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Class03.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8" />
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="author" content="김권현" />
<title>응용데이터사이언스: 세 번째 수업</title>
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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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDE5OyIgZD0iTTYwMCAxMTc0cTMzIDAgNzQgLTVsMzggLTE1Mmw1IC0xcTQ5IC0xNCA5NCAtMzlsNSAtMmwxMzQgODBxNjEgLTQ4IDEwNCAtMTA1bC04MCAtMTM0bDMgLTVxMjUgLTQ0IDM5IC05M2wxIC02bDE1MiAtMzhxNSAtNDMgNSAtNzNxMCAtMzQgLTUgLTc0bC0xNTIgLTM4bC0xIC02cS0xNSAtNDkgLTM5IC05M2wtMyAtNWw4MCAtMTM0cS00OCAtNjEgLTEwNCAtMTA1bC0xMzQgODFsLTUgLTNxLTQ0IC0yNSAtOTQgLTM5bC01IC0ybC0zOCAtMTUxIHEtNDMgLTUgLTc0IC01cS0zMyAwIC03NCA1bC0zOCAxNTFsLTUgMnEtNDkgMTQgLTk0IDM5bC01IDNsLTEzNCAtODFxLTYwIDQ4IC0xMDQgMTA1bDgwIDEzNGwtMyA1cS0yNSA0NSAtMzggOTNsLTIgNmwtMTUxIDM4cS02IDQyIC02IDc0cTAgMzMgNiA3M2wxNTEgMzhsMiA2cTEzIDQ4IDM4IDkzbDMgNWwtODAgMTM0cTQ3IDYxIDEwNSAxMDVsMTMzIC04MGw1IDJxNDUgMjUgOTQgMzlsNSAxbDM4IDE1MnE0MyA1IDc0IDV6TTYwMCA4MTUgcS04OSAwIC0xNTIgLTYzdC02MyAtMTUxLjV0NjMgLTE1MS41dDE1MiAtNjN0MTUyIDYzdDYzIDE1MS41dC02MyAxNTEuNXQtMTUyIDYzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMjA7IiBkPSJNNTAwIDEzMDBoMzAwcTQxIDAgNzAuNSAtMjkuNXQyOS41IC03MC41di0xMDBoMjc1cTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNzVoLTExMDB2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNzV2MTAwcTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNNTAwIDEyMDB2LTEwMGgzMDB2MTAwaC0zMDB6TTExMDAgOTAwdi04MDBxMCAtNDEgLTI5LjUgLTcwLjV0LTcwLjUgLTI5LjVoLTcwMHEtNDEgMCAtNzAuNSAyOS41dC0yOS41IDcwLjUgdjgwMGg5MDB6TTMwMCA4MDB2LTcwMGgxMDB2NzAwaC0xMDB6TTUwMCA4MDB2LTcwMGgxMDB2NzAwaC0xMDB6TTcwMCA4MDB2LTcwMGgxMDB2NzAwaC0xMDB6TTkwMCA4MDB2LTcwMGgxMDB2NzAwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAyMTsiIGQ9Ik0xOCA2MThsNjIwIDYwOHE4IDcgMTguNSA3dDE3LjUgLTdsNjA4IC02MDhxOCAtOCA1LjUgLTEzdC0xMi41IC01aC0xNzV2LTU3NXEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTI1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djM3NWgtMzAwdi0zNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1NzVoLTE3NXEtMTAgMCAtMTIuNSA1dDUuNSAxM3oiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI5OyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek02MDAgMTAyN3EtMTE2IDAgLTIxNC41IC01N3QtMTU1LjUgLTE1NS41dC01NyAtMjE0LjV0NTcgLTIxNC41IHQxNTUuNSAtMTU1LjV0MjE0LjUgLTU3dDIxNC41IDU3dDE1NS41IDE1NS41dDU3IDIxNC41dC01NyAyMTQuNXQtMTU1LjUgMTU1LjV0LTIxNC41IDU3ek01NDAgODIwbDI1MyAtMTkwcTE3IC0xMiAxNyAtMzB0LTE3IC0zMGwtMjUzIC0xOTBxLTE2IC0xMiAtMjggLTYuNXQtMTIgMjYuNXY0MDBxMCAyMSAxMiAyNi41dDI4IC02LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzMDsiIGQ9Ik05NDcgMTA2MGwxMzUgMTM1cTcgNyAxMi41IDV0NS41IC0xM3YtMzYycTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMzYycS0xMSAwIC0xMyA1LjV0NSAxMi41bDEzMyAxMzNxLTEwOSA3NiAtMjM4IDc2cS0xMTYgMCAtMjE0LjUgLTU3dC0xNTUuNSAtMTU1LjV0LTU3IC0yMTQuNXQ1NyAtMjE0LjV0MTU1LjUgLTE1NS41dDIxNC41IC01N3QyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNWgxNTBxMCAtMTE3IC00NS41IC0yMjQgdC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXExOTIgMCAzNDcgLTExN3oiIC8%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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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc1OyIgZD0iTTUwMCA2MTJ2NDM4cTAgMjEgMTAuNSAyNXQyNS41IC0xMGw0OTIgLTQ4MHExNSAtMTQgMTUgLTM1dC0xNSAtMzVsLTQ5MiAtNDgwcS0xNSAtMTQgLTI1LjUgLTEwdC0xMC41IDI1djQzOGwtNDY0IC00NTNxLTE1IC0xNCAtMjUuNSAtMTB0LTEwLjUgMjV2MTAwMHEwIDIxIDEwLjUgMjV0MjUuNSAtMTB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3NjsiIGQ9Ik0xMDQ4IDExMDJsMTAwIDFxMjAgMCAzNSAtMTQuNXQxNSAtMzUuNWw1IC0xMDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41bC0xMDAgLTFxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41bC0yIDQzN2wtNDYzIC00NTRxLTE0IC0xNSAtMjQuNSAtMTAuNXQtMTAuNSAyNS41bC0yIDQzN2wtNDYyIC00NTVxLTE1IC0xNCAtMjUuNSAtOS41dC0xMC41IDI0LjVsLTUgMTAwMHEwIDIxIDEwLjUgMjUuNXQyNS41IC0xMC41bDQ2NiAtNDUwIGwtMiA0MzhxMCAyMCAxMC41IDI0LjV0MjUuNSAtOS41bDQ2NiAtNDUxbC0yIDQzOHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3NzsiIGQ9Ik04NTAgMTEwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDM4bC00NjQgLTQ1M3EtMTUgLTE0IC0yNS41IC0xMHQtMTAuNSAyNXYxMDAwcTAgMjEgMTAuNSAyNXQyNS41IC0xMGw0NjQgLTQ1M3Y0MzhxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNzg7IiBkPSJNNjg2IDEwODFsNTAxIC01NDBxMTUgLTE1IDEwLjUgLTI2dC0yNi41IC0xMWgtMTA0MnEtMjIgMCAtMjYuNSAxMXQxMC41IDI2bDUwMSA1NDBxMTUgMTUgMzYgMTV0MzYgLTE1ek0xNTAgNDAwaDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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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%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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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjI3OyIgZD0iTTYyNSAxMjAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTEwOXE3OSAtMzMgMTMxIC04Ny41dDUzIC0xMjguNXExIC00NiAtMTUgLTg0LjV0LTM5IC02MXQtNDYgLTM4dC0zOSAtMjEuNWwtMTcgLTZxNiAwIDE1IC0xLjV0MzUgLTl0NTAgLTE3LjV0NTMgLTMwdDUwIC00NXQzNS41IC02NHQxNC41IC04NHEwIC01OSAtMTEuNSAtMTA1LjV0LTI4LjUgLTc2LjV0LTQ0IC01MXQtNDkuNSAtMzEuNXQtNTQuNSAtMTZ0LTQ5LjUgLTYuNSB0LTQzLjUgLTF2LTc1cTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NzVoLTEwMHYtNzVxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0xNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY3NWgtMTc1cS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoNzV2NjAwaC03NXEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgxNzV2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgxNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di03NWgxMDB2NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNDAwIDkwMHYtMjAwaDI2M3EyOCAwIDQ4LjUgMTAuNXQzMCAyNXQxNSAyOXQ1LjUgMjUuNWwxIDEwcTAgNCAtMC41IDExdC02IDI0dC0xNSAzMHQtMzAgMjR0LTQ4LjUgMTFoLTI2M3pNNDAwIDUwMHYtMjAwaDM2M3EyOCAwIDQ4LjUgMTAuNSB0MzAgMjV0MTUgMjl0NS41IDI1LjVsMSAxMHEwIDQgLTAuNSAxMXQtNiAyNHQtMTUgMzB0LTMwIDI0dC00OC41IDExaC0zNjN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzMDsiIGQ9Ik0yMTIgMTE5OGg3ODBxODYgMCAxNDcgLTYxdDYxIC0xNDd2LTQxNnEwIC01MSAtMTggLTE0Mi41dC0zNiAtMTU3LjVsLTE4IC02NnEtMjkgLTg3IC05My41IC0xNDYuNXQtMTQ2LjUgLTU5LjVoLTU3MnEtODIgMCAtMTQ3IDU5dC05MyAxNDdxLTggMjggLTIwIDczdC0zMiAxNDMuNXQtMjAgMTQ5LjV2NDE2cTAgODYgNjEgMTQ3dDE0NyA2MXpNNjAwIDEwNDVxLTcwIDAgLTEzMi41IC0xMS41dC0xMDUuNSAtMzAuNXQtNzguNSAtNDEuNSB0LTU3IC00NXQtMzYgLTQxdC0yMC41IC0zMC41bC02IC0xMmwxNTYgLTI0M2g1NjBsMTU2IDI0M3EtMiA1IC02IDEyLjV0LTIwIDI5LjV0LTM2LjUgNDJ0LTU3IDQ0LjV0LTc5IDQydC0xMDUgMjkuNXQtMTMyLjUgMTJ6TTc2MiA3MDNoLTE1N2wxOTUgMjYxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzE7IiBkPSJNNDc1IDEzMDBoMTUwcTEwMyAwIDE4OSAtODZ0ODYgLTE4OXYtNTAwcTAgLTQxIC00MiAtODN0LTgzIC00MmgtNDUwcS00MSAwIC04MyA0MnQtNDIgODN2NTAwcTAgMTAzIDg2IDE4OXQxODkgODZ6TTcwMCAzMDB2LTIyNXEwIC0yMSAtMjcgLTQ4dC00OCAtMjdoLTE1MHEtMjEgMCAtNDggMjd0LTI3IDQ4djIyNWgzMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzMjsiIGQ9Ik00NzUgMTMwMGg5NnEwIC0xNTAgODkuNSAtMjM5LjV0MjM5LjUgLTg5LjV2LTQ0NnEwIC00MSAtNDIgLTgzdC04MyAtNDJoLTQ1MHEtNDEgMCAtODMgNDJ0LTQyIDgzdjUwMHEwIDEwMyA4NiAxODl0MTg5IDg2ek03MDAgMzAwdi0yMjVxMCAtMjEgLTI3IC00OHQtNDggLTI3aC0xNTBxLTIxIDAgLTQ4IDI3dC0yNyA0OHYyMjVoMzAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMzM7IiBkPSJNMTI5NCA3NjdsLTYzOCAtMjgzbC0zNzggMTcwbC03OCAtNjB2LTIyNGwxMDAgLTE1MHYtMTk5bC0xNTAgMTQ4bC0xNTAgLTE0OXYyMDBsMTAwIDE1MHYyNTBxMCA0IC0wLjUgMTAuNXQwIDkuNXQxIDh0MyA4dDYuNSA2bDQ3IDQwbC0xNDcgNjVsNjQyIDI4M3pNMTAwMCAzODBsLTM1MCAtMTY2bC0zNTAgMTY2djE0N2wzNTAgLTE2NWwzNTAgMTY1di0xNDd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIzNDsiIGQ9Ik0yNTAgODAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek02NTAgODAwcTYyIDAgMTA2IC00NHQ0NCAtMTA2dC00NCAtMTA2dC0xMDYgLTQ0dC0xMDYgNDR0LTQ0IDEwNnQ0NCAxMDZ0MTA2IDQ0ek0xMDUwIDgwMHE2MiAwIDEwNiAtNDR0NDQgLTEwNnQtNDQgLTEwNnQtMTA2IC00NHQtMTA2IDQ0dC00NCAxMDZ0NDQgMTA2dDEwNiA0NHoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yMiAtM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<script src="data:application/x-javascript;base64,/*!
 * Bootstrap v3.3.5 (http://getbootstrap.com)
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<h1 class="title toc-ignore">응용데이터사이언스: 세 번째 수업</h1>
<h4 class="author"><em>김권현</em></h4>
<h4 class="date"><em>2018년 9월 28일</em></h4>
</div>
<div id="---" class="section level1">
<h1>오늘 수업의 주요 내용</h1>
<ul>
<li>지난 시간의 소개한 Simpson’s paradox과 새로 소개하는 Berkson’s paradox</li>
<li><a href="./Class02_ImportingData.html">R로 데이터 읽어오기</a></li>
<li>데이터 살펴보기</li>
<li>R의 데이터 타입 : numeric(수치형), character(문자열), factor/ordered(범주형,순위형)<a href="#fn1" class="footnoteRef" id="fnref1"><sup>1</sup></a></li>
<li>그밖에 : 조 구성, 발표 순번 결정</li>
</ul>
<hr />
<div id="-" class="section level2">
<h2>데이터 살펴보기</h2>
<p>데이터를 전체적으로 살펴보고 분석의 방향을 가늠한다. 이 과정에서 자료의 오류를 찾을 수도 있다. 특히 특이값(outlier)과 결측값(missing value)에 주목한다.</p>
<blockquote>
<p>데이터에는 크고 작은 오류가 있기 마련이다.</p>
</blockquote>
<ul>
<li>데이터 프레임<code>df</code>의 전체적인 구조 확인하기</li>
</ul>
<pre class="r"><code>df <- mtcars
head(df, n=10); tail(df); View(df)
dim(df); nrow(df); ncol(df)
colnames(df); rownames(df)
apply(df, 2, function(x) sum(is.na(x)))
sum(duplicated(df))
sum(!complete.cases(df))</code></pre>
<ul>
<li><a href="###통계요약치">통계 요약치</a>
<ul>
<li>집중경향치 : 평균(mean), 중앙값(median), 최빈값(mode), 절사평균(trimmed mean)</li>
<li>변산성 측정치 : 범위(range), 사분점간 범위(inter-quartile range), 분산(variance), 표준편차(standard deviation)</li>
</ul></li>
<li><a href="###데이터시각화">데이터 시각화</a>
<ul>
<li>1변수 시각화 : 이산형 데이터(<code>plot</code>), 연속형 데이터(<code>hist</code>)</li>
<li>2변수 시각화 : <code>plot(y ~ x, data = )</code></li>
<li>조건부 시각화 : <code>xyplot(y ~ x | g, data = )</code></li>
</ul></li>
</ul>
<div class="section level3">
<h3>통계요약치</h3>
<pre class="r"><code>x <- rnorm(100)
x <- c(x, 2, 2)
# 집중경향치
mean(x)
median(x)
Mode <- function(x) {
ux <- unique(x)
ux[which.max(tabulate(match(x, ux)))]
}
Mode(x) # table
mean(x, trim = 0.2)
# 변산성 측정치
range(x)
IQR(x)
var(x)
sd(x)</code></pre>
<p>함수 <code>Mode</code>는 <a href="https://stackoverflow.com/questions/2547402/is-there-a-built-in-function-for-finding-the-mode">stackoverflow</a>에서 가져왔다.</p>
<p>주어진 데이터 프레임의 모든 열에 대해 요약통계치를 얻으려면 <code>apply(df, 2, func)</code>을 사용한다.</p>
<pre class="r"><code>data(mtcars)
apply(mtcars, 2, mean)
data("BankWages", package='AER')
apply(BankWages, 2, Mode)</code></pre>
<p>R에는 좀 더 간단한 함수를 제공한다. <code>summary</code>, <code>psych::describe</code>등을 활용해보자.</p>
<pre class="r"><code>data('singer', package='lattice')
summary(mtcars)
summary(BankWages)
summary(singer)</code></pre>
</div>
<div class="section level3">
<h3>데이터시각화</h3>
<ul>
<li>1변수의 시각화
<ul>
<li>이산형 : <code>plot</code></li>
<li>연속형 : <code>hist</code></li>
</ul></li>
<li>2변수의 시각화
<ul>
<li><code>plot(y ~ x, data= )</code></li>
</ul></li>
<li>조건부 1변수 시각화
<ul>
<li>이산형 : <code>lattice::histogram(~ x | g, data= )</code></li>
<li>연속형 : <code>lattice::histogram(~ x | g, data= )</code></li>
</ul></li>
<li>조건부 2변수 시각화
<ul>
<li><code>x</code>, <code>y</code> 이산형 : <code>lattice::histogram(~ y | x*g, data = )</code></li>
<li><code>x</code> 이산형, <code>y</code> 연속형 : <code>lattice::xyplot(y ~ x | g, data = , jitter.x = TRUE)</code></li>
<li><code>x</code>, <code>y</code> 연속형 : <code>lattice::xyplot()</code>[^2]</li>
</ul></li>
</ul>
<hr />
</div>
<div id="-" class="section level3">
<h3>시각화 결과</h3>
<pre class="r"><code>library(lattice)
data('BankWages', package='AER')
data(mtcars)
# 일변수
hist(BankWages$education) #histogram(~education, data=BankWages)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>plot( ~ gender, data=BankWages)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code># 이변수
plot(job ~ gender, data=BankWages)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>plot(education ~ gender, data=BankWages)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>plot(qsec ~ hp, mtcars)</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAAS1BMVEUAAAAAADoAAGYAOjoAOpAAZpAAZrY6AAA6OgA6kNtmAABmtv+QOgCQ29uQ2/+2ZgC2///bkDrbtmbb////tmb/25D//7b//9v///8ZImksAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAfe0lEQVR4nO3dC3fTSpaAUXGHhuYx+HowkP//S8fyU36Q2CdSqU5p77V6EWiuKcnOF8kqlbsXAEK6uQcAkJWAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAUN0B7QBGM36iRn/EEc29t4G2jN6osR9wTBP8wAAWS0ABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQ0l6nW0AICBDSV6VYhBJ4noJmcwqmgUAMBTWSQzdwbAo0Q0ESGo8+9JdAGAU1EQKEuApqIgEJdBDQRAYW6CGgiAgp1EdBEBBTqIqCJmMYEdRHQTEykh6oIaCpu5YSaCGgu+gkVEVCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCEoW0F+fu677+PP0+z/fu3/+feK/F1BgPLkCuur2Ph3/QECB+aQK6LGf54NQAQXmkymg/fn7t+2v63NBBRSYT6aArroPP3ZfbLN5KKiAAvNJFNBtLE/vfa4OBRVQYD6JAvr76+4Efu9QUAEF5pM1oH1BPwkoMKe0Ae3fB/0ioMCMEgV0+B7o/rfdNwEF5pMooP30pcEhaD+r6cP/Cigwm0wB7eeBfhn8frObUy+gwEwyBXQ3g354Gr8RUGBGqQK6K+jwGLQ/JhVQYCa5AtpfOfpy8QdrAQXmkiygz+numHtMQDsEFCCo6YDeElBgPMkCakV6oB65AmpFeqAiqQJqRXqgJpkCakV6oCqZAmpFeqAqiQJqRXqgLokCakV6oC5ZA2pFemB2aQNqRXpgbokCakV6oC6JAmpFeqAumQJqRXqgKpkCakV6oCqpAmpFeqAmuQJqRXqgIskC+l4CCoxHQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAG9QdzD0OaJ2AtqfrFBSKENDmnMKpoDAxAW3NIJsL2FqYVb6Ark4nqJ+e/48XkJThJi5gc2FOyQK67i4929AFFEVAoZhUAf31ubv2z79PPcICiiKgUEymgP75flnM31+3v//485mHWEBRBBSKyRTQzU0u+6R+e+YhFlAUAYViMgV0dXvCvj0Ifept0AUURUChmEQB3R5ufrn5w/Vz5/ALKIppTFBMooBujzZvT9c3z11GWkJSTKSHUgS0PW7lhEISBdQp/KP0E8pIFNC6LiLNHCmNhApkCuj9aUy3R6WvGG1zZz5NdpYONcgU0LsT6Z+7FWmszZ35Qo3rRFCFTAHdF/PShx9PPcJImzvzVCEzlaAOqQI6XIpp1sVEZp6sbq481CFZQF/qWM5OQIGXjAF9ws0J/1hvGQoo8CKg0Qe+94+M8tDP//PF/lngStMBvTVpQIttuYBCHZIFdLek8mAy6J/vs9zKeRXQqy8mJ6BQh1wBPV5AOl0+mi2g3d0vR3nwJ//5Qv8mcCtVQM8X4I8HoTMF9C+HneULaiI9zClTQPvz9349pvW5oHMF9P47nyXfBS1+5Qq4kSmgq+N9R/09nfuCzhbQuwkreiFeP2F2iQK6jeXpvc/VoaDzBfTeI+oZLEuigF4sqHwoqIAC88ka0L6gnwQUmFPagO6XAq0hoKYUwVIlCujwPdCXw2fCzx9QU4pguRIFtJ++NPxUuV+fuw//O39ATSmCxcoU0H4e6PADPDa7as0eUFOKYKkyBXQ3g354Gr+pI6DAQqUK6K6gw2PQ/phUQIGZ5Aro7WfDrwUUmEuygL6XgALjEVCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAR3rga0JCosjoCM9roLC8gjoOA9b+eciyTtMQUBHedTKP5nTATJMQkBHftQaG1X9ATIkJaAjP2qFiar+ABmyEtCRH7XCRFU+PMhLQEd+1AoLVfnwIC8BHflRKyxU5cODvAR05EetsFCVDw/yEtBRHrXqqzQCChMR0HEetuZ5QgIKExHQkR634pnqlR8gQ14COtYDV9vP2g+QIS8BXYKqD5AhLwFdBP2EKQgoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKEBQqYCuu2/9L7+//vPv2P/gMwQUGE+ZgP7+2u0D+utz130a+198goAC4ykS0D/fu6770n+16W/InrGgAgqMp0hA11334cf56/3B6CwEFBhPiYBuD0AH73xuz+LnOwQVUGA8JQL6++v+/P1g3X38OfY/+igBBcZTKKDDk/ZNN9+VeAEFxiOgAEGF3gMdnrSvnMIDTSh1Ff78Juimu3hHtCwBBcZTJKD9PPrDPKb+yxlvRhJQYDxl7kTadEPzTQMVUGBEhe6F72/hPDhNqZ+DgALjKbYaU3/uPnc+JwxoW58b3NbWwGQsZzfS47bUnLa2BqYjoOM8bHf1RWZtbQ1MqOgp/Pb8fT3fHNDeNEUYhKaB5LS1NTClQgHdvwPaB3TWi/CTBXTqf6GktrYGplRuQeV9QFctTmNqKzltbQ1MqdiCyh9//vrcX4JfNTiRvq3ktLU1MKUiAd3fvbkP6OV9naUJ6Nva2hqYUpGA7pcPOQT0ammRsgT0bW1tDUyp0GpM/THnIaDbQ9DWlrNrKzltbQ1MqeB6oMeAtrceaFsTf9raGpiSgI7zsC1NPW9ra2BCM5zCt7igcls3P7a1NTCdQheR+mPOQ0C3x6MNfipnW8Vpa2tgMqWmMX06BrSfE+pz4YEWlLkTaTd7fhfQddfNeAYvoMCIit7KuTfjjUgCCoyo0GIi/Yl7Bf0UUGBExZazOyR01nwKKDAmCyon4cI41EdAc3jH1EzphamUDWj/4ZyzLkmfNSPvuDnIrHiYTLEV6ffrMc39wZxJK/KO29PdlwnTKRPQze7q0fFSfHMLKk8uvkCSlUFgQkUC2h95bo87t79s29nggsqTe09Ao/8l8KYiAV3vbuU8pnNV/b3w1b1pKKBQpUKrMfXvgG5/2b39Wf1ydvVddhFQqFLB9UC3v+zKWXtAK7zsIqBQpYIB3a/JVH1Aa7zsIqBQpYIBXR3WsVvXvaByjcmJR73GrYFmlFuR/vgWaO0LKleZnPDbCjUeT0MzCq1Iv18J9DiZvuoFlasMaPzCVoXv6EIzis0D7X3bncdXvqBynQGNT62qb04BNKPMnUjr3TdwH8519QsqVxrQOP2EqRS6F37TnS7Bz3f+/rLMgAJTsZzd7V9x2QV4iIDe+TsuuwCPENB7f8nbhsADBPTu39JP4G2F7kS6Z46r8aIIjEdAueUQHB4ioNzwJjA8psx7oL8+Hz8JqY/pfAvSC+gjTEOABxUJ6Laa52hu5vxUOUV4m4mw8KhCi4l8+uvvylKEt7kVCx5VaDm74f2blS+ovHgCCo8quKDykYDWTUDhUYUCOrxutKp7RfrFE1B4VKH3QAeHoD4XvnICCo8qtqDy4bR98OUcBOFtAgqPKrmg8sE4s5j6FUafv5wvCG8zjQkeVXBB5TFuQFofHuDP98OjPbk8syI8wER6eFCx1ZgOn4v0rnwesrk9hF2devxcQRXhEW7lhMekWs7umM2P/3f4ZLqnP2FJEh6in/CQTAHdnD8Y+Xghf/PkIagmAOPJFNDjBNJtQU/HnU/eFyqgwHgSBfTP98Nx5/aLUzXXz83KF1BgPIkCeroj9FTSl6fvCxVQYDwCChCUKKBO4YG6JAro6SLS5jx5adjSRwjoApmUxWQyBfQwjWl3V5NpTDxoytsCtHnpMgX0dP/maSL9xkR63jDljalu2Vq8TAE9frznhx+nlLqVk9dNuTSKRQNIFdDzYiKnT0q2mAivmnBxPstWkS2gZ2vL2fGASQM62UOTRdqAPqK7Y+4xUZaAMiUBpWkCypSaDugtr/OlEVCmJKA0TUCZkoDStAkvlQsoAkrjppusaRoTAkrrpruA+FibXb5sWaKAnibPX7KcHa+b/lb4R/rppdckAYWwh/p59QUtSRTQ4ycjCyhpeJ+0cZkCujsG/fL2X3uFFzFFuVLfuFQB7Qv64cd7HsBrmKIEtHG5AtqfxT/1ER7XvIYpSkAblyyg/SJMT65gd8FrmKIEtHHZAro9iX/PIajXMEUJaOOyBfSdh6BewxQloI1LF9D38RqmKNOYGiegMCET6dsmoDAlt3I2TUBhUvrZMgEFCBJQWucQkMkIKI3zJiTTEVDa5jI4ExJQmmYiJlMSUJrmViCmJKA0TUCZkoDSNAFlSgJK0wSUKQkoTRNQpiSgNE1AmZKA0jTTmJiSgNI2E+mZkIDSuJy3cmYc8xIJKK3L2KKc1V8gAaVxGVvkfYcsBJS2ZWyRK19pCChNS9kic6/SEFCalrJFKQe9TAJK01K2KOWgl0lAaVrKFqUc9DIJKHModmE8ZYtSDnqZBJQZlJtalLJFKQe9TAJKeQWnFqVsUcqpA8skoBRXsg85W5Rx8uoyCSjFFT0qzNmijLdPLZKAUlzZ0+qcLco45iUSUIor/L6kFjEZAaW4lBd24A4BpTgBpRUCSnECSisElOJyTi2CWwJKeTmnFsENAWUGOacWwTUBZQ76SRMEFCBIQAGCBBQgSEBpi3dXKUhAaYrr+5QkoIuwmKh0nYJSkIAuwWKi0gkoRQnoAiznxp9uuKmNbys1END2LejW84tNbXxbqYGAtm9Bix8taFOpgoC2b0FVWdCmUgUBbd+CqrKgTaUKAtq+BVVlQZtKFQS0fZdVaXqSj4tIlCWg7bsf0Cb3hGlMlCWg7bs8LKtjSuhEFTeRnrIEdAHuHpbNuismq5yAUpSALsHdqsy4LyY8DtZPShLQRagroJMeB+snBQnootQS0BpGAe8noItSR7rqGAW8n4AuSh3pqmMU8H4Cuih1pKuOUcD7Ceii1DGNSUBphYAuSxUT6QWUVgjowtQwT7KO42B4PwGt3di9m7+flRwHw/sJaOVqOGIcX5tbxfIIaN1aPVbTT5ogoFXzbiHUTECr5no11ExAqyagUDMBrZqAQs0EtGoCCjUT0KoJKNRMQKsmoFAzAa2aaUxQMwGtW6sT6aEJAlo5Nz1CvQS0dvoJ1RJQgCABBQgS0EXwPgBMQUCXwJUomISALoC5UDANAW2f2fgwEQFtn/tBYSIC2j4BhYkIaPsEFCYioO0TUJiIgLZPQGEiAto+AYWJCGj7TGOCiQjoAphID9MQ0CVwKydMQkAXQT9hCgIKECSgAEECChAkoABBAgoQJKAAQQIKEJQsoL+//vPv7ot1P6vxw49n/3sBBcaTK6CrrtsFdHOcGH7I6cMEFBhPqoCuDkedm/OtiU8ehAooMJ5MAf31ues+vfTn8YdDzz/fnz0GFVBgPJkCuj0A/db/ut53tLc9Fv3yzEMIKDCeRAHdHm9+Ovx6PuxcdR9/PvEYAgqMJ1FAt2fu3w6/nqO5fu4cXkCB8eQM6KfTH24EFJhLooBuT92/HH4VUKACiQL6sjqEc3VxCu89UGAmmQK6Ocz6/PV5fy7/cj4qfZSAAuPJFNB+2ufuGPR85Wj15Ex6AQXGkymgu5n0u1P2Qzf7O5KeOgAVUGBEqQK6L+iFT2//R0MCCownV0D3t8MPfHv7v7ggoMB4sgV0fyf83lPX3/cEFBhPvoA+4fp83yejA2MSUICgpgN6S0CB8QgoQJCAAgQJKDTDO/2lCSi0wrXS4hIF9DwB9ILl7GDnFE4FLUZAoQ2DbHqdl5IooHfuhBdQOBq+uL3QC8kU0N0x6HOrL13zuqJZAjqDVAHtC/rc+p/XvK5oloDOIFdA+7P4wBIiZ15XNEtAZ5AsoC/r55ewG/K6olkCOoNsAb34UPjneV3RLAGdQbaAvvMQ1OuKZpnGNIN0AX0fLyzaZSJ9eQIKrXArZ3ECCs3Qz9IEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBJS2mEtOQQJKU9zNSEkCSkusp0FRAkpDrOhGWQJKQ6wpTFkCSkMElLIElIYsPaAuoJUmoDRk4QE1BaE4AaUhyw6oKQjlCSgNWXRATUGYgYDSkEU3ZNE/PeYioLRkyWexAjoDAaUpC76OIqAzEFDasth+CugcBBTaIKAzEFBog4DOQEChDYuegjAXAYVGLHkKwlwEFFqx4CkIcxFQaIZ+liagAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKMNAdPPZ3R//Xx37AMQko8Kque6KgAgpwcgrnQwUVUICjQTYF9IaAAq8YJuKBXAgowJGAvkZA4Q3PXIRuj4C+ZqmvCnjUUxeh2yOgr1noiwIe9dxF6PYI6GuW+ZqARz15Ebo9AvqaZb4m4FFP9qM9pjG9ZpEvCXjY4gNqIv1rlvmSgEcJqFs5X7HQlwQ8SEAtJvKKpb4k4DEC+hwBBU4E9DkCCpwsfhrTkwQUOFv6RPonCSgwsPBbOZ8koMCQfj5BQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABghYXUIDxjN6osR9wTHPvbKAtozdq7AcsK+VJvkEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp1L8g1P+cQZdCEZx2zQuSTf8JRPnEEXknHMBp3LYjcc4L0EFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGC0gX0z/fu5Nvhz35/7X/3ZdZx/d3vr//8O/zd9VirHP1w0Bl2+a/P/Xg+/Dj/SYIdfT3oDDv6MOjX92t1g55OuoDun5uLF9nq8Nvht089tt8Vg4DejrXK0V8Muv5dfh7hadT17+jbQde/oweNPxY+wZ6eUrqAbrrrF9n69PvhkV41VsNx3Y61ztFfDLr6XT4Mz2FA9e/oO4OufkffO0auf09PKl1A14OffTv9KcXHn/tX36eZBvV3u1fc6XV0O9YqR3856Pp3ef8duztfXB0HlGBH3w66/h19GnRf/35gKfb0pNIFdHX9Y201eOKqO2fYv2E0PK+8GmuNo78adPW7vP9uPh8O7cZa/46+M+jqd3T/k/UwjO3w/7Zfaxv0tLIFdPsU7n/yHW2fycGpQ13vW+/O0v7zffge19VYKxz99aDr3+Wb85FOf+z8LcWOvh10/Tu6T+Jx0Iej5QR7elrZArp9ei5PCwbP6fbLyxfg3PoTnm+D6zG3Y61w9NeDrn+XD79PV7vv6wQ7+nbQ9e/oocOYE+zpaWUL6PYH97fdMdLx5GDwQry83l2Bdf9SGozqdqwVjv560Ll2+Wo3yhQ7+mw/6FQ7+nicmWxPjy9bQNfdh/8eLvHtf7gN3ng/v0NTk8uAXo211tEPX/qZdvn2+7ofY54d3TsMOtOOXh+vwufa0xPIFtDjFLPTq2x1MSOtwudr0KLbsdY6+mFAM+3yw+FPnh3dWw8ux2fY0avBLKZce3oCyQLav9++f0423fF7ZTiBt8Ln6yKg12OtdfSDQWfa5cc33fLs6JfzoNPs6MuAJtrTU0gW0NPsid3rrv8ev3y+rubR1eCvAe3HWuvo/1xMHciyyw/jy7SjB4POsqOPk+nv/Kiqe09PIllAh+49XxX+wMt+BDpU9y7fnCav5tnRg0EP1b2jX/aT3fqL7Yn29DQSB3T/1lH1z1dLAa16lw9SlGdH3+9n3Tt653C8nGdPTyRxQDe7F1n1F/3SX4UfqHmXr7rzpMM0O3o46KGad/TB+i9DrHrQ40sf0E3t084Go7oda62jfzWgNQ66f2PuPAs9yY6+HPRQvTv65G9DrHrQ40sc0PVfbjqpTLY7kXb+fgpf5y7vb9//cvHbBDv6atBD1e7os30oc+zpCSUL6OVtDv35QfW33l5e0E5y4/Bfb5+qc5dfL1uRYkdfDzrBjr69/zTFnp5SsoCe5nycV2OoffGXqznpOZauuTxsrn2XDyYAHSTY0TeDTrCjB0M8fplgT08qWUD7d432T+H6OOu49uUHhwFNs3ji1UT6unf5cTWjgfp39O2g69/Rl0PcH13Wv6enlSygh7Uq9w6nB5UvgH3xdmKW5buvq1/1Lh8u5D64R7vuHX1n0NXv6MshHuJY/Z6eVraADp7CVz6UpSb5PxOp8l0+/JiJ8yAr39F3B135ju6dP4jkdHBZ+Z6eWLqAHn92D08Oqv4QwKsL2jk+wvBq0FXv8uGHCw3iU/eO/sugq97Re/vKD6+u172nJ5YwoAB1EFCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgASWfP9+7Dz/mHgQIKBkJKJUQUPIRUCohoOQjoFRCQMlHQKmEgJKPgFIJASWffUA33dbHn7s/+fW5+/Ty++v2Dz7NPDYWRUDJZxfQVbf3rf+TPqDb//Ucm1KOgJJPH9D/HvrZ/fPvyy6g//l++AMFpRgBJZ8/34+Hnuvtr19edgHdp3TjLJ6CBJR8+oDuDjx3Be172Qd0/3bo9iuHoJQioOTTB/TL/sttL/twDrK5Ov1/MDUBJZ/BNKZzQA/X4/uTeOfwFCKg5HM3oMdqDr6EiQko+bwV0OPBKExMQMnHESiVEFDy8R4olRBQ8rkb0MO8pv4q/Lf5hsayCCj53A3o4bhzkFKYmoCSz/2A7r5wJxIlCSj53A3o/3we3hwPJQgo+dy/Cr/RT0oTUPL5yzSm3Xm8C0gUJKC0wORPZiGgtEBAmYWA0gIBZRYCSgsElFkIKC0QUGYhoLRAQJmFgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIE/T+genu4Wco3xAAAAABJRU5ErkJggg==" width="672" /></p>
<pre class="r"><code># 조건부 플롯
histogram( ~ job | gender * minority, BankWages)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>library(dplyr)</code></pre>
<pre><code>##
## Attaching package: 'dplyr'</code></pre>
<pre><code>## The following objects are masked from 'package:stats':
##
## filter, lag</code></pre>
<pre><code>## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union</code></pre>
<pre class="r"><code>par(mfcol=c(1,2))
BankWages %>% group_by(minority) %>% do({
plot(job~gender, main = .$minority[1], data=.)
data.frame()
})</code></pre>
<p><img 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" width="672" /></p>
<pre><code>## # A tibble: 0 x 1
## # Groups: minority [0]
## # ... with 1 variable: minority <fct></code></pre>
<pre class="r"><code>xyplot(education ~ job | gender, BankWages)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>xyplot(education ~ job | gender, BankWages, jitter.x=TRUE)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>xyplot(qsec ~ hp | am, mtcars)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>xyplot(qsec ~ hp | mpg, mtcars)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>mpgequal <- equal.count(mtcars$mpg, number=3, overlap=0)
xyplot(qsec ~ hp | mpgequal, mtcars)</code></pre>
<p><img 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" 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<div class="footnotes">
<hr />
<ol>
<li id="fn1"><p>측정척도(scales of measurement)는 ’대상들에 부여한 숫자들의 관계의 특징’이다. 예를 들어 다음의 세 질문에 답해보자. 1) 수영대회에서 당신의 등번호는? 2) 수영대회에서 당신의 등수는? 3) 수영장을 한 번 도는 데 몇 초 걸렸나요? 이들은 1) 명명척도(nominal scale), 2) 서열척도(ordinal scale), 3) 비율척도(ratio scale)의 예이다. 그 외에도 간격척도(interval scale)가 있다.<a href="#fnref1">↩</a></p></li>
</ol>
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