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MVLP_Baskaran_10042019.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="T Baskaran" />
<meta name="date" content="2019-04-10" />
<title>Movie Recommendation System</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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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDM1OyIgZD0iTTYwMCAxMTc1cTExNiAwIDIyNyAtNDkuNXQxOTIuNSAtMTMxdDEzMSAtMTkyLjV0NDkuNSAtMjI3di0zMDBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC01MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djMwMHEwIDEyNyAtNzAuNSAyMzEuNXQtMTg0LjUgMTYxLjV0LTI0NSA1N3QtMjQ1IC01N3QtMTg0LjUgLTE2MS41dC03MC41IC0yMzEuNXYtMzAwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTAgcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MzAwcTAgMTE2IDQ5LjUgMjI3dDEzMSAxOTIuNXQxOTIuNSAxMzF0MjI3IDQ5LjV6TTIyMCA1MDBoMTYwcTggMCAxNCAtNnQ2IC0xNHYtNDYwcTAgLTggLTYgLTE0dC0xNCAtNmgtMTYwcS04IDAgLTE0IDZ0LTYgMTR2NDYwcTAgOCA2IDE0dDE0IDZ6TTgyMCA1MDBoMTYwcTggMCAxNCAtNnQ2IC0xNHYtNDYwcTAgLTggLTYgLTE0dC0xNCAtNmgtMTYwcS04IDAgLTE0IDZ0LTYgMTR2NDYwIHEwIDggNiAxNHQxNCA2eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMzY7IiBkPSJNMzIxIDgxNGwyNTggMTcycTkgNiAxNSAyLjV0NiAtMTMuNXYtNzUwcTAgLTEwIC02IC0xMy41dC0xNSAyLjVsLTI1OCAxNzJxLTIxIDE0IC00NiAxNGgtMjUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MzUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoMjUwcTI1IDAgNDYgMTR6TTkwMCA2NjhsMTIwIDEyMHE3IDcgMTcgN3QxNyAtN2wzNCAtMzRxNyAtNyA3IC0xN3QtNyAtMTdsLTEyMCAtMTIwbDEyMCAtMTIwcTcgLTcgNyAtMTcgdC03IC0xN2wtMzQgLTM0cS03IC03IC0xNyAtN3QtMTcgN2wtMTIwIDExOWwtMTIwIC0xMTlxLTcgLTcgLTE3IC03dC0xNyA3bC0zNCAzNHEtNyA3IC03IDE3dDcgMTdsMTE5IDEyMGwtMTE5IDEyMHEtNyA3IC03IDE3dDcgMTdsMzQgMzRxNyA4IDE3IDh0MTcgLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzNzsiIGQ9Ik0zMjEgODE0bDI1OCAxNzJxOSA2IDE1IDIuNXQ2IC0xMy41di03NTBxMCAtMTAgLTYgLTEzLjV0LTE1IDIuNWwtMjU4IDE3MnEtMjEgMTQgLTQ2IDE0aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNTBxMjUgMCA0NiAxNHpNNzY2IDkwMGg0cTEwIC0xIDE2IC0xMHE5NiAtMTI5IDk2IC0yOTBxMCAtMTU0IC05MCAtMjgxcS02IC05IC0xNyAtMTBsLTMgLTFxLTkgMCAtMTYgNiBsLTI5IDIzcS03IDcgLTguNSAxNi41dDQuNSAxNy41cTcyIDEwMyA3MiAyMjlxMCAxMzIgLTc4IDIzOHEtNiA4IC00LjUgMTh0OS41IDE3bDI5IDIycTcgNSAxNSA1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwMzg7IiBkPSJNOTY3IDEwMDRoM3ExMSAtMSAxNyAtMTBxMTM1IC0xNzkgMTM1IC0zOTZxMCAtMTA1IC0zNCAtMjA2LjV0LTk4IC0xODUuNXEtNyAtOSAtMTcgLTEwaC0zcS05IDAgLTE2IDZsLTQyIDM0cS04IDYgLTkgMTZ0NSAxOHExMTEgMTUwIDExMSAzMjhxMCA5MCAtMjkuNSAxNzZ0LTg0LjUgMTU3cS02IDkgLTUgMTl0MTAgMTZsNDIgMzNxNyA1IDE1IDV6TTMyMSA4MTRsMjU4IDE3MnE5IDYgMTUgMi41dDYgLTEzLjV2LTc1MHEwIC0xMCAtNiAtMTMuNSB0LTE1IDIuNWwtMjU4IDE3MnEtMjEgMTQgLTQ2IDE0aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYzNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWgyNTBxMjUgMCA0NiAxNHpNNzY2IDkwMGg0cTEwIC0xIDE2IC0xMHE5NiAtMTI5IDk2IC0yOTBxMCAtMTU0IC05MCAtMjgxcS02IC05IC0xNyAtMTBsLTMgLTFxLTkgMCAtMTYgNmwtMjkgMjNxLTcgNyAtOC41IDE2LjV0NC41IDE3LjVxNzIgMTAzIDcyIDIyOXEwIDEzMiAtNzggMjM4IHEtNiA4IC00LjUgMTguNXQ5LjUgMTYuNWwyOSAyMnE3IDUgMTUgNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDUwOyIgZD0iTTEzMDAgOTAwaC01MHEwIDIxIC00IDM3dC05LjUgMjYuNXQtMTggMTcuNXQtMjIgMTF0LTI4LjUgNS41dC0zMSAydC0zNyAwLjVoLTIwMHYtODUwcTAgLTIyIDI1IC0zNC41dDUwIC0xMy41bDI1IC0ydi0xMDBoLTQwMHYxMDBxNCAwIDExIDAuNXQyNCAzdDMwIDd0MjQgMTV0MTEgMjQuNXY4NTBoLTIwMHEtMjUgMCAtMzcgLTAuNXQtMzEgLTJ0LTI4LjUgLTUuNXQtMjIgLTExdC0xOCAtMTcuNXQtOS41IC0yNi41dC00IC0zN2gtNTB2MzAwIGgxMDAwdi0zMDB6TTE3NSAxMDAwaC03NXYtODAwaDc1bC0xMjUgLTE2N2wtMTI1IDE2N2g3NXY4MDBoLTc1bDEyNSAxNjd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MTsiIGQ9Ik0xMTAwIDkwMGgtNTBxMCAyMSAtNCAzN3QtOS41IDI2LjV0LTE4IDE3LjV0LTIyIDExdC0yOC41IDUuNXQtMzEgMnQtMzcgMC41aC0yMDB2LTY1MHEwIC0yMiAyNSAtMzQuNXQ1MCAtMTMuNWwyNSAtMnYtMTAwaC00MDB2MTAwcTQgMCAxMSAwLjV0MjQgM3QzMCA3dDI0IDE1dDExIDI0LjV2NjUwaC0yMDBxLTI1IDAgLTM3IC0wLjV0LTMxIC0ydC0yOC41IC01LjV0LTIyIC0xMXQtMTggLTE3LjV0LTkuNSAtMjYuNXQtNCAtMzdoLTUwdjMwMCBoMTAwMHYtMzAwek0xMTY3IDUwbC0xNjcgLTEyNXY3NWgtODAwdi03NWwtMTY3IDEyNWwxNjcgMTI1di03NWg4MDB2NzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MjsiIGQ9Ik01MCAxMTAwaDYwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC02MDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDgwMGgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA1MDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTgwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMjAwaDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTEwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA1MzsiIGQ9Ik0yNTAgMTEwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCA4MDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAgcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMjUwIDUwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek01MCAyMDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwIHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDczOyIgZD0iTTI1MCAxMDAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtODAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djgwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTY1MCAxMDAwaDIwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtODAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0yMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djgwMCBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNzQ7IiBkPSJNMTEwMCA5NTB2LTgwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtODAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY4MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDgwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXoiIC8%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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTUzOyIgZD0iTTQwMCAzMDBoMTUwcTIxIDAgMjUgLTExdC0xMCAtMjVsLTIzMCAtMjUwcS0xNCAtMTUgLTM1IC0xNXQtMzUgMTVsLTIzMCAyNTBxLTE0IDE0IC0xMCAyNXQyNSAxMWgxNTB2OTAwaDIwMHYtOTAwek0xMDAwIDcwMGgtMTAwdjQwMGgtMTAwdjEwMGgyMDB2LTUwMHpNMTEwMCAwaC0xMDB2MTAwaC0yMDB2NDAwaDMwMHYtNTAwek05MDEgNDAwdi0yMDBoMTAwdjIwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTQ7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTExMDAgNzAwaC0xMDB2MTAwaC0yMDB2NDAwaDMwMHYtNTAwek05MDEgMTEwMHYtMjAwaDEwMHYyMDBoLTEwMHpNMTAwMCAwaC0xMDB2NDAwaC0xMDB2MTAwaDIwMHYtNTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTU7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTkwMCAxMDAwaC0yMDB2MjAwaDIwMHYtMjAwek0xMDAwIDcwMGgtMzAwdjIwMGgzMDB2LTIwMHpNMTEwMCA0MDBoLTQwMHYyMDBoNDAwdi0yMDB6TTEyMDAgMTAwaC01MDB2MjAwaDUwMHYtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTY7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTEyMDAgMTAwMGgtNTAwdjIwMGg1MDB2LTIwMHpNMTEwMCA3MDBoLTQwMHYyMDBoNDAwdi0yMDB6TTEwMDAgNDAwaC0zMDB2MjAwaDMwMHYtMjAwek05MDAgMTAwaC0yMDB2MjAwaDIwMHYtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTc7IiBkPSJNMzUwIDExMDBoNDAwcTE2MiAwIDI1NiAtOTMuNXQ5NCAtMjU2LjV2LTQwMHEwIC0xNjUgLTkzLjUgLTI1Ny41dC0yNTYuNSAtOTIuNWgtNDAwcS0xNjUgMCAtMjU3LjUgOTIuNXQtOTIuNSAyNTcuNXY0MDBxMCAxNjUgOTIuNSAyNTcuNXQyNTcuNSA5Mi41ek04MDAgOTAwaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNSB2NTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTg7IiBkPSJNMzUwIDExMDBoNDAwcTE2NSAwIDI1Ny41IC05Mi41dDkyLjUgLTI1Ny41di00MDBxMCAtMTY1IC05Mi41IC0yNTcuNXQtMjU3LjUgLTkyLjVoLTQwMHEtMTYzIDAgLTI1Ni41IDkyLjV0LTkzLjUgMjU3LjV2NDAwcTAgMTYzIDk0IDI1Ni41dDI1NiA5My41ek04MDAgOTAwaC01MDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNTAwcTQxIDAgNzAuNSAyOS41dDI5LjUgNzAuNSB2NTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41ek00NDAgNzcwbDI1MyAtMTkwcTE3IC0xMiAxNyAtMzB0LTE3IC0zMGwtMjUzIC0xOTBxLTE2IC0xMiAtMjggLTYuNXQtMTIgMjYuNXY0MDBxMCAyMSAxMiAyNi41dDI4IC02LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE1OTsiIGQ9Ik0zNTAgMTEwMGg0MDBxMTYzIDAgMjU2LjUgLTk0dDkzLjUgLTI1NnYtNDAwcTAgLTE2NSAtOTIuNSAtMjU3LjV0LTI1Ny41IC05Mi41aC00MDBxLTE2NSAwIC0yNTcuNSA5Mi41dC05Mi41IDI1Ny41djQwMHEwIDE2MyA5Mi41IDI1Ni41dDI1Ny41IDkzLjV6TTgwMCA5MDBoLTUwMHEtNDEgMCAtNzAuNSAtMjkuNXQtMjkuNSAtNzAuNXYtNTAwcTAgLTQxIDI5LjUgLTcwLjV0NzAuNSAtMjkuNWg1MDBxNDEgMCA3MC41IDI5LjV0MjkuNSA3MC41IHY1MDBxMCA0MSAtMjkuNSA3MC41dC03MC41IDI5LjV6TTM1MCA3MDBoNDAwcTIxIDAgMjYuNSAtMTJ0LTYuNSAtMjhsLTE5MCAtMjUzcS0xMiAtMTcgLTMwIC0xN3QtMzAgMTdsLTE5MCAyNTNxLTEyIDE2IC02LjUgMjh0MjYuNSAxMnoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY5OyIgZD0iTTEzNSAxMDIzbDE0MiAxNDJxMTQgMTQgMzUgMTR0MzUgLTE0bDc3IC03N2wtMjEyIC0yMTJsLTc3IDc2cS0xNCAxNSAtMTQgMzZ0MTQgMzV6TTY1NSA4NTVsMjEwIDIxMHExNCAxNCAyNC41IDEwdDEwLjUgLTI1bC0yIC01OTlxLTEgLTIwIC0xNS41IC0zNXQtMzUuNSAtMTVsLTU5NyAtMXEtMjEgMCAtMjUgMTAuNXQxMCAyNC41bDIwOCAyMDhsLTE1NCAxNTVsMjEyIDIxMnpNNTAgMzAwaDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjUgdi0yNTBoLTExMDB2MjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNOTAwIDIwMHYtNTBoMTAwdjUwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3MDsiIGQ9Ik0zNTAgMTIwMGw1OTkgLTJxMjAgLTEgMzUgLTE1LjV0MTUgLTM1LjVsMSAtNTk3cTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtMjA4IDIwOGwtMTU1IC0xNTRsLTIxMiAyMTJsMTU1IDE1NGwtMjEwIDIxMHEtMTQgMTQgLTEwIDI0LjV0MjUgMTAuNXpNNTI0IDUxMmwtNzYgLTc3cS0xNSAtMTQgLTM2IC0xNHQtMzUgMTRsLTE0MiAxNDJxLTE0IDE0IC0xNCAzNXQxNCAzNWw3NyA3N3pNNTAgMzAwaDEwMDBxMjEgMCAzNS41IC0xNC41IHQxNC41IC0zNS41di0yNTBoLTExMDB2MjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNOTAwIDIwMHYtNTBoMTAwdjUwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3MTsiIGQ9Ik0xMjAwIDEwM2wtNDgzIDI3NmwtMzE0IC0zOTl2NDIzaC0zOTlsMTE5NiA3OTZ2LTEwOTZ6TTQ4MyA0MjR2LTIzMGw2ODMgOTUzeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzI7IiBkPSJNMTEwMCAxMDAwdi04NTBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTE1MHY0MDBoLTcwMHYtNDAwaC0xNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMDBxMCAyMCAxNC41IDM1dDM1LjUgMTVoMjUwdi0zMDBoNTAwdjMwMGgxMDB6TTcwMCAxMDAwaC0xMDB2MjAwaDEwMHYtMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzM7IiBkPSJNMTEwMCAxMDAwbC0yIC0xNDlsLTI5OSAtMjk5bC05NSA5NXEtOSA5IC0yMS41IDl0LTIxLjUgLTlsLTE0OSAtMTQ3aC0zMTJ2LTQwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjAgMTQuNSAzNXQzNS41IDE1aDI1MHYtMzAwaDUwMHYzMDBoMTAwek03MDAgMTAwMGgtMTAwdjIwMGgxMDB2LTIwMHpNMTEzMiA2MzhsMTA2IC0xMDZxNyAtNyA3IC0xNy41dC03IC0xNy41bC00MjAgLTQyMXEtOCAtNyAtMTggLTcgdC0xOCA3bC0yMDIgMjAzcS04IDcgLTggMTcuNXQ4IDE3LjVsMTA2IDEwNnE3IDggMTcuNSA4dDE3LjUgLThsNzkgLTc5bDI5NyAyOTdxNyA3IDE3LjUgN3QxNy41IC03eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNzQ7IiBkPSJNMTEwMCAxMDAwdi0yNjlsLTEwMyAtMTAzbC0xMzQgMTM0cS0xNSAxNSAtMzMuNSAxNi41dC0zNC41IC0xMi41bC0yNjYgLTI2NmgtMzI5di00MDBoLTE1MHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwMHEwIDIwIDE0LjUgMzV0MzUuNSAxNWgyNTB2LTMwMGg1MDB2MzAwaDEwMHpNNzAwIDEwMDBoLTEwMHYyMDBoMTAwdi0yMDB6TTEyMDIgNTcybDcwIC03MHExNSAtMTUgMTUgLTM1LjV0LTE1IC0zNS41bC0xMzEgLTEzMSBsMTMxIC0xMzFxMTUgLTE1IDE1IC0zNS41dC0xNSAtMzUuNWwtNzAgLTcwcS0xNSAtMTUgLTM1LjUgLTE1dC0zNS41IDE1bC0xMzEgMTMxbC0xMzEgLTEzMXEtMTUgLTE1IC0zNS41IC0xNXQtMzUuNSAxNWwtNzAgNzBxLTE1IDE1IC0xNSAzNS41dDE1IDM1LjVsMTMxIDEzMWwtMTMxIDEzMXEtMTUgMTUgLTE1IDM1LjV0MTUgMzUuNWw3MCA3MHExNSAxNSAzNS41IDE1dDM1LjUgLTE1bDEzMSAtMTMxbDEzMSAxMzFxMTUgMTUgMzUuNSAxNSB0MzUuNSAtMTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3NTsiIGQ9Ik0xMTAwIDEwMDB2LTMwMGgtMzUwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xNTBoLTUwMHYtNDAwaC0xNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMDBxMCAyMCAxNC41IDM1dDM1LjUgMTVoMjUwdi0zMDBoNTAwdjMwMGgxMDB6TTcwMCAxMDAwaC0xMDB2MjAwaDEwMHYtMjAwek04NTAgNjAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjUwaDE1MHEyMSAwIDI1IC0xMC41dC0xMCAtMjQuNSBsLTIzMCAtMjMwcS0xNCAtMTQgLTM1IC0xNHQtMzUgMTRsLTIzMCAyMzBxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjVoMTUwdjI1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3NjsiIGQ9Ik0xMTAwIDEwMDB2LTQwMGwtMTY1IDE2NXEtMTQgMTUgLTM1IDE1dC0zNSAtMTVsLTI2MyAtMjY1aC00MDJ2LTQwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjAgMTQuNSAzNXQzNS41IDE1aDI1MHYtMzAwaDUwMHYzMDBoMTAwek03MDAgMTAwMGgtMTAwdjIwMGgxMDB2LTIwMHpNOTM1IDU2NWwyMzAgLTIyOXExNCAtMTUgMTAgLTI1LjV0LTI1IC0xMC41aC0xNTB2LTI1MHEwIC0yMCAtMTQuNSAtMzUgdC0zNS41IC0xNWgtMTAwcS0yMSAwIC0zNS41IDE1dC0xNC41IDM1djI1MGgtMTUwcS0yMSAwIC0yNSAxMC41dDEwIDI1LjVsMjMwIDIyOXExNCAxNSAzNSAxNXQzNSAtMTV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE3NzsiIGQ9Ik01MCAxMTAwaDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTE1MGgtMTIwMHYxNTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMjAwIDgwMHYtNTUwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY1NTBoMTIwMHpNMTAwIDUwMHYtMjAwaDQwMHYyMDBoLTQwMHoiIC8%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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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjEwOyIgZD0iTTQyNSAxMTAwaDI1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTI1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek00MjUgODAwaDI1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTI1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MHEwIDEwIDcuNSAxNy41IHQxNy41IDcuNXpNODI1IDgwMGgyNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMjUgNTAwaDI1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTE1MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTI1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djE1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNDI1IDUwMGgyNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNODI1IDUwMGgyNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNSB2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTI1IDIwMGgyNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXYxNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNDI1IDIwMGgyNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC0yNTBxLTEwIDAgLTE3LjUgNy41IHQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTgyNSAyMDBoMjUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMjUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2MTUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIxMTsiIGQ9Ik03MDAgMTIwMGgxMDB2LTIwMGgtMTAwdi0xMDBoMzUwcTYyIDAgODYuNSAtMzkuNXQtMy41IC05NC41bC02NiAtMTMycS00MSAtODMgLTgxIC0xMzRoLTc3MnEtNDAgNTEgLTgxIDEzNGwtNjYgMTMycS0yOCA1NSAtMy41IDk0LjV0ODYuNSAzOS41aDM1MHYxMDBoLTEwMHYyMDBoMTAwdjEwMGgyMDB2LTEwMHpNMjUwIDQwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV0LTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEybDEzNyAtMTAwIGgtOTUwbDEzOCAxMDBoLTEzcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXQxNC41IDM1LjV0MzUuNSAxNC41ek01MCAxMDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBoLTEyMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMTI7IiBkPSJNNjAwIDEzMDBxNDAgMCA2OC41IC0yOS41dDI4LjUgLTcwLjVoLTE5NHEwIDQxIDI4LjUgNzAuNXQ2OC41IDI5LjV6TTQ0MyAxMTAwaDMxNHExOCAtMzcgMTggLTc1cTAgLTggLTMgLTI1aDMyOHE0MSAwIDQ0LjUgLTE2LjV0LTMwLjUgLTM4LjVsLTE3NSAtMTQ1aC02NzhsLTE3OCAxNDVxLTM0IDIyIC0yOSAzOC41dDQ2IDE2LjVoMzI4cS0zIDE3IC0zIDI1cTAgMzggMTggNzV6TTI1MCA3MDBoNzAwcTIxIDAgMzUuNSAtMTQuNSB0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTUwdi0yMDBsMjc1IC0yMDBoLTk1MGwyNzUgMjAwdjIwMGgtMTUwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXQxNC41IDM1LjV0MzUuNSAxNC41ek01MCAxMDBoMTEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBoLTEyMDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMTM7IiBkPSJNNjAwIDExODFxNzUgMCAxMjggLTUzdDUzIC0xMjh0LTUzIC0xMjh0LTEyOCAtNTN0LTEyOCA1M3QtNTMgMTI4dDUzIDEyOHQxMjggNTN6TTYwMiA3OThoNDZxMzQgMCA1NS41IC0yOC41dDIxLjUgLTg2LjVxMCAtNzYgMzkgLTE4M2gtMzI0cTM5IDEwNyAzOSAxODNxMCA1OCAyMS41IDg2LjV0NTYuNSAyOC41aDQ1ek0yNTAgNDAwaDcwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTMgbDEzOCAtMTAwaC05NTBsMTM3IDEwMGgtMTJxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDEwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtMTIwMHY1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIxNDsiIGQ9Ik02MDAgMTMwMHE0NyAwIDkyLjUgLTUzLjV0NzEgLTEyM3QyNS41IC0xMjMuNXEwIC03OCAtNTUuNSAtMTMzLjV0LTEzMy41IC01NS41dC0xMzMuNSA1NS41dC01NS41IDEzMy41cTAgNjIgMzQgMTQzbDE0NCAtMTQzbDExMSAxMTFsLTE2MyAxNjNxMzQgMjYgNjMgMjZ6TTYwMiA3OThoNDZxMzQgMCA1NS41IC0yOC41dDIxLjUgLTg2LjVxMCAtNzYgMzkgLTE4M2gtMzI0cTM5IDEwNyAzOSAxODNxMCA1OCAyMS41IDg2LjV0NTYuNSAyOC41aDQ1IHpNMjUwIDQwMGg3MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV0LTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEzbDEzOCAtMTAwaC05NTBsMTM3IDEwMGgtMTJxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDEwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtMTIwMHY1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIxNTsiIGQ9Ik02MDAgMTIwMGwzMDAgLTE2MXYtMTM5aC0zMDBxMCAtNTcgMTguNSAtMTA4dDUwIC05MS41dDYzIC03MnQ3MCAtNjcuNXQ1Ny41IC02MWgtNTMwcS02MCA4MyAtOTAuNSAxNzcuNXQtMzAuNSAxNzguNXQzMyAxNjQuNXQ4Ny41IDEzOS41dDEyNiA5Ni41dDE0NS41IDQxLjV2LTk4ek0yNTAgNDAwaDcwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTNsMTM4IC0xMDBoLTk1MGwxMzcgMTAwIGgtMTJxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41dDE0LjUgMzUuNXQzNS41IDE0LjV6TTUwIDEwMGgxMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtMTIwMHY1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIxNjsiIGQ9Ik02MDAgMTMwMHE0MSAwIDcwLjUgLTI5LjV0MjkuNSAtNzAuNXYtNzhxNDYgLTI2IDczIC03MnQyNyAtMTAwdi01MGgtNDAwdjUwcTAgNTQgMjcgMTAwdDczIDcydjc4cTAgNDEgMjkuNSA3MC41dDcwLjUgMjkuNXpNNDAwIDgwMGg0MDBxNTQgMCAxMDAgLTI3dDcyIC03M2gtMTcydi0xMDBoMjAwdi0xMDBoLTIwMHYtMTAwaDIwMHYtMTAwaC0yMDB2LTEwMGgyMDBxMCAtODMgLTU4LjUgLTE0MS41dC0xNDEuNSAtNTguNWgtNDAwIHEtODMgMCAtMTQxLjUgNTguNXQtNTguNSAxNDEuNXY0MDBxMCA4MyA1OC41IDE0MS41dDE0MS41IDU4LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTIxODsiIGQ9Ik0xNTAgMTEwMGg5MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtOTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXY1MDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMjUgNDAwaDk1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMjgzbDIyNCAtMjI0cTEzIC0xMyAxMyAtMzEuNXQtMTMgLTMyIHQtMzEuNSAtMTMuNXQtMzEuNSAxM2wtODggODhoLTUyNGwtODcgLTg4cS0xMyAtMTMgLTMyIC0xM3QtMzIgMTMuNXQtMTMgMzJ0MTMgMzEuNWwyMjQgMjI0aC0yODlxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01NDEgMzAwbC0xMDAgLTEwMGgzMjRsLTEwMCAxMDBoLTEyNHoiIC8%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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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<div class="fluid-row" id="header">
<h1 class="title toc-ignore">Movie Recommendation System</h1>
<h4 class="author"><em>T Baskaran</em></h4>
<h4 class="date"><em>April 10, 2019</em></h4>
</div>
<div id="TOC">
<ul>
<li><a href="#preface">Preface</a></li>
<li><a href="#absract">Absract</a><ul>
<li><a href="#objective">Objective</a></li>
<li><a href="#overview-of-recommendation-system">Overview of Recommendation System</a></li>
<li><a href="#approach">Approach:</a></li>
<li><a href="#structure-of-the-report">Structure of the report</a></li>
</ul></li>
<li><a href="#data-set">Data Set</a></li>
<li><a href="#analysis-of-the-data">Analysis of the Data</a><ul>
<li><a href="#residual-mean-square-error">Residual Mean Square Error</a></li>
<li><a href="#separating-data-for-validation.">Separating data for validation.</a></li>
<li><a href="#exploratory-data-analysis">Exploratory Data Analysis</a></li>
<li><a href="#developing-the-model">Developing the model</a><ul>
<li><a href="#partitioning-the-edx-data-set">Partitioning the edx data set</a></li>
<li><a href="#model-1-guessing-model">Model 1: Guessing Model</a></li>
<li><a href="#model-2-proportional-model">Model 2: Proportional Model</a></li>
<li><a href="#model-3-same-mean-rating-model">Model 3: Same Mean rating Model</a></li>
<li><a href="#model-4-movie-effect-model">Model 4: Movie Effect Model</a></li>
<li><a href="#model-5-movie-user-effect-model">Model 5: Movie + User Effect Model</a></li>
<li><a href="#model-6-regularized-movie-effect-model">Model 6: Regularized Movie Effect Model</a></li>
<li><a href="#model-7-regularized-movie-effect-model">Model 7: Regularized Movie + Effect Model</a></li>
</ul></li>
<li><a href="#results">Results</a></li>
</ul></li>
<li><a href="#conclusion">Conclusion</a></li>
<li><a href="#references">References</a></li>
</ul>
</div>
<div id="preface" class="section level2">
<h2>Preface</h2>
<p>As a Statistician, I have spent more than three decades of government service. On the eve of my retirement, I came across R as a tool for statistical analysis, which brought me to the field of Data Science. It has caught up my mind and I decided to become a data scientist, in spite of my age (I am now sixty five years young). edX and the HarvardX gave me the opportunity to pursue Data Science. I had completed all the previous eight courses. Joining the <strong>Data Science: Capstone</strong> which is the final course in the <strong>HarvardX Professional Certificate Program in Data Science</strong> has resulted in doing this project. This is the first ever project done by me in the field of Data Science.</p>
<p>In spite of starting at the ground level on Data Science, I have come to this level of doing a project. For this, I am indebted to Prof Rafael A. Irizarry, whose lectures had given me the necessary insights into Data Science and confidence to take up Data Science as my post-retirement carrier. I am thankful to the edX platform and the HarvardX for having made available all the facilities for completing all the courses and this project. I also thank all the fellow learners for their wonderful inputs through the discussion forum.</p>
</div>
<div id="absract" class="section level2">
<h2>Absract</h2>
<p>The project is about conceiving a Movie Recommendation System with a reasonably low error. The targeted RMSE is 0.87750. This has been achieved by taking the MovieLens 10M data set and constructing various models and examining their RMSEs. As the Movie + User Effect model was developed with an RMSE less than the required, it was consider as the appropriate model. The model was also validated using a validation data set, earmarked for the purpose. It was found to have predicted the ratings appropriately. Therefore, the Movie + User Effect model was recommended to be used as the Movie Recommendation System. ##Introduction</p>
<div id="objective" class="section level3">
<h3>Objective</h3>
<p>The present project is a part of the <strong>Data Science: Capstone</strong> of the HarvardX Professional Certificate Program in Data Science. In this project, a movie recommendation system using the MovieLens dataset is created.</p>
<p>The objective of the project is to develop a movie recommendations system using the MovieLens 10M data set with the Root Mean Square Error (RMSE) less than or equal to 0.87750.</p>
</div>
<div id="overview-of-recommendation-system" class="section level3">
<h3>Overview of Recommendation System</h3>
<p>A recommendation system attempts to make predictions on user preferences and make recommendations which should interest customers. It uses ratings that users have given to items, so as to make specific recommendations to users. The system is particularly useful in making the user experience more pleasant and in cutting the time spent on research. Recommendation systems find the maximum use on many e-commerce platforms. They are utilized in a variety of areas including movies, music, news, books, research articles, search queries, social tags, and products in general. Recommendation system is one of the most common and easily comprehendible applications of big data and machine learning.</p>
</div>
<div id="approach" class="section level3">
<h3>Approach:</h3>
<p>While developing the movie recommendation system using the 10M version of the MovieLens dataset, it is proposed to divide the data set into two data sets namely “validation” and “edx” data sets in 10:90 ratio. While the “validation” data set is considered as an unknown data set and is used to validate the model, the “edx” data set is the data set available for all practical purposes of developing the model for the movie recommendation system. In this project, it is proposed to develop algorithms for a number of models and select the appropriate model based on the Residual Mean Square Error (RMSE). Each model is to be trained using the training data set, and evaluated using the test data set. The RMSE is then calculated. Models are improved when the RMSE is high. The objective as stated earlier is to obtain a model with RMSE less than 0.87750. When the RMSE reaches that level, the model is considered appropriate, and ready for applications on the external data sets. Accordingly, the model is finally validated using the validation data set.</p>
</div>
<div id="structure-of-the-report" class="section level3">
<h3>Structure of the report</h3>
<p>The present report has four sections. The <strong>Section 1: Introduction</strong>, introduces the project and its objectives. It also presents an overview of the “Recommendation System” in the machine learning context. The section also briefs about the approach followed in this project for developing the required model. In <strong>Section 2: Data Set</strong>, the report talks of the data set used in the project namely the MovieLens 10M Dataset. It introduces the reader to the different files available in the data set, the variables in the data sets and their nature of arrangement. The <strong>Section 3: Analysis of the data</strong>, presents the actual analysis performed in the project. Initially, an Exploratory Data Analysis has been attempted, including data visualization and brought out several insights into the data. This is followed by developing the model. While doing so, the report briefly elucidates the different models used in the process of reaching the final model. It also constructs the loss function so as to measure the error loss while testing the model. The section also provides the results of the data analysis. <strong>Section 4: Conclusion</strong> recommends the final model which can be adopted as the Movie Recommendation System.</p>
</div>
</div>
<div id="data-set" class="section level2">
<h2>Data Set</h2>
<p>GroupLens Research has collected and made available rating data sets from the MovieLens web site (<a href="http://movielens.org" class="uri">http://movielens.org</a>). Among the data sets, we use the <strong>MovieLens 10M Dataset</strong>. This is a stable benchmark dataset with 10 million ratings and 100,000 tag applications applied to 10,000 movies by 72,000 users. The data set is available at <a href="https://grouplens.org/datasets/movielens/10m/" class="uri">https://grouplens.org/datasets/movielens/10m/</a> and is downloaded from the url:- <a href="http://files.grouplens.org/datasets/movielens/ml-10m.zip" class="uri">http://files.grouplens.org/datasets/movielens/ml-10m.zip</a></p>
<p>On extraction using R packages like, tidyverse, caret etc, it is found that the data set contains three files: movies.dat, ratings.dat and tags.dat. On suitably arranging, the MovieLens 10M data set contains 10000054 ratings and 95580 tags applied to 10681 movies by 71567 users of the online movie recommender service MovieLens. Users have been selected at random for inclusion. All users selected had rated at least 20 movies. Each user is represented by an Id. The ratings.dat file, on reading to “ratings”, has four columns of data with names namely “userId”, “movieId”, “rating” and “timestamp”. The object “ratings” now has 10000054 observations of 4 variables. It is also found that the mean rating is 3.5.</p>
<pre class="r"><code>#Read the ratings.dat file
ratings <- read.table(text = gsub("::", "\t", readLines(unzip(dl, "ml-10M100K/ratings.dat"))),
col.names = c("userId", "movieId", "rating", "timestamp"))
class(ratings)</code></pre>
<pre><code>## [1] "data.frame"</code></pre>
<pre class="r"><code>ratings[1:5,]</code></pre>
<pre><code>## userId movieId rating timestamp
## 1 1 122 5 838985046
## 2 1 185 5 838983525
## 3 1 231 5 838983392
## 4 1 292 5 838983421
## 5 1 316 5 838983392</code></pre>
<pre class="r"><code>dim(ratings)</code></pre>
<pre><code>## [1] 10000054 4</code></pre>
<pre class="r"><code>mean(ratings$rating)</code></pre>
<pre><code>## [1] 3.512422</code></pre>
<p>Movie information is contained in the file movies.dat. Each line of this file represents one movie, and has the format: MovieID::Title::Genres. While the MovieID is the Id given to movies, Title gives the title of the movies, and Genres is a pipe-separated list of genres. The information is read to “movies”. The “movies” is a dataframe with 10681 rows and 3 columns.</p>
<pre class="r"><code>movies <- str_split_fixed(readLines(unzip(dl, "ml-10M100K/movies.dat")), "\\::", 3)
colnames(movies) <- c("movieId", "title", "genres")
movies <- as.data.frame(movies) %>% mutate(movieId = as.numeric(levels(movieId))[movieId],
title = as.character(title),
genres = as.character(genres))
class(movies)</code></pre>
<pre><code>## [1] "data.frame"</code></pre>
<pre class="r"><code>dim(movies)</code></pre>
<pre><code>## [1] 10681 3</code></pre>
<p>A new data frame “movielens” is created by combining the ratings and movies files. The movielens dataframe now has 10000054 observations and 6 variables.</p>
<pre class="r"><code>movielens <- left_join(ratings, movies, by = "movieId")
class(movielens)</code></pre>
<pre><code>## [1] "data.frame"</code></pre>
<pre class="r"><code>str(movielens)</code></pre>
<pre><code>## 'data.frame': 10000054 obs. of 6 variables:
## $ userId : int 1 1 1 1 1 1 1 1 1 1 ...
## $ movieId : num 122 185 231 292 316 329 355 356 362 364 ...
## $ rating : num 5 5 5 5 5 5 5 5 5 5 ...
## $ timestamp: int 838985046 838983525 838983392 838983421 838983392 838983392 838984474 838983653 838984885 838983707 ...
## $ title : chr "Boomerang (1992)" "Net, The (1995)" "Dumb & Dumber (1994)" "Outbreak (1995)" ...
## $ genres : chr "Comedy|Romance" "Action|Crime|Thriller" "Comedy" "Action|Drama|Sci-Fi|Thriller" ...</code></pre>
</div>
<div id="analysis-of-the-data" class="section level2">
<h2>Analysis of the Data</h2>
<div id="residual-mean-square-error" class="section level3">
<h3>Residual Mean Square Error</h3>
<p>While analyzing the data, it is essential to measure the bias or error loss during prediction. This project proposes to use the Residual Mean Square Error (RMSE) on the test set to measure the error loss. The RMSE is defined as:</p>
<p><span class="math display">\[
\mbox{RMSE} = \sqrt{\frac{1}{N} \sum_{u,i}^{} \left( \hat{y}_{u,i} - y_{u,i} \right)^2 }
\]</span> where <span class="math inline">\(y_{u,i}\)</span> is the rating for movie <span class="math inline">\(i\)</span> by user <span class="math inline">\(u\)</span> with <span class="math inline">\(\hat{y}_{u,i}\)</span> denoting our predictions and <span class="math inline">\(N\)</span> being the number of user/movie combinations and the sum occurring over all these combinations. It is the typical error we make when predicting a movie rating.</p>
<p>Let’s write a function that computes the RMSE for vectors of ratings and their corresponding predictors:</p>
<pre class="r"><code>RMSE <- function(true_ratings, predicted_ratings){
sqrt(mean((true_ratings - predicted_ratings)^2))
}</code></pre>
</div>
<div id="separating-data-for-validation." class="section level3">
<h3>Separating data for validation.</h3>
<p>As delineated earlier in the approach, the movielens data set is divided into “validation” and “edx” datasets. The “ëdx” data set is the data set that is considerd for developing the model. The edx data set has 9000055 observations and 6 variables, the validation data set has 999999 observations and 6 variables.</p>
<pre class="r"><code># Validation set will be 10% of MovieLens data
set.seed(1)
test_index <- createDataPartition(y = movielens$rating, times = 1, p = 0.1, list = FALSE)
edx <- movielens[-test_index,]
temp <- movielens[test_index,]
# Make sure userId and movieId in validation set are also in edx set
validation <- temp %>%
semi_join(edx, by = "movieId") %>%
semi_join(edx, by = "userId")
# Add rows removed from validation set back into edx set
removed <- anti_join(temp, validation)</code></pre>
<pre><code>## Joining, by = c("userId", "movieId", "rating", "timestamp", "title", "genres")</code></pre>
<pre class="r"><code>edx <- rbind(edx, removed)
dim(edx)</code></pre>
<pre><code>## [1] 9000055 6</code></pre>
<pre class="r"><code>dim(validation)</code></pre>
<pre><code>## [1] 999999 6</code></pre>
</div>
<div id="exploratory-data-analysis" class="section level3">
<h3>Exploratory Data Analysis</h3>
<p>The edx data set is taken for Exploratory Data Analysis (EDA). There is no movie having a rating of 0, as the ratings start from 0.5. The number of movies having a rating of 3, for instance, is 2121240.</p>
<pre class="r"><code>#Number of movies with 0 and 3 ratings
edx %>% filter(rating == 0) %>% tally()</code></pre>
<pre><code>## n
## 1 0</code></pre>
<pre class="r"><code>edx %>% filter(rating == 3) %>% tally()</code></pre>
<pre><code>## n
## 1 2121240</code></pre>
<p>There are 10677 unique movies in the edx data set with 69878 unique users.</p>
<pre class="r"><code>#Number of distinct movies and users
edx %>% summarise(users =n_distinct(userId), movies= n_distinct(movieId))</code></pre>
<pre><code>## users movies
## 1 69878 10677</code></pre>
<p>While the Drama genres has the maximum number of ratings (3910127), the Comedy follows suit with 3540930 ratings. While the movie Pulp Fiction (1994) has the maximum number of ratings (31362), Forrest Gump (1994) has 31079 ratings. Silence of the Lambs, The (1991) comes in the third position with 30382 ratings. Jurassic Park (1993) secures the fourth rank with 29360 rankings.</p>
<pre class="r"><code>#Number of ratings in different genres
edx %>% separate_rows(genres, sep = "\\|") %>%
group_by(genres) %>%
summarize(count = n()) %>%
arrange(desc(count)) %>%
head()</code></pre>
<pre><code>## # A tibble: 6 x 2
## genres count
## <chr> <int>
## 1 Drama 3910127
## 2 Comedy 3540930
## 3 Action 2560545
## 4 Thriller 2325899
## 5 Adventure 1908892
## 6 Romance 1712100</code></pre>
<pre class="r"><code>#Number of ratings for different movies
edx %>% group_by(movieId, title) %>%
summarize(count = n()) %>%
arrange(desc(count)) %>%
head()</code></pre>
<pre><code>## # A tibble: 6 x 3
## # Groups: movieId [6]
## movieId title count
## <dbl> <chr> <int>
## 1 296 Pulp Fiction (1994) 31362
## 2 356 Forrest Gump (1994) 31079
## 3 593 Silence of the Lambs, The (1991) 30382
## 4 480 Jurassic Park (1993) 29360
## 5 318 Shawshank Redemption, The (1994) 28015
## 6 110 Braveheart (1995) 26212</code></pre>
<p>Among the different ratings, the rating 4 occurs the maximum number of times (2588430), followed by the rating 3 (2121240 times). The rating 0.5 occurs the minimum number of times (85374). It is also interesting to note that half star ratings are less common than whole star ratings (e.g., there are fewer ratings of 3.5 than there are ratings of 3 or 4, etc.).</p>
<pre class="r"><code>#Count of ratings
edx %>%
group_by(rating) %>%
summarize(count = n()) %>%
arrange(desc(count)) </code></pre>
<pre><code>## # A tibble: 10 x 2
## rating count
## <dbl> <int>
## 1 4 2588430
## 2 3 2121240
## 3 5 1390114
## 4 3.5 791624
## 5 2 711422
## 6 4.5 526736
## 7 1 345679
## 8 2.5 333010
## 9 1.5 106426
## 10 0.5 85374</code></pre>
<pre class="r"><code>#Nature of half rating numerically
half_rating <- edx %>%
group_by(rating) %>%
summarize(count = n())
head(half_rating)</code></pre>
<pre><code>## # A tibble: 6 x 2
## rating count
## <dbl> <int>
## 1 0.5 85374
## 2 1 345679
## 3 1.5 106426
## 4 2 711422
## 5 2.5 333010
## 6 3 2121240</code></pre>
<pre class="r"><code>#Nature of half rating visually
half_rating %>%
ggplot(aes(x = rating, y = count)) +
geom_line()+
ggtitle("Nature of half rating")</code></pre>
<p><img 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" width="672" /></p>
<p>The distribution of movies rating can be seen from the following histogram:</p>
<pre class="r"><code>#Distribution of movies rating
edx %>%
dplyr::count(movieId) %>%
ggplot(aes(n)) +
geom_histogram(bins = 30, color = "blue", fill = "violet") +
scale_x_log10() +
ggtitle("Movies")</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code># Distribution of users rating
edx %>%
dplyr::count(userId) %>%
ggplot(aes(n)) +
geom_histogram(bins = 30, color = "blue", fill = "violet") +
scale_x_log10() +
ggtitle("Users")</code></pre>
<p><img 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0FA8xBQAqrDzksYBHQ1+gY07x83fJMBY7wHeoK+Ac37x/F+kAo7L0FA8xBQAqrDzksQ0DwElIDqsPMSBDQPASWgOuy8BAHNQ0AJqA47L0FA8xBQAqrDzksQ0DwElIDqsPMSBDQPASWgOuy8BAHNQ0AJqA47L0FA8xBQAqrDzksQ0DwElIDqsPMSBDQPASWgOuy8BAHNQ0AJqA47L0FA8xBQAqrDzksQ0Dx9AxoSek1cYxV2XoKA5iGgBFSHnZcgoHn6BjRvEddYhZ2XIKB5CCgB1WHnJQhoHgJKQHXYeQkCmoeAElAddl6CgOYhoARUh52XIKB5CCgB1WHnJQhoHgJKQHXYeQkCmoeAElAddl6CgOYhoARUh52XIKB5CCgB1WHnJQhoHgJKQHXYeQkCmoeAElAddl6CgOYhoARUh52XIKB5CCgB1WHnJQhoHgJKQHXYeQkCmoeAElAddl6CgOYhoARUh52XIKB5CCgB1WHnJQhoHgJKQHXYeQkCmoeAElAddl6CgOYhoARUh52XIKB5CCgB1WHnJQhoTOJ/+TdpEQHN13l4dl6CgIZk/qfTkxYR0Hydh2fnJQhoiGGtDEcioELsvAQBDTGsleFIBFSInZcgoCGGtTIciYAKsfMSBDTEsFaGIxFQIXZegoCGGNbKcCQCKsTOSxDQEMNaGY5EQIXYeQkCGmJYK8ORCKgQOy9BQEMMa2U40n9C3yyb/KbJ1PYaXxFQEQIaYlgrw5FiATUuaNtrfEVARQhoiGGtDEcKzp38tknU9hpfEVARAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUgoCGWIao8mkE1B0BlSCgIZYhqnwaAXVHQCUIaIhliCqfRkDdEVAJAhpiGaLKpxFQdwRUIiug7158/9v+D+9fbTabl9PfPv4CAT11keFIBFSIgEokBfTD680hoO9ebHaeeoGAnrzIcCQCKkRAJZICejmVcfte5vN9K19+8QUCevoiw5EIqBABlcgJ6O69y31Arw//z7sX3/36pRcI6OmLDEcioEIEVCIloNsP4P/38DnQi8M7mNu/+OlLLxDQ0xcZjkRAhQioREpALzbPD19E+vD621/2f3O5zeXjLxDQhEWGIxFQIQIqkRHQ3Ufnh4C+fzV9gH65ef6FFw6+nix5ZDXLEFU+LXNu9RsTGGVJQN+/2r5z+VlAr4+bee+FAwJ60iLDkQgo/uSWBHT/2c0FAb015P3q5FdoGaLKp/EhvDs+hJc4PaCX+y+vE1ACSkCVCKjEyQF992L/1aEFnwMloCctMhyJgAoRUImTA3q5ufPdr3wVvm6R4UgEVIiASuQG9Obi8F2et9/6+dgLBPT0RYYjEVAhAipxckAn0y8T4SeRyhYZjkRAhQioRHJA+Vn4skWGIxFQIQIqkRzQ7TuaR79z6fEXCOjJiwxHIqBCBFQiO6D8PtCqRYYjBeeOSH77BbW9xlcEVCQroCcY8q9KfoWWIap8WnVANQVte42vCKgIAQ2xDFHl08rnTn4DxrS9xlcEVISAhvQNkd0iAjoGAZUgoCF9Q2S3iICOQUAlCGhI3xDZLSKgYxBQCQIa0jdEdosI6BgEVIKAhvQNkd0iAjoGAZUgoCF9Q2S3iICOQUAlCGhI3xDZLSKgYxBQCQIa0jdEdosI6BgEVIKAhvQNkd0iAjoGAZUgoCF9Q2S3iICOQUAlCGhI3xDZLSKgYxBQCQIa0jdEdosI6BgEVIKAhvQNkd0iAjoGAZUgoCF9Q2S3iICOQUAlCGhI3xDZLSKgYxBQCQIa0jdEdosI6BgEVIKAhvQNkd0iAjoGAZUIBfT3H/76r7sX3pz97d8E9IQ0JC0yHImAChFQifkBPT87eoGAzk9D0iLDkQioEAGVeCqgv/9wdg8BPSkNSYsMRyKgQgRU4qmAbj9iv+er1H4S0GWLDEcioEIEVOLJgN5/FzT5U6AEdNkiw5EIqBABlXgyoIeIJn/UTkBPX2Q4EgEVIqASBDSkb4jsFhHQMQioRCigYw35VyW/wr4hsltEQMcgoBIENKRviOwWEdAxCKhENKDnfBtTVhqSFhmORECFCKhELKCffimegJ6UhqRFhiMRUCECKhEL6KffDEpAT0pD0iLDkQioEAGVCAX0j5/Pzn5MjSYBPXmR4UgEVIiASoQCuv0I/pth/SSgyxYZjkRAhQioRDCgf/knAc1KQ9Iiw5EIqBABlQgF9OZ84EfwBHTZIsORCKgQAZWIBfRt+g/AE9BTFxmORECFCKhELKA3b7K/9E5AT11kOBIBFSKgEqGAfvYbmfg2ppPSkLTIcCQCKkRAJQhoSN8Q2S0ioGMQUAkCGtI3RHaLCOgYBFQiFNCxhvyrkl9h3xDZLSKgYxBQCQIa0jdEdosI6BgEVIKAhvQNkd0iAjoGAZUgoCF9Q2S3iICOQUAlQgHli0h9Q2S3iICOQUAlCGhI3xDZLSKgYxBQCQIa0jdEdosI6BgEVCIU0E9amv6LmYb8q5JfYd8Q2S0ioGMQUIm5Ab354+fsgg75VyW/wr4hslsUfEURyW/kxtf4ioCKzA7ozduzrwjoKWlIWmQ4UnVA0wva9hpfEVCR+QH979/5HOhJaUhaZDhS+dzJb+W+1/iKgIrMD2j6b7Yb8q9KfoUrD1HlIgI6BgGVmB3Qt2fZv1x5yL8q+RWuPESViwjoGARUIhTQz76NKfk/MDfkX5X8ClceospFBHQMAiqxIKDZv5t+yL8q+RWuPESViwjoGARUYn5Ak78GT0AXLjIciYAKEVCJUEDHGvKvSn6FKw9R5SICOgYBlSCgISsPUeUiAjoGAZUgoCErD1HlIgI6BgGVCAf0j5/3nwEd8N+HH/KvSn6FKw9R5SICOgYBlYgG9A1fRCpNg9vTPOdOfiv3vcZXBFQkGNA3R1+GT/42UAK6bJHhSARUiIBKxAL637/fdnNbUn4bU0Ea3J7mOXfyW7nvNb4ioCKxgJ5/rOa2pfw2pvFpcHua59zJb+W+1/iKgIqEAvrHz0cft7/hZ+EL0uD2NM+5k9/Kfa/xFQEVCQX0k19Dz6+zq0iD29M8505+K/e9xlcEVISAhqw8RJWLCOgYBFQiFFA+hF95iCoXEdAxCKhEKKB8EWnlIapcREDHIKASsYDybUzrDlHlIgI6BgGViAWUb6Rfd4gqFxHQMQioRDCg/Chn3q1PWmQ4EgEVIqAS0YDyy0Rq0+D2NM+5k9/Kfa/xFQEVCQd0nCH/quRXuPIQVS4ioGMQUAkCGrLyEFUuIqBjEFCJaEB//2H/taO36V9CIqALFxmORECFCKhEMKBvpy8evc3/j3IS0GWLDEcioEIEVCIW0N33ge6/fPSG/6xxTRrcnuY5d/Jbue81viKgIrGAnt999+fui/HJH8UP+Vclv8KVh6hyEQEdg4BKhAL6yc/Cn/Oz8AVpcHua59zJb+W+1/iKgIqEAspvY1p5iCoXEdAxCKgEAQ1ZeYgqFxHQMQioRCig2w/hf7x74S0fwhekwe1pnnMnv5X7XuMrAioSCujN+ccvvW9jyq+zG58Gt6d5zp38Vu57ja8IqEgsoLtvYzq8D/r27OzovVECOioNbk/znDv5rdz3Gl8RUJFYQHffxzTs1zEN+Vclv8KVh6hyEQEdg4BKBAN6VFB+nV1FGtye5jl38lu57zW+IqAi0YDeJpRfZ1eTBrenec6d/Fbue42vCKhIPKDDDPlXJb/ClYeochEBHYOAShDQkJWHqHIRAR2DgEoQ0JCVh6hyEQEdg4BKENCQlYeochEBHYOAShDQkJWHqHIRAR2DgEoQ0JCVh6hyEQEdg4BKENCQlYeochEBHYOAShDQkJWHqHIRAR2DgEoQ0JCVh6hyEQEdg4BKENCQlYeochEBHYOAShgEtIOVh6hyUebT1McC+BTvgT5s5SGqXMR7oGPwHqgEAQ1ZeYgqFxHQMQioBAENWXmIKhdlPi1i1rlJPjaVCKgEAQ1ZeYgqF1UHdE5B217jKwIqQkBDVh6iykXlI805N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jv3nHOTfGwqEVAJAhpCiPrOPefcJB+bSgRUgoCGEKK+c885N8nHphIBlSCgIYSo79xzzk3ysalEQCUIaAgh6jt3xO25ST42lQioBAENIUR9555R0LbX+IqAihDQEEK08rmnc5N8bCoRUAkCGmJ46w1Hajz3dG6Sj00lAipBQEMMb73hSI3nns5N8rGpREAlCGiI4a03HKnx3NO5ST42lQioBAENMbz1hiM1nns6N8nHphIBlSCgIYa33nCkxnNP5yb52FQioBIENMTw1huO1Hju6dwkH5tKBFSCgIYY3nrDkRrPPZ2b5GNTiYBKENAQw1tvOFLjuadzk3xsKhFQCQIaYnjrDUdqPPd0bpKPTSUCKkFAQwxvveFIjeeezk3ysalEQCUIaIjhrTccqfHc07lJPjaVCKgEAQ0xvPWGIzWeezo3ycemEgGVIKAhhrfecKTGc0/nJvnYVCKgEgQ0xPDWG47UeO7p3CQfm0oEVIKAhhjeesORGs89nZvkY1OJgEoQ0BDDW284UuO5p3OTfGwqEVAJAhpieOsNR2o893Ruko9NJQIqQUBDDG+94UiN557OTfKxqURAJQhoiOGtNxyp8dzTuUk+NpUIqAQBDcta8PMAABTiSURBVDG89YYjNZ57OjfJx6YSAZUgoCGGt95wpMZzT+cm+dhUIqASBDTE8NYbjtR47uncJB+bSgRUgoCGGN56w5Eazz2dm+RjU4mAShDQEMNbbzhS47mnc5N8bCoRUAkCGmJ46w1Hajz3dG6Sj00lAipBQEMMb73hSI3nns5N8rGpREAlCGiI4a03HKnx3NO5ST42lQioBAENMbz1hiM1nns6N8nHphIBlSCgIYa33nCkxnNP5yb52FQioBIENMTw1huO1Hju6dwkH5tKBFSCgIYY3nrDkRrPPZ2b5GNTiYBKENAQw1tvOFLjuadzk3xsKhFQCQIaYnjrDUdqPPd0bpKPTSUCKkFAQwxvveFIjeeezk3ysalEQCUIaIjhrTccqfHc07lJPjaVCKgEAQ0xvPWGIzWeezo3ycemEgGVIKAhhrfecKTGc0/nJvnYVCKgEgQ0xPDWG47UeO7p3CQfm0oEVIKAhhjeesORGs89nZvkY1OJgEoQ0BDDW284UuO5p3OTfGwqEVAJAhpieOsNR2o893Ruko9NJQIqQUBDDG+94UiN557OTfKxqURAJQhoiOGtNxyp8dzTuUk+NpUIqAQBDTG89YYjNZ57OjfJx6YSAZUgoCGGt95wpMZzT+cm+dhUIqASBDTE8NYbjtR47uncJB+bSgRUgoCGGN56w5Eazz2dm+RjU4mASmQE9N2LzWbz3a+HF96/2r7w8uapFwjoqYsMR2o893Ruko9NJQIqkRDQi83By7uYbjbf//blFwjoyYsMR2o893Ruko9NJQIqcXpArw/pvNh8+8v+vczn+1bu/urxFwjo6YsMR2o8d0DykcpGQCVOD+jFlMSLXSCvD+9hvnux+4j+8RcI6OmLDEdqPHf/ghJQiZMD+uH17j3Pm10hn9/V9MPrzU9feoGAnr7IcKSVz518ppIRUImTA3pnF9C7ml5uc/n4CwQ0YZHhSCufO/lMJSOgEmkB3b9r+f7V9AH65bamj79w8PVk8SMLWV7oyqcx97Nn6kMIf8sDern7HOddJq+Pm3nvhQMCetIiw5FWPrf6EMLf4oBeT1+EnxHQW0Per05+hZYXuvJpzM2H8CO1HT4poId+EtDCRYYjrXzu5DOVjIBK5AT08tDPeZ8DJaAnLTIcaeVzJ5+pZARUIiOgH17f/iAnX4WvW2Q40srnTj5TyQioREJAt/28+/nMi8N3ed5+6+djLxDQ0xcZjrTyuZPPVDICKnF6QI/7yU8i1S0yHGnlcyefqWQEVOL0gF4e/34Qfha+bJHhSCufO/lMJSOgEicHdP9L6jZ3v2jpenP0O5cef4GAnrzIcKSVz518ppIRUImTA3q9+SSg/D7QqkWGI6187uQzlYyASpwc0NMN+Vclv0LLC135NOYmoCO1HZ6Ahlhe6MqnMTcBHant8AQ0xPJCVz6NuQnoSG2HJ6Ahlhe68mnMTUBHajs8AQ2xvNCVT2NuAjpS2+EJaIjlha58GnMT0JHaDk9AQywvdOXTmJuAjtR2eAIaYnmhK5/G3AR0pLbDE9AQywtd+TTmJqAjtR2egIZYXujKpzE3AR2p7fAENMTyQlc+jbkJ6EhthyegIZYXuvJpzE1AR2o7PAENsbzQlU9jbgI6UtvhCWiI5YWufBpzE9CR2g5PQEMsL3Tl05ibgI7UdngCGmJ5oSufxtwEdKS2wxPQEMsLXfk05iagI7UdnoCGWF7oyqcxNwEdqe3wBDTE8kJXPo25CehIbYcnoCGWF7ryacxNQEdqOzwBDbG80JVPY24COlLb4QloiOWFrnwacxPQkdoOT0BDLC905dOYm4CO1HZ4AhpieaErn8bcBHSktsMT0BDLC135NOYmoCO1HZ6Ahlhe6MqnMTcBHant8AQ0xPJCVz6NuQnoSG2HJ6Ahlhe68mnMTUBHajs8AQ2xvNCVT2NuAjpS2+EJaIjlha58GnMT0JHaDk9AQywvdOXTmJuAjtR2eAIaYnmhK5/G3AR0pLbDE9AQywtd+TTmJqAjtR2egIZYXujKpzE3AR2p7fAENMTyQlc+jbkJ6EhthyegIZYXuvJpzP0sJPnczUBAJQhoiOWFrnwac8cCqisoAZUgoCGWF7ryacwdfEXJBy+OgEoQ0JC+F9pukeFIBFSu7fAENKTvhbZbZDgSAZVrOzwBDel7oe0WGY5EQOXaDk9AQ/peaLtFhiMRULm2wxPQkL4X2m6R4UgEVK7t8AQ0pO+FtltkOBIBlWs7PAEN6Xuh7RYZjkRA5doOT0BD+l5ou0WGIxFQubbDE9CQvhfabpHhSARUru3wBDSk74W2W2Q4EgGVazs8AQ3pe6HtFhmOREDl2g5PQEP6Xmi7RYYjEVC5tsMT0JC+F9pukeFIBFSu7fAENKTvhbZbZDgSAZVrOzwBDel7oe0WGY5EQOXaDk9AQ/peaLtFhiMRULm2wxPQkL4X2m6R4UgEVK7t8AQ0pO+FtltkOBIBlWs7PAEN6Xuh7RYZjkRA5doOT0BD+l5ou0WGIxFQubbDE9CQvhfabpHhSARUru3wBDSk74W2W2Q4EgGVazs8AQ3pe6HtFhmOREDl2g5PQEP6Xmi7RYYjEVC5tsMT0JC+F9pukeFIBFSu7fAENKTvhbZbZDgSAZVrOzwBDel7oe0WGY5EQOXaDk9AQ/peaLtFhiMRULm2wxPQkL4X2m6R4UgEVK7t8AQ0pO+FtltkOBIBlWs7PAEN6Xuh7RYZjkRA5doOT0BD+l5ou0WGIxFQubbDE9CQvhfabpHhSARUru3wBDSk74W2W2Q4EgGVazs8AQ3pe6HtFhmOREDl2g5PQEP6Xmi7RYYjEVC5tsMT0JC+F9pukeFIBFSu7fAENKTvhbZbZDgSAZVrOzwBDel7oe0WGY5EQOXaDk9AQ/peaLtFhiMRULm2wxPQkL4X2m6R4UiZc0ckH84DAipBQEP6Xmi7RYYjVQd0SEEJqAQBDel7oe0WGY5UPnfy6dwjoBIENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAENGTlF7pykeFIBFSu7fAGAe1g5Re6cpHhSOVzq48zRuE90Iet/EJXLjIcifdA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjkRA5doOT0BDVn6hKxcZjlQ+d4T8zJdqOzwBDVn5ha5cZDiSZUDnFpSAShDQkJVf6MpFhiN5zq0+86XaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83cBHSgtsMT0BAuNHMT0IHaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83cBHSgtsMT0BAuNHMT0IHaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83cBHSgtsMT0BAuNHMT0IHaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83cBHSgtsMT0BAuNHMT0IHaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83cBHSgtsMT0BAuNHMT0IHaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83cBHSgtsMT0BAuNHMT0IHaDk9AQ7jQzE1AB2o7PAEN4UIzNwEdqO3wBDSEC83c1SNFjDzzpdoOT0BDuNDM7RjQo4ISUAkCGsKFZm6/kf5DQOUIaIjh7TEcibkJ6EJthyegIYa3x3Ak5iagC7UdnoCGGN4ew5GYm4Au1HZ4AhpieHsMR2JuArpQ2+EJaIjh7TEcibkJ6EJthyegIYa3x3Ak5iagC7UdnoCGGN4ew5GYm4Au1HZ4AhpieHsMR2JuArpQ2+EJaIjh7TEcibkJ6EJthyegIYa3x3Ak5iagC7UdnoCGGN4ew5GYm4Au1HZ4AhpieHsMR2JuArpQ2+EJaIjh7TEcibkJ6EJthyegIYa3x3Ak5iagC7UdnoCGGN4ew5GYm4Au1HZ4AhpieHsMR2JuArpQ2+EJaIjh7TEcibnLF837z374IqAElAvN3I4BbVFQAkpAudDMbbiIgA5FQEMsL0bl05jbcCQCqkdAQywvRuXTmNtwJAKqR0CvYp9IqjzzK7/QlU9jbgI6FAGN9dPxYlQ+jbkNRyKgegTU8Myv/EJXPo25CehQBNTwzK/8Qlc+jbkJ6FAE1PDMr/xCVz6NuQnoUATU8Myv/EJXPo25CehQBNTwzK/8Qlc+jbkJ6FAE1PDMr/xCVz6NuQnoUATU8Myv/EJXPo25CehQBNTwzK/8Qlc+jbkJ6FAE1PDMr/xCVz6NuQnoUATU8Myv/EJXPo25CehQBNTwzK/8Qlc+jbkJ6FAE1PDMr/xCVz6NuQnoUATU8Myv/EJXPo25CehQBNTwzK/8Qlc+jbkJ6FAE1PDMr/xCVz6NuXv8d5MIKAHlQjO34aLg77sdcAvnIKAElAvN3IaLgq9owC2cg4ASUM+LYbfIcCTmJqBLEVDDM8+FNlxkOBIB1SOghmeeC224yHAkAqpHQA3PPBfacJHhSARUj4AannkutOEiw5EIqB4BNTzzXGjDRYYjEVA9Amp45rnQhosMRyKgegTU8MxzoQ0XGY5EQPUIqOGZ50IbLjIcKXNu8U8rEVAC6nkx7BYZjsTc8p/3JKAE1PNi2C0yHIm55R/nE1AC2vhiVC4yHIm55R/nE9CnvX+12WxeEtCkRYYjMbfhouqALisoAX3Suxebne9/I6ApiwxHYm7DReUjLbuxi/6vDJQFdPv+5/N9Re+9DzrkXxVfa3jmPS9G0iLDkZibgC5VFtDrw/ue71589ysBzVhkOBJzGy4ioEOVBfTi8K7nh9ebnwhoxiLDkZjbcFH5SIs+T0pAn/Dh9be/7P9wee9j+IWTBz+lHVB8wJIWGY7E3IaLLANqyDyg719NH7pf7j4Vuvf1ZNkrVO83gDVJ6dz4gF4nBZSCAsiT0rnKgN5a+L7zl9+vHvBKy3Qenp1XYeclCKifzsOz8yrsvER5QC8J6FM6D8/Oq7DzElUBzf8q/Jf/VQNeaZnOw7PzKuy8RFVAby4O3//p932gfjoPz86rsPMSZQG1/UkkP52HZ+dV2HmJsoDa/iy8n87Ds/Mq7LxEWUC374J6/jYmP52HZ+dV2HmJuoC6/j5QP52HZ+dV2HmJwoA+Zsi/asArLdN5eHZehZ2XIKB+Og/Pzquw8xIE1E/n4dl5FXZegoD66Tw8O6/CzksQUD+dh2fnVdh5CQLqp/Pw7LwKOy9BQP10Hp6dV2HnJQion87Ds/Mq7LwEAfXTeXh2XoWdlyCgfjoPz86rsPMSBNRP5+HZeRV2XoKA+uk8PDuvws5LEFA/nYdn51XYeQkC6qfz8Oy8CjsvQUD9dB6enVdh5yUIqJ/Ow7PzKuy8BAH103l4dl6FnZcgoH46D8/Oq7DzEgTUT+fh2XkVdl6CgPrpPDw7r8LOSxBQP52HZ+dV2HkJAuqn8/DsvAo7L0FA/XQenp1XYeclCKifzsOz8yrsvAQB9dN5eHZehZ2XIKB+Og/Pzquw8xIGAR3g66/VE/xZsfMq7LwDAoqTsPMq7LwDAoqTsPMq7LwDAoqTsPMq7LwDAoqTsPMq7LwDAoqTsPMq7LwDAoqTsPMq7LwDAoqTsPMq7LyDlQQUAOoRUABYiIACwEIEFAAWIqAAsBABBYCFCCgALERAAWCh9gF9/+r53Z82m81L6TB/Do9sOfs/UGTPeQMItA/oxWY6We9ebHa+/007z5/Aw1vO/o8U2HPeAArdA3qxmU7W9n9+n+8PEf8TPNjDW87+jxTYc94AEr0Duv8f3cPJuj78T++7F9/9qp1p5R7bcvZ/nNCe8waQaB3Qy+2xup5O1sXhf3k/vN78JJ1p5R7dcvZ/mNie8waQ6B3Qb3+5mU7Wh9fbP+//jg9hRnpsy9n/cUJ7zhtAo3VAd6aT9f7V9JHL5e1n2zHKQ1vO/o/15J7zBtBYXUCvOT+jPbTl7P9YT+45bwANAoq5CGg9AmqKgGIuAlqPgJpaXUD5FNBwfA60Hp8DNbWWgPJFyDp8Fb4eX4U3tZaA3lwcvv2Nb4Mb78EtZ/+HenrPeQNIrCag/CBGmQe3nP0f6uk95w0gsZqA8qPAZR7ccvZ/qKf3nDeAxGoCuv0Dv4ymxsNbzv6PFNhz3gAK6wkovw6xyiNbzv4PFNlz3gAC7QMKACoEFAAWIqAAsBABBYCFCCgALERAAWAhAgoACxFQAFiIgALAQgQUABYioACwEAEFgIUIKAAsREABYCECCgALEVAAWIiAAsBCBBQAFiKgALAQAQWAhQgo1uL3H86+uXlztvWNehT8WRBQrMU2oP/zw9neX/+lHgZ/DgQUa/H7rp4/3tz88TPvg6IIAcVa7AL64+4P24L+7d/qafCnQECxFtuATt0852N41CCgWIttQL86/OkNAUUNAoq12H8Vfo+AoggBxVoQUJQjoFgLAopyBBRrQUBRjoBiLQgoyhFQrAUBRTkCirUgoChHQLEWBBTlCCjWgoCiHAEFgIUIKAAsREABYCECCgALEVAAWIiAAsBCBBQAFiKgALAQAQWAhQgoACxEQAFgIQIKAAsRUABYiIACwEIEFAAWIqAAsBABBYCFCCgALERAAWAhAgoAC/0/3FpxfSJ6deUAAAAASUVORK5CYII=" width="672" /></p>
<pre class="r"><code>#Distribution of genres
edx %>%
separate_rows(genres, sep = "\\|") %>%
group_by(genres) %>%
summarise(number = n()) %>%
arrange(desc(number)) %>%
ggplot(aes(x=genres, y=number))+
geom_bar(stat="Identity")+
ggtitle("Ratings in each genres") +
theme(axis.text.x = element_text( angle = 90)) </code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="developing-the-model" class="section level3">
<h3>Developing the model</h3>
<p>As elucidated earlier, different models are being developed and the model which has the lowest RMSE considered appropriate and recommended for use. The recommended model then is adopted for application on the validation set.</p>
<div id="partitioning-the-edx-data-set" class="section level4">
<h4>Partitioning the edx data set</h4>
<p>For the purpose of developing the model, we partition the edx data set into training and test data sets in the ratio of 80:20. We train the model using the training data set, then test it using the test set and then proceed to calculate the RMSE. The process continues till we get the desired RMSE. We also create a results table so that the different methods employed and the corresponding RMSEs are properly recorded.</p>
<pre class="r"><code>###Partition edx data set into train and test sets
set.seed(500)
test_index <- createDataPartition(y = edx$rating, times = 1, p = 0.2, list = FALSE)
train_set <- edx[-test_index,]
test_set <- edx[test_index,]
### Adjusting_for_rows
test_set1 <- test_set %>%
semi_join(train_set, by = "movieId") %>%
semi_join(train_set, by = "userId")
# Add rows removed from test_set set back into train_set set
removed <- anti_join(test_set, test_set1)</code></pre>
<pre><code>## Joining, by = c("userId", "movieId", "rating", "timestamp", "title", "genres")</code></pre>
<pre class="r"><code>train_set <- rbind(train_set, removed)
test_set <- test_set1</code></pre>
</div>
<div id="model-1-guessing-model" class="section level4">
<h4>Model 1: Guessing Model</h4>
<p>Here we consider predicting the ratings simply by randomly assigning the ratings. We call this method as “Guessing the ratings”. The RMSE for this method is obtained as 1.94.</p>
<pre class="r"><code>#Prediction by gussing
mu_hat <- as.numeric(sample(c("0.5", "1", "1.5", "2", "2.5", "3", "3.5", "4", "4.5", "5" ), length(test_set$rating), replace = TRUE))
Guess_RMSE <- RMSE(test_set$rating,mu_hat)
Guess_RMSE</code></pre>
<pre><code>## [1] 1.94088</code></pre>
<pre class="r"><code>#Create a results table
rmse_results <- data_frame(method = "Guessing Model", RMSE = Guess_RMSE)</code></pre>
</div>
<div id="model-2-proportional-model" class="section level4">
<h4>Model 2: Proportional Model</h4>
<p>In this this model, we consider predicting the unknown ratings by assigning the ratings with probabilities proportional to their occurrence in the test data set. We call this model as “Proportional ratings”. The RMSE now is 1.5, which is a very minor decrease.</p>
<pre class="r"><code>#Define a sequence of ratings
s <- seq(0.5,5,0.5)
#Define a vector of 10 zeros
p <- rep(0,10)
# Populate p
for (k in 1:10) {
i <- s[k]
p[k] <- mean(test_set$rating==i)
}
p</code></pre>
<pre><code>## [1] 0.009494608 0.038454551 0.011945761 0.078958026 0.036970081
## [6] 0.235632391 0.087937626 0.287622731 0.058421006 0.154563217</code></pre>
<pre class="r"><code>mu_hat <- as.numeric(sample(c("0.5", "1", "1.5", "2", "2.5", "3", "3.5", "4", "4.5", "5" ), length(test_set$rating), replace = TRUE, prob=p))
Prop_RMSE <- RMSE(test_set$rating,mu_hat)
Prop_RMSE</code></pre>
<pre><code>## [1] 1.500101</code></pre>
<pre class="r"><code>rmse_results <- bind_rows(rmse_results,
data_frame(method="Proportional Model", RMSE = Prop_RMSE))</code></pre>
</div>
<div id="model-3-same-mean-rating-model" class="section level4">
<h4>Model 3: Same Mean rating Model</h4>
<p>The present model uses the same rating for all the unknown ratings. The model can be thought of as <span class="math display">\[
Y_{u,i} = \mu + \varepsilon_{u,i}
\]</span> with <span class="math inline">\(\varepsilon_{i,u}\)</span> independent errors sampled from the same distribution centered at 0 and <span class="math inline">\(\mu\)</span> the “true” rating for all movies. We know that the estimate that minimizes the RMSE is the least squares estimate of <span class="math inline">\(\mu\)</span> and, in this case, is the average of all ratings. Let us denote it as <span class="math inline">\(\hat{\mu}\)</span>. We call this model as “Same Mean ratings” model. The RMSE is calculated and is found to be 1.06. This model is found to be superior to the previous two models, yet it is not satisfactory.</p>
<pre class="r"><code>#Same Mean rating Model
mu_hat <- mean(train_set$rating)
mu_hat</code></pre>
<pre><code>## [1] 3.512496</code></pre>
<pre class="r"><code>same_rating_RMSE <- RMSE(test_set$rating, mu_hat)
same_rating_RMSE</code></pre>
<pre><code>## [1] 1.060684</code></pre>
<pre class="r"><code>rmse_results <- bind_rows(rmse_results,
data_frame(method="Same Mean rating Model", RMSE = same_rating_RMSE))</code></pre>
</div>
<div id="model-4-movie-effect-model" class="section level4">
<h4>Model 4: Movie Effect Model</h4>
<p>In this model, we take note of the fact that movies are rated differently by different users. In other words, there can be variation among the ratings for a single movie. We now improve the previous model by adding the average rating of a movie i. In other words, the model has now become</p>
<p><span class="math display">\[
Y_{u,i} = \mu + b_i+ \varepsilon_{u,i}
\]</span> where <span class="math inline">\(b_{i}\)</span> is the average rating given to a movie i. But the least square estimate <span class="math inline">\(\hat{b}_i\)</span> is just the average of <span class="math inline">\(Y_{u,i} - \hat{\mu}\)</span>. The model is called as “Movie effect”model. It can be seen visually how far the estimates of this bias varies.</p>
<pre class="r"><code>#Histogram
movie_avgs <- train_set %>%
group_by(movieId) %>%
summarize(b_i = mean(as.numeric(rating) - mu_hat))
movie_avgs %>% qplot(b_i, geom ="histogram", bins = 30, data = ., color = I("blue"), fill=I("purple"), main = "Movie average bias")</code></pre>
<p><img 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2dB9znsV7OCQBXcnK4I1IPVUFttngXd5bDz/IlAJdycrgjUg9VQW22eBd3lsDPdiEAV3JyuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4F3eWwCHQGdJdX9tmuCNSD1VBbbZ4FLTds4H+xGIEquDldEagHq6G22jwLWm3YyP/kOwJVcHO6IlAPVkNttXkWtNqwkW5EoApuTlcE6sFqqK02z4JWGxaBRkGrXdl1XRGoB6uhtto8C1ptWAQaBa12Zdd1RaAerIbaavMsaLVhEWgUtNqVXdcVgXqwGmqrzbOg1YZFoFHQald2XVcE6sFqqK02z4JWGxaBRkGrXdl1XRGoB6uhtto8C1ptWAQaBa12Zdd1RaAerIbaavMsaLVhEWgUtNqVXdcVgXqwGmqrzbOg1YZFoFHQald2XVcE6sFqqK02z4JWGxaBRkGrXdl1XRGoB6uhtto8C1ptWAQaBa12Zdd1RaAerIbaavMsaLVhEWgUtNqVXdcVgXqwGmqrzbOg1YZFoFHQald2XVcE6sFqqK02z4JWG3Zzgc5J1rCZKXdl13VFoB6shtpq8yxotWFLCnSlQbmy67siUA9WQ221eRa02rCbC3RWUdKwmSl3Zdd1RaAerIbaavMsaLVhEWhQyl3ZdV0RqAerobbaPAtabVgEGpRyV3ZdVwTqwWqorTbPglYbFoEGpdyVXdcVgXqwGmqrzbOg1YZFoEEpd2XXdUWgHqyG2mrzLGi1YRFoUMpd2XVdEagHq6G22jwLWm1YBBqUcld2XVcE6sFqqK02z4JWGxaBBqXclV3XFYF6sBpqq82zoNWGRaBBKXdl13VFoB6shtpq8yxotWERaFDKXdl1XRGoB6uhtto8C1ptWAQalHJXdl1XBOrBaqitNs+CVhsWgQal3JVd1xWBerAaaqvNs6DVhkWgQSl3Zdd1RaAerIbaavMsaLVhEWhQyl3ZdV0RqAerobbaPAtabVgEGpRyV3ZdVwTqwWqorTbPglYbFoEGpdyVXdcVgXqwGmqrzbOg1YZFoEEpd2XXdUWgHqyG2mrzLGi1YRFoUMpd2XVdEagHq6G22jwLWm1YBBqUcld2XVcE6sFqqK02z4JWGxaBBqXclV3XFYF6sBpqq82zoNWGRaBBKXdl13VFoB6shtpq8yxotWERaFDKXdl1XRGoB6uhtto8C1ptWAQalHJXdl1XBOrBaqitNs+CVhsWgQal3JVd1xWBerAaaqvNs6DVhkWgQSl3Zdd1RaAerIbaavMsaLVhEWhQyl3ZdV0RqAerobbaPAtabVgEGpRyV3ZdVwTqwWqorTbPglYbFoEGpdyVXdcVgXqwGmqrzbOg1YZFoEEpd2XXdUWgHqyG2mrzLGi1YRFoUMpd2XVdEagHq6G22jwLWm1YBBqUcld2XVcE6sFqqK02z4JWGxaBBqXclV3XFYF6sBpqq82zoNWGRaBBKXdl13VFoB6shtpq8yxotWERaFDKXdl1XRGoB6uhtto8C7op9as52diNs4rWjf0CruyEm9MVgXqwGmqrzbOgW1Jn+ROBxqTXGiNQF1ZDbbV5FnRbgW6rvbiidXP3v7JTbk5XBOrBaqitNs+CItA5Revm7n9lp9ycrgjUg9VQW22eBUWgc4rWzd3/yk65OV0RqAerobbaPAuKQOcUrZu7/5WdcnO6IlAPVkNttXkWFIHOKVo3d/8rO+XmdEWgHqyG2mrzLCgCnVO0bu7+V3bKzemKQD1YDbXV5llQBDqnaN3c/a/slJvTFYF6sBpqq82zoAh0TtG6uftf2Sk3pysC9WA11FabZ0ER6JyidXP3v7JTbk5XBOrBaqitNs+CItA5Revm7n9lp9ycrgjUg9VQW22eBUWgc4rWzd3/yk65OV0RqAerobbaPAuKQOcUrZu7/5WdcnO6IlAPVkNttXkWFIHOKVo3d/8rO+XmdEWgHqyG2mrzLCgCnVO0bu7+V3bKzemKQD1YDbXV5llQBDqnaN3c/a/slJvTFYF6sBpqq82zoAh0TtG6uftf2Sk3pysC9WA11FabZ0ER6JyidXP3v7JTbk5XvUAJEWe/AlXfcuQ6PAKdh9VQW33ptqA8Ap1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2jd3P2v7JSb0xWBerAaaqvNs6AIdE7Rurn7X9kpN6crAvVgNdRWm2dBEeiconVz97+yU25OVwTqwWqorTbPgiLQOUXr5u5/ZafcnK4I1IPVUFttngVFoHOK1s3d/8pOuTldEagHq6G22jwLikDnFK2bu/+VnXJzuiJQD1ZDbbV5FhSBzilaN3f/Kzvl5nRFoB6shtpq8ywoAp1TtG7u/ld2ys3pikA9WA211eZZUAQ6p2hGvjB3/ys75eZ0RaAerIbaavMsKAKdU7TOoP2v7JSb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9M1WqA/fX93d/d6+sF3tz5AoA5qq82zoAg0pgiBDm5O12CBfry7z7d/PX7w6c39B7/9+5MPEKiH2mrzLCgCjSlCoIOb0zVWoIdHma/H/57/7yDO7x5/gEBd1FabZ0ERaEwRAh3cnK6xAv14eoT56c3xIejzHyBQF7XV5llQBBpThEAHN6drtEDvv/350/e/+fPnz+9OjzZ//uHuD48+QKAuaqvNs6AINKYIgQ5uTtdYgX568/A48+cfjhY95MPBnVcfIFAftdXmWVAEGlOEQAc3p2usQA8PME/fA/3u+L/nZ+sfDn939cEpvz5nJZKQtektUPWt+5Ky+lX4g0Hvzu9Wujjz41SgHxEoqRYESmKyWqDnNysdbWkJdGTdA+ioh+LLsBpqq+c+FpSn8DFFPIUf3JyusQL9eHf/GtG7o0ERaDS11eZZUAQaU4RABzena6hAL6+xH19zt74HikCXUlttngVFoDFFCHRwc7qGCnTyOPO3f+dV+Ghqq82zoAg0pgiBDm5O1zyBHh6G3j8cHe8DnXyAQF3UVptnQRFoTBECHdycrqECPejx9Pjy3fGJOj+JFExttXkWFIHGFCHQwc3pGirQwxP0e4O+uzs+Yedn4YOprTbPgiLQmCIEOrg5XWMFelDnKffP08+/mhij6McAACAASURBVOn0C5iuPkCgHmqrzbOgCDSmCIEObk7XYIGe3gg6nqbz+0BDqa02z4Ii0JgiBDq4OV2jBbo8644fdUMsw2qorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAuKQGOKEOjg5nRFoB6shtpq8ywoAo0pQqCDm9MVgXqwGmqrzbOgCDSmCIEObk5XBOrBaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLGgU9atZ2dBoCFRBRaDPHD/qhliG1VBbbZ4FDaLO8ycC3S691hiBurAaaqvNs6BhAg0TUVAjBKqgItBnjh91QyzDaqitNs+CItCYIgQ6uDldEagHq6G22jwLikBjihDo4OZ0RaAerIbaavMsKAKNKUKgg5vTFYF6sBpqq82zoAg0pgiBDm5OVwTqwWqorTbPgiLQmCIEOrg5XRGoB6uhtto8C4pAY4oQ6ODmdEWgHqyG2mrzLCgCjSlCoIOb0xWBerAaaqvNs6AINKYIgQ5uTlcE6sFqqK02z4Ii0JgiBDq4OV0RqAerobbaPAs6gxr1U5oIdMv0WmME6sJqqK02z4La1LAfc0egW6bXGiNQF1ZDbbV5FnSOQLcV0ZY0BBrPzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3p6teoIS4gkDnnVt9nV5SeAQ6D6uhtvrSbUF5BBpTxCPQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRV/NygZXdKTXGiNQF1ZDbbV5FhSBxhTNE+iGBu21xgjUhdVQW22eBUWgMUUzG21wSc/ptcYI1IXVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eRYUgcYUIdDBzemKQD1YDbXV5llQBBpThEAHN6crAvVgNdRWm2dBEWhMEQId3JyuCNSD1VBbbZ4FRaAxRQh0cHO6IlAPVkNttXkWFIHGFCHQwc3pikA9WA211eZZUAQaU4RABzenKwL1YDXUVptnQRFoTBECHdycrgjUg9VQW22eBUWgMUUIdHBzuiJQD1ZDbbV5FhSBxhQh0MHN6YpAPVgNtdXmWVAEGlOEQAc3pysC9WA11FabZ0ERaEwRAh3cnK4I1IPVUFttngVFoDFFCHRwc7oiUA9WQ221eV/OV7MS5BgEikDdXRGoB6uhttq8L2aePyuKqFwRAh3cnK4I1IPVUFtt3hezXxGVK0Kgg5vTFYF6sBpqq837YvYronJFCHRwc7oiUA9WQ221eV/MfkVUrgiBDm5OVwTqwWqorTbvi9mviMoVIdDBzemKQD1YDbXV5n0x+xVRuSIEOrg5XRGoB6uhttq8L2a/IipXhEAHN6crAvVgNdRWm/fF7FdE5YoQ6ODmdEWgHqyG2mrzvpj9iqhcEQId3JyuCNSD1VBbbd4Xs18RlStCoIOb0xWBerAaaqvN+2L2K6JyRQh0cHO6IlAPVkNttXlfzH5FVK4IgQ5uTlcE6sFqqK0274vZr4jKFSHQwc3pikA9WA21x+bV+z0hCBSBursiUA9WQ22xeQV/0RICRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4ZAv305rd/v//DT9/f3d19d/7bqw8QqIPaYvMKOgaBIlB31wSB/vzD3Umgn97cHXPjAwTqobbYvIKOQaAI1N01QaAfzpo8POR8fS/O7x5/gEBd1BabV9AxCBSBurvGC/T4UPNeoB9P//fpzbd/ffQBAnVRW2xeQccgUATq7hou0MMT+P95+h7ou9OjzcNf/OHRBwjURW2xeQUdg0ARqLtruEDf3b0+vYj08w+/+fP933w4uPPqAwTqo7bYvIKOQaAI1N01WqDHp+ongf70/fnZ+oe719cfnPLrc1YjyZ5S0DEI9Kuv1GvRJKsF+tP3h0eajwT6cSrQjwj0ZaegYxAoAg3KaoHef6tznkBH1j2AjnoovgyrobZ47lPQMQiUp/DurrEC/XD/WjsCzaG22LyCjkGgCNTdNVSgn97cv1Q073ugCHQptcXmFXQMAkWg7q6hAv1wd8m3f+VV+Ghqi80r6BgEikDdXfME+vnd6S2f432gkw8QqIvaYvMKOgaBIlB311CBnnP+ZSL8JFIwtcXmFXQMAkWg7q6JAuVn4YOpLTavoGMQKAJ1d00U6OFR5+QXMF19gEA91BabV9AxCBSBurtmCpTfBxpLbbF5BR2DQBGou2uGQJdl3fGjbohlWA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtcXmFXQMAkWg7q4I1IPVUFtsXkHHIFAE6u6KQD1YDbXF5hV0DAJFoO6uCNSD1VBbbF5BxyBQBOruikA9WA21xeYVdAwCRaDurgjUg9VQW2xeQccgUATq7opAPVgNtf7mfTUnQWaoKaJyRQh0cHO6IlAPVkMtv3mz/FnPMQgUgbq7IlAPVkMtv3mIqF4RAh3cnK4I1IPVUMtvHiKqV4RABzenKwL1YDXU8puHiOoVIdDBzemKQD1YDbX85iGiekUIdHBzuiJQD1ZDLb95iKheEQId3JyuCNSD1VDLbx4iqleEQAc3pysC9WA11PKbh4jqFSHQwc3pikA9WA21/OYhonpFCHRwc7oiUA9WQy2/eYioXhECHdycrgjUg9VQy28eIqpXhEAHN6crAvVgNdTym4eI6hUh0MHN6YpAPVgNtfzmIaJ6RQh0cHO6IlAPVkMtv3mIqF4RAh3cnK4I1IPVUMtvHiKqV4RABzenKwL1YDXU8puHiOoVIdDBzemKQD1YDbX85iGiekUIdHBzuiJQD1ZDLb95iKheEQId3JyuCNSD1VDLbx4iqleEQAc3pysC9WA11PKbh4jqFSHQwc3pikA9WA21/OYhonpFCHRwc7oiUA9WQy2/eYioXhECHdycrgjUg9VQy28eIqpXhEAHN6crAvVgNdTym4eI6hUh0MHN6YpAPVgNtfzmIaJ6RQh0cHO6IlAPVkMtv3mIqF4RAh3cnK4I1IPVUMtvHiKqV4RABzenKwL1YDXU8puHiOoVIdDBzemKQD1YDbX85iGiekUIdHBzuiJQD1ZDLb95iKheEQId3JyuCNSD1VDLbx4iqleEQAc3pysC9WA11PKbh4jqFSHQwc3pikA9WA21/OYhonpFCHRwc7oiUA9WQy2/eYioXhECHdycrgjUg9VQy28eIqpXhEAHN6crAvVgNdTym4eI6hUh0MHN6YpAPVgNtfzmIaJ6RQh0cHO6IlAPVkMtv3mIqF4RAh3cnK4I1IPVUMtvHiKqV4RABzenKwL1YDXU8puHiOoVIdDBzemKQD1YDbX85iGiekUIdHBzuiJQD1ZDLb95iKheEQId3JyuCNSD1VDLbx4iqleEQAc3pysC9WA11PKbh4jqFSHQwc3pikA9WA21/OYhonpFCHRwc7oiUA9WQy2/eYioXtHMRnMStE7l13hRVwTqwWqo5TcPEdUrChRojEHrr/GirgjUg9VQy28eIqpXFEmLWafya7yoKwL1YDXU8puHiOoVIdDBzemKQD1YDbX85iGiekUIdHBzuiJQD1ZDLb95iKheEQId3JyuCNSD1VDLbx4iqleEQAc3pysC9WA11PKbh4jqFSHQwc3pikA9WA21/OYhonpFCHRwc7oiUA9WQy2/eYioXhECHdycrgjUg9VQy28eIqpXhEAHN6crAvVgNdTym4eI6hUh0MHN6YpAPVgNtfzmIaJ6RQh0cHO6IlAPVkMtv3mIqF4RAh3cnK56gZI2QUT1iiJp6v2qHx6BzsNqqOW/dCOiekU8Ah3cnK4I1IPVUKWbN+8Xnm17h96yqOCREOgibk5XBOrBaqjKzZv5GyO3vUNvWVTwSAh0ETenKwL1YDVUrUCD7ocFHcO5Eai7KwL1YDVUBCosKngkBLqIm9MVgXqwGioCFRYVPBICXcTN6YpAPVgNFYEKiwoeCYEu4uZ0RaAerIaKQIVFBY+EQBdxc7oiUA9WQ0WgwqKCR0Kgi7g5XRGoB6uhIlBhUcEjIdBF3JyuCNSD1VARqLCo4JEQ6CJuTlcE6sFqqAhUWFTwSAh0ETenKwL1YDVUBCosKngkBLqIm9MVgXqwGmoWNuqnNBFRwSIEOrg5XRGoB6uhJmHDfswdERUsQqCDm9MVgXqwGmqaQOPuYhs22rGItixCoIOb0xWBerAaKgIVFhU8EgJdxM3pikA9WA0VgQqLCh4JgS7i5nRFoB6shopAhUUFj4RAF3FzuiJQD1ZDRaDCooJHQqCLuDldEagHq6EiUGFRwSMh0EXcnK4I1IPVUBGosKjgkRDoIm5OVwTqwWqoCFRYVPBICHQRN6crAvVgNVQEKiwqeCQEuoib0xWBerAaKgIVFhU8EgJdxM3pikA9WA0VgQqLCh4JgS7i5nRFoB6shopAhUUFj4RAF3FzuiJQD1ZDRaDCooJHQqCLuDldEagHq6EiUGFRwSMh0EXcnK4I1IPVUBGosKjgkRDoIm5OVwTqwWqoCFRYVPBICHQRN6crAvVgNVQEKiwqeCQEuoib0xWBerAaKgIVFhU8EgJdxM3pikA9WA0VgQqLCh4JgS7i5nRFoB6shopAhUUFj4RAF3FzuiJQD1ZDRaDCooJHQqCLuDldEagHq6EiUGFRwSMh0EXcnK4I1IPVUBGosKjgkRDoIm5OVwTqwWqoCFRYVPBICHQRN6crAvVgNVQEKiwqeCQEuoib0xWBerAaKgIVFhU8EgJdxM3pikA9WA0VgQqLCh4JgS7i5nRFoB6shopAhUUFj4RAF3FzuiJQD1ZDRaDCooJHQqCLuDldEagHq6EiUGFRwSMh0EXcnK4I1IPVUBGosKjgkRDoIm5OVwTqwWqoCFRYVPBICHQRN6crAvVgNVQEKiwqeCQEuoib0xWBerAaKgIVFhU8EgJdxM3pikA9WA0VgQqLCh4JgS7i5nRFoB6shopAhUUFj4RAF3FzuiJQD1ZDdWC/mpW4u9iGjXYsoi2LEOjg5nRFoB6shrocO8+fu71Db1lU8EgIdBE3pysC9WA1VI9A4+49QUUFj8S5Eai7KwL1YDVUBCosKngkBLqIm9MVgXqwGioCFRYVPBICXcTN6YpAPVgNFYEKiwoeCYEu4uZ0RaAerIaKQIVFBY+EQBdxc7oiUA9WQ0WgwqKCR0Kgi7g5XRGoB6uhIlBhUcEjIdBF3JyuCNSD1VARqLCo4JEQ6CJuTlcE6sFqqAhUWFTwSAh0ETenKwL1YDVUBCosKngkBLqIm9MVgXqwGioCFRYVPBICXcTN6YpAPVgNFYEKiwoeCYEu4uZ0RaAerIaKQIVFBY+EQBdxc7oiUA9WQ0WgwqKCR0Kgi7g5XRGoB6uhIlBhUcEjIdBF3JyuCNSD1VARqLCo4JEQ6CJuTlcE6sFqqAhUWFTwSAh0ETenKwL1YDVUBCosKngkBLqIm9MVgXqwGioCFRYVPBICXcTN6YpAPVgNFYEKiwoeCYEu4uZ0RaAerIaKQIVFBY+EQBdxc7oiUA9WQ0WgwqKCR0Kgi7g5XRGoB6uhIlBhUcEjIdBF3JyuCNSD1VARqLCo4JEQ6CJuTlcE6sFqqAhUWFTwSAh0ETenKwL1YDVUBCosKngkBLqIm9MVgXqwGioCFRYVPNLm556TjDUOCQK9efyoG2IZVkNFoMKigkcqKVDToAgUgSJQf1HBI3HuLZ/nI1AEWkKg8x4PbHzvqUbj3Ah0cHO6IlAPVkO9ws58QrXxvacajXMj0MHN6YpAPVgN9ZFAN75jBBUVPBLnRqDurgjUg9VQEaiwqOCRap572RpvFwR68/hRN8QyrIaKQIVFBY9U89zL1ni7INCbx4+6IZZhNVQEKiwqeKSa5162xtsFgd48ftQNsQybDdjn60M179BBRQWPVPPc5p0HgSLQ5P47fYG95h06qKjgkWqe27zzIFAEmty/5B0jqKjgkTg3AnV3RaAebHL/kneMoKKCR+LcCNTdFYF6sMn9S94xgooKHolzI1B3VwTqwSb3L3nHCCoqeCTOjUDdXRGoB5vcv+QdI6io4JE4NwJ1d0WgHmxy/5J3jKCigkfi3AjU3RWBerDJ/UveMYKKCh6JcyNQd1cE6sEm9y95xwgqKngkzo1A3V0RqAeb3L/kHSOoqOCRODcCdXdFoB5scv+Sd4ygooJH4twI1N0VidlIcAAACPJJREFUgXqwyf1L3jGCigoeiXMjUHdXBOrBJvcveccIKip4JM6NQN1dEagHm9y/5B0jqKjgkTg3AnV3RaAebHL/kneMoKKCR+LcCNTdFYF6sMn9S94xgooKHolzI1B3VwTqwSb3L3nHCCoqeCTOHVk0J8n3n5tBoDePH3VDLMMm9y95xwgqKngkzr21QBUGRaA3jx91QyzDJvcveccIKip4JM5d7nl+QhDozeNH3RDLsMn993vHqEbj3AWPhEBfnkBnPjMJy7brvGVRwSNxbgTq7opA52Rrf+72jlGNxrkLHgmBvkCBbrxg1Wicu+CRdnzube62V9m9QH/6/u7u7jsEGlRU8Eicu2BRwSNtLdBZz/mcvbcT6Kc3d8f89u8INKSo4JE4d8GigkfaWKAzv2vma76ZQA+PP1/fW/TJY9A1tw0C3V1RwSNx7uYCTTzSZgL9eHrs+enNt3+NEWjYV5V5X5/idieoqOCROHfBooJHQqCOvDs99Pz5h7s/hAg07HH5zEZxuxNUVPBInLtgUcEjzbPVzDtm2J3X56GtBPrzD7/58/0fPjx5Du87eNitUnPBqtE4d8Ej7fjc22bWkXwe2kqgP31/fur+4fit0Pv8+hxfw62vASGkc0I8ly/Qj0ECxaCEkLiEeG5LgY74HjqPB9BrPtuP1VBb/SJFC8qwG3Al0FbDIlAXVkNttXkWlGE34EqgrYbdXKAfEKib2mrzLCjDbsCVQFsNu5VAw1+FH8ePuiGWYTXUVptnQRl2A64E2mrYrQT6+d3p/Z9h7wMdx4+6IZZhNdRWm2dBGXYDrgTaatjNBBr+k0jn40fdEMuwGmqrzbOgDLsBVwJtNexmAt33z8I/xmqorTbPgjLsBlwJtNWwmwn08BB0x7+N6TFWQ221eRaUYTfgSqCtht1OoLv+faCPsRpqq82zoAy7AVcCbTXshgJ9LuuOH3VDLMNqqK02z4Iy7AZcCbTVsAjUhdVQW22eBWXYDbgSaKthEagLq6G22jwLyrAbcCXQVsMiUBdWQ221eRaUYTfgSqCthkWgLqyG2mrzLCjDbsCVQFsNi0BdWA211eZZUIbdgCuBthoWgbqwGmqrzbOgDLsBVwJtNSwCdWE11FabZ0EZdgOuBNpqWATqwmqorTbPgjLsBlwJtNWwCNSF1VBbbZ4FZdgNuBJoq2ERqAurobbaPAvKsBtwJdBWwyJQF1ZDbbV5FpRhN+BKoK2GRaAurIbaavMsKMNuwJVAWw2LQF1YDbXV5llQht2AK4G2GhaBurAaaqvNs6AMuwFXAm01LAJ1YTXUVptnQRl2A64E2mpYBOrCaqitNs+CMuwGXAm01bAI1IXVUFttngVl2A24EmirYRGoC6uhtto8C8qwG3Al0FbDIlAXVkNttXkWlGE34EqgrYZFoC6shtpq8ywow27AlUBbDYtAXVgNtdXmWVCG3YArgbYaFoG6sBpqq82zoAy7AVcCbTUsAnVhNdRWm2dBGXYDrgTaalgE6sJqqK02z4Iy7AZcCbTVsAjUhdVQW22eBWXYDbgSaKthCwh0TX79a/UJNgzDdg3DdgkCLRyG7RqG7RIEWjgM2zUM2yUItHAYtmsYtksQaOEwbNcwbJcg0MJh2K5h2C5BoIXDsF3DsF2CQAuHYbuGYbtkbwIlhJAyQaCEEOIMAiWEEGcQKCGEOINACSHEGQRKCCHOIFBCCHEGgRJCiDO7E+inN3d3d9+pT7FR7of99q/qY2yWn75/rT7CBvnp+xe0wp+bX9W9CfTD3X1ehlTenYZ9OXe2d3eN72oj918V7+5++3f1QbZK66u6M4Eelu8P91/CG1+SSz6e1Pnu7jd/Vh9lmxy+YPS/rqflPSzyS/my2Puq7kyg705r9+nNS3gIeh6291fwh9w/Mus/6cfTY8+XscL9r+rOBHrOT9+/gO37+YfzI8+PnRfwkg+H+9lLmPT8ZfHnH47Ppdqn/VXdp0A/vXk530F6MQI9fLl4AZNevix+eBHP4dtf1V0K9PSd0JeSF/JY5ZjWd7VTLk+ePvSf9ZzWV3WHAn1392JeVbnPh5fzgm3ru9opF4G+gFnPaT3p/gR6eED2kt7Zc1i/l/PlovVd7RQE2iv7E+gxL+g5/EvyZ++72ikItFf2IdCPpzeU/2HyF32f1l4N+6G5P6+vbOu72il8D7RXdirQzi/DT4b9+YfuP3P14gT6wl6FP6b1Vd2HQEcuL0h3FuhDDuO+hDEf0vquds670wrz3ooe2ZdALz+U8yKe/7w4f/a+q53zwn4S6XPzq7ozgZ5fPXoZr6y8oPcvndP6rnbOi/tZ+N5XdWcCHd8zewlPf+5/69ndi/rNPa3vaiMfX9Y1bX5V9ybQk1ZexPJ9vEOgLfPSfh9o66u6O4ESQkiVIFBCCHEGgRJCiDMIlBBCnEGghBDiDAIlhBBnECghhDiDQAkhxBkESgghziBQQghxBoESQogzCJQQQpxBoIQQ4gwCJYQQZxAo2XP+8btX33yx4O2rX/1to7OQFxgESvYcBEqkQaBkz0GgRBoESvYcU6CEZAaBkj0HgRJpECjZcxAokQaBkj3nXqBvX7169Ys/3S7ge6AkMwiU7DkHgf6X3726z21RIlCSGQRK9px/HO359eejKO//70kQKMkMAiV7zlGgp2+Cvr/9LB6BkswgULLnHAT6y7+MP916CIpASWYQKNlzJtq8rUoESjKDQMmeM3kb09vxWPQqCJRkBoGSPecg0N+f//gegZLNg0DJnsMjUCINAiV7zpVA+R4o2ToIlOw5B4GeBfnMD3UiUJIZBEr2nOP7QE/fBH3L+0DJ9kGgZM+5/0mkwyPPf/7x1e3fKoJASWYQKNlzJj8Lf/MnOREoSQ0CJXvO5bcx3XoF/hgESjKDQAkhxBkESgghziBQQghxBoESQogzCJT0yY+vHuX39ucQsiIIlPQJAiUbB4ESQogzCJQQQpxBoIQQ4gwCJYQQZxAoIYQ4g0AJIcQZBEoIIc4gUEIIcQaBEkKIMwiUEEKcQaCEEOIMAiWEEGcQKCGEOINACSHEmf8Prk6++l9XRQoAAAAASUVORK5CYII=" width="672" /></p>
<p>This RMSE is then calculated and it is now reduced to less than one (0.944). But still it is not satisfactory.</p>
<pre class="r"><code>#Predictions
predicted_ratings <- mu_hat + test_set %>%
left_join(movie_avgs, by='movieId') %>%
pull(b_i)
movie_rmse <- RMSE(predicted_ratings, test_set$rating)
movie_rmse</code></pre>
<pre><code>## [1] 0.9438643</code></pre>
<pre class="r"><code>rmse_results <- bind_rows(rmse_results,data_frame(method="Movie Effect Model",RMSE = movie_rmse))</code></pre>
</div>
<div id="model-5-movie-user-effect-model" class="section level4">
<h4>Model 5: Movie + User Effect Model</h4>
<p>As an improvement over the previous model, we consider now the possible variations in the ratings given by a user u. Let’s compute the average rating for user u. As we see substantial variations across users, we introduce the user effect also in the model. The model now can be written as</p>
<p><span class="math display">\[
Y_{u,i} = \mu + b_i + b_u + \varepsilon_{u,i}
\]</span> where <span class="math inline">\(b_u\)</span> is a user-specific effect. Now if a cranky user (negative <span class="math inline">\(b_u\)</span>) rates a great movie (positive <span class="math inline">\(b_i\)</span>), the effects counter each other and we may be able to correctly predict that this user gave this great movie a 3 rather than a 5.</p>
<pre class="r"><code>#Movie + User Effect Model Histogram
user_avgs <- train_set %>%
left_join(movie_avgs, by='movieId') %>%
group_by(userId) %>%
summarize(b_u = mean(rating - mu_hat - b_i))
user_avgs %>% qplot(b_u, geom ="histogram", bins = 30, data = ., color = I("blue"), fill=I("purple"), main= "User Average bias")</code></pre>
<p><img 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" width="672" /></p>
<p>On fitting the model the RMSE is calculated and found to be 0.866, which is a substantial reduction.</p>
<pre class="r"><code>#Movie+User Effect Predictions
predicted_ratings <- test_set %>%
left_join(movie_avgs, by='movieId') %>%
left_join(user_avgs, by='userId') %>%
mutate(pred = mu_hat + b_i + b_u) %>%
pull(pred)
movie_user_rmse <- RMSE(predicted_ratings, as.numeric(test_set$rating))
movie_user_rmse</code></pre>
<pre><code>## [1] 0.8662211</code></pre>
<pre class="r"><code>rmse_results <- bind_rows(rmse_results, data_frame(method="Movie + User Effects Model", RMSE = movie_user_rmse))</code></pre>
</div>
<div id="model-6-regularized-movie-effect-model" class="section level4">
<h4>Model 6: Regularized Movie Effect Model</h4>
<p>When some movies are rated by a few users, then the estimates becomes uncertain and <span class="math inline">\(\hat{b}_i\)</span> becomes noisy. It may not be appropriate to trust such estimates, especially when it comes to prediction. Large errors can increase our RMSE, so we would rather be conservative when unsure.</p>
<p>Regularization permits us to penalize large estimates that are formed using small sample sizes. In this model we use the regularization technique and attempt to predict the ratings. The general idea behind regularization is to constrain the total variability of the effect sizes. When our sample size <span class="math inline">\(n_i\)</span> is very large, a case which will give us a stable estimate, then the penalty <span class="math inline">\(\lambda\)</span> is effectively ignored since <span class="math inline">\(n_i + \lambda ??? n_i\)</span>.</p>
<p>As <span class="math inline">\(\lambda\)</span> is a tuning parameter, let us use cross validation and tune the parameter <span class="math inline">\(\lambda\)</span>. This has resulted in the minimum RMSE of 0.944 for the <span class="math inline">\(\lambda = 2.25\)</span>.</p>
<p>We can also see how the estimates shrink, by plotting the regularized estimates versus the least squares estimates. As the RMSE is higher than the previous model, the current model is not of use.</p>
<pre class="r"><code>#Plot of regularized estimates versus the least squares estimates
lambda <- 2.25
mu <- mean(train_set$rating)
movie_reg_avgs <- train_set %>%
group_by(movieId) %>%
summarize(b_i = sum(as.numeric(rating) - mu)/(n()+lambda), n_i = n())
data_frame(original = movie_avgs$b_i,
regularlized = movie_reg_avgs$b_i,
n = movie_reg_avgs$n_i) %>%
ggplot(aes(original, regularlized, size=sqrt(n))) +
geom_point(shape=1, alpha=0.5)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>#Cross validation for lambda for movie effect
lambdas <- seq(0, 10, 0.25)
mu <- mean(train_set$rating)
just_the_sum <- train_set %>%
group_by(movieId) %>%
summarize(s = sum(rating - mu), n_i = n())
rmses <- sapply(lambdas, function(l){
predicted_ratings <- test_set %>%
left_join(just_the_sum, by='movieId') %>%
mutate(b_i = s/(n_i+l)) %>%
mutate(pred = mu + b_i) %>%
pull(pred)
return(RMSE(predicted_ratings, as.numeric(test_set$rating)))
})
#Plot of rmses vs lambdas
qplot(lambdas, rmses) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>lambdas[which.min(rmses)]</code></pre>
<pre><code>## [1] 1.75</code></pre>
<pre class="r"><code>min(rmses)</code></pre>
<pre><code>## [1] 0.943813</code></pre>
<pre class="r"><code>#Predictions
rmse_results <- bind_rows(rmse_results,
data_frame(method="Regularized Movie Effect Model", RMSE = min(rmses)))</code></pre>
</div>
<div id="model-7-regularized-movie-effect-model" class="section level4">
<h4>Model 7: Regularized Movie + Effect Model</h4>
<p>As in the previous model, let us now take the Movie + User effect model and apply regularization technique with cross validation. This model yields an RMSE of 0.866 for the <span class="math inline">\(\lambda = 4.75\)</span>.</p>
<pre class="r"><code>#Cross validation for lambda for movie + user effect
lambdas <- seq(0, 10, 0.25)
rmses <- sapply(lambdas, function(l){
mu <- mean(as.numeric(train_set$rating))
b_i <- train_set %>%
group_by(movieId) %>%
summarize(b_i = sum(as.numeric(rating) - mu)/(n()+l))
b_u <- train_set %>%
left_join(b_i, by="movieId") %>%
group_by(userId) %>%
summarize(b_u = sum(as.numeric(rating) - b_i - mu)/(n()+l))
predicted_ratings <-
test_set %>%
left_join(b_i, by = "movieId") %>%
left_join(b_u, by = "userId") %>%
mutate(pred = mu + b_i + b_u) %>%
pull(pred)
return(RMSE(predicted_ratings, as.numeric(test_set$rating)))
})
#Plot of rmses vs lambdas
qplot(lambdas, rmses) </code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>#Predictions
lambda <- lambdas[which.min(rmses)]
lambda</code></pre>
<pre><code>## [1] 4.75</code></pre>
<pre class="r"><code>min(rmses)</code></pre>
<pre><code>## [1] 0.865576</code></pre>
<pre class="r"><code>rmse_results <- bind_rows(rmse_results,
data_frame(method="Regularized Movie + User Effect Model",
RMSE = min(rmses)))</code></pre>
</div>
</div>
<div id="results" class="section level3">
<h3>Results</h3>
<p>We have developed seven models to prescribe a movie recommendation system. These models had different levels of error. The models along with their RMSEs are given below:</p>
<pre class="r"><code>#Results of models and their RMSEs
rmse_results</code></pre>
<pre><code>## # A tibble: 7 x 2
## method RMSE
## <chr> <dbl>
## 1 Guessing Model 1.94
## 2 Proportional Model 1.50
## 3 Same Mean rating Model 1.06
## 4 Movie Effect Model 0.944
## 5 Movie + User Effects Model 0.866
## 6 Regularized Movie Effect Model 0.944
## 7 Regularized Movie + User Effect Model 0.866</code></pre>
<p>Our objective in developing the model is to have such a model with RMSE less than 0.87750. As the Movie + User effect model and Regularized Movie + User effect model satisfy our objective in terms of their RMSEs, both being 0.866, we consider the Movie + User effect model, being simpler of the two, as the appropriate one for application on the validation set, which has been considered as external data set. On application of the Movie + User effect model on the validation set, it predicts the user ratings with the RMSE of 0.866.</p>
<pre class="r"><code>####Predictions using the validation set
movie_avgs <- train_set %>%
group_by(movieId) %>%
summarize(b_i = mean(as.numeric(rating) - mu_hat))
user_avgs <- train_set %>%
left_join(movie_avgs, by='movieId') %>%
group_by(userId) %>%
summarize(b_u = mean(rating - mu_hat - b_i))
predicted_ratings <- validation %>%
left_join(movie_avgs, by='movieId') %>%
left_join(user_avgs, by='userId') %>%
mutate(pred = mu_hat + b_i + b_u) %>%
pull(pred)
movie_user_rmse_vali <- RMSE(predicted_ratings, validation$rating)
movie_user_rmse_vali</code></pre>
<pre><code>## [1] 0.8663736</code></pre>
</div>
</div>
<div id="conclusion" class="section level2">
<h2>Conclusion</h2>
<p>The Movie + User Effect Model is the model with 0.866 RMSE. It is also validated with the validation data set and found to predict the ratings with the same RMSE. It is therefore concluded that the Movie + User effect Model is the appropriate movie recommendation system.</p>
</div>
<div id="references" class="section level2">
<h2>References</h2>
<ol style="list-style-type: decimal">
<li><p>Recommendersystems - Wikipedia <a href="https://en.wikipedia.org/wiki/Recommender_system" class="uri">https://en.wikipedia.org/wiki/Recommender_system</a></p></li>
<li><p>GroupLens Research <a href="https://grouplens.org/datasets/movielens/" class="uri">https://grouplens.org/datasets/movielens/</a></p></li>
<li><p>Introduction to Data Science - Data Analysis and Prediction Algorithms with R by Prof. Rafael A. Irizarry (2019-03-27) <a href="https://rafalab.github.io/dsbook/" class="uri">https://rafalab.github.io/dsbook/</a></p></li>
<li><p>RecommenderSystem_MovieLens <a href="https://github.com/amboussetta/RecommenderSystem_MovieLens" class="uri">https://github.com/amboussetta/RecommenderSystem_MovieLens</a></p></li>
<li><p><a href="https://github.com/AdityaRoongta/movie_recommender/blob/d93169ca9cb7440a24e5abf90e425d634d1babb4/RCode.R" class="uri">https://github.com/AdityaRoongta/movie_recommender/blob/d93169ca9cb7440a24e5abf90e425d634d1babb4/RCode.R</a></p></li>
<li><p><a href="https://github.com/VarunRaosr/MovieRecommenderSystem/blob/master/recommendation.R" class="uri">https://github.com/VarunRaosr/MovieRecommenderSystem/blob/master/recommendation.R</a></p></li>
<li><p><a href="https://github.com/lee-stats/movielens-project/blob/master/MovieLens%20Project%20Report.Rmd">https://github.com/lee-stats/movielens-project/blob/master/MovieLens%20Project%20Report.Rmd</a></p></li>
<li><p><a href="https://rstudio-pubs-static.s3.amazonaws.com/288836_388ef70ec6374e348e32fde56f4b8f0e.html" class="uri">https://rstudio-pubs-static.s3.amazonaws.com/288836_388ef70ec6374e348e32fde56f4b8f0e.html</a></p></li>
<li><p><a href="https://github.com/amboussetta/RecommenderSystem_MovieLens/blob/master/RecoSystem%20models%20Analysis.R">https://github.com/amboussetta/RecommenderSystem_MovieLens/blob/master/RecoSystem%20models%20Analysis.R</a></p></li>
</ol>
</div>
</div>
<script>
// add bootstrap table styles to pandoc tables
function bootstrapStylePandocTables() {
$('tr.header').parent('thead').parent('table').addClass('table table-condensed');
}
$(document).ready(function () {
bootstrapStylePandocTables();
});
</script>
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<script>
(function () {
var script = document.createElement("script");
script.type = "text/javascript";
script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
document.getElementsByTagName("head")[0].appendChild(script);
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</script>
</body>
</html>