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<title>Creating Graphs with ggplot2</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%2Fx%2Dfont%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%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9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%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%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%2BcBdwFFAAAAA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RTA1Ngd1bmlFMDU3B3VuaUUwNTgHdW5pRTA1OQd1bmlFMDYwB3VuaUUwNjIHdW5pRTA2Mwd1bmlFMDY0B3VuaUUwNjUHdW5pRTA2Ngd1bmlFMDY3B3VuaUUwNjgHdW5pRTA2OQd1bmlFMDcwB3VuaUUwNzEHdW5pRTA3Mgd1bmlFMDczB3VuaUUwNzQHdW5pRTA3NQd1bmlFMDc2B3VuaUUwNzcHdW5pRTA3OAd1bmlFMDc5B3VuaUUwODAHdW5pRTA4MQd1bmlFMDgyB3VuaUUwODMHdW5pRTA4NAd1bmlFMDg1B3VuaUUwODYHdW5pRTA4Nwd1bmlFMDg4B3VuaUUwODkHdW5pRTA5MAd1bmlFMDkxB3VuaUUwOTIHdW5pRTA5Mwd1bmlFMDk0B3VuaUUwOTUHdW5pRTA5Ngd1bmlFMDk3B3VuaUUxMDEHdW5pRTEwMgd1bmlFMTAzB3VuaUUxMDQHdW5pRTEwNQd1bmlFMTA2B3VuaUUxMDcHdW5pRTEwOAd1bmlFMTA5B3VuaUUxMTAHdW5pRTExMQd1bmlFMTEyB3VuaUUxMTMHdW5pRTExNAd1bmlFMTE1B3VuaUUxMTYHdW5pRTExNwd1bmlFMTE4B3VuaUUxMTkHdW5pRTEyMAd1bmlFMTIxB3VuaUUxMjIHdW5pRTEyMwd1bmlFMTI0B3VuaUUxMjUHdW5pRTEyNgd1bmlFMTI3B3VuaUUxMjgHdW5pRTEyOQd1bmlFMTMwB3VuaUUxMzEHdW5pRTEzMgd1bmlFMTMzB3VuaUUxMzQHdW5pRTEzNQd1bmlFMTM2B3VuaUUxMzcHdW5pRTEzOAd1bmlFMTM5B3VuaUUxNDAHdW5pRTE0MQd1bmlFMTQyB3VuaUUxNDMHdW5pRTE0NAd1bmlFMTQ1B3VuaUUxNDYHdW5pRTE0OAd1bmlFMTQ5B3VuaUUxNTAHdW5pRTE1MQd1bmlFMTUyB3VuaUUxNTMHdW5pRTE1NAd1bmlFMTU1B3VuaUUxNTYHdW5pRTE1Nwd1bmlFMTU4B3VuaUUxNTkHdW5pRTE2MAd1bmlFMTYxB3VuaUUxNjIHdW5pRTE2Mwd1bmlFMTY0B3VuaUUxNjUHdW5pRTE2Ngd1bmlFMTY3B3VuaUUxNjgHdW5pRTE2OQd1bmlFMTcwB3VuaUUxNzEHdW5pRTE3Mgd1bmlFMTczB3VuaUUxNzQHdW5pRTE3NQd1bmlFMTc2B3VuaUUxNzcHdW5pRTE3OAd1bmlFMTc5B3VuaUUxODAHdW5pRTE4MQd1bmlFMTgyB3VuaUUxODMHdW5pRTE4NAd1bmlFMTg1B3VuaUUxODYHdW5pRTE4Nwd1bmlFMTg4B3VuaUUxODkHdW5pRTE5MAd1bmlFMTkxB3VuaUUxOTIHdW5pRTE5Mwd1bmlFMTk0B3VuaUUxOTUHdW5pRTE5Nwd1bmlFMTk4B3VuaUUxOTkHdW5pRTIwMAd1bmlFMjAxB3VuaUUyMDIHdW5pRTIwMwd1bmlFMjA0B3VuaUUyMDUHdW5pRTIwNgd1bmlFMjA5B3VuaUUyMTAHdW5pRTIxMQd1bmlFMjEyB3VuaUUyMTMHdW5pRTIxNAd1bmlFMjE1B3VuaUUyMTYHdW5pRTIxOAd1bmlFMjE5B3VuaUUyMjEHdW5pRTIyMwd1bmlFMjI0B3VuaUUyMjUHdW5pRTIyNgd1bmlFMjI3B3VuaUUyMzAHdW5pRTIzMQd1bmlFMjMyB3VuaUUyMzMHdW5pRTIzNAd1bmlFMjM1B3VuaUUyMzYHdW5pRTIzNwd1bmlFMjM4B3VuaUUyMzkHdW5pRTI0MAd1bmlFMjQxB3VuaUUyNDIHdW5pRTI0Mwd1bmlFMjQ0B3VuaUUyNDUHdW5pRTI0Ngd1bmlFMjQ3B3VuaUUyNDgHdW5pRTI0OQd1bmlFMjUwB3VuaUUyNTEHdW5pRTI1Mgd1bmlFMjUzB3VuaUUyNTQHdW5pRTI1NQd1bmlFMjU2B3VuaUUyNTcHdW5pRTI1OAd1bmlFMjU5B3VuaUUyNjAHdW5pRjhGRgZ1MUY1MTEGdTFGNkFBAAAAAAFUUMMXAAA%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%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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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc1OyIgZD0iTTUwMCA2MTJ2NDM4cTAgMjEgMTAuNSAyNXQyNS41IC0xMGw0OTIgLTQ4MHExNSAtMTQgMTUgLTM1dC0xNSAtMzVsLTQ5MiAtNDgwcS0xNSAtMTQgLTI1LjUgLTEwdC0xMC41IDI1djQzOGwtNDY0IC00NTNxLTE1IC0xNCAtMjUuNSAtMTB0LTEwLjUgMjV2MTAwMHEwIDIxIDEwLjUgMjV0MjUuNSAtMTB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3NjsiIGQ9Ik0xMDQ4IDExMDJsMTAwIDFxMjAgMCAzNSAtMTQuNXQxNSAtMzUuNWw1IC0xMDAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41bC0xMDAgLTFxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41bC0yIDQzN2wtNDYzIC00NTRxLTE0IC0xNSAtMjQuNSAtMTAuNXQtMTAuNSAyNS41bC0yIDQzN2wtNDYyIC00NTVxLTE1IC0xNCAtMjUuNSAtOS41dC0xMC41IDI0LjVsLTUgMTAwMHEwIDIxIDEwLjUgMjUuNXQyNS41IC0xMC41bDQ2NiAtNDUwIGwtMiA0MzhxMCAyMCAxMC41IDI0LjV0MjUuNSAtOS41bDQ2NiAtNDUxbC0yIDQzOHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3NzsiIGQ9Ik04NTAgMTEwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NDM4bC00NjQgLTQ1M3EtMTUgLTE0IC0yNS41IC0xMHQtMTAuNSAyNXYxMDAwcTAgMjEgMTAuNSAyNXQyNS41IC0xMGw0NjQgLTQ1M3Y0MzhxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNzg7IiBkPSJNNjg2IDEwODFsNTAxIC01NDBxMTUgLTE1IDEwLjUgLTI2dC0yNi41IC0xMWgtMTA0MnEtMjIgMCAtMjYuNSAxMXQxMC41IDI2bDUwMSA1NDBxMTUgMTUgMzYgMTV0MzYgLTE1ek0xNTAgNDAwaDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTA3OyIgZD0iTS05MCAxMDBsNjQyIDEwNjZxMjAgMzEgNDggMjguNXQ0OCAtMzUuNWw2NDIgLTEwNTZxMjEgLTMyIDcuNSAtNjcuNXQtNTAuNSAtMzUuNWgtMTI5NHEtMzcgMCAtNTAuNSAzNHQ3LjUgNjZ6TTE1NSAyMDBoMzQ1djc1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjVoMTUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNzVoMzQ1bC00NDUgNzIzek00OTYgNzAwaDIwOHEyMCAwIDMyIC0xNC41dDggLTM0LjVsLTU4IC0yNTIgcS00IC0yMCAtMjEuNSAtMzQuNXQtMzcuNSAtMTQuNWgtNTRxLTIwIDAgLTM3LjUgMTQuNXQtMjEuNSAzNC41bC01OCAyNTJxLTQgMjAgOCAzNC41dDMyIDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwODsiIGQ9Ik02NTAgMTIwMHE2MiAwIDEwNiAtNDR0NDQgLTEwNnYtMzM5bDM2MyAtMzI1cTE1IC0xNCAyNiAtMzguNXQxMSAtNDQuNXYtNDFxMCAtMjAgLTEyIC0yNi41dC0yOSA1LjVsLTM1OSAyNDl2LTI2M3ExMDAgLTkzIDEwMCAtMTEzdi02NHEwIC0yMSAtMTMgLTI5dC0zMiAxbC0yMDUgMTI4bC0yMDUgLTEyOHEtMTkgLTkgLTMyIC0xdC0xMyAyOXY2NHEwIDIwIDEwMCAxMTN2MjYzbC0zNTkgLTI0OXEtMTcgLTEyIC0yOSAtNS41dC0xMiAyNi41djQxIHEwIDIwIDExIDQ0LjV0MjYgMzguNWwzNjMgMzI1djMzOXEwIDYyIDQ0IDEwNnQxMDYgNDR6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEwOTsiIGQ9Ik04NTAgMTIwMGgxMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTUwaDUwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xNTBoLTExMDB2MTUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg1MHY1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGg1MDB2NTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek0xMTAwIDgwMHYtNzUwcTAgLTIxIC0xNC41IC0zNS41IHQtMzUuNSAtMTQuNWgtMTAwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NzUwaDExMDB6TTEwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTMwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTUwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTcwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTkwMCA2MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTEwMCA0MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTMwMCA0MDB2LTEwMGgxMDB2MTAwaC0xMDB6TTUwMCA0MDAgdi0xMDBoMTAwdjEwMGgtMTAwek03MDAgNDAwdi0xMDBoMTAwdjEwMGgtMTAwek05MDAgNDAwdi0xMDBoMTAwdjEwMGgtMTAwek0xMDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAwek0zMDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAwek01MDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAwek03MDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAwek05MDAgMjAwdi0xMDBoMTAwdjEwMGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTA7IiBkPSJNMTEzNSAxMTY1bDI0OSAtMjMwcTE1IC0xNCAxNSAtMzV0LTE1IC0zNWwtMjQ5IC0yMzBxLTE0IC0xNCAtMjQuNSAtMTB0LTEwLjUgMjV2MTUwaC0xNTlsLTYwMCAtNjAwaC0yOTFxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMjA5bDYwMCA2MDBoMjQxdjE1MHEwIDIxIDEwLjUgMjV0MjQuNSAtMTB6TTUyMiA4MTlsLTE0MSAtMTQxbC0xMjIgMTIyaC0yMDlxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDI5MXpNMTEzNSA1NjVsMjQ5IC0yMzBxMTUgLTE0IDE1IC0zNXQtMTUgLTM1bC0yNDkgLTIzMHEtMTQgLTE0IC0yNC41IC0xMHQtMTAuNSAyNXYxNTBoLTI0MWwtMTgxIDE4MWwxNDEgMTQxbDEyMiAtMTIyaDE1OXYxNTBxMCAyMSAxMC41IDI1dDI0LjUgLTEweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTE7IiBkPSJNMTAwIDExMDBoMTAwMHE0MSAwIDcwLjUgLTI5LjV0MjkuNSAtNzAuNXYtNjAwcTAgLTQxIC0yOS41IC03MC41dC03MC41IC0yOS41aC01OTZsLTMwNCAtMzAwdjMwMGgtMTAwcS00MSAwIC03MC41IDI5LjV0LTI5LjUgNzAuNXY2MDBxMCA0MSAyOS41IDcwLjV0NzAuNSAyOS41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTI7IiBkPSJNMTUwIDEyMDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yNTBoLTMwMHYyNTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41ek04NTAgMTIwMGgyMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTI1MGgtMzAwdjI1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTExMDAgODAwdi0zMDBxMCAtNDEgLTMgLTc3LjV0LTE1IC04OS41dC0zMiAtOTZ0LTU4IC04OXQtODkgLTc3dC0xMjkgLTUxdC0xNzQgLTIwdC0xNzQgMjAgdC0xMjkgNTF0LTg5IDc3dC01OCA4OXQtMzIgOTZ0LTE1IDg5LjV0LTMgNzcuNXYzMDBoMzAwdi0yNTB2LTI3di00Mi41dDEuNSAtNDF0NSAtMzh0MTAgLTM1dDE2LjUgLTMwdDI1LjUgLTI0LjV0MzUgLTE5dDQ2LjUgLTEydDYwIC00dDYwIDQuNXQ0Ni41IDEyLjV0MzUgMTkuNXQyNSAyNS41dDE3IDMwLjV0MTAgMzV0NSAzOHQyIDQwLjV0LTAuNSA0MnYyNXYyNTBoMzAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTM7IiBkPSJNMTEwMCA0MTFsLTE5OCAtMTk5bC0zNTMgMzUzbC0zNTMgLTM1M2wtMTk3IDE5OWw1NTEgNTUxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTQ7IiBkPSJNMTEwMSA3ODlsLTU1MCAtNTUxbC01NTEgNTUxbDE5OCAxOTlsMzUzIC0zNTNsMzUzIDM1M3oiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTM0OyIgZD0iTTYwMCAxMTc4cTExOCAwIDIyNSAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI1dC00NS41IC0yMjV0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNSAtNDUuNXQtMjI1IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNXQ0NS41IDIyNXQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNSA0NS41ek02NzUgOTAwaC0xNTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di0yNzVoLTEzN3EtMjEgMCAtMjYgLTExLjUgdDggLTI3LjVsMjIzIC0yNzVxMTMgLTE2IDMyIC0xNnQzMiAxNmwyMjMgMjc1cTEzIDE2IDggMjcuNXQtMjYgMTEuNWgtMTM3djI3NXEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzNTsiIGQ9Ik02MDAgMTE3NnExMTYgMCAyMjIuNSAtNDZ0MTg0IC0xMjMuNXQxMjMuNSAtMTg0dDQ2IC0yMjIuNXQtNDYgLTIyMi41dC0xMjMuNSAtMTg0dC0xODQgLTEyMy41dC0yMjIuNSAtNDZ0LTIyMi41IDQ2dC0xODQgMTIzLjV0LTEyMy41IDE4NHQtNDYgMjIyLjV0NDYgMjIyLjV0MTIzLjUgMTg0dDE4NCAxMjMuNXQyMjIuNSA0NnpNNjI3IDExMDFxLTE1IC0xMiAtMzYuNSAtMjAuNXQtMzUuNSAtMTJ0LTQzIC04dC0zOSAtNi41IHEtMTUgLTMgLTQ1LjUgMHQtNDUuNSAtMnEtMjAgLTcgLTUxLjUgLTI2LjV0LTM0LjUgLTM0LjVxLTMgLTExIDYuNSAtMjIuNXQ4LjUgLTE4LjVxLTMgLTM0IC0yNy41IC05MXQtMjkuNSAtNzlxLTkgLTM0IDUgLTkzdDggLTg3cTAgLTkgMTcgLTQ0LjV0MTYgLTU5LjVxMTIgMCAyMyAtNXQyMy41IC0xNXQxOS41IC0xNHExNiAtOCAzMyAtMTV0NDAuNSAtMTV0MzQuNSAtMTJxMjEgLTkgNTIuNSAtMzJ0NjAgLTM4dDU3LjUgLTExIHE3IC0xNSAtMyAtMzR0LTIyLjUgLTQwdC05LjUgLTM4cTEzIC0yMSAyMyAtMzQuNXQyNy41IC0yNy41dDM2LjUgLTE4cTAgLTcgLTMuNSAtMTZ0LTMuNSAtMTR0NSAtMTdxMTA0IC0yIDIyMSAxMTJxMzAgMjkgNDYuNSA0N3QzNC41IDQ5dDIxIDYzcS0xMyA4IC0zNyA4LjV0LTM2IDcuNXEtMTUgNyAtNDkuNSAxNXQtNTEuNSAxOXEtMTggMCAtNDEgLTAuNXQtNDMgLTEuNXQtNDIgLTYuNXQtMzggLTE2LjVxLTUxIC0zNSAtNjYgLTEyIHEtNCAxIC0zLjUgMjUuNXQwLjUgMjUuNXEtNiAxMyAtMjYuNSAxNy41dC0yNC41IDYuNXExIDE1IC0wLjUgMzAuNXQtNyAyOHQtMTguNSAxMS41dC0zMSAtMjFxLTIzIC0yNSAtNDIgNHEtMTkgMjggLTggNThxNiAxNiAyMiAyMnE2IC0xIDI2IC0xLjV0MzMuNSAtNHQxOS41IC0xMy41cTcgLTEyIDE4IC0yNHQyMS41IC0yMC41dDIwIC0xNXQxNS41IC0xMC41bDUgLTNxMiAxMiA3LjUgMzAuNXQ4IDM0LjV0LTAuNSAzMnEtMyAxOCAzLjUgMjkgdDE4IDIyLjV0MTUuNSAyNC41cTYgMTQgMTAuNSAzNXQ4IDMxdDE1LjUgMjIuNXQzNCAyMi41cS02IDE4IDEwIDM2cTggMCAyNCAtMS41dDI0LjUgLTEuNXQyMCA0LjV0MjAuNSAxNS41cS0xMCAyMyAtMzEgNDIuNXQtMzcuNSAyOS41dC00OSAyN3QtNDMuNSAyM3EwIDEgMiA4dDMgMTEuNXQxLjUgMTAuNXQtMSA5LjV0LTQuNSA0LjVxMzEgLTEzIDU4LjUgLTE0LjV0MzguNSAyLjVsMTIgNXE1IDI4IC05LjUgNDZ0LTM2LjUgMjR0LTUwIDE1IHQtNDEgMjBxLTE4IC00IC0zNyAwek02MTMgOTk0cTAgLTE3IDggLTQydDE3IC00NXQ5IC0yM3EtOCAxIC0zOS41IDUuNXQtNTIuNSAxMHQtMzcgMTYuNXEzIDExIDE2IDI5LjV0MTYgMjUuNXExMCAtMTAgMTkgLTEwdDE0IDZ0MTMuNSAxNC41dDE2LjUgMTIuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTQzOyIgZD0iTTY0OSA5NDlxNDggNjggMTA5LjUgMTA0dDEyMS41IDM4LjV0MTE4LjUgLTIwdDEwMi41IC02NHQ3MSAtMTAwLjV0MjcgLTEyM3EwIC01NyAtMzMuNSAtMTE3LjV0LTk0IC0xMjQuNXQtMTI2LjUgLTEyNy41dC0xNTAgLTE1Mi41dC0xNDYgLTE3NHEtNjIgODUgLTE0NS41IDE3NHQtMTUwIDE1Mi41dC0xMjYuNSAxMjcuNXQtOTMuNSAxMjQuNXQtMzMuNSAxMTcuNXEwIDY0IDI4IDEyM3Q3MyAxMDAuNXQxMDQgNjR0MTE5IDIwIHQxMjAuNSAtMzguNXQxMDQuNSAtMTA0ek04OTYgOTcycS0zMyAwIC02NC41IC0xOXQtNTYuNSAtNDZ0LTQ3LjUgLTUzLjV0LTQzLjUgLTQ1LjV0LTM3LjUgLTE5dC0zNiAxOXQtNDAgNDUuNXQtNDMgNTMuNXQtNTQgNDZ0LTY1LjUgMTlxLTY3IDAgLTEyMi41IC01NS41dC01NS41IC0xMzIuNXEwIC0yMyAxMy41IC01MXQ0NiAtNjV0NTcuNSAtNjN0NzYgLTc1bDIyIC0yMnExNSAtMTQgNDQgLTQ0dDUwLjUgLTUxdDQ2IC00NHQ0MSAtMzV0MjMgLTEyIHQyMy41IDEydDQyLjUgMzZ0NDYgNDR0NTIuNSA1MnQ0NCA0M3E0IDQgMTIgMTNxNDMgNDEgNjMuNSA2MnQ1MiA1NXQ0NiA1NXQyNiA0NnQxMS41IDQ0cTAgNzkgLTUzIDEzMy41dC0xMjAgNTQuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTY1OyIgZD0iTTYwMCAxMTg2cTExOSAwIDIyNy41IC00Ni41dDE4NyAtMTI1dDEyNSAtMTg3dDQ2LjUgLTIyNy41dC00Ni41IC0yMjcuNXQtMTI1IC0xODd0LTE4NyAtMTI1dC0yMjcuNSAtNDYuNXQtMjI3LjUgNDYuNXQtMTg3IDEyNXQtMTI1IDE4N3QtNDYuNSAyMjcuNXQ0Ni41IDIyNy41dDEyNSAxODd0MTg3IDEyNXQyMjcuNSA0Ni41ek02MDAgMTAyMnEtMTE1IDAgLTIxMiAtNTYuNXQtMTUzLjUgLTE1My41dC01Ni41IC0yMTJ0NTYuNSAtMjEyIHQxNTMuNSAtMTUzLjV0MjEyIC01Ni41dDIxMiA1Ni41dDE1My41IDE1My41dDU2LjUgMjEydC01Ni41IDIxMnQtMTUzLjUgMTUzLjV0LTIxMiA1Ni41ek02MDAgNzk0cTgwIDAgMTM3IC01N3Q1NyAtMTM3dC01NyAtMTM3dC0xMzcgLTU3dC0xMzcgNTd0LTU3IDEzN3Q1NyAxMzd0MTM3IDU3eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNjY7IiBkPSJNNDUwIDEyMDBoMjAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0zNTBoMjQ1cTIwIDAgMjUgLTExdC05IC0yNmwtMzgzIC00MjZxLTE0IC0xNSAtMzMuNSAtMTV0LTMyLjUgMTVsLTM3OSA0MjZxLTEzIDE1IC04LjUgMjZ0MjUuNSAxMWgyNTB2MzUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNNTAgMzAwaDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTI1MGgtMTEwMHYyNTBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41eiBNOTAwIDIwMHYtNTBoMTAwdjUwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE2NzsiIGQ9Ik01ODMgMTE4MmwzNzggLTQzNXExNCAtMTUgOSAtMzF0LTI2IC0xNmgtMjQ0di0yNTBxMCAtMjAgLTE3IC0zNXQtMzkgLTE1aC0yMDBxLTIwIDAgLTMyIDE0LjV0LTEyIDM1LjV2MjUwaC0yNTBxLTIwIDAgLTI1LjUgMTYuNXQ4LjUgMzEuNWwzODMgNDMxcTE0IDE2IDMzLjUgMTd0MzMuNSAtMTR6TTUwIDMwMGgxMDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0yNTBoLTExMDB2MjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXogTTkwMCAyMDB2LTUwaDEwMHY1MGgtMTAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNjg7IiBkPSJNMzk2IDcyM2wzNjkgMzY5cTcgNyAxNy41IDd0MTcuNSAtN2wxMzkgLTEzOXE3IC04IDcgLTE4LjV0LTcgLTE3LjVsLTUyNSAtNTI1cS03IC04IC0xNy41IC04dC0xNy41IDhsLTI5MiAyOTFxLTcgOCAtNyAxOHQ3IDE4bDEzOSAxMzlxOCA3IDE4LjUgN3QxNy41IC03ek01MCAzMDBoMTAwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMjUwaC0xMTAwdjI1MHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTkwMCAyMDB2LTUwaDEwMHY1MCBoLTEwMHoiIC8%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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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjA2OyIgZD0iTTQ1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTBoNTBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMzAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDUwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNODAwIDg1MHYxNTBxNDEgMCA3MC41IC0yOS41dDI5LjUgLTcwLjV2LTUwMCBoLTIwMHYtMzAwaDIwMHEwIC0zNiAtNyAtNTcuNXQtMjMuNSAtMzB0LTI5LjUgLTEwLjV0LTQwIC0yaC02MDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djgwMHEwIDQxIDI5LjUgNzAuNXQ3MC41IDI5LjV2LTE1MHEwIC02MiA0NCAtMTA2dDEwNiAtNDRoMzAwcTYyIDAgMTA2IDQ0dDQ0IDEwNnpNMTIxMiAyNTBsLTIxMiAtMjEydjE2MmgtMjAwdjEwMGgyMDB2MTYyeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyMDk7IiBkPSJNNjU4IDExOTdsNjM3IC0xMTA0cTIzIC0zOCA3IC02NS41dC02MCAtMjcuNWgtMTI3NnEtNDQgMCAtNjAgMjcuNXQ3IDY1LjVsNjM3IDExMDRxMjIgMzkgNTQgMzl0NTQgLTM5ek03MDQgODAwaC0yMDhxLTIwIDAgLTMyIC0xNC41dC04IC0zNC41bDU4IC0zMDJxNCAtMjAgMjEuNSAtMzQuNXQzNy41IC0xNC41aDU0cTIwIDAgMzcuNSAxNC41dDIxLjUgMzQuNWw1OCAzMDJxNCAyMCAtOCAzNC41dC0zMiAxNC41ek01MDAgMzAwdi0xMDBoMjAwIHYxMDBoLTIwMHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yM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<script src="data:application/x-javascript;base64,/*!
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<h1 class="title toc-ignore">Creating Graphs with ggplot2</h1>
<h4 class="author"><em>Lab 1, Fall 2016</em></h4>
</div>
<blockquote>
<p>Complete this lab at your own pace with your assigned lab group. You should create a new R project on the R Studio server for this lab and share the project with me. Within this R project, you should create an R markdown file with your solutions. An R markdown template for this lab can be found at <a href="http://bit.ly/math107-lab1">bit.ly/math107-lab1</a>. Please complete your solutions by 4 pm on Wednesday, September 21.</p>
</blockquote>
<div id="introduction" class="section level3">
<h3>1. Introduction</h3>
<p>It is often necessary to create graphics to effectively communicate key patterns within a data set. While many software packages allow the user to make basic plots, it can be challenging to create plots that are customized to address a specific idea. While there are numerous ways to create graphs, this tutorial will focus on the R package <code>ggplot2</code>, created by Hadley Wickham.</p>
<p>In this lab, we will focus on building plots in layers using the <code>ggplot2</code> package. This approach uses a particular grammar inspired by Leland Wilkinson’s landmark book, <em>The Grammar of Graphics</em>, that focused on thinking about, reasoning with and communicating with graphics. It enables layering of independent components to create custom graphics for tidy data sets.</p>
<p>To begin, load the <code>ggplot2</code> package using the following command</p>
<pre class="r"><code>library(ggplot2)</code></pre>
<p>If you have not yet installed the package, you can do so with the following command</p>
<pre class="r"><code>install.packages("ggplot2")</code></pre>
<p><strong>Data</strong>: In this tutorial, we will use the <a href="http://www.amstat.org/publications/jse/v19n3/decock.pdf">AmesHousing</a> data set, which provides information on the sales of individual residential properties in Ames, Iowa from 2006 to 2010. The data set contains 2930 observations, and a large number of explanatory variables involved in assessing home values. A full description of this data set can be found <a href="http://www.amstat.org/publications/jse/v19n3/Decock/DataDocumentation.txt">here</a>.</p>
<p>If you have saved the data file in the data folder of your R Studio project, then you can load it using the following command. Alternatively, you can use “Import Dataset” button in the Environment tab.</p>
<pre class="r"><code>AmesHousing <- read.csv("data/AmesHousing.csv")
# str(AmesHousing)</code></pre>
</div>
<div id="building-your-first-plot" class="section level3">
<h3>2. Building your first plot</h3>
<p>To see how plots are constructed, let’s first create a histogram of the sales price (<code>SalePrice</code>) of homes in Ames, IA. To do this, we will use the <code>ggplot</code> function which expects:</p>
<ul>
<li>the data frame where the variables exist (the <code>data</code> argument) and</li>
<li>the names of the variables to be plotted (the <code>mapping</code> argument).</li>
</ul>
<p>The names of the variables will be entered into the aes function as arguments where aes stands for “aesthetics”.</p>
<p>With that in mind, we start by creating the base layer, or the backdrop on which we will layer the elements of our histogram.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice))</code></pre>
<p><img 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" width="480" /></p>
<p>We next proceed by adding a layer—hence, the use of the + symbol—to the plot to produce a histogram.</p>
<p>Note: You are encouraged to enter <strong>Return</strong> on your keyboard after entering the <code>+</code>. As we add more and more elements, it will be nice to keep them indented as you see below. Note that this will not work if you begin the line with the <code>+</code>.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_histogram()</code></pre>
<pre><code>## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.</code></pre>
<p><img 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" width="480" /></p>
<p>Here, we are warned that the histogram was been drawn with 30 bins, a rather arbitrary choice. We can customize our histogram by adding a <code>binwidth</code> argument to the <code>geom_histogram</code> command:</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_histogram(binwidth=10000)</code></pre>
<p><img 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" width="480" /></p>
<p>We can also add some color to the plot by invoking the fill and color arguments.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_histogram(binwidth=10000, fill = "steelblue2", color = "black")</code></pre>
<p><img 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" width="480" /></p>
<p>Currently, the x-axis label does not contain units. To change the axis labels we add a layer to our plot</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_histogram(binwidth=10000, fill = "steelblue2", color = "black") +
labs(x = "Sale Price (in dollars)")</code></pre>
<p><img 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" width="480" /></p>
<p>Note that we can also tweak the y-axis label with the addition of a <code>y</code> argument in the <code>labs</code> function.</p>
<p>Finally, we can easily add a title to our plot with the addition of another layer</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_histogram(binwidth=10000, fill = "steelblue2", color = "black") +
labs(x = "Sale Price (in dollars)") +
ggtitle("Sales Prices of Homes in Ames, IA")</code></pre>
<p><img 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whkQoAKcCbU2SYCIRAYOnSofTJinTwaTePMO4VGc7m47vB67YbRLLZSJddovhgxmt/aaRpNqcw7ZPqj66wM33jjjVWSjKcC/Itf/MLeF62I/fWvf40sWbLETMsYZiai+/Pzn//cjqPbNDppqbIt590nvTtiNDm072DoHW9j3OSI3l2yvPTudnVCdSrACxYsiNSvX9/Oy6233lopK84KsDHEjhlPK2p6Eq0nMlpBGzVqlL1OrJNrvYPjvJtvNKWM3HvvvRHNh97lUR9juKzIQQcdZOepY8eOVU6uU1VWmvEgy0v3T0/arbK3KrhaIdT9N8bGjPz3v/+NGM3t7Tga1+g93TbWCb0zp3dn9U/Lw0pP7az5xqMFldaJ500Qd4BTZWDtj7OCY1noHctHH33UPK6MIdgixtixlZz07rpeXFE3owl/ZPz48RGjEzjz7rDRO7rtqcujPxPWdlN1DAZ5/GneY31GnZ7WBQKt4BqdFZoXr1avXh3517/+Vem7UJ3+8Y9/WDTVetULmM7vc+Nxl0rpRR+j+pvgF5z7E+TxoXnK1mPEzzN6mbNCG6sCnOqyjc4L7xEIWoAKcNDibA+BkAjoSbvxXFalE0brZFxf9QRKmyY/9NBDEW1uWF5eHnfOr732Wjvdc88913e9W265xY6r24wOsSrAzkqkVkqM5zKjkzDfa/6vu+46e1vGc7GV4mnzS2v/jWeSPfdX7z5Z8fT1q6++qpROIm+cede04m0CbTzTFzGetbXzoXe5o++2OivAmrbGN8aXtbOnzVj14oAVYp1c33ffffb2tOLt1cTUeC40ss8++9hxtQmhFZz7W52y0vSCLi+t7FvlrncXvcpdTfWCjxVXm6Zv27bNIqj06mxtEKtpfqUVXd5EVy46d+5sXiDQSlq8f0ZPvXa+Bw8eXGUrqTZwVnDUy3h+1/UzoJVgy9N6feCBB6rkT2cYQ0nZcfWYjw6pOgaDPv50P2J9RqM9jXHaI8b44dEEEWP88Ih+/1mW2gIoFcF4rtdO0+sOr15ktbb7u9/9znez0fsTxPGhGcrmY8QXNGphIhXgVJdtVFZ4i0DgAlSAAydngwiES8AY0y9idLpjn5RYJyfRr1qp0QrkzJkzfXdAK1bO5tWxni/Wu6zObUU/k+ZXAda7ks4muV4nxVaGNb6zWaDeDbGC8/kmYzxca7brqz4Da/ScbT4LO2HCBNc48cx0nmipgd5h1gp29J82ZxwzZkzkkUceiRhjMUf07qvTzBjTucrmnBVgrWx+9913VeI4Z8Q6uTY6LLO3qRct/ILewbPyZ11oSGVZ6baDLC+9a+ts4v1///d/frtv3g02Om+yDe644w7X+OmsAFv+yb5GV4DTYeCs4Oiz+3o33S3oRQXnnUV9Bl/vRrsFvato7bM+buEMqTwGgzz+rH2I9Rl1eurx6uWp6RmddtlO6qUtGKoT9IKq0QmenabR07NrcvodZpWP3tWN/r53ruTcnyCOD912th8jTr9Y0/FWgNNRtrHyxnIE0i1ABTjdwqSPQBYI6B2BV155xbzjazUvtE5Sol/12Vdtauj1fJ3urt7J1BNRreDFCnpX0rkNffbKGfwqwHq311pX74I673A603BOO+9i/epXv7IXaXM9Ky2tML711lv2snRNRFeAre0n8qp3q/WiQ3RwVoCNMWajF1d573dyrRc9rDxp50/aCZpfMHr2NZuh6wUG6850KstKtx1kef373/+291/v6LrdVYv2+Pvf/26vo8163UI2VYDTYeCs4Bi9y7sR2fOM4dpsz7vuusueHz2hzaGtY1Vfnd8JqTwGgzz+rH30+4xqHKen3v31C/oYitPJemTEbx2/ZUZP3HZ62pLAq0Kt3w3Oi0n//Oc/PZN17k8Qx4dmJNuPEU9MlwXxVoDTUbYu2WEWAoEKxDceiPEtSUAAgdwVMCp85jAjOqyNDp1jPFcnQ4YMkX79+tlDaVh7bzQlFuMOn+hwSEbFy5pd6dW4si86zI7xA1tpvvONpqNDh4wYMcI5W4w7O5Xe+73RIXisoEMdGSde1lvPV6MyaC9zrm80ExWj2ai5zKjgyC9/+Uvp37+/GB0ZiVEBtNcJy4RxoUKMTmXEuDssRpNk32wZTRx9l8daqNuwgg51pMP0+AXjzpsYlRQxTtile/fuZlSndXXLShMMsryMu+f27upwLMYJvP3ea+KEE06wFxmVJXs6qAmjNYEYlZqE/vr06eOZvXQbxBoKrWnTpnbedPg0rxD9WXB+n6TyGAzy+PPaV7/51neZVxwdDsn5falD3FQnOMeHPfPMM6sMWWWlrd8NRgsb660Yj0jY034TQRwfuv18Okb8vJ3L0l22zm0xjUBQAowDHJQ020EgSwR0vNi+ffuaf3/5y1/EaH4oH3/8sRhN/sxxHK0TyilTpsgVV1whxl0+3z3TyqRxN1h0/FOjwyQxmuWJVgh02rjzXGVd4xJglXleM5wnKzpGpnF3ziuqPd9o4mZPO9fXmUZzcDHuOoiOcatBLwTon9HE2BwX17irKkZv06KvscawNBNI8J9Wrow77FXWMpp/il5UMO4YSpcuXcxxdo8//njRSnA8wWj2HU80zzhG5zn2MqNjK3s6kQmndSrKSrcdVHk5K3+xKhaWibOSZjTzFB0z17iLaS1O+6vxyEJcnwdnRvyO6XQbOCu4zjy5TRu9QbvNNufpZ8UrpPoYDOr489ofv/nxfBfqhRz9ftdgNHP1S853mX5fvvnmm3Yco9M9e8xfe6ZjonXr1vY7vbioF9j0u88vBHF86Pbz6Rjx87aWBVG21rZ4RSBIASrAQWqzLQSyUEDvEugVe/0zelc274wazVrNPXnjjTdEK8lGz79V9sxoJivGs5JiNHETo9lbleXWDL1jY3QSZL1N6NV5smI0dRSj19iE1jeaS4rRVE+MzrfM9fSunZ6MnXPOOWL0yFspLeMZSHnqqafMP+MZZzF6zZT7778/rruBlRLyeWOMLWxWdH2iJLUonpNhv4SNZun24g4dOtjTiUykuqx020GVl/NYiLcCbDwDbJal1UrC6OQq0ApwImUTT9x0G8R7MUfz6lfJ9duXVB+DQR1/fvvktSyRCqNXGvHOf+211+yKtK5jPOdr/sW7vt4FjlUBDuL40Pzm0zEST/kEUbbx5IM4CKRagApwqkVJD4GQC2hlc/HixWKMp6l9AMiJJ54Yd4717qM2k9ZXDbq+8RxrlQqwMWSCGL2AilYao4Mxpq7ZPNoYUseswBxzzDGVmssZ46lGr+L53nnXQivhRuc4nnG9FkTfcTaGORK92/X555+bd70/+ugj8661c329o/fwww/LpEmTxBgL2Lw77Fwetmm3u8qJ5NHogMaOrnf0kwnpKCvNRxDlpY8IWMGt1YK1zPmqTfydcZ2GznjZMp1ug2QrtYn4peMYDOL4S2QfMxHX2UQ2me3r3WP9PvV7tCKI40PzzjFSuQSDKNvKW+QdAsEIUAEOxpmtIBAaAb3LqHc4NWiTR727l8jVdW3aaYzFKUZnIWYaemfLGfSOlz77a1V+9Vkzo9Mss9mwPheszeOcQe/AOkN0hdS5LHpan8Ozgj4jZox3ab2t9qvRe7Honwa9YKAVYa3sG+O12nc7jKGAxOgROaXbrXbG05CA8xliY4zapLaQzrLSDKWzvLQJuT5Tq0Gfq40n6PFvPS6g8Y2hk+JZLbRxcsEgncdgOo+/0B4URsZmzZol+jiMFYzO38TZxNmaH/2qFxH1d0GDXlR79tlnzUdNouMF/Z5jZK94rpXt3j1jCgERKsAcBQjkmYCzubLeoXrvvffkoosuSkjB+SyjsyMVTUQrCvqMpwZ9nlifH9bOtLyCNkN2BmelwTnfbdp5smKMVewWJSXztNL/+9//3vzTTsJ0Wpt/a9AKsVbaE7lznZJMBZiIswKsd/fjCTfeeKN5gUXt9LnqoMpK85bq8nI+Qx1vBdgZT+9eRV/4iccwTHFywSCoYzDVx1+YjoPovGjF1QoHHHBAQpXYV199VSZOnGiubgybJDfddFPGv0c5RqzSFPOihPUuF8rW2hdeEVAB794i8EEAgZwU0BNZ592oRO+aGkMcmZU+C0d/GJ1h3Lhx9lu9K+JX+dWI2ozYGbTpaLzBebKiHWtF3412S0dPuoxhaeTcc881n1+24jz00EPmPG1Gbd3ts5Y5X/XZzieffNJ+DlGfddYOvnI5OCvAaux8Ts5tv7XTrAcffFCGDRsmV199tWgrgFSWlW4zyPJyVv70goffM+2Wx0svvWRNijbzdzYhthdk0UQuGKTyGAzy+AvrYaIdCr744ot29oxh5ezpeCa0HwUr6PfKf//7X+ttxl45RvbQ52LZZuygYsOhFKACHMpiIVMIpE9AKyPXXXedvYH//Oc/5pBH9gyfCf1RvO222+xnG/W5Rh0uyBlWrlxpv43VFE6fQx46dKgdXycSuQOsw+lYw2Pos1ta2fILmrZ22qXNt/W5M2fnTtrJj87Tyqz2eO0XdFvOptpWJ1p+62TzMu1ES3sG16AXKLRi6xecJ8X6jLk2sU9lWem2gywvHfLL6v1aLwDdd999frtvXohx3hnTiy3ZHnLBIJXHYJDHX1iPHW09pBcANWgLmIsvvjihrJ5//vmVOv0bOXJkQuunIzLHyB7VXCzbdBwvpJm9AlSAs7fsyDkCSQsMHjy40hApd999t/kMpT7j6nZ3Syt72vOz3snSnp2tcNVVV1XpuESf87WCNn/W4V/cgjYl1pNqHRbJGbSCEW/QpqWaH6v5sT7f/Oc//9m1Eq37cPnll9vb03WuueYae1M6Zq0V9A6vWngF9bIqwNqkvF27dl5Rc2a+dlJjdUSjdze9OkeZPn26OQawteOXXXaZOZnKstIEgywvbeavd7StoONga5NNt7Bo0SLzGXvrQo4eG4neGXNLN9PzcsEglcdgkMdfpsvea/vO7wBt7dP5x3HUveJHz9eh3ZyOWulKto+B6LSTfR/mY0THpNcL0PoXa/jBZPffWi8Xy9baN14RMAWMkzgCAgjkoYDR03HEaM6rg+5W+TOGuomcccYZEaPCGOndu3fEuINXJY5xZy9SWlpaRc64gxoxmnva8Y0m0hHjzmrEOLGJGHdcI2PGjIlce+21EeM5OTOOURGNGCdCdnyjElspzeOOO85eZjRfrrTMemNUsuw4uj9HHHFE5LHHHosYQxpFjLu9EeNuXMSomFeKY9zFtFY3X407mxGj8y47jnEiFLn00ksjRq/XkW+//TYyderUiHHSEdH9tsyMZ5wj77zzTqV0EnljVLLttDRNo/KfyOq+cY2xiu20jZMZ37i60DgRteOPGDHCNb4x7rMdR/Or6xh3eyPGOM8Ro5OwiPEMX8RoYWDH0fjRIRVlpWlmorwGDBhg75vuv35GjLFgI1999VXk3//+d+Suu+6KGGM123H0GBo7dmw0gf3eGddoAmrPT2ZCj1HruNRX4w5lwsk4P2vGRTLX9VNpYDwbbufZGC7NdXvWzIMPPtiO+8knn1izq7zqd5LTwehsqUqcVByDmTj+Yn1GE/FUFOfxl+jxYnTyFjF6l7etR40aVcU5nhlGb/t2Glpu+hmyQiL7k8rjQ7cfxmPEuMBgW1144YUWU9Kvzt87ozm6nU4QZWtvjAkEMiSgdzEICCCQpwJGL48RY/xF+0fVeeLoNa0V1kGDBkXcTiwtRq1Aea3vnG8MexF5//33I0aTbDu+VqKcwXlS7lUBNnoRjRh3fiudkDm3Ez198803OzdhTxs9UkeMO7p2XqLXc77XvPtVbuxEfSayrQJsdJoWueGGGyJ6DDgt3Kb1QoHGjw6pKitNN+jy0mP+N7/5Tcx9Vw+j0yvzokD0/jvfOysg2VIBTqVBpio4qToGgz7+wlQB1guI1udeL3hu3LjReWgnNK0XSa209tlnn4jxqI25fqaOD914GI+RoCrAQZRtQgcIkRFIgwBNoI1vXQIC+SqgY1hOmDBBXnnlFTn99NOlfv36nhRWc7XPPvvMbP7qN3SSNi3WZ4uNq/Ku6Rl3mM1mXNpx1amnnio/+9nP7HjaSZVzLEZ7gc9EUVGR+Vyqdqil4w97dTikwzNpHB2qwy0YFRLRJrza3NerWbOOY2zc+RPjjrAYlXO3ZHJ2nrr+4x//EOMOnDmWs9v4wlq2WobaWZRbOaSqrBQ56PLSY16bx+ux3b17d3Hbfx3LVHvANu6KVzquc+WgyAWDVB2DQR9/YTqGnM+4n3baaVKdfhCcnWFpHxLvvvtuxnc1n4+RXC/bjB9cZCAUAgVaqQ5FTsgEAghkXMC46m2O66gdm+jf9u3bzTEdddgjfbZXxw1OJGhFVoeD0R4+9cRmv/32E+1luTonS/FsXztq0p6KdRxDfRZTt9ulSxdp3rx5PKubcXQ9HfJn6dKl5p/2/tyrVy9xDgEVd2I5GlGH0dIhr/RPh/nR56G1AqzPV8cbUlFWuq1MlJfuv/Eogdlxml480s7C9PjWk+d8CblgkIpjMBPHX74cY2HYz7AcI3oBV/viMFoxeV7IDYMXeUAg7AJUgMNeQuQPAQQQQAABBBBAIO8FtHXS9ddfL6NHjzbHV897EAAQSFKAJtBJwrEaAggggAACCCCAAAJBCGzbts3u/blPnz5BbJJtIJCzAjVzds/YMQQQQAABBBBAAAEEslxAn1Y0emCXyZMnywUXXCBGZ2FZvkdkH4HMClABzqw/W0cAAQQQQAABBBBAwFNA+1UYOHCg9O3bV4YOHeoZjwUIIBCfAM8Ax+dELAQQQAABBBBAAAEEEEAAgSwX4BngLC9Aso8AAggggAACCCCAAAIIIBCfABXg+JyIhQACCCCAAAIIIIAAAgggkOUCVICzvADJPgIIIIAAAggggAACCCCAQHwCVIDjcyIWAggggAACCCCAAAIIIIBAlgtQAc7yAiT7CCCAAAIIIIAAAggggAAC8QlQAY7PiVgIIIAAAggggAACCCCAAAJZLkAFOMsLkOwjgAACCCCAAAIIIIAAAgjEJ0AFOD4nYiGAAAIIIIAAAggggAACCGS5ABXgLC9Aso8AAggggAACCCCAAAIIIBCfABXg+JyIhQACCCCAAAIIIIAAAgggkOUCVICzvADJPgIIIIAAAggggAACCCCAQHwCNeOLRqxMCuzYsUN27tyZsSwUFRVJQUGBuf1du3ZlLB9suLJAjRo1pFatWkKZVHbJ5Dv9nOjnRUN5ebmUlZVlMjts2yGgnxUNu3fvdsxlMpMCNWvWlMLCQjMLpaWlEolEMpkdtu0QqF27tvlZqaiocMxlMpMCWiYa9HOinxdCOAT0O0z/KJPgy6Np06ZJb5QKcNJ0wa2oJ2yZrAA3atTI/HDrl+6mTZuC23G25CtQt25dqVevnmzevJkTR1+p4BZq5VfLRMO2bdsy+rkNbq+zY0taLvodtmXLluzIcB7kskmTJqLfYxq2b9/OxYmQlLleXNUTy+LiYi6whqRMNBvWyb6eE+rvPiEcAg0aNDC/xyiTcJRHvLmgCXS8UsRDAAEEEEAAAQQQQAABBBDIagEqwFldfGQeAQQQQAABBBBAAAEEEEAgXgEqwPFKEQ8BBBBAAAEEEEAAAQQQQCCrBagAZ3XxkXkEEEAAAQQQQAABBBBAAIF4BagAxytFPAQQQAABBBBAAAEEEEAAgawWoAKc1cVH5hFAAAEEEEAAAQQQQAABBOIVoAIcrxTxEEAAAQQQQAABBBBAAAEEslqAcYCzuvjIPALBCFRUVMS1IR0/koAAAggggAACCCCAQFgFqACHtWTIFwIhEJg4caL85je/kZKSkrhy065dOxkxYoS0bNnSN37Tpk2lRYsWvnFYiAACCCCAAAIIIIBAqgWoAKdalPQQyCGBMWPGxF351d1esWKFnHPOOTEF9E7xM888Iz/72c9ixiUCAggggAACCCCAAAKpEqACnCpJ0kEgBwXKysrsvarbvIMU1qpjv3dO7Ni4Usp3bXPO8p3WJtWfffYZFWBfJRYigAACCCCAAAIIpFqACnCqRUkPgRwV6HXlSGna5UjXvZv62KWy5tuPzGWN2h8i9Vp0co23a+t62bhgirks3ueKXRNiJgIIIIAAAggggAACSQhQAU4CjVUQQMBboFP/y0T/3ML6uRPkywdjN5F2W5d5CCCAAAIIIIAAAghUV4AuW6sryPoIIIAAAggggAACCCCAAAJZIUAFOCuKiUwigAACCCCAAAIIIIAAAghUV4AKcHUFWR8BBBBAAAEEEEAAAQQQQCArBKgAZ0UxkUkEEEAAAQQQQAABBBBAAIHqClABrq4g6yOAAAIIIIAAAggggAACCGSFAL1AZ0UxiRQWFoYip2HJRygwMpyJGjX2XL/SMolEImnJTUFBQVrS1UQ17Vw7nqwyydX9S9vBEEDC1rGca8dcAHRp24RVJroB/exQNmmjTihh63uMMkmILbDIufjbGRheGjZkfY/x/ZUG3DQmSQU4jbipSrpmzZrSqlWrVCWXdDr6IQ9DPpLegRxdsWXLlmnbs7p166Yt7Xr16uX08aT7p3+EcAnwHRau8rBy06xZM2uS15AINGnSJCQ5IRtOgbCcEzrzxLTk9PlMLpYvFeAsKNXy8nLZsGFDxnKqP4J6ZUvvMhYXF2csH2y4skBRUZE0bNjQLJN03QHeuXNn5Y2m8J2mncnjOoW7YielJyaNGzc23+v+bdu2zV7GRGYFGjVqJBUVFbJ169bMZoSt2wINGjSQ2rVrm+9LSkpEf+sImRfQO79NmzaVzZs3y+7duzOfIXJgCjRv3tx8LSsrk02bNqESEgG9UVCnTh3ZuHFjSHKUP9mwPhPJ7DEV4GTUAl5HKzelpaUBb9V9c2HJh3vu8muu1dxGyyRdFWCtMKQr6MluLh9Pub5/6Tou0pWuHsth+i5N135mU7rO7xc9qaeyFY7Ss5pAa5nk8nd0OLQTzwXfY4mbpXMNvRmhgc9KOpVTnzadYKXelBQRQAABBBBAAAEEEEAAAQRCKEAFOISFQpYQQAABBBBAAAEEEEAAAQRSL0AFOPWmpIgAAggggAACCCCAAAIIIBBCASrAISwUsoQAAggggAACCCCAAAIIIJB6ASrAqTclRQQQQAABBBBAAAEEEEAAgRAKUAEOYaGQJQQQQAABBBBAAAEEEEAAgdQLUAFOvSkpIoAAAggggAACCCCAAAIIhFCACnAIC4UsIYAAAggggAACCCCAAAIIpF6ACnDqTUkRAQQQQAABBBBAAAEEEEAghAJUgENYKGQJAQQQQAABBBBAAAEEEEAg9QJUgFNvSooIIIAAAggggAACCCCAAAIhFKACHMJCIUsIIIAAAggggAACCCCAAAKpF6ACnHpTUkQAAQQQQAABBBBAAAEEEAihABXgEBYKWUIAAQQQQAABBBBAAAEEEEi9ABXg1JuSIgIIIIAAAggggAACCCCAQAgFqACHsFDIEgIIIIAAAggggAACCCCAQOoFqACn3pQUEUAAAQQQQAABBBBAAAEEQihABTiEhUKWEEAAAQQQQAABBBBAAAEEUi9ABTj1pqSIAAIIIIAAAggggAACCCAQQgEqwCEsFLKEAAIIIIAAAggggAACCCCQegEqwKk3JUUEEEAAAQQQQAABBBBAAIEQClABDmGhkCUEEEAAAQQQQAABBBBAAIHUC1ABTr0pKSKAAAIIIIAAAggggAACCIRQgApwCAuFLCGAAAIIIIAAAggggAACCKRegApw6k1JEQEEEEAAAQQQQAABBBBAIIQCVIBDWChkCQEEEEAAAQQQQAABBBBAIPUCVIBTb0qKCCCAAAIIIIAAAggggAACIRSoGcI8kSUEEMgDgUmTJsktt9ziu6f16tWTK6+8Utq1a+cbj4UIIIAAAggggAACCMQjQAU4HiXiIIBASgS2r19qp/P999+L/sUKy5Ytk6effjpWNJYjgAACCCCAAAIIIBBTgCbQMYmIgAACqRLYvX1TwkmtX78+4XVYAQEEEEAAAQQQQAABNwHuALupMA8BBNIu0LrnydJlwG9dt7N7x2aZ9s/LXJcxEwEEEEAAAQQQQACBZAWoACcrx3oIIFAtgTpNWkvzA45xTaN0ywbX+cxEAAEEEEAAAQQQQKA6AjlfAd6wYYO8/vrrsnDhQlmzZo20atVK9t13Xzn//POlZcuWrna7du2SN998U6ZNmyYbN26Ubt26Sc+ePeWkk06SwsLClK3jmhAzEUAAAQQQQAABBBBAAAEE0iKQ0xXgcePGybBhw2THjh1mxbV58+Yyffp0mTJlirz77rty6623yoABAyrBlpSUyODBg0U73tHQrFkz+fDDD82/iRMnypAhQ6SoqKja61RKgDcIIIAAAggggAACCCCAAAJpF8jZTrBWrFhhV34HDRokH330kYwePdp8vfTSS81K8X333WdXdC3poUOHmvN69+4t77//vrzzzjvy2muvyX777Sfjx4+XRx55xIpqvyazjr0yEwgggAACCCCAAAIIIIAAAoEI5GwF+L333jMruSeeeKL8+te/ltq1a5ug+qrjih533HGyc+dO0XhWmDNnjnl3uG7dunLPPfdI48aNzUU6BumDDz5o3kX+4IMPZMuWLdYqksw69spMIIAAAggggAACCCCAAAIIBCaQsxXgr7/+2kTs27evK6be4dWwYMECe7k2mdbQv39/qVOnjjlt/dOm0EcddZSUlpaKVoKtkMw61rq8IoAAAggggAACCCCAAAIIBCeQsxVgbar8r3/9S/r06eOqWVxcbM5v0qSJvXz27NnmtFU5thf8OKEVYA0zZsz4cY5IMuvYKzOBAAIIIIAAAggggAACCCAQmEDOdoKlTZ332WcfV8iysjL7Lu4hhxxix9HnhjU4K8X2Qsd8q4MsXZbMOs40rWltYq09VruF448/Xo45xn24GLf4qZ5XUFBgJ2k1C7dnMJExAatH8kaNGqUtD9EdvqVtQz4J635my3FXo8bea4pqly359uHPmUU1a9aUSCRCmYSoRGvVqmXnpkGDBlJRUWG/ZyJzAtZvfv369au0hstcrtiyJZBNv4lWnnP5VX9b9DPD7312lXLOVoD9iuGJJ56Q5cuXiz7be+qpp9pRt23bZk57VYCtioYVTyNb04msY2/QMaHNqpcuXeqYs3eyY8eOos8yZzroB7xevXqZzgbbjxJIZ5noF3umg/7Yp3Mf07V/enLvPMFP13ZINzGBMBzTieU4P2JHP3aUH3sd7r20+k4Jdy7zL3d6oTUbfxNzvaQok+wq4b23K7Ir30nnVnt01j/9Arntttvsq5t65Vk7xdLQsGFD1/T1CrUGHSdYQzLrmCvyDwEEEEAAAQQQQAABBBBAIHCBzN/eCXCXR40aJS+++KJZ+b3jjjukR48e9ta1Qqy9P+uYwVYF117444Q132oWmsw60Wla7x9++GG7Am7Ns1717vL69eutt4G/Nm3a1OwBW5sPejXTDjxTbNDs2Vwv1miZaNmkI1gXhdKRdrxp7t69O6PHf7z51Hh6x9dqBqXfJVYLkUTSIG56BLQFj35OnL34p2dLpBqvgF5Utu78lpSUiD6eRMi8gJ7baMefmzdvNjv+zHyOyIEKtGjRwoTQz4l+XgjhENA7v/o9ZvUtFI5c5UcurM9EMnubFxVgPYHWMX//+9//ilZe77rrLrOn52gwhdTne71OkKz5+lyMFZJZx1rX+ep8Ftk5X6f1RygsJ9JqSQiHgNWUU8skXRXgMDyTp/uWLced9eycHiFqly35DscRnd5c6HGUTcdSejXCkbrze0tP6vm8hKNctAKsgTIJR3lE54LvsWiRzL4vLy83M8D3V2bLIdGt53wTaK203njjjWblV+8A6J1WHebILVhXEqyKbnQcrYhq0DuiVkhmHWtdXhFAAAEEEEAAAQQQQAABBIITyOkKsFZY//jHP4qOCdy+fXsZOXKkdO/e3VO3VatW5rJFixa5xrHmH3TQQfbyZNaxV2YCAQQQQAABBBBAAAEEEEAgMIGcrQBrE5E//elPsnDhQjnggAPMym+HDh18YQcMGGAu//jjj6vE0+aMn376qTm/Z8+e9vJk1rFXZgIBBBBAAAEEEEAAAQQQQCAwgZytAL/33nsyc+ZMs9OABx54wO6Yxk+2T58+0rlzZ5k/f749TrAV/+WXXzY7G+rUqZP07t3bmi3JrGOvzAQCCCCAAAIIIIAAAggggEBgAjnZCZb21qzNnTVo78m//OUvPUG7du0qTz31lLlcO7C58sorzU6yhg0bJpMmTZJu3bqZFWmd1h5eb7nlFnPAayvBZNax1uUVAQQQQAABBBBAAAEEEEAgOIGcrAAvXry4Uk/OVg9tbqzRwy7069dPHnroIdEK8NixY80/XU/vDF9//fWVhk6y0ktmHWtdXhFAAAEEEEAAAQQQQAABBIIRyMkK8IEHHigTJkxIWvDwww+XN954w2zyrMMiaUdXbdq0MccP9ko0mXW80mI+AukW0A7dnnzySXPca79tTZkyxW8xyxBAAAEEEEAAAQQQyCqBnKwAp6oEmjdvLvqXSEhmnUTSJy4CqRC4/fbb5bPPPktFUqSBAAIIIIAAAggggEDWCORsJ1hZUwJkFIEMCBQXF2dgq2wSAQQQQAABBBBAAIHMCnAHOLP+bB2BjAv0uXGMFNaq7ZqP6SN/IztLVrkuYyYCCCCAAAIIIIAAAtkmQAU420qM/CKQYoGmnQ+Xwtr1XFOt4VExdo3MTAQQQAABBBBAAAEEQi5AE+iQFxDZQwABBBBAAAEEEEAAAQQQSI0AFeDUOJIKAggggAACCCCAAAIIIIBAyAWoAIe8gMgeAggggAACCCCAAAIIIIBAagR4Bjg1jqSCAAJpEti+fbvMnTvXN/VatWrJvvvu6ztWt28CLEQAAQQQQAABBBDICwEqwHlRzOwkAtkrMHv2bDnhhBNi7sDpp58uI0eO9IxXUVEhEyZMkK1bt3rGcS448MADZb/99nPOYhoBBBBAAAEEEEAgywWoAGd5AZJ9BHJRYPf2koR3a+zYsb7r3H///fLoo4/6xnEu1LvKn332mXTu3Nk5m2kEEEAAAQQQQACBLBagApzFhUfWEchVgUhFxN61WvWbSvMDjrHfR0+snfGxVJTtEr3D6xdmzpzpt7jKst27d8u8efOoAFeRYQYCCCCAAAIIIJC9AlSAs7fsyDkCeSHQoE1XOfL3z3ju6/9u7i67Nq31XO62oNNxg6RWvcZui2T93M+lZNE0c1kksrci7hqZmQgggAACCCCAAAJZJUAFOKuKi8wigEAqBPb72WCp16Kja1Lfjb7brgC7RmAmAggggAACCCCAQNYKBDIM0tKlS+W6666TBx98MG6oOXPmyBlnnCH777+/7Nq1K+71iIgAAggggAACCCCAAAIIIICAm0AgFeA1a9bIiBEj5NVXX3XLg+u8DRs2yLvvvivz58+X5cuXu8ZhJgIIIIAAAggggAACCCCAAALxCgRSAY43M1Y8HaZEK79WqFevnjXJKwIIIIAAAggggAACCCCAAAJJCaT8GeCJEyfKgAEDxNl5jDU9ffp0qVOnjm9GNW5paakdZ5999pG2bdva75lAAAEEEEAAAQQQQAABBBBAIBmBlN8BPuaYY+Scc84xn9vVZ3f1z6rQauXWmuf1asXVnSkoKJDbb789mf1iHQQQQAABBBBAAAEEEEAAAQQqCaT8DrCmPnz4cGnQoIF9F3jdunUyZswYadmypZx11lmVMhD9pkaNGlK3bl1p0qSJ9O/fX/r16xcdhfcIIICALWC1MCkvL5fZs2fb86Mn9NEKAgIIIIAAAggggEB+C6SlAty6dWt5/PHHbdmpU6eaFeBOnTrJyJEj7flMIIAAAtUVKNuxxUxi586dMnDgwOomx/oIIIAAAggggAACOSyQlgpwtFe7du3knnvu4VneaBjeI4BAtQUqyvb2GVDtxEgAAQQQQAABBBBAIKcFAqkAa0dWPMub08cRO4dAxgUKahRKm16/8MzH6q//I5Hy3Z7LWYAAAggggAACCCCQ+wKBVICdjBUVFTJz5kzR54K1wyvr+T1nnOjpU089NXoW7xFAAIFKAjVq1ZEjfjuq0jznm49uOEh2by12zmIaAQQQQAABBBBAIM8EAq0AjxgxQh5++GFZsmRJQszxVJITSpDICCCAAAIIIIAAAggggAACeScQWAV41KhRct111+UdMDuMAAIIIIAAAggggAACCCAQDoFAKsAbNmyQa6+91t7jyy67TA477DDp3LmzOeSRvYAJBBBAAAEEEEAAAQQQQAABBNIkEEgFeNq0aaJDlGh49tln5fLLLzen+YcAAggggAACCCCAAAIIIIBAUAI1gtjQV199ZW6mRYsWond/CQgggAACCCCAAAIIIIAAAggELRBIBbhRo0bmfvXs2VMKCgqC3ke2hwACCCCAAAIIIIAAAggggIAEUgE++uijTepEe3+mfBBAAAEEEEAAAQQQQAABBBBIlUAgFeAePXpI8+bNZcGCBTJu3LhU5Z10EEAAAQQQQAABBBBAAAEEEIhbIJBOsGrWrCnvvPOODBw4UAYNGmR2hHXcccfFncl8j1ijRg1p0qRJxhiczdYzmY+MAYR0w4WFhWbOGjdunHAOrXUTXjHPVqhfv35Cnz39rFqhdu3aCa1rrcdregT0d0gD32Hp8U0m1Vq1atmrNWjQQCKRiP2eicwJWL/5+v1Xt27dzGWELbsK6O8332OuNBmZqb8t+pmhTDLCn/RGA6kAb9myRUpLS+UPf/iDDB8+XI4//nj5yU9+Il26dJGOHTuKnij6haFDh/otzvll+sHKZIXF+jFU6EzmI+cLOsEdtCpblEmCcAlEV+NEfJ2flUx/bhPYzbyIapVNIuWZFzAZ3EmrTDQLWi5UgDNYGC6b1u8/Zxm5RGFWhgT4HssQvMtmrc8IZeKCE+JZgVSA586dKyeccEIlhqlTp4r+xRPyvQJcXl4umzdvjocqLXFatWplVwJ0TGdCOAT0yrxecSwuLrZPHF955RV54YUXZPfu3b6ZXLx4se9yFu4R0It3iRzzRUVF5uMeurYO/ZbJzy1lWFmgWbNm5udk48aNlRfwLmMC+v1l3WHctGlTzO+tjGU0zzasFd/WrVuLfv/t2rUrz/Y+vLvbtm1bM3N6TpjI71J49yg3cqatV7S1BGUSfHlan4lkthxIBTiZjLEOAggkLjBkyBDZtm1b4iuyBgIIIIAAAggggAACeSAQSAW4V69ewlX3PDia2MWMC+zYsSPjeSADCCCAAAIIIIAAAgiEVSCQCrC2i+fh8LAeAuQrFwXqtegkx939ueeufXhtN6nYvdNzOQsQQAABBBBAAAEEEMhFgUAqwLkIxz4hEGqBApEaNYtCnUUyhwACCCCAAAIIIIBA0AJ7x+wIestsDwEEEEAAAQQQQAABBBBAAIEABQK5A6yd8syZMyfp3dIhkwgIIIAAAggggAACCCCAAAIIVEcgkAqwVn6POuqopPPJ2IBJ07EiAggggAACCCCAAAIIIIDAjwKBVIDRRgABBLJR4IsvvjDHwvTLe/v27eXoo4/2i8IyBBBAAAEEEEAAgZAIBFIB7tKlizz//PO+u6zDt+gg0lOmTJH33ntPatWqJWPGjBEdQomAAAIIBCWwZeVce1NPP/20Pe038dRTT8kpp5ziF4VlCCCAAAIIIIAAAiEQCKQC3Lx5c7n00kvj3t3Ro0fLJZdcIoMGDZLPP/9c2rRpE/e6REQAAQSqI1C6pTjh1efNm0cFOGE1VkAAAQQQQAABBIIXCKQCnOhunX322bJ69Wq5+uqr5YorrpDx48cnmgTxEUAAgWoLtOt9jjRo2801nc3LZsuq6e+6LmMmAggggAACCCCAQDgFQlkBVqpf/OIXZgV48uTJsnPnTqlTp044BckVAgjkrEDbI34hbXqe7Lp/KyaPpgLsKsNMBBBAAAEEEEAgvAKhHQe4Y8eO0rBhQyktLZWpU6eGV5CcIYAAAggggAACCCCAAAIIZIVAaCvAX331ld37as2aob1RnRWFTCYRQAABBBBAAAEEEEAAAQREQlkBLikpkbvvvtssH6389uzZk7JCAAEEEEAAAQQQQAABBBBAoFoCgdxa1Q6tXnrpJd+MVlRUmM2ddSik1157zewES1c4/vjjpW7dur7rshABBBBAAAEEEEAAAQQQQACBWAKBVICXLVsmN998c6y8VFmuwyc988wzVeYzAwEEEEAAAQQQQAABBBBAAIFEBULZBLpBgwby29/+ViZMmCDt27dPdJ+IjwACCCCAAAIIIIAAAggggEAVgUDuAB922GGyZMmSKhuPnlGjRg2zubPe+S0oKIhezHsEEEAAAQQQQAABBBBAAAEEkhYIpAJcVFQknTp1SjqTrIgAAggggAACCCCAAAIIIIBAdQUCqQB7ZTISiYg+H6wdX7Vo0UJatmwpderU8YrOfAQQQAABBBBAAAEEEEAAAQSSFgj8GeCysjIZPny4HH744aLP+uqd4V69eknHjh2lXr16cswxx8iIESNk165dSe8UKyKAAAIIIIAAAggggAACCCAQLRDoHeApU6bIFVdcIbNmzYrOh/le7whPmjTJ/Hvuuedk9OjR0qVLF9e4zEQAAQQQQAABBBBAAAEEEEAgEYHAKsDr1q2T0047TdauXWvmr127dnLsscfKvvvuK82aNZPly5ebHWV98sknsm3bNvnmm2/k9NNPF600651hAgIIIIAAAggggAACCCCAAALVEQisAnzVVVeZlV/tEOtvf/ubXH311a7P+2oF+a9//av885//lNmzZ8u9994rQ4cOrc4+si4CCCCAAAIIIIAAAggggAACEsgzwD/88IPZnFm9H3jgAbnppptcK7+6vFWrVvLYY4/JZZddpm/lqaeeEn1umIAAAggggAACCCCAAAIIIIBAdQQCqQDPmDHDzGPnzp3lmmuuiSu/Dz74oBlv9erVMnfu3LjWIRICCCCAAAIIIIAAAggggAACXgKBVoCPOuoor3xUma/PBe+3337mfL2DTEAAAQQQQAABBBBAAAEEEECgOgKBVIBr165t5lE7t0okbN++3YzeuHHjRFYjLgIIIIAAAggggAACCCCAAAJVBAKpAB900EHmhqdOnSqlpaVVMuE2Y+HChbJq1SpzUffu3d2iMA8BBBBAAAEEEEAAAQQQQACBuAUCqQD36tVLatWqZfYCrR1gxQrl5eUyaNAgM5oOk8Qd4FhiLEcAAQQQQAABBBBAAAEEEIglEEgFuG3btnbnV48++qhcdNFFsmDBAte8ffHFF3LcccfJhAkTzOXDhg1zjcdMBBBAAAEEEEAAAQQQQAABBBIRCGwc4LvuukveeustWbRokbz66qvy+uuvi/YKrX8tWrSQlStXypIlS2TZsmV2/s855xy54IIL7PfVndBnivUOdJs2bUTz4xV27dolb775pkybNk02btwo3bp1k549e8pJJ50khYWFrqsls45rQsxEAAEEEEAAAQQQQAABBBBIi0BgFeBGjRrJN998IzfccIM5tq82c9bnfPUvOhQVFcmNN94ot99+e/SipN9HIhG5++67ZebMmVKzpvdul5SUyODBg+2KuPZG/eGHH5p/EydOlCFDhojmzxmSWce5PtMIIIAAAggggAACCCCAAALpF/CuCaZh2w0bNpQnn3xSzjvvPPn3v/8t3333nfmnnV117NjRvNN6wAEHyNVXX21OpyoLO3bskBEjRog2r44Vhg4dalZ+e/fuLXfeeaf5/PGKFSvMyvj48ePlkUceMe8iO9NJZh3n+kwjgEBuC+h33Ndffx3XTmqv+ccee6xYvefHtRKREEAAAQQQQAABBOISCLQCbOVo4MCBon9W0LuzBQUF1tuUvmoz5vvvv19Wr14tNWrUkIqKCs/058yZI1OmTJG6devKPffcI3Xq1DHjtmvXTh588EE566yz5IMPPpDf/e53opV5DcmsY67IPwQQyBmBL7/80rzIpq1L6tWrZ+6X9ni/c+dO0ccjRo4caU7Hu8Onn366uU688YmHAAIIIIAAAgggEJ9ARirAWuHVk0PrDodV+dVKqjYnPvDAA+PLfYxY//vf/8xmzxpN7+j27dtXhg8f7rnWuHHjzGX9+/e3K79WZG0KfdRRR8mkSZPMSrDexdaQzDpWmrwigED2Cmxds/fxDe20z+q4LxV7NGvWrFQkQxoIIIAAAggggAACUQKB9AJtbVPvhmizYh3aSDuZig6ffPKJ6JjB+qedZFU3FBcXyz777CN/+tOf5IEHHpCmTZv6Jjl79mxzuVaW3YJWgDXMmDHDXpzMOvbKTCBraTmwAABAAElEQVSAQNYKlG4tTjjv9dt0la4nX+v5ZyWoFwkJCCCAAAIIIIAAAqkXCOwO8Lp160Sb9WlTQQ1z586tsjeLFy+2l51//vlmL8x///vfq8SLd8aAAQPk7LPP9u30ypmWPuuroUmTJs7Z9rQ139lTdTLr2Ak6JrSyXlZW5pizd1JPhrX5dhhCWPIRBotM58FqOaFlQoUpA6XhqKS2OfwUadPzFNdMlPzwjSz59ClzWaN9DpQDf3mbazydueCDEfYyPms2RUoncE0pZ8oS0+8zyiZlnNVKyCoHyqRajGlbmXJJG21SCTvPxZJKgJUyIhBYBViHH7Iqv82bN5cePXpU2eFf/epXor1F6/Ny2kGW3rX96U9/KmeccUaVuPHM0OGVEgnbtm0zo1sV3eh1NW8arHjO6UTWMROJ+qcV/qVLl0bN3fNWe87W544zHfRD3rp160xng+1HCbRq1cqeY30R2zOYSJ+Ao9+CRh0OlfZHn+u6rcI69ewKsGsEl5n6LDGfNReYFMyy+nZIQVIkkUIBPS8ghEsgVqu5cOU2f3LD70M4y5rf7HCWi1euArmtuGDBAnnppZfMPFx55ZXm0Efnnlv1ZLFTp05yzTXXyPTp0+XUU0814+twSEEE7RxLm2hrsDq4it5ugwYNzFnaqY2GZNYxV+QfAggggAACCCCAAAIIIIBA4AKB3AGePHmyWVnUTq/0rm7jxo19d1R7YR41apR06NDBrCwvX75c2rdv77tOdRdqkx/drg6ZZFVwo9O05lvjACezTnSa1vvDDjtM2rRpY72t9KpXlaxtV1oQ0BvdX72zaHVeFtBm2UwMAT3+atWqVenYoCl0DLQsWawX1zL5mc8SpoSyqZ8V/Xx4PWqSUGJETomA3skqLCw009KOMfn+SglrtRPR33v93d+9e7fvyBnV3hAJJCRgdRyrvw9aNoRwCOh3mP7pdxghWAHrM5HMVgOpAC9cuKe31JNPPjlm5dfaCe28ar/99pP58+ebzaHTXQHW7WqTaX2+d8uWLVY2Kr1a8+vXr2/PT2Yde2XHhF/v1Js3bxZ9RjhTQZvYWicpmcxHpvY/rNvVCzba9H7jxo2cOIa1kJLMl57g8FlLEs9jNe3JXytY+nkhhENAv7/0e0yD/s5xUh+OctGLq3rhXc95uBAXjjLRXLRt29bMTHl5Ob8P4SkW0dahWi/gNzv4QrE+E8lsOZAm0FblKdEr71aT5KCe2bKeGbYqutGg+gOtwflcTDLrRKfLewQQQAABBBBAAAEEEEAAgfQLBFIB7ty5s7knU6ZMsZ+zjbVr2iGU1dty9+7dY0VPyXKrM6FFixa5pmfN12GarJDMOta6vCKAAAIIIIAAAggggAACCAQnEEgF+KSTThJtp7127Vq57rrrYu6dNu+4/PLLzXhdunTxHJYoZkIJRtBhkzR8/PHHVdbUJomffvqpOb9nz5728mTWsVdmAgEEEEAAAQQQQAABBBBAIDCBQJ4B1uENLrnkEnn66afliSeeMJ/rHTJkiBx99NFmJz7W3mqT5w8++ECGDh0qX3/9tTn7H//4h7U47a99+vQRvVutzx1rPvSZZSu8/PLLsmHDBtGeqnv37m3NlmTWsVdmAoE4BaZOnSpffPFFpQ5JtAMZfX7O2WSfTmTiBCUaAggggAACCCCAQF4KBFIBVtmHH37YHAd49uzZ5p1UvZuqHS1oz8faOcnq1atl/fr1lQph0KBBcuaZZ1aal8432vOhDtN01113ybBhw2TSpEnSrVs3mTlzpjmtvYjecsstZo/IVj6SWcdal1cE4hHQjhV02DB6GIxHizgIIIAAAggggAACCHgLBNIEWjevvaR99tlncumll9q50WbFK1eulFmzZlWq/Ood48cee0yefPJJO25QE/369ZOHHnrIrJiPHTvWHI5JK8J6Z1h7au7Ro0eVrCSzTpVEmIGAh4BeGKLy64HDbAQQQAABBBBAAAEEEhAI7A6w5kkrts8//7zccccd8s4775h3VfXOrzbh7Nixo3Tt2lX2339/ufDCCyv1tJzA/vhG1YrqhAkTfOPowsMPP1zeeOMNs8mzdsSlHV3pnWq9Y+0VklnHKy3mI+Al0LhzT+ky4Ldei+Xrpwd7LmMBAggggAACCCCAAAL5LhBoBdjC1mbFN910k/U2tK9aYde/REIy6ySSPnHzW6Bu032kXe+zPRGoAHvSsAABBBBAAAEEEEAAAfG+pQkOAggggAACCCCAAAIIIIAAAjkkQAU4hwqTXUEAAQQQQAABBBBAAAEEEPAWoALsbcMSBBBAAAEEEEAAAQQQQACBHBLIyDPAOeTHriCAAAIpF1i6dKkceeSRvukWFhaaHQZed911vvFYiAACCCCAAAIIILBXgArwXgumEEAAgVAIlJeXm0PExcqMDs129dVXS82afJXHsmI5AggggAACCCCgApw1cRwggAACIRSoUVTXM1cVpTvMZTqWellZGRVgTykWIIAAAggggAAClQWoAFf24B0CCCCQcYH6rfaV4+/50jMf44b0k62r5pnLH3roId8KcEFBgfTp00eOPfZYz/RYgAACCCCAAAII5IsAFeB8KWn2EwEEckZg58YV9r48+uij9rTXRI0aNWTy5MnSrl07ryjMRwABBBBAAAEE8kKAXqDzopjZSQQQyCWBivKyhHZHm0qvXbs2oXWIjAACCCCAAAII5KIAd4BzsVTZJwQQyBuBnr/+P6lRs8h1f5eMfUaK53s3pXZdiZkIIIAAAggggEAOC1ABzuHCZdcQQCD3BdoecZoU1qrjuqNrZ/yPCrCrDDMRQAABBBBAIF8FaAKdryXPfiOAAAIIIIAAAggggAACeSbAHeA8K3B2N1wCL7zwgsyZM0cikYhnxkpKSjyXsQABBBBAAAEEEEAAAQTiF6ACHL8VMRGIS6C4uFjuuusuWb16tW98rdhq5ZeAAAIIIIAAAggggAACwQhQAQ7Gma3kkcCLL74oY8aMyaM9ZlcRQAABBBBAAAEEEMgOASrA2VFO5DKLBLZt25ZwbtsffZ60P/p81/U2Lpwq8965z3UZMxFAAAEEEEAAAQQQQCB+ASrA8VsRE4GEBXpc+pC0OnSA63pz375Xlk981VxWr0VHaXHgsa7xynYmXqF2TYiZCCCAAAIIIIAAAgjkuQAV4Dw/ANj99ArUqt9Y6jRp7bqRmrXruc5nJgIIIIAAAggggAACCKRHgGGQ0uNKqggggAACCCCAAAIIIIAAAiET4A5wyAqE7CCAAAKpEti9fbOd1FVXXSV16tSx37tNdOvWTR5++GGpX7++22LmIYAAAggggAACWS9ABTjri5AdQAABBNwFtq6eby9YunSpPe018f3338tJJ50kZ599tlcU5iOAAAIIIIAAAlktQAU4q4uPzCOAAALeApGKcu+FHku++uorady4scfSPbNbtWolPXr08I3DQgQQQAABBBBAIIwCVIDDWCrkCQEEEEixwDG3vC9N9j3cNdVZr/5Zlo5/wVz27LPPiv7FCo888oicc845saKxHAEEEEAAAQQQCJUAnWCFqjjIDAIIIJAegYLCQqlRWNP1b2fJ6oQ3+vXXXye8DisggAACCCCAAAKZFuAOcKZLgO0jgAACGReI2DlocVB/adjuIPu9c2JH8TJZ/dW/nbOYRgABBBBAAAEEskqACnBWFReZRQABBNIr0PbI06RT31+5bmTdnM/sCvCuXbukpKTENZ41U3udjtXztBWXVwQQQAABBBBAIAgBKsBBKLMNBBBAIAcEykt32HvxyiuviP75hRo1ash9990nl1xyiV80liGAAAIIIIAAAoEJ8AxwYNRsCAEEEMhuga1rFia0AxUVFfL2228ntA6REUAAAQQQQACBdApwBziduqSNAAII5JJApMLem9qNWkrd5h3t986JSPlu2bR0hjmrvDzxoZicaTGNAAIIIIAAAgikUoAKcCo1SQsBBBDIE4G2R5wmh154r+ve7tq8Tv5306Guy5iJAAIIIIAAAghkUoAKcCb1E9h2oTGESRhCWPIRBguvPBQUFHgtYj4CeSkQhu8N63MZhrzk5UHgstNWmegifV6csnFBysAsLQsNlEkG8OPYpH5u+KzEARVQFOt7jDIJCDxFm6ECnCLIdCZTs2ZNadWqVTo3EVfa+iEPQz7iymwGI9WvXz+DW2fTCIRLoKysLGZv0UVFRdKpUyexTiTSuQd8h6VTN/m0mzVrlvzKrJkWgSZNmqQlXRKtnkBYzgmrtxe5tza/LdlVplSAs6C89Bm64uLijOW0cePG5tXGSCQiGzduzFg+smXDO3bs7Sk3W/JMPhFIl8D06dPlgAMOiJn8eeedJ48//njMeMlGaNiwoeh32NatW5NNgvVSLKAXC2vXrm2mumnTJuF58RQDJ5mc3vnVyu+WLVtk9+7dSabCaqkWsC4S6UXFzZs3pzp50ktSwBruL9awgEkmz2o+AtZnwieK5yIqwJ404VmgJ2065mYYQljyEQYLrzxwEuclw/x8ESjdlviFso8++iit33Na2QrTd2m+HAt++1m3bl17sVa0qGzZHBmdsJpAa3nwm5/RonDdON9jriwZm1mrVi1z23xWMlYESW2YCnBSbKyEAAIIIOApYAx/ZIVa9ZtKs65HWW+rvK6bPVYqykpFh0wiIIAAAggggAAC6RagApxuYdJHAAEE8ligYdv95Sd/eMFT4L83HiqlW9Z5LmcBAggggAACCCCQSoE9Xf2lMkXSQgABBBBAAAEEEEAAAQQQQCCEAtwBDmGhkCUEEEAgXwT0eTYN2rHL5MmTfXdbn008+OCDhZ7WfZlYiAACCCCAAAI+AlSAfXBYhAACCCCQXoHynVvMDWjv6b/85S9jbqxz584yfvx40aFACAgggAACCCCAQKICNIFOVIz4CCCAAAIpE6goL00orSVLlsiaNWsSWofICCCAAAIIIICAJcAldEuCVwQQQACBjAkUFNaS9n3O9dz+utmfys6S1eZyq9m0Z2QWIIAAAggggAACHgJUgD1gmI0AAgggEJxAYVEdOeyyhzw3+OXD59kVYM9ILEAAAQQQQAABBGII0AQ6BhCLEUAAAQQQQAABBBBAAAEEckOAO8C5UY7sBQIIIIBAmgRWrVol33zzjcTT9LpOnTpy7LHHSlFRUZpyQ7IIIIAAAgggUB0BKsDV0WNdBBBAAIGcFtiyZYuccMIJsmnTprj3U3uzfuyxx+KOT0QEEEAAAQQQCE6ACnBw1mwJAQQQQCBJgfLdO+01//KXv0i9evXs99ETBQUFcthhh8mvf/3r6EUJv1+2bFlClV/dwMyZMxPeDisggAACCCCAQDACVICDcWYrCCCAAALVENi2ZpG99n/+8x972mvijTfekB49esiRRx7pFSXh+fXbdJW2h5/iud6CDx4xl8XTVNozERYggAACCCCAQFoFqACnlZfEEUAAAQRSIRApL0s4meLi4oTX8VuhUbuD5cBf3u4ZxaoAe0ZgAQIIIIAAAghkXIAKcMaLgAwggAACCCQicOTg56R2o1auqyz59GlZMWW06zJmIoAAAggggAACVIA5BhBAAAEEskqgcYfuUrd5e9c8r/rqPdf5zEQAAQQQQAABBFSAcYA5DhBAAAEEEEAAAQQQQAABBPJCgDvAeVHM7CQCCCCAgFOgrKxM7r33Xpk7d65zdpXprVu3VpnHDAQQQAABBBDIXgEqwNlbduQ8RQKjR4+WESNGyK5du2KmWKNGDfn5z38uOgwLAQEEwiewe/tmO1M33XST1K1b13xfWFgo2jtzRUWF+X7Hjh2yfv16Oy4TCCCAAAIIIJAfAlSA86Oc2UsfgeHDh8sPP/zgE6PyolGjRsnvf/97adOmTeUFvEMAgYwLbFm5944uFdyMFwcZQAABBBBAIHQCVIBDVyRkKGgB553fgsJanpuPlO+2lznXsWcygQACGRdwDpdUUKNQpMC9q4s98SJmfrsMvEo6Hz/INe9rZn4is1/9s+syZiKAAAIIIIBA9glQAc6+MiPHaRIoLKonJ//fYs/Upzxykayd9YnnchYggEC4BI686llpfdjPXTM146WbZen4F8xlteo1lnotOrnGq92ohet8ZiKAAAIIIIBAdgq4XxrPzn0h1wgggAACCCCAAAIIIIAAAgh4CnAH2JOGBQhUFti9Y4s94/LLL5fatWvb750Tq1atcr5lGgEE8kxg+fLlctJJJ/nutXbKdeGFF8oll1ziG4+FCCCAAAIIIJBaASrAqfUktRwW2L5uib138+bNs6eZQAABBJwC2kfAjBkznLNcp7/++msZMmSI6zJrpvY837dvX3nyySdFK83VCTt37pTLLrtMpk+fbvaIHSutBg0ayP333x+zMh8rHZYjgAACCCAQJgEqwGEqDfISaoFIRXmo80fmEEAg+wR0OKZY4cMPPzTHKz7kkENiRfVdrhXfCRMm+MZxLtS8Pffcc1SAnShMI4AAAghkvQAV4KwvQnYgEwL97hrr2WnOpAfPkk1LvslEttgmAgiEQKB+q32l7x3eHeb994aDpKJsz7jjtRu3loKCAtdcl24rkYrdO81lZWVlrnESmbl7996e7LXTv1r1Grmurhf7dm1eZy5btmyZWQl2jfjjzFq1apnjo7doQYdhfk4sQwABBBAIhwAV4HCUA7nIMoHC2vWkZp36rrkuKKheM0XXRJmJAALZI2AMveT1/RC9EwPunSY1ahZFzzbff/30H2TF5Dddl1V3ZodjL5JDL/ibazLbi1fIp3/qZS5bvHix3Hbbba7xnDNfffVVef/9952zmEYAAQQQQCCUAvQCHcpiIVMIIIAAAghkRmD3tk0Jb3jhwoUJr8MKCCCAAAIIZEKAO8CZUGebCCCAAAIIxBAo3bbRjnHppZdKUZH7nWIrUrdu3WTkyJHSqJF702YrXiKv9Vp2ln0HXOm5yty3/iblu7Z7LmcBAggggAACYROgAhy2EiE/KRMoLS0VvSsR69k553NxKds4CSGAAALVFNi2Zu9d1XXr9jyT65fkihUr5JlnnpEBAwa4RluyZInrfL+ZdZvuI/ue8BvPKN+/9w+zAlxeXi4zZ870jKcL1qxZI82aNRN9ZlhDw4YNpU6dOub0xo0b7e/q4uJic369evXMZX7/2rRpIy1btvSLwjIEEEAAAQQqCVABrsTBm1wSOP300+MaiiSX9pl9QQCB3BGIVFTYO2M+J2w8W+wWKsqNzq1+7KX+73//u+hfUKF811ZzU1u3bjU7wgpqu9Z2dGio66+/Xrp06WLNcn1t0qSJ9O/f37PDMdeVmIkAAgggkJMCVIBTVKw67uObb74p06ZNE72SrU3RevbsaQ4fUd2xG1OUxbxKpqSkhMpvXpU4O4tAbgscc8t70qRzT9ednPLoJbJ25v9cl6V7pln5TvdGfNLXO8/Dhw/3ibF30Z///Gf54x//uHcGUwgggAACeSlABTgFxa6VrcGDB4sOF6FBm3jpuI36N3HiRBkyZEjMZ7dSkI28SeLZZ5+VKVOmSCQS8dxnbf5shVoNmknLg/pZb6u8rpz6dpV5zEAAAQSyRsDxXdik8+FSr2Un16xvWfm9bFkxx3VZ0jN//BouKKwlbXud6pnMqq/+LRG9U22E1of9XAqL6rrGXTt7rJRt39MJV7NufaROkzau8UoWfy3b1//gusxr5pw5Kd53rw0xHwEEEEAg1AJUgFNQPEOHDjUrv71795Y777xTGjduLPos1u233y7jx4+XRx55RG666aYUbIkk9ARGXRMJ9Vt1kV5XPuG5yspp74pE9jY19IzIAgQQQCDkAh37/Uo6Hnuxay7n/2eEzEt1BfjHLdU0hobz+5796LoDZPf2EjP2oRfdJ/pssVsYf89A2bx0hrlov59fLa17DHSLJt++cINs/3xPBbj5gX2lebfervF2blorS8e/4LoseuZLL70k+qd3lWMFbdl18cUXy69+9atYUWMu11Zjeo6wdOnSmHE1QqtWrcxm7u3atYsrPpEQQAABBCoLUAGu7JHwO62Q6d3IunXryj333GN36KE/TA8++KCcddZZ8sEHH8jvfvc7s8OPhDfACpUE9G47AQEEEEAAAUughVEB7nbKtdbbSq+bls2KuwKsF7D1caZ4w4wZM+Suu+7yjF5hPMOtnSzWqFHD7vjLLbJWuGN11uhcb/bs2fLiiy/Kn/70J+fspKfXrl0rzlZTBQUFsnPnTtHfW+d83Q/tdExfwxpWr14dl2XNmjXNfQnrfiSSr+jy81pXy61t27Y8B+8FxPy8EqACXM3iHjdunJmCdq5h9WZpJalNoY866iiZNGmSWQk+77zzrEVZ/6o/7FOnTpUdO3bE3Bf9MT344INj9tS5aNGimFfAnU3Y2vb6hXQ99XrX7e/YsEKm/fNS12XMRAABBBDIPwGtKFi/2dF7r79piVR+rfXjWSfZtK1tuL3Onz/fc1+s+A0aNJAjjjjCt8Jz6623mpVpa51Yr0ceeaS88847vmnGSiNdywcNGiQfffRR3MmffPLJ8vTTT8cd3y/iggULZPny5X5R7GWtW7eWgw46yH5fnYmbb75ZXn755biT0HPSt9/msa+4wYiYswJUgKtZtHolVoM2f3YLVgVYrxTnUgVYr5Trs7jxBm0W/sUXX5jPR7uto52HnXnmmaInCvGGWg2aS+MOh7pGr1m7vut8ZiKAAAII5I9AmWOMYr0YrX+xQv02XaXfnZ94Rvvo2m5SUbann4k6zbybIe8sWW33zl27UUspqOk+jnPp5vVGenvuPHe/5AFpf7T7xfIVk8fIjBf2XPTVlmX6Fyv069dPTjzxRM9oY8aM8VzmtkB/q3VILm2GXd0wYcIEmTdvXsxkVq1aZW7zkEMOEa9ORfXcIZHKr25U/Z566inf7etdUz2PO/RQ93MNXfnzzz9P+Pzu/PPPF90fv6DDhOloFtrC0CvEcww419UWiyNGjJD69b3PkfSmhXbiqhdPCNkloJ+D999/X/RiX6ygF200/v777x8rqnnurseitpzIlZA7e5KhEtFnfTXoEAtuwZpvdZDlFkfnPfroo6JjH7qFvn37elaw3eKnep5+GVqhUaNG5uQ333xjzYrrddOmTaI9cOqVT7cwa9ashCq/mkbx/C9l5su3uCUnu3dssefvMDpK8YpnRvqxAxk9AfGLV/bjcB+6zvfv/F1q1m1gb8M54eyYZen4F2X9nM+ci+3p4vlT7Ok1Mz+WXZvX2e+dE9s37OlcTedtXjbbN4/WeqVbNvjGc/bcOvtfd0qB8TybW9B0rLDwo8dET+Lcwublc+zZK6a+JZuX77kwZM/8cULzb4Xi773Lr3T7ZiuabF+3xHdfrOe3Y5Vf+c5tdprz3rlfatZxPwFwev9gPDu4zuiUxy1sMI4/K6yd8T/ZtWmN9bbS67b1e5/r27R0pv++/Ljmri3rfeNVKr/X7pACjyaJpVud5fd/Urthi0p5s95sWfGdNSkrjZPszUY+3cKmpbPs2RvmTfTMY+m2vY8qbFu32DOemdiPn7/y0p2+8codFZm579wrXhe5dmxYbufxh8+el7Wz3Csy+v1hhTXffiQ7S1ZZbyu9blu7xH6/aem3vnm0Iupn2e+7pKK8zIoqs1673fNuWunWvb8JCz98VIoaNrfXc05sXjnXfrviyzdl0w/f2u+dEyU/7C3XDfO+8Myjc7tbjbGI/fbF6EDB3ER56Q7feOWl2+2szHtrmBQazwy7hZ3FjvIb96xn79bFCxzfn99+KDs37vktjk5z29rF0bNivi81ym/O6z5Nmx3l1+rQE43yc09yuVEW5bv2fO8069rbs/zWzPjYzr92yrjZaLbtFko8ytUtrjVP+yHRv1QGHWbLa4xmbfKt40FrBeuAAw7w3Kw2VdYT9USCjrSR6uDXhN3allaCL7rooiqt/KzliZ4P6Xr/+te/rNV9X0eNGiU//elPzTjW+NnaAajVZF6HH0s03H///XGtcu6555p92rhF1jzoDSBtvt+9e3ffZvELFy40m9NrhT+6paQzbb3QoXfRtUKmN028gj4zry0gOnbs6NuMXVsoah61NabfMGm6D3oOqpW7WBcl5s6da7Z81AsiVnno8aF/VplovvV5fh33XFs/+l1s0ItJixcvlv3220+aN3f/ftf0tJy/++47swl7+/btdZZr0P348su9v22ukZKcqfujLUZyJRQYB/GeX69c2aOA92PgwIHmszJ6N7Rr165Vtq5X22688Uaz4uf35a3peHWAccMNN5jPEFdJPIMzfvKTn5hDPmUwC2waAQQQQAABBBBAAAEE0ixw2WWXyXPPPZfmrQSXfHh7MgjOIOktadMB7ShCgzZVcQv6DI6GeJ4Tcls/rPOsK5JhzR/5QgABBBBAAAEEEEAAgeoLHHPMMdVPJEQp0AS6GoWhTR702QxtZuFVwbXmFxW5P/tjbf6BBx7w7FCqRYsWsmHD3qaM1jpBvWozbn3uRhsLWM2077jjDjnllFNk27a9zUq98rNkyRKzCYrVfNornjav0ODVTNpaT3um3LJli3To0MGa5fqq5aJNavyavuiK2vxFm6B06tTJbtLimqAxUzvq0vz5NWnRdbUZjzYR06Y3fmH9+vVmL5v77OM+JIi1rjZ/0bidO3e2ZpljS+vxt3nzZntMZO2xU1sS6D7r8ekV9OKN7os2pfFrkqTr//DDD9K0aVOJVX7apE2Pk5YtW3pt1pyv5af749eMRyPGW37a7EiPsXjLT3sx9Wq+Z2Vcy0/LWPfbL0SXn+6/ddFLy0L3QYMer/oZdpafW7r6faHb3nffffOu/NQm1vNFeswmW35WmW/fvrcprpafNtnUnlH9gpaffvfpMeYXEi0//Q6rXbu2X5Lmsa1N47wuslor6+dP/fT3wi/E+/lTJ00z1ven9fmLt/zU2nqmUV+t30b9TtDvYg2JfP7yrfy0+af+7sb6/oy3/NRPfzP02LY+f/rYk37f63asZp36+6+fP/2tssrP6zjT9PR7MNbvnzb/1O3H+v1L5POnj5tpc1Lno1vR+bR+87UJrXX8Rcex3uu5gf6mWd/r1vzoVz3XUL9Yv39aflo2sYawUns9J3J+/qxmwZp//bxoUD/9jY7398/5+YveB+u9lp+Wv/UInzU/+lWfM9XjI1b56SNw+v2pv2t+QX8v9bFCjef1rLeub5VfPOcvWn76/Rnr/GXlypXm+V+s8tPfcS0/5/mnfofrcaTHqRW0fLT89Fj0C9Y5W6zys87Z1Nr6LfNKVz8DerzGOn/R8tPPdaxzbt2OGmrz8EzWRdz216/ZuFt85zyaQDs1kpjW50L0YBs5cqTrswP67I2OW6sf6BdeeCGJLRjPfRoVnHgqmkklHsdK2tmFVQHWEyJCOAT0JER/oLRMeJIhHGWiP4LWF7J+ZvWzSwiHgJ6M6+dET0AJ4RDQ7y+rMmVdjAhHzvI7F3rxVE+KtdJiXcTPb5Fw7L11oU4rvfp5IYRDQCubesHcuokTjlzlRy6sz0Qye+t9iyiZ1PJwHetqu/PKj5PBOgGOdSXGuQ7TCCCAAAIIIIAAAggggAACqRegAlxNU2soAG0a5Bas+aka881tG8xDAAEEEEAAAQQQQAABBBCILUAFOLaRb4wBAwaYyz/++OMq8bTN/qeffmrO1zHVCAgggAACCCCAAAIIIIAAApkToAJcTfs+ffqIdv6hY5JFD0j+8ssvmw+M68PtvXv3ruaWWB0BBBBAAAEEEEAAAQQQQKA6AvQCXR09Y13tafDKK68UHUx92LBhMmnSJOnWrZs5ELxO60DZt9xyi2+PhNXMAqsjgAACCCCAAAIIIIAAAgjEIcAd4DiQYkXp16+fPPTQQ+bwHGPHjpVRo0aZFWG9Mzx8+HDp0aNHrCRYjgACCCCAAAIIIIAAAgggkGYB7gCnCPjwww+XN954w2zyrMMiaedYOl6l31isKdo0ySCAAAIIIIAAAggggAACCMQhQAU4DqREougYoNY4oIms5xdXm1lnsiKtg9Xr+JmZzoefUT4u0zLR8QC1XPSPkHkBLY9Vq1aZGeHzkvnycOZAOyXUv0x+lzrzw/SeMe5LSkpMCj4v4Tki9DOi32Ua+LyEp1z4bQlPWThzoudiZWVlfFacKFkwXWAUXCQL8kkWMyjQv39/Wb16tdSpU0e+/fbbDOaETSMQboGJEyfKoEGDzExefPHFZt8A4c4xuUMgcwI33XSTvPfee2YGRo8eLYceemjmMsOWEQixgF6QsD4f2s/M+++/H+LckjUEwi/AM8DhLyNyiAACCCCAAAIIIIAAAgggkAIBKsApQCQJBBBAAAEEEEAAAQQQQACB8AtQAQ5/GZFDBBBAAAEEEEAAAQQQQACBFAhQAU4BIkkggAACCCCAAAIIIIAAAgiEX4AKcPjLiBwigAACCCCAAAIIIIAAAgikQIAKcAoQSQIBBBBAAAEEEEAAAQQQQCD8AgyDFP4yyngO586dK6WlpeYYZ1Y3/BnPFBlAIIQCW7dulUWLFpk50/HA27VrF8JckiUEwiGwbNky2bhxo5kZHdqlbt264cgYuUAgZAI6YunMmTPNXOmQlPvvv3/Ickh2EMguASrA2VVe5BYBBBBAAAEEEEAAAQQQQCBJAZpAJwnHaggggAACCCCAAAIIIIAAAtklQAU4u8qL3CKAAAIIIIAAAggggAACCCQpQAU4SThWQwABBBBAAAEEEEAAAQQQyC4BKsDZVV7kFgEEEEAAAQQQQAABBBBAIEmBmkmux2oZFNBemd944w354YcfpH79+tK9e3c54YQTpEuXLhnM1Z5N79q1S958802ZNm2a2bun9uzZs2dPOemkk6SwsNA1f8ms45oQMxGIEtiwYYO8/vrrsnDhQlmzZo20atVK9t13Xzn//POlZcuWUbGDf5vosb99+3Z58sknfTN66qmnSteuXX3jsBCBWALa6+zdd98t2lPz3/72N2ndunWsVdK+PNHfvrFjx8qMGTM889WiRQu5+OKLPZezAAE/gS+++EImT54s8+bNk4KCAvMc7IILLpCOHTv6rRbIMn5bAmFmI1ksQC/QWVZ4WrkcMWKEmesGDRqYwxPpEEU6fMR9990nvXr1ytgelZSUyODBg80TJs1Es2bNpLi42MxPv379ZMiQIVJUVFQpf8msUykB3iDgITBu3DgZNmyY7Nixw7z4osMSaYW4vLzc/LzceuutMmDAAI+10z87mWNfT+b/8Ic/+Gbunnvukf79+/vGYSECsQRee+01eeyxx8xor7zyinTo0CHWKmldnsxv33XXXSfTp0/3zJdeNH7++ec9l7MAATeB3bt3y6OPPipvvfWWubhx48ayc+dO0UqnXui/44475MQTT3RbNZB5/LYEwsxGslyAO8BZVIA6BtwjjzxiViK1Mtm3b18pKyuTt99+25x/0003iZ6otGnTJiN7NXToULPy27t3b7nzzjtFfxRWrFght99+u4wfP97OozNzyazjXJ9pBNwE9LizKr+DBg0y7/LUrl3bPEF54YUXRP/0gpGOpZipE/tkjv358+ebu3vEEUeYrT7c9l1bXRAQqI7AggUL5IknnqhOEildN9nfPuvzcs0114h+/qNDw4YNo2fxHoGYAs8884xZ+dVWRHoupq3wtMXESy+9JE899ZTcf//95rxMtZrgtyVmERIBAdEPLSFLBG688cbIscceGzG+fKvk+OGHHzaXPf7441WWVXeG0eQyctlll0WmTp3qmdTs2bPN7Q8cODBi3HH7//bOBFyLqozjR9MkLYIWy6VESUVRcUEFtUIrVIpFH8UsxBJFLMwwcEFBoNQEBMsMogVTyYzqCVdSQTEMQwUtFzRDRVMTy1S0rHR6fyfPNN/c+ba591vuvf/3ee795ps558yZ38x8M+95l1NQzqxukVmkInPTjl5++eV4W546cWUtiEAJAtwH3CtTpkzJLGUj9H67Wbgyt+dduX79en+vTJw4sWQTea/9Cy+80Pd70aJFJdvXRhHIS8AsWdFxxx0XmQXL/2ZzH61bty5vcyXrVfJsoYE8zz4LefD3ytChQ0v2QRtFoBoCGzZsiA499NDIvNqi+++/v0VVG3D1190111zTYltrV1Ryv+jZ0lrKqt9ZCCgJVjsZBSH2b+XKlb639uPbotdh3fXXX++twukCb775po8ZXrJkibv55pvd448/7l1B0+Wyvj///PM+htJ++LM2+3W4myK4Xnbp0sUvh3+4Qu+3337eXfumm24Kq12eOnFlLYhACQKrV6/2W/GSyBK8FBAsXVnyyiuvONq49tprfTz7Sy+9lFWsxTo8Mog3Jm6ylOS99kN/d95551LNa5sI5CYwd+5c/3w49dRT3eabb162nVo/W/I++4L1V/dK2VOoAlUQwOPu1VdfdUcddZTbY489WtQ8/fTTnQ3YuN69e7fYxoq8zxbq1updjLb1bIGCpDMRkAt0OznbDz/8sHexwV1z6623btHrXr16Ody5eFG30fqChFgou1OnTvUv5smKJAOaPHlymyTMsVFH33RQLJL7YRkFeMWKFT4hyfDhw/3mPHXS7eq7CGQRIFSAeN9u3bplbY5j09PbiQ++8sor3eWXX14wQLTxxhu7kSNHOvOEcJts0vqfzTzXPsr12rVr/f5DwjvzqPCunVnunZkHrpUiUIKAefn4JIb9+/d3Q4YMKZtwrR7PlrzPvrQCzP3D/cKArEQE8hIgwSdinhGZTey2226Ov7To2ZImou8i0FgCrX+Ta2z/O83eiWlE0i/sSQBsY3QR61N4QeblYezYsd76inWWP7IVkrlw8eLFbvTo0c7cRV1rR8nL9S/0O2kZy1MnebxaFoFiBFAIswaKKM+LcPBESI/SMyBEvDrXK9k8e/To4e8nEvCgFPPCT5Kp1kqea5+s7yRfIcMosf4kYEHJRzlnnbmtuoEDB7a2a6rfSQkweEq2Z3I3nHXWWWUpNMuzhY5mPfuCAsz9Pm7cOO/RgRLCQPG+++7riAsmMZ5EBKoh8MILL/jiZNrnN5lniblC+99m3qOYYSArC7SeLdVQVlkRqD0BKcC1Z9wme8DlBgmKZFajXbt29atDWfPjdxYb7JXfE044wZEMKAgZCnv27OmzfFIGJRjB3YyU/kkJmZx5+eflKAgZnYMCEfZZrH/pvtFGnjph3/oUgbwESO7z9NNPu2222cYxZVCQu+66yyu/WIjmz59fYCk6/PDD3YknnuiWLVvmQxHwaEC4J8i4GeTFF1/0i2QEDW7YYRveG0y7guS59sMLPR4eJFqhLZJhPfHEE/6PxCerVq2qSHkJfdKnCAQCM2bM8AMqKMHlrKTN9Gyh/1nPl+DSiUcHmXnxkgpeFEuXLvWhDcyooCnDwhWgz0oI4IbMoCO//QwUYXTYdNNNvQLMuxMhZqxPzjCQ59lSz3cxPVsqOfMq09EISAFuJ2eUH0OkVNZKpkVCePlGeAF/6KGH/Isy7ptpCS5uDzzwgMMlE2UWxYCR8Swh82FSGD0nHoYYsLDPYv0LfWOaACRPneS+tSwCeQgwtQt/vMBYoqqCeHUyeCIMFqUVAAZ+LMGbd4+25CbepZ+yKNPMBZmWZ599tsV9NGHCBO9WmvfaDy/03GNkuGZ+bQRlBGswA1k33HCD69evnxswYIDfpn8iUAkBrhsGdxjoYcq6clKvZwv9yPPsY4DpmWee8YdBfgxiMpkqEGE9IUE8G7mP5s2b1yZhDb5x/evQBLgW+WNAhVhfXJ2Zamu77bbzg0fM0X7jjTf6GQbYFrJA53m21OtdjBOmZ0uHvmx1cEUISAEuAqbZVm+xxRa+S8z5W0yCchniAbEMIVtttZWPvfVfUv+IA2bUElceFGAU1fQLENsto6bbddddYwsWzYRRd5QJXi6YbzX0IbWbeH2YBzhPnXSb+i4C1RDgRRdrENce8zSmE5iE+4Xtaest+wnuktwrQXjJ4WUoCNc/4QUkD+rbt29Y7T+5D5G81z7xx1gVUMaT7t2ENBx55JHeCowizMvWACnAnrX+lSeAQogllOnzTjvttPIVrES4V2r9bKEzeZ59PI8IE8BdlYEi7pEg3DvTpk3zU6Nh+SK55AEHHBA261MEihIgBAXBlR4PIrwmsP4ieOScffbZPlEVccLML33GGWf4beF+qebZUq93MTqoZ4s/TfrXyQhIAW4nJzy4TpLEo5jgioOEF4YQb8scisWsuqGtEJPIywEucElhlJw4l2OPPbboizX9Y3+hD8n6LIf1oW+sy1OHehIRqIYALy3M+YtrGgMwxGIRC58Urs+Q6Xn69OnJTS2WcYFjIIq2RowYUbD9ueeec0cffbQf+U/fR8mCea59LL+77LJLspmCZcIaUIBxzcPKzMuWRARKEeBFHmUQDx6u++Tvc6l69X620Jdqnn1c+4QcFJvjG8scc7eiqJBYTgpwqbOtbYEAg4/87vP7P2zYsFj5Ddv5ZDCS6+rRRx/1q/M+W+r5LqZnS/IMarmzEJAC3E7OdFCAgyKZ1e3wgtC9e/eCzXvttZc78MADC9alv+y0007pVVV9L/dCn9W3PHWq6pQKd3oC3C/nnHOOt+jisYAizItvKRkzZkzNXSJrce0HdzteznABLRaOUOrYta1zEcD1kfAXFMZJkya1OPgQ3849QRk+k3Hz9Xq20LE8z74WB5RYseWWW/pvJJKTiEClBPjtxmsi6YWTrItlGCEMJi16tqSJ6LsINI6AFODGsa9qz+Fhzcg7Fq3gdhMawXpFsipeUnbccUe/Oox+445JZsJaSugfo+nEIKaF9UjSgpWnTrpdfReBYgQYdMHzgXl5t912W2/hCvdEug7KIqP73EdkiG3tgFC6/fT3PNf+woULfZzZYYcd5rNTp9skTAFB0Zfym6aj78UIBBf+UgpmSNoWXEDDfVTPZ0s1zz7Cdkg8RP/wyMgSPDkQfhskIlApAX67UYBxa84yLIRBozATh54tlZJVORGoLwH5yNWXd+69MdpIFssNGzb4GMN0Q7fddpuPS6EMD32E+F6EFP3hR9mveOsfbm9Mg3TyySf77LHJbdUuh4yHt956a4uquGOSdRMJiXtYzlOHehIRKEeAxFBk4kT5ZWqKuXPnFnWHDG2F+4VkQFly3XXX+bjBtpgGKc+1z721YMECH1uW1b/ly5f71SEze1YZrROBJAHujdtvv73oX8jqT+w85XD7RMK9Uo9nS55nH9nYyZR+6aWX+vwWyWNmmcHiMBe37pc0HX0vRSD8djNndpaE/BFJT6Nwv+jZkkVM60SgMQSkADeGe669EoOLMEVLcrSekeyrr77ab0uOduOehsKJ0kyyhnSCKpQC5nIkZrDUPMBYj6mfThrkd/jWP6y+PXr0cCQVCXOshu28tONmRqbE/fffP6z2luJq68SVtSACJQigrBL7jrsa1y7W3XJC9meEe+m+++4rKE5sLy/TTEEUklkVFHjrC+EH7G/8+PFZm+N1ee6Xgw8+2NdnMAnFPin33nuvw0KMjBo1KrlJyyLQ5gTq+Wyh89U++3juobwzEMb83Ux/FISB34suusgnbcSCx6CxRAQqJTBo0CCfEJHf3CuuuKKgGr/LzDKAV0XSOtwWzxZ2VKt3MT1bCk6jvnQSAhvZAyLqJMfa7g+ThCWnnHKKV1oZFedHiwc7liEUTH5wSViFG3QQlNuxY8f6BCK4elFmk0028VO34MJDdswpU6a4Qw45JFTJ/XnHHXf4BEP0k77hio0SsmLFCu+yzTQtaSU6T53cHVTFTkGAgZ4jjjgiHiQKLp5ZB88coFiKgsycOdMtWrTI3xcDBgzwc2WTzITRfrKckwmd6zhMqRLq5fms9trnvho3blycoZo5gPkjjhMPEITfh6As5OmT6ohAksDgwYO99xAZlYPbc9hez2dLnmcfiYiYqoZXHAamBg4c6BUT7jummMEqx2BViJ0Px6VPEShHgGuIqbTIt8A7DWEzZBxfvHixNzTgfZSMlac9PVvKUdV2EagvASnA9eXd6r3xcj979myf0TbEY/GCzws/rsxdunRpsQ/cvWbNmuWV3uRIOAoqLtBZMbstGqlwBe4/KOFYzIJg5eXFfe+99w6rCj7z1CloQF9EIEFgzZo17qSTTkqsKb7Ys2dPbyFKlrjlllvcnDlz3Pr16+PVZP5k3mxG8tsyvrbaax/rFR4VKCS8fAVBOSHeuS3v5dC2PjsvgVIKMFTq+WzJ8+zDzZkpnvB0CsLgFVP9oRyHcKGwTZ8iUCkBBh5JqsgAabAjMaBKmMDQoUMzm9GzJROLVopAQwhIAW4I9tbvFEUWdxt+eHn5rWT6Cuow8o1LNG6cYV7T1vemZQtYpElaQsII5pdMWqVblv7fmjx1irWl9SLQWgIkxMLlGYWX+yXMr93adrPqV3vtcy+TiIXYfpKtMGekRAQaRaCez5Y8zz7uZZ5H3Ms8Lyt5HjWKpfbbvgi89tprfiotsj+nZ+AodiR6thQjo/UiUD8CUoDrx1p7EgEREAEREAEREAEREAEREAERaCCB/weLNrAT2rUIiIAIiIAIiIAIiIAIiIAIiIAI1JqAFOBaE1b7IiACIiACIiACIiACIiACIiACTUFACnBTnAZ1QgREQAREQAREQAREQAREQAREoNYEpADXmrDaFwEREAEREAEREAEREAEREAERaAoCUoCb4jSoEyIgAiIgAiIgAiIgAiIgAiIgArUmIAW41oTVvgiIgAiIgAiIgAiIgAiIgAiIQFMQkALcFKdBnRABERABERABERABERABERABEag1ASnAtSas9kVABERABERABERABERABERABJqCgBTgpjgN6oQIiIAIiIAIiIAIiIAIiIAIiECtCUgBrjVhtS8CIiAC7ZjAG2+84R566CG3aNEi98ADD7h///vf7fho1PV6ELj11lvdggUL3D/+8Y967E77aBCBV1991Z/nJUuWNKgH2q0IiIAI5CMgBTgfN9USAREQgQ5L4OWXX3YTJ050++67r3vnO9/pevfu7YYNG+Z23313/32vvfZyJ598snviiSdqxuCLX/yi22ijjdy73vWumu2jWMPLly/3+2b/WX8bb7yx22yzzVy3bt3crrvu6saNG+d+//vfF2uuovWvvPJKvC/Yt1e5++673WGHHeauuOIK9453vCM+jPHjx8fH969//Ste30wLO+ywg+/j0KFD27RbTz75ZHzsM2fOLGi7kdd5QUdyfNliiy3cD3/4Q3++V61alaMFVREBERCBxhCQAtwY7tqrCIiACDQlgQcffNDttNNO7sILL3T33HOP++c//1nQT5SX++67z82bN88rf1j6ailRFNWy+Vxt0yc4vPTSS+7hhx92l1xyievTp48fJMBi3lkF74BRo0b5w7/44osLMDTjeSzoYIO/tFc+s2bNcm+++aY/7//5z38aTFG7FwEREIHKCGxSWTGVEgEREAER6OgEsPweeuih7i9/+Ys/1IMOOsidcsop7iMf+Yj7wAc+4P7617+6tWvXuh/84Afu17/+tXdx/cIXvuC23nprd/DBB3dIPB/96Ee9hSt9cCh7uIBi+QouoLiJY+mcPXt2unjZ71iau3Tp4sttskn7fDQzaPKHP/zBYdXcbbfdCo550003jY+vYIO+tGsCe+65p/vc5z7nrrrqKjd9+nTvOdKuD0idFwER6BQE2udTtlOcGh2kCIiACNSXwJw5c9yf//xnv9MJEyb4F9pkD7bbbju39957u6OOOspddtllbuzYsQ6rz5lnnulWrlyZLNphlvv161f2pR533y9/+ctuw4YN3hr8+c9/3vXt27cqBriat+eY2aeeesqdf/75DuX93HPPbXHs3/zmNx1/ko5HYNKkSe7qq69206ZNc2FArOMdpY5IBESgIxGQC3RHOps6FhEQARFoBQGsugixfSgzpQSF75Of/KQvQtznmjVrShXv0NtGjhwZu/5yoMQQdzb51re+5d3CuSaIpZV0HgKETOAB8vrrr7tvf/vbnefAdaQiIALtloAswO321KnjIiACItC2BF544QXf4Ac/+EGHy2o5GTJkiCPjL1a/Rx991PXq1SuzCpZNtqMkP/LII94Vdscdd3T8kUSKpFJ5hTjc+++/3/+xvMceezjcMj/84Q/nbTJXvU9/+tMOJRBZsWKF++pXv+qXcZVevXq1X+ZYN998c/fb3/7WLV261G211VbuyCOPdO9973t9HCUx1wgu5dtuu61fzvqHgk0c9rPPPus4V3D8xCc+Ufac1YoVrvPf//73fVeHDx+e1WWHhZj+IiRXw+UbIWb63nvv9cu77LKLT3qGVwFJxeBI23gd7LPPPu5973ufL9eafzC44YYb3GOPPea54+ZPcrdKr8HQXzKjEw7AdcY1RxvJpF+t6WNWXTwzuH/4e+6551yPHj3i+6cYF5LUPf/88+7d736323nnnf3ytdde6z8POOAAN2DAgIJd/fGPf/SeHH/605/8Pcr1yt/2228fn6+CCokveIXwW/C9733PewDg0SARAREQgaYlYIkXJCIgAiIgAiIQmVWXjFORKSeRxbaWJWIJsqK///3vJcvNnTs3spdh3y5tp//233//yOJGW7RhrpS+rFmjW2xjhSXeiSyjbmTZmFu0yT4sLjF68cUXM+uWW/mb3/wmbtNcwcsV99tNoYrrWBbkuI4pffH6O++8M/rsZz8bf6efXbt2jcx1OjJFL15/9tlnx/WTCzfddFNk1ra4XJKlKSnRz372s2TxeLmWrNjJjBkzfJ9s0CT629/+Fu83uXD66afH/TZLYbyJcxSO47bbbotMuY9sQCBeF7ZZfHRkylVcL8/CN77xjciyirdo2xTYyBT0CIbszwZ2Mpu3WO/IYptb1KeOKaFF+ZsiGteBVVLKXeeWQTqywY24fuARPuFisdeRDbQkm/XLlqnd1xs4cGD0u9/9rsWxm8uyL2cDX/6Yue9Du8lP9g+fUmJ5A6K3ve1tvr7FwJcqqm0iIAIi0HAC+Yfd7ddRIgIiIAIi0HEIHH744f5g7Mnkk2GR3ZjpeYoJUwFhXcoS2hg0aJAbM2aMj43Fqom188QTT/Trg9XKXsxd//79nSlCWc1krsOijKstCadwuyRBF9bo4447zlusqPSTn/zEZ2bG4lwPwQodJJ0AKqzHSvrTn/40fPWfBx54oHc5L1iZ8eW73/2uw8qMJd0UDW8RPf74470VkOKPP/64O+aYY9wvf/nLgtr1YLVw4UK/T6zQ3bt3L9h/NV+wzH7qU5/yydZIvMY5DtcJ2ciZeitY2atpl7KjR4/2lkmuZ6yT7AdeWHCxNttATMlrEP4cH3Nhw5+pwLjesCBj+cV7Aus3CcDaSm655RafTIwka1ioSciGuz0x5ljREbjYgIk777zziu6Wa4BEVel7mYR31B88eLDDMsw9CweuK+7VcG+zf6zcWJSLyZZbbuk+9rGP+c3heihWVutFQAREoOEEGq6CqwMiIAIiIAJNQcBcT6OTTjqpwAqEVc9ebCOsZ+aSmmlpyuq8KTNxO1iWbdqggmL2Mh4F65c9CKMLLrigYHvYlmUBnjp1aty2Zan2FtRkZUvIE1GPdk3RSW6qaLlaC7ApGJG5isZ9+vnPfx7vJ2kBpj/m9hxZsrHI3KIjG2CIsCoipSzANtVSbOneZpttojvuuCNun4W77rortu5x3ObmG2+vNSs8AILl7+tf/3q83/RCJRZg+Jhrb4QlOAjW6/nz58dssdKaG3LYXNHnjTfeGNc3xTF6+umn43q0f84558Tb6UPaAmyDDpG5rvsylgjO844bsAUsvPvtt1/cBtdfUthOu/xVYwGmr9TBIm5KerJJv4xHAR4ElLGBh8iykheUCRbgsG9TnKNly5ZFUh4gRgAAD6lJREFU3JuWqMyXtQGZuG+m5BfUx6p80UUXxdsnT55csD39he3si98M7m+JCIiACDQrAUb8JCIgAiIgAiIQE7AEWN4NOrw4Jz9xZzZLcWRTIZV0McbtknoWyxqhWGcJrr8WP+zLDR06tKBIMQV43bp1sTJCP4rJlVdeGb+4/+pXvypWLHN9UgH+2te+5vvPMST/bEqoyKy+kVl1I7NWxvsyi653zw4NpxVgSzQWNhV8llKAUVzCOUgrv6ERlM9Q5kc/+pFfXQ9WZjmM93v55ZeH7rT4rFQBTiq/yUbMKhnvx+Kfk5vKLpuV1tfFXdjiZzPLjxgxIm4/rQBbvKzfhqJvsb+Z9VH4zBPBl2OQg/MZJI8CbHHicX9KuX7jLh/OO4MqSUkqwDDIGjgIYQ/vec97Mu9TlGCLH47Mwuvd95Ptp5e5F0JfGHSQiIAIiECzEpALtP1aS0RABERABP5PYOLEie7BBx90prT4OYD/v8V5d2aLRfWuzCTiufTSS30Cp2QZlpnyxmJSnSlj3mU0vZ3vZq2Mkz0xhVAl8uMf/9i99tprvijTrhQT3ERxjUaok1cuvvhin+SLRF/JPxJX9enTx5nF3CdUon2SWpEEKCR4Su+TREQ2MJBeXfK7Kd0+aROFyLSLG2yWcK6+8pWv+GmYcM9F6sEq6fr9oQ99KKtrFa/DrTedmClUhnWQ9evXh8Wyn2bhjZOQ4Z4crol0Ra75rPNmFm6ftIzypiQ7EnVlCW7VZkn2m0j2hdtwa4TMyiGp1LHHHlu0Ka6pIKXuIbK2ZyX64ppFLHbbmedCaCr+5Jrnt4C5wZnqqJQkE8/hVi4RAREQgWYloCzQzXpm1C8REAERaCABXvRR/vgjvpSXcbPO+T+y0CJk1EXp4mU3ZAEOXUYJC4pYWBc+qUed22+/3cd7sh5FrxIhUy1i1jzHvMSlYoeJxeXFPdSppP08ZYiFHjdunFeAUISKCdmaqxVzf3YoYQjxwsWE7NLp+Nhw3LVklVRGkwpQsX6WWl9q+iQGW4KQWbtSIaOxuQb74mQ+LiZc78Sph3mwQzn4BwnTfoXv6U/iioO0NvacARZijvlLC5mozarss2QnldJS91Cxa4+4/zBvsyVo89MYfeYzn/E5ALh/GRQg5rkSSQ6AkH1aIgIiIALNSkAKcLOeGfVLBERABJqEANOgYOnkz9yZ/FQpvDSjFCPmDu2tkyTaSYu5CntLsGV69pYkFAOU0rxCEiiE5D0k3qlEUILod5aFr1x9EvuQfCot5jLqFXAUMxQ/lOByQmKnaiUMNlCvWgWzHqySCnCpqZsqOe5Sx5ecYgirbqWStFCX6x8KXCkFOKmEZ+2f7VxjXGutVYCT7TPwxGARllgUcqZwspj6ZJGyy8WuPaaYYvDKYun9IBRTdPGHRZwptiyjuU8WhvKPNbiUJBXg5HVRqo62iYAIiEAjCJT+NWtEj7RPERABERCBpiXACz6ZYslQi8UxzHeLK3RaAeYlmjLBZTl5UFikUCzJ1lyNtcgSGCWbqWiZLLhk6X3/+99fUflkIY71jDPOSK7KvRwyGlfTQDJzL0p3NVIPVqF/Nr2Qt8pX0790WSzVbS0MfgQpxw+FLy3PPPNMvKrc9UP/UdS53hn4aa3gJWGx8LELd7I9wgcYnCFTczqzeLIcyyiuIaNzehvfycyOBZx79brrrvODS6xn8MXiuv1fv3793C9+8QtvJWdbluD9wPFzv5Vyx86qq3UiIAIiUE8CUoDrSVv7EgEREIEmJWBZnp0ljnJYbrDWWrbhsj099dRTfawvL8pMD5MUpmYhDhhB8bAkV65v375+OpXdd989fiG3BFXJamWXseKh2PHCzhRKlUop1+RK22hEuaRVNGkNrqQv9WAVrPAoPLjglrMSVtLvtiyDK3EQlFmm8ykmWUorbvZBsA4nY27D+vCJO34Y7Mkz2BHa4RMXZ6yvxBMjuL/jDk3/+evZs6eP6SXOu5wC7Bso84/2+UN5tURrzpK1ucWLF3uLM1Ut07ifeol+WZbnzNawSlMfKTdYkNmAVoqACIhAnQhIAa4TaO1GBERABJqdQHCZxdJDbG85IamOTf/jLUXEJQY3YxQJmz7FV0dRxVpcTKEm+Q5C/UoEyzEv48S38iJeC6thJf2oV5mk62o5iy4Jx1DAOCeHHHKInyO41qyC1ZRzz7kMCnG9+JTbT9It98knnyxZPGt7MnYW5a+UJLcXS7ZVqn5y2+zZs2Pllzh8kpxlSbh/2FbpPZTVTliHBZf5gfmbNWuWs6zX7uijj/afDCDgHv3xj388FC/4xMsiSEiuFb7rUwREQASaiYCyQDfT2VBfREAERKBBBJIvtViVgiWnVHdIzmRTBvkivXr1imNssSChECE2FUtR5Zd4RpsuxpcrlcDHF3jrH/tBKG9Trby1tuUHcaJkTea4TjvttJYF2smabt26xdY0sm8Hrunuc7y4amOVnzdvnt9cD1ZJRSepAKX716jvZM0mQRiSleU49AtF76mnngpf40+yMYfY8WTCqbhAYgF3/iDFslmH7eU+iflFsGCHMAO/IvWPAY4gld5DoTwKM5mxbQ5jN3LkyLC64JPBlDCYxYZSXhfJ85+8Lgoa1BcREAERaAICUoCb4CSoCyIgAiLQaAIoCsT5IatWrXL9+/ePp/fJ6huJrJieJWTkJY4wSDJBTzIGM2znE8U3+dId2kmWyVoeNWqU69q1q9+EVSxk+E2XxRqKEoEy/va3vz29uV19R6lFSOhUzGUc9/XgwnvEEUf48vVghYIUpBmnvkH5PeaYY3wXSdq2dOnS0N2Cz8mTJ2cOLuC+TxwuQn1cg7ME6/Fll13mN+H+iwW+NRLuIWKsiyWNu+qqq9zChQvj3VR6D4UKZHfGan333Xc72rL5lcOmgs/koEupTNrJ85+8Lgoa0xcREAERaAICUoCb4CSoCyIgAiLQDATI5ozFEUHZImaX+XRxwURxQDHmRfmss87ycYjECCJYkE444QS/zD/mcw1WMxTRZcuWxe6ZWCppZ9CgQe6ee+6J65SaziguZAu4lk6dOtWvQulg3ytXroyLrF271k2fPt196Utf8us4nqBAxoXa2cL48ePjDNCcj/nz5xdMG7VgwYL4GMnqS7w1Ug9WDJyEAYk777yzKcmSoC1MyTVkyBB3zTXXxNcjU3Idf/zxPsFTsc4Tyx6SSA0bNszP9fz666/74lzP3AckSwteE9/5zndaHQtNewiKMMnkkvHfWFrnzJnjFfOkclrpPeQbfutfUO5pZ8yYMXHMbyizfPlyxxzCCIp9KQU4nH8GDUqVC23rUwREQAQaRsB+9CQiIAIiIAIi4AnYC29kcZP4L1f0ZwpoZFmcW9CbMGFCQX1z5YzMJTkyRSJeb5a5yFww/Xez0kb2Ah+3Yy/mfr1lu43XhQWzdEU2JVPcDn3t3r17ZPGaBevM+hfZS3moVvGnuXXH7XAcrRFLYhS3ZYnGijZlFvG4nCUQa1GOPtk8tXEZi32OLJlYZAp+vM4UlMjmbC6oW2tW7Gz48OG+D3vuuWfBvpNfzFof99OUx3gT5zxca5MmTYrXpxfM/Tsud/3116c3l/1u8dMF/CxrdWQu4pHFsft2bdAmsiRQftmU5BbtsU9LbBX3geu1d+/ekSVXi9fR1gUXXNCirllZ4zIzZswo2F7sOjd37MgUybieDShF9JF9sgwzG+CIbNAqssRj/ru5wBe0beEHfj3bS0noA23StsXrRzZg4NsP58ZcmiNzty7VTGTzbvv92SBNyXLaKAIiIAKNJiALsP26S0RABERABP5HgEywxOZOmzatZMbcffbZx82dO9etWLEijlFNMjRFwM2cOTO2KOOey3ymuD7bi7IjnpXstVg0ESxdJN+qRMg0TJwr7qimEPhsuFi/SIyF4No5YsQIP31MR7FEHXTQQT47N1NN4dbLPMhk6yYOm+MdPXq0nyc2PVdtPVhhVUVwgU1aKv3KJvlHErabb77ZZ1amS7gWr1mzxltqBw8e7JYsWeKzlRfrLlN2MQ8vCaHgz/XKd7JfkwyOpFFc32Q/bwshgzeeE8y/i9jLondVZp9MOYW1lv7j5h5CF7ifKFetcC9hUebaoT7ZrlevXu1dr/GggA/eGsEqndU+degbEq6HrHJaJwIiIALNQGAjNPBm6Ij6IAIiIAIi0HwEUGhwNcbtEhdP3GqZgsWskRV1FkWNOGCzTPoMwSiszGHalkLmY5R2stQybdAOO+zglYS23EcztYXb7WOPPebI2o1ix9Q8KGWVSC1YcV1sv/32XmHCXfjMM8+spCsNK4OyhvJIbDju+tVmEoc/1zRtmOeBz7bNfVErYSok9sfgEfcP13gIMWjLfXJcZBpft26dH1hhX5zXSuT888935557rr8e6etmm21WSTWVEQEREIGGEJAC3BDs2qkIiIAIiIAIdBwC5trrs1CTNfmRRx7pOAemIylLADsK03URf3/JJZe066zrZQ9WBURABDoEASnAHeI06iBEQAREQAREoHEEcAXGhRZXd7JvJ6fValyvtOd6EMB9HFdt5oAmqzRzCUtEQAREoJkJKAa4mc+O+iYCIiACIiAC7YCAJYNylsTK9/S8885rBz1WF9uKQDjfU6ZMkfLbVlDVjgiIQE0JyAJcU7xqXAREQAREQAQ6BwFiSAcMGOAsY7WzrMmOxFGSjk2AeamZd5p5j5knuRaxyR2boI5OBESgEQSkADeCuvYpAiIgAiIgAh2QAAmQ+vTp492hmUuaDNWSjkngjTfe8BndSZxFRnJc4CUiIAIi0B4ISAFuD2dJfRQBERABERCBdkKALMJkLLZ5mZUNuJ2cszzdtPmc/dRjXbt29Zmp87ShOiIgAiLQCAJSgBtBXfsUAREQAREQAREQAREQAREQARGoOwElwao7cu1QBERABERABERABERABERABESgEQSkADeCuvYpAiIgAiIgAiIgAiIgAiIgAiJQdwJSgOuOXDsUAREQAREQAREQAREQAREQARFoBAEpwI2grn2KgAiIgAiIgAiIgAiIgAiIgAjUnYAU4Loj1w5FQAREQAREQAREQAREQAREQAQaQUAKcCOoa58iIAIiIAIiIAIiIAIiIAIiIAJ1JyAFuO7ItUMREAEREAEREAEREAEREAEREIFGEJAC3Ajq2qcIiIAIiIAIiIAIiIAIiIAIiEDdCUgBrjty7VAEREAEREAEREAEREAEREAERKARBKQAN4K69ikCIiACIiACIiACIiACIiACIlB3AlKA645cOxQBERABERABERABERABERABEWgEASnAjaCufYqACIiACIiACIiACIiACIiACNSdwH8BJ6cQKu6bWdoAAAAASUVORK5CYII=" width="480" /></p>
<p>Throughout the remainder of this lab we will explore how to create and customize the basic plot types:</p>
<ul>
<li>histograms,</li>
<li>bar charts,</li>
<li>density plots,</li>
<li>scatterplots,</li>
<li>and side-by-side plots.</li>
</ul>
</div>
<div id="building-basic-univariate-plots" class="section level3">
<h3>3. Building basic univariate plots</h3>
<div id="displaying-a-quantitative-variable" class="section level4">
<h4>Displaying a quantitative variable</h4>
<p>In the previous section you learned how to create a histogram, which can be used to display the distribution of a quantitative variable. Before moving on, answer the following questions:</p>
<p><strong>Questions</strong></p>
<ol style="list-style-type: decimal">
<li><p>Create a histogram of the above-grade living area (in ft<span class="math inline">\(^2\)</span>). This is the <code>Gr.Liv.Area</code> variable in the data set. Remember to experiment with the bin width!</p></li>
<li><p>Would you classify the distribution of above-grade living area as symmetric or skewed?</p></li>
<li><p>What would you guess is the “center” value in this distribution? Why did you make that choice?</p></li>
</ol>
<p>Density plots are also useful in exploring the shape of the distribution of a quantitative variable. To create a density plot, we start with the same base layer as a histogram, but add the <code>geom_density</code> layer rather than the <code>geom_histogram</code> layer. For example, the below code creates a density plot for the sale price.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_density()</code></pre>
<p><img 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" width="480" /></p>
<p>We can customize a density plot using the same options as a histogram.</p>
<p><strong>Questions</strong></p>
<ol start="4" style="list-style-type: decimal">
<li>Use the color and fill arguments to customize the density plot or sale price. You should also change the x-axis label to “Sale Price (in dollars).”</li>
</ol>
</div>
<div id="displaying-a-categorical-variable" class="section level4">
<h4>Displaying a categorical variable</h4>
<p>Both histograms and density plots display the distribution of a quantitative variable. To display the distribution of a categorical variable we can use bar charts.</p>
<p>As a first example, we’ll explore the number of houses in Ames with central air (<code>Central.Air</code>). To do this, we’ll use the <code>geom_bar</code> layer:</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = Central.Air)) +
geom_bar()</code></pre>
<p><img 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" width="480" /></p>
<p>Clearly, the vast majority of houses sold in Ames, IA have central air.</p>
<p>One common customization for bar charts is to make each bar a different color. To do this we need to add the fill argument to the aesthetic mapping:</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = Central.Air, fill = Central.Air)) +
geom_bar()</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Questions</strong></p>
<ol start="5" style="list-style-type: decimal">
<li>Create a bar chart of the type of heating system (<code>Heating</code>).</li>
<li>Which type of heating system is the most common?</li>
</ol>
<p>Categorical variables are often coded numerically. For example, in the <strong>AmesHousing</strong> data set the garage capacity (<code>Garage.Cars</code>, the number of cars the garage can hole) is coded as an integer (0, 1, 2, 3, 4, or 5). This variable can be considered categorical, as the number of cars can be viewed as a label. To create a bar chart for the <code>Garage.Cars</code> variable, we must tell <code>ggplot</code> to treat it as a factor</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = as.factor(Garage.Cars))) +
geom_bar() +
labs(x = "Garage capacity in cars")</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Questions:</strong></p>
<ol start="7" style="list-style-type: decimal">
<li>Create a bar chart of the number of <code>Fireplaces</code>. What does the bar chart reveal?</li>
</ol>
</div>
</div>
<div id="building-bivariate-plots" class="section level3">
<h3>4. Building bivariate plots</h3>
<p>Now that we know how to construct the basic univariate plots, we need to explore ways to display two variables.</p>
<div id="two-categorical-variables" class="section level4">
<h4>Two categorical variables</h4>
<p>When we wish to compare the distribution of two categorical variables, we can again use bar charts. As a first example, let’s consider comparing the distribution of full bathrooms (<code>Full.Bath</code>) and bedrooms (<code>Bedroom.AbvGr</code>).</p>
<p>One option is to create a segmented bar chart. A segmented bar chart displays a bar chart for one of the categorical variables, and uses color to fill in the bars proportional to the occurrence of the other variable within that category. For our example, we can create a bar chart of the number of bedrooms and use color to represent the number of full bathrooms.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = as.factor(Bedroom.AbvGr), fill = as.factor(Full.Bath))) +
geom_bar() +
labs(x = "Number of bedrooms above grade")</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Question</strong></p>
<ol start="8" style="list-style-type: decimal">
<li>Recreate the above bar chart.</li>
<li>What kinds of questions are not easily answered by looking at the above figure?</li>
<li>What can you say about the relationship between the number of bedrooms and the number of full bath rooms?</li>
</ol>
<p>Instead of displaying counts on the y-axis, we could also display proportions. To do this, we add <code>position = "fill"</code> to the <code>geom_bar</code> layer.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = as.factor(Bedroom.AbvGr), fill = as.factor(Full.Bath))) +
geom_bar(position = "fill") +
labs(x = "Number of bedrooms above grade")</code></pre>
<p><img 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b/99lt3CxmqG7ImVPr444/dlwFdu3bNEeyoe7jmuJFLUc78PH/+fNfKrIk0VdZY6YcffnD50USzaqkMUtKsyTLVrOJ59dLM7/tq2bJlbpzxypUrXZHVI8Z7b2gSMtW9X9J9VN96b6nuNXGWfPPqQq3jtJys7vvoo4/m6v7td6902UYAnEBNqfK11q/+aH/11Vd21FFH5ThLf5T1B8j7I6KdBTknx0V5gQACCCCAAAIIhEBArWKatEfBp19SUPXkk0+a3+RTWu7xpptuch/Co8/VBKQPPPCAXXrppdG7Yr5W8HTkkUfm2K+xjnooadKpyO6ehcm7rqcy9+rVy7WkefPFaLuSGk40266Wu/SWm1HQoXGlXlLwqYeSZvjVEpNeUsCqGat//PFHb1P2b/VEfOSRR6xbt27Z27wnCrC9QPbzzz935dUEV15SXSno0bA+Bb7e/Yt6MqTbb7/dtTTrvrHeK8rjqaeeagqW//a3v9m4ceO8bAfit+pYX3IoaexsrFSQ99UzzzyTIwjVF0NePeo9pn8L0enTTz9148k1RjkyaSUZBbXq0h4raa4hLSerfw8PPfSQ3XDDDXkGzbGuFbTtJYOWoeLOj/4QfPjhh+4fVmRe1A9eSW++yK7Q+hbmpZdecvui/8gU5Bx3IX4ggAACCCCAAAJpLqAWKgUp6kqpgEaNA2pdVMCq7d5wMTUuHHHEERa5FJGKrlloNaZSwZiGmOnDuMbqHnTQQU5G19Tr3r17JyyloPnQQw91D2/ZOuXD2+a1ohU278qQAs127drZU089ZQqM1DtQE20pgFPr265du+y5556zk08+OXsVEbXMeeXTNerXr5+dt8glBhXcauyygl9tb9Omjf3jH/9wjTRq+VX3bs3WrOV/4iVNBBYZ/OpYfUHgzWmjRh6vq3j059x4183UfYoTvKVQTzzxxFwMhXlfqau+3qfelyUKUL33bYMGDXLdS0sYKQhX8KvW8s6dO5t6BigpeNa/Hc2EHi95X3qo58XkyZPjHZpW+2gBjqquoUOHujeK3hSNGzfO3tuxY0fTzHazZs1yf7iPOeYY9w2dFgPXHzj9sYj+pqcg52TfkCcIIIAAAggggEAaC4wfP970ULr66qtdC1XkutEKYLVmqsaX6vljjz1m//rXv7JLrAmHFCSqy7Nabr2gTAcoKFZrqSYbUhA3cOBAt8Zr9skxnmhNXXUFVVL3ad33lFNOcS3QkacUNu+6lpYxUldYpR49eri1hcuVK+deq3usWlrV8v3ll1/aHXfc4cqg5wo2vHV11SKtFvDIpK7gao1TUrfkV155JbslUNtkouBX3WNlq8Dn7LPP1q5cSfsVWPXv398F65988kl2kKSD1cqspHo77LDD3PN4PxTgRbZgxzpWXz54X0DEOiZo29XbM7q1Xe9PtZIryFRvBS2BpNSzZ0/f2bAL875Sa60eV155pfu3olZc773sZ6X3nv7NqHeDVpXxvkBRHvSeV3do5VMNdrHqQv/GtE/l1HvhuOOO87tV2m2jBTjBKtObRl0A9G2OJgPQNyb6g6PuKPp2RIPDo988BTknwexwGAIIIIAAAgggEGgBNSooaSkYPY8MfrVdrbHqWumtdqGWYC+p1VFDz5QUJEcGv9qm1uRBgwa5llRdX+Ngk5kKk3flQ0GqWneV1ECi4N4LfrVNXZnV9dmbWEjBk4LHRJJaxbX0jj5nKpjxusF65yoo/uijj8xbh1aBeGTvRe8477eCYLXSt27d2nWpjmzQ8QJgtURHf871zo/8PXbsWFfPqut4j8gvOiLPD/JzfWmhFtTIh1rr5a9WfS/41ZcZev/4eRX2fZUfH91f60mfcMIJ2cGvztdrb9iA5jDyvqTxu7b+bXqTxHnvBb/j0m1bRrUAa2Fn9YWPl/RGiZXUXUXfwukbu7lz57o/VOpyEP1HOfL8gpwTeT7PEUAAAQQQQACBdBTQWqL6oK3ul17rU3Q59BlKAazGTao11kuaUVf71J10zJgxdsEFF+Rai/S8886zc8891zfQ8K5T0N+FybvuqUDQS1pGxi8pCNY4TLVua64ZdUvNa2IiNbxowioljR9W70S/pC8XbrnlFtfCp9ZJBcQK0qKTli1S66BfUkCuvCn5dbH1O4dtZvfdd5/r8q6lo7wvdzyXwr6vvOsk8lsTzGmogV9Sy67ee0repFp+x2mbhgUsXbo0+70Q67h02p5RAXCyKkZvZv3ByE8qyDn5uT7HIoAAAggggAACQRLQuFQ9/JJa0xRcTZo0KXvW48ius+reqZbIt99+2zQ/i2b71VjZLl26uG6YGhOsMZB6FEUqTN6VnylTprhsqRVO45tjJY2rzc/YWg3F89Jf//pX76nv78juqpp52y95q5f47VOw7dWJNzba77jIbQcccIBdeOGFkZt8nx9++OG+24O8UV3m/cbMapZljV///vvvbeTIkW5lGE3o9d1335nG4UZ++VPY91V+fOLFKl6rrq7nLeUa69r68kPvZ3X1Vk+C/M68Huu6xbmdALg49bk3AggggAACCCAQcgHNlaIedjNmzHDdLRWMaZxrXknjY//+97+7say6hiYY0kMBhSaXUkCs8YtF2TpZ0LyvWLHCFU9jeaO7fudV7nj7IwPgRo0axTvUtF9fEKglN1YAHL0MU+QFNeTPS4kaK6D2xid754blt+pR78d4SWO2Nf5a3Yo19lbd4P0mIivo+yrevaP3xVsiKrJ7dl5d7yO//NB7ggA4WprXCCCAAAIIIIAAAgj8v4AmstK4R41ZjU4KljS3yosvvujbDVOzJmsW4gcffNAFEl4Qp8mI1Cqsh7qZ6voaw5rsVJi8e2Nua9SokdRsafIvL3mzAXuvo39rzLFmhJa9Ai6/5M3E7bfPK4P25XUvv/MzcZuWRB08eLB7X6v8Wu4oOgAuzPsqP6ax1oHOzzV0bGTdRw5TyO91gnQ8LcBBqg3yggACCCCAAAIIhERAEx1pzKOSAkHNPKtlWzQTsyYS8ta0ffPNN2OWuEKFCqaAQQ/Nv/Lee+/Z+++/72ak1fhgjZvVrLiapfaqq66KeZ387ihs3tVqphZvryU4v/ePdbwmuPKSxmXG6+aqbrneFw/xAl3vetG/9QWEl9QdOlVJdRkvqctxkJNWilHwqXx6E7l5+S3s+8q7Tip/R9Z9ZDCcyjwk+14EwMkW5XoIIIAAAggggECGC6jF8Z577nEKmqjpww8/dGva+rFoJloltezGS02bNnXLKWlJJY1HVMuwN5vwq6++mrQAOBl597oWazZr5TVyBujIMmrJInWT1VJPWtfXW/4o8pjI55FjdjVxWLwUud+bETre8dH7dI7XhdpbCzj6mGS+9rrlanmeWEnddaPXi451bHFu98ZOR/YASMb7qjjK5NW96ifyS5HiyEuy7skySMmS5DoIIIAAAggggAACTmDy5MnZy/poDVwto+OXNKbVm4THCxp0nCa/0gy23hrA0ecqoNTKHGpRVtKat3mNZYy+RqzXhc27rhs5/lJLFcVKmi1aa/BqRmevpS1yYq/oMum63v6XXnop1mXddnUt99LRRx/tPU34tyYi8wI4LwhK+OQCHOh12dX7QJOk+SVNNLVt2za/XYHZprWUvSBesy17KRnvK13Lq//o94Z3n2T/9upewW/khF7Jvk8qr0cAnEpt7oUAAggggAACCGSAgLome0ldl/2SAl8tb+QlL2jQay2DpMBx/vz5FmsZIR3nBQGaadkLDLS9MKmwede9NTmXt8bvwIEDfVu31UVW6wMraRkkPZQiW4ujx+4qINU6wEoTJkxw3cHdi6gfall++OGH3VZ1W41c2zfq0LgvNaZVyVsOKe7BhdwZ2b3bW6In8pLyUnf3IKdffvklx5hftep7KRnvK13Le3/oeqkYk+vVvfde8MqTzr8JgNO59sg7AggggAACCCAQQIHDDjssOyB9+umnTa1iXhdnjfH85ptvXAvvtGnTsnMf2bX1L3/5i6nLs5LGCD/00EPZrWrapuC5V69eNn36dL30XeNWM0VruSQ98jMWt7B5V350Ty2Fo/Ttt9+6pZsWLVrkXuuHJrPS8kferM633XZb9j6tf+zNHK1ldN555x03GZgXQGlctTd+Wmv7aqIlr1VUthon3bZtWzcGVReVXfR6tNk3y+PJSSed5I7QBGReS2AepxR499lnn53dwiiPF154wXV3Vtk+/vhjV8dffvllnmsl5zcDen9575PevXvHPF0B+J133pnrMWjQIDdGXcGuuvt77zX1YIhcEioZ7ytlTnn1kpw+/fRTmzlzprcpqb9VFu8LLO+9kNQbFNPFGANcTPDcFgEEEEAAAQQQCKuAui737dvX7r33XtNkVeqCqxZRTYCl4Nfr4nrWWWeZJrrS8kZLlixx3YCrVatmGm+owERdSDUb8bXXXuu6PGtpH3WRVQunxtYqqYu1HtFJ53ndir2W4uhj/F4XNu/eNZUnBfgqm2azVgunlhNSC56CCm+yJy0bpKVzvKRuph06dLCPPvrItYB7S+/ITevIqiuq1qNVS7CCUs2A3bNnT9P4YLl4rYIyVHAWeW3vHon+1r3/+c9/usM167YmMiuqJBuZPfLII65u//GPf7jAXV8GKPhU0n59kaIlspKV1PPAe594k4b5XVt5uOWWW/x25dqm+lMdeeOadUCy3lcdO3Z0Xy7pPT1kyBD30JJg6k6f7KQ695L3PvRep/NvAuB0rj3yjgACCPgIlNrjvx9WfHaFaFO/EJWFoiAQTgG1lmkiJQVhCjDUnVeBoLoqH3jggS447tKliwv0FCSqhfO1116zSy65xIHoGLX46fxXXnnFBdJaX1VJgYVa26677jrf4NcdVIgfhc27bq1AVq3fCk6uv/56mzdvni1evDg7V2rhvu+++3yDSo3vVQvxlClTnItOUmuxAmAlLR8lC607O27cODfbc6TNcccd51olFYgVJslYE3rNmTPHPvjgA9+8Fub60eeq27ZmCNe4aK05qy879Nhrr73s8ssvd8teFcWSV9H5yM9rjV2uV6+eG+cuK+VTLfB+KRnvK9WpWvXvuOMO15NA9/F6EvjdszDbVOdK3vugMNcK0rkl/vPtwe4gZYi85E9g+fLleZ4wZuz/pszP8+A0PeCMUxbGzPnB3w6KuS8MO75pEzsQoOxhqOHYZYhV92Gvd4nEKnur9yvHBgvJnh86b/AtydZLK/huD9PGck/mXktW5cvk93xk/aol1esaG7m9uJ+rpVYtnhrPq9bLAw44wNTNNz9JXZ7VuqluxOoCetBBB+X7Gvm5n3dsMvLuXUtfAmhpJF1TAYWCurySvhSQncbxxlrKSC3JOkZL7shGLcEFmfU5Vl4eeOAB69Onj7u2um57Y1BjHZ+s7apvde2VlVr+w5SS9b5SHKBWa72XypYtm1QiXXfPPfd0ww0UcGv29bAkWoDDUpOUAwEEEEAAAQQQCKCAAiYFvXoUNGlSLLUM6pHKlIy8e/lV126Nbc5P0kzMCgDjJbWGK+iNXCIp3vH53adux3fddZdrkdWY5HPPPTe/lyjQ8eoyHjkxVoEuEtCTkvW+UoBaVGnMmDEu+NU9vF4ZRXWvVF+XSbBSLc79EEAAAQQQQAABBBBIEwH1LPAmh3riiSfSJNdks7ACXl1rLH+qWv0Lm+dEzycATlSK4xBAAAEEEEAAAQQQyEABjTXWJFWTJk1yjwwkyKgia4mtzz77zBo3buwmWQtb4QmAw1ajlAcBBBBAAAEEEEAAgSQKVK5c2Z566il3xRtvvDF7/eUk3oJLBURA00OpjjVZnSZxUw+AsCUC4LDVKOVBAAEEEEAAAQQQQCDJAppZWjMwf/311zZ69OgkX53LBUXgxRdfdGtXa9Kro48+OijZSmo+mAQrqZxcDAEEEEAAAQQQQACBcApoRmgFRkGcbTyc4qkvlZZZ0mzlWtIprIkAOKw1S7kQQAABBBBAAAEEEEiigCZD0vrMpPAKaKy3HmFOdIEOc+1SNgQQQAABBBBAAAEEEEAAgWwBAuBsCp4ggAACCCCAAAIIIIAAAgiEWYAu0GGuXcrmBG5eFPI169r0o6YRQAABBBBAAAEEEEAgAQEC4ASQgnyIpqUnmWWyA2XP3H8B1H1m1n2set9qO0MPEqvsoS/4fwqYSNm1fAkJAQQQQCC+AAFwfJ/A79VkBHml7lO65XVI2u8vd2neDmlfyBgFSOQ9EOPUtN+cyWVX5WVy+WOXfWvav6/zKkDssm/K69S03x+77GlftDwLkEjZt23blud1UnnAhg0bUnm7Qt1La51mZWUV6hqcjAAC6SFAAJwe9RQzl6tWrYq5z9uRCW3EiTh4HmH7TdnDVqOJl4e697MK/1+82PVewQ8kVNtilz1UxfQtTCJlVxAXpFTimiuClJ24edn91Mi4+9mJAALhEWASrPDUJSVBAAEEEEAAAQQQQAABBBCII0AAHAeHXQgggAACCCCAAAIIIIAAAuERIAAOT11SEgQQQAABBBBAAAEEEEAAgTgCjAGOg8MuBBBAAAEE0kXg8G7hn8Dnh3SpDPKJAAIIIBBYAVqAA1s1ZAwBBBBAAAEEEEAAAQQQQCCZAgTAydTkWggggAACCCCAAAIIIIAAAoEVIAAObNWQMQQQQAABBBBAAAEEEEAAgWQKEAAnU5NrIYAAAggggAACCCCAAAIIBFaAADiwVUPGEEAAAQQQQAABBBBAAAEEkilAAJxMTa6FAAIIIIAAAggggAACCCAQWAEC4MBWDRlDAAEEEEAAAQQQQAABBBBIpgABcDI1uRYCCCCAAAIIIIAAAggggEBgBUoFNmdkDAEEEEAAAQQQQACBAAls2bLFhg8fbhMmTLDffvvN2rRpYx06dLALL7zQsrKyApRTsoIAArEECIBjybAdAQQQQAABBBBAAIH/F/j999/tqKOOsp9//tlKlChhderUsZEjR7rHuHHj7MUXX7SyZcvihQACARegC3TAK4jsIYAAAggggAACCBS/wPnnn++C3xNOOMFWrVply5cvtzlz5lirVq3s9ddft169ehV/JskBAgjkKUALcJ5EHIAAAggggEDwBUrt8c/gZ7LQOexX6CtwAQQKIjB16lR7//33rVKlSjZmzBirUKGCu0zTpk3tgw8+sAYNGriW4DvvvNOqV69ekFtwDgIIpEiAFuAUQXMbBBBAAAEEEEAAgfQUUNCrdPrpp2cHv15J1BX6+OOPN40PVpdoEgIIBFuAADjY9UPuEEAAAQQQQAABBIpZ4Msvv3Q56NKli29OOnfu7LZ/9tlnvvvZiAACwREgAA5OXZATBBBAAAEEEEAAgQAKaKyvUu3atX1z523/5ZdffPezEQEEgiNAABycuiAnCCCAAAIIIIAAAgEU+OOPP1yuatWq5Zu7GjVquO3ecb4HsREBBAIhQAAciGogEwgggAACCCCAAAJBFNi1a5dt2rTJZc0LdKPzWa1aNbdp8+bN0bt4jQACARMgAA5YhZAdBBBAAAEEEEAAgeAIlCxZ0ipXruwypImu/JK3vVy5cn672YYAAgESIAAOUGWQFQQQQAABBBBAAIHgCdSrV89las2aNb6Z87ZXrVrVdz8bEUAgOAKhXwd427Ztbr22adOm2dq1a6158+bWunVr0yx+WVlZCdXEjz/+6NZ4S+Tg9u3bW7t27bIPnThxov3www/Zr6OfaCzJeeedF72Z1wgggAACCCCAAAIBEVAA/PPPP7vPkn5Z8gLgPfbYw2832xBAIEACoQ6A161bZ1dddZUtXrzYkWvcxnvvveceX3zxhQ0YMMDKlCmTZ3UsWLDA3njjjTyP0wE1a9bMEQCPHTvWpk+fHvPcJk2aEADH1GEHAggggAACCCBQ/AINGjRwmVCjyAknnJArQ9qudNhhh+XaxwYEEAiWQKgD4IEDB7rgt23btnbrrbeauqUsXbrUbrnlFps8ebINGzbM+vbtm2eNtGrVym644YaYx6mF9/3333cLox999NE5jvv111/d6549e1rZsmVz7NMLb0xJrh1sQAABBBBAAAEEEAiEwFlnnWXPPfecvfTSS7k+E2qSrNGjR7t8Rn8ODETmyQQCCOQQCG0APHPmTJs6daqVL1/eBg0aZN6kBPXr17f777/funbtauPHj7cePXrkGYQ2bNjQ9PBLq1evtqeeesrtUpC99957Zx+2cuVK03T4ahXu1q1b9naeIIAAAggggAACCKSPgFp9999/f/v2229t5MiRduGFF2Zn/p577rFly5bZfvvtZ507d87ezhMEEAimQGgnwZo0aZIT79ixY3bw61WBukIffvjhtn37dhcEe9sL8lutzBr3cdppp9lRRx2V4xJe62+LFi1ybOcFAggggAACCCCAQPoIlChRwjWolCpVyrp3725nnnmm3XXXXXbSSSfZzTff7Hr5jRgxwnQcCQEEgi0Q2gD4p59+cvLq/uyXFAArxZugyu+8yG0ffvihG9+rgPryyy+P3OWeRwfAf/75pwuWcx3IBgQQQAABBBBAAIFAC6ixY8KECa6336uvvuoC33HjxtkBBxzgGlSiG0ICXRgyh0AGC4S2C7TG+ip5C5NH17G33ZsgK3p/Xq+13tvDDz/sDtNEW5UqVcp1ihcAK/Dt3bu36zazc+dO1+VakyRoXLC6R8dLX3/9tT3yyCO+h5QuXdqGDx/uuy9y447IFyF9Hmth+pAWN0exKHsOjox6Qd37VXf4/+JR7371Hv5tidT7jh3hf/8Xd02rZ+H8+fNtxYoV9ssvv5gmx9LwN60VTEIAgfQQCG0AvGnTJlcDXqAbXR1VqlRxm7zjovfn9Vqtvxr/qwD22GOP9T18zpw5bvvzzz/vllzad999TcHwvHnz7OOPPzYtzTR06FBr1qyZ7/nauGrVKtOM1X5JM1j7TawVfWwm/HeYiEO0S1heU/aw1GT+y0Hd+5mF/y8e9e5X7+Hflki96zMGKTUCdevWNT1ICCCQfgKhDIA1G9/WrVtdbcSaZdlrsdU6wQVJb731ljvtlFNOMY0HiU4KrDUhgpImRLj++uvdhFx6re233XabaaKuO++80zRmxO8aOpaEAAIIIJC4QKk9/pn4wWl75H97H6Vt9sk4AggggAACxSiQO3Irxswk69bqhqLZn9VNOVaA621PZB3g6Hypa7MWQ8/KyrKTTz45erd7rfu/+OKL9vvvv1vr1q1zTIqgxdRvv/12t/6vrqXZqtu3b+97nU6dOpk3oVf0AZpo4bfffovenOt1xVxbwrchEYfwlfq/JaLsYa3ZvMtF3edtFMYjqPcw1mreZUqk3r0VL/K+GkcggAACmSsQygBY1VmrVi23BvCGDRt8a9fbXrFi/sPDt99+211T40BijeFVEK5xId7C6dGZqFOnjrVs2dJ1g1aX6FgBsP4z23PPPaNPz369fPny7OeZ/ESt/pmaKHum1rwZdZ+ZdU+9U++ZKUCpEUAAgeQIhHbEvgJgJS/QjebS+rxK1atXj94V97W6Vn/wwQfuGK0lXJi0xx57uNM1lpiEAAIIIIAAAggggAACCCBQtAKhDYC94FKtq37J265Fy/OT1F1Z43vVKnvQQQfFPFVdpLVQuqbJj5VWrlzpdu21116xDmE7AggggAACCCCAAAIIIIBAkgRCGwB7MzNrvbbopO5jmoVZSeNz85N+/PFHd3jz5s3jnrZ27Vp78skn3TJFCxcuzHXsmjVrzFurWOvHkRBAAAEEEEAAAQQQQAABBIpWILQBcLt27axRo0amSabGjx+fQ3HUqFFuCSOt29a2bdsc+z7//HPTEkda480vaeZmpcaNG/vtzt6mwFpLMO3evdueffZZt/yRt1PdqO+55x43SdeRRx5pWh6JhAACCCCAAAIIIIAAAgggULQCoZ0ESzMkX3bZZda/f3+31NCUKVNMrbYzZswwPS9durTdeOONOWZnFrXW5dXEUjrXL8hdunSpq5EmTZrErRlNXjVgwADr06ePqRV6+vTpdvzxx7uZoydPnmxLlixx1+/du3fc67ATAQQQQAABBBBAAAEEEEAgOQKhDYDF06FDB3vggQdcADxx4kTTQ0ktwwo8W7Vq5V4n+kNdp9W1WckvOI6+zqGHHmqPPvqoC6pnzZplr7zyijtESyRpbWAFxxUqVIg+jdcIIIAAAggggAACCCCAAAJFIBDqAFhebdq0cRNRaablxYsXmybHqlu3rmmZIr80evRov81um86JtSZvrJM0vnfEiBG2fv16d//KlSu7pZFi3T/WddiOAAIIIIAAAggggAACCCBQOIHQB8Aej9brjbVmr3dMUf6uWrWq6UFCAAEEEEAAAQQyQaDcUyPTpphZWVlpk1cyigAChRPImAC4cEycjQACCCCAAAIIIJAfgVKl+JiZHy+ORQCB1Aj49wNOzb25CwIIIIAAAggggAACCCCAAAIpE+CruZRRcyMEEEAAAQQQQCBzBDZt2pQ2hdXqHXSDTpvqIqMIFEqAALhQfJyMAAIIIIAAAggg4Cfw9PPV/TYHctuVl24OZL7IFAIIJF+ALtDJN+WKCCCAAAIIIIAAAggggAACARQgAA5gpZAlBBBAAAEEEEAAAQQQQACB5AsQACfflCsigAACCCCAAAIIIIAAAggEUIAAOICVQpYQQAABBBBAAAEEEEAAAQSSL0AAnHxTrogAAggggAACCCCAAAIIIBBAAQLgAFYKWUIAAQQQQAABBBBAAAEEEEi+AAFw8k25IgIIIIAAAggggAACCCCAQAAFCIADWClkCQEEEEAAAQQQQAABBBBAIPkCBMDJN+WKCCCAAAIIIIAAAggggAACARQgAA5gpZAlBBBAAAEEEEAAAQQQQACB5AsQACfflCsigAACCCCAAAIIIIAAAggEUIAAOICVQpYQQAABBBBAAAEEEEAAAQSSL0AAnHxTrogAAggggAACCCAQcoENGzbYX/7yFzv//PNDXlKKh0C4BEqFqziUBgEEEEAAAQQQQACBohXYvXu3C3w/++wzK126dNHejKsjgEBSBWgBTionF0MAAQQQQAABBBAIs8CmTZvssssus7feeivMxaRsCIRWICUB8KJFi6xXr152//33Jww5c+ZMO+WUU2yfffaxbdu2JXweByKAAAIIIIAAAgggUBQCEyZMsAMPPNCeeuopy8rKKopbcE0EEChigZR0gf7tt99s6NChduihh1qfPn0SKtLq1auzv1lbsmSJNW3aNKHzMu2gSpUqZVqRfcubyQ6U3fctkREbqfuMqOZchaTec5FkxIZMrvegVPCLL75o5513nsvOCSec4BpqrrjiiqBkj3wggECCAikJgBPMS/ZhGzduzA5+tbFChQrZ+3iSU6BixYo5N/i82uyzLWybEnEIW5m98lB2TyLzflP3mVfnKjH1Tr3HEtiyZUusXWxPgoAadJo0aWL9+vWziy66yN58880kXJVLIIBAqgWSHgB/8cUXduyxx5omB/CS93z69OlWrlw5b7Pvbx27ffv27H316tWzPffcM/s1T3IK6I9xXqlyXgeEYH8iDiEopm8RKLsvS0ZspO4zoppzFZJ6z0WSERsSqXcaDIr2rXDWWWfZtddea6VKJf3jc9FmnKsjgEAOgaSPAW7fvr2dccYZbtyuxu7q4QW0Cm69bbF+e8cqlyVKlLBbbrklR4Z5gQACCCCAAAIIIIBAqgXUKEPwm2p17odA8gWK5CusIUOGmMaqeC2/q1atstdff91q165tXbt2jVuKkiVLWvny5a1atWrWsWNH69ChQ9zj2YkAAggggAACCCCAAAIIIIBAIgJFEgDXqVPHHn300ez7f/311y4A3nvvve2xxx7L3s4TBBBAAAEEEEAAAQQQQAABBFIlUCQBcHTm69evb4MGDWIsbzQMrxFAAAEEEEAAAQQQQAABBFImkJIAWGMmGMubsjrlRggggAACCCCAAAIIIIAAAj4CKQmAI++7a9cumzFjhmlcsCa88sYJRx4T/fzEE0+M3sRrBBBAAAEEEEAAAQQQQAABBPIlkNIAeOjQofbggw/aggUL8pXJRILkfF2QgxFAAAEEEEAAAQQQQAABBDJOIGUB8IgRI6xXr14ZB0yBEUAAAQQQQAABBBBAAAEEgiGQkgB49erVdt1112WX+MILL7SDDjrIGjVq5JY8yt7BEwQQQAABBBBAAAEEEEAAAQSKSCAlAfC0adNs69atrgjPPPOMXXTRRUVUHC6LAAIIIIAAAggggAACCCCAgL9ASgLgb775xt29Vq1aptZfEgIIpEbg5kVPpOZGxXWXNv2K687cFwEEEEAgwwVOO+20hCZzzXAmio9A4ARKpiJHVapUcbdp3bq1lShRIhW35B4IIIAAAggggAACCCCAAAII5BBISQB8xBFHuJvmd/bnHDnlBQIIIIAAAggggAACCCCAAAKFEEhJANyqVSurWbOmzZkzxyZNmlSI7HIqAggggAACCCCAAAIIIIAAAgUTSEkAXKpUKRs7dqyb8bl79+4EwQWrK85CAAEEEEAAAQQQQAABBBAohEBKJsHasGGDbd++3a6++mobMmSIHXPMMXbYYYdZkyZNrGHDhla2bNm4RRg4cGDc/exEAAEEEEAAAQQQQAABBBBAIC+BlATAs2fPtk6dOuXIy9dff216JJIIgBNR4hgEEEAAAQQQQAABBBBAAIF4AinpAh0vA+xDAAEEEEAAAQQQQAABBBBAIBUCKWkBPvjgg23t2rWpKA/3QAABBBBAAAEEEEAAAQQQQMBXICUBcFZWllWrVs03A2xEAAEEEEAAAQQQQAABBBBAIBUCdIFOhTL3QAABBBBAAAEEEEAAAQQQKHaBlLQAb9q0yWbOnFngwmrGaBICCCCAAAIIIIAAAggggAAChRFISQCs4Pfwww8vcD53795d4HM5EQEEEEAAAQQQQCD1Aj0u3pj6mxbwjiVL0imygHSchkDaCaQkAC5OlW3bttmYMWNs2rRpbiKu5s2bW+vWra1Lly6mscn5SRMnTrQffvgh5im1atWy8847L9d+LQP16quv2sKFC61ixYrWsmVLtyyU1kEmIYAAAggggAACYRQoU6ZMGItFmRBAIM0FUhIAK9AbOXJkXKotW7bY6tWrberUqfb2229b6dKl7fXXXzfNIF3QtG7dOrvqqqts8eLF7hI1atSw9957zz2++OILGzBggOXnj/PYsWNt+vTpMbOjckYHwAq+hw4d6s6pVKmSbd++3b755hsbPXq03X333YUqX8yMsAMBBBBAAAEEEEAAAQQQQCCXQEoC4Jo1a9oFF1yQ6+axNrz22mt2/vnnW/fu3e2zzz6zunXrxjo07vaBAwe64Ldt27Z26623WtWqVW3p0qV2yy232OTJk23YsGHWt2/fuNeI3Pnrr7+6lz179rSyZctG7nLPK1eunGPbjBkz3D0UZCvY/stf/mJ//vmnvfnmm9n3fvHFFwtcvhw34wUCCCCAAAIIIBAggc2bNwcoN/Gzos91+e0ZGP+K7EUAgaAKpCQAzm/hTz/9dFuxYoVdc801dskll7hgNb/X0LhjtSaXL1/eBg0aZOXKlXOXqF+/vt1///3WtWtXGz9+vPXo0cOiA1e/e61cudL++OMPUzDfrVs3v0NybVOrt8YvK5jv0KGD26+WbZ2/bNky1zVbwfAVV1yR61w2IIAAAggggAAC6SzQdNINaZP9xcf/t7de2mSYjCKAQIEFAjvi/6STTnKF+uqrr2zr1q35LuCkSZPcOR07dswOfr2LqCu0JuVSd2QFwYkkr/W3RYsWiRxu+tZTAbhS586dc53jbXvnnXdcq3CuA9iAAAIIIIAAAggggAACCCCQVIHABsANGzZ0LbMKUr/++ut8F/qnn35y56j7s1/yZqWON6lV5HnRAbC6Mq9ZsybykBzPZ82a5Vp/GzRoYPXq1cuxTy/23XdfV77169fbokWLcu1nAwIIIIAAAggggAACCCCAQHIFAtkFWkXURFEbNmxwpS1VKv/Z1FhfpWrVqrnf0T+87d4EWdH7o197AbAC3969e9u3335rO3fudEGs1inWuGB1j/ZSXvfXccqDyqg8xJoR+rvvvrNnn33Wu2yO3+pOffvtt+fY5vdip9/GkG3z6jNkxUqoOJQ9IaZQHkTdh7Ja8ywU9Z4nUSgPSKTe9bmEhAACCCAQXyD/kWX86yVlr2Zv9gI7Bb9atii/adOmTe6UWP9hVKlSxe33jsvr+nPmzHGHPP/8826SBLXgKhieN2+effzxx26ZJc323KxZsxzXjXV/HZRIHjRWOFY3bU2ude+997r7xfuRPqvwxStF/H0a652pibJnas2bm+MgU0vP+z4za556j1/viX6miX8V9iKAAALhFkhJAKwJrV544YW4krt27XJjcrUU0ssvv+wmwdIJxxxzTL4/5Ola3rjhWBNcaUkiJa0TnFfSfygKRJU0dvf666/PzpO233bbbaZJt+68804bMWKEKWj3Zj6MdX9dy8uDl1dtIyGAAAIIIIAAAggggAACCBSNQEoCYHXxveGG/M8EqC7FTz/9dL5LXrJkSRegam3hWAGutz2RdYD1jbOWK/r9999da3SJEiWy86TxvWqt1vq/6iatia/at29vFStWdMdoDHOs5OXBb0kl7xwtnaT1h/2Syrlq1Sq/XTm2ZULbaCIOOVBC9IKyh6gy81kU6j6fYCE5nHoPSUXmsxiJ1Hsin2nyeVsORwABBEInkJIAOL9qahk999xzrVevXrbXXnvl93R3fK1atdzYWm8ccfRFvO1eoBq9P/K1Ak1NZqWHX6pTp461bNnSdYNWl2gFwLq/kpZOipUSyYNakNXdOlZavnx5rF0ZtV3d0TM1UfZMrXnL6Bnked9n5vueeo9f7wTA8X3YiwACCEggJQHwQQcdZAsWLMhT3Gu5VctvZCtrnif6HJBXAOwFptWrV/c5O/+b9thjD3eSunAreQGwF+S6jVE/kp2HqMvzEgEEEEAAAQQQQAABBBBAIEIgJQGwvpHce++9I25b9E+9gFQtsu3atct1Q21X2m+//XLti97w888/25dffmkVKlSwbt26Re92r1euXOl+ey3W3v3V/XvHjh2mGZsjk5Y/0jJKCvqbN28euYvnCCCAAAIIIIAAAggggAACRSBQrOsA7969262BqyWFFCgmczKoY4891nFNmDAhF5smydLMzUqJzDC9du1ae/LJJ2348OG2cOHCXNdTIOutO3zAAQe4/RobrK7LGzdutK+++irXORMnTnTLKOkYBdYkBBBAAAEEEEAAAQQQQACBohVIeQCs8TtDhgyxNm3auFmQ1TJ88MEHW8OGDV0gqPGzWk7ImyCqoMVXq2+jRo3cxFTRywiNGjXK1FVZ927btm2OW3z++ef24Ycf2vz587O3K0jWckYK2LUmb+QYJAXt99xzj2nCrSOPPDLHeN1zzjnHXeOZZ57JXtNYG9Ra/NJLL7l9sVqU3U5+IIAAAggggAACCCCAAAIIJE0gJV2gvdxqhuRLLrnEfvzxR29Tjt8KMKdMmeIeCjRfe+01a9KkSY5jEn2hMcSXXXaZ9e/f3y1PpOuqq/GMGTPc9dUl+cYbb8w11ljBtyaW0rmNGzd2tytXrpwNGDDA+vTpY2pRnj59uh1//PFuPeDJkyfbkiVL3LG9e/fOkb2OHTu6LtazZs2ySy+91C3ppOBZ11AAroC5U6dOOc7hBQIIIIAAAggggAACCCCAQNEIpCwA1vT9f//7313rp4pSv359O+qoo1zgWKNGDRdEaqKsjz76yLTu7nfffWcnn3yyW1aooF2EO3ToYA888IALgNXlWA8ltQwrWG3VqpV7nciPQw891B599FHXOq2A9pVXXnGnaYkkrQ2s4Dg6n1lZWa7btPLwwQcfmFqelbT9jDPOsB49ergxwG4jPxBAAAEEEEAAAQQCLbBixQr32VINKosWLXKrlRx44IHuc6U+25IQQCD4AikLgK+88koX/GpCrDvuuMOuueYaU8tqdFL34Ntuu80eeeQRN672rrvusoEDB0YflvBrdbV+9dVXXYurxhlrcqq6devGDDxHjx4d89oa3ztixAjTBFa6lpYo0tJImsgqVtIavzfddJP17dvX5s6d67pR65xEll+KdU22I4AAAggggAACCKRWQD0TL7roIje/S6lSpUzzvajh5v3337fHH3/czRdz1llnpTZT3A0BBPItEDtyy/elYp+giaP0R0Pp3nvvdcGgX/Cr/QpQH374Ybvwwgv10v0xiRxz6zYW4IeWVtJYXv2xihewJnLpqlWrmr7t0xjiRK+lP5QtWrRwY4QJfhNR5hgEEEAAAQQQQCAYAmrE6N69uwt+NSxOy1zq861+33LLLW67hvn9+uuvwcgwuUAAgZgCKQmAf/jhB5cBdT3u2bNnzMxE7rj//vvdS3U1mT17duQuniOAAAIIIIAAAgggkDIBrQaiYFcTnP773//O7sWoBp1Bgwa5oW0awvfEE0+kLE/cCAEECiaQ0gD48MMPTziXGhfctGlTd7zf0kMJX4gDEUAAAQQQQAABBBAohMCkSZPc2aeeeqrvVbp06eK2f//997772YgAAsERSMkYYI2DVdI3Y/lJmzdvdoeryzEJAQQQQAABBBBAAIHiENBEqsuWLXND9fzu/9tvv7nNtWvX9tvNNgQQCJBASgLg/fbbzxX566+/tu3bt5smwsoraayFliNSatmyZV6Hsx8BBBBAAAEEEEAAgSIRUFfnWEtz7tixw7R8p1K7du3cb34ggEBwBVISAB988MGmdXc1w7NmQx42bFhckZ07d7qJBnSQ1uKlBTguFzsRQMBH4OZFGTAOq00/n5KzCQEEEEAglQI333yzm/yqWbNmdvHFF6fy1twLAQQKIJCSMcB77rln9uRXw4cPt3PPPdfmzJnjm93PP//cjj76aPv000/d/jvvvNP3ODYigAACCCCAAAIIIFCcAvfdd58NGTLEsrKy7JlnnrEKFSoUZ3a4NwIIJCCQkhZg5aN///72xhtv2Lx58+yll14yrberWaH1qFWrlhtXsWDBAre+rpfvM844w84++2zvJb8RQAABBBBAAAEEEAiEgJY/UkONgt/nnnvOjjrqqEDki0wggEB8gZQFwFWqVLHvvvvO+vTp49b2VTdnjfPVIzppjPD111/v1lWL3sdrBBBAAAEEEEAAAQSKS0Dz2WjN3xdeeMEthzRq1Cjr2rVrcWWH+yKAQD4FUhYAK1+VK1d266OdeeaZNm7cOJs1a5Z7aLKrhg0bWvPmza1FixZ2zTXXuOf5LAuHI4AAAggggAACCCBQZALr1q1zwa5mha5Zs6a99dZb1r59+yK7HxdGAIHkC6Q0APayf9xxx5keXtq9e7eVKFHCe8lvBBBAAAEEEEAAAQQCJbBmzRrr1KmTaa1fNdqoMUe/SQggkF4CKZkEK5pEAe+2bduyN3vB74oVK2z27NnZ23mCAAIIIIAAAggggEBxC+iz6ymnnOKC30MPPdSmTJlC8FvclcL9ESigQEoD4K1bt9qtt97qljYaM2ZMrix/9NFHpjWD9dAkWSQEEEAAAQQQQAABBIpb4IknnrDPPvvM6tev71p+1f2ZhAAC6SmQsi7Qq1atspNPPtm+/PJLJ+XX0jt//vzsfWeddZZNmzbNBg8enJ6y5BoBBBBAAAEEEEAg7QW2bNli//rXv1w5li1b5oLgWIU66KCD3OfXWPvZjgACxS+Qshbgvn37Zge/+tasVatWuUr/j3/8w4YOHepagLXz3nvvtbFjx+Y6jg0IIIAAAggggAACCKRC4KeffjKN/1VSV+g///wz7iMVeeIeCCBQcIGUBMBz5sxxU8Urm5dddplb+qhbt265cr333ntbz549bfr06XbiiSe6/VoOiYQAAggggAACCCCAQHEIaMyvAt9EHlryk4QAAsEWSEkA/NVXX9muXbusbNmyrlW3atWqcVXKly9vI0aMsJIlS7pgecmSJXGPZycCCCCAAAIIIIAAAggggAACeQmkJACeO3euy8cJJ5xgeQW/Xobr1atnTZs2dS+1XjAJAQQQQAABBBBAAAEEEEAAgcIIpCQAzsrKcnnUmIn8JM0arVSuXLn8nMaxCCCAAAIIIIAAAggggAACCOQSSEkA3KhRI3fjqVOnmhfU5spJ1IZFixbZ4sWL3daWLVtG7eUlAggggAACCCCAAAIIIIAAAvkTSEkA3KVLFzf+d+XKldarV688c7hz50676KKL3HFNmjSxatWq5XkOByCAAAIIIIAAAggggAACCCAQTyAl6wBr2aPzzz/fnnrqKXv88cft119/tQEDBtgRRxxhpUuXzs6fWofHjx9vAwc0VXwMAABAAElEQVQOtG+//dZtv++++7L38yS3QIUKFXJvzMAtmexA2TPwDf//RabuM7PuqXfqPZaAJg8lIYAAAgjEF0hJAKwsPPjgg24dYK2l9vHHH7uH/lDXrVvXatSoYStWrLDff/89R267d+9up556ao5tvMgpkMikYhtznhLKV4k4hLLg/ykUZQ9rzeZdLuo+b6MwHkG9h7FW8y5TIvW+adOmvC/EEQgggECGC6QsAK5UqZJ98skn1qdPH3vuueccu5ZGWrZsmXtE1oNajG+//Xbr0aNH5Gae+wgsX77cZ2vOTZVzvgzlq0QcQlnw/xSKsoe1ZvMuF3Wft1EYj6Dew1ireZcpkXrP5N4BeQtyBAIIIPBfgZQFwLqdAtuRI0dav379bOzYsTZlyhTX8rthwwZr2LChNWvWzPbZZx8755xzrHr16tQRAggggAACCCCAAAIIIIAAAkkTSGkA7OW6efPm1rdvX+8lvxFAAAEEEEAAAQQQQAABBBAocgFmSyhyYm6AAAIIIIAAAggggAACCCAQBIFiaQEOQsHJAwIIIIAAAggggEDRCSw49v6iu3iSr8wM2kkG5XIIBFiAADjAlUPWEEAAAQQQQACBdBUoW7ZsumadfCOAQIgF6AId4sqlaAgggAACCCCAAAIIIIAAAv8ToAX4fxY8QwABBBBAAAEEEEiSwJYtW5J0paK/TJkyZSwrK6vob8QdEECg2AUIgIu9CsgAAggggAACCCAQPoGGr+xMm0ItP3932uSVjCKAQOEE6AJdOD/ORgABBBBAAAEEEEAAAQQQSBMBAuA0qSiyiQACCCCAAAIIIIAAAgggUDgBAuDC+XE2AggggAACCCCAAAIIIIBAmggQAKdJRZFNBBBAAAEEEEAAAQQQQACBwgkQABfOj7MRQAABBBBAAAEEEEAAAQTSRIAAOE0qimwigAACCCCAAAIIIIAAAggUToAAuHB+nI0AAggggAACCCCAAAIIIJAmAgTAaVJRZBMBBBBAAAEEEEAAAQQQQKBwAgTAhfPjbAQQQAABBBBAAAEEEEAAgTQRIABOk4oimwgggAACCCCAAAIIIIAAAoUTIAAunB9nI4AAAggggAACCCCAAAIIpIkAAXCaVBTZRAABBBBAAAEEEEAAAQQQKJxAqcKdztkIIIAAAggggAACCGSGwLJly+zee++1b7/91jZt2mTt2rWzo48+2k4//fTMAKCUCIRAgAA4BJVIERBAAAEEEEAAAQSKVuD99993ga4C3xIlSlj16tVt2rRp9tBDD9nFF19sI0aMsKysrKLNBFdHAIFCC9AFutCEXAABBBBAAAEEEEAgzAJLliyxc845x7X69uzZ0+bOnWsrV6608ePH2/77729PP/20/fOf/wwzAWVDIDQCoW8B3rZtm40ZM8Z9Q7d27Vpr3ry5tW7d2rp06VKgb+kmTpxon376qekP4a5du6xhw4Z2xBFH2HHHHef7ptDxP/zwg+8+baxVq5add955MfezAwEEEEAAAQQQQKB4BZ577jnT58hmzZrZAw88YCVL/rcNSZ8ntf3cc891nzeHDBlSvBnl7gggkKdAqAPgdevW2VVXXWWLFy92EDVq1LD33nvPPb744gsbMGCAlSlTJk8kHaBA+oYbbnBjPvS6SpUq+mU///yzffjhh/bWW2/Z4MGDrXz58m6792Ps2LE2ffp072Wu302aNCEAzqXCBgQQQAABBBBAIDgC6u7cuXNnO/vss7ODXy93p5xyiusSvXDhQtcqvMcee3i7+I0AAgEUCHUAPHDgQBf8tm3b1m699VarWrWqLV261G655RabPHmyDRs2zPr27ZtQtTz88MMu+G3UqJH169fPWrRo4c6bPXu23X777fbdd9/Z8OHD7cYbb8xxvV9//dW9VneZsmXL5tinF5UrV861jQ0IIIAAAggggAACwRG48sorTQ+/9OOPP9ru3btNjRoEv35CbEMgWAKhDYBnzpxpU6dOdS2ygwYNsnLlyjn5+vXr2/33329du3Z14zZ69OiRZxC6efNm18Kr7i4Kdhs3bpxdi/vuu6/dcccddsEFF9g777xj11xzjVWoUMHt19iQP/74w2rWrGndunXLPocnCCCAAAIIIIAAAuktsHXrVtNQNzVyKF199dXpXSByj0CGCIR2EqxJkya5KuzYsWN28OvVqbpCH3744bZ9+3YXBHvbY/2eMWOG7dy50xo0aJAj+PWOV0Bcu3Zt9+3fvHnzvM3mtf56rcXZO3iCAAIIIIAAAgggkLYCag3W58m//e1vtmDBAtMY4T59+qRtecg4ApkkENoA+KeffnL1qO7PfkkBsFK8Caq883Ssxvhq3Te/9Oeff9r69evdrmrVqmUfEh0A67g1a9Zk7+cJAggggAACCCCAQPoJqOW3Xr16bi4Zfb7ThKsaA0xCAIHgC4S2C7TG+ipFBqSR1eFt9ybIitwX/dxb6y16u/f6gw8+cK3JGmOsLtZe8gJg/WHs3bu3G0OslmSN+z3ssMNclxl1j46XNK5k9OjRvoeUKlXKrr/+et99kRt3R74I6XNvUrKQFi9usSh7XJ5Q76TuQ129MQtHvcekCfWOROpdq1OQUiMwa9YsN/GVehNqKJyGyE2YMMFNjNq+ffvUZIK7IIBAgQRCGwBrkXIlL9CN1vH+I/GOi96f6Otly5bZo48+6g6//PLL3R9D79w5c+a4p88//7xbcknjhRUMq5v0xx9/7JZmGjp0qJtS3zsn+veiRYvslVdeid7sXmsG6/79+/vui9y4MfJFSJ9XrFgxpCXLu1iUPW+jsB5B3Ye1ZuOXi3qP7xPWvYnUe2E/04TVrijKpcYRJX0Wu+2229xnuxdeeME0AavWBiYhgEBwBULZBVrfgGpiAqVYsyxXqlTJ7dfyRgVNq1evduM9tNySukmffPLJ2ZfSf0IKjpU0bb7+GD722GP25JNPmv5AatF0TZB15513uqA4+0SeIIAAAggggAACCKSVgDfZ6TfffJNW+SazCGSiQChbgDVbs9bj3bJli1u/169ivcA30XWAo6+hllktobR8+XIXzKrrS2TS/V988UX7/fffrXXr1jlahjVmRMefd955bqIszVYdq7tMu3btTC3IfknlVBCeV8q9+FJeZ6Tf/kQc0q9UieWYsifmFMajqPsw1mreZaLe8zYK4xGJ1Hvp0qXDWPRAlEndnH/++WfX3VmTokYnb6lL6iBahtcIBE8glAGwmGvVquXWAN6wYYOvurc9kS5F0RfQxFk33XST6RqHHnqoaZml6OsoONUfSL8/krpenTp1rGXLlq4btLpExwqAvRmro/PgvVYAnlfKhABYY3AyNVH2TK15c3MPZGrped9nZs1T7/HrXXODkIpG4P3337dPP/3UDj74YOvVq1eum2hSLCXtJyGAQLAFQtkFWuQKgJW8QNe9iPih7sdK1atXj9ia91ON3dUfPl1XXZs1M3R08Jv3Vf57hLdYeiLf6iZ6TY5DAAEEEEAAAQQQSK7A2Wef7S6oRo+5c+fmuPgnn3xiDzzwgNt21VVX5djHCwQQCJ5AaL8q9IJLta6qG3F08tbr3W+//aJ3xXz99ttv2+DBg93+7t2728UXXxzzWHWT+fLLL61ChQrmjQuJPnjlypVu01577RW9i9cIIIAAAggggAACARHQur/vvvuujRs3zlq0aGF//etf7eijj7bvv//erdah+We0MkeXLl0CkmOygQACsQRC2wJ87LHHujJrSvropD9SaslV0vjcRJKCWbX2atY/dX+OF/zqemvXrnUTXg0fPtx3XTitB+ytVXzAAQckkgWOQQABBBBAAAEEECgGAX3+e+2119wszxrvqy7R//rXv+zll182NWRoHeAhQ4YUQ864JQII5FcgtAGwWn0bNWrkJpmKno5+1KhRbvKovffe29q2bZvD7PPPP3druM2fPz97uybMUteW3bt326WXXmonnnhi9r5YTxRYawkmnfPss8/mmOlZM1Tfc889bpKuI4880rQ8EgkBBBBAAAEEEEAguAIKfPv162da/WPmzJmmcb+ai2XhwoV2+umnBzfj5AwBBHIIhLYLtL6pu+yyy9w6uVpqaMqUKda8eXObMWOGe65Z+m688cYcszNLRuvy6o+Zzm3cuLHD0rd63pJGTz/9tOkRK2lsyFFHHWXlypWzAQMGuGWS1Ao9ffp0O/744916wJMnT7YlS5a46/fu3TvWpdiOAAIIIIAAAgggEDABfYbUELr8DKMLWBHIDgIZLRDaAFi12qFDB9dyqwBY39J5M/SpZViBZ6tWrRKqfI3v8NLOnTu9p76/1b3aS5oh+tFHH3VB9axZs+yVV15xu7REkibQ6tOnjxsj7B3PbwQQQAABBBBAAAEEEEAAgaITCHUALLY2bdrYq6++6ro8L1682DQ5Vt26dU3LFPml0aNH59rsTXyVa0cCGzS+d8SIEbZ+/Xq3LFPlypXd0kix7p/AJTkEAQQQQAABBBBAAAEEEECgAAKhD4A9k5o1a5oexZWqVq1qepAQQAABBBBAAAEEEEAAAQSKR8C/GbR48sJdEUAAAQQQQAABBBBAAAEEECgyAQLgIqPlwggggAACCCCAAAIIIIAAAkESIAAOUm2QFwQQQAABBBBAAAEEEEAAgSITIAAuMloujAACCCCAAAIIIIAAAgggECSBjJkEK0jo5AUBBBAoSoGbFz1RlJcPxrXb9AtGPsgFAggggAACCKSVAC3AaVVdZBYBBBBAAAEEEEAAAQQQQKCgAgTABZXjPAQQQAABBBBAAAEEEEAAgbQSoAt0WlUXmUUAAQQQQAABBNJDYNFZWemR0f/kskSJEmmTVzKKAAKFEyAALpwfZyOAAAIIIIAAAgj4CJQvX95nK5sQQACB4hWgC3Tx+nN3BBBAAAEEEEAAAQQQQACBFAnQApwiaG6DAAIIIIAAAghkksC2bdts9+7daVHkMmXKWMmStAulRWWRSQQKKUAAXEhATkcAAQQQQAABBBDILbCs69bcGwO6pcHYUgTAAa0bsoVAsgX4qivZolwPAQQQQAABBBBAAAEEEEAgkAIEwIGsFjKFAAIIIIAAAggggAACCCCQbAEC4GSLcj0EEEAAAQQQQAABBBBAAIFAChAAB7JayBQCCCCAAAIIIIAAAggggECyBZgEK9miXA8BBBBAoNgEbl70RLHdO2U3btMvZbfiRggggAACCIRNgBbgsNUo5UEAAQQQQAABBBBAAAEEEPAVIAD2ZWEjAggggAACCCCAAAIIIIBA2AQIgMNWo5QHAQQQQAABBBBAAAEEEEDAV4AxwL4s6bOxXLly6ZPZIsxpJjtQ9iJ8YwX80tR9wCuoiLJHvRcRbMAvm0i9lyhRIuClIHsIIIBA8QsQABd/HRQqB9WrV8/z/I15HpH+ByTikP6l9C8BZfd3yYSt1H0m1HLuMlLvuU0yYUsi9b5p06ZMoKCMCCCAQKEECIALxVf8J69YsSLPTFTK84j0PyARh/QvpX8JKLu/SyZspe4zoZZzl5F6z22SCVsSqffy5ctnAgVlRAABBAolQABcKL7iP3n37t3Fn4kA5CCTHSh7AN6AxZQF6r6Y4Iv5ttR7MVdAMd0+k+u9mMi5LQIIhFSASbBCWrEUCwEEEEAAAQQQQKBoBSZNmmSHHnqo9evH+txFK83VEUieAC3AybPkSggggAACCCCAAAIZIrBu3Tq74IILbPHixdaiRYsMKTXFRCD9BWgBTv86pAQIIIAAAggggAACKRa48sorXfCb4ttyOwQQKKQAAXAhATkdAQQQQAABBBBAILMERo0aZS+//LLVrl07swpOaREIgQABcAgqkSIggAACCCCAAAIIpEZg4cKFdvXVV1uzZs3shhtuSM1NuQsCCCRNgAA4aZRcCAEEEEAAAQQQQCDMArt27XLjfjdu3GjPP/+8VaxYMczFpWwIhFKAADiU1UqhEEAAAQQQQAABBJItMHjwYJs8ebLdfPPN1q5du2RfnushgEAKBAiAU4DMLRBAAAEEEEAAAQTSW+Cbb76x/v372yGHHGK33npreheG3COQwQIEwBlc+RQdAQQQQAABBBBAIG+BLVu22HnnnWelSpWyF154wUqXLp33SRyBAAKBFGAd4EBWC5lCAAEEEEAAAQQQCIpA3759bfbs2TZs2DDbd999g5It8oEAAgUQoAW4AGicggACCCCAAAIIIJAZAu+++6498sgjdtxxx9k111yTGYWmlAiEWIAW4BBXLkVDAAEEEEAAAQQQKJzAo48+6i7w1VdfWd26dXNcTF2jlV577TWbMGGC1axZ02bOnJnjGF4ggECwBAiAg1Uf5AYBBBBAAAEEEEAgQAIa96sxvwp2vYDXy56WRVLasWOHrV271o0R9vbxGwEEgilAF+hg1gu5QgABBBBAAAEEEAiAwBtvvGHbt2/3fWhMsNLZZ5/t9i9dujQAOSYLCCAQT4AAOJ4O+xBAAAEEEEAAAQQQQAABBEIjQAAcmqqkIAgggAACCCCAAAIIIIAAAvEECIDj6bAPAQQQQAABBBBAAAEEEEAgNAIEwKGpSgqCAAIIIIAAAgggkEqBq666ynbv3m2jRo1K5W25FwIIFEKAALgQeJyKAAIIIIAAAggggAACCCCQPgIEwOlTV+QUAQQQQAABBBBAAAEEEECgEAIEwIXA41QEEEAAAQQQQAABBBBAAIH0ESAATp+6IqcIIIAAAggggAACCCCAAAKFEChViHPT4tRt27bZmDFjbNq0abZ27Vpr3ry5tW7d2rp06WJZWVn5LsPs2bPt1VdftYULF1rFihWtZcuW1qlTJ2vSpEnMaxXknJgXYwcCCCCAAAIIIIAAAggggECBBEIdAK9bt840O9/ixYsdTo0aNey9995zjy+++MIGDBhgZcqUSRhOgfTQoUPd8ZUqVbLt27fbN998Y6NHj7a7777bDj744FzXKsg5uS7CBgQQQAABBBBAAAEEEEAAgUILhLoL9MCBA13w27ZtW3vnnXds7Nix9vLLL1vTpk1t8uTJNmzYsIQBZ8yY4Y5XwHzHHXfYu+++6wLpnj172pYtW6xv3762YsWKHNcryDk5LsALBBBAAAEEEEAAAQQQQACBpAmEtgV45syZNnXqVCtfvrwNGjTIypUr59Dq169v999/v3Xt2tXGjx9vPXr0sMqVK+cJOnLkSLfO2/nnn28dOnRwx5cuXdq6detmy5Ytc92s33zzTbviiiuyr1WQc7JP5knSBLpP6Za0awXxQhtOCWKuyBMCCCCAAAIIIIAAAsETCG0L8KRJk5x2x44ds4Nfj19doQ8//HDXhVlBcF5p8+bNLpjWcZ07d851uLdNrcx//vmn21+Qc3JdmA0IIIAAAggggAACCCCAAAJJEwhtAPzTTz85JHV/9ksKgJV++OEHv905ts2aNcu1/jZo0MDq1auXY59e7Lvvvq4Vef369bZo0SK3vyDn5LowGxBAAAEEEEAAAQQQQAABBJImENou0EuXLnVI1apV88XytnsTZPke9P8b87qWDtP1NmzY4MYca0bogpzjl4eff/7ZjV/221eqVCm75JJL/HZl3LZEurGHFYWyh7Vm8y4XdZ+3URiPoN7DWKt5lymRet+9e3feF+IIBBBAIMMFQhsAb9q0yVWtF+hG13OVKlXcJu+46P2Rr71jYl1Lx0ZfryDnRN7Tez537lwbMWKE9zLHb03Idd111+XY5vdio9/GkG3TrNyxUtjLH6/sYR//XOmK2PUe6/0Qpu3x6j5M5fQrC2X3Uwn/Nuo9fh17nz3iH5W6vbVeDm1Hw9QhcicEEEi6QCgD4F27dtnWrVsdVqxvTL3/RLVOcF5J43mVYl1L+7zrefctyDm6TlGkSiNHFcVl0+aamVz+TC77tVdsT5v3aLIzStmTLZoe11v+t4fTI6NFkMtMLnsRcCbtkvE+NyXtJlwIAQQQyKdAKAPgkiVLutmftTxRrADX257IOsAVK1Z0rFr3N1byrle2bFl3SEHO8bv2IYccYg899JDfLlM516xZ47uvuDZWqFAhe9KxP/74I3tSsOLKTyrvq5nGVX6ljRs3uknWUnn/4ryX/h15XwLp350emZKysrKsatWqrrj6OxC0FpiirIcSJUpY9erV3S127NjhhoEU5f2Cdm2VXQY7d+40zQGRSUnveb33lYL2/1BR14OCOq0CobRu3TrTl+5BSRoaRUIAAQQQiC8Q2r+UtWrVcuNxNS7XL3nbvUDV7xhvm66lpIAuVoq+XkHO8bt2nTp17LjjjvPb5bYtX7485r7i2OF9AaB76wNxvC8NiiN/RXnPyA8emg3c+1KkKO8ZlGsrCPBSppXd+yCs8isQyqR615dwXlIQkEll98qt3xp3mWlljxxrmmllj/zcoLIHKQD2vpSIfH/yHAEEEEAgp8D/Pr3k3J72r7wA1AtMowvkBbNe60X0/sjXeV1Lx0ZfryDnRN6T5wgggAACCCCAAAIIIIAAAskVCG0AvMceezipefPm+Yp52/fbbz/f/ZEbvWtpxmi1akYndX1TFzC1hjRv3tztLsg50dflNQIIIIAAAggggAACCCCAQPIEQhsAH3vssU5pwoQJubTUXenjjz9221u3bp1rf/QGrf2rtX41rvOrr76K3m0TJ050XR91jDcGtCDn5LowGxBAAAEEEEAAAQQQQAABBJImENoAuF27dtaoUSP79ddfbfz48TnARo0aZatXr7a9997b2rZtm2Pf559/bh9++KHNnz8/x/ZzzjnHvX7mmWdyTPSycuVKe+mll9y+bt26FfqcHBfgBQIIIIAAAggggAACCCCAQNIEQjsJliblueyyy6x///5255132pQpU1z35BkzZrjnmrjmxhtvdDN4RmoOHTrUNLGUzm3cuHH2ro4dO5q6S8+aNcsuvfRSO+aYY9wMx2phVjB95JFHWqdOnbKP15OCnJPjArxAAAEEEEAAAQQQQAABBBBImkBoA2AJdejQwR544AEXAKubsh5Kahnu3bu3tWrVyr1O5IdmVhw+fLi73gcffGBqRVbS9jPOOMN69OjhxgBHXqsg50Sez3MEEEAAAQQQQAABBBBAAIHkCZT4z1IGu5N3ueBeSa20msRKk1PVrVs3V7Can5xrmZe5c+e6pS8aNGhgkUsixLpOQc6Jda3I7UFbBqlKlSrZHjLPpGWQ9D5Q+ZW0NmQmrYWrNZC9GdU187rGy2dKUm8Sb9b3zZs3Z9R6sJr4T0u1KWk5mExbD1b/l6i3kf6+r1q1KlPe8q6ctWvXNm/pt6D9P1TUFVGjRg3zlvz77bffArUMkuYh8dYlL2oHro8AAgikq0CoW4AjK6VmzZqmRzKS/tNv0aJFvi5VkHPydQMORgABBBBAAAEEEEAAAQQQiCsQ2kmw4paanQgggAACCCCAAAIIIIAAAhknkDFdoMNas+p+FaSkHvVer3p1DdQjk5KW2FJS19BMS5Td3Ps9k97zkf/eM/E975U/E//W6e8b/+aD97deXaArV66caf/9UF4EEEAgXwIEwPni4uC8BG6//fbsCcK0ZFT79u3zOiU0+5988km79957XXnuuOMONzlaaAqXR0HeffddN7GcDrv66qutZ8+eeZwRnt3ff/+9nXnmma5Ap5xyig0ePDg8hcujJL///rubAV+HHXbYYfbCCy/kcUa4dh944IG2Y8cOq1+/fvba8uEqYezSdO7c2RYsWOAO+Pnnn2MfGMI9F198sWnJRCVNrlmvXr0QlpIiIYAAAuEVyLxmqvDWJSVDAAEEEEAAAQQQQAABBBCII0AAHAeHXQgggAACCCCAAAIIIIAAAuERIAAOT11SEgQQQAABBBBAAAEEEEAAgTgCBMBxcNiFAAIIIIAAAggggAACCCAQHgEC4PDUJSVBAAEEEEAAAQQQQAABBBCII0AAHAeHXQgggAACCCCAAAIIIIAAAuERYBmk8NRlIEqydOlSW716tctLkyZNrFKlSoHIVyoysWrVKlu+fLm71V577WU1atRIxW0DcY9169bZokWLXF7q1KljemRK2rx5s82ZM8cVt3r16tagQYNMKbr9+eefNnPmTFfeihUrWtOmTTOm7CrojBkz3LrnZcqUsX333Tejyq6lj7Zt2+bK3KpVq4wq+7x582zjxo2uzKp31T8JAQQQQCB9BAiA06euyCkCCCCAAAIIIIAAAggggEAhBOgCXQg8TkUAAQQQQAABBBBAAAEEEEgfAQLg9KkrcooAAggggAACCCCAAAIIIFAIAQLgQuBxKgIIIIAAAggggAACCCCAQPoIEACnT12RUwQQQAABBBBAAAEEEEAAgUIIlCrEuZyKQLaAZgMdM2aMTZs2zdauXWvNmze31q1bW5cuXSwrKyv7uLA/0YzAffv2tbp161r//v3DXlxXvokTJ9qnn35qS5YssV27dlnDhg3tiCOOsOOOOy705Z8wYYJNmjTJlX3PPfe0li1b2jHHHGN6nklp9+7ddvvtt9vixYvtjjvuCPUs4Hq///DDDzGrt1atWnbeeefF3B+GHZ9//rl99dVXppmgS5QoYZrx/+yzz3b/9sNQvlhl2LRpk7388ss2a9YsW7lypft3rhmwzzjjDCtbtmys09iOAAIIIBAwAWaBDliFpGN2tATOVVdd5T78Kv9a/mfNmjWuKB06dLABAwZkxDIRCgL+9a9/mT4ctmnTxoYNG5aO1ZlwnvWlxw033GDffvutO6dKlSru9x9//OF+6wuQwYMHW/ny5RO+ZrocqOV/brrpJhcEKM+VK1d2y6LoPVC1alVX7v333z9dilPofCooePjhh911XnzxxVAvBdWrVy+bPn16TDMFgyNHjoy5P5137Nixw4YPH25vvPGGK4be61u3bnXLIemLzn79+tlf//rXdC5izLzPnz/fevfunb3Mn/7eeX/r6tevb0OHDg31Fz8xYdiBAAIIpKEALcBpWGlBy/LAgQNd8Nu2bVu79dZbXQCg9YBvueUWmzx5sgsE1Soa5rRlyxb3AUjBb6YkBTwKfhs1auQ++LZo0cIVffbs2a418LvvvnMflm+88cbQkTz++OMu+K1Xr55dffXV1r59e9fzQYHB888/b9ddd51rKapZs2boyh5dIK2BLI9MSb/++qsras+ePX1b/fRlSFjT008/7YLf2rVruy821eNBX/q88MIL9uSTT9o999zjekGEbR1wfeF12223ueBX/89deumlbt1n9QTQe1+/9f/gQw89FNaqp1wIIIBAqAQYAxyq6kx9YWbOnGlTp051rXyDBg1ywa9yoW/E77//ftf9efz48bZhw4bUZy5Fd1S37wsuuMDGjRtnJUtmxj8pdfV+6623XHnV9dULfkW+7777um6wev7OO++Yjg1T2r59u40dO9YVqXv37qZeDqVKlTIFBZdffrlr/VSrmLqIhj2pF4DqX+UvU6ZM2Ivrur2q1U9fbHTr1s1OPvnkXA91gQ9jUvdffcGjv3H//ve/7aCDDnLP1fJ74YUXumEvet9/8sknoSv+ggULbO7cua67d58+fdzfOBVS3Z+vvfZaV97vv//eli1bFrqyUyAEEEAgjAKZ8Wk9jDUXkDJp/KNSx44drVy5cu6590NdoQ8//HBTwKAgOIzpww8/dN3iVqxYYWoZ0IejTEgzZsywnTt3umCvcePGuYqsbQoI1To0b968XPvTeYPGuCvoPeSQQ3y7e2qfksYJhj099thjpq6hCgIqVKgQ9uKa1/ob+YVP6Av9/wV88803TUGwxrsq8ItO+tt3/fXX2wEHHBC9K+1fL1++3JWhQYMGpl4fkUlf+Gnct5J6PpEQQAABBIIvQBfo4NdRoHP4008/ufwp+PNLCoCnTJniuoideeaZfoek9TaNddYHIrUA/+1vf3OTQaV1gRLMvOpVLcBq8fFL6jK4fv16t6tatWp+h6TtNnXv1FjHWEldgpXCGAhElvnrr792E99pwjO1hD7xxBORu0P5PDoA1vtcLcL6si/sST1dlI466ijfoh544IGmRxiTAn5N9rVo0SL3hU/kl36aCOz33393vZ3222+/MBafMiGAAAKhEyAADl2VprZA3jfesYIcb7tmhw1jOvbYY+300093XUDDWL5YZdKHwerVq8fabR988IFr+dckOeoOnwlJs2C//fbbruuzZgHXuOCwJn25odmeVb+aDCxTkhcAK/DVhEgaA6+eEBr3e9hhh5nGBYd13LeCPKVmzZrZwoULXa8edfvVxFhqET/rrLNCOwu03uedOnWyjz76yIYMGeK+8FQPEH0p8MwzzzgXzXpfqVIl95wfCCCAAALBFiAADnb9BD536hKn5AW60Rn2Zgb2joven+6vva5v6V6OZOZf4+AeffRRd0mNiVWwHOakFiCNiVQArKSJge68807z3vthLPu9997rJgRSEJwJrZ9eHXqt+5roTGNf1f1VwbC6+X/88ccuINJswAoSw5a07I/G/6rLu7700LwOpUuXdgGw/g3oSy9t15eCYUxazUC9OjTRlSZ11Lh31b1M9MWHuoaTEEAAAQTSQ4AxwOlRT4HMpdZ89brAxpr51PtGXJPlkMIvsHr1ajcOWktjqZu0usaGPWlyHM0C7gWCah3TbOAa/xzGpMneNNHRCSec4MZCh7GMfmXSl3jeJEedO3d2LaAaA63ZjzULspa9UndoffmhwChMSRPZ6aEvszTWd5999nGznatFVBNjafiH/i+4++677bfffgtT0bPLsmrVKvcFh/7f09Jue+21l5v4Ta81J0KYJ3rMRuAJAgggEBIBAuCQVGRxFEPffHtrvMYKcL3tmTBDbHHUQZDuqfFxV155pZsIRsGAZgfOhKRAUBMEaWbop556ynUNVyCgZcDClhQAqoVTXby11FMmJf2t0xrHWt9bdev97ZOB5gHQ+71s2bJuoizNjB+mpG7OSururTHw6gHQqFEjFxCrF4zWPz/00ENdEBzGNZC1zNH5559vX375pWvtfe+999wXAO+//75bEmnixImuW3TYJvwL03uYsiCAAAKRAgTAkRo8z7eA1wU41rff3vaKFSvm+9qckD4C+oB4xRVXmGZL1QdhLYGVKXUe2cVbLWPqFqzusZ9++ql5k8SlT03GzqmCHwV5aulTAJgp9euJ6As/zQLcpk0b3279CgzV/V0pbIGQxsB6X2Keeuqpruuz5+L97tq1q3v6yy+/eJtC81sTvKmXx9lnn+2Wv9J7QUndoLUE1GmnneaGBKg3AAkBBBBAIPgCjAEOfh0FOocKgDXBlRfoRmdWXQKV/q+98wC6ovbaeOy9V2wIir0XRFEURWyDqFixO/aOjmBFcRwFLGAD6wyi2NvYdVCxN1Ds2Lti773kO0++/8nk7t29e9+79969775PZl527yabTX7ZLDk5JyeVHCZF7+Hv9kUAax+xBzS0RDANxTpADAw7aujcubPp2rWr0wRCGCiKN2isf4VAj8H/aaedVta8MHtHwEQI0uC43XbblaUr8oVFF13UVQ9LAYoW8K2HBUB0GyCtpzq70y2D9HoRjrqlWZ8+fWKrg+8eTMHhFIyBBEiABEig9Ql03FFq67dNuyihDvig8ejRo0dZmVUTwu0hytAU4gK8Ho8cOdLVZf/99zcHHHBAIepVqRIQAidOnOhMQaERigtwDoRQtIkAaLYRkia8EKcO79RsFteKEODoCSaw2O94l112ia0SHEUhYH1o0QK+9RCAP/zwQ9OzZ8+y6ukECCZ/ihRg+aDr+bVfR+unDu+K9s5H68nfJEACJFAUAhSAi9KSOdUDHj+xDgoCwcCBA0tKAecg0A4irLXWWiVx/NH+CUAYwFpAmAAPGTKkw2j7YAJ86623ui2A4Pk1KuRiiyA4xkKASXRRAra6mTRpUmJ1+vXrZyAEwUMyTIWLFr7//nvn8ArvOxy8QdMfBuwJribvRdH6h/XDt37q1KkG+z/vueeeYZQ7x5ZQCGoG7n4U4B9M+kConzZtmqs/1j5Hg7b7csstF43ibxIgARIggRYkwDXALdgo7alI0PpiQID9Me+///6Sok+YMMGti8JAcYMNNiiJ44/2TQDOzUaNGuU0IwceeGCHEX7RahjgL7LIIgaCLrwAY6JHA7iMGDHC4Ih03bp10yge2zkBTOJhuzdoA8eNG1fi6RmTImh3rBOFdhTbIxUtwNMz9jieMmWKGT9+fEn1MOFz4403urXvcdrhksTt8AdMnBGuuOIKo1thaTXg9fryyy93PzWdxvFIAiRAAiTQmgRmkP/Mi7lXR2vyLmSpHn/8cTN06FDnIbR3795u0I9tIZ555hnnLGX06NFmjTXWKGTdo5UCCzgIgqMceIstasDkBoQ/BDWLTaor1gdvvPHGSdHt8jre76OOOsq98xAK+vbt69a9Ynsg7AcMp0FwnNOpU6d2Wb9aCq0aYHhKLqIGGEwmT57stgHCf5vwa4B2x/uPfo9279Kli7OKgEOsIgbUc9iwYeavv/5y3/T111/ffPPNNwZekTHpg/X/RVz3jfbG3r/w7g0TeEzowiJi+vTpzgIKEx8bbbSRmwQpYruzTiRAAiRQNAIUgIvWojnVB+Zv2P8SAwIN0AwPGjTIrLPOOnqp8MeOIgAPHjzYTXBU06DwityrV69qkrarNFgTCm/Xb7zxhi83hCGYih555JEdzvFbRxCA0dAwd8VWUOoYCdewJRLeceyRCwGpyAEaUGzzBQdvOn++/PLLG3iH7t+/f2Grjr2db7nlFqf9x57IGrDXPfwfDBgwIHUyUO/hkQRIgARIIF8CFIDz5V+4p8P7KbxCw2EK9grV7SIKV1FWiAT+RwBrQ7EHMrYFWmaZZfx2MQRUbAIwgce3bp555nEa7472rYMQCCeH8P7ckbz8Q+iH2TMme2Hhgf/rwq3Qiv3Ws3YkQAIkUAwCFICL0Y6sBQmQAAmQAAmQAAmQAAmQAAmQQAoBOsFKAcRoEiABEiABEiABEiABEiABEiCBYhCgAFyMdmQtSIAESIAESIAESIAESIAESIAEUghQAE4BxGgSIAESIAESIAESIAESIAESIIFiEKAAXIx2ZC1IgARIgARIgARIgARIgARIgARSCFAATgHEaBIgARIgARIgARIgARIgARIggWIQoABcjHZkLUiABEiABEiABEiABEiABEiABFIIUABOAcRoEiABEiABEiABEiABEiABEiCBYhCgAFyMdmQtSIAESIAESIAESIAESIAESIAEUghQAE4BxGgSIAESIAESIAESIAESIAESIIFiEJi5GNVgLUiABFqVwA8//GCeffZZM+OMM5oll1zSrLjiimbmmfnpadX2YrlIgARIgARIgARIoMgEqAEucuvmVLdNNtnEzDDDDO5vzJgxVZdimWWWcfdstNFGVd/TKgm/+eYbX+czzzyzVYqVazk++OADs/baa5uFFlrIbLPNNmarrbYyq622mvnll18qlqs9sRw/frxv95deeqlivRjZegTa07vWevTaZ4m6du3q+mz//v3bZwVYahIgARIggcwEKABnRsgMKhEYPHiwgSDUkYK1tiNVN7auv/32m9lhhx3M1KlTzX///efTQAM8//zz+99pJ2SZRojx9SLAd61eJJkPCZAACZAACbQ2AQrArd0+7b50v/76qznggAMMB5ftvinbVIHnn3/evPLKK+6erbfe2jzxxBNO8ztlypQ25cPEJEACJEACJEACJEACJFBPAhSA60mTecUSmDRpkrn00ktj43ixmAQ+/vhjX7EzzjjDbLzxxmauueYyiy22mL/OExIgARIgARIgARIgARJoNgEKwM0m3oGeB4FnzjnndDU+8cQTzXvvvdeBat+xq4q1lRo6deqkpzySAAmQAAmQAAmQAAmQQK4E6Io1V/zFfvh8881nhgwZYo455hijptDQBsNBVlsD1hF//fXXZqaZZjLrrrtu4u0wu/3jjz/cOtMVVljBp4NGcvr06QZlghdihC+//NKgPO+8847ZcMMNDZxvzTHHHP4enHz11Vcuzeuvv27gPAWazOWWW64kTdKPb7/91nk/htkvHHx1797drLTSSs4bctI9eh0m4yjXyy+/bPDsJZZYwqy11lpm9dVXLyuj3vPhhx+68modUfa77rrLXUPdNttsM01a9fHff/81KP8bb7xh3n//fVePNdZYI7Ecb731lvnxxx9NqAFGm4A9wjrrrFOTB+hms4wCghfryZMnGwj2eP969uxpFlxwwWgy//vvv/826hRrlVVWcRNBTz/9tHnkkUcMJgR22mkn5xzM3/C/ky+++MK8+OKL5s033zR//vmnAWv8de7cOZo09nct9zezb+Cdhnk8JsNmn312Azb469KlS03fhSiEzz77zEybNs394Z1bdtllTbdu3dwzFl544Wjy2N9Z3rW29pePPvrIfYdQkDXXXNPMNttssWXCRZRLJxHxDUM/D0Mt34zw/mrOn3vuOfc9ANtVV13VfTfxbcOzX3jhBZfF8ssv7/tGrf0gazviG3Tvvfead9991/UzfLfx7YQn+mpCM1hWUw6mIQESIAESaBAB+dAzkEBdCchgA16grAhtVhwg2V69ernfuHbhhRcmPmvppZd26UQYLUuz3377uTjRKpfFhRdkIO3SbbvttuFlK0K4u7755ptbcdBkt99+e/cbZdK/WWed1V511VXuPhm42YEDB/q4MM2wYcNK8sYPEc59WjH5tTfddJMVYdpf0/tlkGtFCCi7P7yA+A022KDsXuSx6KKL2rvvvjtM7s8POeQQd0/fvn2tDFTtPPPMU5KHeKf2aas5efjhh614bS7JQ+shwoS9+eaby7LZcsstY9PrfSJAlt0TvdAKLLVMIkzZHj16lNVJBtJ21KhR9pprrvFxIrjqbVYEUX/9qaeesrvvvrv/DRbzzjuvFW/YPr0M2O3xxx9vZ5lllpJ0ym3AgAFWJjR8+uhJlvsb3TdQVrQ7+pxMfsXWb4sttrCffPJJtFpV/xZB0iIP5RU9irBtzznnHIt+HYZ6vmu19JfrrrvOl/n6668Pi1Z2fthhh7m0+E5F+1Gt34yyhyRckAkZi+9ylCt+H3rooe5d1riwHm3tB7W2Y1jss846q+zbh7LJRJJ7x/T/CLyPcaHRLOOeyWskQAIkQALNJYCZWwYSqCuBUABGxjILb8UU2g2ecEwSAJshAK+//vpeIJe9aK1oRq1s1WMh0GCQJBoY++STT1rZIsP9XmSRRSyEZtEklQz+7rvvvhJm4UBaNCAurWirnSAL4R3P0AGiaG7so48+WnK//rjtttsshHykhbAgWmO7//772z59+jihSfMQ79p6iz+qACzbUFnRUvvn6T0QiqsNsmbb3496oPx77723RduGgj3qFoYjjzzSrrfeelbbEs/GwBPX8Cd7AofJY89bgSUKJtp3K1s4eQ6idbN77rmnY4D3BHUT7aWPTxKAdfJG2wFH2RbK1/2nn36yYl3g88Ekx3bbbWd33XXXkvcO1+PaMOv9KgA3qm/8/vvvJcITJnf23XdfK1pwi76gXBZYYAErlh6eS7UnDz30kBd40I/x/u+zzz6urVAnzR/Hk08+uSTber1rtfYXTMYpg+ikXVhQsQawYnHg6oLJkDBk+WaE+SSdiwWHxYSXchTLGjc5KBYl/lug33ykSRKA0/pBlnbUsh900EG+nHPPPbfFhNxuu+1mRUvtrmNSVrzQu/M4AbjRLLWcPJIACZAACeRLgAJwvvwL+XQdDGGwoeGiiy7yAxMMUMVUUKP8UYWmRmqAdRAHYTEUxsRU2JdPhWFoTEONUaitweAvDOFAGs/AgFHMq8MkTiusEwEQnKIMvvvuOy9wgUX0fmh9Qg0rBPUwqACsdYSw9thjj1kxBbSnnnpqmLTi+dtvv+0nLMT01or5b0l6MbV2grk+54YbbiiJx4/zzjvP82yrZq8VWMJyQbXwmCi55JJLSuooJuFWJzqUQ5IAjHgxe7Zjx461YhZtR48ebaEt1HDggQd6VkcddZSFsBMGWE1A64d8oJEP30mky3q/CsBaj3r3jRtvvNHXT/YFD6vm6jJixAgfP3To0JL4an6okIvJCghr0QANPDTuqB+EbFmO4ZPU413L2l+03+I9S9Ly33HHHZ7RPffc48uf9ZvhM0o4QT9QvrBOuPjii0tSYsJCljX4soHxhAkTfJpQA4y4Sv1An1NLO+KBmJTUdxh5ffrpp74cqMcpp5zi45EuKgA3mqUvDE9IgARIgARyJ0ABOPcmKF4B4gRgDEA23XRTPwCB+Wg0NEsARjmiQgTKAsFcB1DQTsUF2dLHpcFALgzRgfSDDz4YRvvzUDCEQB0GaE/xfAjgGLTHBZQbmkikw8AzFKJ1II04tEEYF5dX0jVoxZEHNL8Q9OLCzz//bMWjs2cBLWQYwnpmFYDzYDlx4kRXN3AYNGhQWDV/LuudveUA0lUSgJPqAK0X7sXfHnvs4fOOnpx77rk+Hc41ZL0f+YQCcCP6xhFHHOHKDg3mP//8o0X3R32noeGGqXhbgqyr9lwuv/zyxFtPOukknw6TEBrq0W+z9hdMMOk7EBUwtZz4HiENvjshw6zfDM0/6YjJMy0bGMYFMAyXW1QSgJP6QdZ2RLn0/x2Yu8sa5bii2r322svXJyoAN5plbIF4kQRIgARIIBcCFIBzwV7sh+pAJNQAo8biwMWb98KMFpqTMDRLAA41KOHzsZZNB3sQLOJCKCyEmrpwII36JwWs+1RTxtAMFoNaNauF+WulEJpbwkxXQygAx2llNV2l4/fff+8ZwEy1Ugi1+tBQhaFeAnBeLFUrCa1cqEkK64hzmFfqO5MkAGPCIino+4TJhqSlAbgXZsRLLrmkexbWkWvIej/y0TxQj0b0DazJVEbQBseFUKiLi0+6BqsITFZA+I1OwoT3jBs3zpdB9qT2UVn7bb36i5rSw+ogGqCZVAuAE044wUfX45vhM0s4gUYebYdlGShHUoCFibZxkgBcqR9kbUdM9unSEayVTgqY0NN16KEA3AyWSWXidRIgARIggeYTqM4lovzPxkACWQnAi/Lw4cNdNjKgN7K21YhmOGu2bb4f3pTjgqwN85eTPD3LIMunEc2VPw9PZM1w+LPkHPfr8+ExWQM88cLrLwK8wcrAOvEv9G4tQpNmUXKE59taArwPa5B1x3oaexRzbH89rIu/WIeTvFjC+zYCvC+L4JlYkzRGuLFSWyhveCuG99ykAI/JMhngotHm8l+FO896f/R5+m5Gr2fpGzLR47MTDa/zoC0OqZy3a62HTAD4NG05EXNZI86vzMEHH2xEC1lyqwhFzmuyWFoYmRDycSLs+PPwpJZ3Tfkjn7R3oVJ/wbcQAV6W4bk4DOJQz/z111/ukqbDj3p/M8Jn6rlM6rhTeK8X83G9XHYUR4dl16IXKvWDrO0I79jYaQABHu+Twsorr+w86kfjm8Ey+kz+JgESIAESyI8At0HKj32HfLKYQxpxNOK2FhIzXyPrG42YmDaVRTiYT3qwmGPGRlWzhROEmUpBNN0uGlugYGAr2h0j2nB/y9lnn23wV01IEoArCVOV8g0H9Gn1QDx4QIhplACcVoZGsVQBeKmllqqEy+jzKyWq1BbKO62eyB9bBSGI4yQjZuVuS6qs97sMg38a0Tew9dWVV15pRDNnIHxiOyj8iUMqs/jiixtZVmBEk+4ESNG4B6Vp26k4lnPfFWwbBi4QJFVwrCantDbQtg77rfJH/mn3Iz6pv4iDOSMmxo6PaFDN6aef7ot87bXXunPRDhsIcBrq/c3QfMOjCsBpddN3M7w3el6pH4Rpa2lH7a/Ip5o+i22WwtAMluHzeE4CJEACJJAvAWqA8+Xf4Z6OAeDVV19tVJMqjklKhL9mAInu9VvvZ0KbUSno/rHQUEETjiBmtpVuSYyDIBQNECKie4RG0yT9/vzzz32UeMD253En0EoqS+xR2oiQF0vdb1XbKqluEODSQtL+s5g4wL69CGmskSYsC3hnvR95RoO2Z/R61t/iqMsJp7vssovb/1fzw36yYp5soCWWNfgmfP80TdoR+0xDyIYGVxzXuQk27FsN4RffGeQNzXNaqOVdC8ub1oaV+ouspzfiBdoVEQKwBryHmCxACLW/+F3PbwbyiwZMVuj7mfZeiMfl6O1lv5P6gSbM0o7aX5FX2E807/AY12cbzTJ8Ps9JgARIgATyJ1D7dHv+ZWcJ2ikBmELLGksjTkecAIiBnazLq6o2aSbTKlBWlVmDEslauYo566AZA24VVEOtxfjx480OO+xQMQ+NhPa4ngEmvxqgJZF1e/qz7AgzbWgjEdIGt2U3V3khL5ZoG9Rf2yqpuFkEf0wGyfYs5v3333fPSnqGXg8H6eCd9X7Nt1nHnj17OvNn9NHHH3/ciEMk88ADDzhtLcogzqCMeO814mXciMfhqoqFtNAgq6CGZ8AkWrbecn9YyiBO5Yzs12xk/XHFPGt51+rZX/AdFG/0BlYdMIWGxhfm2wgQQKNCfKO/GZhIg9Yb5sFxE20hzLT4MG3cedZ2DCcv0GfR/kkhrs82mmVSWXidBEiABEggHwIUgPPh3uGfevjhhztNDczdoOEQr9AVmWAQi5C07hZx0IhBKMs76GA8qRwY7CGEJoHh+jiYE0fXM7obmvBPWA4tZ9Jjw3hosBoR8mKJgT8EYJi7Vgpp8ZXuRRx4QwAOWSbdo2kg+Kq2Mev9Sc9q5HUIc1tttZX7u+CCCwy0tdAM4wjhBd8D8UZdVRHw3dB35PzzzzfHHXdc7H2hcAvLi7ig+cTF4ZryT+q3Gp92P+Lj+os4vzNYeiFbIZlbbrnFCcCyp67Lbscdd/STZZp/2Fcb9c3AMyAAy3ZH+tjYI97hLCFrO6p5OsqQ1ifj4pvBMgsf3ksCJEACJFBfAjSBri9P5lYlATWFVtM58SJqwkFqNBs1wYNZ3o8//hiNdr+xDkwdScUmaNJF8aSb+CSY6k2ZMsXFr7rqqj4d1tjBRBJBth6p6BwMg2M4yurfv7+RvYB9HvU4gYMttA1C6DgoLm8dnCNO9kWOS5L5Wl4soVVEgIluJcbQYmYJqmGHBg1r4pMChCLZO9hF9+jRw78rWe9Pel69rkPYhGaze/fuZp999onNVjwgO4sQjYT2s9owadIklxQawGOPPTbxNmiXNSQ5warlXatnf4HWW7bpccUUr+oGJsG6NjVq/oxEzfhm9O7d25UHQvD999/vzuP+ES/ccZervpa1HWE+L3usu+fdeuutic/FJEuctroZLBMLxQgSIAESIIHmExCtGQMJ1JVA0jZIcQ8ZM2aMlbe+5E8G+GVJR44c6dOIB9myeDHFtbhP85L1dCVpwq1eZFBeEqc/TjzxRH8/9rmNC7Jm2afBlkYawu1URIC0YsqoUSXHgQMHuvuxvY440CmJGzJkiM/7kksuKYnTHyiXeGR16URgtniuBt0GCXlnCTLY9uUQE9XYrETbZWVSwqUTbWTZvsr12gYpL5aiUfPbUmFv3Lh3RiZcqtoHGNsAJQUxd/Vb3KDfYE/cuCAWE75NRo8e7ZNkvR8ZNbpvyOSIKzvaMtyD11dCTtBftO+G2xSFaeLOtS/IUgAr2uO4JFacSPmtb/CMu+++26erR7+tR3/RAr366queQ79+/dy5mMnHvn+4J+s3Q5+bdMTWUjK54MqB7bewXVE0YD9zbTsck7ZBqtQPsrYjyhS2g0wWRYvpfg8YMMCXNdwGCZGNZhlbIF4kARIgARLIhQDMRhlIoK4E2iIAy5peK85r/KAEA6g4AVg0EBZ7pSIegh8GtaIxtn/88YfFYKdv374uTvfSzVMARhlRDuzFi/IhYL9Q8fTq6ynrn8uYQ7jVvV5RV/GSa1XIRj733XefFU2Hz0PMPUvyhZp4wwAABxtJREFUqJcA/OWXX1pZm+xZX3bZZb4eEARFE2TFhNOXQ7ZpKSkHftRLAM6LJeqAgTyejz/s2SzaYFy2eGexTzQEf43HMWkf4EoDf+Qn3n99Pmhf8V6Myy7IekWL/Zj1ObJNkW8LTZP1/kYLwOLkypcf+9yKFk6L7o4QeMWE1aUB07jJhpIbgh8hm/3228+KGbOPhXCLCTb9bihDWWNfkkav41hLv61Hf/EFkhNZB+15oUzYYzcpZP1mJOUbXseEizKCMI7vweTJk933SLaf8nGaRixD/O1oD71eqR9kbUc8EN/Ktdde2z1PnJ9Z7Dkt2n5Xlh9++MGKBYIvC8oUFYCbwdKD4QkJkAAJkECuBCgA54q/mA9viwAMArK+zIoptB+cxAnASBdqwTCAgaZTtZD4DQFQvM26fPIUgFEOLReO0G7IGmZfPwhTGJDFhVAYQJ1wn5i5lvDB9Z122skP7jSfegnAyE/MQa04WvJlhoZNTLZLyoGyyXZN+viSY70E4LxYamWGDh3qGYC7rBW04mXWXYNgdfTRR/v4WgVgDNx33nlnnw+e06lTJysOnEqugb+Y0GvR/DHr/Y0WgFFQCKeoF/6gCcZED4SVcCIFdRZTZV+vak7EnNW3h+YNARKs8BxcwzOuuuoq973A78GDB/usQw1wlncta3/xBZKT0CoGdQgnRMJ0ep7lm6F5pB1hkYLvLfhF/8SBlB02bJi/fvvtt/vsqhWAs7ajPlAcxdkllljCl0V8KZR8f/FuiKM0Fx8VgJFHM1hqWXkkARIgARLIjwAF4PzYF/bJbRWAAWLs2LF+0JIkAGu6qOYNAzDZ/sTxVCEwTwH4zjvvtLJutEyAgSkhzLehQawUZI2zPeigg+y8887rmeigU/bbtLKnaqyprNY9qwm0lg2aLXFOZGVtXUk5IPiKEyP72GOPadKyY70E4LxYaoXQVsOHDy/T9mKQLWuxrazn9mxqFYD1WbAYQPtqW+tRtm1xWsBff/1Vk8Yea72/GQKwbEnk+ristSyrn+w9bGHuK07HYuuVdhFmw3369CnLF/3n0EMPddYXyEO/S9Biah8MBeCs71qW/hLWEdYisHJB+/fq1SuMSjyv9ZuRmGFMBIRD2cvZaaghWMq6bmc+j3rDrFzf19D8uFoBGI/L0o5hcV977TUra/h9eVAuTODhHYNJt5qWxwnAyKcZLMPy8pwESIAESKD5BGbAI+U/CAYSaFcE4MkTDk1WXnll5wymVQsvA0AzdepUA2c52JKlrQEOW15//XXn9AjbR2G7DhFA25pNpvQiLBg475o2bZpZYIEFnOfiOC+2mR5Sxc15soRzNbxv8Ay92mqrNfSdg5M3EQacszdssyMWBEYmNaog9P9Jst5f9YNqSIh3Cds5wamSWEEYOIITob+GnMpvwfuB91SEHJcvtpgSDWp5wiquZHnX8u4veXwzsHexOvCCkz/sy1xrqFc7oq/imyXCr9teS50MtqVcebBsS/mYlgRIgARIoDYCFIBr48a7SIAESIAESKDQBOBRGVvVYQJPtL9OmIyrsKwFNmKZ4vZvhjd/9e4fl5bXSIAESIAESCBvAtWrFfIuKZ9PAiRAAiRAAiTQNAKwNpE1ye552KYJ+7dHg5hGG1lj7S5vuOGGFH6jgPibBEiABEig5QhQAG65JmGBSIAESIAESCB/AhBoxSO8M8c//fTTjayZNuJx35kUw4R94sSJRrYPgi8RZ24uTuPyLzRLQAIkQAIkQAIpBGgCnQKI0SRAAiRAAiTQUQnI9mtGHEcZrG3WAM1w+Bva4VGjRpkjjjhCk/BIAiRAAiRAAi1LoLnedFoWAwtGAiRAAiRAAiQQJSAe9Z0DONnKysgWYC5ahV/xtG1w/bnnnqPwGwXH3yRAAiRAAi1LgBrglm0aFowESIAESIAEWovAzz//bKZPn25kn3DnFb61SsfSkAAJkAAJkEA6AQrA6YyYggRIgARIgARIgARIgARIgARIoAAEaAJdgEZkFUiABEiABEiABEiABEiABEiABNIJUABOZ8QUJEACJEACJEACJEACJEACJEACBSBAAbgAjcgqkAAJkAAJkAAJkAAJkAAJkAAJpBOgAJzOiClIgARIgARIgARIgARIgARIgAQKQIACcAEakVUgARIgARIgARIgARIgARIgARJIJ0ABOJ0RU5AACZAACZAACZAACZAACZAACRSAAAXgAjQiq0ACJEACJEACJEACJEACJEACJJBOgAJwOiOmIAESIAESIAESIAESIAESIAESKAABCsAFaERWgQRIgARIgARIgARIgARIgARIIJ0ABeB0RkxBAiRAAiRAAiRAAiRAAiRAAiRQAAIUgAvQiKwCCZAACZAACZAACZAACZAACZBAOgEKwOmMmIIESIAESIAESIAESIAESIAESKAABP4PCzWctqfeOCUAAAAASUVORK5CYII=" width="480" /></p>
<p><strong>Questions</strong></p>
<ol start="11" style="list-style-type: decimal">
<li>Recreate the above plot.</li>
<li>What kinds of questions are more easily answered by looking at the above figure?</li>
</ol>
<p>Another option would be to create a side-by-side bar chart, which is often called a faceted bar chart. Faceting is used when we’d like to create small multiples of the same plot over a different categorical variable. By default, all of the small multiples will have the same vertical axis.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = as.factor(Bedroom.AbvGr), fill = as.factor(Full.Bath))) +
geom_bar() +
facet_wrap(~ Full.Bath) +
labs(x = "Number of bedrooms above grade")</code></pre>
<p><img 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" width="672" /></p>
<p>It is often easier to compare small multiples if they are either displayed in a row or a column. To specify the layout of the panels, you can add arguments specifying the number of rows (<code>nrow</code>) and the number of columns (<code>ncol</code>). For example, we can arrange all of the panels in one column:</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = as.factor(Bedroom.AbvGr), fill = as.factor(Full.Bath))) +
geom_bar() +
facet_wrap(~ Full.Bath, ncol = 1) +
labs(x = "Number of bedrooms above grade")</code></pre>
<p><img 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" width="672" /></p>
<p><strong>Questions</strong></p>
<ol start="13" style="list-style-type: decimal">
<li>Recreate the above plot.</li>
<li>What kinds of questions are more easily answered by looking at the above figure?</li>
</ol>
</div>
<div id="two-quantitative-variables" class="section level4">
<h4>Two quantitative variables</h4>
<p>To display the relationship of two quantitative variables, we can use a scatterplot. For example, we can look at the relationship between the above grade living area and sales price of a home. To create this scatterplot, we need to add a <code>geom_point</code> layer to our base layer.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = Gr.Liv.Area, y = SalePrice)) +
geom_point() +
labs(x = "Above grade living area (sq. ft)", y = "Sale price ($)")</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Question</strong></p>
<ol start="15" style="list-style-type: decimal">
<li>Recreate the above scatterplot.</li>
<li>Describe the relationship between the above grade living area and sales price of a home.</li>
</ol>
<p>The large mass of points near the bottom left of the scatterplot can cause some confusion. This is the result of a phenomenon called over-plotting. As one may guess, this corresponds to values being plotted on top of each other over and over again. It is often difficult to know just how many values are plotted in this way when looking at a basic scatterplot as we have here.</p>
<p>One way of relieving this issue of over-plotting is to make the points somewhat transparent. The amount of transparency of a point can be set using the <code>alpha</code> argument in <code>geom_point</code>. By default, this value is set to 1 (non-transparent), but can be changed to any number between 0 and 1. Smaller values correspond to more transparency.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = Gr.Liv.Area, y = SalePrice)) +
geom_point(alpha = 0.2) +
labs(x = "Above grade living area (sq. ft)", y = "Sale price ($)")</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Questions</strong></p>
<ol start="17" style="list-style-type: decimal">
<li>Recreate the above scatterplot.</li>
<li>Why is setting the alpha argument value useful with scatterplots? What further information does it give you that a regular scatterplot cannot?</li>
</ol>
</div>
<div id="one-categorical-and-one-quantiative-variable" class="section level4">
<h4>One categorical and one quantiative variable</h4>
<p>Many times we are interested in comparing the distribution of a quantitative variable over the levels of a categorical variable. To do this we can still use our basic plot types (histograms, density plots, and boxplots) but we must create a plot for each category. For example, we can explore the relationship between sale price (<code>SalePrice</code>) and whether a house has central air (<code>Central.Air</code>).</p>
<p>One way to create a plot for each category is to use faceting. For example, we can create faceted histograms of sale price by the number of bedrooms:</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice)) +
geom_histogram() +
facet_wrap(~ Central.Air, ncol = 1)</code></pre>
<pre><code>## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.</code></pre>
<p><img 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" width="672" /></p>
<p>Another option is to overlay density plots</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = SalePrice, fill = Central.Air)) +
geom_density(alpha = 0.5)</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Questions:</strong></p>
<ol start="19" style="list-style-type: decimal">
<li>Recreate the faceted histogram and overlaid density plots.</li>
<li>What do these plots reveal about the impact of central air on the price of a home?</li>
<li>Which plot did you find most helpful? Why?</li>
</ol>
<p>A third option is to create side-by-side boxplots. To do this we use the <code>geom_boxplot</code> layer, where we display the categories on the x-axis and the quantitative variable on the y-axis.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = Central.Air, y = SalePrice)) +
geom_boxplot()</code></pre>
<p><img 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" width="480" /></p>
<p><strong>Questions:</strong></p>
<ol start="22" style="list-style-type: decimal">
<li>Create side-by-side boxplots of sale price by building type (<code>Bldg.Type</code>).</li>
<li>Describe what you can learn from this plot about the relationship between sale price and building type.</li>
</ol>
</div>
</div>
<div id="customizing-colors" class="section level3">
<h3>5. Customizing colors</h3>
<p>For all of the graphics created so far we have used the default color options. Unfortunately, this color scheme is not always the best. For example, it is not colorblind safe—that is, people with certain forms of colorblindness may be unable to perceive differences in some of the colors. Luckily, there is an easy way to change the color scheme used. To demonstrate this, reconsider the segmented bar chart of the number of bedrooms and the number of full bathrooms.</p>
<p>One color scheme option is to use <code>RColorBrewer</code> to generate a better color palette. There are many <a href="http://www.cookbook-r.com/Graphs/Colors_(ggplot2)/figure/unnamed-chunk-14-1.png">color palette options</a>, but one reasonable choice for categorical data is the <code>Dark2</code> palette. To use this palette as the fill color, we utilize the <code>scale_fill_brewer</code> function. An additional perk of changing the color palette is that we can also change the legend title.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = as.factor(Bedroom.AbvGr), fill = as.factor(Full.Bath))) +
geom_bar(position = "fill") +
labs(x = "No. bedrooms above grade") +
scale_fill_brewer("No. bathrooms", palette = "Dark2")</code></pre>
<p><img src="data:image/png;base64,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" width="480" /></p>
<p>While this is a nicer palette, it is not totally colorblind safe. A better palette to ensure that everyone can perceive the differences in categories is to use the <code>scale_fill_colorblind</code> function found in the <code>ggthemes</code> package. (You’ll need to install this package first!)</p>
<pre class="r"><code>library(ggthemes)
ggplot(data = AmesHousing, mapping = aes(x = as.factor(Bedroom.AbvGr), fill = as.factor(Full.Bath))) +
geom_bar(position = "fill") +
labs(x = "No. bedrooms above grade") +
scale_fill_colorblind("No. bathrooms")</code></pre>
<p><img 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gECBAgQIECAAAECBAiUW0AAXO7+03oCBAgQIECAAAECBAgQqFFAAFwjlNMIECBAgAABAgQIECBAoNwCAuBy95/WEyBAgAABAgQIECBAgECNAgLgGqGcRoAAAQIECBAgQIAAAQLlFhAAl7v/tJ4AAQIECBAgQIAAAQIEahQQANcI5TQCBAgQIECAAAECBAgQKLeAALjc/af1BAgQIECAAAECBAgQIFCjgAC4RiinESBAgAABAgQIECBAgEC5BQTA5e4/rSdAgAABAgQIECBAgACBGgUEwDVCOY0AAQIECBAgQIAAAQIEyi0gAC53/2k9AQIECBAgQIAAAQIECNQoMKTG85xGgAABAgQKBTZb6pjCfJkECBAgQIAAgVYTMALcaj2iPQQIECBAgAABAgQIECDQKwIC4F5hVSkBAgQIECBAgAABAgQItJqAALjVekR7CBAgQIAAAQIECBAgQKBXBATAvcKqUgIECBAgQIAAAQIECBBoNQEBcKv1iPYQIECAAAECBAgQIECAQK8ICIB7hVWlBAgQIECAAAECBAgQINBqAgLgVusR7SFAgAABAgQIECBAgACBXhEQAPcKq0oJECBAgAABAgQIECBAoNUEBMCt1iPaQ4AAAQIECBAgQIAAAQK9IiAA7hVWlRIgQIAAAQIECBAgQIBAqwkIgFutR7SHAAECBAgQIECAAAECBHpFQADcK6wqJUCAAAECBAgQIECAAIFWExAAt1qPaA8BAgQIECBAgAABAgQI9IqAALhXWFVKgAABAgQIECBAgAABAq0mIAButR7RHgIECBAgQIAAAQIECBDoFQEBcK+wqpQAAQIECBAgQIAAAQIEWk1AANxqPaI9BAgQIECAAAECBAgQINArAkN6pVaVEiiJwOkvjy1JS3ujmU/0RqXqJECAAAECBAgQINCyAkaAW7ZrNIwAAQIECBAgQIAAAQIEelJAANyTmuoiQIAAAQIECBAgQIAAgZYVMAW6ZbumtoYtt9xyNZ34ZE1n9c+TujLiUq3Pn6t2oN/nd/V5SYlL8QeAS7HLwM3t6s/R9Ge4FAsMzD9HXX1WKp3mzp1b+dZrAgQIdFtgSLdLKtgSAm+88UZN7VjtkHdrOq8/nvT6V2oz6o/33tU91frZ6aqO/niMS3GvcuFSLFCc6/PCpVigc26tn5V58+alUaNGda5ADgECBOoUEADXCdZqp7/zzjut1qSWaw+j4i7hwqVYoDjX54VLsUBxblefl2HFRQZEblcuAwKg4CbrMREAFwDKIkCgbgHPANdNpgABAgQIECBAgAABAgQIlFFAAFzGXtNmAgQIECBAgAABAgQIEKhbQABcN5kCBAgQIECAAAECBAgQIFBGAQFwGXtNmwkQIECAAAECBAgQIECgbgEBcN1kChAgQIAAAQIECBAgQIBAGQWsAl3GXtNmAgQIECBQUoG1LlmvpC1vvNlTPt94HWogQIAAgcYEjAA35qc0AQIECBAgQIAAAQIECJREQABcko7STAIECBAgQIAAAQIECBBoTEAA3Jif0gQIECBAgAABAgQIECBQEgEBcEk6SjMJECBAgAABAgQIECBAoDEBAXBjfkoTIECAAAECBAgQIECAQEkEBMAl6SjNJECAAAECBAgQIECAAIHGBATAjfkpTYAAAQIECBAgQIAAAQIlERAAl6SjNJMAAQIECBAgQIAAAQIEGhMQADfmpzQBAgQIECBAgAABAgQIlERAAFySjtJMAgQIECBAgAABAgQIEGhMQADcmJ/SBAgQIECAAAECBAgQIFASAQFwSTpKMwkQIECAAAECBAgQIECgMQEBcGN+ShMgQIAAAQIECBAgQIBASQQEwCXpKM0kQIAAAQIECBAgQIAAgcYEBMCN+SlNgAABAgQIECBAgAABAiUREACXpKM0kwABAgQIECBAgAABAgQaExAAN+anNAECBAgQIECAAAECBAiUREAAXJKO0kwCBAgQIECAAAECBAgQaExAANyYn9IECBAgQIAAAQIECBAgUBIBAXBJOkozCRAgQIAAAQIECBAgQKAxgSGNFVeaAAECBAgQIFC7wGZLHVP7yc4kQIAAAQI9LGAEuIdBVUeAAAECBAgQIECAAAECrSkgAG7NftEqAgQIECBAgAABAgQIEOhhAQFwD4OqjgABAgQIECBAgAABAgRaU0AA3Jr9olUECBAgQIAAAQItKvDnP/85DRo0KPtZbbXV0ltvvVVTS3/1q1+1lbvmmmtqKtPMkw444ICsfQss0Pchwm233VZ46xMmTGgznDt3buE5Mgl0JdD3n+6uWucYAQIECBAgQIAAgRYWePLJJ9Ohhx7awi2sv2nz5s2rv1APlXjppZfSF7/4xbT99tv3UI2qIdBeQADc3sM7AgQIECBAgAABAnUJ/OxnP0vXX399XWWcXCzwH//xH+mcc85JfRmEF7dMbn8READ3l550HwQIECBAgAABAn0iEMHaV7/61ZqnQvdJI12UAIFMQADsg0CAAAECBAgQIECgmwJLLbVUVvKpp55K3/nOd7pZi2IECDRLYEizLuQ6BAgQIECAAAECBPqbwHe/+9106qmnpmeeeSb9/Oc/T5/73OfSv/zLvzR8my+++GK677770sMPP5xmzZqVNthgg+xn5ZVXbrjuWiuIRaamTJmSbr/99vTqq6+mzTbbLPsZNWpUTVU8//zz6ZFHHsl+pk6dmlZZZZU0duzY9KEPfSiNHj26XR0vvPBCeu6559LLL7+c5ceo+l133ZW9XnbZZdOYMWPanV/55umnn87Ofeihh9Laa6+dttpqq7TSSitVntL2Or6oiGuMHDkyrbXWWtnryy+/PPsd5T72sY+1nZu/eP/999O9996bov4nnngia0v0x/rrr58WWmih/LSqv7tTPi8TlYbXoosumubMmZN9Jm666aa0xBJLZG1dffXV2103L3fjjTemwYMHp3XWWSftsMMOaciQ6mHfe++9l2644Yb02GOPpXgGOxZ2i2vGz4gRI9rV3x/eVJfoD3fnHggQIECAAAECBAj0osBiiy2WfvnLX6aPf/zj2XOr++67bxY0djdwePPNN9MPfvCDLKiePXt2p5ZHgH3GGWekfOS50wk9lPHaa6+l3XbbLV133XXtaoyg6rjjjssW/oqVsItSfBnwla98JcVq2UVp+PDh6aijjkoTJ05sC8zOOuus9P3vf7/t9AjKtthii+x9rPx8yimntB3LX8ycOTPFsTPPPDPPavsdwfqf/vSntPjii7flxYsTTjgh+6IigsJjjjkm+7JixowZbeeE/RFHHNH2Pp7tPuigg9Lf//73trz8RQTxp59+eho/fnye1el3d8tHm/L7v/nmm7Pp9bvvvnt644032l1jo402SnE8Pm9/+ctf0qc//ensy4rKk+Kc8847L/tyoDI/Xv/mN79Jhx12WIovIDqmCLrDPT7T/SmZAt2fetO9ECBAgAABAgQINF0gRnz333//7LoxGhmBXXdSBD0bb7xx+s///M8Uwe/SSy+ddt555ywQjdHTSL/73e/Seuut1zY6mmX2wn8i+IrgN0ZfI8D71Kc+lY06xghjBEwRiBdtQ3Tttddm7YvgN7ZT+uhHP5r23nvvtOeee2ajx9HUd999N/37v/97FgTnTV9uueXSpptu2hbYR3Ad7+On2mju1ltvnQW/ce6GG26Ytttuu7aA9+6770477rhjii8UilIEz3vssUeqDH7jvCiTpwhuYzXqCH4j8I++iRWqP/KRj2Qjv9OmTcv6Zp999smLtPvdaPm8sosuuigLbCP4XX755bM25V+A3H///SmuH9477bRTdr8xMj1u3Li04IILZlXEOV/+8pc7LSz2+9//PsuP4De+KIg+3W+//TLLKBjbe8X7gw8+OG9Kv/gtAO4X3egmCBAgQIAAAQIE+lLgpJNOSvn05MmTJ6cIBOtNhxxySDbFNsr927/9W3r22WfTFVdckS644IIU2y1NmjQpDRs2LJuuG4tuxZTY3koxHTaCvbjuhRdemC677LL0+OOPZyPdcc0IniK/Yzr88MOzoHLJJZdMEXjF6OTZZ5+drewcU5pvvfXWFKPmkWIk+5133slex4hxBK0RhEWK+4z38RMuRelvf/tbFpzHdPG4VgSB0d740iBSlI29l4vSLbfckv7xj39kgXlMKb7yyiuzEejNN988Oz3uP3+mO/o12h1T0v/f//t/KcrG1PT83F//+tfp/PPPb3eZRstXVnbaaadlU6BjKnpMK48vJmIq9jbbbJOdFl+KxIh2fEkSbXzggQdS3NMrr7ySNtlkk+ycO++8M+uLynq/973vZV9ixJTn+KxdfPHFKT67YRnXyT/Pv/jFL/rVAm8C4MpPgdcECBAgQIAAAQIEuiEQU1BjKnQ+LTimjVYbfSyqPgLmfCpvTHWN54ojCKxMBx54YDb9OPJiVPInP/lJ5eEefR3Pw0awF9OV8xSjhJdeemk2Mh15sWVRjAjnKQK0CDojHX/88dkzsvmx/HfU+61vfSt7G9Os//u//zs/VPfvCABjy6RlllmmrWw82xvPYufPvEawWi3FSG7cY4yW/uu//ms2JTo/N0ZMIziPkd+rrrqqbTpyfjyCwwi482tHkF45mtxo+fw68TtG0mMK84c//OG27JiefOSRR7a9jxdhEaO/eYrPZIxC5+nRRx/NX6YYvY7nsyPFly2LLLJI27F4ESPNxx57bDaKvOKKK2bPQLc7ocRvBMAl7jxNJ0CAAAECBAgQaB2BmC6bT4WO52C//e1v19y4GIGMFAFXPIdaLR1wwAFphRVWyA5HwNNbqVobFl544bYpsRFQxeJQeVpzzTWz0ckIQCOIr5Zi8ak8xTTb7qavf/3rnb4kiLrCJx+9zBfVKrpGBOIRXHZMr7/+errtttuy7L322itbSKrjOfE+gtAY8Y4Uo9AREEdqtHxWScV/YhS3cmp2fmjdddfNX2bBcTzr2zFVWsf0/DzFKHwe9MbIbyxy1jHFtPX4EiAC5Xy0ueM5ZXzfucfLeBfaTIAAAQIECBAgQKAFBGIqdExFjRQjurEQUy0pptRGirJrrLFG1SIxIhsjl5Fimm2sltzTKYLwrgKeePY2T5WjijHtOb4E+NrXvtZp9eAYKY4pxxG0x2hmnhqZxl0Z3OX15b/jmeJIXY3Cx4rURSnvizg2vxW9Y/GzPOUWjZbP68t/FwW2caxyNe6Oq0HnZfMgN97HwmJ5itkF8cx0pJjeHV9exDT0mNYeI/ORYjZD0RcE2cES/2dIiduu6QQIECBAgAABAgRaSiBGBWMqdAROEZzGIkKxlVBMze0q5UFTHjx3de6qq66aHY7RuXh2s6stgrqqp9qxGEHNpxAXnVO5KFUE4UUpttW58Z9b8Tz44IPZ87Lx/HBlAFZUpt68CNqqpTxw6+oLgmpfNOR9EXXPrz/ieASKcZ2iALg75TveU2Wg2/FY/j4WTCtK+ZT8omPxBc0nP/nJbEG16dOnp1iJO37iC5CYbh0Ln8VIfmV/F9VTtjwjwGXrMe0lQIAAAQIECBBoaYEYWYvpuZEiQK22iFN+ExE8xRTaSPnqvvmxot+xB2yeInDp6RQjuV2lyutXPvcaZWIBppiyGwYxjToWaIr9cyP4jdHIT3ziE+kLX/hCV9XXfKyWPXirVRYBfrUvJSq3BJpff8SIfN6OvC8aLd+xzZXPYXc81sj7CJrji4rY1qpyND1G62NUOPa4ji8JfvaznzVymZYr2+9HgGPj8JjXfs8992TD+THVIaYRxDLh8e1GLSkWGbjmmmtqOTXbeLvyAfX4UMVfBNVS7B8W8+slAgQIECBAgACB/iPwox/9KF199dXZqsSxEnFXe8XGKF2M4sbKvrH67vzSc88913ZK/Fuyp1PR86CV16gM8Cqn3j711FPZv7HzYD6mSseU6A022CD7iXNjZDZWhe64anJl/X39On9+ONoR/VEZHHZsW0wXzleyzvui0fIdr9HVKG7Hc+t9H890x2rQ8RNT1OMzG9P2Y//it99+O/vi4hvf+Ea2WvQ3v/nNeqtvyfP7dQAcD6BHR8U3b5Hi26ro1PiJB9tjA+6Oq+sV9VL8YY6l3mtJ8Y1ZZQAcS8ZXLg7QsY5YdlwA3FHFewIECBAgQIBAuQXyqdARAOZTobvaTzUGaSIAjn93zi/l50RgNL8RyvnVVXQ8Fo6KUcBqg0X59aNs5TTiU045pW0kO/YyrjbyXRlgV64iXdSWvsirfDa48l6L2lJ5PF8RutHyRddpRl58QRELg8VP7NUcq4zHfs2RYi9iAXAzeqHBaxxzzDFZ8BsbeR9xxBHZNIf4FidWa4s9yWJ5+Vo2Ko9vrfJ9wIqaFCO88U1JfIPysY99rN0p+XMRsWx9vhl15QmxPLlEgAABAgQIECDQ/wS23XbbLGj46U9/mmLU9oc//GHVm4xRxvj3ZAzcxPTTyoWmKgtFcJqvNhyDLr0xPXbmzJnZCGDlAk+VbYh9iSNFAL7OOuu0HYpnfiPFgNCECROy10X/ueOOO9qyOy6ClY92dvXsblvhXnoRzxZHO6INsWBXLA5VLf32t79tO5THAY2Wb6uwF1/84Q9/yPZhjhWeY2uriHcqU3yuDjvssGwKe8ykjT2cwyPvn8pzy/a63z4DHM8aREfFnPzYwyqf4x8P9Z988snZN1qxp1fH5xaKOjCmpMRD4EU/8ZdTvt9ZBNmVUx7iL6hYeS7+EohpL0Xl4y9GiQABAgQIECBAoH8KnHjiiSlftCr2Xs1TxwAv9mLNZyZG4NExMMzLHX300dnU1Hj/+c9/Ps/u8d/x/G4Ewh1TLBD1m9/8JsuOWYyV//bNF7mKf1+/9NJLHYtm72MV6BhNzNPs2bPzl9nvPKCPuhrZIqldpXW+iVmjX/7nPsCRrrvuuqorece2QvHlRqQYic9XVW60fFZhL/8ntkGKWOjJJ5/MZsVWu1z+Od1yyy37RfAb99lvA+D8G6hYwj3/g5R3bHwoN99882xOe3R8IylGmWMax2c/+9m2Jenz+vLR366eG8jP9ZsAAQIECBAgQKD/CcTCT/EM8PxGzmIqcb5v8F/+8pcsmIpnMvMU/96MoOz000/PsmJNm3yhrfycGMlbfPHFs5+uplvn53f1O9qwyy67ZAFSnBeB0LXXXpvGjRuXTY+OQabjjz++XRUx6zJSBK/xTOnUqVPbjkfwf8YZZ2T3kAdVcTDfcic/Mdqfpwj2b7nllmwRrTyvWb9POOGEtgG0z3zmMyn2No61hSLNnTs3e6Qy7jf/kuC//uu/2q2c3Wj53r7Pj370oyl/fjs+N9H+yi8jYhAvRvHzRznDoL+kfhsAx5LrkfI/iB07LALgSF0tUNWxTMf38ZdAfCgioI79zjqmjgFwfJNX+cxDx/O9J0CAAAECBAgQ6H8CMTU2nqucX4rH9HbdddfstAj8Iihefvnls98xozAWj4q07rrrZlNTOz5eFwFMrIETP/nCTFmBOv8TgzexWnOsmxPr1cRPLPC0ww47pAhk4xG+GAXuuD1OzLqMfxdH+vWvf521Pf7Nvd5666VYcTieIY16YvudfJulWGy2MsXgVf5lwY9//OMs4M6fQ608r7dfR3vPPffcrL3xPGx82RCjpnEvMbM0fGKUOxb1ii8Cdtttt3ZNarR8u8p64U20OwLf/HHMmIEQXz7E/a299topnmeeNGlSduX9998/xU9/Sf12Eax8Bb1q+2bl+fkCWfV2aHzbk095iD/MsdBBx5QHwBH4xrdwf/3rX7NvzOKDttlmm6V4Ljj+MusqxX3kU6w7nhcLE8S3N1LXAvnS9EVnvVuUOUDyunJJ6a0BotD5Nrl0NokcLt1xKS4zEHJ9Xop7mUtnl65NPji/csTwg9xyvYoRwT/+8Y/ZQlfVWh6jxTE9OFZIjhHUmJ6ar6gcZZZddtm07777ZgsTxdozvZWiX2Ih11j9N55xjXZEyveHjb1iKxd6ytux4oorpptuuin7d29MHY5+y/8dG8HjHnvskT0HHf8OjwA5RpnjXsMmD3pjhDlGI2Nrnny16cp9efNrNeP3zjvvnO1jfMABB6Qrr7wy+1IhH2SLADKekY5+ijYXpUbLF9XZk3kR7Mbz2PHFRTzXHas+V95fPN990EEH9avgN/wG/fODOa8nIVulrvhAxrc18Qe0cnW6vH3xfHBMM4lvN2KbpHrT5Zdfnk466aQsgI3y+bdYlfXEcxn5H9z4CyO+TYlgOFb4i2/o4i+C+GalqH15PfEXZbUpLPGcSGysXkvK/1Kp5dz+dk5XH/EnT1mov91uzfez6sGdn+vJC3/i3A+2V8jzBsrvq/Zcseqtcimm4VLsMvon+xQfGAC50yacVfUufV6KaQaqS1d/51ZKxZTTCDgGWnrjjTeyf+vF73jWNv4tWfRvzt50iX+z3nfffdn03//zf/5PtpdvLdeLwD2mcMdU2hixjjV16v33aNQRI9kRWHcc7a6lDT15TnwG435i0agYKY0vAPJVn2u5TqPla7lGI+dEP8Uzzc8880x2fxtuuGHNfd3IdfuibL8cAY4PWAS/kfJh/Y64+YhtPpe/4/H5vY8AONKnP/3pwr+I4huUPPjdcccds2A7/5Yz8uOZhlioK6ZMTJ48ubCO+bXBcQIECBBoXYHNljqmdRunZQQIlEIgptp+5CMf6dO2Dh06tOojhV01bLnllkvx00hqtHwj1+5YNr6AiaC3aOS747lF7xstX1RnT+bFwNz666+f/fRkva1YV78MgOMDFsFmTFOuFuDm+flqe/V0TkxtfvTRR7NpILGyc1GK68eUkXhOIhYpqPzGK57liJX1YuW8qCtGo7faaquiarKNt6uNAMeocnxbI3UtwKjYhwuXYoHiXJ8XLsUCxbk+L1yKBTrn1vNZiX+gSwQIEGhUoF8GwIESD9jH873VtjnK8+NZi3pT7JsVKR7Sr/YMbwThsTBAx8UB8mvFlIn4liX21Yop0dUC4FidLV+hLS9b+bvyuZDKfK8/EIjReKmzAJfOJpHDhUuxQHGuzwuXYoHiXJ+Xzi71mAiAO/vJIUCgfoF++zBFBMCR8kC3I03+jWPlUusdzyl6H1Orr7nmmuxQLA3fSIrV4SJNnz69kWqUJUCAAAECBAgQIECAAIEaBPptAJwHlzG6WpTy/FjdrJ4U05Xj28p4JiEeDq+WYop0LFVfudF3x3NffvnlLCse7JcIECBAgAABAgQIECBAoHcF+m0AvP3222dysQR7xxSLZF1//fVZdjyfW0/K9yqb3wPwsal37HF22mmnZSuqdbxG7AecLzMeK+NJBAgQIECAAAECBAgQINC7Av02AP7whz+cVllllWyRqauuuqqdYmxqHdOOYzn5LbbYot2xW2+9NV177bVt+521O/jPN7Fyc6RVV101+13tPxFYxx5nsQVP7HMW2x/lKaZRn3jiidkiXVtvvXW2pH1+zG8CBAgQIECAAAECBAgQ6B2BfrsIVqy6vN9++6Ujjzwy22ro9ttvz5Ytj31z43Us6X7ooYe2W505iGNf3lhYKsoWBbnPP/981hOrrbZalz0yfPjwdNRRR6VDDjkkxSj0vffem3bYYYds5eibb745Pffcc1n91VZ47rJyBwkQIECAAAECBAgQIECgboF+GwCHxLhx49Ipp5ySBcA33HBDip9IMTIcgecGG2yQva/1PzF1OqY2RyoKjjvWs+mmm6YzzjgjC6offvjhdMEFF2SnxBZJsTdwBMcLL7xwx2LeEyBAgAABAgQIECBAgEAvCPTrADi8Nt5442whqpjyHNsixeJYyy67bIptiorShRdeWJSd5UWZG2+8serxogPxfO/kyZPTG2+8kV1/xIgR2dZI1a5fVIc8AgQIECBAgAABAgQIEGhcoN8HwDlR7Ndbbc/e/Jze/D1y5MgUPxIBAgQIECBAgAABAgQI9I3AgAmA+4bXVQkQIECAAAECBPqbQCxoOnv27FLcVqx7E2vTSAQI/I+AANgngQABAgQIECBAgEAdArEuzGKLLVZHib479a233uq7i7sygRYUKH4QtgUbqkkECBAgQIAAAQIECBAgQKARAQFwI3rKEiBAgAABAgQIECBAgEBpBATApekqDSVAgAABAgQIECBAgACBRgQEwI3oKUuAAAECBAgQIECAAAECpREQAJemqzSUAAECBAgQIECAAAECBBoREAA3oqcsAQIECBAgQIAAAQIECJRGQABcmq7SUAIECBAgQIAAAQIECBBoREAA3IiesgQIECBAgAABAgQIECBQGgEBcGm6SkMJECBAgAABAgQIECBAoBEBAXAjesoSIECAAAECBAgQIECAQGkEBMCl6SoNJUCAAAECBAgQIECAAIFGBATAjegpS4AAAQIECBAgQIAAAQKlERhSmpZqKAECBAgQIECAAAECvSZwzz33pEmTJqWHH344jRw5Mm299dZpt912S+utt16vXVPFBJotIAButrjrESBAgAABAgQIEGgxgdNOOy0ddNBBad68eWnUqFFp1qxZ6frrr08/+clP0mWXXZa23XbbFmux5hDonoAp0N1zU4oAAQIECBAgQIBAvxC47bbb0oQJE9Lw4cPTJZdckl599dX0+uuvZ8HvW2+9lT7xiU+kp59+ul/cq5sgIAD2GSBAgAABAgQIECAwgAWOPfbYNHfu3HTYYYelz372s2nQoEFp2LBh2Yjwv/3bv2WjwT/72c8GsJBb708CAuD+1JvuhQABAgQIECBAgEAdAjNmzEh/+tOfsqD3i1/8YqeSed6ZZ56ZZs+e3em4DAJlExAAl63HtJcAAQIECBAgQIBADwncfffd2ejvmmuumVZdddVOtW666aZpiSWWSNOmTUuPPvpop+MyCJRNQABcth7TXgIECBAgQIAAAQI9JPD4449nNS211FJVa8yP/fd//3fVcxwgUBYBAXBZeko7CRAgQIAAAQIECPSwwJtvvpnVOHr06Ko1xwhwpPzcqic6QKAEAgLgEnSSJhIgQIAAAQIECBDoDYF4BjhSHuQWXSO2RYr0zjvvFB2WR6BUAgLgUnWXxhIgQIAAAQIECBDoOYGRI0dmlc2cObNqpfmx2CZJIlB2AQFw2XtQ+wkQIECAAAECBAh0U2D55ZfPSsbev9VSfiwPlqudJ59AGQQEwGXoJW0kQIAAAQIECBAg0AsCeQD82muvVa09D4CXXnrpquc4QKAsAgLgsvSUdhIgQIAAAQIECBDoYYGVVlopqzFWeH7vvfc61T59+vQ0derUNHjw4LTxxht3Oi6DQNkEBMBl6zHtJUCAAAECBAgQINBDArH372abbZZef/31dPXVV3eq9aKLLkpz5sxJsR/woosu2um4DAJlExAAl63HtJcAAQIECBAgQIBADwpMnDgxq+3oo49OlVOhn3vuuXTSSSdlxyZMmNCDV1QVgb4TGNJ3l3ZlAgQIECBAgAABAgT6WuBzn/tc2nzzzdNdd92VjQaPHz8+mw59/vnnpxdeeCF96lOfSrvttltfN9P1CfSIgAC4RxhVQoAAAQIECBAgQKCcAvF870033ZQOOOCAdM4556QTTjghu5GhQ4emAw88MP3whz9MCyxg4mg5e1erOwoIgDuKeE+AAAECBAgQIEBggAnEHr9nnnlmOuOMM9KUKVPS3Llz05prrpkWW2yxASbhdvu7gAC4v/ew+yNAgAABAgQIECBQo0CM+m6yySY1nu00AuUTMJehfH2mxQQIECBAgAABAgQIECDQDQEBcDfQFCFAgAABAgQIECBAgACB8gkIgMvXZ1pMgAABAgQIECBAgAABAt0QEAB3A00RAgQIECBAgAABAgQIECifgAC4fH2mxQQIECBAgAABAgQIECDQDQEBcDfQFCFAgAABAgQIECBAgACB8gkIgMvXZ1pMgAABAgQIECBAgAABAt0QEAB3A00RAgQIECBAgAABAgQIECifgAC4fH2mxQQIECBAgAABAgQIECDQDYEh3SijSAsJLLjggi3UmtZsSldG77Zmk5vSqq5cUnqnKW1oxYtwKe4VLlyKBYpzfV64FAt0zu36s9L5fDkECBBoVEAA3KhgH5dfYokl+rgFrX/5rozeaP3m91oLu3IZyAEwl+KPHBcuxQLFuT4vXIoFOud2/Vn54Py5c+d+8KYFXkXgPnv27BZoyfybMGjQoPmf5AwCA0hAAFzyzn7ppZdKfge933xGxcZcuBQLFOf6vHApFijO9XnhUizQObeez8oyyyzTuYI+yhk8eHAfXdllCRBoVEAA3KhgH5dvtW9E+5ij8PKMClkSFy7FAsW5Pi9cigWKc31euBQLdM71WelsIocAgd4VEAD3rq/aCRAgQIAAAQIE+pnArFmz0pw5c0pxV0OGDEmetS5FV2lkkwQEwE2CdhkCBAgQIECAAIH+IfD++++nlyePLsXNLP21aQLgUvSURjZLwDZIzZJ2HQIECBAgQIAAAQIECBDoUwEBcJ/yuzgBAgQIECBAgAABAgQINEtAANwsadchQIAAAQIECBAgQIAAgT4VEAD3Kb+LEyBAgAABAgQIECBAgECzBATAzZJ2HQIECBAgQIAAAQIECBDoUwEBcJ/yuzgBAgQIECBAgAABAgQINEtAANwsadchQIAAAQIECBAgQIAAgT4VEAD3Kb+LEyBAgAABAgQIECBAgECzBATAzZJ2HQIECBAgQIAAAQIECBDoUwEBcJ/yuzgBAgQIECBAgAABAgQINEtAANwsadchQIAAAQIECBAgQIAAgT4VEAD3Kb+LEyBAgAABAgQIECBAgECzBATAzZJ2HQIECBAgQIAAAQIlETjrrLPS6quvnu6+++6StFgzCdQmMKS205xFgAABAgQIECBAgMBAELjtttvS17/+9fTee++lmTNnDoRbdo8DSEAAPIA6260SqFXg9JfH1npqPzzviX54T26JAAECBAjUJnDTTTelz3/+81nwW1sJZxEol0BTpkA/88wzacKECenkk0+uWeehhx5Kn/70p9Oaa66ZZs2aVXM5JxIgQIAAAQIECBAgUJ/AjBkz0je+8Y207bbbppdeeikNHjy4vgqcTaAkAk0JgOMP0aRJk9J5551XM8v06dPT5Zdfnh577LH03HPP1VzOiQQIECBAgAABAgQI1Cew6aabpp/97GdpxIgR6dxzz03rrrtufRU4m0BJBJoSANdr8dZbb2XBb15u4YUXzl/6TYAAAQIECBAgQIBADwu88sor6Ytf/GL629/+lvbYY48erl11BFpHoMefAY6H5rfffvs0b968trvMX997771p+PDhbflFL+LceOA+T8svv3xabrnl8rd+EyBAgAABAgQIECDQwwL3339/GjNmTA/XqjoCrSfQ4yPAW221Vdp1112z53bj2d34yQPaCG7zvGq/83ODatCgQenwww9vPTUtIkCAAAECBAgQINCPBAS//agz3UqXAj0+AhxX+/GPf5wWXXTRtlHgmFJxySWXpKWWWirtsssuXTZogQUWSAsttFAaNWpU2mabbdK4ceO6PN9BAgQIECBAgAABAgQIECBQi0CvBMDLLLNMOuOMM9quHxtoRwC88sorZw/Xtx3wggABAgQIECBAgAABAgQINEmgVwLgjm1fYYUV0rHHHutZ3o4w3hMgQIAAAQIECBAgQIBA0wSaEgDHQlae5W1an7oQAQIECBAgQIAAAQIECBQINCUArrzu3Llz05QpU1I8FxwLXuUrRFee0/H1zjvv3DHLewIECBAgQIAAAQIECBAgUJdAUwPgSZMmpZ/85CfpqaeeqquRtQTJdVXoZAIECBAgQIAAAQIECBAYcAJNC4AnT56cJkyYMOCA3TABAgQIECBAgAABAgQItIZAUwLg6dOnp4MOOqjtjr/0pS+lDTfcMK2yyirZlkdtB7wgQIAAAQIECBAgQIAAAQK9JNCUAPiee+5J7777bnYLZ511Vvryl7/cS7ejWgIECBAgQIAAAQIECBAgUCzQlAD4vvvuy64+evToFKO/EgECBAgQIECAAAECrSvwt7/9rXUbp2UEGhBYoIGyNRddbLHFsnM32mijNGjQoJrLOZEAAQIECBAgQIAAAQIECPSUQFMC4C233DJrb72rP/fUTaqHAAECBAgQIECAAAECBAg0JQDeYIMN0pJLLpkef/zxdOONN1InQIAAAQIECBAgQIAAAQJNF2hKADxkyJB02WWXZSs+77PPPoLgpnezCxIgQIAAAQIECBAgQIBAUxbBmjFjRnrvvffSt771rfTjH/84bbvttmmzzTZLq622WhozZkxacMEFu+yJY445psvjDhIgQIAAAQIECBAgQIAAgfkJNCUAfuSRR9J2223Xri133313ip9akgC4FiXnECBAgAABAgQIECBAgEBXAk2ZAt1VAxwjQIAAAQIECBAgQIAAAQLNEGjKCPAmm2ySXnvttWbcj2sQIECAAAECBAgQIECAAIFCgaYEwIMHD06jRo0qbIBMAgQIECBAgAABAgQIECDQDAFToJuh7BoECBAgQIAAAQIECBAg0OcCTRkBfvvtt9NDDz3U7ZuNFaMlAgQIECBAgAABAgQIECDQiEBTAuAIfjfffPNut3PevHndLqsgAQIECBAgQIAAgZ4UGDZsWFrhW2/0ZJW9VtcCC5jw2Wu4Ki6lQFMC4L6UmTVrVrr44ovTPffcky3ENXbs2LTRRhulnXbaKcWzyfWkG264IT3wwANVi4wePTrtueeenY7HNlAXXXRRevrpp9MiiyyS1l9//WxbqNgHWSJAgAABAgQIECiXwJAh/f6f0OXqEK0lUIdAU/70RqB39tlnd9msmTNnpunTp6e77ror/eEPf0hDhw5Nl1xySYoVpLubXn/99fTNb34zPfvss1kVSyyxRLr66quzn9tuuy0dddRRKb7BqzVddtll6d577616etxnxwA4gu9JkyZlZRZddNH03nvvpfvuuy9deOGF6YQTTmjo/qo2xAECBAgQIECAAAECBAgQ6CTQlAB4ySWXTHvvvXeni1fL+N3vfpf22muvtM8++6S//OUvadlll612apf5xxxzTBb8brHFFumII45II0eOTM8//3w6/PDD080335xOPfXUNHHixC7rqDz42GOPZW8PPPDAtOCCC1Yeyl6PGDGiXd6UKVOya0SQHcH2Rz/60TRnzpx06aWXtl37t7/9bbfvr93FvCFAgAABAgQIEGiKQAxoxL/pypBixmPRv1vL0HZtJNAbAk0JgOtt+Oc+97k0derUdMABB6SvfvWrWbBabx3x3HGMJi+00ELp2GOPTcOHD8+qWGGFFdLJJ5+cdtlll3TVVVel/fffP3UMXIuu9fLLL6c333wzRTA/fvz4olM65cWodzy/HMH8uHHjsuMxsh3lX3jhhWxqdgTDX//61zuVlUGAAAECBAgQINCaAhH8fu73r7Zm4zq06uLPLC4A7mDi7cAWaNmn4v/v//2/Wc/ceeed6d133627l2688caszDbbbNMW/OaVxFToWJQrvr2LILiWlI/+rrXWWrWcnt55550sAI+Td9xxx05l8rwrrriiNN8gdroJGQQIECBAgAABAgQIECiRQMsGwGPGjMlGZiNIvfvuu+smffDBB7MyMf25KOWrUne1qFVluY4BcHzz9+qr1b/5e/jhh7PR35VWWiktv/zylVVlr9dee+3s/t544430zDPPdDougwABAgQIECBAgAABAgR6VqAlp0DHLcZCUTNmzMjutjsr7cWzvpFGjRqV/e74nzw/XyCr4/GO7/MAOALfgw8+OP31r39N77//fhbExj7F8VxwTI/O0/yuH+dFG+Ieow3VVoS+//77069//eu82na/Yzr1D37wg3Z53nQWyPu685GUphZlDpA8LsUd3ZVLStOLCw2AXC7FncyFS7FAca7PS2eXrk0+ON+WmB9YeEWAQGMCLRkAx+rNeWAXwW9sW1Rvevvtt7Mi1f5iXWyxxbLj+Xnzq//xxx/PTvnNb36TbZ8UI7gRDD/xxBPp+uuvz7ZZitWe11hjjXb1Vrt+nFRLG+JZ4WrTtGNxrZNOOim7nv9UF4jnwKXOAlw6m0QOFy7FAsW5Pi9cigWKc31eOrvUajJ37tzOheUQIECgGwJNCYBjQatzzjmny+bFX2wx3Tm2Qjr//POzRbCiwLbbblv3P0ijrvy54WoLXMWWRJFin+D5pQiSIxCNFM/ufvvb325rU+QfffTRKRbdOv7449PkyZNTBO3xDHCkatePY3kb8rZGnkSAAAECBAgQIECAAAECvSPQlAA4pvh+5zvfqfsOYkrxr371q7rLLbDAAlmAGnsLVwtw8/xa9gGObydju6Jp06Zlo9GDBg1qa1M83xuj1bH/b0yTjpWnt9pqq7TIIotk50RQXy3lbehqafrYOin2Hy5KcZ+vvPJK0SF5FQKMKjAqXnKpwKh4yaUCo+IllwqMipdcKjAqXnKpwKh4yaUC439f1mOy1FJLda5ADgECBOoUaEoAXGebspHRPfbYI02YMCGtuOKK9RbPzh89enT2bG3+HHHHSvL8PFDteLzyfQSasZhV/BSlZZZZJq2//vrZNOiYEh0BcFw/UmydVC3V0oYYQY7p1tXSiy++WO2Q/P8ViKnqUmcBLp1NIocLl2KB4lyfFy7FAsW5Pi+dXZh0NpFDgEDvCjQlAN5www3TU089Nd87yUduY+S3cpR1vgULTphfAJwHposvvnhB6fqzll566axQTOGOlAfAeZCbZXb4T0+3oUP13hIgQIAAAQIECBAgQIBAhUBTAuCYZrzyyitXXLb3X+YBaYzIfvjDH+50wciPtM4663Q61jHj0UcfTXfccUdaeOGF0/jx4zsezt6//PLL2e98xDq/fkz/nj17dooVmytTbH8U2yhF0D927NjKQ14TIECAAAECBAgQIECAQC8I9Ok+wLGkfeyBG1sKRaDYk4tBbb/99hnXdddd14ktFsmKlZsj1bLC9GuvvZbOPPPMdNppp6Wnn366U30RyOb7Dq+77rrZ8Xg2OKYuv/XWW+nOO+/sVOaGG27ItlGKcyKwlggQIECAAAECBAgQIECgdwWaHgDHsx4//vGP08Ybb5w96xsjw5tsskkaM2ZMFgjG87OxnVC+QFR3bz9GfVdZZZVsYaqO2wide+652WrTce0tttii3SVuvfXWdO2116Ynn3yyLT+C5NjOKAL22JO38nmVCNpPPPHEFAtubb311u2e1919992zOs4666y2PY0jI0aLzzvvvOxYtRHl7KD/ECBAgAABAgQIECBAgECPCTRlCnTe2lgh+atf/Wr6+9//nme1+x0B5u233579RKD5u9/9Lq222mrtzqn1TTxDvN9++6Ujjzwy254o6o2pxlOmTMnqjynJhx56aKdnjSP4joWlouyqq66aXW748OHpqKOOSoccckiKEeV777037bDDDtl+wDfffHN67rnnsnMPPvjgds3bZpttsinWDz/8cNp3332zLZ0ieI464lnhCJi32267dmW8IUCAAAECBAgQIECAAIHeEWhaABzL3H/yk5/MRj/jVlZYYYX0kY98JAscl1hiiSyIjIWy/vznP6fYd/f+++9Pn/rUp7Jthbo7RXjcuHHplFNOyQLgmHIcP5FiZDiC1Q022CB7X8t/Nt1003TGGWdko9MR0F5wwQVZsdgiKfYGjuC4YzsHDx6cTZuONlxzzTUpRp4jRf6uu+6a9t9//+wZ4CzTfwgQIECAAAECBAj0ocDFF1+cLr300mwG5fvvv5/NbNx5551TPquxD5vm0gR6TKBpAfA3vvGNLPiNBbGOO+64dMABB6QYWe2YYnrw0UcfnU4//fTsudof/vCH6Zhjjul4Ws3vY6r1RRddlI24xnPGsTjVsssuWzXwvPDCC6vWHc/3Tp48OcUCVlFXbFEUWyPFQlbVUuzxe9hhh6WJEyemf/zjH9k06ihTy/ZL1eqUT4AAAQIECBAgQKCnBOKRvn/9139tGyyKHVkixazHGMCJf/9eccUV/v3aU+Dq6VOB6pFbDzYrFo6K6cyRTjrppCwYLAp+43gEqD/96U/Tl770pXibLT5V+cxtltmN/8Qf5HiWNxan6ipgraXqkSNHpvXWWy9b2brWuoYMGZLWWmut7Js0wW8tys4hQIAAAQIECBBohsC3v/3tLPj90Ic+lAW906ZNS/Fz9913Z/9+vfHGG7PZk81oi2sQ6G2BpgTADzzwQHYfMfX4wAMPrOmeTj755Oy8qVOnpkceeaSmMk4iQIAAAQIECBAgQKB2gdixJEZ44xG9mDUZi9PmKR4BzAexfvnLX2a7m+TH/CZQVoGmBsCbb755zU7xXPDqq6+enV+09VDNFTm+zESgAABAAElEQVSRAAECBAgQIECAAIFCgdgBJWZbrrnmmilGgDumeARwxRVXTLGNaCwmKxEou0BTngGO52AjxeJW9aR33nknOz2mHEsECBAgQIAAAQIECPSsQOxsEmvwVPt3egTHsXtJpKWWWqpnL642An0g0JQAeJ111sluLZ4jeO+991IshDW/FAtGxXZEkdZff/35ne44AQIECBAgQIAAAQJ1CsTWoRHYVgtuzznnnDRz5sw0evTottmZdV7C6QRaSqApU6DjWYLYdze+XYrVkOeXYtn1ffbZJzst9uI1Ajw/MccJECBAgAABAgQI9KzAk08+mb773e9mlR5//PEpgmWJQNkFmhIAL7fccm2LX5122mlpjz32SI8//nihXTyH8LGPfSzdcsst2fH4wyYRIECAAAECBAgQINA8gViINp8eveOOO6b99tuveRd3JQK9KNCUKdDR/iOPPDL9/ve/T0888UQ677zzUuy3G6tCx09MqXjhhRfSU089le2vm9/vrrvumr7whS/kb/0mQIAAAQIECBAgQKCXBR599NH0iU98IsUI8BZbbJH9u72XL6l6Ak0TaFoAvNhii6X7778/HXLIIdnevjHNOZ7zjZ+OKZ4Rjv3IDj/88I6HvCdAgAABAgQIECBAoJcE/vKXv6RPf/rT6dVXX03/8i//km2DFP+Olwj0F4GmBcABNmLEiPSLX/wi7bbbbunKK69MDz/8cPYTi12NGTMmjR07Ntts+4ADDshe9xdk90GAAAECBAgQIECg1QVihubee++dZs2alf0+88wzs3V8Wr3d2kegHoGmBsB5wz7+8Y+n+MnTvHnzPFSfY/hNgAABAgQIECBAoMkCEex+7WtfS/Hv8v/4j/9IRx11VJNb4HIEmiPQJwFw/MGK7ZDy/YHzFeXiYfvXX389rb322s25e1chQIAAAQIECBAgMMAFrr766rT//vtnA1IRCH/lK18Z4CJuvz8LNGUV6Bzw3XffTUcccUSKrY0uvvjiPLvt95///OcUewbHT0zBkAgQIECAAAECBAgQ6D2B+Pf5t771rTR37tx0zDHHCH57j1rNLSLQtAD4lVdeSdtuu2069thj09NPP50eeeSRTgSx0lykOPb5z38+HXrooZ3OkUGAAAECBAgQIECAQM8ITJo0KdulJWqLac9Dhw6t+nP55Zf3zEXVQqAPBZoWAE+cODHdcccd2a0uueSSaYMNNuh021/84hdT/CGMEeBIJ510Urrssss6nSeDAAECBAgQIECAAIHGBW655Za2SubMmZO6+olRYolA2QWa8gzw448/ns4555zMKjbRjsB25MiRnexWXnnldOCBB2YbbY8fPz5bKTq2Q4ql2CUCBAj0tcDpL4/t6yb04fWf6MNruzQBAgQI9JbAFVdc0VtVq5dASwo0ZQT4zjvvzJ4riEWvqgW/lToLLbRQmjx5clpggQWyfYKfe+65ysNeEyBAgAABAgQIECBAgACBugWaEgD/4x//yBr2iU98onDkt6jVyy+/fFp99dWzQ7FfsESAAAECBAgQIECAAAECBBoRaEoAPHjw4KyN8UxBPSlWpYs0fPjweoo5lwABAgQIECBAgAABAgQIdBJoSgC8yiqrZBe+6667Uh7UdmpJh4xnnnkmPfvss1nu+uuv3+GotwQIECBAgAABAgQIECBAoD6BpgTAO+20U4rnf19++eU0YcKE+bbw/fffT1/+8pez81ZbbbU0atSo+ZZxAgECBAgQIECAAAECBAgQ6EqgKQFwbHu01157Ze34+c9/nrbffvt08803p9mzZ7drW4wO//73v0+bbbZZuuGGG7Jj//mf/9nuHG8IECBAgAABAgQIECBAgEB3BJqyDVI07Cc/+Um2D/CDDz6Yrr/++uwnVnledtll0xJLLJGmTp2apk2b1u4e9tlnn/SZz3ymXZ43BAgQIECAAAECBAgQIECgOwJNGQGOhi266KLppptuSnvvvXdbO2Mz7RdeeCH9/e9/bxf8xojxT3/60/SLX/yi7VwvCBAgQIAAAQIECBAgQIBAIwJNGwGORkZge/bZZ6fvf//76bLLLku33357NvI7Y8aMNGbMmLTGGmukNddcM+2+++5p8cUXb+S+lCVAgAABAgQIECBAgAABAu0EmhoA51ceO3ZsmjhxYv7WbwIECBAgQIAAAQIECBAg0OsCTZsC3et34gIECBAgQIAAAQIECBAgQKALgT4ZAe6iPQ4RIECAAAECBAgQaGmBoUOHpkt3Xaql25g3LhadlQgQ+EBAAPyBhVcECBAgQIAAAQIE5isQAbBEgEA5BXwlVM5+02oCBAgQIECAAAECBAgQqFPACHCdYE4nQIAAAQIECBAY2AKzZ89Oc+bMKQXC4MGD07Bhw0rRVo0k0AwBAXAzlF2DAAECBAgQIECg3whEADxm8rdKcT9P7/dfAuBS9JRGNkvAFOhmSbsOAQIECBAgQIAAAQIECPSpgAC4T/ldnAABAgQIECBAgAABAgSaJSAAbpa06xAgQIAAAQIECBAgQIBAnwoIgPuU38UJECBAgAABAgQIECBAoFkCAuBmSbsOAQIECBAgQIAAAQIECPSpgAC4T/ldnAABAgQIECBAgAABAgSaJSAAbpa06xAgQIAAAQIECBAgQIBAnwoIgPuU38UJECBAgAABAgQIECBAoFkCAuBmSbsOAQIECBAgQIAAAQIECPSpgAC4T/ldnAABAgQIECBAgAABAgSaJSAAbpa06xAgQIAAAQIECBAgQIBAnwoM6dOru3jDAiNHjmy4jv5eQVdG7/b3m+/i/rgU43Cp3yWlV4sLDYDcrj4vXKp9AHxeimUGpkvXf4Y+kJo3b94Hb7wiQIBAAwIC4AbwWqHo0KFDW6EZLd0GRsXdw4VLsUBxrs8Ll2KB4lyfFy7FAp1za/2sCIA72/VGzvnnn58uvvji9Pjjj6dVVlklbb311mn8+PHZ6964njoJ9IWAALgv1HvwmtOmTevB2vpnVYyK+5ULl2KB4lyfFy7FAsW5Pi9cigU659bzWVluueU6VyCnRwTmzJmTPvnJT6arr746q2/xxRdPU6ZMSZdddln60Y9+lK688sq0+eab98i1VEKgrwU8A9zXPeD6BAgQIECAAAECBPpQ4N///d+z4Hf11VdPv//979NLL72UnnnmmfS9730vxZcU2223XZo6dWofttClCfScgAC45yzVRIAAAQIECBAgQKBUArNmzUo///nPszYfeeSR6TOf+UyKqekrrLBCOu6449Jaa62V3n777bbR4VLdnMYSKBAQABegyCJAgAABAgQIECAwEARitPezn/1s2n777dPuu+/e6ZYjII501113dTomg0AZBTwDXMZe02YCBAgQIECAAAECPSAwZsyYdPbZZ1et6YEHHsiObbnlllXPcYBAmQQEwGXqLW0lQIAAAQIECBAg0ASBWAn6F7/4RbrqqquyVaB33nnnJlzVJQj0voAAuPeNXYEAAQIECBAgQIBAKQTuvffebCr0Y489lrU3tkK69NJL0xJLLFGK9mskgfkJeAZ4fkKOEyBAgAABAgQIEBggArH90VtvvZWWXXbZ7I4feeSRdPnllyd7MQ+QD8AAuE0B8ADoZLdIgAABAgQIECBAoBaBL33pS+mFF15IL774YrrvvvvS0ksvnb761a+mXXbZpZbiziHQ8gIC4JbvIg0kQIAAAQIECBAg0ByBQYMGtV1o4403Tpdcckm2LVJMg77zzjvbjnlBoKwCAuCy9px2EyBAgAABAgQIEOhlgbXXXjutt9562VViRFgiUHYBAXDZe1D7CRAgQIAAAQIECHRTIEZ1DzrooHTyySdXrWHBBRfMjg0dOrTqOQ4QKIuAALgsPaWdBAgQIECAAAECBHpY4O23306nnnpq+uEPf5hmz57dqfbp06enfC/gTTbZpNNxGQTKJiAALluPaS8BAgQIECBAgACBHhKIbY5WXHHFNG3atHTYYYeluXPnttU8c+bMtO+++6Z33nknxXkbbbRR2zEvCJRVwD7AZe057SZAgAABAgQIECDQoEBMb77gggvSNttsk02DPv/889Oee+6ZFlhggWwBrNgPePTo0emcc87J8hq8nOIE+lxAANznXaABBAgQIECAAAECBPpOYKuttspWeP7Wt76V7rjjjnTSSSdljRkyZEjaa6+9ssB4qaWW6rsGujKBHhQQAPcgpqoIECBAgAABAgQIlFEgnu+9/fbb0yuvvJIeeeSRNHLkyLTWWmulfAGsMt6TNhMoEhAAF6nII0CAAAECBAgQIDAABWKk12jvAOz4AXTLFsEaQJ3tVgkQIECAAAECBAgQIDCQBQTAA7n33TsBAgQIECBAgAABAgQGkIAAeAB1tlslQIAAAQIECBAgQIDAQBYQAA/k3nfvBAgQIECAAAECBAgQGEACAuAB1NlulQABAgQIECBAgAABAgNZQAA8kHvfvRMgQIAAAQIECBAgQGAACQiAB1Bnu1UCBAgQIECAAAECBAgMZAEB8EDuffdOgAABAgQIECBAgACBASQgAB5Ane1WCRAgQIAAAQIECBAgMJAFBMADuffdOwECBAgQIECAAAECBAaQwJABdK9ulQABAgQIECBAgEDDAkOGDEnP7n96w/U0o4LBgwc34zKuQaA0AgLg0nSVhhIgQIAAAQIECLSCwLBhw1qhGdpAgEA3BEyB7gaaIgQIECBAgAABAgQIECBQPgEjwOXrMy0mQIAAAQIECBDoQ4HZs2en999/vw9bUPulYwr00KFDay/gTAL9XEAA3M872O0RIECAAAECBAj0rEAEwDOnbdOzlfZSbcOXvFEA3Eu2qi2ngCnQ5ew3rSZAgAABAgQIECBAgACBOgUEwHWCOZ0AAQIECBAgQIAAAQIEyikgAC5nv2k1AQIECBAgQIAAAQIECNQpIACuE8zpBAgQIECAAAECBAgQIFBOAQFwOftNqwkQIECAAAECBAgQIECgTgEBcJ1gTidAgAABAgQIECBAgACBcgoIgMvZb1pNgAABAgQIECBAgAABAnUKCIDrBHM6AQIECBAgQIAAAQIECJRTQABczn7TagIECBAgQIAAAQIECBCoU0AAXCeY0wkQIECAAAECBAgQIECgnAIC4HL2m1YTIECAAAECBAgQIECAQJ0CAuA6wZxOgAABAgQIECBAgAABAuUUGFLOZtfe6lmzZqWLL7443XPPPem1115LY8eOTRtttFHaaaed0uDBg2uv6H/PvOGGG9Itt9ySnnvuuTR37tw0ZsyYtOWWW6aPf/zjhXXF+Q888EDhscgcPXp02nPPPased4AAAQIECBAgQIBAswXmzZuX9tprr/Too4+mSy65JPs3b7Pb4HoEekOgXwfAr7/+evrmN7+Znn322cxuiSWWSFdffXX2c9ttt6WjjjoqDRs2rCbXCKS/853vpL/+9a/Z+Ysttlj2O/5SuPbaa9Pll1+efvSjH6WFFlqoXX2XXXZZuvfee9vlVb5ZbbXVBMCVIF4TIECAAAECBAj0ucDJJ5+cfvvb32btiH8HSwT6i0C/DoCPOeaYLPjdYost0hFHHJFGjhyZnn/++XT44Yenm2++OZ166qlp4sSJNfXlT3/60yz4XWWVVdL3v//9tNZaa2XlHnnkkfSDH/wg3X///em0005Lhx56aLv6Hnvssez9gQcemBZccMF2x+LNiBEjOuXJIECAAAECBAgQINBXAjF78Xvf+15fXd51CfSqQL8NgB966KF01113ZSOyxx57bBo+fHgGucIKK6T4RmuXXXZJV111Vdp///3nG4S+88472QjvAgsskAW7q666alunrL322um4445Le++9d7riiivSAQcckBZeeOHs+Msvv5zefPPNtOSSS6bx48e3lfGCAAECBAgQIECAQCsKvPvuu9nsxKFDh2aPC86cObMVm6lNBLot0G8XwbrxxhszlG222aYt+M2VYir05ptvnt57770sCM7zq/2eMmVKev/999NKK62UKoPf/PzIW2qppVI8K/HEE0/k2Skf/c1Hi9sOeEGAAAECBAgQIECgBQUOO+yw9Pe//z0bMFp00UVbsIWaRKAxgX4bAD/44IOZTEx/LkoRAEfqaoGqvFycG8/4nnTSSXlWu99z5sxJb7zxRpY3atSotmMdA+A479VXX2077gUBAgQIECBAgACBVhGIdW3iEcGdd945fe1rX2uVZmkHgR4V6LdToONZ30iVAWmlXJ6fL5BVeazj60GDBqXFF1+8Y3bb+2uuuSYbTY5njGOKdZ7yADgC34MPPjh7hjhGkuO538022yzFc8ExPVoiQIAAAQIECBAg0JcC06dPT1/+8pezf5v+8pe/7MumuDaBXhXotwHw22+/ncHlgW5HxXwV5/y8jsdrff/CCy+kM844Izs9vimLYDlPjz/+ePbyN7/5TfYMRTwvHMFwTJO+/vrrs62ZJk2alNZYY428SKffEVzH6tNFKRbVuvPOO4sOyasQWHbZZSvetX/5VPu3A+odl+Lu5lK/S0r/84Vjccn+ndvV54VLtb73eSmWGZguXf8Z+kAqtp6Uelcg1sWJf9fGlkfLLLNM715M7QT6UKBfBsDxl2Q8wB+p2irL+TMNjSzrHt+UHXLIISm2W4pp0p/61KfaujIC6/hLJNKOO+6Yvv3tb7dtkRT5Rx99dIqFuo4//vg0efLkNGRIcVdEwJzfS1vl//si7rMy4O543Pv/EWBU/EngwqVYoDjX54VLsUBxrs8Ll2KBzrm1flZqPa/zFeTUInDWWWel3/3ud9kI8Gc/+9laijiHQGkFiqOu0t7O/zQ8VmuO/Xhj1bpqAW6eX+s+wB1JnnnmmWwLpRdffDF96EMfylaHrjwnrh97p02bNi1ttNFG7QLV5ZdfPjt/zz33zBbKitWqt9pqq8riba+jnmrfjsYIcEyplroWYFTsw4VLsUBxrs8Ll2KB4lyfFy7FAp1za/2sxJf+8e87qecFYmbiQQcdlGKrz5iZKBHo7wL9MgCOThs9enS2B/CMGTMK+zDPX2SRRQqPd5UZC2fFCnlRx6abbppim6WO9cRf0rFqdPwUpZhasv7662fToOMvnmoB8Lbbbpvip1qKAFzqWiC2o5I6C3DpbBI5XLgUCxTn+rxwKRYozvV56exSj8lyyy3XuQI5DQnEFxB77bVXipmLsZ1n/ohgQ5UqTKDFBfrtV2kRAEfKA92O/RD780bqanGrjmXifTy7O2HChKzemNocK0N3DH6LyhXlLb300ll2TKWWCBAgQIAAAQIECDRT4P7770+33357NlNx/Pjx2bO/MUiT/8RMxkhbbrlllhdTpSUCZRfotyPAeXAZo6sf/vCHO/VT5EdaZ511Oh2rlvGHP/wh/ehHP8oO77PPPukrX/lKtVPTo48+mu6444608MILp/gLpSjl33quuOKKRYflESBAgAABAgQIEOg1gXi2eujQoVn9r732WqfrzJs3L8uL7T7j3PwRwk4nyiBQIoF+GwBvv/326U9/+lO67rrr0h577NGuS+I5khjJjRTP59aSIpiN0d74w//d73432x+tq3Lxl8iZZ56ZnR8LZK288srtTo/9gPO9itddd912x7whQIAAAQIECBAg0NsCm2yySbaVZ7XrxIDSK6+8ki3cOnbs2GqnySdQKoF+OwU6Rn1X+efD/LEX71VXXdWuU84999wU044jKN1iiy3aHbv11ltTbAL+5JNPtuXHt12nnHJKim/B9t133/kGv1EwAuvYginK/PrXv862P8orjFWdTzzxxGyRrq233jrF9kgSAQIECBAgQIAAAQIECPSuQL8dAY6R2v322y8deeSR2VZD8XxDfHM1ZcqU7FmHmO5x6KGHZiO0lcSx+l0sLBVlV1111ezQxRdf3Lal0a9+9asUP9VSLIj1kY98JA0fPjwdddRR2TZJMQp97733ph122CHbD/jmm29Ozz33XFb/wQcfXK0q+QQIECBAgAABAgQIECDQgwL9NgAOo3HjxmUjt7HX7g033JD9RH6MDEfgucEGG8Tb+aa//e1vbefMb7n+mF6dp1gh+owzzsiWlH/44YfTBRdckB2KrY1iAa3YQzieEZYIECBAgAABAgQIECBAoPcF+nUAHHwbb7xxuuiii7Ipz88++2yKZxliX91qe8ldeOGFndTzha86HaghI57vnTx5corFA+L6I0aMyLZGqnb9Gqp0CgECBAgQIECAAIFeF8gXbO31C7kAgSYK9PsAOLdccsklU/z0VRo5cmSKH4kAAQIECBAgQIAAAQIE+kag3y6C1TecrkqAAAECBAgQIECAAAECrSogAG7VntEuAgQIECBAgAABAgQIEOhRAQFwj3KqjAABAgQIECBAgAABAgRaVUAA3Ko9o10ECBAgQIAAAQIECBAg0KMCAuAe5VQZAQIECBAgQIAAAQIECLSqgAC4VXtGuwgQIECAAAECBAgQIECgRwUEwD3KqTICBAgQIECAAAECBAgQaFUBAXCr9ox2ESBAgAABAgQIECBAgECPCgiAe5RTZQQIECBAgAABAgQIECDQqgIC4FbtGe0iQIAAAQIECBAgQIAAgR4VGNKjtamMAAECBAgQIECAQD8XWGCBBdKwxa8vxV1GWyUCBD4QEAB/YOEVAQIECBAgQIAAgfkKDB8+PMWPRIBA+QR8JVS+PtNiAgQIECBAgAABAgQIEOiGgAC4G2iKECBAgAABAgQIECBAgED5BEyBLl+faTEBAgRaSuD0l8e2VHua25gnmns5VyNAgAABAgQaEjAC3BCfwgQIECBAgAABAgQIECBQFgEBcFl6SjsJECBAgAABAgQIECBAoCEBAXBDfAoTIECAAAECBAgQIECAQFkEBMBl6SntJECAAAECBAgQIECAAIGGBATADfEpTIAAAQIECBAgQIAAAQJlERAAl6WntJMAAQIECBAgQIAAAQIEGhIQADfEpzABAgQIECBAgAABAgQIlEVAAFyWntJOAgQIECBAgAABAgQIEGhIQADcEJ/CBAgQIECAAAECBAgQIFAWAQFwWXpKOwkQIECAAAECBAgQIECgIQEBcEN8ChMgQIAAAQIECBAgQIBAWQQEwGXpKe0kQIAAAQIECBAgQIAAgYYEBMAN8SlMgAABAgQIECBAgAABAmUREACXpae0kwABAgQIECBAgAABAgQaEhAAN8SnMAECBAgQIECAAAECBAiURUAAXJae0k4CBAgQIECAAAECBAgQaEhAANwQn8IECBAgQIAAAQIECBAgUBYBAXBZeko7CRAgQIAAAQIECBAgQKAhAQFwQ3wKEyBAgAABAgQIECBAgEBZBATAZekp7SRAgAABAgQIECBAgACBhgSGNFRaYQIECBAgQKBQ4PSXxxbmD4zMJwbGbbpLAgQIECidgBHg0nWZBhMgQIAAAQIECBAgQIBAdwQEwN1RU4YAAQIECBAgQIAAAQIESicgAC5dl2kwAQIECBAgQIAAAQIECHRHQADcHTVlCBAgQIAAAQIECBAgQKB0AgLg0nWZBhMgQIAAAQIECBAgQIBAdwQEwN1RU4YAAQIECBAgQIAAAQIESicgAC5dl2kwAQIECBAgQIAAAQIECHRHwD7A3VFroTJLL710C7WmNZvSldEzrdnkprSKSzEzFy7FAsW5Pi/1u6T0YnGhAZDb1edloLp0bfLBh2LevHkfvPGKAAECDQgIgBvAa4WiM2fObIVmtHQbGBV3DxcuxQLFuT4vXIoFinN9XrgUC3TOrfWzEgHwiBEjOlcghwABAnUKCIDrBGu102fMmNFqTWq59jAq7hIuXIoFinN9XrgUCxTn+rxwKRbonFvPZ0UA3NlPDgEC9Qt4Brh+MyUIECBAgAABAgQIECBAoIQCAuASdpomEyBAgAABAgQIECBAgED9AgLg+s2UIECAAAECBAgQIECAAIESCgiAS9hpmkyAAAECBAgQIECAAAEC9QsIgOs3U4IAAQIECBAgQIAAAQIESiggAC5hp2kyAQIECBAgQIAAAQIECNQvIACu30wJAgQIECBAgAABAgQIECihgAC4hJ2myQQIECBAgAABAgQIECBQv4AAuH4zJQgQIECAAAECBAgQIECghAIC4BJ2miYTIECAAAECBAgQIECAQP0CAuD6zZQgQIAAAQIECBAgQIAAgRIKCIBL2GmaTIAAAQIECBAgQIAAAQL1CwiA6zdTggABAgQIECBAgAABAgRKKCAALmGnaTIBAgQIECBAgAABAgQI1C8gAK7fTAkCBAgQIECAAAECBAgQKKGAALiEnabJBAgQIECAAAECBAgQIFC/gAC4fjMlCBAgQIAAAQIECBAgQKCEAgLgEnaaJhMgQIAAAQIECBAgQIBA/QIC4PrNlCBAgAABAgQIECBAgACBEgoIgEvYaZpMgAABAgQIECBAgAABAvULCIDrN1OCAAECBAgQIECAAAECBEooIAAuYadpMgECBAgQIECAAAECBAjULyAArt9MCQIECBAgQIAAAQIECBAooYAAuISdpskECBAgQIAAAQIECBAgUL+AALh+MyUIECBAgAABAgQIECBAoIQCAuASdpomEyBAgAABAgQIECBAgED9AgLg+s2UIECAAAECBAgQIECAAIESCgiAS9hpmkyAAAECBAgQIECAAAEC9QsIgOs3U4IAAQIECBAgQIAAAQIESiggAC5hp2kyAQIECBAgQIAAAQIECNQvIACu30wJAgQIECBAgAABAgQIECihgAC4hJ2myQQIECBAgAABAgQIECBQv4AAuH4zJQgQIECAAAECBAgQIECghAIC4BJ2miYTIECAAAECBAgQIECAQP0CAuD6zZQgQIAAAQIECBAgQIAAgRIKCIBL2GmaTIAAAQIECBAgQIAAAQL1CwiA6zdTggABAgQIECBAgAABAgRKKCAALmGnaTIBAgQIECBAgAABAgQI1C8gAK7fTAkCBAgQIECAAAECBAgQKKGAALiEnabJBAgQIECAAAECBAgQIFC/gAC4fjMlCBAgQIAAAQIECBAgQKCEAgLgEnaaJhMgQIAAAQIECBAgQIBA/QIC4PrNlCBAgAABAgQIECBAgACBEgoIgEvYaZpMgAABAgQIECBAgAABAvULDKm/SLlKzJo1K1188cXpnnvuSa+99loaO3Zs2mijjdJOO+2UBg8eXPfNPPLII+miiy5KTz/9dFpkkUXS+uuvn7bbbru02mqrVa2rO2WqVuZAjwqsdsi7PVpfmSp74Qtlaq22EiBAgAABAgQIEGhcoF8HwK+//nr65je/mZ599tlMaokllkhXX3119nPbbbelo446Kg0bNqxmxQikJ02alJ2/6KKLpvfeey/dd9996cILL0wnnHBC2mSTTTrV1Z0ynSqRQYAAAQIECBAgQIAAAQINC/TrKdDHHHNMFvxuscUW6YorrkiXXXZZOv/889Pqq6+ebr755nTqqafWDDhlypTs/AiYjzvuuPTHP/4xC6QPPPDANHPmzDRx4sQ0derUdvV1p0y7CrwhQIAAAQIECBAgQIAAgR4T6LcB8EMPPZTuuuuutNBCC6Vjjz02jRw5MkNbYYUV0sknn5xNf77qqqvSjBkzasI8++yz07x589Jee+2Vxo0blwYNGpSGDh2axo8fn3bdddc0e/bsdOmll7arqztl2lXgDQECBAgQIECAAAECBAj0mEC/DYBvvPHGDGmbbbZJw4cPbwcWU6E333zzbApzBMHzS++8804WTMd5O+64Y6fT87wYZZ4zZ052vDtlOlUsgwABAgQIECBAgAABAgR6TKDfBsAPPvhghhTTn/9/e+cBLUWR9fFCMaEiCKKgSFBEBQMmUD8xYT5mMS/qIuoqBgxgxLCuYgQVc85Z98gqpsUsoJhXwQAoogKiBEFM0N/93+dta2a6582bmfeY6f7XOe9NT3V1ddWvamb61r11b1SCAIz04YcfRp3OyBs/frxqf9u2bevatGmTcQ5v1l13Xbfiiiu6OXPmuClTpuj5Yq7JqZgZJEACJEACJEACJEACJEACJEACZSOQWCdY33zzjUJq1qxZJCzLNwdZkYX+zKytLhRDfTCnRn3wCF3MNVFt+PHHH91nn30WdUrNuPN5n468KIWZdXF0liY8+bi0SbF37Jl94h3jpddnuMvrMJBcor85yCWai3ML4k4kPj/f925aueRn8teUwDY0JhIgARIoB4HECsDz589XPiboZsNq2rSpZlm57PP+eysTVxfKZtdXzDX+Pe14zJgxbsCAAfY24xU/GnC0xZSfQIsWLfIXSOlZcoke+Hxc5kZfkopccokeZnKpOxfnpkZflILcfPMlrVzyM/lrUixatOivNzwiARIggRIIJFIAxpfkL7/UrL3DNDkqIYwREuIE15awnxcpri6cs/rsvsVcg3rqK3HlNJosuZBLNIHo3A4D0qu5iiZSk0su0XTIJZrLyMPWiD6R8lxySfkEYPdJgAQajEAiBeAlllhCvT8jPFGcgGv5hZjeLL/88jogiPsbl6y+ZZZZRosUc01U3e3atXOHHHJI1CnXuHFjZ5rmyAIVkAlP2cYYiwMLFy6sgFYt/iZgnmD8kDBPubJdMyZwWLfkkkvqm0qf2zUtbpj/8GaP7zUs2NjiWsPcubLvYt+z+Pzgc8TkNEJBkyZNFAWcMtpvU9rZ2HMBOCBqQ77f8zSxwu+QPbeACdhUasL3nykbKrWNbBcJkEB1EEikAAz0LVu21P24cWGOLN8eoPINF+pCmjs33gAyu75irolqQ5cuXRz+4tJ3330Xd6oi8qE1NwEYD+58GKsZFpjTmwA8b9680Ht4RQzaYmwEFkxMAMZnihr6msEwT/bgke97aDEO3WK5tX1/Y2GNXGqGAJ8fXwAmlxou+B3CQhISBD1yqeECJiYAY5G60hceKQDXjBv/kwAJlEYgsV6gTQA1wTQbk/34NW/ePPtUzvva6sIF2fUVc03OjZlBAiRAAiRAAiRAAiRAAiRAAiRQNgKJFYBbtWqlkCZNmhQJy/LXW2+9yPN+ptUFD89R5kEIfwRvzTCx6tSpk15azDX+PXlMAiRAAiRAAiRAAiRAAiRAAiRQXgKJFYB33HFHJfXiiy/mEMN+sVGjRmn+xhtvnHM+OwOxfxHrF6aqY8eOzT7tXnrpJd3bijJmelbMNTkVM4MESIAESIAESIAESIAESIAESKBsBBIrAPfo0cO1b9/eff75527kyJEZwO6//373ww8/ODiY6t69e8a5N954w73wwgtu8uTJGfnmiOrOO+/UeL92csaMGe7BBx/Ut71797ZsfS3mmowK+IYESIAESIAESIAESIAESIAESKBsBBLrBKtRo0auX79+bvDgwe6SSy5xo0ePVvNkxM3FMZztDBw4UD1m+jSvueYaB8dSuLZDhw7hqW233dbBXHr8+PHu6KOPdttvv706LoKGGcL01ltv7XbYYYewPA6KuSajAr4hARIgARIgARIgARIgARIgARIoG4HECsAg1LNnTzd06FAVgGGmjD8kaIYHDBjgNtxwQ31fyD941rzuuuu0vueff95Bi4yE/AMOOMAde+yxugfYr6uYa/zreUwCJEACJEACJEACJEACJEACJFA+Ao0krEZQvuoqtyZoaeHECs6pVltttRxhtS4tR2zFiRMnaoiWtm3bOgvFka+OYq7JV5+dq4YwSBa2AI7CGAapZuQQBslCcnz//fcMg/TnhG7RokUYNmvatGkMg/QnF3xvYUEN/gumT59uH//Uv7Zu3VoZwDnhzJkzU88DADBPzAkjwtrMmjWLXIQAwiDh+wUJoX4scoNmpPgffofwe4QEJpUeBsk+8ykeMnadBEigDAQSrQH2+eCHz378/PxijhG/tXPnznW6tJhr6nQDFiYBEiABEiABEiABEiABEiABEshLILFOsPL2midJgARIgARIgARIgARIgARIgARSR4ACcOqGnB0mARIgARIgARIgARIgARIggXQSoACcznFnr0mABEiABEiABEiABEiABEggdQQoAKduyNlhEiABEiABEiABEiABEiABEkgnAQrA6Rx39poESIAESIAESIAESIAESIAEUkeAAnDqhpwdJgESIAESIAESIAESIAESIIF0EqAAnM5xZ69JgARIgARIgARIgARIgARIIHUEKACnbsjZYRIgARIgARIgARIgARIgARJIJwEKwOkcd/aaBEiABEiABEiABEiABEiABFJHgAJw6oacHSYBEiABEiABEiABEiABEiCBdBJoFEhKZ9eT0evp06dXfEcWLVqkbWzUqJHDH1MNAXKJngnGZYkluD5nhPA1jT8yMSL8DGWS+OudzRXkcL78xQVH/G7J5GHvqoULnh9atWplzeYrCZAACRRNgAJw0eh4YSEErrrqKnfLLbdo0eHDh7uddtqpkMsSX+bUU091Tz/9tPbziSeecF26dEl8nwvp4MEHH+zee+89LTp27FjXrFmzQi5LfJltttnGzZgxwzVp0iTkk/hO19LBhQsXuvXXX19Lrb322uHnqZbLEn/666+/dr169dJ+9uzZ0916662J73MhHRwzZow74ogjtOghhxziLrjggkIuS3wZ/P6cddZZ2s/TTjvNHXPMMYnvMztIAiRAAlSxcA6QAAmQAAmQAAmQAAmQAAmQAAmkggAF4FQMMztJAiRAAiRAAiRAAiRAAiRAAiRAAZhzgARIgARIgARIgARIgARIgARIIBUEKACnYpjZSRIgARIgARIgARIgARIgARIgAQrAnAMkQAIkQAIkQAIkQAIkQAIkQAKpIEABOBXDzE6SAAmQAAmQAAmQAAmQAAmQAAkwDBLnQL0SmDZtmoZvwU3atWvnVlpppXq9X7VUPmXKFDd79mxtbqdOndxyyy1XLU2v13ZOnDjRzZ8/X++B0FBLLrlkvd6vWiofP368+/333zWua9euXaul2fXezg8//FDvseyyy7p11lmn3u9XDTf47bff3IQJE7SpK664ouvQoUM1NLve2zhv3jw3adIkvU+LFi3c6quvXu/3rIYb/Pjjj27q1Kna1NVWW41xdqth0NhGEiCBkglQAC4ZISsgARIgARIgARIgARIgARIgARKoBgI0ga6GUWIbSYAESIAESIAESIAESIAESIAESiZAAbhkhKyABEiABEiABEiABEiABEiABEigGghQAK6GUWIbSYAESIAESIAESIAESIAESIAESiZAAbhkhKyABEiABEiABEiABEiABEiABEigGgg0roZGso3VR+DXX391jz32mBs3bpybNWuWg6fjjTfe2O2666707PvncP7888/u9NNPd/C8OXjw4Oob5DK2+IcffnCPPPKIgxfo6dOnqydSeK896KCD3CqrrFLGO1VXVTNnznQPPPCA+/zzz92CBQscPGN369bNbbfddtXVkXpsbRAE7qKLLnJff/21+9e//uVWXXXVerxb5Vb90ksvOfOKHdXKli1busMOOyzqVOLz8Bv01FNPuU8//dR98803+p3bo0cPt+eee7rGjdP7GITf52effdZ9+eWX+rvcvn17t88++7j11lsv8XOCHSQBEkg3AXqBTvf410vvEd7n+OOP1wdS3GDllVd2CLWA1LNnT3f++ee7pZdeWt+n9R8e2s866yz3xhtvqEBz7bXXphWFe/nll90ll1yiAh7CHiFECQTihQsXanioQYMGuR133DF1fMaOHevOPfdc98svv2jfEdLmp59+0uPdd9/dDRw4kItJQuOhhx5y119/vXLBYkHbtm31OG3/TjnlFPfOO+/Edrtjx47u7rvvjj2f1BMff/yxO++889z333/vGjVqpN8vWFhCgqB33XXXuWWWWSap3Y/t17Bhw9zjjz+u59F//CYhhBYY9e3b1x1xxBGx1/IECZAACVQ7gfQufVb7yFVw+//5z3+q8Nu9e3d98EDsX6y6n3POOe7VV191EPag+UxrgibvmmuuUeE3rQys35gXJvweddRRqqHCwxgsCO655x79GzJkiMZ4TZNgM2PGDHfhhReq8HvAAQe43r17q2bz7bffVmHvmWeecRCI+/fvbyhT+frFF1+4m2++OZV9z+40rASQTjrppEiBDvMlbWnu3LluwIABurgGaxJowJs3b+6++uor/T1CfO0bb7zRYfEgTQnWAhB+sRB98skn6wLjokWL3MiRI93w4cPdbbfdptYmm222WZqwsK8kQAIpIsA9wCka7Ibo6ieffOLeeust1dxdfPHFDsIv0uqrr+6uvvpq1VjhR9Y0WQ3Rpkq6B0zO+vTp455++mm3xBL8+I0YMUIfTnv16uX+/ve/hw/uEIL79eunpr7QgKJcmhLMEvEZwefmxBNPdG3atNHPDsw2MX+QoDlPc8IiCUyfYcKadosSLJhA2IP1BBZL9tprr5y/7bffPnXTBUIeFhyxGHvCCSeo8AsI7dq1c8cdd5zyeP7559XaJE1wXnjhBe0uvncxV5ZffnldUDvwwAMdvmOQ8B3ERAIkQAJJJcAn8KSO7GLqlz2Ub7vttm7ZZZfNaAVMobfYYgs1s4IQnLaEhw5oI6ZNm6YPZKeeemraEOT097333tO8bbbZJuccMvDgigRNX5oStHX4rEDYzV4oMVbYK429jWlNN910k5s8ebIuEDRp0iStGLTfpv3t3Llzqjn4ncfCGfxQLLXUUqrthWmvn7baaivVfkJj/vvvv/unEn/83XffaR/xHZOd7PsF1jlMJEACJJBUAhSAkzqyi6lf2G+FZIJLdjPsBzefs5bsa5LyHvugock788wz3RVXXBFqI5LSv2L6AXP4hx9+ONQ6ZNdhe8ebNWuWfSrR7/fdd1931VVXOez1zU6TJk3SLMwlmHOmMcEUHMLNlltuqRqsNDLw+5wtAP/xxx+h3wW/XJqOwQRacTiOi/qcYGEJ2wvgmDF7sTbpnOCQEskWrP3+vv766/p2ww039LN5TAIkQAKJIsA9wIkazsXfGVs1jhNYLB8eW9OW4Mhp//33T7XX0ewxh6kzBLmohId4sxTAQ2zaE0x+oTGH8xokCMlpTHPmzFFvz9hegcUkJqdewsEBnxlYmWCewIkcLAk233xz3RcM8+g0JXN0tfbaa6uDJ+ybxxaUzz77zK2xxhq6SAuPx9kWFmlgtPPOO+s2nNdee83df//9bpdddlFG+L4dPXq0g0XFTjvtlAYU7CMJkEBKCVAATunA11e358+fr1WboJt9n6ZNm2qWlcs+n+T3CEPCVDgBODeaOnWq7oPdY489Cr8wgSWvvPJKXQyAl1Z4yoZDOWiu0phgPQEv4Qh5hG0VTH9tEbj33nt1fqy77roqDMNaYNSoUSr4wfEehMG0JOyLRsL+VjhmxBYUmEFD4J0yZYp78803VQMKJ3tpM6GH9+u77rpLIzJgK8Ett9yirOAIC3MHDvjiFia1IP+RAAmQQJUToAl0lQ9gJTUfP55+yJaotq2wwgqaDW0WEwnEEUBoG/zhYfXss89OnYliNpd3333XYQEFDp+g2YPpIvaSpy3Bedwrr7zidtttNw2plrb+R/UXi4nffvutnoImD1o8CDXw5Hvfffe59ddfX02B4W0dGuK0JIQ9Qnr00UcdzHrPOOMMdewEQfiyyy5Th2HQlJvwlxYu1s/3339fozPgPWLR2wIt9genzeeCMeErCZBAeghQAE7PWNd7TyGsLLfccnqfOAHX8tPutbXeB6OKb4AHUsR1xXxCHFzuRXNqpoi90vBYe+SRR2oIrcMPP9x99NFHVTzSdWs6hDxoMfGwjtAtTDUE8J2L+MfYTw/LAPsOxllo8eApG1sNsCcWHvrTksyx1c8//+zgcBDejqHphVMsOMACF6QnnnjCwaFcmhIWFS+99FKNmf3ggw+qHwZ4zL7zzjt1YQDzaOjQoWlCwr6SAAmkjAAF4JQNeH1311aR48IcWT7M0phIwCeAB1aYKsKMEwskeEDlPrQaQubBFg/vffv2ddjDh8Wku+++20eY2GNovTEfYGGCh3N+f/w11FgoQozsbt26qYnvX2dqjlZddVW3wQYb6BtzoJZdJonvV1llFe0W9kFHbRfAwprtD06TxhNab+z9xWcI2wiwH9oSeMAkHE7BsDCQJi7GgK8kQALpIMA9wOkY5wbrJQRgOLgyQTf7xvDKiRTllTO7LN+nhwDmCwQbPJxhnzgewuyhPT0UCu8pYrpCG/zpp58WflEVl8SDODzMQ9g777zzcnoye/ZszUNsV5TBa9r3jfuQWrVqpW+xdzotyQTg1q1bx3YZcbYxt9K0nWD8+PHKAwsmtmDtAwIvLA7AWuCDDz5I1b5xnwOPSYAEkk2AAnCyx7fBe2cPWtA09OjRI+f+poGAEw4mEgABLIogFufEiRNVG3H55ZerRivNdKDZxUJSv379HDR42QmaYCTsCU5LgvMvpLjFNZwz53pm/oq8pCcsgowZM0bNe3v37h3ZXXMI5Wv7IgsmKNN+i/A5ggWBzR+/i7Zw0rFjRz870ce2D9y+Q6I6a84q4XSPiQRIgASSSCA9T09JHL0K7BNC/Tz33HPuxRdfdIceemhGC+EkCx5JkSwOYUYBvkkdgSAINJQNhN/OnTtr7FuEt0l7gvYFsbLXWWcdd+CBB+bggKYcCefTkDA34PgrLu25554OwgzM52EOnKY0a9YsdXgFM3nEWW/Xrl1G9xFL2+KzpymcWNeuXR2EYAj/6H+2LwEspED7C8E4TQuynTp10vmB7xf8JsNiwk/ImzBhgmalyWu4z4DHJEACySeQ+c2X/P6yh/VMAFrf9u3bq8MVi+Fqt0S8QZjg4QGte/fuls3XFBMYMWKEOnKCKR7C21D4rZkMWEhCgibYYmvXnHFqJg6HWEhpjQVsLPhas5iIsHNYTLpLQtuYhg9ssGcaHo8XLFjgtt56aw1xkxZm0HDaIizC+vjm39AIDx8+XC0G8FuEPa9pSRtttJFalYAHvnMxb/x0xx13aPg5OFDjNhSfDI9JgASSRKCRfPllfvslqXfsy2Ih8Oqrr7rBgwer2Rn2KmLFGd5qR48erR44hw0blrMav1gauphvCk7Y94q9WPDgmrYEJ04Q4MykNcpE0ZhAE4GwLmlJ+FoeNGiQfmagodlss810nkBjBSsKnD/ooINc//7904Ikbz9NAwxvyGnTAAPMuHHj1NMx5gX8K8BJGj5P+I5BLO0OHTqosBNlTp8XbJWfxHfM6aef7hDyB4sEWATAHlfEAP7kk0/cWmutpYKwheer8u4W3HxYkAwYMEB/o/Hduvnmm+siAOYRfquxtQIe17O15gXfgAVJgARIoMIJUACu8AGq1ubhBxZxJ33nItAM40d3k002qdZulbXdaReAYWaHPa6FJDyoQruVpoT9dwhRArNeCx+G/sOs88QTT3TbbbddmnDk7WvaBWDAgZkvhBZzcoQ8hETq2bOnCscIAZTGBG3v7bff7p588kk3b948RQDP0PgdOuWUUyIdQaWB0+TJk93VV1+tiwN+f8HltNNOc2uuuaafzWMSIAESSBQBCsCJGs7K6wzMrOCEBA/tiN+Zvd+o8lrMFpFAZRGASSu0eNjriYfSFi1aVFYD2ZqKIjBnzhz9zoWQB204v3NrhgfacWwngKM0WCWRSw0XxEmeMmWKhtDC94sfR7qiJjYbQwIkQAJlJEABuIwwWRUJkAAJkAAJkAAJkAAJkAAJkEDlEqATrModG7aMBEiABEiABEiABEiABEiABEigjAQoAJcRJqsiARIgARIgARIgARIgARIgARKoXAIUgCt3bNgyEiABEiABEiABEiABEiABEiCBMhKgAFxGmKyKBEiABEiABEiABEiABEiABEigcglQAK7csWHLSIAESIAESIAESIAESIAESIAEykiAAnAZYbIqEiABEiABEiABEiABEiABEiCByiVAAbhyx4YtIwESIAESIAESIAESIAESIAESKCMBCsBlhMmqSIAESIAESIAESIAESIAESIAEKpcABeDKHRu2jARIgARIgARIgARIgARIgARIoIwEKACXESarIgESIAESIAESIAESIAESIAESqFwCFIArd2zYsgQT+O9//+saNWqkfx07dnTz5s0rqLd33HFHeN3zzz9f0DUNWah///7aviWWqOyvlnvuuSfk+N577zUkIt6rDARmzpwZjt9FF11UhhpZRaUTwPckvjP33nvvSm8q20cCJEACJFDhBCr7KbXC4bF5JFAOApMnT3YDBw4sR1UVU0cQBBXTFjYk2QQ415I9vuwdCZAACZAACZSbAAXgchNlfSRQBIGbbrrJjRo1qogreQkJkAAJkAAJkAAJkAAJkEChBCgAF0qK5UigHglAi9W3b9+CTaHrsSmsmgRIgARIgARIgARIgAQSS4ACcGKHlh2rFgKrrLKKNvXLL790Z5xxRrU0m+0kARIgARIgARIgARIggaoj0LjqWswGk0DCCAwaNMhde+21bsqUKe7mm292+++/v+vVq1dJvVy4cKF755133CeffOImTZrk1lxzTbfhhhu6DTbYwC233HIl1V2XixctWuQ++ugjN3r0aPfjjz+6zTffXP+aNWtWazXQin/++efugw8+cB9//LFr06aN23jjjevUhzFjxrhx48Y5OE3adNNN3dZbb+1WXnnl2Hv//vvvzpxirb/++q5JkybuzTffVPP01q1bu/3228+1aNEi5/rvvvvOvfvuu278+PHu119/Vdbg3a5du5yyURnFjBfmy7Rp09xKK63kOnfurNVOnz7dvfzyy8ptyy23dFtttVXOeM+YMUPLgCkcC/3f//2fW2uttaKaFeZhHN566y03ceJEt+yyyzqwwV+HDh3UMVFYsMiDb775xk2YMEH/0Kf27du7Tp066T1atmxZUK0//PCDw3hj3mO+b7HFFm7dddd1hThkqyv/r776yoE10kYbbeSWWWaZ2DaiXeCGhHHCePmpHPPcry/qeOzYscoFbLt06eIwN8AI93777bf1krXXXjvjs4EFOcwVm184fuqppzQP82q77bbLuVWp4zhnzhz39NNPuy+++EI/Z5ib+M4qZAzRmIZgmdNpZpAACZAACVQfAfnBYCIBEmhgAi+++CK8ROnfLbfcErzwwgvhexGagrlz50a26Pbbbw/LPffcc5FlxMN00LVr17Cc3QevIkwEjzzySOR15cg84YQTwvuKwBuIIB++t3YsueSSwZAhQwIRjmNvKQJX0L1795xrUUerVq2CESNGxF6LEyJMBT169Mi5Xh6kg6FDhwZ33313eE4E17AuEWTD/DfeeCM4+OCDw/e4d9OmTQPx2B2Wlwf24LTTTguWWmqpjHLWV1nMCERwCMtHHRQ7XieffLLec4cddgh+/vnnYK+99sppw9JLLx3cdtttelsR7oNDDz00ssyFF14Y1bRAFg60XvG+m3Md+rjjjjsGX3/9deS1hWSKIKl1GK/sVxG2g0svvTRA2/30/fffh+254IILgocffjiQhZ0wz+oR4TTAXMqXiuF/3333hfd64IEH8lUf/OMf/9CyGAvw9FOp89yvK+pYFmQCEXbDthoXvB533HE6ly0vux/HHnusXrfzzjsHIkAHK664YkY94n07vGWx4xhWIAcXX3xxzj3QNllI0jkmiy16f8zzqFTfLKPuyTwSIAESIIHqJIAVUyYSIIEGJpAtAOP29sCJh75jjjkmskW1CcDXX399+JAKQbNbt27B3/72t0A0KRkCwpFHHhlZf6mZvgAsGjxty2qrrRb07t1bBSnRvobt23fffQPRvOXc8vHHHw+WX355LQfBSzR5wVFHHaXCNARQe2AXz9k51yJDNMaBaGnDcqJ1Cw477DBlIJo6zRftZXg+TgAGI7uXve62227hPbFIIRrUsAwE8z322CM4ZBP+vgAAE/5JREFU8MADA9FgZuRDgIhKpYyXCcCiVQ969uyp92vcuHEg2jkddwj7aDf6/PrrrwcSPkbfi8l9AKHZbyPKPfPMMxlNXLBgQYbwhAWJI444IhAteCBawbB/zZs3D8STeca1hbyRMF6hwIO2brPNNkGfPn10rNAnY47Xs88+O6NKXwAWzaWWxXxHGzFumPd2Pdr60ksvZVxvb4rljwUHY7D77rtbdTmvYg0Q2JzHYoifSp3nfl1Rxx9++KEueBmHddZZRxdARHMbfhfge8HOxwnAGBexEAjLWXmb06WMo7W7X79+Yf0rrLBCsNNOOwUHHXRQIFpqzRfrj0CsRvQ4SgCub5bWTr6SAAmQAAkkgwAF4GSMI3tRZQSiBGAIVND+2gMmHiyzUz4B+LPPPgvEZFevRz1iDppxuZg0qjBp9T/44IMZ58vxxheAcR8I3xCkLEErjIfbuDbgvAmvbdu2DcSc1y7VV2jQ/Osh2PkJWmXTHEMYHD58uH86EJPwwAQma0OcAIzzYvYc3HjjjYGYRQfDhg0LoC20dPTRR4f9OPHEEwMIO3665pprAmj9UA808tlazFLHywRg6wcWUGbPnh02QcxVw/aZMAytnd8OX5MJwchPDz30UHj9DTfc4J/SOi677LLw/ODBgzPOF/LGhFyMN4S17AQNvC14QMieP39+WMQXgNF/WDZkzxVohe3zgAWP7MWWUvnbghXmWZyW/8knnwwZ/ec//wnbX+o8DyuKOcDnwPjCOuG6667LKIkFi0022SRsGxjef//9GWWsfza/sIj0yiuvBGKiHJx77rlhWbtPMeOISrDwYvdAXVOnTg3rRj/OOeec8DzKZQvA9c0ybAwPSIAESIAEEkOAAnBihpIdqSYCUQIw2o98MzeF9gMmtn7KJwBD84cHRGjCIOhFpZ9++ilYddVVtRyEuzhT66hrC8nzBWC0JypBkIG2FG2FdvaPP/4Ii/Xv31/zIbBBAIpKEOBwHa7HQ7wv2PhcBwwYEHV58OmnnwYmEKKOfAJwnJk5FidwLf4OOeSQyPsg84orrgjL4dhPpY6XLwBvu+22GYKt3QfaO2snNLdRadddd9UymA9+srGEBtMfIytj44CxhKl4XZLsqw7bJfveYy8966yzwnJYhLCULQDHjdOVV14ZXg9h30+l8scCk7HNFjDtPmCOMmDrMyx1nlv9ca8QUq1tYBiVwNA3a84nAENT7H/OrL5SxxH1mBYa5u6yR9mqzng9/PDDw/5kC8D1zTKjIXxDAiRAAiSQCAIUgBMxjOxEtRHwBTXsAfYT9ubZwyu0jH6KE4BnzZoVXgMz1XxJHG6FZaGhKmcyoQntRx/jEvZ1Wh/NlBICgpkow5Q4X/JNV2HybMm0ktDK+ZokO2+vMK+0+8cJwBCy45IJn1hsyLfHFNrv1VdfXe+F/aiWyjFe1gb0w9cu2j3w6s+lKIsClPHr8bXY2JNpjKANjkq+UBd1Pi4PmnzMDwi/+RZh7rrrrrANr732WlidLwBDgIpL2K9tJsi++Xo5+OOeZkoPq4PsBM2kWQCId/fwdDnmeVhZzAE08hg7bCVAO+ISNLk2xvkE4DhrkVLHEUK1bXfAXum4hAU9Wxj0BeCGYBnXJuaTAAmQAAlULwGGQZJffyYSqCQCoilUL7hokzgwcqLdqrV58D5sqTYP0mJCbEWdaEPD43IeiGDoRCsZWyW8MVuyNsCrMTwoI8GzrggpsX+yn9EuV4/H9gYeo5HEBNyJ4GnZOa+1McIF8EIcl4w3vBXDe25cgsdkEdD0tAjKWHDUY7seb2prSyHjBe/YUcn3th3n6VkEkPBS0eqGxyIwhsei4VUP2rJwod6urR8Y52KSmMs6caDlZK+7Ey1kRhUiFKnXZNHYOhG8wnMi7ITH/oHsZ/bfZhyjb8bG5hkKlIu/7E3X+8kijnou9m8uJtjut99+0ywrhzflmOf+faKOZVFHs+EFW8zHo4ponuwdjz3nn4j7LJQ6jvCOLRYheivRyPu3zDheb7311At8Rqa8aQiW2ffkexIgARIggeonwDBI1T+G7EHCCIgTGCeaXhWMIGiIgxgNJYRwJHHJf6CHUJYv4bxoU1QY84WCfNfU9RyET9HCxl4m+3vDcxAMkWRPZph3ySWXOPwVkux6lDUBeI011sh7qX//uIL5BFvjXRtr1I1QQUjiOMmJx2QNP2PXI7+2OnC+tvHyBV3UGZXEVDkqOzaMkZiXu1tvvdWJZs5B+EQ4KPyJQyonjs2cmE470aTrPM031pE39TLFQVUYlglcEALHBEevWOxhbfxsrBG6CPWKVjZDAK7t+nz8ZY+7ExNj5SMaVHf++eeH7bz33nv1WLTDDgKcpXLMc6sr7tUE4Nr6ZnMzrh7Lz/dZsDLFjKN9XlFHIZ9ZhFnyU0Ow9O/HYxIgARIggWQQoAY4GePIXiSMALRaYr6qvYLQdOqpp+bt4bfffhueFy+/4XHUAbSSFgsYMUrrI0EzlC+JWWp4WvYl67GYLId5dTkAH0sWb9Wv3875rxDgaktx8WexKIG4v0i1sUYZvy3Gu9zjZeOJ+5UziQm+CqfixVvj/1rdiCcr5skOWmLZZ+z8/liZ2l7F8ZWDkI25Ls65nHjy1bjVEFKhuUXd0DzXlgqda9Asi0m6Vue3t7YxzPd5kf30TrxAa50QgC1hHmKxAMnX/uJ9OeY56olLWKyw+VnbvMBiW20Jixv5Ft9KGUf7vKIN/uckqk1Rn9n6ZhnVDuaRAAmQAAlUP4F4FU319409IIGqJnD55Ze7Z5991onHVnfHHXc4CCFxCSa/lqAlkf2r9jbnFabF0EYixQl5ORfVMUP2Hea9whdAzDTX1wDdc889bp999slbh52ERs8ShCH036/fzvmvJoj6eYUeQxsrDsrcpEmT9F61Xec/pBvvShuvfH2AuTr+IDy++uqrapKPeWlabHEG5cR7rxMv4048DuerKjyHstAgm6CG+mESLTFf9Q9zQhyVOYnX7GT/cXhd1EGhcw1zwwS5cvKHgCset9UUH6bQ0PjCfBsJAmi2EF+OeR7FwfIgsELrDfNgf3HIzvuvtZ33y0YdlzqO/uIFPrMY/7gU9Zmtb5ZxbWE+CZAACZBAdROgAFzd48fWJ5iAmUJDMDBTaPFsHNljf48eHkrzJf88NFj1kSQsjIPGLW6PqN8GM6/0+wDT7Oy9oYW0Ew/+EIBh7pov1XY+37U4h7ZCAPb7EXeNlYHgbNpGv692vrbrcb6+xivu3n4+hLlddtlF/66++mrV1mJRRhwU6YIDNJ759n37dQ0dOjQUfq+66qpYCwdfuMV8ikomREedQ57xtXmGvHLyF4dtDublmPOPPvqoCsASUxe3cRLrOhS6NUP++fcudp5bXXGvuAcEYCye5UuYw6WkUsfRzNPRhto+k1HnG4JlKXx4LQmQAAmQQGUSoAl0ZY4LW0UCSmD77bd3xx9/vB5DkwgnRFEJTqEgYCH5joOiytrDOc5J7NeoIiXnQVs4atSo2HrgIAgJbbb9ke1lryvMTZEkjIuTGKB6HPUPggYcZe29995OYgGHRaBVRIKJrp8fFvjzoBDHYtnX+O9Nww4NmoRr8k9lHEMoktjBmtejR4+wf5U2XhmNljcQNqHZ3GKLLVyfPn2yT+t78YDsxOt2eA7az0LTyy+/rEWhATzllFNiL4N22VKcEyzxgG1Fcl5hYvvOO+9ofpcuXcLz5eQPrbeE6dG6xau6g0mw7U3NNn9GoXLM87AjMQf43kCCEDxy5MiYUs6JF+7Yc4WcKHUcYT4vsZr1Vo899ljsLbHIEqWtbgiWsY3iCRIgARIggeolIJolJhIggQYmkC8MUnZTEMpFnNXAfXDGn5ihZhSVh+3wfPY5KyjasEA0eVpOtJGRsWOtbDGvfhgkhKcRU+ucahDSBOGD0B/E9/TToEGDwj4MHz7cPxUeI5axeLfVciIwBwiJY0k0amEoJcTGFUHOToWvCJtUSBxghAGKSwh9ZCFu0E/ExI1KsngR9mfYsGEZRUodLz98UVQ/cbMzzzwzvD+4RaVzzjknLIO5ZkkWRzRfFikCPwavncermP6G1/phivwyUcc2fmAopq9RRQJxIhWGvsFcGTFiRFjOD4OE9qEdUenQQw/V9olZcCAm2xlFSuXvV/bRRx+FHPbcc089RhzvuHEpdZ779446RmgpWVzQdiD8FsIVZSfERfa/U+LCIIFdXCp1HFGvPw6yWBR5q/333z9sqx8GCYXrm2Vkg5hJAiRAAiRQ1QQYB7iqh4+Nr1YCdRGA0UfxsJohDODBNVvInT59eiB7HPVBEYLhTTfdFPzyyy+KCA/iogkKxIQ2fJAULWwOPsQFFo/C+ieauZzztWX4AjDaKBrZQMws9TLR6AaIRSv7YLUNEMRFQ5VRJYQ0i5sLIVk8DgcmlKEvzzzzTCBao7AP4hws43q8wYO8Pdgj9qtog7WM3R+Cv53Ha1wc4HwCMCoU779hPWiTeC/W++Cf7FcMEI/Z7iOheMKxsEKljld9C8Di5CpsP+LcYuHCTxB4xYRVy4BpnLDnX2PHPpsjjzwyEDNmO6ULGjfccEO4SGIMZV94RhnLxyviRyNWrc13xPkVD81h+/v37x9eawel8rd67FX2QYf3Q5sQYzculWOex9Vt+VhwMUYQxvF9MG7cOP0MSfip8JyVEcsQu1Rfjz32WC2TTwAudRxxI3y+u3XrpvdCTGDEnBZtv7Zh9uzZgVggZLQ1WwBuCJbaGP4jARIgARJIDAEKwIkZSnakmgjUVQBG3/AQbw+reM0WgFFGzEFDARNloGET089A9hOH10L7KSGGUDwnPfLII2E5PCTXNZkALCbCAYRPay802OLlNXwv+3sDMXmMrN4XrHA92ov6/D4gf7/99gsflLMrGjx4cHgvlJW9guH9IVifdNJJ4fliBWA8uB9wwAFhPbhP69atA3HglJEH/mKKm91EfV/KeNW3AIwGQjhFv/AHTSsWJyCs+Asp6LOYKkf2Ly5TzFnD8bC6IUCCFe6DPNxD4mAHEMDwfuDAgWF1vgYYgppZNeAVWklfw495CEEqKpXCP7s+CO1op/XHXxDJLov35ZjnUfX6ebCiMH7WNnsVB1LBhRdeGLb5iSee8C8NChGASx1Hu6Fs7wjatGkTtgXfD/44Ym6IozQ9ny0Ao46GYGlt5SsJkAAJkED1E6AAXP1jyB5UIYFiBGAIXB07dgwfEqMEYKCAZkucEwWyty4si4deCAXixCh45ZVXYomVSwCGxlPC2QR9+/YNhRO0AcInHmRlj2RsG3Bizpw5gcQ/Dpo2bZrRB9QBYVri08aaHeN6aHuHDBkSZGt78ZAt+4cD2Rca1lusAIz7IEHzGGWiLmFbVAs4f/78moIx/4sdr4YQgDGGN954YyB7LUNeJkDBUgDmvuJ0LKZn+bNhNtyrV6+cejHmEgIsgBYXCSbmuCe0mBhXJF8A/ve//x3Ifu+chQeYAMue+fAavTDiX7H8s6tCe2F5gbb27Nkz+3Tk+1LneWSlWZkQDiWWcwAhEoKl7OsOMHfQb5iV23hmmx8XIgDjVqWMo9/U//3vf2oxYu3BKxbwMMdg0m2m5VECMOppCJZ+e3lMAiRAAiRQvQQaoenyQ8NEAiSQMAIiLDg4AZowYYJr3ry5ep9dHF6EZX+sEyHT/frrr27TTTfVGK91QQ3nNx9//LE6kJIFAIfQJyLMF1QF7gkHOvAM3bVrV3VAVNCFRRSSB3AnwoDDK8LsiAbLifat4JoqZbyiGoy2wQkbnCqJNtXBoZQI/VFF65wHL86YpyLkaL0IMSVa4DrXgwtQ1/vvv+/g5MrCaxVa0eLmX8o8L7SP2eUQu9gceMFZGOIyF5vKNY74rOI7S4RfDa9ljvHq0q7FwbIu7WNZEiABEiCBxUuAAvDi5c+7kwAJkAAJkEBZCcCjsvgN0IUA0f6qMBl1A9nm4MSaQuM3I+QUQq8xkQAJkAAJkEDSCRSunkg6CfaPBEiABEiABBJAABYSsidZe4IwTRZKze+amEY72WOtWVtuuSWFXx8Oj0mABEiABBJNgAJwooeXnSMBEiABEkgbAQi04hFezfHPP/98J3um3c4776wmxTBhFx8ETsIHwQeImpuL07i0IWJ/SYAESIAEUkyAJtApHnx2nQRIgARIIJkEJGSYE8dRDnubLUEz7L+Hdnjo0KFOvLdbEb6SAAmQAAmQQOIJFOZJJvEY2EESIAESIAESSA6B3XffXR3ASSgrJyHItGMm/IqnbYf8sWPHUvhNzpCzJyRAAiRAAgUSoAa4QFAsRgIkQAIkQALVSuCnn35y06ZNcy1btlSv8NXaD7abBEiABEiABEolQAG4VIK8ngRIgARIgARIgARIgARIgARIoCoI0AS6KoaJjSQBEiABEiABEiABEiABEiABEiiVAAXgUgnyehIgARIgARIgARIgARIgARIggaogQAG4KoaJjSQBEiABEiABEiABEiABEiABEiiVAAXgUgnyehIgARIgARIgARIgARIgARIggaogQAG4KoaJjSQBEiABEiABEiABEiABEiABEiiVAAXgUgnyehIgARIgARIgARIgARIgARIggaogQAG4KoaJjSQBEiABEiABEiABEiABEiABEiiVAAXgUgnyehIgARIgARIgARIgARIgARIggaogQAG4KoaJjSQBEiABEiABEiABEiABEiABEiiVAAXgUgnyehIgARIgARIgARIgARIgARIggaogQAG4KoaJjSQBEiABEiABEiABEiABEiABEiiVAAXgUgnyehIgARIgARIgARIgARIgARIggaog8P+3Wwa6l4uEEAAAAABJRU5ErkJggg==" width="480" /></p>
<p>The color can be change using analogous functions as fill. For example, we can color points on a scatterplot by a categorical variable.</p>
<pre class="r"><code>ggplot(data = AmesHousing, mapping = aes(x = Gr.Liv.Area, y = SalePrice, color = Central.Air)) +
geom_point(alpha = 0.2) +
labs(x = "Above grade living area (sq. ft)", y = "Sale price ($)") +
scale_color_colorblind("AC?")</code></pre>
<p><img 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" 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