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adding wk7 solutions; tweak to wk 6
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15 <title>Week 5 problem set: Worked solutions</title>
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D3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtd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Af%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%2BcBdwFFAAA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%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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQwOyIgZD0iTTEwMCAyMDBoLTEwMHYxMDAwaDEwMHYtMTAwMHpNMzAwIDIwMGgtMTAwdjEwMDBoMTAwdi0xMDAwek03MDAgMjAwaC0yMDB2MTAwMGgyMDB2LTEwMDB6TTkwMCAyMDBoLTEwMHYxMDAwaDEwMHYtMTAwMHpNMTIwMCAyMDBoLTIwMHYxMDAwaDIwMHYtMTAwMHpNNDAwIDBoLTMwMHYxMDBoMzAwdi0xMDB6TTYwMCAwaC0xMDB2OTFoMTAwdi05MXpNODAwIDBoLTEwMHY5MWgxMDB2LTkxek0xMTAwIDBoLTIwMHY5MWgyMDB2LTkxeiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwNDE7IiBkPSJNNTAwIDEyMDBsNjgyIC02ODJxOCAtOCA4IC0xOHQtOCAtMThsLTQ2NCAtNDY0cS04IC04IC0xOCAtOHQtMTggOGwtNjgyIDY4MmwxIDQ3NXEwIDEwIDcuNSAxNy41dDE3LjUgNy41aDQ3NHpNMzE5LjUgMTAyNC41cS0yOS41IDI5LjUgLTcxIDI5LjV0LTcxIC0yOS41dC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ4OyIgZD0iTTc1MyA2NDFxNSAtMSAxNC41IC00LjV0MzYgLTE1LjV0NTAuNSAtMjYuNXQ1My41IC00MHQ1MC41IC01NC41dDM1LjUgLTcwdDE0LjUgLTg3cTAgLTY3IC0yNy41IC0xMjUuNXQtNzEuNSAtOTcuNXQtOTguNSAtNjYuNXQtMTA4LjUgLTQwLjV0LTEwMiAtMTNoLTUwMHY4OXE0MSA3IDcwLjUgMzIuNXQyOS41IDY1LjV2ODI3cTAgMjQgLTAuNSAzNHQtMy41IDI0dC04LjUgMTkuNXQtMTcgMTMuNXQtMjggMTIuNXQtNDIuNSAxMS41djcxIGw0NzEgLTFxNTcgMCAxMTUuNSAtMjAuNXQxMDggLTU3dDgwLjUgLTk0dDMxIC0xMjQuNXEwIC01MSAtMTUuNSAtOTYuNXQtMzggLTc0LjV0LTQ1IC01MC41dC0zOC41IC0zMC41ek00MDAgNzAwaDEzOXE3OCAwIDEzMC41IDQ4LjV0NTIuNSAxMjIuNXEwIDQxIC04LjUgNzAuNXQtMjkuNSA1NS41dC02Mi41IDM5LjV0LTEwMy41IDEzLjVoLTExOHYtMzUwek00MDAgMjAwaDIxNnE4MCAwIDEyMSA1MC41dDQxIDEzMC41cTAgOTAgLTYyLjUgMTU0LjUgdC0xNTYuNSA2NC41aC0xNTl2LTQwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDU0OyIgZD0iTTUwMCA5NTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWg2MDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtNjAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXpNMTAwIDY1MHYxMDBxMCAyMSAxNC41IDM1LjV0MzUuNSAxNC41aDEwMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTEwMHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41ek0zMDAgMzUwdjEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTgwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV6TTAgNTB2MTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNWgxMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDAgcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDgxOyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek02NTAgOTAwaC0xMDBxLTIxIDAgLTM1LjUgLTE0LjV0LTE0LjUgLTM1LjV2LTE1MGgtMTUwIHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwcTAgLTIxIDE0LjUgLTM1LjV0MzUuNSAtMTQuNWgxNTB2LTE1MHEwIC0yMSAxNC41IC0zNS41dDM1LjUgLTE0LjVoMTAwcTIxIDAgMzUuNSAxNC41dDE0LjUgMzUuNXYxNTBoMTUwcTIxIDAgMzUuNSAxNC41dDE0LjUgMzUuNXYxMDBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTE1MHYxNTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4MjsiIGQ9Ik02MDAgMTE3N3ExMTcgMCAyMjQgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNHQtNDUuNSAtMjI0dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXpNODUwIDcwMGgtNTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDBxMCAtMjEgMTQuNSAtMzUuNSB0MzUuNSAtMTQuNWg1MDBxMjEgMCAzNS41IDE0LjV0MTQuNSAzNS41djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNXoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDg4OyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek02MDAgMTAyN3EtMTE2IDAgLTIxNC41IC01N3QtMTU1LjUgLTE1NS41dC01NyAtMjE0LjV0NTcgLTIxNC41IHQxNTUuNSAtMTU1LjV0MjE0LjUgLTU3dDIxNC41IDU3dDE1NS41IDE1NS41dDU3IDIxNC41dC01NyAyMTQuNXQtMTU1LjUgMTU1LjV0LTIxNC41IDU3ek03NTkgODIzbDY0IC02NHE3IC03IDcgLTE3LjV0LTcgLTE3LjVsLTEyNCAtMTI0bDEyNCAtMTI0cTcgLTcgNyAtMTcuNXQtNyAtMTcuNWwtNjQgLTY0cS03IC03IC0xNy41IC03dC0xNy41IDdsLTEyNCAxMjRsLTEyNCAtMTI0cS03IC03IC0xNy41IC03dC0xNy41IDdsLTY0IDY0IHEtNyA3IC03IDE3LjV0NyAxNy41bDEyNCAxMjRsLTEyNCAxMjRxLTcgNyAtNyAxNy41dDcgMTcuNWw2NCA2NHE3IDcgMTcuNSA3dDE3LjUgLTdsMTI0IC0xMjRsMTI0IDEyNHE3IDcgMTcuNSA3dDE3LjUgLTd6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4OTsiIGQ9Ik02MDAgMTE3N3ExMTcgMCAyMjQgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNHQtNDUuNSAtMjI0dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXpNNjAwIDEwMjdxLTExNiAwIC0yMTQuNSAtNTd0LTE1NS41IC0xNTUuNXQtNTcgLTIxNC41dDU3IC0yMTQuNSB0MTU1LjUgLTE1NS41dDIxNC41IC01N3QyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNXQtNTcgMjE0LjV0LTE1NS41IDE1NS41dC0yMTQuNSA1N3pNNzgyIDc4OGwxMDYgLTEwNnE3IC03IDcgLTE3LjV0LTcgLTE3LjVsLTMyMCAtMzIxcS04IC03IC0xOCAtN3QtMTggN2wtMjAyIDIwM3EtOCA3IC04IDE3LjV0OCAxNy41bDEwNiAxMDZxNyA4IDE3LjUgOHQxNy41IC04bDc5IC03OWwxOTcgMTk3cTcgNyAxNy41IDd0MTcuNSAtN3oiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYzOyIgZD0iTTM1MCAxMTAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00NTBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNDUwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMHEtMTY1IDAgLTI1Ny41IDkyLjV0LTkyLjUgMjU3LjV2NDAwIHEwIDE2NSA5Mi41IDI1Ny41dDI1Ny41IDkyLjV6TTkzOCA4NjdsMzI0IC0yODRxMTYgLTE0IDE2IC0zM3QtMTYgLTMzbC0zMjQgLTI4NHEtMTYgLTE0IC0yNyAtOXQtMTEgMjZ2MTUwaC0yNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMjUwdjE1MHEwIDIxIDExIDI2dDI3IC05eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNjQ7IiBkPSJNNzUwIDEyMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTEwLjUgLTI1dC0yNC41IDEwbC0xMDkgMTA5bC0zMTIgLTMxMnEtMTUgLTE1IC0zNS41IC0xNXQtMzUuNSAxNWwtMTQxIDE0MXEtMTUgMTUgLTE1IDM1LjV0MTUgMzUuNWwzMTIgMzEybC0xMDkgMTA5cS0xNCAxNCAtMTAgMjQuNXQyNSAxMC41ek00NTYgOTAwaC0xNTZxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMCBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDUwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2MTQ4bDIwMCAyMDB2LTI5OHEwIC0xNjUgLTkzLjUgLTI1Ny41dC0yNTYuNSAtOTIuNWgtNDAwcS0xNjUgMCAtMjU3LjUgOTIuNXQtOTIuNSAyNTcuNXY0MDBxMCAxNjUgOTIuNSAyNTcuNXQyNTcuNSA5Mi41aDMwMHoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0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20 <script src="data:application/x-javascript;base64,/*!
 * Bootstrap v3.3.5 (http://getbootstrap.com)
 * Copyright 2011-2015 Twitter, Inc.
 * Licensed under the MIT license
 */
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189
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191
192 <h1 class="title toc-ignore">Week 5 problem set: Worked solutions</h1>
193 <h3 class="subtitle">Statistics and statistical programming<br />
194 Northwestern University<br />
195 MTS 525</h3>
196 <h4 class="author">Aaron Shaw</h4>
197 <h4 class="date">May 2, 2019</h4>
198
199 </div>
200
201
202 <div id="pc0" class="section level2">
203 <h2>PC0</h2>
204 <p>Load the dataset. As usual, you’ll need to edit this block of code to point at the appropriate file location to make it work on your machine.</p>
205 <pre class="r"><code>pop &lt;- read.delim(file=&quot;~/Documents/Teaching/2019/stats/data/week_05/population.tsv&quot;)</code></pre>
206 </div>
207 <div id="pc1" class="section level2">
208 <h2>PC1</h2>
209 <pre class="r"><code>mean(pop$x, na.rm=T)</code></pre>
210 <pre><code>## [1] 2.598453</code></pre>
211 <pre class="r"><code>## Insert code for your group as needed:
212 w3 &lt;- read.csv(file=&quot;~/Documents/Teaching/2019/stats/data/week_03/group_03.csv&quot;, row.names=NULL)
213
214 mean(w3$x, na.rm=T)</code></pre>
215 <pre><code>## [1] 2.759947</code></pre>
216 <p>Given the structure of the full dataset, it’s also easy to calculate all of the group means:</p>
217 <pre class="r"><code>s.means &lt;- tapply(pop$x, pop$group, mean, na.rm=T)
218 s.means</code></pre>
219 <pre><code>## group_01 group_02 group_03 group_04 group_05 group_06 group_07 group_08 
220 ## 2.964142 3.163984 2.759947 2.303034 2.290273 2.387994 2.424987 2.400375 
221 ## group_09 group_10 group_11 group_12 group_13 group_14 group_15 group_16 
222 ## 2.887230 2.892782 2.376018 2.456387 2.489604 2.572719 2.786722 2.535294 
223 ## group_17 group_18 group_19 group_20 
224 ## 2.592676 2.354645 3.016203 2.314035</code></pre>
225 <p>We will discuss the relationship of the individual group means to population mean in class. Basically, we can think of each group as a sample, so the sample means are the <em>sampling distribution</em> of the population mean.</p>
226 </div>
227 <div id="pc2" class="section level2">
228 <h2>PC2</h2>
229 <p>I’ll do this two ways. First, just plugging the values from the group sample into the formula for the standard error, I can then add/subtract twice the standard from the mean to find the 95% CI.</p>
230 <pre class="r"><code>se &lt;- sd(w3$x, na.rm=T) / sqrt(length(w3$x[!is.na(w3$x)]))
231 mean(w3$x, na.rm=T)-(2*se)</code></pre>
232 <pre><code>## [1] 2.232594</code></pre>
233 <pre class="r"><code>mean(w3$x, na.rm=T)+(2*se)</code></pre>
234 <pre><code>## [1] 3.2873</code></pre>
235 <p>Now, I’ll write a more general function to calculate confidence intervals. Note that I create an ‘alpha’ argument with a default value of 0.05. I then divide alpha by 2. Can you explain why this division step is necessary?</p>
236 <pre class="r"><code>ci &lt;- function (x, alpha=0.05) {
237     x &lt;- x[!is.na(x)]
238     probs &lt;- c(alpha/2, 1-alpha/2)
239     critical.values &lt;- qnorm(probs, mean=0, sd=1)
240     se &lt;- sd(x)/sqrt(length(x))
241     mean(x) + critical.values * se
242 }
243
244 ## Here I run the function on the group 3 data
245 ci(w3$x)</code></pre>
246 <pre><code>## [1] 2.243150 3.276744</code></pre>
247 <p>Again, it’s easy to estimate this for every group:</p>
248 <pre class="r"><code>group.confints &lt;- tapply(pop$x, pop$group, ci)
249 group.confints</code></pre>
250 <pre><code>## $group_01
251 ## [1] 2.469464 3.458819
252 ## 
253 ## $group_02
254 ## [1] 2.629990 3.697978
255 ## 
256 ## $group_03
257 ## [1] 2.243150 3.276744
258 ## 
259 ## $group_04
260 ## [1] 1.846621 2.759447
261 ## 
262 ## $group_05
263 ## [1] 1.791081 2.789465
264 ## 
265 ## $group_06
266 ## [1] 1.965324 2.810665
267 ## 
268 ## $group_07
269 ## [1] 1.997502 2.852473
270 ## 
271 ## $group_08
272 ## [1] 1.985440 2.815311
273 ## 
274 ## $group_09
275 ## [1] 2.340745 3.433714
276 ## 
277 ## $group_10
278 ## [1] 2.400087 3.385476
279 ## 
280 ## $group_11
281 ## [1] 1.936974 2.815062
282 ## 
283 ## $group_12
284 ## [1] 2.042326 2.870447
285 ## 
286 ## $group_13
287 ## [1] 2.044957 2.934251
288 ## 
289 ## $group_14
290 ## [1] 2.164345 2.981092
291 ## 
292 ## $group_15
293 ## [1] 2.342309 3.231136
294 ## 
295 ## $group_16
296 ## [1] 2.064519 3.006068
297 ## 
298 ## $group_17
299 ## [1] 2.178324 3.007028
300 ## 
301 ## $group_18
302 ## [1] 1.889973 2.819317
303 ## 
304 ## $group_19
305 ## [1] 2.555803 3.476604
306 ## 
307 ## $group_20
308 ## [1] 1.918150 2.709919</code></pre>
309 </div>
310 <div id="pc3" class="section level2">
311 <h2>PC3</h2>
312 <p>We’ll discuss this one in class too. Since the samples are (random) samples, we should not be surprised that their individual group means are different from the population mean. We should also not be surprised that the 95% CI for the population mean estimated from at least one of the samples does <em>not</em> include the true population mean. Since our confidence interval is 95%, we would expect to be wrong about 1/20 times on average!</p>
313 </div>
314 <div id="pc4" class="section level2">
315 <h2>PC4</h2>
316 <p>Comparing the distributions (first for the single comparison)</p>
317 <pre class="r"><code>hist(pop$x)</code></pre>
318 <p><img src="data:image/png;base64,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" width="672" /></p>
319 <pre class="r"><code>hist(w3$x)</code></pre>
320 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" width="672" /></p>
321 <pre class="r"><code>summary(pop$x)</code></pre>
322 <pre><code>##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
323 ##  0.00078  0.60682  2.08238  2.59845  4.03440 11.21858      100</code></pre>
324 <pre class="r"><code>sd(pop$x, na.rm=T)</code></pre>
325 <pre><code>## [1] 2.291625</code></pre>
326 <pre class="r"><code>summary(w3$x)</code></pre>
327 <pre><code>##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
328 ##  0.001016  0.657997  2.266437  2.759947  4.089892 10.425881         5</code></pre>
329 <pre class="r"><code>sd(w3$x, na.rm=T)</code></pre>
330 <pre><code>## [1] 2.570002</code></pre>
331 <p>And here’s code to do it for each group. A ggplot2 “faceted” histogram will look great and makes for concise code.</p>
332 <pre class="r"><code>library(ggplot2)</code></pre>
333 <pre><code>## Registered S3 methods overwritten by 'ggplot2':
334 ##   method         from 
335 ##   [.quosures     rlang
336 ##   c.quosures     rlang
337 ##   print.quosures rlang</code></pre>
338 <pre class="r"><code>ggplot(pop, aes(x)) + geom_histogram() + facet_wrap(. ~ group)</code></pre>
339 <pre><code>## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.</code></pre>
340 <pre><code>## Warning: Removed 100 rows containing non-finite values (stat_bin).</code></pre>
341 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" width="672" /></p>
342 <pre class="r"><code>tapply(pop$x, pop$group, summary)</code></pre>
343 <pre><code>## $group_01
344 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
345 ## 0.000836 0.623552 2.480939 2.964142 4.869991 7.996040        5 
346 ## 
347 ## $group_02
348 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
349 ## 0.04996 0.98868 2.25888 3.16398 4.58581 9.64321       5 
350 ## 
351 ## $group_03
352 ##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
353 ##  0.001016  0.657997  2.266437  2.759947  4.089892 10.425881         5 
354 ## 
355 ## $group_04
356 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
357 ## 0.02008 0.44755 1.57473 2.30303 3.47370 9.87610       5 
358 ## 
359 ## $group_05
360 ##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
361 ##  0.000778  0.375376  1.387920  2.290273  3.839179 10.158698         5 
362 ## 
363 ## $group_06
364 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
365 ## 0.007768 0.517054 2.038364 2.387994 3.766346 8.899269        5 
366 ## 
367 ## $group_07
368 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
369 ## 0.00432 0.51095 2.19910 2.42499 3.78105 9.35393       5 
370 ## 
371 ## $group_08
372 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
373 ## 0.001657 0.691977 2.059659 2.400375 3.534149 9.170684        5 
374 ## 
375 ## $group_09
376 ##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
377 ##  0.007371  0.474792  2.503350  2.887230  4.194422 11.142319         5 
378 ## 
379 ## $group_10
380 ##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
381 ##  0.001859  0.872912  2.503538  2.892782  4.366617 10.468560         5 
382 ## 
383 ## $group_11
384 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
385 ## 0.01069 0.65365 1.71980 2.37602 4.08116 9.70812       5 
386 ## 
387 ## $group_12
388 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
389 ## 0.008528 0.540260 2.099041 2.456387 3.518414 7.945303        5 
390 ## 
391 ## $group_13
392 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
393 ## 0.006755 0.547588 2.174567 2.489604 3.748151 9.907302        5 
394 ## 
395 ## $group_14
396 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
397 ## 0.001154 0.905256 2.262228 2.572719 4.189871 7.278206        5 
398 ## 
399 ## $group_15
400 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
401 ## 0.01192 0.92555 2.49983 2.78672 4.24195 9.16923       5 
402 ## 
403 ## $group_16
404 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
405 ##  0.01626  0.67461  1.78174  2.53529  3.92996 10.49848        5 
406 ## 
407 ## $group_17
408 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
409 ## 0.01861 0.69614 2.39607 2.59268 3.89538 8.20067       5 
410 ## 
411 ## $group_18
412 ##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max.      NA's 
413 ##  0.001341  0.419682  1.786937  2.354645  3.397951 11.218583         5 
414 ## 
415 ## $group_19
416 ##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
417 ## 0.04522 1.28244 2.30096 3.01620 4.38815 9.91588       5 
418 ## 
419 ## $group_20
420 ##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max.     NA's 
421 ## 0.007343 0.620991 1.879363 2.314035 3.588999 8.116529        5</code></pre>
422 <pre class="r"><code>tapply(pop$x, pop$group, sd, na.rm=T)</code></pre>
423 <pre><code>## group_01 group_02 group_03 group_04 group_05 group_06 group_07 group_08 
424 ## 2.460005 2.655523 2.570002 2.269715 2.482454 2.101918 2.125861 2.063453 
425 ## group_09 group_10 group_11 group_12 group_13 group_14 group_15 group_16 
426 ## 2.717638 2.450142 2.183341 2.059100 2.211206 2.030818 2.210043 2.341134 
427 ## group_17 group_18 group_19 group_20 
428 ## 2.060548 2.310790 2.289548 1.968713</code></pre>
429 <p>They all look a little bit different from each other and from the population distribution. We’ll discuss these differences in class. Again, none of this should be shocking given the relationship of the samples to the population.</p>
430 </div>
431 <div id="pc5" class="section level2">
432 <h2>PC5</h2>
433 <pre class="r"><code>s.means &lt;- tapply(pop$x, pop$group, mean, na.rm=T)
434 s.means</code></pre>
435 <pre><code>## group_01 group_02 group_03 group_04 group_05 group_06 group_07 group_08 
436 ## 2.964142 3.163984 2.759947 2.303034 2.290273 2.387994 2.424987 2.400375 
437 ## group_09 group_10 group_11 group_12 group_13 group_14 group_15 group_16 
438 ## 2.887230 2.892782 2.376018 2.456387 2.489604 2.572719 2.786722 2.535294 
439 ## group_17 group_18 group_19 group_20 
440 ## 2.592676 2.354645 3.016203 2.314035</code></pre>
441 <pre class="r"><code>sd(s.means)</code></pre>
442 <pre><code>## [1] 0.2696987</code></pre>
443 <pre class="r"><code>## My standard error from one of the groups above:
444 se</code></pre>
445 <pre><code>## [1] 0.2636766</code></pre>
446 <p>We will discuss the relationship of these values in class. As mentioned earlier, the distribution of sample means drawn from the population is the <em>sampling distribution</em>. The standard error of the mean estimated from any of the individual groups/samples should be a good approximation of (but not necessarily equal to!) the standard deviation of the sampling distribution of the means.</p>
447 </div>
448 <div id="pc-6" class="section level2">
449 <h2>PC 6</h2>
450 <div id="a" class="section level3">
451 <h3>(a)</h3>
452 <p>Since there’s going to be some randomness in the next few commands, I’ll set a seed value to ensure the results are consistent on other laptops.</p>
453 <pre class="r"><code>set.seed(20190501)
454 pop.unif &lt;- sample(seq(0, 9), 10000, replace=TRUE)</code></pre>
455 </div>
456 <div id="b" class="section level3">
457 <h3>(b)</h3>
458 <pre class="r"><code>mean(pop.unif)</code></pre>
459 <pre><code>## [1] 4.5284</code></pre>
460 <pre class="r"><code>hist(pop.unif)</code></pre>
461 <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3deYBU1Zmw8beBlkY2WUSDICAajTtu8IkaE8UN4pK4axINgmBcQIkSIoomiIkmMYyTicZx3MhoYhIni0THmIlLotEgwWTURGXGZdQEUXFBZamv7q2qPtXV933pOtxTVX37+f3Tty73nHsa5LG7q+ogOQCAF6n3AgCgsyKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IaJd3g0RucydmxyceiQ5viw/X1mtpKfnLSbts2jLwoHovo1zb39gGXCA6hoB2eZkP6KIe8Wexc73XUa7Nb2wjLhAdQ0C7vI0K6O7Rr88IvcSNsnKwNF6fyn9jG3KB6BgC2uVlPaA/kQbsU/lvbEMuEB1DQLu8rAf0G/HncOuKV+q9kHLlv7ENuUB0DAHt8qyAPntDZL0+uBMEdFa0xJH1XkWF8t/YhlwgOoaAdnlWQDeoswS0kb89bvgFQkdAuzwroNdER5uVfuHtG47ftn+PQTt+9pb34sf3zZixeXTBmBkz/qN4yZofTdl5SPPgHU6+4a3yeyybsVOfwft+/4Pc70/Nuzw6NS0aOS6Xe/1Lu7YsiS966esnjx/Wc8T4E69+qTjs6ujq7+bW/Mt+g1u2OfG+eKZzdug3aL8pDyZ/Lu1un1/iHtGNBs2YMWNdm0svjea+Mbf2toOGtoyadOsH1izm1UXjottMKz44I3qwX3R0YzTw0lxuyVkf67fp6M/+tnhB62+svkB0BgS0y+twQG8YICUDr4tOXNn6WGYVLvn3Ua1nBsxv/dHpBxd0K5wb/9rtrWUpBvQP0aSPRxdd1KN17CazC2MnRQ9OfWGv4unJH+a+WrpoalJt2t++bIkVP8otBG/lQcVf3PEPxizW1W3nKz5wAS18musvKf4OyGffz7X5jdUXiM6AgHZ5HQ3ol6XcWbn2AV1/XptLDil+/fbhUa2n9vi3irI8E0c5H9C1R7YZ+/l4ZBzQg7Zzd5nrrpjT7hNJuv0GAjr14NZf7f2APot+dcV8WkDLfu8m59r8xhLQzo2AdnmFgI7aq9WW8YnKgN4jbd3cPqBfrbjkmMINLig7tXVFWSbGZ/MBXVgx9t7omkkVJ5vKjnu2e9I66fYbCOhmZb884DV1Fv3qivmUgPYun/DxNr+xBLRzI6Bd3g2SqDKgB0aHPb744/sWTW6JDkfETyGXP4n0x8K3qdt+8bqL9inM8W9lp7f+3OSPFqd2ZelTasr6raKPLZ//zi3fPiQ+9dnommJAex90Wum7eOlz8Gl7FI5+UvF5KLfXnqMZV5xw61Om7y7ulsosytWV8ykBzdvmmFN2LhydVfEby5NInRkB7fI6FtD34rBcE4/4RXxB/MxPeUA/E58+JXqCaf3X4su3j35QeWJ8+ozoy6tvd68IaP6SO55Z/er7uUfjB3fH85wSHe4eHRUCOmZ5/vC7hcv3+t/SquSrFZ+HcvsNBPS8aF0/iP+X0OP/9FmUqyvn0wK66U3R/26ujY93a/sbS0A7NQLa5XUsoM/FJ/+1MGT7zfLuio7KAroyzs1exVmnxNc/mD/dHB1MKJz9RmVAxxWfz74xerBN4fhb0fHw6CgOaLc/xWdHR8fd/xwfxz8I+HzbT0O5/QYCekLhwffiB1frsyRf3W4+LaDfLZzePzrevO1vLAHt1Ahol9exgL4cn+w97aG2P6grC+hP4yvuLv7C8rib83O5n8Wn7y+cfW/LirI8Wrz8nVfzVsaHqz8R/cKw6DAO6I6FK+Lv7HctHH8yOj617aeh3N4OaFMhyLn3h0aPjtZnSb663XxKQHuuKZyOn55rafsbS0A7NQLa5XXsWfi1pdcwbfaZ77/gri0L6CXRYXPrq4vGRA8/ncvNKUtFLndO27Js2nYpa/5y+9xj4p+GlgV0UuHXDiuL1sEJAVVubwd0u9KjydGjEfosyVe3m08JaLH7hWfKCGiWENAur4MvY1ogzsdmLCleWxbQs9o0pvDDxANyuS9EH3cvnV3Ytizl2Vj2tY9v4m7hAnps4ZfjgJ5YOE4KqHJ7O6CHlh59LXrUW58l+ep282kvYyqevpaAZg0B7fI6+jrQb7WUJVQOLLxbqCygp0aHH2+d5dzo4S653DHRx4mls/+RXJZc7o1p5a9R8giocns7oKeVHsWvT5W16izJV7ebj4B2NQS0y+vwO5FeX7hnWeGG/j06V/kV6EdbZzk+erhvLndS9PH/tblZQkDXH1CYtdtHT7lpgVdAldt38CvQ+J599FmSr243HwHtaghol9fx98Lnci/+y+E9SwU9JzpR+TPQTVp/fBi/WvPIYpK2bDN3QkCvj6c8avGq/PFVXgFVbm8HtDWVcfFG6bMkX91uvqnFBycT0C6CgHZ51QQ0752fnFZ4Y0387HhZQAv7Av+qeNn/xj/PvDiX+058+snC2fW7KgE9OnpUfLroTK+AKre3A9rtvwsPPhgePTpOnyX56nbzHVV8oHyaBDRzCGiX17GAHrN73ncKF6yMX2gUfwsbB/S8+Ozr8Uso9ylOEj93JL/J5R6TsvItEiWgO0SPvhYfrhriFVDl9ht4HehJhQeFl+lfq8+SfHW5+Ge9wwova32wGwHtIghol9exgMb92vofhSvi51biLYDjgJ5ZOBt/FSmnrc61voln27W53LqR8elLoit+0FsL6EeiRxOit+us/px4BVS5/YbeifSl6Nv1RfHzY71e12dRrr5zWuT5aL6L4gtmRRf/ZrjyaRLQzCGgXV7HAvrP8cltvr74oftuPil+wjx+W87Y6Gi3wtddfyg8j77DzBu/MrbQm5ui04V3H8mO06aNKRwlBbTwvvNPXnvznB3EM6DK7Tf0XvjRp51TfKP9ucYsytWz3G9V4Zl5+egpny091UZAuwAC2uV1LKCrRkhbTfHewPGzJTJkl/i770srLin8lPCDnStOJwV0XuU18Rseqwqocnv7nUhll49cZcyiXF0W0BWbbvjTJKCZQ0C7vA4+ifTowLZ5+Ep89p+Kjwr7gZ7d5opJ7xTm++8tWk91OzS5LLmVQ1qvGVjYPPPVXLUBVW5vBfS44a2Xb77MmkW5uiyguW+6QbsdS0C7CALa5XX0WfhnJ5Z1ZUhxW5G1Y8sCmsvd5r5OHXRV679F98zepTb+pN2O9CVLStsm7/f0k/HHo9dXG1Dl9lZAp/2x1MRxT5uzKFeXBzQ3t/QV6qGv8TrQroKAdnkdfxnTf88/+cDtNt1sp0PPuP3d0rnVC8cN7dFni/nFhx/eMXmnzXsM/OhJ//p22S3W/fDYkT3773rxP3JqQHMfXnvwiJ5bHxf940rnnRh5vfqAJt7eDGju9cv3GNhz5KfvXGfPolzdJqC5ZdN26NMy6ti7crnrok/g0nafJgHNHAKKWvrXKBafqPcqIm3eOZTy1egyCChqKd6N6aR6ryJCQJECAoqwntg28k+FB3+Pn0+6qr4rKiCgSAEBRVhvxi87Hxj/U2rPx1uy91he5yXFCChSQEARWOGfCe4+6eI5R/eKD79U7xXFCChSQEAR2PuflDaOXVPvFcUIKFJAQBHamsv7unwO/Od1Gx5RCwQUKSCgCO/NmyYfskPvliF7Trnj/XqvpYSAIgUEFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUATwQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAU/iArnh26ePPvBL8NgBQa2EDuuyy8QMk1nfs3GVBbwUAtRYyoH87Uto4ennAmwFArQUM6MMDo2r2Hz32iMPHbht/ITrkj+HuBgC1Fi6gK4eKjJ77ROnh01eOERm5KtjtAKDWwgV0vsjJq8tPrJ8rclWw2wFArYUL6J4y/IOKUwfK2GC3A4BaCxfQgTK98tRCGRzsdgBQa+EC2iIXVp66WXoFux0A1Fq4gI6SCZWnZsjoYLcDgFoLF9DTpemetmee6ieTg90OAGotXEAf6SYtC8rewvnG9YOk26PBbgcAtRbwhfSzRaRp/Jxrbr178aKFl0xozj+cE+5uAFBrId/KuaC57Vs5m68IeDMAqLWgm4k8P20Ll88hU58LeS8AqLXA29mtW7po3sypU2bOu23JurB3AoBaY0NlAPBEQAHAEzvSA0jy3kpPb9R75TXEjvQAEjy7qfjqQpuusSM90Bnce6Wnb/7J74b/Kc0DvPSW09L91BsZO9IDncAHze2/0OugMX53/E852G/gvxHQNLAjPZCad6T5Ii9TZHu/OxLQjmBHeqATeEd6+w18moCGxI70QCdAQBsTO9IDnQABbUzsSA90AgS0MbEjPdAJENDGxI70QCdAQBsTO9IDnQABbUzsSI+0vXn+VE9nv1DvtTcsAtqY2JEeabvV+z0zcpnfHV+8xO9F5hddtHBtup97MAS0MbEjPdJ2o+x7nZcjZa7fHc/xT/Z96X7uwRDQxtQ4O9L/40c/rLToW5UvxUcncKOc7jfwct+ATpVP+220sb380u+ONUdAG1PjbKh8TNLXB1PrvSpUrx4Bvc5v4BG+Af3e3nt6avf2ko7pCgFd9nHf39QJy/3uuPEaJ6C/OK6dj8ol9V4VqtcVArqb/w8NVnrdsCsE9Gv+v6nX+91x4zX0jvQz5VspL6adVb67bvNv5Km6QkB3lX9/3Es/ed3rhl0hoJfLGX6/qZ+W7/ndceM19I70HQ7oy9/w3Gz2IO//5W3h94VEV9A1Auq5TfFAAqry/vM/M5sB3egd6Tsc0I14FraX367b3X3/AnUBBNRAQHUEtI2N35G+wwGdKof5vQxwU5lX/ScW8f4L1AUQUAMB1RHQcinsSF9FQD3/Am1OQNNHQA0EVEdAy6WwI30WA/rBc57+90O/G9YeATUQUB0BLZfCjvRZDOg475/W7uF3w9ojoAYCqiOg5VLYkT6LAR0gI7fxMcr3L1DtEVADAdUR0HIp7EifzYDW+IXUtUdADQRUR0DLpbAjPQF1CKiBgOoIaFANvSM9AXUIqIGA6ghoUA29Iz0BdQiogYDqCGhQDb0jPQF1CKiBgOoIaFANvSM9AXUIqIGA6ghoUA29Iz0BdfwD+lC7jao76lW/GxJQAwHVEdB2qtiRPgEBdbz/Ar3Uzful+5/2uyMBNRBQHQFNGQF1vP8CPSV9229V3REH+P4FIqAGAqojoCkjoM5GBHQHv4Hef4EIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDChfQVxNVNQUBdQiogYDqCGhQ4QKa/NrsqqYgoA4BNRBQHQENKlxABxHQJARUR0B1BNSQyYB+eNdO+WDuflhbVU1BQB0CaiCgOgIaVMgnkd7eR+TOjZmAgDoE1EBAdQQ0qKDPwv+EgLZDQHUEVEdADVkN6IfNBLQSAdURUB0BNWQ1oLmdCGglAqojoDoCashsQC8+8LcbM5yAOgTUQEB1BDQo3onkN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgwof0BXPLn38mVe8hhJQh4AaCKiOgAYVNqDLLhs/QGJ9x85dVvVwAuoQUAMB1RHQoEIG9G9HShtHL69yAgLqEFADAdUR0KACBvThgVE1+48ee8ThY7eNvxAd8sfqZiCgDgE1EFAdAQ0qXEBXDhUZPfeJ0sOnrxwjMnJVVVMQUIeAGgiojoAGFS6g80VOXl1+Yv1ckauqmoKAOgTUQEB1BDSocAHdU4Z/UHHqQBlb1RQE1CGgBgKqI6BBhQvoQJleeWqhDK5qCgLqEFADAdUR0KDCBbRFLqw8dbP0qmoKAuoQUAMB1RHQoMIFdJRMqDw1Q0ZXNQUBdQiogYDqCGhQ4QJ6ujTd0/bMU/1kclVTEFCHgBoIqI6ABhUuoI90k5YFZW/hfOP6QdLt0aqmIKAOATUQUB0BDSrgC+lni0jT+DnX3Hr34kULL5nQnH84p7oZCKhDQA0EVEdAgwr5Vs4FzW3fytl8RZUTEFCHgBoIqI6ABhV0M5Hnp23h8jlk6nPVjiegDgE1EFAdAQ0q8HZ265Yumjdz6pSZ825bsq760QTUIaAGAqojoEGxobLfQAKqI6AGAqojoCkjoA4BNRBQHQENih3p/QYSUB0BNRBQHQGtxI707RBQHQHVEVBDRgPKjvQJCKiOgOoIqCGbAWVH+iQEVEdAdQTUkMmAsiN9IgKqI6A6AmrIZEDZkT4RAdURUB0BNWQyoOxIn4iA6giojoAaMhnQanekv3LggEotMqNj9yKgOgJqIKA6AtoRjbMj/XRJMLVj9yKgOgJqIKA6AtoRjbMj/fqV7UznW/hWBNRAQHUENCh2pPcbSEB1BNRAQHUEtBw70icioDoCqiOghkwGlB3pExFQHQHVEVBDNgPKjvRJCKiOgOoIqCGjAWVH+gQEVEdAdQTUkNWAsiN9ewRUR0B1BNSQ3YBuHALqEFADAdUR0KAIqN9AAqojoAYCqiOgqtfvvWlxdTsxRQioQ0ANBFRHQIMKGtAXrznn4gfyH9df3kdEen7xrSrHE1CHgBoIqI6ABhUyoLdsGj37Pn197pziE/G7rahuAgLqEFADAdUR0KACBvTbxWxevVhk0PFzjuotcnR1MxBQh4AaCKiOgAYVLqCv9ZNuZ/3wn3aWlhGy36v5E8/sKPL7qqYgoA4BNRBQHQENKlxALxL5Qf7DO7uLtLwYn/mDyJlVTUFAHQJqIKA6AhpUuIAeLGPijz8VObV4an/ZsaopCKhDQA0EVEdAgwoX0GHFLzdfFim9B/5M6V/VFATUIaAGAqojoEGFC2hfmRV/fFvkn4qnZkvPqqYgoA4BNRBQHQENKlxA9yo+575EWv9lo8/IVlVNQUAdAmogoDoCGlS4gJ4qPV+IPk4T2WFtfObtITKpqikIqENADQRUR0CDChfQX4vs9ufc6m90Fyl28Dyp8vMkoA4BNRBQHQENKuAL6T+VL+egZpGDZopM/e2L9xwlsuW7Vc1AQB0CaiCgOgIaVMCAvrp//EakES+tGlF8T1L3xdXNQEAdAmogoDoCGlTI98KvuWybbv1PfCGXe65Q0IF3VTkBAXUIqIGA6ghoUKF3pC98ePeqSXse8c0qtxIhoOUIqIGA6ghoUGyo7DeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKiOgKaMgDoE1EBAdQQ0KALqN5CA6giogYDqCGjKCKhDQA0EVEdAgyKgfgMJqI6AGgiojoCmjIA6BNRAQHUENCgC6jeQgOoIqIGA6ghoygioQ0ANBFRHQIMioH4DCaiOgBoIqI6ApoyAOgTUQEB1BDQoAuo3kIDqCKiBgOoIaMoIqENADQRUR0CDIqB+AwmojoAaCKguIwF9qfarUBBQh4AaCKiOgAaVENBuB920qvYLSUJAHQJqIKA6AhpUQkBFZNOTF69N6w4rnl36+DOveA0loA4BNRBQHQENKiGg45vyCZUtZv5x42dfdtn4ARLrO3busqqHE1CHgBoIqI6ABpX0JNLyBbvE0dtxwQsbNfffjpQ2jl5e5QQE1CGgBgKqI6BBKc/CP/nlkVHymj5x41veUz88MJqi/+ixRxw+dtv4C9EhVX5RS0AdAmogoDoCGpT6Mqb1D589JIperxN+scZr5pVDRUbPfaL08Okrx4iMrO7ZKQLqEFADAdUR0KCs14Gu+dXn+sZfOJ77mMfM80VOXl1+Yv1ckauqmoKAOgTUQEB1BDQo+4X0j53Xo/Djy53vWF/tzHvK8A8qTh0oY6uagoA6BNRAQHUENCg9oOsenLF1HM+t4x+HnvBhlTMPlOmVpxbK4KqmIKAOATUQUB0BDUoJ6Jr7pm9ZqOf5v1+//tcnNol8o8qZW+TCylM3S6+qpiCgDgE1EFAdAQ0qKaAf/PILgwr1vOCR4qnf9ar6j2GUTKg8NUNGVzUFAXUIqIGA6ghoUAkBPaVfXM8RrfWMHCp9qpz5dGm6p+2Zp/rJ5KqmIKAOATUQUB0BDSr5rZwyYtajbU9OkvFVzvxIN2lZUPYWzjeuHyTdHtWvT0BAHQJqIKA6AhpUUkBHVtYz73e/erLaqWdHr8QfP+eaW+9evGjhJROa8w/nVDcDAXUIqIGA6ghoUAkB/UNacy9obvtWzuYrqpyAgDoE1EBAdQQ0KO1lTIWXfW7ce+Fzz0/bwuVzyNTnqh1PQB0CaiCgOgIaVGJA1yyc+NHo41rZbs77GzX9uqWL5s2cOmXmvNuWrKt+NAF1CKiBgOoIaFBJAX1xX5Eto4O1+S8cxzxf4xWVIaAOATUQUB0BDSohoOv3EulxVHw0dUuR/Wu9JIeAOgTUQEB1BDSohIAuEtn3xeLxuyeL3LFxd2BH+jYIqI6A6gioobECOkn6/6P1wfvD5Xj/2dmRvh0CqiOgOgJqaKyAbi+fK3s0XXbxnZsd6RMQUB0B1RFQQ2MFtKXNp3FZlRuAOOxIn4SA6giojoAaGiugQ+TEskcnyRC/mdmRPhEB1RFQHQE1NFZAPyHD3mt9sHq479Pw7EifiIDqCKiOgBoaK6DfFTmh9cHpIt/0m5kd6RMRUB0B1RFQQ2MF9P1tRfb6cRS/NfftL/KRd/xmrnZH+ie+fFGlvaWD754noDoCaiCgOgLaEUnvRPpztJ1y00f2HNk9/7HlQc+Zq92RfpIkOEG/vhwB1RFQAwHVEdCOSHwv/HP7txZse59/kDNW7Y70f76ynf1kQcfuRUB1BNRAQHUEtCOU3ZgePGu3zZp6b3PKnWu9Z2ZH+kQEVEdAdQTU0HgBTQE70icioDoCqiOghkwGlB3pExFQHQHVEVBDNgPKjvRJCKiOgOoIqKHRAvp/t846u8xy38nZkb49AqojoDoCamiwgP50s7ZfOf7Vf3p2pK9EQHUEVEdADY0V0Oc3qXgx5tu1X1YBAXUIqIGA6ghoUAkB/YJ0/yQzf4MAACAASURBVNJjf1/h1H5VRQTUIaAGAqojoEElBHQX+Xrad3nn3pvuWLK+6mEE1CGgBgKqI6BBJQR0027vtT/p5XczLo0+rJjWM/pJwLDvVZtQAuoQUAMB1RHQoBICOnjLdKZec77IGfmPz49q3ZK+cnumDSCgDgE1EFAdAQ0qIaDjPf+IK302n8wz8x3dTaT5sPNnHNAkMq26GQioQ0ANBFRHQINKCOgN8v00Zn5AZNAdH+ZyN4ns/GR04v6tpGlpVVMQUIeAGgiojoAGlRDQtRN6/SGFmY+X7nEuD5PmJwtnfi1yVlVTEFCHgBoIqI6ABpX0Qvo3j+wxZYnnNsrOjjIp/jjEbWs3Xj5W1RQE1CGgBgKqI6BBJf278JMmtojI5sNK/GZukS/FH5vlvNKps6VvVVMQUIeAGgiojoAGlRDQdtvC+808tPiU0ZbRM0kFZ0mfqqYgoA4BNRBQHQENKqGO+1Xym/mTMjJ++/sRMr50apxsV9UUBNQhoAYCqiOgQYXbzu46ka9EH38kTb8rnFlceF1oxxFQh4AaCKiOgAYVLqDv7SBy4uP5g4myXfw0/K+3FHmoqikIqENADQRUR0CDCrih8tLBIrLb+VffMFxajp8/55AmkanVzUBAHQJqIKA6AhqUFtCV9//0lhW56vf/KPfsuIpno6ZW+U/UEVCHgBoIqI6ABpUc0Hv36Zbv3dLc9yf+bKNm//HEnu4f9Dj8gWqHE1CHgBoIqI6ABpUY0OmF5C3NfU/kvI37KvTth677yrmTp3/p2/e+Wf1gAuoQUAMB1RHQoJICeqlI04SLo4D+fBORmTVfUysC6hBQAwHVEdCgEgK6vLtscX/0evql+eOdpXl5zRdVQkAdAmogoDoCGlRCQGdK/F9VHNDci5vIubVeU9lKCGgJATUQUB0BDSohoHvJuPhX4oDmjpUDaruiMgTUIaAGAqojoEElBHSgnBP/SiGgF0tKG9R7IKAOATUQUB0BDSrp30SSWfGvFAJ6ofSq7YrKEFCHgBoIqI6ABpUQ0NFyWPwrhYBOlFG1XVEZAuoQUAMB1RHQoBL/XfjmP+dKAX2qp5xa6zW1IqAOATUQUB0BDSohoA+KjHmxGNCX9xFZXPtVFRFQh4AaCKiOgAaV9EL6k0QGXPpbkV8sntdP5NCar6kVAXUIqIGA6ghoUEkBfe+gsg1AxrxR8zW1IqAOATUQUB0BDSrxvfBrrxhUzGefC1fXekVlCKhDQA0EVEdAg1K2s3v3pxccf9hx597usQNIigioQ0ANBFRHQIMKuKHyxiOgDgE1EFAdAQ2KgPoNJKA6AmogoDoCmjIC6hBQAwHVEdCgEgJ6bYXf1X5VRQTUIaAGAqojoEElBLTiHzKS2bVfVREBdQiogYDqCGhQGwxojx5zar+qIgLqEFADAdUR0KASAvpQyS+vOam7zFpX+0WVEFCHgBoIqI6ABrWBJ5Ge2k3Oqs1CkhBQh4AaCKiOgAa1oWfhnx8g99RkIUkIqENADQRUR0CD2uDLmM6QY2qxjkQE1CGgBgKqI6BBbTCg35PhtVhHIgLqEFADAdUR0KA2GNBvS0st1pGIgDoE1EBAdQQ0qA0G9BAZXYt1JCKgDgE1EFAdAQ1qAwFde7nIEbVZSQIC6hBQAwHVEdCgEgJ6sLNftC+o539iKSCgDgE1EFAdAQ1qw2/lPKX2iyohoA4BNRBQHQENKiGgg8tsddj1tV9TKwLqEFADAdUR0KDYzs5vIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUAkB3TnZl2u/OALqEFADAdUR0KA6sCN90U21XxwBdQiogYDqCGhQCQGdPatXFMyWbfpEH7YofQX6Su0XR0AdAmogoDoCGlTSz0AvENny6pfW53KvXj9CNn+k5mtqRUAdAmogoDoCGlRCQP/cXfZ6p3j8wQEy5LWaLqgcAXUIqIGA6ghoUAkBPUf6vtz64LXNpA7PHhURUIeAGgiojoAGlRDQ7eXQskeTZKeaLaYSAXUIqIGA6ghoUAkB3VTOL3t0ofSt2WIqEVCHgBoIqI6ABpUQ0P4ysezRp3z/4FJAQB0CaiCgOgIaVEJAd5OBb7Y+eGuQ79+/FBBQh4AaCKiOgAaVENC5Ip9aX3pwjMg5tVxPGwTUIaAGAqojoEElBPTvA0T2fzA+/P2BIs1P13hJDgF1CKiBgOoIaFBJL6T/WbOIbHXgKZ8YHr0V6eqar6kVAXUIqIGA6ghoUIm7Md03rPUd8L2urfWKyhBQh4AaCKiOgAaVvJ3dO9d9one+nt12+fILNV5PGwTUIaAGAqojoEGp+4GuffXpF96r5UoSEFCHgBoIqI6ABsWGyn4DCaiOgBoIqC5LAV15/09vWZFbr/xqjRBQh4AaCKiOgAaVHNB79+kmIktz35/4sxqvpw0C6hBQAwHVEdCgEgM6vfAM/NLc90TOq+NXoQTUIaAGAqojoEElBfRSkaYJF0cB/fkmIjNrvqZWBNQhoAYCqiOgQSUEdHl32eL+6J9GWpo/3lmal9d8USUE1CGgBgKqI6BBJQR0psT/VcUBzb24iZxb6zWVrYSAlhBQAwHVEdCgEgK6l4yLfyUOaO5YOaC2KypDQB0CaiCgOgIaVEJABxb2XyoG9GLZcuPusOLZpY8/4/dPehJQh4AaCKiOgAaVuCP9rPhXCgG9UHr5z77ssvEDCs/o9x07d1nVwwmoQ0ANBFRHQINKCOhoOSz+lUJAJ8oo37n/dqS0cfTyKicgoA4BNRBQHQENKiGgX5DmP+dKAX2qp5zqOfXDA6Nq9h899ojDx24bfyE65I/VzUBAHQJqIKA6AhpUQkAfFBnzYjGgL+8jsthv5pVDRUbPfaL08Okrx4iMXFXVFATUIaAGAqojoEElvZD+JJEBl/5W5BeL5/WTNv/GcTXmi5y8uvzE+rkiV1U1BQF1CKiBgOoIaFBJAX3voLIfXI55w3PmPWX4BxWnDpSxVU1BQB0CaiCgOgIaVOJ74ddeMaiYzz4Xrk66oCMGyvTKUwtlcFVTEFCHgBoIqI6ABqVsZ/fuTy84/rDjzr39zeRf7ogWubDy1M1VviSKgDoE1EBAdQQ0qHAbKo+SCZWnZsjoqqYgoA4BNRBQHQENqn1AX77vvpfTmPl0abqn7Zmn+snkqqYgoA4BNRBQHQENqn1Avy1yeRozP9JNWhaUvYXzjesHSbdHq5qCgDoE1EBAdQQ0qPYB/YF4v3S+rdki0jR+zjW33r140cJLJkT/2Pyc6mYgoA4BNRBQHQENqn1A3xgko9elMveC5rZv5Wy+osoJCKhDQA0EVEdAg0p4EmlxT/l6OpM/P20Ll88hU5+rdjwBdQiogYDqCGhQSc/CPzBCDv3NRryAqcy6pYvmzZw6Zea825Z4fFVLQB0CaiCgOgIaVEJATzzx8Ogrxk23GlZU+1UVEVCHgBoIqI6ABpUQUKlU+1UVEVCHgBoIqI6ABpVQx/0qbdwd2JG+DQKqI6A6AmporICmiB3p2yGgOgKqI6CGjAaUHekTEFAdAdURUEOjBPTii3+c4tTsSJ+EgOoIqI6AGholoOL7mSdhR/pEBFRHQHUE1NB4Ae3R4wsbOzM70icioDoCqiOghsYLaApfi1a7I/265c9V+gIBbUVADQRUR0CDChfQanekP6Pd60/zpnTsXgRUR0ANBFRHQDsiXECr3ZH+W9u0018u6Ni9CKiOgBoIqI6AdkS4gLIjfSICqiOgOgJqyGRA2ZE+EQHVEVAdATVkMqDsSJ+IgOoIqI6AGjIZUHakT0RAdQRUR0AN2QwoO9InIaA6AqojoIaMBpQd6RMQUB0B1RFQQ1YDyo707RFQHQHVEVBD4wS0/w4F7iivXmsjoGUIqIGA6ghoUBUBTVSvtRHQMgTUQEB1BDSoWgX0tNN+VP0gAuoQUAMB1RHQoNrU8X+SpXIfmV39IALqEFADAdUR0KBq9f05AS0ioDoCqiOghkwG9L42RE6MP1Y1BQF1CKiBgOoIaFDhAprCz1MJqENADQRUR0CDChfQZgKahIDqCKiOgBoyGdBHthYZMGNWkcg+8ceqpiCgDgE1EFAdAQ0q4JNIr08U+URpOyaeRCoioDoCqiOghmwGNLf+yu6yRfFpIwJaREB1BFRHQA0ZDWgu98BQ6TYvfhM8AS0ioDoCqiOghswGNPfawSIHvZojoK0IqI6A6gioIbsBza27tJts+RsC2oqA6giojoAaMhzQXO7ezaX7V9cR0CICqiOgOgJqyHRAcy/vL3IIAS0ioDoCqiOghmwHNLfmoiYhoEUEVEdAdQTUkPGA5nI/H0hAiwiojoDqCKgh8wHNrXrppbeqH0VAHQJqIKA6AhpU/bab7wAC6hBQAwHVEdCgCKjfQAKqI6AGAqojoCkjoA4BNRBQHQENioD6DSSgOgJqIKA6ApoyAuoQUAMB1RHQoAio30ACqiOgBgKqI6ApI6AOATUQUB0BDYqA+g0koDoCaiCgOgKaMgLqEFADAdUR0KAIqN9AAqojoAYCqiOgKSOgDgE1EFAdAQ2KgPoNJKA6AmogoDoCmjIC6hBQAwHVEdCgCKjfQAKqI6AGAqojoCkjoA4BNRBQHQENioD6DSSgOgJqIKA6ApoyAuoQUAMB1RHQoAio30ACqiOgBgKqI6ApI6AOATUQUB0BDYqA+g0koDoCaiCgOgKaMgLqEFADAdUR0KAIqN9AAqojoAYCqiOgKSOgDgE1EFAdAQ2KgPoNJKA6AmogoDoCmjIC6hBQAwHVEdCgCKjfQAKqI6AGAqojoCkjoA4BNRBQHQENioD6DSSgOgJqIKA6ApoyAuoQUAMB1RHQoAio30ACqiOgBgKqI6ApI6AOATUQUB0BDYqA+g0koDoCaiCgOgKaMgLqEFADAdUR0KAIqN9AAqojoAYCqiOgKSOgDgE1EFAdAQ2KgPoNJKA6AmogoDoCmjIC6hBQAwHVEdCgCKjfQAKqI6AGAqojoCkjoA4BNRBQHQENioD6DSSgOgJqIKA6ApoyAuoQUAMB1RHQoAio30ACqiOgBgKqI6ApI6AOATUQUB0BDYqA+g0koDoCaiCgOgKaMgLqEFADAdUR0KAIqN9AAqojoAYCqiOgKSOgDgE1EFAdAQ2KgPoNJKA6AmogoDoCmjIC6hBQAwHVEdCgCKjfQAKqI6AGAqojoCkjoA4BNRBQHQENioD6DSSgOgJqIKA6ApoyAuoQUAMB1RHQoAio30ACqiOgBgKqI6ApI6AOATUQUB0BDYqA+g0koDoCaiCgOgKaZMWzSx9/5hWvoQTUIaAGAqojoEGFDeiyy8YPkFjfsXOXVT2cgDoE1EBAdQQ0qJAB/duR0sbRy6ucgIA6BNRAQHUENKiAAX14YFTN/qPHHnH42G3jL0SH/LG6GQioQ0ANBFRHQIMKF9CVQ0VGz32i9PDpK8eIjFxV1RQE1CGgBgKqI6BBhQvofJGTV5efWD9X5KqqpiCgDgE1EFAdAQ0qXED3lOEfVJw6UMZWNQUBdQiogYDqCGhQ4QI6UKZXnloog6uagoA6BNRAQHUENKhwAW2RCytP3Sy9qpqCgDoE1EBAdQQ0qHABHSUTKk/NkNFVTUFAHQJqIKA6AhpUuICeLk33tD3zVD+ZXNUUBNQhoAYCqiOgQYUL6CPdpGVB2Vs437h+kHR7tKopCKhDQA0EVEdAgwr4QvrZItI0fs41t969eNHCSyY05x/OqW4GAuoQUAMB1RHQoEK+lXNBc9u3cjZfUeUEBNQhoAYCqiOgQQXdTOT5aVu4fA6Z+ly14wmoQ0ANBFRHQIMKvJ3duqWL5s2cOmXmvNuWrKt+NAF1CKiBgOoIaFBsqOw3kIDqCKiBgOoIaMoIqENADQRUR0CDYkd6v4EEVEdADQRUR0ArsSN9OwRUR0B1BNSQ0YCyI30CAqojoDoCashmQNmRPgkB1RFQHQE1ZDKg7EifiIDqCKiOgBoyGVB2pE9EQHUEVEdADZkMKDvSJyKgOgKqI6CGTAa02h3pf3LIwZW2los7di8CqiOgBgKqI6Ad0Tg70n9GEpzasXsRUB0BNRBQHQHtiMbZkX7lf7bzGflmx+5FQHUE1EBAdQS0I9iR3m8gAdURUAMB1RHQcuxIn4iA6giojoAaMhlQdqRPREB1BFRHQA3ZDCg70ichoDoCqiOghowGlB3pExBQHQHVEVBDVgPKjvTtEVAdAdURUEN2A7pxCKhDQA0EVEdAgyKgfgMJqI6AGgiojoBWeu/Bu/5UtqHIX5curWo4AXUIqIGA6ghoUCED+taM3iKy2fx3SyfGSXW3I6AOATUQUB0BDSpgQF/bpfj8+/97s3iGgBJQCwHVEVBDNgM6QaTHAV88ahORcWsKZwgoAbUQUB0BNWQyoL8SGRG9c/OFvUW+XjhFQAmohYDqCKghkwE9RZoejg9WbSe9/ic+IqAE1EJAdQTUkMmAjpRPFI8ebpIvxAcElIBaCKiOgBoyGdAWmVk6PFG6PxN9JKAE1EJAdQTUkMmAbi6zSofPbyInRB8JKAG1EFAdATVkMqD7yhGtxxeI/DpHQCMEVEdAdQTUkMmAfl56PF46fnuEbPsGAY0QUB0B1RFQQyYD+kORUb8qPbhb5MA3CWiOgFoIqI6AGjIZ0LX7iMiYyXcVHk0VGf6NHQgoATUQUB0BNWQyoLkXd47ex3ls4cH6aYW3dVY1AwF1CKiBgOoIaFAhNxN5Z/6w1oDmctdsRUBzBNRCQHUE1JDRgOY98/PftB6vuf2Lh21X1WgC6hBQAwHVEdCg2FDZbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFAE1G8gAdURUAMB1RHQlBFQh4AaCKiOgAZFQP0GElAdATUQUB0BTRkBdQiogYDqCGhQBNRvIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUATUbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFAE1G8gAdURUAMB1RHQlBFQh4AaCKiOgAZFQP0GElAdATUQUB0BTRkBdQiogYDqCGhQBNRvIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUATUbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFAE1G8gAdURUAMB1RHQlBFQh4AaCKiOgAZFQP0GElAdATUQUB0BTRkBdQiogYDqCGhQBNRvIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUATUbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFAE1G8gAdURUAMB1RHQlBFQh4AaCKiOgAZFQP0GElAdATUQUB0BTRkBdQiogYDqCGhQBNRvIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUATUbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFAE1G8gAdURUAMB1RHQlBFQh4AaCKiOgAZFQP0GElAdATUQUB0BTRkBdQiogYDqCGhQBNRvIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUATUbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFAE1G8gAdURUAMB1RHQlBFQh4AaCKiOgAZFQP0GElAdATUQUB0BTRkBdQiogYDqCGhQBNRvIAHVEVADAdUR0JQRUIeAGgiojoAGRUD9BhJQHQE1EFAdAU0ZAXUIqIGA6ghoUATUbyAB1RFQAwHVEdCUEVCHgBoIqI6ABkVA/QYSUB0BNRBQHQFNGQF1CKiBgOoIaFDhA7ri2aWPP/OK11AC6hBQAwHVEdCgwgZ02WXjB0is79i5y6oeTkAdAmogoDoCGlTIgP7tSGnj6OVVTkBAHQJqIKA6AhpUwIA+PDCqZv/RY484fOy28ReiQ/5Y3QwE1CGgBgKqI6BBhQvoyqEio+c+UXr49JVjREauqmoKAuoQUAMB1RHQoMIFdL7IyavLT6yfK3JVVVMQUIeAGgiojoAGFS6ge8rwDypOHShj9etX3PnDShPl6o7da6pMbTe4Q/rJ8X4Dh8lVfgN7y795jbtVevrd8Nuypd/AubKL38Dpsr/fwOPlM34DD5YpfgN3lS/7DRzh++e/qdzoNe5W2cTvhtfIUL+Bc2VHv4FnyYF+A0+QY/wGHpzFgA6U6ZWnFspg/fpPS4LPduxe05LGAugivu+bqY0VLqAtcmHlqZull379z45r55BtHunYvR4/of3gDjlgm2P8Bo7b7li/gXvs6DfuuJ129xt37EfH+g389Db7+w08cuRBfgMPH3mY38CDR37KbyB//rpO9Od/3Of+zzdTGytcQEfJhMpTM2R0sNsBQK2FC+jp0nRP2zNP9ZPJwW4HALUWLqCPdJOWBWVv4Xzj+kHS7dFgtwOAWgv4QvrZItI0fs41t969eNHCSyY05x/OCXc3AKi1kG/lXNDc9pmy5isC3gwAai3oZiLPT9vC5XPI1OdC3gsAai3wdnbrli6aN3PqlJnzbluyLuydAKDWGnpDZQBoZAQUADwRUADwREABwBMBBQBPBBQAPBFQAPBEQAHAEwEFAE8EFAA8EVAA8ERAAcATAQUAT9kI6OW9hm+TdX3613sFwW3VMrTeSwiuf596ryC44ZteXO8g1E42ArpPLf8FVQCmMfUOQu1kI6BTZf5zGfekbFrvJQQ3U86u9xKC6y9L6r2E0L4up9c7CLWTlYBeV+8lhPaO9K73EoK7XObWewnBDZCV9V5CaDcS0M6GgGYCAc0EAtrpENBMIKCZQEA7HQKaCQQ0Ewhop0NAM4GAZgIB7XQIaCYQ0EwgoJ0OAc0EApoJBLTTIaCZQEAzgYB2OgQ0EwhoJhDQToeAZgIBzQQC2ukQ0EwgoJlAQDsdApoJBDQTCGinQ0AzgYBmAgHtdAhoJhDQTCCgnQ4BzQQCmgkEtNMhoJlAQDOBgHY6BDQTCGgmENBOZ5bcXu8lhPZhr6H1XkJw35Gr6r2E4Eb2fK/eSwjtx3JevZdQO9kI6KpfrK33EoJb8pd6ryC493++ut5LCO6px+u9guDW/fLNei+hdrIRUACoAwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4yENBHJ4/uNWjvBSvrvY6A1t15/Mjevbb57L31XkhwjzTLffVeQzirv3/wsF47nfBgvdcR0v2f27vf8ENm/73e66iRzh/Qr3ST2Fa/q/dKgnlpnBQd8lq91xLW61tLhgP6p48V/xg/t6beSwnl1aOKn2K/a+q9lNro9AG9UqTpk7OmDRMZ9Gy91xLIu7uI9Dj8ghkfbxLZZVW9VxPS+omS4YA+u7nIiDNnTcz/H/+Ceq8lkDUHiGxy5AVTds//Od5a78XURGcP6PJNpGVx/uMHJ4ocWe/FBHKFyKjHooMHR4jMqPdqQrpSshzQ/PcRX16b//jEQJHf13sxYVwusuv/RAe3dZPeL9Z7NbXQ2QM6XWRBfLB6G5En67yYQPJfXf+qcPRID+m9ur6LCemBHjIguwH9icgJhaPbM/v/wdGtfwnzfzG/U9+11EYnD+j6LaTplcLhXJHL6ruYQJ4RGVM6zn+HlN1nIF4bKgfOyG5AJ4k8Vjj68MwzLq3rUkJZ100GFQ/vEDmnrmupkU4e0KUi+xYPnxAZX9e1hPJzkcml4y+K3FXPtYS07mDZ4pVZmQ3o2z1l13qvIbj+0lz8DulakYvru5ba6OQB/YHInNJxPxlQz6UE85tjj22N5lEif6rnWkK6VLrdl8tuQB8SOb/eawjuBJGr4oPoic8H6ryYmujkAb1MpPXlEqNFVtRzLTXwQk/ZLKs/A/3PbjIvl+GAXidyde5HE4dusuXEW9bWezGhvLC1dD9r6Tuv/MceItPrvZia6OQBnVn2aomxIll9IVPR2/uIfK3eiwjk5SFy0LosB/QrIjdMKr5Icszyeq8mlBc+WfwUW76xvt5rqYlOHtCpIneXjo8QWVrPtQT38PYi496t9yrCWLO/bPlqLssBPVdka2nad+q5BzeLbJPV75VWnV8M6Mhf1XsptdHJAzpFZHHp+HCRx+u5lsCeP6lJZOyb9V5GIBdJ9/ujj9kN6OR8VbZ7ODpatnNmv799bqTI9ucunH9Ki8h59V5MTXTygOa/hV9UOs5/C/9MPdcS1DuzNsl/W3RlVt8C+Ism+Wp8kN2AThfpWXyN5JPN0vOd+q4mjHdHiFwd/4D3hf2k+CeacZ08oPNEFpaOtxV5pZ5rCWlx/r/M7qcvr/cyQlk1UCasi4+yG9AviRxfOj5UJJP7wlwtMqV4+Mog6fN6XRdTG508oLeJXFI6HiB9M/pz6/Vn5r/9Oz67X17nXpK2Tqv3ggL4lsj80vH5IjfVcy2hTBL5ben4+Iz+T6JCJw/oEpEJxcOnRcbWdS3h5L/7G53Rr8sKukJA7yl7yfJ5InfUcy2h7CnS+gb4ORn9n0SFTh7QdZtL8xuFwytF5tZ3MaFcI/LxLO92msu9NbtkH5ETZ8/+Ub0XFMAbzXJI6fgAkSX1XEsoh4vcUzo+quz53Qzr5AGNXsd0fXywfo+svklnzTAZltUn39vJXKeAGQAABkdJREFU7s9Ac4dJ0/2Fo980ybBM/rTpapGji4d/7SM9M731YlFnD+hzzTL46ehgnshR9V5MGLeLfL3ea6iZDAf0tyIfib8+u38rke/WezVBrBggct7b0dFjO4qcVe/l1EJnD2i0WWa/82+59pMimz9f77WE8UWRHcY5f633eoLKcECjFy3Lvmefs3+TyJHr6r2YMH7SXWTIcbOnHZD/HHftEt82dfqA5mY3FZ542Pqxeq8kkMPaPsGS7XdbZTmga88o/hE2TX2/3msJ5e4hpf9OP/WPeq+lJjp/QHOPnDaqZeDeV75V73WEsh0BzYoHTh/du/f2Z2byCaSid/758I9s0neHMx6q90JqJAMBBYD6IKAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYCii1r3/T36DPlDvVeBzo2Aomt5VUQeig7m5Q/kv+q9HHRuBBRdSymga3pK3xm3vFrv5aBzI6DoWkoBfVrkonqvBZ0eAUXX8v6dd965Iv9xqciV9V4LOj0Ciq6JgCIFBBQN5L9EluYePXVkz6GHL1pfOrn25iOHbTJwzIXLjWuKBsvBxaOHRK6NPu4nk3Jrb9x/SO/dpxTH7yfDcrlrpIAnkbBRCCgaSD6OT3ytW6Ft+71eOPfczsXY9bxavaYkMaBvHSKyRX5Az5/mCmcIKNJCQNFA8nGcLoO/++fl/763yJ4fRqde2VKk76EXfX77fO6+oVzTKimgE4/qdd2K3LsLustmrxTO5AP6j6V3iJy7dOk7tfvckEUEFA0kH0cZ+Wx0tPp4kfnRwVEieyzPf1yfL2DzU8nXtEoKaEuPwqvlvyRyW+HMsOgDPwNFCggoGkgUxzsKhyv7yZD8l5dPNcnAtwpnZoucmXiNkxRQmVI485jIrMIZAoq0EFA0kHwct1lXPL5I5J5c7gr3Rebfe8uQxGucxIAuKQ4XObtwhoAiLQQUDSQfx1NKx/8h8tVc7kiRZaUzB4ksT7rGSQxo8eecKwgoUkdA0UDycfxK6XiZyOdyub1FVpXOnBG/h6j9NU5SQDcvniGgSB8BRQPJx/HbpeP/Ezk6l9tB+rT+6qUiv0i6xkkK6LDiGQKK9BFQNJD/Kj7RE/m9yInxV6Bvl85ME/lt0jWOC+gvCShqgICigeTj+JnS8S0iF8Q/A32ydGaCyDNJ1zguoNcQUNQAAUUDycdxs+KLlnKHiNyZy813nXu9nwxcn3SNM1j2Kx6dTEBRAwQUDSR6jeflhcMHRPquyuX+IjK4+D38bJHTE69xhsqgwiucnu5OQFEDBBQNJIpjj+9ER4s3E7kwOpgkMu7F6ODr3aX5L8nXrLzrrrtWRweHFl/WtHx3IaCoAQKKBpKP43CRnc44e+9u+Q/vRadeHiLS/1MXT9mp7L3wldc8kv+1l6KD6/IHh15z3dSBckEPAorwCCgaSD6O351e3Chp7GuFc3/9WGk3pm9q17QGNPrRZ2z6OgKKGiCgaCD5OH4vd99nPtI85JCbS2/XzK25cdLQTTbb/cL/Ua9xAc39/PBRPYce9atcbs7s30WPCShCIqBoIHEcU7gm0apnnvcaB6gIKBpI0IACqSOgaCAEFJ0LAUUDIaDoXAgoGggBRedCQNFACCg6FwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgCcCCgCeCCgAeCKgAOCJgAKAJwIKAJ4IKAB4IqAA4ImAAoAnAgoAnggoAHgioADgiYACgKf/D+xMB6gfL/x5AAAAAElFTkSuQmCC" width="672" /></p>
462 </div>
463 <div id="c" class="section level3">
464 <h3>(c)</h3>
465 <pre class="r"><code>hist(
466   sapply( rep(1, 100), function (x) { 
467     mean(sample(pop.unif, 2))}
468     )
469   )</code></pre>
470 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" width="672" /></p>
471 </div>
472 </div>
473 <div id="d" class="section level2">
474 <h2>(d)</h2>
475 <p>Same commands as (c) just changing the sample size</p>
476 <pre class="r"><code>hist(sapply(rep(1, 100), function (x) { mean(sample(pop.unif, 10))}))</code></pre>
477 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" width="672" /></p>
478 <pre class="r"><code>hist(sapply(rep(1, 100), function (x) { mean(sample(pop.unif, 100))}))</code></pre>
479 <p><img src="data:image/png;base64,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" width="672" /></p>
480 </div>
481 <div id="pc7" class="section level2">
482 <h2>PC7</h2>
483 <p>We’ll discuss this in class. Noteable things you might observe include that the sampling distribution of the means approaches normality as it gets larger in size whether the population we draw from is uniform, log-normal, or really just about any other distribution. This is an illustration of some aspects of the <em>central limit theorem</em>. It is also an illustration of the <em>t-distribution</em> (the basis for the t-tests that you learned about this week).</p>
484 </div>
485 <div id="statistical-questions" class="section level1">
486 <h1>Statistical Questions</h1>
487 <div id="sq1-5.22" class="section level2">
488 <h2>SQ1 — 5.22</h2>
489 <ol style="list-style-type: lower-alpha">
490 <li>We want to calculate the following:</li>
491 </ol>
492 <p><span class="math display">\[ \overline{x}_{diff} \pm t^*_{df}\frac{s_{diff}}{\sqrt{n}}\]</span></p>
493 <p>Plug in the corresponding values and the Z-score for a 95% confidence interval (1.98):</p>
494 <p><span class="math display">\[-0.545 \pm 1.98 \times \frac{8.887}{\sqrt{200}} \]</span> I’ll let R take it from here:</p>
495 <pre class="r"><code>-0.545 - (1.98 * (8.887/sqrt(200)))</code></pre>
496 <pre><code>## [1] -1.789243</code></pre>
497 <pre class="r"><code>-0.545 + (1.98 * (8.887/sqrt(200)))</code></pre>
498 <pre><code>## [1] 0.6992435</code></pre>
499 <ol start="2" style="list-style-type: lower-alpha">
500 <li><p>With 95% confidence, the average difference between reading and writing test scores falls between -1.79 and 0.70.</p></li>
501 <li><p>No, because the interval includes/crosses zero.</p></li>
502 </ol>
503 </div>
504 <div id="sq2-5.28" class="section level2">
505 <h2>SQ2 — 5.28</h2>
506 <p>We want to test the following hypotheses: <span class="math display">\[H_0~:~\mu_{0.99}=\mu_{1}\]</span> <span class="math display">\[H_A~:~\mu_{0.99}\neq\mu_{1}\]</span> To do so, we can use a two-sample t-test to compare the two sample means. The conditions we’d like to satisfy are independence and normality. Re: independence, the samples are random and not terribly large (presumably less than 10% of all the diamonds of each carat rating on earth), so we should be good to go. Re: normality, visual inspection of the histograms presented in the textbook suggests that what skew may be present in either distribution is not extreme.</p>
507 <p>Given that the conditions are met, here’s how you could construct the test statistic <span class="math inline">\(T\)</span>:</p>
508 <p><span class="math display">\[T~=~\frac{Point~estimate~-~Null}{Standard~error_{difference}}\]</span></p>
509 <p>Plugging in formulas from chapter 5 of the textbook this looks like:</p>
510 <p><span class="math display">\[T~=~ \frac{(\overline{x}_1-\overline{x}_2)-(0)}{\sqrt{\frac{s^2_1}{n_1}+\frac{s^2_2}{n_2}}}\]</span> Now, plug in values from the table:</p>
511 <p><span class="math display">\[T~=~ \frac{(44.51-56.81)-(0)}{\sqrt{\frac{13.32^2}{23}+\frac{16.13^2}{23}}}\]</span> Work that out and you should have <span class="math inline">\(T~=~-2.82\)</span>. The degrees of freedom are estimated by the smaller of <span class="math inline">\(n_1-1\)</span> or <span class="math inline">\(n_2-1\)</span> (which are equal in this case), so <span class="math inline">\(df~=~22\)</span>. Consulting the table of T-statistics from the back of the book, we find:<br />
512 <span class="math display">\[p_{value}=P(T_{22} \gt 2.82) = 0.01\]</span> Assuming we’re okay with a fale positive rate of <span class="math inline">\(p\leq0.05\)</span>, this provides support for the alternative hypothesis and we can reject the null of no difference between the average standardized prices of 0.99 and 1 carat diamonds.</p>
513 </div>
514 <div id="sq3-5.30" class="section level2">
515 <h2>SQ3 — 5.30</h2>
516 <p>I want to calculate the following:</p>
517 <p><span class="math display">\[(\overline{x_1}-\overline{x_2})~\pm~t^*_{df}\sqrt{\frac{s^2_1}{n_1}+\frac{s^2_2}{n_2}}\]</span> Since the critical values for the distribution of the test statistic <span class="math inline">\(T\)</span> is available in R using the <code>qt()</code> function, I can use a similar procedure here as in my <code>ci()</code> function from earlier in the problem set to calculate the value of <span class="math inline">\(t_{df}\)</span> (in this case, <span class="math inline">\(t_{22}\)</span>). Note that if you didn’t use the <code>qt()</code> part of this you could have looked up the critical value for a two-tailed test in the t distribution table at the back of the textbook (or elsewhere).</p>
518 <pre class="r"><code>diff.means &lt;- 44.51-56.81
519
520 t.star &lt;- qt(0.025, df=22)
521
522 se &lt;- sqrt( ((13.32^2)/23) + ((16.13^2)/23) )
523
524 diff.means - (t.star*se)</code></pre>
525 <pre><code>## [1] -3.254</code></pre>
526 <pre class="r"><code>diff.means + (t.star*se)</code></pre>
527 <pre><code>## [1] -21.346</code></pre>
528 <p>In words, I am 95% confident that the average difference between the standardized prices of 0.99 carat diamond and a 1 carat diamond falls between $3.27 and $21.33 (the 1 carat diamond costs more).</p>
529 </div>
530 <div id="sq4-5.48" class="section level2">
531 <h2>SQ4 — 5.48</h2>
532 <ol style="list-style-type: lower-alpha">
533 <li>Hypotheses:</li>
534 </ol>
535 <p><span class="math inline">\(H_0:\)</span> The mean hours worked for the groups are all equal.</p>
536 <p><span class="math display">\[\mu_{\lt~hs} = \mu_{hs} = \mu_{jc} = \mu_{ba} = \mu_{grad} \]</span> <span class="math inline">\(H_A:\)</span> The mean hours worked vary by education level. In other words, the means are not equal.</p>
537 <ol start="2" style="list-style-type: lower-alpha">
538 <li>Conditions and assumptions necessary for unbiased ANOVA estimates include:</li>
539 </ol>
540 <p>Independent observations, normal(ish) distributions, and constant(ish) variance. The problem doesn’t say much about the sample to help evaluate the independence of the observations, but it’s definitely less than 10% of the population and is likely a fairly good approximation of a random sample (thereby satisfying the rule of thumb). From the boxplots the distributions all look fairly normal. The standard deviations are also similar. We’ll assume that the conditions are met for the purposes of the test.</p>
541 <ol start="3" style="list-style-type: lower-alpha">
542 <li>Working across the blanks in the table by row:</li>
543 </ol>
544 <ul>
545 <li>The degrees of freedom for degree <span class="math inline">\(= 5-1 = 4\)</span><br />
546 </li>
547 <li>The Sum of Squares between degree levels <span class="math inline">\(= 501.54 \times 4 = 2006.16\)</span><br />
548 </li>
549 <li>The F value <span class="math inline">\(= Sum~Sq~degree / Mean~Sq~residuals = 501.54 / 229.12 = 2.189\)</span><br />
550 </li>
551 <li>The degrees of freedom for Residuals <span class="math inline">\(= 1171-4 = 1167\)</span><br />
552 </li>
553 <li>Mean Square Residuals (Error) <span class="math inline">\(= 267382/1167 = 229.12\)</span><br />
554 </li>
555 <li>Total degrees of freedom <span class="math inline">\(=1172 - 1 = 1171\)</span><br />
556 </li>
557 <li>Total Sum of squares <span class="math inline">\(=2006.16+267382 = 269388.16\)</span></li>
558 </ul>
559 <ol start="4" style="list-style-type: lower-alpha">
560 <li>According to the ANOVA results, we cannot reject the null hypothesis at a <span class="math inline">\(p \leq 0.05\)</span> level, suggesting that the mean hours worked may be equal across education levels.</li>
561 </ol>
562 </div>
563 <div id="sq5-5.52" class="section level2">
564 <h2>SQ5 — 5.52</h2>
565 <ol style="list-style-type: lower-alpha">
566 <li>False. The ANOVA procedure does not evaluate the pairwise comparisons, but the overall variation across groups.<br />
567 </li>
568 <li>True, otherwise the F-value will not be large enough to reject the null hypothesis.<br />
569 </li>
570 <li>False. It is possible that none of the pairwise comparisons will be significantly different even if the ANOVA rejects the null.<br />
571 </li>
572 <li>Assuming this question is about the Bonferroni correction, False. The correction does not divide <span class="math inline">\(\alpha\)</span> by the number of groups, but rather the number of pairwise tests. In this case, 4 groups yields <span class="math inline">\({4}\choose{2} = 6\)</span> pairs, meaning that the corrected value for <span class="math inline">\(\alpha = 0.05/6 = 0.0083\)</span>. Other corrections exist even though they were not discussed in the book and they may choose other values for <span class="math inline">\(\alpha\)</span>.</li>
573 </ol>
574 </div>
575 <div id="sq6-reinhart" class="section level2">
576 <h2>SQ6 — Reinhart</h2>
577 <p>We’ll discuss this one as a group. Personally, I find the focus on p-values somewhat thought-stopping and would prefer to see researchers and publications embrace reporting standards that yield more intuitive, flexible, and meaningful understanding. Confidence intervals seem to do this more effectively than p-values and, in that respect, I like confidence intervals quite a lot!</p>
578 </div>
579 </div>
580 <div id="empirical-paper-questions" class="section level1">
581 <h1>Empirical Paper Questions</h1>
582 <div id="eq1-rq4-questions" class="section level2">
583 <h2>EQ1 — RQ4 questions</h2>
584 <ol style="list-style-type: lower-alpha">
585 <li><p>For RQ4, the units of analysis are the 109 respondents. The credibility index (a group of five survey items evaluating how credible the respondents perceived the blogs they read to be) was split at the mean and these high/low groups were the independent (grouping) variable in the ANOVA. The six perceived relationship management factors (survey items) were the dependent variables for the ANOVA.</p></li>
586 <li><p>The analysis tests whether the mean responses on the survey items composing each of the different relationship management factors were equal across the high/low blog credibility groups. The alternative hypotheses are whether there are differences between the groups for any of the perceived relationship management dimensions.</p></li>
587 <li><p>None of the ANOVA tests rejected the null hypothesis of no difference. In other words, there was no evidence that perceptions of relationship management dimensions varied across individuals perceiving blogs as low or high credibiliy.</p></li>
588 <li><p>It is (usually) a bit hard to say much from a null result! See the answer to (c) above.</p></li>
589 </ol>
590 </div>
591 <div id="eq5-rq5-questions" class="section level2">
592 <h2>EQ5 — RQ5 questions</h2>
593 <ol style="list-style-type: lower-alpha">
594 <li><p>Again, the units are the 109 respondents and the partitioned (low/high) credibility index serves as the independent (grouping) variable. The crisis index is the dependent variable.</p></li>
595 <li><p>The ANOVA tests whether average assessments of perceived crisis in the organization in question were equal by whether participants perceived the blogs to be low/high credibility. The alternative hypotheses are whether there are differences between the groups for perceptions of the organization being in crisis.</p></li>
596 <li><p>The results of the ANOVA reject the null, suggesting support for the alternative hypothesis that participants reporting low credibility blogs reported different (higher) scores on the crisis index.</p></li>
597 <li><p>I find the reported differences compelling, but would like more information in order to determine more specific takeaways. For example, I would like to see descriptive statistics about the various measures to help evaluate whether they meet the assumptions for identifying the ANOVA. Survey indices like this are a bit slippery insofar as they can seem to yield results when the differences are really artifacts of the measurements and how they are coded. I am also a bit concerned that the questions seemed to ask about blog credibility in general rather than the specific credibility of the specific blogs read by the study participants? The presumed relationship between credibility and the assignment to the blogs in question is not confirmed empirically, meaning that the differences in perceptions of organizational crisis might be more related to baseline attitudes than to anything specific about the treatment conditions in the experiment. I would also like to know more about the conditional means and standard errors in order to evaluate whether the pairwise average perceptions of organizational crisis vary across perceived credibility levels.</p></li>
598 </ol>
599 </div>
600 <div id="eq6-rq6-questions" class="section level2">
601 <h2>EQ6 — RQ6 questions</h2>
602 <ol style="list-style-type: lower-alpha">
603 <li><p>Analogous to RQ5 except that the (six) different dimensions of relationship management separated into high/low categories served as the independent (grouping) variables in the ANOVA. Perceptions of organizational crisis remained the dependent variable.</p></li>
604 <li><p>This set of ANOVAs test whether assessments of perceived organizational crisis were equal or varied depending on the prevalence of specific relationship management strategies.</p></li>
605 <li><p>The results of the ANOVAs are mixed, rejecting the null hypothesis of no difference for two of the relaionship management dimensions (task sharing and responsiveness/customer service), but failing to do so for the other four dimensions. For the two dimensions in question, higher prevalence of each strategy appeared to reduce the perception of crisis.</p></li>
606 <li><p>Again, the differences reported are compelling insofar as they indicate larger varation across the groups in terms of perceived crisis than would be expected in a world where no difference existed. That said, in addition to all the issues mentioned above for EQ5 part (d), this set of tests also raisesw issues of multiple comparisons. Not only is it useful to consider multiple comparisons in the context of a single ANOVA, but when running many ANOVAs across many grouping variables. If the authors really wanted to test whether the specific PR strategies mentioned here altered perceptions of organizational crisis across different types of blogs, they should/could have incorporated those variations into their experimental design much more directly. As such, the results remain suggestive that some of the observed relationships may exist, but can provide only weak support for even those that reject the null hypotheses in statistical tests.</p></li>
607 </ol>
608 </div>
609 </div>
610
611
612
613
614 </div>
615
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