=TRUE)
plot(mydata_3var$Por,mydata_3var$Brittle, col=grey(10:2/11)[cut.prod], pch=20, xlab=&quot;Porosity (%)&quot;,ylab=&quot;Brittleness (%)&quot;,main=&quot;Training Production (MCFPD)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>This looks interesting. There is complicated, nonlinear relationship between porosity, brittleness and production. Also, we would want to be careful with extrapolation in areas that are poorly sampled along the edges and for the gap in data over high porosity and mid brittleness values.</p>
</div>
<div id="decision-tree-construction" class="section level4">
<h4>Decision Tree Construction</h4>
<p>We will use random processes; therefore, to ensure repeatability between runs let’s set the random number generator seed value.</p>
<pre class="r"><code>set.seed(71071)</code></pre>
<p>Let’s extract a subset of the data to use as training data and the remainder as withhold as testing data. The sample command forms a random set of indexes (with or without replacement) that we may use to formulate a random subset. Then we just have to extract those indices to a training dataset and the compliment of the indices to a testing dataset.</p>
<pre class="r"><code>train_ind &lt;- sample(seq_len(nrow(mydata_3var)), size = 500, replace = FALSE)
train &lt;- mydata_3var[train_ind, ]
test &lt;- mydata_3var[-train_ind, ]</code></pre>
<p>Let’s check the training data to make sure it has the correct format.</p>
<pre class="r"><code>head(train)                                     # note the indexes are randomized</code></pre>
<pre><code>##       Por Brittle      Prod
## 982  9.88   55.19 1577.6095
## 98  16.53   56.93 4263.6603
## 833 13.58   52.16 3039.9979
## 280 21.57   30.83 5285.8273
## 695  9.24   20.91  679.6723
## 560 16.03   45.43 4135.5442</code></pre>
<p>The training data looks fine, and now let’s look at the testing data.</p>
<pre class="r"><code>head(test)                                     # note the indexes are randomized</code></pre>
<pre><code>##      Por Brittle     Prod
## 1  15.91   14.05 1897.658
## 3  20.45   63.67 5835.131
## 4  11.95   58.81 2132.237
## 8  14.15   39.43 2868.939
## 9  16.18   45.79 4142.793
## 10 20.51   28.99 4456.805</code></pre>
<p>Let’s plot the training data set and compare to the original data set to check the coverage of the solution space.</p>
<pre class="r"><code>par(mfrow=c(1,2))
cut.prod    &lt;- cut(mydata_3var$Prod, prod.deciles, include.lowest=TRUE)
plot(mydata_3var$Por,mydata_3var$Brittle, col=grey(10:2/11)[cut.prod], pch=20, xlab=&quot;Porosity (%)&quot;,ylab=&quot;Brittleness (%)&quot;,main=&quot;Training Production (MCFPD)&quot;)

cut.train.prod &lt;- cut(train$Prod, prod.deciles, include.lowest=TRUE)
plot(train$Por,train$Brittle, col=grey(10:2/11)[cut.train.prod], pch=20, xlab=&quot;Porosity (%)&quot;,ylab=&quot;Brittleness (%)&quot;,main=&quot;Testing Production (MCFPD)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>With the density and coverage of training data this will not be a difficult prediction exercise as the preduction response is somewhat smooth. We would want to be careful to avoid using this model with new predictor data with value combinations outside the training and testing datasets.</p>
<p>Here are the controls on the tree growth. We actually start with the program defaults, but it is good to be cognizant of what we are assuming.</p>
<pre class="r"><code>tree.control = tree.control(nobs = 500, mincut = 5, minsize = 10, mindev = 0.01)</code></pre>
<p>Here is a brief description of the parameters. For more details see the docs at <a href="https://cran.r-project.org/web/packages/tree/tree.pdf" class="uri">https://cran.r-project.org/web/packages/tree/tree.pdf</a>: 1. <span class="math inline">\(nobs\)</span> is the number of data in training set, 2. <span class="math inline">\(mincut\)</span> / <span class="math inline">\(minsize\)</span> are minimum node size constraints and 3. <span class="math inline">\(mindev\)</span> is the minimum deviation in a node to allow a split.</p>
<p>Once again these of the defaults in the package and you can change these later and rerun to observe increased or decreased tree complexity. Now we are ready to train our decision tree on our training dataset.</p>
<pre class="r"><code>tree.prod = tree(Prod~Por+Brittle,train,control = tree.control)</code></pre>
<p>This command produces our decision tree object, <span class="math inline">\(tree.prod\)</span>. We can apply the summary command to get some basic information on our tree.</p>
<pre class="r"><code>summary(tree.prod)                              # note complexity in number of terminal nodes / regions</code></pre>
<pre><code>## 
## Regression tree:
## tree(formula = Prod ~ Por + Brittle, data = train, control = tree.control)
## Number of terminal nodes:  11 
## Residual mean deviance:  238000 = 116400000 / 489 
## Distribution of residuals:
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## -1539.000  -298.900     7.194     0.000   342.900  2370.000</code></pre>
<p>From the summary, you can confirm the model predictors and response variables in the model, and assess the tree complexity measured in number of terminal nodes (or regions in the solution space). The accuracy of the model with regard to the training dataset is provided as the average residual sum of squares (residual sum of squares divided by number of terminal nodes) and the summary statistics of the residuals are included to check for systematic estimation bias.</p>
<p>One of the advantages of the decision tree is that it may be view graphically. Let’s take a look at our decision tree.</p>
<pre class="r"><code>plot(tree.prod)                                 # plots the decision tree
text(tree.prod,pretty=0,cex = 0.6)                        # adds the decision rules</code></pre>
<p><img 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" width="672" /></p>
<p>To interprete the tree, start at the top with the first binary split of the solution space into 2 regions with a threshold applied to one variable (porosity &lt; 15.53) and then follow each branch to track the binary recusive splits in the tree until you get to the terminal nodes. Each terminal node represents a region of the solution space. Over each region, the regression estimate of production is the average of the training data in that region. Note: the branch lengths are proportional to the decrease in impurity (for a classification tree estimating a categorical response this would be a measure of misclassification, but for a regression tree estimating a continuous response this is the decrease in average residual sum of squares).</p>
<p>Another good way to visualize our tree is to review the regions and estimates superimposed over the training data in the solution space. This is one reason we only choose 2 predictors for this tutorial so we could review the tree model and explain the concept so easily. For greater dimensionality, one could look at the solution space 2 variables at a time to visualize the training data and tree model.</p>
<pre class="r"><code>plot(mydata_3var$Por,mydata_3var$Brittle, col=grey(10:2/11)[cut.prod], pch=20, cex=0.8, xlab=&quot;Porosity (%)&quot;,ylab=&quot;Brittleness (%)&quot;)
partition.tree(tree.prod, ordvars=c(&quot;Por&quot;,&quot;Brittle&quot;), cex=0.6,add=TRUE)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="decision-tree-pruning" class="section level4">
<h4>Decision Tree Pruning</h4>
<p>Our tree may be too complicated. Complicated trees are at risk of being overfit, that is demonstrating good accuracy with training datasets, but poor accuracy with testing datasets. Pruning based on cross validation is the common workflow. We run a k-fold cross validation study with an set of new trained trees spanning from simple (1 terminal node) to the the complexity of our current tree (12 terminal nodes) on the training dataset. We can then plot the average residual sum of squares vs. the number of terminal nodes. This all gets done with a very simple command, <span class="math inline">\(cv.tree\)</span>!</p>
<pre class="r"><code>cv.prod = cv.tree(tree.prod,K = 10)             # this runs the k-fold cross validation and report RSS
plot(cv.prod$size,cv.prod$dev,type='b',xlab=&quot;Number of Terminal Nodes&quot;,ylab=&quot;Avg. Res. Sum of Squares&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>Note <span class="math inline">\(K\)</span> is the number of folds in the k-fold cross validation. The dataset is divided into <span class="math inline">\(K\)</span> subsets and for each iteration <span class="math inline">\(k = ,\ldots,K\)</span>, <span class="math inline">\(k\)</span> subset is applied as a “test” dataset and the remainder is applied to train. The error is average over each iteration, known as a fold.</p>
<p>We review this result to identify the desired tree complexity. This could be done in a couple ways. Firstly, one could look at diminishing returns, or the decrease in plot slope (inflection points) where increasing tree complexity has little additional improvement accuracy. Secondly, one could identify an acceptable error rate and select complexity required to reach that error rate. If one selects a reduced complexity decision tree, then it is simple to prune the decision tree model with the <span class="math inline">\(prune.tree\)</span> command.</p>
<pre class="r"><code>prune.prod = prune.tree(tree.prod,best = 6)     # we reduce the complexity of the tree to 6 terminal nodes</code></pre>
<p>Let’s look at the new pruned tree side-by-side with the original unpruned decision tree.</p>
<pre class="r"><code>par(mfrow=c(2,2))                               # compare orginal and pruned tree

plot(tree.prod)
text(tree.prod,pretty=0,cex=0.6)

plot(prune.prod)
text(prune.prod,pretty=0,cex=0.6)

plot(mydata_3var$Por,mydata_3var$Brittle, col=grey(10:2/11)[cut.prod], pch=20, cex=0.6, xlab=&quot;Porosity (%)&quot;,ylab=&quot;Brittleness (%)&quot;)
partition.tree(tree.prod, ordvars=c(&quot;Por&quot;,&quot;Brittle&quot;), cex=0.6,add=TRUE)

plot(mydata_3var$Por,mydata_3var$Brittle, col=grey(10:2/11)[cut.prod], pch=20, cex = 0.6, xlab=&quot;Porosity (%)&quot;,ylab=&quot;Brittleness (%)&quot;)
partition.tree(prune.prod, ordvars=c(&quot;Por&quot;,&quot;Brittle&quot;), cex = 0.6, add=TRUE)</code></pre>
<p><img 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" width="672" /></p>
<p>Note the reduction is the number of branches and regions for the pruned model.</p>
</div>
<div id="decision-tree-prediction" class="section level4">
<h4>Decision Tree Prediction</h4>
<p>Let’s use our pruned tree to make predictions with the withheld test dataset. We uset he <span class="math inline">\(predict\)</span> command with our pruned tree and specify the test dataset. You must make sure the feature names in the testing dataset are exactly the same as the training dataset or you will get an error. Note, the names are caps sensitive.</p>
<pre class="r"><code>yhat.prod = predict(prune.prod,newdata = test)  # predict with the tree</code></pre>
<p>To evaluate the performance of our decision tree on the test dataset let’s plot the truth values in the test dataset vs. the predictions. <span class="math inline">\(Yhat.prod\)</span> is a 1D vector with the estimates in the same order as the test dataset so we plot them like this.</p>
<pre class="r"><code>par(mfrow=c(1,1))                               # testing data vs. prediction
plot(yhat.prod,test$Prod,xlim = c(0,8000), ylim = c(0,8000),xlab = &quot;Estimated Well Production (MCFPD)&quot;,ylab = &quot;Test Well Production (MCFPD)&quot;)
abline(0,1)                                     # add a 45 degree line to the scatter plot</code></pre>
<p><img 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" width="672" /></p>
<p>See the binning of the estimates? This is due to the fact that with decision trees that we only have a limited number of terminal nodes. A regression decision tree model estimates with the average of the training data in each terminal node / region. To evaluate the goodness of our model for prediction with the testing dataset we can calculate the mean square error (MSE) and the square root of the MSE.</p>
<pre class="r"><code>MSE = mean((yhat.prod - test$Prod)^2)           # calculate the mean square error
SQRT_MSE = sqrt(MSE)                            # calculate the square root of mean square error 
MSE</code></pre>
<pre><code>## [1] 679870.7</code></pre>
<pre class="r"><code>SQRT_MSE</code></pre>
<pre><code>## [1] 824.5427</code></pre>
<p>It is also useful to compare the MSE to the total variance.</p>
<pre class="r"><code>var.prod = var(test$Prod)                       # variance of production </code></pre>
</div>
<div id="additional-ideas" class="section level4">
<h4>Additional Ideas</h4>
<p>On your own try working working with more and less complicated trees. For example set <span class="math inline">\(mindev = 0.001\)</span> and observe a much more complicated tree. Observe the cross validation plot of average residual sum of squares. You’ll observe a level of complexity with almost no incremental improvement in prediction on the training dataset.</p>
<p>You could use the initial multivariate statistical summaries (i.e. correlation matrix and matrix scatterplot) to select a couple more predictors to include in the decision tree model. Then plot the decision tree and projections of the model 2 variables at a time. Does this improve the model accuracy with the training and testing datasets?</p>
<p>Finally, for improved regression accuracy consider attempting bagging, random forest and boosting. Shortly, I will try to release tutorials for these methods.</p>
<p>I hope you found this tutorial useful. I’m always happy to discuss geostatistics, statistical modeling, uncertainty modeling and machine learning,</p>
<div class="figure">
<img 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y02a9asUqRTkJJj34NKL369LtHpBMWioirI4li+zjrrmFQgk4QV1YUSlMIJd9xxR7D33nsH66677hIPg5VXXtmki6jf9O7duxSjtK2UfI011ljiel1CCao8YMFDU66PY/nRRx8dzJ0716SgFdWFEpSiIbDVufXWW00PDuak0sMgGhSvWem2Gz/+8Y/F63ONMhCUdSzfddddxWvMEggtBg4cGPz+978PX6X8+Mc//hHss88+4vtJCh2p0RlQglI0BO4FPBy6dOkSLL300uLDIBpKUMWhSMdyG4ceeqhxYqiSo7cSVH2hBKVoiEceeSTo27ev+BCQot0ERa0Ccsm66yiTzLxIx3Ib3//+94P3338/fIXyg961Y4891jhoSO8nHrhGnHLKKcFdd90VnkFRZShBKRLBfCBsgPr06SM+DOLBSn/11VcPLr/88vAMrcfvfvc750K6FIhAyoI6ExSeeQhzXFWYyy67bNC1a1fTL6bznjoHSlAKEUxWhWhwL8AOSHooxIPprtdcc42pnbQLSlCNoyoE9cc//jEYNGiQ86ynjTfeOBg9erTZ+VZtKrAiGUpQChHMHTryyCPFh0FSIKRoF1g1Y3p6wQUXBGuvvbZ4fS5RBoJCmII1Dx6BLnU/l2B3semmm5o5UmV+gL/55ptmpAiWU8stt5z4XqT42te+Zo5TdBaUoBQiqkZQzz77rCGXDTfc0IyRkK7PJcpAUPRvDRgwwFgRFTXzaeuttzbSe+yCaGAuKzDrRWW4/vrre5GzElRnQglKsQi4CtBwi6v3lVdeGey8887iwyAp2klQpBW/8Y1viNflEmuttVaw5557mvfdbvzhD38wRCtdZ9aoylBCUntf/OIXxfcgBX1RX/3qV4Mf/ehHRu2n6CwoQSkWgd6YzTbbbJGzt+9OpMoExQP8/vvvD/7zn/+EZ2wflKDcCYqFBYuKt956S2tPHQglqILAzU93vnXOluKWW24J/zo76GG54oorxPMj72YoW1bMmDEj07RWHqa4HfBgbTWsYzlTYfOII775zW8GTz31VHjW9gDVGo25TIpdddVVxevMGmUnKGpPU6dODQ4++GCjBJXegxTqt9fZUILKCB6MyLCtozekkTbhk/oGD6EsY6ft69HfgfeddH4UT5CMr7s4K09WoKT28DCTzt0oSI21a2Q47zOrIWw0ykBQzHzq16+feH15o8wExa6V+hHfgXTtSUF6j93W9ddfH55J0WlQgsoIDCwvu+yyRY7ekEaaTxhSWKSzuDL7AtECzgI8wJL85bp162bqRijZFi5cGB6ZDsaJn3POOabfaYUVVhDP3SiUoIpBXQmK1gScInwXR9/5znfM7klrT50LJaiMYNU3ePBg8cZpFNR1Tj75ZLNiJK3hghdffHGRWat0znjwd6ja0sCujJQgqZWvfOUr4rkaxfLLL286/I8//nhzja1GXsdyguZiUpS4FbR79EQzCIrfG/57pEDbtYhIAunq2bNnmwWedO1JQQpwq622Cn7xi1+EZ1J0KpSgMiIrQSGdRUK7//77m6K8C7gRuSFdc/OuBMWuDM8y+mOYPiqdq1Egg77wwguNQCFL2jIvIFbk01kdywlW7ePHjzeeg+12IGgGQSEiOO+880yP2Ntvvx2+Ujkwffr0YPvtt09NjceD3zcLtnYsihSthRJUBjz88MPBlClTgh133FG8gRoFzgD4vdGIiM9dI5C6QPZNX4h0rqRwJSjSlL69TtGg5oVXWrsAsUjX5RM9e/YshbM3ixXeD2NLpOvMGiyGfvvb34avUi785Cc/8VKKshCBwEl1s7hSdD6UoDIAp2xmIGVpCCWlxPG4BaTdZNj2MEHUdQaODSUo9ygLQf3whz80NUQ85aTrzBqdRFDstu68804jFipzs7GiOChBeYAiM+kSH3fveFC3mTx5cnhGGVZKvt9++2VKvbkQ1N133x2ceuqpmWpPpClZyeIVR1qqXegkgmrGUEKijARF3ZOWCHweXbwGuQe4F7gnuDcU9YESlAOQYSNo4AZxNU6Vgt2TbSyUYKXkrBJZLUrnaBTc7CuuuKLpo0kr+I8bN048h0uwyp80aVJ4ptaDnefrr78enH322eL1uQY7Uwi6iP60vGgGQfH+SBm2oz9NAopLWiBohXA1gSWoE1KvUtQPSlAOYDdy1llnGSk5OyDpJnIJVoz4oSXJmV2k5I2CpkVSRX/+858N0TVClQlq3rx55oG+5ZZbitfnEnjcHXTQQcHMmTODF154ITxz+9AMgmKhAhnQRlAG0PpACwStEKQzpWuWQgmqvlCCagBWfKSwUNFtvvnm4s3jEyNGjAjPLAMV2eGHHy4e6xI0LWIV0wg0CvOAR3YsnSMtUFxtt912beneL8qxnICgUCC2GwsWLAhmzZplenqk68wTfE5lAYs8FgOus8VsrLvuusEee+wR/OlPfwrPpKgTlKAaAFkuJpQIFUidSTeQT5SBoNhd0VjLjS+dIy2Qx/NAbUct4JlnninEsZwoC0Fdd911wbbbbpsrdZwUZSIophyTbkRcJF1rUrCQmjt3rllYKeoHJagEICVnYF8WKXlSNCIoJOc/+9nPzNgA6dhGgWiBfiDOnyRdRzV46623GkPXPD5vw4cPD8/YetCrlMcQ1gYER3PoTTfdFJ65fbjooosKm/kUjzIQFOls+tV8bYw+97nPmV0lSlZFfaEElYA8UvKkaERQrOazvh6D3XgYNZKukxpD3delS5dcD8ROIKgjjjjC+Ce2uzEXdDpBWWERAiHpGpOC+iCNuGX4jhTtgxJUDOxA8krJ44FiiZ2LpBazLuh4pUnHugSkRk+JBMZ7Y6bJqG8kx9LxLmEdy9ux66AWiGM5nnt5HMttDBs2LDxz+/D000+bRQk7i6KGEtrAdWTkyJHGBqpd8JWS2+A3ym8VaXwVRtMrmgslqBBWSk6arah6gJV9sxqMK8WsgziSc6Tn0vEuwcqU62WlKgELInYM0rE+0U5DWD6ro48+WryuLFEGgkL6jUeedH15gwd8ux7uVkqOAwo+jdL1ScEukt39XnvtVeqxIIrWQgkqBAX4UaNG5ZaSRwMhwimnnGKECfFBeNgYIcBgGqivU0Q0kKST40+SritBLRlKUM2DlZKTgejatat4fVIwIJMdOlkGetwUClB7gopKyYv2QcOE9fbbbw9faXHgZp5FEBGPE044ITzjkiCHT9MvowykY12i3Y7loCiCoveGicHtrM1QU6GWhqotq5IyLdpFUFZKzqJLuq6kUCm5Igm1JygrJUeiXYSUPBrtJigGEPq4oEtBTYBCfrscy0FRBNW7d+9g2rRpZrfcLtA0y2gPSN9XOOAa7SIolZIrikYtCYqVHo2mPMCLlpITUcfyeD6dh+19990XjB492gwwlI53CVwjUOUx7C0ObI6oAdCzJB3rEla6fuKJJwYPPfRQeObWA/Xhz3/+81wiEhtlGEqIOKLokRo2aKJGlEAdld9Zq/Dkk0+a36FKyRVFo5YERRoCZR1576Kl5ETUsTy+kiXFQw2E/Hwe52oeBuzC4rUtgOKN3Vue2hbXhrrQxXW9mbjkkkvM91TEd9TpBMWOnMVPms1V0YAQseby3REefPDBZuikSskVSagVQXEzMMfp29/+tlEMSTdNEUHdhnHwcdx1111GNLHFFluIx/kEu6f4qGvrgs6q1KdALQUEBTm0G0U4ltOYjC8dO2b6n9qJZhLU17/+dbPjbBWQkuNon1VKTvtDu8QcimqgFgRlXcJR0/Xq1Uu8aYoKVpHIxklLWTB3CWXS6aefLh7jE1HHcmsCat8fBIgKUTrOJ3gPrIhZGbcLRTmWE6jlbrzxxvDM7QO73QceeKCQdKUUrSKoqJSc/jjpWhrFTjvt1Na0saI6qAVBkUJgBhMpnjyCAZewjuWslC1mz55tCsFFqASjjuU2vcfDnFpaVhf0ePA5UVOgttAuUDTP61huoywExaIFuX5eo9ukaBVB/fOf/zTpX1zJs+zUlaAUruh4gqJBFiUdMlbpZkkKdkHMCurevbv4/0kRtTOCQBBJnHvuuYURY9wQtggpeTzaaWdkQfrns5/9rHh9vlEWgqL2KF1f3qA+x3vESLdZCkXSx5gEU+NihEcWKTnCIYL0XjsHXSqqg44nKGoyWYgG9wf6MnyJLUpQFOSPOuooM7UVvzzp730jTlD0b+WVksdDCao5aBZBsZjCnovdE20TzQDzmBizAsFklZJDbgSLtmZdp6Kz0LEEZaXkjIqWbph4cMNRG8DlmiBNR13nsMMOE/8+HgxVYxeDq0NUSu4zObRRWOm6dSy3UvKBAweKf58lrHQdMUG7gN0UBExjcBGky+IEwn3wwQfDV2g96CG7+uqrCzG6lSJprPv9999vvkspXFOBCItYLBx66KFeQggbVkqOslSh8EXHEpQdK+1qW8TOhH4MVF4E6TkfgmKnxYgOjotKyZdZZhnx732DNA6KNiv75oZnTlUeKXk8dtttt+Avf/nLotpWO0Dda9999zVCkLwu35iwjhkzpu1SeRSdKAmb1ZibRFAoRpHoS4GRqwvIIiAsWmGFFcTXTguVkivyoGMICqUcpHTGGWeYGDBggJOUHDk1hWsk1dH8PXUdxAhpk3QRJQwaNCj45S9/acxfi5SSR4OH26WXXhpeXWB2T+zapL/NGhh1ttNlAbCyp9gvXZ9vQFC4YLQbXEPRjuXRiBMUopwzzzzTDEKU/p5A5NAIKCgRypDq9k2PEyolVxSBjiAo8tn0BJGak26WpOChT1qLOk4cpOekY+JBQyyrzCKl5PHgOnEJwPmc9CFEyDUXpQaz0nU+v3hvVatRFEHxmbFrkfrRWo1mEhQ7aGpCmM9asDtK27lLBIWVlc0gzJs3L9h1113FYxuFdSUnVdwKRaGis9ERBIUzBM23vrOC2DnFJeEWvgTFqpV5RUUbzhJRx3JqT/QG5XVBjwZEd/LJJ5v30WoXgjiKIijqPdR9qP+0G80kKBYV7Kb5XVhkJSgmLpOSo8cOgmHxJh3bKFgU4DWIKzmpVYUiDypJUDxEEQpYVRBKOelmSQpy8KTupDw8q0d6cEhPSMfaYKVIGgNhBEVnCC1LKsQlMISlOZLOfdIuFP6lv8saeALycGonaDZmnAepUsQg0nX6RBlGalg0k6CizuwQAmIQfi9pggY+H3v/2MB3MUvNFDELSlK+NxZ99OgpFEWgkgTFqvjwww83NwThW4uhURCRgZTOQkHGjiXtnKSQqFEhv2UVW6SUPB48cEghQoIII1ZaaSXx77JGGQgKAh47dqzZkea1aSLqSFCQDJmE9dZbL/X1on1JNlyOk4JFGrVXXp/UoLqSK4pCpQgKJRZjrElxZbFYsVJyxgLEh6JxU918882m2dGlxwMyGjx4sCENn8mhPgFJkmo59dRTje2Q63gOKxdPE2pEHctRILYTRY3UIF3JKj5qNdUu0CSOeIG0WSsIinH8zfotSsEkZ5xTcDFRIYSiGagUQeH/RZ2HHUSWVISVknMeVuxRYL3CzokCr4u8mQcO0tsipeTx4HpwLEcq7eO6jlURqR4mBEv/bwOSLYNjOSiKoFiA4HfXTqm8BbtSUl9FtgLEo50ERR30nnvuaXvdUtG5KD1BsbIfN26ckY5TyPcVIWy//faLpOdxKXkUpCZ87VuaHTxsKDi7motSC2C1bt9vmtgAgiqDYzm74tNOO808zKXr9AlIXRK9tAO4V+BiIV1n3uCz4jPjs7NoBUHxm7K/L1Slr7zySvjqCkXxKB1BWWduK3clfeDjKEBxmB2WbUhkF9EIzXQ6t/Jtey3NXEmzm8OK5o477jCqrrRx4tTQ2u1YbsEuQLpGn7CfNc4hiC3KgGYSFLvN+FDC2267zdSS7O+N71g6Nkuwe+ecjNdQKFqF0hEUHec/+clPjPCAYAfkc6P16NEjGDly5CJLF3ZGjUDvR7OcziEJmnbttWD5Iv1d3iDFiBUN6csFCxY4EVQZHMstiiAo6iHYQGEMTAq3DGg1QWEcTGOs/b1l6WNKCoRF+FrGJ0QrFM1E6QiKJlScGaSbpFGwgsZc9MADD0wlJQuK2FkMYV0DRRoPTCtdL6LGIgWrW0idhmUeIKjh0sZu4HXXbiBU4btirIZ0jT4BEUSbVcuAVhNUHEx19lHqsUBDNBM/hsCRX4UQilajYwgKzz3UbogdOIcLsjqdu4YlKDvuo2hrIhuWoBhhQP8WD8U0yXsZCMqOCWHXK12jTyhBLQkMk6N9TkSjHqn+/fsvkovHgx480uEKRStRaYIijcVNRSqQFBe7IR+cc8454nnzBD1FNj150kknmR0NrupZuvJdAkNchBH0b0HOpGKkv7NhJei4LLQbSLBpdpau0zXYDZTBsVxCMwgKyyuk3dQO40pUF+DwQJbB/kajMWXKlFTSUyhaiUoTlPX7IoVGHxP1JB80g6Doo7ICD+TbpEWaSVDI7u17dyEoHMt5kJdBhl0EQdESUAbHcgnNICh64djRZP3+on578VC5uKJsKB1B4ZhAkf+II45YrNC/ww47LJK32vjVr36VqSCOTRID3hhZHb358wQ7meOOO86sUC0QLLDSRVlWlPtDXEpOczEkSHGc9F7aAx/HclI/7QQjw2mkZZZVt27dxOt0DQgKp4YyohkEhcxbTVgVdUHpCMqCVT6rfSuZ/dGPfhT+T3aQvmAgHqSRJiJwDStrhzRQUUXBe9hxxx3F47JGfKIuqkfm7fD60t/bsDJsUjlRY9F2oEjH8tVWW60UjuVR8DsjE8ACytfAOC2UoBR1QmkJipQDuwMrmWWQXl7QpEtfFLsx10GGacEuD3EG/UfxtEsrCAppOfJ1JpdKf2+DFGOnOZYjoy6LY3kU7JxRUpKOY1EgXXvWUIJS1AmlJahmoEi3CFJLpNPYkSAhj8I6j0OsRQ0utK9HWmzOnDnhKwXmQSj9fTw22WSTjnMsR55eNrAImjZtWtC7d2/xmrMGSk38J6lxtnuopELRKihBZQzrZo5XXlzWTiEaQ9sinceRjaMK5PVIU1pUiaBIfRXpWF5GgqLpeLPNNstdW4sHJrj4JrJ7ot9NoagDlKA8gj4m+nbYNR1yyCGmv0kCDxCczqVzZAkEGCgbo6k96kiISdhRScfYYOdVFsdyxBxpc7Zcgoc1Yg9pEnK78Pjjj5t0I4MSpWvOGzShI4RRKOoEJSiPoNkWBSD1sUay9qIJKiolt2CeFTu0NH8/dl6s6ssgwy6KoDDPJa1aBqm8BXZZTJMt0v8uGkpQijqiFgSFdH3GjBnBkUce6exaEHVBt0HtJM2lgk58/Pfy1J4kKXkc7J5cnCmsy0S7ges2Hol5HMshAMaRs1OBsMuEWbNmme+qiNqaFEpQijqi4wkKGTaTc0nLSTd+PNhxUD8488wzwzP4Ac8y6bwuYWdMQY7YAEmwEmbSW6S6pPPYYDWPiSqWTu1GXkNYdoqkKqNpzjKB3xk7a/r3pOvPE7z3zTff3IzTUCjKCARQ9KTapm8beeulHU9QM2fONGOwXftReAgyUoB0YBbkIahll102OOywwxa5kkug9oQAg1RlWnoPx/KpU6cGTz31VHh0+5CHoKijUYPDeSLea1YWQB4sgrJMek4Ldo1kAJ5//vnw1RSKcoFF88SJE81vNRrTp08P/yIbOp6gXO2MeNjjo4dSDqcDX7BayOJYThMyq2NSQ/RnkbqTYKXrjMjAe046Vzw6xbGcJuOyzyG68MILmzbWffz48eGrKBTtBzslBFdRM2EWaFJv4/e+973g/vvvDxYuXBge7QclqDCwpKFWw3wkala+YFgcJp6+juU08rIz4EuePXt28PLLL4dnXBxc0+jRo72k653iWK4EpQSlKA9odSGjYUexENTcqRHHf7sYBEBcWdPTHUtQ+M1h0ooPXvxDk4JR8kzVzQqaM9NqQgQPW75Q0kEEDx92X2mgxnH44YeL50yKMhBUXkNYRpjjvi0JRcoAZoqRRj7ooIOUoBQdC1xxrKsPYiBEO9JvVQrcVMgsMQ7HdyfVsQRFzp7+IVdLo1YRFMIFBsnZIiLbZZexCXUlKJSXfE68/zICc2BSrmn1wDyhBKVoN8hEWV9UMjhM8ZZ+q1KwcOvSpYvZST3wwAPhGd3QsQSFUSezc6QPLBoIE/bcc8/gkksuyWQhYx3LEWKk+a5tt912xvTW90sCPgTFruPYY48theorL0GV0S0CQJqsJtkFc9NK1y7FyiuvHOy///6mgCylRKKBJP+0004zEn2Foh3AA5XSQhEOPKT7qEmR2XJdcHYcQVnHcoavpTmWs5vhQ8vjSMDWt0+fPuL54zFixIjwKD/wZaJeI40kndeGdSzn4ddux3KLrATFwgG5P3ZSZQTKSFSS0rUnBbsscvWkK0l3pI3icJmaq1AUibhcfNKkSYXYkhHsuth90YqBeMoFHUdQPo7l7Jyuvfba4Omnnw6P9kcrCMrHsZwHOqnKsgyfy0pQKBtJbaEAKiOyEBS1NOpVyMWVoBRlBHJxBElWJo7pMb2h0u/TN3h+0V+KmYGrEK1jCIob+W9/+5sZhEc9SfqA4sH4iayIOpbzMJXOb8NKybMq0VwNYeOjONoJGvQwNmUw5FprrSVerxQsKkhRMvyxrH0/vo7l7OQRxrAYYjeMb9+ECRMWG8gphRKUohWgrYYJCSiJWThhJSb9Hn2COW1bbrnlYko/ejyxivNBxxAUD8SzzjrLPKRdZ/DkISgeNNaxPO31rJQcR4ssqCJBMVZjyJAhZpeA3ZJ0vVIgR+fhzUM8yeuw3cBV3Mex/Fvf+papIzFYEtKlPggJp/n2KUEpWgF8PZkuDokkycV9g2GzCIiivVL0TvlOQO8YguKNH3rooeKHFQ9Wrv379zcr2izgg6bG5TqMkNfKUhOC0Hwcy0kh+qxQ2AXiIWflo0UMMySHTT8XpAphStcrBUofRAEoD+mzcAWvx+rPvgcbUmrQSsKzpg0hTc7t61iO2S/XCUgn9+vXT/y7eChBKZqJV155Jfj9739vakJFqVDZOTFIlNpVEWWGWhIUtadHH300s08UMnHUWK47g6wERe2pmY7l5IFJpVn5KIq0rLs8CxzLIRkKqwgdpOuVAoEHpOb7HiBZRonY92BD2h0jTiDtkHXnfOmll5pz+zqWK0EpyggWp0x9xv+zqB4+FpnMnYOc7G8+DzqCoBi3jjggrRZkg5RLHk83ZJfSeeNB7YGOa3Zq0SGDacBNAoNXmoxdXCN8HMvZBUBmNNsxqj5qm4SPHLLurPL0e+65J5Nj+bbbbmuKp+y8fEDaDBk2u8f4OUlXWDd4G1YSbv+PG9QFCCJwiiBtEX+dRkFRmDQnKRQfgsI3ElLjOJceOUV2UE9ktc/Out3jaFoBSgD2fqAm5NKKkxaQnD3nT3/6U5OpKAqVJih2AMgVedBKH1w8WKXzwIc0ksxYXeBKUEyOTRpq2AikuPjSpXPGw9exnAbmtOI8M5uQmPrWgKjNSOdLCislZzwJYL6TlbfakGY+8SDhe6cGKJ3XJVgxYuzb6PXYvaBqYsyKT+e8lfsPGDBgMYUo56YHLq0ITQqRhUQZwXvgs89iB1YWRH9njDBh2jQKS+qD0d8Ci8pO2cFyLzOiZvjw4eJvLkuwMCaTROajWag0QVF442FKwVr6AONBAZ4VPjuuPDbwZSIoVuM+juUuBIUDBz1XviPifQkqKiVnp0DDs7WAsiH1qFnzWdJ10nldg91j/PWuvPLK8FUCI2oYM2aM+S5chTcEO+cTTjjB+DNG54ehMCW9nOY4UmaCogY3bNiw0sr/XUBGw8qoWSywSGK3SyuH/XeCpnos0zoBPPNokvWpC6cFY4FIe/vUjH1RaYJiZcvuQfrwosGKlhUwPzocx7OCVRXHp02FRbRA7w8PvCyuES4ExcqFBzypp0awcnirpGG1k9bATLC7wV3DBazMIA0eXNK54mGl5KzmSAdABKQHSb3G/5aHhr12G6QoXWylsgSOIPZ1rrvuuqBXr17i3zUKHnak5+JI+3xYkZJmHTp0aCZXk2aCtDMpUVwwuOf4HdnPid9XEfWGZgNRAGlkdkvS5x8P7i8WSLSvVDXVygLpoYceMqlw7Iak9+kaNNry27aycVJ60QVYM1ALguKBSBqQB3+eD5QVMTuWNMdyHjTUxHg9n9qThQtB0RyMdD1thUc6jB2f/VEh+3ZpvPMhKFZne++9d+rOzIaVkj/xxBMm9cAOkDqSRJx8v/babfAQdxWo+Eb09Xyk5NHISlCQLuRL/5irFUyrwFwfrLqoWfDZ8zuynxOp0irUb6gzYdnjWndh14xIiZ1U3sF77QJGAkznZoHOQl16n67BvUArj12YkL5udgq0kgTFih1FFgVoFxsOVg6XX355eLQ/eD00/Txg2LlIrxENCPGyyy4Lj3YHXzZfPITCbCrp3DYgBBfFHQTgO+XVNcWH4o6iK0rA7t27i+eSgt1TVIiRZ5hhGSNOUBAxY+rT5Ok8RFBulgnsbqnToJBNesDRQ0MNFGVsGUG9me9j8ODBmVwREBOUxZnFBfjn2XYLdk55vDA5lloq2SCMm8l0tBKVJCh2GNjMQDyk06QPNhp5CYotMrOeXF8vK0FBJtRWXCTazSQoV5EED14k9K6fi426ERS/BZof0+TpZSQoeuNIcyJFlq6ZsMXyss7swloH67OscuqqERTiIdtu4es8Hg+UxKRweR60QxxTSYKiDsQPTvpA40Ehjy8sT+2JFYmr315Wx3JuItKQaYX/1Vdf3WzZSYslpQ9JEUWl5L5iAmpDSWAFZSWl9On4qNsgMVKkF110kUkPQHD0lPk2vpY5aFIkfcngSwver8uDsUwExcOI6c3spF13x4xT4HdXNoEHQiUES9I1u0RVCIo6MGMxinAep4zB9ARSu+1MN1eKoCjE8kNhVUfvjPTBxiOPnZF9PWosrr5rWQ1hUYtJ54tHIzsjK4umsItxrHR8oyD9QZ4ZUovDSrvJQUvHugQruYkTJ4ZnzD+Ko4wB4VrwmZEG5butGkFhVYXiULrOpKChHCLAnaAMQNhAAz+/M6Tk0jU3Cn6vZDMQrUjtDmUBzfEsVtnB+qhNpeB3SkaEhRaE125UiqBgcmSNNEyyk5A+4HjkIShSXJMnTzbpRNfXaydB4VbBbpEVVKOUTFKw0+IBK+3++DdqcHh1Sce6RN0IigI1u9FoM3SjqDpBofDDmqsso15IS9HG0Ldv30xiF1LR3E80hEMCZQWZCBaVpGJ93FukgODIjGSZftsMVIagkCOjoqMWJH2w8SD/ikw0+kD0BbsntvfS+eNhX883D2+l6zgHSOe1YaXr+PLhPReFlZKTknF9GEqx1157LSFvtq7k48aNy9V1jjqOGwh3c6sC8nU6r0JgBGvfH2Tlo2zcZ599TKq33UAZCtG4ptFt8BspC6jPsgBy9cuMBpmEnj17GlFANFVbNrBDp/+RRTTKVum9+ARZF9LtCNDKgsoQFE2cPHxd8+E77bSTKVTn8ZbzIShk4aidfF+P/Pgee+yR+iDjpjnppJNE6bqVkiOJdbFGSgqJoCA+yNPXlTwe9DNRv2JHYeXJec9ZxoBo7PvjoeHq2wexkVIhjdpuUENjZI2LYjUaZSIoFoosGFk4StfaKDA85X5ClVjm1B6LW1xYUPxmyZjEg5oTmZIy7JwsKkNQCA+kDzUe3FR0h3OT5bnZcSxH+Ze2AiN1QAqB1TJydFdwbUjXUe2l3UTIvrFnIrXHcci/GUrIzcNNhMQXQpaO9Qmb4rMSVYLUYxHd56RlcVLgs5L+v+5BKqrdYLfALtx3ECO7DXb2UeUi8nTSldHfUjxo/G1WAyypdula0wJiJsXl6wvZKtA0TP8nnx8egq61eClY7HNfWhcVds1lQ8cRFLsIbhSKo3l+/DyoIbu0FT7FV3ZOvq/HWAxy/C4SbXYwkB81MQiJnQ6uGHiHoRBzuU6XsCIJCNOGryt5UrCT4HydtmMqKspAUIyQoVna162dxROEFFV7sYBCWBT9LcWDXWOzZMtZCYq+IRaBZfUaZAFBtoXPj3s1S1+XDZrjKZuwEyPK2IxceoJiJ0PqwHWHwLYe1V1WQBzURlxX+qiWUBX6wsUtwga+bhRpyanTo0QtigIuN3gR0y/LGKT/EGWgJpL+v9OinQTFqpyUGC0APv1s/A7ZbbBAs44CqBZpgXCRp7Njp7hPy4J10MgLUlQsZmn3kF4zKRD/kC678847wzOVC9QFmVhA/2MeUiJIB2IrhvN4nqkOrUBpCcpKJ0mzuSjokEfywdOvlKfbGf81l8K9fT0KyXfffXd4dDqsdJ0bgR4t6dw27I6GeUf8kLjppb/rxEAMw4MTuyW74i5qN+ca1pXcvn5RQ92iYXeWrrZSRSHq6P3rX//aLAik62sUOEhEB2RyTpSLvmNJCPpu6LnJCwQDNMpLr9EocJng+qOfiw3u13Z5DVqpPFmhPL1cNvhs+K75zquA0hIUMldmBPEQd0k58De49dKDgbFlVrgSFOTBj5ofjs/rkTrAWYDVapppK6IQzGDpPUJkgEOB9HedGJagWFXbmgU76SJuUtdAecju1b5+MxYI7IDpWyti9+AD3o+tPZCdcLEMi0ecoLBzYoWfpQevLASF07n9XGxwv6a5qjQL7EhJ49MEzUJGunafYOfEM47naxVQWoJiq562w7ABoSBmIAWWFfw4udlQ76DikV4nGqyms9gZkeeFSKVzxsMawuI5KP1/u4MHAalGq1pzlVQ3CntO/P2osUWBwpCmSft6KOakc/gECxvUdvac0eBmju7GKU7z7y4Gxa5BfbFZQgHSQlbyHg9EDdL1+IQlKOt0zsNc+juXYLGGICfrpGuyLaTN6XvMUuekHkyqXlqEoLLl//jcaAlhV9UK0E/GApjPOX5NrkEGAJGT/U1TZ6wSOoKgsP6hNwg7/ayg2Q3POhRJLjneVhAU4gdqakU8+JsR6623ntnh2Ydemlu3S1inc+xy4qtWivDsNOzrUYOTzuETrNyp/9hzRgOLq6gSFCEA/85IDulcWaKZBIXQxz6Y4lEEyVqCijqdS3/nEtxz3HvUWNk5+4L5VDQKUxfzqaPZoF7GJGgpe8L/kc3gcyPzkdQoXzRI+1Iby7NzIuOAytf+puOLvrKjdARFTw+rVgqdrs1njLbIC3pQXD2s6Ds45JBDvIcRcjPTz5UmjrDSda6nGXWPvMEDgJuZ9BdGuhakV1mZ+9Yz2DHZdMrxxx9vVsIuuPHGGxcdxyrX9QHJ78oex04NIvIBQw3t8TayNkgXSVDUKREs2JRkllqQT6BgZdeD03keQ9JocG8xvoOHqcsoBzIfKAYROKSNwSkiWDSyi6eZ1aetxAdWSo5aV7oGlyAzwAKfMgm9jFVF6QiKgiDKIB8X3lYTFDsFK/v2ATsDF0k4Nymza+gbatZgvjyBUAGlI/lxFhQW7HBI9/DAko5LiqOOOmpRQTp+zkbg9exx9K24Kj3ZKWd5PQupkM5D1cVvLx5FEhSSYVb5VtThUrvNE/wOqF0V0SRqw56T/kCX+wuHGdJypLLyzjtyCRZntIawk4ouzooEtTyyJllqaTYoU6DSI/VZZpumNJSKoJCHk0OmWU760OPBCo4Vt+9o8ih4OEEG2Jq41jRwdMgCHmLS+eJBLxcPG1InrVgV+gR2RaNGjVrCbsmChy0Nmtbx3CXw/coLut8RG0jnjwc7r6JBDcaenxU26Srp87OxwQYbmNoiNYaiFGKMMGE3Kr1eGQLiQexDSj5NmYurQbSvSgK7GHbANLJL52hmsJgt2kzVSsnZOeWRkrNQY+IxLTpVR6kIyrUZ1wa1AOoCWcENQCGSplfp/PGwsm+2zT5AuUct4/TTTxfPa8NK19maI0PnQQ9ZlSHNx8qW9y45nSsWB/5oaW4MeJ5R9ywSZSYofsPUQyBkajhp7iSNCIqdFRmMrOIhriVvk2ucoKgtx3fVUrCjiacuWdRZKTn3u/R6LkFmhgwN2Y1OQa0Jip0TA7lYzUrnjwd1FxoafVdOpJ+4mdJ2hpAA3n8QE1NA8fXDfqQIxVXeoFhL0R3xiqIxlKCWjKjTeV6C4njcK9KmTicFuzik29zP0v+7RJygJHk6C9940DIS97ssSkpOTyYy+2alHtuBUhAU6RkefKTZpA8+HqyA+HFSe8pjbMhwL+n8SbHvvvuanLcrqFUgmyW1l5bSoMDPD0zywyJ1xc2UdA52XqiXoiotokjZN6nUsnedlwE8fKZNm5Y6P6xuBBU1kiU9zKKL32xS3Y5+KlL+0d+clZKTYs+y+7FKPWq7KH45j71XXNV/Vm0I4dLsatVxpC2lv48Hi1Re3x5HFCUlJ/VOU3EnoRQEhWkqiiPXBj9UYuRqWan6FrijaDZBcX0IAFyk66yu2GlJTb/cpNys3LTSsey8uNmiP3qiiP4pblxWdzxM29WsWCVg2bPZZpuZFJL0edqoM0FFiYbfrvT3LMYgExZnFnml5PQ6ofjjfiLtjjmuvVdY7LqISqzTOUKG/v37LyI417Ex8b4koggpOcpS1H8uyscqoRQExfY4zVWB4MeMey8/pjxjpSlGsvohvSe9TjzI62ZxLMf2xXUeDXZGjQARo8qJpxEIVm9SbwYrM+nvCWnwIAsESDD6d1xXJ6UMmg3XXrBmEBQPfXa6PNh9FIX0ROHcEf3eKdRncYSIB+4npNT4LcbBIjNN0UqxP6+UnGcLKVf6FpNMYGkZoXUkLW1oZeYjR44spFE8T0Sl5FVxhvBFpQgKeSereXK2eaST1J5Q/rjKOFnxZHEsL5KgrIefVHhNkrxHZdjxIB0QvwZ2sfQERf8uiwy7zmgnQfE98X2xW/HpS+I3ytTY6PdOfaUIo14WT3GncwtXgqK59MADD8wsJaeJmAxEI089K7xI+/6szJw2mFbI2hsFKctOkJI3QlsJiq02ZrBYyqT1UlCfISVXhLQTLyqXpk52bKQF6OiOFzYbgR8LJEh6D7cF6dw2IEqksq2eYonBbVR6TeBCzQNOkR1pDzhW4KSpSF01azAcqWJW1XynXE+0cZrdFav/6PdOTeSf//xnePSHQHXKaAcXV3IpSMPhCsHCLunh6UpQiIWYNiz9f6OARMiS0ByP6MgFpB2lc5UtkJKzEOkEKXkjtIWg7G6AbTU5WOkLiAfb+7wgP8tqgx+sy44N0mSF4gskp5hPSueMB3lslE2KzkAaQaEYRaXZKrCwQpBgm3dJAfqstvGgo/fNpRkX8ZJ9HVLFaQa4WPCQXmxU+4FoSV3SGCv9f1JwLTbz4YOyE5SVkp9//vnhFXc22kJQPMBZPZFScl2dFUFQ3KykttiNuaT3lKAUvigbQZGWhmSs/RG7K5/GYNJzPORxB0lLabEztK9D83zabhwREbv2RuSDFyVk51t7ou5Fozu7Lx+UnaB4dlFLq0tduC0ExS6GPgbpC4gHqzEK+kXMyyE96GpnhCrHuon7gLQlBV1Sg9J5bbDCI73H5M8840EU5QApJNRgacKbVhNUUbCGsFH1WTwgpizA01H6rLKEVf+RtsyCIgkqajIL0fIsk/7OJaJSckQjdUHpCYr+ABRARewyfAiK3HsWh3RuDG6QtJ0hD6qJEycaqWuSskhRHfzqV78yCtM0l/CqEpQdqWFl2VJEe5Z8UCRBoT60UvIsKJKgMDCmjMFnwzPM1StSCloXOlVK3ggtJyi2pmxRXYkir1sEIOeOSgmRhWufCD/ULPD121N0Bhg7kibtZsQ5I0KKEPp0EookKEbZkGLPijwERdmAFJyV6uPqYNWLEOaAAQPE41wCOXkdXVxaTlD4RFHkS1Pv2CiCoBBk0LSKWaWr/FYJSuEDF4JigaSy/SXRKQSF8AoBlpXqR2XtSlDZ0HKCwotK+gLigQycwiypEwq9ecDxriMgaNQbPny4cbfwAZZGKGto6JXOawOCZOs/adKkjm2uqyNcCIpGb8WSoMWCnWUeFwzaOWjroGacpyeI+57739chnVIEi+/oCHwLBCOcM4t3ID1XEBvtOFnTllVGywjKOnrjAiF9ETa4yVHP2ebBvGCLjZKHLbf0ejZQKNE3QW3MZ8dmpetIZl16q0gDsPVXdAZsc6zLPCglqGRk7XWyjbOIkiRyyALufxqMfZpx2R3HYZt/mW0lHZMW1gdT8uesC1pGUJANKxyKfdKXYYOeCAbKMZ01zwh3CxpmSRNSnJZezwa2JTQw0nHukyLANoldIblnlHnSuaOhBNVZwHmDRmuXibpKUMnISlAo4yAAdj7R8fx5wP3Pc4DRMq6GyxJBIe8nc8PcOumYtGDnhCUbz5i6oukERR6WlQ2jNKg9SV9ENJBTksfNC3LAc+fONd3s0uvEA5dh1D++wM4IObp0zniww0IcMmPGjPBoRdXBQiptOCG1CaTGWHopPgLKQPqyULmRmnO9j2xAHlYp1wzw/MDE+bOf/WyiOa2VkpNBiYO0HLs76TiX4JlZdzSdoOgmp3CJaWSSc3E0iiIozFMxiHRt8GsFQeEnluRYrqgmXAgKKy8yCHnFPp0Geqso/ts+IZcFbDQYlw+JsBhtBt566y3jYoFJQFJjPwTJTkmacqAElR9NJygs8mnwk76AeNCIxsC+LEQRB+IKl5oQogX6Vxg1n2bNIsGHoGjKVXQWXAiKB6mPe0Nd4OLF1yjGjBkTnqm5YIdGqs7Kx6NBuj5u1MwClL4nFuYuIzySQgmqZARFLj/JmdsXrgRF3WjChAmm0J1F/aMEVW8oQWVHVQjKih2sfDwakkP6PffcY1L5iL3ShDONQgmqiQTFl4r6hNHNaWk2ioiYWEozjXxBGmXKlCmmwOiyvc7qt4d6yzqWp82FsY7lvtJ1RXnBwwlrH1bRaRY2SlCLY/78+cZFhRlUWUZW0PCMgOGuu+4Kz1gukAGiZCBdu08oQTWJoFDB0OODYaP0wccD/zJXO/w0kJNGUSe9TjzYfjOULTq10wVI1+2MGum8Nrj5qKlhm+QziVdRfmB0So1T+t7joQS1OFiIks6XPiuXYNErzZdqN5gVR88lVlZ53p8NJagmERQ7J3YwqF+kDz4e7SIoeidQVj399NPh0W5AccQ1p0nXURlRYGVFVSeDxzpACSo7OpWgkLlTLthll128BR9SKEE1iaBc3SJIr9FdzUOclEke0DCLkSJmra7ba4QRWTB69GjxfPHYdNNNmyaBVbQXLgSFtRZ9fwyWU4L6sFmfKcKk91wXr1IwfoM+pTI5K9DHldcQNh5KUG0mqA033NCoYLjZ8/qTkVbkdVmZkVaTXi8eSlCKrHAhKNShiHXU0upDkCXBd4+abJJs2yXsSA3f1HwzAenmHakRDyWoggmKgYDTpk1zNkVkzlMRhU7GHtNz4KqmI/XGoEDfxklWSfRupM38ofZEbwfGk3j0KToPLgS16667mh2DIjBGp6S/EDhIn1WWaJWKzwUsdqVrzBNKUAUTFLYcn//8551XR0UR1AUXXODlkE7tCeLwdT2m9kRKMs3SCPEFtjZZpeuK8kMJyg/YiHXr1i1YbrnlxM8qSyhBdT4KIShywUi16ZinriR92NGASMgj0wfBriQvzj77bPF1koLr9Mlfk5rA3QJPv7T0IT1f/LDqaI1fF9D7NHTo0NT+JyWoD/sgSb337t1b/IzSAsFBktM5/8cEgXZmKRBl8fzBESN+fXlDCaogguJH6PoDZHdF39A111wTHp0d1iGdngjpteIRdSz3UQ1iCKrNuAoLUrcIIJKsu2x7AaluX4VopyFrMy7HkBW56KKLGhrJ0iZC5qZdYGHusijPEkpQbSAodk6//OUvjeIuLzCZxAw2zSHdRlbHciUoRRRz5swxK/ek3x3msIgBGEiJn1udkZWgvva1r5msBbsjJaj6IhdBWWk3Tr5MiJU+5Hiw28kL65DO1nrVVVcVXycarGiRteJMzJbcFTTe8f5QC6HQkc5tA/UOf3PxxReHRys6FVYMlLQowxgZybHCn6DIcPAsQSlLhgQ0IigUfczigsha2WvoYiSbN5SgchIUXdNnnnmmkXa7uvYWQVDk9WnWc3VI5wfE6/KD8lnRssviR8INk1Z7YsV3/fXXF1JTU5QbdvdE0V/6LShBfQRfgmJ0Bel/7JBYIIJGBIXoglogmZRWplNZ6KaN4sgbSlA5CQqVGpMnpQ83HqTX9t13X9MXkhc+bhEE5IkM3QdWus5kX+mc8eC9YX+k6HwgkJB+AzbqTFBkNxg/gU8hgQs4EwOkz0kKGl0feuih8GwfYuHChcH48eODvn37Ji4KWCCyAG0VivLbaxRKUC0kKFZA7Hx8pd0SWkFQyMR9pOtKUPWBElQynnvuuUUGuoRvfUYiKOtxhzkzbR7ScUpQnYnMBMUXhJopTaDAyAtWUdddd51ZXeUBOWmm0TIS3nUUM/JPalU+tSfg6hZhQx3LOx+Ics444wzThC39BmzUmaAYT77XXnuJn0ujoPZEAzz17KSBnohOkmrdrSIoSgSIvA455JBgzTXXFK+lqFCCykBQVtrt2phG53gRzbjsvPjx77///uLrxIPcNOmAUaNGhWdwg31/p512mnjepLCvxwNM0ZnACUH67uOhBOVHUDS+Qzy4gDdCI4JiIXrnnXeK85mKBFMJ6KOUrqFRUKcikwMRI9qS/iYeSlAZCIphXEceeaTxmZM+1HgURVDsnGiUdTWZZJWLom7evHnhGdwwa9as4Oijj/bevuMNRs+G705NUR0oQaUjC0ENHDjQTEBIExg1Iiik/f369Qsuu+yyReq/ZiArQbF4JTVMm0va/DgbSlAeBGWl3XSFJxUqo2Gl3dSomDqbFbic48oAKUqvkxQ0Sfq4RSBR5f2R2ltttdXEczYKrUF1LthR0wtHClf67qNhxUB33313eHR9ADlRJ2KarPTZJMXYsWPDMzQG/ZZkUNZff/1E5Rxj1ouoc0uAQNnl+TqWM7AVWyzGjNCDmdayYkMJyoOg6DMYPHiwWR26qHLYzpImo+CZp1nx1ltvNV8uDXnS6ySFL0Eh4KC2hWQ1i1+YElTngqwBq2aXlS+2PJAZpFY3sMMk8+A7C8mVoN58801TZ6L2nXSPNpOgsjqWI4Ens8JiWwnKD84ERfe8q1sEfVGQGV9GVvBl3nzzzcGQIUOMrYz0OlJwc+DRxc3i85AgFei78iPYTSJ/RfX32muvhWdTdBLw3kvz3bPB76BuePLJJ03vUpp5bjxY7DJ1O632ZIE9GX972GGHJfY/WgcKsiFFA2KUXjMtzjnnnPAMgRKUJ5pCUMOHDzcP63fffTc82h+kBXfbbTezE/NphCNHTf4fWapt9HNBVoLaZJNNTIOu7+spqgMlqMaAEKgB4eIvfSZJQfr/pZdecp6OiwgCMQTS9aWWWko8p/XwY4FaNJSgWo+mEFQRbhHUnXwcgtnyU5ylc51cuCsYlEjenBqXa/GSYAXH2I5JkyYZ6xtF50IJqjEuueSSTGlxUuo+i9hGIol4YH9UFEjPZXEsh4h++MMfGmJlAYtJgY88XQnKgaCQbCKQoMC39dZbix+kDSu15svMC1+CytKMy8qNxkIsS6RzJgUrxbXXXtuMl1d0PlwIit8EtQkWSHWDL0GxuCNtT73OR3HXLoLKaghL/yfEBKiHuw5ytaEE5UBQqNv4ATLbpnv37uIHaYMR1+woKBLnRSsIip0TzYEbbLCBeM6k2GOPPcw03rqPUqgLXAjq61//urH2efzxx8Oj6gNfgsINAgKhpcMnLa4EVT80JChUaVZFJ32A8aDgmdQF7gtudFdD2LXWWst45jHx1gfkhqXzpQW5aEV94EJQiHma2SBaZvgSlGRn5IJWE1Rex/KsBMVGANNcant1R0OCYkdCo61rX1CRBGX7rlxGalBspUb2yiuvhEe7QQlK4QIlqMboVIKi9pTHsTwrQe2+++7mvdIUXHeIBPX3v//deOf5dkyT4qNXoIgUnwW+V0lFRdsUyd/4ABEF83xwppDOmxT4//Xv39+k9xSdD1bQ1F4ZPphW2K4jQaHAI2tB4d+lN5I0GYM/WRhS+/WFC0FZ6TrK2rzAld11GGo0mFFF1mny5Mmmzo1CGJeZtBq+DT7PPL2jnQSRoJhQyYrRd1tbpEjCohFBMZ33scce827Mo/aEuavv+6P2xK6ulYPRFO0DwypZxDALLM0/rY4EhWF0r169nOszNNsz/JOHL8NOfeFCUAcddJDZebhK1xshK0HxmfDZWF9A/EB5LrruMpWgPoJIUDTdpQkiGkURMnML5jKNGzfOmLDGA9mm3UL7gN0hLuvStUtBj8egQYMMWeoPpz6gAZVePOk3EY86EhT16aTxF1KQgcBzzxc4SJC1IJXP7kQ6t40inCS4x7nXuee596XXkQKhFguaKVOmmN1lVnm6EtRHWIyg3n//ffNjwHDRZZR6PJqxg2oGXAmKZkBWh8yeqqO3Wt2hBNUYPgSFYzkG01lMdBtN1I1HEQTFDozSgXT+RsEzhWeLBTV8SEv6WylIk+J2/oMf/CDTwrsTsRhBkdI4/fTTg+22285rTLONImXmzYQrQfEZ8IPnpipK/KGoDpSgGsOHoDB5ZfeUpfZUF4LacMMNzeL+3nvvNQYCipCgyAfT04Os0VUlI0WRKr5mgsI3RUxchqX3QSBdp6DrK11XdA5cCIqMAXWK8847TwmqQZCmzwIETdyD3IvSeW2w8+DZhQAjj8WadSzH0096naSIOpaTnkOeTqnDpc5NGw3iDtpqMK1WfARDUHyg1HTwlfNh/HhUhaAwoiU/jMuw9D4Iiq1ZpOuKzoELQVEQZ9VcR7urVhDUhRdeaCyD0hzSaYe5+uqrg/nz5+fyxCzCsTwqT3cZTkg5hZ0TAiyEFYqPYAgK128eyNKH1yhgfvz5+DIIBgRSw6oKWJnZa7eBYSyrHu11UrgQFP/P39URrSAoJP7S+eJR1Mj3IgxhUfD5DDxFpezbKlMX5CIottWsOFg1EBT2quTojRTVXrsN0pz8YJSgFEpQjaEE9VEoQTUHmQmKnQbTZ8suiPAF22zqCbfcckv4L4o6AvcIhA/UBqTfvw0lqOYQFNNzmd6dNkGBRTJ+mldccUWu8gLen3jf5XUsh2h8HMsJJahkeBOUlZJHVwwKRadh6NCh4u8/HkpQxRIU6rU33ngjGD9+vJOSmOZfjAXygtYapPDSazQKhidSN0I5yNRxRvBIf5cUlBM22mijTP1hdYA3QSElx3uLgYIKRadCCSodzSAoMhgjRowIttlmGyeBQVkIikZibNBoRpb+Lilo7OX6fWbY1QmGoFxUfDSs8mNEOgmhKRSdDCWodDSDoJBpf/GLXxTPIUW7CAr7K66TtCC7p5NPPln8u6SwjuWkJhXJMATl0geFdx1f4lNPPaVNZIqOhxJUOupMUIgg8BXE3ABhmC9B4et5++23q2N5CgxBWfBhs5OiUMiEUMjKyq9HjhxZ2xtRUT+kERQraJRjY8eONb5rdUSRBIUBM+asPOghHekc8UCggJCFfsWsWLBggWnMHTx4sNfIEERiuJSzsJ86daohHOnvkiI6ikORjMUIKu7Fd/zxxy+SX/Pv/L9CUQekEdT6669vlFekx7M4c3cCiiQohqOyEHZxjrfBYppyg8/Y+Djw2MRrkxIG3pvS60hhCYpdFITKgl76u6RQgnLDYgRlwTAxVobY2ysUdUQaQSE/z2J82knAtYHmfAbspZFKGkFhMcT4HOnYpBgzZkx4dHawa8PEVjq/FBAowgbIkUC1lzbxOxqIKI444ohgxowZuYi1LhAJSqGoO1wJysqibaahiDlEVYPLRF2JoPDMe+2118znRpMtXnbSsfFAfo71ETZIeeFLUPQsUasnLehTK2MiLwI03mMRDcV1gRKUQiHAlaBoVD/uuOOCAw44wMQf/vCH8Az1QVaCQhDBjCc+N3ZPrrUnan+QBJL0vPAlKPqWSAnusssuqf6A0aB3lN/UzTffbEhZ4QYlKIUiAgQP9913n0njSA8aGzxML7jgAtNQGnXFP/bYY83xxOOPP16LHdX06dPNiJ5GI2wQM9jPxQa2Qj7pMetYjoNNUekxX4LKGnw2DFhV+EEJSqGIAOEDTaJpVjUUxZnfQ0QL5D169DDHE8OGDatFAyYWQ7NmzTI7oehnFA1qL/ZzsYHQxEeYUJRjeRRKUOWGEpRCEcGECRPEB0yW2HXXXWs13+eaa64xgwVdU3W+UZQhbBStICh6ppiSC4kr/KAEpVBEoASVHfQyYYFG87L0eeSNqhIUPaR55fB1hRKUQhGBElQ+oGikcRVvT+x8pM/FN4pyLJfQTIKKOp0rskEJSqGIoAiCoieIfpkBAwYYp4E6gplIjMqgAVb6jFwD+yGEEci6m4FmENQyyywTdO3a1QhDdEJuPihBKRQRFEFQa6yxhhm0R6M7ThN1BGpISAXHBB7Y0ufkEgMHDjSjKGjkbQaaQVCMz2Ac0b333qvuOzmhBKVQRJCXoFDx7bvvvsZCR/GhBB1vT1R7iAXSeoeslNwq/bASaibmzp1r1IcoCmmmla7JNZDM9+zZ0zhF1C212ywoQSkUEeQlKPqgaN7VkTQfgprR7NmzTd/TzJkzgz59+oifmw1GUKAGtL1SL774Ynim5oAdLsILakW+fnrxWG211UyPFg3ECEYU+aEEpVBEkJWg6Ieqq5OEKxYuXGgam+2EBClIjT333HPhEa1D1oGF0aDX6brrrgvPqCgCSlAKRQRZCep73/ueeQDX0YvPFTTX4uBtfQulaJc7vBJUOaEEpVBEkJWgUGx98MEH4VkUVcMDDzxgpuNSL5O+36SwUnKczc8777xC/AEVH0EJSqGI4NJLLw1WWWUV53oEhXEkxSNGjFCC6gCceeaZ5vsnEGwkjRGxUnIMYLXe1DwoQSkUEWDwetVVVwXf+MY3xAdTPDbbbLPg/PPPzzXVVVEeMISQ75849dRTjYeg9L2rlLw1UIJSKARAOpAPYxLiD6eoIewxxxzTtB4dRXuBBB3hhv2uo6FS8tZACUqhEPDMM8+YgnevXr2WICjmP1kZdF1GatQRVoJuv+toqJS8NVCCUigSgBvC2LFjl5BC33TTTeFfKBSKZkIJSqFIAHJnVtFxKbTumBSK1kAJSqFQKBSlhBKUQqFQKEoJJSiFQqFQlBJKUAqFQqEoJZSgFAqFQlFKKEEpFAqFopRQglIoFApFCREE/w/kncwzGQWc7QAAAABJRU5ErkJggg==" />

</div>
<p>Michael Pyrcz, Ph.D., P.Eng.</p>
<p>Associate Professor</p>
<p>The Hildebrand Department of Petroleum and Geosystems Engineering</p>
<p>The University of Texas at Austin</p>
</div>
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